{"cells":[{"cell_type":"markdown","id":"5891f4b6","metadata":{"id":"5891f4b6"},"source":["[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/ai2es/WAF_ML_Tutorial_Part1/blob/main/colab_notebooks/Notebook08_TrainingMoreThanOneModel.ipynb)\n","\n","# Notebook 08: Training more than one ML model [Colab Version]\n","\n","### Goal: Training a ML using all features/predictors/inputs and all ML methods\n","\n","#### Background\n","\n","So far in Notebooks 4-7 we have shown you how to train a single ML model for each task. But one really nice thing about ```sklearn``` is that they have coded up all the models we discussed in the paper to adopt the same syntax. This will make more sense in a little bit, but what this enables us to do is train many different ML methods to find which method performs best for our specific task. This generally a good method for designing your own ML projects.\n","\n","### Classification, simple \n","We will start off the same as Notebook 4. \n","\n","#### Step 0: Get the github repo (we need some of the functions there)\n","\n","The first step with all of these Google Colab notebooks will be to grab the github repo and cd into the notebooks directory. \n","\n","To run things from the command line, put a ```!``` before your code"]},{"cell_type":"code","source":["#get the github repo \n","!git clone https://github.com/ai2es/WAF_ML_Tutorial_Part1.git \n","\n","#cd into the repo so the paths work \n","import os \n","os.chdir('/content/WAF_ML_Tutorial_Part1/jupyter_notebooks/')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_VYlEKfobwlU","executionInfo":{"status":"ok","timestamp":1648653995285,"user_tz":300,"elapsed":22713,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"defb62a1-3309-4b99-b29c-7dd759cd37dc"},"id":"_VYlEKfobwlU","execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'WAF_ML_Tutorial_Part1'...\n","remote: Enumerating objects: 301, done.\u001b[K\n","remote: Counting objects: 100% (301/301), done.\u001b[K\n","remote: Compressing objects: 100% (197/197), done.\u001b[K\n","remote: Total 301 (delta 139), reused 236 (delta 96), pack-reused 0\u001b[K\n","Receiving objects: 100% (301/301), 195.77 MiB | 24.58 MiB/s, done.\n","Resolving deltas: 100% (139/139), done.\n","Checking out files: 100% (100/100), done.\n"]}]},{"cell_type":"code","execution_count":2,"id":"e71637dd","metadata":{"id":"e71637dd","executionInfo":{"status":"ok","timestamp":1648654011944,"user_tz":300,"elapsed":8287,"user":{"displayName":"Randy C","userId":"12301342565919601334"}}},"outputs":[],"source":["#needed packages \n","import xarray as xr\n","import matplotlib.pyplot as plt \n","import numpy as np\n","import pandas as pd\n","\n","#plot parameters that I personally like, feel free to make these your own.\n","import matplotlib\n","matplotlib.rcParams['axes.facecolor'] = [0.9,0.9,0.9] #makes a grey background to the axis face\n","matplotlib.rcParams['axes.labelsize'] = 14 #fontsize in pts\n","matplotlib.rcParams['axes.titlesize'] = 14 \n","matplotlib.rcParams['xtick.labelsize'] = 12 \n","matplotlib.rcParams['ytick.labelsize'] = 12 \n","matplotlib.rcParams['legend.fontsize'] = 12 \n","matplotlib.rcParams['legend.facecolor'] = 'w' \n","matplotlib.rcParams['savefig.transparent'] = False\n","\n","#make default resolution of figures much higher (i.e., High definition)\n","%config InlineBackend.figure_format = 'retina'\n","\n","#import some helper functions for our other directory.\n","import sys\n","sys.path.insert(1, '../scripts/')\n","from aux_functions import load_n_combine_df\n","(X_train,y_train),(X_validate,y_validate),(X_test,y_test) = load_n_combine_df(path_to_data='../datasets/sevir/',features_to_keep=np.arange(0,1,1),class_labels=True)"]},{"cell_type":"markdown","id":"96f9c993","metadata":{"id":"96f9c993"},"source":["But now we will initalize a list of models!"]},{"cell_type":"code","execution_count":3,"id":"841acc02","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"841acc02","executionInfo":{"status":"ok","timestamp":1648654022471,"user_tz":300,"elapsed":1264,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"28584476-f94a-4d98-f346-d82a3d11e134"},"outputs":[{"output_type":"stream","name":"stdout","text":["[LogisticRegression(), GaussianNB(), DecisionTreeClassifier(), RandomForestClassifier(), GradientBoostingClassifier(), LinearSVC(dual=False)]\n"]}],"source":["#load ML code from sklearn\n","from sklearn.linear_model import LogisticRegression,SGDClassifier\n","from sklearn.ensemble import RandomForestClassifier,GradientBoostingClassifier\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.svm import LinearSVC\n","from sklearn.naive_bayes import GaussianNB\n","\n","#initialize\n","model_list = [LogisticRegression(),GaussianNB(),DecisionTreeClassifier(),RandomForestClassifier(),GradientBoostingClassifier(),LinearSVC(dual=False)]\n","\n","print(model_list)"]},{"cell_type":"markdown","id":"0771d776","metadata":{"id":"0771d776"},"source":["since the syntax is identical, we can loop over this list and train all the methods"]},{"cell_type":"code","execution_count":4,"id":"1779e9d5","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1779e9d5","executionInfo":{"status":"ok","timestamp":1648654132199,"user_tz":300,"elapsed":107784,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"2ab7c8b5-f2ce-4b72-8e59-a0d47c685099"},"outputs":[{"output_type":"stream","name":"stderr","text":["100%|██████████| 6/6 [01:47<00:00, 17.93s/it]\n"]}],"source":["#Import a progress bar so we know how long it is taking\n","import tqdm \n","\n","for model in tqdm.tqdm(model_list):\n"," model.fit(X_train,y_train)"]},{"cell_type":"markdown","id":"64efd006","metadata":{"id":"64efd006"},"source":["Wait for the star to finish up above, then that means it is done training! Way to go, you just trained 6 **different** ML models. Nice right? But lets evaluate them now. \n","\n","Let's start by looking at the performance diagram first "]},{"cell_type":"code","execution_count":5,"id":"8f68d37d","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":469},"id":"8f68d37d","executionInfo":{"status":"ok","timestamp":1648654160260,"user_tz":300,"elapsed":2968,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"071d1a5e-a06b-4dc5-98b8-0642aa8c42e3"},"outputs":[{"output_type":"stream","name":"stdout","text":["LgR accuracy: 81.0%\n","NB accuracy: 80.0%\n","DT accuracy: 80.0%\n","RF accuracy: 80.0%\n","GBT accuracy: 80.0%\n","SVM accuracy: 81.0%\n"]},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":5},{"output_type":"display_data","data":{"text/plain":["
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tHo9JJvVakVvb69wP1ljl6NB2eH08+abb4ZtzrziiiuQn5+fwhURMjUUDJMp279fj23bitDcPPZyWm2tHWvXnsbSpfYUrOxz6RoMn8lkMuHWW29FX18fnn76abzxxhuw2WxCHSfHcULniEiCW5fLBaVSCYVCkRbBcCKVlJSAZVm0t7cLgTAQaDl3+vRpnD59WgjGZ8yYgTlz5sDhcKCvry+Fq06OiUolWltbhdu5ubmSC9rShdgD4tDscHNzM5qbm4XHGhoaMHv27FQtjZC4oNZqZEqeey4Ht9xSheZmA/R6HmvWABs2AGvWAHo9j4MHdfjudyuwa1dWStfp8/ng9XqFjgvx0tTUhBtvvBG1tbWYP38+rrjiCjzxxBPgOA633347Zs2aFZbZjdTy5cuFdbe3twtfDwZ5Go0Gcnnkn2UzYeOYTqcDz/NwuwNXI8bLcFqtVhw+fBj79u2Dz+fD3Llzhbris5Ha8I2hoaGwFmDJHrscDTG3WZMKq9WK9vZ2vPHGG8LXampqsGzZshSuipD4oMwwidn+/Xrcddc0cByD9euB9esZhJaWbd3KoLERaGxksHFjCUpKvCnLEIdmCuNl9+7dWLdunRBoGo1GtLa2YvPmzThw4EDcduWHBu8+n0/I0mRlZcHpdMLj8UzYS1ipVAKAMJVOyiwWC2QyGfR6PUZGRibsosEwDIaHh9HT04PS0lLodDqh9jFT8DwflhUuLi6mLhIJJvbsMM/z+Oc//ym8zxQVFWHlypVpV1ZDSCwoM0xitm1bkRAIb94MnLnp2GAIfH39eoDjGPzhD9KpKTtx4gR+/vOfg+M4XHDBBXjrrbfQ1NSEDz74AHfeeSfeeust/OMf/4j5/O+++65w+8waW7vdDqvVCo7joNFohA1iWq0WarUaarUaKpUKBoMBarUabrc7IzLDo6OjcLlcmDt3LioqKibM+AaDZKvVCpZlM2ZcbGiNZ19fnzCam2VZzJw5M1XLihhlh1OLYRhcfvnlmD59OnQ6HVatWhXxVRVC0h1lhklMTpxQC6UR69dPnhlYtw544IFAyURrqyptNtVNxSOPPAKv14vZs2fjoYceEjKwarUa3/72t+FyuXDPPfdEfV6z2Yw///nPePbZZwEE6vHOzCZxHCe0S1Or1VAoFFAqlcIaQrndbtjtqa3XThaXy4WTJ0+ipqYGs2fPhkajQW9vL2w225jSGIZhhJ3vYp8WFi2/34+TJ08K96dNmyZ0NCGJJfbssFKpxGWXXQabzUZdR4ikUDBMYvL++4E08OrVzJiM8JmMRmDVKgbbtwP79ulEHwxzHCfUza1Zs2bcIPRb3/oWHnzwQTgcjknPddddd+Hee+8FEGitFtruq6ysDL/+9a8n/F6fzwebzQaZTAa5XB42jhkIBMJS3zR3plOnTsHtdqOqqgozZ85ESUkJBgYGMDg4CKfTCbfbDY/Hg4qKCqHNWjQlJGLuNxw0PDwslA0pFApUVFSkeEWRE3tnCUD8ATHLshQIE8mhYJjExG4PVNiUlER2fPC44Pclk1qtFqa1BTfRTUVnZ6dwiXnJkiXjHqPRaDBv3jwcOHBg0nPZbDbhXKEuuOAC/P73v49omlOwx7BYJKq9GsMw4HkefX198Hg8KC0tRX5+PqZNm4by8nK4XC7hw4JarcbIyAiOHTsW93Wks2BXidraWrS2tqKgoCCqjZgks7S2tsLr9aKmpmbMY5FMqCNELOhdkMREpwsElD09kR0fPC74fcmkVCqF1mrBWtupCL2sPllvzYKCgrOea8uWLUKf4ZGRERw4cACNjY14++238eijj+K2226b0lozSbAWmOd5YdqcyWRCfn6+0G9Zp9PB4/Ggu7sbJ0+ezIiNheMxmUxYvHhxqpcRE8oOJ8fAwADefPNN+Hw+DA4OYvny5WGTPAEKiIl0UDBMYlJXZwUA7NjBY+vWyUslLBZg504eAJP0bhLBUcVB6ZxBzc7Oxle+8hXMmTMHV1xxBR566CEsWrQIX/ziF1O9tLQWDHLVajVsNpswdMTtdsNsNsNsNkMul4NlWXg8HshksrR+HSQLdQFIrXQOiB0OB15++WWhzKq9vR11dXXjbjalgJhIAXWTIDGprHRh8WIrbLZA+7TJbNkC2GwMamuTP5GOZVnhlz7HcRO224pG6C+w06dPT3jcZI9NpqKiAjfccAMAYNOmTTHV/WZCoMOyLEpKStDQ0IC6ujosWrQIK1aswOLFi1FdXY3y8nLo9XowDAOfzyeMr55qICzWfsPB135oVwmxos4SieP3+/Hyyy8L5VtKpRIrV66ctOuK1WpN1vIISQgKhknMbrqpDyzLo7ExMGgjZO8XgMD9DRuAxkaAZXmsXRtbcDgViZg8FwyygMDQjfG4XC588sknMT/H9ddfD61Wi1OnTmHXrl3C1xmGOWugq1QqkZubK/lNLuXl5TjnnHPg9/vR3d2Nzs5ODA4OgmEYFBcXY+7cuZg7d67oL6nHg8vlQltbG0ZHR+PygZDER7p1Mgn2Eg5OZWQYBpdccgmys7PP+r0UEBMxo2CYxKy+3oY77ugQAuLS0vAJdKWlvBAIb9zYk5KBG4kokWBZFl/+8pcBANu3bx+37vSpp56aUkszk8mEr33tawACbdyCa+d5/qzBTCZkhYHAxDSLxYL9+/fj0KFD+Pjjj9HU1ISWlhYcOXJEuAy9aNGiqCbNSQ3P8xgcHITf7xfGUlN2OH2kU0Dc0tKCw4cPC/eXLVsWVbcRCoiJWFEwTKbkqquG8eCDrViyJFAysX17IBO8ffvnpRGPPtqOa65JzYSvaDPDPp8Pw8PDk/7xer24+eaboVAocPToUdx6663o7u4GEGhn9uc//xn33nvvlDOz119/PeRyOTo6OvDaa6/BZDLBYDCcNahzu90YHh4et0tFuujq6prS9+fn50OpVKK7uzusfZ3f78fo6ChOnTqFQ4cO4ejRo/D5fJg+fbroW6LFyuFwwOl0CvezslI7Gp2kp46ODvz73/8W7ldXV2PhwoUpXBEhyUMb6MiU1dfbUF/fio4OA/bt08FuZ6HTcVi6NPk1wmcKDYYj6SLR3NyM+vr6SY/585//jPr6evz617/Ghg0bsGfPHuzZswcmkwkOhwNerxeXXnop1Go1du/ePW4f4kiUlpbisssuw9///nc8/PDDuOGGG8CyLJRKJUZGRuDxeKBSqSCXy8eMY5b6xDmtVitslAM+b6sWyul0oq2tDQMDA1i8eDFmz56N/v7+uAwhEUu/4WBWOMhkMsX8ekxHUugsAaR+M93IyAhee+014f9QYWEhvvjFL8Z0lYk21BExoswwiZuqKjeuu24YN988iOuuG055IAwkpkwiaPXq1fjLX/6ChoYGGAwGeDweVFZW4s4778T9998vXDKcyi+GH/3oRwCAI0eOCKUXKpUKWq0WKpUKWVlZMJlMyMnJQVZWVsaUAoyOjoJlWaGWcaLSEYZhYLfb0d3dDYZhIurbLCUWi0XYOMgwTFjAJYVSCSlJVbkEx3F45ZVX4HYH3q/1ej0uu+yyKfWfpnIJIjaUGSaSFU0nibvvvht333131M9RW1uLP/7xj2O+zvO8sIGuqqpqzOPHjx+P6PznnXceRkZGMDQ0BJ7nYbVaoVKpoNFooNPpwHEcfD4f5HI55HI5dDodLBaL5DPDdrsdIyMjmDFjBnieR3t7e1gpQFDw39zhcIDn+YwaO8xxHIaGhoT72dnZkhywIZXsMJCaDDHLslixYgVeffVV+Hw+XHbZZXH50EgZYiIm0ntnJOQziegkEakXX3wRvb290Ov1WLBgQUznCA4LCfbOBQIBjt/vh0qlCsv6AYGMjlqthlwuD/u6FPl8Ppw8eRILFizAzJkzodVq0dPTg9HRUbjd7jEffAwGA1iWDSsZkLrR0VHhdS+TySLqCEAyU3l5Ob72ta9hZGQkomFBkaKAmIgFBcNEsvx+P+x2O2QyWUIypQ8//DB0Oh0uvvhiFBYWgmVZmM1m7N69G/fddx8A4Nprr405G6lSqYTMb5BMJhP65trt9rCyCKfTCbVaDYVCIflgGAhkBPft24c5c+agsLAQubm5wiZHu90Oq9UKv9+PsrIyVFRUYHBwMGyz3VSlc92wz+fDyMiIcD83N3fM9DDg8/HMqeJUOWHVWeFn/ZBxMhjsBmjcmqjPQ9nhqcvKykrI5koKiIkYUDBMJIvjuIQGha2trfj73/+O3/zmN1AoFNBqtbBYLEJWctmyZfjBD34Q8/mDQXxoVlsmk0GhUMBut49b9sHzvGhaq3V1daGsrGxK57BYLDhy5AgKCwtRUFCA/Px8FBYWCqUjHo9H2HB49OjROK08/Q0PDwsfAJVKZdr1nLboLOjN74VNN7bjid6uR/HpYhjt6bXmZEp0QDwwMACtViv0S080CohJuqNgmJAYXXvttdDr9WhqasLAwACsViuysrIwZ84cfPWrX8XVV18dc41mcLhGsFNEKJ/PN259bDDzl2mjhq1WK6xWK3p7e5GdnQ2DwQCNRgODwQCXy4WRkRGcPHkypkl+YsRxXFjHjNzc3Ek/ICU7OzyYNYj2knaAARRQoEpZBT2rh42zodXTCpvOhuPa46joqUDeaF7E55VSdjiRbDYbXnzxRQDAZZddhqKioqQ8LwXEJJ1RMExIjBYvXozFixcn5Nw8z8Nms8Hr9QrZXp7n4fF4JhzzLJfLwTBMRpRIjMdut8Nut4NlWSErGno7U7Asi4qKCoyMjMDlcqVVBw2LziIEwrXqWpynPg9K5vNWb1/UfhEHXAdw0HUQ7SXtUHqVUWWIpRQQJyI77PP58NJLLwnlQq+88gq+9a1vJW1jJQXEJF1RazVC0pTX6xUGZwRLIibK8DEMA6VSCb/fn3GZ4TMls99yZ2dnQs8fK5ZlkZubi5KSkrQqm+nN7xUC4eWa5WGBMAAoGSWWa5ajVl0LMJ8dn8Hi2W6N53n84x//ED5MsyyLiy++OOkdRqjtGklHFAwTIiITtYcLbpwL9golAekUCKZCpD9/MnoOO1VO2HQ2KKDAeerzJj22Vl0LBRSBkgl/ZG0Ig6QypjkoXgFxU1NTWEvHFStWTLlmP1YUEJN0Q8EwyXhiDyAZhgHLsnC5XHC5XKleTlqZrLe01KR7OYhVFwiAqpRVYzLCZ1IxKlQpA/25m7k/4a5DN+Lg8MGEr1Gq2trasG/fPuH+vHnzcO6556ZwRRQQk/RCwTCJm0ytVU0lj8cDnueFetl0D4jO1NXVlZDzlpWVob6+PiktqtKhVILneXR0dKC3tzfm/4eJzg772UD5jp6NrIOBjg3UOn+hUIV11UfBcLdh7+kHI/peyg5/bmhoCK+//rpwv6SkBA0NDfFY1pRRQEzSBQXDhEiElLOgBoMBBQUFKC0tRXZ29qSX/xmGQXFxMXJzcxPSNzUdmc1moca8q6srLT8UybjAEBwbN7ad2njsXKAjRpZuAWQyPRZkAUuy/oaT1sgCYqmJJSB2Op146aWX4PV6AQT+H1166aVhA4lSjQJikg4oGCaEpC2WZVFaWorzzjsPtbW1OPfcczF//vxJax2Do7CPHDmC9vb2JK42NTiOCwuUsrKyxh2wkWoGe6CLQKunFR5+8uy1m3ej1dMKAKgtW4fzz+/BtGnrwTJAmfpv4Lizl0xILTsMRBcQ+/1+vPrqq7BYLAAAhUKBlStXQqOJfqhJolFATFIt/d4xCSHkMyUlJTjnnHPAMAz6+/vR29sLhUKBefPmTRoQOxwOnDx5MiM6a4yMjAg/p1wun1I2PJGlEhq3Bnq7Hl54ccB1YNJjD7oOwgsvSuWlyJXlQi43YObMzUJA7PA9EtFzSjEgjobJZBJuX3zxxcjLi7xvc7JRQExSiYJhQkjamjVrFux2O/bv34+mpiYcPnwYra2tQi/d8TKgqbgEnKq64UjHLqeL4tPFAB8Idv/t/DfcfPjmVTfvxr+d/8ZB10EwYFCnrgt7fNq0dWBleqjZI+D5tmQuPW1Emh2WyWS48MILsWLFCixduhQzZ85M8MqmLhM+vJL0REM3CCFpqaCgAGq1Gq2trUK/ZY/Hg1OnTkGj0WDGjBkoLCxEb2+vMJREpVJh9uzZcDqdaG1tTfFPkHhDQ0NCrbhSqTTrd68AACAASURBVIzLQINETqQz2o2o6KlAe0k7DroOosXVgiplFXSsDnbOjlZPK7zwggGDi7QXYZoifB1yuRH5eavQ378dPN8Ehplx1ueU0iCOoEgHcjAMgwULFiRhReLl9/uTkpX2+/1J7+lMIpe+KQRCSEaYqKNEfn4+HA4HzGbzmMc6OzvhdrsxY0YgGAoGhFlZWSgrKxM2DEmZx+MR6kEBIC8vTxR9lfNG8zCrfZZQMnHYcxgHXQdx2HNYKI24Sn8V5qnmjfv9KlXJZ7fs4z6eKcbLELtcLklvpCUkUSgYJoSkHZZloVKpwDBMWMAXZLPZ0NfXh6ysLGRnZwMIXBbOz88X2owlW7JLJQYHB4XbGo0GWq02budO9N+f0W7EnFNzYPzIiNYPd6Go9yVUW7pwnfE6rDasHpMRDuV293x2K/Ix01KtHQ4NiD0eD3bv3o3XX38dPp8vhasiRHwoGCZEBGQymSiyfvHE8/ykv9R7egJBUUlJIFNoNBpRUFCAnp4eyWfHnE4n7PbPM6NiyQqfaZZsFo4f7UfhwBvQdvwBJn7yYRw+nwWnB3cCABhmSTKWKAo8z+PNN9/E0NAQjh8/jueff17y/wcIiScKhonoKZVKqNVqqNVqaDQaYTRxNBuJbr/9dsyaNQuzZs3CVVddNemxP/nJTzBr1izcfvvtE54j9M+cOXNQW1uLr3/963j88cejnhIXzJJqNBqoVKqovlesOI5De3s72tvbJ9wQNzo6isHBQZSUlEAmkyE7OxtqtRptbdLfWBUaCBsMBqjV6hSuZmr+o2QtWkYBv9+Gjo7GSY/t6NgCzm8DsDCieuFQUs4Ov//++zh58qTwtZqaGlF+OCIkVSgYJqKlVCqRn5+PoqIiFBcXo7i4GEVFRSgsLERBQQFyc3Oh0+mi3l3/ySef4LXXXot5XQqFAnl5ecIfnU4Hs9mMpqYmNDY24uqrr8bQ0FDE5zvb+qU6+W94eBidnZ0T7jDneV5otTZ79mzk5eXBYrFkRIumvLw8lJaWQq1WIzc3NyHPkaxSk9qcWrj5/wLHAx0djTh5cgN8vvDSGJ/PgpMnN3wWLLNg2e/E9FxSDIg7Ojpw4MDnreoWLFiAuXPnpnBFhIgPbW0kcaM+cQJZTU1g7XZwOh3sS5fCXVWVkOdSKpXIzc2FWq2Gx+OB2x1o0cQwDFiWhVwuh16vh16vh9frxeDgYFQZ2d///ve4+OKLY2pTtWjRIjz11FNhX7NarXjmmWdw9913o7W1Fffeey8aGyfPggWFZkal2nqoq6tr0r7BExkYGIDT6URZWRkUCgVaWloSsLrIdXZ2ory8PCnPpdVq41onnErL8m/FSStQpn4aHR2N6Op+APl5q6BSlcDt7sHpwZ2fZYRZsOztYNnaVC85LQwPD2Pv3r3C/fLycixfvjyFKyJEnCgYJlOm378fRdu2wdDcPOYxe20tTq9dC/vSpXF9TqPRCJVKhZGREVgsFmH8bGgwHCwt0Gq1KCgowMDAwFkD4rq6Onz88cc4fvw4XnjhBVx55ZVxWa/BYMB///d/o62tDU8//TT27NkT8feGBuTpOGY3ldxuN3p7ezFz5kz4/X50d3enekmSksg2a2eaabgVHLcUDt8jUOMI+vu3n3HEQrDsd6YcCEul1ZrT6cS//vUv4QOyXq9HfX19WveZJiRdUTBMpiTnuecw7a67wHAceL0ezOrVQEkJ0NMDfscO6A4ehPa730XPxo0YveaauD2vVquF0+nE6OgoAAh9Znmeh9/vh9/vh9vthsVigclkQk5ODvR6Pdxu96QbS/Lz83Hddddh27Zt2Lp1K1auXBnX3pBz5swBEPhFFgmWZYXaP57nKRgeR1dXF7KysjAwMJDqpZApYtla6JW14Pk28HwTAu3TdGCYJVHXCE9G7AGx3+/HO++8A4fDASBQmnXBBRdAqZx8AyIhZHz0EZLETL9/vxAIY/16MD09wBNPAJs2AU88Ebi/fj0YjkPJxo3Q7dsXl+cNZn9De8lOFuCazWY4nU5oNJqINpXcdNNN0Ov16OjowM6dO+Oy5qCjR48CACoqKiI6PhNKJKbKZrPh4MGDOHXqVKqXAiB10+gSJRVt6hhmBlh29WeZ4NVxDYTFjud5HDhwIKy13vLly4XRy5FOqCOEfI6CYRKzom3bhEAYmzcDZ06/MhgCX/8sIM7/wx/i8rwsy8Ln80W1g97r9UImk0WUWc3Ozsb1118PAHjwwQeFeuSpsFqteOKJJ/Dss88CANasWRPR94UGw5QVnpjP56O/HxIVsW6mc7vd6OvrE+4vWrRIaC8YRAExIdGhYJjERH3iBAzNzeD1+kAwPJl168Dr9dAdPAhVHEbk+v1+OBwOqFQq5OTkQKFQTJrxlclkUCqVUU0lu/7665GVlYXe3l789a9/jWp9H3zwAc4//3zhz+LFi7F48WJs3rwZ1dXVuOeee7Bq1aqIzsVxnJD1pswwSZVUZIfJ+NRqNS655BLk5+djxowZqK6uHvc4CogJiRwFwyQmhvffB4BAjfCZGeEzGY1gPgv+4lUqYbFY4Ha7YTKZUFhYiKysLGi1WiiVSsjlcsjlcigUCiiVSuTk5ECtVof1Zj0bg8GAG2+8EQDwyCOPCLV5kQh2rwj+CW31ZTabMTQ0FHFDfI/HA6fTmRFjVicayyxGUiuVkCqxZoc1Gg2+9KUvoa6ubtJEAAXEhESGgmESEzYYWJ5xeW5Cnx3HRhGQTsbn8+H06dOwWq1gWRZZWVkoLCwUeg0XFBSgqKgIpaWl0Ov1sFqt4471ncy3v/1t5OXlYXBwEE8++WTE31dXV4fjx48Lf44cOYI9e/Zg48aNcDgc2LJlCzZs2BDVWqgEgJDEEGtALJPJJhxIE4oCYkLOjoJhEhNOpwvc+Gwk7ll9dpzwfXHg9XoxNDSE06dPC5vk/H4/WJaFTCYDz/Nwu90YHBzE8PBw1AGlRqPB2rVrAQCPPfZYzMMcZDIZysvLce211+K+++4DAOzYsQMHDx6M6XyEpAKVSqQGx3F49913p9Q2kAJiQiZHwTCJibWuDgDA79gBnC1ItFjAf9aVIZ79hoPt1JxOJ4aHh9HX14fe3l709fVhYGAAfX196OnpgdVqjTmz+vWvfx3FxcUwm8344x//OOU1r1ixAvn5+QCAl19+ecrnC5LqFDpCkiGds8MtLS3o6OjA22+/jU8//TTVyyFEkigYJjFxVVbCungxGJsNONsktS1bwNhssNfWxnUiXbCGlmEYoW7O7/cLE+l8Pt+Un0OlUuGWW24BAPzpT3+KS4aluLgYwOR1pcGhIXK5PKJ2cFLk9/vDNhCKjRTrhqWcHU7HgLitrQ2HDx8W7k/lQy9lhwmZGAXDJGZ9N90EnmUDwfCGDcCZNbkWS+DrjY3gWRanPys5iAeZTAaj0YisrCzhj8lkgk6ng1KpjDqAnCxzvGrVKkybNg12ux2PPvroVJcu/NJVKBQTHhOsB1QqlRHVBUpF6Ca64M8t5oCYiNfx40o8+aQJDz2UjSefNOH48eQOtBgcHMT+/fuF+6WlpViwYMGUzkkBMSHjowl0JGa2+np03HFHYPBGYyP4Bx4IdI0ITqDbuROMzQaeZdGzcWPcSiSMRiNMJtO4k+F4nofX64XL5YLNZoPH45lyICWXy/HDH/4QP/3pT/HUU09h0aJFMZ+rqalJCIbnzp077jHBoSJBmbx5LhNGywY3gLIsC5Zl4XK5ot7smUzJHNGcbP39/ThxYjoefDAHBw5oAXwC4B8ALACMOOecZfjpT4uwbFlkEyRj5XA48M477wj/900mE5YtWxaXq0TDw8PIycmZ8nkIkRIKhsmUDF91FTzFxSh67DEYmpqA7duFxxgA9tpanF67Nm6BsF6vR3Z2Nnieh9lsFnrvMgwDmUwmtFMzGo0wGAwYHByEzWab8vNeccUV+MMf/oDW1lbs3bs36u93uVx455138Jvf/AZAYHPe6tWrxz02dAQzx3EZHQyLXWdnJ8rLyyd83Gg0Ij8/H1qtNuzrHo8Hw8PDMJvNVA+eRC++WIh77ikFx+0By/4aHPevsMcPHQLWrGnADTf8AOvWTS1LOxGfz4d//etfwsh2pVKJhoaGSa8kRYsCYkLCUTBMpsxWX4/W+nqoT5xAVlMTWLsdnE4H+9Klca0RBgLBA8dxGBgYGDMZLphRlcvl0Gg0QqDh9/uFXyyxYlkWP/rRj/CDH/zgrMcGh24E+f1+jIyMCPe1Wi1+97vfoaioaMLnCqJAWLpYlkVpaSkAoK+vD16vFyzLIjs7G1qtFkVFRcjKysLp06cxOjqa4tWGk2J2+OBBE+65pwoc9zgY5rvgOA56vR6rV69GSUkJenp6sGPHDths/8Ljj78L4LdYt+7KuK6B53m8//77QjkDwzD4whe+AMPZernHgAJiQj5HwTCJG1dlJYZrahL6HCqVCmazedwRyTzPw+/3w+/3w+12w+PxoKCgAHq9Pi5DKy655BLMmzcPn3zyyaTHBYduhNLpdCgvL8fy5cvxrW99SwiCxhNaI5yJU+fcbrfwoUbKmwcLCwsBAN3d3WFlEcPDwzAYDMjNzYXBYEB5eTl0Oh36+voy8vWQLH/60zRw3B4wzHfB8xzWr1+P9evXhwWiW7duRWNjIxobG/H44/8PDQ35WLZsWdzWcPjwYZw6dUq4v2TJkgk/NMcDBcSEBFAwTERDLpeD5/mwLhKTBbgOhwMulwtqtfqsgfCmTZtw7733TnoMwzB47rnnJnz87rvvxt133z3pOc4m0+uFlUql8KGG47iYNkOmm/FKJViWhV6vh9vtHreMx2q1wmq1IicnB0VFRcjJyQHHcejt7U3Wss9KStnhtjYtWlpMn5VGBALhzZs3jznOYDAIX29sbMR99z0ct2DYYrGgpaVFuF9ZWYlZs2bF5dyToYCYEOomQUTG5/NBq9WCZdkJA9xg8MSyrOiCydCscCZ2UdBoNMJtmUwm+kB4IsEPdWd7jQ4PD6O1tRVOpxM5OTnQ6/VJXGXmaGoyAfgEHPcv6PV6rF+/ftLj161bB71ej48/3o/jx4/HZQ1GoxHLli2DTCZDfn4+amtrk/b6py4TJNNRMExEw+fzwW63Q6lUoqCgADqdbtxL6cEAUqVSQa1Wj1tSka5Cs8LRXhIX+0ar4AbI0PtSFZyOqNFokJ2dPemxHo8HQ0NDQjY5nUil77DdLkegawSwevXqs9boGo1GrFq1CgBi2lA7kYqKClx88cVYsWJF0l//FBCTTEZlEkRURkdHIZfLodfrodFo4HQ64fF44PV6hUwqwzCQy+UwmUwAEJduEsmSyfXCarVauB3aUUMKxiuVGB0dRVZWlrDJc7J2amazGSUlJZL+gJBKOp0PgfZpQElJSUTfEzwu3u8vqSxZoJIJkqkoM0xEhed5DA0NYXBwEC6XCyqVCiaTCXl5ecjPz0d+fj4KCgqQk5MDhmEwPDwMh8OR6mVHJDT443ledCUeU6VSqYTbmRD0Wa1W9Pb2QqFQoKysDAUFBRP+3MHWa+n4AUkK2eElS8wAjACAnp6eiL4neNxUsvXHjx9PuytXlCEmmYiCYSI6HMfBarXi9OnTGBwcxOjoKKxWK5xOJ5xOJ6xWK0ZHR9Hd3S2qrDDP83C5XHC73fB6valeTlKpVCqhRMTn86XVRrFEGhkZweDgIFiWRWFhISorK5GTkwOVSiUExgqFAtnZ2WAYBkNDQylesTTNmOHAnDl1AIAdO3bAarVOerzFYsHOnTsBIKyNYjRaW1tx4MABvPbaazCbzTGdI1EoICaZhoJhIlrBGuJgQBEMjgcHBzEyMgKfz5fqJUYt2ElBjGufitCNcy6XK4UrSZzOzs4xX/P7/ejv78epU6dgs9mgUqlQWlqK6dOno6KiAtOnT0dVVRVMJhMGBgbS9kOSFLLDa9fqADTAZrOhsbFx0mO3bNkCm82Gurq6mDo+DAwM4MCBAwACZRaHDx+OZckJRQExySQUDBPJoGlt4iSXy4XR2sGNZVK0dOnSsKA/lM1mQ1tbGzo6OoTJilqtFgaDAV6vF11dXRgYGEjyijNLba0Z//VfNwBg0djYiA0bNoyp47ZYLNiwYQMaGxvBsiy+//3vR/08drsd77zzjrDRNzs7G7W1tfH4EeKOAmKSKWgDHSEkpUI3zrndbkm2k5szZw6ys7OFcp6JmM1mmM1mKBQKcBwHuVwubA5Nd1LoO3zrrZUAfoGnn/41Ghsb8cADD2DVqlXCBLqdO3fCZrOBZVncddddUfcY9vl8ePvtt4UPfCqVCg0NDcKHwXREm+pIJkjf/4GETEFwQEc6bjgaT7A+NBN7C/t8Pvj9fshksrASia6uLpSVlaVwZfGhVCoxc+ZMdHV14dixY2ETxViWFTpnhJZABG+L5fUrJbfeehGWLjXhkUf+jCNHmrB9+/awxxcuXIgf//jHUQfCPM9j7969wmhtlmXR0NAAnU4Xt7UnCgXEROooGCaSwzAM8vPzoVar0dfXN2kmLl0oFAphkIjb7RZFJjBeXC4XXC4X5HK5JGula2pq4PV60dvbGxbwFhQUCBvjWJaFxWJBf39/2tYFR0IK2WEAqK2tRW1tLdra2tDU1AS73Q6dToclS5ZgxowZMZ3z448/DqsbP++885Cfnx+vJSccBcREyigYJpLDMIwQTIohuAodwXy2EdNn4/F4oFQq47W0pBLDv1W09Ho9SktL0dbWJmQEBwcHsXDhQmRnZ4PjOHg8HqFjhNFoRFdX16Q9h0nyzJgxY8Lgt7+/H4WFhRGdp6OjA4cOHRLuz549G5WVlXFZYzJRQEykioJhIjkcx6G/vx8ymUwUl5kzfQSzlFVXV8PlcqGzsxM+nw9yuRzl5eXIzs7G0NAQRkZG4PF4IJPJhExxTk6OqINhqWSHIxFJQDw6Oho2pa6oqAiLFy9O9NIShgJiIkXUTYKkPZlMFtMGEzEEwsDURjCLWejPLUVGoxEFBQVQKBQoLS0Fy7LCbbPZjJ6eHjidTvj9fng8HuG+wWA46zjgdCeFVmvxotPpUFxcDCBwpWD58uWif+1TlwkiNZQZJmnPZDJBr9ejr68PHo9H+LpCoYBerxc2oHg8HjgcDjgcDlHV3GbiCGaWZZGdnQ2fzycMGhmPmDfR2Ww2tLa2orS0FJWVlSguLobVaoVarca+ffuQl5cXdjzHcRgdHZ2w/RpJTxNlh4NXeBQKBVasWIFDhw5h2rRpYZMWxYwyxERKxP3xlGQEhUIBv98fFuBqNBoUFRUhKysLCoUCCoUCOp0OeXl5MBqNYaON01mwkwCQWSOY1Wo1GIaBQqGQTHBwJo7jcOzYMbz33ntoa2uDUqlEYWEhent7J9zUGVo7LnaZlB3u7+8f9+vBf0eGYXDuuefCZDIlc1kJRxliIhUUDJO0p1Qqw3qtMgyDnJwcyOVyWK1W9Pb2oqurC0NDQ+B5HtnZ2TFl11Ix7OHMeuFMERoAS3XiXJDb7cbhw4exd+9edHd3w+FwjBvsymQyqNVqYbIiEZfQgNhsNkviA00kKCAmUkDBMEl7wZZbwWBRq9VCqVTCbDZjcHAQLpcLXq8XFotFeGPWaDSi+GWUifXCSqUyrK9yaOmLlFmtVrS0tKCtrQ08z48ZzxysFR4dHZXMayGTssNAICDu6+vDyy+/jKampoz5gEsBMRE7qhkmaS24cS7YdothGKhUKvA8L7SqCmW1WpGVlRU21SwSP//5z/H888+PeW69Xg+j0YjZs2dj/vz5uPzyy1FeXh523NatW/HAAw9E9XxBzzzzDJYvXw4gc4Lh0H+bSLLCYq4bHs94fYQ1Gg1yc3Ph9/vR19eXglWReHA4HGhqagLP8zh69CgYhhF154hoUA0xETMKhklaC/bMDWZYeJ4HwzBjaoiDWJYVeu3G0qJMoVAIdX08z8Nms2F0dBQdHR1488038bvf/Q7/8R//gY0bNwpv/FqtdsxmKCAQ9JjNZgBAdnZ2WEnEeD9fvFqqpXOvYZZlhbXxPC/5EolIyGQylJWVQalUoru7W3Kt9TKl1ZrP50NLS4twpUOj0aC6ujrFq0quYIaYgmIiNhQMk7g5YTmBppEm2H126OQ6LC1YiipT1ZTOGQyccnNzYTKZ4PP5hBri8QTH28Y6wGHRokV46qmnwr5msVjw4YcfYteuXXjllVfwyiuvoLm5Gc8++yyKi4tx44034sYbbxxzrv379+O6664DAOzatWtMdpNhGKEXcqZcTg2t5fZ4PBnzc0+ks7MTs2bNgs1mg8vlGvdqB0l/PM/j0KFDcDgcAD4ftazValO8stSgLDERGwqGyZTtP70f245tQ/NQ85jHavNqsbZmLZYWLo3p3MHWWyzLQi6XC8Gx1+sdd6iGXC6HQqGAzWaL6fnGYzQa0dDQgIaGBlxzzTX4/ve/j/7+fvzgBz/Ajh07Yj4vz/Pw+XySnLw2kUzaOBcpl8sl+dIIqWeHT5w4gaGhIeF+TU1NRv2/Hg8FxERMaAMdmZLn2p/DLXtvQfNQM/RKPdYsXIMNX9iANQvXQK/U4+DgQXz33e9iV9uumM5vs9nQ29uL7u5udHZ2oru7G6dPnxYyMGfSarVgWTZhgVZDQwPWrVsHAGhpacE//vGPhDyPFKlUKmHDoN/vnzC7n2k6OzvB87zkyiPOJNXNdH19fWhvbxfuV1RUoKioCMDELdcyBW2sI2JBwTCJ2f7T+3FXy13gwGH9F9aj53968MSVT2DTRZvwxJVPoOd/erD+C+vB8Rw2Nm/Evv59U3q+YOcBm80Gi8UyJiscrEd1Op0JbZP2n//5n8jNzQUAvPDCCwl7HqmJduNcqK6urngvJ+UMBsOYzZhEXCwWCw4fPizcz83NRWVlZdgxFBBTQEzSn6SD4b6+PvzoRz9CZWUl1Go1CgsLccUVV0w5m7d7925cfvnlKC4uhkKhgMFgwMKFC7Fu3bqMeuPbdmybEAhvvmgzDKrwEbIGlQGbL9osBMR/OPyHhK6H53kMDQ1haGgooZ0ZlEolzj//fADAwYMHYzqHGNq+xZvNZoPT6QTHcZIqkVAqlVGP12UYBrNnz8a5556bUZuspJQddrvd+Oijj8JaPp5zzjkZ+X/7bCggjj+Kb+JLssHwRx99hHPOOQdbt27FyZMnoVKpMDg4iBdffBEXX3wxtmzZEvU5OY7Dddddh2uuuQYvvfQS+vr6oNFo4HQ60dLSgt/+9reYO3cuDhw4kICfKL2csJwQSiPWf2H9pMeu+8I6oWSi1dyasDXxPA+v15uUWr05c+YACGR9Yrncr1arodFooFQqM+aXp9/vh91ux/DwsKRKAs4991wsWLBAuFoQCZ7n0dvbC7vdjq6urjE9h0n6c7lcwoduuVyOBQsWCK0gzyTlICJSw8PDFBTHCcU38SfJYNjpdOKrX/0qhoaGsGjRIhw6dAhmsxkjIyP4yU9+Ap7nsWHDBrz++utRnXfbtm1Cp4Ef//jH6O/vh8Vigcvlwquvvopp06ZheHgY3/jGNyS/S/79wfcBAKvnrh6TET6TUWXEqppVAIB9A1MrlUgXRqNRuB1snxap4AjmYDcJKQWGmaa4uBiFhYUoLCzE/PnzUVNTE/bamExPTw/eeeeduG72FAOpZIdNJhPq6uqg1+tx7rnnnrVzBAXEARQQTw3FN4khyWD4kUceQXt7O/R6PV544QXMmzcPQCCAuffee3HVVVeB53msXz95RvNMf/nLXwAAX/rSl/C73/0OBQUFAAJZgUsuuQTbt28HENhZ/NFHH8XxJ0o/dl9gXGyJviSi40sMJWHfl8mSMYJZilPd0rFuuKysDBzHoaurCzzPY8aMGVi4cCGqqqqg0+nCjg1eAQgtqQj998+k7LBUAmKNRoO6urqIuyZQQBxAAXHsKL5JDEkGw8FPN9/85jdRWlo65vGf/exnAIDm5mYcPXo04vMG38gWLVo07uNLliwRbtvt0g76dPLAL/oeW09Ex/dYe8K+T+wsFotwOzikI1KZNoJZrVZLshTEaDTCYDDAarXi0KFDOHjwoHDJcvbs2ViwYAGmT58utJMLXgGYNm0azj///DHBMkl/413Fifa1HUtArDx+HKYnn0T2Qw/B9OSTUB4/HvU50g0FxLGh+CYxJBcMW61WNDU1AQAuueSScY9ZunSpEMBEU2w+ffp0AMAHH3ww7uPB51WpVJg7d27E5xWjurw6AMCOT3fA6rZOeqzFbcHOwzsBAEsLYus3nG6CbzJFRUVQKBQRfx/DMBkVDCsUCuj1euTk5Egu+FOr1VCr1UKW02az4dixYzhw4AC6urpgNBpRU1OD+fPnC7+0VCoVSkpKYDQaJfkLJRpiyw7b7Xbs3bs3LoNRIg2INe+9h9Jrr0XFypUouOsu5N1/PwruugsVK1ei9NproXnvvSmvJZUoII4OxTeJI7lg+PDhw8Kn9+DlgzOxLCtsgPr0008jPvdNN90EANizZw9uu+02DAwMAAgMhnjttdfwne98BwDwi1/8AtnZ2TH/DGJQaazE4tzFsHlsaHy3cdJjt7y7BTaPDbV5tVOeSJcOPB4P9u7dCwCora2N6nuD9cJAfEcwp6tgOzUpZoZPnz6NDz/8ECMjI8LXOI7D6OgoPv30Uxw8eBADAwPIz8/HOeecg4ULF6K6uhpZWVkTZmwyqVRCTLxeL1paWuB0OtHc3ByXcoezncP47LMoveEGaA8cAK/XA2vWABs2AGvWgNfroT1wAKU33ADjFAb/pAPaWBc5im8SR3IT6Hp7e4XbJSUT17MGHws9/mxWrVqFTZs24Re/+AXuv/9+3H///TAYDHA4HPD7/Zg3bx6eeOIJrFmzJuJzhl56CBXauzJd3TT7Jtyy9xYhGF73hXUwqj7fPGRxW7Dl3S1ofLcRLMNibc3aVC01rp555hlh2tRXv/rVqL43GfXC6YJhM2FGQgAAIABJREFUGGFiIBCfiXNdXV1jxlqnCs/z6OkZv0zI5/NhcHAQZrMZ+fn5mDZtmvCe43A4cOrUqSSuNH2JYTIdx3E4dOgQnE4ngMDrOl5jlvv7+1FYWDjm65r33kPBnXeC4Thg/Xow69cDhs83KjNbtwKNjWAaG1Fwxx3wlpTAuWxZXNaUKpkQEB8+fHjC3/nBzOtkxBbfiInkguHQS48ajWbC44JvZtHu5F6/fj2mTZuGtWvXwm63w2r9vETAbrdjcHAQHMdF3XdUjOrz63HHgjtwV8tdaHy3EQ+8/wBW1axCiaEEPdYe7Dy8EzaPDSzDYuPijTGPZE4n77zzDn77298CCNRWXXjhhVF9fyaVSITWCnu9Xsn/vOPxer3o6enB8PAw5s+fj7y8vLN+0O3s7MyoYRzpHhC3traGBWrz5s2DwTB5B51ojBcQ5zz4oBAIY/Pmsd9kMAhfZxobkfPQQ+gWeTAMBN4TJ2pPl8jnTEYgHo/3P4pvEkdywXAiWa1WfOMb38BLL72Eyy+/HHfeeSdqamowPDyMV199FRs2bMDPfvYzNDU14a9//WtE55zo0+CSJUvw4YcfxnP5CXFVxVUo1hbjsWOPoWmoCdtbtoc9XptXi7U1a+MWCCuVSsjlcvj9fvh8vqQEWFarFR9++CF27tyJV155BRzHobi4GA888EBU5wmtF+Z5XvKZ4alMnJManU4Hg8GA0dFR6iggIj09PWGlKzNmzBB22SeK8vhxoTSCOVtHgHXrwD/wALTvvw/l8ePwzJqV0LWRqampqYkoA5wKiYhvxERywXDoJh2n0znhJ3iHwwEA0Ov1EZ/7f/7nf/DSSy/hy1/+ctgYXoPBgJtvvhnV1dW48MIL8be//Q3f/va3cemll8b4U4hLfX496vPrccJyAk0jTbD77NDJdVhasDTuNcIKhUK49B68fBNPzc3NwnQ5nudht9vDAjmGYXDZZZfhl7/8ZcTtlILOLJFIdL2wx+MJK1NIJqVSKfy8HMcldDx2umNZFiUlJVCpVGhubo7oeyg7nHqjo6M4cuSIcD8/Px8zZsxIyHOFZoc1n+1HYFavDiuNGJfRCGbVKmD7dmj27qVgWOIovkkcyQXDoXU0PT09QiH5mYK1fsXFxRGd12Kx4IknngAQaEg9ngsuuACLFy9GU1MTnn/+ecm9WM6m0liJmryahD5HaECZiKxwsNYz+Fx6vR75+flCq6wrrrhiSjWrwUtMlBWOXTrVDUeCYRh4PB50dHSEbbYj4dIpIHa5XPjoo4+ED6x6vR5z585N6EbQYEDMBi9tT1ITGuaz49gMG96SiSi+SRzJBcPV1dVgGAY8z+OTTz4Z98XCcZywmzvSFiHHjx8Xgq/JsgMzZ85EU1MTbZBJkETV3G7atAmbNm0CAKEv7FTV19fjeEg/UJ/PB5/PJ8nOCqFYlhXazfE8n/ElEn6/H0ePHpVknZ0U+f1+tLS0CGPWFQoF5s+fn5Ra1v7+fpiC2bwJNmeO8dlxXBRZQCJOFN8kjuTenQ0Gg9Du6o033hj3mP379wsjdC+66KKIzhv6i2yy/pjt7e3COkh8SaUtGc/zol17JM7cOCf1LHikov17yMQ2a+nQe7ivr0/YeMQwDM4999xJNyvFW9fs2QAAfscOwDp5D3dYLOB3Bnq4Oz8r7yLSRfFN4kguGAYCk1mAwKSW8VqL3HvvvQACm9Qmusxwpjlz5ggZw23bto17THNzs1ATWF9fH/W6yeQSXSJB4iPe7dRIZkl1QFxSUoLZs2eDYRjMmTMn6T1VHTNmwLxgARibDWicvIc7tmwBY7PBUVdH9cIZguKbxJBkMHzzzTejoqICVqsVl19+udB42mq14vbbb8euXbsAAJvHaVnDMAwYhsHGjRvDvq7VaoWm07t27cJNN90kZG5cLheef/55XHXVVfD5fDAajZLtxZdKmdSjV8xGR0dhsVjgcrng8XgS8hxdXV0JOW+6ycTscKoxDIPy8nIsXbp03HG3ydCxZg14lg0Ewxs2ACHj3wEE7m/YADQ2gmdZDH//+ylZJ0k+im8SQ3I1w0Cg/97zzz+Piy66CM3NzZg3bx6MRiNsNhs4jgPDMNi8eTO+8pWvRHXe++67D59++ineffddPPbYY3jssceg0+ngdDqF4MxgMODZZ59FXl5eIn60jOb1esHzPGQymVDPJwbB4RMcx8Hv92dEIO/xeBIWCBPpS4fNdPEarBELc20tWn/2M1Tdcw+YxkbwDzwQ6BpRUgL09IDfuROMzQaeZTFw112iH7hBIkfxTWJIMjMMAAsWLMChQ4fwwx/+EDNnzoTb7UZubi5WrlyJN954A+vWrYv6nHq9Hv/85z/x+OOP4ytf+Qry8/Phdruh0Whwzjnn4LbbbsPHH38c9YuQRMbv98PtdsPhcIgqGGZZFjKZLKwtHCGRytTscLLKJTweD44dO5Z2pVf9l1+OQ/fdB/PChYGSie3bA5ni7duF0ojuxx+HZfXqVC+VJBnFN/HH8FLeySNiwaEbkfYJfPjhhzFnzpyU71iXQrAXr24SQcFBIUCgo0SyM6Zn/puMjIygr68PL774YlLXkQipaLHm9XrBsmzYhs5Ey6Sew6ESnR3mOA4ffPABRkdHYTAYMH/+/LC2gOlC29aGsmPHwNps4PR6OM8/X5I1wldffTVUKlXSBlMsWbIEbrcbu3fvTvhzJftnI9GRZJkEIekkE0YwMwwDg8GQ0DrhdBAsdfH7/UL5i9Rb5aVSIssleJ7H0aNHMTo6CiBQc2mz2dIyGHbMmIFjM2aMGdtMCIkPyZZJEJIOMmUEs0qlglKphNFohNFoTPVyEsbn8wm3g5tRkiFTSyWAxJVLdHV1CcMJAKCysjLtayFplDchiUHBMBEFlUoFo9EIvV4vDHQQg2SPYE6V0GyaVDPDZ25+TMYQBhIQ74B4eHg4bCBOYWEhKioq4vociUIBMSHxR8EwEQWZTCZsQkt1XXQ0MqEdnFwuFwJDnufhdruT9tzJarHG83xYVlgmkyX9dZjJ2eF4cjgc+Pjjj4UPpgaDATU1NaIqd6GAmJD4Ek9UQTKaWIPKTKgXDs0Ku91uSWa/GYYJ+yBGWeHki0d22Ofz4aOPPhI+2CiVSsyfPz/s/UUsKCAmJH4oGCaiIMbpc6HdBlJZL5zIsgWGYcK6bzidzoQ9V6qxLAulUpnSTXOZnh2eSkDM8zw++eQT2O12AIF/z3TtHhGp/v5+CooJiQMKhknaS5egMlpiDOCjpVarhX8br9ebkp8z2dPoxFSmI0WxBsTt7e0YHBwU7ldXV8NkMsVrWSlFATEhU0Pv6iTtiTWoDA2axBLARys0q+ZyuVK4ksyR6dnhWJWUlCArKwtAoH9xcXFxilcUXxQQExI7CoZJ2kt23W28NoC53W64XK6UZUwTTfH/2bvz+Kjqq3/gnzt31sxknewhgUAiewUBURZFRaqIVJHaamu1ilartYtLlaqPtoK41cdad+3iUx/9uYKiWFDcKgoSREFIgEAIWck2mX2/vz/y3OtMMklmuTP33pnzfr14vWYyM3e+CcnMmXPP9xyNRvigEgwGU7pxLlV8Ph/8fn9a1kErWTzZYa1Wi5kzZ+KEE05ATU1NElYlPQqICYkPBcNE9pSaGQYGgkSfz5eWwdTgjXPphh+w4ff7ZbcxkLLD8QXEKpUKlZWViuocESsKiAmJHQXDRPaU2kki3XEcJwSIUm+cS0bd8OABG0R+RgqIA4EAent7U7ga+aCAmJDYUH8gIiqv1wutVivqMVORGf7DH/6ADRs2DPm60WhEWVkZTj75ZFx22WXDnl6tra2N6nnq6urSZkKb3W6Hw+GARqNJuw8pwWAw7HvSaDSyC4iPHTuGyspKqZchSxzHob6+Hh0dHZgwYQLGjh0ru/+/ZOvs7KTxzYREiYJhImup7iShVquRm5sLhmHAcRz6+vpw6NAhHDp0CK+++ioefvhhnHvuucM+3mQyjdiqSao35GR8SAEG/k/SbeIcx3Hw+XzCdZVKRR0kZKy5uRlVVVVDvtbR0QEAaGxshMlkkv2o5WSggJiQ6FAwTEQTCDTC798Bn88NhjFCqz0FanViG1WCwSAsFgtYlk1JIDljxgz84x//EHrn+nw+fP755/iv//ovtLS04LbbbsPJJ58Ms9kc8fF33HEHfvSjHwmBp9/vT7tgUa5aWlowZsyYhI8zeGy2nAdsUHZ4QGhA3N3djUOHDgm3lZWVDfv3mgn4kgkKigkZHqU7SML8/u2w21fBbv8h3O4H4XQ+BodjHfr6LoDFcgW83i8SOj4/Cjc0W5cqGo0Gp512Gh5++GEAA6Nc//3vf4/4mNCyDjltuiKjk8PYZRKf5uZmOBwO7N27V/habm4uJk2alHElEpFQHTEhw6NXeZIQr3c9HI7rEQjsAsuaUFp6BaqqVqO09AqwrAk+3070918Dl+sNqZeakJkzZ8JoNAJAWNYpknQewcyyLAoKCmAymRQ5wnY0gUBAMVlhHnWWGBAIBFBXVyf8zel0OkyfPp0+zISggJiQyOT/Sk9ky+/fDpfrXgBBVFXdjqqq26FWZwu319T8Bc3N96G5+T7Y7XeDZcuh1Z4i3YITxAdJI9UtMwyjyGl50dLr9VCpVMLkOZvNJvWSwiRSKjE4K6xWqymjqBAcx6Gjo0M4e6RSqXDiiSeGjQonA6iOmJCh6CMziZvb/Sz4QHj8+LVhgTAAqNXZGD9+LaqqbgcQhNP5VMzPIZeAZNeuXXA6nQAwYo1mOmeFAYQFF+k2cW7w/5eSMt+Znh3u7u4W/j4BYMqUKcjOzh7hEZmNMsSEhKPMMIlLINAolEYMBLvDq6q6Da2tj8Hn2wm//1DUm+oYhhHe0ILBIPr7+xNed6x8Ph+++OIL3HXXXQAGaoiXLl067P3/+Mc/4oEHHgAwtF74/vvvx2mnnZa8xY4i0Y4SOp1OCPYDgYAkNdzJxAe/fr9fNh/CyOj6+/thsViE6wUFBWk5BEZstLGOkO9QMEzi4vfvAAAUFa0ckhEeTK3OQWHhRejs/Ce83i+iDoal2Ii2e/dunH766WGt1fhSB5VKhT/+8Y8oKysb9vE2m23Y0gGlv0EbDAbhstRDNpKBYRio1WpFZYRDZWpnCb79IsdxMBqNKCgoABC55RoZisomCKFgmMSJ4xwAAK22PKr763TlYY+LhhRjmP1+P3p6eoZ8PS8vD3/7298wffr0ER//5z//GT/60Y8QDAbTqoxArVYLm8k4jpN1YJ9oizUlZ4QzMSDOzs6GVqtFT08PSktLw/7/KCCODgXEJNNRzTCJC8MMdFbwetuiur/H0xb2uGhIUX87e/Zs7N27FwcPHsTevXvx1ltv4ZxzzoHFYsHq1aujLtVIt3rh0EEiHo+HWsYRWdHpdCgvL4/YOWKkkc3kO1RHTDIZBcMkLmr1yQCArq7X4PeP3FHA77eiu/t1AIipm4QUmeFQOp0OkydPxl/+8hcsXLgQ9fX1uPPOO6N6bDp1kWAYJm03zgWDQXi93rT6/0r3zXQcx6Xdh0256OzspKCYZCQKhklcWHYCWPYkBAJ2NDffN+J9m5vXIRCwQ6OZHdNEOimD4dAyAIZhcOedd4JlWWzatAnbt28f9nHBYFD4ly50Op1w6tnv94e1H5OrlpaWUe/Dj13mA2IlfF8E6Ovrw7Fjx2Iq1aHscGwoICaZhoJhEje9/moAKjQ334fDh1fD77eG3e73W3H48Or/C5ZVyMq6NupjMwwjnPKUQ7/e6upqoYvEI488Muz9/H4/3G63bMsI4hkNHVoikU4b5waPXU6n4Qzpmh222+3o6emBz+ejgDjJKCAmmSR9Xv1JyqnVc2Ew3AE+IP788wrs338FDh9ejf37r8Dnn1cIgbDJdHfcJRJSB8K8q666CgBQV1c3YnY43bhcLiGDKueNc7GgscvK4/F40NHRIVzX6/UxtwqkgDg2VDZBMgW9+pOEaLUXwGh8HCw7C4GAHZ2d/0Rz833o7PynUBqRm/sMDIYVMR1X6nrhSKZOnYp58+YBAJ544gmJV5M6Ho8H/f396Ovrk3opMRmpVEKJY5djlU7Z4UAggLa2NuH/TKPRoKysLK7OHxQQx44CYpLu0u8dgKScWj0XJtNcBAKN8Pt3QKVyg2GM0GpPialGOJRcJ7ldffXV2LZtG7Zt24avvvoKM2fOVHQrrljItfQjVjR2WVk4jkN7e7vwf6ZSqVBWVpZQP2hquRY7ar9G0hllholoWHYCdLpLYDT+AllZP407EAa+2zEut53jCxYswJQpUwAAjz/+OIDwrCKdape/wRvllDpkIxrpkB3u6uoKq1UvKSkJ624SL8oQx47KJki6oswwkSW32y208EpF1m7NmjVYs2ZNVPfdsGFD2HWWZdHa2goAadWVQKPRKH7k8uABHIM/XGk0mrTPCit5EIfFYgnr7W02m2EymUQ7PmWI40NZYpJuKI1FZE/Op+dDu14A8irpGE40P0+tVovc3Fzk5+eHdZNQutAPKoP/74i8OJ1OdHV1CddNJhPy8/NFfx7KEMeHssQkndA7ASEJCA2mBrfqUjI+AE6nLguDs8KZVCusxHIJm+27YT46nQ4lJSVJ+/+igDh+FBCTdJAe73KESESOXS8SpVKphJZVHMcpfuIc31WCYRhotVohI5zOtcLpoLi4GAUFBWBZdthRy2KigDh+lCUmSkfBMJEdrVYLvV6viHrOwZnhdBBaFsH3F04XfKCv0WikXkrKKS07zDAMzGYzxo4dm7LWdxQQJ4YCYqJUFAwT2dFqtTAYDDCZTLIOWlQqlaym5IklHSfOhfYcZhhG9h+ykkVpATGQ+m4fFBAnhrLERIkoGCayo5TSAyXXCw/XJUKn0wnfVyAQUHw3CaIcNpsNx48fl8XfEQXEiaOAmCgJBcNEVkJ3+EudbR1t9LBSgvZYhGaFlV4rzMvNzYVer5dFkCUHcswOu91udHZ2or+/H62trbL4e6KAOHGUJSZKQcEwkZXQAFPu2dZ0qxdmWVYoS0mHjXMAhNpzk8kEu90u69+nVJJTQOz3+9He3i7838ipTzcFxOKggJjIHQXDRFaU0rOXYRghWJc6gy0Wg8EgXPZ6vYoPHBmGQVZWlnDd4/FkbK2wXAWDwSGjlsvLy2XV6YMCYnFQlpjIGQXDRFaUUnrAcRw8Hg9cLteo5RRKwbdTA9Jj45zBYAirf06HTLeYpM4OcxyH48ePh/2/lJaWhv0eygUFxOKhgJjIEQXDRFYGl0kogVLWOVhbW1vY9b6+PjgcjrQYKa1SqcIy3Q6HA0B4VwkiLYvFEjZYo7CwEEajUcIVjYwCYvFQlpjIDQXDRFaUUiaRjjiOg8vlgtVqlXopCcvKyhJKInw+H7xer8QrkiepssMOhwPd3d3C9ZycHOTl5UmyllhQQCwuCoiJXFAwTGSDYRhFZoaJvLAsC51OJ1x3Op1ht1N2OFyqA2Kv14uOjg7hul6vR1FRkWLquSkgFhdliYkcUDBMZEMpfXs1Gg20Wi3UarVi3sAzidFoFP5fvF4v9UqWEY7j0NnZKXzQVavVKCsrS/qoZbFRQCy+zs5O+lslkknNjEtCosCfpmdZVtZZ4dAg2O12yzZojwbfccHtdqdFWQr/QQUY+H3ia4XJyI4dO4bKysqkPw/DMCgtLUVbWxt8Ph/KyspSNmpZbM3NzaiqqpJ6GSRBPp8vJZlpn88XdsaKyIuyPo6TtBYMBuF2u+FwOGTbzUClUgmBcDq0VPN6vTAYDMjPz5f15qVohW6a83g8wwb4VCoxVKrKJTQaDSorK1FRURE25EWJKENMSHqgYJiQGKTboA2z2SxcVnoHCWBgpK/T6UQwGBxSK0xGl6qAeHC3DyWjgJgQ5VPm+SlCksjj8eDtt9/Gf/7zH9TX16O3txc+nw+5ubk44YQTMGfOHCxbtgw1NTVDHltbWxvxmBqNBkVFRfje976HH/3oR1iwYEHY7YsWLUJra2vMa62oqMBHH30U8+MAIDs7WygpCAaDadEvmeM4OJ3OqALhlpYWjBkzJgWrymz8WZ50CX4joZIJQpSNgmFCQnz00Ue4++67w9o+6XQ6ZGVlobe3F9u2bcO2bdvw6KOPYuHChXjooYdQUFAw5DgmkynsFHB/fz/a2trQ1taG9957D1dddRVuu+024faCgoKIwajNZoPH44FGo0Fubu6Q2yM9d7RCs8I0kILwxKwf9vl8aG9vRyAQQHFxccTf4XTBZ4gpKCZEeSgYJqJxaByw6C3gNBzUnBoFngKY/KaoHsuyLIxGIwKBAPx+vyRZytdffx333HMPgsEgqqurceWVV2LBggVh2cPGxkZ88MEHeOGFF/Dpp5+io6MjYkB6xx134KKLLhKucxyHQ4cO4f7778fHH3+M559/HmeddRbmzJkDAHjjjTcirunWW2/Fm2++iZkzZ+LFF18U7XtlGAbZ2dnCdQqGSSgxAmJ+1DJft93d3Q2TySSrUcvJQFliQpSHgmGSsD59H5rzmtGv7x9yW54nD+Nt41HgHTmDybKs8I9hmJQHw/v27cO9996LYDCIM888Ew8++OCQnb8ajQbTp0/H9OnTcc011+CRRx6BRqOJ6vgMw6C2thaPPfYYFixYAKvViq1btwrBcKqFdsSw2WyKrn/OysoCy7JwOBwxfx9UKpEcfAu10L/jsrKytA+EeRQQE6IstIGOJKTd1I49JXvQr++HBhpM1k7GHP0cTNZOhgYaWHQW7DLvQqth5HpYqSfPPfbYY/D5fCgvL8e6desitsAJfSNnWRa//e1vh60RHo7BYBDeJKXsmBH6vfT09Ei2jkTxG7F0Oh3y8/MzJthKhUQ20/X19cFutwvXi4qKkJWVJcayFIM21hGiHJQZJnHr0/fhoPkgwACz9bMxRz8HWkYr3L4oaxG+dH+Jne6d2J+3H4aAYdgMcWgQk+pguL29HZ9++ikA4Kc//WnEN22GYUTpJOF2u4U3ybFjx8Z1DDGEDqWwWq0wmaIrZ5Gb0LHLfr8/rt8dyg4PL55yCbvdHvYBKzc3VxGjlpOBMsSEKANlhkncmvOahUB4vmF+WCAMAFpGi/mG+Zitnw0wwOHsw8MeS8oxzDt37hQun3baaRHvI8Z0vMOHD+PXv/41rFYr8vLycOGFF8a+WBGETs3r7e2VZA1iUKvVYZsUacBGcsSSIfZ4PGGjlg0GA4qKipKxLMVobm6mLDEhMkeZYRIXh8YhlEbM0Y9c9zpbPxtfu7+GRWeBXW2PuKlOyjKJw4cHgnSdTjdstjYQCAjT8aIJhO+991489NBDwnWr1Qqv1wutVoslS5bg5ptvliRbFhoIcxyn6GA4NIPv8XjSok+ykgUCAbS1tQl/H/yoZRpZPoCyxITIFwXDJC4WvQUAUKOtGZIRHkzH6FCjrcF+73706nqHBMP8pjkg/qxrIvr7Bzb+ZWdnD/vG/cQTT+B//ud/hnx96dKluPPOO4d83W63h9VM8nw+H+x2OywWS4Krjg/HceA4Dh6PB21tbUIA2dbWhvLycknWFI/BY5cTHbBBpRIjG61cguM4tLe3C79PDMOgvLycargHoYCYEHmiYJjExa8aeNMzqaKrNTWqBkb9+pmh2TupN89Fw+FwhPUe5tlstoj3X7duXVhrNYfDgaNHj+KFF17A66+/jrq6Ojz11FNDhm+kSjAYVPTGudDR0W63W7a/N+lkpICYYRiYTCZhU2hpaWnETaiEAmJC5Ihqhklc1MGBz1H24NDsZySO4EA9p5ob+vlLys1zAIRBADabbdis9C233IKDBw8K/5YvXx7TcxiNRkyZMgXr1q3DeeedB4/Hgz/96U8UxMVBp9NBrR74PRJz7HJLS4sox0lnI9UP5+XloaKiAoWFhYrdkJkqVEdMiLxQMEzikuceqHc95D0EL+cd8b4ezoND3kMAgALP0G4SUm6eA4Dx48cDGKg7PXr06JDb1Wp1WPY6UXzG+PDhw6ivrxftuJkitFbY5XKlvKwm040UEGdlZSE/Pz+Fq1E2CogJkQcKhklcjD4jct258MGHL91fjnjfne6d8MGHPE+e7DbPAcDs2bOFy5988knYbQzDQKPRQK/Xw2AwiLIZqKysTLicqjdDlUoFvV4vZFSVSqvVCh+egsGg6L2aKTscPb/fr+hhLXJBATEh0qNgmMStylIFcAPB7meuz+DhwqfGeTgPPnN9hp3unQAHjLeNj3gcu90Om80Gp9MpSTBcVlaGhQsXAgD+9a9/hZ12D93cx28+S1RnZ6dwOdoJdonis9tarXbYgL6trS0la0mE1+tFf38/fD4ftVKTUHNzM1pbW9HS0gKfzyf1chSPyiYIkRYFwyRu+e581PbUCgHx85bnsdmxGZ+5PsNmx2Y8b3leCIQnWyYPO3CD4zj4/X54PB7JTnn/6le/gkajQVtbG2677TZhjGxosCpWFmzTpk3C5SlTpohyzJEwDBNWiqL0sgKfz4f+/v6kjeym7PDIOI6Dz+eD1+uFx+NBS0sLZYhFQgExIdKgYJgkpMxehumd04WSif3e/QMT57z7hdKIk3pOQoWrQuqljmjKlCm44447oFKpsHXrVqxcuRJvvPFGWB9ev9+Po0eP4tlnnxUm1sWiu7sbDz/8MF555RUAwOLFi1PSzkytVoe1riMkEYPLI8xms6g19ZmOAmJCUk/ZBYREFvLd+cjvyIdD44BFbwGn4aDm1CjwFESsEZariy66CGazGXfffTeOHDmCu+66C3fddRf0ej2ysrJgt9vh9X63WfD000/HtddeG/FYg4duuFyusNP6U6dOxdq1a5P3zYQIzQrTYAqSiEAgEFbKxLIs+vv7kZOTI+Gq0g8fEFMLNkJSg4JhIhqjzwijzygMQ4iGSqUSrRZXDIsWLcJ7772HjRs34rPPPsP+/fvR09MDu92O3NxcVFdXY9Z+QkrEAAAgAElEQVSsWTj//PNRW1s77HEGD91Qq9UoKCjApEmTcO655+Kiiy5KSb0wy7JC1o7juFFrsuU4fEOtViM7OxtOpzNppRGD0RCOoYLBYFh9sEqlUvyGTLmjnsSEpAa9khFJmUwmsCyLYDAIu90ui767er0eK1euxOWXXy4E9j6fL6qNQgcPHhR1LQ888AAeeOCBuB8fGqwEAgHZfOiIhdFoBMuyyM7OBsuyovUVJtHjOC7srAjfZYUvvxltQh2JHwXEhCQfFXoR0YW+aY6Gz1qqVCrZ1bMODiSVZvDGOSWWSGi1WiGDznEc3G53yp6bNtINGBwIAwgLhHkj9R8miaFuE4QkFwXDRDIqlSpsY5ecspaDywvkFqhHY3Awr8TvIXTAhtvtVuT3oGR8p5fQv02NRjPshjkKiJOLAmJCkoOCYSIZqSfPjSS0nlepfVTjzWzLpd9w6JAQMccux4Kyw+F/m2q1OuzvNhIKiJOLssSEiI+CYSIZqSfPjcTn88HlcsHv9ysyGGYYRsjo8dk9JWEYhsYuywDDMMLUP5VKNWogzKOAOPkoICZEPBQME8mEvrHKLRgOBAJwu92w2Wwx1UDLBT8Ywe12p6wDg5gMBoPwYSkQCIg+djkWmZ4d5jfLRaoTHgkFxMlHWWJCxEHBMJGMnMskBlNiQAkos96ZYRgYDAbhOnWPSK3hMvCxBMI8CohTgwJiQhJDwTCRjJwzw5lOyrrhrKwsIfDix3RLLVOyw/wZhcGb5hJBAXFqUJaYkPhRMEwkEdpJQm7ZSyWPlmUYJq4MnlwwDAOdTidcD53aR5KPH7XM18pTnbbyUEBMSOyU+65PFE2uWWGVSoXc3Fzk5OSEnapXCpZlYTAYoNPpot7sJCccx6Gvrw9OpxNer1dWmxfTPTs8eNSymB+sKDucWpQlJiQ2FAwTyfBvvHIKhvlWXizLKnLUbOj6lZrh5jgOTqcTVqtV6qVkjFSMWqaAOPUoKCYkOsp8tySK5/P5YLVaYbFYJO0UMJiS+wurVKqwQSGJtlOTS79hOUnH7PBoo5bFRAGxNCggJmRkFAwTSfF9cOUiNBumtGB48JANOf1c00k6BcTRjloWEwXE0qAsMSHDo2CYkP8TWloQDAZlVb4xGoZhwmqElTZkIz8/HyaTSbGlHUrEd46IdtSymCgglg4FxYQMRe88hPyf0BIJpQWTLMsK2bxgMCir7hyj0ev1YFkWer0eubm5Ui8nKumQHQ4EAjGPWhYTBcTSooCYkO9QMExSjmVZ6HS6lGWhopUuJRJiBvLJrhuONHaZJN/gmnKpNoxSQCwtyhITMkA+kQjJGGq1GllZWTCZTNDr9VIvB8BAUDZaQCmH4Q+RhJZ3cBynqPKOwWOX3W63xCuKnpKzwwzDQKvVCpel7JxCAbH0KCgmmY6CYZJychzDrFarhTKDwaeP5U6pG+dUKhWNXZaQSqWCTqeDVquVfFALBcTyQEExyVQUDJOUk+PADbVaDb/fj//3//4ffvKTn2DRokWYMWMG5s2bh/PPPx/XXXcdnnvuOXz99dcAgO3bt6O2tha1tbXC10bT39+PKVOmoLa2Fv/7v/8rfH3RokXCsZYtWzbqcdasWSPcv7a2NqyUIRm1zskqlZDj2OVYKTk7DMhrYiEFxPJBATHJNMqbKkAUL7ROWC7BcHd3N66++mp88803wtd0Oh04jkNTUxOOHDmCTz/9FM8//zx27dqFk08+GRUVFWhtbcX69etx4oknjvocGzduhM/ng1arxXnnnRfxPg0NDdi3bx+mTJkS8Xa/34+333477Gter1f4OSolo83XjfOUPHa5paUFY8aMkXoZo/L7/WG9qOWID4grKyslXgnhA+KqqiqJV0JI8sn3VZEoTmNjI1566SU899xz+Ne//oVDhw4NuQ/DMGH1rXIJ3n7729/im2++gdFoxE033YSPPvoIdXV1+Pzzz/HFF1/g2WefxY9//GPk5OQAGPg+LrjgAgDAO++8E9WGu/Xr1wMAzjrrrIhdE8rLy8PuF8knn3yCnp4eVFRUCF8LBALweDyKyqwajUYhIym3scvpyO/3w+/3h31wkjPKEssHlU6QTECZYZKw7du349lnn8WuXbuG3DZ79mxce+21OOWUUwDIs1748OHD2LZtGwDgT3/6E5YsWRJ2u9FoxKmnnopTTz017OsXXnghHn/8cfT19eHjjz/G4sWLh32OpqYm7N69W3hcJMuXL8fTTz+NjRs34ve//33ENld8oLx8+XI8+eST0X+TMqLRaITNWxzHKTorzJNzdjgYDIaVzwQCgZS2UIvXsWPHKEMsI5QpJumMMsMkIevXr8f111+PXbt2wWQy4YorrsDq1atxxRVXwGQyYefOnbjmmmvwxhtvAJBnvfDBgweFy6effvqI9w09tT927FjMmjULAPDmm2+O+Dj+9sLCQixcuDDifcrKynDyySejq6sL//nPf4bcbrVasXXrVhgMBpxzzjkjPp/YxKwb5gNhYKBDh1x+D9JRMBiMOGpZKShDLD+UKSbpiIJhErft27fj3nvvRTAYxO233462tjb8/e9/x5o1a/D3v/8dbW1tuP322xEMBnH33Xfjiy++kGW9cKjOzs6Y7s9neT/88EP09/dHvA/HcXjrrbcADGR0R2pj9YMf/ABA5OD63XffhcfjweLFi2EymWJap5w4HA709/fD5/OlVQcJuW2m4yfMhZJD54hYUUAsTxQUk3RCwTCJ27PPPisEwmvXrkV2dnbY7dnZ2Vi7dq0QED/11FOyywyzLIs5c+YI19esWYPe3t6oH7906VLodDr4fD688847Ee+zY8cOIVAarkSCd+6550Kv1+ODDz6AzWYLu40vkbjwwgvDfo5S9oiNl8/nQ39/v2xKZcQil4A40qhlJQbCPAqI5YuCYpIO0joY7ujowK9//WtMmDABer0eJSUlOP/88/HBBx8kfOzW1lbcdtttmD59OnJycmAymVBbW4tLL70UGzZsEGH18tbY2CiURtx+++0j3ve2224TSiZCN9XJIRjWaDSYMGECVq5cCQD47LPPcNZZZ2HVqlX4y1/+gq1bt4YFx4M3qWVnZwu1wsNtfOO/PnnyZEyaNGnE9ZhMJixevBhutxvvvfee8PXm5mbU1dWhuLgY8+fPDwuGU9VXONnT6Ih4/H7/kFHLcu4iEQ0KiOWNguLUovhGXMp+dRzBN998g2nTpuEvf/kLDh8+DJ1Oh+7ubmzcuBFnn3021q1bF/exX331VUyePBn3338/9u7dKwR1hw4dwksvvYTHHntMrG9Dtnbs2AEAWLly5ZCM8GA5OTm46KKLAAAff/wxvF7vkDdrqfBZ1QcffBA///nPodFo4PP58MUXX+CZZ57BjTfeiNNOOw0//vGPsXHjxoiB54oVKwAAX331FY4ePRp2W2hQO1pWmMffLzS45i+ff/75QzJ8cvhQQb4jdXY4EAiE/U5INWo5GSgglj8KipOP4hvxpWUw7HK5sHz5cvT09GDmzJnYu3cv+vv70dfXh5tuugkcx2H16tXYvHlzzMd+9913cckll8Bms+HKK69EfX09HA4H7HY7uru78frrr2Pp0qVJ+K7khe8AwLcDGw1/P4vFAofDMaQEQAqhY2i1Wi1uueUWvP/++7jrrruwdOlSjB07Vgg69+7di9tuuw0333zzkCB+/vz5KCkpATA0O7xlyxbY7Xao1WosX748qnXNnz8fxcXF+PLLL9Ha2hp23AsvvFCRgU1WVhby8/PDNs8R8QWDwbA6YZVKpcjfl5EcO3aMgmIFoKA4OSi+SY60DIaffvppHD16FCaTCW+//TamTp0KYCBD+dBDD+GCCy4Ax3Gjnt4fzGq1YtWqVQgEAli9ejWef/55TJw4UbjdbDZjxYoV+N3vfifq9yNHRqMRQPSnzvn78Y+Tg0gjmM1mMy6++GI88MADeOedd/Dhhx/i7rvvRmlpKQDg3//+N1544YWw47AsKwS6GzZsCMse80HswoULYTabo1oXy7I4//zzwXEcNmzYgJ07d+LYsWOYPHkyJk+erLjT3fzYZZZlkZOTo6huBvGSKjsc+gGP7xyh1Drh0VBArAwUFIuL4pvkUNa7apRefPFFAMCll14aNpyAd8sttwAAdu3ahYaGhqiP+/e//x3t7e0YM2YM7r77blHWqlQnn3wyAOC1114bNctrtVrx+uuvA4DQb1gOQjNmww19KCwsxMqVK/Hqq68KwSz/vYTiSxuOHTuGnTt3AgC6urrw2Wefhd0eLX6gx4YNG2SVFY6nbjh07LLP58uYARtSBMR8MKzRaNI6EOZRQKwcFBSLg+Kb5Ei7YNhms6Gurg4A8P3vfz/ifU455RRhAlgsxeb8L+HKlSszIrs1kgkTJuCkk06C3W7HfffdN+J9161bB7vdjtmzZ6OmpiZFKxxd6P9h6FCCSPLz83HmmWcCAI4cOTLk9traWkyfPh0AhA0Gb731FgKBAHJzc4XHRmvSpEmYNGkSDh8+jDfeeEPIPithWEIolmWh1+uF6+kwYEMJWJZV3BmEeFFArCwUFMeP4pvkSbtXy/379wunqfnTB4OpVCoh/b9v376ojut2u4UJYjNnzkR9fT0uueQSFBcXQ6/XY/z48bjuuuvQ1NQU03pnzZoV8d/+/ftjOo4Urr76aqhUKtx3331YvXo1rFZr2O1WqxWrV6/GfffdB5VKhd/+9rcwGo3Q6/WSZ6xUKpUQWHIcN2owDAAGgwEAhn2h4LO/mzZtgsfjETK65513Xtiwjmjx2WGfz4cFCxagpKRE+LnJYfNhNELLYjweT1Q/53SSiuxwIBBIWUcRuaKAWHn4oDiTAuP9+/cP+54f7eOVFN8oSdoFw+3t7cLlkTZ38beF3n8kTU1NwundAwcO4KSTTsLLL78Mh8MBjUaDI0eO4KmnnsKJJ56Ijz76KP5vQEHmzp2LO+64QwiIKyoqwibQVVRUCIHwPffcg0WLFkGr1UKv10v+5h1abnDkyJEhXSAGc7lc2Lp1K4CBFmmRLFu2DBqNBlarFY8//jjq6+sBxF4iwbvgggtw1VVX4aqrrsJ1110XtmYpO0hEWyoxeOxyOg3YiEUyA+JAICCUnkj9NyU12linXJkWFMeL4pvkSa9txgg/Dctn8iLJysoCANjt9qiOa7FYhMv33XcfSktLsX79epx99tlgGAbbtm3Dz3/+cxw4cAA//OEP0dDQgIKCglGPy5/yGGzWrFnCJzU5u+CCC1BWVobnnnsOdXV1+Oc//xl2++zZs3HttddiwYIFwtfkkNUMze7u378f1113HRYtWoRzzz0Xs2bNQlFREQDA6XRix44deOKJJ4Sg5tJLL414zPz8fCxatAhbtmzB008/DQAYP348ZsyYEdcazWYzbrvtNgADtaB8VpjjOEW0UwvNCrvdbkWsWUlCO0fwl6lbx0BQXFlZKfUySBxCR4en8jlTEYh7vV5Mnjx52Pf8aCgtvlGStAuGkyU0gAsGg3jhhRdw1llnCV+bN28eXnvtNcyYMQPd3d147rnncOutt0qx1JSbO3cu5s6di8bGRuzYsQMOhwM5OTk45ZRThBphuY1hDs2yMgyDQCCADz74QKix0uv10Gg0YZsDWZbF9ddfj7PPPnvY465YsQJbtmwRfl/izQoPxnEc3G43WJaVvMQkGjqdTvgZZ3JWmNfS0oIxY8aIdrxIo5Yzsc5vOBQQExI9im/SsEwiNBvlcrmGvR//5mwymaI6buj9pk6dGvaLwps+fbowjUyMKTBKM2HCBFxyySVYtWoVfvrTn4ZtlpPbGGar1QqbzQaXy4VTTz0VGzduxM0334wzzzwTVVVVAAZ+R3JycjBlyhRcdtlleP3113HNNdeMeNzTTz9d+MSsUqnwgx/8QLQ187XNcujGMFqpBJ+ZAAb+DjP9FD4gXrlEuo1aThYqmyDphuKb5Em7zHBoHU1bW1tYn7xQ/Jt5WVlZzMcd7pj8bZs3b6YX4UFCg2E5lEnwgSW/oWvcuHG44oorcMUVVyR0XI1Gg+3bt8f0mHhqsMaOHYuDBw/G/LhUCO3fHAwGMz4rLLbB0xs1Gk3GdI6IB2WJSbqg+CZ50u4VdNKkScIb8bfffhvxPsFgUOi/N2XKlKiOW1hYKEwZiwZlacLJLTNMksfv96Ovrw8ul4taqQ2SaHY40qhlpbXbk0I6vnmTzEPxTfKkXTCcnZ2N2bNnAxgYhRvJ9u3b0d/fDwARTwcMhz9FMFIja76DwLhx46I+brpjGEbIXHEcJ4vMsFKwLAudTifLgGekUgmO4+BwOODxeFK4ImWINyDOhFHLyURlE0TpKL5JnrQLhoHvdvu/+OKLEVuLPPTQQwAGOjaMdEpgsJ/97GcABj6Rvf/++0Nu37Nnj1BLk67zu+MRego3GAxKWj/KsqyiJnOp1WohIKYNUukj1oCY47iwnfbpPmo5mSggJkpG8U1ypGUw/Itf/AJjx46FzWbDsmXLhMbTNpsNt956K9544w0AwNq1a4c8lm9hFWkc4ZIlS4ROApdffjm2bNkiBHaff/45Vq5ciWAwiOrqavz85z9P0nenPHIqkdBqtTCZTMjNzY1rEEYqMQwjq5/daCgwS67Qny8FwomhLDFRKopvkiMtz7EZDAZs2LABZ511Fnbt2oWpU6ciJycHdrsdwWAQDMNg7dq1WLJkSczHfumll3DGGWdgz549WLJkCbKyssCyrNCCq7y8HG+99VbYbvpMJ6eAjs+uMgyTULmGx+NJejA9eMiGHMtL2traUF5eDrVajdzcXLjdbjidTuoeEYVY2q0xDAOtVgufz5dRo5aTjTbXEaWh+CY50vYV9cQTT8TevXtx4403Yvz48fB4PDCbzTjvvPOwZcsWYZhBrMxmM7788kvcf//9mDlzJlQqFfx+P6ZOnYrVq1fjm2++wbRp00T+bpQn9JSux+OB3W6H0+mUtC1YPCOYpcIwTFgwLOe1AgMtfxiGgcFgCGv/Q0YWS7kEHxDLsX5cyShDTJSG4hvxpWVmmFdaWopHH30Ujz76aNSPiSajpdPpcOutt6Zd0+lkCQaDsshqhtbc+v1+WWcvQ4dryH3inFarFX62NGAjdsNliDmOo1KIFOEDYsoSE6Wg+EZcaZsZJmSw0EyrHAZXjCQ0+ydmVjgZHwBCRwC73W5ZfPBRumAwCI/HI/szAumGssSEZCYKhtMEn+mUc7ZTaoMzw3IVWs4BiL9WMTPNBQUF0Ov1AGjARiJCyyVCRy2HDoYhqUGb6wjJPBQMp4ne3t6wOl254HevSm3wVDQ5lx0M3jgn5gccvletGMMwVCpVWKN2GrucmJaWloijlmmznDQoKCYkc9CrbJrYvXs3bDab7LLDOp0OeXl5yM3NDTudnmpKKZEY3E5N7BIJn88Hl8uFo0ePJny8wsJCIdvu9XrhcrkSPmams1gsNGpZZiggJiT90atsmti+fTu6u7uF7FzoPynxgZ3Ub+hKKZEAIARDYmSw+d+BQCAAj8cDp9MJq9WKQ4cOJXRctVqNoqIi4XpnZ2dCxyMDHxwNBoNwnR+4QqRHWWJC0ltad5PIJG1tbXj88cdx/fXXo7CwECaTCTqdDgzDSBYQ8xuA+PIEsU/5xyIZ6/B4PJIH+dEIzQhbrVa8//77sFgsCR2zpKRECNTcbjf6+vrQ19eH8vJyMZaccdRqNUwmk3B9cN04kQfqS0xIeqJgOI18++23uPfeezF37lzMmDEDBQUFYeUBqcaXSPASDcASodVqhbphMepleXKfYgcMBP8OhwNHjx7FoUOHRPl/4DfNAYg4EpRET6VSIScnR/iw5vf7YbFYoh7IQVKL2rARkn4oGE4zbW1tePPNN/Hmm29KvRRMnz5dGO/odDrx3nvvSbwi8dXU1Ei9BEk0NjYiNzcXJpNJmE5E4pOTkyOcYQgGg7BarQBim1BHUo+CYkLSh/zP8RLFysnJES7zb/AkMrl03YhFf38/Wltbw77W1tYm0WqUSaPRhE1FtFqtYRvoYplQR6RBtcSEKB8FwyRpKBiOntlsxuTJk1FaWhq22Y+kN5/Ph/7+fgSDQdjt9oibOykglj/aYEeIslEwTJJGDsGwUgJLs9kMtVqN4uLisI1UchLtz5Kyw7Hx+/3o6+uDx+MZ9j4UECsDBcWEKBPVDJOkyc7OFi5LVVc6a9YsmM1mHD9+HPX19bKsb+U7fwADm92k3Gg4HIZhMH78eHAch/b2dln+HJUsmu4mVEOsHFRPTIiyUGaYJIVKpQrLcEqRGWYYBkVFRdDpdEl7U0q0Xy8wkBXm9fX1Sd4bOpKCggLodDro9XpUVlYqoqWcHDEME7ZhLlaUIVYWyhITogz0jkaSIisrSzjt63Q6JRl/nJ+fL5zadzqdssxmqtXqsHKSnp4eCVcT2eCxy8ePHw/b5BUJlUpElpOTA61Wi7y8PEnbHpLUodIJQuSPXo1JUtjtdmzatAlqtTqsJ20qDQ7g5MhsNgtdJOx2+4h1o1IpKioSAjev1yvLgF0JTCaT8OEske4hVC6hTFQ6QYh8UWaYJJXf74fdbpfkuYuLi4XLch0XXFBQIFyWY5A5eOxyR0dH1GUclB3+jl6vD/tQ6HQ64fP54j4elUsoF2WKCZEfCoZJWtJoNEKgyXEcurq6JF7RUDk5OUKm0OfzybL9XGlpqVDf6nK5ZLm5T+40Gg2MRqNw3e12w+VyJXxcCoiVjYJiQuSDgmGSloqLi4XT0H19ffB6vRKvaKjQjXO9vb2y2zin0+mQn58vXI9n7HKmZ4dVKhWys7OF30WfzyfqmRIKiJWPgmJCpEfBMEmK733veygsLIRWq5Xk+VNZIhFPRwmtViu0nuM4Dr29vWIvK2FlZWVCEGe1WiUrd1GqwZ0jAoFAUjZxUkCcHigoJkQ6SdtA19fXh82bN+PTTz/FgQMH0NvbC5vNhpycHBQUFGDixIlYuHAhzj77bOTl5SVrGUQCubm5WLx4MYCBU8LvvvtuytcQGgzLcfOc3+9Ha2srzGYzPB5PQvWjyWA0GoUuFxzHoaOjQ+IVKU92draw8ZDjONhstlG7cMSLNtWlD9poR0jqiR4M2+123HPPPXj66afhcDiGvd/777+Pxx9/HCaTCddeey3uvPNO2U7eIrEJPf0vRTszo9Eo1Gj6fD5ZZl2DwSB6enrQ09Mjy569Op0OwWAQKpUKfX19cLvdcR+rra0N5eXlIq5O/nQ6XdhZkeFGLYuJAuL0QkExIakj6rtwU1MTTj31VPz5z3+G3W4Hx3Gj/rPZbHjooYcwb948HD16VMzlEImEBsNSbArTaDTo7u5GMBhEd3e37GpxB0tWtjARvb29aGhoQG9vr2w7cciZx+MRNsk5nc6Utcyjkon0Q+UThCSfaJlht9uNZcuWYf/+/eA4DllZWbj00kuxZMkSnHTSSTCbzTCZTLDZbOju7sauXbuwefNmvPTSS3C5XNi7dy/OP/98fPnll8JoWqJMUmeGLRYLPvnkE6jVaslqltOBz+cTLbjKxOyww+GA1+tNeQkMZYjTE2WKCUke0TLD99xzD/bt2wcAOOecc3DkyBE888wzWLlyJcaPH4/c3FywLIu8vDzU1NTg4osvxnPPPYcjR47g+9//PgDg22+/xT333CPWkohEQoPh/v5+ydbh9/vhdDole/5ItFotsrKypF4GSRGpasEpQ5y++EwxZYsJEY8owbDb7cbTTz8NhmFwxhln4J133glr1D+S4uJivPPOO1i0aBE4jsPTTz8tyylcJDoMw0ieGZZCtB0lioqKUFNTg9ra2rDes3KgUqmEvsfJkO5t1uR2RosC4vRHQTEh4hAlGF6/fj0sFgtYlsXzzz8f85hRlUqF559/HizLwmKxYP369WIsi0ggNzdX2EHvdrtl2d9XKiqVSujbazAYZFfLXFxcjIkTJ6KsrAwsy0q9HEUxmUzIzs4W2uXJRUtLCwXFGYCCYkISI0ow/PnnnwMAli5dirFjx8Z1jOrqaixduhQAsG3bNjGWRSQQOqRBis1zs2bNwrRp08KGbshFfn5+2DQ3OZVwaDQaFBYWQqVSoaioKGmdXdIxO2wwGIRRyzqdTnYZYoCyxJmCgmJC4iPKBrq6ujowDIPTTz89oeMsWrQIb7/9Nurq6sRYFpFAaIlEqoc0aDQaVFVVgWEY1NbWYuPGjbLq3xv6s+np6ZFwJUOFjl12Op2S1noriUajCasBd7vdsi3zoo11mSM0IKYNd0QOxo8fL+rxGIZBY2OjaMcTJRhubW0FAEybNi2h40ydOhUAZTGUrKCgQLic6sxwaDa4t7dXVoGw0WgUsoeBQAAWi0XiFX1Hr9eHDb6JZ+xyLNKlswTLskkdtZwMFBBnHupCQeSgqakJDMOIVh4o9plfUYJhPouU6CQ5/hS7FKfXiTja29uh0+lQUFAgSTDMk9vUudCscF9fn6x6Cw8euzzSsBwyINKoZaW8blFAnJkoW0ykxJ+1lStRgmH+TSDR3fH86cZM6UCQjvbs2YM9e/YI18eNG5ey55Y6GD506BBqamqGfF2tViM3N1e4LqeJePzGL2BgZHCys8I8pWeHs7OzhU2GHMfBarXKbkPkSCggzmyULSap1tTUJPUSRiTKBjqxs1xyypoRZTCZTLIdwZyfny98InY4HAmNNhZbWVmZcLm3t1e29a5yYjQaw4a52Gw2BAIBCVcUHypHI9SzmJABoo5jJkQqJSUlwuWuri5ZZenkunEuLy8PBoMBwMAH0FSPXVZiZwmdTif8zIDvpswpFbVeIzwKikkmE20cMwA88cQTYaeqYyW3Ok+iHKHBcKqDupFkZWUJWUS/3y+bLg0Mw6C0tFS43tXVBb/fL+GKlMHv9yMQCIBlWXg8HrhcLqmXJAoqmyA8qi0mmUjUYPjJJ58U83BEYebMmYOCggL09PTg4MGDKQv8VIP/rYwAACAASURBVCoVCgsLhetyCoadTifq6+thNpvh9/tlk7HWaDTCqX2fz4euri5J1qG02mG+E0hWVlbabTSkgJgMRoExkcpLL72EV199FQcPHgTDMBg/fjxWrFiByy67LCkb8UQLhuXyJk+kM378eFRUVAAYyDSmKhguKCgQpt7Z7XZJh1lE2kTn9XpTtjEtWl6vFwcPHkR+fj44jqM6/RhwHJd2gTCPAmIyHNp0RxJhtVpx7bXXAgBWrFiBlStXRryfy+XCBRdcgPfffz/s699++y3efvttPPXUU9i0aVPYpnQxiBIMf/jhh2IchiicVLWxoc9LpTax6evrk3oJss8Oq1SqjPqwwNcQU1BMIqFsMYnH+++/j5dffhkMw+DOO+8c9n7XX389tmzZMmxP4u3bt+NnP/sZNmzYIOr6RAmGE508R5TPZDIJQyXcbndKhw80NDSgtbUVxcXFshpmQZTPYDAgKysLNptN0Rvl4kFZYjIaCoxJtP7zn/8AAGbMmIHJkydHvM+ePXvwz3/+EwzDQKVS4ZZbbsHVV1+N8vJyfPnll7jxxhuxe/dubNy4Edu2bcO8efNEWx91kyCikLpjgt1ux+HDh2XTUi07OxvFxcVC+YZchI4OlhM5dpbQarUwGo3CgA2NRiP1klKOOk2QaFGbNjKSXbt2gWEYnHfeecPe529/+5uQDb7llluwdu1aVFdXQ6fTYcGCBdiyZQuKiooAAC+//LKo66NgmIgidAyzXAJSKRUXF6O0tBSTJ08WvbYpXgaDATU1NaipqUl4QE4yyCkg5kct87xer6zGe6cStV8jsaLAmAx2+PBhAMDs2bOHvc/mzZsBDAyquvnmm4fcbjabsWrVKnAchx07doi6vqSnrRwOB/bu3Yvu7m5YrVbk5OSgsLAQ06ZNk+UbMolPaDAsp166UtDr9cLvtpw2W/EDNrKysmA2m2WzLrnhM8H8juVAIEBTMUFlEyQ+VEpBgO/iguH2h1gsFuzfvx8Mw2Du3LlhMUWohQsX4r777hOCa7EkJRh2u934xz/+gb/97W/YvXt3xOlMLMti5syZuPLKK3H55ZcL9aZEmUJ/cVO5Kau6uhpdXV0prVEeTWhphNVqlUX/3uzsbJhMJgADAXpHR4fEK4pMDpvpcnJyhFHLwWBQcaOWk4k215FEjBQYU1eb9MafWRuudHDnzp3C5blz5w57HL4/vtVqFXF1SSiT2Lp1K2pqanD99dejrq5O6K06+J/f78fOnTvxy1/+ErW1tdi6davYSyEpJEXNcE5ODmbOnIklS5bgjDPOSMlzjkatVoe9yMslSx46drmnpyfjNoNFy2g0CrXBHMcpdtRyslHZBElUaCmF0+nE0aNHM7YUKRPk5OQAGL4cbvv27cLlWbNmDXsc/ndE7F7DomaGn3nmGfzyl78UAl4AqK2txUknnYTS0lKYTCbY7XZ0dHRg165dOHjwIACgtbUVS5YswVNPPYVVq1aJuSSSAnq9XtiY5fP5RP/ENpzQaYdyOeVfWVkpBFNut1sW6yooKBDOvAQCAVkNJYlEquywXq8PG7XsdDrpzXkEVDZBEsVxHHw+H1pbWyVbg8/nS0ltc6a/ltTW1mLHjh34+OOPsXTp0iG3b9myRbg8f/78YY/Dv38NV0YRL9GC4ffeew+//OUvEQwGwTAMrr76avzmN78ZtoUGANTX1+O///u/8dxzzyEYDOK6665DZWUlvv/974u1LJICUpVIhAbDcukvXF1dLVyWQ1aYYZiwUdVdXV2KyHSmOiDWaDRhexjcbnfajFpOJiqbIIkIBoNUGpEhFi1ahO3bt+OZZ57Br371q7DXjN27d+PTTz8FwzCYMmXKiLXlfDnFhAkTRF2fKGUSPp8PN9xwA4LBIHJycvDBBx/g6aefHjEQBoBJkybhqaeewtatW5GTk4NAIIAbbrgh4z9BKU1PTw/efPNNfPLJJ/j6669T8pyDRzDLIRguKChAXl4egIEXeTkMtCgqKhIy1VKOXZY7lmWF024+n09WNehKQGUTJB4qlUr4uwu9TNLPqlWroNFoYLVaMX/+fDz55JPYvHkzHn30USxZskSoJhitOmDz5s1gGAYzZ84UdX2iBMMvv/wyDh8+DIZh8Oqrr2LRokUxPf60007Da6+9BmCg/YbY/eNIcnk8Hhw5cgQ7d+7Enj17UvKcchrBzBs/frxw+ejRo5JnPNRqtdCTERg4vaSkjWCpbLXmdrthtVqpc0QCqAUbiRXDMNBoNNBoNNBqtRQMp7EJEybgrrvuAsdxaGlpwQ033IBzzz0Xv/vd74SzqBMnThRGNkdy8OBBfPHFFwDEH/YmSjC8ceNGAMCyZctw9tlnx3WMxYsXY9myZeA4Dm+//bYYyyJpLPTUvxyywlqtFhUVFcL1I0eOSLiaAcXFxUJXBLfbTf2fR+H1etHX1yf5hxilo4CYxEKlUgmvUyS9/eEPf8C6deug0+mGNFWYMWMG3nnnHeh0umEf/+CDDwIYeL9dsmSJqGsTpWaYnyzywx/+MKHjXHzxxdi4cSO++uorMZZF0lhoMCyHDWFGoxEulwsmkwm9vb2wWCxhZRxS4F9kGIZBe3u7pGuJlxxarZHYUS1x+iorK4NGo0EgEEBXVxd1piExufXWW7Fq1Sr8+9//RnNzM3Q6HU466SScdtppoz52zpw5OPHEE1FcXCy0ChWLKMEwH4zU1NQkdBz+8XIIbkh0+BniqdyUpdPpwmpz5VAH29fXh82bN6O4uFg2pQjt7e3o6elBXl6eok/9JyMg1mq1MBgM1EM4ySgoTh9msxnTpk1DVlYWOI6DSqWC3W5HW1sbDh06JPXyiIIUFBTgkksuiflxV199dRJWM0CUYJg/rZjoqY7QRvdEGcrLy/HDH/4QFosFjY2N+PTTT5P+nKFdJHp6emQx1IIXWrJx6NChhD8gJsrr9cqijERO1Go1srOzwTAM8vLy0N/fT685SUZt2JStsLAQM2bMgMvlwv79+2Gz2VBYWIiqqiqccMIJAIDGxkb6YElGxbde1Wg0Ya0sR+NyuYTmCnzPYjGJUjPMByeJ1knyjw8Ndoi8mc1mqFQqFBQUiH7aYjhybKlGkkuszXQMwwiBMICwnugkuWiDnXJVVlaCZVk0NDSgqakJPT09aGhowK5du+D3+1FbW4vy8nKoVKLP8SJp5JFHHkF+fj7y8/OxadOmmB67adMm5OXlIT8/H08++aToaxPlN3f69OkAgPXr1yd0HP7x06ZNS3hNJDVCJ891d3en5Dmbmppw4MABWCwWCoYHMRgMw467VDoxAmIatSw9CoqVRa1Wo7CwEH19fUNe43t6enDgwAEEg0FUV1cnJWNH0oPb7caaNWsAAL/4xS+wYsWKmB6/YsUKXHfddeA4DnfffbfoLXhFCYbPO+88cByHV199FXV1dXEdo66uDq+88goYhsF5550nxrJICoQO3EhVt4Kenh7s3bsXW7dulbyX7+TJk3HaaaehsrJSFlmRqqoqTJo0CSUlJbJYj5yYTKYho5apPEI6FBArg1arFVqfRXpNaWlpQUdHB3JyclBaWkqdIUhE69evR29vL7KysnDPPffEdYx77rkHJpMJ3d3dCSdfBxPl3fInP/kJSkpKEAwGsXz5ctTX18f0+IaGBixfvhzBYBBFRUX46U9/KsaySAqEBsNymLiWSgzDYNy4cSgsLMScOXNQWloq6XrMZjN0Op0wkCQde3bGmx02GAzCSGpgYHw3DfeRHmWJ5WP8+PFhvdJ5LpcLFosFWq0Wubm5Q273+/1oaWmB2+1GRUXFiK2xSOZ69913AQDLly8P638fi8LCQixfvhwcx+Gdd94Rc3niBMNGoxH3338/OI5DR0cHZs+ejXXr1qG/v3/Ex/X39+P+++/H7Nmz0d7eDoZhcP/994eNRSXypdVqkZ2dDQAIBAJCYXyopqamFK8qdcrLy4UNAC6XK2L7slTtslapVEN6Lyth7HI8Yg2INRoNsrKyhOtutxtut1vsZZEEUFAsnZycHMyfPx+TJk1CXl7ekOyvSqVCf38/9Ho98vLyIn7I7unpQXd3N3Q6neRJASJPO3fuBMMwOOeccxI6Dv94fiyzWEQrLvzZz36GAwcOYO3atXC5XPjDH/6AP/3pT1i4cCFmzZqF0tJSmEwm2O12dHR0oK6uDp9++incbrdQs/f73/8el19+uVhLIkmWn58vXE7FsAKGYcCyrGy6R4RmUZqamiStPS0qKhJqhb1eb8rqt6USbbs1lmXDNszRqGV5o1ZsqcMwDKZNm4bKykrYbDbs3bsXXV1dQ17HA4EA+vr6MGbMGFRUVOD48eNwOBxDjnfs2DGMGTMGBQUFaGpqohIkEqajowMAMG7cuISOM3bsWADiTygVdafNvffei3HjxuE3v/kNnE4nXC4XtmzZgi1btkS8Px88GAwGPPLII7jmmmvEXA5JslTXCxcVFWHevHno7e1Fc3OzpFnn7Oxs4VRPMBiUdOLc4LHLHR0dtCns/2RlZQmZruHOXhD5oaA4ucrKyoSN6k1NTWhtbR3xTG5HRwfKyspQUlKCyspKHDp0aEhSwu12w+fzIRgMUiBMhuA/QPFnk+PFd62K9IEsEaLvsFm1ahUaGhpw0003obCwcMjIvdB/ZrMZN910ExoaGigQVqDQThKpCIb5TWGFhYWS71qurq4WLnd0dEh62j10sxxf35cJoskM2Gw2eDwecBxHnSMUiMonxJefn48ZM2ZAo9Hg66+/Rn19/ZBAeHCpRDAYRFNTE1wuF6qqqlBWVjbkPjqdDhqNhgJhEhF/JjnRs5b83qTQM9NiSEoPpoqKCjz44IN48MEHsW/fPnz99dfo7u6GzWZDdnY2CgsLceKJJ2LKlCnJeHqSIqHBcCo2z4X2F5ZySiHLsqiqqhKuHz58eMT7J3P4hk6nC8vQK3XscryiKZew2WxgWTZta6gzAWWKxdPX14djx46hqqoK2dnZOH78uDCIJj8/H0VFReA4Dv39/ejs7BQ+XPf09KCpqQkTJkzACSecAI1GI7z2ZWdno6amBl6vF0ePHpXy2yMyVVpaiq6uLuzatQuLFy+O+zhfffUVgIGzG2JKekPSKVOmUNCbpkI3JSU7GNbr9cJO5mAwKGlN7JgxY6DVagEAdrtd0l7HZWVlQj2szWbLyHrYaAJiCoTTAwXF4jhy5AjMZjMmTpyIrq4u5Obm4oQTToBWq4XP5xN6C1dXV2PXrl3Ca9yxY8fg9/sxZcoUTJo0CUVFRfD7/TAYDMjJyUFjY+OoG+dJZlqwYAG++eYbvP7667j11lvjPs5rr70GhmEwf/58EVcncjDs8Xjw/PPPY9OmTTh69CgCgQDKy8tx5pln4pprrgnLJBLle+mll2AwGGA2m5Pe7ze0Jranp0fS4CZ049xoWeFkMhqNQrkIx3EZlxWORK1WQ61WU7eINEdBcWIcDgeampowdepUzJ07F2q1GsePH8fBgwfh9/uh1WpRWlqK8ePHY+rUqbBYLPB6vfD7/Th27JjQRo0Pht1uN3bs2JH2G3dJ/JYtW4YnnngCO3fuxCuvvIKLL7445mO88sor+PLLL8EwDJYtWybq+kQLhg8cOIClS5cO2UhUX1+PrVu34oEHHsAbb7yBM844Q6ynJDLgcrlSUtMnlxHM/ChJYCDb2NzcLNlagIEPoDqdDn19fRkdALa1tWHMmDHIycmBSqUCy7Kib7Ag8kNBcfyOHTuGkpISmEwmNDQ0hL2WOZ1OWCwW5OTkoLCwEFVVVWFtIru6utDV1QWWZaFWq+HxeKT4FoiCnHPOOZgxYwZ2796Nq666CiUlJTj99NOjfvxHH32EK6+8EgzDYObMmQm3aBtMlA10Ho8HP/jBD3D48OFhN8v19/djxYoVtBmCxGVwD12peL1eHD58WGg07/V6o3pcMvoNOxwONDQ0oKWlRdIaajlgGAYGg0HY1MMPHyGZgTbaxS4YDKKxsRGNjY1DfnZ86RX/umU2myP+PQUCAQqESdT++te/QqvVwul0YvHixfj1r3896tnVxsZG3HjjjTj77LPhdDqh1Wrx2GOPib42UTLD//rXv9DQ0ACGYTBnzhysWbMGp5xyCjQaDb755husWbMGGzZsgNVqxcMPP4xHHnlEjKclGSI3N1eYHubxeCQdwexwOLB7927s3btX6OsrtVSNwZazyspKYQAK3zmCdrVnnkzNFKvVapSUlMDv98Pv90e9h6Onpwe9vb1Duqzw1/nXOI/HQ39PJGHz5s3Ds88+iyuvvBLBYBB//etf8fjjj+OEE07ArFmzUFJSAqPRCIfDgc7OTtTV1eHAgQNCUpVlWTz77LM49dRTRV+bKO/m/IzoyZMn4+OPPw4bxzh79my8+eabWL58OTZu3Ig333yTguE0MG7cOHg8HvT09ESdHY2XXLLCofg3HSK94uJi5OXlCddbW1vDRi+TzJNJQXF1dTVqamrAsqyQve3q6sKBAwei2sw2UrtBviSM+nMTsVx22WWorKzET37yE7S3t4PjODQ0NKChoSHi/fnfz7KyMrz44otYtGhRUtYlynnEr7/+GgzD4De/+c2wc8lXr14NYKBOiXabKt9ZZ52FSy65BDfccIPo/f4Gk0tLtUSJUSqhUqkk77EsJzk5OWHjX7u7uylTTgTpXj4xceJETJw4ET09Pfj222+xZ88edHZ2oqioCCeddFLYh8RYqNVqjB07FtXV1ejp6UFra6vIKyeZbNGiRWhsbMRjjz2GWbNmQaVSRSyvValUmDVrFv7617+isbExaYEwIFJmmN9BOmPGjGHvE3pbT0+P0CaLKI9arRYCsmAwmPSsgdvtFjaKSZUZzsrKgs/ng8/nk+T5ecXFxSguLobdbkd7eztcLpek65GSXq9HZWWlcN1utwuDOKId10wyQ2hAnC7ZYr1ejzFjxsBisWDfvn3CBtpjx47he9/7HsaMGYOJEydGHKoxHIZhUFRUhJKSEpSXl8PpdOLAgQNUF0xEp9frcf311+P666+HzWbDnj170NPTI8yjMJvNmD59esIT66IlSjDsdrvBMExY39nBQk9bZvKu93SQn58vbLDo7+9PepuznTt3AhjIAkr1uzNt2jSUlZWhpaUF9fX1knQq0Gg0KCwsBDAwklKr1WZsMMyyLMaNGweWZQEM1DQObvZPATGJJF1KKPLy8qDT6XDw4EHhdVGlUiEYDOLgwYNgWRZlZWUYM2YMXC7XiOVsfF/hqVOnAhj4+2ppacG+fftoaiNJuuzsbMybN0/SNdB2axKz0IlnqTwlLVXdml6vR3l5OViWxdixYyXrUhA6dtnpdGZ0uVFVVZUw+CQQCKCpqSnih7JoRjaTzKT0Ego++cR/IAQgbHJzuVxobm6GzWZDaWlp2Gt2JPweiL6+PrS3t2Pbtm349ttvKRAmGYOCYRKz0OEpmVCfOW7cOCEI5ceKxyveumG9Xh9Wm53pAzY6Ozvh9/vBcRyam5tHPI1LATEZCR8UKy0w5pMDBQUFETvb9Pb2oqOjA1qtFkVFRUPuYzQaw/b49PT04JtvvsG+ffsycpIlyWyi9oZ64oknwjY7JXK/u+66S6xlEZGFZhmSPYZZagzDYNy4ccJ1qSbOhY5dtlqtGT9Qwul04uDBgzCZTFF9OKGSCRINJZVQ8OPXTSYTcnJyhiQmOI7D8ePHUV5ejpKSEtTX1wu35eXlYd68eXA6nfjoo4+E+1OHHJKpRA2Gn3zyyRFv59/MR7sfQMGwnKWqTKK8vBzl5eU4fvw4Ojs7JdnEUVZWJpyOdLvdkmQZTSaTsImAxi5/x+fzxdRzmgJiEi0lbLjjW1uOHTsWxcXFsNlsQzb49vf3w2q1oqysDMXFxUJXCL7EimVZaDQayTcGEyI10cokhps8F88/Il8qlSrsdH0yM8MVFRWoqqrC7NmzMXbs2KQ9z0iqq6uFy01NTZI0ni8rKxMu9/b2ZuTObo1GA41Gk/BxqGSCxErOZRRHjx6Fy+VCRUVFWPka8F3yiX+N5l+7+DZWH374IT744AMKhAmBSJnhDz/8UIzDEAXIy8sTNmxYrdakvpBK3V/YaDQKAz84jsORI0dEOe6hQ4dQU1MT1X3z8vKEyWrBYFDRfZbjpVKpUF1dDbVajaNHjyZcIkIZYhIvuZVR2O12NDc344QTTsDYsWOFCZ0MwwiJJZPJBADCBtPQTXaEkAGiBMOnn366GIchChCafYg2K9zU1BRWdxuN/Px8YXOH2+2WpHNCaFa4o6Mj5W8eDMOEDZTo6urKyJq+yspKoTXjuHHjUF9fn3A7PwqISSLkVEbR1NQEk8mEiooKTJkyBbt37xY+MPI9g3t7e2UzvZMQORK1ZpikP7fbjcbGRpjN5qSWSBQVFQmXpciGqlSqsNIMsbLCsa7BbrcjPz8fgUAAXV1dKV+D1EpKSsIG9LS1tYnW15oCYiIGqQPjQCCA+vp6qFQqlJWV4eSTT4bFYgEwcGZJrVajqakp5esiREkoGCYxOXbsGI4dO5b05wktkZAiCCwvLxcy0w6HAx0dHaIeP5pSiUAggJaWFnR1dUGr1UpSryyl3NxcoUwFGPg9iGXDXDQoICZikiow9ng8+Prrr2G321FeXo6ioiL4/f4h0+kIIZFRMExkh2XZsHIMKU7vtba24osvvkB1dbXkpxc9Hk/GbZozGAxho5atVmvSumhQQEySIdWBMT95jj+LpdVq4XQ6k/68hKQDCoaJ7BQWFgqb9Pr7+yXJanAch7a2Nuo+IAG1Wh026c/tdqO5uTmpz0kBMUmmWALjYDAIjuPCJsvFgt9XkIn7CwiJF02gI7ITempc6qxsMg03jS60Y0em+f/s3VlwW+d5N/D/wQ5iIUASJMCdFHdSErWLtuVNsZJ6TdImbXLRNDdxL9JmMpl4kkwzzUxnnBt3MkmX+dI2SZupPWmbKt5dWZFt2ZKpXdxFivuGjSAJLgCx47vA4A1AkBRAHOzPb0YzAAkeHEkk8cd7nvd5OI5DXV0dG7Xs8/nS1tKO3viQdNitVVswGITX64XH44HX66U2o4SkEa0Mk7hVVVWhvb0dKysrWFxcTNnGtky3VMskuVyO2tpa+P1+WK3Wgts0V1VVBYVCAQBs1LLH40nb89MKMUmnyEBcVVUV9abP6/WyN4WEkNSiMEziVl1djUOHDgEAbt++nZKgKpVKo/pi2mw23p9jL3q9HgKBACaTKSMrM+EBG0KhkE2+KySRYcBkMmFzczPt50CBmGTC4uIihEIhNBoNBAIBRCJ6eSYkXeinjcQtHWOY3W433n77bZSXl0Mul6e9g0JXVxfUajW2trbQ29vLWhSlSmRXCZVKxd4IBINB3jtY5AKj0QiXywW5XJ72N0Lbz4MCMUklqVQaszHW7/djbW0tpt43072MCcl3FIZJ3NIRhoFQnWgm6jdLS0uhVqsBhDZxpXtVMnLs8vLycsF1kAhL5fdWIigQk1QQiURQKpUQiUTgOC5mg/BOG98y3cuYkHxHYZjELTIMp3LgRqY0Njay2wsLC2ndja3VatmUNb/fXzC10pFjY7NR+E0ZhWKSLI7joFAo2M85ABQVFcHtdif0M7B94x2FY0KSR90kSFzUajXEYjEAwOl05l0Td4lEgqqqKnZ/amoqbc89PT0dM3aZrylr2a6+vj6qjVq2ok4TJBkymSzqDS8Qqo93Op1JvxncrTsFISR+tDJM4hI5BCNVl7HLysrAcRyWl5fTXitcX1/PAtny8jLW1tbS9txNTU3sjYbX6y2YDhIGgwEqlQpA6M3IxMRE1q8S0woxSYRIJIJCoWA/32FutxsOh4P333O0akzI/lAYJnGJDMOp2tjU3t7Oxoj29vamNRQ2NDSw2+EJTukgkUjQ0tLC7lsslqwOhHzRarXQ6XTs/vr6ek78vSkQk3hwHIeioiLIZDJwHMc+7vf7sbm5Ca/Xm5bzoHBMSHwoDJO4RIbhVNQLi0Qi9hwikQjr6+u8P8du9Ho9623rdrvTermxra2NrRq5XK6s2TyWSkVFRVElKWtrazlVI011xORBZDIZ5HI5ux8MBuF0OrG1tZXBs6JwTMhusrtQL0lmsxnf+ta3cODAAchkMlRUVOC5557DpUuXeHsOv9+P48ePg+M4cByHH/3oR7wdO5ukukxCp9OxMgW73Z7WTgqRq8Kzs7NpLdFYWVmB0+kEEOqrm+/EYnFUjfDW1hbm5+czfFb7Q3XEZDdbW1us7t/j8WB1dTXjQXgnkfXGVHOcWyjf8CtvV4YHBgbw5JNPslVMtVoNm82Gt99+G++88w5efvllfO9730v6ef7hH/4Bt2/fTvo42S7ZMomZmRnU19fv+vnIEczpXCWUy+VRm9fSWSIBhF6MjEYjqqqqMD8/z3oO56PwqOXwSrjP50v7mw++UdkEAXbuirK5uQmO49I6QTFZtHKcGyjf8C8vV4a3trbw/PPPY3l5GUeOHMHQ0BDW1tawurqK73znOwgGg/jBD36A999/P6nnWVhYwA9/+EPU1dVFhbl8w3Ec3n33XVy9ehWDg4MpWeGIrB+1Wq28H383Wq2WhTGLxQKHw5G25w4LBAI5uzqaiJqaGjZVLxgMYnZ2NqeCwm6MRiOtEhcoiUQCrVbLhuVE8nq9Of/9vX3lmFaPM4/yTWrkZRj++c9/jtnZWSiVSrz11lvo7OwEEHr39Morr+Dzn/88gsEgvv/97yf1PH/1V3+Fzc1N/OxnP4tqmZNvgsEgJicncf36dVy8eJH348vlctZVwOfzpbWHsdFoxHvvvYfBwUGMj4+n7XkLjU6ng0ajYfcXFxcz8sYjlSgQFw6BQAC1Wg21Wg2hUAipVBrTMSJfUTjOLMo3qZGXYfjVV18FAHz1q1+N2qgT9t3vfhcAcOfOHYyNje3rOd588028/vrrePbZZ/H888/v/2RJ1LvOTLRVR0ZAwgAAIABJREFU83g8GB8fT9uKdFlZWdRKeKSJiYm0nEM6cRwXNbDFZrPl7UZBCsT5r6ioCFqtFhKJhH0sEAhEdY0oJLR6nF6Ub1Ij72qGNzY2WI3LZz/72R0fc/r0aRQXF2NtbQ2XLl1Ca2trQs/hcDjwzW9+E3K5HP/wD/+Q9DkXuvLycnY7l7oK7AfHcThy5AhUKhUsFgvu3r3LNtDlq2AwiImJCdTW1oLjuLwPjNRtIj+JxWIolUoIhUL2sWAwCJfLxcvwjHxCtcepQfkmdfIuDN+7d4/9UgpfPthOIBCgtbUVN27cwMjISMLP8cMf/hDz8/P4u7/7uz03hcXj2LFjO3783r17SR03l0SG4XTWC2dCfX09KwkpKSnZceTzxMRE3m2k8/v9mJ6ezvpJc3yizXX5QSAQQKFQQCqVRn3c6/Vic3OzYKZFJmOn1eJCDMj37t3b9TU/no1quZZvckneheHI9lR7vRCFP5doO6u7d+/iZz/7GVpaWvDSSy/t7yRzzIsvvgin04mVlRVcuHBhxwC3X5GXG7e2ttLWX7izsxNisRjT09NpmzYnFArR3t7O7o+NjeX8BptE5XLniP2gVeLcJhAIoNVqo0ogwmOU820kfbpROUXiKN+kTt6F4chNOZFNz7cL72rf3NyM+9iBQAAvvvgi/H4//vEf/zGqZmy/dns3eOzYMfT19SV9/GQpFAr2R61W8xqEAcDpdKK/vx8VFRVpKxcQCoVobGyEWCxGY2MjPvzwQ6yurqb8eVtaWthGBKfTmZf1wWEGgwEOhyOtw1OyGa0S56ZAIACPx8NWhV0uFxwOB5VEpEgmFgc8Hk9agrnH40F7e3tSrcpyLd/kkrwLw6n0T//0T7h58ya+/OUv46mnnsr06aRF5ManVGx6crvdmJycxOTkJO/H3k1tbS3b+b2xsZGWICyTydDc3Mzuj4yM7LlKmsulEiUlJdDpdNDpdLBYLHlfBx4vWiXOTQ6HAwKBAA6Hg/fFAEKyRSHmm0h5V8AXHqsLYM9+uOFVyJ36Q+7EaDTib/7mb6BSqfCTn/wkuZPMIakew5wJkRPnpqam0vKc7e3tEIlC7z3tdjvm5ubS8rzpplAoonY4b6+zJNRxIlvJZDJoNJqYrhCBQABra2sUhEnGUb5JnbwLw5GrLnu96IQ/ZzAY4jru97//fayvr+Oll16CWq3G5uZm1J/wZTOPx8M+lg9SPYY53bRaLet36/P50hJKVSpV1EaEoaGhuL4u18oowqOWw2HC6XQWxDCR/aBBHdlDJBKhuLgYSqUSIpFoz8vPhGQS5ZvUybsw3NbWxl6Mh4eHd3xMIBBg/fc6OjriOu7s7CyA0E5LlUoV8yccqn784x+zj+WDZMcw7yUTTeobGxvZ7YWFBXi93pQ/Z2dnJ/uetFgsedkxQyAQoL6+nq1+e71ezM7OUm3lA1AozhyO46BQKFBcXBz1u6jQaiVJ7qB8kzp5F4ZVKhWOHz8OALtOS7t+/TrrIHD27Nm0nVsuSmWZxBNPPIFz586hu7s7LS9AYrE4qp3P9PR0yp+ztLQ06t38br/AdpMrq8M1NTVsRS0QCGB2djYtbzTyBYXi9JJKpdBqtZDL5SxcBINBOBwO2O32DJ8dITujfJM6eReGgdBkFiA0qWWn1iKvvPIKgFDHhngbUn/00UcIBoO7/qmrqwMA/O3f/i37WK5TKBQs4LjdbmxsbPB27KKiIiiVSiiVStTW1qalHq++vp41zF9dXU3LxrmtrS1WKjA3N5eXL7QVFRUoLi5m9xcXF/N+kEiqUCBOLaFQiOLiYqhUqqie1x6PB6urq3vWYRKSDSjfpEZehuEXX3wRdXV12NjYwLPPPssaT29sbOCll17C+fPnAQAvv/xyzNdyHAeO4/CjH/0onaeclfheFZ6ZmWG3I0cw22y2tPSfzcTGOafTiZs3b+LDDz9MeFU4LJtXh4uLi6P+L5eWltLyJiOf0Spxasjlcmg0mqiSCL/fj/X1dayvrxdcD2ySmyjfpEZetlaTy+V44403cPbsWdy5cwednZ2sKDw8Q/7ll1/GuXPnMn2qWa2srIzd5rtEIjJApaP1Vnl5OdtZm66+kpHyMSAKhcKospONjY2Em7yT3VErNn4Fg8GokoitrS26gkFyDuWb1MjLlWEAOHz4MIaGhvDXf/3XaGxshNvtRmlpKZ555hlcvHgR3/ve9zJ9ilkv3HUB4HfzHMdx0Ol07H46wnAgEGB/h7m5ORqhygO/34/5+Xn4/X643e68bReXabRSzA+XywWv1wuv1wu73U5BmOQsyjf844L5WPyRB8IT6OLtE5gqSqUSWq0Wdrudl5rh+vp6lJaW4rHHHgMQamh/4cKFpI8bL7VaDa/Xm9LaQJFIhObmZoyPj/NaC52tQzjCvYTdbneGz6Qw0Erxg8nlcni93pifP47j8rLeMV/813/9F2pqapKa0paIY8eOYX5+Hn/6p3+a8udK99+NJCYvyyQIf1LRU7C8vJzdTnebsXSMB25tbUVraysaGxvR39+f9pKMdKMQnF5UPrE7sVgMpVIJoVAIr9fLdtWHURAmhOwkb8skSPbKZBhONblczlZw+Z6+lg0b6YqLi1lHDpJZVD7xBwKBACqVKur7UywWU89gQkhcKAyTtBKJRNBqtQBCqzRLS0spfb50vxi2t7dHtW/je1U4k4E43AavubkZMpksY+dBohV6KJbL5dBqtVFvPgOBADY3N+HxeDJ4ZoSQXEFlEmRHGo0GEokEKysrvNa9lpeXs/6edrs95S9WJ0+eRFFREaanpzEzM5PSQRBqtZr1YwTiH7ucCyQSCWpra8FxHCQSCQwGQ1qGlpD4FVr5hEgkYiOUI7lcLjgcDiqJIITEjcIw2dHhw4dx7NgxAMCHH36Iu3fv8nbstbU1FBcXp7xEQqlUspKMrq6ulI9f7urqYq2bzGZzyla9JyYm0rqZbvuoZY/HwwaJkOyT76E4PEZ5+9UJn8+Hzc3NtAzwIYTkFwrDZEeRAzf4nDwXvqSbjsvskUM2TCZTSjtI6HQ66PV6AKHyj3xaFa6trWX/X+FRyxQ4sl9k6UQ+BWOBQBBVEhEMBuF0Oml6HCFk36hmmOyI7+lz27lcLrhcLt6PGyYUCqNKFlJ9Sf/gwYPs9tzcXMq7VqSrdthgMECtVrP78/PzFDpyUD7VFfv9fvY96Ha7aYwyISRptDJMYkilUqhUKgChS492uz3DZ5S46upqtnluc3MzpYM9ampq2IASn8/HxmPmOo1GEzMcZXurKpJbcq2EguM4iESimPImp9PJBmgQQkiyaGWYxCgpKWG3V1dXed2IMjMzw9ux9hJZIpHKVWGBQICOjg52f2JiIm2rVKlcHS4qKooatby2tpaWSYEkPcIrxdm8WiyVSqHVaqFSqdim20gUhAkhfKEwTGKUlZWx23yVSAgEAnzhC1/AiRMnosY8p4JGo2GB3u/3Y3Z2NmXPFQwGcf/+fbhcLrjdbty/fz9lz5UuIpEIdXV1LIC4XC7aMJfHsi0UC4VCFBcXsxAsEAigUCgyfVqEkDxGZRIkRmS9sM1m4+WYer0eDQ0NaGhoSPkI5shV4cXFxZS2bwsGg5iensbc3BzUanXaN5alorOE3++Hw+GARqOBz+fDzMwMAoEAr89Bsk82bLgrKiqCXC5nXVmA0PcjTTkkhKQShWESIxUrw/X19ex2KgdtiMVi1NTUsPtTU1Mpe65Ifr8fq6uraXmu7fgOxMFgEHNzc9ja2oLT6aTBBQUo3bXFEokECoUiarphMBhk34OEEJJKFIZJjMiaYb7CcGRnh1TWntbW1rJ+uHa7HSsrKyl7rnyX6umAJPulerVYIBBAqVTGTIr0er3Y3NyE3+/n/TkJIWQ7qhkmUSQSCZRKJYBQZwQ+ugfIZDJUVFQACPWpTeWwjcXFRYyMjMDpdKZ0VbilpSXqTUOmJbuZTiwW83QmJF+lYtOdWq2OCsKBQAAbGxtYW1ujIEwISRtaGSZRpFIpZmZmUFpaCrfbzUsnidraWrYZy2KxpHQXuMvlwujoKEZHR6PqDvmk0WjQ1dUFIBS+b968mRU1tfstl5BKpWhqaoLdbofRaKQxtuSB+FoxdjgcKC4uRjAYhMvlgtPppO8/QkjaURgmUTY2NnD+/HkA2LGd0X5E1gunevhFpFS9qIaDMBDqg5oNQXi/hEIh6uvrIRQKUVpaCoFAQJ0jSELiDcYcx8X8THq9XlaXTlMNCSGZQmUSZFd8hbza2lp2O5VtztKhoqIC5eXlAEL/Ptk2djnRcona2lo22tbv91OdMEnKbqUUMpkMWq02pjYYCA3QoCBMCMkkCsMkpbRaLRvn63a7YTabU/I85eXlrNY5lSJXhWdmZrC5uZny50xUvIG4srKSTRoEQqOWUzkimxQWo9EIu90OhUIBpVJJ/YIJIVmLyiRISkV2kZifn0cwGMTMzExU6USyOI7D0aNHUVRUBIvFgjt37qRkClxtbS2Ki4sBhDYX3rt3j/fnSJeSkpKoFnpmsxnr6+sZPCOST4RCIQwGQ8wmU6/XC5vNFvW9RwghmUZhmDBCoRCPPfYYlpeXYbPZsLi4mPQxI2sIU1UiodfrUVRUBAAoLi5OSYN+oVCIzs5Odn98fDyrBwHstZlOoVCgqqqK3bfb7Snt8EEKS0lJCfR6PWtxCIRKcKxWKyvDyYYBH4QQEkZhmDAlJSXo7u4GAKyuruJXv/pV0sd87733cPfuXdTV1aVs81zkxLnZ2dmUbGg7cOAA5HI5gFDHivHxcd6fg287BWKxWIy6ujrWaWNra4s2zBFeyOVyVFVVsTemYWtrazAajbt2kaFgTAjJNArDhIkcw8zXsI1gMAiTyQSTycTL8bYrKipiPYzDo5H5JpFI0Nrayu6PjIzkzIafyEAsEAhQX1/PVuy8Xi9mZmaolRVJmkajQU1NTVQ7Q7fbDaPRiI2NjbiPs33jHYVjQkg6UBgmTCrGMKdaQ0MDewG2WCwpGd3a1tbGhlJsbGzkbEcMsVjMgnAgEMDs7GxKez6TwrG5uYlAIAChUIhAIIClpSVYrdak32hROCaEpAOFYcJErgzbbLYMnkl8wiudYamaODc9PQ2FQgGDwYChoaGcW0kNrw673W5MTEygrq4Oy8vLKXnjQAqTz+eD2WyGWq3G4uIiPB5PSp6HwjEhJBUoDBOGz5VhmUyGuro6zM/Ppyx0VVVVsR65DocjZW3bNjY20NvbC61Wi9XV1ZQ8R6qFA7HX6016dDMpXAKBAOXl5eA4Lqb0aXl5Oe1XlCgcE0L4QGGYAAhdQg+3DQsEAkmHvtraWjzzzDMAgOHhYVy4cCHpc9wucuPczMwM78ffLleDcNh+xzUTAgBqtRqVlZWQSCQIBoNYXV3Nur7UFI4JIftBQzcIgNBwjDC73Q6/35/U8SL7C6+trSV1rJ2o1Wq2kh0IBNIShnONVCrFk08+GbXiT6vCJFESiQT19fWor69nE+Q4jovpIZyNIifibQ/KhBASRivDBEB0GF5ZWUn6eJFheKcNZ8kO3tDr9ey20WjkvedvRUUFNBoNJiYmkn5jkAkCgQCnT5+GRqPBI488gr6+PnrDQBLCcRx0Oh3Ky8shEPxh3cTn88FkMuXklZKdAjGtHhNCKAwTAIha5Un2Ra6kpCTlI5jv37+PpaUlNDY28t7dgeM4HDx4EGq1Go2Njbh27VrOvfB3d3ezDZEcx0VN5KNyCfIgSqUyqiYfCLUuXFlZgdlszsk3iLuh0gpCCIVhAiA6DCe7CSZyVXhubi5l3RdWV1dx+/Zt3o9bV1fHwrxIJILD4eD9OVLpwIEDUavuQ0NDsFgsUY+hQEx2IhAIUF1dDY1GE/Vxp9OJxcXFlIw5zza0ekxI4aEwTACENrmtrq6ipKQk6dG8kUEs1y7NC4VCdHR0sPv3799PWZuoVCgvL8ehQ4fY/dnZ2V2n5VEgJtsFAgHWUxsIjVE2m80503c8VSggE5LfKAwTAKHQykdwFYlEqKmpiTpuLmluboZMJgMQGlWcSxvOFAoFTp48yYaQrKys4O7du3t+DQVist3i4iKam5tht9thMplyZtpiuu22IY9CMiG5h8Iw4VVlZSWbcrayspLQKNZ4tLe3w+12Y25ujvcXaalUipaWFnZ/ZGQkZ2ojRSIRenp62G7/ra0tXLt2DYFA4IFfS4G4MAmFQpSVlcWU0LhcLoyNjeXUFZFsQqvIhOQeCsOEV7W1tez23Nwcr8eWSCRoaWmBUChEV1cXLl68yGsNY3t7Owvya2trOTV2+eTJk6zO2e/3o7e3N6EesBSIC0tJSQn0ej1EIhF8Pl9MGQQFYX7RKjIh2Y3CMOHVg1qqJaO+vh5CoRAAsL6+zmsQViqVMZvOcoVer49qNXf79m3Y7faEj0OBOP/JZDJUVVVBoVCwj+n1el56i5PEUUgmJDtQGCZ46qmnoNPpsLy8jNu3b8Nms+37WDdu3EB9fT1qamowPz+/52MT7TUcOXFuampqv6e4o66uLtZL1Wq1xlw6zmZmsxm3b9/GkSNHMD4+joWFhX0fiwJxfhIIBNDr9SgtLWU15UCo9aHRaKQgnGUoJBOSXhSGCQwGA8rKyqDX6zEwMJDUscbHx3ftXpCMiooKtprl8XiSCnzblZSURL3I5NKqcNjs7CxWV1exvr6e9LEoEOcXjUYDg8EQ1SUiEAhgaWkJVqs1Za0PCf8oJBOSGhSGC5xAIIiaPpfMqnAqRa4Kz87OxrUxLF52ux0DAwNobW2FxWLZV4lBNuAjCIdRIM59UqkUVVVVUCqVUR/f2NjA4uIi1QXnkb1GTVNQJuTBKAwXOK1Wy+pw19bW4PV6M3xGseRyOQwGA7s/PT3N6/EDgQAmJiYwOzsbNXY2WwkEArS3t2NsbCylba8oEOc2rVYbFYS9Xi+MRiPW1tYyeFYk3SgoE/JgFIYLXHhkL5Dc5DmxWAy/38/rim1YQ0MDq3O0Wq3Y3Nzk/TkAZOUbgZ0cPXoUtbW10Ov16O3thdPpTNlzhfssUyjOPRaLBRqNBmKxGDabDRaLJSU/nyR37RWUAQrLpHBQGC5wkWOYV1ZW9n2cw4cP4/Tp05ibm0NfXx9vbdU4jovaZMf3xrlc09LSwtrXFRcXo6KigveV8p3QKnF2C9cDR76hCwaDmJ+fh9/vT6jNHiFhFJZJoaAwXOAi64VXV1f3fZza2lpIJBI0NTXxGlgrKyujJsKZTCZejisSiXD06FGMjY3lzGVjvV6Pzs5Odn96ejotQTiMAnH24TgOOp0O5eXl2NjYiGln6HA4MnRmpBBQWCb5gsJwgYtcGd5vmYRQKER1dTW7n0h/4Qe1VxOJRHC73ZBKpZienuZt53tLSwuqq6tRXV2NsbExDA8P83LcVFGpVDhx4gQrF7HZbOjr60v7eVAgzh5KpRJVVVWQSqUAQlcKVCoV71MfCdkvCsskV1AYLnCRK8P7LZOIHMG8urrK64vx7Ows5ufnUVlZyVunC5lMFhXo+OzCkApisRg9PT3sUrjD4cC1a9cy1hKL6ogzSyQSobKyEhqNJurjW1tbKd1QSQjftoflTOzbCG8sTcfzkOxFYbiAqVQqSCQSAKEX0v3WFUau7KZihHEgEOC1r3BHRwcL73a7/YHDQTKJ4zicOnWKdQXw+Xzo7e3NirZYtEqcfmVlZaioqGAdYIDQ+G2z2ZzUBlhCCClkFIYLGF+dJCJHMM/MzCRzSimnUqmizndwcDCDZ/NgBw8eRHl5Obt/69atrFrJpkCcHkVFRaiqqoJcLo/6+OrqKkwmE60IE0JIEigMF7CZmRn827/9G0pLS/fdckmhULCw5vf7eVtl5TguJWUAXV1drO7WbDZjaWmJ9+fgS01NTVTQHBkZScvlvERR2URqSaXSmH9bl8uFxcVF2iBHCCE8oDBc4NbX15NaaYwskTAajbzVRT322GNwu92YmpqCxWLh5Zg6nY4N7wgGg1m/ac5sNsNisaCiogILCwsYHR3N9CntiVaJU8PtdsNut0Oj0SAQCMBiscBms9EYZUII4QmFYZKUyJKD/bb52t5RQqPRsC4X5eXlePfdd3kJ2V1dXez23Nxc1rdU83q9+PTTT3lvV5dKtEqcvJ2uihiNRgSDQZjNZtqIQwghPMv+2bMkq9XU1LDbfG2ea2xsZLcXFhZ4efGvrq5mnTP8fj9GRkaSPmY6BINBjI+Pw+/3Z/pUEhIOxSR+AoEAlZWVaG1tjRkL7vP5MD8/T0GYEEJSgMJwgZJIJCgrK4valZ4omUyGpaUl+Hw+bG1t8VJ/K5FIogI2XyuiHR0d7PbExAS2trZ4OS7fIjc15rqJiQkKxXHSaDRobW1FWVkZJBIJKioqMn1KhBBSMKhMokBVV1fj85//PPx+P0ZHR3HhwoWEj+FyuXD+/HkIhcKYnqf7VVtbywL66upqUlPxIt24cQNdXV0oLi7G2NgYL8fkW1tbGzo6OjA6OpozK9fxoFri3UmlUlRWVkKlUsV8nBBCSHpQGC5QZWVlAELT45LtWev3+3nrcdrQ0MBu8zlq2G6348qVK5DL5VnZhqqyspKtXre1tcHhcKSkZ3OmUC1xNI7jUFFRgbKysqiSiPAAgGyvZyeEkHxCYbhA8TGGmW86nY6tkHm93pQMw8jG8oji4mIcP36c3bdYLJibm8vgGaUOhWJArVajsrKSDbwBQrXhNpsNFotl320OCSGE7A/VDBeoyDHMfJUiJGNmZiZqVXhubi7nNo3th1QqRU9PD5uIt7m5iRs3buR926xCrSWurq5GfX19VBB2OBwYHx+HyWSiIEwIIRlAK8MFKjIMr6ysJPz1J06cgEqlwszMDObm5pIuPVAqlaisrGT3+SiROHToEBwOB6amprIyXIZHLRcVFQEIrYb39vYWTMeAQlwldjqd7KqMz+eDyWTKijejhBBSyCgMF6CioiLIZDIAoYb++5li1dHRgdLSUnR3d+N///d/k65vPXjwIKudXFpaSnrkcHFxMQ4cOACO43DgwAF8+OGHWRcyu7u7We12MBjEjRs3sLGxkeGzSr9CCsUrKyvQarVwuVwwm80FcfWDEEKyHZVJFKDI9l37WZVSKpXsGD6fD4uLi0mf0+zsLBYWFhAIBHhppxY5dnl9fT3rgnBjY2NUWcjQ0BBvk/ZyVT61YhOJRKitrYVcLo/53NTUFBYXFykIE0JIlqCV4QKU7Oa52tpadttoNPLSncFoNOLGjRuQSqVJd7coLy9nfVqzceyyTqfDoUOH2P25uTmMj49n8IyyS66vFJeWlkKv10MoFEIikcQE/Gws2SGEkEJGK8MFKHJleD9hOHIEM5/tv2ZmZuB2u5MOC5Fjl2dmZrKu9EAgELBVwZWVFdy5cyfDZ5Sdcm2luKioCM3NzaiqqmK9souKiqBUKjN8ZoQQQvZCK8MFKHJleD+b5yJXhrOtBVhtbS0bAOLz+XDv3r0Mn1Esi8WCjz76CN3d3bh58yZ1EHiAyECcjavFQqEQBoMh6ucKCA2lWVxc3FdNPiGEkPShMFyAXC4XnE4nioqKEl4Z1ul0UCgUAEI745OtczUYDGykc7IEAkHU2OXx8XG4XK6kj5sKGxsb+OSTTzJ9Gjkn20ooSkpKoNfrWWs8AAgEArBYLLDZbFQSQQghOYDCcAF6++23AQByuTzhIRT19fXsdrKrwiKRCF/4whcAAMPDw7h69WpSxztw4ABrU+ZyubKqDlcoFNKGKR5lOhRLpVJUV1ezN4Zha2trMBqNWbdhkxBCyO6oZriA7WcaW2QYnpmZSer5m5ubIZPJIJPJcODAAfh8vn0fUyKRoLW1ld0fHR3NmrHLNTU1eOqpp1BcXJzpU8k74briTNQWh994AYDH48H09DRmZ2cpCBNCSI6hMEziJhaLowZjJBuGDx8+zG4PDg4mdaympiY21WtjY4OXoR180Gq1OHr0KIqKivDYY4+xvsKEf+kMxW63G0tLS6wkYmxsLOs2ahJCCIkPlUmQuIXbRQGA1WqF0+nc97HKyspYsPb7/Um3PxsbG4Pf70dLSwuGhoayolZTJpPh9OnT7N/M6XTCbrdn+KzyH98b7qRSKWQyGdbW1qI+brVasbq6CrfbnfRzEEIIyRwKwwWmu7sbPp8Pq6urCU/Amp+fx7/+67+itrY26frX7u5udnt8fDypYA2EAvXY2Bimp6eT7lPMB4FAgNOnT7OhCx6PB729vVlTulEokgnGHMehvLwcOp0OwWAQTqczqgQiEAhQECaEkDxAYbjA9PT0sID2L//yL9jc3Ezo6zc2NpJexZVKpWhvb2f3+/r6oj4/MzMTVZuciGwIwgBw9OhR1morEAjg+vXr1GIrwxLZdKdWq1FZWclKb4BQ55NsayVICCEkeRSGC4hMJmNB2Ov1JhyE+dLe3g6xWAwAWFpagtFozMh5pEpzc3NUL+aBgQEsLS1l8IxIpL1Wi8ViMaqqqqBWq6M+7nA4YLVa03J+hGS7xsZGHDp0CCqVCq+99lrSVwoFAgGUSiV7XSAk3SgMF5Bkh23wJXIU8cDAwL6Po9frUVdXh+Hh4YwF++0qKiqiJuBNT09jamoqg2dE9hIOxhzHoaWlBa2trRAI/rCv2OfzwWQyYXV1NVOnSEjGSSQStLe34+DBg6ivr4dQKMTa2homJiYgl8uT+v2rVqtRW1sLgUAQ1a+bkHSi77wCEhmGE31xP3DgANbX15Ne4aysrGQdFTweT1IT4jo7O1FcXIzKykrcvHkTCwsLSZ1bslQqFU6ePAmO4wAANpstpgSEZB+dTofu7m6oVKqojy8vLydcV09Ivvnc5z6HU6dOAQCMRiPu3LmD+fl5WK1W2O32pOvmXS5X1BtQQjKBwnAB2e/KMMdxOHfuHORyORwOB1599dV9rwRErpqOjo7uWuP7oLrhuro61rfX5/NlRRkyMj4HAAAgAElEQVRCbW0tu8zndDpx/fr1rOhqQXbHcRyOHDkCpVLJPma323H37t2oN4zZMvGOkFTjOA7BYBACgQCBQIBNKe3v78fFixfh9Xp53Zvh8XjgcrkQDAapRzfJGArDBSQyDCcyhlmv17Na42AwmNQlsQ8++ABGoxHd3d3o7+/f1zGEQmHM2OVs2NU/PDwMr9eL1tZW9Pb2ZsU5kb0Fg0H09/fj4YcfhtfrxcjICKampmLexGzvX0zhmOQDgUDAFhasVitsNhs8Hg84jkMgEAAAjIyM4Omnn4ZCoWCbgIVCITiO4607zsTEBAKBAHXbIRlDYbiA7HdlOHIzWLKDNnw+H4aGhjA0NLTvYzQ3N7NwvrW1lVVjl+/fv4/Z2VkKwllKpVLFDMewWCzo7+/H4uIiXC5XXMfhu5cxIekiEAhQW1uL48ePo7W1ldXpejwe2O12/O53v4PZbAYQWiUObx6tqqpCfX09OI5DQ0MDlEolZDIZFhcXMTw8nFQP9XDwJiRTKAwXCJFIBI1GAyD0iyeRX1yRYXh+fp73c0uEVCpFc3Mzuz8yMpJ1NZ0UhLOPRCJBZ2cnGhoacO3atZgOJpOTk/s+Nq0ak1whEAhw4sQJ9PT0IBAI4M6dO7BarfD7/Th8+DDq6+vx9NNP480334TNZoNAIIDf78fIyAgef/xxPPfcc1Cr1RAKhVhfX4darUZ7eztOnTqF3/72t9R6kOQsCsMForS0lN1eXV2NO0CKRKKoEcyzs7O8n9tudqobbmtrY3W5a2trGf3lW1paipqaGgwMDNDKRharq6tDV1cXpFIpgFA3E4vFkrI3UTuNhKaATLJBcXExTp8+jc3NTVy8eBELCwvs52B2dhZPPfUU2tvb0djYCJvNxsqFwmF4dXUVH3/8MUZHRwGEfgc+/PDDaGtrw9NPP43f/OY3NGWT5CQKwwUiMgwnUi9cXV3NxgnbbLZ9T4o7ceIETCZTUh0flEolGhoa2P3h4eGMbVCTy+U4deoUZDIZ1Go1rl+/TivCWaa4uBjd3d1R3/tA6E2USCRK6xUFWj0m2cDtduPChQuYm5uL+V2+vr6OhYUFtLe3QyaTAfhD+cLS0hI++OADDAwMsLHkHMfBaDTiwoULEIlEaGlpQXNzM27evMk24RGSKygMFwibzYYbN26grKwsoUAauTK731VhtVqNRx55BBzHwWaz4bXXXtvXRonOzk7WgmdpaYnVtaWbUChET08Pe8FQKpXUGiiLiEQidHR04MCBA6zNHRAanNHf35+x75tIFI4JH9RqNUpLS2GxWOJaqHA6nWxVd3tg9fv9rO3lTj8jn3zySdT98Neur6/j/v37aGlpQXV1NW7evElBmOQcCsMFwmq17muCVl1dHbu9381zhw8fZqFkY2MjoSAcLpVQqVSoqqpiHx8cHNzXufDh2LFjUfXX169fx9bWVsbOh/xBdXU1Dh48yDZYAqH/o/HxcYyOjmZdfXkYlVaQeInFYnR3d+PkyZMoLS2F1+tlG4l///vfx32FantglUql0Ol0cLlcsNlsCZ1T+Fgej4e1ZCMkl1AYJrtSqVTsErPP58Pi4mLCxxAIBOjs7GT399tObWNjA5cvX0ZXVxecTmfG6tLa2tpQXV3N7vf19SVUdkJSp6WlJaqPNRB6E9jX15c1EwoTQQGZ7KSzsxOf+cxnsLS0hI8++ghCoRCtra04fvw4NBoNfvOb3+zrTV9jYyOqq6tx69atPbsN7VQC0dLSAgBYXFykIExyEoVhsqvI+tz5+fl9lTY0NTWhqKgIQCjQTk9P7/t8lpeXcfnyZVbDnG6VlZVR/Y0nJiaSbjVH+DM7O4uWlhZIJBK4XC4MDAxkfCoh33YKyACF5EKhUqnw3HPPYWVlBa+//jpbwb127Rr+7M/+DE1NTTh27Bhu3LiR0HElEglOnjwJv9+Py5cv7/nYcBDmOA5arRZHjx5Fa2srZmdn07rBmhA+URgmuzIajejt7UVNTc2+W08dPnyY3R4cHNxXLdn2rhKZuNStVqtx/Phxdt9qtWa0VIPErlC53W4MDw9DpVJhZGSkoBr40ypyYQjvm7h79y5sNhs4joNAIMDW1hauXLmCP/7jP8bRo0cxNzeXUG18c3Mz6uvrcenSJWxubu64+iuVSlFeXg6NRoOioiJotVrU1NTAYDBgZmYG7733XtTURkJyCYXhAtDc3IyjR49iZWUFk5OTmJqaiuvrbDYbbDYbent79/W84dZjQKhuM5lBG5kklUrR09PDmtNvbm7SqOUMKioqwqFDh+B0OjEwMBD1uWSuPOQbWkXOPxKJBABiNr4BwNzcHMbHx9HZ2Yn6+vq4w7BcLscjjzyCzc1N3L17N+b4YYFAAD09PWhra2O1wUtLS3jvvfcwPDy8705DhGQDCsMFoLy8HFVVVaiqqoLD4Yg7DCcrclV4YmIi4bpNsViML3/5yxgYGMDm5mbGwufhw4ehUCgAAF6vF729vfB6vRk5l0LGcRyam5vR1tYGkUiEYDCIubk56muaoN1CMkBBOduFf++ES8W2XxmZmZlBW1sbampqMDg4yMYn7+XQoUPQ6/V488032eMVCgVKSkpQUlKCoaEh+P1+eL1eXLlyBffu3YPD4cDCwgI8Hk8K/paEpB+F4QIQOYY5XZexxGJxVH1tX19fwsc4ceIEKioq8NRTT2FmZgZ37tzh8xTjNjg4CIVCAY1Gg5s3b8aM8yWpp9PpcPjwYajVavYxjuOg0+koDPOIgnJ229raQjAYhEqlgkQiiQmjZrMZ6+vr0Ol0UCqVDwzDGo0GDz30EOx2O+bn59HY2IiqqirU1taisrISRUVF2NjYYAsoRqMxZnojIfmAwnABiAzDe+0SjrTTL9pEtLW1sUt6y8vLCW9kUigUOHbsGLsf7o2ZCVtbW7h8+TIqKiqyokdtIZHJZOjq6ooaCQ4AdrsdfX19cX8/k+RRUM48o9EIl8uFiooKKBSKmN/Rdrsda2trqKysZJM69xJ+gzk7O4vnnnsOVVVVEAqFWF5exp07dzA0NASLxZKqvw4hWYPCcJ4TCASsJy4QXxiWSCT4y7/8SywvL2NmZgZXr15N+Hm1Wi2CwSA4joup64xHT08P+2VutVoxMjICADHjmdMlEAjAZDJl5LkLEcdxaGhoQGdnZ9SLutfrxcjICKampqhmO4tQUE6PlZUVLC8vo6KiAjqdLuZKn8PhgNfrhVQqjWpxxnEc60kcniAnlUrZno6amhoYjUa8//77GB4ejqu8gpB8QmE4z2k0GlZftr6+Hleta01NDUQiESoqKsBx3L7C8Mcff4y+vj50dXXh3r17CX1tSUlJVL/Yjz/+OOHnT4ZCoUBRURGWlpbS+rwkRCqV4uGHH456EweE2vsNDg7C5XJl6MzIfuwVlMMoMMfH5/NhcnIS1dXVaGpqwuzsLNxuN+sqEa7tBcD2OQCh4Ulf+9rXsLCwgF/84hfsWDdu3MD169cxOTlJ/YFJQaMwnOfCQzMAxD0cIrK/cDJ9dNfX1/Hpp58m/HVnzpxh441nZ2cxNze373NIlEgkQk9PD5RKJQYGBtK22ZD8gdvtjmqLtrGxgb6+PnpzkscoMMdvaGgIHR0d6O7uxvj4OMbHxxEMBuH3+yGXy1FeXg673Y6FhQXWIi38syOVStlx/H4/7t+/n6m/BiFZRZDpE0gls9mMb33rWzhw4ABkMhkqKirw3HPP4dKlS/s63tLSEn7+85/jS1/6EjumQqFAe3s7vvnNb8b1Cz3dwrPmgfjDcGR9ZrpbVVVXV+PAgQMAQjult68Kp3rIxYkTJ6BWqyEQCHDw4EE2MISkV19fH7xeL4aHh3Hp0iUKwgQTExMP/JMLBAIB1Go1qqurYTAYEv56m82G69evQywW48knn0RdXR3kcjkMBgPOnTsHnU6H0dFRttkOCJVP/P3f/z3++Z//me+/DskQyjf8ytuV4YGBATz55JMsAKrVathsNrz99tt455138PLLL+N73/teQsesrKyMWrFSKpXweDwYHR3F6OgofvGLX+CXv/wlvvKVr/D6d0lGZBiOZ968Wq1ml6c9Hk/a62QfffRRdntkZCStIaizszPqxenOnTvUOzPFiouLceDAAdy9ezeqBnh9fR3vvfdeQQ3OIMlL5AU7nSvNIpEIarUaarUaSqWSXfnyer37+h17584dlJSU4KGHHsJf/MVfwGazQSwWQ61WY3BwEB988EHM1+TiSHKyM8o3/MvLleGtrS08//zzWF5expEjRzA0NIS1tTWsrq7iO9/5DoLBIH7wgx/g/fffT+i4Pp8Pjz76KP7jP/4DJpMJGxsbcDqduHLlCrq7u+FyufDnf/7n+9owliqJhuG6ujp2e2FhIeE6si9/+ct4+OGHo1pgxaulpQV6vR5A6N96txKLVKwOV1dXo7W1ld2/f/8+5ufneX8eEiISiXDw4EE88cQTqK+vR2NjY8xjKAiTVIpnpTmZFWeZTIby8nI0NTWho6MD1dXV7KpTmFgs3tfVp2AwiIsXL+LVV1/Fp59+ivX1dUxMTODXv/41zp8/T33Q8xjlm9TIy5Xhn//855idnYVSqcRbb72FqqoqAKF3T6+88gomJyfx+uuv4/vf/z7OnTsX93EvX74ctXIJhJqfP/zww3j//ffR1dUFq9WKn/zkJ/jVr37F699pP0QiEVvlDQQCcZVJRJZIJFqrW1NTg+rqalRXV+Pw4cP4f//v/yUUpo8cOcJu3717N239fLVabVQbN7PZnLPT8nJBVVUVDh06BLlczj7W1taGmZmZjIzaJuRBEgnEAoEATz/9NGstuZOtrS2sr69jfX0dW1tbSZ1Xvl++JtEo36RGXq4Mv/rqqwCAr371q+wbJdJ3v/tdAKFLTWNjY3Efd/s3SiSdToenn34aAHD79u1ETjdlfD4ffvnLX+LNN9/E5cuXHxg0OI5LKgx3d3ez2/fu3Ut4Vfl3v/sdbty4gc3NTdy4cWPPx/K1OiyTyXD69OmojhsPem6yP0qlEg8//DBOnToVFYStVis+/vhjCsIk54jF4pjQGwgEYt7IBwIBWK1W9Pf34//+7//w3nvv4erVqxgcHMy5mmeSWZRvUiPvVoY3NjbYf9ZnP/vZHR9z+vRpFBcXY21tDZcuXYq6PJ6McOeGbHpRX1tbY30lH6SiooKFlM3NzbjKKsJUKhXb+AYA/f39iZ0oQjXKV65cwbVr19JyiVwgEOD06dPs7+zxeNDb20uX53kmEAjQ2tqKlpYW9qYDAFwuFwYHB6kcheQUhUIBg8EAg8GA0tJS3L9/n/VBDzOZTFCpVLBYLDCZTLBYLHGVLuw3EFOnjcJA+SZ18i4M37t3j23E6ezs3PEx4RfnGzduxPwSS8bly5cBIKpHbi6JHGgxOzub0NcePHgwqh1aMpPB4g2jMzMzSQ3hOHLkCJvOFwwGcePGDWo2z7OKigp0d3dH9TwNBoOYnJzEyMgIvfEgOaGkpIQF4O37IfR6fczryOTkJGt5lg7JripTmM4NlG9SJ+/CcOTO3MrKyl0fF/4cX90S3njjDdy6dQsA8PWvfz3ur4usVY2U6KAKPvh8PmxsbEClUiVUhiAQCKJ+QBIpsA/3wcyEpaUlVFdXQygUYmBgAFarNSPnkc9KS0ujgvDy8jL6+vrivlpBSCYIhUJUVFRAr9dDr9dDJpPt+Lhwf1+hUBi1YpZrq2d8lWhQqN7bvXv3dn3Nj6f8INfyTS7JuzAcubIXWZe4XXgHLx/tZhYXF/GNb3wDAPD888/jc5/7XNLH5INSqYTD4Yg7bN66dQu3bt1CWVlZQmGlsbERSqUSQOjfc3JyMu6vPXfuHIRCIa5cuYL19fW4vy4smdXhubk5bG5uwmAwJHTOJH5jY2NsouHw8HDK+0QTwgeFQoHTp0/v+Dmfz4elpSWYTCaYTCa43e40n132SjZUZ+Lf0u12p6Vem4+/G+Wb1Mm7MJxum5ub+PznPw+r1Yq6ujo26jJeu70bPHbsGPr6+pI6t69//evgOA52ux2vvfZa3JekE6kVBoBDhw6x28PDw3FvnCsrK0NHRwc4jkNTUxP+/d//Pe2BeGVlJamSDvIHZWVlcDqdUb2Z/X4/rl+/DqfTCY/Hk8GzIyRWcXExDAYDZmdno7o6rK+vw+FwsKsaLpcLJpMJZrMZVqs151Z+SXZob2/PqQ1oyeabXJJ3YTjykuzW1hZUKtWOjwu/YIdXNPfD5XLhhRdewK1bt6DT6XDhwoWovr6ZpFarIRaLAYTeJaaqNlOr1bIgGggEEiqROHPmDDiOAxCqM95PEE6EWCxGMBikOlWeSaVSHDx4ELW1tTAajbh27VrU5+12e4bOjJBoHMdBp9Ox+t/wCprH44kZvT45OQmJRAKTyYTV1dVMnC4hUSjfpE7eheHIOhqj0bjrTkqj0QgA+xqHCYR+ef7Jn/wJPvjgA2g0Grz//vu87drkQ3jnJxD/GOb9OHz4MLs9NTUVd2/gmpoaNDQ0AAiF6CtXriR1Hg9aHeY4DidPnoRMJsO1a9dooxwPOI5DQ0MDOjs72RuvyspKGAyGtE8uJGQ3YrEYer0eBoMBFRUV7Hs1ksFgiAnD1OqMZBvKN6mTd2G4ra2NbcoaHh7e8T8wEAiw/nsdHR0JP4fP58NXvvIVvPPOO1AqlXj33Xejeuxmg8gw/KAyAJVKhSeeeAIzMzOYmZlJaIXWZrNheXkZpaWlcZd1cByHxx57jN0fGRlJaWAHQjtgKyoqAACPP/44Ll68SJftk6DVanHkyBE21CVsYWGBVtFIVtDpdGhra0NpaWnU1LdIHo8HFosFi4uLaT47QhJH+SZ18i4Mq1QqHD9+HDdv3sTFixfxxS9+MeYx169fZxvEzp49m9DxA4EAvva1r+H8+fOQy+V488030dPTw8u58ykyDD+oBri+vh5NTU1oamrC9PQ0fve738X9PENDQxgaGkpoNbCtrQ3l5eUAAK/Xu+vY5UTttjpcV1eH5uZmdn9qaoqC8D6JxWJ0dXWhvr6elbgAof6X/f391JGDZI1wScR2DoeDbX6z2WwZ62ZDSKIo36ROXk6g++pXvwogNKllp4D2yiuvAAhtUktk6T8YDOIb3/gGXnvtNUgkEpw/fx5PPPEEPyfNs0TKJCID5H53+8cbhIVCIR566CF2//bt27zseA3bfv4lJSVRY54XFxcz0rYuH9TV1eHcuXNoaGhgQdjv92N4eBiXLl2iIEzSSigUwmAw4OjRo/jc5z4XNdAFCC0ChAddrKysYHh4GL///e9x4cIFDAwMYGlpiYIwyTmUb1IjL8Pwiy++iLq6OmxsbODZZ59ljac3Njbw0ksv4fz58wCAl19+OeZrOY4Dx3H40Y9+FPO5b3/72/jFL34BkUiE//7v/87aFiMcx0UVuu+1MiwUClFXV8fuJzpsI1Hd3d0oLi4GENoAEO5dmApyuRynT59ml0jX1tZS+nz5TKvV4tixY5BKpexjJpMJFy9exNjYWMKjtwnZD5lMhvr6evT09ODZZ59FT08P6uvrUVRUxMqgwgKBAK5du4Z33nkHH330EcbGxlK+SZeQVCv0fJMqeVcmAYRC0BtvvIGzZ8/izp076OzshFqtxubmJgKBADiOw8svv4xz587Ffcy5uTn89Kc/BRD6hnrxxRfx4osv7vp4s9mc9N9jvzQaDUSi0H/t5uYmXC7Xro+trKyERCIBENr1H2+bMaVSmfCKrkwmw6lTp9j93t7elJQrzMzM4MCBA+jp6WHN8t1uN3p7e6kl0j6trq5ifn4eNTU1cDqd6O/vp01yJC3UajXr/hCeGLkTnU7HNg6FLS0tpfr0CEmrQs83qZKXYRgIdTkYGhrCj3/8Y7z99ttYXFxEaWkpTp48iW9/+9v7qqUJ83q9sFgsfJ8ybyLr5B70YlBTU8Nux7sqLJVK8fWvfx3Ly8sYGhrC4OBgXJcbW1paWDhdXV1NqA1botra2tjmrvAKUWT/W7I3uVwe1XcVAAYHB+FwODA2NkZvKkhaHDlyhHWd2cna2hrMZjOMRiNt3CQFo5DzTarkbRgGQjPjf/rTn7J3PPHYLdTV19fnTH1ZIpvnamtr2e25ubm4jt/e3s7aFQkEgrhD7cDAAOx2Ox599FFcu3YtZZfWT506FVUr1dfXl/JuFflCoVCgu7sbarUaFy9ejOrJ7HK5eJ11T0iYWCyGUqmMCbTLy8tRYTgQCMBms7ENcPQGlxSqQs03qZLXYbhQCQQCuN1uSKXSPcseJBIJ9Ho9gNAPyfz8fFzHj5w4l+jq7tzcHP7zP/8zoa9JBMdxUb0Y7969SyOA4yAQCNDa2oqWlha2Eam9vR2Dg4MZPjOSrxQKBSt/KC0thcfjwbvvvhv1GLPZzNqfmUwmWCwWtimOEEL4QmE4D129ehVXr16FXC7f83J2TU0N21xmtVr3rC0Oq6qqYpvzPB4PRkdH+TlpngSDQbz++us4c+YMysvLcfnyZQQCgX2Pay4Eer0ehw8fjppuVOirBCQ1SkpKWABWq9VRn5PJZNBqtVGrwx6PB2+//Xa6T5MQUmAoDOex7TWf2+2ni0Rkm7J79+7FtQFOIBCktdtAMBjExx9/HPW8D5pQV4jkcjkOHz4ctZIOhNpQ9fX10Rhlwgu9Xo/Kykro9Xq2Z2AnKysrMe3RCCEkHSgMF7Dq6mp2O55SAoVCgaamJnY/nolzdXV1OHv2LD799NO0ryJTu6+dcRyH5uZmtLW1sa4jQGgVbmhoiMpKCK9aW1uj9jGE+f1+WK1WmEwmmM3muK5MEUJIKlAYLmCvvfYaqqqqUFdXF9OSaCednZ2srGJhYeGBm9I4jsOjjz4KjUaDp59+GhqNBteuXePl3COdPXsWLpcLV69e3fNxtDoccubMmag+1EDo32ZoaIgm85F9Cbc/c7vdMW+mTCYTC8MulwtmsxkmkwlWq5W6khBCsgKF4TxjMBig0WiwsrKC5eXlqG4A2/l8PszOzsZVIsFxHA4ePMjux7NxrrOzk7V583g8KdmMdejQIRw+fBgAUFZWhrfffnvPF9jwC3Uhh+K5uTkWhtfW1nD37t24+0sTAvxhsE+4/jdcb26322PCsNFohFgspvZnhJCsRWE4z7S3t6O7uxsA8Mknn+DmzZu8HLe+vj5qctz4+PiejxeJRFFjl2/dugWHw8HLuYTV1NTgySefZPe9Xm/cK02FvEo8MzODqqoqmM1mTE1N0WY5EhexWIyKigoYDAbo9XqIxeKYx2g0mpge1ZubmxgeHk7nqRJCSEIoDOeZyNo8PnvrhgM2AAwPDz8wdB45cgRKpRJA6MWQ7zHIxcXFePbZZ1nZhtlsxvvvv5/QMfI9EGu1Whw+fBj9/f0xK3IPKikhJEwsFuPUqVMoKytjP2/bRbY/o1IbQkiuoTCcZyJrQXcbuFFcXIySkhIsLCzE3bPzww8/xOrqKjo6OtDf37/nY2UyGU6ePMnu9/b27lmukSixWIwXXngBcrkcQChsv/nmm/t6jnwMxGKxGJ2dnWhoaADHcThy5Ag++OCDTJ8WyRHbu794vV4oFIqYIOxwONjwC5vNRlcYCCE5i8JwHikqKmIB0ePxYH19fcfHtbe346GHHoLf70dvby9u3LjxwGPb7XZ89NFH+OSTTx64KtzT0wOpVAoAbGQzn/7oj/6IhX6fz4c333wTm5ub+z5ePgXi2tpaHDx4kP37A4BKpYrp30pImFAoRHl5OSt/GB0dxdTUVNRjTCYTmpqasLKywgLwbr9fCCEk11AYziPhzWrA3mOYw/2FhUIh1tbWEnqOBwVhjUbDNrQBwJUrV3hdMXr44Yej2rtdvHgRZrM56ePm+sY6tVqN7u7umC4RZrMZfX19NLaWRJHJZNDr9TAYDCgvL4/q72swGGLC8Pj4OO7fv0/tzwgheYnCcB6JDMNLS0s7PkYqlcJgMAAIDaeId9hGvB566KGo9muTk5O8Hbu1tRWnTp1i92/duoV79+7xdnwg91aJRSIR2tra0NTUFHUZ2+l0YmBgIK6WeaQwhNufGQwGlJSU7Po4lUoFjuOi3sQ+aIAPIYTkMgrDeSSeeuG6ujoWmiwWywNXeg4ePIipqam4OkHIZLKoIPnJJ5/EcdbxEYlEeOyxx9j96elpXo8fKVdWicvKynDixAlWGgOEBo2Mj49jdHSUergSRqfT4cyZM7t+fn19nZU/UJs9QkihoTCcRyJXe3YLw42Njez29kuh2+l0Ojz11FPw+/0YHR3FhQsX9ny8y+XCL3/5S5w+fRpFRUUwmUwJnP3efD4ffvvb3+KFF15AMBjEu+++m/INO9m+Sux2u6Nqg5eWltDX14eNjY0MnhXJpHD7M5PJFPVmaHl5GV6vl7VDCwQCWF5ehtFohNls5r3tISGE5BIKw3lEo9Gw23a7fcfH1NTUsNvT09N7Hu/QoUMAQrXFkTWFe3G5XPjoo4/iemyiVlZW8Nprr0EqlcLtdqfkObbL5lXijY0NjI+Po66uDoODg5ifn8/0KZEMKCoqYuUP4fZnvb29UW9GA4EAFhcXIRQKYTKZYLFY4u4kQwgh+Y7CcJ6Qy+WQyWQAQp0kdlrp0Wq1UKlUAEKrilarddfjicVitLW1sfsPaqeWLm63O21BOFKmQ3FFRQVkMllMjffo6Cju379PwabAaLVaVFZWQq/Xs2E4kSorK2OuzNy5cyddp0cIITmFwnCe4DgOd+7cgVar3bVWtLa2lt2en5/fs8ygra0tqj3a4uLiro8ViUS89hEO6+rqgtVq3TO0p1u6SyfkcjkOHTqEqqoq+Hw+WK3WqM1Mfr+faoMLhFarRUNDA/R6PXvju5OVlRVqo0cIIQmgMJwnnE7nA8sTIsPw3Nzcno8Nl0gAwMDAwK6PE4vF+NrXvobZ2Vn09vYm1e83Ul1dHT7zmc8gEAjgwoULGEjOd60AACAASURBVBsb4+W4fEjHKjHHcWhqakJ7eztEotCPqUgkQkdHB27fvp2y5yXZS6VS7fg95/f7YbVaYTKZYDabqf0ZIYQkiMJwgRAIBHGH4crKSlRUVAAIbVzbq33Z8ePHoVarcfDgQVRXV+NXv/pV0ueq1WrxzDPPQCAQQCAQoLu7G/fv38+6CVfhUAzwG4zLysrQ3d0NtVod83x8DzAh2SXc/qy0tBSffvpp1OfMZjOCwSA4joPL5YLZbIbJZILVaqWrA4QQkgQKwwWC4zhcvnwZ9fX10Gq1e7ZP6u7uZrfv3bu360qTXC7HsWPH2P3r168nfZ5SqRQvvPACuwy8sbGBt956K+uC8HZ8rBZLpVJ0dXWxoShha2tr6Ovrw/LychJnSLIRx3EoKytjG+AUCgX73PapgR6PB/39/bDb7dT+jBBCeERhuED4/X4MDQ09cGVRJpNFTXjr6+vb9bE9PT2QSCQAQq3ckh2AwXEcnnnmGdYizuv14o033sip6Wn7DcWNjY3o6Ohg/55AaFV+ZGQEk5OTWf9mgMQv3P7MYDCgoqIi6v88UmVlZUzt74PaIRJCCEkcheE8IBKJ8MUvfhE2mw1LS0sYHBzc97E6OztZjarJZNp1kl1JSUlUXfEnn3ySdGA7c+ZMVIi8cOFCVm2eS0QiJRQCgQBNTU1RoWhhYQGDg4M0+SvPHDp0CI2NjVHTAiN5vV5YLBYYjUZYLJY0nx0hhBQmCsN5oKysDNXV1aiursby8nJSYTgyuO21ce7MmTPsBX1ubu6BPYsfpKOjA8ePH2f3r127hvv37yd1zGzxoGAcCATQ19eHRx55BJubm+jr68vZNwHkD2QyWUyJkdvtjgnCDoeD1f8uLS3RVQBCCEkzCsN54EFjmBNpfXb+/HnU1dWho6Nj1w4OlZWVOHDgAAAgGAzi8uXL+zjrPzAYDPjMZz7D7k9MTMRsHsoX4dZs21u0Wa1WXL9+HSaTCYFAIHMnSPZNKBSivLwcBoMBer0eLpcLH3zwQdRjjEYjOjs7sbq6yqa/ra2tZeiMCSGEABSG84JOp2O3dyprePzxx9HY2Ij5+XncunVr19IHIBRuZ2ZmolYzt3v00UfZ7dHR0T2P9yAymQzPP/88K81YWlrCe++9t+/jZbPS0lKcPXsW1dXVeOuttzA+Ps4+V19fv2cvZ5KdpFIp2/xWXl4eNalRJpNBLpdHlbpsbGzg3XffpfZnhBCSRSgM54EHheHa2loolUq0t7fvWfoQj6amJlRWVgIIbfC6evVqUsdzuVy4ffs2zpw5A5fLhTfeeCPvpqmJxWL09PTgyJEjLCw9/vjjmJmZYX/X7W8+snH8MwkJtz8zGAxss+dOXC4XlEplTN03BWFCCMkuFIbzQGSZxPYwrNFooNFoAIRaM20f0ZqolpYWdru/vx/r6+tJHQ8Abt26heXlZXi9Xl6Ol02am5vx+OOPszHYQKizx+jo6J61oRSOs9dDDz2EoqKiHT+3vr4Ok8kEk8lE7c8IISRHUBjOcXK5nPXk9Xg8MRPgIkPU/Pz8jvWo4ZZmExMTGB8f37OB/7vvvouxsTEcO3aMl77CYcluwMs2Go0GTzzxBBoaGqI+vrCwgEuXLiXcM5jCcXqF25+53e6YN5gmk4nVzAcCASwvL7MA7HA4MnG6hBBCkkBhOMeFV30BwG63x3w+MjTtVgd84MABtLS0oKWlBTabDb/+9a/3fM7JyUlMTk7u63wBoKKiAjabLS+nZolEIpw4cQInTpxgddBAqGPAxx9/nHQv5rCd/i8pICenqKiIlT+UlZVBIBDAbDbHhOHFxUVIpVLW/izfynoIIaTQUBjOcXuFYZFIFDWCebcwHDlxLpmQG4/S0lJ86UtfwtLSEt56662cGqgRj4ceeiiqRVwwGER/fz+uXr0Kt9ud0uemgJw4rVaLyspK6PV6FBcXx3xep9PFdGOx2Ww7dm0hhBCSmygM5zitVstub59WVVVVxVYnl5eXd2zhVFpaygJzIBBAf39/zGPEYjF8Pl/S/U9lMhleeOEFSCQSVFVV4ZlnnsH//M//JHXMbHPr1i10dXVBJpPBbDbj0qVLGR2esNsboEIOyRKJBJ2dnTAYDKzEaCerq6swmUzgOC6NZ0cIISTdKAznuMgwvH1luKamht2em5vb8esPHjzIbk9MTMTUHAPAE088Ab1ej97e3qh2YIkQCAR47rnnojbzbe/BmmsEAgEEAkHUqqHT6cRHH30EkUiEwcHBrB2gUMgh2efzobq6GmKxOOrjfv//b+/Ow5sq8z2Af9N9SVtL95ZuCYWyFFr2HaGAjqh4QQRkvOi4z3jFZeAirndRn5nRcZ57URhkRL2KiA67IiBlkVKgFNpSaKFNF7ovLE33Nsl7/+jkTENDoSWnbZLv53n6mOScvHnPa2i+OX3P79WjqqpKWgCDVR+IiOwDw7CVS05ORm5uLgYMGICysjKTbR3DcHFxcafnOjk5YdiwYdJ9cyvX+fn5YdiwYVKY/eabb3pUkeLuu+826c/evXu7fRFZfxIWFobExESUlJR0CvUXLlzoo17dua7qS1tTUDaWPwsODsalS5dM3rMGgwFVVVUICwtDc3OzFH6rqqpsch47ERF1jWHYyl2/ft3shXMuLi4ICgoC0D5v1VwYjomJkf5MfP36dRQVFXXaZ+rUqdLysYWFhT0KwnFxcSbzko8dOyb73GS5eHh4YNq0aRg+fDiA9i8LWVlZdrF8cldBGejbsKxQKODv7y9dAOfp6SltCwkJ6fS+vXjxInJzc1n+jIiIGIZtlaenJyoqKhAcHIyqqiqzF28lJCRIt82dFY6IiDBZdvno0aPd7sfAgQMxa9Ys6X5OTg5OnTrV7Xb6mkKhQFxcHKZOnWoyz7StrQ2+vr52EYZv5VZh2chSodlY/iwkJARBQUFwcXExu5/xS2FH5r5AEhGRfWIYtlHXrl3Dli1b4ObmZnKWzMj4J2SgfQ5lVlZWp32mTp0q3b5w4UK3r6D38fHBAw88IK26VlFRgf3793erjf4gMDAQs2fPlsbL6NKlSzh8+LDZedZ0c5YIzUFBQZg0aZL0V4sbtbW1obKyEuXl5aioqOhBL4mIyF4wDFsxNzc3tLS0dHmRVnNzs9kLgTpeOJeTk9NpydiYmBiTsNzdZZednZ0xf/58uLu7A2ivs7tr1y6Ti836O1dXV0yZMgWjRo0yqShw7do1JCUlmZ1WQpZjDM3BwcGdAm1lZSUmT55s8phWq0V1dTXKy8tRXV3dby9eJCKi/oVh2IrNmTMH0dHRqKmpwaFDh7o1n7e1tRWtra1wcXFBZmamyTZHR0dMmzZNup+ent7ts5/GcmxAe5jetWuXVZ1B9fHxwdKlS02W3dXpdDh16hRSU1N5oZWMjPWx1Wo1VCoVPD09sXnzZpNA3NTUhLKyMjg6OiI/Px95eXl3XPvXmi4QJCIiy2EYtmKBgYFwcnJCcHBwt8+4Hj58GMnJyVCpVJ3OusXHx0sl0Jqamnq07HJjYyO2bt2KOXPmoKioqEcX3vWl2tpaXL16VQrDBQUFOHToEOeaysTDwwMqlQoqlQqRkZGdyp6p1epO79Pvv//eol9Kbnf6RlcYqImIrA/DsJVydXWVVszS6/UmZcqmTp0Kg8GAkpISlJaW3jQwtLW14eLFi53anTBhgnQ/JSWlxyun6XQ67N27t0fP7Q8OHjyI+fPn4+jRo8jLy+vr7ticu+66CzExMVCr1QgJCbnp4haNjY1m38P98ey8JQK1OQzZRETyYRi2Un5+ftLtK1euwGAwAGhfCCI+Pl66sn7jxo3QarW33W5wcLB0wdv169c7TaGwRYMGDcKIESOwa9cuaRyB9nHdtGkT557KZPDgwSYXaXZ05coVaDQaaDQaVFRU2P3/A7lCtjkM3kRkbxiGrZTxrDBgWiaqY4mp69evdwrCDg4OJoHvRkVFRfjss88wadIkFBUVdbmvtbvrrrswc+ZMREdHA2ifHnLmzBmTfew9hN0pFxcXREdHIzAwEL/88ovJNo1GI4Vhg8GA0tJS5OfnQ6PRcDpKH+rN4N0VhnIi6i0Mw1aqYxiura2VbkdGRkq3S0pKTJ7j6emJ5cuXQ6PR4MKFC2YX4gDaKz/8/PPPFu5x/+Ho6Ijx48dj3LhxcHL65z+B+Ph4nD17lgH4Dnl7e0OlUkGtVmPgwIHSXxrS09NRV1cn7XflyhWkp6ejvLwcBQUFXP6YTPSXUN4dDPBE1olh2EoZL3ADTM8MG89yAp0/TIYNGwY3NzcMHz4cPj4+Nw3DtiwyMhKJiYkm4yeEQEZGBpKTkxmEeyg4OFiq/hAQEGB2H5VKhYyMDJPHblzKmsiaWWOAtxR+ESBrxjBspcyFYTc3N6k2sMFgwOXLl02e07G28I0rzimVSqsqfdZdSqUSd999NwYPHmzyeEVFBQ4ePIjKyso+6pl1mzx5MkaMGAGlUnnTfSoqKqDRaFiXmciGWeKLQE8v1r7T1+yNLzF9cWx0+xiGrdSAAQOk29euXQPQflbYeEV+eXm5yZ+dVSqVFKCbm5uRm5srbYuIiMC//Mu/IDMzEykpKTb35+qEhARMmTLFZLne5uZmJCcnIzMzk2eDb5NCoeg0Vq6urp2CsE6nQ3FxMfLy8lBQUGDTX7KIiMj6MQxbIXd3d7i5uQFoXzzDGDZUKpW0T35+vslzEhISpNvnzp2T6hIrFArMmDEDjo6OSEhIgEKhsLk/Xbu7u5sE4QsXLuDo0aNobGzsw15ZBz8/P2n+b3NzM3bs2GGyXaPRICEhAY2NjSgoKJDOALe1tfVRj4mIiLqHYdgKKZVKtLS0wNXVFVevXpUeHzhwoHS7oKBAuu3j4yNdWGcwGJCeni5tGzp0qDTHs7W1tUcLbPR3p06dQmxsLHQ6HQ4ePIjS0tK+7lK/5eDggLCwMCkAd5yOo9Pp4OzsbBJ0S0pKsGXLFpSXl/MMOxERWSWGYStUXV2Njz/+GF5eXtIZYl9fX3h6egJonwLQcRGOjnOFCwsLpSv6HR0dMXnyZGlbWloaGhoaAACjRo3CiBEj4OXlhZqaGqSlpZkE7P5IoVAgLi4OhYWFJiXldDodtm3bBq1Wa9Ol4nrKxcUFUVFRUKvViI6Olt5TN3JwcEBwcLDJhZcGgwFlZWW91VUiIiKLYxi2YnV1dVKw7XhWuKSkRDpL5+DggOHDh0vbOl44N2rUKHh7ewNoX+Xr9OnTAIDf/va3uO+++0zKtwkh8H//93/Yt28fSkpK+l2oDAwMRGJiIkJCQpCfn9/pz/msW2ueQqHAU089ddMA3NLSgqKiImg0GpY/IyIim8QwbCPOnTuH8vJyhIeHmwS/QYMGSWeM6+vrpbnEbm5umDhxorTfiRMn0NbWhsWLF2Pp0qU4cuQIfvjhBxgMBiQkJGDhwoX413/9V4wcORKbN29GWloaWltbe/cgzXB1dcWUKVMwatQo6eJBlUqF6Ojofn8mu7cFBwejtbXVZGqNEALFxcWIiYmRHtNqtdLiFyUlJf1y2WMiIiJLYRi2ITU1NaipqTF5bPTo0dLtc+fOSWeMJ0yYIJ0NNC67HB4ejiVLluCXX37B2rVrUVFRAQA4efIkTpw4gcWLF2PKlCnw9/fHhg0bcOjQoV46MvOGDh2K6dOnS2EfaJ8SkZqaapc1lG/k5OSE8PBwqf6vUqlEVlYW9u/fb7JfXl4evL29peWPq6ur+6jHREREvY9h2MoolUpERkaisrISV69eveV0hZMnT2L06NEICwuTFjxQKpUYNWqUtM+RI0dgMBigVCrh7++PrKwsVFRUQKFQQKFQSBfdlZeXo7KyEg8++CBeeuklXL16tdMiCr3Bz88Ps2bNQnh4uMnjhYWFSEpKsuspER4eHoiOjoZarUZkZCScnZ1NtqtUqk4l0rKzs5Gdnd3bXSUiIuoXGIatTHh4OO655x4A7Wf0du3a1eX+BQUFKCgogKenp1RKbOrUqdIyxOXl5dBoNAAALy8vAJACthDCJDRVVlZiw4YN0Ol0WLx4Md588028/PLLvXYW1tnZGRMnTsTo0aOlJX6B9rnThw8fNqmdbE/c3NwQFxcHtVqNkJAQabrIjYzlz1xcXFgAnoiI6B8Yhq2Mr6+vdNs4JSIuLg6XL19GbW3tTZ9nrBLh6Oho0sYvv/wi3S4rK4MQAgsXLkRaWlqncKlQKNDY2Ii1a9fCx8cH9957L+Lj43stDAcFBWHcuHHSfYPBgDNnziAlJcWu69oqFApMnTrVbAi+evWqNP2B5c+IiIg6Yxi2Msazt0D7GVFPT0/MmTMHQPuyt5s3b+7y+Xq9Ht988w1iY2MRGhqKkpISaVtJSQl27tyJhx56CA8++CC++uork2WKhRBwcHCAwWDAd999h9mzZ2PmzJnYs2ePNJ1CTiUlJcjOzsbQoUNRUlKCgwcPmpSQs2Udy5+lpaWhqqpK2tbU1ITy8nKEhoZKpc6MAdiep4wQERHdDoZhK9Ox3JlWq0VYWJh037iqHACo1WoUFBTcNKDm5OQgJydHuu/o6Ai9Xo8dO3YgJiYG8+fPR2trK7799luT4GU8s2isV6zVajtNp7AE4xnsGy8IPHLkCAoLC+1ijqu3tzdUKhVUKhXCw8OlqSG1tbUm/08AIDU1FS4uLix/RkRE1E0Mw1amYxiura01qRZhPMs7cOBAzJ8/H/X19UhNTcXZs2dv2a6xfJZGo8HWrVvx9NNP45FHHkFAQAC+/fZbaDQaNDc3S6F33Lhx8PT0lOXMbGRkJGbNmgVnZ2d8/vnnJiXcGhsbbToIBwUFQa1WQ61WSysD3kitVuP48eMmjxnnfRMREVH3MAxbEUdHR5OL3LRarUlFBePcXeOKc0qlEgMGDAAADBgwANeuXYMQAu7u7hg5ciSmTJmChoYGNDY2Yvfu3airq4Ner0dSUhKam5vxm9/8BjNnzkRUVBSOHj2KY8eOITc3F+PHj8eiRYug1+uxbds2ix2fUqnE3XffjcGDB0uPTZ48GYcPH7bYa/RX0dHRmDNnDpRK5U33qaiokOr/EhERkWUwDFuRjhe+abVaKJVK+Pn5AWifIlFeXg5XV1eTBRQyMzPh5OSERYsWoampCUlJSXjhhRcwZswYuLm5QafTSdv//ve/4/jx48jNzcXx48dRVVWFBQsWYOLEiVi+fDkee+wx1NTUYMCAAWhubsZ//ud/orS09I6PS6FQICEhAZMnT4aLi4v0eEtLi8kCEbbCzc2t01SGurq6TkFYp9OhuLgYGo0G+fn5qK+v781uEhER2QWGYSvSMQxfvXoV0dHR0v3i4mLodDoMHz5cKptWWVmJ6upqjB07Fp6envD09MR7772HkJAQ7N69G0eOHIFer8f999+PSZMm4cknn0RcXBy2b9+OEydOIC8vDx9//DH27duH8ePHS5Uc9u3bh7S0NKSlpd3xMYWGhiIxMbHTlIALFy7g6NGjUjk4azdgwABp+kNwcDD+9re/SUtpA+2VQWpra+Hi4oL8/Hzk5+ejsLDQrqtkEBER9QaGYStinPIAANeuXYNKpZLuG5cejo+Plx7LysqCm5sbxo8fD6B9PmpYWBi2bduGTZs2SUEzKysLU6dOlUKxr68vHB0dkZKSgoaGBmRkZCAjIwOff/459Hq9RapGuLu7Y9q0aRgxYoTJ4zU1NUhKSjKpcmGNFAoFwsLCpAB81113mWxXqVSdFiz57rvvUFdXx/JnREREvYhh2Ir4+/tLt69fv24SfPPz8xEVFSVNm2hpaUF2djamTp0qLbus1+vh4uKCjIwMNDY2mqwwd+zYMZSVlaG6uhrz5s3D448/jqKiIhQVFUmVJix1llKhUGDJkiUmZ7rb2tqQkpKCM2fOyF6iTS4dy59FR0dL434jg8FgciGkkVarlbuLREREdAOGYStSUVEBV1dXBAQEwMHBQSq1VVVVBa1Wi1mzZkn7ZmVlwdPTEyNHjpQeKysrAwBpGgUAk+CZn5+Pr776Cg4ODnjwwQexcuVKrFq1yuJTFYQQSE1Nxdy5cwEAly5dwuHDh61+TuyUKVOQkJBgdltraysKCwuh0WhY/oyIiKgfYRi2Ih3n6U6ePFl6vLS0FJ6enoiKipIeS09Px9SpU+Hg4AAAuHz5MnJzc7F48WIsW7YMWVlZnWr4Au3zjDdu3IiYmBiMGjUKcXFxOHny5B3123hmuaOsrCyEh4cjOzsbhYWFd9R+bwsKCoKfnx8uXLhg8nh+fr5JGK6rq5MWvygpKek0BkRERNT3GIatVFFREZydnREWFobi4mIMGzZMCr7FxcVwdXXFkCFDpP2PHTuGK1euIC0tDWPGjMEjjzyCrVu3dgrECoUC165dw+eff44//OEPmDBhwh2F4djYWEyfPh27d+9GeXm5yba9e/f2uN3e5OjoiIiICKjVaqhUKiiVSuh0OuTm5ppMHSkpKUFJSQmKi4uRl5eH6urqPuw1ERER3Q6GYStVWlpqUtZs2bJl0u2srCxMnz5dup+bm4vKykoIIfDJJ5/gjTfewEMPPYS2tjbs2bPHJKQaL96qqalBW1tbj+exDhgwAImJiVId5MTERHz99ddWc3GYh4cHoqOjoVarERkZCWdnZ5PtTk5OiIyMRF5envSYXq/H1q1be7urREREdAcYhm3Ed999h7i4OAwbNgwGgwEREREA2ucEJycnSyE0Pz8fW7ZswfLly7Fs2TL4+fnhxx9/RFZWlsn84ZEjR0KhUOD69evd6oeTkxMmTpyIMWPGSHOagfZw6ePj0+32elt8fDxiY2MREhIChUJhdp+mpibk5+eblEYjIiIi68QwbCWMC1I0NDTg/PnznS5qa21tleYUjxs3Dnq9Ho6OjkhPTzdZuEKn0+HHH39EW1sbFi9ejHnz5iEmJgapqanYtWsXmpubMWnSJCxcuBDFxcXYtWvXbfdRrVZj5syZ8Pb2lh4zGAw4c+YMTpw4YbKscn8VHh6O0NDQTo9fvXpVWv2trKzMas5wExERUdcYhq1EbGysVKu2tLS0ywoPqampyMnJwdixY3HixAmTbQqFAkIIHDhwAFVVVZg7dy5mzJiBZcuWYcGCBdDr9XBzc0NlZSVWr159W2XOfHx8MHPmTJO6x0D7HNqkpCSzF+r1FWP5M5VKhcbGRhw9etRku0ajQUxMDAwGA8rKyqQAfO3atT7qMREREcmJYdhKeHl5SbcXL16M0tJSZGVldapoYFRXV4dDhw51erzjGc2MjAwUFBRg27ZtmD9/PgIDA+Hl5YXDhw8jNTVVKsXWldjYWMydO9ekXFtTUxOOHDly0771Ni8vL+nit/DwcGn6RkNDA3755ReTMcnPz8fevXtZ/oyIiMhOMAxbAQ8PDynAtbW1wdnZGQMHDkRtbS0GDBiAixcv9rhygVarhVarxZ///GcAgIODQ7cWvaiqqpLm1gohkJmZieTk5D4PkkFBQVIADgwMNLuPp6cngoODTS4gbG5uRnZ2dm91k4iIiPoYw7AVuHEOrpFOp8P48eMxfvx4XL58GT/99FOPFq7oGIC7u/rb1atXcfr0aURFReHgwYOoqKjo9utbkpOTE5544gmTM+k3qqyslKY/VFVV9WLviIiIqL9hGLYCHZct7lihwXihV3BwMFQqFaKionDq1CmcOnWqW2dmDQaD2YUxOlIoFIiPj4cQAunp6SbbTpw4gePHj/f6RWXu7u4A2qdlGOl0OtTV1ZmEYb1eL9X+zc/Pt/qV7oiIiMhyGIatgPHCOeCfSym3tLQgICAAPj4+mDx5MvR6PXx8fODh4YGSkhLk5+ffsl0vLy8kJiZi3759JoHyRqGhoUhMTERAQADa2tqg0WhMyor15spqAwYMkKY/hIaG4uTJkzh+/LjJPhqNBr6+vsjPz0d+fj4KCwtNFscgIiIiMmIYtgJ+fn6dHmtuboa7uzvi4uKk+9HR0XBwcDA5K2qsHmHOggUL8NRTT2HWrFl4+eWXO4Vad3d3TJs2DSNGjJAec3Z2xtixY81enCcHhUKBsLAwqFQqqNVqk7PkQHs5txvD8NmzZ3H69GmWPyMiIqJbYhi2AgEBAZ0ec3d3x8CBAxEYGIiysjKcO3cOw4YNQ0REBF588UVs3rwZBw8ehBDipoH45MmTmDdvHvbs2dMpCI8YMQLTpk2TpiIA7RfvnThxAmlpaZY/yA6cnZ0RFRUlnQF2c3Mzu5/BYEBrayucnJyg0+mkxzveJiIiIuoKw3A/5+zsLE2TMAZbAHBzc0NgYCDa2tqQmZmJxsZG7Ny5E76+vli6dCl++9vfwt/fH9u3b5cWu7ixUkROTg6WL19uMkUiMDAQiYmJCAkJMelHbm4uDh8+3Currvn4+OCBBx4wu621tRVFRUXQaDQoKCjocnoHERER0a0wDPdzHZcFNv7XWF7t/PnzuHLlChobGyGEwM8//4ympiZUVFTg6aefxlNPPQV/f398++23qKmpkS6UmzhxIk6fPo2WlhYpTDo5OWHatGkYNWoUHBwcpNevra1FUlISCgoKLH5sgYGBGDRoEDIzM00uaqupqUFtbS18fHwAtNdM1mg0yM/PR3Fxca/OUSYiIiLbxjDcz5WXl2P79u2YMWMGBgwYAKD9bDEANDY2SiE1MzNTWultz549qKqqwvPPP48lS5YgICAAX375JfLz8zFnzhysWrUKSUlJ+O///m/pdYQQiIqKkoKwTqfD6dOncerUKYtNO3B0dERERARUKhVUKpU0t7mhoQEZGRkm+549exaurq4sf0ZERESyYhju59ra2lBQUAC1Wg13d3eTObzGM8VNTU1ITk42ec7x48dx5coVPPfcc0hMTMRdd92FtLQ03HfffWhtbcWnn35q8jp6vR4HDx7Eww8/jMLCQiQlJeH69et33H93d3dER0dDrVYjMjISLi4unfZRq9WdwvCZM2fujy1figAAGtZJREFU+LWJiIiIboVh2Er8/PPP+Pnnn/HII49g4MCBJttSU1M71RUWQiAnJwd/+tOfsGTJEsyfPx8JCQlwcHDAK6+8An9/f1RWVpo85/Lly/jmm29MVmTrqYiICEyaNAmhoaFSaL9RU1MT8vPzkZeXd8evR0RERNQTDMNWZuvWrYiIiMC9994LpVKJhoaGTotgdFRaWoodO3Zg5MiRUKlU+OKLLzBy5Ej4+PigtbUVubm5JvtbIggD/yyJdqNr165J839LS0tZ/oyIiIj6FMOwFbp8+TI+/fRTDBkyBAqFoss5vS4uLrj33nuhUqmQnp5usrTzzJkzUVRUJFWb6A4XFxdERkZCrVYjIiICmzZtMlnYoqSkBC0tLXB2dkZ5eTk0Gg00Gg2uXbvW7dciIiIikgvDcD+mUCjw1FNPoa2tDc3Nzfj222+lbcZpELcyY8YMLFmyBDU1NSYVIZqamnD8+PFuBWGlUgmVSoVBgwYhPDzcZGnoyMhIk+kOer0eu3btQk1NDcufERERUb/FMNyPKRQK6Uxua2srPD090dDQcNvPj4iIQEJCAoqLi3H27FkA7SE6MzMTycnJneYZmxMYGAi1Wg21Wo3AwMCb7hceHt5p7m9xcfFt95WIiIioLzAM92MdLzxzcXHBr3/9a2zbtg3V1dVdPs/T0xN33303hgwZAp1Oh7S0NAghUFVVhZ9//hkVFRW39fpz5841WYr5RpWVlcjPz2f5MyIiIrJaDMP9WMfFL4D2kLt06VJs3bq1y0A7adIkDBkyRLrf3NyMlJQUnD171uwFa+7u7vD19UVZWZnJ4yUlJSZhWK/Xo7i4WArAvbEaHREREZGcGIb7sRvDMNC+Utzo0aPx448/3vR5ycnJiImJgbu7Oy5cuICjR4+isbHRZB9fX19p+kNoaCiampqwfv16k30KCgrQ2NiIwsJCaDSaHl9sR0RERNRfMQz3Yx0vUDMyGAz45ZdfpPuurq4wGAwmlRyamppw4MABtLS0SPN2FQoFQkNDpQDs6+tr0q6HhweCg4NNzjibC8hEREREtqTzqUcbUlFRgRUrVkCtVsPNzQ1BQUF44IEHcPDgwTtqV6vV4o033sDQoUPh4eEBPz8/JCYm4vvvv7dQz9s5OXX+rlJbWytdRDdixAg8/vjjmDZtWqf98vLyUFxcjEGDBuGee+7Bs88+i8WLF2Ps2LGdgrAQAqWlpWbDNxEREfUv1p5v+huFsNFVDzIzMzFr1ixcuXIFAODt7Y36+noYDAYoFAq89957WL16dbfbLSkpwfTp06UyZUqlEs3NzVKt3+effx6ffPLJHfd/zJgxKC4uxu9+97tO2y5evAhvb2+EhIQAaA+zW7ZsMbtgxpIlSxAaGtrp8dbWVhQVFUGj0aCgoIDlz4iIqE/V19cjPj4eaWlpvfJ6Y8aMQXp6OpRKpeyvZcljs/Z80x/Z5JnhpqYmPPjgg7hy5QoSEhKQlZWF2tpaXLt2Da+++iqEEFizZg3279/frXaFEHj44YdRUFCAqKgoJCcno66uDnV1dfjjH/8IBwcHrFu3Dp9++qlFjsPcmeG2tjbExMRIQRhoP95Ro0YhLi6u0/4ajUa6XV9fj4yMDGzbtg3r1q3D7t27ceHCBQZhIiIiK2Ar+aa/sckw/Ne//hVFRUVQKpXYvXs3hg8fDqD929MHH3yAhx56CEIIvPbaa91qd+fOnTh58iQcHBywfft2TJ48GQDg5uaGlStX4sUXXwQAvPXWW7JcaCaEgLOzs3RhncFgQEtLCzw8PDBs2DDEx8d3ek5ubi5OnDiBzZs3Y8OGDTh48CAKCwuh1+st3j8iIiKSj63mm75mk2H466+/BgA8+uijCAsL67R95cqVAIAzZ87g4sWL3W539uzZZoPn73//eygUClRUVCApKaknXe9Sx7rDQHu1CVdXV+l+QECAyXLLAHD9+nUcP378tmsLExERUf9kq/mmr9lcGK6rq5Pm5Nxzzz1m95k4cSJ8fHwAoFuTzQ8dOtRlu2FhYdK3tN58s7S0tCAnJwe7d+/uVEKNiIiIrJ895pveYnOl1bKzs6WFJYz/427k4OCAIUOG4NSpU7hw4cJttVtVVSVNVr9ZuwAwbNgwZGVl3Xa7PXXt2jVoNBrk5+ejrKwMBoNB1tcjIiKivmMv+aYv2FwY7lhRwVwVhRu3mavA0JvtjhkzxuzjGRkZMBgMWLduHfR6PRwdHaHX69HS0oKWlhbp6k4iIiJbYDAYpEoGvfma9fX1vfI62dnZN/3Mv50qE9aWb6yJzYVhYw1eoH2Z4Zvx8PAAgNv+RyBXuzdjMBjg4OBgdk4QWUZ2djYAYOjQoX3cE9vFMe4dHGf5cYzll5GRYfJZK7fY2Nheey0Adxz0bSXf9Ec2F4atzc2+DRq/PfZWvUV7xDGWH8e4d3Cc5ccxlt/NzprKxXjRGJHNXUDn6ekp3e6qfq7xQrPbLbYtV7tEREREt8J8Ix+bC8Md57uUlZXddD/jto6LV/RFu0RERES3wnwjH5sLw7GxsVI93vPnz5vdx2AwSPX3hg0bdlvtBgQEwN/fv8t2AUhXWd5uu0RERES3wnwjH5sLw15eXhg7diwA4MCBA2b3OXnyJGprawEAiYmJt932zJkzu2y3tLRUeiN1p10iIiKirjDfyMfmwjDQvjIL0D453lwJkA8++ABA+2T9IUOGdLvd/fv3IyMjo9P2P//5zxBCICQkRHpjEREREVkC841MhA1qbGwUkZGRAoAYPXq0OH/+vBBCCK1WK1auXCkACABi3759nZ5r3Pb222932mYwGMSECRMEABEdHS1SUlKEEEI0NzeLDz74QDg4OAgAYsOGDbIeHxEREdkf5ht52GRpNXd3d+zcuROJiYk4c+YMhg8fDm9vb9TX18NgMEChUOC9997D3Llzu9WuQqHA999/j+nTp6OgoACTJk2CUqlEc3OztAjGc889h6efflqOwyIiIiI7xnwjD5ucJgEAo0aNQlZWFl588UWoVCq0tLTAz88P8+bNw4EDB7B69eoetTtw4ECkp6djzZo1iI2NhU6ng5eXF2bOnImtW7di3bp1Fj4SIiIionbMN5anEOIfC10TEREREdkZmz0zTERERER0KwzDRERERGS3GIaJiIiIyG4xDBMRERGR3WIYlllFRQVWrFgBtVoNNzc3BAUF4YEHHsDBgwfvqF2tVos33ngDQ4cOhYeHB/z8/JCYmIjvv//eQj23LpYe5+rqavz1r3/FokWLpDY9PT0xdOhQvPDCC8jLy7PwEfR/cr2XO9Lr9Rg7diwUCgUUCgXeeecdi7VtDeQc49LSUqxevRpxcXHw9vaGUqlETEwMHn30UezcudMCvbcOco3x9u3bcf/99yMkJATOzs7w8vJCfHw8Vq9ejcrKSgv1vv+rq6vDrl278Oabb+JXv/oV/P39pX/POTk5d9w+P/tIFn1d6NiWZWRkCD8/P6nQtbe3t1S4WqFQiPfff79H7RYXF4vo6GipXaVSKZycnKT7zz//vIWPpH+TY5w7jqdxjF1cXKT7bm5uYvPmzTIcTf8k13v5Rh999JHJuJsrDm+r5BzjrVu3Ci8vL6ltDw8P4enpKd1PTEy04JH0X3KMsV6vF8uWLTN533p5eQlHR0fp/oABA8SpU6dkOKL+Z/v27SZj0fEnOzv7jtrmZx/JhWFYJh1XiUlISBBZWVlCCCFqa2vFq6++Kv3yNbdKTFc6rhITFRUlkpOThRBCNDU1iT/+8Y82v0rMjeQaZwBi+vTp4osvvhDl5eVCCCF0Op04duyYiI+PFwCEk5OTyMjIsPgx9TdyjfGNiouLhVKpFJGRkSIoKMiuwrCcY/zDDz9Iwew3v/mNyMnJkbbV1NSIv//97+LDDz+02LH0V3KN8fr166Uw9tJLL4nKykohhBBtbW3ip59+EhEREQKAUKvVQq/XW/y4+pvt27eLwMBAcd9994m3335bbNiwwSJhmJ99JCeGYZkYz3AplUpRUlLSaftDDz0kLafYHcZv3Q4ODuLs2bOdtr/00ksCgAgODhYtLS097r+1kGucjxw5ctNtVVVVIjAwUAAQjz/+eLf7bG3kGuObtbNz504ptNhLGJZrjGtra0VISIgAINasWWOp7lolucZ4+vTpAoCYNWuW2e2HDh2SwqC539m2RqfTmdwvKCiwSBjmZx/JiWFYJmPHjhUAxDPPPGN2e3JysvQLouOZmlt5+OGHBQAxd+5cs9tLSkqEQqEQAMTevXt71HdrItc438rjjz8uAIi4uDiLtdlf9cYY79y5UwAQ999/vxBC2F0YlmuM//KXvwgAYuDAgaK1tdVS3bVKco3xkCFDBADx6quvmt2u1Wqldo8dO9ajvlszS4VhfvaRnHgBnQzq6uqQlpYGALjnnnvM7jNx4kT4+PgAQLcu3Dh06FCX7YaFhWH48OEAgKSkpNtu1xrJOc634ufnB6D9gi9b1htj3NDQgBdeeAHu7u743//935531krJOcZff/01AODhhx+Gs7PzHfbUesk5xlFRUQCAs2fPmt1ufF1XV1cMGzbsttslU/zsIzkxDMsgOzsb4h+rXBv/cd7IwcEBQ4YMAQBcuHDhttqtqqrClStXumwXgPQL93bbtVZyjfPtOHLkCABgxIgRFmuzP+qNMX7zzTdRXFyMNWvWSMHCnsg1xs3NzUhPTwcAJCQkICcnB0uXLkVgYCDc3NygUqnw/PPPo7Cw8M4Pop+T83389NNPA2gPYC+//DKqqqoAADqdDvv27cPy5csBAG+99RZ8fX17fAz2jJ99JDeGYRmUl5dLt0NDQ2+6n3Fbx/37ol1r1VfjsXPnTpw+fRoA8MQTT1ikzf5K7jE+e/Ys/ud//geDBw/GqlWretZJKyfXGBcWFqKtrQ0AcOnSJYwePRpbtmxBQ0MDnJ2dUVBQgPXr12PUqFE4fPhwzw/ACsj5Pl64cCHeffddODo64i9/+QuCgoLg7e0NNzc33HvvvfDy8sKmTZuwZs2anh+AneNnH8mNYVgGDQ0N0m13d/eb7ufh4QEAqK+v79N2rVVfjEdpaSmeeeYZAMCDDz6Ie++9947b7M/kHGODwYBnn30Wer0ea9euhYuLS887asXkGuPr169Lt99//334+vpi3759qK+vR11dHZKTkzF48GBotVosWrQIV69e7eER9H9y/6547bXX8Pnnn8PT0xNA+7QM4xSqhoYG1NTUwGAwdLfb9A/87CO5MQwT3ab6+no89NBDqKqqQmRkJP72t7/1dZes2scff4zU1FQ88sgjmDNnTl93x+Z0DF8GgwFffvkl5s6dC4VCAQCYPHkyvv/+ezg4OKCmpgYbN27sq65atbq6OjzwwAN47LHHMHPmTJw8eRJarRaFhYVYv349tFotVq5ciWXLlvV1V4noJhiGZWA8OwAATU1NN92vsbERAKBUKvu0XWvVm+PR3NyM+fPn4/Tp0wgICMC+ffvg7+/f4/ashVxjXFZWhjfeeANeXl746KOP7qyTVk6uMe643/Dhw5GYmNhpn7i4OMyePRuAZS8w7W/k/F3xyiuv4IcffsDs2bOxe/dujB8/Hl5eXoiMjMSzzz6Lbdu2QaFQYMuWLdi7d2/PD8KO8bOP5MYwLIOOc5rKyspuup9xW0hISJ+2a616azxaW1vx8MMPIykpCXfddRf2798vXWhj6+Qa49deew1arRarVq2Ct7c36uvrTX6MFzu1trZKj9mq3vh90dX71bituLj4ttq1RnKNsVarxaZNmwAAL730ktl9ZsyYgdGjRwOAXS17bUn87CO5MQzLIDY2VvpT5Pnz583uYzAYcPHiRQC47XI7AQEB0tnIm7UL/PNKWlsv4yPXOHek0+mwdOlS/PDDD1Aqlfjxxx8RHx/f805bGbnGuKioCEB7JQkvL69OP5cvXwbQPtfV+JitkmuM/f39ERQUdNv9MPbBFsk1xrm5udLc4Ojo6Jvup1KpAMAuKnfIgZ99JDeGYRl4eXlh7NixAIADBw6Y3efkyZOora0FALN/vryZmTNndtluaWmp9MuiO+1aIznHGWj/cFy+fDm2bdsGd3d37Nq1C5MmTbqzTlsZuceY5B1j4xQIY8gzJycnBwBsuqydXGPs4PDPj1DjFzhzjF/+bPlLndz42Uey6ssVP2yZcelPLy8vUVZW1mn7ggULBAAxZsyYbrXbcUnK9PT0TttfeeUVAUCEhITYxZKUco2zwWAQTz75pAAgXFxc7HpFI7nGuCv2tgKdXGO8b98+afWvAwcOdNqemZkpHBwcBACxdu3aHvffGsgxxg0NDcLV1VUAEAsWLDC7T1pamnBychIAxJ/+9Kce999aybEcMz/7yNIYhmXS2NgofaCPHj1anD9/XgjRvjTnypUrpV8O+/bt6/Rc4zZzQcBgMIgJEyYIACI6OlqkpKQIIYRobm4WH3zwgfTBtmHDBlmPr7+Qa5xXrFghAAgnJyexY8cOuQ+jX5NrjLtib2FYzjGeM2eOACBCQ0PF/v37hcFgEEIIcfz4cTF48GDpd0lDQ4Nsx9cfyDXGzzzzjLT9qaeeEpcvXxZCCNHU1CR27NghwsPDBQDh7e0tqqurZT3G/qK6ulr6OXPmjDQ+KSkpJtv0er3J8/jZR32FYVhG6enpws/PT/oH7u3tLf2DVSgU4v333zf7vFt9uBUXF4vo6GhpP6VSKZ15ACCee+45GY+q/7H0OBcVFUnbnJ2dRVBQUJc/9kCu9/LN2FsYFkK+Ma6pqRFxcXHSfh4eHsLLy0u6HxoaKs6dOyfjkfUfcoxxXV2dmDp1qrQPAOHp6Sm1azwbbS5k26qOY9HVT0FBgdnn8bOPehvnDMto1KhRyMrKwosvvgiVSoWWlhb4+flh3rx5OHDgAFavXt2jdgcOHIj09HSsWbMGsbGx0Ol08PLywsyZM7F161asW7fOwkfSv1l6nDvWZ21ra0NlZWWXP/ZArvcy/ZNcY+zn54fU1FT84Q9/QEJCAhwcHKDT6TB8+HCsWbMGmZmZNr+suJEcY6xUKnH48GF89tlnmDt3LgICAtDS0gJ3d3eMGDECL7/8Ms6dO4e5c+fKcET2hZ99JBeFEP+oYUREREREZGd4ZpiIiIiI7BbDMBERERHZLYZhIiIiIrJbDMNEREREZLcYhomIiIjIbjEMExEREZHdYhgmIiIiIrvFMExEREREdothmIiIiIjsFsMwEREREdkthmEiIiIislsMw0RERERktxiGiYiIiMhuMQwTkc1qbGzExo0bcf/99yM8PBzu7u5wcXGBv78/Ro8ejcceewxr167FpUuXOj33nXfegUKhMPvj5eWFQYMGYfHixdixYweEEH1wdEREZAkKwd/iRGSDTp48iSVLlqCwsPC29m9qaoKbm5t0/5133sF//Md/3NZzZ8yYgZ07d8LHx6cnXSUioj7k1NcdICKytNzcXMydOxdarRYAMG/ePCxatAhDhgyBm5sbrl69iszMTBw6dAgHDhxAU1NTl+199tlnGDduHABACIGSkhKkpaXhww8/xPXr13HkyBH8+te/xu7du2U/NiIisiyGYSKyOa+//roUhDdu3Ignn3yy0z6zZs3CSy+9BK1Wi88//xyOjo43bS86OhojRoyQ7sfFxeFXv/oVnnjiCYwZMwaVlZXYs2cP0tLSMGbMGMsfEBERyYZzhonIpuj1euzZswcAMHbsWLNBuCNvb2+8+OKLcHZ27vZrhYWF4Xe/+510/8CBA91ug4iI+hbDMBHZlOrqamnag1qtlv31Ro8eLd0uLi6W/fWIiMiyGIaJyKa4urpKt7Ozs2V/vY7TK3pydpmIiPoWwzAR2RRfX19ERUUBADIzM/Hee+/BYDDI9noXLlyQbhtfl4iIrAfDMBHZnBUrVki3X3/9dURHR+Pf/u3f8M033yAvL89idYEbGhqwbt06AICTkxMWLFhgkXaJiKj3MAwTkc1ZsWIFnnnmGen+5cuXsXbtWjz66KOIiYlBQEAAFi5ciK1bt0Kn03WrbWNptR07dmDcuHHIy8sDAPz+979HRESERY+DiIjkx0U3iMhmJSUl4aOPPsK+ffvQ1tZmdp/Y2Fhs3rwZCQkJJo/f7qIbfn5+WLVqFVatWmWRPhMRUe9inWEislmzZs3CrFmzUF9fj5SUFKSmpiItLQ1HjhzBlStXAAA5OTmYMWMGUlJSMHz48G6/xowZM/D0009buutERNRLeGaYiOyOTqfDrl27sGLFCpSUlAAAZs+ebVInuOOZ4Y4r0DU3N6OgoACfffYZfvrpJwDAmDFjcOzYMZPlnImIyDpwzjAR2R3jxW4//vgjXFxcALRPqbh69arZ/Y0r0I0YMQJjx47FokWLsHfvXmlqRFpaGv793/+91/pPRESWwzBMRHYrLi4OEyZMAAAYDAZoNJpuPf/dd9/FyJEjAQCffPIJLl26ZPE+EhGRvBiGiciuhYaGSrcVCkW3nuvk5IT33nsPQPvUi7feesuifSMiIvkxDBOR3RJCIC0tDUB7EO7Johnz5s2TlmT+7rvvcPHiRUt2kYiIZMYwTEQ2pb6+HuPHj8euXbug1+u73Pftt9+W6gRPmzYN/v7+PXrNN998E0D7VIt33323R20QEVHfYGk1IrI5qampmD9/PkJCQjB//nxMmjQJ0dHR8Pb2Rl1dHTIzM/HVV18hJSUFAODq6ooPP/ywx683f/58xMXF4dy5c9i8eTPefvttqNVqSx0OERHJiGGYiGyKk5MTgoODUVFRgfLycqxfvx7r16+/6f4DBw7EF198gbFjx/b4NRUKBV5//XUsWbIEer0e77//PjZu3Njj9oiIqPdwmgQR2RQ3NzeUlZXh+PHj+K//+i/MmzcPgwYNgqenJxwdHeHl5YWYmBgsXLgQmzZtwsWLFzFr1qw7ft1FixZhyJAhAIAvv/wSly9fvuM2iYhIflx0g4iIiIjsFs8MExEREZHdYhgmIiIiIrvFMExEREREdothmIiIiIjsFsMwEREREdkthmEiIiIislsMw0RERERktxiGiYiIiMhuMQwTERERkd1iGCYiIiIiu8UwTERERER2i2GYiIiIiOwWwzARERER2S2GYSIiIiKyWwzDRERERGS3GIaJiIiIyG4xDBMRERGR3WIYJiIiIiK7xTBMRERERHbr/wESy3eV4JGZlgAAAABJRU5ErkJggg==\n"},"metadata":{"image/png":{"width":353,"height":327}}}],"source":["#load contingency_table func\n","from gewitter_functions import get_contingency_table,make_performance_diagram_axis,get_acc,get_pod,get_sr,csi_from_sr_and_pod\n","\n","#make axis to plot on \n","ax = make_performance_diagram_axis()\n","\n","#make list of colors so each method shows up as a different color\n","colors=['b','r','g','y','LightGreen','k']\n","legend_labels = ['LgR','NB','DT','RF','GBT','SVM']\n","\n","#loop over all trained models \n","for idx,model in enumerate(model_list):\n"," #get predictions \n"," yhat = model.predict(X_validate)\n"," #the contingency table calculator expects y_true,y_pred\n"," cont_table = get_contingency_table(y_validate,yhat)\n"," \n"," #get metrics\n"," accuracy = get_acc(cont_table)\n"," pod = get_pod(cont_table)\n"," sr = get_sr(cont_table)\n"," csi = csi_from_sr_and_pod(sr,pod)\n"," \n"," ax.plot(sr,pod,'o',color=colors[idx],markerfacecolor='w',label=legend_labels[idx])\n"," \n"," print('{} accuracy: {}%'.format(legend_labels[idx],np.round(accuracy,0)))\n"," \n","ax.legend()"]},{"cell_type":"markdown","id":"bae30ce5","metadata":{"id":"bae30ce5"},"source":["As shown in the paper, all of the methods basically have the same results with some minor differences. If we look at the AUC of the ROC curve we will see something similar. Just one note though, the SVM method we used here (LinearSVC) does not support ```model.predict_proba```, so we will leave it off here. "]},{"cell_type":"code","execution_count":6,"id":"5cd2b3a5","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":457},"id":"5cd2b3a5","executionInfo":{"status":"ok","timestamp":1648654170191,"user_tz":300,"elapsed":3845,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"3ef8c43f-082b-4aab-9caf-49333001b14f"},"outputs":[{"output_type":"stream","name":"stdout","text":["LgR AUC: 0.9\n","NB AUC: 0.9\n","DT AUC: 0.9\n","RF AUC: 0.9\n","GBT AUC: 0.9\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"image/png":{"width":288,"height":351}}}],"source":["#load contingency_table func\n","from gewitter_functions import get_points_in_roc_curve,get_area_under_roc_curve\n","\n","#something to help with annotating the figure\n","import matplotlib.patheffects as path_effects\n","pe = [path_effects.withStroke(linewidth=2,\n"," foreground=\"k\")]\n","pe2 = [path_effects.withStroke(linewidth=2,\n"," foreground=\"w\")]\n"," \n","#make figure\n","fig = plt.figure(figsize=(4.1,5))\n","#set facecolor to white so you can copy/paste the image somewhere \n","fig.set_facecolor('w')\n","\n","#make list of colors so each method shows up as a different color\n","colors=['b','r','g','y','LightGreen','k']\n","legend_labels = ['LgR','NB','DT','RF','GBT','SVM']\n","\n","ax = plt.gca()\n","\n","#loop over all trained models \n","for idx,model in enumerate(model_list[:-1]):\n"," #get predictions \n"," yhat_proba = model.predict_proba(X_validate)\n"," \n"," #lets just focus on the output from class 1 (note, the sum of these two columns should be 1)\n"," y_preds = yhat_proba[:,1]\n"," \n"," #get the roc curve\n"," pofds, pods = get_points_in_roc_curve(forecast_probabilities=y_preds, observed_labels=y_validate, threshold_arg=np.linspace(0,1,100))\n"," \n"," #get AUC \n"," auc = get_area_under_roc_curve(pofds,pods)\n"," \n"," ax.plot(pofds,pods,'-',color=colors[idx],label=legend_labels[idx])\n"," \n"," print('{} AUC: {}'.format(legend_labels[idx],np.round(auc,2)))\n"," \n","ax.legend()\n","\n","#set some limits\n","ax.set_xlim([0,1])\n","ax.set_ylim([0,1])\n","\n","#set the no-skill line\n","ax.plot([0,1],[0,1],'--',color='Grey')\n","\n","#label things\n","ax.set_title(\"AUC of ROC Curve\")\n","ax.set_xlabel('POFD')\n","ax.set_ylabel('POD')\n","\n","plt.tight_layout()"]},{"cell_type":"markdown","id":"b571030d","metadata":{"id":"b571030d"},"source":["Congrats, you have now trained and evaluated multiple models with the same data! I encourage you to go ahead and now code up how to do it with all the data as inputs. Please note, it does take a bit longer to train, but shouldn't take more than 5-10 mins.\n","\n","### Regression, simple \n","We will start off the same as Notebook 5."]},{"cell_type":"code","execution_count":7,"id":"53cf6864","metadata":{"id":"53cf6864","executionInfo":{"status":"ok","timestamp":1648654181652,"user_tz":300,"elapsed":6246,"user":{"displayName":"Randy C","userId":"12301342565919601334"}}},"outputs":[],"source":["#needed packages \n","import xarray as xr\n","import matplotlib.pyplot as plt \n","import numpy as np\n","import pandas as pd\n","\n","#plot parameters that I personally like, feel free to make these your own.\n","import matplotlib\n","matplotlib.rcParams['axes.facecolor'] = [0.9,0.9,0.9] #makes a grey background to the axis face\n","matplotlib.rcParams['axes.labelsize'] = 14 #fontsize in pts\n","matplotlib.rcParams['axes.titlesize'] = 14 \n","matplotlib.rcParams['xtick.labelsize'] = 12 \n","matplotlib.rcParams['ytick.labelsize'] = 12 \n","matplotlib.rcParams['legend.fontsize'] = 12 \n","matplotlib.rcParams['legend.facecolor'] = 'w' \n","matplotlib.rcParams['savefig.transparent'] = False\n","\n","#make default resolution of figures much higher (i.e., High definition)\n","%config InlineBackend.figure_format = 'retina'\n","\n","#import some helper functions for our other directory.\n","import sys\n","sys.path.insert(1, '../scripts/')\n","from aux_functions import load_n_combine_df\n","(X_train,y_train),(X_validate,y_validate),(X_test,y_test) = load_n_combine_df(path_to_data='../datasets/sevir/',features_to_keep=np.arange(0,1,1),class_labels=False,dropzeros=True)"]},{"cell_type":"markdown","id":"467dca24","metadata":{"id":"467dca24"},"source":["Now we will initalize a list of *Regression* models"]},{"cell_type":"code","execution_count":8,"id":"b028d912","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"b028d912","executionInfo":{"status":"ok","timestamp":1648654181652,"user_tz":300,"elapsed":6,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"c9dd1541-78cb-4e8a-a658-490a54ef4838"},"outputs":[{"output_type":"stream","name":"stdout","text":["[LinearRegression(), DecisionTreeRegressor(), RandomForestRegressor(), GradientBoostingRegressor(), LinearSVR()]\n"]}],"source":["from sklearn.linear_model import LinearRegression\n","from sklearn.ensemble import RandomForestRegressor,GradientBoostingRegressor\n","from sklearn.tree import DecisionTreeRegressor\n","from sklearn.svm import LinearSVR\n","\n","#initialize\n","model_list = [LinearRegression(),DecisionTreeRegressor(),RandomForestRegressor(),GradientBoostingRegressor(),LinearSVR()]\n","\n","print(model_list)"]},{"cell_type":"markdown","id":"98a67c80","metadata":{"id":"98a67c80"},"source":["Now go train your ML regressors!"]},{"cell_type":"code","execution_count":9,"id":"7abab05e","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7abab05e","executionInfo":{"status":"ok","timestamp":1648654231034,"user_tz":300,"elapsed":49386,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"513fd1c8-59d2-448a-f03f-608480850d05"},"outputs":[{"output_type":"stream","name":"stderr","text":[" 80%|████████ | 4/5 [00:38<00:11, 11.56s/it]/usr/local/lib/python3.7/dist-packages/sklearn/svm/_base.py:1208: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n"," ConvergenceWarning,\n","100%|██████████| 5/5 [00:49<00:00, 9.90s/it]\n"]}],"source":["#Import a progress bar so we know how long it is taking\n","import tqdm \n","\n","for model in tqdm.tqdm(model_list):\n"," model.fit(X_train,y_train)"]},{"cell_type":"markdown","id":"7da1566f","metadata":{"id":"7da1566f"},"source":["As before, lets evaluate them. First we will make the one-to-one scatter plot like Figures 14 and 16"]},{"cell_type":"code","execution_count":10,"id":"b9682b76","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":472},"id":"b9682b76","executionInfo":{"status":"ok","timestamp":1648654244842,"user_tz":300,"elapsed":3513,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"5447d746-48be-4a2d-9799-09fd2609fdfc"},"outputs":[{"output_type":"stream","name":"stdout","text":["n_samples= 34395.0\n","n_samples= 37383.0\n","n_samples= 37350.0\n","n_samples= 39484.0\n","n_samples= 37128.0\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:86: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"image/png":{"width":529,"height":348}}}],"source":["from aux_functions import boxbin,make_colorbar\n","#make figure with 2 rows and 3 columns with size 7.5\" by 5\"\n","fig,axes = plt.subplots(2,3,figsize=(7.5,5))\n","#set facecolor to white so we can copy paste it if you want to somewhere else\n","fig.set_facecolor('w')\n","\n","#the number of bins for the boxbin method \n","n = 33\n","#the bins we want in x and y \n","xbins = np.logspace(0,3.5,n)\n","ybins = np.logspace(0,3.5,n)\n","\n","#colors i like \n","r = [255/255,127/255,127/255]\n","b = [126/255,131/255,248/255]\n","\n","#labels\n","labels= ['LnR','DT','RF','GBT','SVM']\n","#color list, one for each model \n","colors= [r,b,'orange','purple','dimgrey']\n","#colormaps to match the colors in 'theme'\n","cmaps=['Reds_r','Blues_r','Oranges_r','Purples_r','Greys_r']\n","\n","#force ticks to show up where i want them \n","locmin = matplotlib.ticker.LogLocator(base=10.0, subs=(0.1,0.2,0.4,0.6,0.8,1,2,4,6,8,10 )) \n","\n","#axes is shape [2,3], it is easier to loop if we flatten this, which is what ravel does \n","axes = axes.ravel()\n","\n","#some parameters to make it pretty \n","c_scale = 0.575\n","fs3 = 11\n","fs4 = 18\n","props = dict(boxstyle='square', facecolor='White', alpha=0.75)\n","annotate_list = ['a)','b)','c)','d)','e)',]\n","\n","#draw a new axis for a new colorbar to go on \n","ax_cbar = fig.add_axes([0.75, 0.15, 0.015,0.33])\n","#draw that colorbar \n","cbar = make_colorbar(ax_cbar,0,2,plt.cm.Greys_r)\n","#label that colorbar \n","cbar.set_label('$\\%$ of total points')\n","\n","#loop over axes and draw scatters \n","for i,ax in enumerate(axes):\n"," #we have 1 too many subplots, so turn off the last one [5]\n"," if i==5:\n"," ax.axis('off')\n"," break\n"," #make axes log-log \n"," ax.semilogy()\n"," ax.semilogx()\n"," \n"," #grab model\n"," model = model_list[i]\n"," #get predicitions \n"," yhat = model.predict(X_validate)\n"," #make scatter plot \n"," ax.scatter(yhat,y_validate,color=colors[i],s=1,marker='+')\n"," \n"," #box and bin up data to show density of points \n"," ax,cbar,C = boxbin(yhat,y_validate,xbins,ybins,ax=ax,mincnt=100,normed=True,cmap=cmaps[i],vmin=0,vmax=2,cbar=False)\n"," \n"," #set some axis limits and ticks \n"," ax.set_xlim([1,4000])\n"," ax.set_xticks([1,10,100,1000])\n"," ax.set_yticks([1,10,100,1000])\n"," ax.set_ylim([1,4000])\n"," \n"," #add diaganol line \n"," ax.plot([1,4000],[1,4000],'--k',alpha=0.5)\n"," \n"," #add a subplot label \n"," ax.text(0.075, 0.25, annotate_list[i], transform=ax.transAxes,fontsize=fs4,\n"," verticalalignment='top', bbox=props)\n"," \n"," #only label certain axes x-y axis to save space \n"," if (i == 0) or (i==3):\n"," ax.set_ylabel('$y$, [# of flashes]')\n"," if i==4:\n"," ax.set_xlabel(r'$\\hat{y}$, [# of flashes]')\n"," \n"," #label each subplot title as the method used \n"," ax.set_title(labels[i])\n"," \n","plt.tight_layout()"]},{"cell_type":"markdown","id":"d809d183","metadata":{"id":"d809d183"},"source":["And their quantitative metrics"]},{"cell_type":"code","execution_count":11,"id":"3840d150","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3840d150","executionInfo":{"status":"ok","timestamp":1648654249515,"user_tz":300,"elapsed":1260,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"9c931fab-18e2-45ea-b0b7-68d715b221f9"},"outputs":[{"output_type":"stream","name":"stdout","text":["Method: LnR .. MAE:146.68 flashes, RMSE:235.46 flashes, Bias:30.98 flashes, Rsquared:0.2\n","Method: DT .. MAE:138.63 flashes, RMSE:235.64 flashes, Bias:24.62 flashes, Rsquared:0.2\n","Method: RF .. MAE:138.22 flashes, RMSE:234.02 flashes, Bias:24.7 flashes, Rsquared:0.21\n","Method: GBT .. MAE:135.84 flashes, RMSE:228.07 flashes, Bias:24.36 flashes, Rsquared:0.25\n","Method: SVM .. MAE:139.9 flashes, RMSE:263.1 flashes, Bias:95.27 flashes, Rsquared:0.01\n"]}],"source":["from gewitter_functions import get_mae,get_rmse,get_bias,get_r2\n","\n","#loop over all trained models \n","for idx,model in enumerate(model_list):\n"," #get predictions \n"," yhat = model.predict(X_validate)\n"," \n"," mae = get_mae(y_validate,yhat)\n"," rmse = get_rmse(y_validate,yhat)\n"," bias = get_bias(y_validate,yhat)\n"," r2 = get_r2(y_validate,yhat)\n","\n"," #print them out so we can see them \n"," print('Method: {} .. MAE:{} flashes, RMSE:{} flashes, Bias:{} flashes, Rsquared:{}'.format(labels[idx],np.round(mae,2),np.round(rmse,2),np.round(bias,2),np.round(r2,2)))"]},{"cell_type":"markdown","id":"50962ba1","metadata":{"id":"50962ba1"},"source":["While some are a big fan of tables, I perfer a bar chart (Figures 15 and 17)"]},{"cell_type":"code","execution_count":12,"id":"542dbd19","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":369},"id":"542dbd19","executionInfo":{"status":"ok","timestamp":1648654253375,"user_tz":300,"elapsed":2175,"user":{"displayName":"Randy C","userId":"12301342565919601334"}},"outputId":"d296db6f-a9c8-4fc9-9e61-7c9688763f13"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"image/png":{"width":353,"height":352}}}],"source":["#some annotation helpers\n","import matplotlib.patheffects as path_effects\n","pe = [path_effects.withStroke(linewidth=2,\n"," foreground=\"k\")]\n","pe2 = [path_effects.withStroke(linewidth=2,\n"," foreground=\"w\")]\n","#make a 2 row, 2 column figure of size 5\" by 5\"\n","fig,axes = plt.subplots(2,2,figsize=(5,5))\n","#set facecolor to white so we can copy/paste it whereever\n","fig.set_facecolor('w')\n","\n","#list of labels for the x-axis \n","labels= ['LnR','DT','RF','GBT','SVM']\n","\n","#loop over all trained models \n","for i,model in enumerate(model_list):\n"," #get predictions \n"," yhat = model.predict(X_validate)\n"," mae = get_mae(y_validate,yhat)\n"," rmse = get_rmse(y_validate,yhat)\n"," bias = get_bias(y_validate,yhat)\n"," r2 = get_r2(y_validate,yhat)\n"," \n"," ############### subplot 0,0: Bias ########################\n"," ax = axes[0,0]\n"," #put a bar at position i (from our loop)\n"," ax.bar(i,bias,width=0.95,color=colors[i])\n"," #make the annotation so we can see the numerical data on the plot \n"," annotate = str(int(np.round(bias))).rjust(3, ' ')\n"," ax.text(i-0.4,bias+5,annotate,color=colors[i],path_effects=pe2)\n"," ##########################################################\n","\n"," ####### subplot 0,1: Mean Absolute Error #################\n"," ax = axes[0,1]\n"," #put a bar at position i (from our loop)\n"," ax.bar(i,mae,width=0.95,color=colors[i])\n"," #make the annotation so we can see the numerical data on the plot \n"," annotate = str(int(np.round(mae))).rjust(3, ' ')\n"," ax.text(i-0.4,mae+5,annotate,color=colors[i],path_effects=pe2)\n"," ##########################################################\n"," \n"," ####### subplot 1,0: Root Mean Squared Error #############\n"," ax = axes[1,0]\n"," ax.bar(i,rmse,width=0.95,color=colors[i])\n"," annotate = str(int(np.round(rmse))).rjust(3, ' ')\n"," ax.text(i-0.4,rmse+5,annotate,color=colors[i],path_effects=pe2)\n"," ##########################################################\n"," \n"," ####### subplot 1,1: Rsquared ###########################\n"," ax = axes[1,1]\n"," ax.bar(i,r2,width=0.95,color=colors[i])\n"," annotate = str(np.round(r2,2)).ljust(4, '0')\n"," ax.text(i-0.5,r2+0.05,annotate,color=colors[i],path_effects=pe2)\n"," ##########################################################\n"," \n","\n"," \n","\n","#cosmetic things: \n","ax = axes[0,0]\n","ax.xaxis.set_ticks(np.arange(0,5))\n","ax.xaxis.set_ticklabels(labels,rotation=45)\n","ax.set_ylim([-130,130])\n","ax.set_title(\"Bias\")\n","ax.text(0.075, 0.25, annotate_list[0], transform=ax.transAxes,fontsize=fs4,\n","verticalalignment='top', bbox=props)\n","\n","ax = axes[0,1]\n","ax.set_ylim([0,200])\n","ax.xaxis.set_ticks(np.arange(0,5))\n","ax.xaxis.set_ticklabels(labels,rotation=45)\n","ax.set_title(\"Mean Abs. Error\")\n","ax.text(0.075, 0.25, annotate_list[1], transform=ax.transAxes,fontsize=fs4,\n","verticalalignment='top', bbox=props)\n","\n","ax = axes[1,0]\n","ax.set_ylim([0,300])\n","ax.xaxis.set_ticks(np.arange(0,5))\n","ax.xaxis.set_ticklabels(labels,rotation=45)\n","ax.set_title(\"Root Mean Sq. Error\")\n","ax.text(0.075, 0.25, annotate_list[2], transform=ax.transAxes,fontsize=fs4,\n","verticalalignment='top', bbox=props)\n","\n","ax = axes[1,1]\n","ax.set_ylim([-1,1])\n","ax.xaxis.set_ticks(np.arange(0,5))\n","ax.xaxis.set_ticklabels(labels,rotation=45)\n","ax.set_title(\"$R^{2}$\")\n","ax.text(0.075, 0.25, annotate_list[3], transform=ax.transAxes,fontsize=fs4,\n","verticalalignment='top', bbox=props)\n"," \n","plt.tight_layout()"]},{"cell_type":"markdown","id":"63c511a9","metadata":{"id":"63c511a9"},"source":["There ya go! You have successfully made a metric bar chart to compare the 5 ML regression models you trained. Like earlier in this notebook (the end of the classification task), I encourage you to extend this notebook to now include all predictors!"]},{"cell_type":"code","execution_count":null,"id":"198f3af9","metadata":{"id":"198f3af9"},"outputs":[],"source":[""]}],"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","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":"3.9.7"},"colab":{"name":"Notebook08_TrainingMoreThanOneModel.ipynb","provenance":[]}},"nbformat":4,"nbformat_minor":5}