From c8a13244ca330ae661277092a486f0698f247abc Mon Sep 17 00:00:00 2001 From: Max Cohen Date: Wed, 1 Jul 2020 14:11:50 -0400 Subject: [PATCH] Provided examples and updated documentation --- .../Examples of app_ea -checkpoint.ipynb | 433 ++++++++++++++ .../Examples of batch,pfr-checkpoint.ipynb | 560 ++++++++++++++++++ .../Examples of cstr-checkpoint.ipynb | 465 +++++++++++++++ .../Examples of rxn_ord-checkpoint.ipynb | 432 ++++++++++++++ .../Test File - CSTR Example-checkpoint.ipynb | 490 +++++++++++++++ .../App_Ea_Data.xlsx | Bin 0 -> 12624 bytes .../Jupyter Notebook Examples/CSTR_Data.xlsx | Bin 0 -> 12019 bytes .../Examples of app_ea .ipynb | 433 ++++++++++++++ .../Examples of batch,pfr.ipynb | 452 ++++++++++++++ .../Examples of cstr.ipynb | 465 +++++++++++++++ .../Examples of rxn_ord.ipynb | 432 ++++++++++++++ .../Jupyter Notebook Examples/PFR_Data.xlsx | Bin 0 -> 10257 bytes .../Jupyter Notebook Examples/RO_data.xlsx | Bin 0 -> 10528 bytes .../Test File - CSTR Example.ipynb | 490 +++++++++++++++ .../Test File - Outputs Comparison.docx | Bin 0 -> 330990 bytes .../Python Script Examples/App_Ea-Example.py | 38 ++ .../Python Script Examples/App_Ea_Data.xlsx | Bin 0 -> 12624 bytes .../Python Script Examples/CSTR-Example.py | 28 + .../Python Script Examples/CSTR_Data.xlsx | Bin 0 -> 12019 bytes .../PFR_Batch-Example.py | 26 + Examples/Python Script Examples/PFR_Data.xlsx | Bin 0 -> 10257 bytes .../README-for_test_files.txt | 14 + Examples/Python Script Examples/RO_data.xlsx | Bin 0 -> 10528 bytes .../Python Script Examples/Rxn_Ord-Example.py | 38 ++ .../Test File - Outputs Comparison.docx | Bin 0 -> 330990 bytes .../Python Script Examples/Test_file-MAP.py | 20 + .../Python Script Examples/Test_file-MCMC.py | 31 + .../Python Script Examples/Test_file-VI.py | 36 ++ .../Test_file-generate_data.py | 105 ++++ README-for_reviewers.txt | 57 ++ README.rst | 75 ++- ckbit/__init__.py | 2 +- docs/_sources/index.rst.txt | 2 + docs/_sources/installation.rst.txt | 118 +++- docs/_sources/repeatability.rst.txt | 50 ++ docs/_sources/troubleshooting.rst.txt | 52 ++ docs/app_ea.html | 7 +- docs/cstr.html | 6 + docs/genindex.html | 2 + docs/index.html | 23 +- docs/installation.html | 119 +++- docs/objects.inv | Bin 599 -> 646 bytes docs/pfr.html | 3 + docs/py-modindex.html | 2 + docs/readme.html | 93 ++- docs/{includeme.html => repeatability.html} | 59 +- docs/rxn_ord.html | 3 + docs/search.html | 2 + docs/searchindex.js | 2 +- docs/troubleshooting.html | 259 ++++++++ setup.py | 2 +- 51 files changed, 5867 insertions(+), 59 deletions(-) create mode 100644 Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of app_ea -checkpoint.ipynb create mode 100644 Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of batch,pfr-checkpoint.ipynb create mode 100644 Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of cstr-checkpoint.ipynb create mode 100644 Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of rxn_ord-checkpoint.ipynb create mode 100644 Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Test File - CSTR Example-checkpoint.ipynb create mode 100644 Examples/Jupyter Notebook Examples/App_Ea_Data.xlsx create mode 100644 Examples/Jupyter Notebook Examples/CSTR_Data.xlsx create mode 100644 Examples/Jupyter Notebook Examples/Examples of app_ea .ipynb create mode 100644 Examples/Jupyter Notebook Examples/Examples of batch,pfr.ipynb create mode 100644 Examples/Jupyter Notebook Examples/Examples of cstr.ipynb create mode 100644 Examples/Jupyter Notebook Examples/Examples of rxn_ord.ipynb create mode 100644 Examples/Jupyter Notebook Examples/PFR_Data.xlsx create mode 100644 Examples/Jupyter Notebook Examples/RO_data.xlsx create mode 100644 Examples/Jupyter Notebook Examples/Test File - CSTR Example.ipynb create mode 100644 Examples/Jupyter Notebook Examples/Test File - Outputs Comparison.docx create mode 100644 Examples/Python Script Examples/App_Ea-Example.py create mode 100644 Examples/Python Script Examples/App_Ea_Data.xlsx create mode 100644 Examples/Python Script Examples/CSTR-Example.py create mode 100644 Examples/Python Script Examples/CSTR_Data.xlsx create mode 100644 Examples/Python Script Examples/PFR_Batch-Example.py create mode 100644 Examples/Python Script Examples/PFR_Data.xlsx create mode 100644 Examples/Python Script Examples/README-for_test_files.txt create mode 100644 Examples/Python Script Examples/RO_data.xlsx create mode 100644 Examples/Python Script Examples/Rxn_Ord-Example.py create mode 100644 Examples/Python Script Examples/Test File - Outputs Comparison.docx create mode 100644 Examples/Python Script Examples/Test_file-MAP.py create mode 100644 Examples/Python Script Examples/Test_file-MCMC.py create mode 100644 Examples/Python Script Examples/Test_file-VI.py create mode 100644 Examples/Python Script Examples/Test_file-generate_data.py create mode 100644 README-for_reviewers.txt create mode 100644 docs/_sources/repeatability.rst.txt create mode 100644 docs/_sources/troubleshooting.rst.txt rename docs/{includeme.html => repeatability.html} (60%) create mode 100644 docs/troubleshooting.html diff --git a/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of app_ea -checkpoint.ipynb b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of app_ea -checkpoint.ipynb new file mode 100644 index 0000000..d6873e6 --- /dev/null +++ b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of app_ea -checkpoint.ipynb @@ -0,0 +1,433 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples of app_ea Usage\n", + "\n", + "There are 3 types of estimation that can be performed in the app_ea module: maximum a \n", + "posteriori (MAP), Markov chain Monte Carlo (MCMC), and variational inference (VI). \n", + "Below, we demonstrate all of these types on the same dataset. Please view the referenced \n", + "Excel input file to see how the data should be input. Note, this input file has copied \n", + "the dataset 6 repeated times to enable a converged VI estimation. The user should not \n", + "repeatedly enter their data; this was done for demonstration purposes only and represents \n", + "6 replicate studies." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import arviz\n", + "import seaborn as sns\n", + "import matplotlib.patches as mpatches\n", + "from ckbit import app_ea\n", + "from scipy.stats.kde import gaussian_kde" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_937a78c7a93444d378aa581ad0394b6d NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- ----------\n", + "intercept 11.5\n", + "app_ea 107.44\n", + "sigma 0.07\n", + "Runtime (min): 1.7630\n" + ] + } + ], + "source": [ + "#Import data\n", + "file = './App_Ea_Data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map1 = app_ea.MAP(filename=file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n", + "Inference for Stan model: anon_model_937a78c7a93444d378aa581ad0394b6d.\n", + "2 chains, each with iter=1000; warmup=500; thin=1; \n", + "post-warmup draws per chain=500, total post-warmup draws=1000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "intercept 11.52 0.02 0.41 10.66 11.23 11.53 11.8 12.3 331 1.0\n", + "app_ea 107.6 0.16 2.93 101.5 105.5 107.71 109.59 113.12 332 1.0\n", + "sigma 0.07 7.5e-4 9.1e-3 0.06 0.07 0.07 0.08 0.09 146 1.02\n", + "lp__ 78.8 0.09 1.15 75.86 78.25 79.09 79.67 80.17 182 1.02\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:25:42 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n", + "Runtime (min): 0.1621\n" + ] + }, + { + "data": { + "image/png": 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wSNehbe8rUIpseue00/fiIXtOTSta75VAUwrSvoPnCKTS0ziwPUFPm0nIxu48Wo+xP1qDlzZ/7w9TkmnACjTLrGBHf4FPf+MOMnd8lFvFP3DquRfjf3INHP+6mR7arKEp5XH1uUfw27+8iM9deRbXu5/iwR0RHV+7gnJpeKaHZ7FYDgriCY7rHxApjsPlSYyx0Gdc3CaJhlkwcR3J9r7CxKlcs5mdj8PuF2Z6FAcBeyfQpNa4QuA6gmgPz/NSKOkeKu39daLVtETQmlImITCQY4kvbRad4IC4r4EVaJYZRirNj373IA/+32v5XOeHuPi0o/H+/Al45Wds6t4YCCG44JgF/OAjFyKu+g67c0VW/+tl/OrJbWOvHlksFstk0BqEc0BE0LqHSty9rgs13iSxnINN98KONZPertZ6Vgq0TT15+oaDmR7G3rEX5haWmL0UNUppHEfgCjH+tTMOG7ryPLy5l66hPa+FA8xqyDSYhCRznzGnQEnqtnD2j2vkNGAFmmXG2LXxSR7417fwpj9ewauPm0/quofw3/SlQzqdcSoIIbjwhOWc8qlfcWp7CfeOT/DWrzzIE9v6Z3poFovlgKU2grYPBVpp7w0KNnSb9O5xowBR2fw9yUlgMmGdjQJN6xka1441kO+Znm1Zgbb37GWKo1RxBM3diwhaJCvbmjSDO2Coo+HBvduXhGQYY69Rx3VnjmcjaBbLqMgQ1t5O71cuof17r6F5zkKcTz7OgnfeDPOOmunRHZCITBtzPng7r5nXxT+lbuXd31zNJ297gl2DxZkemsViOdComIT4+zaCtvm+vXaiHSya8Y07SUwE2iRbBqjKSvzsE2hSacIxU7j2nu5cif7RInRDO6E0MD0fEgxD11ooTtP2DkWmwSSkEkHbw/M8SbWd0tuHeyDfXf/YNKU4ViJojDcgAY67f2z9pwEr0Cz7h4Ht8Psb0F86mZ5f/gP/1XMCj1/xEOd85Guk5q2Y6dEd+DTNw3n3Lzi5sJrVL11NS8bjNV98gG/98cVZuRJssVhmK/FKs+vv21QgFe11FCCUKq6jGUe0RCWzL+NO3GqGFb9sTyML+xKp9T4bV/9wwMObenm+s1409/T2srN3EBkU9v5DhIDmBTDcDT3r9357hyhaa9bu7Nvj9ESlNK5jatD2dH5QChVZ360IvP7hgO7cBOmOahRhqaenD1qyG2PujlY1ETQr0CyHOjKC9b+B718FN51N0L2BG7Kf5gPNN3HNn9/AhaeumukRHly0LoF3307Tc7dxw6Lf8533n8MPH9vO5V/54+zod2KxWA4Qam329xV7Z69djiSuI0h77viTTBmA3zRp57ZkBX42LmxprYnkvhlXMY6IuE6N/bjW7O7czq7BEju6p6PBr4Dl50D7CiYrmC0jkUqxe6hQSTOc8vtrTEKk0mzszvPrZ3ZNLLBqKIWSppRX+RZ3DhTpGJjg/VqNEpXXk45uj2BwZ+WfE0a+NZgaNNcKNMshTL4H7vs8/OepcNffwZEXsOM9j/K6ne+hY+6Z/PAj53PYnOxMj/LgZO6RcM0v4MEvcUbfndzxiQu45OQlXPW1h/nKfRtn5aTDYrGMzow49iUTHNc34mZffs5eRNDKoSLjuXgTOdFFJfAyFMoBg4WJBaeurMTvh3tl/9Yp5YhJxfjRwr2gHLcVqJvgDu6gefdTNLe009U7uMcRmwpaGZMGIaaYG2epoDVojdARYbRnx1AqjeNQEWj9hQClNbtzk7veg0ihtCabcirXSSGQyInOTa1GLvpotWcRtHIOtj1cOY+U1jhCjB1BgziC5o5933nu5+aanCVYgWaZPgZ3wK//Gv7zJdD1HFx+M3zicdYsexdv/tZ6Lj15CTe+/fSZbYp4KLDoeHjnD+E3f42/+V4+9opV/OSj53HHU7t429ceZlvvNKSqWCyWfcpwOeL+F6bJmGFKxCmOTfNNQf++mEhXVNBeCLRImV5O7vhpWg+s20mRFM9s7+O+F7rHfF3j0PbLYtaOxyCc/P1Yak24jyJo5UiScp36Ca6KCDILSR9xDo4sMhxMg7mCEIA4YHpRzTq0RgGOiijLqQmbQhCxZbdpN+EKgSMEUmuGyxFL2zOVms5cKWSgMLZYK0WStOfgCFER9MVQMmF55GgRtD1tVJ3cO7SqjMF1xDiB2aS2dpwaNCXrTUz20WLIZLECzbL35Drhl5+Em86GIA8fvh/ediusvIjbn+rgPd96jL97/Ql86jXH4Tizv3v7QcGKc+CKr8NP3gc7H+f4JW384uPnc+aRc3njTQ9yz7qumR6hxXLooCTkOsmVQlZv7uXhTb0T9u+K1AxZvScmIa1LTJrjCNe16fiMeOIzhkAbLIas2dJHYRxBUI4kac+dsJeTqwL6yi5i0jVouu7vfYasTjAng9Z6n9r/B5Ei47v1ETStkI6PTjXjqdLezVeT7QrH/LEpjhPSMVDk7rVdbO+rFfHarKFoSTCFZupaa363toundhhzFtcRlUbVhUCytD3LYNGIsqd3DFYcUkejHCrSvlsXsSoG0cTR3VHNTfawBi0RdVpVxuA6YmyTkOT8m8jFsTZr4LmfQc/M9e2zAs2y54QleODf4cazzAn/8dVw2VdgwTEAfOehLfzD7c/xzfeczRVnLJ/hwR6CHHcpvOafTQ1g7ybSnsv1l57Af1z5Ev7qR0/x73ettymPFsv+oONJ2PIgm3uG8VxBa8Zj9Yvj1/TMil5c2blTavA8aSoCbfSJ2fO7htg5UGSoOPZEqhQq0p6D5zhE4yzdO6rMsPInHQlMhNk+NEuMP2hqAq1iXrKPBpZEJOuOktZoBMLP4KJR0SRTXvs2Q/+W+scqx1/EKY6HaARNa+jdNKmX9uYDfM/huY6h6r1Am/RCoaNKWupkqF3EEEIg4hq0YiCJlGZxW4ZIaR54oYfd+TL50njXnomgJZmqUmnKkZr4fqXlyLTpPXWkrFw/unLNuuOmOMaZAcIdPzKWpGBW2nPM3HlqBZplz3j+1/Dls2Hj3fCeO4wwm3M4YCYWN927gRvv3chtH3wp56ycN8ODPYQ581o498Nw6+WQM1GzV5+4mF9e9zLueb6b93/nsQlX8i0WSz1TbhY8sAWAQrHI4rYMxyxuITfOBAjMpGe/1EGNIG5UDfuuF9oEEbRcKcJ3nXEt5cuRJO0740bQ5FAnblQir3wEst4AYwySTe1zcZwc10mmdyXjCffRuMoNrnyAEQMIHMcF10dFkzSRKA6MtNFPvnPhYFIcD9HFwWAYOp4wC9wTECnFsjkZhIB8uSpIAIRWU4qg1X6vrjDXgesIcqWIrG8i0ecfvYBjF7dywaoFeLv+hF53B4wiygOpKimOSuuKwczEAm2MFMfkz1RIthML1mR/xrxnVtqHeJDrgL4Xx9hufJyTzAHXn9q4phEr0CxTo9gPP/sQ3PFJePU/wnt/A4edXnlaa80Nv17HbY9u58cfOY8TD2ubsaFaYi76X7DqYvj+Wyt9h46Y38zPPno+nuPwtq8/PCX3JovlQEII8U0hRLcQ4tmax/5NCPG8EOJpIcTPhRBzJru9wULIHzb0TH5yJCMzORAOhcIwLWkPJ54gjWe6ULGN3t9RtNoJznT0QhvYBlsfNn+SletxatAiqRgOIuY2pcZNXTQRNLeSpjUaqnMtQWoOgzqL0BpvMin2+02g1U+4J3x5JbJXc94NdUxqoj8ZAinJ+G59BEJLlDa1SkI4qMnWCsV1RQOFwAjQ0lCNQBMHXopj5zOwewODxZCN3fnJ96LbvRHKDamCSQSpPLGzslQa13FMZKjyxWgU2tSgTSnFEZy47sxN1l8cQa4U0pQyvgDzmlMsac8wvyVNSg5TKg6P2lg8lIqU6yKEOS+TVORJCTSt6iNYyXkx1UhVZeFIV/ZtfN0fR9Acx/Riy3WOv91i356NaxqxAs0yeXasgZsvMqHfj62Gk98SF/wapNL87U+f4Z7nu/nxR85j5YLmGRyspYIQ8Lp/NxHOH76rsiKWTbnc/K4zeMnyObzlqw+xuWfsnHOL5QDm28AlDY/9DjhZa30q8AJw/WQ3ltRZdA1NcmIsAxAO0msiKBdpSnmVFezxImRJLdD+j6Lp6n3d9ffKyAOAoV1me0M7QTakDY2y7VwpoinlkU25Y6bzaa3pGy4zt8k3EbTYOKNjoFgnnLWKyLeuZDgSgK4c9/GoCKFZVoOWTH5VeRh2PQ2b7oWtDxlzrgb2RNSPHUEzqWxCOOjJbldLUCEPb+olv3sHbH+UiiATB2CKYznPM1u7eHDDbjoGijyyeZItBwa2VASOTGpKE4FWmlighdIsKriOqJ6PWoECpliDlrgcpuLIFxiBFkg1qnGb58BzHUMUSsURzwWRqmxHazPOlOtM3KNv1Ot+Dw2Daq6fZN/MVT6JGjQY26E2WZAKhs1Cwt6epx1PmkWqPcAKNMvkWPMt+O5lcOFfwZXfhub5dU8HkeKTtz3BMzsH+dGHz7M2+rMNx4W33GLE2e0fq6xgea7Dv1x2Mm87awVX3vww6xualFosBzpa6weAvobHfqu1TmYEjwCTLpJNJiGTjjrLANwUJXyyIiQV127AOE1VqQqE/V6GlqQCATgeW7r7WbdraM8t/1UELYvrG8SOUYM2WAxZt2uI1oyH54gxHQuN25ygPevXuTg+tqWP5zqqK/5KKxzHQcdTHW8SM55qpGoSB36yEaWwVJ1QVt6bTDAnt41kXHM7HjCtA+avMse1YaIpleaOpzsolEOUVBWxNl5No1K6OlGvi6ApNALHMTVLarKT1biuKFKaKCwb8zBdI/yFs29SHIv9sONxU/9W7DeLyvlpcEKVZUpByDkr53HBqgUUAsn2vgJbdg+PL4aVJDmgG7pz5vc1qW0qj4xMjfhYpfFcc/wrwjlxcdQR5Sn0QVMaHAEp16mk+iYLFhl/5IVxxFwfLRzK5VFSHGOBVqlBk5q070y8MFCxSA1GPjZVJ8dkG7FJiCOoCMYxPrxag9Y4hrqXxed4OQ/ptr0XaMO7JyXGR8MKNMv4KAl3Xm/6ml37SzjrvXVRM4BiIPnQrWvozpW47UMvZUFLeoYGaxkXPwPv+AF0Pgu/+/vKw0IIrnvVMXz8lat45zcesSLNcqjxPuA3k31xsmpdCCY5oZABkeOzsTekxTWT8qRIf7zoWCXFcSZqdWoiaDt7h9jWV5h81KARFRlx5rgj05lqVs2HyxF/3Libuc0pTjysDd91xnSF29FfZGFrGiGEMQmped1AsZqSqaTEdV3Svlk195yJj2XyigmPe2nQ1GBPhl1PwUBDfyVVraGZDEqBR4SWAXrZmSYjomk+RPURjuRYdG59gU1P3s/m2FZ912CJNVv6RmwXIIzfk/KcUSNojgDhOKjJ2rprhZYRSmtkFJrvOSpREf77qgatf6sRgz3rYeM9UBqAvskZcoxLFKBlhB+LpZOXtfNcxxBP7RhgqDROCrCSle83SEw0ZGCuhUlM2iOlcB0RpzjGD2pVOUeLo4inMYeiNSKJoDnVCBowagRtQUaQybagRolsBZEyxyK+h0XKpDxOPoI2yjGbqpNj5frRlX1LxiOVHikWa2vQYPwej0qZ9heZvRRoWptU1snWbjZgBZplbMo5uO0dsOVB+OC9sOyMES8ZLIZcc8tqtIbvvu9c2rMzV1BpmQTZufCun5qGjA/dWPfU+y5YWRFpz3fu2YqPxXIgIYT4OyACvj/Oaz4khFgjhFjT09NDpEw6z6RrlGRAoD1y0uXERdXFK2eCOaoKy8zfvQax+f49TpHZa9wUaaE4fcWcqknBVFGRmZAKp2YSFkd1VFRJY1zflWP53CwnLG2jLWMiY6NF0AaLIdv6Chy3pBWgUoOWpIQOFcPKv7VWCMclkzK/S15j+tPQLhNpqR3uZCNoUTChw2X3UInbn4xTOxtr+abo4ii1JiMilPCIdCx0/Ew1IpNsNt5cd/8AhUK+EvksR4pgjJTRSGp81wix+ho0hSSuQXOqPa8mRMmK42MYxhPhJGUMRtagDXWYaNfeEhahfTkc8xo4+lUw/5gp11AWB3ezedML5GqFV1RCyqgiaJa1pbjkxIW0Zf3x+9JpWbnIQxmb/kRlSLdOqgm8VBrPMemqgh4AACAASURBVN9LNeVWo4RHxncJg2DSkW2tzD3Hd506kxAYXaAhQ7SXRTccv1Ca88ikOFIRRGnfiPtxz5EkSiYb6i8ddw8iaNUFjmTfkoje851DbBpRspHUoE0QQQMIcia920vvnUALC+b94cg00clgBZpldPLd8M1LzEn6vjuhfdmIl3TnSrz964+wpD3DN959FtmUbUB9QNC+DN71M/jDf8DTP6p76n0XrOS6V63i6m+stiLNclAjhLgWeANwtR5nVqG1/rrW+iyt9VkLFy4klIpMyh19Ah8WR6ayRWWUmwIvQ5OoPudMEEET5RypYABVHoLCnkWvQqn4n6c7xk89klF9r5+6FEfj4phNGfOIPUpzVNKsWtfaW8eTnoF8kUdfNFGdrsESR9bULftj2OcPFUPmNqVoSZuVcDdOhUxW75tTHjsHzIRIS4kjXNPfCwdEw3EY2Fpxt63ufzzsiQSaimJXurGFayKIwiAYWWOTTEgnOTFVWpMiAjddPfe8TN3kr3uoxGAxRAhBqVymWC5XDC0iqSq1eo1Eca2ToEGExS6OSQ3apBcltKpEXlRFoOVrUhwbatDConl+bwkL4DcZp8umeWb+0jARL0fGvGSsS767Yys7trxAx5b1JjVVm6iXlBI/cdfoWQ/da/EdB1kcgHV3wIa7Yd3/GPfK5DupiaBVXFllGVItkxKOoTQpjplCRzV6qRVaOOD6zElD/zgNpWuprUFzGyNojbm/Kjbz8LOoKIxt9CVKaX77XBf5ckTadeMsACqLVsD4UTStYjHWED32m6fezkNWTUIqNWhKojHn84jFCK0ZDmRVoCk50m4/OT87nzHf0d7WoMWmbDaCZpk+hjrgW68zzY6vuhVSI80+tvcVuPLmhznj8Dn859tPJzWZ5H7L7GHR8fCO/4ZffcqkgtTw3pet5BNWpFkOYoQQlwB/A7xJa12Y6PW1BJEi440h0HY9Df0N9s0yBCeFdtN1P9TJ6vNY6KhE5DUh5x61R5OEUCqKoUQqze7h8tgvLA9B93O1n1yT4uiBDPEch6zvUpxsWmctWqKFy/ruArJSg2b2OwhCSpEZYyAVTTUr+Z47un1+KBUpT9S9TipNKBWe43DCYW081zHE1t5hgijCcc3YEQLROCFTckS6VcVmv+a72d5XYGtvwwQyEVzxd6q1ZtdgvUlJMgHOFQojBZqcaoqjxtMhwktVXQS9TN05tbWvQOdQibTn0OyZNMNkPKHUY7oPhkrhuw7CaYygaTTGDMJxHPSkXRwVKjL7G0UBPbkSj63fSlj5+IbwsZLjCt1JExbBz/LACz2mTtFNjTjuL3Tm+cOG3dyzrpvHt/aP2IRUkrQDYvujsOkekIG5TlVNm4aoCDI0tu6lvImKLT4RMu2wcw08/6t4v6LK9xupuKGyDM2catIRNEFb3zPopG1BJeqUYl7GoTc/BYHmUElNBCp/j4igxdeE8jJoGbK2Y4g7n+2kEEoiZVI1U54TL+Po6v/F2I6q5qUqXvSp3gcGiwGdqhU93D3hPmzrLfDQpt11Y0xSHJuHt7Fg+13o4gBK61FanWnuW7+bzlzN9d6Yaqm16eObnQvLz5oegZZptxE0yzQxsA2+dSkc82fw+i8aS9IGXujK8dabH+KNpx7Gv1x28qR6y1hmIYe/FC6/GX78Xtj5eN1T73mZiaRdc8ujIycmFssBhBDiNuBh4DghxA4hxPuBm4BW4HdCiCeFEDdPdnuR0mT8MaIJcpS0N1lGO148WaxOCJLV57HQURnppNC4e1Svs2ZLP9t6jfbsHBxnBVfGVuh1k+/6CJoQ0JRyKexRBC2irBx6CyHlsFrYDyBlSBAZm+6U6+C51d8bk+KozL53r4NnfgLDu4nitK8E0wdNEUYa3xUsm5PlxKVtbOjK0zlQQAiHjG+MQkYIjFEa546W4vjszkGe3D5QH1VLJv7x+3PliEdf7OOJbf012zJ/54aLI2tspliDJnUi0DLVSJifrQq0ge207HyQsFzEFYJWH4SKKil4ycQaGCHUojhSY0wWGiJomthmf/yIbx1aViJoMgzJR4KgmKO/EO+zMH57ta/fa7dQpcyx8JsoR8pYv48SQQuk4oSlbZy6vJ2dA8URRhtSKuZkHPKRMBPrYj9SaYSW1TYNMgRt6rAiGUHzQmg7DJoXVPu/NRyrSMbpf1HZCLRGu/kGdFzb5ToCR0c1qYbaRDUdjxZfTboWVmlzz6k1CfHGSnGUITgewjViyo8XRGqdays1aErF16QYt+WFGbqKa8Cq6Zo7+4usHcqydeuWcUW61pontvfTkytXxxhvU2lozm1Gptvwdz9v0i5HOVe1gHyIWdhw/br04KFSaDIEFh4Pi08ywmpvBVpUMmJPBuM3xx4DK9AsVfo2m8jZSVfAa28YYQYC8OT2Ad72tYf5wAVH8enXHoeYhG2xZRZz/Ovhtf8C37+yPs0JE0m7+tzDedctq+merKW4xTLL0Fq/Q2u9VGvta62Xa61v0Vqv0lqv0FqfFv/5yGS3F0plLOBHm4iocGQ6iwyRbjpO7alPcRy3XiMqo9w0ij2zJC9HstKEvjIxHo1kAltxRatG0LTjgVY4aLIplzVb+ljbMcWouoooSUA4RGF9BE3KsBLpyzSkyKdcxwiRnX8yVvKOC2ExNihw6l4XxilNfpzJsWJeE8vmZomkxHFNvQ7CQTcex1EiN0rrasPbQh8M91Yme3XfebKt+Psux+GhUk0ELRF0MgpGpjJOsQZNafBUgPBr+sO5aYZLIToqw3APbrEXMbgD1xG0pwQZtxo1C6UmNfQi9G7i3ue7YydM4udM9LFBNtWbhAgHNdlJptbouAZNyYBIpHFUiNJjpDiqaRBoUclMqD1zfMqhGrWPn1RGyC9qy9Ca9hgqRg3PK5pTZowF7cPQTnNOCKrzHRmAVniuY0xQEuOJTE07xcbvt5wnNbAJhntMSl/ta0YhETo+5vpLjmcS1cT18YUcsxVFdRzS1JPFaYDzW9IsacsA4LqCdE3KY/U9Ibg+juuhogARL9hs6MpXzDg810RW27f+DhUMGyEpatoBlIagd5PpBbd7o7nmdZzuXFmgkRRDxWnHH0PnYBG18d4xdyOpgW1LfA5q7ldaaxwtKbcfhSj2ovQoNaTxuMoiC61LzYJZzbmxpSdH73C5WicJY7uNBoXJ1UzKwIhx4Yz4XVi3a2jClGEr0CyGwR3wnTfBaVfDxf8wqji7b30319yymusvPYEPXnTUDAzSsk84491w3nXwvStgcGfdU39+8TG86rhFXHPLowyON8mzWA4RwjjFcbSC+IF8keHCyMa02vEQjle3ilpnyKCk+cGv2Z6OyignZQTaVAvoMRPyQihxhBh/EpdMUiqrydUxKBHXeemoIjbGMpoYiyAMyQWghYtq6P2lQuP0N1yWJg2xBtcRxoVvaAcceaGJUmizWu+71d8n33UIpYqb5zo1jwuklDiOw+K2DIfNbRoZAVIjI2haY5whpTYZJQNbKxMpOVoELT5ugVRmglrzHWsd7+toAmSKfdCU0rg6xPEyVddKx+G57hI7uvtj0aCRURnHESxpcTl2QabSzFgqjRfkiAoDlELJ7nw1epAc0xF1kbFJiJmUTyHFUUlzbmuJjAICfFwUaiyb/emIoIVF8JuIpEJrTSmSJkrSEKmKpKoIkrasVydUzdAjXBSLmj2eHkghBzrMsRM1+x5HnT1HIKOauqasEWha65oIj9lPb2irEcgAqSYjVMZIc5RKs7Enb1JLdWRs9msEmtKg3RSejky93Xhs/j1s+G3Fin5ec4rD5zeZ/c/4XHDMwpoPDmHz/ebcdHxwfbQy12jWdylHkqXtGea3pABwogJEJXS5iOc4eI6ga7Bk7hW5Tuh4AvKd0PmU+X60NllZ8Tk/WAzwXYe5rU10Lb4AVRoaMx2wWFncwVxPYZGSSLOuYwClwdWBSSNXprXEiGtdK8Ch6DTB8jPjHo/V715KaU6TEQJtlOuz0GtaOQQTZMdHpsVKXaQ75oWuXKXB91hYgWaB4V649XI48c3wir8dVZx9f/VWPvGDJ/jiVadx1dkrZmCQln3KBX9pvv/vXWFWjWOEEHz2jSdx3JJW3vvtRye8oVgsBzu1jV0bV0A7+nIMDjZEmGSAEim045qJaGQm0nWT4f4t5k/t5CQqId00iimk2YQleOEu2PE4qpyDvi00+WP3EzOfk6QM1UTQ4hVzqY1Ic1TAqkUtNKU8JpszUY4kW7qHWNsxyHNdw2jhEkU1aX1uChkWWNT1B4aK4QiB5rsOKulF5GcqLpChbIigeUagqa51tA8+X3ncjcWScFxSnkNLNjVS6OqRNWhaG3Fn6o4iEyGBEXb+lW0lAi1StDhlvKFq42ilNU48wR01gjaFhs1SaVwVILx0JcVRa4100/TnzMQ28pqJwhBXCISK8BxNGKfwRVIhtKRUMhPFvuGqOIikiQaJRhdHJU0fNAE4YvJZWknzYBUho4gyPmlXV/rR0RgVnq4ImpeuRBdLoTKTcKgTQkaMmnG0ZXx258t0DpYqBjhSKVytWD4ng25aRH44h0y349UazMgoTnF0kDKs9tbyswwtPZ+1u4ZGNGXXSlLKLoWTLjcujo435j73FwLWd+bMVEyGxryl1rUQB+F6eELVLQjU0jFQNEIpNi1JjDQaScx2zMExkVjTu9EsKmkZIZVmYatxoF3Qkub8oxcA4IQ5QKNkiOuahtprdw3RnSuba2veSjjyAqitv3U8Iql49MU+NnblaM74ZgHA8VDZuaZvWGU8QcVooxSYBRiNNoYyboqS8tidL6GUxNEK4aVjQTny3qwBLUS1RtRN1aU4aiXNticj0MrxPT7fNfK5WmTZOEE2pNomYytP0GjcCrRDnXIOvv8WWH4OvOZfRogzpTQ3/Hod//fuDfzggy/lz05cPEMDtexThIA/+2dYehr84Kq6OhrHEfz7lS+hLevz0e/9qa4I3mI51IikJh0XxA8HxuCiGEjWd+YolkqoxlVVGaHdxMUwgnW/hB1rzK12cIcRVJ3PxBuPJzHbH8Ud2lmNoI01iVeqbkGFYNisaPdvYc6uP9La+yQtujBmPzEzvhqXve51sR16vHmtwfERKmJOU4pVi1rGNJqoJZSKe9Z1s6s/R3vWpywFWojqOLSCdAvDLStxZYmhUkhTaqRAc6Mi63ojHtq4m619RfqHy4RRNZUxeZ0Qgqh/Gy1DGys1QMmE2omjG0KMYuU9RopjU8rDdx2eeLGLzgETEU15zhgRNPOdBZGiTfaTGdpSty2hw4rYS15nngzNxLVhTKVQsrZjiHW7hupElNIaTwe4flWEBFKhnDS5XA6iEqHXRBRFpnRcRXiOQKuQSCrCuI6qXDaLALXmEkkN0Wg1aDIxCRktRXQstERrjdAROgopaY+0o6vib0QN2uiNy6eENpGsqkCLt9UYKVG6EkFb1GYijOt2DXH/Cz305stoqXAxx6Zl0ZF0zj2T0oJTcEUssndvjKOV0hjZRLKuVn/InUNZihER6UgaYYXjmprQhhS7WhIhJZU5bxyHagTNyAhwfFwdjbn48tT2gWqrgHRr3CuMWPSM4ZiZ1EnKsrnuXR8tQ7SGppRHe9avE3RekMOc2gGeLFWiXH3DcUpvIly9eoFWCiN2DRZpSrkcNtdE81xHIDPzoZCYgEhzr4x7DRZDSVPaM4sE5TykW5Da1MCpKDCLC27aHB89sg9akp5brhVoNcdfJe+pnQMnvv01bOstUB4eAL9pYoEWBeYad0YXaBPNpaxAO5QJS6bPWdsyeON/jhBnpVDy8R/8ifvX9/CLj7+MU5a3z9BALfsFx4E33wTZefCjd5ubS0zKc/jq1WeSK4X8zU+fnnw/HIvlICOpdfIcweNb++gYKNI1VOL5ziG0DJFSoqMyA4n9tZZmxbu218/AVmO8UBo0E5eVFxlb8IrhwzYzyagItDEmrr0bYFNN3UZc8xBmFyDdDKHfRtaNqn3CnvkJ5Hvqt5FMUnY9DV3PxROkuAZNY5wcY3Hhu2JSKY6Fskn/Om/lHJbMNf3KtHAr0Sjilepcy9EIFTFYDEe0aXEdwYoWTXNLGyvmNRFIeHJbHwPFEL+hZiblOhR0GtdxKotLnmPG6cbREiEcNI3W26NE0OL9vOCYBTS5ioF8EdcRI/uyJQ24810w3EsQKZrcqr08mGhUSihzHJVksBDy4Mae6vtH6bM0UAjZ0J3jha4cu7c8W4mqKm0iaE4qU0lZDaVGuhlKxQKERUKvGaGM6yYyMLVCQpk2BHEErRwEpD237ntM+qAlU4DK5FYrlE76oDmoqbg4KhBKIqMyAT5pR6H1GCmOFcOVvUijjwVBcmyqAq1+Ih5KhR8Lqvasz8uPXcgrj1/ECUvaeHhzL5GSuPE5saC9iU49jwgXD2UWtHc9Wa1Bc4RJ2xXVc7cYSCJcZFiqHAupdFzPZ55f/WJvfF2Nvr+NCwECUV9zhQDXwyMas3WC1BqdCDEvY0pLESZtt/Pp+hf3rIdtq82cEIy4dH2E46NViC4P4Qi46JiFlUgagBvkzPWS20Gm87HK4k1/IagI5sp3kGQHxN9RS9rj5KUtZP1qu4zIy1bHkLQW8Uy9XDGUNKdMajlBHlKtSIRJu5XGEEa4LlqbFMdGkxClFSAoR9KcG169q66Upt6yjlEiaE9s72drR5dxe8x3jaxRG9hetdeXZfBSI85BK9As4yMj+On7jSh7yy3mZlFDT67M27/+CPlyxI8/eh7L5mRnaKCW/Yrrw5XfNitUt3+sLnc/m3K55dqzeWrHAP961/qZG6PFMkOUiwWyKZcm38URguGyJFLxyrSWgCbCZWBwiDVbYjc/ZZoLiyTFMZ60OGgzaZhzhBFnXrYuxVED0kmhhDt2BC1xjEuQpuYhWHQq/fNORzppsnHvtWI5qPZhanxPrYFJzWdJrcGpTi4SQw5gxAo1AKVBGO4lH0Q0p42wy6ZTpFwHx3GRNb2cEA5lfAQaHZbrU61ijp3ncfjiBayY18QxS9ppTTsjUhwB0p5DKYzwXFGZ9BrjOWMPDyAcB90oLmMDhbqHtEYIQdpzaUtpojDAc4TpedVoEjJnhZnoDW4jkJImx6TqJcdGa41PVKnHKkWyOimT4agCTWnNgpY0Jy5tw+t7AXYb8yapwAvziHRr5TsIIoWbasKL8iglidxmhI5wHSrHISVMY+FQGiOFoFw2rpY1NZShUhUXR6iJbcURNCEmYWpTK97i92VcTRAGSCeF72AWG8y3MTLFEfYuzTE+p8z1KBgshnTnSiOMQqTSuK4Y8fYV87IoDUEYxSmdHvOb0wwWQwoRuKj68cUmIarWJAQoBBIlXMJSfC3Hboxg3AYT4aCEN6YgrTvPZGjKtio1aKY3HW4KTxvb+9G+F6Uxac7Je2LzG1RUXw+V6zTnWGkQhuIa9Cg+bq6HKOdp2XYPjiNwGhZGnDCPFC4izOPq6rHpLwSmb5uoEWiVCJq5DxjH1mpKoSsEUtREmso5Y7oS3xOL5Yj2Ugdesdf06U23xD3YFFoGJuLneCaip6KRKY4aQOA5Dqtf7DP325rjoJVENiZwx2nVjRvKD/WbwIZwTQaDDKtCrW+zOaYQC91UnOJY/a6TTIKJFrusQDsUUQru+KTpd/b2H5j8/ho2dOW4/Ct/5ISlrXzzPWfTlvFnaKCWGSHVBO/8b7Oaftf1dStEc5tTfOe95/CTx3fw3Ye3zNgQLZaZIJKSU5a148SW0krrSg+uZlfTnk1RdjJEYbG6gqskWpiaEbQ2P9iAH+XRSlVXmWtXdIUgcjNIr8k4340l0JIJWII0vZ8ir5nIb0a5aVIEeI7DH5/bzFPbB0Za+8sypEyUi+yceKJrJipKa3RNipjnOoSRIlcK+e3arpEuZP1boONPFMqRSVmMm1SfsrydeS3ZEQItVBo3lcWRJSPoGgmHTSpRfEyafCceR0MEzXMoBSG+51ZSFj2h0aKm55MzitBVkflTa86iNck81NMRURTiCBE3xFb1783MgblHQjlPOVJkHIlQUSXNzkTQJDJObw0iVY3CydBEBxomgFKZWqGmtEcYlKHvRZMmGwzjoHAyrXV2+V46QyoYRDsplOMhlMRBx+eaiVw9sa2fciRJOYpyuVSp90u2kzSqTva7UhupTTpdEkGr/b6l0ty9tqtqQLP5vmr9kJIo1yfrRGhlaoOEwER+IJ6UN5iEJMd0CqzvzLGpJ18ZK45LJDWt8bn02Iv9dORCiqXqwkcYp3M2YizoBWEU4QkBce1iW8ajJx/iClVv6qEUviNMbz+nGkErBBLteHQPDBoXVW0ahAtt7PFl/P1LMXoN2uNb++sMXFBxDZqqTXE0Nvseca+5ng11ZQmJ+NbJ9RabtjiCWKDV7EdYgKb5kK5pnh2ZRRvH82OjGyOgRhyzcJjQb0PE5+Ypy9p52aoFZDyXwUKp5t6WqrpsIoikNFHwmnuN64j4mMRjCPLQYoyBiMqExRxz+p+kre9pM6DWJUgESiqUjBCub3r1adAqqg9sxemLnudw5hFzCSNl5r21C2JKVV1GKzs40sVR6AilJDvyyrRW2PYQrL0dnv0pbHvEHN9guHos3bQR8KVB2Pqw+TriS8ZG0Cz1aA2/+3vjGHb1T0yxag2/eWYXV3z1Ia556RHccPkpI1YqLYcI2bnwrp/B+l/D/V+oe2rFvCa+/d6z+be71nPns50zNECLZf+jtKY1U03JATNRDSLNYa0ei9pbCPFQUVj9XVeRiYIlq8lxbYqjZX16VOL0pSRozcDyV6AdL3ZxHOOHPIgnp8lkQAbg+gSRcRRUjo+nQzxXIMo5pNYMDje4pMnQTM68jLH/jlOBII6SOV5F9Phxb7J8OaIcSTob229EZSgNUhrqqUTQEC7L5zaRSfnIqCZKJ0w0zk830eSE9b81w7uha62JEPpx9oZwaPJFPI763yXfdUBJstlqA2DX0WjcyvekG2uoao9pXS1K1U7d0wFRFOI5mrb+ZxpSz6SZwKVaIRimHClShLhCV16n4gha5KQhFm6VWhcZxBG0xlQsE+nIuiaaQ7oF+l9EFPvQmTl4rkuYrMBHCi/dhB8Oobw0Eg9HR5WJO16WExY3VURh2tEEQbmSTiq1Nn2+gmJsElIV5uYQmcUFR1BN0dXV6N1wEFVdEMumDq7SQsHNMi/sBAQBnnG4rAg0U9tTqZPawwja7nyZoeTztYzPKUXad3jzacs4bkkrWwcjunduhs5nkLHD42gCDYzQRyujI+Ko2IKWND3DER66PuKljRvkiBTHMEILl+09A+waLJI4jybCKomeNEbQenJlNnbnGSgEDJVClrRleN0pS0FGZnGntu9XHEETKm6WvXtzXS2qVJq5fU+ho2LFjETrmkh/bQQtXkRBuPUtNxwPx/HQ6NENRpTEkWUivw2lJC6aoxa2sKAlzZL2DH35Yk0ELW1SFx3TMD6KTPSx1pDICLTqAoupM2uloH2e3NxBIQjIZJroWvIKkxKenYvSAoFGhmW04xshGzvd1Ee7NQqNIxxcV5jvw8vWmYRIpaoLCBVGLo65aA6f18zaXXlTs3/4eXDCG2HFOeZ+rKQRvVHZHFfHMYtyhV7IddREVK1JiKWRP/yHUfvX/Bya51celkrzhTuf5zM/f4Yvv/MMPvzyo22Ps0OdtqXw7tthzbfgoZvqnjrpsHa+cvUZfPrHT7FmS98YG7BYDi4EkPbMpKNWoBmLd4Xj+YTKRUVBNe0o7iVVMRKIHQxdZKwG4se9eBITT8R0bHE/poujjEbU7vQO5Xl0W45AKppSLtJN4+uQtC6TKu1GIAjDoGE7AbQsMpEgUb+qrTSmWW08cfNdE/UKu19AADv7izC0yxidBKYOinQrevfGqkCLV9Fdz0XKqLK6XwgVkVL4mSba3IZUr77NZjKTajF/AIRDNo6gNQq0lOcg0GQy2coKvC/Me6oRNGEilglJ1EZU0yIhDsQIQClcNEJFpFSJ5twWorA2shHXoKWaCYpDlIMInwgPWZ2Ea42nJTIWaJWeZEkEwx0txdF8fpMbEUiNXng87HqKbOcadKY9bo5cNQnxUlkEAtW82KSbaYmb9JtyPRZkHeY1myyYlKMJgpCUG6cs5nfDpt/jD2yqtC4wqYzxsVASKiYh4BZ3w5Y/mH2I93GgGJqIi4pIGjgDFBe+BFdLjjvxNI5b0m4aXdemOAJ9+TJDpYhSEJq6pSkKtKFiSDGojcqKuM+ZOT9WLWph2bIVlEpF6FlPFNc3eWMsPKdcF4E2tYyxuFgxtwktBFKrBoFm0vSkrJ7jj23pI1+WZNMZdFhisBjx5Pb+OJKmUbrayFk59TVonYMluodKhFJRjkzKqT/wIvRuQPhN6IoDaixqYtHmOQ4yKtebUGhNtrgLXc4ZcRA7GzpCVKPGybWQXKO1tv9x2rPjp4mctDGKaTxkwTDCSxOKjBFwNfWdi9rSDOSL1Xuem4KoaO51QiBVFJ9vVVMO1xFIGiJo6TY6Cg46KHLh0fNIp1J19vnmMlDIKES4nrmUcdEqGtmoWoHrOPiJG6uXJixXDZ10InxraYi6K6XRKqQ5mzGLHo5jmpN7aRPpj91It3f1EOR7zeNgUhzDgvnuolJlbDaCZqny2C2w+ma45hfQvqzycP9wwHu+9Sj3r+/hl9ddwEXHLhxnI5ZDinlHGZH24BeNUKvhwmMW8v+9+SQ++N01bOzOjbEBi+XgoXbhPRFoShuB5qNwfZ8QU5di5g5m8qiFiSBUalW8DA4SXSNgzIpusVJHliwAj+nimExmvTSlcpn+4YAXOvooSJfuXJmmlIdyUqQLnSza9XtS5T5SmSxRWDvJjCM5rUthyclmAlVTS6S0NgItqWdyTS8steMJFme1mVT3PG+iJ4VedFhELjgOObCDtsHnTcpjvM+u65MvBvzyqQ42deVYjvyC6gAAIABJREFUs9XUz2WbmmnzRnFXnLsSjrukWh8tXJp8k2rY2Fg35TpkPXBTmcoKvCswKY7JLKcxxTHZTzdtJt5da2HLg9VogQxwnNiuXoU4jlPv0JkIND/Dpt4yriySFhGuoJLKqTWkdJnAbQatCUKJFw4j+7aZianr19duEac4OoK0iFBOinLTUjj+DeQWnYWcs9KYKajEJMQINMeBqO1wJC5CRbgY04QkepKUKXgoNJq0o0ipImz9I7rtMMh3VXrI1RrXKa3QQiDiRtU6LFVMHBKROFAITSpqckzj/Qm9VorLzqP1qLNZubCtvgl2vCghlSKMFAPDJWPNPgWTkGIgCeIm55XPFi6RUnURstTi4+mad46pT4uicbOCfFcgdGwVEV+X7U0+h81tNTWSUdEcoNg8wncFYRiyY6DMYCFkd67MqcvayWYzOLJMa9qlFIRs6R3GQSMRo9eg5XvoLwSUI0UgNeUgwI/yxt01GDZlB7Ka4qgQCDcF5Rwt5U5UWK4Tt0qB0NKIOjcFWlbP6+R8S2pRE7dFx6mJxJu6OuE4DBz2cjTUX3PDvbDtYUSqiTCWEW5Nqm571qcURFXTDS9lzptKimMsonV1gcpEWN3qGIK8WfwQaRZmJM2+QDhunUBTWiDi3n+4KXPuCmNmU18ja+yBRHw/kErzXE/AU1s66YvTSbWSyAlSHKXWCCVJpXyiuN9ahbiOV6uQ7p5uSpsfMYZrUFejSDBcNQmxNWgWwOTH3vNPJq1xwarqwzsHeeNND7KgJc1PP3o+K+Y1zeAgLbOSRcebdMe7PwtP/6juqSvOWM6HLjqaa7/5GF2N6U4Wy0HGaAItUto4O4oIz0vFKY5BnbW6xjFrszX1Zq6WxhUviaD5sUlIXEemYrMDPYqLYygV963fRS4wNW3P79zNAxt6WNzssGhuGx0DRbIpF+VmcHVI2L6SrqWvxJ2zwvQiC0umJiJJ8fGSOuREDFZTHLXrV0SP4whSSAqBZFGzQxApgjA0qfKlAXb09PObzQHlRafSmnJMnXOcTuW6LsMl83mDhTIIhyPnN7NiyWKObmmI6sUpkHUIh9aUU+nBVEvad2hOOWY/kmifMLbmSe2MaHRkSwxb3JRpqNu9FnKd1fmYDHBdB4HC12XTWDyoSQ9NUsOAAhnOS7+IL4s4AsJYBCutSckcZd84IIdRQLbYge5ay3DksisXjBDfWmvTx0yG+OkMuVIEfoZS01LIzsF3nWoELVJ42TYG55+BTLehhIujJZ6OGw3HAu3waAsn5B9FxZPfFk/TVOxENS2kp/VE0uEQ7Smzzdr+fFopEG48sY0NE2KxHkkVm3EE1fonFVX2RyYRG3PwcQQ1Lo7J4oYxMImiiEikphRBGyqFpD2npoFx1STEqwn3NKVd07/TcYmiaIS4ryXlOYAyZhg1dWVnrVzAotaMuV7mHAnLzgAlSXsuvtA8311ge3+BZXOzHLmgGd/38XXIMYtbOWphMz25ctxbrxr9VE5cAxWWUJvvI5fPMxxEaBUxb/s9tHf80ZQaAE6qyRhhxPupNKjsPJi3kpb8FhPFq4mgJQ3hjUDz4xTH+LBX+veVqt/ZiBRHc3264v9n772jLLvqK//POeeGFytXV+ccpFZL3QoIgTIgIUQ2IAMeBjzGEZgZ2+Mws5bHnhl7Zjz22GNjM8bGZBsnbHDiZ+MxWMZkkJCEJCShljqpY+V66Ybz++Pc+OpV6KDuru6716pVVS/ce96997139tn7u7+CENBBkLc4Th82izJ2jba2EIicghYfl9mYb6tMDZqQUUhIvBIQ2YmVwMcy5zEO3ZA2bW3jEr1PonMSuxPModQEnodQjlF/kRHZygf6hKFGKpkkeE51JBpJu22u3TDsoaB1LY4FocYixLJM77YcwYrea57nobWmWV0HG1+Yvv4YnTn8QJvApUJBK8CT/wB/9e/hzZ+AtfuSm//8m4d48+9+mXfesoVfu2/vvJjjAgUSrN0Hb/0T+Jv/AI/9de6uH7l9K3ftHuNtv/+VXN+eAgUuNWTndlbO4qhxCLBsh0BYeJ2OUcAiAqaFITcIFSknjlHQskTErZsJYGcWlEWgtQkhYH64xaNHpmm1PU7MmcmV73nsXtPHlkGHNYN1LCmouYpSqWwmhpVRbCWxHZfA65iY7eceMrYbu5K2WInHkrM4OjkrliN8Gl5AzYF6yTKkqzICcycI/Q6BKrFh21WwZq8J0YjGrizzOtb0l5lqtik7Fns3DCAGNyEbJ/KBJ9mI7hgRwRqqOnRj83CVLcPlyM5lxirQSCmT5DnTxytDdGPlYONNMLDRjDXqF2UUNA/lVM1rDlsoKdDZRuKZMR4b2IetjXVMSWEmzNHxc7wZWpap9Q78AMtvEHYafHe8zcOHZ2h5edUoyCh4g/UaB8aNaqej261IQZtqeDx7qoFtSTq1dSZLAcukOAZtE4IgbejM4Y5/h539AcMVi7GBGqNlgduZICiPcnA6YGhwCNGeAa2pNg4RtkwjXh2G+RTMTOqlF2r6yzaz7QCvFdVChl5ClJLUQACp8hbH6DrToUm1DHwvImjL74M21/YZrrkEoabtB8n58AOdC5GpOhZtP8TXwhCD7Jt4+ggcT5ubO5ZEovNqdwwhDclwKuZ6j2rQrllXQyiLmZbPYCUKALJtyspHCMFIxWbfhgF2raqiSS2OvlMz13x7hvG5DlbYIgg1bnucUFrMbXslbL41PfZBYKSxKGZfSgm11bjBnHErZi2O0d86U+cYhmFqcYQ0KCReaJBZgmYUNCkEgZaRhbFHgme5n1AokraEGQtx1YbZTtxzzE2PoZB4QRCR6NTiKEVUgwa5xMcOEluEpuYtOiexcBVgFM/QjxprRwqaDsMejao1SpjPAyEELT8gVA5BFCATBj0IWteijh9qLBEgpI0tRRIGZMZqkho7no8WktnymvS+uGG6ENCZJQxD6iU7XVxYAAVBu9Rx4CvwZ98P3/O7sPlmwKy+/sJffpv//reP88F3vIB33LylqDcrsDQ23gT3fQQ+9aO53ktCCP7zq3ZzzfoB/vUHv5IWjRcocInByUz8ZNbi6Ic4IkBaDkJZtDtts8obrU6HmlRBk5aZ/OggV6OFVKbeqnEKlGNC+KSYZ3E8NNHg2HSLGzb2M94MCYWF73foL9uI0GOwr8Y9e9awfVWd23avx7UUujZCyZZYlm0m35MHjOrRmUtDOIB0fpK+NtEVEV2SZoJXsWCw4nB0YpbHpm382ZMEWnD1+qG0Lcu2l8D2lwGglIXQAesGy6BDXDu2e7pQXWWis2Nkm9wmQ5qfqBZDSWFCHDIKGjpESpWu/EuJzgUHRASr1AfD22DDCyDomIV7ibE42g5aSKygYZSlmKB15pJz5wUhnqpg10ejYab93rTfxgo7tK1aRKQ7WP4codZ0tCHrSbLloW/A3EnCMNq/307U0DAKPVDCxIR7gWb/KbOdqmsZUqg1gZAIHWCFLUO8nSpMPAslo+ANVR02jA5B4FHqjBOUh+n4IY4dWS0n9jNw6luIqQNm/DpEyNSCpqMaG7Tpq1a2FTVXMTszHZ03Pzmu2YbQCBPVnwsJia6vth/iBx6esHIkYzFMNTzavtl/yVa0OiHokAMTLb57YjZHwpQUlG1Fy4fA99P6s04DDnwJTn4HZkzDYdeS5jqC+defVGn8fNwyA9PGwAuh0fFxoxrJarlEvxMfN9g0XMW1RC5m37eqZrLenOTZUw2uX2NUbLd1klZp1JDMmBwLaZT0qP9aSJROarnYumOUnEzD9TC+/qLQIIAgMGmkiRofBwzFn0E9Xq+p6YpeR3Zxw2/B6mtg1ZWE0jI1e/G2IlRswWwnOpbJZ4xIrnlbiYTMg1nwCjTm89FvR1ZSgRcIbBmCDowKTibERhvjbOB7CGmb92ikoAGZfn6mSXrcE9GSgpYXouxSUleqdcg8x6HIf/YGoTbtFqQy9biRAqa15rlZj0MTDU7Ntjk2dhuzVprxkBC0Uj8cfwzr8Fco2zIh9AuhIGiXMg5/E/7wPrj3V2HXKwA4PtPirb/3Zb51aJK/fs8t3Lhl6AIPssCKwrY74fXvhz95Ozz7xeRmKQW//IZr2Dxc5fs/9FVTFF2gwCWHdIIfTwL9wNSgWVHdj7Jc/I750g8DM1lNEtQSgmasaDobEgKGLDROcXgmYLZt+nqFOl8XNtnw2DBUYaSiCBF4WPjtlgkvyUzIAIRThZ33YFsurqWwbAuapwyR8eYiBa2aeX35CXQQ5mvQAK5ZW2XDYIWKCrliTZ2qI3h6zqXlhfiBH9nEIkiZjEcLidAhY3Wzol9yMu1blN1lP8y0H0iGljkOkwfg1He7To0p/Cfw4eRTsP9+pFKpxVH2UNCyKolywW/HIeYw8QyqOowWFnbQMGS502R8rkPrkb9mdm6OL+2fpOUFps9bZcDsx3KTCbLozCDdKghFKKRJhAyaxharFVJZ5hqJyBHTh3M1cKWSCWDwwtAoa9JYwWJ1YPeaPsb6Skhpbgswx8zyGuYc11ebyXRlOLVZWS60p5GE+E4dPwxRlrHB4TXNqY+CZHQYmPRG4hTH6HM99E0CpxL0lx3m5qJ2CIEfTa5lqgQCCIVEzOPXYRDiBSGBH9BwRk0949wpFoPWms8/cZxTsx1cS1JxFA3Pxw8CnjlllBevq3nzmv4yh6dajM+2UvLmRyR21VWGpGFCQpSInjtPQVNJA+fsYoHCvEdm2z6lqH3BcL1qykUyCowSUcx+3CNPuaBsgqnn0GiGXXMduZ0J2s5Qeux23AWrrspF0JvWB4BVwg81BycafOdI1B/s8DeTeH0dpD3aRBgYvhefwyMPmMfHCxXd7zdpJQtEgca0GYjhNcEuIYBQ2Gl/tMz7q2xpGn50LJ2odMZvAoIwDNMatGyKY2haQxgibKG1ph1mFDRlxhgTtECD0CGBbz73BKCFSghaanPUUX9Dkn2ZtE8LP4jJXJAoaAmx61LQglBjC/O5YVsyCf2Zbft8/cAMjU7AidkO2q7l1TEZfdaN7DRpj81JSu0TrBnIt7jqRkHQLlUcfRg+/ga467/A3u8FTH+NV7/3C+wcq/NHP3QTq/sXvzgKFOiJK+6FV/06fOLNZhEggpKCX//efQxVXd75ka/TWkK+L1BgxSHraBECR5neUJ0gxG5NQHkQy3LoRBPcMJogaaLodpESNBWHhGRXrt0+aE3x3GxAywtQUqa2m2iy0egEpo9VGGBZNh0Untcxq/dRwEgObg1LCVxLoiyHwPOi2hZh1LqMgtZt8dHxinZGQatbmrG+EiKqwdnY7zBYqzC74Q4m+nfnCVoGw7USe9bWsZSkZAlKdmYCLFTe3tazBi2zmt2cmN+kWweGlIQeHHvEnCOlkpAQKRVCZ5r6dqt00XHTfgfLm4HZY4ixPUhlYwVNhFvDazf56v5TfOfYDAfHG5xsBDQ7gTn2AxthbA9C2fixmuG3EVGf0VAoSqcepUSHjpYEwqLkWKaPVtzYVjmp8hR0EJabpCrqqKbLilod+EGYqEFJ3ZgwdTVWMGuORXnQELLKkPlfKvN/axqtXEKMbUsqyxy/oINWDqEfByeEiWohsva4KJHSkpKBis1ss2Uslc1x0w9NKMIeClru+hLC1KB5AX4QMF1ZD/3rzTW5CGJb2VTTw7UUVddituXz9LFpahWHPev6jUqbwa7VdXwt2X9iOg2ZiBcz+tfD3AmYfg5bmfYM0cWT33GsoMUEDSLLYWAUSKBkxbHy0YRcWqnqqzWBTsNVAq1N4unsUbR0EH7TWCxDj1C5KZEs9SNtBz8OFYn6qYlIQRusuozWXCam52hNHYfmeKrgBl7ymaND3yw8hCGsvTZKjW1matC6328qua5CLZAi8+Hnt8Eqm2tT2igVEbzMe1ih8cKubQaeqROMa9CIrQUZgibtKFBEGWVQmnq2mEhmU0bjUI8w8BEZG228EBNkFDStRbJYEx9b205bf2htQlwaHZ+/eugIT5+YNYpvzuIYRgqaha3SGjQv0FQcxeZVxvLZX+6yL8bXQ3kIBjbiOf3YQSt1GiyAgqBdijj+OHz0dXDnf4Lr34HWmo9/+Vne/sGv8pN37eKXXn91EhVdoMAZ4eo3wl3/zSwCHHs0udlWkt9667VYSvDDH/uGqQ0oUOCSQTpJWd1fYsNQxSxEaI3VHofKCJbjmAbDEIWARAoapCvV0kZo36z0ZieCtTGzl2jSYGrQYoIWxZd7gakXDn1s26bhCwg9HN0xEyRr/pf+SM1lzUAZ2zEEALtk7JSzx9PVbeDL+yeiRNZIQdMaYTn5dL3477jBsw5xHYumqjNV2Yyren+3CGkxUDJTjrojqZYzRDKrzsAiFscwvT/sslInCloa124plQZGRKpH4nLUQRoDDuZvaaGDNqo9GZEaY1m1/AayPECrMctovcTawTpKCmzH5dRcx3yfKhtWXYFSVsZi5iOVgxCCYGQ3dOZwLEmTCspyUdJCe21DKKMaJ+fUo0kNHMqJUht1Qtzi19P207RCJTJNtKWF8ubMORYCNt8C/RvMsZFWpKBNgeUQhoYwKCuaXAceoVNDB+1oUqsTgqakTNsUBJ5J4rMEA2WbuWbLXHdxHaEOE0tmfOy7CVqIRGiN53mR+icJrQphe5bjiwROJTVcYUjJNo2kD000GZ9rcdW6AbaN1ugv27nnOJbkqnUDvOyKkdQ15LeNamqXjMX2wBcZnn2CtX0lcy561kBGBCK+NrVRPx3b1GslixP9600Ccn11cs0KdBRiEqavo289gVXFq64BzxA0i4BQWLkwEyVFmvqoQ7Q2yZoIwdhgH5tWDWDjEbRnwe+YhR8w7wURX9d+2qi6PGhec+AR9yqcpxhKlSQehkIiswq3HyloAgKrzOzGl0RkNEPQRJhPRZRWsogQBNqEdWQWYlIFzYoUNGVCcCzTfN2knKSkEaIaWR0S5mL2jc3X3J9R0EiDneLfrm3j+ybUQ0cK2nTTHLsD4w0+8+1jjM+l12IYgiUMaXSUTJTaeLHEsR0qJZehqkOrkyVojvlst81nrS9drLCVKK4LoSBolxpOPgUffQ3c8uNw4w/S8gJ+5pMP8b7PPcUfvPOF3PeCDRd6hAUuFVz/drjtp+Bjr8vZjUq24nffdgNtP+CHPvqNQkkrcAkhJWhxQ9amF1DRDbOi7daxbMesXAM69CKLI2nwQJSuJ7XOh4QA1EZhbA8zFdMGxViM4slgRNA6gfli10ZBm/EELgGyM2MUuHkNi2C07rJuoIxl2WYSZEWT0NAHtz/z6gSTTY+mn/bxSiyOkwfM90tcJ5RJ7HMdl5ZnYs8XUtCMSmYef/W6PoarbnpfpqYnea3dddHzCFqG0MUSk1XK1antXN3PWJ/ZjxQmkXFBBQ0MefHbWJ0pExoCSMtGCc3A0AjXri1z/aZBRvtK7Lz1jfSVXU7OtnEzr1koC9/3+NpXvkCnOQtKIQUE/Rs4MvJiWhtvY047WI5RHnSnYfa7ajc0J3EnnkBqP1JrTDJdEOrEMqikqT9qeUEShiFFSlykspBBKyXq5cFIOStFBK0ErWmEck3dWhgi47j/oENoVU2AhA6N8hsTlbgGLTr3XmgUtP6yTcfr4MnM+fRbUbuA9PwKIaKaoWgTUQ8r3/fxA5MW6VkVnj16nC89vbCKlo1Zd8MmA80DqCNfY9DRuLa94PMQCkvodHE6IsCAIbE77saZeIrRqmVu72VxhKh9QaanYejjWHbuGsByTdJjbSy5ZiUaLVJbXBgCozvpbLsbrzJqCJqSlFSIlipP0ITAJ+5HGIWExO8PqwRO1Sjy7TkI2klaZxiSLAqFYWCsiEmPvGh7YZiGhGSRUasCJIrM+ybwTKuQOODDrc1TwRUhncz5Pu5X+PaRaY7OtOj4XtQUvMviGBFgv9PkiRMNJuY8LMtOiLAZUyYkRIvo2g8QyozXx1ip7cjdYM6Tzjegj86f49gEUaCIyasUzLQ81g2UuWPXKtYP1Wh30s8Zo6AFaQ1adC47gWm5gLLZPjbA9lU1OkEmhl8I2HJrct0YgpbpqbgACoJ2KWF8P3zk1XDjD8GL383hySb3vf9LHBxv8lfvuYW9GwYu9AgLXGp40Y/BC94JH30tTB5Mbi47ig+940ZCrfn+D32tqEkrcGmgq4ZGRau5ZdEygQxCYNuumWBjLGJIFU0OyFsctZ+kPEKm7mHVFczZpsDcUiINrw4DwiCg78g/Uzn1CIQBtmUx40nK4ayx/JX6Fh2+bZsJCVYJxnab4J9qWsxuRZPMhhf38YoJWgAHvwrPPZgnaBFJKrk2c20/ahK8QOBUlmB1E9N5FseFUxxz+z75VK45MsoxysWavQA4lpVMyoQU1Ge+S9iYTLfRPQlXDsLvoNpTScS5FaX6icoIZfLJd/WSzXisoEVwHJtmswUnHsefG0coByVMKIGWFnZ9lGk1iKgMI1XU16lvPVgOQWvKrNKHnahGqmzSIyM1K56zJyEHcUJlJlEuLEf1S3aXkmo5KUELfbRVIowSSC0rtTgGTg3tt0wYhdbI6DxIadL3JhqdVEFTAktJqkozHahc7HigdU69NMpH5hQLweqjn8eaOYAfWfYCq8Kxk8uzOAKUJp+kNneISuMwA1Z7vk0vi+4+eNl6TSHSWsz49m7yHj82bj4cW251iOM6vdUQEdn4iBQ00vq4pB9aqA2Z9hqULElZabSwc0EnUoInlAn9SEJCSMfj1LDwTABQGJi+aPGe48+c0DNUKA4FUU6qNscx+7mxp2pVoCWSwLizjj4UPd9O1lAsKecdX4V5Xoyj/fsYX3Mbz55qsn20ZhrZZxtVi7QG7eipCaaaAQ8cnMDTMg2fESIi+vExFDgSROjjOq6pidPCBOVIkQmVNKQ2q6BJIbAthe975lxo0EimW340NihlatQgjdk3FkeZNJpO+rpJRcl1Kdlqfgx/Bp50UQVBu4ww8Sx85DVw3dvgtv/AF586yWve+wVu2jrMx37gRoZr7tLbKFDgTHDbT8FVrzckLUrDAkPSfu9f30DVVbz9g19lulWkOxZY6cgztLg43okj9AHLcRCJxSiIatCi4IkowdEoaMbiONMJmWp6fOaRozxyeIow1MkExJLSKD4ROWlNHKbsT2K3J8zE0LY5YY1hWQqOPWwUtEVg2S5+CC1s6FtrrFgZ+KGpq2t7sQ0LpO3CuuuhOmpsf3F9VWKPkpRsxXTLMxa8hRoBZ1WyTINac581PyRkUYtjRNCOP2qIaXy7kEa5GNqa7jN+el/0Wpsn0310k0DLBb+J1Z6EslnQbI5cTWfT7eb16zBRlxBGPVJSMFxL7ZoV12VqagJBiPCbZmVfiiRMxFGSk+4GRP96rHiVvzYKyuHRg6dM7WHYjup8XJQksjim1ixLyaghc2oP8wPTN2/b3luoDq7O9LaLX1spnZhjwkz86FqTcUiI3yG0a9HEPTAEPdOmAODAqTkIvVwNXL8rePC5Ng8dmjR90TBjTmvQRNrTL0KoBQJBbfYZNJFlTFZQfjOxV/ZCtjmwEzZx1+xCOHX67B7XTBbdiwBBOyVbYFhQTLoqI/MXOzbdDLvuTYmvSJsqO7a9AEFLr9luBS1WdwKt0U4dOnNcucplTV8pSkZMj5WjJFo6dNqtRA1KFbQyOFWjyCcpo1F0fNz8TKq0l1kcjpMjaAuEhIiI+AuJOvk4TD4LCJPgSDoGFX/+hen7W0pNJ0xfw3gbdm3ewAu3jrC6Hr1felkcpc3JyWm2r+7nmvUDbF3Vb1S+SPHOlqIGgK2MzbHkGMLoa4Ego8hF4wk1aQ2aEthKYikL3w9MYq7QCCmZaXlUHSs6rxZekLaWMAQtSGrQ2r5R5L0gCj3JKJGOkgsSNF+WCgXtssHJJ+FDr4Br3kR428/y2597ih/+2Df4hddcxX+698qFvzALFDgXEALu+q+w9Q742OuhMZ7cVbIV7/u+6xnrK/GvPvAVJhtFn7QCKxyZSZ6VELSUcNiOYxQ0rY3VSKi0SaxMv8SN3S7k/ifH+fx3jlOyJQfHGzmFwExaSCZ6zbk5bDtKKgwDLNumGUg6a2402y31sxhcx2agYvP1ww0OTzZ58OAk/++xYzz2nIlJD7R5z8aCd5IoOLQFxq4yE5WgY2opwiCZ7JVsxUzLx1nsu8YqGVVo/Gmgm6D1qkHrDi3oImhxc96gnd6eJIJE/eay26gO06xuNM17W1Nw7NvzA1WUizu1H+32m750wMYNGxkaXWO2rRyTfgkgFBuHK9y7Zw1rM8X+5ZKD6phaLOU3EdJGCUHTC0yNUXSMHEsi7LJRlUr9oBz8IKTthxFBayU2slDryDKYTjCzv6Uw7XOkgKH+PuT2O+dbXS3XTKJj4mY5iQJgqbgGrUPo1MyEOOigI+ULwLUV6wcraGCm2cQLTZ8+gI0DDi/csZaNQxUOTxhyEAQ6pwIJIdN6Soh6ecHGOkZZVIIGNghQQSOntmURExvXUgi/hXBqXLt5hLIlF1fQuhuVZy2OMWJFddUVZgEjC2Xl6jUREhqG7I/2VVjTM3RNZCy3GhkRNEfJtI4q1AjbBauE05k0SatC5giaEALbduh0UgUtcQCP7YbhHWi7TKhKaUIrRgGPI/R14Kd1ZInF0UvV6pjcxsdAKoQ015UWEtkch6Ftpifq8DbzkJgjxi0BMiEySgh8nboDZlo+AxU7pyp2WxzDUBMKRafVpFousWWkysaRuhljNE4lBJpUQTMEzafkmEAdY8cMkmTT+NiHWiRvCUsKbCVQlk0Y+FG9pFGLZ1o+FdccC9exTZT+Y39pQl6SmH3zmXdoosF3T8waFVqKxL4OpmVDZ4FG1J5wUMHCdZYxipn7SsfRhw05e8E7OfXCn+EdH/k6n3rgMH/+Yy/m1XvXLv38AgXOBYQw7RxWX22CQ1pTyV2OJfmNN+9j+2iNN//ulxctAC9Q4KIMOhvZAAAgAElEQVRHhkjEkyhHka6c2mZVXmgvCgGx0ohnaZuJXqYPmmWZL/Rto6ZuoZUJ1lEyk84X+nz32DgDw6tMPH7oY0dJiOtGB2HnPdC/btGhC2mzdqBEM7Q5PNHkyGSTLSNV9p+cQ2uNH2jKtqLpmdcYhGk0dVKzEnSMihCrWNFkBcBeqP4MzOR23Q2GoHXXmGUj9KG3upXtgxYGhpiBUZp6ETrlzrtNKxOWQHvWjGfNvvxz+tYigjb+0PbkptX9pcTyhF02PdAgGZ/MTKTB1OO5fkTQwg7CspDS1A46lmRtFK1tK4m0y0xtf000XtuoKWiUN2teq3ITZSFuVA3pwoCVqFvmMVLkx5J/bevM53OsGlluksQoZKSgBR2wjIKD30KTEjQpFav7StRci+dOzdDs+EkdkdABtVqdesmik4R4aFTG7iqiWswYIWYCuqa/zA3XvQAlBY1OgC4P47bH5zUajhFo0yD7RduGkz5+0oqtimdocUweYy29nez2Dn8TRq9gpG4Cg+YhZ+s1gSteZIeLCZofRpP7Uh80xk3LA8gRNADLcel0WhhyI9LetU4V7BJTG+9ibvNdYLnoTkzQyKQ4BojIeo2Q8y2OMXvJJFDG15UWJl2y+3iJrIKWDQnRobHdakMSZzs+thLmcyJHlNOFmjgMpxkqbN1JkjGTxZuMgpaojyE4AqQOKbkmJCTQEkWY2M/jA6Ezx9SSZqFEWZJG2+Nrz4wjCRP7ZC1rcQyj+la/bc5VpKBtGKqwdaRm+viFWQXNPDdbo9YNTzgo7eXqZXuhIGgrGQe/ZmrObvtpvrr+Hdz7m//MWN3l0+++mR1j9Qs9ugKXG6SE1/42DGyYR9IsJfnVN+3lhVuGeMPvfJH9J+cu4EALFDhTiByRiCevtkgnGo5tEQobFXQIQx+kTENCRnbC6JUJQQtDja8FN28fYdNwBUdJZlt+UtPkWNJYuqSxEPrtBuvWrI3saC0qrkPZViYIw1qGjV05qMogTVz8MOTqdf2sH6yYZsuBmYiVHUUr6l8UN8uOn4vfNqvudiUNCZGKmmtx/aZBdi71vVMeMOSouwYta3+MC0eWVNAiy7Tfnr+9eLzdhEXapo4n6BhrWLfK1L+OUxteju6yfiawSqbBMczfdjJMi6qI7Us6aaDb9qM+V5biNXvXcsXqemJNBAhEOvlVnZkkjCKuzQm0zsSEp5Pa+LcfhshF+Fkatx8tIFgl2n4QTa6jHl8AyiaUDsweN+l98TajfQ/XXE5Oz7FxqMpAxUkXLKwSAsHJkRfCzpcTZsYLIJVMmh4DaC3NBH9kJ2p0B5aUNNoBurqKUvtULgwkiyA0tW39to6SO8skfaa6SX0W8yyOPVpSnA5Bi6/FVVcuss/MokJEWrwgxLZkhmRExNo1PRCVZYJh7C412nZcvHZUG4icd65NS47IwtppIIhq/oQ09WJBx/QyE5GVM34/a52vQYvfN0Jkegh2tQ/ogopbiCQhMgEqOpZ+qPH8bHiQyB0TMiQvCDWNwLThSMYTbzdaqJLCVPOFoWk3YCmBI0OEtBFC4GuBxCxe+KFmYq7D+FybIGMLVVJgS4GlbIQOmGp6SAGd6JTGC06uYyck68ipSY5OtczCmowXpEydm5eEhKQEzVlEQetgo6SC9nTP+2MUBG2l4sl/gI+/gfCuX+S3Gy/hBz78NX7q5VfwK2/aS8Wxln5+gQLPB5QFb/h9Yw/52PfkSJqUgl94zVXcd/0G3vQ7X+ThQ1OLbKhAgYsQgpyCZmUVNJHWHoTKRYZtU4OWtThaThTWoJChR8fz0UIyXDVR7CXHWGxsJXjtvnX0l23avplUzTba1K3ANJ+2XGjPUC2XuPuq1elq+lKQEmvn3WhMTZRrySTUo+UHCCFxLUnLC+n4YWpxhHQy2542q/2hl9avAOsHK0v29cGumud4jTzBkVZ6XGOitlQNWgy/1TtUJNuvKt5ErKCFfs/J5nTLo9EJFiY6dhk6s4sTgf71rOkvU49W4UVUT9TspJNUEdVkZZtO+yKa0KoKqjOdWBFlFHaQTUWMz5kd3SBFWoO2JDI1aG0/mlhKy5wTqRBCEZRHYfowgV3PbNP8Hqw4vLh+gt3D0e2hn0z4pRS0VRXcer4GLToOQZeCJoQwBEcqLGV6UOnaairt4+hjj8DcyXnDT46DNxfV1cnlEats8RKYWkLVtaiRJFYuY2ocE9pFSWHWzmdq5IJQm8+I+FLW0XEq9Zk+ctLmjl2j82raHMfFa5kY/VwNWgRLGZJu+ps1EJZNqDVzvuaZGU2rORORi+hYWY4555BTfszCgJUOH5KgmIQIdyEh+Zn3p1SpAueHOiWcXapifF25lqTtB8z5ULIzbQ7iz4bos0YIouAS81xHalxlHifALCpg1OqJuQ73P3mCR45MG8U2W4NmSZRSxDFMpoWEyB1X15L4oebEbIvHDp5guuWZCP/o+FjRwkjH1/Nq0GwlFlTQ2n6IHN6ca1HUCwVBW4l44A/gz76f6Xt/i7c/sINPP2gsjW+8foFVvwIFzieUbUha//p5JE0IwXteuoOfvHsXb/3Al/nc48cv4EALFDhdiFwcvJRmou1IUgXNkgTKwQ6jfkTZkJDkiRYi9Gj5IZWSk0yCy7Zitu2lfXqiSQtCMd1sU1OBmYDZUc+pxUIRFoCUJs1srh1gK6Ni2ErS7JjG2K6taPoh//j4MeY6fkpWZMae5NZzFsfT2Ll5bmsasscjE8E/r54s+9xeBC3o9FbQrPkWx1A4qYLWg6B989kJBio2gxVn3n1mmyVjq1vsuFeGGLzyNlRcp2Pla9CyiG1dAIGwAIFn142CFildsToGeQVACpHYK2UU5rCoxTGGEDC4Ge1U6fhREmTUg83E+kN77FrY+XKa62/JNZsGTFiKVYKJZ8z/gWcm7kKgd9yNL93EkpmrQcs2XYc0iTAz2W14AbIyyPTQNTB7wrRv8fN1yybl0oOjj6Q1YWoZBK27lUNPi+MyrJKng6yCRlpD6FgyCbAw/e0wfQnDAJRJB+2GU6qiG+Mw+Wy+Bi0eemzpU46xVFsltNYcmmjz1HiA35pDkrEOKydVsKIgkeQYRNd3cj3Fx0P1fq+7tuwKCTHvx1jF8oIwcx1lSGvyv/nsa/sh0x1SKySk44oCiZLo/9CEelgiWviI2gL4WqAIKdmKybkOTtik2fbRmZCdgbLNcNXBtiw2RJZjzzeLZbG9ESIbshAcmWhy1Zh5P+og/cyLj3licayvNVbi6LnthRS0IMQa250m4i6AgqCtJGgN//Qr8Nmf45GXfJi7/sYUpn76XbcUlsYCFxeUDW/4QETS8sEhAG+5cSO/8eZ9/Ns/eoAP/cv+BRO7ChS4uJC3OIKx9zhSJ4TCsSShdHHw0O0ZcCqRxTHzJGkhMQl6ZSclA2VbMd3yk9Vm1zKTlhDBbKtjCJpyjRIVNXM9E8Q1MHHNWELQlEnTu3PnKtYPVjgx085P+i3XvLetchJUctok0aklk630eGQtjj3qyWAJBU3Pf45y5o8tVtBiUpHBs6fmaHkh120cXLiBrOWC11z6uPevR5RNCqBQxnoVK5a5zWWCDPxQE0gHz+k3E7Ooj5kUIolmjy1ntpLzYtgNQVt8WAnW34C0S3T8TO2M1wTlGsWumzxAKqf0rTW1bLG6lVEjVZR8GCsHeQXNHLM4hVEjUrsdxgYf1+l1auvwhnYatfKpz5qkzgh+GOL609CcgMHN0QFYBrHK1jlqffYWR1jQ5pp5QK61RJxiWXFUzuKopEyaGC+kUln1VYwP7KXlBfjhfAUtCRQqD5q3g2WjgVYIlfoAVtBEBu30Nce/49eatTgmdVRmH0kaY4+x3XnFKlbVIyVTB6b1xdGHIPRM2mgQpjH08f6yClq0fytOOG0YcpVT0MCcL5lG/3tBiFKKsaoJr0l6pCGRQuNaEnf/Z9l26n5CHdIOUgvwqr4SW0dN77Ztw+VkLFpIhqr5a2Kk5jBYdRmrCO69eg0b+9MkVEtK/MDU7lpKmDTW+hhgFtdmWj6PHplmqpEmWHei5EenVIWtt/c81zEKgrZS4LfhL9+DfvDjfOyq3+Mtf+vz0y+/gv/1xr2UnTP7ki5Q4HlFrKQNb4cPvxJmjubufskVY/zJD7+I37v/aX7u048saAcoUOCigWA+QZMmSSxJcVSSKzaMUhKeUbncvjQkJIZVSv7vL6eTnrKjmG35qXXSMiu4+081mZxrU1O+IQluLRrPmX2Fx2mLiVVOGYVHRQRCSsHuNX2M1Nz894tyDDlUVj5g4HRQHZ0/9myKYy+7Yvx4HZJpbhQpP53eRLFvLdRW5W+TcdBJPsFvquHx7SPT7NswMC/0I/98y4STLIOUxsEVQllJ2Iuj8s/LqmNBoDk+disz9a2EmaQ8JVOrVDbFcV4j4yBcnoIWjy/q05TY08AEbghyBC3dZkZNqY4YO17cMDy6BuIxxdvNWi6lUGhhlKNvPDvBs+NNhMqqFSJJOJRCENoV477wmqmdEDM2K2hCZThtp6CWQ9AyFry4fnFBgrbM49jdymDePrMWR42XqXFKe3lFtXpONT+GLlRci8OdMo8dnabpBTmCDplraXCzOUbKIgw1LR/GhgdNomhzHMpD0X6UaaTd3ZJC2cnfQpjPAZ0oaPOV5b5Y7RPK1Gce/ZYhm8PbEwXNtITIXEdeCx7+s2hRJn0dJUfRCqVR5LLnQgjzvhVpo+qY2FraTwNFBGhhGlWXgjmEN4ttK8qWZKYdzlcmMwtDgpAXbB5iz7p8Eu7GoSobhyoIv42tPaTfTNJylTJR/p04Zj8DW0mOTbd4+uQshyebye2d+BpfxmpKQdBWAmaOwUdejXfiSd5d/mU+9oTFX7zrxbyhsDQWuNihLHjd75geMh+8J7XFRLhyTR+fevfNPHx4mn/z4a8x1Sx6pRW4mCFM7VUGN24Zou6I3KR9dKAfy2+YGg+3bnLXcqmFqUqxZaSa3Fx1rWhylZm02IpjM21uKB2mrKIm00tM5pZCPJlwMr8bkcUxHp+UJrxkTX+mrkzZxlbm1M2EKapbOi2M7oRtL4H6mvS2HvaoeUgIWhxK4Rq7ZNRUed5zehG0pAbNy9m12n5A1bVY3TMqPft825CFZRBjaUW1XspOiHAvi2PMNwOtCZWJwhfD2w0JwpCvnEWMOCY83VbcqPo0+BlKkjYWj69duwRJS+XuZtMZi5pdNgpfcyJSI9MJvRCCjh/OIxBCSkBwdKrFoYkGc50Qkbl+R+tucoyUhEBVMoQqsoJNHUY3JrDDVj7yPhMNvyCyyk3QIZdcmN3O6RzEpYJ5snVvOiR2vFlRpDxkaupikraAjXC07nLnNVu4dsMgN28dMAEtGSTXkhCMb34F3sBWNND2oa/ej9QedvMkVAbTJ225NWnqnhAhu5J7XTvG6rx4e/Q+WiAkBDDHbuqgWYBZfwOsvtrUxQU6Sa40+4nstACNU7n3UtlWaOlQslTu89QsjHSiGjSRNFhXKupFFz1WINBC4nhTVGaepuMM4ihBxTGfZwPlrvFH58e1DKmrltx56ZmAeU1B24y3NJBcZ3GAT9y0vXvTAFtHasy2U8W/kwtMWRwFQbvYcfib8Lt3cKy8jduP/ntqQ2v59LtuYfuqwtJYYIVASrj3V2DPGwxJO/547u5V9RJ//EM30Ve2ecP//SIHTjUu0EALXIoQQnxQCHFcCPFI5rY3CSG+LYQIhRA3nMbG5tUNDFUdRLfFznJxO+NoqwzKNg1/uzbVV6uydaSWU6iGoklXd6G65c/Rx5zZv+UYggRnYXEUSf0ZmHh8U4MWTw4XmKSqqP5NSrOK3Dh1ZmOoDOUnovMsjgspaEFqj5S2Sb4LvWgcy5jOZFsFZNSAeFV7SSRpgUs/VkWTXKksrlzTR821qJfyk++cgtbV/y7ZpcRMRkWWoMkciY/DGJYdFkMmMCEbsmEZBU3rLvIAGYIW3VAeNNbD0M9Z3+KebKrrGAmpEELy3FQrVV0yBG2kao5Xx4/izrM92+JFkckDyJkjppm1nS5sLMuamA2x6GVvjB+zXMvuhhth/QsWf0xXpLxOWhakTZTDTG0UdmVBi6MQgoprxuyGzXn3W5lrKRQW0nIINbRDTcm1uWHbGvrCKaM8LjheZRY1Nt+a37YVhV8sdn05VfN6h7YlN8XXd2IBNC8kPSYzz+U+asq2olIy/cxynytC5RQ0rYlUOWWujaQmDFql1fjVtZRmD9IqrcJWkqotqZfs+apVtDCUS5jsxlWvN6UafkTQKkP51xfECmH+2hupuWwZqbKqz2W2nbc4FgTtUsC3/hj9kdfwubG387LvvI6feuXV/PIbryksjQVWHoSAl/4cvOhd8KF7YP8/5+4u2Yr3vvlaXrFnNa9/37/wxe/OT+8qUOAM8WHgnq7bHgG+B7j/9DYlU3tUFt22PKuECloEjrEimhTH/Je/7VTm1TvEn+1z7dRG6VqSuQ13oq5+g1nkgLO2ONqWzCkwtpLGNqWWmOCXB1KLVEzQziCoZB66FbQFLY4607cpahy8ei8cf3R5x0LaJrily+JoJk3LIDcqY+da8qER2VY2JVvx0ivH0n5qESwpczVoMbKXSmxxzF4/JVslrRggVdmWXYNGStCqbkZJsku5cIMceaAXQRs310BGWVELKGgIiZCSo9Mt1g2W0ULkFDQpBdesH2DTcCUKgtCpUhxECkTQgfYMdtg0CwXJTpdxXuIatKOPwLFHehO0HsmfC2Jg45KN4clFymtARgEvqVPXD8OUfJf6869rIXTZrCETEoLpD2ZZijAMaftR6Mbaa01iptu38HZX7TaqdDcRixdEFsPQFtj9mlwvxvj69rIEJnt8MymOYD7/yqXS/MdJK43Zj+zCfqCRKvo8TlInBaFyaA5didrxUmZrm7CVZE2fnXcCJNs1C0NbRmoMlkRvR4KMFgqmj5jQmoGNyV1KmtpSYJ6CVnUtrlk/QM21mGsHyaJHx1/mYhBQ5LFfjAh8+IefJ/zWH/FLA7/AF07s5C/edW2hmhVY+Xjxe0zK0SfeAq/8Vdj75uQuKQU/efcutq+q8cMf/QY/csc2fvT2bcvyahcosBC01vcLITZ33fYYzCdNS6KHghZtMD+hcPsQQtIZucrcDfMnz3ZpwT442cXYkq2Q9XqetMSTuExtzunAUTI3obBkVINmSwhYeKU82/PJ7TOve8lJ6jIQT4zCcHGLI6QTMmWZSePABnjuwWXvR4dBFLCSTn9yFqzljHMZqqEVWxythSe2uRTHwMSvd4Iwp5b1sjiu7i+xqp7a0OLr5XRq0OLt9ZUskBGJsEqUHcVkw1zjgdaURNfEOkvQjj1iQl823pRsV8RkcV6jLgdPG+I1Vi9xApmrQYPU7qtEpDCt2g2nnkrfc0EHvDksGabkDZanoMUKbGvKBJz0UpLEEirR6SJW0KLJuRbgKknZVkw2Oxwcb6Qx+2Dshkvtf8fdPa2V2Z56JlXQohlqpLLMtd2/3vwshtGdC7wOtbi9cQFYUV1h3gIYk9EBWH99ro5v41DF2Iyf6iJLSWCISmokdWiCRUx+flQ7mzl0Tm0YLdvYSlIrK6j0sKNGdYlbRqow4y5MjqsjMHaVOX5uOg9XUiT1Zwt9l5RshZKC/SfnWDdYphPMT3NdCAVBu9gwdRg++U7m5mZ4q/dL7By9kk+9dk+hmhW4dLDne0x9yB+9FSaehdt/Ovel9Np969i9po8f/YNv8o1nJ/i1+/bO89sXKHBBIMS82G9gvi3PrXFqy6uouqZOJgy7YvZhwYCBe/aszk20V/eX0qTuLAa3mCL/M4CtZG6S4FgSrTVKWYagLWRxzO1/s1HU6qvPaAw5ZKO0F0txhNTSJK0oUTKaeHXmltyNUDYgDLHNKChejyL/njgNBU06ZRqVdWkPqR5wlEwCQPwwpOQoOs2wy+JoUhy7h5clQPH1cibcoq9sp5Yzu0w5VBz1Uttlsp9eFkfLNeSsPJBsT0lBx9fzFbT1N9A89Rx9ZRvXlibRcIFjEwdBUB+Dxsk8QevMmdNgZ2vQlmE9jS2OcWPzXvVjp6OgLQddBA3M+26g4rBrrM6x6RZhthn8ck5gqbcCpqTg6HSLzzz8HEIIdoyVmAZK56IvrjwzgtZfthmf6+AHoSFTkL5Gqcw1lEHJVlGCo52/NnL96TShNn3LlLIigmZeYxyR34kWCDYOVShNWtFnSo9jK2RGymwtTNAst2dD8vi8zbvWu7BjVY3nplo8eXyWsb5SYXFckXji79Hvv5WHgk3cevJneds9t/ArbypSGgtcgth4E/zAZ+GhP4Y/fYdJu8tgx1idT7/rZmquxSt/8ws8dGiy93YKFHieIYT4ISHE14UQXx+fmFhAQQvnTQDifj1AFBLS9Zz+DT1JmmupHFkY6yv1Dq9Yf30+KOE0ULYV5UyUfDy/qMdF9MuZKNqlc0PO4v0JYRSOxVIcwUywpUpXtGN48+tyeu0mFJmGvBHay60LOR0FzbaZGNq3qKpVsqWpE/IDglBTjlbbRQ8FbTG1N54gno6C1oysWWZCHNeglSjZimbH3BfqbO1bF0GzHLjiVTlyZsaQpjjm7zDq1LqBsrF4CYlcYNIfB0EAhkjHtuKgg/Y9o97amfeEspYmVrGNNibyvfZ9OjVoy0Gc4hgR4IrrsHHIvGdLtsILdFdS5pkjPt6jdZc7do3SXzHHZ81g7ay3jVBLWxx7YKTmcnKmbVSmbhK62HtI2fnzUIquMWEsolqb5tcp6TOPtZTk1des5ebtJmDn2o2DWCpqdN1r0Slb++o1l07l7EL8vrOX+OzYMVbn5u0j9JdtDow3TFuCZaAgaBcDAg/+/ucI//wH+e3qe/jx6TfziR+9vWg8XeDSxvA2+MF/NNf/770ETnwnd3fVtfiNN+/jR+7Yxlt/7yt87MvPFv3SCpx3aK1/V2t9g9b6hqGh4UUIWv7rNFsTMi9mH6BvDVz5qudp1Itjw1CZfRvSifVQ1WW07rJuMCZ8F8BWHE+gF7Q4RmM68oAhhrGCcxqQQhDEk73MhNNbdkjI8vtkpaRp4ccIIXAtSasTEmhN1bF42ZV5VTSuQVOLTOLjRdzTmeiP1tx0oqhsGN1lLI62SsibH+j56k72tffYn4zG20tVuGPnKnasqiGlQEqJUL0n6XFbArNBy3xHhCGEAYGwCPs35J9gV8yCx2IQ0pD7OAVU9bh2TjfFcSnEdZMRQXvZ7tWm/xZGtfaCMIqLP3cEbaTmUrIVjm1zw6Yhrlw7sMQzl7Nxe3m1cV3oK1kIAVNNL0Omuvqu9UJ9TVpnC6Z+bsON4NZNpxNtrk0Z1XlmG5DLroTTRMXsdYjjusQwNJ/rp/ka4/ebvZyAImDfhgFu2T6SJJYuhcLieKExeRD+7N8w12rztvB/smnkSv7ydXvmFRMXKHBJojwA3/tx+Jdfhw/cBa/+P8YCGUEIwdtu2sQ16/r5sT/4Jl9++hS/9Lo9heWxwIWBkAsQtPmqj8jkA9AjJORConssQ1WHF28bgdnjF2hEkPRCW6r5tVM16lkW21+6rHo8AbTX3wyVIGeHW7bFUUS1MctQWRxLUrLVkuc9JkQxGepukh1bDBebxCfWrjjHfRkYrDq8aFtUhyWEaT6NUfVMPHuQr49KiNnir0cKgeeHPZ0//ZWUFFtqgVAGMhZHMOQg9KL+c4Lp4b3UBzfmn6Bs2LBEoqJUpvG15c6zuKaPsZd1bpeP6FjFFtJcEqdJOFRSLmmRWw5iAp8khVolGNlx1tsFjJ05bgp+GhBCMNZX4sB4IxNAFCtoi8xx1+7r3lASziGFQGOSE8uVYWgvoRDKOIBoIQUtBL9pru/TtHEmCtpS4UoREgvnMlEoaBcS3/kM+v238ZDcxc0nfob7XnYzv3bf3oKcFbi8ICXc+pPwvR+Fz/wMfPIHoTGee8jeDQP87b+9FSkEL/8/9/PPT564QIMtsNIghPgE8CVglxDikBDiB4QQrxdCHAJeBPyNEOLvlrm101DQ0oa/PUNCLkYkq9sXYLCxlW2hFMcYa/bNv608uCy7pRCCICRX6A8xQVvma1b2smL2bSV5+VVLj6nsGIIWhLpnimY88V7slMQkMNtv6UyRqHpet7rTQ0HrASUE7WB+7Hg3LGUhFrDNSSnStgPxdRF0mGwLjughLPv0lNPcuO2K+ek1Ga+tygWenDXifer5NVC2Jen4mjBb53cOkDRjlirtcXa2iC3IZ4ANkaXT7u6nd4YtQoQwgpcfRnWOu+6Bzbct8gTZ8/jn7vNa+ZrGZUJGdmRrmamMp4uCCVwI+B34f/+F8ME/5H19P84nx6/hD3/4OnavXST+tECBSx1b74B3fQX+9qfgfTfBq34drnhlcnd/xea9b7mWTz94mHf/4QO8dt9afvqeK5LV4wIFekFr/ZYF7vqL096YEL2Vmp6qj0hUgFD3CAm5KNE1GT+fcGowexTG98PQ1t6PufqNZ7ULrTUPHJxgsGqnE1mg4+sl60gSnGOVpRzVfPkLWN3iee1iFscYbX9+/PqZoOIoGh2fQGfqo5ZJ3qUAz+9Rg9YFS0mE1fs4JjH7kFocA49jcwH0Qa10Bp/5sR22f4NpsO32SMUWIm+tO1vEx6qHgpMGxOhlh0Yshopj4VrynGzrXGKk5rJ7TR8lu8vieIYELbaOe0GYLmgsthgg5MI1aLGt2m/maxpPA5YUy47NP11cXGfycsDEM/Che5j97pd4Y/g/ebz/Fv7y3TcX5KxAATBNIN/4+/DK/w1/9e9MgMjkwdxDXrtvHZ/5d7dyaKLJ3b/2T/zj48cuzFgLXH6Im6x29yHqjtknVsx0cvfKUNBOI03uXMOpGnJWGYbVe56XXVy3aRDXkvOsgMtuVA1RvP+5I2glWzHX8ResM4uVqMoSaXyjdfecLVbVSzYzLZ8wXKIGrQekFLT9pRVJ5SibyA4AACAASURBVJSQVu+anyRm3zzQqNZ+m0A6XLdxcMlj0RNu3RD80Z2w8YUmOv35Rk5Byx83K6qza/shpQWI6umg7Cju2bPmrLfzfGDHWD21+i6nBm0RuLbkuydmOTHTXlKlTfazUIpjbHH0WqcdEJJsQoil+0eeIQqCdr6gNTzwcfTv3Mo35B5uOfaTfO/LXsR733JtbiWvQIECwJWvhnd91UzW3ncT/OMv5WK01w6U+f2338B/vPdKfvrPHuJdf/hNDk00LuCAC1weiKw+z34Rxp9OI/d71KCZlV7zd6j1BRGlThsXsk7OqZmJePkchBosgJKtKDtWap/D1G1prZdP0JZZg7Zc9JdtTsy0OT7T7lm3NVixuW3HKHvWLb6I+6Ktw9y5a9U5GVNfyWK66XWpesskaJHCsVRN39D2F9C/blfP+2IbG2AIWujD3AkCYZ+TQI3zhkRBm5/yakW9s5QUF53q9fzi7CyO20ZrXL/JxPMvixjFi2o974uTYZunHTgUw+oOJTmHKLxB5wNzp+Cv/i3BkW/xi7X/zJdmdvGnP3YtO8aKxtMFCiyIypBR0m74Afi7/wjvvR5u/xnY931gOQghePXetdyyfYRf++wTvPzX7+dtL9rMj925jb5i0aPA84Utt5tmt5MHTKKgck0PnUVSHDWsDIvjMoMgnhfE1rLS80fQIA5nSAlayw9wLbn8OiB5bntljdZd7r16YeVDCMFgdelQJCHEOePXfWWb/SfnzkhBi+eqS02e1/QvnJiXfe9gObD6GjjxOC1r8HlTK543xO0jehw3Rz1/k/uLFkkN2pnTj7X9Zb7BxDJbY6jFLY5gIvadM7O2KimWX796mrjMrowLgCc/i/6/L+LArOSOmf+Gt+EmPvWumwtyVqDAcjG2G972KXj1b8A3PgzvvQ6+/sFEvRisOvy31+3h0+++mSePzXD7//ocv/WPTzLV9C7suAtcmqiOmBYRW++AXa/MNC/Of512pziujIX/C2xxBCj1P6+7saTAD1KC1vZC3NNIVmN0V77/2iWIvpLNXCcw/czmWdMWnzbGVrazqcvJxeyDsSXufg3TfTuXZ2u7mCBts5jTgyDYSp5Wqt8lgbO0OIKx0b5237rlLcTGUfo9LY7SEMXW1BkraEoWISErD+0Z+IdfIHz4k/xO/d38wcnr+O9vuZrbd45e6JEVKLDyIATsfDnsuBue+Dv4/P+A+38VXvBOuO7tUB1m+6o6v/+OF/D1Z8b5rc89xfvvf5q33bSJt71o06KrtQUKnDHskiEW7ZmeBC3fB20FMLTupsTnE04Nxvac25CGHrCUiTeP0fKC06sBqgw9D6O6uOBYEkdJ2n4wP39hGSmOwFlNWqWAuXbAXNvPpVovFKRyUWPTi+Hpz/dMCbSUTMMzLhckISHn6XXHSY0LfaY51bMiaLvX9j1vjp3L7Mo4T3j8bwl/60aefuoxXtb8Hzy37h7+7sdvK8hZgQJnCxHF6v7Q5+E174WDX4X/swc+9WNw6OugNTdsHuLD338jn/jBmzgw3uDOX/08P/yxr/PPT57I1Z4UKHBOEAcd9LA4xiLAygkJuYAx+0LAqiue990oKXOfA20/uPwmyctAJaqHSxW05degwfJ7Q/XchhQcn2nxrYOTuduDOFp9JaEcEfpwfgsEWwnccxAQsrJw9hbH09vdIiEhkDanPsOQkJGa+7zVEBYK2rnE9BE6f/1TeM98iZ/33s74xlfwm2/cxZ51z69lo0CByw5CmOa0219qklG/9gH4w+819qir3wTX3Meeddv4rbdex/GZFn/81YP87CcfphOE3HPVal6xZzU3bhl63qwJBS4jxPHMPRpV5xS0lVCDtiLGeHaYV4PmhZfhJHlplB3FRIP5jaqXTHE0v8+mtiomeSdm2zQ6fpLa6C/QK+6iRnxAevRPdC2VEOHLBgnRP0+vO7Y49mpMDqmyudD9FxCXPEFr+wETcx7jcx3afkCoNaE2H9L1kk29ZNFfts/KB9yaneDoZ36Z1Y9+mE8FN3P/pg/wAy/bx/WbLn0rRIECFxyDm+HuX4SX/ryxkjz0J/A7t5pakWvuY9WVr+Y9L93Bu+7czoOHJvnMw8/x0598iEYn4K4rx7h91yg3bxuhv1IEixQ4A8Qrr2J+imOioMHK4D4XMiTkPEFlmyBj5giDlYtvcnahUY7mRKLb9rpsBe3sLI4A9ZLF/pNzXLW2nyDUaK1XXg3aIrh6Xf/KUwTPFucgJOS0INXCjaohJWhnqKA9n7hkCNpUw+PBQ5M8fGiS756Y4+kTs+w/Ocd0y8dRksGqTdlWSCGQUuAFITMtn5mWhxdo6q7FSN1ltOYyWncZqTmM1s3f9ZKNrUwDQD8IGZ/rMD7X4cipSdY89ce8ae4THLV28KXrPsTtt97BmweKepcCBc47lA077jI/7Vn4zt/Cw38Kn/15WHUFcte9XLfrFVx37zX8p3uv5NtHpvn7bx/l/fc/zb/7owe4el0/t+4Y5ZYdI1y9rv/yK94ucGaIaxd69EFLUhxXjMXxAoaEnCdYUZ+uGC0vLN7rPTDvmCzz2lBSIKP4+DNFvLCxb8MgX376FDtW1ZM6zhVXg7YILq94/QyEOKe9BJfc10IpjpBaHNXFt0C7Igla2w947LkZvnVwkgejnwPjDXasqnHN+n6uWtvHq65Zw+aRKqv7SlQctWiB9lzb5+RsmxMz7eT3idkOhydbPHhwirm2TycI8YIQKQSbSg3ubX2GfzX5F/j1dfCqD3HT7pdx03k8BgUKFFgEbg2uuc/8tGfgu5+D73wGPvo6sMuIHXezZ+vt7Ln5Vn7i7l1MzHX4l++e5P4nTvATf/Igx6baXLO+n+s3DbJ7bR9Xre1jy0jtkpocFDhHUBFBm2dxTPug6RUTEnK5KGgpQZtp+ZefzWwZGK13hyYsj6BJcXbqGUCjYxrBD1Ud6iWLk7Nt+sv2ylWb4mbbBSKcT4K2SIojmJAQy70oF6UueoI21/Z5/OgMjz43zaNHpnn0yBSPPTfDcM1h7/oB9m0c4L4bNnD1+n5q7pm9nKprUXUtNg1XF35QGMKBL8FDfwQP/xlsvRNe+XGT0HMRntgCBQpEcOuw+zXmJwzg0Nfgyb+HL70PPvmDMLqLwc238qott/GqV7wQqns5OtXia8+M88CBST7x1QM8emQaL9BcsabOjlU1Ng1X2TxcZe1AiZFIdS9W4S9TxPHwXd8D5r9sH7SVgJUxyrOBJWUSsz/V9NBa01+++FbPLzT6yzav3bcuvUHZy0q6k0LgWGd3Ha3uLzHXMaEagxWHY9Mtml6wchfIrFJB0LIQ8vzWoC2W4lgZhs23nJ+xnCbOO0Gba/tMNT1TCxZCJwiYavpMtzwm5jocHG9ycKLBwfEGhyaaPDfVZN1gmd1r+ti9pp87d42yd8MAY33nwS8aeHD4G/DYX8Ejf25u2/M98CNfMH1wChQosLIgFWy8yfyAUdee/RLs/ycT3X/s29C/jtXrrufVa6/j1VdfB3fvRTs1Dk00+faRaZ4+OcuzJxvc/8QJnptqcXK2TaMTULYVVdfi/W+7nus3DV7Y11ng/MGpwNVvnHezJSXNTojWmiDUSW3ORY0LmeJ4nmBi9g1BOzHTZrTurgx180LDcmHXvUs+TApx1nViQ1WHoaqp4R+uOXx1/zhgatJWJCwH2hd6EBcR1t9gFk7PB5ZKcRQCyhfn9/V5v9o/9eBhfvGvH0MK80a2LUl/2aavZNFfcVg/WGbbaI07do2yYbDC5pHq+Vnd0hrmTsDxR+HwN+GZf4YDXzEnbufd8IYPwMYXnb/eDQUKFHj+4dbN+3vn3eb/TgOOPmwWZo580zTGHn8a0b+eDSM72TC6y4SPbNkFw9tN02IhmGv7TDQ6NDoB64oa1ALAmoESjz43zcOHpyjbamVEuV8GRCWb4jjR6DBSO7P+R5cllmFLs5TAPYe1VYMVB9dSJuQtXPrxFyUGNpq66AIG57PR+xKhNhczzjtB+74XbuL7XrjpfO/WWBTbUzB7HKYOwtSh6OcwTD4LJx43zeqGd8Dqq2H36+CV/xsGt1wWX1oFChTAqCEbX2h+YrRn4OQTcOI75ueJv4N/+U0T729XYGgz1aGtVAe3wNBWaES/62uLBZ3LGLaS7N3Qz9eemeDK1fWVodJcBiEh2Rq02bbP5sVKGwqcNtb2l1lVP3cOp5KtePlVY/zlt47Q8IJztt3ziqGt5qfA+Ue8qLACidqF0YsDHw5+BdBRXE/2d5j5m/Q+Hc5/fNA2qxKd2ej3TOb/GWhOQGMcmuPmbx2apoEDG6BvvWHxq640qW+jV5gVcauI2y1QoEAGbh3WXW9+sgg8s9gzvh/GnzaE7Yn/L/1ba9MCYGgrDEWkbXCL+Xtg40WZGlXg3GJNf5nbdijqpZV2ri9dghbXoGmtmWv7VN2idvRcQkqBc45rxeLFDa31Eo8sUKALKzj46MIQNL8Jf/MTgIhW6qLf2b9zv2Xv+5QNTt0ktjk187tvnfnt1o09sTwElSHzuzxQTIoKFChwbqDszMroS/P3hSHMPAcTEXkb3w/PfAEe+Jj5uzNnFooS0pYlcZvT6N8CKx4DK63H1gpcaT4dKGX6oLW8EK3Tfl8FLm6UbEVrpSpoBS4cVvDn2YUhaG4d3vWVC7LrAgUKFHjeISX0rzM/3QlRWhtlf/zpSG3bD0cfgkc/bf5vnDT2yKGtMLQ5T+IGN0Fp4JK2oBW4wEgWRC9NWFLghZrZSD1bEdbTAty2Y5SOv1KL0ApcMCTBRxd2GGeCFRqJU+D/Z++84+Qozrz/re6emY1aZQGSEBmTbIIAE43hzmDOBsdzPuxzPmy/Dpf8+s7vJd+dse98DucccOTOd9gGg40BG0ywTZABIZCEAihLu9q8szPT3VX1/lE9aXd2d3ZXq03P9/MZjbanp6e6pnq6fvUkQRBmKUpB8xL3WH3u8NfzfYnl7dmyiNt2j3vu2+NSNrcsh5YVyWO5E23pZudJkG52j1RT7dVDE0Ocr3gUajwnD13cFrpnnTxfd5vzVBDmHkUvlTlKJvBI+x47uwZpTssUaLbQmPZplHp1wngRF0dBEAThkNCwAI58gXsMRUcu0dHAgeR5P/QfgEIf9HY518liHG40WPv4XlLPKGhwz6nG8t9+2gm7xsUuHre4LWhwf/sV7xPmJktOcGNgjqKUYtWiRrZ1DEg5DEGY60iSEEEQBGHK8VNl10lBmApWnDbdLZhyjl3ajKcUqxbNXSEqCALOy2TVua4kzixDBJogCIIgCPOG5kzAqUctmO5mCIIw1fgpF7s9C5l9Nj9BEARBEARBEIQ5igg0QRAEQRAEQRCEGYIINEEQBEEQBEEQhBmCGk9ldqVUB7Bj6ppzyFkKHJzuRswwpE9qI/1SG+mX4Uif1GYi/bLGWrtsKhozFSil+oHN092OWY5cP5NH+vDQIP04eaQPJ8eI98BxCbTZhlLqUWvt2ulux0xC+qQ20i+1kX4ZjvRJbeZDv8yHc5xqpA8nj/ThoUH6cfJIH04d4uIoCIIgCIIgCIIwQxCBJgiCIAiCIAiCMEOY6wLtq9PdgBmI9EltpF9qI/0yHOmT2syHfpkP5zjVSB9OHunDQ4P04+SRPpwi5nQMmiAIgiAIgiAIwmxirlvQBEEQBEEQBEEQZg2zUqAppb6plGpXSm2o2LZYKXWXUmpL8rxohPc+p5R6Uin1uFLq0cPX6qllhD55rVLqKaWUUUqNmGVHKXWVUmqzUmqrUuqvD0+LDw+T7Jf5NFY+pZTapJRar5T6sVJq4QjvnW9jpd5+mZNjBUbsl39M+uRxpdSdSqmjRnjvnBgvc+U8DgfjvT8rpT6a9OtmpdSV09PqmYVSarVS6h6l1MbkXvV/ku3Sj3WilGpQSj2slHoi6cO/T7ZLH44TpZSvlHpMKXVb8rf04WFgVgo04EbgqiHb/hr4pbX2ROCXyd8j8WJr7ZlzLDXojQzvkw3Aq4D7RnqTUsoH/hN4KXAq8Aal1KlT1Mbp4EYm0C8VzJexchdwurX2+cAzwEeHvmmejpUx+6WCuThWoHa/fMpa+3xr7ZnAbcDHh75proyXuXIeh5EbqfP+nPTj64HTkvd8Menv+U4MfMRaewrwQuD6pK+kH+unAFxurX0BcCZwlVLqhUgfToT/A2ys+Fv68DAwKwWatfY+oGvI5muBbyf//zbwisPaqGmmVp9Yazdaa8cqqnoesNVau91aGwL/hevLOcEk+mXOMkKf3GmtjZM/fwesqvHW+ThW6umXOc0I/dJX8WczUCuYea6Ml7lyHoeFcd6frwX+y1pbsNY+C2zF9fe8xlq7z1r7++T//bjJ8UqkH+vGOgaSP1PJwyJ9OC6UUquAPwK+XrFZ+vAwMCsF2gissNbuA/fjBiwfYT8L3KmUWqeUetdha93MZSWwq+Lv3ck2Yf6OlT8Ffl5j+3wfKyP1C8zDsaKU+oRSahfwJmpY0Jg742WunMd0MtL9Wfp2DJRSxwBnAQ8h/TguEte8x4F24C5rrfTh+PkP4C8BU7FN+vAwMJcEWr1cZK09G+eucr1S6tLpbtA0o2psk9Sejnk3VpRSH8O513y/1ss1ts2LsTJGv8A8HCvW2o9Za1fj+uR9NXaZK+NlrpzHTET6dhSUUi3AzcAHh1ith+1aY9u870drrU7csFcB5ymlTh9ld+nDISilXga0W2vX1fuWGtvmdR9Ohrkk0A4opY4ESJ7ba+1krd2bPLcDP0bMr7uB1RV/rwL2TlNbZhTzbawopa4DXga8ydauvzEvx0od/TLvxsoQfgC8usb2uTJe5sp5TCcj3Z+lb0dAKZXCibPvW2t/lGyWfpwA1toe4F5cXJT0Yf1cBFyjlHoO59p9uVLqe0gfHhbmkkC7Fbgu+f91wC1Dd1BKNSulWov/B16CSxgxn3kEOFEpdaxSKo0L8Lx1mts07cy3saKUugr4K+Aaa+3gCLvNu7FST7/Mt7ECoJQ6seLPa4BNNXabK+NlrpzHdDLS/flW4PVKqYxS6ljgRODhaWjfjEIppYBvAButtf9e8ZL0Y50opZapJOuuUqoR+APc75T0YZ1Yaz9qrV1lrT0G97v3K2vtm5E+PDxYa2fdA7gJ2AdEOMX+dmAJLpvMluR5cbLvUcDPkv8fBzyRPJ4CPjbd5zLFffLK5P8F4ADwi6F9kvx9NS5D3ba51CeT6Zd5OFa24nzHH08eX5axUl+/zOWxMkq/3IwToeuBnwIr5/J4mSvnMY3jpeb9Odn/Y0m/bgZeOt3tnwkP4GKca9j6it+eq6Ufx9WHzwceS/pwA/DxZLv04cT68zLgNunDw/dQSYcKgiAIgiAIgiAI08xccnEUBEEQBEEQBEGY1YhAEwRBEARBEARBmCGIQBMEQRAEQRAEQZghiEATBEEQBEEQBEGYIYhAEwRBEARBEARBmCGIQBMEQRAEQRAEQZghiEATBEEQBEEQBEGYIYhAEwRBEARBEARBmCGIQBMEQRAEQRAEQZghiEATBEEQBEEQBEGYIYhAEwRBEARBEARBmCGIQBMEQRAEQRAEQZghiEATBEEQBEEQBEGYIYhAEwRAKfVFpdQ+pVSPUurnSqmVyXarlHq/UmqPUmq3Uuq6ivfcq5T6e6XUBqVUp1LqM0qpUa8ppVSTUupLyWftVEp9uOK1a5Nj9SulNiulXjF1ZywIgiAIZeQ+KAgzBxFoguB4ADgZOBLoAj5V8drlwEnAK4HPKaWOr3jtjcDLgFOBK4A/GeNz/h1oBE4ALgTeo5S6InmtF3g10Ab8JfAdpdTiSZyTIAiCINSL3AcFYYagrLXT3QZBmFEopV4A3GqtXaOUssD51tqHk9e+Czxurf03pdS9wM+stTckr70deIW19uUjHNcDBoDV1trOZNufA8daa6+vsf9jwIettfcc+rMUBEEQhNrIfVAQppdguhsgCDMBpdTfAG8Flhc3Vby8e8j/j6zztaEsxa0ablOqdHgfuCNpw8XADcDzcNbtFkBWDgVBEIQpR+6DgjBzEBdHYd6jlHoR8A7gSpxbxSVU35hWDfn//jpfG8pBIAesstYuTB6t1trXJq9/F/gKsMJauxB4ckg7BEEQBOGQI/dBQZhZiEATBGgFIpzPfSvwsSGv/5VSqlkpdQ7wcuAnFa+9Qym1Rim1HPgAcPNIH2KtNcB3gE8rpdqUUp5S6jSl1FkV7egEtFLqDcDph+LkBEEQBGEM5D4oCDMIEWiC4FwrHgZ2Ao8D9w95/R5gC3Ar8CFr7daK124Cbgc2Affibjyj8WGgAGzA3Qi/ASxIXns/8FXczekS4LcTOhtBEARBGB9yHxSEGYQkCRGEUUiCo5dZaw/WeO1e4AvW2v897A0TBEEQhMOA3AcF4fAjFjRBEARBEARBEIQZggg0QTjEKKW+oJQaqPGQgpuCIAjCnEfug4IwOcTFURAEQRAEQRAEYYYgFjRBEARBEARBEIQZggg0QRAEQRAEQRCEGUIwnp2XLl1qjznmmClqiiAIgjCfWLdu3UFr7bLpbke9yD1QEARBOFSMdg8cl0A75phjePTRRw9NqwRBEIR5jVJqx3S3YTzIPVAQBEE4VIx2DxQXR0EQBEEQBEEQhBnCuCxogjCvMQbCAYgLoDxIN0OqYbpbJQiCcGixFpSa7lYIgiDMW0SgCUItsgfh2ftgzzrY/yR0bYe+PWCNE2fWAhaalsCSE+GIM+CYi+C4y6Bx0TQ3XhAEYYKEg7D5Z3DGa6a7JYIgCPMWEWiCUCTbCRtuhvX/DfuegKPOgtXnwVlvhiXHw8I1kFkAQdrtX+iH3j1wcLPb/zdfgB+9C46/As7+EzjxJeDLJSYIwizCxMmzBs+f3rYIgiDMU2T2KMxvrIWtd8Mj34Dt98Cai+D8d8NJV0JD2+jvzbTC8ue5x6nXwhXAQDs8cRPc9XG47YNw1lvgguuhafFhOR1BEIRJoZLQdB2C1zi9bREEQZiniEAT5ic6ctayBz/rLGHnvQte/h/QesTkjtuyHC76P3DhB2Dn7+C3X4DPnem2nf8eF7cmCIIw04kLkBKBJgiCMB2IQBPmF0bD4z+AX3/SWcgu/hCc9krwU1hr2dmZZUfnIO39Bdr78xhjackEHL+8hZOPaGVZSwZVT/C8UrDmAvfY/Sjc/Xfw0Ffgio/DmW+SAHxBEGYo1j3paHqbIQiCMI8RgSbMD6yFZ+5wQgkFV38KTrqKUFvu3dTOPZs7uH9LB13ZkGOXNrO8NcPy1gZ8X9Gbi/ivR3axrWOAtsYUl5y4jMuft5xLT1pGW2Nq7M9etRau+yls+xXc/mF46sfw8s9B28qpPmtBEITxYYsCLZzedgiCIMxjRKAJc5+OZ5ww6twGL/6/cOYb6cjGfOeuZ7jp4Z0sakpz5WlH8G+vfQFnr1lEyq9dHjCMDc8c6Ofeze1844Fn+cgPn+CKU5bzxvOP5qLjl+J5o1jFlIITroD3/gbu/nv40gVw5T+LNU0QhJmJCDRBEIRpQwSaMHeJQ3jgM/Cbz8EL3wtv/CHP9Vm+8pOn+clje3jx85bxlbecw9lHL6rLbTEdeJy+so3TV7bxvstPZH9vnh8+uou/+t/1pAKPt114DK8792ga06NkPks3w9U3wKnXwE/+DLbcBdd8HhoWHMITFwRBmCji4igIgjDdiEAT5iY7H4KffsBlWnz7XRxoPI7P3b6FHz+2h1edvZI7PngJa5ZMLmHHEW0NfOCKE7n+xSdwz6Z2vnrfdj77yy289cJj+ZML1rCoOT3ym4+5GN59H9xyPXztxfDH34EVp02qPYIgCJNGXBwFQRCmndq+XIIwW8n3wu0fge+/Bta+nd433MYnH/O4/NP3UogNd37oUv7pFWdMWpxV4nuKPzh1BT98zwV8/bq1PLmnl4s/+Sv+4adP096XH/mNjQvhdd+Dc94K37wKHr/pkLVJEARhYohAEwRBmG7EgibMHTbeBj/7czjqLPLvfIAbn4r50qfv47xjF/Pj6y/ipBWtU96Ec9Ys5uvXLWbLgX6+eO82Lvv0vbz+3KN5z2XHsby1YfgblIIL3w8rz4EfXueKXl/+cfBk7UQQhGlEXBwFQRCmDRFowuynb58TZrsfIb7yk/wwezaf/eoW1ixp5ptvPZdz1iw67E06cUUrn3ndmWzrGOBzv9zCZZ+6lzeedzTvftHxLGvNDH/DmgvhHXfD918LPTvhFV+CoMZ+giAIU4m4OAqCIEw7skwvzF6MgUe+Af95PrZpKXdcdit/+ItFfO+hnXzy1c/nv9/1wmkRZ5Ucv6yFz77+LG5930Uc6C9w2afu4RO3P83BgcLwnRetgbf/Agba4buvhMGuw99gQZilKKW+qZRqV0ptqNj2WqXUU0opo5RaW7H9GKVUTin1ePL48vS0egaja/xGCYIgCIcFEWjC7KRjM9x4NfZ3X+Kxi7/Iy3e8hn/+1T4++Acnctv7L+ayk5fXV1D6MHHC8lY+/4az+PH1F7G3N8+LbriHf/nZRjqHCrXGRfDmm6FtFXzrpc46KAhCPdwIXDVk2wbgVcB9NfbfZq09M3m8Z6obN2soWtCMnt52CIIw99nze+jdM92tmJGIQBNmF3EB7vkX+Nrl7Fq4ltf7n+Y99zfwunOP5u4Pv4hrz1w5ej2yaeakFa385xvP5kd/dhG7u3O86FP38q8/30RXtsKdKMjAK74Mx74IvnUVdO+YvgYLwizBWnsf0DVk20Zr7eZpatIsRdLsC4JwmIhy7jHln5N3YjCePZ4BItCE2cOO38KXL2Zg4138Rdu/8cqnX8RLnr+GX//Fi3nLC9eQDmbPcD75iFb+801n87/vvYAdnVkuveEebrhjE91FoeZ58NJPwumvdhkeO56Z3gYLwtzjWKXUY0qpXyulLhlpJ6XUu5RSjyqlHu3o6Dic7Zs+PB+MCDRBmIusVlqrCwAAIABJREFU29HN+t09090MhzVgD4O1ft8T0LXdhZDMEmbPjFaYv+R64KcfRH//j/mevYpLOv6S4047l/v+8sW8/eJjaUiNUhh6hvO8IxbwpTefww/ffQHbOga49IZ7+PQvNtMzGLoMj1d8HM57J9x4NezfMPYBBUGoh33A0dbas4APAz9QStWsFm+t/aq1dq21du2yZcsOayOnBWvBSzkXx6K7oyAIM4fObRBPPInP/t48zx7MHsIGTQZ7eNypTQR+GnLdU/9ZhwgRaMLMxRh47Pvoz5/Dk89s5Q/yn2TviW/i3r+8gvdedjxN6bmThPTUoxbwlbes5aZ3vZBN+/u55IZ7+Mxdz9Cbi+CSD8Mlfw7fuRYOPD3dTRWEWY+1tmCt7Uz+vw7YBpw0va2aKVg3kQFxcxSEmcjBLZCfuAVsaYu7vvf3jlKn9XBh7eGxoFkLTYtnlUCbOzNcYW6x7wnM7R+hv3M/fz34TlrPeCk3/eHJHNFWo5bYHOL0lW2u2PXuXj5z9zNc8slf8c5LjuOtF72dVqvhO9fAW2+HZSdPd1MFYdailFoGdFlrtVLqOOBEYPs0N2tmYC0oL3FzjIH0dLfosPPws12cdfRCUr6sYQszEGuSa3OCbweWtzbwyHNdvOS0FWSCafRCmuS5FOnLR7Skg1FyEFhoXAIHZ0+4iAg0YWbRswvu/RfiDT/hRu+V3LHgb/jbN57JC1YvnO6WHVbOWNXGN996Lo/t7OYzd2/hGw8+y7suvZJ3nBeS/nYi0paeMN3NFIQZg1LqJuAyYKlSajfw/3BJQz4PLANuV0o9bq29ErgU+AelVAxo4D3WWqlrUUTh3Bx1CDRNd2sOOwf68hRiIwLtUGOMi68WJomdlKgxxrJmaTPdgyGxtmSmVQlYNy4myT2b2lm5sJG1xywe4WMspBpdv82ScSgCTZgZDHbB/f+GefSb3N/wYv7F/gfvuPJCfnjWzM7KONWcdfQivvOn5/Hoc1185u5n+Pq+0/nymtdw7rdfhnrbz2HxsdPdREGYEVhr3zDCSz+use/NwM1T26LZShJ35qcOycr2jCDXA431L/JZQBuJvzvkPPUjWHMhLDhqulsyu5mk1Ulbi68UvqfQE4wz3dGZJRdpnndEzdDd+jmELo57enKcbewIc0YLXiJ5TAzezPcMEIEmTC99++B3X8Su+xbPLjiPD4T/zNozzuN/XnISrQ2p6W7djGHtMYv5/jteyEPbO/n0nS38YfYAr//aH5F5552kF6+a7uYJgjBXsBZQFS6OMxdjLM91ZjluWcvIOxX6YevdsPxUWHHqmMe01mKtxcxAgbZ+dw9rljTT1jiL7439+0SgTRY7OauTNhbPA18ptJ7YOH/2YJbeXMSaxc00pifhImkPTZKQ5nRANoyJjCHj1WhP0XVbqcMT83YImPk2PmFu0vEM3Pp++PzZdO9/jvelP8H79Yf4xDteyd9dc5qIsxE4/7gl/Pe7X8hJr/tnfmXXsvfzL+HW36yX1V5BEA4R1k1i/PTUJgkpDEz6EDu6BnlyT+/ov39Rkghh4EBdxywaFCZqWZhKurIhA4VpEM2FgUOXaS/fe2iOM6+xkyqDYQ6BBa0Yt9aZnWxdscm5axYxyXmMfDrJ75oXzPiFpyIi0ITDh9Gw6XaXjfCrlxES8NmTvs0l297MWeddwi3XXzTvYs0mglKKF528nGv+8kb8Yy7klLuv41Wf+Rl3bNiHnYGTCkEQZhElC1oxBm2K2ParSYu0HZ0uVXg8mjVBJxNIW5/FoTjRm4kWNGMtsZ58vM642fk76N11aI6V7zs0x5nPWDMpwawN+J4TaBMd54VYo5QaXyWO9o3Da7oeIhfH4mmM3h4Fyj88af0PASLQhKlnoAPu/zf47Jlw59/CSVfxwLX3c+mGl/FEdhF3fPAS3nHJcQQSkD0ulOex+i1f4fhTzuSbwQ3ccOvvecs3HmZbx+RXpgVBmMcolcSgTeFExsSTLoZdtCaNakGLC+5c6pxJFveaiRY0bSCeIuHYm4u4bf1ethzor9q+s6Ofp7bvpLfvEAkrE8PG2+DAU4fmePMRa+kfzE347TqJ0/I9NeHxVIgNjSm/bHE2lmisxYMoB9HQ+muHxsWxuDhtRrpuramwoIlAE+Yz1sKO38LN74D/OAN2r4OXf4bsu37Hx/ZdzPt+tI2PXv08vnHdWlYtmn9Zwg4Zno/3qq+yZNkR3HXUVzjrqAau+fwD3HDHJgbD2WHGFwRhJpFMcLxg0gJqzM+ZxEQp1gZtLGnfG32SGRcgaBy3BW0muo07C9rUtGswjNHG0pOr/s6zfQfJRTHdvROvu1XC82HVudC4SCxpk0Brze93HCQfTez6Kbo4ekpNaJxba0sCrXi9bG0fYNO+/rHeONxt2pq6r81hx9q/ofRncUFlNA/HUmytxKAJ85K4AI9+C750EfzwLbBwDbzvEXjDD3g0OJurP/8gu7tz/OKDl3LtmStRav5maDxk+Cl47bfxleUjvZ/klveezxO7e/jDf7+POzbsF7dHQRDqp+ji6E+xi6OdXOxJMQ1+OvBGFy264NJr1zkJLP5cHoLM34ccU4+VYoIUInfcobcLb7CDdOCTzQ61fEwAa6BlObQeMfljzWOstSijJzwWtLH4niLwVcny1TlQqFushcnnNqS8kkAbKMSl7SM3XNcQaBNcqCn0Q8em0oVaum5Hm+8o5RKFSAyaMK+IcvC7Lzs3xt9/Gy75MHzoabjibym0HMW//nwTb/vWI7z70uO58W3nsmLB3C44fdhJNcDrb4JsOyf85i/43p+ey0evfh7/79YNvO3GR9jbM3F3CEEQDj/aWLa2j7EiPSUkwfSNi2CgfYo+ojibmvhEKR9pMoGXuGmNMjGMC5BqYuuBXh5+duxSd4c1Sciuh0HX3wfa2imz7IXauJikyvMe6CDdvQV/2UnksodgLBbFv1KMYusQRsNaLOBZTTROa6q1lsEwxliLV7SgWcvGfX08sPUgu7sHAYi0oRCPLJoKsSHtey4GLdmWj/To4giS2LkaFrSJ/A6UrGBl10bfGy0mrtIzYIRze/pW6Nk5/rZMESLQhMmhI3joK/Afz4enfgzXfh7eeQ+c8RoI0jy1t5drv/Ag63Z0cdsHLuaN5x8tVrOpItMCb/ofaN+Euv0jvOyMI/nlRy7jmCXNvPSz93PL43vEmiYI04wxti7XpGwYs+XAdMWTKmg5wombwSmo3120Zo0wMcsWYvrzo7tXFmJDQ8on8LxRRcuDm/fQbwK6BvLs6x17oeqwuTha6yaDcb7utxg7RkKUSVCIDA2BXz3JDgeIGpbQsPx4bDg4YZc6oKx8lececi8ak/b+PE/u7q3u90SgKRuPKqJq8dttndz1tMtm6nuKwHMWtM5syJLmDN2D7pp7am8fT+0d2QW1EBkyKQ9PlWO/cqEe2/3WmhoLEhNMElIUWdaUEp34So2s+yvLh4z0eTqE3t3lv/c+BtmD42/bIULqoAkTw1p45hdw599Augle/XU49tJkZcxNQr583za+eM82PnDFCbz94uPw53HB6cNG4yJ4y4/hWy+FO/+Glpf8E393zWlcccpy/uJ/1nPX0wf451edwQIpYyAIhw9jIN/D9myaDcnE59glzZyxqm3Et1gzTYkqip/pec4dbbALmhYf4s8oCrTaE6Wn9vaxrzfHZSctp62p9m9VITZkAo9Ijx6X5ekCnQVv/Fkcp7rvi+K03nYZV59tvFaTegm1piHlV09wrcGgCFKNpIkJo8jtMxbZTjcXqBw3JYGmADWxuKO5QhxCMHah5AO9BbYfHKAQa9Yek/SlNc7F0WrCuP4+jLWhY6CcEr+YxbEQGfrzMWcfvZAt7QNE2rCnO0dLw8jyoBA767WnFMY6kZaL9Nj10Gpa0Cbo4li6fiwmGbTDLMDVH1RfkpCiW7cx0LkNUNC8dPztOwSIBU0YP13b4buvgNs+6FwZ33kvHPeikjjr6C9w3bce5pbH9nLzey/kXZceL+LscNKyDP7kJ85cf9+nALjkxGX84oOXEmvLK/7zQba2S6ZHQThs7F8P235FZzbktKMWcPnzlrP94OjXoLaW6clTYUu/5S6T4xQkChlDoPXlIpRSZEdJdOQmiT4pf+RMdDYcxNcF+uIAsHV5b5SyOE51549ToBXF+lQlCSnEhsa0Vz3mrMXi4QVp8ANMOFjfwXp31kjLP8SCNl9dHKM8bLqtLlGireWE5S3s78uXk35Z42oum3hcAq3yey3Ox3xPcXCgQGsmYFlrhv58zOO7emhK+wzk4xE9bsJkccQJNJcwxFg7dkZIa2rUVrQTE+vF41hTOrdRBVrJvdaHwU7o3z/6cQc73XOmdfxtO0SIQBPqx1pYdyN85UVw5Jnw/nVw5hvdSmvCb7Ye5OrP3c+qRY3c8r6LOPmI6Rvc85q2VU6kPfIN+O0X3aamFF9689m8+uxVvOqLD3L30/UVbhUEoYyLDRvnAkfXNgCygzlaGwIygfvNHM3l2FhnMTnsbsnFiQwktdCmQqCNHIMWa0M2jFnSnB5VjBTdrHxPoUdw+zO7H6XQsIQu3YiyhlQdC4XFueKUC7SKCWY9FCeeUeW5HsKx4SySQ1wcrUFbNxFXno+t172yVlxR6TyTGLTZZEFr30ShfStd2UOQNCfOu3MvjB3TF2tDUzogE/hEcfF7cRYjz2oK4xJoboFCKeVcAXGCpr8Q09LgPmP1okY8BReesISWno2ET/6kZrbNUBvSvu++RguDoRObI12HJUaKQYPxW9FKx7Glc/MqYuJqfHhiQfPc4kH3c7V3K1rQioXtp9EVV1wchfoYaIdb3++y5rzpf+DoF1a9rI3lc7/cwjcffJZ/esXpXHvmymlqqFBiyfFOpH3rakg3wznXoZTi+hefwClHtvKh/36C919+Au+45LjpbqkgzBr6chFP7e1l5cLGsV16wMVcWItFMTg4SGvmCLyiK7gFfwTNUHa1G3mfqWGIBS2q02oyEjqCcMBN9BatST5i5Bi0/nxMY8qnIeVXi5EhZMOYRU1pCpEprdybpL5TEROFDDatJgqhBVOXJ4etSDowpYzbxdE966JozffBljvdvbht1aSbEyYxfUMFmkElye88dL1ZAxO3taf29nLSIo/UYDu0rXaveR7OxXEWWdDyvTy9P2RPQxPNabfAcuEJdbi9dTwDC46ETGtJ8PtFAVDog8aFo749NpbAU/hehbuzte4StXrsrIkVWAuegsBTJUuypxTW2tKC0VlHLyrt38YAA9lBMnEeWFB1rCi2pAIXv+YsaNol6xnLumt02aXR88sNK77m1fF7WkRXWBRx56bUaHXQKpKEWDtyhtrS99NfOv6k6N7hrHATcBMXC5owNjsfcmnzW5bDex4YJs4O9OV509d/x11PH+CW6y8ScTaTWH4KvPlmuOtv4cn/LW2+/Hkr+J/3XMDX7t/ODXdskuQhglAnxYlSe3+dyR10CMqj4DUS2AINSXA9jC4C6kobPRUMsaBlc/lxuVINY9962P5r2P2Ic++CUQVaZzZkQWPKuS6OMOErxJrOgZDlCzJVE8Ofrt/LcwfL6eCt1eB52GRCGtQx4ykazg6pBa3WdzhBF8fWAw+7uqLP3e9eCKvT31tr2bS/r5Q4oV6cQPOqLRDWYFF4yaTe1jtZNRpMzHMHB8n1HoSDW6rPU9UfEzhhjHYJHkZyZRsPukAcx5x99CJWL25koBCztb1/7DT3vTtLFqgt7f1s3t9fFgB11IErpsNXlfXKii6ONi6VRqiHYu2zlO+VLGhB8kNUK65wSSM81zlIX3Z4Yp1Qa9K+lwg853Y7LMFMLUopUiusaMVxMN5EIcV+tKaUlVKNliSkuPCk/Or3D6VoyQsH3ML2pAXasxMegyLQhNH5/Xfhe6+GP/wHuObzw/xx73umgz/63P2cuLyVH/3ZhRy3rGWaGiqMyMqz4Q3/Bbd9CDb/vLT5pBWt/O97LuTnG/bzf3/85IwszCoIM43ipKyjvzDGngm6gPbT7Oo3tPq65GYEo4svY11shhlHGvZDjh/wxHMd/HzDvirhMy50CEecUZ09rYZbU6QNv93WyTMH+jlheQuB5404Ad7VlWNJS5qGlItBq/ztqoztM9rg+wHplHMWqscSWXeSkDALO34z9gEB9v5+uEtVcZJap2uXGw+aILsfggwsPRmWnexK3FQQacvm/f2079lO+zMPczBJDNGXj3h2hO8w0m6Smwn86sU6qzG4BQVP+eh6J6uJi6O2ljjKu8muNWXL7FSl2R/ogD3r4LkHXVbp7fe6THyTJQ4xJqYp7XPC8lbOXL2Qfb157tnUPnomRaMpnmcYu8LqxMnvRmFsgRZpQ+A7l8TyeCxmcTSE48jiWHQDTCelKaAci5apsXKxekGaTCZNHA8XMmFsSfnlGDRtrKtHWE8MGtQWR+NNtV90cbQ2EWjOijZiEyqzOMLortvWOgtaZsHkBVqYhXhiZY5EoAm10THc8VH41T+6rIBnvqH6ZWP59zs3874f/J6/v+Z0/vEVp9eX3UmYHtZcCK/9FvzoXW41O2H14ib+5z0X8OSeXq7//u8nl0ZZEOYBRWtSrt5rJQ4p2ICOnOKkpeWMhMXV55Gw4SBH7fkFatNPoW/vZJo8flTZgpbyDKcdtYDNByZYB8vEzq1I+RViZHgM2q6uQWJjuPSkZSxtyYyY/KM/H/HMgX6ed4RzuxpaB60/HxMnws5YJ4gbUq7f02rIZEtHwypSlxb5x5qXhYNj1omLtHFCPhwsWw+LTCCLYwMxRinM8tNg6QkQNA5L01+cyLd3dNBx8GBpIaE7G45YDzPWtpTVr2pMWoNVCkViQas7Bk1j4ghrLTpKJsJhNkkOwvA0+4WBQzPGe3e5YzUvgxOucG6V6eZxHSIfaQ705auFqg7RWhP4rv3LW1JccvxiPKXIFsYQaMn3G2knJNCha1M49oKHNpbA86qTX1iDSaxAuXy+bu8XkxiQUr5XcgP2SgKtxtxNh5igEVtDyITaJQkpxqDFxrlJajNGzOxQy3ll6YXxxqBVuDi6c3Pj1OIKb8fDLuCKLI4wukCLBt3+k7WgGe0WUIZe+3UiAk0YTjgI//VG2PGgq2m2+tyql3tzEe/49iPc+fQBfvr+i/mj5x85TQ0VxsUJfwDX/if891tcgdSEpS0ZbnrnC+nLR7ztW4+Us0UJwixCKfVNpVS7UmpDxbbXKqWeUkoZpdTaIft/VCm1VSm1WSl1Zb2fE2lLQ8qv3+KsCxgvjUplWJIpv2f0lNBgC1l00IRuO3bCBaPD2HDL43tGb6uOoH1jxQdXuDj6KZR2NZLykZ6Ylb0k0Crc2pJna6LSRGpH5yAnLG+hJeMmUIHv1ZhkQc9gxMKmFIubXZrywPOItS259DWm/FIyB6s1yvNpTAeQxFJVse8J54JUQXGCOea5WufGN9rEck93jt9sO+gmuUNduMbr4mgsDV6M8dLl2LxUwzCBVmx3TzZPLl8oLShE2o5okYyMIfC84RYIa9BW4XmgPIWpOwbNYBILhy5aYML+skAbGoOWbYfOrfUdezSiHCw8Gpad5ErOLFw97iQ3+57bzNOPPcje9b8qX3e6gNG65BJIx2Zof5rAH6NIutWl8yzGaxEX3MS/jnbFJRfHivFoLVZ5NGbSBOi6E5fYUVwca1nQMBGkGjFx9Xzg2YNZCpFOLGhUWdCK5zlyI5JrQJetXwCkmsZVD7DUPncQrLV4QFP/sxhj2Ly/n20dQwRwKYtjcq61rHhF69ruRyDdmlj9JyHQwsSaLxY04ZCQ64bvvtJdSG/7ObRVx5Nt3t/PtV94gOZMwI/+7ELWLBnf6pQwzZx6Dbz0k/D917rYkITWhhTffOu5NKZ9EWnCbOVG4Koh2zYArwLuq9yolDoVeD1wWvKeLyql6nIBiLShcSSB1n9geGxJHIKfwXiZqpVUxSjuOICN82g/jfGCCU0SOgcKpWLPo7pjFvpd8qfyJ1cnCdEx6cAj7XsT+10w2gm0yslOMjHrGcjx8LOuEPZAIWZhY7k2VOCpmjW/YmNJ++Wpi5+4OIbaoJTiyLbGUr0nYwye57vYKqWGiykd1rBAFZ/HSniQ9MUoE8tMyrUzm8sNd+EqCbR6XRwhsBEqaCjH5gWNVWNqd/cgXdmQTODj24goKpREWWzMiDF9sbakfGclG5YkRHmJBc2rPx7S6NLEPo7cRLi7p4uw+PlD0+ybGlkfJ0I0COlmegZDJ7T99LDjbt7fz+O7eujNRWzrGJ6N1USDBPEghc5d8NwDYJybsTVxOclMnAMdkfY94sE+2HyHezx9iyt0vO+JUj8Ux3ysk3TwOnICrY7yFTpJEtLW/igmLH7PLuGQ9VIc0eqzv68+YWOsy8+SCbxS4u1isqJh3k9JMg8bNGN1RF8+Ym9PjjA2rN/dQy7SpAIvGS9ubJUE2lgWND9dJa66syGdptnVWxyDWBv6igXsSzForhxJJuyipetJ1MABtKm9GNE+EJasj+4YNWqyHfF8aD3Kxe9Ptl5fmHW/fWJBEyZN/3741h+5jFCvv2mYa8Dt6/fxmi/9hjeefzSff8NZNKUlCeis5Mw3wOV/A997lQveTmhI+XzpzWfTnAlEpAmzDmvtfUDXkG0brbWba+x+LfBf1tqCtfZZYCtwXj2fE2lDY9qvHW/RtQ369lRv0wWsl4Kg2toxbDI89HziAsbLYJhYQoVN+/vZk7i07e0dZQVXh0lShxpCwXN10HxP0Zj2yYUTKyhrPZ91u/qI4urU8mEUkY81hVhjgYZUeUqS8r2ydcIYF++V7yXShlSFQEt5zhUy0oa0r1jammZPd451O7royRbwfI/GlI/FG57kwuhhk7S6Y9CK/ZXEFFlrWbejiw17eku7FA/Rmx2sIQ7Hn2bfCbR0eewFmfLqfJSja/czdPT04XuK1nR1pr9Yl+tUDXVDi40hSCwi1TFoTgx4CjzPw+g6v39rMMn5mTikazDiqe176BpMznlomn0Tl13WJkOYhVQjDz3bRfdg5CbHQ77fjv4COzqzPLDlIBv29A6byBttaMv4ZOOkjYOdaGNR1pQtaDoC6/rM5Pvc4sOqtdC0BHb+rnxfNXFZoBXd/3QB0i11WdCKMWgNhQ5s0RqTJG5RXkBbGgby9fVbMQat0oJWFJzpoRY0HYJS2CCNNRHPdmR55LmusjiCiiQhtuSKGXjeGBY0k2RRLFvS9/bmeKLLZ8ee3WOew4PbOrlnU9GqWeniaGke3I31M/h9u5ISJcM+nEee7WJ3b1iuxVfxHWhjMcaULbALV08+mU2Yddkb4/yEspaKQBMc3c/BN14Cx1wEr/paVZV7Yyz/dudm/uYnT/KlN5/Duy49vq6Cn8IM5rx3wgXXw3eudWlgEzKBiDRhXrASqKykuzvZNiaRNi5jWa2JiI6Gp6XXIcZPY4cUffbGWpyN8xgvjZ2gQAu1KQmqvtwok8HiSnTFinTJDShps8LSnAnY0TVYNUmrCxOT1x6htkRRdeyJjmPC2JKPijEt5ftKylfEYd5NeHc84GKUcj2EcbVAK8agRdpNEle0Nrjivr0FegfzKC9wFgLluayOlRTdFCs3Jc+VAvyODfu575mOYefldnSiuy8Xs7s7x/7esggvirxCoTBcoBXfX2dclzaJQEtlyq6fqUbCMHLjrms7Te2PoXp34XuwIAWe1SUXx9hYTJSHOOSXG9tL1lVILGilTI2VnWEwSR00xlhQqKJCoMVRSF+cwjMFSlNONcTF0erJF0TXkevTVBOxti6e2k8Nc2XLpDyOXtzEFacspykdDBM4xmgWZBT52BAHjdC/1/W9qih0ngg031NorZ1VqHkptB5ZeaDq5pmk8HzRxRFGdY8tfseBUiirsZUWIzzwU6SUGTsxR7E51qKAprRPJrGYBb4i7XvDy0/oEPw0nhdgY5ccBWDTvnIcasp3wp244K4935UDqGqPSeq9DSTXTkmg2eQcNfnIcPbJx3Ng3x5M13Mjtr8Qa3oGw7L1fEiSkFShm/zCE/EGO53b5dCxai1WQUErt1jmp6vGxsa9vRzoy1W44TI8VrLiWOS6R2xriTgPDW1uvA+xtBeT94yGCDTBTdBvfBk8/4/hpTdUFZ7OFmLe+/113LFhP7dcfzEXn1hH7Q9hdnDxh+AFr4fvXAN9+0qbRaQJ84BaK0w1ZzpKqXcppR5VSj3a0dFBGFsa07Uzluk4woZDBFocuhg0L6gSA8Ni0IYmq4gKaD+DnqCbTawtuUjjqTHqExVXkYvZ5Sq6wSjnJeFZF3+ztyfHlvEmCzExOQ1W+cTFrHNFq0IcEWlDPtLD3KwC34N8j3MZa1rqrBO4CWCqIh1jOvAIY5cUIBW4BAjHLWvhhOUtxFrjeT4rFjRw5MIm7NDvrJYFzbgMddZa6NwGB7dQiDXdg2G1daBkQXMTr0JiXfIr2mZt8o+Oa7g4DsloOVY3WotvQrygoTz2PJ/H92bZ39UDUR5jIYpCPKVY0eKzui1VchONtaGxdyumfSPZMObgQHlyGmtbsqANi0HDFQD2lIetN5GDNa6vrcboiAIByrgEJ46hFrThQnncRIMQZLDKWV7zkXYWYGuqrq1YW5a2ZGhI+SxoCIYtOGitSfuWxsCyK1oAfXud9bIywUxidU75Ch3H5cQTlbWuhmQsNYV+gv7dLk4uaHST9hFSvWtj2daRdUWlbewsVXFZkFgL1gsIbDy2QOs/AL27Mcb95qxe3MSZq139tdZMwAXHL6neP9fjxquXgiCFNVFJ7HRmCzSkfNK+W0xRFtp23Q3hAL5S+J5HdzZxL812wqbbYOsv4dlfu/O2xs0vkz7pHQzJpDzaFi8j13QUes9jI1qaislYGtO+2ycaxPhp+nIFrAXfxpBuwhqNsbVi4SzgkfVaYOlJiUCrWKQwiditND6MZEFYc9VoAAAgAElEQVTLdrhka2MtWCTu7c4VudqL4bfbOskWRh/zItDmOz274Nsvd+LsxR+rGpx7enK85su/JdKWH/3ZhRy9pGkaGypMCZf/LZx4JXz3Fe4HNaFSpL39xkclu6Mw19gNrK74exVQM42ctfar1tq11tq1y5Ytcxa0pKDvUFex7Qe6ae/qrT6ALmD9NNbzk1gbd8OvKqpa6IenflQtFmKXXMRQI3ZqJIyG/U9C9w6iWJOPNI0pf/REBrUsaIl+1SgsHr6NWdaaAUbI+DYKXQM5DvTHbuJc6dbnpzBxiDG6VJy6kpSvoDDorBIrTnXufNYMc3FMB846Fw72kbHlVenAA60NnudSi7c2pocLDGuGWW6sdRNZbXCp0PN9JctJlTtccQKeJMEoJFZAXSGGjbUoGznRM0ygjdPF0UBgQrwKF0drLdrP0N3bl1hcU8RRROB5NPqGRQ0eUSKKI23xbEwh7yaKnRUr+JFxrnRerRg06yUeYeOIQSvWpjIaE4XkbYqMD9aOkGa/hiVz3ISDkGos9U0+cmMMqPqOtXHWHnCx1/3DLGiGwEQcv7SJ7flWctleF/9XKdAS18WU7xHHcTm5RKYN27bKLWoWFzySPsv07aSl/VG30JBpdQJoBDfH7sGQTfv7nIXKRO57KaW7d26nyk8RoGsm0qniufth5++w2FLMWRGlFAubyt5ShIOw7VeJBS2F8lIYHWEMLGtx1//qRU2cf5wTdV6cxeoYHeVLFrTHd/W4mNfBTmhZAae9InHvLri+8ALAlYJYt6OTpnQK5Xn0LT4Di4L8kN/PhFykyxbeaBBQ9OkUT+7uSRYvIqyfwVqNKSZkqST5O0/aZUAdYl3VWic/fUMtaDX6t9DvxkC+Z/S+1wXnjTZEDBbbN1Z9SRFo85nePU6cnXqtm6hXXLzrdnRz7Rce4NITl/K1P1lLa0NqlAMJsxal4Kp/hZXnuJi0ih/HTODzxTedTeAr3v3ddaPXexGE2cWtwOuVUhml1LHAicDDY7wHoCTQoOzOkws1Ww70k83liQpDsofp0CX6UL67qT/1I9j7uItBi0OXQXH3o8nBk1XWXDeEA2g/Mz4Xx3wvdGzG7nuchfsfZOGuX9LoxTWTbVS2z51MwSU4sbpkXzTWYr0Uno1ZtaiJ045qo1Bn0equbMi65zrZ3tHP1s48VvnoSgtauplCsIDFXY/Rn4+GCbTA87DRIDbV6DYkk6UosZQVSRetXTt/y/I9d5cEU+C5qayXTJ5dDphaMWjVVgyLs9ANhjHPHuihEBVcljg1JO3/EBfHQmxotf00dj1V3sWCZ+JSDbMqdOQmiXUmCdHFGLRUQ2lSHmqD8RvIDgxAnCP2m9Bx5JxgdEzgKeI4whibxFFp8gUnHDqz1Ra0VOI5UzVSjIsNLBYB1vWm2Te6LE7jiLxN0eCZcu8PdR0zxv1d7/Frfqaz+hStxflYl9OqV0yOixkrARY2pdjdnWPz/n7W7+5JMpXGeDaiMRXQvGQl3emVxKkF+Cppr47dmEmsylpH5eLHnsfBRWexpT1bVUgZIDaabNuJsOaCZNKeGlGUFoWUNhZ05KZmcaWLowI/TaD0iNf2Yzu7y/dsP+1S0Y/VhzZJalIUaH4A2o3fhU1pfE/RkgnKGVSjPmfRi10ClWLh7J5c4m5aFMh+uuzi5wUMFiK2tPdz5qo2Vi12C/+Bp4gblzhhV6RnJ3S5LKu5UNOcTophFwYg04qxLi7SaI2HwQYNydgbbkGz1mKVKi82D3V/TcZstUAbwXuhkHgRVCxq1yQuOAuaH1R9VvF3JBxDXItAm6/07XPi7OSrXRHqCnF287rdvPWbD/PXLz2Fj159ynD/ZGFu4Xnw8s/BojXwg9e5VbSEhpTPV9+yllykef8PHhsxTbMgTDdKqZuA3wInK6V2K6XerpR6pVJqN3ABcLtS6hcA1tqngB8CTwN3ANfbYQFKtYmSGkCeUjy0vYt9vTn29eZ4el8fUVTAREPijYzBKt+5OBY/omubcxvrfta58DW0uQlDcRKz9ZeoQi/GS4/u4lgYgL2PV3xWDA1taOsRRP0oDM0qh7FJGvq4RtxDcfLavhG23JnUo3K/+UVXqmJAfnqE1PfDmhVrHtx6kCbfsGZxEwYvsaAVJ6RuJb134Smkw1768nFVghBwFrTA5HlsX4FfP9PB+j19bNzXSz7SpCruSUopMoFHlkZ3r8q5PDFBMqH2/ESged7wOl410uQbC42pgJULG+nPDrKz3S1aZYIh516cgPbuhv79hLFhgR3Az3VWHMsSoJ2ATCbjJZdxE7uJ65DvtjcX8Yun9vO77Z2091fHs3kmwktlSpPySDsLWn+2H+ICcZJ1z1eqlNzFwxAZ91AmJizkSfleldAuJqMoJn0oWYatQRcLVXsjxOPUwhoXymg0WofkbUCDb7C2Ms1+DWvkZOLQrAbPL5UgqJqIV1rQtC0l+zhqYSMvWN1GNozpGYzYtL8fow2BjUAplrY2sq/1NHIrziLAuKQPm3+WCDSXJMS5OJbH7mAYE1q/fC3bpEC1NRirMMa6RDKjWND0kIUAT1ERg2Zc/3kBgdUjWsf39ebJ55M2ZFoxJomh694Bu9cNf0Ohv8LdOQ++c8u2OipZHY9Z0syi5vJivR/2YQETZUkVekqCo2cwStwZE+EapMuLT16A1oa077G8JU06SNyoPYXOLCrHduV6XDmg/U8C7vtsSgfOGh0OQLoFbUEbg40L7rP8tBu/xgyLETbG9Vs+Mk64DrFqaZNk2RzDxfGh7Z0M9HW7ItaDB4f3Y3GxAdzvbZAZkrmy7DkhFjRhOP0HnDg74Q/gyk+UBqQxln/9+Sb+5ecbufFPz+U156ya5oYKhw0/gFd93WWX+u83VU3kGtM+33zruXQMFPjwD5+YWC0kQZhirLVvsNYeaa1NWWtXWWu/Ya39cfL/jLV2hbX2yor9P2GtPd5ae7K19uf1fEYYOXejpnRA4CkGChGFyCULwBqUNWhriQpZdnYmCx1Wu1gu369IrW7xsFgTu+QCK8+GxsXVcQqWxMXRG9nKcvCZ6vpRycp3tGAVg82r0X4jDbjPPJgtEG64pSretPQecO58UCVYtLGoigluKqid+n4o/XmXWOCUFc0sanHxNpZkMgtu0qM88mTwdZ6+wdDFllSglGLtURmOWr6EE5e3sGxBIwf7cvTn4yoXR3AZH/OhEyTF80kVBZpXFmjDLDS2hgXNWtKBYu0xi1nSqAiTmK5U4FWfuzGw6Bjnsta3l0KsafI01sQlgWOtJU3srFLG0J0N+c3WRMCZ2E3ehgjEwTAuFUsurL8FurYnH2cJTA4/3VyalIexwU83oaIcNsoTBU0oq5N+iJx4VXESo2fxrKZQyLuyAxVCLE7SuRd1b0mHWYMpxqAVE2LUQ/K+AE0UhmgvTcqj2oJWlWa/KNAm4eaYjKmii2nRmuOEUPm4ceLOWeTItkbOPnoRa49ZxM6uwcQaAyifpS1pOvpDYqOcBS0uJOLMCa7AU27RoSJ1e7agMcojzBevZZdhVCWWr3ys2dYx4BY+RhCkVfdYHSUxaGUXRwMoP8AnGrE4tLEWO5iIncQ10PeSZBVhRRzpYBdsvA2e+YUr9A2JQEvhBWkIB0j1bMdTitNXtlV5U3l5J9DSA3tJt5fL9vQMhu67LPaLny7PKZRXYQUvx3wFnkJ7FfsV+tz1kbyeizSLCnto6t7o6tNlWpzgtQarXRyg8gKsddkYhyYJMYnrdiHW/HpzR+J2Wf69tcZlx6yihkDb35dn1/525yY5cGD4b8quh8r9qBOBNmwMJmNUBJpQxUCHE2fHXurqYSWDfzCMec/31nHPpnZ+cv1FnLNm8RgHEuYcQRpe913nSvG/f1r1g9KSCbjxbeexvWOAv7p5fe0MdoIwx4nCAmesanOWCU9RiBNBpi2eifGVIvQa6e/vZ3MxmYZx8VcuSYguZXBLxVmXtrw4iUk1llfd/RS5RScRB82jp9kvDKm5lmRfC5ecRu/CU9F+hjQhKd/jd1v2s3Fv3/Bj6dAtzIB7tqa8aGdt4gqUCDTfK1nRa1rTB9qhZyfZQuwKTpuYIEixoDFFQzqN1tUCrWBTKE+Bztd0o28i5IglizlqYSNHLmxiYUM5+1wl6cCjEIYlYQLgK+vi5xLVoTy/zjT7lGLOAhsnMV0u212VtcLEkGqGBUdBOEAhNjQGGmV0aQJmLKTQaKvAxBRiU+43HbpJ4pA2GevifU5f2UYU5mDP78FodFwgiHOoxraSG1+kDX6mkSAawFpL7DeiTIyvKGXMi6KIh7Z3kY80AYYwLJRcdItCINbFNPsV33vyPRnrCiUr5VUJAWMsD23vLN8Lup4t13uyGq3SNJIn1jF+usElIClOgGul2a98rpOO/kK5ULMxoPySC2MucjGY3QWLqVhwjJOU8EMplg0qxDGe5yxUbY0pjLX0FjS+MtVjxbgYNKOjcpIQIBvGWBW47y7pQ9fPzsWzNDZqlAAAl92vKpzAOKFtKuI3DR7WTxMkCzdRWBhm3dTGugLpAImbrYtp02V3SXBxVA0LXKxncXscut8l38dqTcPB9dRypPKjAWK/AQpZAqU5flkL56xZ5DLIFsKyBc1PykEolYjo2LnUVsS7ep5CUyFaC/0uhi12HgmFwX4Wdj+JF+ddYfOGNjQuztTGLtZLJe6J1sTVIjdJrOL5iguPX+rGeaqpqj6ZMRpjxxZoWEt2oA/dcpQTXl3bnWU11+Mecd55NlibuDEnLo5D4iBBLGhCJdmDLmPfmgvg6k+XbsL7enO89su/JTaWm//sQlYtkmQg85ZUI7zhJufmdMv1VatDbY0pvvv281m/u4eP37qh5qqdIMxlrLUsSIRE0U1KGxfsffySDEcvbyMijYnC8iTXaCx+WYglFhvPRi7tezHmIWgoW9B0RK71mJLlaUTXsmLMaPF1HZE3PlFpEpghZZ1wSUUDRMZQiIdMgnUEmRY3mcq0Jta64kQdV8PNlAVaqA29uYi7nz4w3Jretwf2Pkb/YI6WhiRrpRdwyQlLWdzaQKwrYtBQRMaSamgmiHNO0JXOqw/aN0Hk6loBoDya06rUjkrSvkekNQ0NDaVJb6AsVnnliaXyEzenCqwZluWvGG8G4BMRR67/GvMdRPGQxBae70RtmKUQGxqI8dGlfjHWklIa7WfAOEtW8btBR0nik6GuWBbPUzQGHmFsnaDv2YnK9WLSzQRBqhzDEhuCTBPpqBftpdHKxQsGidWUoIHVbWmyoZugZ/whAs1aSBYYAk+VvLuKTbTWJH2oXB20islqqA37+/LlJBvtT5fcS7EWHTSwonc9CkU63eASXZQsFC7N/qb9fS6TXdFCPM5aaM91ZtnTXRZCKI9YW1obAtK+x90bD/BMR45dnX2l71YbO2LYRtr30Fq7MeMFKKVY3Jxmf39EgK22tlpniTOxLgsRXOZro3w27e5gb08OrKs/pxKRUBS0RlVndTXJ78iGPb3s782zrDXDH566omRBq0ziYwHlp1DGJYQxz93vFkcqjtWU3YWOC0k2IpPUQcN9ZmXKd2OciPAq4qR0CF6A56edC6OhZp958SBhagEqHsTHcPrKNlYtamLFggYODuTLv3lB2okh5YNSyYJAkigm+f0LPIVWZXdqCgPQuIhs7LHrQCe5fIF0poHuxS9weRMWHu3Gk9WYUlIT93tpivFkFRhr8ZVHJpVk4E0NsaAlGUurqCHQPJzL6X3bep0FvXMrPHMHbL0bdj/iBHA0WLYE+ikn5KK8i6mjQqBJDJoAODP2d651rjR/9JmSz/T63T1c+4UHeeFxS/jan6ytvkkK85OGBfDmm2H/evjZn1dNIBY3p/neO87nN1s7+cTtG0WkCfMLa0s1gbwKgRZpQ9rTpFJpIuuh47B8bZgYrbzyJC5ZcfdJhIE3xIJWrB+lnBAcMYtjpfUnee7uH+DRXf1J0WbPuZaZ0MVzxa7Q7UBuSByaDl08ReNi1xZbLVaUX3bPSScWtIFcgVAbNwHNdbs4LGvdJMTE6I6ttGZSro1eQOB7+L7vJrNJP1qlXDsbWmjxouoJYMdm6N8HR55ZrhmlPJrT7r41TKAFHspamptaSmIy8Nzkryi2VNGqVNl/pf+XV7fLa/rOgqbjiLTNs7DjIaJKy4NJsvelm7FhlkIYk1IxAeXaVMbgMu2pBkiKRltrXbkBEycWtKExcE4gNgeWMNaw/BTo2ETQtxMaFhJUxAGG2pDKNLkMdkEGg4+yGq8oHv0UZxzZzJFtTuRmPGdtSXtJvJkxsP0egt7tpPxyHTpLsf1lgaaUhwqzJZfLoiWwNxe5E41ySUyf25494nyyx13FqWtfxBmrFroMfCULmvv+9vXkk/dPzMWxLxeRK8aaWQ2eE2jpwOPSk5Zx/rFLOHLJQvJ9nSUhClSVaagkHShUUaAn1+XSlgyDsUUNE2ialOesQUUhUog1g6EmnU6THRzk4EABa4uZFi3GlstzGFVtQdt+MMv63a7OXz52129TOtkn1VCxr7MMq8SyHfgKE+arRJe2lraepyHfn8Q5usQZnnKW3JKbZrHPvcCdb0mguZgu5aecy6AdngGSKI/CEActGOOSdBQ5YkED3f2DFRa0JEmI8gBFrF2Jgkprva8U+v+z9+bRlp11mf/nHfbeZ7rzvVW35ilVmclMEiAhCCIyBDCKIgKiKDjR3dr+lkPbbbu6bW0XaotABJkHEUUGwQFRQJBBCQESEpKQOVWp8Vbd8Qx77/f9/fG+e5+9zz13qKKSynCetWpV1T3n7LPPHs79Pu/zfJ+vUN17sTMP0RAHl+Db9x9g21iFeiUsES93Oi1J7AiaFAIjpFMMi9zHWgwWIaQjgsb66PvCMUvXZ3HEpOybHqaZGJcue/bz4Pwfgp3XAP74dhbdMVSh+3wqgIWDsP8mT9i7FuXVMCBoTwYszTjlbPpCeNGbcnL297c8zCve/lX+83P28VsvPG8QBjJAF7VxeOXH4J7Pwmf+R4mkbRiq8IGfuZJ/vO0gf/hPd57BnRxggEcXzurV7ZmALkELMCgV0kFh0tjdMv4XsUW5kIWsyNEVpDWYYp9GpqClsRuqnKlYK4WEZMWsX/meb8UcOrFAB83xxZhKqDAqRKdL1JsPU2keoqKVK2aKSGMY3wU7nkYe3lBIkRMFe06ghCtkbv8kAW4wMw9/0w2TXjrmZhNN7MMeuYOR499yPXK+SFNKk5qYxXZCJ0nYf8IRxaDSYFj3WL1sCqPbYWJP4eBLaqGzLPb+rgq1JFKWsFLNi0wlwNJ9rpSqh5T5f0tVjsDOilFjUBiETQhwiYhpu9AjmBW2QYW7jjRJOwtEwitoaVdBC2kTK5cul5GaJCN6Klp2bp3CAxUZ07YaM7wdxvcg2nOYoU1o2e0D7CSOoEkB6fheEiERNnUKmgzc/pnuoOFAOotlJJ1lzz7wFWgvEMw9lNtGZWFYtTVprkIKIVGt43DMEbTMZnmi2ekOZ0/jnHCmMkCFNarT+2hUKwgKv0byvnd3TNpx7IapnwRBS1LDQjvphq5kCpoxBMqNVpgaitAbz8GceAhu/wSpTxsUvWTDI1RugcJZHN0x2zlRQ+vAEYq8j0rkClqaumME8MW7jjJRD6lXK6i0TWos/37PDDOLHQSuBy8tKWjd6+7oQptWbOikhnbs+wgf/iYcuhWCercHzRpHn2UAS0epJcdJ43ZP4IXrN7Te8ozvi5RFa2muyDlii5DlBR+pkTpkfsNlWKHzBSnABY1855MQNujgFpKKBG28HrLY6uTHJQ9AcvManILWY3FUmcUx24f2AoR1OqrKBVMB52yoI6QuzelLrUBYg4k7COWSJZ2C1juo2voRbDIfbH/3iYTbHzyYXz/WpisoaAVCaJyVPQgiYr/Ykl8P2ZxLk3D7/ftpPXCT+04H91jczNW1jDwOCNqTHc0T8L6XwtQ58OI3g3Q+8jd/9rv8+kdv4cZXXsaPX7n9TO/lAI9FDG2EV30cbvkIfOGNpYc2jVT54Guv4q++9hBv/ux3V9jAAAM8sVCsUVTR4pgaApGgwoDYKkziZ1/5YtUK7X71Z70qOkKROAUjK2KCqit0fVGVFSIrEbQHjs4RWwkq4K6Dx/n8nUc4fHyeIIw4stCmFihSGRE0DzNy4jaU6RDUhkjiYh9NpuRUXRGVF3AFi6MK82JOK4kkYam5xNYhxfGljmvQVyEsHuXE3CxfmamRjO9leGjIqWBejVFKc2y+yWduP8R3D81x77Eldk3WGR0dYVO1h6CZgvUzg5AMhZJnnDW57FhEWlEPpCuIvNoXSPeanMz1qINunIDwDfwduP/LcP+XXSuTAFJnbRQ2JTAuKCQtjlDw6iDAIhWunooJrSMAiR8qbC2E6RIdPQRAHMdUmgcxD/4Hi4ng6FLStwdNCkGES5prJgam9jG75VrM8DZHCkyhB60yxMz000mGt2FEgDQJ2vqESR/wMmJOoJIlFO56DIWh3nwY216gs+v7SJeO0VDuuBVnobm5cY7QSCkwJs1JRZaWONuMuwTNpPnnSW2BSHuSZ7KS05/b1DjCeHyhxYGFlJNJcZxrJYhibHpO0Mo9ZrXhcR6cug7SmCRp5wsr/RBqicC4Hj6R9TtKnn/hFqdCJi2oT8HoTrAuzVVhuOnBOU4sdYhTw1N3jRMGIdLGnLtpmOnhkNsPzlNR7vNnClqa9aBZi334m8wstFnquN6p2qGbaMzcmgcAibDePTbWYqzAenvs6MytblxHUQU2XrFLugStpKBBV3Hrq6B18nPWicYxJnXJoBm8tVoENTo+mVMVruNaqMCmtLL1EBU5giLcIlWapl0V3F8LSgoS4W2WxuQKc0dEhLYNNnUWxmIfZO4WdmqVs9FKrEnKffJeBVRK5NfGoaZgsdVhftEtutjUrNmDlhjjvg8Cd9+XQoP8QpYxCYuLCywtLcHmS/xjhf7a1hyJccFSnTVCdwYE7YmM1qybbTW+G15yI0hFO0n5lQ9/k7/62oN85OeextP7/LIbYIAco9sdSfvqn8FXbiw9tG28xgd/5kre9W/38Y4v3nuGdnCAAR49FH9hZr/os5CQkBStIxKcSmWyaHUhsMJbInO1LEJY4wrgrJiMhl0REzfdEGfremX6pTgeW2hzy4MzHFty5Gh+cYkLNo9w6dY6m8aHObHUoRIorK6gpKQzcTZzm58BQ5ucejN/EI7d7aw4KnDFBXRXjIthET0JZBWRsNRJ2dBQCKDZ6bhm/sUjzM8vcKKj2HfhFYiN57sXNN0wV6UkSZoSacWJxQ5KKZ6ydZSJTbvYYI6W1a3MoleEL5ZKg3U9dkzU2D1R9dHZXkGjbHGUQlKapJAVprrihvPO7YfWie5A37SD9IVVkDZRUmCLKZumG/BybOhcKsduh86CmxfmCZqxliBdopUTtA5RewYzd5B7Ztp8/cE52p3ekJLs/dtElSpH/UDpLORBS5mTo05iCLUkqYxjrCMAwiZo6wNIpIa4xZbj/87VfItQGCyS8SpEneOkjc0cWBTUaiNUTNMfp0IPmjGIfI6cLNlq49RSDzWzzRjbXvA7H+cKbGoKtjjh7JPdmlnk2+8kliSJSUXQ38q7AhZaCRP10AX1GJufjyQt95jVQk0zMaRCkcRJOSAk6XRnWuEIGtn5LwR/eOncKWj1SZg6G0yKVpLzp2ssJnDgRIvpkSpCCHQY0pAJlUCxY7zGM/dNce6mIZcb4Yv6VNdcXHxnkRMPfBviJZpxiu7METYPO8V9cp97ex2V0iMNAipjsP1qNKkbql4aupzF5ceeoKWFHrTygPX8PhAFgpa0nYKWE54UKQpkJDuvUZ0ElafYdh8W1ALBQse/Jhsn4RW0tJ/FUQoS/DHP9kMo2kYRCAMmdUFLdPv4cgUtcQqaEDj3gUmXK2jWfQdk10Y7BSNDkvaS39baBC2zLEsVlgKTgFxB6/j7eam2FRpT/rEiQZt1JDxUbpj6KhgQtCcqmsedcjayFX7o7aA0xxbavOLtX2X/iSYf/fmns2eqcab3coDHAybPgld+FD7/e3Dz+0sP7Z5q8IHXXsmbP/tdPvDV+8/QDg4wwKODwnxksgXg1FjixBCIFB2EWBUQd9o+Wt0VjdbSVdBU4HvQEspR1Nr1Wy0dzQmalpK0J8Wx2Um5+YETTNa0I2hSk8QdokDSUIYNI0M0Is1wNUCHFbQU2PpGIq3QQUjSbrpm9hP3OzIY1AufUJT+NtY6klJYnQ+F67GqB87KdPjEIvPhBCwcIjGGfVsm8yAVRre74BFA6wBhDVvHqrTimEron1Mdc/swX4j/twVlMd81tWJYSqAkocKRklxpMEipuqqnlNjSfClPsHZdC+e8AHZf54q7jJ8alz5okQTGETRTmBGZ9aAZY1kMxtDDG9xpFN0C2VhLEC/Q0XUXL54kBPE8aepnZQlRmA3nkIdYJG22TY5w+8PzPtzCFbGBEiSp5ch8m8PzbRqRRgk3XytFO4tj2nSKrI5g7gAyqDARWbaMVrn8rM0MaesIWmWcIwttRhoV93mspTF/jwsUw9m+smQ8qdxQ4Oz4JqlhqOLee2lxrntM/HHNFhjcuZMIQddCli8AOEtfkiTEYuW5YL1oxSmtJKURaQLlEhuxhsXYcGyxXepRDLUk0pJOCmmaorL+s6Tjwh3u+VxuRQ6VROHnhS1bIFAuVEIGpcI9lJZOKphtxkz4Ac71SoXR0N+z1jBSDdDCktJNAk11HdoLmNY89x1d5KKN7rWV9hHalUmSDU9xbSmAtG1HStKYrENQSiCsEZgWqTWlRZRsgcCmnqABaZKsoKC59MtlCrN0xCux0r1fcSxC0obhLdjx3VgRdNW1AsGuaVjo+O0F3urne9BS41JDl1sc/XnLwjukpGMkgUi9guYJms0sxI6gpXEHlCeU3p68LMURi1JZIImkHUwwcugAACAASURBVKcIXSHpdI/DcoujDzLJPrZx3/NItYygJSjiOKYTJyxVNzNXme5uJ1PQwjrMPYRpzTNSDYj06hRsQNCeiMgCQcZ2wg3vBKW589A8L3nLv7F7qs77fvpKxurLVyEHGGBFTF8Ar/gI/MNvwLc/Wnro7Okh3vtTT+X//sMd/PVND52hHRxggEcexZV5lSloWQ+adcWQVCGdTtsPTHW9HPnqtVS5ncj1oNkyEYmGYfEosdUY43q+jC2vTt8/s8hoLeDSbUPMdyARmrjTItJuztpwo8azz93Irsk615y/k8rOp6IqQ0RaOpK0cMgVUq05l5IYFlJ7RW8BTSlmH2DbsGbDUIW6suzZ0KDV6fCFh1JaiSNuYTHAY+sVsPe5bpPSBVhsG6uBtVTDwqpy1CgP0S6oU919KxDVpRk3MqYIkzpCksYutGT/TUilCjH7shyznw3S1aEjM35WU65gLc2gdIQViiBdciQoi06/+19I2kscmI9pJ86upOt+NI2O8nlvNm6hJCSyipWKOO6g43lSAx2rXfR/1pBy+yfh+P3dayWNGR1u0E5SN5DaK1JZSMjB2Rbbx2tMDUVI6YrWJLOLJUuOrNY3uBj1+ob8nIqgCp1FwmSRpDLmrt3Aq1fH72V49nbs3H53SI11Sg5OFbHWkTiMccmPSjJSDVhYWPB2yiQn11kvXXbuJMWQkExBc/dOksR0ZM0FKayhollr+cdvH+T4oluUqAaKZscRtDsOLzGz2FnWozhWC5lppiRp7OLdwV37Ujl776xL1wu1zAeclxQ0cM9N2n6BpUtmHPESzLdiIj9sfXK4zraxavc6wxEcY7s9aGnQgKRFujRDai2b68ZZW1vHaFWmup9h6xXYqfNcgIZX0bLZdOgqSkKzY/jCHfuJExehbz1Zs2k7JwfCJo7UZSryg191fV5Z2M2yz6tdACRO+VSFHjOSNgxNI6pjGKm7+1o4d/WAroKWLQJ566TrQfPkJ1e4vXU3m5nmCXJsBYF0yqH0F1RubfQhIWmaIGTgHNoob80tzpOzLo+poNa1E0MYBF2126ygoPXMhdRYkJpAiTyFsRWn/P1tR/nWQ7M8eHyJ4+MXs2QKNXZ2bDecC7VJKvd/ljCeZ/v46onpA4L2RMPiUXjP9TB1Lrz0baA0n73jMD/81i/xyqt28Ps3PMXL+AMMcJLYehn82AfgE2+AOz9deuiCLSO86zVX8D//9tv87TcPnKEdHGCARxrd1VTtwyqyHjSdzEM0jNKOoIHra0AqlwyYrcp7O5GybqhxaaW+MgJLx7jtcJNji21vcRTe2uTeu9lJGa0FBMKilKZjNWnccd/rPm46QxRoGN+FVoIokOggcCSjOuYKtaXj3Rh76BI0D2O8xbGgoO0eD9k+XkPalMlGxDkb6tSrEQubrmK+tqP8+yWzhgFBECCsZaQWEEqoFAdTZzPi8sPcQ1yzbWUEa25/XlR3X2N8D1oMB26GzgJSqUKKoyOI3XTNHhLobWTWWFRnFg5+E9mYdMVYuoSMarSaC+w/0WTh+GH2n2jyjf3ztJPUkdKhTf6jdIs+2ZlHhA0QAoPCdFpUREIntaRCUwkDlwKYdPz8pPlupHnaRugo7wmz1sXvaylIjEuCq3hCIIUgtdb3eAlUsujmPNWn3HGrjTsiIqT7nK0TWBVipHaWQKXd9RA3EYDICvyC1VT6dDwA0g6JcUmDI7WAxWbTbT9pw8zdTlksJv9JlRf7xfOZmpQ4MaRJwomhvV1yvQqyovv4UkykFbVQsdhOmG+2mWv1J3f7Ng7x8FyHew/PdclE1p81uReO3gU4Ba07lqGPgusHOOePGYPEEAQhzTjNxxfkBXlpILcbMJ1Z71IU6Ap27mEEAhE3CbVEmRaJrnX3c2wHqjKEEf4+tBaLcEdSR4xWQ47Mt5EmIT52Pzz4VUxRQZMKhIuedwpa6kKBwDmtcovj8s+rpFsgcoSwqKC1XNCRcGEn+b4WLMSBgE6anX/ZfZ0/74GSJYtj3luZBYpITZwaUiQBXYujKPRIptZ9N5okRiid9zlmVuacoFlLSpegZX2IQaBdoiqOoKUImp2Uj39jP3cemueemWZZJTMWJdzxcom2bvutOKUSBpy1cYilxFINNUudwrXoVUyiYdh8MZ1onKAzy7YBQXsSYeGwG0K96SJ4yVuwUnHj5+/mDX9xM3/4sov52Wv3rJheNMAA68Kua+CGd8BHfhru/ULpoUu3j/H2V13Ob/zNLXz62wfP0A4OMMAjiILFLtKSRqTzkIIgXoRoCB2GxB3XQ5ENsS1ZHD1JEzZxK71FklB3PcFZ431ucYScnOSFoG9WbxkXShFlKXMqWrbbm0aq7JioEwShs1gFNQiHnGJRsDjGJmvCL1gcdbkHLe8PyUibSYiCkGY4yczI+SsuAA5XQ56xZwyARiSpR4UV5mLxD6v2oGXvuWxmVk7QOrkap6TK0+eET43LT2GWXpchS4FL2+h4HmqTsPlipA7QaZPayCSTkeE7D89x95EFZhY7WKEdUQiUI0EX3ICUOh8qbNMYGbjzkQZ1akdvQdVGaYoKUocopd1sNq9Y4YtPKYQnEFG+CJBaixKOoBnrZmZl/VTZc8AVzDpecLYypWHybNcjGPieNB059VRHGOOT6bRXv9IOVkXYgv0tszgqpSArVk1Mklq0EoxUA5aaLbf9xSOut1HI3JKZnTtR6G2DzJ5maScJibF00FCbcH2RqyAjOO0kpRJIhiLFscU2337oOHs2jvDCp2xmz1S99Jqxesje6VGmhwJ2TxXUHBXCyDZ3vez/OvUjX19dQTOpj05X3WvOJISBWxSpZgQts/Rlz8HdURaRp18aayFqYBaPYcIhiJcItXTpi0KVwkxkHqDhLI7GB7cgBGMjQ5y/ZYRIJKTteYibpNm9mcbevqixaeLuapO6kJPhLV6R8/da7/0mVb44YBBudEN+EjqQLR6oCKnDroKavRxD0kMxsu+Wbsx+weLoFxnymWFC0UkMUgUuIdIrs4Lu17CLsLGkaex7Jbs9c/kxdu8MhdCazOYaBgFpGju3gx9FMN9yx262GXP/0SbHF4rDrLsKmlaSOCmMu1CCoVoFqQImGlEPQfOLZj7VMZEVtO10Cf0KGBC0JwrmD8K7XwDbngrXv4lWCv/5L7/Bh/79Af7m557Gc87beKb3cIAnCvY9F67/E/jQK+Chm0oPXbV7gje/4lJ+5cPf5HN3HF5hAwMM8PjH3o1DnL95hGacEkqB6MxDZdiRIE8QjE8jzCOuRWZx1EhMOcURXCENiLbr6dFKdJPvbNdOUw1csah1wEIs0TYmSJfy2PdejFQDJhsROgj9DKDI9YbFzZKC9pV7Z7jj0HzJ4liM2XcVffbvNO/dqUQBrdhFpq/o0BDdmPvzNw0zNVzYT6nKQSh9e9AKdqMsfbIIa/zg5+6K9+axWt4XJIVL6OsOEE+WB0GoEJt0UPFC3jsnVYiyMVF9jN2jimefu5GLdmzgkut+iOF6lSPz7a6tUwikcgratx84Qhx3ENLNZ0q2XMFSMEJn69UsmgAdRK4npjnr4tQrI9BeoHHfP7gznrZBh7k6lhqLlC5VUAjhAiUK0fhZ4S91gEy8ogXOnl4Z7oaGqAjanqBZZzHUSufn1oQNbNIGY1ywgux+tjxkxSTOGpkRtFbbvV8e097Jk+qyc1+agwb+34Yk7pCkhhSFCeqY9gLHFnpm9RVQ7C2qzt/Phgf/jvad/0JdW7aN11eM0R+pheyacEOUs31EhY6kb78K0g4j7QNsGwn8z/ssELgD3CX2NgWTEmqNlrLb+zayDTZe4How/fUmfWhNZotLjYXx3aRDm2g1tkJniUhJIpFiRVCKtZdCuBCVtEMWs58/rCtUakNoDLa1AGkb6y22Jvt+kc72J6XoWhpV6M5XMSSkCK96ptbNb1OiaHFsuaAjAUZFzO/8gdL9DaAxxAXL4OF2yE0PHGcpMSSJ70ErDKrOFxmU9gqaohWn6CAo9TYqWVbQHEFLPaEEI1xfWulasU69zI5ZRn6jMCBJHTET1mCFYK6VsGW0yhU7x5kYrpZ6RBNj0aS5xTEfm5FaAiWRKmTTaINtY1XaSUGtl9olqfvv2kSGBHblazw/BWs+Y4DHPo7fB+96Pux6Jrzwjzkw1+aHb/wSM4sdPv4Lz2DvxqEzvYcDPNFw/kvheb8LH7gBDt5aeujafVP88Y9dzC9+8Gb+6bZDZ2gHBxjgEUBPSEVWVFTxM36CKjqMkCbra3DFj7M44ou7LCTEFXelQlAImH4Ksw03/0tL4Ww8kBOP9tIiFdpgEoIgYCERRMI4VaQyvOruB0HgCnldcf0Qmy+BoW4zuxDSzZaKuxYhm/WE3PYJuP+LBQUtyUlSJQxZ6rhBzKUetCIKJCyQFlEsCLMZQhlWiNkvKWgmcQuTxuREER05W19lFIDJoVq+Si2kRKXtbvx2vz43HSFNG9l2dlUAob2FqzLSDVawKQRVhisBRxfaee8RgAo0nThh8dt/Tzx/NH99y4bMjl9EpdpgyVbcdaJcfyJjO2BsF2bpOCJuoYgdedYVV5CaLIWua9FqxV0FTQqRx7fLypD7eS9R11E3tdIrramxJMYitT/+SZs0bLiZW54ICKXy90jT1CnGaeJ60KRTkTExTQo9hWnctWr6cydLKY5ggPrCA6StBWKDC0xRVW65dz9f/O5RVkKRoEXtY0Sbn4KOFxjVreWkqogeAuFUIK/i1idh25VoKRmrCE/Q+iho0FVDMsutTQmCILeb5o9tOMddi3kPmhv6nakuxloY3U685SpMZRziJddTpwxG6pKCpkQhgt66QdW5fVRHENTc2I7OAiRtZ23Ef11ltmoTd0NCsrCitEM+LqJPKIoSTlFPkY4sHLvbpYObFHQlM1q6HsaekBGJISkQtJmRc5kf2sOX7zlOqAX1UC1LcUy9pbrTXuKWA/N88btHHZE3aa54i+zY4VTYUOJVzBAhXKiJsM5CWVTQUktOerNQk1BrkiTx15SLQplvxW5AOBBqRVKIwk+NRZdCQrrjLgIlQWo2jw8xNeRU84yMu+/1C/LPGosIbXrmUfbBgKA93vHwt+Adz4XzXwLP/wO+dv9xrv/Tf+Pq3RO86yevYKQWrL2NAQY4FVzyE3Ddr7u00KPlWWjPPncjb3nFpfzyX36DT35r0JM2wBMFywkaQIUWhC4VN9AhwpMN4QmYsb5rpBQSkrrQCt8c/8W7jnLr/lns5F4WQhfPrJVT3/C9I52F40wd+AzVw98Aawi0ZsbUqXcOuVTGaGTVvQ+CyBXyOoLqqBsEXehZ055cLbb9/DZrkdpbJrNV7HxWkh9KLASVQDPv51KtqqDZ7op2qd9NqC7JgnVYHL2C9tB/QHOm+3OhYPcz3Z/sNdnL65NUmoewWe9av/dQATbpOIugJ7vxyG7S0T3Q2OD2O+nkBHKkGjgFqlBMV8KQmdlZZNrCdhYRyilorTglVIJQCw7VziId24OWytm6hreCCrjt/v004xSVtvI+HyVdYZgamxeWWgraSVdBU1KQ+GLwgiueRX1otKugZdDVbigKQFBxwSKm0IOWdjBBw6l31vjAEk/QlLuOv3t4wVscDYF2al49gJsPtDhSsIOVFLSssC6UnBbJ0MI9DB+/FeOVkUTXaGWJkCugeJmEpk1teBQjA4aDPqprEb0qbaagZRCiq9IOb3Z2yyKmL4Itl+b3eU74TEoYhl17YxGFaza7QrKiPiOaibFum50Fphua0WpQDt7AKekJ2vU2WlMKvEBXIGygbYL1c/qytFGbKVRSYVOfUZhd97mC5hdDlilo2gd3uN5BNXu/6+28/0u5JTLbxUDJZQRYCUPHdM/HjBzjrAuv5tp9G7h063D/FEffg3bvwRmiMKAWapbSjKCZghLrkFgXpCSsIQoD34PmzKRaiu61Yl3yZX7/KKd2Kq0xqRtBIAGkZL6VUI/8YPegTNCcgmZcD5rupjjG3u6LcuqqEKLUo9aLVIWodKCgPbFxz+fhPS+Ea38V+32/xfu/+gA/+a7/4Nd/8Bx+8wXn5b9sBxjgEcOVr3N/3vtiOPFg6aFr903x9ldfzq//zS18ZJDuOMATBYUKMSuiQmnzYj+IIqRPuzOpi9HP+UhO0LQjaCblnpkWt+yfZb4V8+DMUq6EAL7fCE9uDO2FGQLp+lQwKUEYcowR4onzYO7AmgpaGAQESnDvbMqdh+b5zG2HmFnsruQmxvXRNONsld8V5lz4w7Djab6Ijx3By1QsqakEirlWvLJ6Bq4ITGPfO9YTArJei2NJQUu7/WbZazPrWa5yFLYxvJlOdYN/vnWKY29RqiJUex6ZLDrFDFCjm5FbL3GfWQWFCHDF9vEaF2wZYctolwzVKhXMkp/9ljZ9oeusqW4cgMKoiCCqIHXgzm99EnREnLjYeZW2HUELql2Low8JAXIrXUYMpXDFoxSCsDYMZz+v3F8HZQUNQIXEqQsf0XkPWuwImj+mFpHz6Gqg2TPZoJ0Y2p02sbEE/v0nqorxkREeOt5koe0WJ4qE0p0KWcwBxODunxE7D0KhpaRJBWX8e68wUiGLqQ+URKVNVFhjz4YRhkK5OkFbpqDFZYIGXdVsfFfeD5qjPuFmyhZmu+UKchRQDfsRNJ9UCGDdTLk4NaVh4MZYCKsgFFsqHcZqYa5eZQiUROqQdrtFtwfNP7jhXJja5xS62Cv5nqC57w7pe9BiZ7O0tqCgtbuKWrZYkVs5Xf9mkjrlT87vd7bNka2ur5EuSQyUcNdbboFN/XXb/QzzrYThSkCgZMnoulxB08zPz7N1vMGzzp7i2n3TuZU0I4X514AVBBKETahEEQKnoCnrFgfSgoJms+RL3IgULQVKaZI0wVr8eAXFfCvpKmhKu4WP2z7hgkaMRXqLY6gks023UJEY49JB/Xc7uETQTtJ/zlmHyF3na2BQwT9ecetH4C9/Aq5/EwsXvYY3fOgbvPVzd/OB117JDZdtPdN7N8CTCdf8iivg3nu9sxwVcNXuCd79mqfyO5+8bTAnbYAnBmxxlbhA0ES26uoUJ2GTrsUxJ2jar7JqnyhoODjb4f5ji2wbr9FJDe3CL3WtfCHnycnR43Oo2ogLUjAJYeCKgWjDXtf0X59addelDtk5Uee+EynHfRz5l+4+yr/e6SLrEwvVwgDV0rDhbMU97bheikJfSCVwq8mrzvWRCuIluO9flxOwnjjrlWP2C/1jqSdaSatkleqenHBZwW5VgE1iF2Zx/L6SvRMAHRHO3o1pTDtCA1y2Y5xNI56A6Upe/CJcAbtnqsFEoxvMUq1EBIkb3KzSNlJ5i2Ps+vO2+Pj1JDWIqM7snhfn/W9Zr1kQz7vPllscvZqZiSaqqwSAD5FIC+eqH4Y3uz6YTBHVFTqJQQhXqDrC28aGDadCxE1XmBdGL4zVQ6qB5OjsAs1OkhPF6YbinG1TbByq8PCsI7CJsaWh0EKqUoy5ta4APX/zCJeeuwctBUupxKoKYWeuZIcsIrVuQPa+DY28h3JqtNHt8VwJvXO+ehJP8+e4nV15O90PBAe/BcCuqRHO39xHvS4NOrZIIfM+zcz9loW/UBmGpRlk4EhjPq/NIwgjOu2WU4NEgaBFQxANIVRAoipu1pYPWnGD5pVbJDLGkQtwxykbft1L0DLSKhwZio3FCuUWDXTkZrNtPM8druKCQZEAmxQlBbEPO+okhlac0qjo8jEppLVmhKptNTZpU4kitJLUq34xyKYFq2ymPuIJmqESZmMBJBKDLATnYDOLo/+Ivl9QK0WaJMy3YiQuECcxxtl2yXrUrDtOacfH7DuCttkvytx7dJE4sQRadC3s/piUBlkXkMhwQNCesPjKW+GTvwwv/xC3jz2L69/0RZqdlL97wzVctG30TO/dAE82CAHP+W046zluxEPPfKLLdozxgddeyRs/fSfv+OK9Z2QXBxjgtKGYVOZ/g4aKvNAIA40RGmk62NT1TeTJfJP7XJHsFTRMykJsmRqK2DlZJ1CShVaSK3P5bCAhabZjHjwyw67t2xwpMTGBdsXA7g0N2HG1sy2uBm/NaVkXFrJveohn7ptiruWSzFIrnK0oV9CKBC3ICxWCWpegSU090ozWwrz3oi+qo84iFreWE7RiD1pGwlZV0NLu3LSsj2aZGracoCED15+TtN2ogbEd5ccnziKOxkjH9/b/DLriSCYsV6iyt1WahnUFsjR+gK4UtBKnoCkpeO5501y4dcTZ+rLBxbJLFlR71hXDQhRCQrqKbfa3LlwniTHd4Ih+CKowtDFP+RQ6op2kTgXLEgrTGKtCrHRR50XVIbOiNSoBd+yfYdNIldFagGePoCuM1gMORzthfDfG2BLJkFKWCJoR0v3uCOvozRejlQs+MUNbqDYPlAcNF2AMRIHkrPFCMp7so5j2oldB65d4WorHXwNCuuTsjReglFzB2iu617N1ZDhO3azAnGSkLvyFaBiWjjmyDCUFDSCIKp6gGawVy8j43I7vZ3HHc0BHWE/QbKa+Zz1o+IUMKbsLLtk8wOz+yUirdGTIWpsnoC4jtIAQbjZfSQW3KUq58SKpsTQ7LthISdFD0AzZdaWl689bSqCmUqTKzkVmJTV+UYR87IRBECgIhFOBhYDECpRwpLfbgwa2kOKopcgtju045sv3HENKR0aBXA2NtHYjLVLDvYdmWOwkbh6cVIRaMtEI6aSG2Ph+0ALRDdTKClqbEGX7JNH2YEDQHk8wBv7pv8O//Qn2Jz/Fhw5v40du/DI/fuV23v6qywb9ZgOcOQgBz/t92H4lvO8lbpBsARdsGeEvfuYq3vq5u3nzZ7+7wkYGGODUIYR4pxDisBDi1sLPxoUQ/ySEuMv/PeZ/vlMI0RRCfMP/uXGd71JOKvNFeii6FsdQS4yKUGnHzznTfl9wRbeOfA9aTJoktFLLlbsmaESaaqBYaCdUtGLzaJXRakA7cdae+Vabhk6pD425bbbnGWtUefa5G9eMa+7ucIjaeikdoWn5+V3VQJEa65U7QS1QNOOsB63AQ5QfAh03Xc9MtqrtG+afuW+KC7as3gPH8BZHcHoTGIvFXXZ814rZz5D0IXzg51X1qmraDQ/v7T/KUB1lbsNTl/cfZdAVp06sVsCHDcZrior24SQqzHvQMsWpGioi7Wx9eS+ScNdJKiNU50RuRZTChYSkBbLca3FUPiRkXWN0dEbQnIKmpF/5z6ybKsTIEI58B0O3zyj7zNMjFa7YPsxF20bd+2XnIqgiESzWtsKWS72CVrQ4atKiuS0jGXueDVEDLSWL7QQzuo360gFMc7bccOaRK07xkiOdQnSJ1WohIUULHqxgcTwJBS3rxZw6e+XnFFVfT3QSkylo3bh9LaUjaM0ZhAo5e3poWU9bFEbE7SaYhJTlBE3oiFRId5/Gi165999LQQXitlsUKhKxfLGhqKAF+fHMF4qy49vnnpEiszgWFllMipTKE1JHYIKMwBZtnwWrcy103zuLiSTSBcKYbdd/1wgfNpMaixWSQECorFf8nK1SWNcXGqfGW7gtxnYtt8rPsNRa54mPos93SBgoEmM53uxw14FjPDizlPegAfn961IcMwWtYHFcQUHrGIGuDMPc6q0fA4L2eEEaw8d+Du74B5Ze+ff88ucT/uSf7+I9P/VUXnvN7sF8swHOPKSEF/4xbDzfBYe0ZksPnz09xF++7ire9+X7eeOn71ixx2CAAU4R7wae1/OzXwP+2Vq7F/hn//8Md1trL/Z/Xr+udygWpHQLmKBgcQy1xMgQadpuhVQUQkIySI00Kc3EEIVhvp0ocCmKSgmu2DlOLdK0Y1c4LLQ61GXiCuywDu15hNS5HWe9CDbsRQjBYtsRtDy2veNiuKuhoh0bbn7geIkU5KvnSdvZsXIFbZ3kELp9XO2FVRS0LPCjV0ETKxC09goErY/FUXgFzSTL1ABjXADGbDPOLYR99z9eWv0zj+9my1idxpDrB5RSo4SgHS+3gBbnl6VoQBCHo8jOQk7QlB9MbQvnQvso+cziKIRXYtZTBggB1VFsWPPzm3zvVtwEFSClpDNxHoxso7X5ym5tkdl5K3WGWgfckGMAE+ehEWJ8J21ZwRhfEJcImuxJcRRufwtkoNlJkbUJmo0diO9+Gg5+c9nup6nfbkbQwNmGC/vY/3MX7YasYHE8CQUtuwZXfc+eHrRMZdddBS01FiVx93TcBKU5Z3q4FLMPEEZV0vnDMHOPVzbLb6Wza0lHWJMi/BiFVmJ5YEHQXppD2bT7GbMFF+hR0LojBvKPlq3S9CZb4hYQAplZHDNlzC/c+Gs3Tn2Plttq37CgSEsscLztB7Dn76m6x1t0Vb1sQUIL41Vg7RU0iSIlChRHFzp84a4jfHv/rIvZLyhooRZopbqR/KmL2c/6z4rnaa6ZsHvM/bzdaefXTXb/5imOBXIbrmJxjFOL2HoxPPS1vo/nx3bVRwd4bGBpxhW8x+/juy/6a170vvs4sdThU2+4hst2jJ3pvRtggC6kghe/BcZ2wvtvgOaJ0sN7php8+HVX89Gb9/O7f3f7gKQNcNpgrf1XYKbnxy8G3uP//R7gJd/7G5V/6SrpbDa5gqYkqQyJSNw8KR35iPTCi6RG2Jg4NTQKA5srgWKhleTFTORXYQ2SxWabhkpc4R7UnJJzMuSogMxildmyQm8vU0oTKMnVZ01yZL7NoblWqQfJqVLSDbdOfUjIan0/fd/cJdaVe9B6ijshlhe+JWtUj1Uts2kV0WeWlVUuLKFfcX7vsUUemFnksh1jbBhaPksOKChoayg1F9xAMuLsk0IHSElJQct3sUDQEgupDOmEo+6Yh3X/HPKExq5FS5Zj2GVmcVznQu1Zz0GGNTfsOlv5j5fAq31xYxNM7iWJRktR+QBM7IXGNBz3PcXFeXJbL8cg86CbsoKmwKuB4EJCRGa3w6kwYfBT/QAAIABJREFUS52UUEsWx84h2XSZI/LH7u4SCZyCFpiWK26HNvtjvg5itSwkpN3txys+Z63tnAx6etAygpap1lCwEfvzjezvhApGppkb3utfw7JF+fxaqo76cJ8Qa+HBE23uOJZg4kVEMbl0JfWwMGIgcwjkM5f7WBxDJZ2C36uC+2TONHUKU+k6Kvag+YUrIQQVLTmyaJx6WFTQwN2zQrqkRpv1OCqGIxivh2SDtRMEEkslkCwefYix2ds4cGLJHRN/zDaNVtk12UAqzVW7nC08NSkgXfx/4ZhKITixFDMRWZ5+1iRbhrp9ZkWCppVw94ZXVAMt+locjbEuVGRksxtXtAoGBO2xjsPfgbc/C0a28pEL3sJL33k7P3L5Nt7x6isYq/exaAwwwJmG0nDDnzs7Ux+74/aJGh9+3dX88+2H+W8fu3XFXoMBBjgN2GitfRjA/72h8NguIcTNQojPCyGuWdfWehQ08KuxorwSPDI0RESMbc1BNNSdg5ZBhchCT08GZ3GMu8qc71k6vNDh+GKbWlFBg1MuJDMlJ1Dd91nqpLkiE2nFU7aO0orTMrFUoSOH2fDqflH1ayGPKV8hxbFfP1n2/GIPGnjpaAUFLawt6zESMvBBJ/GyQvjQbIuzpobYMLwCOQOf4the12fOxhMIr6B1+gzx1rI7vyxNLYc3Xsv80C7MjqfD9FPcdvxr3b/965ToQ9DsSm1x/fdPiILFUXVnWxUEjlzdcZ/Ev1DB8CZY9LPK0qRbsGZznnxSYZFESKkA1xc0uxQz2ywPCldSsOiDR6QUpNovQjz8jZIbIzWWIJmHqOFmjUGhB22tkJDCNWbtyimO672v+tlkSyj3oBV7nLpBF97imN3TfUgQQL0SctCOM7PYIe6XiZMRtJFtriVQuAHMzcQyNT6OTpqI9mw+3w+lyxspEiL/byUFG4cr2Pyx5fv27HM3uJ6tLOhn/01u8Lp0iz2xMT4YpbDQYw3MH6KY4ghQCzVtq6hGqmA39Ys1SScnYcZa0tQipWQkgMmhCojMoyCRwlCRKdH+L7E52Y/AstBO83umEWlH6oQi8t+BwhqGaxG7pxqlzzdaC9AShgPLZE1Ttc18iL3yPcKJ7yskqOSqbqgkB060+Oo9xzheSMrtpK4XMcj69lbBgKA9lnHnp+GdzyW+5DX81/j1/ME/38c7X3MFr3/mnmXy9wADPKagArjhHW5F6b3Xw+Kx0sObR6t86HVX8fUHTvALH/i6G346wACPHh4GtltrLwF+GfigEKJvRr0Q4meFEF8TQnxtdnZuGUHbOVmnHoi8qBFC8JQdG9B0EJ0FiIb9PKnCd7bSeb2bpfqBI2jtxOTECaCiFfccaxLaNnXtiuisQOhnOVoPAuWsQhkhC5Sk2UlRWTUuBNMjFXZM1MsWShW4AiTwdqykffL7ML7b/amNd39WTHHsR7ay51hT6FHTjuylKxC06Qthal/5Z8pbHHv6j5LUcGyxw4bhVUJO/OtJWutSDZVP45M+JAQonVfosThai1GuaBRD07ltTxUSGrNrKFCiZMOUwj2nZKNda/8kBYuj/zxB1SsURftdsXfIozYJrRN+jlaXaGULC72z4dxxUFghWYpTPnfnYfbPthGqe+1EOgtm8El9Qc0prdZ2+738PgVp012D+YdZb0iIJ/hJm2w+WHkn12GVLCKorv540ZZrLZ2CspinOGbEWgVevepP0KaGIvZs2cjh+Rb1QCyzNhfniC2Nn0cyvMNbHGFibJSq6FBtHy0nvZ73Ejj7+f6z+2Ono65lFHjqznEu2eF7MlcICXGvV+6aOPGAC9/Z8bR8n0qJnkJCex7u+4JTbQvnrBpKkIHr3+wdZJ923L3hr8/YGLRSpetPCIEVkjBeoLFwH4muE2rFaDUgNbCxd/FFiDxxEiyXbB9jeqT8nN2TDS7avRllOm6hQFfyWYJKFRW08rUXKEk7SZlrJTw8250PGKeGcCULdQ8GBO2xCGvhS2+Cj7yWA9/3/3jBTZdweKHDp97wDK7YOb726wcY4LEApeGlN7qV4He/wCVeFbBhqMKHX3cVC+2En/jzr5ZWmQYY4DThkBBiE4D/+zCAtbZtrT3m/30TcDewr98GrLVvs9Zebq29fGRktGS3AjhnephAUi4OdYWoc8J1n4Q112rRs90spWyyENE+VnO/+Iu/7KNAItM2l+l7CaVwqlBO0E7R4qhlyW6XJejpnu1dvG20rCipyCloOnT7sHD45C2OjSk/8LdQYJd60FZQ5bKY9Ox52h+HxM8MW4/qkVkcTVwqQudaCdVArR22IvXKBHLZW7liVqiQDT7dstfiWFLQCk6CYu+W9EELpcHFUpYi7KWA1Jh184psu/l7ZcQkqALdQcB5IEcRQvrz72LhXYHcXZwQXvFTvYvIQiKE5KGZZvaDErnfOl7Nt6EkpLJw3WX33PH7YOEwOm05hTT/MKr8d98PXFDQVgqJ8TbMdWFsl+u3Xg3LEgvdOcvTWXGcMT9WYX3Vz7Br4yjnTA9z8XRl2bWqCtfS0sgel1IKtFKIKlWesmWEWutQeb6bVMuP49Am2HpF90dSMFQN3XFZ9fhqN4txeKtbgIka+fVdsjhScCHMH6L4zVgJFI26m/1XWvgRyp0zqRAIN10jtSit3L2cL45BJxzF6gq1E3eyVN1MqAVbRiO2jdeXJ236ayJUsm9ICAC7r3MLzaknaJVuEFL2+eKeQBzontOzNjSYb3V/Z3SS5Ur6iod0Xc8a4NFD0oaP/yL8+9v5zNPeww98qsb1F23m3T95RWnWygADPC4gFVz/py4C/B3PhZl7Sg8PVQLe+ZNXsH28xg03fokHZ5bO0I4O8ATFJ4BX+3+/Gvg4gBBiSgj3W10IsRvYC9zTdwtFCLGMoAHLSYUOCTsnSANHpGyvggaMDA1x+Y7ygttw1RUlRUU50orm9JUE5/4g7HqmW+nOCNopWhxDLbuWI5wdZ6mTIIuN/P2gwq5qUJuAxcOnTBJLKNnP1lLQPCGQ2hW0w5vh0G3rOxYywKbJsgK9FafrS8LMXrMui2NXQdsxUefCLSM5Ac+fI7s9WcUB5cVeMiUd4SnWf1EgS4EjSrr49nX3oBXeoxqornoS1PzctW4E/LIetOzv6pgLCukslJQVKej2thUhJEJKDs412TpWdbO8CsdxuBKwcbjCeD10SX0U+rKye27uAGrxILpXQVtXzL6/fhYOu3mdKxK0dd5TWy9z195q6EkszObKKdmNgC+R4LCxosWxhM7Csh8VY+WtdeTFWGgllkqonWI9NJ0Tt74Y3e72Ift+yT+HWlHZyzG0yRGzzHaKW2hKUpPPfnPbKhzf9lxpE5ONiE1j3mJYvMfyhRGVH7vEuFlnzq7sniuFIA5HmJ++CnnWc1gY2kmoJJuGQjaO9FE7/TVRC32aY7/FJj9EnqVjMPtQiaBJIWgnBmu9xbGATSMVnnfBNMMVnQ9vBxcQ0rtQsxIGBO2xhIUj8J7rMTP38Dub/pRf/2LK2151Ob/4fXsHlsYBHr+QEl7wh3DRjzmSduDm0sOhlrzxZRfxvPOn+aG3folb98+usKEBBlgZQoi/AL4MnC2EeEgI8dPA7wHfL4S4C/h+/3+Aa4FvCSG+Cfw18HprbW/ASL83cZa6XvSuvvoEvqS+0T1MT0hI4Tk9nwGgNKw60pLG6LgrmhrenpSRpGTtYaf9EChBqFTh/5JW7GYX+R3p/8LJvd3ZYbUJ319zGnpIhXLbsjYvxJY/xx/fNCaPBVchTJ7tCtZ1kCabWaV6etDaiSEK1kPw1t+jpDxBE9msuqnGmj1oxfl3+Xb6kK/p4QqXF9w0WV/OqRC0kWpQsjiGSubXXymJUfQQteoYHL0DDt5CkdArsQJZFI4wzLcStozWAFGyOAJctXuC8XqYJ/UReHUnszgmbWgveIJWKLjVOnrQMhvtzL1w7Lu5Ta18UPTpCwjJ3rMnECOzcC51UmaXYlJTUBs3nOMCtlbD8BZHpHqQ2QmzkRlaaYwxtFPhLIN7vg92PmN1hXDLZSscF7U2cayNO2W8QO6yazcxBctr9v46gpGt3e80nAXxrGl/Xff2qPqfZT2SSWrRSpe+L7JPJgVUhiewInD3nEmg36KTD465fOcYl26pLg+NyZCFMqkQxnflP9bSjc9QUiyr0YUQRFrRqGgWO2m+6OEsjuu7xk7NwD7A6cfBW+EvXs7Clmfw4wd+hCET8ndvuHL1wZ8DDPB4gRBw3a9BYyO858XwI+90g63zhwX/3/POYfNolZe/7Sv87g9dyIsuWmN1coABCrDWvnyFh57d57kfAT5y8u8i+pMi00MqquMsTl7E0OS5/v1Y3h/Uh6ABPOucDYVIatg0WunPgSb3uhXxU0CkZakfKvBFeVCV0IEVFbRi39jYTlfwVtaYfbYeZMTHpD7FcQUFDQoELXB/MkUgXdsiLTLVxEfKZ2gn6bII/FX3c10KWuCfunJh64pqV8AnxlDRyg3D7bE4Jj2WQSEERYFK5sRu7Y/QfY37e7gagPAXmK5SDRXHFtw13jckpEjQ0thZ2AukQkoXPqJ7E0smzqJ5dNaF6FQDei2ORSjhhnOz8QLnujBeQUva2M6iO3Ula152XlY5h5lKG3ecJbbWp13kdBO0LCQkU7YERIFipBpQCSTfPbJQGkC+rntpx9V9f5wRtH+/d4Yj820mRjVLxiJXHKJ9Mh9Drq2g9cGQV49KqlF2fIMabL+qz3t5K2VJQcssrBIp3AgHl1SpXByofzxTbdv+ftk0WqMyp7rJsL3w10QlUFRUsnJPYWMKznvxMpKqlFsYidTK3weRVoRK8G93H0VJwVQj6s6EWwMDBe2xgNs/Ce96PnftfiXPuP0lXHPuZt77UwNyNsATEJe/xvWl/dVr4D/+vJtw5fETV+3gz151Gf/jE9/mD/7xO/mq0wADPCYg5PosjkrTGd7ZjRS3dnl9UB3t+xbDlcClonlsGKr0TxbcdNHaIQUrYHqkWkory+yOgV5DQStCCJg8q7QCfsrICmuT+Mj81QiaCwtgbKd77+y5rbnlr1m2CYlFLZuD5maUnYTFcR19d0GlzmJ9R8E2uhwVHwpjvPKR2SyLREv5gburqWNdcWL9DC2z0dbDQjEcVKkEMh9UXlLlllkcR52aM7GnpLr065kDYGgjqa6zc7JOoFyYg1iBoGVR6tQn3My97J5L28h40fWgBT09jGt99ixmPxvO3Nfi+AgpaF5FG61V2DlRoxoqdozXSVLjQkJOpnlwBSgpOLrQZr4Vc+WuCaZH3PGJgtOQ9i1UqWdzvRitBRxf6ni1q+czrtrPFpTvsWgk349sUHVJlfPbGqoETA1F+QLXU3eNo7X2wUL9FDTZrUHi1oqLZkBfBTGzphbt4v1w4dZRdk7UsRZue3iutAC3GgYK2pmEMfC5/4P9j7fz0T2/w2/fvIk3vuxivv+8jWd6zwYY4JHDOc+HV38CPvQTcOAb8II3lqwFT9szycd/4en8zHu/xh0H5/mjH72YocrJr94NMMBpx6oWx57UOtF3HmsXU+fA6I5HZj/XQCMqD7jO1kG2jNXhTLWBZgrHijH7/gBmdsbRbeXHe+bT9X0LITB95kC1E+NVnbU2sH4FTSnFibELVi2+A+XCWppxSmot1VBRi3WJaGWWwWq48nYyy9TJKGijtZDhauDeS4WO8AZVqklMK/aqXlpM3+shalL1VXOUxFvslu/MdWdvYLiifZiILPWgFSEK89Jcgl/s0xxjjDHYxuayFS+oQqX/gkcO6Yl57ENK+imbJ9ODth7kBM19lmv3bcwXFALtzqsQLCezp4DsOts6VmN6pELaShiuaKKR2hqvXM/G1TpGCizHaDVkvpVQC1Q5xRFWX+QozGID3GKUiSGoIcWCG1SdWnRQhTalc/a0PZPlbWXW1n6HuDgbL2me9IJXcS7hatgy6rY72Yj49G0H12enZqCgnTm0ZuFDLye97W/51dE/4m0HdvPxX3zGgJwN8OTA5kvgZz/n+gHe9XyX/lTAtvEaH/k5F9P70rd8ibsOzZ+R3RxggBKE6G+l60MqhBBYuk37y9QNIco2rTOILaNVLt85TjXMitYz0POcFUtrpSQevMWFERSx5VKY7BvCWX4LoDN5nvtPoQBsJ+k6e9Ck27d1KGhZ0bZW/3g1UCx1UpLUUg3UshpASt8LtgrRyxawTsZvMNmIeNbZfiygELD1chCCSqBoxSnWWlJbnK3WQ9BWgFhJQcP1u2X3gVJyRftnMUQDFbp7zluL42AY03v+dQRnLXMy9+yYKg9IV30cSuJ0EzR/DLLFg8I51NLNCEv6JACeCrJtTDZ8BHxYY9+FV3Hh1tNgQa5P9u17WwuhdoOf3Xy7nh601cZzbLuiPA5AaWeHVLo0qFrWPClfOtZ/O+D7W1cY4yOleyxpOxK9moLWBzlBW2dsfjVUvPjiLezd0Fj7yQwI2pnBkTvg7d/HbCz5gfnfIh3dxd/8/NPYNVlf+7UDDPBEQWMKXvUxVxjceA1851Olh+uR5q2vuIyXXrKFl77lS3zgq/e7xvEBBjhjWGeKIwWbFiuEhDyGUI+0X+XtKaIeTWRR+2sNv95yWalRH3CEbdNT1nwLIQTx8E648IdLn3HdFkdwyss6LEqRlpy3qe9ovRKqoSNEqeljA4NCcMjK28h6jJY6ycpPWiciLbHgrZesHBKyApTIetBWv4YCJWGF3p3iveMIWuyUax1xdOMzEGulJ/ZDpqSEdbfNvgraI2BxhL4ELVSS2NtbT2cI3Hg9SxqVsPG807PR6pgL9DgFbPbqke7tQVvtHq+OrXiP5YOqM4vj0HQ3TKYfcgVtlWTYuOnI2Ul+72XX+HpDP/K3Xef7DAjao43bP4n98+fw9YkX8PR7Xs2rrjufP3zZRdTCgdt0gCchVAA/+Ptw/Z/A3/4n+NjPO3XZQ0rBLzzrLN7700/lxs/fzevffxMzg3lpA5wpCNk/JKSP6iNKsdd9QkIei8g/wxnY16DqBtguzaysUF1ww3JydhIIteDgXGvZQk87MesLCQHfH7P2c6UU7N04tObzcgXN2L6qU6acraeIX2yvoBScBIQQVLSkHRuSYsJgbk1bfT/W0zMHoJVeUUGThQHeqMDZ25IODy8YZltJqUdz3ah4siyUI2n9EvtqE856fNrgj4FJlh03rVyCpxtM/72X4qO1gKefNblsYPKZxo4JR566oUTlvrGTRT6oOrPf7ng6nPX9K78gH+GxcoojSQuCk1PP3L4IpBCP2DF/bJ3JJzKMgX/539iP/yJvmfxN3vDgdXzgtVfxqqt3nlRj7wADPCFxzgvg57/iyNlbnw53fab08KXbx/i7N1xDPdI85w8/z8e/sX+gpg1wBiC8ytNz7fWmOFLuQXNhC4/SLn4vOJO/i8IGzNwN8w/DyJb+z/ke9++CLSMcW2gz1+wqTalxMeDrJmhKr8viuF7UQuV60Ex/G6PM+1zW/uzmNH0n1kLNYifpsVau1+Lo5qCtRTq0Wi0kRHS/31XgRyO0mY0lF2wZYfhUepJVAOe/FHZd6+xyQ31UOB0u7238XpAraMsJQqAkcWropIbKOnuSVn0rIUpD7x8rqIWaHzh/uqtQr6cHbRVIIZhdillsJ05xFmJ1RVtkMfv9NpYlezZBn1rgkpbitFhU+277EdnqAGUszcBHX0/r2H28Vv4fqtFePvVLFzFSGwQfDDBAjvok/Oj74Vsfho+9HrZcDj/wv11KGK7P4g9fdjGfveMw/+2jt/Kxm/fzOy++gG3jj40+ngGeBMiK1Qe/6ub9mASiYb9CvlxBy4pMC2dElDpp5Da2M7CzYR1O3O8UslO0U62FSCsirYhNN1CkFadoKde/Ci6DU17974dapLntYZdAmakNRdRDzXA14Ozp1dW4a/dOlT7X94LRWsCJpXiFkJA1FDThBmsHa/XlTO5D1vsXxXnMPnQtjke+QyIC6t9LMZzHt5+GZMP1IDtWfSx22fERsH577eMUpSHw6+lBWwUTjZCDsy0WMoK2FoTwC2irpDgm7ZPuP8ugpPjexxisgIGC9kjjga9ib7yGexYU1xz7Ta67+kre9srLBuRsgAH6QQi46Efhl77uIrxvvAY+/VvQPJ4/5Vlnb+DT/+Vadk02+IE//ld+529vG9geB3j0sOUyN68obrn/P/zNvoOSi300xtrHh8WRHrXk0UTkG+fXSuP7HqFVwT7HSdobwSkxp1FB2zxS4bnnTfPCp2xmY59xCtVQ8ayzN6yZZDtWD9kwdGpFZi8cQes45Td3vfb0EK2AzBK5loJ2/p7tbJ/uP6Ihq6kBZ0XcdiWM7WJ+6Kx1BzI8JlAMCemzgBMoeXLX3hMB6+lBWwUbhipcscvNsFvXd6pQqw+qBjd6od+A7nVAPYIK2pPsyngUYQx88Y8w77+Bt6uX8dq5n+VtP30tr71m98DSOMAAa6EyDM/9X/C6f4Vjd8MfXwT/8r+cGo0LNfjvLzqPT73hGg7NtXjmH3yWP/qnO/MBqwMM8IhhfBdsOBe2Xubin7Phsr0FGIUkOvvYDgnJcUYVtEeHoCnpen8yrDvBMcPojtMz+81DCEE1VKclav10YbQWcqIZ9/TFrT/FEdYmaKshC4Lo7tA2mNhDKxheM9L8MQchnHW/zz2lpSirS08KfG8KGrgxIZdsG2NsPUKHkKsPqgZP0E5dQTsdPYT98Di70h8nmN2Pef8PceIr7+OGzm9zYNcP86n/dC2XbB8703s2wACPL0yeBS//ILz643Do2/D/LoLP/E+Y3Q/Arsk6b37Fpbz/p6/kOwfnuOb/fpbf/Ogt3H1k4Qzv+ABPGmSzc5atkBfmoNEnZv+xiDMZEhI2XNFWOQ2x4KtAS0mSdq2AJ5XgCK4/rvrE/l2ezcgrDVFeb4pjrqCd+jVUitkvIEnt97TdM4KxXXDgZvrdU4GWTz6Ctk4ldi1sn6itz5acpTj2VdCEU2ibJ05pzhu41ot69Mh0iw0I2umEtdhv/AXxm6/m4w/VebX6PX71lS/ht68//9RShwYYYACHzZfAy/8CfvKTcPxeeNOl8OFXwb1fAGu5aNsof/bKy/nkLz0DC7zoTV/kR278En/1tQdPS/T0AAOsiGzldZnFsVtkGvM4UdDOpA1Th3Dui1wIxyOI5QraSVocnyTIapbcvnUSMfvgyMepQgpYaCfMtcojLVLTf77aYxrT2fiH5YQzkE9Gi+P3luJ40sgGlK+0QBbUXIrjKSpol+0Y6442OM0YhIScJiQnDnDsw7+EPPgt/rv4L1z3vBv4m8u2Pf6+TAYY4LGMTRfBj7wb5g/CTe+Gj7zW9a5c+DK48IfZPbWH333phfzG88/lk988wAf//QF+6+O3cs3eKb7/vI08+5wNTDwGk64GeBwjV9B6CJqE1K8NWB5nMftnSu17FIo2LXt70E7S4vgkQS1QzDXjU7A4ur9PdjZUEVIKjsy3+crdx3j2uRvzfYhT+4jZyR4xZAsOfQbcB+pJaHHMe9AeJfqRWRxXCoYJ667H/RR70B5JPGEJWitOue/YIkfm2xxb6HBssUM7SUlSS5IaokAxVNE0Is1oLWCsFjJRjxhvhNRDtS47yuxSzDfuPUjni2/i6offx9f005m77m9441XnDuaaDTDAI4mhabju1+CaX4G7Pwv/P3vnHSfJVd37763q7ukJOzObtXmVpVWWVkIoYBEkJAESBgQCAQJENH4YYx7B4hn8cXhgwM/GGLAskkBGiCAQSQKEJIJyTrsrbU6zu5NTp6q69/1xq7p7eron9sx0z57v59Of7q6ucKu6wj33nPM7T99qBUWWHg+nvpGWk17H1ees5epz1rKnJ8VvnjvIjx/by6due4bT17TzZ8cv5dyjFnPq6rb6e+ALtUU08lo2B82G0mlbCK32KZVUn4e4jsIPRnrQxhPgOByJ+jBqyiGO08tBA8gFmp3dwxy9tAWtjZX9r9dB7zIhmyvaGmlJHmZ9xfx5NEuGqXIrqzhCocj1FD1oM8m8ODMGMx5P7Onj8d19PLW3j+cPDrGnN8Xi5gaWtzawuKWBRU1xknGXuOvgOorsUJbBjM9gxqcv7dE7nKNnOMdQ1icRc1jUlGBRc4LFLfa9Me6S8QIynqY/7bGne4jThu7l/yRuwWtewZ7XfJ/Lz7ywPvIMBGG+4MbhuEvsKzcMW34FT/8AfvNp62079hLWHHcJ7zr/VN51wZH0DOf43eZD3Le1i+8+sIv+tMfG9Ys496hFbFy3iFNXtx1+I5rC9IhyF8qoOEZdMlM3IiFz7EGbBeKuQ84vzUGTQZpSRqVlTDB3yAmL907HkIoWXb+4mf19aY5e2pIPS50pxby5YG2ZsgqHDbMV4pj3oFU4bxLN9t2tvciaujPQAm3Y1jnEE7v7eHxPL4/t6mNr5xBHLWnmjLXtvOyE5XzgoqM5ZumCKUnZZ7yA3pQ11qJX91COtBfQGHdpcgJO6LqD41PfpKHRw3nF52zxw3n8QBOEuiDRDKe8wb7SvbD1Lnjh13DTV2wi8LEXs+iYV/CGEy7gDWedjjGGXd0pHtjezQPbu7nloT109KfZsKKVE1e0ctzyBRx/xAKOW76AJS0JGXwRyhMLH+xlZLQLQgd1IhIyjz1nETYHrWCgDed8miRHfBTLWht4rqP4fJhgHTRnet4zKDibjlnWwm83HSSdCzBY71l9XEclOG4oVCEA9l45ayGOavwcNCc2drHrOaKmDbTBjMfOrhTbu4Z4em8/T+3t55n9/SRiDqeubufMte1c/6oTOW1NO22N1QlRSMZdVrQ1sqKtpIBi325bQPfBG6FlGbzib+HEK2c8oVkQhCnQuLBgrOkA9j1qjbU//hv88F2w9ATU+gtZv/ZFrD9uI1effToom/fwxJ4+thwY4PE9fXz/4T1s6xyiuSHGirYkq9obWdGeZEXTAjDSAAAgAElEQVRbI4uaEzQlXJoTMY5a2sxRS1vmeq+FuSDZBouOGtUBcBT5QtW6TiIcD4cQx1iRSMhAxkNrU7X+w3yiNRnnitNWFiYoNaGBaEcpErHpnT+pnDVmknGXZQuSbD4wQM7X9SexH+EmQKfnuhW1g1LTVnGcMHnjuMI52bjQlk6pQWbdutjdneKZ/f14gcYL88G8wIYNdoceq729aXZ2DdOTyrGiNcn6Jc2cvKqNt5+3jlNXtbNmUePsjKIMHoTNP4enfwj7H4NjL4HXfhWOukg8ZoJQLzgurDnHvl72KcgMwO4HYOfv4YGvQccTtpO9aiNLV5/FxavO4uJzNkDzMaAUOV+zpzdFR1+G/f1p9vel2d2d4qm9faRyAcNZn1edulIMtDlGKfUN4NXAIWPMyeG0RcD3gfXATuCNxpje8LdPAtcBAfAhY8ydU9qw48KqM0dPVopIzV2bIrnyWuYwCHEszkHrHMyyZEFDfXplZptYI6w4fdzZHKWmbUitaEuS9qyRtrI9yaO7eoGC/H/d4TaAJwZanobW2cv5Uk5YqLoC8aRNh6hBZv1sf65jgJvu30ncdYi7DrGwyFtrY5zFzQnWLGzi8lNWsH5xM+sWN81ePogx0L8HOp6EHb+3r57tsO48OOMaeMstM16fRRCEWSDZWshbAwg8W2Nt3yOw91HrKe/eah8iy04ksfQEjl56AkcvOQaOWg9tR9rcN6HW+BbwZeCmommfAO4yxnxWKfWJ8PvHlVIbgKuBk4CVwG+VUscZY6oWh7RkQQPP7h9gd3eKmOOQrAulwPlvqMTcgopj73COxTMkkT3vcBxYfPS4s1WjttfC5gRnhf/LEa1JVi9sYn9fun4FQuR5MZJjXj5724rESOpwEGbWDbRLTz6CS08+YrY3azEGhg7ZcMW+XfbVuws6N8OhTbajtnwDrL8AXvnPsPbcQgKhIAjzEzcOK0+3r7Pfbaf5OTtA07kJDm2GXX+Ex26C3p3gDUPrali4Lnytt8VI28PvzUvr8mFQ7xhjfq+UWl8y+UrgovDzt4F7gI+H028xxmSBHUqprcA5wP3Vak9LQ4xjlrXw+J5ejl7aUh9emlLFvnlIcQ7aUNZn7aLDWKhhBljZlmT5guoJLsRch7PWLWQg7dWv4u7iY+a6BYcvVSqMPRfUqb84RGvI9tsq4OleyPRBqgeGO4teXYXPgwesq7Ntte1Mta+1HapjXgHLT7IdrdlSlhEEoXaJJWDZCfZ1UtF0Y+y9pneHNdZ6d9n3HX+wAz79e22+QfvagsFW+i6e+NlkuTGmA8AY06GUWhZOXwU8UDTf3nBaVTn+iAUk4w7LW2tPwrks89gwi4g5Tt6DlsoFNNVr2FyNopQi5lb/PFqQjI0oMF5XtK2yL2H2qeM+/dzcme683sbjGl30MiXfNQRZ8DK2yreXHvmeG4ZMP2BsKFKyHRrb7Oh10xL7vvBIWH2O/dy81Ip7tK6s6z9MEIQ5RCloWmRfq84a/Xvgw+B+a7hFHvoDT8Gmn9nvgx32XpX3vJW82tZIOMzsUK4HWbb3p5R6L/BegLVr1056Q+sW11kUhlLM51DHmKvwAmPrompDk5TVqAtakjGGMmPkEglCOfKes/q7p82Ngda0yKqqKGXjQ5VT5qXsSHS80SYTRu+xpE3qS7TYjk6yTZQUBUGoDdxY6D1bC1w4+ncvY3Nde3dZL1zfLtj2O+uF69lpwyfbVpc33hYeaRWnDgMvRxU5qJRaEXrPVgCHwul7gTVF860G9pdbgTHmBuAGgI0bN9bpEP4kiJ6/85SYY3PQUllbOsep17ymw4x1i5rJBXr8GQWhmHzY9tw2YyrMjWVz4d/MyWYFQRDmlHgSlhxrX6VE4ZM9OwohlD07YNvd1qAb2GuV1FqWQvOyMCogjA5oWGDrucSbIBG+R/W5jAFM4T3wiiISUtZo9NLgp8PPqaJohSwEOfvSfuHzO++AhrpQrbwduBb4bPj+06Lp/6OU+lesSMixwENz0sKaY5570ByHwBh6Uzmapf5Z3dCYcGlE/i9hkkQiIXV4TxPXkyAIQi1QHD65ukz4pJ+z4ZPDXVbsaLgThg/Z7wMd1vvmpW34d2SAoYqeS6oQmRBLhgZd+F78vWmhNQTjYcSCm7Bhl26i8DlWPRGAaqGU+h5WEGSJUmov8GmsYXarUuo6YDdwFYAx5lml1K3Ac4APfLCaCo51jZuYvSKyc0Ai5rCyLcmz+wc4bvmCuW6OIAgzSR2XDpm/d2FBEIT5RCxRCHcURmGMeXOFn8pqOhtj/gn4p5lrUZ1y3CvnfZ72iStaaW6IcdzyuvACC4IwVZoWWxXN1voTaREDTRAEQRAEyzw3zgCaG2KcuKJ1rpshCMJMk2iyJXTqkPorDCAIgiAIgiAIgjBPEQNNEARBEARBEAShRhADTRAEQRAEQRAEoUZQxky8rItSqhPYNXPNmRRLgK65bsQ0kX2oDWQfagPZh7lnttu/zhizdBa3Ny2UUoPAlrluR51T79dILSDHsDrIcZw+cgynR8Vn4KQMtFpCKfWIMWbjXLdjOsg+1AayD7WB7MPcU+/tn2nk+EwfOYbTR45hdZDjOH3kGM4cEuIoCIIgCIIgCIJQI4iBJgiCIAiCIAiCUCPUs4F2w1w3oArIPtQGsg+1gezD3FPv7Z9p5PhMHzmG00eOYXWQ4zh95BjOEHWbgyYIgiAIgiAIgjDfqGcPmiAIgiAIgiAIwryiJgw0pdQ3lFKHlFLPFE1bpJT6jVLqhfB9YdFvn1RKbVVKbVFKvbLCOisuP9f7oJS6WCn1qFLq6fD9ZRXW+Rml1D6l1BPh6/Ia2of1Sql0Udu+VmGdtfw/XFPU/ieUUlopdXqZddbC/3CVUurZsI0bS+avqethMu2vs2uh0j7U07VQaR9q8lqoFZRSl4bX11al1Cfmuj21zGTuweFv496/DjeUUmuUUncrpTaF1+tfhdPlOE4QpVRSKfWQUurJ8Bj+fThdjuEkUUq5SqnHlVI/D7/LMZwNjDFz/gJeApwJPFM07V+AT4SfPwF8Lvy8AXgSaACOBLYBbpl1ll2+RvbhDGBl+PlkYF+FdX4G+GiN/g/ri+cbY501+z+ULHcKsL2G/4cTgeOBe4CNRdNr7nqYZPvr6VqotA/1dC2U3YeS5WrmWqiFF+CG19VRQCK83jbMdbtq9TXJ58iE7l+H2wtYAZwZfl4APB8eKzmOEz+GCmgJP8eBB4Fz5RhO6Vh+BPgf4OfhdzmGs/CqCQ+aMeb3QE/J5CuBb4efvw28tmj6LcaYrDFmB7AVOKfMaistPyNMZh+MMY8bY/aH058Fkkqphpls30SY5P8wUWr2fyjhzcD3ZrBpE6bcPhhjNhljyhXIrbnrYTLtr6drYYz/YKLM+bUwwX2omWuhRjgH2GqM2W6MyQG3YP9LoQwz9Dw/rDDGdBhjHgs/DwKbgFXIcZwwxjIUfo2HL4Mcw0mhlFoNvAq4sWiyHMNZoCYMtAosN8Z0gL1ZAcvC6auAPUXz7Q2nTXT52WQibXg98LgxJlthHX+plHoqDBuZ0ZCoCoy1D0eGbu97lVIXTmH52WIibXgTY3dK5/p/qEQ9XQ/jUevXwljUy7UwEer1WpgpJnqNCZWZ7vP8sEUptR4bafAgchwnRRia9wRwCPiNMUaO4eT5N+BjgC6aJsdwFqhlA60Sqsy0upSiVEqdBHwOeF+FWb4KHA2cDnQAX5ylpk2EDmCtMeYMQve3Uqp1jts0JZRSLwJSxphnKsxSy//DvLge5FqoDer8Wpgp5sU1VqPIsR0DpVQL8CPgw8aYgbFmLTPtsD+OxpjAGHM6sBo4Ryl18hizyzEsQSn1auCQMebRiS5SZtphfQynQy0baAeVUisAwvdD4fS9wJqi+VYD+xlNpeVnk4ptCN3GtwFvN8ZsK7ewMeZgeIPRwH8zN67isvsQurC7w8+PYmONj5vo8rPMeG24mjE8BjXyP1Sinq6HstTRtVCWOrsWxqOer4WZYqLXmFCZ6T7PDzuUUnGscXazMebH4WQ5jlPAGNOHzbu9FDmGk+F84Aql1E5saPfLlFLfRY7hrFDLBtrtwLXh52uBnxZNv1op1aCUOhI4FnhoEsvPJmXboJRqB34BfNIY86dKC0cXQMifA5VGtWeSSvuwVCnlhp+Pwv4P2ye6/CxTsQ1KKQe4CnvzKUuN/A+VqKfrYRR1di2Upc6uhYrMg2thpngYOFYpdaRSKoE1Ym+f4zbVG9N9nh9WKKUU8HVgkzHmX4t+kuM4QcL7cnv4uRF4BbAZOYYTxhjzSWPMamPMeux973fGmLcix3B2mAnlkcm+sCO2HYCHtcCvAxYDdwEvhO+Liua/HjtKvQW4rGj6jYTKZGMtP9f7AHwKGAaeKHotK7MP3wGeBp7CnvgramgfXo8VdXgSeAx4Tb39D+H8FwEPlFlPrf0Pfx5+zgIHgTtr9XqYTPvr7FqotA/1dC2MdR7V3LVQKy/gcqyS3jbg+rluTy2/Kpx3k36eH84v4AJsaNhTRffFy+U4TuoYngo8Hh7DZ4C/C6fLMZza8byIgoqjHMNZeKnwgAqCIAiCIAiCIAhzTC2HOAqCIAiCIAiCIBxWiIEmCIIgCIIgCIJQI4iBJgiCIAiCIAiCUCOIgSYIgiAIgiAIglAjiIEmCIIgCIIgCIJQI4iBJgiCIAiCIAiCUCOIgSYIgiAIgiAIglAjiIEmCIIgCIIgCIJQI4iBJgiCIAiCIAiCUCOIgSYIgiAIgiAIglAjiIEmCBNEKTWklFo81+0QBEEQhNlGnoGCMHsoY8xct0EQBEEQBEEQBEFAPGiCIAiCIAiCIAg1gxhoglCCUspRSv2nUqpLKdWvlHpAKRVXShml1JJwnhOUUg8ppQaVUt9WSv1KKfWO8LdvKaW+qJT6QxgS8k2l1Gql1B/D9X2taFtXKqWeCdezRSn12jnabUEQBEGQZ6Ag1ABioAnCaC4BzgGOBBYBHwZ0yTw3A7eFv98FvKLk9zcC14XreCXwA+AdwDHAFUqp88P5+oHXA23Ax4CblFKLqrs7giAIgjBh5BkoCHOMGGiCMBoPaAWOB7Qx5gFjTBD9qJRaj33IfN4Y4xljbgK2lqzje8aY540xncAfgN8bY7YWfT8VwBhzjzFmizFGG2N+CmwDTpvh/RMEQRCESsgzUBDmGDHQBKEEY8xdwA3At4AOpdTfl8xyBHDQGOMXTdtbMs+hos9poLPkezOAUuoCpdR9SqkepVQfcAp2RFIQBEEQZh15BgrC3CMGmiCUwRjzRWPMycB5wNuVUhcX/XwAWK6UihVNWz3FTX0H+C9guTGmHXgaUFNclyAIgiBMG3kGCsLcIgaaIJSglNqolDpLKeUCg0AQvgAwxuzEhnP8TZg4/VZsuMdUWAB0A4FS6s3AydNqvCAIgiBMA3kGCsLcIwaaIIymDfg2Nnn5aeBWY8zvSua5BngD0ANcDNwLZKewrf+FDSXpBi4E7p9imwVBEAShGsgzUBDmGClULQhVQCn1PPBuY8zv57otgiAIgjCbyDNQEKqLeNAEYQoopV6slFqnlIoppT6ADdN4aK7bJQiCIAgzjTwDBWFmiY0/iyAIZVgD3AosBLYArzfGZOa2SYIgCIIwK8gzUBBmEAlxFARBEARBEARBqBEkxFEQBEEQBEEQBKFGEANNEARBEARBEAShRphUDtqSJUvM+vXrZ6gpgiAIwuHEo48+2mWMWTrX7Zgo8gwUBEEQqsVYz8BJGWjr16/nkUceqU6rBEEQhMMapdSuaS5/KfDvgAvcaIz5bMnvJwDfBM4ErjfGfGGiy5ZDnoGCIAhCtRjrGSghjoIgCELdoZRygf8ELgM2AG9WSm0oma0H+BDwhSksKwiCIAhzghhoQv0ReDCwH9K9ICqkgnC4cg6w1Riz3RiTA24BriyewRhzyBjzMOBNdllBEISJorVBVNGFaiJ10IT6oONJePIW2HoXdG0BJw7ag1gjrN4IR78UTnsLtK6Y65YKgjA7rAL2FH3fC7xoFpYVBEEYwRN7+1jYlODIJc1z3RRhniAGmlDb7H8c7vwUHHgaTnsTXPrPsPJMaFwI2of+vbDnQdj8c7j3X+DEK+Bl18PC9XPdckEQZhZVZtpEh7AnvKxS6r3AewHWrl07wdULgnA4MZjxSbgSlCZUDzHQhNrEy8Bdfw+PfQcu/Ai85fvQ0DJyHjcOi460r9OuhsED8PsvwFfOg/M/BBd8BGKJuWm/IAgzzV5gTdH31cD+ai9rjLkBuAFg48aNBiDnawYzHotbGibbZkEQZoN0H/TugGUnzUo/IJ3zySTcGd+OcPgg5r5Qe3Rvg6+/Ajqegr+43xpopcZZORYcAa/6Arz3bnjhN/DfL7PrEARhPvIwcKxS6kilVAK4Grh9FpalcyjL5gODk26wIAgzTN8eG3Gz848weNB+nmH8QJP1NWkvmPFtCYcPYqAJtcX2e+DGl8Nxl8K1t0P7mnEXGcXS4+G6X8Opb4RvXg53/18I/Ko3VRCEucMY4wN/CdwJbAJuNcY8q5R6v1Lq/QBKqSOUUnuBjwCfUkrtVUq1Vlp2Etsm0CIIIAg1R882O8h7xCmwfAN4wzO+yVRomKVzYqAJ1UNCHIXa4dFvw68/BVd8CU768+mty3FtmONxl8Jt74Vtd8HrboBFR1WnrYIgzDnGmF8CvyyZ9rWizwew4YsTWnbi2wUtim2CUHsoF1aeAQvXwdAh8LMzvslUNqApESPtBRhjUKpciqsgTA7xoAlzjzHwu3+E3/0DvP0n0zfOill6HFz3GzjyJfBfF8ET/yPS/IIgTBsx0AShFjEQGUixJHjpGd9iKuezsCmOArK+nvHtCYcHYqAJc4ufg9veD8/+BN79W1h1VvW34cbh5X8Hb/4f+N0/wQ/faWuoCYIgTAFjQNdBP+zuLYfISF6McDhhDKiwaxtLQpCb8YvV14a469AYdyXMUagaEuJ4uOHnYNefrDR9/x6rlphogiXHWeNo9dnWoJkN0n3w/bdaufzrfg1Ni2Z2e+svgA/8EX7+Eav0eNlnrSy/hCMIgjAJDKYuPGjpXEAu0CTjoi4nzD5P7Oljw4pWErFZ9AUYTb6KRixhn+9BFpzGGdukNgbXUbiOwpfcVKFKiAftcCEzAPd8Dr5wDPz8r2GwAxYfA2vOgfZ1Vu3wx++Dzx8Dt38IOrfMbHv6dsM3LoXmJfC2n8y8cRbRuBDe8A1rnN3xSbjpCtj9wOxsWxCEeUG95KAF2khEtzBn7Ooepnt45nPARmJGDrrGkuBnZnSLfmBwlEIpO3gjzD7GGO59vnNeiTeJB+1w4IXfwk8/CMtPgrfeBqvOLO81MgYOPgOPf9dK1K+/AM77EKw7r7pepufvhNveB2e9A172d+BUZ5wg0Ib+tEdfKkdf2sMP7IWqFDgKFiTjLGpOsLg5gdpwJRz9cnjoBvje1bD4WDjrWisq0ryk8kYy/dC1Fbqj1wvQuwuyg9YTGG+EBStg2Ylw1EU29y0mtZIEYT5hgFrvBxgTevlqvJ21gB9oDg5mWdU+c16Ww5VZ7zAXhziCff56GZjBv9YYcF1lxUHkepsTMp6mL5XDCzSuMz8iBsRAm89oDXd9Bh67CV71r3Dy68aeXykrTXvZ5+DPPg6PfB1+cK0Nf3zp9bD+/Om1J/Dh7n+ER74Jr/0qnHD5uIukcwH7+lLs6U2zrzdN91COvnSOvpRHbypHb8qjP3wfyHgAtDXGaW+ME3ed/L0y0IbBjEdvyqMh5nDMshbOWNPOmevexFnveDur9v0S9fh34WcfhsVHw8IjrbcNA8NdMLAP+vdBdgDa1th5lhwLa18Mp70ZGlrBiYGftvMdfMZ66IYPWUP0RR+A1hXTO36CINQE9SCzHzVPRvTHp3Moy9N7+8RAmwHmxECj2IPWCLkh2x+q0mBwKYExOOFAcI3fFuYtw7n5V0pJDLT5ip+1XqpDm+F9v4f2tZNbvmkRvOR/w7kfhIdvhFvfZo23l34K1pw9+fZ0boGf/ZVVVHrfvbBwfaGpgWZr5xA7OofZ0T3Mzq5hdnal2NE9TOdglkXNCVYvbGRlWyNLFiRY2JRgVXsjC5sSLGyO095kp7U3xmltjOM6lb19fqDp6M+w+cAgj+3u5eYHd/PxvX2saFvL5af8G298ZRvrsltsCGam3y7UuAjaVkHravsen+BD/JX/BPsfh/v/E758ti24/eK/tHHxgiDULdaDVts9sahjXOPNrAn6Uh65wIhE+gww+wMZJSGObath/2O2YPWJV4Bb/W5voA2Oo1CokQMiw92QbJ29vP7DmFR2/omziIE2H/GzVnwjl4J33QGN7VNfV6LJ1hPb+E548L/g5jfYvLXzPmRDIMd7mA0egPv+Ax79Fpz7AXjJ/yZjYty/+RAP7ezhsV29PLW3n8aEy9FLm1m/uJkjlzbz0uOXsX5JM2sXNdHcUL3TNOY6rFnUxJpFTVy8YTkAOV9z37Yufv5UB5d+7UnOO3ox7zj/Mi44Y8n0H9Yrz4DX3wj7n4Bf/A08e5vNgVtybBX2RhCEuSAyenTYMatFIgNS7LPx6U3lMMaQCzQNsfkRHlUTGA2ZPqBlFrdZ4kFbuM5GvTz7Y5uGMIaB1j2UZXHL5FMStDG4UQ5a8QW3/W77rF9x2qTXKUyOlGc9aPNpQEoMtPlG4MMP3mGNs2tuhURzddbbsABe8lE45z3wwNfgx++xybcnvhqOeiksPd56moIs9O+1o1VbfgVb74ITLse77nfc093Oj773DPc8f4h1i5o596hFvOVFa/nCVQtZvbBxzkYuEzGHi45fxkXHL+P6y0/klof38PEfPkVTQ4xrz1vP685YNX0jceXp8K474Q9ftPl9r7sBjr+sOjsgCMIsY3sB2hgcatxAm089lhmiP2XD43O+NdCyfsBdmw5xyqo2li5oEBXMqTB4gCMO3ENDyoU1b6k8XzC20TR5zOiBY8exeWlmpNx+xgvoS3kc0ZYk4wX8cWsXV5y2ctJ9Ea2tiqNSZTzrpd8DD7b+Vp7/VWY4KyGOQi1jDPzyo9Zrde3PqmecFZNsg4s+Dhf+Dey4F56/A379KejeZo0zgJbl1mA75mL2nH0933pO85MbdtPe1MEbzlrD9a86kTWLmqrftiqwsDnBBy46mvdceCS/ee4g37xvJ1+4cwvvOG897zx/Pe1N0whPdGP22K0+C37wLrjkH6wwiSAIdUXU5wqMqdmHaD7EcY7bUesE2nrOGuMuubDIcM7XeIFmU8cAfalGTlndNsetrEM6N5NuPAIdHBh7vud+Ase90g4CV4NSD1qE44IZGQZ3cCDDru4UR7Ql8QL73wfaEHMnZ6AFpijEsfSCKxWs8DOQG57RnLjDkVRYf67WQ88nQ60+W4SpcP+Xrcfq3b+FhhkOKXBjcMzL7QvszcbPgJsAN8Yz+/r56j3buPvOnVx5+kpuvHYjp69pr5v4/pjrcNkpK7jslBU8saePL/9uKxd87m6uedFarrvwSJYtSE595ce8At7+E/ju6+2I3sZ3Vq/hgiDMOFEXoJb7AnmRkBpuYy0QGbKNCZdsaKAZoCHmcuzyBXQPzbZM/DzBGLx4K8bvCJUVyzz7owLSqZ7qGWjlPGhQ1oM2nA3yhlmk+jyVQRetyYuEjLreVImBpkNPjwmQSlfVI/r/5hNioM0Xtt8D937e5pwtWD7723ccSDSx+cAAn/3VZh7d2cvbXryOe//3S1m6oL5l5k9f086N125kU8cAX7lnGxd9/h6uOms17/2zo6eu+rXqTHjbbXDTldaoPeOa6jZaEIQZI+9Bq2HJNp33oNVuG2sBbWwNq4ZYwYNmjO1sJ2JOfpowOYwxaOWitbaGUamhAgWDKTtQxQ3rCRtoac/PG2jR+1QGNAIThTiq0ddbqQctCA00HUxbPCTrB4dtzqTWhsd297Jxva2hOx9zbsV8nw/074UfXgev+TdYvmFumpDy+Mztz/L6r9zHqavb+dMnX8bHLj2h7o2zYk5c0cp/vPkMfv6/LiCVC3jFF+/lYz98khcODk5thStPh7f+CO78JDz1g+o2VhCEGcMU5aDVKkHUttptYk0QhPlDDTGHXL6TbtUcE65DNhADbSoYbY0yDdYYKT+TfU/3VXHDFUIclTPK+krlAnKh58ULBzSmMuiidVioGl3YRPRhlAfNC3+fnupg73CO+7Z2T2sd9YynNfv60vn/qxAxMH9ueGKg1TvGwE/+Ak55w/h1zmZk84ZbH97DS794DwcHMtzx4ZfwkYuPozU5f2Vlj1rawuevOo3ffOQlNMZd/vwr93HNjQ9w6yN78snmE2b1RnjLrVbhcfMvZ6bBgiBUlbyKYw33BebjiPJMEIQetGJvWakH7dBAhgP9mTluaX1hjMYoB23UKM9VYabQSKmmB42SQtURyh1lKA5nA4wxeIHGj3LQptDBD7TBBRbu/R2kQqMpCmUs9ebpIg/aNEh7QX5AYToYY+rSS1y4B48cLJtP9zsx0OqdR78F/Xvg5Z+e9U0fGsxw3bcf4ct3b+VLV5/BV996Vs2Kf8wEqxc28fdXnsx9n3wZl550BD98dC9n//Nvecc3H+J7D+1mV/fwxEZz1p5rpfdvez90PDXzDRcEYVqYOhitjdJ7ariJeTZ1DHBwYG4MoEiBLxFzyPoFoQGlsF41X/Pwzl4e393Lc/sHGMh4aG3Y05Oak/bWMnc800E6FGvAaIxSBIYxDDQ98r0aVMp3Kwpx1NrgB5qsH6CUwg8MXuhJ05MdddEB8aG9xPq34/gpVC40NisZaEF1PGhZX0++rWXY35/h0V29017PbFMaZh7di8vd77qGslUdYNHaMDQLqpGSg1bP9O2B33wa3nKLrVc2i/zq6Q6u/8kzvPKk5fzHm8+oaq2yeqM1GedtL17P2168nkMDGX71zN52odsAACAASURBVAF++XQH//Dz52hKxDhxxQLWLmpi2YIkSxc0hLLNDq5SuI4i5ioSjWez9OyPsuTmN3HwTb8k3raCuOuQiDk0Jdy6EVcRhMOJWs5BC/IjyrXbxojuoRypXMDy1qmJL0VhilNfFhYkY+zoHEZre8QUirjr5Efmzz9mCZs6Btn5wjALkjF6hnMsa204bHOAStHakPU1O7qG2bCylegoakarJ+YxMzCKYDTlQxwLnrx7X+hkIO3R1hgn62tygR6h4jgpBg/Q2vM0sYZWlBNH5Ybt9LwYSMn6Is+Znp5RmvWDKXn7Rq3HC0h79SdRH93XRkUzlDkkD27vwdeaK09fVZVt37X5EKmcX7X1VeLw7VXXO8bAz/4KTn8zrDtv1jab9QM+c/tz/Oa5g3z+Dafy8hPnQJCkhlnWmuTa89Zz7Xnr8QLNCweH2HxggL29aQ4NZniuo5/OwSy5QOMHBm0MfmBlnnP+Bv7GO4UNN76et/ifZjCwl2dzwmXNoibWLmpi/ZJmTl/TztnrF82r/D5BqCcKYTVz3JAxyIuETKWNQ53QuQmOfEl1G1WBXBAwNOjnc78mQ89wjmf29fOS45ZOadtRiOPSlgZ8rfnZU/s5emkLSmEH0ByHxoRDe1OCFx+9mL5Ujp5h+5pmH3te4Yfn2/6+tDXQtA1xDBgrxHEGPGgTVHFcv7iZk1a28ocXusIQx/BC6d8HqRwsO2HszWSHbC1YP0O6YSmccAmZF56mJRd6o/IGmraD6e1rwulV8qB5uioDRF5gyHr1dyJHux4UhTiWFWkBGhMOg5nq7KPWhlRudgxaMdDqlSduhp5t8KbvzNomD/RneP93HyURc/jVX10oBsI4xF2HDStb2bCydeILBRfB/1zF08nbMK//BtnAcGggy+6eFHt6U2w7NMSNf9jOh295gg0rW7n8lCN43ZmrWdIi/4UgzDa1LBJSKSdjKOuzuWMgr35Wlt4dMHRo5hpXQtazXozBrD/p/OWcr8l4U+/sak1egW/1wia2dQ7h64KhmIg5tDQU2tTelKC9KcGWA4NV8WDMF6LzLZvPZyoaxBjPQKuml9dUykEbaaCtbG8k5jrEXQcv0AWBmGx/oabrWDx/B7SuhIYFeE4C5TjoeAsqtcf+HnnKsoNw8NmCgRaFOOrpdfKj9mpta7CN4tAmWHzMKKXIfX1peodznLzK1vaL9n06Xui5wJTknmkDripThw5Ixl0GM9UxqmbzihcDrR4Z2A93/i286eaZKUZdhkd29vCBmx/jVaes4PpXnUjclfTFGcGNwRu+CTe+HPXHfyX5ko+ydnETaxePDGEdyHjcvfkQtz+xny/++nkuP2UF7/+zozn+iGrVkhEEoRKlCepz1ojd98PaF5f1GJTmZkT0pz16hnNjrzuYpNhRBXqGc2zrHOKoJc10DeU4dlnLqM6kDgtFtybjDE/BQAuMyXtvpkJgDG54/E5e1cZAxiPQhqiZiZhDc8PoMEbXUTUd4jrbRP+Br7U954zG4JD2oWsww5JyFWm0DgtIVzMHrUKIY1Ghal1kjMRdheebvEiI9j1wJmjwp7oxTgzfSdr1JVpQXpkQx2JjLB/iOH0PGoQe4HL72/UCLDgCGheWLBfkizpDobxAxgvqKlUlH9Go7T3OGIPrqrIGVGPcXr85X5OITa/vWnzPn2mjVnrZ9YYx8LMPw8lvgCMvnIXNGb77wC7e8c2H+dgrj+czV5wkxtlM09gOb74F7vsSbPlV2Vlak3GuPH0VX3/H2dz90YtY0pLg9V+9j7+4+VF2dA3PcoMF4fDA14YXDg7mH9Jz2kEPPDtYV2EkvlKh6nQuGN+w1NM30LQ2PL67l+6hHJ1DWTYfGCirOpcLNI5StDbGRnQcJ7MdL9BTFmzRemRYpULZcKmw09sYd8sajcUG2lDWr3mVx5yv6UuNY5hPg0AbkmFH2AsMRttQQ43i4R1d5ReK6qOV/nfGgD+BthpTPpdrPJGQUKUTIOba8gqRgWkCf+LeLT+LzqYI3AbrvYk3WcPLz5YUpKbQznyI4/Rz0GCMe5DRZY1AbUYaGdF+T8cLPRdEhy8wJn+vc5Qqex+Iru9qhCYWr96b4RIc0tOuN576vnVdX/z3M74pL9D87W1P8593b+Xmd7+IqzaumfFtCiFLjoXX3Qi3vQ86t4w568r2Rq5/1Qb+8LGXsrKtkVd96Q/8yx2b6+6GKwi1TjoX8FzHQN6QmNMIt6jjV6ER+RDHkp8zXjC+xymYfkemaziLMbB6YWNexrtcZzIbjmo3JWKksgEZL5hURyoIAuK5vrwK32QJtCHmFjr0jrLToj7+GWvbWb1wtPvHKTLQHt/dy4M7umdF2W2qPLGnj3uf75zeStJ9sP+Jsj8F2hALc/Z8rbG5YC4rFzYTV2MYEU7otSk+Ufc9Clt+AYMHx27PwWfh2R/D9nutMZJfx9h10IKisMCE6zCU9cn6ATHHQQfepPLDtJcmcBvt+pRCOwnw0qPl9KPvVQpxjEJJKw62FBto/XuLas2ZEct44Xoy9Sa1n+4BYwh0YX8qebOi34enMABUSpTjFnedaXnuJ4IYaPXE4AG44xNwxb9Dw8yGsqVyPu+56RE2Hxjk9r+8gNPWtM/o9oQyHHcJXPDX8L2rIT2+DO7C5gSfevUGfvGhC3lkVy+v/o8/8sy+/lloqCAcHhSknEfmP8wJxSIEZag0sp72AgJtxvY4VcGDls4FLEjGcB1VqC823DXKYsz6AQ2hWm3XcJY7nz3AY7smXrjY6X6eZYf+FBoFk8eKhBStz1HWqxZ+j7tOWeGSWJGBFu1fLdeTqkrbckOQKu8N87XOqxJ7vsFojePAmkUtBEFQ3ttQzkDLpaBvF7SthYF9Y7cnyNnBzEy/bVu+OPTYHjQTCsMALGpJ0DmYZTDjk4w7GB1MLPwwTC8x2WGIW/VRRykC1wqHROvwA59d3cP2etWBfZ9mWGfkNXbUWGG2RaGVfXtg2P5v2pR4gbQh4TqkZ0n4ohJaGwYyE7/vuDvuJpk5iDEFA81RZUIcjcFJd+MEuXwY63SwVRyUvf7HGRQayvpsPjAw5YEbMdDqBWNsMeMTXwNHv2xGN9WXynHNjQ8CcPO7XyRiIHPJ+R+GlWfAD9814VHtI5c0c8t7zuXqs9dw9Q0P8K0/7ajpek2CUC/o8OGcVxCbyxDHqBM5joFWqmoW1anSXVthyx2w77HRbrYq5KClvYDGhEssNNDiuX6c7ffY7RWRK/KgDaTtdhvik+ia+FbQYaoeNJuPVNiewhpt46lJukrlRUK8QJNwnZo20KZqwI7AJvyU/SkSW0m4Dl7kQcPFcRwSriofvmo05I99lNjpgxO3BtB4zy1jwG0ANxE+HyMDbexC1cV5h6vaG7l4w3IuOm4ZC5sTmMCbmIEWim9oHUDM5ogrBTqWHOFBy3g+nUNZBvc8A8/eZgtZx5KTz0Hz0tCz3W7TFLw4Ff/WEblvpsg4ZZQHrb0pwbP7B+joT9uJ6T4rbjJTpHpGTdrVk+LuzeMLE+3pSbGjc9DmnSmXwJiwsLwCVeaUGexgwb4/smBwa1VUd42x94h4/jyvzN7eFFsODE45/FkMtHrhmR/B/sfhkn+c0c109Ke56mv3s35xM//99o00JeonaXReohRc8WV7U7/rMxNezHEU777wKL73nnO58Y87+PiPnqrpzoMg1ANK2ZCogrTzHDYm38Er34hCMe2R09Nh6HOQ6oGWpdC/Z3RnrEoetKaEi+MosoHG0Tk0gDeywHPW1zTEXJoSNn9p7aKmSRm+Ou+pqI4HTYVeifHU/t3Q0waQCwzNDbF8XlAtUpXBBB1UHBAo9qD5gfWgKUeBcmiMq/Ih9yYo8qDpomluaGSN1+ZQsdGN2XN2zBDHgtx/mB43gramuM0jm2gOmgGWnkBu7YU4rj13HaUInIbQgxaFONptdnUehKZQOdWNT15mP9UD3ZGBBhhDMhgqryRqioxdCA3rMCwbM+Jc8LXm5FWtrGpvtIM3qR7Y+lsbPjpT7Pj9qHvORAeRh7I+Q4ODGMAoJ59T5yibNTpKZl8HtnyHmUDu7QQw2G1NRCQo52ucIIOeSD5lGcRAqweGOuFXH4PX/Dsk22ZsM9s6h3jDV+/nwmOX8sWrThMxkFoh0WQVO5+8xb4mwSmr2/jpB89ne+cwb/v6g/SOp94mCEJFlLI5SgVp57lUcRzHg1ZGZl9rk+8om0BDQ6v1VORKhIWqsF/pXEAyXvCgOTqH1oYn9/bywsFC5yzr6XyI48mr2li6oGFSxzUI7P5M3YNGPtwNCv+vM54HzVH42qr/GWMNtFoeBKtKvkwF4QmIctAcYo4ThjOGQiuOS2OMyh40FSpkFo8oKGeEQTVme5SyHrfAK8w/RohjXvGvTL6S66iJ56AZDS3L0U1L8t44pUC7SRuaeWhTOJtdVyY9DG1roG01JBdO3oNmCsaxwdCQ7WbpgXsxfbvLzBsdy6JC4JFxWuIEzQWGuOuQjLs2ry03NLl2TQXtj/pvY6EndTxDzToG06HRZdDa5EVflFJlbPrwd8YJ654gJjTuY64aVyQk62sW9m/C7d81pW1JD7we+OVH4dhXwrEXz9gmntzTx1Vfu59rzl3L/3n1ieXraghzR/saeON34BcftQnUk2BxSwM3v+dFrFrYyGu/8ie2HpqFG7AgzEMcZetl1UYO2gRDHIvDmcLR/IZYJORgpcFLvVrVIO0FNCViOCoy0Dx60x5DmdyIZP1cYA00pRRHL20JPVMT344JvQRTVVQrlcq2HrTyffxiIpEQL7DLN0Yd3BqlKh40o8c831wHEjEVqmrqsNfs0BiD4XJ5OCaU2bdf7JsOrNFWUresfHsiD1o89PqOkYMWyuxHx6GcAe4oFYY4TiSdwPbU9/am84MhCghiyYIgh1J5Aw0/Y72Fa8+1OWuT9aAVGTXGQCxI2/tR/94yTdOFZaLvRcZddN+KBhfirkMiFobo5j1/M5STVuG+5YZCPeMNtGhjUPn7ld2XqEi19aCVEIblxpSpTogj9n+OOU6huHkFcr6myfExnoQ4zk+e+ynsfgAu/ecZ28QfXujkrV9/kI+98nj+4qJjxo29F+aIdS+GS/4BbrnGCsZMgoaYyxevOo03blzDG//rfp7dL+IhgjBZIg9aoBnXkMh4AZsPDPDEnr7ynVNsjsLzB6eY61FcZ6kMpqwHzbbbdRwbGqgUxJtGjppXqQZaKhfQGHeJuVa23tEeaR1DFeX/gK3L1BAr1BlzlJqU4atDw2yqHiJd4k3JqziOs1zMse3MBTrfwa1lA60qHrQxQhyDMJfPdlyjeRxQDktaEuzpSeXzH/OU85YZPTkPGoQeNH9sz29o8BUk2UfP4joKglAN8uCzNnppjG1nfMO2ziEWhPXDVBTiCHDMK2DJcfkQXKODQtFo5ZYvDzAWOqD4ao4HKYg1WI8fQN9u6NkRNS5cpigHLWqHKYRm+7oQrpdww/NXhyGmVboPAHZdYf5cpftWdL8qV4pjFF7Gnjrh/5kfCyiXg2Y0mpGRD9PBGoPWgzbeNZX1A5JOgPHFQJt/DHdbYZBX/79RxQarxc+f2s8HvvsYX7jqNK4+Z+2MbEOoIhvfCcdfDt9/Wz45fqIopfjgS4/hry8+jmtufJAn90xcKU0QBHBQNowpNDLGeuB39GfY35dmOOuzq7u8h2oo6+eFMSbNeCGOeQ9aYZqnNTHHwXVsuKNNqmu2ynn5BacfBu0FGm0MDTEnb4w52iNHKKxQ1KhcMLJ4rFMkvjERjJmaBy3qEEad1OLtRyPyY+Eom2vlB5q4q2iI1bZIyJTDu/zcyJC5MUJqXWVz0HKen88RQjksaoyxsDnBwYGSjmpkjBWrO5ggFA4p19setVcjc9Aok1wWkTfQTN4TXoqjwET5l4c2wY57K4tzGUNgFHHX4bxjlthNKPDjLdC02NYzRVlPIqHJ5IQGWlHR7LE4NJDhge3dtn5dkQdNG0M8SKMb2tBR+/Y8ZHUKYGwPWpFISC48d8EK8+R8bY2pWOO0C2mP3JHnCuJAeQ9aqYFm38e7howB46Xt8TQ6L7Nvc9DU6By0UEQk5phJ28SVtq+UIp4vJ1GZnK9JKh8zyb5ahBhotcwdH4ejLoITLp+R1X/n/p387Y+f5sZrN/LKk46YkW0IM8Bln7OqVT/9y8mPwgFvO3cdn7zsBN729Qd5dNdoNSVBEMrjOLYToMM6SmMZaIE2tDclOG75Avb1pcvO4wemckjPeB2kCh2d/PZDz1BxxzwIbK0q13HQQWA7rYlm8Ipy0AKvINwwxR5NXvbaUXnvlKM9ciphO1VRm7x0PgctwlGTMyZ0oIk54+eDFNPRn+b2J/cDlM1HGlMkpGsrDB2yHlRj/7+461gDbYYL184qw12207/pdujcbKeZoKJh4YehnrY+VBDaSiqvnpiIOaMN73LhjHkP2kRCHEtz0Ex5BUfI10EbK7/QUSbv8bLLKMhUGMg0Gt9Q4n1VBLFmOPql+eWNDkKjnyIPmlP2+s76I8sRHBrMcmgwy46u4VEhjvEghWloC0Myi45dNAOMvEfkPeomL26jw7xBsOJHuSAsAxBPTj/E0ctA70727dqK11OUJ1ehPEh0zxjzOu7ZQcuu39DYt9WeX+i8zL7jVPCgEV7jVfKg2e2GOahjhDgaY6wAkqMnPZgeIQZarbL5F7b44mX/UvVVG2P4f795nn+/ayvfe++5nHvU4qpvQ5hB3Di86TvQ8ST89tNTWsWbzl7LZ644iXd882Ee3ilGmiBMBJsrZUOEbIhb5XkjL9uSlgQZLyirYqeNKT8Kq7WV5M6NkRs2ARXHWInh4WuD64Y1fKIctHijlfDOr9eHWBimNcVaTdEoMxSS/x3tkTVxYipUP/TSsPkXNB16ZIQHzaqjTWJbOrBGwSREQjy/0BkM9MiQy8iDVlEkZPgQpPvyKm5eUYhjKuvTOTi1zlhNYQxsv8caPYuOLHQwRxSDHkkUKhp3HQI/NNCI4s60LUtQfMHo0NhT4TxTykHTRTloUfjl2B60KFeuHK4J7O5FRl7LEXlJ+NGeHZO/D+Q3QenVqDBaF7ztkYHmxMoaQFsODLK9szBYoo1hRVuSA/0ZtD/SgxYLUpjkAqs6GRnN0Tk7yoNm8vPokhDHyMBsiLtkPW09kbFkQcl1qqGOfbvhwDPs2vI4Owcdm1ZRnN83ykCz7xU9aLkU7H+M4cWn0Lv0LPyGVjB2ICoqf1IpB80ALqaiQzbrB/SnJrafButdj48T4pj1NQpDwgnEgzavSPXAz/8aXvXFgixrlQi04e9++iy3Pb6PH33gxZy0cuZUIYUZpGkRvPVH8PQP4YGvTmkVrztzNf/42pO57lsP89ReCXcUhImgog58BZnlQwMZ/Kjj79hQKreCty3q4I8iG+aIjiV3P4EQx9LCrVZpT1kjREeeCnfkaL72Cx3JaRTTjfqtUZkrR+fwVNyGGhkg8GwoYaZ/hActOr4TxYTembIy7hWI+rH9ac/K7Bf1hKLPFQMcQ7XASMUxykFraYjR1hSfek5hSC2EST66s4tU1reCFrHGkd4tKOtZjTr7kTfT2jkFT9goWfKOJ6HrhdHeskl50ELJBmeCIY46yHfmyxEjICA0+JQDzUsh3QvAr57p4Ln9A0Xb1gRGjRBUG+XBUQoTBAVP9jghjn6osprK+fzhhU4CbVjYFEcpSOVyBQ+aDnACr8iDVrquEg/aiDpoBZGQKBIAIg+atoZgLPSg+VmrgzAVT7r20AtW0bnsPNKrzyenVWiglR9YKg67LL8+H5wYXtMyMk0r0bEmFEGoSlkYUBnlfTcGjWNVHCsMZt23rZt7nh+/BpttZ8GDtqt7mEOD5fPLcoEmqaz3VDxo84k7PgnrzoMNV1R1tVk/4EO3PM4ju3r54ftfzLrFzVVdvzDLtK+Bt/4Q7vmsrZM3Ba48fRXXv+pErv3GQ2w+MDD+AoJQQyilLlVKbVFKbVVKfaLM70op9aXw96eUUmcW/fbXSqlnlVLPKKW+p5RKTmSbUbJ5rCR8EKwwyP3bu+kcyuYNJLAPdJ3uh84tI+aPVABHke5FG8PerjE6+xMIcYy5asTPxbWqrIEWdm6LO4uBV+hITtFA0yaUWGekB007CWJOmB9nAvzAEDceMXekB02P5Zos3VZgxUiGcxMPyYqM4r6UlxdOiYjaXTHEUXt5j5ANcbRFqmOuw9FLW6allpj1A3676eCUl69EdJ7GnIl1+fb3DHJwKFuoRzZKtn30eaEj499RoDUm9GhExsgoAy3ypjguI3PQQmVHVdYfUrJjBQ9aLpspGGzliHLQSjymxThoNK69JmINdiB0+FDei7S7p8ijbQyBHulBc1TpPUFhtB/eMxg3xFFrGxbXPZRjIO2PzJcLikIc/SzGcVDxJCawnsjdPcP2uvGzNrwQSjxokfetYAz54X8GkAiVVLuHUgyb0CMZedbLGJPGGH76xD72F4VvP7d/oFCUOfDIGCc8CgpfxWx+awUPWnTc0rmgwvVvw1dNeJxAWZl9U5DZL/vXG41WbmFgqAwTzQPe3jlE52AWx4HlrUlijkPXYPmc3ZyvSTo+juOMDEOdBGKg1Rqbfgbb7oLLv1DV1Q5lfa771iN0Dma55b3nsqx1Qn0RodZZfhJcfTP87MPw7E+mtIo3nb2WD738WN5640Ns7xQJfqE+UEq5wH8ClwEbgDcrpTaUzHYZcGz4ei/w1XDZVcCHgI3GmJMBF7h6QtsNewGjQrYgLwYSdYKijr9SCtI9tj5SEbaOVnkDLeMHbO4YI/y4QkcnwuZWOSNGjaNaVTaMr9hTUchRQXsFD8I0QhxHe9A8AreBmBN2xrTGM4qEGmlYuZMVCdE+jQmX4Www4dy1KDSpZziXF7eIyLe7koUWqum5oaeoP+URj6n8MpNp+6hVa0KJ+irkyhQR7e+YpU0Dz4alAcr45HTkSnRGG2ZlzgtncD+u8YrU8qygTrR8zCkJCcvXLAvPQYoMtIl60EKPWcqHR3Z04kV5leUoFgmpMIuDj1Yx61V2G6B5CTQtgQNPAZD1PLZsetrmhBmNXyZ/ccQtQVmRENdR6LAmnJ3ulh1YCbQh5+u8ZzdSi3WUsuIl0TJ+DtwEjhNDa5/A9zg0mLP73/U8dIUDQcX3iBLPldZmVImJVe1J9nb181RH6PHJG2ij/4dtYShmsUJtf9qjL53LbzsdVRjQmoAwrHOcEMdtnUNsLdcPCc+LyANoQgM+ktnPi4SMjnEkwMFV5UtNRIqjLaESJ8BAxuPJPX2jVEef3tfP5gMDKBTNDTGOXtZccUAm0IaY8VGJZjQOBJP3oomBVksMddqO9mu+ZG8MVaJ7KMs1//0AjQmXm951Dm2N8aqtW6gB1l9gjbTbPwRPfG9Kq3jn+UfyzvPXc82ND7Knp/o1kQRhBjgH2GqM2W6MyQG3AFeWzHMlcJOxPAC0K6VWhL/FgEalVAxoAvZPZKNRv90tk4M2mLEjsYUQx8IyJvBHjZprbXPQRnXIMwNWeK2SghxMIMTRGjsjPWiFMLR8iGNeECRcX+BbD9o0DLRIihogNtTB4s6HcHSOwE0Sd8Ii2kbjOQ12BL8ozyXK8SvlmX39dA+N7uQYbWX6HaXKF0Mugx8YjmhN0jWUJZ3zR8j8j1tmpijEsXMwy3DOZ90iG40yWYGTUgoF0Ke8igID++HA0wATy88bOmhFQfwcSgfkTGRZF4Xj5b22RVL0B58FL0NDz2bi2d4wfDbA4Iww0EZ50EYYaEUetBE5aGXaHXj5sMOo0x44cZT26B7KjKviGIyRX+hqHx/HjirEEnbikmNh6BBx12FFMsA58GToSTNoo0Ya906piqC9/lxHoVWscG5UCHEMjCHrB/SlPIyxCqFO5IkMCh5z4+cwThwnFscYyGUzaOXa8yfwCtdT2RDH8Ccz2kA7a90iTjqimQHfQaP4/bM7SHmji0p3DWV54eAgR7QmyXiF37QxBaNG+6R9ew752qCdONrLjjbQOp6EgQ60MSxqTrBsgb0uRxEKwBhjjR+DgypSccynMpZZzuDgoO1x0BoyhTJDQ6GBWezFP9ifoaM/w283HeRQqfIo5D11dtCh/D1SG0PMeKhYA4GKTynMUQy0WsEY+MVfw7GXVFW1cVf3MFd97X6OP2IBX73mTJJxd/yFhPrjyJfYnLQ7PwkP3zilVXzwpcfwujNXcc2NDxbCFAShdlkF7Cn6vjecNu48xph9wBeA3UAH0G+M+XW5jSil3quUekQp9UhnZ+cIA620Mx59i2Tmi0McCYpGj0Mij8KoMMfAQ+NgAr9yh38ckZCo81W8eJSD5jrKqjiiCi6ufCfcs7LlxV6NSWKXCr1KA3vRbgPdy88jcBqIRQaYCfBwcWOxEZ2XKEyseL9zvmZ71zDPHxw9sq61xlHQnHAq1psrxdea9qYECdehMWFzxyKi/7eyB61goAGsX9xMY8I+V0cJnGQmFzZeMNCqYKHlhvMFk6O8njFXq8K+weB+HBOQC8L9L61RFr0HOStFP9xF59ZHyeQ8XKVR2rPS8ioSCbHeorENtNIctDBerdwAwc4/wta7Qvl/u7wmjmP8sDM9toFmvbsVDDQC60FzYtaDBpBsh9ww2sty2ppWVrQmrNfFGDxj62HlN1F6jJWTz1fVKlbY/wqDH8ZAxtN5L1Q20GEeK/mC7Plj7yZwXRdtwMtmME7MbtuO7ITzFg3iFIU4Ru++Hu0BTChNPJFg2DPo7JAVDik5cfrTHstakxzRliRdlPvpa1P4HnikA3tv8QJt9z8c3MjvLEB20B5fDQubEpyyui1voI48OFYAxoRt16hCHbTwPx11/MPltHJDFUcgFaqThkT/SfE1N5DxOHZ5C6sWNjLctWdEeGLcdfJnmOs4FT1o2mA9yrEEnpO01+MkEQOtVnjqivgTdAAAIABJREFUVtj3OFz22aqt8tFdvbzuK/fx6tNW8rnXnzpihECYh6w5G95+O9z9f+H3XxjnaVyej15yPC8/cRnX3PhA+VEsQagdyo6XTmQepdRCrHftSGAl0KyUemu5jRhjbjDGbDTGbFy6dGk+xNFxRoezGWMf4Dm/EJ5EZgDHaBuiVGKgRcv7fs4K/kQdAe2jY0kc41VWCgsNtCAIyPrlc0SiItERkRR6XrQk6qhGOTFexnb+nPjIjvkkKQ5xVEbjJxfZ2lBKEYtqsOkA3zg4sYYRtdeiDqM2sPXQEJs6Bth8YIAFyRhdQ9nRYiChjHlzg8vwBD1oXmCPzXHLF7BhReuI3/JGdYXR+EgtMJpvyYKGwrLFRshQJ7xQ1uavSKHzXAUDzej8+Zb1rdLlmGuNzs3enShT5EEbYTwVdfiDnA2FbVtN9+AwzQ0u7QyT3HW3NbBV0fK6TA5asYE2qg7aGB60yPthCqqNgRPHCXKkMtnKIY6h16rUazRiFu0RRCGOkQfNjREkWonl+ogpiClDLjwH7TVeLHBTaqCpvJqqcWKF+0WFHLQg9KhHQj6er4tCHAsGmg6yGCdhQ2qdGF42jVYxe/7ooLDuMiqOkeEThQaWKr2ifVqSSbrThpg3jKMgk8vRX5SnFZXGaIy7pIpyP3UocmK/eGTCMFk/GMODFhqUUUh4S0MMR8FAumSwpciDpvPnV0mIoypTB60oxDG67xTfh6P/pDjvrT/t0ZqM29zSjsdGlFqIOYUaelHY7gsHB0flzRljUNrDiTeQibUWvL6TQHrstUDfHvjVx+DKL0OyOqqKv3iqg2u/8RCfvPxEPnLxceOHbQjzgxWnwrvuhMduskqgk5TIVUrxd6/ewNnrF/G2rz80YelZQZgD9gJrir6vZnSYYqV5XgHsMMZ0GmM84MfAeRPZaNSfcdXoEEdtDAnXycu3O0rBvkdIZjttuGLJ9RiEnjN/OOwARB0H7aPdBhztVxadCOft6Evz9N7+UT+XC+UKtDVMYpEHLerMRiFXex+C3p1VyEErKvSsfRw3FkrpK1skOwxxDIzCiTeMOC7R8fUCzbP7+/ECTToXcPzyBcTDYztiW9rHUYq4o/L5JOMReRLXLm5iaZGBBQWLvuwjs6hzGf2+oCh3ZYRIxOD+6GBMqE123tGLDGY8fvvcQV4I1SEHMx4/fWLf+KGURQZaztck487Yhp/2rWphdpBk5hBGuXYbxcaELjbQPFuPUynQAQsbY8R1BhV4GK0xRtmDGcnsjxfiOCoHrcwAQSQskv/Ntk/HkvjxFmJD+8cJcSyEw5XD1b4Vsyj2oAF+QxsN3gBulHuobb5jgBpVoqHUQDAYcBvQscbC/1ru2soN46S7AGhrTIQ5juE1rCgUzDYa/Bw6lrDlMoxDLmc9aDoyxKJjNKJQtd24k+6haXiPLfERlAn31D6tTUm6UgGxwKY7dPSl2HKgIFiU8QOScZdkwqU/7fHrJ3dB/z7rQcuF+xX4BFivrK+1bV85mf0wP6444mBRcwM9KTtok84FdA1lMSbI56AF2tjzy9iabpFISNk6aKEHzVE69NzrEcZxJBIUnZuBNgxlA9oa4zTEHPww8iFSV425qvAMCGuhPdcxQKpk4Mj8f/bePNqy6yrv/a1m79PcvrpbkkqqUi83QpJ7K9iY2Ka1TU9IABscuhjeC+El4z2SkZBkJG8ECMEJceI49CF5I4QAjokNxthI7pGMjeRGVl8qVanaW7c595yzm7XW+2Ou3Zxz762SLZvGPnOMGlV17zm7WXuffeY3v29+M4B1Y3TSJ0uXpQd5Ki5nhjQDaH/R4Ur47R+E27+7GW74DCKEwFve9zD/6Hfv522vfz7f/vwjX4CDnMVfqThwA/zAe6T/4NdeK70In0MopfiX33IrN63O84Zf+ZNaoz2LWfwli3uAG5VS1yqlUsTk439NveZ/Aa+Pbo4vQaSMTyHSxpcopfpKkMQrgc88nZ1WwGPCbdA7GK0TAnQSTel9YxLiHdbnde9SO4OoqrcXLpytQYtsr8SZLipW/HeNWBEvXTnRB1Jv2++sjtfV+dr2v6K5otV+mcvf2u7NYDyNaDNo+BKlLanRBKWkB61ycawYtHOfqedNKSWMQVZ6lFJ8xZFlXnzdfq5c7hENAieiSriNCvV6jgvHhUG2J2Arnd9TUVIlibvK4CogGQIH5jt83XMPTxQ/JwxOts40i/E0YzeJ44VBznZecjEWyyo57MblnOcqEIXMZOpac+lDCV6cCxevojc+C9pyenMcJYq7SRyj22cEcip4KDMMPjIc8e5q96C1D6A9u6sNxi41By3flmPUSSPbU/I5HPaPkA6e5HISRx97MwkBti9MvoRSzCzmDk6MOHLKkijZn9UK5aRwUrppB9CdJiHeg5s7zMbBF15a4rj5FL2NRwBY7idopWrXVQUQdkoc+x3DyCnKYiyAulo/XwrArOfWNc8Wm12gOz6LD03BZiJcwZGDixQYbDmU4/eTLH3NoG2fFJZt60nC6ftw3lN6L2DGFxRYrNYUuzJoLUAeqvEH8qN9cylr26Lg+bMn1/ngw+dFvqoaA6aAwqpqDlq4xBw0sdmXOWhhUgIKuGLMytaD9XUbnXuc5e3HSMcXZLh6IT191fmH0BhFWa3qn08/p6tZdbozx9guyfNt6gP41G79ba2YAbS/6Lj7Z+Wh86qfesabGmQlb/qvf8r//NiT/NaP3Mmd13/hjEZm8Vcs5g/B978LrrgN3voyeOS9n9PbjVb86++4jUMLHd74q/fscDOaxSz+oiOEUAI/BvwBAq5+M4TwKaXUjyilfiS+7J3Ao8DDwH8G3hTf+1Hgt4A/Be5Hvgvf9nT2O2kSEr9wN07Aw++RmVy1xDECtOBRIce7hh2ronJVfOLkU2IwUpkvBI/TKSqUe7sCeqkoe+93SBwr4LhbD5rRWsxDvKtP5tRWwTvvP0k9d60GaM/cJATvMLbFoFW9IN5RBoWxHdg+D2uP1e8XgOZIpgDmdJLvyrL+uSbgPZzdkub+ex5f290NDih82LHtKmrV564n1kqSLz5OZwrkaVqAOq8Yh88HoDU/2xgVzKVN/1JlSnDZgdjB19czKzydxFxe4qgtwXbQ5YijB5d44PTWzv4wEJRcSRyjU6FWxF5CJ/cWYtsu7Gw1qLp1P8U+w7seWqNwtBL2sCuDtradc27tIiT9htWLAM2FQEjnpcBwKQatGMH2ORkFcO4BePR9Ey8xvsDpRIqcC4frn5dBYZUUFZRSpNpT+oALarIHbTebfUBNFEVoGOvNU9IPVYwgOIIXBn7/fFoXV0zbZr9at1JkyIvdhGGpKLJRZDxVZNCcsJsg16lV/FGuqO3ppx1MK2Zpvtfj6IFFkSMTcM5PzOfLSkcn0SSn7mVl7eMkxSZuvF0rAkaFA1fgMCRG2Kmg7JRRUgugRUayYdBSzg9ynrgw5PwgY6mX4OLzrmIoSxRGhWhAG1oM2hRQ8p6gDEaFFoPWKjqPLrI0eAQff6af/BP649Nw5pOkWiSn+IKs9Nhii1CMJr4Dqp67aTbMB7DlENWZJzd9QjonPZsTxzZj0P7yxuMfhI/8B/j2X5Gq0DOIx85v8y1v+SCF8/zuj/01bjg0/wU6yFn8lQ2bwtf/tAw8/x/fB+/5Z818lKcRidH8wt+6g25i+OHf+NiufS6zmMVfZIQQ3hlCuCmEcH0I4V/Gn701hPDW+O8QQvjR+PtbQwj3tt77UyGEW0IIzw0hfG8I4Wk1XVZ5vW1LtqJUMBmeIbVR4lglHN5hXN6An1ZyUPpAMjhBd3RajBxayYMzXbQv9/4S9w5MgvN+x3DjCsSYKVe5au6R9LQ0JethEVDBNb1gz1TiSFNlxjuW5/ssdC1BaUn6YsJYBoUN8Zm09VT9eqNFljfNck0PBy/LrN6TiczcfSc2uO3IMtcemN9z6LPzfs8+pBqg7ZbotySoPHkvbJ1ufpdvYx5+dzyFFlP6Oazhbj1oG6OClbmkTjyr87+wvfv8pQfPbEkf0ASDJrPi9pJFls7z4YfP4tA4laLwLM93GedukkmdNgkxqSTN3gmD5jI0cs/Xc9Bqm309aaASHRUzF8gcYmX/+AeY6EGjYUTf/9A57n/8qQag1Wy0SI2tTSZZ4enoLsPKMey5++Vzef6huNjN95ryjSxvYn28wugG5KRKCjCOSaZ19x60gKpGW3hxI80rQHrxuIw22DwlsmZfcucNBzi00K3vT62RIctteWmZE0xKNzFoY9neHhKU+BTWVvZay/UpswlZn4omN8Hv8jmo7m9tuHL/MnOdNLZdOrLWZ2lc+Npw7iVXWrrFJs47QrFNxxqRIfuSUhmS+Dz0OsGX2aRMlrgOoZI4yo+WewmJURxf2+bqlb7cuy5KX+P6ugiaXS1xVFSAuB0+tAFaaO6beKFCNpBnYrYpoNJ7xis3gXekyosDqivJSs/qmbvZf+qu+g6zpjEJmS6k+RAwboTpzksRYfU2uPjYxGsuNzNxBtD+omK4JtLGr/9pqdY8g3jn/U/xzW/5IN/4FVfwtu99AYvdmY3+LFrxnG+GH3wfnPgovPUr4fiHnvZbO9bwn77n+YwLx//x3z6+o/9jFrP48ovGJKT+fo2JTbp9qk5QfM2gOUwodjTuey8MwoHRcUb9K8i9aeRJSuFUggolm6Nyd5lxcKATvPPkcX9VVJKf3Rm06ApX9foA1tqYYFcM2jM3CWkYtJLnHtkXx7uo6OIYGpOQpB8LlEFAz6d+h6WLn5SK9ZT8ykwxFOPRCJ305FwVFN6znZdcsdQlMWrP55WYhFxG4liOdv6yWp/q77Z8PB+iI8B1bUvtS6xhVjo+drzpTanAdHUtQwhsjgtW+ml9r1V9QzvMUmIcvzAUN8uWZDCLPWjVNqdja1wyzjKGBfjIvBibikHNrjb7sZAQgXwIQVLjclw7DtY2+zqBYojWTDBoRVlSOjF7yJ0XN7+t0zC8MOHs6MqS++76Ha45/34ODz4jhcd6dp+PLHLAJAn+EvgMreHgzejxhliuV8WIlkGNDiXlLgDNBUhaMsFEywy0aRmxSOymGLRYqKnY3xNrQ4aVJNkX4juwfS5+9n0LmDVSWxW8bFVbAVcVOAa6nQ6D7QFBGXzQLQ2wkte4grbEMbgChZuYs9ZclFFDFhx5AevXfgMuXcR7Vz/TQgjkTiSOIOCx4waUuoMtt0XiXUQ5LpYkmqg40yPk23v0oPkWyJJz/+u3rPKyGw9y29XL8qyNY0Gqz4ELqgZd7f616ds7eLnHNE1h6NxgzP0n4ucu35brk29AmeGVRZkUfEmqHaX3FEXGExeGeJ2Cz+t7rH3td5iElGN0KDGpjOBwdrLXlup4LhEzgPYXEd7D7/4dOHon3PY3P+/NbI4LfuK/f4J/8vZP8ebvup0ff9VN9Yd6FrOYiP3Xwxt+D176Jvj/vksMRKb093tFLzX88ve9kLNbGW/6r3864do0i1l8uUXbJKROdl0J3WWS4VlSI839zkf5UPBoXxDcJIPmosvX7QcVV970fLJgm8RXW7wyKO/4+ImL/NFnzuw8EF+CsTJwmsZKHeQrRit29GQUTkBPM69JTiZJxAWvnuljnr7E8SOPXuCpjUkwM2ESEhkREyvcNfMYPKWHcPWL4OZvhCvvEIOSlWMkbkxWeNI2iFp7lE5+UcDPaJ2PHV/jiTMXsJ0uKIUGiljlN1qRWj1R9W9H6QLJdO9NDKXAFgPmHv/DXRreism/N05AHudGlmNkehT4ctxIzC6RhG2NS55qjTSpXlrletV91E8bB8DCeeY6Zse53fP4Gnc9eK5mFOpr50Se1XNbE9uePg6FZ7sEr1MUCmNs3etD8JKg+rIBbLXEURg0jbASSql6fp9Cidw+eOzw7IQj6YkLA05vSu9U7mgMa/LtCYCWj7cx+SbX3/FVDJL9MH+4dW9KJcCHQBIZtHCptDbp4XRKWkRTHaUnAZovhOmZWqQyaIxqQE5Hi8FN5Ypav1+pHQyaB5Q2cTh8oPDiKijXJof51QjQSnyUgkKT/It818l1iAANl4GW+2txrov2OUoZufvq3r44y81le0ocy2kGLR9AGtVXWtg5R2O+kztf33ep0dBZkNPoH2Jsl7HlUIw1yixeF1V/zvJ0WcY+uEzum2kXR7/3fDpdFZRoFAEuBFIrvapelK7slv76+PxRhNiOFyjKwCirhnEPMUlKUmzhioxSpxibRIAmqoPT6wNy51nadwjvwUb5cnvtJtx2vWPukXfJVdY6DiqXbbZvkBlA+8sYd/+sUNuvefPeeunLxIcfucDXv/n9DHPHu//ey/nqmw99gQ9yFl9yoTW84I3wpo/Ig/Lf3QF3/ezTms8x37H8xg+8mMJ5vuttH+Hs1mxO2iy+PKNtElLLWnwB/X14ZeiV680cNI1I9kLLvSwmr84HusUGurtIr9sTmVcLoDkMOjTFkB3Mh48MWmQ12gl71Vsy3ZPhq5+DgI/aCt1gfEbugX3XQTL3tE1CNkYF57cm5XaVq5r8R85HKUVQStYkBLwrKYLCGiPPpqUj8KzXwsIVGKQpf8Lk5OSfsnL6A6QP/h48/B7WhwVrG5vYVCRvRgugMdEGW9w0dx5/2C0xbYVWClsOhGXJpuaY1RLHKMNbOQYP/j6sPVrPctPK44uilv9dqgdtlLvoSFf1nk3+XThPYnTT73j+IXy2TT+1O+Sbp9ZHrA9zASktCRe+wA3XmT/1gfr8p2NzXKB9ySAPOJ2KrM6IO6ULAtDuO7nOOC8bg45qHAOK4D1KyXYVEHxBQMVxZgoOPQv75Iexw3P1PgvnGKh5nOmSuQZAyCIa2VIIlPkIbI/u0ipP7XshfuHKlsRR7mHnAzZJ49rtudyy33SJdByLk0l/0kHUlwLQwjRAU7VJCECiA6WnMQKKodT0/lU9o0tHx7/K/VEWt5TxE2UG5ViAbmWs2jKr0b4kVLJPV6DyAWUER8cOLnHrao99C70ocWyZr1QSR2iAm8shyPOpcjCsIxvUoEv2DQFVyyuzQgBaanRTgLniNgaHX0RmeixuP0avuCjGGjqJJiRyQt6kONuXftPO4qRs1k+ahEyHUg2DVtfEgqafCJNcet/Y7O94TgbQVnpUI1D1IVDG/tWQD3ELR+iOz+OKsSgXtBWApjwKxdmLA47u6zOfSg+c9bKm7efThFyxHBMCjFZfAETzIB3dXlv32+Xu1RlA+/OOB98NH3kL/I3fgM7n3id2dnPMT/z3T/DD/+VefuLVN/Efv+d57JtLvwgHOosv2Vi8Er7jV+D1vwvHPwD/9nb4yH+8LFCb71h+8fUv4NarlviWt3yotn2exSy+nKL6SjZtiaMrwCTknRU65SY+BLI4w4jgMS4XBs0kDYPmA51yC3ordBPDuAyc2xzWwMspg2oBtPXpkRdBetB8Vd1uJezVcNyqP6eK0okpiY7GDhVA82iMG1N4A1c9L86AurzE0cW5R5Uldn1okp4LCAySIBmtsJFJAI+LEscJJst2ZACvL3b2oKVz5IvX4rVYlm/nDpcNsd0+oDBA7lzNQCRGU5SejdbQ2xACT6wJ45Xo3dMfpcCWI7nQ09bYLtqXu0KcBq+8HQ7cJC0LpRStkuCFQbPpZWWilUyxqr5P96DJ9VKRQZCeJT+8yFwq7Na0hNNqTWfjUXyZ1/sdZzlFntFRAe3yXeHiICtZ6ujIoCVoROII4FC46FpY9T0KQCsbEBr8xHgC7Z0MEq52sO869OJV2HLQ9Ow4x5ml2yiTBQFoALYbN6Lre9NlI1TSIbW6dvdEaypDnY8+vs65rQxjLQrFLph8Iko7hy2244VOpySOwqBN9xO5IOMhaoCmhP2tejqr2AEQqh40JcY81WfUVWjEF7Uhjy+kV6wCZhVwslqh8MIMKg3b5/DJPKpaK5PSTxTatExCqjWcAGgVIBK2NAQuzaBRPeM0zlVFIJE6VvJGgof+fhJj2F64lmLuShbPfwK18YQ8m0KYYMHLzjLMHRBQOiFxLEUKqpWYBQ3OTqy/VvG8VDMqovSQaOhYzWBc1sB2tx40FRk076t+NyjL+DzNt3FLxzA+J2ydwbUYNBWkSLQ9HrO62CV2+Um/7voJzPrjrf20GbQSb1LKRXFRl5mZKprbNM/xWQ/aX6ZYe1T6zr75rZ9z31lWOt561yO88ufuIjGa9/79V/Btzz8ym282i88/rnoevP7t8K1vgwf+N/z8c+B9/69UuPYIazT/4pufy/fdeYxvf+uH+f1Pnt7ztbOYxZdiVAmU1ZJ8hdhPhU7wKsEEVycl1Whg5XMBZrZbA7TSByzSx9NLDaMySD9SlJE5LNrldMbnWUk9H3zkfNN3VDEkJq37eiYljtXg1sljr1i9OuGPL/DKoH1OFlopwdOQOA6yEqs1m6NiItkIFYNWJ4sicdTGxJ4aMT0og9rZC2YSTJCm/Anw5nLy5esYXvlSsiImdD4n7fZE4qgDeRlqmX9ipbfpjx88y588JkDr/pMbPHpum9uOLO/ZDqBQGDcUyDdan/ylj6DElw372FuWxLbFoLlCeoQKD6fWh3uu33gkRbHSTfeeye8LLwxaZTBxfmvEKMtJrIoD0WNfUXxDL9XMbz0ig3XjtfvMyQscWUxIrca40a6yqsG4ZF/fsF146bOJ7osizdKUZeVU51syuymJY4vxUaGUfqhWaGNkaHm8X51zjJ28JyvjMaX9eBFaAC3fRiUCRnqJkc9Ai0E7u5VxenOMNomMYdizCU3CR7ZYZp21AAwIO6WTHcRx4aXfqZK8drTn5PqY9WE+cR/tYNBiz5SYhDSfUQFoJrKQRiTNxQhF46pYfSy0VpjgCCrKjgencd39zVkmvfg6K+dem55UPWit8/Me3ZI4yqDq1nXKBxPEgVYKHxlSEJZe5MEtgKbkMzwKKdsrzyLMH8YP12HlmJgg2WZ9sv3PgatfPPlsadnsa0XTh9gKGa8hz6u6JgaoEJjrWLYymYW425UXdtfEa+NrBq0oo9ywzKAzR9a/Ai4+TqkStK3YrpwbDs3zFVfM0UsNKt4YttyGEx9Fnb6vBrjTEkcX9wnyXXH8wjbnx4GNwbB2xZ4BtL8skQ3gv38vvOgH4ZZveNpvGxeO3/jIcV75c3fxB586zW/8wIv56W//Cg7MPzPXx1nMoo7rvxq+7/fgu38Lzn4a3nwr/PYPicvoLl/mSil+8OXX8ea/cTv/6Hfu5x/+zv2zWWmz+LKJ6ku3SszEMl7YMa80OogFNYCJFVeROPoJgOZ8wCIJby8R+ZIKTtgPbXGmS9CWfWsf59buGbrWNACt5bYWYhX80XMD3v6Jk2Sli2YgFdvXfIYrUwBVMWjxFcKgZWT+cwNo21nJUnRca/em+hCIzVgx2dcs9iwvPCazpbQKeOcogt4xqw2TYhCANpE8ugJlU0plGWc5HWswbkwaJY4aYZSq7bVNQs4Nsni8jhtX5zl2QBr3WT+xoxdXK7DFNm5+VYBOO9oATUcziXRO1AeRQbN4SfpMyiBzPHxmSibZiu5jf4h24xq0ND1oLQYt9gy6EHj4zAbnNrawWpOapsduuH6OfefvlSTVOxkIHDwhBNa2hhzbJ/mC9eNdVavj0rHYUYxKjUeLxEtbkWahhEEJQRJck0RDi6K22ceXDYOGMAy++k/1c20wylO4wIVBhnMej0hR6+JCUgE0UwM0nw9rtkiY5sikOMcgKwlK0bEarQ1K68syaCOn6ajIgFbXsgqXo2y6I3EuUSStHrRr9/W47tAiwIRN/fTnrZJpKq3ReppBixJipcEk0VTC188VE3uXAFQoCdWajDdxncUGGMa1UbrqQfPVgu8EoHH0go6W86WbstnPBnI/x9DV9feOjjU1g1ab90QW3hpVm/oUq7cxOPxiOPQsnG+BOaC0PQGU0wAtzo3UFavoJ/OJCcY/Lm8ZhFnsp5Zx4fYcVO1DAGPlue3LGqC5UvYTCBib4LoreJcLg1bJEcuMuY5luVNdTXGEtEVUD3UW6mfURN+iLwnK1kWL6w7O4wOcWC/40ENP8Ugc/3E5BfkMoP15hHfwP/82LF0Nr/jJp/WWrXHBf777UV7+M+/jf3zsSX7qtc/hf/7Indx29fIX+WBn8WUbR14g0ts3fVju1d96I/z7F0qf2rnP7nj5V99yiHf93ZdxemPMq37uLt51/1N72jjPYhZfKlHPwIn/cD7Eob0Wj8gS95+/l/72E1STp1Rl/2y7dYVbTERczVS89IaDWAVZLgCt1B3OHH4Fg/ljJHhMNB8Bmiq5tjhXcmSlz3JPJGnDrOrnqIBYc+yV9X9l6FAnwUoJUKDlADwF0Ea5Y31Kyridlcx1jPSItPYj+EzV/Weybor9C5JMWqUoy7JO0CfCpOjgyIq8YdBi34a2HbwyZHnGwYUU43PSXpQ4qra0k3q7HWvqYwtBZH61SmDjSdg61d47SimsG+HnVyVhbUflXFitD4gkrBhBIUyZUU7sxCODttewbEKgyHO0j/LBEBoXx4pBcz5KUqPxCh4VhFnsJA2DNtzewJbbFE7GJQQnNvtZKQY1fSOvs1POlIXzMhLCB+YSRRmihNB2xCRCK5xXFE7kXiGE2IMW7/m2zb5q1k9Xg4cnEJrBEnj8/DYfO34R58SKv9+xFJFJqwDaqIQTF+VYfT6qGbRuonng9BZjB599ap3Pnt4CFLkTZlhpe9m+nlGp6FJMMmijiwLWIRrvTG6k8GBbNvsGz/75DndcvcJir/nM7GUSYpSMtphk0CqKTBi0UJa1hI74nuoZo4OPPWiIfE4lLQatH5fXMHGn1T1oUjg4cXHIOBebe4s4MjofMFMsNaYp/mstPWjeOfbPp1wcFuSxLxKoAVqidQRJqi6MVCC3LSVuxpIoaqRVM2hxdqLLdwVo3k3OQXNeoWnklsv9ND5nJ69diIPPVXTUrIaVe1fFthzmAAAgAElEQVTiXYkLoLWh7CwLoaYSjNFyXcpx7PuLM9IIeGXRlUzRFXVBaEIW60s8pgZo1x6Y4/arl7n16EGuWmjul8uZhNhL/nYWX5h49z+GzZPw/b/fVN12iax0fOjhC7zjvlO86/7T3HHNMj//N27nzuv3z6SMs/jzi5Vj8Mp/LMWEh94Nn/pt+MVXwcIV8KzXwA2vgiMvBJNwaLHLL73hBfzBp07zz9/xaX7pA4/xf3/9LXWlfBaz+FKLKumsmtLFMr5xXtQuZy47y8roFDrcKiYGnSUC2+KOGL/c2wwagFKGnpWeoZ5uksSgDIkOtfth6Ty2Bj6y/6tXeuyf77A5LhgVDqNVbQZSpQDeB3CZuMJVUqzKmhqD9TlF22JcadYGGZ35krmO5dTGiAuDnBdd23y210cF++ZSLgzyieJMLXGMydF0aAVFWaBUd6fU0FiU0oQyb+SPrhCWTBuc0jjv6ejASh/m5+ZhS03Mp5P1FBngYtdybpBJQhoCvRN3g83hpq+T61b13ubbYrmtlzHlkDB3CAafqfsLZRFdNMagOS+TSCI8FmdAgxeA1l+i9NT9O9Nxen2bzHkMToD38Q+iWAX6dTVeTEJUdAAUSZfypbhUGl3PpsxGI1LlKUonVX5XgJaRA4spqJjwJm5UA4hPn9rkobNbvPJZq6RGY/EkScp2XuLSRUj6WF3g0ATnUdrJeyuJYzGUgkNwKF9OyGkNkqBOpC3aYJXYzOdlGRNpTce2YElkb9aGBY9uD7kaYdB0sgrALVcs8tFHL7CWlZzeGrCaGkJkorRS4joYLp0rbZfQTcoWQBvDiXvks7DvWtT6TpCXlZMMWiVxvWZ/f+J1u5mEVMUSMbFpAbQqF1RR4hgCWjVvNnG4db2elcQR8Eo3axvBa92DVu86ujhGBu38oKC7NSCEgNGB7byk9C0GrXJ61A0sMFHi6L1ndaHLp5/aYKFrm8JJzaAFsjgbzWotQ7zjQrRHZdSAZGK2nkjEA1E+PjHMWkLr6OKoTG2sWrXc3nBoniMrPZb7Kac3djLEIYCu59A1EkcVPHlRiHpAK0K6gB8rHIkcs7ZybyS9pm8sOOnR9HHMgS8wRtGxppYpy4mW8l0wdStamzJPYGuP2WnTMQNoX+y45xclwf2BP9rVFOT4hW3ufvAcdz90ng89fJ7DS12+7rmHeefffRnXHpjbZYOzmMWfUxgrctxbvkEe8o/dDQ/8Hvz2D4v059qXwzUvRV15B19341fwir//Cn71Q4/zQ79+L9cemOMNdx7j1c9epZ/OHjOz+BKJclw3o6Mqq31qZsUpDW6EMQZnjPRSaMPgihfRZw10WbNBLgSRQFaJmjZ0DGR5Bl2Lj70eQUnybLTi9OaYh88O+MqrE6phvqHV6N9NDMPc0U9Na94Z9f4Onv0wNltC0489aI1JSEqJU63PqtI8ubbNfH8sEh0fJoxIQgic38q4+fACxy9sS0KWDSA4AuLaKIBm6vOvNBpPlhWk6QK7hbIp2hctBk0SIq3FsMEFhQkl1y1r6M9TMWgwKTlLjGahm3BukOFCHGjrcphfEvYsOMijBOzicdg8iTr8EhQBlc5JcpYPoLcir6kkjgBt+WVnQV6nNCYPhKIA26GIRgy7xYNPXeTqXsKoo3HOi9V6ugD0W0YIoe5Bc9HgQIeSxGg6SWO1nxdjeiZQlsJwBl9ycTTmiQ3H4pVBEkylsH5cb/uhsyLTyoooyfWONE0YZo7B4RdBfx9an8UFGWquvTCeKC3gzDthb4ptsZJvsWUmeHwwkz1BynD9gS73eY0rq+KDALStCljEfqoiqKbnKBuil+Xn8x2RA49GgZ6BWw4v4FYWePTCEKMVpbFiR79HjAvpDUp1vH4mhcFpuXbP/iZhszfO7LDZz6IhxQRA22U/Wk0xOJVJSDTHqSTKrvXZI8pJfQh1zypQF1lAJKOhJfsM0T0TACtro3TSuEPKT2qG0KMoAxT5OAKhwGdPb3HtAemtas6Jic+rihJH7x3Lc9KbtzbIWamM6SqApj3j0tHvGJE5ukay2EiOdYtB07W0UbbjSAfH6Tz4BHSTXRm0EIfchbg2ZQAVBBRWQ7Nhp2wwBIdSWq532QZojqKUQoJVyDO7s0xuOnRVBdAyKULkwqRrAkHLSBKSJcg26aTCIO4wCVENg9Zc1ARblo0p0GXo3lnm9MWMh/4Q3vPP4A3vgKWrAJEufuiRC7z/oXPc/eB5zm1lvPT6/bz8xgP85NffwnUHP3dnx1nM4osetgM3vlr+RLtnHvkjePIeuPeX4eJjdPffwI9ccTtv/OtfwV0bh/nVuzf5yd9W/LUbDnDn9fu57eplbl5dYK4ze+zM4q9oBPGm6w1Pkjx0L6unR9A9DMVAZEoYtMswNiXrLMDgTKxkdyn6R8FegLVHoMxwLmBpARil6VpFnufQ7+AKSWqUthgkKd/OSmFNvI7ubwrnm76Vfip9at1EKuy1rIfI2PkcVYxQtiuJTF2Rj4kVkwDNu8b8wwdxSaxifVigtWKxmzQSx4uPQzEk9J4TGbRWr1Zru0bDaFTQ6yTsGqYCaC0GzaQYrSjKQFAJ1o0EJFjpaankpG1Xuk4Ys6ir4w91YsbKMZlhFnwzx2y8DuMNdLaBMx1J6tI5AZ1tgBZBRJ1gAxx7mZzno+/D5I5QjsF2KB2gPW5wHpP2Jvp7yrLk4EKXCypQjtblXKKz3ITE0choAl9LHMVZbrFr+eSpTZZ6CUWW0TXx3IDgSrZGOXbxMEfTDXApdJaw5RoBASq2GGB6i4xLT8caKEq6acogGi5AtAcPCu8C2uR4bSXRzbbkXERXKHP3dBuglbiQTip/lObgXMorj6zy3k+ekOukNN3EsBmvj45rm0eHRHE33EZHlghkP4UDg0jqOrEAqJVI1Soi48TakNObY8aF4+bDCxxa6DLKHd20I8elrbCfwzVYOFzfp9VatyP3YG1oTG/aJjFTMc2gQZR9tlwcSzclcTQCfiYkjppWD5rDt4xTvDJNf5LWYDtobSgm5JVa2DlfkjsIaMpsREAxzuU+e+6VS60Db/pFm2NQESxLb+dSL2Fr/SyrvQPAYi2TthF8Wa2xWv5dOVxW90A9/7A6tmpMQtz34oX70AfmZCr4NIOmoAgOVIcQopog1MLx5pQVOySO3nuRe2stM9FioUYFR1kIQ1yNQciO3El2MWdOTwG00UU5Dhxep2i/LT8fb/CSo8s8ujZia1y2d4pHY6cxvElIgpt4pl4qZpnSFyue+Aj81hsJ3/o2PhWu5X1/9BDvf+g8Hz9xkZtWF3jZjQf5V992K88/uiIPx1nM4q9KKAUHb5I//B352WgdTt8Hpz5O+tQnePXp+3n1xYcolq7kqa0b+MS9R/kvdx3j3ZvXoLsLHJjvsH8uZbmfkBh5wCdaiRW30dHgQMXhk4qFrmWpl7DUSzgw3+HqfX2u2dcntbt/Sc5iFl+UCIHO2mdYvvhJ/A2vZKvYJBRP1kyRR6NcjrUJOcvCoEU3rwAy4uLkx+CB38P6FcwEQDN0DWR5AXouNtgrYbJDhjFSgS9iAnPP8Q2OmIwQkyc2nqSn+5wdw2I3qeegSfV3f5RUOnBZVOmFWuLokM/e2LQkW0rhg6+rvc6LS2IVF4d5PeLFVFJPl0M5bvpJ4pDYiVAKQ2CU5XQXdgdoB5bmcV15PsjOxTHQKMU4eJy2JMWWJElaU7k4wiRAuzn/DMtnNugXt+D9YemVwsscpjKjHlTsCknCtMFsPokzPQGY6UJdPQcmGbS2dNM011DjCdFsoQwiMi3PfhazcDA+M+OmXIHRkGgnIAFEglqOSE9+FriG0h2glzaVeBUqgKa57uA8F4c521lJnmXM28gOIgxaUZQsrN5AOvo0ZB3oLmH9KUII+DOfYfXMhzl/9DVkEdCTlXT7KRvjslY9GK1wiLmM9hm+stWvABrUfUH1qpsERbTZn5I4VgCnl2hSKyyr9BDp2D9o4eDNZHkX53PQGu89JmlGCVmtyB1Y5ev/Q5Qca4sLMtft/pMb3LS6wHZWcmJtxKGFLtt5SbeTgkc+d/OrsPrcuoBebWdaepY7JiWO0b1wOpSCaZt9H4SdMUrVjKdvM2gtiaNRRNCjJlxYTXCEWJABkT1P9Pelc2ibTrKH0YkTX1J4YSv94Ax5soQeX6Sf2kl5catftFkLYdd9dOnsp5r09AdYCPvhym+N+2mMfowWSWMZB6xr3UiPE6sn2K0z60POhjWOjgoWezTPjOpYhmvQ3xdPJTpJRldMozVO6dpVsT7lKPmuYly4SuMoTo5BzIlCLNSUZYHHNLJvleBCLsYf2sgzor+vGSsRAl5bMX2K5iw6lPUQ8mYtC7lG0/eITjBkdV/q5VwcZwDtixDlyT8j/MZ38vYrfpyf/50O2/lH+eqbD/G3XnwNb/nu53FwYebAOIsvsegti+Tx2pc3P8uHJGc/wzWn7+OaUx/ndSd+k+AfY3TVV3L2yKt4bN/LOecXKbxY9xZOksHSeWLPPCHOLtkcl5y8OGJ9VHB+kHH8wpBR4bjtyBLPP7qP5x9d4aXX72d+xs7N4osZwdO9+FnOHXwpYfFKyl4X18tgsB1dHA3K5RxYWuRqvQLFaUjno3lAkIr9wZvBdtEPfAhDf4JB61jF5nYWK+pxhlBipbE/UYwKJ4lZcBRB8emnBiSVxfnZzzDfv57jxYLIJ7VCFUOWT74Pbvk+nHdSoS8zVPATduQBkSIN01bvaOzZqC3gQ5iw8h9kJQvdir1o9eIV49oaZbekD4QRyvKChc7uMzyX5+dYXu5CVbysJY5ShfdoknwLev16m9XZtAHa6pyC7jEOfvIewqmcUB6WtbKdaOwSt3/6PjH62Hcd+vzjONMV8qO/IuYRh54VF8q1ANouxSFtsKGEcgjJHKWTXhfnyol5W2QDfLaN6Yp8NYy3xZGzKEizNVTYhHMPoMK12INH4xyoOIPJl3VfjzjreYpiTNdG+3iEQcuLkn6nB2qfyCdXn4v2Od6V6HMPybK6gqxi0IKjk6YMN4v6OWq0SA3LEDAuw3dsI3GcX433RcMSyZs62LCJCNLal13XzEgvURhjSI2SIltMvFEGDt9KfnxNCgNaGGJjm5zJaEXuITXR4j0yPloptE3iOIKMA/Mdbjg0z9p2zr2PCwAe5o5utwPDuK+kC4dumbyEStFWpRbO44LCTveg7SJxrO5CmX2mqHpEKwat2NUkRMCAMKTUAK1io2S7Pkoc4+61Rbdz+6NfSVjPqT6e9f7jPgov6682nmTYv44XLpd0bjowefC7AjQVVYFSBJrXOetEp9KWW2Q/yiR9EFOQwokJiVGq/jwmWtfAd7sIPHJ+C90tubCdsdhLKE0fVX0eXQGPvBdueQ0k3eb+j4PfrdE41ATjSAh01h9mtHgtIOY8f/jpM9y4NUIvisMnBHw0sEkVInGMx2giMK+NU7SFclNMU0wCxVDMbyp5qY4uoC7HaMOEF5B3OGV39KBhEgzbddHrcqZqs2zmCxQhBD791CZ//KGP8F2f/CF+LflORoe+nn/zVas8/+jKzlkvs5jFl3qkfTjyfPnD9wOgNp6k/8A7OfbAOzj2kZ8Sw5EX/m24/q/vWpG8VJxaH/Gx4xf52PGLvPk9D/Jj/23Ay286yLc97ype+azVCXvfWcziCxK+JOiEMl2MSRe4zjIMEEdFNBpI05SbD+2HxyURqwrjAKw+RzYVPoL144aJ0ZpEhzhDS4bldhODt2JrbiI46W8fJzy1iTYJITaZGa3AFXRNYJiJK6BSCuUFjOEKfJFL0lZm4njYOi2VDyTxNS2JvZLKeZVU+SAz3/LSk26dYDDuc/W+uerQJcF2OZSjlknILgBNaXSAcVFwKN1b4lj16lXrXjFooapiF5uwGF2NVasHrZ0VuRwO3sR4fo2wdRofDkqiZjux8T/AgRtl+/uug4XD6LMP48yCJNuLR+DUJ2DrDCysCsCo2LLdDL+0JSkHeJWCTRHCMeDLFkArM/xn38XSxTH2qi6WgM+HsLAA4wzrFGVnH6yswBPnSQ5fKxbiMSE+utKRsQxAajWj3OHyjE7PoLPIoLmSvCzpphaYF9dK2yXoFPIhvsxItCKUGePCMZ+KaUM3TfEhr9fQaMXD5wYsjDx2LpfktHavlGtf3UcqDvfFpmjcTrOOFoPWt6CMEfVEtJP3LeOMrBQXwFEs3KW2zaBphk7Rt5KwVy6ERkcGDcX5Qc6BeXnPci8hd57trGSYO+Y6XQFoOwoHzf3TZkPy0pNYK2CgnoNQ7vp9Vd16EWPx4LkBhfMoreglpt5uDdBqkBYljlrFNdJx1l1kB32JT1KIJiKOKQbNpmhdMnbw8Nkt1kcFxzoFBw4Y1rZzHlsvyToHyPWIYe8wCSfYIT5pG+BU56MVhReAaLSir3IuKjMJVpVm/3yHl16/n0TL9agkjsY0EsfENBLH3AW6RnFoKWX4RDwnnYpbZxjXjqi4PAK0inWUnt+O1YzVFEN78XG6Fz5JbheBFdaGch+vDzOuONJFjxQqeIIXwN21gYdOb5DmgdUocfTVcVcS2Or5ZXtQjuU5rqysfJSm4kuMtpO9pr6UkSs7etBSjBvjqus4A2hf3MhLzzv+7BS/9IHHKC4+yW8m/5ThHW/k773un8ycF2cxi+lYOgIv/iH5s3UGPvFf4e0/Kj9/xf8D17/yaQO1K5d7XLnc47W3XQnAyfUR77zvKf71ux/kH7/9U3zfncf4npccZam3RxI4i1l8PlHZWiMJTJlGkBBdHOUXdsKOfae7G5TKoslabm6aRJW4ImM9k2r7Nfv6dNIFGLi6mp4UW7jhBo4UpTSKKHH0BXNWdrIxKkS240vRVrocV8bE2+XSKN+asjNcuA67sErZkjBWfSLTcpyidKRP3sPI3c5C7GER1iEIqHIF9uIj9EcDyMfCrrdDKfqJSBV7ezBodBakJ8x76eMrhVWszDIcFlsMILmy3mZlsDCRFLkcbJds4RghPBIHEdvoRBiP98BNTV9ZmYOikTjaVBjP4x+QZ9OExHGXApAy2HILF40bcie3gzBoEXBuPEnpAyEaRxjl8MUYOgfBncU4KO1KNB55HBuT3Or8rllOayTQsZq17RyKjI61mFHFoBXkpaObJhAiy6gtwfZQ44siJ0zn0L5glDv2d2V73U4HGNS5i1aKzVHBdQs95roiAWPxKknOoyywuo+0tpFh7ESb/akEWpmaQTu82MEv9ugcWmC5n8QZXqEuVlTjJO57chPtPFckLWdBrSiC9KC15XVai4vj1rjkPBnPuXKx/vm+fsrFYc4wKzmwvIvJS/swKzAQo3Aea+2Onqndrn+1bmL4oXj47DaHAK00c5Fl6ljduDhWIFHbOJqCeh+HF7scimMpVDTeAelzqkFCK4xWDHNHj0A/tRRxGPa5rTFlsAwPPY9zXYuLMwFlP60iwy79okZJD5pGCj5zKqe0c1MATY6kOtZx4Sh8iJLNlruqaYw08mi60jGKjTjQvFAJOu1BNm6KGdV4DdW22a9GaOi6aAHA2iOEZA4zPA3cwPmtnCMrPZ6TrmAOzMNJIyb83lFiueFAjwc3Q+xBa4B5pT5oro1uzIIUUqSoJLImiQxab4J1xTsB0dMXafFKkhP3YYuT4PbRP/dnXCpmJebPMzZGBf/hjx/mZT/zXn7pA4/xoy9e5g8O/BtWnv9tXDUDZ7OYxeVjYRVe9hPwf34Cbv0O+N0fhV/+Wjj18c9rc1ct9/jBl1/HH/69l/MLf/MO7n18ja/86ffytrsfqe2oZzGLZxxJZI2ibMmn8/Cs14oksGbDWgAtJuI7mtdVIslLqwfNKk8oMz55dszWWOztDy/PicSxYgpcRukDXmn6qRXrdSUMmvIl++ZSzm2NJTlymezV5XhXSFJXZuJGFhoDkdLOoZaPTPZEKI13TQ9anVzlOc57ivF2bfhTSxxjQtU5d5808C9fA1fcPrl+SvPsKxbZ37cs9PeQ+88dENZn4wk4/kE494BIRbVUnZ2yGJc1g40RG3No2Xr7qv8kEcmoy6UHzdhJ9qT9b5tCb5nS9pvv8NXnSC+aK/buQau3pUnyAaWV4yoC9G0c9FwlncVIxgQESZQTHKEYQ2eR4HKMG+F0DzqLqPFWrQQwqhrk2zzLUqtZH+ak0USmkjgWZUHwjm6SNL1iJsEnPcLoIl4nqKSDCSXj0pEoSX67EURUDFoFfua6CUnIcToRwH34VgGQIL1mCHvFTV8HSS+ahIjEr33dq6R+saNZ7ne4Zn+fbiLz1oKnBghF7NUKShN0MjGwXBJpJf2UNBI6rUCZhLODnJtW5yfMqBZ7CevDQhxOu92d170VZkriWDFoOwHazhzPaBntMC5F4hcQE51OYunH40krgKZ0A4hMEqWQzRqpljxQpHWG2rl1ur+P6HSoNPMdSzfR0v+oTXRplNfnzgvrDnIfnfwYnPmU/D/Ocpzcphgf2sj49FRGaecadnyXNehYTWoU57ZkpIdpFRMqiWdeBlIDqVEUXn7vdEqw3cljiPb2wiyKV6gPgdRqgpoyCSkzisWjJKOzAKzHHlmjqNlKo4IwaMowlyiWO5qgbD1r0Pkg5k26kYfSW4kAbVuec9o2RTidgCtqeSRP/Zmsp5exCDsYtKQHB27EDk9DvkVne3IG43TMANrnGIOs5N+/9yFe9tPv5U8eW+Pnv/N2/vcPPJtv/MSb0EdeBF/7Lz9nqdYsZvFlHUkXXvzD8Hc/ATd/A/zqa8X9tBh/XptTSvGS6/bzK9//In71+1/EO+8/zdf8/N38wadOzwZpz+IZR6gYNFWZYwBW3MV8lDjWX95Qf9FPu62XKpms1CqN1eCLnMzHRLlq9I/OfQDGjWOiZeilCdByPfMF++c7ZKVIkpTPI0ArCKW4LuIymbdUHTsi0U9Mk0ABkM7R2T5Zz/eqXpsXOVnp6ZE34EFXA7sFhJTJAtmBW0U+uEMKqEg13HiwJ4nvbtHfD8U2nHtQAN4t3wgHboxSOGFtlFIC5OLF2GGz7/J4kSzKJPhSBuAqk0QDhYa9mDi6a7+KcffQZP9INb+uPah6NwZGGazPcLZP4TwB6bdyZdnMUioznJmTPh7AKE8oR9BdRLkC40aUpgedBXwxJFHVcGTXJMbVJTJaroWR4dKJl/XP85zUKLTRDUDTFmf7MFqnVCnKpCSUjAsvBhja1tLJ6tzr/iGbSA+a3qlGCMSZXEpFZ8dolBKmUqGWxLE9JF2WMnYTxTc0vY6SELeXWtwfVc2gVYOQjVJkXkDh9VNu2Mv9CNAKR78Tr/9uABsBA20GbVS4CNDi50zp+GHePc+b71gG45JR4bDGcNPqAkZr+omJpigm2uyblrzZCNA1doeDIQiDJkylasDc1P5lGWSAuRidyDmWPrB/occdVy+TlV6GtVfXYu0xOPsZ2cBuPWhR4ljNZ0t9xhUHD0jfoC93XUOlFEf3z/HIuUFdxKrWZTuTc5PB34qOlX+HEHAqQSf9hs2G+nki+EwkrSJxNHLftRk0VxA6i8KCA5mreivjtVIaTcDF/jCDo2elCKB0VWSilmZWzo1tgFZJHLVCzr3uQZNeSc4/JGvqS/ku2A3E91fQ4w1wBYXu7vj9xPpf8rezqGNcOP7z3Y/y8p95Hx99bI1fe6Mkf3deoVC//k1w6Nnwun83A2ezmMXnG0kPvvLH4YfvghMfhf/0Mhkg+gzi+UdX+O2/cyc/8eqb+Kf/61O84Vfu4dT66At0wLP4sgulW6yNJA5VH0EINI381RBcALU7g+a0lSSrJXE0BIJrAJrWqpaG1dV0n1M4j9aWTmrrHjMAfMk1+/q84Ng+rj80V7v64XKcK6RCX2ZIu3yTiPpA3e9Ss2grxxh19qO3z078vCgKCufpqaxZlgrs+ULcC3sH9v4qVAoBlbsneHKSBpaPSa/YytE6aasq1Wa8Lpup5ZNSYa/ssqtzrq6BtokkeK5ojAgqoDZ1oNqmoNRkAlz1o0wMqt7NJESq64Xuk5ceowyJUeRFzqkLm2KzXo4okn4NKK0vycYZ54qU4HISNxaTEpOQ0aHjtqszjLPlGoDWSQzKl/QskPRIQoZXCUVRCOhq36/a4m0fNd6IyXAH6+VaJsrJjCaj67lr0MhFk8Rg/JhS7QTULs67arsSKoj8ViuUac298hPrp5WupZIhSN+Z1cKSeGUn5lxZrQjKyFgFpeoeNKUUNx45yEtuunKHgmmpl3BhO0MrmRVYzR7bLSY/04HHzm9zeDmuYQViLmGzv9C1bI0LtvOSXqf6bMt92UsMqdX1CIFmBmLC2CmSGlBMHVMo47OlKSzsaG9SiqAUnegY6QMC/HxgsZuy0E1qF8navbQKV9ROtJNrIaxcbRdfjLjhyGozUHqPD3k1w3dzXNT30GIvYZhLf2zmIDWBVAsDW/iANym60594vrYljtXcxkB8VindMGjRoCjEwekAzkUX3MqtVikMnrIUq3wTSnqJPLMrMxPpnYuS8eVrYN+1sv04C01pI9cBmh609SfoHH8f82ej8qe/H3y5u0kIYOZWMMUWoRjh1KXbL2Y9aE8j3vvAGf7ZOz7N/rmU//jdz+PF1+2XX2xfgF9/HVxxG7zuF3ZvGp7FLGbxucX+6+ENvwf3/hL8l2+Br/5JeMmbPu/ih9aKb7r9Kl797FV+5vc/y9e9+W5+6rXP4Vufd9VMijyLzy2q2ViSM9eN5SCtXqEaTlrNi4pJmFI7GbSCdKrXwZBQQnB1IiwSSLHKrmRexo0pXQdtLHPdhDV8w864ktRqroqDfQcur807fFEQ0jkBaDWD1sgXEyOsVOE8ppKaqS62lIKG95KIF0VO6QNdGoBmVLTB9g4O3sJ4014CoFUzkMKeSTIQzYUmo2I3BovX4lsjnGSb0jtia4BW1mBKazFd0eVIGDSQ3+nJgbjQAhUT7E8ifelKLRQAACAASURBVHBwGYmjJHul7cXeJYPRcHJtACiSUUGyscmDgy4r8TgXzJiNJOXek2NWB2OsgtLI+0vTIQ2SSBu8sINtBi3kaJ9Jr5npkIQLZKaDLwsZO6Bi/4ztiElI0oOiwKUi+0zitqxqkvNe0tj6NwyaFQfIXRLK2jK+uuDxfhfnwzbIbTNokwDN6AagZaXMreommoDmBdetknaT1msFNAiDlrQs3hXp6qQjYxXzHcs1+/rNUGad7Jmv1WAAuDgUl8tr9s/DGeRzdlmAlrAxkhl+/TSBjPq1C11hKTdHRS27k51aNrPAFUvdXQGaCh6vLKiC2lBkurAgNCbdxLCVFZFBi0Pdo1tmdV5KawE/SslaFCM5NzP5eRQ2WlPhTPIBpPPyvkusQTcxPOuKRfLS1yClY2Xm3WBckvuAVaAJGGPYWriekd+H3neV9DY++PvypggilZKB09Xgbxmv05I4Vp8J263/XXpREdQjEapeYOfwSR/lMnp2TgCalnU7H/vzeomR3tMqkj7k26C1MG7E5/bKtbD5JGFunvziCZifiwO4S1zF8k+FTXs4neIG53G7FDwmXnvJ336Zx/EL2/zzd3ya+05u8A+/4Ra++fZWQrd9Hn7tdXDVHfDaX9iz4XQWs5jF5xFaw4t+EK55Cfzm6+GJD8M3vQW6S5d/7x7RTy3/9HXP4Wuevco/+K37eNcnT/Ovvu1WDszPxl7M4mlGOodfuAIuCoOTWj0x2yi0e9BAkvmYGEyra52yaGOaxFZptMskeTIJ1FbZldwRlC9JlSf3oI3h6n1zHLh6uUlQfDGxD+WL2gzDO2G3CMNY/TaNKV2cQTQxTBYodYqPjmo+yCDsLB9TukDHNBJkaeKPAGblGG602UgNd4RqqveXAmi7RGVGMpy7Gn+o9SyIrFxbUlXNTpOl1Tgs2mWy5hBlizv3XzFwkxLHBMpx82/YPcFX0k+Vm8igGYVRMnPJKlnn7dE2W2GJ/TFnmGPMzVcdZKvTF7DTWQKlJbm1HXSULRrl4zG3etAeeidLW306C8K4WZ8xMnP4cojRLeD0rNcC4JM5QhHlZDbFFnLNZGC6nE83MRMujlopAWjB71rxF6zVAhtx/tMOEWDLZn96jpgyGufl/Wc3M5Z6Sc2YtGegQdVjuHsP2l6hlOKOa1aaH2i7J0ATJkX+fXGYs38ube4Z76IxRLZnwXCxa3ny4pBeYmSeXEa9Ei84usJ25ji5PqKy1wcYk7JVam7qp3sANBcZtJYl/9Tuy9jzlhiFjvPgAIogIw3a7qaqYtB0IqCmHO8qcVQaglJ0rZKB7vlAGCJl5FmzB0ADuGk19ij6xrxnoWPZygqyEhIDBE9iDX9WHOHqgx2UFffTOmqJoyL4Ztpe04MW18rJsQSdRDbNUzgpOslDTgBaR8MoL1DJAhTbdDtBAJcSlvWB01ssdu1OYBXHcihl43wz5NrN7Ye5/fScZ7w2z33Dc1ynTzNvvBi57HKLKKXw6QJ++wLlLpLhdsxQxS4xzEv+9R98lm/4t+/nuoNzvPf/+iq+5Y4jzUUbnINffY1U+GbgbBaz+OLF4Vvhh/4YUPC2V8C5zz7jTd55wwF+/8dfxko/4Rv/3fu5J87ImcUsLhtKx3k6Ur/tWiPDUGkkjgqaJN6ke0ocS2VR7S9opaAco22HfmK47sC8VHJj0pQoh3EZJu0wVj20sShl6NsoN4IJdgVAuQxnu8KglYVIgJSGcjQBGquKvNFqYjC112kNTFwQd7gsLyi9p+MbgCYF9ZjgKbWz/2jioGhV7z+3706jBECGEKYSctUwaJV2sCVxNFpJ34kfo2ub/L1lbkqpySRNG+mJ1ZOAekdoSYQL3SV3Hmssw3GBCp5+oijLApeNKe28bMZE9sJ2sEZTJAsMDt5WjzPQSbfuqTGEhr3zToZFAwfmEuZ6HdAWE0pUZBFMJXFsRYjukqUSk5AkugImNNLNha6Nw6OpmQWUFoOWXSr+zdDlZl0Uwtzs7EGrTDbcBAOplakZtEfOD7j+4BxWCwPRnoEGlZRPi+39lIvj045po5j2YbaY5Y1R0bgAK93MzvM7BJx1dBKZTZeVjk7lPhkXwhqxofe1zb5IEN/z2Ijk5leRGLuzkgNiElIDNLtzxhywfy7lliuW5N41th5zUAZdj3mqB55XQ5i1lR7wPQBatdY9q2BwGuYOyvlrU4Oiy4XWioWuxRrFQjfh7FZG7gKJEnZrWAS2xmUN6ORNEUDH55qwms3sxo4xAqzqClMhA9KNrI13hbhI6kriKPfnvrmE9WGGT8Q2P1GBF153kI41LHalKLDQ3QU0tQo9O4pwyHV96fX7KbA8tbZVM2i79aABqKSLG23g2L1IUC/DZVf3yyhCCLzz/qd41c/dxSdOrPP2H/tr/KNvfPbkBRuchV97DVzzYnjNv52Bs1nM4osd3SX4zl+H570efulr4NE/fsabXOgm/Ox33MY/+NpbeOOv3MPb7n5kZiAyi6cV1VeuUtBNdO0QGggorSX50S2WRssctGmb/UIlTWUeJGEtRhibklrNrUeWogSyMkHwaD8mSXvkwQrQqFBWLXGcYtBcIcYQLif4HGOqinmGUmZC4qiVVN/btvrOdAhR2ud9YK5jyPOMLFmS5P7cZyHbkuMsG0Akte49Emald5+P9jRC5q0FvJ+adxZlk0a3TUKKFkCDEoPxeQOKdbK7TBFhYyaOXidQjppj3stkQhtU2qfwlfufZl/fstiJToWZzMUqbV+YVxPBR2cBqxVnV19O6O3HB7F3N0lH2BpAERp55uPvh8c/CMCzDnZJ0w7iFirJnw5l7F+cyk9MB6+MGNQkKdYX4mAXGonjc69a4ljsITJRasj8YQFde0gc1cS+BDxPzNQDWa+9JI5G4dB4H9gcFRxa6IoDoDE7ZXdaEagkjgKkrdaXYGx3iSturwdtT0c1ygFgY1iw1G8BtPZ9uwc4SaPZTuFCM/+29VpbFUGUPCeq4cjPO7p/EsRW4Qq0z6RYonQ9xH6a5dFacWhR+re0MTWD5oL+/9s77zhJruref0+FjpPjzu5sTtrVKu4qIbQogiSCHhj7g2xAJGOeARMeD4PDw/aznxP4Y4xtMJhoMoIHMsgEPSEsA8oC5bSSWO1qtdo4OzvT091Vdd8ft6q7Os305HS/n09/Zrq7uurW6erue+4553e0HSnXmUrkYFmO/j4ojjWsQQOLlCu6pCfbF7OF35SDBnDpKbov6eb+Fg4N5xkuBLi2luof6MiyY1V7Of1Un4BOpfSj6LF20OIRNO2+xCJolhvaxKLoFUu2jqc4dqUdTozmwcnq99IvkE3pz2A6YZOwLdrTdb6Xws+pWFEETWpslU06rOlpJTeWh6DYsAYN9ELJ4eEcnqlBa45HnxvmT//9QX51ZJQ/ftl2rtyxojbMOXwQPv9yWPdCuPrDxjkzGOYKEXjhe6BrI3ztdfDiP4ed1017t6/eOciOVW387hfv4c6nj/HhXz/D9E0zjEtpFRqdDjZW1MpopT5G8f5GpRRHqVkA8HDL0RwoORniJMMJSPygNq4onCCPncwy5KewEplwgqRiK/thBO3Y0zC0H6s4gu+0hSqOXjmFqJgLhT3KIiG6F5BVmpwGShFYLpafJwj7GmUSDsOFAgVc3BVb4Ln7tfy0vRk/llJYalRdFwlX3ydfsx2ln4lUTVDDFMfBzkx5QdUvlCb3lggeNm6QiznPjeuQNvW1VAhT6BTHfGxyHoukxXHSSLoLP1BhBM1mfWcSCm08cSQPI4cp4BBYYQqfk4ACkGjBDVP8nLCuMe8F2LEImiOBlrJfvROinmHH9+q0s1B+3RKQRIoo3bN6Ai0Ce44r8m0wkEniesMkgxFdIGnXfu91Zl1EstDVS2HEokhrzTaBAomiOwDZXvLtGxhJrKKrWmY/qO+gRSIhY54Ww0k4Fo4tOHZMDTUycVgHZFEO0164qbtCVn9CMl0Nn7IsHbi56+mj5Io+Hemob1oUdYoctvoXuBM2ZC54ugYx3Lj0vBv2A/MUOGLjh7WdEgpZlJzYiEOPEqS78d0sWCNaxbGRPodEQ3WJWhoWEexokccKnRqxtONv2eGCTa6BiqNOcUzbAoVhaIv6Dk6c4liPlGtz8dZeho9ZZA4/CSpgXU8LVKluYjk6HTuqQbMg8ANUeLyEYxFYDoGyYexEqK6qUxMDsfA8r1RTW0pxTGToLB7GJkBF0fPCSa3SGDLYmalf8lARQbPK3/NVtGYyPJ0fI/BsvJLDWMto4HLwxBhBh0lxHJeh0SJ/csODvOqff8qudV3c9N4XcdVpA7WGPb4XPnsVrN8NL/2Icc4Mhvlg+yvg9d+GH/8F/Oh/1SovTIFTVrTxnXdcSMKxeNnHbuX+fUMzMFDDUqWU4SY6/evYaIEbfvlsOa0vnjoXRmlEaiNoeTuLRDLxUPrBt9xkKcWsfFCblA3nr0pjJbMcad1G0DpYcuoIPHDSZQdtaB9YDkHXJvLJTiiOogqjOgJjJ3VKk2WVxhSEK/KuJeTClM1AKXBSWEGeYhDgRxG0YoFCYGF1rdMCWYGnZbC9fCliVa9GpnwuUf3L5NeHdQpmEAqWVOwUlGJLf2t5JT6IR9C0g+b4MSdrnBTHU1a0VUboLEenIkZOpUh95661n2D1+XiBougpHDvmNLtpnIP3cTy7gTPX9LK5r7UcQUu1lVIztUS6dvDsRKoUQbNQWJYFHau1wlz7Kt2LzBsLJ7QtiJPCa1tX2k+NgwacSPQzJFloXYFKd9F5ck8oflFnwplyWd2lozKqbbDmGgbCaE6sBi3dQb7vdPyg6hqI9h8EtQ6abRNgkyv4ZGK92HQErbIGzQ4V/OxY3VtHpkHD8ylgiXDo5BiHTxa4bFtfebEkJuhRcb+KKOVytOCVWgDEDRH1SisoB5xELBWP8uc5zsjzeG1rtUPftQH6T6PkgNcQpXta+AF4fqCjjaHtSwI6IpURtMOP6+yweimOWCQctEhGsqU8zoZe4vgkHZue1lS5r1w9OzpJSLaV+6CF6ZCRZbTMvUUxswJO7C+lMwvoCLHnlW0aHaP/NJzRw+wazLJ7a19JOj9+/NMG2+tfSyLhgo6UUxzrLDClkgkSYeuKgMYRND/83NcT3YmzbL0MP1B8+fa9XPKRWzh4Yozvv3s3771iS2WYNeLw4/CZq/Tk8Oq/ndJFaTAYZohVO+Et/w8evwm+8XpdvDxNWlMu/3jtWbzlhRu49lO38dU79s7AQA1LkZKDhlYmK8nPB0FMwTH84U13QLIlnDZVzm4LTisM7ortOKxtS7WX+ouVCBXwWu08diKjJ++WhOlJYfG+my6nOOaOQ+8Wgr7tFJ02KIwihWFIdejJTzGHSFnVLarpWt+b5eEDWg7eD5SWYkfhe8VSBC3wPXKekLAtvS9vTKfTFUd1WlJ4pg0VUiMFuCk4aNGEt+AHlRPUeseKpTjqCJqDE4zFoptu82OwHD0JdMO+RWH9UN0x2oLnKwq+j2vbJednZPAihte9mGOZdXS3JkkkEtp+AMnW0rk5tq7hK3gBbiJVUo+0CBC76pjxyF73Rtp3vor+rnYdYZI6dhEYbt9CMdGBYzv4bYMkgvrRk2pEyvLzcXyldMpc7FiWlBubl3cQjl35NRNzEQsfi1zRJ+WUnYmgdWW5112IE6o46snvzM/FskmH0YLPpr6s7qNVPf5S1LtBfZHoz8ZYPIJW5YQkHYtc61pYcXoYQaO8XbWDVhxDJdLaObYjp67B0UNHOUpx9AKtlGrb5WurtF0U8c506Vv/qdC6omJ3jm2xe2s/CeXp6yz8fFNSgZyiCxFGvBs6aOt262idF+uDpoKw5165PtTqWA1Hn9S9Gi1XByDFxveKpXTOUg2ak4BUWzh8O/zuyjeMotdgJ7EspyQqUvfzYrlkkjZHx3T7gEY1aJedto7ubEKLmozDskxxvOvpo3zohgcp+gEfu/YsLtzU03jjA7+Ef3sVXPB2uOi9czdIg8HQmI7V8Kbvw/Vvgs9dDdd+tebHZbKICNe9YB2nDbbz9i/dwz17j/Fn1+yoTHUyLHui2ipdg1a+Njw/rJBYfV5ZbTSUarYOj9TU/nuBKq9oQ2mi0t63Gre1Ks0m7IVGMUcq2wOFsJ4k2aJraQ4/rqMqI4d0pMfPQ7IdyXkUEx2w7WUc33uM1pQD/jDkjlPqXUaU4igMtKd56NkTDI+FtUmWA7aLV8gRqLC5rBWQK+qGuEgqlO0XirmTHMh1MkAYVRnHgqWUzElihaqCFVGHaJ81tTvllEtLhCKVfaS0Q1ugKaL0v0QsgtBgcho1rc17OsUxUsy0nQR5oOgXdIQ06sMW7tcJVTFtSzh8Ms/hk3m2tyehWBYJsaqPWdVsu681BWqMI1aSah8/skNpnLYgiQyuHzpo8f5TDc6rXpluEEWOK1IWy5+R8oPh84cehbHjFamLqm0lI6lukkW/tEhuW0KxY22s111831I3QjgTrOpIl9pUVFATQWt8hTu2RcH3YgstldumXJu8D7pPWWyxIe6g+aGMvZcDO10Rgm8owhPaxBKbog/37D2mr8Hw+BWROi+v0wizPbDx0obnkk64kD+hF4NiPRsnU4NWO84wsqwa7MN29Heo8mH4OaxULyp05qLTvvq0gdC+x/U11bkO0A6a53s4URPouLHcLHA4TO1Ml8fSDLaLYKPEwc8O1ER2AbAcBjvTPHAooJgNGjpodiJNyrXrNn6v2F1zI1sa7D0yyu995V7e/Pm7ePXOQb73exeN75z96udaSv+SPzDOmcGw0Ei1acds1S741GW6HmYGOHtNJ9995wvZfzzHr338Z+w9Mv0InWHpEE9xtC0ppSN6vu7fRLqjZvZUneKolCoJc8QeBGDVykH62lKVB7VCefXCKC2t2vkrvbZ/R+W2e2/TUu1W2PdHlVUZLZEwxTGn636qREJAF8vnir5uCG0JlpPEL+TxA30/4yiw3NDJSIQOGpwcHuLpE+Wm3Y0jaFNPcYSY0EGFf2ZR4z1UqTgWVdSjLpyQdW2AlWc1d9BoIpVsLR+vgYPpWLoRcdFXuvFw4BGpO44WfBwrVNWzE1p0YcPFIGX1yZakQ9KxWdGWorO1tRxBkwCpEsyodtC0XQTfStSdHMYfsUWQRJYEeR2pmGiyGKtZjBMEqrIGjXidZp1r4NAj2tHt2Vwei5PgmRGLpw+PlhY92tMuXdnaSXApgmbJ3GYzRecXTeyrBHniRO+lW4qgVY4zGWvP4VekOIYLMY98Dx76Njz5Y31du6mKy1svgNQ597CtgmXZ5DzFoeE8haC8mOCUUi6t5hdJovNOxurEpliDVsJNA1KTYliBZUPPVjj6pI6MBT4qpgxacn67N5W2153RdA2aY0vsOyFaCMmUzyla0G06gpYI20kIxcEL6pc5WRbphEsqra+RhpenmyaTMA4aAIeG83zoOw9w5Uf/k/a0y83/40W88cL1tWkkcR6/Cb78G1oM5Jw3z91gDQZD89gOvPTD8IJ3wmdfCo/9YEZ2292S5AtvOo8XbenlFf/0X9z8yMEZ2a9h8VMq6A+5YEMPScem4AcNf5CFSpGQSMq+IoLW2g+nvKz+r7pl6dXk4giZbEvFPki1wYZLoG+7vp/ugFVnl48b7iLvBSRdW6f6+MWwBq0sEhIdNu3qWqDIaRMngV/Il+6fsbKNCzf36fSvsIeSJYLj58iJdiwV44iEiJQb/k6BkuBBdYpj4FU6aaGym34N5JLdeOnuClGA5g8ajjWRDY/XOMUxEonIF/3QQdOCKLYljBS8cn1h20odJQhT+KLJc0fa5codKzhvQzc9Ha3a0VRKpzhWTwrrOGiWQGAlxu0LBtppbclkSKfSOkIywUTVsqjokRehVfYrI4qRw1H385Bqh5VnVgh1WJaQ93xGCl7JAR/szLA+VJOsHIdw7oZenWI7l8q7kX3awrTLZK1gSkQinFu6dn0HTYsLlWs9rXhkyy/qKPiGiyF3TDsGYlUkSAeNImhhvy8r263VW0ELa0h1BM1ufpEkihS1r44dJqpBm0aKY7JNp2KPt49EthShF8CXOmmD0fuQH9ZpuGLjF4uxHmjEnOtYinL7oP6/2WvISerUSCZYF7BcEskJHDTLpn3tGVx2+vrxD9ncyBYnJ8aKfPInT/K5nz3N5dv6+P67drOme/wwPgD3fAF+8Ifwqk/B1itnf6AGg2F6nP82neLwrd+G838Xdr9/2kI+tiW8/8pTOHN1B+/+6i/4rfPX8p7Lt9Qq7BmWFUJlJKI942rpbL9xWl91BE0LKEht7ya3KnJW2oENzz8EgY+4WeAEo/lYz7Nst/6749cqZwWxReTRgk/GtcFLlgelCBUoyxG0TMIhV/RpD/TE0XKSFApjQIsWblCeln+HUg2VpYrY/ihjhMXvwQQy+74Hk1HdixEX06g40ecf0uPp3qgf8osVKY4jiV6KK/rHVfBrSDSRjVIcV+2EdP39RE53rujjttpQLEfQxgo+mei8+0+te14VkUc7UVKbs1DY1RG0UtPsuIMmBHYCS2oj//EaMscSLQDS061TDuuoOFaYQBqlOKrQcYylT47noNWx22heOyvbB9oYaK+TXlhFd2cXjAzU1KfNKoO7dKQxkdHO0zg4YSquXfoNqo2gjRRCBy1Q5cUGsXQtp+2W7eSm9fdHPMWRBiI8UQ3awGkUjj7HQHua09t7iepf3YoatHxzDlq6o/Z7xdItQXQkbIqk2uDkQWgdaLxNmDlgRyIhQXzJKUbrinLbBLHxfR87Eda5QSzFMUprDCPgm6+ARGNHuwLb1Sq7E0VtbRc3qb/HG6U4AtB/Kg2+7UssSQdtKFfki7f9ik/d+iQ713TyjbddwLaBtolfGARw8/+Ge78Ir/u2bkRtMBgWB1uvhLfcDF9/Hey7Uy+wTGUyVsWLT13Bd1e08a6v3curP/EzPvqas+qu7BqWBzqCVvmYbQvFauGKGNoXqoyguZNprNu3XUc5VrSCZbG+J1tfDrpOaiVoJywX1fdIOjwPreIYzfui4aRdm+OjBZ16JYLlJimGDpru++qXFz9EwE7g5ocQpShKUje4Hq9RNRKu3k+ttrNuY+LoYMVc+bFYiqMl2oFOuVNMibN1n7GSgzaOYxClvgZKNy1mTEuA2yIU/ICOBpk7kUhIpd8pOuI3epSsK6SocqLigifRQyI6glbn+ooiYFohMXw+2RLWhI0/HWyU4uirKMWxjoNW7aQnstBVGzVY050hnbDZ1NdS81xdnASsu7C5bWeKZCvU+cjVw7Et7QyV86Erd+XYHB3RtYWVKY6Rg5bUn7Fkq47cSJVbohpM/sP6vGh/mYStr5mw4XOlWqRqPopdIzYzzRo00BG043vHD0fZLgRFXVpHgE/tdy+gW18BcmyUwLLx/YL+PEX1fPUiaFCuFW4GW2ceTJhZazkkU2kYm8BBa4IltRR88MQYf3njw7zwr27mjqeO8qnX7+LTbzinOeesmINvvhkevRHecpNxzgyGxUjPJv35zXTDv+yGZ+6Ykd2u6c7w9d+5gIu39PKKj/0XX7tzr2lsvVyR2omnYwlFv7G0vBVGqyI8Pyg3sW2Gll4dGWrRjWJPH+xgZT0hg9qhAto5syQUNQlT/NziCd3rLLyO4zVoo0Vf16xZIKGDVlJPi6UO6pNP4h59hFy6H0QoeEHjFX6IpThO1UGzaic+0f2oYbdSYW+kmMx+EEyY9tf4oAnY+tKmo/KOJaRdWzsusRRHgIRTfxD1I4PoRabRI6ztStNfHV0qpTiWbSkWeE6m7rlGabEXbOimNYrk9W2r3FcDbJG6KY5+GGmtbsZcl61X1V00a0+7zTtni4CEbekUu9J7WWmPTNLm4HCexw4OV7YjsEIHraTu2VaqeYv/3DRcAAkjaJH99YJM2XmuqEGDKacZT7sGDfQiR1QT2wjLAb+ov3uIrt/GH2IRXYPme77+PO27K3pC/013wuA5U6tdbB2AtlVY9dIsq8YcpThO+fsm2tX0Xr4w2HPoJL9//X1c/Le38NyJMb72Oxfw+Tedyznrmlw9P/oUfPoKne/7ph9A59rZHbDBYJg9Ell45b/A7vfBF38Nbv7zcQu6m8W1Ld774q185o3n8LGbn+ANn72TfceMgMh8IiJXisijIvKEiHygzvMiIv8QPn+fiJwde65DRK4XkUdE5GERuaC5Y9b+vtvWxBG0+Ny26Kuy5PUsImFa2misv1SpHsXPVTposUndSN7j6EgBWwTbSVIs5MtpWKHoRQknhZ07ynCrTi0seIFWth5PJGQyq/dVOHY5QhDbqf4Tfc6jv1GKo9XA+ZnUgZvvteVYlrZ3VBsnVmnMjWrfS5HB6iGmu2D0aBixqCOzDzUpjiPZtQQbr6g5hu/r97q7JVl+f1LtsOXKCdMFxdJpm88c1d95nh+KXAQKy66S2R8vxXEZoJtsx97nKkempyXJjpVtHBsp6B7hpRS8jJaMjyI9bTqNszoCr2iUQqwdZQmdiLRrEzUxB1jTlWFjb0vd62ZSWNOsQQN9vZ36Klixo/E2llPuhUZAoKxxrykhlNn3PRwC3SOtYgOZ+vw+0wXtq3SK+3jXtZMs1QlPmA45AYvWQSv6Af9x/wFe9+nbedk//BdJ1+KH79nNR19zFttXNhExi3j0P+CTF8Pml8Brv1kj6WowGBYhIrDzDfDWW2DPj+FfL9dSvDPAOeu6+MG7d7OhN8tVf38rn/3pU3VXlg2zi4jYwD8BVwHbgWtFZHvVZlcBm8PbW4GPx577KPB9pdQpwBnAw80cNypYj+NYFkU/aLi4qysnytdI0Q/KTWxnkagKI1fwSbuxydjmKxhecQFKhb5SbCLRknTY0t/KU4dHsCzBdpN4+bGybHssMgXAmvPxtlyt5fzRPcq0bP94o2LqDpoltfuWagctFECQyCmaW4fBtiVUI4wifi04dAAAF6xJREFUjk7JAWvkoIkIjmXVTupa+qAwrNMQJ5DZh3CyL4KVqZ3LeI2+p5ITR6+ia+Sevcf45TPH+d79BxgaLYYRtEqREKeU4rg8caMUR6i/ooOu9cx7QWWKY7JNfyCjCFrnOuhaX1P/1/DzFRMEcSwJFwnKMvvphM2OVe0xJ2WKv1uRmMl0P1BN1HOhFPgeKVtxaNQfd5FFBAIsAq+Iq/LTG1vDY0jj+lqAwXPJ9q7jqh3j1NY1yaKqQVNK8eCzJ/j3+57lm3fvpyPj8pvnruFj1541+U7yXgFu+T9w12f1arsRAzEYlh7dG3VU/NaPwKcuhV1vhN3/c3K553XIJh0+9PJTefkZK/nAN+/j2/fu54NXb+P8Dd0zNHBDE5wLPKGUehJARL4KXAM8FNvmGuALSuej3hZGzQaAEWA38AYApVQBaKopVkvS4byq99m2dGpfo8mDVRVB83wVa6Q6e+jIXaz+LCLVjp/1SxG06mFv6m3h4QMnGMl79LpJ/GK+7DjE+osBukbGFWAY17Yo+ME4K/yUJ2VTdtDqpDhGRH3NYvVnoOvqoEr5cRYpT46jVDK7FFUaTz16ZUeKlFv1vO3qHndHn4Jsb+VzJQet/H5Ep1gbZazTPHoSRE7XzrWdpfqpXNHHCxR2LEoDDfqgLSNaUw55L3xPeraWI2Ixko5VbghfctBCwYqq7UWokdmvH0ArO4Pnru+iPe2CvUbXjcZJd+prKTXFgEQUyZ2FPnQVRNf30F4G+3r5yXGfbKLx94YgKMvG833cYGxWhtTA3y4TCvk0SmWeDAveQfMDxQP7h/jRQwf53v0HODZa4CXbV/Dx157NrrWdUwshPv8wfOut+kPw1lvqFq0aDIYlgu3Axb8Pp70afvhH8LGdcOkfwZmvLctnTxHdM+0ivvDzp/nvX7ybM1d38P4rT2mu7tUwXVYBz8Tu7wPOa2KbVYAHHAI+KyJnAHcD71JKjTRz4Or+TI4ljAZB43VVoaJmsRhMsgZtimh5f512mKg6XuQ0BqrWcYkmjEO5Ik5XEq84Vt7Gy9fUjUTbtyQdCt4EEbSSgzbFGjS7Tg1IECpa+kXdW2lsqK6DNleB7lKKY1B20CIHp/p9iHPWmgYtAPpO1RPqSKkuQkTbMV6DJtEYat+AhhG0Jki5Ni8/fSWWJQx2ZsgV/NDBCBC7fgRtucbQ+ttS9Ee9DBuk8CVdizFPL5KUPlvJVv0GOpWfr+oIvKKOAAuE3oN+H7ojEaFG0dENL2r6fGqPU1XLNltE1/fRp2gb2AgHxr+GdQTNRvw8CT+nM+LqNZSeBvVEomaLBeeg5Qo+jx0c5r79Q/zsicP8bM8REo7Fi7b08qGXb+fCTT3j9y8bj8CH2/4ZbvlruOg98IJ3TXuCZjAYFgndG+Har8Cem3UbjVs/Ahe8E876rXJ/oymQcCzectEGfuOc1XzyJ0/y6o//jItP6eO3L9rAmatNyvQsUu9nsvrXu9E2DnA28E6l1O0i8lHgA8Af1xxE5K3o9EjWrFlTdyBRDVrCru90VKuwzVUEzbG18l7e82lPV05URIQDQzmGcsW6in8Xb+nDCwIKw4fxiwWt+leq7arcV+QwZUMHreEKP+g0LjsB7tQ+c269GrRQpQ4vp8sWoNJhCOcMea8qkjBLnLG6XfeJOxqFs8qqiu5UVtbdlI6i1aN1ZcX3V/Re1IugTVfYKH6dJByLgu/jB2BbTkV93HKvQWuGpGPjB4qCF8TUFSUUBqmMoMUj8J4fEASqwQKIMCdOcbQg0KAX4Mwey4XcMawVpwOFcT/DAgRiI34ROxjT9Zurzm64/ZSGIw2c41lgzr2Tpw6PcN++4wCczHscGs5z+GSegyfyPPH8SX51ZIQVbSm2r2zjgo09vPvyLWzpb5l2sR1P3Qrf/6CW3XzjjTBw+gycjcFgWHRsvBTe9lN4/Ifw04/CLX8JO6+DHa/WvYmm+F3TlnJ530u28voXrOVzP32a6z5zB1v6W3jLRRu4fFt/3QmTYVrsA2LdUxkEnm1yGwXsU0rdHj5+PdpBq0Ep9UngkwC7du2qO8N1bYuirxq29hKqImh+UFZUm0VcW9c0jeR9eloqr7/hsSJDuSIbe13OW19HWS+jU7QOjaUQP09L0inL41eN3bGEhG2Rdm0eee4EMI4gR/fGcq+yKWBbdYQCgpg4iJ3QyoR+bcZq3gumfNzJkCmlYUUOWrIUJRkvgjYl1lQGjV3b4szVHXUXspOONWO9nROORd4L8IIAv287dJX7SS33GrRmsC3BtS1yxaq0vbUvKCk3lggj8AUv4NbHD+nvGreOcyTW7Ee1ouNAU7WL0yZKc3TTTJiFLroxtyoWcL2Rcn/ImRyOVU+kaHaYcwdtz/Mnuf7ufYDu0dDXmqKvNcWpK9v57Ys2sLW/tfTDMCMcfQpu+hA89Z9wyR/CzjeaqJnBsNyxLF13uvVKLcV/9+fhc1dDywo49ZWw/iJYebZuSjpJ+lpTvP/KU3jHpZv4xl37+MsbH+aPvv0A15yxkleevYrtA23TX3AyANwJbBaR9cB+4DXAb1ZtcwPwjrA+7TxgSCl1AEBEnhGRrUqpR4HLqKxdmxRRBK3Ru1pd5O8FimxibjS6ErbFSN6rabC+fWUbgtDbOn5zJzuRwlIefYd/Dn0X1E0ZSrk2l2/vD3ugKfYcOjlrk/OoCXAFcWcskYWezXVfO1cOWolSQZhbVnGcg0b3a7vrRycvOaVvxo6RdCyGxzz8QGEn0hV1ieVG1eZ7bjySjsVowac1FZuT1snmEIRcwecnjx2ipyXROBU22To3zbujyFm6wThmkmi+7mZw7WEtxtRoWAiek8EdO4I7PAo9gzM+nPPXd9fWic4Sc+6pXL69n8u390+84XR55k74+T/qVfKzXgfvvGdGmtYaDIYlxupz9c37O53++NAN8J13wNAzOqK24nS94t+1ATrWaoGRRIv+IXXTDSNumYTDdS9Yx+svWMvdvzrGt+7dz29+6nb6WpNcuq2PF23pZdfarpqJs6E5lFKeiLwD+AFgA59RSj0oIm8Ln/8EcCNwNfAEMAq8MbaLdwJfEpEE8GTVc5PCsSTsZ1T/Wqgu8td90GZwIXIcko7FibFiTUSlr7VWuKAeTiLB830vZB2PaNnqBn2LtHIdrO/JsufQyanqw01IW8qtqQEspThCuZl0Hea8d2HJQUuU+6DNQe1hI5LOzKWkJWybglcIRUIqr/vovukVOT5Jx+Zkvogt438WRbQ6akvKaeycgZ7jzsU81wsbwifnoNbacnVNnmWRcq1xHTSAQqqPIwMvZvtaG1pnPoJWIbY0yyytUNLIEXj4O/CLL8PRJ2HXm+Gqv4HWOXAIDQbD4sZJ6kaqW6/S90cOw7474eCDcPgJeOyHcPxXkB+GwkmdLo1oRy2R1T1s6vwvrSvY1TbIrm2r+JPz1vDTYx3c8sQQH/zW/RweznPu+i52reti59pOzhjsmNMfAAqjetI9tE/fujfB2qbagS0IlFI3op2w+GOfiP2vgLc3eO0vgF0zMQ57gpobEalQ0Cv4QeNmvjNMtAAw1dpt17IoJtpJdm6CI3smXDXPJh2Sjh3KzM887RmX9kyVCmu2R0fRlN8w7WrXui6CuW6HEaWCOUkcSxjsTM+rgzaT6Bo0XQ9Vna4bpXOa7iPjk3QtjowEdWtA40TPztZnatJE32VzESG1nDC9EVKOzTBew01FtLCgUgq3rW/6naLnmcXpoCmlGzeePKgdsf13w9O3wrO/0Pm7Z1+nFdvc9MT7MhgMhnpkeyodtjhKgTemFeMKJ7WjUxwN74/E/j8Jwwdg789haB+Jo3u4ZGyIS7o3w7ptHGk/lXuDjdx0UPGNu55h//EcG3tb2DbQxraBVk5Z0cYpA61NRzvGRSk9wd53Bzxzu84yeP4hHRFsXw3tg/p70zBpoqbTzTaq1iIhc5TiGDpoU3UMEo5FNuGQ6RqAE481pYp25Y4VUzrWlFl1tr49cmNDwZ9VHfMxHyinOIoIO9cunSyehGORL1b18QqJHI7pyPovB5pt/xBF5ufqO2NC+k9tmEY849huyRFc2ZHm0MnG/c0EXd8rMnd1YrPJ4nHQbv07uP0TepKRO6ZldbO90LEaVu2E838XNlxs0hgNBsPsI6IXgNz05HP+Tx6C5x+Egw/Svf8eLt//b1w+tA/6tpHbdBZ7U9v5pdrIbc8GfOue/ew5dJLWlMu67gzrerKs786yNvw72JmmI+PWT60rjMCz94bO2B06GujlYXAXDJ4LV/wZDO6cmzqCJU4UQWg0z7JFKPgB9+8b4tSVbXhBUHLqZpvIMZuqaqRtiS5LCEL1NGdmZatnlNYVkFlAvQhLKY7j1/ktRqIIGtRXjAQdzTA0JhuqCk3kTERPL5joq2WDNUcLHpZTqm9c15NlXU9j9VcRoRgo3CXgnMFictDOei1sCZtJR032jNiHwWBYbLT0QsvFekEpYuQw7L+b9L672Lr/R2zd/1f8RuDDqrPwt+/kYGo9+4JO9uQKPHI0z51PHODpI6M8N5yn1xljR8tJNqdPsMk9zOZgD6tyj9E+8hTF1jWw+jzczS9GLv1jrW43xf5Thsa0p/UEotGENJt0uHBjNw8dOMFNDx8k7wVzVnuYcHRj52n3XbNs3dh2hvsKzSgzLKk9bSKndiHbbIokHasUrWiUrmsctPHJhunsE6c4hvWLM9D8eNHRvbFpZcpILdeeA4XcuWDxeDgtffpmMBgMS41sD2x5ib5BOR1x/13Y++5i5XP/l5XDBzj3xAHID5VflwQlNgWrnxH6OKr6ecrdyA+dS7gzsYbHh10O3Z0nc7/NQPthBtrvYqA9xUBHmu5sgo6MS2em8m9L0jHqa5MkcrZO5IoNt+luSXLhxh6OjRYQEdpScyMSknCsmUuNals5N9LaS4XIQVsiE8Y4rm2RsHUUrVEEyGQ4jk9UbzxhwKcUQVuGi2up9om3CYl+thZMKug0WTwOmsFgMCwXRKBnk76d8ZrK54pjWgxBKVABksiStGySQBewCbgitnnBCzh4YowDQ2McGMrpv8dzPHnoJMdHixzPFTg2UuT4aIGRgo9rCy2h0EPStUg6FknHJuFY2JZgi/DpN+yK9XoyROSK4zdCtiyhu2Vu090StjVzK+/922dmP8uFOr3YlhLphE0h11jwxjce2rhE36ETBRoj806pyfkyIhJRWSqRW/MLazAYDIsJd3KCIQnHYnVXhtVdE/d0y3s+Q6NFTox5FLyAvOeHfwPGij6BUvjB0lmhnEl2rGpnbAIHbT5oz7gzIzJjmDwNBEuWCtmkw/CY1zDivlQmyrNFFHn0/fHtFNl3wdSgLVAiB22k0FjpcTFhHDSDwWAwALovT1+bTd8ctLdZamzsXZipf20plx2rmk8TMswgnWu1QuoSJe3aDaNntiX0tCy92ruZ5uItfZWNqusQWXgumpwvdi45pY/hMeOgGQwGg8FgMBgasQTrzyKySaehwMXLTl85x6NZnLRnJq5FlYWm4riAaUu5c1bfO9uYd9tgMBgMBoPBMCmySXvK7RsMzROlihoHbXlh3m2DwWAwGAwGw6TobUkuqebbC5VswmFDT8uEcvyGpYVx0AwGg8FgMBgMk0JESj0ADbOHZQmnDZo60uWGcdAMBoPBYDAYDAaDYYFgHDSDwWAwGAwGg8FgWCAYB81gMBgMBoPBYDAYFgiiJtHpXUQOAb+aveEsKXqAw/M9iEWIsdvkMTabPMZmU2Om7bZWKdU7g/ubVURkGHh0vsexyDGfveljbDgzGDtOH2PD6dHwN3BSDpqheUTkLqXUrvkex2LD2G3yGJtNHmOzqbHc7bbcz38mMDacPsaGM4Ox4/QxNpw9TIqjwWAwGAwGg8FgMCwQjINmMBgMBoPBYDAYDAsE46DNHp+c7wEsUozdJo+x2eQxNpsay91uy/38ZwJjw+ljbDgzGDtOH2PDWcLUoBkMBoPBYDAYDAbDAsFE0AwGg8FgMBgMBoNhgWActCkgIleKyKMi8oSIfKDO8yIi/xA+f5+InB17rkNErheRR0TkYRG5YG5HPz9M1WYislVEfhG7nRCRd8/9GcwP07zW3iMiD4rIAyLyFRFJze3o54dp2uxdob0eNNdZxfOniMjPRSQvIu+bzGuXAsvhHGcKEfmMiDwvIg/EHusSkR+JyOPh387Ycx8M7fqoiLxkfka9sBCR1SLy43CO8KCIvCt83NixSUQkJSJ3iMgvQxv+afi4seEkERFbRO4Vke+G940N5wKllLlN4gbYwB5gA5AAfglsr9rmauA/AAHOB26PPfd54C3h/wmgY77PaaHbrGo/z6H7Rsz7eS1kuwGrgKeAdHj/68Ab5vucFrjNdgAPABnAAW4CNs/3OS0Qm/UB5wB/AbxvMq9d7LflcI4zbK/dwNnAA7HH/gb4QPj/B4C/Dv/fHtozCawP7WzP9znM9w0YAM4O/28FHgttZezYvA0FaAn/d4Hbw+97Y8PJ2/K9wJeB74b3jQ3n4GYiaJPnXOAJpdSTSqkC8FXgmqptrgG+oDS3AR0iMiAibegfr08DKKUKSqnjczn4eWLKNqva5jJgj1JquTRLn67dHCAtIg7a6Xh2rgY+j0zHZtuA25RSo0opD/gJ8Mq5HPw8MaHNlFLPK6XuBIqTfe0SYDmc44yhlPpP4GjVw9egFycJ//632ONfVUrllVJPAU+g7b2sUUodUErdE/4/DDyMXnQzdmyS8Pv9ZHjXDW8KY8NJISKDwEuBf409bGw4BxgHbfKsAp6J3d8XPtbMNhuAQ8Bnw3Dxv4pIdjYHu0CYjs3ivAb4yoyPbuEyZbsppfYDHwb2AgeAIaXUD2dxrAuF6VxrDwC7RaRbRDLoSNvqWRzrQqEZm83GaxcLy+EcZ5t+pdQB0M4HOiILxrYTIiLrgLPQESBjx0kQpub9Ange+JFSythw8vw98H4giD1mbDgHGAdt8kidx6qlMBtt46BTPz6ulDoLGEGHh5c607GZflIkAbwC+MYMjmuhM2W7hTnh16DTDFYCWRF57QyPbyEyZZsppR4G/hr4EfB9dKqGN7PDW5A0Y7PZeO1iYTmc43xhbDsOItICfBN4t1LqxHib1nls2dtRKeUrpc4EBoFzRWTHOJsbG1YhIi8DnldK3d3sS+o8tqxtOB2MgzZ59lG5qj5IbepYo232AfvCVRyA69EO21JnOjaLuAq4Ryl1cFZGuDCZjt0uB55SSh1SShWBbwEvmMWxLhSmda0ppT6tlDpbKbUbnab1+CyOdaHQjM1m47WLheVwjrPNwSj1Ovz7fPi4sW0DRMRFO2dfUkp9K3zY2HEKhKUktwBXYmw4GS4EXiEiT6NTuy8VkS9ibDgnGAdt8twJbBaR9WFU5zXADVXb3AC8PlSLOx+dXnZAKfUc8IyIbA23uwx4aM5GPn9M2Wax569leaU3wvTsthc4X0QyIiLoa+3huRz8PDGta01E+sK/a4BXsTyuuWZsNhuvXSwsh3OcbW4Argv/vw74Tuzx14hIUkTWA5uBO+ZhfAuK8Dv708DDSqm/iz1l7NgkItIrIh3h/2n0ouUjGBs2jVLqg0qpQaXUOvT33s1KqddibDgnOPM9gMWGUsoTkXcAP0Cre31GKfWgiLwtfP4TwI3o+pUngFHgjbFdvBP4UvhD/2TVc0uS6dosrAe6AviduR77fDIduymlbheR64F70Gl69wKfnPuzmFtm4PP5TRHpRothvF0pdWxOT2AeaMZmIrICuAtoAwLRLQi2K6VO1Hvt/JzJ7NDIPvM8rAWLiHwFuBjoEZF9wIeAvwK+LiJvRi8e/TpAeJ19Hb1Q6aE/c/68DHxhcSHwOuD+sIYK4A8wdpwMA8DnRcRGByO+rpT6roj8HGPD6WKuwzlAlDLpoQaDwWAwGAwGg8GwEDApjgaDwWAwGAwGg8GwQDAOmsFgMBgMBoPBYDAsEIyDZjAYDAaDwWAwGAwLBOOgGQwGg8FgMBgMBsMCwThoBoPBYDAYDAaDwbBAMA6awWAwGAwGg8FgMCwQjINmMBgMBoPBYDAYDAsE46AZDAaDwWAwGAwGwwLh/wNAA8a2Y0BRigAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = app_ea.MCMC(filename=file,control={'adapt_delta':0.99999999, 'max_treedepth':100}, \n", + " iters=1000, chains=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase, so we \n", + "recommend using it for exploration and not finalized results." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", + "WARNING:pystan:ADVI samples may be found on the filesystem in the file `./samples.csv`\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean sd 2.5% 25% 50% 75% 97.5%\n", + "--------- ------ ---- ------ ------ ------ ------ -------\n", + "intercept 11.49 0.43 10.64 11.2 11.49 11.78 12.32\n", + "app_ea 107.44 3.12 101.42 105.31 107.37 109.54 113.56\n", + "sigma 0.07 0.01 0.06 0.07 0.07 0.08 0.09\n", + "Check Convergence of ELBO plot to ensure ELBO converged corretly. The data points should approach and stabilize at a maximumvalue, and there should be at least 10,000 iterations. If not converged, run again with a doubled eta value. Default eta value is 0.2 . It is recommended to run this twice with different random seed initializations and ensure the results are consistent.\n", + "Runtime (min): 0.2963\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run VI estimation with standard priors\n", + "v1, v2 = app_ea.VI(filename=file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Process data\n", + "data_dict={'intercept':v1['sampler_params'][0], \n", + " 'Ea':v1['sampler_params'][1], \n", + " 'sigma':v1['sampler_params'][2]} \n", + "\n", + "#Generate pairplot\n", + "arviz.plot_pair(data_dict)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also specify prior distributions and run inference with them. The following \n", + "example is for a prior distribution for the app_ea term that is normally distributed \n", + "with a mean of 100 and standard deviation of 10. All prior distribution \n", + "specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_e5f73e4018e8762a230f1a974a1e3870 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Inference for Stan model: anon_model_e5f73e4018e8762a230f1a974a1e3870.\n", + "2 chains, each with iter=1000; warmup=500; thin=1; \n", + "post-warmup draws per chain=500, total post-warmup draws=1000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "intercept 10.84 0.03 0.38 10.08 10.58 10.84 11.11 11.56 207 1.0\n", + "app_ea 102.78 0.19 2.69 97.3 100.95 102.82 104.63 107.82 207 1.0\n", + "sigma 0.08 5.4e-4 9.7e-3 0.06 0.07 0.07 0.08 0.1 318 1.0\n", + "lp__ 74.29 0.1 1.23 71.04 73.83 74.63 75.16 75.63 167 1.0\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:28:08 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n", + "Runtime (min): 2.0486\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run MCMC estimation with specified priors\n", + "p1, p2 = app_ea.MCMC(filename=file,control={'adapt_delta':0.99999999,\n", + " 'max_treedepth':100}, iters=1000,\n", + " priors = ['app_ea ~ normal(90,5)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Process datasets\n", + "data1 = m2['app_ea']\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = p2['app_ea']\n", + "datalabel2 = 'MCMC With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([90,117])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of batch,pfr-checkpoint.ipynb b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of batch,pfr-checkpoint.ipynb new file mode 100644 index 0000000..33cea76 --- /dev/null +++ b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of batch,pfr-checkpoint.ipynb @@ -0,0 +1,560 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples of pfr Usage\n", + "\n", + "There are 3 types of estimation that can be performed in the batch/pfr module: maximum a \n", + "posteriori (MAP), Markov chain Monte Carlo (MCMC), and variational inference (VI). \n", + "Below, we demonstrate all of these types on the same dataset. Please view the referenced \n", + "Excel input file to see how the data should be input." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import arviz\n", + "import seaborn as sns\n", + "import matplotlib.patches as mpatches\n", + "from ckbit import pfr\n", + "from scipy.stats.kde import gaussian_kde\n", + "from scipy.integrate import solve_ivp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we generate the PFR data with experimental noise added to the concentrations. \n", + "The smooth lines are the unperturbed data, and the data points are the noisy \n", + "measurements we use as our data points." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Seed 5 was standalone\n", + "np.random.seed(5)\n", + "HMFinit = 1\n", + "LFinit = 0.5\n", + "Huinit = 0.2\n", + "numPoints = 6\n", + "taus = np.linspace (0,60,numPoints)\n", + "Hconc = 0.1\n", + "T = [413,423]\n", + "R = 8.31446261815324*(1/1000) #units of kJ/(mol*K)\n", + "\n", + "#True params\n", + "sigma = HMFinit*0.05\n", + "A0HLF = 11.31\n", + "A0HHu = 16.69\n", + "EaHLF = 94.72\n", + "EaHHu = 141.94\n", + "\n", + "try:\n", + " del cHMF0,cHMF1,cLF0,cLF1,cHu0,cHu1\n", + "except:\n", + " pass\n", + "\n", + "size0 = len(taus)\n", + "cHMF0 = np.linspace(10,20,size0)\n", + "cHMF1 = np.linspace(10,20,size0)\n", + "cLF0 = np.linspace(10,20,size0)\n", + "cLF1 = np.linspace(10,20,size0)\n", + "cHu0 = np.linspace(10,20,size0)\n", + "cHu1 = np.linspace(10,20,size0)\n", + "total0 = np.linspace(10,20,size0)\n", + "total1 = np.linspace(10,20,size0)\n", + "\n", + "def d0(t,y):\n", + " dHMF = -(y[0]*Hconc)*(kHLF0+kHHu0)\n", + " dLF = kHLF0*y[0]*Hconc\n", + " dHu = kHHu0*y[0]*Hconc\n", + " return [dHMF, dLF, dHu]\n", + "\n", + "def d1(t,y):\n", + " dHMF = -(y[0]*Hconc)*(kHLF1+kHHu1)\n", + " dLF = kHLF1*y[0]*Hconc\n", + " dHu = kHHu1*y[0]*Hconc\n", + " return [dHMF, dLF, dHu]\n", + " \n", + "kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + "kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + "kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + "kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + "tspan = [min(taus),max(taus)]\n", + "\n", + "#clean data\n", + "c0 = solve_ivp(d0, tspan, [HMFinit, LFinit, Huinit], method='BDF', t_eval=taus).y\n", + "c1 = solve_ivp(d1, tspan, [HMFinit, LFinit, Huinit], method='BDF', t_eval=taus).y\n", + "cHMF0 = c0[0]\n", + "cLF0 = c0[1]\n", + "cHu0 = c0[2]\n", + "cHMF1 = c1[0]\n", + "cLF1 = c1[1]\n", + "cHu1 = c1[2]\n", + "\n", + "f, ax = plt.subplots(1)\n", + "ax.plot(taus,cHMF0, label='HMF, 140°C')\n", + "ax.plot(taus,cHMF1, label='HMF, 150°C')\n", + "ax.plot(taus,cLF0, label='LA+FA, 140°C')\n", + "ax.plot(taus,cLF1, label='LA+FA, 150°C')\n", + "ax.plot(taus,cHu0, label='Humins, 140°C')\n", + "ax.plot(taus,cHu1, label='Humins, 150°C')\n", + "\n", + "#noisy data\n", + "for i in range(size0):\n", + " cHMF0[i] = cHMF0[i]+np.random.normal(0,sigma,1)\n", + " cHMF1[i] = cHMF1[i]+np.random.normal(0,sigma,1)\n", + " cLF0[i] = cLF0[i]+np.random.normal(0,sigma,1)\n", + " cLF1[i] = cLF1[i]+np.random.normal(0,sigma,1)\n", + " cHu0[i] = cHu0[i]+np.random.normal(0,sigma,1)\n", + " cHu1[i] = cHu1[i]+np.random.normal(0,sigma,1)\n", + " total0[i] = cHMF0[i]+cLF0[i]+cHu0[i]\n", + " total1[i] = cHMF1[i]+cLF1[i]+cHu1[i]\n", + " \n", + "cHMF0[0] = HMFinit\n", + "cHMF1[0] = HMFinit\n", + "cLF0[0] = LFinit\n", + "cLF1[0] = LFinit\n", + "cHu0[0] = Huinit\n", + "cHu1[0] = Huinit\n", + " \n", + "for i in range (len(cHMF0)): \n", + " cHMF0[i] = max(0,cHMF0[i])\n", + " cHMF1[i] = max(0,cHMF1[i])\n", + " cLF0[i] = max(0,cLF0[i])\n", + " cLF1[i] = max(0,cLF1[i])\n", + " cHu0[i] = max(0,cHu0[i])\n", + " cHu1[i] = max(0,cHu1[i])\n", + "\n", + "#Plot the data\n", + "ax.scatter(taus,cHMF0)\n", + "ax.scatter(taus,cHMF1)\n", + "ax.scatter(taus,cLF0)\n", + "ax.scatter(taus,cLF1)\n", + "ax.scatter(taus,cHu0)\n", + "ax.scatter(taus,cHu1)\n", + "ax.set_xlabel('Time [min]')\n", + "ax.set_ylabel('Concentration [mol/L]')\n", + "#ax.set_title('Simulated Data with 5% Noise Addition')\n", + "ax.legend(bbox_to_anchor = (1,0.8))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We write this data into the appropriate format in an Excel file (see the Excel file named PFR_Data in this folder). Then we can use this data to obtain our estimates.\n", + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_82e6a9b54a623ac5604ef005a61f1bc0 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- -----------\n", + "A0[1] 10.67\n", + "A0[2] 16.67\n", + "Ea[1] 89.78\n", + "Ea[2] 141.66\n", + "sigma 0.0381655\n", + "Runtime (min): 1.9301\n" + ] + }, + { + "data": { + "text/plain": [ + "OrderedDict([('A0', array([10.67168337, 16.66893137])),\n", + " ('Ea', array([ 89.77730302, 141.65719395])),\n", + " ('sigma', array(0.03816547)),\n", + " ('theta',\n", + " array([ 10.67168337, 16.66893137, 89.77730302, 141.65719395])),\n", + " ('z1',\n", + " array([[0.72825358, 0.71350686, 0.25823956],\n", + " [0.5304 , 0.86895728, 0.30064272],\n", + " [0.38629992, 0.98217443, 0.33152565],\n", + " [0.28135095, 1.06463117, 0.35401788],\n", + " [0.20490872, 1.12469062, 0.37040066]])),\n", + " ('z2',\n", + " array([[0.52602245, 0.84102221, 0.33295534],\n", + " [0.27673278, 1.0203837 , 0.40288353],\n", + " [0.14556653, 1.11475653, 0.43967694],\n", + " [0.07655277, 1.16441126, 0.45903598],\n", + " [0.04027402, 1.19051346, 0.46921252]]))])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Import data\n", + "file = './PFR_Data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map1 = pfr.MAP(filename=file, pH=True, rel_tol=5E-6, abs_tol=5E-6, max_num_steps=1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_1ae81a4b787362df01df8087f4bc0be3 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Inference for Stan model: anon_model_1ae81a4b787362df01df8087f4bc0be3.\n", + "2 chains, each with iter=2000; warmup=1000; thin=1; \n", + "post-warmup draws per chain=1000, total post-warmup draws=2000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "A0[1] 10.59 0.05 1.36 8.04 9.65 10.56 11.49 13.37 701 1.0\n", + "A0[2] 17.0 0.11 2.95 11.37 15.06 16.88 18.91 23.08 670 1.0\n", + "Ea[1] 89.16 0.41 10.89 68.86 81.64 88.95 96.3 111.35 700 1.0\n", + "Ea[2] 144.39 0.92 23.72 99.01 128.81 143.33 159.61 193.54 670 1.0\n", + "sigma 0.04 2.5e-4 6.3e-3 0.03 0.04 0.04 0.05 0.06 659 1.0\n", + "lp__ 89.61 0.08 1.74 85.28 88.68 89.94 90.92 91.92 502 1.0\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:07:55 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Runtime (min): 24.2270\n" + ] + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = pfr.MCMC(filename=file, pH=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase, and it \n", + "does not iteract well with the PFR estimation module. We demonstrate this below." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "Exception: CVode failed with error flag -1 (in 'unknown file name' at line 65)\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m#Run VI estimation with standard priors\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mv1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mv2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpfr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mVI\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpH\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\Anaconda3\\envs\\PyStan_clone_one_at_a_time\\lib\\site-packages\\ckbit-1.0.0-py3.8.egg\\ckbit\\pfr.py\u001b[0m in \u001b[0;36mVI\u001b[1;34m(filename, model_name, pH, R_units, priors, A0_up_lim, Ea_up_lim, iters, algorithm, verbose, rel_tol, abs_tol, max_num_steps, seed, sample_file, diagnostic_file, grad_samples, elbo_samples, tol_rel_obj, adapt_iter, eval_elbo, output_samples, eta, adapt_engaged, trace)\u001b[0m\n\u001b[0;32m 491\u001b[0m \u001b[1;31m#Run variational inference\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 492\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mseed\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mseed\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1E9\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 493\u001b[1;33m fit = sm.vb(data=pfr_data, algorithm=algorithm, iter=iters, \\\n\u001b[0m\u001b[0;32m 494\u001b[0m \u001b[0mverbose\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mverbose\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpars\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'A0'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Ea'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'sigma'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 495\u001b[0m \u001b[0msample_file\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msample_file\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdiagnostic_file\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdiagnostic_file\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\PyStan_clone_one_at_a_time\\lib\\site-packages\\pystan\\model.py\u001b[0m in \u001b[0;36mvb\u001b[1;34m(self, data, pars, iter, seed, init, sample_file, diagnostic_file, verbose, algorithm, **kwargs)\u001b[0m\n\u001b[0;32m 1147\u001b[0m \u001b[0mstan_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpystan\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmisc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_valid_stan_args\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstan_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1148\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1149\u001b[1;33m \u001b[0mret\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msample\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call_sampler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstan_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpars_oi\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpars\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1150\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1151\u001b[0m \u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwarning\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mstanfit4anon_model_1ae81a4b787362df01df8087f4bc0be3_3611639297305177937.pyx\u001b[0m in \u001b[0;36mstanfit4anon_model_1ae81a4b787362df01df8087f4bc0be3_3611639297305177937.StanFit4Model._call_sampler\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mstanfit4anon_model_1ae81a4b787362df01df8087f4bc0be3_3611639297305177937.pyx\u001b[0m in \u001b[0;36mstanfit4anon_model_1ae81a4b787362df01df8087f4bc0be3_3611639297305177937._call_sampler\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mRuntimeError\u001b[0m: Exception: CVode failed with error flag -1 (in 'unknown file name' at line 65)\n" + ] + } + ], + "source": [ + "#Run VI estimation with standard priors\n", + "v1, v2 = pfr.VI(filename=file, pH=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also specify prior distributions and run inference with them. The following \n", + "example is for a prior distribution for the Ea term of rxn 1 that is normally distributed \n", + "with a mean of 100 and standard deviation of 5 and a prior distribution for the A0 term \n", + "of rxn 1 that is normally distributed with a mean of 10 and standard deviation of 5. \n", + "All prior distribution specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_d9f7b73b294695fa4e0a1f02c07c10f7 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Inference for Stan model: anon_model_d9f7b73b294695fa4e0a1f02c07c10f7.\n", + "2 chains, each with iter=2000; warmup=1000; thin=1; \n", + "post-warmup draws per chain=1000, total post-warmup draws=2000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "A0[1] 11.67 0.02 0.57 10.54 11.27 11.67 12.05 12.8 631 1.0\n", + "A0[2] 17.22 0.12 2.96 11.42 15.26 17.12 18.96 23.42 636 1.0\n", + "Ea[1] 97.78 0.18 4.57 88.71 94.57 97.76 100.82 106.76 633 1.0\n", + "Ea[2] 146.11 0.94 23.77 99.52 130.39 145.17 160.13 195.76 636 1.0\n", + "sigma 0.04 2.1e-4 6.2e-3 0.03 0.04 0.04 0.05 0.06 919 1.0\n", + "lp__ 89.25 0.07 1.7 84.99 88.31 89.62 90.53 91.52 560 1.0\n", + "\n", + "Samples were drawn using NUTS at Mon May 25 00:06:48 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Runtime (min): 15.9658\n" + ] + } + ], + "source": [ + "#Run MCMC estimation with specified priors\n", + "p1, p2 = pfr.MCMC(filename=file, pH=True,\n", + " priors = ['A0[1] ~ normal(10,5)',\n", + " 'Ea[1] ~ normal(100,5)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Process datasets\n", + "data1 = m2['Ea'][:,0]\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = p2['Ea'][:,0]\n", + "datalabel2 = 'MCMC With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([50,125])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of cstr-checkpoint.ipynb b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of cstr-checkpoint.ipynb new file mode 100644 index 0000000..e702186 --- /dev/null +++ b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of cstr-checkpoint.ipynb @@ -0,0 +1,465 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples of cstr Usage\n", + "\n", + "There are 3 types of estimation that can be performed in the cstr module: maximum a \n", + "posteriori (MAP), Markov chain Monte Carlo (MCMC), and variational inference (VI). \n", + "Below, we demonstrate all of these types on the same dataset. Please view the referenced \n", + "Excel input file to see how the data should be input." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import arviz\n", + "import seaborn as sns\n", + "import matplotlib.patches as mpatches\n", + "from ckbit import cstr\n", + "from scipy.stats.kde import gaussian_kde" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we generate the CSTR data with experimental noise added to the concentrations. \n", + "The smooth lines are the unperturbed data, and the data points are the noisy \n", + "measurements we use as our data points." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(40)\n", + "HMFinit = 100\n", + "LFinit = 50\n", + "Huinit = 50\n", + "taus = np.linspace (0,20,11)\n", + "Hconc = 0.1\n", + "T = [423,448]\n", + "R = 8.31446261815324*(1/1000) #units of kJ/(mol*K)\n", + "\n", + "#True params\n", + "sigma = 5\n", + "A0HLF = 11.31\n", + "A0HHu = 16.69\n", + "EaHLF = 94.72\n", + "EaHHu = 141.94\n", + "\n", + "try:\n", + " del cHMF0,cHMF1,cLF0,cLF1,cHu0,cHu1\n", + "except:\n", + " pass\n", + "\n", + "size0 = len(taus)\n", + "cHMF0 = np.linspace(10,20,size0)\n", + "cHMF1 = np.linspace(10,20,size0)\n", + "cLF0 = np.linspace(10,20,size0)\n", + "cLF1 = np.linspace(10,20,size0)\n", + "cHu0 = np.linspace(10,20,size0)\n", + "cHu1 = np.linspace(10,20,size0)\n", + "total0 = np.linspace(10,20,size0)\n", + "total1 = np.linspace(10,20,size0)\n", + "kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + "kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + "kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + "kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + "#clean data\n", + "for i in range(size0):\n", + " kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + " kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + " kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + " kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + " cHMF0[i] = HMFinit/(1+(Hconc*taus[i]*(kHLF0+kHHu0)))\n", + " cHMF1[i] = HMFinit/(1+(Hconc*taus[i]*(kHLF1+kHHu1)))\n", + " cLF0[i] = LFinit+(Hconc*taus[i]*kHLF0*cHMF0[i])\n", + " cLF1[i] = LFinit+(Hconc*taus[i]*kHLF1*cHMF1[i])\n", + " cHu0[i] = Huinit+(Hconc*taus[i]*kHHu0*cHMF0[i])\n", + " cHu1[i] = Huinit+(Hconc*taus[i]*kHHu1*cHMF1[i])\n", + "\n", + "f, ax = plt.subplots(1)\n", + "ax.plot(taus,cHMF0, label='HMF, 150C')\n", + "ax.plot(taus,cHMF1, label='HMF, 175C')\n", + "ax.plot(taus,cLF0, label='LA+FA, 150C')\n", + "ax.plot(taus,cLF1, label='LA+FA, 175C')\n", + "ax.plot(taus,cHu0, label='Humins, 150C')\n", + "ax.plot(taus,cHu1, label='Humins, 175C')\n", + " \n", + " \n", + "for i in range(size0):\n", + " cHMF0[i] = cHMF0[i]+np.random.normal(0,sigma,1)\n", + " cHMF1[i] = cHMF1[i]+np.random.normal(0,sigma,1)\n", + " cLF0[i] = cLF0[i]+np.random.normal(0,sigma,1)\n", + " cLF1[i] = cLF1[i]+np.random.normal(0,sigma,1)\n", + " cHu0[i] = cHu0[i]+np.random.normal(0,sigma,1)\n", + " cHu1[i] = cHu1[i]+np.random.normal(0,sigma,1)\n", + " \n", + "cHMF0[0] = HMFinit\n", + "cHMF1[0] = HMFinit\n", + "cLF0[0] = LFinit\n", + "cLF1[0] = LFinit\n", + "cHu0[0] = Huinit\n", + "cHu1[0] = Huinit\n", + " \n", + "for i in range (len(cHMF0)): \n", + " cHMF0[i] = max(0,cHMF0[i])\n", + " cHMF1[i] = max(0,cHMF1[i])\n", + " cLF0[i] = max(0,cLF0[i])\n", + " cLF1[i] = max(0,cLF1[i])\n", + " cHu0[i] = max(0,cHu0[i])\n", + " cHu1[i] = max(0,cHu1[i])\n", + "\n", + "\n", + "ax.scatter(taus,cHMF0)\n", + "ax.scatter(taus,cHMF1)\n", + "ax.scatter(taus,cLF0)\n", + "ax.scatter(taus,cLF1)\n", + "ax.scatter(taus,cHu0)\n", + "ax.scatter(taus,cHu1)\n", + "ax.set_xlabel('Residence Time (min)')\n", + "ax.set_ylabel('Noisy CSTR Outlet Concs')\n", + "ax.set_title('Noisy CSTR Outlet Concs vs. Residence Time')\n", + "ax.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We write this data into the appropriate format in an Excel file (see the Excel file named CSTR_Data in this folder). Then we can use this data to obtain our estimates.\n", + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_5ba48018ebd39946546ec1c500d40586 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- ----------\n", + "A0[1] 11.22\n", + "A0[2] 16.39\n", + "Ea[1] 93.88\n", + "Ea[2] 139.15\n", + "sigma 7.74993\n", + "Runtime (min): 2.0374\n" + ] + } + ], + "source": [ + "#Import data\n", + "file = './CSTR_Data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map1 = cstr.MAP(filename=file, pH=True, seed=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n", + "Inference for Stan model: anon_model_5ba48018ebd39946546ec1c500d40586.\n", + "2 chains, each with iter=2000; warmup=1000; thin=1; \n", + "post-warmup draws per chain=1000, total post-warmup draws=2000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "A0[1] 11.18 0.03 0.82 9.55 10.63 11.18 11.74 12.77 750 1.0\n", + "A0[2] 16.8 0.08 1.99 13.64 15.42 16.5 17.9 21.63 573 1.0\n", + "Ea[1] 93.53 0.25 6.84 79.84 88.92 93.53 98.19 106.83 753 1.0\n", + "Ea[2] 142.7 0.71 16.97 115.87 130.94 140.25 152.09 184.0 574 1.0\n", + "sigma 8.22 0.03 0.81 6.84 7.65 8.18 8.73 10.01 928 1.0\n", + "lp__ -141.6 0.08 1.77 -145.9 -142.6 -141.2 -140.3 -139.3 476 1.0\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:38:09 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Runtime (min): 0.8276\n" + ] + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = cstr.MCMC(filename=file, pH=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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M/16AulmTgkqiwdXDEFT/RI7rwktbDrKibibXTR7L6u/W8cbuVvYWuc4zPX28/GEzd15fEcyW8auH3vi4FccxQYXPzTPKWTi3gtpZk2g8cY7Xfvt5upLpHDHHBOszwI0zynnuvvnUt8R5ZdsRtnzaEblev+rJAGNKvfth0tUor3/cyoaGtoLziAqFFcW06MuU2XYvXzUWwJqth4elRdpA13MpbQRFRERERERERERkeCiUkQh/Q7e3zw02xGOON2clX2gyFJsb27Me5zv+0uoplMZMUGVSWuJQMa6MH/zMn9EB3751BvfVTGfVpsbI3JJE0uWVbUf48NBp77WOwaRnwnxw8DTPLJ+Xdb61u1qjM1yM4dGFs1k0t4L6ljhrth6mYlwZJQ7441gM8Je/v4CayvJI66tweDOtfExR9yZXWJJp99E49S3xyKD4d/eeYP/J7qzj5DpeSXrOzf/728/pC7d0A7Yf6uSjQ504xnvdUIpwPj4ajzy2ePNkUulzWQufdXRTfk0Jb+45Rl9GNU64+skC3Rf7WLP1MEurp/DqHy/mD17+h6xzlJY4PLpwNo8unB20nXv949YBQ4ihhBUDBZe5WvblC3cupb1fLvmuZ7jPIyIiIiIiIiIiIoOnUEYi/A1df0vc4s0LWbWpkZrK8ryb1YVmVeT62Yq6mUGFDEDtzInBpnvm+xfNrWDd08tY39BGZ3cv08rHsPF/tAWVGK6Fv//sFNPKx+Dm6OMVrqpwQwFEIumyoaEt63xv7G6NPE65lgPpsCPc0gzjxR0xx/DTdGhV3+IFBQdOdrP63SYSSRdjDN+6eTr31UynND1vJZ+YgZtmlEfClXzCVRgV48r4rCP6nvBn6AALZk9iWfUUyseWBvd5R3NXVhWM/z7XUnCt4AU+syrGEr+QoCeRGnDNkfPY7PAm3zle2/45Kde710/efQP1rWcjr5k/fQJ33nAt0F/ZUt8SZ8MA82DqW+KcOHuREqe/Pd1AYUW4EsW1BNU54QqbfC37chnMa4uRL3wZ7vOIiIiIiIiIiIjI4CmUkQh/QzezHZbr2rwVBIXaP+X7mV8Vs7mxndqZE/n5jqMFZ134j8Ob4WGua+ns7sUx3hwXCIULBa43V+SQa8j8TzbuY8F1kyIVCP0HscR7EpFrdYy3yW/TP3//0w62hKtvQozxAgrHeNd5pqcv8vNxZbGcgYdfAXOoo5t3f9cemdPipI8Zvr7fq63kufvmA97n8uO39zGmxMl3a7yZOzEDxpBMZd9zf+2nu3uj96PA8WKOVzEzmBk4jvGCQfD+/UrGLB/HQGvXBZpPf8GGhrZI27hCIUTm3KCVd87hsXRFVKZwsBiuRAHvHodb6uWbTVPIUFqkFTpWvusezvOIiIiIiIiIiIjI4CmUkYjwhm73xT5e2/45rmspK81fQZCvXVJ9S5yXthwMfpZIury05SDP339TEMw8saSq6JkamZvhYSUxwwcHTuHa/mqKn+84GsyFyaUsZnhs4ezgcX1LnPUNbZztSWS91rUEFSWOgZKYg2stqZQlFvPaqYWv1eZIHXLlEE66lZp/jlyVI719qcjrwsezFjZ+ciLyvDFeABK+8vDnV98S5wev7gjaweUzY+IY1vzhIg6c7A7Cs3d+d4LjZ78MXlM9dTzNnReyrs2k33/yfG9wnXfNn8rz99/E+00neeXD5uA9pTHD9PIxkeOGj/PtW2bwm/0dQVs6i9dSz7reHKH7bp7Ob/Z3eN+xPpdVmxpxrQ0CPj+IyhT+PqVSLtdNHltU6LjqwVovuEy/16G/pV6h2TSFFKo0GwqFLyIiIiIiIiIiIl9NCmUkS3hD94HaygE3i3O1S/I3ssOhiGu9eSW7j56JbFgPNOti7a7WIBQIb4YbvM3+b98yg6nlY4L5IQZL+dhSVj1YywubGiPzSXy/d+sMnlk+L1LRU0xQAbDgukmsvKOKF3/VSApwXZcX32miL6PtW1GKeGHKQmX5GE529w742hLH8D9VTWZ3KNwxBlY9WOu1VHuniQu9yQHbkgGc/iIRacO26/MzpFLRkGvCmJKsqhe/wuYbsydz5uBpUinvc33+/psA+PmOo0FwVD1tAnWzJmYFS+B9tmUlTjD3JzznZ1HVZCaPK6Pj/JfMmzqej9LfH2MMrrU5A77M4GNp9RRKYt77YrHiQ8d4TyIILsMzZYYym8Zf11DDHBERERERERERERldFMpIlszN64E2iHO1S1qz9TC9oUDGb7Xlt3ra0NAWeX2+dktrd7Xy47f3AfDRoU6evaea8rGlWQPWc80P2dnclbNiBaDjfLQqY2dzV1FBBUDddZOI9yRIptuTpVxIuW7xQUyIS/+9KaSYQMYAqx+u44MDpyLPWwsb/0dbUfNbImtzLa9+eITePjf43DLX+UnGPBqA8mtK6OlLsWV/ByWO4ft3VvFoui1YuCoK4MipL2g+/UXk/deOK2Xx9dcytXxM0E7s3prpbElXw4D3HfU/rr1t5yLfi9XvNgXfg4pxZazZejh43m8tt/rhOmoqy/v7qBXop5YrNMz3e1EoXMxnqGHOcPJ/5zN/r0RERERERERERGR4KZSRiKH+1X7mJvXS6ik4hmjLKeP9dyzm8OaeY/SlvFZjqx+u44klVTnPs7mxPfK4qf08//VfLMl5/lzBjr9JDv1rAW8j/w9f2xnMH6kYV0ZpzASVMqUxw/cWz2HimBJ+9lFz8N7SmOHRdMsz/9gxx+ACyQKhTlnMcPucyZEwwTeUMCcXC7yxu5VjZ3qyfjbYQMY/3tEu71gO4MQMrmtzto8LO/9lMvjvRMrSePxccM8qxpVF3u+3YAvr7k3yfroqpqfXO9bqd5si78u8hzuau9j0r+4OHvuVVeEgxp/x41rLqk2NrLxjTihYyz8zqVBoOJTXZQqHPrGYw/GzF6lviQ/4fr+CbEXdzGBG01D4v/N++OZXKKliR0REREREREREZPgplJGIYf2r/cwSEAMr7/A2j9ftasXiDW7/yUavEibXxvKKupl8dKgzeFw7cyJrth7OuemdGQyFN8krxpXx4jveBr0vkXT5s7f3BYHRTx9ZQOOJcxgIKjvAa+G2vqGNzu5eppWPyTr20uopvLLtSKS9Vthtsyex6qFadjZ3RdqKXQ57c1Su5BNzvJDFSc9n8e+MAcaVxbiQSAWvnVkxltPdvbhYjClYWJJzTStf+QdW3lGFJX9lkGNg8dyKSIC08ZMTnDh7MfK5GSDmQOgpmk6co77Fe58fxPz2cCfW+ueKrttNhzHFVrYUO6PFf83O5q7I44He84snl7KhoY039xzj9Y9b2dDQxi+eXBoca6AKMsj9+1MM/3fe/0yuZMWOiIiIiIiIiIjI1U6hjEQMNN+lWDubu3Cj40dwXbhu8liWVk/hl7uPkUyXPrgWVm1qpKayPGsT2N9o9isffr7jKIn07JBv3zw9MhfGl6/9Wk1lebDxnUpXfPgb0SkL/3XHUR68bVbWBrj/3ytf3UEyZVn3cStPf7O/XdbO5q6C1S4r7/CqgA6c7B6wKsYB3AFeM1z8WTsGy09/3wukOrt72XrgVCSQATgRv4gxBLN8BivpekFCSczkvQfW5g5rWs/0RKqSvrd4Do8unM3L244EFTWuhZe2HKTq2nGR9mjQX/nxw2XX89r2z3FdS1mpw2MLZ/PYwtk5Q4/M71CxLqXSbGdzF0m3fx7O+oY2NjS05TxWZgXZ5sb2IYcy/u98os/Fxbtfl/K7LyIiIiIiIiIiIvkplJGIobZg8vmzXU5392ZVM5TGTHDM1Q/X8ZON+4LNc9fmbx/1xJIqnlhSxZ+9vY8v/Tk11vLepx18cPA0657q36wutCnuBzSPLpzNhoY2NjQc52Jff/iw/2Q3BzoOEHMMt86cyMo7qoKN7le2HQnak7kWXv6wOXifY6Ak5hAz2W21DBDvSUD630462Mjl2nGl/Mk/upnV7zb1X+cISLpe27OVd1SxubE972wdxxistUNut2Yp3OLNAntyVBI9cvt1VE0Zzxu7W5k+8ZqgiunZ5fP46NDpIITZfqiT0pjBhEpiDHDX/KmsqJtJvCfB6ofrgmooyF0Bs3ZXK6s2NZJyLWNKB9fG61IqzTIDUQN5j5VZQbaibmZR58gls6JMM2VEREREREREREQuH4UyXyPF/vV/sa2ach3/Bz/bGbSaijkwf9p4rh1fxvwZ5cHQduivgFm1qRHXWsoG+Mv8tbtaWburNev5zM3qYjbFD5zs5o1QpY7P4AUmbsqyt+0ce9v28Veb9/PEnVV0nP8y79r8c2W2/IJoxUHFuLKCwUZ3b5KaynJ+8eRS/mrz/sve6izMv958HAM3Tp/AZye7I89XThxDx/negkHN/OkTaD3TQyrlQnq2Sz6ZP3nk9lk8UFsZ+l6dY9uBU6x7elkQJry05SAfHeoMQp9v3zqDrZ+dCipiamdOZNWmRpKuJWbAcbw1vFnfxuOLZke+l/Ut8eC1AIm+4oOV+pY4x89epCTmkEoNvtIsMxAFWN/QlrNqLVxBdqkzZfxzK4QRERERERERERG5/BTKfE0U01ZpqC2bfDubu+gLlcakXDhy+gJtZy/yr1fckrM1WU1lecFz1rfEWd/Qxhu7j+Xc+M/crB6o/Vp9S5wXNu7LqmgBKImZrCqR818mefnDZu65cWrBa7eQFcgY4MWHalk0t4L6lnh6WL3FMaQHzkeP4aaHzT9333yuKY0VPF9YzIFv3zyD5s4LHD71RdHvK8Yd11fQ0HqWlGvZnxHIOMarYvnZ9s/zBi1lJQ7/9rFvAN73472mkwPOvfFmxhhWP1zHE0uqWLP1cOR71Zfqr6paNLciUjXiAvfVTOfZ5fOCyo9wyJKykEp/xomky7pd/fNb/BZi4WtxHFNUsBL+/SpxDN+/syoyl6hYmeFIoao1v4JMRERERERERERERg+FMl8TA1WQDHUWRtjS6imUljiRoeyWwm2cCv2Fvr+m3j43ZyBz5/UVWWHPQO3X1je05QxkwAtF7rw+Omje13qmh2fvqeaVD5uDtTjA4usrOHz6AmcuJLLeY+mf/bG5sT24DofsihBDNGCqnTkx0p7Kd+vMcj5tj4YjKRf2tMQZW+rkvrAhKokZjp3pyRu4uBZe/ag5bzu2qRPKeOWPFkfax1WMKytYkQMwZUIZC6sqqKksB7K/V34bPF+4LZwBGk+c44kl3hyfNVsP49rClTnh72f3xb7IZ/PgN2YW/D3wg8zjZy8Gv18p1zJr8thhqTxRBYuIiIiIiIiIiMjVRaHM18RAFSSDmYWxdldrzrZJi+ZWsO6ppcFMmQ8OnCLl2sj5MqtxClXn+GvyN8kNYAxUT5vAj+66IW+VQKGN7Mwh9Yb+gMS1sLxmOgurKiIzYwD+cW0lf/qdW3igtpINDW2c6u5l28HT7GmJ555On/bRoU4+OtQZnMehv31WsAYDD9wyg2eWzwvuyc93HM1eu4HrKsaxv70765S5QiHfLZXl/NGy63nxV40kUjZyzYUkU5aT53sLvqZAJzK6vkjwyrYjTC0fE7QI8z+zP/9VI7150rHOLxK892kHWw+c4vV0m7J1Ty3llW1H6Dj/JSvvqIp8vkurp1DiGBIpry3cW/VtwfnCP/OVOPCtm2fk/H42tZ+PrOXzzgus2Xo45/czUh0TcyhJf66DbVsmIiIiIiIiIiIiXx8KZb4mBqogGSi08a3d1cqP3/YqHfxKjsxgJjyfIzOACVfjrHqwltXvNuWtzgmvKeYYvrd4Tt6WUMW2Xnt04WzerG8jkXQJzYMHvKBi77GzPLN8HlVTxvNnb+/D4rUHq5oyPtic/8vfX8CarYfZ8mkHFi/YcfBaZ+Vj8dp9LbhuEjMmXsMHB07Rlw4RrIUPD53mmeXzgP4wKusYFv7+s1NFBSphU8vHUFNZzovfrYu08hqsYsMcnwXe+7QDgLf2HAvmwDyxpIp/8+tP6U2lCr6/L2XZ0NAWfJ4fHjpNIumy/2QTjSfOUTdrUjCU/t6a6cG5kik30t7se4vnsHZXa/BZrbyjir/8/QU5vzPhVmgAn7afZ9/xczm/n+EgM5Vy+f6dVcyaPHbI7f9GwqW2KBQREREREREREZFLo1Dma6RQBclAoY3Pb8cVflxMxUp9S5yXthwMWnj1JV02N7YHm9qJPpeXthzk+ftvirS7yhx8vrO5iwMnu4PNeD/s8QfBxxzDT9OzSPKt6cWHavnJxn05qzze+7SD33x2im/dPD0IbVwXfvL2Ply8KovVDy9g77GzQUBhgYdvn8Wv9p7IWzligJKYw/70Jj9A+TUlnP8yCUSrk8JhVGYxSb5WYoVsP9TJ7qNneGzh7IKtvDLXm6vFmjGFq2Py8efAHDjZzebGdmZOvIZDpy8M+D7/VOEAJJF0WburFfCCrpKYQ8rtD7FcCxXjyoLHjy6czfqGtiBwfHThbCD374P/vdnc2M7Y0hhb9nfkrR7LDDKHMkNmJA1Hi0IRERERERERERG5NAplJFDM/IrMSoIVdTMHPG54M9hv4VVa4rCibia7j54h0efiAr893Mmuz8/w+KLZQfsp/5/M+TKOgRLHcG/NdJo7LwSVJSnX8pO391FTWZ6z3dTO5i72HjtbMFhIuTaoggEvGPD/O+mSM9D5vPMCufIOL4zxqnwAXv+4NXivH8iAN9jeD54Wza1g1YO1bG5sp+uL3qwZMoNlgd4+l1PdvTnXmEtJzPAv7rqBHc1d7Dt+DteCEzM8edcNvLb9c1xrvTAklR0c5VIaM3Rf7OP//u8H8v68L8eBOrt7qW+JBwFI5nwhPzDJfOfmxvbgO1Bs4OirqSwn3pOgYlwZHx46nbd6bLDHvdIG06JQRERERERERERELg+FMjIo4UqCzJky9S1xNjS0YSEIVSC6GewYuGv+1KAipqaynJe2HOS3hzuDKoh1u1rZ0NAW+Uv+zPkyroVEygYtq8JcYH2o7ZW/Nj8YKqYHV6GX5Ap0Zky8hjGl3XzZF207Zgz8+Xe9yp36lji/3H0sZ7XKLTMnRtb64q8a6UtZnMwhOENkIRI0Beujf9aNCc26cV1L+dhSllVPYW+bV9mTTFk+PHSa66eMo3raBO6tmU7jiXM0HT/H79rO5b1n86eN598+fhsvbTmYd33Ty8dw4uyXWcd4/9MOPjx0ml88uZRfPOnNK3pjdyt+dzeDN6MHLKnQrd9+qJMdR7pYna6aKiZwBK8936pNjbjWBi32wlVZmYo97ldBsS0KRURERERERERE5PJRKCOD9sSSqqz2YOEWYhCdIbK0egolMW8zuCTmZLUoe/7+m9h99ExQBeG3N/P/kr++Jc6JsxcpcQzJlMVl4PkmmVlGOBgqln+MXC27/PMbvKqfZ5bP45nl83juF/WcPN8bvM61EO9JBNe6+uE6Xti4L6u6ZN/xc/zhaztZ9WAtf7O9ORhMX0wVCvTPqykUjuR6PjzrZvrEa9h28DSplLdpXzGujH/3XrSyxa/aOXz6An//mdfay68Gcl2LSX9GYfffMoOdzV3UzpwYqbIKG1tWQswxWfNuwt+FpdVTvHtuvLvvfz4p11IWM3z71ul0nP8yuAdJ1/LCRq9qCrzvQPfFPpraz2cFiuB9h8MzdxJJl3hPgufum099SzyYKTRaQphMo62yR0RERERERERE5GqkUEaGxc7mLvpCw+n9GSLBxq/1KzBcNjS0AWTNjtnQ0Mabe46Rcm3wl/zhCpeSmMP3l8yhbtYkGk+c4809x3K2vCqJmWBuiK9iXFnBQMYAVdeO41i8J3hd8PJ0hY//vAPcdeNUVtTNJN6ToPtiHy9tOUjtzIl0ftEbOW6JQ6Qi4YklVXz8eRcbPzkRnBcIqoRe2NQ4qLkxJv1PWYnDqodqOXCyO++8nEwxx7s24xgaj5/DbTuH48C08jE8cvt1fHDgVMF2Z8lwUZBr+f6dVTy6cDavbDsSqWD62UfN2PQan72nmqb283Rf7OOTdAUOwP03T6dqyvggsHIz1B3kAAAgAElEQVSAWDro8QOicPs6iIZMfSnLbXMms7R6Cn/wyo7gHqYsvLztCNsOnAqCLoCPDnXS2nWBP/3OLcFzO5u7IvfeMSbnd9Bvr+e/J1fQ47fKC889+iqEIaOpskdERERERERERORqpFBGhsXS6imUljhBpUxprH9Gys7mLpKuTVcveC2i1me0J/M3ix9dODuyeb1m6+GgwiWVcrlu8thg4/uxhbODdml1sybxwYFTNJ/+gorxZbyy7QhTy8cEbdQaT5zLteyABY6fvchfPLKAzY3tkYoOm/6fEscLCRzHsKJuJjWV5fzV5v3sPhoHvI3+cIXO/Gnj+dHd1exs7gquce2u1iCQ8Y/thMp+MgOZdFFIweoXx8CqB2uDe1hTWR60+Url6dY2dUIZr/zRYl7edoQt+zuC8CXlwsnzvbz8YXNWtVEmB69VHHih0qzJY1k0t4Jnls/jg4On++f8pI/d2+fyd00nefqeecR7EuxNV7QYoHxsKTWV5cRiDm7SpaTE4Uf/8/VB2BHvSWTNk8m8D90X+7x7UDWZj9OfCcD/OBaPBDK+Vz9q5oHayuA7WDGujFi6hVvMMax+uC7rO+i313urvg2szQp6wJtJ44c4fgu01e82BY/D33sRERERERERERH5elEoI8Ni0dwK1j21NOdMmcwh7ZntyTKPE36u0ByM8GvrW+K8+I638c3pC8FrfrnnGKu/W+dtoqeVOOA4DsmkS7TYwxLvSfD8/Tex40hXpJVWzDE8eXf/kPv/81eNpNKt1MKMAWO9OSf33zIj2Iz3Kyw+Tgc0YUFlTkZu4BhYPLeCPS3xghUrKUtW6DRr8lhWP7yAN3a3BjNhwh5PV3ps/Sx/NUyhYpt7bpzKl32pIPyweKEGeJ/L44tms3ZXa9bxjnb18OO393Hn9RWUljhBq7Sl1VO88C7lfUeSKTe417uPnuGHy64fcBTQa9s/54HaSubPKI+EMp3didzXZ4m0yFv9bhOu7Q9kairLWbP1MBXjynJ+f3PZ3NhOvCcRhDh9SZfNje2Rx7m+96PVV6UCSEREREREREREZLRQKCPDJl9rJL892fqGNt6qb4tsxBdzzGLmYGS2T/MlU5a/+e3nwc8MsPKOqqAip/tiX7D5X5Zekz/7ZVW6lZgfyDS1n8e1FteCm2fYy3dvm8W7v2vHtZbXtn9OKl0hlEi6WSFFPtdVjGVsicPRMz3sPhofMIwAONzRzZqth4PrSbmW0pih6tpxOV//8x1Hae68kDXDpVgf5pgN03jiHGt3tfLG7lbO9vQVfP/HR+OUxUzQ8sz/XP0AzhgT3Lu+pEtT+/kB5wilXK9lXt2sSQOu3wBjSp1INZcfnBgsTSfORapbVj1YS1O6ZV7KtcRiTlalDBBUUIWDxBV1M9l99EzOYHE0C7d1UwWQiIiIiIiIiIhIcRTKyIjwA5vHMtqTDea9hWS2TwtrPvVFsJlfEjPBfz9333wAHqitzFrTE0uqqKksZ2dzFxXjylj9blNQKZEvHHj2nmrKx5bi2hO4Fmy66sIPF4p1PH5xwNeEW4cB1LeeZU9LPDJLJpGyHE5XDRn65+JY4Ms+ly37OxhOhzu6iw6ewAtR/JZnEA3gMu/5lPFlOKa/FVoufrVOvCcRmQEUNn/6BO6/eTrlY0sjn7dfkZVIB0KHOrqDc/clXeI9Cf7y9xdE2usdONkdBHfGwNPfrA5a62UGif536WqqKAkHWVdbBZCIiIiIiIiIiMjlolBGRtTlGjTut097ZdsR3v+0IwhB0rPsAS+YcF3L6x+3siE006ZQhU94pohNH696+gSaT38R2fQvK3F4oLaSAye7+9uRAU/efQPdvUle/7i1YKBQDMd4lTjjxpTw5p5jQbWOf135Dm+AKRPKcC2c7UkE7cqGWCSTU8wx9OZp6ZVvTbmqRsKfRWvXBV7+sBlrYeMnJ7zZOwU4QLwnQcW4MhxjsDb7njSf/oKfx3uyqjoWza1g1YO1rNrUSNK1kfZnxjGcOHuR+pZ4ZH07m7tw0+dw8Obi5LqOXI+vBoVaC4qIiIiIiIiIiEhuozKUMcbcA/wJsAiYBfxza+3PQz//OfDPMt62y1q7dIDjLgf+A1ALnAD+2lr78vCtXC6nRXMrePWPF1PfEg9m29TNmuS1oepzIVRpkehz2dDQVlT1QnjzORZzONr5RVagkUi6rH6nidrrJgWVNAZoaj/P8/ffxLEzPTlbfkH+yhvf7906g9vmTA7WuWbrYVKhBQyUrVig84vcc1WGYv70CZQ6hv0nu0MnsSyrnhKZX2P8/7FQGjPMnz6BMxcSLK2ewo0zyge8703t5yOPC4VIBq8Kyq+wSbkWxzFUThzD8bNfRo6Rr6oj3pPAzTFgx1pY93Er60NBHgw+lLja5q8U21pQRERERERERERE+o3KUAaYADQCf5v+J5ctwB+FHhfclTbG3AD8Gvgb4J8CdwP/jzHmtLV2/SWvWAoa7IZ1fUuc9Q1tGIjMJIHcVQl+BYTPBd7Y3YprKTgPw1/XD5ddT1P7eb7sS7E7VEURtrftHJ+2n6c0Zki63uyZ7Yc62dXcRV+eRMEAD9w6g/c+zd1KzDFwb830oC1WfUuc42cvUhLzwoBcRzUmHYgwvNUw/noPn/oi63mLVynyb35/AW/sbmXGxGt4Zvk8ANY3tPHmnmN82u6FOO/sPcFPH1kQ3O+1u1rZ3NjOirqZwXUC1M6cyEehIMtvBecrceBbN89g64FTJFMWjKHpxLmgqinl2iCQ8YMvx+Su0IFQC7M+Fzf9WseYYI5QZpgzmFDiap2/cjVWAImIiIiIiIiIiFxOozKUsdb+Gi9A8aticum11p4cxGGfBU5Ya/+X9OP9xpgleBU5CmUuo8FuWNe3xPnBqzuCIetv1rex7qn878lXAeF328pXObF2VysvbNwXVNfkqmjJnF3Sl7L83q0zuNiXYvuhTixkDYMPizle6PLBwdPBPJzweVwLqzbto6ayHCC4TyWO4YFbZ/Cb/R1ZbdFiBlbeUcXp7t68YU/YQJU6YTlDILxgyw8mwsEKeG2+kqFFpiy8sHEfTSfOUT6mhJc/bAYIApiaynLWN7TxVn0b4N3ju+dPpfH4Oc709AXnXHlHFbMmj2XLfq9dXSrlhTFlJU4wDwa81mJ33TiVFXUzifckCgYojy2cHVRY+a3QVr/blLcaJtzKLPw400jMX7naKnFERERERERERESuRqMylCnS3caYU8BZYBvwZ9baUwVevwx4L+O5/w78M2NMqbW27zKt8yvvcm/2rm9oCzbRe/tc1je0FTzPzuYu+kKb/P4mt/+zzHUurZ4SVDzkEnNM1mZ7fUs8EshANJAwwDdmT2LlHVW8+KvGSPDym/0dPPXNanY1dxUMZMBrjdV44hz33jSN5s4LXDuulPqWeOS8SZegKigYPp+yTCsfw08fWZBVBWQtzJo8lkcXzmbrgVORe5WLMXDzjPJoO7IMlRPH8Mjt1/HqR82REMoYeOCWGYC3RugPJvzvTcW4MkpiJrKOlPVCL5MxJ+Y//+YgZy4kIvfNtWS1fistcXh04WyAoIWY4xiajp/jh8uup7s3yZt7jpFyLaUlDs/ff1NRlSy9fS4xx1D38CSeu28+4IVE+b7/xQaKl3v+ylCCTQU4IiIiIiIiIiIiI+9qDWX+DtgAfA5cD/wF8PfGmEXW2t4876nEa3kW1oF3j6YC7ZlvMMY8DTwNUFVVlfnjq8LlbrtU3xLnrfq2IPCwwFv1bTyW0ZIsbGn1FEpjJti4Ly1xqBhXlnedi+ZWsPrhOv5s4z5y5jKZyQBeuJMvy3CMFwSseqiWRXMrqKksZ/U7TcE8lZSF17Z/zsKqyZGB8QB3Xl9Bb9Kl6cQ5rPUCoTf3HAsCi8zKG19ndy8fHDgVuU9v7jlG7XcnsfKOOZxO/zyZshjjzVZZNLeC7y2ew9pdrbkvxD+WhQdvm8Xym/rY+MlxOs73ZlXEdF5I8EBtJUBQ2QLw8G2z+HXjyaDK5609x1j39DIgVNUTc7C5ZrUE/9Pv5Pl8v55Rjy/q/3784smlvLLtCO992sHetnPsbTvHs/dUs+7pZUUHDzubu4LAK+laVm1qpKayPGjPla+13UtbDhZVATOU+SuDCU4GU4lztbZSExERERERERERGQ2uylDGWvt66OE+Y0w90AL8E7ywJu9bMx6bPM/753kVeBVg8eLFwzy946vhcrdd8lpbuZHnUqnC51k0t4J1Ty+LzJQZaJ1+S62fbNyXFXrkOt/S6imUhYKfmGNYececoK1VeKN80dwKVj1Uy8pXdgQVK6619Caj1wXQcOwsrmspiTk8vmg2BiKhSa5ApqzEYWr5mEg1DEAy5YUHrrWUlTh8Z8FMfrX3BCnXsvrdJmoqy3ls4Wx+uftY1nvD/EqhRXMrON+bzBnipFKWnc1dVE0ZHwRHjoELiRR9oevsS7/uxNmL/VU9oZ87BhZcN4n9J7tJpbyqkR8uu56/azrJ0a6evGsMK3G8NmPh0OJiXyrymlc+auZ8b7JguBe2tHoKMccE9ynl2qKCDf8aC82q8Q1m/spgg5PBVOKMRCs1ERERERERERERye2qDGUyWWtPGGPagBsLvOwkXrVM2HQgCXRdrrV91V3utku5hqvnOk9m1UCuDe6B1llTWc7376yis9urxvjgwKmgvVWuWSHh4Kc2Hcb41RO51rT64bpISLLyjioaj0dboKVSNph/Al7al9nay/fArTO4fc7kYG0bGtryDqFP9Lls2nsiqARKpDfbn7tvPqsfrstqxeZzDKx+uC64puyaIY8x0H2xj//4/sEgOHIt/P1np4jFTDAzpjTmVen8xy0HgySzJGYwENzrVQ/VAtFWcw/UVkZCrXyum3wN//kHC4FoJc7tsydFXmctrNvVyoaGtqIqQRbNreDJu28IqoAsUDGuLO/r/WDDX+2C6yYFlVPDYbDByWAqcS7377SIiIiIiIiIiIjk97UIZYwxU4HryNGCLGQH8EjGcw8Ae77O82QG2uy91NkU4eNXjCvLOYi9mKqBYtaZeYxnls8ruHY/+Fm7qzUIW/wKl4ljSnht++dBAPOLJ5fyxJIqairL2dDgtWOrqSznp48s4IV0dU4sZnAgCB78mScljmFsqcPFvv6KEgM8u3xeZF2Z9yk8hN5CpDWba70QhfQ6vn3LDJpPf0H1tAlUTx3Plv0dYAw/uuuGoIoIvKqjN/YcC0KW8PFe2/45qYzQxHVt8H6LV8GyoaEt8v65U8bzo7tuCD5bILhH4Xu9+uG6nJVMvpghCGTCbcMSSZfdR+PEHIPr2kiLt8QgKkHKx5Zi0u9zgHhPIu9rl1ZPoSTmBG3b9refH/D4gzGU4KTYSpyhtFITERERERERERGR4TEqQxljzARgfvqhA1QZY24HzqT/eRFYjxfCXA/8X8Ap4O3QMf4WwFr7x+mnXgb+lTHmJeAV4C7gh8APLuvFjAKFZmoE1QqO4XuL5/Boke2iijm+f46XthyMtMLa2ewVLmVuKhc6Tq7Kg+fumz/gMPQNDW28/nFrUGWSSLqs29UaCRQyN/7XN7SRSLpsaGhj1YO1xGIObtLFMYYf/c/X87OPmklZr2oGvAqSedMmsP9kd3DMb944NWfwlPlcTWU569NrzORXffzNPxwNwoOjXRe49+EFtJ29SCLpsmpTI9Df3m3R3ApWLp7DL3K1MAsFHj7HkPWZv7ztSOQ1h099wQsb9/HTRxYAsPLVHUFo48+g8WfzLJ5bkTWHxz+P//4f/GxncD0+bz6N5YFbZ9DceYHDp74AvDCpUMVL2NLqKYwp7Q9CKsaVsWbr4ZzBxaK5FTy+aHbwXRio3dlQPLpwdtCeb7iDk8G0UhMREREREREREZHhMypDGWAxsDX0+M/T//wX4F8CC4A/BibjBTNbgT+w1naH3lMV+m+stZ8bY74D/Mf0MU4A/6u1dv3luojRLhx0JFKWtbtaWV9ku6hihEMfv3rB3ywvZt5GuIpnsJUHmTNDwnIVcvjHywx/Nje2k0y5QcuyHc1dkTZiJn1NC+dW8NnJbmz6uSVFVEb415ev5RjAf9vVEgkwki68sbs1uC7XRofagxcCvFnfFnmfX0GS6du3zMiqatp64FTW61IWXti4j2/dMiNSRZNIz6ABgvudy+J0aLOhoS0rkIk53uJijuGDg6ejM2woXPESllm1tfrdpsh37MDJbjY3tjNlfBldFxLUzpwYCXGGqw1YZlXXowtnD8txRURERERERERE5MoblaGMtfYD8o+/APhHRRzj3hzPbQMWDnlhXzOZLZws0Nvn8tKWgzx//01Af5uqYgeuh4UDDsfAXfOn8vz9NxU1b6O+Jc4PfrYz2DBf99TSQbVsypwZYgDHMRgsGZkAMyddEwQLmeHPirqZ7D56Jng8Y+I1wLngvd+YPSmYsbK+oS2ywV+oNVx9S5wfvLqDRMpi8Ga+5PJFbyrruTElTiRgyVXlcUtlOXvbzgXXPnfKOI529USOYww8s3weAGt3tfLG7lYu9CazWp/5XAunzn8ZPQZeJUvm/c60+6gXVHzzxmk5fmpYeeccDLDu49bIZ1ZWOvC9DPMrSNZsPRz5jr2y7QjvfdoRee1Hhzq58/oKbpxRPqzVLIOdJyMiIiIiIiIiIiKjx6gMZeQrxEa30S3eZvWudEWIP4Mk3KYql1yb5pkBx/P33xT8bKCql3BFRSLpsvqdJlY9VMvS6ilBgFLMMPRE0sUYw7duns6z6QAic4P+VHcv//69A0FFRWb4U1NZHjwGgmqOWMxQd92kYC3h9wGRaolVD9ZG5u2sb2gjkQ4//HkyMccwbXwZJ7t7s67HGO81ZSUON84oZ/fReH94Ybz5M2u2Hg4qRL4MVaxY4PY5k2mL90QCqWe+WQ3AU3+7h/czAotcSmOGlXdUsf9kU6TaZfW7Tax6sDb4TGMxh+U3TWNb+j7Z9Br6kq4Xjhkic2estVw3eSwV48oiz99/64zgMyumsios87vXkREm+T4+Gud3x88NazXLUObJiIiIiIiIiIiIyOigUEaGbGdzVzC0PlMio1qiL5V/5kZmuyZ/0zzfQPJiBpVnrmpv2zl+8OoOMIZkauDN+UVzK1j1YC2rNjWSci3bDp7GAFPLx/DM8nlUTx3Pxk+OE3MM7ee+LDirJnN+x7qnlrK+oY236ttY93G05Zv/unClRm+fy5+9vQ8LlMUML363jqbj58iUcm3O+jGDF6CUjy0NNvjXN7SFWph582ccA44xQZAW9s7v2vn2zTOI9yRIJF1W3lFFTWU5f/jazkiA45s/bTzjx5SwrHoKDa1xDp/6gnnTJ1BTWc66p5by0paDbD/UGVRXNZ44l/WZ+jN93txzjJRrg/ZkGTkgMcdEwjb/mm+fMzln1Uu+mUSZn394PQdOdrO3bV/2zWX4q1mK+X6LiIiIiIiIiIjI6KRQRoYsqCbpc3HJP3cEvOqGfH/xv7O5KwgIEn3RDe58A8n95+tb4jmHsT+2cDZv7TkWCYf6Ul7NhV91MdBGerwngWu91yeSblAd88s9xwAibbocQ1ZVQ31LnPUNbVnD2hfNrfACrVR2iyq/YqhiXFnk3voSKcsLG/eRJwuj43x2lYwF/ua3n7Pu6WW833SSv2s6yT+uraTrQiIIRsCvPvHCD9e1kfOmXMv7n3YwprS/amd9jvku/r1ojV8kmXJpaj8f3KczR+OsfOUfWP3wAnr7+tuqWeCt+jYeWzib5+6bHzzvf8aPLpzNzuYu9h47m9VCDMB1rReaHDsbOWbFuDIgu/Kk2JlE4e+e/29/psznnRf4tP08rmsvSzVLvu+9iIiIiIiIiIiIjG4KZWTIMgejx3sS7D12lvc/7YiEMzEDP31kQd5N5opxZf3BAP2b6QPJV2Hjr23d08uyKi0whlSquLZQ/ma+Hxj5cs1M8efd+OcPz3wBeLO+jXVP9a8vsz1axbiyyPWUOIZ7a6bTcf7LYLaLz7Ve6OAAC2ZPYsbEa+g4/yX7jp/DL5bJXGEiZfmrzfvZfTQOwNGuHm6pLKc0ZkimvADGMURapXVf7ONn2z8PKmf8qpZVmxpxrU3P2Mm24LpJwVrcjHuVdOEnb+8jM8pJpfKHZP5z/+H9gznO5t0Pv6LJ5xgvVPPfH648Cc9s6e1z2dDQVlQA8sSSKp5YUhU8LnZOjYiIiIiIiIiIiIhPoYxcksy/6K9vifPhofTMFMfwvcVzBhyCHu9JBHNCwpvpAxloIHpmpYUfwhS7ke5v5q9+pykSjDgGHMcE4UyJA1XXjstaW1+4SieZXQH0w2XX88qHzSSt5cVfNfL44jn9FUMprzKlNGYojZngWDEHYukWY6UlDqseqgXg5W1HMCfO42BxjMnZVu7IqS8ij/ef7KYkZlgwexLLqqcE7c3CwdJr25sj77F4VTOW/sAl5hgMFmu9aqFcc2PCcj07UEi2s7krq62aSf/jOCaoaPKfd9JBly/ze1oS8wIxC7y559iA39FcVM0iIiIiIiIiIiIig6VQRobVUOZhDHWwebHvy7V57s8VOXCym82N7ayomxmpggi/d9VDtfzg1R30pSxOuuqnprKcDQ1tnOruZdvB01mzYZZWT6E0ZoJKmfD6/LZmr3/cGgQJiZTlcEd3pMLF4lXlfH9JVVD98lh6oHw4ZApX5MQcw4PfmMnGT05ErsMA86dP4ON0pYwvmbL8ru0cBzq6s9p4eUFI9v2MOSYIZsBrH/bArTO4bc7k4DNvPHGOtbtas9+cw/xp4/m3j98GkLMVXX1LnE9Crcl837xxKq1nerh9zmT+rukkfUkXjNd6LelaVr/bRE1ledZnv2huBY8vms26Xa1ByDScM2FyUVWNiIiIiIiIiIiIgEIZuQwGW0Ew1MHmQ3mf31asL2VxHILQ4aNDnbR2XeBPv3NLzvOse3pZ1nn8IfK/2d+Ba715OC9tORi0MVv39LKsmTJ+i7LMlmgAvUk3qBjyuUDdrEk5A6OdzV0cP3sxUpHjupauC4msFmYxx/CvV9zCf9pykA8PdUaOE56x4x93afWUrGDJ9+TdN3C+N8kv9xwjmfLCmQ8OnuaZ5fMAL1iZOKa4/2spcQgCGb91m2MMqx+u44klVZH7FXbrzPLgOo529fDsPdV09yYjQVdvxucR9tjC2WxoaBt0EDgUhdrsjRYKlURERERERERERIaHQhn5ShhqK6jBvm99Q1sQMmRWgbz6UTMP1FYOOPQ9LJgN0+fiAtsPdbLjSFcQKuSq0PHbZoWVxAwr76jiQEcTX2YEEI0nojNlIrNnYg4xx5vVAhCLGcaWxqLPOV7IAfAPR7oix4o5BptOgbYdOMV/2nKQpGuD8GDd08si7dscA+VjS/nT79yCAdb61SYpbzbL+oa2IFjJNdsmzK+Q8cMtvxWday2rNjVSU1medb8MMKbUoTTmRI7V1H6epdVTsiqNth/qZFdzF+ueXpbV2m4oQWCmYsKKQm32RkPYcTWESiIiIiIiIiIiIl8VCmXkK+tybFjnGkzvs5asNlYDrcHf3H9py0G2H+r0Wo65/aECRGfYhFuuxRzDvTXTmVo+hsfSlTQ1leX8b+saaDv7ZXCOwx3dkXOGN/lTKZfv31mFBTq7e/ng4Gm27O+gJObwwM3TmF4+JqjSWbP1MK7tjy1KHMOTd9/Az7Z/Tsq1kdZmfnjw3H3zWfVQLX/42s6sqpJHF85mfajaxEKwLqwlVyrjP1USM/zo7uqgOmdp9RQcY4L1uemWYpn3y59RdOBkN3vb9gXHXVE3k5rKci8gS7pY653Hn8+zvqEtZxuzwXzWmYoNK/K12RstYcdAs5tERERERERERESkeAplZEBX4q/5L9eG9aMLZ/NmfX+Q8J26Sn6190QwpP742YvUt8QjrcYGWsOiuRU8f/9N7DjSRdLtDxXWN7SxIV05En5/uEID+ufb+Me6pjQWOf6ZC4nI48xN/nDosiXdSi2Vcrl9zmSeu29+1vvCLcLiPQlcN5qcGKIzcPJVleS6Fr8lWCzmkEq5pELHLY0Z/vy73jkrxpWx+t2myL1Z/XAdqzY14rqWslInOFe+cwNZ84D81+49dpb3Pu2IXFMhQ/m+FRtW5LuG0RJ2DHXmk4iIiIiIiIiIiGRTKCMFXam/5r9cG9aL5law7qnoBvmdN0zhjd2tNLWf5/WPW9nQ0BZsohe7hkVzK7JCBUN/5UgiGZ1vUij0qZ42gcOnLwTHrp42IetcuTb5B9o8z/W++pY4pemgBrwKlj9YPCeo3Am/t5i2bv7xj5+9yOsftwbPXzu+lEVzr6WmspxFcyv48dv7grk64aocv2VZZgBz4GQ3L205GAlgnlhSlTVrJ3xvPzh4OhJcFTKU79tgwopc92+0hB3D1epNREREREREREREFMrIAK7UX/Nfzg3r8AZ5fUuc1e82BQEB9F9nxbgyHOM13CpmDU8sqYqECkAwY8W13nyT3UfPBOFLvnv7zPJ5/P2BUyRTlpKY4Znl8wpeQ/g5f/O8YlxZUIFTKFzxQ6oNDW1YoG7WJOI90cqcwQiHIhsa2oJZO2cu9PH+px1sO3CKF79bx1v1bcH9jjkmUpWTeV1rd7Xy47e9VmUfHeoM7vVA6wiHbwBrth7OGyoM5ft2qWHFaAo7hjrzSURERERERERERKIUylxhX/VB31fqr/lHasM61yD50hInaK+VdC2OgR8uu76oNeSqHAnPmwmHL0E7sT4XYwwV48qCY7zx9LIhXbv/2sFUN/lrXrurlVWbGkm5ljGll1YV5X9+q99pYm/bueD5vpRlc2M7yZRXmWOA7y2eU3Dw/ebG9sixNze288SSqqLm/RTbhm6o37dLDSsUdoiIiIiIiIiIiHy9KJS5gkbDoO8r+df8I7FhnW+Q/M7mLnr7vODAtfDa9s95oLYy2OQv9n7482Z2Hz2TFR3ihnYAACAASURBVGwtmlvBqgdrgyBk1aZGYOAqkIEMpbqpviXOqk2NwUycRN+lV0UtmltB7XWTIqGMY2DKeC98MsCY0v7WYv7vQ2+f91msfriOJ5ZUsaJuZlAhA7CibuagfncGM/tluL9vX/XQVUREREREREREREaWQpkraLQM+r4a/po/3+Z4odAp5pggpHCtDdqBDTZIK3SOeE8C11oskHQtL6SDmdXvNg05rBtKddPO5i5ca4PHTqil2KV4bOFs3tpzjL6UV3H00G2z2PjJieDnd15/bTArJt6TCNrIJdMhVU1leRBSbW5sD2bKrNl6uOjfnStV7TUaQlcREREREREREREZWQplrqDRMuh7tBtoczzffJbVD9exalMjrrWUpT+fcJCWSLq8tOUgz99/U1HBTL5ZJsYYSAciKdfyxu7WSwrrhlLdFLRSS7o4xqtSGY4AYdHcCtaFWrG9tOVg5OcfpitgPjrUybP3VEeCsJRrg2t/YklVpIIoUuEUczh+9iL1LfG8FTBDqfa61CqX0RK6ioiIiIiIiIiIyMhRKHMFjaZB36PZUDfHn1hSRU1ledbn44cXroXthzrZffTMkKsgFs2t4Fs3T+f9TzuC56ZPvIayju4RDesux3cxHGo8d998gKxWZGFN7ed58u4bePnDZgAsBHN28q13Q0Mbb+45xusft7KhoS3v5zDYaq/hqHJR6CoiIiIiIiIiIiKZFMpcYVdDa7Cvulyb48VWQWR+Pn4Y8NKWg2w/1Inl0qsgnl0+j20HTtGXspTGDM8un8ezy+cNOSAZaqAwnN/FfGsItyIz9FfKANTOnEj52FIMXiDj4LV3K7Tenc1dJF07pGqUQt+BYoO8QsdQ6CoiIiIiIiIiIiKZFMrIVS9zcxwGPxcm83jP338Tu4+eKboKYqDN+3CLL//nQ93E/yq0zSq0Br8V2Zqth4NQxgDlY0tZWj2FMaXFV5cMtRolMzRa9WAt8Z5EcP+LOW4x4ZdCVxEREREREREREQlTKCNfC+HN8cEMiS90vGKqIOpb4kGLraRrC27egxdmhB8PRbFBxaXOTLnUNSytnsI1GQHMYKtLhlqNEpkN1OdGZgf5n89Ax/0qhF8iIiIiIiIiIiIyuiiUka+d4QotBqqC8CspevtcbPq5fJv3wzHDJLyugQKF4TzfUNeQ7zWDrS4ZzOv9z7RiXFnwHTDG4NrsFmgDHfdyzYy5nGGZiIiIiIiIiIiIXFkKZeRrZ6RCC7+SwoaeM4acm/fDXXUxUKAQqRS5TFUexYQlI9neK1/LsopxZax+t2nQ4crlmBlzucMyERERERERERERubIUysjX0mBCi3BIMpgqBr+SIlwpk3ThwMnurPderqqLfCrGleGmF+Va7/HVrL4lzktbDgafRV/SJd6T4Ln75gNQU1k+pHBluEMltUQTERERERERERG5uimUEckhV0gy2CoGv5Li//jlJxzt6gme39zYzhNLqnK+dqTaVsV7EhjAAk768dUq/Ln515sZfI1kxU4hIx3OiYiIiIiIiIiIyMhSKCOSQ66QZM3Ww4OuYlg0t4Kn75nHj9/eFzy3om5m3teOVDCwtHoKY0q/Hpv/4eoTx8Bd86fy/P03Dfu9Ho5ZMCMdzomIiIiIiIiIiMjIUigjkkdmSDLUKga/KmZzYzsr6mZmVclcCV+nzf/Mzy1fIHMpocpwzoL5qlTtiIiIiIiIiIiIyPAz1tqBX/UVY4y5B/gTYBEwC/jn1tqfp39WCvwFsAKYB5wHtgJ/aq1tLXDMe9Ovy3SLtfazgda0ePFiu2fPnsFdiIw6w1ENISNvoM/tUkOVNVsP8+/fO4BrIWbgf/+9mmBejRRmjKm31i6+0usQEREREREREREZCaO1UmYC0Aj8bfqfsHHAQuAvgU+AScC/B/7OGPMNa21ygGPXAmdCj08Py4rlqqAqhtHJ/9zqW+Ks2Xo4CGf8sObE2YuDbk0XplkwIiIiIiIiIiIiUoxRGcpYa38N/BrAGPPzjJ+dAx4IP2eMeQZoAm4B9lHYKWtt57AtVkS+EjKrYVY9WMvqd5tIJF0MEHMMxrVDClW+Tu3gREREREREREREZOhGZSgzBBPT/44X8do9xpgxwKfAX1hrc7U0E/nauFpatu1s7opUw2xubA8eA+Bavn9nFY8unD2k61QVlYiIiIiIiIiIiAzkqg9ljDFleO3L3rHWthV4aTvwL4HdQBnwR8BvjDH3Wms/zHPsp4GnAaqqrvzwdpHhFq4uKXEM31s8Z8ihxZWW2WJsRd1Mdhzpwk3P1bIWZk0eOyqvTUREREREREREREaHqzqUMcaUAP8NmAx8t9BrrbUHgAOhp3YYY64H/gTIGcpYa18FXgVYvHixzfUaka+ygapgwtUliZRl7a5W1je08Ysnl4668CJfi7EXNu4jZaEkZjQLRkRERERERERERC6rqzaUSQcy64AFwL3W2q4hHGYX8P1hXZjIV0TmjJVcQYtfXdLb52IBi9f6a2dz16gLZSC7xVhNZTmxmIObdMGYK7gyERERERERERER+TpwrvQCLgdjTCnwBvAN4D5r7ckhHup2vLZmIledzBkrO5uzc0u/uuQHS6ooK3GIGYjFHI6fvUh9SzEjmr7adjZ3kUx5gVMqlfseiIiIiIiIiIiIiAyXUVkpY4yZAMxPP3SAKmPM7cAZ4ATwJnAH8BBgjTGV6dees9ZeTB/jbwGstX+cfvw8cBRowpsp80+BR4DHRuCSREZc5oyVfK27/OqSxxbOZkNDG2/uOcbrH7eyYZS2MQsr9h6IiIiIiIiIiIiIDIdRGcoAi4Gtocd/nv7nvwAvAg+nn6/PeN8/B36e/u+qjJ+VAf8OuA64iBfO/BNr7a+Ha9EiXyX5ZqwUev3O5i6Sro1U14zmUGaw90BERERERERERETkUozKUMZa+wFQaADEgMMhrLX3Zjz+a+CvL2lhIqNM5oyVgVyNlSWDvQciIiIiIiIiIiIiQzUqQxkRuTJUWSIiIiIiIiIiIiIydAplRGRQVFkiIiIiIiIiIiIiMjTOlV6AiIiIiIiIiIiIiIjI14FCGRERERERERERERERkRGgUEZERERERERERERERGQEKJQREREREREREREREREZAQplRERERERERERERERERoBCGRERERERERERERERkRFgrLVXeg1XBWPMaaDlSq+jCFOBziu9iMvsar9GXd/od7Vf42Cub661dtrlXIyIiIiIiIiIiMhXhUKZrxljzB5r7eIrvY7L6Wq/Rl3f6He1X+PVfn0iIiIiIiIiIiJDpfZlIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKPP18+qVXsAIuNqvUdc3+l3t13i1X5+IiIiIiIiIiMiQaKaMiIiIiIiIiIiIiIjICFCljIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIv8/e/ceHsV55wv++1Z3CyMshCwuAoTACpchEieMhEHECbZP7Jwha8cGnGCTnRyfCWYy4z3P+mTOHmc9Y4aQxMezM8nDPrueGOKc9WTGYMLFELNmY+NgbMdIoFbASGBuMi01AoFES8hIqLur3v2jukpV1dU33S/fz/PwxFJXV79VasTM++3f70dERESDgKEMERERERERERERERHRIGAoQ0RERERERERERERENAgYyhAREREREREREREREQ0ChjJERERERERERERERESDgKEMERERERERERERERHRIGAoQ0RERERERERERERENAgYyhAREREREREREREREQ0C71AvYLSYPHmynDNnzlAvg4hoRPH7/S1SyilDvY6hxn9DiIgyx39DiIiIiIhoJGIo00/mzJmD6urqoV4GEdGIIoQIDPUahgP+G0JElDn+G0JERERERCMR25cRERERERERERERERENAoYyREREREREREREREREg4ChDBERERERERERERER0SBgKENERERERERERERERDQIGMoQERERERERERERERENAoYyREREREREREREREREg4ChDBER9Yo/EMLLhy/AHwgN9VKIkuJ7lYiIiIiIiIiGC+9QL4CIiEYefyCE77xaiXBUQ5ZXwevrK1A+O2+ol0UUh+9VIiIiIiIiIhpOWClDREQZq6xvRTiqQZNAJKqhsr51qJdE5IrvVSIiIiIiIiIaThjKEBFRxiqK85HlVeARgM+roKI4f6iXROSK71UiIiIiIiIiGk7YvoyIiDJWPjsPr6+vQGV9KyqK89kOioYtvleJiIiIiIiIaDhhKENERL1SPjuPG9w0IvC9SkRERERERETDBduXERFRUv5ACC8fvgB/IDTUS6ERiu8hIiIiIiIiIiIdK2WIiCghfyCE77xaiXBUQ5ZXwevrK1hxQBnhe4iIiIiIiIiIqAcrZYiIKKHK+laEoxo0CUSiGirrW4d6STTC8D1ERERERERERNSDlTJERGOcPxBCZX0r8rKzEOoM24ahVxTnI8urIBLV4PMqqCjOH+LV0kgzVt5D26sacLD2ClaWTse6ZUVDvRwiIiIiIiIiGqYYyhARjWFGa6nuiAYJQBGwtZgqn52H19dXoLK+1RbWEKVrLLyHtlc14Pk3TwEAPjzfAgAMZoiIiIiIiIjIFUMZIqIxzGgtJWNfW1tMGZvnRjhD1Fuj/T10sPZK3NcMZYiIiIiIiIjIDWfKEBGNMf5ACC8fvgB/IGS2ljL+MVAERnWLKRo9rO/jobaydHrSr4mIiIiIiIiIDKyUISIaI/yBEPbUBLHbH0RU1cw2ZUZrKbeZMkTDkdF2LxzVbO32+vP8mbRbM6piOFOGiIiIiIiIiFJhKENENAY4Z8cAPW3KnnlgLkMYGlGMtntu7fb6qreBz7plRQxjiIiIiIiIiCglti8jIhoDnLNjBNimjEYuo+2eZwDa7bkFPkRERERERERE/YWVMkREY0BFcT68ikBElfAowNp7irC6rJAVMjQilc/OM9vu9Xe7PSPwiUS1AQ0uM22RRkRERERERESjA0MZIqKxQggAEoqiMJChEa98dt6AvIcHMvAxDPRMHCIiIiIiIiIavhjKEBGNMm6fwK+sb0VU1duXqWr/zuAgGm0GKvAB9L+fWw6dM+c79fdMHCIiIiIiIiIa3hjKEBGNIok+gT9YLZmIKDHr308JfbAf/z4SERERERERjS0MZYiIRgGjOuZyW1fckHLjU/8D3ZKJaKiMlPkslfWt5t9PRQD3zp2MZx+cP6zXTERERERERET9i6EMEdEIZ/30vdejwKsIqJqM+wT+QLZkIhoqI2k+i7NijYEMERERERER0djDUIaIaISzfvpeVTU8sbQIMyaNH/ZVA0T9wfr+H+7zWVixRkREREREREQMZYiIRjjnp+9XlxVys5fGjJE2L4kVa0RERERERERjG0MZIqIRxh8IYeuRi2i+eRtr7ynCumVF/PQ9jVlDXX2yvaoBB2uvYGXpdKxbVjRorztS5ugQERERERERkR1DGSKiEcQfCOGJbUcRUSUA4GTwFABg3bIibszSmDVU1Sfbqxrw/Jv638EPz7cAwKAEMyNpjg4RERERERER2SlDvQAiIkrMHwjh5cMX4A+EAOjzM4xAxnCw9spQLI1ozHP+3Rusv4tuc3R6w/n7hYiIiIiIiIgG3qgJZYQQK4QQvxVCXBZCSCHEU47HVwshfieEuB57/H6Xc4wTQvxfQogWIcSt2PkKB+saiIisjE/D/+yds/jOq5XwB0KoKM6HzyNsx60snT5EKyQa25x/9wbr76IxR8cj0Os5Om6/X4iIiIiIiIho4I2m9mV3AqgF8OvYH6cJAD4G8G8JHgeALQAeBfAkgFYAPwdwQAhRLqVU+33FREQJ+AMhbDl0Dt0RDRI9n4Z/5oG5eGPD8riZMkRjxXCapWL83RvsmTL9MUfHrdpmqO8nERERERER0VgwakIZKeXbAN4GACHEay6P/2vsscluzxdC5AL4HoD/JKV8N/a9PwcQAPAggN8NyMKJiBy2VzVg4/5aRDW9TZmA/dPw5bPzsO27S4ZwhUSDwxnADKdZKta1DUUw2tc5Oka1TSSq9brahoiIiIiIiIgyN2pCmX5QDsAH4B3jG1LKRiHEGQBfBkMZIhogxuZuXnYWDp+9hkNnmiEtY2OEADY+XMJPsdOgGC6VKG4BzHCp7rCuzetR8Hh5IdaUFWa0lqG+z/1RbUNEREREREREmWMo06MAgAqgxfH95thjRET9zh8I4cltRxFWZdLjQp3hQVoRjWXDqRLFLYAZLtUd1rWFoxp2VDVgb03QvF+pApfhcp/7Wm1DRERERERERJljKJOaAOC6WyqE2ABgAwAUFXGmAxFlxh8I4bndJ5MGMgJAFlsLjUrD8d+QgahE6W1FiFsAM1yqO4y1GTOfrHOfAKQMXNK9z8a96+iKoO7KzUGdW0NEREREREREA4OhTI+rADwAJgO4bvn+VAAfuD1BSrkNwDYAWLJkSfKPuRMRWaSqkPEoAk9/5W7kjPextdAoNRz/DenvSpS+VIQkCmCGQ3WHsba9NUHsqm6EqknzfqUTuKRzn417ZwQ/APDheb2Yl8EMERERERER0cjFUKaHH0AEwEMAtgOAEKIQwEIAHw/huohoFKqsb0XEJZC5a0IWVpYWYHWG8ymI+kN/V6L0tfJmOAQwiRhrW11WGHe/UgUu6dxn4945f0scrL3CUIaIiIiIiIhoBBs1oYwQ4k4Ac2NfKgCKhBCLAdyQUjYIIe4CUARgUuyYuUKINgBXpZRXpZTtQohfAfhHIcQ1AK0Afg7gEwCHBvViiGhU8wdCaGrrgkcBopr9sf/69QXccKUh1Z9ByHCZATOQnPcr3WDL7T5bW705W6QZVpZOH4jLICIiIiIiIqJBIqQcFh1T+kwIcT+Awy4P/YuU8ikhxFMA/h+Xx38kpdwUO8cdAP4RwDoA4wG8B+CvpZSNqV5/yZIlsrq6uneLJ6JRbXtVA3Yeb8C0iXfg/gVTsflAHcJRDV6PgvvmT0F7ZxjdUQ1r7ykac4GMEMIvpVwy1OsYaqP53xAjaMjLzkKoMzzk7fh6O+NmoG2vasDG/bXQpDRbvQHgTBmiJPhvCBERERERjUSjplJGSvk+9JnYiR5/DcBrKc5xG8B/jv0hIuoTfyCErUcu4p3TzbHvtOPd080QAtAkoKoaFs+ahGcemJv0PETDUbrhhvFYb2fL9Oe6+jLjZiD5AyFs3F+LqKZ/UCYca/X2zANzh8X6iIiIiIiIiKj/jJpQhohoOPAHQthbE8S1jm4cOXcdYUd/Mgm9v6JHYNS2c6LRL9Nwo6+zZfprXdZ1hPthHf1VdVNZ3wpV66lcVoTg7wYiIiIiIiKiUYqhDBFRP/EHQnjyl5VxQYzT1xZOw5dmTRp27ZOI0pVpyDJYs2VSrSsvOwtG9qFJ/eve6o+qG2trt3E+BeGIBkUR2PxoKX83EBEREREREY1SDGWIiPrJnpqgayCjCEBKvUomy6vgL+/7AjdcaUTLNGQpn52H19dXDPgsl1TrCnWGIdBTsRbqDPf6tdIJpjJppbbx4ZJhMXOHiIiIiIiIiAYWQxkion6wvaoBO483xn1fAHhiaRHWlBUOy+HiRL3Rm5ClfHbegL/3U62rojgf43y9q9hxBiypAqBMWqlFohpCnWHOlyIiIiIiIiIaAxjKEBH1kj8QwitHLuJkYwjXOuyfuBcAhNArY9aUFQ7KhjRRuvpjFspwek87r8dYl9v3e1OxkyhgSXauVJU0A9HSzZhpdb2jG5Nzxpm/e4ZCf83bSec8/fVaRERERERERIOBoQwRUS88+8Yfse9Ek+tjAsBPVy1iKyIaljKdhdKXDe/ePDfTTXgArteT6DqNc1bWtwJAWutKFLAkC6ZShS793dLNbabV7upG7NiwfNB/B/XHvJ10z9Nfr0VEREREREQ0WBjKEBFlwB8I4W9+cwKXWjsTHnOHT8G6ZUWDuCqi9KUzC8XQlw3v3jw32XOMICYvOwubD9SZx6wpK3S9nkTXub2qAS/sOwVVAlkekTK08AdCaGrrglcRUDWZdlWLM3QBgJcPX7AFMH2tNrKGU5X1rYg4ZlpFVJnw55tuYNabYC2T91i65wknOE9/vRYRERERERHRYGEoQ0SUJn8ghG+98jE0mfy4/1BSMDgLIuqFTNpm9WXDuzfPtT7ndkTD1iMXse27S2xhjSIENCnN80rA9XrcrtMfCOGF/bVQY3+Hw6rEnppgWqGU16Ng7dJZGbUEM0IXfyCEJ7cdRUSV8KURBKXDGWBtfLgEPq9iq5TxeYTrzzfdwKy3oVx/tWbLy84yf99qUv96oF6LiIiIiIiIaLAwlCEiSsGY0/D+2WtJAxlFAN/80gxseeJPB29xRBnKpG1WXza8e/PciuJ8eBQBLZaavHO6GdurGhDqDJthDaSEoggI6FUra8oKsaasMO563K7z5cMXoDr+Erd0dCdcjzUkUlUNMyeN71WYsqcmiHDsmlIFQelyhl6hzjB2PF2R1kyZdAOz3oZy/dWaLdQZhgAgASixrwfqtYiIiIiIiIgGC0MZIqIkXnr7DLZ+UI8UxTEAgJ88tohty2hESLdtVl82vHvz3PLZeZh9VzYuXL9lfm/n8QZsfKTEFvBsfLgkbmaT2/md12kERdZqkvfPXYc/EHJ9fl+rMIzWX87gRyQ5Nt175ba2dH+u6V5XouPSWWtfW7MZrz/Ol3qd/fFaRERERERERIOFoQwRkYV1s/Hduqt45YP6pMdneRVMvMOLHzy0gIEMjUp92fDuzXPzJmQBllAmy6tkHPAkCg3KZ+dhx9MVeG7PJ7hw7XMAegWMWwWIcY6ND5egrqk9rWDW+Xyz9Zki4PMIRFW9umd1WWHCY9NtEzYYgZnbcX2ZM5QpVsEQERERERHRaMRQhogoxh8IYe22o4iqqbdfl87Jw3MrF3KTkMaU3gx9z9T8aTk4filkfh2OamYlSzqvmSg0MNael52Fhtae0Mfjia/AsJ7DowhomoQEsLcmmHYIYWt9pkmsXVqEmZPGu94750D7LYfO4dkH56cVzBjPt36djkyqpYzj/IEQthw6F9fSzFjDQLwvWAVDREREREREow1DGSKimB/sPJFWIKMI4L4FU7lRSGPKYFVIrC4rxC5/0GwxdupyO77zamVcuJIoALAGHN0RDZvfqsPae4qw+UAdwlENihDQpP73XAC4f/4U7KkJYm9NEKtjM1is59AsvxPCUc08VgIJZ7YA8a2/0jnWeM2Pzrfg+KUbKe/xYFatGK/VHdH0GS8C8HkV5GVn9esaBiP4IyIiIiIiIhpKDGWIaMzzB0L4wc4TCNzoTHqcACCE3k4p09kSRCNdJkPf+7KxbrQY23LoHP5woSWuIiNVAFBRnA+vRw84JICTwXbUXj4FCUCTgJQSigA8Qq+S+f2nzTBGzOzyB7Hj6QozJDECCIMAsKu6EZFYULO7uhE7NixPOM8mUest5/0xjt1y6Bw+Ot8CCT1Q2lsTTHr/rD+T2xENW49cxLbvLsnofqfLeC0JQAFw79zJePbB+Rm9L1IZzJCJiIiIiIiIaKgoQ70AIqKhtL2qAd/6xccpA5ksj8BPVy3C33x9ATcKacTyB0J4+fAF+AOh1Ac7GEGFJ1YhkSiYNDbWf/bOWXzn1cpevVb57Dw8++D8uNdzBgB7aoJx11M+Ow+Pl9tntqhSD1QA6KGCIrB2aREeLy+EqvUcZw0VXl9fgXXLipDlEVAAeBWBry2cZqumi6jSDIsSXcczD8yNC2Tc7o9xzT6vYq5zV3Vj0vtXUZwPjyLMr9853YztVQ0Jj+8tfyCEy21d8Hr0n0eWTzHbq6X7vkjnNTa/VYfbkfjWaP15Hb19/xMRERERERH1F1bKENGY5A+E8A8Hz+DYpdSbc+uWFSVtPUQ0nPkDIeypCaKloxvvn7uOqJp+FYI/ELK16kpn6Hp/VU4kqjQxWoJ5FIFd1Y2IqhI+r4IdT/dcz5qyQuy2tEDL8gjcv2Aq3j3drFfMaNKc77K7uhHhWNBiDRWMCpbVZYXmGgDg/XPXzfP6PMIWQqRTIZTs/hiB0o6qBkjos2jc7p/1db44fSJOBtvNxw7WXsG6ZUUZ3+9ErNUriiJQOjMXa+8psq05nfdFqtd48peV5n0F3Gf99Nd1JHv/s30aERERERERDTSGMkQ0phgb1MamZyrfX1GMH35j4YCvi6g/ODeU/YEQntx21AwdDOmEJc6NcqNV1zMPzE26BucslWQVNak2v51D3q0BwMnGNrxzuhmAPuvF2urLaIFmDZQA4IPz1/VAx6PgclsXAGDHhuXYUxOEAMyZMm5rMNa76ZES1DW1x82USbTp77zOVPdnpTtdwgAAIABJREFUTVkh9tYEEz7ufJ2nls+xhTIrS6cn+elkzjlf55NgO84212FBQY7tfvclwKisb0XEEsgAwOPl/RuEpxMWsn0aERERERERDQaGMkQ0JhiVMccDIcg00pjc8V4892cL+/UT50QDyW1DubK+NS6QEUivzZRzo9xo1ZVqkzqdygnrWr2KwLeWzHINRBKdv3x2Hp5/85Tt+86/1m5BwevrK7D1yEW8d6YZbxxrwG5/EI+XF6ashEtns95t0x9wn4GT7P6ketz5OjnjfXhx1SIcrL2ClaXTzd9Z/VXx4ZyvI5E81OvN61YU58PnVWyVTUaQ1htua0gnLOzP+ThEREREREREiTCUIaJR79k3/oh9J5rSPn7FvMn49feWDeCKiPqf24ZyXnaW7RiPAjxxT1FaAYhzo9zZqsvKbXB9ugPqw6rE9qoG7KkJZlSZsKasELurGxFRJXwum/iJwoHff3oNRk4VjmrYXtWAvUle2x8IYcuhc2YoEY5o2HLonDlTxXq/nJv+iTb5U90f6+PpVNqUz86zBcj9WfFhhER7a4LYebwBqgZ4FPf3Qm9f162yqbfrTbSGdMLCdKu8iIiIiIiIiPqCoQwRjVqZzI0BgKVz8vDcyoX8ZDSNSIlCAUUAWmzQ/RP3FOGnqxbZnmfd9Adg27ROZ6O8Nxvxiaov9tYE066yKJ+dhx0blrsen2hNlfWtULX4UrlwJHU7K+NZGoA/XGjB8Us3bC3K9tYEsWhmLsJRzTZzpS+b/ImuI1W40N8VH8Zzd/mDUDUNEML1uL68bl9aoFnfw6lm9qQKw6z3FgBePnyB82WIiIiIiIioXzGUIaJRyR8I4fFffJzW3JiFBTn4yapF3HSjES3RZr01FFjtUk1ithHzKICUiGoyrsIgmd5sxBtr3VMTxG5/EKqqz3nZVd0Y9/qpzpNOKGGEPXnZWRjnU3A7Yp9fIhJUfljPY+VsUeYcUn/mas/MFbefSbotvnpTaeMPhHC5rQtejwJV7b+Kj8r6VkRVPZxSVXuAZjyel5016JUmzuBq48MlfVqDdYYQ58sQERERERHRQGAoQ0SjyvaqBvz80Fm0dIRTHjvep+A/Lp+DH35j4SCsjGjgOTfrM51PAqSeGeKUquWTUUXirLYx1rqmrBCV9a243NaFN441uIY7RoiRl52FUGc4ZZhRUZwPr0dfk6IIS9stoKwoDxeufY4bnRHz+H//J1OTtrMyKnqsPJ6eaiTnkHpn1c8zD8y13Q9niBDqDLteW6bttJyzep5Yml6rOuc53N4v1rVYAzSvIgAhEFXt1zNY1SXO93CoM9ynICzReTlfhoiIiIiIiPoLQxkiGjW++6sqfHC+Ja1jBYB/4yefaQxIVlXh3GiHlFA1mVGFQbLgxx8I2apIflPdiG8vmYXSGbnmxr2hdEauawBhBA1GMCKgzzTZ/GipbY6KceyemiBaOrqhafprqqqEEZlENcS1M/QIYGrOOPgDobj7ZFzb5rfqcDLYbnvs8fKesMM6ewcAvB6RsOrHNk8nomHj/lqomoQEoAhkPAfFyhYkqBK1l9vjqqOSSVYdYl2LLUBT9QZ0RpgX6gzbQqhUr5dJUOIm0YyddNrZZXpeIiIiIiIiov7AUIaIRrztVQ3472+fRke3mvJYAeBP2K6MCID7DI3ebJInayNmrSKJqhI7qhos4QogIaBpEuN8Cp5aPgd1V25iZel0s4XUlkPnbJUqEkBUk9i4v9ZsEQbEAqBtRxFW02la2EOVwI5jDdhTE8Tr6ytc70HpzFzUNrVDjV1KlkdgTVmhGSr8xZfn4Gh9K7K8CuZPy4EEElb9WDf7hRDQpOyZV9OLOShWRoWQMQPnZLAdT247ih0blpv3sy+zaKytvfbWBPUwL1Ypk2mrtP5qDzZQM3YyDcQGQn+EVkRERERERDT8MJQhohHt2Tf+iH0nmtI+/qerFsV9up5oLHNredZfKorz46pI7OFKz3e6Ixpe/egzaFLi+KUbAIDNB+rMgMFJk9K2uV5Z3xqr2ughAPg8Qn8tVSacMaVJIBzVsKcmiL01QVtrMWMNXo+Cr/3JFEzOGYc1ZYU4e7XDtcrlhyv1dohmaOFRcLmty6zEsW7252Vn6eePaNBi53Ae78ZaETQlZ5zZoqx8dh4eLy/E9qoG89iIKs3ZN6lCkHSrQzIJ8xIFC/3ZHixVcNXbqpdMArH+xpk2REREREREoxdDGSIakfyBEF46eAbHHa2I3MzMG4/xPg/+4t67GcgQ9UGmn9wvn52HHU9XYG9NENc7uvH+2WuIahKa1AMTa0giBMyAIxLVcLD2irlpL2KPSwmzyibLq6CjK4I//1UVVpZO1wMgjzArZTyKwNp7ZmFNrH3XnpogdlU3xgU3Bk0CLR3dtqDAuoaoqqEroprn27i/FlFN2p5vhAvPPDAXr6/Xr3tXdSPeONaAvbFKHOtGf2V9q22mTF1Tu+vxzp+BsyJolz+IHU9XmDN6dvuDZhDm8whz9k2yEMSofvnqvCmYagl6kv1sU4V5yYKF3gYlvakeGQ5VL5niTBsiIiIiIqLRi6EMEY0oxifErZ8ET+ahL07DL7+7ZIBXRTT6JdpgT7VJbmzeb69qQPPN25g68Q48sGAqapvasdsfRFTVoAiB9V+5G68dvWRu0q8snY7jl26Ybb6sFSn3zp2MkukT8coH9QCAD8+34MVVi7Dpm6V4Yd8paFKfFVM6I9dc28xJ46FqiWplAAU9gQ+ghzrGGozN8Y/Ot+D4pRtYXVYYdy63KpfK+lYzhIrEKnFsFTKOe/ny4QuIxCp6whH3jXi3iiDrpr0RhG09chHNN29j7T1F5jkShSD+QAhrtx1FNHbeLI+Im0XTmzAkWbDQm6CkL9UjQ1n10hucaUNERERERDR6MZQhohHjpbfPmJuw6cjyCHz/vi8M4IqIxg63DXYgdUssQJ/79Pybp2JfteOBBVPx4qpFWFNWaNuUf6ikwNYSa8W8KWi+eRt3T56AA59cgaZJZHkVPPvgfGw5dM72Ggdrr6CiOB/62Hl97owR0Pg8Apu+WQqvIhLOnFEU4P2z12A8rAFYUJCD19dXYMuhc/jofItZxSMAjPMpCEc0KIrAw/9uOj5ruYXapnZsr2rAzuON+PGjpY75McDO443QNGmr+olENeyNhTUdXZGe+TIAjpy9hqa2LlvVSl52FhQBWC/DbdP+g/PXEY5qONtcZ87esbZN21sTxJ6aINaUFWJPTdAMZAAgrNpbw/U2DEkVLGQalAxU9chwnN0yEqt7iIiIiIiIKD0MZYhoRHjs//4IJ4Lt6R27eAbmTcvhRhZRP3LbYE93k/xg7RXb1zuPN5itBJvauvDKkYsQgDkfBQCe/GWl2YLrZLAdAno1yop5UwAAK0un48PzLeY5V5ZOx4KCHHg9+hqBnuAirEq8+ccgEuQxAICSGbn4xPI7JqpK7K0J4qerFuHZB+ebVTs+r4LVZYVYHQuUjKqX25GeuTmqJvF3+07hyaVF2PhwCWqb2rHzeKNZXSNj6zCqa9443gBV07+2tnU7dimEY5dCZnsyY46NJvVKnvKiSZg3LSeu1Viin4txjPXe7q5uxOJZk2z3wiNgC1B6G4b0d7AwENUjw3l2y0ir7iEiIiIiIqL0MJQhomEvk0Dm+yuK8cNvLBzgFRGNPYk22NPZJHcGKKev3MT2qgb8/W9r41px/aa6Ed9eMssMDQwSesjy7ulmfHD+Ol5fX4EXVy3CwdorWFk6HeuWFcEfCJmJh7NTWXUgZIYhbpYX5+P0lZu29eysbjQDD7drN1qOOddqvP72qgaM8ylYMW9KXLszAb0NW0tHN85c7TCfIxA/b8eoptl5vNGcYyOlxH0LpuKZB+bGvXay8KKyvtUMrQAgokr4G9rMrxUB/PixRbYwIFUYkqzSpC/BgvO8zmofo1qrL8EFZ7cQERERERHRYGMoQ0TDirEJ19EVwaEzzWi80YnuZB9vj1EE8JPHFpmfviei/uc23D1RSyzrceuWFWHfH4M4dikEANA0iZ3HG+ICGUAPCc43d5gtvpwkgO6Ihq1HLmJKzjiM93nw5h+D2Hm8AVMn3oFobPZM3POS/BoRAHLG+/CtJbNs86pUSxsv62ycLYfOmUGQEVh0R7S41zXW+u7p5rjXG+fT5+b8rdnWrec598zJwx8b28yWYj6voodSlmBHESJhCJYoRPIHQrjc1gWvR5j3XhF6wGOs68mlRXG/R5NVvAxUpUmi8xrn7q/X5OwWIiIiIiIiGmwMZYho2DA24axtgNKxsCAHP1m1iJ9uJhoCiVpi7diw3BYGnGjsqcbweBRMnXgHAPcKOL3ipedrjwC+tnAa3vv0GtRY6PKOI+jQtcOrxFfJzMnPRjDUZVaZOAmhz2qpKM7H7upGc+6Mc5PeOhvHWvlTOGk86ltuAVIPOcpn5+FEsB1RVbOtRQB48IvTsHjWJORlZ+Fg7RXXAKkmEMKPH1uE2ia9bZvR0m1vTdCcY7P50dKkv/OcAZo15PAqAl//4jRMzhmH0hm52HygztaaLZ3zGTKpNMlkdkuy8/ZndQtntxAREREREdFgYyhDRMOCPxDCX/1bdcaBzGOLZ2DLE386QKsionS4tcRybqIbgYgA8Hh5IdaUFeLI2Wtx1TKK0PMY63c9HgXFkyfgnQShilXJjFw037yNqze7ze/ljvfhz0oK8MoH9eb3rC3CpAQ2H6jD6+srsGPDcuypCULEzmVtkeWcjfPPh88j2HY7bg33LZiK51YuxJZD52zhDQBMyPLgclsX/s/3ziOquv++UyVQ29SONbG5NcbrJ6p+SSdQ2FsTNKt5VE3iS7Mmma3PFhTkpB1KOF8v3UqTTCtqkp23v6tbOLuFiIiIiIiIBtOoCWWEECsA/FcA5QBmAPhPUsrXLI8LAH8PYAOAPABVAJ6RUtZZjhkH4J8APAlgPID3APy1lDI4SJdBNCb5AyE8/ouPXT8x7mbelAkomDTebB9ERIPDuSFvfJ2XnQWfVzErZXwee2utvOwsKEKPQbK8itnebMeG5eb5AJjn2nygzhbQRlUNWy2BSjJr79F/JzxvaQu29p4ihDrD9iAGRusu/b/DUQ1bDp3Dsw/Ox4urFmF7VQNe2HcKmtSvZ8eG5XGzcdwCGSMkKJ+dF3e8BLDvRJPteEUARXdl41Jrp+37F5o7krbvAtIPOvyBEHZVN5rXrij6z8f683SbTeN2HrfXS6fSJNPqlmTnPXu1Awum5WDqxDvw/fu+wECFiIiIiIiIRpRRE8oAuBNALYBfx/44/TcAfwPgKQBnAWwE8K4QYoGUsiN2zBYAj0IPZVoB/BzAASFEuZRSHdjlE41dW49cTDuQWTFvMn79vWUDuh4iiufckH9q+Ry8+tFnUDWJcT4Fmx4pQV1TOyRgmynjD4Sw+UAdopqEIoCnls8xH3ObUWN4YX+tOUPFCE5SeWzxDFtQe7D2ihne+gMhjPM5Zr9IwKMIqJqEJvWWZMcv3cDGh0vwwr5TMIp4wqrEnpogXly1yDzv7YiK47EZOYbCSXfgrx+YZ15HqDOcdL0CQJZXwYYVX7C9HgB0RzVbiLGnJmgLsPbWBFF7uT2toMNaqQToM33erbtq+/ltfLgEoc5wr4KVdCpNelPd4nZeaws5oB0PLJjKUIaIiIiIiIhGlFETykgp3wbwNgAIIV6zPharknkWwEtSyj2x7/1HANcArAOwVQiRC+B70Cts3o0d8+cAAgAeBPC7wbkSorHBHwjhlSMXcaap3fXT5k5fKszF2nviB1AT0eCwbsjfjmi2VmDhiIZQZxg/jYUWzud1x6peNAm8+tFneKikIOlGeqgzbA6fB+IDGeH4noj974FPrmDp3flYt6zI/GMwKi/21ASx2x+EqurhwFPL52Dbh/UwXq47ouFg7RU4uqqhpUNvh7agIAd1Te3YWd0Yt+7Lbbex+UCdeQ3nmzvijrF66IvT8JexSo+G1lu2e7q8OB9nmzsQiWrwKAK7qhsRVSW8HgEJIGpZoCLi599YVRTnQxECWuwiNQls+7DenHfTHdGwcX8tNCmTVtz0pW1YX9uvGf758Hnb1wdrr/DfBSIiIiIiIhpRRk0ok8LdAAoAvGN8Q0rZJYT4AMCXAWyF3vbM5zimUQhxJnYMQxmifuAPhPB3b57CmavJNyutvrOsyHWzl4gGT0VxPryKQNiZVqCnHVai53kUYVZqaNI+b8ZtU97Y/LdWtSgAFhXmonRmLq53dOOd083maxjHRDWJF/bXYkFBjusGv1F5saas0Jwbc7M7CuuoGgmgZPpE/OF8C6wTX977tBnbqxqw6a06s02bk4QecLywvxaaJnvSohiv5T4oAL40a5K5zpzxPjNsUmJfGyHGycY283qdM3gAYOJ4H55YMithqFE+Ow+bHy3VgxdNQolVBxmE0OfMSMRX3GyvasDO4w0Y51Uwd1pOXEVNopZ2biFLb9uvGV56+0xciL+ydHrC44mIiIiIiIiGo7ESyhTE/rfZ8f1mADMtx6gAWlyOKYALIcQG6DNqUFTET2kSpWJvO5Men0dgdVnhAK2IaOiMpH9DjI32+xdMtYUhgJ47bH60NOGGvC0QkBJeReBkYxuef/MUSmfkYvOBOnNT3rrh//r6CuytCeoVIpqEIoRZLecPhPD+2WuIqBKKAqiWjETVJPbWBOM2/53r2lsTRDiqQS+mtatvuQXpKMdRNeB//OGzuEDGeLZ1Vo0ZeDjyEyOQEQCyfD2VJv5ACCcb2yBiM248HoHLbV04myC8dlYKtXVG8MoH9SjKn5CwamTdsiIsKMjB3pogrnV048i564iqGhQhsP4rd+O1o5fiKmCcv7OPXQohKzZfx/h5W0OVjQ+X2H6eqUIWZzs0a4s2t+ftO3HZ9vVd2T5WyRAREREREdGIM1ZCGUOqDihuEh4jpdwGYBsALFmyJN2RGERjinUQeCaBzJ1ZHnx57mSztQ/RaDNS/g2xbrx7FQGvR9hbZyl6Sy+3DXojYDE2znceb0Bt000z2FGg/wMrAYSj9hZaGx8uAQB8Ycqd+PRqB6JSYvOBOrMKZseG5WZoozr+mbZ+5VaNYQ0DIONv/Xtnmt2+jQvXPo/7Xqof3MKCHIQ6w7h6s9v2nBXzppjrW7vtqO2eRlSJHVUNkND/jxCfx37fJfSWZZPG+3CjM2I+L51WXntiYZRXEXhw4TQAerWQ20yZg7VX4p4fUfVKp7NXO7Dtg4u4HWtNF4nqbd/SmXFjsLZD8ygCu/1BRFX3QMcfCOF6R7ft+d9eMivptRIRERERERENR2MllLka+98CANYm8FPRUz1zFYAHwGQA1x3HfDDQCyQajdw2G1MZ71Pwbyk+XU1Eg8caYKiaxNqlRThW34oL128B0CtI9tQEMXPSePM454wSo4LC2o4MgK09GCSgSr2FVjjWAszaYgux71uHyzsH2BtKZ+S6rr87omHzW3VYe09RXHs0K1Wm96mNdFxsuYX75k/BVUeF0Tunm/HB+ev46rwprr8jrZU3UVXiiWVFqLvcjpPBdgD6XJi5U+/EsUsh8zlurbysVULWexFVJd779Jp5j60VMNbzfXjeXkDs8wh0dEXwj787a35PQJ9ps7J0Oo5fupH2zBnrnJmmti7sONaQMNCprG+1tZm7Z04efviNhUnPT0RERERERDQcjZVQ5jPooctDAI4DgBDiDgBfBfC/xY7xA4jEjtkeO6YQwEIAHw/yeolGhX84eCajQEYIMJAhGmacw93XlBVCAGYoAwAtHd243tENa9cu64wSo4Ii2W8DDXowoGoSQgjXsMU5uyYvOwuKEJCxMMdw+Ow1s2LEmGmjqfoxJ4PtOHO1DpseKUFdUzt2VTe6zsmZNnGcrbpFAHGt0pyEAIQEhGVmi6pqmJozzjXkiUQ1XLt5O+48ThqA6x3dGOdVbN+flJ2FF1ctwsHaK1hZOj2uSsatesn4WTrvsVEBY/39u25ZERpab2Hrh/V6WzVFYNM3S+MqaGbnZ+Nn316M8tl5WFCQk7QFmZMRsPkDIeypCSYMdPKys2z3b9Wfsq0lERERERERjUyjJpQRQtwJYG7sSwVAkRBiMYAbUsoGIcQWAH8rhPgUwDkAfwfgc8QCGClluxDiVwD+UQhxDUArgJ8D+ATAocG9GqKRy/hU9i8OX8DnYTWt5wgAD31xGluVEQ1D1moG60b7Lr++ge71CLx/9lpcsCFiKYTHoyB/QlZaVSeLZ03CfQumIi87C5veqrPNb1HQM7sG0OedbNxfi6gm4VEEpCbNypt3Tzdje1WDGVJEHGsLRzXUNrXjxVWLsLqsEJvfqjMrUAzNN+2tsozfUVuPXETzzdsQAE5YnuNRgB8/ugihzjDysrOw+UCdGTCUzMiFx9n2DXp1ydp7inDmal3crBqnQ6eb4Zx+I6G3jgt1hrGgICfuOc6ZLaHOsPmz7OjS59CY6/cI18qWm91RS9mORKgzHFdBs2HFFwAALx++gIrifDzzwNy486SS6H1mCHWGoQi9QkgR+tdEREREREREI9GoCWUALAFw2PL1j2J//gXAUwD+DwDjAbwMIA9AFYCvSymtU3T/C4AogJ2xY98D8F0pZXo7y0Rj3Etvn8G2D+vh8gH3pHb/1ZcZxhCNIOWz87DjaX0D/XJbF9441hB/UOz3gKpq2HeiKa3z3rgVNjf0FxTk4O/ePIUzsWH3Xq9iBg/+QMgMZABAahJTHZUtB2uvYEFBDp7bfdL1tXYeb0TpjFysW1aEjY+U2FotGpv/BkUAk3PGAQC2fXcJ/IEQntx21HY+TQMaWm+ZLbWsFSN7aoJQLYHMwoIcZHkVTJt4BxYU5GDH0xXYcugcPjrfknD4nduv1c9abuHbWz+GqgFej8BOR/sxZ5WTEXaUz87Dy4cv2Kp3vr1kVtzvYX8ghN3+oHmMJ1apZJ05s7J0OhYU5MTN7XE7l1vg4g+EsLdGf401ZYVmmzUAKa9lOEt0vURERERERESjJpSRUr4PxH2I1Pq4BLAp9ifRMbcB/OfYHyLKwEtvn7F96jodCwty8JNVi7hhRTSMOVtgGRvu1rZTe2uCCEc0aIi1+YqFGhL6fJZ03TUhy/zvs1c7zEAGsM8Z0eeLWKpOFIHHFs+0/Q4qmT4R33m10hxE76RqEhv31wLQqy42f7MUh89ew+krN3Glravn3LHzv3GsAb853ojNj5aitqk9rjJIAnjlg3pcbLmF78eq/oz7Yw02AFiuqx3vn7uOHU9X4NkH5+P4pRvmfQT0+7hkdh5ONLYhqkq9+kj0tFC7cO1z85xRVeIfDp7Bb77/ZfN7yapPKorzMc5nb0vnVFnfimjsxQSAhdMnmo+tW1ZkViK9fPiCrSLH2QYt0XvIHwjhyV9WmlVCv6luhAIgqsm4cCdVJc1wkuh6iYiIiIiIiIBRFMoQ0eAzNmNrAiHb5mkyd2X7sHLRdKwuK+QmFdEI4GyB5dxwt26W52VnxbXvkhJwi0UE9KHxUU2aVSkngu3wB0Ion52Hncfjq28ut3Vhe1UDLrd16S3LVAlFEdj8aCnWLStCUf4Es3oj1BlO2RLMCGY0qbdAc7Y5A4BxPg+6InrBrCYlXth3KunvrndPN+PD89fx+voKAMCWQ+fMYMNNOKphb00Qq8sKsaasEFWf3TDDFk0CNQ1tWP+Vu/HqR59BkxJeRcHdk7NtgYzh2KUQtlc1xM11cQYkxmNuIYf1caM6xfj5fxJsx3derYwLGSqK8+GN3T+PEt8GLdF7qLK+FRHLzyiqSrN6J9F7baj+3XBWvli/BmB7LNXfmeGIlT1ERERERESDh6EMEfWKPxAy2+Zk4ntfLe7VvAEiGhrptI1y2yw3goG87Cxs3H8KUa1nftT9C6Yi1BlGRXE+9tYEsb2qQa+qUTVsPXIRXRHVNVDZETvO2nbLI2C2NbNWb2yvarC1ILszy4Msr4LSmbn4+GIrNE0PdDSph0JagpIeI5AxqFJvs5bM7YiGzW/V4cyVm4ioMuU8nTeON2BXdaPrsZqUqLty01xnNKrh89uRhOd6YX8tPMK92sRZwbHx4RLbc90qPF5fb2+tljBkMIYIifii5UTvoYrifPhioQ+gt2BToIdl1uOGOjBwu2+bD+hzgLyKAIRAVO25Z27XO9TXkAwre4iIiIiIiAYXQxki6pUf7DyRcSBzh2/4zwEgIrveto2yBjXOyg1jgxoAVpcVYpc/qFdMCIF3Tjeb51CgV9kosM9VsQYXqiZdQ4JQZ9gW3nweVoGwig/Ot+D7K4qRM95nVvR0R7SUwYmVz6NACEAmedLJYHva51M1QHVZgQDg9SgY7/PAqwhEVQkNQLNldk78uSSMGKk7olfhGPfGWsERjmhmlZCxEe9W4fHMA3PN1mqJgjmjzZkRrBk/j1RVOcZsIutMGeN8xnHbqxqwcX8tVE1inK9/AoNMAxLnfTlYe6Xna1XCiNLCEc087+qyQgjo728Awzr0GImVPURERERERCMZQxkiytjiH/0ObV3RtI4VAH66apH5qXhu9BCNPH1tG2UNBc5e7TCrDMxqDalva6uaPZhYVJiLr5cUJAxPFCBh9U5FcT4URcSdEwDqrtzEv35vGfyBEFaXFaKloxvvfdqcdtB87trnSQOZvjJau92/YCreP3sN755uhqIIFE+ZgPqWW9Ckfu33zpuMkukTE87zkgB2VTea7SKtFRxC9FQJGRvxzgqPvOwsvHz4ghmqGOGJU6LKEGcQ4VYl6fbeslb2bNxfi2jsZ9gd0bDl0Dk8++D8Xr8fe1MV4ry+laXTzZBKCMAo6tIAdHRFbOdfXVY47EOPdKrhiIiIiIiIqP8wlCGitL309pmEm39u5uRn42ffXjysNp+IRpvh3BbJYN0IV4QelBitsA7WXnGd5QIAy2NzTSrrW/HU8jl49aPPoGoSitA37nNQw6wpAAAgAElEQVSzszA1ZxzOXu0wW6XVNbVDAiidkYu7J09wnb1SMn0inn/zFHb7g2bbqR8/ugjvn72G+pZbqL/+OVyyHJOW7EELa6VOJv5dYS42PlKCyvpWvHu62QysPmvthBKr0PF6BJ59cD721gSTnsuoJAL0UGzjwyVxc3+MjXjnfCBneLanJmjOwLGGGW7VVC8fvpA0iEjnfVtZ3wrNkn5JAH+40ILjl270utqkNwGJ29wk4z42tXVhxzG9VZ4i9MDPef7hHnr0thqOiIiIiIiIeoehDBElZGya5WVn4b+/fRod3WrqJ0HfiNz9V1/mxg7RAHP71D+AYbe5at0IB/Rh8EYwkz8hy7WiRQC42R01r0+InmNUqQ+1TyV+ugmwdE4eXjt6yVZ10x3REOoMY9t3l+D5N0+5BjmGxxbPwL4TTWlcdeJARgBYMicP5699jrbO+PkwpTNzAQBNbV1QhH69AMxASj+JSPoanthxPq+Cjq4I1m49ClXT7/3mR0uxbllRXFs5oKdyxRqqdEc07DzekDTMcFa8JAoi/IEQ9tYEsau60XXujZVxDmPmjJRIK0xJFvj0NiAxzuP2921PTdC1isYt7BpOfy+t+loNR0REREREROljKENErvyBENZu/dhsy5Ku2Xdl4+drWR1DNBicn/rfUxPE3lg1w3CaXeHcCF865y58cL4FUgL7TjT1BA0xigCyvAouNHfgdiT2S6gX/cKcz/AoArnZWQhH7W3QJPS2U4B7kGNV23Qz4WOz78pG4EZnWmuraQi5tktTBJAzzmsJowAhe67FyK6M2S1rygrxRqxSw+prC6ehK6Iif0IWtn1Ybz4e1SQ27q/FgoIc20a8NcgAgJONbeZzJIBTwXYIRUCBTCvMcAsijBDRGoglC1jcKncShSnWDxFYK3ycfwf6EpAkmrnjPF+ysIuIiIiIiIiIoQwR2RgbWwdONmUcyLy4ahHWLSsamIURURxn2CEAW3WDdcj7UHJurv/tvlO2x62BgiKAJ5cW4VZ3NO2KlHSpmsR7Z5pdg5d9Jy7joZICrC4rxC5/0KzOcLJW0XiEvnYJPcwpyo8PZRTRc31GOzO9HZn7GjUJvPrRZ+a8l0SlMNZgwvoaAOBRgPfONCNBVzhosZZm1kDGCIG8igCEiLt+LbY4ryKw8eGStN5XztBny6FztkBMIPFMILdzuIUdzvVb2+OFEwQ+vQ1IElXZOM/HAIaIiIiIiIiSYShDRKbeVMf4PAJ/OmsSnlu5kJtQRIPM+al/AGag4BzyPtSMNWw5dC5p0YuUQO3ldpwMtg/IOhKNg7l6sxtPbjuKHRuWY9MjJeaA+WRzYcpn58Hf0AZNk/B6BMb7PPB6BKKxNEQB8JPHFqG2qR0XmjvSarkG6KGJoghIKV1fe+7UO/EX996NyvpWNLV12QIegZ42X4lk+fRAwQjhL7d19VSAqEmSIABSSoQ6w2ldh8FZIaMIwOtR8Hh5Idak+f5M1pLMWsFivWeaBPKyszJaazL90YZsJMyAGky8H0RERERENBYxlCEiAPrGyHd/VZVRILNi3mT8+nvLBm5RRJSS81P5j5cXYkdVgzkcPp1B5oPBWs1g5RHA018txqsffWZWOPQmkLlrgg8r5k3Bb082JQ0kkgmrEpvfqkPJzFxzwHzCmS0KUB0Ima8VUSUOnWk2Rr0A0KtLjn3WinnTclB3Of1rUjwCDy+ajv0JKoWKJ08wW3R5FWGbySORvNPbV+dNxsrS6dhTE8RufxBRVYPXo8AbO4cnVikTjWowflKKgB4SaXrrsrzsLDz/5ikIwAz90glNJPSg6t65k/Hsg/Pjql0SPd9tdlKi+TVCCES1nlAs0wAplb5UwaS6jrGG94OIiIiIiMYqhjJEhO1VDXj+zVOpD7R4bPEMbHniTwdoRUTUW2vKCrHXMng83UHmvWUMbpex13bbVDVaV1krJRbNzEXJzFzzOQ+VFOC5PZ/Y2oMZZt+VjcZQZ9Kw5catCH57sgk5d3jR3hXt9fV8EmzHmasderiSoqLHuR63dmOJWrCtmDcZlfWtiKjx1TCqKvHbk0227yuWU1dfumHeS1WTKJudh+MuVTheReDLX8jHRxf0+T3jfApKpk/Exv21ZgCmv56GJ5YWYcak8eb7xWg1F+oMx31v029rEY5VA+3yB7HpkRJbSPStJbNsFVrOtl9ugUyyzXm3WS6J5sSkmj0zlFJdx1jD+0FERERERGMVQxmiMS7TQGbKnVn4Lw8t4OwYomGqP1ospcsfCOHJX/ZUv+yubsSODcsTbrgblRJZXgUbH7HPJTl7tcM1kMnyCHxl3mTsONaQcj2aRMpAJjvLg86wmvBxCSCqaimrbdweFwCESN46DAA8isCflU7HrLuyUXu5HZ8E220BjLPaxasIrP/K3dj2YT00CdzojNjONX9aTlwoMynbhyeWzMJrRy9BSn1df1ZSgFc/+sysJDHW7PMqcW3uymfnYXtVgxl0rFtWhPLZeXj58IVYizNdJKrhYO0VMyQKqxLbqxqwpyZohitu70lrZUyqzflEs1ys0pk9M9TysrOgxNK+4RYYDYV0fq5ERERERESjEUMZojHIHwjhHw6ewSfBdtxOs19Ztk/Bv7K1CNGIMFiDxivrWxGx/A6JqPHt0qwb7kaFTOnM3LhzHay9Yvt67pQJWFVWaG7U7qnRZ+UIIfTgIxYsTM+9A1fab6fdsswtkPEI/Z6daGxDVJO9an+2dE4eahraUs6hAfTqlo37a6FJCa9Hgc8jXCtmAD102fxoKUKdYfd1CYGSGbnmOQxtnRFbSzgpgf0nm2xhj0cATywtcp07ZA3sPzzfAgBYt6wIFcX58HmEWSnj8+rVN8YxiF27M1yxvieNoO52RH/vzJsyIenmvNvspJcPX0gYujjf/8Nhbok/EMLmA3Vmi7iND5eM+X9PBzNAJiIiIiIiGk76HMoIIQSAewHMB3CH83Ep5T/39TWIqP/0plXZ91cU44ffWDhAKyKikaqiOB8+r2JWyvg8wrah7g+EcLKxDQJ6hYxXEThztQOnLrfbKikAYGXpdNvG/oMLp5n/7bYpb22vdb65I2GbsHRoEvjkcjv+4t678epHn5nzZJJRAMhY+jLOp2CupVolnUzHqFaJRjU8+MVp+GNDCNc/j59/svaeWVi3rAgvvX3GNewxKlV+9M1SvH/2Gj4JtuHqzW79ujQJ65Ok1EMeqUkosbDHWfVoBBhv1gRt3995vMGsltmxYTn21ATNmTKV9a22tRnVN4kqHyrrW81ABgDOX7+FxYW5eKikIGXQks4cEmsIAyDh8YMZ1ljn6kgp+33WzUg1WAEyERERERHRcNKnUEYIMQ3AewC+CP3/FzfG21r3DBjKEA0TL719Bq98UJ/28QxjiEaOvm4wOzey0zlX+ew87Hi6wnWmjD8QwpPbjpoVFYoAiu7KRn3LLWgS6I5o2HrkIr40a5IZrnx/RTHqrtxEyfSJeO3opbgZJc88MNf2+k9uO5qwwiQTRmVH3ZWbaQUyAKDFnuiNVT0Y58mUBuC9T5uhuhQtehT9nm6vakj4u1sC+Oh8C45fuoHX11cAiIUQEQ2KIjBv6p04c7XDPP7u/GwsLc5H6YxchDrD8AdCcRUsYZcKynFeBc+/ecoMYl5ctch87OzVDtu13zMnD3On5eDs1Q7X91FHVwROnzZ3YN//8pXENyomVaszZ2izpqzQ9fjBHjLPVl1ERERERERk6GulzM8AtAOYBaARwDIAzQD+ZwDfBfA/9fH8RNQP/IEQnv6X47Y5BKk8tngGAxmiEaKvG8zW53sVAQiBqJreuRJ90t0YYm/QJHDh+i3zawngndPNeOd0MwD9Ux3jfPrr7akJJp1RAgCvHLloBj7pStRWzKjsKJk+EUcvtqYdzAB6K7JQZxiX27oSvqbHI6A6wiPrWtwCGQAoK9Lv7ZZD5+LOafyHlPp5whENWw6dw7MPzsfGh0vM9mgXW27BqwBGznLx+i003OjEbhGM+xnbWs1BD9K0WHVNTUMIx2KVQL+pbsQbltlBdU3ttvX5G9pQHQjBKNQZ51Ow8eEShDrDqCjOR92Vm3HXunTOXfpzU4SLqcINZ2gjAXg9+vEej2ILHQdzyDxbdREREREREZGhr6HMfQD+VwBGI3ghpWwA8KIQQoFeJfMf+vgaRNRLxuyYY44B0Ml4BPD0V1khQzSS9HWD2fZ8VQKQrnNBMuGcPZKK8Xp7aoLY7Q/GDb53Vjn8/tNrGa9JQv8dJwHbfBYJIGecF69+VA+XIhEIAHdl+9DqEmxLAO+fvYZb3dGEr7n+3ruRM96Hjq6IWQn0Pz6+5FqRYuUPhOAPhOJauxmlydZgRwPwhwstqPrsBhYW5JizZKKqhgcXTsOhM83QjAAn9jMG7PfVGXgYQcrlti7sqGowXz+iSuyNtTerrG/FtY5u27pVy801AqO/23cKmtRb3H3v3rtt1zNvygT8+nvL0goXU4UbzmsonZGL3dWNscXIhMcNRuUKW3URERERERER0PdQZhKA61JKTQhxE8BUy2MfA3gu2ZOFEHdCD3b+BEAe9P/fvQ3ApwCOSCk/7+P6iMYsfyCEx1/5GBl84BuLC3PTah9DRMNLXzeYrc/3xCplVLVvm9XW2SMXmjts4bDXIxB1CWt8XgUCepBgUET8jJLK+lbbxj+QvApmdn42Aq2dkAASZURu81yM5//liuKkrR+Ppwi+667cxL9+b5n5tT8QwqsfpW4lqUn9Wp95YC4aWm9h6wf15jXqs0nijw9HNZwMttu+V99yK+G/BR6lZw5QosDDHwhh57EG27271tHdU13lUeBV9IofjwIoioKo2lNxA9ETgkVUifqWW3hx1SIcrL2ClaXTzbk26YaLxvcq61tx9mqHWYFjhB7Wa6isb0U0FlCpmjTPmSzcGahZM4M5w4aIiIiIiIiGr76GMp8BmB777zoA3wFwIPb1IwBuuD1JCCEA/AjADwBkA+gEEIK+95ELYAKATiHEzwBskjKTbWUi2l7VgOffPJX28XPys/Gzby/mJhHRCNXX1kjO5wPpzZQxJNpsNja/Xz58wdbOqmT6RGR5FVuYcVe2DyvmTwEAKIqAZkkApuSMw2OLZ5rnzsvOilvDQ1+cZrZCs/IoAhtWfAGbflubcbszQA9kcsb7Mn6eVcn0iXj58AXz3m45dM61IseNca03u6MJZ9Z4PQKKEGa7LqcL19w/4yIA3L9gKirrWwH0/LzcqlN+/NgivGCpdpmaM84MUFRVwxNLizBj0njzGvfWBHGtoxtTc8ahqr7V1rqu+eZtrFtWZIYxhnTDRaOixmhxpwjYKmuc15DonG7Xmqxapy+hymDPsBkqDJ6IiIiIiIhS62so8/8C+DqA3wD4CYD9QogggAiAIiSulNkEPZD5EYA3pJSN1geFEIUAngDw99A/DLqpj+skGhNeevsMfvWHz2xzHJLJ8ghs+mZp3MYYEY08fW2N5Hx+upUD6Ww2G5vt4YgGDcDJYDt8HoGFBTkItnWh43YUNzoj2HeiSW/LJXqeq0ng6s1us1Llh99YiFBnfFVL8eQJECK+emT9V+5GqDOM+xdMdQ1tkpmZNx4PlRQA6Jmvkq5J431QBLBi/hS8dvSSbV5PxCWRWVyYixOWChfDprfqAAC7/cGkr7fpkRLUNbVjV3UjoppMa60SwO/PXsOhM822n50/EMLeGr2F3JqyQpTPzsO6ZUVYUJBjC+721ATNWS3XO7ptgdCu6kZEVAmfR+Av7r0bF673VAYtTxC2pBsuGhU1Zuu2JJU1mQSW/kAIWw6dc63W6WuoMtgzbIbCWAmeiIiIiIiI+qpPoYyU8n+3/PdBIcSXAawCMB7Au1LKgwmeuh7AD6SU2xKcNwjgn2It0f4eDGWIUnr2jT9i34mmtI9/cdUihjFElFKqjdZkm83WMOf19RXY/Fad2VorokqcudoR93pubbkMWz+sx0MlBagozodXEYjGkgcBvUWYs4XZ0jl5+OVH9WZbLY8i4tqeJXM51IXHf/ExvlSYm1EgAwBtXfr8md+eaDLbd1nn9ThNnXgHPMrNuPWFoxr+6XefJp0/o6oSdU3tmDFpPDZ9sxShzjDysrPMkCaiur+m8VzrzB4AePKXlebr7a5uxI4Ny22hnfVnurcmiJ3VjWbgtbu6EfctmGpWJYVViZvdUXx/RTG2fVgPKYHXjl7CQyUFCVuTpdrId4Z8ikDSypp0zulWfeNsmdeXUCVVFVCq4HMkVJ+MheCJiIiIiIioP2Qcyggh1gH4/6SUNyzfKwLQJKWsBlAd+94MIcTzUsoXXU4zCcDFNF7uYuxYIkrAHwjhlSMX8W4GnwBnIENE6Uq10Zpos9ktzCmZmWubd5IpKYHNb9Vh7T1F+Pd/MhXvnWmGlHr7rvE+D7wefZaJEAJCwDbHRtWAhQV34vy1z6FJCSHSC2gk4FrBki4NgFcICEi9kgfur/tJsA2JurXe6IzYvp59VzYCNzrNrxUF2Hm8AaqmtxYzgpmSGbmQS4CWjm68f+46olENQtHXIiVc5wdV1rfaKnkiqjTDmj01Qez2BxFVe36mMyaNh2qpzoyoEtdu3ratVwDIGe+DlPr9vB3RsLdGr/zpTdhgrX7Jy86yzZTpLWv1jQLg3rmT8eyD881z9nVuU7J5Pa8cuYjff3oNUkrXlmkjpfqkr/eIiIiIiIhorOhNpcy/AlgO4BgACCE80GfL3AOgxnLcLAA/BuAWylQC+G9CiEop5S2XxyGEmAC9/dnRXqyRaNTzB0L4m9+cwKXWztQHxyydk4fnVi4cths6RDT8pNpoTbTZ7BbmlM7ITfpac/KzU/5OOxlsx8mgPjPL5xG4f8FUHDl3HYfONEMRwKKZuRjnmFdjyPIq2PmXy83N/M0H6szKiIHiEUBZ0STcuBVG4EanLcCwunqzG4AeYCiKXvOjJiiOsQYyADB94h0ItulBSFiV+Ns3T5nX9P+zd+/hUdxnnui/v+qWxMVCdMRFgJCMDFYcicSWwAjfsDMmM+TBgw1xCPhsMidjsOewe47PZDfJcWyNF2c8yczmLLPPsmNjj0/2YskYBCb2hInBsQHHSEArtpHA3AQtNRcBogGBQK3u+p0/qqtUVV19Rff+fp6Hwequ7q6q7lCa37ff9xXQqj4qiz2YOTkXyyoKAcDShsz+3mW5FaNSJssl4BmTbakiAXrf06qS/Kjtl88twuFzzcZnZmlFIY6c67Sc57f3tWKTLeBJZXaLvWon2etarOe2f86fe/ROAMDzWw9CAFhaUXhLc5v0fba3BVyxYa9l1lF3j4p1O48agdBwqj651dlWREREREREmSKdUEYkeVs8/xbATgCtQojfAfgSwGVoX6AcD+CrAP4UQDeAP0ljH4lGtF/89rAxXyEZsyaOxY4fPdx/O0REI1YyC61O7aHMi9wul4LTl2/g87bLlm2meUbj3JWbkFLC7VLQdin5kBnorcoIhbVFa1UibiXOjAljLcdRWpCL13adiJo1IwDkuBXcjNMyLBnTPKNx/upNS8VOIkIAqirhUoDC8b1hSzyjslyWn6Xtv8NSqxr6rO2yMSMm1vygymIPaldVWWbK2Ge4CGjBjWdMNupbOox5NuYZNOb5M3q4YBaWgBp5TnPYUNPQiuptTQirEjlZsStD0qkgifcY++ccgCUw2eT1o3ZVFdY8MjPua6SivqUjagacBPCH4xex/9QlvPV01bCrPrnV2VZERERERESZ4JZmyqRLSnlYCFEG4K8A/Bm04EX//+AC0EKa/wTgVSnlZednIco8NQ2tWPtec9ILhQLA37JVGRHdonQWWvVF7i2Nfmw60Ia397VCCOt3OBbcORHLKgqxpdGPptNXogKVibdl48K1YNzXmTxuFI60dyZV8fLeF2ch5Rm4XQq+U1mIZRWF+Mb08dhxqB0S2r+ZUz2jcTpwI+G/s+aZNk4UAKOzXFGL7vrcG/v8G0CraNGfMqQiqUDGrQAlE2+D71JX1GvZ6a3IEr2XTu+3EbApAk/OmY6yqXlY+36zJeAAEBW+6KpK8pHlEpZ9VBQBVZWA0KpxvL4Aqrc1Gec12NMb1tgrXNKpIEn0GPNxr//ouGVf+6NKpaokHy5Fe68BLZBDJFzUX2/NIzNZfUJERERERDTCDEooAwCRsOXvIn+IKIGahlY8v/Vg0tsLAJv/6j4u4BDRoNEXz0OqhCoBBRKuSPCQ5RJGK626Rj9u9kSHIOZAxqUIrHpgBjq7Q5b5Kc8suAPPLLijd95JSBv+7kSf5RIMqahtaMWWRj+qF5chJ0sbGi8EcCZwI6ljixfIANosmePnr1lucwmgfFoe5pfko/nsVew5dtG4TxHAAzMnYLfpNjvFlOS43QoW3DkRu45ewI5D7UmVLEsAnjHZSWwZbWlFodHGCwDW7TxqBGE9IRV1jX5safQjGFLhjsyqsbcme3LOdNQ0tAKIhFJSapU8qsRLv2nCk3OmQ5XW0KaqJN+xwiWdCpJUHqOHSHqlTH9VqSiKAqiq0WLuc/8Vy4wfwBoWJdPajYiIiIiIiIa2dEMZp5WI/mzJTpSxahpa8eYfTuKEbXEvlrHZLiy5Z5rRQoaIaDDZF8KrF5dZBrOv/+i4MY/EiQLg/lnWoetLIy219PZZVSX5WBYJDS50duP3X7YjUUGhPnB+4/5W3Hv7V7Dn2EUkyFnSJgB8tSAXR89fw8HTV3CkvRPVi8vQcPISgiFVq9DJG4VP4gQygBZmuRRg+dwio8JIP3exdv22HBeudYcBaOcy0BW/8kinL/7rs3f0QMRcISMjz5nlViCA3iqUsAQgo1qT6fvcE1IhhLXSqCesbZ8dmU+jCIG1S8otn5F0Kki8voClFVuyVSeVxR7Urp6Puka/EUb19TW1vqUDocjgIFUCB04FkOUS+N69RY6vl07LNiIiIiIiIhp60g1lfieECNlu+9B226BV4RANd3oQc/pSF26kMNPgroJcbH/uoX7cMyKi1JhndXjGZFsCGUCr3LBXeQjRWxWiD113moGy4vX6yMwaASVSmaEIgcg6NxQAswvz0Hz2KkIxWnvFm0HTVySAL02D7rt7VHx85DwQqQqRSK5VGQCEVeBiZzfqGv1450Bbwu2NQEZogUcy1R7mxX/tfEojxFr7frNR1aQI4P6ZE7CofAqaz1yBW9G2dUUqZZwqPqoXl2F701mUTRmHNz89ZYRKeuWUPsPG/BmJVeGSqK2e1xfAitfrjdfYfKANtavnJz0Xpr/no+jHpVcc6VVDU8ePdnzddFq2ERERERER0dCTTnDyH/t8L4jI8IvfHsaru1tSfpxbAX7+xOx+2CMiovTFqrjQZ5C89F4z9LzECGek1q7sybnTY1YomKtEQmF9SRtQpYRbEZBSCwfKp+Uhx61g36lAPx9pfNL23x8cak/7uT483A5VJl+iLKCFJ/Zwq6ahFdubzmJR+RSsnFdkvFdnLt8wFv9VKaGY9t/cZi7brWBR+RTjfRUCyBudhZmTbsPj9xRGBXBeX8DYdv+pS3jpsTI0n7liVLHo29nfb3Owl0rbrvqWDvSYvtiQ7EydgWKfuxRWZdw2aem0bCMiIiIiIqKhJ+VQRkrJUIaon3h9gbQCmXtv9+Ani+4aMgtNREReXwC/3H4Y+30BI2TRKy70b/kj8t86c8gQilMxYN/WbvHXp2BMjhubvX7U7mvtt7Zk/eHe2z14/J5CfHzkPHZGwhczBYgKZNwugeVzpqOhpQPHL1yPek6XIhwDGX1O2Z5jF9HacR2/3nvKmAkjTPNrnOo1x4/Jwj//YK6legMSuNTVg32nAvhj22W8vXq+5TXtlR6BrqDRii6RdKpWqkrykRVphwZo1ThDLcjQj6tsap4RkMU6znTDKSIiIiIiIhpa2GKMaAiwLF6mQAjgmQdL8NNv39VPe0ZEFC3RsHGvL4DlG/ZaWobpba2klFAUgQ+az2HGhLFQImGNnSJ6h7zbX8vrC0AAcAnAqStZx/Ugxua4486qGaq6Q1prs99/GR3ICACPfm0ydh+70BuEAFBVibKpebjeHYoKZVwCxmwWs+1NZy0//2vzOeM5w6rExNwcnLvaHXM/H75zovGcbpcSda6dqlLslR6eMdn9OiOlstiD2lVVlpkyQzHIsFcQlRbkxg1mhuIxEBERERERUfIYyhANsnTald1dmIeFZQX8piwR9Yt4oYt93sjaJeVYOa/Iso02wNyaKIhIOPDxkfP44FA7PvdfMea5uIS22PxZ22WEwlpos3ZJOQBYFu2rF2vtrjYdaENIlRBCGHNZzPLHZqN2X2taxz7xtmzkjc5yrDhJlwBw15RcXLnRg9MJZsdo58R5zo1LEXi4dBKeWXAH1r7XbJw/VQI/23owqnpommc0Hr5zIkoLcqOea1H5FOw5dtH4+e7p43Hu6k0jMHn87mmWa1OWS6DH9J6+/8VZ3DsjX3tuh/fAqSrFPl9oe9PZpGak2D+PiUJB+2sO9eskZ8UQERERERFllowKZYQQuQBeBvAEgEkA/gjg/5JS7o/cLwD8DYDVADwAGgCskVI2D84e00j3+H/9BJ+lOGT6lSdmRy2AEhH1FXPo4lS9sKXRb8wVUaXEC+9qLbD0f5e8vgDOXL4Bl6INpdetfrAEK+cVRVVo6BaUTsJPFt1lWWxf/9FxY7E6GFJRva3JaIEGAEJKo82WogiUTx2H+SX5eP2TkzFblilCq+zoCamOLdAWlhVgWUWhZUA8oAUiqum1UyEBHDrbabx+qu3UBLRQK6xKvLitCd/86iRMGjcK5vDG6SlPB27grYZWbPL6UbvK+j6unFeE1o7r2LCnBVJqlTLVi8ui5sD8a/M5/FlZARaWFWDdzqNGkBNSJaq3NeG7c6cjZDqggnE5+HrheDyz4A7HYEG/7ak36o0B94pAzBkp9s9j9eKyqBcjv9UAACAASURBVNlEiQKMWNVWQ6UNGGfFEBERERERZZaMCmUAvAHg6wB+AMAP4H8DsFMI8TUp5WkAPwbwIwB/AeAIgGoAO4QQpVLKzsHZZRqJvL4A1rzljdsaxgkDGSLqb/G+te/1BbDpQJtle1UC1duajGoMfQHd7VJQWZSH7pCK5XOLjH+77BUagBZ46IvjsdpdCSEsi/9AJIiI3CQgUf1YGbY0+h3boQFA8VfGoCh/DEZlubDzUHvU/S7R2+LqpcfKsHF/K3LcCmZNzkXZ1Dysfb/ZCBLSJaUWsiT7HCLyt35IYVVix6F2KCIyXyaJ5wiGVKx5y4v/80/utFxDckdnafuE3hkvax6ZCUB7r9/8VJsx8/onJ1GUPxbPPXon9p7oMN4HVUpc7Oy2hEz213Cif8YktGO4f+YEPPfonQCA9R8dtwQl9s9jstU1OqeQEUC/tk1LVV/NihlKQRMRERERERHFljGhjBBiNIBlAJZJKT+O3PySEOIxAH8lhHgRwHMAfiGlrIs85gcAzgNYCeC1gd9rGmm8vgBe3XUCOxwWA+NxK84tgoiI+lq8b+3Xt3REBSOAtjivD2s35pKEVSwonWQs8gPav4HNZ65gmmc0TgduANBChyfnTAcQvSBvXqzuvNETt9VjSIUxOyQW36Uu+C51waUIox2XjOyDSxF4+oEZqG/pwJFznZZqjMfvKUTTmSt4aNZETMzNwfnO7pT/HTeLt4/2SppY26pS2+e5ReNx4FQgYchz7mo3nt96EK0d1405ZE7vtb6w/3nbZaNSSK/QeeeZ+Vi7pBzV25qgSolst4IJuTlGyCSgzaqJNxPF6XX1QMYpKLFvu6h8CvafupR0VYlTyAhgyLULu9U2a4kq3IiIiIiIiGjoyJhQBtqxugDYm7nfAPAAgBkACgB8oN8hpbwhhNgN4D4wlKFb5PUFsOyfPk3pMZwdQ0QDLd639q2VK4CEgIwszuuL47ECHa8vENUSTAGQnaWgbGqe44Ky+Zv/+mJ6PBv3t+KbX50Mt0sgHJl/4hRWhFWJr9yWjW+VFaBsah4CXUF4xmTjpfeajWPTg5Fgj4oX3z0IfZyKSxG4/47U20sJAHdMug0tF645jWAxxGptplfMmO8OqxJtl7pS2o8Ne1qwsKwAgBZY6HN6JGAJo4TtcWFVC97WPDITpQW5xvsCAJsPtCEYCbj+cPwi9p+6FDcUcPqMmVvVmYMSp23Nr5+oHVmskDGddmH6a3jGZEe1eUv2sf11Pe+vuTReX8AIO/UqMiIiIiIiIro1GRPKSCk7hRB7AbwghGgCcA7ACgDzARyHFsgAgP2rr+0Apjk9pxBiNbT5MygqYgUDRdMXM462d2L/qUDSj7urIBc/f2I2Fz+IRrChfA2J9a19+wI5gKiF5liBjr5obDa7MA/Vj5XFrGbQgxpFaFUsbkWriIklpAIfRCpYCsePAgD4L9u/i6G5cC2IjQfasHwOsLSiEK/tOmHsnzk0EbbKlbAqsdvWfi0RAW1mythsl2PoksycGQmtvVrYtp3eBlOv9pk16TYcPhe746qUQF2jH1sa/ejuUaEoAgISYdV6rALW9mjm4E3/fOjXOPNbYg8FYoUR8VrV2at2qkryLRVX9sfWNLRaqnfMgVCskDHVdmFeXwArNuxFMPIG6LOJvlNZmDCsSLeKJZVApD/m0tiD1M0H2lC7ej5/NyEiIiIiIrpFGRPKRPwbAG9CmycTBtAIoBZAhWkb+7JIzNbvUsoNADYAwJw5c26lxTyNMPpCytv7Wy2DrpPx7EMlRmsZIhq5hto1pKahFdubzmJR+RSsnFeU9GK6fYE2VqBTVZIPlyIs817Kp+UZ29oXlM1BjSol3vjkJNYumY03P2nB8QvXAWihwezCPBw+e9VoRaazhzFOwUcoLFHT0IpNB9oc27IBwIyJt+HUxWsxwyCX0IILp+oX/RcICSCsqvjCfyVqG0UApZNz4wYpOinjBzhPPzADG/bEbvEGAFkugYud3bjZ09uazPz8xn8DeOahElztDuFipxb8bGn0A4ARtjz1Rn3UjB09gNJDFWPGkCLw5JzpWBojXDCHJ54x2ahr9GOz149QOH6Q4fUFUL2tyXj/gg5VIk6fyVTbhdU1+o1ABtDeg2BIRW1DK7Y0+uMGLelUsaQaiPTVXBr7fveYPvg9YTkkWr0RERERERENdxkVykgpTwBYIIQYC2CclPKsEGIjgJPQKmcArWLGPMV4EqKrZ4hisn+bNlnZbgW1q9gDnogGXk1DK57fehAAsOfYRew72YH3vziLsCqRk5XefAp7qFNZ7MHLS8rx4rYmqKpEllvB0opCALEXlBUhoEaSgrAqEegK4pff+QZWbNiLnrCE4hKYPG4UJo8bBQnEnfMSK8iQQFSgA/QGKsfPX0OWS+CuAmsFil6ZsnZJOQBYWpyZn1tnDugt3/aQ2r//ZjMn3YapeaOiKnLsVTv213rH64+63/xaAsDDpZPw8ZHzzk9iogggd3QWFpYVWK5pm7x+1K6qMoIG83NnuazBi7klWTASgNXFCTD02+xhT7wgo76lwxIsKUL0SZWInb2dm04C6O5Rsfa9ZlQ/VhYzkEy1iiWdQORW59LYVZXkI8utGMFQlqt/zi0REREREVGmyahQRielvA7guhDCA+BPAfwYvcHMQgD7AUAIMQrAgwD+wyDtKg1DL2w9mFIgM360G6seuoNzY4ho0GxvOmv5edtnZ4wF8WBP8vMpzDM39Nkk5iqHlfOKjHkgnjHZRpsyfTHZXt3w9AMz8OpurfJDAui80aPdKQQkJEJhabQrc1lzjZgKxuVgduF4CAAfH72AcFiFSxGAEAiFtVZpi78+BbuPXsClLu31esJaWyzzQPsHZk3Ac4/eaexzaUEu1u08ik+OXXQurzVZcvdUvP/FWaiqRHaWguVzi9B8tgmhsITbJfDD+2fghXcPRj0u0aXl0vVg1G2K0hsIZbkEJubmRFUFOZUECwF80HwOn7ddRo/phfWAxBw0uGK08dK30QMWCa26ZN3Oo5ZzZ+YY9sQJMqpK8pGTpb2GEFq1UH9cS5dWFGKT1x85XoFvlk7Ch4fbEZbacX3uv4IVG/Y6VrOkU8XSX4FIKrNtKos9qF1VxZkyREREREREfSyjQhkhxJ9C63byJYCZAP4BwBEA/5+UUgoh1gH4mRDiSwBHAbwA4BqAmkHaZRpmnnv7j0m1oNHNmjgWO370cP/tEBFREhaVT8GeGHNSFCW5xWBzqyq9wsWpXZP+94rX643KgVhVgrmjsyyBwRufnMTV7hBCDn0hY7WKdCvCEkK0X+3G5WMX8NbTVXhmwR2oa/TjYmc3JIBJuTkom5qHl37TFBWuTx43CjlZncY+m0MFfaF7UfkUNJy8ZFQ4OGUoCoBZk3Ox8ZnbjXCq+YzW1kxAq/RoOnMl4YwZ3cxJt2FstgsHTzs/Rm9JJgCjiqWuUQsXRKSdnFPrtbCqBQ3AFbjMwU4kIEkmaNC3MbciUyXwybGL2H/qkmPFTFVJPtyKMM6/EMCDsybGPP7KYg+qF5cZM2V+vfcUFpYVpBQiphJQmOcpffjleUvPt3jVLKlWsfRHIJLObJu+rr4hIiIiIiKiDAtlAOQB+DsAhQAuAagD8DMpZeSrt/h7AKMBrAfgAdAA4FtSyuRX2Skj/eK3h/HmH06mVCHzyhOzsXLe0BruTUSZSf+3aHvTWZRNGYdf7z1lhCtrl5QntShrnpsBKY0B8k5VDlsa/UYFQDCkYkujP+4cGj1UUVUJAa3dlz4TJRa93ZQiYJllI6EFRfpi96YDbUYliEtoi9D2f8tdArjZE4ZbEZgxORc/f2K2MVfltV0n8OHhdkhog9/DYWuVh33eSnaWYgkBnnqj3nIs4bAKAWBUVuxj1I8ty63gl8u+DgBYvmEvVNt+CwBCCAjZ2y7OHKacvnwDNQ2tjs9vfqaCvNH42pRxOH/1JpbP1T4rP9t6MKmwQF/UL5+ahw27T+BUR5fxHjgFGJXFHjw5ZzpqGlohobVr23moHXsiQZo9CKsqyUegKxgzBIzlVgOK9R8dh2pLwfq6vVdfByLpzLYhIiIiIiKivpdRoYyU8h0A78S5XwJ4KfKHKCnPvf1HvPvZmaS3nzlxLH74QAkDGSIaUlbOKzL+XVpYVpDywHD73IzqxWUIdAWj2pQBwIXI4HhdrDi7stiDtUvKtSqISKuvpRWFKJuahxe3NVlmiQB6CAHMKfbggC+gLT47BBUul2KEMZa5LxLYdypg2V4RwOxpecZ8l8PnOvGPO4/iz8qnRO1DMBQdorgic2BcCrB8bpFl0H19Swe6bcGLSxFYWlGIpRWFeDUS+NgrYMzPBWhD6O0BgXacovd2U0WHvtjv9QVQGwk/dIXjtfk8py/f7L1RSuw5dgHBkIrms9p7oT/tO/tbsfGZ++J+Try+gNHODtCqheK1JNNbhQVNFUfmEMEeqFQvLktrZsutBBR627Rgj1Zx9M2vTsKzC+5IKgxK9X9bfSWd2TZERERERETU9zIqlCHqK15fAK/uOoHP2wI43xndw99J3mg3fvJndzGMIaIhL51v6Du1s9IXz7t7tLkta5eUo7Qg1zJo3u0SWBYJF+y8vgACXUE8/cAMNJ+9ikXlU1BZ7EF9SwekQ88tGfk/48dk9847icyLCYe12ScP3zkR7Vdv4gv/lYSzXwDge/cW4bcHrTN3dh+7iE+OX0zYYkxRtHZkalhCURRLIANoi+SKqYpHbzGmn7s9xy7EbEk2dfxoAMCKDXsdqzSnjR+F05dvGsfYE5ZYt/MoFpVPQaAraLxHC7822ZjLAwALSiehbGoent/aO9OmbGoedkbCIXs1TkjVQqF4nxdzAKII4P6ZE2LOlNGpam9YZQ9x7IFKoCvo2EotXgByqwFFvPZtsV43neqcvpTObBsiIiIiIiLqewxliFLk9QWw7J8+TXr78aPd+DHDGCLKAPYwR68EkQBCqkT1tiZ8d+50ox2ZAPDdOdMBaO2gzIvunjHZeOk9U3WFAPafuoTSglxjQV1fmDe325IAfn/kPB4pnYRJuTmWapI/+gLYcajd2FaBFgrdPX08vJHKGnPkoAdGh05fwWddVyzHGi+Q0duLQQJhqVXjhMPWagyvL4AXth60VNq4XMK4Tw8e7MwBRV2jP2bbTL+50iVyXvYcu2jMDlIEsPrBEjyz4A58fPSCEU6Yg6PtTWexqHwKSgtysfvYBeO9tGs+fQVeXyDmIr89AEkUyNQ1+mE+9NmFeah+rMx4jFOgYv/sJQpA+iKgcAov473uUGgfxhkxREREREREg4+hDFEKahpaLd8eTuTZh0rw02/f1Y97REQ0dEXNhJG9M2H0BfVxOW4sf20vwqpElkuragmFVQghLIGFeSF7zSMzjQV1z5hsBLqC+KztMnZGApdQWGLHoXa4FYGyqXkoLcjFOwfaELIFGObF/pqGVvyXD4/i3NXe1mplU8bhyLlONJ25mvQxK6I3sJESUBQtMhJCwDMmG4C2cP/d1z5F2Ja5hFWJmoZWbNzfhsVfnwJ7MdDc2z14uHSSESJsafRb7tfDoGQqgFQJvLq7BUX5Yy0D7PUFe3M7OwCoXlyGF989CKcM6HP/FTz1Rn3Myo9UAxBh+7l8Wl7KgUoyAUh/BBTxXpftw4iIiIiIiAhgKEOUlJqGVrzyL4dwLRhO+jGvPDGb1TFENKKY2zIBSLjIbpkJIyWyI5UYSysKjUCleluTEdpo81+0yhLh0J7M5epdyDYvqHt9AZy5fAMul7AELyFV4sVtTSifOi4qkAGAsshiv9cXwN/8pilq/swX/itoPhM9u8Ys2yXw0p+Xo/nMFVzo7Mbvv+ydAeN2K/jhfbfjjU9OIqxKrH2/GaUFuahv6YgKZIDesS8hVTrOKrOHFUsrCvFOZDYOoM2a+eZXJ+PjoxcQCqvGfrgUAUjpGKi8+YeTeOKeaQnDkkBXMG7YE+yJX/kRKwBxavWlz5QxV+84PcZpXpHXF0Bdox8XO7vhjrSGMwcg6c50SfZx8YIXtg8jIiIiIiIigKEMUULf/+cGY8BzMube7sFPF93FxRYiGjaSWXA2t2VyK70VLYlmY6ycV2QEEebnryz24PmtB41ABtCqTFwuxZj/0hOytssq8oyOu19OoUFYlfjCfyXqdkUAyyoKtSH07zVHBTKAVnGiqhIuRUCVEtLW3kwAeOnPy40Afv1Hx7HzcLtx33cqC5E7Okt7LIDuHhV1jX4sqyi0tFxL1r5TARzwBSzn/OHSSdgRmQkjJfCN6ePxzII7sKXRj437WxFWAZcAfvhACTbsaYlqu9Zy/hp+9cGRhO+jHjbEamGmKCLl4CNWq6/KYo9j9Y7+mBWv11va2umPBawzdrJcAsvvLTJmFj2/9SA2e/1JfW7j7Wf14jLLXB4zc/DiFBqxfRgRERERERExlCFy4PUF8NquE/j9l+1waOnvqPgrY/D/Lr+biy1ENKwkO3zc0pbJVNESqzWUfWHe6f6N+1sttz32jan4N/NvNx732q4TliH0xy9cj2qT9dquE7jZE/8faglEhSCP3jUZWxr92HSgzXEui9slICNVFvoifE2DD6dNs1okgI37W1FakIvKYk/vrJvI/uw7eQnlU8dZ2opt3N+GZRWF+NsnZuNnWw/GDWYUACLSDk3fztwWCwB2Hb1gbO+KBCOVxR68uuuEcf0KqxJXu0NRlTYAoEZ2LNGMEz1sqGv0Y+P+Nkv1kCKAtUvKjaqjZIfZx2v1FSu82NLot8za0R+7pdGP1ktdlvcyFJaYNl4L8p56o94SKKUy08W8n8GQaqn8cjo+/edkzwMRERERERFlFmWwd4BoKPH6AvjZ1oNY9k+f4oNDyQcyj989Fbt+/AgXXIho2LEvjNc1+rH+o+Pw+gKW7fTAwSW0CoQstxIJDbRZKV5fwHicvjD/qw+O4Kk36qOeS39dewuvz9ouAwDWPDITlcUePLPgDrhd1ijBHEjUNLRaQhvdg7Mm4JUnZuOpeUXIdgljn/X9z3Yr+PjIedQ0tDoGMoD2C9L37i3CW09XYeW8InjGZKPzZihqO32eij7ovnpxGQAt7Dh+/hre/eyMpW1YWJX45fbDKC3Ixcp5RfhGYR6UyCGKyOsKAG4FWDGvCC8/Phs5WYrxC5siYLTFqm/pQChyEgWAJ+dMN+bj7DCdFyG0+526sLmVyPlJYsZJZbEH5VPzkG17T1QJlBbkAnAOWnTmzwhg+0wlOWPFfggCWnXVpgNt+MNxa1Wr+TyZAxmB5F/Pvp9KZNaR0/GZxTsPRERERERElNlYKUMU4fUFsHzDXse5A/E8fvdUrPvePf20V0RE/cs8A8OliJjtnezzMI6c6zQqBl56rxmQEiFVqx5YVlGYcMh6VUk+3LYZML6OLqMSBkDUIHvFtni/vels1PG4FYHnHr3TMp/EPgfn87bLjmGOWU9YqwTSQ47ntx6Mva3pGANdQSTK8/ed0lpwhcIq3C7FmH0ihKlNWqQ6JtAVRPXiMjSfuYLznd2YlJuDpRWFxvGZ55fos1fs56Vsah6WVhRi4/42S7s4tyKwdkl5zFZcdvHOg378sWaqxKqgiTdjxakN2rKKQmyOzNFxKcDyuUWQAN7e1wpVap+R2dPyUD4tzzhPR851WsKchV+bjGcW3JH0FynsLcnWvt/sODPGvM+eMdkxZ8sQERERERFRZmMoQxSx5i1v0oFMQW4Ovvm1yVhmWhgjIhqOzAvOZy7fQG1kcdspTDG3lKpv6YAqeysGABjtzCSQcEG6stiDjavn47VdJ/CF/zLar3Ybj69r9GNLo99S3aAAuH/mBEvgsqh8CvaYZn6Z22g57bPuP+88avn5roJcHD7XablNAtjs1ea/2Nus6VyKAKR1kHxVST4U4VyVYqafp3BYxffuLcLU8aMtC/5CEdi4vw1SyqgZPnr4EivUsJ+X5XOLUFnswdol5aje1oSQKqEI4OkHZmDlvCJ4fQHjnC+Nc12LdR6yTcdv3qfOGz1Yt/MoFpVPQaAr6BjU6X/0Khr9OOLOm1k933LMXl8AWxr9xuet+rEyyzEEuoLGe6IIbe5Oqtdu8+fIaUYSkNrsGSIiIiIiIspcDGUo43l9Aaz5X16c6+xOuK1LAO88ex8XV4hoRDEvjNeZFrfjfbvfUmHjUgApEY7MYFlWUYhlpgqVeHNKNnx/jrGYrb+ugDa7w9xuKjtLsQQyALByXhEALSyYPG5UUtUP9S0dCNsC+Gy3czdXfVbJpHGjAFyJur986jh8q6zAcoyVxR6sfrAEr+5usWxrnmnjVgBFURAO91a4mPd74/5WHPRfMSpugmEJYZvhox9LVUk+1jwy0/Ja+nnZ3nQWi8qnGD/rf1dva0JYlfj13lMoyh+Ll37TZLRx2+T1o3aV8/wT+3mYNn4UHi6dZOy/ubLFMyYb//C7IwCAPccu4tmHSmIGdU4BjLn9V3eP9j7EmjeTqOImVvVOumLNu7G3LAt0BaPeGyIiIiIiIiKGMpSxnnv7j/hd8zncSDAgWpftVmIuVBERjQSJFrfjbXvkXCe2N51F2ZRxUWGBUxuqeM8FwAiHXC4F36ksjKpMND/ntn/7QNLHWFWSjyy3YgyLz3YJTI4RukgAmw604Yf3z8CHQFRbspzIAr99v3699xQEtFkuJRNvQ8mEsdh5uB1SauHM8rlFlrZq+uO9vgDWvt9sqRDSuV0CaiT08ozJTjhEfuW8IiOEMQt0BbUWadCCg+1NZ9FjCqlitZsDgGcX3IGPvtTmrSkA1jwyy3gNe7CSm2P9FXNvS0fMz5bT/BXPmGwIoVUi6e9DvCqeWEGJfl+yn+tb0dfhDxEREREREY1MDGUo49Q0tOKV3x7Cte5wUtuPyVKw5puz2H6EiDKCfXE7XqBirrDRw4Q9xy5CETDCAgDGYr0QAt/86iQ861DRYn/dRLNGEoUS8Y7vh/fdjnc/O42ir4zBTxbdhR3N52Ju3xOWeH1Pi+OcGH02zEuP9bap0gMGCS24eOKeaagqycfuYxcQDKlQhEDZ1DzHEMH8WDMB4Mk50zFt/GjLa8Sb2ROLPThYVD4FDS0dRqVMvDBBa4E222iBVr2tCYAWANkrW272BC2PDYbUmMGJfZ/0Nm5hUw+4sCpTOk6nfe/va/hAhT9EREREREQ0vDGUoYySaFiznQLgf6aw2EdENJIkG37YwwRzWADAWKyHlNhxqB27jpxH7er5CStxYt3vFErotydaDK9paDVai5272o1fbj+MA6cCMbeXAOKNGwuGVLyw9SAQCaKqF5dFVUtUFntQvbjMaBu29v1mlBbkxm2zpShaZYyUWuu2ZaYWYWcu34BbEUa7uFQqMpyCg9KCXNQ1+iEASzWKUyAX6AoaYYkezJQW5Fr2XdVPnIm5RZz+vJ4x2UaYZd4n/f3VCcQPi4aSgQh/iIiIiIiIaHhjKEMZo6ahFS9uSz6QcSsiamA0EVEmSbYiQ1+QD/ZoC/KKsC6iC9v2PeFbq3qwzLNRBD5vu4x/3HkUPWEJV+TfbqfWXYA2Z8VsX5xAJpbRWYql9aUeQuhzRJyqJextw/Tj14fUn+/sxqTcHMtweMAaNJlDMrdLwfJ7p0e1dbNzClacZrIkW41UVZIPlyIQigQzYVVi3c6jeO7RO43j/vjIeey3ndf5kePRn1dv0WauqjLPXzHPK3JqX0dEREREREQ0XDGUoYyw8Fcf49iF60lt6xLA9+4titu7nogoEzjNyIi1yK8vyJurH/QgQVEEwqZyE5cCx6qHWK3S7Lfrr1fX6Mdmrx8fHGo3tjW31TLvh25R+RTsOXYx6XOQ7RIIS4mwqX+Z0ywyAcClCJy5fAMALPN06hr9uNjZDUURkJHgSD+XK16vt1SF6PPLgOjKH3tIJoCEgUw6bd68vgDW7TxqBCfmEElrYVZuVP1IAJ8cu4j9py4ZwUpVST6Wv/YpTIeFX+89hYVlBahr9OOmOdByCPwyoQ1YojlLRERERERENHIxlKERzesLYM1bXpy72p1w24dmTcC8knwukBARRdgXxwHEXOSP1bapvqXDMhsEABRFidqupqEV1duaoEppee5YwUJlsQf1LR3oCUUHJHowY38uAEYFzX/58GjCa8M3CvNQ/VgZAGDte8343H/FehyREiC3S8GCOydi19ELeKuhFTUNrZh7uweP31OIl37TZMxrMQhhnBv7/veEVGxp9KOu0e9YpeJ2KUaruE0H2uJ+gSCd2TPm863PxbG3Dls5rwilBblYt/MoPjl20TG42fjMfVi38yj+cPyi8fqv7TqBnYfbLa8XqzXZSG4DdiszkYiIiIiIiGj4i14VIRohahpa8eSrnyZcdMtSgFeemI3/8ZfzsOaRmVwYISIyqSz2GP82xprlEo9ebWNuYRYOWx/r9QWM4fGq1Oa0mOfExHrNqpJ8Pd+wENDaatkf4/UFsP6j4ygtyMX6pyqR7Yp+sCK0x2e7FVQ/VmaEA9WPlVnmomS7BH7++Gz86FulqF1VhbunjzcqXiS0tmgvvHswOpAxHX9VST6y3NZfxbLcCiTgeMyVxR58p7LQOJdhVcZ9D/Rz7xLJz2Qxn29FAPfPmuAYGlQWe/Dco3ciJ8v5+fX79dd3uRR8eLgdtnwOD8R4/r6kv+9eX3Srunj39Zd0/ndEREREREREIwcrZWjE+cVvD+PXn57CTYdvT9uNyVJw6OVFA7BXRETDn1M7s0T0apstjX5sOtDmOJzeXk0jAJy5fANeXyDua1YWe7D6wRK8urvF8ppL7p6Kf20+F9V2bcWGvegJS2S5BGpXz0ft6vlGC7RwWNvWPNPFPneldpV2HBJwnHGiCFhCB3sAodPbl5mf83xnN650BdEdUtHVHYIiBCBlVNu48ql5yMlK7j2I1wYsVvss+/l+7tE7YwYmidqMme8/ffkGahtaq/67zgAAIABJREFULfdnJ3h+XU1DK7Y3ncWi8ikxZwXFYq9Ksc/sGYyKlXT+d0REREREREQjh5AyxooBpWTOnDnywIEDg70bGe/x//oJPrO1l4lFEcCmZ+9jZQzRIBJCeKWUcwZ7PwbbcLqG3MosjHgzY556ox5BfdZIpBREXygHouermNU0tOLNT1oAIfDD+2dg5bwieH0BI0Apn5qH9R8fx+nADeMxK+cV4ZUnZqd9TE6P+cVvD1sCIkXLVWD/TWvmpNtw74yvWIKdmoZWPL/1oLGNPqNm7ZJylBbkxgwWYu1vvGMyB1SKAF5+fLYl7OiPeSfm91gILbCZOTnXMdwys5+XV56YnVIws/6j4/jVB0eMyh9FCKOt3bKKQtTua4UqtXlyf/2tUmMWUH/jTJm+wWsIERERERENR6yUoRGhpqEVf/svh3A9GE64LWfHEBGl71ZmfcR6rF5RUdfox8b9bUbVjN7GLFZrSfPC9s4fPRx1f12j3xhWb3exM7q15ZFznahr9EMAcWe1xJoJ8tNv34Wi/LHYuL8Vk8eNwsOlk7D2/WajVZWAFtAcP38Nx89fw+YDbahdPR+VxR5sbzpreQ0JQEqJQFcwqt1VoCsYNzxINLOkrtFvtFULS+DFdw+itCDXMh8I0IKwHc3n0Hz2aswqlWTDBXPVjGdMNta+34wDkeAsXoWK/bxsbzqbUihjrkoRQiCsSmMGjgQGrWJlJM/MISIiIiIiovgYytCwVtPQiv+84wguXAsmtf3Cr03G69/nFyqJiIYafWaNaur5pQgRc6E8UfCgBxmx6oEn5OYA0K4j1duajMV63SavH7WrnMMCp5kg+nYr5xUZlTr1LR2oXlyGpjNXcLGzGy0Xr+P4+WvG8/SEJeoa/ahv6UD+2GzLawhY57QkCg/M4Ui8/dOf2ywsYdlGP7fmQGvPsYvG8ZlfU38P3C4F36ksjFv5ogcR6z86Hnf/zBaVTzFeW/85FU5hkH4el1Vo+8uKFSIiIiIiIhpIDGVoWDEvOu1oPhc1RyAWASAnS8GzC+7o3x0kIqKk2assqkrykZOlINijQom07oq1UJ4oeNArJII9KuwTxoTQZsJ4fQG8GAlk7OKFBYlmgljCCkUAQiAUVqPCEAFgs9dvVG2IyL79+TemYtbkXEtQEG92i9PcFPP+ecZkY/1Hx43HLq0oxNumiiQA8IzpDYViBVrmKhWvL4B1O48awU0wpKK2oTVh5Yv5/GmtzITlte3010t3pgxgrUopLciNOo8MY4iIiIiIiGggMZShYUGfDbDpQBtCqnTs0e9kdJaCH8y/Hbmjs/gtWCKiISRWpYs5fABgCRPM7MGIPXgwP1fnjR5s2NNizBX5+eOzUVnswc+2HnQMZABAUXqrdOzhUaIB95bAKCyh1+AoQptdou/Hn9w1GTsPtxvXMwlAATBrcm5Ue7J47a7Mr9fdo6LpzJWo6hD7eV4+dzpqGlq1/QIQ6OqtONXPrb31m16lYn7vzPfrbcHiVb7ox1K9uAzV25qgSom17zdb2qfZ6dVHfYFtw4iIiIiIiGiwMZShIU9f/LnZY/+uc2xjshV8v+p2/PTbd/XjnhERUbpiVbrofxK1J7OHLnoLspys3m3NC/ALywqiQpRY4b5LAC9HqnTs+/EX829H89mrKJsyDrmjsxwfH6tKRwiBVQ/MML4oAAC7j10wtlME0pptUlWSD7ciEAxr8c9mrx/LKgqx5pGZllZh3T0q6hr9qCz2YFlFIbY0+h2rfezn1jxTRq+QMc/JuWPSbWjtuI6wKpPe/0BXEKqUSbUwM0t2hk1fPY6IiIiIiIiorzGUoSGvvqUj6UBmQm42/vrR0j77Ri0REfWPRC3A7KGNPnvFqe3U8tf2IhSpeAn2OC/wO1VILKsoxDsH2hAK91ayTMrNweN3TzOuI/YqFL1tpj7nxB1ps2a+7uihxtr3mvG5/4pxe1iVeOOTk1i7pNx47urFZQh0BeEZk41AVzCt0KCy2IMn52iVLxJAONx7DmIFNomqfZzOl9P8HQngVMd1PFI6CZNyc7A0zkwZs0Tvv5NEQV2ix3X3qHA5vF9EREREREREA4mhDA1pXl8Ab36SeG5Mlkvg7dXz+e1XIqJhIlEo4BmTDUUIQEq4FIHNXj9C4ejF+PqWDqiyt+bF3HYsHr1yYu2fl6P5zBUca+/EvlMBnLvajVd3t6AofyxWziuyhAcqEFVeE1Ilqrc1RbXfqiz2oHxaniWU0bd/cVsTBCTCqnb9qu2D69fSikLUmSpfzO3cYgU2qbTy8voCqN7WZIRflmMKS+w81I6cLAVLKwqTej79/d/S6E+qHSmQeI5QvMfprdhivV+ZgNVCREREREREQwNDGRqyahpa8bOtB5NarLln+nguMBARDRHJLv7GCgW8vgDWvt8MVUooisDDpZOw83C742K80SospEIRWhVEouuBU8XFup1HLduYh9ovrSjExc5ufHi4HWGH51OlRH1LBwAYIcOyikIsrSjEJq8WlJivZeY5NsGwRF2jHwBuacHcHHLZ58hULy5DTpbWTk0IAc+Y7JSfv76lw7LfLqEFYD2RKqNk58nY1TX6EQyp2NLoT1j5Ym4Ll8pxVJXkw6UII1DS369M+r0h3SojIiIiIiIi6nvKYO8AkROvL4AX3k0ukHEpAj9ZxNkxRERDgb74+6sPjuCpN+rh9QVSfg5zRYSUEhNzc5DtVuBymLmihxE/+lYpNj4zP6m2VE4VF/oQe92i8inGsby9rxW///K84zVJAMiOVKaseL0ebzW0oqahFSs27AUA1K6qwr//01I8+1AJ3IqAIrTrltnFzu60z5nXF8D6j47D6wugstiDNY/MRKAraDm+QFcQ1YvLoCgCqpRY+35zyu9LVUk+crIUKNBatq16sAQicvyA9guluUInmed3eh/iqSz2pHUclcUerF1Sbpz/7DTm9gx3qZ5rIiIiIiIi6j+slKEho6ahFdubzmJR+RQ0n7kChw4pFo/fPRWzJueyDQcR0RCSbospM/u8kaWRqhN7JYm5ImfNIzPTfn7zc+rXoZXzirD+o+PGsSBStSOgtVN7cs50lE3NM+bA1Ld0oCfUO/+sJ6xVY6x5ZKbx3AvLCoxKlpfeazZef0JuTtxzFqvyKFb1g9Px6W3e0n1f7O3m6ls6EIrMllEEcP/MCVhUPsVSoZNs5Usqc2UCXcG0jmPlvCKUFuTGPI8jva1XOueaiIiIiIiI+gdDGRpUehCTPzYb7352BkDv8ORYvlGYh+rHykbswgkR0XDWF4u/sebNJBNIpPP8AIz5K+ZKG/uxVC8uM0IYp9fKirRRA7RZMfZjN7drMwcEgNb2zOmcxTvOWAGYfnyv7jqB81dvYkfzOVztDsHtUhAOx35fEoUT9nZz5nPz3KN3xg3kvL6ApbWbeT9TCURu5fPl1C7PfH7dkbBtaWT/RpJ0zjURERERERH1D4YyNGhqGlrx/NaDKT1mVJbCQIaIaAhLZ/HXKQxINIT+Vity9OePF3qkciyVxR7UrqqKCh6SPb5YrxPvOOMFFEfOdWLHoXYAwOf+KwCAbJfA9+4tcgwdUg25Yp0bp/3x+gJY8Xq9EVhtPtCG2tXzLedAb6eV6D10el2vL4C6Rj8EkHKgYj6/wbBETUMr6pKYbzMcJfrfFBEREREREQ0MhjI0aDbub024jUsRWD53OspNLWK4oEBENLSlsvhb09CK6m1NCKsSOVnJV7xUleTD7dICAEUROH35hjFXJRXmRfnuHhV1jX7Lc6RyLIkqMeKFHbFexxy8uFyK5TjjhUbbm85GPVdYlZg6frTj66QTctn3Odb+xGrtligUS+Z1vb4Alr/2KfSn3+T1o3ZV8oGKfn67e1RIABLpt90jIiIiIiIiSoYy2DswUIQQLiHEy0KIk0KIm5G/fy6EcJu2EUKIl4QQZ4QQN4QQHwshygZzv0ca80DibHf8j58QwMtLyvHKE7Oxcl6RpS8/ERENf15fANXbmozZJMGeFAeQS234WE9YorahFU+9UZ/WAHu3oo2rlwA2e/0pP0c8TmGH+VqYiB50fO/eIkBKvL3PepyVxR7H6+Oi8ilRzxWv3ZceTrhE/O2S2V/7/lSV5CPLdM03t3ZzCsVSUdfohynvQTDFIfb6+V0xryit40/lvSQiIiIiIiICMqtS5icA1gD4AYCDAL4O4L8D6AbwcmSbHwP4EYC/AHAEQDWAHUKIUill50Dv8Ehj/jasEEBYjb/9inuLLL39iYhoZNGHz+sUJXoOS7zH6mEOkH6FQ2WxB0/OmY6ahlZIAOFw76J+orZl5jkpsSo67S3GPGOysWLDXvSEJbJcwmjjlWgf9eNNtpJl5bwitHZcx4Y9LZASUATw0KyJcV+jv2aOxGvtpodiwbA0QrFlKbQgE7afXSl8hsz7V1nswbKKwpTb7qU714iIiIiIiIgyVyaFMvcBeE9K+V7k51NCiN8AmAdoVTIAngPwCyllXeS2HwA4D2AlgNcGfpdHDq8vgHU7jxrtQSDjbz8qS8GyisKB2DUiIhokemARDKlQhMDaJeUpt53SqywUpF/hsbSiEHWNfgR7VAgh0HmjByterzeCFKd2WPY5KYAWENhbsNnDjrpGP4Jh7SIYDMuodmmJjjeVAfe5o7MAaJfcsAR2HGrH7mMXUm6h1hdiPXesUCzZ/VhaUYhNXr/Rxu7lFD5Dye5jLLc614iIiIiIiIgyUyaFMp8A+D+EEF+VUn4phPgagG8C+LvI/TMAFAD4QH+AlPKGEGI3tECHoUya9G+S3uxJUBoD4KFZEzCvJJ+zY4iIMsCtVGeYH+sZk53S3DGvL2B5zcpiD6oXl6F6WxNUKfH6JycRViPBSUjFFofgxD4nBeit1qlr9Ec9v/74Lbb2XPZKj2SON9njjDUvZYtt/wabHoqlEjiZ38PaVf1T4ZNIOkEZERERERERUSaFMr8EkAvgkBAiDO3Y/1ZK+d8i9xdE/m63Pa4dwLSB2cWRpaahFdubzqLtUldSgcyzD5Xgp9++awD2jIiIhgo9sPD6Anh+60EIaIv0ySyup1PZoVe42KtgAl1BqFJrDyaktZzTqbhTn5Nir5RxKQKbvX6EwlpLq+rFZZbAyFzZkeVWsNRUFWoPi271ePUgp67Rj81eP8JhFS6Xgk0H2hBS5ZBpuZVq4OT1BaJawK15ZOYA7W2v/mz5RkRERERERCNXJoUyywF8H1orsmYAdwP4RyHESSnlP5u2s6+9CIfbtDuEWA1gNQAUFXH2CdDbX/9Yeyf2nYo/9DbHrSB3tBvjR2fjh/fP4PwYIsoovIb00hfZ9bZe7xxow9tJzFpJx5ZGvxGkmKtgzFUPLpcCVVURVrWh9MsqCo3ApPNGD5rPXsWi8imoXVWF13adwIdfnoeqSrgUgYdLJ2Hn4XaoEgj2qEb1jTkAcars6K/5JPZ5Kacv38Db+1qHXMutVAKndFvA9Yf+bPlGREREREREI1MmhTL/AOA/SSnfjvx8UAhRDOD/AfDPAM5Fbi8A0GZ63CREV88AAKSUGwBsAIA5c+YkmJIy8jn114/nbx4rYxBDRBmL15BeW0yL7ADQE5aOLcP6gv1E6z/bqx4AWP7b3oZzz7GLeOWJ2doclEirM1WVaL96E4oApASEgFF9Yw5AnBby+3s+ibkiaUuKrcLSkajq51aew97yLdkWcERERERERERDQSaFMmMAhG23haHNBgaAk9CCmYUA9gOAEGIUgAcB/IcB2sdhx7xgoi8oJTLxtmz83wtLGcgQERG8vgA2HWiLuv1CZ3e/vN6yikJsPtBmtL5aZmofZg9L9P9e/9Fxx+vbm384iePnrxk/qwC+8F8xgh6hCLiEQDicOAAZqPkkA9Fyqy+qfuI9R7wWcERERERERERDXSaFMu8B+KkQ4iS09mX3APhrAP8DAKSUUgixDsDPhBBfAjgK4AUA1wDUDM4uD23mnu4uBagoir/gogjg54/PZhhDRESG+pYOhNToQqGPj5yH1xcwtumrAKGy2IPa1fONVmTrdh7FovIpca9NemDS3aNaK21k9H6bb5GqxHfunQ4gcTXHQM4n6e+WW31R9RPvOWK1gCMiIiIiIiIaDjIplPl3AF4G8N+gtSQ7C+B1AGtN2/w9gNEA1gPwAGgA8C0pZefA7urwYO7pHlKRcIbM6gdLGMgQEZGFHnjoC/C6nsisEH0GTF/PWTlyrhP/8LsjALRWZABiXqPMgYl5pgwAPL/1oLGdWwFUqf1RAGS5FZRPzcPa95sRDKmoa/THPQZ7WOLUvivZ2wZTX1T9JHoOznIhIiIiIiKi4SpjQplIsPJc5E+sbSSAlyJ/KIHj7fGzqgm3ZSMny4UbwRC+WzkdP/32XQO0Z0RENFzogce6nUeNcATQKk6Ot3ca1Sl9PWdle9PZqJ/jfXEgXgiwveksFpVPQWlBLupbOuAZk41AV9DS2jPVqhGn9l0AkrptsMOKvqj6GcjKISIiIiIiIqKBlDGhDPWNmoZWbNzfisnjRuHS9WDcbf+ac2OIiCgJlcUePPfondh7wtrKzNt62WgH5lJEn85ZWVQ+xRIC6ZUvQGqVJyvnFVmudU7bp1M14hTmAEjqtlsJMPRjNwdL6YYqtxqksBqGiIiIiIiIRiKGMpQUry+A13adwAeH2iO3XInZH/8rY7Pw77/1VQYyRESUtMpiD9YuKUf1tiaoUkIRAmpkZosA8OSc6X26QK9fo/QqF/1nry+AFa/XGyFK7apbqzxJt+IjVvuuZG+LxRw4AdZ5PebqHFVq5z0na2hU3xARERERERGNFAxlKKGahlZUb2uKGsQsAdx7uweXrgfRcvE6pNT657/+/blcvCEiylC3Mt9k5bwiSwuwte83G2HD0orCPt9Xe5ULAGOGDaBVoGxp9A9KxUesMCfZ25yYQxe3SwGkREiVRtszc3UOgH5pG0dERERERESU6RjKUFxeXwAvbmtC2BbI6GZOzsUrT8weckOGiYho4DnNQUknjNAfowc0sa4t/XHtsV/tnK9+A8MpzEn2Nif2lmiANXjRq3P0bRQgpZZrRERERERERJQYQxmKyesLYO17zTEDGbcCLIt8c5l934mIKN2h9rHEu7b0RQDkZFlFITYfaENPWCLLJYzr3K0aCl9eMLdEc0UqZcKqNIIXc3XOrc6UISIiIiIiIiJnDGXIkb7YdbNHtdx+7+0ezJqcCwlt4YoLNUREpIs1B6U/9HUApKss9qB29fw+DVD6ek6N/bmT3Vd7SzQAUY/llyyIiIiIiIiI+hdDGYpS09CKDbtPoNsWyADA4/cURvXfJyIiAtIfap+O/gyA0gkm4oUj9jk1r+06gQ3fn3PL+5lOtZD92BjAEBEREREREQ0shjJk8PoCeHXXCew41O54vwAQ6AoO7E4REdGwMlCVFgMZACWqRkkUjtibgH54uB1eX+CW97m/qoWIiIiIiIiIqP8wlCEAsduVmWW5BIf9EhHRkDEQAVAy1SiJwpFlFYXYuK8V4Ug6IyX6JEAZyHZxRERERERERNQ3GMoQgN4FJbtnHypBZ3eIM2SIiCgjJVONkigcqSz24OXHZ6N6WxNUVSI7q28ClIGsFiIiIiIiIiKivsFQhgBYF5SEAMqm5mH53CLOjyEiooyWTDVKMuHIynlFKC3I7fMAZaDaxRERERERERFR3xBS2judUzrmzJkjDxw4MNi7EVcyPfH5bVsiGkhCCK+U8tYnng9zw+Eaksn066NnTDYCXUFeJ4mGCF5DiIiIiIhoOGKlTIZIpic+v21LREQUTb82JrqOEhERERERERElogz2DlD/8/oCWLfzaFRPfCIiIkqO02wZomR4fQGs/+g4vL7AYO8KERERERERDQGslBnhfvHbw9iwpwVqpEudIhCzJz4RERE5S2a2DPUNry+AukY/BIClFYXDuiIpmUplIiIiIiIiyiwMZUawmoZWvLq7xXLb/TMn4LlH7+SCABERUQoqiz146+kqzl7rZ15fACs27EUwrH2bZJPXj9pVwzfIcKqwGq7HQkRERERERH2DocwItnF/q+VnRYCBDBERUZo4e63/1bd0oCcSyADDP8jwjMmGIgQgJSusiIiIiIiICABnyoxYXl8AzWeuWG5b/WDJsF3UICIiopGvqiQfWS5h/DycgwyvL4C17zdDlRKKIlC9uIy/hxERERERERErZUaq+pYOY44MACz82mT89Nt3Dd4OERERESVQWexB7er5I2KmjLl1mYBEoCs42LtEREREREREQwBDmRHKPpD42QV3DPYuERERESU0UtrE2X8XG64VP0RERERERNS3GMqMUBxITERERDR4+LsYEREREREROWEoM4KNlG+aEhEREQ1H/F2MiIiIiIiI7JTB3gFKntcXwPqPjsPrCwz2rhAREdEIxt85iIiIiIiIiPoHK2WGCa8vgKfeqEcwpCLbreCtp6v4zUsiIiLqc/ydg4iIiIiIiKj/sFJmmKhv6UAwpEKVQE9IRX1Lx2DvEhEREY1A/J2DiIiIiIiIqP8wlBkmqkryke1W4BJAlltBVUn+YO8SERERjUD8nYOIiIiIiIio/7B92TBRWezBW09Xob6lA1Ul+WwjQkRERP2Cv3MQERERERER9R+GMsNIZbGHCyNERETU7/g7BxEREREREVH/YPsyIiIiIiIiIiIiIiKiAcBQhoiIiIiIiIiIiIiIaAAwlBlkXl8A6z86Dq8vMNi7QkRElDJex4iIiIiIiIiIkseZMoPI6wvgqTfqEQypyHYreOvpKvZvJyKiYYPXMSIiIiIiIiKi1GRMpYwQ4pQQQjr8+ZfI/UII8ZIQ4owQ4oYQ4mMhRFl/7lN9SweCIRWqBHpCKupbOvrz5YiIiPoUr2NERERERERERKnJmFAGwFwAU0x/KgBIAO9E7v8xgB8B+HeRbc8D2CGEyO2vHaoqyUe2W4FLAFluBVUl+f31UkRERH2O1zEiIiIiIiIiotRkTPsyKeUF889CiL8EcBXAJiGEAPAcgF9IKesi9/8AWjCzEsBr/bFPlcUevPV0FepbOlBVks+WL0RENKzwOkZERERERERElJqMCWXMIiHMXwL4X1LKLiFECYACAB/o20gpbwghdgO4D/0UygDaghYXsYiIaLjidYyIiIiIiIiIKHmZ1L7MbCGAGQDeiPxcEPm73bZdu+k+IiIiIiIiIiIiIiKitGVqKLMKwH4p5We226XtZ+FwW++dQqwWQhwQQhy4cOFCrM2IiIii8BpCRERERERERJR5Mi6UEUJMArAEwOumm89F/rZXxUxCdPWMQUq5QUo5R0o5Z+LEiX27o0RENKLxGkJERERERERElHkyLpQB8L8D6Abwtum2k9CCmYX6DUKIUQAeBPDpgO4dERERERERERERERGNSO7B3oGBJIQQAJ4G8LaUslO/XUophRDrAPxMCPElgKMAXgBwDUDNoOwsERERERERERERERGNKBkVygB4GMBMAE853Pf3AEYDWA/AA6ABwLfM4Q0REREREREREREREVG6hJQx59hTCoQQFwD4Bns/kjABwMXB3ol+NtKPkcc3/I30Y0zl+IqllBk/UKUfryEj/bOm43GOHJlwjACPs6/wGkJERERERMMOQ5kMI4Q4IKWcM9j70Z9G+jHy+Ia/kX6MI/34hpNMeS94nCNHJhwjwOMkIiIiIiLKZMpg7wAREREREREREREREVEmYChDREREREREREREREQ0ABjKZJ4Ng70DA2CkHyOPb/gb6cc40o9vOMmU94LHOXJkwjECPE4iIiIiIqKMxZkyREREREREREREREREA4CVMkRERERERERERERERAOAoQwREREREREREREREdEAYChDREREREREREREREQ0ABjKEBERERERERERERERDQCGMkRERERERERERERERAOAoQwREREREREREREREdEAYChDREREREREREREREQ0ABjKEBERERERERERERERDQCGMkRERERERERERERERAOAoQwREREREREREREREdEAYChDREREREREREREREQ0ABjKEBERERERERERERERDQCGMkRERERERERERERERAOAoQwREREREREREREREdEAYChDRERERP8/e/ceH1d53/v+86yRZOzENqrB2EbYYCiOI5FNLYPtlEJIQ3fIISGxkxLIaZq03E5zuk/6al9tmgZv6rbZ6S2le2/25pLkZDcHO8TYwYEdJ1ziQAhY2KNCLOEYjLBk4RsWY2NiY0mznvPHmrW0ZmnNfXSZ0ff9evllS7Nm5llL8szzm9/z+z0iIiIiIiIiMg6UlBERERERERERERERERkHSsqIiIiIiIiIiIiIiIiMAyVlRERERERERERERERExoGSMiIiIiIiIiIiIiIiIuNASRkREREREREREREREZFxoKSMiIiIiIiIiIiIiIjIOFBSRkREREREREREREREZBwoKSMiIiIiIiIiIiIiIjIOlJQREREREREREREREREZB0rKiIiIiIiIiIiIiIiIjAMlZURERERERERERERERMaBkjIiIiIiIiIiIiIiIiLjQEkZERERERERERERERGRcaCkjIiIiIiIiIiIiIiIyDhQUkZERERERERERERERGQcKCkjIiIiIiIiIiIiIiIyDpSUERERERERERERERERGQdKyoiIiIiIiIiIiIiIiIwDJWVERERERERERERERETGgZIyIiIiIiIiIiIiIiIi40BJGRERERERERERERERkXFQF0kZY8xfGmN2GGPeMsa8YYx5xBjTFrq90Rjz98aYXxhjfmWMOWiMWW+MWRh5nGnGmP9mjDmaOe4HxpiW8T8jERERERERERERERGpN8ZaO9FjqJgx5sfAd4EdgAHWAauA91pr3zTGzAYeAr4BvADMBv4ZmAO8z1o7nHmc/wlcD/w+MAB8HTgTaLexnSEMAAAgAElEQVTWpvON4ayzzrLnn39+9U9ORKSOJZPJo9basyd6HBNN7yEiIqXTe8gIvY+IiJRO7yMiIjJRGiZ6ANVgrf2P4a+NMb8HHAd+E3jEWnscuCZyzG1AN7AU2JVJ3Pwh8Hlr7eOhx+kFPgT8ON8Yzj//fHbu3FmdExIRmSKMMb0TPYbJQO8hIiKl03vICL2PiIiUTu8jIiIyUeqifVmMmXjnlspzzKzM3/4x7UAj8Jh/gLV2P7AbeP8YjFFERERERERERERERKaQek3K/Ctem7Ln4m40xjThtS97xFrbn/n2PCANHI0cfjhzW9zj3GqM2WmM2fnGG29UZeAiIjI16D1EREQqofcREREREZHaVHdJGWPM14ErgDVx+8AYYxqA/w9vr5jPF/OQQOzGO9ba+6y1y621y88+W21IRUSkeHoPERGRSuh9RERERESkNtVVUsYY8y/AjcAHrbU9Mbc3ABuA9wG/ba0dCN18CEgAZ0XuNhevWkZERERERERERERERKRsdZOUMcb8K3ATXkLmlzG3NwIP4iVkrrbWHoockgSGgGtC92kBlgLPjtW4RURERERERERERERkamiY6AFUgzHmbuD3gI8DKWOMvwfM29batzMVMhuBy4CPAjZ0zHFr7Slr7XFjzDeBfzTGHAEGgK8DvwCeGM/zERERERERERERERGR+lMvlTJ/BMwEngQOhv78Web2FuB6YAFeRUz4mBtCj/MnwGa8ipqfA28DH43bm0Zkqkj2prh7216SvamJHoqIiIjUEc0xRCSOXhtERESk3tVFpYy11hS4fR+Q95jMce8Af5z5IzLlJXtTfOYb2xkcdmlqcHjg5pW0L2qe6GGJiIhIjdMcQ0Ti6LVBREREpoJ6qZQRkTGwvWeAwWEX18LQsMv2noGJHpKIiIjUAc0xRCSOXhtERERkKlBSRkRyWrl4Dk0NDgkDjQ0OKxfPmeghiYiISB3QHENE4ui1QURERKaCumhfJiJjo31RMw/cvJLtPQOsXDxHrQNERESkKjTHEJE4em0QERGRqUBJGRHJq31Rs4IhERERqTrNMUQkjl4bREREpN6pfZmIiIiIiIiIiIiIiMg4UFJGRERERERERERERERkHCgpI1Knkr0p7t62l2RvaqKHIiIiIlOA5h4iAnotEBERESlEe8qI1KFkb4rPfGM7g8MuTQ0OD9y8Un2ZRUREZMxo7iEioNcCERERkWKoUkakDm3vGWBw2MW1MDTssr1nYKKHJCIiInVMcw8RAb0WiIiIiBRDSRmROrRy8RyaGhwSBhobHFYunjPRQxIREZE6prmHiIBeC0RERESKofZlInWofVEzD9y8ku09A6xcPEctA0RERGRMae4hIqDXAhEREZFiKCkjUqfaFzUrCBIREZFxo7mHiIBeC0REREQKUfsyERERERERERERERGRcaCkjMg4S/amuHvbXpK9qYkeioiIiEhOmrOI1Bf9nxYRERGZHNS+TGQcJXtT3Hj/doaGXRobHDbcslKl/SIiIjLpJHtTfOYb2xkcdnGMYd31bdy0YuFED0tEyqT/0yIiIiKThyplRMbR5s5+BoddLDA47LK5s3+ihyQiIiIyyvaeAQaHXVwLw65l7ZYura4XqWH6Py0iIiIyeSgpIzKObIGvRURERCaDlYvn4BgTfO26lu09AxM4IhGphP5Pi4iIiEweSsqIjKM1y1poShgM0JQwrFnWMtFDEhERERmlfVEz665vo8ExOEBTo8PKxXMmelgiUib9nxYRERGZPLSnjMg4al/UzIZbV7G9Z4CVi+fU7X4yyd5U3Z+jiIhIvcj1vn3TioUsmTdT7+kidaJe/08r9hAREZFao6SMyDhrX9Rc18FCeBPRpgaHB25eWdfnKyIiUssKvW/X+7xFZKqpt//Tij1ERESkFql9mYhUVXgT0aFhV72qRUREJjG9b4tILdNrmIiIiNQiJWVEpKpWLp5DU4NDwkBjg3pVi4iITGZ63xaRWqbXMBEREalFal8mNaGW+wTX8tjL0b6omQduXjmlzllERGSyS/am2NTZjwFWL2sJ3p/1vi1SWC3O52txzOXQa5iIiIjUIiVlZNKr5T7BtTz2StRbr2oREZFaluxNceN9zzGYtgBsTPaz4ZaVWYkZvW+LxKvF+XwtjrkSeg0TERGRWlMX7cuMMX9pjNlhjHnLGPOGMeYRY0xb5BhjjLnTGHPAGHPKGPNTY0xr5Jhpxpj/Zow5aoz5lTHmB8aYlvE9G4mq5T7BtTx2ERERqQ/bewYYyiRkQHMSkVLU4ny+FscsIiIiMpXURVIG+ADwP4D3Ax8EhoEnjDG/Fjrmz4E/Bf4YuAw4AjxujJkZOuYuYA1wI/BbwCzgUWNMYqxPQHKr5T7BtTx2ERERqQ8rF8+hMWGCrzUnESleLc7na3HMIiIiIlOJsdYWPqrGGGPeDRwHPm6tfcQYY4ADwH+31v5d5pjpeImZP7PW3muMmQ28AXzeWvtA5pjzgF7gWmvtj/M95/Lly+3OnTvH7qSmuFruiVzLYxcZa8aYpLV2+USPY6LpPURExlquPWVqmd5DRuh9ZGzV4ny+FscsMt70PiIiIhOlXveUmYlXBZTKfH0BMA94zD/AWnvKGPM0XnXNvUA70Bg5Zr8xZnfmmLxJGRlbtdwnuJbHLiIiIvVB8xGR8tXi/59aHLOIiIjIVFEv7cui/hV4AXgu8/W8zN+HI8cdDt02D0gDR/McI1J1yd4Ud2/bS7I3VfhgERERkRiaT4hIqfS6ISIiIjIx6q5SxhjzdeAK4AprbTpyc7RXm4n53qiHzHWMMeZW4FaAhQsXlj5YmfKSvSk+843tDA67NDU4PHDzSq1oE5ki9B4iItWi+cTUpPcRqYReN0REREQmTl1Vyhhj/gW4EfigtbYndNOhzN/Ripe5jFTPHAISwFl5jslirb3PWrvcWrv87LPPrmjsMjVt7xlgcNjFtTA07LK9Z2CihyQi40TvISJSLZpPTE16H5FK6HVDREREZOLUTVLGGPOvwE14CZlfRm5+DS/pck3o+DOA3wKezXwrCQxFjmkBloaOEamqlYvn0NTgkDDQ2OCwcvGciR6SiIiI1BjNJ0SkVHrdEBEREZk4ddG+zBhzN/B7wMeBlDHGr4h521r7trXWGmPuAv7KGPNL4GXgK8DbwHoAa+1xY8w3gX80xhwBBoCvA78AnhjfM5Kpon1RMw/cvJLtPQOsXDxHLQNERESkZJpPiEip9LohIiIiMnHqIikD/FHm7ycj3/9r4M7Mv/8BmA7cDTQDHcDvWGtPhI7/E2AYeDBz7JPAZ2P2phGpmvZFzUUHQcneVNGBUynHioiIyOQUfj8Hcr63lzKfEBGB8l438sUYij9EREREilMXSRlrrSniGIuXoLkzzzHvAH+c+SMyqZSyGac27hQREal94ffzhoQD1jLsWr23i8iEyBdjKP4QERERKV7d7CkjUu9K2YxTG3eKiIjUvuj7+VDa6r1dRCZMvhhD8YeIiIhI8eqiUkakFqzv6GNr10GubZvPTSsWlnx/fzPOoWG34GacpRxbL9QuQURE6sn6jj6+/++vA94qqoYGr1Im7dop894uItWT7E2xubMfC6xZ1lLWfDlfjDEV4w+f4hAREREplZIyIuNgfUcfX/7+LgB+9spRgJITM8VuxukHBWuvayV1cnBKBAdqlyAiIvXAfw8/cWqIe57uCb7vGLjzo60smTdTH/yJSMmSvSluvN+bKwM8tHM/G25dVfLrSFw8Ek5IFBOr1BvFISIiIlIOJWVExsHWroOjvi4mKRNddVVoM86pGhTEtUuYCuctIiL1IdmbYlNnPw8l+xlOu6Nudy2kTg6WtSm3iMj2ngGGhkdeW4bSNu98OV/lR/h1KC72+MLVF43diUxCikNERESkHErKiIyDa9vmBxUy/teFFJtgCQdN23sGOD3kYoF3hlw2d/ZPiaBgKrdLEBGR2pXsTXHPU6/y5O7DuHbk+yZyXEPC6L1NRMq2cvEcGhucoFKmMc9rSr4YJJqsCSck3hly+futu7lqydwpVSmjOERERETKoaSMyDjwq2JK2VMm16qrcDAEZAVNH26dR+gzHb67o4/VZfaMriXFtnYTERGZLJK9KW6491mGRxfGMK3R4XOrzue5ngHOmXUGt111od7bRKRs7Yua2XDLyqL2lMkXg3zmG9s5PeSScAzrrm9j5eI5JByDm/YikOf3pdixL8W0xqlTsa84RERERMqhpIxMCZNh88WbViwsaR+ZuFVX0ZVrq5e1ZAVNL+w/lvUYaZcpU0Kvli4iIlIrkr0p1j3SHZuQmTdrGnd/pl3vaSJ1ZqLjkWLnyrkqP8IV+cOuZe2WLh68bRXvnT+LF/uPB/e3TL02XopDREREpFRKykjdq9V9VuJWXd29bW9WEsZAVtD04dZ5WRsD52tNICIiIuPPn5e8MxSTkQH+029fXBPzFBEpXi3FI7kqP/yqmOFMr0XXevvS3HDZQl7s3xXc34DaeImIiIgUoKSM1L3x2HxxrFa+RVddRVeurV7WwuplLVnPvXDOu3hwR19su5NyxjnRq/pERETqQbI3xb1Pvcov+o9xOpKQcQwsPutd/MEVi0uqqhWR2jDW8Ui15+txlR/ti5pZd30ba7d04VpLUybx4h+3tesgrfNnMXN6Y/D9csel+ENERETqnZIyUvfGevPFUle+VRJk5Fq5Fn6cXG3SStm0s9RzU+AkIiKS29d+uJt7n+7J2vfN4FW0fmr5eVNi/zeRqWws45HxjEVuWrGQJfNmjrp/XPxRbhxRyvkoBhEREZFapaTMFDDVJ6uVbr5Y6PqVsvKtGq0Lyu1ZXGjTzrgxFXNutdSOQUREZLz484dXDp/g4RcOjLp90ZwZ/PPvXqr3TJkSFI+MXTwyWWORcuOIYs9HMYiIiIjUMiVl6liyN8Xmzn427tzPsGun9GS13ERGMZP9Ula+jUcrtVzybdqZa0zFnNtEnpOIiMhkVGjfGIBbr7xQ75dSlyqpfKhnYxWPTNZYpNw4otjzUQwiIiIitUxJmTrlT95PD7lBqwxNVktXzGS/lJVvY91KLZ98m3bmGlMx57Zy8RwaHMNQ2pJwTHD/qb4iUkREpqZkb4p1j3TnTcjcfqX2jpH6VEnlg8QrdP0mayxSbBwRHU+x56MYRERERGqZkjJ1yp+8+wkZA+OeBKhV4Yl8tQOXSlsXVCrXpp35xlTUqj5jAJv5W+0ERERkalrf0cdXvr+LXOmYy85v5kvXLtV7otStSiofxBNNKhS6fqUkIcY7FikUR+TbL7OosSkGERERkRqlpEydCk/eEwmHT7a3sEabyBYUN5EvFLiUOvkvt3XBWKpkTNt7BhhOewnAdNoLvgGtiBQRkSkl2ZvijofjEzINjmHd9W2qjpG6V0nlg+SOK3Jdv3KSEJMtFqlkv0zFICIiIlKrlJSpU7US/Ey28vK41X1fuPqivGMrdhPLyXSe1ZSrdYBWRIqISL1L9qa456lXOfLWO8yddQZpm327Y+DTly/UwhiZMiqufBhnk22OniuuyHX9CsUhk+38qkkxiIiIiNQyJWXq2GQNfnyTsby8nPYKhe6zvqOPOx7eRdpCU8Jw58faSJ0crK/gKNM6wAKbOvtpWzCbNctasKAPokREpO4ke1P8/dbdPL8vFfrucRKGIDHjGPjbj1+i6hiZciZ7DOKrh1gk3/HhGKQhYfjd5efV37w8FIPc+9SrnDVzGmuva62/WEtERETqjpIyMmEm46af5VQYFWop4AdDAINpy1e+vwsLNCYMG25dNeHnXKlw64ChtGVDRx8Wbx+jaY0Oa5a1TPAIRUREqmd9Rx9feXgXrh192wVnv5vLL/g1DLC63j78FKkz9RCL5Do+GoMMpy3rO/rY3NlfN0mLaAzy2EuHAW8RXD3EWCIiIlLflJSRCTNZN/2Mru4rpuw/X0uB6Ic2fq/5wbRlU2f/mAcMY9m2INmb4vVjp2hIeD9HC/ina5k8Aa6IiEilkr0p7n3qVR5/6TAx+RgAFp/1Lr76iUvGdVwiUp5aiUUg/3w+7vi4GARgcMhl7ZYuXGvHtDporOOP7T0DNM9ooqnB4fSQm/WaPJS2ij9ERERk0lNSRiZMLex7U2lbg5WL59CYMAxmlqk5hqwAae/hE9UecpaxbMsQfuwGx3DNe8/hp3uOMJS2QaXMZApwRUREyrW+o4+/engXNlc2Bkg4cNtVF47foESkIrUQi0B58/loDALe3NwaGM4EI2O1eGq84o+mBoe117XSfeA4393RRzqz8q0xYRR/iIiIyKSnpIxMqMneczpfW4NiK2g23LqKTZ39GKB1wWzu2NJFOhMMPb8vxfqOvjHrNz+WbRnCj512Lf/hvDP5wJK5rM2cX8IxrL2udVL9fOt5s1MREamu8Grsr+RIyMyclmDp/Fn8+jkz1a5MpAZN9lgEsufcg0Mudz3xMl/80MV5xx2NQWZOa+D+Z14LYhCARGJsFk+NV/wxNOySOjnI6mUtbEz2k3ZdEo63f+dk+pkq/hAREZE4SsqI5JGrrUEpK8Ciwd6DO/p4sf948PXWroNVScrETfjHsi1D3GN7rRK8ShlrLamTg1V7vkpNxs1cRURkckr2prjxvucYSltMpMrV1+DAt/9ghd5LRGRM+XPuwSEXF/j53qPs2PdmwblsOAa5e9te3MgL2Sfbq5NIjsYgExF/DPtlMoo/REREpEYoKSOSR662BpWsALvhsoW82L8r+PratvkVj3N9R19QoTKtcWTCP5ZtGXI99mTszQ2TczNXERGZnDZ19gdtf+IqZC47v5kvXbtU7yMiMub8OfddT7zMz/ceLWsuu3LxHBobHAaHveRFU8KwZllLxWMLJ7AbE4YNt65S/BGi+ENERERyUVJGpIC4tgaVrADzq2K2dh3k2rb5FVfJJHtTrN3SFfSHHhzKnvD740/2prh7296qBkfRazOZe3NP1s1cRURkckn2puh+/XjsbQa47crFfOkjS8d3UCIypbUvauaLH7qYHfveLGsu276omQ23rGRzZz8WWFOldovhBPZg2rKpsz+ID0pp+VwKxR8iIiJSD5SUkUmlVnruVjr5v2nFwqrtI+O3DPM5jqF5RlNWAmY8S+cna2/uXD+zWvmdExGRsbW+o49vPdNDz9FfjaqOMcAVv35WwX0cRKS2TeZ5YaXxx1jM0U3M1+FrCIxLDFJr8YdvMv++iYiIyNiqm6SMMeZK4M+AdmAB8Hlr7bdDt78b+C/AJ4A5QB9wj7X2X0LHTAP+CbgRmA48CfyRtbZ/nE5jSvNbcLnW1kTP3cky+Q/6TA+7OMZw8xUXsO7R7qzgpx5L58sJYqI/M/V5FhGR9R19fOvnr7H3yNujbnMynzg2NThKyIjUufC8sCHh8Mn2lqpVlFTLZIk/fKuXtbAx2R9UgrQumJ01t16zrGXKxyC5fmaKQ0RERKa2uknKAO8GuoB/y/yJ+jrwIeD3gNeAK4H7jTFHrbXfyRxzF3A9XlJmIHOfR40x7dba9BiPf0ob1YJrik7ayxFdgRWXgKm30vlqBTH1mKwSEZHiJHtT3PvUqzz20uHY2xscw7rr20idHNQqZpEpIDwvHBx22dDRx+bO/pr8sHy8KjD8tmi54hDL5N3vpRzVTKQoDhEREZna6iYpY639IfBDAGPMt2MOeT/wHWvttszX+4wxfwisAL5jjJkN/CFehc3jmcf5PaAXL5nz47E9g6lte88AaTfUgsuYqkzaJ7IkvJRJe6XjjK7AigY/9VY6X60gpt6SVSIiUpz1HX3c8fAu0jb+dsfAuuvbqtZqVEQmP39eeHrISyZYKv+wfCLm2OUkDioZZ744ZM0yr9oo7rFrLf6A6iZSFIeIiIhMbXWTlCnCM8BHjTHfsNbuN8a8H7gU+MfM7e1AI/CYf4fMcbvxEjpKyoyhlYvnMK3RYXDIxcmsTK10cj7RJeHFTtqrNc5wYBOXgBmr0vmJCKiqFcRM5o1BRUSk+vzqmMdfOkxcPubcM8+gdcFsbrvqQr0niEwx/rxwc2c/G3fuJ+3aiuaZExWLlJo4qHYskCsOqeZzxj3veKhmIkVxiIiIyNQ2lZIy/wm4B+gzxgxnvvfH1tpHM/+eB6SBo5H7Hc7cNoox5lbgVoCFC7WSshLFTkqLmXz7xxw4dmpMSsKLDQCKnbRXY8VVXGDzhasvKuq+lTz/RAWb1QxiwsmqWlyxJ7VL7yEi4+trP9zNvU/3xCZjAH7nvedw32eXj+uYRCqh95Hq8+eFq2OqO0qZJyZ7U9z1xMtVj0WKGUOpiYOxiAUK3b/S+KceYhD/8cC7HuGvRUREpP5NpaTMHwO/CXwMryXZlcA/GWP2WWt/lOd+BuLjd2vtfcB9AMuXL88V40uRCk3gi5l8Z23Q6RgaEg7ptEvCMRw4dopkb6rslV8Amzr7eSjZz3C6cABQ7KS9GiuuKglsmmc04Rjv17zU55/IXsilbHRabDJPm23KeNJ7iMj4WN/Rxz/8+JccOzmU85imhOG2qy4cx1GJVE7vI2MnOs8stS3xZ76xPWiDZoCEU3pr5nLjkFITB5XEIuXGAv5zDg67GGNontFU9HNW8rzVUGwMovhDRERE8pkSSRljzHTgvwCfstY+kvn2L4wxlwJ/BvwIOAQkgLOAN0J3nws8PY7DlRyim2/GTb7Dx6Rdyw2XnwfAQ8l+Njzfx6YSNuvMSvAkHLCWobQNMnTFBADFTNrbFzWz9rpWtnYd5Nq2+UX3fG6e0RRsPlxuMJXsTbHu0W7SriXhGNZe11pSIFALvZCLDXa02aaISP352g93c8/TPTlvv/z8Zi46ZyZrlrXoNV9EcorGIXc98TJf/NDFeeeUfsxgAYwp6fkqjUNKWbwEsHpZCybzd677re/oC+IVf7+tcmMBP/5Zu6WLtGtZ92g3S+bNLHrMkz0GUfwhIiIihUyJpAzeXjGNeO3JwtKAk/l3EhgCrgHWAxhjWoClwLPjM0zJp3lGE24mEnEtsSuqohN0f2PJ4XTpk93oJBlGSqYMBAFApS2v/MTI4LDLjn1v5g1IwhN813rjmNboTfRLLaUPt1WwgLWW1MnBksZeC72Qiw12JntwJyIipVnf0Zc3IXP7lYv50keWjuOIRKRWhSs7XAvPvHKUHfvejP2w3T/Wr5QBSKdL+8C92DgEKmu/G00erF7WEnvc+o4+vvz9XQD87BWv2/dNKxaWHAuEx5o6OYhrvURTqQmJyR6DKP4QERGRQuomKWOMeTfgb6LhAAszlTBvWmv7jDFPAV8zxryN177sKuCzwJ8DWGuPG2O+CfyjMeYIMAB8HfgF8MT4no3ESZ0cDHrJOZmvo3JN0MuZ7IYnyYnMCjW/ouRTy8+jdcHsktqZ5VLKCqnwsWSuhX+fL1x9UdHPvb6jL1iZZgHHUPDa5Ar4Sl2JN95yBTvR85nswZ2IiBSW7E3x91t3s/eNt0n9Kr5d2bSE4T9/rC1Y6S0iUog/T7zriZd55pWjeRMJ/rF+nJBOl/6Be644xBhoXTCbGy7zEiKVtr8qNg7Z2nVw1Nf+a2gp7bzC1T9XXXx20Gq6mOsTN3efrPN1xR8iIiJSSN0kZYDlwLbQ13+d+fO/gM8Bn8ZrYfYA8Gt4iZk7gP8eus+fAMPAg8B04Engs9baaIWNTICVi+cwrbFwciU6QS93shu9355DJ4KS/SXzZmb1iobyS85LWSEVXaXnUDiZEpXsTbF2SxfDmcyOAX7zorNytmDw73Pj/duDMW64pXb6Hcf9/PNtSlor5yUiItmSvSl+995nSbv5j1t/6yq91otIydoXNfPFD13Mjn1vFh2P+FX7pX7gHp2/Atzz1Kv85JdH+EX/cfYc9tp9Vdr+qtg45Nq2+UGFjP91qaIt4J546TCNCcOnL1+Ys21auG2z31mgFvZeUfwhIiIihdRNUsZa+1O8z5dz3X4I+HyBx3gH+OPMHxlnyd4Umzr7c/YzrmQlUbmTXf9+fmWJay079r3J6mUtWb2io20E8qlkhVT42PCeMqW0CtjeM0DaL7XB23i0UEJm3SNeEAReELW5s7+mgofoz7+a/ZsrbV8nIiLlS/am+NrW3XQfOE7aJW9CxjHwtx+/RK/VIhKI26ux2Ll4MXO/Sj5w9+/rx0g/+eWRYA4/OOQGYyilI0C5cYhfFRPdU6aQ8PNF27pZvD1AF5w5PWdCxl8EZwxYS1mtzibKWMYfPsUhIiIitatukjJSm8KB0J0/6GIw7QUaG5P9sdUYE7GSKFpZMjjsYhhpiea3M4smkuKCPKDiFVKlXoPoqqy117UyrdFhcMjFcQzrrm8ruIfNO0PZn3LZ2KNrQ7I3xevHTpXULiHfY1XSMkJERMqX7E3xu/c8SzrPm9LMMxr4y2uXFr2IQUSmjuhejQANmblxvqTDeMYj4cRE+KXOcUzwmhaXVIn7sD68yKycOOSmFQtLavsYN09+4OaVbO7sZ+PO/aRdm3cevr1nYCSBkzn5YlouTzbhmLCa+8coDhEREaltSsrIhAlPJB1jgqQHTK4VUNHKEscYWhfMBrzkxJpMMibZm+LubXtHJV9c61XSTGt0WJOpsKnmCql8kr0p7nri5aznTJ0cLHqFn7+iK6wpYViTYxPQyS6rl7WTv11CMcZixZuIiBS2vqOP//rky3kTMgB/ee1S7R0jIrGiezUCDLuWtVu6WDJv5qSY0/ljzErIGLj5iguC8YUrau7etje21RcwapHZWM9bo+3Kwntgri6irdvKxXNIOKaklsuTTdziuGotElAcIiIiUtuUlJExF16pBWS10RoJhCwJQ/DhSr4NEcebv5eNX1ly3fvmZ60yW7OsZdSEe3Uo+eKdnTdZtlDVFVKQ+/pEV9aFV5ZFg7dc1za6yegn21uCJNR4yvc7UMrvR/h3Ll+7hGKV2jJCRJ29AbQAACAASURBVEQqk+xN8affe4F9AydzHjN7egPvazmzpBY7IlK/crUoi+7V6HOtDT7gngxxiD/XNAZc6/351rP7uKZ1XlZlTHixW9q1Wa2+gFGLzKo1b811jZpnNAXX1bXe1z7/OH9scde2fVEz665vy4q7JiIhU0kcEk2cpE4O8oWrL6rKuBSHiIiI1DYlZWRMZVUmJBywlmHXBiuFwhPJtde10nXgeNaeMrnKssczQIru4xJeZXZ6aCTQCU+4/fZm/vccvITImmUtOTf8LOec8pWth1fWOYxeWVZMyXsl+/jkGm9cgu7x7kP8qPsQl553Jr9+zsyiWr4Vew5h1Q5eqn19REQkt6/9cDf3PN1T8Li/+LCqY0TEE21R5lev+3NGfx534tQQ33jmteDD/5WL50y6OOSpPUd4fl8KGL3H46jFbo7B2uz2YPnaF5d7Tvnm4qmTgxgIYpHUycGi7hd204qFLJk3s+LrHT0//+sTp4Z4rmeAubPO4MKz3kX3wbeyEvr5xlnMOYxl4kRxiIiISG1TUkbGVHR1EIxUjRTTRiuuLBtyf0jvq3aw5FeW3L1tb9YqM4u36mvJvJlZE+7Vy1qCsvy4jUPjxltsciF8bvnK1qNBQHRlWTEl79WqUImeYzhBZxipkAqvfPaD5tV5Wr6VWrY/FsHLROxzJCIylSR7U3zl+7vYfehEzmNmnpHgnFnT+YPfvEAJGREJRFuURTeKD8/jrmmdlzVHvHvb3rLiEKhuLOLf/+uP7cn6frilWXTeH9cmK9ccuNRFTqXEItMa4xMSpcYhcdUlxV7juBZi6x7tjuyZeZzHM//62StHAS8hlG+cxZzDWCdOFIeIiIjULiVlZExF219hbdamjoUmknGriwpNgMNtuxJFbNZZ6vlEexunTg7GTriTvd5KtmJ6UhebXIgLKnKtvioUBBRauVXpyrBC5wjZwWSUHzT7VUdx4yxn9ZmCFxGR2rG+o4+/+v6uvO8XDvDtz6/Qa7uIjBJtUeZXr8fNGaNzxHLiEBibWGR7z0BWi7WEIWuPx+i8379PvvMLP3axi5yqFYtUEocUc3u+89vadXDUnplRW7sOctOKhXnHWWwcothDRERE4igpI2Nu9bKWoCUZUNJKoVyT+XwT4O09A8E+KqVu1rm+o4+tXQdz9qHP6m3sWpoaR54/POEut63W4JCLMSar53L03KJ9ifMlXvIFAYWSNqWsDLv3qVc5NZTO278/V4IOiN2o2Q+ao1VH4d7TE122n6sdmwIvEZHKffG7/87DLxzIe8yvzWjk/t+/TK+7IpIlPEcLtyEuZZP1cuIQKC8WKTSnjO5xGW0/5o83X/vnXFYunkODYxhKe23P8i1yqlYsUkkc4t/uX+PTQy53PfFyzv1mosmTa9vms2Pfm8H941zbNj8Y59rrWoP4MPz4ExWHKP4QERGpD0rK1LlCSYaxFA0I/H1iSp0wRu9TTAVIuJolvFlnrnH6PYX9XvXhsvWoaG9jgLu37c0K9MKBxGAkUIgrtfcn/P5Gluse7Y4N3uJWZFWy+irffYtdGWYcw2MvHS543XKt4Cu0p0x4fHEB5kStPstqx+YYMIbhdPGVQyIiEm99Rx9/80g3p/KsZE44ho++bz53ffo3xnFkIlKO8Y5H4pIS5W6uXmocAqXHIus7+li7pcvrJpCIn1Pmet5kb4rNnf1YvMqZ9kXNOds/b+rsz9q7M4vJ7P5iTN7rUc1YpNw4BLz20X5CxeLFIDv2vVn0Hpl+LFfMnjLrHu1mcNhlx743R8Vn4x2HKP4QERGpH0rK1LH1HX18+fu7gPwflo+VUvf7KEWhCpCgmiW0WWec8MQ2yi9bz/f8uTYP9Uv5B4dcXOCZV47S0TPAnR9rCyb2cZthutZOaF/iYp8rfNtj3Yd4sf94cNvWroM5N+SMC2z9v7/0kaV5xzOWv0/lyBpP2gJ2VJ9yEREpzdd+uDtYIBFn5hkNfPvzl+s1VqRGTEQ8MtZzxkIfxJcai6zd0hUkcPLNKaPPm+xNceP9I3HMQzv3s+HWVaMqX5pnNHHjfc8xmClN35jsZ8MtIzHI9p4BhtNe1Ug6nf96jVcsUuh5UicHcQxZLd3CCai4BXDlJFMUf4iIiMhYUVKmjm3tOjjq6/FMypSz30e1RKtZiukxHF0X5pet55Nr81C/lH/dI9282H8cCwymLQ/u6Ms5sW+e0YSTWaVWbF/iUlYelrrhaKHj/XE0z2jixf5dwfdb588qeb+ZYsY23r9PhcaU1Y4ts1ItnR7/33URkXqQ7E3x91t38/y+VN7j/vLapfrQSaSGTEQ8MpExiK+UWMS1I5kFx0Ai4RQ1p9zeMxDs0wjeh/RBRXqo8qXrwPHMB/iZ40IxSLI3xevHTtFQ5HNC9uI0f8+vNXHVNxHFzPejxxSKC6J7BTXPaCoqDik2LlL8ISIiImNFSZk6dm3b/GBFmv/1eCp2JVVc2X21nr/QY0X3Obm0ZTanh11uuGxhUQFjvs1D2xc103bu7KwqknNmncGewydGTez90vi0661oW3tda8Gxl7LysNTe0qUc7z+nnxxKnRwMrsfpIZdNnf1Vea7xWJnnJ7la58/i28/tyzumfO3Y9IGhiEjxClXHAJw5vYE///DScW/FKiKVmYh4pJQYZCzncaXEIoPDLo4x3HzFBbx1ejh3m7HIfRsz9wVoTJigjXK48sVkbvMrZfwYJNoK69OXLyz4nL5cVTr5rnWh+X4p8Uf4ZxxtIe3vFTM4FF89Uu7zKP4QERGRalJSpo5FPyyfiA8yCgUjxUzoS63wKHV8D9y8ks2d/WzcuZ+dvSmaGhyWzJtZ0v1zbR66elkLG5P9QRLmtqsu5LarLhx1Pn7FjQWstaRODhZ87lJWHpZael/q8TetWJjVe7nB8QI/C3xv5/68ybbwc50ectmcJ4lTTHBb7u9LNMmVWV+Y9/xztWMTEZHC1nf08Q8/+iXHTg3lPe6rn7hEyRiRGjVR8UgxMUiQkEg4YC3Drs2bMBiLeCQaS4TbHK9e1lLwvhtuWRm7uC1c3bF6WQurl7WM2lPm7m17gzl42rUsOHN60QmZu554Oav9s1+lU8x8P9fcutT4I+5nvOfQiWCvGRevE0GhsWzu7C+qO0AxSv09UfwhIiIydSkpU+fCH5ZPRrnK7v3JZbGrqkpdLRSdMG/vGWDYzb+fS77750sibLhl9Oqq6PHhVXLGGE6cGuLubXtznkeyN8XpoXTW91rnz4odW/jxwxU6/nH+BpfTGhxvVdmwy6oKSvXbFzXzgSVzeeylwwAMp23eapmVi+fQkHCCpNTGnfuLXqUXd11KbZ3miya5jMmufBIRker5+H9/hhdClaRxDPB3SsiI1LzJGI9EP5iH3B+G55pfxs25S/lQPnzsF66+KCtJkiseiYtBClVTFIo//Pl+84ymIP7wr1H0PKIL6nwJBw4cO0WyN1Ww7VY4Frn3qVfp7EsxOOxy7pnTS2qjFqfrwPG8X0fHkkg4bNy5P29CrljlxCGKP0RERKYuJWVkQsWV3YcDgkIrpspZ5baps5+Hkv0Mp702AeuubyupX3CpE+5iVle1L2pm7XWtwUaf9zzdg2OIfXz/+U8PjQRDBpg5vTHn2OJK3T/zje28M+RGhwLAi/3Huf3Kxcyc3hgEY6Ukv86eOS3r6+h+PdFz/2R7Cxs6+rw2C27+lXb5VLIZZ7S9xq2/lX3+IiJSGf89+MddBxn4Vf7qmKXzZvK3n7hEr78iMiaiH8z7MYQxZlR1Rdz8Ehg15477XlyyBsiKR/xjC8UjpbbdKib+iKvSacjsVRIem/9Ymzv7sxIyF819Nxec9S6eevkNNjzfx6bO/qLbbv3uvc+SDoUibx06gQPcuCK+jZp/DeO6E/iiMUdcDBIey+vHTvHd5/vKih2iyolDFH+IiIhMXUrKyIQKl90fOXEaA9z5g64gsbL2uta8wUkpq9zWd/QFSQ+fay1rt3Tx4G2rRq0oy7XSrZQJdymr5VInB7M2+owGfv7jhFud+RKOV11z1xMvj/RRHvb2cwkHP68fOxW0ODidIyHj6z74Ft/5wxXBeZSS/Fq9rIUHd+5nOG1pSJiC7RfWLGthc2d/3iB0rDfjnAzt/kRE6tVnv9nB06EPnnK5/Pxm/uLapfowSkTGVDRJsOfQCe54eBfDruXOH3SxZN7MvBXnuRI1cTFCuLrEMeAYSLsEc3n/2C9cfVFWksR/zGi743Ir+3Ndh2grs6G0BWxWTOU//5ETp7Puf8FZ7+LIW+8EiZrBmNjFvwZ++zTwklLpmFDEhdg2auFYxLVesmVa4+g4xG8dPTjsknAMrQtm5z1vf2/TuNih1FZk5cQhij9ERESmLiVlZML5k1y/+iMcoKRODubdXDFulVvatbGT6mhCxudmKjO+cPVFRbVNK3bCHX2Mtde15lzVFX7cwSEXFy9g81sJRB/Hf35jwGJIZ6pr/D7E4CV1Nu7cT9q1NCQcXNfFX9iWcIwXEI6+HIHwRqybO/uDn02h5JfPMQaDxTH56mQ8udosxF3HsdyMczK21xARqXVf/O6/F5WQuf3KxXzpI0vHYUQiItnVJJs6+4N58WCk9W6u+WVcPBD3vXB1iWu9Pz5DdquqcFwUnfuWW9nf4Bg+tfy8vO2Bs2KqTKWM30YsHIs0JBwaHC+plHBg254jDKezF5WdODU0KnZZu2VXEIdsTPbzgYvPjh1HwhCbGDlw7FSQkIHccUj7ombu/KjXfcC1lnWPdmcl2KJy/WzLaUVWbhyi+ENERGRqUlJGJoVo9Uc4QCm0Z0u0FD5XdUs6JiED0NQ4OoGz7pHuoLVXdMJfaMLtBw+vh4KHwSE3CA5yJWiiLQT826Or4sKJqgPHTrHh+b7guoXP0ODt5+IHLeHb0q7l8vOb6ew75l0XA+85ZybvPqOBwWGXGy4bCQ6SvSk27twf3L8hYTCZx8gVEG7vGWA47T1nOl1c+X6un3OxqwKjfblFRGRire/o41vP9LD3jV/lPc4AtykhIyITqFDbq7jN1ePigbjvxUUgBq9tczhZsr6jj61dBzmjMRE79y02BonGD4Npy/qOPjYm+/lkewtrYpIz+WKq8GOl0y6fvnwhC86czoFjp1jf0TfqvLoPvpU1/gd39AUJGfC+d9bMacF+mgAzmhK0LpjFl0KVktHEUkPCYTjtPW6+fVf87gPFVhTFxSCVdEZQpaeIiIgUQ0kZqbpSS71hdMVLroAhTlyQFPf4jQnDYGYllwEcx3D2u5v4+KXnBuXr9z71Ko/vPkyoixgJx4ya8OeacEfbfDU4XhWLMSYIDgaHsxM04ZVXuR43uiouvKqvIeEwPOxV1/iVMg7gJAyua8F6iZR02hLuEjB7RhO/e9l5GMi7cm57z0BQYWSATy0/jzXLWvL+jCtpI1bOY5Wzmk1ERMZGsjfF5//fDt56J533uOmNDndc16oVwiJSVeXEIn7bK3++Waj1LsTP2+O+t2ZZC98LJSYSDrQtmB0sglrf0cft39nJG28PBvdJGO9PdO5bTAwSrqz3K9391sYbOvrYnGffl1wxVXgu3rpgNqmTg7QumJ0VX4GXaGqdP4vnXh3AWi8GmtbgZD2PBWZNa2DDLfmrSrKSQa7lhsvP49wzp+fdUwaqE4eU2xlBMYiIiIgUS0kZqapyJ6aVtp0qSqadVkPC8Bvnncnz+1Iceus09zzdA8A3fv5aVvm971PLz4vdpLNg8BBaSeZvnum1HPMSNYXaf/nirk105diNKxYGAVLzjCa6DxznwR19WSX+H7t0AQ+/cCB43J/uOUI6sy9MvsAzGpSEk2XRXtf5xlyuYh6rnI01q6mc4F9EpB4le1Os+Z/PFjzuyl8/i3/L7FsmIlItlcQihZIE5Wpf1MyDt72fTZ39HD1xmp++/Aa7Xj/OnsPdPP/aQNb83OcCN16+MJh3lxKDhCvrN3X281Am2eQnZ0qdK0er+dc92h1c3zs/1kbXgeMcPXGas2ZOo23BbNY92h3EOsOu5YX9x2hMmMxeNZ57nu5h4Zx35a1uzxeDgPezvnvb3lHXpBpxSLGPoRhEREREyqWkjFRVJRPTfOXelU44w+20XNeO2qTy4Rdej03IJAxBwqKYIC8aPIQrUJbMm5kVzJSyeuvx7kP8qPsQJ04N0b6oedTKsQVnTs9aaXz3tr1Zm2em05aBXw0GlTTR1mbhn1NcCX6+pFCua1HN8v1Cj1XOirhqBTFaISci4lnf0cdfP9Kd95iEY/jebav0OikiY6JasUi1P+z2H/vubXt5YvfhoHp+S0xCBgAL52Y2vC8nBgnP49csa2FzZ3+w12Sxc+X1HX08uKOPc2adwW1XXcgXrr6Iu7ftHZX8+eonLgnu498ebZt8w+ULeXbvUfYNnAy+v7Xr4KhKyeh1L3fPyWrEIcU8hmIQERERKZeSMlJV1Wxb5cs34Sx2Uhsd14db5wUVMgDn/doMDr2VnahxDPzNxy/JqgopFOTlCx7CE/twgiZXtYnvaz/cHYzV//ua1nk0JEbavUWvc/OMJhxDsGFpY4PDtW3z2bHvzWADT4uXmAnfP9e1jgYl+a6F/zMp1FogfOx4VNNEn7daQcxEr5ATEZkMrvnnn/JKgb1jPrNiYd52mSIilapGLFLqPLGU+Wx4fMYYhu3oRWEA00J7XlYrBlkdaj8MxFaZ+NZ39PHl7+/KfHWcbXuO8N1bVwXjH8yMv3lG06jza3C8qhi/pbJf5dK2YHboMeHatvmjrmOuOCQqek02dfbnTN6U8v1SKQYRERGRcikpI1U1Fm3IsjaqDE04S5nURscF0HP0Vxx+6x1uuGwhS+bN5IZ7nw16PTsG/vbjl2St3vISHV6tSWODQ/OMppwl88Wc9+vHTvGvT77CcHqk97PffiyczPhR96Gs+/2o+xDXtM4j2PgmEswle1Pc+YMubxNMAx9aeg63XXUh7Yuas5JBa7fsylQOuew5dILtPQO8fuxU1rW+64mX+eKHLi5qNZ7/3P7PxLVeRc60xvifTbUD3lJWxFWyeWfUWCQiRUQmO/+18cSpoaxFDrl89ROXaO8YERlz1YhFcs0T4+aEpc5n2xc1s/a6VrZ2HaR1/iy+/dy+YN8Xv6K9wTGsva41eJxoDBKed0er2ws9NxC0NPNjkAduXhmct//Y9z39atZ9h9KWzZ39/N0nLmHtda2s3dJF2rWse7SbJfNmZj+vMVgsjoHfXnoOt2fiEIAGB4ZdrxtB94HjJHtTwXOH45DTQy6bO/tznk/WfqSOGXU++WLFchIj+eKBsYhBikkaKQYRERGpbRUnZYwxBvhN4GLgjOjt1tr/UelzSG2pZtsq8AIRf28U1xKsyNrU2R8EMYUCpvC4/In46SFvEu/fdsNl3kabflCUOjmy2eb6jj7Wbuli2LUkHMMFc97FHVu6cF0bJB2AogLA8GP5BofdILixeMkUP0i49Lwzs0r9Lz3vTK8dm78vTSZICgda/oab1sJZM6cFt/l/r3ukO0hADbtwx5YurLU0JBwaHMOwa3EtPPPKUXbsezO2JUBcwBsONCB/3+rNoZ9fvgQQlL+qLNfvQjU37xyLRKSIyGSW7E3xqXuexY1f4B1oTBg+sGRu1gdyIiJjrdJYJG6eGN3P8VPLzwsqT4IFTUP557PgvX76e7Ls2Pcmn1t1Pt0H32J6Y4Indh/GWrDWBnGIv9hq2LUY4HOrzgfgr76/i4079zOc2R+ymFgk2ZvixvueC+IE8Obpmzv7vfghc24Yw+CwO+r+G3fuZ/WyFlInB3GtF4dEkyfbewYYytzXtbDtl0e4/aoLSfamuOuJl4P2ymnrxUQbd+4HYxhOuzQkHBzH4GaqbPzny7UYy59/Hzh2ig3P941KdMQlQADueuLlopM//nWrVhxSTAxS7PMpBhEREaltFSVljDHnAE8C72Vkqwoy//YpKSMV6TpwPPi3wes/DPBQsj/4RUs4ZlTAlGsSu71nIEgGDLuWtVu6WDJvJquXtbCpsz+2+uOOTMIEvL7Iuw+dCB5vcMgrmd+cCWaMMfz2e+YG1Slhyd7UqISMARxjgoQMkBU8/Po5M7Me49fPmem1Bkg4Qc/mcNBiyBb+OpyQCvPPbTjtcsm5swH4Rf/xIGGSq01CrgoaP9DxWxZEA471HX189/m+rPPNlQCC8srzk70pbrx/e/Dz3HDLyOMWG8QU+7zVTkSKiExmn/tWR8GEDMB3b9XeMSJSe8LzRL/VcFY1edqyvqOPTZ39fG7V+TjGYK3FBX6+N/d8FhiVxPnGM6/hWkuDY2hIOKTT2XHIvU+9OrLYCrjv6R6++fPXGIokVjZl9owZSlsaEyb29Te8cAu8GKGxwQmSKxbv3Exmhm6Ad01L8PbpNODFC/7cOVccsnLxHBKZBV4ArrVZcVK4IshfXAZeDJROu7SdO5sX+73Ybyht8875wwvu4mK4aAKkeUYTN96/PSvhVCj5E/2ZVRqHFBODlPJ8ikFERERqV6WVMv8MHAfOA/YDK4DDwP8JfBb4Pyp8/KIZY64E/gxoBxYAn7fWfjtyzMXA14APAk3AL4HPWGt3Z26fBvwTcCMwHS/h9EfW2v5xOg2JSPameCg5cvkt3of3z706ECQSDPCp5efRvqh51OaTcZPYuGBhc2c/C86cHrQQ8yfJ6zv6+KfH9gTPFcdxDIaRYAZreeylw/z05TeyEgHgTbLdULuxhIFPX76Q1gWzufMHXdmBkuP1ae4+cJymhAk25vSDw6suPpsnXjrsBTHuSNCyelkLD+7cz3Da0pAwrF7WkvX80c03Ew4kHIfhtHfdftF/nETCZCVMov2ioz+juA05c+0p4yem0pFLGq6q8cfq37ec8nw/+AMvsRRdBVdMEBPui+0n/kREpqovfvffeTjXptQh82ZN4+7PtOuDIhGpWf7rV1Adk3BwDFnV4OGkSqa7WMEP0qN7yrjWq04fSluuee9c/sN5ZwZz/e88t4/HXjqcdX8XcCOJlYRjeHrPkSBRM5S23PvUq9z32eVZ940u3Hpfy2zWfrSVPYdOZMUGjgOu6yVsvvyR93LnD7qCuXC+OAS8+fvNV1wQXJemBgcDIwu2DCw+6128NnAS63qxCsYEyagLznpXkJSxwIlTQ7E/n1zxRzjuiH4/HBuEheOouMeudhxSKAaJtmY7cOwUyd6U3lNFRETqTKVJmauA/wc4mPnaWGv7gK8aYxy8Kpn/WOFzFOvdQBfwb5k/WYwxFwA/z9z2QeAY8B7g7dBhdwHX4yVlBoCvA48aY9qttekxHb3E2t4zwHA6e/LsT/4TjrcqrbHBCRIPxUya2xc1s+76NtZu6fJWpiWcUeX/fkImvBllHGPg5isu4NWjvyKatokLyMKVJI4xrLu+Leix333gOA909AXHuq7lP/+gi+G0xXEMbefOZtXiOUHLA2MMCcdrURY9V8cYDDbTf3qE35PaWhuqMnK486Neb+tnXjmaWak2cjYO2a3cwoEKUPSGnL7tPQNZSS7HjKyY85NOcY8ZDbYK9VqO/jyOnDgduwdQrv7gfmIpiLJNNJQVEZkakr0pbvlfO3jzZPyHY2Efv3QBd336N8ZhVCIiYytcsTA87I7KahhnJKniGLJik1wf3EcXMN35SHewYOqne47wgSVzWfdoN+8MjU4egDcvD9/SPKORE6eH6T/2TtZxh9/K/hpg9bIWNiZHKkrWfrQ1aPPlJ5wMjEyi7UiFzkiHgV3ecZE4JDp/X3d9W7A4Cwjaoxmg982TWOvFN3d+rC3Y83Ll4jnc9cTLWWPuPvjWqLl6rs4IharZN3Vmr7N0jDf+RCJ+f8yJikMA1ixr4ciJ0zz18htseN6ryiq2bZqIiIjUhkqTMmcCb1hrXWPMW8Dc0G3PAn9R4eNjjDkDmJtJ9uRkrf0h8MPMfb4dc8jfAY9Za/809L1gZ1pjzGzgD/EqbB7PfO/3gF7gQ8CPKzgNKZOfxIgGJsaQNdkvtS3VTSsWBgHA68dO8d2YPsR+m7QwB0gkRionbrnigmCDzqiGhMma4G/u9NqtRatxfKuXtfDgjv2hCp6RlXBp1/Ji/3G6D7w10ubMemO44fLzWJMpuff7NQ+n3aANQHivnXWPdpN2R1bzWbyWZVu7DnJt23x27HvTW5WVibL86hz/PPz9cPyVb2uWtcT2as53/ZtnNJFwTDAOa73g0u+TnTo5GFvtFA6qimlTt2ZZCw9l2jgkHHjq5Td4cvfhURt93njfc0Grhw23rgJGEk1OZgVj9FqKiEwVxVbHXH5+M39x7VK9RopI3YhWtUQr5z/4nrn87JU3RpIcOeb4UeE5bdeB42zI7GmZdi1buw7GVnMA/M57z+EDS+YGlSsWcibLb7hsYdbX6zv62Np1kD94//nMnN6Yc58TE2qpnHYt3wq1SnPtSKVQNA7Jass27JI6OcgXrr4oeP6117UGLZzTwd6Xlu4Dx7lpxcJgLNe2zednrxwN7tc6f1bWnH/tda3BNYqrSsqV5Ej2pgAvPkunLYnM35ZMwi0jV+uwiYxDSmmbJiIiIrWj0qTMa8D8zL+7gc8Aj2a+/ijwZoWPD14LtO8BiXIfIFO181Hga8aYH+G1ONsH/JO19sHMYe1AI/CYfz9r7X5jzG7g/SgpMyH8JMs9T73K46Hy/Vt/a3FQYVKptgWzY6trokGBA/ztJy7JWs0V1w7M5y+m83sK+wFWU8JbFeZvqrkm1MP4g++Zy5OZTT4JtUjwhRMZANa1nHvm9KxVY34bNcdkV9CEx2qst5rPn+j/7JWjPLv3KLf81uIgUPPvE14RFt4P550hlzdOnB7VqzkuSAlXnviJIccxuKF9dCxw/zOv8TfXtxWsdiqm13L7omY23Loq7wag4d7ag2mv5/W5Z04PHpvMKj6DHbXPkDbVFJF617b2R7w9mL9QeEajw3e0eldEsQlSkAAAIABJREFU6tCoqpZQq+GmBofbr7qQ26+6MLaCwr9/Lv5xbQtmM61xZN7rL5IK2iJn3H7lYr70kaUALJk3k7ueeDmocI9qSBiWzBvZkzJc/f+zV47y1U9cEozVXzT2uVXn033wLVrnz+Lbz+0LWme9euTtmGfwhOOQPYdOBHFLXOvj1MnBrBbO4M39v/t8H60LZmfFV1/9xCXBgrHwYq3TQy53PLwraIHs74mTq8rFT5L58cfgsEuDY7hhxUI6e1PBHqEu8LWtu9l4+/uL6row0XGIf66KRURERGpbpUmZ/w38Dl7S5G+BLcaYfmAIWEgVKmWqZC5ee7MvA3cAX8JrYfaAMeZX1tpHgXlAGjgaue/hzG2jGGNuBW4FWLiwOgmCyW4iJoDti5q5/7PLgxVe17bNz5mQybe5e/S4uEl7+Lz853hwRx9zZ53B7VddmFWR4wv3/F06fxa/6D8ebJS57pFu2s6dzVBoBdZQ2nLHlq5gtd1DO/dz58faRoKFhMMHLj6bn/zy8KikTMIx3HzFBdz/sx7SNrsaJ5x0cYBLzp1N27mzg/tGg4y117Xy4I6+oG9z2sJ9P+th4+3vH3WeQQVOZEA/2XOEdR8bqViKC1Ige8WXv/ounJDxua4ldXKwYLVTsb2dC20AGm1IZnJcp/DvRjGr40SKMRXfQ2Ty89/n/+XxPeRYrB0If0goIuNvKr+PjFdMEq6QWDJvJps6+zGQtTG8/3e0ojzXHLFQHOInKE6cGqL74FujYp/2Rc188UMXj1S4Z2KQXa8fx7VeG+I//d4LfLh1HjOnN/JY96Gs59/adZAl82aO2vTeMbBj35vBeJ7ac4Tn96Wy7uv4PYeBpsaROXXq5GDQjtiEniOuGgcIEitpC3ds6cIYb9x+/Oafb7I35S3kylS1hPekNMarwPGfI6taZ8gNfhZOpPpnwZnTeXJ39l49+988GVzbyRyH+NdEsYiIiEjtqygpY639y9C/txpj3g98ApgOPG6t3ZrrvsaYnxT5NGdXMsYMJ/P3Fmvt1zP/fsEYsxz4AiPVPXFCU89s1tr7gPsAli9fnnsn+CqZ6BUxxSY8xspNKxYWrI6596lXc26qGL5+0eRBtMS+2OeMTtz3HDrBi/0j+9C82H+crgPHaci0PAMvmAm3PxhK26wy/HTa5dRQmshWOiQcbw+aJfNm8q1n9+EOu1n7nEQ3hdx96AS/6D/Ogzv2B3vXRIOM7gPHg6QMeCvbwtfMv27+xD8qnbajrl00SAlfaxjZCyiRcHBdN+tDP/8+hfalKbZNXaHjo721/QA732MXszpOpBjj/R4iUojfSmUwnf/XsSlhePnvPjJOoxKRXCbifWSi4xF/DBMRk+Sbn0Yryk8PjZ4j+tfu9WOn8sYhhebB/jHh+SqQVTG/b+Ak9zztdepucLLvO70xESQJwsLjWbl4Dl9/bE/W7YaRPWQ+2d6SVe2/cvEcpjU6DA65uMAzrxylo2eADbeuCs4nXHUUvlbhuCgav4G3aCuX8L6X0TZsfkeAcPzhxxonTg0F1wfg45eem3VtJ2scAopFRERE6kXJSRljzE3Aj6y1b4a+txA4YK3dCezMfG+BMebL1tqv5nioK4E9wEsFnvKMUscY4ygwHPNcu4FPZ/59CK9F2lnAG6Fj5gJPV2EMFZkMK2I2ZzZohPgJc6UqDfKSvSme/OWRrO/Z0G3RFWnFrHAqRnji7leGhKVd+OB75zJ35jTeOHGaYycHs1adJRyy9nPxWxc89+pAVmVK24JZwcq5uD1jwpP4A8dOsT7Tn9rblLMrWK0WTlL5bc7CsU407Nnc2T+qhYIveu1yBRK5VnyBt+nm0ROnOXvmtCAYKfV3Ie746PfiAqz2Rc1suGX0ePMFY8WujhMRqSWf/WYHT78SLRYe7dKW2Tz8f18xDiMSkclmMsQjMLYxSbnxyPae7Hm7JbuFV/jaNSQcGjL7K1Yyl4zOVx+4eSV/+r0X2DdwMuu4tAvXvPccjrz1Dl0HjvP4S4e9tlihlsiQ3fp4e89AVnzgLwPz4w+/bVl4LA/cvJJ1j3TzYqhrwKbQzyY83r6BX3Hfz3qwFhwne7+ecMyxubM/exwGHOMlWJryxCF+y7JcFSf+OH7UfYgPt87jmtZ53L1tb8k/9z2HTuTcw2Ys4hBQLCIiIlIvyqmU+Q6wCngewBiTwNtb5jKgM3TcecDfALmSMl3AHmvtDfmezBjzSeDBfMcUYq0dNMbsAJZEbroY6M38O4nXdu0aYH3muVuApcCzlTx/NUyGFTHRD+WruRyvGkHe9p4BbCiySBhvk0X/tuiKtGjyoBor/1YunkODw6iWL3651U9ffmPUqrQPvuccblqxMKuXsv/8azNtzixe1c2N9z3HnR/LvedKuEz+wR37g+DQtXbUJpgjLcXIHOOtfvavmX/cxp37R/2sDfC+ltms/Whr1mP644+u9su34iv6db7fhejeNIOZqiC/FZp/PFD071MxqxGjx5eyOk5EZLLyX1Pvf/pVjp0aLnj8pv/r/XrNE5nCJkM8AmMXk1QSj3gxgAnm3obsKo7wtUunXT59+UIWnDm94If5pWhf1MyHW+dlVYCAd32uXjI3q0LeT4IkHMMH3zOXq5fMzUpa7Dl0Iuu6Xn/pAn7UfShvIqB9UTNt587OqsKPtujyz/Hbz+3D2pHWzN/6+WvBhvfhWOSNE6ez7nvZomb+4tqlRSVC4mKrsC99ZClf+sjSkn7u/j48G3d6cZafMGoKVWyV8nilxiH+fRSLiIiI1L5ykjJxc6u47xXSAXy4iOP81rR5GWPeDfifBDvAQmPMpcCb1to+4B+A7xljfgb8BLgar0rm4wDW2uPGmG8C/2iMOQIMAF8HfgE8UcqJjYXJsCJmzbIWHtq5P3bCXKlKg7xkb4oDx04FwZABfnvpOcHtcdcvWjVSaI8Z/7h8E+D2Rc188D3n8NhL2X2Kn9h9GGvjg0b/e+GEir9S68HbVgUrzsBbcdZ14HjBiXj7ombWXd8WJHUcY7JW64WvtwE+fflCzo0JDMOr/gwECZzGBmdUQiZf8BG91sWW5J8ecoMVdtmJpNDeNKE2O4OhfWzG8kODcgIoEZHJZH1HH1/5/i4KbBsDwK/NaOT+379Mr3siU9xkiEdg7GKSSuORD75nLk/u9vaETDjZc+/otQvvSeOLznX99sPh2/PNof1kR5zuA8dz9ePm0vPO5KYVC4PHB+g6cDzrsBnTGopKBIRbcjUkDDYzrmh84e+Daa1l5vRGNty6Kvaxz5o5LevxLzpnZuw8PFcsEndc9Hm29wwEXQEGY9rORZ8jroNAuGJrPJKXikVERERqX0V7ylToH4D/XcRxPwQuKOK45cC20Nd/nfnzv4DPWWsfzmyG+WXgX4FXgM9aa8Nj+BO8NmcP4u2L82TmmHQRzz+mJsOKmPZFzdz5sTa2dh3k2rb5VR1DJUFetB1A+6Iz6ew7xmMvHeYnvzyScz+VsKyNIYfd2E06i131FA0egFHl/+GJ/FMvvxEEK3HJoShDcRNxP4jzEzPrHu0OWpj513twyOu53LZgduzeOf6qPz/ovfNjbbHJquj1yxfM+D3AEwnDDcvPGxWUrlw8J2ipZoGHkv2sWdYSuzdNuE0EeO0M/N+dyfChQTVMht7tIlJfkr2p/5+9dw+Oo8rzfL8ns6pkydYLybIky7KRDW4juQG/TfOcht5xr2leTRuY7Q5uDxhmmb3Bnb03uoNuexj3DEHH7kywE9sz2NAdbO9iY7AMNASeAQN+0bYsSw1YspAfsiWV9ZZLUlmveuS5f5w8p05mZdZDkt/nE+EAqfJxsirt+n3z9/t9f3jh3aPJNwTw4C2leOWxWy/wihQKxZXA5aBHeFzkFpNOhonqETl+5+MeuX0wwGLyVN47OdY1qNV+OBUdwvd3ggLIybBKf4KYXZn9+HfeMDNu21T0B7fk4t0kbx1uw856v2W9+Vk+aKZ3WqJ5knWtARCwmThRA64JuLrWAF7Zfdw1ESJ32r/4hwaha/i8m/wsn9BmBoDgaNjx2uRkkhP895dL8nIqUDpEoVAoFIoLxyVLylBKTwE4lcJ2o4hZjCXabg+SdNRQSt8A8EaC18cA/Bfzz2XHpa6IqWsNCMuo2jPnhEhIZ/9EFlYTFXmygIlEDNS1BkQSxG2eih05eAaJPeyXg/pqabZKKGxg0weNqJydi6rSXFF99sgSNvTy7SPtiLgMSi7Nm4bOwbHYGqVzOCWHolKnCq+sS5XASAgGZR0l8rUsnZuPjWsrRfKJJ2z4+ylbF0R5hw8hrp95fpZPXI9B3cWM7AEeiVK8WdOGaptQAwAqpa4i5twcOZGkEYK13y7BB193xuwXCLDpgSpxnAv10OBiipPLxbtdoVBcPbz8UVOctY0TGgHeeVbZlSkUCiuXUo9MNi5KpeN9IvGjpXBICv+ddEiiY66qKACRBr0YBnXVIa/sPo41VSVo7BhEb3AchdkZqCrNhWYOuJfRCEvIbN5v/bdftiL+zecnLUkNO5WluSm9FwCEpuH2XrIG4XrSoBSaRrBxbbwVcn6WDw0dg9hR50ckyorufrScaSy3Dhn+3siJJvn1UMQAAcDlmTzvJjASshTNvX7gNO6rLI4716qKAnh0TWgZ7iJgUGvC6EImL5UOUSgUCoXi6mGiSZlELkyKqxBegcQD3nRbsVMJ6lJpMXcKROWECiHWQZFA/DwVJ3jwvLPej+21beL3uq4hOBrGA//zAI6eHbRUUX3lH7R4JgPAjiPt2LZ+NbavX41f72rC4TOBuHOdHRiz/Kxpse4Op2uhYH5837mhEM/fe2NawTCvROOzdr5qHxBdOY0dg+L4YbPlvtpMmvAuHTkpxJMjAOI+g1TFjNM/EvZ7aWe93/IZErP7xZ5I+vDrThhSwuqxFeWWbp8L8dDgYouTy8W7XaFQXPm8/FETtuxrSWpXNve6LNx+Q6GjtY5CoVBcSlK1mXIi1RjOHj86aQ/773j87mRrlYoOkSHSETxmcuHlj5qw7XCbRYfsP9GH/Sf6LPv6dDaf5bX9LSL5oBFg/R0VeP3AadhyNaianeuop7weDYXZGSK212Cdj5MKohvG7G7/qn0Av3j3KPvszNiWUopG0ybNKbnClxuNGpidl+moBe3dK4TAkuixWzbL9JnzalZVFFg68CMGxea9p3DznDzL5750bj7uunEmPjFtqimYXbZ9O76t0iEKhUKhUCgSMdGkzL8TQuwTYT+1/e5SWqMpphA5AOSBebqt2Pagrrren7TKx8nKi3fqyAPdD7X0ixkwfAC8HND7UlwrD+x5PoAAuLksN6WKYk44yoTXc/cswNvP3oatNW3YXtuGho6huGQRwITSU7czdz4+R4ZXVvFr4eIo3YQMr0TjiZcoBT4+1o09x3vx09vm4S1J3Om6ht7guCXptquhM27NwdEwHn+NfSa6RvAr0xrOLmbkyj6ZR5aU4e3aNsgFeLpurWaTk2KAVZzyzh/ZwoxS9l++/9UkTq4m+wOFQnHpWP73n6D3fPIHas/eWYGff3/RRViRQqFQpI/dZkqe2ZIMSze62WmSLLZ2eggOwHEO5ca1laK7IxxJX4fwNco65IdLy9DcFUxZi4SjbD7L28/ehup6PwjYjJdDLf1xMb2usaTC1po2YQMnd3cArFBqotbSXINohCU5+LxNXYttRwG8dbgNlaW5CIyELMkVkWQBK9DKz/Kx4oL9LaAUyPCyz4PZHkvdQdSaQJJjaV0jiFKI92JPc4/QDpseqMIGqRjt42Pd2N3UDY9G8Khkt1xks6memZ2B5+5ZIH6+kJ0sSocoFAqFQnF1MZHEyd9N+SoUlzVyAKgR4DsL0u/YsAfEvB3dPrPFqfKJB567GjotP9s7O/hxFhZni6SGm9e0W8BsDz7dfJntc2E4ugZ0DIyKAJ93bjS8F/Pu1wjrjqFmS//rB1qwZX8LDMqE27anV4ngnl+LfZ2pVO3J1YQyoYghzse5+8aZ+LSp25KkWVNVgtoz58QxKAVeO3BaiJWoQbFBsmTY9EAV62IxKHxe58B96dx8rFtejq01bUKs/nBprBq7ut4P+1tOKYTosH8+sgDedtjZCm0qudji5HLwblcoFFcuda0BPLHlIMZd7DQ5eZkefPm3/+EirUqhUCgmRmAkJOyiNJJe94Zsg2sA+OJkH2rPnIuLG+V42ukhOBDr9HCaQ8nnILrpkEQP7e1x5iNLyvDK7uMpX6Nm6hAAeOmhxeJ8HQOj0HUirJWJ+WdbTaxAy6uz5INsEeYWgyZzMpA1iP3rJ2qL86MU2PDeUXx30SxopnMbhamXCLM0jhoUf2vOguGMm51Sz92zIKEGscfS1fV+cd1RqYjsiZXlaOgYtLwnBmU2Z1slu+WHl5ThnbpYskq2lb7QnSxKhygUCoVCcXWRdlKGUqqSMtcY9gAw3YQMEAvqquv9aDw7iKNnB4WY4Z7I9i4Y+3l5koD/LLe/2+elpFv1Jrely8Fnc1cQX/mtw5A9GrCkPB+1ZwKWhMfsvGnoCY5ja00b3qnzY9vTrJpu4/sNQpAQsKTWnOuyRKeKnIQIRQz8rPpr/PqRb1uug4tAgCUueBWerhFseqAKC4uz8fhrh8R7s+3pVZZqQhldI8L2C2CzWAIjIYtourksF0+sLMfC4my8svs4vjjZB0OqLONEDSoqDfn2ycTbw0vKUC1V3skDO+22AnZfaPvnAwC7GjoRiV6cqrFLIU4upXe7QqG4crn95U/ht9llOqG6YxQKxZXCZB5K8xhOjmu5DuHapq41gMe3HBSD4F/8QZXj+ZyshnkM+tw9C1J2AbA/tHeKM9dUlVhsyjTA1YbSoLAUKQGxrh5CrFF21LAWmIXN5AO3YpY1VV1rAC+8exQEbLaMrNmeXD0Pr5tFW1yXuGkQN3g3P4cniAggbNvCtuwOIaxTijsNbH9mdcLZpQDTU1WlucjwOt9DjywpY/MvzcQdL8Kzf77bno65GnCN5lRQONWaROkQhUKhUCiuLpTFmCIpUxkA7pSGVBIw8bD/RB/+eKofhoOo4XNeKFjXSLK2+lRaxpMFzHLwuXRuPtr6h7F5X4uo2gIhONIagK6x9fM8RcfAmBAgIbOTB4Cw9IK5f6ZXR19wXFT62TnZcx6PbTmIt9avBhATUx6NwABElRs/9ob3G1CcO0109fBzl+Zlxh175gwfri+cjj+1DwhxQzSCwLC10jAwEhbX//y9N6KmpR8hl0prp0pDWaA4CVC3+0muPvM4VOzJn4/de1ojsQTO1po27GroxJqqEsucGZmJ2gu4iZNUzqlQKBQXkrrWgOs8Mzs+84Gj+vdKoVBcKUxWk/C4tvbMOaEFDpyIxbHV9X4R74aiFA0dgxZbYX5eN6vhZFoklYf29jhzYXE2dMISF6LbPkqh6wRL5uRZ/r3nXSZcC7SdG4m5HYBC511GGmC4ZHZCUYpX957Caz9ZBgAiUcXfF17cRQGMhQ2LtVrEoPjle0dxr9n14qRz3H4vYxgUs/MyWbKlts1x+x/cXGpJDm1cW+l6PCdLbKcuJvn+ys/yiW78aNSIKxIDEKdvVlUUwKOzhA9MyzWntUxGUzvNPJKt6lQCRaFQKBSKKweVlFGkxFRUyciDGDUARTkZ6BpiAxajBhMKQPy8Gm5RttOs+pJ9e+1JmlRaxtOtshsaj1ja2A2p9X/x7Fx85WcDKu164Xh3EH9qH7D8zoC1EsyNcJTi6d/X4rosX2ygqUtSJGpQnA2MWn7XGxzHw0vK4JHmvABA7/kQes8z6wdR/WVQVMycgZO9w2K7Uz3n8aNX/4gFs7LxyJIy3L2wKG7dxTkZ6AmOw6DMQqDaTELZPwMnAepWRbh0br6oPksmVuz3E7fVa+4K4oV3WXfT/hN92NPcg2fumh8nYKbSXuDlj5qEKOXVjOpBp0KhuJjI/w4l484bCvH7v1x5gVekUCgUU89kNYncMXPgRJ+lIIwPfuf0BcddH8A7WQ07bZfIJjmVTp/qer/oZpd1CDUoMry6q6XyW4dZMkMuhOPb2i3E7Oxu6sbWmjbRMS9rEKcZmTIGBT5t6hbJCfvW8u4aYVrqWOeQpRPGoGzeC+u4ib/CBUUzkJXhERppPBxvIye/73YtEhgJWfSkjP3+4nZ0dl3ipG9WVRTAoFRYo218/ygaOwZFsmSq9Yc9Yfb2kXa8ZXY5KRQKhUKhuPxRSRnFRcMuRBaX5aFLetD/3UWzcPOcPEvQ61ZRJlcZcc/njoHRlFrG062ys1tqycmjdcvL0djRYEl8cI7Y7M0AVsGWKueGwzg3HBZr0Ei8L7MbhdkZljkv3FqBY1DAoxFQSuH1aHjmrvmgAD4xPw8K4PCZAA6fCWDHkXbctbAo7hzXTfehx0yqUQDba9vRGxy3DFHd9EEjZuVMg0dj9g6pCNBUxbabrZ7de/vjY93Yd6I3rpNnquwF6loD2LLf+iB0V0OnSsooFIqLwtaaNvzui9M42XM+6bYZOsFW9cBGoVBc48gdM3KC5OyAtcip0BzqnooeAcASGEm68dPt9EmkQ9ZUleDgqf44HUKp1eKM2v6bDEqBX7x7FB5pDk06GBRYt7QMBMA7R9rjCst4cZjXo2Hj/ZWWOS98nbVnAqhz0FIAKx473Xfesj1/D3ihmPz55Gf5JmV7l2qR36GWfkQtjgawzKOZanuzQy39lmRWOEqx07x2hUKhUCgUlz8qKaO4aDjNA9nb3CN8m+3dDIBzwCtXGXl0DaAUEYPCoxF4dC2uxdxtLakGrHZLrXsWFqEwO0PYarX1DztWJ6cvYdwhBHj6jgq8Zno2JyMng/3VXlicjR8tn4O+4Dg+a+4RwkrXCJ66/XpkZ3qFKHz2rvn4/JueOGEXjlIUZWcI6wTOsc6gZbuoQfHJsW5oiPldsy4i1km0Yl4+frZmEZbOzU9q9ZVKa7+bsLV7bwPxwidZpWI6VmSHWvrjbBXWVJUk3EehUCimgnS6Y24py8V7f337BV6RQqFQXBm4xZE7jrQLbcLnHqaqR8JRGmep63TedB6a2wfLv3h/JRo6BkHA4vynbr8+7nsgHQ3i1mnjNMclVSiAqlI2n7KyNBe/O9Bi6cj/wc2luGFWtuV931nvx1jY2sJjwLSOpkwLTffpCI5HE3b7ULAuob3He9E9NAbDoI6WZYlsvyajQ7weTVhK8/XInTRu+mMiNsirKgriivamUn8qFAqFQqG4sBCaTum+wpVly5bRI0eOXOplXBASBaaT9cVNtr9TwPybz0/iHz9uFm34AAtAdQKsW1EuPIjTWU8q69i89xQ+beqGQYEMb6zl/IV3j2JrTZvjcRP5Ji+fl4/2cyPCwi0Zf7GyHNkZnpQewHnMQZt2r+XPm3vw2Tc9MMxhnPbEzNaaNmx472hcR85LDy0GAGwwu26SMTs/M85STT4Otxfjv5PFx0Rb++XPsLkriO21bTjWOQTD7NCxH8ftM99a02ZZX7Ih2PJsG0KA9Xdc+KHZk/17dzlBCKmjlC671Ou41FzN3yGKC8NPfluDfbYEtBM+nYihzQrF1Yb6DolxNX6PpBrvTGVcZD+W3G0hP9R30yMagO/cUCg6uKfiWuU1NHYM4p0j7YiYyYY7b5jpaI1sjsF01CG6Bnz3W7MAAJ9+05NSbJ8Mu+b5i5XleHhJmYjpuYUaBeDzaNj29CoAsBTrvbr3lOjal69D0wgIKCJJbNfc0AnwN99bKCzL7LZffD2TsRizf0Y9wXHsPd4rigX5cZw+Z7v2eOmhxRZbvETn59rNoID3InzfX00ahKO+RxQKhUJxqVCdMoqEJApMp8IXN1G1mP34DztUq+lmZRq3xrIPhZ/sNcp89k2PSFaEwoYYZr+jzh+3LW/J/+lt89DYOYSC6T40nB20VInNzsvE0vL8lKuc3znSjrsdbMTkc3ItFDUotuw7FZtHY/onF2VnCOEVMShe3dfC1qoT3L2wCDOzM/CrBxfHVbQ1dgziHx5ajIaOwbgElFOFXXA07LjGLftOITfTa/ndroZOLCzOxs56v/C9Tre1f2tNm7Bp082E1Pt/fXtC4eB27+1q6LSueX8L7qssTpjQmczQ2XSZaj9qhUJxZfH8W3/Ce192pLStmh2jUCiuVFKNd6Y6LpLjw0THTqRHJpKQSXQN8lwbHtsDTI98+k1P3PG8OsGjy+agqjQXL/6hIc4+bLrPgyyfjv7hEIwkCZkV8/JxpDXgWmQGAHfcUIhpXt2SUOkJjlvsumRCEQO/3tWEr88OYjxsQCPMxvrZu+bjnoVFFktOCiRdYzIIIcjP8on4vWNg1Gr7FTGwee8pjIajyPTqE9IhvHDNnuCx6wMn/WHXHttr29DcHXS9H+TjPrGyPOUEzmRRGkShUCgUiqlFJWUUCUnkfSu/Jvv3XuhzO9mgTaaKLhV/X2ZRJQkCAuRn+XCopR8RW/88r5BbU1Vi6VS5vmC6Zbv3vuyAlxtDp0DEoPi0KSZ2dI0A5jBJbtvG9QUF0No/IkSbQYEPv+rAN11B+2FZ0iZKRZWdRoCS3Glx2wBs2OUOyRuaAHjgllI0dwXRJB07O9OLobFI3LnO9I/EeWMTAI+/dki0+ns0uNrQ1bUGRPLmEWlo5sb3Y3N9IgbFxvcbsLA4O2WLCPnesNufUQrLPeEmSC6WKJlqP2qFQnHlcPvLn8I/MJZ0OzU7RqFQXOmkGu8caumPFSGFpzYuSrSGieiRyWqRUMSwFEJpGrHqE7C4+tFlc/DSQ4tR1xpg7TK28qmhsUhccl/u9pHJzfLFx+4kNifTpxM8f++NaO4KWpIye5p7ML9wumsyp1aaFxOlbAbkp9/0oKo0BxWF03GqJzYzRtMIs1E2D2aYC9U0q43ZouJsix7hRA2KFz9oFBZzhF8wjR1f7jby6gTEYRamk4NDXWvA4jIQihhirksyfcDvh8oLmS09AAAgAElEQVSSHIv2mJUzDUfPDjreD5dShygNolAoFArF1KKSMoqEJPK+XVVRAI9GEDL9k3fU+SfcqeIkUBKd2x58JjunxfdZY9VjPJi2nyc/y4fffH7Ssh6+DRd9lAKbPmzExrWV8Jnewdy+QNMIKktysKuhU2w/HjYcRYKTV/OKeSzAl18iADRChBghAKpKc7BueTkCIyF82T6A3bZ2f/uRnc7vhEGBs+ZDP95Fwz21l87Nx7b1q/Hq3lPCBu29LztAwKwBZmZn4MFbZgOAaweQfV0HTvZZBFvEAJaX5+LuhUWWz6CuNWBJ3uw40o5t61ezoZo2xWcYNGWh4CRunr2zAlv2t4CaVnXyvXepBUmyeTgKheLq5MZffBRX7eyEmh2jUCiuBlKNd/KzfLEiJPPndJmIFgHS0yNToUW47gJi8yHfOHjGokN0jaCqNBd1rQG8svt4XPGYGxTM1uz6whmiSwUAeobGLHG6bna1AEBhdgaqSnNxqKUfZwestsWRKEVj51DCmTV2ogYV8yg9OoERpdDMDviFxdmorvdjR50fNGpAM6//9QMtiBisqOvHq+fhF+8ejTs2n+tCpZ9BWSHavYtmoaX3vMUh4KaSHHyvsjheh0iWZ+/U+bHtaZaUs381p9LXY9cfz95ZgcbOIaypKsHC4mzsO9HreN9dSh2iNIhCoVAoFFOLSsooEpLImmnp3Hw8umwOtta0sYGL0fQDQ7dqHy6O7EMZ0zmuvGY5gA1FKbbWtKG63i/Ox68xP8tn6W6Rq482rq3Eln2nRAdK2LQE4/sGR8N4/cBpYQsm4xacO82cGY8YuP/mUrz/ZQfzXTatxQDgs2+6ETXY8Y6eHURzN0sM7T3ea62cMyvYEomCm8tycX3hdFcbHALg22W5qJqda3lP87N8GAtHYRjUKm7AxNCqigL8xeuHLMfx6ASRKHUWZZQJSDmxUnsmgIdutSb4DrX0IyyZSYejVHzGGd5YwowA8HlTFwpO4ubn31+E+yqLJyTQ08Wp+ycRF9suTaFQXDq21rThXz4/kVJ3jAbgnb+6Tf2boFAorgpSjXcCIyERT2uE/ZwOV5IWeXTZHLxp2ghTSpGd6XXUIRveOwoQaxdJKkQNYCwUgUcniEYpdJ1gVs40ePUhUUhGAXxyrBteneDFH8TmV3p0zZKA8eisSO2Lk32YyAjbeQXT8dCts8Usn+auIBrPDoriLAKW9OHygVJmt6ybmgNg+kInrIueEAJKqUV3UcoKyj79xlrYtrqiQMyf4Rxq6Y+zPOOfr0+PJcs8UjFbIuz6IzvTi/8t2Y263ftTqUOUBlEoFAqF4tKikjKKpCRqia4szYWuETFMPd3A0OmBOIBJ+dU6iau4ThfEW6I1dwUtc1jk1+taA9j0YaPlwT/3J+Zre2X38bQHZTptHooYlkTJ9xeX4N8auywe0nzfUMTAP396XAgUp+MSAjFck+PVCTbeX4lXdh93XZuuse6ar/2DeOtwGzQzceJ2ibpGsKqiQHymAHtIuLgsF02dQ2LtfPAox+fRsHFtJf750+PoGhoXv9/V0IknVpaLn1dVFMBrdiXx9XWYVXmykE0knJ0qId3Ejdt9P5WCxN7983ZtG7Y/k/yh6sW0S1MoFBefutYA/mb7l2g9N5LS9g/eUopXHrv1Aq9KoVAoLi6pxDu8gyQcpfCYsWg6XClaBGC6i2NQNsORx79y53iUn2AC+AfG4NUJ7r1pFvYe78Xupm7oGoFG2HF5giUUpfjdgZZYosmmRcJRite/OO2YkFkwc7qlMwUAcqZ5LNbHFYXTRaHXWDg+u0QIMB6OMjcBsFmeFLH5MwTAuuVsrk5s7iTbl2sZj07MfazHzrbNvwRMHSIlX3SdCB2wbf3qOFszO3YNkm4Xlvz7qdAhSoMoFAqFQnHpUUkZxYThiQqDstbyjWsr0w7SnALSybZlO+2/qqIAjywpQ09wHHuP98bNK9la04YX3j0qjkEA6LqGswOjIojmPs48qRA1KDZ92AgAePGDxjgx4saKefkWH2UZgvgKPycPaY5BYUlkOEEps1T73qIiUABF2RlCMNjnpwCsyrBi5gxUFE7HJ8e6WRcUBaIOtjlyRRy/ev6ZhsLMWqDI9EXm2/N1ezRg3fJyi3iRP4PKkhyLdcPSufnY9vQqbN57Ci2959F6bgTbDseqDO0VbXYSeTDbPcHtlhF2pkqQyAksgFm3TfVsJoVCcWVR1xrAI//6x5S2nTnDh9pf3neBV6RQKBSXOXxuilz1kyKXsxbhBWCcwEhIxN4EwOsHTsOg7gVTEyUcpTjdNyxiVOpinXmydzhu3owM71jRCEuyTM/wYN1yNpheTgj4dIKfr1mEjX9oQCTKkiczszNQXe/HuENCBmBa4vCZAABmqbZxbSUWFmdjx5F2hKNU2C/zuaAUrBNo2bx81Js20cwOOteSbPG52MctnZuPF39QhV++d1RYxXFSmR3jpEHS1R+pni8VlAZRKBQKheLSo5IyigkjCw4CmrZdAOBe7TOZtmyRFIgYIIQgOBq2BMIv3h9vQ7CrodNyjFk5GTg3HMJbh9uws96PJ1fPg2YKPj7bhYJVhW2vbbMEtfLwSyfysnyW1noZivgkS8/QODzm+zFRzWUYFN1DY6icnYvsDA9e2X0ca6pKRCfKv3x+AueGQ5ie4UH/cAgne86jpfd8kqNai/Cipp3Yc/cswMa1ldj4fgMMSvHZNz2gfN6OWWUHsOC/JzguKhIXFmfjvptmoWdoDKsrCoRHNu+kCYyEkJ/lw74TvZauoVTFcrJhrbwjajKVkemyqqIgzrot/ccJCoXiauHB/3kAX/oHU9r2zhsK8XvJ6kShUCiuRQ619CMSNSZspXy5ahHAWgDG4+AML1sXCEHEIRvD81Nyh7p9K7c5LzLyXBlNIyCgcKo/S0WbeDSClRUFyM7wYHttG4pypuHF+yvx3p/8ONlzHguKZqCtfxiVJTkIRQwc7zmPrTWsS99JV9kdAAwqFbWZbwAFSzJUleZaZqDWtQbE8cJRioaOQWxbvxqb955Ct6lBZPs42b6usWNQnDccpdiZYhLDTYNcKv0BKA2iUCgUCsXlgErKKCZMOp62bgM0AechmROtHOL7/3llMd7/sgMRSvH6gdOxJErYwK6GTjx/742WY1WW5Fg6Rr5dlofdTd2iHZ8fQ9cIbptfgH3mtgZlok3m3kWzcMucPIu3sx0t7jfuGAB+uLQM7edG4rpa7CwqzkbYoPBqBN90B4XooAC+8g+awzMZ+0/04fDpfhTnTBPzCkbCscSafdkenaA4OwNnB8ZAwRIsRPKr9ppt/HWtAexq6IxV7klKas51WTjTH7Pj2X2sG7uPdUMjEPZoPo+Gytm5IvEyFjawgVel2WbwEEDce4nuMSC1+/VQS784byh84YZnymv91QNV2PB+g7AAfDgFH2qFQnH1UNcawC/fPYqmrmBK23s14K0ULEYUCoXiWiCV+C5ZjHg5ahEAogCMFzrxJEFjxyC2mbNl7CTTIXxm5Nf+wZSLvapKc1A1O1fMs3FDI8CMDKsNGSvIorZ9B/HJsdgcl8NnAqLrRSZqUFHUJV/GA7eU4sOjnaLAjWuQnfV+UcQWjlJsq2lDhlfDgqIZONbJvmMtM2UAvHOkHVWludh3ohehiIHGjiHxno2FDdEZ49EIlpTnWdbXcHYQda1s3ZPRIPakTXW9f8rnttj/Diydm680iEKhUCgUlxiVlFFMmFQ9bSdS/ZNu5ZAcaDZ3BS0zWXgyxTAoDAAHTvTh4Kk+YZ0FAG8cPCNsydbfUYH7Koux70QvwmaFGxdShkHjBBMBs+KKGOy/z941H0vn5uOFd4/GzZjRNYKBkZBokU8FAqAvOI41VSU4eKrfMcnDWXtzKVZVFGDd5oMpDdV878sOePXU6qIMg1qGTfPjz87PRGVJDp65az4A4PEtB12vr7XfOh+BbyXbo4UjBvqC49YuHJ5csh12dt40/Od7bgBg9f52Gsqayv2an+Wz2LHlZ/mSCvl0cbqn335mtRqaqVBcg6RjVQao2TEKhUJhJ1l8N9EuhAupRfaf6MMfT/bhVw8uxhMry1HXGrBokR/cXIp/a+yK0yHhiIHASAg9wXHYm1YIWHLinoVFCIyEcKpvWOgQflxuadx3fjyt7vvVFQUoL5ie1A3gsRXleGRJGX60+aA4tzGJ+TYwd102Nx91ZwLimj/4ukOsgxDgp9+5HgCwvbbNciqe1GrqdC96CEepcD0wKEBtF8hlV8SgqG0NWLqMvvYP4vHXDgGUImIWlvH7w64fEt2jctJG1wh21PkRibprmnRxu4efWMms5JQGUSgUCoXi0qCSMopJkYqn7WR8mVPZd2tNm6WCbOGsbMvrhACbHqjC9to2fGVWhUUM4M0aNo/k4SVlYmaLBjbcUQ6e87N8ePGDRiaMTEElc/hMgHWNgHk/V9f70dwVxI46vwjadVMNGQZ1rARLBAXw8bFufPpNN4pzM9ERGHXUNjoBPm7swlftAzAkQZFMQIVTTBDZc0G8CeZsYBS9wXE8c9d8VNf7LQmZ2XnTcFZO5CQ5B+98SRX/wBg2/qEBlSU5lg4X+X6QxXOy+zUwEhLVeBoBGjoGLRYG6dgJ2MUY/7ljYDTunn7ungVKCCkU1xh1rQGs25x6QualhxYLy0mFQqFQxEgU312I+TCT1SIAKzja8N5R8VBc1iI3zMrGj1fPEzqEx6J8xszpvmHL8fOyvHj6jgqxrWzzC7BkzU+/cz1eMzt25Nics6BoBgilONE7HPfaa/tbRNzvhgZWRLaz3m9JbCTTIalwqve8JQkVlX6glM3WOdU3bLFXk7VZJMkCinKmwdcdjEuC2bEfhid9OPz+AOA6x9IJWXd2DIxi2+E25taQQNMkwq5B5Hs45GLhrFAoFAqF4uKjkjKKC046Nmdu+4bMIY9ftQ+grjUggse61gA2vt8gukdCEQOzcqYBiNl0rb+jAk+sLEdjh9W+C2DBM0EKvtGUV5pReBzmwcj+wttq2iwevQRA1excHD2buk2AE1GDJUBkCID5RTMwGorg7MCYeX2D0DUCQikIYdVltWcCKZ/7lrJcfH12MC4Jk4hQxMDLu5pwo02EFs7IwP3fLkVj5xAqS3Jc7dx4dd+jy+bg4SVlqK73x70OOCd1IlEqPlcNTPzxc6Qrvu33KjGvLV0hb69I27i2Ughqj0bg0TXLgNep7sZJtC5VDadQXHrS6ZCZe10W/mndLervrEKhUEyAyegQef8LoUUMGrO9clvjwuJsMauRz5i5vmC6ZY0DI2EER8Pi/PZ4+dFlc5Cd6Y3r4JeRZ8jYcarfuu+mWSAAGjsG0TEwBgOsiMyjE+gaAY0yHVKSOw0dpvVxMgiAm8ty42arnRsOJ9wvYlAc67DuUzFzBlZcfx2qSnMdE1UcnTCXg2fvmi+SYPLnmQ66xmzUEiVB3JA7s6pNGzZCiLCDTlWHOHXF5Gf5hK4zKHMCcNrvQmkEpT8UCoVCoXBGJWUUcUx14OTWsr21pg27GjotA+ed9t24thIb3juKKGXB/p7jvdj29CpR+WMZUEjY4/vl8/IRihhYt7xcHPvhJWV4py7mNawBwj/34SVlcV0NPKDVpIopSoF1y+fgZHfQteOFAjAosymglHn0rltejqbOBksXiUaAguk+9J4POR4nEYSw9eu6hrb+4Ti7MP6eUIq0OnO8OsGG+ysBMJEYHA3j3xq7LHNg3Kg9E8DsvEwx2BRgc2yOdQ7h0WVzcF9lMQBgy/4WYZ/w3W8V4W7TZoEL0EMt/eZQTtbRpAH4+4cWA4DwdXZCI8Di2blo7BwS6lHTCM4OjFrEsxPyPW/3EOfCKB0hb6+q3NXQKX6OGhTrVszB7LxMcbyLMdzzUgwRVSgUVl7+qAm//eJ0yh2K1X+lZscoFIprj6nUIpPRIXz/jWsrscFMinx8rBt7mnuwbf1qRy0CAIXZGXj2zgo0dg5Zjv/wkjK8faRdfAfwWShOM2zkmO3hJWUwKBWdGce74+24Xt3XgpceWgzNfJDP8WgEDy8pQ3OKc8tSQSPAPQuLHJMdkSiFTqSOeoeuHDe8Hg0b7q9Ec1cQ22vbMByKJkwWydjPc7LnPFp6z2P9HRV486lVqK73450j7YhEKTSN4PqCLFw/c4awnQYg/tvWP4wt+1tE5/ztCwpx4GRfnAaZnTcNnYNjbO4lWPJr6dx8NHcFLUkQnjBLhJMW4Z1P6egQp84uAMJ2TQNzBrCf+0JpBKU/FAqFQqFwRyVlFBacKvwn62MLxLdGb61pwwvvHgUAMaPFTRAFRkKWIFgOMDsGRuE1O1eIxsLNj83BkToB1i2PXdehln68eD+7nvwsn+PMEY4c0ALWBMsjZgLHKdnBx7N4Hd67Pc09Ym0AC9JTTcjkZXowMBobmlmen4XygixM8+r4tKk7wZ7OaIRVkNmFTiRK8cru41hTVQIAuK+yGOUF0xMmQ2T+rbELP71tHg629ItKwHCUYmtNG7YfboOmESFwnr79evz8+4vEvvK959EICCGsM8mjYWFxtvh8nKrXNMK6nSrNjiSAiQ/DoHjrcBt21vsTeoDbxcJz9ywQrzsJ+WQPC+wVj2uqSlB75pz4+ZElZWK/33x+clK2Gk44rW+y9h0KhWLi1LUG8PT/qsW5keQPZgBgxbx8/GzNIvV3VKFQXHPY40HeRX2pdAhgahEp9gxFqYijVlUUwCsVJBmUHd+jEWx6oCruuI8um4O+4DgKszMs8aC8RntsKHf1c3stJxo6BrHpgSrRVaOba+DJI27RO1mWzs3HroZO1+6TZHUHeVleDI6E4/YNRQz817e/xPo75+P9v74dL3/UhFM95x3PUZyTga6h8YTnMShLVrX0DePuhUXYgXZ2LErx09srHD9zPt+Hv0+swO0c1t9REdfx3xsct3S/81mlgZGQZfbM6wdO477K4rTmr3ItYp/5kq4G4YmcDK97t9hUawR5jUp/KBQKhULhjkrKKCzIgdN42MAv3zsKSlkgN5WVLbsaOuN+dhNDqyoK4NWJ6AbxejQER8NYt/kgDErh0TU8tnIOAGBbTZvYL0pZZ0Vb/zDeOHhGBLpPmh7Na6pKXK8nOBoTCh5dsyRzeOWSBlj8jXUC/OrBxZauj531fmHFNTM7I703SWJQSsgAQOu5EbQHRuDRNXhMq7QUC6+FsPvpd66PS3BQMHG6/0QfNMKq60CIo4DTzO3ll8bCBl7d14JFxdlx20cpEDUXaVDgtQOnMTQeQVVpLgIjIXzVPoAx0xpC7vyJRmMBPB9IuemDRpH0IQC+s6AQz997IwD2njsNRnUTAcnEgl3IWx4W6Bp+uLTMIqr5PvZkjtsgzcnaathxq0ib6vMoFIrUeP6tP1kGPidiuk/H7/9ypXpgoVAorlks1k9Rijdr2rC9tt0xwTFR0tEhAIvVdJt9cXA0jN98fhKrKgrww6Vl2FZjHTIfMSg2vt8AAEJD8BmVXo+GbU+vAgBxDKfYkFuR1bT0488ri9E/HEJlSQ7eOHjGMSFCAMvw9vwsHxo6BvGLd4+isjQXPo/mmkhJFQ2sEz4SjTkPAFZNlIzHls1xvYYz/SN44d2jOHy63/W706sTLC7LQ+833Zb5Mm58fKwbn33TI5JZskbMzvRauvW/ah/AeDh2UK4jsjO92P7Maryy+zgOnOhjv49S3HtTEW6Zk2f5DFdVFEDXiNBYhkETJiMSaRFZh0xUgwDORWacqdQITgWeSn8oFAqFQuGMSsooLMi+yQZiAw1D4cSVLYmqdpxeW1NVIirTAKCyJMdRlAAsuNy2fjWq6/0gACpLcy3JhLBZmfbIkjLsqPNbBi4aFNi8r0UE/DxpALhXxm2taRPbyMdfVVFgCYSJlJXRzIQMF0HNXUG8+EGjWMuOI+148QdVIih1E0MEQGnetLgWfKftDcoSFo+tKEdPcBy7j3VbtpMrtDQAi8tysbqiQIiPpXPz0dY/bLlW+/GZvYLzag0APp1g/swZONFz3pLc+SYFi4SowTpokqFpbKgpvz8AMIsyEwp2/0yk5b+uNYCOgVGR2EpFLNh9orfVOHfi2JM5boM03cTTRHETdlN9HoVCkZyf/LYG+6TvukQ8e2eFpXtQoVAorkW4FpEf2PMEh9w5bSdZB4H8ul2HrKkqSbj/0rn5WLdsDt4041YC1v3AB7BvXFsJr04QjloHxEcNig1mtzmRulRCEQO/3tWEr88OxhXR8HU8uXoeNpuWvyd7h3GydxgEQO2Zc3hy9by4rg2vTkDN6+Trf3zLQVHo5PNoopu9oWMo4XyZRFACRKKG6HxfPDsXDR2DlqwMn3kpd+Q/eEsp+odDws7tvspi/HpXk6vN8m4XJ4AFRTNwuvc8Pjnm7hSQ6dEwGrFmawyDzbjh2pZ30RAAuk5AXQrc2Osazg6wuZ7yvUMB7GnuwT0Li4SLA4+5eceSYVD4vPH6Qr7fUk2KTFSDuP1Ofm2qNIJdhwRGQkp/KBQKhULhwlWTlCGE3Ang/wWwFEApgP+LUvqGy7ZbADwN4P+jlP536fcZAP47gMcBZAL4FMB/ppT6nY5zNcKDMrkKCGAPxt0CxEResW4VPTwRsquhU1R8JfKatbf0y0KCAthR58cjS8qw7elV2Lz3FD5p6hZBdyLJ4VQZ97sD1iQFBaumWjw71xJkcgiAx1awqjR5Do0slEJRit8daMEtZbk4NxLG6d7zMCiga8CScibA2M8Es/MyU/Jf5kmX4fEIPv+mx3KdGgEqCqfjVO8wKJgQ/F5lsWiFr2sN4IV3j6Lx7KDDkWPH9+qsU4aLLzvhKMWtc/MRjho42Ttsec+cjqdrTASlowOjBsWLf2hAOMpsGP7sW0Wi44ZjF8YAa/dPJALs9+a6FXPiqs3kbe3CiT8skDtxAExIdCQSSumSSNhN5XkUCoU7da0B/MVrhzAWSV7C++AtpXjlsVsvwqoUCoXi8odrkep6P7bXtouY36Du3QbJ5lbYZ0VueqAKLz20WMyUkWN4Ny3y8JIyMWcQUpwfjhgsKUFYZK5rAMBsj2WrMWqLfWvPBESiRo4j+ToIIXH78JizsXNIzI3hhVdNnUMWy95DLf2W+WWhSKwwTSfMJjM3y4fBkRDqWgNxCYm512Wh9Vz8TElKARAW13t0DUU50xD1W/WE16Nhuk+3zDG5YVY2flxRgOp6P37x7lE8vKQMGV497vicGRkenB+PWn7n82jIz/LiZBIdwRMyhDBNBMrW9OTqeWJWjLgewNIBZWe+mQTiCZBHlpRZCt8iUZYw5DqE3zsLi7OxbvkcUCBOXzjdr8k0Cy84c9MgqVosuzFVGsFJhyj9oVAoFAqFM1dNUgbADAANAH5v/nGEEPJDAMsBOPVDvwLgAbCkTD+AfwLwISFkKaU06rD9VcnSufl4/t4bUXvmnEW8TKTlOlFFzxMry/HEyvKkMzXk4BJgc2R0cwg8JxI1sLPej9K8TDxz13zcvbDIcfaIHT47hZ+nut6PnmC8P7FBIeyyNMJECCgV3RVVpbl4ZfdxcR2U0jjf5pO9w4CUuACAqAHUtQ0IIRQxKBNpgGvXCwDkZnowOBoBpYhr7SemUOJJEgJYHs7XtQYslXNuLDdnGgAQQuCfPz0e599s705yQiMxi7FX955KWN1mh9tXAOz92X2s22IhoWsxm7JQ2IgTRvJ8GBn53oxGDczOy0xZ6L/51CrsNAeG8nsgP8s34UGWF2OgrUKhuPDUtQbw3P+pQ5fD94gTqjtGoVAo4uEPcavM7nge16XSQeCkJeTXDcoeom9/ZrUozEpVi2xcW4nGjkG8VRvr9NY1gr7geKwTngLrVszB7LxMfNU+YJknaUcz5yfyOFLWEnEZGX4+PX5W4aycafjaP8hi4Ygh5kPK9s8yUcqSQh49ljQqnOFDnzTrsj0wEqc/OHxpkaiBQdvQ+AVFM3Cm77zFZtjnZdcn64936vz46W3zLB1LMl1D47ipJBteXbN0+v+s+mvX99OOBuCx5eUozcu0xMSyi0LC/Qlwuve80GnjYQMNZwctOkTT4u2SAVg0wSPmrBmO0/363D0LUtIh/B6UNYis8SaiRZQOUSgUCoXi0nDVJGUopR8B+AgACCFvOG1DCJkL4H8AuBfALttruQD+EqzD5hPzdz8G0Gpu/+8Xau2XI+kEVG6V+XWtAXzZPgAi9YrzgHVnvT+llm37sE/etUGIVSYQQvDOkXZEjNjD+E0PVGGDOehShleUrVteLsRYqokKgLXpb7y/Es1dQdHps+nDRovNAhdlbmIG0nb29TltPyNDR1CqFrPPmOF4NIJby/NQK1sBEODJ1fPw8q4mtJ8bwZzrsiyVc27Utw1Yfl5YnI1VFQWWJFB+ltdxcLVPJ7h7YRH2NPcIwcBnvuw93iu2081kjZO9D69s83g0RCKGcEUwACydk4f8LB+6h8awuqIAbxw8I+bIGJQ6imq74FhVUQCPzu47XU9P6HPh9PCSskkPspyogEpEuhVpcgUen4mkRJRCkTp1rQH85Lc1GA6lVr+hEeCdZ29Tf88UCoUiAfJ8lESxiZOW2FrTJjphVlUUQDNjRIDF3q/sPo7n770x6dw9e5x25w0zLXNMbpmThz3NsY51XddEZ0RdawCfNfdYOjEIYomKjWtjMytlLaERtq1TbdldN86Mcxz43RenxfkNChw40YeDp/rx1O3X41TfsGMxFAUsekBOyLid245BgSOtAVGIpmsEXo1YCucogG/PzsXnzT0WnRWOGGjpG0bONA+Gxpx1zbHOIEtE3M+64F/dewqnJEu0RGiEFaU9LHWp1LUG8MbBM0n3Jeb+f7ZoFj6VbNQogKNnB0EIcF2WFwuKZuDBW8vi7JKdNAGAOO3LO6Lys3yua3GyA/uHhxZbNIhTMWSqWuRy0CEc+e/sVM2PUigUCoXicvdl1VEAACAASURBVOaqScokgxDiAbANwN9TSpvYQ30LSwF4AXzMf0EpbSeENAG4DddQUkZ+eO3WZSDjlMCxJzk0s32cUiZW7AkUtwTQoZZ+IVD4fBPWBk/h0QgMg0LTCO75VhE+beqOC36pQ5WZAaAoZxoWFmeLa+0YGI1LVBTnZKAnOB4nSqpm5wIANn3IZsYcPNUPg9K4ZEoaDl1JCY4nf9BHAGx6oAp7mnus66DWirCuoXHE3f0ORA2KTR80oqlzCBGDwqNriNqmaTolZADgppIcfO0fwPyZM7DETF4snZuP33x+EhHzGATsvewYjLdq82gET91+vaiKs3tO17UGWGValKKpcwgv/qAqNkRVsjpzqhzjnV8Li7NjpX4u1YhAenZgExlkOdFkzlTB3xv5QcBUiTKF4lrg5Y+aXGdzOaESMgqFQpEYeyFNsn8v7VqkuSuIF949CoDNkHzpocVixgfvajhwog+1Z86JeMdNi1TX+2NaJGKge8gat45HDNGZTwD8cGksCWCfRQMwfbBsXj5+LnWjN3aw2TLc6us7CwqR6dUdu2yI+f7YdYgMBesuf/3AaaxbPifZ2z0pZJ0UNSiaHOZKus2NSdRFxOHzd75sH0ipeA4AZudnYnbuNJwbCePVvafw7F3zsXRuvoi5Ex1lxbx83LWwSMTxe5t7LBrRMH3Dzo2EcfhMAEvKY3Z7XF/ZtUNwNIx1mw9aOvk3rq0U9+OmDxtd5yW56RCnvxepzqaRudQ6hLO1ps3ydxaIn/uqUCgUCsXVxjWTlAHwdwD6KaX/6vJ6MYAoAHvJfrf52jXBRKtl7IHhoZZ+S+BsUODeRbNw85w8nB0YxVuH25gtVdgQlWpOCaD8LJ+l+8Srs0SM1xOrLuMB5/4TvXFBKA9MKayi4ZNj3axjg1KWcNCIpRXd59Hwm79Yiup6v2UYva4RUZkk2wvE5/hi8Gor/v6cHRhNaWZMulAAv/viNM6PxSdKnBJGdns1p32+kjyik1mUyXxp7tc1NI5vuoKoLM2N606xH5+jESbqXj9wGpseqGLHa7d27RgUMMzPKhSl2NPcgy0/WYa61oDw9AYhaO4K4lBLP84OjMbZVqxbPgcRU5hHDXef8lS7xibari8LKD5IVB7S6sZUWQ3YBeqlFmUKxZXCyx814X8fak25O4YAeHxluevsKoVCoVBMjRZ5Zfdxy2vba9vwvcpibHqgCrsaOsXczPGwgep6v9jXaZbHjjp/rAtGI1i3vBxNXbHOiHXLy9HcHfvZblX18JIybDN1j3zc5q6gSKx4NCKKn+Tu8j227hIAKMzOSFmHRA2KnuA4pnk1jIUNEAALZk7HSXPm5KXE7fwE8Z34tWcCaa33bGAUZwOjAICTPefx+Tfd2P7MbXFzIZ2oaxvAg7fGOp3ErCCdQCMkTg9t2d+C8oLp2FnP7JyrTZturgmCo2HLHJuQVDzIi/oSxd3p6IuJaJF0dchUWp3J7GrojPtZJWUUCoVCcbVzTSRlCCF3AXgSwC0T2R0ucSMhZD2A9QBQXn51BA1TVS3j1Ia9p7kHz9w1HwCw06w6MxBfqSYTGAmJ5IFGgLsXFmEsHHVsa3YKQuWA2F7JHDaDav5Qft0KdjwCWFrdd9b7EQobIAT47reKAMQC2FDYgKYR3FA0w7EyDADuu2mWuG7ekXChOJliSz+Qmi3BVEABbHjvKBo7BlFZmuvYVcRZUDQDp3rOiwq/je834Edm8kRGJ7AMJN3d1I0X3j0KAuZvzT21N7zfAEpZl4+sVw0zGZNqNVmqbfiyfYD8c7J95Bk18pDWRILo8S0HEY5SeHWCbetXT1gYyfeygZjdQ6qdPoqJczV+h1wrpNMdoxPgb763UNkCKhSKKedq/B6ZCi1SMN2qQxo6BnH07KCYyVFjFo9RAO8caXdNlh9q6bd0eN+9sAiBkRBevL/SYveayGJt6dx8rL+jwvKdQSl76CxmGxpUzKGRj7Ft/WrsrPfjrcNtiFLAo0EkfcSDdI1gZs40kYSQoWC2wXy93CbtUidk3NAIK+KrKJwe9x2rAZiogooYEPbDT66eh80Jvr+jBsWG9xvQ0DFo0RXUoPjhijk42R20dP5QypJ+Y6a+40kXXmzIOmTkayRxxYNTpUPkbetaA/jN5ydTTuSkokOmUn/YWVNVYpkvJM99VSgUCoXiauWaSMoAuAdACYBOybZMB/BrQsjzlNIyAF3m7woB9Er7FgHY53RQSukWAFsAYNmyZZdrfJsWE2l7diIwEorLZkWiVASpG9dW4pfvHQWlEA/QnUSXpXpHI9h7vBeRqIE/nuoXSR7ZIsApCOWvlxdMx/baNjR2DAobtYjUIVBVmhs3T4MHqtX1fuyo82N3Uzf2nei1tJ0blOJ4gmRIYXaGsO5KVJlVnJOBVRUF+MNXHUkTJhkeDeNpdK4kY3beNFSW5qKicDpeP3A6LgkCJJ+Pk4goZW3pfBimEx4NqCrNsSSWIgZlvtvSPfDosjmoLM21zAsyKLCtpg1enUDXiOii4a9Howa+u2gWPvuGzbjRNIKq0lw84uDHPJkKsMlUdx5q6UfEoHEWfG5WGiGpU4hXeU4EuapOzZS5uFyN3yHXAj/5bY3jHCwn7ryhEL//y5UXeEUKheJa5Wr8HpmsFqlrDeDDr61V94YRm2sZGAnh7oVFwjorHKXY6RJH2XXInuO92N3UDUIIvvutmMWV/aG5PZb8+feZVdmW/S2gFMjwaqgsycHBU/3CavlkdzDOXpgf8506P4yIAU3TxO9lfeKUkOFEo+yan7tnAX7z+cm0Ot8vFnfeUIiy67KE1rKjaez9TsXuzI38LB/qWgPYIlk6uxE1KLbWtDG3A41ABxVdUIda+i1JGU0jaDgb6/w3aKw48VCL1VqOAHjq9uvjigenSodw0tUjdh0iO1lcKP1hR56TpGbKKBQKheJa4VpJyvwLgB223/072IyZ18yf6wCEAdwHYCsAEELKACwC8MeLs8wLSypB3kQtmORz7Kz3ozc4zmyo5MogacZHYCRkGeMhVw05rae63o/Gs4MxuytK8fGxbuw53ottT6+yBLJuQegTK8vxxMpy8T6c6A6KofVRCtFVYd+PB6rccmssbOD/3laPwhkZYqi8BuqatOACS7ZiA4BpHg1jkjAqvy4Lrzx2K1ZcX4BfmAkrN6YyIQMAZwfG0D8cQmF2RpwvNcCuQddiA1J5Mi0dKFiHihsRA3jf/DxksjM8ooKLwtrFtPH9BpFA4h1PVbNz8bV/UKyPgCXgKIAl5XmoaxuAQZl/85tPrbLY5jnNnklHFEymutP+ECI/y+d6L9tFeyozghIx0YGcCsW1Av9uk+cCJGLmDB9qf3nfBV6VQqFQXJkk0iST1SL2B+EA68AAYp3AZwesSQy36FRey1ftA7GkgKlDdjd14+8fXGyJFd20yM+/vwj3VRaLIphNHzaK+TZRyuauHD4TwDt1fou24d06vIjtP71+CFWzc/HQrWVoPzciOnmcILB2P/NYc+wCdu1PhC9O9WPddVmIRA3HwrQl5XkozM6Az2POtyTuRV5OELBZoItn56bVbcO1xYp5+VgwKxsAew+neWNuCfd8qwi7bcmiwEhIbOvRNZEIowDeOHgG91UWO1rm1bUG8Phrh4QWkO+DdJiIHrF3zn9xMt7JYqr1hx2u1RUKhUKhuFa4apIyhJAZAPjTVQ1AOSHkFgDnKKVtAHps24cBdFFKmwGAUjpICPktgP9GCOkB0A/gnwB8DWD3RbqMC0Y6FTMTfUDLA0keeGokFqzpGnvAzY+7qqIAGVJAK7/mxM56v6OAsAeaqQahHQOjcZVYPLgfDxt47s06ZHh0jEeiePCW2QCsgu3swJiYC6MR9mdGphcDtsH3Po+Gh02bAdmKDYAlIQMwD+O61oAIRvmww4tFKGKgUar0ktE1grXfLsEHX3eK94kAmD9zOk4l8aW+uSwXTV3BlESU0yuNnUNml1M7ogYVLfVPrCzHwuJs0W4fNWcNyd7eukZwy5w8HDkTwCc2weR0f8j3D5894zZ4005dawBnB0YtnuDpVHfaH0IkupcfXlKGd+r8QrQ9bPMvVygUU0ddawA/2nww5QdAz95ZIaqiFQqFQmElFU0ymWIRp8RDlLIB7j9bs0gcd8eRdmHDZJ8DY18LAPwP25wagMX0v3zvqCVWTBS/8f9u+qDRNTESjhjYvPcUuofGEIoYGBqPWF4fDRuoPRNA7ZlAwi52n0fDD5eWWazZls7Nx5Or5yW03yzOyUDX0Ljr64mY7tNTnrMmEzUoTnYHoRHimFD7U/sAjpwJQNOA62fOwJk+Z4eCvEwvBkatWoy/R+GIgfZzI0nX4vSe8vd7p21eDI/z90qzf3xS/N/cFUTEpvfc3CEAiLk0fDu3Di479iTnRLrNuA55ZfdxfHGyT+kPhUKhUCguAldNUgbAMgCfSz//nfnnf4HNk0mF/wdABMB2AJkAPgXwE0pp+tHlZUYqyYrJtkvzbhIOf37l0eI7DlKtgqtrDeCV3cdd57DYA81kQWhdawDrthxEJOosYXggLouRV/e1oCxvmut1VxSygZn2hIxGgBfvrxTXlp/lg0YIqMtMFUrdh8274dEIbptfgJUVBegYGE25itsJgyLWiWSiawDAEil2WzUKJozaAqOuVgg+j4aN91cCYPfHx41dcedIRmVJjqUjJhSO3b/8T2VprqXdnXt752f5mMWc7Zi8e8Y+zHJVRQEIIeBtSoaR2mciP2DwaASPrSi3dPSkiv0hhNu9vHRuPrY9PfEqUoVCkRp1rQE8tvmPSFCIbOHOGwpVQkahUCgSkEyTTFaPcI3xX9/+Emf6Yw/hj7QGLNtsW7865fPsrPcj7KIdDArLw/NEWsRewOaEppGUbboSlQqsuv46vPTQYnFefq2NnUNx2+oas3jz6gQP3jI75ZlplnUToCQvM635ljKyJVhsXQQ3SnM7o4Z1fiYv/uPvgz0h49UJCCAKt5JdGwGzlvvzymLhpiAfn2uQ5+5ZYHFpeHTZHPQEx1GUnSHi/7rWgKMG0QhBfpbPcd6L/fNsODto0SlOuCU5J9JttnRuPp6/90bUnjmn9IdCoVAoFBeBqyYpQyndgzS6aCml8xx+Nwbgv5h/ripSSVZMZBaG/RxejxYnNCiloo1bJlkVHF+T2xwWe8UbP2aiILS63u+akAGA3Kz4bhcAGHGp+vJ5NIA433aGOcRzYTFrd9/0YSMM6mxzxuem8M9le61zcqU4OwNdwVjCKGJQ7DvRh5tKclBZmut6XclwqiwDgEyvjvPj7Nqd7NT850agu/ytu6kkG796cLGlOi8/y4ev/Ik7gApn+FCUnQGvzrpeAiMhS9WcbIMHsPtk04eNGA8bOHiKzWF5YmW5mONjr7jz6AR/trAIe5p7nIdZStvrOolL3MhwkXt2YNQyrLU0L3PSQiXZvawsxxSKC8t9/7gHJ3qHU9rWowFrv12KVx679QKvSqFQKK5skiUtJqtHABYjrb9zvqXrnFLEda2k2oXwzpF2EbvzBIYcXcr/nyh+sxew2SnOycCMDA9Opvjdk4j6NjZjMzgaxusHTiNqUGR4NTy5ep5loDoAfPdbs3DznDzRqT0RdI2gJY2EDDEFUaLE0vWF09HcHXR9PVn/KgXwdz+oipuX6JaYufemWbhnYREaOwaxYl4+2s6NoHtoXJzHSYPI9+vGtZWWmZBOXT9LyvPw4h9YsZn9Hn9kSZno4KJgxXLrNv8R25+5zTVx6ZbknKhOUPpDoVAoFIqLx1WTlFEkJlmAlY73rFsFG6+e4TNl9jT3iMokHsDa901UDcfXRMGSFsS0/tIIsP4Od3uYRMFisqzd3TfOtFRGcX60bA7KC6bjd1+cxmgogtK8TORn+TAzOwMnEoiFAyf6UNPSj0UlOSK55OTHe99Ns/DMXfPFe9LY4dxNMmOaBwjGWwq8uq8F2Rm64z7XTfdi2dzr8Nk33Yga7P3z6tZ5Nk4JGQAiIeMGr1xzomuQ2bvJlWBPrCxHW/9wwiq1vvMh9J0PwasTkdDymck+PufFLnD5exsxrJZjqyoK4NGIsBTQCLDJFGe7m7rj7vfqer9lDlLUoM6JG9i6Y3QNHo3E3e+TRQkfheLiUtcaQHW9H2/VtKXkO68BaHn5P17oZSkUCsVVQ7KkRSp6JJVuGh5zbtnfAkpZB8SqigKxb36WL+5hvRN8ADrAYvZ1y8tRVZqLDe8dRZQCPgf7M7f4za2AjdMTHEf/cHwhG8CSQTcWZaM7OIb5M2eAwLm7hDMSiuIfP262dLmPhw1kZ3qxfF4+am378hmLzQli+0S4dRJN9+kYC0fFOrKneTA7LxNzrsvC7qbuhDM0J9p1w4lGKRo7BlGalwmA3Tctfe4JLwLgb//QIK7FoxN4dYKIQV01CL9fQ2GDdcaY80k3rq0U+oUQgqXlefjSP4jaMwGR5HGyt9u2fjV+Vv21uPaIAby69xRe+8kycQ32RFC6VmXJUPpDoVAoFIqLg0rKXEMkCrBS9Z6taw3g8S0HhQfztvWr4xIzcju3PQFjDyI3fdjoWg1nX9PGtZWu4okPYaaAxTvZDvfCdRND/cMhPHtnBQ629KP93AjOj0ewqqJAJIC4BVtdawDrNv8REQPQzZkyTuMGKIBQlArLLgJz2CiBsMOhAPY09+CZu+YD4JVVjsvD6X53L+SgSwJl2dzrsOUny8TDxpPdwYQibqo4NxLGo//6R1AwISwPOv23xi6LpYQT4SibH/MPDy3Gm0+tEp8vwBI9XEwzWziIZEpUshxbOjcfjy6bg601bSIhxu8hp/vdnjDjn0Oy+TPRqIHHVpSjNC/zsm7nn6wliEJxNbO1pi2tWV55mR58+bf/4QKuSKFQKK5OEiUtkumRZFpE5uffX4T7Kost8z/kLnyNIGlHjn1NXGdwq1xZ51TX+0EAVwvbpXPz8eL9laLIq3NwzBLzGxSgUYpFxSz5EqUU2T4PbirNFcVbAPu+2vBe7PuKACi/Lgut0swUN12Sn+XD0nJrUuazb7pFV7iTu8Fk+M6CQjxz13xU1/uxo86P4FgETV3BhIVdbtx5QyH22bp8EkEIcx8wKLN8pnBPHgHAsY5By+vRKMW6lbH4vrkriB//tgZrqkqwsDgbX7UPMG0H1kUTNViHSyhiIDASipsVeaQ1lpAhiLfhBtg9Mt1nLbTrGRoT/29PXNrPc7nH90qLKBQKhUIRQyVlFABSn/FSXe8XXQehKEV1ggGE9gQNnw3Dhy3uauhMWA1nXxMAx5b6utYAHjPFGcAGd7oJNC6GfvneUUexsv9EH7442YfbFxTiK9PGbN+JPvzktzVoOzeCP68sxn2VxfjZjq/A8zpRCszOm4azA2PxB5Tg3T4UiOu3D0djiQRZ/FFYRVWqg6ZlCrMzUGf6aO9IkJC6EPAzcQ/m5q4gdjV0oseh28cJ+WqrzeGX8lugEcCja3EWEvlZPvHzw0vKUF3vtwh8t/tdHmCp6wQaIYhGnR8M2EX6RGbIXEymyhJEobgaef6tPzl2STqRoRNsTfAQUKFQKBQTIxU9ko4W4cfkr//m85MWW+RUHALkNeVn+YQWseucx7ccFOt6+0g73nL4nqhrDeDFDxpFLK45nI/C2ok+PB7FTeZ1A6yTxa5jKICzA6Ou7wGHgBWC7W6yzqyJGrDokGleDWMu8zxnzvAhN9ObssVaReF0AED7uZG0NYhs+awBGHTp7HeCF8yJAquo80xPGbtdtUZiCTa5cGP/iT7oZhIGYAV6a79dIuIIg5rJr7nOsyJ1XcMPl5a5FhKuW15usXtetzw2l9UpcXmldLYoLaJQKBQKhRWVlFEIUgnonKy3kiEHYBQsqPZ6NKypKhGDBHWNoGNgFFtr2izdMPyPfZD6o8vmoLI0F40dg6g5fc5S1RSKJh7OzmaUuK/XoIirwuI/v7qvBa8daIkb+pzp88Cnx2yy7BBABO9OW2gklkiQxd+e5p44e4F02VrThrdr27GkPM9RDLl1+Tx4SylO9w2joWMQhsHmq1AaSwzZh2smQtMIgqNh/Ld/b3Z+3WENugZhByFXhclwMW1fA5/lw+8fJ4HvdL9zCz57ItDNU/lKqkxLx6JQobiWWP73n6D3fGqVwS89tFh0TCoUCoVi6kmmRyaiRTj5WT5LzMi7FeTB60B87Mf/y7tsdI1ZWfFumS/bBywagHd7O1kzyzNlUklRRKIUHx9jSZS3a9tAQRzjdoNS15hevtZPTfteGa9OLNZuG9dW4vPmHnz2TU9cQVivaTPsRMF0L/qHrYmTV/e1YPO+lpT0goyuAUvLmQakYAmNWTnTADhbPNuRl+00z9OJc9JcUZ3AMhtzV0OnZVv5fTEoc1vg5yGwahEgPd3A44xdDZ1YU1ViiTuuNP0ho7SIQqFQKBRWVFJGkRZyJwHvDuC4tSPLAZhGWBv78/feKFr/eTv7tsOsvZzAandlP0YoSvFmTVvCdcqdEpytNW3Y1dCZlnhzwp6QAYCffud6LCzOxqYPGoVVGcersyRSVWmupTqOw7tnNn3YaAnegfSEZiIiBnW0LLtuug8BB+9qjQA3zMrGj1fPw49eZRZk1KC4/+ZS/OGrDlDKhN1dN87E4EgIR1oD7LMjcPSG3vRAVZyYkeGJN0vVnwHsNKsCeVUYvwdk0aNp7Cf5czlwog+1Z86JeyjVCjLZeoKvK9Xqy8udVC0KFYprhZc/ako430pmhk9Hw6Y/v8ArUigUCkUyJqJFOIGRkEhcEAC331CINVUlwk7Zo2sApY5D2O0zDDe8dxS6rjkWBwFw7ArPz/IJm6uJwCRE/L4ELGlx5w0zRQJHhmsRANhm01DL5+Xj52uYTTMvgOPxteGyTrfVB4adO1nctpeTJcU5GSi/LkvMXKGUfZ5R87N6cvU83FdZjM+bexCOUugawZ99qwgEQEvfsOv8GZ9Hw6LibHztH0w5MaQR4Ok7KhAYCQlbtzVVJdgvFe3JCTCvTkSxIdcqdi0CJNcNXKvyRIxbEciVpD9klBZRKBQKhcKKSsoo0sLeSSC37fNAng9C5IHkqooCeEzRomsEc67LshzvUEs/ItFYFwS3N+PVM3WtAXQMjMKjkZRazwHE+SGnOyuAQ8BEQueQVVhphImVypIcrFseC5rt7eYA8OiyOXjpocUAgIaOQWyVxBAh7By8YmhnvR/V9X68faQd0QSex07rnD9zespWApzAcEh0L3l05rUciVJ4dBYo//Ldo7FZLRSiLV8jgGEY+LSpGxqRUkcOS14xj/lTV5bkWMSMZR0j8SLOAPvcquv9ePOpVaIqLDgaxkEzSXe8OwjDYJ7i372pCN1DY0J0jYUNbN57ClukwZiJ5g7ZrSfeqfNj29OrxD3oJvLtAupy5UqurFMoppKXP2rClv0tCTsmZar/6jb190WhUCguE9y0yNaaNsugdflhOI/jgqNhM25l2zx/741x1ftAvBYBWEJFLj4yKGC4JGQAoCg7w/JzXWsAmz5sdE10TATe/cKtsABmTyZ37RDEtMjWmjbLNRAAdy8swtK5+XHWbqnoEK4/TvUOs0RKGmt/8JZSfHS0U6y193wID94yG1+fHWTuCjTWSUQBbN7Xgq6hMfH+RQ2K3ce6keFlc0c3vN8Ql+xaUDQDv37k2wBgifGTQSnw+oHTlnuJx/i/O9CCsXAUnYPMtlonrDgvMBLCxrWV2NXQiQMn+sRsGW53Z58/5HT/yvZoACy6Qt6H20Ff7trDjtIiCoVCoVBYUUkZRdo4VefIgsagFBvfb7B2fVAqhiu+dbgNO80H7fIMFdFNg9jgQ4ttma7h3puKsPd4LyIRw7Xl36ORuMqbRF0aduSqLQqg8/9n796jo7qvPNF/f6dKAoQFyAIksBAgbBMskTgST7/TsTMhFwcb4sbGqzPptA2e8eq+npmeaa/cWM2o01nu252+7pnLuga7szzd12CMIX5w7XSMjXl0QBZSYyMZ8xLogUBIoiQEApWqzu/+cc7v1DmnTr2EVHp9P2uxMFI9zjlVsn679m/vfaXXEcBocFb7VDcErJYHdS3OKhm/JqwgCTCSAW9XNVrzaDQB+DQN4bDRX3jHkaakAwb78Y7L0PDT+4pQ/t4xhFJo1yzNY1h422TkTRqPT463GnNsdB0f112MOYTT3qNZl8ZuNR8kMvwavl+cj/fMahpNADWNARxpCMDv07BkTg56Qzo6e/ocw0hzsjKQ6Y/uX20PipcV5eJ853XsONIUNaQzFJb41qwpWFaU65gv9LuvWrG1shGNHdew+UC99Rq+XdWI7RucH7Qeru9wPG6fLZCyvwftPaBjBVDDdYjlSN1ZRzRQHvnVZziVZPK6YMp4HHzxu4N8RERElCr3eqa6IYDy92oRMhenQdfmLtV2TFVZ+zSB8pXF1mPYZ31ASoR16djJrxIq9mRGhk8AQnhWymS6KniASKwUa5U/NTsTpbNyopIqijuZ8vBdebjbXPuqx8/JysSCGZMcVfs+MxaxkkK2hx6XETlHd2u3RASMdf6tEzPReLkHYd2IB0K6TGrTw5K5uZg4zm91PwjrElsO1OOH35qJ3V9eQMhVei+BqNlvKk4I9ATxV6tKombtnGu/il01zVhdWoCNPyzB9qpGjPNruHwtGHcjmxCwWk7b44G9Jy5F3S8sgS376wFhvO4/WT7Higl0CZxq7cb//PQUevt0aMJ47x5t7kIo7Jyr4o5VP6q9YMUUqqtEKGxscFTxilfyxm44xiOMRYiIiCKYlKEBsawoF5oQ0M0FtK5H5rocru+wgiQgeqime4CmfabMpr2nrWRNOKzj7llT8NyD86zb1rV04VJ3r5GoCRtVOs/cN9cxhBNA3JJzxdFm7P1aZ0AkjQSLrkurQkYNrt/4QR36QrpRaWILIHya97HYnzesAyUzs5E3abxV5eGWqA+yXez9KwAAIABJREFUhFHSv25pIebnZ2PzvjOob7+Gs+1Xoeve91XBZMg8x2PnuxwBXEgH3q5ujvOsrmsoJZ5cUmgNw1wyN9cKjtVtgiEdVecCGJdhtFewJ2XuzMvG498uQLm5y00TAIRxvX0+o9e3PaB20wF0X+9D2ewczL41yxEw/f3HJ6J6X4d04NV9Z/CaWUUDmC0lBKzKIBWMO1rnhXRsqzSSiuUri7Fl/xnH46r+0e4hlkDs2TRENLjUhxLbKhvQ3Hkjqfs890ARXvzBgkE+MiIiGgiH6zscVRKaEI5khT0ZYrTGklZVvXv3vrqPfc1mfwx7K2YA2FnTjB1HmsxKcyOWUBuy1KYtr01obj/6dgFe/MECbK1s9Kz6UMkkFYvMmzoR5zuvY/O+M/jsxKWoZIi5lMYz9811xFTW9wXw/eJ8VHxQh7xJ4zHVVdmTjLAEPj8XQIZPYO2SQqwpLcDHdRetGTI+AUwc58eVG6Go+6pKDztdwmqTnCwVJwR6gvjFYwuxvarRqpoP6UYFyo7qZkdbuvKVxVGxnoDRyq2msdNKyAjb4z/9+uGozWPWcQOABIJ9Og6ZcZ9iTySp66UE+yLxsLujwIqSGVEJRQDQXQm77VWNnkkZr3msqz06BRAREdHQYVKGBkTZ7BxUrCox2gboEpm2nVdWENJnVLdoAlF9ZGPtmvHqPet1W9Waqq27F7/+17PoC0sIAay/3/hgbX5+Nr53Vx5ar9xA3qTx2HPc6LdsT3jousRtUyZg3dJC1LV0OebWqATL6wfPIqxLvLq/PipZ0heW1iwSAeAPvjEdbxw656iwON3aHRWIGcmQLs/kixBAYU6WI4Hhpe7CFeu/959qsxbgZXOmeM6SETBK7V87UI9YhTmXPWbNKD4NKC3MQZX52GFpHLt6XQI9Qc9+2RJAb5+OqdnjHK/r6tICHK7vgG5WVEkAQkVkUqK2pStmQkZ5/eBZPFKcj6JptziSMrGGkX769SWrT7S1AxLGa/3db0zHhgfnOXZQqudX7QjsOzKVFSUzotpg7Kxpxq6aZkeSZrQERMNxBx6RXaqtyu6YNhEf/5eHBvWYiIhoYC0rysW4DCPW0DSjjbJal/QnDnGvadzxiKqWV7ddY65jlxXl4uO6i3j+zWq0Xe2FlHBUWds3oW3ZfwbnOiLre7WWD/QEozZ5QRqVOz9ZPscRi8SiEjJSAm8cOofC3In4oqnTkeyQ0p4w6IJPE8j0Jd8q2n6bUNiIoQDj+QAjIQMhPBMyAJA7MRO1LdGb0VLp7iYAPHjnNGx8vxZ9YaOd8cYfluBEa13Uul0JmpU129YvtypQwmHjdb09LxtHGgKOBJ6KQ2IlZBzHDmCcX0v6+HUYm8KqGwJ449A563Vbf38R1i0ttBJp6ngEjHbT9sr+upYuK56xc89jtbeEHm1rdsYjREQ0UjEpQwNGVWq4F0XxKmESSaX37M6aZseCWUpYAYs9OZI3aTz85pBNn2a0HlCLcRWgrS4twM6aZiu4e+a+uai7cMVKGgDeFShm3ARNExCAo8Jiq2uwppvX40mJhAkZwAhsNu09jaNNnVYQEtal55BR9VyH6jtiJmQSksC5dmf5fnt3L7ZWNmJ7VSM6e/piBnQSwNHGADY+Whz1XlABrxDC2qUW1iXau3sTBoi6NKqzHpo/3XPIadRxSGc1l3qtfDBaoQGRHY5vPrMMu8ydkGFdWscHGAHS7NwsrH9gntVmwB64298H7v7kI5l9B95oSzbR6PDCW/8W1eoknl8+vnBE9WYnIiJDvHjhZuKQZB5ffb9sdg5e/vB4VLJEVVm/U93saIELwDHvUlWNuBNA5Ssj62X7BqZYNBhxiFpH9/bpeOndYwnX/GFd4rvmBrYLXddxqTv25qyo59SAls7r2FnTbMUhuoQjueR2tj21OZjKkjnGZqqwNDaJdfUErYqXYFji1wfrUb6yGJv3nfGMoXRpVNcfru/AmtICR0INAHbZzgGIxCHJ0ARwh5nYcSeXvDbfacJIwjkqsQBkT8hAdUMA5zuvw+8z21zbql1e3XcGH5uxjpTwjC3U+8ienBpNcYjCeISIiEYyJmVoQMWqeLmZ/rHJ3FctZr28e/S8tSANhnR8/FUrMvwa1i6JtBdIlEiq2F3n6EXtFWL4BPDs/UV47eBZhHSJvScuwa8lv+PsZuz+8gJ02eJsWyCMIaP2XXjW9wDUtlyJ+nqywtIYyGnX2RN0BJfxfHWhGxW76xwLZ69rHuwzEjTxqO/6fZF2Y17t6QDggTum4vdnOqzBnVHVXGZCqPt6n2fJv6rosR+fpgkrIeM+D/X4O2uaHdVeo4G7Imi0BXk0MqmqyZqGQMyZWG4ZGvCWa8YUERGNLPHihYGYY5HMY/y27qLn11UMolrg2gfHuwe2x0sAnbgYXXGv5E8ahz/77p2oa+nCydZuq5pdAklvwvrkeGvM22aP96PbrHqJjoUEtn3eCJ8mHJvX7Otx932+unDFaqOcivOd161jDOmwzlM53XYN5e/Xxn3s1w+etWKBN59Zhue/c7v1PfdGLJ8m0HrFu/XptFsy4dOEEROZ1UyrSwtQPHNyVEz0zYLJKLltstV2270h0D7X6GhTJ/7hk1PoCxlzaL67IM9Rwf/cg/Nw4FSbcXtNoKXzelS1jHofuauBRkscojAeISKikYxJGRoV3DNt7NpcVRYSxnya26ZMcCQE3FTwZS8d1wAsLJiMcX4NVecCjsd99v4idPeGrAqKvrDE9+7Kw7TscXjr88b+V6UgMkxTaAJSN1qzSRh9pe3DKO10CRxpCMBnBkQqoaTaGeip9AdIwKcJ9MZIisXitXB2B7wvmS3CPvk6duWLOi/VkyFWz26fBsy6NQsVJTOidkmWzc5B+cpia6aNva2bu+TfHriVv1cLXUpU7K7D/Pxsx+PZzyPZaq+RxKu1INFQqm4I4MkthxxtPRJ54I6p+Kc/WTqIR0VERGPF94vzPduKqYSEu1ph3dJCzwrNWAmgQE8w5uawP/vunZifn21tJLM/t4A59ySBeL8+lxflYr+ZCBDmbBspYcUhACDNVs5Wa2hpxC/qvxVNGC3P+hOJXHe1EfN6jHgJGSNRJGN+iK+uveqasONIk2Pupl3b1aA1p/OJxYWOmS0+zZgdqiwvykX2hAysLi2w5qPa4wKVDNpe1WhVwQDGa/Lp15ew4cF5jmO0J1y2fe7dmkydi70aaLTEIQrjESIiGsmSb3pKNMxUNwSwae9pa2dQxaoSox2ZSQ1stPfh1RAZlJnsok0t9nwC8Ps1HL9wxdiV5SrgOFTfEdUurPXKDawuLcC9t0+N+fjx6kA0YQyc/vN/Nx9vP3cPtq9fjrVLCqFpmhEMIZJwcdOl8Sds+3682ydr6i2ZUcf/7H1zsXZxYdTXvYpcNGFUFSVaONe1dFlBXjhBJClhBGCHzeGaq0sL8PCCPNw+baJ1m7A57LNid51nUBLoCVotIdyxnD2Idt/eHtTFoga8Hq7vQHVD9IyfgWD/eUgHFRD+5+/NZ6sAGnIvf3gcT6WQkCmYMh7nXv7fmJAhIqKUxVpzvfiDBZh9a5bja4vnGMmXTJ+AT8BR2ZAqNTvHvbyek5uFQE8Qm/edcbTeUjNIxmf6Un4uRcCo4tjw4Dy8+cwyPLmkEDDXvyquUPw+AZ/r0wUVj7i/5vXbOkFxPACgZOYkx7/9WnQs5fcJZLpmuwhhvBa/eGyhFdfFi0XKZudAAAnXFdK8jTTvU90QQMUHddBtscuSOTl449A5/Op3J/D064cBAM9/5/aoBIqEUf3jplo0u4/vtikTEArrcWORdM1bSXccojAeISKikYyVMjQiba1stKoUVOm5mmmzq6YZErBakz39+mEE+3TAVkIf0iU+rruY1CJVVVF8VHsBN/rCkTJ51xr9i+YuZPiuwG/ujJIAvmzuMj4ojFGVIgA8cldezBkoRVMn4pHifOv4qhsCaLrcg1A4/tD7wdR+NbrH9BuHzuHNZ5bhl48vxPaqRuRNGm/t6Hplz0n86+l26NI434cX5OFbs6ZY131rZaOjdYMKHtpcCa5YLckUHXC0HXO0coP3DkU7d+9lxT5g1R64pbIza7D7HQ9VP+WBaAdCdLNSmR0zzifwlz8s4ewYIiLqF/uaSxMCFaucv1P+fu3dWLv59wjpRsLgxRULrMqLn//mGI5f7MablY3YUd3sOV8x3vPurGnGA3dMQ33bVZxui8xkOdfRg7/7lxOO9atfA0oLc/D5uQD6wuGYj/vIXXk41tyJi1ei56YsnpODYEjH9EnjceJiNwI9QXPeo/dj3TVjEvImjU9qtqOXOCNoLAdOtzv+vfKbM3FHXjZysjJR29IFAWNzFuCMQSCBO/OyHTNQc7Iycbi+Ax/XXUTdhSuONnJA8pvYJIB3qptRMnMyNr5fa824AYBMn3DMmYnXYsudXBIikhTzijMSxSLpig+Geq4L4xEiIhqpmJShYUEFGmohHW9hVd0QQLnZ1gowejSrxa3Xoqx8ZTFeMttSKboEXt1fDwFgXIb34rG6IYBX953B2fZrONdxDeEkyuxVy7LrfWEcPNVu9JCOs8PKpwEPzZ+Oz062ec7EOd12DU9tOYRt65fjxMVuq71WvNk2gJHAkEguuIkn3nMo9kTH89+5PerDzhcevhOVZy9bLeA+Od6KoqkTrSBItXk4cKodjR3X8Mahc2aga56HNAaIZmX40N0bCSp9Aii5bTK+bO6y+lbXXbgSlZBRLeeOX+yO209ZJd+2VzWi7sIVSF1GDViN1as50ca+we53zH7KNFb9+B8rsf9Ue+Ibwqg6fPEHCwb5iIiIaCTxqiSIV11gX3PpUqL8vdqoFrbbN9wTdf+P6y46Zp0FQzpeevcYJBD3g+zqhgD+5qPjjrbJGT4BDc6WZPb1ugCwdnEhGj0G3dv5NGM+yYmL3VEzUPwacLSp06wU6bJaamWY1TBeFR1fNHch03fFShTc7Aayabdkov1qMFL5I6Jjm6NNnXjlyW973t8dg+w40oTimZNR29KF9u5efHbikiNOO2CuJ1QsUzJzcsxNYQLAvOm34Mylq1Zr7I9qL0RV1qi5lPHmS6r3W/HMyY4kS6KknX3j4IqSGXHfq4MZHzAOISIi6h8mZSihwS57rm4I4Kkth6xF8Y7qZmx7NvYOm8P1HY4EiyaMVmSxjjPQE4w5PyVW5UR1Q8Da5RaL6iGsw9m7+JPjrXj2/iJU1nfETcgARmBR29KFh+6chvr2a7g1K8PaSaUEwxI7a5rxdlWTlYgCjIGReZPG4+OvWh1Bjwbg3tunonjGJM++1lHnIYCcCRm43NMXfXy2c/X7jJk97t1xwnyQo02djiGT9tfjoTunWbvmwmZCTPPIZPy27qIt0I18PazDmZDRBP5qVQnm52fj6dcPG4MwNYELndeNyhbdaKugAcjM0FD+aDEAxH0f26uv/D4NP1oyC2sSJAgBYFdNM4Ih3bOXszLY/Y7ZT5nGopLy3+JqMPbuXyUrQ8M/s6UFEdGINhjxiNcOfwBxd/2751jqurTiCPsx2mcQAsC7R89HPb8KE2J9kF3dEMDaLYeiZqSEwhKP3JWHT7++5DlXUgIonjkZTR5JGceGKwlrc5FK8qjB8peu3PCcpdIXllgyJwe352Wj7nxX1G3CusTaJbMAANurmhwxWzKbvezargaNeEECmrlTy/1b//vF+QCi3x/q3w/dOc2KlfrCEi+9eyzu7JztVY1W5f5fvl8blZBR8UumX8NP751rzfCRAHInZiLDJ6z4L9OvWZsNY82XdHd/SLV6qmJ3HYIhHVXnLjuSg0D64gPGIURERP3DpAzFlY5y5J01zY7kRaIdNqqfcrDP+CC+YlUJgNgB1LKiXGSYg9+9eM2XOVzfETMhowkYH9qXFVgt0io+qLOCkrAEXj94FqWFU/D5OWdf3SVzctAb0lHX0gUpjefecaTJ2lUVK1hp7+51BDUAcPzCFaxdXIj9p9qsRIaAEbTYy++3HKiP2/YLElg059a4rQbmTb8Ff7Pmm9hZ04ytlY3WsS6ak4Oaxk6EdYmPv2rFvhOXsG39cgCR18Pv06Dr0RdTHa/dhIzkel6vXTzLOr83n1mGzfvO4HdftVqtHJbMycFj3y6ICmpivafc1VehsI7bpkxIWLH1yp6TSe0MixeMDYRUHz9d/aWJBsPLHx5PKuEMsDqGiGg0GKx4xL7Dv7fP2GBz25QJcdd2ao5l+Xu10HWJzAzN2hwW7xgLb82KahGW6RMIhSWEEMjJcs5sVMfnNbQ+w5zxssEcGJ+TlYntVY2OBMlnJy7hoKvV15zcLHy/OB+vHzwLXZdRcQhgrM8//foSZJxy++qGAP5ixQKsKS1wtA025kkKlMycjPn52XjnSJOVRFmQn43TbVc9Z7T4NIF75+V6Vr6qxy0tnBI1r8QngEeK86OuffnKYitZoWnCMVsz0ei52pYurP+nI6iPcawLb5uM7xXnW2voxo5reHV/PaQE3j3agsfunomz7desVs72GMQr6ebu/hDoCUYl9GLZVdNsJYRivVcHM/64medhLEJERMSkDCUw2OXI1Q0BvFPd7Phaoh02Xgu/TXtPxzzOstk52Pas8cH9nq9arV1gQsAYwugxVXJZUS78rtL8792Vh4fmT/fcvVT+aDHWbj5kLap1KdHrkdWpaeqErksrqSMAK8kBeCdkNAFMyx6HcRkabvRFHjOsSwR6gta1ONXajfe/aEFYl6jYXYf5+dnInpCRsIWZTxPY8OA8PDR/Ov7HJyc9e0qfbbsKwCjj9wkjoNEEkJOV6ahC6gsbuwVbOq87ggQvmjB2kP1k+Rwcqu9AbUuXo61DLH4tMi8IMF7f633OfXNVDQHcnpedVKULEF19JUR0os5OBX/qHLUEw0LVcabys5NqsJLs4w9132ei/jJ2kx6LW8GoPHDHVPzTnywd/IMiIqJBN1jxiLHeNyob1FyQjY8WJ9z1b59LkkwsAgB/sWIB/nDz7xE2xlzirx9fCABWlYRau7srHfxm4kZZMicHf2HOqQEiG47qWpxVK61XbkRtyrp71hS8cegcdCmhaQJ3z4reQAbAWhNrwkhCTJ80Hp8cb7UeTwJW22IVh3Rf78NrB88ipEts/KAOPyorcCQ1TrR2x9wktnbxLPzy8YXYWtmITZ+dxvnAdcf3JYz1qztiC5uVPrdNmWCtyYN9Rhsx9VpI2zEI85zUlzJ8Ak8smoXTrd3WdQjriLtRbe7UiY6kSd2FK47vv/+FMePu+MVuTM0eByD2pjCv+ON853VH54FYqhsC2HGkyYodfb7Y7Zn787MyWHGIemzGIkREREzKUAKDXY5s7ACLfML2rYLJKH+02HMnkX1h6F74JTrOstk52PLjRdbjnO+8jrc+b7R6AHvtLNq+4R68uu8MLl25geVFuciekBEVLNlvb+2aM8vP1y4uRO15Z4m8mksTNs9ZwmgL5rUTK8MnoJtzTVaXFlj9iN+pbrZmo6gBlTlZmdj95QUr2Ont07GrphmrSwvg04Sj7ZmdJoCKVSXW9axr6cKbtiSRddwSeHXfGew72WadT1gCn564BJ8tWMzwGTv9/q+PI8NG/T4BASPA85nJqJKZkx3JrU17T+NLjxYJbrdmZeC1f7/Y0ZYgJyszqsJGSmBbZSN2xWkpZueuphIJmiuoDwfUrRbe5v2+7a/BDFbY95lGohfe+je8e7Ql4e3YqoyIaPQZrHikbHYOnlg0C1srIzGBfcOT+wNpr3gk2WMsm52Dt12zZjbtPQ1dyrhVOdvXL8fmfWdQ334NRVMnOqov7FaXFmBHdWRuydrFhahriVRhCAAd14K2qhaJy9eCca+P36dZ61t3my33+dW3X7MSDMGQjvbuXkcMojoEuCv/M33C2my1bmkhAj1B/O2/nIg6FnU391yZt4804Zl751prch1GGzH1Wvh8mtH2zDYrsralyzHH1L3ZKp6z7dewae9p6zVcUTLDmkWjzlOa1yBRLGLv/iA0AQGJtz5PHL+oan37a/ujsuQ2oiVjsJMmjEWIiIgMTMpQXINd9uwOYGIlZBItDJM5TnsgBRgl3/GCu7LZOXjNTOTYW3HZ25bZn89r1xwAvPTuMegS8JlDOdUCescRo8+yXxOYNN6PKzdCjud/YtEs3DZlQlT7rTWlBVYywirNF87Eixpmubq0AM/cNxebD9RbwdCj35yB2vNdgBD46b1zrTZggBGcbD/S5NkqQfWttguHpXV/CaOCZWdNs2Mn++zcifjpvXMdSRj1WijLinIdPZhj+fN/9w0AwM9+cwzvVDcjFI60S/BpRhLL3qIgmORCv2x2Dn5UVoBtZlAupfH+iPV+MnYuRpI4x1275G7WYAYr7PtMI4Uabuy1i9cLW5UREY1OgxmPeA1hj9VqKl48kugYvSoPklmTlc3OwYYH5+Hp1w+jvu0qPv36EipWlVjrb/vjbnvW+fyNHdewxYwBxmVoWFEyA5VnL1vJilsnZgJm618v9g/6veIc+zVx7/+qb7uKe+bl4sCpdkgYz1++shh1LV041dqNyz19nkkmrzZudu4OAOGwRN2FK44W0B980YLvLsjD1OxxKJk52WgbDVgV9O44RL12m/ediZrV6VbbcgVfNnchw69h27PLMD8/GxnmBjufJuATRucAicSxiP09ozYM6tK4zyt7TuKFh++M+T60V+tn+jVHF4GbNdhJE8YiREREBiZlKKF45cj2aoVkhxK6HztRAPPKnpNR/XKB6KHtiY7THUglG9zZ+/WqXU9q0SxgBBkqMFOPo45xfn42fD4Nupk4+ek9c/DawbMI6xJhMwER1iWWFeU6SuVVi65YC3h3mwTdo0dZMCytyhrr21Jiydxc/LbuIoIhPapVQtnsHKxdNMu7Wsaj2kYTkV1myuZ9Zxy3OX3pKl569xj+6rGFjp12YV06rt3GH5bg7373NS5f64t6HiGADfcXYX5+Np567XDUfCBpntu6pYVo6+61rqUuEwd3yprSAitR5/Np2HGkCSFdxgy87UmcsG3I60DIycqEJozwcqCDlXT1lya6GdUNAaz5f36f1G01AfzisYWOBDMREY0usdb5gx2LKDs95ncAzngk3jF6JXSS3VRmj4V0KfHSe7WobelCyczJ+Mv3a9EXlsjwCby1frnVWmtrZSNeP3jW2pRVvrIY8/OzoUtpPc4U1xpZE5GKFHe7YHWt7Mdo//De7XTbNWvWIwB8vzgf65YWOq5Fc6AHGx6c57hfoCfoOI5EMnzGLM1DZzqsDWphabQg82kCb8OI2TL9GkpmTsbmfWesVmz2OAQw5vB4Pa3fJ1A8YxLG+TVro0gwZHQlmDllQiRGkhJPLE4tFlHXtLohgF01zdb1PHiqHVXnLkfFIPZqfQ3AvbdP9Uze9Fd1QwDnO6/D79OszgwDnTRhLEJERGRgUob6LdZOnVRLnJMJYNTCU7XsSqakemtlIz6qvYAVJTMQ6AlG7fh5/ju3xz1OtTjeXtXoWKCrSgr13zf6IruZADiObU1pAUJh3WqJcMjdO9g8p4fmT8feE5fQF5ZmS7GFSbXcyvQbJe+xRix8fvayI4ERlsD2qkbrNbthtjmzP5dqf2C/n333md2z9xc5dpzFWrSHpVExBBh/q4KYYF8kqK3YXeeYmaNoAnh4QR4eKc63gpWo28C4jsUzJ+Oj2guOrwd64rdmUGLtVnMH3t3X+1B34YoRnGUM/C6v6oYAKnbXGe3ezCB6oIOVVPo+E6Xbyx8ex6v765O6rU8D3t5wD9/PRERjkLtSw71ZKlmJ1kVqBqY1v0MTMeMRryRRvMqDeHHQrppm7DjSZFVeKGFdYmtlo2N93heW2LzvjNWu2T5AXpfGHMpdNc1WNbz6O9Os8sjwGRX0avOYpmkJr5t9Jk8i73/Rgj9aPseR3Or1iEPc1ejx3DZlPJ7/zh3Wpgz7OavrpARDOn5udi+wvtYXeS121jR7nodPE3jm3rnInpCB3V8426ieau3G6tICKx4TQqDYbNGsKm6SjUVUHPLKnpM4aFYXuWOQnKxMHG3qhBACGoyNYwOdkLG6Q2gCTy4pjNp8N1AYixARETEpQzfBPVdDl8biWiUoTlzsxvaqRuRNGh+z/3Eyj69L44N5tRMomZLqrZWN+NlvjCTAgVPteO6BopTKpL16C7uHQ9r962ljN9Pq0gLHsUnA8bzTJ40HEJmd8k1zho590KNA9OLdq+XBiYvdmJ+XjY6rvWjuvOF5HqcvXY362ji/5gjstlc1Ri24F+RnW8NCBYDZuVk419ET9VjZEzJQ3RCwqlc0gaghnIpuJoTs108C1lycWMGXLoGPv2rF/lNtuP+OaVHf1wTw5JJClMycbLVzA4wgKDMjtWSJe7eaet1ysjKjKnQOnGrHkjk5uCMve0ADFvvPlTSDaKKxoLohgHVbDqE3iQ93FuRno3R2zqB9WEBERMOfu1JDfdBv3yy1s6YZ7d29mJo9LmYVejLPo2ZgChgthr02fAHw3LBWvrJ4QOIQ4aogcf+2bL1ywzpee0JCEwLLinKxs6bZcfup2eOwbf1yK8Y4XN8Bae48C4f1uK18t1Y2YntVI6Znj4sZh9hJiUgFv+34VbvlWHFIPC2dN7Dxgzp8duISpmaPwzP3zcVrB+qjYjXj2kXPs4GIVLHEil+klHj94Flr9o/d5WtBlM3OQfnKYmveTsXuOpSvLO7Xxq2y2Tl44eE7UXXusiMG8Zp349MEfrJ8jvW+G4i1kP3nKaxLzJwygWssIiKiQcSkDPVbTlZm1OJUwviw+tCZdttckS58euIStq9fntLCzt1v1r4TKFFgY6+WAIDf1l10DHZMxJ1wUjvvylcW491/a46acaACMuE6tjWlBdYMGHWc+8yKmAyfcMzQcZ+TfaedSjaowO6zE5cc7c4SUUMxM/0a7sjLdhxFrbeUAAAgAElEQVR/WDeCJPtz2StWJIyWA7/+17OOHWSZPmOXYMUHkURIVKxjG8aZ4RPIcyWlJGAFL/aBnA/eOQ37TrZZiS21W0wlxtzPc9uUCY7gWAC4945IOb9XUised1l9rAqdz88F8OX5LqwewD7O7LNMY9ELb/0b3j3akviGAHb+B1bGEBGRd1WFhNH6qbK+AzrgmJP4zpEmbEsxHlHPY1+bqXWfe73mtWGtL6SjrqULa0oLcKm7F9OzxyV8vnhxSF1LF976vNFzk9jaxYXW8aoB8pomULGqxDrnd8zKmwyfsJJU9uthX4+rVr5+TeCJRbOs5EkqFa3KuAwNArCSW4pqAQzAqgxyV6y41/6qQki1llYxkc/jdhl+Yx5ou62lmCIlrFbOqlNAX0iH3ycgzGNTyRyv7SJF024BYGymU0mbYEhHoCfoiCMAYNPe00nFIe4YxP1esF83lSzqT6cKL4xBiIiI0otJGeq3QE8wZlsr9+fXoXD8mRv2VmOqBD1Wv9lk+tCuKJmBA6farX+f6+jBxvdrASEQCuvYWdMcd/HqDvKEAB64Yxrm52fj7efuwcsfHse7R88jJysTZ9qvWT13V5cWYLUtCWM/ZkXtSFMVIl7nBETaoAlEqnN6+/So0nxFAMjJysDlnuiZLKu+NRN35GVbj21vTyZg7FIL6xKaxy4yAaC+/RqeWDQLl7p7IQBrcGaslmMA4NcEnrlvLurbr6G+7SrmTrsFD82fjs9OtjmC594+HbUtXVGvqb1tg2rl9dnJNuuYAOO95/cZQcOJi92OnZIrSmZEDSFVQQsQPZPIzR6kuncW2g30AEz2WaaxZGtlI37+m2MxWzDasVUZERHZqRl/W12zECUQ1fIL5te81mxqzSnhPdMx1trM62v21sKagJXcUMejCaQch2gC+MnyOQj0BLG6tADFMydb8xmFAIqmTsRP7ytKKoayV8YAzmRBrFa+wbDEm2ZlTMWqhdhyILWEjCZgzbSxty9TSZNY1SDqvk8tMea01Lddxa0TjcoW9wY5wIiXNAEIacyBeWLRLBTPnIy6li40Xe6x4lZzbKNVWbWzphm/fHwhtj3rjMXsG9bcx6YJWPNw7BsVdQl80dSJZUW5eP47t/crDnEnyjQhouaH+jRhJYIGKhZhDEJERJReoyYpI4R4AMCfAygDMBPAH0sp3zC/lwHgFwBWAJgH4AqAvQBelFI22h5jHIC/A/AUgAkAPgHwH6WUsT+RHcPsu7B0RHYtCfOP/UM2v0/E3G3jbjUGwBFUxFusVjcEPHceqftv2X/GarvVFzb2VNl79Mb7QN4+yF2XxsDIT4634q8eW4jC3IlovxpE65VeZPiie+6qv70qNNTfsebiqEDIa3CmBKJL702aAG6ffotnkLL7ywvYvmEOPq67iN/WXcQPSvLREwxbgy77rB1pRvJD16X1+kkY5+7u071p72nP6hEBQDMDhV///hzCuo6wbgz83HfiEpYV5WK/LWEmAbxT3Yw1pQXWcFJ1ncrM9kSH6zvQ0nkd28zg0E7XdatVnl1tS5d1Pe3tJXbWNFuVL8nuLFtTWmDtLNQEMHfqRDRc7oGuy0EbgMlAiEa7VHbaPnb3TLzy5LcH+YiIiGikWVNagHdcsxA1EamusK8bMzziEXsbXiB2NY3X2sy+dlf/Vh9qq5kyKrnhrp5JNQ7ZcqAeUpozTu6biz/4xnRrHd/ceR3z87OTul72GCrejM6SmZOR6dccm69COvDrg/WQ3qFITLoE6lq6sG5pIZbMudWKA9TsRFXt7pWQyTRnRm5Ulflt1+ATseddqmu08YclmJ+fHdV+GAC+kZeNU5e6EdKdcYj7Nbb/98/fPeY4b3vnBXerYdV2Wb0XbiYOKZudg4pVJVYSThPAdxfk4aH501Gxu27Aq1oYgxAREaXPqEnKALgFQC2AfzL/2GUBKAXw1wCOApgM4FcAfiuE+KaUMmTe7hUAq2AkZToA/D2A3UKIMillePBPYWTxCjy6r/dZpdR+AcyZeguKpk6MO1PG3Wrso9oLVlIlnkTBxLqlhZifn42nXz9slOFrAhDCqmpJtHhdU1qAXbbdXICxA+vn7x5zVK+Ewt49d7dWNlr9hb0SL2qBroZcAsBTWw4ZH/xrkeSWO+DwacLo92wGm1Ia5fqaJnCkIeDZ3iusS7z80XFUmQmbcx09WDwnxyr9h/lcqj1aoCeIL5o6rSGVQKRFgL3VWaZfcySPfGagsMcMEt1BUDAsHRVM1vGFYwenKjhw74JUQnr0YE91PkB0Kb4wz8N+7ZNpJWDfWdiflmhEFPHjf6x0JGdjWTInB3+xYgF/xoiIyFPZ7Bxse3aZVelSMnMyalu68E51M8IhHT5h3Ob2vGzPKpjD9R3os61XY1XTeIkVi9jvq6pw7NUzqcQhas2qEgIhXUZtaHAneeLFIPbzVo8dDBlzeFaUzMDG92sRDEv4BPDs/UV49+h5XLzSG7mjEBiXoaHXTNYsmJGN05euelYm2UkYmzHsv/tDujE70b5W9/mMdmMlMydb39u874wjpghLoyLfPufFXkWvZjLGaj98/GK3ERciMj8n3mse6AlGJaJ0Ces+ai6N/VzVaxIvDgkmWeGiYlp33OH1NSIiIho5Rk1SRkr5IYAPAUAI8Ybre10AHrF/TQixAUAdgAUAjgkhJgP4ExgVNh+bt/kjAA0AHgbwL4N8CiOSO/DYtPe0tUAWAB7/9m2O6gcv7lZjK0pmJPXc7p1HXotar7ZgyS5e1X0rPqhzDJtU56YIAbR0Xkd1Q8BRIWNPFNgX3dUNAbR0XjeqScwAZntVIy5191o9lFW7ZZ851VNVx2T6jJ1fKkgBjP7LlWcv4/Slq8bxeJyLBHDG/L5y/MIVaELtKDP6UNurfbZWNkb1XtZlpNWZXxN4aP50q5WZ/ZjcLcrcx2KnWhfEC06rGwL4y/dro5JN6hq5S/ozbf2+vd4Dqn2bhPeAUS9eu+cYABGlJtl2ZVkZGv55APqjExHR6OcVj4TCkU1VD86fHjMeWVaUiwx/pFWYVzVNLKnGImoTWypxyCt7TnpuaFLsLcA27T2NnKzMmDGIXU5WphUz6NKYw/P70+3WprOwBF47UI9n7y9yJIF+eu/cqGTA1spG/I9PTjqTNzZ+zUgy/Ze3j0Z9T7VzVpvC7NemuiGAzfvOeM7RfOa+ubjSG0J7d6+jrbJKfuRkZeIf9pyMed10szUyZOKq95yszKj4RZpfB4ykjX1TnD22ccch9nbLukRUQieWWJVaXCcRERGNXKMmKdMPk8y/Va+nMgAZAH6nbiClbBJCHAdwD5iUSUp/BgSqqhj3TJmBeq54peiJqh3KZueg/NFiPGlWsABGKzYNxu4uIQSEALZ93ujoD324vsPRZkwTRoBn31FnzyOEdOBs21W4SQk8uWSWVTHj3uFX3RCIGoipadFzYbxam13tDdvuo0UlJtyl+Iq6DsGwxO++aoVfEyhZNdkR7Hr19/aiAXhqaWHcpEh1QwCv7Dlpa7FmuDUrA7NuzcLyoly8cegc+kLGMNPZt2Zhrjl4U3G/B+wtIdSAUQY1RINna2Uj/vr/+wrXgomLTtmqjIiIbkYq8Yi70sarmuZmnyfeh+fxYpGy2Tl44eE7UXXusmMOi4Sxhvb7I1UlFbuN9l7u+ZAqBrHbWtmIl96rhX1prdqk2ekSyJ6QgeceKMJv6y7i+8X5jhbT6vhVdU0sf/CNPADA9OxxVltpmOey8YM6hMLRXQ9UzOQ1u1IAuNIbsloLZ/gE1qwvcCQ/Dtd3xD0mCQBSRrWgdqtuCER1dVA+qr2A+fnZjvcBhMC0WzLx2N23OVpX27sl2F/DWPEWERERjX5jMikjhMiE0b7sA9u8mHwAYQDurUit5ve8Hmc9gPUAUFiYXCJhtOvvgMB1SwuTTsbc7HOp4CcnKxMb36+1FvNe/aPV87y1frkjWAMis1+sIZh9Oio+qEPxbZNRMnOyNW9H0wQqVpU45rB4VXwUTbsFjYHrjgoTHUYbBve1UedwvvN6VLKiZOYkfNnc5djR5dcEHvt2AaobOz1n0qiyfXVey4pyjQDDJ6ICGjVzRn01pEuUv1dr9bI+XN+BSeOS+1+LELBav3kNWY0XkHXdCCHQ3IXjF7ux8dFi1LV0YfuRJpxuu4bTbdew9+vWqOofRbWEGOg+zLGM9FZnI/34h6ux8jskldkxv3x8Ycq/C4iIxqqx8nskVanGCP2tOOhPLGJfU5242G3NCrHPbYz1HKrSxl1x87PfHLOSNlJG5kPaYxD786vntBMwqoTCMjK/MsMnkJOVif/56SkEQzreOHQOjxTnOx5vZ01z3OQHAOw9cQmfnbhkbmiDY2Nan1m5riqNAOd8TS8Zfg3ttg4DwbDEzppm/PLxhVb88NmJS3GPCTCqgaR5jePFIbGO48CpdlSevYxtzy7Dm88ss6p6Ll7ptdY9L/5ggeM+aiZrumIQZaSu5UfqcRMRESVjzCVlhBB+AP8vgCkAfpjMXeA9RxBSyi0AtgDAokWLUhx5OHqls5Q61eeqbghYc1uErcw8GJZ4dd8ZvPbjRUk/j30Br/pEf9HchS+au6LajKn7qp1U9jk1gJHo2PDgPGx4cF5UmwL3Dip7gOD3afBpRqUNYFTx5E0aD010WbvfBIAnFs0y+yFHv01V64J9Jy7hH/acREiP9J/etn45Xt13Bp8cb4WURhC08dFi1LZ0YXtVkxW06VJiV02zEZiZu/SSoYKRWENWVVsIt4Ip49HceQOA0ZahrqULM6dMQNgWFIZ0YyegvYJJ6W9Crz/izT4aCYFGotlN1H9j4XdIsrNjHrkrD8/FmT1GRETRxsLvkf5KVzySyvPY4xCfT0Dq0lqv9/YZcxvjzVeM9Zg7jjQ5ZkA+c99cZE/I8FxfHq7viGr76/cJ/OGiWdbGs837zqC+7SpunZiJ7VWNVtzibtFW3RDAO9XNjsfyacZB2PM0IfMfqtJHkTCq+TVEWrDZYxy/Wf2vKuFvnZiJO/KysdrcXGWnHjfehi4vwrxPvDhEl8ZxTs8eF9WiLRgy5lP+9eMLcb3PWQ285UB9VBIrnTGIEmstP9zjEMYgREQ02o2ppIyZkNkGYCGAh6SUHbZvXwTgAzAVQJvt69MB7E/bQdKgsu/mcucnPv36kmMuDJBcezOvfs994cjgSrXrSwVUbz6zDDtrmvFOdTNCYSOBYd/FljvR2Vv4VGu349/2ACEc1vHkkkJIAO3dvfjsZBv2HG81eiSb1Sz2+SqaEI5AbPGcHNSY1TP21mYq6Hr+O7fjtR8v8rwOJTMnO4aISkQGV0JKR29lL7dPm4gltjk/XkNWVRLLPhw1069hwczJVlIGMII6d09w9fVgX+we36m81l6SuU+sfuMjJdBIpl86kVt1QwB//OtKXOlN3K5s53+4h+8pIiIa9exxSMhVXSIBvFPd7Nk+Ld5683B9h+OxBIyWY6qtsPu+1to6pEMIgT/4xnTHpghVZRIMS6DtmvW4KnFir+wwnlu3nnfetIloDFxHKKzDpxktnqUu4fNpgJQIm62fQ7YAQZeRjRleMc7MKRNirrN3VEeq3lfbOhnEqmz5VsFkx5xQnyawurQgYRyinuPPvnsnKnbXRW2uU//tnpOqS3gm2rySbIMVhwDea3kAwz4OYQxCRESj3ZhJygghMgC8BaAERkLmousm1QD6ADwCYKt5nwIACwD8Po2HSqbB2L3jrt+wl0FJ6ZwtkuyH5qrfc+XZy44hofbdXvb7qz9rSguws6YZArBafwHA0aZOx+O7/+0OEFR7rk17T2PP8VboEhC69AxkKlaVGIkUXSIzQ8Odedk4YkvGqGviDrq8god1Swsdgz4BWC3BfD4Nuu5s0+bTACEEwubuwMbLPahvv4ZdNc0oX1nsOWTVq2WDeq59Jy5F+kib10D1BD/Z2o0q87x0JB6i2Z8ESbL3idVvfKQEGv2ZE0VjV3VDAK/uO4OPPYbyui3Iz8YvzFYjREREw9FAxiPuOMRnbmBSy2XVTti9aSjeetO9KUmtoePd112pUd0QwKa9p63NZO7WyALAvXdMxQsP3xn13PY14tKiXNSbbZ19kFi7OBKLALDW8z9/95gjRrjRF7Ye1yvG8aLW/e7XJlZXgsfunmnOtYskZZ69b651v0RxiPr3/Pxs7KppxvaqRoR1WHEIYMRGjR3XsHl/vfXcsRJtdoMZh9iviX0tPxLiEMYgREQ02o2apIwQ4hYAatK4BqBQCHE3gMsAWgDsALAYwKMApBBCzYnpklJel1J2CSH+EcDfCiEuAegA8PcAvgSwJ42nMuwMRWnzYFURrC4tcOyq+uk9c/DawbPQdaP/8vnO61a1TCqLVXtCQPUitt8/GNLxyp6TUcHMLrPdl73F1t2zpjiGYN49a0rUc3mVvcdK1th5JVJ2VDdbQYi9fUEy19udrFHHpWbtOMhIO4WjTZ3Y81Wr1Qoh0BOMOWS1bHYOTlzsxke1F7CiZIb1ddVWwH4N1PFs2nsa1Q0Bq91AXUuXFWx6nVd/ApNk75Ps6zVcA42haLNAI091QwAvf3TcSobGk5Wh4Z+H4Y5MIiIa3tIdkwx0POKOQ9wtgTVNRK0HE603vWIQ9f1dNc2ercfs63f3OZavLHa0RgaM+MAdw6jntq8RAaMyJFYsov67seOaY9bcipIZno+X6Fp7bRqL1cXggy8vQLdlggSAK72hhNfwxMVuK5lkv3aqwsZ9nC/+YAG6e0PYWtkICWeiLdb7dzDjkHjXdbjHIYxBiIhotBs1SRkAiwDstf37v5t//heAjQBWmV+vdt3vjwG8Yf73fwIQArAdwAQAnwD4sZQycf+VUWqoWiwN1u4d964qAPj1v55FGEap+lufN2KXmSDJyco0Z6PIpBarXoGBag+gS+DgqXZUnbtsXcNY53hHXrbjMdz/jvVc7qoSe9u0ePdVQcil7t6oHXypUo+tZu3Yd6mFJfD6wbOoWFWCfSfbrK/7tMhuNK/XeGtlI372m2MAYAVX65YWxrw94Ex4+HwadhxpcszKcd+vPwmSVO6T6PUa7oFGvGtNZP8ZTeS5B4qiht4SERElMhQxyUDHI17VHVsrG7FVNzYy9YUlTlzsdiRMzndeh9+nIRyOvd70Wqe5Z834fN73dZ9joCeItYsL8WalcUxqNmW8D/y9NmjFi0Ve/MECFOZOtDZcrVtaaB2zSozcDKuLQX2H1S4urDsf1d0uzusaxopBvM7bbrXZDcEeI8R7/w52HOJ1vCMlDmEMQkREo9moScpIKT9DdFW4XcLPm6WUNwD8qfknLYb7gL2hKm0ezCoC++Ju097TUX2N+8zKlV01zQjpxmyUnyyfk/J523dqHTzVHrVLLdY5LivKxfiM/p27OsZUglb1Pa8Bl/19rdW576xpxltmGwMA0HWJj2ovOPpP2wM9r5+Hj2ovOB77o9oLWLe0MO7Pjj3QUFU78d7D/QlMBiKYYaBBI93LHx537HaN5Xt35WGDrWc9EREND8M9FlGGIiYZjHjEvfaLt859+vXD6O3ToQnguwtS+z16uL7DinEEgB+VeVfBxzpHe1JBtedK9vyAxLHIuqWFVoIDMN6HAx2LPLFolpVcAozroAljoxgQ3S7O/bMQ67Xxuq37ud0xwqa9p2O+fxmHEBERjU2jJikzEo2EQd9D1WIpXbt3vAbJZ/g1CAC9fUZQoJsVHo8U58ctPY91Hi88fCeqzl2Ouob2xEV7dy921jRbXy9fWRzVritZ/S2B9xpwebO7AQHg7apIUsbv17CiZIbjeqjBnPbg06cJVKwqwbqlhVFDM1eUzEjqZ8ddtZPoPdyfwCTRfUbKBx1EqapuCOD5N6tx8Upv3NstmZODv1ixgO9/IqJhaCTEIspQxCTpiEe81rmAsTZXFedhCXz69SVseHBe0mtL9/WKlVixxx3FMyZZVS5rSguiWnkla7jEIsUzJzv+/chdeXho/nRU7K6Leh9trWxE+Xu1COsS4zKMn4VYr00qcYiS6P07GHGIOlbGIkRERMMTkzJDaCQM2BvK0uaB3L0Ta0FqPz/3IPntVU3WDjNdSqsEP9XgNdE1fMc20+XtI02o+GEJKnbXIRjSUXXuMubnZ6d0HfpbAh9rSOjNOFzfYSVk1C49AJifl428SeNRNHUiXtlzEitKZiDQE7SCz5AuUf5eLebnZ1s70uwtDuLtNnMbqvfwSPqggygVL7z1b3j3aEvc20yZkIH/9v1vOHbBEhHR8DISYhFlqNZzAxWPxIpFvNa5gLE292nCEYvsqmnGTnMeZaK1ZbLXq7ohgI0fGHGHPQGhCaMNcypVMspwiUUCPUEYjaiNgbPfmjUF8/Oz8cAd09B65QbWLi7EiYvdqPigDseau6BSQsE+42fh+e8Y42rdr01/fm6G4v3LWISIiGh4Y1JmCI2kQd8jeQGXaEEa6/wqVpWg/L1a6NKYRbKsKNexCA+GdLyy56Tn4Eu3WM+hHk8JhSW2VzXeVIDc3xL4WAMub4b7PT5pnN82e6LLut2BU+147oGiqOBTnbu7xYF7Zsz5zuuobgjEDUxTPZ+b3Vk2kj7oIErWY//3QRxt7op7m18+vpDJGCKiEWCkxCLKSI1JEsUi7nUuYJyrOxaRgCMOSbS2TOZ67appdsQiys2sX4dLLLKsKBfjbC2hc7IyHS3SaluOIRx96tC0SELI67WxOi2EdAghkJOVmdTxJPv+HajqFsYiREREwxuTMkNoKKtQxpL+LkjXLS3E/PzsqNdHLcJ1CRw81Y6qc5f7vfNI7YKzD5+cPmk8Mlu7h6Rl3EC+B1VAUb6y2KpAemXPyZi3r7twBRWrSvDSe7XQdQl/jIGk6ljffMYI3HYcacJbnzdiV03zgO0AG4idZSPtgw6ieF7+8Di2ft6IKzdCMW+zeE4OXmSrMiKiEYOxSHoMVCxy4mJ3ZE6jRNLJgHhkjK+rls79Wb/2N6kwGF0S7HGIu0WaV0LGpwn8wTemJzzO8pXFVruzit11KXc2iHfcA1XdwliEiIhoeGNSZoiN1B1fI4nXgjTZYMH9+qjg9ZU9J3HwVDskbm7nUdnsHPzVqhK89O4xhCWQ6RN47sF5eO7Bef0OkIdDqXqsY3D3ZrYrnjEJ8/Oz4RMw2gfIWGGioWx2jjXEtD87wOK9BwZiZxk/6KDR4sf/WIn9MX5uleceKMKLP1iQpiMiIqKBwlhk8MX6cDyZeMT++hyu73C04wr0BG/62NaUFuCdI03oC0v4NGDt4kIUz5xsJTJGUxwCwNEizW3JnBwcberEnuOt2H+qLe6xB3qC0KW86VjQ/R4YyOoWxiJERETDG5MyNOq5F6RA6nNh3I/3wsN3OobV38zOo1gVOf1dOA+HUvVYx2Dvmz0+w4ePv2oFYMybyZ6QYSVZJICwnnjAZ393gLmDNfsuurLZOUk/bqJgmh900Ej38ofHYyZkMn0CC2ZMwtrF0a09iIiIyOD14Xh/khfudlwDUflQNjsH29YvH7AP7odzHKJapFV8UIcvzFasAsDs3Cysf2AeAj1BHGkIJHXsA1GFUt0QwFNbDqEvLJHhE9i2fnlKj5tqUo+IiIiGFyZlaEywL0hTGRIf7/GSHZ55uL4DOVmZcXec2XfA2f/dHwOVULgZ8Y5B9WaubgjgwKm2qNukEuCkugNMnfP5zuuRntx9uqNftwqKEz3ucNgJSDTQ1M/IqdZu7D/VjsvXvHfh+jTjwwO+54mIiBJzfziermHxycQi6tiqGwLYtPf0TcUGycQhgxmDJDqGstk5KH+0GE+/ftj6/q/+8G7r/JONQ/obg9hvu7OmGcGw0RkgGJbYWdOMXz6+MOkYk3EIERHRyMakDI05A9VfN9HOI/tiWfV/9mvA9g33RN1vIBfWwyGhkMwxxLpNfwaDJhuUqnP2+zT4zVk+QgjoMroFWqLHHaydgIMdqBLF8vKHx7HlQD30OJ0D8yeNwx8tn8P3JxER0U3obzySSuWDWvv29unW7JhMn/emioGKDRLFAOlIJiQ6hljfTzXR0p8YxH7OwnU79e9kHncw4hDGIEREROnFpAyNOalWudhvk8pi1b5YVkI68Oq+M3jtx4ti3nYgFtZDlVBI5Rhi3Wawyuzt5xwO63hySSFmTpmAnKxMVOyuSzkoHozhmdz1RkPl5Q+P49X99XFv49OATU+X8T1JRER0k5LdROVueZbKh+Zq7Wvfa6EqMtz3H+hZJrHum672ZoniiVjfH4w4JNY5ry4twI7qZiuWWF1akPRjDnQcwhiEiIgo/ZiUoTEplSoXtTAFUptFoxbLN/qcwyQvXbkR87YD+QF/PMuKcuH3Gc/n8w3+8w216oYAWjqvW9UxKvBRr5/XTJ9E+tNCIpHh0Iebxp6tlY3YnCAh87278rDhwXl8PxIREQ2QePGI1/zDit11Kc+g0cyKcDt3hYa6bTpiEfU8wZAOIQRysjIH5XmGC68YRF1bNeOmP7HEQMchjEGIiIjSj0kZIg9eC1MAKS1W1WJ5874z+J050B4A1i6OHog9GB/wJ6QCNBmnV9Eo4G5btnbJLKyxJWSA/u+KG+jddOlOzhFVNwRQ/l4tYv1fYOotmdj8R4sYmBMREaWROxb5qPZCv2bQVKwqwUvv1SJslu77fcKzIiNdsUjZ7ByUryxGuXlMFbvrMD8/e1SuMwYzBrnZ+7oxBiEiIko/JmWIPMRamKa6WC2bnYMtP16ErZWN+Kj2AlaUzMC6pdFJGXXbdAUkh+s7ENIlJICwLkf1bih327LbpkwYlHMdiD7MQ5KcozFJvV9bOq9H7aBVMn2CCRkiIqIh4I5FVpTMQNW5yyl/aL5uaSHm52djV00zJBCVFLBLVywS6AlCl0YcMpqrMtIRgwzUHBjGIEREROnHpAyRh4EaQq+sW1oYMxkzFMbSbqhkz/VmgqC1j7QAACAASURBVJqB7MOczuQcjT3VDQHsrGnGO9XNCIV1+DVhtTKUMFqaZPgEnlg0y9Hij4iIiNLHKxbpT7td9VjD6ff5WIlDBjsGGeg5MMPtfUJERDTaMSlDFEM6h9Cn21jaDZXsINWbCWrYh5lGAvU+7+2LDP0N6xJrl8zCbVMmICcrE4Ge4Kj/fwIREdFI4I47GIeMLIMdgzD+ICIiGtmYlCEao0ZLYJcMda7VDQFs2nvaCoyqGwLYVdOM2vNdNxXUjJUdfzQyba1sxPaqRlzrDSEYiiRkBIAMvxa3lQkRERHRQBsrcYjXearKmO7rffht3UVrs0yqMQjjDyIiopGNSRkiGhPcO9HKVxZj4wd1CIZ06zaaQL+CmrGy449Gnq2VjfjZb445vqYJwK+xRRkRERFROnlVLQORjTKpxCCMP4iIiEY2JmWIKK6BGiA51Nwl/h/VXkCfLSEDAPfePhUvPHxnv85zrOz4o5FB/dz+ru5i1Pdu5n1ORERElC6jJQ5RVDwiXV+fnZuFX/3h3SmfI+MPIiKikYtJGSKKyV5dMtJ31rtL/FeUzEDl2ctWpUymT/CDahoVtlY2ovy9WoR1CZ9POL7n5/uciIiIRgCvKveRPvtOxSPuSpn1D8wbsedERERE/cOkDNEYlmj3mb26JBiW2FrZiJ01zSkNoRwuvEr85+dnY/O+M2i9cgNrFxeOuHMisqtuCGDzvjP4+HgrpBnp62GJ792Vh9YrN5A3aTw2PMign4iIiIZOstUvjjikT0f5e7XQpUSmXxuRsQhgxCPlK4vxUe0F5E7MRMe1IFaUzMC6pYVDfWhERESUZkzKEI1R7t1nXsGNezeXBBAM6Xhlz8kRudveq8R//6k2BEM6TrTWYX5+9og7J6LqhgB21TRj+5EmhMLOhhiaJpiIISIiomEhmfhDsVe5CyGgSwldAr19OnbVNI/ItU11QwAVu+uSOn8iIiIa3bShPgAiGhruGSuH6zuibqOqS55aWohMvwZNALoEDp5qx9OvH0Z1Q2AIjnzgJHMNiIYz9eHG1srG6ISMACpWlTDYJyIiomEhlbW3ikP+8/fmo2JVCfw+46MLCWDHkaYRGYcw9iAiIiKFSRmiMUrtPvMJIMOvYVlRruftymbn4JePL8S2Z5fh3tunQsAIhkZDIJHsNSAarmINjPUJ4BePLWQ7DCIiIho2Ul17l83OwfPfuR3rlhbiR2UFUJPywrockXEIYw8iIiJS2L6MaIzymrGS6PYvPHwnqs5dRl9IHxWBRKrXgGi4sbf28Pk0PHTnNEzNHoc1pQV8PxMREdGwcjNr7zWlBdhV0zyi4xDGHkRERKQIKd37a6k/Fi1aJI8cOTLUh0E06JIdzkmUDCFEtZRy0VAfx1C7md8h/JkkorGKv0MiGIvQWMA1Dw00/h4hIqKhMmoqZYQQDwD4cwBlAGYC+GMp5Ru27wsAfwlgPYAcAJUAnpdS1tluMw7A3wF4CsAEAJ8A+I9SyuY0nQbRsFc2O4dBENEwwp9JIiIiGgu45iEiIqLRYjTNlLkFQC2A/x3AdY/v/zcA/wXAnwJYDOASgI+FENm227wCYA2MpMz9ACYB2C2E8A3icRMRERERERERERER0RgwapIyUsoPpZQ/k1K+A0C3f8+sknkBwMtSyp1SyloA/x5ANoB15m0mA/gTAP9VSvmxlLIGwB8B+CaAh9N4KkRERERERERERERENAqNmqRMAnMB5AP4nfqClPI6gP0A7jG/VAYgw3WbJgDHbbchIiIiIiIiIiIiIiLql7GSlMk3/251fb3V9r18AGEA7XFuQ0RERERERERERERE1C9jJSmjSNe/hcfX3GLeRgixXghxRAhxpK2tbSCOj4iIxgj+DiEiopvB3yNERERERCOTf6gPIE0umn/nA2iyfX06ItUzFwH4AEwF0Oa6zX6vB5VSbgGwBQCEEG1CiIYBPObBMhXR1UCjzWg/R57fyDfazzGV85s9mAcynKXpd8hof68pPM/RYyycI8DzHChj9ncIkNLvkbHyfksGr0UEr4WB1yFiLF6LMf17hIiIhs5YScqchZF0eQRAFQAIIcYDuB/AfzVvUw2gz7zNVvM2BQAWAPh9oieQUk4b8KMeBEKII1LKRUN9HINptJ8jz2/kG+3nONrPbzAM1u+QsfJa8DxHj7FwjgDPkwZevN8jfB0ieC0ieC0MvA4RvBZERETpM2qSMkKIWwDcbv5TA1AohLgbwGUpZaMQ4hUA/4cQ4msAJwH8HMBVmAkYKWWXEOIfAfytEOISgA4Afw/gSwB70ns2REREREREREREREQ02oyapAyARQD22v79380//wvATwD8nwAmANgEIAdAJYDvSSm7bff5TwBCALabt/0EwI+llOHBPngiIiIiIiIiIiIiIhrdRk1SRkr5GQAR5/sSwEbzT6zb3ADwp+af0WrLUB9AGoz2c+T5jXyj/RxH+/mNJGPlteB5jh5j4RwBnielF1+HCF6LCF4LA69DBK8FERFRmggjV0FERERERERERERERESDSRvqAyAiIiIiIiIiIiIiIhoLmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKA/9QH8BoMXXqVDlnzpyhPgwiohGlurq6XUo5baiPY6jxdwgRUer4OySCv0eIiFLH3yMR/D1CRJS6m/k9wqTMAJkzZw6OHDky1IdBRDSiCCEahvoYhgP+DiEiSh1/h0Tw9wgRUer4eySCv0eIiFJ3M79H2L6MiIiIiIiIiIiIiIgoDZiUISIiIiIiIiIiIiIiSgMmZYiIiIiIiIiIiIiIiNKASRkiIiIiIiIiIiIiIqI0YFKGiIiIiIiIiIiIiIgoDZiUISIiIiIiIiIiIiIiSoMxlZQRQjwghHhfCHFeCCGFED+xfS9DCPE3QogvhRDXhBAXhBBbhRCFQ3jIRKNWdUMAm/aeRnVDYKgPhYgGAX/GiYiIaDjh2oRobODPOhGNBP6hPoA0uwVALYB/Mv/YZQEoBfDXAI4CmAzgVwB+K4T4ppQylM4DJRrNqhsCePr1wwiGdGT6Nbz5zDKUzc4Z6sMiogHCn3EiIiIaTrg2IRob+LNORCPFmKqUkVJ+KKX8mZTyHQC663tdUspHpJTbpZQnpJSfA9gAYIH5h4gGyOH6DgRDOnQJ9IV0HK7vGOpDIqIBxJ9xIiIiGk64NiEaG/izTkQjxZhKyvTDJPNv1jwSDaBlRbnI9GvwCSDDr2FZUe5QHxIRDSD+jBMREdFwwrUJ0djAn3UiGinGWvuypAkhMmG0L/tA/v/svXtwHFWe5/s9WZKMDbKtFn4iSyAeBiQa1jIgzzA8pumOpoOBbhvaDb0727vXGG4wEZe4+5iJnsaXccfM0Lt3Ytk7lwheMZedGWyMsYGBwD3gwRjoQUKWGtoSxi/ZKssP2ZbLtsC2pKo894+sk3Xy1MmszKqsqqzS7xPhkEuqyjx5KvP3O7/ze3E+XO7xEEQ10dHSgFdWdaJrcBSdrY2UTkwQVQY94wRBEARBRAlamxDE1ICedYIgKgVyymhgjNUA+EcAswHc5/G+1QBWA0Bzc3NpBkcQVUJHSwMtkIgpTbXrEHrGCYIgiku16xGCCBtamxCEk2rVI/SsEwRRCVD5MoW0Q2Y9gG8D+A7n3LUAJef8Bc75Us750jlz5pRsjARBEETlQzqEIAiCKATSIwRBEEQhkB4hCIIoH5QpI8EYqwXwKoB2AHdyzo+VeUgEQRAEQRAEQRAEQRAEQRAEQVQJU8opwxi7BMBV6ZcGgGbG2E0ATgE4AmAjgJsB/BEAzhibn37vGc75+VKPlyAIgiAIgiAIgiAIgiAIgiCI6mGqlS9bCuC36X/TAfxF+v9rATQBuB/AQgC9AI5K/1aWY7AEQRAEQRAEQRAEQRAEQRAEQVQPUypThnP+IQDm8RavvxEEQdj0DiXQNTiKztZGaiJIECWGnj+CIAiCIKYytBYiiNJDzx1BEGEypZwyBEEQYdA7lMBPX+rCRNJEXY2BV1Z10qKMIEoEPX8EQRAEQUxlaC1EEKWHnjuCIMJmqpUvIwiCKJiuwVFMJE2YHJhMmugaHC33kAhiykDPH0EQBEEQUxlaCxFE6aHnjiCIsCGnDEEQREA6WxtRV2MgxoDaGgOdrY3lHhJBTBno+SMIgiAIYipDayGCKD303BEEETZUvowgCCIgHS0NeGVVJ9WTJYgyQM8fQRAEQRBTGVoLEUTpoeeOIIiwIacMQRBEHnS0NNBCjCDKBD1/BEEQBEFMZWgtRBClh547giDChMqXEQRBEARBEARBEARBEARBEARBlAByyhAEQeRJ71ACz27bh96hRLmHQhCEBnpGCYIgCIKoVmidQxDRg55LgiD8QuXLCIIg8qB3KIGfvtSFiaSJuhoDr6zqpFRmgogQ9IwSBEEQBFGt0DqHIKIHPZcEQQSBMmUIgiDyoGtwFBNJEyYHJpMmugZHyz0kgiAk6BklCIIgCKJaoXUOQUQPei4JgggCOWUIgiDyoLO1EXU1BmIMqK0x0NnaWO4hEQQhQc8oQRAEQRDVCq1zCCJ60HNJEEQQqHwZQVQBvUMJdA2OorO1kdJjS0RHSwNeWdVJ804QASmVvKJnlCAIgiBKA9kipYfWOQQRnGLLKnouCYIIAjllCKLCobql5aOjpYHmmiACUGp5Rc8oQRAEQRQXskXKB61zCMI/pZJV9FwSBOEXKl9GEBUO1S0lCKJSIHlFEARBENUF6XaCICoBklUEQUQNcsoQRIVDdUsJgqgUSF4RBEEQRHVBup0giEqAZBVBEFGDypcRRIVDdUsJgqgUSF4RBEEQRHVBup0giEqAZBVBEFGDnDIEUQVQ3VKCICoFklcEQRAEUV2QbicIohIgWUUQRJSg8mUEQRAEQRAEQRAEQRAEQRAEQRAlgJwyBEEQBEEQBEEQBEEQBEEQBEEQJYCcMgRBEARBEARBEARBEARBEARBECWAnDIEQRAEQRAEQRAEQRAEQRAEQRAlYEo5ZRhjtzPG/okxdpgxxhljP1P+vpwx9s+MsRPpv99ZnpESRHB6hxJ4dts+9A4lyj2USEPzRBDRgp5JolDoHiIIgig/JIv10LwQRPSg55IIC7qXiEKoKfcASswlAPoB/H36n8rFAP4VwD+6/J0gIknvUAI/fakLE0kTdTUGXlnViY6WhnIPKzL0DiXQNTiKhhl1WPvOAM0TQUQEkl1Eofi9h4Qe6GxtpHuMIAgiZEifZ9M7lMDmvmFs3HEISZPTvBBERCB5RYQF2SFEoUwppwzn/F0A7wIAY+xlzd//If23S0s7MoIojK7BUUwkTZgcmEya6BocJWGfRlaUBmNImRwcNE8EEQVIdhGF4uceIuObIAiiuJA+dyL0zvikCZ7+Hc0LQUQDkldEWJAdQhTKlCpfRhDVSmdrI+pqDMQYUFtjoLO1sdxDigyyojQ5R8xgNE8EERFIdhGF4uce0hlMBEEQRHiQPnci9I5wyDDQvBBEVCB5RYQF2SFEoUypTBmCqFY6WhrwyqpOSonUIBTlZNJEbY2BNfe2IXFuguaJICIAyS6iUPzcQ6oeIOObIAgiXEifO5H1Tixm4IGOJqxY0jTl54UgogDJKyIsyA4hCoVxznO/qwphjH0N4E845y9r/nYpgBMA7uKcf+hxjNUAVgNAc3Nzx9DQUHEGSxBEQVANz+jCGOvlnC8t9zjKAekQgigdpAeqk6msQwDSIwQRZUjvVAakR0iPEESxIX1Q3RSiR8gpU4BTRmbp0qV8x44doY6RKA/ruuPY0n8U97QvwMO3Npd7OFpIqBPVwlQ3hATVrkOqSWZVgo4giKkC6ZAM1a5HphKVpGeqSb8TUxPSIxmqUY9Ui4yqJL1AEFONQvQIlS8jCIl13XH8/I2dAICP954EgMgpvXI1CquWBQ1BEKWlEJkVNblTCTqCIAiCqFwqSc+U0iaJ2nqAIIjoUy02SCXpBYIggmGUewClhDF2CWPsJsbYTbCuvTn9ujn992+l/9ae/shV6b/PL9eYidKypf+o5+soUI5GYWJB8zfv7cZPX+pC71Ci6OckCKI6yFdmRVHuVIKOIAiCICqXStIzpbJJorgeIAgi+lSLDVJJeoEgiGBMKacMgKUAfpv+Nx3AX6T/vzb99/vSr7elX7+Yfv1YaYdJlIt72hd4vi41vUMJPLttn2MhIBqFxRhK1iisHI4ggiCqg3xlVhTlTtR0RKnR6SSCIAgiPKKoZ9xkf6lskiiuBwiCiD7VYoNEUS+UC7JFiGpjSpUvS/eHYR5/fxnAyyUaDhFBRBpoFOp1uqXbdrQ04JVVnSVNpxULmsmkWTJHEEEQ1UG+MiuKcidKOqLUlKt0JkEQxFQianrGS/aXyiaJ4nqAIIjoUy02SNT0QrkgW4SoRqaUU4Yg/PDwrc2RUHS6CA3ZCCqlAiqHI4ggiOohH5kVVbkTFR1Rarx0EkEQBBEeUdIzuWR/KWySqK4HCIKIPtVig0RJL5QLskWIaoScMgQRUaIWoVFqRxBBEATJnegQNZ1EEARBFJ+oyH5aDxAEUUpI5kSPqOgjgggTcsoQhAu9Q4myRkdEMUKj3JT7OyEIgiglUZJ55dBJUbp+giCIUhIV+Uf2SHS+C4IgiFIQVZlHtghRjZBThiA0RKVeJUVoZIjKd0IQBFEKoijzSqmTonj9BEEQpSBq8m8q2yNR+y4IgiCKSdRlHtkiRLVhlHsABBFFdPUqZXqHEnh22z70DiXKNMKpR67vhCAIopqY6jLP6/pJBxMEUc24yT+SfaVnqutigiCmFiTzMpAuJkoBZcoQVce67ji29B/FPe0L8m6G1tnaiJqYVa8yFnPWqySPuTvFTO+kGqIEQUwliiXzgsrpMHRqPud2u37SwQRBRJXeoQQ29Q2DAVi+pClv2aSzQ0j2eVMsG4TsD4IgphLFlnl+ZXVY+jTf8wP6uSBdTIQNOWWIqmJddxw/f2MnAODjvScBIP9NJM6dP9PoPObFFsSVUMuy2AqKaloTBDGVKIbMCyqn89Gpbvoq6Lndrr8cOpggCCIXvUMJPPTCp5hIWXbDxt5hrH+kgLWwYoeUS/ZNdRuE7A+CIKYSxZR5fmV1IfrUS2eFYYs8u20f2SFEqJBThqgqtvQfzXqdj1Oma3AUSZODA0iZ3CFsSx0xFSVvvJeSK4WxOJVrWhMEMfUoRObp5HVQOR1Up3rpq3x0hO76KWqZIIgo0jU4islUJpCrkLWwzg4ph+wjG8SC7A+CIKYSYci8QuyQfPVpLp0Vhi1CdggRNuSUIaqKe9oX2NG84nU+eAnbUkdMRSUqOJeSIwVFEAQRDdzkdVA5HVSneumrsHQERS0TBBFFOlsbURtjdmRvIXJOJy/LIfvIBiEIgiCCUqgdkq8+zaWzwtAVZIcQYUNOGaKqWDy/Ht+7fh5Gzl7AypubtRG9ftLwcwnbsCOmvMYUFUMjl5ILU0FVQqkEgiD8Q8+0N4XMT5BItCByuncogcS5CTx2eysGjp711VOmVAENFLVMEETU6GhpwPrVy/Dc9v04nrZD3Mqy5GuHlEL2yeObijYIQGsWgqgW6Fn2RxTtkAeXLsLxsXHMrZ/mu6dMLp0Vlq4gO4QIE3LKEFWD6pFfPL8+53u80vDDFLaF1LYsljc+qPL1Y5iFleoalVIJBEEUThSe6VIZZfmcp5D5yScSzY+czndMpQ5oIAiCiBof7z2BiaSJ3SMDWDy/3iHzymWHiHPn0k+68U0lG0SMrdxrFoIgCidKz3Ip7JB8zxE1O6SQ8fjZNyNbhIga5JQhqgY/KfblSMMPo7ZlMQyzoMquVKmaUSmVQBBEOJT7mS6VUZbveQqZnzAi0cIeExk7BEFMVXLJznLpQ7/6STe+x++6asrYIED51ywEQYRDVJ7lUtghhZwjanZIod8b2SFEpWGUewAEERbCIx9j7nUn/bzHi96hBJ7dtg+9Qwnfn9EplqBjyue8hYzJjY6WhtCNM5VCvyOCIKJFuZ/pfOWdG27yON/zFDI/Xp/1I6/drqXc3xlBEEQlkkt2lsMOAfzrJ3V8DTPqQrU/goxFpRQ2CED6jyCqhag8y6WwQwo5RzntEN01ReV7I4hSQZkyRNUge+QbZtTZyiisUmD5RiAUWtuyGNEVfsoABEmBDTMlt5TRcJUK1cclKgk/z3Qx7+nO1kbUxCx5F4sVtrj3ksf51t73K/PUORKv19zbhsS5iVB1GslhgiCI4OSyRcphhwD+9ZM6/rXvDIQe3R1lGwQg/ZcLskGISiHos1yse7sUdkgh/b8KtdOWL2kCS//MZ95KVTaTIKIKOWWIqkII7Vw9WvIR7vmmUhZa27IYqbdeY+odSuC57fvxwVfHwTnPaYgVw2lEaafuRKk+LkH4xeuZLsU9nTJN8PTPQvCSx4Vs5AStr7zm3raCN8v8NE4m2UIQBBGMXLZIqe0QcU6/+kmM79lt+4pS+idIMBpjDH947Vw8dseVrhuFxVg/kP7TQzYIUWn4fZaLeW/vPjaGZMqyQ0zOCzpWscoW52Onqb9fvqQptGsqRVYkQUQFKl9GVB1hp4gKCkmlLCTlXnfeMMqZ6cbUO5TAQy98ive/HEHK5DA5MJFjDsOY76ff3YU7//s2PP3urryuZSpRrPubIMpFse/p57fvRyrti0mZ1ut8yaUHcsn6sErPbOk/WvCcVWp5ANIXBEFEnWLotUJldlBbxOt8hdohXmOR5y5lcrz/5QgeeuFT7bnCmOd13XHc//9+gkf+fkeoZdqqEbJBiGqlWPd271ACT765E2baF5NMcWzuG877eIWUCwu7/GVYc1Zp9gjZIUTYUKYMUXUUkr7pRbnS2dXzAt6ZQH7RpaF2DY5iMuWM4DAY85zDQuf76Xd34bmPBgHA/vlnP7gu0DGmEsW6vwmiXBT7nh45e8HzdRCiUnrmnvYF6Dl4qqA5C1unlaKkCekLgiAqgWLotVLbIW7nCyui3E1ndLY2wmDMEVE+meLaTJ1C53lddxw/f2Nn+tUZbPtqBBse/T2K0HaBbBCiWinWvd01OAplawWF5MrkqweKUf4yrDkLQ7eVqqwi2SFEMSCnDFF1FFOwlyudXT5vGOUE3BRzw4w6GAz24iFmMKy9vz1nmYNC5vvXA8eyXpNyc4dqXRPVRrHv6ZU3N+OL4Z2O14UQldIzi+fX5+0ckj8nShA8u21fQTqzFCVNSF8QBFEJFKrXomKH6M4XRlllr3I4XYOjWHXbFXjxkwNIpcPLa2P6ALFC53lL/1HH66SJ0Mq0VSNkgxDVSrHu7c7WRtTFGCbSmys1MYYVeZb5EuSjB4pR/rIQB5EcbCz+//hdVwW6Jvl4pSqrSHYIUQzIKUNUJfkoK6EgitXYMizCiEpwSzdd+84AOCxnzHeunYtHXWo4C2Slmq8i/X7bfDvSQLwmvKFa10SUySdaqZj39MO3Wk6YLf1HcU/7Avt1qcklu3PNmzpH+eo51XABCs++LEbvMx2kLwiCqBSCyGh1kyrKfTuKaYfI1/3L+9sxcOQMOIAVLg2kC42Ovqd9AT7ee9J+XWOAsj9yQDYIEVUKlQfFuLc7WhqwfvUybOobBgOw3EWWFZuwbZBcv3dDtkNqDAYwhmSqMF1XKhsEIDuEKA7klCGmPL1DCWzqG8brvcNIpkw7Zb4Ugj0fwojk0ClmWaHFwHHjotk5HTJhGI0iuuDXA8fw/bb5FG1AEBWKKkujtJn08K3NZXPGCLxkd6mivNw2wgo1ZkpV0oT0BUEQ1UbvUAIPvdhly88HO5pKtsGUD6WwQyaTJhLnJvCXP7rB9Rhh6E2xLtjQE8fcmRfhsRzBaARBRBNZHhjMqvRR7nW/IAqOzCjYIIBih6Q4AA6OwnRdKcsqkh1CFANyyhBTGqGExifNTH1PzmEYDAy87PVyi1W+wE0xB1FoYUYl/NkPriOlRhAVjE6WRnEzqdy4ye5SRXm5GS5+Zb+XTipVSRPSFwRBVBOb+4YxkTQBWA7yE2PjkezboSt9mS9RskOiELRBEERhyPLA5Bxr3urH4vn1ZINIlNsGAZx2SCydKZNK+ZP5UbBBALJDiPCZUk4ZxtjtAP4zgA4ACwH8B875y9LfGYD/C8BqAA0AugE8zjkfKP1oiVIglJDYRGQA6moNrLm3DYlzE74Ee7EaixU74kNXCieIQqNmjwRBCHSyNKpyoVTNIINQ0hmTTAAAIABJREFUKnnqJuf9yP513XGseasfJufaSLooRAISBEFUGmrT50vrpwXeYCqmXitWFizZIQRBhEVna6Nd7QQATJNHNjAsanZIKWWpKucB+JoLskGIamZKOWUAXAKgH8Dfp/+p/FcA/wnAzwDsBrAGwPuMscWc87FSDZIoHaq3/sGliwLV+ixmumc5Ij6CKLRiRSXIvX38OsYIgigvhcrSUlHKFP0glCLKS2ys6Wpa55L9vUMJrHmrH8l00+UJyoIiCIIIhRVLmvD6jkOYTHHUpptAB+1HUyy9Vuos2CjYIQKyRwiicuhoacDa+9utjXuTo642mo7aKNohpco0Wdcdt/t7yr2I/QRAkw1CVDNTyinDOX8XwLsAwBh7Wf5bOkvmCQBPc843pX/37wEcB/AwgOdLOliiJBSqhLzSPQuNgqiEiI+woxLkhYrJrWj7abXRWLAQBOFOqVPH86WUKfpBKWaUV+9QAg+98CkmUpY+2dg7jPWPeMtVWYd1DY4iZWbiuQ3GImnsEgRBVBqiEXSYtoj4faH6OOpZsMXSm6ozymCIzAYqQRB6Hr61GYvn10faFomqHVLsTJN13XH8/I2dAICP954EAM8KMGSDEFOJKeWUycEVAOYDeE/8gnN+njH2EYDfAzllqhYvJZTLseKW7hlGFIRXxEfU0l515DNGeaECoODGb8WiEuafIEpNoQv6YjxX6jHLWe6knHKja3A03VDTIpdcVXXYmnvbMK3WwMSkCcOwymkW6zsiCIKYarjpTz/yUdVrDTPqQovE9sqCjbLsLnRsqjMqShuoUZ53gig3hdgiYT5bbseaqnbIlv6jWa/dnDKltEHE+UimEuWEnDIZ5qd/jii/HwFwme4DjLHVsPrPoLmZGgRWG34cK27R4WE2n1QjPqKY9qqS7xjFQkXMnYFoReQB0Uw7JioT0iEZivFcuR2zHBk95ZYbna2NqI0xO1Mml1xVdVji3ETRylWSPCWI/CE9Ur34lY+qXgszEttNZ0ZZdocxNtsemTRhwsqUiYI9EuV5JyoX0iPhPltex5qqdsg97QvsDBnx2o1S2SBA+eeFIAByyuhQ+y0yze+sN3L+AoAXAGDp0qXa9xCVi1+jRheREWYUhHz83qEEntm6J5JprzL5GoTyQiWqNZyjmnZMVB6kQzIU47lyO2axU/SDjKVYqFFfojyOW08ZFZ0OK8a8kTwliMIgPVK9BJGPqnwOMxJbJ/s39w3bpb2iJrvD0CtRtUdIZxLFgPRIuM9WrmNNRTtEZMWInjJepctKZYMAJFOJaEBOmQzH0j/nAzgk/X4usrNniCokzDI3xYiC0NU3LsTYKmaqZqFzF2VlWM60Y4KoVorxXBXrWc1HdpZSbrhFfQWRrfnosKjPC0EQRJQJyw4pdiR271ACG3ccsiMWY7FgsrvYpWLC0itRtEdIZxJEcQjz2Sr2cxr19babHfLwrc2ezhhBvjos6vNCEG4wzqekMxyMsa8B/Ann/OX0awbgCIC/5Zz/Vfp3FwE4DuC/cM49e8osXbqU79ixo7iDJoqGm/KIUo3JZ7ftw9+8txsmt9K3WhpnYPXtV/pSbiqFpGr6nZMozV3YVPO1lRrGWC/nfGm5x1FuCtEh1XI/lqKnTBjHK7bsLJSfv7ET67vj4ABiDPg/v7cYj991VdHOB1TGvBDVCemQDGSLVC6VYIeIsRw+fR6vfha37ZGHbm3GX/3oBt/HKLRUjJ85idK8hU01X1u5ID2SIV89Ug33ZSl6yhRKJay3yQ4hpiKF6JEplSnDGLsEgJAIBoBmxthNAE5xzuOMsWcA/Dlj7CsAewD8AsDXANaVZcBEyQha5savQbC5bxgcwIocpWL8oNY3jp86h7XvDGDx/HrHsf2MLd9UzSAKL4oRZmFR6ddGi4/qoZpq4QZ9rvzcx+L3XYOjjtf5ko/sFONsmFFX0Ln90DuUwOu9w5kIZoOVJOqL0v8JgiDyJ4gdEmQN1zuU8F22MtdxxFqjJmagxmBImRy1NQZWLGnyPb5CdUWQPjvVqoOq5drIFqkeqsUWCfJs5bp/C5XdbhQiQ3cfG7PtkWJ9P5Vmh5AcIqLAlHLKAFgKYJv0+i/S//4XgJ8B+G8ApgN4FkADgG4A3+Ocj5V2mNVH1AVekNRFPwuP3qEEHnrReg8AvL7jENavXlbQtYtUzme27sFv9p3UKh2/i6LO1kbUGAyTKe5bWYp+NlGtIR2UsO7JqN/bKtWycCYsdItQ8fuo35OFPDvqfbzm3jZtzXe/8lqMA/Ceu6Bp7rqyk8V87roGR5FMWXqHAXhw6aKS3AP5pv+TPCIIotREcd3mV4YGkZm9Qwk89MKnmEhZ22Mbe4ex/pH8ZKy81kilTPzklmYsnD09sM7VXWeQ72NThHvZBKESIvKLCen+6kK1RTb1DUf+niyFDeL1GTUb0m/vqnzX2+u64/j5GzsBAB/vPQkAeVVbyUUl2SEkh4ioMKWcMpzzD2HJB7e/cwBPpf8RaQpd7KnRVQ90NNmZI+qxy7WwDFK70o8nvmtwFJNphwwATKZ4KIZDR0sDnrj7GvQcPKVVOoGiBBgDwNM/vZG/QxH5YHLgi0On0TuUKMp3Vcx7ISwlvK47jjVv9cPkvGKUOUW0VxfqIrRhRl3ZF5h+Mwn9jNPtWPJ9PDFpuj6Hue53h34yGMAYkin3MQXRFfL5ZblZzOdOvR+WpyOYRbT0ybFxXFo/LZTsTZmg8yLwI4/cnGby/8O6lnz0TiVuiBFEpVLo86ZbtwEouy3iV4YGWcN1DY5iMpUpU16I7tHpFt1x/DS4lq8TQCAn04aeTC8bZjA0zKjDs9v2Fc1WiFr5IXVsDTPqsPadgYrbVCRbpLqQ5UPMYHi9d9hzLV0sgpRYDyJ31GP6tUFk3ILoggZu5bve3tJ/NOt1MZwyXnbI89v3Y+TsBay82V9vmSDkMy9+5ZBX8F4xymTnczyyRSqbKeWUIYITxsLRobiSJtZ3x7G5bxhr7m1zLCTV16VeWPpNWc3lie8dSuDI6fOIxRiSaWOoNhZe6qaX0vEbJbC5bxiT6Y3CVMp7MSwyZMR3KOAA3vtyBB/uOZF35J0bxY5cCMMY6B1KYM1b/UimJ2WiQowKamhXXajyQL63xydNbO4bLuk96ffZ9eMs2dQ3bBt2qkNfvo8ZYzA51x4r1/3uGEeKA+A5I3CDlDdQy04aDEV97nT6QY2WBsLJ3tSdO+jx/OhTndOsJmYAnCNphucQz0fvUJQdQZSOQp833bptc98wNvUNR8IW8SNDg6zhGmbUwWCAEP2FNr33s+EVdI0ZxDG/ffdxpCRDJJnieOrtgaJs/hZTtodZws3wWP9EGbJFqgtZPhw5fR7r0z2nJpImntm6B0/cfU3R78sgz6wfG0Q4PZ96e8C+T8V+h18bREZ3z+cbuJXPevue9gV2hox4XQzc7JCVL3xq74t9MWxl7BTDMRNkXvzIIa/gvbDXC/nqHbJFKh9yyhCehLF5LQSeiAIQG15b+o86jq2+znWuKGbVqFlB37t+buhRyV7X7cdo6h1KYOMOZ6RZrjIJ4rvTUYgR4CcKvhhGRhjGQNfgqMM4NFhpaqYWSr4RNkR0URehNTHDXuRv3HGooDryQfH77OoyfES0K4AsuSM79MViU9zHstEUizmf51z3uxrdB8aQSuUuH+P3+VHH6ac0QaGI+6F3KIFnt+3D4dPnHdHSQHjZm4WS6/vxcpoBcHWg5bM+yEfvULQvQZSOQp833bqNA3nZIlG0QdTxrX1nwGq0bDB859q5ePSOKwsaq7zWcLv+XOOT7YqYwbDqtityOuYfeuFTTKa41g4RAWb5Ojd86Z6QZXuhNog8NnAOw2Bg4BXl3CBbpPqQ157C0W1y4JO9J9Fz8FTRN4qDPLNeZRTl7DOGjFNbOPHFdcpr+7XvDGjtGT+yMUjgViF6RzhAtvQfxT3tC4qSJSPQ2SFJxQ4pVqZOEPzIIS87xGu9UCo7pJDPEdGBnDKEJ2FsXguBt7lvGBt3HLIbQ97TvsBRhkt97XUuXS3PgSNnwAGHA0SXbhjGxpibYSILxVTKxI2LZuPxu67K6xw6/HjCc0UJqOUMuJu3Bdmld3T4vS/WdccdCwGvaynkvvPb/NvLseZHiXa2NmJarbWQMgyGtfe3V4wCzCfChqgMOloa8EBHE9Z3x61MOLO0m+9+Mh/E86UaNEIWLF/SpJU76saLvOi3BZlGoIlrF2nzy1obUT+91n7G19zbZsumxfPrczq1841GWjy/3nfEU6EbFWqAQMwAkpmKmqFmbxZCrmt1c5rF0pkyYj0hX0vQ70g2xIPqHYr2JYjSUejzplu3LZ5fb2eP+7VFdDIGcC+tqMo5dT0cFHXDK5dTIQaOGxfNLlkWidcas2tw1A64SJocL31yAGvvb3e1yzb1DTuyPGViBhAzjJyBFGLMm/uGbTsR8C6bVkw7xG8AnZ9gklqf/SyiCNki1Ym4v5/Zugef7D1Zsv5PQewP9RkE4Mg+S5l6J7D8O/n+FbaDVznBp9/dhV8PHMNNi2Y7jiFskLYFMx22iUohWRTiOh++NXfZsDB77qp2SEqyQ4qVqRM2XsF7buuFfMvj5at3yBapfMgpQ3gSViSLUFzLlzQ5jqVugOXaEBM4SqJNmnjyrX47+k2UZQHgUAbg3I60CqvZss45VEyhGFbmUsxgdvkGzt03bdUsJ8BqyjRv5jQ0f2sGrp5X7ysKX9dcLnFuwvVa8r3vgihBnTEQ9PMU5UVEkRVLmhybTKVcnOVyeKrP1+N3XYVnt+1zyAIGOBbAdy6eiw/TZUvcSpAl0waUzgmVnTZ/BgBwUa0z9VxE8nk50oPK4HwcBGGkoKsBAj+5pRkcKFpPmXzwG2SgGs5uG5+CIN9RPs1avcZX7jkliGqm0OfN7fPq73LZIqqM2dQ3jM3pyHC1tKJa3uRnyy7Hcx8NAiis2XIu+VnMTZpCbBHVBjE5R+LchKveVbte3nJ5A8aTJubNvAiP3nGlPZ5cWUMPvWjNFWDZiQ8uXRSo903YdoiXQ8KP04v0DhFlOlq8e+AW65xB7A/5GZTtEIAjZjBwbv00AaRSHLUxZjt0defuaGnIsmeEXHn63V223D84eg6Auw3i5dAOKnfLZYOo4xV2yImx8aL1lMmHQu0Qt/WC3+9Kd/58ZDvphMqHnDJETnItHIMIAPVYuV67IRsbjGUW90CmLAvgLEkAZCIcwkrvU4Vu4tyEI+pat+mfj8DMJ5LXq7TA2vvbHU3p3I4jhLzo7SAiA579aYevhYA4v6653BN3X+N5LflEUIVR2iLI5ynKi4gi5V6cuT0Xbs+Xunm0fElTlgM/SNSoKEMgomIBZKXNA/mVzQy60aW7ZvH7oCVT1Dnwajypm9OoySq/8la3TtD9XxDkO9Lp8KDZraQHCKJ0uD1vftfXus8HtUVUGcOgtzd0OubXA8ccx8q3hIsfXaE6mQuNgA7DFgligwDA8iVN2NibCTL503uu035/XuftGhy1vxcAdoBermsohx3i9xikd4ioUw5bJKj9IfDKPhOf93MN4jgTk5a8+eLQafQOJbLkPhDcBsnH0e523UHLx7u9X81A9JrTarZD/Nilfs//+F1X5TVPpBMqG3LKEHlTzqZSsqIX/QREBJRclkUIRMNgME2rCZvIlAkjakMVunLaas/BU45yNb1DCax8/l+RNIEaA1h7/w2+InLzieRVazavvb/dYfQ9fGuz76wkIeRXpDdJG2bU2RuLfqO8frbs8qzmch0tDZ4OrHwIo7QFpX/6p1w11YncRHFx5vV8rVjSlLWo1y16deVaZH0wdn4Sa98ewM7DZyB89TUxBoMBku8eDAhcNlM9VxADTdYR+UQ36/SA0DU1MQMm51YkX02mEWnUo6aKJW+DXHs5ZT7JT4IIh1LbI7rI2U3p7FS1tKKqY25aNNuOlAbyL+HiV1eIuZB7s9TGGJ66rz3QpmO+toh8zvWrl6GjpSGwDbL+kU7f9ofbWGtrDIeduGJJk51V7FWiOShh6BSyRYJD+jSaRMUWyfVMqXsSqqPcLThKpaOlAd9vm483Pz8CcOC9L0fwwVcjuPfbCx1yHwhug+SzrncLWgtSPt5Tp0gZiK/tOIQfL11k23Fkh+S+9ijIepKd0YCcMkTehBENVAiyohc1odVNPbmXjWh2ueq2KzxrdrqhE1qq0PWak+e277dr+idN4BdvWuW8dAakW58av5G8XYPOms1r3uq3HUTysR+/6yrPmtTqfAPeNZjl88tjrp9ei7/60Q1ZPWXcHFj5UugCoBIWEFGhnE5ZojLRPV/qfeRWGgDwvuc6Whqw+9gY/vs/7876XDLFEUvXQGEA7r9pIa6eV++7VI3uOvze6350BODcENPJIPVzanSd2FQSjUjVY0aV5UuawNI/yzHOcsl8kp8EER7lsEdUPeCnvIkI3GIAGANW/0Fr4CwZXV82P2VT5N4sEymOJ9/qB+ccNeka+cmUtyza1Dds2xV+bRH1nJvSTbK9oq7dMvwBf/aHbg4S5yaw/pHOLDtRbki+uW84FDkchk4hWyQYpE+JXOR6pvzsSfi5z9Z1xy2HjETSBM5NpBBjQIoDBoCHbm22171BbJCgTi7ddbuVWBOo63K396sZiMkUx/ruuF0ecrnknIky5bRDyi3rSXZGh4pyyjDGmgBcA+Ai9W+c83dLP6KpTdje3aCeWjVl8i9/dEPWe4TSSKazZBg46qfXBi5PkmszUB6v25wcP3vBcUwRta0rOxCkT41u3jpbs2s2i80/12hrgzmUqA6/hq8uOjxxbgJP3H1NTsOxUPwuALyMP1JIuSm3U5aIDkFkt/p8BbmPcr1XLZMoYMjIW4MBV8+rz9IBR06fx6a0M6NQZ72Kl45wy5xRj6XKVDm6DummpILjY+N590kpVcSUqueWezjj8jn2Qy922XMlMofcKIfMJ/lJEOFRTntELuklUGWKeC02tzisjbn66bWBx6XryybjNhdqbxahMyZTHAD3bMbdO5TA672ZjJKYwRxz7DZf6jmZyzXIARpuGf5BZKZuDmTbI59jBiGXTsln3UC4Q/qUAPxlsRSyv+HnPW52yMjZC5nevAxYOHu6Yx8JADb3DWNT33Dgno9Br9tvlqVYl7u9v7O10ZGBCFjVaCZSHOu649jUNxy4T6Of6wmLYtsh4tgGy9ZnMuWU9SQ7o0NFOGUYY/UAXgPwPfGr9E854zhW0kERoXp3vRbpbtFUjpTJnjhW3tysdSh0tjaixmCYTPEsQ8IvQWpOus3Jypub8cXwTvt1LF1SLRZzGpC6CK98GtfpajarkW5ytLWsRN085Tpniy7LRp4HuaSbPMZyl42hyIDCiELKLVF+Cn2W5PvIMBjeGziGhhl12sVrrnvunvYFjjKJgCVnH7ntCrz86UGrtIzBcOT0efQOJWwdozYAFiVWinHtqo6Q5f3EpIlntu5xOK/dPidH142dn8SLHw8ixYG6GMPc+mmZYyZNhx7wGmMx5GLQutVhIBpuA5nMoajJd5KfBBEexbZHAH3moexI4LCMU51DIZ9eLDr8yE23uZB7s8RiDAZjSKVMMIOBc4Bz7jqmrsFRJFOWTGUAHly6yDWQTNYbaj8Y0StOzNfEpDPq2i3DH3Avq+MWXJUrK/eVVZ1lkcNkf4QP6VMiDFukJmbYgU6yk11+T677TGeH1NUYWHlzM3Yd7dfuRZXbDhHvV/eIhGx2e39Hi1Va8vnt+zF44mscHP0GKdPanOUIZn8Ucj25jue2LiimHSIf2+TZ+iwqkOyMDhXhlAHw1wCaAfwBgE8A/AhAAsC/BfCHAB4q39CmNmF5d91KurgJ5qyUSRPeDgXGAPD0T0tIP799P0bOXsDKm5vtclpugtuP0FLLgqkIA21L/1G0LZiJv/vNAZiwhLUcoe0W4aWb580uClScT06JBZAV6SaircUxdMdR5yWXs0WgRgbqNh1/tuxy/HrgGL7fNr+kikq+38Yno7lpF3XC3AQhKgtR8kNERwRd1OpkyvPb9+O9L0fwxfAZ23mt29TyirpSZaxcpvK7bfOxqW8Yr/cOY/1nGV2h6pLJFPe9MFf11ua+YdeGlzK6zJmJSRMmgI/3nkT3gVNY/0j2RqAu+hqw9CQHUGNYfQIWz6+3+xswlsmYlDfA/FxPoQbKE6/+Fm+lyzhMq81dtzos1P4AYfYLCAuSnwQRLsWyRzal5bqbLSIyXwC4lgxWMxf7j5xxZJEInXpybByX1k9z1R+55KaXHSI20GSbYHPfMDbsOISUaW0Urrm3zdd55YhiLztEPWdHi1VmVMyXCdibn24Z/vJ45N5zgHc5M/V+0H2vl82ejjX3tuHD3ccxcvYCdh8bK7os1q0bSA8UBunTqce67rijJLrf9avXXo9pWnIsZXI89faAdhM9V6krNzsEQNZelCAsO2Qiae2x3NO+IGd2iiofe4cSdql/MVQ5gM1Lv36094Td3/Kua+dg+54TlsM/ncUvdMMmH7IuTDtEdnYxBjz6B634sx9cZ/+9mHZIZ2sjDMZg8rQ+M/1/p6WEZGd0qBSnzA8A/AJAd/r1Ec55D4CPGGN/A+C/APhxuQZHFI5OMHoJZreUSZ0AFxFeHEAqZSmFjTsOpVP2gS+GdyI++g1e/vSg5+I+Vy1SL+NAXgQsnl+PZ7busessixqccj1jPwJSVaBqxo0Yt/j8s9v2ZUW6CceN2KxMpfw1DFWdLX5KmYlNx9/sO4meg6fws2WX47mPBgHA/ikry2IiImKEMb1xxyF7gUUNz/wT1iYIUTmIxr1CftXEGGpiRpbscGNddxxPvtWPlGlFTonSUucnU473bek/ahs3QSKnHr61WZtlIyJxkymnzFJ1SW3MfzalrLdiMQMbdhxCMj0vfiPdhLxf+/YAvhg+A8AyrH61ZRf64qeRMnmWQ0NG1pMMHIlzEw4dMnZ+0pav8gZYruvxWyrTjaff3eWoqz0+mb1ZVyxDYMWSJrye1vGioXOxyUdvkPwkiOihykEG98ADdX0rkB0Kqi3Tf+SM7eQR5V2e+qd+W6cC7vrDS2566Umds6Z3KIHuA6dsnZUyOQaOnNHOidt5g9ohAJA4NwGDWSVFDWa9Fu/TZfjrrm1FOuMmyOadQ18bDK/3DiMpbRwC0AaEhI26bti44xCS6fVQPqV+CAvSp1OHdd1x/PwN61kVWSl+g2dFaduamFWyXTjAuwZHkZKEeK7S8l6lrnR2iNiDEXtRXnta+dghQhZ+svckPt57EgzZwVBebO4btvfFAEs+r+uOY0PPIc/SW7IcTqVM3LRoNh6740pH8K4qc73suKBB0F7XJmfNc27tNTU3XmxfSzHtEIc+MznqaoufhZLv/hXJzmhQKU6ZeQAOcc5TjLFvAHxL+tu7ADaVZ1iFQxvAFm6C0U0wi+irzX3DOD42bnvldQJcZ2DJigcA3vz8sHZxL5cc8Foo6yKw5Gg0ochFQ005IgLIdij5EZBdg6N2RBkD8ECHdw1St0g3cS5h5MjX6Gb09A4lcOT0edQYljHjtRkrvttntu7Bb/adtKM5/rF7yPG+5z8axNh4siSN1jpaGvBARxPWd8ftqBg1O8tPjx2CmGp0DY465GcqxXHX9XNxYTKFe9oXeD4rvUMJPPnmToiPy6Wl1JT/e9oXOM7pp8RXLtyyEIUuOZGOUvaLrLe+OHQa7305Yv8tSKRbR0sD2i6bZTtlAKDnYMLe6PLKcHEzYGTnuW4DzG0ca+5ts6MPc2347T425ohUlPn1wDHtWNXzCX0il8EsdF3U0dKA9auXaTcQi7HeonI0RKVDtkgG1R4BYGce6mwR2QH+0icHshwKuZw8G3riDocM4NQfav9MN/vAbb2+rjuONelACLFJB8BRLkfglVWoO29QO0Q3H/J8qhn+XrZIZ2uw0tTyd7V993F8djCRvmjnVW/oiRfVKSOP4/Dp83j1s7i9thEOKbI/CMIdtW/Llv6jWDy/3pFJp3tu5E36yXTJdhEQ29naiNoYs2WxKpvUChubAlbY8JJ7Ydghz2zdg0/2nnRkbQbJNFFlv2hTqSslmeu6ZF0h5PmR0+exPi3rcrUBcLNDAH3fZZF5qspLnT6TA/7E+VQ7BNCXKw2KTp+RHUK4USlOmUMALk3/fy+AewH8c/r1rQAu6D4UdSrxASqm4aYu+HNFhHUNjvrKblAF/OL59XhNypQBgBNfT2Q5GOTvRyinuhjTRq+5RWCJaArbmJAaasowAMylhqkbqiLMFQ0sz2fDjDq7JMNyycjzui7dvNTEDKy8ZVHOpnQdLQ144u5r0HPwlD0XX487I+M5cpSgKxD1HlmxpMmKDElm+kz8assuXJhM9yLw0WOHIKYaquHCGPDh7uNImRw9B0951sztGhyFsvdky0I55V/d5G+YUQeDMXDOHdl2QZ9LN50ifj70wqeYTHHXKGWdnhE//+fWPY73Bol0A4D2hbMQk5wnpjRPhmbDSR6LV6RXkPT83qGEXZLy0/2Wk1p8D+qm2HPb9+P9tBNKONPk7+z7bfPtDB0AuP+mhdrvStUnNzXNQm/8NLhHDep8miTrNibDkulhl30jiFJSibaIoFg2iSo/3LJE1OyT77bN1+oI1QYRTp5YzMDA0bNZ5xf6w63XAJC9aeS2Xl/zVn9WCUsAWcFhMWZtZgaZ06B2iJiPV1Z12uXaNkvlm3Vz73ZtAFzLAXmde/exsYxDRsOXR8/aJXvCRJ1XYbuKrE5R+g4g+4MgvFCDuBovrsvKpNOh26QXa7bH77oK61cvs0szqxv8DTPqHA2tX+8dzrn3IeO1pyX+DuS2QwSqPFHnhCHbseSFbIPEYgzc5La9pisl6dcGkWWdW3CDel3CDuk5eAoAHEHRapCeHOi3sXfYrr4AWPpsw2dxh90pB/zJ5xT3D2NWv2fAO9PIr55L+JwuAAAgAElEQVSU9ZmoNCGy+P32DfID2SGVT6U4Zd4HcDeANwD8DwD/izHWAWAcwO0A/qaMY8ubSnuA5LTPWqnsTDGRo6TEa6+SWm7jlgX8K6s68erqZfjTTb/DvuNfW2/iHA/e3IyFs6fbAlYuzyWYSHFtdISsbNVoAAY4HDZgDMmkVerAYFZvF9PkMDnH2nesGqa7j41hQ08c82ZehDsXz0Xi3ERWtk4uBa+bB2EEffDVCIQ9pioxt+vSzUsqZeKy2dN93QdyNIfaBE8QNLJDvT4/5eUMZjVhFVE1ItPqle54qOMhiGpEZCE8t30/PvjqOEyT2w7uXM+KFdkKW/bUKKWldCn/Qn6nTG7vvxSiM9UFspAZm/qGbUeTTs7rorOEXN7Sf9Th5L9s9kX4fx5a4mrA6OTT2ncGwGHpg1W3XWGX0xTyymssr6zq1PYxE9frV0/IaxKTczz5Vj/6j5zBiiVNWZtix886Y2HUcnP102vxw5sW4vNDp3HTotm4el49nn53FwaOnnU43dR62PJm2YTmO85nA9ltYzIsmR7E8UUQUaPSbBFBKW0SNZrWraeizhbR2SBqpgRgbaJdOfcS3HLFt+zNvme37cvqNeDW48ZtvW5KmSCyg18ulxNjwC9/eAOAzKZgzABW3txsZ9WrfTjFvASxQ0QfiLYFM/H6jkO2zvWyQ9zO41UOyAs1yj69rLDJt/Z/Lh2v3quAFblvQr9ZTPYHQeh5+NZmxEe/wQsfD4Jz4J3fHYXJeU4dtmJJE17rids2iAFoM8xVbDtEelCDyByBenxVZuSyQ+TPZfY0gLaFszB35kWO99x29aWuFQXU86o2yNr72gFAW0pSPX8uG0S+dj+6Qs1IevKtfkeQlrzelktPAvpKN7/84Q3Ytvs4jp+9gGWtjUicm8C67jgGjpyxs6rkc8qZk2rZZa/r93Mf+P1+84HskMqnUpwyfwpgBgBwzv+BMfY1gAcATAfwJwCeL+PY8qbSHiA57VMuOxMmOkWhCj7VgMzVJFFncD5+11X41Ypv46cvZRbJalSE+H5EA0vBybFx11Irj991FdZ1x2Gkdw/FcZdLpcHEmISTRU5fVyOQgTN478sR22gQNULlusOyInQzCtZ1xx3RBDK5Fv06Y7QmlqmHHOS+7WixMma6B0dtxRQzGP7w2rmeJehykUtBZm02vrkTsZiBZMra9JSVuoCx7AUbQRDWc3zTotn4l10jmaaQ8PesGIYBmKa98M+lQ8SzywEwbskLzr1LJvpBlRm3Xz3H8feTY+PacdiGwps7YfKMXJYlyOHTF/CrLbtw1bx6z4bEQl4fPn3e0RdGlHF0aybqVVZSJ/+9ghZkOludjSlTprPfmYhuZgDqp9U4yq2J6DOd82rtOwOO/jIf7z2JD3cfx6N3XOmqZwHAYNkZQkGvXXzGbWMyDIJuTBJElKg0W0QQpk3iJ+pVDe6RGxh7ySE3G0S8f7MUPfyrFd/OskPUXgNy+bOJpIm1bw+g7bJZjtJm8npd9BtQHfyiXI5c7ufnb+zM9Ls0gVe649i44xBSHNq+K3KJZzl4Tje3cn8zNTDLj/NBXNu67jie2boHbQtm5nXfqhHl99+0EDOm1Wj7avollw2i3qvPb9+Pj/ae0Oo9gOwPgshF/fRaANba2zQ5DIOBIbdtYBgGmJndU8YLIcMFQbNQdOhkhprvp9ohgk19w7bsMDnSa/EzWZ/dpGQhqucVZRI54LBBEucm7L0lXRkxr0COXJVrcs11Z6uz56/QO7LuFJmnbQtm4u9+cyCr5JxubgHLDlNl7ms9cay9/wbU1Rh2pRQBY9lllwu5fvX79Zff6Q+yQyqfinDKcM7PATgnvX4DVtZMRVNpD5C6cPSqPZwPuRwwImrWUSpMaZKo81a7GZy55l/8fXPfMF7tiSNlWhuCH+4+jq27RhwbTqL0yh3XzLGcC6ZV43jNvW32cWWBDcAu86MaZWoEsjzXHM66wzGD4foFM7HyZqtupU4Jbe4bxqtK+qaMrMT8ZJrUxAyYZlpxcf93gXz8p+5rxy/Sm5qMAY/dcaXdGC6fZyFXpGfWZiMHzKRQzNY8JhXHzP03LsToNxM5+2QQxFRC3oSRMwDV+udum1PJVEZ2ePU3Eajyu5BGuPKYVCcLYG14iYyX978cwdPv7sKf/eA6exw1hlW2jQMOeaqTgp8dTOCzg1ZpkgeXLsqST0DGQDAMBoNZC3Sh0yZTVmZQ/bQaXzot16aQ35JfojGlkIfypmNna6MjQvux21s9M18mkya29B/N6lsAAO99OYKP9p6wnT2b+4axYcchu+l0jAFr77ei9eQgCHHtE5OmXfIz17Xbn3HJPAoDv44vgogalWaLCMKySfxEvfYOJfDM1j1S9jzPChBwO46X08uPHaL2GmhbOMvR2PmL4TP4YviMo7SZnJXx1B85daasC/7yRzc4zqfbJBKltWREtsmT6ZKQgJX5r86fXK7FC8PwV75ZbfD92O2tqJ9e67tagLjuH960EG99fgQcVv+zV1Z1avtq+iWXDaJe/cjZC/amo477b1yIi6fVhG5nE0Q10DuUwOHT51ETM2xHqs42UNe9wgYRjhy/lT4c+04F9nsSYzoiBWONT5p2OflXew7ZMvWD3cfx8zd2OhxHvUMJvN47nFM27Do2hl3HxrLKoDn21VIcr3THEZNsEFmfif2tf90/agdSeem0sOwQuecv4D6unoOn8NR97Vk9ZeSKLrLNpZO5SRPoP3IGr6zqxPPb9zt6g67+g1ZtsIV6Pxw5fd7e2/O6/uVLmrCxd9gRDB4mZIdUNhXhlJFhjNUAyFq5pR03FUclPUArljTZtW9rlbIz+SILuue377e91EKINsyos8uHmdyq6SkbMWqWiVu0mmr0yBuLXojvZuOOQzDBAc6RlMrniA0n4TR6XxLmXLPpqKawC2NJXkzsPjZmR6IJRCS2Act4EWm6ZoqnDbKd+N7187IyiDb2Dms3xGIGw5Lm2ZhImlh5s7WZ5jfTRJRSEBEMftJ3dVHpdhO5FMfz2/fjhT9emvezkCvSU95sNE2OmphVRk4s5n627HK89MkBu0TSfTcuxK8HjtlK36tPBkFMFdxKeKkL7Hw2p9wIa8NQjGl80rRLhMnRWB98NYIlzQ12+SwO4LmPBrH/5Dd4LG2IPLh0EdZJhoIfxIaWet1dg6N2xJZw4q+8ZREA2MYI59YYmhsvzmpMKfcHU7NtdJFbflPtRWPKzX3DVoR0us9aw4w6x6bkZNJE/fRa/MP/dqvj86rTpG3BTPQcPKWNCFajxpen+3yJyG1Ar5fW3NtmByasfWfA0bdNGLdqplDYm87UGJ2oJirJFhGEZZOowV9/+voXuHhajV2mS9YdHBnng6r/5I2giUkTz2zdY5eP8eqPKbIP3RDvV3Xvlv6jjoyPyRR3bPYB1vUMHDljO1/UAKsHOprQvnCWfR1i00h83mCw+m1KmTIA0LZgpsMhA+jLisrlWlQYA66dV489I2MwzUz5Zq/7UC09NnD0bJYO0qFGh6d4xlEyLn1XuUrwuJFrbaPeqytvbsbukQE7uPCBjiacG0/in744As6Bd/uPWfamye1M1Up7PgmiGKjP8k9uadY6SHTr3nyzQsNaQ8q9DWtjzCpfn7YRNvTEUT+txu5nAlj7I+u743it5xDW3t+Oh29tdga3+UDoBTFmXXa6bIOs0Dg2wDne+3IEH+45YZeZ1O2rPbN1j33cQuwQteevcIIByLJDEucm8FdKcIH6PTfMqMPAkTOoMRiSKas3qQyD9R2/8MdL7RKbItjMbdyicsDrvcNY/5nV/+v2q+dk+hJrnPMiyCJs24HskeqgIpwyjLFZAP4awI8AzIE+mCdW0kGVgXI/dB0tVi+BMMYgskNElouRFpQCli4v0jU46nBICCeHnKIvZ5l4RaupikE1sNyi49a+PWAbFZzDkSJ7T/sC7YaTW2qrmsL+5Js77Q07+fzfvX4evjx6FtNrY7j72rmon15rlzsbOz+Jlz454CjHAliRV7ISOjE2rnXIALDLhU0mTQwc7UfbgpmuihRQokRiBsC5vVnnZ1GjOnVGlGygf9k1kndjTfFc5IqgF5uNahk5cZ+ZnNv32eg3ExVZY50giom6eSWnuLu9Ty0xmY9hk2vD0I9ulJ0gSZPjpU8OYEnzbNsJkzSBHZrmv+9/OYKP0xkdy5c0WZtMabmqVj1kAObNnIYTX49D2EwxwzIwdFG4coYe51bUXmdrI179LO5IQpT7tchzAsCxwVZjMK1cVrOCctUxFvPdtnCWXSJg7TsD9vwxwM5S0X1Wdpq8/OlBrLm3Df1HzmCDFAFosGwdqX7Pumi3jpYGJM5NOOqHnxwbt78LDmDDjkN5RzHmQl27VFpjdIIIg3LbI0DhNoma9Slkzb4T3wDIlOlKnJuwnfcGgN+/Sl+rX3ZImwB+s++k3UNGp8NEFomfvipdg6P2Zs/4pKV7n7j7GnQfOOUobdbZ2miXrBFw5TiyDhcBAKI08iurOu1No7Hzk3YmJAD83W8OAJzjP97WisS5iayyvzq7x638DmDZU7uOjdmv/ay11dJjuqbNOhxrEiXzhwP4ZK/zuwqCHxtEd6/K9ojYBBXjkYPfyAYhiAzys5w0ORa6ZLuosk44XvN1rhRqh6i9DZMpjtY5F9v6JmkCz380qM0ATZoca97qx+L59WiYUQeDWVmajDntEIMBrZdejMGT39i/F3pBvg7hUJDX5MIGkZ03coURwCmLdPtqsp7U2SHChsjV11Eeo8iAAZzlxxgsG0q3B6UGrskVbb5z/Vx88NWIbaPVxpgjY0XtbeqWBSlnXol7bOuuTGC2CCQXqK0OwoDskeqiIpwyAF4GcAeAFwHsA5C75kmVkW9TqbApNJpuXXccG3ri+PLoWSSlhbGpRFK1LZhpn2darWXk6NLbVW89kO1FVwW/ELD2uV3eJ7JaZMdGTYzhqfvaHQtvNapYePXbFs7KqrGsKltx2aKXzPGzF9B/5KytJBmA+KlzeKCjyb6+n77UBZNzGIoyFiXMxFyohpk43rRaw65JDVgLA7k3AGOwUzHFuHXzHGRRo0YtrLy5Gf2HMz1uUhx45O978J+/d23W5qOMrueQMGpFo1I/m43ya4E8PuFsq7Qa6wQRFjoDQ5e5qEN+3g2DWU4GZJzPhS5I5UimxfPrfTV7tgyMjMxNmRzxU84EW7fYM2FAdLY24obLZmHHwYQtyw1m/ePcMkKe/WkHdh8bs6OIDcMAoJc9dvae1Eizo6UB99240NGDxW3jSTYWUikTP7mlGQvTjh35XGPnJ20nDwfweu9wVh1tnWx96m0rkveTfSftz1sOGdhZKrrI5v4jZxz9FhLnJnDZ7Ong6YN4bWzKuEU1CqMU6dJBl9ZPc3wupUQGhrV+UgM6ANowI6YeUbFHgPxsEpGd8nrvMJIpa6PmzmvmYOTsBcdaGLCil9svm+VweLvJLbFOfmbrHvxm30nXzD1B1+Coo6yXlywZOz9p/5+nX4uoW7UvDAA7KyNmWDJbrOfVKGkuHfPCpImnt+zCnYvnomFGHf72g72YSJroPnDKztqw+mWKuv/OYLrvXj/PLm8j5vnD3ccd18Gk86mIDTax0aReEwDbPpAjmf2glpsBY0gmTfC07hbX71eWyw69te8M4MKk1XBblLvRoVsDhBn8RhDVRhh2iFgjf7z3JLoPnML6Rwq3QYDgdsjmvmFHmXTDYGidc4ntlAGccjGz1rZep0yO57bvx7avjkvBXJn31xhWaV4xlom0rHtK07tTyJ72hbOybBCZu66di3/ZNZJx8LjIItkWMVj2+r53KIEvDp3O7LtB/73J3zdg2SqTSRMbe4fxQEeTo+cLR3qCXBDnlrN3UikTFyZTDnvmwaWL8rJDxN9qDKvsNQOy2gSIQPJirJnIHqk+KsUp8x0Aj3LO15d7IOUiV73aSkCuBSxj1dF3Lu5FSS016la3CSRnzagZMDoFokazub2va3DUjlYSPLh0kTZiuaPFKr0iKxOdAJZT2GMxBgOwS2bJpc8EHJlots191kaarPiumnsJLq6L2WUWxHgEG6ReMgxAS+MMrL79SmxTDCWZpGl9V0IJys1Ddx8bsxts1k+vxe5jY76cM6pTp6OlAfHRbxxRIae+mcTP39iJ+Og32hrROqUml0ZIceDP38g0IHVDNqZk55o6PjWKjSCmCm4LyMS5CW3moop4ntR+Vrp07lzjUDdn1Jryt1ze4LvZM5O8MhzAsbOZKF7RQDmVbnQ1LcZwLm0AmAD2jozhf2zd49BTgGUw3X3dPNy4aLajlJhwQKRS7tesy9778zd24t2dVokWI11KMXFuQptJqBoLuuyQdd1xu7myQB2T7vuWszplS1HYQF7BDHK9azmSTR5rLocMoNcbop60ya0M2zX3tmHx/Hq8vuNQVrNPQT7rJ6+G3eLawmj2mosoZCQQhEwl2yO6jQxReri2xkCMOTdWvjx6FjsPn0FNzHCUdnGjo6XBkcHCYZU/1snmztZG1MaYq9ySGTh6Vvta55QSWRlqaRW57IocXSsHd/UcTGDHwYRVVkfKRgTSDbW5FbG94dFlWLl0EV7pjgOwZOGNi2ZnBcCpvRpjBsPVcy9xZMgI7lw8FwAcwXCv7TiEH6ebce8+NmZvgoqSZV4OHHVO1MCyzX3DWJcev+D9gWMA4ClvZX1psEy2q8mzS556oZbJKTT4jSCqibDskLVvD9jO9lw2ghvqsxrUDukdSmDjjkP2a4NZFUtaL73YcZ4aA+leuwzfuXYuZtTF7AAtDmDrrhFtK18j3YNx8fx6PLN1T2bvKkfvTtUGEWtsWT8wALdc3oCr59W7ZqCrtojqkBE6V2bgiDMAQlfmXp7Tz+PZlQy87Cu37B016DZX2VOdHeKAWXejVUUHto1YJ2Uo5btm8lr/l9oeIVuk+FSKUyYOoCQ9Yxhj9QB+CatU2lwAvwXwf3DOe0pxfjfyrYMZJdRawIC1SSM2/uUFt7yprpYqcRNmsoBiAJq/ZTkghJLR9ZhRN+ZlGmbUwUhHxwGWgPVqyiUbR2rZlc19w3YappxpI8b9Rt+wI1pCRUQci2hzcez9x7/GtFoDi+fX2++Vr/WXP7zBrl/KAQyNnsOTb+7EglkXuZ5LnE92Bq25tw3bdh+3HUcf7z1pL4qATISGlzNEnp913XG8+HF2mi4AvPCxtYGoRhOoSu257fuxc/h01rhFim8uJW1yZ8mGXFFsBDFVcFtAdrY2YlqtPz3U0dKQLgso/ZID7w0cQ8OMupxOTzVTUTSrVPXIl8pmVf/hM1oHRtfgqKNWs8yNTbOw5o/aAFgbNRt64jg36XyvnLmicmn9NHS2NtqyhTFmLdADRLnuPjbmKBEGWFFwb39xxJb7cnkUcU25yjZu6Iln/U5tzKmrA62fKWDBrIswcnYcQPa1iWMJg1CNQgujdJ18bzJYBqe8CSk3+xTo1k9eBoafnkiiD0CuTdpCiFJGAkEIKtkeUTcyBCKK9ie3NOP42DiOn72AeTMvwtZ0lHAqZfpuCt3RYjUqFhv+SU3mnpA9XnJLfm/bgpmBynYJ/StKq6h2yPIlTXYg2Ru/PYx9x792zkU665+BI5Zupi2cVWa6l2TbwlmOz4jIZ7UsnMiYNU0Ok3PsO5E5l/odiEoHAtFTYUNP3C43I+ZBjggHgNd64tjw6O/5zlTZ1JfdLPvz4TP43eEznvJW1kFqGWnAWfLUbSzqpi4A2zGj2iEEMRUJyw5pu2yWIwOye3AUf/7GTrRJvbS8njPdsxrUDpEd1Cz9b+uuERiMZRxMLBOQvHHHIasUliJedA4Z6w9WhrpaZtiPfpbHqLNDAEum/+k91zn203IFtgq8dK58fNUOUcvcn/om27mks0HksvRu2TtBg27d9oOEjuWw9OJPbmm2r022DdzWTPnYIYJS2iNki5SGSnHK/FcAf8EY+y3nPHuHIVxeAvBtAP8ewDCAfwtgK2Pses754SKf25WcntoKQK0F/D0l1b2jpUG7qa8KnsNKaS31fUKoHxw9hzVv9SM++g1e/vSgZ48ZtcyYHY1rWmWxvnOdc6y5kMfMDOZoDl2XTm0FYCu2oVPZPkfGgJtbGvD5odN2CrvoTfDM1j34ZO/JrHrDOsG54dFljvenODB8OqPs1DJoMsI5I9dBlf8mkOud6gxPNWLkybf6s9I87eNyfR3lhhl1jmZSuswiIGMw5jKmxDVUWqRnIVCkA+EHtwVkUD0kjKdxKePki+Ez+GJ4px0R5rbAUzMVJ1Mcm/qGMb3W2T7u6/GU4/XOw2fw05e68MqqjIztbG3MSjOXY7baLpvlMEwC9NBEXbrBtFwvGdzSG24NSAVqxK3oayUQ8hqwyuCIjNEaUX4l5b1A7h1KZEWjXTX3EvzH378CHS0NePrdXXjh40FbHqp1oOXsE8HxsXF7w27NvW3abBsRlVZXazgCGbwc3X5lk9e9qeoZXSCGVyarwKuGdCnXYcXKSCA9QBRCJdsjahmrOxfPxYe7j9trbFle9w4l8NHeE66bf17P0cxpGfPaRKb8mG6N/lc/usHVDpHf+9jtrXaPFz9lu+SqAGAM67vjtt4T/Wsev+sqjJ2fdDhlAEv3rLrtCruf5Ye7j+Nf0lHadbWGvemlRqyrYxZBA4dPn8ern8UtR4Zm8W8wYPueE9oG1paTyPm7Lf1H7V4/gqQJR7+0XBtecuS6jJe87R1K4Mjp8552E5BbXquburq+cdUM6SAiF2HZISuWNOG1njiEqNh34hs7CFYNzNShPqsvfLQf32+b79jPymWHHDl93m4yDzkbk1trac4z+kc4cLzki0qdVJbe/hiDY43uRi47BLDGu/btAay8udnhtFF7MuvOJZebE9TEmH3u9weOae2QlTc3Y9fRfkymOGpjDD+86TJH1r+hXJ9O97hl77iNNahcylWtQD6eLus/HztEUMp1GNkipaEinDKc83cZY3cD2McYOwjgtOY9txR6HsbYdAArAKzgnH+Y/vVTjLE/AvC/A/hFoecohEqP3PeqBez1YArBI9IpX/3Myt5QBVhHSwN+tuxyPC8J7aTJ7cwLnTCRhWKN1AtmS/9Rh3JT0/JV1DqYm/uGcfvVc8BhNbGX9dFk0mq0LMrDqI3UBJwDvzt8JquHDQA8cfc12p4n8sag6IPw+F1X4Ym7r8Gn+7NLCRjMKr3z/peZMd5yeQN646czTTw5kNKMT86UseY34wxZ1x3Hk2/uhMmtskDrVy9TNj2dx5t5UQ3mzrwId187Fy9/ejDrutZ1x/GL9PGscznH8q2L63Dm3ITDYNSh1pjVNaOrVijSgfCL12IviB7qaMmUn1RljzCQ3BZ4na2NqE0/qwAQM2D3AKiNMTReXGeXHzMAzJ05DcfOjmdFBcsLdJFmHosxGJwjZVrySU5f72xtzCqnqeOyhum445o5dmTS7mNjijyEawNSgcNJzEX6OwcYy5KRHLDn0GpUbP3fq2Hm5r5hx2aWAWDwxNdY+84A4qPfZJU1a27MZJcCsBsTi4bP45Mp9KT76XClLMLmvmG73jMD8PtXW1FpgJU5Kt9Huv41uo08r/VAriwrnawT71UzWdX588oE8HP/+2n4WogDqhBIDxBhUKn2iE5+yCWwcr1X4PUc9Q4l8OInBxzHeumTA/hu23zt5gaQaWAck7LON/cNOyKH66fX2mW73BD9ck6OjePS+mn42bLL8dInB7L0r3zulz89mHUcBthlhG0bSRONq0asb1LGnDg3gcfvusqeYzUCW0boeoMBrXMuwf7jX7u+V/RxiBlOXSkCt+RM25jB8Eslk9+KcNYfXVfSWszrxnT5aR2XTIvZ/QpyyWs1SDFX5lM1QTqI8ENYdggAq7ejqXf45tpkVp/VodFzePnTg3js9lb8euAYDo5aQbUMwKwZtThzblJrh8QM5ugRIwKXdOvdmpjhcDi7wQDcJq21X+05ZKfTcJ5dIkyHmx3C4dxr+WL4DAaOZCqvIP33iUkTz2zd41qSWB4DA/DtplnYdfQsXv0s7nCWCW5omoX2y2Zh8fx62wYRc9MXT+Czgwn7WLINIu9/jU9aukeuiqMLesjlJBHHdVurB10jyL2Mcjk6/Kz/Cwl0C+IQIVukNFSEU4Yx9n8DeAJAD4B9ANwLJBZGDYAYgAvK788DuK1I56xaxCJWTst/+NbmrGggPw9mR4uVim9tRlkCd1PfcJZAfemTA9kpkhx2Gr5XrfmJFLfrIwsMZn1WbXzvNv4ag1lKPr1oj2miqUTdSVUJgnOYcDo7xidNDBw5g7/80Q1Z8yF6qpwcG8emvmEA6YbO6feI6Lxnt+1Dw4w6/Jvm2eg56KzJaXJLqclDnDWjzu6HII4j0m1jBtC2cBaWtTaifnotxs5P4qVPDjiaxPUOJfDkmzszfSTSEe5i7mTHCGBFTPx//+EW++/CcJW/1yclhwyArO/4P39vsa901N3HxrB4Xj3mzbwIdy6e6yt1uZjoFgXFihooVqQDUZ2Etekmyk+qpAOlXOVrR0umifHekTHET53DyNlxKy3f5Ph202yc/Oo4TJOjpsbAya8z/WEMg6H/8BnH/b6l/6g2zfz42Dg2p+WnuOZ/syhbVqocPX3e7vP19Lu78KoSdWtIvVRUdOVdaiVnhGgeLG9gsfRccW71IBOGjAng80Ons+ZvXXccr36WydCMpcvHcG7plTc/z078HRo95+jbJt8DYpPLHo/B8Pmh01j99zsAWMEHAo7MJpOq23cfG7NLaooIRYceTjozgh5cusheP8jy0atRq5usc5t39XsqJAIt13omiCFSjEg40gPEVMGt34hOt4mNMzXgy00PqhtAsj1iOcOdOk8ELek2N+RjJU2OJ9/qB2CVsJHlrZcdIq73oRc+dWQ3umV0CP0k5IFKbY2Bhhl1dilTlEQAACAASURBVDkxXQk3WT6NnZ/E2rcHsPPwGYfOaZhRZzvlRXCdXDkgMz+Z/9fEDLReerEje0e2i26/+lLbjvzl/e1W5r1p2SAiM1PuiZZKz6mcya8GfdTEGH68dBHaNSWNhMy+MOm9SfrzH1zvaYeoZX+CZj4Vi1LaIQDpIMI/YdghosSUDrGu9pKtD9/ajPjoN/jH7iF8PZ6yZf7YeBJ/8+ObHCXRT5+zMiINBsRihsMO4VI/S1FOq23BTDtQWZarNzbNyrJBdLK8NsbwxN3XYPexMWzoieNbM2px4uvMFqmunLP6fKs6SbZDnnp7wKEfzHRmj2lyO+vSBPDJ3pPoOXjK1p2yrJMzEmtrDLRdNgs7D59Jl39Uvg8G7Er3cRN90MRav3cogc+lMnTMYDh8+jzWdccxcOQM+oYSmdLPsPa/xHXrnC0PvfCpnYUjnD9q2wHhhFeDi9U5dFsj6AIw5OoNlWCHFDoWN0gPZFMRThkAqwD8Oef8r4t5Es75GGPsUwC/YIz1AzgG4CEAy2A5gxwwxlYDWA0Azc3RTTsuR3qYahyIVHm/gkv3PtnhwGHVyuc8kzqpy8AQqalr7m3DwJEzWYaAKGmjlmgRn51bPw0nvh63G9/rrsEx/pQz7VM9LAPw+1c2Ykv/UXCeHSnRMKMO/UfO2IqAw71J6O5jY3Y5AMBqiMmV6xcOE6802L74aUcJgrn107Kyd8T/Vt3Wij/7wXUAMk63P7x2LubUT7PH+Oy2fdrrFojN1ue378fI2QtYeXOzZwRM1+Co9niPagwar/v76Xd3SZHhZ3Dn4rmeG3vFRhcdvvadgaJFDVRyHfhqpVJ0SCHoUtcZLIPljmvmYPueE1mNiAUdLQ14f+CYHRklf/bD3cftZu93XDPH4RRIpTh+N5yR96J/lFwG88TYOD74asR2bsjyXd2kml4bw2QqZQXaWf5zW1/9assux/hsXIo/O5z4MQN3XjMHgNWXRt40Wjy/3jYKRGkdoSeOnD6P9ZLsf//LEfzLrhHcd+NCXD2vHg0z6izHB8/M2R9eOxfb95ywM0BPjI1njc0ralA2bBmsEjRuJSQByxmn6vZNfcN4reeQHbUtsnwc5T7TWUIcmUCJTem+ZsJRJUeT69DJOjV44s7FTr2lkisCTWz2qpt4uRxCh0+fD2SIhJ2RQHqg+qgkPVIqe8StJ1khNohMtj1yCDwdnPQHV8/Jen9NzLCvec29bVkbcYZU0iZlcmzoiTuyW0yTY/1nlh3iVjteBK7JuK39515Sh019w2hfOCurnNuc+mloWzgrq0yNcNSomY9fHDqN9zS64Mo5l9gOdrGmbVs4yzX7BbB0ywMd2b075c98tPek3a9nS/9RPJIusyY7FboPnHLOg1LWWGeHuOkTN8eV4LLZF+Hxu672tEPkZtdiPkXQgdwTtNSU2g4BSAdFlUrSI0FQbZDr5tdjz/GvYZocBrNki5sN4pYhJ+/NvLKq01EiHrAy/eKj3zh62dTWGADn9nq+bcFMe09C7isFIEvezJ85DT+86TJHmS/Rs3H3sTG7543K74YzZdR02SDCppD3oOT1rJcdMnZ+0h6PcFQ9v30/ACtIy0wHRIu9JCHbVyxpwuu9w1qZujQ9Rp0uVm0Qblr9xtz0yUC6z49Ovx8+fd7e9xOBwyuWNDnk0vGxccd7ntu+Hy/+8VJthR2dHaHKuYYZdVlzv3xJk2s/OSD3+n9dd9xeS8gBAbkcQvmsecgWKT6V4pQ5B6C3ROf6dwD+DlY/mRSAPgDrASxR38g5fwHACwCwdOlSr3VmWRAbBxt3WJsgpUwPU40Dr4deNIcEnM0iVQaURmoi8OHCpOXRXr6kyVnuRqrpDwBr3tqJpOlsBtnR0oAHly7KypARTgpRHgewlOTz2/fj0TuudEQ7yVG3MSVTRo1saP7WDHwkpcECVk1M1Rg4MTZub3hNppXBTYtmO8qjqdFmulR8Oc3UDW5m1zRtWzjLUS5MIL4D1ekWMxjaFs6yoy5izOmQqp+WLWo+2mttEO4eGXBsRqp0tjZmlUq7cu4ltnPID71DCbuMnaDcNZxVpShK5hUraqAYkQ5EYURdh4RB4tyE4/kV/0+lTFyYTNmNiMcnTax9ewBr/shZI1h9blsaZ+D3rrrUdkgzcMytn+ZwrqtLfQ5rI+eHNy3ExdNqsHHHIUfJRiDjNOgaHMUVl17sMKYuTKZQW2Pgxzc3oT29WSUWknFNPzAgU4NZvh4AjhIuE0nTMQ5541D8EzWm5Q2nTX3DqIlZOkd2PL35+RHHHAtiBsNdi+fiwImv7VraAPDd6+fhwmQKbQtmastGiu9AzS5hjGWVw5Gpk44hL7oZnI2RRbS2LJsaZtThqX/qdwRKTKTloyOa/M2dGDhyRptFo5N1csmyibRDaZrU88bvZrG62Qs462rrDI113XE7O6i2xkBNuuROOQwR0gPVR1T1iJ/yIMW6/7oGs3uSua2pxDM7PmnCBPDh7uOeWQO9Qwn8euCY4xgiIGwiaWJu/TTUxZgzSCst9+Q+Xj0HT9lr3+9cN8/h2Jg78yLUHD2b0WnpA00kTazrtsq+rLy52SH/jpw+j5iBrHIwgKUTWhpn2KV2jp61gs3qYkxbIlnISzH+mdNr8e3LZjnk2I1Ns9AnlzpW+Eoq6TmRXtOKzSEdIohOlBPV9TQT/N1vDtiZNB/vPYnvXT/Pdr6r8hlwLyfmxw6Re/PoXDOtcy7JaUuI9b6srydSHOu69ZvBpaLUdghAOiiqRFWPFIpsgxiwAqB2j4zZ5blMqQLLf3rtc6y+/Uo8fGtzliNVJZV29IoS8d2Do7a8Gjzxddb+yQ/a5+PfLbvcvu/Xvj3g+PuGnri9sb6stdFhg/zwpsvw8qcH7VgvISuXp3sMu8HhLHEsP+/jkyaefHNn2knMsOq2K/C3H+zVlv2V7RDAkhtnx5OO2DMOZDnnk6aV8S4q1bQvnIVNfcNo/tYMW34L3bT69iuxeH49fvpSV1ZAlc4GybW/JbL1dWtyUR1BwJAtl9T3fPDVcXssaoWdDT2HsPb+9qxMSfl4js9JPULlDM8gQSvruuO2M+7jvSdRE7MymHT9dBpm1Dkyg566r73sDhHSA9lUilPmfwJYzRh7n3OX8NOQ4JzvB3AHY+xiADM550cZYxsAHCjmecNGp0z+f/bePTqq604X/PapkgQShSQLJCGEAIGRQcK4kbHB8Tt2bpyLn9gmdk96+Xr8mklPT9b0XZNMHjRN7s1N9729lrvvZNo46dxe3WNjbOP3xOkY2zxs8xBSjJEA8RB6obcoSYUkpKo6e/7YZ+/ae5996iEJZNn1rdUdo6o651TVqd/ev9/v+33flRoPq20J4vzAqKLL7/Wj/+XvTmD7viZlo7rl7WOuzfHLh1pxrvei6/UcrxxuxUNrS/FwdanSOeea/k//yxGRqERs4IW9Z/Gc01ypLMnFrAy24bYstjA1dA7h0zN9rkV194lu7GnsUZKtTL+FrffGNEEBCBbtme6QwqLuCanKeBSqJib//Pae6lWe88Hxbuw+3i2YFl6TPfz54m/Ek7At4DckZfyz/+mbx1RD7AVzAbibblGb4qdvscXh8RvLULUwV9lQHNASsWS69PLi9Oyt5Yr/QVXJXON78VrQDjb1uz4Hk4bzlZwq0zcK91QtMPoETSWmmumQxtcPqfxGeKEow0eEOTwIQTQau+cPnbsgihVH2wfx8D9+hnVL8rG8iLFH9Rj87cpiNPUNgyDmCfXQ2lKc1mIt4G5OfN42gEeuX4SIYTPv8xHhWaOfkwKIRGy0XRjBprWlCtPZ5M3CcbR9EI+9eAA7ntkAANi+9yx2a80g+b91qUdA/c3qDK11S/KNUzryMS0wlp3eZPdZBM/dFvOP0WUj9fPJrDpT48TvI1i7KA9jEVuZfpQ/q4rigJAJIoTgjmsKje+zoWNQIUpYhOCeqgWKL1qUQiRDG69dgPe+6FQk0fRYJxdeKdSpIMAtb+B1b+vFXkD1q/v+HcuVRAOA4qkUidh47MYylOTNnpZEJG2smcaVgKkBcyXlKnR5Kp/PW06yejHzo3xhXxNAgZrmIB75x89QXjgHzX2suGaSXzTBpoxUtfW+Krxf3ynY01Gbkavk6cJLkhb/s7ctE7lFho/F5sJAllHqC2B5zEvOBP/We2PTDX6fhbuvmS/ygT2NPaKJcikcdR0nHKXC90X//OR4OTASVghl4xE7rsSnvvZSAP96oBkritxTIRbY+qEzjnc8s0EQC105j7ah/8Pxbuw51YtHqktd8XlNKZNcfn73KWWyPt796NXkz8/OxJt/bFfeO8+LTK/TP0/e2OGfj7wOeZ37cmI68hAgnYukMTmk8hvJz84UkluZGeo9znMSTnBq7h/Bj988ht9+eg752RmeDRkeX49K0sHXLcoT+3HT8vB52wCe/27svi+aOwtArE6S5bfEmulzZO4pAL8FhMYiIk8iAJbNz8GNzm9T97zRYTufwcuHWvGHhi4QpzBEESPP2pT5L1Nqjkn896pP+nuRAGRUlczFwGgY1y3Kw5Z36hUCMVeL+btHrxPn0vfPXjnItvcaXI1ynwUsLcjB0vlzlAlE00TKa7XtCEds+H2MTM2/R/l+eqWmTaz11FYlSOV7I2JT/OStY4yQbEOZ5pePJzeVuIrNRPIQgBGLZfDPlXu5yZ/jrrp2ZeqnvmNw2hsi6VzEjZnSlJkH4EYAjYSQPQAGtMcppfSHU3lCSukwgGFCSD6Afwfg/5zK419u6KwcgitjaK4Xjb61qshTIuTlQ63GYlbEhrIYyN1gDn0CJUohxg/fqGt3bSh7htRmyNG2IB594TNEKYxMMT7+rrOteGdcxnjE7fvS2BViEmXae1tSkIMTXSHlfehyAF76p3yhjAf5fH7DYpnhI1i1YK7Q8+Tjr7y7z1HbEkRDxyDuWlWEtgsjONkdAihjp4XGIghk+Y2a0D9xvied5VHfoeqamsY6f/LmMaH9DbgXp66hS4IJ/tbnHbhhaYHCTuMMOX5MWWpufXkBsjLYIkoI8Mwt5RPyNppKmFgCyfjipJHGlYbMVEpW2kLfvG++YZH4bfOmdUVxAA9XlwopEoDFsMPNzMzR7yNKHCMAfv1Jk5iStAgr+lcvzseYFuyuys5A2VXZigbxtyuLldjDJdQKA1noDY0ZJViIkxnZAD4904dD5y7AphTRKMVnZ/uxtCAbi6/KxlgkihVFAdR3DOLCcFi8Puw0Wkzj+txzTI6lZ7pDLnkYDrmIFLEp6lr1rZCKQJYPobEo2gd0mzwW972aP6bzyabNHL/9pAmXwlGsKslF+bwc/OaTc4jaVLCOAYj7hetNc1+B14604cMT3dh/utd1Hz20tpQlEQ5RQpYq4wVRORni6wLAGGi63xx/f9yH7dUjbYhGWZMw1VF+vdgLmL3nZMa5Ph3kJVVwuZE21kzjSsH0m7qSchXVi/Ox9d5K4W9oJXi+PolvA4qnCdeY3ynJL3rhg+Pd2He6F1s2VioFbj0PARjD9VBTP26vKMTtFYWYF8hSpMl2OfmMZRGjwfx4xMbOmlbF94VP1R9s6kf5vBwh82siEBAChY0sE7Neemo9/vLVz8V0TTxYBFiQNxvDlyIYGA0rjxGwHkrX0Bi6hsawRJrY4d4K91QtcBHUGruYl9x3VrOme8SRG3rmlnKUFeS48sLxiI26liAsZxIRYPndhvICo0yQshewCI62DeDHbx4T07AmxnhtSxDHzg8q5/3nA824u7IYAJQ9jywzpzd26jsG8XptuyCo8N9COg9JIw0zJpqHbHuvQUgdc2USLstFAczN8mO7Fhfl2C+DEOCW5fPw6Vkml/8HRzr45w+sduUgWX5L+dvsDJ9SB3n2tmX4WGrE52VnCt8qW4r1EZt5X3I1AArgTO8wzvQO47Xadjx50xIszJuF0KUIFubNRjhqKxPxAPDWH9vNMssSuP8y31+HtDgOaDlIlDUXeAajN+I5eA5mWke+cfU8/OCuFZ65iDzhrucgPE6FRsPYfbIHo+EoFubOwudtA2jqG8Z+Zw2W7xU+kVK9OOZZ+tqRNrxyuNXoJ/fz+6vYRIvT0JOb9Luc/YBo2lAgQvl3RrHF8THjnxv3VVPu4TD7DPOzM1MmrejNOL+PwI5ScTz5c/SaDJqu+J7ORcyYKU2ZhwFEAGQAuNvwOAUwJU0ZQsi/A9u/nwSwHMB/BdAI4H9MxfGvFPTCk5cG8VRDDipRm2LNojxP3w69y8vht6Aka6bnmXIi0/ghf7+b15XhaHtsA98Tim3+edd4kzOeybGyOKA0FuLhVHes0aI3kXjhLcNH8J8eXI1/PdAsikgWAba+24BINBaY8rMzYREmJ2Za4LzSQWVCBqwBpC/Mtk1RuTAXjd0hkShWluS6mAiyuZslHZ+P21sWgQkUwM/eOobNN6gNj6jUaKttCeKFvWdRmp+NpfNycEdFoXK+nYdb8c2VRa7FqX9YTdj+9t9OAohpsMrGntywVb7fN60tRU9oDASMdVLbwjYoyWpwXo7fjr4optljaVwuxGOlyI8B6j0vb54saWQ80aZRWQskg2Auv8V/o992ihkmRKMUy+bH4hhjHMcetymbqgDcMT44EsaFkVj8vvXqefjRd1aitiUoYsHgyDh6hi5h2bwc7JTMKGVQyhIxQmMTETzWRm0qrs0iwIXhcc8pRr0hQwjw9C3lCI1F8EpNq3hfh5uDqGkOKhMfHCbvFX78orlZuBS2lYJYht8HjLnZ0RaBSE7iwauIWtsSVGJ259AlfGDH1iAulwDnfeuTJAeb2MSLl++KnLzI9ytPpvVkSP9c+cSTvtnn//t6bTuicL7YOO/TBDmZo2CeMrzAZtIlFwxp5/ez7f6qaYvxV3JSIY2vN0y/qSstVxEcGVdidbz7PRHbOMNviYkXDq8iFF8fdbZqY1dIWaM4xqNUEAIyfQSb1pYKrfgnNixBYHaGMDQ2YWAkDMthP+va9Zx8xZviMrkJYE3ixq6Qq8gJsHhx3aK8hE0ZiwD3rSlRjus1DQowOdBZGep0hn5+L58EAiAwO8PzWjjpjQBYtyQfD/xJKV7cd1Z5zt/+20m09g8jMDsDWzZWCh9P/h3IZAlZ+od/JvpablrvxiM2dhyKFfr4a0OjYRxs6sc9VQtEzskLcvLxeYx+w0AwmGqk85A0rgSSzUFME2MAJp2HEFCl8cvzEIuQhDLvHJQCn2gqKlHKyEJP3bxUqRmNRWxljTjRFcLm7Z8pspP/fvUC7DnVi2sX5uLDk94ejR+d7EF1WR5qmoPKtY5HbKXRPiSRfmWYZJYJWPwHpcyfOcPCtyuL8dbnHaAUeGFfE8oKchQCq1cOYoE1WMbC0YTNHw6fRVwNGR3x9ub8dbJc5fngqHg8kRyjIEHb7okVft/xnMNE8qpenI8qD6l/gE0f7aprF7UpvrbJNVEuYbbtvQaX5Fgi0gr/XrgSgX48WXHoobWlYjIoQ2pOTRfSuYgZM6IpQyldegVPlwvgvwAoBXABwC4AP6GUulvGX2Jc6eSHgzcUgMR66XoSlJ1hoXJhLn50z0rlevXn+SzAZ6l6+plOc4EzjPVG0OM3luHjxh5PY+K+0JhY8PlCJS82lo8gGvXWr6xrHRBFfj0BmB/Iwp0ri1BVkouDTf0YHo+KhTpiA8w9OrYB31XXLqR+ri6co0zWJLtxAIAMn8oN5NNSm9aWimSANyOEx0GYLWLyRI7Jn8GOwxSMUuBwU78rYc3PzkRtSxCPbv9MFCA5G0U+X5QCH57scenuh0bDyn0wMBIWSdvjN5a5PpvT3SF8758OCb8EvgBwvHqkDQQQfksmDc6p7OTHK3ynkcblRDxWij7RAkoVDzJ58wSo/lPx4rsXC5U3KLimsVzI0eGzgBYPzxYO/pN+/MYy7GnsEYUVPR4MjoYVbw/58UTNd84ggzNuboJpihJgdf/Kkly3nAtlDNuXnlrPjEYlmRpTMQhQ13XOtOKf74WRsBJHM3wEj1aXGqdRv7myKKmkWD+fnLAoMVtfJJwJ0IrigDHJMCVapnvUROiQkyH5uyRg39Gd1xRit2Myatrs80lUCtYs3FXXjoV5s4UsQjIxWS9a/erjM0L2zpT4yZ9hcGRcYUteSVzJSYU0vt7wykEud8FXjmOp3O+8wPHbT89hYGQcfRdjxbu7VxXhuduWAXDIP84E38ZrFyjrFyHOFL8N+HyxRpTeFH5x31nPRkc4SvHL908Ieaz9p/vwiwdXe3ptArE10ucwwRs6BhVpFXk9+d6GJTjXFzOgjkSpMmkj5yG8YJkI1y/Od5Gm4uGB6xYqcpnyHmPckXQbMrC0uVzpekeKLB4omAxdXdsAotq6PDASFutipt/CyuKAKscsPZ1L/3CsLy9gUkjSk/hz+HonS2ReCtv44etH0RocVXJW/r2uLy9wkeJkQuVUe8LKxtDT6amZxtcLyeYgclNY/ttDa0snnIf4nSlDYhGcd6aZ5ZiTqiuCPFHCYdsUgdkZ+MWDq/EPH54SfsT6kSM2+w2+VtuOZfNiyim617COqE1xpDnomtJOBhbY56DnWhSsAb31/tVCEkyvX+2saVXihFcOwpvrW9+pF8/lU0Wm90YA/FwjKCXKQfj3rCvLeCnI+CySUI7RpNpiuk+94q48wW/bFJaPMAk4xytGznf13CA4Mq5ImHFyOAWSJtE/fmOZuAY+le+Vh+x42vtzvNJI5yJmzIimzJUEpfRVAK9O93VMBS5X8uO1qeNjoryhwGVlvMBfu7OmFQ0dg7gUsV1j4frziubOwrNOciQXOfjiMBa2hZYjAOU6n7ttGfaf7hXjoRwErHEiF+35Jp6P1pddla1o3OuglIpEZkw7ftfQGHbWtGEnbXVJ1SjXQSDMn6lzzD9ZnI/TvRcVDc5kYFlQmjkEwGM3limBnv/vBw1dMU8fMH1kk3SbfKwMvyUkfAD3e9IndCzCFqA36tpdBbyeoUuujQalFI+sU3X35SkmGe/Xd+Jx5729WtOKiM3Od1hKak2MxnCUir9fCtv4uLHH05Rtsp18XdYPhAgmN2fq6XqnEzlHutGThgnx7mX9MSAWh7gGu7x5SrZ4LY94yyxUvwX4fRaiUR7nvK+7eO4snJekt1jh3WGxOtOHXBKNN8W9fLQy/Zbi7ZEq1pblYUVRIO46YIQzzWM6K/8uNq0txatH2pQ4zws9smQDPw6P43xqpOH8IL5oj51jeeEclM/LwdBYBM/dWo4DTf2odyQruV+B3iSWTSB3PLPBtU7I0pBb762MmxxSymTLuFyZV6LFp02A1JlTMoON7wP4e9l3ujepJMxnEeNUTaqxNFGCwY8x3eP600XWSYT02vXVxOVuwOi5iKm4l8r9XlEcQHtwxNmnsWb65nVlSp6jH++GpQUiN7m9ohBb36mHDYpo1Ma2dxuwobwAgdkZ4vk8bm3efsC4Fvks4EiLyjR+v74T68sLPCdzOKI2xZ7GHuxp7HHLCwN472gHnt99yiWDVt8xKNZkn0Vw6NyFWJ5EqSBIeZ27tiWIp28pjztpxMEnVoFYXGzsCgl1AC4T6jNM45c5ZtAAMCvDpzxm+mwoYjr73Bhbz//GI7aLlCFPyvDchaN6cT5WLZjrek1wZBzVi/OxZWMldta0or5jMEY+0/IhjvfrOxEcGRfrnp6HnB8YxSuHW6eMTawbQwMQv5tdde2TzkGAdCxPw4xUchDT1BkBJpSHAAAIAQVFJErF9Jrc/CSEJJ0X8DiyZWMl9jT24MMT3WLKhO/75mT5AYx5HoPnVyc8plq8YAO4bQXzCzNJLXvh+iX5+H1Dl/GxqE3F58h9qGUc7xxSVEXkPESX43q/vlMhpl27MBffrlqArAwfzvUNM382G4oksS5JJ9fw+LrL9xGcVGfTWJPaJCcsQAgqigNx9wB6LtLQMZhy3UefpuGfFf9vLkGq5wbxcpFNa0svSx6iq1+kcxE3pnMNmxFNGULIn8V52AYwBOAopbTlCl3S1w78Jg2NhhVtXj4CLhexeUNB1wc24fEbyxAcGRceJ15BUO4Gc8gsi+d3nxKb7YhNFYN6efPJg+8rh1sFG8qymDGnngLwTcA9VQtQ3zEIn2VgBDvIdKQNZCO2nCwfLjrSMV6moDIiNtM25WaQhBDMzfLDQsxUzusoSwqy8e3KYoTGIsyT4dwFRROVAkI+iINvxHfWxGR7uDTAjqfXY/veszjeMejyI6AA1i+9CqVXZeNMdyiu2Sc/ZqazQOzSdC0BJjtUURzA9r1n8aHDcLYIQWVJrmtsdlaG5TLeGwtHxabBsiwQ22DM58gPyX/P8DHjP34ffHC8G3dUFCrs7GQ6+ckEcGXTGWUcOs5e5JrnAJveeUUqiCaLL8Mim8aXF2KC0cAs06Uu+aSMTYFPTvehpvlCagmQBDEeLrNQbeDRdaVYmDdbWU9M0GPPXRJjWd70/vjNY9gpSYDp8FvAiqIAjiQ5Vm9CfnYmSvJmJyyMcTiDNbAsgp6QO0GTfd4au0IuNi/AimU8UZEfff1IG3Y8swFATLZRfvxMz0UR/zOdJgsQ+8y4WTVPbm65er5iArlLk37UpSEbOgaFhFdvaAx7GntEUqsbhX7/juWechSvHWlDOErxak0r7rymyDUdmSi2ykXfRNJn8mv44x0Do9jhFL3kJqSXXrnX9cRLMPhrOgZGEyZ7VyIZ+LJJ06TXrjQmgl/+7oTLJ0QucPOJix/ctcJTQlmHKnUDfKuy2Jh3yPennJv8+M1jCEdjBspH2wdxtH1QFPJk1u02R6tebnZYAJbMm+PyM6hcMBcdA6PI8BFx/DlSfiGje+iSZ4HRqwgYtYHN6xi54bUjbcr5LQu485pCAMBHJ7uNps6UQrDEd9a0Yngs4tmI0K+MS2FGbKrIhBKbYtWCAI53xq65uX8EP3u7XphUWwTIzvRhvy13yAAAIABJREFU+fw5inecDv75P7Fhied+wwKwujQXlQtzFU8Zy9Hnl6FLpVqSLw9/ney14AX+vcq5p5yH1LYEjR6pJiSzduhS4O/Xd6KiOIDHXjwg1v+J5iD8GtKxPA0T5IkV7uUnP6bn2o1dIUGStSlrkD8kKXwke1/xyWgOvjeVpSXzszOx5e1jCQ3rM3wEj1y/SJCieFOBF/TZvtp9HL8F3HlNESiAvad6lYm5VEEArFmUl3RTxgKTUdObLfxY/POW63cyItGYBJdXHuLV0GHr3zERf7c5Ezly3sYbEZbUGJP9WOS9t0yqG5fyC16v4hPyHNGoOwfhx5LzEOYVx/JHn0Qa1CWbU8lF5L975QZeuchY2Mb2vWex73TvlOUh8nt/fvepdC7igelew2ZEUwbAPyO2u5H3L/LfKCHkPQB/Sik1O3SlMSHIN6mOF/ezDa7fIri9otBVVEkG8RbriV6bfqV8mkIOAi87cjFRm22EubYmx92rinB7RWHCxdrnmE1XFAdiZs4EKMjJwsWxxAaZMho6h7BlY6UomHHjZNMCzn8IGT6Cv3v0OiVg76xR2dwWUUfw+eemL7KW9PnvO91rXMjZY96MOB+Jjf9bBKgoYiP9jV0hbFpbitePtGHcmVJ59tZykdC++GfX4+VDrfiZs/BufVfVxJQXnNPdITGKe7g5iIf/8TPk52SKzQ7RPjA9PfIR4K/vq8LOmlaF8cbvE13PO94Cl0wA1xkRIATRqJuhE45SlxdOMkjrc6bhBZPRZbyNHAA8v/sUPjndpyQwiQpbXps4ncnEp1s4Y+ds3zA+bw2i92L8Jj5x/m/buw3KxKRcUJBxy9Ux8+D15QX4oKFLTNHwUJ9KYrSnsQe3VxQa2bYm3LemBO990QmbUuw91YtMp6BGCHDz8nmggKIDbLqWvtCYMVEKR6mLTeiF8ShVipMvH2rFT948FvN/idguA2p5k1XbEkS9NsFK4U5CdtW1o89p0Jj2AHqslBtBEZsx/zL9FjbfsEhMPyW7OU5W+oxDZoxxmR7ehDzgGLjKjaVk2GWmBEOfkDQle/Hew9chhqfXrjRSRW1LUOQeHHxiRp+44F4qydxT8cgLyVzT67XtxjiuxxIgxq59fvcpfOp4FNhQDaa5VwuX3+XHAiAaMkxumUmmZTim9vXnB5Wp0kScMB9h05dv1LW7pmgoCHafYLH56sKAsbFjWaxxwRtUuq+mDL7mccgNf742gzL5t+vK8pWmDOAmuF0ci3o2ZLgUdXVZHpYXBXB3ZTHKCnKws6YVmY5Ujbxebbm3UsT6W66ej49Ossd0ff7HbyzD7+s7RR5kU2D73rMYGBkXewMLVMmFCNgUr03d36v+9ch+mcmwiZNdO3Qp8HuqFjD5n+jkcxAgHcvTSADeqNQkEU3F5IOSBLqF2CRavPvJlIPw3Jvfl7IEojyps+3+1Xjrj+1x/VDuqCjEprWleGHvWfQMXRKEUk4uInDXntaU5ipxhQBo6hvGub6LComsMJCpeB17gechmT5izHtkEAA+H8Gx84Pic7ScCdAN5QUYGouIvX5+dqZxnaBIPg/xuhoK1mho6BjEf35wNWpbgoa8jTLpT9GIo8re+/ndp5TYb5FYrap6cb6oH+2saUVD5xCoRx3SJNctX0fEBu6+Zj6uW5Qn7pFU9uZez/V6vpyLvFYbI9hxgvJU5CH6tfG6n0WQzkU0TPcaNlOaMmsB7ATwGwDvAOgFMB/A/QCeAvAcgBIA/wDgbwB8f3ou86sJnT0mg8fI8SjFB8e7kSEVVZK9kRu7Qog6wSdK2b+Tfa3cveebXoAFG7mRwhMBXmyvXDAXWRmq9q9tx+SsLMLYCB839iRkTwCx8XbOyKA0sReCCZUL5io6k3yhMq29QqZH2+DsMkiEcTkZfq3nHdauflhud+fFmkiEDB/BX99XhTf/2I4jLUHYNMbOO9p+DL94cDV2PLPBk1HM2AoxJoSeHPAF5+l/OaK+PzCTbfYeGCvj25XFeOdoh2dSGhwZdzHe7qla4Brx/8WDqz3vR/n+40xrk3GdqfDNGTrypAx/L6kirc+ZBoeemKjx2zzBqG/kfnDXCkWHNz87M67+bLxNXPXifGy9t1KRn5Q3l3xc/YHrSnCwqV9oMeugkEf2B/Gxk5yYEhMfYe8BYL+zDxq6FIasHg+SmX7hY/5bNlYqmtEmEAD9w7E4Ho3a+O4NTI4xPzsTW9+pRzhKcaipH49cvwi2QW/NAjAvkIVMv7sJxJvsDR2DgtAQ7/rliaefSg0ZACCEYPO6MpzoimlDPyRJwskMOAJVMk4GL675feY9gL7Z1RtBAPuc+ETnrz4+o8hXeMVW07GT3UjzuCw3IW1q1itP9Rw8keTrQ9Sm2HzDIiyUJDmn4j3MdKTXrjRSxcGmfpdEZeWCuYJ8wGt/qfyW5IkNLr8MJK+7zicaTJAZybpUFF9rZYIUl03+wV0rcLCpX+xjTaBgkxsLnbVlyzv1Yj9JQRL6Jfgsgp87cs8mMpftNKjHwjaa+9XpF8KfoxkLB0fGlQKbOJeTqsifqevq+B8oRVVJLvxW8tJCHHevKsKyeTn4tUNqO9wcxBGH0b5lYyUau0Nir7L1viplCphL5ChkKa0otquuHfvPqMQ0nblOCPDNa4oQHBlHXesAa/RLDZr+4dhUlw7dLzOZe4/vEcbj3O+6MTRn+us55kRZ/OlYngZgbo7wiRWK2ARDvGLy+vICZGXEJvi5F8xEiuE89w6NhtHQOYR7qha4Ctx+i03BAPBszOw+3q1MYxxtP4aVxQGRg+i/G59FREOGE069VFOSacgAsTzk9orCuNMyBMC1pblChUZeUwAWM153/Kp21bVj09pSYx5EwPIQixBXnuKzgI6BUVSW5MLvi+91Q8GmMB9ymlp63ub3WXjypiX4zSfnxAQ/Xy/lRgL3jtxm8KPhU4p+n4WHPeqQJrluHYWBLIXUJb9mLOyuS8U7fiq5yMPVpcJblDrvc7J5CP9suBwmr+tZiN0P6Vwkhulew2ZKU+bvAPw/lNK/l/52AcDfEkLGAfwVpfQ2QkgRgL9EuikzKegLqn6TPrFhCRo6h4SButzYkIsqyZ5ri7RQRQ1ji/Fe+9qRNrGIcK17vsFu7AqJzWdFcQCPvvCZ4jPy3K3lGBqL4PXadkSjzLjTdmR7LEIQGg3jWPuA8dx+H4HlXC//4b5R1x6XkXbDknzUtQbFiKRJpoBPZchyQhGDJg9BLOGJOM0L/p2ZbDkpmJwDn8Dx+yyW7ESpwuyw7ZjEDS/2WXFk20zXBQB/bB0w+jrwcXkdfOHVi4+mj7O2JYiPTvZ4XkPR3Cz86k+rBYPDdI1ysPVbrIHntyCYi/o1mwwx9ftPlnsyMQv0Taf83z9765jwezAVPBMhmbHVNL76MCUmE91kcMNBWcrDizUTbxMnb5Ybu0OKJxhfOyI2xVufdxhjlxfCUYoTHW6GLCHA07eUA4DnhKeOZYVz0DkwiuFxtxwMn9AhhOBQUz8+cVjN8cBNLw+duyDieGVJLho6BvHyoRZFKqwnNCaYfIQQELDiTYbfQlVJLvpCY4JZZzt+WU/fUq4kIEVzM+M2iXhR7befNLmYfNVleS5NZDmRVjbxV6ubeF6gajgf02H22gPo9yFvBPHvR2dt6QzHeLF1Mhvp6sX5riakSa4vlXPIv0P+2WU4OtFesXm6k4HpQnrtSsML8aYvOamKEOCZW8oRmJ0RY0MTc0EjHuSJDe7Nkmjdk69T3gtm+lmBiedJfF8PAJu3fyaIXq8eacMj1y8SvoI8F/H5LMzK8OGNuvaEBS+/FfMY+8mbxzSpUBp3TfVbBE/dvBTBkXG8sPesi4BWvThfyBNTAKPa/vz6Jaywyf1Qtr3bgC33VopYpk/i2xQuT4CqklzlmCKXdIqPT928FNv3N8X1ngMgmkB+C3jutmWOf2XsRXxv8n59p9Lsf7++U6xptS1BV+FUb6iZFAZMsCmw+0Q3K2ZqGwafz0LlgrnK1MoD15Vgz6leDIyExd+8cg8ZujKCTeGSW5OhS4FXL87Hzx9YPekchB8rHcu/3vBqjqS6fzrY1I8tGyvR0DGI14604ZXDzAvGKw7Hy0H4//Lrqmm+IPa7IhZEaUK/SBtwFSW8JCEtEjOy1+tcqYLnIPzVp7tD+PBE/IZMVoalkK38PpaTcJl4uScy7sQz3gTjtTBKWa2LANh47QJBDvBZBGvL8nC0fRA7DrOpw9tWzMcHCSTVwlGKF/aeNdZvHq4uxY++sxJ3VxYr8YOTs7xyEA6ZIBuOMA8i031ilOt26mA81j+kxb/15QViDZabS4mOn+o+XkyrTlEeArgng2Q1Iy+S29c1FwGmfw2bKU2ZDWATMCacAPAL579rAXx97p7LAK8F1esmvbuyGLvq2kUykeoP+GBTv2uhsm2asDPLWah87JqABXW+2axtCSI4Mi5YAY/92l2c+31DF/7u0etEIHztSJtYqCI2jet18NQ3lroWD5NfCodFgNsqCvHAn5Ti/fpOFORk4t0vOl3Py8/ORPXifDyxYQl+39CFwkCWkbUhN0psQGwmuHZpho81XPw+lphGbT46T8WmZd2SfLReGFGKebJ8GacbWoTAhpmJ/cB1JegfHhfyC1Gb4v36Ts/NR+WCucoC8XB1KTY5OrH698OTTQ5Zm19PctTXEeyqa0dVSa4rMSQAbpYW9V99fEYUWKM2mzIyjfjr0O8/Dr4hSIVZ4FUQTRWJRrvT+OrDlJh8/47lSW8yeJFdNhzsC40pm13TvR1vE6dMkzmFG67bPhmGZoaPuMx++UF+88k5nO0bTijtxaE3x2WsW5IvmK7xZBs5Vi0I4OcPrAbA4i0rMNn4K2c6RkdhIMtzim7ru7GmhY+w5tHSeTkIjUXEe4tEbcyZlQEYmjKcycwnUZv63Dr/n7cNCAai6XvlzXm/j4j19FcfnxETPzLjzWscHmDxacvGSoWlC0BMruoykaYpFi+W2mQ30sm8PpVzyL9DmaEY7zXTnQxMJ9JrVxo6Ek1f6r+V2pbgxI2g4V57uocuJc0W3SXJfvFchJvZ830rf568zQ1HKV4+xIpaO55eL3KRnTWtosDl1I2MIAC23R+b5NafZhGISRNCmIzXWMTGF+2DovHx4v4m4xqZ6bcSkiSqy/JxtH1QrFFH2wfx8D9+hmdvLZcM74dEPkAAMYESdshkujSm3EzLz87Ef//otOuNcck2ngPJytOUOpNUhuvlZIma5gsuycpt91ehoWNQk8gBHruhTBTg5AKhuBbCJ4rUy+TyqNSZ3JK/w4erSxGYnaHIM2Vn+XHDkqsU9rsp95DB8xC9mZaMn6uMqcpBgHQs/7rDqzmS7P5GN3N/aG2p8LiMN6UQLwfRfTTGwraoEZgmQKYCRFIwMdW5kj4OWK4TpRAeuFy6PR6e2LAEFcWBpHIQG4x8t0ny7AEgckHudcKvp7osD1cXBURDnksgc4KrDss5BwXw0ckeY/2GN+dNE1PcZ9myiDLlJF+rTIqI1zjh9yGfVg1k+V3kCdNr5CmWqE0VIrROtp3oPn6q8xBA/T3Kig3xXvt1zkWA6V3DZkpTph3AEwD+YHjsPziPA0A+ADM9Po2koDAHwqpkiFeAqF6crwTzVG5mmfFG4ZjCZ6TOQs3MYKxiXiySGW6b1pYaxxSb+0fw2IsHsOOZDazgmECfU0ZD5xDurixW/qb7pdx/XQl+39AlfESOtg1gT2OPp9QMATN2fuZfjoiNeXO/WQLNa3Il4mjz+yw2MbK+vAC/q+9C1LZBLDbdYzvn15s9BMCflOXhDae5xEeNvT4XAja6OuYwK4jTfS/IcbO0uH+MzGYcj9h4+VArXq9tx20r5rNNjLQ52rwuNrYvf+eOJQsodUzvSnMVTen2gUss0fURPPmNpTjQ1I+GjkHBPpeLY+vLCxgrxPlMXq9lY7y/eHC1a8Rf3gDo95/fF/OJmQizIJ3IpDEVmAzDxcQCHY/Y+PBEt/i3z+ddcDdt4lzTZIiZH2f6CFYUmTXqAVWDncMiQPm8HJTPn4Nnb1uGxq6QS7ueT958dLJH/LYB1tQozpuN88FR8VyvJEI87iPIy85MST7leGcIP3vrGErzswVrOWoDUUPU91lEJA76xv5XH59R1q0oZc2jMz0X4XfMKMNOLD3Tc9ElF2MRVli79WrGYGMFIvf1RhORICQd8MaukGKArCeaqxfG9LN1yBNTNc0XAED8mxfFTMnQD+5agUPnLiRkqU02hibz+mTPof8OEzVkUj1+Gml81aEX93ZpRRBTzJxMIYHv38NRigwfk3Rs7G5IuJbqXjIZPuKZi9x69XzjMcYjsSkTtn7FHks0pR4cGRf706qSXOE14CPAzx9YjYrigCCdHXGkqgQTGuY1oTRvFvw+K66/AgAcaOrH7SvmK40ECuCFfU3wW7H1qDRvFhbkzcYf2wbEemxZBDtrWl3r703LCnBjeQHyszPxfn2ncSrFsgi+eU1Mvoc67G1e7DvaNoDyeTkuOZ4nNixRvHz2O83+iE3xs7frcec1hcp57lpZhP/84Grxb5kxzXH/mhJ8b8MSHGzqx6GmfhdxgzrPefdoB6IUyJQmUTgznVgEO2vaWDPKR7BqwVxsXlfmmpLxykNkZE4g/wDSa08aU4PJ5iC6mTsBkppSiJeD6HkNBZNqfN2wh9VhkvRaWcx8cjeUFyhqMTJk1Zf87Ezl8TmZPlw0TOWbsKxwDsrn5cSVKtPBY/DLh1sT5iAAe48mzx4uOSd/RLx2VNcahN9RcrEpy+v8PoKVxXOUnC7Tb+H2FbEchK87pvObwMlcvFHHZfj1Gp+eo0US5DUyWdAiwKFzF/BwtfeEoDzF4vNZeM2RfkvV1yURpjIPAdy/R68Jn8mcI42pw0xpyvwEwA5CSBWAdxHzlLkXwCoA33WedzeA/dNyhV8RyF1pGyqLKN4YtfwD9pIc0MFZ2bdePR/zAlmoKsmNy2yTJyV0Fuo9VQtcxSLO7KaAYjQtY9wZp9x7qjclljaf+OB+CE/dvBSB2RmiCVA0dxZuWFqAkfEomnovouXCiFiUvGAR1hRIRm4nEaI20DU0pjAqqE1RuTBXsOR0UAA1zUHUNAfh98VMiW1qZrDrjZ3l83NQtTDXk8XBWQhyoRRgG68PnEaSz2m2ZGaoI6S7pAVU3yB80T5o3DiFo1Tok8pTOfJ9+kZdu8LakKcL5KkrmbG5aW2p4rFUXjgHNyy9KuH9m0YalxteDOJkTPt0Hyk2ZaEmLWVXZcc9t37cg039ng2NcJQiHCch0hsyAIsND64tFXq//Hx82uI3n5wT56M2RVVpLN5RCnQOjCrHixdqCZix50eN3lKJXjjeGXIZFJtQmjcb2/eexbxAlkvaan15gYthK1/3DWW5ONISFI/LnxWBqh+973QvK/4Qtz6/V6MNcOuAy9IvlLr9zk50DhmPozMVdRkZm3rLlppYarK+/5VkcyV7vlQLxLrPRHr9SOPrDrmYQAhE0TreGuZVSIj3u+U+k/dULXD5HXpND8jH4zESYHH39opCz1yEe4TxYqMciY+2D+KxFw+kNi3qTJPwXISb2udmZ4KAmULXdwyiLzQmyGAs/LPYDY+9/fmBS66/z53lx9CliPK3+o4h16QLh7y2tg9cQufgJYVtvWrBXBxtd7923+k+HO8cQnBk3LMhZdsUxyXpUgpgYd5stAVHEKVufxeOBmd9ql6c75IP41JvmT4iGnNcalVGWf5snOmNTZy+9XkHblhagO/fsdwomWwByMnyw+ezYEds4QHK14g36trxyuFWsY7aUYq5szNcMs/x8hCA5V83lhek1480phWJmiOJZJB1M/eHHBllvv8bj1LRwE6GmOPljxuvSSHD1EDYuKZE5CBcMYV7PCq/ZWevyl/Hj5VsQwZgJLRkchATwUyP116gAA4516lLZfm0eg1HxAa+dc18dA9dEnE8EqUukh2vu8TLQSjiSy7KPst67jAWttHrSEDLzTFdxlFfs+V7gpOEdxzylsiT7+vzA6N4xZkeMhFGrgQuVy7Cj/1GHSOapOIPnsbkMSOaMpTS1wgh5wD8EMDjAIoBdAGoAfAfKKW1zvP+1+m7yq8G+A9YlgyJpODzwkdPozZFVoZ38lTbEsRjLx4Q0id8k6k/lwceWcqFkJgsS6bDQpVZdUDMqNdnMT3M71QV4+2jHaAULkZxz9AlxbeFgEnW/LFtAJGoo0m99CrUNF9Aziw//o+7KhAcGVf8ENxSZ4MJmQ3yIu23CO68phC74+iEThSyJ8LSeTlo6BhKyPyORCkev3ERCNh36nXdMs70DivJigxuCAewhpYpGYvawLdWFWHNojzXZk5mIuqwocoXcHADUpPPgZc2tLw50M3R+AJMoTJ3OHudS1CkF7A0phMmtlMyMiyK1q5jellZkqtIaJ3puYjHfn3QeJ+bNolc/ko3dQRYTNCNg2WYQhQhLI7Ihp+yRnpZQY5YfyyLYEN5ARq7Q57JQDz4LCYtFk1hgjJVtFwYQcsFNg35+pE27Hhmg3hfjV2huNJrXDrABEIgxvwBiE15fnamwkTkk4bP7z6lSIpx6CyrgpxMcU4K5m1zoKlfxHPT1I0ea7nE2T1VC3DgbL+QjognW6prLcv6/sl4PsRDKiSSVM4Xr0AsN2AAKHuh12rb0+tIGl978FxkV107dta0iWJdPCNzE3iuwQvtcox9+VCrmLTcf7oPv3hwtWLwa/oNy4bNFgGuX5yv6LTPD2QZcxHuEUYA9IbGMDAy7ppEMU3R872tzyK4aVkB6s8PwmcR/ElZPp69bZnizcZN7ZMBJxUxKTB2Ek50My15gdkZriJfKpI8UcpIV1HnHEvn5RjzAADouxhffouCNXpk8HU0HioXzMWvPj6D9eUFokEjo6n3IrbeV2UkV8nrmI6dNa14/MYyV6MHYAQzChhNzqsX57NCtPYxyv5pAIx5SG9oTFn/m/uH8TcPr0mvG2lMO+I1R+LlIVw5hUtVydPTMmH1aPtg0nmITDSmUGsXXrWMeOCNcB5H9PdaWZLLpjpsKlRfGrtC8FmxBn2yIADmJ5mDTJbLu+90H/ad7sMsrW4XTyp+9/FuXL/EO95YhMmSyY0BPj2qy8rvrGlFQ8egsams+8DMyvCJZhEFIx9sva8K79d3ivhrITZ9o+/dt2ysVMjn/D7g5Amv/QX/rnnTgufKstz3RPKQVMllk81F5LqqvtbVtgQVuwc9L03j8mJGNGUAgFJ6BMAj030dXwdUL2aSIQfOxljOyfq8KKOnjv6niQF6sKlfkcUyBUI58BCJsc21en0E2LIxxpYQ2vcWwdb7qoRxpqyHCajFvkzHcLiho14UhyiAutYBbLufbc5lCYLoaAT1HYOoKsmFz0qtyCfDZwHfXVeGSmm6AgD2nOp1Tcoku3FYmDcL57VEBQBWLgigsftiymbaVSW52NPY4zp3qu943ZJ8YQi3q64dT2xY4pmMDYyM4/t3LEdtSxDP/MsR5oFAqfKZ6E01gLFJzvYOCwm8a0tzsXldGba9Z5af8GLP8DHaeOZoXHqAM3c4xh2NbH789MRMGl8GpCInsMlhpckN8vqOQaUxmyhWuzaJxB3BLMK8r1JpQhOwwhSPI/pGlDOeN167AO99wXytfvPJOTHFGBoNx/UJ0xGxmd6w15TlVGM8SrF971lQMKLA8Fh8llu8PM2mbLyfEyn0TTmXAiCAMHLmyYxuAsx9YPgkEgcBK9RtubcytoknxMV4k2OtBSZxVrUwFxXFAWy7v8qVwOqQTV/lBILr+yfj+eCFVJKbZJubic6nN2AeqS5NuBdKI42vI3jRWi4MWYTEXcN0bN97VvzedJb1+/Wqr2MiY3XdCN6mbFo8w0ew+YYyVJXkoqFjUNkv8rgl5xFeaYPPAijU6VSbstxm2/1VqCgOiHj10cke3F5RyKbPPRopJsj7Z55H/dw5tmjcv1MvZG8AR6o4OOo6lr6y++Jch0ViL0jWF2GqsLxwDu66phD/fKBZxPonNixxNVDO9A5j6zv1uL2iEOcHRtHYFUJwZByh0TB+39CFS4aGDAAUzZ0FgK2HMm65OjatqpMKODhxRc4leXGQ58+mPERH1IZx3bjS06RppGFCMnmIvN+USUJ8WnqieQiXv9KbyF6T6F6wCPDkTUsU6Sx5z1jbEkRDxyDuuKYQhYEsVJbkCl8W25ks91IeMYHiyuYgAHApbOOHrx9F+fw56B66FD/PAHCkxZsEYMpDAKCiOBDzLo3Yiqz1ziNt2Kk1Afh3uLOmFQ2dQ/jwRLdSx4raFPUdg6JZQ7V8Qt+7B0fGlbwmNBZhntJObI0nVcpjKW8ydQyMihrjRPbuEyGXTSYXMZHk5PMebOpXZLPD0cS13zSmDjOmKZPGlUX14vykCiYyDjbFWK8AHJ3cmGawzABdX16ADF+MQW0KhMr0i2HltClLosSYNyGgoGIRWZg326WHqePJm5aIhf+nbx0Tz43YFDtrWrHl3krVZ8cZcczKsLDx2gUTTiz4YI6eAK4pzRVFMoA1NG6vKMTexh4XA654bha6JHPn3NkZ6NBkBwiA4bGoshlJdkMQHBlH95C7yZMqgsPjYsJkLGxj76leXJWTidkZFhbmzVbe1xGnGfPhyW5P6YJnbilHXWtQed1dK4vQPtAcM3l1km4v+Ql5gwiepFKm8SyPt9oUiERsrC7NReXCXKVY/UZduytJ6wmNGRfYdGKUxnQhmfFlkzQGh+yVBaix+uVDrdhZ04rhsYjY5MmbRF3aRY498x0pF5Meswn5OZkIDo8b2Uy//N0JY8Ml4jRmdj7LZGlSZcZxzfzjHYNGSZepRiq60abmtAyvsXquqb+rrh07tClIzvjlkH1gZJIGPz+/D2ybfcdRm+Kv3lGnakOjYQBwtMEJTnSFcOz8oGis8e/GdG/qzXFa0njdAAAgAElEQVRZ83ky2uUcqSQ3U3U+vQFDAWUvZFnuxtZMQ3q9S2OqEI89nQi1LUF8qDX+j7YP4k9/cxAvPbUe91QtUArziYzVvQybI46PJI+VhBB8c2URnr1tmbhWuYnsBcuy8ORNS/Di/iZVppdSBEfGlXjFJR+33V8FkmRXJtNHcN2iPGXvbFO3n0BFcQA/ffOYkKLxOvK8OZm4IMmMxbuEOVlu+bMrhfJ5OQjMzhB7jfGwjaGxCFYtCLhkRsejNO46zFUa5Pd6ewXzollfXoBZGWYvMa89GM+1f/bWMXFMPk3KcyYKloc8dmPMpHlXXTtkyOsxh6ngB6RJY2lceSSbh8i+g/I+0pSHhEbD+N4/HcI9VQuET5QpD+HyV6bw5HcmGZGEvwylwO8buozn0CcM+H43Ik0/+ggjjHqRUk1o6BzCkzctwVufnwco0B0au+x5SDzVEx2mptZV2RkIjoTFZ+TlB7dpbSm2vdugfB6RKMWuunZXs02frgEgJDh9FsGrR9oEkYAQ5h8mKzbIuebp7hB+39Al7rOXnlqPhxL4YvPvl8f2HU+vFwTiXR4N92QwkQbLZHIRk3SbfN715QVKE9DnS40E82XDTMtFvrRNGULIqwD+L0rpWee/44FSSjdfiev6OoEXb5K9ocWYqKOlfMc1hdgtbW7lH3714nzseGZDXB11k6miDIrYmPdDa0tF8Y8brG27v0pcj9day0fYeSFKZsFxjeet91UpAZ1vlD9vGxDHIQBuvnoeKhfMxa/3N7mSEy5BIP/5wxPdqCzJVbxL6loHlNcRAN+/YznyszNR0xxUXi83ZADmY5ChbQIokhvr1zHLaU7kZ2fiaPuxxC+IA3lxp4CiOeq3VMaXTeMXJi3C2Gi3VRTiiCPfQ8C+R51JbYLOdBAsFmcMVZ68ksdbj50fRGN3SBSrZWmNV4+0IepIYxRK0hX8fgcwJTI7aaQxUXhJKXHE2xjyWL1971l0D13C5nVlqF6cr0i/cFhQmzby5tFyJhkB9juvLMlFIMuP7VIzJdPPilKyNwzHheFx4zlqW4J4cb/3BEzUZpv8TWtLWXEvQWFMRn3HUEoJ1OUClxn7XLqWm5fPw+HmC67GsM8CbJuRIrzG6qsX5wvNYBlFc2eJJKMvNIam3ovi+LaefTlUtTfq2hXphHCUionB7XvPKvH8ukV5Im7L/l3JTKeYNJ8nY+wNJJfcmNhxkzmfTkbZtJZpbm/fexYfnuiGbVOFXTjTMFWycmmkAUxME52DEcXcf5djDwAXM9uE2pagsueXQQGc6g4pJLKPTvYoniQ81nhNWwBM2qqpb9jlDybHJiLRu22b4v36TkXeZo0zJb6nsce1l37k+kUuL0jALQna2BXCye7Enmi9HjJjgVk+DI9FlfcxkYaMaxLHYm/d9J3OC2SiL2S+nj8c70Z7cCRWiIJ70j1ZFM3NwjdXFgl2tEVi0/WmiU5AlYvhOYF8H1cUB4TnjM9HsPn6RXhobSkau0LKNcv5IsCkZcJRxsD/+QOrE0pGyZM36dicxpXGVOYhS+flCCLW/tN98FuxKRSvPETf+/t9FrbeWym8YDh8jjeXHicpgOZ+Vk/Rz8GvXX5uWCsE+SyCzevKcKKrwbOupaMgJ1MhnEkDhxNCIjKXF0zn5GuTTakyWTk0FoHPRxCN0rh5SLxzeeUhMvgUqU40oBT4zSfncHdlMQD23Xy7shhvfc4sDLhijNxYi5eHACzP4d8ZV0Xh9/Nk8oJUGyzx1plUzsdrW5wAwM9bvTgfW++tFCQB90zmzMFMzEW+tE0ZAPMB8FngQkw8BqUxCSRaRPXnysEJAPY29nhOwyQ6dvXifNy+Yr6SWCyfn4OrcmINCgoI00yLEEWfPjgyruhY/vaTJlf3X2bGPX5jGT5u7MEHciMpGjuOXGCSF2cuq8OTurKCHIX1xCEzvQHWVOFFzcdvLHPJNAAsefrO3+9TNufxsPiqbJTPn4NPTvdiJE7y54W82RmYNycTT95crnw/L+47i5b+Edc1+AhQtTA15oeMVBpG/DvOz85ERXEAfp8lmMayBrOcCPExTZ9F8NTNSxX5gpeeWi+mqVgeTYUGKb+Xn999Cp+e6fPcJHK2h3zP66wJvbCYHgVN48uGZDaG+04zacXGblYw1qVfAOAbjlyH/BvhMfho24CInxaYLNqrNW1KTHm4uhQ/+s5KlBXk4L/94SQuDIeV4xPDOQ429ceVIKBgetSb1pbipafWu5hZOnKyfMjyW1g+f07S+vyXGxRAlza1SAERozjbmzgPUADRKEUUMZPp7XvPYjQcFazC1460KcfzWYxR/OgLnyUlhWPbLFHRjwPEJgb1RGrMib3JJiB6IVNnJ6ayPzEhUUJl2tTLnhMTOZ8XGWXNojzsPtGdUNf6y46pkHlLIw0ZE/2dy1M2hLBGNdUkSmRPMi/E8xPhqGsdUCRVdMlnHmv0RjXA9tEAy5Gaei8qjy0uyMbfPXqdYGMT6SSWj6BPY05vXlcmCHUfnuhWYnlPaAzL5uUoBTYKNvHKJxcBRk5LRdZHx/ryeRgLR7FPkwdLFhYB7ltTgv7hcVQumIuhsYj4bHWPS4CROb61qtj4GIc+EeP19hIVPHsvjqEnNAa/z0I0yjwOjrYN4O93n0LEpkZJI1myUpeLASAmiikAalOUOP6XB5v6RRGVN384+FoSrxio7+t6Q2NGln8aaXwZkEoecuy8uofnPQ6LAN9Ybs5D5L0/Acs3Hr+xDD9+U63X3HlNIZ67bRke3f6ZUbHDdI715QXCN8YThKCiOIBl83IUcqoXrivNFU1cjskWQieouG9syNwsyTPKn63tdMeo8982qKh/bHu3AVULc1FZkiumX2Rk+AgqS3KxeftnSfnk2JSi1iChZjtkPLmZolw/cTfWUnn/PaEYKXoyeUgqTZ2paDLI5zN5ygBsneHv1+QTOlMwE3ORL21ThlJ6h/Tft5ueQwjJo5SaqUtpTAv04LT1virsrGlF0dxZyih/spgXyFL+fUN5ARbmzVYkvixC8NDaUmGwxk2e87MzXSP5m188IDr6z91a7pJq2XuqVzkfBWssrS8vEEUT16LmGMpve68BAGPd6UUtm8aY3jq4ZAxPIPVClp5MxMPZFMZOZSzMn43zwVEMjIYxMBrGFkmChid4sg4lx9O3lOPuyuKkF9B4WD4/J+61E8IWiG3vNWDLxkrYtq0klvoo8fO7T4nPMmJTvLi/SUwr8efqm0DZwA8Ayq7KxiFJx9lLB1e+r/UFVjbstilmvDRNGl89JNoYKo3FsI3nd59ymdr6LdbklpmgMkN0T2NP7Ll+CwTq9IXfIti0thS1LUFsfdfMJKNgzDH5+njcjCeDxs11Q6PhhA3k4bEohseiODycuCGz+KrsCU0imqAXg/R/l12VrUxHXgpHAQA/uGsFapovIOzI5vAJI/m1FLEJxP2n+/CtVUXiebIH15a365P2JmD+B3BNNPl9BD1Dl4zf3+Z1qU3fVi9mWtLyBKvPmtw4vT7OHi+hmuym3jQ673W+qZBH+zLgq/I+0pj54PGDT8KkEntk6JIfBKx4FKUxs3tqU9y1qggfnexRJJ/1GPDin12PX/7uBLbvawIFkxTj5vL52Zn4q3fqlXOvKArgXw804/sv1TJPESlAR6PUVdzjks6mKaEPjnfjA8P7k/fEABLK+CTCh6Y8yQOmJogtsZllstXLh1phaYVPn0Ww9d5KVBQHFHmjicBnEXxjWUHcZlLUZgbXGT4mUffRyW6lyaavEy9Inkb8venPkdnLRPJl434z3CtVj6XJEBvlAtzWd+pjUkq+dGxO48uFVPIQHT5ngNAijCBrmlI74SijALEpZQBKMx0ACgNZaOwKeUqo+32qNCG/9p/fX4WfvHnMMw+JRG387zvq0G7w/jXh8y/BlL4MecrGsoCh0TAau0J4/MYybLm3En/6m4PCjyTqvIarmfD/5t4xPkc2jk82rS5lXpMPrS3FLm363gucqCuvB4QAhLIcs+H8oLhf9O/4mVvKEZidkfReYNPaUrwq2THsPdWrTJdOBPLeIBmy12S9ZPS8xwtflT38THwfX9qmjAxCyP8CIEAp/Vvn32sA/H8AFhBCPgdwP6W0Pd4x0rjykPVBG7tDyig/fzxRgsR1RMOOPBRfRHWNaYB1d5+6eSl+88k50STRJUDuqCjEub5hLJ2Xg7KCHFGA56ykiGEVPtwcxKPbP8PP718Nv0Vcm35e6L8Utl1yPskg02+J63jpqfX4m/dPTJihPdF0pC+kSqFFHAka+fvZsrESP33rmMKg48aWdFIDtWxRzsnyDkfc4JKCFYX/4cNTrkWbB10vViOlEBsB/lw9aeH3q98iACGIRJmXweYbFgk/Gfm+Bdz6zPqCFxwZF5+OBZXtlkYaXxbE26jpI8+fnunDIYnFCQAbry1RDDC3bKwU/5Y3zpyhxjff/HHuFfCrj88oRoM63v68AzcsLcDjN5Ypo9z6lCPAkgg+Yh8aDRt9ZyaDqWrImCQFKFi8sp2G8A/vWYkPGrqw3Wku1zQzBu6OZzaIwmNBTibeOdrhOpb+7+6hS0KSEwCy/BYaOgbdEmUeIADuvKaI6WY7sdlnEdxeUYg9jT34on1QmEj6LIJVC+YKBndtSxDnB0axfe9ZzA9kGaVLZQRHxpnmt3PeR65fNOFEKFWmGS+K8TU/lYZ6quearAzClwVflfeRxsyH7lFgmnRLJg+Rk3ufRfCIJC8l+24+e9sy3F5RKJpAgFu6trErhANN/Vi3JB9XFwVE/ONEIrnAZBHWSDGxlLlSgI79p/vw6ek+VBQHUjOylqbQudTPRJFKTyfeUymYVDSXw9z2XgNsmyrvy7Yp9jT2sPUrifOtLA54stQriubg0zOJp3soWI70RfuAZx4CmD2NdDk6INY83PJ2vZK7shc43zZRy4q1LUEhQbopzhrK93W/+viMQsR4uDr+uptGGtOBRHmIvB+ziBMHaSzmcOIm//3w+GvKQfh5HlpbitdqYwoXD60txfO7T3le4/w5bB+orx0VxQHFj4PDcn66NkXSDZnpAI8wppic6WdSb/UdgzjTHcLh5qDTYGE1r4riADatLUVPaAzn+oZxpic28Wk6XtRmjWZQFs+L5s5CZQmbDNLrUV7XevPV83BP1QJsfade1Ai33leFho5BvHakTclDMv0WntiwBA2dQ0LV5uVDrdj2bkNSpPHqxfnYvI69hikRTG7yItX84OVDrfhDQ5eS0ybbZEjnIjPnfcyIpgyA/w3AP0j//u8AOgD8RwA/BPBLAP/TNFxXGnEQr6ubbJDQR7T5cWU9RUBdeG1KXefUR8jP9FwUBbxMx7QrnodN1GZyO7p2JTBxjU6OutYgaluCopD5xfn47IiJtj/mZPlwcSxqfGxMe88EbILHphDX9X59p+t9hkbDnuanpuu+a1WRa8EGmJmYPo7MUTw3C3/xzRUsuXaKwrqfzprSXGy5t1IkHzprnoA18vh9o2s789eJ+zXKUl6++C505AR042lQKiQLvDQ+OZN/JnXr00hDBt/cyHJ+enP67aMdYmQ9HLHxfn2nxGqjSkOUFxHkhmhDxyB+/OYxVJXkGhMbDgpgy9uMTSw3UU0E2fvWlODqogDWlxfETbKmE1yq5a3PO1yPPX3zUoXNdbCpXwn+3L9lV127iHk6I8yEzevK0No/LJpUh5vZGiRLQpqu03Lkf3w+C3saexCxqdK0PtjULyS4CIDVC2NxGXBLuQDAa7Xt2PG0d5Kgs50ecogZE8HBpn7F7DmZpIrfhVEKbH03ea+XibDaJiODMBWYKlPM6X4faaQBJP4NppKH6NLM/L93PqvmJ3ITaNPaUuX8unRZXdsAKktyhbchj70ETqz1MKfOz8lwSXvKsBHzbky2McOLmS89tR5P3rRENP/jIZWmT7xmSDxQQEhk8mklQtXH4/lQ6ti4pgS3rQiLSSUZiVQJiudm4cLwOCJR6pmHbF5XJnKLN+ralZzJIsB3bygzEry4GbnuR8llzeQioG4q/vqRNux4ZgMAN0mMQ19HN01iHU0jjelA9eJ8PHL9IlEYl3165d8y39sBiJuDyMfd8fR6MU3//O5TKMjxJuCcH7iEzS8egAUokoUHm/qNhDIuxbh/gnKOlxs8B8nO8mNnTatrQuhbq4qUpsX3/umQ8vjOmlY0dodSykH8PoKnvrFUeDD/4TibOCRg9aBE15vpt4R0mty4rigOIDgyjohD4jXlIQA0T9RBfNzYg1ee2RB338qJhFNRy5FztkT5ge7feveqIjyXgvJQOheZObnITGnKlAFoBABCyHwA3wDwTUrpHkLIOID/ezov7quCqfoRcMQbHUsmSMhjpwDwQUOXmILx+yw8XF3qOhYoky5j3ffYGPjBpn6X6RoHN+16aG1p3AyDwN28ANioq745TwV8AbwUtvHf/nAyrhGozyKoKpmLpfNy8N4XnTHpBO15gSwfbAoMj8eaMF4NGRMoYhqt4xFbyMLpaOgcwg/uWgEfQULZGwpg2bwczA9k4VzfMJOZI8BdK4uELJyp4fQX31whJNSe330Kn5zuU56T4SPKgnu62+2/c7PkQ+GViOtsSBCCaFS9d/X7lr8v/hnZ1K0pnUy3fqp/e2mkMdWoXpyvSGUB6m+eUnWijY+WA+w38e3KYhxs6kfZVdnKMQEoBYZMH8GT31iKA039GB6LGCUNIzbFbz89F5NU8wg+v2/owvc2LEH14nyX3JqOlcUBnO29OCn5k4nApsC5vmFX7LMIEBqLiGlEwGEK+ohYyyiAQ+cuKE1o/tl7vYvlhXOMnkBRCmyuLkXbhRHj52RT4K6KQqxZlIejbQOCwS03rQEIJiMFXEU40zqcKEmYKrZTbUsQR9sGFONk0+SLHIsPNvUrckGpSAbMtNH5mWiKmcZXF1OxJ0r0G0y1WNExMIoX9p7F3lO9iEQZCewpp3FuOl5PaIytgU4hsFvzBYtEqdhby1GRxXDW/DY1ya/KzozblJGRijfMpbCNH+76Ak29F5XXcWZuJGKLJnWGj+B/lopqOhbmz8ZYJIrQaATFc2fhdE/yDZklBdnCsxNgnxMFxHRnMm+JN7YUaRsAh5r6QQE8e2s5aluDONISTPoz+otvrkBFccDoS5fpt7B5XZkyLbx6Ya7ynG+uLMIvHlwNwB1vt2ysNN6rpr/pxV+ZnOEVv5NdR9O5SBpfZsiFcZ+lSkhycPn6N//YLvbD8qREQU4mnt99SkxMAOz30dgVwn/9t0ZxnJXS1KC+l5WN7bmks1cj5/cNXdiysRIHmvqV1ynXPEly72RAKdA/PI6cLL8rFlqE+R0CEIouei41HrFdOYhFmOSyyYsYAO6sKERgdoZRISCaIAfjTRYAeH73KVfjWp6oMuUhAFz5Tzia2DtlKnIRPuH46pGYn6pJklmOw/q1XgpHUzp3OheZOZgpTZkxADza3QFgBMB+598XAORNx0V9lXA5fgTxAliiICFfj2mhGo/Y2HGoFW/Utbs2s09sWOKSMFtfXoAMn1t6jIPCMVuUxlv5ZAlPBrhvDR/XBFgwzc/OdDVlfBZBdZl7qiYRTInWmtJcZPotBEfCaO67iC/aB9HQMSSSQdlAmyOUQgMmHjhfQfcN4KhcMDf2xCQ2FC/sa3KSpRirrKI4gH2ne5Xvb/eJblwKR7GyhCU1P3nzGHpCYxgLR41SDo1dIcFy0RnnBFA0ZuMl4pvWlgo5AP5c+d5VGjfOpEzUZg1Anlibkvt43fqv8wKUxsyCPt2y5Z16kWRk+i18p6oYb33eAUohdNn9FsG3K4vF77JraAyPvvAZXn3uJjH9oRcYRPPdIsiQmhAyzvRcTMjIGgvb+OX7JzAesXFc0pOWQQjTo27sDk1bUqQXeAiYbvVrR9pc5sGcKcjBpw55CCZgfi+WZblYexTA2Z6LeOzXB7GmVC0Y+a1Y3KtpvoBxJ8mSP5J5gSysLy/A3+8+Ffu7RH7QmYz6iD8zQ4Ui+eLzJfaImSzbySRpqRsny8+TC2XyviGVhGamjc7PRFPMNL6amKo9UaLfYLLFCn0ygcOmVOxp+SS2TOzZe6oXtkMU27KRFZHk/MFyfBJNyw6lTGJnYd5sHGrqF+tppt/CkzeXY8vbx5Q46jW1YjKfZuuL97oqwwKbcJ8fyEIgy48DTf1C7qWxK+R54vk5mcITIZ7Mp8mXTW7IAACxCHpDY7h2YS5qWoJJ5RoUwNqyPBxpDirFQv457j/dhweuK8GP7lkpJpWiUbavf7i6FFUluQiOjCM0GkZD5xAIgH/48BTyszNxqlst8nEm+RsS+3k8bOOIlv/lZPrEf+vxNjgyjpeeWo9dde1iX+N1/64vL1CmiTN8RJDD4sXvROtoOhdJ48sO/TfR2BXCz946JhrDPos1yvX4+O3KYvzzgWaF9Lr/dB9a+4fxo++sBOAu1J/oCmGWE9d/5kFMBRjBJx7hayxs47efNMH2eH1hIBPXLcrHRye7J+3NOxFQsOs3+VpmOl67clzQp9X1pgeXNX7m1mXY9l6DMkHDj7+nsQe3VxTC5yNKo8oC84PhtRWfRVBWkKOsS5VOs/tPf3NQfJ+ypFeiPASAq7Hks5DU3n4yuYich/B3bJJk1uPwExuWKNfKpVGTRToXmTmYKU2ZwwC+TwhpB/AXAH5PKeVV53IwKbM0JoHJ/ghePtQqdJQ58wDwDmCJgkQ8QzcOXgDXN7OhsYhrDPz7dyzHjmc2YFddu9Cr/OhkN6I229BWleSivmOQSQZEmcbl+mXzkJPpEwVIPk3ziwdXY2dNK7L8Fupag64FaWH+bFQumIum3ouua77F0cD8uLGHybwkkVxk+i0cbR9UGHMRmxUudz67AevLC/BRY48nA0OGvCgSsHwq0WfMX2B6fmB2hiNflvh9yMeM2qwQeaz9GO5aVeSS/ioryMGWt+vRPtDt8onQEbGpmFLxOt/WdxtQ3zGITWtLjYm4vghyeQFTUmOSseB+NBNhIkz0t+f1m0sjjcsJ+XdRURwQcbeyJBcv7jvrej6lFJ+3DSh/i1JmgPvcbctwfmBUKRAxxhiL31GbonpxPmqkwopy7ATXSsG8V+I+hwKRBAcy9Zwn56IVH7MzfRiLREVcleNCVUmu6/kEwLWluTjeOYRIlMKymP7znsYeYbrMa2e8eHOkOQgfAXKzM7Fsfg5+dM9K8b3q5sCyp9vBpn6F3CBreFcvzneN+IdGw/jePx0ScWrzujK85DSVCIDNk/CISRYmo+7MJJjzwZFxsW8gQEL/Gx2pJnDTyVKeaWy6NL66mMieSJ6sl/eS8X6DyRYrvGRpOEy5SMP5QRw7P+hMgFMER8aFn83OmlYUzZ2F2ysKxb6Re3J96OQlIMzrsS80htFwFMvn56B8/hxFRmZnTavw7NT38YuvysbNV88DBZQmPsCO/df3VWFPY09C6a+K4gA+OtkjmkeWQ2C4vaLQc4IeMJtUc8KA/FFmS40KEwiYb4xXHvCtVUUYGBk3EuA6B0bjrtFvfd6BjoFRLC8K4MmbVL8BIHZPFeRkKqQS/fo4k/w1if1MHD84Ge8c7cD3NiwBAGffY7mm8d9wpl121bWLpogpD9nx9HrFU4a/djLxO5XfXTr/SGO6IP8mqhfnK3nIQ2tL8YbBKP7ztgGjJPKL+5tQVpCD4Mi4cZo+HLHR0DEIMondPgWME/8cPaHxuHH4cuYaMvRzzMqwkDsrA7/43XHR/AhHbBDnMdPUosV79I6UmNzQkvv3UZuioWMQlvM6AuD+62Jy0wCUOstjLx5w5SFyg40QYMvGmGJKojwkMDtD+Vy/u65sWvKQrAx3k0uPw4HZGfjFg6snFW8n2kyajpzk65yLzJSmzF8CeAfAMQBtAJ6UHtsM4NPpuKivEib6I6htCSrG9HxBSyZoxAsSwlja0JjxOVHfpurYH9/M+i1i3OwCwMK82S49X15QV8YvKZQkoGtoDCe6QkL//u0/vxm/+viMseB3PjiK88FR3ZcRFiAktCqKAxgcGfcsNsrwKipGbSoaTndUFMZtXvDRWPlcFMlJG3CGg6mBc7o7hJHxiU/l2GBaonsae7DD0fOsbQliy9v1ntM5MrhEkiyZZII8WfXSU+tdibjiJ5OEnI4+BQOw5FU+ZrKL2UR+e7LGaCq/uTTSmErw3wJvapqkFzMc6TLuX8Lx4YluIQPjtwi+taoI8wJZqCrJVQpVta0DKSckKRkcJzoWICQxbcpiafXi/JSnIFOBHlNtyvy7fvXxGZwfGHU932cRVC7MxbHzg4IZ9v8ebFY18qkqL0fBmmMXhscxMh5RjidPFW69r0opcv7rgWbX+eWYKRc6Q6Nh8b3zOKUnS5PxiEkW+oTjw9WlRnNkUyye7JROsphulvJMY9Ol8dVFqnsiEwM100fEnjIekvl965MJxPl/fI3RjXfliQmLqI9xKd6DTf2oKA64WN+8OBe13V4pZ3qHcXtFIYCYdw3z0XRfc8uFETxbkouK4gBeO9KmTsVQNiX44p9dj3ue3+fp9WIR4FR3SJEnsynbT++saVX26BZJLOVckjcLHZrRdSKfmXjLuEWA8nk5ONBkNs9OxlT7cHNQrOUWYVOiukl4vL0E/251pYU7rynExxrznVIoMmN+i+C7N5SJZv9k8hAArvidakEt2d9dOv9I48sE+bdQ2xLEzppW13NMkzIAi2ey9Phzt5bjQFM/GjqHQG0mO9kTGpuWCRaOsquy0RocUeIQb35czmbNaNjGaFhrQhOCypJcPLS2FN9/qVaJ9wSxa+LTKXsbe0Tj3qZMlQCA+Fw5wYsCeO+LTux8dokSq3j8kr2lTXmITdXJ90R5iO71OxPykCsdY6crJ/k65yIzoilDKT0OYDkhpADABUqVLdJ/BNA1PVf21UG8H4HXxs5rpP/9+s5JBw9+PW/Utb1e2h8AACAASURBVGPH4VaRdPgsgqdvXorfftYMO2KDdz7kznLUpth8wyIszJutbE5NwUXeCCezuI1HmFnnmkV5yM/OjCuJBhprhlgA/tODq8W1yGbHJi1Rv8WSsnjXRME08Wtbgth7qjfudU9WlsdL79RkTj0RyHqeB5v6Pade+LXwhZ+PKv/zgWZF/uxAUz+y/Bb+2Dag+C/Ik1PyvTyZpqT825A3hskuZhP57elj1pP9zaV1pL8amK7vkcdfGQSqlxMApTHDizsAm3ZbsyhPMIkrigN4o64d9ecH8YWBcZsI8YooXqwzLlfpOhZUzWrLIqhrvXwNGRMo2GdnEYeUIMEiwFM3L8XQWESQEUCIy7TYZxFsu78KDR2DTkEt9phueh8vfulTT4Bb1ovHQt0QlMepK73hlvcTnFk8kQney4kvw8j+lWpApZFGPKS6J9IZqADzGdtV1z4l93P14nw8edMSbN/fJPaestm8z5En0/MJC8A3lqtroCm28nXv+d2nEl7LzppWzJ2dIWIFpdRzTdtZ04q3//xmvPLMBvzN+ycEwSsrg8Xrlw+1ejZFfBbBndcUYreB7GVT4Nj52LpsEbYudifw1jyfRJMkFdgULrKHjlRY5nLsBZDQv+aGJfn4oTRhKucQz922DM/dtgy/fP+EkFDL8FuKzFjUpiiR/NgmkodMRQ7CYVIC4D4SlzP/SPSe0phZmM7vz6Tc8a1VRfjRd1bi7spiPL/7lDINQ0hMnp1PJbz95zcL7w8K4Ex3/Mbx5YYu7+i3CDZeu+D/Z+/do+Oq7nTBb59TJVmSSw9LlmRZlmz5hZEAx7KNnAAGAn1DrgEHkpiQ6b5ZaQKsy5qZrJlZA9NN3L5Obk+ypnstumfIBUNnZToDxoAdCKzQN5jYPP2UGmPLQn7IklzWW9ajLMmSqs6eP87Zu/be55yqU2VJls351iKxpKpTp6rO2b/9/X7f7/slzL9oAKajjsQ647duqkb/iGz/++DqMvzxRBcvOkTGJm3itdrKAmxcWWx24b/TKP3NoPE8UKI4Cdh5CIHdfsznIVeGq8lJvqpc5JooyjBQSvsdfnfc6bHpgBCiA9gG4H8AsABAJ4BXAGyjlEYTPPW6gNNNkGhj59bSz/wOf/nHJrz1+QVUzMuWNq6pnM/uhrBUDDAMisbOYcfBXuJmVl3sdgvKtfHJeGGlrqow3pUzaXgKYn86aVpqsYLA8HgUZ7ojONo6ID0/oBP8F0Fl3NwVwV/+yyHMCeqSao1a6oEYNQPL2sUF+M7XytHYMYQ3jp43lc3UHmA1mMqAgy39iKbiH5YGlsyfi9b+EU8WaekgKMwVqKsqtBWBFhdmY3hsEiW5c3CqO8I/C8OgCGUFHQMYK34xqIpF9hj2PNGyh5GyRNdssnsjlWCW6r13X82CK/IYdXudgEbwvbWLUrbp8XH1MZOqFpV0sTVUTGIEA5qUjHrm26u4LaFhUGiCjYlB4wXmFz48i3N9I2jtu5SwMM1KE6muSBTmsPuzPZek5xbmZOLSuLv3PcN0rYFeYFDAUF5/bWUBfvPpOUzGKHQNeGR9BT5o6rYplh+7bQkGRifw0Jpy9EbGJRW2pgyaFNev8UkDe4Tkptr1tG5xgWR9JsJtnbpaG26mUN4jWMOouFrn5paQY8mB3sg4ikKZrkTOh4/rCansicw9I7GJeQji909PZBwESOseqm8bwMufnJOK/VLXOaVcpavex2IMBOxcZE9DGIC55jrZ56ho7BiS4qJohVKSK3eqNHYMob7NTIptXFmMzV8rx8DoBAqyM/Dih2fx2Vn5tQiAe28sAQDetfrx6V5MTBqAsidn/yYwBy+zLs2rBQ1Afk4GLiqJwtLcTHS6FIvUgo3IEZq7IkktSxva44lBt0TaM/et4tY7oBQ1ZXnS9VGQnSEVPsSkXTJMJQcR30ciISMwtfzD6T2JVkVeut18zB5cTR4C2OcWBnWCJzYuBWBe2z+9ZwWfmUgIACv3AgC6Ht93/e5AK97+vMMUfyYYXnml1mLpPJ9SaiuIqJiujBCLW//8wSkpj6URYP2SQrz7hfmZGYaBAy22lC3Go0a8s1DIW6mWwuL6NRE18NzeU1IsVXnIg6vLXK8zn4ekB3UvI1rAqc4wPqYG11RRZgbwNICnAPwnmFZpNwP4fwGMA/j5VTyvq4ZEGzunlv4n7qjCo7dW4Jd/bOILZtfwOL73wmd4ZH1FymRIjYWaRnBfzQIcab1oa+1za90uyM7Am/VhicT86WQ39jZ1802DmJBv7BjiCZBca7DlhcEx9F2KB0EKU13x0scteGR9hRmElHNlfsJP3bVMavdWwWxk2L+Ptg7g2PlBfG/tIm4dc+z8oM3KQNcJLgyOITcz4Mmqx63bxQvU4Z9TCQ3glgyAGYwWF82VXpMN/rw4Oik/10omqgHs1UPt2PHR2Xg3ErwpFuuqCvnvNGIqy90UYMnujSv1xEx0fHZOU+HpLG1+YhSvHmqX/Kx9XBuYKVWLG+lSh2FGowaauyLSOawsDWHLukXcapANYtRgDn589vfHPZGJoG767x8PDya0S3HDmZ5Lce9jC4mGEYsgxFxLp9vOQANsiTAnXByZ4Otc1ErWbV69UCIsq8vz8NsDrWbhVddgGPGTZx00audgQNe44nvXkXbe3h/KCuKO5UX44sIQ7lwxH8898jXXc/OyTl2pqtLL8+vbBrD9nUbJF/tqdKIkOle3PYzajfzm0fM2SzkfPr4KcItxtZUF2P5gjTTwOaibNitO3fyvHz2PXSkke526t1kyTYMs9kmVi+w60o436sOIxgxun9PYOYzqBbmIjEfRGxnHwOgEJqIGinPn4IOmbtf5at3D48gQuvcNCmx/pxFNncOIGqY9z9ZN1fg7a06Y0zFa+kZwrvcSYtRUZD922xKEsoIoyM5wtBXWNYINVYU4IXTOXBUQoCSUaSvKuBVkADORxxKvAHDPqhI+s+dgS78tYap+YqKyG7DbKLFu38kY5R23bO6QaJ0t7qWAeNLu9SPnrxoHmSn+oWJ3Q5hfv1PZ7eZjZnC1eQgAy0HFvIZiBpV4COMq753oRFZQx94mM69CAHy31tzjfu+FzyTbeHWpZNxB1wjWVOSnZWXsZaavGyiAwpyMaeuG8fL6Trzr+f1nOC+KGkBmQLM95ovwEH748kH8aMNi6b3fe2OJNC9NHWHw8ek+HGrpx87HNwCYXTwklee+8OHZWc1DRIh7GdUCLqBZLkBJ8mQ+UoNflJHxdQDvUErfsX5uJYT8AcCtV/GcrioSbexqK+3DBtkN/m+NsqOcQSHN9BCJSqKF4aE15Xij3tyg6hrBz62b36lK69a67aSgY+ckVuDF1kgVf/v743w4sYgYhePv2d+efcssxPx632nXY6ugiCfHM4PxYsG+5h6JSE1aj/ECjQBLi3JwOsGwualAOqoPA+b8no9O9/JrY0lRjmshSEymLi+ey5WG7LsXC4LsnDKCdsWi0+YRiFsLGJRi69snAMAxAZbs3ki3/VQk8IlI1aO3VkxJIFS7HCiu3mbBR/qYikIgG95avSAXoayg47XrRroGRiekwbYGTK9mNgBeJVHfqi7ljyUaMQfSJzi3ZcVzsaQoB8WhTFRbc2ecZth4RboFaoOaZGq6h28akC1ynKAJ1gsMZ7oj2Pw12R/5Cythxr4zBgKgpiyXe+gz1FYWYOOK+XxOWdQwycTHp3v5Z04AvHu8E+f6RrBlnftalGidSqaqTLZHUJ+/dVO1ba12KmwQAnQMjqG+bWDG1jgvClJVXODUjTwZo5IHul889/FVQaIYx3iBOPDZrZs/GqO8+88LDxETRBqRCxVOe8NUuEjMAKJWkXx80kBkPIrf/bUz5axvG8DHp3tdbbUYd2AwKHBMsP8cnzTwy/eaHAsyDOK+mwnPXn/y6/z9PPvWcSl2Rg2K3x5oxcrSkM0yU0XR3AxJ3DaVMGjy+TQiCICPTvVKn+Pepm6uqq+rKkxoT22J7HHs/CBePdQuXQf1bQPYsuOA1FUrFu/Y9eE0QwaYHRykY3CMz6CbTv6hQhViJmhS8DELMRU8BDC5yK4j7SjJnSMl6xnceMjBln7ElDVQ5SGsEEoIiddvCDA6HnWdjSnim6tKsNqysN/6dnpmPRSpz71kBXeDmtbx6r2hO8wOniloxJynLOLSuN1giOUXGjuHIXz0GJuUraPZ+rX9nUYewyZilPMQMQa+c6wDpblzXDkrcGU8hD3GzU7V6blOj3/1ULtt9vNs5CEiWKxSLeDiLhdUur98XBn8ooyMTwD8Z0LIDZTSLwkhNwK4G8D/eZXP66oh2cZOJR+sDdtpsLOY7AXgaSFjhZ9EBRgV9W0DeG7vKR6wQSmIKou2YFDgk9N9ONJ6MeHiJBaHUoFB4dghw+zKEoF9XrsbwliYn4XVi/Il9UYqmImCDGCes0q8vCQvWUvsbqvAUhzK5J+Rqga5bVkRPj7TB2qRsKauCF47ch5b1i1CTVkednwsX3eVhdn4x++vtn23bptHcaMTM9wTYKncG17hJcno9TheyRh7H7sbwnizPoxY7Mo20z6uDq6EhAP24a1seLE6jNDtvlE7JwFZSapaYol+yDEPFZIzPZdwpucS5gRN9VWqa3EqyM7QMTYRc123psMtcv7cDFyOxhC5HCcnyT4Vg8a7CBnaL47aBp0aluqZgELXNYBSrt5lyjWm0mXXT3EoUzrG8fCgRFYpzOTmsfAQjoXN6ybVJI1bYdxNRZyImE9MGo5rtVNiloJg5+Hp7QhU1+B0FKRO95RGzPvFL577+KrB655LFLao9w8DReIEhXr/phNbvXARTYvHE7Er0ek12Hm88OFZW3LHCyiA4cv2RNnm1WU42NLvqH6OUfB9+cDoBBbkzbHNhpmMGp7i8XQVZFIF4yRq571BIcWgbQ/U4ETHED5vH5AKTncsL8KnZ/oQo6brAnMxCOgEW9YuMgeDKwTvG8p8PcB9LyUW76JXkYMEdA1b1i9K2zIzHfU549ozOYDbx9ThSnkIAMVZZAgffNmD15/Y4OnecSqmuvEQcR2mLoUOAFg+X86f/PnLbjy5calpwTWDrSpqgVjlBzEKZAYIxqPpl2VCc3REYxRjKQre8nMy0BeR13e1axEwc1/BgMYdb1hxRc3DsbWjJHcOgLiw4Hh40CZKiNH4zM10hEqJeAi7rlKxiXR7vDqLywCuCR4C2C3gxLycYVCfh0wR/KKMjF8BCAE4SQiJwfx8/iul9NdODyaEPA7gcQCoqLh+W7e8bOxUNdj2B2vw5B1VeOvzCyjIzsDZ3kuS4iaVhSyVjSU7D7Zosy6J25fPx96T7m3/yRYnVhx6bu8pfHqmL22VNWAGzagBTzIJCuC1w+18uGi6mImCDIPqdbp0fg7O9o4knA3BOjTeOHoebx49j6hBoWkEtyzIxZZ15r31m09aMDYZwydWQUZEzKDYeagdukZsf3v8DrvKBrBvHpu7IvjNJy3Sd2tavlHXAJYO6UkE9b4YGJ1I2MHlhFQSDer7eNhSl/q2ODODqY4hXtdqp+9Y3TBSmIUPtcPRjXSxNfLFD8/igy97QK0kgkiWxHZ0FU72isuK59o65tjanhHQrqhTJhFyMnSMTsSSP3AK0euQsHIqaM9z8M0X0T087ug3zdTdbK179q3jPK5ctuasfXS6VyoIZwgJzWRDnNMZ9sts0thg0ILsDGkfkaz4IBJzYiWy2Nq5uyHsmJjVienJPZ32Gm7WmKkqSNk9Jc6UqbG6xK5Uierj+sFXhYsAyWPcq4fapST2tvur0dgxhNPdERxtG4BBTcUx2+s4JSjc9lCprBPsPNgaxhJGIhcxOxXzpG6WmIGkXGT1onyzs9QjKXATRgU0YNPNZfi3xq6EsfTT0314/ch5/l7UY+u6htb+K+MYU9l5Wp4/B2GlcKRrBIZBEdAJKudl44wDJ9I1SDGIffcPrynHr95rQlPnMPKygsgM6o6iumiM4hWLh0jHJbAVZACZg7A5P93Dl/H1pYX4SEiAJYqD08lBYjEDC/Oz0i7IqJ8jO34ifuEmxPQx/ZiqOOL1mvTKRWIGleYastdw5SGPb8ALH57Fn114CCHOIl0g7nwm/nVUqbzEDLNQ/fCack8C25nElRRkAEiisETICupSd4takNEta3lRfKcRc+alKDpQeQhzPhELwwGd8CJ3IrvqdPf0iXhIhlUYTsUmUhWLMTcetbABahY2ZjsPAewWcAD4fNiMoM9Dpgp+UUbGFgB/BeBRAI0AVgP4J0LIOUrpv6gPppTuALADANauXTuLluWZh7gIsXa2XU9swDPfXgXAOfgmWsicqtVeFix2DPZlEAJs3VSNlaUhPrBSpR6qJ7QbaisLcF/NAhw4a/eXdoIbyRCDJoHZWeKWkEtEukpDmeiOjE8JkXE61wT7loQQn6NrBD++rYornh2TsVaLPBAfok1hDrT+IjyE5u5G/GjDYkcSJb0uzM0bS+4SAjx+e1XCRCHbPLrN/PnmqhLst2zj2CbDCVc6F4FhOmfRpGOf42N6MdMxJJXhrfwcYd80ul0ntZUF2PFXax3vB0aintt7yvF1HrilDKMTMWl21rneS7Z1iBDTKrOmLA/P7zttU+16RSIyleHghZzueqgildleN5fnITOg4WjbACg149T3a8ttXajrFxeg/eIouobHrSGbFPOFuEIANHYO46f3rABgbqzV98KU1xQmkXjvRCd+/PXF2PFxi2SJwEir6oftddiveG2YL0j5/zd2DAlxwizMGwaVBrCKUJNarFihawRvCnMaWGKWAjNS1HBag5+6a1laClKne80fsulDhM9FTNS3DUhzTyYsYct//c5N/O/JeAiQXDnrRfggngdBfKYhAHx4qpe/5oaqQqkoo2tIuiYVZGdAIwSU2oskTnCLXVEDeOeLTsl21AmJ5q0V5ASRlRGwWdekikRnkErsJQBWleWhY+gyj0+sIMNioxnE7PjmDSV8fo9Y3N/TEOZikMh4DOHBywmLSIZB+Tkz2+1ERQgANrsz8f3EYy5BQXaG63ufCh4yVfZT6j20pyHMZ+UkU7P7POTqYCbjSKpcxOlkEvGQlxLwkG/eUGyb0cvw+O1ViIxH8dqRdt7B6LS29UXGcbClH/ffUiYVHlLBHcuLpOLrTCKVIvjC/Dm4sSwP+5t7EI2Z4ur/tKHSxkPEYjilFKMTMeTOCfDuTFZ8YfkIJx7y2uF2nO6O8PU2FjPwyPoKnLgwJMXJhQVZ6Bwcs4loU1mzxI5aNx4yGTXQFxmHZi3CXm0iMwIazzd+eibeBfT337mJW4T/9kDrNcNDALsFnM9Dph5+UUbG/wXgHyilr1k/HyeEVAL4PwDYijI+4qirKpRartV2NjV4JlzILNVrZGwyZaWNeh6gZss9e709DWHsPNQuFWaqrFkFexrCaO6KuNpFMS9S1cPfCQTm4LI/f9njqC4TH+hUkLFOPSG6IqkPuHaD+lrrFhfgmftW4XcHWh03HMuK56K9fwRRg7p28RAA99+8gHt9P7f3FD453Wd7LDUoApr5nRFiWuzEjHj3zGTUwFufX/D8PjTNtBBIpeVeVeYwVBXlYP8pIQvpALa5vDxpQLMKQawYmSqmovXbjVSl27bq4/pBomtAVMKwIcNvHD3v6imeCGy9r28bwN/8/jj3+GeFbZVwEZhzyB5WrCpi1CQEYuHl8durACClmTJOBGTJ/LkApY7F3oHRCcnvGJiaggxgFp+SKZMZjluzYAIawffWLuJzElSsqSjA5+cH+c8GleMKhUkMDrX0A4QgGrPPJBB/ZkTis7P9tgKSToAtltrt/cYuvPX5BVTMy7bNpXECm+/C1qbv1pabMQRxNTBbu3Rdg2EYlk2a2cnj5C0u7i0YSegYHMPOw+1SxyFLzIqPmy4y4bYGT1WyyU9a+fBhx8GWfskKUyPElkDxwkNY0YMlYUTlbEC3W3omOw9dI7xTor5tQEoARcajUnxaXDSXP88pqch4CBMggRBH+8+soBa3oLGKA06P82IdmggXRyaBkcnkD0wD2RkaApqGhflZONN7yTYLx2lYtq4B+5p7+O/WLy7A5q+VS4X4edlBx9crCmXGv3tqfvcEkIR+DAsdunEYKMx5cAHN2xDkgy39jgUZdix2ucQMiu3vNjr69796qB0/e+s4YtTsBNv5+Ia0YsRUcBDAHgMp4PMPHxzJuEh7/whe/KjF3BNanY2pgh3vYEu/lNt5YuNS/NkqMIgI6gT3VpeitrLAVgQQoWvA/uYe7G3qtuJEcjhxkI6hy/iLG0tcC0RZAQ0TMeOKO3HmZui4JHT+EwCrFiSfAcZwYfAy+kcm8F8eqJHyYx+e6pXmeOlaXMxmUNjeFwXwZn2YC6Oc1tUYBQ4LNv1EI3hoTTl6I+MQbcy6Bsd40XtNRT4vVhcptstuEIuCQLxg5MRD9jebeTwCoLwgG81dkYTdiqIAkTnriEURFg/urS71eYgPCX5RRkY2ALV3LwazmcJHAtRWFmD7gzW8XV/T4oqeZJZJbBZNQXYGbl8+nxcyXv7knGRH4kVpI56H2lZXW2n6KapBgM0qYHDzpWSbCC8gBLhzZTGesHxHj50fdAy8BVlBm6/xbMCR1gH87kAr3vnCuVixfsk8/PgbS/Czt467DuemMD1a1y8pxKO3VuCn96zAoXMXZX98mPZy36ouxdvHOmBYRPOG0hBO9VwCpaZKuveS9wJUzKApt9y7dQkcaOnnCcxYzJlIHGzp5wlWg5rephWFOWkPwbzSQOdGqqZKAefj2kWya0BVwjyUwM7OyxD2H+w4wH2Q36gPY+dP6jAwOhHvZrMey7ozTlwYklrVAaBz6DICGlBdlscHyrMBuU6Yr3Qeuqlsz/Veci18j07Is1O8YGFBFoZGJ3BpPHH7/x9PdGHb/dXY39zjSsYYWGIpalCUCWtaQCOSOGDvlz3Sz07nbFDmSW3+VSPATQvzcDw85LiGq57b/NgUKMvPAgD85tNzmIhRdA2PY8uOA9ilJILUa2RPQ3wu24SlQBOvx5qyPABxArvzUDs/lz+d7Mb+5h4p2eQ0g47tKXY3hKXr3Omx04WpSmylg6nq2vTh41pDXVUhMoOmQlXTCB67bQkvYrN1wUk5DUAqdrOiByHAjzYslronnCw9k53HdqFTwpxDEC9E9yjd7md6LuEHLx3EtvurHWdqiW4AMZc1GgAvyBCAfxahrCB+3xBO2nU+W2DGYQPDVuJPTGyymXcxZcCbGV7in0l9+yCevm+V1FG57Q8npOcQmAnZ3MwAnn3rOAxqxkfmsuA0TzQ0JwjAXpQR7Y8opRgYTT5Hx7TPIa6FGQYmUlN5SH3bAC/IAGac363YPaWCqYiPagwEgD1KTPbx1UUyLvLMt1d5Slon2u+odvZibmfL2kV49VC7PJskRrnVlNrBCJiCpG+uKkFRKBOvWaIfSqnnubkqWnouoaYs1/U5Yx7zTclwSbFipjDjTNBac7xwnMuTBho7hiRx09cqC6SiTKKOSoaJqIF//iA+Z43xkBMXhhyLT4ZB0dwVwZ+/jHMlxh8pTFFvQ9sAf65G4BqbxWtFmi0kHFfXzXQvm+d7YXDMHCGA+OfGXFUYV3bbV/z0nhU40nrR8RqfiX361eQhgM9F0oFflJHxDoBnCCHnYNqXfQ3A/wLgX6/qWV0BXj3Uzj0A000SewU7PvNz3v5uIwAkHNYrVqtVwZZhFXeIpVbzqrRhnRlOiwEjS4lUym7HZ5sIdciYEyg13/crj9XhqbuWob5tAPube6RBbRoB7lgxP+3W1+mG23mJftxeRHa7jrTj0VsrUFtZgO/WlmOntREiACoKs/Gt6lK89Mk5zi0NCh7oAxrBnSvmY29TakNNE7X4O4Epc9R23OLcOcjojiQkEmZ3lqzWS2e+wlTCiVRd7QDt4+oj1WvAjZx7scI72NIvKVsnoqa3bvWCXFPhCkDXCTSYtoUGzKHzqvDMJD7mv1k3BvMAVhMlAZ3ghb9ci+auCN470YnxyZikuhIxFT7QGomrdbuGLntSHU9EDZzoGMKOv1qLVw+1Y9eRdrT1j2BwzD6AmcGgwOnuCBcvLC+eK5GhMz2XoNjYJwSBSU633l+NFz88m7Q4xCBafR5s6ZfiWTRGsf2dRmy9v5onQNVrRP10ikKZNvsx9vgfbVhse/3JWLwDN9E16JQQSna9TjUS3TvTtQZ7uS99+LhamG4+It736nqydZNzkUO9Z5h/PKt3vPzJOWx/sEba+7slx53Ow4mDMGsTQgiGHJL2k1HTPtKJ76TCQ+KdJBS/PdCKVx6rQ0F2hmTVy2Kx1/TfVM5+SRWaRngSlCVHWeHeDTHLteGpu5ahtrIAz+87IwkY1i8uwMaVxSjIzsDfWvMNADPm/nrfafzTD9ZIvAUAVpWGpPgrgqm3qdX574WL1FYWYNfjG/Dih2fR0jeC1r5L5nkoXVCsEKXyECculsJ2YNqgxkCff/hg8MJFkhUHk+13VDt7NuPj6d1fAJRC101bQyYQM2AOnP/0jCnQFEVj7Pndw5dx58pi23xMdV188o4qDI9H0Zig48aAe54lFRCYXCQVThONUTxyawUW5mchMjbJbYoT4bXD5lr7kNW19O9tztwKSGzTzObCsCLZ1vur0dwVkdZfBoOa84RFqre2sgBfXBjCpPVL8X0z4YRT4Vq8VrZuqpZcdQjM4lBT5zBeO9wuufO8fqTd9l5YjicVHiKKyWZqn+7lHpqONdnnIunBL8rI+B8B/BzArwEUA+gE8BKA7VfzpNKFOCeDdQFcKRFKdgMPjE5I3S1uxILBqVoNWEmjoMar1akqbZq7InGvSMiWZ1s3VeNnVkePE1i1fH9zD/7U2MXV2ey5Oz46i9Z+WRGgBmRWQGKqi9pKc/jcs78/zjfzBgU6Br35MLMEJqVXbjcgQlWVJ8Piwmzkbx5WPwAAIABJREFUZQXR3BXhxQh1I6C2ymYK8xkeXlNuqqUtr832i6N4+ZNzru+JUoqiUKYrCZ2bqduU6YZVEHNq8U+EZ769ChWFOZIFwJMbl+JJq9sp0cbx8durpIJO9YJcnkB1s8PziqkMmn67qY+puAbEdXvcGs6oHrOuqhC6ov785HSf1JFGKbDtwRq8d6KTWxs6CX8pgGPhIXz/hc/w88034dFbK2yJklvK83hBgJ3Lz96WFbHrFxegoX2A2yNeCTQC/GLzTTjRMYRd1hBkr3jj6Hk8vKYcK0tDaO6OeLIye+vzjoQJsaqiHLT0jTgSIfV5lYXZ+Mfvr0ZtZQGqinJcu4nU590kfMaAfS7PsfAQfvjyQU5E1Nj/8JpyvHn0PCZjFEGdoKYsjw+x7x6+LA3HfOnjFtt7DepxO6JkdozidcA6q662dcp0E5XpsqisbxvAnoYwKJCSLagPHwxTzUeSdeCr97wbF1HvGTPBJVsxD4xOcPtjr5ae7Jxe+PAseoYv23gEE6/Vtw/anhsMaLivZgFX2eq6hg8FPvLKY3V46pX6hEOPNcTnNTI+wooTh8/182QghbmPjiTp8GSY6oKMEwdRk6EMmQENlydjMCjwwZc9qK3Ih65BStip0C3Xhuf3nUFdVaEp6NAIFxR8Hh7C0/etMl0UlBcMD17GD18+iK2bqpEZjKv6nWbOiVhRPBeney4ltBtTUVtpzuMD5FkH2/5wwpppCWxZJw/JZqirKkRQj7+noE544pQdb3dDWLKRTRVTwUN8/uFDxJVeD8l4iCreYoUX0RmF2Ru6cRCCuPUj4yFNXY3Ydn+19ByNAHevKsHlyZgkOvjlH5ukokx+VgDDY1Fe3L9SEACZQQ03L8xzFaA5wYA5X5F3e7QP4EiS58co8Mqhdrx+9Dwopa7rLrNxV+3NVIhz1ho7hlCWN8dxRujYpByb8rMzOMdwcqExqF2Yq8b5gdEJm7tP38gEX0PZHqEgO8PxfbIZmqnwELdzuR75yHRyEfa9XGlubTbCL8oIoJRGAPzU+u+ahzon40rV+15uYLUlVSQWTiSGq8ZYKyNMtTPzz1eP70Vpo5I/nYB7RL7ymGmfQ5Xdt64R1FbkI99ayD9o6uYB6lg4rirb6lDM0TWCJUU5UqAnMAPDJ6fjA74A4EslQHkNokuL56KqKIcPY54KEJieljsPt3uel8CKUcfCx7FusRls1PcwMhmTVBL1bQN49VC8W0b12gSoq9+1rpldOayY89rhdikJeM+qErz7Radtzo+TUkKFE8lw67JKtuizgo44wM2pZTrV4OGrDXzMRhRkZ4BYmXwKs8jgtF6z1IVbkiVmmEMVf3rPChw422+7j9ViQYyaa/DK0hAeXlOO14+0I2qY99iWdRVc+bzbWivUJWVOUAchBE4N+5tXl+GdLzo9F1dWloSwsjTkGE+SqYknYxQvfngWtyzKx7jHuThIcsx7VpXgN5+1mjPZYM4FW1NRgMbOYRTmZEiKvMfvWIrmrgie3v2FLW6x18gIaFhdLhO96oV50pr488032QQOE5MGXz9VewomTuAJp3cabd1OxPoftdh/S7lpX8dshlTv/0QJ0tli3TjdZGw63iebA8S+pzePnk97XoGPry6mko9MJRdRH/fQmnJUl+XZLJBZciWRpad6jlte/IwndI6Fj2Nfcw+e3LhUEq9p1v6XDYdfW1mA5VZsYYWg146083X4WPg41i8usFn6Liuei7M9l3gX+jeWF6F6QS4XC4mJqnN9sn2Z14LMdEB3aPHUNXOovTpDZlQQe8UMisOtA9AIUBrKdJyxSQDUVuRj2x9OIGpQfq18T7AuYrbETh3vgJnsPdExJHHP3x1olRKtlfOy0T4wyvcqp7ojSTuqEhU5xESel/lnLK46FV7cbGRTWb99HuJjNqKuqtBcO2MJeIjVWadbFshq18rRtgE8fd8qrCwNOXIQXSP4WkW+VLCYsJL6Jm/p42t8cSiTF0Of33cGkbFJvKi4b7COeOJAEtYvLsCykhBGx6P44/FOqRPdDTeUhvCL79yEPQ3hlIoygDkXZ2VpCLsbwuasM49Q12URAY1g080L+PiBoE5QHMoEgWlFzZ6aYcXkFz48i71N3a6isKBOUF2WJxVrikKZfI2sbxvA/lO9Nh5xokP+nt34CADOYS4MCCJpq8tR3bfkZwfxv/+HG/DorRV49VA7/tTYxR0TvO65vwp8ZLq4iJsd4fUSj/yizHUMdU4Gq+wmg9tm0csN7NSul2hTqdoNJKt8elFWqIsoCwLsnMXFQreGdoqDxzRCbAmhX+87jY6hy1Kr6tL5OQAhaO0fwVkrsaURIKBrWFUawhfhIWlTDqSvjGjtu4TW/pG0nu9W8AhaNmS5mQGbbZcXsE2KrgGGoDyn1PxsmG+1mEhl3x+bLzMZNQenfrum1LGNN2pQvN/YhVBWkA97E1UR73zRCUqpI5mKjE1ydRwgd0slazlNZ4Fn8ziYQpOdzpUEvNmiqPDhg0EcNMzALELUeMEIDvO1Z4koERTxWWCiL7quEfzktiW80MBgUGpTMBkU+DvLJ37bH064kpmPHOZGEQAPri5DTmYAd99QDAKzKJ+MDzV1RbiKVu3kU5/qtD69f7IbVUU5U6KWC+oEw+NRRC1/fQpzff7384OIWcmoJ++oQmPnMN8HiBY2DEuL52L9knk8sQMAP9hxgHe2qMNWWRFbtEAzYCb/3Fr3RSX7ZNRekFIHNwPmxnvLugoeowMaAYUZH3SNYOum6oTroherjJnAdJOx6XifB1v6pe9JtJDz4cMr0uEjM8FFnB6XiLd43R+a8U/+3fsnu/Hx6V4eM9g6wBwBmOXaUUtY8MpjdSjLz4IyNsWWfFs2Pwf33FDMC+wU5uc7MDrBC+0awOeblOTOgTg0+WqirqpQ2vuvX2wWpXYeTmxLxmBQOBZkVpWGcLZvBEdaB3iMZdfKQ2vK+cwxXddwYXAMzV0RnuAVQQHsOnIeNWV5qKsqxJ6GMN45JnOVC9bQaf4casYxZh/XMTiG+rYBft28eqidd0olSyp5vd7cHqfayKbDI3we4mO2whA2i1GFh4jzuyg1RUUnO4el+4FS8A5CJw6y/cEaNHYMSUUZXTM7tpu7InyNj1Hzvn6jPgxQmrSgohYh1i0uwNP3rcKehjCyMwO4c2Wxo62wWsv5siuC5q4IHlpT7jj7yu15gDWn0aGgkQ40AjyyvgI1lqCBcT/DmjlJKUVA13D3ivkoDmWiuizPlavdvryIxy+2R97f3OPIQ2orC7DzJ6Z4YZcl0gOAN+vDUle32954YHRCuoYYYgbF1rdPYNPN8j5FLMiIHOreG0vw5Malntfq652PTBcXmarc2myFX5S5jsFUaKl4OCdKVnu9gcUKNkuKP3XXMtfXFANoujevSN7chrazQOq0WIhWB06lk7DSUkmIab01KQxJ0wBUzZ+LnAwdG6oK0WzNItF1DZ+fH5TaYJOBACgS2vpNu5300ndLCrNtgz0JgG0P1PDvqqIwB7uOtNs2LOZ7ykk4GNQw5CKM+QJEsrZhiVT23TZ3RRC1FlemVHM8NgVe+KiFt+jevny+9Hf2WWrEVGjEhA0Ye15QJwAhiMbMgtv2B2ukwa3TpRBgFm0aSa6gcEs+zBZFhQ8fDGxjxKAqhMT2YqfEU2RsEi9Z/sXiBpsl+EW1JwAMj0fx720D+LLLVJ+ydfzpN49J5zUZo3zwfCI4WU2KSaGATrDGil/JluqJSYNb2ySazeJ0HAqgsXM48QsAyJ0TwPDl+LwZddgxhUlMVdsdiriibTJqIJQVxO/++lYAwF/+yyHH15qXHcTfC4M8AfDOFrGgrSYwb1mUj71N3XxwJ0v+JUoo1VUVIhjQbNeSah1x740leGLjUuxpCPPClxh3WbdVMswG65SZIGNT/T7V70m0kPPhwytS5SNTyUXY8bx0JoiPS8Rbkp37hcEx6BpsBRUxZqjn42Sz6NbBIeJs7wha+89JsWHXkXZsWVeBzKDGxWYF2RmobxtAUSgzrfd1pcjO0KVuFwDIyQzg779zk3RdvJpkTowXZAQ0RGOGFCtFhTSL2XtPdmPnofaEMxliBsXP3j4Bncixhx3XEIIWgbmHMLmNafGz83A7L7I1d0Xw7FvH+ffppav/SmCzNktwv/g8xMe1BHWWkkaIxEM6Bsd4XiAY0Ljrxq/ea+JFlsxg/HpWOUh1WR4GRidQXZbHHV0A054QMGediGAi3HQyNWd7R/D9Fz/j8UKDXfDKXkN9za1vn8CuJzZg2/3u1vxu5+SlILO6PA9dw5clu0yNAGV5c3hujABYmJ+FgdEJ2+uzn2MxA6sX5eOpu5aZoiyHBZcAjvsDkYcA4LlFFrvFgreYV0omqHDiIQxRg+LdLzolQdvK0hCe33cGv//3C9Jje4Yvp7SGfxX4yHRwkVRza9ca/KLMdQ6m3veKRIqYVG5gr+3OzKv8jaPnpfZydi5eFgqn19q8uszeeSFMkFYXC3XT+aMNi7HjoxbzxofDEEwKKflHAGg64Uq1Y+EhbLbU17uOtHPbsYBOcOOCEJo6IwkD9+3LiyRVdyI7nER/0wjQenHU9nsKkxyz7hV2nbx6qF0iDLpOsL6qEDUL8/D2sQ7HFlNdJ6iaPxet/SNcpdDSe4krxUBNglRXVYj6tgH86r0mSekXo0jojc3Ol/l9iwhYg/o0QvDYbUvQ2Dks2KJBSOBZqg1K8bO3juPnm2+aEYWAl+6vdAbF+fBxtSB1Gmqy1aTTMEWn6//e6tKkKmS1VZlhMkbx7O+Po8dBHStacbkhGWGKxiiOWrYoyaAJhX6xMOEFAc2cPSWuV05QCzIiKJga12zx3/5gnrR+M+i6vMa5CRc+Dw9Jil7A+TthFmnfXGUWTNJJ2ogKt9PdEdS3D8Iw7AmvWxblAzCtKdw6kaai22imMBvIWCoQvycKf6aMj/SRCh+ZKi4CJN5jiYloALbHsXPxuv8SXyugEawonSv56oudhE4JIieLlV9svslxXWegsM+aPBYeQmPHcTx2WxWf27jtnUaAUkQN5+7yVJHqMS5P2m3SKOTrIt5FEn9MRkBD3ZJ5EidysyxjaOwchq4R0Bjlltg1ZXnY3RDGnoYwqsvysPdkN+d2yTpjDYPCgEMXrGYK0KIGBSEEd99QjOJQptTpw67h3Q1h7FJsVcVE8nSgttLd2kyEz0N8XGuoqyo0i86TBjSrq0XlIQFdw5b1i6R9y+tPfj3pTDL1fhDdPJq6Inj4v32GOQ6zpbwuh+o8xosj8lwtA4BOgZvL7ZZrKpjoFYDNSjnZOYAkFwp/7vD6lJp2ZBxW0X9laQiZQc1xTqbIQ+qq7DNHGZzmcDl9LwFdw0ar8+ahNeVSB2Q6PKQnMo6h0Qk5P2VQLmgTX1v9os3u02sP1xIfSTW3di3CL8r4kJAsuZJK675KqNjvVQspMenGNq57GsKe/WudXmt5SchWrIg6VM7F96VuOln3yETUsA0rU8PNDaUhdA9fxsXRSf67t491YGlRjmRhEItR/Meby/DzzYXY/k6jY7BdVRpCx+CY9Lv8nAwMjk7AoGaiqrIwG239o0mHxTG1lhM+PROfdxPvbDotEYZojGLnoXbT99nhMKE5OsYmDext6kZA13BLWQjHLwyZxxBagG9fPh/NXRH8nTW0MlUwldv8UCYnghoB7l5ZjD9/2YOYQfHbA63YuqkaR1ov2mYURY24bVKMwuYRrV4TKlFPpBR3QiqBzi35MBWKTR8+0kUi0uJ27zgNU3S6dtX7gxXneyLjvLV915F2x409gITDI0UQABXzstHmUJjWAORmBzEorNkMFN6STSIJ7BgcMy3akqxvAQ1YXDQX99xQjN8eaPU8z4udlwpCwAcKv/JYnWMC77u13hLpiWIkYH6/Yrz+08luvH+yG/fcWOJagHOCeG1Vl+Xh0zN9nBgyyxdQ8HkOexrCrnFDJ+bAUh/Th2uJuPm4PjBVXASwx6XdDWFO7JklYoY1T0Z9XCpcRH2tmEFRFMoE6ZJFWG6dfW6x9dFbK3D4XL+jxS+D0+oYNYB3vujgVjLMhpDCjH/qzLZUoBHgpoV53KbZDUVzM9BndfyD2gs54tr9yz824cWPWuyz52KGOQ8O8ffZrRRkls3PQdX8uXj/ZLcZv2OU6/CI9Tpb3z7O+ZhGHMR2id6vVXyJGVROZFKKO28o4TxEtKdTFb19kXEpEUsQ30M4wY2HiP/2cg94uVd8HuJjNiJZh6PTeimtwTEDC/OzEnZHstdhwpMahX9MTBr4/Pyg7dwue7T9ktZAxGcOJwOlQLEHq0kmem3uikAjBJQm91WZl5OB/+0vVqK9f8TRvj4rqGPMoYjOzw1yUUnkIK88Vmeb60lg5yHUpaMnUfeg+N1ORA0ueH7tyHn85LYleGhNecLiM4N6XTV3RdB+ohN52RlSnGHODOprq6gqypG6d3xMD653LuIXZXxIcApyXpLQKlRCVZCdYVPhqP6ALPFOAFeFnNO5uJG3zKDs888GXSZTSACmWkv0Fk0GpyQhpbDbfpH4sM0mF+uaL7siYlMPAGBsPBq3SdPMwWnnB0Zt1gj2kzCDCqWm9/6dK4vRPXyZF04mogae23sK99UskAiL8HQAlgrM4fCRy/GgHY0aqF6Yh+buiPS5xwyKvSe7se/LHtsQPRX5WQE+CE9ESW4m/qdvruCtxey7LgplwrA2ICwJ7FRJV62FCNwXd1UNrlntz0z5L5L4qRgw5nT9+oM1fVxNJLv+3O6ddDom1EHiUwmNAN9ftwjHzg/arMUCAQ2PrF0kEZL5c801w/SEj9shOoGt0dJ6oS7cDqAgaOm9hJf7RvjxCf9b6qDUfN7lSQNP/u4o7q0uxc0L8yR1W19kXOqA2XXE2R4mmWq3IDvDsUvl/ZPd+LC5hw+Ad4uxjPjuOtKOmAFHyxhdM7seQ1lBfi5ilwwDK94Y1FlZ5wXp7G2mA7PlPHz4mC1QVZFM2JXO/aF2d75ZH+Z2tmzOGevEFuNXIi4CeOMj99UswKGWfqmzng2kBuzJdafY+ss/NiUsyCTCBcV6mSEQcJ/l6AW6RpAZ0BK36gPIDOrICGiIxczP447l83ksZlaX9W0DeOHDszzBpiJGTQGAGF3Vl2zpG8GPb6vCR6d7ze/S+m5ZF5E4bwBInhTNydAxIlitzZ+bgc2rF6KxcxjVC3Lx2wOtKfOQPQ1h6TXuvbHEtXOM7YtMC2wCzbJgDuga73aaSm7g8xAfsw1erj+vHYfJXicRBzEA5GcF03oPy+bnYO//eice/9ejfN0jRLAapnJxeP7cDPRbBZyMoIbiUGbCJXZVaQi/sCyHt7/bCINST8X2wdEJbH+3EQ9bRQz14YkKMm4QOUhuZkA6B00jUgF+d0PYNb+WiIfUVRUioBGbTXXMoJLVfXVZXkIO8sbR85iMmXmxTTcvkC2sLdtRQoDHblvCn1+QneEYNwiAlz8552lGmBNm0/5/Np3LVxF+UcaHDW52JaksNmpxZ09DOK46ELySOVHSNXy3tpzPF3BqQXQ7l9rKAmzdVM09idn5vfJYHZ7be4rbtGgwOyTEpLqTure+bQBb3z6RsCATmhNA5LK9eJAMlALPvnUc96wqcS1QUNgD6piwWYgZ1Dbo0w3BgIZt98vvUfwcDQp8croPB87ah5I6nVciGAByMwN4aE05+iLj2H+ql/urmspz+2ZB3AxogGNBBjDtzX729gn8/MEa6boCYKqoo2b78p8au1CQnYGC7Azpenhi41J+PkFLEekGVQ3BOo0mowbeO9E55bNonAqhTt7ifoD0MVNId7BrOjYX6oyaqQSLH3VVhXxQJF9+rIVo2fwcXJ6MoXP4MvouTSCgE9x1QzGGRidQ3z5oqrkcbFooBf72reMoy8/isY0kYUI3Lgjhy64IDCr70FOYgz6PCkOJvUJ8fO+lCUc//vdPduOj073cjmdkwk64AoL9gxsSzW5hA+ABSPYCYlz/4csHpe4nNcYyf/7fHmjl8f35fWekWGl2bVIp6ZbOGjlbEk5O5wFc2Yw9Hz6uB7Br/0rvUxaX9jSEceLCEO/uYGIlAsr3hQ+tKZf2l252KF75CJtTIHbGxwzKu3DGJw0+UNopQV/fNoAdH9uVzOlAXG5jhoGczECymoorJmPeeMiFgTFk6ASPrK/g+25WOBEFe25dsW7nr8KgZnxi33NPZBwfnurlxaASRXGeLHGpxsiu4XGe9DvSelHijgCkmWeRsUlJtc+Kimw2BXvvT2xc6vr6rEMLgGXxY+92mkpu4PMQH7MNM8VDvHAQJwsvL2i7OIr6tgE8sXEpX/d0jWD1onwcbR3gFvn5OWbXPuMgzG7xRMeQq80XYIp4f/VeE8ajhmsXhwrWqXN50kBDm8w5ls3PwdnekbQtgd04COukYeIpJ/kam7uciIfUVhbgzpXFrvM7KczOJtMCUx6JsLshjDfrw9Lcn6hB8bYiTFhcNBetfSOci9xbXYraygIMjE7weMnOlQpcJJ11crbwELdzAXwuMpPwizI+EiLdoAjIHpCiMpd1rCQKnMlaUsVzYR7EMYPiSOtFvujXVhbgp/eswJHWi47Kt8uTBp596zgASIuhOTzOPSRlBDR884bihAozzZqn4hRHDUv1FbRMRacqHckcxsRTv6U8j8+KYR0xj95agVceq+MkkQJJO1i8gADSAO8ff2MJDrT0o7FzGNQatHf78vmOajgCoDg3M+FsmZhB+UA71kZf3zaA25fPR1PHEMKDl3EsPIRj4eP8Oawgt7I0hI0r5qNn+DK2rKtIaBdwYXDMVLwrwzuZ6lG8nlSSnih4eR00C/iDNX1MPxJdj1dy/aXaXsw6B5NBA1BVPBdney55IgyLC7PxrepS7GkI41R3BFGl62UiRh3b9idjVFqjNAKsLDGLKbYuEWomnfjPSc6pvCAbp3ouOVqcFWRnIKATyaarKJSBvsiE7bEisoIaxpIktFgCR0wEMugawZZ1izzNCkn0/tgAeNVeYOehduxpCONhyxoo2fGpEt/Va5Elw7j10KSpivZ6HTFcyd5mKuFkrZSqZZIPH9crpvI+3S2IwwBzvRG78sRuFQYvVp2s4/yn96wAAC78EvnI1vur8cOXD/J1rC8yzs8lau1tV5aG+LHZ6x1s6bcVDzSYMyzdEnVeEDOA/c09MzKPK2qJIViB4uE15Xw+1W4lHl0J2HuJq6CBR9ZXoNpKbgatz0zTzNkvbp05yV5jQrBmZfuob1WbXUeUAi981IKG9gF8fn6QK7qZgvvHX1/Mh0Ynuo57FXs2JkbQrU4ZNrxcFC2myz8YfB7iYyaR7JqcKR5SV1XoeT5WqkXsaIzi6TePYX1VIb5lzdLsvSTPLTEAXByJ2yhPxijOdEew63B7UrcWCngW6YrPYRBdXghMWzPR4WVVaQiTMcPu+iLACwcB5PhdrVgOb15dhuUlIU/J/6JQpuvfNJhdOWKRZE9DmMcZp49T/d2Sohy09F6y7TnYDCMnLrLNsuYX7c68YLbwEKdz8bnIzMMvyvhIiGRB0ctG72BLv81mq7FjiPsvep05cGFwjA9uZAPDWFcLKypMTMb9otk5iaSq2VIpM7B/T1gLNyMNGQGN29F884ZiVBXl4EBLP0py5+DOlcXY/m5j4uBMgUdurcDp7giOuKifozHqaYibVwR0DblZASmJNzA6iVcPteNvfm8WKj4+3Yf2/hHcW12KRhf7tPlzM/CNZUVJbQ00AqytLMDn5wdtPssTMYodljc0I0ZMJfexoBYBIVzJtnn1QsckqQjDoJLX8Q92HLC1sarYdaQdTZ3D/HFNXc5WN6JKQCOWCsKIDwllHqUrS0O2az6Z2iFVNUQ6HQc+fHiFF3syr9dfuu3O7Hkdg2OeiE4goOHWJfPQ0nvJkw9+W/9o0vXECwzqfYZNMhSFMlG9INdxzd/X3GOb/3XxUuKCTIZOsG6xPABZBVOk6XpclEBhkpdvLC/iiUQv9kA1ZXm2AaUaMZ+zoiSE5q4ILgyOIaBrUpck+zeLqyzuBnUCw6CIUXM2jK7HbW7YXiPZtcgUcalamM2WhJN6Hsksk3z4+Cohlfs0USxyUkMTmAPhf3rPCs+JasC0N/5TY5e5h7XmFX5y2pzR+NCacp78mZiM37+qHdu2P5yQjmlQKiWPmGKYJYJY4aKsIAv337QAv/msFQRmgaEgJ+havK+cl43xaAzdw+O2GOtmbTYdUBXKGQENNWV5eN3BmhKIq5BVex8GDZA6WANavMjD9vpRA+iJjOMNnjAz5/MwLvJhcw9/bFA3E3kqV3XamzB7HXEfpe5J1EQpBTA+aXCbG7Fgp6K+bQD7m3v4zwGdYPsDNVJnjmoxPpX8g8HnIT6mC16tybxcf1diucSeu7ayQLpn3TiJZq1LiQo42Rk6JmIGL0af6R1JWNRwQqqFlqkABXBUed3m7gjWVhYALuevE+A/VHuzwSQawYXBMdS3DUhdJxrACzLp8hBdI6ityMeykhByMwN4+ZNzgNUBywrp7OEE5ppqWEK9gMU7YtSMI3etLOZ5Ki9cpL5tID4I04OFtYjZwkOczsXnIjMPvyjjIyESBUWvG726qkIEdSJtft84et6zJy57Ham93doBq10thID71Qd0gl2Wx73YbeMECmDX0fMwhNkh4gaYvc/GjmGEB0alcyEACrKDuCgOjCZAKDOAhvZB12QjS1KlAkssxdd/kT9EYwb6FWLW2j+C33x6TvodU3G5qex0jWB5SQhP3lGFNxvC0oC6xYXZaOsf5e2by0tCWFYSAoGp7BJbStm5MWLEriGRmJ7oGOJD2QCgoX0AR6xNQVAnZkJPOE9NiyuiD7b0uw5/FpEZ0KTHuQUXUSVAAGxZvwgL87MSzh4SE8uJglc6aohUOw58+PAKL9ejl+vPSwxwIkxid2NQJwh8C4B7AAAgAElEQVQGNO7xz5TLn58flJSs3601rWVUtbMKcY2aTWD2+xuqCh2LMozAiWBrkfr71eV5CGUFcV/NAgyMTuDj032O71ecuxKNGQhlBhDQzG6cgE54QcZLHK9vG7A8q+NxiL3mv7cPor5tgJ9vUCe498YS7G/u4Yreh9eYNmaiz/6FwTG8djjeRfvd2nIszM9CQXYGT1CyDh6ncxoYnUjbNmC2JJzU8wDcLZN8+PiqIZXEXKJ1jCUc2PB1tq6yYorXRPUv/9gkFfuXCd2bk1EDfZF48cOAmfhn583++5vfH7ftXTOs5BEr6LDumV1PbOCWXG8cPY/OwTG89Mk5LoCKGRR9kQloAG4qz0NmQJMSeuGBURhUjiGhObo0DxIwE2OsiO4Fdywvwidn+jypy0FgK4hNRA38w3//0pWHbFm3CAQmd/jzlz38/QImR/nmDcXY29TNDs874NW5LU0dQ7YiDfuetz1Qg11H2lGSO4dbie1uCONMd4RblwZ0ghgFf33dmjNwsKUfF4R9vxcQAj5HLlG8OtjSz4WGBMD31y6yWduJzxOt06aKf4iv4/MQH1MNr9dksuvPS0Ey2WyRqEER0AjvpBNt31UecvcNZsI+EQe5bVkR5ocy8YqDjZcXpGsp6eWYBM6zHBnUd2VQe6EGMMW7qysKcNfKYgyMTuCO5UUJxWGAyXFY5/yPNiyGrpmFkYyg89zpVHiI6ZQzYNrMWZ2EukawdVM1VpaGuM29rsVFtgD4Os54CKUmr9i6qZrHBhFO1+PBln5EY+b6G4tdmzzE6VwAn4vMNPyijI+kcAuKqQTVnY9vwO6GMA8Mrx1u97xBPNjSb2tvj1odE5xoRc2E3vLiuVzVHI1RvPjhWez4q7X8eW4WJ5SCkwM2qJG1pj+39xQPwAalONkpq6YpgNrF8/Dx6V6+MTaoOfhLIhJWckyMhZ2DY/AClujaZqmlCrIzTOs1h64fEbEYxdmeS7bfJ1Jh9ETG8Y9/anYM3F9fVoSu4TCfAyQW175VXep6zL1N3figqZsH27qqQikAV5flccuHYECeQ3CwpR+RsUmuMGOKaLXYx6C2IS8rCUk2Am7BRVUJJLPzETeDAY1wtYXT8dMZPDgbgrSP6xNTpc5xs3BJ1EEGQO5ujFHMzdSwurwAT9+3SirciGQoNzPAN40vfnjW5inM7EG+VV06JR0yU4W/uLEEFMCfv+zBq4fakRnUsLo8z+ZRTQgQdBhg6cSdPg8PSd72zPZMs0RabP2jiLswGhTY8XGLqe5mLwjvcZw9jgIgVPZTZokm9poxg+KWRfl4YuNS2zrmRIzFNReANHT1zaPnsdMSV6i40us4nYTTq4fapXkRUwH1PGYLSfPhYzbAy32abB1TO1XeO9GJT6xittdEtdN8l5wMXbI0ma8MZj7cag6R3vmTOt7V8GZ9WFrXWfIIkNf7mMVznrprmdQB4tQqagAozp2Du1YWy9Y4AudgNry5c4JSUYYQ4J5VJa4+/SoCGvCtmgXmZ+5BGOVWtJCEbAI0Ysb73x5odbScufuGYmmuAAW4HU4oU05rqN1AHzR1m8pmxG3mmrsjeGLjUv79//Dlg6DU7ELa9kANT+pRmCpt9ryAriGgEZ4AjBruCnqNAI/fXoXfHmhNGq+cuIgb6tsG8IbQbcRcJBIdz0uc9DmIj+nETHAQt4IN+724tkzEKFaVhrDpljKbgEzkIXetLMaTG5faOAjLOwR1gic2LkXzFXTXVxZmo7V/NO3nO+G25UWoXpDLLeXdqjIaHAozDo+7t7oUD68pl9xFls3PwbycDDScH3QttlOYowNYPkezYt/A6ETaPITxDxbL2etQSjEwOpGw8MGuB5GHsE5WM7YNYf+pXh6/nXC98BCnc/G5yMzCL8r4SBupLERqd8GeFKqvdVWFfMPLwNrH1cV2+zuN0nO7h+UN+cDoRELvUEZaxNZ0L37HPcOX+XBPRvQMa6POCjMrSkI41R2RYmF48LL0GLdzYso5Vix6ft8Z23sIKJ8R4F1tMU/o9GGHUI+vW0RpZUkIJblzUBTK5MW18UkDH53qdT0+UzNMWMEWgLSReu9EJ/85FjOwMD9LSuKZ75fyWUCs2CYW+6rL8jAwOoHI2KSUlK0py8PDj5fzxz3kUmxJVbEgbgZjBnXtrEn12LNp8JuP6xNTpc4Ri+KihYs4n0vdaAPykHsAuDQew+HWAfzT3lP417++FQCk9nbALChUFOZgZWkItyzKR1VRDvdmFy0F3bohpxpePKhZI6So9J2YNDA4Zk9G3bOqBHeuLMY//PcvpWSV2O0iglrH2tfcw1XXyc7HoODzbJiiS4zjukbQYdkLqNdE0tku1vesIR5DvZCNmxfmof3iKDavXsjXekasALNTMpHgYyZJg5MVqDqPYirgq5N9+EgNXviIeF+tLA25zgd0g9N8ly3rKqT4AwC7jpyX9uJikompakVQg+K9E51YNC9b+j3zpzfncp5Pen49w5dxoiNe7JeHEZsDjM/1XrIVKp64vQr3Vpdi/6leW0dLUJlzBpj7+fdOdE7JLEonUEvU5nb8odEJaU4pgXk+ACzbGncY1OwsKcvPkjiI+P3EO+bjST123fzt74/HZwHFDPxgfQXKrO7ObYJN2t03mJ2ikzHzs3/89io88+1VuNeaK5FstovXuKZ21Xy31s5vUo2TPgfxMd2YCQ7iVqgXE/simroi2LhiUjqXRmE9BUwnlq33V+OJjUtBAT6nVrU1vxIeMtUFGQ1A9YJc1yK3iKriucjJ0JPa6hNAmtNiUNOmDb0jWL+4IKn9WnzNotyVJl0e0tgxhDeOnjeL4y4ztxLtqd9v7EJ+VhCL5mXjmftW2VxYkok2rjYPAeBoqz8V8LnIzMIvyvhIG+kuRKk+r7ayANsfrOF2N8xrWUzas39vWVchDXrfsk6uIKsBXMW9N5ZwxdTz+844Bm4nfBEeQnN3I7ZuqpaI3o82LOZWA25zCWrKclGzMA/7m3scPZ7Z6xs03uljFqog+R/XlOXa1Nde4aZYU88jXuwYwubVZQhYym4KYMAh0aiCDWTe39wjFX+qF+Ti0LmLvAPHSemla4QnFP90shuvHmrHo7dW2K4fFqwYTnQMOT7OCexaqm8b4DOPvKojknXWeA1us2nwG4Ovmrv+MBWbLbaWP7f3lKPq2GmjXV2WB0KIo9r3o9N9/L5Wi/EGBX729gnoBJL1JQDbtcnWeMButTVVSJSPYnNWjoWH8P7Jbum13SyHszN0bHun0T73gJgzuZhPstiVYgA412vvhEwGjciFk1ceq8PuhjDerA9j5+F27G4Ie5ozxNYFVqCJjE16GmIMmGvKlh0HuKLuhY/MoltdVSGCwvcX1BMPzlQFH9O5TrHEHwNTzfuJKx8+ri7S4RWp8hdxvgtLtDOVqvj87Q/W4GdvHecCLDE5pHIQAnMd//RMHwK6hgxhGD3jOc/vO5NQuMWwoaoQv/mslf/MuutPdAzhzfowt1lTEcoKorayADt/Uof/eWcDwgIPUQsyTLh2X80CHGm9mDTJl5OhY2QiluARdrBuSzcbH6d5LZ+e6cOBs/22Qo5GzM9X3G70RMYRygxIHCQyNonn953hM0WdinX1bQPYdTReHDOoKQZ79NYKPL/vDKJMsU2BWxbl486VxXzm2W8PtOLe6tIpT3J57apJ5XV9DuJjJjDdHES9NwqyM/g9HtA1214bAF6vD+OZb6/iP6vrz7HwEH7w0kGAUs5DVpaGbMcR13lgeizJGNyEW6E5OkbGzbX3JcW5xQ0tvZcQ0DWb6EzswmfuJtveaXR8TxdHEs/CFMHyPVfCQwBzHWadIwD4v5NdX6IdadfwON5v7MK91aXyyAUPog31Wp7O9UrlIbuOtKO5O+IX0a8D+EWZrxCmY5FIN6im+rxHb7UrEdweB8C1rU9c0FULA42YG2l2bBZUE3mHMrCNwMDohBQwDrb0w0gSCLesq8Cjt1bgwf/nk4SDNzWY6nH2Pl5/4ut49vfHebHny+6IJ1/PdKG+jbc/78A6QRHBco2J3y3F31lqMgYCYHg8GmdNDsna2soC3KgMyN51pJ0rtZnSorayAGrOM7Wxa+6WSy9+eBbdliqGFXmmQx0xmwa/Ab5qzkdi1FYW4Kf3rHBUHTtttDMCGvLmBFwLwe+d6MSjt1aguSuCxYXZONs7wteUmEHNBAvM9XZ3Qxh7GsK2a3PnT+rwq/eacMSac6IiK6hjbNI5UcSSThtXzMfQ6ASOuhzDDQTALzbfhIHRCdS3DdjXQ0IclXBugzKplbgLZQWx/cEaW8wK6vJcMi/k7xvLiiSLB6bqi8bcEzHq/kFdF7Zuqsb//efTmIgaCYcYM5iKcflM2Xe/8yd13C4mWbFbPL/pXqfuq1nAlWlAvNg3WxJXPnxcS5hqTpIqr0jn8V72fIyvOHVnO3GQT63ZLLGYgUeszgvx+HVVhUk7M5cVz8XweJR34RAA37NmkTy/7wz3vHcCE3vVVhZg48rihLMQKguz8Y/fX43aygJu6/Xa4XbErC7JB1aX4e1jHXwb71SQcbLvVJFqAtOgpl2NiiXz5+KMYuH8QVM39ioPZXY66kxR8Ts+2NKPmEPMAoCOwTFuZcb2QGzmaarFjUS2SzPBQ3wO4uNaghsHUdda1tGdYe3v33ewa8wKxvfT9W0D6I2M29Ze0SIrEQ/Zdn81nn3reEr8gSGoE9y5shjFoUyEMgPY8VGLo40YANxcnocvVDtkAA/cshA7LTcTp7yKEwwKWycnAIAC99xYgrHJGJ9l6fg4AFXz56KlbyTp+xY7+7zwEHG/8NRdy/hx2JyZiaiBQy39ACGIxrzxkH9r7LL9/My3V0kuLG7uKm6Y7vVK5SEluXNw/MLQrCqi+0gPflHmK4LrYVPjlUA9emtFQo9F8TiihYFTy+RDa8rRFxnH3qZu1wATMLslHTevBdkZ0BLYk+VnBbGyNIT6tgEU584B4ExUNAAZQfn4tZUF2HRLGZq7m/lifKrbm4+pBkCzFHkiEiX01L9RyAPgdI2gOJSZsLAUM4CY8goUwJnuCCatjpuYQbGnISzZQRxs6bcNyD7ZOYwvwkM8Ocmu64fWlOON+rg93kNrylMi/6pKbLc1DJAVko6Fj6O9fwTPfHvVtLR2znQrbDLMRtWcj9mFRNdsbWXcsoVdQ8sW5rm2t99Xs0BqzwYslRYFAtZiGzXMWSZnuiOuA24b2gddeYhbQQYASnIzcVN5Pp605qEctfznNQDFuZnoGh5P+FlQmN15NWV50IhpHSOehhe1mnq8XUfPwzAoArpJJnWdIGbZoogdmHcsL8Lh1osJhw9n6MTRc5up4yiN2+YA5t6BFdWisXgB5r0TndJnL1pQelkn6qoKEVBiEFO5pbOuzsQ6JYo+mB2EqsKcDWu2Dx+zHdcqJ/G6NiV6nBsHYftVsVubiY4ev73KNiuNxUUDpsK5/eKoNOMEMK1OLgyO8ZmHIHKHPQD8fwdb0dhh7qVzMwMJC0CP3xGfvcJiO3soIUD/yETC/B8BcKJjmP/79uVFOKDYxaSrKlefo2vEsZPU6b2xDht1pqi4pjvxuY9P9+Hj031czLFl/SJJSKAWN7xwEadY1twVkRK8zBGCFWam8t7xOYiPaw1u1yy7N5jzCbuGikOZNrcRAHjqruUAzPj0gx0HeLeERgBNI6CCRVYyHtLYMSTNd0wFlfOyMT+UiYfWlJvFigSLYmZAs/2pIDsICkgOI16hEbsVvq4T7G/uQdSgOHTuIjaumA/N4dibV5fhLzcsxkenex15CHsbLKf1sJWfYXsBXSMgkG2QATOOsa5D1SXhwuBY/LuNUQDUs1hKnUHKZiNfyZo63euVKj5fWRoyP+9Jg7vR+Lg24RdlviK4Vjc1092y7NYyuXVTNfcHDuoEv9h8E050DKEvMo4Pmrq5LQGB2enClG0A8IMdB0xfYZ2YQ9MsgpSXFcDFEVkdPjg2ie/+t894kk2D6elZU5aLc30jKMmdgztXFkuqLVEttUGxBwqwHlMBukbMbh0rGlKY5OmulcU43R2RVNtrFxfg+IUhUwmikLcn7qhCQ/uAPEQU8c8hFqMJCzKJcFRUlBPwWTVBIQkb0Aifv6MRIBoTbHyE6/qpu5Zh50/qpKJOKuRfVYkR2C0cXrSsdqZywJqI6Sj2pIvZpprzMTuR6JpVr6Gn71uF9xu78G+NXVi9KB+jEzFJ/fmX/3JIev5NC/PwF9WlqKsqRHNXBFvfPoGoQaW1iBDwpMdze0+l7XffNTyOrpPd2PdlN+6+ocQkYlYBpGJetq0o48SVdh05jzeJ6XFMiDmQkjo8ToUb74pZa91E1JDUfYZCKCnArRxEJRWBqaarXpgnJYzEfUE0Zm7oGaHZ3RBGc1cE299tlAeiThqcHDFyJdrZeF0naisLsOvxDTblb7qYqXVKFH2w+QCqCvNaSTD78HG1cC1ykulyG3CyhVQHUc8Janjyjiq89HELHyi97YEax04bCuDN+jBePdTOn5+hEzyy3ly31E6Yk50RnOyMF/cJzCTkgvwsLMybAwAYjxp8jX71UDt2HWnn/ERcd6sX5PJOTvF4zLFULGpoBCifl40bxyYlwdU9N5bg49O9Nmu0zavL0D8yYTu+G8rzs9B2MbX5DMQSJLAkYMygyAyaQoTt7zbCMEyepsZzCud5mOJ3C3jjIk62S2bMlR+346OzSZXg6cLnID6uNaTCQR5aU46H1pTjV+81oalrGHlzgvjPdy3nezt1rohBgUfWxufGJuMhgGmTmC7O9I7gTO8Idh1ux/23lHGBl5PId9zK/4i/Hxyb5HkUfm5IzkFy5wSwMD/LZrd/44Jc3o2h8hAR/SMTfN1z4iG3LS/inTYs3okFMyNG+Sy0H21YzAvS7LMGzNcXu5MCuiaLEQhBLOZtrWBWdf/W2IVvVZdK1nXpYibWK1V8vnVTNedl299tnLa44GN64RdlviK4Fjc1M6Wkc1Jy7zrSzhUSEzGKEx1D+Pvv3ARArtgHdE0KvLsbwvx5ogKYUopl8+fi8IhdHU6Fx1IArX0j+NXDNzu+1/q2ATxiFX0A09/0yTuqMDwexZv1YXQMxYsiBMCDq8vwx+OdMBD3BGXqiQ9P9draT//9/CDuXlmMolAmHl5TjuauiGQFV982gB+8dBCTUQMB3VQ0RGNmwcdLDtRUQVCoVq7ic00bAvPfE1GDbyQmY7LinBWb2HtzG+qmKmSSkX8nIvW60CnDPsOtb5/4SgS+2aaa83F1cCUJKadrqLaywHUDXL0gV9rMbxDa1ZkliAoKwosITl7RAKATwKtoLGqYs6sYYhRoaB+QVMQZAQ3b7q/G/uYeHGjpR+Ry1HysYLPGTjWRjSIh5hrm5AYQ0Ak0QjDpMN9M/Zl5KP/0nhU4dO6iNJdl6/3VAMAtAmor5Zk/rEsRMNfaVw+18zWWK6FhJtWYJYtGZCu0ZBaj6jVUW1mAHX+1NsEn4x21lQW8g0f0kp5OYYebCvNaSDD78HE1ca1xkunkI2oy0WkQ9cSkgVBWEK8/+XVpPWOdNhNRAyAEvRYfUWPgRIxy8dhOJVmngsWtjoEx9F8al96r3MU6hD8392D7AzXcSnj7u43SsTRr9s5vPj3HVcwaifOQN62udhFLi3JQHMrknTtsThnjINzdQNdw54r5poLb4gfi24qMRxN+7sT6H3E7Ub0gFwDkJOBkvBPUTVyhKrsZ0uEi6n7Jbc/T1j+KH7588LoXAfgcxAdDuvs5t2vo9Se/7vh4NrdXXJpqrPlRQGIews7zw1O9tr8HdLO44uL8ZUOMmtbGLA8SM6iNx2xZV4GtpSH87K3jvLjutL6X5Gaie3g8YWFm+HIUww7zjzdUFaJZ6Ahyg9jt7sRD1IIMEN8LsGOz9/nSJ+fMIrhScNKImXtia6lq+wnY54wyOF0/z3x71ZQUY8TjqxaY0y0wHxidSMsq08fsgl+U+YrgWtzUzISS7tVD7dyKRCSIJYqVmJhQY37RexrC2HWknSsGXjtyHuX5WY6vk4poO2ZQ7G4IO75XVb0BAI2dw6irKuRFJQAozc3E5tUL0dg5LNiCmX/TCLB6UT6flSCqJ6IxivdPdiPTaitVq/G1lQW8C6UgOwP7m3vwwZc9trk5rvYHlOLuVSVo6RvBWcvnmXUUsaArvj1dI3ywt3i8gG4mQ51myqgoyM6AZsn0vJJ/lSS/9vgG/Oq9JkkREzMontt7iickr2fMJtWcj5nHVCSkUrmGhoVkCpunwlBXVYiAFh/CyEAplSy0WMGgekEuT+o0dgwl9MtPBquBEIBZ4Pl2TSlXDNdVFUrqMbYGsrN0S+T84FZT2fzaYefz+v5a0w5l+zuNkpqYYVVpCEWhTGmGGlunxbksgLNK95XH6mxrGwMjgIC5Fn9v7SJUl+Vh+7uNPFaK61+i71gs6AcDGnb+JLVrKBmpEX2lmZe023uealxrCWYfPq42rjVOMt18hNlEEphDizVCpKSfZnVwqGtsbWUBfrRhMV78qAUGpZKQQEVkbBK1lQX45qoSV6WzCCcLGHXIcDRGud0XKzqws142Pwe/+u4t2N0QTshD1K4acb7LK4/VSQkzJ9EUAEceUhLKtA2dZmrtwpwMfH5+EBXzsqU5nFvWVdgSrkQzk4ligpEdS9cIHrttCUJZwaRJwFTihPo9i0PD87ODGBiZlGZaXCv3UbrwOYiPK+UhqV5D1WV5fM+tkfhMX8B9zhelVJqNApjrxNLiuVi/ZB4etrpz3Oyb3SC+DJvfZVjH/ucPTmHz6oX4jzeX4cuuZtd8k1OnP0NpEmvmUFYQrzxWh6d3f2Gb0cXwFzeWOOaLGA+psbiD+v0xQdWv951G2HJbEUVijIewTsvtD9bwmW2q7af42ipUu+bv1pZ7nlkpHiNRwcdtFth08xCfg1wf8IsyXyFca5uaqV5k1MVUVHx9fLoPT95RxTfWALD/VK+04Ito7orgg6ZuSUURM2jCVnmVHIjQLa9Spq5+sz6MmrI8XmwAwAshQZ1IhZnqBbm2RGXX8Dhe+KjFsV3VoEB9+6Ct3ZOppZ2ImAj2ux++fBCXJ+MfgEZMm6GahXnoiYzbSJ9GzPe5r7mHn79OgO0PxAPs60fP86qMrhH83Aq+YhssGw7HVNlit4rTMOrt7zbCsNp+t26qTuseqK0swOtPfp13SUUt9fgnp/twpPXida9U8/HVRrKE1FSqgF491C4VKDQN+FNjFyJjk3x9vnNlsS35RGCuhaKFllow/f/bu/cwqao7X/jfX1V3K2gDHRQabWjFC2K3mYQGhYkRTXQSMhoNJvGSmRxn4m2Oc+Z1ZvLkHl6GyeQkZ85kzEyc1xhPxjMziihgop5oRrzgJYDQHBVaRJBrcwcbaAXp7qr1/rH22r32rl1Vu+67qr6f5+kHum691q6qtfZvr7V+60e/2ZDxbzfGBVdMGQcF4EWrnbKZW5LODDbtiM457QRpDTHgUxeMhwKw3OlHguKkeFzQccZorN99BA3xWMrjGmLDG93fMGOSm0fe1uSrp/1e/J2zuhPIPEvX7JsT5NNTx+O05pM8G15mWxETxKQaAPQMt6VpJh4ECRPUBH1Gzd8q9eyxarvATBQF1RSTFCseCeor/fsXNDXEcOulZ+OBV7a65+gLru0MvAi0ZG0vFq3eGSqd1wqnTRzXfFLg/ac0xTGQSLr9nln9YfbLahnZhJMb457nxGPALmcvTv+Fys0HPsCzPXuxuLs3YxwylBhe8W4GozK12eZzE5TmDQDOGjsSt192DtbvPpKShkcBGHtKk9t3bzt0zE2LZq/GaYgPD4IIFKa0Nns2B48B+ERAKh77/QVSJwXk008EDUR95QE9wUFEp0tNOmnWGItQrcoUhxQ7Bvm+k7oQMOkXBcs37seuw8fdSU4q4AqLGTwHvPtJmewnD6/aETggY79SY1zwcWvibBBz5UVh+HrPdR87Aw0xfX0oHgOmTWpxX6OpIYbzxjd7JuOa5wM61VrQHjumHqZOO9Jc44oJcPmUcQCCV8QD6WMQc53Gvp7k19XegpMa457JZ7m2pfbnZ2AoiYWrdmDp2t7QbWa2OCTd57McE8wZg9QGDspQZBWzkfE3pvOu7sD9L73recyKLYfwB9YmX/a+JPbf9m9CHdbk00/Fjr7jKWkF2sacjJ/eNA1L1w7ngB5KJPF9Z1NHs5JkKKlnjv3N5zvxq//bi9VOx/7gim24qqM18EKlwvBgyfpdR9xVKEopfGnGJPcxnc6FwcXdvUgkdFoAE2gFBYL3LHsHJ3wdaEM8hnnXdLid7PO+vXc+ce5pmPSRkXjYmqmeVHr2iem4Eonhk6AbZkx0O985nRPcQRmT0sDfOQKpAZDdGQqUZ6ZLPkx5zIabCjq1AZeKUi3LdEEq7CygMEFT9/Y+t90zEkmdptHMWDu5MYbLzjs95bkJBfzy1a243Eq/6P875qJUEIHeZ+v3Jo5x65dpNrHJkW+YMutBbmDZhn1uejO7bYWIZwaYyVsfE2DGWbq8730wgLNPPxV3zh7eVLnv2EDgzLw3e4+4KUwAuBepzIU802alew9XbjmUsjFzPKb3q2mMCyafdoo7c3mJFcDk2t75Y8scFo+mHXCxP0/p6leu2WPVdIGZiHJTjHgkKA7pOzaAXYePeyYADA4l0X9iCF+eMdEzGB70WtnSydhOaogBzus91t2bEoscG0hAnKt1ZqXpnM4JmP/Ees+G1w0x4KzTTsVHRjbi9Z2H8chr+uLWvKs7cNqp3hnXj6zZ6aYn818ItOOQ/f0nMK75JHScMRrzn+xx05P522z7PCIozRsA3H7ZOe7gyuI1Oz2ramMAXt952PP4Qx8M4N+/donntqmtze45h1J6UoGdjqjBScVjz/w2+86Y36+f1pbSb911xbl5Twyzn2f2Ql20eqd7PvrsP7MAACAASURBVMFYhGpZunO8XFYihFlxbQ/IGAln75jXtuk25UvTJ0IFpC9LJhWWru3F3Gltgf3FotWpK+IbnJTAyhksuXDCKHxzzlTct/zdUCsajZVbDunABAoi4rZzDTHB/Gs6UlaXXHbe6e41o6TSe19ObW1GU0MMsyaPxdETQ57+594XNntW/8Ss9MZJBTd1pWkDG5zV9eb5mWKQoJTTJg6Jx3Rq/aGEwqqt77kTcXM95w5Kk5bLIEm6wRXzmWoZ2RRYv3KtYmEMUv04KEORlq2RCTs7wjNC7mxU7O90e3YfwbpdR1KWVfr5l++H0dQQwx2zz8Eds89JSUMz9YzRAHQH0dgQS7lwN+QL1vqODWD2lHHujIeBoSS+ueRNbDmQuqRUnL8975oOPNuzF/c7m4TGRNB8UgMeXLHNcyJz/bQ2LF3bi8fW7HQDLX8+aTvXsu2LXcOBY1d7C/72uovcC6yNccHdV54PAJ5gsDE+PKukZWSTJ9VPp3NcAO8FyZjolG1hZkWXojP0D+zYM2OIalGmC1JhZgGFDZpWbjmUdc+XwaEkTms+CQ1x8bSNgM6bb6df9BvnS0s5tbUZm/a/7+4P9uLG/Vi2YR8aYpLxQtdHRjbisvNPt1bKDDMpVBR0e/T0+j24+8rz0XnGaDdV5oMrtjmzXMVtSxMKeG1bn3PRS3CJr02x27J4PIZJLSOw+cAHnsACgBtwDDkDPnYAE7TnyszJY3FSow5UxMn/b29g799gM1MAk6k/vn5aGxY7e3M1xiXw/UknaOPjdKnY/H+fs8eIqBgKjUeC4hDT99j7FzTEBY+t2elOxPKv1LdfK1M/5Z/Hfd74ZrceJq2MmQgGmElcgjiUu9LU3icTgDvL+gsfPxMA3DjkxGAS3318XUp5Dh8bBKAHQ5oaY/hsRyueeGN32jik44zRw7MdfBc9PelnYoLLp4xLmagQg/cc/UvTJ2J//wksf+eAu/nzZztacd9LW9zHmH0QgOEYx8RfZrWQmSxnjuuXpk9E37EBz7mPnT7VrHot1cU4M5FNBaS4I6pF6c7xwq5ECLvi2n9tyN+mmVSM9gV+I6l0G2ImMJm9MA1/DHLu6afgTy+d7A5kJJWeaHXT/SuyDraPOrkBRz8cTvU86SMjsb+/L2WfYqUUenYfwZTWZsyd1uYOtADA82/vd8/vFYANe/sRE2DDnqOeARUgNQaZff7p2H/0Q7zZe8SNQ+w2cMDZm9KezPXQrcPpzAz7dWMxwYUTRuGGGZPcFflv7DzsDh6FXWUf1Bfbf/+xNXowO5d2Oeh6UrqJFkF/l3EIZcNBGYuIbAPQHnDXb5RSf1jm4lAa9qh0UH7KICa912BCQQR6VgL0yXX72JE4b3wzntuwL9TyQnvVBqBTcMWcJfgiwPT2Fry+87BOO2DlrXy2Zy+e6dmLj00c41m18vzb+/C8kw85HgM6zxyNgaGkZ9m9M/k6ZQbwiUHd+QXl+LRzJ9/1UDcOvD/gxjhDSeWmRjCd6ZK1vTjYfwJv9h52g7APB5Pu/jbpZpAY9iAKAExpbUY8HkNyKAkz/c4OBhXgmc3es9u7X8KLG/enneU9p3OCJ01RulnRpegMTVkGhpIQAJ+6YFzBr0kUdekuSIUZ+Ayz0sF9rbh4ZuXazY1pA6+fpttU02aZVGNm9tPAUBILnuxB55mj0WGlgbxz9jl44W2ddjIG4I9nneWe+L++8zCWvbVPt4dZRobeOzaIp9bt8Vz0Mm20mT2WVLrsr2w6iFXODLahhN7vxJy4+wc9ALjBzEO+YMYOKDbt68caKwWCmVH8bM9eX4CoUlIE2Huu2K8bFMDc+8JmT3svkv6iT7aAt6u9BQtvn1WUTVrTBeFBn1HOHiOiYgtKlZvtgp977jioNycz599mo2ITkyjoPcYyxSN2vwv492IEbpwxybPqxKRhNinPDvafwOGAleNKKVw5dTwunzIOK7ccwuZ9qZs+B8Uh/h5zzMhGHDk26K7Wn3z6qTg+MIQn3tidNg4ZGEri/pfedfvygYTCfcvfxS++Oh2Ab1Arkbp/jkAP/ARdLDN7UJr3a9LYU9wJCibO6N7el9IfX9Q2GvOu6QCgV8v4U1pnikvMeUqpLsaZ/TKVSp/ijqiWBJ3PhZ186T9vDNqLyY7vgeHrO3ZMYCYVme92//FBPPDKVs/gxsBQEj9f/i6ODyYwp3OCG2dcMWWcG4M0xIA/vXQy+o4N4JZZZ+GZnr3YduiYG4NkG5SxB2QAnUYyHhNIUqdrTyT16hsFvULnse5eDCWS7kB/V3sLFlzb6Wb+MOwYZNHqne6KezsGeeQ1vZ9yXIYnEzc2xNAxYRRWvDu8J1fQapQlTirjpb7BmqB2squ9JSUzzYH+9HvfAJljEfP5mZtHuxxUTn9KNrO/WtBz2TZTNhyU8ZoBwE6YOwFAN4BHK1McArzBDzCcoirmrCYJvQTRLOuMCeIibifyD1/+GADg5U0HUjr1oNF2cwK/aPUOjBt1Mu6cfQ427u13Z1e9uesI5n++0xMA/Og3G9yZWdsOeXNy6slXzqqYpJ4lERPPQ3Dl1PFuWh1TjnlXd+B7v1qXknoG0EFQU0MMAgTO5gb0Bbt4bPiEftHqHYH5RB9ds9NdQZNuQAYYXkFk6r1yyyEMJZJu0LlyyyFs3NufEggZ/ld+bsM+PLxqh/t6/s4waF+DdBcXi9kZmo55ydpeLO7uxbIN+/DSpgPM5Ux1KczAp30xSkTQf3ww8KTZXLg3Gx7PndbmthkdE0albKZrr+D7/q/WuRemksqb8gzQq08WXNuJBdcOr+Cb/8R6LLx9FmZOHoufPrfJbYPiMT0AkWlwxr9KJ6mACyc0Y/P+9/XFNSe9mbm4ZFq4oBN303f4/9qJwST++tHX3XQsAALTznyxSx8ne/YvoFNK+lMEBF3oyzTg1tjgza3vZ/rIXYePZ52tmO7vhFnx6n8uN7UkonIzgxqLrQtc/lS5mdq/eVd3eNr7mHNRy56R3L29zzMAYPZ0STf7tmVkE/7fJ9ZjMKHTYP7ttRe5/YV9ngzAs3dNkKQCnnt7P17cqGdQ+0IR/J4zSGGfc9/1ULcnZZkA+MZnLnAHhIDgiWP67+n4w+wj44+Pnn1rH370mw341uempqSf8VMAPnqmnhzmfz/SXSyzBc2S37DnqPv/66e1pUwmCxOXlCIusPfL9KcqJaonYSdf+ifn+ttwNwbxTRwF9IDsgf4TKamRzb9XdbTix09vcPeLSSq4g8YvbzqIeMzZqF4Et146GUdPDOFg/wnMd9ptMyAP6AljDXG9ij7DJZcUuw5/CAC4+Cw9Mdh+7lASOhcYvP2TaTPsPsmebDaUVPjer9Zhx6EP3Phrf/8JN9ZKKGBa22hcPmWcO1Han0nFXsGXy4Qq4/ppbXh0zU435npx4/6U1PpBaS1LEYv4n1eu1GRUHzgoY1FKHbB/F5GvATgK4LHKlIj8I952jl5geFAhW2NoDxCopMIXL56IM8eMyHhBP9No+82XTHJzFpsLUmb1TVAA8EzP3tB1Npfv3E2j44I7Zp/j1mPj3n43D7VfXIDbPjkZzSMa0TKyKe3eNzHAs9Ry9+HjeGhVaq5TQF98vGfZOykbfPq9sukgXt50EALgpEb92nZn1X98EH//240A4K40soOI66e1YdFrOzwXVk16B3P8swVV5ZqNYFIHDCWyz/4nqnXZvnf2xaikSl2ll2mAwA4cgnRv78PT6/dkDV5McDG9vcVtYwYSep+UM8eM8KQmuWGGnrX8cJo2MZ0Ne/qdlZi6/Y6LdwazWeljX2Sb0tqMG2ZMhIKeAWbnkFbQF6lMO953bMC9yGU0xPSsvXuWvZNSHjulZD7BQ1d7C77Y1YaFToobpZCyuaqbTiYeQ4MzOy+X4CSXfOB2uYJSsRERlUrQPi65psrtOzbgxgox6H1b7r7y/JQ+zx5wSZcRwPSV33l8nXvBSuBN32X3p/e+sDnrKlBAr+BJOP8XDF8sjMcFHc6gh33x6qNtY7DX6rdmnKUHJ8yMsXR9sx2HPL1+jycDge2+l7bg3YMf4M7Z5+ChW2empIC2vbatDzf9YiXmX9OR9v2w9wW1YxGTytPecDqR1OcIS53Z3SYO9R+DUk0CSyfbfpnF3PicKOpCf++cybkK4qYYDDNJKdtrb9zbjzXb+9Lebya8JpXCz1/a4qZftptGMyBiVufluqeMsb//RGCKeSA148rDq3bg6fV7cOulZ7vXjdbvPuLZqyqpdBtsru20jRnhec2BoSTuuuJcd9WI34UTRhUch3x5+kQ3DkkkVdo4xPQn+QyU5BOLAMGD9UT54KBMGiIiAL4G4D+UUseyPZ5Kwz/ireCdIRuUvzGIvyMIajz9HXG20fZsF6TsNGvjmk9KmQFmBG3eHIvpadZJpQeRnu3ZiwdXbHODwZjoDaVNwBSLCT51wTjPxtD3vrA55W+NOrkB35ozFT27dQ5Qk8Kme3sfFjrpEoK8vOkgmhpiaIjpk4t4DIjFYu6FTLPpPQDPwJQ90OW/aLho9Q7Pxdaudr0Pzbxfr0fSWX5rZs/5j3++nWcxhd3ngIiGL0aZAXWT5itoM1+/dBcYurf34ab7V4Ra6g/odmr1Nm/gJNBpQEzbpwCd1x56wCNdcBNEAYiLQJyc/B89c7Q7c864ZdZZWPBUD04MJhFzUiMknL0D5l3dgZc3HQicCbxo9Q7Mu6bDs3IlLnBTlvjTajb49m0JO5vQz6ySDApw7D7SpOA5wzfZIZuw+cBt6VKxERGVin8fF/sCVy6zte3zRv+AjGHiEX96lKA4ZHH3cI7+eMC+Iqb/7D8+iJhvogCgr1N+8tzT8PKmg55+x54xLaJjkUde24HFa3a66TibGmK4ZdZZbhzTGBd8c85UPWkpYPWncfFZLThvfLMbh0xpbcaKdw+l7W+ffWsfnt+wT8cI13S4/X5MgCS8288ExR/2MfPvC/r0+j0p6XnsPQcEqftVAqjo+X6mi5tRiI+IosYzOVcVLwYx6bw8e1sFXNcxTHqydPeZ1XlXTBmH5zfs87TXmV7X+GxHq7tvpULq4+ddrVc6+genf/iF4RWWnWeMTtkjzFzbmXz6qdh84AP39htmeNPM++MXcz9Q+jgkW9ufSa6xSNCkcaJCcFAmvasAnA3ggUoXpJ750950njE6rxy9mTqCdJ1tthH9TBekAOCmX6y00r7oYGn0yQ048uEglHJmn4leUWpmopmZEmeNPcVd7p9QwP0vb3FT4QC6k006PXVcgE9fMA53OAMyds7oeAyelGTfmjMVU1qb3Qtai9fsdDdz+8F1FwVu1GkMDSVx0yXeOvpn8pnO3wSG9kCX/6Jhz56j7hJU+z1YdMcsz+uaTeV2HT6Obmcmyj3L3nE7/rAX8orN/5nK5+IiUb0w+c8BvbFx0llKH5h/0ZLpAoN/E2LAuVAWF3xs4hh3E2K/uBOMmbQxK7ccci9AxQCs330Ei52Nlg2zZ0xS6UFpPWPL+3fNCkGzX8yi1akrbXr2HHXbroQCEk757WDinmXv4BXfBbL1zp5b86/pcFNnXjFlHPqODaB7e58nreb4USe7/YEtn1m8mfpO/8afCvp9NhetwvytfGbOsa0lonLzxiPAp6eO97SzYdrXXGORMHGIfwP6oMlj9oWymJVaM+bsg7lyyyFPfxMTvXG0mUymFNzVM4NOOk4FPVjxwCtb3dWhX/vE2ehqb8HGvf0pqc+MpoYYrvt4mzs54VFn34IF13am7OliSzir5xfdMcuzP9nGvf2e9KWxmKBlZFPa96NjwihPLNIxYZTn+M+d1ubZcwAY3gfBpF+tdAyS6XPE/pHIq3t7H3YdPo6GuN7/JF6EGCSobQV0O/yD6y7CjkMf4OcvbdGTtXzXYszjGhv0vsMHnVXyZiXIkrW9WLxmp2+vMMFtl56NX766Ne1EtDsvm4xvfW4qrupoxcoth7B84/6UiWFmVZ0/Pvnlq1vdOOLmSybhxY37U/btisdjuGP2OZh82il4pmcvPtvRiimtze7Kf9Mm9R8fRM+eo4Gp6ksVh9jtcz6rBHONRdjOUrFxUCa92wCsVkq9nu4BInI7gNsBYNIk5nJNp5Bl1P60Nwue6gmVxirda/n/frYNwYJSmpkBA7uD9+eE/u7j6zzLOPXkcIWvfXKyewH/jZ2HPR1e3AmUJCbYetCbf1mp4QuJSXhnsCWUnkX20qYDmHd1B+Y/sd69UNkYF3SdNQYnhpK4YYZOuWbPvBtIKDxsbSi9+M9+3x3Qec4/QyMmnjoaS9b24rLzTsfhYwPDF0FlOBwzM0kU9Ow4c4KgnCWoQOqMM/P+TmltxtK1vVi0egcWrtqBR9fsRAxwZ+DFgIydZ6mX8Ps/U8wtSrmolz7ErGxIJHXKydnnn47nNngDkHTf00wnvkEXfeIxwfzPd2JKa7NnYNxoDNj0F9ADKua7e7D/RMpgT1IBf3Ch3tur//ggfvX6LjePfgzAJ84bTkNjB2vesunB6aAZwbGYuCkp777yfKze9p4vjQrwzcVvYEffcQwlkmjYcxTL3zngzlY2g0FmU+JcBkaySRdE+WcWm/QCZk+zsKnIcp3VxjzORMPqpR8phmLGIy9tOuCmFs71dcLGIpnikJmTx3omO5gNnG3+1T3GzZfoFJ2Lu3uxeltfyv0x0RMb/Cv8zaQHOPtyigyvJk0q4IFXtmLS2FMw/8keN36Ix/Rs6c4zRnv2nDQXM4eSyh1sMZOy3MEWZ68DI6l03HDXFed6juGnp45Hz+4j2HPkQySTCvOfWI+e3UfcmMWOQ0yGAfP/5hGNgcffxCHd2/tw2Xn6nCWRVG4qnzAxiHl+KeKQdP0y+0fKR632I56sJjHBjRfrtu+R17zpsIDg9OPpYpB0bWssNrz675e/0ytWYiJATLkDMw1xwQ3OhFjTPr1k7WscFIMkkgpbDn6AhbfPwtK1vdi0rx+bD7yP9z4YBKCvITWPaAQwfN7/U1+GkpjoiVMAMH7UyQCG00C+u/99fOfxdW4mmTtmn4NlG/Z5JrZNahmBjXv78eCKbRgYSuKXr27FL3+3TcckcT3AZFaMNI9o1GksiyRTHGL65SGnfc4lBrFfJ5dYhO0sFRsHZQKIyDgA1wK4K9PjlFL3A7gfAKZPnx4+x0kdKcYyajvtTbFHo7ONdNudgH9WhAlObrx4UspgRdCHwU5z0NXegu/69nvpam/B2h2HUy7WBc3A7tl9BI+t2enOljCztZ5ev8ezLHYooTB7yjjPIJZ/iak908sOdB5etcPd/M1sJBmUOiho09Aha4m/fWG0IaY7SjOQlW2FSVd7C5as7YW5rmpvrh2T4HzcdvnKuYQ/32W5VL/qpQ+xgxelFMY1nzS8wiImgRtuGplOfOdOa8MiawNIAEgmdX51ewaxIdD7rATN3LK/u0vX9gbWw6wEMXtjmddsavSmobHra1ZEKqVTPk5pbcaCaztTViUmEjo1zFJngDwod76dMsA/W/n7TtrHhrhOazmUVGVr9/ypanLtq3OdOce2lmhYvfQjhYpyPJLtPNgfhwwMJd3UxeYc3aSlsc2cPBYx0amAjZiIuxLEpPMBnBX9cYFSevDjqTe9ab7iMcENMya6F93MBDV7dUtSKR2HWJMhkkngzDEjUvrdeEw8z/PHIF3tem+any9/F8+9vR/K2V/Sn6orKA6xJ5zNu7oD85/s8cQhjSHjkHSz4c3kg0wxiP/9KlcqMfaPlI9a7Uc8WU2Sys32YafDypR+PF0MYt9upwlLJOHZq1LBe+1CAHx5+kT83Rcucm8LG4M8t2EfLp8yDo9193omnMUkdXDYnJfbf1cBWPBUD6a0NuOO2ee4q3Pg3PfwquEYpKu9BZ+eOt6zr83mAx+4kxKSKjUOWbhqBxat3gmBvr9cbZ7pl418++dcYhG2s1RsHJQJ9icATgB4pNIFqXbFWN5XytHoXF7bPyvCzPA6Y8yIlNlr109rw2Jn0MTMErMHbrq365lpjc5mb40NMZw3vjllo7jGuOBL0ycG7oEzd1qbXuLa3esGF3M6J2DVlkPDK2UC6mRmFSxavQNv7TnqpvHxP+7mSyZhSmtzxhns6fKiJgF3CakdnCWSwJdntOFM374Dmd4D/2z4uHNDPCaY9JGRKX/bvA+7Dh8v+9LSfJblEtU6fztrpwfZffi4u59VuoHxdCe+Xe0tuGH6RDy0angZvkldsn73ETTE9b5XSeVsKtyYPu+v/7vrD3oA3Rb903PemWfjR52Ee7/SlXYgSZwLYjowS+KeZe/g7ivPx1UXjveslEwCgAJODCbx46c34KTGOGZNHosNe46mTdFm8vor6MEowJurutjtXrZUnwODSSQRHCAWG9taIspFlOORsK9r1wEYTn+p1PBm7/522qQFM4M3t156tjugYqef/GJXGwRw+2OllJvqzEzM8u8DaZgLdU0mDtn6ntt/NsZT97npam/BrZee7aZm9g+22I+7/6vT0/Y9K614x88zWS3POCRoHyGzQsbUNd2q1O7tfRVLc8b+kUgLalv9cUW2QfGgGMS+3Z/55GC/XkVvp0uDUu4+VUFxSFAMMjjkHQxOKuD+l95NiU0uOnM05l3TkTUOSToxxtK1vfi7L1yUEocAenDlm0vexClNOgZZHhdPG2v2/BXo/gQibjnNyiOjFG1epjSf5YxBALazVFwclPEREQFwK4BHlFL9lS5PtStGAFPK0ehcXjvdjLOZk8cGzoaycx77V5jYS2lvvmSSm3LAXv0C6AAgaEDGlL2rvcXdY6dlZBP6jg1g/uc7sX73EQjgWRpr50c2e8CYpbwdZ4wODCwydTgzJ49Fo6+ztt330hbcedlkz8bUjc7m00EXXZes7fUMwJgyd5wx2vMZmn9Nh97zobsXC18bTr1mz2obGNJLaRucWYSl7pxLnSaNqJoFfcdN22L2wMrUR2Rqh8zg9ICTIuDWS8/2tG83Oe2bSZsCwM1/nO41u9pbsPA2nZZr0ZqdSCT0CpQXN+5Pae8uahsT+DrXT2uDgt4w095z6+VNB7Fq63uYf00HXty4Xw/cOyPNQ07bb1I8vrzpIO68bDL6Twy5Gw/HY+LuA7Zxb39gDn4zcG1mAGarbxhhU32afijssSYiKocoxyNhXzcoDjF7E6SLRewJVvYekHbaS/M3H161AzERKGcigVJAQ8CAjM3/+n3HBjD/mg707D4CheEYxh+HPLhimzvgM+9qnXYzXX+R7hxg5uSxiAuQJgxBLCaBg0Rh4xD/Xnhf7Gpz07D5j6XdJ9rvQ9g0Z4VgDEIUzH9+al/rsL8rmfqGdO2PHce8+M4BZ4Bb8KKTWthcY5lrrS4Mc25sYhCzP8sDr2xFwlmNvt2XUhIAOs4cnTUOMasFFYBFa3Zi7rQ23DH7HDcOMSv7kwrunsZv9B5JiUEaff2Gf08vw/RLxYpBgHBpPu0YxN/vsG2kKOOgTKrLAZwL4CsVLkdNKFYAU8rR6LCvHTTjzKT0svdpCUoFZpiZU/6ltKbjgAjs7dtMrlP7RD9otgaQui8LoE8ANu7t9wQOc6e1ef4+gLSBRbbjsfD2We4eNM+/vc9NM2b07DnqXty0g7MgS50LqybdgF0m/x4Q976w2Z0BH5TjNamARCKJGy+e5C5VLtXnpxLpCYiqkf0dz5QzPxeZZryZ9vXmSya5gz+ZUqX5X7ervcVd0bPr8HE88pp3Y8yGGHCnb08Bf3tw/bS2lFRkA0NJ9Ow+4hm4X7K2192TxbZiyyH8+s8v9Ww8bMq8csshz8U5AGiK6z11zEWj+U+sx2BCoTEuWHj7rLzbplxSfZrjcNMvVrpB7sLb2C4SUeVEPR4J87p2HGLSVX7J2psgKBaxX9eOPwaHkug7NuDZO2XBUz1IKgWR4f2vM63CscsFpMYhJrb5zuPrPH2viUNMStOe3UfyjkP+9rqL8P1frXNXD9k94oUTRrmDRvnGISbem39Nh2dgKt2xBrz9ZZg0Z4VgDEKUWab2ydxfaBxiBlHs1f/2NR4jbBxit9tXdbTinmXv4JVNB4fTIkO3dU3OILMtKA65/PzT3VUxQwnlrpYxcUjLyCY8vX4PXt500PNamWIQQLd1/rilqWF4AHvBUz04MZgMXG2Zq7BpPoOOQ0wK//tEpcRBGR+l1AsI3j+Y8lRLy/vSpfQKMwPPn5vYXl5pBmvsPRDs2W/284NOKPwd1ZK1vW5wEbOWrQ46eajtsppcoPmkdLDf2+7tffj58nc9S2HndE4I9f77y//0+j1pA8dMxzsoTZJ5fftvFXOQphgpMYhqXa4n07lIN+MtHo9h1+HjeHjVDjcwMMFD2O+qPRPO5KCOWxta+p8fVM+7rjgXHWeO9uwPc6D/REpbtHRtLz4c9I5sjx91cta0YWZvHvviHAB85/F17sqegYTCkrW9eR/nXGeZm/4H0P3L0gL+NhFRMdRCPJIptXC6djpT/GEsXdvrub8hplfMZFqF47845+/7AKTsyVLsOMQ+Hv3HB3HfS1vc+26YoS/AFRKHmIEjMzCV7Vjb95kYzMRCpZi1zRiEKLtcJxblyo4Vllixwq7Dx/WkWwS3hWHjkLuvPB+rt73ntjf+VY7Z6npa80mex6zfdQTd2/s89Z7S2oxXNx90B7iBzDEIkDkOufeFzW59h5IK8369HlNam8sWh9jHIakK//tEpcRBGaIcBXXcYWZZ2LmJY9AzpzomjMKCJ3vw1p6jbuqamMBdJm9f9Mt0QuHvqA72n3A7wqSTF1pv4undz8F0aEuzpA8Ke1zu/+p0PLxqB55evwdzOieEnpHgL/+czgmek4+gpcTZcrya59jpzKBU0TfALuWeR0S1ohTfk3QrBx+6Va/Oe2zNTjzymk7HYpb+A6kD3mEEtTlmBrCdKtIToFgBmWefMScV2rIN+zxtkUmfsmi1kyYgLrh8yri8VrqogwAAIABJREFUZ/f5Z5cUMtsk15mE/plzabLLEBFRjtJdQEzXTgfFH/bKje7tfXhk9fBKzYZ48Ar1TBc1/X18//FB/PWjr3smGpi+t9hxiH08Jo09JecYJKj8+cYh5r55V3e4mRUWPNUDIL+sBLmWmzEIUapKxiBL1/Z6VgcCucch6dqbh1ftwD3L3vG0d0FxSOcZo9EUFzdV2Zu9R/CVB1amxBQ/uO4ifM9ZeZgtBslULlOOeEzcFMtJpQoaNM41DvGn+/RnnyGKEg7KEBVJtlkW/hOCjgmjPDO6gOBgKd3z7Y7c7qhaRjZh3hPrUzaHE8DNR+AvazFzZN98yaSsgZD/RCaoo003E9Cuc7bb/UEkMLz5Z7E65kKXPRPVg2J/T/z7R9mD2F3tOpXhUFI5M750+hGlVOCKklzqYF/Euun+Fe5KlMe6e7HwNp02cu60NhzsP4EXN+53AzJ7nzGTCi0oxUxX+/A+Yf50bLnO7ps7rc3dLNReOZivXGYSdp4xOuPvRERUfEHttD9+8McYP1/+LqyF+vhY2+iU8/hsFzXtPn7Tvv6U+AbQe7zMu3p4Q+pSxCFhYhCgtHEIAPQdG0DS2ZsnKAMAYxCi8illDBK0P5cdg/hXB+Ybh/jbm4dX7cB3Hl8HAG7aMdP2+eOQpoYY5n++E0+v3+OmQQtqh/wrMcOsxMt0PcZNt6n0hNhCB8NyiUO62ltw66Vnu32Rgt4njCiKOChDVCb+E4J7lr2T8pimxtRgKd3z03WK33l8HYYCdr1USD9LwN/JZVtiX8gS/EwbtYW92BiWf7YIlHI3qivmbLJilJWo1hXze2IHCgNDSSxcNTz44V+xkm2pf75/f9BqZ4PSRprVOXYaM0DPCG6ISdq2yH+ccpnd52+bTZ7rcl+s6Ts2gJjAzanvT/1CRETlkS1+2Hf0Q8/vJ4Z8G0SGeA3zGAD4h//cGFyQgDRg9nO72vUK1GwbQxeaBqwccUiuK28KwRiEKLtSxiD2wMNDt84MTKeebl+WfD29fk/K71Namz37qNhxSN+xAdx95flY5cQv8ZgEtkPFjEEypdssh+YRjYxFqCpwUIbKqhT5dAsRNtVWscptd3RzOid4NlT7gwvH447Z5xR8XNKlqAnKIR0kW97oQjeVLGf+Y38Qaf5+VD5/RPXE7MuSbbPdMEzAY9I0+md9FWNWXLY8yo1xcVfKNDbEIBjOi2+vzgnKyd8Qj+GGiydmPQ7p6hFUtkwXmsqtEilVonZ+QUTRFKW2Imy/WGiZM/UFN8yYhDd613l+z/fvr9xyyCzKdzXGBckQE6LCxBfF2Ni+HHFIPitviKh0ShGDDA4lIWkmYaVLs55rmdO1Gf7rSHM6J3jatqA4BAAgAkA5/2aWKZbyly3sYHc5lTsWidK5BVUXDspQ2RTjRLqYMi37tJWq3DdfMgk7Dn2AZ3r24rMdrfjW56ZmfHzYctgpaxrieols5xmjQ88SzxasFBrMlLuDDJr5RkTl1b29Dzf9YqW7+fviNTux8PZZeX8fTaBg8jYHrTopJBDI1t52tbdg4e2zsGRtr7unDAB3g8+g1Tl2OsVEIokzx4wIfQEuzMB4lDb8LcagWC6idn5BRNEUpbYibL9YyjJ3b+9D37EB3HnZZPTsORo4SS2Xvz9z8lic1KgnTIgAt39yMq7qaA09oJOtDytGP1euOKQUGQCIKHelikFM2vgFT/WktCeFft+ztbumnbYnF3dv78uYJeDeFzZjKKEnsyUS2dvPdIMMQWWLUgxilDMWidK5BVUfDspQ2UStsQ5a9hk0KFOKcpvZGo+t2YmhpMKDK7bhqo7WgoMVQHdA86/pyGujSyB7sFJIMGM692KnEiKiaFu55ZC7rxMADCQUlq7tLcrKw2KnBADCtbdBAZcdpPnbuLBtZ7YT+3Rli9qGv7mkoylU1M4viCiaotRW+PvFwURwiuFiltm+yAYg1EWkXP6+uQhmJiyY2CZMecP0YcWIQWZOHst9WIjqSCljEAAlWQUXpt3176HlHyzKNw4BMsciQWWLWgxi2GW2fy+2KJ1bUPXhoAyVTdQa66Bln0GKXW7TyZm0O0C4xjuXC3oLnurBwFASq7e9hymtzTl1CtlmFeQ764AzCIjq18zJY9HYEHNnqQHAY2t25rzRZZBSzD7Nt9035Ui3hD9M25ntxD5d2cq9OiWMcrX7UTu/IKJoilJb4e8XG+PBOf6LVWZ/ezx3Wluoi0j5/H2zv9oSa6+3bML0YcWMQcw+b0RU20oZgwC1F4cAmWORoLJFMQYBGIdQdeCgDJVN1BrroGWfQYpdbtPJmQEZQfq9XvzLRotxQS+MbCcX+Zx82OU6MagDtUp/BoioPLra9abzC57swRu9RwAAiWTwrOAo8M82y2WGVaY2OF3babf12U7sM/UFUUuPUq6ZY1E7vyCiaIpSW2H6xWz7HBSrzP72WJB5E+d8V5YU0u6H6cMYgxBRLqotBgHKH4cA4WORdH1S1GIQgHEIVQcOylBZRa2x9i/7TKeY5bY7uXg8hi92tQUGYtmWjZpyZXr9KI3Uz5w8Fg0xvTG2ArC4u7fgjfaIqHp0tbdg3jUd+MoDKyPXPgXJNNssk1zb4KC2Psxs4Uq2nWE3syxnf1TpY0JE1SFKbUXYshSjzP72eO60trTpPzOtLMnW/kcxDmEMQlTfqi0GAcoXhwC5xyKV6kfDxh8G4xCqBhyUISqzsCPpS9b2uinOzMg+kL1jTvf6uXZixdbV3oIvTZ+Ih1ftCL3BHBHVlmqbSeSfYbVkba8nH3+61SqFziq+64pzI3tsckkFUG3vNxFRrco0u9kvKAbpam8J1f5HMQ5hDEJE1XhOascIA4NJ3LPsHdx95flue1yMOMT/d6Iai+STiqwa33OqPxyUIfIpR9CQbSS9e3sfFnf3Dqc4iwl2HT6OJU6O5mxLMP2vH5X9XOZOa8OStb1VM0OFiIqvmmYSeVY2xgSLu3sxlEiiIR4DlMJQUgW2qbnUMZf9wqIQVAQFbub2KM2mIyKqVqVq78O0x/4YJB4TtIxswr0vbMauw8erNg5hDEJE1XZOamKEgcEkkgBe3XwQq7e9h3lXd7h7CBcah9h/J1P7WOk4JFMqskxlq7b3nOoPB2WILFEIGgDd6Qwl9GZ0AiCRUHh41Q7EY0BDTJBIqpwCinLl08yGsxWIqJrYbdbuw8ex8LUdbjsKIGUWcaF/I127GJW+CUgN3FpGNrlliwnQccZo3DAjXGpQIiLyqnR7b8cgAHDqyQ2Y9+t1SCqgIR6r2jiEMQgRVRvTbt2z7B28uvmg24Y+vX5PUdvUbO1jpfslIP3AkV02xiFUjTgoQ2SpVNDgH923Ox0FIOlMV0skga6zxmD2lHE5BRRRyu/M2QpEVE1Mm9W9vc+dZRt3VsrkemEq299IJ0qbFPsDN7tsSQW80XsEb/SuAwAGREREOapELBK0wbNJX/beB4Pu4xKJJG68eBLOGDOiKuMQxiBEVG262ltw95XnY/W299w2dE7nBM/vxWhTM7WPK7cccvuEgcFoDawzDqFqx0EZIkslgoagmQeAXmYvAFZtOYTNBz5wH39iKOluthkWZ4cRERXG344C6VN2FSJoCX7UNin2B25NDTF8OJj0PObp9XsYDBER5ajcsYg/Dpl3dQfmTmvD8xv2Ye/RE57HNjbEMDePvodxCBFR/oLa0CmtzUVvU9OlAWsZ2eSmtEw6v1dC0MCR6TMZh1C14qAMkaUSQYN/RtzStb3u3jFNDTHcMussbD6wxX38DTPy61w4O4yIqDD+drTYbWq69ABR3qTY9Jv3LX8Xz761z719TueECpaKiKg6lTsW8WwkPZTEvF+vR1IpxMT7uKsuHI87Z59TUKrOKPRZRETVKCgGKfaksHQpyvqODSAmeiVKTPTvUcE4hKodB2WIfHLt4LJtepbtfv+MOAV4BmmaRzTih1+4CE+v34M5nRM44k9EVKMypa0p5ibFxd6ss6u9Bb/46nQ8vGpHXfVVld70lIhqUy6xSKZ2KEwbZcchInq/GAW9p+VVF47Hh4OJumnTiYjqVaYYpNgrOBmHFA9jkerHQRmiAmTb9Mzcf2JQbzz26anjcYdvlllQSpylvgtvXe0tVdOxsGMgonoQpq3LtT3MFPQUa/Z0KTfrvPmS+tlY0+7f4zHBgms766buRBQNmdpzfxt166Vno3lEY0r/YfctLSObsOCpHrcPKmRlTKUwDiGielDsOKQcMYgpE+OQ4uje3oeb7l+BwYRCY1yw8PZZ7PeqEAdliAqQbTNOe1O0hAL+8619ePGdA1h428yUgMj+vZidXr6vk89zS9nJEhGVW7p2MExbl097mC3oKTRVQff2Ptyz7J2ybyJdi+z+fSipMO/X6zGltZnHkojKJlMc4m+j7ntpC2KCwP7I7lvKuU9BoY8Nei7jECKqBdlWQRY7Dil1DGLKxDikeJas7cVAQu/2M5BQWLK2l8eyCnFQhqgA2ZZyzpw8FvGYYCip3NvCdD7F6vTyDUzyfW62QSoiomqRqR0M09bl2x6WKu++PWtaQeeELscm0rXK378nlWKfR0RllSkOCYpBwvRH5dynoJDHBmEcQkS1IFtbWKo4pJR7fzEOKT7J8jtVh1ilC0BUzcyMgr/6gymBgUNXewsWXNuJuNVClqvzCeqIS/1cExzG2ckSUZXL1A6Gaeui1h6a+ijok79PnHsaZxEXwPTvDTFxZ59X+j0movqSKQ6x2ygThlTiIlguMUUhsQsQvX6XiCgf2dpCxiEE6P1GmxpiEOg4ZO60tkoXifLAlTI+IjIBwI8AfA5AM4AtAP5MKbW8ogWjyMo2o+DmSyZhSmszlqzthUA3nuXofArZkC3f5xYz3ygRUSUVmls5au2hvz53X3l+xctU7Uz/HpX3mIjqT6Y4xG6jWkY2oe/YQNnbqlxiikI3k45av0tElI9sbSHjEAL0e7zwtui8x5QfUUplf1SdEJExANYCeAXAzwAcADAZwG6l1IZMz50+fbpas2ZN6QtJlINy7ylDlCsR6VZKTa90OSqNfUg01Vo7WGv1IWIfMoz9CEVVufaUIcoH+5Fh7EeioxbbwlqsExFQWD/ClTJe3wCwRyn1Veu2rZUqDFGhCskLWsqcokRE1aDW2sFaqw8REUVfLn0P+ykiotpsC2uxTkSF4p4yXtcBWCUii0Rkv4i8LiJ/LiLcM4mIiIiIiIiIiIiIiArCQRmvyQD+K/Q+Mp8B8FPo/WXuqmShiIiIiIiIiIiIiIio+nFQxisGYK1S6ttKqf+rlPpXAP+ENIMyInK7iKwRkTUHDhwoa0GJiKi6sQ8hIqJCsB8hIqJCsB8hIqocDsp47QHwlu+2DQAmBT1YKXW/Umq6Umr66aefXvLCERFR7WAfQkREhWA/QkREhWA/QkRUORyU8XoVwBTfbecD2F6BshARERERERERERERUQ3hoIzXPwKYKSLfFZFzReRLAP4CwL0VLhdRyXRv78O9L2xG9/a+SheFiKimsb0lIiIaxn6RiKj02NYSRVNDpQsQJUqp1SJyHYAfAvg+gB3Ov/9S0YIRlUj39j585YGVGBhKoqkhhodunYmu9pZKF4uIqOawvSUiIhrGfpGIqPTY1hJFF1fK+Cil/o9S6veUUicrpc5XSv2TUkpVulxEpbByyyEMDCWRVMDgUBIrtxyqdJGIiGoS21siIqJh7BeJiEqPbS1RdHFQhqhG5LMkdebksWhqiCEuQGNDDDMnjy1hCYmI6lex21umISAioijJtV9iHEJEVHqMQYiii+nLiGpAvktSu9pb8NCtM7FyyyHMnDyWy1iJiEqkmO0t0xAQEVGU5NMvMQ4hIio9xiBE0cVBGaIaELQkNWzn2NXewo6UiKgMitXeFtLmExERFVu+/RLjECKi0mMMQhRNTF9GVAO4/J+IqH6wzScioihhv0REVPvY1hMVF1fKENUALv8nIqofbPOJiChK2C8REdU+tvVExcVBGaIaweX/RET1g20+ERFFCfslIqLax7aeqHiYvoyIiIiIiIiIiIiIiKgMOChDRERERERERERERERUBhyUISIiIiIiIiIiIiIiKgMOyhAREREREREREREREZUBB2WIiIiIiIiIiIiIiIjKQJRSlS5DTRCRAwC2V7ocIZwG4GClC1FitV5H1q/61Xodc6lfu1Lq9FIWphqUsA+p9c+awXrWjnqoI8B6Fgv7EEeWfqRePm9h8FgM47HQeByG1eOxYD/i8PUjtfpZqNV6AbVbt1qtF1C7davVegHBdcu7H+GgTJ0RkTVKqemVLkcp1XodWb/qV+t1rPX6VZN6eS9Yz9pRD3UEWE8qL74Pw3gshvFYaDwOw3gsyKjVz0Kt1guo3brVar2A2q1brdYLKH7dmL6MiIiIiIiIiIiIiIioDDgoQ0REREREREREREREVAYclKk/91e6AGVQ63Vk/apfrdex1utXTerlvWA9a0c91BFgPam8+D4M47EYxmOh8TgM47Ego1Y/C7VaL6B261ar9QJqt261Wi+gyHXjnjJERERERERERERERERlwJUyREREREREREREREREZcBBGSIiIiIiIiIiIiIiojLgoEydEJFmEblHRLaLyHER+Z2IzKh0ufIhIpeJyBMisktElIjc4rtfRGS+iOx26vqiiHRUqLh5CVHHuSLyWxE54Nx/eWVKmp9M9RORRhH5sYi8KSIfiMgeEXlYRCZVsMg5C/Ee/q2IvO3UsU9EnhOR369QcXOWrX6+x97vPObrZSxiTSnFd0ZELndey/9zQckrlL5M2b43DwaUd2WI150tIt0i8qGIbBGRO0tWiRBC1DPofVEicm+G14zU+yki3xaR1SJy1OmrnhSRTt9j8uqvo/J+ZqtjrXw3Q76XNfHdrGYisi3N5+b/OPfn9X2rNiISF32OtdX5XG0VkR+ISIP1mLo4FkD2GLAWj0WIPjZrnUXkJBH5ZxE56LTfT4hIW1krUgQhjkXWmLJWjkW9q+XvRaa6SchzsSjWLdt75ntsYLwdxXo55cpaNxE5X0SWishhETkmImtFZKp1f+TqFuJ7dqpT5l7ne7ZRRP7S95go1qsocV3U6patXuVoPzgoUz8eAPAZAP8FwEUA/hPAMhE5s6Klys+pANYD+H8AHA+4/xsA/hrAfwMwA8B+AM+KSHPZSli4bHU8BcDvAPxVOQtVRJnqNxLANAB/5/x7LYCJAJ4RK6CuAtnew40A7oL+Pl4KYCt0HceXrYSFyVY/AICIfBH6e7i7TOWqVaX8znQAmGD9bCpSmfMR5nO1DN7yfi7TC4rI2QB+A91mfhzAfwfwzyJyfZHKnI9s9Zzg+7nGuf3REK8dlffzcgD/AuD3AXwKwBD0ecdHrMfk3F9H7P28HJnrWCvfzcuR/b0EauO7Wc1mwHv8pwFQGG43auH8OIxvQp9f/QWAC6Db2bsAfNt6TL0cCyB7DFiLx6IYseI9AK4HcBOATwIYBeApEYmXsNylUIyYslaORb2r5e9FMeKkKNatGPF2FOsFZKmbc474KvQ1kk8B6ATwPQDvWw+LYt2yvWc/AfCHAP4YwFToz+WPROSPrcdEsV6XozhxXdTqdjmKE8vlXy+lFH9q/AfACOfDda3v9m4AP6h0+Qqs2/sAbrF+FwB7AHzXV/9+AHdUurzFqKPvvtOgA+7LK13OUtTPesyFTj0vqnR5S1jHUU4dP1Pp8harfgDaAeyCPuHYBuDrlS5rLfwU6zvjnIQoAKdVuk5h6wngQQBP5fg6PwawyXfbAwBWVLqOObyfvwCwMctjov5+ngogAeAa5/e8+usov5/+OqZ5TC18N1PqWYvfzWr/AfBdAIehA8qaOz/OUO+nAPxv323/23w+6+xYZIwB6+FY+PvYMHUGMBrAAICvWI+ZCCCJKjxPT3csfPcFxpS1eizq/aeWvxeZPufWYzznYtVQt3T1QoZ4uxrqla5uAB4G8FCG50S+bmnqtR7A3/huWw7gZ9VSL6dMOcd11VA3f73SPKao7QdXytSHBgBxAB/6bj8OPUO/lpwNoBV6FhgAQCl1HMBL0KOfVJ1GOf/2VbQUJSIiTQBuB3AUwOsVLk5RODMHFkIP/G6odHnqUC7fmTXOUtznROSKUhaqSC4Vkf0i8o6I/EJExmV5/CxYfYLjtwCmi0hjaYpYPM7sohuhB2bCiOr72Qy9Qtt8JvPtr6P8fvrrGKQWvpvp6llX380oExEB8DUA/6GUOob6Oj9+BcAV4qT7E5ELoWc//sa5v56ORbYYsJ6OhRGmzl0AGn2P2QlgA2r3uKTDY1Ef6u174T8Xq8q6hYi3q7VeMegsAW+JyDNOWqnVInKD9bCqrBv0Oco1IjIRAESnr/8YgGec+6ulXvnEddVQt3xiuYLqxUGZOqCU6gewAsD3RORM0bmW/wg6GJ5Q2dIVXavz7z7f7fus+6iKOAMW/wDgSaVUb6XLU0wicrWIvA8dLP8lgKuUUv7PbrX6GwCHlFL/X6ULUm9y+M7sAfBn0Ett50Kn1HtORC4rfSnz9gyArwL4NPTy6IsBPC8iJ2V4TiuC+4QG6JmhUXcTgJOgZ3pnEvX386fQg84rnN/z7a+j/H766+hRQ9/NoHrW43czyq6CDpAfcH6vp/PjHwP4d+iLOYMAeqBXzvyLc3/dHIsQMWDdHAtLmDq3Qs+UPZjhMfWCx6I+1M33Is25WLXWLVu8Xa31Gge9YuE70Be6r4IefHpIRK52HlOtdfsL6HPoHc45ynIA31RKPeXcXy31yieuq4a65RPLFVSvatqfgQrzxwB+CaAX+gOzFrphm1bJQpWQ8v0uAbdRxDmzP/4DwBgAn69wcUrhBeiZEacBuA3AoyIySym1p7LFKoyIzAZwC3TdqIxy+c4opTZCX+w1VojIWQC+Dj2rJXKUUo9Yv64TkW4A26Fz8y7N9FTf75Lm9ii6DcCvlFIHMj0oyu+niPwEelb2pUqphO/ufPrryL2fWepYM9/NdPWs0+9mlN0GYLVSyr/6th7Oj2+AHiC8GXpA5mMAfioiW5VS/8t6XD0cCyBcDFgvx8KWT53r4biExWNRm2r6e5HHtYXI1q3AeDuy9XKYxQO/Vkr9xPn/6yIyHXqPuKeCnwYg+nX7bwA+Af352w7gMgD/U0S2KaWeyfC8yNSrBHFdJOpWzFjOPAUh6sWVMnVCKfWuUmo29IjzRKXUxdBLrLZWtmRFt9f51z8iOQ6po7YUYdZy3I8C+LRS6lCFi1R0SqkPlFKblVIrlVJfAzAI4NZKl6sIroCegblHRIZEZAg63+2PRaSmVjtFSZG+M6sAnFfUgpWQUmo39IWmTGXei+A+YQhApNsVEfkYgOkIn7rMr+Lvp4j8I/Rqn08ppbZYd+XbX0fu/cxQR3N/TXw3s9XTVuvfzShz0sZdC2+7UU/nx38P4H8qpR5RSq1TSv079Ma633bur6djkS0GrKtj4QhT573Qad/8K/Zq+bikw2NRH2r+e5HlXKwa6xYm3q7GegF6xcEQgLd8t28AMMn5f9XVTURGAPjvAL6hlHpSKfWmUupnAB6BnngFRLxeBcZ1ka1bgbFcQfXioEydcS4C7xGRFgCfAfDrSpepyEyAcZW5QUROBvBJAL+rVKEoN04u+UXQjd4VSqm9WZ5SK2LQaYqq3b9Av3cfs352A/hH6NQ2VGRF/M58DDp1UlUQkdMAnInMZV4B4ErfbVcBWKOUGixV2YrkduhNO5fl+fyKvp8i8lPo2eqfUkq97bs73/46Uu9nljrWzHczWz0DHl/r380o+xMAJ6CDfKOezo9HQq8IsSUwHPfW07FwpYkB6/FYhKlzN/REKfsxbdAbadfqcUmHx6I+1PT3IsS5WDXWLUy8XY31glJqAMBqAFN8d50PvboEqM66NTo/mc5RIluvIsR1kaxbEWK5gurF9GV1QkQ+A/1FfxvAudCzyDYC+NdKlisfInIqdB0AXadJzmzi95RSO0TkHgDfFZG3AbwD4HsA3gfwcEUKnIcQdfwI9CyBMc5jzhWRwwD2VsMARqb6QZ9MPAZgBvQGb0pEzIj7EWfDsMjLUsfDAL4B4EnoC1anQy/FbQPwaPlLm7tsn1EA+32PH4T+fG4E5awY3xkR+TcAUEp91fn9bugL/j0AmgD8EYDroPexqIgs9XwPwHwAS6C/N2dBzzbaD+Bx6zU89QRwH4A/d/qGn0MvGb8FejZMRYT4/kBERgL4CoD/oZRKWfoc9fdTRO6FTptzHYA+6zP5vlLqfaWUCtNfR/n9zFZHZ1ZV1X83Q9TzVNTId7PaiYhAr7h9xNlPBAAQ9vtWI54E8C0R2Qr9Hfo4gL8CYD5/9XQsMsaAtXosCo0VlVJHROR/Afh7EdkPvXLvJwDeRP6TJCqi0Jiylo5Fvavl70WhcVJU61ZovB3VegGh6vY/oFO7vwzgeeiVQTdCn4tGtm4hvmfLAfxI9L7C2wHMhk65+g0g0vUqOK6LYt2KEcsVXC+lFH/q4AfAlwG8Cz1zbg+AnwEYXely5VmXy6Fz8/l/HnTuF+iLA3ugN1BfDqCz0uUuch1vSXP//EqXvdD6QV/MCbpPAbil0mUvUh1HQl+o2u18J3dDz1i8pNLlLtZnNODx2wB8vdLlrtafYnxnALwI4EXr928A2AzgOHTQ8jKAz0W4niMA/BY6ABmAPpF9EDodi/0anno6t82GzqN/Anomz51Rraf1mD+BXrp/RprXiPT7meEzOd96TNb+OsrvZ7Y61sp3M0Q9a+a7We0/0BctFICLA+6r+vPjkMegGcA9zufwOIAtAH4I4OR6OxZOXTPGgLV4LFCEWBHAyQD+GfriyjHowb6J5a5LGY7FLZna91o6FvX+U8vfi0x1Q/hzscjVLdt7FvD4bfDF21GsV9i6Oe3TO9B9+ZsAbop63UJ8z1qhJ8bvcur1NnTqMomDMaRyAAAHBElEQVR4vYoV10WqbtnqVY72Q5wXICIiIiIiIiIiIiIiohLinjJERERERERERERERERlwEEZIiIiIiIiIiIiIiKiMuCgDBERERERERERERERURlwUIaIiIiIiIiIiIiIiKgMOChDRERERERERERERERUBhyUISIiIiIiIiIiIiIiKgMOyhDVANG2iogSkXMD7h8tIv8qIn0ickREHhKRsZUoKxERRQ/7ESIiypeIzHf6j6CfP6p0+YiIKNrYj1A9aqh0AYioKGYBOMv5/40AfuC7fxGAKQBuBZAE8GMAvwLwyTKVj4iIoo39CBERFeIIgM8G3L653AUhIqKqxH6E6goHZYhqw00APgCw3vm/ezFNRGYB+AyA2Uqpl5zbdgFYJSJXKqWWVaC8REQULexHiIioEENKqZWVLgQREVUt9iNUV5i+jKjKiUgcwJcAPAHglwAuFJGPWg+ZA2CfuZAGAEqp1wBsde4jIqI6xn6EiIhKTUR+JCLrROR9Eel10mC2VrpcRERUHdiPUK3hoAxR9fsUgPEAHgGwGMAg9Cxn4wIAbwc8b4NzHxER1Tf2I0REVDARafD/WHePA/BDAH8I4G4AkwE870wMICIiYj9CdYXpy4iq300ADgN4Rik1ICLPArhRRL6jlFIAWpz7/fqgOzEiIqpv7EeIiKhQY6EH9T1E5Gyl1Dal1J9at8UBrADQC+ATAF7yP4+IiOoO+xGqK1wpQ1TFROQkAF8A8LhSasC5eSH0Zs0zrYeqoKenuZ2IiOoE+xEiIiqSIwBmBPzsBgARmSMivxORIwCGoC+kAcD5FSgrERFFD/sRqitcKUNU3eYAGAPgNyIyxrntRQAnoGc+r4CeyXx6wHPHIHjmMxER1Q/2I0REVAxDSqk1QXeIyAzofcseB/AjAPuhB/VXAji5bCUkIqIoYz9CdYWDMkTVzeT8fyzgvi+LyF9C7wPwyYD7LwDwq1IVjIiIqgL7ESIiKrUvADgA4AYnLSZEpL2yRSIioirCfoRqDtOXEVUpETkVwNXQaWau8P38FfSmzVcAeBpAq4hcaj13OvQ+AE+XudhERBQR7EeIiKhMRgAYNBfSHF+pVGGIiKjqsB+hmsOVMkTV61oAIwH8VCm1yr5DRF4F8F0ANymlviYivwXwbyLydQBJAD8G8IpSalm5C01ERJHBfoSIiIqlQURmBty+E8CzAO4WkXsAPAng9wH8UTkLR0REkcd+hOoKV8oQVa+bAGzyX0gDAKXUIIBHAcx1NnG+EcByAL8E8G8AuqGXfxIRUf1iP0JERMUyGnofMv/PnyilfgPgmwCuh94TYDb0Sk0iIiKD/QjVFfGu/CIiIiIiIiIiIiIiIqJS4EoZIiIiIiIiIiIiIiKiMuCgDBERERERERERERERURlwUIaIiIiIiIiIiIiIiKgMOChDRERERERERERERERUBhyUISIiIiIiIiIiIiIiKgMOyhDVIBG5UESeE5FjIrJbRBaISLzS5SIiouogIueKyM9F5A0RSYjIi5UuExERVQ/GI0RElC/GIlQPGipdACIqLhFpAbAMwFsArgVwDoB/gB6E/V4Fi0ZERNWjA8DnAKwE0FThshARURVhPEJERAViLEI1T5RSlS4DERWRiHwbwDcAtCuljjq3fQPAfACt5jYiIqJ0RCSmlEo6/18M4DSl1OWVLRUREVUDxiNERFQIxiJUD5i+jKj2zAHwW1+w8wiAEQBmV6ZIRERUTUwQRERElAfGI0RElDfGIlQPOChDVHsuAPC2fYNSageAY859REREREREpcJ4hIiIiCgDDsoQ1Z4WAIcDbu9z7iMiIiIiIioVxiNEREREGXBQhqg2BW0WJWluJyIiIiIiKibGI0RERERpcFCGqPb0ARgTcPtoBM9YIyIiIiIiKhbGI0REREQZcFCGqPa8DV+uZhGZCOAU+HI7ExERERERFRnjESIiIqIMOChDVHueBvAZEWm2brsBwHEAyytTJCIiIiIiqhOMR4iIiIgyaKh0AYio6O4D8BcAlorIjwFMBjAfwE+UUkcrWTAiIqoOIjISwOecX88EMEpEvuj8/hul1LHKlIyIiKoA4xEiIsobYxGqB6IU99kjqjUiciGAnwGYBZ23+QEA85VSiYoWjIiIqoKInAVga5q7z1ZKbStbYYiIqOowHiEionwxFqF6wEEZIiIiIiIiIiIiIiKiMuCeMkRERERERERERERERGXAQRkiIiIiIiIiIiIiIqIy4KAMERERERERERERERFRGXBQhoiIiIiIiIiIiIiIqAw4KENERERERERERERERFQGHJQhIiIiIiIiIiIiIiIqAw7KEBERERERERERERERlQEHZYiIiIiIiIiIiIiIiMqAgzJERERERERERERERERl8P8DYE/SUw9npk8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase. \n", + "We demonstrate VI estimation below. \n", + "\n", + "We can also specify prior distributions and run inference with them. The following \n", + "example shows the implementation of the follow prior distributions: \n", + "For the A0 term of rxn 1, a normal distribution with a mean of 11 and standard deviation of 4. \n", + "For the Ea term of rxn 1, a normal distribution with a mean of 95 and standard deviation of 5. \n", + "For the Ea term of rxn 1, a normal distribution with a mean of 0.5 and standard deviation of 0.1. \n", + "For the Ea term of rxn 2, a normal distribution with a mean of 140 and standard deviation of 5. \n", + "All prior distribution specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_634cd4987b6431a52cbdbc86927856d8 NOW.\n", + "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", + "WARNING:pystan:ADVI samples may be found on the filesystem in the file `./samples.csv`\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean sd 2.5% 25% 50% 75% 97.5%\n", + "----- ------ ---- ------ ------ ------ ------ -------\n", + "A0[1] 11.29 0.51 10.31 10.94 11.28 11.62 12.3\n", + "A0[2] 16.47 0.63 15.24 16.05 16.46 16.88 17.71\n", + "Ea[1] 94.35 4.19 86.34 91.52 94.25 97.12 102.77\n", + "Ea[2] 140.09 5.13 130.13 136.66 140.03 143.48 150.27\n", + "sigma 8.42 0.87 6.82 7.81 8.37 8.98 10.24\n", + "Check Convergence of ELBO plot to ensure ELBO converged corretly. The data points should approach and stabilize at a maximumvalue, and there should be at least 10,000 iterations. If not converged, run again with a doubled eta value. Default eta value is 0.2 . It is recommended to run this twice with different random seed initializations and ensure the results are consistent.\n", + "Runtime (min): 2.5401\n" + ] + }, + { + "data": { + "image/png": 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3zh2qGfSW7j7NmcGh5nbHPurfE0ea6IFTnSFnMUMK09QPDjQOmLEIV/pfKQWlFBxRrGk50dKD1qBqlYED4VMd9v60N4cz9O06XB4cb+7Wva1BotddBvP3RTzWVtX0z35pNde/71c8Gx0nKzYNdbuBe5Xp6Z6NR1vw/oEGvB9wgidV9w0bCu09TvS5PDjc0IXDYQqmNHTYY3797anrwPrD3qC6z+3RvZ6YARoNa8ebu3HX6k14+IqZ+MysMqObM2Qy0sx48s7F6HK48OCabUNe7pqIQqtp60VH7+lBXqdvwFfX1ot39p7C+wca8Mmh2DcFDjWz1h7FWd1QOuxO7A0oCX+suRvVreHXl3ji2J9My7Gm7gEzhJFEExxsPR5/CqQ/yI6WgnddYVtPX/9zmMzS/10O16ATAQ6npz/gC6yy+enJxAfhtW29utdKdTtcYWdhqk624bWAtVixVskLDraj395A+/r766NfF+d/2TZ02Pv7ad2BRhwLSF+MJngKvmZgap/L7cGJ5h64fWsEI81exbpWy+1RcRU0ikQp72OJZj+xYN0OV//r5/0DDag62QaTKfyHyPojzWgO8V4Nt6F3dWtPzLP3DNBo2GrqcuCOVZtw67IJuHXZeKObM+Qy0yz4/Z1L0NbjxNf/+OmQFQIgovA6ep3YVx8wa+M7fp8IWNCuZ+AVasigVZK9odOO9317hL2775RmsQy9a7kOnOrsr5QX3MxOuxNrq2oGBEUbjjTjzTCbJOvV4bvt6tZetCWguhyAQWW5a9ri3zfKH2RHcipoL6fdvj796FATdta0Rz0L2t7rHBSY9Pa5Q5Ye91b/HBzo7ktA4Zlw/APSzcdasPFos67HebixC7vD7FvV3NU3aKAby0mBwPTFxk4HXtlRqzs9L9z9ae3bFYp/QO8P2NcfacbGo83weBRae/pQ3doLp9uDhg47qk7o34h+f/3A5zVwJrC6tVd3EO7xKLyyo1ZzXVU4a6tq0Ot0o8PujHm2KdRrJbDv393XEPa5OBzh+fSvX/N/xrg8HkSIzwDoT931X+31XfXYerw15kItDNBoWOp2uHDP6s1YNqkI/3jpNKObY5isdAtW3bUE1a29+Kc/70hIhSIi0ifUxsPBYk2dCvVu7tEItAIHLJ12F062DG5bc/fAtTXB6XZ6+IM8/2Dljd31aOzSXiQfTGuA409dU0qhK2iPs1ADIv8ZcH8Ft9q23gHV3Nwe1b+h7/v7BwZSQ1mefkPQptWBg9Zjzd14IyCo7e1zo6W7L+TA9sCpzgGFIfyzFB8ebBz0GAMFV1V0K6XruQpeZ+VwucPO9vmb3Wl3wRmUjvpGHMF7uODubztq4zrm+Qto6N1bS8+sTajX15u769EctA5QKTVgpti/sbKCwuHGLqw/0tzftnCFSfx90OUI3VfHfO8HPUGG/yqBnw3VrT26tuqINl2ypq0Xa6tq+rOA/K+Vw40Di6BUBQSXvUGvibVVNQPeNyciVJT0P6z+vldAqGcu9EmtyI8z2gA3GAM0Gnacbg8efHYbirLT8f3r5kS12eNIlGuz4um7l2JvXQe+89edKbdpK9FIteVYYioGNnU5Brxv99Z16F6w7ucKGhT7Z9Tbe0JXnWvr6Yt7X8VY18IppeB0e7DxaAte3l6Ll7fXDpx1DMP/eNoC0gwDq7nVtfei6qT+mYdA/sX8oSRri5P6DvuA9WhujxoQEO2t6+gPOgMH+v4BcaLPzflPJviPr1Un2vrbV9feG7YfQq2LVkrhnb2nBp0UcLk9kBAD5Dd21w9IJw0OAPSeJAmucBjLusRwh1Z/60NdpdfpxkeHmga8F18NKs7hLzzR0t0Hf1wdKeBR6vTMbLhjfzQbPPsFDq0OnOrsf171rHtXyhs4Rlo/6V8vGRx0Bc+ga52UCqYn7bWrz4WNR0Onl9ud7gF7XL65p37ATLiez7tEjUgZoNGwopTCt1/cidYeJ35560JYzHwJA0B+Zhr+cO8ybDragv94ZQ+DNKIU0mkfHAQFDkg+PtSEl7efrgZ44FRn2AXrWoLLTTd2OeBye/Dhocawg9HQs3ThA7dw58VCzWrsqevoH5wfaujC33fWDUg58/eTf6Yv3NqOcPyD0VBr53ZUtw1IO1pbVdM/8Fp/uHnQTEdTlwNv+wZtwQPJZDnU0IWPfLNYwfcZ+Lv/o17vzEWsxwa37/867E5sOtoS01YAHuUN/ILTAV/dWQd7mEF/uJmIhhAVF4NFOuER+JoVeNupdWIjuPs8SqEhivTGcPt2BQYlevd6a+3uw5Em72dFok5Wa73G/e/Npi4HXt9VD7vTDY9HhcwK+PBQU9zvlU67E07fhuCJEmq9vr/r3thd3//Zt8FXLdP/P51254DZYP9+hYEz2wdPdaItQdUpObqlYeWnbx3AluOtWHXHYmSmWYxuTkopzk7HmnvPwrv7GvCjN/YzSCMaAseaumMqEAB418CEOxsdPNw6HcyEfm8HBjzhBkj+NWrv7WuIsH4ssEqcwu6wMw8q4v36+6pTR7pntLOIfv41RTWtg2dXRLwDqoNB61QGbGar0b3dvkGb1j5rtW296HK4+geSgYHlB/tj2+spOIAPFFhVUyt4cSsV82bXWrMQbT19/QN0f2plcOpkpJnHffUd/WvIthxrQafdOaC8u/9va6tq4HC5B63fCyWemMTfR9WtPYO2S9h4pFmznH7wS6O2zT6o7P3be071B3d2pzsplZb9QUQ8xTJC8RcX8Q8hAoPKfXXe96/bo/DmnvpBe4z5/yfcGtLAgCvciajjzT34+866uFJkg+kdFh1r6h70GgxO3X13X8Og9WV76joSllnBES4NG3/YcBzPbTqJlx5YjqLsdKObk5LK82xYc+8y3PS79ci0mvGVS0bv+jyiobC92ptKV1mQEfX/BlbRA7yDVD17A1VrBB6hbjPUGrPmrtMDKD1nupu7HEi3mvvb50+r0hIuvTDcTEkwrZnHoRQ8QKtu7dEcbPs3rU23DD7nHWsJc386Yyz21XeGfB1Fu+bQ7nRHVVEzlP31nQPWGPpn4PyzE4GD9uauPmw+1oLCrDQA4WdST7b0YPbYXKRbzCGv09rdp1nEI/ip8ffNjpr2kCc4/Zf7UyZ3VA98rfc43Ojuc+FUhx0Cb0GYwLadaOnB9PKckG3Vy39CIbCV8ZyUfXl7LS6fXaY5wxRqM2it9EU9AbPegCua986uGn0pq8c03ld2l3vQPoEnA2bftR6//7EHFq6JNa06FM6g0bDwxu56/M/r+7D6riUYV5hpdHNS2rjCTKz5h7Pw9IbjeHzdEaObQ2QoEVklIg0isivgsh+LyD4R2SEiL4lIfrz3407AjPXfd9b1p7UBydlTyeX2oK2nT39FMt/1OnQES/5BS2Bq2N6gGbeWrtiqMwYO0v2DsUhpmFqDcv8g3H+GP9web8El2SPtB+d//B6FmEtrJ0K4IF/P2quPDp5+Db4dNEMSD631Yv6TA4HBuP858q/BizRDHZw26HR7+oOVrcdbsS7MXnOBdvpmbCMFZwAGvE8D2+yvlKjU6esEB/WpWMtLKYXXd9VHTF2NNe04FoGpg5H40zyDBQecWhUVE3UiKJ6TKloYoFHK23KsBQ+9sB2/vu1MzKnIM7o5w8Kk4iw8e+8y/PaDw3hm/TGjm0NkpNUAVgRd9haAOUqpeQAOAHg43juJNfAYavvqO/HBgcZBKWqhdPcFrneKfnAWHOR097li2nQ4ML3I3/ZoSptr6bQ7B6xTC1x71tbTF/Pebtur2wak76WybocLJ5oHBjjB1T6TSet1EDxz0u1wRTgBcnraps/lwd931vVXAYy0h180wr3eOqJIKQ1OC4xHqFTCUGmV8WzCDZxOqQy1LixwLV9gcB9vheluX4XKaErWN3c78Nqu2N6HyT7Bouc1wBRHSmkHT3Xi3qe34JFr5+C8aSVGN2dYmVaWg6fuXorbntgIm9WMzy8eZ3STiIacUmqdiEwMuuzNgF83APhcvPezvTqx6S1AckrC+1OzgktRaw2gGjsd/QPAeNqyLihFbtuJ1v40Tb1pTLFU3YskeLYgcFYknrQ+I1IzG3UWywiWyBmyWESalQS0U+kCBQYp/uctuGqjlpFcALouAfv9afHPzoaqCvlpiDS/I01dIQt06OEPOKM5KRPrCRZA+z2sVWU21rRGPYEyAzRKWfXtdtyxahPuv2AKrl1YYXRzhqU5FXlYfdcS3L5qE2xWM66eP9boJhGlmrsB/DHUH0XkPgD3AcD48eOHqk1J0dylvRYH0N78OlFnkVuDzvI3dEQfTAxl0aN4q8YJkpOeGk64PcqSKd4ZKq2BarRPdU1bLyrb7TCbJO5tI0aKRFQbjWW2LdT2C+HWrJI2BmiUktp7nbjz95tw2exy3Hf+ZKObM6wtHF+AJ25fjHuf2oJ0iwmXzS43uklEKUFEvgPABWBNqOsopR4D8BgATJ01f0jH3Ym+M60F8n5a65YCz0Dvq+9EaW5iijPFsoFrLPs4xSpUUQS9zCaBJyAlM9wmw8OdnhmwaMUyGx28t5We11i4YjvxMnINIhB/KmOsWDxav78FVQ4NxjVolHIcLje+9MwWTCnJxveumjXqN6JOhGWTi/DrL5yJb76wPSEVuYiGOxG5A8BVAG5TI3RPimj2qtKaWQsMVBwud9g9nIa7riSmJWqVax8JjJq10yOatUrJEJxCPNSS/fh3htgCQ+/aVoqcgskAjVKKx6PwjRe2QyngJzfOh8nE4CxRzptWgv+7aQG+vGYb1h9ujvwPRCOUiKwA8M8ArlFKjdyog3RLxhrCke5DndURiSh6DNAoZSil8Mire3C4oQuP3b4YNmvofU0oNpfOKsMPb5iH+57ZkpTUFKJUIyLPAVgPYLqIVIvIPQB+CSAHwFsiUiUivzW0kSHw9NTwZHR6GxENf1yDRinj8Q+P4I1d9XjxgXOQl2E1ujkj1mfnjYHD5cbdqzdjzb3LuHUBjWhKqVs0Ln5yyBsSg+DiGkSkXzT7aBGlGs6gUUr466c1+PX7h/HU3UtRnmczujkj3vVnVuKfV8zA7as2RdwElIiMEam8OBGFVt+enFLzREOBARoZ7qODTfjuX3fh8dsXY1pZjtHNGTVuXTYeD140Fbc9sRFHGruMbg4REVHCNHQyQKPhiwEaGWpXTTvuX7MVP/78fCyZWGh0c0ade86dhLvOmYjbntg4oiu0EREREQ0XDNDIMCdbenDX6s341ooZWDGHe3MZ5cGLpuJziypx6xMbUNdubGliIiIiotGOARoZoqW7D7ev2oQbF1fii2dNMLo5o943PnMGLptVjtse34jGzpG7qSoRERFRqmOARkOup8+Fu1dvxqIJBXjosulGN4cAiAj+9bMzcfaUInzhiY1oTeENSImIiIhGMgZoNKRcbg++8uynyM+04gfXz4UId/pJFSKCR1bOweyKXHxx1Ua09zqNbhIRERHRqMMAjYaMUgr/+tddaOxy4Fe3ngmrmS+/VGMyCX50wzxMKMrCXb/fhG6Hy+gmEREREY0qHCHTkHn07YPYcKQZq+5cgqx07pGeqixmEx69aQEKs9Jxz1ObYXe6jW4SERER0ajBAI2GxLMbT2DNxuN46u6lKM5ON7o5FIHVbMIvb10Iq9mELz2zFQ4XgzQiIiKiocAAjZLurT2n8IPX9mLVnUswoSjL6OaQTjarGY99cTF6nW585dlP4XR7jG4SERER0YjHAI2SauvxVnzjj1X45a1nYl5lvtHNoShlpJmx6s4laOh04BsvbIfbo4xuEhEREdGIxgCNkuZQQyfufWoz/v2a2bjgjBKjm0Mxyk634Km7l+JoUxe++UIVgzQiIiKiJGKARklR29aLLz65Cf/vgim4YVGl0c2hOOVlWPGHe5bhUCODNBpeRGSViDSIyK6Ayz4vIrtFxCMii41sHxERUTAGaJRwrd19uH3VJlw1bwy+dMEUo5tDCZKfmcYgjYaj1QBWBF22C8D1ANYNeWuIiIgiYIBGCdXT58LdT23GvIo8PHzFTKObQwnGII2GG6XUOgAtQZftVUrtN6hJREREYTFAo4Rxuj14YM025GdY8T+fmweTSYxuEiUBgzQiIiKi5GGARgnh8afJgNcAACAASURBVCj88593oL3XiV/ddiasZr60RjIGaTRaiMh9IrJFRLZ0dnYY3RwiIhoFOIqmhPjh6/uwo6Ydq+5Ygsw0i9HNoSHAII1GA6XUY0qpxUqpxTk5uUY3h4iIRgEGaBS3x9Ydxivba/H03UtRkJVmdHNoCAUGaf/4xypuZk1EREQUJwZoFJc/bj6B37x/GM/csxRj8zOMbg4ZID8zDWvuOQsnW3vwwJptsDvdRjeJqJ+IPAdgPYDpIlItIveIyHUiUg3gbACvisgbxraSiIjoNAZoFLO1VTX4/qt78dTdSzG1NMfo5pCB8jKteOaeZeiyu3DvU1vQ0+cyuklEAACl1C1KqTFKKatSqlIp9aRS6iXfz+lKqTKl1OVGtzNWk4qzjG4CERElGAM0iskbu+vxry/twpN3LsG8ynyjm0MpIDvdgt/ftQRpFhNuf3ITOuxOo5tENOIVZDKtnIhouCjJSdd1PQZoFLUPDjTioRe24zdfWIQlEwuNbg6lEJvVjN9+YRHKcm249fENaOnuM7pJREQUg+x0FvwiSrRcm1XX9RigUVQ2HmnGl9dsw//dtADnTis2ujmUgtIsJvz8loWYWZ6Lm363HnXtvUY3iYgo4fIy9A209Fg4riBht5UoLPpFpG1GeS4unF4a0/8qnQWvGaCRblUn23Dv01vw39fPxaWzyoxuDqUws0nwPzfMwwVnlOD6X3+C/fWdRjeJiCihcnSeCddjTL4tYbeVKFbT6SHilJLspN5XhtWMdIs5qfdBlCjjCzNhNklS74MBGumy7UQr7li1Cd+9ahaunj/W6ObQMGAyCf71qlm459xJuPF367HhSLPRTSJKigpWsE2IsycXJfT2KguS+7wsHJe49ddWc+oNxyYUZ/b/XJiVhgvOKAl53XiDq6LsdBQGzNjlp+jaymQPyoONL8yMfKVhZlqYonLD5bNUhuBlkHqfCJRyNh9rwZ2rNuF7V83CjYvHGd0cGmbuPW8yHrl2Du59agte2V5rdHOIEm7heGPS0yymkXUIlwSOeswmwYSiLKQlMfAxDfFgHdAe3CYy1TJQrs2Ky2eXAwAUwgdNiQiGA7tzqQHr2/WsDQouynPu1PBLPUwar+lQRSK0rhspG24x6wAMmdlj8+L6//zMNORnpumeLR9Zn+6UcOsPN+Pu1ZvxyLVzcMOiSqObQ8PUNfPH4vHbF+O7a3fh/946AI9HZxI2UQrJSNOeJYhnnH7pzOjTxT8zqwxXzh2Dz84bM+hvWmfcVy6oiKltQy0w0Dhv2unZmlljcnXfxpg8b6Bw6cwyFGcPHgifUaZvS5hY1oTNjKKdsRpXOLQzDDarvpmxXJsV6RbtIWWo2wh+fgLjE5HQQV+iZ9f8gVm4gbM/eMoKKJxyzfyxKNJ4jQWaVjY4NXRcweD3aLrFHFN2UkV+RlTBcWXQfSfypEgi5CbpZINeiyYU4MwQJ9yCZ08tUX7wF2d7Z6G1Ppe0MECjkNYdaMR9T2/BD6+fN2wO8JS6zp5ShJceOAd/21GLB9ZsQ7eDe6XRyBDPICcrhkp5mWmWkClxCxKYdgd4g7tYgshYpAUM8APT3SxRzIKZTYIzxxf0BwXBp4L0PlWxzEoFzoBMLdW/Ziv4usGD6EDB696G6rmJREWc6xmsLHdgQFSeNzDQWDRBe3ZocnFW2FS44Jmowqy0sLMfF5xRgqvnjQ27zk5rOwu97/vJxQNvN/jfLppRis9EWNd/4fTSiOmOegb+Zbn6goNEmVE++KRFuG7TW+EwHsEnDPxB4coFFagsyITFrO95tVnNg57bcASnbzfSzCvAAI1CWFtVgwd91Rq1ztISxWJScRZeevAcOFxu3PCbT1Dd2mN0k4gSyj84zNA585BoegaNWifclkwsxMoFFcixDQ4YIwWR0ayfCh5EBs6UhRLpEQXf/7iAgazeimnB8jKtuGLO4GNfusWEvAyr5gbhY/IGz8CcFWFdXWVBhu7UKa1+TsbateABrNVsQn6EgLVc47H7aT0HKxdUDJqRCBd0BT6n4wozo0rtO3dqMWzW0P1kMsmgdNW5FfGls/kJBMGZyEVZA98D6RZTxLVteRnWqLc90LrNoVrj5Q/Mgj+O8jPTUJ5rw5Vzx4TcpknrNX3xjNgqJmoJvq2JRYPfy8HMJkFx9uAgPS3ErLGWwL6INPMKMEAjDU98eAT/9vJurLprCas1UsLl2qx44o4luGB6CVb+8mNsOtpidJOIYhYc0PjPwi8YH3oma+mk0IPLaM8gO90eXde7fHa5ZgpeZtrA9kc7GzivMl9z8JSdbtEMBAUDUxYLs9I01974pVtMsEYYBIUrLhJqZkdPKpXW4GtMXgYunF6KeZUDn985FXmagWzwLFGwULNEyaQVXAbKCnpNXDl3TNgg/czxBb4iIdrPY5HGwFYvf5Ch51UZaoZJRMLOSmopzbUNeC9GmiHUWht49uQiTCnJGtSfoVKlgfCfDX5ZYWbQA4lGr0V6f4ebRQx+HHoFvt/Pn1aMgqw0WM0mzccgAlwWNO4szk5Hjs0aV8GUwM+YaE9qFGWl46p5YzWrtuqZOdaafdWDARr183gUfvDaXjzx4VH88b6zuQk1JY3ZJHj4ipn416tm4u7Vm/HUJ8egYj3VTWSgUC/bDKsZY/Iy+gfDlQUZMJsEZbk2jMnLGFD1LpoU8uCBZkOnQ/N6wYUIbFaz5uyY/6x8PEtRtNYYzRobej3WtKB1YOFSs4IDSC3h9uvSen4umlGK5VMSWzFycv/z7H1+ppRkh1zHVpiVhpULKnD1PO01R6FmUwIvDVcJL5KJxVn967gSUdp+XISB8+IJBTEXs4gmhdMkAovJFPM6JnPAmyDDah6w16s/2MkKEVxpvbdKc22wmE2YGBAQX6XxnAe+RsfkZWBeZT7GhpnpunRWWUyp0Vr8jzn4/rSer0tnleGa+WOxaMLp13Wo13CgScVZKNG57goIndIcuH70wjNKB6UXhgvgLp5RqtmGgsw0jMmzYYKOWbRYne37rAl3IkoLAzQCAHQ7XHhgzTa8s7cBf3lgOaaXx/7hT6TXdQsr8dw/nIUnPjqCB9ZsQ4fdaXSTiKISKjjIsVmxdFJhwEyL4Io5Y6KqThc4UPcP7OZVDky90kq7WbmgAsunDF7jMCYvI+SAKjjtChhYjCHeSoHRpmcFKgrq4wunl+LCMwbO2oVK3QqMz/Iz0zCpOAu5NuuAPb4CxbqGzz8zUZDp7Seb1YzxReEDl+C0On865KwxuTh7SlF/mmzwwHPFnHJMKU3MgHJi8cDbjrQWqtw3I5hmNoUsChJMRKIupOOf5QhXpGTRhIJBg+7LZpcNWN8zJk/7deEPqALfYyaT9AebJvG2wX/yJCPN2x7/esFoq1b6x1R6yvRPKo5cfXT5lCKsmFOu+bdogu4lk7zBVnBKdqj3k9ZsZKT7s5hNmB/mfRUY3Np8t6X1vAfOfOVlWsOeVNJ6bc4am4s5vtTVwJlCm9Uc8/t+akl2xO1BrGYTzplaHNW6VIABGgGobu3BDb/5BH1uD156YPmw2YeCRoa5lXn421fOAwBc9fOPsLO63eAWEWkLHg9cPKM0qr2wzAFrXdIs0Y1YzSbBygUVg9Jz/GfS9Va2899/8Bl/rXS+wH2vQmVUBD+KUANLrbPHes8oBw/W8jKsyMscGDD6z/gH32TgzPzEosyIg8kJRVmaa88Ab5AZvNZqXGFmxDUsF5xRgot0rKHxDyrTLCaU5tj6n9vg4Dj4MYzNz4gqNTawi2aU5+KagOqBkWYs/TOz/mAm1MyI3uqPWswm0RXIVBZkDkrZs5q967n8wa5WymBhVhouml6KS2aWDUrP9c8oBd7uygUV/f3ivzzSCQs9jz9cqumMMTlh1y9azaaQr2V/4Bbp7XXO1GKU5oROwc3NsOoqPLJiTnnI90BwE7RSLP2zk8smFfW/r5dpPG+R1nsFzioGzkpmplmQmWZGfmZaf2DmD9T0vM7CpTFazCaURkhjBrxZAsH3FWldXWLmSGnY2nS0Bff/YSs+t7gS37p8xpBvwkgEeA92v77tTDy9/jhufmw9vnLJNPzDeZP5eqSUEjxAsJhMAwYc4QY7wZZPKYZL53YT4WafxuRl4Mq5Y6JeyzmlJBtVJ9t0V9/zD36mlGQjP9OKrcdbNa8XMeby/f3SmWX91w38n6w0C/oC1tUFBpLpFjMcLreu9vqdM7UYLrfCxqPNmkHsmeMLsO3EwMcSaiB4iUa6XXBJ7oqCDLiDntd4y8JHCmTPKMvBGWU5WFtVo+v2zCZBrs2Ctp4+AKcHzdHMcp43rXhQMJdmEThc3oDG6fbA7nQPOuF24fRSvL+/Qff9+IkILplZpjHg175+qNm9dIupvzBNrLO6l88u17z9ZZOKsPFos3dmLyjFeEJhVlQFa9ItZpTlmtHRezqrJNLaqeLsdLR09+m6/aw0S8Tg60LfCZqXY9i/NDNtYBXVcJUR/Z9BerZ1XDKxsH9cEPw+nVaajTSzCdur2wZcPrkkSzMwvOCMkrhOJASrLMjEmePzdfeX1pq2QAzQRimPR+G36w7j1+8dxiPXzsZ1C7nHGRlLRHDH8olYMrEQ33ihCu/ubcBPbpwfcX0DUTgisgrAVQAalFJzfJcVAvgjgIkAjgG4USmlHXGEYQ0adGSGWfwfLOTAIIZzElazCYsmFMDh1FcwJB42qxmVBZnYerwV6RaTZqrXsklFEct5h1pDc8H0kv6B7JVzxwxYF2Q1ewOAcIK7zz8IDbXOT++eRHqlW8yD1tj5mUTgiWGtral/Vuf0Zf5+0XsSy2Y1w+70BreZaRbMr8wfVKnQH3DpCdq1ZtqWTynuL1rjLwKx3JduWJCZNmjWNppKp2lmk2ZANak4CxaToKatd8Dlobs5/pN+od675Xk2lOSkozTHNih4yEgzx7RP3tTS7P6ZtglFmSEKrngf0/TyHN3LU4LjFX97JxRl9p9giHX7kJKc9EGfhekWc1Rrbf3PX2FW2oDPmMC1clNLslGRn4FDDV041twNEcHE4ixsr25DVroFy8flY/3h5pCFekKdOAn+TNDat07rfSfi7bPZY3Ph8ijsr++M+DjDYYrjKNTY6cAdv9+El7bV4MUHljM4o5Qya2wu1n75HCwcn48rf/4hnt90ggVEKB6rAawIuuxfALyjlJoG4B3f77pVFmRg5YKKqPbnijTW8Q9CSrLTkZdhRUlOelRVy2xW86C0v+TwvhetZhPOHF+g2QflebaoBneBgx2r2dQ/WLSaTQPWaZXl2jRnseJ1zfyxIQO1UGuYYnFVjFvWaAXBFrMJ18wfG3OWgckkUb1+/cbmZ4RMzfMWotF+DdqsZlw8Y+BzV57nLbceySUzyzAjROBRlmvTLGgR6xGjOCe+gH35lOKoSq9HInL6eRKRiLMuepRkD/xsuWre2P4TJjk266D1YlpprOcE7eOVHrCNQWD1yGgLYwQ7b1pJyAIeJpNonuhZMaccZ08pQl6GFSvmlEc9Uxo4UzmpOGtAkRfAuyF9uNnMqaU5mvu/RYszaKPMBwca8dCftuOSGaV47IuLw5Z7JTJKusWMh6+ciYtnlOJbf9mBtVW1+O/r50YsD00UTCm1TkQmBl28EsCFvp+fAvA+gH/We5vRpDLqtWhCIapba1Cak96/PgIAjjZ1x3W7ERe/B41k9Q6n9Ays9ZpXmRe2vHegeIqNhCKiVZDca+mkQuyqacfhxq6E3A8QenYnL8M6KGUSGFxMJPj2hpLNah60xUA89JQ81/ucZwfM0OVlWAdV+ZtbkRdxjV1FfgYqNGZ6xuZloDVM+mAsT4XFZMKM8lzdxVYSZXlQcBUpyM9MtwBdA6vFBs+QnVGag3EFmXh77ykA3v7PSrPEfMyO55RsIiqTpltMcLiSn5EQDmfQRon2Hif+6U/b8fXnP8X3rpqFH94wj8EZpbxlk4vwxtfPx8Lx+bjq5x/iV+8d0r3vE1EYZUqpOgDwfU/YLqh61lGE8tm5Y3QtOI9GtDMsWtUcA4UKLpZPKcbk4mzMGqO9wW+4suDpFjMKw5TK12taaQ4m6wz0TCZBRX5G/+B44fiC/nLYRhGRkCnd+ZlpqMjXN6MauPl3YFrZuMLMEXuS67Nzx/RvdQB4X/dzgyqeTi7JDruhdjh5mdZBgU2gaJM8JhZlYVxhBqaX5yQt0E7Urc6ryAtZMdIveDbLYjbh0lllQ7KOPBndt8JXKCh4BnBCUVZUhfRirQ4JcAZtVHh7zyl8+6WdWDKxEG/+4wWDFq8SpTKb1YxvrZiBq+ePxb+8uBMvbqvG966ePaDCHFGyiMh9AO4DgPHjx0e8/tSSbM1gozhC4AOE3v9nKM2tzENLT19/AYlgoU7sleSkhz22LJpQgL/t6NXcPDcegeuBwu29piUwNS4jzZzSJy2j+bwLFexqzc4NNZs1/GvcajZFvVk7kBrvnWiEKztvhHDLCEwmQbop8e+NcIFV8PrecGaU58YceIdz7tTiQXvqRRtwxZPiyQBtBDvW1I3/enUvqk624ZGVs3FFAlNSiIbazDG5eOn+5fjz1mp884UqzK/Mx3c+O1P3GXOiAKdEZIxSqk5ExgAIWVZOKfUYgMcAYPHixRHPk1vMpkEpkNEsjg9WlmtLeCEL4PSAVusBhRpSXDFnTEzra/xl08tzbTEX/VkwLl9zsX+k/aKGswXj8tFpj1AVJQmSOesRqVjEZbPKDEndjJeRTS7NScepDrtxDUiCHJs15HYXwfzbUiRaUZSfu/GutwvGAG0E6nK48Mt3D+GZ9cdw67Lx+OlN82M6I0WUakwmwY1LxuGKueX45buHcNUvPsLnFlXiyxdNTXhqGI1oLwO4A8APfd/XJuJGg6vUJUK4vZD0CBVQjc2z4eIZpdgRxb6DsRY/8AdRy+J4LKEKBQyFcOmZyb7faO77wunamboiomujcX/1xkUTCgxbfzPcZsJSwbjCzLAnPgIreA4niSy2kmznTStJ+PpYBmgjiMPlxnMbT+CX7x3GnIpcvPyVc3UvvCYaTnJsVjx85UzctmwCHn37AC763/dx+/KJ+NL5k+Pec4hGFhF5Dt6CIMUiUg3g3+ANzF4QkXsAnADw+WhuU6tow1XzYq+olyyXzy4PWRLcXxFOq4R0In1mVlnCzywHGorgaWJRZlTrTiJJxHo7LaGCsCvnlEf1HKRbzAkptECpIbU+lUamZLynGaCNAE63B3/eWo1fvHMQJbk2PHrTApw7LfRiVqKRYnxRJn560wLsr+/ET97cj/P+5z3cetZ43HPOJM6oEQBAKXVLiD9dEsvtnTu1WPNgnGrBGRBmr7UA44syMb4oeUFapKp58bhizpghKkIgSLMk5n6umT92yFP49M5KJXp9YDT0zPBRdIxIu5w9Nk+zLH843EVHGwO0Yazb4cIfN5/Ekx8dRW6GFf+5cg4umVk6LPO3ieIxvTwHj92+GLtr2/G7D47ggh+/j2sXVuDe8yZxFpkSKtp1CZQ8wykFyi+Vj896NqhOBiOC1kRaPLEQY4b5CcFogyT/iZHgp21qafTH27JcG7oau6LauHw0YIA2DNW32/HMhmP4w4YTmFGeg0eunY0LzygNuVcK0Wgxe2wefn7LQpxo7sFjHx7G1b/4CAvH5+MLyybg0llluvbcISIa7iYVZ8HuHB5bkgzn4AxAQtNfh4t0ixkr5pQn5LmbU5E3YO9H8mKANky4PQrrDjRizcYT+PBgIz4zqwxP37005Uq1EqWC8UWZ+K9r5+JbK2bgxa3V+N839+PfX9mN6xZW4rqFFZhenmN0E4mIkiaRm0nTyFeWaxu0sXckXKeYXAzQUphSCnvqOvDy9lq8UlULi9mEW5aOxw+un8u9zIh0yLVZcec5k3DH8onYeLQFL22rwed+8wkqCjKwckEFLptdxhRIIiKAKWYjlJ4CMWkW06CNvZPNahr5GS3xVHZkgJZiPB6FnTXteGfvKby6sw5NXX24cm45/vfz83HW5CKmMRLFQERw1uQinDW5CP+xcjbe29eAl7fX4pfvHkRprg2XzCjFRTNKsWhCga7CCkQjWSoWPKHkumxW+bBc00faZo7JRWaaGdnpFqRZTHhrzymjmzRIXqYVl84sM7oZSRPP/pcAA7SU0NBhx4ajLfjoYCPe3dcIALh4Rgm+feVMnDethB+aRAlks5pxxdwxuGLuGDhcbmw80oK3957Cd/+6C9WtvVgwLh9nTSnCwvH5mFuRl5RNgolS2aIJBcNy3ySKXUYaT0yNJGeUDY80fqP2GBwO2DNDzOFy4+CpLuyqacf26nZsPNqMky09mF+Zj+VTi/HkHYsxtyKPM2VEQyDdYsb5Z5Tg/DNKAHgL8Gw82owNR5rxo9f34+CpTpTkpGP22DzMrcjD7LG5mFyShXGFmSw4QiOWzWrmTDIRkYEYoCWJ0+1BTWsvjjZ341hTN/bVdWJXbTsOnOpEQWZaf9WaR1bOwZnjC3j2iigFlOfZsHJBRX9qgt3pxv5673t3V0073t3fgCONXejtc2N8YSYmFWdhUrE3YBuTZ8PY/AyMzc9AQaZ12FcmIyIiImMwQIuB3elGe68TjZ0ONHTacarDgVMd3u917b041tSN6tZe2KxmTCzOxISiLEwvy8GKOeWYPTaXG+gSDRM2qxnzx+UPqJaqlEJzdx+ONnXjaGM3Djd1YdOxFtS19aK2zY6GTjvSLCaMycvA2HwbynMzUJydhsKsNBRlp6MoOw1F/p+z0jhTQURERAOMqABNKQWnW8Hp9sDp9qDP7YHTreDy/+46/TeHy4PePjd6nd4vu9ON3j43evp8Pzvd6HZ4A7GOXifaevvQ3utEW48TDpcHFpOgJCcdpbk2lOWkozzPhsqCDCyaUICJRZmYWJyFoqw0nkUnGmFEBMXZ6SjOTseSiYWD/u5ye3Cq04G6tl7UtPXiVIcdzd19ONjQhQ1HmtHS3Yemrj40dztgd3qQlWZGYXYacm1W5NgsyE63Itdm8f5ssyDHZkV2uvf3zDQL0i0mpFtMsFnNSLeakG4xw+b77v+bhemXREREw5ahAVqfy4PP/fYTeJSCUoBHeYMsj1LwKARc7rvM4//76cv6XB64PP7Aa+BW6BaTwGo2wWIWpJlNsJpNsFq8l6WZTchIMyMzzYwMX759htX7uy3NjMKsNFQWmJGXYUVeRprvuxX5md7vmWlmBl9ENIjFbEJFfgYq8jOwOMJ1e/pcaO7qQ3N3HzrtTnTaXeiyu9Dh/9nhQmNnFzrtLnTaXbA73bC73HA4vSeZ7E43HC4PHC73gE1pLSaBxSwwi8BkEphNAT+LwCQYcLlI7JvFPnTZdKyYUx7T/xIRUfJZTCa4PMNj43LyMjRAs5gE3/jMGTCJ+L68gwT/4OH0777LfAOJwOt7gy4TrL4gzGL2/mw1mVhog4hSWmaaBZmFFowrzIz7tpRS6HOfDtxcbgW3x3si6/R3DLjMrRQ8Hu9Jr1hNLI6/7URElDyXzCyFiuNznoaeoQGaySS4cHqpkU0gIhoRRMSX5mhGrs1qdHOIiChFcK3z8MOFCkRERERERCmCARoREREREVGKEBVjUqqINAI4ntjmjErFAJqMbsQowH5OPvZx8o3kPp6glCoxuhHhiEgngP1Gt2OYG8mv4aHCPowf+zB+7MP4hTzuxRygUWKIyBalVKRibxQn9nPysY+Tj31sLPZ//NiH8WMfxo99GD/2YXIxxZGIiIiIiChFMEAjIiIiIiJKEQzQjPeY0Q0YJdjPycc+Tj72sbHY//FjH8aPfRg/9mH82IdJxDVoREREREREKYIzaERERERERCmCARoREREREVGKYIA2hERklYg0iMiugMsKReQtETno+15gZBuHuxB9/HkR2S0iHhFhSdgECNHPPxaRfSKyQ0ReEpF8I9s43IXo40d8/VslIm+KyFgj2zhaiMgKEdkvIodE5F+Mbk8qEZFxIvKeiOz1fc5+zXd5yGObiDzs68v9InJ5wOWLRGSn728/FxEx4jEZRUTMIvKpiPzN9zv7MAoiki8if/Ydh/aKyNnsw+iIyD/63se7ROQ5EbGxD43BAG1orQawIuiyfwHwjlJqGoB3fL9T7FZjcB/vAnA9gHVD3pqRazUG9/NbAOYopeYBOADg4aFu1AizGoP7+MdKqXlKqQUA/gbge0PeqlFGRMwAfgXgCgCzANwiIrOMbVVKcQH4plJqJoCzADzo6x/NY5vvbzcDmA3v6/vXvj4GgN8AuA/ANN9X8Ot/pPsagL0Bv7MPo/MzAK8rpWYAmA9vX7IPdRKRCgBfBbBYKTUHgBnePmIfGoAB2hBSSq0D0BJ08UoAT/l+fgrAtUPaqBFGq4+VUnuVUvsNatKIFKKf31RKuXy/bgBQOeQNG0FC9HFHwK9ZAFjlKfmWAjiklDqilOoD8Dy8n9sEQClVp5Ta5vu5E95BcQVCH9tWAnheKeVQSh0FcAjAUhEZAyBXKbVeeauXPY1RdDwUkUoAnwXwRMDF7EOdRCQXwPkAngQApVSfUqoN7MNoWQBkiIgFQCaAWrAPDcEAzXhlSqk6wHugA1BqcHuIEuFuAK8Z3YiRSES+LyInAdwGzqANhQoAJwN+r/ZdRkFEZCKAhQA2IvSxLVR/Vvh+Dr58tHgUwLcAeAIuYx/qNxlAI4Df+9JEnxCRLLAPdVNK1QD4XwAnANQBaFdKvQn2oSEYoBFRQonId+BNe1pjdFtGIqXUd5RS4+Dt3y8b3Z5RQGvtBGcug4hINoC/APh60EzvoKtqXKbCXD7iichVABqUUlv1/ovGZaO6D+Gd+TkTwG+UUgsBdCP8khH2YRDf2rKVACYBGAsgS0S+EO5fNC4b1X2YSAzQjHfKNx0M3/cGg9tDFDMRuQPAVQBuU9xkMdmeBXCD0Y0YBaoBjAv4vRLetB/yERErvMHZGqXUi76LQx3bpQIkFwAAIABJREFUQvVnNQamRY+mfj4HwDUicgzeFNqLReQPYB9GoxpAtVJqo+/3P8MbsLEP9bsUwFGlVKNSygngRQDLwT40BAM0470M4A7fz3cAWGtgW4hiJiIrAPwzgGuUUj1Gt2ckEpFpAb9eA2CfUW0ZRTYDmCYik0QkDd5F8S8b3KaU4avO9iSAvUqpnwb8KdSx7WUAN4tIuohMgreAwCZf6lSniJzlu83bMUqOh0qph5VSlUqpifC+vt5VSn0B7EPdlFL1AE6KyHTfRZcA2AP2YTROADhLRDJ9j/0SeNeUsg8NYDG6AaOJiDwH4EIAxSJSDeDfAPwQwAsicg+8b47PG9fC4S9EH7cA+AWAEgCvikiVUury0LdCkYTo54cBpAN4y1dRd4NS6v8Z1shhLkQfX+kbgHgAHAfA/k0ypZRLRL4M4A14q5qtUkrtNrhZqeQcAF8EsFNEqnyXfRshjm1Kqd0i8gK8g2cXgAeVUm7f/90Pb/XSDHjXsI72dazsw+h8BcAa34mUIwDugncign2og1Jqo4j8GcA2ePvkUwCPAcgG+3DICbOQiIiIiIiIUgNTHImIiIiIiFIEAzQiIiIiIqIUwQCNiIiIiIgoRTBAIyIiIiIiShEM0IiIiIiIiFIEAzQiIiIiIqIUwQCNiIiIiIgoRTBAIyIiIiIiShEM0IiIiIiIiFIEAzQiIiIiIqIUwQCNiIiIiIgoRTBAI0oiETkmIj0i8n2d168XEaeIPJTsthERESUaj3tE8WOARqSTiJhEpFZEXg+6fJqIrPcdkDaIyLSgfz1fKfUd33XPFpH3RKRNROpE5FERsfivqJQqB7Am+Y+GiIgoPB73iIzBAI1Iv4sBZAC4WERKAy7/I4BXABQCeBnA82FuIw/AowDGApgHYBmAryaltURERPHhcY/IAAzQiPS7FcCzALYAuAkARGQGgEkAfqSUsgP4EYDJIjJd6waUUq8rpdYqpXqUUo2+21syJK0nIiKKDo97RAZggEakg4ikA7gewAu+r1t9f5oFYK9SygUAvu/7fJfrcbbv+kRERCmDxz0i4zBAI9LnswB6AHwI4E8AlorIZABZADqCrtsBIDvSDYrI1QAuAPDLxDaViIgobjzuERmEARqRPrcB+ItSyqOUqgGwHt6zid0AcoOumwugK9yNichZAB4DcI1SqjkJ7SUiIooHj3tEBrFEvgrR6CYiuQCuBNAnIp/3XZwD7+Lo6wHMFBGLUsrlq0w1A8CeMLc3C8BLAG5XSm1NbuuJiIiiw+MekbE4g0YU2Q0AagFMB7Ag4GsyABuAowAe8uXrPwTgiFJqv9YNicg4AK8D+KZS6q0haDsREVG0eNwjMhADNKLIbgXwpFKqPuDrIIAXfX+7GcC1ANoAXAfgljC3dTeASgCPiUiX7+u1JLefiIgoGjzuERlIlFJGt4FoxBKR/QDKAfxcKfVdHdevBlAA4DtKqUeT3T4iIqJE4nGPKH4M0IiIiIiIiFIEUxyJiIiIiIhSBAM0IiIiIiKiFBFzmf3i4mI1ceLEBDaFiIhGq61btzYppUqMbkc4PO4REVGihDvuxRygTZw4EVu2bIm9VURERD4ictzoNkTC4x4RESVKuOMeUxyJiIiIiIhSBAM0IiIiIiKiFBFziiPRaKeUQm27HYcaulDT2osOuxMutwc2qxnF2emoLMjA9PIc5NisRjeViIgMZHe60e1woSg73eimUIpwuj0wi8BkEqObQimIARpRFLocLry7rwFv7q7HxqMt6LQ7Mbk4G+MKM5CXYYXZZILd6UZTlwMnWnpQ3dqLaaXZuHB6KS6bXYaF4/Ihwg9jIqLRZOvxVjR1ObByQYXRTaEU8feddagsyMSiCQVGN4VSEAM0Ih12Vrfj6fXH8LcddTijPAcrZpfjvvMnY9aYXFjMoTOF23uc2HqiBW/vbcB9T29FXoYFtywdj5uXjkd2Ot9+RBS/13fV4ezJxcjL5Gx9qlLK6BZQKupyuIxuAqUojhCJwthR3YZH3z6ILcdacPPS8Xj1q+dickm27v/Py7Ti4hlluHhGGf7jmtl4b18Dnlp/DL949xDuOmci7j1vMgM1IoqLw+VBU7eDARoR0QjBkSGRhv31nfjxG/uw8WgL7j5nEv7vpgXIy4hv8GM1m3DZ7HJcNrscVSfb8JM39+MPG97DP10+HTcuHsfURyIiIiJigEYUqMvhws/ePoBnN57AXedMwk8+vyApZ6UXjMvHM/csw7oDjfje2l3466e1+MH1czGxOCvh90VERDTaON0eCBB2GQJRquKrlgjeiox/31mHS3/yAQ42dOHvXzsPD10+PekpQ+efUYLXv34+5o3Lw1W/+Ai/++Aw3B4uViAaKZq7HFhbVWN0M4hGvLr23gG/v76rHh8dajKoNUTx4QwajXqt3X349ks7UXWyDf9+zWxcPrtsSNMNbVYzHr5iJq6eNxb/9OcdeG9/A35+80KU5tqGrA1ElBwddhYBIEq2TrsTm462DKiS6VEKnXz/UYpxuT26ZnU5g0aj2gcHGnH5o+uQbjHh9a+fjxVzyg1bCzanIg8vPbAcU0uzceXPP8InPPNHREQUkdF5Jx12Jxo67Qa3Yng71NAFp9tjdDOSprW7Dw6XG6/urIPSUdaVARqNSg6XG//+8m587flP8d2rZuHRmxfGXQQkEWxWM/7r2rn43tWz8KU/bMXP3j4ID1MeichgvX1udNidRjdj1Npd246tx1uNbgaFsOFwM9Yfbja6GSmjtbsv6rHL7tp21LWNzCC3y+HCuoON/UtY9Gy7wQCNRp3q1h7c+Nv12FPXgde+dh6unj/W6CYNcs38sfjrg+fglR21+Orzn8LudBvdJCIaRtZW1cDhStznxieHm/DevoaE3d5IoZTCqzvqkr52+HBjN6pbe5J6H8NZqLwXnt40xrqDjTjRwternyeGjRAZoNGo8t6+Blz1i49w1uQiPHvvMozJyzC6SSFNKcnGX+5fjrYeJ255fAOauhxGN4mIhpE+V+LShVwpPpPv8ShdaUOJ5vYouDyeEZ2aRZGl9rsjuTrtThxr6h50uTsFd2dfW1UzbN6rDNBoVFBK4dG3D+Brz3+K/7lhHh6+cuawKL2bl2HF7+9aghnlObj2Vx/j4KlOo5tERMNEMoZHa6tq0NLdl4Rbjs/ru+ux+ZhxKYBdjpFXjKLb4UJtW2/kK0bhUEMXdtW0J/Q2yVh76zqxvbotIbeVzBIA/hM4iTxxFS0JOdc7WOqPUIniZHe68dXnq/Dy9lqs/fK5uHx2udFNiorVbMJ/XzcXXzxrAj7/u/XYdoLrEIiMsraqBp1DvBarqcsx4D4/PdGK9h7j1oO196beWjSn22NI4OgvKvWxgUWdjjR24Y3d9Qm/3e3Vbdh8rCWht7mnrgOHG7sSepuBEj2LuraqZtASg0MNnSziFWAo66rVtfdGfE0mMrXbb199R1xZTLF0EQM0GtEaOx245fENaOl24KX7z8GkYboRtIjgSxdMwXc/Owt3rNqEdQcajW4S0bAgIqtEpEFEdgVctkBENohIlYhsEZGl0dxmb19iBwDVrT3YEeYM9MeHmrDhyOlByYmWHhxvGZxSFMyYerQ01Orb7bA73RGDE6VUQk4urK2qQXMKp9zvqG7D9pOJmdEBMChAO97cg8agx5+C2Xxo7nIYWmQsGZ8/R5u6w87qdjtceH3XwJMVe+s64j55s7++E/vrhzaDiQEajViHGjpx7a8+xswxuVh919Kkbzo9FG5YVImf3rgAD67Zhld31BndHKLhYDWAFUGX/QjAfyilFgD4nu/3mMU7CDp4qgtHm7rx6YlWHNVYyxGrwFbVtfcmPF0tkk8ONWHzsRa43B5dRTSMWEOWSvz95PYoNHTor2bn8K2pcbrD99/x5h68m6BCL20pOIvqd7SpG8eaE/g+GqYvy48ONSW0H0JJpRNBroD3QJ/Lg7VVNThwqhMHTnXqeh7313fi5e21SWufiiLxnAEajUhVJ9tw4+824PazJ+D7186BdRisN9PrM7PK8Pj/Z+++w9s4zvyBfwcAe+9FpET1Xmx1O7blcm5xSZzYkRPXKLbjJM4ll1zOviS/XO4uubskvvSLe4njGtuJ3KusZsvqlESJEqnK3gtAgujz+wNYaAHsLnaBBRYk38/z6CEFogwWC2DemXfeuX0FHnj1IF7a3Wp0cwhJaZzzrQDCc2I4gPzA7wUAtH0jh/VIXj/YoUul1ZYBu+p1ppwDQ3aX6sfddWpAt3S1g21DqtJ9ekec6BgawweN3REpgAfbhrCxvj34f5fHh9cOdASD3SG7S1VZ/xGnJ2WqG3YNx1ci/KNjvdh8rAen+kaw4+TZku0N7cPB4PWDI90RM7ji07F1wB5yXMXGS3GEWMjtX8o5h0en5z3q9KBex5m5ZEjx2j4JFUtl1b4Rp+xAUd+IE42d1qSleE+cXishAdub+3Dr4ztx/1XzcM9FMw3beDqR1swowTMbVuPnbzfi+V0tRjeHkPHmOwB+yRhrBfArAA/Ee4dOjw/DY+6IFLImiYBrY307RuMsKsEBbGnqxZ5AYYyG9uGItRcfN2tbJzPm8uJM/6iqdCAtnRSnxxcx4xI+UyiUoRa6RluaekPK+r/T0CWZtnaoLf79wfTqcO081S85m9o2aFc1cm53eTDi9ESM9IvXbI26PBgak399hgxcmxgLh9sr+R6JlVTfWq7c+94zg6pmv4VrtA2O4YzsjFT09NKN9e0xFaiwOtya1u0pvSd6rA5Di2QkU+ewdMZAc0/sayCbum04Lrq91oE5p1v9sacAjUwo7zR04t6/7MWvblyKm1bUGt2chFpaW4hnvroa//POUfzl0zNGN4eQ8eReAN/lnNcC+C6Ax+WuyBi7O7BObU9vr8LaTw5sPtYTkUIm9wWu196G4v11jnRYQ/7m0jhz8N6RLtS3DmG/AYWIoqUfOT1e9Nr0X/d0pMOKzcd6Yu60hg//NXREVijce2YQgzoHTg63N6LN4iBQS4d+09HuuAcMYtU6YEdjpzW4Xqqx04r2JKTi+nwcbYN2OBJQUEKKcH57fNrPs6OdNk2VL0/2jcjOKu842R9cSxXLjKrUYIbwenHOZWetvD6e9LXzh0THjPOzIbQQZO89M4CPjsWe8uv1cbx7uEtT8ZCtzf5joGZujwI0MmG8dqAD//zyQTx82/JxV6kxVotrCvCXDavx4HvH8Ocdp41uDiHjxe0AXg38/lcAskVCOOePcM5XcM5XlJWVyd7h5qbkbuI8Gddrub0+3YseNPf4O6uxbCQLRHa0Rp3J6fC/e7hLsXKkUoc+/BjaHB7Dtk5wBoLM7cf70DJgR1O3DYfjKMN/VKKQQ2Pn2ctiOX/k3mvewN574bPmncNjwduMOj0hHfhoZdYbO62wu7QHy5xzfHCkW+WMoD+QeutQJxrah1UHGA63F5uP9cg+xmsHOvDGwY5gACTOXnK4vRi0p872HGMuLzqHHbDGMXsufGYkqoIrBWhkQnjtQAd++LdDeOKOlThvZqnRzUmqRVMK8OzX1uA3HzTjqY9PGd0cQsaDDgAXBX6/BECzmhvpNeslpnadRDyJ2rGsPXN7fSGjy4l47mqIZ4lcXh/2tyrN7kkfyxGnBzaHGw3tw9h7Rt+y8Uqaum0JKfktGJN4TdSkUm5p7k3oVhFDCh3x8GBHPNMnDpK3NPXiaFfojLAaQsAtJsxaWR1uvH4wcrmpOP3wYNsQdp1Sd47Utw6idWAMm472BANNwL/eU5hpklp/qaSp24Yz/drXVPq4P/1V7ay5kGJ8oncERzujp5jubxlUnQosFSQLr6zXx4OfJcIsZo8tdO2mx+sv7hH+2Si+rfD/UadH1UwgY6Hn3ntHumJaoxYrcRVeQN3nuSUxTSEkeV4PBGeP374SK+uKjW6OIRZU5+PZr63GLY/thJcDGz4z3egmEZISGGPPA1gHoJQx1gbgJwDuAvBbxpgFgAPA3Wruy6Fh/YAau04NoHN4DPlZ0SvMhncllLoW4Z1gcfXGjfXtuH7ZFMXH8nH/yH88o8t6ebuhEzPLcoP/tznkZxecMmmKHzZ2h/x/+bTI6zR3j4CDY0lNoeq29Y840dAhH0Q0dlphMfm7Ygz+12zE6UGamSHDYgbgD3zbBu2YVZ4neR96jc6LC4tYx9zYdLQHa2eUoDw/M+K6Lo8vZJ2NFm6vD1uaejGrPBcMDLMrcjUX6XJ7OcbcLgzZXZhTngeTSZ915OLOvXhpujj9UKqKqtx7rdfmQmF2uuTfwifd5O5DeK9ubepFeX5GRDvldFsdyMmwIDfDguZuG+oCWwipmQjmHDgskYordrhjGK0DduRlpmFZbSFaBuzBgOb1gx24YHYZOofHsLC6IOK24vY3dlrRMTSG1TNKAPiLA7UM2HH9sinYeWogGJwJn0mMAW8e8leo9nEOt9sHp8eHzDQTtjb1hcwuvhEItivzM4P3v+24dBol50hKRUux4TE3BkddqCvNiZgVpRRHMuG9ebAT//q3Q3jsthVYNX1yBmeC+VX5eO6uNfjT5uN4bNtJo5tDSErgnN/MOa/inKdxzms4549zzrdzzpdzzpdyzldzzvdqvV+H24uRONftyC1i31jfLjla7fXxYAfSrdNC/01HuyM6D3aXR/UaJs55QmeJAEiuSYqWktc+NIaTCs9hYNQVUoTkZN9I8Ng6PV5Vszfbj/cpzhaJCbNDHzZ2B0fTPzrWgx0n+3FYIchTSj9ze32wOdyqCmG9d6Qr4nwVV4oU67Y6JGeihMcEpNP+PjneF3wux3tG0NxjQ/+IC28f6pR8r4TPnAjE67Tsbi96bP7CFlaHO2Ld3YneEWw+1pPQUu82h0fyHHd6vBEBUazvhUG7K7g2TK6oidinJ/uDa0WPdFqDgynhwd1woKCM0hrL/lFnRLt7bE44PT70jTjRNuh//4nfc81hxTLkNHXbMOL0BPfNCxkoUDGLu/v0ADYf68HBtuGQz6lDbWcDTIdH2GZCeTsPpcGdRDjcPowDMvtbqklRpwCNjFubj/Xg/lcO4pFbVwRHTya7uZV5eO6uNXhoywkK0ghJoI+P90XMzIhF66jJpSIJX9tOd2Qp9W6rI7ihdZeGfbLk+Dv4HskCFtYxdZ2Zo102vNPQpSkFMtp+bEqdF4fbh9N9o9jW3AuXxxeR0mdzuPFhYzf2twyGFAkI1211yHYQO4ccipvSaimuILW2TQjqrGNuyVnKbqv6ogNKgwThaYx6pHQJ+0xJvUS9I07J4MLl9UkGsmrX6+040Y/GTis+OtqDTUdD33Ptg2Pqq3DG+PQPtg1h72l1hXM+OdGv6aGcHul1lYc7hiOK/giUXkehCIVAqDz5dsPZfVOlbn24w4puqwPdVgf6R5whAa8wWCGVUqtWcHsCdvb/Up8Z4eezJ/Bcw4/Ryb6zweGQ3YXtzX1465Dy3rByR008UCA8bz22pAjfzFzsvSPdUbd/oACNjEt7zwzgvuf249dfWoa1Myk4E5tTQUEaIYkmfIHvOBE5C+HzcbzT0KW4P5faAEjsZK9yis6Q3R2xB5ZcsNNjdQQ7NI0d2vf2OdM/GrJdgJbbi0uACzNEwk8G5WPj9HiDo9JSwc+h9uG4ZzbDJ6RO9I6EzOK9dahT9Ybi0V4zKf2jygGaMKMRjZZNqfe1DAZnOeIRPpPVGngPSM3yhe/npiQ4cBHHzLE3jsI6bh+POC+kRKsGGn4fDrcXOyXWvAkzkFLekFhHp8QedpylinVw7p+V+/RkP7arSKtVcySVDpfcdgXigREtlUXD3zNKs+fhxDOBwvPa1qxfxUmpTAm31xcRTIejAI2MO0e7rNjw9B789PqFuGxBhdHNSUkUpBGSODtO9Ac7ilJpWu8e7gIAycX3UilrUqk3Uh2gaB13m0SHRq5PKu60jbo82KOxkEh4m4XH6bU5JTupcoGisMZK6JjFPcfDQ9sjJWonOqxr2dA+HLEHm9rOYyLKEIhnIDuGHCGzU1LPW5ipiNaW8I65mm0NfIFKhnLk1jFurG+XDUDEhFlqcYd+9+kBTcGdQKr4B+eRQZPQPrn0VaVzS+5vSscoWRsfC5U99VhbmogtL8JtaeqNua1Ss+dyL4EwKyymZzqkXNGZaI9BRULIuNI6YMdtj+/Cty+ZjRvOrTG6OSlNCNK+/OinAICvXTDD4BYRMjkI6YujYWu7HG5vMCARr6fQu2S+mjUs4Y/oluikqCHcyuZwY+cp/2xiVUEWltVGFtvYWN+ORVMiiwpE3mdoW+QOT9ugPbKjqGKWQ5zuJUWqw84DhVM+UEhrFbg8vqiPES7WTnq0PcN6bA7JWd5YhafmClURr11SDSD27Qq06BgaQ3leBqaV5Ohyf8K5Hz7zKn6uSnt8iQmpzW2Ddsn1R26vD5lp5pDL1MzM6UF5XWnoc4t2Psb6OsvNjhu5efag3YUxlxdZ6eboV5bhcHvBmH+GNz8zetEnNShAI+PGsN2NO57chS8ur8FXqUqhKhSkEZIa9pweCOkAygVR4nUZA6OuYKpNeLCnpF402yNeq6Ek1uIGwjqnIVGHrnN4TLYAitT6s/rWoWD38I2DHahT2fHuG4mc4dBjZF/8GnQN+2dIOXgwXQ9Q7uyKNz9W2/feHOOGueLgXnL2zHW24xtt7R/gn8nMVuioyrVTqnw9cDb46RwaQ3qUao7CsU42YaZMKZAdHnMHgxY170W5FNhNR3uiVlEVa+62Bd9Le88MorYoS/VttZCaRYqXVIAq9zmjZ0qhPPnn+N6RLiyoyo/IcOixOlRVIRWyJgBoen2VUIBGxgWXx4d7n92LBdUF+P7lc41uzrhCQRohxos20yFFj82DpSoEvnWoEzPKlIMgtSPkQpqO2kBEagQ9fD1K+POW69QpNZEF6tprXY/mcHtxpNN/zE72jigWGlFDrrBCtAIBsWjqtsWdUtk34kRtUXbE5VubejGv6uxWAF7O8XaUogzA2deufWgMPVGCZ6uGtLLw1z5Zs1DJJpyLgH9WTnzeDIy68MkJFevFVJwUsRYd6tGhWBEAjEZJWXXoMMPWa1P+PBUfa4FcpVMl4euAY0Vr0EjK45zjh387BKfHh19+cYlue6JMJnMq8vD8XWvw0JaTeHQrrUkjJNWd6BmJuldRrNxen2KVQkB7YKOWx+fTLQ1OaVNm4SG0po+KR8LFwZnXx6MeM8CfUjgsURUz3JsqghutpKoiRtu4+tOwDqjc4Rq0u0JmmBxun+pNkaPdtyCe7Rp2R6myKL7vvWcGQtoi16zwtYjxED/Gh43dkpUb1bCHBfzJWAumJJYAJhZqt7NQovX8knsfJ2swgAI0kvL+b/MJ7Dw1gEduXR6Ru03Um12Rh+fvWo2Ht1KQRkiqUyrRLEfvtWxa6NlRVLM/EgBVFTi0VDLUy74WdSXZo2nQOHsn7BcmVt8qvQ+ToFvFDIjUTG4sQbZ4f7N4CY8utCNaB/6T42cDibbBsWBw6eU8WMo94jYqZqfU2nLsbArfiNMTkhKqpb8vVzRDTeVFok23zD59rQMSa18TgFIcSUp7/UAHHt12Eq/cex5KcjOMbs64JwRpNz+6EwBw14WU7kjIeCZVMltPm4/1YLGKwh5aZ1P0oDQJkYxiFYmmdrNwMS370akltT6oVUUhmkQ70TuiurhKeNAvbH/wUZICeKV1a/HsL6ZGy4D2rR4mGrlN0WP1yYk+FGTpUwxEDs2gkZS198wAHnj1EP70leWYWZZrdHMmjLMzaSfwyNYTRjeHEJLChsfc6DSoeEM00dL3JqN4j8hAggN+vXDONc8wiqkp8a9GKgSq0cSzd9xk1iixJk0s0dsjUIBGUtKZ/lHc9ee9+Ol1C2kj6gSYHViT9sjWU/jjR8eNbg4hJIXFMpOTDHoUUSGhjEyT1SLe4i16UZ2OSxSNl/MumShAIylnyO7CnU/txi1rpuELy2mvs0SZXZGHF+9Zg2d2nMH/vt9EH5CEEELg1nGtGCEkNhSgkZTi8vhwzzN7sXhKAb572WyjmzPhzSzLxUv3rMUre9vwP+8coyCNkEmiMj/T6CaQFBVP6iAhRB8UoJGUwTnH/a8ehI9z/OKLS8Am6sYmKWZqSTZevGcN3m7oxE9fP0JBGiGTQHY61QibiOjzm5CJgQI0kjJ+v+k49rcM4ZFbVyDDQuX0k6mmKBsv3r0W25p78cO/N8S8RwshZHw42Zea68oIIYRQgEZSxN/3t+PJj0/hiTtWoign3ejmTEqVBZl44e612Ht6ED945SC8FKQRQgghhCQdBWjEcJ+e7MeP/t6AR25bgemlOUY3Z1Iry8vA83evQWOnFd99sR4eA/Y2IoQQEhsaWCNkYqAAjRjqRO8Ivv6Xvfj5DYuxsq7Y6OYQAMU56Xjua2vQMmDHt57bDxftoUIIIePCiFN+Q2RCyPhBARoxTN+IE3c+uRt3XTAD1y2tNro5RKQgOw3PbFiF/lEnvv6XvXC4vUY3iRBCCCFkUqAAjRjC4fbirj/vwdoZJfjGuplGN4dIyMtMw9NfXRV8rcZcFKQRQgghhCQaBWgk6Xw+ju++WI/cDAv+8/OLqJx+CstOt+CJO1bCxBjufGoXRil9hhBCCCEkoShAI0nFOce/v3EEJ3tH8cevnIs0M52CqS4zzYxHbluO3Iw03PbELlgdbqObRAghhBAyYVHvmCTVHz86jvePdOPPG1YhPzPN6OYQlTIsZvzplnNRmZ+JWx7biSG7y+gmEUIIIYRMSBSgkaR5bmcLnvz4NJ7ZsAoV+ZlGN4dolGY24bfrl2FmWS5ufnQn+kecRjeJEEIIIWTCoQCNJMU7DZ34r7cb8dSdqzCjLNfo5pAYWcwm/OrGpVgypQDrH/kUPTaH0U0ihBBCCJlQKEAjCbf5WA++/9eDeOiW5VhcU2B0c0iczCaG/7phMdbMKMH6hz9F5/Duk+K5AAAgAElEQVSY0U0ihBBCCJkwKEAjCfXx8T7c99x+/Hb9Mpw/q9To5hCdmEwM/379Qlwyrxw3PbwDrQN2o5tECCGEEDIhUIBGEmbXqQF8/Zm9+OWNS3Hp/Aqjm0N0xhjDDz87H9ctrcaXHt6B032jRjeJEEIIIWTcowCNJMTeM4PY8PRu/PyGxbhyUaXRzSEJwhjDP18xD+tXTcVND+/A8Z4Ro5tECCGEEDKuUYBGdLfzZD/ueHIXfnrdQly7tNro5pAk+Pals7HhM9Ox/pEdONplNbo5hBBCCCHjFgVoRFfbmnvxtaf34OefX4wbzq0xujkkie65aCa+dfEsfPnRnWhoHza6OYQQQggh4xIFaEQ3Hxzpxjf+sg8P3rSUZs4mqTvOn47vXz4XX3lsJ/a3DBrdHELAGHuCMdbDGGsIu/w+xtgxxthhxtgvjGofIYQQEo4CNKKLjfXt+O6L9fjDV87F5Qtpzdlk9uXVU/Hjaxbg9id2YdepAaObQ8hTAK4UX8AYuxjA9QCWcM4XAviVAe0ihBBCJFmMbgAZ/x7ffgq/+7AZj9+xEqumFxvdHJICvri8BukWEzY8vRsP3bKctlgghuGcb2WM1YVdfC+A/+acOwPX6Ul2uwghhBA5NINGYsY5x3+93YhHt57ES/espeCMhLhuaTV++cWl+Poze/HRMer/kpQyB8AFjLGdjLEtjLGVRjeIEEIIEdAMGomJy+PD/a8exIHWIbzyjfMwpTDL6CaRFHTlokqkWxi+/dx+PHjTUkp/JanCAqAIwBoAKwG8xBibwTnn4VdkjN0N4G4AKK+pS2YbCSGETFI0g0Y0Gxh14ZbHd6Kl346Xv07BGVF2ybwK/N8t5+J7Lx3Amwc7jW4OIQDQBuBV7rcLgA+AZB4u5/wRzvkKzvmKvLz8pDaSEELI5EQBGtGkuduGz/3xY9QWZePZu1ajKCfd6CaRceCC2WV49PYVuP/Vg/jb/jajm0PI3wFcAgCMsTkA0gH0GdoiQgghJIBSHIlqm4/14NvP78c3Lp6Fey6cAcaY0U0i48iaGSV46s6V+OpTe+Dy+PCllVONbhKZBBhjzwNYB6CUMdYG4CcAngDwRKD0vgvA7VLpjYQQQogRKEAjUXHO8fQnp/Hge0341U1LcQWtIyIxWj6tGM9sWIXbn9gFl8eHW9fWGd0kMsFxzm+W+dMtej9WhsUMp8er990SQoihZpfnobnHZnQzJhUK0Igih9uLf3vtMLY29eKFe9ZgYXWB0U0i49ySmkI8+7U1uPXxnbA6PPjGupk0G0smhIKsNPTYKEAjJNksJhM8Pl/U62WmmeFw03tUq3QLrYhKNjriRFbboB03PrQDp/pGsfFbn6HgjOhmQXU+XrxnLV7Y3YIHXj0Etzf6FyshqW52Ra7q65bmZkS9zswy9feXaPmZaVhQRUVSYjWjNHVey4lIbQCRbh5/3d5rllQb3QTQGGryjb8zlSTF1qZeXPv77Vg7swTPfm01yvKidyYI0WJWeS7+9o3zcazbhq8+tRtWh9voJhESFzVBl0Dc35k/HgIfBsyuyDO6FeOWxUw93EQqzE5L6P2bDIxQzCb9H7uqQFv17UQ/+7qSnAQ/QnLlZUonKOZnqj9PKUAjIXw+jj9sasY3n9uHn31+Mf716vmwjMMRJzI+lOZm4Pm71iAv04Ib/7QD7UNjRjeJkKSoLc4O+X8iOmFil86viOv2uRmWkJ9qXDKvPK7HJESNVdOLUZgl3/HVY/Yy0e9PvRRlq6usvXxaUYJbMv7MrcxDhsWcsPu/ftkUrJ1Zovr61PMmQUN2F+5+Zg/+Xt+Bv33jfFy9uMroJpFJIDPNjD/cfC7WzSvD5/74MQ61DRvdJEISzmxiIZ2+HInAR69B+2uXVMc9Y3fuVH+HbvGU6KnuQsZFXpTR4rUzlDsriewshZMb8U62RC4lyFcIYsKlYgde7exDdnroa1lbfHa2KFVT9fR63Uty1QVoWgPOzDT934vLagt1v09AOY11ZlkuCmWC2HmV+agrzZb8m160HEcK0AgAYPfpAVz9223ISrdg4zfPx6xyypcnyWMyMTxw1Xx857LZ+PKjn+K1Ax1GN4mQmKgJYARMFDZJdZeYTolFprDOWLHK/SvFa1+EDl34fUmpLZLv5ISsq0uhzvLFc5Vn+y6YXRbX/asNDBL53Xvx3HLVwXmBhmBOb/GuE8tKQDChxiIN7/1wer7u1y+bEhxQ0cPSmkJUF2pLiVQjnsIjlfmZsn/LzbTIDkYUZqfhM7NKY37cZKIAbZLz+jh+/2Ezvvrkbnznsjn43fplkiO5hCTDV1ZPw8O3LcdPXzuM/3zjCDxUPISMMzPKclVXJc1MU/4KrsiPXNN2+YL4tzlRu+Ob1Ci7mtvWFGUFO0HiTmtJTkbIWiG9AlA5Uwqz4uo0i6kNaqOROjeW1RYmbDZhPJFLn51XGQgqZU4XBgbxaZkR9r6Kdp5JHXutGUQmxnQt6iO89yrCApEpKgOl8BRqsdXT/TPXameow49nPM6bmfjgiIHBEjh+1y2NLLCiNHtYmZ8pGdxdrDJdW81aunOnFmHV9OKoxV8oQJvEuq0O3PLYTrx5qBN/++Z5uGllLZU7J4Y7b2YpXr/vM9h9egC3PL4TfSNOo5tECABAbVbQVYv8QdQ5tcqj2HMr/UU3pDoMZhNDSW5G8DqCtDiLTZTnyY88qxEtqAT8QUhJoGBKSVhgU1OUjQtjmI1aN0e6g6T0fOL5OlMTkEkVz7pmSbVksRhhVkeqSdNKcjQVDzBa+OzFFQsrkaFiNkSpfzGvMh9pgZkzudma7ATNjIkfTwha0jTO4um5P+y5U4uwqq4YQGTQqqUmwPXLpkQEeABQWeC/LDwd8qI50u9LtQM60SyrLQx5zwj3e/2yKbqmnooL8jDGcNWis8G23HMRguvC7PSI2fR1c8qRn5mm6hxfqmKgpbY4G1UFWVHTTClAm6Q2He3G1b/dhlnlufj7N8/HrHKqzkVSR3VhFl68Zy2mFefgs7/bhk9O9BndJEIU0/vEqWNqO3fCF/T0kpyIjpQwuhqcPQgQd3KF4ETNwJpwlaoCbQFaeLpYXmYaltTId0LULILPStfW0b5wdhkKstMk05qyRfcVXpSkICsdXKJHtnxaEa5eXKU4Kh4tYCrISgumpdUUne3gm01MsrNZmJ2ue0dUr9lBKcI5lWY2RQTH4Vk2atbVVBdmSc5mnP17ZvB+qgqlz9FZ5blYUlMYMVMVHmgopUgK6yLljt0cDVtlhDxmDGX+5dJIa4uzUS6TwhfPWsnV00tC1n2GF1aJlr58rcpy/5lpZvzDgviKEqklNZAyN6zarJqBtWyZz6QlNYUoCMz6X76gMiKokqvcqzXAl0IB2iRjc7hx/ysH8b2XDuBnn1+E//jcooQs/iQkXplpZvzPF5fg/qvm4Z5n9uLB945RyiNJOVUFWbhgdhnmxFGC3mRiimuDLp5XrhhMaFn3lopWBGYL5BQFOmGlCtu9yKWX+SRGzC0mU9wdqHVzy6PORooLP8S7pkuvMuRq12fJpRtes6Ra9bETd9JXBl5jpbV8cp1kIWBjjGF6aU5EcBXentK8jIgZrSsWVuKKhZU4p7YQVy+uikgVFF6r2uLsYBvFM2t6xdXiwRThcdSmLaq6f4WWVhZkhgR+syvyFIPmcHIBXHiKKENkoZZobYtFVppZctBGKdDUkqqclWbG9NKz7zuTiakuniP+PGKMxVQFlAK0SWTHiX5c+Ztt6Btx4t3vXogrF1GVRpL6Pn9ODV7/1mewpakXNz28A60DdqObRAgAf0d/bmWe7Je+xay8LkVt6lB+ZpphG+yqTXuX67QrDQAKdz2lMEty5k1Nn6a6MAs1RVkRhUmmFmejujAzeIyl0pPSTNGPqboS7dINnVWeqyotSs6SmsJgYLe0tjCi6mVeDOvFa4uzo6bjKQWe0Tqa0wKBpIkxZKdbkBPWUS+S2a9MKXCMJf0z5Lxj/v9npplhMjHJc3VWeS6uXzYFaWZT8P28sq5Ycp3WlYsqQwZMlKqRhgdfORln70+Y3RXPKIe/3+Kdca2Ost9ZLMtawoP3aSoGD1ZNLw6ZaQaU95YTMgrk9uDlAC5fWCm7N6P4s1X41cRY3DUWwvePk3oGOemWkO+EyxdU4LIYtjmhAG0ScLi9+Onrh3HPM3vwnctm49HbVsS9DoGQZKorzcHLXz8Pq6aX4OrfbsPTn5yGT2ponJAkKcvNwNWLK2VnRi6eV47qwqyQ9RBa9hALl2ExYXppTtSgZWG19EycMHodrT922fyKqN8PpSpLeQP+jvH1y6aovr5YYXZ6SOdXCHaEjt38qnyU5WVg+bTiYBqS4JypRchOtyA3kBJ22fwKXLkoNDDJSjfHXZ0xK80cUcxlanE2yjRsWg4AUp9m00tzQlKowoOjIlEnUMtMiJasGcnqogrnUPhAQrTzrSI/E+vmlmveb1VLpcZ8ibTAeDKHwoM2uXTE65dNwYq64pDUQOEzYElNISxmE65YWIn5ldEra0abtRTOk/DjPbUkW/UggcXEoh7XvExLcGZRy6xwVUFWcGYr3WxCdroFFfkZku+/S+dXBM87uaIicrOtSsLXvq6dWRLzZ5PS+/uyBRUh55cwOKAVBWgT3O7TA7j6d9vQ1G3D29+5EDeuoEIgZHxKt5hw/1Xz8OcNq/DMp2ew/tFPcbpv1OhmkUnELPrszEgzK36WSo36L6stDElVC7+50poixhiW1BRKPmaxaF8fi8mkOOvDuXLnJifDEjUIzJOY0RP+ryaNSXgK0WawGAvt/NYU+Wd/rtUQjEwJrH2ymE2SsyFya4fqSiNnBaRG/C9fWImasNm7mqJsnBcs5Z2c71vhvJBbE6Mn8Wsf3oHW2r2YX5UfU/pn+NpMudnoLIX3qfC4ehXBkCNOuSvJycA1S6qDqXPCrJ7QnvA1osL7SUgRFT6DwgOLWAIWsXmV+chOt2CNaCZbKli7ZF6F6q0a5Er9Xzq/AuvmloExJpl9kJthiV5AI4Z+rNZqlGrWylYlYPsBAQVoE9SQ3YX7XzmIDU/txp3nT8czX12ta54zIUY5Z2oR3rjvM1g+rQjX/H47/rCpGQ631+hmkUkgK92sufy2WEluhmKVLyFlLbzYRTQF2WkhMyiLa5TXpOVkWLBq+tl1X+EBhrhDK9cNminat+kfFlTgM7NLUZ6XqdjZ5mHzRNGOp1SwoTQSLTfLEEvamNTz0BIYyomlYxkvrZsgC02cVpKD2RJFM6aVZAcHGsJT0PKz0lBVkBWydkcrLUG+VJVCtUdYTUEbOdFSjsPXpK6bW451c8sxtSRbNvhYN7c8GIiFE4qDTC0OrYI6vypfl4IcRTn+811LOqk4I2B6aU7Eay6XMZBukV8DKqSES52zNUXZMc14WUwMmWlmTWniVyysxBqZ1FWziQXXwyZyv0AK0CYYzjle3deGSx/cghGnBx/800W4dc00VZuLEjJeZKaZ8S9XzsOL96zB5mO9uPzXW/FhY7fRzSKTgB7VuQSZ4TM6gY/pvBjW3MSTGVFbHDp4J06JmlGWI1n2XOigX7moEtnpFmSmmbF2ZonmzWeljqfwXLR28jPTzCGBp5xoR0q8ViY8qIzXhTKlzPMyLZLBhlZSnX+tVTMFy2oL/RWew+6SMRaylkpsSmEWVk0vjqnC5MyyXCysLtB0Dsl1ovUi97bKTDNLFsIQhM8yFWSlxdWZF1KFTSYWktoqpAvG45ol1YppzVLn5fXLpmB2eV5wwGFJTaFidVe1hPMmK11barTSwAdjDFcsrNTUD85MM8t+1l+zpDoYgCulhMa7YTrtSDyBnOwdwY/+3oDWQTsevGkp1s3VNgpLyHizsLoAf/36Wmys78ADrx7C/Koz+MGVczWPGBOSbIz51xCJNystz8sMbvCs9j7idd3S6ojgTpwuNaMsFzMkYoq0QAEULaPSaqu4raorxtCYS/X9ipljPCjiY5Bu9j//c6cWwa1z5djcDAsWTSmA2+vDsS5b8PI0s0lzsBH+TC+aU4asdDPeaegC4E+L2316QNV9FWanI9NiQpfVIdnmZMhKNwe3Lrh6cRXeOtSZlMeNVTKGvfU49oXZ6Yr7icrN6AnvCbm/F2SnRcwqZ1hMitVW9bB6eklEamRuhgVWhxuA/3Nx+bQijDo9CW1HtAByakl2yHtcKwrQJoBhuxu/29SM53e14Pbz6vD47StjHjEjZLxhjOFz50zBZQsq8MiWE/jSw5/iorll+Kd/mKNYQY+QeOiVqRbe+SnRsIZoTkVe3Ck2UjNvap4bY0zzLInSbJR4tLmyIDO4ma4SqYpsJbkZimtkcjMsyJc5Ztcvm4KDbUOYVupP+awtzkZLv/5VY4XPpYFRFzzeyGPymVml2H5c+96Phdnqi7eEK8hKw7LaQmysb4/4m5oS4XMq8mBzaO8Qy80y6DlTLSfdbMK0kpy4N39PlM8uropaPEUoQjSlMAstMhWOV9UV6zwPLO+KhZUxzeZrKcGv9rMh3oqN8Yp3WwEK0MYxl8eHZ3eewW8/bMaa6SV469sXSC5sJmQyyM2w4J8un4vbz6vDnzafwLW/344rF1binotmYm4lbcRO9LOwuiCicp8RinPSFff1mVaSA1+gAoLQZ1IT0GXFmTIVTYbFjJV1xSGpbHmZaSjLzUCvwki/2DVLqiUDB7OJKe5Jd2mUctfhaVq1xVnIz0rM8ZCrUKeGlr2VpDbrVrqO1L2W5WWEpL6GB1AzZAbDlFLP5F7DZGGMRezhlUqiBWcXzysPrluVqyQJRN+AWk+xplrnxrEBN6BuECGRZpbl4kTvSMhlljgDfwrQxiG314dX97Xh95uOozgnHY/cukJV3j0hk0FJbgZ+dM0CbLhgOh7bdgpf+NMnWD29GPdcNBMr64qoiimJ26xy9TOzUqOojLGY9nYKvw8lVy+ugsXEIq6Xp9AREq47pTALZQneJ1NqXZsWenXIot0LYyyumSk9Cc85L9OCFXXFsufAkppCVXvIiUUrAx4eTE4tzlY127t6RjGcbuk0Ua2voVKHN1kd9FTqa8X7GZJKppfmYGpxtuJ1ZshMQKybW44MiwnvHu7S9Jh6FuyRGgOZXpITV1VVCtDGEbfXh7/vb8fvNx1HToYFP75mAS5fUEEdTkIkVBVk4cfXLMB9l8zCXz49g3v/shdVhZm4bU0drl1aTWnAxDBa9qySI9UfXTW9OLjYP3yGQ/i/UqdkZd3Zsthai31Es2hKAYpSJNBJJj2/nguz03HRnLKoAaNQXKVjaAxA9DLyly+o1LyhNmNM1fqo7HQL9HjZr1hYGRJEluSmh6SqzijNQVluBjY39cT/YArCNyqeyOZW5MW8FjQWSkF2UXZ6SHEUsVjSvC+YXaaYfaCV1AygycTiSkGnAG0cGB5z44VdLXjqk9MoyErDA1fN01yRhpDJqjA7Hd+6ZDa+dsEMvHWoE898egb/+eYRfHF5Lb64vAYLZDb2JSRVrZtbLtmZUeo8mk1McVH71OJslOQkLm1T1XpQA77SEj3zkm426boNSCyzeXJr7gRGDFZpLWIWPsOXnW7BxaL7MJkYCrLTkGExoTDbuJklxpiqlNJUlpdpgc3hwdSSbEyF8qxWsui9PYWewRkA5GisOqkGBWgp7FiXDc/vasHLe9twztRC/M8XluCC2aU0Y0ZIDDLTzLjh3BrccG4NGtqH8dyuFqx/ZAeqC7PwhXNrcP2yasU8fkJikYj1S4nYe+ccmU1lk6kiPzOmQhPxyEwzh1TS1NvamSW6V4LUqiArTbbzKLUXWLxrZ5QwxpCTbklYZcgrRam5F8wu020meEltIexhVQGlwjCLicEtUfhlMirMTkNmmjnuAYoLZpfFvRF3wiXgLUMBWooZcXrw5sEOvLC7Fc3dI7h2aTVevnct5lXSKD8helk0pQA///xi/L9rFmDT0R68uq8Nv3zvGNbMKMF1S6tx2fzylFl3Qsa3qoIsXLWoCi6DO+njwcyyXEMqr+oxiyY3c5KZZo66vstI4ftfrZtbnvDO8GU6bKyshp6zJFMk1kwW56TD6QkNPtbNLYPXRwEa4H9PTC3ORlN37KXmAf1nu6TEPeiVgJecArQUMOL04MPGbrx5sBNbmnqxeEoBvrJ6Gq5eXBn3BoSEEHmZaWZcvbgKVy+uQv+IE68f6MBLu1vxr68ewoq6IlyxsBKXL6yYVOsOiP7SLSbd13SRyWF6aU5Czp26khzJmbJEzM7Gqjwv0/CBjUVTCmAL7K8V7typheA8tAqk0X02PRKsxnmGJtJM2t4veqcm6oV6/wbgnONk3yi2HOvF5qZe7DzZjwXV+fjs4ir85LqFkiM1hJDEKsnNwB3nT8cd509H34gTHxzpxruHu/CztxoxrzIPF84uw/mzSnHutEJkWFJ3RJwQMnHkZFgUtw1QUpKbjlqZynhLU7i8vEAq/TLZ/P0x6T4ZY0zXIjCpYmpxNnps6ra7SEUTpQAYBWhJ4PNxHO8dwZ7Tg9hzegA7Tw3AOubG+bNKcdWiSvz3DYvjLjlMCNFPaW4G1q+aivWrpsLmcGNbcx+2H+/D/a8eRLfVgVXTS3DBrFKsmVGCeVV5SdlUlRCSuhgSkuUUVVF2Ouwu6TU+GRYzzk2BtYVkfJldkYfZMQ4KEP1QgKYzh9uL5u4RNHZacaTTiiMdVjR2WmEyMayYVoQVdcX48uqpWFpbSJ06QsaBvMy0YBokALQO2LH9eB+2N/fhkW0nYR1zY/GUApwztRDnTC3CstpCVBVkUjEfktLK8zIjNmUm0V06vyLhVfq0zACcPyv2za4JIamLArQYuDw+tA7acaZ/FKf7Aj/7/T9bB8dQmpuOBVX5WFCdj9vPq8OC6nxMK86msviETAC1xdm4edVU3LxqKjjn6Bh2oL5lCPtbBvHE9lM41D6MrHQz5lTkYV5lHuZW+n/OrsibUBuLkvHNbGLB/bKIenLVB9PMDE6PPoFbdrpF9bqYZG3QTEgsLHR+xowCtDAujw/9o050DjvQNewI/BxDR+D//svGkJthwfTSHEwryUFdSTauW1qNutJs1JXkoCSOncMJIeMHYwxTCrMwpTALn13in2HzeH043T+Kxk4bjnXZ8NHRXjy05QRaB8ZQnJOOaSX+z4mpxdmoK81GVUEWKvIzUZmfOWFy5wmZbC6aUw6Pjyp1EiI2sywXpUnqEzPGkJ7ALSKSbcIGaF4fx4jDA6vDDavDDZvDA5vDA+uYGzaHG0NjbvSPuNA34vT/HHWiz+aE1eFBusWEyvxMVBX4/1UWZGH19OLAZVmoKcqS3dGcEDK5WcwmzCrPw6zyPFy79OzlDrcXrQP24Gz7mX479rUMomvYgW6rA1aHB3mZlmCwVp6fgbLcDORnpaEwOw0FWWkozEr3/8xOQ35WGrLTzZQqTUgK8A+u0AALMc6UwqyUq2dgMrGk9ZcvT9L2DcliaIDm8frwf5tPwOvj8HEe+Ing714fB+ccXs7h9fmLbbi8Pjg9Xjjc/p9Otw+OwE+nxweH24tRpwejgUWzOelm5GWmIS/Tgvws/8+8zDQUZFlQmpuBuZV5KM1NR0luBkpzM1CSm468DAutHyGE6Cozzay4+Nru8qDH6kSX1R+w9Vid6B1xoqXfjkNtbgyP+QeWrGP+30cCm6ammRky08zITjcjO90S/D0rzYysdDPSLSZYTAwWkwlpZgaLWfy7CWkm/0+LmcEc+NxjDGA4W6GMMQYWvFx0GQPOm1mCWeW0oJwQQoy0oq7Y6CYYKpX3G4yF4TNovTYnTMwfZZsZg8nEYGIMaWn+nybGYDax4HUyLGZkWEzIsJiQmWaO+JluMSE3w4L8zDTkZlooP5sQMi5kp1tQV2pBncp1QR6vD2NuL8ZcXthdXoy5/T8d7rP/H3N54PL44PZyeHyBn6Lf3R4fxnwcbq8PHq9/oIzDvw8OBw+WpfNfJv5b4HLOMbs8D7PKE3BAdMIYewLANQB6OOeLwv72fQC/BFDGOe8zon2EEELGtxyZtanxMDRAs5hN+I/PLYp+RUIIISEsZhPyzCbkUeGRaJ4C8AcAfxZfyBirBfAPAFoMaBMhhJAJIFEbXdPiBUIIIRMW53wrgAGJP/0awA9gzPZVhBBCiCwK0AghhEwqjLHrALRzzg8Y3RZCCCEknOFr0AghhJBkYYxlA/ghgMtVXv9uAHcDwNSpUxPYMkIIIcSPcR5bdgdjrBfAGdFFpQBokXVs6NjFjo5d7OjYxY6OXezkjt00znlZIh6QMVYH4A3O+SLG2GIAHwKwB/5cA6ADwCrOeVeU+7EBOJaINk4i9N6JHx3D+NExjB8dw/jJfu/FPIMWfoeMsT2c8xWx3t9kRscudnTsYkfHLnZ07GJn9LHjnB8CEKw7yRg7DWCFyiqOx+h1j4/Rr/9EQMcwfnQM40fHMLFoDRohhJAJizH2PIAdAOYyxtoYYxuMbhMhhBCihNagEUIImbA45zdH+XtdkppCCCGEqKLnDNojOt7XZEPHLnZ07GJHxy52dOxiN56P3Xhue6qgYxg/Oobxo2MYPzqGCRRzkRBCCCGEEEIIIfqiNWiEEEIIIYQQkiJiCtAYY08wxnoYYw0Sf/s+Y4wzxkrjb97EI3XsGGP/xhhrZ4zVB/5dbWQbU5XceccYu48xdowxdpgx9guj2pfKZM67F0Xn3GnGWL2RbUxVMsduGWPs08Cx28MYW2VkG1ORzHFbyhjbwRg7xBh7nTGWb2Qb1WKMXRn4jDnOGLvf6PakEsZYLWPsI8ZYY+Az+B8Dlxczxt5njDUHfhaJbvNA4FgeY4xdIbp8eeDcOM4Y+x1jjBnxnIzCGDMzxvYzxt4I/J+OoQaMsULG2MuMsaOB83EtHUNtGGPfDbyPGxhjzzPGMukYGiPWGbSnAFwZfiFjrBbAPwBoiaNNEzUGvWIAACAASURBVN1TkDh2AH7NOV8W+PdWkts0XjyFsGPHGLsYwPUAlnDOFwL4lQHtGg+eQtix45x/STjnALwC4FUjGjYOPIXI9+wvAPw0cOz+X+D/JNRTiDxujwG4n3O+GMDfAPxzshulFWPMDOCPAK4CsADAzYyxBca2KqV4AHyPcz4fwBoA3wwcn/sBfMg5nw3/vnP3A0Dgb+sBLIT//Pi/wDEGgD/Bvyn47MA/qe/KiewfATSK/k/HUJvfAniHcz4PwFL4jyUdQ5UYY1MAfBv+bUcWATDDf4zoGBogpgCNc74VwIDEn34N4AcAaGGbDIVjR6KQOXb3AvhvzrkzcJ2epDdsHFA67wIjWzcBeD6pjRonZI4dByDM/hTAv9ExEZE5bnMBbA38/j6ALyS1UbFZBeA45/wk59wF4AX4B4UIAM55J+d8X+B3G/yd4inwH6OnA1d7GsDnAr9fD+AFzrmTc34KwHEAqxhjVQDyOec7uH9x/J9Ft5nwGGM1AD4L/yCGgI6hSoHZ+AsBPA4AnHMX53wIdAy1sgDIYoxZAGTD/91Gx9AAuq1BY4xdB6Cdc35Ar/ucZL7FGDsYSAsqin51EjAHwAWMsZ2MsS2MsZVGN2gcugBAN+e82eiGjCPfAfBLxlgr/LO2DxjcnvGiAcB1gd9vBFBrYFvUmgKgVfT/tsBlJAxjrA7AOQB2AqjgnHcC/iAOZzcHlzueUwK/h18+WfwG/gFun+gyOobqzQDQC+DJQJroY4yxHNAxVI1z3g7/91kLgE4Aw5zz90DH0BC6BGiMsWwAP4Q/1Ydo9ycAMwEsg/9N8aCxzRlXLACK4E+t+WcAL1Gus2Y3g2bPtLoXwHc557UAvovAqC2J6qvwp8DtBZAHwGVwe9SQ+jyhLJEwjLFc+FOlv8M5typdVeIyrnD5hMcYuwZAD+d8r9qbSFw2qY8h/H2BcwH8iXN+DoBRBFLxZNAxDBOYHLgewHQA1QByGGO3KN1E4rJJfQz1pNcM2kz4X9ADjLHTAGoA7GOMVep0/xMa57ybc+7lnPsAPAp/Sg1Rpw3Aq9xvF/yjj1SgRqVAGsMNAF40ui3jzO04u2bvr6D3rCqc86Oc88s558vhHxQ4YXSbVGhD6ExfDSilNQRjLA3+4OxZzrnwvugOpDoh8FNIP5c7nm2B38MvnwzOB3BdoP/0AoBLGGN/AR1DLdoAtHHOdwb+/zL8ARsdQ/UuA3CKc97LOXfD/x13HugYGkKXAI1zfohzXs45r+Oc18H/4pzLOe/S4/4nOuHED/g8/GlARJ2/A7gEABhjcwCkA+gztEXjy2UAjnLO26Jek4h1ALgo8PslACg9VAXGWHngpwnAjwA8ZGyLVNkNYDZjbDpjLB3+RfGvGdymlBHIWHgcQCPn/H9Ff3oN/oEMBH5uFF2+njGWwRibDn8BgV2B1CkbY2xN4D5vE91mQuOcP8A5rwn0n9YD2MQ5vwV0DFUL9DdbGWNzAxddCuAI6Bhq0QJgDWMsO/DcL4V/TSkdQwNYYrkRY+x5AOsAlDLG2gD8hHNOKT4qSB07AOsYY8vgnwI+DeAewxqYwmSO3RMAnmD+Ut4uALdz2n09gsJ7dj0ovVGRzHl3F4DfBmYgHfBXqyIiMsctlzH2zcBVXgXwpEHNU41z7mGMfQvAu/BXNXuCc37Y4GalkvMB3ArgEDu7Vce/Avhv+FPON8Df8bsRADjnhxljL8HfefYA+Cbn3Bu43b3wV//MAvB24N9kRsdQm/sAPBsYSDkJ4E74JyLoGKrAOd/JGHsZwD74j8l+AI8AyAUdw6Rj1JclhBBCCCGEkNSgWxVHQgghhBBCCCHxoQCNEEIIIYQQQlIEBWiEEEIIIYQQkiIoQCOEEEIIIYSQFEEBGiGEEEIIIYSkCArQCCGEEEIIISRFUIBGCCGEEEIIISmCAjRCCCGEEEIISREUoBFCCCGEEEJIiqAAjRBCCCGEEEJSBAVohBBCCCGEEJIiKEAjJIEYY6cZY3bG2M9UXr+LMeZmjH0/0W0jhBBC9ETfeYTogwI0QlQSffGMiP59QcVNL+Sc/zBwHxWMsTcYY72MsZHwK3LOKwE8q3fbCSGEEC3oO48Q41CARog2F3LOc0X/XtF4ex+ANwB8NQFtI4QQQvRE33mEGIACNELixBj7MWOshTFmZYxtZ4wtkLsu57yXc/4QgENJbCIhhBCiC/rOIyTxKEAjJH5HACwHUALgYwCPGdscQgghJGHoO4+QBLMY3QBCxpmPGGNe0f/XilM+GGM/B9DPGLNwzj3Jbx4hhBCiG/rOI8QANINGiDYXc84LRf8aGWN3McaOMMaGAZwBYAZQYHA7CSGEkHjRdx4hBqAAjZA4MMbqAPwKwJcBFAKYJvzJoCYRQgghCUHfeYQkBwVohMQnF/4qVf0AMgD8NNoNGGOZgeuCMZbJGEtPaAsJIYQQfdB3HiFJQAEaIdpsFe8JA+ASAE8AaABwAsBhFfcxBuAogJzA7+8lqrGEEEJIHOg7jxADMM650W0gZMJijB0DUAngd5zzH6u4fhuAIgA/5Jz/JtHtI4QQQvRC33mE6IMCNEIIIYQQQghJEZTiSAghhBBCCCEpggI0QgghhBBCCEkRFKARQgghhBBCSIqwxHrD0tJSXldXp2NTCCGETFZ79+7t45yXGd0OJfS9RwghRC9K33sxB2h1dXXYs2dP7K0ihBBCAhhjZ4xuQzT0vUcIIUQvSt97lOJICCGEEEIIISmCAjRCCCGEEEIISRExpzgSMpmc6R/F9uN92HN6EKf6RtE17IDH54OJMZTlZaC2KBuLawqwsq4Y504thMVMYx+EEEIIIQBwum8UZwbsuGhOSi81ThkUoBEiw+H24tV97XhxdwuaukewdmYJVtYV4+rFVagqyESGxQSPj6PX5sTp/lEcbBvGcztbMOL04KpFlbhpZS3OqS0EY8zop0IIIYQQYpi2wTEM2V1GN2PcoACNkDBurw/PfnoGf/joBGqKsnDn+dNx+cIKZKdLv13mVwEXwj8ixDlHY6cNf9vfhrue3oOa4mzce9FMXLGwggI1QhKIMfYEgGsA9HDOFwUuuxHAvwGYD2AV53yP6PoPANgAwAvg25zzd5PeaEIIIUQCBWiEiHx6sh8/+nsDMtNM+N36ZVg7s0RTYMUYw4LqfCyoXoDvXT4Xr+5rx8/eOoJHt53ET65dgCU1hQlsPSGT2lMA/gDgz6LLGgDcAOBh8RUZYwsArAewEEA1gA8YY3M4597kNDU2rQN2tAzYcf6sUqObQgghJIEoQCME/nTG/377KF7Z14YHrpqP9StrYTLFN+OVmWbGl1dPxReWT8ET20/jK4/uxFWLK/HPV8xDWV6GTi0nhAAA53wrY6wu7LJGAFKDLNcDeIFz7gRwijF2HMAqADsS39LYtQ7a0TfiNLoZhBBCEowqGZBJ72TvCD73x4/R1G3Du9+5EF9ePTXu4Ewsw2LGvetm4oPvXQSvD7jsf7fg9QMdut0/IUSzKQBaRf9vC1xGCCGEGI4CNDKpbTrajev/+DGuXFSJZzasRnVhVsIeqyI/Ew/etBS/u/kc/McbR/BPL9bD6nAn7PEIIbKkRmC45BUZu5sxtocxtqe3tzfBzSKEEEIoQCOT2GPbTuIfX6jHb9cvw3cumwOzjrNmSi6aU4Z3vnMhRl0eXPWbbdh7ZjApj0sICWoDUCv6fw0AyWltzvkjnPMVnPMVZWVUHpoQQkjiUYBGJh3OOf7rrUY8vv0U/vr1tbhkXkXS21Cck46HblmOb10yC7c/sQsv7GpJehsImcReA7CeMZbBGJsOYDaAXfHe6ajTg4317XE3jhBC9OBwe3G0y2p0M6IatrvRNmg3uhkphQI0Mql4vD7c/8ohvN/YjZfvPQ/zKvMNawtjDDevmopnNqzC/77fhH977TDcXp9h7SFkPGOMPQ9/kY+5jLE2xtgGxtjnGWNtANYCeJMx9i4AcM4PA3gJwBEA7wD4ph4VHG0OT7x3QYgqLo+PBgNIVG2DdhzrshndjKj2tQ5SNlEYCtDIpOFwe/HN5/bhSKcVf71nLaYkcL2ZFudMLcLr930G+1uHcPsTu2gjR0JiwDm/mXNexTlP45zXcM4f55z/LfB7Bue8gnN+hej6P+Ocz+Scz+Wcv21k2wnRyulJ3R0hTveNYlszrdckobj0Ml8igwI0Mik43F7c9ec9sI558Pzda1CSm1pl7ivyM/Hi3WtQmpuBGx/agc7hMaObRAjRiDoghABtg2MYGKWBxtQQ+9r6032jeO9wl45tIVpQgEYmPCE4A4An71yJ3IzU3P4vM82M33xpGS6aU4Yv/N8nON6T+mkJhBCSKJxztA/RYFUy+HwcHXSsJfWNOLHzZH/U6+0+PWD4MoUz/aM41Teqy311Djsw5o5vprbX5kTrAK0tiwUFaGRCc7i9uPuZveAcePS2FchMMxvdJEUmE8OPrlmAO86vw40P7aCcbELGIVrsro9Buxt7Tg8Y3YxxYXDUhTcPdsZ8+/ahMezW6VhPtJnk1gE7uqyOqNfrGBqDdSz61jmccxzvGdGjaRHqW4dwsG1Il/vS43Xce2YA+1qS14/56FgPPCm6lv+dhi5NBVsoQCMTlhCceX2+cRGcid194Uz86LMLcMcTu/DJ8T6jm0MI0WDUmZz1QXvPDKJbRccxEWwONz45kdjPJs716+gfaB3C1qbEr4uSWxu2v2UQjjhnI8TCj0z/qBMen3zHtNvqwP4kdpSJPKfHh8Mdw3EHEo2dVoy5Unctot7U7BtrHXPDruP7TE9Ojxc9Vqfq61OARiYkj9eH+57fD7fHh8duW4ms9PETnAm+sLwGv/jiEtzzzF5acE0IidA2aNctnUmrrmEHem2hnQ2fj8Pr84cOZ/pHcaZf37aNubwxd0jbh8YwmIQCTO80dGHUGVnNs2XAjs5h6WD6cMewqs5nPE70jKCFUs0Ucc4xLDEDpvd8YKzjDl4fx8b69mBg19RtQ+sEnK1/77D0e+ijoz2qB6R2nuxPybX8Wl56CtDIhOPzcfzg5YPosTnx6O0rxmVwJrhqcRUevGkpvvGXfdh8rMfo5hBCABzvGZEsXa3jhE+IIbtLtuiCmg6Lw+1NSkn2PWcG8XaDP82uvnUI9a1nU61GnZ64Z8TeO9KFDxq747qPZPD4tD3P4z0jONWrLZiNvfSD/qwON9xeH4bH3LrOEiZb57BD9fesECz5wl5rLa88Y+pfxWNdNrxxsMP/2Dp90Iw6PcEBFaOJj8SY2ys7mKJ2jV+X1YEz/WeDV6fHC5cneamPerwPKEAjEwrnHD99/TAaOobxdAoXBNHi8oWV+M36Zbjvuf3YdDT1OyeETHSHO4aTuvnrlqbeuGbRk9VpHhh1yXb4PmjsRutA/CPavrDO6WsHOhK2noeo89HRHhxsG8LmYz3YeSqxawb3tQxie3N8qbUb69slZ1c83shzt3XALlnkQggU9AqWlDg9XvSPhM5WC48fz8N/0NiNIx2pv4m1Ht5p6MLbDZ0RAXUiONxevHu4K+4BKQrQyITy6/eb8NGxXjyzYTUKs9ONbo5uLp1fgd99+Rx8+/l6SnckxEBK60akOnjJMGxXTo9LQh8SABBtQsCVgMX7nPOIzitJPnfg3PcqrIPTQ/vgGPpH43+91W4qLy5woaYaod4zmw63F+80RJa6P9CqTyEQlzf+wZuuYYfm9XQ2hxs2HdJ6lR43WZ97Lo8PPaJMBmGQSssMqRQK0MiE8di2k3hxTyue/dpqVORnGt0c3V08tzyY7qim5C8hRH8fNMqnQO1vDS3CYHd5MBjHflAne0dkUxPFI9+bmyZm+rPQv1Lb+dve3Kd7KueRDmvEWjvx37RsA6A0oi705cZcXoxIrL+JuK+I+5a/7icn+kLu0+H2qqr0N9nK7kerWjhod8Hu8iR8vaCYVLpsj9UZDIgF25v7ZGbKlZ9T2+AYGtqH42kidp7q17wWdtPRHmw6Gvvn1tEuK1470IE3D0WvXKrm/aTFJyf60Nh59vO3qduGHRJ9MppBIwTAS7tb8cePjuOZDatRW5xtdHMS5oqFlfjZDYtx15/3UEUuQgwgV6VPjDH/upz3j3Rja3MvOOcxVWyTCwwAJKQ4wCfH+3CiN5HpgrF1WN481ClZNEAgjFTrMbMSrrnHhqZu6T0pm3tsaNQ5RWxLUw8+1HmdXa/NGbKfVeewA6f6RhVnMBxuL3afHki5kuV6TYoozW0ozUhvberDRwqBRTImbQ5JBFT9o07JdVuNnaHn7sCoK6J4jx7v+aMSa3IT6XTfaNQASBj0SMT7Sby+LVoc5vR4g2uFh+wubFFZTZYCNDLuvX2oE//x5hE8eecqzKnIM7o5CXfd0mr8+JoFuPOp3TjcEd/IFyEkMcQBxYG2Ybx56Oz6h6NdVlV7pSl97ydiXVnviBPNMsGI0eJJHz3TPxpcs6P3tgSjLonAUaGpXWGVHMPPA1fY89xxol/TupmN9e2KlS7FQZl4BiPedLBkpZOdfbzEPeCAQrXPRBfVeP9IN473SBQgEv0uLpQhnvWTOiThazbrWwdR3zqk+/ELf5xUoKZJDe3D6LU50WN1KO7XFs/atSMdVnwqmmEbUllNlgI0Mq5ta+7FD14+iIdvXY5ltYVGNydpblxRi+9dPhe3Pb4rZTtUhExm4oBC+EI+2TcKh9uLY102HE7A4nylWSa1nB4f9p4ZxMnAqPqpvlHJtEGp5RXxrr/x+jha+u0YHnOjpV+/GUJxNUk9ilgM292S5djV2HmqPyRI2ntGvlPIOUePzREy+yVQOtZKM2ODo9J/k3oMILZ1NELH+GDbkOoiFB6vTzEd2OvjIbPXrx3o0NyujfXtIal4QnXTHg1Bu1wapF5Fg+wuD7qGY5sJDq/0Gj4TKJ4N3axmFieGmMTt9WFjfXvCAmjO/UGVU1SRUevjOdxefHDEP6t2oncEzT02nO6XLgYjeP1gh+bU1oFRFxxuL2KN7ShAI+PWwbYhfOPZfXjwpqU4b2ap0c1JulvXTMO962biy4/txGmD9kIihERq7LTitCiNSOg7NHXb8O7hyAX/cuS6xlLv974RZ9QS9OGdmPcOd0mmsLUN2nEiUPY9fLTX5+OqiiXEotvqwP7WQRxqG45Yzxeua9gRLJvt9XHZDpqalFStNjf1qCrHHj7LKXQqNx3twYHWoZAONANTNUovzODsOOEfkd/fMiibwvXpyX7VqfDxBhhScdypvlE099hUdZ6PdtmwVaEA1q5TAxHFMmIpDiNeeyfsC9c6GP9au+7ABsRy71m5mTd/QOZA5/BY8PXn4BgYdeHDxm5NwePJsM8F8drUHqsDbx7qDH4WWaMMMCilVytJRin7aCmZh9uVz2XrmBujLk/I+WM2RR+IcLq1Pbftx/vw7uEuOGPMdqAAjYxLp/tG8dWnduOHV8/H5QsrjW6OYb52wQzcumYavvLYzkm3oJsQoymVdxePZguj7nJpQGr39hH0S8w0iO9j09Hu4AyYWPhGyWNur+zMiZy+EWdEKlBLv11VqXupp986IH9bpX79zlP9wb3oemwONIvuQ5h5AoB3Dxu3Ncm7h7tgF6VAiteyne4fjSju8vrBDtlgxu31oX/EGdwLS3jduq0OjDg9kpMd3VZHxObUPs5VFQgJH0ho6rbFXIBFzWxXtBQ5qdnh7cf7krqPl5qHkrvKGwc7ggMb4lm49490Y+epfuw6NYDXD549TsLrGm1tF+dQVYhISzEbr4/jkxN9cIgGN870j0YtJrKxvl1zqqPN4cbG+vZgYNcXCJrCMwzUBH7C+Sm892UFYrHtxwPbNcR0Cqm/UW+MVWYpQCPjTt+IE7c/uQu3rJmG9aumGt0cw913ySxcs6QKtzy2M+ZRL0KIdlrXgIo7k+LZlbcOdUrOBsTa9bQ5PMG1Tl4fD1aCk+o8RXuMaH/fWN+O/a2Dmo/FiNOD4z0jqG8dwuGOYRzvsQXbF62anlR6obiqWuewI7h2S2uqVbQZN61r/9RuWn2yLzJIFZ8vbx3qxMeBWTOpz3m1gUqs51Sf6PxUOqY2h0d2k2FAfg0gk5l7Cn9fhD+22sIw4bOT4iqIarM4lYIENXexr2VQVequeHBHGHjpU+jk21Wck+GBuhriQ13fOqSqmIj4KHPOQ1IRpQjFNoQBh48DQVP4+0xpfZgWHFDcj3HE6QkZiNhY3x48Bzm45OsX7fMqVhSgkXFl1OnBnU/uxnkzS/GPl842ujkpgTGG+6+ah/NmleDWx3eqXoBKCEkONXsuNXWf7fwc6bDiUJu2gGdX2Nqq3hEnfD6Oj4724JMTkRv7Ch0gPZeKRFuvdLTLFix53dRtCwnqDndYgyP0QgdVruMT7TNOCPSOdEqnOr17uCskpa9t0B7s+L/T0BURAI65vMF0RLtCAQ49tQ7YI0qIC22Uej2T6bUDHRGVLdXMAnt9HJ+e7A+ee3apAithth/vU0xlbFOZntgQNoDQLCrE4fGG7qXH4H8PSlVrDH+/eH1cU4l5tQGl2ufl9vqw57S+m4NLVYkUtA+NBdd8DdvdeFumzP3wmFuXAWOnxwu7y6M5y0DOoN0lWaBJquKjcH4K7/nBUXdI6vXG+vaY16KqQQEaGTfcXh/ufXYfKvIz8R/XL4x7E8CJhDGGf79uERZU5eP2J3frvu8HIUSazeFGQ/tw3IvixWk5zT02nOwbiRiVV9Ph2XT0bAdj1OWRrjKIs+mZm4/1RFQWBNR1nrXycS6ZeikIH23XGqSGkyua4nB7g2uGAH+hjn6JWYvg/bg8wXRENSlc4sBySKYoRzRaU9bVnn7RzlOpQggujy84QyekRzaGBb/hBSrCbaxvD86sWR1udFsdeP9Id8RMibgCpfA9pkcWo9TxFM6PzuGxs+lu8J+Hp/tHVRWFaB8ai0gZtTrcqtYTvnFQPvVT7fvPoXFdlBpCGX7hVBG/D08F1qbaXV4caBuK2HxeuM2Wpl54VZyUSud5S78d7zR04f0jyU9T7rU5g4+r9DSG7K5ggO70eNE6YI94b8SKAjQyLnDO8S8vH8So04Pf33wOLGY6dcOZTAy/+OISVOVnYsNTuxVLLRNC9LHpaA9O9I7AFuOgSHjBDzVFAZRK9KuZrQu381T0je+dHi9cHl9wQ9b+EfkOudJaJbUpf4D8BrPhxRDCKVVGVEPokEkFMx8fj5y92ljfjr4Rp2QAHa3YiZwu0XmgVPxFKoWMQ74seLSZmfBZo4b2Ybzd0BkMwLRuSCwmnDM7TvQHy447Pf6qf0Jq6XtHuoKvuzCbodSJ77E6oqZ3Oj1eyeMUfjvhuR3tssrO2ATTcAM3DV+XZXN48FHgM8Hh9qKhfTi4VhLQb580YUBHHODGM0jUNmiH1eGW7DeI02/Fgw9KqayA/GyzuMiQ0hpYLe+daKmUAqnPR6vDE1H4KPQ1izyuUo/3TkMX9rUMalrvp8Siy70QkmD/884xHGgbwiv3noesdPP/Z+++w9y6yvyBf19pNL03T3EZ917iFtuBxGmkYwIEElJMQgqhpLBsIMtvF9hdWGDpnTQS0gPJ4iSQ6vTEdlzi3rvHnt6rRuX8/pA01khX0r0qc6WZ7+d55pkZjUY6t0g67z3veY/ZzUlaaVYLfnXNAtz6l824/fHNuO/6xUhPYzBLlGjRVFLdcLhlyAf9W/sah6TMJGJmg8ut0DvgNJzaeKq9H2V5GYO/12sEklodxI1HW7Gkpnjw9xOtvVg4vsjYkweIVIHOx6GxdpqvjXpSwbcHjOCFCzwDA7dErtMVyeGmnpBzAiN1qgMdbYlfheBwlSLb/SpadvY5cMiv6EtdRx/SLNqfY3anG0eaezClPFfz70YKm0RKV/OfPxeY4ulL6PGNpg243JoVW9t6BuIyIugTr4fSuqih9diRTmv/xKZQr4F4zSfzF6o6bnAQHjyCrzXv1L+oo/8yHcOJPTdKen9+/wj+76NaPHLTUhRmp5vdnKSXkWbFH69bhN4BF+586iPNMtpEI42IPCQijSKy0++2YhF5TUQOeL8X+f3tXhE5KCL7ROSiWJ8/mpGF+s7+IR3mRM5n8Nlb3zlkgeJI/EvBRwo6tK6Gx6u6rNZVbK3CGv70zPfx78D7d/IONnbFfVHrRGrvO30eNXb16x5JPd7SGzSPKBFLE0Tin4rrcLljCgwT9Znnn94a2L7A/R3qpdJtd4ZcFiEaoS40hDqGsU5/UAHfA/nvB/9KjLFesPD9e3uv/vfIjj5HUBppNBkGiaDnwgEDNEpqL24/hV++fgCP3LQUY4uyzW5OyshKt+LB1Ytxqr0P9zy7XVc+PFGKexjAxQG3fRvAWqXUVABrvb9DRGYBuBrAbO///F5Ekm5oPt6zbNt6HIOpapGCG8AzYuCbhxNLWwKLWnT0OdDonQOmtyx3uMpr0Xo14Kr7YOEUKOw61Wl4CQKf5m77kKIvwyHaggwfnWgLmkcUuN6Y2exOd8i5lIEONHThHzvqdAWZ8ZzGHq8iFvESj0BEK6jyBYStIVKct4UYbdKbghiK70KWnvet088Z/YUGrdL4WqnlWqP08cIAjZLWukMtuPfZHfjjdYswoyLf7OaknLxMGx6+cSl2nezEd5/fZWrKDVGiKaXeARBYzmwVgEe8Pz8C4FN+tz+llLIrpY4AOAhgaaTnMHL1Nhkdbu4OWcxBq3x8vNaYCgwePKmdBtdf01n9zohoA7BIdtd1DUnn43tvaFqpwUZ3165THXhlVz321HUOVu7cWxd+/bCRLlxZfr3CvT6cbu2AK9SxC5WCmEq0Rh+NLi9iBAM0Skp76zvx5cc240efmYflk0vMbk7KKspJx6M3L8V7B5vx45f3saNAo80YpVQdAHi/l3tvrwZwwu9+td7bgojIrSKySUQ2dXXFpzqXXsP5ao20IG5jlx099vgENNEERo4Yr8Abse5QwR7f0AAAIABJREFU5KIp4aRZhg7NbDluzhyW4RBrifd4zXHrd7iCFgIfzULET3ETzXITkSp9jjaRFv5mgEZJ52R7H1Y/9CHuumAqLptXaXZzUl55XiYeu/lMvLDtFH735kGzm0OUDLSSmzTjIaXUfUqpxUqpxXl5qTWSb2SumdYI2ka/znddR5+uao+JkqjRLp+69vjNNws8ucJV3UxlHxxqjlvFOn/baocnoNW71lg09CzqnEh1HYnbNiD09oUaWaNgkc4RBmiUVNp7B7D6oQ/xqQXVuPGsiWY3Z8SoLszCYzefiYc/OIaH3jtidnOIhkuDiFQCgPe7L2KpBTDO735jAYRelGgUSKWCGIlgZG5LJKMlTyEeCxFTYnAt1NTHAI2SRr/DhVv+sglzqvLxrYtnmN2cEWdiaQ4eu3kpfvPGATyz8UTkfyBKfc8DWO39eTWANX63Xy0iGSIyEcBUAB+a0D4agZKtYMRoNTCMabFE8cZ10CgpuNwKdz21FelpFvzks/NhscS7fhkBwIyKfDx841Jc/+AGZKVbccX8KrObRBQXIvIkgJUASkWkFsB3AfwIwDMi8iUAxwFcBQBKqV0i8gyA3QCcAL6qlEq6ld05Z4MoenvqhnfOKFE8MUAj0yml8P0XduFYay+euW0ZF1ZOsPnjCnH/DYtx8yObkGWz4oJZY8xuElHMlFLXhPjT+SHu/wMAP0hci2LHkRii6AUuH0CUStgTJtP98e3DWLunEY/cuAR5mTazmzMqnDmpBL+9diHuenor3j/YHPkfiIiIUki8FkknMgMDNDLVc1tqcd87h/DITUtRnp9pdnNGlXOmleGnV83Dlx/djM3HYiuVTERERETxwQCNTPPO/iZ8d80uPLB6MaaU55rdnFHp4jmV+P6q2bjp4U0R1+QgIiIiosRjgEam2HmyA199Ygt+9rn5WDSh2OzmjGqfXjgW37xoOm546EMcaAi/WC0RERERJRYDNBp2x1t68cU/b8S3L5mBT8yuMLs5BOD6ZRPw5XMm4doHNuBIc4/ZzSEiIiIatRig0bBq7RnA6j9/iGuWjsO1Z04wuznk59azJ+OG5RNwzX3rcayFQRoRERGRGRig0bDpHXDipoc3YvGEInzjwmlmN4c0fO28qbh66Thcc996nGjtNbs5RERERKMOAzQaFk6XG19/4iMUZtvww0/PhQgXok5Wd54/FZ9ZNBZX37cetW0M0oiIiIiGEwM0SjilFP59zU40ddvxuy8shM3K0y6ZiQi+ceE0XDG/Ctfcv55ryRARERENI/aUKeF+/tp+rDvUgoe+uAQ5GWlmN4d0EBF86+LpuHh2Bb5w/3rUd/Sb3SQiIiKiUYEBGiXUw+8fwdMbT+DRL52J0twMs5tDBogI/u3SmTh3Rjm+cP96NHYySCMiIiJKNAZolDBrtp7EL14/gEduWopxxdlmN4eiICL4j8tn4WNTS3HN/evR1GU3u0lEREREIxoDNEqId/Y34f/9307cf8NizKzMN7s5FAMRwfc/ORtnTirBtQ+sR0s3gzQiIiKiRGGARnG39UQ7vvrEFvz88wuwdGKx2c2hOBAR/PeqOThjXBGufWADmhmkERERESUEAzSKq4ON3bjp4Y3498tm4cJZY8xuDsWRxSL4n0/PxYJxhbj6vvVo4Jw0IiIiorhjgEZxU9fRhxse3ICbPz4Rn1syzuzmUAJYLIIfXjkXZ00uwef/tA4nWYKfiIiIKK4YoFFctPcO4IYHP8Qlcytx+zmTzW4OJZDFIvjeJ2fjE7Mr8Lk/rsPxFi5mTURERBQvDNAoZn0DLtz08EbMqS7Ady6dCRExu0mUYCKCey+Zgc8srMbn/rQOh5q6zW4SERER0YjAAI1i4nC58ZXHNyM/y4affHYeLBYGZ6OFiOAbn5iO65dPwOf/tB776rvMbhKRJhG5U0R2isguEbnLe1uxiLwmIge834vMbicRERHAAI1i4HIr3P30VnT0OfD7axfCZuXpNBp99dwp+PI5k3DN/eux82SH2c0hGkJE5gC4BcBSAPMBXC4iUwF8G8BapdRUAGu9vxMREZmOPWqKitut8G/P7cDhph78+calyE5PM7tJZKKbPz4Jd184Ddc+sAFbjreZ3RwifzMBrFdK9SqlnADeBnAlgFUAHvHe5xEAnzKpfUREREMwQCPDlFL4zxd3Y/PxNjz6paUoyLKZ3SRKAtcvm4D/d9lMrH7wQ7y5r9Hs5hD57ARwtoiUiEg2gEsBjAMwRilVBwDe7+UmtjFq5XmZZjeBiIjijAEaGfazV/dj7d4GPPalM1GSm2F2cyiJXLV4HH559QLc8cRHeG5LrdnNIYJSag+AHwN4DcDLALYBcOr9fxG5VUQ2icimrq7OBLUyemOLssxuAhHRqLNgXGFU/zeuOFvX/RigkSF/eOsQ/ra5Fk/cvAwVBbxyS8HOnzkGD9+0BP/54m7c/85hs5tDBKXUg0qphUqpswG0AjgAoEFEKgHA+11z2FcpdZ9SarFSanFeXv7wNZqSniWOFYurCpMv0M5ndgxRSNEOUNgs+kIvBmik2yMfHMWD7x3GYzefqfsKAI1OiyYU45nbluPB947gf/65B0ops5tEo5iIlHu/jwfwaQBPAngewGrvXVYDWGNO6yhV5WXGb+71ovHJV0Q0h3PLaZhZU6QS+CdmVST8ORigkS6PfHAUv1p7AH+56UxMKc81uzmUAqaNycOzX1mB1/Y04F/+ug0DTrfZTaLR61kR2Q3gBQBfVUq1AfgRgAtF5ACAC72/R6Ukh6ne8ZBqF/5mVxXE7bGScYmamtJslHlHCZbUFGNqeV7I+0ab7uUztihr8LnotJE4x7SmJCfk3yryR972RosBGkX00HtH8Ou1B/D4zWdiVhVTfEi/6sIsPPvlFTje0ovrH9yAtp4Bs5tEo5BS6uNKqVlKqflKqbXe21qUUucrpaZ6v7dG+/jLJ5fEr7GjWLiOWzTK8zKRkZa4bk5ZXnIEFIkq1FWel4k5Yz1BqALCfv4LYg0wBRm208dqxeTSkPdM1JI++ZmR92M8R0318N8nI0WqLsk03u8CUizZzflZ+s6h1NxLNGweePcwfvfmQTxxyzLMrGRwRsYV5aTj8VvORFVhFj79hw9wuKnb7CYRRSXTZtW8fbjHPs6eWoZzppXhY1OCO7GpnOFQnJM++HNuxulOTLWB+VmVBZ77njejHMsnlyAwuzqRAVs8R9RCOUvjmCeSnqAlklCvm0BZttPHPC8zLeRoiv+5oUWi7D2X6hjBKw4YLb90bqXh51kYx3TWC2eNMXSMAkc6o91XiZKewNdnJIXZ6chIs4QcyS/MTh/yu9H3ksLsdHxyfhUm6LwQxQCNQvrDW4fwx7cP4clbl2F6RejUBqJIMtKs+Pnn5uPTZ1Tj03/4AB8caja7SUSGherL+KenGS2scPEc43MZinLSUZidrjlJfWxRcOfi3BmRVxBYUlOsefvkstyEzrcI1UE8f+aYwZ/9A7dIfIfCFxQEzn7V2znSCn6NmFwWfaAcrmBIYBARy/PEky1NYg5+ZwT0MxaHOCfHFmWFPScCz6iV08rDBs8LxhViwbhCzKgM3c/Rer6F44sijgZNG5MXdM4FPtZFsyvwyflVuGJeVcjHSQtRWCI7PW1wREZPgDkmCVIIw8WEZqR0+gYfzplWhovnVKJSZwE8m9WCGRX6By5KctIH3+/OnBg564IBGgVRSuGH/9yDR9cdxVO3Lse0MQzOKHYigq+fPxX//ak5uO0vm/H0xuNmN4ko7sYY7GBkpOkbXdBLK90t8Aq7f/Dj7/J5VUEB5pzqAmSlx6+NgZ3IBWMjz10ycpVfRLBqQfVgxzlwBM33UJFGYYqy07FoQvBIR0GWDdWFWZrFDEpzT3e89TZ51YJqrFpQPeQ2I9Uhp46Jf4CmtW+yIoyC+UYutYSqERUYNAXOw/Pfx/6jGpPKcvHxqWVh2+MvLzMtbPGJCSU5QUGUnkBez5xJm9UCm3Xoc+cE7F8Rz3kbbh7ihbPGGO6LaW2z3tHMeNG6uF+YbewiVnZ6Gs6dUR634PKCgPc/vSmXsV6A8D8eeqqgM0CjIZwuN+7523as3dOAv92+IqXTZSg5XT6vCo/efCZ++up+/NeLu+FwsXgIjR4ZaRasWlAdssNoNKWsRee8zhWTSwev2vp3wLP9KvVFW0FNK5DJSU8LCjz82+KTabNEDJbSIrQrXHEJFTSG5tn+SRFGniwW0RyN9AVulwWktk0szQlKgQKguQ+Kc9Jx0ewKw9MG/DuSvo527HO/ggVeNLhiXlXYEavT26jdlpyM4KAg3GtAi557hprDKAJMMFiAZm51Ac7TMfLsc8a44NfAyunlmFRqbF7lymnaz5meZhl8HaycVq4rqIjm3JgYob16gyRf3zHwYsMn51ehsiAL50wr09xnQPBoYXa6FfmZtqCqotG+XwUGyJEUZXter1oj21rvL4GMjLL5Y4BGg/oGXLj98S3Y19CFv355RVKuy0Ijw4JxhVjz1bOw6VgbrntgA5q67GY3iSgqoYKL82aU4xOzKgbTtMYVZ2NyWe5gp9y/EzJfxyhSKH0DrqDbzpkWPLpQlpeBioLMoIDBV/Qg2qko88YWagYys6u1OyWCocU1yvMzhwSJgYqy0yNWOFwxpTTkcdAavTl/5hjDHXZ/IhI0qudLN9V7NT7TZjU8IuL/jP6jdUZNr8gbbL+eUYFYK0wum1QS9TluZKQM8Iz0lQTsm0ijUz6BFwJyM9IGg77AYCcw8NB6/RRk2WCxSMQL3f7naEG2DVaLhL1QU5BtCzkqGa1JpUMDKq3jtWpBNZZNKsEn559OxTw7xPHxf3+7dG5l0HEszE7XnG8mApw/UztIDdyPRQEXRPxHcQOPz6IJRSHfZ4qz00OmkPoeK5aRx2gHOhigEQCgobMfn79vHfodLjxxyzJDOf9E0agqzMIzty3DpLJcXP6bd7HleJvZTSKKm7xMG7LSrUMKXMypLtBMnaoJcdXa/wrx5d75KYEpjGnW4J5hYXa67rlWvo6e0dRMn+EoMRA4QnbujPKgeXW+tM3AjnJgP7YyP/yFxxWTS5EeRZU533H2zaOaUJIzZH6YnpHRZZM8I5yBI06B88zK8zJRXRh9gFlVmDV4HuUZHLGdW62vEEqx33wbm9USdTXCSH2RwE73BTPHYPmk0/N7Qo1IaRGRwQvT4v19/rhCzKkuGEzL8xUuMVJx1H9E0j+4CeXyeVURR6rK8jJCrlMXamRKyxjvxZLA102o9yTPfU/fWU8FUZvVMnghwP9/tYLa3Iy0kMFQpt85tGpBddBz+6eSBgbbpbkZmF2VPxjE+Z4jLzMNBdk2XDbPeLEXQN/r2moRpFksuuYI+mOARth5sgOrfvs+zhhXiD9/cUnEdBOieMlIs+J/Pj0X37hwGm548EM88O5hLmpNSStoLkl6GiaUnO4ojy0K3fkP7IsYLddtEU/HPPBKtK8DG5heF2ldqsDOgtYIg3+KV6h0xUCh5otFWw0wO90adKU9P9Om+/Gsfu1ZMK4QBRHmv5TlZeCSMJX5AjuPWTar5rHMzUjDHG8wY7NasGJK5KIAvk7s9DF5uHhOxeAxyg6YA7h8cgmKck5vx4yK/KiLhZw5sXhIR1dPAAEA6VZLUIDgf+hnVuZj5fTg0RW96V56RixWLagO6q9YLJ7RTV8gqXW8S3IyMM87QhQ4d84XnPu/HiaX5Q5eLPHNHQr3+p1QkoOlE4cWOPFVbvR/fYRLJ5xekRc2xXJJTVHIkabx3vekSKPi88cW4sxJoc/LjDSLrkyq82eOiSnjyvdaXj65ZDD9MHD/AZ59l2YJPu98tEbyAc+5mGmzoqowa/Bxffs23MiZHlWFWYPvjWV5GUMuDvi7bF5l0LIckSqAsic+yr20ow73/G077rl4Oq5fXmN2c2iU+vyS8ZhdVYA7nvwI7x9sxk+vmq9ZoY7ITIFpM2dNKR1SQMPIh/2ySSVwufVdjLBZLRARzfXW8rwdmtwMK9p7dT89xhZlobk7fGqx1uhKps2KfkdwWqVPulVgd6ohgZGWKeWnO73+dx1blIUBp2e/XDS7wvCaSUEV/KaXwaUU3tzbiDSNx5pclotT7X3oC7NNPhfNrghKCTxvRnnEIiZGS7GLyJBRl6rCLOw42RHy/hUFmagoyMQhnUuY+Lc2zWrB2VPL8ML2UyjPy9RdkCXDZsFZU0rh9ptCnJ9pQ7/DhYXjiwYr1gVWAK0oyMTe+k4AwRc8fLSKpIgI8rNsulILgdAjbxlpVnxsqmcOZKT5VqFcMa9K84LG8sklWHeoBdWFWUGd8XHF2boKQ/hYLYK8TBvy/QLB8SXZg+dwPMrjaz1EeV4Gjrd63kgunuM5b9dsPRn2cXIz0oJGnX0j+76nyEizGCp+41+Uxj+T4MJZY0Ie87K8DKycXo639jUOuV1rrprNakFNSQ7K84P7GYHtDJxnZhHtiqWZNivKDRQyifTexgBtlBpwuvHjl/fiuS21+P11Cw3neRPF25zqArzw9Y/hu8/vwiW/ehe/+PyCYV/zh8iIWC6+Wi2iPcnd7yaLCFxQYecJledn4pPzq6AUBkdsjNAzyd3f5DJPxbt/7qjzPn9wB+ecaWWaBTMADG5fqLLniyacvnIeOIpSU5JjeOTRd0X+vBnlmgHn5LJczKkuwAcHm9EUIWDVGtUJDPoqCjLRqrNwi16DBUH8zg2bxYKi7PSQQY7WY/gC69yMNCwcX4huuxNA8OhpuHPCtw9XTC4NKiaydGIx3EoN6Xj6LmAUZqUH7b+xRdkoyk7H63sahtyunfpmxbzqsqC/zazIR2luOnad6hxyu85rH0GKc9JxtKUn7H1CzWeLVCI+mgWap5TnYaJ3flhGmjVsUDmnugBtBs49rcqb5fmZQRcUynIzgl4bNqslZIGvvMw0FAalYltwRcDorG8vhjvfVk4vHxKs+Y+mjy3KQp/DhYw0C440e45ZQZYNVYVZyMtMQ25GGjYfCz11Yn6ILIPygOA6cK6b/xxOLQvGFcLlVmEvqujBAG0UOtneh68+vgUWAV684+OGFgElSqScjDT89Kr5WLP1JG5/bDOuPKMa37pkRtgiAkTDLdNmxTnTyuJaIv/cGeV4c28jpo3Jg0WAbFsarFbB2oDOqxZP0QogwzI8JbR9Hc2Zlfmar82QwVnIx9MXZFgtErH6YihG51r5zB9biENN3YPBTCTZ6Wkh1++6ZE4lXtpZF1U7AlksgrM1isHoIeIZnYlmn5TlZYRMd7VaBNYQsxKz0q24aHYFOvocQ27XU1Hv0rmVSLMEF2YBPCmMBdm2oABNywQdAf644mxd5fNDWTi+SHcBF99ITaSRpcjVCj1/L8iy6ZoTBniCM/9gJzCNNpKV08vw2u7T701VhVno7HegtWdgyILjodIOI/HNdAi3PYXZ6VhSU4xtJ9qH3O6/pmNrz4DhPq7/eTahJAezq4xVYfTN/401QOMctFHmlV31uPzX72LpxGI8fdtyBmeUlFYtqMbLd52NIy29uPiX72L94Razm0Q0aJZ3ToOWaDOP8jNtuGh2BaoLs1BZkIWCbFtc5gNrlcAH/CrHBa4TpvNxz5tRjilxWiR5bnUhVk7XX8xhONWU5sRt/SWtqnX+8jJtYYu7RFNJLt7r7JnBl+IbTpbNOuQ4FWbZgkZpF4wrjHqunt7X9bjibN3phxYRXDBzTMTzIt4unVuJxX7vC6sWVCMjxvXRyvIyhmRiFWWnY2ZlftRrKMZrJvq8sYUxVWC0SHA6qZEy/bEsJM/L0qNEW88AvvfCLrx/sAU/vWp+yIVKiZJFVWEWHrlxCZ7ZdAK3/GUTVi2owr9+YkbESf5EZoolqBruRWS15GakBY1y+PMFdoGjL1WFWTjV3hdVZzM9zRK3Tqre0XZfn8uXplpTmgPbMHWUQ9VBslokZHGXT8yqiGrdp/Nnlg+mo+ZmpEWVZpcKPjF76Fw3PeXtjZhSlpuQ6tZG1+QyItTZYvQcmFaRh4JOY5+7FosYXkYimWTZrOhzuILezy+fV2Xodah3RFMLA7RR4LXdDfi3/9uB5ZNK8NrdZ6OIJfQpRYgIPr9kPD4+tQz/9eJunPezt/DtS2bgMwvHxrw2D1EijCvO1qxoFu2V5EQJdZH/jPFF6OhzhEzpyw7RoVxSU4xuuzPkotJleRno7HckZGFlH60iHqGICC6bWzk4h6yqMCup1/7Uc/5YLQKB4LJ5lYOFHfw74+cmwShlpOOzYnKp7pTX4ZRmtYSdY2Z05Hx8cTbGFifP+RauenJpbobhEvG6hNln+ZlpMaWaxuoTsyvgcqugYCzaxbGjwQBtBKtt68V/v7gHm4614r8/NWewIg9RqqkqzMIfrluEt/Y14nvP78JTG0/gPy6fFXKSL5GZAj/EjQQOgaoKs1CSgItqvivDgd0yq0VCXmG/dG5l2KvvoUYPrRbBnOoCHGrqjjoFdNqYPIzX6LD5zykyOgKpVdVRS1FOOtBk6KHjwuiuuiBCZkwyXNTKtFnDlvIPrH44Up0xXv9aZZEYLZyTCtKslsGlCSLxFQuJt+EMxrSMvKNK6He4cP87h/HHtw/hs4vGYu03VjItjEaEldPL8crdJXjg3SO47sENOHtqGb550fSoyyUTDYdYUheXhCg4EauSXE+xh/cPNuv+n1jT41ZMLo26MzmzUnuifiJH5HyqC7NQrXMduHhaOKFId3ESIH4psmeML0J3v/7nNSoeJeLptKnluWE/AyMtjZHqSnIzTF+Wx1McJr5tYIA2grjdCi9sP4WfvbofY/Iz8Ncvr8Asg9VniJJdRpoVXz13Cq5ZOh6/e/MgLvv1u/jUGdX4ysrJUVeMIjJCazRs2pg8VIdZqNoMWTZrUInoQIXZtojrocXirCmlsHknesV7dKSmJCch84ISrVDnBdNMmzUuQVduRpqhDmxuRlpcCtQYkYrHMVmIiGZaqC8OHs5wuKowC2OT7H1wOCQiHZMB2giglMJb+5vwk5f3od/hwj0XT8dlcyt5lYpGtOKcdPz75bPwxRU1+M0bB3Dhz9/BZfMqcfvKyTFVTiIK56LZFZqd5lAjPGYKLJygZXZVAWYlsO0JmbvilYopzlfMq4o6zTNayV4ULFTZ/lQxp7oAFXGq9JnqjIz4+0a/w0x/G9UYoKUwpRTe2teE3755ELVtvbjrgmn47KKxI7ZKE5GWccXZ+Mln5+POC6bh/ncO44rfvIezp5Zh9YoaLJtUzAsVFFfJUGkx3vgaGT7DNQ/MV4WOEo8XBCkRGKClIKfLjZd21uP3bx1CZ58Dt549CZ9fMm5EdhyI9KouzML3PjkbXztvCp7YcBx3Pf0RCrJsuGF5DT51RvWwp+xQ8hCRuwHcDE9NjB0AbgSQDeBpADUAjgL4nFKqzaQmEsXVOdPLDI9MqLitPkWpxui54hsIiMe1nax0K7rtTpTkjI4CMXqxx5JCmrrseHrjcTyx4Tiy0q24feUUrFpQxREzIj+luRm44/ypuH3lZLyyqx5/+eAYfvCPPbh4TgU+vbAaKyaXml6diYaPiFQDuAPALKVUn4g8A+BqALMArFVK/UhEvg3g2wC+ZWJTieJmJCxQTcMnw2asH2mzWuKWmrq0phhOjZL2ox0DtCTndLnx/qEWPLu5Fq/ursfZU8vwk8/Ox4rJJUlRMpcoWdmsFlw+rwqXz6vC0eYePLelFvc+twMOlxsXz67ARbMrsHRise5S25TS0gBkiYgDnpGzUwDuBbDS+/dHALwFBmgA4nNVnIjMk2WzoiQ3A7VtvbpSmMvzMnHxnMhzVuPJ16w0qwUj8XrCrMp8VBREPzeRAVoScrsVttW244VtdXh+2ylkp1vxqTOqsfZfVqI6iRfSJEpWNaU5+MYnpuOuC6Zh8/E2vLyzHvc8ux09difOnVGOj08txVlTSsMuREqpSSl1UkR+CuA4gD4AryqlXhWRMUqpOu996kTE/FV8k8TiCcXoGUhcmXVKPmV5GZrrzFFq8hUImlSag/Q0C17f0xDxf4Z71LUgy4bKgpHbp506Ji+m/2eAliS67U6sO9SCtXsasHZvI5QCLp4zBn+6fhEWji/kJG6iOLBYBEtqirGkphj/77KZ2HWqE2/sbcSTG07gnr9tx+SyXCybVIKFE4qwaEIRqgoy+dpLcSJSBGAVgIkA2gH8VUSuM/D/twK4FQDGjx+fkDYmm6x0K7LSR+AlbQppxeRSs5tACVCUxMsX2KwWLJ2YmHUeRwIGaCZp7rZje207Nhxuxfojrdh9qgNTyvNwwcxy3H/DYsyrLmAKI1ECiQjmVBdgTnUB7jh/KrrtTmw43IKNR9vw2Lpj+Ne/bkNhtg2zKvMxozIfMyryML0iD5NKc5GusQ4WJa0LABxRSjUBgIg8B2AFgAYRqfSOnlUCaNT6Z6XUfQDuA4DFixezigIRESUcA7QE67E7caS5B4ebe3CosRu76zqx82QHmrrsmF6RhyU1xbj9nElYOrGECzUSmSg3Iw3nzxwzuGbQgNONvfWd2FPXib31XXh64wnsre9CV78DNSU5mFCSjXHF2Rjv91VZmMVqkcnnOIBlIpINT4rj+QA2AegBsBrAj7zf15jWQiIiIj/sScTA5Vbo6HOgobMf9R39qOvoR31HH+o7+3GitQ9HmnvQ0NWPMXmZmFSWg4mlOThnWhm+du4UTK/IY1l8oiSWnmbBvLGFmDf29GK4Sik0ddtxsLEbJ1p7cby1F1uOt+PvH53E8dZetPU6kJuRhjH5GRiTn4mK/EyU52eiIj8D5fmZKMpOR0luOoqy01GUbWOBkmGglNogIn8DsAWAE8BH8IyI5QJ4RkS+BE8Qd5V5rSQiIjpt1ARoLreCw+WG3emGw+X9cir0O13oHXChd8CJvgHPz30DLvQ5fD870WV3oqPXgbbeAbT1OtA4b7qTAAAgAElEQVTu/d7Z7wAAlOVmoLIgExUFmagsyMLE0lycNaUUk8tyMbE0Bzm8ok40IogIyvMyPcVEJgf/vd/hQkNnPxo67ajv7Eej9+LN5uPtaOzsR1vvAFp7PO8lLrdCQZYNxTnpKM45HbTlZdqQm5mGvIw05GamIdf7PT8zDbkZNuRkWJFlsyLDZkVGmgVpFuE8uQiUUt8F8N2Am+3wjKYRERElFVMjB4fLjXv+th1upaAUhnz3fHmuWLsHb/P9ruB2Ay6lhgRbDpcbA77fXQoO5+nf3X4zB0SAdKsF6VYLMmxWZKd7vrJ8321pQ27LSU9DdWGWpwOVY0NhdjoKs2woyk5HfpaNazcQEQAg02bFhJIcTCjJCXs/t1uhq9+J1t4BtPbY0drjQGuPHW29DnT3O9HZ58DJtj502x3otjvR3e+5UNTd70RXvxP9TtfgwqIiQEaaBRlpnoAtw+b5Oc0isIjAahFYLAKrAFZvMGf1u90igFVO/2zU6uU1WDGFBQaIiIjixdQAzeKdpG8Rz88W8Vyh9v1sEYH4/mbx/S5D7p+eZoHNevor3WqBLU1O/2y1wGYV2NJO/86AiojMZLEICrJtKMi2YWJp+GBOi1IKTreC3emG3eHyfHe6MeB0w+50od/hhtPtHryQ5XYruNxq8OKXy3u7Up7bfX9TUZTAGBPDOi9ERJR4584oj+r9ncxjaoBmtQi+9LGJZjaBiCjliIjnwpPVwqIkREQUVn6mzewmkEGcoU5ERERERJQkGKARERERERElCQZoRERERERESUJUlLMGRaQJwLH4NichSgE0m92IBOB2pRZuV2rhdg2/CUqpMrMbEY6IdAHYZ3Y7Ulwyn4OpgvswdtyHseM+jF3Iz72oA7RUISKblFKLzW5HvHG7Ugu3K7Vwu0gL91/suA9jx30YO+7D2HEfJhZTHImIiIiIiJIEAzQiIiIiIqIkMRoCtPvMbkCCcLtSC7crtXC7SAv3X+y4D2PHfRg77sPYcR8m0Iifg0ZERERERJQqRsMIGhERERERUUoYUQGaiNwtIrtEZKeIPCkimSJSLCKvicgB7/cis9tpVIjt+p6InBSRrd6vS81up1Eicqd3m3aJyF3e20bC8dLarpQ8XiLykIg0ishOv9tCHiMRuVdEDorIPhG5yJxWR2Zku0SkRkT6/I7dH81reXghtusq77noFpHFAfdPieNlNhG52LuPDorIt81uTzIRkXEi8qaI7PGeZ3d6bzf8PiEii0Rkh/dvvxYRMWObzCIiVhH5SERe9P7OfWiAiBSKyN9EZK/3fFzOfWhMiP4m96EZlFIj4gtANYAjALK8vz8D4IsAfgLg297bvg3gx2a3NU7b9T0A3zS7fTFs1xwAOwFkA0gD8DqAqSPgeIXarpQ8XgDOBrAQwE6/2zSPEYBZALYByAAwEcAhAFaztyEO21Xjf79k/gqxXTMBTAfwFoDFfrenzPEyeZ9avftmEoB07z6bZXa7kuULQCWAhd6f8wDs955bht8nAHwIYDkAAfASgEvM3r5h3pffAPAEgBe9v3MfGtt/jwC42ftzOoBC7kND+89QP5r7MLFfI2oEDZ4OcZaIpMHTQT4FYBU8L1p4v3/KpLbFQmu7Ut1MAOuVUr1KKSeAtwFcidQ/XqG2KyUppd4B0Bpwc6hjtArAU0opu1LqCICDAJYOS0MNMrhdKUNru5RSe5RSWosrp8zxMtlSAAeVUoeVUgMAnoJn3xEApVSdUmqL9+cuAHvg6egZep8QkUoA+UqpdcrTw/sLUvA1GC0RGQvgMgAP+N3MfaiTiOTDc4HqQQBQSg0opdrBfWiUkX4092ECjZgATSl1EsBPARwHUAegQyn1KoAxSqk6733qAJSb10rjwmwXAHxNRLZ705pSLRVwJ4CzRaRERLIBXApgHFL8eCH0dgGpfbz8hTpG1QBO+N2v1ntbqgh37k30ph69LSIfN6d5cZfqx2u4cD/pJCI1AM4AsAHG3yeqvT8H3j5a/BLAPQDcfrdxH+o3CUATgD9736sfEJEccB/qFkU/mvswgUZMgObt8K6CZ5i1CkCOiFxnbqtiF2a7/gBgMoAF8LyQfmZaI6OglNoD4McAXgPwMjzD5E5TGxUHYbYrpY+XTlo55iOhTGwdgPFKqTPgTUHyXq1NdSP1eMUb95MOIpIL4FkAdymlOsPdVeM2Feb2EU9ELgfQqJTarPdfNG4b1fsQnpGfhQD+4H2v7oEnHS8U7sMAUfSjuQ8TaMQEaAAuAHBEKdWklHIAeA7ACgAN3uFWeL83mtjGaGhul1KqQSnlUkq5AdyPFExNUko9qJRaqJQ6G560rANI/eOluV0j4Xj5CXWManF6tBAAxiK10nE1t8ubvtHi/XkzPHn200xrZfyk+vEaLtxPEYiIDZ7g7HGl1HPem42+T9R6fw68fTQ4C8AnReQoPCm054nIY+A+NKIWQK1SaoP397/BE7BxH+pntB/NfZhAIylAOw5gmYhke6vFnA9PLvzzAFZ777MawBqT2hctze3yvVi8roQntS6liEi59/t4AJ8G8CRS/3hpbtdIOF5+Qh2j5wFcLSIZIjIRnuIoH5rQvmhpbpeIlImI1fvzJHi267ApLYyvVD9ew2UjgKkiMlFE0gFcDc++IwDez6UHAexRSv3c70+G3ie8qVNdIrLM+5g3IAXf/6OhlLpXKTVWKVUDz/n1hlLqOnAf6qaUqgdwQkSme286H8BucB8aYbQfzX2YSImuQjKcXwC+D2AvPJ3fR+GpLFMCYC08ozNrARSb3c44bdejAHYA2A7Pi6TS7HZGsV3vwvMGug3A+d7bRsLx0tqulDxe8ATNdQAc8FwV+1K4YwTgO/CMMO1DEldtMrJdAD4DYJf3eG4BcIXZ7Te4XVd6f7YDaADwSqodL7O/4JlLut+7r75jdnuS6QvAx+BJX9oOYKv369Jo3icALPZ+zh0C8FsAYvb2mbA/V+J0FUfuQ2P7bgGATd5z8e8AirgPDe9DQ/1o7sPEfYl3RxIREREREZHJRlKKIxERERERUUpjgEZERERERJQkGKARERERERElCQZoRERERERESYIBGhERERERUZJggEZERERERJQkGKARERERERElCQZoRERERERESYIBGhERERERUZJggEZERERERJQkGKARERERERElCQZoRAkkIkdFpFdEfqDz/vUi4hCRbya6bURERPHEzzyi+GCARqST3wdPt9/XZ3T869lKqe94H2O5iLwpIu0iUicivxSRNN8dlVIVAB5P1DYQERHpwc88IvMwQCMy5mylVK7f17MG/78AwC8BVAGYB+BMAHfEu5FERERxwM88IhMwQCOKkYj8u4gcF5FOEXlPRGaFuq9S6mWl1BqlVK9SqgnAEwCWDF9riYiIosfPPKLEY4BGFLvdABYBKAHwPoAHDPzvcgB7E9EoIiKiBOBnHlGCpUW+CxH5eVNEXH6/L/dP+RCRHwJoEZE0pZQz3AOJyBUAzgHw9cQ0lYiIKCb8zCMyAUfQiIw5VylV6Pe1R0RuEZHdItIB4BgAKzx59yGJyDIA9wH4pFKqZRjaTUREZBQ/84hMwACNKAYiUgPgpwC+AKAQwATfn8L8zywA/wfgBqXU5gQ3kYiIKC74mUc0PBigEcUmF4AbQAuADADfD3dnERkH4GUA/6KUei3xzSMiIoobfuYRDQMGaETGvOO/JgyA8wA8BGAngEMAdkX4/5sAjAVwn9/jvJTYJhMREUWFn3lEJhCllNltIBqxRGQfgAoAv1ZK/buO+9cCKALwHaXULxPdPiIionjhZx5RfDBAIyIiIiIiShJMcSQiIiIiIkoSDNCIiIiIiIiSBAM0IiIiIiKiJJEW7T+WlpaqmpqaODaFiIhGq82bNzcrpcrMbkc4/NwjIqJ4Cfe5F3WAVlNTg02bNkXfKiIiIi8RORbj/z8E4HIAjUqpOX63fx3A1wA4AfxDKXWP9/Z7AXwJgAvAHUqpVyI9Bz/3iIgoXsJ97kUdoBERESWRhwH8FsBffDeIyLkAVgGYp5Syi0i59/ZZAK4GMBtAFYDXRWSaUso17K0mIiIKwACNSCelFGrb+nCyvQ8t3QNwK4X0NAvG5GdifHE2inPSzW4i0aillHpHRGoCbr4dwI+UUnbvfRq9t68C8JT39iMichDAUgDrhqm5NMo4XG4MON3IyWC3i4gi4zsFURgnWnvx6u4GvLWvEVtPtMPlVqguzEJJbjqsFkG/w42Gzn7UdfSjqjATZ04swYWzxuCcaWXItFnNbj7RaDcNwMdF5AcA+gF8Uym1EUA1gPV+96v13kaUEFtPtONUex9WLeBpRkSRMUAjCuByK7yyqx6PrjuGj0604eypZbhsbiW+98nZmFiSA4tFgv6nb8CFnac68N6BZvzitf341rPb8dmFY/HFs2owtijbhK0gIng+44oALAOwBMAzIjIJQPCLGFBaDyAitwK4FQDGjx+foGbSSGd3uM1uAiWZrSfaUZaXgerCLLObQkmIARqRl9ut8Py2U/jl6/thEcGNZ9Xgj9cvQkGWLeL/ZqVbsaSmGEtqinH3hdOwvbYdj647hgt//g5WLajCnRdMRWUB34SJhlktgOeUUgrAhyLiBlDqvX2c3/3GAjil9QBKqfsA3AcAixcv1gzizPb+wWbMG1uAvMzI71VElByOtfSgo8/BAI00cR00IgAbj7biyt+/j1++vh/3XDwDr3/jHFy/vEZXcKZl3thC/O9V8/HaN84GAFzws7fxi9f2w+5kDQKiYfR3AOcBgIhMA5AOoBnA8wCuFpEMEZkIYCqAD01rZYyau+1o7LKb3QwKQ2kP0BIRaeIIGo1qDZ39+P4Lu/D+wRbcef5UXLdsAtLT4nfdYmxRNn70mXlYvaIG/7FmJ/65ow7/e9V8LBhXGLfnICJARJ4EsBJAqYjUAvgugIcAPCQiOwEMAFjtHU3bJSLPANgNT/n9r7KCIxERJQsGaDQqKaXw1821+ME/9uDSuZV4+19XojA7cVUYZ1bm4+lbl+ORdUdx3QMbcP3yCbjz/KksJEIUJ0qpa0L86boQ9/8BgB8krkUeA043jrX0YOqYvEQ/FRERjRBMcaRR51R7H7745434zRsH8IdrF+J/Pj03ocGZj8UiuPGsiXjx6x/D5mNt+NTv3seR5p6EPy8Rmedkex9213Wa3QyiUae5246OXofZzSCKCgM0GlVe2lGHS371LiaW5uDlO8/Giimlw96GmtIcPHnLMlw0uwKrfvseXt1VP+xtICIiGsneP9iMdw40md0MokFOlxtrtp6EJ9M+PKY40qjQ73DhP1/cjVd21uNXVy/AyunlprbHahHcfeE0LBhfiLuf3oqPTrTjXy6chjQrr5kQUfKxO11wuhQXWtbQ2e9AfoIraJ5o7cWAy43JZbkJfR4iSgy3W2HA5VluQylAtBZ78cPeII14Bxu7sOq37+NYSw9euvPjpgdn/s6dXo4XvvYxvHugCTf/ZRO6+pmOQUSxW7P1ZFyrxn5wqAWv72mI2+ONFC63wpt7GxNeofejE+3YebIjoc+R6jr6zPv8PNjYjQ+PtJr2/CNBc7dd18hSKup3uPDCds2VXEJigEYj2iu76nHl7z/AFfMr8ehNZ6I8P9PsJgUZV5yNv962AhlpFlz1x3U42d5ndpOIaAQYcMZvceR4PtZI4utQjtB+Zcrotjvx1r5G057/cFM36jr42e3T7zB+weL9g82obRuZ+9A3cmYEAzQakVxuhZ+9ug/fenY7fnPNGfjaeVNhsUQYTzZRVroVf7h2Ec6ZVoZP/e59bK9tN7tJREQUgUTKU0phTV32lBm1c4eIkBk3m+OVXfWobes1/H+JvtDR3G3uepEC/e8XDNBoxOnsd+DmRzbitd0NWPPVs5IqpTEci0Vw76Uz8Y0Lp+Ha+zfgTROvBhIRUeqIZsQikgONXTjU1B33x00l++q74HZHjhpGcyB4tLkHL+2oC7rdnoSj7u8fbEaP3Wn4/xq7+tE3EPtrzMiC9QzQaEQ52d6Hq/6wDhlpVjz3lRWYUJJjdpMMu2bpePzqmgW444mPsGbrSbObQ0QJppSCS0cn0OdYS09COuSpzOVWujrSiWJ3hO+MJnJk4HhLL17ZVQ9HFGlUI0WixjH31neiM2BueGNXPw42ju7A1V9jlz2qFD4tiRiQ7rY74XS5dc1v63e4NEfZ1h1qwZbjbVG3IZrNYoBGI8aO2g586nfv45zpZfj9tQuRnZ661cbOmzEGD35xCf5jzS48uu6o2c0hIq+2noGg2wI7cEZ9dKIdLxqYQL71RDv2N3TF9JzRajEwkb+l24723uD9lQj/3FGHDSYWaXhrv3kZD4eaPcFCKsyDa+8dMD3NLFpKKfQ7XNhR24Fdp1Ij9XM4JNPsEYfLjdd3Dy1mtHZPA7bV6jteW4614f2DzYloGgCmONIo9PruBnzh/vW48/yp+LdLZyb1fDO9lk4sxhO3nIlfrT2IX71+YMRWNyJKJe8caArqYL65txHdUaTN+ERaTHfzsTYcTpJUs/cONuNEq76J/O8dbMbb+4dnHSq3UqZW8YsHpRSUUmjs7E9I9kRLtx3PbzNWSU5Le+9A1J9H7xxoTmgHGAA2HW2Na0VF36Yeb/WMVIa7TziNXf1xa1MqSEQvrKnLHnaOfq/dhZ4Bz3uxy63wmjdY0zu6nOheFlMcaVR5dnMt7n5mK379hTNw3bIJZjcnrmZXFeBvX16Ov24+ge+/sNvUFB4i8tB6HRpJUdx2oh1OAylBtW29ONTUM+Q2pTxZA/Udw9/pcxnsnLf3DkRcQkQpNaQghdPlHrJPDzd1a3ZwB5zuiAHucIk1GH17fxPeO9gcFGhuOd42GBCdaO0NOv98HWEFT6psqP3R2hN9YBXYzmMtxgtAaGnutmsGo30DrqgqhyqlcLK9b7CiolIq5uVrfHusP0Iaazhut8K6Qy1xmccUSd+ACz12Jxo7+w29L6WCA41dONLcE/mO8Lw39A6cvnAW66kfy0U4n+Ot+l83DNAopf1l3VH854u78fCNS3FuihQDMaqmNAd/+/IKfHCoGd/827YR94ZLNCIooHfAqasDdrSlR3O054NDzdhXrz918XBz92Cq486Tp4M1Xyfcv4M74HRH7PA2dvXj3QNNEUfrjM51ent/E97cNzR42XysdchkfbvTjUNN3YPvb6/vacA7B07/z46THdh+IjhNaVtte0zphW63wpqtJ+PyvtreO2Ao8A7U0edAq0YK7Qm/Tt2W421oCDMSs7+hK+L+iDUlFzAepIeilTIMAK/ursfGo/EZBWvqSmxKpZHXg5ERlGi9sbcRr+9pwLrDLTjaoi+YGen8T9fWnoGoLnbHY96vkfd3BmiUsn735kH8eu0BPHnLMiyaUGR2cxKqoiATT9+6HPsbunDX01tj6gQQUfwpeNJpAquvGrli3tRlxzGdHSqt7kXgOkzv+aWSvbG3EW/sDb/Q9LpDLWjtGYh4hXpPXSdOxbheY21b35CFrwP7+3anG506Uhadrtg6vL5AI14FNvTOdYnV2j0N2HwsOIDx7Q+tQM9ny7GhxQ4Svci2Hmu2nkR77wBq23oH226kQ6x3uQP/QDzWjJSmLjvqOvrwzx110JscF2kOktaFggGnO2Qg6883wux0nz6XA19XL++sj2nUXetciffarUopQ4GMUVuOt+GF7adQ39FveET5SHNPVFUgo8EAjVKOUgo/fWUfHl9/DM/cthyzqvLNbtKwKMpJx+M3L8Px1l58/cmPuHAs0TBrD5NK50tBDOzoH2jU0dFI8JTZ+o5+2J0uQ2WvnS431h9uCfn3vmGqIunfIewZcOpOb9LS73DFNcVswOlGfWd/0G1a4j1u0m13oqEz9MjQuwf0p1u+vLMejZ3Dkyob2CH2/621ZwCbj7VhUwwjZ+Eq7XX2OwaL8Sil8ML2U4Pn14kwqWehOvH76rvQq/N8CnX8Ax/7xe2ngtqy42T7kNFkLS5vCmWkoNbudA0GckZHhOxOF17eWR9yfyilDF887ne4gl7Tdqcbe+s7I1402XS0dcj/bq9tH/J+4X8BSCT4GGw40jI4R02v7bXt2OsNHuM5+q6FARqlnN+8cRDPbanF07ctx6SyXLObM6wKsmx47EtL0dhlx1ce35IUVz6JCFEtyhoLI1d+Nxw5HWgd1Rng9NhdaPDrtJtV1v+9A0MLSugdYfTX73Ch3+HC2/ub8OruoUUedp3qjLpt+xu6wgYTWqmmyaCjz4EDAVVAzVqzKtYR0EC1baFHc/yXQvC9fHzLM2w53jZkvpJevsfxfzmu2Xpy8PWyv6ELa/dEDgLWHWoZnCsXONdJK07p7HfEdF4NON14ZVc9nt92SrMibEevY0ig2NXvgMN7rEK99ew61Yl/7KgbHJn0H9VUSgWtqdc34MKWY21hi36Ec7K9b0g69pHmniEXTEItXj6kDTG8r/lG39/YGznFOppjxQCNUsof3z6Ex9YfwxO3LMO44myzm2OKvEwb/nLTUnT2O3Dbo5u5HhIRABF5SEQaRWSn323fE5GTIrLV+3Wp39/uFZGDIrJPRC4yo80u9/BXHtwW0Bl6dVd9UMpOt92ZNHNXuu1OtPhVzYymO//G3ka8ursh6L3S7VaDAd/hpp64V058ftspNHb146WddQlNixrSEda5h3bXdRoaZRt8fBW6k+6b57hm68khQcb+hq6QoyFaI8y+TnO33RmXoiZd/bHtez0tCFwHzHeu7anr1FVcorGrP2xwGejNvY3YpJHiGmq+nX86p1LASzvrvD8rNGqMxG450YYtx9sGt+ONvY045F377aMT2qOUvgDM/6KH263gcLnRO+DCzpMdONTUjZd3ei6SfHCoGU0aSy5obUOo0bluu1PXxTGlQqcxx5rqqiewfy+gcqmeZ2SARinjwfeO4IF3j+CJW5ahpjT1FqCOp5yMNDx84xI4XG7c/MimYakMRZTkHgZwscbtv1BKLfB+/RMARGQWgKsBzPb+z+9FxKr3iVxKoanLjuMxVLJT8HR63tqnr8BFYBZkuA94I33aPocL7RpBYrg5TP5OtfcNdrgSZZPGnKnBKn1+e8K/A+apfNk9eHtgR/9Eay9e8Ft7ri1B67X5zhFf2wacQ6tT9g24gkaz/MVrbtyarSeDRsn0HmN/vsfQGp14aWcd3j/k6Yiu3dOANVtPoqvfgT11nUNGY43oifDZZne6IhY9MXKxYXttu+7iJC099rgurOwbydI7mul/HvmaEZji2dRlR23b0HM9UO+AE263wrsHmoKWJ3hlV/3ga823H32BZKjg2X8Zkhe2n8I/d9QNvkobvOnWO092aAauIkO3wRfg7anrwj921GkGb/4VbsOlQIea17bDr3psPLPNm7vtMa2XxwCNUsIzm07gd28exOM3n4kp5aMrrTGU7PQ0PLh6CawWwY0PfzhsE1eJkpFS6h0AeievrALwlFLKrpQ6AuAggKVGnm/zsdaQV5L1aO0ZCHnl9YODzUHpy74Ojq/Dr9U3cis17KmWp9r7YHe6DHX2tVKz/asChpvH0tnnwMs76/Hhkdagx3ErhZZuO17eWYetJ9qHlO0PFNg59O9UdvQ6dI2m6ZkP19w9dL+8tLNuSABwpLkHu+uGpln6d/o9BSi0OVzusGnuHwRctdebbdFtdwYt9uvjO0yhOrKBo1U7whRNMbpgdXtvcPW9zcfa8KaOFLNAoQKrI809QQVwBrdZ438CX4eRXn96ArpjLT1wutxxKQbW2NUfcQSvz+HCnvpOtPYMDAZj/s20aywvsL+hK+SaeloB8+C5533gwHTHUD441IJ/7qgLu1SCb/3ASEKlPPb4l+LX1Sp93j/YjION3Zpz1PRcEGKARknvzX2N+K8XduPB1YsxvSLP7OYklUybFffdsAi5GWlY/dCHMa/3QjQCfU1EtntTIH3lXqsBnPC7T633Nl1OtPZFvModqsPgm6Afrj/R1G3XLEhS39E/GBRqdQRPtvdjc8Bok56Oy+ZjbTEV3wBOz7Ho7HdEnDT/7v7TgYOvM7f9xOnUyx67zsILGk9zqKkn5vlU7X3hO0++ETk9c1y0+ILZNVtPBqXGAYAzwv7z/3O4wFgrfSwUpU6PyLT1DAzptIbT3jsQNoPDl66oVWVRK7UuUGefY7Bz//b+Jrx7sBlHmnsGRxZ9c9j0jHxEWxmwvXdAd3C786T2nEajqZpv7mvCW/u0U1AD06KNrs+ldc74r/H2waGhgX1gWjQQenmEUPQuTh74PtTSo32O+Pd1OvocQQuIa6UtmrVA0T80LrK8f7A5YjVNBmiU1LadaMcdT3yEX12zAGeMH9ml9KOVkWbF769dhNLcDFz/4IfDPqeFKIn9AcBkAAsA1AH4mfd2rf6c5ue3iNwqIptEZFNXl6fz5V/OXmvyd2e/A89vOxVU9h6IXHY/VCdCMLTYR6j7BD1emF5Ju/cqrlJKs1BAODtPdmimgr25txF76sIX3uj3G/XxjX74quG9uP0UjrVGHyz6Rh3CbfearSfDbm+kUuj/3FGnO6DVGjHxT1vUKnoSKZCItsphuA7qRyfaBisc+ugJdN/e3xS22mc4eiqcbjzaild21Q+OFLb3DmB7bXtUyzyE6uxrWbP15OBn6e66ziHnerhzy2jKY0efAwcbg0eTegecIYPkwLTotXsaDM2z004JPb1RTV32iP0IPcGO1q5wRzil/IPHcKPHgYU5As/VWNZGjLdQwXmk93MGaJS0jjb34KaHN+I7l83EeTPGmN2cpJaeZsFvvnAGxhVn47oHNhi+ukU0EimlGpRSLqWUG8D9OJ3GWAtgnN9dxwLQzNdRSt2nlFqslFqclxe8pIdvsr0/X9AROJ8DwGAlNH/+V3tDXanXMxfJ1zkMN9/Ep6Xbjrf3n75CH81g0Kn2viEdNd92OCOeu08AACAASURBVFzuoJRrpdTg3yM9V0u3vvcvPW2OpnpaYCd724l2HGzsQlOXfTD1MVJ59XjNHYvkVHu/X6Ad/r56R4F8j6NnHTpgaIc/qIx+iJTIwOqcQPi1zMKlSsZCqdPBRuCgi3/6qNOlBj9Xw42cRlO0SytA0/LyztAXBpyRIh+EL2Zh9PWvZ06h1uiwkSA5FloBa6ht9J/X5jsDN3gvOrjdKmhEcbgwQKOk1NYzgNV//hA3LK/B1UvHm92clGCzWvCLz83H1DG5uOb+9Ybz+4lGGhGp9Pv1SgC+Co/PA7haRDJEZCKAqQA+HI42+SaN+/dFw6UoDRaXiLLDH+oqfKyV7Xx8IxktPfbBwFBEhqxB5PPC9lMhtzVe6UedAdsVzVIkvtED37YdbenBrlOdQ0a2wqUn9Ttcg1f/9Q6oRFutMDDVNfBhnC734DkXTVEQvSKltSoM3Uatjnq4z6zAxZDjUNwxqC3hyuF39jsGS7jrKc1ud7pDVlQMFGnUzbff7E53yMBIz+7QUw4+niKNpPvbHcNyF/FwrKUHb+9vGkwL9h3rF7af0nUcO/occa8DkBbXRyOKgwGnG7c/vhmLJhThjvOnmN2clJJmteCnn52P7/x9Jz7/p3V44pZlGJOfaXaziBJORJ4EsBJAqYjUAvgugJUisgCe/stRALcBgFJql4g8A2A3ACeAryqlEloKdc3Wk8jNMPaRW9fRpzkKF4pWHzlUpyxwFCDWNRX9R5TCpZ/Vafxtb31n2Kv7oUYlFFRQ58m3HSKIKurrd7gGCxhsPNqKudUFg3/zDyrCzdHyD6a1RkyB4GAkVMEFI9wquMj+qfZ+3SM04fTYnciyWUOOgASmRwbadLQVFRE+i4zOpYqbBExOCkz79D1FXUc/JhqoQt1tdwYthu7T2jOge11DIHwQHRgAD7eDEYqGxGcx6NCPsfVE8Dw7IwGXL+0002aFzSpxyfriCBolFaUUvvv8Lgw43fjhlXPDpjyQNotF8MMr5+DjU8vwuT+tG/aqbkRmUEpdo5SqVErZlFJjlVIPKqWuV0rNVUrNU0p9UilV53f/HyilJiulpiulXhqONvp3QCNdXVYq8ny14P/R14l5Y29DxD6p3vW0tIRL79vfENwRi7Z4Q7h1o6IdYXk1oHrhjjCVILU0dvUPee5QqWd6iiY0GixN/65G2mAkgXPg9tR1aqbwvb6nAbtOdQYVoYnE/5EiFS3Rm1IZ+LjA0CqgkQQW0wo97zP+/Y/tte2Ggo3AUb3AzfQV8IjniKIR4ZaIiCcjBW+0DLjchtaZA6ILWvsdrrhlJzBAo6TyyAdH8fa+Rvzp+sXItOlelogCiAi+e8UsXDKnEp//03rNiehENDp19Tsjduji1ckI5HS7o65+GEhPGrfRtK54LIwcn6v9wDqDxTf6HS7DaVaBIwetPQPYF9Dp9i0Ufrj5dHAduDRAKP4jo/HaL1qMlNp/Y2/j4Mim0U57tPwLXry4/RQO+40YGZm3Fmqk26zRR73ngdna47jOYd+ACwNOd9gLUfFId2SKIyWNd/Y34Wev7sdTty1DWV6G2c1JeSKCb108HZk2Cz73p3V4/OZlXEOOKEVEqvDlE6lYRSjxSHvzF01VvVAiLTw8KEx/P15BYDT0LnScCIFBkJGRJcAzEhNYEe89nSXSh1tjV7/uBcZ9y1v4+NJY99aHDjD0FIcIl5obTrQBVajqits1SuFTYrT02PHG3saw84K15uAaxRE0SgqHmrrx9Sc/wv9eNR+zqwoi/wPpIiK464Jp+OKKibj6vvVhP4yIKPVEO3cs1jlnyaA/Sbchmkp+iWK0427kvIi23H88KKUMXWRYd2joBY9Q87qMinb9wFjXHTQinhdPEiUeI9fxFi4N3e50JbzNDNDIdO29A7j5kU249exJuHhOhdnNGZFuXzkZX1k5Gdfctx47Dc6pIKKRZ1KpvtH0F7adMr2AQCiJSsNMZbF2GbvtTt0dTzPPi+buAd1VErUYme+W6vg6SU0M0MhUDpcbX31iC+aNLcBXVk42uzkj2k0fm4h/vWgGrn1gA7YcNzbRm4hGFr31l9xKmTpSQqRFaxF4opGEARqZ6j9f2I1uuws//sw8VmwcBl84czz+4/JZWP3Qh0FlgImIiIjIfAzQyDSPrjuK13Y34P7rF7Fi4zD6zKKx+OGVc3HLI5vw7oEms5tDRCZIwikfFAfJOJeHiIxjgEameO9AM37y8j48sHoxyrmQ8rC7Yn4Vfva5+bj9sS14fXfs1YaIiIiIKD4YoNGwO9zUja89uQU/+ew8zKlmxUazfGJ2BX77hTNw99Nbh6zRQkQjn/+aVkRElFwYoNGw6uh14OZHNuGmsybikrmVZjdn1Fs5vRx/umERvvXsdvzfR7VmN4eIiGIQap0sIkotDNBo2Di9FRtnVxfg6+dNMbs55LVicikevnEJvrtmF5768LjZzSEiIiIa1Rig0bD5rxd3o6vfgf/9LCs2JptFE4rx2M1n4scv78XD7x8xuzlEREREoxYDNBoWj60/hld2NeC+GxazYmOSmje2EE/csgy/ffMg/vj2IbObQ0RERDQqMUCjhHtzbyN+/NJe3H/DYoxhxcakNrMyH0/dugwPvXcEv3x9P0s2ExEREQ0zBmiUUNtr23HHUx/hV9cswNyxrNiYCqaU5+GZ25bjr5tq8eOX9zFIIyIiIhpGDNAoYY639OKmhzfiO5fOxHkzxpjdHDKgpjQHT9+2DC/trMP3X9jNII2IiIhomDBAo4Ro6bZj9Z8/xBfOnICrl443uzkUhbFF2XjmtuV490AT/t/fd8LtZpBGyUtEHhKRRhHZqfG3b4qIEpFSv9vuFZGDIrJPRC4a3tYSERGFxgCN4q6z34EbH96IJTVFuPuCqWY3h2IwJj8TT926HB8eacV3/r6DQRols4cBXBx4o4iMA3AhgON+t80CcDWA2d7/+b2IsHoRERElBQZoFFe9A0586eGNGFuUhR9eOZfl9EeAsrwMPHnrMmw51o57n2OQRslJKfUOgFaNP/0CwD0A/E/cVf+fvfsOb6w68wf+PeruHnePp3h6YXoHBkILgUCYJKTQh05CGptKlt+2ZNnsbpJNB0LoPSQhgUBooYSBgem99xn33i1Z5fz+kOSR5Xule6UrX8n+fp5nnpElWXp1fCWd955z3gPgOSmlR0p5DMBhACtSHyUREVF8TNDIMG6vH3c8uQW5Tht+/sXFsFl5eI0WJblOPHPbSuyo6cB3/7QTfiZplAGEEFcAqJVS7oi6qQrAqYifa0LXKT3G7UKIzUKIzd3dXSmKlIiI6DT2oMkQXn8AX31mG3x+ifuvWwqHjYfWaFOc68Qzt63C3roufOcPO5ikUVoTQmQDuAfAvyrdrHCd4gEtpXxQSrlMSrksLy/fyBCJiIgUsRdNSfP4/Ljz6a1o6/XgobXciHo0K8px4JnbVuJAYze++fx2+PwBs0MiUjMNwBQAO4QQxwFMALBVCFGB4IjZxIj7TgBQN+IREhERKWCCRklxe/24/Ykt6Oz34olbViLHaTM7JEqxwmwHnrl1FY429+Kfnt/BJI3SkpRyl5SyTEpZLaWsRjApWyKlbADwEoCrhBBOIcQUADMAbDQxXCIiokFM0ChhvR4fbnp0EwJS4vGbViCXydmYUZBtx1O3rsTJ1l5847nt8DJJI5MJIZ4F8CGAWUKIGiHELWr3lVLuAfA8gL0AXgPwFSmlf2QiJSIiio0JGiWks8+LtY9sRI7Tit/dsAxZDk5rHGsKsux48taVqO3ox9ef3cYkjUwlpbxaSlkppbRLKSdIKR+Our1aStkS8fO9UsppUspZUspXRz5iIiIiZUzQSLe6jn587oH1qBqXhfuuXco1Z2NYvsuOJ29ZgcYuN77y9FYM+JikERERESWDCRrpcqChG5+9bz3On12Gn31hEas1EvJcdjxxy0q09Q7gzqe3wuPjTDEiIiKiRLF3TZp9dLQVX/jth7jt3Kn450/OgcXCTagpKNdpw2M3r0BXvxdffopJGhEREVGimKCRJr/fdBK3Pb4Z935mHm5ZPcXscCgN5TptePSm5ej1+HDHk1vg9jJJIyIiItKLCRrF5A9I/PDlvfjJGwfx5K0rcfmC8WaHRGksJ5SkebwB3M4kjYiIiEg3Jmikqsvtxc2PbcKGY6146atnY9HEQrNDogyQ7bDhkRuXIxCQuO2JzegfYJJGREREpBUTNFJ0vKUXn71vPXKdNvzhjrNQWZBldkiUQbIcVjy0dhkA4JbHNzFJIyIiItKICRoN8/6hFnzmvg9w+YJK/OrqxdzjjBLisgf3yLNbLbjpsY3oG/CZHRJRSpXmOTXf18kKuEQjLsdhMzuEjDStNNfsEMYcfkPQoEBA4jfvHMaXn96C//rMfNx10UxWaqSkuOxW/Pb6pciyW3Hjo5vQ62GSRqOXgPbPy3yXPYWREJESC3u9CeF+tyOPhyoBADr7vbj9yS14YWsN/nzn2bh0fqXZIdEo4bJb8cD1S5HvsuGGRzaivXfA7JCITOcc4Q7P8uqipH4/32XHZfxeIBqTeK5+5DFBI+xv6MKaX78Ph03gxa+uxvQyDmWTsZw2K+67dikmF2fjyvvX42Rrn9khERkux6k96aoscA1eri7OUbyP1cBeUUFWciN2k4qzYbOyy5AoO9supbROGdYzyp0u1iyqMvwxV04pNvwx9cp1np5uWlVoXJ2DyMdNNxOLsjXfl58YY9yL22vx+fs/xLUrJ+M31yxJ6wObMpvDZsFPP78Qly+oxGfv/wDbT3WYHRKRoeaNL9B1/3ACluWwKiZQaombGcJrULR07BxMRoaZUpI+f8vRZlppLian0XslEdkjvDZOz3pZALAI4xPbyBNQRp6MctqsKMpx6P69M6cWY8I4YxJFtbWOJTna252fomPUgC+Af39pD3748l48eMMy3HbuVIgUvAGJIgkh8M2LZ+G7n5iN6x/agNd215sdEpFhLBaBOZX5hj2e0kdyIo9vZOfPbo3/PVFp4NnwZGkdOUyX4hFGdRBHI7XjuCTXaXgCccXCoXu+ahkBTeYE98fnlif8u9G0jEbpSYimluRiko6RHz2Pm07K8l3IMWiQQulwdFgtGJejfSYDE7QxqLajH1c9+CF21HTgr19bjTOnmT/UTWPLF5ZPxH3XLcHdL+zCT14/AH9Amh0SkSH0VDuLN91K6fapCYzEJNr5u3zB+GHXaekIF4fOXn/ijIqYHbt4HVojKl1qnVJ0/uyypJ8rFq35w9LJya0VjOXCOeWaj89zZpSmLI5E2TQmFdEFLc6befpvq/XvkMgJ6/NnpfYYAoDS3PgjMMuqi3DWtBLV27N0rn8tyXMYVjAuMjG02xJ/zLI8V/w7AcM+f2aU5Sm+11MxQhjt0vmVyHPZMaMsDzPL8+LenwnaGPPm3kZc9st1WDJpHH5/+5nc34xMc86MUrz0ldX4+75G3PL4JnT2ec0OiShpVovAeI0jSPH6BCV5+qfpxFOW59I8HcxqEcM6u+M0TB0Kb83isluHTe2bVpqLuaFRwPkT4k0J1ddpiu5k6RmNitf/nFEWv0MVSzqsQct12uDQmPTGGinV28HXKtxGqm2l8XAYl61+jColqEZVKDQqibloTjk+cUaF4m3x/n7hGgKxpjCePV09eVMiDTp/Wp7vGvJYRj1uLIsnjRvyc57LplhB94zx6jMTVk0txlnTSnCBhpM4Wk4qzR2fjzmV+XHXFpr/iUEjYsAXwA9f3ovv/HEHfvK5hfh/l8/V/EFNlCqTirPxwp1nIc9lxxW/eR+7azvNDokylBDiESFEkxBid8R1PxRC7BRCbBdCvCGEGB9x2/eFEIeFEAeEEJ8wMpZwxcR4Z0nnxpiuuLy6CGV5rmGjWMlORa8scOlakK/0bLMq1F/X7Ip8lOQ6FUffinOcmFdVgAnjskOPHXz0ivz4Z8MXTCiMe5/zZg0d9YnVAcyyW3FejBGP6CRkblQH7uK5FbpGmaoKs3DerDLVM/WJJD2xjp9UKo/6e2ktYqGWdADBjnN4etnk4qGjHrMr9L1OtbfIrIo8xRHVCw0YPdU6oqNlpCbHaVNNGuMlgVqKoITbObog3OKJ45TubpjKApfiWsw1i6oS/lwzeuRrwrjsYWt/y/NdKM1zIs9lj3ui5ZJ5wUq3JRpGOuNhD30MONXWh8//9kNsP9WBV75+Di4ycK4zUbKyHTb88qpFuPGsalz14Ed4aN1RBDjlkfR7DMAlUdf9WEq5QEq5CMDLAP4VAIQQcwFcBeCM0O/cJ4SI20O2xRhVUJqNEG9dU/gk2fjCrGFf6OFRuFhrRfSsLTOyH+O0DW+qcAcrvMZCzxqXlVNjT7OfUZaHKSU5ih31WB0mtde8vLoo7rTP6CQkWpZDuRDBhXPKkeca/ndx2ZULwQDBwivxRxOHS2TEpkxjcYjw389utWDFlPjTLuONHMwoy4s5UhU5JU9t9CecyEc/V/RoX0muc/AkQCQt6xG1jHQqvde1LhXRO5IaPeKnpxrruTNKYybxcyryccm800lzoY71UYmaV6XtONe6nq8we3jM0e/7yM/hWJ/h4eddOPH0yaBFE4eeGIr+e6glYvE+P7RggjbKvbi9Fpf/6n2cNa0Yz92+ytBSpkRGEULgprOn4Pd3rMKzG0/ixsc2oanbbXZYlEGklO8BaIu6rivixxwA4cx/DYDnpJQeKeUxAIcBrEjkeZ02K3IctmFf5EqiC3yEOxK5TlvMjovayEO4E3OGzuqRySrOHZ6YqOUKyVRnC685Co9eKXWuwtMYlaYgFmQ5FNe3WoSAEMKwpDU/otOcGzH6oZRoKD1nRYELLoWkN9JZ00o0T52NpTDbMaRTriTHYRuS/Gfbh3aW9bRbeIQjegQyUn6WHS67VbVTXhHakqI834WPzy0ftoaoOKqT7LBZsHSy+mjQ5OKcISM5EsGCFRfPrcCl8yoGK5Wunl4yGH/kS144sSDhYkDhpH5+VQEumhM8SRCrX6b3GI28/7gcB2aU56kmzxaLUDzZoubiuUOPG7XHddmtip9ZepJLrcU6lO5XnOsYMnp+zszTyX90cq10MiUsy24dNh081uwBtcddPb0koTWdTNBGqY6+AXz1ma340d/249fXLMb3LpmdFnPgiWI5Y3wB/vq11agqzMIlP1+HF7fXQo7ERHUatYQQ9wohTgG4FqERNABVAE5F3K0mdJ3S798uhNgshNjc2XF6Cm6441ZR4MJFc8tVp4wXRHXeE6moqDbyEO6MjfQmsvku+7BS+mpTq/Jc9mEdu3DckZ1JpelVBdn2mNMQi3OcmF2Rj9XTSzCzfPjaoqIcx2CRgFkVeVioYZpkNC2V5pTWtADBst1GbTlQmuccViAmcjRMT+c3Xqc8Vud48cRxMX8/smM6tSQX2Y6ogh0Kf89wUZm5lfmKJyoiX1u2w6YrqQAAq1XgjPEFg9MQF00sHDb9eP6EAmQ5rBBCDCaExblOxX6T02YdvA8wNEGPFn1shBPDkjynYjunspp2Rb4r7rrMWM+fFfW3zFL5LBMY/pm1ZlEVCqPWBlbku7CsOvGiOJfMq8Aihfd0dBJmVXlNy6uLcMFs42eUrVlUNeRvW5zrTKjsP3vso9C7B5pw8c/eg9Ui8Ppd56ZlNSYiNdkOG3702fn46ecX4n9e3Y9bHt+Muo5+s8OiDCWlvEdKORHA0wC+Grpa6Rtb8UyAlPJBKeUyKeWygsLTncfwaEasDniOc2hHLvR4esIfpHRGOvxQkZ2q+RqmEMUa1bpsfuWQ9TRaOox5LhsqCtSnzkV37JS4HPET3Oi2Lst3wmGzoDjXOWwT7TWLqlCU44DLbsVZ00owqzwP1VEJTrxRK63UOl8iNFKXqE/Or4xZ0CWyExwrkU1GdPSTirNjjjpU5AffFxYhFKdt5kf97szyvMFjNsth1VUFVatcpw3Ty3KHHPdG7tWnVr2xPN+F1TNKcGloXRIQTLTPnl4yJHGLOU1XY2UULbOjVk4tjlkl1G6xYHWcAiIfn1s++HrCn2VqJzHijTJaLGIw7shXOS7bMTh6Htl2kRw2C5w2q65pvtHtHG+6YyxaqmkmiwnaKNI34MM9f96Fu36/Hf9y+Vz84qrFKFCYn0uUCc6fXYY3vvkxTBiXhU/87D088v4xeP0Bs8OizPUMgCtDl2sATIy4bQKAOr0PeOGccsxWmfKyZlHVsKlXhdn2weti9dv17qcUmcSoLZqP7OgV5ThUO082q0XTiNy0iAIDF8wuH+z4ae1QBu+rz4RxWYPTwvQozXMOSZTCFx02Cy5UebwppcrFDJSuiy58UJbnUu10q7WPUtpu1/i3iGREcYJ4xhdmGVagZHxh1rAkVs8xFI9a8RWjKi7GsmpqMexWy7DR9ci/0fmzywYrCOY4bAl3/JPd6HnFlCLVdZWRUxmzHacrgYaPWbX1k2qvZU5lfsxp2efOLMWM0Ain2syERLbg0PO5WpHvGnZCR0kqjyImaKPEewebccnP1+FUez9e+8a5+NTC4RW0iDJNrtOGH6yZh8duXo4/ba3Bpb9Yh3cPNJkdFmUIIcSMiB+vALA/dPklAFcJIZxCiCkAZgDYGO/xXPahZ/hznTZdHb1shw1LJgWn5CgNpIWn+aklDdHC/dqiHAc+FVE1UcuatMhRkEQ2R05kP7ZoeisJCyGQ47RpKlqhlxBiyNqm8AiHVB5YjWl6WS4+OV/5zL+eqYhGSXQ/ueIcJ6pUjo3wsRd9rNqsAvOqCjStyQQS39w51jE+EjN+jdijDwgeZ+HR3wvnlGHVVOVjO1wavzjHAZvFMvg5NLcyP2Z1TC0+tWC8YuGTcHIbfaIpLHI7g1ynLebIaqSZ5XnDKkiGhU/AaN3zTkn0OarwO3jRJO1TnFdOLVatwrusumgwKY0euTeSMVtmk2mauz34z1f24r2Dzbjnsrm4ckni5UqJ0tXSyUV46aur8cctp/DtP+zAggmFuPvS2Zo2e6SxQQjxLIDzAJQIIWoA/BuATwohZgEIADgB4EsAIKXcI4R4HsBeAD4AX5FS+uM9h80S7Hweae5JJk7V28oLnChtV+4MOawW5LvsqiMqkYni9LJc7KnTtmXFJfMq4LRZUdNeqxijWrQ2qwWXza9Ec49n8LqVU4pRolBAJCw62XHZrTFLtM9U2XtMbf/ObIcNQoiEp5GqrSUz0pnTinGyrQ8AsLOmY/B6tZEevaNJkfdeMaUIG4+1YXZFPnZEPFfcxwg9yOoZwaSgs199j8pwgjW7Ih817f2YVpqrazRH6b4luQ6snFKMDcdaVX/PiAQp3nPE4rQFi5r0eHyKt0evS9My8hvrs6E4x4Fl1UUozHbgsgXB5P9Icw/sVgtcdivGZTsGjyu9Eh1NHF/oGkzEw1NsX96peyICgNPHXHjtVo7TNmyz7eAejtno7PcO2y4hz2VDt/v032LhhEJ0uYcet0ZNaw1Py7xwTjlcNgte2aW8BGNycQ5OtPYm/DxM0DKU1x/AsxtP4qdvHMTH55bjrW+dl9AiRKJMYbUIfHH5JHxyfiV+884RfOY3H+DCOeW466IZmJqCdQuUWaSUVytc/XCM+98L4N7URRRfUY5jSLLhtFlxlsoaEItFDKteN7EoW7FKoR5KBRfys2yo7wxftqN3QLkTarNahsQfvd5Oj5Kc04npFQvHQ0r9HUerRWDVlCJ8eDR2pzvWozptliGb2xq9z5LVIganRB5p6hmctp3liJ2sKomObG5lPopznWg+1Azg9CitPclkJk/DKFd1SY6mKWFaRBbqiEdtpFKL8JYQidahivV750at/ddalTDS+MKswRFMIUTMdWbVJTm6kvBkXb5g/JDkOnz5jPEFmkfS4omuguqwWTC+MEuxmmn0iYyCbPvgEh+rCFarNHLdIRB/9NdlT+75mKBlGCkl/r6vCT96dR9cNiseuG6p5v03iEaDPJcdd186GzevrsYD7x7F5b96H5fOq8SXz5uK6Spn3ImMZkS/3WmzJjVdr6owS7XTds6MUuQ4rejqDyZX4Xi17M8TWfVs2eRx8Ev91Q9jUWo7i0WgNNeJ5h6PoSXw48YS9fMlEUUJzptVhkBAJjliqn7bx2aVKnbyZ5bn4WBjt+7nmpHEjIKKfBfGF2Zh68n2YW2ilCjbLNo6n1l2q+ookxFSXZ060eMw2TVhwOkN75M1pzJ/yOiSVrFG9NRen9rURTNZLCLu1hKpkOxaSiZoGWTLiTb85PWDONbSi29/YhY+u7hqRBa6EqWjsjwX/vVTc3H7uVPxwD+OYM2vP8CqqcW4/dypWDGliFN9KWVmV+QnNVoEGLtxtJLwjIrSvKEjZHrXfVksAhYDVvWU5bmGJZNm7KAxvjBrWLlvNeH1YnpHtrRSSy7K8pyKCVp0p1hrEqBlyqfDZsHEomxsPdmu6TEnF2djnIZZO8unFKmO8qpV6FMyrTTX8PV74RMRRiRT6SxWJdBMEr1lQ1i+y47KQhe6GtSn4qba1JJcHG1J/ESOEiZoGWDjsTb84q2D2FPXhdvOmYpHblyuqWwx0VhQUeDCv19xBr5x4Qw89dEJfOWZrRhfmIXrVk7G5QsrE9p3iigWrZuVppLSCYh8l11xE2n9j530QwwTOdPDbrHAbrUkVQgAAAoVOuylec6YIw/Rt2XS/qCF2Y7BtT75LpshJ6HK84PresbFSVpXTCkaMrIqhNCUMNmtFqgsr9N1siDWRu4AUDUuCz0eL2ratW/JYrNadCffOWn0fVJZkKVpRDxRRTkODPhGpnJyvGMpx2HDLJUR4vDU7wMN+kedjVKS54DLPrSy6ZSSHNW1pVqkz5FGQ/gDEm/ubcSjHxzDoaYe3HbOVPz2+mUJVzwiGu3G5TjwtQtn4LZzp+KVnfV4asMJ/PCVvbhyyQR8ftkEzK3M56gajQp2q0VxCyvEywAAIABJREFUTUv0GjUlwdGU4e+DHIdtcFSwujgnpSc2LBahvHZIx9tTrWMthFBco6LGYdPfSdejJNeJpi63YY+nJSlaMaUIFiE0rU9cNVXbEgm1wizpItdpw9LJRahprx2SRDmT6CAruWhu7GIfyRSp0SsV1UwjLdFR9TBZk4tzBjeVV+K0WwyfMWZksm0VYtgUY4fNgknF6q8pHvb200x77wB+v/kUnvzwBJw2C244czIeWTYxoQWmRGORy27FlUsn4MqlE7CnrhPPbDiJa363AaV5Tnx60XhcsbAqqQ9NIj3C6xAuiEiehBBJVQy8eG657pMN4WlcakUvIjueNqtFV5JjlNkV+SjKMS6ZSQfJdnITOacUTqbqOoKjSXrzBbWy6kZaMCG5dinLdw6r5AcMTdwvnluR0umLSs0qVK7PJOGKiCN9QlPt+cYXZqHC4JHCVJ6UMQp7/WlgwBfAOwea8MLWGrx7oBlnTSvGvZ+Zh3NnlHKNGVESzhhfgHs/Mx//+qm5eO9gC17cXotfv/MPzK3MxxULx+OiueWYMI7JGqVeXkRCdkWS+1QmsveOPYHpXCOtKMeRsdWI1UZOku3kFuU4cKQ5qYdAZYEL8+NMEQxL9TEihIBFCExMYO+9SE6bFUsiqm0qMWIpyLTSXHT0DSDLYR223YDSX/a8WaUIjMyswJQxY21oLEYVS0mpFHTVmaCZxOPzY/2RVryxpwGv72lEUY4DVy6ZgP+4Yl7Si8+JaCinzYqPzy3Hx+eWo8fjwxt7GvDyznr86NX9mFKSgwtml+HCOWVYNHHcqF8wTkSZY3xhVtJJk81qGbYVid1qMbzsuFafSvIExUiKVZXwzGnF8ESt0cobgb30Uq2iwIX6juRHsrOd5tRK0LItRCSnzZr8qHEKklomaCOovrMf6w614L2DzXj3QDPK8p245IwKPH7TCsyr4voYopGQ67Ths0sm4LNLJqB/wI/1R1rw1v4mfOXpbRjwB7B6egnOnFaMVVOLUV2czfclJaWy0BVzo18aHTJtattFc8pHbCuDRJXkOuHxxd0/3jQ5ThtyUj8bdMSdMb4AZ4zXNuIai9NmTXjLiGTo/c42owS/FkzQUkRKibpONzYfb8OWE+1Yf6QVJ9v6sGzyOKyeUYK7LprBPZuITJblsOLCOeW4cE455Kcl9tR14YPDLXh9TwP+8+W9yHPZsWpqEVZNLcaSyeMwvTSX045Jl3yXPeWL+ROR7B49Y1WOwwZfGs1hc9qsqklMrIIierdbMMNZ3ONVt3RPukk7JmgGkFKipr0fe+u7sK++C3vrurCrthNtvQNYOLEQyyaPw79cPhcrqotYHp8oTQkhMK+qAPOqCnDHx6bB5w9gV20nPjzaild3N+BHr+5HICCxYGIBFk0sxKKJ47BwQgFK85wcZaOMU57vxJkaK/jRaWqbS5vlvBjx5Dhtab/uMBZ+rtJYxgRNB4/Pj5OtfTja0ovjLb041tKLo8292NfQBZ9fYnZlHuZW5uPcmaW48/zpmFuZnxFnqYhoOJvVgsWTxmHxpHG487zgiZhjLb3YfqoD20914JdvHcKBhm7kOK2YXZGPWRV5mFOZh1kV+ZhZnsv91yitCSFQlsI9lEYrtX3TJhZlo8ftM+Q59JSGdxlcRp6I0gN7EBF6PT7UdfSjpqMfdR39qG3vR23E5YYuNwqzHaguzsaUklxMLc3BuTNLMbsiD5OLc1hcgGgUE0Jgamkuppbm4rNLJgAAvP4AjrX0Yn9DN/bXd+GNPY345VuHUd/Zj4lF2ZhSkoPq4hxMLs4O/cvBhHFZcNrYqSIaTRZNNG7PqFynLelKn0TpYDK3tEnYqE7QPD4/Ovu86Oz3oqPfi84+L9r7BtDU7UFzxL+mbjeauz3oHfCjKMeB8YUuVBVmoaowGwsmFOLSeRWoKszGxKIsFGZnZglgIjKe3WrBzPI8zCzPG9Kh6nJ7caixG8db+nCitRfbTnbgL9tqcaylF11uH4pyHKjId6GywIXyAhcq8l0oynGgMNuOcdnB/wuzHRiXbUeW3cqpPkRjDN/zNBpkO2yYU5k/Is81oyxvVA2UmJqg+QMSf9lWi4CUCEgJfwDwS4lAQMIfCF8nI64LJl39Xj/cXj/6B4KX+70BuCOu63b70NE/ALc3AJtFoDDbjvwsOwqzgp2esjwnyvKcmFaag9I8J0rzXCjLc6I0z8npAkSUtHyXHUsnF2Hp5OHFIbrdXjR2uVHfGfzX2OlGQ5cb+xu60N4bPInU2R/83+0NwGGzIM9pQ5bDimyHFVkOG7Lt4cvB/7MdNrjsVjisAnarBXabJVRGO/Rz6DqHVcBmscBmDe5FJESwWIQQGHL59G2h64UIXRaD14VNGJedsXtXERHR6DB3/MgkgiPF1AQtICVe3lkHixCwWASsQsBqCV+GwnUCLnuws1Ka54TLFuygZNmtcNmDl102C/JcdhRkBxOybAfPPhNR+shz2ZHnsmuq4ur2+tHeN4Aetw99A370DfjR7424PPi/D/1eP7q8El5/IPRPYsAfgC902esPYMAXvM0XkJAy+BksZbA8uJQR10X8HL4ckICEHFaQ4PuXzsFlCypT0VRERKTR/KoCjC9MbgNwSowrBQUATU3Q7FYLHr1phZkhEBGlLZfdisqCLCD5LWlGPSHEIwAuB9AkpZwXuu7HAD4FYADAEQA3SSk7Qrd9H8AtAPwAvi6lfN2UwImIDBC9GTmNjCsWjk/JQBBLDBIR0WjwGIBLoq57E8A8KeUCAAcBfB8AhBBzAVwF4IzQ79wnhOD8diIi0iVVs/SYoBERUcaTUr4HoC3qujeklOHa5x8BmBC6vAbAc1JKj5TyGIDDADidg4iI0gITNCIiGgtuBvBq6HIVgFMRt9WEriMiIjJdwmvQtmzZ0iKEOBH6sQRAizEhjbhMjh1g/GbL5PgzOXaA8ZspFbFPNvjxBgkh7gHgA/B0+CqFu0mF6yCEuB3A7aEfPUKI3cZHOKZk8nGfLtiGyWMbJo9tmDzV772EEzQpZWn4shBis5RyWaKPZaZMjh1g/GbL5PgzOXaA8Zspk2IXQqxFsHjIhVIO1qCsATAx4m4TANQp/b6U8kEAD4YeK2Ned7piGyaPbZg8tmHy2IapxSmOREQ0KgkhLgHwPQBXSCn7Im56CcBVQginEGIKgBkANpoRIxERUTRTy+wTEREZQQjxLIDzAJQIIWoA/BuCVRudAN4MVdr6SEr5JSnlHiHE8wD2Ijj18StSSr85kRMREQ1lVIL2oEGPY4ZMjh1g/GbL5PgzOXaA8Zsp7WKXUl6tcPXDMe5/L4B7dT5N2r3uDMQ2TB7bMHlsw+SxDVNInJ6ST0RERERERGbiGjQiIiIiIqI0wQSNiIiIiIgoTcRN0IQQjwghmiL3fhFC/FgIsV8IsVMI8WchRGHEbd8XQhwWQhwQQnwiVYFrpSd+IUS1EKJfCLE99O8B8yIfjFUp/h+GYt8uhHhDCDE+4ra0aX89sWdK20fc9m0hhBRClERclzZtH4pHc/zp1v4qx86/CyFqI2L8ZMRtad/2avGnW9uHYlI8doQQXwu18R4hxP9GXJ9W7W80IcQlodd2WAhxt9nxpBMhxEQhxDtCiH2h4+IboeuLhBBvCiEOhf4fF/E7iseLEGKpEGJX6LZfCiGU9qsbtYQQViHENiHEy6Gf2YY6CCEKhRB/FMH+3T4hxJlsQ32EEP8Ueh/vFkI8K4RwsQ1NIqWM+Q/AuQCWANgdcd3FAGyhy/8D4H9Cl+cC2IFg1awpAI4AsMZ7jlT+0xl/deT90uGfSvz5EZe/DuCBdGx/nbFnRNuHrp8I4HUAJwCUpGPbJxB/WrW/yrHz7wC+rXDfjGj7GPGnVdvHiP98AH8H4Az9XJau7W9wW1hDr2kqAEfotc41O650+QegEsCS0OU8AAdDx8T/Arg7dP3d0NBPQHCrgzMR3Ej8VQCXmv36RrgtvwngGQAvh35mG+prv8cB3Bq67ABQyDbU1X5VAI4ByAr9/DyAG9mG5vyLO4ImpXwPQFvUdW9IKX2hHz9CcJNPAFgD4DkppUdKeQzAYQAr4j1HKumMP+2oxN8V8WMOgHCll7Rqf52xpx2l+EN+BuC7GBp7WrU9oDv+tBIjdiWZ1PYZQSX+LwP4bymlJ3SfptD1adf+BlsB4LCU8qiUcgDAcwi+ZgIgpayXUm4NXe4GsA/Bjt4aBDvMCP3/6dBlxeNFCFGJ4Am8D2Wwh/dExO+MekKICQAuA/BQxNVsQ42EEPkInlh6GACklANSyg6wDfWyAcgSQtgAZAOoA9vQFEasQbsZwewYCH4on4q4rSZ0XTqLjB8ApoSmGPxDCHGOWUHFI4S4VwhxCsC1AP41dHVGtL9K7EAGtL0Q4goAtVLKHVE3ZUrbq8UPZED7A/iqCE6RfSRimkVGtH2IUvxAZrT9TADnCCE2hOJcHro+k9o/EaP99RlGCFENYDGADQDKpZT1QDCJA1AWuptae1aFLkdfP1b8HMETZ4GI69iG2k0F0Azg0dBn6UNCiBywDTWTUtYC+AmAkwDqAXRKKd8A29AUSSVoQoh7ENzk8+nwVQp3S9uz9Arx1wOYJKVcjNBUg9BZmbQjpbxHSjkRwdi/Gro6I9pfJfa0b3shRDaAezA0qRy8WeG6tGr7OPGnffsDuB/ANACLEIz3p6Hr077tQ9Tiz4S2B4JnVscBWAXgOwCeD60ryJT2T9Rof32GEELkAvgTgLuiZkoMu6vCdTLG9aOeEOJyAE1Syi1af0XhujHdhgh+Pi0BcH/os7QXwel4atiGUUInDdcgOF1xPIAcIcR1sX5F4box3YZGSjhBE0KsBXA5gGtDQ5hAMEueGHG3CQgOj6YdpfhDw7StoctbEJxPO9O8KDV5BsCVocsZ0/4hg7FnSNtPQ/CDa4cQ4jiC7btVCFGBzGh71fgzof2llI1SSr+UMgDgdzg9jS4T2l41/kxo+5AaAC/IoI0InukvQYa0fxJG++tLmhDCjmBy9rSU8oXQ1Y2hqU4I/R+eEqvWnjUYutxgLLXz2QCuCH0uPwfgAiHEU2Ab6lEDoEZKuSH08x8RTNjYhtpdBOCYlLJZSukF8AKAs8A2NEVCCZoQ4hIA3wNwhZSyL+KmlwBcJYRwCiGmAJiB4ELBtKIWvxCiVAhhDV2eimD8R82JUp0QYkbEj1cA2B+6nPbtrxZ7JrS9lHKXlLJMSlktpaxG8ENoiZSyARnQ9rHiz4T2D39BhHwGQLjCYNq3PaAefya0fchfAFwAAEKImQguwm9BhrR/EjYBmCGEmCKEcAC4CsHXTABCo6gPA9gnpfy/iJteArA2dHktgBcjrh92vISmTnULIVaFHvOGiN8Z1aSU35dSTgh9Ll8F4G0p5XVgG2oW+h4+JYSYFbrqQgB7wTbU4ySAVUKI7NBrvxDBNaVsQzPI+FVdnkVwCo4XwQ7dLQguBDwFYHvo3wMR978HwTPAB5AGVVv0xI/gaM4eBKvSbAXwqTSN/08Idu52AvgrgKp0bH89sWdK20fdfhyhKojp1vZ640+39lc5dp4EsCt07LwEoDKT2l4t/nRr+xjxOwA8FXr/bgVwQbq2fwra45MIVic8AuAes+NJp38AViM4fWknTn+nfhJAMYC3ABwK/V8U73gBsCx0fB0B8GsAwuzXZ0J7nofTVRzZhvrabhGAzaFj8S8ITslmG+prw/9A8MT57tB3lpNtaM4/EWpIIiIiIiIiMpkRVRyJiIiIiIjIAEzQiIiIiIiI0gQTNCIiIiIiojTBBI2IiIiIiChNMEEjIiIiIiJKE0zQiIiIiIiI0gQTNCIiIiIiojTBBI2IiIiIiChNMEEjIiIiIiJKE0zQiIiIiIiI0gQTNKIECCF6hBDFZsdBREQ0Evi9RzRyhJTS7BiIiIiIiIgIHEEjIiIiIiJKG0zQiGIQQliEEL8RQrQIITqFEB8JIexCCCmEKAndZ7YQYqMQolsI8bgQ4lUhxI2h2x4TQvxUCLEuND3kUSHEBCHE+6HHeyDiudYIIXaHHueAEOLTJr1sIiIao/i9R2Q+JmhEsV0MYAWAKQCKANwFIBB1n6cB/Dl0+1sALoq6/QsAbgk9xicA/AHAjQCmA7hCCHF26H6dAK4EUADguwCeEEIUGftyiIiIYuL3HpHJmKARxeYFkA9gFoCAlPIjKaU/fKMQohrBL5wfSym9UsonAByOeoxnpZQHpZTNANYBeE9KeTji5wUAIKV8V0p5QEoZkFK+COAIgIUpfn1ERESR+L1HZDImaEQxSCnfAvAggMcA1Ash/iPqLhUAGqWUvojraqLu0xRxuR9Ac9TPOQAghFgthFgvhGgTQnQAmI/g2UkiIqIRwe89IvMxQSOKQ0r5UynlPABnAbhBCPHxiJsbAJQLIWwR101I8KmeBPBbAOVSykIAuwCIBB+LiIgoIfzeIzIXEzSiGIQQy4QQS4UQVgDdAPyhfwAAKeVxBKd2fCu0iPo6BKd+JCIPQCsAvxDiagDzkgqeiIhIJ37vEZmPCRpRbAUAHkdwIfMuAM9LKd+Ous+1AD4HoA3AxwH8A4Angef6GoLTSloBnAPgwwRjJiIiShS/94hMxo2qiQwmhDgI4FYp5Xtmx0JERJRq/N4jMhZH0IiSJIQ4UwgxWQhhE0J8GcEpGxvNjouIiCgV+L1HlFq2+HchojgmAngewDgABwBcKaV0mxsSERFRyvB7jyiFOMWRiIiIiIgoTXCKIxERERERUZpIeIpjSUmJrK6uNjAUIiIaq7Zs2dIipSw1O45Y+L1HRERGifW9l3CCVl1djc2bNyceFRERUYgQ4oTZMcTD7z0iIjJKrO89TnEkIiIiIiJKE0zQiIiIiIiI0gTL7NOo0d47gM0n2nGwsRvHWnrR1juAHrcPAOC0W1Cc48D4wixMKcnB/AkFmFmWB4tFmBw1EREZoanbjfoONxZOLDQ7FCKipDBBo4zW1OXGSzvq8NcdddhT14U5lfmYW5mP6WW5KMl1ItcZPMTdXj9aejyo63DjlV31uPdv+yAlsLy6CKumFuHS+ZWoKswy+dUQkdGEEI8AuBxAk5RyXui6HwP4FIABAEcA3CSl7DAvSormD0hYBCCE9pNoh5t60NztYYI2SrT2eFCc6zQ7DCJTMEGjjHSwsRsPvHsEf9tdj9XTS3DLOVPxsZmlKMiya/r9QEDiUFMPNh5rxbpDLfjx6weweFIhPrt4Ai6ZX4F8l7bHIaK09xiAXwN4IuK6NwF8X0rpE0L8D4DvA/ieEU92qq0PE8Zl6UosaLiXd9ZhwrhsLJ08zuxQyCTvH27BRXPKkeNkV5XGHh71lFEau9z48esH8OquelyzchLe+tZ5CY18WSwCsyryMKsiD9efWY3OPi/+trsef9xagx+8vBfXrpyEW1ZPQVm+KwWvgohGipTyPSFEddR1b0T8+BGAzxn1fFtPtqMg286TPAbo7B8wOwRK0NHmHkgA00pzk3ocaUw4RBmHCRplhEBA4umNJ/G/r+3HJ+dV4u1vn4dyA5Ongmw7rl4xCVevmIR99V24/90j+NiP38WVS6tw53nTMZ7TH4lGq5sB/F7tRiHE7QBuB4BJkyaNVExEGW1XbSeA5BM0orGKCRqlvYZON771h+1o6HTjkRuXY3l1UUqfb05lPn559WIcb+nF/e8ewcU/ew9fPm8abj1nCpw2a0qfm4hGjhDiHgA+AE+r3UdK+SCABwFg2bJlPKFPREQpxzL7lNbeP9SCS3/xHqaW5OLlr52T8uQsUnVJDv7ncwvw3O2r8Na+Rlzy83V490DTiD0/EaWOEGItgsVDrpVSMvEiIhphe+u6cLCx2+ww0hJH0CgtSSnx2Prj+L83DuK/r1yAyxZUmhbLvKoC/PFLZ+GFbbX49h924PxZZfj3K87gwmWiDCWEuATBoiAfk1L2mR2PHv6ARI/Hp7kgEhFRujrUFEzOZpbnmRxJ+uEIGqUdj8+Pu/+0Cw+tO4bn7lhlanIWZrEIfG7pBLx217lo7R3AZb9chx2nWJWbKN0JIZ4F8CGAWUKIGiHELQhWdcwD8KYQYrsQ4gFTg9RhX30XR/KJiAwU3oopnXAIgNJKZ78Xtz2+GQDw4lfPRkma7YFSkuvEw2uX4cmPTuDahzbgqxdMxx3nTmVJbaI0JaW8WuHqh0c8kCQ0d3uw/kgL1iyqgtcfMDuctCXAz2Ei0m/7qQ40drmxZlGV6n36BnzIdoxc2sQRNEobTd1ufPG3H6K8wIWnbl2ZdslZmBACN5xZjRfuPAvPbz6Frz27Df0DfrPDIqJRKrLc/FhYLNfWy/L6FMTlofq9uL0WHX18D7X1DsDt1dY3i3eYeXx+vLm3Ef6A+h0DAWno8coEjdLCydY+fO7+D7G8ugi/+OIiOGzpf2jOLM/Dn+88G11uH77w2w9R39lvdkhElGZaejw40tyT8O8P+AIY8I2tTmqvx5fQ78kxkb5mNrfXn5JR4LqOfjR1uQ1/3EzV2e/VfN9XdtbjVFtGLcXVZN2hZmw7acxSlHDeFSsB++vOOuyt7zLk+QAmaJQG9jd04coH1uPTi6vwgzVnwGLJnGkqBVl2PLJ2GVZMKcIVv/4A2062mx0SEaWQ3jOku2o7sTu0J1Qi3jnQNLiQnswz4AvEPHuuh9vrx4vbaw15rEzz+p4GfHik1fDH3XS8DR8eNf5xM5WejylfIIDmNFt/ZZSRHoHt7NOeGMfDBI1Mta++C9f8bgO+9LFp+ObHZ2bkWi6b1YJ/uXwuvn3xTNzw8Ea8vb/R7JCIKAUCEnhpR92IPqfWKTqjSaJfA6lcg/bq7nrDTsB5vGN7HWHfQPwRUk5tHFls7uSojVj+dUcdDjclNoOCCRqZZn9DF659aAO+fsF03LJ6itnhJO2LyyfhF1cvwjee3Y4/bqkxOxwiMhg7janh9QcyYkSpR8fUy9oO46a8f3C4ZUwm6kQjJd706PBHv9ogQkBldD0gZcLVIZmgkSn2N3Th2t9twNcumI4bz8785CzsgtnlePyWFbj3lb144B9H2KEjGuvS9COgpceDPXWJT7000oBvdI0oeXx+bD7eZtjraunxoH0UFX3g1yJlqnCf7oPDLZrXUiZ6vDNBoxF3oKEb1/4uWKL+plGUnIUtmTQOf/jSmXhi/XH892v7maQRjTJqZ0szycHG7oSn3qQKPytJiRlVkl/cXouGThYdoaDogbOWHo9qMaNut9eQ9apM0GhEHWjoxjW/+whfOX90Jmdh08vy8Icvn4XXdjfgP/66lx0PolFkT13sSl3x3u5bT7bjaBKVHY2gtl7rVFsf1h1qHtFYEvl0rO/sx/4G4yqmGYkf98bpG/Djjb0Npjx3t9u4gg8jbUdNB3xpuGdi/4B/1I2YR3t7fxP2GVDNkQkajZjDTT249qGPcOf503HzKFhzFk9VYRaev+NMrDvUjH/+865RcdadiIB+HeuBlNY2nGrrG5HRKyml7tGHU+19hu5DFghI7Dg1tNS11sePVfRjb10XDjQYV92yb8CXcHn/ZPj8AXykofpgrLZYd6jZ0DVv6YQbsyfOp6HP0dQ9fJRQz1pLvd7Y24APjrSk7PFTJd4atGgDBhy3TNBoRNS09+H6hzfg5tVTRkVBEK3K8134/R1nYtvJDnz7DzvS8owWEekTb0S8pj24p9DBxm50u0e+0x92qKlH/+iDweeR+r1+HG/tHXKCat2hZk37NI3kvmZ/39eEv+8zpgKvniqUPR4fGhX27zrU2I039qj/7Y409+BEay+AYMJb2554gmbkFgJqXtvdgGMtvSl9DqPF+jv2Dfjg8Q0/+REISLy4vTZjRolOtg7d/8znD+CtfY0pjd9twpRVvbTMeop1l1i3vbi9VtPnHxM0Srnmbg+uf3gj1iyqwp3nTTc7nBFXkuvEc7evwqGmHnzjue08I0g0yh1u6sH6Iy3oiNoTZ8PR1sHkLdIHh1uGdZSMkGzlv16PT9eGt3qk27RvI+OJ91DhxDPWNNeGLveQkdroZGF3bSe2nzJmE97X9jRgvUGjGmqJnsfnN20j6cjvXKPeZ2/ubcQHh4e32V931g17zkwiB/9XP4gzeeqnVi/tqIs7ktjae7o6o95PDy1tyASNUqqz34sbHtmIM6cV43uXzDI7HNMUZjvw9G0r0dDlxpef2qp45o2IMouUUrVj39w9vLRyQ5cbJxQ6iC09HpxSSNz08Pj8SW2IreQfB5vx7oGmpB5jJLa2HPAFFKdqAcG2NWp0yOiUcpcBf6/WGCW8tb5uKWVCI729Hh82HW8b/Nnt9ePlnSO7T2A8Ukr8bVc93F4/3F4/tp1q1zyTJd5a02RGmbadbMe2k+2GJYw+f2DEtmJ4e38TujQmaR6fX1OZ+cNNPQlNMT7Q0I11h5oTPsHS4/HhUKPyVGlPjBMkAHAqzqh1+DPJFwgMnujSc8wwQaOU6Rvw4ebHNmF6WS5+uGZeRm5CbaR8lx1P3LwCPR4vbntiiymVqYgoeeGuwNv7m7D+SPz1Q3ptPt6me83qa7sbcERj4ZEXt9dq2ixYqYPv8fkVO7jN3R6sVxhR0CO6j6V14+m99V34UOXv8MHhlhEvyBLrq+7VXfWoSWI6YrT3Y7T5yzvr0Nmn3JHecaojqXXRHX0DaOhyoy5i7ZsR625SJdVTOPU62daHk2192Haq3ZA9ADceb8PrKlNim7rcqiM2ibaK1mNnV02n4khjtD11nTgUZ13uhqOtQ/6OL26vxf6GLrT1DuClHXWaPtOU4turoaCHYv4XcZ3SW77XE+zjtfUODJ7o0rPZPRM0SgmPz487ntyCfJcN//eFhbBaxnZyFpbjtOHRG1dASombH9uU0AcKEaWHHo8v4U1I1by4vRa1Hf1wJzHK/s7+Jpxqi31mXm36TnOc1/Pa7gZsONY27Prajv64v6vVrprgyFJLwVSNAAAgAElEQVSX2zvkTH1H34DiOqZ4Z8+V+pKJlFHX+i0WK5wBf2DI6OqOGm2jaIl+gyrN1pBS4nhr75AplHqm5LX3DuAfB0e20meiThd3MO4xw8mJlEBDpzvuqEhdRz9e212v+3mklDETIY/PP5jcxTrh++HRVmw+rj0xCD53/PvsrOmI+9qNTIsbutxo7fWovt8TGdHUOhJoFD0nMZigkeECAYlvPr8DHm8A9127FHYrD7NIWQ4rHlq7DC67hUkaUQaK7h+oJTt6OoVGLsnqcntR19GveQRKLy1V3radbMfeiCli9V3xO7JhkZ2YjUdPJ4O7ajuxs0b7uqt4G3FrXV8XnjoWkFJ1GpnaSFU8HTo2oE5kXdOWE+2qsUUfcuuPtCh2ft1e/5BRHr+Og3VXTedgMZPT65uM4fUH8OL22pSuZ6zv7B/2+J7QcRyQwIZjrXGriTZ2uQd/R48tJ9rxWoxCMbpm4UR9FLy0o27Y9MpAQOo6aXGspdewkzJafXikFQcb1Ufamrs9urYJSeQTUmm0PhVHIHvOZLj/fGUfjjT14HdrlyHLYTU7nLTktFnxwPVLke2w4aZHmaQRZbJ6HSXO1ToEPR79HfyjzT14T2Ukw+wZXSfb+nCo6XTHdfPxNsWtBZLtXL8TY42cUVsZhDtk3W4fXt/TgEBADkk+99V34d2Dp+OIl5gnctbeGwiupdI7VW/AH9C8vrG526N4okBrcqH0so+29KgWM3F7/apJp5bDIjwC2KSw3hMIJhytoS0dIk9WRC638Pj8gyO2SjYeaxuShKhNFRzwBQyZqhiptqN/sH0CAfX1rjXtfbpK4zd1uyGlREvv0HZr6HJjq8IUPH9AYsAXgM+f3Gs0KpGO1V+q6+hPbJsQjaHFWu8a72E6+7y6kmomaGSoh9Ydxau76/HoTctRkGU3O5y05rRZcf91S5DrtOHGRzeZsgcPEenX1jtgeGfMF6MDpqamvR/tKiMwkZ2IbrdXtTBCQ6fbkNeSaOfrpR11OJ5E+fWuFFWZjBS9n9Shpp4hyefBqCIDqRjQOT2tTtuDa/k+UevoSikVi9wkKzqBe31Pg+rawYaoio+xjlG1JjnZ1he3OmVTlwdHW+Ik8hGP//b+JsV9EI1Yf7f1ZLvq1OSXd9WrJrqn2vStaWzvPf2eiWy7yBMaQgTbfMuJdry8sw6v7q7HK7v0TdP0+gPwRiT3L+2IXUAmldsQdbm9w9ai7qnrjLmn5daTHYOjjOETQdHblry1r3FIZd5YxXbePah87KhhgkaGeWlHHX719mE8fvMKVBZkmR1ORnDarLjvuiXIdwVH0pikEaU/X0DtrH/iPXN/QGoq8hH5FOGLSqX7I729vwmv7KpX7OSqJXix6KkWFzly0ePxDRkBCk9FCk81HOlBv/0Nw4sDbDzWNuzvGJ1YRP6eUYl6ZJtGtlH4+nAbaZ1SpmVPtw+PtA4p8gEAb+5rxMHGHsPK7kdS+vv2hUYUjjQPfc7wqF3kn8LnD2DdoWbNBSrU7hWZXCciehRNacRU77H82u764Ab2oc+A6GRFSjnkvdob9V7SQ220LfLxw+0f77MlrLPfi/rO/sHYTrb24b2DzbqmQNZ29A87Hpu6jTmBtL++e1jV1PqO0ycBlOLsG/DhSHMPmrrdiiO9EhI9Hh8aOt0pmUzOBI0Msf5IC+55YRcevH4pZpbnmR1ORnHarLjv2qXIz7Ljxkc36pqqQESxCSEeEUI0CSF2R1xXJIR4UwhxKPT/uJGKxxujUxWv1LnaiMeWE/oKACSio2/oqGFTl1txrUesLUTqO/uHTA1MaCpSDOGOc3RnKlZM0VOO6jv7h4yGuL1+9Gqcgh49kub2+TXvGRWuwOf1B/DyzrrBznfk9UAwgVTT3O3Ba7sbYp7oa+pyDxnJiF4X6Paql0Xv8fiGrOuL7OBGUltrGDl6EN0uJ1p7447avbKrHm29A0lNuQSCpdlf3F6LN/c2Dk7pq+vox4aj2iqyGrX/XKTwa/L6Aqhp74s7WvX3fY3YHHrfR46WR75Ha1WnXsdP7HZrLF4TtvVE++Cxube+C9tOtav2ZQZibAkQ/owLBCR6Pb7Bz4jI11Xf6Y5bBCma0skztanIW06cfo91ub2qo7zhz2uJ0y1q5P53TNAoafsbuvClJ7fgv69cgJVTi80OJyM5bBbcd+0SFGY7cOMjTNKIDPQYgEuirrsbwFtSyhkA3gr9PCL0FIWI9ube+KMiqdIeVWiiRmWth9sbu4PS0W9MUqb0GRlOAOIVbYiktIYtsi+np7hDY9S0vA8OteDt/U26yvwfChVAiO5OnozTIZVSYsuJNnh8/mGJYuTIbLeG7xa1geC39jUO2a+qtVc5oXpVpWJh5HTUxq7UFJfQs69Y5AmPE619w6ZVJuMtDSOYSvq9/mEnXCLXma4/0oJXQ8lbvJHsyH0RBYC/7aoPnawwbryn2+1V3UcslnhJ7pHmHtVRYK8/oLhWTi+1BC2RbTDCo48BA+c3M0GjpDR0unHjI5tw10UzcdmCSrPDyWgOmwW/uWYJinKYpBEZRUr5HoDoYYc1AB4PXX4cwKdHNCgMX9cU7VhLr+LUHq1TjvQ60NAds6MV3ZeJnooU1hxjAT0Qe9TMFzCm0EK8tv1rxAiS1x9QPUOuV/RrC4+WNnS68f6hFk1FS7RMv1PaaiCSUjJ3qq0Pp9r6DFkf15fiPTzDBSkSse2UcsddT0VVtcQnehRGjtCk3HDnv9vtQ3O3J6H1bl1uH7z+AHqiRunVpmXHOzERHu081NgzZB+xpm73kHVneoXDCT//0Wbt61M9voDq9PMwt9ePE6298PkDijMW9mnYEy2alEOTYaMwQaOE9Q/4cdsTm3HJvArcvHqK2eGMCg6bBb++ZgmKcx1Y+8hGzdNjiEiXcillPQCE/i9L5sHa+7y6EwuvPwAppWqHwKgKhFrtb+hS3bBV6XNIbf3LnrquhNfSxupbSSkHE6B4VW9jTZUb8AWGneWOVZUtGeGcoLnHg9Zej+aNxIHYxU+UthoQQsTsVG892Y6tJ9s1rR8MJx4vbq9VrDpn5EjT4HNG/Ele39OgafNgPU629cU8LiMTuHf2R42qiuDU0Og1TIluY2F0gSEtwomYUMlUo4+3eJVGh/19RPhxfIrruV7brb5dQCx6pgx+dLR1cPSrXeVE0OGmYFXRoyonOaJHnxMVkDLpoidM0CghUkp8+487MC7Hgf932RyzwxlVwklaaa6TSRqRyYQQtwshNgshNje1KI+0qK1RirenkNcvE+4Q9A344u7j5Y1zNjmWyHVbb+9vQoeOaomJTvOJNSLRETHFMnrES+m3Xo/YP0pAwOsPwOPzq06/i9Tl9sYdpUqEnuIqemndpiE6SdwRZ185j88/bPQp1ZUzI48ftUNJ775z++q78P5h9cInkS9RaYRq+6kO3cfEB6HnC7+E/gF/SvdsS0aqN2yOtQ40FaJHx6Jb3cipiEp/07qO/qRPMjBBo4T88q3D2FffhV9dvRg2bkRtOLvVgl9dsxjl+S7c8MjGEd/tnmiUaxRCVAJA6H/VzbSklA9KKZdJKZdl5RYo3ifcYY2e4havE5BMae71h1vjdvaUFtJHF3BQG3XZUze0c+GPkey19w4MKUiQii7oBxEV/qJH76J/7hvwDUmGjrb04G+76rG/Xlsy/OGRVk0bYqsVYTCyUIBW8QrM6BF5HKcinxi6xk99LzRAecqihMS7B5uGj3SlkFJ59HhTHKOLrbyxtyFuqXmjRRc+ETg9WmjE39bIRCeSntHmWPoG/OjoGxh8reH/Ex39NFK8z2/2rEm3V3bW49H1x/DwWu51lkp2qwW/vHoxKgtcWMs1aURGegnA2tDltQBeNOJBY52hVxoJT7SQAAD4Vb7c462FiB5BOtGqPCqgp9+16XjbkCRJRvS3tXTg4p1d73Z7hzx+dFKpNp0pmtEnunapJHG7a4PJrd7Oa7wR0XT29v7GhMu+653+tu7Q0PfZhmNDkxC1KpSxhKdt6hnpSfT1jqRUTEdVEj5JFVnlMxa1t8be+i5sOq5eqVSv3gEf/nGwefBkmHuER/JiiVcohQka6bKrphN3/2kn7rtmCaaU5Jgdzqhnt1rwi6sWozTXiVse26RrF3oiAoQQzwL4EMAsIUSNEOIWAP8N4ONCiEMAPh76OaXeHqGz/UadedZajERpPU3kyMJODeW6443+RLdddOKjZ/NXPT462jqkgl40tdHHRKextSaQWIwEtbL5kbrdPhzRUdAhsiMfkHKww66lfHq8qaLheBM5LhJdK6UmEJDwxKlsOpJaejyDY0c17X2Gjrzq0dTtxj9U3ltqBYj0iB55ja6eq7QHYqISebf3evxxtxlhgkaaNXW5cdsTm/HdS2fjrOklZoczZoSnOzrtVtzx1JYRn8tNlMmklFdLKSullHYp5QQp5cNSylYp5YVSyhmh/407ZTtCRmItixHTl9QKcLRqHPVKVfKlRWOXO7E2SHD2VHQRinTxQYyRYeB0kp5MhdHwOk4jyqdLBMvtG1XwIZmRsr/urEtZEZpERK+L0rrHXyoks+VIolIxsTGRj4j9DV1xZ0UxQSNN3F4/bntyCy4+oxzXr5psdjhjjtNmxW+vWwqP14+vPbPNlDUORJQ+9OzPNdK0dFiUpmIq7fNm5BoXozfGVrL5eFtK1m2ZRWsinU42H29TLbefiFibgwPBUetMmt2SyD5fNPKYoFFcUkp89487keu04l8un2t2OGNWlsOKh29cjuYeD771/I6MmP9ORNrxHZ35ajv6E1oDla7MGOXIRPGSuHSSqsIemSAVrzxV++ExQaO47nv3CHbVduK+a5bCzoqNpsp12vDYTStwpLkH339hJwJM0ohGjXRaq6KHmdMQKbVSUZxqpDZ4HkljOekZ61I1esreNsX02u4GPPjeUTy0dhkKslmxMR0UZNnx5C0rse1kB37w8t603VeFiPRJp7Uq0fRMi+In0uiRyZUliaIZUYAkWqoqbDNBI1V76jrxnT/swK+uXoxppblmh0MRinIceOrWlXhrfyN+9vdDZodDRESkyWicnj/6XhGZjQkaKWru9uC2xzfjWxfPxLkzS80OhxSU57vw9C2r8NzGk3ho3VGzwyEiAgCsO6Remp5oNOJMFjIaEzQaxu31444nN+O82WVYe1a12eFQDJOKs/HUrSvxm3cO4/ebTpodDhEREREliQkaDSGlxD//eRccNgv+44ozIEQqdo0gI80sz8NjN63Ava/swys7680Oh4iIiIiSwASNhvjte0ex5UQ77r+WFRszycKJhXjwhmW4+0878e6BJrPDISIiIqIEsQdOg97c24j73jmMh9cuw7gch9nhkE6rphbjF1cvwtee2YZNxzNnTxYiIiIiOo0JGgEA9jd04ZvPb8cvrl6M6WV5ZodDCbpgdjn+8zPzcOvjm7G7ttPscIiIiIhIJyZohJYeD259fDO+ceEMnD+rzOxwKElrFlXhu5fMwtpHNuJwU4/Z4RARERGRDkzQxrhgxcYtWD29BLesnmJ2OGSQa1dOxm3nTsV1D23AqbY+s8MhIiIiIo2YoI1hUkrc/aedcFgt+MGaeazYOMp86WPT8NklVbj+4Q1o6nabHQ4RERERacAEbQz7zTuHsaOmE/dftwQOGw+F0eg7n5iF1TNKcMPDG9HZ5zU7HCIiIiKKg73yMeqVnfV46P1jeHjtMhRms2LjaCWEwA+umIdZFXm48bGN6PX4zA6JiIiIiGJggjYG7TjVgbv/tBP3XbMEU0tzzQ6HUsxiEfjJ5xeiOMeB25/cDLfXb3ZIRERERKSCCdoYU9/Zj9ue2Ix/vmwOzppeYnY4NELsVgt+fc0SBALA15/dBp8/YHZIRERERKSACdoY0tnvxY2PbMIVC8fj6hWTzA6HRpjLbsXv1i5DY7cH3/3jTgQC0uyQiIiIiCgKE7QxwuPz4/YnNmNGeS7++ZNzzA6HTJLrtOHxm5Zjb30XvvunnfAzSaMxTAjxT0KIPUKI3UKIZ4UQLrNjIiIiYoI2BgQCEt98fgcsQuCnX1gIi4Xl9MeywmwHnrltFfbWdeFbz2/ndEcak4QQVQC+DmCZlHIeACuAq8yNioiIiAnaqCelxA9f2YsjTT347Q1L4bRZzQ6J0kBRjgPP3LYSR1t6cdfvt8PLJI3GJhuALCGEDUA2gDqT4yEiImKCNto9+N5RvLGnEY/dtAL5LrvZ4VAaKcx24KlbV6K2ox9ffWYrPD5Wd6SxQ0pZC+AnAE4CqAfQKaV8I/p+QojbhRCbhRCbu7u7RjpMIiIag5igjWJ/2VaL+/9xBI/fvBwVBVxaQcPlu+x44uYV6Or34aZHN6Hbzc2saWwQQowDsAbAFADjAeQIIa6Lvp+U8kEp5TIp5bK8vPyRDpOIiMYgJmij1Nv7G/Evf9mNh25YhulleWaHQ2ksz2XHozctR77Ljqt/9xFaejxmh0Q0Ei4CcExK2Syl9AJ4AcBZJsdERETEBG00ev9QC77x7Hb86prFWFZdZHY4lAFcdit+c+0SzK8qwOfuX49TbX1mh0SUaicBrBJCZAshBIALAewzOSYiIiImaKPNhqOt+PJTW/DTLyzEebPKzA6HMojVIvBfn5mPTy0cj8/c9wG2nGg3OySilJFSbgDwRwBbAexC8PvwQVODIiIiAhO0UWXbyXbc9sRm/OjK+bj4jAqzw6EMJITAty6ehe9dMhtrH9mIl3awqB2NXlLKf5NSzpZSzpNSXi+l5PxeIiIync3sAMgYm4+34ebHNuHfPnUGLl8w3uxwKMN9ftlETCzKxpef2oKjzT34xoUzEJwFRkRERESpxBG0UWD94Rbc9Ngm/PDT83Dl0glmh0OjxKqpxfjznWfjpR11+PJTW1nhkWgE8YRI5irOcZodAhFlOCZoGe6dA02448kt+N8rF2DNoiqzw6FRprokBy9+5WxISKz59Qc42NhtdkhEYxoTNyIa7cYXZpkdgumYoGWwV3fV4+vPbMMvrl6ES+dXmh0OjVJ5LjseuG4pvrh8Iq68bz1e3F5rdkhEo16+S3kFgpRyhCMhvZhDZ66S3KGjn1l2q0mRjG12K9MTtkCGevSDY/jen3bit9cvxQWzy80Oh0Y5IQTu+Ng0PHjDMvzw5X34zh92oMfjMzssolFr5ZRifCKq2JMQIq2nz82vKjA7BBRmO4ZdN7EoW/G+pbnp25ZmmlqSa3YIplk6edyQn3k6ZGzLUzlRNhKYoGWYQEDiv/62Dw/84wh+f8eZOGt6idkh0Rhy5rRivH7XOWjrHcBlv1yHbSdZip8oFbIcVriizt5PLsrGokmFJkUUX3j6ZXVxjmkxhDtUlohhLKvKkFZJXvIJWvTfKPq5tRip0YKinOHJq5KKAteQn6NHldI9sbVajBvCNHswNPokzWhz/mx920Hlu+yYpHLCRa+FE+J/lhYZcEIs0fc3E7QM4vb6cdfvt+Od/U144c6zMacy3+yQaAwqznXiobXLcOs5U3H9wxvx878fxIAv8P/bO/PoNq7r/n/vDPaNALEQBCjuFEWRErVZlmRrsejasiNLiY/TOo1dt1l80qap2yZpk19Oz6/9NTk9PV2zNa0bJ47bNDmtGzeuUydOYiexE8upNymSZcWyrN3UvpCiuOL9/pgZaADMAAMS5IDg/ZyDA2AGy313BoN7312e3WIxTNWRCHpKv6gM+hfN3Dlb1x6tgCTF8bvtm3XWDOpiPlJDSDkuixuCWN9hrI+NXXFL32fk9ET8Tkvv1bi5Z26yYMwctJWL8qNG1+JG9X4XuhpyI2rlnEPdyWAZEhanxaLjX8ksYPc0UxybIpVxIirpbFYTa1rrAeSmkBpNduTTmw5hcUNlzqnWWOnzacWiMAbU32fI44TbUb7bNN3fNzto84RTl0fxaw/uwpmhMTz6oQ1IcwElYyNEhHvXteC/PrwBPzpwBnd8/jm8euyi3WIxTFXREHLrHnuwyaLRn09XIpg1EkohEWFDR8w0rU9vYOTPROuNweUWZpf1EBECJo5Zf1MYq5ojhvuM2NgVL5hZ74hbT7trjfrRmbj2+mLOmpkxH/FZc7Iq0cxgrmrWzAxbqQxLUCKCVIbTQBWMQVn9JEcFnRqzWtBS1HmNz59at92sRs/TYW9OY7tbe5M50UKzY2hHTaDZdc0qLt01t5zrBTto84CXjlzA9s8/h5WLwnjk/WtRZ/GPg2Fmm85EEP/52xvwq9ctwj1ffgGffuI1jIxzbRpT+yxvCufUO61qjuSksmzoiCGqSwVb3RKB16UYF3rnQY9R/RSgGDOakWA0g6ufeSYC4kE3mmZoCJbTjKS/KYyBJQkUs4vLiQQYRXrCBv97vamQoSHcvyhsaiDnU67xlW9gxQIu9E2z9i5kUcZirGuPmkbG8sdWzHHxuWYn6hkLKLL1petmXNtm1ZG9oSu39GOm0awlyWvZSppT4XZYdxTyj0O8jNTaaoifXd9mHDG1w1kKeq79Zor9dm/rs9Y4b667n1tNMwbYQatqhBD45s+P4r6v/Bwfv7Ubf7qjlzvbMFWHLBHef2MbnnxgIw6cGsLA3/wY3371BHebY2oaiQCnfM18igfd2LzYWoSs2yCSsXNF2tL7nbJU1KhwlfiP0DsuS5KhnMjWdH6yO1ek0Rrzw+92IBpw40aDumizaF4xSo0DACI+17Sjkhp+twPbl6dytrXHAqbLGbRG/XjHssaso+x2yJaN6PxaLo9q5MtEpkZwKfxuh2l0sr1I1DE/hdPj1Ok77zyI+t3Tbk6jfVRDyAOfe2YGfWciUDK9sj0WQMjjRESd7KjzOrNOYj5NEcXZ9hdxTokI7fHcqNDWJQkM9CSwVFdmUspZWaFLT55Omtx0MKuFLHdiIFnnwS1LkwXOhVGKYKm0Qb2za8TWMmrSijlorlnSccBtrrtynHagdG0aW/tVypWxSXz033fj73/wBr72vrX41TWL7BaJYYqyqN6HR963Fv/3jl789VMH8O5/fB57T1yyWyyGqThLkiE01lmIUBVxeCo1c3tjZwwbdHVUWm2HmYOh3+51yabOk170Hf0pw9cYETVoIGE1etYU8WWNV49TxnWt9dnOkGbOo5V0u1JGY/5HxILGBv3tyxoRD7rhkCVc3xbF2rb6kt8NKKmFXqeMGzpjWacAAFY2h7FzRRqSRAWNOcrB73ZYqpnTH3uHbnJBH5UwQpYIPY1B9TOUbRs6rDUo045bwO3IifSW20hFk0OrH8xHc361tGLNCVnfETU8d5rrfWhTI3p+tyMrj0uWcn7bBMWQvmN5ClsWK85D0OPMMa7bY4GS57gmt1FkNx32Yr3O8VzcECyoCyyFUcRIf67p0SKp5ayp6HXJOQ4poMiZ32hDH6WdTgdE7Vy0Mllk9JJU2FvU4bZKflQ85HUiFfbm/G40tHPHKMqfj1OXT1xK+/ZV8jKm7Dt5CR/5t1fQGvPjfx7YWFZIlGHshIiwrS+JLd1xPPTcW7j7wV0Y6EngD25ebKkgl2HmA1rjg854AC5ZwomLV0u+ZyapSqKIp6c5RB3xACSi7P9FPOiGRIRMGWExAcWoGhqdREg1lDZ0xEBE2L48hadfP42R8Ukkgh6cHhot+Xm9qbrs9+fbgpu64vjJG2dytq1uieRE3rV0wpHxKVPD3AqhEg4IEWHnijRGxifhdcqmhqveKI/o/pdLORutUX+2qZciy1XU+12WmiJo9DeFsfu4eZ2vkZ2QDHmwx+C1N3TGEPI4ccvSZDbtVl8rZuWMKZWm53XKWN8RxeTUtU9Lh72oX5rEU68NWvgGxVkan7rWgCq/ns3jlCEE0JnwozMRxPhkJhs56Yj7ceTcFdNIrEOSDHUmSYS1bfXZ9T61QytJVFBekgp7cXl0Asua6nB1PJA3LoGQ14nLVydy3tMW8xccR4csIaNTek9jCKMTU4ZyGxFwO7LjJiIIIRD2udCbqkM67MXzh84VvOf6tijODo/hzTPDOdtXNUfwskl3ZqPJl9aYH/UBF555/XTO9juWpyBJhKHRCTydt0+PU5bQmwrNOKooEeHW3mRB5KynMYT9b18u+/Nao34EdRG6m7oV53yXgS5v7mnIHvuNXXE8+8YZRHwuXBgZL3htvS6aW+p3xhG0KiKTEXj4p2/h1/5pF379+mY8dN8ads6YeYnHKePDN3Xi6Y9tRsTnwu2fexaf/NYenLRgyDJMNaOPVCRCHqxqjkAiglOW4Hc7shEs4JpjtaU7AYfOUNT+mG9ZWthC22jW2cpMd1+6DktTuTPc0/n/0FLD4kE3dq5IZw1xWaKsEWXW+TCfzkQg25gi4nPlpMmZpSAZjbUvXVcyZcmsfk/jutbS0S6fy5Hz/VZrl5rrfRVp/lCs62fAJBphVFemHTPN+QKQkz6r6VK/f01rBG3qJJqVSICekNdZkN51S28SQY8TEb8Lv7L0WoMb7bv1xqkWLXIYdCu5oTMGlyyBiArG6pIlbOtLojMRzPnsfLRDaha1NoqKaBg5JRp+twOrW9RuhK7c8UtFmubo50y2dCfQmwqZHl8rGH2PEAIuh5QzkaBBUCK2+omF9R1RtMX8Oa8vVpeov04ZTYBoH10qOgsotexm1zij360mt16PTlkyPP7ZCau842iWFSBLymSNLBESBpNC2jVwoKchK4fXJUMiQizgrqjNzg5alXD8wgjueegFPLLrCL7+gevxgY3tZYWfGaYaSQQ9+NMdvfj+H25GJgMM/M2P8ceP7sGhvFk7hpkv5K+pJUmEO/pT2RQnvaEe9ChpMVpak/aHrv9jzzdK86MEm7rilhtezBQhBHpTdYZ1ZABwfXu9pZbR8aC7wGjzOGXcqGveUMwotoqzjFn36XRbzF+02AxJopz6Miv1c0ZRNzPHd0kyVFC/BgDbl6cKonBaF0+9M+J1yiUdWI9TzjpobuVRVR0AABQmSURBVIdsGhU0clpv6k5gsdqK36hWrVQDkuao8pn6cyIZ8qA15kcs4MZtyxqxoz9VmM5a5BQys5/W59WwbelOoL8pbNiApCMemJbj7Xc5croZXlckFbbOq6RLBtwOwy6bRIStSxJIqs6CUZ1qMVvRqM4pp94QiuOaCHpyOrfeUGSN3cY6L7Yuyb0OdCeDaI36i6Z6buyKl92xlEiJOuojbF6XjE1d8aJNifJpjwdy0kaNdFasE63GsnQdBnoaEHA7csZ6R3/KtPnTdOEUR5sRQuA/XjqOP3/iNbx79SJ85TevKyvtgWHmA+mwF39513L87tZO/POzh7D9889hS3ccH9jYjpWLwjwZwdQkskQ5M8Auh4RbliaLGjFdDQGcG76WGmM0Aw4oM9ieEkXp2qz+zhVpZDICY7r1Co0Mfk1Gs6iB2yHDStPDOq+z5AK0+ohLc70PR8+PlP5gKClLTllCOuwtmDFfkgyhMWwehdKcFqM0pUox0NMAv0vGL0rU35bjdOsNv+Z6HzJC4PiFq5Zr+6xeX4MeZ1ZHd/Snsml+elaYrMXXHg+gPR7Ay0cv4NyVIrKo9+mwB8cvFGZU3NbXiEtXJ4qmUDbWeTF4eRSdFpZeIKKcKE5+VEQ7DpXoadWVCCLsc6KxzpOj85DHaZiymF9nlgx5MHi5MHU46HGiQd2nd7TXd0Tx/JvXzuUNHTHIEuFZg9ThTAbICIHdxy9m11M0Oi20CahokUiQ0fv0zT+2dCdyxr+8KYw9xy8i4HYg5HFYOve17AO/24HGOi8yAjiiO7EifpelVFyNoMcBv9uB8akp7DtpnPK4rTdZ0ulzyBIC8rUI9MRV8zVgt3Qn8KMD5umdXINWxRw+ewV/8u29eOvsFTx47xrLaSMMM19ZVO/D/9vZh98b6MLDPz2MD3ztRTTWefAb61uwoz9dkCbCMPMVs7qxUud4U8RnKbVOq4koRn9TOFvYL0lUdb8vWSJMZURZ3YmTdR7TmrJKLoqcj1nDhXyMZuCNDNreVPFudhqbF8dzHLGQ14nh0epYymRVcySnRqwcehpDhg6ayyGVrG+z2pxFo97vKkhvtOKzlts1Oz/F2KxJhnZl0CKHGhG/y9LvWpv00VJitcijmd6068mVMeW8Kbbcgtcl41eWNsxo0jTfAWuL+bPRWQCW60n1x2wmXaGtNmQqt/PjDR0xwxrf/iZlmY8677UJjx39KTy++2RZn88Omg2MT2bw4E/exJd+9CbuWd+Cf7p39aytQcIw1Ugs4MbHbu3GRwY68eQvBvEvu47gM9/Zj7tWL8J71zWXtSgtw8wpFQ72TtcOsmJAyRJBloydMrti1vp6pC3dCWSEgEuWSjbyAIBtfUnLrawrvUaTVmtklZuWJPDWmStIhNyGWTFmxy/qd+PclTFc11oPv9tatEFPpRc38RVx6qezfMJ84aYlCQRmaJd1NwQNo3w9jaGCmqhy0KfrblmcmPHyBfnMF3tU841WNUdMM8/ynWzZoM5xuh11zRy6Yg3R9L5xqbrD+XEUaogfHTiNT39nP4IeBx797Q3Zzk4MsxBxO2S8c2Ua71yZxr6Tl/Cvu47ijs8/hyXJIN61Mo3ty1OmKV4MYwd2LM46G8zUkL++LVpWDYiG3vjTR5vyowlGFHPO8mfYwz4XtvUlcWBwqHwhK0DI48ymkpXDjV3W2teXJ0uuqWf1sN3am6zJtVfXd0SzzXDMsDJhUAoiyka3tKiV1jyk3AXSzcjvLAko0V6jhjPlRoiWpeswNDpR+oU2YzZRcGtvssBxa436bGm+R0S4sTMGn8uBiE9Jz8yvh8yHHbQ54sDgED7zP/ux/+3L+Pgt3bhrdZOl9VsYZqHQm6rDX9y5DJ96Rw+e2jeIx145gU9/Zz82dsXxrpVpDPQkuD6TqShEFAbwZQB9UHyW9wkhnjd7fdjnnLUFUKuBUqllemaybtdc4XbIOY0PNIqleOVT73dZcsor0fTECkIAbXHzZgzOvO23L2vMaWzTEQ9YXidKf72t97tMF8TWE/Y6cazI/rkqNy7WqMXIeSFC5cOPOhwlFpivJGbR3vxF7lNhLy6OmDtgyTpPwe98xaJw0c6W1YRZ5Hqumi7lo+ltozoJUyoLgh20WebY+RF84emDeGLPSbx/Yzu+9N5V8Fdo5oRhapGA24E7VzXhzlVNOHV5FI+/ehJfeOYgPv7obtzUncAtvQ24aUmiIjOczILnswC+K4S4i4hcAGo3Z6sE69ujhm2la5HlTWHLHdesLAANKI2QQnNg+MkSIeRxFiykCwBblyQKHLf8CJjR+6xARJZSGtvjgZx6o3KoRKMODZdj7hyi2aCSujCjzussu/dBS3Ru1jO1tlD1HChpFrBa38eewixx9NwIvvjMQTy++yTuXJXGDz66OWd1eoZhStMQ8uCDm9rxwU3teOvsFXxv3yAe/tlhfPzRPVjfHsWtvcqi2NNpoc0sbIgoBGATgN8EACHEOIDClUWZmsPlkOByVDbNiYgsTRrNJIK0sSuOcBEn0MqaU3OBFQN0LhyQcljcEMTVceuLQzOzR2+qDo15kTujZR9SdV6MjNXuMWMHrcK8cvQCHv7ZYTy171TWMavEApYMs9Bpi/nxoc0d+NDmDpy6PIqnXjuFJ/e+jT/7731oinixsSuOjV0xrGuPcpSasUI7gDMAvkpE/QBeAvCAEKJIk3DrcDru3BELuAsMumqlNeqfdhMGO2pnKg0Rqcs1VFeqsNEaZHaS749UmT87qxhFt3saQ0jndVJtjfmLNuSY77AVUwFGJ6bw3b2D+OrPDuPouSt4z9pmPP0xjpgxzGzREPLg3nUtuHddC0YnpvC/h8/j2TfO4q++dwCHzlxB/6I6rG6px5qWCFa3RLjRCGOEA8AqAB8RQrxARJ8F8AkAf6J/ERHdD+B+AGhubrb0wTv6U7y23xxSbFHdasMhSws+4r+tL5l9bLUr50Kj2iKMduNySKZrN9Yq7KBNk6mMwAuHzuGxV07gyb2DaI35cO+6FuxckeaZU4aZQzxOWY2exfF/bu/B6aFR7Dp0Hi8dPo+/+8Ev8frgENpifqxpiWB5Uxh96RAWNwT5d8ocB3BcCPGC+vxRKA5aDkKIBwE8CABr1qyxZDaxc8YwpbllaXLOmobMd+r9rqKNT5jagx20MhgancBPD57F06+fxjMHzsAlS9i5IoXHfmcDuqosPM4wC5VE0IMd/Sns6E8BAIbHJvHq0Yt48ch5PP36KXzuh2/g7PAYOhMB9KXrsLQxhK6GADoTASRDHjauFwhCiEEiOkZE3UKIAwAGALxmt1wMs1CotoXTq5k6rxO3LWu0WwxmDmEHrQgXR8bx0pELePHIBbx4+Dx2H7uExckAtnYn8OC9q9HfFOZW+QxT5QTcDtzYFctZX+js8Bj2nbyMvScu4eWjF/DvLx7DobNX4JIldCQC6IwrDltnIoCWqA/psJfr2mqTjwD4utrB8RCA35prAarhH8TtkOakAyHDMAxjDbY4AFy6OoGj50Zw5PwVHBgcwv63h/D64GW8fWkUS5JBrGmJ4N71rfjir9cvmDbEDFPLxAJubF4cx+bF11poT2UEjp0fwcHTwzh4ZhgHTw/je/sGcfzCCM4Oj6Pe70JTxKvefGiKeJEMeRANuBEPuBELuqZd/M/YgxDiVQBr7JRhfUcU45MZO0XAtj6emWcYhqkmas6aEEJgdCKDodEJXB6dxPDYpPL46iTODI3izPAYzgwpt9NDYzhx8Soujkygsc6D5nofFjcEsXVJAr9zUwe6G4I8a84wCwRZomxXqJvRkLPv6vgUTlwcwbELV3H8wlUcvzCCF946j8FLozg7PIZzw+MYHpuE1ykjGnAh5HEi4HYg4HHA73Yoj90yAm4nvC4JLlmCyyHDKRNcDgluhwSXQ4JT1vYpj/XbHTLBKan3sgSHRJAl4pTMeU7YN/cNbFyyhEQZi1IzzGzTmQgg6OYobj58dV+42Op9TExlcP8jL0IAyAjFuRICyAiBjPo457n6ukxGYGIqg7HJDMYnlfuxySmMT2YwPpWBEIBDIgQ9DgQ9TgQ9DoQ8TsSCykx3WyyAtW1RJIJKa95F9T5uGMAwjClel4zORBCdCfNa06vjUzh3ZQxnh8cxPDqJ4bEJDI9NYXh0AlfGpzA0Ookzw6MYnVCuW+OTGUxMKdesMe2xun18KoOJydx9k1MCk5nCHhVOncOmOXIOSYJTJjh027XnTpkgS9eKzUWRdmH6XfpFQfXb79/Uji3dCYuaZKoBrmVhqo3e1PQW0GaYWsVWB00iwjuWpyCR8phI6X6lPZfU56S+VpK0/ZSdZdZmmLV7lyzB73bA7ZB4ZplhmDnD65LR5PKhKeKbte8QQnHSJqcEJjKq06Y6eYoDl8HEVOH+iYx6P6Xsn8oI0+5p+ddNytmn36486YgXrlnDMAzDTB+3Q0JTxMddLhcwtjposkS4a3WTnSIwDMPMG4hIjZgBXnDUn2EYphaRJMLqlojdYjA2wosqMAzDMAzDMAzDVAnsoDEMwzAMwzAMw1QJ7KAxDMMwDMMwDMNUCVSsg1fRNxKdAXCksuLMGTEAZ+0WYhao1XEBtTs2Htf8o1bHZve4WoQQ8dIvsw8iGgJwwG455jl2n2e1AOtw5rAOZw7rcOaY/u9N20GbzxDRi0IIWxcnnQ1qdVxA7Y6NxzX/qNWx1eq4KgnraOawDmcO63DmsA5nDutwduEUR4ZhGIZhGIZhmCqBHTSGYRiGYRiGYZgqYaE6aA/aLcAsUavjAmp3bDyu+Uetjq1Wx1VJWEczh3U4c1iHM4d1OHNYh7PIgqxBYxiGYRiGYRiGqUYWagSNYRiGYRiGYRim6lhQDhoRhYnoUSJ6nYj2E9F6u2WqBETUTUSv6m6Xiej37ZarEhDRHxDRPiLaS0TfICKP3TJVAiJ6QB3Tvvl+rIjoK0R0moj26rbVE9H3iegN9T5ip4zTwWRc71aPWYaI5m33KpOx/ZV6bdxDRI8RUdhOGasJItpGRAeI6CARfcJueaoJIlpERM+o/6n7iOgBdbvpNYCIPqnq8gAR3arbvpqIfqHu+xwRkR1jsgsikonoFSJ6Qn3OOiwDIxuPdVgeRjYX69AeFpSDBuCzAL4rhFgCoB/AfpvlqQhCiANCiBVCiBUAVgMYAfCYzWLNGCJKA/g9AGuEEH0AZAB32yvVzCGiPgAfBLAWynm4nYi67JVqRjwMYFvetk8A+KEQogvAD9Xn842HUTiuvQDuBPCTOZemsjyMwrF9H0CfEGI5gF8C+ORcC1WNEJEM4IsAbgOwFMB7iGipvVJVFZMAPiqE6AGwDsCHVf0YXgPUfXcD6IVyDv6DqmMA+BKA+wF0qbf8c7TWeQC5dgnrsDyMbDzWoUWK2FysQxtYMA4aEYUAbALwEAAIIcaFEBftlWpWGADwphBivi4ino8DgJeIHAB8AE7aLE8l6AGwSwgxIoSYBPBjAO+yWaZpI4T4CYDzeZt3Avia+vhrAN45p0JVAKNxCSH2CyHm/ULFJmN7Sj0fAWAXgKY5F6w6WQvgoBDikBBiHMA3oZzfDAAhxNtCiJfVx0NQjOI0zK8BOwF8UwgxJoR4C8BBAGuJqBFASAjxvFCK4x/BPLxuTBciagLwDgBf1m1mHVqkiI3HOiwPI5uLdWgDC8ZBA9AO4AyAr6opBF8mIr/dQs0CdwP4ht1CVAIhxAkAfw3gKIC3AVwSQjxlr1QVYS+ATUQUJSIfgNsBLLJZpkrTIIR4G1AMOAAJm+VhyuN9AJ60W4gqIQ3gmO75cXUbkwcRtQJYCeAFmF8DzPSZVh/nb18o/D2APwKQ0W1jHVrHzMZjHVqkiM3FOrSBheSgOQCsAvAlIcRKAFcwP9OuTCEiF4AdAP7DblkqgZrnvBNAG4AUAD8R3WOvVDNHCLEfwF9CSSn7LoDdUNKEGMZ2iOhTUM7Hr9stS5VgVDvB7Y/zIKIAgP8E8PtCiMvFXmqwTRTZXvMQ0XYAp4UQL1l9i8G2Ba1DlG/jsQ7zmIbNxTqcRRaSg3YcwHEhxAvq80eh/JhridsAvCyEOGW3IBXiZgBvCSHOCCEmAHwLwAabZaoIQoiHhBCrhBCboKSavWG3TBXmlJrmAPX+tM3yMBYgovsAbAfwXsFrsGgcR26Euwm1kWpdMYjICcU5+7oQ4lvqZrNrgJk+jyM3rXYh6fkGADuI6DCUFNqtRPSvYB2Wg5mNxzq0jpnNxTq0gQXjoAkhBgEcI6JuddMAgNdsFGk2eA9qJL1R5SiAdUTkUzsADaBGGrsQUUK9b4bSdKKWjhsAPA7gPvXxfQC+baMsjAWIaBuAPwawQwgxYrc8VcT/AugiojY1S+FuKOc3A0C9Nj8EYL8Q4m91u8yuAY8DuJuI3ETUBqWBwM/V1KkhIlqnfuZvYIFcN4QQnxRCNAkhWqGcX08LIe4B69AyRWw81qF1zGwu1qEdCCEWzA3ACgAvAtgD4L8AROyWqYJj8wE4B6DOblkqPK4/A/A6lLqtfwHgtlumCo3rWSh/HrsBDNgtzwzH8g0o+eoTUGbO3g8gCqXb0xvqfb3dclZoXO9SH48BOAXge3bLWcGxHYRST/CqevtHu+WslhuUOtFfAngTwKfslqeabgBuhJK+tEd37txe7BoA4FOqLg8AuE23fY16rX8TwBcAkN3js0GfWwA8oT5mHZanuwIbj3VYtg4LbC7WoT03UhXJMAzDMAzDMAzD2MyCSXFkGIZhGIZhGIapdthBYxiGYRiGYRiGqRLYQWMYhmEYhmEYhqkS2EFjGIZhGIZhGIapEthBYxiGYRiGYRiGqRLYQWMYhmEYhmEYhqkS2EFjGIZhGIZhGIapEthBYxiGYRiGYRiGqRL+PxOYMVLOdR2tAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run VI estimation with standard priors\n", + "v1, v2 = cstr.VI(filename=file, pH=True,\n", + " priors = ['A0[1] ~ normal(11,4)',\n", + " 'Ea[1] ~ normal(95,5)',\n", + " 'A0[2] ~ normal(17,4)',\n", + " 'Ea[2] ~ normal(140,5)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots. We also use this as a demonstration of how the application of a prior can alter the form of a distribution. We show in the published article that the MCMC and VI estimates produce nearly identical distributions when estimating using the same inputs, so the differences the distributions in the below graph can be attributed to the effect of the prior using in the VI estimation." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Process datasets\n", + "data1 = m2['Ea'][:,0]\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = v2[2]\n", + "datalabel2 = 'VI With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([50,125])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of rxn_ord-checkpoint.ipynb b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of rxn_ord-checkpoint.ipynb new file mode 100644 index 0000000..ad1afb2 --- /dev/null +++ b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Examples of rxn_ord-checkpoint.ipynb @@ -0,0 +1,432 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples of rxn_ord Usage\n", + "\n", + "There are 3 types of estimation that can be performed in the rxn_ord module: maximum a \n", + "posteriori (MAP), Markov chain Monte Carlo (MCMC), and variational inference (VI). \n", + "Below, we demonstrate all of these types on the same dataset. Please view the referenced \n", + "Excel input file to see how the data should be input. Note, this input file has copied \n", + "the dataset repeated 2 times to enable a converged VI estimation. The user should not \n", + "repeatedly enter their data; this was done for demonstration purposes only and represents \n", + "2 replicate studies." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import arviz\n", + "import seaborn as sns\n", + "import matplotlib.patches as mpatches\n", + "from ckbit import rxn_ord\n", + "from scipy.stats.kde import gaussian_kde" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_445505d4ed0c5c060571c34232190737 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- ----------\n", + "intercept -3.96\n", + "rxn_ord 0.39\n", + "sigma 0\n", + "Runtime (min): 1.6107\n" + ] + } + ], + "source": [ + "#Import data\n", + "file = './RO_data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map1 = rxn_ord.MAP(filename=file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n", + "Inference for Stan model: anon_model_445505d4ed0c5c060571c34232190737.\n", + "2 chains, each with iter=1000; warmup=500; thin=1; \n", + "post-warmup draws per chain=500, total post-warmup draws=1000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "intercept -3.96 2.3e-4 4.4e-3 -3.97 -3.97 -3.96 -3.96 -3.96 376 1.01\n", + "rxn_ord 0.39 1.2e-4 2.3e-3 0.39 0.39 0.39 0.39 0.39 368 1.01\n", + "sigma 3.7e-3 3.6e-5 5.5e-4 2.8e-3 3.3e-3 3.7e-3 4.0e-3 5.0e-3 231 1.0\n", + "lp__ 117.56 0.08 1.22 114.4 116.96 117.88 118.46 118.96 249 1.0\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:30:41 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n", + "Runtime (min): 0.0415\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = rxn_ord.MCMC(filename=file,control={'adapt_delta':0.99999999, 'max_treedepth':100}, iters=1000, chains=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase, so we \n", + "recommend using it for exploration and not finalized results." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", + "WARNING:pystan:ADVI samples may be found on the filesystem in the file `./samples.csv`\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean sd 2.5% 25% 50% 75% 97.5%\n", + "--------- ------ ---- ------ ----- ----- ----- -------\n", + "intercept -3.96 0 -3.97 -3.97 -3.96 -3.96 -3.96\n", + "rxn_ord 0.39 0 0.38 0.39 0.39 0.39 0.39\n", + "sigma 0 0 0 0 0 0 0.01\n", + "Check Convergence of ELBO plot to ensure ELBO converged corretly. The data points should approach and stabilize at a maximumvalue, and there should be at least 10,000 iterations. If not converged, run again with a doubled eta value. Default eta value is 0.2 . It is recommended to run this twice with different random seed initializations and ensure the results are consistent.\n", + "Runtime (min): 0.3643\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run VI estimation with standard priors\n", + "v1, v2 = rxn_ord.VI(filename=file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Process data\n", + "data_dict={'intercept':v1['sampler_params'][0], \n", + " 'rxn_ord':v1['sampler_params'][1], \n", + " 'sigma':v1['sampler_params'][2]} \n", + "\n", + "#Generate pairplot\n", + "arviz.plot_pair(data_dict)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also specify prior distributions and run inference with them. The following \n", + "example is for a prior distribution for the rxn_ord term that is normally distributed \n", + "with a mean of 0.5 and standard deviation of 0.1. All prior distribution \n", + "specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_f40325a266b697d550d9c3a8a80dd7e1 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Inference for Stan model: anon_model_f40325a266b697d550d9c3a8a80dd7e1.\n", + "2 chains, each with iter=1000; warmup=500; thin=1; \n", + "post-warmup draws per chain=500, total post-warmup draws=1000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "intercept -4.92 7.8e-3 0.11 -5.14 -5.0 -4.91 -4.84 -4.7 210 1.02\n", + "rxn_ord 0.89 4.0e-3 0.06 0.78 0.86 0.89 0.93 1.01 191 1.02\n", + "sigma 0.19 2.2e-3 0.04 0.13 0.17 0.19 0.22 0.28 291 1.0\n", + "lp__ 24.08 0.07 1.19 21.06 23.53 24.35 24.96 25.51 279 1.01\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:32:43 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n", + "Runtime (min): 1.5847\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run MCMC estimation with specified priors\n", + "p1, p2 = rxn_ord.MCMC(filename=file,control={'adapt_delta':0.99999999,\n", + " 'max_treedepth':100}, iters=1000,\n", + " priors = ['rxn_ord ~ normal(1,0.05)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Process datasets\n", + "data1 = m2['rxn_ord']\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = p2['rxn_ord']\n", + "datalabel2 = 'MCMC With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([0.3,1.1])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Test File - CSTR Example-checkpoint.ipynb b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Test File - CSTR Example-checkpoint.ipynb new file mode 100644 index 0000000..fd90d03 --- /dev/null +++ b/Examples/Jupyter Notebook Examples/.ipynb_checkpoints/Test File - CSTR Example-checkpoint.ipynb @@ -0,0 +1,490 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Software Test File - Examples of CSTR Usage\n", + "\n", + "There are 3 types of estimation that can be performed in CKBIT: maximum a \n", + "posteriori (MAP), Markov chain Monte Carlo (MCMC), and variational inference (VI). \n", + "Below, we demonstrate all of these types on the same dataset of CSTR data. \n", + "Please view the referenced Excel input file to see how the data should be input.\n", + "\n", + "The generated output values can be compared against the values provided in the \n", + "attached Word document named \"Test File - Outputs Comparison\" in the same folder \n", + "as this notebook. Please note that the summary statistics accurately capture the \n", + "true values of the kinetic parameters being estimated. The estimate for sigma \n", + "the noise in the data, is slightly inflated as expected due to the randomization \n", + "process that generated this simulated data. All summary statistics on repeat runs \n", + "will be comparable, but please see the documentation page on repeatability to \n", + "understand why different computers will be unable to exactly repeat results of \n", + "stochastic processes in C++, the language CKBIT uses in the background. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import arviz\n", + "import seaborn as sns\n", + "import matplotlib.patches as mpatches\n", + "from ckbit import cstr\n", + "from scipy.stats.kde import gaussian_kde" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we generate the CSTR data with experimental noise added to the concentrations. \n", + "The smooth lines are the unperturbed data, and the data points are the noisy \n", + "measurements we use as our data points." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(40)\n", + "HMFinit = 100\n", + "LFinit = 50\n", + "Huinit = 50\n", + "taus = np.linspace (0,20,11)\n", + "Hconc = 0.1\n", + "T = [423,448]\n", + "R = 8.31446261815324*(1/1000) #units of kJ/(mol*K)\n", + "\n", + "#True params\n", + "sigma = 5\n", + "A0HLF = 11.31\n", + "A0HHu = 16.69\n", + "EaHLF = 94.72\n", + "EaHHu = 141.94\n", + "\n", + "try:\n", + " del cHMF0,cHMF1,cLF0,cLF1,cHu0,cHu1\n", + "except:\n", + " pass\n", + "\n", + "size0 = len(taus)\n", + "cHMF0 = np.linspace(10,20,size0)\n", + "cHMF1 = np.linspace(10,20,size0)\n", + "cLF0 = np.linspace(10,20,size0)\n", + "cLF1 = np.linspace(10,20,size0)\n", + "cHu0 = np.linspace(10,20,size0)\n", + "cHu1 = np.linspace(10,20,size0)\n", + "total0 = np.linspace(10,20,size0)\n", + "total1 = np.linspace(10,20,size0)\n", + "kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + "kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + "kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + "kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + "#clean data\n", + "for i in range(size0):\n", + " kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + " kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + " kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + " kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + " cHMF0[i] = HMFinit/(1+(Hconc*taus[i]*(kHLF0+kHHu0)))\n", + " cHMF1[i] = HMFinit/(1+(Hconc*taus[i]*(kHLF1+kHHu1)))\n", + " cLF0[i] = LFinit+(Hconc*taus[i]*kHLF0*cHMF0[i])\n", + " cLF1[i] = LFinit+(Hconc*taus[i]*kHLF1*cHMF1[i])\n", + " cHu0[i] = Huinit+(Hconc*taus[i]*kHHu0*cHMF0[i])\n", + " cHu1[i] = Huinit+(Hconc*taus[i]*kHHu1*cHMF1[i])\n", + "\n", + "f, ax = plt.subplots(1)\n", + "ax.plot(taus,cHMF0, label='HMF, 150C')\n", + "ax.plot(taus,cHMF1, label='HMF, 175C')\n", + "ax.plot(taus,cLF0, label='LA+FA, 150C')\n", + "ax.plot(taus,cLF1, label='LA+FA, 175C')\n", + "ax.plot(taus,cHu0, label='Humins, 150C')\n", + "ax.plot(taus,cHu1, label='Humins, 175C')\n", + " \n", + " \n", + "for i in range(size0):\n", + " cHMF0[i] = cHMF0[i]+np.random.normal(0,sigma,1)\n", + " cHMF1[i] = cHMF1[i]+np.random.normal(0,sigma,1)\n", + " cLF0[i] = cLF0[i]+np.random.normal(0,sigma,1)\n", + " cLF1[i] = cLF1[i]+np.random.normal(0,sigma,1)\n", + " cHu0[i] = cHu0[i]+np.random.normal(0,sigma,1)\n", + " cHu1[i] = cHu1[i]+np.random.normal(0,sigma,1)\n", + " \n", + "cHMF0[0] = HMFinit\n", + "cHMF1[0] = HMFinit\n", + "cLF0[0] = LFinit\n", + "cLF1[0] = LFinit\n", + "cHu0[0] = Huinit\n", + "cHu1[0] = Huinit\n", + " \n", + "for i in range (len(cHMF0)): \n", + " cHMF0[i] = max(0,cHMF0[i])\n", + " cHMF1[i] = max(0,cHMF1[i])\n", + " cLF0[i] = max(0,cLF0[i])\n", + " cLF1[i] = max(0,cLF1[i])\n", + " cHu0[i] = max(0,cHu0[i])\n", + " cHu1[i] = max(0,cHu1[i])\n", + "\n", + "\n", + "ax.scatter(taus,cHMF0)\n", + "ax.scatter(taus,cHMF1)\n", + "ax.scatter(taus,cLF0)\n", + "ax.scatter(taus,cLF1)\n", + "ax.scatter(taus,cHu0)\n", + "ax.scatter(taus,cHu1)\n", + "ax.set_xlabel('Residence Time (min)')\n", + "ax.set_ylabel('Noisy CSTR Outlet Concs')\n", + "ax.set_title('Noisy CSTR Outlet Concs vs. Residence Time')\n", + "ax.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We write this data into the appropriate format in an Excel file (see the Excel file named CSTR_Data in this folder). Then we can use this data to obtain our estimates.\n", + "\n", + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors. \n", + "\n", + "These output values can be compared against the values provided in the attached Word document \n", + "named \"Test File - Outputs Comparison\" in the same folder as this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_5ba48018ebd39946546ec1c500d40586 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- ----------\n", + "A0[1] 11.21\n", + "A0[2] 16.4\n", + "Ea[1] 93.75\n", + "Ea[2] 139.2\n", + "sigma 7.75312\n", + "Runtime (min): 1.6494\n" + ] + } + ], + "source": [ + "#Import data\n", + "file = './CSTR_Data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map_vals = cstr.MAP(filename=file, pH=True, seed=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated.\n", + "\n", + "These output values can be compared against the values provided in the attached Word document \n", + "named \"Test File - Outputs Comparison\" in the same folder as this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n", + "Inference for Stan model: anon_model_5ba48018ebd39946546ec1c500d40586.\n", + "2 chains, each with iter=10000; warmup=5000; thin=1; \n", + "post-warmup draws per chain=5000, total post-warmup draws=10000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "A0[1] 11.21 0.01 0.79 9.69 10.67 11.22 11.72 12.76 3278 1.0\n", + "A0[2] 16.86 0.03 1.92 13.73 15.56 16.66 17.91 21.3 3036 1.0\n", + "Ea[1] 93.81 0.12 6.59 81.11 89.33 93.88 98.08 106.86 3274 1.0\n", + "Ea[2] 143.2 0.3 16.35 116.61 132.14 141.46 152.2 181.18 3032 1.0\n", + "sigma 8.22 0.01 0.79 6.86 7.66 8.15 8.71 9.93 4208 1.0\n", + "lp__ -141.5 0.03 1.69 -145.5 -142.4 -141.1 -140.2 -139.2 2838 1.0\n", + "\n", + "Samples were drawn using NUTS at Tue Jun 30 18:12:27 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n" + ] + }, + { + "data": { + "image/png": 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vzvHipQP9eGBbW7ElIwhiAugeDWNb6yBODqqVnxTnqB7aBfsJg0IIo52Cp2sCOdjrw85WRYhb1A+E8hu5D0YT8EXiOT38Uqjfkb4CFd5ETN9YlBTYScrR4ZwjkVSvW1Khsxloz+/vRbMqB4oB4OB5qqXbWgcLO0bx8JgUzJcO9OkXL/B2AUdeKHh9AsVVdCdSz46lhLPtC09cLlRjhaCLlJdY5WlGg65MvL6Z8vqOBrB73x68dGB8RSfyRcqfGgnFx+zR1yPredIzwNvfAw6nr0ndY6YTSinj74czpNNbNhkHwgXkK/YfnNqqryJkoBEznqe2taD00Y/jArYX/st+gsqr/mnGhVqoUBhpV7Z8HZ9f4MEPXjiEfV2Uj0YQM51wTL+qYYpzOCIewRjQU0Q6dwi5YtOEVw/1443DA9h6JEs+mIJ4skCD6tAzwOHnMqfLw/GTY6Ad6PHh+f29qqImLMf7ZMAvGJJ6RSDkU8k50L0z7QHU4PFHcbhP/7cM4hEhfLNvX37z50H3vtfRMZBDadW7LlXTZvB7d6KNzFRKPjbZDlvV0E6Vh5JL/diUxVCOvTShTZmVZCt+0z4UxMsHp8YoTKM4WL5uIJ6j8mWWUMrSvvdQNbwbJu39e/g54Phr6WdItvubcyFHr/W1zN+OvDj2UM48IAONmNH86ZXtWLHlJqwxtSF2w+9Rev7nii3SxOCqAW57Gqy0Ad8e/iec5+rDlykfjSBOOTjn6BkNiwobzz22lMieB1W4NyG9wUQyNaZQyXx566gHT+/pzqtYgoy/P/c8Be50IpVCv0HBj66RkDyPhHSETg4Gsa1VZ8TecPOKH6I+YPgk0LFd/O4XijLkieSxBAAkxRBZf3bl+cX9vXkbfb3eiGxoFsTAwfG5sNreAVrfyJj87N4eHOrN02DVwRuK6w8KBDwZk5ReooL2JFs/vQNPZLRyUBbMkbZjTQSECoZalAMQ4vF1hHqFyps9e9A5HMKze3vy8nBFE0m8ddSTUURoMBDFvu5RDAWNexRGJ6B1gZzPJokaGAD69he8HsPLbP9j8vFSnnNJdpP2mSrm+WUb5OnzRtTHS2/jsWB2D56E56goY2H3CRloxIzlDy++g01v34Z55iHg1sfhXPuxYos0sbjrgNuehsnmwu/M34dttA33PE790QhiJiPdvpIh9mJLHz5oG5aVb2F6lnu8/Z2s60/oKGx7OkeFXkzBQRzr9+PpPd1IRYMAT4ErLMKTQ0Hs6/IWXCCAc54xEt/njWTkzIyIxTbePubBSDAGjLTrK6dK2t4W/sqeJx0LdqStIHk7hkPoHAnp5gLmQm8Zp03IX8oYqQd0QhzF70dfEooy5InksRTIz1MVS6byC5sM6eQ9KjxA6VEDnetySBF2O5bIFX8fEBrK3DznOCrmgfX7Iumy5Tk8KpF4Evu7vNh6dADvtWrWGxgQisZ4jqgmh+LJ3MqztzuzBHz7u4IRZrBsIjiSxXNsFOJo/Gv18C6h8ubQcbR0e5HiHPE82jh0DocxEoplVKz0iQO+wegE5rYFM8+lhHwvnHwr4xyM1/tqEvMvlWHI0hptlsJNnR0nh/DmUU9hRlXEm65GqZwmerq7d2/BaAE5xmSgETOS3z/3Ji5+7w40WAKw3PEUrIsvKrZIk0PFXOC2p2BFCk+W/Ri7Wg7iwffacy9HEETxSCWFF7OWgUNwH3sKQHo0XVeBy1ah0CBEThoN7vdFBEVSVNzCsSTah4IY7W0FTmxF14lDAE8idfh5zO5+EeZE2msiGVnJZKZSYlxYQggLfLGlV8jdikeQ3PtX7D58HPu7dY6ByO7OESFsa7QdnHN0jISMldnwCHDsZR2lTkRVxCK3QpVISqFnmfPKkxTHOXsEFEdIHGl3Ws2qZRgXVFLOOYaCmdEPo6FYdg8I58Lou9IwSKXSpfEnarCud0/mtINPAkdeQDSRzN4qgHMAHJxzHOv3IzDSDxx8WvD0TlAPuO0nhtLetNbX5eneUDzDE7q3cxQnBgVDZCQUQzIWQeDY22JOo3hfabxeezpypA9EvIIx3b1TPT2H92RP1yi2tPTp5iEaHVKW4/qVDBBpLqM2Fns6R/HsXiH/SvIgaXMoDf2G47muCgjFDPq9GOnvQPtQEK3iOcu2bb1ftM8MPS8lAxMMae35k4j6YUpGwTRFdqKJJN45PghvOE+P/7FXgP4W+astOiJME+nt6cTB93VCJQ0gA42YUXDO8dtnXsflH9yFGksYtjufhWXeucUWa3KpXQbc+jhKU348Ufpj3Pv8+9jfZaz4EMSpCmPsQ4yxZxhj3Ywxzhi7Q/GblTH2n4yxfYyxIGOslzH2MGNsbo51bhbXpf23fMyCdu8UXszacMT+AzkX5YAwSm44g2gojXbI/cB6+wcwu/tFOML9Qg+rg0/J+VshMefNkgjCG46BxYNgPG1sVY3sUXjv9KsV+iJxbGnpQ9tgEP6TuzDU0waWiqHUdwzgHN1i7lUixYGgB5xzuAMn0GdUPU3DcCiGzuEQDvYYGJ8x0WuSTzhRXmhUvWhACEESQwZt0RGYj7+SV1GW4wMBbD8xpLdWeVP7u73YfmJI8BpyDox2wBeJ47gngIN6YXzxiPDP1yOMvitzzXxdQN9+8RxNXjQFT6WQiAaxpaUPx6SKhrrJVCkgFkQ0kULHSBh7dm6HLxAS7oEDT2RU0Rzy9OHAruxeYCO0xtjWowPYfmIoax7k0QM7cfjIIUQHjM9lMJbDY5xKwh+JI+AvvBF2RmGZZByIhyc9EqZ9KChv2yTf1+nfo4mk3GJAmW+Z4lwO8x0TZovhT9pdPvDW42j9YAv2dI4W1GNQYsAfwd6uUYTieXj8w6NCiLGBQLN6X0Vjz0tAKoVULAyTmAM4FIygY1g9YPb0nm7s7tBcCxEvukZCaBsMyOu1JMZXBZMMNGJG8cfnX8fVOz+DSksMjs88D/OcDcUWaWqYfSbYp/6MxlQf7rf9CN/407Z0PgJBnD64AbQA+BoArZupBMCZAL4v/r0OwBwAWxhjxlpDmlUAZin+jb1kYlDIc0kmYojEk+jzRuDX3K/Zo8E0moyyR5mkVHS+L4QKAdjf2gYAcIZ64OsRQ2ySmaO+xwYCsmIYiKSVmqP9fpzwBOTRaK3qKM3rCURx5EAzTu56GRUjB1DmOwp7dBBmcWeSKQ4wk5Arm0MBVY10i7MmORcUWG2zXJ3KjV6fF8ePG3jU8uRAj084L5K3UzzO5oSooIqV3rI12x6WjC6kjeE0Qpn9WDIFgKF1MCC0Heh8X/ZShvSaix9+DokDzyAlec4UHsKufg/8kTh2dYwI4ZbKUMQs8MMvYKjjoMGPmZ6urpEw9nQKniVfJIcCHBqSvUScMRwd8AsFHoAMT/LJ959HuOcgkomE2uCOBnL24uvMw3DQFnSRwviSGjegMt9OffjEIh2puGC0i/If6fejpWMQybA3416W8XYDXc3ZBexqFgq8jJNUKv+wROUhiSYEY7NF4d1W7n73SBjDWXLS8tha5pRUHNbYKDiE1h7SfWLi6euKjyHEUTq30XgK0l7kWzVV2moGQ8fBDz2LWb1pz1cqxZEUDTcAMCeC6BjWXIupJPp8EQwGY8DAIczueh7A+DzIZKARM4YnX34dV3xwF9yWFJyffQGm2euLLdLUsuBCsBsfwEq04p7gf+IfHttN+WjEaQXn/AXO+T9wzh+D5u3HOfdyzi/jnD/COT/COX8fwOcBrBD/5WKAc96n+DeOxAxB2Wjp9uKlA33YcXIIr4v5Q9It6/FH5aI/1pgixIoL/XuUChRGNCO/AELxhFDIIhqAK9glT+/3KQyzrmaYQmJRBDk0SpDtuCYfZTgUQzyZAgMH8xxOJ9KnUmBi6X2lCiUpV4ynwBjQ2P0iTCfeAHp24eRQUJ6uC0/CNXpUscs8vf6RNrlZroyOgXbsg5cxevhN4RnIGGLJVPY+Ud27Mkpr+yJxITdPIWhMPAaqzWfRHW2BLszufgFmzWg5U+1Zmn6fcfiqKRmRQyv3dI1it2ggIR4UvJUQjGmpR9doKKpbjEKLNxxHj2cQJ/cpPFfDJ9KfdQpd9IsGTEPPq2Dyrcbhi8RhTmj2QfEe4qJaKRdZ0byjzCbxd3+fugJe+7tAz25h/wMeWGI+uALpcP683nR650l58hSf1flp6bWHo3E4g91wjogDHW3vCLlIACzJENrfexKvHx7QD8fteE83H1J1CETDNePVHQ8DA4fgFcv7Dwdj8nb1inhUD34gSq5ekccfxdN79IvPcM6x9fAAmne8jXBYcQ4Vq8gnpy0r1pL05873gf2Poa7/HdQNvAseD+Ngr0/fa5wNzoGoPy99p2sknH9uqd6AQN8+nfEOjt2dozi89c/A8Ak09G1Vle+PxJMYUG5zQBgIYUZFSPTC33UgA42YEbzyxhu44N3b4bAwOD/3Ikyz1hRbpOKw/Cqwq3+KS0y7senwD/DQe23FloggpjNl4t98YpOaxbDI1xhjF+e1dp4CfL1gqTgael8DgkMYDsbkkKker8GIP+cYCcWw9cgAHOEB1A28K464Cgz6IxkJ/VoO9vgED8fRLbBHBQPKkgyjzKfwKo20wdohKOWy0ZGjkENJqAfob0GyTwzH7G+BreMtWGP6SoU0nfEUEB4SQiyV29Oh1H8CLq9CTrGCpTUyCF0tO0uRipGQYOTu6xpFS49axhTngrcjHhEMkrZ3VKuxxkZR3/4c4O9FinO0D+cZkhSPCN6VwAAcQUFRs8azny9LQjCqekfVoVzK0zGr9zUh105EVsxDwyjzHYUl5lNp9vIx1ip8Gg1z65GBzGa93i7kgzmlVnbf3XsIDX2vq6YNh2IY8EVhiw6jJCwcD8GrASjPmS8SR4KLOxzTGHmSl/DYy8DJN1E/8DYqRlsEo01Bc/tw1tLw0vE0J0Ka42D0WfCQSEaoNxxF1cgemJMRcM7xVg9DUOHllLxnqtDFMQyUZnhbO94D+g+gszfdlzDgFQpKKHsmSo3fbeFBmJJRedOccyRTHMcG/LBFh2SDPhBNyJ5QYQf6UOo/Dmt/umWHlCfpj8TlgYUMOAd692X0JhwMRNWhzMoLWiwAZEmKz8F8m8tr8RzByJ5nkQjlNmxaur3Y1jqoypk19Kp5O3UnK+dminMbiiWEgR4A1njayHzn2CCa2zOLf1gSmc9/W0zMS8vhLQbIQCNmANu2vYkzt34aZrMVjs9tgaVhZbFFKi4b7wK/4Bu42fIGBl/8gXqknSAIAABjzAbgpwCe5Zxn00Z7AXwRwMcB3ADgCIDXGGMfMljv3YyxZsZYs8/TBbS/C7f/JMzJCNDfgrePebC/O/8R4ow8Ba0uMdqZ6eFQNG/tVITa2GKCHRrOJyfDAFt0GK2eAPacFEu4R7wAB8zJqNq2ExWXMv8xWCOZygnjSTR2Pg9HOLMUPNM4JzkAe3QYpT3bAL9OY1nVwuqvRuXyAeHYHOn3wx/VD0mrG3hX+ODtRtdIWJFrki4vgNAwjvdoct+kZt5Dx9MVGDSj5YwxMJ5ek3SecxWBUMM03wr3brBUDCwVU30HULBREYon0D4UgDWezimTPBrH+/3wBKJwRtItEdqGghnbeePwgLxM+0hIDlEDgBg3yV43ladkqFXOB5IIhyNA2ztwBdoy5GQQQuoa+t5A5chew9A5V6ANzlA3SoIdqOt4LuOaZDyZERapItvxM/hNaShYtcq76LGuHkoXsqjvfxORmPraVeZp2qLDYIPCQMfuzlE8t0+4d2o921HmEzzUbYNCtdZS79G0VxyAWRFeOBKK4Zm9PTjS78dwMI6Gvq3CYIASXw8weFT0MHEMBqJAMoFD27eg+Vh+xr6hcy5HsEJgpBetngCaj6krvo5KIY46Brs3GJNPw4CBRy2aSKK5fRhDgfTvfb6w1nzPKhuQRw6jBs55Xo2yyUAjpjUH927H8pduATfbYP/cFtgbxp63fyrBLv0uois/gf9nfhTP/uHH1B+NIBSIOWcPAagAcGe2ecVwyF9xzndyzt/jnH8JwBYA3zSY/9ec842c843OEhd8kTjK/Op0NWnEuNTXmqHoSEqaM9QthLTpKuyKaZ07Mn9WlBrv1+lddbBHU1qdp3M0XMFONFEwjhEAACAASURBVPa8krGMhIkLzxIuhWopvFdGRRYdkT6t1LDFRsAAlHsP6y7DkFlF0ROIgisqWPoicTFsUaFka4zVjCIMCqR2AUrFMBRL6KpcsURS3teSUA/6fBFEkymg9XW4Ol7XWQLwhaMYFJW/0sBJuP3pUFT5qHEOs4kpp6jWUdb1Zkb5diOj0yhkinOuDrlTHJPGnldU57ti9JDuOnJxsMeHvV3qY3/AqKgLgIjkQTOQuX0oLOSqiezs9KJtULiuld5jYbBBfcxMJ18H/H2oGFUX3WHJGOz+dphSwjVcoghD2946CE9ANPS8XagYPYCq4T0o8wqGDI+rjUBLsF/OD9Q18rIU8om0f6AKt9W7RKXr1iob+By+cDzDUNx2TL8ACgdH9fAusP4WgHPVQI0Wd6AdZf5jcIwqn1P6hisHhzkZyXimyd4vztExHMK7xwcx2HMCzki/2mufhX7PgBwpcEDh7S4JdSv6CwjHZTAQRZ8vAm84Bl9IuMeCUu4fT6qud6GoifogH975huxtPNbRg+b24YxnhdTn7ORQepCsaySsys9t7HllwkvxdI2E8xogIQONmLb0HtuNhidvRNJkhfnO5+GatbTYIk0fGIP9hnvhm3U+vhm9D7++/zfZR/sI4jRBNM7+DGAtgEs558aNeYzZAWBJrpniyZTcqwmA0LhUgTPQmfbSqEihangPaj3bcwqS4hyeQAR7OtM9lXLlYihH6hkAW8wrKwTmZKGNqNOGhbKJtT2W32HVr2QmrHNnxwhaPQGVrjISiqG5fRijoRiO9vszwha1WM0m1bNvMBCRq9ApQ+GC0QR6vRG8crBf1eeNMcjKoS06AlegHfboIPp8ERwWe4iZFB6oqsFmudl0V8dJ2Wtki42g3KstwsFxpN+PZIobKrHJ4HBGHzCpGEamYaAtgJGQ539hfy9C0QSa24cRaHkB6GuBHrIBMIaeZYyrvZ+RRFJXOVbh7wViIXhD2kHE9PZTnIMzM0bFcuajigFHwQhUr58rKkPO7noepT7BWCof3A3X4F64gmlPSzAhqLnmVAwnPJnXohTCqVXeR8NxHB3wZxhMMtHM/nJtgwE0tw+jpWWPfN2akmnvDJcLxij1c+E4eAJRlcEqETDw/qZXqv6q56WS9qFPEXIdydI2IxdSWPEubXuC4KAqdPZwn09ueQAAXPFbWGHAMp3n2bvHB9E1EsKxgQB6uoXzKZ2rUl/u8MCSUHpb9f1vAkDW0Fgl0nNOGXaeuf7cTebdgczcYQDigDoZaMQMxd/ZAsfD1yEBM8I3P4XKOfnk+J9mWGwou/0vCJQtwhf7v4c/PPFssSUiiKLCGLMCeASCcXYx5zwzvi4/1kMIfSyMeAiWuFrJ0gtLkzwhesZLMJZQKSwdwyG0D4WQSAl9pnq92hAcYwLRBKKJFFIma4GhdSKpJODvlUMQ9fZBQCrioV48Ke6HMsROmI3JBoLUvFriSL+g0A3oeAb1Rp0r4UVbS7rq47H3nkHfuw8hEk/K2weAQ32+LF4GQRZzKirkPYl4Q7GMHkjKML5cKM+vdLzMyYhykwjFkxgZ6jP0NCkxJ0Kq85hICIqyFMI1Isp6uKMHzc3bMlcgyZKKyy0aCkXrEe3zRVTV+DLw9QBHXoB3r/77qbl9GLs6RsCZsTqqVeC1AxSS8WtKRgAOlPolBZ6rGrHHEikc7fdhl7ZEOgBucPyd4V6UahRtW3QITKdwz2Aws3LqrN5XkUxxNPS8Cs+xD7CvaxSJZCpdGEcUL5ytwE2GrIqiJvGEqvCMtqDImNsxKLYRiQve5RTneOuYB/2dx1XPuZJQN+Dvl4u+DAWi8IZjCEQTQpVTaZWGlSfT2+odDWbvDQjB8NE+N8zJCOp734AlbpxHyhiAI1uyrhvIPBcJhTxSOKQ5GZGN7dldz8MR8RiuzxeJy/MC+RvH+ZQeJogpJdZ3GMn7r0E8xdB93V9xxpJ1xRZp+uIoQ+XnnsboLy/CNfu/ipcbG3D5prOLLRVBTAqMMTeAxeJXE4C5jLH1AIYB9AD4K4CzAHwUAGeMNYjzejnnYXEdDwIA5/w28fvfAWgDcACADcCtAK6HkJNWMHX9QiGKmEIJy8S4YEH7cAglCIlJ6J9U5emE4kmERsOoL3PkJcvhPjEErZ4bjuZmRewDxiEs7yvTj2KwhgeQFGbU9e419ryC7qarVdOU/htlkQG90fRsdHzwojq3R1Qct7UOyhVicpbeNvAmmZJRHB/IUjhER9ZoIgm7xQxr3IsKz3vZtyvSd3QnymxZ2/UBEHrW+UsXy99NPK7Kn8kHZ7gXAAfq9H8/2u/P0sIl/3PDxebVjDFE4kmEAj7AkZJDaLVIAwD6+6Mt6mG00SSGQzFEHPVwRPoRcdSrfk5ynqVlgPG+Kb0x8RRHxUgLvGUptA+HsK6pAtYcx+XEYACzU1GUBoTKmXsUoaJSW4De0TDMuktnoizxfmwggG7rkG6lU0AoMFIqfhYMV33vE0sZe+peOtCHa+YBCbHCafWwUChDeS1KDaq94ZgqZFBJbLhDdzoA2GKj8IVLcfLAdrzvMT4S9sggTDyBjmH1eXSGemFJhuAKtsFbsUp3Wc4BxLIX88mFct86h0Mod1oBAG5FPqTSGyvdT1azZgCCQhyJGcfgMUR/exXiyRT2XPxHnHHmWcWWaPpT1gjXXU+hxJTAwpfuwKHW9tzLEMTMZCOA3eI/J4DviZ//FUAThN5njQB2QvCASf9uUqxjrvhPwgbgJwD2AXgbwAUAruacPzEWASWP2fEBtSIgeZFSKcCURzUzqUpYTCfxa8raa/Akjg8E0D4kKITVQ/o9nqQ8u4N9PuzU8U4AQvigjMYgUpb2tiQyFajXDw8YNqM1Mr78CkXc3CsolKZUNGvYkhZH1COLWuPZDiaet5FQzDBPLDrqwe5X/wJX59as61bVWwFgFb1tCaX1kUcYopEynA2nWLglxTnah4KqfJ6J7K95rN+PE4MBtPR4EYgmVKGHRujnU3PVsUgYWGhSTlGKCQq+MjTVFWxHPDlx902fTzAkR8Oxcd2PUrVBo3W4dQqhaL1HSuOybiDdSqFiZB+yIVV6BIDaAbXH1RYzyjdMb6vUr8nDYwzHBsZhADGoCsLEraWqnx0RDxwRfc9vPhECymfFwR5vRquRQhkJxeRiOMprLaKo+indT9q2DEf7/QhHs78HyINGTB8GjyP8mysRicfx5Nr/w92bdYuoETpYZ61C8BMPYe4jf4MDD30SfV95EQ3VFcUWiyAmFM75Vhhltwvk1Gg555s1338E4EfjEkyHuCLfwe0/CXvEAzQISrEyLy2bx8go1KdgdXAcCuSoIsTPqJR8PgqqIzKAmL1S/l5IClQ0mYInEMW88vyXUWLyG0e6huNJBGIpw2MqjYbbo0OycigVsSixZo70x4+9hmSkQKOJc7kCp6okOoR+WMo8HqN2B5a4X7eanRGxZArecAyegjxwhV1HvmgCUKxeWdQjHYaoQa/LAleEhkLwMtt1jr0URiop67bYCKzx9PHKVlCmkHtEKWL7UAgjAwEsnZXlfZulSqHbbgFCQ7oDE4C60Ine9gHAFexC0D0PAFRVNl3BToxWrjXctlTpEQCsmu0r2ys4wgPwJzh4FpdOIsVhYfn6ANVIRV2knoZp1HtqZJwpcQfaEHHou4eVZzhUQEipEgaW0yPfpxeeraHfF4bnraeyzkMeNGJ6MNSK+O+vQigSxY/qf4K7rv9IsSWacVSsuBgDl/43zuAHcfRXt8AfLiz0hSCIiUOpZ5R7D8IRTecomFKZuSp67GnLP98pqyzgSFhchS+ozf3Jbzb9ecBgifsxu+t5lWJYCPGkUK0wH4NQmSOTtYE1pGqReeSAJdWKl56Sl9FvTIeTg2mvJCAcV6NrQps3p7yOlJhScVW+Ty72dY3KPdmmzCOrwMggGQkaeNA0jGqKjtQObJPD+4QwTgFlrqQUmqdHoS0MkgovXq7GyCbD3CshT7SnLVsVRL1zozZcCi/8kz/OYDeqhz6Ae1TIPXTqtM0AgAPdo2MqPAOkDUXJ+2aNjYrN0Md2XdYMvq//AxeM9IwedBOM9trUwxnuzcjr1UIGGlF8hlqRuv9qBEJhfM32Pdxz2/WwaON1ibxouvBWtJ5xDz4Ufwfv3PfFDLc6QRDFQygOoIQhmxKSOviM/g+Fu9CyFmEwIqLxyGibFkvEDZOC1NQOpHOyAjnCe5S5QoKyBnzQNpRR6t2I+v635M+5wgA7hsOqxrZGlHtzl6jPpwDAUDCmOmZGBSKUPbFyodcUNxdyRcE85y80P3AscPDMfJ08JLTFRgyvz3wo7PhxVeEIp78d6NljODczyLuT6PEaG1h6hYS0dlCp/0TW9Y/Fgy49L6pGhP0yJcJZPUdxbePxMWJJBFE38K7QDH0SrrfO4RAO9ubfp1JLznzWCYS0YKK4eLvAH7wWwVAQn47/I7512w2odtuLLdWMZtG19+Do/Ftwpf9xvPSbfyzK6ChBnO7o5bsEookJUTr0qsVp6VNUdjOl4mPa7nutxpXJxoJRgYhcVI3sAUe6EXf7GPKusjGZHojxksizfUrlyN6MaaZkbm8eMFY/xeSRMbCoc+3mWzI9Xwrx6po0BTXsg/vRvMvAawOgbsC4ouZYYBmeKm5c5GOMz5u4tUz1PZpI5r5OktO8HytXt3CYLLKG0hYAGWhE8QgMAA9eh1hgBJ8Mfxu3XHcl1s2hvKlxwxiW3vZLHKm+FNf03YtXH/llsSUiiNMC5WBIfiOtY3uRS32+ss+TNjqqhnaNqcy+M1R4p4HJYlCRK5WPgVoIRg2gpwPjGbGf1fvaBEoCFMuU07t2R8MTew0UgjYcNVeJ/HxDmvNFL5DQnIyhYkSv953+tZ07n0tnKzlOv15Bo/FQyDMrnyq1ff7IjIoqIgONKA7hEeCPNyA52oVbQt/A6g0fwqfOzl1mmMgTkxlLv/AnHCtZj82H/gXbXn602BIRxClPPhX1tCqHXpW2icbEEwYNo7NjSRYeNmdEoTk+xNQx0d6oicawWfRpil4YbfVQM1zBzArONYMfwBbP3uxdD0s8IFdnlch1nezLM/w4bxnG8MzKRiE5mtMBMtCIqScaAP70CXDPEXwx8Q3EZp+D712n37eCGDvM6sTcLz2FHutcrH33q9i7441ii0QQpzS5FAC9lrETPbo+XTGs2kcUnVz5gBIlwa7cM00CtXn2kzudMSq6Yo8OqVtc5ImJx1E/8LZq2njL0hOFQQYaMbXEI8Ajt4B3N+Nf7V/HB+b1uO+WM+HQKZlLjB+7uxKVn3sGAVMZml64DUcPZuYpEAQxNXSPhGfcKC5BSJT5j+WeiZh2MJAHciZCBhoxdSTjwGN3ASe24o9138IfRtfil586E02VJcWW7JSmrH4uTLc9ATPjKHn0RnR0tBVbJII4Lcmnwh9BEMTEMrby90RxIQONmBpSKeDpLwNHnse2pd/GP7Wvw7euWI4LltQUW7LTgroFaxD4+MOoxijC938MnsHBYotEEARBEARB6EAGGjH5cA688E1g3yPoWP8NfLplPT6yqgFfuGhhsSU7rWha8yH0Xv4rLEq1ofNXH4fXT/HkBEEQBHEqw8mDNiMhA42YfF77HtD8OwQ2fhk37D8X86tL8OMb1+r08iAmm4WbbkDrph/izMQeHP6fGxGJjr2xJ0EQpwY9jZcXWwSCICYJE8+vCAwxvSADjZhc3v4Z8M7PkTzzTtzadhXC8RT+79MbUOqwFluy05ZlV3we+9d8B+dEt2HXL29BIkEPb4I4neEmK/oaNhdbDIIgCEKEDDRi8nj/N4L3bM2N+G78Tuzp8uLHN67D4rrSYkt22rPm4/dg16IvYVPgFey477PgqendB4cgiMklaXEVWwSCIAhChAw0YnLY82ch72zplXi48R48/EEXvnDRIly1ZlaxJSNEzrz1B2huvBXnDz+J7b/9f8UWhyAIgiCmHQtr3MUWgTgNIQONmHgOPg08/SVgwUVoPvvn+Kdnj2Lzslp864plxZaMUMIYNnz2l9hRdS3O63kAHzz03WJLRBAEQeRJyNmIuIWMB+LUp79+M7pnX4mga+6krN9qnn7m0PSTiJjZHHsFeOwzQNNZ6L3y9/jCX1owp6oE//3JM2A2UVGQ6QYzmbDxS/fjffelOOv4L7D3iZ8UWySCICaBjfOqUOO2F1sMYgKJOOsx0HDRpK1/tGLVpK2bmLlUOG1F2CoHmAmjlWsmZe3TUTslA42YONreAR65Fahbgcgn/oK7HzmMSDyF39y2AeVOKgoyXTFbLFj7lYfRbD8H6/b9Gw5u+XWxRSIIYgxUGDxnmah+GCkhFSXFULhOX1LMMuZl60sd8udwSeNEiGNI1F49qeufKUxH5V1L0DVnyrZV5Zq650WopAkxWyUSlpJJ3c5kVxX3ly4ueBky0IiJoWsn8PBNQMU88FufwHde6MD+bi9+ftN6KgoyA3A4HFj21cexx7IWy977e5x844Fii0QQRAGsmV2OWSvP1/3NcgpEL9gt5klZL2eTs96sjGebk3Aqw86GjGm+smWTs7FJZnaFc1zLG4W6JcyTayDMJCbqqhiouyDnPEHXHHjqNgFscs2VyX5E+sqXFRyOTAYaMX76WoCHbgBKqoHbnsLvdvvx5O5ufP2ypbhsZX2xpSPypNRditlfehr7zCsx982/Q+87fyy2SARxSjGZ+ULZDBiXXfhtqlpPTkY+R11p9vDMsHNsBahitgr0NF4xpmXzIeScWC9XNkWykDSCOZVpgyNlyvSIcMYwEw20WeX5G2gLqjMrl5Y69L2bJp4cs0wTidH1ZI0HxrVe6dmU6z7LTvp6idkqc86dNOufK7c9fQ74BBtm4/E0Rhx149t4gftCBhoxPgaPA3/8GGAtAW5/Bq91m/GDFw7hI6sa8JWLC3fpEsWltqoKNXc/gz1sJepe/VsM7/hzsUUiiFOHCVQ2ovYaAABXvMb11OkVDWVYUJNfCf3hyvUFyVBizTQKrSYGl23sIXxGJAxagcSs5YhbyzBctU41fcPc3AqiBBct19WN5WMX0ICoo2Zcyyc07Q/YBBlNtQpFPG5NR7lM1PonmokOt3RazajONyeTAaZUVDWp2mXDuqaKCZUpF6GS2apnyKLa9ICPLTYyvpWL661x21Fmz7x/+xoukT+bFI+xVY1l8mde4LXDxdm111yKF7SagvCVLdedno/kwiDQ2O+PqL2qoPnJQCPGzlAr8IdrAJ4Cbnsa+4OV+MrDu7F6djl+dtM6mE6BsJrTkTkNNSi54wns5stQ/uKXEGh+pNgiEcSMxaRwW+kpMNkaRDutZlQZ5IclzYJy6S9LD4TpechcdgvMskal/0yeXeFAXamjYBdblduGEoUxNlK5Dt55lxe0jqHqs/Kaz2bRV1c89RdgoP5CgJnhqT0XUXsN3HZL3jklKZOQt1fhtMGhY3DmQqtcJk0TW4glUT5f9d3IwzNWhqvWI+hOb8NmMcFuMSNlsskK9MRu7wx5cKEwcguzfo5gMNUp8vT0GK1YPe6cI4fVDKvZhFnlwrZy5dnnc13oefSyDa64FIbUeAu6JAy8WRJJi1MO8yxzWLGsvhRL6txwWhXXo/JZN57jy9MWGh9HvmZB6MjrK12imTI+y9FbvrKg+clAI8bG4HHggauBZAy4/Rl0W+fgrj98gCqXDb+9faPqpU3MPFbMawC/+a/YyZfB+dwXENn912KLRBAzijmVJarRZQC6HrRcDaIX1rp1FTc9lMbC4lo3Vs4qy5hDi81swuK6UjisY1MHZlekleGQqwlrF8xC0pZ/3rHVzOCpPU/+rvTmKLGY1PItrc+cL2avxmDNRsRK0uGOKWbJGsIoKZ3a8cS1s/PzjnCN0qaX09ZfvzljmtNqRmUexVnWr1V7Bgs1LEw55o9b1fvJIOQzhp31GI+3oL/+Q7rTwyWNujlvKxu016qW3MqxdI3MrVLni2mPQdReM+V+wmQeRS60AwQlVjOqXUrDTi21TRFKrPW0FoKZMXCTBX0NlyDJTTlPO2MMpQ4rysVqjpIXn6tCHNXeokVZeslZzOoNKkN19cJvJRrKMg3x9RqvZn2pQ/b0Jyxuw0EH7f3PmSnjnDGeKthLKC4p/inw3h3DlojTHdk4iwO3Pwdf+VLcef/7iMSTuP/Os3KOXhEzg7OWzYH/hj+hObUU1qfvRmwPGWlEcWGMfYgx9gxjrJsxxhljd2h+Z4yxf2GM9TDGwoyxrYyxnEPLjLGPM8YOMsai4t+PjUU+qVLXysYK1Jc51KPLGPuocr7jttLqS6xmVJTYMgbKAnMylWZuy63YDdacY7RF+ZOUw1LutCJuEMoTcC9QfZ9f7cKGeVUoq04bVMNVG/Q3xaEyOB0WM2pcNiyu0yh+zIyYGFYohSxyk3Ac7BZzZlimdNA0p0by2KWYFU7FMlqPmV44mK9sqep7wpL5TlxQ41KFqAFCxTothRR4mfiri8E6xkiYQnKHzpxbiRKd49hfv1mVy8REeYKueRnz1mrCFePW9LXSM+sy+XN309VIWF0F6cp6s0qGcsKRDr3MlqNklCO5RHv9qjeSMcmcjBjPP0bmiQNASYsTDnfhYb79UqsHxeCE8h5YWleKSp3KjytnlaHKZcM80aB22SxYWlcKp02Zg5a5PV/ZUgRd83R1TYsm/9XtsGBlYzki9lp4as813IeMzXC9PDr1vZIeVFAvrTWW/aULDbebDTLQiMIYPCYYZzwJ3PEcIlXL8PkHd+KEJ4hf3bpBd1STmLlcum4RBq97CDtTS2F+6m7E95KRRhQVN4AWAF8DENb5/e8BfAPAVwGcBWAAwCuMMcMHE2PsPACPAPgTgPXi378yxoysEhltMQwp7DBZmTZE1K/u9Pwxa7mQUzJGgq45SJnsqnXYLSbMr3ZhcY7nsDJvbbhOUFqMPDOjFat086hK7RbUuG2IxFPobrpa7sfFGMvboKxx21HutOL8xTWYe8GnMNB0ZVbFXivi/Bo3VjWWG4aBOaxmzKnMHroVKsleNCBmq1AZKSsaSmWFEgAsOqGX/tJFqmMMZkZ/3YUAAKvJZJiLEreqlfXVjeVwWMcXjZLTDuHq3L4aVZEI/by/bOgZrMr+e2cvqIJS0a0ssel6+ZbWlyJhdamMnvoyYT2+Mm3oGTBv8Spg9pny94G6TfLnFITw25HKtfI06exoC/doJXFazbphpdJ8KXN634Zq9MN1u2d/BIFS4ZkwX+MNL1f0FNPeN1rbWLgWCj8nRpiZov2GGFZombNxDGsSluWMYah6g+AhVZxTyUOm9egvri3Fwhq3fP5NDCjLCBXNvDb8ZUsQKpkFm8WEpsrsnkkpWnLZhovEc5WfZR52z0HCqj5XMVslmOL4l9gtmFddgpLF6mqUSmO8u+lq+Mr1895yQQYakT+Dx4AHrhGMs9ufQ6J6Gb76591478QQfnzjWpy/eHzJ0MT05OoNS9B11YNoTi2F+cm7kdj1ULFFIk5TOOcvcM7/gXP+GDSaChMsjL8D8EPO+eOc8xYAtwMoBXBzltX+HYA3OOff55wf4px/H8BWcXpWJANtoO58hKtWIeiag6BrHiwNq/XlVygHnvoLMFIlFOXQC/lSL5dp8iQsLvQ2fjgjDKfGbVeFPilh4moSVrfciyvFlAoRx7yqEixvKJNza4xYUOOGxWRCMJqQp0mVJGMGBR0yjC+zTaj+C6CuohSXrm5E0uI07BNmVoY5KvSstZqwprgrXT14VrkTi2rdiFnLwbn6OI5WrBa8KZxnDwVU/GQyMdQqRu5N0DFKmCmjR1nCJiinFjMTCproWLFB1xz0NWzGUPUGbJxXJYa8MbiWXGgsWwF0N12dOVHh9dg4r0oTNqZ/HUnz5FNQpMxuQWVJ+hpT5k2tbapQGdfKc2DWOR9ZvV7ViwG7wvvDzKrrKORqQkhZwU9clzZ0VsuKWWXq604ji3wfubNU6xSPsa9smWysJs1ObJyXvWiEZKCtbixXXOPqg5BuK5CeLp0XvfxWZcigy5Y+9zG74C1irmrU64QOSujl2knPFQ4TIs4GDFdrvOBc2h+GoWpjA9Do9OpVJ2U8v2Eg6dlZW5Z/Bd2exsswWqF+hnc3XY1Vi/Q8tw6sXL5Cda1xZoav8YKs+bX5eJjJQCPyo28/cP+Vwmjb7c8hVbMM9zyxH68c7Me/fHQlPnZGZmgGcepww7nLcOKy+/FOchUsz3wZqR3UzJqYdiwA0ADgZWkC5zwM4C0Am4wWAnCechmRl3IsI7O+qQIf2bgS555zHi5fNRtnnHcJnE4Dr43mpbxQk5fhL10MBoZGg1LhZaqRfAN1pszAK1dSjblVTtgtZtWoPXQUHbfdojJCzpiTWRFRUnyUypyktEbdjRiuOiNjmYx8kpXXApb0NMnA85ctwdK6UsytKpHzxzhgaHhmbMdSAqy8TpZ0Ya0Lg7XnYrhO7RSVmt9yxnQNgnyodNlQmqVAxMZ5lZntZnTy1Pyli8BNNiQtLkQ0BvvyxuwVKWM2QXnXU1ljOSrHab0EAIDqRagpL0XS4oSn4cIsIa7GSEr7Eo03VziHTP5sYgxwCvKvnV2uOsdnL6hChcsu3g/S+WEGyq16769Y1QCr2ficSh5j7TFTesSUuDVGuJw/KN4/zvIanLNAPTChNXSUBX04GGDSyVesuzCj/LzDapaPi3SuJaS2Atpl5lWX6Oa3Vp/1N7LXnUMoXhKafzGC7vlyDly5U+3V9LvzDNHL4x6KOOvTBU3E0GPtAJRycIgzU4ZRuGlRDTauWgbU6numVGHM0qotNlXlUgm93D3OrLr7UqOt+rn4UmCBOmw8aq+Cc9YKJOxViDj1Q15XN5bnFbdOBhqRm47twP1XA2Y7cOcL4LXL8P0XDuGxnV34uw8vwR3nL8i9DmLG86kLV+L4Jb/BK8kNML34DNSaOgAAIABJREFULaTe/q9ii0QQSiSttl8zvV/xm9FyeS/DGLubMdbMGGv2+/ywmE0wmRisZhOcNjPKHGplQspl0ia015U6sKZJne+RMtlwxtwKVLg0Cr/By1y339i884AllwPVi9TTS6rhcjqwZnY5KirTiqS06myqVVOl09BbopRBue9aD1Jfw8VY3FCBldrCKbpwuB0WmE1C8QK9UNBCzCkGYT1JsxO1YpicYBxL+WdmlDnTCrhV4TFxRD2qrWmrE6uMXR0qS6xyLmDc4kbSqvZ45vKegqmPfFKn3YCndhO6Z1+pW3TEW7m68HLwDWtlgyRhK0fUUYMKpw0Lql2wmk2yopoCQ8Req1qUQ8ilkww/Zeis3WKGw2pG7ZxliJUr9AaxqIzFbMLo3A/Lk2eVO3Hm3CpZgWdgWFjr0jfQmEmlVDusZlhcgnE6uzJTCZeOqvbWSpSkjWm9Pl3zz7keG+ZWyte9JdADADCHB9FQ7kBfwyXonXUZNs6rUvWayxSAAcuukr+GHfWILb0GCVtZev907nuhgbgas8WKhNWFvobNcu5drVvfCybYk0ze/6TFCZurCovr3DhvUabne3VjOYKVaUPIZjYBNUs1c+XzFEkTdM8XvLlaz6S4uPKZsnlJXcazp7bUjppSB2AYqaD/edOiGpQZ3K8lNkv6+cVYhrcdELy/Kq+nsxJwC0aYiQuRBL6yZThvSd046z0KkIFGZOf4q8CD1wPuWuCuLeDVi/GzV47id++cxB2b5uNrl2bGghOnLnddvAJHPnQvnkmeB9Nr/4zUa/+uOwJPEEVEe0EynWljXoZz/mvO+UbO+cbSstw5t0vqhTyLpsoSlDutqNFJlldiYkwOuyp1ZCvdnQ6YzKg46CgD7NoKkkyYPu98+KvXQdKGQvGEvF1DmUzM2BuhmLxxfqUkWqa0zIKaUgccWRpqy6vUCTmUlHSp6mJuxOU1z6datwMb51WhymXDwlo3Llpai2vXNaK8VDheqxrLsEI0IhdUu1RtDupLHVm9eFUlNvgV+VFar5ynbhNGZqlH3IOuuYg46jMKqKj2Q7EPTqsFKWZRl6pnDGAmVW5c+je1vItq3Zhf7YKJMSyqNzbctI/1EpvQN2xdUwXs4qADA8dQzVkYqDtfns9aWosRsSedlLsXXSyEVtotwvd186qx6cLLAJfauAMAbnVhoO58JOaKDuyKOUiZHQi4hfCyUocVdosVEUfakKorcwI2t1BVWoG37ix4as/DgrpyfHRtI65Y1SCHCkp2dtxifA8PV50hK+pV4n3rLq9MG51r/gbRcsG7xMX7LWlxImW2qdahBwcDLHZgrlDBlAFCyG/6W+ZtxFimZ6d2OVZs/qS4bRcG6i9E3fJzgcUfVs1WIRomTZVObFpcg3VzxMEhcf9WNZanDZRlV2K0SsjXs1lMKFGEQs6pKtHx/OWnAxTSSF2ivMRaaPFDVc6o1jt3oUEqDmNC3mOF6K0zlHVe9sAKqR/dvOp8n1PGkIFGGHPgKeDhTwqx3Xe+CF7ehJ+8fAS/fP04PnnWHPzTNSvH3UuEmHl8+cPLcfJDP8cjic0wvf1jJLd8BzBoIksQU0if+FfrkqhDpodMu1yhy+SNrbRWVu7WzC7XrWYWEPtQxWyC0mQzm7C6sRxNYoELScWwW8yoF0MPGU/Ky+s+hqsWArN1KiKWzUIgzuGpPRcB9wJwMexw+axSzG6an3fzXkmBl5QIq9kkj3w3inkxyvLynAlqZ35vDGOFr3/Wxehr2Jx1PUa/ade6tL4UFSU24T22+MPAws1w2myyEVbttmNhrVtW5pXFIpSKd2jORfCWr0Bk+Q0IuYRw//k1bqybozaAuMmKDQvrsaDGBWeZMBJfW12FoZqNhqF1wslVSM6A3tlXYLA2M+wwn/ex3ZL2gFW6jZTI/M5SwD1fvvjWz6nA3KoSLJifNjRXzxaNAJ1QPkGA+bqT47YKcLd4S1qdsKz6KBIWF1x2syzeUHW6IEho6XXCNjRW5dLGKqCkBqUOC0wmBofVLIfLlYjritarDaikPX3OTIzJAwV1G67HhguvgsOmHjRJivePdB9cu64R165Le48lT7KJMblaorAPGk9siU02BqW9CLvnqubR9T6XNcLhcKrCaOcsXiOHjUrMrS6R8xotJpM8COStWJn5/LC54LClPXBS6HG1W7+gi4T2/uqefZXqu7V+GS5fqXnUNqyRq91WSS0FVl4PT+15CLrmACZzwdVJFyiro3IAs9bLX81m/fxWabfm17hw9oIquESvd0ZBn7IsuYYKlmdpG6FtK2AEGWiEPrseBB67U3jB3/EcuKsWP37pCO59oxWfOnsOfvCxNdSI+jSFMYavXbYCox/+CX6f+AjMO/4Xycc/ByRiuRcmiMnjJARjS66pzRhzALgQwLYsy72nXEbkshzL5M9cdWlnq6z8pw21mL0a3U1Xq3K0HFazoAwxJuudjAkj2GvXnoGLVy+Qn8G8Ssf7whigNx1CifeErUxUzpgs16q5dTAt3CwsLs7r1ulpmTRn5p0py8HPr3HhmrWNuHS1fj5cyNmI7tkf0f1NtQsGqhnjyG1DKBTJdCV9PUepiNUBuGqEsCUDlEsrQzhTjkoESheqRusZ0/dKuu0WrG2qAFt8KbD0Izhj0RxsXlaHFRk96xQyKgyPfN+6klK9fk6B4Y0alNceALmoi6f2XGBWukebxWRCXWUFWH26q4VcXCNXQQSd46S0tWaVO3HJsnp1OGkeeWh1pQ5cuWaWKmSuymXD5qV18kDHGfPVHpVESZ1cOOeKNY1po9fuBivPzLWXQmMlLxNjTFim8QxhkETko+saNedC2meOjfOqsGZ2Oty5xG6FzWzC3IXLhOeHQ1jObbfg/MU16l6BJVXi9i2oL3Nk5MoBgtdMz/MbqFlnmKN45vwKLK4VKizaxGspIwdLwiiKRnleZ60DZq2D06Yx1muXwWZ3YMPcyvT6zRbE7FUYlapuFupBM5vgWPVRQTQAqEnn/sFkUj17tHmxFpNJzusDgFXnX6tfXEdDhU4e6nkL9YslWUwmnDWvIneRmJxbJU4vOAe2/hB45qvAwouBTz8B7ijHj146gvu2tuLmc+bi+9eTcUYAn9+8BJarfogfxW+C+cBjSD50IxD1F1ss4hSGMeZmjK1njK2H8P6aK36fy4Xh5/8CcA9j7AbG2GoADwAIAHhYsY7XGGP/oVjtfwO4hDH2HcbYcsbYdwBcLK5rIqRWfSuxWbC6sVzuf2RiTE7OT5qzhz/KxRXmngWXw4pNi6qxrKEUtnLRWMhiXCipctlwzVphGb1cC0BQcuZVl8hKpdI7M1hzDlJNZwMQlPA1s8uxSRM6ZDYxIW9ZITt3CPKFS2bpFsqQkJo9q2TTiDmmN9CYw7GFrcUaxapsFgfWz6nIL4zJaJsmM2B3w2RiKHdaVetSKohaD5rFxDLyHAHgkuXqggTS8dEqxNxepvCucGxeJiynKgSiYzBFK5cCovHFGMM586uwaVENPryiHpuXiufe6lQvaxM9GaKhNp6IG6ctU131lS2FpzavWj4qhLA5QZYMbwZjGKlaj5TZCegVUNHQWFGC1Y3lqCjRnJPqRaqy/zKLL5VlN8ICjrVNFahyOYDyJmHwAABGO1HjthuGZZ67sBqXrlAXpEmanWgo0y86VC16853a3oAAHA43KkrSnv/FdW5ULDlPeMZY1euTBj7OW1SL69YbFCmyp2Ve11SBTYvUzwv52tCr3pnlbjcKvV7aVIsat93AqEwvMyRWnDQcDMrzml1cJ+yfzZw+lpktAxTk0X+SDDQiTTIOPPMVYOt/AOs+BXzqL0haSvDdp1vwv6Jx9u/XrSbjjJC5bdMCzP/Yd/H3iS8AbW8h/vurgcBAscUiTl02Atgt/nMC+J74+V/F338E4GcA7gXQDGAWgMs558qRg0XidAAA53wbgE9CKMm/D8BtAG7inO+YcOnFl73DapZf/FevmYXLxfAkbrIBKz6asZhRCn6pwyqE0pTPBlZeL4+mq1hymZDIrknszydQqdbtkI3HuVVppSxlsoGXpj1IC2vduiP3YOqKe6ykAlj1sYwqhVrkkM+kGDrNMxsNaBWni5bWZvRZ0u6PtudXoaQkhV0MVzMqxAAUbgvaLWY5t2thrUZ5E1cWt5aBLdyMixXG2PmLa7B6drkqXzFuLUOkRDzGZitSTWehv17IfUssugyYl84Zk0L+VL3uFMe2qbIEjDHULN4A1K2Qf6ty2WGzmOCyW1Ai9WrTKrOLLgYWXYJatx31pQ51iJ+wYxnHQcqjy/C0GPTDitkrFaXmC0cyTtK5kQwRZx36Gy/N7fmDoNg7rJnhlcYbrER309WIODWVPRX+XXMiIHyQcuqkUFCH4GXzVqwSqg/qGYD5IBoH8xuqccWqBlXrAxlX2vvjsJqxqrEczF0nGJia4yJVQ0VtZgETmdL0PT+/xqWuqFii72mSkFTOBTUunDlXPQhV7bLrNvu2WS1yrqWWK1bNwvo5ggfr/7N33/FtVXfjxz9H8t529g6EkQFlhR02FCirpS0ttBQopYPu8fShz9P24fk93YtCgbZQWihllLJCSFkJO4SE7OkMJ3a8tyVZ1tb5/XElWduSLVuy832/XnrJ1r26OvfqSjrfe875Hr+5kI6pZ+OaEj/hSDqWzKzg9COTt4pZKhcZFzqG2GeAkc2AKCYOlw2eugnqVsO534cL/gu3T/OdJzfz4rZWvnTekdxx2UIZcyZiXLd0DlPKv8tXH6virva70A9cTMHNz0d07xAiE7TWb5Iktgi0ot0ZuCVaZ36cx54Gnh5p+RK84uCfM08Ca0vE0pgLXnmFsPBKsLVC80ZSy3ECJBhbQVFlTCpoSCkjdoTKkkKWzitge7MlsIFAJa0suqKZSOAFE41HiljV2HZ4QpFELX1BVSUFgwGdCitfeGAaHaCleBAGV4vzXnldQzwnddMri2notkcmF1EqlI7cXVBtJOwKE6+VoGPaOZQVmHCUHM3C/GJ04Vy8+W2DKwSPzZAttsa4u/AxVYMS5coLk1cIeYUoAsklEorsHjs/wcTjicuYLJlOArNOAXc/+WYTS4+YQktPPy0WR6jFUikGP1MJ0rkDg63WZfFTqg+HDrY8B8/XqPGJfnMBBYs/AjWptZjHmLLQ+F6omEny2Q4DhjiZtSmf5tlXsLQqfuvZkN9ec04Hewc0DPYqP3luNf7AZz5Y75xcVhga3xpuqEyq0YryzREZJD0FVXiqK6CjLqXnHz21LCLTa1Bxfh6Y43+/LZpRwe5WK/3lR8LUWUYCviFIgCbA1gaPfRLad8JV98ApNzHg9vLlf2zi7b2d3HH5Qr583oKhtyMOWxccO5VpX/4qX/trFb+x/BT+fCEFNzw+ZMYjISa8YCWrsDyma1BC+UXGYPTmjQDY519Ka1E/ZTV5MDszFcHwsWcRiqvBnA/5JeC0DD6+4CLYv4pJpQUcVFCQb4ZjLk2pGxgYc42lMrFxPP6oQEIHK4zmJNMRKAXHfwKAAr+x4KipZdCX5osXluMur8HjbhvcfDDAOeoScNuNTrQBFy2aRl1HPzMpTfu1jp1WTmmBOba7XMUMZi85G3OCMYVxKVPcebAAI3CaeRKUz4h6jkq/6S9yA+mtns5rBd/zgjLwGH8ePbWcovyw8zed7YUfy0XXULltOS0WB9MrijhoGRg8VwPnUEKlk2BR5Hx+Q5lWUUS71RlT5mBrXtmkWUAXBBMBRQVICbsRpkqplJNdDMlcwIyy4ohMj+Gs5UejixxDbCMvpnt2eEAf3P24767JDH5f5GMzTxq8j3cRYoQNDUkDwjhjXwvMJo6ZVs7uVmtYGU+GuteTvo4EaIe71m3w5A0w0AM3/BOOvoQOm5PbHtnA9mYLv/z48Xzq1LlDb0cc9hbPrOAnX7+Z/3iomv/qu5N5D1+FuvJ3mE65KdtFE2LsHf1hoyJfUGpkEasMVKrmnB5qEQl38tzqqNa0wTEZ86ZPxuYvYMHMCkhxsuZUnDSnmpqyqMqGOd+Y5Lllc2SAFhi3NLOqmCsXzsRkNoF56GkGwqWavSwoWCGzVC5kknmwLL68EtSsk2Mm5Z5cVsjcmhKOnR5ZLpNJGZVavx/61octSVKemSdBdx3MOoW58yrpbexjSrExJQH+wH1+EeQXoexGD1qtjUQOJ8ypgubIzZUXDV3dKi4wx0zsHDT9iCVxH48WfxLnOMLmyTvzyEnGoci/OIUu6nGO2ZhMtTKYVCNo7qSS+F1r02Uyhea4cpUWAAPJ6/DRQUEawRkYY8XiKS3M49Il0ylqb4PerrDXiN33XHLaEfG79ZUX5WHjGLxHxk6nECOUFjbN1tCjPwxOKzSsGHwseOEmei7IJKLf7sllhVidHgrzTMyLmm4jqarB+nKwe6U/3ttWUhO3O3s4CdAOZzufg+dvN65c3PJvmHkiu1ut3PrwB/QOePjTZ0/hw0uGmERTiDAzKou552uf4CdPz+Ky3T/g3BXfwNmyg6KP/DxxFywhJqKisPFQ4VnEqubEXT1ZF7A8s2nE2fjimTvMuXqSpdqOoY2Jn6863gjqhuqqGM/M6jJMtqjXrDky5kq4yaQ4aW6Sbl9xuiUlVFQJx3wYgFIwkqDYAt0EiyLfi2kVRexssUZOTFx9BFiaQq1UFxybuS5wCc1fxrQpZo4qr2TTod7Qw0O9X1NDk6gXhcY5JXyXggFgRKuFjlhWlG/G6Ylq1SgojUgUEblNZUxz4HUmLafxUulntExJaLvGVpMOtT/mcvB7MvnqEeNTQy3twQs5JTXG+TQlcWKRrIlzbs2tKaGmtICmXgc2vKm1nAcvesRp8Qq2LAbHaEYoKE0p4UZcYRczos/3JTMrOGJKKUX55vS+e8MuvgW7KidqXSQv+ZQmUmM6HPn98ObP4O1fG1dzr3sUyqfxRm0HX3t8E2VFefzry2cOzmEiRBpKCvL46fXLeHztI/ztpR9yy8YHsLbupuLGR1POMieEyGHD6CIUbB0czjjmeM/IynjoBMFleVF+bLezkhqjJTIg7fIeef5gQJiq8unMjYqBtNYUxKvYpiim2CWToL89cixhsBtvYOULF07FF91scOzlcbYetk5xBi5AFCWee2poRlkK8szMrSnhyMmxiSdC8osgtdFbQyudYhy38LGSUxYarxFsjVEKZseZ0zAnxJ7XwYsk0yqKaOwZoDK6y248wcAszlQGi2dUUF1aEMo6GU9wAvKUzTwJSqcwr9NPQ7fdeKxkEgx0A8b3VVqts2XTYj4XJpPitCNqqA60vi2aURE3A2siEqAdbpxWeO5LsOffcNKNcMVv0eYC/vxWHb96uZZFMyp46KZTmV6ZoS8fcVhSSvGZsxawZc4f+dkjv+J7zX+i5+5zKL/xMfJnnTD0BoQQAeM7MZOraAoF7k5S3Y8FU8pweX1gHbzyPLu6BEZjBo+0g7zoScFGUelk45bA+cdMxeZKvRXnqKll7O/oj98KkY4pxxqBUGlYtzUd2YJmTFo+speJEey2VjoZLAnWSdRCl4pQQgpT8lbYTMsvguM+HvmYyZTbSbYqZkHBbmP8ZRJF+Ym77MbILzK6/MVpQTOZ1JCZOuPN85ZUoPtjgTlsXNiR56eW6bWwPHZKoXlnD44ZDBM+ZcYxqR6LAEmzfzjp3AMPXQJ7X4HLfw1X/wGr18SXHt3IL16q5fLjZvDUl86U4ExkzIlzqvj69/6XB4+8B7ejH/3gRbSvvm+MxiwIMcqKKuJmSBSGfLOJ7kknUbj4Iyl3LzxuViWnBCZwLSqr4poTZ0X8JqVbyYkRbyqCtGU/aK4syTcC1xQtnlFhjG9KMXIKVognRc8jZTIbrRzhQWqoUjuKxyWv0BhvNOuU2MmzM2Es9mGMzakp4eg5M4ZeMV3m/MHvvUy+CXmFw99eZXjX8WFuQ6nUsswuuBAWRk1ebTLFJi0aIWlBO1xseRxWftfIzHXjc3DkeexutfKVf2ykqdfBj65czOfPni9p9EXGlRfl89WbPssbm04m/4XbWfbOf7F31yrm3vwQReWZqCwJkSXKnNH02uNHar8TZpPiyhPmJB/Pk8gxl8Udo7FoRgWL4s53lqIFF8K+VeBMN50j4/rCkgqbED0VU8oLU88WWD7dGGs3I83eEVHjvoYU1YVxuFlB45p2HLRtS62CPk6cPLcavOca3fYa1mR248FkHtGZQLNl7ulwSBvjPkebOT/jwVg8EqBNdG47rPwebH0c5p8D1z6Iv2w6j6w5yC9eqqWyOJ8nvngGp86XirIYXRecvJiuo19i+d/v5CMdD9L3u6XUnfcrlpw/RBpjIQ5n4/yimXlY0RlQGDUGaOGVmTsWwa5IcbJppmScvycZZzLD/LOHXi+XTTkmN5NwjFReAVQMM4gqKE3cjTGvAI79SOpTh4i0SRfHiazhPfjj2bD1CTjvDvjcclp1FZ/763r+d8Uulh01mZXfOEeCMzFmJpcXc81Xf8nOy5+mn1KWvHkra3/3KZpaW7NdNCFyTA631mQjQMkvGjLrWcqmHWeMdUk3+1twfMxws8aJ+DJ5Os09Y3AeLDEyR14AR5yXeHlBSW5drBhBC3cO7UWItKBNRB4HrP4/eP9+qJ4HN69EzzuL5zY3c+cLO/H6NT+/9ng+feoc6dIosuLEMy7EecI61j/2A05rfISuP53J8qO+zQWf+AoVySaBFOKwk6Xv6CmLwD1g/IZMNJWzBuelS0fZFCMZQNm0zJdJpC1u9SVOFsBsumDhVPKG24qcbYF5/saNaYvB3Z/W53NqRSH7OmyxYy1zgLSgTTT7VxmtZu/fB6feCl9eQ13pCdzw4Dq+89RWjppaxr+/cQ7XnzZXgjORVUXFJZz2hbvpveEl3MVTuabux+z95XmsePU1vL4UMikJMZGpwFiYbAUD+UVGt7VRGmsxtXwcVfzCVcxIbz41kVh+IMlJ4UjS4+e2iqJ8SgqkLWRMFFXC0ZekNXH45LJCrj5hJjVJUvhni5w1E0VfI7zyX7D7BahZAJ9bjmP2OfzxrTr+9GYdRfkmfvqx47j+1Lmh+WiEyAWTjz0Tvr+W5tV/4tj3fs6Ja67j5Q8uofCiH3DhaScOfwyLEOOZOQ+OuRTyc7A7nRpZgHLJ4mkU5k2cZAximCpmGF3okkwnIMRoy9XGCgnQxjunBd77A6wNpC6/6Md4T7udf23t5PdPvkG71cVHT5zJf1+xmCnludeEKwQAJjOzLvkq+qxP0/jcj7l0/5P4Xnqdp1+/kvKL/4NLly6WQE0cfkYyr9NomHeWMZfmCCs00qIgQsqmDL1OlBwenZm7Zi+F/s5sl0KkQb4lxyuPA9Y/AO/eBY5eWHIt/ov/l1ea8vnNveuo67Rzyrxq7r3hZEkCIsYNVTqJuZ+9D1/392h7/sd8svF5HCv/zbOvXUb5Bd/kkjNOlkBNiGypmGncRM6bU1PC7lbrhG6pzNGGj9xUPd+4iXFDArTxxmmBDx6CdX+C/nY46mLc5/+Q51on8ee/HuBAp50FU0r5842n8OHF03K26VaIZMyTjmDOrY/ib9tF78qfc23jCnyvvMjLq8/He8oXuPDCSygvGv15SIQQYjw6Zlo5C6aUTegLWhmdB02IHCMB2njR2wAf/AU2/A3cNlhwIT2X/4nH2ubw6CMNdNhaWDKzgnuuP4mPHDedPLMMYhbjn2n6Ymbf+ij+nnpaV/6Ki+uepnD9aratO4r6Iz7F8R++hSNmpt9FRggh4pp2HDSuMxIOjHMTNTjzB9Kpy/VnMZFJgJbL/D4jK+MHD8G+V0Ep/IuuYcOcm3hwXzmvP9aBz7+Xc46ezG+vO4FlR02WFjMxIZlq5jPvxvvB8TOa3vobUzf9jQ/V/xTLn+/i36WXULL0Bs5YdjFFMrZFCDESZVNg0ZXZLoVIgdR2xEQmtZlcozW074Bt/4TtT4OtFV02neYPfY3HPefx5B7o2TTA5DIvt51zJJ8+dQ7zJ+dgli8hRkNxFbMv+zZc+i16d79J5xt/5JLOleS/vZzGt6exZ9IlVJx6HSeesoyC/Ik79kIIIQ5XwfmI5YK0mMgkQMsFWkPrFqhdCbtXQGct2pRH5/RzeaXqdu5rPYa29T6K8r1cvGgaV50wkwuOnUpBnnRjFIcppahefAHViy/Ab+9l/ztP4tv+DOd3P07ey//gwMuzqJ90DkWLLmXJ6ZdSWS4XMYQQYiKR8ExMZBKgZctADxx8C+regP2rwdqEViaay0/k1cqv8eeuD9F+oIzywjzOPXYKH148jYsXTaO0UN4yIcKZSqs56rKvwGVfwWVpZ//bT2DavZxzuv9F/rtPYn+nkPVFJ2GZeS5Viy9k0fFLKZMEI0IIMS5Jmn1xOJDa/ljw+6BzDzRvgOaN0LQR3b4DhcZlLmVr/gk847uSVz0n0uesYMnMCq4+axIXLpzG0vnV5EvCDyFSUlg5jYVXfQuu+hY+h5X9G16mf8fLzOt8l2kH34eDv6L3xTLWFyyiu+Yk1JzTmXrsaRwzdyZlcvFDCCFyXk1JAd12lyQJEROa0jr1axFLly7VGzZsGMXijHN+P1gaoWsfdO2Brr3ojlp02zZMngEABkyl7NBH8a77aN71H8c2FrBwZjVnHDGJM46cxKnza6gskav7QmSU1thb99C87XVcB9ZS07OZWd7G0OJ6PY1DeUfQV34MrkmLKJixmMmzj2bu1GpmVhVP2GxoY00ptVFrvTTb5cgU+U0UYux5fH7sLi9VJQXZLooQI5LsN1EuGQ/F7weX1Zh/LHjrbwdbK9ja0NYWfJYW/NYWzP1tmP3u0FOtqpx9vpls9y9jq38BW/UCqFnAcbOr+dDsSu6YXcXimRVy5V6I0aYUpTMXcszMhcDtAGh7N31719BTtxF/2w6Osexhat86TH0a6sCvFS1MYp2eRkfeTGzFM/GVTMdUOYPaj2unAAAgAElEQVTCmlkUVs2kvGoy1WWF1JQUUF1aQEVRngxcF0KIUZRvNklwJia8iRMZdO6Bzlrwe40uhX5v1N/GvfY68bsG8HsG8LsH0G4HeBxozwB4gv8PoNx28jxW8jz9qAQ9nh0U0q5raNNVtOnZtOvjqdfTOcBs3FULmDR1FgumlrJgShk3Ti3jf6eWUSFjX4TICap0EtUnXU31SVcPPugewN++G2vzbmwte/B1HWC+tZ4THOsptVvADnQOru7U+bTranopp0GXYqUUV145rvwKPHnleAoqoKAMU0Ex5oIS8opKyS8spaCohILiMopKyigsLiG/oJCC/AIKCwoozDdRmGeiMM9MUb5xn29WEvgJIYQQh4kxD9DueGYbjb0D+P2g0WgdGPCpB//3a42GsGWD//v14HOC3TO1hs86H+NG15NDvr4C0AoXhTgowKmNeweFOCnAoQtxUMkA07DoUqyUYA3cO03lqKIKvCWT8ZXNoKi0iknlhcysLGZGVRFLK4u5uqqIqeVF0iVKiPGooATTnFOomnMKVdHL3HawtYGtDWdvM47uZjyWFoosLcxw9DDTZSXP3USBx0ax24bZ7YOB9F7erxVeTHjJw4sZN2YcmPFgxocZH3n4lQmNQgFaKUK5zFTgsYhlg3RgPR2W+0yFurgPXoQKXpB6teAini80gtcnbjuDSWWF6e2MEEIIIYYlrTFoSqlOoCFDrz0Z6MrQtnKN7Nv4NFH3baLuF8i+jTfztNZTsl2ITFFK2YA92S7HODcRz/OxJMdvZOT4jYwcv5FJ+JuYVoCWSUqpDRNpsHg42bfxaaLu20TdL5B9E9kl79HIyTEcGTl+IyPHb2Tk+I0eyd8uhBBCCCGEEDlCAjQhhBBCCCGEyBHZDNAeyOJrjzbZt/Fpou7bRN0vkH0T2SXv0cjJMRwZOX4jI8dvZOT4jZKsjUETQgghhBBCCBFJujgKIYQQQgghRI6QAE0IIYQQQgghcsSYBWhKKbNS6v+UUgeVUs7A/U+UUmM+WfZoUEqVK6V+r5RqUEo5lFLvKaVOzXa50qWUOlcp9YJSqlkppZVSN0ctV0qpO5VSLYH9fFMptSRLxU1LCvt2rVLqFaVUZ2D5+dkpafqS7ZtSKl8p9Uul1DallF0p1aqUelwpNTeLRU5ZCu/b/ymlagP71quUWq2UOitLxU3LUPsWte4DgXW+N4ZFFAkopW4P+z3bqJQ6J9tlyoZM/GYopaqVUo8qpSyB26NKqaqodY5XSr0V2EazUurHSkXNxj7OKKV+oJT6QCllDfzurFBKHRe1jhy/BJRSXw38rlkDt7VKqSvClsuxS4NS6r8Cn+F7wx6TY5glY9mC9p/AV4FvAAuBbwb+/8EYlmE0/QW4FLgJOB54FVillJqV1VKlrwzYgfH+OOIs/z7wXeDrwKlAB/CaUqp8zEo4fEPtWynwHvCdsSxUhiTbtxLgZOCngftrgDnAy2p8XCAZ6n3bg/FdcjywDDiIsW/TxqyEwzfUvgGglPoExuetZYzKJZJQSn0KuBv4GXASxvfGS2qcXPTIsEz8ZjyO8d10OXBZ4O9HgwuVUhXAa0B7YBvfAP6D8fldHe584H7gLOBCwItRb6gJW0eOX2JNGHXLk4GlwOvA80qpDwWWy7FLkVLqDOA2YFvUIjmG2aK1HpMb8CLwSNRjjwAvjlUZRnHfijG+WK+Jenwj8JNsl28E+9UP3Bz2vwJagf+O2ncb8KVsl3ck+xa1bDKggfOzXc5M71vYOosD+3h8tss7CvtWEdi3S7Nd3kzsGzAPaAYWAfXA97Jd1sP9BqwDHox6bB/w82yXLcvHJe3fjMB5rYGzw9ZZFnjs2MD/XwGsQHHYOj8MfC5Utvc7g8evDPABV8nxG/Yx7AG+JMcurWNWCdRhXCR4E7hXzr/s38ayBe1d4AKl1EIApdRijJPh32NYhtGSB5gBZ9TjDowTdaI4ApiO0ToIgNbaAbyNcQVQjB8VgfverJYiw5RSBcAXMX4MtmS5OCMWaOF8AuNCz+5sl0eEzrFTCPseDHgV+R6MlspvxpkYgd17Yc9bA9ij1nkn8NygV4CZwPzRKHiWlGP0bAp+L8vxS5EyhtF8GiPIfQ85dul4AHhaa/161ONyDLNoLAO0X2I0ee5SSnmAnRgtavePYRlGhdbaBqwFfqiUmhX4ovgsxkk5I7uly6jpgfv2qMfbw5aJHBeoYP4WWKG1bsp2eTJBKXWlUqof4yLJt4FLtNbR5+l49L9At9b6j9kuiAiZjHFBTr4Hh5bKb8Z0oFMHLqsDBP7uiFon3jbCX2MiuBvjwtLawP9y/IYQGNvUD7iAPwEf01pvR45dSpRStwFHAT+Ks1iOYRaN5fiTTwGfA27ACM5OBO5WSh3UWj80huUYLTcCf8XoE+0DNmFc+T45m4UaJdGT56k4j4kcFGiR+QdQBVyd5eJk0hsY3ymTMfrRP6WUOlNr3ZrdYg2fUuo84GaM/RK5R74HUzfUsYp33IZaRyV4fFxSSv0Oo8fNMq21L2qxHL/E9mB8R1YBHwceUZEJvuTYJaCUOhZjHO05Wmt3klXlGGbBWLag/Rr4jdb6Sa31dq31o8DvmCBJQrTWdVrr8zCa1+dorU8D8jESFkwUbYH76CseU4m9OiJyTFh3uQ8BF2mtu7NcpIzRWtu11vu11u9rrW8FPMAXsl2uEboAowW+VSnlVUp5Mcaj/VIpNSFaPsepLoyLcPI9OLRUfjPagKnhGd0Cf0+JWifeNmACHHOl1F3A9cCFWusDYYvk+A1Ba+0OfPdv0Fr/AKMF8tvIsUvFmRgXNXeE/cacB9we+DtYR5BjmAVjGaCVYPyohfONcRlGXaCi2KqUqsbI6rg822XKoIMYH7RLgg8opYqAc4jsfyxyjFIqH/gnRnB2gda6bYinjHcmoDDbhRih+zHerxPDbi3AXcBFWSzXYS1wpXkjYd+DAZcg34PRUvnNWItxYfPMsOedyWBW3eA65wSeG3QJxuehfjQKPlaUUndj9Cy6UGtdG7VYjl/6gt/9cuyG9jxG9uPw35gNwJOBv/cixzB7xiobCfAwRve/KzAGBX4M6AR+m+1MKRnav0sxUowegXHibcHI9JWf7bKluR9lDH5QB4AfB/6eG1j+nxgJGK4FjsP4ILcA5dkuewb2rSbw//kYze5fCPw/PdtlH8m+YXRlfh4jY9LJGFeygrfibJd9hPtWAfwEOD3w/ykYXY1dwIeyXfaRnpNx1q9Hsjhm/YbRZd8d+I5YhDF2qB+Yl+2yZeFYjPg3A3gJ2A6cgVG5244xRja4vBKjovhkYBvXBrb53Wzv/wiP3X2B/bgw6nu5LGwdOX6Jj98vMIKF+RiBxs8BP3C5HLthH9M3CWRxlGOY5fdiDN/0cuD3QANGdsMDGH1fi7J9EDK0f9dhpCl1YaQlvReozHa5hrEf52MEJ9G3hwPLFXBnYB+dwFvAcdkud4b27eYEy+/MdtlHsm+BH694yzRDpKzPhdsQ+1YCPBf4wXAF7pcDp2e73Jk4J+OsX48EaDlxA24PvB8ujBa1c7NdpiwdhxH/ZmBcHPtHoNJmDfxdFbXO8RjZ45yBbf0P4zxFd5Lv5TvD1pHjl/j4PYxRp3RhJKVYRdj0KnLshnVM3yQyQJNjmKWbChw4IYQQQgghhBBZNqHGfwkhhBBCCCHEeCYBmhBCCCGEEELkCAnQhBBCCCGEECJHSIAmhBBCCCGEEDlCAjQhhBBCCCGEyBESoAkhhBBCCCFEjpAATQghhBBCCCFyhARoQgghhBBCCJEjJEATQgghhBBCiBwhAZoQQgghhBBC5AgJ0IQQQgghhBAiR0iAJoQQQgghhBA5QgI0IVKklHpTKdWrlCoMe0wppX6plOoO3H6llFKBZccopZYrpTqVUj1KqVeUUsdmbw+EEEKIzJDfRCFGjwRoQqRAKTUfOAfQwNVhi74IfBQ4AfgQcCXwpcCyKuAF4FhgGrAeWD4mBRZCCCFGifwmCjG6lNY622UQIucppX4MXAqsA47RWl8ZePw94GGt9QOB/28FbtNanxFnGzVANzBZa909ZoUXQgghMkh+E4UYXXnZLoAQ48TngN9h/Bi9r5SaprVuB5YAW8PW2xp4LJ5zgTb5IRJCCDHOyW+iEKNIujgKMQSl1DJgHvCU1nojUAfcEFhcBljCVrcAZcE+92HbmA3cB3xn9EsshBBCjA75TRRi9EmAJsTQbgJe1Vp3Bf5/PPAYQD9QEbZuBdCvw/oOK6WmAK8C92utnxiD8gohhBCjRX4ThRhl0sVRiCSUUsXAdYBZKdUWeLgQqFJKnQDsxBgMvT6wLPhY8PnVGD9EL2itfzpmBRdCCCEyTH4ThRgbEqAJkdxHAR9wPOAOe/wpjD74fwe+o5T6N0Y2q+8CfwBQSlUArwBrtNZ3jGWhhRBCiFEgv4lCjAEJ0IRI7ibgb1rrQ+EPKqXuBe4B5gBHAtsDi/4C/Dnw98eAU4ElSqmbw56+OHp7QgghxDggv4lCjAFJsy+EEEIIIYQQOUKShAghhBBCCCFEjpAATQghhBBCCCFyhARoQgghhBBCCJEjJEATQgghhBBCiBwhAZoQQgghhBBC5Ii00uxPnjxZz58/f5SKIoQQYiLbuHFjl9Z6SrbLkSnymyiEEGK4kv0mphWgzZ8/nw0bNmSmVEIIIQ4rSqmGbJchk+Q3UQghxHAl+02ULo5CCCGEEEIIkSPSakETE4/b62fA7cXr15QV5lGYZ0Iple1iCSGEECIerwucViibML2FhRBRJEA7jGit2dLYx1t7O9nY0Mu+9n7abU60HlynpMDMgillHD+7kmVHTebcY6ZQViiniRBCCDGm+juhcR0suBAKSgYfr3sd3HZYdDXkFWSvfEKIUSM178NAd7+LJ9Yf4on1jTT3OVAKjp1WztlHTWZ2dTGVxfnkmRX9Li8dVhf7O/p5YUsLj687RFG+icuPm8EtZ8/nQ7Orsr0rQgghxOGhYxd4neCyRQZobrtxr33ZKZcQYtRJgDaB2ZweHnj7AH955yDKY+eLs+q5YsYB5usm8u3t0O6B7mKonA1TjoG5Z8EZZ0FRBR6fn82H+li+pZkXtrbw3OZmzjl6Mj+4fBGLZ1Zke9eEEEKIiU37jXuVIF1AePcXIcSEIgHaBPXarnZ++Px2Cm2HeHDqas4aeANTtx0sxTB1EdQcaXSN8DigrwHqVsOau8FcAEd/mPwTb+C0Yy7jtCNquOPyhTy+7hB/equOK//wDp85fR7/eflC6foohBBCjJqRBWDNfQ5mVBRhMsm4ciHGG6lhTzAOt4//eWEHL27Yz08qn+ejxS9hsufBcdfCiTfA7NPi91n3OKFpPex5CXY8A7UvGkHcsm9TfuJn+NJ5C/j0qXO5a9VeHllbz+u1Hfz2uhM448hJY76PQgghhEgcwLVaHGyo72Hh9AqOnV4+hmUSQmSCpNmfQA51D/DR+9awf9PrvFf5Iz7mWoHpxOvhG5vho/fD/GWJBxTnF8ER58JlP4dv74JPPgxFVfDC1+HP50LdG1SW5HPn1Ut4+stnUpBn4oYH3+ePb9ahpZuFEEIIMbaS/Pb2O70AeP3+sSqNECKDJECbIDYf6uVj96/hLMuLPF34E6qKzKhb/g1X/wEqZqS3MXMeLPkY3Pa6Eai5bPDoR+GxT0JvPafMq2HF15dx+fEz+OXLtXzzyS04PTJYWQghhMiYIS9+Jl7u9RvL8s1SzRNiPJJP7gTw3v4urn9wLd8z/YP/4c+YjjwPvvwOzDtrZBtWygjUvvYBXPJ/0LAW/ng2bHyYsgIz915/Et+/7Fhe2NrCjQ+tw+r0ZGaHhBBCiMOejrpP45nSsUWIcU0CtHHunX2dfP7hdfyq+B9c73keTv0C3PAUFGcwJX5eIZz9Dbh9Lcw6GVZ8Ex77JMrWxu3nH8Ufrj+JzYf6uOmv6yVIE0IIIcZCClGYpAcRYnySAG0c29jQyxf/voFflj7B1e6VcNbX4SO/MboojoaqOXDjcuM16t+FP54J+1Zx1Qkzue8zJ7O9ycJNf12PTYI0IYQQYmSGjL8Sr6BHmAFSTFBOK9i7s10KkQIJ0Map/R02Pv/wB3yv6AWuca2AM79mdENUo3y9zGSC026DL78LFbPgsU/AGz/n0kVTQkHa5yRIE0IIIYTILXWvw4E3sl0KkQIJ0MahHrubWx7+gI+qt7jV8ziccP3YBGfhJh8Ft74GJ3wa3voFPPYJLp2fz703GEHaFx7ZgMsriUOEEEKI4RmiFSxJF8fgorGsFohxwO/NdglEiiRAG2fcXj9f/sdGZlq38z88AEecZ2RqNGXhrSwogY/+Ea78vdHl8S8Xcdl0G7+97gTWHezhjme2Swp+IYQQYlTI76sQE5UEaOPMr1+p5eDBOh4pvQdT5UwjDb45P3sFUgqW3gI3rzTS8f/lYq6pqud7Hz6G5zY3c9eqfdkrmxBCCDFeJbrAmVazmDShCTEeSYA2jrxe285f3qnjycl/o8hnh08/ASU12S6WYc5p8IVVUDYV/n4NX520keuWzuae1fv414bGbJdOCCGEmCACQZf0UBFiwpIAbZxoszj57lNb+XHVqyzo3wCX/xKmLc52sSLVHAG3vgpzz0A99yV+PuNtlh01mR88u50P6nuyXTohxGFIKfUDpdQHSimrUqpTKbVCKXVc1DoPK6V01O39bJVZCIMEYEIcriRAGwd8fs03n9zMsd5abnY9ZkweffLnsl2s+Iqr4bPPwuKPYn7th/xl/irmVBdz+2ObaLc6s106IcTh53zgfuAs4ELAC6xSSkV3P1gFzAi7fWQMyyhEyuxuP26vP7V50KSHoxDjkgRo48C9r+9n98FGHir9E6pyFlx1d25/6+YVwMcfghM/Q9G7v+KZo17C7vJw+2ObjB8VIYQYI1rrS7XWf9Na79BabwduBKYAZ0et6tJat4XdpNlfZFeCAGxXq4VtzX3DeaoQmeF1ZbsEE54EaDluZ4uFP7y+j79NfZJSZxt8/K9QVJntYg3NnAdX3wunfZGarX/mpQXPsbGhh5+s3JXtkgkhDm/lGL99vVGPL1NKdSil9iqlHlRKTc1C2YSIFRVt6VDijxRa0EahOOIwZ22B3SvA1p7tkkxoEqDlMI/Pz/ef3sZVRVs5xboazr8D5pya7WKlzmSCy38FZ3+LeQf/yb/mLefva+t5ZmNTtksmhDh83Q1sAdaGPfYy8DngIuC7wGnA60qpwugnK6W+qJTaoJTa0NnZORblFYet4c+DlhUeR7ZLIFI1knNnoNu4d0Rf48ogz8QYErNqVzt7223Dem5ehssiMuiBtw9Q39LO09WPQPliOPtb2S5S+pSCi+8En5tT37+fuyfDHc+bOWFOJUdNLc926YQQhxGl1O+AZcAyrbUv+LjW+smw1bYrpTYCDcAVwLPh29BaPwA8ALB06dIcqyGLw8PQ7WJ6rBOM2LvhwBsweylUzx/b1xYTS/BcmnM6VM3JdmlGxO72srvVyjHT0q/vSgtajtrXbuPuVfu4d/pKih1tcNU9xtiu8UgpuPRnsPTzXNP/FN/Me5avPrYZp8c39HOFECIDlFJ3AdcDF2qtDyRbV2vdAjQBR49F2USGuGyw/WlwWrJdkswYspUjlSQhY9TJ0RU45vbusXk9MXE5A+Mr7Yd3DwUJ0HKQz6/5j6e3cVrBAc7vew5Ou218dW2MRyn4yG/hxM/wZf0Uy7r+yf97UcajCSFGn1LqbuAGjOCsNoX1JwOzgNbRLpvIIEuzcd++M7vlyJghJqpOEsDlWu9HkWPkBBl1fv/IjrEEaDnosXUN7Gjs4r7yR1DlM+DCH2W7SJlhMsHVf4BFV/Oj/H9g/eCfvLitJdulEkJMYEqp+4BbMFrPepVS0wO3ssDyMqXUb5RSZyql5iulzgdWAB3Ac1kruEhffrFxr8zZLYdIXzYCBlc/uO1j/7risOAb4TktAVqO6ep38etX9vB/U9+k0roHrvgNFFVku1iZYzLDtQ/in3smdxX8kWeeeZKGbvmCFEKMmtsxMjeuxmgRC96+F1juA44HlgN7gUeAPcCZWuvhje7ONdufhqaN2S7F2MnlaWgyYoJlcXRaYMczgy2gY2Xvy7DnpbF9zZwxHlrQxkMZE/NJC9rE8ouXapnqaeZT9sdh0VWw8IpsFynz8oswXf8E1BzJ3erX/ObR52R+NCHEqNBaqwS3OwPLHYG50qZqrQu01vO01jdrrRuzXPTM6j2Y7RIcFmxOD3Wd/ZnZ2BBX4HvsuTgX1TAqpcExg5aJ9ZGbsKR75JiQAC2HbKjv4emNjTw06XFMeQVw+a+zXaTRU1xN/ueepaCojB/0/oj7Xngn2yUSQoiJzd5l3MSoea+umx3NlhFfPTfE30bw0Q8OJk7IMa6q0CpQFZWKf+7r2gc+t/H3hG+pzi4J0HKE1+fnR8t38vmy95lv/cBITV8xI9vFGl1Vcyi6+Vkmmx1csOVbvL6tIdslEkKIievAm8Ytyxq67exoniCZFqPoQJDh8WWgV0gGApZxUYcer4FZOvOA+X3GLVcM55gP9EDrVuitz3hxJopWi4PVu9tD3wMjIQFajvjH+w20tzZxh+lRY+6HU27JdpHGxvTjUR9/kA+ZDuJ89nZaegeyXSIhhBCjaEtjX+a6AWbYrhYrfQPuYT8/mNbeP5pBhxp6DFomKojpiY0E2yxOmibqb7qtDfavhu661NbfvQJ2LR/dMqVlGOfHeA2kx9DWxj76XV7cPv+ID5cEaDmg1+7md6/t5Z6af5HvtcNVdxsZDw8T+Uuuou+MO/gI7/LmQ3dk5sqjEEIIkQa/X7Ovw8aa/VFdB3vrU66Im0MBWiZKpKPuoxfndoV53cFuNjak0cqULbb29J/jsuHx+entTXHeN7+X3n7niFOvi8PH4RMF5LDfr9rLSZ7NLBtYjVr2bZi6KNtFGnM1l/4njbOv4Ib+R1jxzwezXRwhhMic7jpj7MbhqH4N7Hg27qIxbeVp3Qp9h+IuauwZwO7yhv73+qMuEjZtgJbNKb1MsHErIy1ocbZhjG0bD/0Wo+xaPuE+A/vabWxtsqR0Hlscbuq6+tnTPg4Sw/o8udUdcxzKxMdfArQs299h4+l1+7ir9GGYdDSc891sFyk7lGLOTQ/RWLKIS/b8D+s+WJvtEgkhRMrqOvvZfChBa0HLZiNAyIZst7LYWkHnQK+Irn3QuD7uok2Henm9tiPhU50eXxa6DMbn1xqzzwGAStbFMXifarEdfcmXaw0e5+D/HocReAeeV989QH1Xv9Ha2LIl9vk+T/Y+A6NBaxwef/DPIXl9xkoD7hwJfJIVetfyjE8/sL+jn+VbmvGm00NqpB+5HPnMDpcEaFn205W7+W7Bs9S4W+Gq30N+UbaLlD35xUy59Sl8pgKmrLyVtk7JNiaEGB92NFs41JOD421Gu5LidRnzrPWEpfH3+6FrP2iNz+9P2JqUS/WnRGW0OT3saLHQanHGXT4kj8M4PvYUu8JFGOoAZegA9tbD/lVgbUm8Ttc+qH0RXIEWIGuLEXj3GF0/93XY6LIHxu51789MuSaArn4XFocnsxvV2kjYMZq8cc73EWSc2d9hjDn1jlUXT6/bmFuvfdfYvF4ceoSfTwnQsuitvZ207/2Am9VKOPlzMH9ZtouUdUWT5jJw9QPM0y3U/eUWvN4cudokhBAZ0mN302pxjNGrjXKFyBVI9tFzYPCxjl3QugX6Gtjc2MeeNhvseTkyiBv9kmWEM9BK0u9Mr5Idivf6Ay1zHcOoKAY2MpzWu7SeEpyHzJUkcUt/W+A+cUtjwoIcxt3l1uzv4s094ccsA2d9xy6oez3tIG1LIIFFNgSnnTCNVVrR4FQAPSkmcclBEqBlidfn52crtvO74r+iSibBJf8v20XKGTNPuozaJd/mbNfbvPWoHBchxMTyzr5O1h+Mqlw5LcNsZRmCe5SzJQa7L6qw6kSwchSomNvdXhrbOvA3bYh4ambmChuZ8OAnXmmGexW83+VlwO0dbHUw5w+ndOxssfDa7gRJLDJ++JJs0FyQYEHyCvek7o2w87nhFylMj93NwS670dUyWWtf2oZzIJOfNzEyGZcEA2pPgos8jl5o2x7xkMfnp6Hbzr7QGLixzeIYM64zmYwEcYGyZjGbqWRxHKee+KCRs3ueZaF/P+ryX0BxdbaLlFOWfPLH7Kg4l/Pq72HTOy9muzhCCDG69r0GB97I/HaHGls0EofWQWet8fcQlap2mxPLgMfo/qiNwG11osAjF6VZZ9xQ38Nru+Lsn9OS+nuiNQ6PLyIjZHilL9kYtCCf1ry9t5Mee7KpA1TsxqMlDNCSK3KO8D22d4Xm3fpg2w7qarcYn5OG90LldXv9I+5GqDv30r5xReqtlcHWTRRev5/tTZaUxlelVWlvXD+8Ocfq3oDOPREtl0NPzBCHqx/6O5OskH4gNdJuf9H8fs2qXe20DbcLcjJag6U5M9tq2gide9N6igRoWWBxeHjilXf5fsG/0Ed/GJZcm+0i5R6lOOq2v9NmnsHc1bfT3nxw6OcIIYSIFK9iPdJLuy2bjbEdlkboD1TA1dDVCb/WcOg9ZjW/DIA7F6ZU6TnArKaVQyYysTmNym53v2uwMthdFxNsJY5TAwv2vWaM98qIZO+jsWxHs4XeATdbmwbL2TfgjgxE0mmxyHCLhNPjC3Uj1RAb5Bx408iiCUzq3kBV305w2yPKsr3Zwpt7OkaUyKVz33oaW1s50GVP+7l1HXYOdPXz7v7E4+ZV4P23OdPoYth3yNj3tFsLY49DTNKYVI5V/Ttw8K2k202bywbW1pFvJ7g5rx+728u2pqiLHtH717U/MskNRvbWrn7X4AP7XovMONu1Dw6thb7GkRe09yC0bQOnNeWnSICWBfeu3st3vQ+SbzahrvhthppzJ56i8mr81+GeXwIAACAASURBVD1KiXbS+/ANeN2jcIVECCFGoMOa5HvJnqFER74RtA4UlMQ+Fj5eLEzKczR11w1vTBUYE/zG43UZE/+6xzbRim7eBBDKjJhwvUDl9N39Xaw72G20BLZshvp3kz7vUHfq+2N3eVm+pZlOm2volYep1+7mrb2d7OtIs+vrkPWU4dVjXtnZxtv7jDFaBw/sYeX2dCrvxnsSnAx72PGZ1qHutm5vihcN/B7jkCiFLTA+0eLwsLYueTdla5pjGQGjtdDnxevzG+dTgh31+zV7221hLa7pvSd7222RAYs7KljNQHBu2vcqNKwZ8XaCgqdl0nymrn5jTOyh90KP+v2aTYd6WRMeVDstkRdqPIH99w7v8xi3TN2pTzUhAdoYq++y0/H+k1xk3oz5oh9B1dxsFymnzV14CrtO/SkLPbvY/NDXs10cIYQIcXn9rD3QHT/hR98h4+p/z/Ba/7v6XUalcaDHSHsdddW5q9+FZ7gtUNEVL2BXi5UV21pGMC5sZBcadc9BY+xMsgqM225kRLQ0jei1Ipjygn/Eb4FJdDiCFbl42e7CdPanXrkLdkNs7E0c1EV2EUtSLY1eFPjf4TFaAuN3CUzlvU++Tlpp1INbDLS+Ju+GGcnicOP1RrZGDTt8sA1+tlKOQQKf6zzvAG1hF2k6bM5RmpJBs7PFyubGXvrivHcOt4+mXge7W6209DlCz6HvELjtof1K1sVwd6s1MmAJbbwXehsysA+JHWi34HAMP3FS7DGP8znxuuMuHTb3gNFtcZTGuUmANsZ+v2I9PzI/gmfaiXD6l7JdnHFh6ZW3sWbydZza/hRbVj6Q7eIIIQQw2OLkiDe3UTAIihMMDcXh9rF56xY213cNdiEcGLwyP+D2smZ/Fx9EJxqJJ1HlISqz3qEeo5wetwt2r8hc6194URI9rjVv1LYZLSHJukoGuxMmmHB6eIUaLFVt2+AkwvVDdHWr7+ofcUa82jYrO5otMY+bXZaIjIoqrIzhmY2V1uxrt7Gl0TgulgEP25titxePZSC8kp9KcJ1aAJ5uGvXigebQe+AzFcZdp9PmjBhj5PT42NfRz9bGBPMOgjF2aP8qI9th0nFURJxPKY+RqpoDgLsgNn/AC1tb6BuIDDYz0U/KGQiufVEJN5weH6/uamN74FzyBYNkrY1xbAfejLNfabxP+1dD0wfgSr17Xkh/x5Bjr5weH52blnPg7cfTLuNQDbsDAw5aLMGLJCnus7XFyDobak1L8Lzu/Ua3RfsQ51e4NA67BGhj6L26Lk6vu5sa1U/+R+8BkznbRRo3lt72B3bmL+HY9f9N/c512S6OEEIAGuWPrKTHtkClf3XVZ22luncrum1b3ADrQKcRPKTTOhOha6+RWc8bp8XC0Yvb5aDzwOb0thlWU9IQU0FNpLvfZXTJ0pp2qysUoNld3tGdHNreHRXoaRrD5rHb2tSXNPHAtuY+attSqbAmrkHuabNR1xnb1bCi6U3Y+3Lo/wJ3b2gutQ1rX49Yd1erlYZu43xYU9fFga7+iJZV5Tfeh2AFPXhE7e44wWU6xzsT742liZqeLVTYouZN69oXMe6noWfA6FYaEJyzzhbVXTDifGneaAT0Az1GcJGMKW+wq1wau5UsNuhOozUwXQNun/EeH1oLXheuQLfMmEyJKbbypqwlze8ErwsOvm0EMQE9dnfMnIPG5OtO3D5/4i6gHofRrThKcFMxFwa0ZsDlZVeblU2HAoH8EONMQ5o3Gtlvh+paHgxY400jYW3GvPNpTL7hnwcSoI0Rn1/z/HNPcX3eG/jPuB1mnJDtIo0rhYVFTP38k9hUGQVP34i1J825WIQQIsPMLgszWl6LCMG6kwRNDrcvtfnPAkGfyRu2rspc+mYwKkWbDrZhj24FUoq9bTb2tlnw+zVNvQOxA/DjGixfU+8A+zv7aY8anxevdSI4FkoRTNdvxunxsWp3OztbrOxttw0GHP70Wqw6ba7EQd6BN4zWhbAyRdfxgoFPfKMXPAa3HKzIFjo78fn9HKzfT5GjPc6a8bdRYm9iZstrlFv2hpJTRB8Pl9cXsZWWPkeopQav2wgM+xpJFsEY2xxGd9tABdjsjerS2boVGhNfiA0GztEBUkTJTGZ8fr9x7sSrmIfvR3F1nK2lRqeYQ8CTTpr5KH6tQ+9b8UAL7c0H2dUSCA6SdfcNZEtFmeN0ec3w+dtzIHKslqXJaImP0tg7QHNv/O9An1/zRm2cup3fB7UroWUTWmt2t1pxRc2RG7ow5vcZAZbPw67ABZR8T+BYDbHPPr8/0EU38ble22blvSTJYEK697OzxTr42sMgAdoYeXb9fr5kvQd7yWzyLvxBtoszLk2ZMZeuj/yFyf4uDj3wafze7Ey4KIQYP5RSP1BKfaCUsiqlOpVSK5RSx0Wto5RSdyqlWpRSDqXUm0qpJSltH3/E73iyzIRvx5v/LH6ZgWD9YHQCAavDQ4vFGeoWFc7l9Ye61W1s6DXmnkqDw20cg3jHIlT5D7A5vXj9flTYfGrBFoG6zn52t4Z1Awy2hASvSvs8RgDRuSfmdbr6XbxX18WedlvMsqABlxd3WEVvZuOLlFsGu2P5hlGJVVEV/VD93dKY9iTPfWHdEJv7HBzsSpJwpGM3Jk/k+1ToNLpeVdgGx/WF75Lfr3l5Rxt7240g2eP380F9D+8fCLRWBefQa9+Jy+UKvJ9Rx8TSBD4PFdbYsYPVPVviFlVrbQROgV5Eg+99asFOT7B1Nun7o9jVagtkrwzfaZ/REmMNT58+zM9YGjHdoZ7hJ7/ZdKiXt/YZ72VNj9GKlVLAF2zZUSZwWTH5RinRmtMCzZsCFzwCortIhwXJ0d8LQ37M/F7cXj/a0kSnzcXedhvbEnXl7a03xgd27Aw9NKl7Y/CVkr7MtiYLW4a4GLWnzZZSzwWPN8FreQZSzsopAdoY6Hd56XvlFywwtVJy7T1QUJrtIo1bi0+7iI1L/pvjnBvZ8LfvZLs4Qojcdz5wP3AWcCHgBVYppWrC1vk+8F3g68CpQAfwmlKqPJUXCO/ON1jZiK29+VOsoKs4FdW+ATcHAt3hhqrHurw+XG63kVZ6iG46sZuK7KoYWYhGIyCKu6FkWwqUy+OP6d404Paysb4Xpf1GC5syxbxwTGa9YOUveMU+TlbKYJDXH53W3NYeyry4q83Kzhajohe80h0ezCSrA6tgGRO9GVoPtmAEHXw7cht+D5M718XNXOn2+iOCWZfXn/C1TD43tO9kUqdRQQ6tFT6eL3DczfY2igaMpBjB96K5z8H2ZkuolSY0pjL4eu5+tu/YYrSkduwKTBMQOAA+N7p+DZ78yshC+byUDMSZQ8rjoPaD1/n3tqZQSdVwWt+IbZGNPLX0YCtL+IKdz8Hel4xuvsGi+nXEse7stbC2rjv53GpR53GxvZlya6CrpvZFjBscknvA+FxZWxLOu2UdzjxvejBAM+17jRmtq42Hw8tmbRl+a5q12QjQg4GgLyxwUQq/1qEui6FjA+SbTfHH7QZ110X8a3f72NbcR4vFGWrlDo7/7RuIOi6hbCjJ9ymmZX2gJ3RBxuYKnjdR56XPQ54nrEtyktcY/KhGrdPfbmTlTIEEaGPgnytf5Sb/c/Qs+BjqqIuyXZxx74xPfoe11VdxWvMjbH3lkWwXRwiRw7TWl2qt/6a13qG13g7cCEwBzgaj9Qz4FvALrfUzWusdwE1AOXBD0o0HfoSb+1LLPmbyuWMr7ck2HFYB2NRoidvaBbC2tomW3e+H1n95Rxsb31wOtS9GzWM0aDC+iKr0h/0fHUzRFdtSlWzb0dqszohEHEHGFWkd8/pB0S1Zfq3Z0dQ7OOYmSUUpuCSU0KNhTUSq/2BFbVL3xphy55uTRcJxWpLCklFU9e005ntLUrZiRyuFrq7QlAUtYeeRUSGNOq+ithUdBJj8rkSrAhqH20fnjteZ1LOJ4nzz4B4oZXR1jHkL4uy/32eM7Qof1zTQhTevJPAqQ1T2W7Zg76ij2NFO7JkSbDlOLWBQ2ptwyohIUdvzOIyxaQH7OwbTyyuXlYY1/8TeWsvautQT5dT0bqHCanw+ZjW/TGHbhvhl9seOSXL2NBld6xreM8aVpbIPSWl67W4au+0MuLwxiXeM7oDaOGcb3jPG/A2hu98VMUYTMBIXHXp/MJFRIImP0+PD7dM0dNvZ227D6fFh9g+eL1aHh1d3tUWc7xGcxvfcmrouXtzWEso8anUMXmwJHo2uRK1ZA7HTHbi8/phu18aGW4xkMgF7mgL74zeCv9D0I/XvMK3d+D59Z19YYpC4F05GnhZGArRR1thl45StP8KdV0bNtb/JdnEmBKUUJ33xAWrzFnL0e//BgV1DDAAWQohB5Ri/fcEUcEcA04FXgytorR3A2xitbhkzqWcTs5pfASDf3cehtx7B07w1dkWT8ePu9/vY126LydoWzd+4npa6bRHdigrckRnuuvpdbGjoCY3nMoKv5AHIW1HjQdw+P60WB71xEyCEt7wZFZp49RZ/nCvcFX27Y8obzhJ1lbzD5uJARx91Sbr8BV/a4faxfEsztcHWsjTmHZ1SXhhZLbZ3MatpJfnuqG5QzZvwN6ylc9srFFn2o/weSu1GWvKEFUitCVXBAseiLdmcekER5deR90lSjZtNild3tYXe/3yzKXb1UGtrCscowWsd6LSzoaGX6IBCa20E1KHyJw447G4fFsfQyRXK+mqheVNoXF5EcBheviFakSNaygJZV4ucXZG72FELHbUc6h5g+ZZm/Dr5UcqzxW8Jm9w1GLg1dNtZvqWZd/d3si3BxZfh0EBdVz/bm3uNcVjKFHFsQn8FW6DdQ8+Jd7DbTrstwfkZNQ7ulZ1trN3XHmolG4hqLXMGWjaD0yrEDo/TxjQjPn9E0qVEH12TzxWTrCmebc2Wwe674VwJ9t/eRUO3nY07d3GodgMe2+D3a8SUEMETxePA5THK0ZFkLkO315/SXIcSoI2y95/8GSeq/Xg//HMonZzt4kwYRcUlVN/yJAOqmPx/3UhnZ4LJT4UQItLdwBYgeKl6euC+PWq99rBlIUqpLyqlNiilNgzYY8dmRddb93fYolq+jBWmdqyhw+aibf9ggNZuddIRVgny+Pw09fSnUHEfuotYsMIQ7C4YTBrR74qqvCozSkGBu4+qgy8wvXV1qEtcQ7ed5j4HdV39MYP044kejxWu0DVY2SnvP0C+x2hZc8WZKNjt87OtqS80dkVrjdnrRIeCTaMiF97iF6zM9YZ1Pw1eie93eWNbB4ltMWyzOiO7Vx54EyCq9UdBzwGaex009AyQ37mDyV2DFw1VokBkxzMUuAOtOH5vRBAx4Io9tsEjmbwiqimzHTTGu0UvSaFVytlWaxQnrCnNaA1Jfn5prUOtecYx1jEfhFaLky2Nfbh9we5jsZkOdWAva9usKU2krQJjEYeqnAcnAB+Il7mSyEArmA0wzxv1+u07oH0HmwOp/T2+VFrCYwW70vr8OjQ9Aqi452NKWjbHJM8JvtfhLazJk4To5F0OhxJo8aJsWuihfI8ldOYf6OpPq8unx69jgrpEtIYZrauY2rHGCKJ76xOu609jCojgMezsd6HsHXTs3xTKuDq5cy0FrvCxxNpIqFO7kkqL0RreERXM7mqx0NgzgF9rdrVaeH9vM7TtSFoGCdBG0Zatm7mi8yEO1iyj6rTkPWVE+qbNOgLLlQ8xzd9BywOfwukcpQGwQogJQSn1O2AZ8HGtY/oaxutvFdtRTOsHtNZLtdZLS0sTjydutTjotDlp7BkYMpjZuvoJGnsHaOwd4NBbfwfXYMtQaBxPimMrwtV19g+2REQ9r6TADCgmlUbOPaWjqgVmn5NJPZsACM/vETOdQJzL2wm7MAGTu9bHfXzDtu2YemO7rR3sshvzpAVM63iHog5j8P/uVisvbmth1e6OmCvbk7o2RGQ+dPv81LZZU0p80mlzDaboDqPjBJ7hQYwpfCxOkpaiImcgSLU2o3c+H3rcmeR8MUWctlHb1ppKyy78h9bFBGTRFWSNho6dlPYPTkDcFMiu53MPgMsGKHa0WCLmVhs8lyNbZErtUXPTRaUXD74v9l6jVba6bxt7d8TvBhiP2Zv4/TJpD2W2A2h/ZNARFEzqEK/Vos3qiEgUEzz/85K8XrgiRwezmlYOliWQiEMpEgSEke/D9JZVlNvqYtby+PwR0wgUuuInF/L6/Whr5AXqweDGeK36bnv8ltzgZ9bj5LUdh+J2v0yPDmXYdBTHXNtK+PLh52rxQAvbmvoiHkv2lRdsGczz9htBtDN5ko98dx/1Le1RyZpiX8Dh9sV0Kff4jPUKXT1U924b3IGG90JdKoscHYEtRn5HDHh8tNucdNpceP3aSKrTWZu0rBKgjRKfz49e8S20MjHjhvvT6lYhUrdg6cXsOe2nnODZwsb7b8E/xJU+IcThSSl1F3A9cKHWOjwCCNZuomsUU4ltVYvgifN9E6ww7G610pBK5jYFHoctYmyEcgaDAo2rcBIAvrwiqnp3wI5nqCFRd6jIikbvgJv9HfaIsoZaYuI+I3V2t5cNDT1x5zsLVqj6UuimFq3Q1YW51chUl+exxwzU9/j8ocQAZodxnPrDKrLB11QolPZS5GwPZRMsL8wLBZa9Kc7TlkiBK3JupfBf+KRBFEawsqGhh5ggp78+hVcOayUM1VwjX2NnsGIZVrPN88TJZtmxm6q+2Kv4M1pXw95XQi2O4d3j9gUyPsbO/RS1n2HzuIUvrWvpDJTdn1YK8mnt78Q85nEYZanq20mlZTeqKfkcqfEq+k3RKd+j62r7V0P9moTbLHJFTlIcTMQBhFLhhwc+SvvZ29gR+jya/S7MvsEy+LXR+li79t/sabeFWtaKHfG/irY09rH+oBHoV/dspcxWF3rfgtkx26yuOK3wevA9tLUys+U1Zra8lnA/U9E34AnNV6fV8Ob5DWapDA/QtgRaLa0Od0zQlG7D49SONXRtWk5neAtXnHniuuyumAtrSS+09RkXOoKf/eD3TOyFkcC9Gjr8kgBtlGxcfi8nebdQd8J/UDR5XraLM6Edf8VX2DT/C5xt/TfvPPLDbBdHCJFjlFJ3YyT8uFBrHX3Z8iBGkHZJ2PpFwDlAaum2wmgN9HeEEgbEUxLW2hDv0l14tV2bBis6wXFNpc1GFsLJZZGtX4n02N14Ylq8iJjDKdRAl2LIFhywPxigGdtqtzoDcwkNnx+jsjmt/U3jSnXYKxzsskdMshzdNazH7qbT5oqoZ4cHTCrepLJRzN74LX9GUAUoRaV1b+TC8NfzJx9fcqArkI0zKvis6ttJdU+cMYlA3xBZ/Bp7B0KVWp+O7WI4pSP2VO4KtSiFT+sw6PXayOADjNa9zYd6cbnCKrVxTpnoFrzg+5SoYurweJNeyFZxkuuEBzYAKizxR/jOhG/V6vTEvbASepopP6pgvWBrjV+mhFsxBD9y0ZX07l2reWVn7LAMi8PNpkO99NpduPqMVOyh1rA4c7lFn/slA01UWga/3iZ3JQlYbW3Dyiju8/sTBipevx+0j1lNKynrrw8FikOJ940Tvy10sFWy3erknX2dCb+t4o1hNId9LsO/n73tqSU/ijV4BtR12dnZYsHkd1E00BoTuEcrGWhmV2vyCxQSoI2C/q5GFm77Bbvyj+P4a76V7eIcFk763K/ZWnkR5x26j7UrHsp2cYQQOUIpdR9wC0brWa9SanrgVgagjZrk74E7lFLXBuZIexjoBx4f1ota4ycICCpLqaUktmIXLl6F+7WtsV2lNDpiMupdbVaa+wZo6B7A5PegoxIopJpBL2Y9pfD6/Lx/oBtHZ32g/MML1GrbrP+fvfOOk+sqD/ZzpvfZ3le7q94lS7Jl2ZItywUXDNh0PggGgw0OIQGHEPggISShBELgCyUxCRhMNWCMwQZjG4xxAyTbuMmSVSxZbVfb++6U8/1xZ2bvzNyZna2zu3qf3292du499973nNvOe95y8A0aiQd8g8dT8R4aspQ/K3kPtfdndJ4nNszuHjltZNzMQ1Jh2H2kk1O9w+mulWnlch/blrCsxPVYDFCy3mn7yCn/2Ch9Zna6kmMP5NkOgp3PZWWJNJcejsRyTsIcSyRxACO+a8DClS8rpirxc8BvPWB96LSFS2EB80WllGYwsjPmSFMPEBsZZH9rH8e7BjnRPcRL7ck4s1zqwBjDkViay6GO5r8+tM6dat2e49pKJitpN1l3kgl5xqYiGDsne8fp4OeUDWBkctu+2NafM5usAmyJeLhMF1F7njnYVFu2q58mcS9onTV3YpLOgVHL+7+9f2TcGEb38FgM7FPHugtKSmPGFhvlUPsAXQOjHO8e5ETXYEohTbqEg+ER4BnKVsZt8dGcMZGpMhOSSCiI4999H249inr1f6JskzPzChND2Wysvuk77HetZtPuD/PMw78otkiCIMwNbsLI3PgAcNL0+VtTmX8DvgB8BdgN1AKXaa1zz3JsorTjydT/2YFs2R0IsxXHqg9ciJLkGu3KGsEv7XqmoED4k4k4kerWhwgfvT9t3YG2PuuEBb0ncIyMxXdYJ9kwvm3a6GjaphzTYlB5+rGUm5jDPtZtae0bpn8kmtOSYdUpLCTaoLTrGapaH8q5PtB3KM2iYY6Ny8QZyXTJym63Ix0D7D01uQ5zLvr6esiwxaatV50HyMezJ3pwRnJ3cpNz8u3NkdAjWz8zFgT6D+c9rpmXn7x/wh1nhrsNxS6ebXH0HTbcLjsHI5zoGaLdQqnuHhizspjjCp890ZM26fmze58jH6d6honGrN3cbPERnKPZSk4ykU/vcHY6eStfvjELVf573nKtzWFZNtydv179I/mT1OSyKzojfel1NtXH3pZ9zOSAhyszY2oGVo+7whIYjZ3bYXdlWgr/ZIl82HSEk139HGzvN56nOQajAv2HTRNlw0QGi0RBm2ZO/+F2VnQ9yP3V72DV2k3FFueMwun2UfOeOzllr2Hxfddz8Enr+X8EQThz0FqrHJ9PmMporfUntNa1WmuP1vrCxHxoBeEbOkH9sbuNmKnccqT+t3LXMqOG0hMCmLMhnuod5ni3oXi4XriD2IHfplmqdGSQYG/6vEY502MDnb19/NaUTj8rJifJiSfTlJvezAmgEzEnvoGxDIK5EhtMhmR6cq8zfdDTrBx4ho16GJM6WyciyZdZ0ow9j5uiTUfzWqfM+E3tsftIJ3ssko4MWGRtNGOVlCRXSTNei5F7y62U9fxj5R35prDJX/9M97bxWsvoaKfXs7VvuKBsjmPH0NC210jaYKHQpJJT5tlHLmtNkkCfWcHMvadIPG7K5Jfdea9qezhnANXxruw6K3QibjJ7m7LOp3AP53epy2TAVU48rtlzpIsOUwKRQP9LaK3pGTIsQxMhHo+jczaJNupsInzw5/zx8d9xPHO+PxNK57cy+d2FGUGyBkYSbsAlXU9jj49kPSOtpxJJx5yJtuA7VIOtwJwUoqBNJ/2ncd/7IZ7TLWx58z8UW5ozklBZNb53/YJuW5jyn72F4/v2jL+RIAjCNOAeOZ3T+tVrco/K1/kHUu5HrtGuVAc/ac041jWY5hpz4vjL6aPMRx8nlBkfNQ69wxFK23cT7H0xj+Jh3anoG4kZk+G6fOjocFrMmJWVIIsCXSodSWtOrr6NjuEbSneJy7TgxcabvMqCnK6OE3DfjMbi46aqz0fOc5IjSchEScYtjcbiKAvL02QwW5vAIutnBkmrhz06MaXATN5LScfHrIhZ10BuF8eRaGxsQnSM+NF8AzGZxwRQEzw95hjIzqRFT2v0gMUcXglyZUW1YjQa59EXjnPf3lY0msMd6fXZc7SLF9v6U5b2QnE7bDmTmWSj0fE4tvZ96fPQTRCf07AE2m35b+zMgSeFxjt0Ev/Ay5bJaiLjzD2ZiWe4sHpnTgeSD1HQpgutaf/+e3DHBnj67M9SXRostkRnLJV1zUTfeiejOPF8/7V0HN1bbJEEQTgDSM7lhcXLPZcloBCLjlK5XcMyR37jo7lHo3NRf+xu3EOnCPXuxz1i3Qns7eux7EiNRGM8f6qXkfYj6Ix6qwLmZysUm45ATv3Kwo00Fp10DJwZ75B1HJRtnJF9M08d6+bpY7ldtQpN8hzqS7eMeodOEurJn6rbjGUmxwzqTvx63DLAxNPnFYAj2j+lczY4GqNrcDQrXkypdKt1fmVxbF2o5wWeOd7D0Y4xpdEZ7ae69cGC5Kk//stE0pf8MYSZVJqUreS8bApN5ekJ5ywCDJnNRKJxSrv+PK4lH3JbFKPxOHtP9qbFt9qVShugyYc9lm21Gg+bjmUNjCSztiaVmVwJijKPpXS8oPpPNwVNRp9AFLRpIvLEd6g4fj//634b115+SbHFOeNpWrKajmtux6ajxL95FT0vi5ImCMLM4h84ynNHT0OXWZmaREfWwhsnf/GxV3lXT/6YjVwkO63hHutn5f7W/J37Zw4dpfXJX074uBOJSQJrZcYWHyXYm54gxf3iz7PKDVtMgp33WNNkTZoqudLRO6P9BPsOYo+NY5FNUJ0nrm6uMJ5LWz4Otfdz8HR/VrwYgGf4dEE6pTleLDk/WWeuKRkKUKx9g8fGJiTPoLTrGcvl1llAp2+wI1nDZEr7fOQaWEomh3m5y5h8ORqPp+YCsyLTml3eUdgceMG+A5SlMptqqlsfwjXSkZqcfGw+Q0V7/whPHetmODJ+W2VmAJ2LiII2HXQfRd/zYR6Pr2Lta/8et0MSg8wFVm04h8NX/QBbPEL8G5fTd7SwkR1BEITJkpkUYryMjZmZ9KyYyEjz0ULmXpsh+vsnnujCapLeXOTrX5utS7YcilVca/om4E5VefrxabHCjUeh6chzMRWlZrJ4h1vZN82JTWD8+MzJEI9ryjqfzO28OwPWQDO5FDGrjJ25SGZHnG3i8dxZFJM8d6KXWv5+dQAAIABJREFUp16e2MBQoXPguUc6U7GlYGSHrDz9OKWdT+Eebsc7kMjaqaA3cW+PJ28S837nIqKgTZV4nOEf3UgkGuMXiz/OBSuqiy2RYGLTOds58MrbGY0r9DevYuClwkZtBEEQJkNF+x8LjjHIxWiGpWe8+J25wmQUjYlkeuwaHC0oLsYz3EYkh7UsM94mH85Ib06L4lzCnIhkNunLm9FvjLRU+ONQ3vHE+IUmSCpbY47byDVqTtxS+L2Wbz616WYik3qPR6FzHSbLPnsiO5Y0Oa3DUCRWUNbE6cYV6aWi/Q+UdRmT0KvUn8KfQ9OVZXamEAVtqvzhv/Acf5RP6eu46TW7ii2NYMHWs7fx4lU/oi/ugm+9isH9kt1REISZ4wmLTH0T4cDpwjPXwfTGei0UcrqlLUCKEUszU8xkp7kQS/REkm3MWyYw3hPNMTiUzOJqHjyazWGkzGteKWUV+jvOPub2wJcoaFOh7QVi9/0j98U20XDRu6kr8RZbIiEH2885m/1X3s7JeBjn965lYPf3iy2SIAjCmc0MdpCmkhluvjHXXbWEM4MXZsDlNRdWinz3BOfMS7eczj1EQZss0VFid9xAb9zD/5T8DdfvWFxsiYRxuGjrZo695k6e0Mvw/+I99N/3qRntIAiCIAi5mUj8mSAI08NC7PVMcPaMeYEoaJPlgX/CfurP/H3kej7yhgtxOaQp5wM7z1pB7C0/4S69g8Ajn2Xg9hshMrFUr4IgCMLUCfXuK7YIOakXjxhhgZJrrkZhbiFaxWTYfy889mW+Hb2U+nPfwMbGkmJLJEyA81bUU/+Ob/NVXod/7w8ZvOUy6Ck8m5IgCIKwsKkNi4ImLEwWono2XxIpTQRR0CZK7wn0T9/DAVsLtwbexd++YnmxJRImwebmMna95z/4e8ffEW/bz+hXd8Dh3xdbLEEQBEEQhBljNrNPzhaRiWYImQeIgjYR4jH4ybuJjAxxw9Bf8olrN+NzOYotlTBJVtaE+MD7b+bmki9wdNhD/Nuvhse+InFpgiAIgiAsSAqZqkIoPqKgTYQHPwNHHuYjI29n06ZzuGB5ZbElEqZIdcjDF256A/++6Kv8OroJ7v0osR9fD6OFz5UjCIIgLBx8TnuxRRDmId45ft3YbQsxlcbCRRS0Qnnhbnjo37jbvos/hl/BP169utgSCdOE3+3gP6+7kCfO/X/8W+SNqOfuIPq1C+DUM8UWTRAE4Yxntju+Drt0ZIWJ43XNbQVNmF+IglYIp/fDHTdy1LOCmwf/gi++cSNBj7PYUgnTiMNu46NXrWb1Gz/BO+Mfo6urg/gtu+CPXxeXR0EQhCJSHnAVWwRBGBfpUAvTiVxP4zHcAz94MyPKxRu738cNu9awuams2FIJM8Qr19fxkZtu5AbfF3kosgru+Vv0D98GQ3N7QkNBEKxRSl2glLpLKXVcKaWVUtdlrL81sdz8ebyQfcdsnhmReT5QGXDP2rFmfYxMxuRmjM7SjZbLR13zPxt2yFvcgYS+4FLL5VXBxL06R67rXHIK6YiClo94HO64Ad31Eu8Z+SuqG5fw/l1yYS10VtQE+fb7r+KuNV/kXyL/h9gL9xD96vlwtKA+myAIc4sA8Czw18BQjjL3A7Wmz5WzI9r8pW4OzxNmU/PTRXF9w/xXUsZjyF9vubwnPHthI6POcOr/qMM/bfsNeIqbNC5us1YQnXajq++eJlfhQs9V1BGwXD7oq5sWORY6oqDl476Pw/5f8V+e69mtV/PFN27EYZcmOxMIepx84U2bWP3aj/LW+Cc51RdBf+MK9AP/DNHRYosnCEKBaK3v0Vp/VGv9YyBXLuYRrfUp06ezkH3HbTPXIYurwvftdsx+7Mt0qUBLKqw7cWYmakFbWRMsuOyGhhLK/ekd26kYGiI5OqWFMJO9C6dF38WT47rpKN8MgGMKSSWGvDUTKh+zz541uj/YMmvHMhOzzazVOW6zPp8Bt4NlVQHKm9bQWrVjyscZ8DfmOH56/WL2XBbF4g2gzKcJ6EXbyMVjX4XHvsxDJdfwb10X8KU3b6S5YvpGWoT5wbWbGvjM+9/Bhyu+yo+iO1C//zyRWy6GtheKLZogCNPHdqVUm1Jqv1Lq60qpqkI2CnjdBNy5FalBX0Pa76WVhXXej9dfTm94BQAD/qaCtikWmZ2yXOQaTQ958yuiWtmoCOY+RkOpL31/zYVPf7N5USlOu21SClnOxCVz1HoXzHOdZjKcUK42NpaypamM6tDMKk9OmyLmmNmOs1kx0Wld3+k7X+PtqbtkzbQdy4q4yp0bIex1EfPXEHP4cpZJEvQYilXyGs8eLLK+Ywb8xvPOlRoMyKViqClbLlsS/fG+wGLL9U3l1vWcTxPQi4JmxXN3wr0f5XDlRVx36rX87WUr2bWyuthSCUWiucLPt2+6hL7Lv8Rfxm6mr+0wsf/agX7sq4YbrCAI85lfAX8BXAzcDJwD/EYpZakVKKVuUErtVkrt7uroMHVGxsfKimGJMjpGTtv0vqKXV41vWQqZEmDZE8qGpTIywX6tJrdVZVnVmPLmtKk0Bavq3DfjsttYUW0tuzPDylMaHL8DClDqc6EylKnMuLp19WFysbjSuoMZt00hgdgM6nZTyTDYWOqbuJU2j9mzq3RD2u/JvEWrg2NKY9Lil1ecHNalyWA1DUNr9YU5y8dsbtqqtk9KeW8qK+x6BojbXfSGVmQtT17nSoEuQAZvaXXa4NKIuzxtvVYORl2lWds5nMY5SboYa2X9/NIKpnqxJ59NKoey6LbPjYyajaWFn79MREHL5MijcMcN9FRu4spjb+fydXXctHNJsaUSiozdprh+ewsf+uub+XDVLfw2sgZ170cY/uaroOtIscUTBGGSaK1/oLW+S2v9jNb658AVwArgqhzlb9Fab9Fab6mozD8XZr7O0IC/ifaKcywtZGV+Fxcsr2RNfYhFZeOP+Bba1XE5xn/lm/Udd6J8PregnvBYh9DVuCnvvjsTHemaDItMOC25giLsddAbXEZn2Vmpzl7Q47Ts7GQqvTqPPcxSmW65gGgiJil5ujSAvwK3v4S1dWFLxVblaPUhby1g3WEvmWASiVFXaZYVNk1pLCvcVa8m5GFlTWhCxzdTGzafs/S6163cRm9oueV2WmV3lAf9DZT6xtoiFk8/Z4XEEFaF3KnzOeytGdc6FSvAYtMbXDZuGQCPhbIbs7tz6l/dJWuIuIzzNhFrZEu531Ixzj1Pn6IvlC9Pwvi24tOV5xJt2EZX6frUsu7SdfQHTNeaUpyuOi/1c9Miw9KatIp5EvIN+qzjDTMlmZplcWxPyXsPwO8ea6NNi7KVyekmlMNCPRWDuihoZo7tge+9iZFAA1e13URTdTmfe92GrFE24cylucLPf7/nCk5e8U0+Hr+B2NE/MfqfWxl95KsQjxVbPEEQpojW+gRwDCist5aB2dpk1TlN0h9oYsRTSdTC5cimFK5ABQ6bjZamFlZUB7MsReNhdr20K4XXacdVObkkV1bduqQ0ycQEo67SnFalTMxuifYcVsK+8HKGfHW09Q1D41bAunNry9Eu6QpFHjwlDJQnO4imfbkC0HIBHqedkDe/VcxsYRgINHOy9hKizjGrYL54rFyJHQBOV27FPdKe+h11BNAtO8cK1I1vOUqilMrrjjse5kmOT9ZenPq/MuCmrrqKvlD67ZIsrS1iKQNuB33VZ+c81sra4LjKrFlBXlMXZiDQDEDI4yCUI1nHsMfwhNIWsaO9wWUpa0zM7qG94dK87sVlmXGLee51UpYkRdDtSLnnZZIZ21Xis77ucudCMNpk0JuehMOXUCgz75T2iq1Ze1jU2ETY701pFlG7j7jdTU/J+IlBFJr2iq00lBoDOkP5koGYrGuRxACJVvacVrckyWs4+UwadY4l1hlxj2VYNyv5tsbc1xpgaQ2cKCGf9fVq9XQq1G1dFLQkx/bAba8h4i7h2v4PEfOU8o3rzsY/hQeasDCx2RRvO6+Fm27+JJ9d8i0eiSzHdd9H6P7yRejW54stniAIU0ApVQHUAycLKZ/sKPQFl6KVjVW1oVS8T6ZVwUrRMY/6Jllc6QdfGax6FZQ0EvQ4WVUX5lTNTk7V7MpyxbNyXxsoW5v6/6xFpaypC2NrLLxDD6QUk2Tn3CrJwairhJO1l3C6cmtel8zBHIkFstFp84w2lfvBPWbBMru2WWPIULAyolTKGy+rM+UcsxxuaSrLoySnn9m4Pb2dBvyLjOU625mv29Tx1U3baa84xySbHWVyFWyt3gH+CksJ6kyxNf2B5jS3v5jdm9YhziRT2bDCXHNz/Up8TgiOhYAk4yy7S1Yx5Kk2ZM5Aa4j4zdd9erv6nA6WVgVYsbGwhBZmZbylIsDyamtLYWfZerpL1jDiybZ8D/lqIXF++gPNrGyowpdjvlu/y8HiDReyJTHlklY2UDbLznhDqY+IMz3+srymKTWQY7a0dpesS/1fHfRkDV7Uhj0cbzAM+2a34CSZFvvKgJstTWVjLofedEVkxGNcS2blu8w/5vrbVXU2p6u2WdQqnTFl3M6oqwSbTVEZcHPu4nLLZEc6I1ZOK8XJ2ks5WXtxKgV/LtfO5CBNsm8+5K9PKfNxm4tyv4uA24FqMD3rSpvT9tHcUE+Z35V69uZKemL1DAku2pC1rCLgHpvKgLH4OKuBmd7gMgZ9xnHX1uV2oQZR0AyO7YbbXkPUXcobRj7GcV3ObdefM6fTCAvFpzbs5ZN/cTmet9/BZ70fJN5xkNjXttP10w8Z8+cJglB0lFIBpdRGpdRGjHfeosTvRYl1n1dKbVNKNSuldgI/B9qAnxZ6jFFnmN7wCjrKjZHapIVIJ+KRkp0xnRaXk1B6HF7aqs5Pbbu+vmQskN3hSisdc/iJObyG0mKiMuBmVU0orUMxHLYOnrdisSmTotnbrL7Ey/r6EnxLzsveyOXneMNVxO1uLlnXxIbGctxVS1m8bC0n6i5NK3q8/kr6g/nlaWwyOmZBj5OQx8nV6+t49cZ6KjKU0cYla1Id41M1O4mH0l0Ak21gdpsc8tZS6nOlOndtVeenbZOywpn7txZWlripy5TpWLO8OkhlwE1NyMOShJIy4q5I76RZaOhDvnpO1l7KqZqLIFiTpTwkO3Mn6i4zlIAcOqLPZWd9vWFN6AmvZNhbQ0f5lqxyg74GukvWsKomlBKnLuxlY0NJKs2/w2bLUgAyjzvkqcbrtBMuMTr5yfNUkrAkxBx+Oiu2ELe7GV5xLWUZFgbz7nK5AgcbVqXca7PmT0ts0l5xTkq2mM2dcnnNPMcA2ubiku3pyzWwui6Ez+lg0L8Il9vLkLcOl8PG2U3ZlpU1dSGq1+0y3EuX7AIMKxOQ5m0VcDtYUhGgZttb2LluMX6Xw2QdGitntrSaG9lqMMd8f4e9LjY25p+WIc1VtHkHyu4GbAy7K+mvMaxnXaXrWbZxu2XGzhFPNResWsTKmhDBhFXS7MqXTPyTrHdlXRPa5sCujIGV6pCHcy55fdo+26rOJ2530RNeSVw56A2tIOIqIW534feO9bmTgzTdJWvSXCBLfa6swZJIzFCshz2VVIcTrrxl6c+b1OBRsJaKVRdQuvx8ekPLiNm9Kcuqmaqgh6WVAcr8rrRjVbRsYNOi0jS3yeZyf1pbJ9uypip7vyOeypS11VOef9BKFLSjf4DbriHiKeP1Ix/j0GgJ37l+K0sLCKYWBIBtSyu4+W8/zr077+KnXET4qa/T97kNdD78DUkiIgjFZwvwZOLjBf4p8f8ngRiwDvgZsB/4FrAP2Ka17itk570NO2mvNDo7sYRlwdy5itncqRd2eqfLWLZtSTkRVwnD3ip6wquwh63d4fI5OI6uugb/pjekl8/coMlQsqzm2koWjdk9aS6aSilcDhuOROcm3Y1rrDZel93IcmyzE162DZ3ptqcU4XHcBKuXbWZ1TSiVLTmX6yIJWYJuB4tqqnBVG1bKhlIfW5rK8LlssPgiCNaycs1GFpX52L6ygcUrN1Ad8tC0eCURV0mam9uq2hDVQc+4MsYcfnrCq+kPtKDrz0lbF/I4aSr3s3VxOWsTcWLtlVvpLN9s6f5WZbIExu0uYg5f6jrpKNtET3gVYMw5dbL2kpSyn4uA25EVYxhxJvsxOnVB9IRXMOypTvMO0t4yHHYbLruNdRvO5vK1NRlxgaTOafL6yLQOb20py7IIJDv1TeU+6jZeapwXIK51as6wMr8r5eJmRWXCMmE1f5pSyujwJi7F7tIxq3HEVUJveCVD3lpG67exa2UVO5YZyu/5SyvSpnfwOR3YbZqo009742XEHN7E1Z19DXqdJsXdwiqZVM4dNkWp3wU2GwG3g4DHwYi7gmjpEqgfi9VsKPUxXLnRUqEE65hK5XBbSqd0epjFcI3JihSoojzgAqXoqDyHDauM62vQ34izchkBt3F9aZ2+37DPyYqaILtWVrOxsYTlNSEuXF5JbdjLWbtex4plYzGoq2tDvGJNTbrlz53el44kJiSvrW/mZP0r0mLmLl41ptB4nMaAw0CgOaUILqkMQIXhSmtWhr1O43iNZX58TmvL+eq6EGvqQtB8PriDeCoXE3UGaau7mK3Lxqy5SWVsUZkPR7iWxRUBNjSWpuL+lFLYEp9MkvdGuGkDjUvXsqTaynVSE3GGWb3xPKjP79FwZvvvPfdTuONGRvy1XNv/EU7oEr77rq2ph6sgFIrDbuPNF22m85zvc+s9d7Px2X9l0/0f4OTDX8Z72ccoOeuaOZt+WRAWMlrrB8mv37xiKvuPukJomzH/ddQZhJYLcR14MLV+INBM6chBhry1xEqqaCWMd/AkUaehiFQFPVy2uga3w4bNljuoPheDvgYjJiXDHaqlws+RJZdRdvw3xoKQEQ/iClZSGx7mBbWEAV8dFe27sdkijLpK8K26jPqSUY48/oiR5j/cCz3HwGZHoQh63Qz1DwJgS7iDZcbT5GroLc1lPLC31Xqlrww8YXxrr4AX78teb352eoz384qaEDSUwGAnmxaVjnWYtAZ/OfjPJ9C2l0DQY2xftxGqVhPpi8KR7rTdux12Gst89A1HxhZWJBSQRdtg4DR0HEAzNoeWLil8nq9RdxndJWuoKnfiPPU8tWEvbX0jWS5QSilevbGenz1ldHaddhulPhd7jnbSNxzN2q/GSBgxFInhqFoGHQfzSKFS3zGHBxZfRJsaYnhokFVNjXDwbqMtGs8aZ2trHHYbjsXnwct/SC0r8bnoG46iNXjK61kTiHH8+VNoxmLI3A4bHSHD0hdxBBId+MGs45rxOu04bYq2+suMIZYEw94a8PUAiksaqnE5ajnaOUhd2JvmBlwRcIPfBWPhfVlJX3S+yfcKmpjPQnKliFZvAKeHMr+L491DrK0P8fuBJiKjxvltrd4JaKoG/5C2acDtwO92UBlwU9V8Bbz8QFZ+BJXhQps2xqEUTvvYglKzW6tSaQlycnVVHCsuB6DE4+KcFsOK7V5xITzzY+N4NoXHIlvm6rMvRh3/E8+d6E0tW1kb5KWOAVx2G6OxMbnN8wg67QpnQgluKPUaiWUsBjuaKgKU+kcJN5aCKcpkSUUg9Vh02m1pCYW8LjuvWGM8d5VSHE0sX9dQQjx5flt2wP5fw0hvqlFyDhyF6lkSiRFHQ9kSqqs9lvej0jHWN5biq2iw2Ek6Z6aCpjU88kW4/xN0V2zmlaffS9xTxo+uP0csZ8KUKPO7eOfrr+HUpZfzgzv+i3OO/De1d72DE/d/Fs+l/5eyDa/M6kgJgrCA8FXgctjY2FDCcdPiqN1LtGYj0YF2+sLp75lCUqArpwci2ctbNu5MuZX5XA76R6KsWrkaf9hLbbgZohnxOC0XUt+iOXSwk/6BUYY9VXidraxduoRAfRibzRhhB6BhBVSvgdEBNjeVgq+c3Xu7DHmAq9bVZiUsSHbu2iu2UtE+1sl0Z1h34jYXtvio8SNhWcEThkA19GcocuYJb0tb4PgTY7+9pdhq1hmdqO6jqTgi4yAJpcaZiGdxuEEZ62N2L4nuKMnOdLLDG3UGwZXYJlwP/kroOMBAsBkwlGpzJ7Y25AGGycdAoJloRZjFyzZAPEpv6zCd7YZif/7SCo53DaXKvnpjuqK+a2U1P3vKuJoyFYlVtSEjC2LdWaYOodHW5eEwnEpau06lC+QvR9tajYECu9MYzc+T6ErbExaWfJUsaUxT0DK7sm6HYaVbWx+m36RwJqcmaKtJxmM9NrYPC22hpdJvLHe4IBZNlynhdpgcNlgy3tyDmUqOWerEukFfPb7BxN3sChjXQ8Y+llUFsXUUPghbG/ZSHfJgc9jT5E8O3EQC9UAXsWA97fEwof4ncdhsnLckEYOoz4aX/4hWtpRiNuJOj08cLxtmpnKUqk6iDbL0UE+OLKAtF4I9tzrhq14CbU9aHwM4b0lFanBkxF+HrfdZo4xSXLmuFvrtcPjFhAzZBhS15hrCWmedy9JxYis9Jm+BoNtByOvE5i3FNmwawEnss6HUy9GOwbT42BWXvIPYn39k/KjfjKe/1XjmJOVIs/IZAykqHi14AvgzT0GLjsA9H4InvsWLVa/g6pffzJLaCv7n7Vvm1QR2wtympsTLm975AY6evp7v3/EVtp/4X8p+9jZaf7kIfc4N1Ox4B7gLm7RWEIS5S0uFnxPdQ1nL7TY1NsGTwkhGYeqKvWpDXVZ68ZysuQY7sH0wariG7R1b1WgKpm9YfxGBgQH8DStz7yvpIuhx0jkwSkvLElzdp3FVLcoYcgdsdsNFyRWAyhVQsgj2JjpK4XrLbHJJK9CfDnvApKDl7Sya17VYJIZwemHZpeAKZg/vKwVVK+HUs2MyJ6lYYXSYyrOnyumt2QaVMcuOpc5ULRwuWPc6Bp4+CfE4ZzeXEjWdu0zlMxcep91QEnFjs8dAGUpdRcCdFWtXKDa7A5vdok0wJlI/lEgqgT5hfOVKFpKZsn/JLsOFb6gLhjrxlCyF4z+kPODmwDgyBdwONjSU0DVoKODJ695mU1yxznAn23dqzIN454pqHtzfNs5esxkzmk5mqvHMnaX/1JqUhhJxBvE57QxGYpCwIgHgCqCVnd7QCrbVhaDDqLvP5aAm7IGqVen7I/0WSyXvsJA/4imFeBfxsmWMjGhcQ5n3pgMFaOyo5IMmOcCQSHevnJ684wbmW8nnstM1mHDTM1nTCiKQf7qR8Y5dGXSnXFlftaEOAk0w2GEubXz5K6zNe8l7fgqZtFckp6BYdknKIghAuBGGewh5nIZ3nekEBj1OMMdWJgeHTLGGGkPBdzdvxNn6PCPuSkul2IozS0FrfxF+/E449TQ/Db6ZDx69iivX1fO5169PmxhTEKaLRZUhFt34EV4+/V7uuPt/WXb4O6x7+GMMPPJpWlteQ8MFb8PVdK64PwrCPCVnx9rqntbm1QpHZsc6F4kOSHkgv6XNVtpIWYEZo9fVh6kv8Rodo8bX5S+sFNSsg4ipt1eXf86zJMk4qAnOEpCNeeR80TbIiLehfKkxAGtOGuJwGZYlC7TDAyVllutykVQ0lFIoNXYyfRYW0Nqwl5M9huK+sbEEt8NudNqToiXO/bgWnvFY9WrTQTcSPW4oxecuLqcy4OZI50BiIMCQd7w05il8ibbxlgAteDAyWWZ1Li2u85U1Iajw03V0NOfua0s89GEkffD5nNiUGnMtM+9+2aW0jhjKW9IKkVpnssJMlp7wKrAfxesJQ+9oyoVNa6BsMSPuAwx561geOpVKRpHC7uBEvUlh85XhHOxkdW2is189ltwiORiT00Uug9HwYqhYSoUnxHr7AA0qI6thPIpSivVNFdgiQ+xpG2uXvtAyRt2l1JXUgqoz7osEVUFPKtmI025jJGrUqSbkIRguI+B30TNkYaqfTZLXVGli0CB5zdoc5PdWz7ZcTZmqlUbc23M5ckZ5S2CoO3HMZDpYW/q31sSdfjwt56JP9abF+ebjzNBKtIanvgv3fIhR5eJm/o4Hejbzmdeu5g1bGmWeM2HGaawsofG6m+kZ+CvuuP8XhJ7+X3YcvB3Xoe/S7aoluvpays+6GtWwxXA3EQRhXqP8ldALLqcdRsfeMdsWl+fZamLE1eSfFXabSo1aT+q447w3lVKcrjyPSMJla1rfs2GLWD2nBxomNo1AigJlW1YV5IVTvVnKZqnPaYRNmZ7dmxaVENNh7ErlmbeqsEmZ82J2ma9YSmuN4QmUzFh58cpqBkej0FqWsEpMwcU+3IiOjEIfY1abPB3mioCbo53pbmFJQh5nKhtnFoEqCBoxk8pbQtQ5AEB31VZ6RwEMa6nPZad3OJJqw0ItmWZGPJWweiPLhyMEfcNEYnG6B0eJaQ2eEO2VRpp5h20sWY6ZK9aapgtouRBio/DC3VnlkglcrGTMqWAmXApbKvxwMmO7hLXG47CDtrFtSRk/6zdWKZuNEU+lcQ2UnJfmq7htSXna/6d6ho3JsFdeRSBx/U6rZTIHyavGUlmpWg0vPWwMCoERU1qzzkiXPzAWOFhf4mXZiqoZkzGFRVxdiuYdhkx251g7JxWzhCvsoL+RMLCiJkhtiYdQjukbMln4ClrPMfjVR2DvXex1b+C6nndTt2gxv3zjxqxUxYIw04T9Lq599bXEr76GR/ceZv+DP2BJ6684/8mvoZ76CqN2P5FF2/Gv2GXEBNSsMzoegiDMWQJuI/YLMHo3yy4Fp58tfRHKhwdo23cQrRw47LaC5pwqlJP1l03bvgpiAsrEmrowz4Kl+yfA4qogtiUXgWcODJD6yqBqNdG4B07dn7PYipogK2rS4wfT4kmato8tt9vydrCSVreJTh6tFLSU+zncMWC5Pu1axIhv9Lrs4DkfRvth/9j5mHD3e9FWdCQGz50am58tj8tZY5mPyqA7LdYnF0kDxCvX10GOZDmj3ipGVSTlOrypqZTTfSME3A52Lq/C7ZyYgraIsrpWAAAgAElEQVSsKkBNIpV+yOMkVONkYCRK73Ake6JzZRtLHGMiLXOmzQ4261CZjY0lNJR6x5TVVa8i8ww0lvmIxnTK8pp1/LQkIIlt7U4jNtWUPKM66OZU7/CY6pzjvvW5HCxOWnBdYxa6GbkjV13NqZGXASNW32G3saW5jHKr52GgCtZem76sMpEt0pQVsjbsBXPm1WQ9w4umJmvz9oQrsomm86AvEcdZtRpCCcXc4R4bMKpeC63Pjsnh8jGw/BpGjnWnFhWqnMFCVtCiI/DYV9APfY5oNMp/RN/Ed3kNf3XVCq47rznviJYgzDQ2m2L7msVsX/NROvpv5idP7OPonl9R1/E4Ow4+gf/wvQDElQNVvQZVv8lIzVu9FipXpj1MBUEoLrtWVnHXn0+MLUi449WXOEAvo94GLlfD9ClnzTsoCUdZVFKgNS6zszEO5y2pKChxST68LjtnN5elklskMSbmfYaKgBdKJ+ZiOKNUr8bWZbjSuR0T7KKWNMFgJ7gKH/RtKPXhddopn0Tsmc9tnBurSbsvWF6Z7YoHhruno4xdKyOWlqBC8Tjt1IQ8dJ7OjLdJsGRX2gTfeZWzUB30GveNw2YjliOGqDJozC/3UkIpja54FbgdOO221Hy1Yd/Erclhr4twafq71O92jCXiMJOpMEwQl8OWPreuaY7D5nI/L5zqZUNDCYfb+znZM5RtWV1xJcRNrodJBTkxuECgGt++DvwuO1uayxgcjRbsTplJ0to9afuZ0weRwfRlDjcxh1H/cxNeBPWTmWvYE4KVr4SXH4eMCeFRClZdnZ5UqFCazh+TOWiRoTVUl8qES/Xq7PVguENW5Yn/nSALT0GLx2HvXUTu+yTO7oM8oM/mk5G3cdHWzfz2kuXTOnopCNNBecDNGy9YDxes51jXIA/sbWPPM88SfXkPazjA5lOHWd92O74930xsoYyA7qrVic8qw9e9bEneTEqCIMwMyblxrGJoUAp71XIKT8peAMFqlhaacHjNNRPefU7Xx0RnfNBiTqpc7FxeleaFl5wrzsoaMRskY78y5wwDCHndLK4IECowYVh3yRqUO2QkISlbPOHYl8koZwpjLq6zGkuwl2cP1GWmE8/Eyt1wol6Wm5tKuae717BgVGZ0SH0TULobz01l2ty+rILW3mEjuU4GSYUpqaBhd4JjdkIByv1uhiOTTz5RCCtqgiyvDqCUoqHUx/Hu4ezYRKcHMCnkqWeNSllwLl09No+Y1XmeKJN2v115Zd7V+a7PgnB6YPFO63W5BqN85RDOk9o+VJt7XZFYOL25WBT97I8Z/s3n8PYc4Iiu41PRD1O64Sq+sXMJS6skY54w92ko9fH285p5+3nN9A2/gt+/2M7tz7fyV/vbCIwcZYV6ma3+k2yJtdJy7Dn8++4Zm/vE7jKyllWtGlPaqlYZWYgkzlIQZpQLllVyomdo0qPWM0a++ImJYncy0HJF9kTUeTBbNi5dXW0kdnA1T59ME6Qq6GF9QwmNpRZKmLIbg7gFnsKBQDOuZGdzlp6xyU6zfRqma5lsjJHDbuNVm1qAlnHL5sVmg8S1FHA7CIyTMCVzioHZYPsyC2vaDJC0Wnmcdi5cXkBWxGTSHP/0yxeLGddFwUmM5gNLLirKYcMJF8zJDMbMfwWt5xj9f/g28SduIzR8giPxRr7OX1N69uv5lx1L003KgjCPCHqcXLmulivX1aK15sW2fh450M4jBzr4wqEO+kaiuBllW6iDi8s6OMtzgqbYEQJHHkE9c/vYjlzBbKWtao0ReCsIwrQQ9jkn5WY137hwTeOkt50r2ZIzJ9dOkVRmMzNEWuB22FlSGaCxdHbdzc/ksbaQ10HvcKTgeaTysujcybnCzRUClbDyqjR30unCnlDMKic59cOcwVMCw93jl5tByvwuLl9bYyRimSBz42k5Ufpaaf/z3Qw9cTv1nY8TQPNobDUPl19P8/mv55Pr6/FPMPBWEOYySimWVwdZXh3kHee3EI3Fef5kL7tf6mLPkS6+fKST1t61gDESua3ezo6Sdja6TtAcO0Kw90XU3rvgiW+N7dRflaG0rTbcVWR+NkEQzkSS7pelzQUVX1ufPWnuTKOUMpQL29QHA2rCHg63D0wpJm022dBQQlO5f3oU/XzubvOFGVDOwOhD7FxRRcgzvf3o85dWTCrT5qRZsoupTcIwPUxGOQNQEzFxb9myRe/evXtSB5oSfa30HvojbXsfxnvkN9QP7QfgmK7gIe+lRNa9ie3nbJn6fCKCME/RWnOsa4g9R7rYfaSTJ492s7+1j0jCVSHgdrC6JsjW6ghne0+yWL9M1dAhXB17oe0FiJqyRpU0pSttVauNOYYc83i0UZgTKKX2aK23FFuO6aJo70Rh5ojH01PXzxF++cxJRmNxXr2x8Pi/8dBaMxKNF5RlUZgAfaeM2LqFoAQKM0q+d2JxFbToCHQeNjKnRIYgMkh8sIu+1sMMtB0m1nWEYPd+SmLGvAdRbePPLOel0vOwL7+MzVsvoFFS5QuCJaPROPtb+3j+RC/Pnujh2eM97D3ZlzbRZ7nfxZIKL5tDfax1HKM5foTq4UOE+17E0XUQlXT1sTmMoP6K5VCyyPiEG6Gk0XgJeWZ/JFmYf4iCJgiTY2AkSvdQZHKZ7wRBmJPkeyfOuh/gXX8+wem+EUaiMXw9h7juydenrbcBYSCmAxzXFTznWENfxRpcizazaPW5bGipY7OkyBeEcXE5bKytD7O2PswbMOJGYnHNkY4BDp0e4FB7P4dOD3DwdD8/Ouzga/11QB1gTMzpVhE2ek+z3nWC1fbjLOk/Ql33bkoid+PQkbRjxVwhYsEGCFZhD1RhD1YZkzQGEt/+SvCWgDtkzGMik3ELgiAUjN/tkNANQTiDmPW7/Su/OcC+1j4AfAzzlPP9uDwBPP4AXl+QUEk55fWLaa6tYmlVgHXzPUhREOYQdpticWUgMTllddq64UiMkz3DnOge4nj3EMe7hmjvH+H44ChP94/SOTBK58go3cPDlOle6lV74nOa+mg7dUMdVJ5+mXKeo0L14FWjOeWI2NyM2gNEHX6iriBxhw/lcIPTgy3xsbu82F3Gt83hweYyliuH2wjutjkNRc/uSnzMvzOW23IsP9Mi7rWG2ChEhw0PBstvi2Ub3jxj8Q6CIAiCIKQz6wra9284F7tSuJ02XHYbNttrZ1sEQRAs8DjttFT4c2c4SxCPa3qGIvQOR+gbjiY+EfpGopxI/j8cYWSwD9vAaWxD7TiH2nGM9mKL9OOMDeCODuAbHSSoBgkyiFf146YLNxHcjOJWkcT/EexEcKpIXpkmSxQ7UeUgipOYchDFYXwrBzHlTH3HlLFcY1jvk3qdQqVScidTQI/pfIqx1Ym1ChRxFKC0RimNIpHuWmsg8a3jY/9bfoPCVA6NSisDNmI4dQSXHiXgiOHSCcVsMiy/QhQ0QRAEQZglJhSDppQ6DRyZOXEmRAXQXmwhZgCp1/xiodYLFm7dpF7Fo0lrXcAkP/MDpVQfsK/Ycsxz5sN1O5eR9psa0n5TQ9pvauR8J05IQZtLKKV2L6Rg8yRSr/nFQq0XLNy6Sb2E6ULafOpIG04Nab+pIe03NaT9Zg7JtiEIgiAIgiAIgjBHEAVNEARBEARBEARhjjCfFbRbii3ADCH1ml8s1HrBwq2b1EuYLqTNp4604dSQ9psa0n5TQ9pvhpi3MWiCIAiCIAiCIAgLjflsQRMEQRAEQRAEQVhQiIImCIIgCIIgCIIwRxAFTRAEQRAEQRAEYY5QdAVNKXWBUuoupdRxpZRWSl1nWudUSn1WKfW0UmpAKXVSKfU9pdSicfa5M7GvzM/KGa/QmAw565VYf6uFfI8XsN8LlVJ7lFLDSqlDSqn3zFglrI8/Xr2s2l0rpb6SZ5/NOba5fMYrNCbDR5RSf1JK9SqlTiulfq6UWptRRimlPqGUOqGUGlJKPaiUWlPAvl+rlHpeKTWS+L5m5mqSdey89Zqv91iB52u+3mOF1G1e3mcLCaXUTUqpw4nrZI9SakexZSoGBbwTxn1uKqVKlVK3KaV6Ep/blFIlGWXWKaV+l9jHcaXUPyil1CxUccaYrvfOGdx+f5l4d/UmPo8ppa4yrZe2mwBKqY8m7uEvm5ZJGxaJoitoQAB4FvhrYChjnQ/YBPxr4vvVQCPwK6WUo4B9rwFqTZ8Xp0nmQshXryT3ky7flfl2qJRqAe4BHgXOAj4N/KdS6rXTJHMhjFev2ozP1Ynltxew78sztv3NVIWdADuBrwLnAbuAKHC/UqrMVObvgJuBvwLOBtqA+5RSwVw7VUptA34IfBfYmPj+kVJq6wzUwYqd5K/XfL3HdjL++YL5eY/tZPy6zdf7bEGglHoj8CXgUxjXyaPAL9U4AxsLlPHeCYU8N7+H8fy5AuP63ATcllyplAoB9wGtiX28H/gQ8MFprstss5Ppee+cqe13DPgwRn23YDzL7lRKrU+sl7YrEKXUucC7gaczVkkbFgut9Zz5AP3AdeOUWQ1oYF2eMjsTZSqKXadc9QJuBX4xwf18FngxY9n/AI/NlXpZlPk6sG+cMs2J87Wl2OfKJFMAiAFXJ34r4CTwf01lvEAfcGOe/fwQuC9j2f3A9+dCvXKUmY/3WFa9FsI9NoFzNi/vs/n6Af4AfD1j2YvAp4stW5HbJe2dUMhzE1iVuC7PN5XZnli2IvH7vUAv4DWV+RhwnEQ26oXwmcx7R9ovqw07gRul7SbUZmHgIMYgwYPAl+X6K/5nLljQJkoo8d1VQNndynDZekApddFMCjVJtiul2pRS+5VSX1dKVY1Tfhvw64xl9wJblFLOmRFx8iRGWN6E0XkshDsS7fGIUup1MyhaIQQxLMzJ66wFqMHU/lrrIeAhjNHPXOQ6Z/m2mUky62XFfLzHctVrIdxjec/ZPL/P5h1KKRewmezr5NcU776eqxTy3NyGodg9atruEWAgo8zvE9smuReowxh4WChM5r0j7QcopexKqTdhKLmPIm03EW4Bfqy1zvSmkDYsIvNKQUu8GP8d+LnW+lieoicxNPbXAtcC+4AHlFIXzLyUBfMr4C+AizHMx+cAv1FKufNsU4NhIjbTCjiAipkQcoq8GXAD3xqnXD/wt8AbMFzQHgB+qJR668yKl5cvAU8BjyV+1yS+rdq/htzkOmf5tplJMuuVxjy+x6zqtVDusbznjPl9n81HKgA7c+u+nqsU8tysAU7rxLA6QOL/towyVvswH2MhMJn3zhndfonYpn5gBPgv4Bqt9TNI2xWEUurdwFLg4xarpQ2LSCExJnOCRDzMd4AS4FX5ymqt92F0GJM8ppRqxuicPDRDIk4IrfUPTD+fUUrtAY4AVwF35Ns047fKsXwu8G7gTq316XyFtNbtGEpBkt1KqQoM3+fvzKB8liilvoBhot+utY5lrLZq//HafjLbTDvj1Gve3mO56rUQ7rHxzlmCeXmfLQDmxH09Txivrazabbwyc/ndN2Gm+N45k9tvH0Z8dwnGgOG3lFI7Teul7XKglFqBEUe7Q2s9mqeotGERmBcWtETH8fvAeuBirXXHJHbzB2DZtAo2jWitT2AEvOaT8RTZow1VGIHFk2mTGUMptREjaLdQt6tMinK+lFL/gWGR2KW1PmRadSrxbdX+mSNDZnKds3zbTDt56pVcPy/vsfHqZWa+3WOF1G2+3mfznHaMOKGi39fzgEKem6eAKnNGt8T/lRllrPYBC6DNp/jeOaPbT2s9qrU+oLXerbX+CIYF8gNI2xXCNgyPgGeVUlGlVBS4ELgp8X/ynSdtWATmvIKWiPv4IUbH8SKt9alxNsnFRgy3rDlJYiS7nvwyPgZckrHsUmC31joyU7JNkhuAlzASYkyGWT9fSqkvAW/BeEm+kLH6MMZD5lJTeQ+wg3Tf60weM2+T4NJxtplWxqnXvL3HxquXRfl5c49NoG7z7j6b7yRGmvdQ5Pt6nlDIc/MxjLihbabttgH+jDI7EtsmuRQ4gXH9z1um4b1zRrefBTYMl29pu/G5E1iH8R5IfnYDP0j8vx9pw+JR7CwlGCc2eWEMAv+Q+H8RhgvmnRiZXjZhaODJjzkbzLeBb5t+/w3wGoyR4TUYqbI1cO0cqVcA+DzGRdyMkRHvMYzR/WCeerVgBF5+ESNzzruAUeC1c6FepjI+oAdT5p+MfXwaeMD0++0YL6hVwAoMN7lR4AOzWK+vYGQZ2pVxnQVMZT6cKHMtsBbjIXYi45w9gCmTG0aQbBT4CLAy8R0Bts6Fes3Xe6yAes3ne2zca3G+3mcL5QO8MdF270q055cwYvyaii1bEdoi7zuhwOfmL4FngHMT9+wzGHGwyfVhjI7iDxL7uDaxz5uLXf8ptt10vXfO1Pb7DIay0IyhaHwaiANXSNtNuk0fJJHFUdqwyOei6AKMpevO/NzKWFpoq891GRfUg6bffwccwJiTpRP4PXDlHKqXFyODTRvGS/5IYnljxj7S6pVYdiHwBEZA7GHgPXOlXqYy78BQSupy7ONW4CXT77cDz2N0jHsxRnDeOsv1ynWdfcJURgGfwLA4DAO/A9Zm7Oclc1sklr0OeCFxrvcyuwMFees1X++xAuo1n++xca/FRLl5d58tpA9wU+J+H8GwqF1QbJmK1A47c1yvtybWF/LcLMOIg+xNfL4DlGSUWYcR3zqc2Nc/Ms9TdBdyr0v75W2/WxPP9pHEs/5+4BXSdlNq0wdJV9CkDYv0UYmGEwRBEARBEARBEIrMnI9BEwRBEARBEARBOFMQBU0QBEEQBEEQBGGOIAqaIAiCIAiCIAjCHEEUNEEQBEEQBEEQhDmCKGiCIAiCIAiCIAhzBFHQBEEQBEEQBEEQ5giioAmCIAiCIAiCIMwRREETBEEQBEEQBEGYI4iCJgiCIAiCIAiCMEcQBU0QBEEQBEEQBGGOIAqaIAiCIAiCIAjCHEEUNEEQBEEQBEEQhDmCKGiCMA5KqZeUUkNKqX7T58sFbPc+pdRupdSIUurWWRBVEARBEGYceS8KwsziKLYAgjBPuFprff8EtzkB/AvwCsA7/SIJgiAIQtGQ96IgzBBiQROESaKUWqKU+o1SqkMp1a6U+q5SqiS5Xmt9h9b6TqCjiGIKgiAIwqwg70VBmB5EQROEyaOATwN1wCqgEfhEMQUSBEEQhCIi70VBmAZEQROEwrhTKdVt+rxba31Aa32f1npEa30a+AJwYbEFFQRBEIRZQN6LgjBDSAyaIBTGazJ97ZVSVcD/A3YAQYwBj64iyCYIgiAIs428FwVhhhALmiBMnk8DGlivtQ4Bb8Vw7xAEQRCEMxF5LwrCNCAKmiBMniDQD3QrpeqBD5lXKqUcSikPYAfsSimPUkqs1oIgCMJCRd6LgjANiIImCIXx84z5Xn4K/BOwCegB7gbuyNjmY8AQ8PcYo4hDiWWCIAiCMN+R96IgzBBKa11sGQRBEARBEARBEATEgiYIgiAIgiAIgjBnEAVNEARBmJcopS5QSt2llDqulNJKqetM65xKqc8qpZ5WSg0opU4qpb6nlFqUsY8HE9uaPz+Y9coIgiAIQgJR0ARBEIT5SgB4FvhrjFgWMz6MWJh/TXy/GmPS3F9ZJCX4JlBr+tw4gzILgiAIQl4kc44gCIIwL9Fa3wPcA6CUujVjXQ9wqXmZUupG4DlgFfCMadWg1vrUjAorCIIgCAUyIQWtoqJCNzc3z5AogiAIwkJmz5497VrryiKKEEp8Z06c+yal1JuAVuCXwD9prfvG25m8EwVBEITJku+dOCEFrbm5md27d0+PVIIgCMIZhVLqSBGP7QL+Hfi51vqYadX3gCPACWANxkS7G8iwvpn2cwNwA8CiRYvknSgIgiBMinzvRHFxFARBEBY0iZiz7wAlwKvM67TWt5h+PqOUOgT8QSm1SWv9ROa+EuVvAdiyZYvMUyMIgiBMO5IkRBAEQViwJJSz7wPrgYu11h3jbLIbiAHLZlo2QRAEYeporVlo8zqLBU0QJkB7/wgP7T/NYwc7eLGtnxPdQ8TiGrfDRlO5nzV1IS5aWcU5LWU47TL+IQjFRCnlBH4ArAV2FpgIZB1gB07OpGyCiYEO8JWBUsWWRBCEechvXmijfyTKqzfWF1uUaUMUNEEYB601jx7s4FuPvsQDL7QRi2vK/C5W1gTZuaISl8PG4EiMwx0DfPvxI/zPw4epCXm47vxm3npuEwG33GaCMBMopQLA0sRPG7BIKbUR6MSIKfsRcDZwNaCVUjWJsj1a6yGl1BLg/2BkgmwHVmPEqT0JPDJrFTmTGeyEQ7+FyhVQs67Y0giCMA/pH4kWW4RpR3qOgpCHxw528Plf72PPkS4qAi7etaOFq9fXsbo2hM2WPdo7OBrlof3t3Pb4S3zmly9w6yMv8bFXruKqdbUoGR0WhOlmC/Bb0+9/Sny+BXwCY+4zgD0Z270DuBUYBS7GmEctALwM3I2RxTE2U0ILJqIjxvdQd3HlEARBmEOIgiYIFpzsGeJffrGXu585SW3Yw7+8Zi2v39KA22HPu53P5eDytTVcvraGPUe6+IefPcv7vvckv97QyqeuXSfWNEGYRrTWDwL5Rj7yjoporV8GLpxOmQRBEARhqkhvURBMaK356ZPH+ce7niMSi/PBS5dzwwWL8TjzK2ZWbG4q5a73bedrDx7gC/ft59kTPXzj7WfTXOGfAckFQRAEQZgMw5EYw5EYJT5XsUURBECyOApCio7+Ed77nSf44O1/ZkV1kHv/5gLef/GySSlnSew2xft2LeO77zqXroFRXvu1R/nzy+LKIwiCIAhzhd/tP83v9p8uthiCkEIsaIIAPHKgnb/+wZP0DkX5+ytW8u4di7EnY8ziMWh9Dk48Ce37ofcEDHWBjoPDDf4qKGuG2rNg0bngDmTtf9uScn7y3vN4+zf/yJu//ji3XX8Om5vKZreSgiAIc43pis0d7oH+NqiQ2RGEiTMckZBTYW4hCppwRhOPa772u4P8+6/3sbgywG3Xb2VVbQhG+uHA/bD35/DifTDSY2xgd0O4HrxlYLPDcDecegaeSmTktrug5UI4662w8iqwO1PHWlwZ4CfvOY833vI4b//Gn/jOu7aysbGkCLUWBEFYYBx4wBg0EwVNEIQFgChowhlLz1CEm2//M/fvbeWV62v57LXr8Lc9AT/5uqGYRYfBVw6rrobFF0LDFihpMhSzTIZ7DAvbi/fBc3fCj94OoXrY8UE46y/AYfi1V4U8fO/dW3njfz/OO775R+646XxaJCZNEARhauh4sSUQBEGYNkRBE85IDrT18+5v7+blzkH+8cplXBf8I+rW9xvWMHcYznobrHkNNJ4L9gJuE08YFu80Ppd+0lDUHv4C3H0zPP41uPJzsGQXALVhL7ddfw7XfPVR3nnrn7jjvedR6pfAZEEQBEEQFhbDkRjt/SM0lPqKLcq8QpKECGccD+5r45qvPkL/4DD37jrJO558A+pnfwnxOLzyi3DzXrjq89C8vTDlLBObHVZcDu+8F95yuzGye9s18IsPwOggAE3lfm5522aOdw1x43f2MBIV/3dBEM5kdLEFECaL1tBx0HiHCkIGjx3qYM+RLiIxuT4mgihowhmD1pr/+f0h3nnrn7g6sI9HSz7Gkoc/CK4AvPkH8N5HYMs7wDVNLodKwfJXwHsfg/PeD7u/AbfshJNPA7CluYzPvX49fzzcyUd+8gxaSwdFEARhSshzdMbpHhxNH1TsOGi4+HccKJ5Q04GO09E/UmwpFhwjEUMxi8Wnfm/+/M8n2Huy1xgMiEWnvL+5jChowhnBSDTGh378NLfc/Sg/LP86n+r/OE5i8Ppb4caHYMUV05dNLBOnBy77Z3jbnUas2v9cbChrwKs31nPzpcu548njfO13B2fm+IIgCIIwTfxu/2keOdA+tiA2mv49D1HxUeqP/5LIqedn54CxKPSfGWn9Uwmxp2HwJK41+1v74OBv4Pk7p7y/JH9+uZvfvzi3zocoaMKCp71/hLfc8jiup77F7/1/x5ahR2HnRw3L1pprwDZLt8GSi+C9j0LLBYa7473/F+Jx3rdrKa9cX8vn793HYwc7ZkcWQRAEYeZ57k44va/YUkw7fcMW1ouZGuScBewJ5dLR9/LsHPD4bvY99nNeOpmtFLT2DotHzXgMT+98si91DNA5MLcGGERBExY0B9r6ue4rv+S9p/6BTzn/F/eiLaibHoOdHzYsW7ONvxze/EM4+93w2Jfh9rehIkN85rXraa7w81fff5K23uHZl0sQBGEGiMTi7G/tO3M7nPGokXxqoaE1xCLFlmLaUbN1nQ730jcS5blj6YOyJ7qHePxQB4faB2ZHjllAJRT3M/URMFlEQRMWLH841MFnv/rffGPoA+xyPA2v+LThZli+pLiC2R1GVsfLPwMv3A3feiWBWC//9dbNDIxEed/3nyQqwbSCMG/42VPHedTs8iWkeOFkH3tP9nK8e6jYoowRGYLek8WWYl5T1vkkPP+zxK9Z6HkP96Tit62IxOJTHAQwlIiZMAJ2D47y8IvtBcVgjUaNd3+/lYVSmF7iMXjup9BzbNp3PRyJ0TM0tQEMUdCEBcnPnjzGg9/8OP/NP1NaWobt3ffDtptmz51xPJSCc98Lb/yOMbr6ratZ7h/mX69Zyx8Pd/L5X+8vtoSCIEyA05JcwBKd6LwnO57ZFMEt7uBv4MgjM3qIkz1D/PaFtmmJu5kxRvpgqGtSm3qHrBTcGTyXhx+C9v0QyfYwGYnGuOeZk+xr7Zv6cWbgdP3+xXY6BkY4dLp/+nc+D0heFXmbNjoKXUdmQRoTkUFDSZsBC/evn2/lwX1tU9rHHOmtCsL0oLXma/c/S+yOG/mw/btEV1yN870PQe2GYotmzapXwlt+aGTBuvVKrl36/9k77zA5rirtv7eqc093T87KeRQsyXKQbWzZxmBwIsfFJJucYRi+LPEAACAASURBVNlv2URYFlhYk5PBYLAxxhgHbJxzlpVl5TAaafL0TM90znW/Pyp0xQ4zPZqRdH/Po0fT3dVVt2Kfc8857+HwvvPm4lfPHsVTB4ZnenQMBoMxJchMOGClyE5/NG//YASRVBa5KijXlU0mDkSHyl/+0KPAkSe17yXHgVyFkw0nwwktso205PwPTlRWHhBL5xCMivtKpct0Oq5W2UnfNxgpvTAV0DTyErjkSapHP7FZdH4BIDkBjFZBiTMTN3Wki9K7GejbIk4anAZUI6WbOWiM04ZcXsB37noaG5+7Hm/jX0Dukq/B8Z4/Vk82f7pYdBnwgXvElJvfvwn/+To/VrT58eW7dmEwPIvSghgMxrQhCFQxFidDNJXFkZFJztCPHQViU5vtLUXVTPhcuvhMu9owOvY80L99ypscj2dw/87+iiTYrSOG08jhx4GeF6a2jiNPihFGNdEh4PhLU1vvLOTJ/cN46aicmiy6ZlxuZmu/uFwcjsw4vMGdJ2eD4d7CvX/kCWCwCts9+DBw4EHD20WdFnnSRKhuT9hUtpz1zcJJJDAHjXGakMrm8c1b/44P7P0YumwDoO++HbZL/+XUUZWadwFw/f1AYhyuP12HX17binROwOf/vJPVozEYZwB7BsJ46ejopOsWnj0UxN6BcOUzt6mw2MPq2HNiLUaVoyFVfwSfeFmcac8kSi8bGwZC3VPe5KjkmA1VKuBE6cntvy1UqW4po3NSel4AIgOlr41T5ffWBI5w0v8ELx4ZRTRVPQEUp40HAPhctnJGAgCgdOZ+9/MCxY4T49ped1NAvixOdrJvz2gcj+4dQjhhcS5nc/oxmIPGOA2IpXP49s234fMnPoNGZw6Ojz4EsuKamR5W5XSeLUbS4kHMf/C9+P6VrXi1J4SfPHl4pkfGYDCqRDiRxSN7BhHRGYDhZBbOVFCM+kyCyTSBfenIKI4NqVKpTrxS9UjaUanuJp4u4TyUayzJqVPVckbKgJcaORU7xg+9NojekNpplJTrTrpZWpyjwZhunBLpKBCfhNANpTgppvc0O392Xlx/JJ3HaCyN/YPVS7XrrHMDANoC7pLLEslRJFTrHB0ZieGJfSen7OFEKIEToQQOVPEYlMTs/IaOAcN7J73K0XAEXD6NWObUFFxhDhrjlGY8nsEPfv4z/OvIV+HyBuD+xJNAx/qZHtbk6dwAvP+vQKQfV+38JK4/qwY/ffoIU4hjME4TBsJJpHMChsPaaIxAgcbRLeATI4BgMnve8wKw35g2NBWCsTQODunqYoTyIgdD4RQODYsKjeVwrFLZ8IleMfVSD5HNlulxClLZPAZ0ipOkhHMQSWWRzQvYfkIvuEHL9jvv39mPzd0V1B0N7ppUvc6e/rDJOIHI7gcR3vtYxevT7uDMRNCqEwiRV3Jy9sHScZeuNZJTPR/C/ejf+yLiJ9nRiKSyU1YiVFPxeerfBozsV33fZAUTJyy/Huh9Bm2DTyiNshViI8CAKpWzlPO/7+/mkfhM3BhtriLMQWOcsoTiGfz4Fz/C18LfRK5uIbyffGrmJfSrwbwLgPfeCYS68fWJf8OaBorP/2WnkmbDYDBOXcxU/TI5QXnf8kc5OgTkpqNH4uQM0s3HxrB/MIJDFSjnDUwkEU5my0vD7N0spl7qUfKlJp8CRilFImtu7G4+FsKWnpCmhkw+QvF03jRdKpEuIxVMyIuy9JEBy0XKTqFMRYDRw8Dxl4suFk/nIJQZWT00HMXhUjWMVudtKh5SqNtU5vz4WHxKzsFQOFVm/dE0MXoECPdr3lIfJvnvluHntIIaZs7CiZfhjUt1l7k0kE0ilc2bR0IrgFKKoUjKUmk0FM9MWYlQu0Hp/1xGTK0uulCZ9L6qmcjRRLnz4nE1CBX1bwPGjgDU+vpIZfPiuigF8hnzWtaDD4v/SpHLADFjQ/JSMAeNcUoyFkvj5z//P/xb7LtIN66E/+MPA76WmR5W9Vh4CfDuP4EbPYg73f+LfDKML/5lZ9k/tgwG49RgT38YD+8ZRCSZBUClX+Ui93nwYNH1mdla2bygGKvZvKARu6AqgzCWzuHVY6Fpe85s6QnhmYMjeGTPkDiefK6okQTAYOSaEq0s9WsgnMS+gYipA5CUohRmRutINIVnDhkNVofNypSihUhJJiY2dh7aI76e6BUV9MqkfyJZiEKW4aRSSvHE/mFsPhYqvfKpOFgj+yb/XUA0fE+8Ynh7Z++E4hyMxtKIZ8p3trJ5AZuPjeH5wyaZJyZRx7LSg82i2slxa4n2wZ1ivaQFmi1GjNe42Yhqx/cA+x8ADvwDLx8dw/YT42WJ0aSyeTx9YAQJXQSuN5RE33hi2sXIYvr05u6nRUGbCrG8TAd2gAgZAEBOdZ7kXnKGCJoc9Spy3T+6dwivlnPvqElOACMHjO/3PA8cexa5XK6iGmHmoDFOOcZiafz6Fz/Av8b/F8mmNfDd+CDgrpvpYVWfJa8H3vVHuMf24qHmX+LVwwP49XNTL3hnMBjTjJAHEiY/7qkwHBNaGeujut5IBChuMKtSfsyI6owhQaB46LVBPLnzMPDa3dhxoBsvHA4iv+sueGM9mmWPj8UxnsgY1lGKvvEEHn5tUOPYdQdjhjo7mUxewJaeELD/fkUdMBTPmDuGJ14WZ6AP/EM6piYRBs1sfGkDSK6HSxeLsKjOQakMKLl+yW3nNe8TapbIJr3Tu1lU0CuFpGq3tSeE3X0T8pq16zJBHv5ItIyo3JBJA+ixo8B4j7S5ItsbO1x4X17OzJmZAi8eGcXefukcJwppoIJADc5Vz2gcD70m9miTHRIhIzkgiZDYWmDU5B6UDpjpEc2mgL33GCXojzwpTphY3K/hZAaheMZ8pyy+Q4qcU2/8uGLgl4oOvnoshPt3io5f33gSkVQW3UFtOl5eWpfBQZ2Kw26WliyvVt4309TcqaWWEvkSVK3HzosujtPGi460pWCQ+bZHoikcG40hW65Q29EngeE9hbUKWeDo00qvwZ2P/A679hefYFPDHDTGKcV4PIPf/Px7+Jf49xFvXg//jQ8ArsBMD2v6WPYm4C2/RGtoC/7S8Fv88LF92Ha8wlkdBoNxcul9VZQq1/eTOvw4XKNi0XtRo79C5UFKKfhcAqBUjMTFxxSVQ7luxZ0Uo1bpUC8IzYICqJ3YC1+kYFAR1fr0jMbSoJSCjnWDSs4nkerV9vRHkMkLyOQFIJtEftddONjdjT39VmlMYpRDNgTDyQz2D0VwaMQiXTIeFGW4gyaz09UiOiyNh8CWjYHbd49p6p2eVDaPvQNiHR5ncVKHIyn847WhgiqedPyC0VRxld5UGNh7r7bOJpsEDj0i/l0tpb+ESe3bwA6gbyt6QwkkijkDkgNJKcWrPeMY7DmA3O67xWtwYKepsT+lHlGqqNSzh4J4cPeAFH0W0aeJdh89hO2P3YbMxFDBMdDtr7Y+0uQcZqVUwomeioZ6eCSG5w8HTf2dyR4BqvvfCnVUTI4g6aPCcnpyVSPmxRw03WbGThxA/7aHsLl7DC93j5ovpP6+7nUsncPO3nFLB0pzOwYPGtMU5W2lIwhM7IMvckR6u7Cl3X0Thkm0kUjKGBXMpRFLZRFOZpT1upIjhmst0Vd+U2zmoDFOGeLpHP7wq+/gq4mbEGs9F4Eb/w44fTM9rOlnzbuAK7+HtfEXcJP7Vnzujh2YSFjMyjEYjJknKU2imCkNlrCFKFAwCJU3VV+S13nkCaB3CwBgf08/Woeehi96BIiPiClEBx8yrHvPQFhpnBxJiutxpUV5/nQur1g0enstFM/gxSOj2D8Yxf6tT2PbU3fDGzuO9oHHYMvGCxl3FEB8FJFkDjWxHozFyntOZfPiBhNWaWwmKX2U0uoZlvFRMQ1JUoyzZyTHUqoXK9Zse3dfGMOSU6BOrxKdMVFmv3c8AYDg6EhMlE8/+hTCyQyOhxKKc6chOizWHMqRwchg4bPxHmRyArYeD2EiUUFdcugY0vEJ889MjOLBcBJbj4ew/cQ49vZHLJcTxzuEnEDFXnxHDmJn34R4DY4dMdTcHTywB68+cptoBFeYmto/ob0v5AitWvREf6aCw+L2s/FRjcWujkBZOowqVcudvePY2TtePLpUtLZKHvQAMHp4yhI3lfi4nOq+FgSKTE5MeZaPgdq9iadz2N1nFJEpG4fH8iMKcfvy8T62+zkMDvZV3r5CYiicRE6gkrMkR0And2RrYsfgjxwEwv0QQj1wJ+TrliKd1TqAL3eP4cn9ums3MYYDQxGxjjN4EB19/wDB1CZQmIPGOCVI5/L486/+G5+L/BDjLRsR+Oh9s78BdTU5/xPAxV/F1fkncH3iVnz17t1V6VTPYDCmA9EgOj6WwEOvDeKV7jEcHLIW0yAG5UTdvW2WgpacACaOA0Ie/QNipMeZDuHwsZ7CMqFusfZJs2ZxbN2jhfeT2Txe6w8rKWFkvFuTpiYbcvFMTommuFJifZAtFwNHCFyJQQixYSAexNHRGEiJ55Pa6ZGNKgKIdWn6miRZuVHloB041odnXnhO+nxy6VEvd4+hfyIpigAAQCqMnCAY0syKrj6fUVJF02b1QKpVJbJ5BKWUQ/nwmn6n53kkDj2j+qywksPDUYzFRccsGE2Lao4mUQv1HqSyeYQOvYzdT99deDOncp5NUs76JSVLRzqk8nqoec2TOlJM5D5e5rGeWPdm8PkU8uFB0SmWiQyIkw4W1w0FMBguEXGEteIm0ayW4ukDhVpCg59P8+ATQaD7GWBkP4ajaeQEilx8HNldf8VQ2MKhKKe26vhL4jnTDlqsT1Q74igRaZSeGWYOiX7iQn1IXjw6iof3DGJXr8pZVy0+XE5KbDE4Va+3yAAQPARHehyNwVcAKuCB3QM4YSJuQstIcSzH5pHrzsrCTLF2cCdo3xbUh9QCRRThZAaRqOh8O9LaLKa8QJHMqQ+imOaob5VQKcxBY8x68gLFPTd/CzeM/xDDzRei4cZ7is7SnLZc+jVgw0fwcf7vmHfwFvzhpZ6ZHhGDwZDgJCOf0oIwxN6BCWTzAoYjKRzQydnvG4yiN5SAIz2O9oHHUBM9Jn5Age3Hx7G1R2UExI0KYIl0TozY9G5G3XjBgePzKmO5fzts3U9L69XVCVngSfSDH9xRSCeMDsN14F5w+YylCcURoCG0HXzP84X0TCpYborPJVE/+JzuXQo+GwXGjxlTCxUHrWAExY+9An/koOikQDwe4aQ2YkcpRTKbE9PwXru7UL8nHwohi+GdjyrpoKlcXlePU+RYhfsBQYA3tBe1E3vFHnbqfeQI1OYzlVZVTJmwLrQTOCRK3e8bjGCLLFIQHUJb/2MgQg694wnFeSKgopqjXu1SZ8g+uncI3aMx7Yy+qlamWE+5puDLICrH+Nl9vWjv0yrXZQUB6ZwAIuTgyIjRl5SczqkbC8eJdXr5tE6evG+rOOkwuAs48A+4kiNoDG421Fzu7Juwrr8iJpe35o3C3xmVo6c+50MTMXT0PwJ7WtyPfHwM244XIkpHgzFsPjamdVSVVLnyFU0NvkbfVuD4i4hFRccpFM/god2iw6ZOV5TTFFsGnjJd7/GxOB7d8hp8EbF/ajYvKFFaSikmIlF09P0DyfGhwliMozMf8PA+rWNfiuMvAUO70RR8Cc70mHh+Ibb3qIj4KLDvftB86W1v6RFr79Tn1DKq1vOC8b1sUrP78kTT4ZEYDj37F+Dw42gKvgxPvFA/urUnhGcPGZ/RxCQFmcunRaGXUpFWMAeNMcuhlOLhW76B9478EMcbLkLbx/4G2Es3ezwtIQR48w9AV74V/2a/A/sf/pWqaJzBYJx0sgngtbvB5+JoG3wcCB7C4/uGsfV4ifuSimk+20+Mw5ERlw2EC2p40VRWMcKRiSuGjUI6in1DEezsnUB2vODMONIhjZAAAEBSNysmPqCGo1n0hhKIJSUDevQQKCjs2bCpw9UwttW0FoqAwpEaM1Vp9MZ6YMuoDBQqRv8CvU+bOqOaBXXI0aR9cnqRioFwEnsHIoglpWM5phV5aB16VhzjyD6MxdPY0iMb4iWOVSwo1kIN7VYcc/1suRwhlNdkz4rGe0hnnKqPqSfRD6QLjrxS+yXkwNEsbLm4VryknBo0Ss313TMlJPUt1kUifYbUrR3Hx3FgKAJ/9DB4Sdq8b1x2Kgrbvn9nP+RssUgqr3FyEnmCvCAAY0cgZBJoGNsCZ3oUGN4LW1brzKWzApCOKcp9akSRHQEdfQ/BlSykoVGqdai4fBpEyIAIWTiTw4Z94rNRCJTi5aPaGiJZWKZoKp1lFLDwvsFRl87H8ZHC+W/pfRAQhMKzAKK6JSBOLvC5hLKpXF5APJ1D/0QSTcFX4I8cAgAcHtaKXMjPm5pooc6VUopkJo9grEj0LDooKnZK0T9BkqA/cWAb9vWV279vklk/I/uRSqWQjZg/G9T7J0edy2mxQClFbyihcdZLjlJyrGy5wjVplaJpdn/a8gnQbMooOGMCc9AYs5pX/vxtXN3/QxysvRjzPnkvYHfN9JBmFo4HeevNyM7bhG/bbsbtt/5SI5nNYDBOHtl0Eol0Di1DUjQoOohkNg8iG5STsUeo7ovdzxiXOfSo8ucu1SSNbGQeGzNrniqukxOyqIkdt9y8Mx1CMpvHgT1SVIYQgIozycmMSdQAgDcsFderxu1Mj6Ix+ArqQibpmURb1SV/K5TIAOmC4yBQuV5FtbTO6CkmGBiW6uyyFlLknJBWxjNupbY3dhQ9fbqInhylzCYUBQZbLg5eZbQRok2rKxh0uotCMBqSlqIHBoPP4gJTnZu2wSfQNlBoQO2LljYMzRiOpPDyUa1sfbF0w6icambhrOzsm8Du/sK1u7s/igNSGrBebVC/nzTcBxx6BO0DxnRCQsRrGKBoGNuqpM6NxTLISLWOyCbQNvgE2geeQN34btSPbgGvcwJJXlQVpbBIvyuWbmcmuqLDLej2UVpfw9gWzdtHRswjLRQUrlQQpH8rALF/3xP6uiiI9xCfS6J14Alw2Tjke0k9YTORzOKxfUM4PpZAKJ5BR/8jhjQ+5CWHkgoIRtN4YPcAJoaOYeTINgQPa8dsRSSVhTtubCngTAWhLWTVkszmsWcgjOcPafdvQnJyxZRJ7feOjUwgKTlpzx4cVlKL9eMZjqZwYqyQcrlvMKKJvjUFi/caLI75NTIQTlp+poY5aIxZy4H7f4CNh76Pnd4LseTTdwM2x0wPaXZgc8D+vj8h07QG38r+H35+6x9L5uUzGIzqk80L2DcUsSwGbx55UVVsrkZA3dgOoxFkuhFjj6JStRh6aW8+VzBAxGL4Q6W3q1CQWJejVYAoLiLDwTxFjgBwp4bMPyEEw5EUoqmsYpPlBYq4lKooSBHGg/pG2GltqqihX5lJtIgjBJRS5ASK+3f2I2LSRoACipHojfdid98EhqNpYGAH3CeeUZarHd+j1MgFB3oQHheN8UD4AFqHntGuFKJwBgDLmrxA9wMapxTQOt0mo1SQn/upbB7HRuOIp3PYejyEUP9BJRLJCRlwtLC/ciSvUnrHExjVTQbu6pOdB5MkOSW3U7D4QOv0UMIpBvWEKlXVzHHm+go1iq7kUOE859NwThyFoNRBESU99ujwRKGperIQKVUcZ12aZz4ypNo/E0YPG96ShTfGdj+qcQhM68SkMds5AoAgL0Vz9OwbsB5D7cQekInjAKWGc6PGk+gHL6QR6itIvCdLRJhqYsfMPyBEad0wEhHHq0SPcxmxibrEYDipicoNHz+I+vGdAICtKjVqW86433v6w9jZO46BiSQG+3oAiEq0AACaLyl9H933hPJ3R//DOB5KaER81Kivt0Qmpzh+jcFXYM9GTF0pdQStUqKpXFkqL8xBY8xKBh//CZbv+BZecZyPZZ/5Gzi7c6aHNLtw1sDz4XuR9s3BF4L/id/d8+BMj4jBYMSD4PIFg4QIWV2xuQifT8GTHEBdaJfhM/3Pdiydw44T49jVN4G+8UTxNCQdiUwOuTwVnYPJigolQ4o+Win0S+QpLZqG1zueMDhg4VQWh0di6BsXjTaDnLWOgMuGnmDBKDx4aB+2b3sFlFIlRZCC4mgwju3Hjep06hRDV2oE/vBBpY7q4FDEMPnljReij8FoytJQk1crp6f5I5JxrNQCiv9FUjlQi3RDY+RG+zoqGZZ7BsLY3TehGJqjB1/BjmfvM11nYVV88c8tUBvTFBR7B8LFUy2H9wCHHkWk2zzKksjkxEgpMTdHj47GYIigqa7lhrFt6OgXFUv9we3whvYqcukC50AsJx4zjuYRTuUQjKZMHSH9eU7n8qCgcKeGwenSV22ZCMiwUS59z0AYewbCODYWx3FpG00jLyEviFGs3mAYW4+HVJFhKBfgUDg5KYGOXE7Q3CNyTaYWk3u3UmEdaflcPo/IUDfsmTB6RsV95PMp8bruflozgdI/kcRxVXTK0HZEMz7teI4GY8gJFAPhpBhZB5B1iC2VfJGjps3F7ZnCxIY9a1RHFQSI6cnyVi0eafKzx5keU0ZX+I74SnEWAbgT/SAmdZz+iNGJB6BRnSwGc9AYs47I879C24v/gee5DVj4yb/C7T5Da85K4amH/4a/gzq8uG7PZ/H4S+WlGTAYpxOEkIsJIX8nhPQTQigh5EO6zwkh5OuEkAFCSJIQ8gwhZKVumTpCyG2EkLD07zZCSO1kxtM69HTZy/KC0WDpHo3DkQ7BmRLTybqDMeQpRTYvYCiSwvGxRNmZk/sGI5IDRGGfzIxvNqkYVd7YCcvFFAPdYmDqehdxMW2Ko3o2/LiUnpmyktzXYQ/uQai70N8oevQVCIO7DYbqRLKYwAABpeJ+6FMA9XVtpZANOELE9EI9Zue870S3aR2fHr0QidUBt2oQDogprt5Yj1hTZEIinZPaApijj6wks/nicuK5NJCOYvyEWGPJUe3Y9g1GNLWY8TKapFt1V+CEDNI5AU5pXVl7jXYoeYrjoYTGESpEFK3vqtoJrTNWH9qBnCCoomTW33VkxnEilEDr0FMIDIqiFK/1hZXrSpbAl1tNlIPawdw3FMGT+82i1CLqWjc+l9Q4MRoohcA5NK9ljkhjFWvyRmEf2ILmkYLAhjM9JgrVSCIpB4ciODZqvG/4mFk2gQihOeQFAftPDGpSDjVDlJx4X+wo9ugii+7kMJpHXoS3SPq2QClw7FnLz61QO4PHVcderl2rD+1EraqGWDVinAjFMRZLG2viWASNcaqR23wL/E/+C56m69H44TvRXOef6SHNbmrnwPPh++Dlclj86Aew73BlDW4ZjNOAGgB7AHwegDEfEPgqgC8D+CyAcwCMAHicEKJuongHgPUA3gTgSunv2yYzGNlZGYmmtKlNGnEH6S2ISn9q0rk87LkYGkc3AxCjUFOHwpWqrOcUACB0DIlMDqF4Gq500MRBEHFFegAAOYEqDpaaQHi/4nACMMzeq4vs7TmjYTcUSYqOj8mx6Duyy5jmCFFCX0FRf6PacViMR8aT6FNSwepCuxQnKp3LW4oQRBNJbN93CMTCAVI2qfo71n8AgfB+y2Vl/NHDmtohO89hr8pQLedScaZHUTuxV3mdzGodon1DEaWvm5HKrsVIMotYOoehiBgFKSel11RwQbdjZtETAMjlcoilc0g768Xl+ELNuiMTmnRXKnVaaFba9vHRBI6HEiUjvJr1SNd2VpVql8kJACEapUY1DhOHajRunc5oyxQiR1w+pUl99CQH4I8Wojp8rrBNT6IXnEp0RX197h0IYzSWMaQVyq02ACj97kaiKUTTOYxZ1XRaYM9GEc/kEenZgR291n3YnKlRc/ENaQLKZvL8MEOMYlY0RADQHM+e0ZjyvONVmRNq0ZGRaBrHxuLYr1LxJSAYCCdLpmkyB40xe9h2K2wPfwlP5dci9ZZbsWJO00yP6JTA3r4K2XfdgXYyBnrHOzEcLFdRicE49aGUPkQp/Rql9G5oe66CiE2RvgDgu5TSv1FK9wD4IAAfgPdJy6yA6JR9jFL6EqX0ZQAfB3A1IWTZZMc1MKE1uNTGDGcSRTGDUmpqjFbcA3EKTt6+wQgikuBD7fieosseGo5aSmjL6UIylWRY7egNT7qZLQDYjoqRLE7IKI6vTDKbL5rCKQ/Tk+hT0ppe6xdT2cyOa2rXPRC6nxHVLcuEArBJxvI2XRpmThB0NYWFbWbzguJA2rLRik9zJJXF3oGIqYDCVKGgODQSxYGhCPrGk8gL1DLlS43VdaE2ynvG4qaRtmxO6zR7Ev2K4WzPRlE8KFvZwZMbvh8bjReNWIqrtl6328EDlJpOTACAL2rscac33NWOVctIobdc2+CTRYfVOlSQ6q8b10YJ1RM6ztQoDg5FpN0o7IsnqYuIEc60x1kpOFU/MnVab86m7XUbCO8vQ+TG+sGinjDbfmJcSp+dPJFUzvR5Z3Zt6mX/j45EcfBYr2E5NcxBY8wOtv8ReODzeDp/Fl4550d407p5Mz2iU4q6FZcgeOUvsUzoRv/Nb0ciWflDksE4DVkAoBWAImNHKU0CeA7ABdJbGwHEALyk+t6LAOKqZSpG3TC3o+8fGoO9XGUwq1noasTUykO7pak0XqUgAKVwpMcMzlo5mDZIrhLBmPVsf6URTL4Mz1OgVLteWohwqo1IAgHdwbimqbgvap4lwQnZimqYth4PYSQiGpfxMtNJp3rlOdOF6KWvDGdNhoAaUiP194Y/fEAx9NURL7WD0zD6akXjtR5PgXQub3CqDcsXuW94AmDIWM+mfJ43O6faa6xGapQ+HTjS42gc3QxvWBQWUtdeqembSBT6FVaILFo0GkuD0LwiaqSvSyRUKPnsqIkdQ2DCLN1wSvNUhTGU0VD72GjpdHJHOoTUgUeLLsMcNMbMs/020L9/Ds/Ts/Cb9m/in686a6ZHdErSef47cPi8/8b67A689vMPQMhPrYs9g3Ea0Cr9IDGvKgAAIABJREFUr8/vG1Z91gogSFVhKenvEdUyCoSQjxFCthJCtiaT1gZxhSX4pvQ88wfzDyo0NAgosvbK08WzZT5D8sW07lXUhXaiKfgKnOkx5ErU3KiVFmUjNZrKIZEpL6VMafyN0gbTSCStRAmLUR/aqXmdMElz7J8wT1VTs/3EuGZMZusBAFAgaXCequeeK3V5VUmjrQxb3nwSMRTPlOXk6vFFjypOXLlpbmo4k3YH1lCkVdE6d7yvaF+rYg5aNJ3D9mPW6cemIjS6w2PuxFUHT0JsMaFvQ6BnYLz0dV+KUDwDXkijdehp1I0ZxZXKxVKBEuLkiGVLjZOIWS2qHuagMWaWXXeC/v2z2MqfhX+x/T/88P3nw86zy3KyrHjzp7Fl0WdxXuwJbP3Np2fkh5fBmIXobwR98ZfZjWIsEANAKb2ZUrqBUrrB7a6sL2Ml9SrFKOeu1qbZ0DK/peWFw9p6LSujImel2qBDnRKVypVvEMtG6sFjx7Bv0KjOZoa68Xe6xLZiVYwg6ZveTgVZkrwcvHFrEZdSlHtlWLUKqDbGqOX0bzdgKvJQHr6x3cj0brf8XFYFtcKshrIYnM6B9ST6YdYQXmES5y3PicrZ6uuqWHNuTkgbWhVMBU9yoPr2CxV7pk0ltbFog3KJSs+nFcwSZswc+x8Eve9TOOhehw8mv4ib3n8eWvxneCPqKrDh/d/ES43vwLlDf8bWO74+08NhMGYSOR9HHwlrRiGqNgSgmahyEqW/m2CMvJWNmaGeywtVMTWLqezJqIvS3apeUZUxOyZ4/JFDGFWlIU6mzqUYU+lpNN1ky4xOehLGBsAthr5s5syOs1wZI9NQN1cu+uslmc1rmm7raRjbNt1DAp/PgAgmkSGL+14j8GFC3qZVzxbbDpxcKomjmomp6OkPJ4v2i5ttMAeNMTN0Pwvc/WEEfV142/hn8IUrV+P8hQ0zParTAsJxOO+TN+NV7yZsOPwjvPbgz2d6SAzGTHEMogN2hfwGIcQF4HUo1Jy9DFEJcqPqexsBeKGtSytJeTOnhWU4mjNt0loKfSPqUviiRy1FCEp9r2pMIm1NjXrmeiaN81OJch1PK1VEI6eiK3f6YRYR9iT60Tr4jOF9Wy6uUf4sH5P7tcRq1M2nq0ElqaqlopSAtuXAqQBz0Bgnn/5twJ3vQ8I3H1eOfg4Xr5yPG1+3cKZHdVrB8zxWf/rP2GVfixVb/h0Hn797pofEYEwLhJAaQshaQshaiL9pc6XXc6Vash8B+H+EkLcRQlYBuBWiKMgdAEAp3Q/gEQC/JoScTwjZCODXAB6klB6sZCx7B4qn35nZN+rGxwzGTFC+4TozDtpsjnDOFvyRgwYhFQBoGX52UjV5jsw46nQ1l9btFxjTAXPQGCeXkQPA7e9A3l2Pt8f+GbX1zfj+O9doFM8Y1cHt8WDup+7FUX4B5j75SfTuKr+BLoNxCrEBwA7pnxvAN6S/vyl9/r8AbgLwcwBbAbQBeAOlNKpax/sB7IKo9vio9PcHKh1IqVonmLfyOiOQldoYpy6tZaZMVhu9OAujMlwW/QtLoU+brbS3GWNq2GZ6AIwziPHjwG1vBeXt+IL96+hJe3HfDWfD57LP9MhOW+rq6pH4yH0I/vYK1N77Twj6HkLTQqaSyTh9oJQ+gyLlClIU7evSP6tlQgD+qcpDMzDVvjsMBoPBODNgETTGySE6DNz2FiCbwG/m/QAP9Lnw3bevxrJW30yP7LSno3Muku++G2lqA257GyLDPTM9JAaDwWAwGCcBWpWmH4yTDXPQGNNPcgK4/W1AdAgvnf8r/M82Hh/cOA/Xre2Y6ZGdMSxbsRq9b/4jXEIckZuvRjI8WvpLDAaDwWAwGIyTDnPQGNNLJg7c8S4geBD9V96CG58iWDe3Fv92VddMj+yMY/15l2DPxb9CU24Q/b+4BtkUS7diMBhAOLBipofAYDAYDBXMQWNMH7kMcNf1QN8WpK67GR961gunnccv3r8eDhu79GaCjZe/Ba+s+x4Wpvbj0M/eASHLin4ZjDOdmG8hIv5lMz0MBoMxDXC0eg2kGScPZiUzpgchD9z7ceDIE6BX/whf2TsfR4Mx/PS969AWcJf+PmPauOQtN+DZJf+ClbGXseeX7wfNs4c3g3GmE/UvnukhMBgMBkOCOWiM6kMp8I8vA3vvAa74Fn4TvwgP7h7EV69cjgsXN8706BgANr3//+HJ9k9gTegx7PvNDWeu9jeDwWAwGEVw2viZHgLjDIQ5aIzq8+Q3gW2/By76El5ofh+++/ABXLW6DR+/mDWjni0QQnDpDd/F4w3vx8qhe7HvD59jThqDwWCcQuR5lo1yMuioZcd5NiCQM6szGHPQGNXlxR8DL9wEbPgIetd9BZ/583Ysbq7B/76DNaOebXAcwaZP/hRP+K5DV88fcfCuf5/pITEYjGli/dw61HkcMz0MRhWJezrR3/GmmR4GgzHtDLVehsGON6K/483Tsn47N/vcodk3Isapy7Zbgcf/E1j1diRf/z18/PbtEASKmz+wAV7nmTXzcapgt/G48DO34Gn3FVi2/2fo/vt3Z3pIDAZjGuAIgY0znyRz21kK16lCi8+l/J3wdgBk+sy44ebXTdu6TyVOhanlkxldWthYc9K2JUPlCf5pmuif7vhBnnNW/B3moDGqw557gAe/CCy+AvQtv8S/3rcX+4ci+PF71mF+o3emR8cogttpx/rP3Ibn7Rdi4fbv4MTjv5jpITEYjAqpcdqwbNW5pp+Vmh12MgftpCJMwliT4VVOdt42fb+tsZr50+r8nWrkeVfphWaQpKdtpodQMRHfkpLLhOrXYbj5dRCm+fhPd4bXUNtlFX+H3X2MqXPoMeCeG4E55wPv+iN+/8oA7ts5gC+9fikuXd4806NjlEHA68ayT9+Jl7mz0fni1zD0/B9nekgMxmlHbhoN6uWtfnAOcyMm4LEDmP5Z4ulkTp1nWtYrcA7QU8gUKnYOeYsIaSmiPqOC51ScyJmkkuhOjUlmj9l7gHidzAZyvPl9QE5iDbn1VaaaPCjj+onXzCu5TJ53I+fwlzewMki6Wkzfn/ZHI+GQdjZU9JVT56nEmJ30vADc9QGgZSXwvjvxbE8c335oP97Q1YJPX8pkm08lmmv96Pz4X7GddKHxyc9j7NW/zPSQGIzTClrFiETOZjREzYyMrnY/5taX59zEvaUNplLYOIJad/WNWaGEATraqI0elivskLX7MNh+BQBgQUP1Hei4d25V11etmf6utoLRq74uiXQViSlls8ejTzvLU4Cu95Z37bntPJa3Gg1/03RfAtizEc1bThuPZS2+srZVLbJ2HzLOOuW1Ot3Vk+ib4rrFY7Gi1W/qpFo9G9QKl1TtoNnKn1AhuutMvf1qPjMBYKJutfkYyrjUJ2pXTmnblFSWqcAcNMbk6d8G3PEeoHYe8E/34uAEh8/8aTuWtvhw07vXgpvkbB5j5pjT0oCaD/8Nu7AUtQ99AtFtd8/0kBiM0wjjMzFWs8ByaY+dt0xPzDgCALSOmpmR4bHbwCkfmD+TZYMo7ay3HIsZnXUmTlCFRki5SoRWDlqwaSOCTedrxu6y8RX126SEoNZtR12Zxn0lpB2VHVM9CU+H5rW/SvXcLskRSbpaxHRGCZt0uVHCg55iP+Gr2sV7IuC2F10u4W6fsuvZWOOAz2VX7oFSUvzViNLmeQ/U93CDr3C9hgPLp7ZuKeJFiLljMFHbpfztdvDoavOjo9aNZa0qJ1X1AKJlTSSYLyOobnVa9dq6yZ95cSyT/36l54g5aIzJMbwPuP3tgKceuP4+BIUafOTWLXA7eNzywQ2WaQKM2c/yuW3A+/+KnXQJPA/ciOTOe2Z6SAzGKQUvGScOnlM5R+azwWGV4WOAEHS1+80dIYmEp72wuMp4mFPnwaIy073O6gyg2Te5Gg916uFQ62VoOO89oHz56XGxBvMZbT0eh/lvSsZZj4yzASA8RhvPRbDpAth4rRGV8HRarjcnzfTrI1MtkzweBoeTAMMtmya1LgBYtvo87RtFrDYz05EvYShHAitAuYJDw3Mculr9SLrbi3yrNFbRhsG2KxAOGK/5BSVq1WkZhrHsdOrXxemOQcrdbBkymWyA0skX/2JWmlApRpcuoue08VjbWau81k9ReOyFe0KOgE0WgXdgrH699QKEU7bhtHHwOGxoC7jh4AsXpPYcaS9UO2994Ro+Uk3GCJy1LWn2TNAfw3KVa/X3PyWcISoPCGVdhyZrBwDk7JVFXJmDxqic0SPAbW8FeCdw/f1IuVtw4x+3IhTP4JYPnoN21jPklOfsJXMRf8ed2CEsgf2+G5B57b6ZHhKDMeuRo2HLWn3YMK8ea1TGlUjlP+52noOTLy8qJdsYThuPFr/LEBGKt19g+I7LzsPGc3DZrc2BlLPJaoua7+VtbjTWOJHymhv3KV39h40j8Dp49He8WamtGWm+0HIc7aqo2No54rFVG1ZpVxMyzjrE61YAAPwuOwRiw3j9WQDE46I36uTaIr1hPqfMtFA9ZgZczm50Prra/NgwTxtdy5qkrfq92t/Tiq+gkl8wRiY9TpsUPSOTlh9PucyvGYF3GCYqulr9aPAanXp1ZK8UagfAphuzOvg6UbsSSXc7KknwMVtUvu7kdVOYn79S2DUOjhaeI7AVcWys0KcMlqKzzg1QipSnDZxb/8xSI45Q78wk3ZJAieq8hqR7DgDmN3hxVmetYVyyczevXnt/uDRppsZ9iXvnIOluRZ3HGCn16IID9V4H1nSI+5TwdFhGhQ3XAwW4fEbzFqGC5nW56rf6KHi5MAeNURmjR4A/XA0IOeD6+5GvnY8v/mUndvVN4EfvWYvVnaVniRinBhevXoihq2/HTmER+L99BPm9f5/pITEYsxp5hlmoM09brLSeQrYZzJL7ZFW5vCpa5bTb0Op3YXGzeTSC8kaDZqz1YnFbFqGDiH8pxho3GN73u+xorHGAUmC45WL0d14FQEx/Mh9xIVol09UWwLq5tThvYSMaz34L+juvshanoECdVzv+tZ21eNOqVuOiUlrU0hYfXCVSz0rV3aWdDZq0wraANrJWbzJDPyDVtKmJ+Jcqf+uPg0zMt1DzuqPWDX7a+zNpz5WjRCSoFGbZM+ooy4WLGzXbdNl4g1ENiPserl2pibY1eh2wcwTjdWsMy5/VWQvUF45fsKkwGTHQ8QbkbDXI8R7Ea+YDpOAqCER/Txj336xNkLxUzlMQQhtpsW5LYFWLuLLdOvKldxrcdh6E5i2Wrvy8yZFF9QSQo8462myFnLpHCYeMQ6yRU6suehzi+vX7esmyJqztrFXEbXxOGzbMq9c4pWYO1UTdGsRq5qPF7yopjEMp4LBxqF/zJtPrxoqcvQZp3SRD1q61b1e2B9BR64ajeanm/ahvkfL3QPsVFW1XDXPQGOUjO2f5LPDBB0CbluE/7t+Dh/cM4d+v6sIbVxp/KBmnNlefuxQHLv8ddgoLgb9+CMI+5qQxGDLyTC9XJxr5CU8HJmpXQmgtzB5rzYfCq+GWTRhqvRSAMbKkLC0tTk0cnrh3HkL165DwzNG831nngdtePMU8q0q1ydu0ERr9rLDA2U3l1uc3emHjOIQSGUPqjpWCm95Bddg4OGsa0BpwYXFzDS5Z2lRUzlwdGSEAbDwHO8/hdUt0hpS7ICixpjOgpLxRXR3bWMM5yNvcINQ6cYmC05zEBq9TY2ia2YeUcyChSxGM+kVJcbedx6iJwwuI52W8bg1SrmZ0tfrFFDIbB1tdwYmsNDqiZqi1uNT3gkYvFjSpahp1EQOZVr/Lcixmo2urLZxTh61wDhc31WBpq3naV8Clc5wIgV36bsplog69+HKgtuAEZZx1Sm8wSimGWy/BcNulhnHmS6TjrptTa5qeJ9+b8oRC3ua1bEvQ33kVEl7R8ZGj6nnehbn1Hs01rb/L1amZPCGgIOCEbNHxqiklY+91qO51aexc60rYbBauAaXm51y6ryg4jDaeY0zptdD3cdltZUQILVJRqQCOkJK1pvKzc2FrvbSPFutT/T3aeC5GG8+DwBcmXwba34CuxQtAoL0n2gJurFl/gebZRsEh3H4xgk3ng3KOSefNMgeNUR465wwtXbjp8UO4Y/MJfGrTInz0IutCd8apzT9dshqvbLwZu4QFoHcxJ43BkOGkGrHV516GBRe9ByvaA5izeA187tIOSs7uVZTO5IJ62fA0KBCaGDiUcEh62o0//kWidM01Tml1nMp41W6o2edEV7tfU1t2WZF2KWpDWhZKSAQWmdZ9GYQSVr8DcBS2U+sRjZlwoAttARc6at0YrztL+q51HYteuU9w+IAV1ypbXdxcU4hgqXZYLWSgT4tTMDGu1A5wQ41Tk3qpfE06aTaOwzydOiTlHIZzGquZj6yjFgnvHIw1nqOKKhGs7ipSp1gBemcc0NbFNHidyjF2ORzI2byI+RcqUZHJ0NXq10TQ1NR6HJrPZMcPEA+PnGba4nehYEKTIgIUhfflFFhLpHXwnG5CwuQYAcaJC6+cKitt0ta4EHr8OidzoP0KZX8pONO6z3BguSqKLF4kazprVdlJWgdBVuNUT2zITkk0oI3sAAC3cJOmXi1nq0G2fgkmaleI+0iIpeorAeB3F5n8IQSUs5um9MoMtV5WkLrXHXv57NVqUheJoY6syeeEv6EV8JjL1msEW+T7jDMXjpFbn6iFSdLORo1zBgCUsxtTGuddAHSsB2zaZRPeTuSdtWJtrAkLGr1l9dVjDhqjNCbO2e9fPIafPnUE794wB//8xmUzPULGNPOpK9fhuXN/rThpdBeT4GcwALFQ3263o6HWj6UtPixr9ZmmC3I62fIGrxNXr9FGWbJ2cR36lCrZdvDp3jd1WFa9DZh/kfH95i401jhw9tw6LFRFSWSHRT1ij92mqV/zWgh0AIBPZYQWxCI5pe5LJuJfhrzNBU9ZdRsUTT4XPA4eCW+nqYNQUm5e9TkBQdS/BMG2TeZb42xw2DhzkY1cAuqjo1cn9rnsRSfIL1veXNpZQBEJbkJKpnENtW5CsOkC00DFWNP5lQvALLkCrbVegBBEa1cg2KytXVSndSbd2swZeQyyWIo+fdFt5wF/p9ZAlSJfnXUeEFWa4ro5tbh4aaMmShnw2C2OlfYYzWvwosZtvd/yOvXR6bwqZVGd/iqfg0XL12JtZ61yj9oiJwAArkwI163tQMrVjKhvEVa1B7C4WVuTRtW91AjR3KcpVwuyC1+PmG9RYSJHGpqD55QJhImAVnzF47CBgCBnr8Fw8+uU477WUP8q4m9o1dTKCZwdpG0NlrU34oLFYuTZxhXEjbpa/ZqIGAEAl76UpfwebHmbG6GG9Rhsu1xx0PTnQO3YvmFlm+H+umBRIy5Y0gosuhRmqCPlyl82B1a0+WEVQcvkVI6vxQ3d7HdhabMq4utvV9Jq5WhzsGkjzl8+t+gR8Tps+pkxU5iDxihO8KDBOfvr1l5844F9eENXC7791lXT3oGdMfMQQvD5q87GU+f8Gpvzy4B7Pw665XczPSwGY9bTIkUF9EY6z5kZ3hR+l10xIeTPZQNGpzOm/DVf37/L1wo066MuFHDUgBCCTH1hZj2ezQEoOHt6xTtAdEosHSvV4qs7AvqhFbbjnYvz5tdrZbktIFSAXXVsrGq2KoUC6Khzw8YRRTjg7Hl12LiwAc0+JwghaPW7sEQyrN12HvZcTPl+s89lGQ0qDL4wbn1kb7TxPIy3is4OlWboZQGBcnskmf3c5m1eZJx1WGiihCjwLk3d3MLGGsyp84jpYQ0WkTFHjcF+bAu4sH5uHTbMq5fqDMXjGWo4W1PvBXe9WI+oiuRmW0V1QL/LBjvP4ZKVc7Dm8vcDDnm8hZ2KNarSg0lBpIRCdLTF6A5nrB2zewBdSuZE60aEAyuwoqMBLjuPy5Y3F65RaZvGSEZhx9XiDrxTvAa51tWFtLzWNcgG5ovfsoufjzWeg0hgOVx2HhwhRRp+E/E+nbuxsGWnXxqBtcKkoWlzTTOWXyhGi3MOP4baLkMmsAi2xZtM1+G08VjRFsBieZKGCiBEFDZS6gfb1yn1kC4HD7dbjipS8dz7rMpZituCyrOFcJoatWJfd9n5itN6qebvwqulLT5c0WU+dp/bVtZ2/B3FAxKOzAQaa5xFlXfLhTloDGsGdgK/fxMg5BXn7G/b+vDVv+3GRYsb8ZP3rpuUwhDj1IQQgi9ffTae3vBzPJVfC/KPL0J44cczPSwGY1bTXuvGhnn14AjB8lYf5pmkD8m9zGRxC6/Thib1j7xkY6ift4TmCylBZn2fGpcCDYu079kcwOp3YFCoVwrgZcdgWasPiztaym70K29bHpGD5xQFX/n/UP1azXd4nitzQo8aZa+lgxBsEo3u0mOTQyRaTyPgdmDtnDo4bByuXNmGzjoPmv0ukHkbgcAcdNZ5EJAabS9r9WF1R0BxivyuQjRIUPVnSsy7HLGaBWiscSp1Pwsaa7CwsQZqqzPtakSgQYya2iE6xosXLUPEvxRRnzFFTtkb1T4QQhBs2ojhlosNSwbKaBDusnPKpEFHnZXja1ZbRgzOe9wr1z9SLGj0Ym69B22NBadPbvMg+LQqdnaeEw39JvO+UEOtlyK76PXii9q5cHjrEa+ZD7fk9DjtNoy0FNQ+a9a9Tby2hZxmPXNaWxDzLcTcBg/euLIVPpcdTrluVNqVMd01KugmA+TrcP65V6N9xYUI1KgM76alyNnECQeiStfzqa6TQVXdm6blhumeKxs1Xcb0fNUvhLdOW8N61rmXADXatORFTTWYW+/BnHoPmnxOMZ0YgGBWg9ewCDlnYULJK0W0/C67lM5rInloMt6xhrM1rx02DuvnGicF5OOiPN84m6q/I6m4hKvFr9on3aCslBcdPIez59VhTUctlrX6lKwBQd+HraNIKwIV6kbweuxlCvEw65phTs+LwB+uAexe4COPAC1duHdHH75y9y5csKgBv7l+g04KlXEmQAjB165dh83n/AQP5M8H98R/Qnjyv8sK1zMYZySLCsIMjTVOjUiCTMS/FKON5ynNljlCMK/Bq9Q6yXeXjSdYO6cW8+cvwpKOwkwwrTcx7nkb0L6u8Fp1j3bUuRGqPwvDLZvASX2GeI5g4bx5IK2rpTGUuX8my81v9OJNq9owb+78wuaJuKi8eLEG3cXIOOstRVW04yJmf1oug0AnMPc8TV2LjePgtPGm8+qDHW9U/hYcPoRru5BY+lYkvbIzYv5MXNnux6XLm+FYfAkAoH3uIqxaez7qayxm3HWDJxCPQbk9lbxO8/GLQ5zEc1tKbxttPBdoX68Y1w1eJ5p9LgQWFyJCSppsKfVS3T7mbR5QOVJkd6Fp/dU4f/kcTdpt3qaKFvLmjumceg+uW9uhqUmSnWzZQels0KbrZWsKzuSGBQ3K/tldNWhfZOztJqe8ykb3tWe147LlLUDLKvGakiZALlnahCu6VNetap9bfC4savYpqXlyXVy+U9sDry3gNjoYAbHW80qVmqk+RbrGaUOdxyGmuqpSrbOuBo0cvpoN8xvQFnCBUyletta6RYdVf0NZXEcpdfpr3Xxg8euN7Su6roPP48bcek+h9q3rOgSbzsdYwwaA4yp20Fr9btTXi+maFAAWXFL4kLdpevTJ6aTyNhw2Dstb/cprvutaDLa9vrIBQLSVrHr78ZzoqHZaTpCIMAeNYeTQY8DtbxPD2B95BGhYhPt29OPLd+3CxoUN+O315ygpDowzD0II/vWa1ei++Ee4M7cJ3PPfR/6hr4qRVgaDocWu/RGW+3AtUkvhE4K0q9G82SxvV9k/BDaOQ+Oqy7Gsza8YmZBV/mqsxTzUYhyddR5sWt6GnN1rdCMkB8XGiYbKpqXGflbhwHJASj2zcRyWNPuU+hVlczYO85p0dTA2cWY74l9avEG3xFQUCwuo9lAwVyUsjWTQ1i8WXxZpnmu6XRUcR8QaG1+LKJJCCJr9Lpy7oNATrbFGHdWw0gHVojcG5fYCq9prjSNRjV+e6Q/Vq5x5E4s4V9MBNCyWPiY4b1ELNi5qxBtXtuLSZdJ152kwCCaI25u6vVCriQ6KexTxLdGmV5ZRC+Vz2XHtWe1KpHhJi9bRJRxRJg+aaku3DZpX78GcOk9B2VI+ds3LgbnnF8bvcYiT2i2rAKil2Cnm1Hs0aahuhw1Lm31Y1tkErLgGaCs4UW9Y2VoQ2VDhtPF4/YoWXL5C+1med2G5rnmzfH5TNXO0dXEq/C4bOmrFZ0Z9jTg224ILgaZlqtRULRvm12scRQ2uACD1WHPb+YJwDi+qxDb7XGKdneQACrwTKbe4L8WeA26L/o3N66+Gy8aLz8ga7TNM3fJAH+XTs7QtYB5l1CGrc6ozEPTiQGrsNl4jimMGc9AYWvb8DbjzveJN+OGHgUAH7th8Al+8ayfOW9CAWz7InDOGVJN2xQrE3nATbs5dBX7Lzcj95Xogm5zpoTEYsxo7z2HDvHpFuOGNK1sVo4ZyNvHZa4HeTDlnfh0uWdoEu69JNPadJlGVOecCbWs1PaKAguCIXnpebeTWOG2KOMGCpoKxkfDMgdD1VuV1V7sfAbM0S41hTkB97cD8CxH1LbbcRwBIuk0aXeuGqT8WGxc1GEQZSq6kHAdQrbzpk5QpeTuu6GpR6tgKa1eJE1QYnHLaeCXSo6nTIwTyuHO8B7Y5Z+PseYU0seWtfvjddkNT9IRvPgCAc7pBW1Yi2CRGtrIr3gYseYMyYtlBSXpUx1zloHXWeeDgOdR3XQy0r1U+q/M44LBxcNg462yaznOAmhYlrdDYT8x4kBokA9cs0qwnGliKjLMObf7K6n3U6bM1ThsWNHrRogipcAgHVogiFiZ9A/XwnJgyWnaUp3k5+juvQrJI82JbNgK/2w4eVJzUsEv7JzVODteuAEAM6XZep820D50RcbAKEIZaAAAgAElEQVSr2v1Y2FijHHMNNQVHb1FTDa7oaoE/UA9IEXY1VHL47TVNWgVFNbUFwZU3rGzV1uRaqDEqoy1ybANuB1a1Gx3pGpcDqzoCpjWj5y6ox+KmGnTWeZC3eZF0txqcwEqjdg5ejIqVIwgEALDolamGOWiMApt/Ddz9UaDzXLHmzNuIXzxzBF+79zVsWtqE332IOWcMLTdcvAj+a7+Lb+U+AO7gP5D53TVAfGymh8VgzE5Miutddl5r1LSsAhZuAurlH3Bi2gcNEGs2ak0aJWuonQs0Gh2iSg0QtzeABaoZ4XKjW4XWAlItia+t5MYVmW55MUohlIiONPtcaPI5Vd+TvqxSnLPq61UUjjcdrsdhK8uJqASvU7wONJsjRJEI5/xtQMMiTWrUslZfIYIlMdB+BaL1q0SxDs4GoXE5MlL6rBihKH/cNU4b3rS6rWD4K98twwOtmwcseB0Cbju62vym7Qj0dLWJKaBmzaGtCHhKO1IGVM5Xg89bEOxRIjguMdJIiDZV2Iopp/kT4xGVe57JKZzS9Zu3edHf+WbDpEvZSGmRrkAzVncGzOtCebU6K1Ei/2bkbR6MNF9keZwoYB5ZlZlznihZb4E8unVz6kz77VZabtMW8KDW41AiWKH69Ygtvtp0WbOz2uh1GFuhAFI6aOFY5lXa/ectEJ3Q/s6rxMm0MqLK5d8BjNMXQQAe+3fglZ8Dy64C3v5bULsb331oP379XDeuW9uOH7zzLMseNIwzm/ecOxfPBP4TX76jCd8d/CnSv74czg/dM/kfDwbjdEJ2CuweUbRjYEfx5QkBvI1iNCx0DACQnP8GDDvCaLb1AUvPqcqwLMU67BZ1EfMvQkPmUaRzAgaIpDDZuASosVJ0mzpydI9yvMb+1Te8NoXjxNoTV0BRApxb7wJiqmXK8VLzWfCK7S4vL/2/5AogOQFi0jvY57IB2TK3IeF32RGKZ4wGp78Ny9ZtAqmfZ/5FHeq0NXPj2yEaiK1rtO97GoBEiQk2RQK+Mme3mIGvRkkBtcLuAXLWH5fNsjcX0vK7rgN55a8AkrCpBRwIAVa9vfh6vFL0x28S9bVgTr0HQ+GU4X1ly4ZebFrBm7VzajXtLSpGTq8tmyLXMG+Hk/Dw1zQrac8Vw9sAt1Y8RO2IyXV+Np6U54ypz4XNJD3R0DuSGNKWi01AzW8sFakXkSdcAKA1oEtn9DSiFMxBO9PJJoF7bgT2PwCc9wngjf+DjEDwr3/djb9t78P1G+fh69esNPR+YTDUbFrWjPZPfQlfuKUR3wn/D/Dry+H8wN1AZ/H8bgbjtMVVK9Z9OTxAy8pCik/jEsCkpmFRU43WOFQxr60ZWZsHHU1LKlDvKA+D2pizBlh+NTCyDwh1q94XU+HaAi5cuaxNdNDazAUGNEiOFSVGFcByCQeWo57forzO29wg8y4AvNraEtl4U+pApNoTHqJ4A8lngP3bytuotxGIjwKeBnSsuwB0OIgWr2RwydEAV0D8NxIV95EC16xpR06gcPSfEB20CljVEcCceo9p9MjXYWw6PGk4DlhZSFFV6tfaLgKyCQBF4mNmDlo1RKJ4u9jOpwI2LW2GR2UEVzQO3l6IEhGCloALNOdGS5MP+4Kh4t911QKpCfFvd53oxFVwbWuUDFVjrvc6sKzVhwX+uUB8sPCZbt3FaptOPsSy7qzGacNwyyYsmVtBHz5JVMXMETM9u/MvAiIDwHHVOZMihOi6rqJosZo6rwORVFaZ3FGi86VwFZ6nvNIM3eTa8DaI9YVFYA7amUx8FPjze4C+rcAbvwNs/BQmEhl84vZteKU7hC+8fgk+f/kS1ueMURZLW3z41uduwL//rhFfHf03tN1yJci1P4Vt3XtmemgMxslniUr5q1klC2/h1KzqsBYk4DiCpS3lqfZVwnVrLepg7NYGFSGkdC8wE86eWweXnTepebNGXrSl1g9bXLfNgHHsfpcdly5vNjT0BqRIkmE2vchvW8sqwOkHeDvshGBBbTsQHRI/0znYbik6VOO0geMIHBwRBREi/YCtUGtYCp4jZbc5MKVxCbxON9Y31uHQcFR521bCqdfUr/ElhDHkfm2aCJrsSJS4LizTugiw5I2FlD7TRYz7YONJ1TJ7OEjtIcqJAi3cpB1rNWwkQkAIEQU9TsjHSTqucoqjy1q6vciKqzK2Sj9r9rngtHPoTXvBB8pQXZWjmSaKnPJzgDfblq9V/Ldjq/GzMmoIrVjTEcCCRi/cDh5XrW4rf3JJNWkkf8eyLtAsuqf+uLwtMk47ggeBO94NRAeBd/0R6LoWPaNxfOTWLegbT+JH716Lt6yzLmJlMMxorHHipk+9Ez/+ewcu3vllnHf/xxHt3Qnf1d+uipIXg8GYBVRokNo5rqSktBmFAEJlaYJVQ183Y+FcdtS64VzcqFVfbFgipgx6xVSmitvStKwCRg9W9p22s7CiTfxTdtAopbDxHHwuG6KpKuQGKhE0dc6p5KxJ5+nS5c1IZXWqviuuMTpw6nXYXQDKibQUcfDtU2kOLK9X3IeitZ28TfxXDZxSupw65c3bBIT7xAkCQHTMFlwCeOqN359xjPfmtWe1gxCCvEAxt95TnnCJkgpuPIfLWnwQKC06edEWcJlHqqxoXQPUNKOpP4dgLC2+t/j1SgSZ44gifFRWv19XAEiFNXYOxxFsXNSgrKfO4yg/EgfmoJ2Z7H8AuPcT4o3wwQeBOefgpSOj+PQd2wEAt99wnkbyl8GoBIeNwz+/7SI8suiv+PM9X8F7t/8Swf7X0PTB22bpDwzjdIYQ0gPArHjnIUrpVYSQrwP4L91nw5TS6SuuOhWoeuYEkVZbfL0uO68Y93IwwzNd4lQV76N5yhmgl8aHaMAXa3tQiubl4j8LWvwuDEeMdUxWNHidiKZyZUc/lWo7/a62dAH5tOJ4AlA5WuLCfpfd6CiXiBaUHpB0DTh91jVoU/l9UaUTXrykqSKRkinhrgOWXllw1ACxftvXpmmNoZeKP6noLwJ/B+A8BKQjFosXUvsM94UVLr+YXRCYY/go4LHj/IXFlR7llgBl0ySmDNd6IgUHzV2rtAKomAWXGBqlA1DUegHgYpOWJcVgDtqZhJAHnvkO8Nz3gfb1wLtvh+Brx6+eOYIfPHoQC5tq8NvrN2C+RXM9BqMSrjxrLno6fo+f/v67+NjQLzB+07mwvfMW+JZdUvrLDEb1OAdiGZJMG4BtAO5SvXcQwCbV6/Ka+tmcgKO8gvEzEZ4jGG06H/P4YNkCAlesaBHdoL2ihPbZnXWi+p9UYlK1SNCUmPm0//MqnERd3RHAfCllqxyWt4kptYbIpysgpvhpKDPFcSrYXWK9kbsedL8oZFLdOYSCk1nnrWIUthycumcIIVrnbAoYxCmqAW8H5l8IHHy4uiehcUmVVjTN9+fSK40thWwOAFNITzaBOWhnCslx4G83AkceB9b9E/Dm/0M4x+PLt23DE/uHcfWaNnzv7WtO3qwR44xgfqMXn/jSN3D3g+di4/avYM6f34LDKz+LJW//L5byyDgpUEqD6teEkI8CiAD4q+rtHKV0qOKV2z3AsiunNsBTkvIMIDvP4cKzlsHrWFn2mhVBqpZVgKcBnTVaQ/WCRY2IpafgoM1/HXD8xYpVCAFURwyjSlRaG65O2SoHp43HWeX2dHJJyymtIaYJXZuK6jQyl7B7xYjQaVRzf93aDiB4FjC0u/orl1o/wNdW/XVPhmVvBvq3ArGR6d+Ws8boVE8DzBo/ExjcBdz1QTGn+aqbgA0fwbYTE/jiX3ZiYCKJ/7y6Cx++cD4TA2FMC3aew3uvuwYH156NZ//0SVy298c4dOQp1Lz7ZrQv7Jrp4THOIIj4kPsogNsppQnVRwsJIf0AMgA2A/gapbTbbB2Myph0TZg+vW/JFQBEme2K67nU+FrE2p7UxORFBNhvpRaHp0LZdh2z4XAueJ3YYuB0mzhsWir+e+3u6q7X5gCWX6WI4Mw4Do+pwMipDGtsdTojCMCLPwZ+czmQSwEfehDZ9R/GTU8cxjt/9RLyAsWdHzsfH7loAXPOGNPOsnnteN1X78HTy7+BttQRBP6wCc/e/j9IZyvUomYwJs8VABYA+K3qvc0APgTgTQBuBNAK4CVCiGnRAyHkY4SQrYSQrcFg0GyR05+Z+L1wBSapYmfC3PNFZU1nhcqYsoCBm9XSzgZML8OOs4HmSUz82d0FeXaGSE0J9UW7e3ZNVkwhwj2L9kKBRdBOV8L9wH2fAI49J6onXfMTdMcd+NKvXsbO3gm8bX0Hvn7tyuoqXjEYJbDbeFz6ni9gqPdqhO74OC458j1s/85DiFz+PVxywQVsooAx3dwIYAuldKf8BqX0YfUChJBXAHQD+CCAm/QroJTeDOBmANiwYcP057zN1D3haQTGjk6+aH4246wRe9NViqdejOQ5q+QoMqrPdKdZVsi5C+on1ZZiVjDvAiCfmelRlE/7WjEq7i9fgVxWfpyNtgdz0E43BAHYegvwxDfEHPtrf4b06vfi188dw8+ePgK3ncfP3rcOV68pv+s9g1FtWucsRutXn8Chh3+Gpa9+B47HrsHfXng75r/1v7BhKZvFZFQfQkgzgOsAfLrYcpTSGCFkL4BqVaxPDpsTaFoO1BpVzU4KtXNEue8iPdHOSFwl+oQxykeuXfPOoELhNNMWmIr0/wzD8QB3Co3f7gY6N1T0lcXNNaCgWDgLxfGYg3Y6MXIAeOBzQO9mUWXp6h9h84QfX/vJCzgajOOas9rxH1ev0Mh+MhgzBiFY+ubPIn/Ru9B711fwjr670Penp/Cblo/h0rd/Eotb2Cw1o6p8GEAawJ3FFiKEuAAsB/D0yRhUUVpXzez29c4Z4cSJvymq9bUF3JjXUB2VOsYpjLdBzPCZqgQ/gzFJeE5qDj4LYQ7a6UAiBDz7PWDLb8XUi7f8Csc7r8H/PnII/9i9D3Pq3bj1w+dg07Ip9GRhMKYJ3t+C+TfchvSRF+C870u4ceR/sOfnd+CX8z6DK655LxY3MxlzxtSQxEFuAHAnpTSq++wHAB4AcAJAM4D/AOAF8IeTPc5Zz+L/z959xzlW1Y0f/5xMLzszW9nKLtKrCKj0ZkGaDcujiKKiWAAfy6OP5af4iA0rCqIiiqAgKiCwdFh2YYEFtu/OzrbZ2dnpNZPec35/3CRzk9xkMjOZSSb7fb9e2c0kNzfnnrTzveec73kb+EYmPexS1tkUCRMIzoonl+YMsvhNxmdXzBgSoM1k4YARlK35KQRccMonsJ/+dX6zzs7f/vUC5TYbN7ztSD5/3uE5r30iRKFUHXE287+yDtf6+1j67A/4fMfXWHfrnTy+7NO887IPccwiGVokJux84AjgSov7lgL3AfOAAWAdcLrWun3aSjdTVDfKEL8Z4rQVc9jb76K+hJfOKcJpQ8Vr7uGFLoEYp9L95JaykB823g1rfwWubjji7Qyd9R3+uLOav/12K75QhA+/eRlffvtRLGiQ4YxiBrHZmPWWK+GUD+B5+Q6Of/HXnN71NTbffju3LvoEZ118JW9aMa/QpRQzjNb6eTIk6tJa/9c0F0cUs9o5Rrr1GZ6yu7GmglOXl2ZPZTxZX17XQROiyEiANpP4RmDTPfDyreDuhUPPoPfCX3Jr+1L+eWcn4UiUy05azPUXHsGRh4wzfbAQxaS8irpzr4MzP4P3tXs4bM0vOLnvu7T/+Vb+NOs9zDvn07zr1KMmtx6SEEKkWngSNC3PX0p/kXc6NshRetBEKZMAbSYY3AOv/h423wchD9EV57D+lJv57b5DePH+ISrLOrni1CVce+7hrCjCTDRCTFh5FbVnXgNvvRrftoepWf0brhm5A88Td/PkU2fhPfaDnPv2d7N0jsxTE0LkgVKlubRACZL4TJQyCdCKVcAFzf+BzffCgZfRZZWMHP5uHqq4nD/sqadvZ4BFjR6+8o6j+K83L5OhjKK0lZVTc/IV1Jx8BbprE+5Vt/KufY9RvWMVHc3f5cGGd1J92pWc/da3yNp+QghRwhJDHKULTZQwCdCKScAFe56BnSth15MQ8hBofAPrl1/Hr4bezPqtFZTbFOce1cgP3rOMC49ZQPlMXQBRiAlSS97EIVfdCUEPwxseJPLqPbx35F5sz/+d5lUraJtzLjUnXM6b3noec+olfbMQQgghZhYJ0ArN1Qt7noaWlbBvNUQCBKvmsKXhbdzhPJ2n+5aj+hVvXj6HH56zmEtOWMTsupk9eVmIvKisY84ZVzHnjKvQjk461/6d+h0rudj+N8pevJueF+bwdO0ZhFecx+KT38bxR7yBCjmhIYQQM1o8zb70n4lSJgHadNIaHB3QtRH2r4W2F2BwFwAjlYtYXXEx9/lO5HX/0VR5Kzj7yHncfOwhXHDMAubPkp4AITJRjUtZeuk34NJvEHUN0PH6w/ibV3LO0HPUtDwGLbBbL+PArJPxLTqdWUeexZFHHs3iphoZJiOEEDOIQtZCE6VPArSpEvKDvc1I8NG7Fbo3obs2oXxDAARUDVtsx/Js+KOsjZzA3tBhnHzobM44dS5fPnwuJy9rkgx1QkyAbdZ8ll14DVx4DYSDOFtfpXfrs9gOvMxZrmeo2fMo7IFhXc869QaGZh1DaMGJVC0+gXmHHsOKhXOYX18lgZsQQhShc4+cT7fDh80m39GidEmANhHRKAQcxvBEVw84e4z1yJw96OF9RAdbsTk7ULFzPBFs7LcdyobQiWyNHsa26GEM1B3FccvmccKSRr6zYg6nLJ8tAZkQ+VZeScPR59Bw9DnG35EQgY6N9O9ch79jE8uGtnOa60EqXP+EVohoxQG9gB1qCUM1K/DVL0PPWkrFnGXUzl/O3LnzOaSxhoWN1SW9AKwQQhSrxtoKGmslGZQobaXbwnD1QdAN0bDpEold4n+HIOQzLkFP7Lon6TYdcBL1DBP1jaC9dmyBEcqCTpSOpj2lg3oORBfQqpfSFn0zbXoRnbZFROYexZIFczliwSzOX9LI9UsbOUSyLgox/coqqFrxVpateOvobeEgkb4djLRvw929EwZ2cYyjjTmBlVT6gzAItBmbunU13XouG/Rc7KoRb0UTgYrZRKpnE62Zi61uLuX1c6mqa6SydhZVtbOoq6mlrqqcuqoy6qvKqasqp76qnKpym/TSCSGEECLNtAdoTzX34vCFQBuLDUa1MTVLo2P/A9pYhlBr0ObrGH/D6GNSHw8Qjmgua/4yh9tfnFAZoyh8VOHTVTh1DQ7qceg6RljMiD4KB3U4dR39uokh21wi9Ysob1rEvKZGFjZWs6ihmpPn1fGB+fUsbqqhTLrhhShe5ZWULTmZuUtOZq759mgU3H3g7CIw1I67fz/BoQPUOzo51t1NZWAPNWEHVX4f+IER690HdDleqvFQjVdXYaeaABWEKSdqqyCqyonYKmLXK8BWgS4z/qasEsoqsCkbZWU2bDYbKIXChrIpQBl/q1iwl3R9NABUiRkbOum/+JXE/bEv0agqY+uyjyWO4eNnLKdOegyFEEKIaaHiAU9OGys1ALRPXXEmbR7G+e6DmdSB1AFIHYDUARRfHSzXWs8vdCHyRSnlAnYVuhwzXLG9R2caqb/JkfqbHKm/ycn4mziuAK3YKaXWa61PK3Q5CknqQOoApA5A6gCkDqaa1O/kSR1OjtTf5Ej9TY7U39SRRYGEEEIIIYQQokhIgCaEEEIIIYQQRaLUArQ/FroARUDqQOoApA5A6gCkDqaa1O/kSR1OjtTf5Ej9TY7U3xQpqTloQgghhBBCCDGTlVoPmhBCCCGEEELMWBKgCSGEEEIIIUSRkABNCCGEEEIIIYrEjArQlFL7lVLa4vKYaZsvKKXalFJ+pdQGpdQ5hSxzvimlypRSPzAdY5tS6ialVLlpG6WUulEp1a2U8imlViulji9kufNNKTVLKfVrpVR77BhfVkq92XR/SdWBUupcpdQjSqmu2Hv+6pT7xzxepdRspdQ9SilH7HKPUqppWg9kknKoh/crpZ5SSg3E7j/fYh9VSqnfKqUGlVKe2P6WTtcxTFa2OlBKVSilfqqU2ho7th6l1L1KqUNT9jGj66AYlPpvTa6m67tJKXWiUmpNbB9dSqnvKqXUNBzilFFKfVMp9bpSyhn7znpUKXVCyjZSfxkopb4Y+65zxi6vKKUuNd0vdTcOSqlvxT7Dt5pukzoskBkVoAFvBhaZLqcAGvgngFLqw8AtwI+ANwEvA0+kNk5muG8AXwRuAI4BvhT7+5umbb4OfBW4HqPO+oFnlFKzpreoU+pPwEXAJ4ATgaeBZ5VSS2L3l1od1APbMV5vn8X9uRzvvRifmYuBd8Wu3zOFZZ4KY9VDHcbn/itZ9vFr4ArgI8A5QAOwUilVlt+iTplsdVCL8br+MPb/e4BlwJPKdBKHmV8HBXWQ/Nbkasq/m5RSDcAzQF9sHzcA/0P2z/lMcD7wO+BM4EIgjPE7Nse0jdRfZp0YbaJTgNOAVcB/lFInxe6XusuRUup04DPA1pS7pA4LRWs9Yy/At4ERoDb296vAHSnb7AF+XOiy5vGYVwJ/Tbntr8DK2HUF9ADfNt1fA7iAawtd/jzVQQ3GD9l7Um7fANxU6nUAuIGrTX+PebzAsRgnM84ybXN27LajC31M+aiHlPvmxY7t/JTbG4EgcKXptmVAFLio0MeUzzowbXNcrC5OLMU6KFC9l/xvzQTrZUq+m4DPA06gxrTNd4AuYtmoS+GCEexGgMul/iZch8PAtVJ346qzRqAV4yTBauBWef8V/jLTetASYl2jnwb+prX2KqUqgVMxelLMnsY4O1Uq1gIXKKWOAVBKHYfxoXo8dv9hwEJM9aC19gEvUDr1UA6UAf6U230YXwwHQx2Y5XK8Z2A0nl42Pe4lwENp1kkmpwIVJNdVB9BC6dZDQ+x/e+z/g7EO8uYg+q3Jh3x9N50BvBh7bNxTwGJgxVQUvEBmYYxsin9Wpf5ypIzpH/+FEeS+jNTdePwR+LfWelXK7VKHBTRjAzTgHRhvnj/F/p6H0WjvS9muD+MNVip+itF1vEMpFQKaMXrUfhe7P36sJVsPWmsX8ArwHaXUktgX88cwvgQWcRDUQYpcjnchMKBjp64AYtf7Kc06yWQhxhnqwZTbS/K9EQsmfgE8qrXujN18UNXBFDhYfmvyIV/fTQsz7MP8HKXgFmAzxu8bSP2NKTa3yQ0EgN8D79Nab0PqLidKqc8ARwD/z+JuqcMCKh97k6L1GeB1rfXmlNtTV95WFrfNZB8GPg58FCM4Oxm4RSnVprW+07RdqdfDVcCfMcagR4CNwH0YY5/jSr0OUo11vFbHXup1kquSq4fYnLO/AU3Au3N5CCVWB1PsYPt+mYx8fDdZ7SPTY2ccpdQvMUaAnK21jqTcLfWX2S6MdlATxrzav6rk5FBSdxkopY7GmEd7jtY6mGVTqcMCmJE9aEqpBRiT3+8w3TyI0VBPjcYXkB65z2Q/A36utf6H1nqb1voe4JeMJgnpjf1f0vWgtW7VWp+HMZxhmdb6LRjDtto4SOrAJJfj7QUWmLMmxa7PpzTrJJNejN6PeSm3l9R7Ixac3QecBLxNaz1kuvugqIMpdLD81uRDvr6bejPsA0qgzpVSv8JI2HOh1nqf6S6pvzForYNa671a6/Va629i9EB+Gam7XJyB8TuwXSkVVkqFgfOAL8Sux383pA4LYEYGaMAnMbqz/xG/IRb9b8AY+mj2DpLHxs50tRiNA7MIo69lPEBJ1INSqhojU1sp1QMAWmuP1rpHKTUbI6vjwxxkdUBux/sKRjB7hulxZzCa9fBgsQEIkVxXSzEmOpdEPSilKoD7MYKzC7TWvSmblHwdTKWD6LcmH/L13fQKcE7ssXHvALqB/VNR8OmilLoFY0TMhVrrnSl3S/2Nnw2oQuouF//ByIJ9sumyHqNtfTKwG6nDwil0lpLxXjC6RfeQkkErdt+HMbKTXYPR2LgFY/Li8kKXO4/HfxfGsL5LMSZXvg8YAH5h2uYbGBlz3g+cgPFh6wZmFbr8eayHizBSuh6G8UHfjJFZraIU6wDjCzD+BeoFvhu7fmiuxws8AWwDTsf4At2GMTep4MeXx3qYE/v7fIyhE9fE/l5o2sftGNmj3o6RIv352PunrNDHN9k6wBi2/p/Y8Z2CcdYyfjFn0JrRdVDoy8HwWzOOupjy7yaMLHO9sceeENuXE/hqoY9/knV3W+w4Lkz5rNabtpH6y1x/P8EIFlZgBBo/xshGe7HU3YTrdDWxLI5ShwV+LQpdgAm8eS7AaHi9JcP9X8CIyAMYZznPLXSZ83z8szDWMGrHyFq4D2MMcbVpGwXciJEe1Q+sAU4odNnzXA8fwkgLG4gd561AY6nWAaMBR+rlrlyPFyN4+Vvsi9EZu95U6GPLcz1cneH+G037qAZ+izF8wws8ijFMtuDHN9k6wGioWN2nSU5/PqProBgupf5bM456mJbvJowG+AuxffQA32OGp+jO8lm90bSN1F/m+rsLoy0UwEhK8SympUKk7iZUp6tJDtCkDgt0UbGKE0IIIYQQQghRYDN1DpoQQgghhBBClBwJ0IQQQgghhBCiSEiAJoQQQgghhBBFQgI0IYQQQgghhCgSEqAJIYQQQgghRJGQAE0IIYQQQgghioQEaEIIIYQQQghRJCRAE0IIIYQQQogiIQGaEEIIIYQQQhQJCdCEEEIIIYQQokhIgCaEEEIIIYQQRUICNCGEEEIIIYQoEhKgCTEGpdR+pZRPKeU2XW4d4zFVSqk7lVLtSimXUmqTUuri6SqzEEIIMVXkd1GIqVVe6AIIMUNcrrV+dhzblwMdwHnAAeAS4J9KqRO11vunoHxCCCHEdJLfRSGmiPSgCTFBSqnDlVKrlFJDSqlBpdTflVJNAFprj9b6Rq31fq11VGu9EmgDTi1sqYUQQoipIb+LQuSHBGhCTJwCfjBHbZMAACAASURBVAwsBo4FlgE3Wm6o1CHAUUDzdBVOCCGEmGbyuyhEHiitdaHLIERRU0rtB+YBYdPN/6O1viNlu/cC39Navynl9grgCaBVa33tFBdXCCGEmFLyuyjE1JI5aELk5r2pY+2VUguA3wDnALMweqTtKdvYgHuAIHDd9BRVCCGEmHLyuyjEFJEhjkJM3I8BDZyktW4APoYxvAMApZQC7gQOAa7QWocKUkohhBBiesjvohB5ID1oQkzcLMABjCillgD/k3L/7Rhj8N+utfZNd+GEEEKIaSa/i0LkgfSgCZGbR1PWe3kI+D5wCsaP0WPAg/GNlVLLgWuBk4Fe0+OuLEThhRBCiDyT30UhpogkCRFCCCGEEEKIIiE9aEIIIYQQQghRJCRAE0IIIYQQQogiIQGaEEIIIYQQQhQJCdCEEEIIIYQQokiMK83+vHnz9IoVK6aoKEIIIUrZhg0bBrXW8wtdjnyR30QhhBATle03cVwB2ooVK1i/fn1+SiWEEOKgopRqL3QZ8kl+E4UQQkxUtt9EGeIohBBCCCGEEEVCAjQhhBBCCCGEKBLjGuIoZr5+l5+N7Xa2dznpsHuxe0OEI1FqK8uZW1fJG+bXcfziRk5bMZvqirJCF1cIIYQ4OEXC4OiA2StAqdHbO16DkQNwwhXJtwshSoYEaAcBdyDMAxs6eXhzFxsPjABQZlMsbqpmbl0V5TaF3etjc8cI968PAFBdYeOcI+fzwVOXcuExCygvk85WIYQQYtr074DB3VBRA7MWjt4+csD4P+iBqvrClE0IMaUkQCth7kCYP6xp5a6X9hMJuPnQ3Da+fswwR1QOM7saysoroHEZzD0CDj0DGhYx4g2yqWOENbsGeGxbD8/s6GPZnBo+f94RfPC0pVRIoCaEEEJMPd+w8b/K8Lub6XYhxIwnAVoJ0lrzyJZufvBoM8u927lnzipOKnsVmycIHqBuPpRXQzgAnv7RB84/lqYTr+CCN36EC44+nu9ceizPtvRz+5pWvvXQNu5cu4/vXX485x5VMlmyhRBCiOKkdeyKDGMU4mAjAVqJcXhDfOOBrezasYk76v/Om6o2QnQ2vOUzcPS7YPEpyUMiQj5jGEX7y7DzcVh1Ezz/Yzj+fZSf8xXedcLxXHT8ITzX0s9Nj+3g439+jQ+eupT/d/lxNFRXFO5AhRBCiJKmJ3V/14iPRQ3V2GwS4Akx00iAVkK2dzn43D3rucTzILdV34/NVgMX/QhOvRoq66wfVFEDS041LmdeD/Z2eO2PsPFu2P4AnPhB1Du+z9uPW8w5R83jN8/t4fbVraxrG+L2K0/lhCWN03qMQgghhMDUw5auY9jLxgN2jl/cyBELZJ6aEDONDGAuEc+19PHx36/ipuBP+VbZ3yg7+iLU9RvgjC9mDs6szF4OF/0QvrQFzv5vaHkEbn0LvPoHqmzwPxcdw78+dybhiOb9t7/Mgxs7p+6ghBBCCJFB5gDN5Q8DEM0SxAkhipcEaCXgX+s7+Mbdq/hH1Y84T78O7/whfPhvUL9g4jutnQNvvxG+sA6WvQWe+Dr86W3Qs4VTl89m5fVnc+qhs/nKP7fwq2d2o+VHQAghhMifPPyuyuBGIWYmCdBmuH++3sHND7zAI3U3cSQHUB/+O5x5Xf7WRplzGHzsAfjAn8HRBXe8DV6+lbm1Ffz1U2/hilOWcstze7jpsRYJ0oQQQoi80Sn/p96d+TdXjzl/TQhRzGQO2gz28OYufvzgSzxSfzOLsKM+9hAsPzP/T6SUsSDmGy6AR66Hp78NbWuofO/t/PyDJ9FQU86da9sA+M6lx6Jk4UwhhBBiikkQJkSpkh60GWrtnkG+86/X+Gf9L1ka7UF95L6pCc7MaucYQycv+TnsWwO3n4U68Arfvew4rj5zBXeubeOH0pMmhBBCTJ78lIp8G9wLB9YVuhQiB9KDNgPt7nPx+b+9zu9q7+CI0G7Uh/8Gbzhvep5cKSNl/6Gnw7+uhr9ejrrkZ3zv8k8C8Ke1bZSX2fjfi4+ZnvIIIYQQB6NsQxxjd8mAFpGkZ3OhSyByJAHaDGP3BLnmr+u5oewBzgm9BO+8CY69bPoLsvBE+Mwq+PenYeWXUb3b+d4lPyEUifL7Na0smV3DVacvn/5yCSGEECVhcuugGSRCE2ImkgBtBolENdfft4ljXC/zmbJ/wclXwhnXFa5A1Y3w0fvhue/DS7egBnbx/Q/eQ6/Dz/ce3s7SphouOGYSmSSFEEIIkUypvGR4FEIUL5mDNoP8fk0r+1tb+G31740erEt/UfjxC7YyeMf/wfv+CJ2vUf7XS/jtpQs4bnEDX7x3I9u7HIUtnxBCCDETjRWESZAmRMmSAG2G2NBu59fP7OSupj9RaQM+dDdU1BS6WKPe+GEjHb+jk9p7LuGvlzXQVFPBp+56nV6Hv9ClE0IIIUpE7idmC30OVwgxMRKgzQAOX4gb7tvEV2uf4AjfNtQlP4M5byh0sdIddi588nGIhph7/7u572Ib7kCYL/x9A8FwtNClE0IIIWaQifeQSeeaEDObBGhFTmvNtx7axhxXC5+N3g/HvQdO+nChi5XZopPg009D7VyWP3Ylfzo/xMYDI/xg5Y5Cl0wIIYSY8QY9IdyBsERhQpQwCdCK3EObunh2azt/bfwTttq5cNmvi3/MwuwVRk9a4xLOfOVabjp5hHvWtfPvDZ2FLpkQQggxM2QIwPYNetjZ6ySXHrYiby2ImcrVW+gSlDwJ0IrYgCvA/63cwc9n/4c53n3w3tuMxaJnglkL4RMroXEpV7Z+jU8v7eTbD22TpCFCCCHEeEhPmSgmQ62wfy3Y2wtdkpImAVoRu/HRZo4O7uBy33/gzdfAEW8vdJHGZ9YhcPVKVNNyvjPyPd5Ws4cv/H0jTn+o0CUTQgghilymwCzWL5ZtoepJzF+bMFefBJMzxWRep5A39r8vP2Wx4uotiffSI1u6J9wxIQFakXq6uZentnbwu4a7oWEJvP37hS7SxNQvgE88imo6lN9yM02OHXzrwW3oEvjgCSGEKCJaH2RDr3IY4jhdUyKcPbD/RRjYNT3PJ0qXo8vooRvcU+iSTJrWmtYB94QeKwFaEXL4Qvy/h7fzv02rmOtthYtvhqr6Qhdr4urnw1UPUVbbxD9qf0bzto384/WOQpdKCCFEKRneF2vY7S10SfIj04nMHIKuaT8HGo71pgQ90/zEYkKK+SR5vGcuOLHAplRIgFaEfvLETipdnXwq9A84+hI49rJCF2nyGpfAVf+hpqKMf9X+lN8/soZdva5Cl0oIIUSp8Q0XugR5IgtVCzFTRaKT+3xKgFZkNneMcN9r7fx5wf3YbGVG71mpmHcE6qoHmVPm4y/lP+F///4CvmCk0KUSQsxQSqlvKqVeV0o5lVIDSqlHlVInpGyjlFI3KqW6lVI+pdRqpdTxKdvMVkrdo5RyxC73KKWapvdoppCja2rnixQLW3mhSzBN4j1oJZLFUWvoa4bINM9P72s2LmJ85MRATiRAKyGRqOa7D2/nQ3WbOdLxMlzwTWhaVuhi5deiN2L76D9YYevjfxw3cdPDmwtdIiHEzHU+8DvgTOBCIAw8q5Qyp7v9OvBV4HrgzUA/8IxSapZpm3uBU4CLgXfFrt8z1YWfNgdegb3PFroUYrwm0RCeUU1oRyf0t0Dvtul93v4W43JQmlHvkBkpOslAVgK0IvLP9R20dvby/Yq74ZAT4a2fL3SRpsaKs7G9+7ecadvBG7d8n0c2dxW6REKIGUhrfZHW+i9a6+1a623AVcB84Cwwes+A/wZ+orV+QGu9HfgEMAv4aGybYzGCss9qrV/WWr8CXAtcppQ6evqPKs/ijYRwoLDlOEi0DXp4ZEt3nvZm3cCL39o+NPYcnWJfNjWJvEeFSJAArUiMeIPc/ORObp7zKNX+frj811BWwsM1Tv4I0XO+zofK17DvoR+wf1AmFgshJm0Wxu+aPfb3YcBC4On4BlprH/ACRq8bwBmAG3jZtJ+XAI9pm9Kw6wnY9WShS0E0qglHooUuxpRo6XGitSYYnvrj29njnPLnGD/pmZkRJtK7Ew7Ctn+DU06qZ5OvLOUSoBWJnz+9i6X+3VziewR12qdg6WmFLtKUs134LbxHv5//Vvdx312/JRCW+WhCiEm5BdgMvBL7e2Hs/76U7fpM9y0EBrTpVzV2vd+0TYJS6rNKqfVKqfUDAwP5LPvUMDcWgp6iyIz26NZuHtvWU+hiWJps48oW67Ka7PCmWGGsb1djz0ErhqVsvMEwrlJd9zQagc4NRtCSi5Bv5s8DDcQSu0mmzox29jp5ZEv3pOefgQRoRaG528F9r+7n9033oOrmw9u+W+giTQ+lqP3A7djnvokvuX7Jnx98rNAlEkLMUEqpXwJnA1dorVPP9qT+WqqU26x+TVO3MTbU+o9a69O01qfNnz9/MkUWRUZrzZPbe9MXlvU7wTeS0z5ssdgpHw200bdf4YOtiXhmRx+rdvYXuhhji4TH/5jhNrC3QX+OSUZ2PmZcisbMfE8Vu/hosHA0OulcKhKgFZjWmh8+1sJnq1exxLsTLvoR1JRO8rAxVVQz++p/EKmcxcXbv8Zzm2SRSyHE+CilfgV8BLhQa73PdFd81eLUnrAFjPaq9QILlGlF39j1+aT3vM1ABW6IRcIzZm6R1hCMRNMXlt3zdM5JVspseexByyj2Vi2CXrJRY0x2CwchWqTDWl0T6c3VuPwhdvXl1iMdjERZ3z6M3ZNjj9tMMKMmOE6vfHw0JUArsFU7+2lt3cOXbffD4RfCCVcUukjTb9ZCqj56D0tsQ1Q8fC0dOUx8FkIIAKXULRgJPy7UWu9MubsNIwB7h2n7auAcRuecvQLUY8xFizsDqCN5XtrEtb0AOx7Jy65mnN1PQsujlndN6zC8bf+Gthct79rR7aTX4c/r0+XlyCzqJxSJomPBkMo2xDEfzz8OwYgmGIlC2G8diLU8Ap2vTXOpptbuPjc9Dl9O72OXzxjqua9Y5ttnK7NvJO/DGMORKIPumXGiplhIgFZAoUiUHz3ews1191KhInDpLw7aMxKVh52J6/ybOJdNvPynr07LBGshxMymlLoN+CRG75ldKbUwdqmHxFyyXwP/q5R6f2yNtLswkoLcG9umBXgS+INS6nSl1BnAH4CVWuucu/R39jp5pXXI+k53P0QKdOZ8OoIg30jm3pFw5sBn2juA3NYdonv6XbzaluG1A3qd/sklNfE7xt7GknUFlUe8ue8hlzqOhI0U99l6uCIhY1hfXMgPLSuN4Z/Ats4Rmrsd4OqFjlet9+HozLncM4cqro7MfNj7rJFQKI/Wt9t5ae/g9OYaGN6XeH8Wgp7kaRIJ0ArovtcOsGxoLedFXkad+zWY84ZCF6mg5pz3OTpWXMGHff/gofv+UOjiCCGK3xcwMjc+B/SYLl8zbXMz8EvgNmA9sAh4p9baZdrmSmALRrbHp2LXrxpPQXb1uuh35bcXJj+muPUYcBsNut4to7f57EaPVcCN0x/CH4oYQ9xShjrOhHbtkDtAp91L+3DuQVESvxP2PAN9O8b/2DFb/tmShIzjeQZ2wsAuo0GbSc8W6NpgnGwAI5Nf2A9DewAY9gZH590dDFn+cqzg7V0O9iUNmc3Duz4cMF6PcUaGkaieXK/1JDoQhqd7aGckDF0b4cC66X3ePCrhPO7FzekP8ftntvOfmrvRs49GnfmlQhep8JRi2ZW/o+tXO7hk7/dZ+8pJnH3GWYUulRCiSGmtx2wxxHrRboxdMm0zDHwsbwUbw7p9Q4x4g7zrhEXT9ZRTJ95D5rOP3hbvaXH3sbvPiIOPjT5IXVU5nPiBxGbGS1M8o0asmq6RWIM2kmMPmkqdHhbP3OcdnFCJhj1BPMNels2yvDs/4jl10nLrmMRfZ78T6hfkvOvyoBNGSjFDc26VH5/PeHY+n7p7k9EbWTsPGpfk9JBoVLNyazenOHwsm1NLft48uX92QxPpgZ7MiDIde77AdPegjZZZkoTMULc9v5ergv9gQaQPddmvoLyy0EUqDhXVzPv0/URslSx+6jN09s6ADFBCCDEOfU4/gdRh3K3PT808NXPglG+REETjGfCyN6Zaep14A8nZ8uzeEk3BjtFzsrffNfaGY9g36KbZtN5Z7o2+0Q3Hbhzn0BCuqI1tmrpt9sce0v8idORn7tnuPherdvbBSAe0rsrLPvMhp5ckn+ch9Biv5+Beowfb9GaJn2iY1DywIh3L6fSHLLKmFqqsGZ436DWWZhgHCdAKoGPYy9q1L/LZ8sfh5I/BCuklMquau5zA+/7MobqH9j9/kmCoFM++CSGEiXdoauapTeXaSzsehv1rjetq7OaELxyBoJeKoJGy/uXWifQq5ZnWqOjY9W7Z7IqEMs7bGnQHaO52pj/S2W0EGDmWLZtsSULiAuEoj2/rSfRkTub5ppxVj4mjKzE8tHf7GmrbnjHmuHmHE+Ud8QZzO74sogdep/ele4jmujxC7Lk1CncgzKNbunEHxk7XP64qbnkUeraO4wEx8eHGpkBu7JXzLNj3j36+8yTfb7FgOMrzO/vZ3JGyDEb8icbTC+cZApdpnmo4aKx1N87AytKux6H5oXFVgARoBfCzJ1v4QfkdqOpGeMf/Fbo4RemQk97OnpO+xlnBtaz56/cKXRwhhLDkCxb5CaSKmvTbclzTK6OerdDfknybVUMotTGigb3PsqD/Jev9RgrQo9bfwuLuZ8YM0lyxxvfLrYM81RxbvWHHw9D5etbHpSVFaH85cxINwDGuXsWxG3s7e43et66R0UC90+5N7nEYTyM2zy3sAVeAgVivTigUSj/+A69AvxGg1fq6kxOkxAKQ9fvttPQ4cw+urMrRsYtOuy99iYUslDL+aR/yENWa51r68GQI0lQsRDK/DmMKB2Bwt7F+2iTrPbGiXtqVLDrXG0lf0vYycWq4Na9BX/x9nN4zaCprNGIkPTEFX1prHt7cxePbTEss7Hse9psyvfY3G2vdmZPjTNbgnpw3lQBtmm06YKe2+V5OUbuxXXQT1M0tdJGK1rHv/xbNTRdwQcdtvPb8w4UujhBCJAmGozy9o9d62FDQYwxZDExy2ZBoxBiyNNGzuOVV6bc50ntwAuEI3bk2Hgd3Q1/qAr05NvIz9RJ6Bo2Ax9md/fH29vyc0U7sbz8AtmhugdGAK2AkPYmXwaIuzVp64j07Y9fPkDvA6t394wgSxp8kpN/lZ0O7EdCMZ39TlWH65dZBNh4wThjs2bub1bvHMa0hdpCe4AQWmjYLehLr1oUiOQYhYV+iDG2m1PnPtkzB0okhH0TD2D1BntjWQzBDJkR/KMLqXf34Q+m9urnEY8/v7M8+LDcPwbnq2ZwS9Bl8wciEAuy0OZ9x5huCHuPSvSlxUzywm9DcuEzPY5Ro9C6r7YO59/RKgDaNtNb85tFX+GbFP4gcehac/NFCF6m4KcURn7mLnvLFHL76eva35X7mQQghplr8R97lt2ggjhwwghH7+M++aq15ff+w0Zvg6ISezTDUmrTN9i4H3sk2TE1e3TfM6/uHjR4fZ3d+g6BceAaT/7fi7jd6rHq2ZN5m3OLNKFtSr9KY2e5ybKyGszT4w5Fo0pIy3lhv7EiWXrTU1N3hSDTRyIxGtRE8Wj8wqTy+cU8dSBkkl+H4Mz5/1l0bTVFvjo+Nas3OXifDnixZQaNRY95PyD/2a+Ua46SA5WOMIKPMoud1W6cjbU5UPsLb3X0ugpEoLn/y+0NrHZvz6MbhC9HnNGWT7duRYR5qep04/aHYsNwUfc2w+ynLx4xJ6zEXKA+Go6zZuJ2dO7eNf/+jT2T9t9amkwuj26hsJxyikdyWxnB0wfYHpiyVvwRo0+iJ7b1c3nsb9cpP2eW/PmjXPBuPqromKq+8l2oVwPO3j+H2TjDVsRBCTJF8L7js8odwHdjGxv19EIp955l6njqGvbQOuHlmRw5n663KFgmlncWOBwfaO2IMw+vePL5C5/B7ZlVL0Vjq71U7e+m0e7PPZYsPgcyyttq4mepna+fo0M9HtnQbwWqGl/ap5m467Ln8HmV+bzzb0scT23vSbi/zDyc1EJXW4B4AYMTlSbr92Zb+xDCtLZ0jPNXca5EwIT2wS+4tzccQxwm0ZwJulnQ+RmXQCCAitqrR5zA9T3O3g9fahhN/+0MR3IEwWzuzJMDp2WzM+9m5cuyA3ju675zXrpq1EAWEKhrS7to36KZ9aBoWpI71/jr9YVoH3KaeV1Nw0r8DWldNbk2u/hYIuCaWsn7/Wmh+MPFn2CJYC0ejzBt8lXD7+JPJjNWDNuD2syk+Py3X7+nO142lMSLxE2AZHhdfTsI3nH6fjqI8Fr3B43gZJECbJoFwhKdX3s/7y9aizv5vmH9UoYs0YxzyhjfSec7POT6yk9f/8Pm8N4aEEGIiVCRAnXt/0m9upjko42Fz99Lg3MUs+w7LRkW2HpacDO+D/WtxOB2m79PY/9EQvlCYrv6JZ9ANRTQHhj2JzHHZNHc7iWpQOkqfMwC2MsAYiheORKduYduerUYmwEQiBZ02P2h7V+az6IFwNLmnYiwWAWxaJs+Yhu4XjQZiTK23E9rWgL2dveufNm2pk+qnx2GUJ6qN5riKBqlztycli8j6ili9Xr3bjJ6oqTihHGvA1rkPJN++/QHY+1ziT18oQo9j9LWJD+FTKeVNahuY12Iba102W3nmhv4ETWUrpaXHRa/TD64eo6c+05Oblk3Iy3GNJ4lROBhbNy/5JNKObicDbuvPTTASTRoummRwrzFMEWO+WXw4ZPy4QuaTEpEQoOkY9tI+5KVrJP58OVaCxzgZMpqhdlT85EDSk1udVOrZQmTvGmOZiQmSAG2a/P3F3dzgux1f/aHYzv3a2A8QSY5+21VsOfTjXOD4D8/d/9tCF0cIIbCFfTSNNCc1frItyOr0h3KbXxRrUCtzgyjPDWRvMMzaXX3s7ksvz85eF+2DbqJRY6jlw5tzWXh4tHztQx76XYG0OW0anXYGPT5/SMUbk8qGJxDmldYhXtwzyJPbe9kfb7T5LZKbOLqMxmCKaFSzpWMk85C7wd2xnpPRF6/G201ZeLRXLBjO1qDLrbGXyLQYDox72GgkVldlYS/uQJhV29ooD2VowIb86JS6bXDupWlkO0u6nkgMw02d5/PS3kF6HMZQwWgsccLe/th7wmc3FrDuyN5zorXGlkMmzDSxhq0i/tqb3uNWr3XMvkHrz1DSkSkbdk+QrhGvdXRinhtaN48J9QCO4yGtGcqcC4cvmEie0mTfRrW/z+hthuyJdeLvN1WWfl8+T3RHo8YyIaaeSAZaMibXsBwSHmPuxU4IB40e0bYXsHuCvLR3kJbe5MAnEZx7hoy5rI4u+lxGYFbnORDfKOthOP0hRrxBsr2wz7b08VxinmF8f+nbR30Odve7LIfA5koCtGlg9wQJrPk5b7D1UvO+W6yzaokxnfSJX7K75mTOavkBG157cewHCCHENBttY6b/aD/f0pO1V2Z0H8ZjjfZEeqMiH7FafO6T0SBJfu54O1+TMhQuHEwMq8om21z/1DlZfU4/Tp9xxlujQdkS2zhjc236XbG5RvHMkfFEIiGfkeXPIoDocfrZP+ShuTulvrVONFx7nX4cvtEG7pzhTUkZJqNZGnQqw10q9XWP/+mzG2m2k8oSpcGxK2Mj2+Ebbcj2u7L01uko7FxJ40hy4pakoCmeFj4SRpkSogy6A7T0Ohn2BBMB4Z54yvr48XuHGRzoNd4r0XDy/JzhfWh7O42OlKyeWrOk8zHL4oYjUaOnOR6gTTRYGONxrYNuo1fRvG6YfT84e6yHpZl0DHtzmk+nE11vUbIu9D0Wz1DGu/b0u1mzJ9bb6LHoMctYuNGTHqpvO3Xu9skNdczEP2IsE9K10fTcyc9TEcz8vZf2Mqb0XEWjUVoH3Ph8vkSvsztTkBefb2fquZvlis/fzT7HdHefi70Dbss5a3FJw4ezpPLPmHvE3masUZcDCdCmwb0rn+bT+iGcR74XDr+w0MWZsVRZBUs/cx8eWz3zH/80nT3pY/eFEGLaxH6XO01zkbK1Gav9mRthSbu1+ME/MOzjpb3WCTR8wQhhU4ug1+FnYGDAWG9ruNXyMZmKqc1ZyFIPpvN1I/W2daHT9p16FIOuoGVyirV7B1HxRrTFcKGMgVK8hyCYeb5P2kN7tiQCpU67l929RsMxHmCYg5r4UMGsMkTL5SGPMbwwixpvD7Nce41hhClc/hAjvtGyhC2GQ8YDG1usQVvjNXo6FfHjTi5bJKqp2vMoi7ufJtW+Qffo66ZSr8D+A+1G47V/R2x+jin463wdb+3S5B1m6i10dLJ31V2s3rrPdOPEgobUVyfzZ890R+d6aH8paV5ap907+hmOhti6+t9s3duefZ2+lCdb0vUES7qeBKAyMIQKZ8iIahXEOXuMFO+tq2Df6szPmSONxhcK4w/GAnFbGWpgF00j24F4z6w2Tri0vTjxtRJ7txrz0kzDhBOUIhiJJoam1nlGPwvRqLH8g9VcSQD6jHL6Q1HcgTDDvhB2b5D9Q+lzPjuGM80DHcd7KhJOWkw9cdIm9Q0V8lPlH4iVLULmbzrzR2fiAbEEaFNsX7+T05u/T6i8nob3/qLQxZnxaucsJvT+u1jEIJ1//jge/xQs7CqEEONg7oXJpiLkSCzSDKC9w5bD80Y3GM3Kt3fAbZ3OH1j7+np2P3dXoqH1atsQ7a8+ZKy3FRtmFIxEjXkriX0b/2XOZqbTe8Jijc5c5wGn7toTDFsO8VQh72iAZiF12Kg/FOHhTQdw+DM0pEjOOegPRRhw+Y1Ab3hfypbGY2t86am/59alL1EwOsTQPOclDNv+TWh/rCdPRzmkbzVNI9txejO/vorYMceCmY0HRpNe7OpzJR+3UikZ6SxkfV00a/cO0jFslL+huiJ530kP+wHzbwAAIABJREFUVyn/W+0uOdCI2oz9BcKRxJpxlhyduANhKkJWPSrxcuT2/qoMDMG2f1MWf1+aX5Ox9hEe/SyZe4nLvEME3cM0OncRMKerj2WE1DpLpsyY+QPrqDmwxvK+OcPJyXcODHnZ2RHrnfQOZ8liOr6GfnO3k1UtPezocYKyJdVNompGDhg9TQM7x9xfj8PHHqsU/I7O0c9UrGd1xBvEHYywb8BN14gPb8r7YcQXZFevK+vi4sFIlHVtQ6bhhMnih2C1pABgWY/tQz7r4drD+5Lm8u3pis2/dffi8AXp7Bsw9te6inmDRiD3VHNv1h40nYe8nRKgTbGX7/8Zp9p2E3nHTbFxzmKyFp14HvtP/Tanh17j6d9/PfNZGCGEmEK5/ARHozoxdKzBuTsxhG5B3wtsWPVvRpqfSn+Qzfhp9ofCvNI6iD1LIx+g1tthpNzPsuba/kE3nXZvUmNJK4u2RawHqzzsZd0LTxq9AbFeJYcvxPr2YTYcsFv0apl70HL4TjY9fmHvKiMRRgbltuRC2r1BbNEI3SPxRnbm5+tz+nmquZf2Ya8RAKUecJai1lSmzN3p3cYhfaup9ppHbyhoeZgBt58t27dS1r2eWc69iXszrVmFo5O01PUxVutBWcdlOu3/iuCIkXEvZb9ltvThrKmBkI6lC7fqQUt/6rS0eYAxHG9Xr4vUY/IGjOA8LSmNhd7Y8NSxVDv3A1AZyD5cUYeDGU9uQPLn2B8fFZja0xXLCPlK6xBPNfcSjmZvgtsyZBqtjvXAaK1Zs3uATR12Ou0+o3cyX2J1rLSOLcWhkl4uHd9mHJlRukZ8mU9ExYOb6kYA1uweYOuuvYn3cb/LbzmMNd52S3snaU2fI7cEPBpNw0iL8ZkM+bMmMul1jrOnUGv29nvobdvO+ucfpH845X2WelJpuI1QwOjRS83wav4OH3D5WbsnS+9sjARoU2j9lm28Z/AOOma/lYa3XlXo4pSUIy/7Cq2LLuE99rt46L4/FLo4QggBjLZ1AuEIwXCUrZ0jo2meTSpCRiPaNWJnoG0b3lCY5m4HLa1to71baEBPeL0zfyiSCKTi87rGbB6rMpQyhvrVejuZP7CO+QOvAtBlH23g5LLAa9p8LJNZTut1LYctglFfKMJLeweTei7q3W3YYnXoC4bpd/npHPEljjfe9qxxtKYl1uhx+BJz8BK9WBa2do4w4DI17Ad2AfHXLrm3xuE1XqNabyc1/tHeOJWppg+sG51P5BlM6tkbsWgIx2vSltQATdm31izofwm156n0XqiUoE+jiXqGKQ+NBgbdB4zXxFzPu3qdKUN4099BWuuUBrhOa/S3DXmwe4P43EYvYa2ni+e37U8pk3GUXSO+rAFVQuxFVrHnS37K0T/6XAFe2jtIv0XWzWA4mpRNU8VOjlQFrIcjD7jjCVXimSSjiWFvudGxxxsBc0VwJKcEKxnn6XVvgmBycBeMJL9G/nCEaLYzEVrnvkh9NuXViauhisbEMw5mSJxkFf+raJB+V8CytFbbaw2z3PuYO7zRWFKhf8eYxfQFIynBZvqzRbVmyB1IOtkU/y5Y0vlY8vBln93oYe3awNyhDUD6qIrWATfbuxwEI1Hah7047AOw8/Gs5ZQAbYpEIlGCK79GhYqw4CO3y5pn+aYUh3/qz3TXHcslu7/L088+WegSCSEOMlZtpvgP+kt7B9naNTJm7xdAe/Mr7Oh24gtF8LQ8Y8qGlvwElYFh2PUkVbaxgyOA7d0O9qWcmR9r8JrVMVWEYhnTTL9jEa2xe4OjPWkWv3E7ejOnmG5wWQdo+7a8SHlr+hypQbeRFTIcjeLyh5nl2ktt9ysAbO1y8ErrEDu6nUlBpIqGaXS0MHfImDdXWWbDF4rSNeJjR08OC9FCxqybqUMykw4/NVhJEQxHaR/yUBaJBQwhL7pzQ/oZ+fi+zQvsmq9naLSH4g30McpB63PMG3w18acvthZek32bMR8KhSsQThoaa7X2myZ5jhGQlkwmHh929hjBa3VggFmOsYfWxSX3WhricVWNt5slXY+PpkdPEQ8442v9mW3tGkmqU52a8TDkTxoOmdgu9pBGR0ti2BuALTK6bSK4N72uqa/Zgv6XaHDuTtt524Cb9e3DiYC43t1meWx9Tj89sTq1RQKoaDiRXCduc4eDPb2pwwn1aLnsbWzfsY1aT+Ze7FxEo9HEMN1QRX3OjzOfTGiyN9Nh9yb10MeXLvGHIomsr4nnHGeCmTr3fl7ZtIW1GebzxvU5/bSl9OKaR2vVu9tGP/T9LUbyD0bnsFqdv/KHI9hjwWq9p310jcsMJECbIuseu4szQ+toPeFLVC04vNDFKU0VNSy89kG85Y2c9OLn2LCteezHCCFEnlgtugpANEK9e3/Gx5l7LSwjJcsEA4r5A69A0M383tWA1Ryp9MaKwxcmqjXeDPNmdEpbPtcsb3ZPkNYBt2l9KnNykZx2kZEKuFDRIPWuVsrCpkaSgvYh72gDNNFRMPqE8Z49o/fOuL08to+q8tEmTzjb0PgMB+A2DQ9NNKrjPSmm17EibHp9LXbV0uMwemJS1iebM7wJWyS9lyd5MJ1V2ZJ7TLZ3O9K2Gs1kZ3qUZjRIZPSw6zwHwDvMAYtgzO6JLxZuClqsitS7NeW5jI2cWVKsZzN3eGPabTavEZBVB4z/be35yO6c8oHcuRJaHs1lSwAW9TybuB4P7m1JWQk1a9etsxwuGNWaHoePaFTTt+XJxG2Q/DqZddi9HBh2J577kL7RuW/mjI+h1Pd7NAJllYk/5wxvZrZ9jAW9xzDkDdIx7KXW00lZxJ/z94B5s1pfLEOr6cHtseQgwXA0kQXXWMt8/Dkpm0aaaRhYnxRIJy0PEGM1QiCYZdRA0OvAH4okvmvi0tbqM113+LKfvJMAbQp4RgY5euP3aS0/guPe941CF6eklTcuovoT/6JB+al94Er2d098cVUhhJgsrYGBndiimYdozRnelLiefWxF+lAxABXyoaKhtE4rq2FKGp20oLLdFyQYiWbp2cutyRNfyyiUkl2wpceJy5vD8LQsHP4Qi7ufpdGxk9n27Un3pfaCpJ5BH/YGaR/yptSNqdfJYvHZVOVh6zPbO3tHexIrY8le3IEw4Ug0MWQyF/HGclnKe6TG18uinuesHmI57NF8XBsP2JPeKuX+5EZnvTM5QLNFgmzpjPciWr8Lt3al94CGolHWtw/j9mdPjJP6usT/DFY2WW7f5/RPaKSRN2R6PbUenX9nen7zXjuGjTXlgpHouHtfxkMDtgzp2iuGd/HinvTevl6Hn64RH+3DnsTrN+A2PqejPbajR+OyeA3MgVyt13r9Qg3GkNqyCsv7s/GHIhm/OxTG+2q2fQuzXK34c1xkXvvTk4WYa2w0Q+3orf0uP49u7bFMKBOORi3nMJo/b+bv4H37diVlwc2dQmtNVGvWt9vZHlvSY37/S6MnDaL+5JNMMXWeDvb0Z593KAHaFGi976s0aSfBS36NmsAHQIxP/aEn4778Do5iPz13foRh59iTi4UQIl/KUnu8TPOErOYgZctYCKbkYKbGh05pvC7ufjqtWb1nzw7rBotp7bEeh5+tnSMMe4Ms7F3NrN5Xk7YdcgetG67RKGWmuVypiTvijevdfS5sjv0A2KK5ZbdM1TXiI94YqwoMMnt4S+yUuTG3byy9Tt+kcqg1jjRnXbep1tOZSCKxs9fJ7j5XUu+aWXlk7Lk93kCYfQOZf7cyzmOL3x9rJCaVsfPFrI+b3/l0epp603Xj7H7mWhx0G4FAx7A3aY5aZsbeQxUNGfZnEdS3vTDmXnd0m4JIDbjSs3EmDO2lz+WnbdDD1s4RU9ZM66Gg5h6TDruXHaY19UZ6sy+hADpjqvVMn/+eWGIMb2D0czN6AiT9tdzVl54MxrokuasdY5217d2OzMN+Y3NmrVQG7Za3A1RYDGl2+cPUu/dji/hxZ5iDq9PmHRr6nYEx5zCa5/0Ne4KJRa1zVR72sHbvILv6XGw8YCcSGf1eqjRl6p1t38bC2IiHWKlT/s9SxnGVSIxpaMuTnNT3H1bP+RDHnnJOoYtz0Fhw6uV0nv4DzoisZ9ttV+ILTKxhIIQQ47WwdxXVPiMddKafXXPgZM4QZ9lpYL4fHRuuN5qCPL6rSk93Uk9BnacDHdVpw+R8WZKMlHl6ks4eb+1MT2gCQPempAWOrebzpErLhDdBtd5OGmLzlebUjQ7L6nP5GXIHEmFEWazRFa8Rq2GmuXTSVAcGWNC/NuP95RFvUvCcafgoQINzV+K6wxdkyKLh2DroSVrzLB+8wTA1vtF5W6nBmHk9utTgH4xsjA2OXWm3x8XXn+pz+S2TQKQGjPF3WPaFlpPLsb55J+vbs2doTNPXbCwEbJHNr2rAGHaZrbdkdMhuym6dfryhSKI3pGMge7k67T4GY3PQUgMymw7RZN+a9pj4a9RqSmcfr8X4+80qd2RqEpyc1M4BkhMJgRFQTJTV2ntxtmg48RmOb1zmG8LjdqUtXg+jwXE8mVLG57S8bezgJ/6aqGgIb83itJEAuWQHr/b3jZ6YybE3Vmsoy7GnuDynrURu/A5sj15Pq17MMR/9UaFLc9BZ/q7r2e0a5LzmX/Pcbddw3g1/pry8bOwHCiHEJM0dWs/QnFPQutHy/sx9FemUI9aITWrYGY/Z0eMcbVx3rCOod1JuSumt+7azqGdd0v6cWdalcvrDPLath0Z/N6gqtMrQLHD3JgU3afMxyqsgGmVJ52OJm2osEjukybFhU+fpgBpFhS35vHL7sBdsVaCjNDqMDG7BcBQUxiLQ5qcie2bJcRmjFzRtc60zDmmacIkypLofr7JIPDNhSi9cfD6Q9ZNn3ee2zuQeyLEavKFI1OgymERQr9GQZQhrLm+1jNkSY5rszQzNf0t8a7LVQ9BiaF5cnaeDkaYTMzxydPtodHQfvQ4fSyyyjja49lDjt14vzEo0qnmtw8vyuVE6uh3UVCS3kw4Me3H5Q4QjUd64bHbO+wWd5aSMTpsHWde1lh07g2OMKMj+6ZhdW0mGU0pJUt/bSkepCI4klj1JTRkylCHzZCZj9XKnbJzTR1V60PJo8IGv0RAa4KUTb2Lp/LmFLs5B6agP3Ejz8o/zNud/WP3Hr+a84KUQQkxW6pwiM/OciEwT/lNVhhyJ7G2NsbPPvpTemv0D7uRED64cgqIUVf4BmoY3M39gHRlbDiHrnoVBT9DodSirREeSjz+X4X25sumQEWBlaK+lZVW0aNhFo3rc0VCm3ols6flTDXuClssHJPaVY5mqgsmp3yuDI9R6OphoYBYXf4+FIlGqffmZxx0Z529vOKopD7uTTjaMl9ajDfHUBrktEsjSs2I9xNEWMZJemOdcVQcGqHelLnZubZZzD2Vh35hBX6o6T0fierx3UuloUm9sqkSmVSspbzBfKIJvqJ3NB0YSf5v1u/z4QpH0xCImWmu8gXBSPVeXlyUypo5NM+INjTnceyzxQ6soyx7OmBeBh1iANkbv3HhU+3P73Ax7gjmv3SsBWp5Edj7JvD3/5O6y9/H+y99T6OIcvJTi+Kt/w9b5l/P2/r+w9i/fKnSJhBAHiaaRZuzekOWC0cOZ1gKyihjG0Z5zBsJo00+5Dox/uNO8wdcSWQ3jZ5RT7ex1ZlyotmvER9eu1wk4U89D5zLUKPceE/Pausl3RNMaemX2fZNu/AFUBaxTt4+n3PsG3bQNTnxudLyHqyplQebqwACz7VtznuuXae05s7lDr+dWqCk6+an0xKcn7Ol3s/GAnS0dI0kNcqWSA5jswePofYt6nqHP5U/MDYtrdLTkVJ4G524W9L1Ips9BpnlZ1vtP74HKVVogoo0g0DxXKpOuEev5hf5whB29TnpNdWPzDmYMFFPXeqv2D+Y0n9QWCSSS9th0OC3hxp7YPDyFsa7c+vbh3BL25Gn49XilBsPZSICWD95hAg9dR0t0GfMu/S71VTJytKCU4sTP/YWNje/gnAO/Y/1d/zNlPyZCCGHW2z8A7tHhRmVj9CJlTfceM57eiO0d1gvsTlamJBhxPQ4/BzY9m3UbK5NN7Q1G79qinmeSbivv25y2Xba5YlaSlkOYQmM12rJlBDXuz204Vtp6W5NQluNzjtdkgup4gz9ksfzFvMHXJjzEMeNC8Tn0fNp0KON8xvkDr4y9g4T8tWHie0odAmxl0G39OofCxl4cvhAuf4hhT3BcJcy1p22OfXPSSaOFvatpcOykPOTBFvET8cUCNKUSJ8FymR9r0+G8nMCZShKg5UFg5depCAzzlwXf4LJTVhS6OAJQZRW88fp/sK7hXZy2/49su/urEqQJIabcvJRGV40vS1Y5jOFEaVK+qsxp8i2ZGorjHVqWTxNJW17jy33uTDgazanxVRl0ZBze3mOxFEEmh/StyXk4aiHlOrwqnyqD9pwTeHjHCO7N0jKi5oHTZzx/prdncs9k7u9hq7WyrOSnJ3ecyVKyGNfqYVoz5Ek/QWAeprerz8W+wfGezJj499QsVytzh15nUc9zHNK3evSO2Pdgrl9DNVnnWBaeBGiT1bKSqh3/4rbwe/nUB96DmsA6HmJqlJWXc+oNf2fNrMs4se1Odt99PWRaWFYIIfKgLBpgwD25Rv3+4VzSlo8qljPBY/WyWcu9oeYOhDMOszQrD7vJ1DE5MEb67VQTHVY2nbJnRiy8Hb1Z5kelmGNP7/mcrPh6XMMWgUaqeYOv5f35Z7JQVFsOz22NBWSeLBlip1Lqeobmlneu668VOwnQJsMzROjhL7E9ugLXW77EMQut1/cQhVNRXs7pN/yVJ+vfx1Ft99B+x0cgVPxnRIUQM1f70PgCrFQZh1SJnGVaq6kUFUuAXuyyJb04qExRNeSa/CIfUhMyKQUj3vHNX8xnr+RUkABtorRGP/xF8I/wg4rrueEdxxW6RCKDqopyzr/hT9zfdA3Le56k93eXgLe4P5hCCFHqUs+CCyFmrt39+cuKOBETGWJdzCRAm6j1d6J2P8GPQx/ho5dfTGNNRaFLJLKoriznvdfdzB0Lvs3s4S3Yb70Q7PsLXSwhhDhoLexdXegiCHHQiU5VF1oBlVhsBkiANjH9LUSf/DYv6JNpO/wq3v3GxYUukchBVXkZV1/7NX637GfYPH14bzsXvW91oYslhBAHpbGyExbScYtlyoIoUSUYzJQiCdDGK+RH//tTuHQ139af56b3nySJQWaQijIbN3zqk/zx6D/RFawnevf7Cb/8u9I8/SKEEGJCaitkuRxRmkpxKl6pJAYxkwBtvJ75Lqp/Bzf4r+VTF72VJU01hS6RGKcym+JrH7mE5866l2cjb6L86W8SfOBaCE5uYr8QQgghRDHrduR/KQORfxKgjUfzQ/DaH/i7uhTHkvP4+BkrCl0iMUFKKT530cm43/MXbglfQfn2fxL8wwUwkL+FPIUQQgghisl0ZlsUEycBWq4GdqEfvo69Vcfxo9BH+OkVJ1Fmk6GNM90Vpx3KaVffzBf5Fu6hLiJ/OA+2/qvQxRJCCBGjmN7f2oZqGd4oxm9OXWWhi5BVhU2a/DOJvFq5CLjh/qsIUMHHHJ/nK+86gaMXzip0qUSenHXEPL55/XVc3/BbNgQPhQevQT9yA4RkGIAQQhTaktnVhS6CEGMq9lP2pZi9sZRJgDYWreGR69BDe7jW90WOPPJoPnnmikKXSuTZoXNrueO6y7n3mFv5XfjdqI1/JfzHC2FwT6GLJoQoUlElPS3TYdpzOEk7dsp4a5cWughTptAJ48JltZa311SUTXNJRD5IgDaWV26D5oe4u+YqtlS8kZ9/8I3YZGhjSaqtLOdXHzmN2ov/j2vC38A90EHk9nNg/Z8ly6MQIo0+iAO0E5c0FroIJWfBrNLvKbTPeaPl7QPzz5jmkhi0yl8zeEFDVd72NRGe+kMtb2+oNtbpzdeR+qsPmdTj+xeclaeSlDYJ0LLZ+Tg8/R12zj6f7w2/k5+8/0QOaSj9L9CDmVKKq886jK984To+W3cLL4eOgJVfJvL3D4N7oNDFE0IUkyJZYqWqfPrPkJfl6dhzObs/3vNjR8yvz3nbQ+fUppVhMqfjwuW5P3eqxY3T276onsL3jb9q/ri212r63sOu+jckrkdt+Zs3Vl7gOV6Z6rCxpoKFDdUsm1OHp27ZpJ9npOn4nLYLVs62vH06X+uZTAK0TLo3wwOfxt50PO/t+QRXvnU57zphUaFLJabJcYsbuOtL7+Hxk27lxtDHiexdRejW02HXk4UumhCiSNgqxnfGPNckAiNNx+OadTgAEVthz8rnS6TMOvg4Jof53E01FRnvW9yYvNSNtpXTmGV7s8Pm1rFgVjWV5flrChXrWIvxJLDoWnopAMctbODIBfUTStKibbk3wsttilDl1PbIDs57S+J6sGrOlD5XJo7G46Z0/5kCH6Vg6exafEvPHlcZMp34idqsP1/xwNcWO3mTuXdy8id35tdn/15clOFkx2nLc3/tbQU+AScBmhVHF9z3XwQrm3j30Bc5ccVCvnd5bmcMROmorSznxx84mfM//v/4ZMXN7PXWwn0fJvzwlyDgKnTxhBAFVldVwezazA3f1LPVh+Q4hM1TvyIR0PhrFo65fa7NiFx62sY7XyWaYwCZab6eUooK07SB1J65uW+8hNqq8owNrory5O1XHH9GTnOBairKmBtr5MV76FJfyyMXZO4NWz7Her7PpHoHprI9OIHIsbaqnMaaSo5dlN+kaMGK5GBssoedy5C75J6y/IfRUVWe9TiClbMJl49/3dyGqtyHUWc6CRL/PNjKcntvHrLQmCcY/1gGUgLajIFX7Pay2ON0xhBj8m/0+AkHc2+o2VT2Do/HvDECyWwkQEvld/5/9t47TLKqTPz/nIpd1dXVOU/39OQ8DDMDw5BmAAdBEAQRUFd0VdQ1rYqLq+sq/lZXXXddc0C/uwZAVjAQRUAyDDnNDBOYnHqmw3SOFc7vj3MrdlV3dZiu6u738zz1VNW95957zrn3nHve84YDv7uG8EAXHwrcSNBbyU/eu2ZCZ9iEqcXGRRX87Ib3cevKX3Fz8BJsr/yagR+cDrsfznbWBEGYwgynHTtlVjGLq/xM5GByOIEjgjvuXRcR1ualMhlMMXiLaP3ScaT24iHbtNYsiNOi2ZSiujCPkN1DZ8ECXAWlANQWpRaIXPbM383OuLR5EUE0r4hIHec5E89V6HExr9yX0rXBlyYUf8BVBEBb8VBfq9GG7x9wlwwJqmGeCUOfJ3OrnuqiPLxjDBbhdTkoGWYioi+VgGRJvakG861lp+GLEzwCY1iXa2mNH4clQZwoWTli+qAj9fMTT1fB/IyunWpS5lj1+WnFjrbiFTRXnAkQzXMmVBfmUVWYuVCnlS2q/UyfZvjrnyhZxWDN2gSfwECSQI2ycaT2oujfOWX5zCnNx+E1Jo02y9Qz5EgtMGqVOGEz4C4dNk/DoeL6x3ghvCBOix7fZk4W6Sa/vK6xC4oidcQz2AO3XYNu2s63ff/M871V/Px9aygvmB4mJsLYKchz8vWr1rDsAz/g465/51AXcMs76b/jI9B7ItvZEwRhitFUcTbHqi+go3DJkH1lPjflBW58bgdnzy+nyDN6P5l811BhYLQBrjJJ3eutjf5eM69mhBOaIcfKWUWxTUrhdQ7N67Hq8+kqXMiJ7sHotlV1RUPS2ZP8frQ1YMtUW8mcc+koX2vyYpVYAxTNhrp1FHtdzCoaOkiON/uLH2C2Fy2ltWQ1vflDoxUm59VcK/0w7ETJahzBnoRtrsKYRtUzL/NgCx6ng6U1YzcjLI4zkYwXyPx5Ds449ZT0gkEK2cvjyUcXpveFqk1R38nYlYqaoLndnuj10wns2uYcddTVvjTa61Qyjla2DBqMYk5ZfsbXL3CnNiWMBP1IdX6AAXdZwtZ0cxip/NH8VfMo9Bcm+I91FC6mpWxd0qVigkex10Wpz00YY55dZQVLSW9OqQjFCcyd/kVp0o2OTv+C6O94QdhXNrzfXVilrs/R+L667alvfqqtmQZZEQEtQqAfbn8P+tCz/E/ll/j50bl8650rEl4kgnDW/DL+64aP8MfTf8dPQu/Ase0Oer+3ltDWu7KdNUEQskjEbGtZTWy2tqtgQUKa+Pe9GdCplFq0WcUeKG6A4gbs1cuZXeqlptDDieJVtJauHZI+1YAxftuCCh8LKny4Vl2dQUliB0a0TKnkusimgLOAjsLFNJefiSvNIAVimiVIHEQP9fPQCfs9LjvM2QCYIAwjmy6ZYzO2elEqOvOekBWloKjO+qlSaxFTns9GvzdRsxXxfwqnGPH1+GYn/A84Y89P2O5OENBaytYRrj8z5WWTTeHiB+npTN9Go7eKr5oTZbFnMM/pwFk8NHpg0Gm0op2Fi1Net6diTdprVRd6WFNfTE1RemEmXkA+Y25MQK7056UU5AG6fXOA1PVxrOo80GGTZ/8i3KuuSVtvboeNpTX+RI20sqccjPvznEMCkaxcEquT+AmaeD+5Eq8Lf5Ivpdthp7n8DGCo76WVCVM+63r+PAfzynx4rAkQ7Uw8pr1o+ZAzzC71mrMoRa+v3lxP2RjIKxuSNvGqhv68ymi+tS21QKyVHZ1wlKateCWtpafR6V8IQFWagHx2qzOKtKVO/4I4s2wVfS5srjiNaUPiREakrUS0ux1FQyfJIHUfks4fc1acyXNDab6Vt4Up03b7GgCoGEH5IwIaQHAQfn8deu/j/KHui/zbvsX888WLueLU6btehzB28t0Obrx0FRd+6sfcVPkj9vX7sN95HSd+cQW07sl29gRByALNFWfRUnY6boc9qgEIJfmc6IQBunnR93lrCCtH1LxqeU0hs0vzwWaHWWvB4cZpt1Fe4KYvv5Z+TyWrkiYOawo9VBS4E8xsWhoui/4u9LgoHEYLVx83uIgXImaXellQ4cNdkSJgicuY2n1YAAAgAElEQVTHkVmXEHJ4qZm/ikF3Ma7iWfjzHENm5psqzqateEXa60NMK+Bx2SnzuVldX8zq+mLmV/jAHhuoLpxTz1JLCO5IMfiP1EH84CdiCuixTBiTIy06UqkYkoJcFHtdCb5yiWjqir0pTQjjNWQ6hYDWUbiIjsIl9OTPRi+/iqbKcxL2RwZzjdWbzCA5TfCNcn9edNB+pPYiWsrXRQUSUFHtJZiBafw9X1Dho6E0PzqwhMwDJNRUVoDNRpFl9rem3mheOv0LaS5fT3fBHFrKTk+oO611gnBoT1EmpRSlZ1yb/sLKpNHKlqAtqfTn4bDZ6MmfPeSQLv98Vm24ImGyAK0p8jhRykbI4UWhCDjyKfW52LBgaCTKeeU+qldcgHf1tRQuN2Z+Aet5SvZ99LkdVCw5K86PVKE1uGwqKlR0F8R8qAbyYtdL9UzWl3gYtLS1NUWeIYJosvmiy26LaT7r16OcHqL9jqc6+kwkB9yIlKOzZCWL5qb28UqV3ltcTcjhwaYUS6r8vG1FNYvWbEhI2+WbS9juJuAybXjAXcagq5je/Dr6PRXRdBET2AF3acKkxYraQmqLPNH+QscFLOnPK2NRVQGnzCqCxelNPRee9Q7mrdoQ7XPT+dGm0uQ2nPNuFlT4WFgRM8teO7sEb5zFQuQ25KfQgDaXnxm9T/WzUi+LEEEEtEA/3PEBePOv/LHmBj6/axkf2zCPj20Y3pZeEOZX+Pi3j72Hw1fdx48d1+E6/AyBH66j9a4vwUB3trMnCMIk0Fc43/hrKBWNblaQZIJUEJmxTXG8x+WgsfatdBYuImj3RmeIk4nfmjx4C809j/o1FydouoacptyYEaXyp3LGmd7Fa8HsNhuFHhd5RZbpYoI/UTj6a0m1n8tX1WLL81G/4f20Fyf6BAVchdhHCFAwf+2FzCnNZ265D6UUdSVe6lIE4nAVlEVNIu0Vi2HuRgBK810srvJT6HGAtzSq9SrxulhcW8KyGj9zy32UFXg5XpU4aFxYVUBpvivJLHTofQg44oJlFCZO4Fb681haU8iGheVcsMSYMB2tuZDGmk2xRHEPQDSqorLTXTCX9uLl0QAp8QsOdxXM50jtRYTtKbR8cThsipqkAWVEuAMdPbClbB0tZWckrLnmcrkp85nPvNmz2bS0ktX1SSHSLSE5Igw1l5+Bx2mPhpZfP7eUpVX+mJCiVDRa4rKFC6mqrErwmYsIKHabot+Z2kfI7bBHhZB0JpRH4/wa4/3+2ouWRU0aO/0LWT+3lFX1JTgKylldX8ys4lgdz68ooMjrpMc3m86as+j3VqNJvfB0sdcVMxVO4V8XEZJ9bgeLq/wU1S7k8lW1VPrzGLSEEkrmJBwTdOSn1bYMx0gidH9FXDvM8xtTaWXjWNX5NKw6D4CjNZuoPuPqqBm11onnnVvu4/JVtVy0vIraIg+rZhVFzTTnrDw3oT9ZMbuc0xpKcNpt5LsdOO02CqoTzRc7LW1VR+FSmsvX01K+LvpsXr4qZi7t95gATC3lZ0S1jPkuB47CWqoLPQn3JtJn5nvz8VnXTWZumc8880suA28JungOXQXzaS1dQ2n1UGF+5awiSvJd0YmiCMrupNAzVLsZT6T/X1iV2qQ4ZPcwpzQfiodeN56ZLaD1tcMtV8LO+/h9+ae5Ye9qPn3BAr5w0cTYwwrTH6UUb11Zxwdv/B7/d8afuV+vp/SVH9PxnZWcePQnRjsrCMK0pa90aXQgGnAVQc0a4l2NOv2LUFiz7NoMIkP2PEJ2M2u7aWklDaX5nD2/jHlnXoFzydBAGiPiLQFfBYFQTGgq8bloqz0/Zi5YZTRYdaVmkNjnqU4wqQIIVq9m1sqNaGxmwOi2BJJo2OyYkKUsbVBy+PZ0PkBnzktvIgVg81dTWjtv5LWkLCF4dX0xGxaW43M7WVhRwOxSMzhDh6HhHFh0McUNq5hb7qM8T+NZfS2OmlW4FxuBKd78qsDtZE6ZL1H4iQhgpfPAFdMsHam9iCO1F6PrzkiZvSKvKzr7r21OtM0R1QB4LAGwtsiD22EbYt5qsyk2La3keNW5dM8zAsmy2iIKvSP70yVPCqQj4Cxg0FUILh+DeWV0+hcRmndBdH/xsk0J2oAIEdOuyOA32W/H5bDhLU70rYkIjFpD5Zq3s2L9W83/uPNUFLhpKUlv7pgOu4LmmgsStsX7/Z1SV8z8jX+HWnEVa9aeRYU/z2imgboSL5VDzMtM+QJWW06l7YwyzL6CYQLBhO159C++Egpn4bQmQi5YUkl3/VvosvynWktWJ2ibI7pGu03hcTqw2xT+hWebHCcJkLZwIPG/I65tuguMuTBGs19bbOpC21xouzPh2U81CeB22KlevB5H7SmsqC1k09JKSusXU7fuymiaPKd9yCQBQOX81UNMMi9YVsuguyQhKFFC3pVibll+wv4l1X7IGyr0zC71Ul2Yx7kLKxK2VxfmRX1RS/JdRmts1UmRx8msEi9nnrqStQ2xQEdLa/wsrCww/diKq7B5irApFW0TwwnFc0rzmV3ixbX0UtZe/EGK84e2W6WDzKosp/T0a6BkeO3k6DwmpxOdjXDLO9Etu7i5/F/45qFlfPHixXxUNGfCGPC47Hzo4vW0b/gDv7n3zyzd9p+sffyLtG3+AWrjFyha9z6wz9zmJggzhuLZeBtfZkGFjyNxm/s9lfQvOYvePa0JA0mlFKdETZVGH5CqsXoTy6zBg8tuIxgOUVtZTlVlgYletuXVxAMWXMiq2f1sbgwx0DNo/G0cjXQXzGPx/OU4CvM4OssSEmcXQk8TKONzY/cUs2WPsQ6woTlnQfmQyISRwV2nfxH+zp3R7b7hwoUvvgRsNqg/A7bcOXR/vAlc+SJo3mFM8JQCtw+/32+CFgx2GwHN7jCfQcuSwfItonwhur0POEHI7sGICorIsCsy4A06CyDfEihrToXgAGy/h978WlB2PE57wiC2KM8JJA6O4wnb3RyZdQklVR5Wcwybt5jdrQM0nTD5qivxcuhEL2AiJl64rBaXwxbVDMyv8HHXq0eGnFdjfB4HA2FYdgVs+5O1J6JRMFqinvx6oD12oLLBootoCx2nZzCIcllmpKEApBOQMzF5nLsRtv4h+jc5YmFkkJu8rl3ER6up4mzCNgfwenRfKlPLxVV+7DYbYbsHBoOJmum5GwFFQ74RQEryU697lSzcDLfWW8DpxxnojG1wJy07YJ1rNCF45pT56OwL4HM7EvIf8V8MDrQC/YTdRYRVP36XwuWwccnyapP3Ay3QcTgpn4n5sqddh8xMBrjsNgZD4YR7a1qENSGTLIeWzY+WMyrEu33gqxhaJ3HULV4Lgf0c7eiLbnPYY9dYUFFAU1c/YPwE/Z27zHWU4qLl1QQ7FOyz+sgUAppn3jnUomPPrlWedJFfI+Vfk7QmmsdpN9r5FHMdRR4nvYNBPHH9WMPplxHY9ZD5s+QySnf9xWpDdtP/pHh27aF+I8RnMB6cmSPGpu1w69WEe1u5yfdVfnNoLv92+TLet74h2zkTpjhFXhfXXX01xzvezq/vuoXVu3/Migc/Q+uj3yK09qNUbPhQyg5GEISpSW2Rh6PtfXFbzEvZn+eMWQGmGLldvLwanWmYhnnn47DZce/uMwFE4gLHXrxqdtTkcdHsGtrbTlC6+tL0A2qXF4fLi93WAoCnoAiPvYmNc+dA8lpjbp/5BAfx5nmhdgXsOWD2eUtTLn6slOKyU2p4YV8evBET0JJNLsM2F7awZWEQH7xg0dsgNJCUjwKYdRoUVCX4owHgcBsBr2kHHN+auK90PrQfNEJWEp1V66E8lGaglJRZhxuWXUHX1iYIhzlvcQWhuNDwRd7hBbQITlcethIT2S7c10W4wwz6T60rYmVt7L3gGSY0d7Ig4XU68DpJFGKtgXmhz8uh2rdZz8LzwDBh1hdfmvi/bp0550A39DTj9NVB4wPDmnbFP3Px/juR59zlsEWF+j3NseAnFQV5NHUPZLxYddI4PFHblT+8pjaZiA9T9FyR7Tq2sddbS6F1r1hyWVQLgxVGvi+vypjnbVFRzWC+22EElzQ47bboOnypCDsLgH502UIawyuo7HjEyqeV0eLZqI7DhJUDmw6aY5KCmqQzl44Q/yhELJttsfmKzIPIzDk305Sxa8c9x0tr/CzFaJnPXFiF3zcPBtqi+x12uwlFmV+Wul8rtEwjw6FR5yPCKbOKTH2tuCpxkshXCf0dVBfmUV7gxhnnZ1pWUQXH4/oundThW+2wP6+CwoZT8TVupjFvqF9jOmaegPba7XDvZxm0e/mgvolX2uu5+X2ruHDZyIuBCkKmVBZ6eP9113Oo9T387r7fsGDPr1i7+Wv0PfsftMy/ipqNH8Zec0pms5KCIOQsqUx6hjJ0xDOqtTW9Zqb3ouXWADZOQIv3R7MvuohSyKhfWV1fzP7WHhZX1ULPLMgfZi0ihwuWXmZ8tiPUrUubXCkVzUIkIEemQSdweYEUM9/x/hoVS8xMdTxF9RDoMdEvI3hLzIArBdqRB0WptSspB6Y2e1TQSC6JO0VwEH+ek85+k8cFFQW4nTYjXCdhtHEqqlEYNYviTGILqog8HKvqiqgp8kQ1c7HBY5rnLjlQR1FcoJfyhXgxg9hMBu2r64tRs4t57XDHkH0Rod6X56ALYxZ3+txS7n39aMpzqYoltHca4cjtsDMQjA3Ck4WqsdBZMB/UIct/NBi9t2GtwWvaRMBZwNIqP10DwZhwBuDMo7F6U9T3lNL55LXuZmmNH4/DDrNj0QMjAn0qoSmVOWVf6RJwl1JSOY/Vnj5qDye1iVAApRQLa0rQA73saYn5vXcXzCWvv9kIiH3bhpw7ImS7HDYGgmEUilnFXuy+Mqr8eXT2B0eqtnGT7t6V+dzgsMMACabFJnFE4532rGPOTyq/NcCYhpfOR+28P2qWmkBeEfS3mwJF2lhEc6lsaCBscxJ2FxJadAnho50JPr/DMXMEtEAf/OVGePk37POdytUtH6a4so4/fng1i6rSq2YFYTzUlebz7uv+gbaeD3H7Qw/gf+2XvGXXbdjf/C2t3rk4T70G/5qrR7RFFgRhahGZ6Y4XoDRm4DychmScF804aZ7THlvAdTjhLAVh5RzRREcpRUvZumhghNGuwTYslcuGbnN5oXb0vkyjoTTfTVNXPzalUCo2tCzLd0JvYtrVs4sZCIZw2W3485xpyx8frGJMxA9iZ53OsRYz2RzxtzpvcQVd/UFodEFwIGHh6NEKNs6ISRxxCwSnMKOLmJ9W+t0caO2JRniMp7bIQ1GV32iabAq7TSVoJSPaJ1W1nJ5jxrxT2R0M2vxAKHYdRrdeVTJ9+bWw/HQWdQ/Qc6CNeRU+th7pMIKUv5bjlRsJOvPx2nfjTWGmu25BdUyrVbMKalbhjWhg4oTeiH9oqkF+quxruwuqTBj8uhIvHEk6zhIGirx54Agy210bNakOuApprL2QVWXF4D8/YTLjslNiaxWun1tGU1e/mSxacjF1dhfETa4M64c3TiL3rjSFFp6CGuhpMb6kAJ4iU5eVyxLK4nbYTcTGk4lS1qRRGhrOht5Wo9nXSW3CspYasPwa55X7cNpt1JVktvj4zBDQjrwMd30SmrZxq+sqvtJyOe8/az43XrQous6LIJxMivNdXPuOywi8/VIef2UHh566jeUn/sppT38Tnv4mXfmzcS2+EPeiC6F+nZhBCsIUwm3NRAMxIalqBStVERUDxXTvd3IkCF6XPWUUxbFyvOKckRNNJKMQAOeU5XOkPb25mUYRatgAdZkv3HvS8BRD4SxCtkI49mRaweW0hmJ6AyEjbFm3O8HPqiF2Pwo9TlI6s1h4LSE93z26MYhSUFfs5VBb79CdDteQpR38eU5jbuvZCN1NcGgcseEWvY1wMAS7OomKFcM8EtWFHt6+siatcJqfQuBZP68U8q9IKfg11V1khM3wkwCc1lDCvpYe/HkOaos8o25bfreDE9YYsMznjlpSFXqcRpMDBJ1xz6dr6Fp4FRle89S6YnYe74otMj33PFKJZkME1bQkCgPlpWVRzXqVP49jnf3m2fQmaonjfe88LntUkI/3ITspdj1zz6O125hHlxe4sdsU5y+uSBmQhvKFRiPutOrW7jQ+lgB9MdPHFbWFEL/wd6Rs5UOX3xgV+eVDx2CVy2LLKDncUGEtwu3Mi5lY+mug82jMBtdTRM+8t9Hb2GdlT8XqOwOmt4A20AWPfB39/M102Ir5zOCN7HCdwa8/dApnLxidnbIgTAROu423rF0Ka7/OgdYv8j+bX6T79XtY3vkC61/8Nbz0CzSKYMl8nHWnwaw1Zla4cvlQ3wtBEHKCTUurEk20LLO6OQCDc8nv3E9h/VryMoy0NyLliwkEAsyvOTlrda5tKMGXauA0Ckp9bi5fVTskuIUJhX6I0+eWw6KFuWHmbQUo0S3HgFiEymQcdhv+VKZQeYXQeyLRl24EZhV7cTvslI+wWG0q8qz13FKZZZ01v4yOvhT+cO4CcBew1t6X2lQrE1xe8lwwqzhA0zFLGkgWpPw1xm/HYljNqac4YcANZoHm5EAlNUUeKgvy2N3cBUCo7kxw2cl3O1hu+e7FR+LLlIVVfhamcG8pS+UbtmATODK/v8kUep2cPicuj3Faa5/bQX8gxEXLqzh0oo9tRzuGmgTPPsuMaSNEnlFvqRFmihvgRCtg6qJ3MDhmrXVEiJtQ/Vl+Kf0eYyK9bo4p+7CRR51pBF9PMcx/C+x+eKhZrlJpTZpHpGyB0doBzN0wdH/FEvMBWPL21OeoO2Oo/6zdDfSNqZubngJaOAzb/kjor1/G1n2MW8Ob+F7wWt573gp+fO7clLM2gjDZzC7N54OXbkBfci6vHe7gh6/tp2nbY1R1bmVV827Wtt1H0Wu3AcbcQZUttDqJpWY2p2IJFNblxgBHEGYwdpsyi+amGti7vLDkUiZObwZULWd9pm7Tiy9JqY0YjlQLtMaToFUYgbPmlyUsft3rrQFvL6pyeVb6rogPUCqfL7/XTaHHSU1ZZgPx9qJlKLcfqpdBUQPkpV7PKx1jEc7ALDxeV+ylpGbo9SLrmaVjpHubCStqi3ioqclcx5MkGM0+M/MTzTnXuJ9g/Nu2N3am9NE6zRK+9jQbPytdUA0TNdkxAkVeF32DoZNq1XJaQwntvYMJAvsQf0V/NVA99GCloMJojDYuqsBumYtmuuxCKiL9mH2s7XPR24btc0YKXjIiniJY+o7R9x8FKeovQvUp6fdlis0GtvG3rwjTS1IJh2H7XQz+7Zu4Tuxkl57NlwJfY84pG7jnokVUF05cxQnCRKGUYlVdEavqVsGlq9jb3M3ftjdx8xvHaDywi5VqD6sc+zit4zjz2p+gYMsdsYPd/pjQVrEUKq1v7+hnEwVhKqKUOhf4PLAGqAH+Xmv9q7j9Cvgq8BGgGHgO+ITWeltcmmLgB8Bl1qa7gU9preNikw/PwkofO4915d58ySi0OiPicNNTsZqBvPTR6ZKJFxbWzy019lMFdekPOMlUFLhZWu2noWyokGmzO1hQUQAZ+gj2+BpwO+xmYDZKP76xEtGsVPrzTGS7cRAZiI/2mXU5bFxy2mLorTBBEsaK3Rm1DEm3MHm22bAw86h7Y8XlsEVNJQs9zoQFm9NiLVwe74NYOFyEzVEQMbEcc+Ca4Xy2JorRLlu07MqsTAhFtNWjCgplMT0EtIFugq/fSd9TP6agYxcHwzX8SH8a76qr+O6G+dFVzwVhKjC33Mfcch/XnzuXzv7TeH7vCZ7e08I/72llx7Eu/PRwiruRTaWtnJp3lNmDByjY9ifUS/8bO4mvKiasRbRt5YsndrAmCLmBD9gK/Mb6JHMjcAPwAWAn8BXgIaXUIq11xGboNqAeuBhj2fNL4LdAGluWoSyu8seCbkxjNpy+dszHZuqvczJRSrGgMk1gsMhC3BmE63Y77CyoKGBWhg7/E8VExloZN1N5IrBw1tR+HxZZ1jP+DIS5UeJ2mHYw7gA22UapmClohpETJ5raIg+hsKZuDHU5dQW0cJjQ4Zdofep/KNz9Z9zhXo6GZ3GL8zMUnXENXzprLhUF2X8ZCMJ48Oc5ecvSSt6y1Nj0t3QP8OzeVp7Z08qv9rbylaNmLRmHDc6uDHBBaSur8xppCO3H27YT9fwvYjbRymaiRVYsgYplMQGuZO5QW25BmCJore8H7gdQSv0qfp+lPfsM8C2t9R+sbe8HmoD3AD9XSi0BLgLO1lo/Y6X5KPCkJcTtRJgZOCxtn38YU6g4lqYwMTzZKKVMEIPkEORjoLzAzcETvTiyNHgdLWsbitnb3EPBRLip1J8x/nNkm8KT44Pqcdm5eHn1mLQ+w9FQmj9hWr6MWHzp0OU4JpnRBgaJZ2oJaL0n6HnzSdpevRv/oUfxB1vxayf36fXsrruK086+iK8uLE8IaywI04kyn5tLV9Zw6UoTKretZ5BXDrXx0gHz+fedefQFqoBTKfI6WVaVz9klnazxNDJPH6S4eze242/A9nuJugA78qB8kRHaKpZYgtsys6ZOztlrCcKomANUAQ9GNmit+5RSTwBnAj8H1gPdwDNxxz0N9FhpRECbKdjsZlBnTxH6O5dIFcRgDJwyq4gFlQUTPhA/WRTkOTml7iSHVZ8Iak6F0GC2czEuTsYzMen3zuGOTbpMQXJPQNParCnQfhDdfpCuxjfp3v8ynubXKB44Qj4Q0h6eZhVN1RupWPMONq2Yx5WT5DAqCLlEcb6L8xdXcv5io2ELhsLsONbFK4faeeNoB9uOdvLfr8JgsBKoJM+5jkWVBSxa5OBUTxOLbYeoC+yjqHs3jj2PgBWUBDDRkiK+bRVLjKatqN7M2k3hTk+YUURCaRxP2n4cqI1L06zjInxorbVSqinu+ChKqY9g/Nmor6+f8AwLWSZd9Lgsc2pdMXvjFiOeCGw2hU+Cpk08pfOynQNhGpD1lhnc8id4+KvowV5UoBd7sDe6AKIC/ECnLuM5PZcW/4W4GtbRsOo8LmiomDKzPoIwWTjsNpbXFkZDD4MR2vY097DtaAdvHO1kx7Eunj7Qwx0ddrRuABqA8yj0OFnoH2S1p5Fl9iPMCe+nqmMvRUduwxnsiZ5Po1AFVSaCZFG9sYX310J+GeRXmAVG88uM87ho4ITcIDm8okraliqidHIak1Drm4GbAdauXXvyVnIVhDjqS73Ul05xnyBBEDJm0gW09/ziWXYd72YgGGIgEGZVeA/vcdTSq/PoxW0+jiLC/lm4y+ZQ27CQxXPqOa+6IOq4KAhC5jjsNhZVFbCoqoArV8e29wdC7G/tYV9zD/tae2hs76exo5+nOwu5s6WB1p7TrJSaGlqptzVRSwuzVDOzO1up726h5shTVOhmHAx1qg8pB/2uEgLuEsKuAhNxMq8Am6cQh8eP3ePH4SnE4fagHB7LHCFv+G+705gf2ZxZc/qdUWgNwQFT91NT2D5mfVcBh+K2VxDTqh0DKpRSKqJFs3zXyhmqeRMEQRCEk86kC2hrZhfTUJaP22Ejz2nH45xPr+9qynwuygrc1BV7KfO5ElY7FwRh4slz2oeNPDcQDNHWE6Ctd5C2nkHaemO/t/YGeHYgQPdAkJ7+Qex9J3D2t5I30Ep+8AT5gTZKaKc00ElxbxcFqpsCmvDRR4HqxU0fTjVypLThCGEnZHMSUk7CNidh5Uj4DtmchK192uaI/o58dNJvHbdN213Wfwfa5kIrG0rZUCq2iKdSChRmu/VfmR3mt/XffLQ5Fo1CY0NjdJFYFgMaHdaEdZhw2PzWOoTWmnA4TFhrdORbh6392vofQofDaA3hcNiEztaafBesqPRAsN8IWcF+4xcR/z84OPz+iB/F5980mtGpxz6MALYJeAFAKZUHnAP8k5VmMyYS5HpifmjrgXwS/dIEQRAEYVKYdAHthgsXTfYlBUEYA26HnapCO1WFo/fJ0FozEAzTMxCk2/r0DIQ4PhCgeyBET3+AwEAvof5OggP9BAf7CA32ExrsIxzoRwf60UHzTXAAFRrAEe7HFg5i00EcOoBNB7GHgth1AIcO4tBBnCqIiyAOQjgJ4iSIS/VGf5uPtU9Z+61tDoK4xik05hxv2iCqnXTHtJF2V0wr6S1N3Odwgz3pfw6Ho1ZK+YD51l8bUK+UWgWc0FofVEp9D/gXpdQOYBfwZUxQkNsAtNbblVIPYCI6Xo+RqX8O3CsRHAVBEIRsoOL8okdOrFQzcGACr18GtEzg+bLFdCkHTJ+yTJdywPQpy3QpB0yfskx2OWZrrSd05Vel1Ebg0RS7fq21/kDcQtUfJXGh6q1x5yhh6ELVnxxpoWqlVBcS5XG8TJe2lC2k/saH1N/4kPobH2nfiaMS0CYapdSLWuuxr3qZI0yXcsD0Kct0KQdMn7JMl3LA9CnLdClHtpD6Gz9Sh+ND6m98SP2ND6m/k4d42QuCIAiCIAiCIOQIIqAJgiAIgiAIgiDkCNkW0G7O8vUniulSDpg+ZZku5YDpU5bpUg6YPmWZLuXIFlJ/40fqcHxI/Y0Pqb/xIfV3ksiqD5ogCIIgCIIgCIIQI9saNEEQBEEQBEEQBMFCBDRBEARBEARBEIQcYUIFNKXUuUqpu5VSR5RSWin1gaT9Sil1k1LqqFKqTyn1mFJqWVKaYqXUb5VSHdbnt0qpoonM53jKoZRyKqW+rZR6XSnVo5RqVErdppSqTzqHWyn1Q6VUi5XubqXUrMksx0hlSZH2ZivN55O2Z70smZRDKbVQKfVHpVS7UqpXKfWyUmpJLpXDysdI7cRn5fOw1U52KqU+m5Qm62VRSn1RKfWCUqpTKdWslLpHKbU8KU3Ot/mRyjGV2nwm9yQpfc62+VxHKfVxpdQ+pVS/UuolpdQ52c5TNsigP5uQPkAptUIp9bh1jiNKqa8opdQkFPGkMZl96DStv09Y/XKn9dmslOAohnoAACAASURBVLokbr/U3ShQSn3JasM/itsmdZglJlqD5gO2Av8I9KXYfyNwA/Ap4DSgCXhIKVUQl+Y2YDVwMXCR9fu3E5zPkRiuHF4rT9+wvi8H6oAHlFKOuHTfA94JvBs4B/AD9yql7Cc360MY6Z4AoJS6CnNPjqbYnQtlGbYcSqk5wNPAPuB8YDnwZaA7LlkulANGviffBS4B3gcswTxr31JKvS8uTS6UZSPwE+BMTJ0HgYeVWfQ3wlRo8xsZvhxTqc1vZOR7AkyJNp+zKKWuAb4P/DtwKvAM8BeVJLTPEE76e18p5QceAo5b5/g08E/A5ya4LJPNRiahD53G9XcY+AKmvGuBR4A/K6VWWvul7jJEKXUGcD3wetIuqcNsobU+KR/MwPgDcf8V0Aj8S9w2D9AFfNT6vwTQwFlxac62ti06WXkdTTnSpFlq5XGF9b8QGATeG5emDggDb81GOYYrCzAbOGLV/37g83H7cq4sqcqB6SBuHeaYnCvHMGXZCnwtadvjwI9yvCw+IAS83fo/Vdt8QjnSpJkqbT5lWaZam8+1D/Ac8IukbW8C38x23rJcLyflvQ/8A9AJeOLSfNl6hlW2yz2B9XdS+tCZUn9WuU4AH5W6G1WdFQJ7MJMEjxEba0gdZvEzmT5oc4Aq4MHIBq11H/AEZvYIYD2mg38m7ringZ64NLmI3/pus77XAE4Sy3oI2E6OlcPSAPwO+LrWenuKJDlfFqWUDXg78IZS6gHLVOQFa5Y7Qs6XI46ngLcrpeoAlFJnAquAB6z9uVqWAoxWPtIOpmqbTy5HKqZKmx9SlunQ5rOJUsqFqaMHk3Y9iNRPMhPVB6wHnrSOjfBXoAZoOBkZzxInqw+d9vWnlLIrpa7FCLnPIHU3Gm4G7tRaP5K0Xeowi0ymgFZlfR9P2n48bl8V0Kwt8RrA+t0UlyansF7W/wXco7U+bG2uwsyCtSQljy9rrvA1oFVr/dM0+6dCWSownfKXMB3JJswA9Fal1KVWmqlQjgifBl4FDiqlAhjt2Re01vda+3O1LN/H5Huz9X+qtvnkciQwxdp8qrJMhzafTcoAO8M/14JhovqAqjTniL/GdOBk9aHTtv4s36ZuYAD4GXCF1noLUncZoZS6HpgP/GuK3VKHWcQxcpIJJ3nhNZW0LdXCbMlpcgJrJvoWoAi4LJNDyKFyKKU2AB/AaGdGfTi5U5bIRMNdWuvvWr9fVUqtBT4B3Jv6MCC3yhHhU8BZmGfqAHAu8J9Kqf1a6weGOS5rZVFKfRdj1nC21jqUtHvKtPkRyjGl2nyqskyjNp8LjPRcCzEmog9IdY50x045JqEPna71txPTnxVh/GZ/rZTaGLdf6i4NSqlFGD/ac7TWg8MklTrMApOpQTtmfSdLyxXEJOljQEV8ZBfrdzlDpe+sEmcmtBK4QGvdGrf7GGaGtSzpsPiy5gLnAdVAo1IqqJQKYnxTvq2UimgGpkJZWjDO1W8kbd8ORJz2p0I5UEp5gG8CN2qt79Fav661/hFwOxCJtJdTZVFK/TcmmMT5Wuu9cbumVJsfphyR/VOmzQ9TlunS5rNJC0bDONxzLRgmqg84luYcMA3qfBL60Glbf1rrQa31bq31i1rrL2I0kJ9F6i4T1mP6+a1x74MNwMet35F3nNRhFphMAW0f5iZtimxQSuVhIoRFbFc3Y0zV1scdtx7IJ9G+NasopZzA/2EGaudprY8lJXkJCJBY1lkYZ8qcKQcmetRKzOxT5HMU+G/gAitNzpfFmvl5AViUtGshRgMFU6AcFk7rkzyDGiLWXnOmLEqp7wPvwQwsdiTtnjJtfoRyTKk2P0JZpkWbzyZWf/MScfVjsQmpn2Qmqg/YDJxjHRthE+bZ3X8yMj5ZTFIfOm3rLwU2wI3UXSb8GVhB4vvgRcyE8CpgF1KH2WMiI45gblLkJvcCX7F+11v7v4CJ5HIlJgz67ZgbVBB3jr8AW4AzMDd5C8bXY9IipwxXDoxZ6J8x0WdWY2YFIp/4CDU/tdK8BROG+VHMzI49V8qSJv1+4iK65UpZMni23oGJPPcRjD319ZhB5iW5VI4My/IYJpLjRoyT7gcw4as/lUtlAX5stefzk9qBLy5Nzrf5kcoxldp8JvckxTE52eZz+QNcY/U3H8YIrt/HOMrPznbeslAXJ/29j4kyd8w6drl1rk7ghmyXf5x1Nyl96DSuv29hhIUGjKDxTUy02Yul7sZcp49hRXGUOszyvZjgG7sRY0+a/PmVtV8BN2HCdvZjgh8sTzpHCcbHo9P63AIUTfIDmrYcVkeQap8mMbxwHvBDjIq4F7gHqJv0GzzCPUmRfj9DB2tZL0sm5cAIMrswwszrwLtzrRyZlAXzgv5fzAC5D9iBMW9UuVSWYdrBTXFpcr7Nj1SOqdTmM7knKY7JyTaf6x/g41bdDWA0audmO09ZqoeR+rMJ6QMwA/AnrHM0Al+N7xOn4mcy+9BpWn+/wljJDGCCUjxM3FIgUndjqtPHSBTQpA6z9FFWxQmCIAiCIAiCIAhZZjJ90ARBEARBEARBEIRhEAFNEARBEARBEAQhRxABTRAEQRAEQRAEIUcQAU0QBEEQBEEQBCFHEAFNEARBEARBEAQhRxABTRAEQRAEQRAEIUcQAU0QBEEQBEEQBCFHEAFNEARBEARBEAQhRxABTRAEQRAEQRAEIUcQAU0QBEEQBEEQBCFHEAFNEARBEARBEAQhRxABTRDiUEptVEpppdTGbOdFEARBELKJvBMFITsorXW28yAIOYNSyg8sBd7QWndmOz+CIAiCkC3knSgI2UEENEEQBEEQBEEQhBxBTByFGYdSaqFS6k9KqSalVL9S6qBS6g6llCOVOYdSyq6U+rpSqlEp1auUekQptdhKd1NcupusbYuVUn9VSvVY5/57a//7lFI7lFLdSqlHlVLzkvJ1rXXuZivNK0qp909WvQiCIAgzD3knCkLu4ch2BgQhC9wLtAP/ALQAtcDbSD9h8TXgS8B3gIeB1cDdw5z/DuAXwH8CHwf+Rym1ANgI/DPgBL4P3AasiztuLnAn8C0gDJwL/FIp5dFa/2y0hRQEQRCEDJB3oiDkGCKgCTMKpVQZsAC4XGsd/0K5zdqfnL4Y+AzwM631F6zNDymlAsB/pbnMd7TWv7GOfxF4O/BRYE7Ehl8pVQ18Xyk1W2t9AEBr/e9x17UBjwHVmJemvIwEQRCECUXeiYKQm4iJozDTaAX2At9SSl1vzeINxwogHzMDGM+dwxzzl8gPrXUb0AQ8m+RgvcP6rotsUEotUEr9Til1BAhYnw8Di0bIoyAIgiCMBXknCkIOIgKaMKPQJirOJuBF4JvALqXUXqXUP6Q5pNr6bkrafnyYy7Ql/R9Msw0gD0Ap5QMeAk7BmHycA5wG/A/gHuZagiAIgjAm5J0oCLmJmDgKMw6t9V7gOmVsN04BPgn8RCm1H+hLSt5ofVcA2+K2V05wttYDs4FztNZPRTYqpaSNCoIgCCcNeScKQu4hGjRhxqINrwKfszYtT5FsC9ADvCtpe/L/8eK1vgORDZat/+UTfB1BEARBGIK8EwUhd5CZCGFGoZRaiYkW9X/AbsAOfAAIAo8ABfHptdZtSqnvAV9SSnURi1j1IStJeIKy9gzQCfxYKfVVjI3/lzERtQon6BqCIAiCEEXeiYKQm4iAJsw0jgEHMTOEs4B+zIzgpVrrl+LXeonjq4DCvIA+DTyHeYE9DXRMRKa01s1KqSswUbDuBI5iXpol1vUFQRAEYaKRd6Ig5CDK+IcKgjAalFLvAn4PnKu1fjLb+REEQRCEbCHvREGYWERAE4QRUEqtAy7BzBL2A2swUaV2AmdqaUSCIAjCDEHeiYJw8hETR0EYmW7gXOATgB8TXvj3wBflRSQIgiDMMOSdKAgnGdGgCYIgCIIgCIIg5AgSZl8QBEEQBEEQBCFHEAFNEARBEARBEAQhRxiVD1pZWZluaGg4SVkRBEEQpjMvvfRSi9a6PNv5mCjknSgIgiCMleHeiaMS0BoaGnjxxRcnJleCIAjCjEIpdSDbeZhI5J0oCIIgjJXh3oli4igIgiAIgiAIgpAjSJh94eQQDkPrm9C0Hdr2Q18bBPtB2cDtB185+CrBVwVlC8BTlO0cC4IgCIIgCONFazjyMpTMAW9JtnMzJREBTZg4wiHY+yi89n+w5xHobYntsznB6QUdhsFuIGl5h4JqKF8EVStg1ukw6zTwV09q9gVBEARBEIRxEhyAtn3QeQSWXpbt3ExJREATxk8oAK/dDk/+p9GW5RXBwrfCnHOhcjmUzAV3AShlpQ8a4a37OHQehead1mc7PPdzeOaHJp1/FsxaC3XrYO5GqFgSO4cgCIIgCFOXQB/suM+854sbsp0bQcgpREATxsf+p9H3fQ7VvIPWwmX8bc7XeZQ1HD+mCTcC9KDUFnxuB7VFHmqKPMwq9rCsppD5lSuxV58Ciy6OnS84AMe2wOEXzOfQC/DGn80+XxXMOw8WXgQLLgSXNxslFgRByFl6B4NoDflueb0LOc5Al/lu2y8C2nRDJtPHjfTgwpgYHOjn6J030vDmrzlKOTcNfo6Hjq8hv83BrOIgZQUu7DYbWhtTxs6+ANsbO2npHoyew+uys7y2kLWzi9mwsJzVs4txOtxmNm3WWuAfTMKOw7DnUWM2uesBeO134MyHRRfB8nfCgreCXR5lQRCEh944DsDlq2qznBNByBQZzE9f9MhJhJTIqFYYFe29g9zx6POc+eI/skzv5nbeymuLP8fbFs3iy/XF1BV7sdnSd7b9gRCHTvSy5UgHrx1q59XDHdz8xF5+8tgefG4HZ80v5a3LqnjL0kr8eU5zUOEsWP0+8wkF4cDTsO2P8MbdsPUPUFgP6z4Cp75Pgo0IgiAIwlRAy+B9+iJC93gRAU3IiN7BID97fC9PP/UoP+JbFNn62HLWD3nn+X/HtfbMV2vIc9pZUFnAgsoCrlw9C4DO/gDP7G7liTebeXRHE3/ddhyX3ca5C8t4+yk1vHVZFXlOuzmB3QFzN5jP2/4Tdv0Vnv0pPPhleOxbsPaDcM4NIqgJgiDkGM/saaGjN8DFKyQAlCDMCEQIHzMioAkj8sDWY3ztnm1Ud77OrZ7v4PAU4Hzf3ayoWjEh5/fnObloeRUXLa8iHNa8erid+19v5P4tjTy8vQl/noN3nFrL1WvrWF5bGDvQ7oQll5rP0Vdh849NgJFXboHzvgRr/l5MHwVBEHKE5q6BbGdhxtPU1c/mPa1sWlqJ15Uj70fxV5qGiGA2XmShaiEtHX0BPnP7K3zslpc4y/Umd+R/B09RFc6P/M2Ewz8J2GyK1fXFfPnSpTz1hfO57fp1nLe4gttfOMSlP3yKK3/yNPe+fpRgKJx4YM0qeOcv4KNPQOUyuP/z8NMz4eBzJyWfgiAIgjDVONjaC0BbbyDLORGmI9sbO+kbDGU7G9MCEdCElGw72sFlP3qKe15v5BtnhPjOwNexF9bAB+4zPmGTgM2mOHNeGd+/9lRe+NJb+MqlS2ntGeSTt73Cuf/xKL94Yi+9g8HEg6pXwvvvgWt/B8E++N+L4JFvmKUABEEQBCEHCIbCPL27ha7+yX035ZZeI7dyM6U4/CIcfSXbuUigoy/AruNdPL//RJxpo9zjsSICmjCEe18/ypU/eYaBQJi7rq3kvbs+i/IUwXV3ZW3x6EKvkw+ePYdHbtjIL65bS32pl2/cv51zvv0oNz+xJ1FQUwoWvw0+9jSsvBae+A/4fxdCy+6s5F0QBCFK6x7oa8t2LoQs09w9QEv3ANsbu7KdlRxATBxHTdt+05fkIOFwnFA2A3zQOnoDPL/vRDRq+UQhApoQRWvNTx7bzSdve4UVtYXc95HlLH/8I4CG9/0ZCrMfttluU2xaWsntH1nPnR9bz9IaP/9+/w7O/Y9H+e3m/Ymmj3l+uOKn8K5fwYm98Ivz4M2Hs5V1QRAEM+u9+2/ZzsWMJhzW7G/pmfABlSDMZGaqK+HLB9to7OijayA4cuJRIAKaABjh7Jt/2cF/PLCTy06p4ZYPrqH0/o9C2wG45hYom5/tLA5hbUMJv/3QOu782HrmV/j417u2cckPnuLp3S2JCZddAR97Copmw23vgmd/NiNmdQRBEISh7Gnu5rXD7Rw80ZvtrMxs5D08LdFoZpJpY2RpqQTN4cD4NeMioAlorbnp7m3c/MRerls/m+9ds4q8R74Kex+FS78Ls8/MdhaHZW1DCb+7/gx+9ner6RkM8t5fPsfHfvsSxzv7Y4mK6uCDD8DCi+GBL8C9nxW/NEEQhBnIoGVpMRgMj5Dy5CNaPKam6kVrGBQBP54peBcnhMjSv1H5rHmXWQKq98T4zju+bAnTge8+tItfbz7Ah8+ew9cuW4btld/Acz+FMz4Oq6/LdvYyQinFRcurefhzG/j8hQt5dGcTb/nu49z+/MHYC9DtM9rAsz8LL/0v/P46CPQPf2JBEARhWqGsoeRMFo1yYzA9he9Ay5uw837o78h2TnKOxDmHKXyPx0qfJZgN9ozrNCKgzXB++eRefvjIbq5ZW8e/XLIEdeRluO8GmHcBbPq3bGdv1OQ57Xzy/AU88JlzWVrt55//uIX3/vI5DkVMWWw2eMtNZpHrnffD766VWTBBEIQZRERhI8orYcz0tprv/s7s5iOHUFbDsgX7oKc5y7mZPNL3I8N3MKHw8PtFQJvB3PHiIb5+33betqKKf79yBaq/He74ABRUwzt/OaUXeZ5Tls/vrj+Db1yxnNcPd3DJD57kga2NsQSnXw+X/wT2PQ63XjUh9sKCIAhC7qPCg+T1HctuHrKkw8pNoTQ39HmjQlnDZ519M9lco/ToY3Do+WxnI4tk9jw/uG34PkgEtBnKk28284U/vM45C8r472tWYVfAnz8BXY3wrv8Fb0m2szhubDbFe9fN5v5Pn8Ocsnw+dsvLfPWurfQHrEUUT32vEUQPPQe/eYcIaYIgCBNB+0FjApajeI+9SGnrS+iAWE9MawJ9sOVO6Dw6cecc6DLCR1QNKwJahIhYorQsVJ0Jg6Hhnx0R0GYgh0708qnfvcKCigJ+9ndrcDvs8OxPYOd9sOn/g1lrs53FCaW+1MsdHzuTD589h19vPsBVP3uGI+19Zufyd8K7fm1CX992renQBUEQhCit3QNsbxyFKdeh56HxtbS7dx3v4pWDWVoLbu/jOHqN+ZUKZ38gmZMKrWR6WszSEBP9fjzZ6rzIeoMn9k7cOQ+/aCYgIufOVEAb6DZrl8URGGGAPi0Y5h4fbuud3nUwzudbBLQZRu9gkOt/8yLhsObm69aQ73aYDuehr8DiS+GMf8h2Fk8KLoeNL1+6lF9et5YDLb1c/qOneOmA5ci55FK44udw4GkTOCQ4mN3MCoIg5BAvHWhj1/GuxDDSQDAUHrItE7Y3dmYvxH28b4w1uM6VSIqvHGzjrlePTMq1RhU48cjLRiDZcR90HM5yZk4OTV39o5uEiDdjO/AM7Hti+OR7HzVjLetZ6+wPcP+WRrYdnT5BRkZzGzv7A7x0oI1XDrafvAxNNJlG7pyg51kEtBmE1pov/GELO4938YN3n8rs0nzj4HrnB8FfA5f/KCc6ypPJW5ZW8qdPnInP7eDdNz/HnS9ZL5uV74JL/xvefBD+9BHIgZlVQRCEXKAvkLo/vG9LI4+/OZWDAWgCoTB3v3aUN4+P38Q9EArTHbdYbX8gxMHWzAXRUQmtwUEIZ0H7ME2DP2ze08qusT4DnUehu4lwWBNMpxEKDphva1Kgvccs87O7qTt1+nAIWvdAxxEITewCyLlAMGQE1f40fUsqtNYJgTW01mOaIBozR18xweUynsQXDZqQIf/vqX3c89pRPn/hIjYuqjAb7/8n6DgEV/4SPMXZzeAkMb+igD9/4ixOm1PM5+94jW8/sMPMoK79exO5ctufTCTLHJlVFQRByFU6+yZoPclw2JhFTur6lJoBay20A6MQpNLx9O4W/rb9ePT/5r2tvHKojYHg0EHouOdCt98NR14c50kyJD6z43kvNu8yn9jJhiTpGwzRMzAFBJIUN/DxXc3ct6UxRWLAZjffmZpEHttiBIKDm+Hoy2PMZHbIRCMdSROpxs7+AHe9eoTO/vTtf/OeVu59PeZP+Ndtx3l8V4YTBgc2Q+PrmaVNR5cV1CM0koCWIkxsKAg77jfmwhkiAtoMYeuRDr79wA7euqySj2+cZzZuuRNevx3OvRHq12U3g5NMkdfFr/7+dN6zrp6fPraHG37/mlm09KxPx9ZJe/K/sp1NQRCmGgPd2dFsTHVO7DWBRZq2j/kUz+xpGZ2JYNwAaiKMRzqShNUBSzsw3Hg13b7jnf109KYZrEYOaj842iwm0Nkf4N7Xj9I7OEkC0bHXzWcIscp/8I1jPBwn5E4EvYMh7nr1CK3dAxNwtqQbFncDhxMuYoP2DPuGeCFgMI2WLccYi+weiWZ6pM34Nza2p1+btjnp/g0EQyPUeRydR6Bl18jphiPaSSQWNJRc8KTOZHtjJ09teRMCvUbwzhAR0GYAfYMhPn37K5Tmu/n2O1eatSraDsC9n4W6dXDuP2U7i1nBabfxjXcs5/MXLuSPrxzhQ79+wZinnP8VWHE1PPJv8Orvsp1NQRCmCqEA7HoADr+Qev9IIxitjYA3Ribbl8rXtY/KxkfTXvepN1vYeiRDH5vIwHUcUfGau0Y3AFeMs860hs40GpNx8uzeVh7b1TQh53piV3N0mZn48h5o6SUU1jR2pB8UTxRNnf20947Pv3swGOZET5pztO03k84pfIQ6+40Auj+NlnSk9ahSk5lEHw5rU+dJg/ZCjxMAu21i3EpeO9TO5j2tE3KuySBS41PLqyZ1ZodYEUSjw2pCx7bxZmMrXQOjtwwQAW0G8PX73mBfSw/fvfoUirwuo2r900fNy+XKm6f0emfjRSnFJ89fwHeuWskze1q59ubNtPYG4PIfw5wNcPcnYc8j2c6mIAg5zPbGTqO5ifiudo9RA3DsdSPgjSFa3pH2Pu5+bQLDiacgeRhb2PEGjlAvgVDqAW5rzwB7mk/C7H9P68SYQo5Xg9a03QSX6hr9mmrjGpeOUqhs6x2MmnKmzUtwELrMc/vwG8d5ft+J5BSRi4/q2hE2721ld/KzMMpybN7bypPpfB4j2sQBK9BHOATHtwHgdpihbrC/1whx7YcSDh1TRNFolQxfhnteP8pj8WZ4SWXOd0/M+Gt/aw9NXSdf0J4oItUwbvlMGwH4rlePsOPYSV40fIQV7qNl6TYTKwOth3jlxacpah9qFXAsg0kREdCmOQ+/cZxbnzvI9efM5cz5ZWbjU/9t7Jov+S8obshq/nKFd62t45fvX8ubx7t59y+epakvDNf8FsoWwf9dNyq1tCAIM4sRgwu07jECxQgD0vbmw0aLHxy9KdaB1p60+waDicErcoW91oA9EAqj0wx0O/sDiVquUNBExDu4eeQLtB8cwaE/3VUzJGJ6FpzsgfE4gw+EBnHvfxQViBOYmt6A/U9CoI+ewSCNHZO45EyG62ZFNHCptZ5Jg+fmHdDfkbDLNmD9b9uXcGRarVwqek8k/A2Ewrx2qJ2uYUzthvXTnGRX977BEH2D2Q+CNs6WF6X2yP2E9zwODBNwJY7Dbb1DTJEzJ7WJYzr6B81zZdaFi4mih0708ty+kbWdIqBNY5q7BrjxD6+ztNrPDRcuNBsPvQCPfRNWvAtOuSa7GcwxzltUwa/+/nQOt/Vx7c+fpXHABe+9A/L8cOu7hsy6CYIwuSilzlVK3a2UOqKU0kqpDyTtV0qpm5RSR5VSfUqpx5RSyzI47zuVUm8opQas7ysmLNNdx42z/zDrgkXY3tiZ2Szwib0Jgsfupq705n3H3+CZp/6WELwiVzjS3sdgMMz9WxrZ12IJmHGqrMG2ozz2xlFejgvFHQ6HePHACY4dH8G0MLKg8OHnh0k0MwNBefqOYutvx9W2GzCWJHQeJaw1e5vGp4UYCIZ4dEfTsALLEDLUQLoCnSknOY6099EUff6t/XGmshE/p3R3W41JfWqO6ewbJBAO09g+sQJtT3vTSQmW8uAbx3jwjdFrfBPoaTGayKSJpFG1pqiN4/iyYvKTuSnwSwfaeGxnLP1AMJS5mfMIGrRkbGmeq3RRcYccn1EqYUpy0z3b6O4P8v1rV5nFqAe64I8fBn+t0Z4JQ1g/r5TffPB0mroGuPrnmzkUKob3Wnbtt74rNiMnCEI28AFbgX8EUo2IbgRuAD4FnAY0AQ8ppQrSnVAptR74P+BWYJX1fYdSamIiJ4WtQVZwgJRDmLb9Qyd/BrrMmkmpgo30tZt1qeL83LYdHWZQ3fQGvu596fdPAOPxI4kEqEgOAMBANxx4iqL2bQnCZ8Cqk8b2EaIuRuo9hbloJL97m2KaTzWukWLisckDvlT1E/GHGlaToDU07RhqzjnBvoaR7B3v7OeNxhTvuFFUzfGOATr7A8NrMyJ+YiNGw4ujs5GK40/h79w1pPgv7j/BruTrqbjhrUovoO1t7k4fJCUcSr/u26gf+tFpX7YfOMr26GSNMuvQtewe8bidx7rS+tQdmqi1B5t3mu80EQlH83SOr92N71yDwTAPbD02fP+ZktQlPJBUv7E7PrYyioA2TXlw2zHue72RT18wnwWV1tjkL18wJh9X3gx5hdnNYA6ztqGEWz+8js6+INf8fDP77bPh2lug9U34/fsnOQy0IAgRtNb3a62/pLW+E0iQXpSZBv8M8C2t9R+01luB9wMFwHuGOe1ngEe11t/QWm/XWn8DeMzaPjK7HqSy8dEhm3sHgzR1ZmD6dvhFOPSc+R0ZeR56zghu2/5otGXxRDQDGZjVNXb05YxpY0qzIq0ZtELQu5KDJVhmb87B9jRR3sc+sIudQ49P1ok7OF7bsWWEwCjtvYMZmRDm9R2D41tTRD4ce6Z1G9YPOAAAIABJREFUmt+gCWtNfL2m1OCMFOcmk7ztvB892Evn3uG0m0kceBoA12C6hY2Tn5+h+UilKUl3r57ecYR9W5+Bg89Cd2q/t7A26+jFX94R6MpIkBo1u/8Gja+OmGzHsU52Hhtqct3eO8jLo/C16+gNDF1jrL8D3nwYwuMfA0VOPdlBQlwDlonq4RcJtu4HMvMHy4QDrT0cSaFJdQ/EmzNm3nZFQJuGdPQF+Ne7trK4qoCPbrBC6m/9I7x6K5zzeZi9PrsZnAKcUlfEbdevoz8Y5uqfb2Z3/mp4+w+M78N9n5M10gQh95gDVAEPRjZorfuAJ4AzhzluffwxFn8d4ZgYA504QkNnph/e3sTmvRMQVa3twJgPfX7fidQmk+0HzUBrrHQcySjapD1ozBb7A6EEs6IIpYcfwr37/uj/3sHgEP8YE2kxecsoBnbhUGZBV+LPFxwY1UTc4fa+hNDwxztjGj97sC8WPMYi06iBKiKMJy9UPFHvn6S1qJJNssYT7n4ks8Hth5vZdbxrTCH+hy19pG5CQ01+o5qMFJEeEwiH/n/2zjtMjqtK+++t6px7enpyUhrlaDnbknO2BdhkFjbYhoXdD1g2kcMSPsIusMAHmGhMDsY2yAZsnC3bkmzJVvAozkianDvnut8fVdVd1V1V3T0zUo9G9/c888xMd1X1rdjn3HPOe2A9uh0TJyVxB83JEILDIxEcGFQ7eMHRHaIjpddqo+jcUSrkr7WTE/GZN8tWkNFolq3ltOUEit7xmOi4ZtNir7BsCpFkBk8eHsXBoaJnx8gBIDldVS8vAOKxGHhZO5ot/05F4YxW+KyLjAD7fgtOOsfV3A3BsedhysSAqT5wAzpqu2VRX9vKaz2TVabWiiPjhZm1d2AO2gLk/z7yGsYiKXzpjnUw85wYov/jB4DWzcDWf6/18M4aVrd48cu7L4JAgbd+7wUca9smOrgv/wR47uu1Hh6DwVDTJP0utipHFO/prVfxOoSQuwkhuwkhu8fG9JukyrP1qoiCkWGdjoOXjUqVcateJ50VpEhHdXBKg/XUTtHQmiknnweO/Dn/r95wmoafBCjFnw9o17xwuRSyqYLxe3AorCieJxgJJWHKRpFJFQzqvPpb8YcKubxDqCIdBXq2q16SDy+hAviB3epjAwCv/QE49Ij2Tik/kopRp2kD0YGm4cdBpOgPIDrNx8f1BV0qIZnN4dhYFFmjfnuZpChOo0nh+uJySVgHdxVSQg2WTxuIuchQgSI4+hzMMf06J4HSvBOr5Uzoblv6bKqMXOXfK8Lu19+QTl8xW2JYdCaKHOpwPFkafYtPIJrK5u/ZfERIDuwbHs/CvjhDR4CDDwLZFPacmsJrxU5REeFkZkZtAbIa6xwajuDV/mkx6jN5LN8rTFb8LIl6c8aKk/IxyuQEJJV1VpEhMRNgcE9hWWn/ibgiwgf/At/0ftFhLceEGKH0hA+pXrbFB8UJreiYYS9KQtX7lT8yM1DPNUJ9r1QfKmQO2gJjx7Fx/GLnKdx1+WKsa/OJD5rfv0ecgXvDPQBvrvUQzyq6G934xV0XglLgLfe8gGNr3w+sfgPw2CeBAw/UengMBqOUYkuEaLw243UopfdQSjdTSjcHg8Gygzk1pfzSL91kPJ3F7hOTCO99EJxsOBg4YI/1jGjOhpdnhlGX6CjscQ35/oqdROPleidiooOUd2gLhsyIJBvuivYBk73S+zqG14kdokNYhsHpRD4NyR4fBDd9At5QT6n5pKyPolS9v5Fh4NQuvLzvVbx8cirfZ0uXWMGRHwolMKglKJGKVKxm+MILz2IqnsaIUQrtyedFg9gg0kkBuCPHYIoOlI0YZgUBr/ZP4+homWtPyIppiP07gfgksid3laT6npyIIZEu+rx9v9UWC8mmEDl1UGHwUxweieLhfUNqJ0C1V9oYXYmW1AQCEy8hdOwFZAdezr8eT2XxYu84enTuObm+s8Rp0mzIXYBEBtHa/zDsMan+VBmlK46YSgiU4pl9x7GrT6EkWWGklwDwT+xB/dgL+dfGpbrPbI4WnC+FYzkeTan7GJLKXYYDg2FMRFO6ve/k28kROgzs/x04KW0yq2zZkZjSrwEE4Iypa3frJqTa3N6ngGGFKJOOCrdqHiwVESdydNJT+6fiyOk4fZWIjNgS1QuzMAdtAZHK5vDR3+9HZ8CBD1wjqTbu+IYonXvTl4DAktoO8CxlmdJJ+95OHL/sy2KD79+/W6wfYTAY8wH5G7A48tWA0ghZ8XrVrqOJVnQhlTGeEY5Ixr1uFIZScaJNodoYm0FaWEnEqVJ6n0bd5B5pKLQkujAXBCZeKn1RYT25I0eBgZeknkclb4tU2HtuUFH7RRRnzDV5AEjrRLZOvgDs/x2iqazY163vWWC6kI4VnalsN6WwRk6JBvnhP6NusnyNEVBwCgxPqexgFkUkZKeucPyKD6TGRgnJR4jKqRXKa8dSWaDvGfQd2Y/DO/8MT6gnv0w4mc1fjyphh+J6SwDo341DrzyL/YpUQtnBVfV2M0qp1DlOD+4dyB9ETjpeRw7tx/Ejhb5VGUEAoQKm45WeY2kcU31q5yk/PgqkY+BH9wOgYgqscj0AGCvtmwWI91/jyFOIDRwsOAty/7cKhuVIDKrqoaYk5ymdE6AX4VH3Maw8CkRB0TsRU/e+U1yw8l/2qUOqV/LOTiYB4chj6Hv5MaSyM3jmKAXdxtSRNj6nnjCglBbu/UipOmx4bAAnd23H8TH9yQkipEtSNKnCaXdHj8sfVsnoATAHbUHxg2d70Tsew2e2rYHdwouzZ49/Fli1Ddjw9loP76xG6aS9+Yd70Xvt9wB3E/CLt8yqRoTBYMwZvRCdrWvlFwghNgCXA9hhsN7zynUkri2zTllMmRh8U6IRVgn6pg8FDvweeO2hkncS6Zx6hvs0UGIcFRk7gDr1rBT9/ZcFTCzpqcqOEqVl0ztNmagqVYlSapwKCMCcCcER6S2Itcjs+634OzwAAHju6DgO9Z4sGQNHZybE4ooeh3tsT94xsSeG0dr/cMlyw+EkDlatNCdiZNzOtFlwJRL6cv1NMiPAlhyBO1JIt+QIQXDM+PYaCiWQzQmaSo/5CQrNy01DHKTo/4lYCgPTCfgnX0HrwMPwT+wppCZCTCNU7QsVqhKzGItKDsCghsMdnwQOPQIiRTY1L+cykyDe0GvYc0pKUdZJCXzq8Bie6CnUffrsFtX7ur3QDO6v6cnhGaVXqw5eqB9IhvLPiuLDGt//R6RO7QV6tmM8msJ4LI0/7R82jlLJb6kyw/WXV00IUYpEOlNweItPdGIa5NTzsKSnkE3qpyb7p/bBN70fJKkUYtEYQ2IKXKqye5k5aAuEoVAC3/jrUVy3qhFbu4NiEezv7gKcQeCWr515qZwFSMFJo3jTfUdw8sZ7xS+Pn79JlL5mMBinFUKIixCygRCyAeL3V4f0fwcVv8G/BuA/CSFvIISsAfBjAFEAP1ds46+EkC8oNvt1AFcRQj5MCFlBCPkwgCulbVWF0iZwRY/DGTsBU2JMewEAR0YiODVVRrBAx87IUWBn32TRDHeB0ua7BgZObFy3z6NSLl2gMFRwe/TgyIwdxpJvKA0DK5vLISfVHul9ozWOPCWmKknrn5qKY++paQi5XMlzmivelzLGZzZH0TD6rIaRWt5ofeXUdElKYr7mUFUDV7qtw6NRHNFILTT61GQ2B4FSvLivx2CpmfF4j37fqUrM90rMkZ29k3ilv5rvVb2eU9lCjz2J3vEYdvdNwhEX0+ccicEy0cvq7KcBOa1ZcX1lclSMWKV0ojAGdaeFRTTGoeOgTcfTCCczGJxOICdQ+ByF8hY+G8+nN1bKZCyNV8dJYd+qQZm+efIF4Mijhf+LdonPJZAaKo0gTpRpJl5SR5qRnqtlJmcCEy+hdeARnJzQcb6OPgYip30abIsTpPFVkGHgPPl42WUA5qAtGD67/TUIlOLjt6wSX/jLR8VCytd/B3DU1XZwCwjRSbsIlFLc8ZtxDNzwfbEQ+9fvZPL7DMbpZzOAPdKPHcCnpb8/I73/JQD/A+BbAHYDaAZwHaVUaRUtkV4HAFBKdwB4C0RJ/lcBvBPAmymlReGU6nDGyqQeUYqThytJadM21vaenCqp77AlRtDavx1cLo1njugLmJRw/Ml89CiWyuKF4xN4UVKglMUF/BN7sP/J3+RXURl4UjpRIpPTdRjngqcOjeKZI6KCXDKTq8jInJIMu2zPn4CjauVKa2ocFIA5E6nIBFdmqRlF5fICMYoUp76JGF44PgFbfAjmdEjajP6n8tk47MnStM2XTijqj/S8odEe7D/ej5dPTsExoai/EQQQIQtnTM76EFRjyOT0NlhIRCQVRwspkskkkjNJT5OIpoxrzOTIrT0+CHtCSk3LplRG8rHRmCLiVjhnebn1MsiOQbnAkbLnlZYgx6mpOI6NRRFNGdsJpkzl989QKIFcrvQYKT99V98kXi1ydJuGnwCXqm5SOZ0VkDU5jSOyem/INX1S+qBAqU79oD4lkv8KRiMpNA89pq4DlKPoJwuR2uKWIwQENukek+9ZgerXlFFQRFPZylpJQH87clN1d/iI4frMQVsA7Dg6ju2vDuG9VyxFe50D6HkY2P1D4JJ/BhZvrfXwFhyykyZQitdv5zB65ZfEotQ/fpDJ7zMYpxFK6ZOUUqLx87fS+5RS+ilKaTOl1EYp3Sr1Q1Nuo0teXvHabymlKyilFkrpSkrp/TMan4b8dFEL48KfU73whrRrTVRktZ2QlIb6nUuqczBntFJoNJ5NlJYIEjz22gimR09hZFo90+9IDEKQHLGsIKBPMeNMihyfeCabjzJVXPuW9wD0nZZYkbDEc0crkfuWtpepXjlxIprCeDSF3ScmMRVP58VSUlkBSUVtYTX1fYHJl9Ew+ixa+h8pyG9rKP41jDxTcDoU9FcSwRjZr/1675NoGfwzzBnFuSUk389rNJIEKSunY7yA8t39g6XR1ONjUSQUxrmesWtNjoPmsuXDbdlUvkYSgChxf+wJncEVzllw7Hnj7UrIkejRSFJMuQQM0/yU6a4v9hacwJS0z+msjmMvZOGI9aNx5CkI4crqKQemE6r7UKZYlGUyli45jGOj1ZXYyucprXLiZ2bvnJyI5ZtDVxqbfKVfPzI/qNNTMJnJITpeEBk5adCom0gX/ssHDuLEUz8BchmEEhlMxdP5McbTWfQMh9E7rr+drIbDXEwmJ4DPxuAJHzZcjjloZzmZnIBPPnQAHXUOvHvrYlEF6aF/AprWAVd9rNbDW7AonbRbnu7A5Ob3A3vuA56rOiuKwWAsEMipF4wXUIpQzFBsw5bQTy8zMnc8ocOglCI2WOQUFqVI2WMDqB/fiZbBvwBDr5TaYLR8c+eDg+GyTXGLJfGno5WkTlHkB1SpZaeIehkull9OXDCcyKB3IpZ3AsfCSbjHxNqV14bDqv5yaYtHta2EQnFQ3KT4W46cicMS4IgPiEtoyOFXUtdWdT1QXB01ModOwh05hhOTcVX/JhXRUYyFCpL+Vt1G0WqITurdZFHUt2+i1Ng1ZaKoH38R7slS9T1TtqjlwoCGwExRCwm7pKBHZuhQyIxFUzg5Ga+44XNaEW3iBTkSJx4XeSTJbA6hRBro3w1zRrw++kfU9/jh3j6c0nEutCT3E0XRKa1WBvk6OXmsAtVvap+Ow3LiKXjCh2bUt6440j+pEFwhKES5i8nXSAoZeHsfhjU5jsbhpzSFPLR48tCYdh9IlKaAKydcxqMpZJNRPHloFMfGoiWPGqMazCPKPnYG92clkzrMQTvLuXdHH46MRvGJW1bBxhPggX8U689u/z5gstZ6eAuaZY1u/Fxy0m7Yezkiy7YBj31KLOhnMBjnBPGMaLAQIVswcBTCBkrZ6KGXt+cNrbRB/6dkJqebHuOJiGkxfC6J1v7tsKQKxmKhpqp0XUdiEA+9MogDe54vaa4rMxlLo26qkHZJx0pneCdOHChbD6JGez+CY2pn1h0R5a3Naf0Cet3ojlbj4ak+cR3pXz1nhlKKlLW+8IIUJTSabdcYWckroXgGBQcNMKen0TD6bBXbLKWvqJZqrIo6IlMmUnJNKaNXB7UMWZpD+uiTODE4lI94cEIK1mQhchlJZrC7bxIP7h3Ag3sHcGCgutS5jCIqdVC6LuXrmM9EUXxseUWtESFQRZgnpOMxFEpgd1+pE5UbPz4zkQuIKaf8dB9GpdYPx4tTebUifYrX5D+1Pv7IaBRUMXkjf4ZMOJnJt5wopn8qLqpRGlBul3MCxd6T0+gZDoMCpe0bDj2MxLTRxJAxxc8L1TkgBMfGi4+l+l9zJgKOZuAJH4YpWz4FdCySRDiZMUzHPD4exXSiMK6TEzFVdPPPB/UjjJSKTqXaWRUHbUmL192pyXiJ8mclcvxKmIN2FjMaTuJrjx3BlcuDuHplA7Dzu8Cxx4HrPwsEl9d6eOcE3bKTBuDG3rcg0bRZ7Dt3aqYd6hkMxtlCOlVQ13NFe3F4pFQAYEAhSz4wncBIJIl0VsB+g5Sd/YOhQtqOVGCfFQSMhwrGiSwVXagnKkptpALscW3DLZHJKWqoRKNhOl5atybW0qiNit6JGPqLhE0yWQFjY2L9mylTegyIkM5H6vhsDMHRHSVS1zK21Bgw+hoQL01f5HNxNA89VrqSlvDCpGiMGznCxaRzAk7tfKgilUItTOkw6sdeRGv/dqT7C5EdCqqK/JTjqOI6UkY1XumfBtETaQkPAn3PIpzMaAjEAI0jT2MkUnBmjoxGDQ1GImTh0amRqR9/MW/M7tx3CMPjE5rLVUMokVEY8hUasqkoEC98ttyqYmA6galERnXurckx2FJjGAolIJDq+sHa4wOoH3sR5uFCKmVxJLCYmTqCRuimR1YAKWohoYzgHB6JICLVxk3F0+gbGFLI/4sMK5y2eCqLuEa0jVKxn5weoURaHU2jRlWYM+fEZFzzWVzsqWaLai5DCe1zWpxGKlBg1yuv4Lldu0tq6Tzhw5iIpjASSWJ03CCNtIKG3MxBO4v5wiM9SGcFfPLW1SCjB4FHPwl03wBs/odaD+2cQnbSkjDjtvH3Iu1okOT3+2o9NAaDcTrJVGZ0C5QipOiVJVBa2susyFKJFjU/7huPY+chjZYeOoagN9RTokzHKZyivvGYmPKYyiKUSKt7SsmbRmWm8mvDYRzbLSqz2UsaslK0DD6aj5h5wkfzs8y6jBwoCAtI7D4xCYeOw4m+Z1T/yoa5MhUtkspoCnuoaqaO92MkksShkUiJuEVYL/1LgX96P6wp0bEMnXoNGWkblEJdJ1WGwaFC3cx4UeTEN30g/zenjNqc2AFEhvFEzyiOF0ck5H0o6tem3WBbPCKe8GGVNH4xzx0bx1QsDe+IukG47jkyIJ7OaqroxdM5xAzEJHr61MqjxbeC8h6Se1SlsgIIqksvtmRCMOXiZW8GkyL6G0lmYE8M5xsU58+UNMjhUFEvrgrGoVXTZ01NiM2nKQWXS2o2lU/nBJj7jdsayOPLZAU0jjyNpmF9pcGDw2Ex4lp8wNPRksi4kiOj0XxfNEtqCq0DjxiOqXR0c+v0Kp1OAooTOlHzuMY1WDe5B/6pVxWqtYV7MVTBBI/NwJGVYQ7aWcrO3kn8fs8A7t6yGF1eHvjdnYDNC9z2TSapXwO6G9345d0XIcx5cUf4X5DNZoCfMfl9BmMhU6m5MDCdwD6F/LwACvvEAYM1Cl/34WQGr5yaUqXjVEKJ7DSA5qG/5mubEhkB+wdCeLxnBEdGowjF05oKclqKdFqYcsbOquyU0Qq/n7QiEMpZf0IFeEI9mjU4xap1AHBiIo7jY3pCIZKC24yVeKVURsW+idGcQopjNQRGCsZ0XKqN4XIpECGTb6gMAFZTdSZccX8vI2S1Rq1jCYjOXsFhKOyg0oGslINDYWR0rrPS/m+F5UJlGoTzisMjK2Kms4JufdxsIAAaRp/L/y+f88DES+CziXx0L5vLYTqervp+1sOamoA1NQFOSCM49gLqJvegYeQZ8IqILZdLg0up721OyKC1fzvsMbVDbYpot9vQ5NSLYrRbRqeuNp4uTdkW++DRisxVrWdGNemCWZ0oumGU0+A9c7KQaTBQpnG7apMVLynCHLSzkGxOwCce3I9Wnx3vu3KpWPc0ehB43bcBV7DWwztnWdrgxm/fcwlCzi78Q/L9ECaPA7/+GyA7Nw9iBoNxdpJI5/JyzgAwOJVE8de1np1yeCSia7yK65W+p6X+p8VoJJmPLERSObGHmJIZTFjPlfFbSYqYO3IMf31tBAKlmIiVr8cqFk8oMFepVtpbmYt5/+ahx0QHQGGsyvvTNx7DRDSle8y0nPW5IB2tTKp+ppiycWTSBmMnBDGDyCbPlZq4ukIYc4Cy2bXyTPgVdZ09w+F8FElFLqOjvlo5clqiORNG07COkqW8rDShItec5lVXqxAvOjUVR3xEkQarc6Gnsjm8pCusUsWdp7i+K1IzlajsiaQefOPoMwDVPhaWaH/Ja6cjWZM5aGchP3vxJHqGI/jYzSthP/kE8OK3gQveDSy7ptZDO+dpr3PgN+++GCN15+PD6TuB3qeB7Ux+n8E4t1Hf/1rF68X1JVlqrBamt20AcMZOlVWsywkCGk4+nBcd0ZI7r7Tfj+qzo+o0TKWwR8PwU3DGqpih1xhRMYlMDkOhREkzYi201OxAAWuFPbHKozbSWgb/AgC6SnJKlOe62JGUnV5TNqZpCL7SP43eiRiOjUVRN7675H3Nur05wBXWT4GcCzghBUvGuPH5axrH1sSJx6haUYZyGG2tOMij/GhLhT3H5u46LKb0Ti5VESw9ZpbUBFr7t+tudSScxICiHvWwRjP1chi5NcXPSeUzrZIJmTwzvAx809ptUEypwjVpS1TerkD5jDdlyx8r5qCdZYxHU/jKXw7h8mX1uGGRCXjgvUBwJXDtp2s9NIZEg8eGX919MY613ob/zb4O2PNT0Ge/WuthMRiMOaaa/leq9TReKxYdiKezOFRU6F5NdKpcFC0rUEOVM2Bm80ocVTuVynGYK1BgA0QVNoM+0CXoSsRXwWzmv/MOlIZASjnkQ1xSkyghKsUVTgTlTKr3X9n/av7vUCKj2dy6Gqz52pj5WyrhDh+Bb+pVFI+REODgYCifljsd1647nCkzjb6RCmM4s8GWHC35HHM6lE9bLhaOkWslAcA/uTcfvRMU11ppPWkp8VQWiIwAAy9hPFR9r0EtMlkBE7FUvqGzDNGJaCnZfaLUya1koonTEN8xZcvvT2CidEJEj+Pjsfw1VMlElansEox5xZf+1INkJodP3rIK5MF/ABJTwDvuB8z2Wg+NocDrMOOnd16ID/3KigcPjWLbXz+NnLcT/Lrbaz00BoMxR2gZfycnY2jyFJ7HztgJwFr0VTvDOuFKm+vOFVXNUuvgm9ZpmmzAick4vPZSg8kZO6m5/GziJDOJEhYTGN+N8eAFhcbTM0L/mrAqWikUi3Bk+l5A6yw+tRjf9H5dhc1i0tkc5tLy4IUUbIlRmMv0WpMb/OZ4h+p1SpWCDlQlTZ8xe2adQlgsf2+E3tnUmziZbbTPFe0teU1u6zDSuLWk5k15jpXXlEmRFlrJBFQmFYfQ+zQ4QhAcqz4CqJWW2ztRrDgp1WHqKZjqIKd8yh9htDdatZNKJ7Ysyme6zgfF09mqnHwWQTuL2HNyCr/e3Y+/v2wRlvb+FDjyZ+C6zwJNa2o9NIYGNjOPb7xtEw5d+AXsEroh3P9uJI+fWQOLwWCcWUYjKbxa1AsqkVE7ctxcBidOY/r0UKhyg3SuKScAUY5ctZGTWZwTAgFmDYGVSqjEYONm5fhVj9yTzojW/u0V1zpWiiU9jcDErnzabTk84UO67xUb3LN1zuYKPef3QIkYikgiU6FBb/AcqJt8Wfe9YpSptpVErABRLbW4GXWlVNLLT442cVKz790nJisSLzJSopx7Cg8Qo5HxVTxnmIN2lpATKD7+4H40eqx4/6oE8OgngO4bgQvurvXQGAZwHMG/37IBvVffgwFah+R9b8b4qZ5aD4vBYJxBMkXOQspAOpxRHe7wEU2DqDg9Sg994RAR/+QrFW2n0qiTFqFEuqS3XK2ZiVy+K3L8NIykcgRFCvDpUGo0QktNtBr0+vX1DFWYNmsQlTdXkXqrvG/4XOVCHJrCJ3OEI14qylEtkWSm7L1eKVNFzigR0ioRKKM5M+3WFtowB+0s4ecvnsD+gTA+eX0nHA/dBTgCwLZvMUn9s4Q3bd2IoZvuBYQsEj98HXqOlp+hZDAYCxMjVcZqOde/AeR0t2IqbRQsq8HpGU6VGoeVRJ30ODJ6+ozbmVJp9ETGHhuAN6QtqnCmqMb4nWuKjf+RKtIhjcjVUGDMWkGvrrOBrEBL6nnnkqbhIvVbgxhasXNnBHPQzgLGoyl8+c+HcNnSetx46qvAxDHgDfcAzkCth8aogosvvBgT2+5DkE5AuO92/HVvZWkcDAZj/mMpUzdzurAlR9A09LiqPxYDCMVnlyLJqI66qb3lFzqHOJ1y/meamaYvzhcqU8OdOXLqpUylk0NltzsnW2GcVr7wcA8SmRy+svIIyN6fAVv+FVi0pdbDYsyAJZuuRvL196KbnILr/nfgO4/tn3MpYAaDceaxJUd13zPNadFZKXwuAUv69PakOtsorvtjMBgz43SmLy5E5iqSyxy0ec6uvkn87uV+fOh8K5qe/jDQdgGw9T9rPSzGLPCtvwnC676D87lDWPLUP+NDv9yNJKtJYTAWLDrlJXOKPT63gg1nE4JGyuhcqDMyGIyzn0zu7HwWMAdtHpPNCfj4A/vR4TXjrtHPASDA7d8HeNYd4WzHsuFNIDd9BdfyL+PSg5/CW7+7oyoJXwaDcfZwJpwFR2LwtH/GfGV6loqPDMbZz7lejarP2WpbMQdtHnPv8yfQMxxl32A6AAAgAElEQVTBj7seBT/4EnDb1wF/Z62HxZgjyAV3Ald+DLfzz+L1o9/Ctm88i/0DofIrMhgMBoPBYDAWLCwUM08ZCSfx1UcP470dp7Do0PeATe8CVr++1sNizDVb/hVITOGdL3wLXM6KN34ng/950wbcuLa51iNjMBgMBoNxVnB2pvEx9GEO2jzlc9tfgys3hX+J/jdIfTdww/+t9ZAYpwNCgOs/B+RSeMeu78PuNuMff5bDv1y7HP981VIQ1kaBwWAwGAwG45yCOWjzkMd7RvCHV/rxePO9MIVDwDt/D1gctR4W43RBCHDjlwEhh9tf+hE8rTbc9ajYG+fLd6yDzczXeoQMBoPBYDDmK0wNesHBHLR5RiSZwUfu34+P+P6KRVM7RMO9aU2th8U43XAccPP/ADSHa1/+CX7XbcIdr16DkxMx3PPOzWj02Go9QgaDwWAwGPMQc5ZJ4S80mEjIPOMLj/SgM7oHd6Z+AqzaBlxwV62HxDhTcBxwy9eBTe/CeSd/hCdX/wlHR8PY9s3nsK+fiYcwGAwGo0DM2VHrITAYjNMEc9DmEc8fm8CjL76KHzj/H0jdIuC2b4rpb4xzB44Dbv06cNF70Xn0Pjy38gGYiYA3fncHtr967vY5YjAYDIaaHM8yKxiMhQpz0OYJiXQOH/3dHnzP8S04aRx4008Am6fWw2LUAkKA6z8PbPl3+A79Co91/RQbmh14389fxtceOwzKcs0ZDAbjnCfLs9p0BmOhwhy0ecLnH34Nd4TvxQbhAMgtXwUaV9d6SIxaQghw1UeBaz8D66EH8HPHf+Pt63342mNH8P5f7kUqm6v1CBkMBoNRQ7Jm5xn7rIzJdcY+i8FgMAdtXvDYwREM7bwf7zU9BJz3t8CGt9Z6SIz5wqXvB173HXAnn8Nnp/8Nn77Sj4deGcTf/nAXQolMrUfHYMwrCCF9hBCq8bPdYB2t5d9zJsfNmBsEMr91z5yWuR4fK4FgzD0u6/y+j84VmINWY0bDSXz9t4/iq9bvQGhaD9zwxVoPiTHf2PBW4G2/Bpk6gXcduBPfv9GB3Scm8abvPI+hUKLWo2Mw5hPnA2hW/GyC2MH112XWu6tovXtP4xgZp4moa1Gth2BIi29ua8boHDlolFRgCrJ6eAbjjMIctBoiCBQf+dUL+HLui3BYTODedC9gZkW/DA2WXg383SOAkMM1z70DD10TxsB0Am/4fztwaDhS69ExGPMCSukYpXRY/gFwE4AwgN+UWXVauR6l9IzOfLBaIkYtocwUZBTBMYe85rC7sob88NljeMPJz6Gb9IN/4w+Buvk9+8eoMc3rgLseBwJLsfKp9+Dx83dBEATc8Z0deP7YRK1Hx2DMKwghBMA/APgppTReZvGvE0LGCSG7CCHvIaSSkAJjvkEwtwJKWdPMa7wmAuep/icg4Lk5vqzmzIg23k6rzz5HnzM3dNTNfEJjyr9uDkeycOkMsEmjWsO+hGrErr5JxP7yedzE7wS57jPA0mtqPSTG2YC3Ffj7PwFr70DD7i/jia6foMtN8a4f7sRDrwzWenQMxnziWgCLAHy/zHKfAPBmANcA+CWA/wbwEb2FCSF3E0J2E0J2JxLJuRorxusvnLNtFVPntOi+Rwl/2j43YPC5ZwMxZ+eM1y2WwG9wW2c7nBKyJgc8c1AvlLb4Sl7jOdFp29DuQ7PXDlSgHsxLDqNy3yfqNs16fMXMNLoTcS9F3NGmek3gCudlsm5D/u+4o3VmgwNgNZ2+e+pMEXBaEXRVd802e89EBljh3A81X4uBtptV79aqfm7Kv37Ot8kctBowFErgNz/5Ft5v+h3Sa94CcvE/1XpIjLMJsx14w/eAaz4Nx9E/4gHzx3Br0xT+zy/24HtPH2cy/AyGyF0AdlFK9xotRCn9L0rps5TSvZTS/wbwaQD/ZrD8PZTSzZTSzXa7aJAYGSYZs1v8baCCR0CRstUbDbMsEfdS6EVCrCb9r/rB1htm9blrWry672kZqgOtN6n+p4QvMZpnjvjsIxrHodI0vrHgJQC0nZbZMNfBMwAA4WE1z94ZyFg8CHlXGS6TbVwPgZgQ9nTrLlMvGfQzMVanfaXK1R6rCR5bqcHtc5ir3r4IVUUdQ95Vqpir0lmbUjhr1VKto5Ky6t/7CXtzzcRvqrEk5PvmdBO3Nxu+z0GcVDjTxJ3Gz7C4vaXqbTIH7QyTzOTw5R/9Cp/KfQOJxk2wbPs6K75lVA8hwGUfAN75IPh0GF8JfRCf7XgZn3v4ID7zx4PICcxJY5y7EEIaAGwD8L0ZrP4iAA8hpHEuxiI7BlN15Y3WhGR8TPvWVP05Ye9yXdEIQdBep81fXRqTluFpMXD+NL/aCMGkf0M+WpHjbRA4tcFt13E6JgLnVzTOtW2lTmOlDnDa6sdA6w0Ya7gUdFbfzQSTdRvyjnmj21bx5FnSVvmll/J0qf43inp47KXnb3G9OD55X+udFqxrUxi40pAvWLsCQ63Xl5wrJRwHtK26uKLUUHniIr+ukM3/HXEvxXj9Behu9qJLGp8yomWapbebsgY0xzAXDLTeAPPqbVWtYzQZEPIux1Dr9ciYXPkIpR5aTu5siLRtrXjZtNU/o8im0imuntL7ycRzJdeH1y5es+1VPu/KobpPylGUNW/klMswB+0MQinFV3/9F3x46uMgznrY3/ELJgrCmB2LtgDveRak4yK8Y/Qr+GPzj3H/c/vx7vt2I5JkMvyMc5a/A5CCmLJYLRsAJAFMV7rCTOZDEqqZYPUGio3gjNlT/Qco0FMPbPLYcP3qpsIopHTHje0+bOrwl6RG2hQRsUn/Bgy03gA0FCIvuQqNrYSzFVZ3oOxyyhTDqGsRkvYG4xUoxYZ2Hyy82rQx8xxWNHlQ5xD3Z6ThcuPtVJD2Wc4YpSBIOFox2rgFgGg4VhrtKmdoJ+zNmPSLDm66yEFr9Nh0o5qdm6/P/52y1mG8/gLwHJC2+POvm3gOFp5DR0srbCY+n+pYadqerbFb7djOwGgPe5cjZQsCa27Pn8viVFwzPxvztXC/6UU+Ak7jaznkXVny2ljwIvHaMVXrdGg/QNIWP3KSszsevDAfIB9uukJn+codhpizvewyWYv6Oiq+r4pp9KifM/VOCzImV4kTFnO2o156tiStpc8BrZpHrUkbn92MDe0+1Xta14X83Co+ymaO04y2y/AcyTt3MlmTEx31HixvdOePR8S9JP/+2lYv1rWWnodipdRKJgeYg3YGue+vL+PNhz4Al5nA/ncPAO6m8isxGOVwNQDvuB+46mNYE3oCz3s/Cnr4z7j92ztwYiJW69ExGGcUSRzkTgC/pJRGit77J0JIj+L/WwkhdxFC1hBClhBC7gTwGQD3UEpT5T4rn7ZYpYNGwWEyUFltTo6zFjlzBpBSQ3pZgws8xyHm7FC9bpYMb5vCuBlsvQGWQBd4jgNHCLw20TiRDRyOkLwxlHC0iMaouTArnbRX/p1GpTolLUNRNpmUjsp5HaVGT7HRZuaJavZc3jaBmH63OCier6ylUodX33hzWStMLVQ4KCau8Hd3o9pAU9aS5UzaohzyuZ2sW4+EU4ooUXV41MQTfeeRLzjcofrz0Nm5GJ71t4H3ltZbBdqXY02rF6QCB0s2VL12ixTFLZwDgbOUGOgCZylxuJxW8VoTiBlblgWxZVlQfGPRFqzfcD7WK6MV3ddj/eq1hmOa8q9XOZ42E5+vo5v2rUXS1oiU1Y+wZ1lJvSAAXLasHlFXl+72L1oSxKpm9XWUlp0NArR3b4SZI/ApDHyfvTT6yBNSUX2foBhjzuTEWPDikmVuWtuCNr947WhFaNzSNWbhOcOU1mgqCyy5CkDBMbab+fz9I2PmCFYsX4Xx+gsAiM8HuQas0W1Do9eG0aatGGopaCw4zDyoImWToDS8n1p8XclrXrtZnDBSODqXLa1DZ8CJ1YoJiWaNySj5Ei6OYNe5LFjfrp+ivb7NhyVF+zzSdAWcTifc0rNxZXsTOlddiIuXBLC80Q2ridfMKih+/laStsoctDPE/S8expqn70YbPwnrO34FBPXzuBmMquF4YMu/AXc9Doe3AT8wfxnvDX0Vf/PNP+G5o+O1Hh2DcSa5AsBSaKc31gNYrvg/A+C9AJ4H8CqA90MUDflQJR9EiQkCZ9GtiRlp3IKIpxsAUaV9DTdfDaCg9Cc7YLKhKHDmvDE/3HINcrytxPHiNFV/RYOwYMwWjOscrzb69UzCSLDgOAZcVkkkQhyXzcIV0oSKDHetOrJi496/6qr830GfCwNtNyPqXlKSmumVj6e0vpnndFMpuwLiceUJwXkdftV7soNn5jmgfpnm+kYoZ72La+fKOeW8xkw+p+GsybPv5qL9E7hSgZW1rbIxqTivFhcEYspfQyZOPFaaKnxWN8Kebgw3XYkb1ndhZbMHxOrCssaCEepzWACTDbD7S9eHdpRmWaMLmzvr8sY5lYbHcwRpax2Gmq/EYMv1CPtEp4CCYLJuEyKuxflttPodmPKvxVjDpfA7LfDL0VtXA8xtG/MTCdO+1YBVO/qgTDlTHr+UtQ48R/Iqn1mzCxP1m8UJBsIr7k31SU3k64YIpn1rVCmGTosJDp3G4167GY3d52P91terXuekc65cjwssUqmPNnn0s6qUd0naWqexAIcmT+E+b3SrtyWvTwgxFAfiTDbAUQcKcdIm5F2JpqL05in/WizZ+ja4ll0mRjsBwOISrx8Dgh6r6lmY0oig8Sb9NFqBE4/dpg6/ZvRLK/214KCVbq94C27FRAlHxMmO4rRh5XacVhMWB11ocNvyTptMyhrAIun5lFFEIwXOgqh7McrBHLQzwKP7TsK3/W5s4I6B3P59cF2lMx8MxpzQvB64+wng8g9hG3kKD+EDePBHX8TXHz3E6tIY5wSU0icopYRSulPjvU9RSoni/z9RSjdSSt2UUieldC2l9OuU0mzxunpM1m2E22bG5s5SgylrdiNpb8BA200IeApGsCBFMpL2JowFL0bYsww+hwUh7wpM1m1EyhZUGQ5Lly5Hd6N6JjdiINZg5jl4bKaKxQVWt3jytUjFBouJ41An1SXZzSaYeIKJwOb8+0ofbOtq9SxxwGlBMFA4Lkva23DLuhbcvLa5JPqgpMVrx7IGFzrqHKhzWLC+zacpob8k6ELAaUGz14a1bV7YG5fm33NZTVjZ4kej1y7OgkuRvs2ddbhxTXNFqpk+h8KpJQRhTzcSGlFCnlMftXa/w1A8BYDKF1jWUCogM9R8FUYbLit5veCkSXBmDLVej2RRjV3QZSs1YAlBxLMMOZMj7ywAgNtmBqEUiwJO0ckKLIEeGYuvpEbO7pX+X3O7PCjJmZFMTMKDciZcetHFsDZ2Y7z+Aqxb1IKwr5AmKFAKS3AplndqR4sL11lh3PI1K2PhOSStQdVrZk6cHCFE2+kt3qYWnCOAmLMdyxv109IsPIfOgFMdGXXWqyJfKa9olCsVPeO+FartWM0FszzoLnXWDMUmCAfULcZE4DxQELTXObC5sy6vpirHqkINm/MH1GMzweJQ34sNHnF8siOSsDcj4LTCzBOV2JHZKo4vnwodWIpyZDq3IubsyF9/MY0oZVvQj2D3RZrrp6xBDDVfA651E2DRmIQILAXqFqkmtOxm8TloNXGGIjdtfgcWBV0lkc7iILJuwNNsV0Wpp32r8ymXHpsZow2XYqRxC4ZargXlWASt5rx4dBj0N3+Pq7g9yNzwFZjXVFc8ymBUjckKXP0JkHc/DXfLCnzJfA8ue+bt+Ni3f4bR8NzJgjMYDCCna/QVOL+rTrevUNpaB8qZRRORcGLqIAD/ovV5Y2JRow9WyYia8q/D9OJt2Li0BZ6iGdviSJTsCMK/CHVFNTUUACzi7K7dbIJReQkhBJZ60bikFEjadUQsgiuwSRHF4gjQeaE6isBzBCaeAyGkxMBWfp7XbsHGDn8hrcpe6gDbzDwIIWj1OWBaeQtgKxiaK5o86G50o93vEKNvZvXxT9nqMdB2c75uTllr0uZ34JIl9djc3YoNbb58TUnEswyTUtSTopBC2VXnVKVbirU42ka/HNUwmTiYOYL2Oie8/ga4rCZkzB4MtlwrircQHpTwMHMES5oC6FokXgtGtWBG9TRG1DktuGxZPQJypMDiUhmaaC30dDPzHDYuacIS5blbfIXonEmWLCWcFPFSW7JWE4/V523Fxu4udAQcqnohCmBrdxBLG3ScIEepsEed04KwZ7nm4ksaClGauKMNkcAGRNyLS9I/r13ViCn/OsScndi8WnSWtGutCDiOYFG9syTtDRCjdxvafVhZNPFgks5Xm9+RPztUcVwEU3GUqzC+4mfGSNv1xuqShANaNyFpbypMaHRchCavDTYTD7ekiJl1Fpxgt82MdRsuUG0m5RePaTwtzlPJkX2riYe3VXzPXd+WvxbP76rDtasapfEb09zchhXNXrQY9NYjhKCzo6voNWCq80Yk7Q0QeKt6EsGqOOa+DqD1PAy13ZCfoKpzWrCiyYOAy4qLz78I9U4LBGLOf5ZMk8cGC89hcdClTqktQnn+VN7b8puAlbeqlrVbxGO0OOhExuJDtgphGuagnUZ2HBnG1H3vwnXcLsSv/jysF91Z6yExziWa1oL/hz+DbvsWVtsm8LnRf8Lur96B53buqvXIGIwFgzKy093oRnejG2tavGhwW/MGUYvPjjZ/oWfV5q5SZ6N4lrZj5QWIeBRpeZIYR9zRgvO76uCxmdHRXawMqd4IJTxSy24GWjdheZPaqGwJ+IBFlau0oUVMfcw26NX+iBLmSgOY5ziA4xXiIbRoDYOovl+dwknqugCIaaGrWjzqqFP3DYXZ9BmkMpo5ojK6TRxB0G0FcQRE0QyTMqqhiH5IaZ1+pwWrW7zqVgo6vc7b/HasbfXCwnNY3+7H0uXrgJYNCLptaPI6sXlxE87rlJ1c8Zj6PW7U+wsGo1Mnta64nYJ8fGWRGSMHLu/4WVyArx2wKvbF3wUAuHJFA65a0QBnxyb4F29CwtYoGsGEFJwz6ZOg+E8Jx5G8cX7T2uZ8+my5BA/q68Rw01UlqX3U4sBA640lTpPPLjqYsjBLxtNRck5sZh4Oiwk5kx3T/jX5fZDPd9riQdriR9hfqIUMOK3wK9L4VsvX4srbNMfdWedAZ8CBJo8t7wCXnj/tnbfwHG5bL97vXQEnVrbWG4uu6KQt2s0mrGn15oVP2qVG3yONW5H2LQHqCul2A203I+0T/5+MpaXtEsAuXn9WTxADbTfD4y5EcuXjCL4wyZGzljo4m1avBiEEy5vcqlREzcbjFvl8FvbXSEFU3J8tgEO6PgiPsYZL8+/J6bd2uw25RVdiuPlKhJcWAibKe4OrXwZzk3HbCU0U94GMmeewubOuREClEpiDdpp4dP8gxu/7e9xAXkBky6fguPx9tR4S41yE40A2vgO2D+7B9Kb34ir6Is7ffj2e/trfYmrkZK1Hx2Cc9WTM7vzsvsdmhsdmhs3Mo+Pyv8ElS+px2dJC6lmi6TzdfmhlJar9nYguex04zpSv0aJN+tL9cloPZ7YBhMAe6BDrIXxi1McaXKRKEXLbzGivc2C9Xg8hjgPW3gFP+ypV5EtLRGJRwJmvvZC37bGaSnKDuuqd8kYAiBLxGbMbWHYt0Haealn5U5L2JjjMJnglAxwdF6mdieYqe3ARMaKnPP5U8Z58bmUuXBSARzpWaWud2IhZcp6Ttoa8M0o4paMq/W3zgRCijoIpzsGioFMdWaAUi+ud0vEpHLst3UHN6KNDR7hktOESDDVfq3cE8p8FQC1exqtrAeVrG7wZaFiByfrNGGq9HiVIy6crkBJ32MX9d7jKC7doiad0BVwA4fIR0Gn/WlElsKkDK5s9hoaxfIZkx9Zu5pExueByitfl1uVNWHrxrVjcId4zZr70WrebTfBuugMwaUfSeY4g6BLHEHRZsanDX1K7RhT3BYG6ZyIhokO7vt2nSn/URFMVvDBmm5nH5s66/LHKml1IBfXFVoyaPmtOrngKYjORlktgXl64NgZabwLXpeiVZrLmUwAbNhWiTkPNkqAIIVjZ5EGzzwbH6hvReJ62AwwAsDhBQGC3qrMEsmaXWHtrdQNLrxGfFQAEu5i1oKRRSuuEzQu0bAAaJae8sdDypNVnx+oWb0nmgiGO0sk45XeCEbXpfrfAeWj3cVgfuhu3cbuQuPwjcF/1wVoPiXGuY/ehbtvnkd7yPvT86mO4ZOgBCN/+A050vQEdt34YJFC+YJXBYKjx2M24fk0LYG4H9v1W/SbHwcapVRJTrnaMNtWjE6UQiDPm6ZyA1S2iseq0mBBLF8rhrlheKjM/Xn8B+FxS/ByFk9HosQF2a77+BDYPAhe/HX27d4DiVEk0hSNElZ6oByEEa9u8OD4elV6QJKwVs/eBoqL6VRffCEwcF2s0FBQbOp0BJzoXbRGNJJnFVwC8We3ANq8HhvdJCoY6jq1XEi3RKBiRN6XnFKvU3rouB7JJ4LUQANHgluuMLu4MICvUAblBcT3OlB9Ns9eOrpQJSxpcsBNpf7ouBXq2a3yi9jiyZhfcvlbRSJw+kX/dokhXK8DlBVMAACtvxUjyBEBzAOEh8DNoaL3kKiA6qvv2RYsDiKXU5ZoOKaXLsupGTE1kASqmmOWjMUX4N70BK6eH4awzbuSrN3+xJOhE5+JmcPHLgelTyE3YMe1fB3Ac/A4zpuIAQPKHWOnruqRjuKU7iFAiA6fVhHVXvim/D0rBi46AA9incJCUA9JxzqQFVf/J11zG7EHM2Q47gKirE/b4IDgqtsaZ9q/FknBppovXbobVxCGV1WlsqPnx8uSAF0iK13CxyAUgtrFI6KQur2jyANLtLkc6szkNB403Idb9OgwMhLCYM8Pk9GLbBj8e3jckpvopj9nKW3FFThAneBSTGQJvzY/b2boKTm8bWiUnh9JJ7X1svwAb/YtAPKX1i8PNVwHdkuMoRQHlYRCIEf98/XDnpQVxHEKAtXcAAGJTBGEyjMCiFVja4AKmtIehyaIrxOeUdMqsJi7/fCxXB8sctDmEUoof//UVrHr63biQ60Hqms/DfhmLnDHmDxZ/K9a950c4dvhfcPj+z+Oq3t+DfuO3CC26Cb6t/yg+oFjjdAajIjiidsDKIRv+ylvs1nUteKV/Gt2NbvRNxHB0NJp/b0t3EMlsznCbKVsQVhOHpUEXJk8UNmwxcWh3OUru54p6JROuRL5dF28bwp5uQ0ly2P0lETElEfditDoBrNqiSpMCADjF2WbZNA44rUB9KxAbA8KD2hvMi1UU4esAkmGYeQ4XLQ6AEKB3sGBCO8wa/ZJ4E8C7AIRKNtcgR2eERYCQRSRrhyvaJ46X47G+XXKY5HQusx1oWAm4GoHjT2qPUQnhxF6XADBtnPEQd7SAC9qA8SPiCyYrOlsacWwsarhe6WcqrherW1cxESjtewWI98NNa5th5jkcnhoCcgIuXBTQb2jOcWWds3KYeE6M/LmbgIkBxQDXgE5OIMMXmjy3+R0Iuq3Y3TeJ86VUY4dCkdFpEDUqwdUAmMs05db5PjV1XYpYgoMdopjQUOt1aO0XnfdrVzaC6ys97jYzjxvWNOOhVwZBKcWqZg/SWQFHi87x1SsbQew+ID0pXkNdl4kOmjQ5IEe/TByX7zm28YIrsKtvEmnFhJDsjLX57QANAolp9E1nAPDom4jpR9uLuGmttvCLSVHrxxOCXPHDqXmd6l/5+VkiMMSbwXkrv4a6Ak7EUjlRvXRCenH5jfma3GKyziZEPC4IOu8bwnEAOEAofY6nbMaRNOagzRHxdBaf++XjeMfRf8Eybgjp130P1g1vqvWwGAxNlnSvRee//QwPPvsyIk/+L15//FGg94/I1C2D+YI7gfVvyc82MRiMuUE2Ai08h0uW1IMjYk3ORily5cr3KZKiECZ9eXmgYGhxhIAQSAqDI4ZjWBx04dQYZ2yIrtoGHPh94X+jtEFJGXCmXLQ4AJuZh9eu1TZAzTUrGwt1Vkaept4kU3tBDKHRY8N0XB3VafG7cATqhtwy69p8SGYkI2vxlWJkSobjgOByYGBAqvcS9MfQaNyEWpeGVcDE0fy/JZsnnHieZAcNwJpWL9a0evHg3gGUZ+5UfmfXRFqbGQmguBqQWHYLaN8keI7gxjXNMPNEFJbZUNr7rWpk59kIZxBIS/1IFSdtU6cfqzkb9pycBqAWfzHxUrSJM578ydd+AcjyhVRZl9UEWEyAfHkr01Z9BaVVv7MwGeJ1iGm7PcPh/Gvr27w4MBgWBXCa1gH+RbCeTCEeT5+Wc1wO+QqtxIk2uppNPFdwLpffKPVz1E+F7ahz4Ph4tNACwREonNMZYuI4ZAXjSTDmoM0BJyfi+MqPfo7/jHwO9eYk+Lf9FqYlV9Z6WAyGISaew+1bNyN84Q/w3cf2Y/yFX+Jt449i/Z/+A8JjnwS35g5g49uBjotZVI3BqASTFcjq97de1eJBvdtSkgIo0xlwwmbmKy4ol42k9joHKBVlncOBjUB8F5BJaK5T57Sirt2nSisqodgwNJWOp83vQL+YP4YrVzSUpgv6OlVpeXpUUzxfVXRDxtUgpunpPMMIlZyp7hvgM9lwXjiNFm9prdOiesXsubO0d5PMROA8oMsqXgsyweUK0QOJzksKypLyss6CRLzXblarCZosouOcjgKEoM3vQCiRwYomD/omFMZi63lAVO2kX7a0Xmw+bETe4T1bnvWVOZTKqLXRZMdpQxLXwVSf6mWe4+CwmFDvsmI8mspPPGQFKtYtNaxUiXcoye+T9P9Q89WGfc3yyEqbZdSc5VulwWMrRIkBwObB4mAcL51Iq1oFqMZWfhSaZG0BkIRxz1b5Eq3EHHFbTYUJFSMqiIp5HWZsUzr0reeJYkQjB/L1p+Wwmji4rCasktLXr1nVgD/tHzZchzlos4BSigf2DtQNOhIAABTuSURBVGDvg/+Lr+AHyLmaYHnHgyVhWQZjPuOxmfFvt2zEwGUr8N2n/gaf3PU03px7DG945bew7v2paGitfwuw7s2G/XEYjHOarstFmXfNGiMRniNo1jD+lVTjsJh5DresawHPETE1khBQ3ipOqhx7vIwlo6yzukxMGdSiflmhnkvBxnZfvieXZtF8+/niT63puATIxDSPBaXARGATLJlToqFGCNr8szOLKGdSRywAoElDiMGjSMmyuiQlyoKxqFVvCN6cr5HhOZJvzLy6xYO+cdFZRt0i8UdBwGVFwGVF2qh2SRZDcQb1l5khhmqdFSLPJxi1GQCAK7obEEllCp9dUHyZ9RhmBMeJNYTxSbFHlyLCCQDdjWK/v+lEGgNHpUbJhBhGWtvrHDg1GQexOIFMXNVrzRDpHpAnOrQmIspvQqnWqfG+9Lvac9604TrsOTGGBo3ebzI0rxFa/lxu7qrDI/uHqhpDxXC8eB92lfYpBKCp4EoIwdUrCzV+VhOvdvo0YA7aDJmIpvCp+1/GxYe/iE+bnkCiYyvsb/mxpmILg3E20Oqz4zPb1mDkyqW45+krcNnOw7gs+wLeFXse65/6EshTXwTaLxSdtdWvLxTTMhgMwK3TG+w0U9wkGUDBKtWSpZZripRCHHL9jhY66Y0cR2DR+mxHnWiMzhd4E8BrN402mzikrQHwrZ1zkiXgsooRkRlh1Vb3rISlDW79/mEKDHfRFRQjdMU1gLPAYzdjPJoqr1BaASaew5pWb9nj63WY8yqnQKHxs6dEVGUGrHodcPCB6tcz24Du69SvSceEEAK7hYfdYkfzlbdXdB3mJ0dIk1gruk9DyMXVKEaOzaUS9k6rKT+xUy15B0zH/2r02LBvIIR2v3bfRz3MJhMoZzEM7OfHUMEyFhOHK7obwNUgaCpGy42jgZXAHLQqoZRi+74h/PrBh/CJ7P9iqWkAwqUfhP3qj5fNF2YwzgYaPTZ8/JZV+MA1y/D7PRvwr8/fiGjkBN5oeR5vH92Bpj9+EPSR/wBZdp2octR9Q4k6G4PBONMoBEgcdWJaXWBp6WKeFlFy+nTVmC7aCghl0unmklkY/y6rCVd0N2goIs4M5Qz5WckcOmeA2MA4lMjMWb2SVoPocjS4bbhkST3qXeUbypeFN4lS8uFKavpmgEHqrBJCiELyX8fuDC4HvO2qNg5KZuKciZ8t/qY6HprTaiobGdIiHx0zup/lFMcKt6l01M8ohENnwAFfY+VNqbVgDloV9AyH8dkH9+CiUz/Aj0x/gOBqAF73O3DLrqn10BiMOcdtM+OdF3fhby7qxAvHJ/H7Petx7b5t6EgfxdttO3Dr0efh7vkjqMUFsuJmYM0dwJIr5/xLnsFglEdlLxGinVYnU4lz1rAKiBrXSGjC8WfVZGXNjLhzAIuJUzX2nlM4yXzVUMcrZk7HYCipP8/Qcc70qCQtcUZiLRUgVFBfVuts1YrpvBhBTx+CjbMTomEOWgWMhpP45hNH0ffiH/Bpy0+xxNQPYf3bYL7hC0zpjrHgIYTg4iUBXLwkgM9sW4Mnetbjgb0X4TM9I9hID+CNeAE37N8Ox6u/gmCvA7dqmxhZ67gEtckvYDDOXebMgGpcJf7MW+ZOdfBcY6bRk3lF01oxvc/bXuuRVAdvAXLaPeFmis9hgfkMnVP5K92k0bR7TrZv5KDlI2jz/Pq1OGeu1qqAOWgGjIaT+M5Tx/H8izvw79x9uNKyFzlfF3DTr8F1X192fQZjoWEz87hxbTNuXNuMUDyDp45sxJOHrsOXegaxJr0bt+V24LqXfg7bSz9CwtaI3KrXwXXem0UlK6YEyTgXCC4HbGd+4i6vwcduM4YOgmTh8gvhIjFZVW0Tzho4HsihwoaElbG1O6ibclgNLT47TkzEC3LyGjS4bVjd4kVHXXXRuXI0e2xYVO/MN4HXQo7wVaTOuABgDpoGR0cj+PGOPry0+0X8PXkIHzU9C2JxAFv/C/yF71bL5zIY5yhehxm3rW/BbetbIAjrsW/gEjxx6C2483A/GoYex42x57D1pe8DL38X03w9Bhq2ILPkOtSvvRYtwQC4hTCLy2AUY5RaeBqZQ3uPsUBRNmtm1AhZDp/OrZNhWLtVIR6bGdev1hELUrC0YeaCNnpwClVSPdw2MyZjaWRyxv3DFgrMQZPI5gQ8eWgM9+7oRezY8/hH83Z81rQLgskGbtOdwNZ/B5zGXb8ZjHMVjiNY3+4Tmz9e04109gq8NhTGr4/2gfY8jLaxp3H+4MNwDd2PxDMWPI01OObejFDwAlha16K93o3OgBNdAQd8jrMox5/BmGcshOBIRdQtASLDTE22Ckw8l2/WzJghck9AfobfU52XiA3Hi/viMcoi94qbC1XQswFSTVh08+bNdPfu3adxOGcWSin2DYRw/8sD2LH3ALamnsBbLc9gMT0FweYDd8HdwIXvZo4ZgzEHRKJRDL36OOihRxAcehJ16UEAQJg6sEtYjp3CCuwRlmLAuhh1gQZ0BBzoCjgkx82JrnoHgi7rnMwUMmoDIeQlSunmWo9jrphP34k9w2EcGo5geZMbK5o8tR4Og7EwEQQgdArwd9Z6JOccOYHi2FgUS4OuBZOBY/SdeM5F0FLZHF48PonHe0Zx4OA+rIrswHX8y/g4dwC8WYDQej6w8V/BrbljVn1JGAyGGrfLBfcltwGX3Ca+EOoHTjwPx/FncFnfc7h6+hf5ZcemG3FouhN7XmvDk7k2nKBNOEkbIFjESNuieic6Aw501TPnjcFQMu8L6BmMsxmOY85ZjeA5YlijttBY8A5aPJ3Fq/0h7OydxNEjPTAP7sR64TW8jX8N3aQfMAO5umXgV70fWP82cMHuWg+ZwTg38LYB694I07o3ig+i6BgwtBcY3ofgyH4Eh/fj0ondIHwh3zzOezEca0JvpAHHe7w4JHjxDPVjhPoRMQfgqG9Da7Aei+qdWBwUHblF9U64bUxKm7GwaXDbcGg4cvpkzRkMBoNxxlgwDlomJ2BwOoFDQyGcOtmLyYGjSI/3IhA7ihXkJN7MnUAjmQY4IGtxgrSfDyz7R2D5jeADS2o9fAaD4QoCy64VfyRIJgGMHwGm+oCpXjim+rB4sheLp/pwFXaBZJPqbUwCsUk7Rl/zYApujFAPXqMeJC0+cM56WL0NcNc1oi7YgsbmNrQ0t8Li8JxDhTuMhUqd0zKjBrEMBoPBmH/MXwctMQ2M7IeQzSCRTCIcTyAaTyAWTyARCyMTnUIqNgkhPg2SDMGVnUQLxrGVTMBKsvnNZM1mJLxLYW29HmjfCHRcDFPjGrEjPIPBmN+Y7UDzOvGnCEIpkAyJQgHRYfF3ZAjOyDA6omNoDI0iGxkDl+iHLTMFUyQDRAD0q7eTghkRzouk2YeMtQ7UUQ/OFYDV0wCHvwkOXxBmpx+weaUfH2D1sGcIg8FgMBiM08IZtzC+8dcjGAonkctRZAWKnCAgK1CkswKiqSxiqSwiqSyWJ/bi29lPggPglH6KyYJDnLiQMrmRcfiR9WzCVKAT/pYlsAa6AF8HTIElcPMsvYnBWHAQIjaKt/uAhhWqt3gAKiFpSoFUBIhPIDo5gtGRAUyNDSI2NYJ0eAx8cgKW1BSciUn4p/vgJxF4SMLw45PEjiQvPn/SJidyvB05zoosZ0WOt0k/0t+cFTneCkp4CISHQEzS3ybxf86Uf48SU+F1wueXo4QHBQEIxN8goERUtZL/ByGgINJy0jIgIBAASnHV8iAa3VaxwSsVAFDpb6rzmvR3y0bAxNQ1GQwGg8E4E5xxB+3pI2PoHY/DxBHwHIGJF39beA4uqwk+hwVtdQ4E+fNxX+4bsFissNss8Dgc8Ljs8Dgd8Pn88PrrYbZ74GGpSQwGoxyEADYPYPPAVbcIrqXaiwkCxWQ8jZOhJIYnwwhNDCETGUc6OoVsfBo0EQJJhWDJRmDNRmDPRWFPRuEQYrBiClakYUMaLiL+ln94Mk+aVL0ww/U+dBhwN87pUBgMBoPBYGhTlcw+IWQMwInTN5wS6gGMn8HPqyVsXxcu59L+sn1duMzF/nZSSoNzMZj5ACEkAuBQrcdxlnOu3UdzDTt+s4Mdv9nBjt/s0P1OrMpBO9MQQnYvpJ45RrB9XbicS/vL9nXhcq7tbyWwYzJ72DGcHez4zQ52/GYHO36nD67WA2AwGAwGg8FgMBgMhghz0BgMBoPBYDAYDAZjnjDfHbR7aj2AMwjb14XLubS/bF8XLufa/lYCOyazhx3D2cGO3+xgx292sON3mpjXNWgMBoPBYDAYDAaDcS4x3yNoDAaDwWAwGAwGg3HOwBw0BoPBYDAYDAaDwZgnzDsHjRDSTAi5lxAyRghJEkIOEkK21npcpwNCSB8hhGr8bK/12OYaQghPCPkvQkivdF57CSGfJYSc8WbpZwJCiJsQ8jVCyAlCSIIQsoMQcn6txzUXEEK2EEIeIoQMSNfr3xa9TwghnyKEDEr7/iQhZHWNhjsrKtjXNxBC/iw9rygh5IrajHT2GO0rIcRMCPkiIeRVQkiMEDJECPk5IaSjhkOuKYSQ9yqeZy8RQi6v9ZhqwVw8DwghfkLIfYSQkPRzHyHEV7TMWkLIU9I2BgghnyCEkDOwi6cNQsiHCSG7CCFh6RnyB0LImqJl2PHTgRDyPumZFJZ+nieE3Kx4nx27KiCEfES6h7+peI0dwxoxrxw06YQ+B4AAuBnASgD/DGC0luM6jZwPoFnxswkABfDrWg7qNPEfAN4H4P8AWAHg/dL//7+9e4+5a0rjOP59ULRa7QhNh7hNUESlrlGUttJUIxiEIm6T0QgjEoSJuPWPcYvrm5SIIm00oxJ/VMi4RjpoRSgvxYxrSYy27pfSi9bjj2ed2N3zvj2nnP2u/Z7+PsnOOWevfU6f9bxrr7PXPnuvXpEzqArdC0wCzgZGAU8Bz5jZDlmjao/BwJvE33BFD+WXA5cS++5BxP77tJkN6bMI26dZXbcCFgCX9GVQFVlfXQcR/dN16fF4YEfgCevQkyzrY2ZTgC7gemA/og08vpEOWNvRH/yTaFeTgaPT8wcahWa2NfA0sCx9xkXAZfT//W4ccBdwKDABWEN8T2xT2Eb5690nxLHF/sCBwLPAXDPbN5Urdy0ys0OAqcAbpSLlMBd3r81CfNnNzx1HxvpfCXwDDModSwV1ewyYVVo3C3gsd2wV1HUg8UV7fGn9QuAfueNrc12XA+cUXhuwBLiylI/vgfNyx9vOupbKtiVOrozLHWfVdS1ss3eq86jc8WbIz0vAjNK694AbcseWOS8b3B8QJ2IdOKywzeFp3cj0+nzgO2BgYZurgP+RJjvrhIUY7K4FjlX+fnMOvwLOU+42KGdDgQ+IkwTzgOlqf/mXWv2CBvwZeMnMHjKzz8ys28wu3Bh+Bk11/Csw291/zB1PBV4AxpvZngBmtjfRGfwra1TV2AzYFFhZWr+C6Lg62a7ACOIXQwDcfQXwHHGWWDrH1unx66xR9DEz2xw4gEIbT55Cbbyslf5gDDGwW1B433zgh9I2z6f3NjwJbA/sUkXgmQwhrmxq7FPKX4ssbqM4lRjkLkC52xD3AA+7+7Ol9cphRnUboP0JuAD4kLg8rAu4kbgUrtNNJHaGe3MHUpGbiJ+83zazn4C3iF/U7sobVvu5+/fAi8BVZrZD+uI4g+ik/pg3usqNSI/LSuuXFcqkn0uDlFuBR939k9zx9LFtiRMwauPNtdIfjAA+93RaHSA9/6y0TU+fUfw3OkEX0E18f4Dy11S6t2k5sAq4GzjB3Reh3LXEzKYCuwFX91CsHGZUt3sHNgFecffGfUmvmdnuxABteu9v6whTgZfdvTt3IBWZApwFnE4MzkYDXWa22N3vyxpZNc4E7ieukV8LvAo8SFybvTEo/weL1sM66YfSPWezgWHAcZnDyUltvHXNctVT3pptY72s75fM7DbiCovD3X1tqVj56907xPHEMOAkYJatO1mTctcLMxtJ3Fo01t1Xr2dT5TCDuv2CtgR4u7TuP0BH33htZsOJm+5n5I6lQjcDt7j7HHdf5O4PALfRoZOEuPsH7n4kcbnFju5+MDAAWJw3ssotTY/ls2LD+f8zaNLPpMHZg8C+wFHu/mXmkHL4gjjpojbeXCv9wVJgePFWhvR8u9I2PX0GdEDOzex24DRggrt/WChS/ppw99Xu/r67N07udwMXo9y1YgxxRcCbZrbGzNYARwIXpOeN/l05zKBuA7T5wMjSuj2AjzPE0pf+Qvw8Pyd3IBUaRBzUFK2lfm2wrdz9B3dfYmZ/IC7bfSR3TBVbTHTGExsrzGxLYCzrXqMu/YyZDQAeIgZn4919aZO3dKR0pnkhhTaeTERtvKyV/uBF4kTWmML7xvDrDKmNbcam9zZMBD4FPqoi8L5iZl3ElSUT3P2/pWLlb8NtAmyBcteKucQs06MLyyvEseho4F2Uw3xyz1JSXIjpN38iZjPcDTgZ+Bb4W+7YKqyzEbN/zcgdS8X1nElc7ncMcVPoCcDnwK25Y6uovpOIKWd3JTqibmLmtwG5Y2tD3Qbza2f+I3BNer5TKv87MWPTicA+RGf/KTAkd+wV1HWb9HoccanGuen1iNyxt7OuxOXwc4lZt/YnzoY2loG5Y8+QqynA6vT33ou4d2g5sHPu2OrUblJ50/4AeBxYBBxCHNwtIu5vbJQPJQ4U56TPODF95qW56/87c3dnqseE0j41uLCN8td7/m4kBgu7EAONG4CfgcnK3W/O6TzSLI7KYea/Re4AemgcxwCvEzPgvUv8fwkdOw0nMJ44sDs4dywV13MIcAfxa+gKYiKY64Etc8dWUX1PIaatXUVcujsdGJo7rjbVbVxqs+VlZio3YFqq90rg38A+ueOuqK7n9FI+LXfs7axrOgDqqcxpMh1/py7EhFYfpX18IXBE7pjq1m5SedP+gDjRMTsdtH2Xng8rbTOKmD1uZfqsa/v7scF69qlphW2Uv97zN5M4plhFTErxDDBJuftdOZ3HugM05TDTYilxIiIiIiIikllH3/8jIiIiIiLSn2iAJiIiIiIiUhMaoImIiIiIiNSEBmgiIiIiIiI1oQGaiIiIiIhITWiAJiIiIiIiUhMaoImIiIiIiNSEBmgiIiIiIiI1oQGaiIiIiIhITfwCOh03LY7HCiYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Runtime (min): 1.6323\n" + ] + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = cstr.MCMC(filename=file, pH=True, seed=3, iters=10000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase. \n", + "We demonstrate VI estimation below. \n", + "\n", + "We can also specify prior distributions and run inference with them. The following \n", + "example shows the implementation of the follow prior distributions: \n", + "For the A0 term of rxn 1, a normal distribution with a mean of 11 and standard deviation of 4. \n", + "For the Ea term of rxn 1, a normal distribution with a mean of 95 and standard deviation of 5. \n", + "For the Ea term of rxn 1, a normal distribution with a mean of 0.5 and standard deviation of 0.1. \n", + "For the Ea term of rxn 2, a normal distribution with a mean of 140 and standard deviation of 5. \n", + "All prior distribution specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html\n", + "\n", + "These output values can be compared against the values provided in the attached Word document \n", + "named \"Test File - Outputs Comparison\" in the same folder as this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_634cd4987b6431a52cbdbc86927856d8 NOW.\n", + "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", + "WARNING:pystan:ADVI samples may be found on the filesystem in the file `./samples.csv`\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean sd 2.5% 25% 50% 75% 97.5%\n", + "----- ------ ---- ------ ------ ------ ------ -------\n", + "A0[1] 11.3 0.51 10.34 10.95 11.3 11.64 12.33\n", + "A0[2] 16.47 0.6 15.3 16.08 16.47 16.86 17.65\n", + "Ea[1] 94.53 4.2 86.56 91.63 94.48 97.34 102.97\n", + "Ea[2] 139.91 4.83 130.55 136.68 139.87 143.11 149.51\n", + "sigma 8.26 0.77 6.86 7.73 8.23 8.76 9.86\n", + "Check Convergence of ELBO plot to ensure ELBO converged corretly. The data points should approach and stabilize at a maximumvalue, and there should be at least 10,000 iterations. If not converged, run again with a doubled eta value. Default eta value is 0.2 . It is recommended to run this twice with different random seed initializations and ensure the results are consistent.\n", + "Runtime (min): 2.0030\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Import data\n", + "file = './CSTR_Data.xlsx'\n", + "\n", + "#Run VI estimation with standard priors\n", + "v1, v2 = cstr.VI(filename=file, pH=True, seed=3, output_samples=10000,\n", + " priors = ['A0[1] ~ normal(11,4)',\n", + " 'Ea[1] ~ normal(95,5)',\n", + " 'A0[2] ~ normal(17,4)',\n", + " 'Ea[2] ~ normal(140,5)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots. We also use this as a demonstration of how the application of a prior can alter the form of a distribution. We show in the published article that the MCMC and VI estimates produce nearly identical distributions when estimating using the same inputs, so the differences the distributions in the below graph can be attributed to the effect of the prior using in the VI estimation." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Process datasets\n", + "data1 = m2['Ea'][:,0]\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = v2[2]\n", + "datalabel2 = 'VI With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([50,125])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook Examples/App_Ea_Data.xlsx 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Please view the referenced \n", + "Excel input file to see how the data should be input. Note, this input file has copied \n", + "the dataset 6 repeated times to enable a converged VI estimation. The user should not \n", + "repeatedly enter their data; this was done for demonstration purposes only and represents \n", + "6 replicate studies." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import arviz\n", + "import seaborn as sns\n", + "import matplotlib.patches as mpatches\n", + "from ckbit import app_ea\n", + "from scipy.stats.kde import gaussian_kde" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_937a78c7a93444d378aa581ad0394b6d NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- ----------\n", + "intercept 11.5\n", + "app_ea 107.44\n", + "sigma 0.07\n", + "Runtime (min): 1.7630\n" + ] + } + ], + "source": [ + "#Import data\n", + "file = './App_Ea_Data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map1 = app_ea.MAP(filename=file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n", + "Inference for Stan model: anon_model_937a78c7a93444d378aa581ad0394b6d.\n", + "2 chains, each with iter=1000; warmup=500; thin=1; \n", + "post-warmup draws per chain=500, total post-warmup draws=1000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "intercept 11.52 0.02 0.41 10.66 11.23 11.53 11.8 12.3 331 1.0\n", + "app_ea 107.6 0.16 2.93 101.5 105.5 107.71 109.59 113.12 332 1.0\n", + "sigma 0.07 7.5e-4 9.1e-3 0.06 0.07 0.07 0.08 0.09 146 1.02\n", + "lp__ 78.8 0.09 1.15 75.86 78.25 79.09 79.67 80.17 182 1.02\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:25:42 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n", + "Runtime (min): 0.1621\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = app_ea.MCMC(filename=file,control={'adapt_delta':0.99999999, 'max_treedepth':100}, \n", + " iters=1000, chains=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase, so we \n", + "recommend using it for exploration and not finalized results." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", + "WARNING:pystan:ADVI samples may be found on the filesystem in the file `./samples.csv`\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean sd 2.5% 25% 50% 75% 97.5%\n", + "--------- ------ ---- ------ ------ ------ ------ -------\n", + "intercept 11.49 0.43 10.64 11.2 11.49 11.78 12.32\n", + "app_ea 107.44 3.12 101.42 105.31 107.37 109.54 113.56\n", + "sigma 0.07 0.01 0.06 0.07 0.07 0.08 0.09\n", + "Check Convergence of ELBO plot to ensure ELBO converged corretly. The data points should approach and stabilize at a maximumvalue, and there should be at least 10,000 iterations. If not converged, run again with a doubled eta value. Default eta value is 0.2 . It is recommended to run this twice with different random seed initializations and ensure the results are consistent.\n", + "Runtime (min): 0.2963\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run VI estimation with standard priors\n", + "v1, v2 = app_ea.VI(filename=file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Process data\n", + "data_dict={'intercept':v1['sampler_params'][0], \n", + " 'Ea':v1['sampler_params'][1], \n", + " 'sigma':v1['sampler_params'][2]} \n", + "\n", + "#Generate pairplot\n", + "arviz.plot_pair(data_dict)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also specify prior distributions and run inference with them. The following \n", + "example is for a prior distribution for the app_ea term that is normally distributed \n", + "with a mean of 100 and standard deviation of 10. All prior distribution \n", + "specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_e5f73e4018e8762a230f1a974a1e3870 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Inference for Stan model: anon_model_e5f73e4018e8762a230f1a974a1e3870.\n", + "2 chains, each with iter=1000; warmup=500; thin=1; \n", + "post-warmup draws per chain=500, total post-warmup draws=1000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "intercept 10.84 0.03 0.38 10.08 10.58 10.84 11.11 11.56 207 1.0\n", + "app_ea 102.78 0.19 2.69 97.3 100.95 102.82 104.63 107.82 207 1.0\n", + "sigma 0.08 5.4e-4 9.7e-3 0.06 0.07 0.07 0.08 0.1 318 1.0\n", + "lp__ 74.29 0.1 1.23 71.04 73.83 74.63 75.16 75.63 167 1.0\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:28:08 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n", + "Runtime (min): 2.0486\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run MCMC estimation with specified priors\n", + "p1, p2 = app_ea.MCMC(filename=file,control={'adapt_delta':0.99999999,\n", + " 'max_treedepth':100}, iters=1000,\n", + " priors = ['app_ea ~ normal(90,5)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Process datasets\n", + "data1 = m2['app_ea']\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = p2['app_ea']\n", + "datalabel2 = 'MCMC With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([90,117])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook Examples/Examples of batch,pfr.ipynb b/Examples/Jupyter Notebook Examples/Examples of batch,pfr.ipynb new file mode 100644 index 0000000..f6c6811 --- /dev/null +++ b/Examples/Jupyter Notebook Examples/Examples of batch,pfr.ipynb @@ -0,0 +1,452 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples of pfr Usage\n", + "\n", + "There are 3 types of estimation that can be performed in the batch/pfr module: maximum a \n", + "posteriori (MAP), Markov chain Monte Carlo (MCMC), and variational inference (VI). \n", + "Below, we demonstrate all of these types on the same dataset. Please view the referenced \n", + "Excel input file to see how the data should be input." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import arviz\n", + "import seaborn as sns\n", + "import matplotlib.patches as mpatches\n", + "from ckbit import pfr\n", + "from scipy.stats.kde import gaussian_kde\n", + "from scipy.integrate import solve_ivp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we generate the PFR data with experimental noise added to the concentrations. \n", + "The smooth lines are the unperturbed data, and the data points are the noisy \n", + "measurements we use as our data points." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Seed 5 was standalone\n", + "np.random.seed(5)\n", + "HMFinit = 1\n", + "LFinit = 0.5\n", + "Huinit = 0.2\n", + "numPoints = 6\n", + "taus = np.linspace (0,60,numPoints)\n", + "Hconc = 0.1\n", + "T = [413,423]\n", + "R = 8.31446261815324*(1/1000) #units of kJ/(mol*K)\n", + "\n", + "#True params\n", + "sigma = HMFinit*0.05\n", + "A0HLF = 11.31\n", + "A0HHu = 16.69\n", + "EaHLF = 94.72\n", + "EaHHu = 141.94\n", + "\n", + "try:\n", + " del cHMF0,cHMF1,cLF0,cLF1,cHu0,cHu1\n", + "except:\n", + " pass\n", + "\n", + "size0 = len(taus)\n", + "cHMF0 = np.linspace(10,20,size0)\n", + "cHMF1 = np.linspace(10,20,size0)\n", + "cLF0 = np.linspace(10,20,size0)\n", + "cLF1 = np.linspace(10,20,size0)\n", + "cHu0 = np.linspace(10,20,size0)\n", + "cHu1 = np.linspace(10,20,size0)\n", + "total0 = np.linspace(10,20,size0)\n", + "total1 = np.linspace(10,20,size0)\n", + "\n", + "def d0(t,y):\n", + " dHMF = -(y[0]*Hconc)*(kHLF0+kHHu0)\n", + " dLF = kHLF0*y[0]*Hconc\n", + " dHu = kHHu0*y[0]*Hconc\n", + " return [dHMF, dLF, dHu]\n", + "\n", + "def d1(t,y):\n", + " dHMF = -(y[0]*Hconc)*(kHLF1+kHHu1)\n", + " dLF = kHLF1*y[0]*Hconc\n", + " dHu = kHHu1*y[0]*Hconc\n", + " return [dHMF, dLF, dHu]\n", + " \n", + "kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + "kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + "kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + "kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + "tspan = [min(taus),max(taus)]\n", + "\n", + "#clean data\n", + "c0 = solve_ivp(d0, tspan, [HMFinit, LFinit, Huinit], method='BDF', t_eval=taus).y\n", + "c1 = solve_ivp(d1, tspan, [HMFinit, LFinit, Huinit], method='BDF', t_eval=taus).y\n", + "cHMF0 = c0[0]\n", + "cLF0 = c0[1]\n", + "cHu0 = c0[2]\n", + "cHMF1 = c1[0]\n", + "cLF1 = c1[1]\n", + "cHu1 = c1[2]\n", + "\n", + "f, ax = plt.subplots(1)\n", + "ax.plot(taus,cHMF0, label='HMF, 140°C')\n", + "ax.plot(taus,cHMF1, label='HMF, 150°C')\n", + "ax.plot(taus,cLF0, label='LA+FA, 140°C')\n", + "ax.plot(taus,cLF1, label='LA+FA, 150°C')\n", + "ax.plot(taus,cHu0, label='Humins, 140°C')\n", + "ax.plot(taus,cHu1, label='Humins, 150°C')\n", + "\n", + "#noisy data\n", + "for i in range(size0):\n", + " cHMF0[i] = cHMF0[i]+np.random.normal(0,sigma,1)\n", + " cHMF1[i] = cHMF1[i]+np.random.normal(0,sigma,1)\n", + " cLF0[i] = cLF0[i]+np.random.normal(0,sigma,1)\n", + " cLF1[i] = cLF1[i]+np.random.normal(0,sigma,1)\n", + " cHu0[i] = cHu0[i]+np.random.normal(0,sigma,1)\n", + " cHu1[i] = cHu1[i]+np.random.normal(0,sigma,1)\n", + " total0[i] = cHMF0[i]+cLF0[i]+cHu0[i]\n", + " total1[i] = cHMF1[i]+cLF1[i]+cHu1[i]\n", + " \n", + "cHMF0[0] = HMFinit\n", + "cHMF1[0] = HMFinit\n", + "cLF0[0] = LFinit\n", + "cLF1[0] = LFinit\n", + "cHu0[0] = Huinit\n", + "cHu1[0] = Huinit\n", + " \n", + "for i in range (len(cHMF0)): \n", + " cHMF0[i] = max(0,cHMF0[i])\n", + " cHMF1[i] = max(0,cHMF1[i])\n", + " cLF0[i] = max(0,cLF0[i])\n", + " cLF1[i] = max(0,cLF1[i])\n", + " cHu0[i] = max(0,cHu0[i])\n", + " cHu1[i] = max(0,cHu1[i])\n", + "\n", + "#Plot the data\n", + "ax.scatter(taus,cHMF0)\n", + "ax.scatter(taus,cHMF1)\n", + "ax.scatter(taus,cLF0)\n", + "ax.scatter(taus,cLF1)\n", + "ax.scatter(taus,cHu0)\n", + "ax.scatter(taus,cHu1)\n", + "ax.set_xlabel('Time [min]')\n", + "ax.set_ylabel('Concentration [mol/L]')\n", + "#ax.set_title('Simulated Data with 5% Noise Addition')\n", + "ax.legend(bbox_to_anchor = (1,0.8))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We write this data into the appropriate format in an Excel file (see the Excel file named PFR_Data in this folder). Then we can use this data to obtain our estimates.\n", + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_82e6a9b54a623ac5604ef005a61f1bc0 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- -----------\n", + "A0[1] 10.67\n", + "A0[2] 16.67\n", + "Ea[1] 89.8\n", + "Ea[2] 141.67\n", + "sigma 0.0381586\n", + "Runtime (min): 1.8133\n" + ] + } + ], + "source": [ + "#Import data\n", + "file = './PFR_Data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map1 = pfr.MAP(filename=file, pH=True, rel_tol=5E-6, abs_tol=5E-6, max_num_steps=1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_1ae81a4b787362df01df8087f4bc0be3 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Inference for Stan model: anon_model_1ae81a4b787362df01df8087f4bc0be3.\n", + "2 chains, each with iter=2000; warmup=1000; thin=1; \n", + "post-warmup draws per chain=1000, total post-warmup draws=2000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "A0[1] 10.62 0.06 1.35 7.95 9.77 10.63 11.54 13.17 590 1.0\n", + "A0[2] 16.71 0.11 2.97 10.77 14.79 16.68 18.58 22.75 683 1.0\n", + "Ea[1] 89.41 0.44 10.8 68.0 82.64 89.48 96.74 109.67 590 1.0\n", + "Ea[2] 142.05 0.91 23.86 94.25 126.53 141.79 157.06 190.72 684 1.0\n", + "sigma 0.04 2.1e-4 6.2e-3 0.03 0.04 0.04 0.05 0.06 846 1.0\n", + "lp__ 89.62 0.08 1.73 85.17 88.75 89.97 90.9 91.96 420 1.01\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 17:07:34 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n" + ] + }, + { + "data": { + "image/png": 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B2zeY48n9lfC62zZ0HdtA8kPThusV/ZCxwlGKv1MZMVkQDWRLdI0WplwlXw4pH87TGV/7k9+zad+Glrkn9OF/b4DzXsHA+e/gPTc/wftesJbrr5rDRtRzjZeGl34K3nsnbPwhfP+tXLxQ8slXXcAf/fBpcqVgvkdosVgs88tJKBROamRk7J545/1wIYcTxcm/mVFlvFAqmOiF7b/Q7XsS7OqboHsaEXC82XholN/s7J+z/c0IeQJUuTyKyZjZvEvVHAu6mbSOsgLNMvfc/dcQlMi9/B9537ee5EXnLeUjLz13vkc1N6y8DP7g19DQDje9hBvOyfKMJc185vat8z0yi8ViOaGQUjFePLz3YWfvBLv6JuZgRKcY0oicE0wYjxd97tg8dV9RIA6FS+YkRc4TqYDcAARFKGer1otL8E/0weYfI+TserdS3glmZk/0wdafzl/lzugiTSHQZhqeun8wx0jdQhvTbKBnE/j1xfmJmEp4gt05llOejT+CLT8huP5bfOSWrSxfkOGzrz9BGlHPFelmeMt/wzU3Im5+Df96yV4e3DVw7KEWFovl1GTPvTDePaNFByZK3Lahi42HRg+/8JafzmI1taPB/A6M98Due9jYOcr9O/oPW0xpR+8423vG52B8pxjK9H2aa+s0KMPIgSm/LvlaREmp2DuQnfS9lIqsiTpJetri4DalKuKzBhWWyRQHYawTAMcsN1selJaMhxvkCPfcf9y2eXAof/T2QmhEjZ+v/305B3sfOLptzwRTLA3n2HK+NnaOsu7AETYkH9wVX/da5uwJUAo3mJkH1wo0y9zRswnu+CTqd2/m0/eOMJL3+bd3PAvPPQ1vQyHg+R+Ft/0Prff+BT+69En+6tYtHBya4qVpsVhOXwojMDYzgywyXLtHC3XDxLKlgK3dY3qbSuq/jwKlFOv2D8+oEu3M59/MtsY6KU4Mc3BYvw9n4kWbTQ4Nn6Lv5UjEqDkOeRvugM4np/w6EkujBZ/NXWM6JE+Gie81nuNU5SRFuWflUBIE5p4xnxX9kPG+fazouZ/FQ+tgZF/N1mYHR0BDcRCZPX69TwumofJMmh1PIrrWcoqmzLlB7X2cLaJJgeMQsOhMt4nkuZEyUcil/kpHdS4TDEyU4pxIP5RTC+iu9azovW9GR38aWsaWeSE/DD96J7z00/zrnmU8vm+Ib77naprS3nyPbH45+1p47694xp7v8o2Vt/LR762bs272Fovl2Il+2INQVhUfmCl3bu5hW/cMvD8zzNmQSrGkJUM5lNyxuWfS+2T/YI49/Vnwi/qD4tEVKZIKukYLsbF4fFFVom4+w49CqXjq4MiRv5ezA7D5x7MzqONF1KPzRIzvohKOGO57EHb8Mv48EmJNKg+77oHQeMEShzE0njP/0h8+tneIjVs2U2haRd/Klyb2MvnYb9vQxcRxmhSIxlS1l0NPQPeGo95mxoRNdo4cTS5dFAc6xf3sZab//kj2pNTkfL94u8d+zzn1FFq9e1n6lUiBKWaLjnU03aOFuKpodN/Wnbw6AvFrBZpl9pEh/OT9cObzuMV5Dd999ADfeu+zWdySme+RnRgsuxDefzfX+Ov5ZOHLfPa2jfM9IovlpEAI8U0hRL8QYkvis38WQuwQQmwSQvxMCNE+xbr7hRCbhRAbhBDrjmb/h4bz3L5Rhx52jxbpHi0ccW/DcigZjEpL92/XZbvrD3hG21MKUomohCn7BkUz2UGxeuUZFhCIjORgJh60GW2xmqSddTzkQygVGw+NUigfmeF5xH2X8sM6z8V4Jv1Q0lEnTG9O6N9OqX83D+9JVDsMyhVx3rVe/z2NBy07VQGrwgxCaI8Wc8ojD7Ca6K+E5lG5N5r8YVRxFMIS27rHtWcYOKO9ERkEVQsrBY70KWUWIZ2M+Uwhai7vmCm3f7z6bVWFXUYDGT0II/uPepuh2VZta4ByIOkcOYy3N7rWaornIKqumHwvHCUD2dLkSaup9nsUONO+E5MvkMS/p1rnGC938p0bjateNVFZ1tdHzGCHVqBZZp/7/g5yAzxwwaf5u19u5xs3XMPaJc3zPaoTi7bViPf9iuctHOM12/6MWx7dM98jslhOBr4FXFfz2T3AJUqpy4BdwP+ZZv2XKqWuUEpdfTQ7j8TJrr6J2JMUTuWNGNg5pUclthlG9le8GpMWmrkHLeVWjJApzYAovC1MGHk9G3UBAUMoFaP5RCK+UihjYESHGRxtg98ktedMqaqcoGMNPwIYzZfZP5Qj17fniMI6D9f0uGu0QL6cEDEd98GBh+P/do8W2NI1Qy9lz6Zpc7MIyjo/aKbno28rpf3rGMyWKudwz69hxy+ql5vCaB7Olbl3e9/kL/yC3s4sVQOUCoQsx17L2r1E94YrFEpBoVRmd/8EB4fzCCFwHYEMfXBTRE+AECBkgHRS8QOnn9Xq+2xT18yEZ7YUTFGkomasCV1Gbgi2/ER/kD56G2gq8dgxkGX94fKy4koqU1WOjtRxfYG2rXucpw9Ovw+lFFu6xsiV6txXcgZ5j/lhGOqou4wbFJA5vX+3rthKnPCRA2Z/SYE2RXESIiF/ZO8aP5SMF33Snh5LKQjj+3a04NM/UT0BpszxC3V4D60VaJbZZeutsP7b7Lj2P/no/+7gy2+/givW1J3QtjQtInXD7Vy+zGHZr25k84E6P4wWiyVGKfUgMFzz2d1Kqcj6eAyYtf4dngmxSRaomNKgnyaUcMo+Yfsfqgi2KQyL2lAspcBNhP5MaXDIUBuwSYFWqJ7t7h4t8MCugdiLMnxoO+vv/h/KgYwNGj+sbD8WKkcaHlVnjIezk/YP5uJxTT+Trgml0gn6XetheO8RD63edc2VAtbtH+bpgzVGfUK41F5bpRS9Y1N4JwZ3TZubRWlch0hNzLxZr2tm9ktR9cJkcYjWlWZQ9YVWdMyT7qHYCzM7Ak0VRlnVfQ/bzHNV65VWSpcpd9Cm9/3bKxUfBRiBFoCTii+g6wgc6WuBZpCq+hjy5ZBhI7qmdaDlhtjRNcSDuw8friaNCJQo8HOVL9z0YdedSohFn9dOYgxO0+Q5saAZ2BTPaJyjlngvJO7nSAjftqFryp5lE6WAjoEso/kyLRP7qr2t8fme5gR33AfdT8POOyttEsa7WTzwGIuGnybcfQ9wmBw00M/SeG0u2PQrHelc0Paece7f0Y/n6OfsgZ0D8X3x8J5BHu0YSmxcxtt3phTIFaxAs8we/dvh9o/R/6qv8fs/6eX/vPoiXn7R8vke1YlNupnW993KRYsEY9/+PYbHbOloi+UYeB9w5xTfKeBuIcR6IcQHZrzF4b2xwaIULG7W4VIVY9YsV2sATWOQTakvJnph1HhU6gi0sbzPfTv645Lj0TiSgmVKQ1OG4DVqo3GKcKtIAEUGYVjU76NcKYiPMzlDfM+2Pnb2TsDWn0Gp5t1VHNOlvfPDsOOO+mNKNJmNq3GL+sFAGztHeWKfNn5mItB8qRAq0NfpCARk5BGtdx6PJMwzYiBb4vF9Q/W/jI5jqvDBqET4DKvAQcUMrp9Dp/R9OYXQiiYgJh1f7BaaJQ+aOU4hI7E0WaA5AgTa4BWqulCIIwQqDKo8aK7QAk2JFEopfps/U3vqEndXdK09x5l6YmPkAOy9H3di+jYAybHqf0CVODjMPdszVuAXm+pXbg2l0s9FYogHhvKxuJx+QIcR11UuP0PHfXVDrzv664fuylhAQtvYNujdnPhyBh60zAL9vvPzuupiOQcHHiFTHEQJl1AqGnNdOKqOyKltVK1U/NlAtsj23vr5vnVzBWeArFlv2pxcJdkzkEU66ThvcjqsQLPMDoVR+OE7KTz347z93kbefs0afu85Z873qE4O0s0s++DtrGgIOPAfbyEsH3ssuMVyuiGE+DQQAN+bYpEXKKWuBF4NfEQI8eIptvMBIcQ6IcS6wYEB6HpKezLQxmDkrZKxIa+0GNn6s+oS9pFAq2OY1DXVohCjaPa6jkGXMx6rYlBtoFYtOqVACyDVqD1onZNT8EKp4t5iSin2Debi/ajEYewbzJlhmnDPLuNVSBiAQgjYfQ8cfBSy/eDn2T+Yo2esoEOZxg5N2r9ClyhvbfCmtOWicuyHnUkHwlCxqvtufX3CGRiyhim9SFRO7eS8w8r/ay/blN5SgMZFZrBThD9FAi1MeCoPY+hJY+YV/ToGuVK63PkUxno01kmenLg8/yxVfzRePjcskXKdSeJYoRAIBMrkkVUbxZ4rUFGIo7luAnBUgHR0YbLhzBlIr4F0uRKuJ6WiOe3RlHanNtSz2qMjXL2dw4XEVULnarfTr/9MQd3wQEMoFZ5TPXFRrhNqXA7k5BDkw1VxpEbgABRH64ZeTxUtEHv4Ym9d4n5WNUVCBnZVVahVoJ/PJvMspJt16LX5LnTSBFKxaGQDDWMzSQVR5Epl8qWA7tEincO56q+HOqBzvQ4fpvp69o8XtehVSj97NcfbM1YJb45yWyNPWl1kSLYUai+u9aBZ5oUwgB+/j3D5pdyw8/lcekYbn3jl+fM9qpMKkWlh9Ud+jhvk2Pe1t8xfU0mL5SRECPEe4LXAO9UUFpRSqtv83Q/8DHj2FMvdpJS6Wil19ZIli6IdANUCrapJrvmxr0q0jwRaPeNbTPpHJU8obiY8+ec6MOGFpcSsrfYuJHPQpgpxDCDVVP87KuGKriMIpGJT5ygHB/WM+caDQ+wfqhg6pSDEN0LSC+oXKVBKUSpVzof2gA1D99Ps23A/BxLbGy+U2dE7TimQiOmOwTCdM0KFASrbT2DGp6/PzCe9IvFVz0kW27qHi4tSYSy4o7HWvS1rjddaohC56J4Y3A19W+ovG23JbKp+bqQCx9MHkh2Ag49VGaGVMNYpjPyjFWiHOV9RIQU3LJLxnLoeNCEq3q+kQGsb3YYrA6Q0IY6xB00CKhZoAKqUp310q/mP9hS62jU39RDNcyhMZtyUOac1h+qHkvGE6Mr7AcHw/mnXnYponMl7qN49eNfWXh7pqPXWRi+qKQRCfG2jGyfxvirnJi9fh0le5+Q2zH6zxUCLx95N0FNT0VIGsOQC/W83FT+vUoGjQkLzLIvpJloSnsBHOwbZ1jsONd5WlNKhlCP78IpagCYnXR7dO6S99CP7dBXRLT+pOpYn9g3HlRtLgb62yckiN8iTKidC25VECYEUnvbmH8bzbgWa5fhz96dR+SE+JT+EQvD56y87vRpRHycamhew6MbbGB0dpvum661Is1hmgBDiOuAvgNcrpeqqBSFEsxCiNfo38EpgeksXqj0XaIMhKt4Vxoa8YlojqI44mNarIqdOJo9EUSmYHOJ15qKmeIx1USGkGqD9rPq7ldCYcmnOePHscCqrQ66y+Ty7+iZIuw7NaY9cKYyP35PGy1NjMA7mSjw1RXGBoZzPQCJMMwrH80OpfzsOo3/q/b70jxf5xaZu7n/0cTrX/4pU56P6uJSasgBCPeLzN02I43QV/4SAlux+LbjHOuMrXXcdWWMc1+IXtMEa3RNh+bAz8ZJoAqGeIFS6al/UD2+ss8oAjYY4aazxOGenJYwyz5kTlsmWAu3JrQrbVTgCHJPblRRozbkDeKo0yYPmEgKiUqWQyZdUSoXjiOknBSKPalh5B0x/MPpcdQzkeKyj4jHb1j3OvuHJv+kP7R7UYcLT3PRRIaDkEvUur1SKiWLN/XG4Ko7RPa2UFhB+QU8upZroH6kOD5zSOV97GycFmpIEUrKxcyTuc0hCNOtKsoH2oLWtMRupTII5skw0XyDqvhsjYVbJdYvuff2+TIzajKsvbKXk+1VjzpoJqkzKrba9pvA8RmHAScG+ZOBxlvU/lDj0AIWLdNI4Yfmw4ZRWoFmOL+u+CVtv5b9Xf44nuop8/V1XkfGOrWP86czq5Uvw3vVjuvoGGfrW71Vm5i0WC0KIHwCPAhcIITqFEO8HvgK0AveYEvr/aZZdJYSIkp+WAw8JITYCTwC/VEr96rA7jGZsY4GmcE1ISxwKJ6kYB1XeMvNzXGeiZZK+2Pxj8lF58ygMqo63IvJsRAKtb7zIvsEcjoBnnbmQBQ2pSYZ548BGGgp9+hgcj8EFF5rtVy8XGu+gIwSjeR8nLOFIPXbHGEZCQEPKpRSEBGO9pNuNR1YAACAASURBVAhw/Zw+F1UhjsT7iM5TQ0r/LpRDiagJC1IJq3dGDV3rCLTBbJlQKkLhUAokTlbnDEmlIChy/28fiI2y6agW3rCzdyIuzBLPtk8qolHj8RGuvg75oVhMVnleRg8Z79XhPGh5nZ9jRFkQ+Dy+d/pCFbGZWt+PDI5T82XCgxYZtlEhmLFOfT/OZoijUuwd0KG1YlL9Rh1KpvsGChzUJK+IUBJPBVokOB6gi7LkiiVUjRc6vm7meAITOjjtpICKelzpdTZ3TlOhs5RlQcfPSZfHUKhJhSECJttGQ7lSHDY8FaHU753kZZNKsay1IX6uIiaF/8au/spYxos+Khd52vT3v901wKN7h/RybgrcNE/tm75wmR9K9vRPJDxokZit9qDpR0pVhH9CNBPllTkp7a1UEmSAWnIevtuIK8v056P36zSTE1W5dJWTUOVBC0vgphgrSUTNA5KL3r+194GonvBYvbARqEQzJAV7bY5cGIYgHJ555hJcWarKHa6HFWiW48e+B+Hu/8v9V36Z/3iqwM03XMPC5sNXKrJMzxXnnMHom/6HA52HGP/+e6bOT7BYTjOUUu9QSq1USqWUUquVUt9QSp2rlFpjyudfoZT6oFm2Wyn1GvPvvUqpy82fi5VSnzuyHScEmhBVwqNKnCRnWyMDoK4HrZqiH7Jh2GVbzzhjhbIJQ5tsMQahIuO5cYhjlDMWe5REtcGQLQWkx/bTkt0LMqCsHB7eO6pDjfb8umrbUmlvgisEewezNHgChUPgNiUMTUHKFZQDiXPgIZZkd+EF+brhVpGIevrQKOsODMetAArlgLSnZ9BDc76Sc9RCTPZSTJX3o5SKQ44izSdFikzKiWf1pYRASlrHdlLaeZ8O7ZsGVWNs7ugdZ+9ALv7MdcS0XhQhBEKFpkZExeTa3jOh+3aFARx6XIsfGVRCDuvhF7RAM4ZpuVym7Af1z0dN8+b6DjRFWYrqUuRVYXP670BKyoFkbOeD+ndezqJA2/IT7XGkxpg2T8mh3j76R8ZNiKPUhT5USPvIprioiEuoRYLjEYSSx/cNMZEvoYRXtavovC3t197VUGrvs1PnnkusVbVu7Gnb9+DkRf0CoCoTGjVeq5J0uW1DbZVBPWlRuW6TBxLloFWLaUzYY/Wyk+Yu1GRx85ttXQxuulN7ls335SDQfdaie9JNxcdR2Vb1f3vHimztHk+EBUeTVgmhIiUSB6FUZZIiMUEjZKCfE8epCLTQRy5Yg3RSpFWZQgDtjWkmN2AgccNXzrUjFNLJUGhcUX1PBWVwM+b9E+XX6vUnigHNac/8P3ESa8I3L1/dzoLGVBxCXXW9ai6GlAolBAtbW3HCEv0TVqBZ5oK+bXDLu9n9nM/xsQccbnrXVbbX2XHkFVecw9aXfIOD+3ZTuOUPZlQByGKxHG+qZ5+lBK80yuquO/FMtUUt0OqEOEaGwaHH4+c3CuWrDdEbEy3km1aRLwd0jRRg0dmTjOGocEdLxos9aFEoolPRZ1WhWvdu79Oz5cJDhgEKbQQpmNQGQCaMVYCFjR5KOMYLYXJABKQ9Bz+UhFLiEeLJIlJBsezrIiDxeM2x5cu4jhZ18eciKgVvhG+9/lqJd15tyF109oZyZR7pGIzHrr908RyB7zYYMaUouzr8M8gOwdD0hQbC2BCvkGxE6znOYZsaCyWRSjGaLxnvDxwYyrGnP1sJVxRO7NWcZGUXx3QPraAEje3xfSVUAEoipUR2PIAfJATAtlvNGDHjnzzGgfECTxwY1/dWnfLn0TqhVOw+2MPuqGpfdF8fLvcu4gh+r4Kqa69Y3Z4xnxvP675fs2h4PQJ9/yn0eWjOHSLl6wkKV/lI4YEQlXwlFdTxoOm/0/6YLkAhFZ4blx+pP8DIQA9rQt3qFvxQpspk1Puqep1gyl1Uvgil0tvu3lD1mVcjxnTuqd5nNTUKTUnwMjWFcpT2AAXF+PgWDT+NJ0tGoLngpmOB1taYio5OF9jY/nNAvwugcq3qpz2GhMZzGD83iRBHEQnCaOhKgvSRwkU5Lp6QlKWeGBLThfcmq0UqfTV1g/JkiGMJvDSplBcLt2jMXaMFVrQ11DmGaoHuCIHniNiDNh1SBiBcREp7Ag/XwN4KNMuxM7wXvvtGBq/6OL/78Er+4c2XcvXaRfM9qlOOd73kUn552Vc5tGcLpZ98aJoqTBaLZTYpD3QA2kBvyHWihEPDyA4ac13VvZWqDIjED/hED0U/5K6tup9V7Sy3NmCMx2DBsygnwyajTZR0yfgVbZlYoEV/R4KvUA7jPjyRQRGEEiUcHt3TF4dY1TMtQuMdjLaVcdEiQjixMeMIQcp1mCgG2niXAa4KQMHO3jFdBMSQ9KplXIflB3+BkDoPI8qTKhvBmjRQBYKCH9Lz6A9gXOfABfEMPdr4N8tP5HROy/07+xNmqTaS881rSLkOoVJk17wUKVK68p0xmktByG0buhgrVLwE3aMFBicml3qPr1fg0z62HalUXU9HvLzpf3RgIMtQrmbWPJ7xN6Fcjsf9O/oIpaJrtKA9gnsfgL33a++Zl6mIOhkggLBcYM++vdy5qdN8rq/PWKFMVLyxnoYMwlCLFiVBKcqhrG6qnXCqLTh0b+XzyLifiQdtYFcsFqsPW/HY3qFJhRKkrAhgoSRXrWnThWqCAA49EQs4RwgcHU9M29gOs7Zez5UB0jxDUsl4W1K4Nfuq9kBFYb1iuiIhsSF/+N9fpaQRkGbiJOGBCtwm3Oj8bf5xdcVXEuGzXethYEfVREIkJJNDjDzeSgFd62HXXbSO76ZloqN2VOA1VOW2iigCwHj8IrwwDzKgGApGywonLOEGOZozCU9ktjcO244KJkUTRVUVUDf/2Aw0JDTXSQamjYeqCUGMhLQwne5Cn/t3j6JESns3EXiuqBb+SsG222HYHG8i106gQAhU7YUNSjq/ToiqEMeiH5ItBqwUwzjlbPULOhLovhazQuh70Q8lbpDD85Oiq/beDhFG7LZ6h79/rECzHBvjPfCdN5K/9Pd581NXcOOLzub1l6+a71GdsvzZG57Nd8/9Mp07n6T0s49UsnEtFsvso3SY4KYdOwET4hbkybZfRKlhGQ3FfmOoRx40n7ue3kPfuJmZXnAGNLSBkozkKzPYtVFIIa72AADFxuWUgsQ2DWN5n6UtGVa1N1IKQlQizLKSFF/xgETiLZCghIdQIaPFKJ+mfhiV41SMrrQLCoESbmzMCCDjOToUCnDRXjSpVJVXSYDpORV9IEzCf6gnuHFIuw5+YQKCUpUHTQgYL/i63LUJ746LcygF226leVwbZe6On5MujZAtBQmvpEKhyDevobjkMkqZpRQCkG4GP9CiiPxwfH5+s7OfMXM8T+4fZq+pXJm060RQhOI4zsB2WrN7SZdGpqzIFpWBV9SI1OIgbmAMYseNjdJQuPhhSL4c0Dde1PdOwwLypYC9qXN0bo4xTEVY8aDp8UvW7R+ORefu/iy9Y6V4HLU4Ql/PyIM2XvDZP1jpXxcd0qTWDXEOXMBtG7qm9yDW9sPTo0EqRd94sarAzSN7BikFYXzPLWr0QIakXUd7XEcPEoQ6XE2YIiFBpjIZXPFU+bpaoxDxvSRUqI81eRiJc6JQjBd8PSmBedqM0KkdO46HmsFv733b+3TzaFUZA0DopCg1LKUh38OiQdPioqZCom6sLmFoX2UyVkrwi3Vz0BTmeoIOVSxN0JTrpGVib83wpRYlYVKg6VBR/HzVje6qAGTAkwfH2dCVY8HEblb0/oZMtouFwxvMoompELNqIZ5oqYxNH1QAKjTiWSFDn7FCmcc6BuJoAqVURRAJJ54MKEiBdFK4jqDQtAo33Uzglyo5gOWcXjY6j2YyBxmio6kFeronWcVR6muJw/IFmThEdKzgs6AxRXriAOlCX9Uxxtdyxy9onejQDdOFrnS7rP8Rlvc9UDmvNe9sJUOEcMDxOKMtw+GwAs1y9OSH4btvJDj3Vfz+npfxvLMX8+GXnDPfozqlcRzB37zthXzzGV+iZ9sjlG77+MzDTCwWyzGTLDkuFbhBjiC9gFJmMY70tWiIZm+H97G46z6CLbfqz1KNurR9ZBAZYuM3Cp0TLoWmVQwueQ4A5bCyzds2dJEtBbERkfHcKgEWjQsqoY75chB/r1Ao4SBkwKaebPwZwKbOMcYKZaRUrD8wonPLzDbSxoOmZ6Gj0EzIeC7jRZ/GlMtlq5oRKkTblpIzOn8Zl5mu9opFry2phSWCtOdoj1bfliqxIwAVlLTBaloVJMuMS6XwAn0cUkqcsFh17ChF0LAE32mAxecwsuw5jOR9HNcjVw6Q2QHouK/qNVooRrPj1ZUDIxpHdsLuu3GH9+A6gqUDjxCO1W8qrKTSHjSqy6IvGXyctrHtUYwn+VAwXjSheSgKfog013XvcJmHS2fRFSzQ4V9GICkZ6GbNUvskhNKhWSgZ36eeKTNa71fCFco0/tU5aCIRIre7b4JsLsuqzjshP4TKtDCw9Pnae2mM+/GCMZ79cIpG2AlqBE0cBRx5JPKj5Pr2kCuHeI7gstXtXL56AaiQhpRLMah4ZUJXCzQhwG9ehZ9aACSK14S+8ZYJlAk9EzJAOdUCLRmVli0GHBzO6/A9Ye7X8W427+2sLgSiJDguSkouOaMtFpOTD1fFPcic6HmRAUHrGfhnvhglHDx/jMZin97Xocerx2buG6kU5LUXfGzLnfhbb8cPJZ4jCKWKz3uUD9s0sR8memDhWoYXX0nZ96sFtMKEOCbzyUzOW1iusidSBCBDlOMx0Xo2A0ufz0VnraJxfA9N+a5Jpkd0fyfHFO8TdAilNCGOSiHDMkVfIlQlmgBUtQctGqdwCdxGHAF+qo3wGdcS+KV4AiXqTRkPKv5/CEpxwcoF+r2nagSacFE4uEgEgru39dIxkCXjOQgZ4tTmDB96DHq36NNoch49V0xuRVEHKWU8GZNyD2+3WYFmOTqyA/CdN6BWXsEfj72NxozH37/pEltOfw5wHcHfvuNa/mvtl+jbfB/52/7UijSLZa6Iw74UUkpcP0foNREIF0f5eAcfhuI4ZFqRKZ2H66lAryhEHLYjZUIASFllMIW4IASlhiU0pFwT4lh5xieKPuNFn7ZGPaOcch3u2bS/MsTYk6b/3zNWZChb4ozOX+rPhatFg/EoBO3nQkMb2ZIOVRzMlRDSp3FgM06oPTAZF21UOm48C+0Iwcr2hni/Qkk8JNJJocysv2v6otWGCCpU7InT2xVx5b2qCocCVFCo8kxKqUi7ieqZsUcNnpHfxIK0E4fJOSZPKZBKn8tQey/bWxrIloI4T+5Qog+b03E3dNzLoqZKkavkkBwVwopLyV3wRnDTel5eBvihNA2Dk+9j7UGTwp0cFmdC9BCC0XyZwWwJhfZQFsohgVSUgpBcoYgSnjYCXS8OT1PSRyipq8PpsxFvN8rxC+P7lUkIc+7DMAQlcYRAKB0iuq1nnL09QwgkpdwYPUPjSCelQybN/rd367YJ+XLAXVt7eergCL1j2qAt+jpkdIcpXFNb1j0yZ6NrHXRtYOHIJoJQ4jqCdCqtqzTuvJOGlKMbbS9YRb7tXECH3gokEkGueY0+niiUUOly5ghBqBSp8hiLh5/SnyXHYIRL4LUwlCuzrLWBtUuadQ6a8Q6VgrAql3L/YA6Ji1SS1szUTdT3DuaI7gNhqvk5KuTBgyXyTnMs2MvphQkPU+UdMJgtATJ+bkpByO6DXWzsHKUcSjxX0D9RjIWNMl7O5vHdegNNi7WQVdKU7Y+OOTQetIQHP/K+hz75ss/OXi1uXBXqsFvhIt0GypmFeJ6nPbcGhWLvQNZMlujPilN60MqgQkLhIlBII7q9IE+6ZEI8lST2WAlHT0ZEvefSzTgmDzaVTiNUSKZoivxETdxr7rOn9w+SLwd4jhZiVc+mDONJp6S3a2BCN0gXSiJkqTrEsTCqQ05VZZiL991O2+hWakN+FYn3+77f4hx6TIc4Oi7pGZjKVqBZjpzRg3DzdbDqWfxz4x+xsy/H1955FSnX3k5zhec6fPadL+N7F36FoY2/YuLWT1iRZrHMMgU/QJof8sFsmaHRMS02vAZCPBwZ4GT7dEW+zALya14EmN93ZWaGTR5EKBXtJtm+tfdx3QjVECZ+mhtTLuWQSc93thiwoEGv31bsYmVPJUcoLgxhQtd6x4r0jhdZaASHQuAkQr7C5uUkw3g2bt/N0oHHaBjfR2NeV5lLmRBHz/MQSuEGBTx/LH7vR/t0VUDopCYJMilh+YIMLzh3SeVzpc+nQuCYAh54DdXrIsAvVeX2RTk4jtAVFCvFLCSOcEjle2NzyxV63KGUNKZdyoEkVwpobWysOp97+ytekqCYh8Ko9o61ZmhIuUilkN2baJnYy8B4jt68KQAhHBwB4tDjPLZ3iE2do3Glzr7xIk8dHIZIDEehoXHzccGhoRzdYyVdXTJUpoKlohzIimdUBijhadHleLEhr3txKZQMCJWKvQObDg3HHqdoYr9eiKNS2oPmBzqPLyoyMR7l4RmRPTRRwJE+0kkRKCcOWwzCEEcIDg0bkTucZ7PJYSubHWfjcuU1HobIg2ZunHL0d+S1dTwdcof20paDEMIyEhehtMfQiQRay1pCtyGuLupIn9B40KSUpMujepc1RUJiz5LSIaINKSe6LCT/kex31zWaoyQFKgxJuU79/EOlhXUcDiej0EstdvrGi1oYKMi2rEVe8Dt6vUQLjrGCb4STGauqHruXqHyYKwV0jhR0/lzkqRQO4CCQOuRQKXrGCjy0u5/enJpUwCgSaCPZEhPmmoXlHGO5QlVoqOOm4mqZ0cTHcL6sK0+ai1ouayE2qZprUAQpTY6tDnEEcGSJpQOPgjLl7isXIBZRriN47jPP1mHXXgrHeNMbCz2VbZtzD5AvBYzkyowXioDOz9O5ZkkPWgiOg1S6ZUOyQI2eAApxpug/G/WbBD1R1ZLdP6msfvxOlT5k+1DStBQRDq6wHjTL8WZgJ3zzOrjodfxg+Se4ZX0PN7/3mriqj2XucB3BX/7uS/jls25iaOOdDP3wwzYnzWKZRaRUlFZcDcAjHYMsPHQPDgrhOARCl6FWoH/4hUOgtGETld6/f+cAxUBBcQypFM0Zl8tWt+MVB6oMpjAx09+QcgnqFAkphzKumtZIdX/EyDBa3vsASwafjAbPwqY02Za1erZYhbHB6gN+GJD2HM5c1MTC/kcpNixlvPVsvJI2blMmpsxxdf7a4qEnWdxtSotHRqqSFPyArb15gpoqd7q5rkPGc2Mp6EgflBZQrjACzU1V9UEDUOVClUB7pGMIgfYcBlImSuHrxuGp0milyhoKpXSVtcaUS8HXeW/pVCoaOusODMfel/amdByupJTirMXNpp8cyP4dtI1tp1wusrEra3KzorLsKi5yggwhN8BgtoSIctCEFwuCuJqfUmztHuXQSCHO24t6RAVS/7/kS6QMkI6rQ12dFFKG9I4WUGFZe0LD0ITE6e0fGsrSZzxZYVTUouZaFP1QF7EQDkMTurz6JA1nDM5CIQ8opOOR8yXkBs33ksUtaTpHKv3gG00frjAKLazXcoKK5zMq+FI01UzKodS9BR0vFiwpV1AKpA4bVJVtClU5LoWDQ6UYhxQ6lMwZ3YcXaO+oo6rLxEfPiUBS9MP4eXJExYOml9PL+6EWECUpkH6BlFfdA7Fy3rTAjrwyIhHiqISjz72pniqdNNJtgHQzqkYMtGZcdvSO63ujpkWAlwit3GOqa7oChPT1eISDNCGdMgxgy0/Ytmmd9lxF24qEI1KfSOmTvFMyI7t4+sBgZXnQz3/kwVX62TKHHJ+nxV33smroifh+j7c41kXncJZDY2U8x0GFASrdzPiC8/X4Q+01rApxNO9SqUA0LSS35qXQuAghBOOt51XEY1DS79wwJF8K2NY7Tsdg1oj2SPRVtyaIQxxrQx+BlCd0iGNYqjv5rTAREEaojbZfEn/XlDtkzqu5503TdF1dVh9XbX5aPaxAs8ycQ0/Aza+G5/whD5z5Ef7hjh184z1Xs3ph03yP7LRFCMEHX/8innrZ9xja8RCHbn6PLcFvscwiZUeH9LVmXJRwKS26AAEEQhsuE0XfzPqK2BMWSkU5DLUnBwHDe2nYd7cJKZtsGCcFmusIXeUsYUCExniPeomlE7abkD7Cz4FSuqpYkNNhZNLXxTpECqGk8aDpFbf3ZFm/fwglpS7bn1nEeNuF5L2FOMaL0dj7JI70cRwdJpSc6W7J7tfmhjH4lOORK2iBEBkiMvbQVHx1rvKNB4y4Al0oo/Aus6wAERRQKGQYUgr0zHxgjl/KincoNLlpbnk0NhaF0OF0oVSxeGhKu7Q2VfLZoBKGdvaiBgayJbb25pBhQGriEE3jHVAYjcPyHOmjHI8Nh0bJh1oolnxJ2kkYeVHIFVJfY8eNwz4jT49QEs8hLpoijcdEKMWuvglGjGeCULdGUErh49I9WuDJjl4GjbAKA22UP/+cRazouRdHlsn7FREIOiy2a7TA9p5xtveMc9fWXu39EZ5p2K3MogonLOKE5djz0zphKggKl4NDeaQMUQ3tqFBy8aq2OFR3wdhOWgZ1Ofi4WXE0aVjluVDG26Lv44NDebb3apFRDqS+rRw3DsNLew69i5/L+vBcsr7elgKE0D21ogvtRe0fZKAFjdD3R7qsQzFH2y8jSTRGobSnMuO5lXsmcX9HQkPncSr6JnyWygFaKCAQ1Kuw7oeKjBFwcUiwmRQp+hIhHKRUhE5anws3TeBX8p0qVSp1yGBt/lwy9y0KKUxnO1Eonjo4osOizblRYUAgJZnioD53biTQovswCnEsVwkHJVwcU1m02bxkXC9VVdQo8popVfGGOrLM8kypWrguXIsc2c9A5x5Wr1rNmQsbcUqjKK+BiQXn6cIvKurpVxviKOIQTtHYTjrlIoRAOV6lJ2NQglQj+wYn2GZCNPWxhQilTGikWy3EohDH2uIhoEMckUagTZ74VtH4lL5fQ0e/T8qpNhaObMIN8gildFhlqAscRdeZOoKwHlagWQ6PUvDkf8N33wyv/Bxb1t7AR7//FP/ytiu4fE37fI/OArz5xVcy+rafMnFoCzu+9laC8vQNEC0Wy9FxYFgbURlXkPEcFq25ACEEIR5NKcFEMYjzJuIqeBIGx0vG0DDGRymHp3y8bPdkgeZUcp9SUTltGcCBR2nI9+CHetY2KgDR4JvwPKV4cWYP5478Frb8BAA/1aoNpzDQ+UvCMTP6Kp59LkttMARSG36Bp3PnQjetewUBGRHynNVNOl9Dyar537axbcZCCzhjUStCuKRFxQAZzftkS2GlcIf5O0qyV1LieLqRbMk3M96AVx6nvfN+Gke26/HE1Qr1JppLfbrPVUKgCSEgKMeibVFzGoXAl4rGtD5eRwjSqQxLmtMVL4oRIy2e3n6hVGLxgTvI9KyjZWQb5Y4HdNVHtMCSjvbAFWigpSHFQLZEKrKo2s+EQAs0obSBHhqBpT+LcpICc04EEt2Lqtbf5ZVGCUv5WEzvHcwzlA9odnxKvi4hXg60R6M9A25YjEP69Jb1tjpHCqzbP0yuHFSq7EntQdOhsOjwXaVY2XMvSwceiT1oQklWtjWQch0cWaIUhDx0ME8QBqRcQUtGn9fm3EEyEwfBFHVxhEDJkHIokd0b4eBj8bgiMRhIxUC2yMLmDC0ZT3vQhDACzQfhkF51GYX0QroLDkTGtDLeUSo3VeQhE7IcFwmRSuHIgELjCmS6hSRxwInSXtiKoIqzx/Ry5rppD5okWyjqqCEZ4Dqwb1I/K+1By5gJlCiXMQpxLAYhnutqp5Wb1ufCy1As6nvG83M0lgfjUUhFRYgakgItfiYSIi7na4GpcJBhSBAqHBVoDxpO5fzqPZiWFeUqMSKULuCB43HxGQvMh5V9KCriNVSq6j3muJ6ZfHFAQTEUZEsBQfNyVq1cpcNJ+7bQ1aW9TdKIraQ+0wJNxm04HCFMzq2utCkdj0xpSAutsKTDo2uKdTQU+/XzIATPWNpKqkpdhuCY8iA1IYcNKRchQx3OWU9MSWid6IDSuM5zNb3bCk2r8L0W47VVSDet+xg6LuXlV5JfdLHxoFmBZjlW/ALc+mF46Mtww8/pWvtG3vetJ/nzV13AK565fL5HZ0nw7GeeR8sH7kCOdbPhi6+jf3j08CtZLJYjIusbg6ScZ1lLmqamVhyh88YWNqUrBS5EpWqfVIrd/XpWN+4BhKCl/ynS4wcABU2LiCyTYmZxvD/PcfQ6+SEY76I1u49yICs5v0MdpAs6UV6ogPa0wltzDZx/HWNtzwR0tTchfYSbQgknrnYXCTTXMUVDTNjOs89bzbXnL+WFF65ieZPgopUL4vEonEqvooRFpvRJobG5RfcpigSaUmRLARlPsCTtQ9+W+Dg9ZWaVlcR1HaTpWxUdW6Y8DF6GUqoNnU8UUjKhcE55nEWD63UoYOI8e45AhLq/2trFzbRmXHQKn4qN2lAqcByd9xbN+pswtOaU/n/adSqCSuicw92DRnTJACW0QBtbeCkr2hoYK/h4JqRpsORCUDJHqXPDSqHAN2GfGcecNyXjHDkptTdPqqQFCUv7HzGVC7WRv6N3nACXNQt02J8TlhAjBxBUGvdGDZsTV6YuZd80xg5lHOIo0J5GNyxUhd22Ziqek0JZxgUXHCFoNbmQUS7Tju5hxgo+ac9BScnW7jGe3rqN8d59lVEZT2EYKgplyYq2Rpa26NLjjhBmXGVobMdd8UyWtWrPtQ5Hq3i+fGnOshBV1RKlKRIiUbEwijzOEXGPNHPdli3IxNe74gGt4JsCMH65RIOnBc65y1rjnoTJg/NDGQu+KHRSmIIbJT8k7WpvqXSMQHMzFAp5mtMeLdl9LB14Ir6eQSiRojqNJFm3IhJoTkKgDWSjZ9xBhiUTcgltGZfd/Tn2DIWr3QAAIABJREFUj5RAhdy5uUc/z0pP4lTn0ymdz4fLgoaUbqHkePF9oFSlnbeMvKLR+o4J6TUFgR7dP8quvgkyrfo9V3MpkMLTExfGqxUfpAxiER41hU67jv5KpPR9Orhb36tuulpgmvUWjO/EEYJl7U04VWX2lQ5xpNIHLeO5vOi8paxqa6icl9pKjmA8uAL8Ao7jJvIbBcpJ4ZpqsqGT0QIt3UK57SxEqlGH3loPmuWY6NsG33gljHfBBx5grP0SbvjmE7zpyjN41/PWzvfoLHU4c9VKzv6Tu1iU8un499dz76Z9h1/JYrHMEEX0syn9IrgpnXgudLU8z5S8l2YaOPKgjebLpMpj2lgynwWpFlKFftz8gA7Hck1fnDOfS+BWwsY914RKmlAfIX0aOu6kPWcasnY/XZlwNiWlSbdApoXAbdA9oZQuJIGT4rI1i3BkWRsUxsorJsr4OwIaMxnam9IsaG6hJQXnL22unAHTNys2SIY64jMDwILVKIjFSmT8NqS8uLBBZFy60td90JTEFQ56GNqQvGB5K1cuTxFm2hhe8SLyTau0QDPFF9KFfjxH55ZJKcm4DqHEhI36cRK/g4wLZbhmx34ojaEpTKho5FWEtJA8c2V7fExCCF2cQzj4JvTUUYHuswWEXhPpi15D2nUolMooHHKhMZSFoHWig5Q/zpbhiqDNuJWQtyjEcShXQqEIJFXhT0q49C2/FuVUDPTzVy6iLaU9U44KUBO9uA6xoPKCHH6qlbG2C3Wo6xSl4ItBgOO6cTEZpRQr2hpY2JSuCPHoPvREfN0K5nwIFQk0D1SIowKKgaKjb5yesSJp1yE0fcw8R3BwuJKrpp8RHcqZLfmkPa/i4XSoCDQzibB2SZM5H47pK6cQKHrGI+NZJHK9/EoBHFkRRq5TbfKOFyshfqCNcyb6EEGJho47eXxvf9XyfqAFiKMCPcawTEvGw3VEXDXTXDUCU8gGKt6uqDBPKZCkhO5fp0PsFHhpSsUCzRkdKi2EDhUELdzLSy6Kt/7csxfH4gN0hUegqvBEMVD6eIQD5Ry7+idAhTR64CtB70QAYUDZ5NWFTgrfL+piLFTEjSNLKMfVz5WozuGSldcGUio2HBplwfhOFjWnEY6b8DxWvPXNmYwOR3UEUqQYXPJsfcYcT7+XqLjQSqHiib0mb9d8uqq9kXOXtejxmRtShWXtDnW8qns2336e/l645j3tUlXl0YhBiRsLNyG0110IPeGhAIb3Uks8ygOP6GqjUTipEEgnbfLptFijOAappkrl3kQl3OmwAs0ymaAE930OvvEKuOh18Ps/pZRp5wPfXceFKxfwF6+6cL5HaJmGhuY2zv74HZyzYhErfno9//f798eNVy0Wy7Gxsr2JxrRH6JdwPBO6ZEKpPNdBoJuWTpTCuNiELxVpf4yM51bypdyG2OiRbgNRs2C8hqoy854jKDUsh5VXwPJLcFRAKZ+lzR+Ic74iu9ORgUl8N8aC4+kZcAlueQKVyrC0tcEYsBWDP1SJPJkovAxiAZqcQVYIFkzsroTRDewk5Tg0G+NamBwLR+m+QnFBh8Q5jP7t4cfFIhzXiFcTutbakGJRqoz0mkwYlUD6ZeRYN2d03Um6MIjr6DLojtB5eArdXBsZaqEn9L7ivnCO4MozF3LVWQtBuPrQlDYW48IdMgAvXXEEREYgOow1OguxQFMKMi1kUh4ThSKI6iqcLdl9jLZfTOg1cfVZ7aAUrcVeQrcBoUKCQJJJebF4K4XmJACokEuWN7Kwva3qHvSEpG1oY+X6RYZfGIX46Zy1UuNyBNUFJZIEocRxPS3Q0B4dJzqHiEp+D+Cc90peeN5SGjyXfBBtT5fEX7OwCTcsoYRLIFI6L07K2IMmhGD1wkaKgS5m8vi+IXxznDnToy+TdrXIbVhe8aCBvgfRIWeAySPS19ctjRAbxgga3ah4iO611TtRonMkr0WscLl8dRvnLWutcyaM5yc3CPt/i6PKdI0WYi8IwEiuTCB14Y980xl6jFGOnOvEVSuT1yRlBFNFIKt4YkM3dDdn0XjQlF8i7Qm8IGcEgr6evhSEbgOtRgy2N6WqPGjJapSRp61ocuB0z0OflOuwqtXDQYtE5bhQGsfzJwCJdNJs2D/IAdOo3HG0t9wJyzoXLbql88PxfqVScVVbte3npMpjLHWynL2kBRFdP6W9vlGIbnNTxpwTQDiErvaMSiel7zdZeX/t7MuBCs29op/f5oxHe1NaP2dmXeWXTLiiV+VBKzau1NsWnq626rrVDcZNFUclKu+k6Hk37uSqaIYkUU6cXgdTql8XItHHUtITco4HxVFIN3MoKqYjnGpP3hRYgWap5uD/Y++84yS5qnv/PRU6d08OO2FzkDYorHJOKJJB5mEDFhkM2MaJh1+A5/Bsnv2eec9kmSBMBgEyOYkghBBKIJQQ7CqnzXFST3fd98etqq7u6Zmd0e5Oz+6e7+czn+murq66dbvCPfec8zu3wofPhYdvgjf8EC54B4G4/NWXfg3A//69E6xcqbKw8bP0vv56Vmw4k7c9/FZe/S9fSBSCVJSjAxH5uIhsFZF7E8s6ReT7IvK78H/HNN+9QkQeFJFNIvLO2e5zVX8RRxyCyfHaICQhfuG5QqUacOdju3lo+wijq1/MaG4IgEzKszlTQBAaCAJU3TRg2Dte5lv3bWHnSDkWXnAdsfk03SsxxUVIUGXvRIWOrF8Lw1p+EYGTCnObTDyzHDg+ElSpGkNq5GlM27AdHEQqdyEmEa5YZ6CB9ew9+K1avyVmoA3A5CgbhtpYudJO3DmuDRlyqdKR90mVd9s8jrrHhn2THd/G03vGEVO1x4lQNUGsxkdlHDwbNmrEQbY+QOpJm8fkl3fhucJY2cqdxwFG2U6MAX/ng9YLIYaqqQ28hjtz9JYy4Hg4Ikw6WUSEdf151g+2QVBBvLQVJbFjNFb3FVnRW4rzzgxO7NmJDO6OfBoxVRzHtaIu4VFOpLsZzQ/bPhHr3SqMPcnu9vWIqTJWnqSvVJP8L1dqaoxnDuXIZTOcvaq/7hz0pCZoAbC373RrGEe154JJjEgYKmqmeI7AnleTlSqu41rvqjFs3TcRtlsSuYrhPnPtFNIebVmf0UkThxo6Avm0h1cZoeJm4/ya0XKkimjVFyNv0kSlymi5ys6RCdoyHpet7eeMZV2kPR/PdRjP9oehcdGsg73Gorp3hKGV/vhOK40e5ksiDkva05ww2I6IUBGPydAb5IhgxKW3lGHtQC1cF6CUrhnd7LH5UG51ag73Tb/bZg0FYxjNDWDal8YGsd9YqNiYMKTWhjC6CWsq8iSlpBpPxBhjPWimOoHrOLjVcYRa4e2qMQTGSs2fPNxRp4QKxPcKEwSxmMhExQpdGHGRoILvCO0ZicWBjHgET9xB35abEBMwKT5CUKslh2DEwQ3KGPFqhsvwaYwsOsO2qxowZtVIqJTH6N16c82/FnnLwyUVz3pAS9lM6EEjNKYiz5OdTNq6b4w9oWezXLVex8mgdoy1Y4bJVDs7O07CTI7ac9+x8v12vxKHkxvHtwavOHW1CEcnyty0aSd7x6s1D1r0YXgtRffu2k9r2DNWZm+6dk06Ya6f50holNkQRyMuk17RniepPKMTVRtG2xAePh1qoCmW8b3wzb+Ez7wMzngTvObb0LMGYwx/+437eeDpvVz7qlPrHgrKAsf1yLzk/fSe84d83n0Xn/3KDbzlM3eydd/UeGpFOUK5DriiYdk7gRuNMauAG8P3dYiIC3wAuBJYC/y+iKw90M5cRyhmUjiuawdPfpizEm3XcW3YXWBC8QU7i71hvVWPcxynVlPJhMWUBQJc9k9MWlU+bI5FVCPNEanJVTt+XGsn5Ya5Eekig4PDiJcJQxyDWuhPJP1vDFIdBz8fercmG1ThwqT1OH8u8ZmXIYlTrgkiVMNBlyOC07Mm/KpVz3NNhcH2LLnRJ2nfdV/DgDLcViRCEfZNJQCChIFWrWAcK09txA6h4rywYBLPcdg3UaFcqQmQVJdegMGQ3vEgDiCGOgOtdiDWK1B20jgCQ20pVvQUoDqJhB40Ywwm32PFCVypyY03maPMpqw6pus4cc0qEWv89hYznLykM/aSGi/DpF+KDepIrh2oK3Tdl5604aoNeOH+R3ODAEw4WYyfjwtI+9hCzWnPDUMcp7Y347m2bpznYQLDZKXCRKVKZWLE1nUzlVoRYIgFaXxPGKtK2Am1YuvpiZ2U012xUl4tdNTWl4qMxHKohBgpbmZTLv1ttXOs6qbjEOFkZ0cGWhTi6JX3EBQHqfi18NuUU5PKH8v2h55B6MqnptRAi0m0PwrXTXrOAE5b2gmEIiEEgCCeH3vQ0p4b50ZGBMZ6LsfT3Uh4n4DQuAcme9axs/PkcBngppHJcVwRe826HhKKnliREKk3UhIvV0QhyKYan6NjFatyaj1otjahE1RqRdPF5a7HdoXfM4xWnNBjZo3TbMpOQgh2Mik2MrMdTGZ7w34a5fEtNgw08iCaUEXauNFvanim/0Im0p0c318il/bj5guJUh9+yeaKBZNs3mbLIljHmWH/RK2URiOBmyKohEIerh977NOeQ1nCuo+hcYbjQlDll+Fx7x4ZZ7xi2DNejSMI4i4OKjZ0XaJyHHb/m7ft59Edo9y3v8BOrwcI7y1ic1oNkYFmPWhjOevFw7eTMJ25VHx/dStT8xyTqIGmwIPfgQ+eaWeP3nILnPb6ePbjvd//LTf+Zguffv0ZtOW01tkRhwhc+E7Sl72b69y/57TyHVz6Lzfxxdsfn/aGpyhHCsaYm4CdDYtfCHwyfP1J4EVNvno6sMkY85Axpgx8PvzejER+kVLG5ks4oUdlT1jYV7AqY5WqCWdU7UO7o62NjYs7Qm+F3dauUavg54SD+F8/tpPte8foKmQ5Z1WtmLOVn68ZaNHg3XUkzKGwD3tbQDoysiIPmhvPiAeTZcTLEEk8G/FYN9DGhWt6OXlJp028j+a/k4NZr6YoCcRhVwCVVCL0zgsFHhwPQg9a2nNZ0pmz+2wYWwbixSFeGBsqFxgr3BAn0Fft7H01yumL8/tsX/vRhKExseiA5zrs6Nxoa5RRRcQKb0wJ/BAbjjohaTsQKo/APdfbgZmfITCwp+04gkXWuJYwZ0+s6kHM+kHbB45r+9p1XaqJ/jPYHK2eYiYKgEIch/PXLQYDbnUMRxzGcgOU/TbKVUMmMox2PQKZ+vBGqIWj7i1Zo7hMCly3JptOwMalXazqK9HoQYtyi9K+QxAEOI6PMQHVPU8BkBp5BsR6SlOTe5hId9bt23ds2JwJa0BFuJVRJv1CrPIJ1kBxwnwsx3Xtvh/8Zs2Aq45Zo6g8GoemlVMd9tyOvFjti23/OtGkg1XXK+5+gK7OrrgG68lLOslFqX9Yo2KyEtBXzNhQy4Y6Yo10b/9F/NqpjFN10nFoaEcuZa/rwHrQbGH1Wn+nfYen9ozx9J4xNm/bz6Zt+6gagyfWmz2x8iomfRta6bgevuuQyRYYyw3YYwqAfDdS3os/sQMhwDg+uX2PADDafhxVpOEaqr2JcjutB832x2TVXgsGB1MpU5UUDsZ6xBy3TilWqBJE4hZBmf5Sht5ixhpmDjYHLXEBSXh+95odAOwtrY7DEKmWoWOpXT8S73F8+7uF+ZYQfmagPZfmsrX9pDrsZEOpsoO2nDXuqmLPmaf3TfVoxnaU49v6cUEl9LbaffquPZ79hWW2FqHYe5OYgMd2jtqaetUq4nh1ddDiPp4ctXljjk9gDHc+touHtu1n33iFdQMljDjsLdoctzgkODy0qpvGq4zakF+/CMvOh+IAVRMVzLb9172tpmraDDXQjmX2b4PrXwtfextc9vfw+5+Htpo799qbNvOFOx7nM687k75SZoYNKQueU65Brv4Yr3nm7/nyGZv4wI838YqP/oJHd4y0umWKcqjpM8Y8DRD+722yziDweOL9E+GyAyNCNp3CCSattyiJYx/SE5Vq/KS3IYO+9TKJUDXG1rdK5ELEEtomoL89RynjJzdZUym0IxwAPMJcpZr7LjTQEjlokZyzCahOjiNeKvGZy8reAm1Zn6HOIiKCPxnWD0p61xo8D3t6TmFPmxUsCBLCFdF3HM8OeGIvGJAZe8YOKJecHW6ztt2qm0WohiIhYiX3ozCkatkWeDW2vUEo5V1Me6zpL1pFNOD0ZZ2MlEPvkecynltEYAxWQNuGODaGSOF4OA6MZAcIvGxcFJmt9yOOi8HuywlD7MSxYUmeK7Eh25ELvW5Yg1mCKq7jUEkqMSbU3ZxQ0dHgUMqmWNGTZ4PzKB35NLs71rOt71wmyhX6/RHOdB6wAl3FWijVUEeO558wkBj42raVTejhCGoeyVwuT8qzRncyB62UDb8TerLEtb9bFKIXVKvg1kIud3SdypODV9a6rdTPSH4J1kRIGGhB2Q6WcUg51qu0qC0TCleExy5QnbB5OIGB/K4HrKrnk3fa83bgZC7bMMSitiz4OWv0F+vVogMnhVcdwxiDv2idXRdIeQkDNTzccqWC5wq5lDu9B60JuV2/IXD8WE3Uhsra0GUJFziuG9ccLaR9XBGe3D3GrtEyT+0atSGOoTEiieu2ry3HVRsWxZ4+IBQJSRNIiuJTN9v+rIzhVMYppzoYKS0jQOoG7MnTuZbjFsQhlEZsyB3iEFQnqYitHSbYyZnI+92RS1l5e7Gh1KnyLuv5FOvhdp1anljjzk8s7GFvcRUj+WFbXgRrqOOlwzDd6PxwwrwrSXzf0JZ2OGFxB9mUi5stMp7ppb/g2tyvySpj1fAYmriso+s5cPxaeQDHi0MTI6+0VWis2ILy4SSKN7mPx7ds55ktW8gX22yOXSQwE3Xs5Cji5wgcj/0ToVcQWNyZs2GojkslVYJ8j70SxIagGhyqbtbmoEXtLvSCY+veuY7EDhCvWhPNaYYaaMcixsCvPgsfOM2Gr7z1Nlj/kror/rO/eIwP/+QhPv26M1jcpYWojwpWXw6vuoGV97yXH6z/AScMFnjuv97MtTdtptKQ4KwoRznNEmmbupRF5I0icoeI3DE6MgISesaCsjV46tfFdZywcKwwGQR2VtWNwhUDqtUqm7ftZ9Iv0V1I4zoOk8bBFYMQ4Lq1YrlglQdjDQBDHMLkudR5y3Bq9c2iL5dyWQppD68yZj03XqaWn5YMY3QcBtuzLInu9cnB7PieumOsenn2F5axpe8CJlOJfJ5we7YWk+CaKvg5TKpo6y8JUEgOtoUt/Rewp22NFQZxaiGMTlJpzbH1wyIFTGNszlPGd8nncrRnU6Rc4bwV3axdVIol3wMcJOz/alBfN8pu10XEYSLTQyXfV/PYVCZwQq9N1VjPmP09rLHjOxIPvJLbdBzXGppufQ6aiTwfYoenklDA7OxfQn/BC4t/WyYmJ0m5Dn2yG3rWQPtwrceEOk+GcXyeHHouE9XA9nu1QtZ3aculINuJ69ak8AE2Lu6gEOZcLenKg7E18HZ2nUqlGuVDVWKv6c6Ok6xHJnE+VJecy0hhie2DhCCDE5QJHDsB0F3wuGJ9P12FNK7Yc9YR2/5qqARTNQYvmICuVbB/i/0TIeNbxUC6V1mRsgQXru6N8zV723LhbxidTRKHeEbHO1Gu4jlCWzbFc9bNPP9S8WqhpALsLy6Pf19312YyEzupBCY0Sh37mwWRgebFNWFzKS/2qEcOXhvqGhpOYbmEZMht0pOcbAPY8LxqEJ7Pie8kz2bXEVb0FOjJe7HRbsR68424SHWSwDiI68X5eBXPGrZu6C01OOzrPYUdXacguU6isg3WPmqe2pKWKiOFxYATK0namm4ZHKkZaCaarIqNLXvurO4vUcpaz/spSzpYO9SFU50kQPjufc8wHoSTMo2TK4njD5wUJqrnlhAJ8Z2wv8KJKxEH13XoSlVZuvNnjN37dSYy3WSLHaGB1pCDNjkGfpbA8akGhlzKY0VPga5CJHISXhPpoj0cCfNgRay0PnDqhnVhn0Rh7aYuH7GxdEIjaqAda+x6BD71Yvjxe+DqT8CLPhjW36nxH796kvd8+wE++ZrTWdXXTPFIOWIZOgXe8EP8R37CO3f/HV989Xpu+OVTvPiDt3DfU3sO/H1FWfhsEZFFAOH/rU3WeQIYTrwfAp5qtjFjzLXGmFONMafm8nlA8DwXtzqB46Ub1o48aHYQvndsMqy5FeYcmGrs6RkpLEWGTiXlOYxVo2GLoRQWtT1puJ2Lj+u1Ko9RDhph4VPAiWaNwwf+kq4iK7pzdUbbBWv6WNNXZGjbT5hId9uZ23TRhmI25Nl0Hn8+PYVwpjxpoA2dXns/cHL4uVDxC0ym2hOHbtdxHRv+5gRlSBeplJJJ9smBlqHiFewAkiAM5YRqtVKvcObWBjHGGCp+Ph7cpnyPlb0FMIas75BLefEgthrm1QmGimFqiKNTM4zE9WpKlZ3LcUqh+psxsQfNGduJWx2j1LeUtWdebpclBluua3OvHEcoV4U7H91lh6cS5RoKjoT5ZdH3ulbG/XnCUDvDnbk43BOA/g00Jd9tB4Yh5UoQGwzrBtpY2pWHXJcdRBorXONUx3FHno69aUMdWQTDZABlL08lEq+pVAnSbexuX1/Ln0l2W2wRJUJigeN705y2clGd4AwT+/AdY1XtBCZyA1SqVgQlMMaKceTDcN5quXaebbgaUnkaacv5XHXiMKcu66G/vRC2J2rOVOGF/eMTsfpjnVe4gZ0dJ8V15qLzbdIvxt91R7bRve3nMLoTzzFW9S8R4hj1y7qBkj0fozBkibzYxMuc0OuetDmS9RIdEZ7pvzCxglAJizXXGWiJ14W0x/rBNtKu1IVy9rdlaMtnCKqTVJFQNdYai9XISxrmvCEObr6T8Wy/VfbEsKP7NFLHXU5nvnEiKtpxP0v7uuMJBxMKzuOmkNBbHB2D7aPERkJPV2T8pT2XzkLO5sfGIdp+GD0w1VSJxRYdv/azO158TjpOLXw8uk+KY+8X1XQ72wpr2FtajYQGqzR60Ko2JDxwUkxme9k7fHFdPmiUk8mikyivvBKQ0AB1CHz7nHB6rXBSuRqwJ3wWxHMxq6/gmUUXTzmuJGqgHSsEVbjl/fChc6F/Pbzl57Dioimrff/+Lfy3r97LR685jQ1DU2PflaOA9mF47XfA8Vj77av5j1cOc9WGRbzswz/nf33nN/FMmKIcoXwNuCZ8fQ3wH03WuR1YJSLLRCQFvDz83oxE4U2eGybTN3jQKl4e1xGe7DyTkbw1TCYS9ZHKk5Ns25vIp3A8Uq5DgK0XdeJgbUa5mPEpZnxcR9g7PsmO/RPWgxbmjnhUQ++WHVB0FrOs6M7WhTha5TKhp6ub7T1n2EFNusj23jPZ29ZQLiXXVZusSxpohR4ohd6HrhWYxKA819YDmfa679iZZcGpjNkwNYkGpKELJduBA+wrrgwHptHgzeY2OTt+Vzd4JR5w2lIGFb+Y+Dx8Mb6nzlgVEQIc3FDw3tBEJERcXCfy+jlQKdvjH9yY8FJJHMbqiJU/N+2LyXcPh8tqm3Nd18qEi8OucVuny9Z/ivLvBKoVK1seDb0S4Y/LuvPkUm4oNCKw5iqmZdkFsPLS+O1EJQhzohLlVNJFPNdFMKQm97Lo6RvJPHVb7fcJw8wMQkX8WhhtWE9qpLAExGFlb4FL19Y8n9Exm9A/GNHuGzpLBQwOLgHs3wq//S6e2EkFR4RKpsPmcREQBOCaig1j7DmuoT+mx3Md8LIJwz36zZN5dpZyJSCXigy0muFyxfp+eopp9pZWM9K1HuN4uKHgB+KA2Oust5jmhKF2nHQOR4Tc1juis9WeO8Gk3e5xz4PSIFnfXs+LwpQQN6qWJVApDDLpFWIDIJeqtafRdV/18oyVltvmhPl6tpTC1P5Y2pWnpxhOFJnA5kyJR+D45FIuxw20I8EkVSOIE+ZQisSqitarW8WIxCJw0W88kelm5eJBzlvV0/zHcH02DLXVvIOOZ3NExaGQiq682i/iDJ5i7yWS8L7WxWpaJce4/IDjhW2aGuGTzMEL8mEUe8IIr13vUU6kxMag8TLszC6lr6eX4/qL1jsfRPXfiPsy8sCNDpyFSRVJ/lKx19txMF429PJJ3A9PDl2F66dxRNi8dYQfP2jnCWMPWrqAcWbOi1QD7Vhgx2b4xFU2rPGar9l8syazU9+/fwt//oVf8YFXbOT0ZZ1NNqQcNaQL8LJPweor8D92CX+0fBvf+JPzuP3hnfzeh3/O4ztnjo1WlIWAiHwO+DmwRkSeEJHXAe8BLhWR3wGXhu8RkQER+RaAMaYCvA34LvAA8EVjzH2z3Cue6+EG41Sk3kAb6T+d8YEz2e+2YUJDKq5RBCwqNYS0RMn2bTm6sl7TfItosPT0HuvhiQZDki7YsLzYo+HaGkKYKQNdEwl4hOtOZrqYyHTXrYOfhRUX2+82KgcmBlHRbPWa/iLHLyrBohOtpycuQu3EbcTPxAbOZOdqu52Vl7B75YvYX1wWC2KDDX8ScaiamjKgPSy7rZH8YvYPX8ikm014cWqz3STUJR2BKm4t5LNBYMGuVBM+EMezfdkwYKp4OevxKPTGv0pScKO+5IyEgzqHMFMpDB2PBsUOlPfTuetXxIJ/0e8UNs537Wy/KwKpqakFUXhiGOtY91k25VuPTqEPVj7HekbCVVKTewmcFOUVlyKFbipuFgfD2kUlNi7poCp+fJ72NoRcduXTdcZE9NsMtudYHoXEGmOPPQyH9B0De0PRESYJxOZglo3P1n3jNueJUDAhaWzNNk/MS8e/VW0cPtW71F3wa79XIkwv7bmctrST0884l/HScoKwSHJ0LII1DhwRUpk8VMrWpqhM4ooNubMeS1voGD9Tt//otMinXYzYItZnn3EWW/sviNdJeqUi4RuTOPfLPRusAIoJqASG8cmaUimT4/FrPynRGdgaZ08PXh5OQAgWB5K2AAAgAElEQVSu44Z18cIQ2+iSCT1oIiBBBXBIh3lbTiKsekruZpLQ69hVyNBXzDCaG2RX10YQh6wnxHWzw4kip3sFuFZEKPFj1V6HIh5x7pa4rOzN05WZ6v1Mfq2aCr3JSSNdBC8UtBHCyZvo8/B+uLynQMZ3bcmBan14rD2f7fqVYGqx94H2bHxdtOd8BjvyEOUFJ/BdiXPYoEmo9QyogXY0EwRw27/BRy6wydlv/BEMbmy66g/u38KfhcbZ+aunmS1Rji4cB57zbrj8f8Knr2bZE1/j8288k3NWdvO8993Md+7VumnKwsYY8/vGmEXGGN8YM2SM+ZgxZocx5hJjzKrw/85w3aeMMVclvvstY8xqY8wKY8z/nPVOQ09QV9ajmK+f6OpuK1LO1desqiTEQEqpRi+Ofb9usIvVPbYeV2MoVjRQyqbcMActKiKdCusw1ULOiFQcGwZV0UAjMac8/fGtf8kUz2CzgfNx/SXyac962EKJfQBSuXh2Hi8TzxKbbK3ga7T3+vwSiUsKjPacPGV/gZuikmojcDJTPWh+LpQ8D8MbA8O+slXRi1ad4kFLFaDn+PDwPNuXCdGTpwYuZzwbFk1uXxKPliKDsS3rM9heE9OI6oa15VKsXtRO2nNr9dsSI+PufIrOQmOun/3MKmkGTQdxV21YxKreqZL7EZ2lvC0iLA5krVfTC+tCuRgm0p1IqkDQszYUNLBenKzvEVY3YFFbhiUdGbqLGXrCXJv2BvXmqGmZlMfizvD4I2+I43LCcCcruvOwYxMA/cUUxy2218SksSIK3d542D6x51pcT3CWQ1I/G18nCbNsymo5P7G9huvKd53Y4LU1uMrxNRSFAdrQVNeGuwFBEBlJUgtxbGyz1BRDfUdY3Jmnu5COz79kK4uZWjFnCA208LOU5zDUkWPDQIG9Y5M8vWe8ZtT95htImBtaZ6cn8hvBemvE8Ww5C7Gezdrl5rBm6WIgqo3mxL+1G4YbT0d8/8jbseK5q7oZ7szZPmsfTnjIah7y9cn6c4kw2TrCUNhqQmTHdRxcmTlH3sSlQOrPhmydOEzi3hp65TN+TUypWo1CHKONBnGdS1smgroQ2mU9pdiz7LsOpyztjkPRk7+x5ziMJAy0GQ3eBtRAO1rZ8wR8+sXwiw/Dq75qB+JT8iUsapwd45z4cnjll+H7/x3vh3/Df75sFf/35SfxX756D3/79fvrC3AqyrFOOBO7vKdAKm0HBmnPZU1/kWzKZbA9y6reIu1hLlksP923HuleRd0Ma1yM14VYGKP+Ad6R88mnPFsLDBOqr4kd1FYnayOKhGhB4zakwduQS8+xnmUTD1pTNlwNfpb+7k668inIdtQ8F4lcsjjKJ1lXU6xHqhrAZGFRYnHoYROrgDlWGGKy/2RYdWltQ26qPocJq3jZW/DwXTsA2zueCP8DO5Pfs9ruw5kaBmccj3zKs8ZSQoHODfdx4ZpeBuoMNOG0pW10FzKs6msjH/axicMJ7feXdhdY1N5goIXH4bkS57E1YpX1ph/cpftXhw2vhahH2/HEelZEwA/DHiVSPAzLG1TD/CdMFXHcWAwh7dUPE5M5aPHJEIerOZRyaRviGJJv66K7qzv+3MHQ6dkwXzcV9l/U/27zMcoUvEzCgzbDgDebqFE/Qw5a1a2FCNaEOmyoI+JAdQJxXIJKxQZ2Rt6Y6uQUIxuSJR1M7KVp1swLV/fSlvUTIkAmcW3Y7WYLbbRlfdb0Fcn6tfPTf/hG0uPb6idb6urHESsGpiSIpeST6xfWXU7g5RBT4cI1fQx1hGGPAoWMR1d++t/jyaHnQr6rbtk5K7s5a0WXveaN4bK1vbE3bHlPcnJhGgPN9cKc2/o1XaamXdR50DJdU7bnOLCsK5/Yl9TOmfAa8ePaeh6mWiW//1Han/qpDc8NaqHilWpUqiJ575462VZpcm90Gzxoc0ENtKORX38RPnS2nR18009h+LRpV/3B/Vt4+xd+xftfsZEL1Dg7dll8Brzhh7DpB/DZl3HRsMc3/vhc7nxsF6+97vZYlUpRjmmiZ3I5LE8RCjVcsb6f4/rtDHFHPsXagVIsxhDJsNN7HE6m1GDhJAYqUdJ8Q+iaiNDflrHFrw3saTveyp67fphzlNxGpfY6Sdq2LRpcn7Oim8vX1Xv6ZqRvPSw9d9arb1i+mPZiHrIdBLkuRrMDmPRU78/Gxe2s7C2F3hrBFagGoSLhwMmw6MR4HOS71rtWkRRB+7KwPlhkoIXGaoKVfW34YiimrKpkMtQ0IpZRdxKGcoKuQuixEJl20j9GHAqeY7clTpxrYhzfhqolB3TSsL/wfTHjk/OlFso4B/x8B6x7CSw+u7YbcWjL+qQc68lzRChlU6zvduGBr9smOC7GGLYvfT4m1x2H7ZUrUV2o+oFodA7ZOlfhSDqZTxQaNDHZjvg4jThhKGu4rSiMM/JcTjOJPIWkgRYti4r+Jn/DtiFYeUnYtukNtMDNxMp7sfhK5AmLDDEvhcGEwh9+7XprMLKTHrSkwdTMkHQcG4ZXCWwhZpPYTCnjw6IT8QZP5sI1vfWCbWE5pO7tt9ULbzR40CT0AKad0EBLnMfLuvOhx94Wso7FbLDiJinX4dxVDWHQByDlOvaaCvMb0/HrBmbwoAlQSXrCBLqyTs3bGC1PrFNOd1Bd91KQmmyNg7C4K8dwZz7+BiKw/EJG21aGx2m3kUn5FDMuxX2brSd1z+NxLq+EXv1kGYu6Y0gQBE1CHB0nDmFt5EBjbjXQjiYmx+Brfwzf++82v+jK9zSNY4+48QHrOXv/H5ysxpliC4K+7ns26f/fLmJgfBNfeOOZlLI+L/3QLTy2Q/PSlGOd8KEcPahnmJWPnskrE2FpU4Uqkh60oPlgButZ+e2WfYxNhvXVotng5Ay+JFTlkts57nlUe9fWbS/lOTV1u9ngpeN6XDM50GL8DKx9oW2Hl2ZX18lIopZSNLjyXIeVvUUr+S6CKwHVIPRoda2wUutRExyHIAhl+KdI5oe1kMLjvnxdP72lXGj0mlpOSwPR7+H7oSHWUBQ66eGLBtjOdBZaNIATxypEijCSX0y5Y6X1JiYNyAbDLDqvCmmPkwZLU8+T2eI4YY5P3ChW9RbxIw9a2M6kARjlaJUrgRW+CAUVytNETtTskAYPWnwehoIr4sDqK6yh7dQEPbYNXsLE0DkAeH6qfqPeLOuttg9D95q6r8b9u+oyu1/CAs6RV3QaQYbo+5E6KssvIlhp677ZEEdsjTy3Jt6TTXnEIcVTQhydxMC6Ph90aVeeRW31xygCdz66i5s3bQ9DHIXL1/Xb8kbdq5rqBZDrrs3LJK/IajmW2Y9x3DCUz4HiIoK8DcuLhUWiGmDi1BQxD3D6pf0DmA5xuHUw7bUXr5fES4cGUaL5IrSlhYuPq6+Hl+TWh3bwjV8/xf3P7AOsmuTY0ueEG2i4z+W7qfq2T6PjvHT9oC1GXh1jojBs69uFv60xhkd2jNh5s7pJoKnH1WwSaKaUsyjKYjrUQDta2L4JPvoc2P0YvPmnsPyCGVe/8YEt/Onnf8X7/sDOzigKYB8GL/0onP4m+MRVZH7zVd738pO5cn0/L/7gz7jjkZ2tbqGitIy6Z22zgVMC08SUcRxhX2lVXOi5TuBj6h5iopCfpCLklBDHaFAUvY7wM1bhjwMPvGaDmTHGcSqRYVPnQEoOBJM5aFgVwaSBEo/dXRviGCQl88NC1bh+XQ5axndDD2MFmhl0IZGX08uEv2WpvlZWXykKfasNM11nOgPNCcMLBRyX0aWXsLt9PesGO+z+m3nQmhl7ZvYh5VHfPv+EgelWAMDDFsduZvi5rkPKddg3UcFxbYgjYpc1I86lcqyXBKiJZUTHVJ2w/Z8u2AFy6BkzEiowhvXwXM+vfd8umN2Bp/JxeJ00Tpqk8na/hOdBbKDNPCGRTUcy+x7dXZ21Y40mPpwob8nlsnX90xrZJEMcGyZdThxup7dUb6CNle2x7xwpUxXrQTrg5InjUl1+CRU3R/6xG2Fkh11eHqHqNkzKi0NvMWP7fuk5VBefWzs2CD1oocy+I/iug+/OvP+VPQUuOb6JwTTlXlQfcplYsbZeEjeFiK0/GB+qSNO46vr7iX3zxC6b21jxcpBpEA5pcu5L3Y3I1uszqXyt8HXiO5WqafzylO3ZnNP6cziS4z9rRRfnrpybR3LufnRl4XHvV+Drb4ez3gLn/9UBb0Tfvudp/ur6X6txpjRHxJ5L/RvgS6/GefIu/uLSv2VZd55Xf+J2/vnqE7hyw9T6OIpytOMlB61+dvoVmT5Xq+IX2O+HXrVpQt0aqRWBTY5cotpd0UDLrRWVbhQJiWfbD95Cm5t5lhi2Not0Sq4RVHHFnVKzLGpzynN4dIcNLV0tYf9F4WiOV+dBA+zvMzkKGOtJaUKco1XsgaGr6z574UkJY83UxBWm96BFqn6hpy1TAtlba1KhF5ZfBA/9qIlhnqBrJYxub76PBvqKafZPVKY1QKO+TTtJ0Yup62ZTLnvGJvH8mjLhuoESq/qmhqXWKhAkJgSmeNAm6gRXaqqgtnhyHLbqh+tkO+rqus2F+HCC+jyfS47vs57CaiUUFZl5uHvCUBeM2X7Pplz7+99DfFzSWL+sSWhj9H95T55CWwpGtzDdpEuE41hP7USlyraeM2nrnvm+Yr/kItkOyukOnPIu2P4g5M6C8j4q3nIAlndH9xiXQtrjwiHrAffcuqsOiWqAheF8V21YBJt/c4A2NwnDXXyWPcejvog8aM2ul+lCHN1UKBIyiy6oy4s1LOvOs3X7WLz9Wkjp1H01vTcPncqO0b30R6Hj4tSNpUfKDXlkzY5r1WXkJWdTQsJ9bFzcDrTXPztmiXrQjmQqE/DNv4RvvwNe9km48J0HNM6+ctcTvOP6X/ORV53CRWqcKTOx7Dx400/gsZ/Dp17ES1anufZVp/Cfv/xrPnnLI61unaLMO/Ezv2ulzcuagQONMXqLmakD9WkG/92hYENdCE1ygBxtY2xX83bHQhsHaNRhJDmgir0wSYNhfDcpT5ioVJt60LIJr0I82GlfbP9c3z4Pk4NhPw/lUTCwuLvAUEfzge9wZ25GMQQATFDncWiKOLWBHTXjry73KFRXrJWHiraV+F27V8LiM2duT8jpyzq5+LgZnuNRCKcTDsAdaGYwRB6blF87Dx1Hmnpyon4wRqyUflyDLjHZUC3Xe8PCyQwnKOM4Em/Dizxo6QKsvnxWx9xIHG7XkIMYGxCuB8c9d1r3cTRYd6bzGoWGYyQkU2egJv8nSLnCUMmHnQ8d0CN67soeLlvbh+c4TEhmdoZqGK5qorDEyCg2hqqbIe05tTq2DQIsflwOIzTe/ZrK40HRNlhfm65atsZx034PlzV6TENPa6VJqOB0RPeFXMpjolqbxIqdmFM8nNPQsZQ1y5ezclG7PZdMta5PeotpW76iY+m029u4esmUmnGe6zwr4wzUQDty2fkwfOwy2Hq/FQJZcdEBv/KpWx/lb75+P9e99jTOmaOrVTlGaRuC13zb3pSuvYCzM4/y+TeexQd+tIl/+s5v5hzupChHNNH5PnAS5Ge+h850bSxqy1q1s6T3C6YdJA135ihl/fqBS9fK+pVmmJyrTe4fAg/aHC/5RgdD3WcN70tpl2pgrHx/A8laXB2R9LufheHTwxy0yfqdJDxoizvznLKkeW3PjYs7SHkHGAqZIDHgm6YP3VQt94pa+GSdURz9RrEsvVP/fo5Inaeg6QoApMIctClhWiHLe/IMtmfJp/y67zUj9tZF5+r+rdN40BK/oQgMncYp647j9KWdsWhC7EE7CHqLmbkJ3kxHs+tn3UvisNd8LkfOd2vnYaOBFv2GlQnYdCNse7D2fgZSnjWGPdfWS5tV/qFjVSGrbs5eREHVetO9aNKnSThtyYbBRh606Gfsb89z0lD7jL/5nEmXbFv2PlGridiMbMM16biICPuzA2T80Iu56jJrGDUQtz/M6culXKrisXfchjXHuYV+gYl0t53ICWkWfg5WabKYyyVCHG3fLevOs7K3aCdYotD2Q9lf06AG2pHIA9+Aay+0RUX/8GtQOnC42Ud+spn3fv+3fOb1Z0z7oFKUpvgZeOH7bfjsv7+Qtc/cwJf/6Gy+c98z/OWXfq0y/IrShFnZMbMMcQTiGmExbsPgdoaQy4Zgn4NkjjlocSDjVK+YFXurba+3mGJJV44lnbkp60Yz5Zcc3zfVKGlUtIyXVaZIjz8rSgPxPlPTeVpcP1QvtOtFtcymhJUW+xOz8CGHeaJLTMDi7uJUNckw9LC3mOHUpZ0zW9MNmGTomDH1Bku1PDWksGMJ3aUc+bQXG4pO4zn8LMn4LrF4zrOlc3kshBPjONa7l+9maM0prB1oqxWGjo43CuvrXg3LzrevTQDbwjDBydmJa/muUAmCmb3cKy62/1N5HBH2FVdQ7TvRnvuVieYqmO2LrXcyzMuLQxxjj7BrPTx1fXeQ56PjWLGxyfHmIiHR/S5Uo0xSWftSKn6xZqhmSjXPcwIR4XknDNCetbmDniNcsnaQVb0FHFOJvx+kCmzvOcPWa5wNXsb25cj2mje8rm+mCc9MsGGwLVb1PRg0B+1IolKGH/wPuPtzVshh1aUH/Ioxhvf+4Hd84fbH+MIbz6yXalWUuXDqa2xY1xdfxfDK2/jy6/6e1372Pl7/yTv44Cs2Np31VpSjimRdpQOwbqDE7tHm5SmmjCMPEOIIVhK6zgPSGB43U2jU7MfdB2SwPcfO0fKcv1eXVxa1B7FiD14aKhOkXaGnkKlbOTJwMil7vNlmAgpRiGNygCpurOJ40AfuZ6H3eDaa+3FS0xloqTpVTbeZBw2mKVdwmCMRqhVW9beHjQkb1LkMBjY2rDhDblwjjbloSTXRA2yjEhj2FldZo+hQsfrKZ/U7x18p9k810MB6TJZfaF87bk3QJDre6BiSRsTS82wB7k03hnmiByYWn5npEHKdttYgkAEuWdtPfsKFrVtCD1q6/piiNifuDVGIYyz9HuUKzuY3nwtuCsr7m9/THBfWv7Tp7xVdL7MJx3Ydib3fjiPkMz5kU0gwHhvSK3oKZKe7ZpvhpaG4CPY9HfZJpb5w/CxCJpd0zSwgNVvUg3aksPtxuO4qeOJ2q9I4C+Nsshrwzi/fw1d/+QRfetPZapwpB8/waTakds8TdHz2Sj73og58V/j9f7uV7ftnDuVQlGOJ3mKG1bO95zqJfJnpVnEac9AaBgipqYIO8aoz1GKaKxuG2uZUlqWWs9OsPeGCUNWvWahfrOLoOLzwpMH6wVK8k9BbRoMVGBUePtj8GqBWJ2qGEMdEg+N2zqrLD2O4lAhM7K0Zr8m8x8bzYQ4etFrBKbfBQGsI223CUEeWgTWnzFgGaM6kcgcU7jlolp4PQ2Fd2UzJ5rY1eq02XA3FPjuZs/Q8GD5jVpv2Y4N+9udCIe0hbsrmelXLsypTEIWoxveS6J5zqEP2vBRUJjDiNJeTn2Z/tXIWs2tPZKB5ifvCCYvydObtPrMpt1aLMuSADuv+DWFjmnnQTN1nhxM10I4EHvgGfCS80F/zraZu4Ub2jE3y6k/cxm+37uOrbznH1tRQlENBoQde+RVY/1Iyn7ycj2z4HesGSrz0Q7fEKmuKoswBN2UL6i6bvjyKK1ZmfgrRMhFoqHe2EIhmspsJf8QMnmIHu02U9qJVZ5xRd5vkTjmuTfSf2A/+IXj+zSSNDwkDzX4e1VBLH0CynOEz7PEfLnqOhyVnT/UONT2OA4dvxWuaau07SUnyRk9aEzK+e0hCwOadfBd0LKm9P5BBWOyzhtws8ENDY85mkuNaT9XTd08Ne56BWAAm9qAdYnPATUFljOMH2jhj2ezTarxYXGd26yc9aBEHKlNwQH91g6FbNylUDsc43sw1zA4FGpO0kJkcg+/9N7jvBnjxtbD6sll97fGdo7z2uttZ3V/kY9ecOLeCpIoyGxwHzv9LWHwW7pdfxz+suJgPnPBmXvLBW/i3a05l4+LZh4IpyjGP4xwwfNJxhGrQLN+zQXq/CfOQzz4tqSYDz9ipFltfLjhZWHTilLC3pmqIjcTH3RCKFFSt92iWg+QZmaGeElArch16jtqyPi84ceDAXsv24YNv20z0NRrtM3i4ppM/b4IQGWhmqoojTK92qTQl40UqkXO8WJPXvOOT8V1bGH0G6kpIuIfLQLPCPR35dpjDGDQXhiOOlqsHWNOSajIBdNBExldgQ9TrQiTL+w/dfg6AXkELlW0Pwr9dAtt/C2++edbG2S2btvPiD/6MS9f28b6Xn6zGmXJ4WXoOvPlmZN8zvG3TG/jHs+Gaj93Gd+59utUtU45hRGSNiPwq8bdXRN7esM6FIrInsc675r2hmdKsJdWdxhy0Zkxj5HXmUqwfbJtr6w4JkQct2fJp67K5vs2zSdBUDbGReMY7GQIaFhg2waH1oE3n44hC3vpPqH2llZbxdMzGCDtAPtKZy7tYVAwHsY1hpLGhdmTM/x/fX2LdQGuujSRRuYA5j9mSIZaOx2Vr+6zgy2xxGlQp4dCI1jxLz1x0zcxWfMwPRU+82SSthcxKfTpdgkwbl6/rZ7A94SlddNKsw1YPliPjCjqWMAbu+nfrOTvnT+HcPztgbTOw8cTv/+EmPvrTh/j7F6+vnyFRlMNJvhtecT3c+gEu+/Fr+PrGt/Di6wOe2DXG685dtjAHKcpRjTHmQeAkABFxgSeBrzZZ9afGmOfNZ9umMIuQdbBhNhOTM4Q4gg0/3nD1lFUcR6bkYcwXkQftgMblNLizyc3xQwOtnAixThoKh+IeFOX4zdiOw5wDdUiYQQgkEsA4gDe3r5SByXD4aAK7zUYD7VCLThwm2nI+bblDoyZ5MEQ5YXMStAA7qXHc8+A33wDXn/vztiE095DRzPCbJT2FNNtmmdMuIjz/hIH68g/PsmxFHaFTZEpWX6Z0aDzys0ANtIXE3qfgG38GW+63A97Fs7PSH9sxyju+fDe7Rye54W3ntOxBrBzDOA6c/cew/CKWfuUN/GzRT3jlza/lkR0jvPv562rSxIoy/1wCbDbGPNrqhgCctaKLUmbuA8Jpc9AOtwLgISJZe2j/hDUEZjPr7TlzCGFKDsziULtDNMyJPHvzIA5wWJnJg7Z/i/0/m/yajmWwY1M4QVCdapjNYmJZqTHUka0XAZoLB1Ou4HBNKhyEgXbq0k5GJiqz31XyPuJ4VjDlKOAIv9McJUResw+eaWdT33LLrIyzamD4+M0Pc9W//pQTh9q54a1qnCktpn89vOFH5JacwvX8FV0P/Qev/Ogv2KEKj0rreDnwuWk+O0tE7haRb4vIuvloTG8x86xCz0VmH/az0Dh/VQ/9pdpcdE8xzVBHtn5gNQ3ubEUDGgeCjTlRB0vkqWhWa+pIwg3bX21yT158Fiy/aHbbiWpdGWNVphs9MUeIB22hUMz4zz4M+WDO8VwndK2wIX0RhyIkeBa1Hacj5Tl0HCCP7oD7nYEjY0pLPWitZ+tv4NvvgD2Pw8s/O02NlKncsmk7f/fNBwgCw6dffwYnDU8t5KcoLcHPwBX/gLPqUt5+wx9xz8htvPp91/B3r7xEz1NlXhGRFPAC4K+bfHwXsMQYs19ErgJuAFY12cYbgTcCLF68+DC2dmb6Shk2b2uSoH6YixwfChoHW4Pt2fq8jhmYtaqbl7bCWhEHUl18NvgHljFf8DiOVQxtNggv9s1tW1E42eQY9B5fWxbtRzkyGDi5/v3QaVA98eC2eRAetINiNhMDC/+WCagHrXWM7oRvvQM+egkMnQpv/tmsjLN7ntjD6667nbd97pf8wRmL+eafnKuDXmVhsuIi5C0/Z8OKJVwfvJ0vf/Qf+cAPf/fswzgUZe5cCdxljNnS+IExZq8xZn/4+luALyLdTda71hhzqjHm1J6e2df/OtR0Fw6/rPNCxJltfSi3wbMlM+RaHetkOw6NJzAy0EyQGJBrv7eEJgI7z35b3sHXqGuVgTYLD9r6wTbWDSz8Mg/qQZtvJsfgzuvgJ/8Llp0Pf/Qz6Fg641eMMdz28E4+ctND3P7ITl599lL+5T+dRFu29YmtijIj2Q7khe8jveFq/vsNf8x9t9zCnz3wdt75iqsYmOUMuqIcBL/PNOGNItIPbDHGGBE5HTthuWM+GzcXksn/9UIAR/eERxQFeWADbZrnoYoUHT7iYuDVRM7fIc79U2bH2he2ugX1xAbaPO93FgZhTzFNT3HhhyrrFTRfRIbZze+1BtnLPgXLzpvxK/vGJ7nhl0/yqVsfZdfoJK86cwnvVcNMORJZfgGpt93Khh/9I//8i7fxgf/7EhZf+Re89HRVeVQODyKSAy4F3pRY9mYAY8yHgauBPxKRCjAGvNzMSn+5dZy1vIu075L2jp3gl1qh6wOsmO+BkW1Tl7vHpudxXhABjFV/jDxm6ZKdfM5NcUYrxxKRgTbfd9SjSJxGDbTDzch2uOuT8IuPWMPsxR+2SbjTDEor1YBbNu/ga3c/xXfufYb1gyX+9JLVXLauT5XwlCObVA7v8r/D2/BS3nj929j1nefyT7e+kZf8p9exqn/hhxsoRxbGmFGgq2HZhxOv3w+8f77bdTD0lprkQC1sm/KgyfguV21YdOCJnN7joWfN1OXp4uFpmFILcQwq9SGOhd7WtktpPa3KQTyKQmvVQDscGANP/RJu+ze476uw/EJ48Ufs/yYPmSAw3PXYLr5291N8656nyaU8XnDiADe89WxW9urDRTnKGDiJwttuIvXLz/GW776bez90Pd9e/ef83vOuYlGbhj0qytw4ug00YHaTkyJTB2euD+2tE3Y56hHHGmdwVHkulENE7/HQuXx+99k2BBP75nefhwk10A4lux+De74Ev/4i7HsGNr4K3vJz6Fw2ZdWxcpWfbdrOjb/Zyg9/s4XAwPNPGOCj15zGiYsYkXkAACAASURBVENtGvalHN04DqlTXkFqw4tYd+P/4eTb38ZP/mUDXzn+LTz/0stY3HUIZH4VRTm2WWh5OUcb4tSKWx9FngvlENE3L5VL6ulc1nTMfSSiBtrBYAxsuQ9+91347Xfh6bth9eVwybtg5XPqVJKqgeHBZ/Zx+yM7+fGDW7ll8w6Wdee55PhePviKUzhpuD2u96IoxwypPKUr3wXnv5XTb/w/XPirN/OjB07g08Ov4YxzLub81T0a2qsoM3GUhzgqCxhxoDppX6usvqIcUtRAmyu7H4dHfwaP3AybfwTl/dYYO+311jjLtFGpBjyyY5TfbtnJg8/s41eP7+auR3fhew6nLOng4uN6+bsXrWeoQ70EigJAvouOF/wDXPLnnPfj93LhL9/B5i8t4n+Yy/E3vITnblzCycPteGqsKUoDaqAprULsGEhRlEOOGmgzMbKD0cfuYtfm28luv5fctrvxx7ext+tktnSewmPH/z0PZ9ayczxgy/3jbLn1AbbsG+eJnWNkfIc1/UVW9xW5cn0/73r+WpZ35zV0UVFmIt9N/rn/Ey79r6y950v8t599mOr9n+Kb957N/wvOIr/8TM5b3cs5K7tZ2pXT60lRFKVVOC6M72l1KxTlqEQNtMkx2PMk7HoEtj8I2x6E7b+zr8d2I+0ruXffAL9zV7LZO5/NxdWISVMa8ShUPArpcdpzPusH23jO2gx9pQzDHTn6SmkdPCrKsyWVQ065huzGP4Qn7uBl93yRl97z/xh76gPcvP1c/uHba/i1cxzHDfdx0nA7GwbbWN1XZKgjGxe2VZRjAnWgKa1Ca50pymHj6Ly6jIHJURjdCSNbYf+28H/4t/dJ2POE/RvdDpk2q/TUvcbK9K642P7vXE7WS3M5cHmrj0lRjkVEYPg0ZPg0vCveQ/GRn3LlA9/gioc+j9n9OFtHN3LP5nXcfO8S3r2rnx2myMreAqt7i6zoLTDcmWO4I8tQR47uQkonTZSjj3zXgddRlMOBt/CL/SrKkcr8G2j7noGdD4W1M6q2An0QVqKP3kd1NSbHoRL+TY5BZQIqY/XLJ/bB+F6YCP/G99plpgp+zhavzPfYuhzR/97joW0Y2gahNAgZrcGkKAsex7WlKpZfiACy+3H6H/oR/Y/fxqVPfYF3uw9QLQ6wJ7Wcp/YNsHl3L/dP9PAfoxke2Jtlv9tOX0eR4U7r4e7Kp+kupOgqpOkupGnP+eRTHrm0Sz7lkfEdNeiUhc36l05bU1NRDjtuaKCtuLi17VCUo5D5N9Ae/inc9M92sCWO/XNcK9Fa998BP2tnaLws+Bnwwr98d215umj/MiVbwT7TFv4v6eyOohzNtA/Dxj+0f4CUR/G23EfX9t/StXMzG3Zshl0/gco2THYbUi1TGW9jdFsnozvyjJFiJEixP/DZW/F5qupRDoSJio0aC3BwHQdEMGKNtcVdBS4+vr9275LoPiaJZU7i/uaC64GbAse3rx3f1mea8t5LLPfrXzd+djCD8nhCrBL+hZNj8fvk8ob30feGz7RtV1qLGmdKK/FS9r/rt7YdinIUMv9P2BN+z/4piqIcSlI5GD7N/jUgxsDEXrz92yiNbKU0sc+GQU+OJf6Pgwkwpkq1WmWyGlCpVDEmIAgCTFDFc7Ce/DgCIJj+LzJoqpP2L4j+VxLvK4nlDe+T32lMNBK3uZFXF5lQmRqdEBWVbYbjW8PS8RL/vebvX/c9cIuH9OdTFOUII/KguanWtkNRjkJ0ClRRlKMfEetdz7RB98qZV8XeGBfUzTGozs7ImxKR4NQMrLplbmiQRUaXli9QFGWOeCkb3qjRSopyyFlQYxBFURSlCU5oXJFpdUsURVFq5Dpb3QJFOSrRaVNFURRFURRFUZQFghpoiqIoiqIoiqIoCwQxZvZVLkVkG/Do4WtOHd3A9nna10JH+6KG9oVF+6GG9oXlSOyHJcaYnlY3YraIyD7gwVa34wjnSDxPFxrahweP9uHBo3148Ez7DJyTgTafiMgdxphTW92OhYD2RQ3tC4v2Qw3tC4v2w+FH+/jg0T48eLQPDx7tw4NH+/DwoiGOiqIoiqIoiqIoCwQ10BRFURRFURRFURYIC9lAu7bVDVhAaF/U0L6waD/U0L6waD8cfrSPDx7tw4NH+/Dg0T48eLQPDyMLNgdNURRFURRFURTlWGMhe9AURVEURVEURVGOKdRAUxRFURRFURRFWSAsSANNRNpF5HoR+Y2IPCAiZ7W6Ta1ARP5MRO4TkXtF5HMikml1m+YLEfm4iGwVkXsTyzpF5Psi8rvwf0cr2zhfTNMX/xxeH78Wka+KSHsr2zhfNOuLxGd/KSJGRLpb0bb5ZLp+EJE/FpEHw/vGP7WqfUcbInJF2K+bROSdrW7PQkVEhkXkR+Fz+z4R+dNw+bT3bhH567BfHxSRy1vX+oWFiLgi8ksR+Ub4XvtwjjQbS2o/zo1m41Dtw/lhQRpowP8DvmOMOQ44EXigxe2Zd0RkEPgT4FRjzHrABV7e2lbNK9cBVzQseydwozFmFXBj+P5Y4Dqm9sX3gfXGmBOA3wJ/Pd+NahHXMbUvEJFh4FLgsfluUIu4joZ+EJGLgBcCJxhj1gH/uwXtOuoQERf4AHAlsBb4fRFZ29pWLVgqwF8YY44HzgTeGvZV03t3+NnLgXXY8/mDYX8r8KfUj320D+dOs7Gk9uMsmWEcqn04Dyw4A01ESsD5wMcAjDFlY8zu1raqZXhAVkQ8IAc81eL2zBvGmJuAnQ2LXwh8Mnz9SeBF89qoFtGsL4wx3zPGVMK3twJD896wFjDNeQHwXuAdwDGhejRNP/wR8B5jzES4ztZ5b9jRyenAJmPMQ8aYMvB57L1IacAY87Qx5q7w9T7sgHiQ6e/dLwQ+b4yZMMY8DGzC9vcxjYgMAc8FPppYrH04B2YYS2o/zo1m41Dtw3lgwRlowHJgG/CJ0L3/URHJt7pR840x5knsDPhjwNPAHmPM91rbqpbTZ4x5GuxAAOhtcXsWCq8Fvt3qRrQKEXkB8KQx5u5Wt6XFrAbOE5FfiMhPROS0VjfoKGEQeDzx/olwmTIDIrIUOBn4BdPfu7Vvm/N/sRNOQWKZ9uHcmG4sqf04S2YYh2ofzgML0UDzgI3Ah4wxJwMjHDuhbDFhTO8LgWXAAJAXkVe2tlXKQkNE/is2rOgzrW5LKxCRHPBfgXe1ui0LAA/owIaW/RXwRRGR1jbpqKBZHx4Tntpni4gUgC8DbzfG7J1p1SbLjum+FZHnAVuNMXfO9itNlh3TfRgy17Gk9mMDz2Icqn14CFmIBtoTwBPGmF+E76/HXmTHGs8BHjbGbDPGTAJfAc5ucZtazRYRWQQQ/j+mQ7hE5BrgecArzLFb0HAF9uFxt4g8gg31vEtE+lvaqtbwBPAVY7kNO/t+1AumzANPAMOJ90McQ+Hmc0VEfKxx9hljzFfCxdPdu7Vvp3IO8ILwfvZ54GIR+TTah3NlurGk9uPsmW4cqn04Dyw4A80Y8wzwuIisCRddAtzfwia1iseAM0UkF86CX8IxKJbSwNeAa8LX1wD/0cK2tBQRuQL4z8ALjDGjrW5PqzDG3GOM6TXGLDXGLMU+IDaG95FjjRuAiwFEZDWQAra3tEVHB7cDq0RkmYiksEnwX2txmxYk4bPqY8ADxph/SXw03b37a8DLRSQtIsuAVcBt89XehYgx5q+NMUPh/ezlwA+NMa9E+3BOzDCW1H6cPdONQ7UP5wGv1Q2Yhj8GPhM+DB8CXtPi9sw7xphfiMj1wF3YELZfAte2tlXzh4h8DrgQ6BaRJ4B3A+/Bhm29Dnvj+L3WtXD+mKYv/hpIA98Po9huNca8uWWNnCea9YUx5mOtbdX8M8058XHg42Kl98vANcewZ/WQYYypiMjbgO9iVcw+boy5r8XNWqicA7wKuEdEfhUu+y9Mc+82xtwnIl/EDpwrwFuNMdX5b/YRgfbh3Gk2lnTQfpwVM4xDC2gfHnZEn9+KoiiKoiiKoigLgwUX4qgoiqIoiqIoinKsogaaoiiKoiiKoijKAkENNEVRFEVRFEVRlAWCGmiKoiiKoiiKoigLBDXQFEVRFEVRFEVRFghqoCmKoiiKoiiKoiwQ1EBTFEVRFEVRFEVZIKiBpiiKoiiKoiiKskBQA01RFEVRFEVRFGWBoAaaoiiKoiiKoijKAkENNEVRFEVRFEVRlAWCGmiKMkdE5McisktE0ollIiL/S0R2hH//JCISftYrIp8TkadEZI+I/ExEzmjdESiKoijKs0OfgYpy+FEDTVHmgIgsBc4DDPCCxEdvBF4EnAicADwPeFP4WQG4HTgF6AQ+CXxTRArz0mhFURRFOQToM1BR5gcxxrS6DYpyxCAi7wIuB34BrDbGPC9cfgtwnTHm2vD964A3GGPOnGY7e4GLjDF3zk/LFUVRFOXg0GegoswPXqsboChHGH8I/Av24XSriPQZY7YA64C7E+vdHS6bgoicBKSATYe5rYqiKIpyKNFnoKLMAxriqCizRETOBZYAXwxn/TYDfxB+XAD2JFbfAxSiGPzENkrAp4C/McYk11cURVGUBYs+AxVl/lADTVFmzzXA94wx28P3nw2XAewHSol1S8B+k4ghFpEs8HXgVmPMP85DexVFURTlUKHPQEWZJzTEUVFmQfhgeRngisgz4eI00C4iJwL3YZOjbws/i5ZF308DNwBPUkucVhRFUZQFjz4DFWV+UQNNUWbHi4AqsAEoJ5Z/ERuT/+/An4vIt7DqVn8BvA9ARHzgemAM+ENjTDCP7VYURVGUg0WfgYoyj6iBpiiz4xrgE8aYx5ILReT9wL8Cw8By4J7wo48CHwlfn42VHB4DdidC8q80xvz0MLdbURRFUQ4WfQYqyjyiMvuKoiiKoiiKoigLBBUJURRFURRFURRFWSCogaYoiqIoiqIoirJAUANNURRFURRFURRlgaAGmqIoiqIoiqIoygJhTiqO3d3dZunSpYepKYqiKMqxxJ133rndGNPT6nbMFn0GKoqiKIeKmZ6BczLQli5dyh133HFoWqUoiqIc04jIo61uw1zQZ6CiKIpyqJjpGaghjoqiKIqiKIqiKAsENdAURVEURVEURVEWCHMKcVQU5RBRmYAt98HOh2DvU1CdAMeD0hD0Hg+9a8HR+RNFOaIY2QF+BlL5VrdEURRFOYJRA01R5ottD8IDX4NNN8KTd0KuG7pXQWnQDuoqZdj8I3jmHrv+2hfAKa+BgZNa225FUWbHQz+yxtmaK1vdEkVRFOUIRg00RTmc7HkS7r0e7vkS7HzEDtxOfS1c/XEoDTT/ThDAlnvg7s/Dv78Alp4Hl/4tdK2Y16YrivIsKI+0ugWKoijKEY4aaIpyqKlOwm+/C3d9Eh6+CVY+B877S1h9OfjZA3/fcWDRifbvgnfAT/4ZPnIBPOfdcNrrQeTwH4OiKIqiKIrSEtRAU5RDxc6H4a5/h199BtIlOOUaeNGHIN/97LeZ7YAr/gHWvxS+8gZ46Mfwkms1x0VRFiLiwP9n773jJLnKe+/vqarunjy7O5uVI0gIgUACBCaDTXx5bQwmgzEv2AZfjHF6bV8nbsAJZ/siMBYYbAQiI4EQKKMcVtqc4+TYuSudc/84p0L39OyEnd3ZXdXv85Fmp7ur6tSpqp7nd37P83uUXOlRZMiQIcMZh8GZOkMzda67cM1KD+W0QOZCkCHDiSBwYds34UtvgX99sTb8eNuN8LFH4MW/cWLkLI1znw8fuVurc//+BiiPLs9+M2TIsHyw7JUeQYYMGU4V/AZUxlZ6FGcNDoxXGJqpr/Qwlgw3CGn44bLtLyNoGTIsBRN74bY/hM9cAff+DTzjjfBbO+AXPgsXvPjkpCEWeuEd/wnnPA9ufIMmgxkyZMiQIUOGBFMHYevNJ/84xx7WZQwZlgWBVCs9hBPCXbvHuW37yLLtLyNoGTIsFH5dG3d84fVwwyugUYR3fR1+9T544Yd1OuLJhu3AGz8Dl74WbnxjpqRlyDAPhBDnCSHuFELsFEJsF0J83Lz+p0KIQSHEFvPfG1Z6rBkyZFgG1KdPzXH8M1ftOR2hlCZoy6lCnUos97izGrQMGebD5H54+AZ48r9gzcXwvPfDu7+mFa2VgBDwuv8NoQdfeSt84Fbo6FuZsWTIcPojAD6plHpcCNELPCaEuN2897dKqb9ewbGd8fACSd7J1noznEYQp+h+dMun5jhPEwShJmi3bR/hLc89Z4VHs/LICFqGDAZKKfaOVXjk0BTbB4t0DD7Aa4o3c03wJLeol3Cj/3scrl9Kz6RD772Ps763g4vWdnPxum4uXtfDs8/pZ013/tQMVgh4w1/B1z8AN70H3vNNra5lyJChCUqpYWDY/LsshNgJZH/9lwHDxToPH5w6I4Kp3SNlejoczlm1ACfdDCeEuhdScCwsa4Uch08FQcvI2bJDqiTF8Zanhnnj1ZtWcDQrjyyiy/C0x66REl975Bi3bR+h3PB5z4bDfKz2Jdb4I4xf9T6OXP05XrhqPS/P2dS9kLLrU24EjJYa7B+v8tjhaW565Ch7xyqcs6qT5563imsvXM2LLxngknU9iJNli2/Z8Auf0/Vot/93raplyJBhTgghLgSuAR4CXgJ8TAjxPuBRtMo2KzdKCPFh4MMA559//ikb65mAuqdTeqRUJyUYr3kBOdsiZ594wL1rpETBsU9PguY3oDQIqy44KxbafrRjhMs39HLFphXK7DgVZj2hr3+eitKGpwnClAFuIDM33DP/myBDhiVAKcVde8b55zv2sXukzFuu2cxnXxly5c5/xBrfDS/7bXje+zkv17Hgfda8gG2DJbYcneaePRP81Q9301WwefEla3nxJQP8zGVr2dS/zMFBrgN+6cu6T9qm58Bz3rG8+8+Q4SyBEKIH+Abwm0qpkhDiX4FPAcr8/Bvgg63bKaVuAG4AuPbaa8/sKvZlRlTUX/NDegrtw4li3aczZy8pDfL2HaNcMNDNc89bdULjTHCaXr5d39c/LRtWX7iiQ1kurGgd0alQ0KJ2GqcqnfJpgDCloHXmMkfcjKBleNrhyaMz/Nn3tjNSbPCRl1/Cl34pT9fdfw533go/8wl4101L6jPWlXd4wUVreMFFa/jwyyAIJVsHi9y/f5JvPTHIH357Gxes6eLll6/j5c9Yx3UXrqFjOb6E+jbD278IX3k7rHsGbL7mxPeZIcNZBCFEDk3OvqKU+iaAUmo09f7ngO+v0PDOWNSMglbzgjkJ2l27x9jQ18GLLh5Y8nG8QDJaanDemq4l7wNAnab8LIZ9ilLkTwGsk5U5shAsgTTVvZC8Y2EvVAmWEQE93W+qMwcq9YAuh2q+UIRS4QYhXfnloUQ/3TfBSy498RZLGUHL8LRBxQ349A928p0nhvjoqy7ll68/j8ITN8IN/wOe+Sb42GPQs27ZjufYFtecv5przl/NR195KXUv5MGDk9y9e5w/+e52hmbqXH/xgCFs67lwoGvp6ZAXvBhe8yfw1ffAh+9a1vPIkOFMhtAP1b8BO5VSn0m9vsnUpwH8PLBtJcZ3JiMwOUlRcf/cn1t8EOsFet9deZsDExV2j5RPmKCd9hBnj2qwkvxsKQTtRztGuGhtN1efu0C1Vp2ZToNnCsJTaLm/e6TM3rHystXSTlTcZdlPRtAyPC3w8MEpPnHTFq7Y1Mvtv/VyNspR+I8360Lfd94EF1x/0sfQmbd55TPW88pnrAfg6FSNu/eMc/eecf7qtt0M9BR4+eXreNnl63jxJQN0z7EiPSeu+xAMbYFvfQTefTNYWepFhgzoWrP3AluFEFvMa38AvFMI8Vz0Evgh4CMrM7wzF1EQNR8BU0tQGeRJkLtOe61DnT11N6eFgiblcf8OVtyArpwd109GivCCEClop70se2biVPZEy9n6+gehxDmFyt18yAhahrMaSin+5a79/J+79vPHb76SX3z+uYitX4dbdY0Zr/ojcAorMrbz1nTxnhddwHtedAFeIHns8DR37xnnM7fv4aNfqXDthavjdMhnbOidX12LnB0/90q4/+91umaGDE9zKKXuA9o9PLee6rGcbQilwhIC/yQU9Edx73IStdM2lrZz2nTiLCJoK4rob6UKOV6735/sHOWSdT1cdU6//vhi7o9MQTupcIOQrceKPPvc/pN+rCid0g0ygpYhwymBG4T8/je28uTRGb756y/mstW2VpcO3gNv/xJc/IqVHmKMvGNx/SUDXH/JAL//+mcyWmpwz55xbWRy5z468zavuHw9r3v2Rl5yydq5C+7zXfC2G+Hzr4XzXwznv/CUnkeGDBmePgiVouBY8ytoSyBGkeoWSrXwuqAF7vNko+GH5OxF1DMJG2xxVgX9K6qgResxMtTk9zhIKzWLuj9kaNwiTyHr9xs66+c0K2Fwg5AjkzUu27A8vWEtIZBKcWCickoIWrQItJyLQZMVl868fUJ1bRlBy3BWYqbm8eH/eAwUfPPXX8yqYAJufJe2xP21+6FrzUoP8bjY0NfB2649j7ddex5BKHnyWJE7do3y59/bwVTV42ev3MDPX3MO118yMFtZW38FvO5/wc0fhF+997Q/1wwZMpyZCKSiI2czXnZ5xsa5g7OlhD2xgiZhuRa1T4WCNl31uGfvOBcOdPOchbpPqhDsAijJSLFBueEvW7B7quAFkiNTVS5e2wOcWA1aZBaxpJrsrTdrsyxYvCK5KAVNgpUKof26fm0JBmMLxuBjUB6GZ//iyTvGEnB0qs6O4dKy3bO2JZDh8i3MzAepmn8uB+7bN8Ga7jwvvWzpZPr00fIyZFgmHJ2q8Qv/ej+b+jv4jw+9gFUz2+Fzr4JzXwDv+voZR1gc2+L5F6zmd37umdzxyZfzX//fi1jXW+C3vvYkr/6bu/n8vQeYqXnNG13zXl1X952PnsZ5PRkyZDiTIaXWHCar7kmzVV/WFMdl29Pc8CLjlMWkfcpAKz1Ksm2wyI7h0kka3cnD4Eyd7UOl2Cr9RAjaPXsnePDA1NJ34FX1z+MokhEJTDsHLur+kKFWPqON9t4Ou3+wuHEuGqfr33Izrj23wZEHT3hvETFzTiJBq3lB/O9298Jy4ERV5IygZTircGiiyts/+wCve9ZG/u6Xnkth323wxf8HXvY78Ia/POObgAohuHJzH7/7umdy3++9kt97/TO5Z+8E1//vO/hft+5kuupFH4Q3/S2M74KHPruyg86QIcOSUXEDqm7Q/GLgaWlpPigFlfGTMzC0gpYzQdTxYpulBD7RFuEZtsAUpcwteDVeSj15dh6UWjyx8WqL3ODkIHL0XA73vZma1xRALx6pFMcFQMooQF/EIVTYrKCF3tyfPRNRn4axnQv6aDxvbhnKIyd8aNs8BCcrTVYpxe07RuNFpeiWXW7nyIygZchgcHCiyjtueJB3XHc+v/u6ZyK23qxrzt7273Ddr6z08JYdjm3xc8/ayJc++AK+9xsv4ehUjZf91Z38w0/2UnEDKPTqerQ7/gcMPr7Sw82Q4ayCF0hu2z6y7KuurfjJzlF+vHOUA+OV5MWd34XhJ+bfuDIGB+8+aWOTUnHVuf0IIZadSJ2MVe2Tfa1gCcF+pPLYeVBycQTNb8DuWxdG1tth5qj+LzwRMqQREdMoyD1R35hFuxgbjJYaHJmu61+Ok+IYXR/FEh0DZagdIpWEqQOL3/50x/CTMLp9QR9d0PRVJ/X9ugicrBTH6Noniyn652hpeezxIzh2RtAyZGD/eIVf+uwDvOdF5/Px11wGj/473PpJeNfX4NLXrPTwTjouXd/Lv77n+XzlQy/kkUNTvOZv7uaOXaOw6Tnw6j+Gm38ZGsWVHmaGDGcN/FDS8EPGl6nnzXyYbk1jdssL2OrkEpJAKvK2Rd62jpuKuKQaNPMzXA5jw5mjCOkvw47mR2vQNy8ilcdyFqz4JIiW/pdwDwYuHH1I/ze1f/Hb7/sxjO1Kdhc2n/eJpqYuKbRViqPTNQ5NVuPf5/xosklMKhdnEhLoa+ZXn/YLoM3zNsccHrhT19AtAEJo9Wmg5+Q4bCfXvnkxZe/YQr5TF45MQcvwtMeRyRrvvOFBPvCSC/nYqy6D+/8J7vgUvO87p6S/2emEq89dxZc++AL+6E1X8Dtff4rfumkLM1e9HzZcBd/7eFaPliHDMiF6kqru2eO8txgopZBK2+zbloiVo+Xbv/65LGlHRx+iu3rsxPezAEStB473VRs14R4rG0VBCP2fkoilUJNgCQQtrS4tmhgC9RkoDyVDMJLZkq+WUieu5ClpVBcR/94OUqomNTWMSeUijiXDWPVcFvj15dnPcqA6oQnoArHwsGLhE3z5ht441XHRGN+9oHs6Gs0J17ke+qlOO2/BiX53ZQQtwxmNiYrL+77wEO+47jx+/RWXwoP/Cj/9e/jALbD5mpUe3opACMGbrt7Mjz7xMrxQ8tq/u5eHnv3ncOwxeOzGlR5ehgxnBaIAz18WiWchx1vKVievyN4LJUIIcrbAtuYJRk5AQluutERpHd9ufbkQSkXOFnOOe6bm8YNtwxTrPg/snyQ+UWHS5VKX7M5dYzx+ZHrug0XkYCn1T+nxLdXe304UjqAltXPRQe/IU7Dj2/GvS3JwVLI5qJ+DPH3vqSEaQfKejJWUhY+5VKsxWPKXZ9GzPg27blnAB09R64IDd2kCDgs6vwVPgVgc5Viwohm4Or6JMLIVqnPX3soW5eyEL2F5GGoTs14eLtYZmlk68c4IWoYzFlU34IM3PsL1lwzwiddertMa7/5LeN+3tdX80xwDPQX+6V3P44/fdCUf+to+vnPpp1A/+u8LzivPkCHD3FBKgZKxGvJ0gxdI8rZACP3fcgpoDT+Mg6hSI1hQADVV9fCPPtEcqIFuAA1I69QYRIVS4VjWnPPR8PX9EtXXeEEIiJigpUPwUsNnsnIc8hUX0yxNQfMCqQPIRaglTbDzI0w7kgAAIABJREFU8T9naiaFdKmW5SYF/4QIeaygJb+3IlJ6w7h3n4o/tpgjHx0vsXdymdKbqxPR4JZnfwaHJ6sMF09QmVuAQrjw1NCFEczFG+VUYfrg3ExLhrr9wswRIPWxNosJbrDExYo5nqETWcDLCFqGMxJeIPm1rzzO+t4OPvWWqxBP3QQ//lN47zdhw7NWeninFd78nM18/deu5zO7+vl2/7uRX3t/YkOcIUOGJUGM76avtPeUKWhLwnK6oAWuDnIMvECSd3QIYZvGsnNhMbU9DT/ktu0jDJqVZzcIKTfmJxD37h3n0J4tOlBrGndkTJDMRSgVde/kpKaGUuHYYs5zjl6PRhPfP5YNMpilHBWc44VpEUFbnPmC3lQyUXEZKtZnEYMD4xWOTi3AHdLRBE0pNct1cfFpY/O7gc4LJcnZAlBMVb225KJ190otTUFDBSixTKQ/un5LJcpzYMvRGR4+eALtCmBhBE3N9UsLFqGgCbGIeyFKZ2x6DlLPUTSvLWmk7eolf7htiS6UYfsa1xOpQ8sIWoYzDlIqfu8bT1F1A/7xndfg7P4+3Pq72hDkaZrWOB+eubGP7370Z/hu58/zWKmPxnd+a6WHlCHDmY2ggR3W8cMTiSgXjrmOEiyEIKZ7PSnFd7YMUqwv0jTDLOocHK+w9VgRL5TkTAdp2xKEgT+n5fti4l45c4ycV6Thh3TnHbrzzoJrOYp1fzYxiNSlVKD58MEpfrR9CKZayFwKY+XGkurqQqXI2XMraBGitz0/1NGoW4apA4iWgPi4BC061+EndZocOoVyVluGttumHCNbUhy3DhZ54ujM3NtGtWJ2RNBSu2WJ7ptmMNH1W0hcG4SSvaPl5DopiW1ZoJQmvu0UtJZxKWanvC0ElgwWrsqWhqB2HKIUS3inYT3rcWq5frpvgj2jizDWWCBBW3QdZjRvc9XxRRfWfIdF92hC0BZ3uLaYY56sE3CizAhahjMOn/7hLrYNFvm3919L5/DD8O1fh7d/Ec5/4UoP7bRGf1eOz3/ghfzo8j+lvONHTP70xpUeUoYMZyyUUlih1z7FcZnNeHJeOwdWwVi5wS1bh49DYGabJUTELJRKu/Ad+unCBmH2sXtkhgMTFZPiqEMIIcAZeUJbvs+Hib1QHp3zbevog/SW9+EGMvHOWMR8NlpTlEzgJEjmYKzcIOeXtavcHNkED+yfZF+6tcECoJRiuuqRd6w5x5zUveh/aIItoG8zAJbS5CdSsDpy9uydVMbMjlLHMCv4d+8Z5759s+th2owkWd1frElIpEiYgFs2LQA0/1w4IoK2sE+XGj5DMw12DJcShVVJlFLYQun7ew6CtnHox1hH74/HGR1zcSYhi1DQDt8Ph+49zr7CeJ+nBLWpJjX8uDj2iF4AaIOJisuB8Up8rQ9NVI4/h4tR0FhEymk0b/vv0G0j5kBxcBfh9JFUnaT+2e5ZdYMw7pPWhDZmIMAsJ1Ur9ECFSzc6ISNoGc4w3PjTg3x3yxBf/OALWFU9CF99J7zpM3DJK1d6aGcEbEvwB7/4Un58xf+kcPv/z6FdW1Z6SBkynJFQMsSSHuXGybVv76iPsn7svvj3bYNF9kfEwcQV86lh2wZneOqYVkTcNKGc2KML3BeCiOiYoNcPm1Mclb/AepzhJ3UR/xxQKIRSuEEYE7SFIFKaZpXxmPGKliAsTiWstzHhGHqCnvLBBaVWpuGFklLD57zVXToIbBRnDShxjtM/3UDqk1x1PggLy4zXM8po2xSpg/fohsBNBCT53IKUv3RT7FiBmD9VsuYF+JGCFilP0QiEmHV+C4YZTKLAzf1RKRV37hqjZJ696CdKIpUib4s5CZoKQ2zpIsx9L5V2dNTOmwsftFiMgjbXCSmlyVJM0BJCUPMC7to9hmqUYNs3Fn6chWD60MI/WxnViypzwA1kfM0mqh7h8VIilzPlOvQTxSy9wFCbbPNhPb69YxXGphJlWLXcv2ncu2eC27a3SXfc+V2YTLWliK7r+G6sMHl+Ng3fzuqppxbXuqEFGUHLcMbgjl2j/M3te/jCB65js12EL/8ivOTjcPXbV3poZxSEELzz7e9i10Xvx/vq+9h2aO7V7AwZznQIIc4TQtwphNgphNguhPi4eX2NEOJ2IcRe83P1gnY4pYvRlQzocUKkYnZKWWze4EEY8PDBqSVZLjf8EDtsTts5Nl2Le6IlwfAc+zYB0YHxEgcnqk1D0yYni1BOZIAXyjiocdM1aNbxbeVnvZfrmPuz5v9eoC3nBWJBIY4fKnLt7P7jgLE5cMwJ1fJ+CpP76S/u4Nh0bVFpjkrp79e8Y/rC7b19Vk1cTAKirKswdQ3sXKygxQ2v5zx7pQ+Y64KOVQuqFWrePElxVDLQysOu789ZSxPh9h2jbD3anK7X7v5bvNlCcw3a8chS5BhZNwpHzdQTHpmoUGoEhqC1T3FUhlwq4+oZKWi2tTijG6HCRdagtdn5xB6j+hw2H0nGW/NCinWf6WJRD7LdQsI86PYnybttCItsJtjzYh5iFX23zLnL6MWFKmhtlHMvkHxny2DymSMPJs6XaeWx3XOgVLzgkXfsWQpau2e86h1nccZrr6x3NJqVayesz3lPKaXmNXDJCFqGMwI7hkp8/Ktb+Pt3PJcrByz4ytvg8p+Dl/zmSg/tjMW17/2f9A1sZM+Nv8a2Y8epN8iQ4cxGAHxSKXUF8CLgo0KIK4HfB36ilLoM+In5fX4MPqZXaaXEkj45W/DjnaPUvCAOFEFBZRx2fpf60FaGi/X26TLzYOdwCdukzkRBRcFJUt4Wamk+MPkEhcZ402cVLCq1re66PHVsJlaimlMcBU17Gt/TtO94dNE4nc7ZB/Dr+v20sgQg5j+/UOqebE67htmxgiYpNCaQgSYguag2ZI59O+b92iKvmwCs4xgcxP3d4hRH4+IIYDlYpqG2Hzd+nu+AwmyeSjNcyECVxIrSCqVKavUWcE8EQeo+p5lURUH1VNVbnBGLaCFox/lotNgRLYxE13y6ps8hZwlCldpZowgHdYqhlM3bpPv5LSKpTp/rYmzj290QQQPyPcnvbeZeRgQ+Xd/ZzrUz8JLPHH0Ydt3CwNQW1o0/2PSx6aqXHGehpF60SbMFuvIO567uanqtLbGOU2JTKbU7vrtwgjh1EPnU15v3n643S59HW4Im4+9fIazlrUGLxtO3GUs2pz8qYc+5wDNWduc1cMkIWobTHmOlBr/yxUf45Gsv51WXr4NvfUTn67/+L5ZXMn+6wbLZ+Mtf5uc6dnDLv/0ZO4ZKKz2iDBmWHUqpYaXU4+bfZWAncA7wFuCL5mNfBP7fhe9VoFSAJQOu2NANwB27xtg2mKoVM7bhZXfuNJr5YFsi+aNvAoFCLvmzHQcac8VZ0TbuBB2GoKnmtxaM0NReWF6RvDuJH6omBa0pDhl5qqkPURxUucZQwGoT8O26RasECvIROfJCXYsyz1j9qCebJWLikxw8Sc1cO/EQ3qS22rasyJih/eQJoNMvUqu0q/9rD62gaZMDFSlRTqHtZ6PgsKmG0coRBKkaQeapv1OKtEX/LAw9ASPb5tw2SvMMpSS+MxYQtMe+JW3MNRTQ15GjM2cftwVFEMqWRYtmk5DjnXbUFDtaEIl5v1FF8zaEaZOQyphO1UOnJpt/xOOVSuG0U9CUgu3fgunDbUYx9/VRJkW33eebIEPIpwhOSgmKiaoh7E0q0d4fzd7XoXt1DWijBKVBKpUydgthmK563LN3PKWgLZSgtacKQSjpLjQ/y22vW6zKRgQt0L375lBrRfqz0KQett2/DKDvHP3fHAsMcTqjTNp2LMm9MzWIw5NVvvPkMf2aU4gXV+KPCXvO+3ghLqcZQctwWqPuhXzoS4/y2is38IGXXAR3fAqmDsBbP9/+j3yGxaFnPd0f+DqfsL/OP3/+s+weWYQjU4YMZxiEEBcC1wAPARuUUsOgSRywfo5tPiyEeFQI8ejEeERylA4EhGBjTxRO6J+Je5xRSAIdDC02xfHoVI1AqsTVz/xMu/rJlkBjNlRqbM3ByGJrI5Q5j9VjD7Fu/MEmm31LgGp1Xmst1g99aETNb9sHhvVGHUXSIyw0JGK+kereYwLLamP3b44VGa14mNS2MJnXUsNn90hZ9wQz24dWjnOnHiAYbG+Q0A7KGG8IC4Q0KkdLcNsaHPpBGC80jlddxOhTCOkRSIk1b3+5iBFa7SPXyf0wvmuOTWVKSZBpRjD34cZ2knenGZ2pNpGr9L0UccacbeEfp6/X0ek629OLgnEN2ux9tiKUCit0WXf4FnJeMf6sZX46lklojc7FKSCVIghCpIxIncLxqwwc/C5KzZGmG/r6OW91B4yeIWHNHuXWmxkaPLIwu3alwNHpvkEokWGKoEXPa5giaNGCtFHQxkopp9GIdO39EciQXSOlOK0P0OqamY8wSGr2jovo3p0j1vKlorPFxEa2u26m/9is441t16mKc6CdJhw/37EaJxOi2zUQL8g0L96rZBEr9GctUoVKce2Fa+Ycx1wjG9z+U6xo3u3CLAVtTW9nVoOW4eyElIpP3LSF1V15/vhNV8KTN8HjX4J3fhUKvSs9vLMHG59N/q3/h89Y/8AffO4bHJ7MeqRlOPsghOgBvgH8plJqwXKxUuoGpdS1Sqlr164doOYH/HDbEEpqSiJSrl5CCN1/SW9ofspoPwsea7Hu8/iRaYp1n54O0ww4rhdLAo9on3MRtKPTNSYrro7hW5WJBQyn4gZsOTqjg8eWlWkvDGOb/bZ1YjOJ6iBCF3Z8J3FMnDqgTS5SKDd87tk9io7vEzIpmH/uQpOiZlmCoLXtgdk2UhNkfD2SYHHvaJldIyUeOTQVB79C+ji2wLfa18tNV2e7uUml51nfF7Pt/QFGy430sPBCw2gAatPk/DJ5r0RgSOe8Cpqw9Pap4yzkVnvq2HSscDUtHhwvaB/dzrrx+wFpjDmSFDERpygakmSba6FUYsufQii102Kiss2joNWnYxOTQCqcoIJAYoduoqBZ5lpHxDY6FyvHoYkqP3jyEIQBUjgoJcl706YGTelWEUqxbyxVXzTXXMSDi1JTm0mKM61NJJrS29pdFBWC00EoJVuOzbB3NKXWRl8f0dy1PH91L+SBA5NsGyrqOW8xLPFzvbiFtUihFyTYfSvW+A79nt/+3pyF6LzapDiGUqezznIZbbfLMHpWFMW6z7Hpil7ImtwPxWOzPi6EmLMPWvKSmfujDxnyautnIVZIm+c+TmeUQdP3ppR6TKu7cm0GPgeUvq/zpUM4QUUruk7HLAVNWPYJpU9mBC3DaYu/vG03Byeq/NO7rsEZehRu+ST80pdh9QUrPbSzD1e8icLLPs6/5f6aj33+x4yXF+jIliHDGQAhRA5Nzr6ilPqmeXlUCLHJvL8JGFvIvsJQYckQKQOEIF41DaSkt8NhpNQwf8B1pCJlmyB4HkQkzwtkKp0scvXTv0qVUmPmiLO2D85wcLJqFpMjYqLfe+DA5LzEp1j3OTxZZazsErQEiJ1Tu3GMa5lIK2jtBhMFgn49WZU/9kjqfWWCeWlIWXIsve+5oZTCDySWgIYv4wbXrccWJniKUtzSqW7paZCmjkcpcCyLMAj4yc5RnjgyrR33GkXGy65OFWsdi99g87FbdGAVKR8tczxkxhfdD+k+dnZOp0MKJQlCTRpmnXtqfzXP0zVywqLdLIXHUbBGZqqU6tGcLCDFMbUQYcmwJf5V8X0Z0U3HsnQQProNdnx71u6UUszUPH6wbZjJipsoaHFqZ8sG+34CRx4w56WfweSIGnmp51YIUwsXn4ui7oc4QVWnuAkbpEKowKQ4RgqaYvtQMeUKOfsY0e9KGQUtJskJ8ujtq43GcfKP0eNzOtg2WEIJK6k3Sx0xUdCag/+IcBycqOp73m4mGGPrX8r06quaxi59Fyv0CGvF5PgGxZo/27Ww/1z9s42CFqUVt/bpa2uuEWcBKLYNFtlyeHq2QYZfZ9X0HO6uKqUoDj0BB+5K3nNL+jpZtr6H4lRQ1bSD0C5Q6bmoSUGTCsqNAMey6Mov0vBFJgtmoVTg5Geno1eOzuEqubBFlIygZTgt8bVHjnLzY8f4tw9cS29jBL76bl1zdsH1Kz20sxcv/ST9z3wp/yw+zUe+cM9Jtw/PkOFUQOil/X8DdiqlPpN667vA+82/3w98Z96dRWYCKuTweIlQOIhD97Jm8nEA1vcWjLmEojXgncXP/DbBm1Kw9WZ8t25+1T2dILG3Fy2pYHrfiqeOzczZoNgipaAtwEwiSl+LCNxjh6djohmha2YPTulIal8mnGjjDBmTN78ep3Qlq+qYdDvdq0ylxgomPfM4wczO4TL37ZvAEqK9KYUJpBJ3RN1gOz6fFkISuFWw7DjtTQYuFTdgtORqx71jj8xZ+qxkAAidajdPnU9iUCBjcuJd+nq8/GpQIYGUOHY7V0qTXjVd554942w5WjQsNqWgoSjWfJ44OjNv+quek4TtN/zZ95BqFJl+9Oa49kuoZhdAqYj7PUmTlpqzhXZbbGdooRT4NRptFDwlA6zQa5sa1vB9ijWf6ZqHUPrvU2zIUp2gY+wpcz4txMooZOvGH0T5LsrKIVE6Pc2oK3aqofDjh6cJpw5BcTAaVPxesebz3S3HUqmYzFKYIvIvt31LKzxzQYYoO4cvJY4Q8bMeTZGenDY1aJj7R0nsoKYNZUzT8Kmqpxd4hKBV25YIXT/qdGpClzqvqZo328ho3TPNPwR+KHnwQEI2AqldU9PzBnBoUi9w7B0tU3ED04B9f0ye7OmDbOwrxE6cMWaO0l1Nvk9av+Xif03uh+pEkkjgFKKLYFJ951LQILQ7UanFBakUZdenr2N+cqaUSuanNhUvOjiWRRgqsHKIuN5VXysLcIpH2u1uQcgIWobTDvfvn+BT39/B5973fM7tkvBf74TnvAOuefdKD+3shhCIN/8D551zHn/e+Et+/UsPLcEqOUOG0w4vAd4LvEoIscX89wbg08BrhRB7gdea3+eBDuaEkgRBwEjhIoQQdNZ1T6U4tQriACEK1qaqHoxuTxrE7vq+NnEAcCtQn0aGAY8ensKtaHevQKq4rqY10FflUezJ3YAONA5OVDk2PYdtc8qhLh0XtVP1xsqNeCVdKVjVlUcqpU0XmmYiGVuTyjWHzbU+oTo4+ebXgLFyXZNLhVHQkn3ofc/N0OqGUFgW9HdqFUG2SdmzTdB0YKxkel4lq/pNa+2TByCnjV8sJx+bo+QCU5/bsRrb0/8OZs2JdlQUhCkDhPZjT9TPSHMCZdlI4ej7Sypsq02Nk3ml1AhYO/EwuaDS1iTENWrMXAttUSqmHkuyoHDnztl98SZmyuxPNSGOCVpqSEmKo37Jsa3m+UkT/OmDdB28LVUPSTwHYmQrm4Zvb6sw7BiucNeeMXaPlONg2I7uD7cc3yddOWPOEHiaIB55IOkn15jR/cuUVlWVOf800SjWfdwDD2qzG8BPKVtxaqfST4BeUWgJpc21CEIVmwUFoaRUa1mUUSGu1K0kNgysxgvSCpqZgNAopLMIGvSV9rBx5E79HJu2AQcmKhyKyxT0cx/Nc4iFQOFbXXqfhx+I6+tydsrRM4KdhzUXQ76bqhswWmrE+wpCiWNbOFbzuUeEcMdwiYPjVf2dF6VgzhyhML6FDcN3zn4sgnpqH+kTDTmwZ2tzSnGU1gv6vJXUrwkrNb/NCpoCVNTrLubtiqob0l2Yn6A9fmSa27aPsGO4BI1iPA+2kFT9ECwHYa5RvMAkBMKbXdfvBTIzCclw5uHAeIVf/8rjfPqtV3PNuf3asbH/HHjNn6700J4esHOIt93IlQPw4am/5pNffWJJ/ZsyZDhdoJS6TykllFJXK6Wea/67VSk1qZR6tVLqMvPz+J7Hem861lABQkkahbUABLZ2YrOSiJcoCrCrowjps2uklLgYRnBNKdyeH8K+n8QpaeHUIVC6RkfM0a9LArnx7frfc/yxj1W3eEyJKpZ6Sa9IG9S9RD1TKrGj91vIiFSJKYNep4+basXNf+NxRCmLfr25VsaQmEcPTjJabiAIkRKslAoXuTjaQcpmPIVcyur/knXd+mhNq+fNBK1Yc03tSZLimA5KZXkY+s9BobDzHdjVcfLuFB3ulCbPyiJ/4Mc4pk4M0CYIO7/HtsEiQWgIpql1uX3HcDx3TceJguZUwK4U5HI5Oh0d3DvG9MQLZDL/KiHFgCEqzQU7SiXukO2+vvU40sdNTEJEK8FuFAnH95gP6h+WDKKEs/hcktRbZVIchVZ2onGlldUWVS19/wqTEtbung5UEroXSFJ+lUKnrilY21OgwzE0YfogDG3Rh+8a0OpkdUK76wGWUeGiFEeAzpxNT8GJZ6dY97hvz1hLOrChT5GBjdXqZKi39qWKydvBySq77roJjtwPwGTFxQsCqq5k8oLXY/eso5Ii0/G0yUCrzjJkquqxZ7Rk3lfkfP19EkrVlOIY1/GZlZPYRwRtJuOFkocOTevvn4rO7I7O302raMKCztVaqTPvj5VdGn6IHyoce7aCFo8H4zgbkxWbQEpCqUyfwJaNWpqkC2FMW7wKUzWP8bKLkJ6+DnYueQBync0ETYVa6Updr8OTVdxAL4QoqWLy6wXabbO1ji5KMRcpqXy05PLCiwaS7ALzepcjGK/4YNmpZyd1b7akht+/f4IfbBvmscPz97XLCFqG0wYzNY9f+eKjfOhnLuKNV2/KHBtXCvkurHfdxIt7hnnNkb/jz767bVEGBxkynK1oeCEKraAJFaAsGy78GaRZvbbinl06/QjLRoQu/UWtdD01pJ3Vqo3Z6kpV5qiZ12VplLyn+WKrghb9wT8yWY23rntRMD6HWkPKeCP1evz5VE1H1H/LNau8jiFAQdgcaOigPCKACjsim6E2OGlS82IFzU3UBqegTUO23kyvrc9bGHJnBzV6S/swO0cp2Dhyp+6v1oJoBd8SQgdUQjQvKk1pwwaLZGXdEsmxmnsohSgJqneT3qazHykl/cVdsWLjB54J7kP8UJM7deQhCFxmKg1zfyT1TUIpam4IXg118O7U/KWcA1Npq12FHA4hoTRBsYIf7xzl3qjmLU51TU1CGxfHqI+cMulpMWpTBOUxHUw2tYKLtk/rWcDoDuSMTvWTwkJh6SbNaUJIEuArpcdmR46a0fzK1vsnNe3p40d9/2gHfQxLCK7arFVOJ1JvQ08vnpi2cJWei2DV+bG9vi0EbmENqjaJMLWOlrFc3zlcomEWJiwhcMJGM2lEcfee8ZhgJ5mI5umcpaDpD/hBkr6q6+ZcrZYD24ZKjMzUePTIDPl8nnzOpup6FKO6wGieZKhVZxkwU/MoNTTxj5wso323h146iQlbfQaBxJcChVE4TWwV7aJYb1GqjDprTe4GFfLggUlu2z6CF0pylkXOFlyxqa/pqFEdWhCqpHbVsqm6AZ05W5vftF7hlKLdnEKcmO5vHkopqzKE7rXRxsRupjJg21CRmVpyHtuHioyUXENYk2eh7ofx/ZrGvS31pQ0/JJSKNd06myB9b1w40BGfnxWnOKYWrlqey8XU92cELcNpAS+Q/OqXH+O5563io6+8FJ78aubYuJLoWoP9vm/xpq5tXLn1L/jnO/au9IgyZFhxSK+mlSPpIlRIaHeAnY/du4RI0mcGp2u4ZiHXMmYaM7WAvaNlfrJjCID9YxUe2K8VgydHPR44MAEIGuTj1dhZKY7mD/5M3Y+DlZoJiNxZfadUsk3sXpg6n5bgoeGHHJ3WSpUX6nowS+iV5EqbVDkLBbtuoWNyK5ZrLPRlNJbUKnb6OFEwm+uMXR1zDb2aLJTU1vqAY9SBpiqa6UOzxhClZkVKlCVSzar9RqzSRavhwtRIiVjlU3FwaoceIRZKaJXPKvQwtfb5KCESNTKVulh1Q7731BB7jfNfXHuiQizpm4Be6XTD0hCqkvjQxL23pCQKQqVJVcsFVahPx725/FBSbjSbHzQpXW2aLEcqQLnuc+vWVNrisUfAEMXk8qRSSmelqKq49kwiUMJK3OriGjSFrUL6irvJH7kPgVZWQqkS5SytoKXSzOIzikhEZGmfPh0z5xKLQmOcHurkjPplC6MKy8AE/QKBRCJ0il6YqCGl/mdSvvjNTKy9FoVAREqgUoxXdOBsWZALKkg76V/XlRMU675ue6Hl6GY+3BLhR4so4xWXYiOpRwLivmd1LyAIApSwyNkWq7sLdDiGNElJYe8tes5UCHYBZECHMbLwQ32mtmnlEC8KzYK+LyL7/vL4EQruVEwqfSnj+rmIfO4dLVFzA/aNmZRWc29Zo9souEmSQanuY1t6UeSy9T1NR41Upr1jZQ6MmawBYVNxA7q6esyiS8t44+czjEduJjN1Llq79AKtUOv0RvPdFhM0vX20oKSUXjCJavKUSp73hh+aO+b4qLoB3QWbvGNhCe1OGruVWgqphJ7HNqYys67KIha7M4KWYcWhlOKPvr2VIFR8+q3PRhx9GG757cyxcaXRtxnnl2/hrd1b6b/vz/nqQ4fn3yZDhrMYCvD6LqC3rFUZhA12DiesYYWNpLB95ih7R0scmHR1qlzYoKM+ihKCIJRxEDxWqjFe1MqTFI4J2HSg0ekYtSD6Ex8ZD6QC6LiZsQn8W9MQ46CXJAgpDD9Cd+UQoGvcHj08FZObkWKDnGXRnXeYKLuU6r5WQ4RgqtKcggRgo8Cvk68MkSggvnakU8nxvSBk+5Bxjtt4tTYfsAtxDV5UpyFUaEwmQBrTAysdzLmlWZbtUbgT2etbIq0oJMGQlQoAnaBGzi9RagSk+4E5QQUpbH0N0HVUPo4mJCb4UoFrgr6QI1M1BCqutUrMARR5bya23fcCCX61mRxLbTgzywTEsuiqHGbt6H3GxTH1/tAW2Pk9/THZonSk7gupVOwWWXZbiHXHKqTprxd1JNB1OS0LAfEEq3gXgVjDAAAgAElEQVSMyhgxiJZAVCnom3yC3vI+rPpYPN+hUoly1qSgtdT9tSqZECtpAMcmijx+ZBorqLF24mFWz2ylUDoYTZcJuDVp0mG4OR1zD+k50fv3lEBZeTQtDmOSfv4aTZwEgp7Sfo41Chybrum0U1sTkWRBQyEBFd2brTb0SrK+t4NVXTmmauZ+jR7AXBdBEBLWi9huESXsWCPKW7plBCpEBK42MZGhVptbGixLpb9XQD/H7QL/KCNUBTo1sNQIKDTGkUrfL36oUgqa4gL/AOHoDkquz0zd0ws+5t5SgEophdM1L14cES0E1fVThD/Oi7UIQoXcdI2uhJuDpwgl456SkTKanr9QwhNHZ9g/OqOvb5Sem0pxJNnaLFpF34C69jT6Pql70ffN8Sla1MYjmqfhYj2+fx2Ufo4sJ5WabRZRmjOPUUpxzuCt8YLdfMgIWoYVxw33HOCBA5N89r3Pp1AZhJveDW/4y8yx8XRA/znkfuUW3t7zJPUf/CE/2ja7gDxDhqcLlLBpdG6KfxdCQE4Hdp31UQSm+mDkKazQpRbqQCTvFxmYfFTvA5oC3I56Op3GBBJCYEc1RnHK2WzlpBFoF7fe4fsRsWLTjESB0qu+TvkYq2a2U2iMx0QmVIBbIZCKroJNZ95m62CRQ5NVhBDoLMc2+46MC0QScMnAQ2GTrsMTaJtzVeiDjj7UhmcRDlwGgQlUQpd1PQWECglEFFQnwV/TavuOb8Ohn8Z91OL0reSiJOlzLWl1AB2NMdYO3UFX7RijpUYTMVg1s50w8LT6AuRsB1c55PwydtjQwXSglUuhQkp1nzUdIq5HiprWWtKn4M0QOJ2A0kHixF6jSAo6c7o/Us62kCpp7SuVQlgOlkkXdAixaxMMjD+sA08/VYcXJsSr7ktkGOIFurn1QHeBvG3R35mb3evMcgxBS9IUteKjZhm0RIheCZWuNbSi3mPR9kqRC+smpUsrzLby6Dl2T0r5bTFUSadIGoLFhquoX/pmlJXHCpIgtlKr6ZRaz6TR5nvJWQIvv4rQjD1qlyCEvt8UNBG06HjRIoZO1TRtHZTkWZv7MZeRgjfFoNjISKmhz8ekxer9G/U1IhGK2SmOoUfv+GP0d+So+dF5mgd6+hDuvjtZNbO9mfSY3l/DMw2KNdO+QgXIMGSyASoMkvsEhfSMeiYco1jNpaABh+7V9XBo1U1XLUqzqCG0cVFtit7yAVZXDsQES9dyCr0ooiBNGcbL7uweaGZm0+ZiCanVrp65Qkfb1hkP7B8359zyzB68J30m8WLSTLWROFEqo0KnU33NT214lCwwREsDOdsiN74V4VXmdmVVSpvsqGYSOl5x4xNwhE6VlphWF0rGKbCzCJoZ+3M3NyuOcyEjaBlWFLdtH+Gf79zHF95/HQM5D/7zHfDcd8Nz37XSQ8sQof9cCh/6Ae/o2cL413+Thw9MzL9NhgxnIZSwqHesZXr1s6l2G3Xfsql1bib68x/94daW8c0rxTqw04FX3Q/I+WXWFZ+MP6/ft9jY3xXTqrlSHAECbJygaupb/GZzDFKr1woTjCYBkx26cdAupYI9P0T6DfJ+ybQKiPaRBKXP2txcaxKlM6YT7MLA1Qpa88zp/1/4UgCePFbk+wfCJIAOA9b1Feh2ILA6qa25MpU2mhyHSMUoD8PkPjP2aFoiBc1KiGobR0k71MrSxr4OKm7A8Ew9Ef/sAo2N16KM9OA4FgE6rayzekw3ODYW8EKG1P2QvKUIsbSLW+RuGHpYAoLOdQglcSP7/4hAmPOIiJhMB/uWFQejvaOP0FncR4c7jh26VIIkZFN+ojBtOVbkrj1j/GDbMFIprrtoNT/3rI1N1yVKg0VA2Q10el8sCGkVIjRkJcbkfpB+PMcSQFjk/RIqZUqhSBQ9paCjOkTPkbuw6tOJoqEkVMbh0H3xNk0IXHDy7Byv4+ZX4zSmQCkqR59i8FhiVe7l+rEsPYehVcAPZHotICZoEpqMM6Lj7RmNjHp0O4TQkMPolo/qGP1cvzlnPSdWi4Kmt4s2ml2D1lEdpJCz47TjtJdGUBrDigwvUvuwheLQZJV7o4btSlKsNXhyuMbekVTLBAkqJrCC0VJjjjo0c185nXiBrmlc1ZlLlN0wUpcgP/QQKteJ6OiNxxxGJidSkxQlBKu78py7Wi9Knbu6Mz7SmolH4383fEl/Z45zVnUSBMn3lh9K8oagpYfrBiGhSUmMnk/dzSSY1S8tebQDfQ9GBM0oaCp1jeJZMN+7lqUJnAI6bEVP+SCqNJI4fLZgw8hdPPzowzqt3ciyl63voSvvxHvPj21FhT6+oVOaYEbfRSm3WDNmgEJuYT3XMoKWYcWwbbDIb3/tSf7xXc/jsnVd8I0PweoL4dV/stJDy9CK/nPp/PDtvLlvH6Nf+mV2Di7A8C5DhrMMoVXA9SW17vOZWX1VEgwIvRqfDjws0xOrCeaPdcGdio09Ohy9Cq0DY0Vn3ubidT2xe6NlfubqY7r/TuoPfmAVcIKqDvZTgXTqgECSAsa2m+N3LKlramZWPSsO7nIjj9N/7O7YGEQfPyGZBadlxTwmaMlSsfQbKKPSxIYWShE43XFdTyWqpzKBrZA+FgILSYhAWbm4sbQAY7hhUay5PH7EuJ81inD04URBi+bdSrk4KsnR6RrD61+KUop6xwadFqaIz7FUd1k1eCedtSGEDAmw49Qwx7LwSM5ZWTmUSbmylI9UitVjD6FkiMSKFTSkj7BsAsMc3MD0YDOpUoKkBg1UkwoojJJS7r2UgjtB3qQMCqUYmqqkpt6NibQbmvtHKTYf+wGWkob8Jdfujl1jFOv6Hjk6XcNSQXJc06haqpRCq0KdglqdSM2xhRIWdlgnyPUR319SYoeNWInomtmDFdaRSjFW1OoXfk3XvpVHdJCsFL3FPaAUojoB1XFAUKr7ePl+bK8Ifo3pA1voKe/HLQwwtPlnaXRuwDFEeHV3gXW9hUQhRiGMZjwrxbGFwEgEDibFLZXCpm1QpG5mbS6KIG0ApF8MlZlf1CwTM2kV8Lo34VgCNxaEku8CL5D6KNF8C0BYcUBuh3V9Liqk1nBZ1dvDTKXOeLlhxo5OtRUWghAhBHXfh3x30ziiVF1p5fADSVfO1qot2iyjybHRr+NIj1wuH6uMMUEzzZ27cjYvu3xdfN+lvyc6G6Pxv90gpK8zx7l9OWyTIbB7pEjFDcjnnFmqeMNP0r7XjT9AZ/kgXXu+xZpDtzJc1OeszHeHlIqc0CqVp5wWgpaqVzX778vDMzf1ceHaHjb2d6KkJvS5oELOFlRlLr4yVtjQ6d9mLE5QJe9OxvcVSre+CGVS7RiZsHihIjLQSZPD0VKdO3eN6XvepGfPk1EZIyNoGVYEo6UGH/rio/zu657Byy9fBz/+U90U8hdu0EnlGU4/9G2i79du50V9U4x+/pc4OpaRtAxPN4g2Rhw0mUjEnzR/qBVJfy5LadVi1cw2/MIalNPFhDXAUO+zidNjLBsQWJEipCT1jg10lg7oRskySW0LTH1UYBS0WS6OsYCmiUJkna+wsMMaoZTUus5JatkCT5sk2EkEEZkiaJVBvx61FYjVEZEybS8eQwmLmh9ybDrqx6TDmXv2jusgzYnSuiyzGx9LCGykTqOzc7EFuhAgwgAl7NhhEtCW/TNH6Nun+4tH8XfNl/x03wRbjs4wXqoxWLV4eDjg4KbXEzp63JPrX9iUQmp5ZfLejHZmVBZK6dDLsS2UlYvVUmk5qMh0xJx7Iaxo44F0bVYYgGUTSh3UuV7kzKeVGsu0a9KBfyo9VCnCXB8y30up73KC9c/W18sYEKTbD+TKx+gpJAqRnmOJQOLIRuraJQhCybZBTXAt6cdB8qGJMlLK2NREyIBclE5Iok5qGmdUGSulTgUuQgjcwkB8r1nGkOHAWJGZmh8bwqRH21feq50NjfoWkZnLz1mvHQplgGXptDxp5TVBFpYmaJbNVeesor/D9DxrSXGUiqaWDq3PhjL3WzSaWM0MA20zYkhXqDRhE6nUWaFSmXTQrKBZNtVLXo+76lLyjkWoBKGU5loYQh1IhAqp9F2Kl19lNhSx0+i68QdAaZVbyZD+3l76CoKaF9WhKnJjW1HCQShFb4ejXShXX4gUaXXGXKswjBVbIXRrNVCaoKUWOCxCCoUCdUPcNEETYPrFRe6EkWNnWmlPo+Ebh8ewEn+3VOoeBcemrzM/y5TD9QLSbR8cr2jq0BQd5rtCmjmWSmET4ljgyqj2MrrwLbFj4DFw+AcMqCKb+ruwbYsjkxUOT1axVIhjW7i+Hz8n3dWjrJrZjhNU4wUip9CTKGjoRZVQSkp1H0XSP+/O3eM6BVolcyqMa6Q1/AT1p74dt/Zo15qgHbJIOMMpR80L+NAXH+V1V23kvddfCE98Wbs2vvO/oLCw3NwMK4SuNaz76A+5qDdk/LNvYXJqcqVHlCHDKYXXhqCBDhR0SGH+OJsAWClFl3Ffs1Lkqr7pWmbOfy1Ta69lsCJNcbwpWBdWrKAJAZXei5je/HLo6CdXGYr3IWVAX0H/Gc+LcFaKI/F4RJzmEzpdTK+5mq7aMKHUaZvRdlLqgCPdfFYgmpUVYGrgedrGXEa20qk0nnoxVh9K9cR5UAlBuREwVfEomKArHq0MQICtQq1MiBwirh8ToAKU5cSBTboBckweokDTBGmHJ6uMFOtNQVuUgugW1hKuvhgpcjimv1rgdCNUgBeKmNkIs22p7zLd203oBsfayTPACj1jJ69JVFyTF3oIyyZUmiy4viFo5nc9p1qacVKqq1IQ9m6mdN6rdU1SRz++lEgrj0Di+j5VN2Cy4lKsuUQ8V0UKbkqxxC2bWp8kGLQtQaWhydCqgohNQlCKQGozkK7aEBtH7mLd2P3xdtHnQpkEwTJVYKOCBsouMLX+evzO9Zr0WjrAt4O6rs/xjPpnOfrKxxdfIIUme3XXpafg0N/fhxXUIQziRYE1fT3mXG1sfKJmxZosKUPQFMKyk6rLtLLV8mhIJbBbTB0Kjo0ttJNoZPwRSn0ullF94qbeQiCsqFF16jgmzU7ZBSwhsCyBGxp1XdhGbZFYSBqdGxMWnao7jUY0MPkodljHynfQl0/Nt1LQmDZppYrVnTmKNU2iIpVaP8OGoMkASaTe6uRrEKYuLdEfBYK+7iRtUd+jSV1X+jsJ5iYaDT/EsQWOnUt6ojlw/ppOHNsx6aKpz3tB0twZzOKAhd8xgGPrms3Q3COHp2r4oaQj73Bo2p2V4hgTcaXApH07QdlMhb53B2fq2mlVaPXYDupQGqbg6njGkgFChZy7ugvbMvMtIOoHF0gVNwOP7k9l5kp/j0ftR/TzXmiM47n12N3Tnp3g2xYZQctwSiGl4rduepKBnjx/9MYr4PD98IPfh3f8J6w6b6WHl2EhKPRy/m/cQqGrj4l/eR2VmfH5t8mQ4SzBZHV2HxudaiTjwEUqpdUy0xC3fsErkCKnU/XM3+ZAWTFRyTtOvBJsWTYIXR9TaEyYIMwizPdDvpvOad1TbXzdiwhDSZ8RMhzlzUrjihN+hClgFzaVc36GRsd6LOka+/TESTByK2tV0FptvEO7QK1rcyrFUcZva1c0fV6FnCE6URE/YKea2wZKB706xRE6GiMEWAgrUaN0LYqv3RXNMbw2BC2q9UgrCJ0OTc5zImUaIjddQ6n/cqM8AihyQmmXPyWaaoaklYsDvz1jZRSC3vI+Ng3fHvf72jtex1KpFEfbieubPN+8rmDV1FMU6sOmobNRNFLnIkRy7I41mzm68TVmZV5SrNbZOVKi7Aas6c6zpjuyghfxCr/eUQh7bqMV6ebiBUvG8ymQHJuqsWOkRHdY1KpWCtEcH5ioxORbpVI/CTyUXdDXSuR0KwNDAASSQDjg1bShjlG1mvqgmZ+u26AzZ0OuS9ciyYSgRcRBCRtH+ZoUCYEQZklEKarrnkPYuVbfaUIgU8RJShk/b/qYAls0LzC89soNvOiCvvgecixtqW4hTYpjxFUUPR05vT9Fs3Ij9AwrR/fHCpVg90g5Hnu54eMFkk5bxnVL0XZpxbPiJm6lwinourv0Qkhq/jb05pipudru3cC2koUGJQOt2GrGgJSS6XXX6YWO6Lkx73cUOuJ9aHKVEBAhmr9f7BaJNmdbCATVep2uvI1jqXjxp9x7KXLz8+LzjFMcnQKyUYyf98DpxvbL4OQJRA4/VORsgS9yTcfa0FugHpjxR0TSclLzolBS9y9zokUqK6nKtFRoZl+SH3kCDv8US3oIBGs6NdHqKTg4XhkaZX0fzhyZUzUk2nPqwuh+i2GyYODVzDOfEbQMpyH+4rZdHJio8I/vvAZn+gDc9B5409/Cedet9NAyLAIi18kz/tu3mOq4gJl/ejXe1NGVHlKGDCsGJSzs2OrBkBQZUu/aROmcl0HHapRl67Qy88e66os41S+fc7Bo7tcjgLUTD2FLN64lQaTXXi0sr0SnscwXMkDO+rtvUpJsR6d9yRCldI1XvWODqVkTDBpL9lAqbCFwUgFELJSYwOOStT0oYfGyZ2yMCZolw3hcSkHOcVjX04FMEykS9SuKYUKp+3UJFSCEXo2WWGDnEjUIsIM6odMVB3VBKtUx7pJkasMGnAY95QOcs6qTkZlKE0G7ckNXPCuW0D294lo3pWtbgijxTZBSNywzV8aqffN1BHYXU2uuwbYEE2tfwEw9SJmE+AhhE0id+iplCJbeb1dtkI7qMFH2mJ1KcVTxYfVxewoOm9f0xym0URCr+zI5cbCoEPS4o4kKIZO5S8MPJX4QcM6qTq3wpu6msWKZWudm8vlEQaHQZ65TpLKQuhcN6QdEowROQdfW2Q6CEMuKGmQLGk6fTnHMdSYBdXLHxEqs67p05G0sJ69dKqWPcowi5Oh6MiVsbBXEiglKxaRJou3wo4BYpkJcCTzv/NW8/qpNrOrKoxCk6RpoUuMIY/oC1FZfoVUmpbAwdYPjO9kweo9WxwwZay7L0NdT2A5svsY0cRZaNLRyzNR8Km5Ap6UIlN20nS0UUdpw1McOwLZzWMKiw9WLoa2u+o4AlGoy5knULaGfe6KUWrOA1LOOqrMqXthQmNvdSRY4pqpeQvIgTruOjm21kJU1XXlWd+fYPPQjeixPEzSpVUdXFLDWXJIiaGajrgFEYxqUZGbVs5he/RyEDFEIBq1N2ojHTsx6AGpd55K3Leq+St1PAux8fFdJJfGMm6QjEnYa95dUgSb4SibtMUKPvp5uenIqfpZyjQkKh27X6cVDTyCE4OpzVukWGGYB4ALTogFz78XPoYjSQhVSgnXkp/o4LAwZQctwyvAfDxziW48P8u+//AJ6/Sn48i/AC38Nrn7bSg8twxLg5PJc89/+iyfyz6fyL68iHN210kPKkGFFoLCwVNJPRyodAEgs/Pwqoyw4SQoccGiqRlde/4F3bBvtWC1N09Okn4+lE8b0RlaiIimhGwFbgrh5cBxIK8XRqRqgkMKhuvbqOLiKgzihaykQgqNrX0qx4WO5JSwhKFjJOC0huGCgiy5jqd3T4WgVw3FS7opJ49641sXUajh+GSv0YpXBD2WsRvkKDk5WY5c8SwgCpVPHLBXi+BVt8x/UCJwuque9Ai+/uolYYMhjZNBx+YY+Xr05oK8zR7XhNxG0Lqc5wASha92UNmTIWYrxamBSEzVeeNEA11+sa6uiwCvM9zN17qupd23Gu+KtuB3rUMJOTEJCH8u2CaRupBwEoSbXyrgFWjoNTgC2leozFpE2K0qxhI6cHStoQmlzibofapUz6vntl3DCRsqkJHHXTGNopo5AMdBTIPC9pvd660MgrPjaKxSy0Nd0vXSQm6oJMi/bxYMEhdVaDbQ0UVMDlwHg5fsphXmd4uh0oPtvSWbqCTGOrmdDdNDh2NhOjlBKxmfKhJYmaB2FNgQtTthTJsVRIIQVq4QqXY+lNKGIFkWUMWPRY0hNhDF8AXBXX87MwDXYSrLhyPeRgQu+TtW0jCmKgmYFzbJJJ5YOdOcIlcALJbbt6P5hlqAzJwhoTo20ILmGadh55KqL4l+HZ+rMOGsZ3fAK/bbQRhXp04jIu7B00ZlSSTqelErPg0hqaiMDGytVW7h/vJIsUijoKh+ErTcj0u0eoIkt5gxZ7XUUOaEVsb2jZd0SxDbp25G5ClAMHPYPTSBQ+Ll+3TohpxcQ3I51rOnO01VwkEZ5Hdr8s1S7zyPX2UMjULrRu5IoIagEUIuURynxgxDHEmZhQ8RKOWC+c/T9F9X+2dJFOp3mezpZcENB2pc2f9WbmTrvdTQ61gHJvHbkTPpupNIZMxZNnlWUGZulOGY4vfDjHaP85W27+cIHruOczgD+821w6WvgZb+90kPLcALoyOd42W/cwDdzb6Rxw88ijzy80kPKkOGkY1N/Z/MLQmATJgqaqe3QKUc6WJPCTlLgos0QXLy2R6sSUhMAiU5Nykf90dJKDkmKjkr9+Q7tTpygGitMxbrP40emEUrhdqzFynciCLVYEQeTmuDlbQslbPaOlglEDpHvYFO34DnnropOjavPXcXzL1gVp28hdBAd16BF4+rZYEiGhWXczjaM3sOa6S3xWL0gSXtqWEnNceReqLOqbCzpsmH0bnoP3EJPaS+B00NQ6Gd83QvxNl6rt/dDGoGkp3KQDaN3JRNbmyTfmEQg6S4kTn5CSS5b38NLLtWES2GhQqMuSJ/uvIMrLaaqfnwtN/Z3sK63wNSa51Lu0UGytHJxABylecm2NWiCnKXTnPaM15KUQtPIWwit4kShYBQkR/t0LIvOvG2uu17pd3L6fHJOYscfu2FG95ep99L1jDr1DKDuh6zryZG3rabFgmr3+TpV03JIZQGyq9LBA5NdJEKoiKlHurZN+Q383nOB/8vee4dJdlZ3/p9zQ8XOebp7ch7NjDSSUEZISEhCSCKZn2EXFjAgs1heA15jjL0G7LUNDngXvMbLCkwyYHLGIDAgGzBIAoECQmEkTc6pc4X7/v54b6rq6p7unp7pCefzPPVU9e0b3vvee6ve855zvkeoOjl7R8SeOOFwNQyb8zJgqrEyX7i1VZHMtzPWtBTfFXLZLM05n/L4CFUnS09zlvamPEs6CtYQFrGGUBTFFxrpQRgyGuUk1YQ4hpMAABPlKnuOpcM4U76noBJ70FxHKIeTLSKCqZbj847k+CcXqg49aFEuqTE4rhW4cV2HSmBoK2RsLpNJhzhaYzOdpwqwp+8aXM9DcsmzMlqucjgoUvGLGKz3PgiCuDwEJN6tjOtSqpRtYe5wEiQIrHHiu26s5FgqWzVIx60NJRxPfWVFiqItT99F87HHUn2WhA57ruA7DhnKNirAcTk2YXPMvDDsMspB23NsjJ/uGLb9GxpZiHB48HrGVtwIQFs+E3q7w9BacSllO/DPu4Wc74c5lYbdQyW++8g+Ht9v7/0gqFItjeE6oZCISOwNheSa2ucqaX/VLyJBOcwls5Nd6dBgAPw8xs0QTYFEfZ3PRBMCKQ9a+LtgTBT+Dc7EYQojO8iOT58eogaactL5+fYjvOmf7+d9L9vCxt48/PMroHUx3PxXqYGHcqbSmvd54W+9m7/PvIrSh1+AaZD7oChnI5ERk+SgJQNtsMO+IJy5rrq5SduXIvEAYz1ma3uLrOptAXHIjO2znjkbmBSbZfE4IRqUIwROhvzYHtyhHUxUqjU5WiAUMh6OsZ6GaBBnQiPBd51Ysa7sZHG8HFIt44V5aBINxMNBb8Z1uHxlJ76XMnzC86z6TdbsEbFy1NVkUByFxpWrQWxI7mneyMHOi+P9OBIKV6TU9ybIsKfvWkaaloaiBS6VlgFYfjUP7jrKaKnCisIYG+pqtGWCMcQE5DLJgDPo3UjrsgtpK2TobsrieUlumWMqZH2XvtYCwxPV8KySwXipaTDu88DxY6Mnim4zjh/XAqM8hjgeFWPiIt+HRiscGi2F9rY1XiNvWZQ7VOOowoajteb9WB1OTEBfexPr+1oo+B4SDloPt2+220UDzV0/q9nP5sFWsp7LRDnAj9QKK4kHzYhLNTC0FXP0tuRo6VzEePs6jnjdHO64oNZjGfbBaAUqQRWCgGp5nEzWhnkFYe5Vxs/gitDbkmdMcvaau1kwxobyJUe395bjWjXSSCHQ83EPPxF65Oyy1b3N1oMW51cl4jeximM0aBYSqfywb6OIvLFyFYMTFnhOdTzA4aeoOPbedh2hUrX5SjYXshoLPUgyLVHrQQsnMSRabgJcx6FSDWIREM+VsAwDNduBSYzs1LVxRHBTzxvASCV5jsWUcUtDNUZzNIFQyHqMjpcISAx6E+YItuYzPLTzKA/sPMqxiQqteQ/xa7+nRsL6edVCR41HNjNxONXIWgMt7ztQtQIeTupZjq+bwITfyi+briRwrBItoXcY7PMh4fkGzYsoZ9sZLQwy1Lyypq/bmnLWQDMBlYqhtyUXly3x9z8MT/2b7fPAPs+VwD7nhZFtSGDDqtOhw2BFVuzkhYkiUwHIDiW1+OLTTt1rYD1oYhJPuxPenw4m/s4TwNl9P+2Hf07r0emjjtRAU04q2w+N8pqP3MMfPm8916zugi/9lpVHfvGdk2qHKGcunU1ZXvWGP+RPsm9m4lOvxtz/iYVukqIAICIfEpF9IvJgatk7RGSniNwfvm6ey76XdUV1h5Kwqlj1MBzgV6p2ID6WXzRp+0rVqoIF2IKmfS05K5IQ/vCPFgftIEGE8XKVux/dhwEG2wss62oOzyWVF2QM33pob0qO3r73tRdwsGFOSV6ODUH0PScOBSsbByeThcpEbFhJMqqLB0c9zTlwa4utHhsv851tVozAcRxrbAXV1BxcEuIY2Y9bD47WGK4Shl2m1feMuLE8frRdgANNPfE6TT4U6oq/5g49TNuRB+ko+ly4pN0uLHZDzzrA1nBa0deeGGhBGRyPYtZjaKI6ae5QkDhcsmCSk7gAACAASURBVBqY2ICNw8YcHzc20EbCEEcJcwurIA4HhidiT2Ec4igpgz4KM4v7XugsZsJBeBUnKCNulmI2FNoYvITD7Zu4ZkM/xvFqBppRqwEynkNL3mO8XMUPL3+NSIeEnp1ijqznMtjVxnDrakr4NZOoJs7ugkOjFZ4+OArVCcqBkM2FBYgd+57xPbYsaWdZVxNVJ2vPMcwnSxtoYkyYByWp2nA2pMxUS0w0DVgjWEKDSEKRmVgkxN6a2w+PhsZ9NLHg1BiWhiQEGSBwc1SC6JlNdUZlnJH8oG2nI5QCa/g6QLk0wdB4qoB6FONYb6CZ1P+xRno1ZZh6joPxC5OKS49OlG2dvhRGHKsi6Wdrloup4DqCYypktn4Hr3yMdBWK6B7KZzwmSiWbcxcW+C6HE0P97XmGJ0pMVKoIQt73kPZlgFVOzLgOBys5WH8r4Mb3ggj2GX3qB7bA+KGtYaNsHtqyriaoWMOpHCTfRcm1tfd/ySuEpQIq9hrUy+QD5cHLONp/FeVMK8da19X8z/c8TLUKxtZPdJ2aiEyqQWiomqr1oFXBrY7TfvgB/KHt9hspFR49lusNQ9GtBw03E86JCV61NqzT2plhaKQTiSK5RCGOZb+FiZU32POmzMGREg/uOloTEFF/retRA005aRweKfHKf/wJL7tkCS+9ZAl8++2w++dWTt/PH38HyhlFd3OWN/7XO/jv2T9m7CtvxfzgvQvdJEUB+DBwU4Plf2uMuSB8fX02O6wfvKdrKolgc68cu7wSBDWD++Gm5YwWBgAbKmmFMVxMEMozixONq61SIrb+VlQ8dmiiQtZz8FMGiROEIVihzHQ5VQrAYL1ZTqQAFw1gxM4o+2FeCFiviufnbIhe5MVJ1YqaNIDyC/E+h5pXMlbot0qQjuCEXoN0OwDK1aQwM0DZb07OQ6BaDZDUrHvauZHOsUsrVjrVCejfAgMXxcsyxg6ysmP7yIX5c/XXzfGzlCoBpYoNLRPHI+c7jFeqNYP5aNuJXDd7e6+xBlpKGOL5FwwQOH6ifhiGtVUCE4oGBDQXsvF+mrIe+4cnoq6rMZbSOWj2b+HK1T20ORM2jDLl4ZDWQUaLS2jOerQV85PC46K9RGGTpWqA7xhIyZ+DNYIrVRP3u+s6lKsmXica7CMSd6LvuozvewIe+RoTxiPnuwhQzjRbD2jGhuS5jmC8rDUewsLRTp0HzYQFkSvVpNaeK1ZYYSLXnRSRDr1m1kCLZPbt/bT94DBHxoMa47bGCDW1178SGv2kwobtigHFfBbfdfAcoRzYouSIsOPgEPuPjSVdYVtf+1xUJ4gLG4ceND8+J8K+czBNyYTNqp4mEGF5R4GLely6mrLx+RpxcUVwvMRAG833M1roZ1FrLm5LJTD8cGtS9iYbWuKe4xJUqzb8M/GHc3SsTFM2EeOJbjnHEUqZNjqKGTb0t3B4pARe1ubshdv2tebY1JOFod2w9fuw96H4uK7j2Py20INWo6IaXUdHyHp20qnGgyYyaV1BJqlFxuu4PkG1nApvFap+WI7BGKpBgOtGtdJsuGq8bWUMEcGrjMS1JSdy3dbwj0pW+Dl7hcWZFJ4eHiRsY9jnXmSghZ7NTOhVzjRzyDRzpG0jkEzAxB73KVADTTkpjJer3P6xe7lgsI03P2cN/OB/wwOfhZd/DgodC9085STR05Ljj17/Kl6f+Z8Mff99mG/+YawopigLgTHmbmBeqqo35TyuXNU1+Rji4BorhJHkUVmVt0oYyhblqUxkOznccQFthQxLOgvWKAEbDgThyC/01Lh5xte9EONkagwVwXoo7OrCkbbzsINV+6yVqwHthTAkSgTPsSITgUhqPzZRP+OmtOyCCq6fg8oErgiFkW00Pf4V+wybBgZaphjuKQnhnKhUyfkejutYFcc4JDMJcQwCw9LO0PsYigakVqkxjlJpNbFhNzJRZbSceItyTtUKUORa42XFUIDFzbXEg89kiBn+7WUZnqhQNVbqH9fDc5waAzci2kfFL1IJTFyKIOrP9qZijQy662U4NFZhYviQzb9xbXscoC0fXTtbdiD2MYRGRL2StyAsKm+zNa5SfZPPuNx4Xh8iwtKuJop+WGYg11azvRO6mdzKiC3862boa83VHMFgcN1EtCYwJhaQSKouCNFw9PwlnbEBNOx3kPWdeJLg8LKboRg+J6FxEQSp+yeVs2Q70HoYA2NqQmu3D8NTB0fs/eBmQm+xE+YyObEHrRrnfIIThf6G5Q+SwyTGHyQTA4Hj19TgwgRcuLSTGzb04jo25DaS2Z8olWJvmwDiOJSqAaX0b1zXmpQxGLr3wkmO5myU24a9X7GTND3NORCHJj+ga/Rx2gs2LNd6nKw3OptNJrVHi4upekU8x2F/9+Wp5yU5v5ZcWCrAc2L11sS+NnbCR5LvjCgvNKnrZT2vkTfekJQB8ByHNif0KE0kBc3jo2eaiOqTGRwOdVzAutWr4/UcEQbbQ+PFydhwQxPEIalpe0wEVnbX1sftaQ4N01Dtc/+xMXYdtd9Zh/uuBGy9tEpgUiGONh8PoOy3cKj7EkptK/CqY/H3ghEX44TFprETFgYIxJ88+SGJ5zW6rT3PCUMcrUEoTnK99/dcwUjTUirZtrpvoalRA02Zd4LA8Luf+Tme4/CuF29GfvIB+OH74L98SWudnQP0teZ412++hFc7f8aBn30V88XXW8lkRTm9uENEfhGGQLZPtZKI3C4i94rIvYcPHqCrKcvG/lYuXpZMNBlcvOp4LDVedbJxHlYU4mjqBlHRrLCIUKqGe9nxH6QLwwYpRbVqSppcBAphblW12GuT5jsGuGa1bdPh0TIdxQwXLrYDdccJvXIm7VVIwt8A9vY8k4OdF+NlsjYMvTJGfmyfXas0ZI/t1IYRRiFrAow0LQNgomyLyDoI1TA/aGlnIeVBCwgM9LZkuWZtD89Y1sFFq6yn0AlDwmoMtJSFFnl0HtlzjLsfTRLsC04l9s6krhsXLWmnaf11k8M1o+ZnEiPFCWzxY88VylXTYBBV246ojVEY3QXLrEESqQ56mTxlvxm/PMz5/jYGOxNPYWIT20C86LxikZB6C238CCJwtHW9vZYpIu8g4rKht8iy3vaaUDQI6zHtf5i+Pd+jLeeA49Pbkpx7NDCOjJsoZCvy2qaPGefdOLaeFsCh3BIKGS/0Bpq6fhYcxxp8lVCQxaQMNIlEQsLJjOi5cJzEy3Vg0dXQOhheR8f2j2NDgcXYws9iAgKswQv2vt5xaIzxtc9PHSthtDDI7kXXU3Uy+OVjMH7MTiKPHsJ1PTzXsaGI4lrPkwjl0kRN+QcBnj44yn9sTc3/eLlkEiT0oOU8B991COcM7HmEYhyJJ1OgHIa8RaUFIlENR8jnc1y8tAPfEcp+YrBUvKbUeSWfmnN+fO0qgaEaem5iiXyJzqA2zNJxIr+g9RIPjZfZcXh0su5g2siuExbBz9v/m4Dzl7QzVhiw9R1TNIcGpBGPTPkoQuJtS6YB7Hu9nP/lKzttW90MBsPTB45ydCysmedlCcIcwmpgQpEQOwGwZWkHmwfbqLh5xrLd4GZteKUTCZA4ENZglFBYZF/fNZSaB3GC+vBhKGXsz0bB93juxkWp/qw1dp0ai9NOZBzouoTdi66ftM80aqAp84oxhj/7+i95bO8Q//CKi8j8/KPwvXdZ46x7zUI3TzlF9Lfled/rb+V270/Z9tiDBJ98qa2DoyinB+8HVgIXALuBv5lqRWPMB4wxFxtjLu7utrLK+YzLQFsqTFuEDGXwsuzpv4Hh5pV2UOw4VIMg9ixAYqhFY15HYNdQhaOt65JBU1RvKCVyUBOS5ubIZ+2gSIBbNvezpreNjGPX2X10jLaCH87w2gGetc+csDh10o7F4Ux2JdNC1SsgXg4OP0nuiX8hM3HIGiLhYIuedbD0yuS8Q6Oo3J+EFpaqAVnfteccDmpac5kaD5rNxxFa8z79bXloXx72ReQ9STjcuSXpg3RoZChAsnkwnJF2vUkWmFXSc2sHSClc1yFwMgRONs5B8xzbR/Wb1ITHhV7RTQOtdIbFosW1anMV33oGHT9HKdvJ3t6r6cuWyTtJ273UPh2xRs++oXHryQOWdha5fEVncsDSCI4I4/neSaGXMY5Le07oac7XGmjG9oMzfsSuNzEU5w8acSj7LfG9mQyEa49RMz6OwvUcKzJTznYw6rbEZRjsJaodkHqOUOq7iG9sd3ny4Kg1yCDMtwyFb8QWTI+M07HBqznUYa99ptget8OE4ZqRBy32BoX3erR9Sz7DY/uGeOKA9fQEdR40RGKPZMvRX8HBlCphbKhK7DkSgfbDPyfyhhVzyf1Wqkn+cpNjhZMtSzvynL98EUEY1uiK4GfsszMWFTEXByrjkCliCtbYT/IciZ+1fa0bCVJ5m4GbgdXPsX2f6nffdbhmTQ9537O1yIhUUmvjadNe34hSpi3chw2Lve/pw0z2PwOLzo/fI2PFbpi3RpEJcEPjp37SIbpfKp59XkYLgxindpIlzWD75LQY1xWqRPeyxM9TpFAaiTBFLs2MZ0WOjOPZiQTHsflnqRp7Wd9nSXuOzQPNiDiUvSYrsGLqw4eFoZZVcURYVLbA7sjUhIS66XzdcJ2qm7P33zSogabMK//nu4/zLw/u4SO/cQmtj34O7no7vOLz0HveQjdNOcX0t+W58/U38rv5P+GhXUMEH74VRucl0kxRTghjzF5jTNVYdYL/B1xyIvu7YlUPK7qK4OWYwOOxg+O4jh1IlqtRrbLI2Kr1oEWDxks2nUckzR3PateFFI7leqm6OUornxPLx09UqlYsIFWXrK8lx2B7IQlJcl0iWfBSHL5n/xnlqsR4UZ6QcKx1DSbTHBpoWBW+lpTYSThoDFqXxouqgcHNtyEiuBOH4xqy0eB5ohJwZLRUOyveuwEczw5EQw9MwXfxHKHiJgOzdN4ZQDnXlYRoOj71hoVd7jXSHgBszabd/c/hWMsqm2fkePGg2HZR8jkWXfBda3QDK7qbkoFnGO5ZDdsbedYqobfDmTgS7zNqskAYRmf40RMH2XnY5sW4jtCT8nDRuYpy2yq7H2eKkxHHXn9xYPGl0NIfHsPefzJ+NOmf0DN7qGML48uezbJuq4DpxA2z6/W25GpES3IZLw5Ni9q9r5In57t2EkCI1epsBxegpR/XFcotSwhwODBSoVqt0FHMUMy4oWBENfGghf1ZznUQuFlu3dzPml7rffRch+s3LMJzHZI6aOHkhQlzhcL+WdyRx3McslHdgEmevbjj7LWfGKrtS4hz3aJyCAButUTed+luysX9GeV+pre1cy0pD9Wq66n2nc+hjgsQB7pb7P0SF10XsdfP9QkGL+VY82p7nlE7QkOn6CYGVewhdVI3VIgj0Frw7SSEMYyVgyQc1ER5oNJAWAaOtm7g2Mrb4uMDYQ5biu61SRhrsTvOqwVCA80eJwqbrTGO+zbDwEU8e10PhUI4QeTWGmD1UZsXLe3g5k2LuGljX2odiUWPjHi4TpRnF3p2R0p11zy6Xi4TlQDHsYXqJfQAPmtdH6t7W8lKwKKWLCIuBkOAgxtMEQWULrEgTijPH06MibCv5ypG+i6taTPANWt7G+8vhRpoyrzx0R89xYd/+DQff+2lLHris/CNt8B//oxN3lbOSTqbsvzj7c/i3a1/zL8fbif44A1wZPtCN0s5xxGRtKTiC4EHp1p3JjTlMnYw49lBRiAeQWCFIoJQ0joZHEQeiJSXAxLRj9Bj1ZStCycEJor97Fl0nfXWuA7r+1oYiHKJxIWgSndz1ooOgFXIk9B4w4YLRgZaNNvuu3XDgHBWN+g5j5GmZTb8J8zJmDTCzSeejYhtfTfgdK/DcRzyRx5nPN8XHy/jOnQ3ZVm/qIXOYt1s+drn4ogwketEENYOdrJxsL3Gc1ivenek7/Lkj0xxcvsAQkVJmPzvKBwu9m46blxot37GP54Nd6RGzCIm22LDsUIj2cmnPAprboRlz4zb4DpRqKod+O8J64JNDg8M6b+Acu8mAKrtKxqsgB3AV62YBZkiNPUSCcE71RKmOp4MosMB6fmL27loaTu50Bvr1o2Km7JeKDASLpXESxCFQx4aKbGkoxCfW+gMs6y7GTqW4zkShptZj+bT+48hQH97gcXtOZvjKNbbHPV7LFBSdx1y8XMSqjjGOWF2UOxJ1PYMSzsLcQ5Vo769dXM/+Uxo2I8dSfWlPTfflbCEBvT1DbBioA+vMhyHCafDhePJgxoVRwfGj8bLHcdhrDCAKw6EAhKVdIgjgJvFdWwuVCREkzaNnrG4OQ5PjcMVw/XaClmGmlcwWhiMDYEoXHWkbIX2A5Pys1mLmkmEE0Vequ/LVpo2oW+Tff43/Zr1+kmSo4aXi73uUR5WzbxC9xoodNCc87lufS8HOy9muHlZ6vDJgdLn7rtOKMQRdpUIJhTvMI69V0UIc3LDvknf09H3QOjREsfWppRwosnmznr2+277T5DquLUzxZ1U/iCJwZS6hVGIozXQyplWnGwhtYpdv5ib3nsGaqAp88QXf7aTv/nWo3zkN57B8ic/CXf9D3jFF2DxCU1MK2cBzTmfO3/jcj7W91a+OLqZ4M7nwL5fLnSzlHMEEfkk8CNgrYjsEJHXAH8pIg+IyC+Aa4E3ndBBit3QuSqWcDdhcnk8OGngQasfePp+JOphPWiD7QVu3lQrze/XGXXFrBfnkBEaUles7KKzKQuHnw5zxwTXy9k2VEtJjTSJVN4kzJ8IieothR4h3NAzl7jCEloHYMMLahaXjGOT5UVwKmMMNy2Jj+c6whWruljT2zw5VM/LUtrwIkaLS6wRs+YmvHU31yjxVesGk7FBkW2ORsQ0YioVOD8eNUYeCDc22oqZWgM5CUmVuIZZ/Qpu33qqrUtg06/RP5DKt842Q7OdMU+r0lUDw7GxSpiDmOy/EdFSp9jV2BAVxw6K04PbaMxfOoqbbaZSDK9zqKLc11qgJefjedZAy8T5bHD9+l42LLICK/G9mupjNzTsJypBnE8koaFS3zrXsWqmzTmfjqwhUzqMiDXYM54tMYEI1SAxjBvZDfF5ptoSn240GZGyBNzQMIy8evV96zhWXKW9b3nsfU4foynr2bA3zyGX9eloCYVFTK3xKOIm92nodRHEGjADF8Gyq8D1EwGODbfFgjbluucRL4s4VkzI8XyynhsL0gD4VLhgcRuXLk9CYKN6eJ1NOZ55ySUc7jg/7hcpj9JeyNiaiiI16qMgLO1Iea6iZ952Z83kTSWY+vmCZJLDdowbi4TE4X1TXU9gPN87KbyxXjioEbbgtZP6264f5cNG68Q7Ctu4YaCT8/pb4utn0jl0jpcIm00cC0VCnIaexqilycfQ4A2l+aMucVN9buLvmuObX5On6BRllnznl3v5H198kA+9+hmc9/TH4d/eA//ly7Bo80I3TTlNyPku73/5Rbz187/D3sdbuP2Dz8X9z5+CJZctdNOUsxxjzMsaLP7gvB7E9aD/gvCPI1S8Jsp+M5IpwkSYy1LnnUgP0iGVp5ASA6n3bnmuVY2rGbPE0+gelENltdIo7LgHGS8D7fFgOgiqtiBxIcPESOhlEyHjpfaYa4MllyF+J+w5ZAdbwRQetPDcxepQkvUcJioBvutQDkpW8j8lo388OorRTLYTSlxDS26U/cPVsP216zsOVgIzGx2j8SgwHqPVDTBjYyDlYYsGw+3FxgNGx5FQPn9yX2y68MpUsWkh57tJMeRUW6LxdmAMA+05ykGB/oFWHth5lK6mxnk4NYIDDb0ebmhkJAPSaDW3MsbG5QMESzeDcz4c3RauE9VvsgPU5mw0UJW41pqIxAPZUr4XQ1IewBFhrCq1SqAwyfj2HFuYOwgMnu/DWClR1jTE4XbVVJ5YvTGenGfKQBOJFRhtWJvUDIa9MKQ26NnAsZFSQ+O3vbOX9tbFsO1HNgcsdYxi1sOIkM+EtQnDfSdFhyMvlVDu2UDm0CNxv4tgn52O5UnfhKfk+Q28J/Fo3g89L22MLLmFm/pSz0+xG1oHyfkufa0ue4/Vtjc955M+1yUdBcZGm2jOD9PW3s5DB9rjPlzZmeXBPVmebrsMViShytF5RZQj23/lsyeLBQGLO5vpHMlao1ScVA5a2GeTz7jmOGnvePoyTWOf4ThQTQkpOY5Mei6TfSUGZldLka7uZp4eCsO54xyx8BqH94Fgr3VA4oVn8Bm17arzoAmGqFxK9J+a5yM6zRnUAVYPmnJC/HjrQd74qft573/awjO2/6OV03/VV9U4UybhuQ5/9WubGb/4Dfxx6eVUPvZi+NU3FrpZijKvXL26m6qXZ1/v1XEtKDtrXSsSUh/KFQ96Ik9IA2ryo+oRN7FgwgGGifJMwsHssbEKxYzHlSs76V+2lp0DDcrDiUDrYOzR8z1/ag9aahOAQuh18l1bQJdwcNMwGqgBWc/lWWu6a2S1L02JZVSNqRk0CmJDB6P6Z2nBg65E1nuq40bGWCSUEOQ7yXou16ztmRxiGnmjpvKgUWvMADUhYjVtCUdppUpAf2uWpZ1FlncVeebq7lh9r56GinA1K7i2nlM8M5/IzHumhJ/J2vAwx6m914D2olUITCzZ5BiOJMecaF2RDLTD0MdSNUhylaROhCLEdWwoXzUwTKx6HkdbN6Q8JMZeN3FqpPC7mjKTw29TbY4OKFFNNWPCYsyJAee5thZf0L2e8XxP47u3/wIodkI2JeWeMtC2LOlKwuocj6znxvdGHEboOlQK/QTGsG+4PHkSJSTKS4zu4eacl9xnkefazeJMvgyWFc+qKdA+qU8k2SZ96/mFNjauXIbnOMja5zJajLy7AiZgTW8z12xeGU+KpNt65aouWvI+5TDvkmwz5FomNWF9f7tVFF18qf0uGj0I+x6O2zalRxQrctRWmFogZCpcRzjWsZljrevDc5ZJJSoa1fCLVSfDMNP4eXB9YrEWkm+7UhB+aumH9lojlq41KSNciILHTerYy7uK3LAhyp1rnF/cCPWgKXPm3qcO8dqP3sufvXAj1+66E376MXjV16Fr1UI3TTlNERHe9Jw1fLnnDdzx+Sbe+5nXknneu2HLyxe6aYoyL7QXM1yxsous7/DIbis84LoShziu6WvhoUNM9hTEIyvPFnltQBSSV+uhiNwkfrJdaHC4jhMbhIGb49j4GH2tOTzXYXVvUxyaFpH3k1ndnO/y/AsGYPuu6T1oJAOZpCC0zb+o4sTnbWYwIAEmDdTSBlkQmDifCUJjoDmVbF8jUJGEa8V1jurm8aN+HC30U8p0sKjdDlxb84knKSLrJl6K+ly4qdg82Max8URcIOkDu/3h0RJ0JEZ0R31eXorY7nCwoWjlsdoV3Eyo0OhHJ5d486qlWq+Hk/IYQGo2X2DJ5Yn4A6F3qGMtQwyHBZdTBrJYf0Fs6IanVn+XuI5DEBgqgSGb8RluXo4c22q3MdZAC+oeg8H2QixIUkNdTlFkn0ncOQmeY0V66h+xhiw6Hx7/Trhi8hws7mq2Oq8AjsfG/sQ4iXbnulY45uhYmXuePkrFL8a1zNLU3zbPWpMytiJFPy/bUM10WiJhEpMKDUxv7XpWiKd7Xd121hub8TwydRMSUZ91NWXJuA6VSoCPTOrj+jbEn+PSOoYLl7TT0zx9zlVHIcOR0aRwc2JXTd0LjggT2U5GW1sgLNEQrb9hUQsP7z5G0LoEqntJe9Digul+mDvpuLDuFmugRjmDENlb7B0q0xWYmvsibldTT2I0i4T3v/2uTOe+5mKV07qQ1mlQA02ZE/c8dYjf+PA9/Olt67ltx9/A49+GV3+9xp2vKFNx2/n9LG7/TV73kRbe/7W3kRvej3PVG48/xa4oZwDd4WAkcgB4jtAcGh7LOoo8dGgsNjwmeWocp9YTlMKLiyOnRnrR52wzTAyHywJwPJqycFmPHWwbN0tpYoTWsBhT1nOTYtHAdet7G3p8otw2wjyhRkSDlcUd+RrvQjUc0AnE9aROhMCEdY1ClbZK/YjXSysfroTWQbs4PK/a/BvLZSs6eWLfMPuHpw85unhZB+OVKg/vOkYlaCAS0oDu5mx8LwDs6buW3sIhMGNsGmgN+23fcfcD0JJPyiqw8jomBY1lmuDwkzYMDqBlgNG2NTD0CztYTvdNIfJK1s3mi9i8whSOCJXuDRwLhugSagykyDMbebpEbJ29SemFYVhoYEysGpqEnQaYICDyOU2VLxhTF1IWn0NYHDgVe4bnWmPeCoTItIN98u1WXXDPLxoPnkXASdRQMSZ2U4nYgtamGmDcpH/q8euerxohmrD2GSIp42Tq5ta2LenTRo9wpNoZWfmD7fmwCLnYZ/s4B/Jdh0pQTYRPGrYhyl+UxOBv6YeeDSz2ji+IsWmwldW9TXzzoT1pU2r6EEeRuGRHFevVXt3TRDHr4u1zGM92E7QMwOG9pHPQIgMtXwwVVoNy4j1MG2HhuxHriY1yN6fCTrUYIsGaRtcxLks/g4urBpoya37y5CFe85F7+PNbV3Hro38AR7fDa+6qnclUlOOwZUk7f/7br+a/fbCVd3/vHTQf20PmuX9RJ/ekKGcy9kfYdx0uW9HNxFBTEmUT3uaD7YW6mmrulAZa5Klo6MDJNkNp2BbcDap2MDExRC4cbxgvRzUwYT7NZBqpRgJh6NxxQhzD95acz6LWfLzMpLIoAvFOeP6lGhh814lzVupl98kU7CThoSftACgcdDmOWG9gA3pbcvS25PjS/Ttr/9G3CdoSoY+M55DxnFjwYi7ncvOWFbjHfDj0JCuiMM5DU3sm07TkfIoZG2KH1+A7MlOw16gaeiFcn5G2NbD9F1CZgGwqLM31YdV1Nt8Qps2HEUkM3HzGZcJfzeFhe6+s7WtmaMyPc2wiD0hLvvZeiq5XJTDkvMmy69mjT2C6NsbHmxGhoVTMOFy5tMC2nRVsTfPU3MLqPQAAIABJREFUfj2X0ZIV/5jRbt3a0M8aHD8ZvDseVMtJDprrUTVQrQYUc1mOVRqfR09LjuvWTzFOSl2DWExkZo7a+Dcz7zuxEVpz/LpC0hcttbW72Pl0GBZd29hLlnfE9f3ATgxVovIcU4bYJqG1cT9lWxLDc45Mdz84YierEsVKob2Yob2YobrfqrISesnwcpNCHJvCcGKTLrHgFxLl8UoJdkN7ZzeDo4VYtTY8yykaaw20tFRO+l6f8TVFc9CUWfLjrQd5zYfv4S+ft5hb73+DLT78qq+pcabMiYG2PP/7jl/nLwffy877vs7RT7zafikqyllAZFC5jpDL+LTmM3G+U/pHu2Zm3/GSGe86koT79K98pDyQhaZeOLLNzopHA6Mw1Gi8ZTkT2c6aMMYZ4fh20G+qUw7kyzWFh6NzSqT8kXCwdIIEYQ6a5zg0ZT16W3PH32gW1Ay6utc2HFxGIY71MvwzwW6T8vo0PvKUXL+hN1HtrCfynKXk4mP7NVWcOibfnnJj1SqMpnHE1mW7YUMf5w+2YbyczWESKw5yxaruOO+uL5R/r/eU2lDDAGNMHOoVKyGaAANUC93H93LVIPGRuoJDBMZQTRVwRoS2vE+pGjA8UZmRxzN+7hoZaK6fhIaG5TSc0CDMeFYMplI1NOczcesaMeVESESuLfYi9jTP/P7esriNnqYMjtgw4bQwReQxmozE+X9pFrXma+6zjOswIdnp79Ia8ZZEkXIupCNpp/O6+55DqRLEIkfpnEVn9fUcadtEkG2Fdc8La/HWGmg53yW37kYyy1LlOhzHet87VyJhSGguV8Bbd3PskZ+m5ZDykDW85WZhoakHTZkx/7H1IK/76L387U2dXP/jV9nk2tv+LkluVZQ5UMx6vOtVN/HRf13Eprtvp///voC+1366NmlbUc5A0jV7ol/rKMSl4QC/Z4P1AHWuShTlUsSbTPUbX+y2XrT0oCtUdiznezjY3RoPkGeMn4exQ6GEe+Nts1Ex2tQ5OamBmgCLO1to7pu5omMjKmEOmu/K1J6Ik4yTmq2fE1F4XMRsptSno8FguBoYXLD3RGaavndS4Wn1/xJrEE/2vE6O31rWVWTPsfFJu3GdpP5eVDg6KtAc1Zcyzf04sn/qNjYi9FhQLeF0rqSjKW+9hQC5NhxHKGY8RiYqjUP/6nFrQwFrcLzEQFt8CYjDZqfI+IEmjhQy7D0ySnu5Slsxy86hUbKzfc7A1hTDek6m8vimSXIlo8kb60161pruZKUV18SS/pMQmVSaoRGeKxxsXkO+9bypV0p/Nzi1oYQzpWEzpmlaU8ajVDUUMg7nD7bVhBNLoYPADfM0o9DE2HBMDN+Nq+pEPxq0R4RJ45HGbbWqohIa7lnP5fKVnTWGo1sdBWZmeKsHTZkR3390P6/7yL38/bN9rv/hy2HtTfCCf1DjTJkXRIRXXncB5hVf4NEDE2z/X9cxfmTPQjdLUU6IehEOAInC7hr9wvdusIMJL9NQKS3apiayr0YYI2/FI9LGVGiglaqJFP6syBRt2KQJpvSgtRb8SQNKRyQpAN28iDWr1sThj3MlMHawP2fjaB6Ijt0wX29GNPCgzVfubV0oWySVz8BF0NTdYIPo+OE90cBY9F2Z2mtnN04OP0WfuI4wWqriuw6OI9x4Xh+D7aEXylQpVQwBMjMvV3zYcN1jO6E8xpblPVy1qisRysm3he23XpYZ7dqbZuDsZpL737XPZz7j0l7IsKitwESlwrGJCos7m7l+fW9t2PJJYllXkdvO708WNDL2i12T7osESXL3piE2MKbw7Nv/pbywfgEKHYlXdw7MJF/VGuAuQ+OVKe89U7uBNYJn6M2Pw0VnnDsbPtumGosz1XtBj7aeN+PyQmqgKcflCz/bwR3/9FM+fsUenvmDV8Izfxee8yeaK6TMOxetGmD9G7/MY7KcQ++9hu2PP7jQTVKUOdPflufG8/qSBRtfDFlbpHmuIXKre5rprKmVlRqCeDnreUsbU+Hge6JsPRgzDyELyTQl9dWm8KBNRRTiKMuuSiStTwBjDJ4rjeXXTxHHlbs/HvUetPmkf4uV/Q45r7+FCy68HFoXT7MRyXVtkPv4jGUd9DUKJW2ggOBPMSZwHeHYeDkO78v5bhyu60uVoVLAeLk6My9X0gBrABgDIwcQL2/v7WqlZi3ftbXQZnTf59tg7c2Tly+9wvZrVG+vLiQw53tcsaKTzYNtZH0vMYxPAQ0VXWdDgxDHehL12OkaktqHl7X10ub8zKfDv6df0wqYTG2AtzSYJJt1axrsu6HRFq84db7uWKFvBqGSFh1hK9Ny579t5U++/CDfvODfOf/+d8Cvfxwued1CN0s5i+luLfKs3/0ETw3cSuFjz+Wb3/parWqdopxB1IQUpuSz52KgeY6wob9lagPFy9oQr2jQte55sOJaAApZb/bhjWAHWVFy/GzzyBoUtD1RXMc5Ae/V9MxkYB0ZZtPWpJsOsaFoMdOIr8yatiU1NUhFBK9/0+T8s3oiw6qBgeZM2deTDTQ3ktuv2yQK9W3JT/bA9BY9HNeztcNma/TmWkIxnGNJNE9QZ6CFxdPr9zzlsRoZFS39tg+b+6wRXBNOKiCCV2yvzWVaCGb7OykyMxVHL/nemnpf0XfD3H+rGxk9x7sjEin7yWs+/4KBKesKnihNjQw/cRBj8CpjtfmQKdJ5ujXezwZoDprSkGpgeNc3fsm379/K3cs+TvOuJ+F134GOFQvdNOUcwHUdrnjNX/HUt1Zw5Q9fy3ufeBv/6eW318SYK8qZipXDntlgtLOYpb8tz64jY40Hy+nxkJuxgh5RiGNKFvqqVV1zNwOi0K/ZDqBlBgO7WXKyvgNmkvMDiWF9XDn4KZEGGiELF7JZwxTqodOTtD0ynOsH2t3NWa5Y2VWTMxUTVHAcl3JlZqULksOG6/ZutMI4xbAWVVCuWS3jOhwbL0/a95x7vHNl47aI1Kh+Lgizfj4d63E8TqqK17D+Yh3O1EIzcyFx0E6/v7io97wcdapjTN775oFW1i+qzetsyvqs73XYtm0PI4WuSdtct763RrzleOemBpoyieGJCm/81P2UDzzJt1rfg+8vsTL6DXIiFOVksuyG/8rYwFJ+83Ov5a/es4PLXvJmnrNBFUOVMxth5iGOGc/h4qXtfPnI2PE9R65vB9nBZJ3vE8rbmqMBkc/M/+x1e8GnkJlm6NK7EZr6pv7/CRKNr05IJKSRCufpwGw8MPEIOhlwRp7doMF+pjSsg0rsQZtVl0aTBu1L7SuiWmegeQ77hyYm5YPOm02clhxcSJY/K1XfbqaIzdk7jiBXZFRM70ETGx7qz11ZdS7XpGFZgXmm0b4dR8jWRRRIZZz+ib00tRtGly6btM1xFTzrjzGrtZWznh2HR/m19/+Q80d+yIfLv4e/7iZ46SfUOFMWjPx5N5P7ja/wluzn2P+ZN/HWz9zH0bHy8TdUlNMUkdl5YNJ1fmro35LU7IFEDKAyPvtwxOlbMKetmnKh5Pg8Dp6O62XxspOKLc8ncYjjnHOw63LQ5jPE8USZiwctHeIY3p+TCohPhZuJDbRyNZi5B23tzVNH89Sdw+J2G7KY7vKe5hxLO4rMD3LcHK5TQlP33HQBquXjqi16U4SuTmIe8kwjpO59KtwpvLbzyYy/v4wVYmppbaeva7IHbbacBneVcrrw460HefHffZ8/yX2SO4b+FnnhP8D1b5/nH3pFmQODF5F9w928pHcXr9r6u7z4b77KNx7YrblpyhmJIxLn68yGSQZa50oo1s2au76tTzlLQY9pmeMA1C1Yee9Z5xZN15QFtmVikZA522f1HjQW/qQiZmCgLe4oMNheYLoh9PB4ZdKySWz6NZvTFVQQ17My/DPthkxh6j7r2wQ96+M/c36oJJrq8stXdrJpcArp+blwuly/2VJXuHkqFlKU53hdG4c4nkwP2kxvzKAabjA//aUGmkIQGP7+e4/zzo98lW+0/AWXeI8jv3m3ldJXlNOFln781/wL61av5cvZP+ITX/oKt3/sPnYdGVvolimnMSLyIRHZJyIPppZ1iMhdIvJY+N5+Ktt05arOWYe7ADMrMl0tw8j+mvyzE2Yuo5/1t1Lt2TR/bQiZe+7X/BB5E+Y+aK3zoE2j+HbKmUF4Wmve56KlqcelbjD67HU9bFnSNsMDClTLuI47Ow/adHSvDYsSh0c42SFwfZvAny9v3KkmMtCmz+v03Vl6Rk+sNfbzDCXuk/VOHjP3oIUTHJn5qeGqBto5zuGREq/7yE+o/McH+Er2D+nYeD28+usLn+yqKI3wc/DCf6DwzN/mo847eeH4F7nhPd/lPXc9ymhpBrO2yrnIh4H62aa3At8xxqwGvhP+fcqYi7LYTRv7aCvMoO6km7GS4I3EDObKXGaEvSy+N//RF94CzuYDDISlE+akiAmTPWinSxTA+tugfdnM128gsw/23p6xzLyfg7HDeGaCUjVYcON7TnSuPHNLDkUqq8cJcZxPD/hsjzNTD9rJtNBmnBsZKYj2Xzgvx1WRkHOYf3/sAH/9mW/zbu8DrC4cwXnRF2Hw4oVulqJMjwhc9npk6eXc/NnXcPXSB/i9ra/n2fds5/duXMsLtgwsaCFb5fTCGHO3iCyrW/x84Jrw80eA7wG/f8oaNQeyMzV2Ntw2/wf355ZbMt/GVPtMDNSTjIjM3TizO5gcSng6fF0dR8lvSk4knKtnA1RLVE2ViUpQo3CnnAJyrbXv03DNmh6y/qm7PjN9JJwZetpOjFmGOB6vrMUM0afhHGS0VOGdn7+Pn/3TH/KZ4M2s2XQJzuv/XY0z5cxi0fnwm9+nqXsJf3/0t7hzyxP8/Xcf46b/dTdf+8VugpMcjqGc0fQaY3YDhO89U60oIreLyL0icu/+/ftPWQNPK3rW25pqs8Sf54mSrHc2DFkahTieicyD68JxYeAiWpZs4thY+bSwU88p8mEoaqHjuKu2FvwTm5g4ScQiIadYxbEhoUjIfKEetHOMHz6+n6985kO8qfqPtPUvxr/1X2oKWyrKGUWmCLe9D1n/fDZ+7U18u2cld614C3/+zUd4378+xm9du4qbNvYtaJKzcmZjjPkA8AGAiy+++EwdTZ8YInPKaZsvD5ojQmAM2dNwgDhr6kMcj+6c0QD5tGOKEMe5sKg1R9Zz8E+iAX4mRk+edLysFWs5TajNQat9n3KbU1AHbcb7DuY3zUJHLecIe4+O8b47P0j+48/jj/l/dN/6DjKv+5YaZ8rZwerr4Q3/gfRt4oa7X8K/XvgDbr+sh/d+5zGu/svv8v7vPcGR0dJCt1I5fdgrIosAwvd9C9yes5L2Qp2gxBy5ZfMi4CzyoFUm4OkfQnkcxo9A56qFbtQJcOJDYxHhxvP6uHge7hXl7OJ4oYtxiONJssBdR+gsTi+iEpNtPa4i5mxQD9pZznipwre/9ml6738fr/J341z7ZvJXvG5+Fb4U5XQgU4Qb/hTOfynOXW/nRbs/zAuvfgs/aLuFD/1oJ+/9zmM8Z0MvL75okKtWdWme2rnNl4FXAu8K37+0sM05OxGRUJL9xPfTnPPobz0LfreinK1ju6woR77tDK0zGn5/zlMZnlMlRKGcvqRvgSgK+PgiISdXxfGWzf0zX3nFNcxnyLIaaGcppeHD/Pyr76f7kY9zmTPBxKW303z9HXYQqyhnM73nwcs/C1u/h9z1x1w1/n+46so3su3mF/D5X+znf3zxQcbLVW7Z3M+N5/Vy0dL2BVeGU04eIvJJrCBIl4jsAN6ONcw+LSKvAbYBL1m4Fioz4dnrehe6CfNDtgnalsCRbWGR4BnOzp92hAPROQrIKMpMOJ7hdSrqoM2YeRIHiVAD7WyiMsHEI3ex+wcfp2f3d/H8dQxf9TaWXvvryDy6XRXljGDFNfC678Gvvgb/9jcs+f67eePld/A7/+0V3LO7ytcf2M2bP/1zRksVnr2ul6tWd3Lp8k76286CWXolxhjzsin+dd0pbYiiRPSeB8d22pwV5wwdhlXG7fsMaqctNFnPpaf59G+nMpnjeVadSCTkLJSYOUO/GZSY0UPwxL8y9stvIr/6Bjurrfy4+GwWP/fLXHXJJRo2oJzbOA6svxXW3QJbvwf//h7ke+/ikvN/nUsuex1vv/VaHtp1jO/8ch//fM92fv9zD9DbkuXS5Z1curyDi5d1sLSjEP8IKIqinDBuxkpyV0tnroF2BrX7po19C90EZQakx6szDRR0ToVKyAJx5jxhiqVahl33wxPfwTx2F2b3z9maWcPXRjcwvPxvee6zr+M/LT0DFaEU5WQiAiuvta+9D8M9d8Kd1yH9W9j4jNey8drn8TvXr2a8XOXn24/w4ycP8cX7d/LOrzyMABsHWtk02Mqa3mZW9TSxqqeJppkWY1UURUkTRbSM7IdM08K2Za60DsKGFyx0K5SznDMqxHGe0RHG6U5pBHbcA0//CLb9ELPjXsp+Cw/lL+KfD1/Nw/k3cdMz1vHrWwbpa1UXvqIcl94NcMt74Pp3wM8/Bd/9c/jGW+D8l5Hb8gouXbGKS1d0AqsJAsOTB0d4YMdRHtx5lK/8fBeP7xtm19Ex+lpyrOppYllnkcUdeRa3F1jcUWBxe4HWgoYUK4oyDbk2GN4H3WewcuE859woSj3HM7ziOminoC2nGn26TjdGD8G2H1kJ3m0/gt2/oNq+jN0tW/hh5Wo+FryUA5Vebly6iJfctogLl7RrGKOizIVcC1x6O1zyOtj2H/Czj8H/vdoWwN7ycjjvBTiZIiu7m1jZ3cQLtgzEm45MVHhi/zCP7R3m6UOjPLJ7iLse3suOw2PsOTZOU9YLDTZruC3pLLCko8DSziIDbXkyZ4VcuKIoc6Z9Gey+/4wKFVSUU4UJZRyPN76NapyejeNg/WZYSIIq7H8EdtwLO++F7T+Bg49j+jaxv/1CftLyUr5Q/u/cvRPW0swzV3fzpzf0cf5g61l5MyrKgiACSy+3r5veBQ99Ae77R+tVW3cLbHqJFRxJzRYXsx6bB9vYPNg2aXcTlSq7joyz/dAo2w+Psv3QGD/eeohP37udpw+OMjJRob8tHxpsBZZ0FFnaWWBVTxPLu4paVFtRzgW8jH1XA01R5oynHjRlXji22xpiO+6FnffBrp+Bm6HafxE7mzby0947+Fp2CT/aPk5hv8szV3dz2xVdvHtVF11NZ6oUr6KcQeRa4KJX2teBx+CBz8A3fg/Gj8HGF1ljbeBiKz4yBVnPZXlXkeVdk0taGGM4Mlrm6UOjPH1whO2HRtm6f5jvPrKPx/YNMTxRYXlXkTW9zeGriTW9zSztLGrdNkU5m4jk9eepjpiinIt4sQdtgRtyElAD7WQxvB/2PgC7f2GNsZ33wch+TN9mDrdv5tH2W/hh/g6+v6/Iw48MMdhe4OKl7Tzn/A7e9oIOlnUW1EumKAtJ12q49m1wzR/Arp/CA5+Ff365LTS79mZY9zxY9sxkJnwGiAjtxQztxQwXLK71vhljODBc4tG9Q+FrmO8/up9H9w5RqgSs7m1ibW8L6/qaWdvXzLq+Zrqbs/o9oShnItH3RvZMLFKtKCeXmao4eiqzr0xJtQyHnrTG2J4HYc8D9jV6ANO1hqG2dWzNbOSeRbdx16FufrFtjMIej00DrWwebOUNG1u5cEk73c3qIVOU0xIRGLjIvm74M+sFf+Sr8PXfg6E9sPQKGwK54lnQs2HOM+IiQndzlu7mLFeu6oqXG2PYfXScX+0Z4pE9Qzy06yif++kOntg/TFPWC421FpZ2FhKhko48hYx+vSvKaUvkQcur6rKi1DJT8ww89+wzzCL0F3wmBFWrtnTw8drXgcfg8FOQaaLcvYEDTWt5MncVvxh4Gf92pIuf7R7D3++webCVTQOtvHqjleoeaMvrrLeinIk4Diy+xL6ufyccfhK2fj+usUZ53IqM9G+Bvk3WC9e5CvKTc9VmiojQ35anvy3Ptet64uXlasCTB0Z4ZM8Qj+4Z4qfbjvCl+3ex/dAoB0dKdBYzLGrL0VHM0hV67QoZl5zvkvUc1vW1cNXqrmmOrCjKSSNTgPNeNG24tKKci5QqMzfQ/PD5qZqZb3OmcO4aaNUKjB+F8SMwdhjGjsDYIRjaDcd22dfQbps3NrQbIw7VtuUMNy1lX2YJ2+RiHmm5hfvdLn560OXo1grLOgus7mlmdW8TLzuvmb8YaGNxhxpjinJWIgIdK+zr4leDMXbCZtfPwpDIT9uJnCPbodAJrQPQvAiaeqHYZesfZZvte6ZoX45rQygbviR8t+v4jssax2XNoAuLM+DkQXrAcRkpG3YdK7NvuMLBsQoHRg37R6sMT1Q4MFxiolIl67tqoCnKQqLGmaJMolQNkgLUx8FxhM5ilrx/9uVynnID7buP7OOffrwN17H1Cxyxr+hzernrCJ7j4HtCxnXqPgu9I79k09YP4mBwxOAQ4BDgEiAYXFPFqU7gVsdwquM4lQmkMopUxnGqExiEaqaFUqaVCa+FMbeFo34nh90u9rKa7eVnsNVp4VGvmcdGspg9DgPtVn1tcUeBpR0FXtRR4C1hLSSVzlaUcxgR6FhuXxtflCwvj9kw6KFdMLTXTvyMHrJFaieGoTRs38sjYAJr6JnAeu5NUPcyYKrh/1LvxtQsK5oqq03A6kltdMDxrXLcVg/uDj+74XvDz741HKPPrgcv/ID1ACiKoijKPFKqBHQUMzxrTfeM1j9bJxpPuYG2uCPPDRt6qRpDNTAE4XvymZpllSCgUjUMT1QoV+3nUvjePG7YX95I2ThUAigbKAcO5QAqgVAywkjgMxJkGAl8RgOfqpul7OSo+Hkm3CZc16WY9WjOha+sT3POo63g09ecY1NLlp4wL6SzmFUlNUVRZoeft8Wxezec2uNGRltQgaBs36vpz3XvNZ/L06+r0uCKoijKSaBUCQBoK8xcgOts5JT/yq7qaWZVT/M87W0L8Lx52peiKMpZhIj1drkekFvo1iiKoijKtAy05cl6Z1+44lzQaVBFURTlnEREngKGgCpQMcZcvLAtUhRFOXe5eJmqmkaogaYoiqKcy1xrjDmw0I1QFEVRlAhVtVAURVEURVEURTlNUANNURRFOVcxwLdE5D4Rub3RCiJyu4jcKyL37t+//xQ3T1EURTkXETOL4m4ish94OvyzC9CwkJOD9u3JQ/v25KF9e/I4W/t2qTFmZlrKJwER6TfG7BKRHuAu4LeNMXdPs/4Q8KtT1sCzk7P1Xj6VaB+eONqHJ4724Ykz5W/grHLQ0jsRkXs1ofrkoH178tC+PXlo3548tG9PDsaYXeH7PhH5AnAJMKWBBvxKr8OJoffyiaN9eOJoH5442ocnFw1xVBRFUc45RKQoIs3RZ+AG4MGFbZWiKIqiqIqjoiiKcm7SC3xBRMD+Fn7CGPMvC9skRVEURTkxA+0D89YKpR7t25OH9u3JQ/v25KF9O88YY7YC589yM70OJ4724YmjfXjiaB+eONqHJ5FZiYQoiqIoiqIoiqIoJw/NQVMURVEURVEURTlNmJOBJiJPicgDInK/iNw73406lxCRD4nIPhF5MLWsQ0TuEpHHwvf2hWzjmcoUffsOEdkZ3rv3i8jNC9nGMxERWSwi3xWRX4rIQyLyO+FyvW9PkGn6Vu/bBUREbhKRX4nI4yLy1oVuz+nKXL4bROQPwn79lYjcuHCtP70QEVdEfiYiXw3/1j6cJSLSJiKfFZFHwnvycu3H2SEibwqf5QdF5JMiktM+PDXMKcRRRJ4CLjbGaP2DE0RErgaGgY8aYzaGy/4SOGSMeVc4GGg3xvz+QrbzTGSKvn0HMGyM+euFbNuZjIgsAhYZY34aquDdB7wAeBV6354Q0/Tt/4fetwuCiLjAo8BzgB3APcDLjDEPL2jDTkNm+90gIhuAT2LLG/QD3wbWGGOqC3MGpw8i8mbgYqDFGHPLVOMC7cOpEZGPAP9mjLlTRDJAAXgb2o8zQkQGgH8HNhhjxkTk08DXgQ1oH550NMRxgQmLoh6qW/x84CPh549gf+CUWTJF3yoniDFmtzHmp+HnIeCXwAB6354w0/StsnBcAjxujNlqjCkBn8Le60odc/hueD7wKWPMhDHmSeBxbH+f04jIIPA84M7UYu3DWSAiLcDVwAcBjDElY8wRtB9niwfkRcTDGri70D48JczVQDPAt0TkPhG5fT4bpADQa4zZDfYHD+hZ4PacbdwhIr8IQyA1DO8EEJFlwBbgx+h9O6/U9S3ofbtQDADbU3/vQI3m4zLD7wbt28b8L+AtQJBapn04O1YA+4F/DENF7xRb71D7cYYYY3YCfw1sA3YDR40x30L78JQwVwPtSmPMhcBzgd8KQ8kU5Uzg/cBK4ALsF87fLGxzzlxEpAn4HPBGY8yxhW7P2USDvtX7duGQBstU/ngaZvHdoH1bh4jcAuwzxtw3000aLDun+zDEAy4E3m+M2QKMANPlj2o/1hFOBD4fWI4NWSyKyMun26TBsnO6D0+EORloxphd4fs+4AuoC3O+2RvG8kcx/fsWuD1nDcaYvcaYqjEmAP4feu/OCRHxsQOwfzLGfD5crPftPNCob/W+XVB2AItTfw9iw3yUBszyu0H7djJXAreFuf6fAp4tIh9H+3C27AB2GGOiCITPYg027ceZcz3wpDFmvzGmDHweuALtw1PCrA00ESmGyb+E7uIbgAen30qZJV8GXhl+fiXwpQVsy1lF9KUS8kL03p01IiLYuP5fGmPek/qX3rcnyFR9q/ftgnIPsFpElodCAy/F3utKHXP4bvgy8FIRyYrIcmA18JNT1d7TEWPMHxhjBo0xy7D32r8aY16O9uGsMMbsAbaLyNpw0XXAw2g/zoZtwGUiUgif7euweaXah6cAbw7b9AJfsNcKD/iEMeZf5rVV5xAi8kngGqBLRHYAbwfeBXxaRF6DfUC8Yz7lAAAgAElEQVResnAtPHOZom+vEZELsG73p4DfXLAGnrlcCbwCeEBE7g+XvQ29b+eDqfr2ZXrfLgzGmIqI3AF8E3CBDxljHlrgZp2uzOq7wRjzUKgM9zBQAX5LFd+mRPtw9vw28E/hxMpW4NVYx4T24wwwxvxYRD4L/BTbJz8DPgA0oX140pmTzL6iKIqiKIqiKIoy/6jMvqIoiqIoiqIoymmCGmiKoiiKoiiKoiinCWqgKYqiKIqiKIqinCaogaYoiqIoiqIoinKaoAaaoiiKoiiKoijKaYIaaIqiKIqiKIqiKKcJaqApiqIoiqIoiqKcJqiBpiiKoiiKoiiKcpqgBpqiKIqiKIqiKMppghpoiqIoiqIoiqIopwlqoCmKoiiKoiiKopwmqIGmKDNERJ4SkTERGU69/m4G290hIveKyISIfPgUNFVRFEVR5hX9DVSUU4e30A1QlDOMW40x357lNruA/wncCOTnv0mKoiiKckrQ30BFOQWoB01RThARWSki/yoiB0XkgIj8k4i0Rf83xnzeGPNF4OACNlNRFEVR5h39DVSU+UcNNEU5cQT4C6AfWA8sBt6xkA1SFEVRlFOE/gYqyjyjBpqizI4visiR1Ot1xpjHjTF3GWMmjDH7gfcAz1rohiqKoijKPKO/gYpyCtAcNEWZHS+oj78XkR7gvcAzgWbsxMfhBWiboiiKopxM9DdQUU4B6kFTlBPnLwADbDbGtAAvx4Z8KIqiKMrZjv4GKso8owaaopw4zcAwcEREBoDfS/9TRDwRyQEu4IpITkTUe60oiqKcDehvoKLMM2qgKcrs+EpdDZgvAO8ELgSOAl8DPl+3zR8BY8BbsTOLY+EyRVEURTmT0N9ARTkFiDFmodugKIqiKIqiKIqioB40RVEURVEURVGU0wY10BRFURRFURRFUU4T1EBTFEVRFEVRFEU5TVADTVEURVEURVEU5TRBDTRFURTljEdEPiQi+0TkwQb/++8iYkSkK7XsD0TkcRH5lYjceGpbqyiKoihTM6s6FF1dXWbZsmUnqSmKoijKucR99913wBjTPU+7+zDwd8BH0wtFZDHwHGBbatkG4KXAeUA/8G0RWWOMqU53AP0NVBRF+f/Ze+84Sa7q7vt7q6q7J2/e1Wp3lRMSCIEExoAJBmww0c8DRgJbAmGRBM4GYwwO78tjY2yeFwyYbIJBtpBAEkJZVs7SSptz3sl5pnNV3fP+cauqq3t6wkq7O7ur+/18dmemu7rqVuxz7jnndyyHi5m+Aw/JQTvttNN48sknD8+oLBaLxfK8Rim173CtS0TuV0qd1uSt/wt8Crgx9do7gf8SkQqwRym1E3g58MhM27DfgRaLxWI5XMz0HWhTHC0Wi8VyQqKUegfQLSLrGt5aBRxI/X0wes1isVgslnnnkCJoFovFYrEcDyil2oDPAr/V7O0mr8k06/kw8GGAU0455bCNz2KxWCyW6bAOmuV5TaiFx3YPc9umPtYdHGdwokwowuL2HOed1Mnrzl3GG1+wgvacvVUsluOMM4HTgXVKKYDVwFql1MsxEbM1qWVXAz3NViIi3wa+DXDJJZc0deIsFovFcoyw4To49y2QbZ/vkTwnrNVpeV4yVqzyvQf3cO2TB/Ach7dduJKrX3cmJy9sxVGKoXyFDd3jfP+hvXz+xk188FWn8dHXnklLxp3voVssljkgIhuA5fHfSqm9wCUiMqSUugn4qVLqyxiRkLOBx+dloBaLxWI5vFQmrYNmsRxPFCoB33lgN997cA+/fsYSvnrpS3jZaYtxnKkZT685ZxlXv/4snjkwxj/duoWfr+3m/33XC3nNOYdLdM5isRwulFLXAK8DliqlDgJ/KyLfa7asiGxSSl0LbAYC4OrZFBwtFovFYjlaWAfN8rzhnq0D/M0NGzljWTs/+cNf48LVC+f0uYvWLOSaq17B9Wu7+ZP/foa3vmgln3/7+WRcq7FjsRwriMhls7x/WsPfXwC+cCTHZLFYLBbLs8E6aJYTnvGSz+dv3MiDO4b4/NvP5x0vPpmoJmXOKKV498Wrec05S7nqR0/xwf94gq+/76UsaMscoVFbLBaLxWKxWJ6P2BCA5YTmqX2j/M5XHsAPNXf92Wt550WrDtk5S7O8s4X//vArWNSe5Xf//SF6x0uHcbQWi8VisVgsluc71kGznJBoLXz9np1c8f3Hufr1Z/H1972URe3Zw7LulozLVy+9iN88dzmXfvtResask2axWCwWi8VyTCDHv+CuTXG0nHCMFqr80X89zcBEhZ9//JWcs6LzsG9DKcVn3/oCHEdx6bcf5ZoPv4JVC1sP+3YsFovFYrFYLM8vbATNckKxuWeCt3/tQZZ15rjxE686Is5ZjFKKz7zlPN78wpP4/e8+xkihesS2ZbFYLBaLxWJ5fmAdNMsJwy/X9fDebz3Cla86nX99z4uPSs+y2Em7+NRFXPmDJyhVrVK3xWKxWCwWi+XZYx00y3GPiPCl27fytzdt4lt/cDFXvvr05yQEcqgopfjH//UiFrRm+MRP1xKE+qht22KxWCwWi8VyYmEdNMtxTRBq/uJn67l1Yx83Xv0qXnnW0nkZR8Z1+Mb7X0r/ZJkv3LJlXsZgsVgsFovFYrEiIRbLvFGqhnzip2sZyxf4xf9exIKhB+HgOEgIXg7al0HXKlh4KjhHfi6iPefxncsv4R1fe4gXnNTF771szRHfpsVisVgsFovlxMI6aJbjkone3dz8n/+XTwdPcba/DXXtAuOItSwAx4OgDIVBGD8IKDj5IvNv1SVwxuugdeERGdfKBa188/cv5orvP86Zy9u5+NTFR2Q7FovFckLR84x5dp/0wvkeicViscw71kGzHF/0rse/+wtkd97DuZ2v4oy3/AnqzNdC54rmy2sNo3ug52nz7+Gvws+vgtUvh3N+C859Kyw967AO8eJTF/F377iAj/x4LTd94lWcbOX3LRaLZWaGd5qf1kGzWCwW66BZjhOKI3D7Z5EtN3Gd+3Y2n30tf3fZa3GdWcRAHAeWnGn+vejd5rX8IOy8E7bfDvd+ERafARe8Cy74XbPcYeDdF69ma+8EH/7xk1z30VceFUVJi8VisVgsFsvxjxUJsRz77LgTvvEKfL/MBzq/xcOnfGRuztl0dCyDi94Hv/dD+NQueO2noH8TfPM3zL8Hvgxj+5/zsP/qLeexsDXL52/c+JzXZbFYLMcjw/kKZd+2H7E8D9j/KOx5YL5H8fxGjn9xkBjroFmOXbSG+/4Zrv8Q5Tf+I5cNX0XbopV8+fde/Oyds0YyrXD+O+A9/wF/uRN+489NKuTXXgb/8VZY+2MoTzyrVXuuw1cuvYj7tw9x7RMHDs94LRZLU5RS31dKDSilNqZe+5JSaqtSar1S6hdKqYWp9z6jlNqplNqmlPrt+Rn1ic+DO4dYu290vodhsRx5xg9Cvn++R2E5QbAOmuXYJKjC9R+CDddR/eBd/OGTq1nYluErl76EjHuELttsm0l1fO+P4c+3wYXvgWd+Av9yDlx3JWy/A8LgkFa5pCPH19//Ev7h5s1s7nl2jp7FYpkTPwDe3PDancALReRCYDvwGQCl1PnApcAF0We+oZSyechHiDnPaStrklgslueAjaBZLEeQagGueS9M9qGvvJ1P3VOgGmi+9r6XkvWO0iXbuhAu/gBceRtc/SgsOw9u+zR8+Ty49a+M4tgcHwQXn7qYP33TOXz8J08xUfaP7LgtlucpInI/MNLw2h0iEs+qPAqsjn5/J/BfIlIRkT3ATuDlR22wluaow5QZYbFYnt+cAI6addAsxxZ+CX76XlAu/P71fPG+Pjb1TPCdyy+ZP6GNRaeZOrVProVLrwHtw4/fBd94halXm5w9peHKV53GC1Z28Zc/W4ecAA8Oi+U45Erg1uj3VUA67/hg9NoUlFIfVko9qZR6cnBw8AgP8cRk7m6XddAsFstz4cSxr6yDZjl2CKpw7eWmF857/5P/eKKfG57u5gdXvpwFbZn5Hp2Z3V3zMnjrv8Kfb4ff/Bx0PwVfuRB+9kHY9/C0szZKKf753ReyrW+SHzy89+iO22J5nqOU+iwQAD+JX2qyWNObV0S+LSKXiMgly5YtO1JDtIBNcbQ8Z+7c3M/G7vH5HobF8pyxT0PLsYEI3PwnUB6HS3/CLVtH+f/u2sEPr3w5q47FPmJeFl7wNrj0JyaytuQsuPYK+OarYcN1oKeqlnW2ZPja+17Kv96xnfUHx+Zh0BbL8w+l1BXA24D3Sy18fRBYk1psNdBztMdmacCmOFqeI8VqwHjJlhJYDg0ROWrZTVoLfqhnXc46aJZjg4e+Avsegkuv4bGDZT593Xr+/fdfynkndc33yGZnwSr4zc/Cn26CV37SKE9+7RJY+yMTFUzxwlUL+NSbz+UTP33a1qNZLEcYpdSbgU8D7xCRYuqtm4BLlVI5pdTpwNnA4/MxRksa66AddYZ2TPmesliOW56lk/XQzmHu3zF0mAfTnHu2DfDAjtnT5a2DZpl/ttwMD34ZLvtvtuezfOQ/n+L//K8X8cozl873yA4NLwsvvhQ+/ii88e/g8e/A119m9i/10PiDV5zK+Su7+MzPN9h6NIvlMKGUugZ4BDhXKXVQKfUh4GtAJ3CnUuoZpdQ3AURkE3AtsBm4DbhaRGyzriPFXP0uG0E7+vSug7F98z2Kw4q236vHNvlB8+8YYrRYZax4dCYq8pWAyfLsiuDWQbPML73r4IaPwbu/T2/uVK74/uN84vVn8fYXnzzfI3v2OA6c/074yP2mTu3WT8GP3mGaYWPq0b747gtZd2CMnz7+3BtiWywWEJHLRGSliGREZLWIfE9EzhKRNSJyUfTvo6nlvyAiZ4rIuSJy60zrthwlbA3a/HCCHfdQH5qDdnC0+OwnS0Pf/LPMnT33mX6zh4jWc0lDfHbnsXW+ROhm4MS6Ky3HF/lBuOYyeMPnGV/1Wj7w/Sd464tW8oe/ccZ8j+zwoBS86N3wiSfglF+H7/0W3Pl5CCosaM3wb5e9hH+8ZStbem1/NIvFYrEpjpa5IiLT1prNZMOLyBQH7ql9owzln2X0ZMedsP32Z/fZ5zPOVPfjnq0DDEyWp/3Io7uHuWvLwBEZzryphM+AddAs84MO4ed/CGe+nspLr+TDP3qSc07q5K9/5wXzPbLDT7YdXv/X8NEHYf9j8J03wMAWXnLKIv74DWdz9U/XUqgcWgNsi8ViOV5Qc3W8TrBIznHDcZhaum+4yL3bmhvrM6U4PnNgjF9t6E3+vvGZ7uc2EL8IwfRORb4SMDhZeW7bOBFRUx2iibJP3/j0x3K85FOszmIrJef++E9ztU9Dy/xw3z9DYQj95i/xZ9euw1GKf3nPhTjO8fdFMWcWnw4fvAUueBd8903wyDf40KtO47Ql7Xzuxo3zPTqLxWKZX45DR+G4RsdKcsfecS/7M5eEjjWJnsXpb6EWyA+YCdFqsW6Z/omKWU4E/OmdgcPFugNjPLzr6IhPzJljoUbvGJuMkaPs0Kk5POuOrSNkeX6w82547N/h937EF+7cy66BPN+6/GJy3rEXYj7sOC685i/gAzfDE9/F+cVV/Mu7zuHhncNc99TB+R6dxWKxzCP1RouIzGqoA2zvn2RH/+SRGtSJi46iEceYYzxe8rl9U9+My4wUTFRKp9IVY79DC5Dvh/EDMNlb97lE3nxsP2y9GaWPrDBEW/YYs2uKI7DxeqgW5mf78Ul6jg5az1hpmnTIGRytvQ9Bpflz4ljwWRuxDprl6DJ+EH5+Fbzj3/jOJsWtG3r5wQdfTlfLMdCI+mhy8kVw1d1QHGLxte/km+86mb+/aRM7B6yRYbFYGtj1PzDRO/tywHjR555tA7M/S0RMz8bCMTa7D8aI7F7L9v48t2/qqzPCm7Gld4LNtpb30ImFS4+2dapDmJzeAasGxonSWprWaItIooJXTfWTktT7ifPZ+NnQJ1ceSq57p0nP0sNJe84DCQlGDp9S5sHRIr9c9yzbNsaOWTBN2mVp1DwXjhTx8XaaO65zvRSf2DvC+gOH2JB8snfa6+6o3QE6xPPn5hxbB81y9Ah9+NkH4cL3cmP1Er5+705+eOXLOWlBy3yPbH5oXQTvvx7W/BoX3fq7fO7iClf/5Ok5zRhbLJbnEcURM7k1B4YLFSZKPlv7JpsqnlWCkIOjRWOIAZQP0ciJEBE2do/PSf1u7gGaaF3Duyj372BrnzHO5yJJfaQQER7fMzKrk9iU+YpSzJXYiZHZm+YeVoZ3wt4HZ11stFhle/+kMepTSonxqXAdVdfwN649q4YaHcT7Zl7LVwJGDmxhRd+9LBp5Bkb3RJ+S6P8jY6IroL1wENn/2GFbZ6ESop91Y+XoM9Od82kiTIeNpJvJEY7apo+N1rD1lhm3+1xbHuUrAbsG89HmhPUHx5oveOBxVvTfO6e9tw6a5ehx598C8Mjpn+RvfrGR71x+CWev6JznQc0zrgdv+SK89tO8Z9PV/GZ2I3//y03zPSqLxXKI+KHmf7b2H/IX/dP7R+keK82+4CGkBC3tyBFq4aZ1PVSC+gmfHf15nto3WptBrzy7yJMW2DWYp3REJpSkzqmbz75WoRZ6x0t1kZo5MboXth3j3RtKkRF5tI/vLA5h7Cz5YVRTtvt+2Pqr2vvReFvxCcZ6Uq+bny0Zl+F8MVkbwGO7h9m8bTtBppPB5a+s21ojNz7TzWT58EjnN5Ws6F0HA1ue9TpznnkW7B56FhMA8bGfJsKIm43ef+73tYi5d+pI1nvo11zjRI/bTLOg2bWsfSPm0mwlz3o09ewcyLOx20x2lfyQPUOF5t8F8cTYHLAOmuXosPlGWP9fbH/Nv/GRazbwpfdcyMtOWzzfozp2uOSDqHf9O385/gWCjTc9d2Upi8VyxOmfKHNrpAjXN15mshwcsq27f6TIzgEz88rAFth9b/MF5xiG0gIZt/bVHoTTDCg20NJCCWEwRVRh+u3UG9Ez8WzmytPH8XC4D6EWHts9PLsKXAOHHDirTEJQNf8ws+kzSYcfUUb3URnYyZ2b+2uvVYtQia63A1FUZwaHKT+dwnD5yKeUxqmOkh+scyjic9JRHcDZ/xD4ZXYO5NkRpfUubs8S+PUOllKgJKDQvobQbTXrFUE13LDx/k573xwi8eoTYz30YWgHDG591usMo3UVK/VOlNYye7PlxEGbxgGLJ4KmS4E8BAbzFR7fM9Kw/cM3oTPzIzH9AEn9Pt2HnuPpzqaeufEmmj07tB85rHOIWlsHzXLkGd4FN32S4d/+Gn9w3UH+/LfO5c0vXDnfozr2eMHbcC79Cf/ofpMnbvgae57N7JjFYjlqFCoB1VDz8K4hilVjeITTeWij+2D7HU3fSiaCR/dOXxM2xwiaiJBxa0bItHZHbCiFKYOu+0nYdkvyZ6iFgYly/Uxw5HjELwWHGllqPugpf6dTzp5r+hHAWLFK30SZ/GD3ITUWnil6JyJ0j5Xqnb7tt8P+h5M/u8dKPLJreG4b2/fwzJGVoAo770qpL87CwSeo7H2CYjWoHcOdd8L22xp2pLnRPFKocveW/qlv+GXYccfcx3GIiIATVpPob+NW4mvDUWbZQrnMpp5xdg7kUUrhOgod+uB4ybXlKIXSAdrJJBa0uVdr51dr4aGd5v6bbT4kCDXjxdmvo3isIph7e/ON5o1M+6yfnY64j1tjWuauwTz3bR+cZUCxxziNo5Tc2M0nFZ7cO8IDOwZnbQY+MFFuPnmj51D3WByBvo1NnUgnrCJRGmbTCFr6mBx8qomjOV0ELT5Ph/asqQbmOoifuWU/JIiOTb4c1F8jIki0Tw6zTxRZB81yZPFLcO3lVC/5CL9/bydvv/BkrnjlafM9qmOXM16Hd8UNfNb7Cbd87+9tfzSL5RgmjlSl+xxNa9BP9k2bTjhtn7DedbUasWkctIHJcp2xpKXecJnW4NAhuJl6Z8Wvj571jJV4ZPdwElUYO7iVJ2/7AZUgnJKGBtTSKf05pGymaTLG2eyk3vFSsj1nDtHFUAuIJnPgoUOKXtSUAacOqFgNeXLvCE/sbUhbCmpO71TfUxjKTxOdmOiB/hlS3CsTJi1xcu4CEW50jVaiaFTd+e5caa6raWbz42tnyjWUiIscGQdNF8dY2XsnW/qMId5Y/ydiZMqd6Cq8d0u9gI6rFBL65vqOxug6CkcCRHm17Qh1J6jkh0kN+Iz+R3GE9QeGuXf77E2TzeoFjdTfX15u1s9OR+Kg1QWJhEJ1DtGp5IKezrZIRfqa0D1WYqRQ5eb1Pewbbj6JXKgEPLJ7mMHJCrnyYP3zYC4pjvsfNffonvuNswYw3s3igUdZPLKWYItJHXZnuu9FYKI7qgNNR9CaP0drkc7pV9mMLb0T3Lt9AC+6z+7fPsg9W8118cDOwfprRHSyfmfa41/DOmiWI4cI3Pxn6LalfOzAG1i9qJXPnIiNqA83qy8h96FfcXnlGm767j8cltlji8VymBjZk3yLi8CSdmNo1c2Ug1FdTM8Ae9lpVzmtnTG0wwgqQFPDYrLs88iuYYYL9Q5i2mGZ1tDUIXitxmicaG7wx45ZvI5q0TiYxUqY7Ge6xuS2jX1s6Rk39UKN4iPlCTObXRxJFezPwCwpjo/vGeGx3cZ4m4uDFmhBSWAcrUPofxVHRJumK037bJ7+mT2UryZRminERntpGoGB2MAP5y4NH4+k4jdzpiSKMjV3tGJHP2jc+cSaPUIOWmzQh5GUfpPjqQAHY/CqVIxNRKIIWghOBpJom8LRvomgARuDk9FaUKl1x+e6LetN/71bHIFd/4Oao6pqfd/k1HU6yzU7UqhOW+oQapnSR2vPUGFah6lhRObHdNHPZo2ee54x0agG9g03T4eOhVu0CEuHHofu1GfnohzqeOZfcdg8byuTsP8Ro76JEGqhpTQwS7qkmZBBh8m2+ibKrD/YXBQpuaRnWONcSNfkTokyimbHQB7tZE06+SxYB81y5Hjiu7D3Qf6l81MM5AO+culF04SkLY04K1+EuuJGfmfo+9z70y/N93AsFktM91NQNga0FsGJvkVje0eLmELwfQ/Vpyu6MzhozV5MahWiL/kmBl3sQKWjWFrqBTamtTh0AJlWY+zve3jq21roHi0lvx8YKVKNIlbpwMP+kWKyDMDO3nifa4NQSpmUuP2PmAbCfpGN3ePsHszDeDcUBur3FUED7VmPrtbMtLZcnFo4l6+VIBRO7rnTnJ9p0reaoRNnvEmUL15mhnBL42mbUS0w22F+TpeCGV8TseMfVGatGdQSpV4FTYxZESN3Po2jFUd2mxmadT8PldkmHSNH1A0reI4zZTPxJITCpMI2RiNcJ46g1VIclSJKcTQRtF3qVHSmlVylln6qtdCe9fAcNf1ZitQfVXTjzzaBOmXiJiY/UIsONWGkML0THmqZMsYpTjQmDXP6czddimOTczu8M6V6mVp0hvFBuu4utS+NEbSBLTB2oH6d2jcq1wDZdujbkLwXOi2EWlgy/ARt4zubjD89sxOChEyUK0yWffonyvRPNDixQztMpkKTSY9CJWC8SUP0mLFiNXk/fhbNaOPqkEI1NA6anj091jpoliPDvkfgrr/npvO+yC+2lfnuFZfQlvVm/5wloePUlzLx7p/xkh1fYcstX5/v4VgsxzRKqe8rpQaUUhtTry1WSt2plNoR/VyUeu8zSqmdSqltSqnfntNGYqMlimZpETyn9rv5SW12NP0lHDtozYxvNeWXmmpdvHyTCFosZFBJzdqK1EeUpnUIYgdtGgrVgEI1wHUUoQhr948mztjaPUOJpDSYOgw/8lC9oF49L9mcCMVSLdq2azDPhu5x2P8I+566PVk3wFixwta+CaqhRs20DxEzBSNCv4qMHySIxhcKh5SCmWgqNBmCpJ3yORKfm6aGvcyS/hVH0GKHZHgXDM6sBhivqZkBXxdBK41Bz9N1Bm4tjbXBQzrSKY7V2EErk/OcKXWdJsURE/0SUKlxtJT68RSmBs3NEh8BVzQKXZfiSKXIgvHa8Qu0ib6hZvAh4/kS4utpFgdN4nVrCqkoZtEPCAZ3zPjZ6YjHmb6Gml2Dd2zun1r/OJtISOO1l35eNbSNmM45DZNJjSbriK6deLKH/k3Qt37qNpedZ353M8mEihZwJEzuZWcmIRMR808HPLprmG39k9G1IvXL9K6DoR1kykPRNmrO5V1bouM30WN6w224ru64PbhziNFIlCUWtEmnXXrVCZPimWxPI0qhlYujg1lbd1gHzXL4meiFn13B5pf8DZ99zOV7V7yMFV3P015nz5E1F/w62974A05+/AsMPPD9+R6OxXIs8wPgzQ2v/RVwt4icDdwd/Y1S6nzgUuCC6DPfUEo175yaJjY0dK1OJRbvimeNdVp4oG5mP/ribhK9mbYGDWacaY2l35P6ImrRhdWLWpMxNkVC46B1rWq+WQ2tGZf2nEcpqm1x8qbJa6lSYtdgnqzr0Jb1KFSCZP/doCHyFzGcr7Bumt5Ag/lqndJhbOz4oTbRt2ntGHPcGtO9wMxuP7xriHsffYz9T9+NGtsfDUsgmLuDlhjgM6Q4ziSYoBS0FruNcTe2PznTTT8Sh2GnM/r9kol46dQEwCwOQhxBa+4QCqgoglYYMg5fk35jU/ZPzxKFeY5IGF1vYZVCNTC90OomHUzU1Ilqu5TU7rNFI8/ghgUkDEyKY7Tfroqiv6nbvM69FBNBcxw186RA4uDEaXyz7YxZYPdQgYd21ARXNvdMsGd0atRmU8941HZj+hXrSAhIN/gajam+fqinRoDmKBIios014xeNo5tpYyLf4KBNN77GSY20g6ZDQq15Yu+I6ccIZpKgbgUBtC6EBWui8cTXMDi6SjJfoJtFGeP9qzmicazRTCKlRh1FzfKZRVQaVD/j7IRcxqlP107tS/q+iCdA0g77sqHHTYpnPDIdILhoJ4vS/sB9k4AAACAASURBVKzplNZBsxxeggpcezkjp76F9z52Ol+99CWcf3LXfI/quObXXv0m7rjoa7Te/TdMPv6f8z0ci+WYRETuBxpzht4J/DD6/YfAu1Kv/5eIVERkD7ATePmsG4lnbBMHTXAbImiiofkstdSvI8UU/2LXPUzEhlU+Tv+bGq3wGxy0gYkye4YKOAouPnUxXS2ZKYZ5e8/DtBUOmLE5Hjuz55plGpYLo1oeRynGSz5OWMELjIHmRIaNUsaJKwchwXgvWRXghUVzLFLjVQpjY4kkx6klYwzlsh/iOPW+cXooTXXaUmlr0LwGrWeszOBkBVEugRayfU+a/dICoc9D990xxShrRi0yan5u7B5PjN7G95ruAOBo34y5PJE4k3VOz2S/iV4lDv00plu1CLnOZDnf97l/exOVxfT4Vc24nYqA40RvSu21ZDfiCFr02tgB48gdyQiaDtk9aGodVZ0LZfajGuio1ko1jaA5EpJBm+iE6wHCtr5JRibLiHLqbjbd4KwEUergzJMC0TmPnMhpGxIDlMbo2nUTXlAk1FNTMQOmzgntHMiz4eD4jH53ENaeO+l9WdqRS+6rmCm3RpM+aFpLqm2C2fBDO4d4bM9ITUzIzfLw9pnFacq+Ec1pvC8knT4ooYliI4kgC+m5sXhcjmcGLxp0gCw8hcDN4eoqvXnzOTWT0EadGEoq3Tp9zQYVcDN0j1dqfl30M2kv0XgeGiLgl5y2mKzrpOru6gZR99EwDEE5nL9mGa6u1IlLNcM6aJbDh9Zww8eo4vGOHb/DX/zWubz+vOXzPaoTgne/83f58RlfQt36KarP/Gy+h2OxHC+sEJFegOhn/EBaBRxILXcwem0KSqkPK6WeVEo9OT4RGTGSctCiL+w6o6RZM9gk16mJg9bwd3G8n3WT7WzoHjd9jbxcUws7CIWWjJukOG7vz8djTlacNhgGJyt4xUHait2gA6qi2NRXMM5Cg/R6HIlzlWL3UIFcZEMFbhtOMvuuyLiKaqBx9j3EksnteEGxabpV7ESt3T/Kxu5xsl6sLhiS8czKAz21VYFSjUbPdOl6xmiKI3FJbaCToSXj1AWnAq3JTe6l2Lt9VsEQreuNzV2DefZGLVAEU3MyUxRFKYWSWOaituCmnnHT2FYE9j5golcSzijagV+EXFcSovB936y7mTUfXWczqtOJ4GsnElKYGr2L9yvQmnwloHfjvaZPnz5yDpps/Dkd+b1AgzEdsadvkF19oygFjhK0gJKQFb334IQVQHBiMRjHQ2vN1r4JfL9an95IzciOoxyhNte80+Saq30oNsQbxtbz9NRlQx+QJO1XNUStqtptKgSSbi7f7Nya1GoT56stF9XeNSw+pSQqHndKpOLmZ/Yztu5mc81E7xcrPsP5qnmGOR64GZzGaL5EG46ux6F8he6xUkM2AYm0vHlRo3FQIrVIWMrZVDowN73j1hRGdYBefBahkyOLTyVUdOY8pNn11xghFG2uE5XBz3TWX1OhD26OrOehiOtrzefz5YD2rBf9raasP97Mis4crVl3at1dE7QWRCkWLejEDcvTq7nGh2XGdy2WQ+Guv0X3beIPCn/EG1+42srpH0aUUlz1/sv46rJ/ILjxjwk33TjfQ7JYjmdmaaCTelHk2yJyiYhcsmBBlA0QOV5ag1cZ4eSeO3EjoQudjkbVOWiRYdCzNnk/jsQ0puhNSCeV3BIqQUjPWAkWnjrFGBYRdg3mac96SQQtVhBzav5ZXf3Qw7uGGCv5iHLRoUm3QTlmxxvqS+J0L9NrSljclkErz0QhosiGUpD1zOxxqDUeIZ4uowX8IKhrmhsfkomSSe2JnUqTwWRMkbguRTdTmKtMJitplBlP2sgVjaplqCVJGxXl4ShF4GSTerr4mEjPOuh9Zuq20schtvdSrzkpp9xznJlTHDGGuRZholhla59x8vePFE0dX+ywKyeJak6xsqsFIzwTVqFlYXJdKe2DaMIwRHbdSzndj23LL6NjFB2HJpf3wGSZx/aNm2srub5SRj+14727ZyhKvaN2Xc+19u5ZqGYmY4n+DqKXW3fdzuKRZ8xxjRUatY8XFpMIr4dPqDxQtciGkjC6dmvEpy1XGTECFFrwXEUsP9KUZk4HGAd76sImizRyFhodNH8Ohy/UYta9486617wGZ8ykOJpt1p+XRpUabSZ86kQxtHl2+KXks4tHnsYVP3LQXHCziYO2sC0b751pdr75BqDWrDlouD/rtx8SRpHD5L5JRdCU9mspjypyQkMfrRzEcfEI8UWZSGHjOUhvMH5PBygRRDlUs4upT3GsgJclm8kkjlu8iu6xEictaGmyD/XOpxP13Wva2Lzhw1oHoFyU14qjq3V1vM2wDprl8PD4d5ANP+OvWj9Px4KlfO5t58/3iE44Mq7DH3/oA3yh8zP4138M2XbrfA/JYjnW6VdKrQSIfsZNaQ4Ca1LLrQbm3FyqetAY9VqEloKZAW/vfYS2woGot1KTCFo6xXGih7Ifcu82M5zGNCTtuIkxOZA7hUqYWmfERNmse9Wi1sRBi2feY4dvshzwxF6T9ZlEgrRGlMsjO/vxJVaim7qPYRQdjNeVdTFOhHISY8ZRiozrkK+E7BjIg4S4Ypoib++bqGuam46quQpO2n8zSgdmAj4yImOnLV08r1BUgpDhtTfBuAl6Bg0z9DGFSeP8bOubTEUOjJFc7DyVjOOgRSis+U1jsIVhYshVgpAbn+nmwEgx2f7AZJmxUnXKtpLzVS2xov8+tMi0M+cCUZQL9gxONklrij3AKJXL8Xhy3zBaC73jJTPLvvte2Hk3tCww6WZJDVqAQtB+mV1793LHxigaEzm4g5Nlyk1Trwy+H5jrTDSIUA01G7pTKXup6Nui/akm63EkZS4RtOFdsPXmpm/t6J+ccty0rjnASjRve+FyXKUIfB8OPE6gNY72TaRLNIKYlN0Urg7QuEBNSMM4aPURtPQ5FTHXvKOUyayTaDBT5NDj+2huPceipQHqIlCB14ETH78N1xkHvG5s5mc4dgAme+vqoGJHUuqWNxMqIsDBJ2DTDXRO7DD1j43jd3N1ta0qTj32S3XnNBPkQQcUAxivQsafxAkrtGVTKYnF4eQzTnTTxTWrteitQGyv6JAwcj3CYKoAkoiu/Z1E0Hwe3TsZTbaY54XnKuPMpdl4PQxsjlaUTjMXUApJTmxEUAE3i4q2Fz/ryn7IRDngJHccp1qof0DHmRJ+GcQo5rpK4YcarzpBpjp9yqvWIcpxjVOIVXG0HA22/gru/n/4zpp/YmO+i69e9hIrp3+EaM95/PFVV/HX7p9RvfZDsPOu+R6SxXIscxNwRfT7FcCNqdcvVUrllFKnA2cDjzf5fD1iahPW7zG+nIgRxZhc9AIKXeeQKw9FBmFsXQU8tGk3w/mKWbh9qRHm0EGi/gVTw3khLlqZfk3jC8+nEjYUt2MiUcs6c6zoypnG0SJT0mziTwShTgRFQgFRLko0E5Vav6JGQm1aCMTP8pwLgko+G4875zmMRpLgjoR4mGhRJaj1H1IYg7MmVmnSAp2oUF5wTB1HaRKCyhRnaKzo0zdRrkXQQmNIB1pgw3W0FowACNtuIVsZZsfAZCoqaaTYSy0nUV7+Yiotyyk6HQRuG34gxlDNDyZO7tr9o8m5eWTXMNuiZslTDpEIanw/uSCP0v60tSciYpyDhuPcUhrA8wtmxanaqFC5jOQrFKoBveNl+ifKkGmlUAnY5Z5uogtJBC1EiUbrKAKCNstHkZp9I0X6J6rJOBpxHXM+o8JJJko++4Zqs/rxPqVbN4hI4rSIDtnSOzGz1Hy5mcEqhFqzuXeCckrZcGP3OH6ok7ThZe0ZXDRZzzHX09h+Ix3vthgVRwWVBWfghfUphEr7aMcFpQh1LXo1JYKWOmmCiay6iUgIplVGFB2qLagjoZbZw19P7h1hKF9B6foIWtiyiEpuCdnqGIuHox5hlcm6z5rG6oLa/1gt2qU1+KUogubUR9BI1WLqAHRA58ROFg03RIhFm56MYdpBixooNzSqd8Ws56kDk6ztKdJe2MfK3rtoHd/FqoO/irafEm+JxlPy4/6JqedQtRCl0oZoHEDQoc9E2eehnYMESaRT6h200AjhjJY12sngOopqbomJXPsVNvVEjmucAZAonO5I/jbZ1CbmWlfXKNqkwaI4qTOLo4xzOV7y6WrxyI3vJlvqq9vH2PFTW2+mI7/bNEx3zLNo+cBDLB94KH2wGw59aJxB5XLGkjZmwzpolufG9jvgFx/lrhd9ke/t7OB7H7iE9pyV0z+SLO9s4Y8+8jH+Wn2SyjWXw+775ntIFsu8o5S6BngEOFcpdVAp9SHgn4A3KaV2AG+K/kZENgHXApuB24CrReYmSZdOGQxFcIMC2mvH99pxtG9StOLZ29E95PbcRXH9jYCY9LSWhSC6zr5LfIk4dQ6HcutJDCx/NUopqqkI2o3PdDNR9iMjIkPOM/UP9UqO5mc8T1YOdPK+jtJ9lASs78lH2zMfeGT3MMP5CloLT+0bxQ8lWYeJoMWz0LUUx5aMy0TZpzXjcuHKDhwJEVHoULOq+5ZkRrnRiDd/mvopjSIXpUrSv7HeQQMkMGmTcauCUISs55jPipAtj9TOR1iJxE1qGwpallLxOlFLzmBk2csZKVZxXY9CNUDnB2HPfXXGbqVcAq0bGn7XFmgd3QYbr8cb2ITjKE7uuYMw37z5tGhJDOD0MVgy/ARdE9vMsVQOxUAxUfbRyghblPwQHZ3XfRMhD1dOpSdcUOegiQ7MMdQ6SqWER3ebiEashJmJav2auRMO5loIoxo0pWpL9o6XKJdLLO+/H8rjSK6DwWW/TiCSOAyT5Srb+ycp+036bTXSkLYaL53UbpYm6Nm3jXwlwHMVF65eyItWdYKEtGbdxJHTAqGbM2VKaLTbhp/pBGqiEUr7tQhalHqmdFCn4AhRy4WIiq/Z1jdparuitF7KY2zsjmoFk4FLVNsWcuayjmkVWEWE4bxJCXVSKY6ljlPwT30NohxypT5aS31mWwfq54fMcdHmZ9QvLb/hl7D1V9PK7LtKkSv2Gln4pecwsOLVVMWtv/cE8Foa2n1EDlpYrZuJ8DARZnE88h1nMLjsFZy9+iRy+YPJoWjcZ4BStWHiJ5kpqkQRNBdE0GFAqRqiJORXG+LG30LiEMUOGiCOZ+pfFZRblhOc/WZ8v8LOgWhCIY4wNgo0SYho4dyVXdFzr8FBUw6Cg4NGobh/xyBP7x+jJeOidBjVNabY+wAcfAoBMtF7rmMiaBI1QW9KtUBYLSW1dRl3dgffOmiWZ8/WW+D6D7H+FV/mT59YzPeueBkrF0zfV8dy+DhtaTtXf+STfI6PUfnJ+5o2mrVYnk+IyGUislJEMiKyWkS+JyLDIvIGETk7+jmSWv4LInKmiJwrInPPF06l7Witcf0CoddGoDwc8XF715rZ3LbF6PYVAGSlGhkDKqmr0FpSUZ56Iy9UZvbfzy6gNeNSDaXOwi5UAiZKPgtazYxyxnW4c/3e9LGIfpq/9w8X6R0vsWjEzKaLMsZH3LQ3XHgW5LpMGt5wgeFCFaV9WgbW4YSmfijrmM95jpvMQjtK1bVQcdC4aFP/Exmlsex+2sFxlIlYxD2JRDlGbEOTCDskqMhB07XIZKglqXdJtzXQWjitsIH2jJM4V24kyBdoIee5+KFmrFhlYUeLEb4YN+MbTzUGdnfeAbvvYUl7rbl42hh1/QIsPp3COe80KVIotF8kCHUSCahhImja8ZgyBxBFrlCKsZLPUL6C4ICYmfxACxVfM1koIcozDmwqxVHCaiS2EEbOVc04jScS4uE0C3I5ypzTMDQOmqMUSuCerQM8vmeE7QcHyPiTlCdH6B2eRDsZfK2S9LgdUT1doRpw8/oefrmuJ6mrqQaa2zb2sisSVGmUdY/HE18XwcG1LB55xqQwKkU2kzXXx657aPFco/jXtYpi15mASb1VGOe+1LrS7E8kt+9oU2eJMjWHLaV+loysjZzfGnEELfDaGZissLAty/kru0wNWhQdKsd1oBH7hvNoHLRolnXmpu3BZ/r6xemVseMY8MiBIpUgikaLEHjttVs75TRNlIwATHx8Sn7A1gP9PLlvhEoQ4rmKvolyIjIiUZSzc3STWUGuE1EeIkEiHmQW1Gaio1mKY+gzVqry5D7zmPSiCJooF+1mqeaW0JLL1qknCsLOgXw0WWJei1Otp1xzgYnuhso1VX5RJNbz8+SiPmSkUxxR5lqP/8604igHUQ6ZXAtKdK3PWNzbsCHtdnvvGMVqgOe45t5KP0h1CMo10cdoX+LxZ1zzigor9SmO1YJp2p3yI5fsuYmOyd1m8qqOOKIZwvbbcbufwnEccFyyc0gysw6a5dmx5Zfwi4+w/43f4P33dfHl917EC1ctmO9RPa84Y1kHH/7In/D3XEX5R+9B9j8230OyWE5oSn6QRJuG8lVGhgdNvYrXQqhcHO3jju6F0X3gtVJa8RIg9smir39lZM1DLXS1GIOxfeApk40QEabkt42DxhTDY7IS0NViZmwXlLtZ2Xt38l4ibBGJP+wfKTCSr7IaY8wIKkq7i4r621fU1YFs2LyZpUNP0DKxN6mxy3oACs8zBfVKV3GDQqLGaLYpuISIm5mSpqg1LO3I8LLTltReF3M8BZMmpEXAzTVE0BT4FXPcpTYzH7cA0KnIVBAJm2RL/YkZZpxBRag1rVkXPxRK1ZD2lvrenM/sr0XAAr8MpVGUUqxa2JpsU/dvoa2wn+HJAv1+qzmOyjEidPse5bE9IzxzcMwYcaLpHiuydv8IpkFtKpKRclb2DRfoHiujtVHlDKM0rGqgo8hoiIQBojyqgYneJFGFKPIloU8QReoAdg1O1BpzJw7aVA9NRBDl4gcBiCQiExPl+n5/I5PFKG0wQygqScebjOrz4hRXLRJJ4EM5CKkEutYuolHkJvoZR96qOjaOtekt6HjmOAZlsp5jUnS1iTAqiSOGGo1isutsQrc1SSF0dGAmOVCIX8LRKSGWFLUed+Y4d+Q80wetMaIdp9Zq4eBogUqkfJlxneb1hyIUKqkU3+g4OmJq/vonyyZyIzDReTb63LeZz6UUXgfzFSNuETuyDZL8Xkr5MF8JODhaMumZ8bWlnCQduRCJx/SMlXh45wDDFWloHq0TB61QSomH6CrlSrUu8ui4GVTUfyye+BgrVamGNWeyXDX7XpfiCCZCF0fQEMIgTo32WTr0GEgYpTimImiRg+Y6ilecf7pJu/YyOG4GwSFXiRpxx/0lo+tsouwzmC/TP14AzHOBSFG1tt8hOMbhU9RHgbOuyTKYrhl2rHILZqJqwfgW3LBBDCfej9CI+Yg5gGZ/lI2gWY4E638GN3yc0bd/j8vubudP3ngObzp/xXyP6nnJWcs7+cjH/5J/ca+k/MP/jT7w1HwPyWI5YdFaqKw07dIe2T3Mwp77cBCU4xCQwdGB+RIW0+/GF2PYxFGee7cPU/IFSmNorels8TjvpC6y+YNQmUi2k3bQchmHQKspBq4f6sQ5aqW+YWtsGC3vvZclQ0/SljXKgAvbshTa16CiqI5E/ccCwA8Dsp7DmkVtdA0+Qei2MNFxOpmqSR3KROmNjmuMvqVDT7K0+3/MBlNGaqnqs6mvaKIyKQShJePR2eIl8UJH+yDGgXJV5KB5WaQhXU6qJRNdi47B9v7JRKAk0DWZ+VgowS2NJK85CCJGZa0141LyQ6qhJpetpSM9tW80MWw7Wzz8IFZ0E1YubGV5p1Fz070bWDS6gXKlwrqegnGKlMLoWgqlSkpQojDAWNFHxTVoyksiNul+WFt6x42DFjntsaMbaElSVyU0NVXVKIIWBFWG8hXCwI8iESYdMo5Ibu0Z4+CoiSiEsTpdw/VR9kNENKIchifK5gw12oxR5KdUKqIwNUBFH9MLDVBoFrRm2Nxbu3ZzUcuERJQmvg7SohpiIsiIJIIvca+1aqBxlBM5oua6zrgKP9Bov0ogtVqudDxEUKZmClC6aqJlSqEme8iVjRGvpF6YIR6jQlP2NbnofnJULYJmjhfRGDVKhHIIfhCScWOFzMbjZurZYhmPWm2ciUYVKsZRE0C7WbSbg2w70uAMdOYctvRNEGpz7NN4qTr/OM3PVaBC30Rxo0gTgA4C2HIzmzatJ9SacujWnROVTnFM7Y0a3smju/rrtu24biLOISI1ldBUkH9x772cNLa2VhMbfzjfz/7hSfaPVUwNXRigsx2MLzCicm6y/ZSDJmGtZrV9KYU1r4PWxSgg33lGzeEKKqAcqkHIeMmk3u4bLkbOsUTp2c1THDVOTbAlIuMpk+KomztoQpQBETlq8T4AiTBL4ixHypRaCw5ilBznILBjHTTL3NEa7vk/cNunKf/eNXzg3jZef94yrnzVafM9suc1py5p56pPfJZvZD9I+T/eQWX3Q7N/yGKxPCuqyqS9LWhxEeVSWng2CgiUh9I+I4VqlDqjamplWqgGgYnkCDC6h2zv4zhKkVP+FAsv7aC5TpxQWFsojIz32ECMfwJGSazQCyKJ9HgoAtpHAaFjUoOclKrd1r48T+0dRkTobPGo5JYwsuSlFDOLcSLhgNa+J4x6nmPMYkf7yQxx5+QuM7q4/YDjkS+Z2eTYSNW6Vs8Wj9YVI64hUFOgo9YuAEwETAUlI/WhQ6qBZqRQxQ81GdekRcbOWKhNHY5XHUuMaqVM4l+oTc84ESHnOXS1mwiaH0qUbmnGfu7yNoYKVbYMVtACbmWUlkI34pcTeQGlA7STYf3BMYoBZD2XSlWTddNNcGOn2US2tHITafZ4W47EsQRj4MYOmhJhe/8ko8WqqR3UQZSuJgS49I7keWhHPyOTRnUvCANCES5c1cXyvvtwtF87htGxGS1UOTBSZHPvBFt6J7h9U19Uj+hRCaIZ/sg5dMIqSleTyE/nZCQhr1yT4qdDaF0IOuQlaxYlu9wxuYfWka1m91OqoWYcjRE0M2mhtTCUr7B7qJicD8fBRBqiGp+M5zC44EKe1mdQqEryaaV0JDhhTrQb10bqMKlB05pEfn900YV1Y4gjaCpyWGMHzfTeq0VyYkfD1HEK/ZM+i8oHaFd+3ftpqqEmG92XSUpwJFRS9iPHQEA7WbM3bpYw1Y7AiVI44+02Cpykhdhi9dNsoRtBeObgGBUtSeRLhwFBpUhrsSdKcYwcrrhmL452ab9ORMORAEcHKMdjeae5X1w3U5eQHacFitQc3kyQ5yR3sl58aOEp6MHtDHfv5rQ1p3Dq4jacyhjiZsl3no52cigJpqo4RhG0OIVTtS4i4zkopdBOqjdbUIFMK3sGJ42ibITCROUc5cC0KY4K1RDRyrgmqqZSveHSGDdSotRgUxcJRp1z8cgzuEEp6n/omGeBDsxzxo0mDrAOmuVwUS3C9VfCphsIPngnVz+QY1F7lr97+wVTevhYjj4rulr4wz/6PD9Y+AmCH7+b0Q23z/eQLJYTks195svfU0bBcNHqc1FKEeLRllEmnSgyKhIVPA394+WoBi2apZ/owZGATL5niiBc6NRqnzKOKV9HB3DgcVpKfZF4h8KL6rBysWSzCK9p28vphXWw5SYA/EynMZx0AK5JrzEzu5IYfaG4KAnxQ5M6GHjtZh+zLYmRnFMhv7a6DalrvGwwYheADjhjWSeu65FVNQNkrOgzVvJxtQ9+IfHQvDhVSmvcTI5S60mUqyGFitkfzy/QMbiW1tEtgFGjTDfxbQnzhMZDM/sRNRomqCZO2+L2DILC1yaCBsb4ynpZlrZnazLskTPS7pqfhWKBxftvpXXfvXQNraW0/X8SQ9ikqhnntqxa6Mh5DOYrtX1eeCr4xSgNT0z0KZXi6CSGcWicEaXQGGXDRmc8WxogrBaT7e0b8+mfLNPh+JQDE6UJfHO8Vi/wyAR5stWaqEVs5PdNlFm7f5RiNUicN5Pi6ESpsJFYjAgre+9i+cAjSQRNScipi9toybg4ukolCHlgXxE/CMh4inaT/0rXxDZax7abvlXRuUj6hQ1uq2vmHDuDgRb2DRdpb8nS1eJRCUKj4ui4JjVMOWRWvojx1lX0VFqiKEhogiJi0mPNmhRudB84Uk1UHLWYxtWl1pOQTAdpklLHKMUvjkgnKo5JBC2O8plrLV+usrwrh6MruEoldYw1hGpQi8jFqchKTO/BchCScc31oJ2sORZejkrFOGiZ6hgdxYNJlCXUkrSiiKlz0KKIr5NapuQTOZgKHZp6RkeCSFFVJWIzplYxEi1qEAlRolESEOJw2tJIddCpRcC11JzTUOojsK7nRZMvpqbSxzORw5YFrFixkpynoH8jPT1GcEQ7nslASAXQ4tzomuiR6TmW9cyeascjWxkxJzKsGPGThjBwrjJqomBKsWxBK076ySUhOMZBa3TCOnNeLYLWrKWCxjRUL4+bYUZRxkL7GgKvAy/IA4J2s1AZB8ejsuyFFBefD42RvGmwDppldsYOwA/eapScPnQHf/tgkYHJCl9/30sTA8Ey/yxozfDhqz/NL0//HJnrP8COB6+b7yFZLCcc8ax04JdY3pGhs6PLzKDisKit5lihaiprWoTdg6ZuJ1aOE6BjdAtOddL81b6U2DIp5xYnqzERNGX6DY3tp3NyN9VAR0XswMBW2gt7zSYlpDPn4Z7ycjj5pYwtvMBE8rSgwirKzRgDN05Riox+wUnS45RSXHLWybzxBSt41XknsygnnLywJv5k6lrCKfU8gkBQwXUg0AovdlZEyFcCAi0sbgFG9iSf8cQ3nxONEzmioeikviZXGcKrjqd6uIU1tUq/yLK++wh0TZwgjGvTdBUBTlvSTmfOS+qEPDcVEXEcHEclNVqx0l57FFzIeW4SBVPA2GSBHUPGgHaieiyAiQXnsWJBCxNlHzdyr0Z8N9UI2ETQBgoaP0r3yzm11DdPCYJjatB0ZDynbEfKSgAAIABJREFUWDr0OKEWAs9EMLb0TSLKYU2nQyXQJm1u/AAKlTiZGX8itYbpa12qfhClEuokgqYQWjwHNyiS7uOX82oOZrEa1y8aJ6yrNRNtydRkHRwap1Ct1Wht6Z3g6XVrGT+4pTaqyMEKtVDxQ5Z0mElfiOTi4xTH1oVkVl7A8s5cSoE0Tl+tpUaiVE0tMfQJ8YiS96LUQq8u0gygk3YR5nOLo+0rBao0XC8OQZTiiCbwK+b6CANOWdzGwGR9awhE6iJo7TnzzFDaRNAqfkjGiRUpIwfNzVEuFWnNuHTk97J4dH0ixhFqQbv1AmzpocX3hHJrIiiDhfged5CgnIjGtGcdtvTl2TZozu8tG3qNsyACYdDQckNwdIBWHl0tGd5+4cm1JtLR+/HSWsTUPcafdzxzn0WCQA/uHmV7fx5v4cmAouFURLWFQRTVSvdBq7VHcJTCc5SpD1Pm+eWFRRjaFk1AZescrbhhwqKR9ThKccbyLjKq/jyhXDQqcdxynsubX3gSy7taasclmNpo3URwFQRlHMdca/FWtZPBjSa2QicH5QnItOEvOhuyneC4ODaCZnnObLwevvlqOPWV8L6f8e+PDXHf9kErp3+M4rkOl17+cda+7MucdOcnuO3ab9b1erFYLM8FIf7alGoJ5WbBcZI0ukwkea+jaeD41hsr+WSrY4hykplwP9NFbmIv2bHdJh0rrvNY/TICtz3ZYsZVRpghKupX2qdt+w0sym8zC/RvTJw1JUbsgUw7LFwTpQAZo0t0AE6W05d14YhvjJ64MWsoiWHjKGhvaaE959HS0sbiFoeXnbIwdQSMyImZdZakHil5ynStRogkuqkZv8s7W2pOZXQMXO1H8vMaVzmmR5sOUcDpS9o5b7FD0LqM/lPfTrFtVZ2Dli324zmOEdbQITnXODmuY1QG4yJ+B00gsaJjqqbI8VCReIgRBIicGzTnr1yY7JOKmtCiVCQ8Eac4mu8/P7uQ7FmvI+M6VPwAwWHSr6XddU1sI+NPcKCUJZP0lIt7PkWCGEoxnC9jenFJ3ey6Vhn6V7wWom2HWjjv5MUsyJjoh6srMN5tInGR4+2GRXyvg4mucyByWptR8QMc1zURNJNEykkLWljUnjEOTypy4HmpFNSASHAhdtCMaqcjPuVQWLd/hO7REjnPQbQ29XQidEd1cVJLjGNb3yQTZZ+s59KeMcfUiUVCQj9xCE5fau6JOIJmrkBN72TsCNcEMlRKxVHrmjhHY7ZP7NzFDl9n1oXhXaigTMv++3l8Z1/98oGJMJpG2UBYZUlHDs9RSVuDmDAU4n7OiZiEBKBcKoEmo0KT/qlcczS8LKVSkY5cJIKiwIkizL7WVJa8IFn3q89aWifvX44juylnvOwb1VJRLvgF9o8UySihMwPiuIyWJelnp0TQTgYdVOoVVAFHVxDHNfeSo+qcdl17bBCGwobucbomtrGgNYNy3MTZK1ZCI5KD0N6SM+mojkIrj6GlpqZXHC/qi1gLoRV8zWO7BigHtXjmyQtbk/YGseMmQcVE0Ryv7t7JL4lSWhXmenVq6rJmB4wzKDg4Kp6gqtVRxv0LGdlNI8ko9z2MQy0FVZRCO9lIMMT8Tnkcsm015V7lUN9mvDnWQbM0pzwBv/go3PYZePf34be/wA3r+/nO/bv5wQdfnuQjW45NXvPWyxh75w959eZ/4Fv/9gUOjBRn/5DFYpmVkxe10Zr1CP0KyotSlzBRKtd1UJimpcVAEiU9P9Rk/Im6KETcbBcFoddCIrmeba+py2EcjmrLMlj+AlhxgUnXqgZ0+qNJjlYmijg5kaofibHgoSQk1OD4RcTLcsayDpywmkTPwET10tL5ROIhuMZQJ6ilcAmKrskdZP1xY2J0P0VnzmNxHD1sXQzKFN0raqppadM49hc8jCOFCI7rJAafozRLOnKsbgvRmTZCbSInOgzxi5OsOvgrMuVBHEdRCYwse85TCFH9kg5NbzBFlNIVbddRvPqspfz6mUtMob6CQFS9+p0OIJNLCUjEdWoOAV70mk6OXygCHcvJeh6FchkU6FR0sb1wgLGFFxB6bbx4dReI0FXqJnRyUQRN1fVbq6baCSCas5bkcLP10RPXdVkwuLZ2/uLUzsiJd8Iq4mQot61EUS8okcYPNY7rJWqfIsbId5SKoqo1Y9w58w286uyl5DzXOGhRdMJRcMriNtywYiT7yYCEVMOQrOegdYjnKE5b0k7RDwlCzb3bBilVA0AoVAMqgSbruWQ9h8BrN/sSKwdGDlpr5O1ILMkiRC0g4j5viqyq9RsLcRnKVzkwWoxEWlzOWdHJGUtraY61WkdzDVIcgp6ncXWVg6PFOoGIINSEYhIqyy3Lo+NtHKis69Sl3oJxSOPjXnOQa2nFngpSjcAx6qV+hVzGRC+VUkmkO9AO2smYtDsUHS1eXQQtdoRMKq05XqXQ1FqaiLlJHVy9wMMhcpaUC9W8iZSiCZ0sz+wdZPeAib660TXghkbFMRGNLI0mEztaJFG1ZeN1uEGJpSrP2cs7UfEzRGDXUD7JPGhvNbVangMol9A1tmRST5aq/dvWV0hSr8Hcv+05z0RaVS2bQfuVKF3Rq4ugVXOmPlKraMLBMRMGtdNkVBx1NNkAqWbfkbBTOVdTnU0T18SZcUUTB5HTaPalgiiFOJ5x0DJtNTtMuUm0dyasg2aZys67TNSsPA4fewTOegMP7xziczds5NuXX8JZyztmX4dl3lnz0t8mc/n1XDHxLa75yqf57gO7Z28marFYZuTclV04ykH7FVQc9YrFL5TCcxWB1jy+Z4S9Q0XyZ76VQvsaAFqynqmZwvQ6MxEeZdJgEEbyZW7Z1G+ERiJcR5matBUXIF2rUDpkshywsM2DSMDDPe2VSfNpU5wTGVCOES4JRcgWe6FrlXGe4ghDhETS/5BKL0sGkINtqTZxjfUYlUnOPamLU08703ze86J6oJAl7Rm6JnaYZtV1PoL5Ixvk6R0voyQ0+4lCi07EHghK4OUih9WBoZ207DHtCDLlETxHUfYDMm5NUMHJdSIC2YH1kYMmhFIzvJZ05FjQmgHHw1EK32lBKcXpi3OcuqQdQh/l5RAiwQ6lOGdFJ6cv7Ug1oo0ML0gc7oVtWXQY4DiuUd2M9rKSW0KxfY05JsoIVrSX+xhdfBFKQkaLFVYvbkuOTDWoRXRecUobiztaePOLT6k75B4BLZna+ZtcfrExiKNz42ofUYqMayRI0g5gjKMUQahx48+JJL27nHiWP2Xseh1L6GrJsLA1Q9GXpBbRdRRtWQ8vKBK6rYlkeakapeFG9V2xsxILbYxFjdZ/50UruWjNQloyHp7rMNl5RpSCGjto5pjHfe9iBbxMZQQ3KBJ40bFTDqf//+y9d5wkZ3Wv/5yq6tw9Oc/s7mxebVBYBZRzBkkgBEhCQgSTjY0z4Pu7cH19ba4xvgYTbDJGBIEMBmSDAZGDJBSMslBAabU5T+7uen9/vFXV1T09aXd2Z3b2PJ/Pbk93V1e99VZ6z3vO+Z6WtK1jFng7h4ulaF+NuCxty7Ghr7ocUCGKBPJhy/12+ZrixCK2gHEpCAUdyC+B5v7IIE56brUHLQypDZrsxvo/vO6S+NFEjDHWg2bKo7iOE8m1hwIYZQO+sVLzJy5pJuW5VZdTYxhi6pvovBwt2VxLIy74JRyBrGcicSAjLjz/a7q2/AgxPkVJ4Ac5Z5U+c2y4sHiVc6hzLSNNK227yn4UIlwq+3Rt+WGlFlhw/MLrMjxODZm09aAJgTEVn0wqsWdwhOFSmNdmz7GizzjvpwiMptttGHdpxJ7DTii5YyfNQs+5cRI44iCOW1WLcGisyB1P72X/aDmaoIq2ElxLQ9k+ahkYLbE/U/ncZsRJcLzDEMcRW7vQy1tDPpljaKxMd2O6EsI5Tja1GjXQlAoD2+DWN8DX3wTnvhuu/RLkWnn4hX289Yv38n+vOZaT+1umXo8yb0gtO43sm7/HO/Pfp+Xn7+PlH/0ZD7+wb8rfKYoyHjsYTeC4duAiXpCzEi3h4DlW0t2IlYDPpNJsWLvefus4kWemTFBMWWz+xea9w2zeMwhY+fimbCUfJ5KrdhI2XAtDysEOTJJ5Grr68dKFIMTRjww0I65d3hikOIxJFgLvVhE/ZqDZIUbgwYPq/DKvOlrCDRTxxtF+TPBTG1rmUqanOYvjj9Gw74mqAWU41koU90f95zhOkApVxgk8IZQr6oVhLk0ktFEeJeE67BspMVYqR1650rILMBiSe58m1G2LG2iVXbZegTFJ4Qisas9y/KIm8Es2V88EA+dcO0nPIZFwI++EYbzBk08nA4PFiZQFRazHZ3FLlrNXddpjY3yMl6bk5RBTQowh6VWOxVi5chw6U2VIjp8Q9YJ9GcgvBWDEK2CSDVH4WQIrRuE6NgzVq034wQrclMplHM8WBi+W7G9Lo0O2L025UmMKonzzhCcMl4VQES8cOCfHdjOaao5yxEq+LQMhxg8MwSC0NxjR+741YBKuw5LWHBJKwjvpKEQ4PE5QMdAiw3B0H+V8D6WY8EeCki0pAQxlOqNBdls+WTUhESdsf3p4GwzvAbBhozHOWdnO/hHr6ZMwuM1NVAR0PKeSGxlQ9q1hNpTpqTr3ImGelhXsL9hJDQPgppCSFR1x/CI4FTl766mqMVJif7blU8HKY+I1JavyahDEL1EOwp3FlPHFnssPbgrEZIxhqBSE+gVewYaMNeIE8MWtGJlNixlpXg2AVxrghW22tuJYaKmFRdTd8L5h2Np5LqOpFtZ0NZBNWWPSERv+HPZHMZGnYd/jlIqjPBYIMflYr+DekdK4WnPh7pe8HH6otOgmomOe9ByK4fUqjj2/xNavC/d7z8Aw+0ZK7BkuRzlhURf7Jethjwk2ATy1Y4Antw3w4L40u9y2YF8CY9axfVgx0BxG03YZPHuM7OSQPRcdv7rsQy1qoCk2TOaez8FHTrYn0dt/DcdfByI8uX2A13zmTv74olVcvqF7rluqHAgdx5B80+28rPFxPuB8mOv/+Sf879seZv/I5DcHRVGqCf0iDWkbjiOufXjvDYrxhipj5SAkzguEKFoaG9m4uBnXcaNJ04EROwBwxA4gdg+MMDhSpKMhw9mr2qMBiJWfrxho4eDdC0L5Im9X6PGIDW6NJCLhCFMaQbxUtJxxEqzraeSsle2s7mki4cQ8Jk5sMOtVD1DiOSijma7YcqmgvTZh3jVlkq7DkpZsJZwz1o8mpnJJ4InxTVDLLEpsGcU4CWu4Ifh+pfit6zgkQsPGmEh0wHNddrS9KMhRKiNi8I0wLsovCEkak5TtreIQPHCrHZgl0vgG9jauwe+2eSwS5DTZ9lcGi8d0NwRdZsVTXNelFB9aiUPCdUgn3WCe3Ucch7PWLgZjDU0Rl9F0K76TYqxs8EpBKNTuZyA7flI0HEyGBlqRBOI4UQ6a4LO8o4GlbXnA4MaKGoe5S+mEi+/7OE4CY3zKe18AIDW4GcTmSyXHdkeKniGJoLCvEanyAHilQUpegbAIOtjQSgGKvsF1gxDFZ+5AjF8JyxzaBfs2R6FpY8nGQIkzEGZoXWH32alMOogp07D7QVpa2qLtr+ttIp+oeC59STBW8qPcx4kMtJDWXZWQUac0QtlJRUZl0nMqEyXGt95Q14uuhaTnsGXfCM8GZQye3jkQeA2tN3tk9ZXWkwIkEtZASeRb2de4xu6TD2RbkJE9pIY22VBFN016aDMAQw0rbAHzqmuo8iY0wI3vR7mRY2VrVBtxMaUxypLEweD6Y1YYw00yUqrkifoIxkng+mP0NWdoziYxjofn2Jw1J3YBhcb0suReBkvCQL6/ItZSHoXmfrt8FM6dCLxwEMV1GwMGsskE56xqJ9G8CDFl0iM7yKftPaeEvUa3DUw8VvGdBCYW4hh6wpKuYJwkA/n+Sk5fkKP25PYBfN9QKlmRHBvOW2OglYbBy0YTRPc9t5vfbt3P3qEi63oaMOKwvyE8NwGcYP+s5L5XGsKIy1iqBRoXQbaNsgkLZtv+a9txx4T7ZdeoHN1sexQ+dzn88p/gVTfDSz8GORtz+/zuIW741J287oyl3HR6/9y2Uzk4GnuR13+XlbkR7lj0UbZs3coFH/wJ3/7NC+NmphRFmQQRsqmk9aC5NUJJjjUERkrl6EnviICbtOGMYlUKB0ZLDBXLkWfMx4nCp9obsuRjAkyOVOo12dymIK9FwIYzhu0Kip/GctB8x40Gy+XiCJJIxfLTXFZ05GnJJVnV2YjjSEX9L+5Bc6r3cW/7STasCFtkt7JcMCvsuragNZVQosTYHjugXPOS6LNwpt93kgjlQCREMEGNtqDR4Cbs/osTqDFCUybJqq4CkrCz9CcsbooU85Key2i6Dd83WH02G+I4rhyM4+E4MJjpwrhJCGtQ7XkWcb1AXdIEBidIMOBMOJVaSs3ZJKs6C/Z4OFZF0XUcSqbSf1HIF/bcCGsjNWaTLG/Lcox5kqZcil0tG9ncfT4jYyX6ZBsnu7+Fvc9Cy7JoXe2FFBce0xm9950EZSfFqPFsfbpQvh/obmuikEkgmKoQu0KgKFgOcmwkMJxCz1a57ENMMXBH24vY2nlupdvybQxlF2FNhFiuZHmUsmM9VaHgQmdDGldMZd8R/D3P2bYbyO95DJ78ITzzC3vedh/PBRsWW9XQdAOkG+1rDN9J4paGbT27rjWs6bLf59OJyv4HuztWtvlv+ZSHl6gu9DwZ6f3P4LupKLdTxB7fkh9I/IgEBnGg/Blcr9v2jzA0VmLz3mFroAXGiDheZCC2FTJcdXwv6UTsHMFAIoMvCXJb7wasweuN7WUs2cxg00p841QN2OOncyXHsJIbacR68xEHv1ykJK7Na8MacSXXhhw2ZZI4ftnmS4lDcmy3rcEm1sPjOg7lGgXJcONL3R0MFJazv7CcgRHb925xCLxUEKYbnh+2HZEnUQQw5BLCif2tNGWTuOkCI+kOFjV6OI6djCkZL9i38R7g8Hr2nST4Y5XJquBemQjjS4MJAxFBgiLbmaFNbNq6nS3bd5DP5a0BGgrMRCfPEJLM4jsJBsfsvTqXclnZWcBzHVzHpZhsglx7kHsmUe5m2c3g+GN44fNh8Ysglbf3JEei/gsjCCZCDbSjleIw3P5X8KkLYOk58NZfwtKzoq+37R/hhk/dyVXH9/L281bMYUOVWSPdCDf8G+nmHj4y8m4+cHEr7//Oo9z46bt4cvvA1L9XFAXEwXWqQxxjX+IEMtogFH1bxDQsDOuIwfd9Ht2yj2KigdZ8CtdxKBqHctnmQaSS1TP9rlTUII0hCrPzHFPlLcOp1DcLBwC5dJpcQkgPb7WzyG4l/6EqxNFx6Cik6AzFn+IG2mj1vcF30wzmFrGz9SSKydjgOZTCdhOAg2tKkG6k1LiEZNHWCooK5NpRLjvaT2Fv42rrSXKsX8j4pjqB3qmEOPrBLqcTDknXIZvNkU245JIuG3obWNVRIBeEUJVxkEAopOwz3oPmuIg4jGS6KOV7onA1hnYijTZnsORbgxOs10CoDheMi284jmsNTdeNSinYYagTOA1s6J+YiuJbSy7JosZENGgTx2W0WCTpOvSwE3pPqvKgpRNulXqycTy29FzIWMm3oaXlEknXoZBJQLY1CEusqDiesKjZfoc1LjFQNC67Wk+MCksbv2QNVmxh57KXoZSoeNHKS89loLCU2tpRjj9mDXZx6CokufK4HtoLKVwx+OLiiPU0lAIRlLIxtoZV93F2BXufs5MfySDfqXERrLyo6pCdsaKNsptC8GnKpcBLRoaKIJEHMTQExoolPFcopBOcs7qLyQg9XIjgloYZyvZGx9otDpAdfoFiFOJow9nCHLR8yuPExVaQoimTZE8gce85Qa6eBIYERHmM8bDHiid5/GSpEVsKwkeqJhnip7PrOCxry9OeS0QetMhgEBcpF+156HpROF45CF32HIL6bA4DrRvY17AaMi2B+S32Hif1TYU0IwzkFwNO5I3zDeBlgn4Kzqnw3hAZW/bcWdvTSGPOet439DVy7KJWXL+Ij/C9h7cyUBZbX61ODmVkkjoJTKBGGRcJSThWtdMEE1ciDp7rUHBL9O5/gKEHb6Pspkk3tgXLmKr1UhyyRrPjUSr7ZJMevU2VybNI+CXbEkj+O3bSTMKcYjhu3drgsIY5dbHJklQDfrDcRKiBdjTyxO3wsVPhubvgTT+G894dhacA7B4c4zWfvoszV7bxF5eunrNmKocALwVXfwpZeSHn/ORV3P6qLMf2NXLlP/2cj//4STuLrygLDBH5IxF5SEQeFJEvi0haRFpE5Psi8njw2jzNteF5Lm55FKfGQBMRXAdGSnYQvm+4GEi620G+a0oMjtrBxGC+n+Tik0l6DiNl68HIJhxyKbvO4xc3cd6aDkQkylszmMhrZfNkKsZYV2OOzkIqGKDYz85d082a7gZad95NMdFgC1WnGxBk3Oxt5/pzWdRSEVyI6Dmh8r59TfC9y0imk1Iy1mWxQZjNEyqCl8IkskHfQPWwEkZT7YEHzbez5kbw/Uo+iN3RmDCHsQLt4eA2lfBY29MIxtbuasgkolCsspVfwQk8aOOk5p3A6wTWE1oKDLR8B26DDef3IfKgOcO7cPxRGrqWc8wpF0X7GjXTDQaCjhUniIoXh54DERzxq44ZS8+O9u2sle30t2Yj4Q0cF5qXUJd8J2QqpQ9GS+XIg3ZsX5NVKsy22tBGY0PgnPIo3tCWyKhc01VAMIyVDUUvF937/XIZk25kb+NaRtId4zZd8YJUS4Uf05Hi5BXdgeBM4Gka3EHSscWYHYGxTJf1QhkbquqWR+zEYaY5WicA615WtX8hbfkUlx+3mOMWt7C4LQgtjZrjjDNw9g8XK2IqzkQ5aLCr5fiKAEzwOppqIR14YdytD9Cy8z6coR22bp0EuZaxcF8RYePiZvrbspRCsZbgnA9DW4FK3mrsdIxCmINze3v76bErxYq5jDPQYn/nUx4b+hpJuVKlztrTlKa1kLEeNCORZ8yIR9nNRutxfFsQnEI3+xtWWGVPDNs6z6Rxw2VWPKemzwBo6qevrSkywKJ9cRM4Ei8XEUQTxFcSig0FE0UN6QQNuazNj0UYLZWt9H9V5erxbTBOIlD2JAhxDBUfK+HjobS+OPZ+Ucq0sqWwgd3NG6Jwaycsyh6uuDyGeGl8J8lYuo39XadX5YN6wcQNnesZXX0l1mgXwKHsWY+j22bFVEaKPjsHRm1Yb9gJqy5mc/f54/YrjhpoRxP7twYiIG+Ec94FN30bghMoZPfgGK/+1J2s62nkr65cPz4sRDnycRy4+K/h/P9B+svX8Oc9D/C1t5zOt3/zAtf88694Ypt605SFg4j0An8AnGSMWQ+4wLXAu4DbjTErgduD95Ovy64Qz3Ws0ptXPQMa5q1sajmVoWwvQOBNs/jlItv2xYqeOh7JIE+kXC6xujNPIci/aEgnaEhb78q+kSKDo1YqO5yJ9zC2HEoweOluznFcb94OUiNvljUOurt62dZ5lh3UJHPs6DiVPc3rq3cu21oRBIkbaPl2q/4I0LU+qmAFkGlsiw2uAyPUsWGYbnEYElmIBoxBaE+qgAOMpNshVvPICeqyyc7fVg/HggGz79iC076JD26DPwa328FymCMmgo+Da2xNNZ86IiHiWgVDgsF9ecx6q5aeXbX+MIzVkcCobewl17E0vnW7365rRRjEYfdwmU17hin5FQ8KCBRHrHhAOPSKCvIKLbkkSc8aN44IrH0pE7L0LFhxYfR2tOQHBlosVydVwA2FPcb20r35B6S33ocbCBlIGCKLUJRU5PXzja0nNVBYiu+mWNGR54JYWGVoEJnAPxjSlDC0NOStNDs+7N8CT/0YT6yXwxWhmG4JwnptDpprSvacKwTeLWdyYwpsXlUilYvOi/AoSOycDY/LWKlMLipGVjFcLlnXRWsuxc7Wk9jbeZrNjwr7LhTucZJ0FNIc29eEk8ohIuRf+EXQb06gfhkU+l7/cmjoDQopO3QV7H0hNNAQcFL5YPW2dfEwZlPzOpZqZqhpRfRp2dg8ynqjsaVtOdoLoUhIOfKg+U6CTNJlRVdjoOQqiCPWXBSpClu0ZQgkMmZDwUzfTdPb0WrFc+rhemxc3ByFb5bdtN0Hccgl4udHcI13rYeGHtvHofEWvy7dsBZasDvikUm4xM+zqM2x3vDzwfnpxEPDpbJkGPYdRg24Sfake2jv6GZNV4PN0wuNuHAFxo9qlg31nkE5V8l3BKLJHUQCVcxYKKabZFPfi3GSaZxAy+HnT9h6kfFw44k8k9E2Jv1WWRgYA7+5BT56CiTS8Pt3RyIgcfYMjXHDp+9kTVeBv7vm2KrZQWUBsvE1cP0t8N2/YO0jH+Lf33Ya56xq56Uf/QWf+tlTmpumLCQ8ICMiHpAFXgCuAj4ffP95YJIRcRzBcz1cf4SSVHvQBntOY6T7FAbcRnzXDpriNc1aszUDz9D71ZSjPZ8MQmSqH8vhbfip7VY9MRwMSTJnE9ljHg2beO+Pf/CHddKCZYvpVkbT7dXLJDJwzEsg1wap6ryf+LMi3J1lbXnWdDfA4lNtmHyUr+MEM+oGvHRk4JQal9j1rLqEPSteyu6W44J1BYM3RxCxSo7x7Umw3sHcIga7TrYhblW5LAFjFXVJR6CMawU5AiNk3Fyj49q8MuzMOqWRaIAXrr/kZe13+Y5o4ObE+rb6GRkOOp1I3tvmdTnBoNiB0gjNu+9nzI8ds/C3WEVDMX6QOzT++duQ9sZ9FpJMBKIVhS5YfTkQ5MVhSJWst3R02UX4baspeVlcYF1PAxuXNONLpfxDQ0oqg0+gNZeqMibCvultzrKyPfAoBOedOAkQxwrY7HnG7pMUMU4CEaEkSXYOjuEEnifHEWvEx4RupoWXjh2rqGHj2tiWT1QEUmIhvemEyylLWzj9hA2ni3QrAAAgAElEQVQUM+34jleR1g9qnfmOhziQTGWhbAtTFyWBK9bojnL+woLvse2H3tpcyuZjFsuGk087n83dF0XnUajSCpU6Zra2ll1irG0dzdkk4pcp+YbHt1V7vKNagrFjhfEx4rKp78UQlPFwAzXIUF0zbGYp8PKIgPglwCEVeAyFSlj1pJP0wT0ulXBpyiQZyvayo/MMEIdswkEi+8x6/5yutYFHPG6kxP4ORDwC/yvG8VjenqctM95gj/+sHJVaqD4HPEeisg8ExpZdr+37pW05MklbE65cqpQXCPsyvPeUfBP0c+Ve3teSi45hSy7Jmu6m6Pt4jyVcYWisMkk3UdH4eqiBttAZ3AFfvdHmm73ic3DVR+uqQoXG2arOAh94xXEzOomUI5j+M+CNP4RH/4Pkv93EH53dw1fedCpfuvNZ3vyFeyJ1OkU5UjHGbAL+HngW2AzsNcZ8D+g0xmwOltkMjI/nAkTkTSJyt4jcPTg0GA3GuvJJGvPVoT9NDQWK+Z6qz0rlmJchXTMbHAwYVnc3s6ItE83YxgmFRLIpN8hBCwYrXhLKJaLhgLixsKHq+3foXYjNKdfbVcuyc6FW/KTOwHlDX6MduCdz1ssW4iUrs/OJTFSXyc9XVIDDrfumWkTDGmg+w6013r1g/4q5HnzcWD5Z8EcyF3iPKvs1VAJPTMywqtnnZB6JlwYoF6tm4F/ouZiRTKd9FjYtoeL0sutpL6RYHKtfZnPMyjRkkizvbCTtuYEHLcxBs79rSHtRGGvFg2Zfk64ThXvW8pJje1jePnEN0raGrFVENAaStl1uYCi7GIYzXTYkt2C9Da4DmYRHOuFRxoo5dzakWdWepa2QjrwyTdlqcY2waemER29T6LmpqH+uX9TM8tYM7H0egN6GBOv77bEf9YWSL/Q5O4M2iD3XDsRAc8Oi4Uz422xMiKPWK5f0HArpoH6YeDjGSttjykEYoFsp2l4es0abXyYyYUIPWp3thm1KOMKS1hytuSTietWiOlTql0V1yU3lfE15Dj1NGTb0FCIBjsbwWDxwK84+q7oZt88IBGiibnKsQIljbDtd/JhB63DM4h5AcEyZVDJhC0Bjj8tk87PR/SMYS168tovl7Tk81yXT2E4oAmKFUOyya7oKsRXUTlAEOAkcAd+vnP+OI9Uhz3UwgaGIOFU+u0zSi4VfSnQOSHC+hR5DIy5+uVpgxhpoQTF631ivYqxTlrTmOWeVve+5jrCqqzEIRa/uOM9xorB2u3410BSAR26zuWapBnjbL2H5eXUX2ztU5MZP38Xy9jx/r8bZ0UdzP7zhe3aA8plLWZ/bxzd//wwSrsOVH/k5D72wd65bqCgHTJBbdhWwFOgBciJyw3R/b4z5hDHmJGPMSblsLpqJXdSSxUvakMCWXJINvdZg6W3KsLw9T0Mw+IrqA/VuRMIcrqhxYe5E3Liqfiw3Z5M22T3Iv/LD+kJOwhol4QM/puJHjQEmNd6GuILc9BjvQavL2pdCqkBnWystuSSkCpX9cWsFVagKl0TAdQxlH4qNi2MfhyFsVjBgX/tJmEwLLDoltu8JG6IY1pjyDUUjdOY9Eo4Nxxs32eR60L7Krjs0EGIGWkXMARAnKEZLJBd/+vI2OhtiNeJEeFF/E52NadZ0N5GJib04sfCnVZ0NLG0PBquxEEeoeNDqPYJdRyYd3KU6gnSFRMVoDEMcXcpWCEGCbVA5ohIrb+A5Yr0sjktrIN6Q8qrPlXgOWnQyROFqDk3ZNJ5Ujmsm10RjU2v0vYOJapV5ycCQdyqhZ9MiEfeghR6P8SdmVY7oJGGT5fCa8ssx4ROnMmFSGkVcF1MuRYIQtqZW3ECr9IsbdZlhaVuedKIyqRA/hOesarcFzmMiQOH3yeA8yxaaaMkl6WxI05CuGMvepjvI73+qerIlVgMRAgPYcUg5Nic2VNIMya6/DN/LIqbEqcva6G2yx8NxhFzKrdpeLZv6Xgz5jmh5EeH05a2curQ1ODd8LljdHtUMDNVOa/uqCtcLrvPqJV1TopYqD1qqMbY0QZugrzlT9VnoRQ2LcVdq67n45TKNex6iafMvYN8LdsYirNFW9gNPbLxhNdeiCKU690bPFQbHxrd/OqiBthAZ3gPfeAvc9k644sNWOj/dWHfRvcNFbvzMnSxty/FBNc6OXtINcN2XYfm58MnzKWy/j49cfwI3ndbPq/7lDr5693Nz3UJFOVAuBH5njNlujCkCXwdOB7aKSDdA8LptyjWFt8diUKcqZQcdZ61sZ1ng3WjKJlnf2xg9/COvR8synFSuZiAZG6iExpVTMyB2hGVtOYplKzG/p2ktm3ovswPU8lj9ddQMfEzWDpDDwfUZK9qq5NqnpGs9LDnDrmuy5QKvxoZlfVYlMNuGyTRbhbxkxXAIxzYnLWlhSWs+GBgKDuD7gSJh+2poWRYbsNo6VGOJBsaWnAtNi6u3WxqrGjQtbi3gibGy8iJRGFmcMDwsDGWqLSmwuCUbDNIrIZLjPHHRTjlkvWBAL070LDXi0pDxqgd0ccPcfgBAIe3RkHLJJScOZZyIZEM7bLgG+k6sbEas2mUyGqALjZkUx7QAD30j2B8HYww7ll6BybYF55BEsvu1RmG4/7bOVWDMxPOJxKkoYoLNUXQr0u+OVLxwTnhOhP3uTa5qF+FlKgZa+FkpEGVJN9pwXcBvXQmLXlS9jTr4bqpS7y2ZtwN5kcg4t+UekrZGnwQlIsLPa4zs6Hdhv4Te6zrnjYjgikQTFSa2mkzShZaluJ1rOX15Kyf3xyKfmpcC0Lj3kWpj3ver6r3Zc9cl7VSEg8L1dxTS9jpzHBviGJPBdzCkPJfz1tQNKpgQV6RS5yvoq8mc9fU8aAKUTTxUEQrJOn0Xz0HLddoSHrE+dhCWt+fpa6moc+I4sOQMhhtsgfD4NZpLOuQHnsYr7oP9m6NjJ2LvO65IZRItXF8N9TxoCdeJoiBqOXHJ5LpUM78LKPObTffA115rpWvfdofNJ5iAvcNFXvPpO1nckuUfXnlcIMmrHLU4rhUPaT8GvnA1csn/4fVn3sRxi5p48xfu4Xc7Bvmzi1drbqJypPEscKqIZIFh4ALgbmAQuAl4f/D6zalXFZz7gbz2ZLPyoT2woqMSljZeqCI2UDcTh/G4jvDbrftpzcckrx3PlksJ6ztJTFUuvp31L6e8exgGd0cfRcp208VLQUP31MuFJHPWWAj+3tZ1Dn0xz044uMokXbq6G2EkAyJ4jpW2F8eFrg124U3Wg+85Dr5vw8Aq96CYBy0mkHHK0hY6duaC/jBVYV9xwgGa5yWgRGRwh6S8msEuVOVnVSESGTc4XiQGMJTttd6owVgkQnje1AzucymP9T0FGJmtqAXh2L4mtjqmErInQmOm4lkKvWyjJd8KXxhrdIyW6p+PFTukxoMWD9csBd7MFRdYj97+zVF7dnafTUeLA7t+VKlNFnlZp2mgNfZG4XXRqR5KrS8PlPHu32LrUIVqkBMUqo4ccOH3S8+h1DgIm0ei/qI8GrRtwIb1hp/Xy/eUWL2yuEsMq0LZ15ytXlzgrt/tYklrjqwxSKDo2ZRJgGONbQHc+K0j3VCZl4lf636pSlERAMclk3AxxoVsK6ZsDdn+tjBvy8UxI1WTClNF4XnuFAsEHrTakMuqnQ6Xq1qxzS+Ne6IcEdpzDleuqw4dj7fx10/vYrTk05kYwU5FCcP9F9RsI/hBQzel5A4YG42M2ytPWAwPpvjdzkFrvJWDcOlg8uLpnYN2oq08Fm/BuN2qZ4hNOKED486FWtRAWygYA3d90uaaXfQ+OOkNk15l+0aKvOYzd9HXkuUfX3W8GmdKhRNebWevb7kRNt3DiZd/gG+87XRe/7lf8+yuIT74iuNmPsBTlDnCGHOniNwK3Isdht8HfALIA18VkTdgjbhXTLWuqjtqYvKHq6nja3IcYV/jGoYzgWpdNFCpGbCP2wf7WozH/rheEOIYk8avFyYZzmoz9cBrOsyGeFCVxkcsB83B1omLD2rCPz1XAjW7igcmColzE1XexO7GDOwNcvSqDLpqQsn5RDIDI0BjX9X3Uc5PKBsPFdGJcTvlWDlvccBxGeo7k817DMcv7R4fmRIZM9UeNKB6ln4KwtDXq47vnWgBABKUMTj1Qyddl4TrMDBSwnEl2gdvgj4Lj43NxQulH8s1BtqQPSZh5E5wnIw4+KlG/AYrQuOFIYjh5MS4uoITkCpExnTkSfHHT5rkUh44YX7c5MPdXDoFlCGRprXJixlo1lMmwT5kk57t7/1bKvsbtCR8Tbhh31QbaGesGD9hPhKovD6zc5BVkkIYs+HBk+G4+F3H42+5g8ymX0DDadZoGxuk5NVsQ1zaG1I8P+DCsnMp7R2Bp3dV+s1xkEBm3xEbAZCYZOIJbLhiVzy8t5bQQIuptNYsUFkujpsIcv1iuypihVsmuXmFkwk7h4q0AkUvFxU4F6d6EqSqFVU3IotJ5qC8z54vsc9LtcZXnfXZmm01dSyD62jj4uYZT27rqHwhMLLXes3u+Ci89ttw8u9N+iS2nrO76GvK8CE1zpR69J0Eb/4J7HwSPnsZi9xd3PrW09k7VOT6T97BzoHRqdehKPMEY8x7jTFrjDHrjTE3GmNGjTE7jTEXGGNWBq+7plpPIn6vTE5hoE1gx5S9DCPZwBsV94bF39cQ5rH58UGC4wWhluFAy4WBrcF6asPSgo8njTeaHjM1z6Jha51NS3wJU8YVKMUNMCptTnoOz+wcZOfgaKzYa+Dxcrwg3Cz2w0Qm6B9TrXQXIxwweU1dVio9UZEev2x9d5STg4mLjUxioPnlqA2Sb8d305UmFTqJ6p6N8yDEerWxD9ITyJrX0J5PBTLkExH0nWM9RKHEei3ZpMtwsWyNz8DYWtfTUDcMNjI2o0E4dTxoo9UGUVQ/SnCdyoSBlwhDGyv9PlOi3fGr83wu39BthU7cpN3+FEbHhkWVcLN8yuOKYwOPTRiiGApMRCf0+NDG8HVZe44zV7RVi/hMQnhf2d5xKqPLL5lyecSF1hWMpDvwhrbD1gft52P7KQWKhm35wBvpuGQTHmes7LBe6iCnsJIT59oC90E43zmr2pnKQeY6EgmKRCw+FdpWhSuNPGh172kTedDcFCJEKqiTUeuZ6m/NkUp49r4rlXzNcSUtJmLRKWzrOMOeL+Ux2/bYOTM0Lo+sjsG38iJyrb1Vl9jGxU1csq6LRS3Zyv1kmujI/Ehn8/3wiXPtzelNP7FFRSdh58Ao133iDvqaM/zjtWqcKZOQ74DX/DssOhX+5Rwat/yKz77uZFZ2FLj647/kmZ2DU69DURYS4YO3fQ10HTvpolMZMu2FVGWgUhvyVkM2EJyoyqMqjlRbgeJaqfi6zZ49D9qBEh9QRV4YiRkMw3tIusJYqVzXg5aN5WVFM9GNfdaoqvGgAZDIWQPNWEnsjkL9Gf++5owNQazpnGRcHMPElBUnNdAqohGhIVM1kMzUKCiHxz1+HLvWw8oLmQ6nLmuZPJcw9KA5gYdrguMfRkQkvcp56LmO9UDVENVBM2LFFPZvrR6IR4qYMYGJpM3vcvwxPNeJmhF50HKt1kA+ACIRk3K1CEw0meK4sPrSKU9+qfGwRcc7NJaDY1WJrp144O8KtKaxpQbM5B7RM1a0ccm6LlxHGCUZ9dWkOC5CJafPXvuj4Jcpu1lSnlPx1tVMAiWichiBkey5OKZcsx8H4CVv7It5QMUa+n45ptIaJ/isVi3Wswaa708c7l1LeO5mky6j5YpXN9pqne3XnTxrWsyxK5eyqqfZXsc1fdKYScCaF0NrUJ+uznE/YVU/Z62sLl/iuc4BRxzp6PxIxRi4+7Pw2cvh5DfCq26uxFpPwLZ9I1z7iTtY19PAh649oXo2WFHq4Sbg0r+By/4vfOXVJO78GO+/ej0vO6GXl3/8lzzwvCo8KkcR4ZO9a33dciXVi048yOluzHD68jbGhfpMMPhf2ZEnn/Kqw2w6jqleaBIPwZQCFzNgphGOdaKIKt/VvG9IW2n6uAJiSNxT1BLWkEo32EFTpOIYW2MyG3nQ+tvynLa8tW77TlzSUm2M1SOWH2gmClNyk3aQHBpokREaW6bWIIsSoKY/II0jsfDVCRYAIClWPKJUrohFxFndWWB5e558KlH1u4m2af8I+mx0/3gPWnm0+nwUgd6NnLz+GE7pb4kmGhKJRPUyB0BHQ3pmgjc1ROdzvRy1DddAwXq725tyFFJeJS+x9poN97c0CjufsCWOwOaJTkI64eI6tsD1WMmf3jXqeDY1zs3Yw+mX7OSMF040xNbhBn2cs4ZDmD8WnjY9zTnW9zTM7uxNqmANwv1bxoX8VZGpEclwrJd3f7qTdMK1oaT9Z8GS08f9NGp/o/VKZZIuZXHZN1IKQiLt9+VUI0PZXlsgewr6mrPkMpmKBy04tv2tOdb1BOIzoZDNYZjt0hy0I5HRAbjtj+DZX8GN34BFJ0/5k017hnn1J+/gnFXtvPeKdSr0oMyMDddYr8Etr0Y23cM7r/wnOgpprv/UHXz0+o2cvap96nUoylHEZHbMuDCpyINW/74sIni1amC1M+2T5MRJzevhJPLexbZeZbTFLL6OQpJ0S5bW1ty4ZUMD7cJjOsc/v9xEJbE/xPGiHLSD3vPGRTgv3Gc3NVEOmpsI1AslWG78fkc7M26wePB5fZMhpsza3narrDkW87IGg83mXNKGrD0ziTVdQxT0GeQIjQtxrA3TbFlGOKVR2mf313EnlnGfCbmUVzFEDpTu48blIAJ2UC4OLUs30jK2tfJ52Edhnl37Gquu+MQPYNfv7D+Y0kCLNuMKo6Vy3TzBiGXnwVM/gkQG1xH2F5bjN7WCv8P2uZeG2uyDxkX2WggE40IDTaIJBNd6eKZbg246OK7tl7HBynlS+z1Aw/j+Lq69muITO0iE/Vuob3yLCFce18Nzu2z/JlyHk5Z1khrN8cSeUnTdGS/D7pbjq665evnBEV7G3ksGdwQhm6Ymh3QKTzp2wmNwbPq5pBOhLpQjjW2PwCfPs3lnb/7ptIyzp3cM8sp//hWXru/mfVeqcaYcIF3r4U0/hrFB+OR5XN8/wAdfcRxv/+K9fOO+5+e6dYpy6JlmbhDACYua2Li4vozyOC/UFCIhYD0yVQZabf7SNEKjZmPStyWXjEoIzASnjp0iiA1vCwQYUq7QXkhXPaPCgVY66dCYSdTPuQpLDsR3UEJlTHPwO+4loX0Na7sbrIpfPdxkVR5craciYsM14w20WRBemRS/RHdzLujXoEHN/bD68poFpx581i4aKZDWCp9MIspRNoaxZHN9g+hAWXkJrLp0xj+LTo1kFpoWjV8g3QDrr7bXV3yfwv1sWWpfE5lKFFPviVb2HZiu8R2lm0x2quZaYd3LIN1IynO5/NgeOtvaqj1o1JzuIvZ8i8Jd7XaicGm3RklztvBStvRBvfU6Lqy7uq7xFUn9T+OSFZHI++06Qk9ThtZ8CscvRtff0rYca7oaZtDuJLQFNQWDY+zWu3lNcqBWdhY4ftH0nxUTNuWg16AcHoyB+26G774bzv4TOP0Px9XLqcfDL+zjtZ+9ixtOXcI7zl8xqRKOokxJphmu+wr88sPw6Yu5+LL389nXXsYbv3AP2/eP8sazluk5pixcZnBuN2WTNGWnqUoXDpL8iQuaOk6NjHMUHhcaaPnxP4qWDX9y8Nfmyf3NM7InahXx7Z814X+5dti3qW6oX6Ti6Dicu3qCukyhBy0u0y5i80hmw4MGIE6QBzdJiGOwHMTFNKax7gMMcZw2w3tiQjRhvKs7Pix2IvGGOkgUpunUGGix9U/AkpYsuRddAZlJlABnSmIW1zURy8+HsQH7d7oBVlw4vsbsupdV9n3VJdW5eJOQqJezWI9YvyZcJwjvLdlQU8/2wWRrCCc/IsGhKQSKDhg3CUO7MOLQkKnTBxMJ98g0+yEgMtBiy6/rzpENRFJyKY/VXdXlM6a8fzUugu2PRX1S3Zbpe5kPFjXQjgRG98NtfwzP/AJuuNWq5UyDnz2+nbd/8V7+5OLV3HR6/6Fto3L04Dhw5jvtefi113HSsp9z6xv+Fzf+64Ns2TvK/3jxMeqlVZRJGPdsdxJ2xn0SA80VGS/1XLUOBzrXwdaHxm9vFoMbRWRGY5OkN36QM+73fSdDaT3seXb89oLXSW8pTp3cqdCzUxyExCx4amoNkFpqPBGhl3FylUWssuNkeToHS+d6mxNUqKljV3ebM/CgReIXEhhoNb+dZJ8816Gr8TAYVLNNuiGSbwfq5/3HDdOaunqTEXrQZpwn6rjWaNz2CLQun/bPogmEQ+VBc5NQGmFNVyOZpfXzP+sx1WVWSyLwlLkx6clsYnLTZsr5pVDNVarDlYEgr5XKhMwhREMc5zub74d/OccaaW/5+bSNs6/e/Rxvu/le/v4Vx6lxphwaFp9qz8mhnSz/xhV865Ut/OKJHfzBV+5jtHTw8deKslCpCBOE3gbHegBSE3vBHEco11U3q5Her8NcOrVDMao6c9CVdrmeHcx2rIW1L636faV47iQ7EanBxd10gWdnZN+MBsoTMoXSZrSNoJ1N2SSXru+ikJ7Cg5LvsKFrh4qONbawc+SxmIYRNh0PGuG5aMarOMK0InyUCunE+OtkWsSv+WCiojU/ecHvS9d3VZaJPL+zfJPwrFx9Sz5dV/RnInKBWuvwNHO46k0AHTShEEhQmLoqrDn0oB6Gm6peQfOVsPD0Zy+3dc2u+/KUqmEAxbLPe7/5IB/4r8f41zecwsXrug5DY5WjllwrXHcLHH89bbdcwb+f8jDb9o3wus/+mv0jxal/ryhHM6kC9J85rUUdEcpTRcLlO+rmohXS3pwVlw8NtPis9YRjG5Fx0tsVufpJNuLWGZBKIPfulyYP/5wu4woS15BptiFtneujjyLFv/nEZCGIkRds8naftryV7kKsyHStiiNMWRh6vrC6szAuBG4uCM+VGV+nXswT6Xi8eEM3Jy6pn/tau63wN0D1MZ+NnEjnwDxz4fU+NuXNzhJ6qt0ZGEyTKexGZFsh08zlG7qrvb2tK6F99bS3dTCogTYf2b8Vvnwd/PKf4KZvwmlvm5a1vm3fCK/+5J08sGkvt73jTE6YIEFdUWaVMOTxNd8kc8+/8OXcB1mU2M8r/+UOtu2rX5dJUY5mqm7nhelNormOUKrnQYsPNtKNsPqycYukPJdL5miyLpzhLpWrTLTg/6mfa9PyoIVFw4ux2oxxj85seHOmI6+dKlSWm7dMYoT5gdeiNq+qho5CGsebwkA7lGGbs0hzLjkzEYlDRCjaMRNvE2AnNEJBEjcx89q27tSlFQ6Ig8hta81N/xoSES5b313pt9kK1Vx+HiQy48tRFTqha8PsbGMK1ECbTxgDD9wKHzvVzoS+5edWDWgafPfBLVz6oZ+xqivPl990Kp0NR2B8t3Jk03civPlnuE19vH/bW7ix6UFe9rFf8uiWfXPdMkWZN5zU38K6npkPCB2pEQmJOMQKgLNEvMj20JjNtXOnkavqOTOYIfdjYVGz7cnJtoUrnp31zRWTCYHs32xfpyO40dxvvQzGTKDieGQYaPOFtnxq6nzFiTiYEgNekG812+f1QRhoJ/U3VwptT4OqOobTuN6PjDumioTMH/Zvge/8OTx3F1z9CVh50bR+tntwjL/5z0f40WPb+LuXH8uFaw+8YKOiHDSpPFzxIWTlJVz3rXewseVsXvPx/bzvmlO4fEP31L9XlAVOb1Nm6oXq4IjUeKGOHM5c0UZLrpJU39ecjQr0TkXFgzbFgmHOWUiUCzVLw5xEGpade3jUAg8lYehZubZgFnZCeLqeFBFbe8/4MLRzvNjEEeJBmy+0F1IHnpJyMMZwrhV6ThhfNPpgmSpncxLSCffAQ7IdFxZICrx60OaachF++RH4yCk2POJtv5qWceb7hi/f9Sznf/DHDBfLfPedZ6txpswf1lyOvPWXrMkN8tP8e/jW12/m77776AQeAEVRpqK9kGJfvbzOQ11DaxZozaeqQhRbcklWdU4v78ebroFWG1pYG3I3G+SmP6s/b3E9WHSKlRKvpXkJNC2e/roc155/w7srNc0iz6UOL48YWpdX5372boS+kw5unYdKvn8qpjMxMP9vmYB60OaWp34C3/kLq3Zzw79Nq+i0MYYfPrqND37vt4yVfT56/UZOn4ErWFEOG4VOuP4W0vffwke/8y5+cO+d/P7zb+Wvrz1zSpUpRZlNRKQJ+BSwHvt4fj3wGHAL0A88DbzSGLN7jpo4JR2Fo/OacaZbH8pNQnG48n6aghdHJTMxwiYlkNj3yxWxCkc9aHOCl7Yhp7NBpvngPWpzZaBNw5u4cUkzA6MTlzSZL6iBNhdsugdu/9+w5QE47z1w4munPKnKvuEHj2zl4z9+kq37RviDC1ZyzYl94xMYFWU+IQLHXYu7/HwuuO1POe2J3+Ov/uH3ePEr38h5ayYoOqsos8+HgO8aY64RkSSQBd4D3G6Meb+IvAt4F/AXc9nIyZhYJOMImQ4+QMIoyGkZaHVXoM/IQ4YEBpopjw8pTWTnrl1HI8e8ZK5bUE1koB3m7U7DIGzMJGisVzx7nqEG2uFkywPw4/fD734Gp78DXvWFKeuz7BgY5d/v28Tnf/U0rgivP3Mprzxp0ZxJJivKAZHvwLv2X2l45Nv89Tf/iJ9/5Se8f82f89arzjkibpTKkYuINABnA68FMMaMAWMichVwbrDY54EfM48NNIATFjXjuUIuXpfnCAhxPBhCkZAp09XyHTC4ffznh6Gg7FFLmPfnlyses1QBVl9eUdZUjk5CA+1w354WkDiNGmiHGt+HJ34Av/oIvHAfnPR6uPKfJq1pNlby+eGjW7n1nuf52eM7OH15K++7Yh3nre6Iwj0U5YjkmCtI95/J6d95L2c+cAOf/8CV9F7+5/AtqLwAACAASURBVLz4xOWTy2gryoGzDNgOfFZEjgPuAf4Q6DTGbAYwxmwWkXnv0l3cevQNejNJl3NWtU99f+g4Btrq1CeqUxdOmSVEAGNrzcUHxmqcKXPluV5AobVqoB0qBnfA/V+Fez5n4+JPfQu86mZI15dXHimW+dnjO/jOg5v5wcNb6W7McM2JffzN1RvoKBzhqlGKEifTTPbqD8Ppb+SVX/8Txv7jEv7fT1/HaVe+mdNWtM9165SFhwdsBN5hjLlTRD6EDWecFiLyJuBNAIsXz1buzmyysD1oAE3ZaXrB6g0K8yqedcgQxxpncMQUplYOI53rbTmGw0m+Ewa2Ht5tHiL0ippNiiPw5O3w31+yXrP+s2yO2ZqXVCvkBOwbKfLzx3fwnQe38MNHttLXnOXS9V187S2ns6ozrx4FZWHTtYHmt/4XxQf/nTd853+y7eZb+MfW13LiJTdy5sppzJgryvR4HnjeGHNn8P5WrIG2VUS6A+9ZN7Ct3o+NMZ8APgFw0kknLXxraCGx7mrNQTuUiFOpPbeAPBfKLNGx5vBvs32V/bcAUAPtYBnZC49/Hx69zb42LoJjXwmXfwAaeqoWLfuGh1/Yx08f385PHtvOfc/t5pjuBi5Z18U7L1zJ8vb8HO2EoswRIiQ2vIzGtVeQuvdLvP72v+WFL9/MX2deybKzXsXlx/bRnNMcEuXAMcZsEZHnRGS1MeYx4ALg4eDfTcD7g9dvzmEzD5wFnoN2UKhxdmgRx5YKAu1rRZll1ECbKaUxq8L41I/hqR/Bpnuh+1g45ko4//+z9SQCdg6M8sjm/dz77G5+/fQu7nt2D+mEwxkr2rjuRYv42A0baVO5cUUB1yN98mtIn3At2ftu5p0/+TDDP/gs//yfF7Np6cu5+MTVnLe6nUJaBUWUA+IdwBcDBcengNdh64B+VUTeADwLvGIO23cQqIGmzBHiwOi+uW6FoixI1ECbDL8Mu5+GrQ/B87+G5+6yQh/5DszScyhu/D12X34aW0oFNu0Z5oWHh3l+90M8uX2AR7fsZ9fgGMvacpywuIkrjuvhr65aT39rVkO3FGUivCTeya+ncOJrKTx5O3/8848gz1/PL7aeyh987UUM957Jmas7OWtlO+t6GvC0zIQyDYwx/w3Uq7x6weFui6IsGMSB0f1z3QpFWZCogQY2RGTfJtj2KGx7GLY9Yl+3P0YJh8dZxCPuKh5yzub+5Bt4ZqiFPXcXGbvDJ+k9SHs+RW9zht6mDD1NaV56fC9rugus6MiT8jQuW1FmjOPAyotIrbwIdjzBefffwtm/+SLFPZ/g1w+czWd+sZafF1ezZnEnJy5uZuOSZtb1NNJ+lBbzVY5i1IGmzBUqDKIoh4yFf3X5PgzthMFtMLDNqrvsfQ72PAd7nrV/733eLtu2CjrWWrnedS+DjmPYZlrZtn2QLkfocx1e7AqZhEtzNklTNqH1yBTlUNO2As7/S9zz3oP7/K856+FvcuYTX4ddT7FtZCP//dQG/us3i3jn7h7cTCOruwqs7ipwTFcDy9pzLGnN0ZZPqudaWZiojLwyV3jBhJjWmlOUWWduDDRjKsUNTbnm1Q++K1l5+tKIVUcsxf8eqXw3ug9G9tW87rV/D++ycvcYyLXbQpb5Tmjsg6bF0H+mFfVoWgyFrroF7nqAnmat6aEoc44ILDoFFp2CXPJ/YO/zdD75Qy559g4uKX+Rvxl6nLHCUnb4y3hmcw8PPt3BZwZbeWhfhn1eM50tTSxpzdLblKWjIUVHIUV7IUVHIU1rPkk+5ZHyHDXklCOHNS8BV/MylTnCDQy0JWfMbTsUZQFy+A20uz4J//mnkywg1lASFxJp8DJ2liaRAS8dvKbs54m0rVqfaoBCty1SmW6w79MNkGmxBlm2ZUFVF1cUBTvRsvE19h8gI3tJbf4Nvdsfo3fH45y+827wf4cpb0WKQ5QGCwyNtbB3Wwt7ybGvnGJPKcEzxQS7igmGTBLjuCQ8j4Tn4rkJxHVAXEQccBxEXF5yfC99zXmbfyESvAb/HLf6vTg2DMhN2FfHDV5r30+2zGHOs/PLdoKsXLQTZ8avTKqF/3Idqto2H0hojUxlDvGS1a+Koswah99AO+EGWP/y2EDGrRhkjhtUplcURZkh6UZYerb9F0MARgfwBrfRMLCNhoGtLBrZC2OD0T8zNkB5dIhiqUSpNEKp5FMulzB+GWN88H1M4OVvfvZ+W1nLxDz+cQMmigQIXssla/BM+K9sjSG/ZH8zDqkx4mJGnVPz3vUqf4dFZP1SrA3FOu9jBplfYuKkJqnct//sCdvfiqIcvYShjY56cRVltjn8BloiY/8piqIcLlJ5+69lWd2vBXsznPOkXGMCg6lY34AL38eNrVoDK3xvytUGXOShq/XY1X7mxrx3XsxTqJNniqLE8FLQd7J6chXlEDDn4xFFURQlQMR6wVy9NSuKcgTQvGSuW6AoCxJNIlAURVEURVEURZknqIGmKIqiKIqiKIoyT1ADTVEURVEURVEUZZ4gxkyk2FVnYZHtwDOHrjnzijZgx1w3YgGh/Tl7aF/OLtqfs8dM+3KJMab9UDVmthGR/cBjc92OIxy93g4e7cODR/vw4NE+PHgmfAbOyEA7mhCRu40xJ811OxYK2p+zh/bl7KL9OXss9L5c6Pt3ONA+PHi0Dw8e7cODR/vw0KIhjoqiKIqiKIqiKPMENdAURVEURVEURVHmCWqgTcwn5roBCwztz9lD+3J20f6cPRZ6Xy70/TscaB8ePNqHB4/24cGjfXgI0Rw0RVEURVEURVGUeYJ60BRFURRFURRFUeYJaqABItIkIreKyKMi8oiInCYiLSLyfRF5PHhtnut2HimIyB+JyEMi8qCIfFlE0tqf00dEPiMi20TkwdhnE/afiLxbRJ4QkcdE5JK5afX8ZIK+/EBwrd8vIt8QkabYd9qXk1CvP2Pf/amIGBFpi322IPpTRC4N9uEJEXnXXLdnviIii0TkR8Fz9CER+cPgc71/zRARcUXkPhG5LXivfThDZjq2034cz0zHc9qHs4caaJYPAd81xqwBjgMeAd4F3G6MWQncHrxXpkBEeoE/AE4yxqwHXOBatD9nwueAS2s+q9t/IrIW27/rgt98TETcw9fUec/nGN+X3wfWG2OOBX4LvBu0L6fJ5xjfn4jIIuAi4NnYZwuiP4M2fxS4DFgLXBfsmzKeEvAnxphjgFOBtwd9pfevmfOH2LFIiPbhzJn22E77cTwzHc9pH84uR72BJiINwNnApwGMMWPGmD3AVcDng8U+D7x0blp4ROIBGRHxgCzwAtqf08YY81NgV83HE/XfVcBXjDGjxpjfAU8ApxyWhh4B1OtLY8z3jDGl4O0dQF/wt/blFExwbgL8P+DPgXhS80Lpz1OAJ4wxTxljxoCvYPdNqcEYs9kYc2/w937sgLgXvX/NCBHpA14MfCr2sfbhDDiAsZ32Y31mMp7TPpxFjnoDDVgGbAc+G4QTfEpEckCnMWYz2IcO0DGXjTxSMMZsAv4eO5O+GdhrjPke2p8Hy0T91ws8F1vu+eAzZXq8HvhO8Lf25QEgIlcCm4wxv6n5aqH050LZj8OKiPQDJwB3ovevmfKP2AkPP/aZ9uHMmOnYTvuxhgMYz2kfziJqoNnZgY3Ax40xJwCDaPjdARPEIl8FLAV6gJyI3DC3rVrQSJ3PVJp1GojIX2JDsr4YflRnMe3LSRCRLPCXwP+s93Wdz47E/lwo+3HYEJE88G/AO40x+yZbtM5nR3XfishLgG3GmHum+5M6nx3VfRgw07Gd9mMNBzCe0z6cRdRAsxb+88aYO4P3t2Iv6q0i0g0QvG6bo/YdaVwI/M4Ys90YUwS+DpyO9ufBMlH/PQ8sii3Xhw1BUCZBRG4CXgK82lRqjWhfzpzl2If3b0TkaWyf3SsiXSyc/lwo+3FYEJEE1jj7ojHm68HHev+aPmcAVwbX01eA80XkZrQPZ8pMx3baj+OZ6XhO+3AWOeoNNGPMFuA5EVkdfHQB8DDwLeCm4LObgG/OQfOORJ4FThWRrIgItj8fQfvzYJmo/74FXCsiKRFZCqwE7pqD9h0xiMilwF8AVxpjhmJfaV/OEGPMA8aYDmNMvzGmH/uA3hjcVxdKf/4aWCkiS0UkiU2C/9Yct2leEtzzPw08Yoz5h9hXev+aJsaYdxtj+oLr6Vrgh8aYG9A+nBEHMLbTfhzPTMdz2oeziDfXDZgnvAP4YvDwfQp4HdZ4/aqIvAF7kr5iDtt3xGCMuVNEbgXuxYaP3YetNp9H+3NaiMiXgXOBNhF5Hngv8H7q9J8x5iER+Sr2wVMC3m6MKc9Jw+chE/Tlu4EU8H37zOEOY8xbtC+npl5/GmM+XW/ZhdKfxpiSiPw+8F9YFbPPGGMemuNmzVfOAG4EHhCR/w4+ew96/5oNtA9nzrTHdtqP45npeE77cHaRSnSPoiiKoiiKoiiKMpcc9SGOiqIoiqIoiqIo8wU10BRFURRFURRFUeYJaqApiqIoiqIoiqLME9RAUxRFURRFURRFmSeogaYoiqIoiqIoijJPUANNURRFURRFURRlnqAGmqIoiqIoiqIoyjxBDTRFURRFURRFUZR5ghpoiqIoiqIoiqIo8wQ10BRFURRFURRFUeYJaqApiqIoiqIoiqLME9RAU5RpIiJPi8iwiAzE/n1kit+kROTTIvKMiOwXkftE5LLD1WZFURRFmQ30Gagohw9vrhugKEcYVxhjfjCD5T3gOeAc4FngcuCrIrLBGPP0IWifoiiKohwq9BmoKIcB9aApykEiIstF5IcislNEdojIF0WkCcAYM2iMeZ8x5mljjG+MuQ34HXDi3LZaURRFUQ4efQYqyuyjBpqiHDwC/C3QAxwDLALeV3dBkU5gFfDQ4WqcoiiKohxC9BmoKLOMGGPmug2KckQgIk8DbUAp9vGfGWM+WbPcS4H3GmNOqPk8AXwHeNIY8+ZD3FxFURRFmTX0Gagohw/NQVOUmfHS2vh7EekAPgycBRSwnundNcs4wBeAMeD3D09TFUVRFGVW0WegohwGNMRRUQ6evwUMcKwxpgG4ARvyAYCICPBpoBN4uTGmOCetVBRFUZTZR5+BijLLqAdNUQ6eArAX2CMivcCf1Xz/cWxc/oXGmOHD3ThFURRFOYToM1BRZhn1oCnKzPh2TQ2YbwD/C9iIfUD9B/D1cGERWQK8GTge2BL73avnovGKoiiKchDoM1BRDgMqEqIoiqIoiqIoijJPUA+aoiiKoiiKoijKPEENNEVRFEVRFEVRlHmCGmiKoiiKoiiKoijzBDXQFEVRFEVRFEVR5glqoCmKoiiKoiiKoswTZlQHra2tzfT39x+ipiiKoihHE/fcc88OY0z7XLdjuugzUFEURZktJnsGzshA6+/v5+67756dVimKoihHNSLyzFy3YSboM1BRFEWZLSZ7BmqIo6IoiqIoiqIoyjxhRh40RVFmkcEdsOt3MLAFykXwUtDQA60rIZWf69YpijJTRgfATYKXnOuWKIqiKEcwaqApyuFiaBc8+UP47Xfh2Ttg/2Zo7INCtx3UlUZg7yYY2Ao9x8O6l8Gx10Kuda5brijKdPjtdyHbAsvPn+uWKIqiKEcwaqApyqFkaBc89A144FZ4/tfQuxFWXQKnvBm6NkAiPf43A9vhdz+B33wFfvjX8KI3w5l/DOmGw99+RVFmxvDuuW6BoiiKcoSjBpqizDblIjzxA/jvL8Hj34NFL4ITboBX3Tw9b1i+HTZcY/9tfwy+/z/hIyfDVR+FlRce+vYrinLgGDPXLVAURVGOcNRAU5TZwBjY/Bvr9Xrga5BphuOvg0v/1oYxHijtq+H6W+DBr8PXfw+OfzVc9FfguLPXdkVRZgcRNdAURVEOgCe2DfDU9gEuXtc1102ZF6iBpigHw77N8MBXrWG2fzOsvwau/6oNZRSZve2svxoWnQJfuhZuuQFe/ilI5mZv/YqiHDyOZz3oiqLMHb5vc7qT2UO7ndH9NqS5afGh3c5Rwgt7hhkulue6GQfMSLGMMZBJzs4EusrsK8pMGRuC+78GX7gaPnw8PHsnnPce+JPH4MV/D30nzq5xFtLYB6//jh0A3nyNfTgoiqIoilJh+6Pw2H8e+u1sugeeu+vQb+cooXyERx/8+LFtfO/hLbO2PvWgKcp0MAaevxvu/Rw89E1oWwHHXQdXfwJybYevHakCXPsluPV18IWXwY3fsJ8piqIoimK9Z4eD4mHazlGC71sDbWisRDZ55JknoyV/Vtd35PWAohxi9g4VuefZXTy6ZT+bt25nxdb/5Ox9t9FS3sFPsxfxm+4PUWxZTdtAitVPl9jQN0xXQxo5FF6zenjJ/5+9N4+zJCvrvL8nIu6SW1XWvvW+b0A3NM2q7AgIMqAiqNgIiAKir7uMM76Ojg7jvKKI4tAKgiAgq73vC930Si/V1VXVta9ZuW83866xnPP+cc6JiHvzZlZmVVZlVXX8+lOdmXeJOBFx4t7nd37P83vg578C3/4Vne74i9/J+i5lyJBhSaCUOnmffRkyzAfiJCWH+eWTs58XCCJD0O7ePsS7r960xKNZemQELUMGYHiqzo2b+7nluQG2HSlx3dqIj3h38JGJ/2Sq93IGrv1NDpz9VpzI49xKg9GyT3+pzr07htk+MMWyYo5rzunltRet5rUXr+aC1V0nNmhxc/BzX9Zpljd+At77zycmrTJDhgwZZsHwdJ1H946dFsFU30SVjpzLqu7CUg/ljEfNjyh4Do6zRN9JJ8NEqz514vfxAoNMpTjesXWAt121YQlHs/TICFqGFzR2Dk7zhQf2cOe2QV570Ro+/rIu3nD29yg89y24+C3w3ltZs/Fq1syxjSCS7Bqa5skDEzy0e5T/c+dOlnfkeNPla3nbVeu57ryVeO4JWNHLdcAHvgn/8ib40d/CT/zu4u8jQ4YMGWZBuR4COjVpyYLxeeKpgxMUPJe3XXUKOsQ1ylAegt5zwT39w7K7tg9yyboeLt+wVL07T8JclHru07nyxO/rBYJQJgRtsdMFT0ec/p8EGTIcAwZKNT5z+w7u2T7EL7/yXO777Vey8fkvw/1/B5f9NPz6g7rObB7IuQ5XblzOlRuXc/2rzyOIJM8cmuSubYP8wXe2UAsi3nL5Ot72ovW85sLV5L1FJGsdvbom7UtvgXVXwSVvXbxtZ8hwGkEIcTbwb8B6QAI3KKU+J4RYCfwHcB5wAHifUmrCvOfTwEeACPgtpdSdSzD00xY2oKr4IT3FXNvXSKkQgmPKKLh7+xAXrunigjXdxzXOBKeoCcGuO/RPx4UV5y3pUBYL9aV04zsZKY7KEohTe2HidEKKn52WNWiLjewMZHhBQUrFvz5ygL+7exfvunojD/zBG1hz5B74+i9Azwa4/ibYeM1x7SPnOlx3/kquO38lf/LTl7Otf4rbtw7wF7dsZ2SqwZsuX8tPXbmen7hkDd2FRbgF11wK7/mi7pP20Xth9cXHv80MGU4/hMDvKaWeFkL0AE8JIe4GPgTcq5T6jBDij4E/Bv5ICHEF8H7gSmAjcI8Q4hKl1Onr83ySUfX1qar50awE7eYt/Vy4ppurNi0/hu2HTNYCgkgyWm6wYXnHcY33lDeJc8+cWmJnKVPuTwZBk/Zj4lSfVKcPVOoG9U6iIq+UIpSK3CJlOm3vn+KKjcevHmcELcMLBkcma/zetzczXvH52kdfwdWrJNz2cTjwI91Q+sr3LnodlxCCqzYt56pNy/mDn7qM3UPT3L51kC88sJff/o/NvPrCVbz58nW85Yp1rFtWPPYdXfp2eNWn4JsfgF+7F4oLD4YyZDidoZQaAAbM79NCiOeBTcC7gdebl30VeAD4I/P4t5RSDWC/EGIPcB3w6Mkd+emLMNIqQiDnDlInqwvvDReYbXcXPPaOlNk5OH1a1LodF8RJqJ06SVjSkuhjqEG7a9sgl67v4dxV8+wvmq3jnFBER/lMWUzsHi7z/MDUon2+7B6ezghahgzzxQM7h/md/9jMe645iz9826UU99wG3/pduOD18InHTloe+cXrerh4XQ+/9aaLGSjVuOf5Ye7ePsSf37Kdy9b38JbL1/HmK9Zx2fqehacE/eTvw+CzcOMn4X1fy0xDMrxgIYQ4D7gGeBxYZ8gbSqkBIcRa87JNwGOpt/WZxzLMEzaIskRtNqhjUBnsthfzU+yU1zrUmVN3I5Yy9c8qaErN+T0YRBJHCFxHUAsiBkr1+RM0q6Cd8rLs6Yml6IkWSYV7CtXSZgQtwxkNpRRffHAfX7h/D3/9cy/hbZethDv/ELbfBO8y9WZLhA3LO/jgK8/lg688l+l6wEO7R7l7+xDvv+Exeooeb758HW+8bC2vuGAlBW8eK4JCwLv/Eb74k/DEDfCKXz/xB5EhwykGIUQ38D3g/1FKTc2x0NHuiRlRgRDiY8DHAM4555zFGuYZgUgqHCGaivsXCzY+W8xA7ZSPpc8kgnYqxLkymtN05bbnBrh4bU+sdixofmQK2glFPYg4NFblnFWdJ3xfeZPaWA8iuhaj7GSRcOqMJEOGRUYkFf/j5m3c+/ww3//Eq7moowpffReg4Dcegp5Tx82rp5jjHS/awDtetIEwkvz4wAT37Rjiz27axtBUnZ+4eA1vvHwtb7xsLavnsokuLoef/yp85Z1w1rWw6WUn7yAyZFhiCCFyaHL270qp75uHh4QQG4x6tgEYNo/3AWen3n4W0N+6TaXUDcANANdee+2pHuKfVERKUfAcwmju03IsxMiqblKCs0glRcei5J0U5Do0mTiDCNopUYOmIo4W5vop9XdB80NGJpXyJM6pKNRNuAuLZZqzOKj6ITsGp3npOSsWZXtCCJRSPHN44qQQNGvvLxdxBWdkukFn3j0uwneSuvllyHByUQ8iPvHvT/HUwQl+8IlXc5G/E254Hay7Eq6/5ZQiZ63wXIdXXbiKP/npK7jv91/PzZ96Ldeet4IfPH2EV3/mPn7ly0/w/af7KDfC9hvYeDW8+f+F73wIahMndewZMiwVhJbKvgQ8r5T6bOqpm4Drze/XAzemHn+/EKIghDgfuBh44mSN90xAKBXFnMvh8eqib9vGSosZNJ0MBW26HnDv80PsGpqe/5tkqA1ClKTmR5SOoWZvqaGUYrzix0YPS8bPnvsuBGY+zoPwpo0pFsS1lAQnFXz7lRPfG21gc+L4eQqhf7K+qJ8B1iDkZKUbStX8czHwyN5Rnjp4fPFXRtAynHGYrgf88r88Ti2Q/Mevv4q1A/fD194Dr/80vPOz4J1eTlkXrOnmoz9xAd/82Ct55I/fyJsuW8vXHzvIy//nPfzhd59lW39p5pte/lHYdC385ydPg7yeDBkWBa8BPgi8UQix2fx7B/AZ4C1CiN3AW8zfKKW2Ad8GtgN3AJ/MHBwXBikVUikqfjinrfrxfAKdTLOAxUDVjyg3QqbrCyBZNhVPRTy2b4wHdg0f/T2nGPomajy0eyROdz0egrZ7aJr9o5Vj30DDkGO5sNt5QTNNRpqg2Tftvkv/O5EI6yd2+8eImOQefBQGtx739qz66p4klm/HrxY5VjpegpmlOGY4ozBdD7j+y0+wfnmRz73/GnJbvgF3fBp+7l/h4jcv9fCOG6u7C1z/6vO4/tXncWC0wtceO8j7b3iMyzcs4yOvPZ+3XrFOm4sIAe/6HNzwenjsC/CqTy710DNkOKFQSv2I2T0l3jTLe/4S+MsTNqhFgCU+xVyqDlVGOo1rPgFMZQy6Vp2QsaWtqeeKbY4l8LHvWFQFbdG2NDssoZz3sJXSaoybB6VOO0Jq0Qj1PF2M8W8fmKIj53L+6nkadsyAuS/mWG+Jg/L07wutQRMt9+SZhEZZH+M8HKHj0zZ1RJPW9Vcd164tsXFOkIKmlOKmZ/t521XrKXjuCVHQ4PjTfDMFLcMZg3Ij5EP/+mPWLTPk7NG/h7v+O3zwB2cEOWvFeau7+O/vvILHPv0m3vXiDfzFLdt5zxce4fF9Y/oFxWXw81+B+/8X9D25pGPNkOFMQyQVW4+0Ua8XGXduG+TObYOMlRvJg9t+AAPPHv3N5WHYd/8JG5uUipec1QssvuuaOgF1IYu9Qt4OlqDMO9izgb1JcVxQTBf6OqXvWI9relCn5i0Cgqj5esnjLKdb3tG+r97RUPVDphtGvZwjxTF9yqzqt/AaNEfvY3z/sQz11Eb/M7D77nm9tHn6zXIOa5N6vs4D9hY4UQqaHa+ds/a6V2YrGzlGHK+ClhG0DGcEyo2QD335CVZ35/n7D1xD7sHPaCfDD9+hzTLOYHQVPD74qvO49/dex7tespHf+PpTfOQrP2bfSBk2vBje+he6Hq06vtRDzZDhjEEtiNg7UmaiMr+g43hxYKwlkK5PHv1NJ9h0IpSKQs4xq9CzB7fHQh/se47i4D8/lPoQ8uTUdSUK2jyP2qo8jrdwgmbfGx3DHAwbugfoztuPjWDsuQeGdySbM8FuQlCXQAlUiu0DUzxzuBT/PetLk7ekWjos4OTLUF+zoAJHnjrGAZ/CWEC297yI7Z574Mj8FortPbCi69hI+nyhWhYTnj60uDX7x9v3OiNoGU57NMKIj/3bk/R25vn8B15K7qG/hme+Dh+6FdZcutTDO2koeC4fee35/PAP38BF67r5mX94mC//aD/ymuvh7FfAf34iq0fLkGGRMbWQWqMzCErp+jPbR0oucn7QopqEHHqMzuqR49/OPBAphRBiTgXNpq3W/Cg5UOGAjI6tf1jYOPprWpEm70Ft4e+vTcJ0Ynpq3RAXaxYsuA8ogJLNqsucCloy0vBYSKWMYtVzUTCvfZ8KvQtmYt6nbQFpoJeu7yHvnpjG7arl53F/xuy9v+096B6n/WxG0DKc1pBS8fvf2UIoFf/wi9eQ/9H/gaf/DT50C6w8f6mHtyRYVszx6bdfzr9/9BV8rHzZpQAAIABJREFU44lD/OKXHqfvtf8LxnbDI59f6uFlyHBGwAZ4fnhyrNGPLYY4cQGdDchzrsB1jlJ7dBzxz2IRPyVOTLDXikgqco6YVUGbqPjcuW2Q6XrAXdsHAdNMWZh0udQle3zfGNv753AGtPs4JoKWdi88xvopNzHcaq29W3DQO7Rdp2seD5Q0dUsi/rsdbtx8JGWvr47JZr3WqNM/FSzOomd9CrZ+7/i3s1jY98CCMm7mfQrE/CmHQMw/5TRsNKuYz303MYqxSOXc2utsx33cl7A6pv+14OBYpTk1fYHICFqG0xp/ddvz7Byc4p8/eC3FRz8LT30Frr8ZVl6w1ENbcrzk7F5u+dRrefFZvbz9/z7DIy/9G/jhX8Ohx5d6aBkynPZQSoFSTX2UXkjwQ0nedRBCHFUxWijqQRQTnMY8CfBYuYF/ZAv0b25+ItJ1JVKcHE+0SCo815k1tLTHYxWiIJJAQtDSlHpwqk7fxBz25ZaAHIu7n5LagbMRHrvBRYqgjbek+i54PlRH9bCOJ1pWMrZot3+3whL+IFQzXraQPe8fLrF7dJFcFctDdnCLsz2DUjWYvR3PXKiMJidlHmOaN5GaJ0FbsHjqV3SabnrupGsroxC2fR9KLSp6m8WEY25xIduf5+n6sde1ZQQtw2mLf3loH7c+N8BXP3wdy7d9FR6/QStnqy5c6qGdMijmXP7rOy7n7z9wDR+/x+eec34b9d1f1c5uGTJkOGaIkZ0sm9oVF5qfkljMIvsohH0/jP8MIkXe0yGEI2ZXjGBh5gv1IOLObYP0Tei0u6l6MK8g50d7Rjm04ykY29MybrOCnQoOlVKEJ4hYa4ImZlVj7LmwVyaIomR8Ss5I7Svk5lL+jkdBkwxPN3h+cGqGgtY3UWVoah7kw9U1Qkqp2MWxXdA7PwizLfPXsUzdmKAppmpBW4LWOiqlUvNzAUNWUYB0FqlGyhLsRe7y8cCuYR7YeZwtG+bVS26e21qIgiaOIXWyaaEiTdTN84a0xcoZiZOnxTG3uIjaE7vjMQrJCFqG0xI3bj7CP9y/h69++Do2HL4d7v1z+OXvZeRsFrzh0rX84BOv5jNDL+cxeQXh93990VfrMmR4QSGs40Y1o4Cc4miJdA6OVRZOUPxpqIywd3iazYcntYJmCJorxKK5OMrJPpyoQSOM6Mp7dOW92IDiaJisBTOJgSUvqUBz8+FJbt3SD1P9zIa5+rrNBZ3i6BxVQbJP+0Gko1EZwNgeREtPpoI3R5hmj3Vgc9wkeXi6Pj8VQMmEVLd8Fzx1cILH98+R4mZfbxS05l7PCzRJsTCMbCHETinVTCSVxHMdUIp6GLVX0Fq2rzg2YxOhwvmnzQa1uR0MY7VqcV0EYY7U40Z5fhuYgzQ+dXCCA6396uY6h/Nk3Quuw7RjnK2W0o7JmOnYOWpPzaK0tphFhT6eVgEZQctw2uHhPaP8tx9s5YYPXssl00/Azb8N7/+GdizMMCsuWNPNDz75Gr626rfoP7CDyv1/s9RDypDhtIVSCify29egnQAznnZbLNUC7tg6OEcwPLMWpx5EbD48yUQ10ARlZNf8BmCC8t1DUxwcq8QpjqDdxsXoTth+U/uxp4c3eWjO+hbn8GMsn9xOI9COhkIsUIELWwIlE/QKknNwaLxKLijBwUdmVZ/u3DbIwVbnzHlgeLqB586uKCZ1LybVzqY4GrLjoMd7eFwHm8V2ClrNOnim9mGC00f3jvHovtF5jFQlat1ClRvriGkISjtis/BbwBK0+b1aKcWRyRqP7RujVEts9ZVSOMIE3bMQtJVjTyGGn4vHKeNrsoDRRiHSmWfa7I5bYf+Dsz9vg/uT1Utt8hDsumN+ry31wfRQ26f6JqrsGJxO1glKtbnv1AXVoC1A0LTEdt/9MHm4zQv0lqr9W1GlI23qJGfuScpZehL61fYTpcUl1g0rCBlwPE77GUHLcFph19A0H//6U/z1z72Y6/IH4Du/Cu/5Ipz32qUe2mmBnmKOz1//E3z3/L9EPfRZRrc/sNRDypDhtISSEY70j6vGYD7I+ZNs6rs1/nvH4JSx3BfUg4hGGDF5FMVkrFxn1BSrT5lg1nWELqwf3DK/gZggXpig14+iphRHpzw8q917Uzxz+Ak48vTsu0EhVEQjSgjafCI1qzTNSAww4xUzgioTObUp7mdwK13lg4yWF2Zf74eSqh+yurugj9mvzAjmWkPCmOCvuxKEwDEHEJifbXtB7blHB83pbTelcM5jsIbIAAkxmCVNKw0/lMiomUjY3QkhUsHvPMaQhjnO+ZBx22jY1ldNpQiaVJBzjDNjuxRHKemoDeKM7zXjVHrOidnTUtsOV0ULS3H02yhWUupzHxfBJee13Ai5e/uQVt5a6yqPF+WR+b+2/xk48NCsT/uRjK/Zkcka4VyZOYuZch3UoW7aKdj5qxRU2qQomuu6vX+K4bHkfk/MYWa+5dF9Y9zzfBtiuvO25jRqO2eGn8dJff6tH3yAlePHd90ygpbhtMFYucGHv/JjfvONF/H2cyR88wPwlj+Dy96x1EM7reA6gt/5pZ/hvvN+F/XtX+XQ4UNLPaQMGU4f2NVkGdLpSvxIJvU3Fi32YMPTx2Ym0Agj8n5zv7P9I5WYbNlwZ9b0QhMQPbxnmIf3aFUlUQvUwlKqzGuVCSYboSRnFDTXWaBJSK4461MKfVyNQCLMf/PZdBBp98QZro+xKtEcOOad1udTGNlB7+RW+iaqC3KRlMZif0VnTgetO2+Hif1Nr7HKmY3J/TBKAlcnh6M02bD7nZWwyBBQkOuAYi8LtspM91yToTZQ2H5jbKoyG27fOsBzfc0KaJrY2N8WPueba9Dm4krWFt82Fq74RnUcqzBVD8i75vy1I2jm+JQJf5XSPMlz5jfP4tHKBaQ4mj3OwPA23XR+0nwHp+ZiPYio+iGT48OaENQW3qOrI5gg57fpl2jv+0Uoc1BKsT+V5tj2usUPzpOgWeU8Pa+U4vB4yjDn0CNJI+3059gsKp1NRfdcZ8Yca3ePj5Ybs6c5z5JKWaw3EzpHBrN+Liql6J+cu71FRtAynBaoBxEf+9pTvObC1fzaK9bBN98PV70Xrv3wUg/ttIQQgndd//uMrHsNfV/+ILsHS0s9pAwZTg8ceAiq4ygp8aRPR87lsX2tKXtKO6Ft/R7+0C4e3TtG1V+40rb1yFTTqixAIZd8bdsv/6Ot/K8ae4Z8Y8KMLFUYv4CUqobv8+TB8ViJCiIVq1aOaKE/UwNNkVr8m33M62i/E+3YABjTCeOYfjRhQ0ptle65zsxzEStoEjesoUxQGrv9zWKCkDM9jGoLrEUTaEUxjn1bFTRb99Ka4gjgeDhGRbHmM7PyQ+uiIByTD7bAYFtJHLPfSKok6JwHaa/7Vmmz9WbmL6XioDqS6pgcBOdj029Tz6p+1PSe8YomhTlXmBRH84RfhUGd0iitq6clyiT9/BZSN6dfu4AQum1aXBQ3KI//bkFo1Uo/RU7aEasoTOrcDj0Ou+9m9cRm1g4/3LxLqVJK3TyP12lPRDtyLh0tKbjtCZoZryVPSsHAs/PPKS2PUN95D08fmkiuUXohIT33250bJWOyJXBSNWhHucdmReoNdjzLNuG0pDkq4c46p4amGvz4wNytDDKCluGUh1KKP/7eFvKuw1+8+wrEf/4G9KyHt/7PpR7aaQ0hBFd85AYu65zmrhv+mL0j8ywazpDhhQ6lUCrEUSHnrSgwWfV5fN8YOwdTvXdMndB0pWzfsmB4jsCVjab3F7wkIIoDjdlic2s00RilozbQtJ2FjscPTK1WWMcNK00mIY4QNBnEH3wYym1SjWxKUruAb9t/apKgEkHJD6WpRZl7sDYdMNdOyUsFb+sH76MxrtUK15Eznm95I/lgmmpl/p+LyoxdEzQTQKas6NOwwWGQqmGUwmOyogPxpK/YHMeujN5oe6jFIzcY3zdr/ZAeLGZfUfKueRA9z17q2NAktVl0L87OvLcwI5oWk5D5KWjNBM01xzAjxbHUByM79WtjAprsRyqF64iZ+1RKO5dOD7YZhULNQermdexKQufK1N8JQYvvU5t2mibOe++dua1Dj8DzN2mzmNJh/MoEnmxe3JmuB9y8pX/hNW+zKIVSKc5e2dl8SG2JqBm7vbHDBozunjWlVqT+D0DpMMLUrbY93TKEZRuhZ8PMfaXGqt8fzUjDXbChjUpSOu/ZbuaGl8dpOd+aoM2yiXmQ44ygZTjl8fn79vBsX4l/+uWXkv/hX8LYXvjZL826qpNhAch3svJD3+Sj4kY++8UbZjoyZciQIYXUl6qUIATn9uo6lKHpBqVaoAMzpeLXNszK7UJdDqfq2pFQqGYikXb1O7raoB8XqZL7tHKwIIQ68Fk59DDrBx+YQdCUaklfqiWrw7ZnHPXJpmNpggyplsdRQNGkTjZCOa8ea2GkyLkOjtOmjsjsKxdo8uxLc/4SiYtIKqbqAQOlWnxSIyfHOeMPI488M/fO07tC6XMtwLH2/k57hcGO04/COJgcrgTkqsOgFKGUmujNeeyWzTbLjPGvR56evX4odQ2kkilGMAexmBoAFTE0VaUWJIQhPZdikdQVc7agODJZY+uRdOaGrUGbuc1WRJHCiRr0DDyMG1bi17pC/8zbeWCPxcujlEJGEmlIiZISJ2qwbPAxlNKLITPOdRRAZSR2yJyJNmmRo3s4MjrJrc8NtDzR5niUAk+n+4ZSIsMg9Wpzn6YJmiUdZqFjeLqeuMhaBXT3XQBs6ZvED5sVTOuGGkXNJPWomCXWCqWaYWIj222ztfWFPY6JAzC4ddbdttHgk9/SBExGkOuErjW0N7xRCRmTYbwNm9ooFVy4pnvWccw2sn17dlH1DSnzijMUtJ6OwjG0m0iQEbQMpzRufraff314P1/+0Mvp3fVdePrf4APfguKypR7amYM1l1J47xf4G/6W//rF7zTneWfIkCGB0o2pH9g5hG0qbFdNbcqcrodJpVfFAeH8d1NphNy/Y5ipekhXQTvFCWvSkQpMkhSd9kFA/2SNiYqvzTZalYl5xA1BJNneP0UYyTg1zI7Dj6K4Bk07LbYQtKFtye+RD1u/l6RplYcTNc1guh7w0M5hU4OWDE5w9BVuaQwvHEfMdF4zJ94NdQArDTGzP1GK7f1T3L9jmCf2j8eujkIGeI7AF4W2+2yXvpcoaCDi3lbNF74ahPFrAfzQqGCA25igp7yPvD9JKFXc02tWzKKgzQcDk5UkQE2fs7m2c/BhNvbfjVCRMcdJAlw7LxVamcs5zpyGETU/oupHSf1mq81+O7KUMlDxwjKFxhheWE1IoWOImmPUEXssbp79YxVuf/YQyAhlzlehPkquNqznj6NbRexLZ5KohMQ3wd5LNmUvTWAGNuMOWYfINqlwTduJwCsQRpLNhyfZPZS6J2IFzdaLNROPehDx6N4xth4p6f20OEraGru4Qfvzt+CUtMNhGMxsPTEn2iho1uWwmGuhEe02GZt4SKbqAYMlQyYHt8DIjpm7E2LWPmjJZ535vBl4VpNXx9P3QdowxEKpZGEqCpI6UKWv0VQ94NxVzUrgnDDv7xh8nFwwpee5W5ihoOXzuTlq0I6+m4ygZThl8cyhCT79/ef4wi+9jPMrW+C2P9R2+ivOXeqhnXm48r9QfMPv80/OZ/jNf77zmE0NMmQ401EPIuq+j4xCTXxMjVgQSZZ15HSD5dTqfVyTs4CV1JFpHUA1goQEKWkJmn6NQh01XXFL3wR7R8vGra+ZoD2fTsecBcPTDXYPTzNW8Ylagu3C5F48ac1KUpSqTVBuSR1hTQezfhkOPZa8QCmzuq9rmKwlvlLKkL+5YQlCGEoOT7QsMJnr4ChDjMz4lEyUST/lSigNiVQKXMchkhH9kzXGK752jgt9xsoN7m3j8KZkxLqB+3CEQFjlo+Xi2DRYGzCmU+E8E/ALFRJGqr35Smp7VT+gavuoNakMcxN30ArLeEXPXU1W56Ggoa+lULIl/k0cIW3mpOsIfU1LR3Q7gxmHoZis+tyxdVCPQySmHdDmmm+/UbuOosmBY++H1HhtiqOwG0o9V/MjRFhBRSFK5FBS4Sht4iCNgqaU4rkjJabq9tolxKJl8GacJsWxxZiiIPUcqtWqc5uuKAleB5v7JlHCIQzTqqQdQpsUR5IU2EPjVf2Z4zY7Sg5sfBND616fPBDWUZUhUBFRdWrGcU3XA360u6U9Q7FX/2xjvGHTitMp15Ckn844TgCl2HqkxJP7R2cuBMuIjsqRme+FpsmgaqXmtN2pAb194ZiVovYKmlKCyO2AKKWgKcV0I8QR2uF6/lAgI5OZYOa5V0gUNDOJ87Vh1Fz9746CjKBlOCXRN1Hl1/7tKf70nVfwqhVT8B+/DO/8LJzziqUe2pmLV/8Wy656G//I/+Y3vvwQ0/V5NDvNkOGFBKVwhUDIkN2DJULl4IztjAOLtT1ptcUQIhNIzlB2omAms1IKnvsujYZeINHKUDMLi433VLOStntoelbXMYGIA1kbvE9W/aOm31hy+fTBiRkErXt8O17poN5+WkFr55xnnwtqcUoXfiqdWulRCSXbKGhzM7S9I2Ue2DmMKwQVv83xW4JmgiepJJ7jxKluSbCtEdbL4HiGoEEU+vz4wLhW13bcAocfn3VVXAY1vLCGQMbXfbbBNxm8GNbtX/hTBF43QkVEUpl+aq3Hox/on6zx4K5hnu0rtVXQSrWApw/NvG4W6b5wMmWo0fb1jTLlJ78VPycsWYgV3KQdgJ1TOVfoYH16oG1DcIVOYQVLUo0CZ85bu7npVyaYrgdU/Ahh3C5jpaUxTdfgE2ZYkfGaSYiB6wjWDj+MChtIx0OicGRorr82CbHYOTitnRVt7Vnq3Fb9kB/u0kqvEmamtihM9hjCbTfBoUdnnk8LGaEssVK6hjLeRswiwuaf9mFDQL2grM+zqXU8OFZhouqjnDxKNHugSuVQrI8kxiOp4xot+4xVWnoCbrxG/xRamX6uL1H4IqnwHAfPbVbOdw7pBYi+iar+PArqeg4IAUqiSv2s7s7FBC/G+H5WTiS29M0Jr8nnFnvu1mm7drdegcQsx0mdp2YFLXLzlLvP1+c8de+V6yHdhaOTM6UUpWqg74HqBGz7AQp9DiKpFcw4y8HMTSdq4I3tbL+9o+4xI2gZTkGUGyEf/eqT/OzLNvG+Fy3Tjo0v+xC8+H1LPbQzG0Ig3vH/sWnjJv7U/1s+8bUnZtqHZ8jwgkZCJFCSsdwGRHk4DizcuA9UEvBaW/qpegDj++GAcVXbfqNOzwGtOkUhMop48uA4jbLu1RPJ5Eu6NcVRlYdwx3STaalg+8AUB8eaV6Xj3l+pGCod97azl56s+ty4+Uj82mLOxY8k0YzeVwqnKYCyDm1zNO4O6jqganldGIW6lsYEy2lV5GiNqieMCuQ4xDVx7VL2rILWP1ExhhCJgta09fF9kO/S73Fz8Qq4F5lz6xXidNZWIwhl68+UTBrXzqJIxTb66VqwfCfSLSJURBDXoM1gaACUaiGrR58gF0y1JWj2s3s2J0WhkqRUlaqZfGDHTEOMsVKJHYNT2JIyey7TQ4rnpfndc53m85MOyMsjdO36QaoeMoXpQXontrRVhbcNlrlvxzBb+ibj+8Gz86M6Hm8n76TmYlCHQ48mPd/qJZ32p7RSqTAKWopo9E/WqO59RPcAswdlz0XZp1Stm3E7evCtCpOyxFPFCxFSKfxGvdkYQ0X4kV6EOGtVD0HUpq7P1ijOIGiwvLSDdUM/NARBk4yRciNle28sdiz5Ngs1jY7V+j7c/2CcdmzndFNaZq5D13Xlu5iuB+wbLcfPB5FeQLBup8R71M8/dXCCXUPTMLBZnwPhwsQBOgcfZ9PQD5OLbolxUE1tI30uFYcP7GCq1mqlb17l5lMKmpPMs6b7QSGVQAlh6i2Tc1j1Q7oKR/czePrQJD/cPcLe4TLUJ+Pz4DmK6YZ247QLF/ZzVwiBU194ewSLjKBlOKUQScVvffMZzl7ZyR+95SLdiHrNpfCGP1nqob0w4HqI932FFy+r8uHxv+P3/+OZBfUBypDhTIeUCkeFCBVR6TobgNDV9QuOFXtSAa9bGUbIQBsiTB3Rq8kWtrfRvvtg733GTQ/k+EG96qsUjkhs4tNQCnIjusA+VjZmtBlKp3zJ1CPmWNocX8k0/VVGWeo2NXCtyopUxARNuzjaXc5c1BGYx4Jqc62MOd4f7Rnh8EQVgdTeK6ltCHOsre0GLJI6OMGl63v03ppYqN6Wa1a1B0tVIqmaUhybXl4egZUXoFC4+QKiPokT1SnUR3j28CSByJN//vs4UT1J5wpqsO8BdgxME0mlj1eGKKW4e/tAbOSQDn4tOYkiRawXKPC8PB2uftxz2rUNsMFf8xluNQmJbfrb9J7Sn+kp18eUSUgQtGRONMoEIwfMC83erEIV/z+V4miOxnNaTELS86LanEqXPkZn5Hm6KofbUvK0QOyYYNixh25qi1Z35ekqOFqhLB1J+tAVepAiB40plOOhSKuqiYLWkXPpynuxwqnrQQdb6iAN6YkVtOZQ2pLuIJLxc4fGKmy5+2tw4EeAdihVUtKQgolNr8dZtoFaqhVHnOopQ606y4ipesChcZuCq/DCanL+UimOMfE1+cF2W5FyAEUUwe6Rip63Fd202hLURvokCwd6z4kVSICpuh5jGElyrogfbz5+vcO85yQ7d1xCKYmkIu85M1Xolt5ica1tY4qhyYo28NGnvtkZ1Ss2EzQV4Uey6X7oL9WSuZh6PJSSmi/pyDcTtFLVqrPJsQ1N1bnuvJU6pZjkc7Q7L5isBuC4qc9o+7lIyjVUY/9ohRs3H+GZQ0cnbhlBy3BK4a9ue57BUp2/+4Wrce76E6iOwX/5v3p5NMPJQaEH55e/x092HuANhz7Hn9+87ahF+hkyvBAQhJF26lMSoSKk48G5r0GagMFxrO22Tj/CcRFhjWVTWuna3F8hiCS+Se2KpNJBXG2SqWqV6ZomIWLyIIXGmE69SgXBQEwsdg+X4yDB9oOaLWVRB81qxmvixZfnvhs/ZklHECmTwiPMsbcStBR5TMdoMuTZwxOMpOtY4wjRT9LBHE8HZXvuwTEqlVCR7mcWVijWjJJjAvANA3drB98WxAQN8BwnTseK92tMCFwSous6gIriaxV/vqkIGUWojhX6tfluVNCgd3I7rpIEUtIIfBTghbWEoO24FSqjjExXjfOmQsjAqK2KaiOCegmVOs9S2Qbfqskgo7OYwxWSUEod/Cp4cNcIj+8bsydz5jkXTlPgCcRzbMaUCOqEjYpe5U/VjSUhZ8sbBp9DTezT40OgcHBk0EI2iQmOlLpu0G11UlQzCb5F0/4NEW/7nWP2IYTg6k3adc+1iyJRQxN5R+AA1c6NkO/UqjUgvCL1jnWIqSO6ybRS5jhoMgZxhCAnG/H+Q6mP+uE9Y/FjIh6a05agkXqvHXM9NHV+xoTmyQPjDJaqPLpvHLdzObmcS6naSC2Q2OsXgVsAGTIy3Yjrw6UCx9SAzkifTk4YgsQgQ8oIoRS1UDJWCfWiizE4sZsYnkrdtzHpkQhfpy4+sHOYm57tJ5QK13HIuYJlLfVbNtVYSghtqq/jUfUjip5rmoK3Ljwk6aiiaV4mpvsrx55OmchI6FxlYkNzDxmTkC19k5RqyYLO5kMT9JfqKOGglIz3XQ9kEzm3eGBXc4uQeqBTjld05QilapqbZ/UW9SeL46ZSHGN5kNb7aUufdrKd/ZolyKLeDKcMvvH4IW5+tp8vfehaurZ8BZ6/WTs25hfgrpNhcdC1Cvf6G3l34RnOeu7z/NMPZwZGGTKcShBCfFkIMSyE2Jp67M+EEEeEEJvNv3eknvu0EGKPEGKnEOKn5rOPoDYdB0aOConcIrj5WN0RIqlnGizV8KVOeXQjHfRM1SP2jpS5/bk+ALb1T3Lv8zoY2Doc8OjeUUBQcXqIV2FtQC6b60aqfhjvyxK0etCqiaVXjVXyq4FUqomwNcKIwVI9/t2SCCEE1cbMmlQHBYceI1/aT25K9xcjCgikolQLUzJA+k2GoOU6depTbZJcQ5MPoSSRSb3rrOq6paYqmvF9M8aQc5trn5rc38KkpkbYQE9puirssadSHN2ogRQOyjjfic5eJle/FEf6SfCVWhH3Q8nThyY4Mlk1z+nXOCpCyNAQYO38SXmkmRwrXc+oDToSBQ3h4aqIKAzwXG0SMlH1GZxqdoV00oRnhklIQtDqQcStW1Kq7eHHYOdtaGJqXp9OKbWNvVPnOFYAhdCp8DNq0DRZL9YGccd2IdDKSiRV+55bSjXNCZXaljIpgU38zDqh4uAFZTpEQM66pwpD5qLAJiAjkIROEYrL49Q5IQQTK17E9DlvZnzVNfqVxnK9EWgjGNDxfi6cjhddAPKuYKzSIIgseWiuW2xdQLY1aAOlOtWg5XzmdJP2ciOk1vBRwiHvOqzoLJB3hE4LlZLCntv0IoKMwMuDDOnI63nph4ZYmM+dSCb3dzP0vLCOpdHILnJBCWGIVxCpeMHELtbsHda1rAOlWny9QeHuuYt8w/YiU0zXQ3Lms+H1l65p2quthd09PK1TAgGES6URUuhZYRZdWsYbk6SW8xXPTRH3ctQvi5L0RiUTgmYbvYe2R54yixHa0EPJxHK/6oex4jsXqn5EZ94l7zoIBEGKpOWE1PXAwk0p/yo+hjmMTI+KjKBlOCXwyJ5R/uq25/nnX7mWDaOPwj3/Az7wTVi2YamH9sLFso2419/Ih/L3Uf/h5/j2k4eXekQZMsyFrwBva/P43yqlrjb/bgMQQlwBvB+40rznC0LM0o21BVF+GV2VPkB/KePl8aIqTuSb4F9BdZwdAyX2jtZ0qlzUoFAfRQlBI5DxF3ml7uP7ZkXcySGVNHVMDp2eXTm2xMrYw6drt8y3f+jr4DJobY6bqvHq9pcoAAAgAElEQVSxq7pOeRDP9AQLpeLpQxPxdgYm60zVAvKuw3jFp1wPY9v4kXKLgQDgKAWlPooTu0gKO0KUMKl5Zp9+GHJg1ARqay6Djl4dTA1rK37HrM5bBU0IfT7AprCZbddLs7ri2R5PjnBSKY5JEJgskktdt4XUxDaV4uhGDUInpwNTwHNcAjydCmcVjbBhgr6IA2MVDo9VdIoTSW2WgyIXaDIvlCFoYW1G/Z/riKYUcqVAOA49kztY13eHrpVLB96Th6F/s9lXKuWztVG1UuwY1E59k1W/2e7e69Aql5LNjXrTykQTVKpflKMVNNVsxKAULB97llVjT5Eb3Wqug1XQ7MJCaw1j6ve00mYRJfPt8Mgk2/pLiLDBuqEfsrq0heK0NqhxrKW+IU1N5hLpVDiTBtdwO4m8LiQCQaKibliuzWsEgo5qP2NhFxMVH6WgIydMP75kXklAWV7cpgZtZVeeZUWP0UpiZgJAvhspdT2a2yihhKO9AIVDwTPpuSpChL5O45ShPg6ZLHjYhRVbFxmlTF6ahmH2KY1CPTRVp6M2pGsJldSfF7GCptgQ9aPG91GqBRyZrNGIiOeW/gxJrtFk1cdLpRenkTYriutUHU0IxborcWhjfmNfH7sjWuJu9mmPRSoe3z/G6FTFEDR77FZBa56bDatcGsfF9MyrB/r6t46/FZHUbRiE0PfjdD2It+IJpc+n481IcWzXKmBT361Jj8SjICNoGZYc+0bKfOIbT/O/f/bFvKQ4rOvO3v2PsPHqpR5ahlUX4v3qLXyqeDv9N/9VW2vpDBlOBSilHgTGj/pCjXcD31JKNZRS+4E9wHVHe5N0ctR6LzGpReabN6cNJTpqA8nX/6FHcWRANdKBSN6fYPXo43akTV/krv2yVuZxEyzY0o5YQbPKRipIaoR6FX3FwTt1el5L2kxM7sz/lVJ09D/KuqEHKdRH4zQbvQCvCKVi/fIi3UWPzYcn2TdaBoR26GtTW+bY2rJUICKDBgq3SbUTKEYrPirXAR29yAveRJjvhqq+XCJssKIzr90LTVSpDF8WQtC02v78jTC8A2qTydiTq4FIpzimVBsbhHVUB1g9+CDLSzs4bFoiWBK0vPQ8Usq4bstzHUKRww1rOh0OBxHZ1MWIiYrPio6E18d1USqkozFKZGaEH0oY26vrnoSgI+fGxhRSJRRMoXSgZwkiESpssKnvVoQMdLqm6WWlUk2N62FSc+MIQZdRWnoKXqyqxnPD8UwaZpTUKskIOz9Ea2WiUvEjEkA4ONI3l9cSNE1IreOmIxu4yqez/5H2ChrNaWJximPvudTPeT3SKeCESardVKVKLYhwfH3NhVfAcwV+fkXSIsCeR6EDW6loImj2WJNFDK2iKqXvqRefpS3lhYBibYjd4Wr2jpbN80mtW9LvLaXctqztiLDB8qmdrOjMU/GT/QEwsZ/64E6WTzyHIpnnCIEjYLziU22Y9hUqRElJKdCpe3ZeSlR8/RV2QWI2BQ2YPKQXCQA3qmmzEKRZ1BCw606ol1hZ3s3Kqe2x+qp/GIMSRdL3DRir+G3rz6BZyY9JrdCmMV6+o7l1hnl+2xFbk9Uy//belz6SOK348OgUuF5KQbPpmPGqA6AdaJNPQG0SopRZHCkNokK/Te1u89haXT73j1biA/CEVjMljr53lIxTYFtbhFhl9aJV7XsrtiIjaBmWFJNVn4989Uk+8prz+emLCvCN98Frfguu+JmlHloGizWXkvvI7Xy88152fOu/8fQ8ilszZDiF8JtCiC0mBXKFeWwTkJaE+8xjMyCE+JgQ4kkhxJPT1TrV4nrK3edT69iggzXHodqxEVBNK6baIc5p+oIWJoh0ZEgoJV5Y5ayRB/VzSPO8Q3exEJOreAupGg2LCAcvLOtUxMhv22tNmNVq27sqUYvqCUGTCrZ+jyiKyKkwrusC4gbQQikuWdvTvHHrWkYSiEShTttq9TcEUOe9DoBnDk9y68TZsbGBikI29Bbp8gSBt4xGz3kp10pmpscNbdX/SBkixATFSchIGwdF16TG9Xbkqfoh45V6PHglBI3VV6EMScx5Hg3l4qiAzvIBlJOD0DcKWkgtiMg7hhi4OYRVliIfR0DQfZZ2zQujOMjVWWOamLmmfiZdMofrxgFj1/h2use26OOSAY3c8uRAUqYpz/VPcd+OQe7ePoRUitdctJqfunK9CaD1xsvWgELoZuq6DsueU03wbP1cjKHtYOq0ACKlz1EumEalmjMrEhMWqXR9Xn76MG5lhKZeYn4FRnYlZCoNJaFrFWOyGz+3DK8xCUoxfnA7/QOJTX/kduAITyt0Tp4gkglZNERKGIUrbZxh97drqGz+1iRFa0NJ3ZMQAgdJkF8ev8+h2VFTp8eakwkzFDQFdE7upphzqRmykuYy4ZFncMNqovyYbbhCW/w/sGMoVqwmy3We6quwa3AiITsSlDHVUMKlb6I2S524IZNje+Ma0p6CFyu7jciQ28Y0ueEt4ORwij3GAVRoZUg4WrVOEbSzVnRSDyLWLUuIxqrRH8dHXw8iugseyzpyTfdiGEnyhaJWyFPD9UPJhLH4d+LPFE2ebc2dJcZJPV3YkuKoCVpyHvRPq/zryyXiudfhQu/I46ipvllTHDf23caTjz9kaiwBpbhgdTfdBS9R0CpDqCggxPYwjOJ96/Ts1EKEccJd2VWcZY/NyAhahiWDH0o+/vWneclZy/nN152je52d80p47e8u9dAytGL1xRQ+eju/2vEgT33599gzdPQmtxkynAL4J+BC4GpgAPgb83i77+R2EQ5KqRuUUtcqpa7t6FmJHylKvVcwvuqlSTAgHGMcknwdJzVj6Y3pcDAXlJiuayfIQs4oRUoHS57rcMWm5QlBM0YcbljVluEp0hGIAl5YJpISIYM29Q6WvJjft343DhiECgmlol5cFwdR3uBmeg/eHtd1gVWw9O/dRY8mpAhanH4V1FHCNaqcVf0UodeFzOl64prtV2bVAxngIHDQKkGU74kd9gSYvkKCciPkyYNGJPWrMPhcTDLtGB0n5eKoIl3rs+lVKKXw8ytwoxoo6C7qfQ9P1Vg28COKtUGEjAiVF6eGea5DQyVERDoeyhAjR4ZEUtFVO0IkzQp6TNAChOPGClrDkCNrSCBIatAgUagUliDAZO+VFCtHKFQGzDmUHByZSp36hKBVfE2wqo2AdYMP4AlJMecCSaPr+3cMx+50B8eqOCpMKWh67uksUXPNZAjD26EymrLDd1DCxQsrRPll2PklpcSN6jHJ6R57luLIVqRS1G3tYliHnbfD4BZzvRSdFb1GIqrjpleaYPfwNEF+GY5fgqBG5eCTdE/vxc8tZ3T1dVQ6z8LFqEdC0J1vtdFJgvsmBS2eJ2bMOHjIuH7LKiSO0EG2rUPUqqJ2qUxSHKU5VyYAd1r6oKGICr3kXIdYQEt95FiypIlSFD8fN2gPfbQZUUSt4VPs6GBiuhqn0kpARb5WdE2aZiOYmfprU3VlsRc/lHQXPIo51yhxSjs2WtJZGcFVPrlcgUYotSW9VCZtUKvGnhC87pI1sXK2vCMhwMV6YqzRCCW9nXkuWdeDaOjeabuHpphqhORzrlk0UqnXR3FmwLqhH9JRPkDn7v9k5b6bdBNukpTnSCk8oVWwAKOgJSsfM5S53lzEFet7WNFVYFV3ESU1oc9HZXKuQy3y4msvZECxNpRaBFPUypP6Wpg0gZyrFXplrphb0YsioZkP9nMc9JCGSjXu36nPjbQK+zyZV0bQMiwJlFL86Y1b8SPJZ977IsStv6tvtHd9jtn15gxLilUX0vmxO3h/4WEeveFTDJVqR39PhgxLCKXUkFIqUrqA659J0hj7gLNTLz0LmNlNtw3a9QZUwnwxpxQ0W6ejgE5DwhylV6JXjm8mzPUgDOkod59tXqnIey6e4yQW9kCQW0bX2BbYcUuTbXMoPNzIJ5QKRwVtLNntD71ta50P4IVVIikZX/kSQvtgYxrXEdoN0cARdkNJEGvbCiT1HqnAqK7raqp+GDvSGerBrc8NMFn1435l8We9DLTzH5JQCZSbTwiaQPeIEx61dBDamIKRneTHk15wAIHUBOTJA+MMlWpsHQm56xAcWPcm/LxOY5tc9ZIkIAe8+jiFxrjuP6YclBIITC8vPMrd52tSJTxUaNPP9DxYNrFdr8oLJ179J9K226FRdvzApqNpTdUxmViO0CmJsTCiFFGuB5nrotJ1LtGay7UwZOqA0rqkVzpEbxwg2+Be4oWV2JSmqYE4umZxt6lNs06GoEkqSsW1aWAWBOzVs0orIkntcxLyo8IGQggahZX6GKO6OS7F5kOjTNUCaCROiXZGrJjYghPVwYw3NMz43PVr9OMywBWCXFhGukUaxTUgHDxCcFx+4uK1rO0pGAVNxqlowqqSzkzr+Xj/AlwS1z2rcAnbf87WZqGbxWvV0y4YtKTWphU0x6V67luorrrCNOsWcV2lRSOUCCS1jnX4+eVmow6W5q0bfggUuGGNKApZt6KXtd1e7EwolUKUDiPdPEIpuvKetn9fcynNMAqajIxiK7R6JfX5SlvqK6XNbQqFArUgQuHqhQ4hINLOpQVP0NuZj5uSe7MwjUYQkXcdcn4JFRiDpKoee3cxPyPE0ymRqbndmDR1aIqi7W1I0uPQUxGuI/CVq9X1dIpj+sjDBisP380Kprhs/XI68h5jlQbjFR9HReRch3oQJAsL5QOsGnsSL6zERjhOvitR0FC4riCMVNx2xJLVzYcnkcLVizSW9Jrm3NOVCpOT43GK42ypoa3ICFqGJcGXfrSfH+0Z5YsffBnFJz4P+x+CX/h60sQ0w6mJlefT/Rt38U73cR7+wscoVedX7Johw1JACJF2GXoPYB0ebwLeL4QoCCHOBy4GnpjPNv1whkyF/ipVJqRIFCqrXC3vNIYXMikur258FWPnvo0jm97B9vIyo8BJhKMDDSFsmoxiuvsCKiuvhFwHuWqyUi1lRJeJQQuEbVMc47VeZWkaTPZeRd6f1CvBqZTAyAS46QDCpkimUysnV7yIenFdnHooRKqOavJwXFdzeMw2zFXxan6pFsQKXUweogAhBC6m/svxmpQFVIRyXDwTgKVNLwpj2/W5MOPzJfRNVDkyWWN0uhqnZSknH2+z2rEJevTUcEK90BR6nTgqwldOTBxzrj6O6Z4LdK2Y46FMcG4DONfRqWAy7eImjYIm9fVrWIJmF/qx9vraJj6d4hj1bKJ0zpt1TVKuAwVIp4BAEpmG3lP1gPFKHcc2F04puGDSYqNwRiDsOkKTMaC3kCh31UaAH+lamrw/yZrhh1kz/HD8vjAmkMRBsEzV+6iwjnLyjK99NWHHGt1mwByXEzW0iuSnCZpKKctC9ycDavUGHTmXNSt7cYMaRGGsNuTyOjaQjocrA2yzYmEWHlCKKNeN8jqScaWVrZZ7QyqtoNnx2BS6WqOh7xkzh8NIEzRLOK1ap4vd2jSqFg4y343yOnEdB8dx8EMZE3ypFH4YIWREedlFiYosBE7i348CVo0/rQ2IcgXyTrMJjDux1xBxxbKiR7kWIIVH6HXF1zpW7WSENCqQQDuHCiUJUu6PevEAero6kuOwCpolHHbRyBzurDVoYYTnCtxUH7+CCxev7aaYy8Vk16IRBE2ptV5QBhyCwko8V9dsRmaOHByvEkhJKAXbB6t6/CmCltjwK7Cp5MEUCBDCoVIP2DE4haMirYpGEhE2oDxMoaH78zkyQKiQtT0Fcq5RXQWgJJ7jEErFtv4pfc7MvBmZbqCdHGWshApzzlaNPYXYdUdC0NqetZnICFqGk457tg/x9/fu5kvXv5zVB26Bhz8Hv/Qd6Fq91EPLMA+IFeey/BN38yr1LM9+/v3U6/WjvylDhhMMIcQ3gUeBS4UQfUKIjwB/LYR4TgixBXgD8DsASqltwLeB7cAdwCeVauOC0Qbt3Ax1gBzFWoVSyqQ46pX8xvprkcLTvbGs0qNc8vkCCEHec+NUHeG4OlhDB50OksjrpLb8Qij20jmmOebImlcSRZLlBf017qpEEYnPiQ1AhSaQSjhMnftWah3ryPsTpuA+SQmUiljdSc6rISSpFe7Q62K658KEoKVqxGQq5auzYOsyEit5R4i4xi1UwpwrXcGRC0qEyjE9hcJ4/yIK45QzaHartMcc941Kva7giuZVdXuJhSA8+9VM9l6JJxuJqigkvlXQUrGndPIm8BOMlhugYNn0btYP3Bf3+9o7UotVPyIf4bomDU7h+0m6a8/UbnKNMdPQWhtDxObcShMFS7xyK8/h8MpXokzgNzZV4dm+SSarAR05l94Oq2LZwdo6xQh23EIrpALXkICiI+OUWIFivNKgb7zKsno/eX+yyYzGnuO9I5WE8KbDx9BHeaa2SOTQhAej7IY6uA6q2mLeK8ZjibdvftYbdTrzHuQ6caIayBDr6LdxlakJEy6eCjWxMcYa+jRLassvQBWW6XtHiFh10ftrNnpQiCYFDeANl63lunOXEZkQ2nW0WiKUNCmONlVSUci5Wt1R0GQSYuqglDnOSOm6MoQee6UR4oeSgqsIVTpUF011ak1OiLkCrqDpmqRTpzcuzzNWbjSppZ4j4oWGKAqRMiFWUkmml1+i7yPrDmv8iToMEVZCxJ8PYOdm8+eL10LQegoeBc+l3NC29J6TGPZUOjfB8rNAOHo5K0418Ajr5XgcSrh4/jR4OaSbJ4x0WmEgmnutnbeqmPTZU4ZIOl5T1oCSun+ZJuL2njYkU0Voih9RHHoa9j8Y378rO/T9trKroBfVjKqqCVqbHm7pS5L68BQmXdYN61oJjwJNkcX8vPczgpbhpGLrkRK/8+3NfO7913BpYyvc9NtaOZshzWc4leH0nsXK37yX9eEAe/7+XUT18tHflCHDCYRS6gNKqQ1KqZxS6iyl1JeUUh9USr1IKfVipdTPKKUGUq//S6XUhUqpS5VStx/XvtHqT5yxp3RgWutYT23FZcjlZ6McD0eF8Zf7RF1S8HSAls/lcDANjk2/HgFsOnIbblDR6pMCHDcVGjg4fpmu8n79l/Rpddm3cF3HLABLlBJIt0i9sMYEm4KxsumnFElc4eCHSSqhsLU3JvDoynso4fKaS9enatBkEhhJyHseq7uLyDSRMoGebvSqH4skHJ6oIpROM8pFNe3iKBLLagE4UY3ILaac+JKzEHvkRSa48hoU6iOs6SkwOlVNXPKAdV2mrgjbWFnEvbCEUuSEJFA6kbBJfRKOObeS8apPY+O1APj55XiOoNq5ifFamBDAKEQIj1Dq1NfIKD4S6JnaQ2f5kCa9Ap0uZnmVPV6z72UdeVasWp+k0KZ64K3pKcTpX6BYUT2QqBBSGnLTDKkUOUdbygsZpQJNxf6RaYbEKnKFjuQNhR5znRLdKCaDwk0e8bXluUArXI4KcYRIerF5PdogJNeRBNSpfdvjqjfqdOQdhFfQ11MGKJNV43nGUEY4uCqMFTTitF1lzmlCrmXq2ksFLz9vJe988UZ6O/NGT7Jj0PtfVsyxvCAIDUHzu88hkNJcE2PsMrGflePPUPBchLCNqpsmi0mv9GDjNVy8tkdvXYFyPEbKDaYaIR2ujPej3+Zo8mzOxfB0qoefm0MgKNRH42NJm5QUXGHcRxMkZNQo0ObVdsElXHkJVa83Wdiwh+HZe8Sh0gjjY1OA08JLnBaC1pn36Cq4bDx8C91OgCuSPos1bzmc/Sq9vfQiUNdqqIwikJS7z2N85dV6IcstcMg5i2qgUxHD1MJLrWMDnTmPekRqPglw84kmqlTcCy0nrHSd7NhR+ti08mzSGSOf5d1ddOcSs5xiuY/intv1ItTzN+MIwUVrupuO+6wVHfp8m/Ra+15N0LQzqlIg9t2v98P8kBG0DCcNfRNVPvyVH/OHb7uMN6yegm/9Irzzs3Dea5d6aBmOAYVla1j/qTuo+RF9n3srsjJfh/MMGc4sKOFqgmVXrE0KXOTkqPZeolN6hNfU5Li/VI9rsXI5D12mpkzT01RakRCJWiHcxEVamFQldDDlqiCxlwem6wFWNauseknc2NgaYCjH1a8Xgt3LX40fKURjEteBokgRNASruvNxsH/R2m6k45LP5SA28kh6akmlewY5QhApazstYyXLNtkFCJQORIWSWjkSQhtruMm5EkLghBVCr5PKeW8m8LqblULzqzAugpes6+FtaydZ1VWgVG3EqZUAZ/eaID8+hw6OCkBpQ4acUPSXfH399M55zUWrue58XVtlA6+o0Mvg2W9nfNXLaFz6M0ysvFqrXHENmo9jFDRHQBhKcDxTI6W3q80nwHVUrGDqujSR1Mc5GMc4rYA6SrvrlRvGadOm/wVlfZ7s/tPmLSmMlhvU/Ig1PUXCsFkJXlY9jHJyFB0bsCvd6JmU2iFESkFLqTVjO5C5Tl2uJMxcWXkhCoWf76UsC9CYBk8TtHoQMWnqE7XVvd5nTRUp5lxcL08kI0rTZSKhVcLujqK5Zp52jBQ6FVWn1+oFBIWDEE5MvNJqKgqTdpciHJZrpomHjHT6JlBZezWlVS/FQbLu4M3IKMCpDpmWAvbeo9kkxKjVdttre/KESqu+rptjwvRF6/QEgWpOjRSoRIVNQbg5RGFZrGKPlX2mC+sYXP86AFxj9Z4+DM+kEQtHoKIwVmftgkve0+evYUi0rd9zrLGKcNg+MJUo0Ao6Kofg4COo1l6E6fREI9P15PRiQEMU2T9aph5KXKNo6yPV72mIIvsGRhFKUuvYiJ9fGauNfmElvR05ugpefC2H176GWsd6cp5DPUKnDSptahLgxOnPUkqCUNeqCaOgpTMBrCoqlIo/G13ZQHqduqVF+vpGDdwUO+198duZOvtN1DrWA5AzqZyeaxctDAlExARSmrReIWhKZZ0LGUHLcFJQqgX86r/+mPe8dBMffFEX/PvPwSs/AS9+31IPLcNxYNmyXi741E3sCtcw+vk3okp9Sz2kDBlOODYs72h+wFhzx4lmUhnSkqpNE26qwa+G5wjOXdWlX2GbB+tiCXKNCbvpZIVexCED2m5Cp5JFbhEn8uNAeqoecN+OYYRS1ItrEfkOBBEobc1vNkYkFTnXQQmHLX0TKCkRjsdlawpcsWEZoEnCqy5YxcvPW6HTt/SjuF4uSXG0oUzXalNnpWtvwkix6cjtLC89Hx9zEMmYkNS8ZfHjegUaraA5Lq7U/b+6+h+ma/ogoddF6HUxuuZVBGtfBIAfSfxI0lU+wPrBB5ITWxkl748jlKSzkNQ1CxVx3qouXnbuCp0ChaODV0CokK6Ch3RcxitBfC1XdxdY0amDVmsyIkWOnFF0PE8/13R9owbCcQmlwBO6VnD7YDlpwSCclNoj4pljzSQsiXCFoCNvahJVpN0FjfFFztWBLmj1FHMM+iRXUvOFOKW0VA1Y1emRdx1EKsiudp6lm2IL1zg6auwqF3m6b5p02aVdLFDCTammEX7vhfoYvAIgoNBthiAYC03Q7+VBRU3qECi9z45eaj3nknMdOgp5Cp5LtVIhcgus7SnS09XBxWt7NKl2hCFFJgFSAebeETYVUDgtCpqMiW8kJYPTqUbfae1JRua+BddxCKROHxZC6CblhihYBUYf5P/P3nvHSXJVd/vPuVWde3Ke3Z3dnU1a7a60ylkICUmIIJFMMNkYGRv7Na8D4WdsY/vF2MbG6bXNiwVGYCOwiQYDRhaIKBQAIYRyWGlz3tnJHer+/ri3qqt7euLO7oS9z+fT0z3V1VW3blV133PPOd9TbWhpe26NMaLxlEexbCYuNJqOfMoIiMSH4DasWQXV3xEHOy7BS6TQraujZcdGCxwqpin7OdMfBFYAqGI0h8fqKUWpVCJArICKUC6bvvCVR8GWARgtls316FkPmv38WKliTKSG98DxPeR3f9+oHUanMCbwoYSEUiQpklTGo3p4uIBobcMuVVSOZN/xUX6w47jN+bLKkV6SI6uupdBr9JxacymT/2f7uJhoZDTbS/LsXyDheYyMlwDN3sECX/3ZXh7ac9w2qURpfMh6qE38ZjGgyoNmJtQC891oKfsZJCjZXDKivEOJS+RmWggSecIpkLCvM4lwQiC80U0IpdjdavtboMrjJAoD1X1YB2egOU46hVLA2z75IzZ1N/Cuq1fDba+BNZfBlb+z0E1zzANtTXm2vf02vlXaxuA/XG2KyDocpwGhEWM8McHEWj0QDcRLiYYJny8FJqch0Ap0mS29jfS350EUqWEz2WEG4bGf6nC8ZAcsglD202SHd6KG9lEsB4wX48FOwmhRo7QxScJBnMaIWxgDzQwsRv0mvFQeLyiSSXrR9kUkyudKKGFlay4KOTPr2Galm6PEeeUpgnAgWBqOBnzjpSAyJAeat3KovVIf3BObsxLzfJRGBznaso3h3CpTENZLUmxaC6su4oFdxxgaL9HpDbG2LVfVt8nSMEJAJlnZlm5cRXvXCrqb0rRkk0YgJRywBUXSCUVXU46h8TJx/1M64bGv70WMp0yetFbJSOgkyutRfmQoURxDlE9ZaxKembU/Ph6Y+mOEBpoxxnypeKOitJxocC3kU4mYCEiZ3tY8K5ozZJNeZCAcad1uzkNooO3+sd2O+ffsVc1kEp6p2xZWNihXPDWB8gkCTTadpLcpTZBuY6x5I4dVGzu7r42FQlbymoo2rBCtKRVGSaZzgAmfBfCswEpLNsUoGXPOvRRoHeXB2bNiBvjKpxQYpUFEyKaTyOBuyiodnYm+tqzJUQrzq4SYL8YWnbZrGw9o5b7RutIfg2MloBKCWZV0efDhqG98JRS1MexFQJfLBLFJiUh6vzYHLb5/HeB5HsUgiLxLvieIqEi1MupbdOQJDin5WSPcUyOgNlSu5AIaoZSgJgfNvJ9LJhgZL9hCyljjyNyjDZkEP3rmMDsODzM0XiKf8lGJTLRdgKFwziHbGm3dGz9Gfr2/fNgAACAASURBVGhHpTExo9L3hHRCQWkcscZpSHhuRYTxRBMP5y81ExtB0XjBQuPfz0LSKMUGDb0UUq2MZroZzq2qnFMRWvJpjo+Ogw4olzUdDakobDxx8CHkmbvMPq3nuRSYkgmpsYPGKLTGfNz40l7aesKNG11jLo/UyOQiv+F3QDrpm5DGSFRFbIijEbKJJmCe/QGdB75H87EHJ90mOAPNcZLRWvPuzz1AKQj4y5dvQX3hrebGe9Hf1MRtO5Yy3c1ZLv3VD/OJ8vWMfeQ6eOauhW6Sw3HS2dAVGl0qkkCXKJRGALEqcDCWmiiCZN4zc6xaB7TnfHLpBKFxMJrpseE+JhTpricPooHepgx9baGHgmh9CYp8+9GDMZVDM1BY15XH1EuqyFUblbaAhFeRFC+jUMmU8QDZ7+foa9p6JUSE81a3IF510v7AaJEf7Rm3YgQKJUIpCGJf86H3Qke5cg/tG6qSaxexgiVerAiySjKW6UKrRPQ5LR40V6ok9OQUbfnqAWxyZB/JwlFa8hnOWWXqk+u29dB/FWCMrk0r2qsMNJRPLukzXCiHI+xoe0YkwAzOS1pHA+DQmApUAhUWjy4OozwzADe5habvdh8brYSZ2ZhQFXsdCllEdZlE6GhIWZGQMhKU8BJpeppMzotu6KHk5zm7f4XZf1Crc2OMmIQn5NM+Y8WAMG0tHiaqMcp07Y05simfras7GWrexLikqn6ntb2mAfYNFtk7MAqlMQplSKWNSEhZmeds2nhhN3Q1UvZSpp+tkeHFHUcaG+Iosdpwdi/jxxnLr4wGwMYTrexAP/SgGcPsyNCYVQANvRrVxdJ1LATZnK8khXJ4z8ZDZjWDDRuic1ssm5p3CigWC4yOV8RrCHND63rQwpU0njLXfWiY+kqBn6oKSUaE8WJ5Qoij8RgaoZA44XpKl0juuJP08B5iqZmRFzab8hkbL1QUREWi/Mfe5gzFcplDQ+MIQj7lIy1rTOiePaZjRR+2vQJQVddCoHzY+wCUxuHQ49EJas0mWdWWNYXUg3LMCNWRqIhgrvVSIk+gTIF3QVf3o6W48iIGey9nPN3BsZazqt5L+j7lsglxLGkh5avICNeYPveNVCOIUArALw3TfugeEoM7rfdVV3nQAmXEnEQHxktrIhNJFKtrv0rkuq18B5ialibEsZhooLD2KkCToMiBwXF+vud4ZCQD1aIvdXAGmuOk8te3P8b9O4/xkdedS/qrv2mKUb7qX6Hmx92x9FnVluOGt32A9wdvpPCJl8PDX17oJjkcJ4XauSUtRiQkfC8IzKBMW4+QUAnRGcqvZThnwpXWtuesUreCoFyZdbfbH8mutNv3GS+VKZY1o8UymaRHKhnzYGkTnqRFMVwoUSzFB99CPp2M8iziiUmlAJuLYg20chmVSENpvJKfE9vShAGUVapDYDjXxy5vhZ0lNhLb5fjMtB1ulMqVHDQgkgWv9J0JswwJYi0oxwyZIDa4VeVx6D4LurdFy5Ij+8gN7yQ1vKfiDaw5b+KnKJU1pXJgZtSVTyapGC2WqxT/wn4Yy3RxuO08M/DzKoPNG7b2EEii4kHTGuX5RgHQGmgNVnFRBDIJz4R9YQZh5epxelUhW08JF/W3kygOGsM0ka6su/pS9nc/h5UtGbKpRMWDFmszmAGkJ8J4qUxCAV7CKvTZ5opnFBetYex5imJZR/0deqWQuCkjHN39ODzyX4xrUwBZgFIib9ZWCbJJ36hcqqQ5RpvfVG06BabOmpiQ2Ci804btFdLtkQBDKOzi2VA5I8pgjK9H9g4wMFoRRqmVco+MJksxEQo9RP7fcE0SSdPHvieUNChMOOMzB4+zd2AkOk/hvqs2rAOiwsbWg5YIPaKhgeYJQb47+siWniYQoTnjsyJdpN1ONpjQPq86NwxM2Y1cHytbjLdLygWKgeYHTx2O1kn6YvflUa4KcTQhnkPjJZoyychICK85pYRCspVVbXnOWtnM0ZGwKLiK+ratIUlvXsGhx+Cpb8PBStSM7ymyCd8YbjqIvvfCcwLmmlYijBRK1vNcivLIateNSlLUQbyEqTkYhbcKpaSZNNNaU9IBnlLRxEpVYEFpDBHBL48gJaNEfax5q/ku1LZwdiJjzrB4E+4tu5PoeABbHL4Sgi5pExKtE1mGggRD+TVALMc0KNRusQpnoDlOGp+6+1n+7e5n+fibLqDlO38Ae34Cr/tcpAzlWH6s68jzi2/9Xf5X8L8pfO5X4d5bFrpJDse8kU16bOltmrDc5IFUhBlCI0UpZVTghMi4GU+1caxlK83ZJJ2NaaMOh/EiqGiwZ37AS36OsTNeSuAloygsE6YDSZvvICIMNqy3M9FmBFIoB2bAbEelnigEMwCKC2RodJSfBKDKY3iJlBG5EMEvHCd98AH7gToGWjJnj1koe2kQYaxUNqE+Suzstl03DI0LjHEV5vFp5Ucz68qGX8U9HXHpg3CgNlYMIu8HQFqVTFtyHdGyXMr0T9DaHzM2q40ulUhxfKxIMdBGGED5+EpVqUSGhOdwLNNNKaj0W6CNkZvNZqpyDD0/weHREuOjw4gO8K06ngJac34U7qSUxEoFVIuEhCR8n/7kMUqJfNV76YTH9Vu6ERE2dDeRC+3amt9YZcPKANI+oBI0pGMCGjbkUllPqu95tl5XWIw3WjE6j+etaY8MuKFEKxlbjD3wkhxZ8wJoWhF1nCQylZpaEOUuRgdNOWqDF10LwoFRYcfh4SifS8Rct2EuU+hBK5WN16KMuefsIVV7CWtk9os25DgQv6J+aQf7561t5fot3XjK5C2FNbNKxUKVt02UsgKCsfuibV3MGBRjrNvdZpM2xFFJdO/0NGVsnUSht8Fnm/cMLbZuorkvFJ4IyXQl73U83UHgpfCV4mDHJTE1xcrxNaTDHElFEJStgErF8zNWNF6l8DsjnEsxRqEpSJ5OqChcWlNRx8wmfNbl7bU+fpwJJLLGKLJhi0datrNp/YbobSVCX6sJYdQSetACQpOkdiJlfWe1amKjPTbxk+hykcGxAgOjJTwRjnVdCph6acaDhr3eKkXWC4kmjrWeTbG5H688Gn0vaPHQKlSQ1YiXRGPLU9R4NkMD3ZwnRcJTJH3PhjjaaANVyWXc13MNA81bKKaaos8FMrWjwhlojpPC1362lw987WE+/uYL6fvZ38JjX4fXfxGyrQvdNMdJZnNPI29/y828ofz7jNz+Abjjj6tj/B2OJUrSV6zvzLO2PcfqWM6Txoha4CVNmJcOvRaKcllHA0tDOJteMUqGi8b75R15gvgguByLNCjHpMlFIGM9aEG2nYaOPlo6V3B5v5mxHSuW6W3KsH1VMyB4nmdDwao9IABJO/o+2HEJh9vOMwZaaRwRaDz+GMmBp2HsOFN50ATjGQSTY5ZJ+iilCKz6vskPs0Zn2Sg+rmrNcO2ZXVy6rp2z19qi0bHQvqhvY3k6oUHw8z0DfOexg9HyrCpPiMrwleLMnkZaVm+LBv21Az8vFjZmQhw9MygvBzWmXKW/wnaEbQ0NyPPWdgKmqLTZdoaylyUxdojz84eikFTTtsqA2hMdedAio622oYUhvPIox5rPjAZ9IWlrGIny6ch5qFTOSLzHmqwEysd20rPndlrSHngJk+toCUsRqNiAEoiM4Or22OvXk8iLeSTVZyYExHg7QqGJ6Bg9jwBNOQisnkc59q4VCRETZunHztWwNn15rOMCaOqz7bAhjrZeoITt1KYfw7YnPI9jI0XKW15e03LDSHYl+7qvouyl8EojUBiBh74EI0dIJZKkE15kIIV5mIVCoeJxstt74uAQ//NIpXg8scmU0IMW5v1l/Mr1LTGPWLRucdSeMNN/Ya6dUkI2k+HcvhYSSsW8f2YSJ+Z3il6FBrhn+7VsPTfVeY4V72F4HUfGnih8pRgYLXJwsLrGGlCVdxbeWNEayawxinTA2X0tjOZWRDmJIc1ZO4GiElHdvfA7UmLbUkLVJBKYenWmm5JoHfDonqPsGRg3x+SnorDpcqDNNa2NMXru6lbO6G4k8NIMZ1eCl7Sec9M2LQqUMgajNsIiA81nUmxYOUG8xfS9MTKTvuKazZ32eyv2PU1lsqHSVyZM/HDbBezvvmrCNuM4A80x7/zgiUP87mcf4P+97jy2PftJ+NGt8IYvQWPPQjfNcYrYtrKJP7z5Nby6/Eccu++z8KW3m9lJh2MZ0J5PWePHIkJKj4Of5kDXlQy3bDYSzkrZPKyYPHlomEW57sKB4SJHWs9BRg9HgzqzbmWgW5WvohJkUtYgEcWl69vpa2sgmzDbfvLgEMlYPoZSEuXvlKw1ELZjlZ3JLqRaKSUaED8Nx54l/cgXyIztN2OvoGQmWVpWQ0MlNAurYFhq34S2g8pCKSCV8FAIgQ0takgnov0Vy0ZW3hMhm/TpaEghtg6myfOqHgoea9sevY6HOoVhiGetaDZeDeVPsMCySR9R/gTPWdR83zNCISppvF/KJ+EpY6AJVduLl3wqBcaQaskmacpYVcWEUZsLB20qmWEs08mBzstoY4BUzD4Pz2pojGmEgdGiMW6ANW1Zzu1rqexwfBBBKCabq4zXKsRjY0eGc/vaqOTGmJcign98FyooIIWhKmNWo6Jr01PVkwghXuzgdTToVARoSqlmRhNNZGyIozlF1QNSXwnFrnP56rOKpw+PRvXx8infNNAmRQWBjgyE8d6LI/GTUq4blLmetRALcTT3igklNXlsYVubskl+/OxRnjhganTWFqpGFGU/Z0ILBx6uCtMLJyJC9cDQ89R69H5Cxcd0cuL1Fn42VFcNy2Wsbs1wXl8LOms8vJ4ImbQxPodtThuioDRmwuqsdy0Mo1WCMSZEONi0NRJiAQi8FKx/XtW5AUj5HheubSWT9AgCHXnAqsIFYx60OFpMrcOEZ/JIf/DkISb6n6nUr+3ZHnkkTcPDendBJBJSWzMt9LiG90vJz5ljmYTuRjsZFL8nlSKgYlyZ+4koHLFo83/DOmm5lE8+5ROIR6DNNayCUvQ9psUj6SdY0ZhkXUcWEcVQvp+ySk0QbxGEgabN0bkK6+KZDWm0xAqPJyuTeeE1WPLSBLVGeg3OQHPMKz/bNcDb/vVHfPAVZ3Hp8a/Cd/8K3vBFaF270E1znGI29zTyoV95Ca8svY+9T/4UfdurYdwVtHYsPy5Z30l/Wxb8JKNenkcPjeEpk/cTDRKYzINmns9bv8rm2lRqoNV6rMJB0Pj668laD1opDPVTXhQ6lk/59HfkovGj5ykbJmbykOLtCAdKEV4yCnEczPejkw1ExWAzrVTVrbQDqnLHlmhROdB4ibQxCkb2RzVksV6I8VKZwbFitaHRHooy2JaJHfAgFL1s1bbjjDSuj2rJGaOjzoBZ+fW0BwDjZduz4gaON26IPGjhoLiWsL0p36Ns689dubEjUo0LVefCAWdI0Urzq/Fj4ZaqRC88ZeyTOx89wJ5jNi/GU5HhHO0/EiWZ5GCUMoa0CKw4HzItdh/m+vPGj1ZCqqxU/5HWczi6+nq6m80AUnnRrAEAnQ1pwlIAAKmEz0rbLk8JQQA7x9N298YA0LXREqkGPE8oNK4mQHFouEixVKQ1l4zOncZ40MoxD1oh103Zz3L9lm42W7VU31Ncu6XHiGxEIY5GDTUcFHv2GFZH7bTtsN7JiQgqGDd12iqdbfdncsDi4WxeuUDK9+hqsOUEoEoNFOVV1CQjjwrImTdS7thM2csgCprzpn3F8P4VMZOYXopy3+WMZFfge6HhLFGttZTUCsEQ5Q7GL38lJnxSKY+y1hwdMaqF5UCbvrIfiIqrxxjJ9jDacVa0f8CavzH8FOS7zOt0U5RXC1QVJA89Z15N50tjL5eua4+MsrF0Z/X7FSczABeubeWF23p4/pbKBJFSoYi9EfcwNc8qRuehofHYdip+Oa1MTq94pnZhKHh0xaYuNnQ3kU0I69tziHhoNIGoCSVSom0mKvdpWFBerI6nEmFvzzWMdF8Q+4zp0+ec0c10OAPNMW88dXCIN/3LPbz7hs3cUL4TvvFeeN1noXPzQjfNsUCs78zzz2+7ntcV38tjB0bRt74Ihg5O/0GHYwnRkE6YMJyY5yuwogvGKzLRg1bJtTHbyGfCArECOohC1+IMN65n94rnI14K3/c4o7sxmllGPAhKNGYSbFvRRMJTpgiwSJRbpFFRXlE42z7BILFKe0HnmRxv3mw8U5HsdM26meaqYwDY03klqvssRAnpwWejAZhGSNp9dTWmac3VzB5vuM4k+SfyCMLm7ga2rWyqMspq7DOGW2O/Lcl8fY+G8mKhkzWH6sVHgRqtPBJhDlPNZsL/E55QDqpn8gFINZrQLBsKVU7GPAprr4Tec0xzpCIWISIoYGDMzM5Xq17G2HAdI2uvA0DH8uyqG6jMAF+UOS/NqwklNFR5nKA4ZmTKIfKgbV3ZykXrumnOW2l8qkfFmaSHJ0LYTSrK/TLeNo3m2EiJtlzKHo8xR6Jj2HwjdG/DV1I5j6LYdXgQATryKXoak7ZOlQnFCz0t4frphFflwUuF5R0kLDMQmhoQ5msBZFMmjDMUQwnqGGgv3NYThQozNlB5I5TDV8qKYwjtHT2s6OrELw3ZY42LkFTCPaPyF6EHLTL8BEnl2NdztWljOLkRbSScTUmgkhmKiYaY6mGl4Rf2NdDRUOlv01yzz9ZcmuH8GsbSXdFnQiOrjFivtvmMDhPl6qUfiIf2UrFQXCgFUn1TbH6xyflcfw1k2yJD1uw0HXnQKhMLsc9ueSl0baGjIcWNZ/cy0LQ5CpEO+7bSsxIt8z1VmZDBGH1RuKwVUxGpiCuZ/cau6ajDbP6uMrULw3DTbDKB5/lmomvn3UhpxNYv8yaGOFYZfvGFYYijMdACL42XSE74YD49tfcMnIHmmCf2DYzx+o/ew5svW8Mvpr4PX38XvPZzsOK8hW6aY4FZ3ZbjU7/2XH5LvZPvD/USfPRaOPzkQjfL4Zg/sm0mSqDTeJIClUBTGTjVy0ELB6Lh+CgR/YgbA211a5bnbe6q2k3CyouHY4J8yo+MHiMJXea5mzrpbEzD6FHU4G5A8JIZM3QIihVxDbuRhKe4YkNs0B+G3SSsAIjnV0Ica82WppVw5k1Vi0cki5/wTfhQcYSjzVui/SU8xdVndHLBmtaqQTcA6UYKm25ksGE9IuCvuYRk3wVVRlkpqA7HigZfiWzVDHkttbP3IeEANMp9UQk8Lxzg+1XrRip3Ikb1sXaTyqPcspbRbA9sewUrVsY8CvlOaFtn/5Fov4E2qpzHRmLiIvXamswhYX2q1v5JQuu8SAzB/F8RdfDGjhIkGhnLdBvjzIZc9bbkaMom8G3OWNKveGKu2NDBlt5GlFAlQhHmBHoxkZQ17RUvQhDEAu38JEakxpRPaM4myaiAZOEoIkJDOkE+5RmZfamW2Z80bTlWB8sM30OLI7CTEZW+8ZQpcxF69Wpz+3xPsaY9T3v3aiMLX7OPXMozYW+eoiGTpKe1yR5zxcA2z15Fl1K8ikhIpsWEBXecYQyvcP/rr4FcG2BEc6qOy08ZT3OqDWUnS+KTKCkpsbGrgZUtmVjhc1tzLpfi0gsv5nD7+ZVuKo7QmPKtSIgJu4ubPz2NMUOhpm5cPPfLGLo1152IOUaRKgXGyJuvA2Pw1BKrjSYiDDX0U/YzVatUDLOJH482I0J1cW6z/tHWs6vWiTZkj++svja2r2q214pGx/NX7fcoAIUhY26Jqq/iaFsaOxisRWdCSkPnfixvNOonmTgBN+H4pl3D4ZiGg4PjvPaWH3Ldli7e3npfxThbdcH0H3acFnQ1prntbZfxf3O/zudKlxF89LqomKrDseTxU2YyqsEYVGUvbQZpyUo42GQhjuFgLxrIWA+aiERKhCGR2EW9Nii/oo5XKsATd6BHjwKC7xmjLigVKQeapkyCQrKS41TlzUo3m2MJc4ajgX8dDxqAl5iQnWK8dyUCrSkmG6uOO1SXq0drgzG0PCWmzlnrWlP01lI7aI/Gj1GOxyRy3OGYqKadYS2zuBR4WIA6VNKLthEzrMvWK1rLWRdezZUXnGe3o+p6QY0HzbwuB5pMQpFP+WxbYQb/rfn6M+uRNPdkXg/lVUIca/CCcbb193Dl9jOMQR2GZdnjTlsvUkMmPGahNZc059EaWACFbFe0/dA8GitVhGZCc6nWu+gpoVw26p2N2WTUDwBiVEMA42ULr/HyZBZa1YC7chbCsDI/Nvg3OVTaeIObzqh73zS3dbJm83mViYlYv+RTPlrElGkQFRkWOjLQYseXao7aFcnsK8/cS91bzXJ7SL41zuLbqozmEygxobHD617ITdtXVAylfCc0raQ9n+K81THBNal4qSInUewcrOnI4yWz5NM+vc2ZShiuCJu7cvieUVqk/6qqvolPohQDa/D3bI+8wXGacmmaM0kjBBcaOaHM/SyJXz5T2GcoBaVYHUVlQxzrb6sygdOStyJP1pOmIiPSTIBRGo8+obU29SHDDa2+tLpdNR40k1FqVRzt0pQf/w4Lr9/p+8UZaI4T4tDQOL/4zz/k4v42/mDlTxBnnDkmoTGd4Na3XMSd3W/hb/WrCG69CZ64Y6Gb5XDMK+f2tVBKNLBn1QtN/hbGUzNZiGMU4qRig4RJCpgm/Ho/2eEAr5KDRnHYvFMz0z8wWiKX9Ll8fTurVq9n98oXTtycUtC6Ft969NRUHrSwxXZxix18JzwxNX60pix+/WigOqQTHpetb2djVyU88NJ1lQLfpaBa6EEQaO6DzjNtV8T6rb0i6z3ZfiN5fyuhrb0EKd/jms1dNGVqVfbMkyfGK1PX0eVXG2V1vWFm1AdAsRSwqSvP9r4W1rTl2L6qOZIQr6VioNU/FkRBUKzyMIXGvx8UyKTSFYM/fq0BzbkM569urTZ+ov1W9jnWtK5iAovgKaOgGBkQUiNCYfGt2EQ50Iyvez5HWrbHPCTWw2XzuMJdt2YnCQGrGtgKSmIeNCoy+6GhXw4Cgo7NjGW6JqpjgjE2cu2QjpXPiBlo6zqbKgNs22+hQRrmA3qeotBzPqUgYPfxccaK9UNVw8yv8N5vzSVpDo8z9OJ4qUlDcll7pTHSJuuTmIEW/2gy28RFZ6wm6SnUmTcy0HQG0Vo6YEN3C+ecdXaVynbY1svWt9OYTlAIlU2b+2Le4AoX9Xea62vlhaY940MwsDNqW214cpzrt3RHYjuzQYkw0rSO8Uxn9H9tn1V70MKb2F7/4URFeD94vjEurZpmuKkwz43GXvOI07YemmzosA1xNH8r+17TluPGs8PPVXIVpz2+addwOCbhyHCB191yN+etbuFPeu9CvvFeeN3nnXHmmJSU7/H3rzmH4Jw38tvFt1H6zBvggX9f6GY5HPPGqlajwHfe6pZoIOZ7FaW8vlYjkR3+eEcDlyiGzpvcQItCJut7siibmV/iBaLDkDEvxeBYkd7mDL6n2NiV5+L+tqpNxAew2aTPVRs7ac3bhP/JPGhUBjKR5LuYmeyylkjCXU9nnVna86mqmft4zkmgdVVeTKA1rLoQ8jZEs0qhLhZGFYoD1HjYwnC40Uwvh9ovpNhlVAPzqWoDBipiKkomipVMxrrOfFTvrRrz+YHRUBnOhObFSzfUUhlnSpUwQYSfNgPLWM5NeBlIuVBdhiAcHIqq/h8xxb7bN1ZWFaGc7zUhd2LXib2nkaqi3eiJZrwpWq4pBZpkKsNobkXleLQmLDQcbhOgry3LTdtX1OmImCdahNA+k6r3bJcoZUMc7TpTXYIrzrOFiYmuHRFhy4qWyv2mfM5e2czG7obKPsEIcQSawdES9+8cZO/AaF1DutZ2vXx9O1dusBMQNpwRP2agTdHcKsIQXV251quMUeWb87r5RrOfeJio1uRSiSivrbat7fkUCU9RLluZkMkMi3jInnhQGDL5d8pjZUtmYs5pjHTCi91zlaaZ58l7wVPCcG41RzsutMdcOe4zuo3nPohUZysetDD/T4Vh3MqDTTfYcM3YNWRX3zNQMN81dYpu09ANfRdVGq2tN1ekytAO19fhd/sMPGh1gkMdjuk5OlzgtbfczbYVTfxpx/+gvvOP8MYvmy8Bh2MKlBJ++7pNfLnrzbz583lu+fLvkBzaj1z6GwvdNIdjXggV+HYcNp4sXwl56xk5o7uBJ58YnZiDFRKT2a8l/EyVUl74OpmHwrBdZkJsGtMJzmy2eTN+Gl0YJZ8IFeoUXY0Vue5L+tuqVNsAU0DXDz1oweQGWjiobs3SZkP0lBICUYAJ9dEyudz9TAnCEDjrKJxgKKnYkKZjU+RtCI26eh6ts1c288i+44xPI3l93uoWCqWAn+0emODJm4y17TnWtleMrkPtF9KSHQKt6WvN2nDFsWm3A5XC20owOUy1o/1kHsafqBgZ2daKN6tcjFQmgUjhseJ9jQ3YQ+l0i1IwvuJiDiUGaY97IbDqjiJVuUpBHTs+zEELtI4Z8eFWAnQw0UCblJqQsiC8V2yYZCz2zHrudFQ4fqrBPqk8tK6D/Q/WDNJjHhjlmWMNw0xDD6wNe9VBgPYr/TNl06kxPsLrT3lVu5wRMWGSup/xEuYNKye/siXDeMn2l60RNhWh3L4IkxsW8WsoNOKybdC+kfP8yeXzQ87pa2FLbxPfeGhf3JSaOsTRXldKhDLmeXOPEVFJ7lKMp1oJmtfC0aM1HjTTD5m8nSwLSpUw6Xh+nH3WohgtlCv31iSYGAMdhdvWP48zmS0wOAPNMWsGRoq87qN3s7k7z5+3fAl1723w5q9VhZQ4HNPx4rN7Wdv+Jt788Ub+6VvvJ398H951f1LxJDgcS5xwAOYr4ZL1XYwP52N5K+Z5XUeO9njekfIn96B5oSeoDqm8mbEeGzCDrkQGKQzTmbcqil6aYqCr8iHidMaMteqDCBP+pwhxtM/5tE93U6V4daArgyIt3ixcAvUpBxrfE1TJqwgSjAAAIABJREFUhO9NCKdLNxrhkoFdZlBqDTSlpL43BljTnmNNe44v3b+7unkta6vCmRKeIuGZIsmTqi1Ow+XnbCU7vBsGnuGcsM7ZkSMzGqw12xAwXynw64SDhQPMMMw13cSRtS+Gn33WeFa9WN2+RMbkG2VsSNsU4VZGPa/i0Rlv3sCxQfP/pu4GiqVUFPIXegQbMxNzJ0tlTTl2/cUNsdTAk+jOisrljLAD7mxSsSWf4fjuErrGw5f0FWPFMtVLpyD0MtYzQlSi4iVSPpSL0TF4nk8QmDy7bCrF4CQ2T3djuipkt+6+a+u1zQT7m5nypX54pKq+XqL8td3PWG979f7O7Wup8qj5nqJYqhYXmqwNxki2r3PtFc/gNHhqYnjiVLsDc63oWH8pZYRnGtIJSruhrNIVb3M5Fv7rhTmXtv5ZIVb+x09DqhFa1phctP2QzrewMpmt3C9Mcj2JgDXQ4jXp4udzkq/2ujgDzTErjo0UeMPH7mFjR5q/TH8U9dD34Ze+Zi5mh2OWbF3RxN/+r1/knbe28Pv3/j5tA/vIvOLD1eE4DscSJQxJ9JTgJxOkM8loxj/80fY9RVs+NoiZIsQx9KBVGyahDGQGUg1wbKfxkPgp41Gz8tBjjX0EI4OVul0zxUsYhTtdnnQgH0qZZ2P5V6aocCU3Rot3ovaZUflTHgkvYLyk6x/LfH13rKyvQKykWsxiNuRTPozW85BOv62pjEyzcav4OXI4WlQOL5PRY9BY89lczFCQWIhj7X5tLtfF/W00pH2eOjjMcH4NSJGkpzh3RVtkVeVTPkPjpYliLJ4wUgiqPGjhNazQlIFytn16L1cVxs/ii7A+dYz7tCaoMURasklGCmVGCuWZGT1TGWheouKhFQ8o2mtA8JSiUCqjg4CGTJLBoXLdMyoiE0IJ6+0nvLYaZ5GXddbKZpINqUhNsur6TEwy+RLmu9b0TW0NvqSnGNTT+L/Da0ik8nqKwtNTbirmQptqr76nKJQq92LcQ642Xs+x8lGCVBNsvJ7qEEfTrynfo+WsF5Lqaqxs1EvARlPSQgIN+/fQ0tREuvMFxksdb+PEljOdh0zqT6/VP74Zr+k47TkwOMbrb7mHc7oT/GnwF6j9h+Att1d/0Tscs6SjIcXfve3F/OUXO3jRg+9g5S0vo+1NtxmPgMOxhEn44Wx25cdaaoQCqsg0G69NvhtGj054O/rMZL/xzatN7ocOKoNJm/BezPZyuKuNrYlZeqgTGeOVC8pMJg3tx0K9Qkz4W2VfyWSStsm8dDOkHJh9eUpxzeaOqny0U0U0GJzrvsPwuJBJ9eRnSZ3Ig3Kg8QBKY1HNuvptqi5QHccTUxaga8K5mxi/taW3ibufPjwxxFEJ49aTFXrQwvBUsQIt5DtRMssamdZjQakALWtpyOaguNu8l2rAU2KMxrHSzDxzoYFXL4pD+ZV7qnc7FEfZ1tRE4WADh/Mp9hwbpq0U0JBNwtDoLAzNGOuvgXQznghXn9E5peIpUCVIY7yYeqIhv+5q4xGqh4i9r6f+TvA94VB+I9n8+slXim8j7D9/+lpftc2ZuHDy9fMpn0I5oDmZoLMhR2fM+FWZJrSynrGUFR0KkzL9yrW8rm/ySY+qEMVUw6TrxT8gWmMSI4V0wuP8Na1VIcDmep/ZJJmLJXLMiF1HR3jlh+/iOavgA4O/Zy6cN33FGWeOeSHle/zeKy5j302f4cG9w+z5u2spDBxY6GY5lhAi8jEROSAiD8aWtYrI7SLyuH1uib33HhF5QkQeFZHrT0abMnVk1kUmhnhFrH+e8X7l2qB94mBogrAIVA/wExljkOnYoGv8uP2MnrRNU5LIQWHEGn31P9uSS8ZUyiptjeqLAZdv28jmnkkGijOkrM1sue+ZgXc9GfuTTTjQn6y22vTEZtmjRfNkaNacn8hg7j0nlnc2xefqGIuekiqhlolU2j6h6Hm4DRFGimUSnkIp4fot3axoNvk8SpfR2gjKzCq0L1y3NA7lcc5Z28WVGztMKBtEY5OEpxgvlWfWxVPlGHnJioGWbYP2DaQTHo2ZBCtasowVyxwbLbKqtYFL+tvobZ7DZIStKQZTl6MI2dCZ57ozuysL6hn72daKauEEpJK7NwUJT6FVgnJqBtcQYgwgkaqQwNkyk3xVY4B7HB8r0ppLVk0QhVT1iFKw7RUzUlCEysRavbbUb58NcbQ1+YDoOg8pJvL1lTjr4Aw0x7Q8dXCIV374Ll61XvOePe9AOjfDqz8Vqz3jcMwP15/TT/+vf5GHyis5+HfPYc+ORxe6SY6lw8eB59csezdwh9Z6A3CH/R8RORN4NbDFfuYfRWZQOXSW9LVmuXx9bBKr/yrItSE2bGy2KBHO6G6szlmLD0H8tPGWhN6ufJfxxkGUi1MrBDItySyMHTOvp+iieh6DKMRx2y9EhXlPBG1VHBMLmKca5R3NlwdtPmnfaIwHy1krm9i47ULjWZ2yTaGBNjG09rzVLXTX83zWUUCYzKPpKeH4aDESOkknvKg+VkIFHBktUaxX/HvqRhvP0PBBGD2Kl0ibcxJUFxROeMJ4KZiZRyvTDJteMHH56stM34ZS/DUep6Tvc9m6Ns7saSSXTtDZmJ59KPEcUMrWaIuYw3VlBYWmIsx9nbIL498NiQxsfbnJCZ0TcU/81Gv6ViF0svVyyRM/DzOPug1XnDxf92jbuaZcwgxwBppjSu7bcYSX/9MP+K0zj/OrT74N2foyuOn/uhwhx0ljVXsjz/mdT7Oj63r8j1/PHXfeUa1a53DUQWv9HeBIzeKbgFvt61uBl8SWf1prPa61fhp4ArhwvtskItX5ZXZWX5iBWl0dfE/Y1N0wuZHlp4xHIZSEXntFlEs15zso1VAJCZrhzHPE/Nu8eGpuxu1MyM5gMHfiIY4mFC1iCvGVWdO1BdY9N/o35Xs0rt4+hQfFEhq8dQy0pK+mNm7iBlpYsLpm9dCz1pCe2I6urAfiMVac3pMzgXwH5Dpg+FAlnK7WQPOVMdAmNHuSfSXrlDBo7DF9mO8wIYNVwhcCIvjZZrLrr5hd++eb2f5OisxQxbHiCZ+U6Lth7r/V9T1VU1MRRZm45k3bV1TqzJ0A9bqnoyFV5zvchDh65XHKqn7+XXwS40Vn9dZdJ1p3tg11nD781wN7edfnHuDWcx7lvJ//BTz/A3Du6xe6WY7TgITvcdnNf8MTX1nFBXe+gb985I944y++bnKlOYejPl1a670AWuu9IhLGlqwAfhhbb5dddkoQmblYaVdDmu2rmrl/57H6RkF8POQlJxX0uHBNa90iwjMi0wKDe2cdilcJEZo/GtI+KX/+J2xuPLt3Rl6WSNxlzkaiTBzDzleI44kyG4m5OkLoYZ/UDrQ78ikuWttGS67OxG5QwvP92XvQwj5rW2cmJdLN0fbiJD3F8bHihMH0nHs8WydsL5RwbzplXyH18Wf5+yjKeNunmXCPDLQpDXVV/XyCVBy0U5+p8Jo5mXdQPcNxU3cDm7qr89LSyQS5RAEZHmI0s2rCZ67Y0FF1jU83yeMMNMcEtNb883ef4v9981FuP+Or9DxxO7z+86YgqMNxCln/ot9mZEUfv/Hl3+S9f72by2/8ZW7aPrOBlMMxBfUuoLqjfhG5GbgZoK+vb552LjPOYVJK6GvNGgNtus94STPIjktKW1qmKBQ7LXO837Lpuam4TUVPUyYKlatL+8b6hZynYabfKaHzsl6+ywx3RPWltoiiA2ZjwEcj6Mp1FhpotRMBvqei8gsTCEooz4g9zMqrHAp6NK00j5AwB82S9BUDI0VSNeI48/YTEpccXEg2v3jGkvYVxBi306SrJOKFyCfdlMCWl87ey16zidkS3ocnc0gw020ngnEuzu1nNFlmvH/dhPenKtZdDxfi6KhirFjmdz/7AF/6/gN8t/fv6Bl6GG6+0xlnjgUje84vkH79p/lA4mMc+sofcfOt93Lg+MyKuzpOe/aLSA+AfQ6VZ3YB8SnOlcCeehvQWn9Ea32+1vr8jo6OeWmUyOxC5ELjYcJnVl8Kqy6o/B+GspXG5m0m27ZgTp/Kp8yAZD4HT9P2W6oBOjfP3w5rmB8P2kkKcTxRZuVBs9QJcZxQQHwylCmCrpT1oM30kl1/DbRNoihYcwy9zRkK5aCqy/tas2zonIEq30xZDBOGszbOLOVCpUj2ZJueJHR1AidgnNUy0T87yS6nEPKYt7bMdNPWe5tpbKO5ee4CKSHOQHNE7BsY41Uf+SHJ/Q/wn6nfJ9u5Dt70Xyb+2uFYSNZeSeJXvsmbW+7nHUf+mBs/9HU+cdeOmQ8EHKcr/wm80b5+I/Cl2PJXi0hKRNYCG4B7TlWjlMzNAzNBJa+xtyJcEG3cN3Wv5nGwNCdjT/noRiNQMp8e74UeC4cG4vx50Fj4gwqZgYG2siVjRUMmH0IfHytOWDaBba+Ahh5joPk+hZkKeYAJuZ3Mmus+CzrPjP6tJxJxTl/LhPC0uSPzPBlyCgn7e9oQx4W7Pqe7JKIQx5PpQZup8RfeP/N0PSzRq8ox39y34wg3/v13+PXkV3j/8ffgXf6bRgxk0gKHDscppm0d3lvvYEtPI99sfj/f/v4PuOkfvsf9O48tdMsciwARuQ24C9gkIrtE5C3AnwHXisjjwLX2f7TWPwf+HXgI+Drwdq11+VS19dy+FhqmCtObhBkpwwUlo7o4n4PGuYx+trwE3TpF3aQ5MhdxlfkkPAdzV5Ks8aAtphDHGXhhmrNJLuqPKXLWXGfP2djB2aumqLkWRwTKRZTybA7aPJzbjo3QVTHQTno4fEP3nAsyLzyhgTa1By281k/2hGj8TE0lcU/d9U4eM76EQgNtsrpzs8TloJ3mlAPNh7/9JJ+9816+3PFxugoD8Jb/NmpQDsdiI9UAr/pXst/9K275wTv57sp38PpbhrluSw+/fd1GepunqGPjWNZorV8zyVvXTLL++4H3n7wWTc5cxG6et7lr6tyrkI4zjJBBdh5rVM7R2DsZM++J2ZYJmGe6m9JctbGzRt58FtR60BZLiONsc5jqyOwDs1PNEw9KYyYHraRnKbO/SOi7eKFbMHdCz9k0BpqKcgtPbnPqGdMz9aCdzFtoxpsO7Bxf7znzsl/nQTuNOXB8jDd89IeM3vMJ/if9brrWboObv+WMM8fiRil4zu8ir/0cV+67lXs3fpImhnjeh77NB772MAOjMwivcTiWGDMyzgC6t5rQR//E5aUjpirgOwWzrrk2DfMhmT0fNGVPoMyMyMRQwsVgmMw1h+lEPLVt/ZBqIMh1zV4kxHHihOHRtWHSdbik39R5O1XM9Eo4NTloM9x2qCA6T+HlzkA7Tfn6g3u5+W/+nT8e+P/4rfR/4r3qVnjhX875h9jhOOX0XQRv+x7pVJo/ePaXuOP5R3ly/xBX/sW3+Nv/edwZag7HfNGxGTbdMOuPJebZJZL2l8OQZRGHOM6KeXBdZFpg7ZXkejdxbKSwKJT4TisyLcbAnoG3vbMxPXev8UmkUgft5O1j5iGO8xslvxy+7Ryz4MDxMX7z1u+y6/Pv5bPqXazb/hzUr90F/VctdNMcjtmTboJXfBRe+Ff03PXH3JL4IP/2Cz3cv/Mol//5N/nQ7Y9xdLiw0K10OJY2Sk0rxV2P+SooHcpTpxKLb4A4a2pDHI8+w+Jwoc2SSUIc58KqFlsWYanaqksVLwFbXzbzoownmeoctOrnyQibfnLroM2Qmhp8J8riOCuOk0450Hz6h0/xkQ+9l/+z8/W8cfUR/Lf+Dzzvfc5r5lj6bH4R/Po90NrP1i/ewL+s/Ra3vXErD+89zqV/9k3e+dmf8vM9AwvdSofjtKI1l2T7TAUjpuCKDaa8QWq5eNBK47Dje1AqQGEIWvsXulEnwIkPjZUSbtjaw3lrWuahPY7lxHShixUP2skz0WZcv2wO9RenwomEnAb88LE93P3Ff+Rlo5/jxS1N5F70MVh39UI3y+GYX1INcMOfwfbXwO1/wNZ7b+Gfr3oXzzz/FXzinj28+iM/ZGNXA688fyUv2NZDQ/oE8kgcDse0iAir22bveatHay65PESAwpytwX1GbTPVCJkTN2JPPXZAPE/5NsllYXw7ToS4jRVGAU8vEnJyVRxv2r5i5iuvu3p2xd6nwRloy5innnmGB77411xx9POsb1xJ80v/D/7Wl8xvfRyHY7HRcza84Uvw5Dfh9j9k9Q/+nt+/7B381u++ki///DCf+9Fu3vefD3HtmV3ceHYvl29oJ70cQqccjmVM6EVb8qTyRpp9cJ8pKD5XcY7Fwjx7DRyOONMXqrbrLYYo4Xm+l52BttwoF3n27i9x5Pv/whlDd1NquYjUaz5JfuOVi+QKdjhOEeuuhrVXwaP/Bd/9ELk7/4xXX/J2Xv2mN/HssM/nf7KLD/73o/zGbT/hORs7uPbMLq7Y0D4nCXSHw+GYMb3nwGP/bXJWpikSvGgpjZrnJWBgdjak6Wxc/O10TGS60MWZ1ktbijgDbTlQKhA89R323/MfZJ/6OuVyhmN9L2Xkdf/Axp41C906h2PhUMrU9znjRfD0t+F7fw3f/nP6znoV77jwrbzjeVey49Awtz+0n8/ct5P3fP5nrGzNcEl/G5esa+Pi/jba8+6H3eFwzCNeykjtlwqglugwLAzVXAITv5esa5t+JceCEzfGZhooeCrqoC0US/Sb4TRHazjyFDx1J4Un7kQ/+U0OlBv5lrqY9Fl/w3XXvoC1OTeodDgiRIxSaf9VcPBRuPcW+Oh10H0Way78Zd562Yt465X9jBbK/OiZo9z11CE++r2necen72dVa5atK5rYtqKRrSua2NLbRFNmic56OxyOhcezQ6+xgcrrpUZzH+S7FroVjmXO9CGOJ19mf6FYot8MpyHH9xoPwFPfJnj625SHj/JQcitfHdrE8RV/zdVXXMlrN3fNm6yxw7Fs6dgEL/ggXPMH8MBn4M4/h6++E85+NZlz38DlGzZw+QZTF2ZovMSDuweix2fu3cnTh4ZZ0ZJhfUee/o486zryrOvI0d+Rpz2fPKlqUg6HY5mQ74SBndC+YaFbMneWQHijY2kz3c+p751ckZCFxBloi5FyCfY/CLvuNY+d96AHdrO/+WzuCrbw70dvptB1Di/c3sdbzupxOTMOx1xINcAFvwznvwV23gM/+SR85Cro2grnvh7OfAn5VJ6L+02oY8jweIlH9g3y1MEhnjw4zLcePcAt3xvi2cMjpBMefa1Z1rRn6WvNsbotax85ehrTKDeB4nA4ABp6YOgAKOeNdzhq0VYNcboJT98WQluOE6POQFsMDB2IDDF23Qt7fkKQzHOk5WweYANfGX8r3yyu4NzGFTx3Uwd/samTVa1OOcnhmBdEoO8i83j+n8HPvwA//gR87V2w5aWw/bWw6qKoImYu5XPe6hbOW11ds6dYDthzbJRnDo/wzOFhnjk8wh0PH+DZI8M8e2SEIIBVrRlWt+WMEWcNt762LKtask5m2uE4nfBsbaWlmoPmcCwCnAfNMX+MHYd9D8Ce+2HPT4xBdnwP5a6t7GnYxo/96/mvhl/mW/tTrPHyXLqujRuv6ORP+9ucFLjDcbJJ5Y337NzXw8HHjFfts28G8WDry2DbK6D7rLpxFwlPsbotZ+s+VUuCB4HmwOC4MdyOGAPuvmeO8vmf7GbHoWGGxkv0NGVY026MtvUdedZ35tnQlae7Mb0sZwcdjtOaMDzQlb1xOOZMIvKgLXBDTgLOQDuZjA3A3gdg7/3GINt7Pxx5Ct3az/GWLTzlb+Culufy1aCTh58psaEzz0VrW3nJ9jb+dG2rU49zOBaSjo1w3Z/A894Hz/wAHvwcfOImyLYbz9qmG6Bne+RZmwqlhO6mNN1NaS7qn6godmykwA7redtxaIT7dx7jP360iycPDpH0lDHWrMG2obOB9Z15VjRnXMikw7FUCT1oyfkp5O1wLCdmquJY8aAtv99CZ6DNB+UiHH4SDjwEBx62zw/B0R3o1n6GW7fybHoj93dezf8kurl7T5HUMY/tq5rZvqqZd13azFkrm50ynMOxGFEerL3CPF7wQXjyW/DQF+FTrzSetY3Xw7rnQt+l0DA3VbPmbJLt2STbVzVXLS8Hmp1HRnj8wBCPHxjkkb2DfPmne3niwBBAZLitt4bbhs48q1qzTizI4VjshAZa1knAOxzVzNQ8qxhoyxFnoM0UrWH4kJG3jx5PGsnuQ49BIku540yONqxnh38OP227gW95Xfx4fxnvkLC5t5EtvY3ctKmZP1zVTF9r1oUtORxLDS8BG68zjyCAPT+Gx74OP/wn+NxboWU19F0M3WdD91bo2gLpprnvTglr2nOsac9x7ZkV4y8INLuPjfKENdwe3z/EN36+nycPDDFeDljXkae/PUdnY4rOhjQdDSlasgnyKZ982ief8kn6irTv0ZJLzkfPOByO2ZDKm8mdpVqo2uE4SRRKMzfQwhDHsp75Z5YKzkALAhgfgJEjMHLYPIYOwPE9cHy3fd4DA7ugOIJuXs1Yw2oOp1ayS/p5KHc590kXPz6cYt/j43Q1pjizp5EtvU289qxG3t/byKqWrAtFcjiWG0rByvPNA6AwArvvg2fvhme+B3d/GI4+DbkOaFljHk2rINsKmVbItFQeftKIBaiEefb8yv+ijBcvNqGjlLCqNcuq1izPPaMzWq61Zv/xcR4/MMhTB4c5ODjO04eGuPvpwwyMFhkaKzE4VmJ4vETBGnJf/c0rTm2/ORwOQ6phoVvgcCw6iuUgqm82HUoJ7fkUmWWo0XDKDbSf7jzGnY8exFNGFtNTgieCUoInZsZ4wnIFnlIklOB7Ct8TEkrRfOSntO38Bp4EKB3gEaDsa0WA0iXzXB5HlUaR4jBSHDEDqcKQeR4fQHRAOdVMKdXCWLKZEb+ZgUQnR7wO9ui1PO038Vi2iQcGG9i/t0zusMfajhz97Xn6e3Nc357j1zryrGnPkU85m9fhOC1JZmHtleYRMj4ER3dUHgO7zGP0CIwerTxKBQhK9lGcZAcSM9Y8+6xiyxQiHt3Ko1sUV8SWR+tnFGRrln8s3F5sPfGsgVi7zD6/4IPmeB0Oh8PhmEcKpYDWXJIrN3RMvzJw2fr2k9yiheGUWxNjxTKHhsYJtCbQmnKgKQdErydbXg40xXJAKdCUygHFsmZT4QkuKeyjpIWiFopaUdTK/B+Y/wuBxzg5RnWKEVKMkGZE22dSDJJl1G/ELyRp9HyaEgma/SRNmQRNmQTt+RSrmtJc0JTmd5oydDelaUz7LjzR4XBMTypvQh27t878M1qDDkxua1A0r4OyeY5el+ssC2LL7f9BULNu+FpXrxs9BzNb7pTnHA6Hw3ESKJQDgNM+/P6UG2gX9bfVVTGbG1cAvzLlGtoaeKXwUQ4INKR8RdJX+NZj53A4HIsCkYq3CleEfj4QkR3AIFAGSlrr80WkFfgMsAbYAbxSa310odrocDgcpzuN6YQrKWVZ9vF4IoLvCb473w6Hw3E681yt9aHY/+8G7tBa/5mIvNv+/66FaZrD4XA4rto0s7DG04HpC/g4HA6Hw7H8uAm41b6+FXjJArbF4XA4TntEXFRbiDPQHA6Hw7Hc0cA3RORHInKzXdaltd4LYJ87631QRG4WkftE5L6DBw+eouY6HA6H43Rm2Yc4OhwOh+O05zKt9R4R6QRuF5FHZvpBrfVHgI8AnH/++cuv2I7D4XA4Fh2iZ1HcTUQOAs9MsUo7cGiK95cq7riWFu64lhbuuJYW83lcq7XWpzTpQETeBwwBbwWu0lrvFZEe4E6t9aZpPjsIPHryW7msWa73xanE9eGJ4/rwxHF9eOJM+hs4KwNtOkTkPq31+fO2wUWCO66lhTuupYU7rqXFUjsuEckBSms9aF/fDvwxcA1wOCYS0qq1fuc021pSx74YcX144rg+PHFcH544rg9PLi7E0eFwOBzLmS7gCzbx3Ac+pbX+uojcC/y7iLwFeBb4hQVso8PhcDgcEc5AczgcDseyRWv9FHB2neWHMV40h8PhcDgWFfOt4viRed7eYsEd19LCHdfSwh3X0mK5HtdMOJ2Pfb5wfXjiuD48cVwfnjiuD08i85qD5nA4HA6Hw+FwOByOuePqoDkcDofD4XA4HA7HIsEZaA6Hw+FwOBwOh8OxSJizgSYiO0TkZyJyv4jcZ5e1isjtIvK4fW6Zv6aefERkkz2e8HFcRN4hIu8Tkd2x5S9Y6LZOh4h8TEQOiMiDsWWTnh8ReY+IPCEij4rI9QvT6umZ5Lg+KCKPiMgDIvIFEWm2y9eIyGjsvH144Vo+NZMc16TX3RI/X5+JHdMOEbnfLl9K52uViHxLRB4WkZ+LyG/a5Uv6HpviuJb8PXYiiMjz7Xl7wkryO+qwXO+LhUBEPBH5iYh8xf7v+nCWiEiziHzWfnc9LCKXuH6cHSLyv+29/KCI3CYiadeHpwit9ZwewA6gvWbZXwDvtq/fDfz5XLe/0A/AA/YBq4H3Ab+z0G2aZfuvBM4FHpzu/ABnAj8FUsBa4EnAW+hjmMVxXQf49vWfx45rTXy9xfyY5LjqXndL/XzVvP9XwB8swfPVA5xrXzcAj9nzsqTvsSmOa8nfYyfQJ549X/1A0p7HMxe6XYvxsVzviwXqy98CPgV8xf7v+nD2fXgr8Mv2dRJodv04q/5bATwNZOz//w68yfXhqXnMd4jjTfaGCG+Ml8zz9k8l1wBPaq2fWeiGzAWt9XeAIzWLJzs/NwGf1lqPa62fBp4ALjwlDZ0l9Y5La/0NrXXJ/vtDYOUpb9gJMsn5mowlfb5CRESAVwK3ndJGzQNa671a6x/b14PAw5gfsyV9j012XMvhHjsBLgSe0Fo/pbUuAJ/GnE9HDcv1vjjViMhK4IXALbHFrg9ngYg0YiYIPwqgtS5orY/h+nG2+EBGRHwgC+zB9eEp4UQMNA18Q0R+JCIZ1ZhIAAAgAElEQVQ322VdWuu9YL6ogc4TbeAC8mqqB46/bsN7PiZLLHQzxmTnZwWwM7beLrtsKfJLwNdi/6+1YSLfFpErFqpRJ0C96265nK8rgP1a68djy5bc+RKRNcA5wN0so3us5rjiLLd7bDqW3LlbDCzX++IU8TfAO4Egtsz14ezoBw4C/2K/n24RkRyuH2eM1no38JfAs8BeYEBr/Q1cH54STsRAu0xrfS5wA/B2Eblyntq04IhIErgR+A+76J+AdcB2zEX6VwvUtJOF1Fm25OoviMjvASXg3+yivUCf1vocbLiInVVbKkx23S2L8wW8hupJkCV3vkQkD3wOeIfW+vhUq9ZZtmjP2WTHtQzvsZmwpM7dYmC53henAhF5EXBAa/2jmX6kzrLTug8tPia8/p/s99MwJhxvMlw/1mAnhW/ChCv2AjkRed1UH6mz7LTuwxNhzgaa1nqPfT4AfAHjxtwvIj0A9vnAfDRyAbgB+LHWej+A1nq/1rqstQ6Af2bpumwnOz+7gFWx9VZi3NhLBhF5I/Ai4LVam2Bo62Y/bF//CBMPvXHhWjk7prjulsP58oGXAZ8Jly218yUiCcwg9N+01p+3i5f8PTbJcS3Le2yGLJlztxhYrvfFKeQy4EYR2YEJp71aRP4V14ezZRewS2sdRgB8FmOwuX6cOc8DntZaH9RaF4HPA5fi+vCUMCcDTURyItIQvsYkkD8I/CfwRrvaG4EvzUcjF4Cqmf3wQrS8FHOsS5HJzs9/Aq8WkZSIrAU2APcsQPvmhIg8H3gXcKPWeiS2vENEPPu6H3NcTy1MK2fPFNfdkj5flucBj2itd4ULltL5svlzHwUe1lp/KPbWkr7HJjuu5XqPzZB7gQ0istZGV7wacz4dNSzX++JUorV+j9Z6pdZ6DeZa+6bW+nW4PpwVWut9wE4R2WQXXQM8hOvH2fAscLGIZO29fQ0mr9T14algLsoimNjen9rHz4Hfs8vbgDuAx+1z61y2v5APTBLkYaAptuyTwM+ABzAXYM9Ct3MGx3EbJvyoiJnVeMtU5wf4Pczs96PADQvd/lke1xOYuOf77ePDdt2X2+vzp8CPgRcvdPtneVyTXndL+XzZ5R8H3laz7lI6X5djQjceiF13L1jq99gUx7Xk77ET7JcXYBQJnwx/79xjVtfPkr4vFrA/r6Ki4uj6cPb9tx24z16PXwRaXD/Oug//CHgEM0H8SYxCo+vDU/AQ26EOh8PhcDgcDofD4Vhg5ltm3+FwOBwOh8PhcDgcc8QZaA6Hw+FwOBwOh8OxSHAGmsPhcDgcDofD4XAsEpyB5nA4HA6Hw+FwOByLBGegORwOh8PhcDgcDsciwRloDofD4XA4HA6Hw7FIcAaaw+FwOBwOh8PhcCwSnIHmcDgcDofD4XA4HIsEZ6A5HA6Hw+FwOBwOxyLBGWgOh8PhcDgcDofDsUhwBprDMUNEZEhE2ha6HQ6Hw+FwnGrcb6DDceoQrfVCt8HhcDgcDofD4XA4HDgPmsPhcDgcDofD4XAsGpyB5nDUICJKRP5BRA6JyICI/FBEEiKiRaTdrnOGiNwjIoMicquIfE1E3mTf+7iI/JWIfNeGhPyLiKwUke/Z7X04tq+bRORBu51HReQlC3TYDofD4XC430CHYxHgDDSHYyLXARcCa4FW4B1AULPOvwFfsO/fATyv5v1XAm+x27ge+A/gTcB64EYRucyuNwC8HGgC3gl8QkRa5/dwHA6Hw+GYMe430OFYYJyB5nBMpAg0ApuAQGv9Q611OXxTRNZgfmQ+qLUuaq0/ATxRs43btNaPaa0PAt8FvqO1fiL2/1kAWus7tdaPaq0DrfWXgCeBs0/y8TkcDofDMRnuN9DhWGCcgeZw1KC1vgP4CPBxYK+I/FHNKt3Afq11KbZsV806B2KvR4GDNf/nAETkchH5gYgcEZFjwDbMjKTD4XA4HKcc9xvocCw8zkBzOOrw/7P35nGWFfXd/7vOvbeX2RdmBhhAQMANZRdEFjWumKhR44qKgSBRTDQ+MYkmeZKY+HuiZsGoIOKKoiJqQEFENgdZZIYZZpgZZt+6p6f3ve96TtXvj6o6y936dk9vM9SH19Dd555Tp06dOud+P/X5Lkqp/1BKnQlcDHxQCPG62MedwCohRDq27YRJnupW4OvAKqXUEuAZQEyyLQcHBwcHh8OG+w50cJhdOILm4FAGIcT5QojzhBApYAQIzD8AlFL70O4cnzKB01ei3T0mg4VAHxAIId4LnHlYnXdwcHBwcDgMuO9AB4fZhyNoDg6VWAx8Fx28/Axwu1LqwbJ93g+8E+gHXgf8FihM4lwfR7uS9AGXAo9Pss8ODg4ODg5TAfcd6OAwy3CFqh0cpgBCiB3ANUqpNbPdFwcHBwcHh5mE+w50cJhaOAXNwWESEEK8QgjxPCFEWgjx52g3jSdnu18ODg4ODg7TDfcd6OAwvUiPv4uDg0MVnAjcDiwFtgPvUErlZ7dLDg4ODg4OMwL3HejgMI1wLo4ODg4ODg4ODg4ODg5zBM7F0cHBwcHBwcHBwcHBYY5gQi6OxxxzjDr55JOnqSsODg4ODs8lPPXUU71KqRWz3Y9G4b4DHRwcHBymCvW+AydE0E4++WTWrVs3Nb1ycHBwcHhOQwixf7b7MBG470AHBwcHh6lCve9A5+Lo4ODg4ODg4ODg4OAwR+AImoODg4ODg4ODg4ODwxyBS7PvMCXoGy2wdl8/G9uHaOvP0jNSQAEtmRSrl7TyglULePkpy3nhsQvxPDHb3XVwcHBwcHBwODqwdw0cfy40L5jtnjhMERxBc5g0hnIl7trYwV1PH2Rj2xAvPn4RZ5+4hAtOXsaKhc14QpAr+bT153h8Tx83PLCTBS1p3n7OCbz/opNYubBlti/BwcHBwcHBweHIxmg3jHY5gnYUwRE0hwnj4GCOb6zZw+3r2jjrhCW8+4KT+MYHV7JkXlPd4wKpeHRXLz9e28blX3iYd553An/52tM5ZkHzDPXcwcHBweFIhJQKqRTplIvMcHBwOPrhCJpDwxjOl/jqg7u49Yn9XPHS47jr+ks4bWXjqzUpT3DZGSu47IwV7Osd47/v38Grv/Qwn3ztGVx18cnO9dHBwcHBoSrW7uunczjPW89ePdtdcXBwcJh2OILmMC78QPLDJw/wX/fv5NyTlvKLj1/C81ccnox+8jHz+e/3nMP6AwN8+o5NPLCtiy/9yVkct7h1inrt4ODg4HC0YChXmu0uODg4OMwYnK+AQ00opXhwWxdv+O81/PDJNr7yvnO45UPnHzY5i+Pck5byy49fwukrF/LG/36EuzZ2TFnbDg4ODg4ODg5HI0qBpH+sONvdcJgmOAXNoSq2dgzzb/dsZWfXKH/9hhfw9nNPIDVNLogtmRT/9JaX8OoXruT//GQjGw4M8NkrXuRiDRwcHBwcHBwcqmB75wi7e0ad2+9RCmcBOyTQPZznb+7YxLu+/jgXnLyMh//6VfzJ+SdOGzmL4/IzVvCL6y/hqf0DfPg7axnKOpcWBwcHh2nFsPNacHBwcJhrcAqaAwDZos8tj+zl5jV7eNOZx/LApy5n1aLDSIMvJfTtgo4N0LMNRjph5JD+KUuQaoZ0E2TmwaLVsPz5cPw5HLv6fG7/yCv49B2beNvXHp1yl0oHBweHKYFfgPQRnoE28GH/Y/CCK6Bp3mz3xsHBYQLwhEusdjTDEbTnOEYLPrc+vp9vPLKHFx23kB9/5CJecvziiTekFHRtgZ33we4HoeNpEB4cfzasfDGsfBE8/zWwcJUmZ34egiKUsjDUDr074aF/g66ttBx3Fje88A/57tKX884bH+NbV13AOSctnfqLd3BwcJgsnv2FfqfNWzbbPTl8+HlH0BwcjjB45T5wzxXC1rsTFqyClkWz3ZNphSNoz1GM5Et87/H93PLIHs5cvZibrjyPl58yQUNDKWhfB5t+DNt/BcVROO21cM6V8Ec3wNJTqrxBxkFuAHY/iNjyc67a+f94wzEX8g/fvIz3v/cDvPqFqybWloODg8N0ws/Pdg+mBoFLNDAnoJT+Dmxd+twxth0mjdRzcY4EJTi0EVad6Qiaw9GFoVyJ7zy6j289upezT1zCLR+6gPOeN0F1auggbLwNNv4IcoPw0j+Bd9wCJ1wAqcOcUq1L4cx36H9jfRy3/jt8ZeQmdvzwhzx28ae5+PXvcl9cDg4ODlMCpX8cLUTzSEe2H/Y8BKe+GuYvn+3eOMxxPCdrxyrzzlKy9j7Z/qPCs8ERtOcIBrNFvvXoPr796F4uOHkZ3/nwJNwG29fBE1+DbffAGa+HN3xeu/ikMtPT6fnL4dJP0fKK61ly/40c+/jfcGDH9zjp/V+BZadMzzkdHBwcGoU1Fo50+HNfQTtKRro+VGB+1jE+HRwMnpsxaJagBbV32f0gnHI5LFgxM12aJjiCdpRjYKzIN3+3l+8+to8LT13ObddcxEtPmECMmVKw49fwyJegbzec/6fwF+th0fHT1+lypJs56Y2fYOdL3s2T3/407/zKxTRd9gnEJZ848oP0HRwcjmAc4bRBNWDsODg4zElYF8dAKlKz3JcZhxznnXUUvNMcQTtK0T9W5OY1e/j+E/t55WnL+eG1F3Hm6gkSs90PwkOf15kXL/0rOPt9kGmdvk6Pg9NPPI7Wj3+dj37jdv7+yVs4edPtiLffDCecN2t9cnBweA5jLiloex+B414GLZNI8jSeseMwMwjn0xyaVw5zFlZAiwjac0BRa3hR6cgfC1cH7ShDvhTw1Yd2cfkXH+JA/xg/ue4VfP0D50+MnHU8Dd95M/zvR+Gs92jF7IKrZ5WcWZywdB5f+Oh7+UTr57lNvAn1vbfAw/+u00U7ODg8pyCEeKMQYrsQYpcQ4m+rfC6EEF82n28SQpwb+2yJEOIOIcQ2IcSzQohXTLwHc8iQHu3S8cETglPQ5iTmEvGfBRzoy7K/b2y2uzHnYQmanOn5MtKpE8M1gv49kB+ewpOba5VHvxuwU9COEkip+PmGg3zpvu2ctGwe37/6Qs46ccnEGhnrhQf+BTb/DC79JFz50zlBysqxfEEzP7j2Yq67tZl14qV86dmvkNr1G3j7zbDs1NnunoODwwxACJECvgq8DmgH1goh7lJKbY3t9ibgdPPvQuBG8xPgBuBepdQ7hRBNwMTzzM81Q3qyMSlOQZsT6B8rcOSnNkCHQxzaCGe+fVKHb2gbAOB5y+dPZa+OOtjXTyBn+D00sA+KDRLog+th4XFw8iun5tz2ouXRvyjvFLSjAG39Wa785u/5ykO7+Je3nsmPrr1oYuRMSvj9zfA/5+psXtc/CZd+ak6SM4sFzWm+edX5FJeeztsK/8zY8a+Ar18O678394wmBweH6cDLgV1KqT1KqSLwI+CtZfu8Ffie0ngCWCKEOE4IsQi4DPgmgFKqqJQanHgXjvB3TeguNMvXkRt4zntB5EsBT+7rJ5CSI35ejfUecYlOiv6R1d84gpl+fkvZie3f4FzoGMyRL423WPTcUf0dQTuCIaXie4/v44obHuHM1Yv51V9eyutevAoxkVXU3l3wnStg7S3wvtu1CjWTCUAOA83pFF9+7zmcdfIKrtjyGrre/F347Rfh9g/oL3wHB4ejGauBttjf7WZbI/ucCvQA3xZCbBBC3CKEqLpcL4S4VgixTgixrqenJ/nhbBObqcJsr0bvegC6Ns9uH+YAhFJIxZE/r6Yrs/M0YShb4lebD812NyaNkP/MVFbHUm5i+zdI0Nbu62dH18g4bVkFzRE0hzmKgbEiH/r2k3z3sX189+qX85krXkRLZgJ5fAIfHr0Bbn4VnHwJXPcInHTRtPV3upDyBJ9765m87ezV/OEvJNv++FfgpeGmy6DtydnunoODw/ShmjVSbtnW2icNnAvcqJQ6BxgDKmLYAJRSNyulzldKnb9iRXna5rLTFbO6kOoRgzm0Gj0X+jAHoN3VjhKCVjoy6usVA4kXFGa7G1URSIWs4cIYCuAzPV8muqAzVWrqwH7I9Zs2j/73hSNoRyC2dgzzlq/+jmMWNHP3X1zKuROtZzawTycB2XQ7fPhueM3fH9Hp6oUQfPJ1Z3D9q0/jXd/Zwm9f9gW47FNw69vhd//1nAgmdXB4DqIdODH29wlAR4P7tAPtSqnfm+13oAnb4WH7PXDg8cNuZsYxx1ajB7NF1u3rn+1uTD9GujSpxyZ6UDOf8GE6YA3yvl2z248G4RWGOO7Q/bPdjaq4b0snT+zp0/OkRmKOOT9lJkDQ6l5L+1r9D8a3646CGnGOoB1h+MXGDt799ce56uJT+M93nTUx1Uwp2PhjrS6d+HL4swfhuLOmr7MzjA9dfDJf+pOzuP62DXyv+Cq4+j7Y+CP4wTtgtHu2u+fg4DC1WAucLoQ4xST5eA9wV9k+dwEfNNkcLwKGlFKHlFKdQJsQ4gVmvz8AtjJRVLMmJur+M6WYpFEyG6vRQwdrvpe7RwocHMyh5rzleRiQEvY9Ar3bgbKED0fydRdGoHen9mTxZ1FBe+aO8UMdCiN6P0sg5uBibjGQ9GeLkO2rSMxhlbPoOZkhUjLR+TmV8/k5VLvREbQjCN9Ys4d/vHMzX//geVx9ySkTizUrjMBPr4H7/wnefSu8/nNHtGpWC69/ybH88NqL+NpDu/m/T0j8qx+AxSfATZfA7odmu3sODg5TBKWUD1wP/Bp4FrhdKbVFCHGdEOI6s9s9wB5gF/AN4KOxJj4O/EAIsQk4G/j8jHV+OpHtb1wRC42dWTBMDzwOe9dU/ajVLDyOFY9iIywkL/p7PKmgzQBBkxLa1019u75xFUy3QFCc+vYngsJo/c/zQwAIT883NUfdHMeDmvHnd6IEbRr6V4v0HcmLG2VwafaPACil+K/7d/KjJw9w+0dewemrFk6sgb7d8KP3wdJT4M8fhXlHRSLfmjhz9WLuvP6V/Nn31vGnt23lK+/7Txadcif85ENw/tXw6s8ccUHMDg4OlVBK3YMmYfFtN8V+V8DHahz7NHD+YXagsW0zid0PwsoXwaqXNH7MbLg4tiyBfPXEmWEegNkey+mENVqN4mrDjCpEnPww9O2E484BbwrX1EtZHe6w+rzDcgfrHs6TL0lOWm6qVHgxr57DIGgTWoA+TNhzKb+ImIPZq8fjIjP+lExYQZsOAnn0EzSnoM1xKKX417uf5Wfr27njuosnTs52/ga+8Rp4yR/De2476smZxapFLfz42lewoDnFO772GHuOfSNc+7Besb3lD6B722x30cHB4YjHbKenH0wmYggr1zYaxD+LGdGaTNLMKklVLDE7imytKjAXl+vXF2qyNwaqzMUx2wv9e6fPXXCSg9w3WuCeZw7xzMGhsG5Zoj0hwD8MgjbpI+ONNNaKZ+6FPIz+TgR7e8fY1zuFhbhn/EGZPoLWcMtH98sBcARtTkMpxT/cuZmHt3dzx3UXRytUjR0Ma74EP70a3nYjvOpvp3b17QhAa1OKr7z3XN78suN461cf5Z6DrfCnv4YX/hHc8lp44sY56XPu4OAwxzFX6oftur96UpJG+xXuNwvXYZWWKgVv5VRJA6PdOtZtLkJJSDWB8KB/T3jNFVkcp90NdXKD3D9WpBRISkGNfh131mEqaJM+NN7KuHsopfCNHTBTBG1TWz87djQe8lrrDoVPbxiCNkcTY8ykgjaJ+SylouDPPXfq55bFfoThS/dt53c7e/nRta/g2MUtjR9YGNG1wDb+CK6+H154xfR1co7D8wSfeO0ZfPV95/IP/7uZf7p7O8VXfgqu+gWs+xbc+jYYap/tbjo4OBw1GN9AUEpxoG9ixV6DGqm2q6tlc8EFabxzmj5WUYZqXeqEsXfNpLNqHujLcufTB6cvUYlSmpwteR7kh5BKIardt+km0ZO4vjU7esiZgsJ++c1SEpoXQtMCkJMvOSFmKOFF+0CO3+/pBUDNUImM1lwny/o3NLz/eHNQMcPPb1l/hvOlqgWmRws+6/b3T+j9UvM9N04fKrc3Pn+e7Rzm3s2dtPVPsAD3NMMRtDmKWx7Zwx1PtXPr1ReyYuEEknn07dbqkAx0lsYVZ0xfJ48gXHbGCn75F5fwzMEh3vX1xzk474XwkTU6VuPGV+qSA7O9Gu7g4HBkYZLEZjBbSrqFNYBfbupgOD+eATlRo3Y2lcDa5w5dHKeClEwypmis6Ju+NHjASFfNNOjVYQiaEMSvVEHZmDSgoMlAZyOclKvqxMd4IFukb6zI6va7SeX6yppTgNAK6WEQ/ykRgxpoJB9XTmboOUgFU+OuGhK3KVvRGAdjfXDgiYrND23r5rHdvRXbczbJzwTmQftAtoH3HEylglYK9DHrD0zsnTzdcARtDuL2dW189aFd3Hr1hZy4bAJujTvuM/Fmb4d3/wBaFk1fJ49AHLe4lR9dexEXnLyUP/zyI9y/cxje9O/wJ9/R2S3v+LDOgObg4OBQD7O0mFMoNWjoTLh/s3A9dZShKU0O4h1eLrSGFbSRQ1XdNes0bAiEAEUse2O5i6OM9q8FS8wKI42de9+jMHhg/HbrwDPkp6lYnujFXJfwxumzrEsoD4ufTUBFEYAIYx6PLIJmMWOFqru31PQ4siQnDs8M/0SzTA6MNeBqOtF7JWWYtbMcLZm5SYXmZq+ew3h4ezef+8VWvnXVBZzRaEIQpWDNF+Fn18Af3wSv+pvnXLxZo8ikPD775hfzhXeexad/uom/+9kmxk64VGe39NJw48U6C5qDg4PDuJhcFscwl8cEV777GzFcJoCtHcNs6RiaXe8Be+5iFjb/DIhCg+dCtxrugpjgd651cbSTIS4oxi+8oRg0O4YNEsSRQzCwN3nsBJGqpU5ZBc2OR6047/a1sOXnNds/LAXNjtV4jZQtEsgZikmfHEGrVJwrYtCm2y3Ur12GoNqzakl8EExM2R3Jj5PkSHiMm8VxcL9WlS16ntVJ86qgOT2BesIzCGfFzyHs6BrhL364gf9699mcc9LSxg6y8WabbodrHoAXvGl6O3mU4HUvXsW9n7iUruECb7rhEZ7qVvCOW+D1/wo/+TDc8+lZLjjr4OAwdzE1roFWKfID2dDq/bbO4RrdKT+2sX71juV1LNFsxKAlnfp0yn3Tj8jFcSpOM7lWJqziTZigSYx+AyjKc4Mk96P+ddjPZvA7K+I+5aRAmcsyRm+tuZUbz1tlHLLRt7u2Yjih+azHHyBXnJkYNHE4MWNV5kGkUE3zioafD+e5VIqNbdXLZJSj5rOkVFUCP24cWl111mwf2JfcnO2r2NPCm2ZeO1k4gjZH0Dda4OrvruX615zGa1+8qsGDYvFm1zwAx5w+vZ08yrByYQvf/ND5XHf587nqW2v54q+3UXzR2+HPH9OrLV+/HDqenu1uOjg4zFlUtagbPtraIWt29vDAs90NKWpV95kkCcmEnhaz6OJYJSOmNege2dkz072qQLWh7R7J0ztapiaESlijY6kSxyRLC1SJQat7jyaRSOQwM5HGxalMKmZKKlmmDNYgI+Oct674JSV0bICB/YC+HzYL3y83dZArWgWmMcvbujhuONBAiMPo4c9J77Cet2oE7TCamwj8QlgeoxRI9vWNxd5HtV2Va77X2p6ErbVV1JpoREFLdETqjK41MFfTDziCNgdQ8AM+cutTvOLU5fzZpac2dpCLN5sSCCF434Un8YuPX8Jju/v44689yrbcQvjAnXDeh+A7fwiP/Mfs1AlycHCY25jkN3t5IeZCSTJW9MmWAtj/GHQ/W/PYUlU3LNNgmbvceLChF0W/0bppU4N8KWC0YM9ZaeDNVM6DeohcHCs78/juPh7dVZ4UYYI16GwMWixJiEDp3xIujjL5s25nJzNwhzfYSoiynCbWxdH8q9nvcQha/bPqH0ERRrt5fHcfOw72wu6HCKRiMNu4C6F+ZCYwBnt/C4XR6p8Vsw25mYYELe6C1yhi41kxRw+HaYx06bqKVc+p9LUBZHReBJtlM6hTszAsvl5rfMd6Jtfn8eIbKzpilFFbe7EM47aUG4Q9Dzd+vimCI2izDKUUf//zzaQ8wb++7aVhRfs6B7h4s2nAycfM5ycfeQVXvPQ43vG1x7hxzV6CCz8KV98Hm38O376iUjJ3cHB4bmKKXBt1TWJFSSpaMymyBR+GO7R3ROJ00fn8KsH4k3VRTBnlY1ODrkpThfUHBnjaZrGso6DpzbPD1iZeLNuShgbd5OIujkoZlaGOOlq3I43EqdU6dJLjG+eQ5YqftWOEB6r64ubaff2M1MnW59Wzhex1DnfA3jV4QZF0YTh0Ywvk5Fz+xHhjMV7Jg71rokyeddoqV9DGCn5VlWkoV2V86ro4Hgb2PVKdhOSHYfNPtf3TsgRSGX1Os5CQcF8MStC7K+pXGNtX45yT7beI3FKrNFplU/37Ou47ZrgDxiqzVE43nGU/y7jtyQM8uquXG688j6b0OLcjPwQ/vtLFm00T0imPj736NO7484u5a2MH77zpMfZ4J8GfPQAnXahdHrfdM9vddHBwmHXUMdQaMHjtHlIpfKlQSrFkXlOkKpXFM8WbrE7Qyrc1Zpg2eQJFHXehw8Huh2CwrepHaS+2Al5FIVIJsna4HZmkyllje9GvYVRaLwubHbGRM8RcAWvysIkoaJO61sMfn6oKGhiCVr3fUsqYilqJsaJPz0iNpBQVbcrEQrUKag1mdYhGx288QlE0ylp+SJOaQxurn6/s7/uf7eLp9spFkoe3V3PLq+L+OlWPbzX1115zKQsLVoZZUa0rbiKZzlA7HIrCQkJPgVoP8aQJWips/OHt3Ul346r3fAoUxjhmyKPKEbRZxIYDA/x/92zjxivPY9n8pvo7dz4DN79Kv/BcvNm04kXHLeLOj72SS047hrd85VG+9UQH8g/+Gd5+M9z5Ubj/nyGYWZcgBweHOYhJGhhhbIZS+IEi7XksnZdh0K6YlxO02O/FoPUIH/kAACAASURBVI6LY4OwJCOT1m5oTakJugw1gmwfanB/1Y/mNaViRZnruzjOtoJWjl9tPlTjAPOdkGuwlpKSkdI01EZqaC+h5qCqGeENZHGczFjFj8kN1E68MdiWyLpoD8ukUmWzr1xB0/0u+AF3Pn0w3KuR6LDdPTVcCcvIvVASz4uSkkxEQROJ/RpV0Mbp/e6H9BgUqxc+9qokCRkdL3NhFQYf8cpx+u8XG1d2y2HvZbYv5pKrZ2qmNEJQzEddKFM9E/UMqylQNdTVce9a7DxDudL4BabHGZ/Gl9QMtvwcSlNbKqEaHEGbJfSOFvjoD9bz2Te/iLNOXFJ/5w0/gG+9CS64Bt71PRdvNgNoSnt86vUv4AfXXMhtTx7gfbc8Qdsxl8K1D8PuB+D7fzwlwcIODg5HMOqs1iqlGMmXwuQF1Q4r+JL7tnaSTgkWt2Yil6YyQyfh4ljNX6g805+SdWti/WrzIbqG8yilWNjanGzjMNHWn+Xh7d10Ded5dFf1zGnNaa3a+VJWNTzj9d5mKx7NjnnjOT8kpJpCF7AGTkDc0M90bjDbq7Rb9YPytsbZp/KgymN2PQA7fl1999HuhHJg3erOPH5xkkQrFS0wxAhapfJ4GDc2Nia2fpww7rpCBQRxhWPwQDKmc/AAtD8V/R2LQRPjPgMN9ln6sPq8KPapDJ6obCcYb6LVmgdKjj9Ht9+j7209pJtrnNe+rMz7xNxbpWBl9+/wdt4b27n8vaV/dg7l6dtUZV5NdvHFzi9zfLIGWyPPyWF0I5QFpz/jpyNoswA/kHz8tg1cdvoK3vvyk2rvWMrBndfDg5+DK++AV3zsMIuDOEwUZ524hF9+/BJedsISrrjhEX6400P96a9hyUk6SUvXltnuooODw0yj3D2vCp5uG+TBbd1RMolSLswkZg+3BVmbUh5NaS/mvlhm6MR+r+pit+3u5N/5YW1o9++p2b98yRixQlRRbSaPtv4sQ7mSTt+PzvZWG5XfZ/lSQN9Y5LJULUlHvhSw4UCjStXkrssSw4aLAMtAk7OGiW6li2NVV7twUwMK2mQQH5965LLsVimlWNSSZmFrmfdPGFuHdkUrW1AoV0SlVPh150i1PkcLEoFUCKXCmDWhJCpeSO/g+uT3dM/2WA04wmMmdN5GkGrWCUPKvW36dtNUGjbdi8YiqOa6HEO26Ov94woasPrgr0hljStkrbku/cj9siZq2ZYquU+qKTxVkGpFBSXSpRH9nNRQ0EYKPnv7aidPGSvUcWet2tVkxtTEO7HaGIy7yFG2vVwFL1+A0J1I7BJIxXCtmMq+3Tr50wThCNos4Ev37WC04PPPb31J7Z16d8E3X6dXez7yCJx00cx10CGBlkyKz1zxIr714Qu46be7uerWZ+i8/Etw0Z9rZdMGBTs4ODy3YAu3FkZ1ggALKcn2a1e4UA06uD7cxxouY0VNYoSAlCci16w6MWiW+FT9MExUYfo11F63+0oqhEiZw6aGoPmG2ViD+Z5nargEVnXn04ZOJuWFqdur2VvdwwUOjOfWdJhoKDdH4oAgqv1VjpEuHabgxwqNq6RBm6BmCYNwurM4xmAy9DUCZYhYZCvHrkAIDvRl6R4tVfS73C2vfSDH3c8cqlr7qvblRAskgUmuYp8praDVM8irEZEGx6/R8RVCk93iGLQ/mfysYwMpU3grMPGnML6C9tiuHg4N5al2TSKrvXlKUtExOMW18JRiKFekZySvr2veMXozIEUKpcCTJSMI135v1cNTO/azceO68O9AqqqeByHC58wQtEQh7NpeDY0oaCo3UF9trPEcbu0Y5qFtNVL59+3SiUYmCEfQZhj3bj7Ej9ce4GvvP5eWTJWXuZTwxI063uwFb4YP/BwWrJjxfjpU4oKTl/Grv7yU5y2fxxtueISft7wF9Y5b4OcfgUdvmLIVaAcHh8YghHijEGK7EGKXEOJvq3wuhBBfNp9vEkKcG/tsnxDiGSHE00KIdeXH1od51n0Th1AYiersKAW5AZZ2P0GmOBSzwaP3Q0jQYkkS0p4XkpsKtSJ2bK5Yx3Cx7yAbbzLOir/mCCYjmt237cnDqv8YBBHprHletFqkqtQzUkrp0sF1bKqJOZIkG7jz6YMVql6pSqHwCReqVkonqqjKKLdq5ebZu2L7xwtVW4Jj/1Xpf93+TMbFsfxYJjawSurdy5KcWNfNDW0D7O4d00kj9j9epYcKISJiUl9prTy3bUMaVUkGkZuiDGIKWgOwyqUYd/zqjHP8XMILk2mEizhVIFUsFf24vrw6oVC1GDRhUvt3DeVYu2/8Wm53Pn2wboKW5GkVO7tH2d+fBQQsXAWnvgqJIWamb6Yn5YeSamBONWc7WTK4BSH1Akb7QJZ7N3fWPqCszaJfZ+x23h+fnOP2hcQ8rrNDWR+qlz8xsMS13j5V4AjaDGJX9yifvmMTN7znHE5cVmWlamAffPePYN234UN3wqv/DrwaK3IOs4J5TWn+5a1n8tX3ncsX793Odb9fxsB7fglrvwn3/B9XL83BYYYghEgBXwXeBLwYeK8Q4sVlu70JON38uxa4sezzVyulzlZKnT+pTliCVsWo9gR4spgonZIt+Qxmi+F3f9GX2ihREs+LrahPREGrltXNJqyo8z4SCrziEMITKJPqHdBeG327ah5XF9l+lu/7JQBePYIW2nOVhEZZw9+gGlGarKe/NYILZW6i9zxziB1dSRewKMFBg7AFmhs+QiULOtut5WrmhBS0w0yzH5t3lQpGeT8lgkgpTVy1jVMSKZ3RcPhg7LhKQl7ejYb7rJQeRiTSPDsVMWioJBmpOncaNOCrrBr8fk8f2zqHdZr6+EksQcu0VjRjuZgfKoCR8lwPVUZaI9DExt6LrR3DtRsJSjTne+qWOEiiyvnmH2NccgOkcTFVEM1lQ0SkUon3gKpBUAKjiHmN1hAMY9AkXlBItls+kfKD0TXUUtASv1crsB5/HquT0bqvJDsuW34WFldvBI6gzRDGCj7Xff8prr3sVC47o0wRC0rw6Jfhpkth9TnwkTU6wNRhzuKS04/h3k9exuLWDH9waxf3v/L7euX59g/qWBMHB4fpxsuBXUqpPUqpIvAj4K1l+7wV+J7SeAJYIoQ4bsp6YFfHy7/4Y1/u8S/u9v4sv93REwldUnF8x29Y1LeRjEkTLqsQtDgqbJy4URM3KsaJh0oP7GBe99MIDEGrpQo0uOiULwX0DQyGxMYai02FflTc/TOBSkLjdW0mPmp7esb4/Z6+KGaOcWpk1UE9VawUSNj5G+jdCcRt8Tg7HiBdqhVLo2oX0I31N18KeHBbl5UviRS0sJVEG11DOZ25sx6DmYyLYzVVwcy73tFCTQXj/q1deldDKEQYVxkjiZa0VblPkXmbJMBSKe58+mB1hTjwk0Wd4yUZ7C5KGmU2roYqSoFiW+dwTZc5QSwGLRbTFM84WXneaMw6h/Ns74wp6BC5OEJl8g0RLYZIqa87UxxEjqOuiCr3OKx/Zt4BNoFQ/1iRmhjp5JjeJ/HiGSb7dscWm8qQIPBxl1yBp/zwLiqjnOo/YwQtXv6gZoycVT8bXOAWHqMFn5F8keMO3U/LyN54h+scGLtvQ/kwBjjh4mivsTAChRFG8qVkPboa8Wz1axjHPpuAfegI2gxAKcWnf7qJk5fP46OvOi354Z7fwo2v1Mz6A/8Lr/9XyLTMTkcdJoRFLRm+8M6z+OI7X8bf3dfNXy/8f5Tyo/C9t0F2fDcDBweHw8JqIF5oq91sa3QfBdwnhHhKCHHthM5cV7HQbkge2vBLfHFbgUslV81TpVE8TyCEQHtqlakVMm6QJg2DwWxBx4fE+wWQbqlL0LxiVhu0Quik33sfqWR/PdsSqdUrEPhh3a+n2wZZt78f611mSdT8sQOoka7k9RhXvoRyZyD6dyb+3tM7Sudw0niMFupjxwa+VmvqoJoHqXWta20yak+/NvYShKlnh47n2/UAK3oer954SKyrGYjRGYfzJUbyPihF71iRh3f0mvOYOREo8qWIdO/sGqazRuxR7ORlPyeAxPjrfhYrVFrCQR8r+uZMJgZt6IBWMRLt2eutNDGj0+n9VNkzkS36eEEeL4jdc98YtVVIjCVlluAIFcRURwUmpf1YwV5TNeVD0ZTywuyKlsxVEookSaoWNxe2apJpkC6z57x0RCqlzsC4svtRWvLd47g5qpAMRZuS6mopCPCEoDlTz7Q3CygqRjq6t467P0C+JMOU9lZpkl4ssUzPs4n+KJJKei2CJlXs3jUC4bGtc5in9ms7S9Qil9GJkz+B3+/t40njDpp4p9p9dt0PO37N47v7WJ9ISFR9MaS+gha7H+lxSmrF4AjaDOCbv9vLloND/Me7zsazs3W4A+74U/jJh3SyiWsegBOcanYk4g9etIr7PnEZBW8el7dfR6e3Er71xppFWh0cHKYEdaL9G9rnlUqpc9FukB8TQlxW9SRCXCuEWCeEWNfTU15ao5ZhrLDpu+MdKF97LTfw0p7QRlrZaqzY8jMWjOzWbZSdam/3iIkPAZRkX+8o2ZKvDcR6Lo5BQfdPGAWtMAzl6lC12kVx9O9GHfg9dz59ED9QCFRo7NivOp1AINlpHW6lTHHhcvVxfBdGS/4SiRUObdQK2MH1ZWpLtI9VFuJKms0AF6pyhWHwi0m1rXMTHNSp2aupQiFiCtpIvsRjNoNn7BgRzghFf9ZPJDgQSjGYK/LY7ti4W5JfhWyHquJkFLQyDIwV6Rwumj6O7yopjCuqEAKh/CTxCt0eY4pLSHjjzDf6JUy8CBx76CGO7Xy48qQ1i5orlJTGxVFGyhJRIeXqdcascmOeA2XcJE3/K/hSmepYCiSrDj1ESpYpVrZe2LJTARjMFtnVbVxojeujQBBIPYdTQmjXzDr3T6t8Kqmg2efbKGglX9GU9uqLreE7oY5bYDFbdU7t6R0LyYq0BE2kEUqyovuxaGHaErTYWOq/q8wrEZH0hgmaid0s+dF5al6L3ghoAhuP+9XlPsr2LDs+5elFJH+cuMb6Alrsw1RE0HZ21S6FAo6gTTue2NPHDffv5KYPnMfi1ox2Z3zsf+CrF0LzQvj4ejj/wy7W7AjH0vlNfPm95/D3bz2bN7ddyRpxHuqW10Hn5tnumoPD0Yp24MTY3ycA5amyau6jlLI/u4Gfo10mK6CUulkpdb5S6vwVK6x7uiJb9GsbxlZFUKosnsr+tAqaXTk2Sponaro4Zkojtj9ln8QNLUnvWJH+0aI2BOsYPCIoaI6UUPhibR3aBLlxPAGCYiyGpixbn/npyWINTUmh8KggHqo6q04eq5EgUVZlsaUFqhhSv9/bl+hb/PckIXsmikELbXLjtuXVWgE3983sd2goT89oZYKIMOuhDAxZE5UfGhR9qV0BvVTV6/n1lk66h+Pq2uQVtC0dw+zq1US/kbTz8XkoZBAjXnEFLX5A4nSRi6P524/FLQlk0liPKdYFP0iSFPTzE0ibFTQoS1iiESZxEPoZ6zKqbFyVEkohVY35Zc4fhy8V6SBLpjBY9lzqFvK+pOQHPN02yJYOo+7azIeeHkMdp6UXSeonplHm/aEzNT64rSsaI/Oz4EtaMqnaroREqrNI7FO2//Z7oHdHxWeJI0w7yksBiqbiQPxDfS4FqXEVNIF9h5XPu4O1MlKKMrfsxHOjtw1mi9GYm3fqzq5R7n82UvOb06nw41p9tBk3ozIB1Z81EZvzHYM59vbGFrtquKxvPVQnVhBH0KYVnUN5rr9tA59725m88NhFOsXyTZfA5p9qd8Y/ugHmLZvtbjpMIa546XH86hOX842Wq/ha6c34374C9j06291ycDgasRY4XQhxihCiCXgPcFfZPncBHzTZHC8ChpRSh4QQ84UQCwGEEPOB1wMTWk3Zemg4VvemfAVXB8cLkgQtSohQ3YBKC2UIT5mLI9G2iiNlkqCBIV2rXlJVdbEQljiJmNIR3793R5QNshaCYtmqf2RIKwWZ0hBNxcFKkSwUUSpdHBXjxXPESFX88srVwrJ24+5jKiEeqIrPAZa33Ue6OByzx7RCk3DpMtjZNcKm9sGEi2NSHRUVv0mls1jasddkOWIxUiryfgAofFWFyBoU/HHi08bDnocgN6hdPEOiUo3Yl7vdRvpYCslwzjeLFlEMGuOpJ0TDa8crdHkU6XCfUhBQDCSlwOfezZ348dpihrTobI5a/ROJuMzK+9E/VuSJPRFZF0qGT1ecJFUSpiTLDAJF2tMEI7GnMcif2NvPloOVbrcKgWcoqh0uL6YkQY2sjkoraD0jBUbyfkSSlK6v2zOSY+m8TF2aHroT1lPQQNdSzA2wsT3qv1Tx1Sb9bgjIVFmgssoWkddY7NwJGOUSSN43YF3NjJSCRKrXKhjOR7UYLUHzjVptx9aSr2QzyTbTnhdG6erxHz9D6PoDA/p9EHY3RrUm8Kw6gjZNKPqSj922nj982XG87fke3HG1TiBx4XXOnfEox8pFLXz3wy+n+ZKP8Xf5qyje+i7k1nK70cHB4XCglPKB64FfA88CtyultgghrhNCXGd2uwfYA+wCvgF81GxfBfxOCLEReBK4Wyl17wRODsSMqFoKGiqxshrF21Rvdklrpmqx0zr2QznbACC/+iId+xIjLRWJA6RWIjzhRYQxTnKaFyXbrUbWAl/XLSsOVjVyVrRIRBWHuTAGTcRWwWNHinCf6rDnSpDDCuMveXw2FldVTamQCn3NC48DFF5QoLnYn1CGFFQlaMN5n9F8KWGIJQhajKhYxVLKIOn+hSY6Fr/Y1MH+3ixCSYrK0wZx19YKIipE7Fony9NGu5nfrFU6qRSeVUDqxEQpFYSczVMlHtvdyyM7e3UnwuuKG+dJAmaXBSIFTSV+Ki8iaE+tX8u2Q8NhCYf4AodCZxGURkETStIytDP81F6CvR9r9w0ymI3Xowv/hyVo9q97N3cmn5uyeVOSUhvwZkEiROz6rTK4YGS3rouGonflRXieJiaBUdBSnpeYMxUjr1Q4O5qMa16cSFu1dnFrpiEXx7oKGsDgfrJbfk3nYKQExaeDXqxoRglRWZ4gniQkPsdrzCcVqnqVBK7eHPTMeReO7K5I2JR870oODUf3MVzgMfOmuedpWrMdZIqDrDUqe3gO80g3pVMhQa6GamtK1gV5pODr+nRV3nf14AjaNOHz9zxLSgX8/TG/1e6MTfPg+qecO+NzBJ4nuObSU/nQtZ/is01/Te4n1zH8u5tnu1sODkcVlFL3KKXOUEo9Xyn1b2bbTUqpm8zvSin1MfP5S5VS68z2PUqps8y/l9hjx8NYrkpNo2pf2ErqGKwyMcwaqbWSCyybl44KWyfai/9apgxVIUZq4XHGLc4mSPB5fLdRDEIDxrp8EW1vj8rB/bYrQ2HhSfqPzT+FrXdW9su4OK7sfhTpF8N+CptRDyi0LK9IlKBFRlMHrcr4jReDFo7BwfWRG3lNd04F+SFKQ1FWQqkqDWFpV8c9S1QqW5I1FLRMylLKSBGspaDZz9t6hnUcT+jzCJ519TK9stnjsrRq4757a5QIZfu9rG6/m1RhODaGlZ3+/Z4+nto/ULE9ua+Jg0IZgzhgycAm1N5Y6viKmxIdv3hYu8PJsE5XpdprE93ct7VTZz0MWzHELIhUKUgS4fTQPk1mLTmtMORlqM6k/Bzp/CAsWJmYW/Z+lIKAwVhWPs3P9Gce1gaPjhvt3kv/WFG725W5NPuBCmOUkiMfjVXa04rw4qFtunyFkijh4QlbB02r7MK4Nxf8gECqikWEkAQpq9rB3p4RlHGZBFi9pJWUJ6ovbti4wDDYbxwFDcw4RZ+VJ57Pta4K3S4TSBA0yo6q6Fg43p6qjBMsry82ki8hFZXu0WULSLHkkQznSxwYyOnzqGhsu4bz/Oqp7TQN7mNZ/wZWdj/KUDa5kNWU0g1lUjYOtPazVg5bk24gF9AxlKNUTW2sA0fQpgH/u+Eg+zb+lh+ovyW98Ta48qfwlv+B+ctnu2sOM4wzVy/mXz75cb592g2U7v9X9tzxDxN6QB0cHOYQqqVYj7u96A36nzDuVmW7Qg2C1rmZpoFd1dU1RZicon6Yis6s52mLT2+TkiBmlES2vNTFZk2qdwVQjGqBlUQT/QueX+dkgPQjw9cvhUakMG6eAvDT8ykFNVbOq6TZV0qNS9BkYFzp+vfoTJPmOpMNxf7e9ztS+yOykVQC7DalSZ6IXP3in0e/V5pNwhCzIBYXUyvhgzWe+w9sZigfEDfmvTLjTypFRihGmBclbPFSIANUQZMcIWR0rfbnYBu0rQV0Gvj2gVhK9aqdShrhXn6I+WNtqJHO2m6usfFtKg6Zvpi+mxsoYopinDTEa3BFCprJRGhj0QxBs1k2WzJe5NIXz2pqyL6UelHAUz5+qgXM8SpGFoBEkhcpJQPZIgK7oKCVMNtTIUu0HlrL5u07Wbevn1KY0EXvcWhwjHlNKXN87H7HkqSk40FYZp5I5Zm4M6OkokmcVFq1W7evv6p7pTJkKAif5SCMiVTK5iYRdbmDNCQ3WZOs+gEj+VKScMd2y608m6HFL9DjWdFVq8BCKp5mv6YaVltB88veHdu7RugeLQEioSBKpcAvVihoSimdGER4lKR+L0mlaM73ki6N4Mny+a0q/ooqI8QUNPuzfy9su6fqOytcdLCPp1e/9Ek5HEGbYmxt66X3fz/DLd7nyZx3JVz7MJx4wWx3y2EW0dqU4vr3/wlb3vgTMpt/zJNfvYp8oU6dEgcHh7mJhFJRXsmp+n5xFx8ZM7z1x0YxkUXo2UbT0B5CghdvrlrT4WeKINXKsLeIzsExFIKUEIZoAKaYbEXhZZugpMalSi/Duv3DDOXqvatUlCTE94nW2I3LlxAEIsOzbV2w/7HEkcL+v5qCNk6akJZd93BM75Ns6xwODfgKw6cQy5Am/Qq3OABGe0gd2qC3KdOGzt4QxQsmrrZ8S7zPCqWi67GuWcpazrYNYyBLkaaw6ORE215Z21IpWtKQb1pKsRgrpeAXUCJlMuhF82WsUNJJQ3q2w+D+mrGOUF4YOZnCXUifINWCbF2mM07HEdbeiuVoDEPOrJok4pvNYdH54ucuX7SQBU0mg9Q8IMq+KBCMFYo0FfoRbU+YY/QTpcUNSaEU6IySeDGSlGw/jtB90XQiJTSxjrthArTkOs0lJ+OPhnMllszL4KHKpnEUg5dO8LPIedcTuqTA4FgBz9OLKrt79ALJcN6veCyWtKRDMmoNf6GkVtDMf555cuqu4YQNj6+gBVLhqSAktZFHt6K48HkorwmlIifmQ0ORSgVQDAKjLpvjqmUHFSIk0aKKgpYgaIbwi3QahMCTfviuCDq3wrNRKInlhcP5EpvaBrRab3qhpOKY3t+zcGRPlXjL5FgEUqvLypKz+HtGBjByCErZsB/xeo32qbKXoN12692dJBxBm0IMtz+L+PYbeMuSPaT//BGdPj+VHv9Ah+cELrvoQpqvvZ+VQ8+w9otvYXt79/gHOTg4zDkoJYkSa1jFzEv8reuglWVxNN/tgdSuUdYgsau4Qkmj5FQjaDWShABSpNgy1MLOrmFCrzlroSgZxfXEiEeYOc3slzDmW5aQb1mBEl7FCnayYzJczRdKhSvg4U8gSJlCvcMd0LsrGiLrBFlGrBoyXwKfjFFtSoHUro4x9Q+A3Q9Gv5fFbYXiQc82PJP1MXRxNApaSLHN9eVLgSFdtVUAGTOPk8QgHg9j76Yk5aVin2lj2OwU/kgJhUq3oFIt4X5aRQGZatHLBGb/ZzuGeHxPX3j2LR06S1yyFp/+bP3+gQT5jhQCULKEwkO2Lo/Vlov6aUYxof2FeyhJ94huN5WKK2jRfY6TpfTIAdLF4WiOZqMYoKFciYIxeBWKJ/f20lzoD3uwoW2QnpE8KaEzJm7vGkHIACk8QvJvdo4Uqbj7of69udiPMu54gYyOEebWZfJ9LBl4RtfDi42BlD6eENo1NT4thAjj3NJefLnBKmgCzxP0jxXZdmgQT2i1zdYYC6REZQc5tuN+Un6Ok0eeYnVLARu7GUhlYt+CkHjY+xerg10GG/toEnjIamUHNNbt72dgTCcRCgkvYHOE+FKRt67YIoqFOziY02q5eaYLvgxdBPU5ayxu1FGV4i6Og3n9ezqdAYRe2DKQ9nqy1pVb/9k7WkTPHhGeS5p3RZBq0WVAYudLldVUk1KRCpP3lKmOW36uSxIQrcH8ZmuUJTJSh2Fs/vOQ6daaZLgaHEGbIsgNt5H+5ms4sPRiVvzFg7DslNnuksMcxMrjT+Kkv3qIUxeUGP7GW/jhQxvqrnI6ODjMJUSGc2SLGwO5PFNX1QQYZkVVKjIpLyIyxriIDL1q74TIZafyI8+UDdYdS7jbDOyLqTlRy8L8IUCvYsf7ufz5enVcpBLbpVRhXJQdjsjmkmHiAWFUCCGIuWApSh0bE+OgqlmTST5TB3qnUiCj1PrVYIhXwq0xXA0PIrqh0ETOSycGSgF9YwU2dwxhE1JUnMK0J2Np9u0lBOUKWnyMhJdwXbWGoL0bOmFHAKQITro4dj3GVBfCsE1zXCwLJGiFJ94X/Zk1MhXFWG0nqfS1KZR2axQeUqQoJ9ChMS2jbI163lq1WJH3JYtaMwn3tvgNiBO01s71LBreEW5LDe7FT80DdDxWW39UXqKaIZ8vSdKeIjCGvJdQ0CLyGlThAHacm4o6496CfCel7DC/s/Xr7CJGUGD+2AHESGfi+JIvSQmBR5KuIgTtAzlAJNLMS6UYyhXxpSLjWcIAnvDIFyPCFEgg201KFmgu9HJK8xipXE+oTvlSkk6JSEEzl+kJrcSVu0duPjgUEWAzTts76qd4HzKxXinlh++2+ALTSKGkz4VHSy622CzAxoMWfZlw8aye+CdG82WJdJkb+bZD+v7nSwHbu81n5t4u7X0qGjNLZ4Z0/dlyZdZew/Edv0EVdDtCTNGYGgAAIABJREFUBYZcqpCEthR6oGUJHPtSEB6BUqTDUNnY4plS7OkZJTAuwPYRT8S3KtjeOUL3SB4/PV9ffccGCGqT4zgcQTtcyAB+/Vly93yWf5z/j1z2kf9GpCqDiB0cLLzWxay+/h5OO/2FXL7m3fzjzbfTW6VejoODw9xEpJERfWEnkj9FwfEVhoL5vSnlGSM9Ok4IYxKWGVhBPOamWn+ELk4rjLIXHr78+eDnCUp5VrffjSyMoJTOKDda8DUXCpW/eO8jF624UbWze5SHt3fz2x094Z4R4ZCkLUHAFqwWYSxR/1iRjQf6ICiFrlrxtPTEjqzHzw70ZdnbN8aSeRkWtaS14ZmqVZssurD4kEoF7HoAOdoTI2hm5d+zMWiRe6otZq1/Vt4BWztLqigeR5RGWd7zZAX/TPVuxQv0qn55spJyAhJIpcmP56FalujaqUrHnOlRirleJS5S/1zQu4lFg8+WlYlK3Ojwl0QTQcmMgKA8+YolqEljW8cDabtZUQhgXiZF/Mj4tSayFQqtMIVuj6U8pczCsJ/9wzlzvB0fVXELUja7B1rxkaF7b9TL6Jwxl2OVfK4yKYHftzdZn1CBMBkC7TVkC9ool1LieYIUfmI8ukYK7O4ZNc+iwvOz4TUUfcnKRc2kQ2VJGrFb0VQYoCXXZWJGk0+BQOBnFgLaxTGTEniyhPSitPpl1cFC5P2AnG/jwvRdyZUqC8jHYROVZAjCJ9IPvVsV2ULAAuN22VLoCY9r68+GinXRl2QSMWimJERhRKve2Puu3QgXjO5lVdfDiX70jRUg24848HhsoSOKP9PvC6GTFEF47ijm1i48RAqwVdCE0vX2lCJ000z7WT1FFp8IRq1M2XUk6y0BqKBEf7ZIPrDuvNH9Wtz/DMf0PK4Xd0YLhkiLaI0iVy1pTyUcQTscFEbgR+9jeOv9vN3/N/7iwx8ytUQcHMZBupml7/82y1/9MT7T9Vf8+39+kYe3O5dHB4cjAXoVOhaDllDQrMEsEEqFtXasK+CqrjUEvq8D+pWMiB46LkXbALrm1mC2SMEP2Nk9Giot+VLArm5tYEQGlqAYKDA6WthPL0P/WJ6gqA1MNdKJQrFgZC89o4Uwg5zpdYhqSTQgStgQpilXEckQSla4AglAmXpWoaE81m8+q1GomjKXvDLs7h0N90mnUtoFsyxLZAIxQy28PqkYG+pl/YHIUAqTJhgFze49mC2GznntA7mq5FEZwy3u4pjO9tFS6KlwcUz172bR8HZ9nHXFM/2sjEEz6lSoZIYTBKkESnjkislMe/Frbhndx8LRPVEc5DN3RElVyva37nMdQwWdbMEqaOHiQJL8JWPQygmaYn5zOuzHxrYBdndHMYHxGLQgswiUJJCS1e13I0qjKC9jXDclYqwrdkmV5FChY8fs0+hJXyuZ1vUvHMvqxDreUDrl4XduTWzc159Putlli6zZqQlJEAR4ngizlloUfMvSBQrJMQcfMK0ZwuZ5Uak4pckJKI7pfYLlfeu0K7JpqzV7SLsRYp4lJUMXx4igefppEgJvpJ0FPRui8S2vLxeST1kzeY++Nk2m0vj6/iLC+/abrV34UtKc8iqI5EC2GNZIKwYyRkTNeA/sgx2/DlVvXxpVOhmwGP6a8gS5sSHtwhw+yyKxmJHyQJaKkMqA8UZQ0TRFs+wY3SnYAtgy4eIYpFpI+2OAiGVzVaSFZaZ+2LeSb2IjvUoa1TrWTnOhH3+km9HuvWAXq+yEG+2qOKYaHEGbLIba4ZtvYLSkeO3QZ/jMe1/HScvnzXavHI4kCEHzZX9J6/tv5d/SN7Pjh3/D5+7alAgydXBwmHsYK5pnVEQGMzElzFoHTSlBJmXdg7Qh1uSPksp2snx+M8cvaU4aDkTGft9Ykd/u6OHezdatKrJgtnQM0T2cC2um2TgUYdzprHHSn/N5pm0gjDdRhVHtDmVqTClldZikiR/PdJc9NkpyVWnjKpOpTQCRgmaz4cX7ljJtFnY+ZBJlmDpo1QhaxZbKz0KCJiWkm2sfYIvmxjepSBWzsIarVfUU2qjf0jFMIPVZx3yPVQsr1TppVtfj2p9VDqUMoIxwpgKryCS3eyTJkFJWQUvpeWFdKJUlg4Lth4Yi9cg2VBaPZ7dv6Riiu2O/2aYqxgSl6M0pCApREe2yuDgRjmcQXZaXQiiTsEFJSgEsasmA8GgbyFKSioGxKLYnoQh7OguijXVUUiK9DK25Q6w++CuWDTyNMMRGxFzn4tCJOGz/AiT2WaxU7bwyt8t5TVGegIznmWLbERlVsedTGkVFKIUfSJSSpD0TgxbrUqL2V1zgtKRTeLF9pP69zIXTHtNS6NF32kvpe27IW8oTeLKI9JpQqebQ7To9fJCW0baK6w6vSNk6aDJKsFMFvtLzOiP0IpIQSWJdDBTplBc9N3EEPn5giGTcx1OphKdB32iBfEmGr1E71pokaWRSHn6piDI15xY0pyvqJ6Y8D+UXTe1HPxprLDFPvrh6h4aQXjNCSRYN7wjJeymzCE8WdU0105dSscD83CHd3s77INCLU37JvHvD2ODYOcy9Xd73FMv6N3DK8vnMb85E+1RbJKkCR9Amg4F98K03UXzepby15zo+dPlLuPyMFbPdK4cjFc9/DU3XPcxVK3fxrmeu5SNf/mmyCr2Dg8OcgADwi2xsH4jFbdnV8mSSEO22Eyk3tiCtQKeJX9ya4ZwTFicdxWybSkYGXA03pMd399I7WtTGK56pKWaVPdunlI6dGT6omzIB7dKqWgpMbu5E23FlwV+wOvx9ftvDzB/dp2PmRjpD5SUlhFHQItcwZQbMKmjWCPKlQvh5fWyVOmiGY1agJXsIIf2EuualUlrgaVoAC4+jGMgorgrwg8glMamgBTGDVbG6/e4wu6JdObc7LOtbr9P6o0lXSujC3EkoBIoglsUxsNddLDCQLXFwMBtdn0kOY2PQlFJIkSId5MLxAwikiayxClpIRJQxaI3BHpInRWu2LOsi0XjmSgH9IVEqk4/QMyfwMqboryAfwPp9fWX7a4IoYolXlEhpdzGBVniUoDnjcdrKhTrFedn5/BhpkCKDUBI/iFzTymvNpby4i6NOtV7+eXit0kcSJQmxY7N8712JY7yggBg6EKvTpfA8q37Fk93ECYb+MS/bjtyzBoEmYykkca5t56hnEoREGUGFdqsUZQqaV1nsufypF56nr8sUxRaCUEEL0vMMmVeolsX6ADtnzbnDONTw4VbVEwAZwpUt+gRKcXK6j9VL5yOVmd/2aKXJl6qywEJQ1OqZp4noy05YopOFGPdci719Y3SNFMh42sHQ3t+0nwv3SQmBLBWR0kcI68JpSZEhdelWSsUcOZUJ1bso4yTmXRP1/WDPAH56Xhj7a8cm17rKjIGOwdzRNUypWNAlHixdMsf4fil2Av1jdfvdyXeDXajzFHhesuh2HfdSC0fQJor+PfDtN6Ne+i6u730np69azEdfNU6tGAeH8bDsVJqufYDTL3gDN+c+yW3f+CKf++XW2Jebg4PD7EOhtt6JytnEBTESVZYkRCnwhKIUaCNRSoXnaV8lJSNjVolUaEF7Vv1ScZesSgPIC4oIpVep0x7huS01izwfjXo1sFv/7eeNgpYyV0OouPXF4mCtAbRiQXOC2HiFQeaPtbFgdC/s+x1aQbMZKWOuQCbZiXbLMgpijCgJoyApPBhLunZrISBSAU9apj1TFg9to6k4EBrUQgg8LxXVG/PS7OwaYVP7ILmmZXSP5Hm6fTAcDEtKAVr33heS2PDqrOoUU9AAWnOHwtgbTIHhld2PJgwx634Xr+sWruD7eUYLPkNZu+JOLH4GrHNekJmv41/iYyEDbex7phhxQkHDjJSM3SMVZgQ9NJQjV6z0xhA2qUHcQFQyvAaZakL5eZQQDBck2UIyFb1QsGB0HwsHtmDJi0DH7gijiEqTqCacz+Y4iyCWJEGaudg3YgisrCRonhCUsMlbygxbhdbL7DRQvm7TkNnE3kGUvr41dyjM+GcP94TQcWWGfK7qWoOnbKIVkTg2N9BBk3nkhSHMxUAm3IZTXiqszwZWadWuzGHMktJxbOWULG7L6zngadfNUg6CvE5OIouoVBMy0xrOpSimVF+DVdCifDBxF0c/jAWLBkKGfSs0H8Pi1gwnLl/AsvmVynHG8xJxfBbZfJ7BbImmtO5LU8rTi09K6RixxSfAouPDcc2koncOQCqInoMmfxgVFFFS6TbSzfjzjzV9NS14graeIda2Z6Pn3S4I4eklrNj7uSXfjZ+eR8pkgcy1HmtH2g4SCI9cUbJifhrPS0fPmLleP7CulOZ5NwsMLXmbYCaKa9NrYMnFqGJx/LwDjqBNBL274NtvhnM/wNe897C7d4wvveusuv7yDg4NI92E9/p/pvn9P+RfF/yUK7b8Hz74H3fw4LbG/JUdHBymHwrApGKOEjSUyz6R6d03VmBv75hO+GBiSaSJXQmXwkOCFZn3UiqWzGti+TwbwxW1v2TwGeZlO3Sbns0EaNwF4xkZjfErjVGuZGAMF0OaVKQPHByMVq1BZ4Nb0JLWhuIL/9Bclr5WoYIwqYYEk5FOkjYGT5jNUUQGuJRREyLIm2RvpaqFkONDaeO6hYkXacpFRrWXSocuTCPFIPwu7hwuRGnADQKvidVLWlm5sEUbuWV2/uKDa8JrtwTbjk7okqcknmEa8QK3CRfHKNhHH1vMEcSUvQN9WV2/KUZelFIEmfl4YVoN20Zg4pWEYXZRzJ7WBj2W9m9CDbWRLfpkiyWTMEbplOfGOBfDBxnb+hv9e5iaPFa7S8lwLkuRISgVAE8rYwQEUoVJI5YOPI0nC3jKD+eOJ4ss73sqbEua+YMnEuTRIqo9pVAijSdLLBzZzcqFLfq6RLI8UcoT5JqWhgZvsjW9EBIVSQ9IJPCxQ6mA/CBKGPfAoGhUp6g9IWzNqrLSD4aYx885MFZk9RLtWuuhs4Ruah/kQH82nIe2LpyFRBMkEY9BM0r7RacuZ+m8pnBBY9PB8iyLQi/mdG5icecTxsWxRGtLKwdTJxqCGUuzb+fJkFbPs7ZcgZQooVP0+/nRygyoKgjdEoNUsyl6L5jflK7wPfY8UGZel9ILwu1bn1nH2r29IUHTvdeK9to93eClKcmosbQH8Vhc6wIMcMyhNQwd3MmW9n6EUgwf+0qCjD2XfuZSnkcgA2Qq5uqsoGfFRZRMRtC4nR6kWsi3rEDYchK2jEBsNjx1YBCJ4rTlzUZVj2UvBYKSfo6kMiTNqH6pIE+C6Jn2UvHFpFSGBzZHbqi14Ahao+jfC995M5z/p/xm5Ye5+ZG9fP0D57Og2dU5c5hinHIZ6euf4NyXnsmP5SfZcfs/8Jfff4LOofz4xzo4OEw7/DBJSKRoZP2Y+WZc/KxNMFYINCkTAuWlkTLQMVk266I5THheWAdNu0TCsVVinoQMaCoM6CQSAkBw+rELSQX5hHFrV9MDqY1MZVz7bOZIpRTCi1JTrNvfT7+pf5RI2Z1pAS8VZpgUSrL+wACBlDoGzZQMyAT6HXVM75ORC2GYJEQrTFKBVxgBFF5YYysGq4QYI826egql8GSRJV2PmWsTiFQaKRWDYznWtw2xoFlfV3PaSyh/mGtOpzxa0gKbEsOOAZgMe4Hkd7v7KPpRnA4QJlMQRGn2RayOlI3lC+IUW2nXz9FsnlLg07voxfiBpCQlKVViQUtTSAK1u2ImSjUfXnMAhqDZrJhWRVJKE3uBhNFu9vblsCpeGfdkXq6Drq6DUZvlkLGYQS+DH5jMfULQXOhn68M/4sk9vSilU9LHySnA8LKXUWheqscyRtC8hONenKCZODYFgUiR9kdZOLKb1ibtBlaex1MIQaBMIhLTzroDg1G7ZXFGpcwirJEcZvlTCgojKCXIeB4pqZPk2Ie0a9Wrwv3KxyjfvCJ8Nu1ZssWAJfMy4Zh2Duu5X+42qBJEWBhlPV4KQ7s+L2ryaEp54fNSKIuzEyalPUTKqieLrFyykCHmM9p6on4m7Nw2J/UOPA4Q2g9KBsatNKDkV6pf9n2mu2ti5YRnMk0KTlsZETFhXDarFZZP+zkycddTAYWSz0g2TwmPolX2lNL16BIeCNFqjhCC4bExBIF+13lRGQH7VKaMK2WQipIFSQVpL6VjQFUyLtBPz0eJFClZ0gXfwxcw4XnbB7L4UtDkSeNeaj8zymQQZZHc2TXCgc5uWjMp5qejMY0WDSxxtgSt2bgR14cjaI1grA++/w4450qePeMj/NXtT/Pl956TmKgODlOK1iWIK75A+prfcM3x+/m/B67iy//5L3z5N89WdVtxcHCYGcSLPceNzw1tgzolNHqVPFvwwy/YzPB+Q8ogyCzQ2d+MiyOxTH7Cxj/5eaRfZOHQjlCxiZu6Asm8XEdY8FoJj3Qqg6d8igtWRzFJRr0KpESKjCZoShGkWvDT86te31jB1yZt+SKwSJYRAGjvG0OaGBqUIiULsc+1YRyvodS//FwKK19Gk0liECw7rXJ8zWgc23E/zflemu0qvNIKmrWhBAIvlWKk4NPVPwJ4kXgVu0dt/VnaB7IcGMjhCVi29xdISbnzG1IpBpadzVgxIFcsacPeEJFSIMm2Hs/oglNiRle5mmMSdxTHoJRDIZnfnGI4qxU0EGFyC0+VIoPfKJ5SpBIFxe05hJc2cUzEFLRkgpVdvTlyfpQNL56xcNVCbbSmhF5QKAWKdfv7ywY9CMddCU+7w4lIWShmRykFAU/ltStYOUEL0vOibUoSSH0+4XkxcmIIgxAJAmQT1ixqTkeEztxk6WlFZGT1ZWGcWzTm0XxsynXrbIcG+ablxOsQeiYNvypo1+R0StCS744tcKBjksK4sCRx6V9+Lj0nvD5WLFwrUvN0dhKy+WJY9Due8h8h6BzKkfej+DqFXhTx7DMfxpvqGDgVm+HEfhOx+yG9plBBE+kmWtIeuVKAZxYQfClp7zfFmGNzwb67Sk1LyJSGyRejQs8h4vGZ9pmPJTVJEDSh3y3VnMiE8sOFhggKT/n40gsXPUoS0kKgEtdr53/JZLZVIcnRi0YkkrcITyucgddMx2COoq9dTXWMnF4Ci+9v1UghteIcxqsl9FQ98E0iSL77jPtrqnerGVMYKQQ0FQdpSnvaK8DghKV6vngoRgqS7Z0j+tlMN+lkJOPAEbTxUMrBD98DJ76cngv+mmu+u45Pve4MlxTEYWZw7Jmkr76XZW/5PP+47H7e/cQf819f+Cz/+9SeZMCpg4PDjEBBmATD1vDBuA1ao2P4/2fvveNly8o67++zdqh0qurkeM/NOXS8nWma0N10Q0OjYEARcJxBGXV4UV8VJznvvBNAGRzHiICDoKIwKog4qKNCCzTQDR2BbppON8dzzz2xwt5r/lhrh6pTJ918u/fv86lTp2qntdYO9fzW8zy/Z67ObCOIyVXx2EM0p48zN/4Smn63CXOKPGiiEhXGSAggqOMeeZTiqSdZULhFh7EBOZMftATNwcsZY1a8YkI9Uh60UHkmvMn2Yj4/YA2ThdZVZLi2FL0VBRq85nRsjM/WG7GnSAiMV0K8eB9p+ywITc23Rr4XCYxSXrPQv0CBMZJ7B1BhjYIXhTgG5rh2nyqYx6tNEoSaE1PTcWhfdOzIxH6uUWFi1kjRKzQ5T1FrJgQheoyGGmr5IUBiwYoo/yjQmpmu9TSdvC0cbXKdkn3Y40aNe/aLaFuMvNmo0whMHaT5mKBpVBikDEND0HpLPt0FD2nO4TamER2glEMU4ZjkoIWEWuI2TM6HKUXIVB08IoVNQUSYKm+ikep7rRnw/MlZorIOhvgZZUwN1EObQ+Sa407XbPsj49IeMhAXFTaZnGvw4HMnCVGIsjloSavi9kTiGyYC0WW8p8iWoTIIBLjxjgMbsqYcJw7LS4xns85U13q82kRLLa4A4fDpGg8+d9J4rGxwZFg3YWi+o3CCeZsvFic1ogt9cf8GjvxTMoiiUK5PbeMdhF45/rrr5KO2b2HcLEdJqmh1a4ijjnP9JKWIqOPyBFE4YTsEWjzdRlIfQzAcn6LvMt8M8SaeQuZPEoSah/dN2GNqcw+JmOdTGFL3q4agzdfQWrcqR6dKBiSERey5lBbSFXmFVKrJocrR8MqosNEi3gLA7Am6pp+hHiY1wRqBxlMpMkji5VVhIwnZJCJp5pk0Wd1BoHIcH7jBTHyFEDo5Dk4addtQawq+F3tX0x40s3+bv6ncRPykbVZK4+BLaEMco0EJ0qugrQewcvpJxM3RqNfi50F0TGf+hC2Donnm+AzaLeAE6ZDyzsgI2lIIA/izfwF+kfm738+Pf+xBXrZtgLfevP5ityzDiwkisPt7yf/0/Qy+4b38VNfnueUzt/OJX30HDz/2yMVuXYYMLy7o+A8HTs1z7PQ8USBVNGnStLOsCh17OeYbAYXuIStJHlqvkzFUT43cAhtfjiiXhpOnnu8nbNRQIhSOPRwfWAU1xg78NW7DzI43cY1BKC6uZ2drvVziSZLEg6aVR1oMgiicy0zPx91rhCFTkSGeymufbiZkpjh7gLzrUG80CLQx4J3mPOW8x0TvFaa1bSGGgTaz2IFW1sixPhvVliagkxw2NOSjHDQb4hh7GyUxgCLCaEZTjNfA7uJk71XMljeYcClC8q7DXCMxqLW2RnUYYvxzQrMZtOwXTI0sUw8qElkw3sjnTsxweq6BCUuNXD8Na7gpTk3PMjVfx3dcjk7ZMHVrh4epfmoUnqMYqhbI144xdOTzOM1Z3HwXzVDz2IFJDkzWzDUWh9pZQ1A3YuGXZFnUbok9olp5HBl+GTOltQAcm6qbNkVeE3uOmk3j2W3Y/igxYZKRER0RtDgiTHmxt7HWaFILErKRePPMu2sJWigOGk2oHEM2bEjkkZGXxd6UKGTNcdwFHrTo6HVVZGb0JtLQKKbmm5yeq3N6volSYrymYRPQ9O94iTlNOlW+WEN97UtpOkXc5ix+Y7JFGEPZ+0x7RrSmu+Dj1kyIroRN8q4wWM4Rhjq+Twp+67WtbSipEkVfyWeokqfv+IOxYJAh4goV1HAbU3QXkuOLqLhWnzc/QdeRBwxBdzwKvmPIfNhAzR6NDsYXnzrOU0dncJTg6QaNZhMdNgmVj+iQuVqdEzN1Hjs4yXwjySuNL8sWDxogEtd1NGdAWkmuRWivh/T3AqhTz5nzOn86nkBpBCGuQzyZZIh4NBHQtMTQXuc2iDgMzYTJ4dE7aOa6ccTkUK4d6qOv5PPsiRlqjYBiztbTo7WNoptJmLc4qYzDZB1HCbvXdCNhYLyX0WV8zNYwjMYobCa8LlexCq2WmKWOGSmuzjcCI1DSzAjamUNr+Nwvwcln0N//B7z7U0+Q9xx++XW7MlGQDBcHSiE7X0flnV+i+4d/n2vLE2z95Ct59L++kv33fQzqs8vvI0OGDGeF1qpawr6JGZPfISrJjYhKapHks9QaAV153+QN6STEUYsi8MpQ6kOUQ6CFrzw/xemZGePFqpmZcNGa/LwxviLPTqg8Y8CIg+Nbb4OXi9sXG7qhNvWSwmZMgLQ4lrS04uRMnYf2n6LWNLklkXH0yKFZTs0lYTkF36HZDKg1A0o5l1eMC8rLE5kVmlZnQGgLNoe2/ybsSLeFTtpxS9VTq+Q9bljfC+h4Rj0a3QgqqKPFKB26SlqMZK085gsjxkBE47uKRhCmZLgNmQg0NENBi8T5JWmC5ruO6VtU6DdsMlMPeGifGStHwTcPTTNbaxKJbniuCUMLg5DRniLTVpU3tOF0URHrUBuZfWMDJ/0qzh4g19XNfCNgYrbO08dnmK3Xo9FtDfkTF78+Qe/EQy3kODISlZjrpeaUbI4W8bnFks2oeHg9MEQtcqxEYxV7NoLW8CytTHgtWlP2VSyqkYoyjEm3owSH5LyHkhKfcDya4scXTqgMQXFdL/GgtYUXa62hTfUxhFgg5ejUvBX40IbgaE0573J86FbSNcQ1IEpsyKXZNpcSuYiJQgfzz29M4iqh4DkE2rRpTU+RgXIuCddD4vIOyhFcR1HJuyjdMGQ2tHXkROg//hV6Z59lsGy9ywLi+tSbTaZrTTSQi8opKI+ib8mrJM0TQo5P12Jvm6OE8OAjEDZjz+T8fFJ4/bGDkxybqrUQtDgvTBJPWnR95j3r2Q3DFu8UgBZzPaRLoCGCWKXUJ6fzHJpMcrA8JbEMvhaXl27pB8z1L5J426L7I/E8m+eXE90Hrh8TyEYYFUsPEa2pFhNPvYRBHLWgxUlKEKRr3mlwHcecF+WQXHHR8uhZH8b/e6UeNvakSH2US4rgBDUETa0ZErpmEiY3f4ylkBG0xfDl34Rv/SX88Cf4rS8f46F9p/itH74mLjqaIcNFgwje5tvY/I4/ofnOxzg+fCuTf/c+av9lAzN/9Db49mdXlICaIUOG1SMIw6QgNHDo1BzfOjRpwtQiz5U14pUkhmkj0OQ9h0jGPQ5xpDWXAhFC5RHWZoxF4pVsLo5uKeAKCUFDBM+LwsH8xMCyRkUTl1qux4hBWK+eFpP43nm+MTHqD03O843nJxYo6/mOoivnEISagqdg5jhi5dkhsqOTnQc236qp3dhQ1lpaCtdGLY7CCP268VAMdBkDPJ2DhiVAYD1ISJyTF+X6JN0xY+2kwsmipSEmRDPUOi7c20wRtFBctg9XjPGe8qCVp75LOHnYiJno0NS8E+Hg5Jxh6GFgCutOP0O+doy+rsRA1JaMmXZa0ZKUByFCYf4Iue6R1HaKMAghNHmC6ZpSYcoTqVu6LtbzJ4TitOSnJRukPKui7DgI8zpS4IxCTutUCrmYuDbL47Dt1cY7C7jNabrVDFFInBKVOg/Jcbt8ib27GoXE11toc6Yigmb36zrWg5aIhBAb9AJOq5BOPTCFlEcqrd9rHZpJE1HUvApzqTxRc3xp8dSlxS9cZXOfUh7cCAXPob/so5QYb7XEYGfgAAAgAElEQVQ25E4kKbugFJbcayR1VI3N7wqScgZO0BpCClAsFMg50GiGlkxHYXkqDgM2I2nbp7WpPWb75SghqE2jg3qc21evz7cUn448aHHbUh40L1Xg+6ZNfbxkc3/szVJtz5BQecabl/re5JKFHB28BW9gMydnEpI/Ws3Hz8FQ3LgNXdPPpEIc7ZgrlRTf1taTbtVPxcm1pH6U8h4CbOgvUbSCfg23i5N9VyfiRWJI9XhPsWUcIgElwqYRSGorKh+PUdBkoryVU927aVTWM1TQDHfZcY/4rZhw3YJvJpGm8yM0vGqifLoIMrbRCY//OXzhV+CHP8lnnoUPfOFpPvjWvXQXF6ppZchwMVHuGeLlb/tlBn/ufn53x0f44Lc9jvzFLxG+dyN88sfgm58ySesZMrwAISJ3icgTIvKUiPxih+UiIr9ulz8iIte0LXdE5Bsi8pmVHtPY8InFEIXQBG6RWskY07EHhsTr0AhDfFchNsSxVSTE7k45gBhvV33WCCo0Z03IkA4XEDQQfFfYMVwlny8A4OXyiSlsjZUDI3cwUxpnutbg4MScbbPEhk67W8B1nGh8mG+YPKWwzdPlOsJIdwlXGRU1gLDYH+8rUjZMxs3UIjL7MeGGoSwMcdTomKCVZp6z45jOfbLGe6gpeC5bR3ric6G1TsLZ0rk/xOW8iSiW1pqTPVeZkDNrSdaaJpwpTdC0k6Mr58YGZJQ/dbq6Hdl3PyOH/o7q5LeMVLgY7xNWjMVNWag5L0WgUvmKiBg+J8p4QCzZKI/vYdu1t5HvX5caHYFj34Ln728pkQApY5qk5hzxaAmz9WYqjKz1fNcbjVSIoxOT6Ro5jvffEBvx/QXB99yYpGrXB79oLWdh3cxjuFa0RompT9U+WQAYQi9GQCTyHEZtDVJurahPohaGOKYnNnBaPWhaFBOzDQa6zFg2g5BQXIIgsMTK7P90LSl8HnlStaiYgKaHSQTm6gGn5xfWJt01WmWgK4+rTJ5XaPeVltlXiC1zkVxvIsJ0eSP0rIOgactwJMXVW5zFjk/RU4Rojoy+sqVtRd96eFpOaxgfR4ngKjHFlYOG9UwKORrsm0gib7TGhrtGHqWIBArFnMutW4z2wmA5TynnWm9W2Pb00ITKRcLmQuKmNX6xm4GuHMmVqVuegzpVSiJw8sz3XxG3R+wrzvm0RNWxHnfHSaktAgXPAzQ6THLQ5oqjDA+Psn7QFPQOrYpjJLYE8PXnbdSCKAgbJry0PYxTa6MGGZpaljNd6whs+Ov40ABj3YWYLOvqOC+7dg97Rqs4CuZCh1PduzorqqaQEbR2PPcl+NRPww98lC9ND/Lu//Uov/sj17JpIFNszHDpYqCc4199/1187//z33nPxv/J6+b/P74w2U/w+V+BX9kMf/JmeOQTMN9eWyVDhssTIuIAvwncDewE3iQiO9tWuxvYYl9vB367bfk7gW+t5rhhGIUtRuZClBMknO67wq4TiSAYQQ+tTR2pnKtMqHIqBy39w6/EMdRFeQTaCnU064TKZaSaZ7gocdgXRJ4YYaSniDgue2//QdxcIaVmaN4b2qx7ZHKO7xydBHSLQR+hkve4Yk13HCmSNrB0h+LBla4SV433xN81Rq5NClO3eWrCUOM6yoSAWdNjvh4wWetQiDttuIRh7DVJh9bFYU+qdSbcVViRgGQXYgsBl3wVE7jQ5lullfzmGyF5zyWwOWhucxptRUzEGu9iSyNMlzfQqK4zBmIzChWzs/thE6cxg+oeY6pslCrT0TdapEVG/ZuHT3NiNjD+D9fkXbnVUcoj21rGRYugbXREWsURWgtxGyvVtKicdxEdcGqukfLOWWO1MMLpylYefPY4QWgIdbKOIZGh8mID2agIJheFSGufdo+ULOERKzKT5O4MHLufocP/SH72EHnXHEdDS1HqSHU0CXdLxHMSkZB2yIJrc01vCRBca7gHGhDHeL/RLcxLWu4/M465mqm156fOmRLh8YOTHJmqpUawFeW8x1wj4ODkPMYZnvjgjGfXhGjGddJsH42nxgjgiDbPk6A9t6s6bvalIXAKSficRCIu2oYA2n7pMPF8ir1+m3UI6uacirBruNDSflMSIHq2tXrQAIq51nE2l2CHHDTxbOhmal3sPatcHEdSzz0zwRV93rtxKFZKVEE9zvkLxbV5p6rNQ0xcWEIJlvwZ5DwzLkZpMjmXa7oL7Brvj/uo4/PU2g9RDpz4LhLM006XzOSCi9ZB7FUNcWDtjciGWxmpFhDXi/eT9xw8x0xmTcw00MptU5ZciIygpXHsCfj4D8E97+db+at4x8e+znveeAU3buy72C3LkGFFGO8t8t++/yre9y+/nz9wv49rjv47PnbNx2mM7IWv/q4ha3/8JuNZy8IgM1zeuB54Smv9tNa6DnwcuLdtnXuBP9AG9wPdIjICICJrgNcAH1zNQZ88OhXP5O8YrXLTxr7Y6Ds5Y+W0w2bKAAlpBJpmvtca6WaG2Dn6TZg51uIJUI5RWwtUzhqTkaHksmWwi819Pk03CcVZP1Cmp+SDbyXz8xXSeWOhZwww400y5Eh0YHPQkvyIyMDIew6+oxIDMmV4hW2eLqVIQsusodFdLpP3XLPPVjvYzlKbELtI0OKbh6Z45OA007UmTx+f5rkTM6Ch69jXUxs2YyJiQhlt2GZUhNmJ2hUVRTZy9lG+F0CghcGuHCMVHxGYzQ/a/CMVe/qUKOrNkJznxB40MPWcov2DlYi3HWuoPJ4jcciiFomLWjv1KZQotqwdM59Txn5IEmo4VCkwVMkn+3DNmCq31Ri2o85sPeDp49M0g8jbYveZKtLbLPTFHk/XUYxVc8wVRqjl+lN9McZpLdeHCuo4pw9AS6ilGDVH+7nu9zDTuztZjr2WLaKagNE4RB6kdKip25yha/IJBrp8tDicXnuHyYcSTBjZ2ptNL21I5rVb1xmPllJcs76fzf3FxIuWJlaq1ZR1lfGVepKEwiGCDqKQxhRBS20nIswVRsjVTBmCYi6ZxEjyrGThhql11thQOUckXqnpFNF+CZl4tiWsOCGzCgLjqVFhDU+aJkQyOqLyoDLCXP8e5sZuXqCc6DoqJmfxvWtJnhkfE+IYNoxITahcNA69PswW1zBZ3R6Pkw6CmOzHBGIRIiGA1gFt/MzkJIYLCZrxVkeF7dOzP5ooJ9HzjJiRCurmuVrosW0x0QUiraUDhJRYkAjlvMe63qLttwkxbYZB6llmPZsqTT7bzq1FrMJYmzIe7nQfNWjlxLUlwRBcqmsgZ5U+7fMxqZmoqTXN/Qu0TLZ1QkbQIkwdgY+9EW55J/vHX8Pbfv+rvOv2Lbx6z8jy22bIcIlh23CZD751Lx9+23V8+nmfW+7bzUd3fZD6Tz4I626Gf3wPvG8b/NXPwv4HW5MWMmS4PDAG7Et93m+/W+k6vwb8PLDQhZOCiLxdRB4QkQfm5oyBE3lRKnmfnkJkSAuzjcDkoIQhGscYrDqgLh6Tw8b4RBnRb3X82zC5vy2OSlEt+ARugWZo8qVyvjJeBq2RoEHgGNKlRNg0WMbf/XpjFMTtTXYX+mUOrHmN3bUi0EL/8a+Rnz+SMrST7ns2q1/i0KhkX+05aApJQsvsvgp5n5fvGLb7TcydYwM3E2iN4xqPSuLtMeTm24dPc3KmzrHpGhpw6ylPvw5M2FWquDYkHjrlJF6XKFQJYOdoJd5FM4S8izkfboGpypZYtORh9wqaoUYpRT0wBC0Igpgcz3atTQ2slea2yx4/PGNzvIwhqDE1xBq4pt0ijPRV2TTQ1UIitEjcj66cS0/RT7wVsbT8QoKmRTg5U+fkTJ25IEzULoGa38vx/usBIzOfDgf0Zg4zWxwFEa4a7ybnJWOmxRRtLh35GpGKI6RJjyWjXhmtjDGrsdekar12saG7GuOpTJu7G/qiunuagZLHWG8XMzqX5KBVxqBkQuhynsu163oQL8/BsbsRoLerwEjZJbldI5IpCwhCdA34U/vsEQ2dDDt40NKNVBIRXTOuBc+l297fHXM1h3bB+A3J58ooBU8Zsi2mDlwUzovfFSm+J4QCLAEVM2FqvbVbBsvsGKkkx4w8il6RoDRo7q2UF87ct+2/4WEcwlyrbkIJ7Dt6gvnQhJciCprzNJ0Cdb/X7F8bwqVVcn8u3nliyft2IhEq1yowpleOwp5blSCdYN7k30UESJkcNBUaT594BQ6seY0dU3sHpgmatBI03FzsrXYdB6WbqLmT9lyYenftoZdx+9r6mR7+lkBOrxAHXdYbKY9j2ymIz1HYeTK8/ZnajoygAdSm4Y++D7beybEr3sFbPvxVvufqNbztlg0Xu2UZMpwVrl3Xw5+8/UZ+5fuu5BMP7uflH/gOf+q/nubb74O3fMqoX/3R98NvXg9f/i2YO3Wxm5whw0rR6We23UrpuI6I3AMc1VovnaUNaK0/oLXeq7XeWyhEhWrTs/g2RMd6WIIQwjDAqDoaI7quHTw3EkWQuOiqaUzqZ1g57BqtMjpoDFVd6KXoudy6bdR4kYJ6LD1ujq/AXTgLm1Jvj+EpQy78enSPW4MlSNZyI4IWhZalhi9sM9pEUgStmIoyEWUMGsvQ7to9TM53Tb20KMG/kxBBuu3ps2Y9aCYUKQlvioxPseFtWhRhGNLf5XPjxj5yKY9VI4jEQUKU9a40Aptnle+nEYSIUjQDo/KY9qDNlyyfF7GeIdNHRwlNHGrNIJWro8h7ihmdQwIjM+4UqvQUfcTJUcv1M1tcYwVNbPesN0SLY/odedCchcaboxzmGpGXttUo16IIrPjD0ekGJU+4Yk03ALXKeubzQwCs6ytR8FoJMnZPKiU/rqQ93NBhbW8RlINWnpHWj68FrGiJThHWVs9WpeAZMmaFKEItHJqcs2qhgDgpwzmaKEhyIY3hHsSkNO1D6cQfGn53CxEIteb0bG1hKFvqJoly0NIo+NF4RKunXVd56B6HHa81n/u34buKUPlJX7Sp3+V65h5IX96aiKApmD9FWLKFwG1b2p9eyt5X7d5p3zGhfOm8xISgC0GuJyYx02LSdbQoaNbYPtqbnGM0YdBc4C1fyoO2oDFaW5GQepu6oxBgng1um8eT+ckFBE10k1DcWGgjCXcVWmvASryOEoEdrzVRAEjiAZs6gFKKg6N3MlccbbkuTKhtZw8agSFWQe8mZipbkrGwOaYaxZGp+WSyq52gRVebDVtOr7BjpMJcfpClkBG0oAmfeBtUxjh12//Pj3z4q9y0sY9fuGvbsptmyHA5QES4besAn/rJW/h3r93Jh+57hjt/7T4+fXSA8FX/BX722/DKfw/f+Rv4bzvhL98Jhx+72M3OkGE57AfGU5/XAAdXuM4twOtE5FlMaOQrRORjKz2wkbS2YTrWAEME33Vo6pAwMEa7Oz+J25yhEUpslITiWE9DB6vSzmwrr2A8FiUbkuZYj4wOYw9avH4HxAQtZRDkvTYilApj3DZkQnKcyAiK35P1o3Cc2MMixGFJ5Kuw541Rowi1Zq5uvFA517HEDFzHJdSaWteY3RcLxEcW5GWEpt8aQYuXqC9GOWhOtL0J4QRbDFnSRlhiTCpllDQjxUbTF0EpE9Lnu2kxCVJjbLxHPUWfLUMVK4axMLyy4DvMBA4S1M2svVeA3W+AUh/HB25govdKQhxGu/O2H4Y8arFhak6O4/3XI15rAW+AwWop/t/UvU0RXeXGoaMzDdP/KIeq6XeBmHMBCXEyY23+D8IoFygS5ogGwCzfM95nwvdECJVrzlv6XEkS4thC4qPFUR+jQttR+F90ciSdp2c9IipFjsSBMExKH6RC1qJ+xWOhYb4wiHQNpL/lwMQMIq2EoqfUKou+eF5QB29SHAIYHV+Tcx2qXSW6i0ZNNanD5VpylQhWRNdy/CwoVFsOpXs2mo9+VzKG2oqQpMY4GucwTKhGyY/6oUGSIteBb46hxYHmPKN95Xj8zNxJEF/XcX7gYgRNMPdU26NMi4voJkqS548SIRAjLOI40kp0SZ45pii0RoVNtHISoR07ORNP/qTaEPU/Imp532GsJw9egXBwF7ltdxAM7o5zFVtz5gRsSO2Cc29zXoOhK5mrrE932tzv8XnsnHcrSjg4egd67LpoZOJlpZzL6e4dLIUXN0HTGv7qXTB3kql7foe3/s8H2TlS4T/eu3tB0mOGDJc7RIRX7Rrmr995K++8fQvv/9snefWv38fffPsEevtr4C1/AT/+eTMr+Pt3w4fvhsf+DILG8jvPkOHC42vAFhHZICI+8IPAp9vW+TTwFqvmeCMwqbU+pLV+t9Z6jdZ6vd3u77XWb17pgTvlwYBJ1g9sQdxQ+Uh9isrpJ2iEJIaGVmYuOZrR7tqY2rHJQVMKjg69FLE5ZDi5OGc0SOUadTKcjDcjlXtj0Qw1Ez1XcrpsZoIjo6Kv6FHKG8Mlso+jpqZV4CJjLVSpkK9OhpuY2WuNZm7r6+26piix4xgP2lw5iU7RbbP19VwfgglFajpFQ0KsyluovBbhAzNkkQettWhuKwFWRgnS7kcsQUvCPImN7JzrtORNRV6cDQNdDFeLKEvEa02zvZE4F6ukF1L0XU7MQ9CsJx7ItuvkdHUbIztMyGuoU/Lu1tis5QdaZvnjtthi5I6yntqUN1WLQouLEqEetnqVQswYv2L7YLy93WMHUZdW71XsuYg8emILNis3sYij9XRoxz8qM5E0QonQdEtmmQ7jot6NMPFbRPdIpEIZEck4Z0gHqMCGGYtivKeIRijnW6+huC9p8RCtcYNZ3OZs3MfugkdXLtlWVHJftKO7mIQyx3/TpALiiZcrNwzTW/IxXdT0lTyUY/IOw3aHU+RBA/BK6UOglMPB0TsI1t0aj4ONkqTdCSUYBdNo23LOiQl8KCp+GARxfpkYAqI8rlnXS9F6ubH5s4dG7iBwbL5ru0ctPmakYtt6rSYy+6nzr6CpTX081xbJG+sucNV4t93ZQg+aFjdWiE2L17SEONIW4mjfhysFEOH6629h3fh4LNhhlpv3+fwgs8UxUr6u1g7G+v5warZuCtIjdoIhtb59W0DQRNDKT00iwXAlz67Raucwyza8uAnaP/wneOY+Zt/4h/zYH36TkWqB977xivhHKUOGFyKUEu69aoy/fddL+We3bOA//OU3ef1vfpEvPHkM3bcZ7n4P/My3zIz4598Dv3YFfP5XYHrpoooZMlxIaK2bwE8Bn8MoMf6p1vpxEfkJEfkJu9pngaeBp4DfA/7luTh2Or+H2GQyHoAgBB00mSmNkxvaipmhVbiW/QSO21IA2RitFjbHJzagK2tg7Y3GCxPUwUnlKkFngoakPGjmfW1vkTU9BfrHtxK4hXhb42lKDMbIGIoMnf4unyvXdHPnriGKNrzz2MCNHBm6zawTJ9q3ehXGegqc6Lsu/j5qpmPDkwK3yIn+69HKb5m1dkRaDHZtw4ki+XcjbgDr+0pssV6/mEjQ2vY0YpU2S9CUlUNPG2SRkRyFosZL7P7Ge4pcs77PHjOasRd2jFTQInQXfV5zzWaK66/jZE1QuhnnvbSj4ZagbxNg6+qlPTeRcd6hH31Vk1eXc40Ufnnn7Zzq3m324xihkZxrpP7TZkwkcOC7UeihxOMbXU+RQzFSxQwikZFoPCK1TBRauTaPsM0ToUO68i69lUrL2EXdmui9ynrQdOxBa0TOaCS5R2xbotIE8w0TMkzYNDlLmMLhfSWfvKeoFlrz9WIy1VJjz9wM9WYAhe5UqxKoVHhm05KTyHTfNNAVE9x4yzi0NbLQbWhsMS3GotnUV0Apxwjb2FIQEBHSRKRCHJdA5VquPa38RA0Q40Ezxblbr9Pr1veYUFr7ueil8hAlkZ9v6ujcRzmPPj1Fn76Sb55kYWi8fU5EMKFTMfmo2yf6rmF26NqW7wMnZ4RnUsOrMNeUEHl2zXMuiiyI69tFBC00YiVOfA1FHkPaQhzNdZ1zHVOYehG0TxYAnOi/jnqux3jzJDnGgk7awz1zfIbHDk2ZB6s2kzaQ9qC1bRp5guN4dlPAfPNg15JtjbD8Gi9UfOk34BsfY+bNf8WP/smzdOVdfv1NV8cPiAwZXuhwHcX3XzfOvVeP8idf28fPfuJhNvSV+LlXbeP6Db1w3Y/B3n8Gz3wBvvK7cN/7YNfr4fq3w9g1yx8gQ4bzDK31ZzEkLP3d76T+18BPLrOPfwT+cXUHNjL62BBH7Cyy6wjzzdCqOLp4eZ8d/S6PnwwS0qV8S9Ci8KG2kCmR2CgRvwDVPji1z9QzdFoJzWIetMig0GhGqgWuXptI4X/uQBKqGB1ZpcMWSYylnOuwvt8QyN5yF3NAYAmlaqaYXS4R5EBUXLQ5ymmL9u85LlboknphMCZe1YJHznWYmK3T0MT918qNC8UaQQuXwBb8jsL3xMpwR2PRbmKlZd+xAhEmDy1F0HRC9KI2x/4k41axK0WGqlkn55lC4aJDk/MmisrYNrbPTLP/yWdWFokT56C5Le3vSNC6K/St6+Xbh0+b2Xo3x0xpnIZXIXBLXDXejV++hucmfGTqULxd2CZGEBHxoWqRqdB6rSIZ+ygUF9PXKF9NpULNQhHmiiOEqdzDKGTW3/JKbipF36cIWr6Krke1zDQBkfcyMV4jNCJbXTncumXAeCeDGUPQwnq8b9dRvHTrYOL6tVjXV2JdXwn2H4q9uVsGu9h/Yooj1T2xGEfUpZ2jFbZuH7TnwY6Hk1vgOXJVWz2s9vtPh6lQ31TfMITqyGlDLou2r3nP4Y6NIyYHC8DxODx6O7vHNRy8Pw7xTBv6EXltbrydI/o4ERX04/xRex4ciDyZOr6GoZGwrviYiLk/Ts7UKU7NpsRfUl6tRdDwu2mUi8CjyZdO3nj0UuIYSgkNPFN+QQkv3TqIOnYiGcrokI5vPKXaSNE70f0YP6NMbm98KGUI356xKhQ6KZ8apGsSdrq3zLnHTCyldaO8EoOVPLduGWDipMuRZh7QsSptV87lRHwdLAxxbG1EEv1QyXtck3oud2zzkktfqPj6R+G+9zH1pk/zlv91mMFyjv/xpmvi2aUMGV5MyLkOb7lpPd937Tgfvf9ZfvyjD7B7rMrP3bmNK8e7YeNt5jXxHHztg/DR74H+LXD9j8POezuKFGTI8EKGEBjlNGv0R7L1Odfh+Yl5lKvRZUWoXHxH4TUmY4VE7XgtHrTWHZuZ5WSG3f4mVUbNe1BfEUFLe9DabZG0tHNCBuz7wFaYfJqhSo6JU62z5nW3zMneq1uOgyjY9b2t8VYSFa5OcqDi0CNHEegQR0wCf6g1O9f0M2rJxNR8w8rHEysMogMIAvasHeQbB2eNGmTqcI7TKgne3l9PCc0oFMuKt7TX2zIGtNk+KtKttQmB6x4ow1HimX2w3rYAKPWDN8ht1RxMTscHd/1ojJcnaOkQR62JRTA6BvLYkFeF8bxFHp96zhh6lbxHfWgHwemDpAVe2nNrlFL4jmLnSJXvHPKY6LkCvz5pCoNbMte05mHe92x7EllyrRRzxTHCvMlnMk6GyE2aMpLbyEycgxYGpLRp8MeugOpQ0l6dbNMb5YhpxxRZFqPM57kKcxKWGONcGRE42n8je3eMUHrqH9i2PlE8jTYtei7kPRv22n5tpMctOT+kvG0AjF8P5VbVb41dX0c15OwQtatfxh40z/QpCnVMeY2i9yiMzsmXaXrzyRDH141Rdw1VgCSzDEkOmo5CBk1IbkSIImL3xKFTeOkwyKjjHRAtdpWQVCi09Q6VjxckBK3evZkTsoZixAtVaoJn9Grm5qcpT+1PqTgasZKIWGkUviPUlcQ14rTWRsRlYe3wBUiP+YJTK4KnjDd5vpAS7lj/ErATQL0ln9wNb+TJp06C/qoJp7ZKpZGoSkuEY/c6yPfDgRQhXHN9LDzSsR1tePExksf/Aj73rzn9ho/zpk+dYk1Pkd/4oYycZchQ8B3e/tJN3PcLr+C69b28+UNf4V/8wQN8+7CVvO5ZB3f+RxP+ePWb4Z/eD7+2G/7hv8Cp5y9u4zNkuICQMODadX0kHjQAYctQFyCEQcMY3MrHdxUne69OVnP8pODumuvoypki1GYXJgctMkpiu6glVCuVk7FYiGOUg8ZCQ79V7COZdd89WiU/bgjY+r4Sd+0ebt2vUswVR5NWRAbqgmQYFROo6Hc1MkQ8xyEMtZE9j9pVHY+NekcJ9Vi8Q0ypgjCAoE4+nyNULkGoYw9Q1K6Ww7f111GCFjsOOmgxiNPGfURA0sqDmwfLbB6yAiiOF3vQotAtT4kJZ5tMV3IANy5QuzxBC0IjGqGVawla07anw7Z+CXZ9D4gQBgvrT4lEQhtCV94xEvDj11PPtdZyjUVU7PUzWxoniK8L60Gy11lE0Bqx8ZnkI7YcPrbW0+Im6Rg3S9BEQAeEOllWGNsNLYIe0eZp4m/GvumZ0Na8l+TEpdHilejfSm7366j2jUK+gu8o/FyexeA5itdeuYa86wDGm53evasUDa+S6llqYffaBfeC1uDXJwBoWI/k3jt+iJFqukB0ch6iMNIoZ6n9+jEeNKteuuD6SNhBT+8g/sxBTDafwlNJnl5Dt92vbg5SdF5SZC3nRmO8WIijWa+dcJbzHkN9vfSf+FryfamfhvgL68mBeSZGH90chE1EBzYHLfHc5jwTIhkpnwItOYRLYYFyZPvyqEZlGuVhyCfRAW6uQF2bgufG8x09i6Pw3xTGr0N3mxIdSd/8pEYarcXrO+HFxUoe/3P49E9z7J4P8YZPz7N9uMKv/cBVyw5ShgwvJnTlXP7VK7dw38+/nC2DXbzht77ET//xN3j6mCmuiF+Ea98G7/givPHDcPwJ+I3r4COvhYf+2IRiZcjwAkarklwS4ug71qgLI7lyY3zv2r6D9bYOlHJ8YuOkNMArdwyx1eZTGSImSR2fDkZFd0+qcOsyHrRwgWY9BFHxVG01ue06ec9ZcoIDFiAAACAASURBVEr3irEq91zRTtA6GG6iYiMsIWjWkHNMgr/WxETM95y4/lW14HEqLMQ5SaHyjEhRs47j5ijkjXGthnbGnZWYvJpj5NsU/UzIoh2n0BaZbuumEV0w6zjxjH1bQgnERNlJ25gtJML20xq20jY+7UqafaUcI/0JoQgxIg3A4rnwyjHex3ChEqiI0FP0uGFjH4PlvPFGdK+l4LeFOEpi9EYIIinwKActCqtTRsyhWszF24TiMlDO0VNMeWOjSQcnFVERkT3xoG8Lt24ZYtNgF4TNeP+dEXmpUmNrxz4q1D5Y6Uy0WsZEhF3rhrh5c3+yr5RwSEfLTxTbhsvsXWdqg6XPmRKYLm/g5PirTN8XVXy0vYja0rOBMLBuHq/YupJfigvNq+jejJQ0O8i3xx40FVHEDuNYHsHRTUSHbBoss2mgxGA5T0/Rj3P/khw0zxJRux9b0uL2HUPcunUwHpNOiHlHKtns2MDN+K5i/WC15Vw4Ao0wUbCM7vlk/xHBz0MY4NdP0vC6Eg+aGAXVyHMW7afodyaP7Ug/Sv2Uze/ZEgWus5SCp22a3ck39p3idK1pvPEYgnbzpn4TZrkKDC1yDcdtXtXeLmd84w/h0+/kmTt+j3v+UnjFjkHe+4YrOiolZciQAbqLPj9/13Y+//MvZ7Cc457/8U/8v594mH0nZ80KIiYE4Pv+p5Hq3/l6EwL5K5vhT34EHv0kzJ9e8hgZMlxuEIQdA/n4k63uipYk+V2wdbusMTXW20W1GIWKpeSrVZtxYb1iOUtsnA6E6aatYxxY8xrmi6MLjT0So+nkTJ3HDkwuUBa7ap0xuiRsLG4ie4UFXyllkvpftct41qSdnKT6EB0xCXG0u3UcgrCV+vR35WIL1N3zBqbKm+NehE4OGrMQ1BE3R6VkDFk3bwnt7jfEbYhCTNs9CyZ80BqgOgRx4nC8qiUYGmKVwiVFwqJQzbhMrSw8h4DndsgvBG7fMdTy+SVb+hkf6E7ylrQ5L6bdizfDeAPDBedPxJC0wUqhRfBi50glPm8AynGsJkKUG6iYLY5zbODGlIc1yX8aqRYSr6UYkZCbN/W3StRbYtmJ5J/suxq6x+npyptrImzGggrtkxAt56+DB02Lg+eohDCuIIw0vX3aw9cxR9DuP+cKYEjBvVeNxeu/es8Id+4aoVLwlpzQANCRl9Bx0TU7wZnub2XMCJZ0DZmJDXsNSiyc0QolwjPHZ+z/Cw6W/O/4uLqJaE0x5+FE16sk57W11lnkdRdEBzRCIwMfE/tF+pkOcQQzudv0Sh2vXVGGWMW76hqAbXfHO4pl9u35ydVOUsv1xTb6uv4yec9BKWFqvhl7ElfqYPHsmF6/obflHjfClzoOM14KC/iCuUQIlZmwaJ+A8R1FT9FvyX9bDV4cBO0rH4C/+dc89LIP8brPCP/yZZt59907MrXGDBlWgP6uHP/2np38n5+9Dc9V3Pn+L/Bzn3iYxw9OJisVeoyoyL/4P/COL8GavXD/b8OvbjE5a1/6H3Dk8bYg7QwZLj/0FD2qOSJrGFLhekoluR5aFI2uUVh/a8v2IhKHky3wQOW7odgXe56ctAzawHbzspjq3QNe5xlYDVYSGmqNsGXZ2r6iCc2Lws3QLWE37HljW5haZ4jQul1qQdF3GO0pJAawV6ThVVIeNM324UpKFc+KkuTsbL79JnAK0JgzXjTHJ+jdxIneNoEiUVaqW1pU48Ccg6Lvgji4InD0WyDJTPktm/riw0cGolpmFt2sH8nIQ2xGD++JF+d8j8FyfoFh5ijh5dsHW9QA0wjRiFUC7BjiGHVZQIX1BQQj/iSq5V0pafUEOY4l2EbRd6CcAxETCimtHpYkIs2Kh3gFms5CAh970NpatGWwi6vGe5OGA4QBQ1UzuXDdhlahBEckyfNKk5lYbt1hYuA66N/ass+TvVebEhKDi9SWUioJVbXwC12d11sCnvWSrwhxDpdHb28fJX+RcDwvD7u/NzmB0djbOlw6RbAiRGQh8V6lCZprykoQ2us6yU+Lrv35XGtIaag1GkHpIOVJWuhpbekeUYijWR6FG3YivrHwUdseov3H26SIY+AUE5XHaHLEvq/rK9r+r4zGRPZ+0Ca1OFItsG0oKm+wck5w9Xg3A6Wo9Ejn82rEUAZWJhbUAS9skZAwhC+8F/21D/GZa36Pd//vkF/9visXxNZnyJBheYxUC/zn79nDO27bxEe+9Cw/+IH72TFS4UdvXs8rdwwleZy9G+CWd5rX5AF46u/gu38PX/hVY/iNXw9j18LYXhi9GnIdfiQzZLhUIW0f2icdJDEkNQrKrV4TJRAsVgC2PATlIfxmEK8bY3h362EW+c2PQoCa1hBphuGCdY6MvJx5KUA0xzJ+fRxatxzi/Lhd3wNuZ9U0VymuGOuOPyvH4ejQrWxSiQpdb8mnbOuvRYQnl8oF1whNJw8zh01nR67C1z7zxREgJbIiyhpx0hJqBXDFeC/HuvMcmpwj5ylozpsQqjYzUQNiQ/xWkjdGbDBL/D99m1NN8ljbW+xo2FbyiyvN+Y6Kic5SNp2IoIL6Ak9FYggubVg7cXmEVhGX7cMVeks+zzSvo7s8wLHpemtuEDA/cCXzUbh7+tidrh8RqgWfarWtuHrYZG1flbVDYx3atkh4qYUWRaMw1BKqCCT5kR322Ql37x7BU683qS+dj2QmHmeOdli2MoN7tLtAsacIjseabTth69Lqx3HkqeNAeRgp2nDmiK+mLoqc63DPFaOJVyc9ZI6Po8SEYqdqoKW3nyuNwZ7r4wOHoXl3RFNvI/iL9bfdgxa1RQnGOzidjF1M0NpCUKPjxFNblpx6yuScxeJKtE6gRDL1q/VOtT8OPUcxWsmBFZR0lFDJe0zM1hdunIKjlC2rIAsn2s4RXrgErTYFf/4ThMee4L8Ov5+/etDhD//5dUaVLkOGDGeM8d4i/+aenbzrjq382df38/6/e5Jf+vNHufeqMd547Rp2jVaSh3B1DK59q3mFARx6GPY/AAceMGqqE8/CwDYYuQoGrYdgYBtUFyZcZ8hwKSAlTxF70Ejleo12FzlyYm7RcBmlhLrygcai17i/RA5afPQlLHhNMlPcHuIIVio/SIXIKadjqF4nuI6KQ75Wjmi2XxHoDuZ37yawipdmPTO2tXw/DNi8jsooG7o0XXkXgsOpXZttto9WGDraGvKZ83xb7wycYo+RM/dLLUIgAEeHX4o/2AcnaqvyoIlgvHvQOn6d6sMtg3uuGMV53CeIQxwX31aJoHRjCQ+atL63b+96LSGOETHePNiFo4SBq6+mEYR89tFD5hrc9mqTe7wIxIb1rgiWoC1GHpUIdWdxD258X3USm1gFlhWG0xrW3xKf6xYsQ1wi5FzH5BmppUMF493G7wLrX4ICrgxn4jyr9s1bQ+5Sd5WYUN9bR0JyYW/c3sUPbyY3NIpKTuFEKqTLXEcxd3eEK9Z0UwhnILTXbt8mo2r55P824bhp8tZhTyJ2nO29s3NNLzu2D8UesnoIpNJkI8K3WoIWpJ6HL90yYEJVDyXnuL8rx7XrepiaX4k0pL+aW3zVeGEStOPfgY//MLOVDfxI8J8o1rv5y5++OpFrzZAhw1mjlHP5kZvW8+Yb1/HogUk++eB+fviDX6G/y+fVe0a4e/cIO0bKqdAFx9RPG7sGeLv5bvYkHPw6HHoEjnwTHvszOP6kWda/xYSx9G2x/28xhtwShkKGDOcTnuMwnPYGTB+F6aPk5yeZy5uKRH3lPEdORB60heRovKfIc/3roXhy0eOIDT1bCosZ8JFISETQmsHCNmwdLvPYgcnzZ1z0rDfeBwsnNcOuteb0XKPVuKyOQXUMAca6C/SR45lZQSsP+tfHq7mOyYciPXTW+N3Q1wWnrElT6DXnRjms7S1SyjlQvgPmJiBXRY4dM+tZY63hlq1AQ61FIXJR6CgHjc6exzbhkpXAUWK8e6UBmF2aoKGMd7bdNlXtBvViHjTHtSG6KUJMq8Ef7ct15Oyfue1ek+mjUOoc5ukoMRMIqXpibTtbfN/nGqqDst+qjrkwbG+p/US/lemvozqEsHReYosnXwfgeHQ1J6Br2HjmN70C9eBnANg1WmWsO+3VFPpKOcp5D1c1UcMDre1bbNIiIktKTPhmTRgo5xjvtdeLXzShm49+Mg7vbPVMJftX6fIF5WG87rWQItFNHYV9t4r5rLZ2cSEV6pvkUCZjJxiv2or4wuhVTM32weyqmrBivLAImtbw2P9C/9XP8OjaH+HNT76Et9y0nnfdsTUTA8mQ4TxBxMyeXbGmm3/9mh186akTfPbRQ7zp9+6nu+hx29YBbt0ywE2b+hZK4hZ7YfPt5hUhDI1s9bEnDFk78R1TLPvEd8wPe3WNIWsRcevbbN4rY+f3xzrDix6e65Avlo1whWDyjg4/iuiQuYIJnXcK3cABBqsl1vQsNGyHq3mGr7ryrNuy2E9aFBDUsLGEnTxomwa6eOyAjW88H2mha/a2fIzamnMVV6zpZqCco7SI+tre9b3waJI30xnpfJuUIIfjwaZXmrDpY98GcXCUGEVDiEmjUnCy5yr7eQ5NogYXiYUsCR2yfbjCcCUPE51C+1pDCFeMHffgAK8aDJb08MxtuJ0jh6cYTuXlhGkBBgC/K1YHbEdfuUCxpxC3b7ynyGy9NYcsFnY5m0iGTl6uyOM4f6rjJktqAwzvYajaQ6WrC/I5E3lhi2X3lXLnNuhiieLMq85BcxYJa10kJ3vxvZsly6oF6tC0vzYNPZaIFXtRomh4ZQq+Y+qHtcF3lBEt6d24ohblbDmAdH7jzZv6O65bybt0F/3Oz610qDAY8bE2TJc3wtBmVNg6mdDRg9a7saPnsyUkNI1V5Ma/bOsg4bxNy1AOOzeMs7a2svDw1eKFQ9BOH4TP/AzNQ4/wvvIv8NkDO/nQ267kuvW9F7tlGTK8aJBzHV6+fZCXbx/kPwchX33mJF/4zjHe/7dP8pN/OM3O0QrXruvhmrU9XLuuh+FqB5EDpUzNtZ51sPXO1mXzk3D8KUPWjn8Hnr0PHvgwnPiu+UHq29RK3ga2mbDJxX4gM2RYDfJV2HIHfPNT5nN1DRx+lIZfQUfCH0M7OXE0z8vW95Fzz09uAiydg3Z8us58wxjczbCz8XHTxj7KYWcD/lwjEhMQgQ395/iYsSEtsPPe1mWLEBRBTA5OahCjnBZxPE6Xt1CZ+s4ix3PAK7Jt2AqkNEdg5njnNp3hhFG7Glw7NgwP0Fvtprfk8/XnJ2KC1oJtdy26vet6Sf4fpu8t9cNIvDme29qHwXKO508udBlocVq8pnYvCw+eK5sxHNzZsW2dlEtjDGxjV/pzf5L395ItnYnBitBOpDfc1lHJdNXIV2Fol/HorqQZ0ftioan26+5iJ++OPf/b7zGiI0ceN6k+bvIbO7vt9YQHJjuQGvt5/a2m+PoCdVkx9Qrb+lEteomnv38LzBxbsn+3bm47RymPr+oUSpqCny9CuRt1eh4wxOymTX3xfZvup4nSWYhFHTXLHDuNatGDlHct7znL3q9nisufoIUhfOOj6L/9t3yr705+bOo/8aotW/nru7YZ9aYMGTJcFHiO4pbN/dyyuZ933w3Hpmo8+NwEX39+gg9/8Rne9acP0V/yuXpdD1et6ebK8W72jFU7zuzFyFdhzbXmlUYYGK9bTN6ehOe+aGbRa9MwcqUVJrnGvPesz7xtGc4MTkpe2xoFQSrfzCt2M18YPjvPwwqwmBEnEJMzWKhaFmGwkgfPPdMUnlUhjnJexT031lOi2LcImSv2JyUGFiND2+5urcnVoT0RtNb0d/ncsMF4Y6aqWynOHuh87G2vbv1cGTGvNCID9zyp1vquMsqL0eGWThVaiJjULt8+vy2EbLCS59V7Rhasd2jklbBxvPNO0g3b+qolj3dRop3a1Ug7Fc3uhOUm/hxvcVVJWDa3a+HqqbDTdkTXWqTsmisbgpZSenVSHteOKPYuJGdr9hovZWkZAty7wbwWg0gH72gS4lgrjTLVs2fBZgB37U6ep7GaoxJTogPMPblab3UaKYJ2poqL5wOXL4PRGr779+i/+2Wmp6b4xfDnONzcy2/86HauXZd5zTJkuNQwUM5x1+7hWEW11gx4/OBpvvH8KR7ed4qPfeU59k/MsXWozFXjVa60pG3rUHn5H23lGNLVsx62pMIltYbJ/XDgQfN64Pfh0//KxMavvQnW3WxeQ7tXLJKQIYNRkJP4mlk/2MuoVS1Uavn8sXPShEUMifZ7pa+0jGS+unDe5dUQtHV9JdYtJuqVr8B2S5TSHrQ0FvGeQWcjTERaPPqyGHlZQQkCHM+Ev5YvjGL0qglwNHmwDIF86ZaBllpnizcAky/Yqa7fKrGaa+ScwYZJrgqRp+ocIins3nl59HU7aTZoO5fDV5jIslStxCXDAhdDz/qVr3vGEDzX5VRpbcel6UgE1elaP9scyVV40C4kLj+C1qzD439G8MXfoDZ5mN+TN/BX7h387L27uXPn0CXFfjNkyLA4cq7DNWt7WkJrJmbqPLz/FA/tO8XnHj/Mez/3BPONgN1jVa4a77akzSQ4r+heF4HucfPa9XrzXdCEI4/B81+G574E970PmjUjNb7uZlh7s/G0rcQQy/DihOMnVtSG2xgrdF/wMNrFbKw1PQWGKnn++rFDbOgvLZ+vcgHbvapf5xWTjdWbMSuxT71OXorVYGDb2W1/Blh1i5cxTFdEzlaCVdhlw9U8p5aROD+n2HY3uGcQzniOyRmYqJOlJnfmrGd8RSF1ua4FQiuRB+uSqQGcCnHcs6ZKrbk8UYoFh86lrX8mnu6z8ditEJcPQTv6bZqPfpLggY9wQlf477Ov4tD43fzADZv57K6hVSu5ZMiQ4dJDT8nnZdsGedk2o/CltWb/xBwP7TOk7fe/+AyPHpiknHe5ck23IW2WuFWLKzQ0HRdGrzKvG99hHs4nnjJk7fkvw4MfganDJhRy3c2w9kYYvQZKZzDLmuGFibSQxErDoc4xFvOMiQi+K+wZqzJczS8/kbFIGOC5RCQOdF4Mw4hgdiyU3BnDlTwztcXX3zzYxUizCCuVjj/PWN9X6hzWZnHGXqdz5DlY1Fg+g3Zt6C+d+zzFpbCEp/VSw1xjiWt8BedyUWn6i+7YEMp5jw5l7xeuGSldnkuTP/ISdtatWYh1N1+Q5+YlSdBOTNf4+jNH8Y8/Tmnf5xk/+L8p1w7xN8Fe7iv9NP17buft169l00BW4DZDhhcyRITx3iLjvUVee6UpRNoIQp48MsXD+yZ5aN8En3nkEE8dm2a8p2DVJKtcOd7N7tFl8tmSgyQy/te+1Xw3eSDxsP3df4Cj34TutYa0rdlr3ge2m1CrDC8+KG9VhOBc43VXji5LvDau9PfxDDxQq8X6/lKLXPiyGLly+ZyXCMtJgXfAlqEyW4YWNwd3jVZhqgj1hQWZLwaWqt96/YZeSjkXrVcpOd6/BSqj56B1pg3zHclDBxXHDAlWyTJ2DFda5fFXiXS5ixYoz0SMnKeCy4tjtcmTi4Q4ni1smQ8eOrAyef1zdN8sh0uDoM2dgpPfhRNPw/En8L7zRW499CCzThdPl67my+vfQW7bnexdP8jrO8gWZ8iQ4cUDz1HsGq2ya7TKD91gYtZnak0eOzDJI/sn+ca+U3zky89y8NQ8Wwa7uGJNle3DFbYMdbFlsMxQJbe8V6E6ZsJDohCR+kxSZPv5++H+34JT+0whzoFt5tW/1ahIVsbM97lsAul8Q0TuAv474AAf1Fr/17blYpe/GlOt5m1a66+LSB74ApDD/A5+Umv971d8YMeH5vy56cQZ4JyG8l+KCqf9W1a3/nnIB2LDSyG4gKF2Z4iR6hka7CNnX+ohwrJKdhfdQ3MJYuPLF4qTLIPF5PGBFYXpxar/Cwiagh2vXVVbzgnOoNh4RMzOaYijxYXIHV4NLjxB++an4J/eb5TV6jNmhqo2ZeSKezdC/xYqN74V1v42+e519Iqwd/m9ZsiQ4UWMUs7lho193LAxCUM8OVPnkf2neNSStj99YB9PH5sh5ym2DHaxvt/UqRrvKZj33gLDlXznWWi/lAiKRKhNG8XIY08atcjv/j187UMwddAWxK0YolYZMUno+W4jQ13otv93t35X6M2KcK8CIuIAvwncAewHviYin9ZafzO12t3AFvu6Afht+14DXqG1nhYRD/gnEflrrfX9Kzq4411UgnbO4HddsNng84rzkA9k7sXsfjwrXIrk/1LBOQ+ZX3ke1fkgN2eEdHHqFSIil5dKF84nLjxBG7kSXv5vzOyyXzI/EOXhc1NzIkOGDBksetvy2QCaQci+iTmePDLFcydm2D8xx6P7T7F/Yo59E7PUmyED5RxDlTxDlTzDlTzD1fT/Zlk575ln2OjV5tWOxpxR0Jo6BKcPwdxJEykwf8p8P3/KkLjou7lT0JwzyerFPij22Pf2Vy+UBqFrEEoDhty9GH6pOuN64Cmt9dMAIvJx4F4gTdDuBf5Aa62B+0WkW0RGtNaHgCh+zbOvlVs4yn1hjPsStbIyZDhrlGx+5gUQVHjRw/GN2NUSiPjQRREJ6aQW67gmXeAM7P+LovZ5gXHhCVokhZ0hQ4YMFxiuoxZNQtdac3KmzuHT8xw5Pc/hyRpHTs+z7+QsX3v2JIcnzfcTsw1KvsNQ1ZK2Sj7+f8gSuuFKnoGejTh9m1beuMYczJ6E2ROpl/08cxyOPQGzx2H6GMwcNd8rzxhBXRFpGzSiFWkSF31f6EnktV8YGAP2pT7vx3jHlltnDDhkPXAPApuB39Raf2XFR74ACeIZLgzK+Usj0+MFCeXAru/JSphcCGy4DcLGkqtEYj0XHFtftXg451K10zogKSlxlm26DJA9mTJkyJABk9fT15WjrytnRAIWwXwj4OjpGodPzxsyN2nev/rsyfj/o6drNEPjjYuIW385R0/Ro7vg01306C765nPRoyvnkXMdcoUh/K6RJZP9tdY0Q818rUZt8iiNycM0Tx8hnD4K00eRY8dwnnsKd+44fu04+doJ8vUJQlHMuj1Muz1MuT3MSYl5yTFPnnnJI36RO69cbxLFlWPflfUWpb9zYMfrwL3oJKXTT3S7F2zRdbTWAXCViHQDfy4iu7XWjy04iMjbgbcDrF1r6/RkoVsvGNy2dXD5lTKcOTJydmHg5YGlQ30LvnNx8qxWmWu35K5ch9u2DrwolNszgpYhQ4YMq0Dec1jbV2Rt3+L5KZ28cSema5yaa/CtydNMzjaYmK1zaq7BqdkG07Um9VQNGEcJrjKlcrXWhDp5T8NzhLzrkPeLFLxNFLyt5H2HvKsolBwK3Q4Fz6HganqYolufohpMUAkmKOg58nqeqq4xEM5RYM7k0+kAwsC+N+3/Yer/wNQO4qITtP3AeOrzGuDgatfRWp8SkX8E7gIWEDSt9QeADwDs3bvXnAHlkinTvTCwQDAhQ4YMlzS6ixf9t+eCICNoGTJkyHCOsVJvXBpaa+pBSK0ZUmuENIIQJYISsz8l2M+CUoYoei+CWcQl8DVgi4hsAA4APwj8UNs6nwZ+yuan3QBMaq0PicgA0LDkrADcDrxnxUdeqQR8hgwZMmTIcAbICFqGDBkyXAIQERPm6DrLRapkALTWTRH5KeBzGJn9D2utHxeRn7DLfwf4LEZi/ymMzP6P2s1HgI/YPDQF/KnW+jMrPniufE7DdjJkyJAhQ4Y0MoKWIUOGDBkuS2itP4shYenvfif1vwZ+ssN2jwAd5DczZMiQIUOGi48XdXxMhgwZMmTIkCFDhgwZMlxKyAhahgwZMmTIkCFDhgwZMlwiEK1XXptTRI4Bz52/5rSgHzh+gY51vnC59yFr/8XH5d6HrP0XF5d6+9dprQcudiNWChGZAp642O24zHGpX5OXA7IxPHtkY3j2yMbw7LHob+CqCNqFhIg8oLXee7HbcTa43PuQtf/i43LvQ9b+i4vLvf2XGrLxPHtkY3j2yMbw7JGN4dkjG8PziyzEMUOGDBkyZMiQIUOGDBkuEWQELUOGDBkyZMiQIUOGDBkuEVzKBO0DF7sB5wCXex+y9l98XO59yNp/cXG5t/9SQzaeZ49sDM8e2RiePbIxPHtkY3geccnmoGXIkCFDhgwZMmTIkCHDiw2XsgctQ4YMGTJkyJAhQ4YMGV5UuGAETUTuEpEnROQpEfnFDstFRH7dLn9ERK6x3+dF5Ksi8rCIPC4i/yG1Ta+I/K2IfMe+91xm7f9lETkgIg/Z16svtfanljsi8g0R+Uzquws2/uexD5fFORCRZ0XkUdvGB1LfX/L3wDLtv1zGv1tEPiki3xaRb4nITfb7y+YeWKIPF+wcXK5YbtwzGIjIuIj8g72+HheRd9rvF71PROTddlyfEJFXXbzWX1po/73KxnD16PTMy8ZxdRCRd9l7+TER+WMxNm02hhcCWuvz/gIc4LvARsAHHgZ2tq3zauCvAQFuBL5ivxegy/7vAV8BbrSf3wv8ov3/F4H3XGbt/2Xg5y7l8U8t/xngj4DPpL67ION/nvtwWZwD4Fmgv8N+L/l7YJn2Xy7j/xHgn9v/faD7crsHlujDBTkHl+trJeOeveKxGgGusf+XgSeBnYvdJ3bZw0AO2GDH2bnY/bgUXu2/V9kYntEYLnjmZeO4qvEbA54BCvbznwJvy8bwwrwulAfteuAprfXTWus68HHg3rZ17gX+QBvcD3SLyIj9PG3X8exLp7b5iP3/I8DrL7P2XyiccfsBRGQN8Brggx22uRDjD+evDxcKZ9X+JXDJ3wPnqT2rxRm3X0QqwEuBDwForeta61OpbS75e2CZPmRYGisZ9wzA/23vfkKsKuMwjn9/MCU6Bf2hwppAC2kTMUqEZERkREok7VxI7kKoRatAhKB9RZtwUdSighZl5dIo2vbHMrMsKgydmhxXFS0i8mnxw++K+wAAA/ZJREFUvsLpzj3Hc2fmvJ7DPB843Dvnvmf4vc+57znzes69SpqX9EV+/idwkvRHXt042QW8JelvSaeAH0l5r2o15ytnOIGGY55znMwUsDYipoB1wK84wyJKTdBuAs5Ufp7L61q1yZf6jwELwAeSPsltbpA0D+nEAFzfQe2NtbVp01A/wJP5VqRXO7w9aln1Ay8CTwPnR7Yplf/F6mvTpq4PMIx9IOBIRByNiMcrbQYxBqivH/qf/y3AOeC1fMvRKxExndsMZQw09QHK7IOhapO7jYiIDcBm0l0jdePE2Y437nzlDCdTd8xzji1J+gV4DjgNzAO/SzqCMyyi1AQtxqwbvYpU20bSv5JmgRngroi4fYXru5iu6j8I3ArMkt78z69MuYssuf6IeBhYkHR05cuaSFd96P0+yI/bJG0BdgBPRMS9K1lcC13VP4T8p4AtwEFJm4G/SLd1lNZVH0rtg6Fqk7tVRMQVwDvAU5L+aGo6Zt2qznYJ51xnON6kx23nOCL/Y90u0u2KNwLTEbGnaZMx61Z1hstRaoI2B9xc+XmGdJl0ojb58vTHwEN51dnKLWzrSVeoutBJ/ZLO5snbeeBlursUvJz6twGPRMTPpFt77o+IN3KbUvk31demTW0fBrIPkHThcQF4t1LnIMZAXf0DyX8OmKtc+X6bdOKH4YyB2j4U3AdD1SZ3yyLiMtLk7E1Jh/LqunHibBerO185w8nUHfOcY3sPAKcknZP0D3AIuBtnWESpCdpnwKaI2BgRlwO7gcMjbQ4Dj0WylXQpdT4irouIqwAiYi3pDfNdZZu9+fle4P0h1T/y+ZxHgRN9q1/Sfkkzkjbk7T6StKeyTYn8O+vDEPZBRExHxJW53mngwUqdQxgDtfUPIX9JvwFnIuK23G478G1lmyGMgdo+FNwHQ9UmdyN9iyjpMz8nJb1QealunBwGdkfEmojYCGwCPi1Vbx81nK+c4QQajnnOsb3TwNaIWJfH9nbS50qdYQkq920wO0nf6PQTcCCv2wfsy88DeCm//jVwZ15/B/AlcJz0h8Mzld95LfAh8EN+vGZg9b+e2x4nvbHX963+kd9xH///BsRi+XfYh97vA9K99F/l5ZsL2w5oDDTV3/v882uzwOe5zveAq4c2Bhr6UGwfDHUZl7uXsTndQ7ql6ThwLC87m8YJcCDn+j2w41L3oU8LlfOVM1xSfouOec5x4gyfJV1UOJHPFWucYZklcqBmZmZmZmZ2iRX7j6rNzMzMzMysmSdoZmZmZmZmPeEJmpmZmZmZWU94gmZmZmZmZtYTnqCZmZmZmZn1hCdoZmZmZmZmPeEJmpmZmZmZWU94gmZmZmZmZtYT/wF0xlXhv/q6OgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Runtime (min): 22.1289\n" + ] + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = pfr.MCMC(filename=file, pH=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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AAFBL6jLBYq01BWxjlUy23J9nm48l/VHqf6hBlTp57hkYTrtTVJI29u/PmWDJLFWXpFWbdqtlWpNWPru9LOvN9V74rcW73YobFxXdt3i0gKwcSRsAACazex//dz39xj7fn/3FFy7jOAtUUSViko39+9O+tsp/nu2NAVqmNbnD3xfPbynrenM9dynjEWIRAABQT+oywYLJo1Inz93tM9QQNGlJlqUds/M+xklueIOMgDGKJ+yoAdFY5HsvvHe0rtq0O227YluKFBKQ1eOwSQAAatWa3qGcyZWrL56Zt20pgPKrREyytGO2Nu867H5tNPrgeWcNmefu5VxvrucuVTxCLAIAAOoNCRbUtHKfPHvvjlq3fEnBM1i8vEGGZBUMGFlrS77eQt+LzO2cO9oKbQ9QSECWa9gkvZABAChMaDCih15+V4c+/FgfRf27017edrb+6ZtXVnhlADKVKybxnjs7sUehM1gcfufu5YyhCnnu8cQjxCIAAKDemGQnLRSjq6vLbt26tdrLmDTKdaJcqtJ553mcAGLFjYsUORF1g41Srt37XkjKmRBythtLy7J8+zPeu80wuRljQtbarmqvoxZwHAEmrwee26HHXh/S8Y9jObeZ+StN+tb1C6hcycBx5DSOI5VX6pikXLGI8zzeeKCQc/liX9N57u37jumD46c0s3mKlnW2ZSU7io1H/PZHGj2mIhZBITiOAADKgQoW1LxyDXQd7e6oQoOoxfNbtOLGRdrYv19LO2a7F0OKOckv5rWcgOnW1a+5Lc3eDCcHYjqv7Wz37ae26dRIoqiWZZn9nHMFRJlrphcyAAD55ZuzctE5Z2r29Klp5xIAakepY5JCzp0LiRHyzWKRstuHjTce8T73bY8kn9vx5Na9Wrt8Sdp79eCLO4uKR0ab55KZQCIWAQAA1UaCBRNOocFBvvJ2v+TIOweO+5bshwYjbhJiy54jWtDanHWSf2okofV9Yd/1jCURs+/oybR5MVKynUBmFcuTobCcrYIBU3B7ACcoyuyf7AQqfmuuxV7I+X4XCvk9oc0AAKAUrv/Rz7Xrg4/ybvONq9pJrAATRCHnkKOdO/udb0v+FeyFzGIpRzziTa5I0kjc+sYLVlJAo8+UceSb5+IkkOo9FinFzwEAQG0gwYIJpZjgIFfvXin7jrKHXn5XL7x1UJLc4ZNnNOYfItndPkMNAaNoPDn0/slQOK1s3u+1op6gwa+nsLNvDQGjgFFq7kvSotlnZT1vLJ4MeoykL3XNLfjE3FvS7xeo+O3zPddeVPDwykrI97tQyO8JbQYAAKVwxV++oA9+Gc358/Napuqe37iI5AowQRR6DpkvFpGyz7fX94X1z1v35qxgzzWLpVzxSMBk73tj0PjGCwEjffqimbr3uksKalfsfV2/xEm9xyKl+DkAAKgdJFgwoRRbGp6r1D/zRP7Qhx9nbTPaEMnF81v0pa65WtM7JCspHvdfT8u0JjdRkrDS8ZMjvnerecvr4wmry847W2+Gj0lKJlCapzbm3YdbOtskFXanlPf1/Waw5NvnWjnxz/e7UMjvCW0GAADjERqM6Icbd+RNrlzedrae/sOrKrgqAOVWzDlkvnPnzPNtI+WtYPc7Py9nPJI5yvVX287Wis8vyhkveJMrueKRXEkFv8RJPccipfg5AACoHSRYMKGUqjQ880T+nQPH3bvEpGRCwxu45Lpb6pbONq3vC+ddT+REVEZyS+dfGxhO61O8oS+s9X3hrPL6W6+Yp3cObs/53H7rKuROqMyT+ciJqO659qJRn7vW5PtdKOT3pBbbDAAA6kNoMKKvrH5NIxkXQ72uvnim/umbV1ZwVQAqoVzxiCSt81SwSNLSjtk5t3fOz4uNR4ykn24/kBYP+MUjDUEjGaN4PPm83uRKvvXki0dyJRUyEyf1HouU4ucAAKB2kGDBhFLKk23vibzzp98Mlsxti11Pd/sMTWlMnjwHA0bb9394em5KMCAr5SyvX9DanPPuL+f73uRIIXdCFXoyX647xErVazjfe1/I51IPgRsAoPas6R3S/3xpZ87kyhXnt+i+pQs5rgATVLniEUlat3yJ7wyWXNsXuh4nHomOJJSQNDh8IplIMckbu3LFI1J2GzFHrnP6fPFIMUmFclarlCIeGe19H+/PAQBA7TA2s7YXo+rq6rJbt26t9jJQQ0o1wHDf0ZNa+/qQEjZ599htV87Tss42ffXRHjfQGK3/btqslmBA11xyjs5tnuK2CHOeKxgM6IuL23z7MJcqyVHs8zhrPzWSTDatvKmDnvQ1ZLy/F8aYkLW2qwxLqzscR4CJJTQY0bfWvaHBIydybvOp81v0JyRWxoXjyGkcR+An37laIfHIgy/u1L/tPuzGIvNnTNPyqy/UgtbmkscjyTku2ef7pR7sPpZ45LZUBWJj0Gjt8iX8u10jSvG7wXEEAFAOVLBgUhrryZnf40oxoNC5A2tN75Db/9hK6phzdtF3L2UOqXzhrYOSpCdCYa29s1uP3dGtDX1hPbF1rx5/fUgb+sJZayrFHWFpgVXA6DcWnKtzUoFVrufu8bRHiyWsVjzTrwWtzQQ1NYBBmwDgb03vkL791LacPw8a6S++cBk3DABIU8p4xPl+rnO1QuORe6+7RFv2HHFjicHhE1r57HY9dkd3SeORFTcu0opn+hVPWK18dnva+X4pK1P84pGZzVN8bzBzrO8LK5qqQIzGrdb3hTnnrQHEIgCAWkaCBZPOWE/OvI/z3m1VygGFmfNYIieSg3GLCTSc0nonUeFwXvueay9Sz8CwYglb1qGJaYFV3Or5VGD1z1v36vEcd4J1t89QMGAUS2WZYgnLQMcawaBNAEj3wHM79PQb7+vAh6dybnPDpbN01zUX8u8lgDSljkek/OdqhZ7HOTd2PfjiTr2667A7E9KJIUoVj0hSwtq05y/Hv5O54pEnt+7NWZliMr7effB4ydeF4hGLAABqWaDaCwAqze/krNjHOdUVocGIWqY1KWCM26M414DCoJGCAaN9R08qNBjxfQ2n/3HQSE2NYx9meEtnm66/dJYaPH/DvWvzrmk8QxNDgxGt2rTbd3+c18gMUkbiVhv6wr7Pt3h+i278T7PTvnf85MiY1obSKtXvDADUu9BgRNf81SY99MpA3uTK/E9M0+qvdXEBCECWUscjkvLGJM55XECSMUYt05pyvoZTyeLEJGM978sXj5TyvHKs8Uiu9/yWzjYFPWt+fU9Ea3qHxrw+lAaxCACgllHBgkmnmOGJmY8LGKNEam5RPJFMFKzvCyuesAoGjFbcuCjngML1fWE9GQpr7etDWu/Tlssp919x4yJFTkTdda3atFst05q0fd8xWSlvSXvmXW13XNWuD0/FZKS01lx+bcfGOi8l15133v1+/PXTrc8kKd/kp+GPomlf/3T7AV2/qFVS7iGaKD8GbQKAdP2Pfq5dH3w06nbBgPQ3t15egRUBqEeljEecRMHKZ7fnjEkWz29x23IlbHZbLim79Zhz3tcyrUk9A8N6YfsBbd//oZZ2zM7b8rDQeMTvvLJc8cjKf9muN8PH3O8HjHK+54vnt6hjztlp26/bMqTbr5xX8vkwKByxCACglpFgwaQz1pOzxfNbdMdVF+ihVwYkJZMEh46fUjSWLH231rotvfwe2zMwrFjcv6zZLziQTg+A9CYn8pW0e+9qS1irR199T+vu8t/W23askDYFmQFFIWXazmt0zDlb33t6mxJWagwaLUsNuMy0pndI+4+eTPvenuETuu2RHslaxRKWnrtVVMqe2ABQb6564CWFj36c8+dG0k2Xz9HFs5q5+AMgr1LGI04CZLSYJHIiqoT1bxGcLxb46qM9aa2+Nu86LEk5kyyFxiOZ55XljEdWfH6RO7g+kJqLle+GtSkN6Y0+tu87pjW9Q1r57HZmgFQRsQgAoFaRYMGkNNaTs+apjQoYKWGTdz6d2zyl4LvP8t2plqtNQGZyRUr2D87VczbzrrZExgyTXHddjRac+AU8xdx5d/uV87SgtTlvEJk5JPgTZzbpSKqaZSSWkKSy92kGACBTaDCih15+N29y5fYr5+WtMAWATKWKR5zK99HOy4uNRbwJjMzqc6eiw08txiOL57do7fIloya0QoMR3fZI8jW8rJU29u9nBggAAPBFggU1pdbLrr0n8cFgQFbS15ec75bL5ztZz2z/5d3Wed7oSMLti7ygtVlNDQF9PJJ+gh8cpaR95U0dyfL/hE2b4xIajLh3bjUGTVoVzGjBiV/Ac8+1FxV1511mxUzm4zb270/bfm7LVJ2Ixtz3WtYqnrD03AUAVMSa3iH98P/s0LETsbzb/eDmy/K2ywFQX+olHnFacLVMa3JbgG3s3+8bk4wlFnG+3xAMZCUcZp11Rs711Wo84lcxk/m4noFh98Yuh1Fy5sfSjtnasudI0W3dAADAxEeCBTWjkLLwQp9nLEFR5uPW9A65QYpz4cQp59/QF9YTW/e6s0WMpNfeTVadONuGBiNa3xfW4eOn9PN3DqW1t5KSs1Wc1/Lri/zYHd1aceMife/pbYqnbhsrpKQ9ciKqlTd1ZAVP6/vCiqaeKBq3Wt8XzjuTxSsz4GmZ1uSu/55rLyr4PXbW6Pc5L+2Y7bYckKRbr0ivenH2IXNIJQAApRQajOi7T23TjgPH8263sLVZf3lz7mMygPpTinhkPAmaQuMRJ26IJ5Jxw9DwR3r01feUsFZb9hzRgtZmScmEwfGTI3r01fcUT1hNaTy9T5mv5TejRVKyfMOjMWh01zUX5t2Heo1HuttnqLHhdEKpIWj05a65boXigtZm4hEAAJCFBAtqRiE9dEcz1qAo83FfX3K+29t4867DGhr+SPd9bqEkzzyVhHXbd1lJsYTVimf6JSX79D6+ZUjx9BugNBJLuMmZzDu3/Poiv3/0pPsaRtJXPjUv6y5ZJzhqmdbk9gVuCAb0xcXpc04yA4HdB4/rd3/c6wZs+doUZA66HK3/cL7A0vs5R2MJPfjiTi3tmK3IiajuvrrdrQYaGv5Iq195V7+1qNUNAjf0hRWNJbS+L0zfYwBAyd37+L/r6Tf25fz5lIaA5rZM1TeuaqdqBZiAxhuPjCdBU0w84sQNVsnz6dWbB9yYIRpL6KGX39Wmt5M3eHlFR063Is6sJPGLRSRpJJUQMZKuunim7r3ukpzn/t44IWCMVt7UkbZtZjxy+PgpffupbTKSbkklMUoRj4yW5MoXj9z/+UXavu+YrKSOOWfr5+8c0sp/2e7e/EU8AgAAMpFgQc0oZqZHLmMNijIf99PtB9J+vnrzgK5PXeiXksMkA8bIpgIbRzyVZMkMZqTT5eWHjp/6/9l79+gozjPd9/mqWhISNFJHoBtCAoEhWCIhEhiwiS9jO2M82MaQhNjZk52T2OA5nrO2z95nnfjYMeMol+PZc7KX15zx3jZ2cryzt8GYi3HMBI/BxlxsECDZWBKyuAhdGt2QaESDhNRd9Z0/qr+vq6qrulsXMJf3t5YndHd1VXV1D3xPve/7PDGdWwDwRdt5MMbAIvtcX9WCzguDcv8KMxb5ZsxCTGEMmh4VWuurWvHOkTasmj8VK8oLsaK8EJuq/QiFdSgKcKg5ACA2qNIuSMyPn75nJl7ZfTIpf+TBkA5VMYSV+SaU2dZA58bx953ogcKAVI+CtctK8e7nfhyOnJ8Qlt70FPI9JgiCIK4YZWs/wMUhLe42//BQKRVWCOIGZrR6ZDQFmuHokUUl2fAoDCGNgwFy2h0wNMfHX3VDc9AjisKwqCTbcZJkYppHvl9VFexp7MaZvstSi3AA6SlqzD7d9IjOOX65rRatvZfgTU/BopJsix5RVYaPG7sRjpzHpmo/NjzpPF0zHD1iL1Q52aIlo0fq2vvwQmRKCACO+mvxvVtzSY8QBEEQBBEDFVgIydftN5xoLDwZRiqK7O97oDRP3tgHjMn4rTV+S8eUzjkUhWFWzgQc7wqCc0O06NxBzDBj+mRleSG2Rgoqgp7gIB5bd0CKHHG8M7YwXZ1DjuubfYLFIp9zDsasU/xhjeOtqlYpWDY8aVzfD+s7cdTfJ7fbUdeBxxcWxfgi/+yO6dJuINkwyYNNvRgM6XKq54VttZZzFt/zy7uOY/+JHinaRAeZU4Hqg/pOrL5zBhTGAFAOC0EQBDF2VLcE8P3/9llMiLOdp+6kqRWCuJJ83VoEGL0eGU2BZrh6BJF1MRiDCmPyRFUY/uqbOdjV0BWzf4VBTpTY9cjJrqBsvgKM4oH5sWDnsS7sPXHWMrlh1yNmdG40SzFA2pMJPdJ+fgDrq1otxzzY1IvGzqC0P0tLMSZ5hqNHzOczGNLxwrZacMAy6ZKMHhGFIjNNZy+SHiEIgiAIIgYqsBAAxi7/ZLTEGwtP9v1OoiiRYHN737p9TeDcmDzZdKQNYZ1DYUyOz4NzNHQGkaIy3D07BwzAJ8fPIqzpckxfjeSmmG/KiM6tFI8CAJbiihscxlj/y7uOy9F8cyCljhiLZMlQxJrstxGveF9GKo76a+XrS8vyAcT6Ir+2t0kKi8FQcmGSi0qyobBoJ53GYfFXFtf7mftm4XDzOXnuCoPserMzb2oWKrfXQ9M5VIVh7bJS6hYjCIIgRs2Slz6C39bQYMejABvX3E7/7hDEFeRa0SLA6PTISLVIvPfG0yMckGtnj8LwxJLpuDAYhkc1ig9iVe2xTZWbJ0lSPArO9Ycs5+KmTJLRI67vMwXTi6mUTUfapPYQuSrmZqvBkNX+bDBkWHP97tG5rnpETPcMaZHrE3mvfeIkkR5xugbNvZeg6SA9QhAEQRCEBSqwEADGJv/kWsEuiuIJNntwpPl9zz44B/eX5skslA1VrTBqKsZNfrM9WEjj2NXQBc6NgspjtxWhtCAzZhxdnN+LD5ViR10HSvMn4o+fno77eW6b5sMXbecR1jh0AJ+e7EHV6XP4fkUhVpYXyu4rc0C8EzUtAdz9T7vxQGme9G+2h2bafZG57c++jFT5uP38gLQ3s3++e+fk4sNj0c45pyBIu49yoH9ITgeFIsGSk71pWD5vCrzpKfjz0XZ5/QP9Q3E/K0EQBEHEI1HWiuDOWybhTz9feBXOiCBubm5WLQKMXI8oinV0XdO5LEaozLD/TVaPvLE/OinjRDJ6pPL9esuEvB2FMZzoClr0yIbVi2Vo/IryQhxs6rW4Adin8zmAzdV+rCw3siad9EhFsQ8/mD8V6yPXCohaNdsnThLpEVVhmDc1C4NhHTkTx+Gjhi7SIwRBEARBxEAFFgLA2OSfXKu4Cbb1Va147l1jisOeQyIQAsm8QOcAnlgyHQeaei0iQiz+NQ50BwfxWwcbkeqWALbU+LG52o+wpuPAqV7HiQ0GYMbk8TJEt7olgJd3HcenJ3vk6PqGqlZsjYQrLi3Ldy2wMBjipKEzCMAY0++8cBm35HpRmj8RO+o65GcvLciEqhhdWykqg65z2fXFYARqVrcE8NjrhkgEgM1H2rBh9WJLh95kbxo8KoOmGePzK8oLHTv3nDoEZ+d5Hbv+btTfJ0EQBHH1qG4J4Kd/rEJwMH7WSmHWOOx/9t6rdFYEQdyMWgTAqPRIeVGWzCwU6CPWI7HnPVw9kjtxHADnAouqMNw+I1sWtoUeGZ/mwdngIHK8aQCi0ychjUNhwJPfLcGbB5ql/TAAaJoxmb+p2u+qR4Sm0XUOj0eRhSAAeGX3yRHrkX0nzt6Qv1GCIAiCIEYHFVgIAGOTf3Kt4ibYRGFBIHJInAj0D0FhhmhRmBG4vvahUplXYi+RdF+ItRsxh7+b0lbk4t+uaxaWZMvzESPsVafPSSHBERVpTqSqCvIzxyErIwVt5/oto//2rt19J3rQ2nsJbx5olhM6d8/OwYxJ4y2ex4tKsnGwqVdOmADG9I4QiuYMF1VleGxhkRQzydo+OImcG/n3SRAEQVwdfvKHKuxNMO0JAMvnFeDlH33nKpwRQRCCG3mtF694NBo9MivXi9ozfRgK6WDMGnQPjI0eebS8MGk9MilSJDGTkarCozDMzvPieFfQ8ppdj2w80obKh8tktoyiMFwYDMvA+c3VfmiacQ3FcQV2PfLin40MFYUBLz5UKgtEpEcIgiAIgrgSUIGFkIw2/2SsGaugS7fFsH3qQ+SQOCFyRURXmC8jFRXFPmxYvdhxHH7VgqKYzyC618yj6qkeBWuXlSLQP4TgQAiv7z8tPX83HWnDivJC62c3zcgrzDrqLiZPBEOajpZz/Wg552zRZeeD+k7ZXQfOsetYF/alKKh8pCzGWiDFo0hhpbCodZg5wyWscdSf6cPKyLi/EHJDoZHZPlxrv0+CIAji+mHer/4N5wfCcbd5PNIUQP/WEMTXw7W41hsLPRLvxvxw9UiqR8HlkA7OgUuDYbnfo23nLfa8QFSPmD/Ly7uOW4ordj1yoisoCx92e2BJHD3y9qFWmIfz+4eMaUH7pI0TYY1j4+FWhDXj/EIax4aqVqSlGMUQoSnEsTabJljc9IjGgY2HW+VECukRgiAIgiCuBFRgIb5W3ETLWAddOi2GRTeW8B4W9ldOx2nsDEI0Sekc+OW2WtS392FFeSFKp2RaCiwLpvkcu6TWLiuV3WuqwvCD+VNjCigXBsPSW1nTuWXhf7CpVwY+KgCxI+NeAAAgAElEQVTumDkJz9w3S7725JLplhBIMxzAnDwvBkIaMlJVHOsIxmzzQGmeZQRfdIYF+ofw9D0zLddyw5OL8NqeU/iooQsaB9a+V4fW3kuoP2MtNH3p78OP3ziIny6eJoWcDkMAjUawjlXxjSAIgrixeekvDXh1b/xsAQXApr+jEHuCuFm5GnrE7cb8cPRIRbEPD5TmYdsXRi7hti/ace7SEP7084XSZkwg9IjTZ+Ew/t7zqLF65JXdJ2HMjxjb2HNGEumR1d8twev7mmKmaQSJ9EjuxHFo7ArG6JGDTb14+p6ZlusyWj2yp7Eb7ecHYhvakoT0CEEQBEEQAiqwEF8b8UTLlQq6tC+EH19YhNl5XnkeCmOofKQsZjR/4+FWy2OdA29VtWJLjd8onKiGV7CqGOP64jjiMwyGdNS191m618TnBKKhjCvLC7G1xu9oIWC3FxBixnwN77OFy5spL/bht4/ORXVLAD949TNLIWZeYaYM0dxa48emI21GDotHgS8j1dGr+NtTs+SxwjrHq3ubYiZlhCg6YLMx+6SxG2vfq0VYBzwKsHFN8je2RAaMuA4bnhxd8U3skwQSQRDEjcP6qla8sK3W9SafgELsCeLm5lrSI4nWt9UtAXxy/Kzlub0nerC+qhUrywux+UhbjB4R+9hS45dFC4UZhZGlZfkxBZRFJdlIS3HPwklGj/x6+Vz8cX8TTp69FPPZzXrkh68dsEzfKwxYc9cMrLlrRtJ6ZJI3Tf49n0iP1HdcsDgSHGoO4FBzAOsPtWLNd0vw7INzEn11lu9iLPUIaRGCIAiCuL6hAgvxtRFPtIwk6DLRwtRNQJnPQ+cca9+rw+w8Lxo7g9hR14Hs8amotXVCCcSEx4bVi7ElIgTWV7ViU7UfLz5UCo/CMBTJaNlc7cfK8kI8fc9MS1ZJisosoYwrywvBI/9r/hzCXmBLjV8KB/s1nORNg0dhsrNMkBoJmhf72fTU7fhP73yB5t5+AEBdex+ef7cWK8oL8dtH52JFZATfl5GKyu31jqIzOBCCHdHtNrcwEw0dF6QoyrGFXta398mJoLAOvLSjAXfPzklKVGytidoBDIWNkMvRCpqxnJYiCIIgvl6SyVpRGfDOUzS1QhA3O9eKHnFa3wKQ635vmgdv7D8ds8YHorktTnpkw5OLABg6RLzTozAsLctH5fZ6DIaMyXrRYFZR7MPaZaXYUdeBpWX5rjkk8fRIoH8It5VkxxRY7HrknTWL8R83foGWc4YeUZixzk9Wj1S3BLC52h9zPdz0yNKyfBxuPmfLnzEcz17d24Si7PGO4fZOjKUeIS1CEARBENc/VGAhrjhuQsNJtJi3HU6IYDILU3PnlllAGfkqDHrET1jXOV7dcwo7XSZBBGbPYSGMQpEWqqGwjvr2Pvxg/lSsF5ZfmnHMxs4g/vmj49IbeEjj2BIRUSJ0kjFgYppHigfz1ItY0MvpGdM1XFleiLKCTKx9rw66zh1H/wHD8kwUVwCjyPFWVSs2HWmTxZ6KYh+ee7c26lUc1vHyruN45r5ZqCj2ob7jguM1SfUoWPtQKQBYzntPY7csKKWnWv/qOdISQHVLIClRYZeVCZqTE3KluhMJgiCIq8v6qlY5HRmPeYWZ2Pb3S67OSREEcU1wresR+3q2OziIx9YdkHohHiK3xUmPbK3xoyArHWHN+IuRAZg3NQvr9p7C5ZDxXFiPNpgBkIWXz071YndjN566awYAJK1HZEaKaaJm1YKiGD2ys75TFleM8xieHjnY1Cs/lxkGIDUlVo9UFPswO8+LrTV+I+vF9taNh1vR2BVMqtAxlnqEtAhBEARBXP9QgYW4orgJDSFcRKCiWIibt/3p4mmo77ggA+XjkWhhKjqcZKAjgzxmRbEPlY+UyaJEaoqC0z2xI+1mPCrDKlvhwr6wPtEVxMxcL1I8CjTNEBzBgRD+6d8aY/bHIp9B+g1HOqn2HD+LUz2XENZ0eFQFc/K8FlEW6B9yFH6rFkx1nIKpbglga40f6w+1xpwDEC32VBT7sL6qFRsPt0W9ijmw/0QPDjefw1tPLIoJ5VQY8KPbjIBgMf1j7nzbsHqxPM/GzqDFK5pz4/oNhnS8uucU5k3NchWyZguEFJVhZaQTbqSMpDuRIAiCuLaY9fxfEt6IVAD85tG5MTagBEHc2FxLeuSdI9G1taoweUz7+jbHm5b47zQGrP5uieXvNPs7qpp6UTJ5AjyqoUcYM6yx7OicS+tioTU0nWPnsS7sOtYFj8qg6TxpPVLdEsAP5jvrEcAoiLvlYyWrR0Rhxz6Rcv+tuVgTKQptrfFbXhNFmxXlhXhpRwMOm65FzsRxqD3TJ+2dK9+vx9qHSq+4HiEtQhAEQRDXP1RgIa4oTkIDgKPIeWX3SUtmiVh07zvRg9beS/Cmp7jedE+0MD3Y1IuQqU2J29x5hfexGEN/4T1rUCQAi2evrnO0mjquAGOh/c6RNoQjYuhQcwBHWgLwKAw/us3o2np51/GY/ZrH5WWqZISGzmj441BYx5f+PvDIZgBwtO08FpVkyxB6u4A0L/aNzt46R2sBMyyyn1++Wwt7T5g9aHLb534p0nRuvNdcPDEXYDYebkXuxHFYVJIdE+j5x09PSys1IeTSUmIFsPj+zcWa0XZ4CasD8j0mCIK4vqhuCeC1Padcs8fM0NQKQdy8XCt6ZEuNX+oEALh7do4lT8TejGSHwWgSMy/l6zsuWLJWzDf+OYCTZy/h5NlL8KiGHqk704ej/r6YfaZGzrexMwjGjOYnAQcsUzFCjyiR935Y3wlfRmpSeqS6JYAtNX5sqHJu9jKfVyI9Igo7le/XWz7TZG8aAOCx1w9KG6/NR9rw4sNlqGvvQ09wEJO9aXh26RxLU9jsPC/2NHZLTXLU34fH1h2Q0zRXSo+QFiEIgiCI6x8qsBBXFCeh4dbdZd5WTHEI1u0zxI3buLbbwlQshH0ZqVBN2SQ80qVlzzgBgJd3HYd92nxCmoryIh8+O9WLsM6hc0NoHTjViyeWTJdi64fzp2JDxBIMMASQpnMUZKWjotiH0vyJlqLDgmk++DJSsaXGj7KCTCgAtDjXUxRXOACNAx8e68Inx8/KYEW3a1vdEohbXFEVQNcBRWHwpnnwi81HY8QMYAgps2Ccmeu1dMFxGEUTM3/89DROdl+MPOrD7sZu/OrhMgT6h6TdWHAwLK3UxH4SCeCxFB9jvT+CIAjiyrK+qtUyCRmPLX9HWSsEcTNzreiRnuCgZXtRCDC/3xxKb6fAl46H5ubjjf2noZn0yKcnerD6zhKpRzasXoyXdx23aA5NM/RIaUEmjvqjf3euubMEp3ouofvCZeys78SbB5qRoBdL6pGsjBSc6w/hqL9P7vPxhUVx9YiwQ3Y6RIrKENYMi2MOOBZXPIrxnZhtmkunZFoKLByxzXUhjeOFbbUwDwW9c6QNP5g/VeoRAPjB/Kl4y1T8CWn8qugR0iIEQRAEcX1DBRbiiuImNJy6u8zbBgdClrFxYSEVz5fWvjC1B8k/sWQ63th/GjrnskvLjLnbys7FQc0xMDesc3meHsU4RlqKdVRdVaN+zm8eaAZgTMMsmTkJn57qhRZRMaqtI80N+yZDYR2v7TmFdT+Z79o5d7Apehw7U3zpWFDsw/YvOyyfx47CgDtmTrKIEKfx+MbOoEXQWZQpogKHIypQV5QXYkvEy1nn1kIO+RITBEEQZp55+3Ns+6I94XYTUlXUVT5wFc6IIIhrma9Tj4gJck031sqiiJBinmC34RbefiYwgNf3NUHnVj2gAxY9UvlIGZ65bxYOnOqROSMeNWpH5lGMvBNVAapbA9Imyz7ZArhni3AA5/pDluf++OlpPL6wKK4eGQo7F1dmTh6P++bkIjgYxsbDrVjvMuGyakERCrLSLd+jm11XikeRuk5hgN1xLaRxrK9qxdYavyyYrCgvxKbqaIB9SuS6kR4hCIIgCCIeVGAhrjh2oeEkcswj12K8vCh7vLSQevNAs+u4vVNoZXVLAJXv11uC5C8MhrFxjfsot3nhrDAgx5uGzgvWTrN4hHWON/afxhNLpuP1SGcZAOi6btm/YP/JHktBReeGF7OuczAGzMr14qvOYIwIsbmIATAmWVb/6QjW3DVDXltfRioONvWisTOI9vMDSFGZtAswcyYwgDOBgbifjcEQoebiCmB8ly8+XGbJWxGvi++uqcewJjAjBI7Zbsx83sIH20kABwdC+Ns/VGFpWT756BMEQdxkLHnpI/jPX0643Z23TMKffr7wKpwRQRDXA8noESBWV4xGj6yvasUvt9XK9X5Y4/jRwiJMsRUI7LiFtwOxRQI7IrC+8pEyMBZVDTzS8HSwqVeej6bDkkECGBoI3Jhqf2LJdDT1XMLOY11Jhbh3nh/AK7tPYlFJtuXaNnYG8fKu4yjNn4jUSNHD3vdlWJk1YUrWuJjweYGqMEv+pRmnvJcNTy6SGSwT0zxYt7fJcUJ/KBQtmFQU+yzvM++P9AhBEARBEG5QgYW4atiFh1nIOI1cP76wSC5Y7y/NcyyMOL0XMEa4L4esS+ie4GBcb1tfRioUxsA5h8IYls+bgj98elp6DieDzjkO2KZFNB2ycKBETI0VxmLsuhiAWbkT8FVHEDoHvuqKLa4A7p1kHx7rwt4TZ/HWE4vgy0iV3XIchljyqAoeWzgVZQWZ2FHXYZ0ycYBF/g+PFH7WLosNeaxuCaByez2GwjoON5/D7Dyv/O5m53nld2P3chb7t3cMunUCOnUSivMnUUMQBHFjU90SwNP/sxqdwcRND7fme/Hr5XOps5ggiBictEgiXTEaPbL2vTpLIYEpDGUFmQj0D8U9xzPnB6AoDFwzUiPNikYVa+o4k++azrFu7ymLhhF6ZFFJNjwKk01odrLHp6L30pCxj31NyMpISaq4AgAXhzT8/sNGpHoUrF1WCgDYWd9pWbs/FbEyO9p23rFwcyZOAV1lsc/Fy3sR36/YxqVuA0VhloKZkyYhPUIQBEEQRDyowEJcFczj8ebwcsA5eDLZGyNuoZVONl+7G7uxq6HL0TdZFApE0UPTOd480IxfPVyGTxq70XXhMqZPGo/tX3ZAi0yYLJk5CRyGEBHP69w6Xg8Yo+W+jFRUbq+X7132rXx8UN+JoZAuBZIO4FiHKdAy+bqOJBTW8Y87GnC4OWC1DuCApumYkpUuBcCntgkaMwzAjJwJOBXJTuGcO4rBeN+d+TUn7rs1F0/dNcO1Y9CMEDp/+4cqy/M76jpI0BAEQdzAJGsHBlDWCkEQ7pjzP9SIjZZ9DTlSTeKmR3R7dxHnePH9eoQ13VWP2DNKUjwKHizLwxdt5/FAaR6KssdHCjccqsKQOc6DmTkTUF7kk9ksHEBzb7/l0MLqqrEzaJmCUQAoCpCbmY4zgQGcvRhd73MOnLtktQFLhM4NHSYmd+w1kfqOC/gfP1+I6pYAPjl+1lGzmc+5+BsZOHX2kpE/qcdmaCbzndldBMwISzXSIwRBEARBjAYqsBCjIt4i1LyNOWDdPIYNOAdP2t/v1BUmpkI8imF9pZq6j1I91hwUBmMsn8NY9L+867jF7mpLjR+DpokX4a8c6B/Cup/MBwC8svskdN4ugx1F4L3CgG9NycQXtsIKAEzJGod/fqwcB5t65flwDmz/sgOVjxhB70fbzuPDY13DvvZmhHjROSyh8wKFRadF1le14gVbR50ZlRmdXE1nLxrTL0DM9yK+d19GquN3V90SQPv5Afnd2A+lwLBgEwIUcA6OtP++lpblWyZvlpblD/9iJUEyv2uCIAjiyrG+qjUmkNgNb5qKN3+2kP6+JoiblGTWbea1uLDREpPXgniaxK5H1i4rlZa2YiokkR7ROaBHMkjseqS6JYCXdx2PCYDXNB235Hrx8o++A0DoEaOpC5wj0B9CTWsAg2EdTyyZjvdrOyzWv6rCUF6UhWeXzgEAvBBpeAMM/XDHLUa+YuX79Qktg5NF6B3xZzNi7d7YGbSE0JtRGPCj24pQVpCJF9+vj+Za2iZNzHpD03lcvaIwFlPw+nZhJkqnZGJ2nlduT3qEIAiCIIiRQAUWYsS4LULFa2JBuLXGb7HDchrDdvJAFtg7k7bW+GVBRGGIVhcYs+xva40fm460QdMNsQPGENaM/ew/0YPDzedksWZztd8iAMwFCcGikmx4VEN0MZPFl87hWFwBjDH3V/ecwvhU1SqWdGMi5Ol7ZuL5d2uHcdWdYXFsAhiMYsbyeVMAWIWVHYUB987Jxa6GLplFc8fMSVhalm8phjz2uvG9qwrDk0umw5ueYsnTEb8Lj6rg/ltz8Eljtyy0MAAej4JNR9oQ1rkc53fq/HOyaQAgM1+uRLdYvN81QRAEceX5yR+qsDeBjSVgdB5vXLOY/o4miJuYZG6KA5C2WzIjkcdOQ8TTJGY9MhTW5RSJR2G4e3ZO1H5qBHpk7bJSabkr1srC4tdNj4iJDKNgZEzQH/X3IS1FsVwfTec43BzAq3tOoa9/yKIBFIXJAk/uxHEAnPXMcLEP7gjm5HkxO8+L6pYAfvlureuwPmNG9ok5i4bByFkBjCKTLyMVL75vXDOFAffNycUa22S8+XfxxJLpeH1fkyzaqwrQ0HEBtWf6ZMi92yQS6RGCIAiCIBJBBRZixLiNZNtvsIuQdwByJN9t5NqM25QEB2R3l8YhW6M0zRpQWFHsw4ryQhlSaM4e4YhO0gCwLN7vvzUX356a5dwtFFEMjDmHzTux02E6xdyBtaK8EG8fbpP2YfOLfTGBk4lwK64gco6dFwbx6t4mnOq55FpcMe/HfL2XluVL0ZfqUXDnLZOlqBP+zJueitqymH8XYU3Ht6dm4e7ZOdIiTlUY7po1GR9FijihiJi0dwy6/b6EF3Z1SwDPvVsLFrmGIxEd1S0BbKnxW/YxGss6giAIYnQs+M1Oi0WNG0/dWYJnH5xzFc6IIIhrmUQ3xT2qAnAup85VxchbTHWYmgdiNYmTHmGMSSuuIY1bJtFHokd21HXIz2BubhITMk56xE2HcBfHLSc98lffzJH7XnPXDEuD1b1zch3fMxoaOoN4bN0BfH/+VNc8FMDIi9la48eK8kKLPigtyDTlO5qLZcCuhi6suWuG3Ie9IOZNT8Gvl881NZpFp+zF78ZpgimRHllf1TrqsHvSIwRBEARx/UMFFmLEuI3R2xeEAgZg1YKpMYtPp/FnS5Em0hk2yZsmgwvfOdxmmYqxB6ab2VLjl8WBny6eJke6dRjB9gCM8HkYYsvc/WTmYJNhCcYBcJ1jwTSfox1XIhQGVD5SBsDowAoOhKRA4BxIT1GHvU+7yEpRgJCDcum+cBmpnmjXmxOTvGmW7j0xLSTsDLouWMMndW6IIHHNfBmpslCjc+NxoH8IOo9cO86R402z/HZWlhfKTjXz7yCeTcOq1z6D+Bibqv3Y8OTwOruqWwJ4bN0BGfIp9pHIso4gCIIYe176S4MMDY7HhFQVdZUPXIUzIgjieiCZm+IA5GTIqtumYkpWeozuSBReb9YjZQWZqNxeH2PnNVI9Upo/EVWnzyEUKQiZbYztmPWIwoD8zHGWYPhb872uk/VmVAY8ddcM+dmDAyHL+n0wpCXcx0gIaUZxyKMAZjli1zIc1ikgDqCuvS+a72gbk0lWj3AuNBeXxTbxnblNMLnpgvVVrXgu4kQw0rB70iMEQRAEcWNABRZixJgXob6MVNkxZl4QqpEJFk03ggpFgURgn3b5fkX0RrvsOtI4dh7rQlqKcSO+otiHykfKoqP5qoK7Z03GJG8aGjuDlkWx2W95KKSjvuOCZQH/x09P43TPJeiRyYq1y0oBGIUPu8iyL3R/sXQOXt1zatjdXbNzDZ9f8bntY/T7EtiiMAC/fXQutn3uR+u5fiwqycauhi5cHIwKIafiCgBMnzQeax8qxWt7TqG+vc8iyAAjG6WsIFM+buwMYuPhNot39OKSbHzp74sRQYLdjd2W/YnuO2GvpqoKVpQXYoVDQUX870t/acAH9Z14oDQPt+R6Y76LLTV+iygbSWfXwaZehEzm/mIfT98zM65lHUEQBDF2mG9QJeLOWybhTz9feIXPiCCI6wn7TXggVouAc4Q1DsYYygoyLTfB42WrxNMjbz2xCFtq/Nhc7YemGcdx0yPmZqVQOFaPbPviDDQx8R8RBm5FH7seuWt2DtZXtQJwnq5PUZllvSuYletFY2cwak1m2ySRTaMC4DcRPXLy7EUoCkNPMPH0IQdQWpCJykfm4pXdJ6QWYQxg3Cg4CT0iJjs2HWlDWONQFJZwah8wrt3Gw62Wcw30D8ksFtFUZ/6uzVpEODKs/tMRdF24jJ8unmaxQxaYjyEeD7fAQnqEIAiCIG4MqMBCjAqx2LN7xIoFYXAghNf3nwYHl57EZuzj2xuqWrG1xo+fLp4GhRldRcIFzD6WPTvPK4s7woMXMLq5xHn4MlKjxQEA2eNTLcLjZPdF+Wedc9S191nssMx+t/auJsDINklVjRF1VVWgaXrCQN6GziB+ua3WVSAksh3jAD5p7EZN63mEdY5tX7QneEeU97/sQN7Ecfj4q27LBJBAB7D2vVooimLp+DPT1HMJjEUbxxiAnuAgqlsCaOwMWgpOioJox5VMu+Ro7Ay62h6Yu5ibe/tx2zRfTNeW/Zdkz/UxE0+gpqhMdoyZu8OcLOsIgiCIseWZtz9P6t+weYWZ2Pb3S67CGREEcb0iJkREnoZ5zb6zvhPr9jVB0zkqt9dbwu3dslXEDXiPEl0rmvXI0/fMREWxTzaGuemRtctKLVmPqsJQmj/R0lDVeWFQ/lnTObbU+LHVNPGSSI9sPtKGkMaRorKYLBWn4gpg6JEXttUm1C1uCD1S3RIY9j62fe7HF/4+y0S9WZYIPWLk1URfsNscmwtKCgMmpnnw3Lu12BS5HgKPyuDLSEXl9nppV7x2WanUknaqWwJYte6APPZRfx+eurMkRhvYr7Xx2BnSIwRBEARxY0MFFmLUOHnEPn3PTADAqtcOyMVw2GHKQHRhia4uMWnyxv7T0LnhlawoDLrOY8ajxaLz+XdrYxboZg9mJRIArzCg99KQfGyHRf4zf5atNX5sqfGjJziIyd40rCgvxNP3zJTdboMhHYrCUF7sw6xcL7xpHry2r8k13NF8jiNFZcBHX3W7ZqkwRDNi8my2AZrO8dreprhFnLAOQHcegVEYZHaKgAP48FgXPmnsxpz8iZbtp02agIpiH17ZfVLaGYQ1LsWrwoxMHnO31wf1nZZ9HGo2rrVZXK4oL8SmakN4qgrDr025PvZQU7eAyIpiHzasXhzjeUwQBEFcWapbAnh83QEMJnFXjqZWCIJIhJsWEZMIhq4wthUZjGLNZ54IMWerhMI66tr7Ig1ixpudQucT6ZEddR0xQe3e9BRXPaIqzFGPvLrnFLovXMaqBUb2h3ndq0fOUIs0prlNrdgZaXHFOM+IHnHZh7hsCgPGp3lw4XJYvnby7KW4dsWAsA+L3bnKjGd1bn1V53C1mbx7dg4C/UPGpA4MezBzU51djxxs6rUUdgBg3b4m3F+aZ9EKa+6agY8buxHWODwqs2TAkB4hCIIgiJsLKrAQoyZeFotuqjQ4TRmYx/o3HRFB7ww659C5IUTunZ3jHjoP54kP83nYA9sPN5+L+veaUBSG0oJMmVHCAbxVZR393nCoFffOyUWON00WhTSd43BzAEeaA0hRGbInpFpG5L9dmInpk8YPa9LEjsqA7AmpGBjSkJmeEmPtZcZs59UdHITKrAIqkZZSIts4bZeflY4zgQHH94U0jhxbJ1dzz0VUtwQQHAjJ/TElKl51bhRbzJ2ED5TmxQgkuwVYRbEPG56MHZu32zysLC+MGxBJnWEEQRBXl2SzViamqfj/fraQ/o4mCCIh8fIqEukRu+Vx5fZ6uR8GWIojd8yc5JqP4rRuVhUmtYfY54qIXbK5wcwCi69Hjvprceh0r7TQ3VLjl8UATTfC7FNVhjl5XnzVFUzY9DVcsjNSMKjpKPpGBr7qDLpuxyPmBRoHLg2FLa950zw4d8lqJ+Zkb2ZHYYbd8UBIi6uF7HzS2I27Z+dAVRj0SLB9T3BQagS7HjGsja3TM5zDUUdsXL2Y9AhBEARBEFRgIUaOuTPHySNWiB1zZ5DT4lEsKlc4jNiL8XO34HkAWFleiHcOt8pMDsaAny6eJre3n5vZWmzj4VYcjQRBhjWO+vY+rF1W6joyr3NDuHgUQ6CZp0g4DH9mc3FFAbBqQRHq2+OHTU6ekIqCrPSYbBMGYMktk1CaP1HekAoOJg6dFGIqpHFM8aXj1vyJON1zyWKJxgCsubME3vQU+DJS8Uljt5xOcRM4bsUVwBA998zOAQBpE6brwGt7TuFDk20Y17nFYkzXuUVoPPvgHACGH/XZi0MAj51eApzFiL2DkcM9mJIgCIK4elS3BPDDVz9LqmOaplYIgkiGRFoESE6PmNeUQicsKslGY2dQNmRxAEvL8uPqkc1H2qTVk3jP7Dyv47mZ7ZQ/qO9ES29/NKMlgR4RTVvjUhR8a0pmzOtDGkeDqfghpvQBw37LjfGpKi4NxeoMBuBbtoaxYx1BY9omMjXjhFjrazowyZuKKZnpWFySjdf3n7Zsd/+tuZg3NSuhHtG5Mf0SDwZjgqcoe7zUPWGN45PGbjnVo3NjIt+yb5MeEYWTf9zRgMMtAYADaSnOOoL0CEEQBEEQABVYiBFi78x564lF0hZMYPcITtSZYw4VnJPnlcUGzXYD3nwOYt+rFhTJ7i7OjTHuouzxcoTerUtodp4Xj71+UBZzNh5uxaoFRQktvMI6sGBaFg43B+JupwN4/t1apHqUuNv1XhrC+YGQ42uDIQ27vuqOef7bhZmoa++DFn/CHmcCA+g8PxBz/WbkTLCMute398Utrphx6jLTOPDin+vwszumY2fkOR1A09mLlu1EeOjBqMYAACAASURBVKXAo8ZONj374Bw8++AcV79iN+wdjCvLC6U3NgVEEgRBfD3c//tPcCLBTTEA8KapeJOmVgiCSIJktAgwcj0CAFtr/PJ5EZTudB5i3xtWL0bl+/WyeSukcby25xTW/WR+3KLO/aV5MvODA9h0pA2Yn9jC63JIR3VLfC0CRCfT3Qoogv44rw2FdeyyFSUmT0jFvXNyseFQa0Lt1BMcQuDiEHImjgM3jdUwGA1ajy8sQnVLADvqOlwn6c3Em3j52R3TUZQ9Hs+9WwvAWY9oEfsygV2PVBT78M5Ttw9biwCkRwiCIAjiZuS6LLAwxu4E8H8AqABQAOB/4Zy/aXr9TQD/3va2Ks75ItM2aQD+HwCPAUgH8BGA/5Vz7geRECev43jTKclizjbhMBbPqoO1mF1UiRBKEdyuc+CFbbX4pLFbZqe4nd9dsybLiYuwbthqmcMG3bAHrbvBAQwm8BnWOaA7HI/DyCCxk6IyrH2oFL/Y8qVlKsUNjQNHWgLwqAxaRLyd6r4os0121ndifVVrUsUVAJiT75Vdfeb3DGkcB5p6Lbk33xifCphurDFEO9qEF7Xbb2S4vx83EU1ChiAI4uth2rP/mtR2zS/9zRU+E4IgbiSS1SLAyCyYqlsCRqEjguLQEORU5CmdkikLLIAx1f3Iv+yX2SlumK28QpG1ut3m14nh5KjEK64A7gULDlgmYgTL503B/aV5MZbKbmiRyRGPwuRnBIDK7fUAIB0MgCQswxiwoNiHo/4+S54LB/D6viasuq3IokdKJk+wTL8wRDNw4umRkfx2SI8QBEEQxM1H/Lb6a5cJAOoA/AcAbp5FuwDkm/570Pb6ywBWwiiwfBfARADbGWPqlTjhG41FJdnwREIYnQogI0WIJbGgNgIbgUbbov5gUy8GQ4aoGgrpCPQPofKRMksnksaN8PW3qlrx2OsHHTu8qlsCOG3raOrrH8KLD1v35cThJDrGnEi2MOPGzJwJ+NXDZTjY1IuURCdpQufAhDQPciemAYgUfkI6frH5KF61Bd/fNs0X9zyPdQShKEzuy8ylIQ0eVYHCjM/6edt5izWB6EpTmDFuL7yox4qKYp8MNiUIgiC+Hpb/y/6kiisehYorBEEMHzEloABgjMGXkTqm+z/Y1GsJig9rPEaPbKnxSz0iijwrywuhmhbRHMBRfx+ee7cW6x0KEdUtAby863iM7fDENA+e/G6JZduJ464NmZqVkYKn7izB/aV5qHy/fljv1TmQn5mOzIwUAFE98s8fHbcG3zPgqTtL8L1bcx33w7lx7X52+zTk2fSIxoH6M31SjyiMoWTSeKSYvhiz7jFn44wVpEcIgiAI4ubiupxg4Zz/BcBfADmt4sQg57zT6QXGWCaAn8OYfNkZee5vAbQAuA/Av431Od9oNHYGoYnpBRb/Jv9wRqtF4cY8PaLpHM9HRrxF55cvIzUa5h55LF5b+16dnGQRDIV1bK3xW46/vqoVL7xXZxE0gDHpcUuuN+55AhhRaCQDsGCaD2f6LlvyTObkedHYFUw4Xq8w4L5v5qByu9HhxRJcezvn+602ZByxXsYKA5Z/pxDn+kNxp2NCGkfnhcGY5092X4SqGJ9V44Dm0lo3d0om1j5USsKDIAjiBiLZEHsA2PJ3t9O/AQRBjIiKYh9+unga1u1rgqZzVG6vlyHlTozEdlaxTZA8/24t6tr7sDJyM35ztV/qEdFwVlHsw6+Xz3XMT9l4uNUyxVLdEpBWxXZe338aP1ow1TLJceFy4hzGZJiT5zUsrDQdxzqiRaNb872Wx278n3/9TczO80rXgeHScq7f8pgDMZqCc+DCYBgDIffPrHNg3d4mx1yZo/6+qB7ROd7YfzpG8wHG69+vcHY6IAiCIAiCSJbrdYIlGZYwxroZY8cZY68zxnJMr1UASAHwoXiCc94GoAHA7Vf5PK87qlsCWGsqTIQ1o2PLbdsfv3EQv/+wET9+w3mKxExFsQ8/mD815nkOw/JLvD/QPyQnTBRmPK5uCchJlm8XxgY+bjrSJt9f3RLA8+/WOi60dQ6cSKLYkYiMVOf/9zrUHMCZwAAYgLyJaVg+rwCnzl4Ej4ywT/K6d+DpHHhj/2nZLafrHOowpliS4eFvF6Bye31S1mNuaDoSXr+yKZlxRfAru08m5StNEARBXBvMev4vSRVXvGkqFVcIghgV1S0BvLH/tLSrHQqPnR4RTJ88wfKYw2jQ+vEbB7G1xo+wFrWzEhZTQo/cOyd28qK+vc9y7Nf2nHIsrgBGUaCqqTdp+1430mw5kAzAV51BHPX3GRPpzNAjT91Zgn+3aJrUV/HUxT/8uQ5bavwW1wHAKDKNlSrxqAybq/3Yf6In7nbxyjtCj4hMT6drqSpMFszMkBYhCIIgCGI4XJcTLEnwAYCtAE4DmAbgNwA+ZoxVcM4HAeQB0ADYV2xdkddiYIytBrAaAIqK3P1zbwYONvVaChMKc7cIS8Yf2d5RVloQWxwBjA6yl3cdxzP3zYoJDwwOhLDqtQPQOZeZLA2d9RbRoulcHv/VPafiCpYjCcLrk6F/yDi2yozC0ZGWgKXoILq13j/aLjvcOAeyxqWgJxgboikI2ywEyouyMCvXC2+aB+9/2Y4z5y+P6HwnjvPg8duK4E1PwXtftI9oH2bsdm3218T3bP/+nfys6SYccSNA/44QNyrL/2U/vjBlDsSDCisEMXLo35EoY6lH3NaibtMZgyEd3cFBixYpLcjEc+/WYnO1UXjxqApSbZmOnEMeu7olEBMab8c+ZT4SNF0Hg7H2rij24UhzwFKU0DnQdWEQf/z0NDQebZCKp5NCGse2z89YdM3MnAn42R3TMTvPi/+48YuYKZXhcNs0H27J9WLDoeTzId2QBSPGYhwOFAb81TeNHkzzbwAAaRGCIAiCIIbFDVlg4Zy/bXpYyxirhmH/9TcwCi9uuObpcc7XAVgHAPPnzx/tWu+6ZlFJNtJSFAyFdCgKQ+UjZa6LTnshJJlwyED/kOsXse9ED6pOn8PPbp+G2ble5E4ch7tn51hswS6HdHzS2I0NTy7C1ho/Nh1pg6Zzy/HtuSuA0VEbHDTG0N26oRIGLjrAOZCWorpOdNiLD98Ynwql51LSEzRHmgM42nbesOPSORiLtS+bmTMB4DyuULtwOYzX95/Gk0umx1giDJdUleHFh8sQ6B+CLyMVL/65ziIwdR4NtBR2Z+L73xrxs+YwRPCWGv+wLB0I4lqF/h0hbjTWV7Xi+Xdrk/p3MU1lWL96Mf09ThCjgP4diTJWesRJi9gzIe1wAB9/1YWKIh8GwzoWl2Sjcnu9XL8CxkSNKBQ4aZEtNX7Htf6CaT6cOnsJ5y65N1sNB/OATFqK6qhxOGBZpwNG8YFzd93TP2S17jrVfRGV2+vxQGkeWl2KK3kT0zC3MAs7j8UvLB1pCWD5dwpjbKOHSzw9YmSzALsauvDJ8bMA5wjrRqPeyvJCWZAbDBk20wBIjxAEQRAE4coNWWCxwzlvZ4z5AdwSeaoTgApgEoCzpk1zAOy9yqd33VFR7JPiI9EiM9G2Th1lZsHkJAKGwrrJgqRPjn2b+TCycF9z1wysKC+0HH99VatjoUEUV9xQGJCfOW7YEyI6gKORoPdkJEJNZFuBqjBHKzOBXRTZiyseBfjHld9CY2cQz0WybNwQHsUVxT4cGsEUj8KAe+fk4qm7ZsjvurolgDn5E3HU1t0cCuvYUddh+f5FQUx8BKYw2QlIHWQEQRDXDsOZWvndo3MtuQMEQRCjZaz0iJsWSfW4axHAsJ8Sa+W6M33SisrMoeYAsjJS5U1+84TM24diA+8ZAz5vO49wnKLCFF+6zHFkALzjPLhwOey6vRmnBjM3GIvmKQLGGj9e85cIq9/mMAXPAKSlKHjlxxUAgF3HuuJqIp0bdmo/mD8Vb1XFXqdEuOmRouzx0gKZc8g80VCkCiX+zAF4VEUW2TYebsUm0iMEQRAEQcThRs5gkTDGJgGYAqAj8lQ1gBCA+03bFAKYA+Czq36C1yEVxT48fc/MpBaX8bZdVJINj6qAAVBVRQqPt55YhDtumZTUuTS09zku0j881oUfv3FQHudgUy/WV7XilwmKDHbEWL3OYSmuqMMwGb5wOZz05EtY45bpkcnj3TNZkjmPVQuMm1o76jqS8kXWdI7BsA57tMs3MlIweUKq6z5Y5IV9J6I1S9EV+KXDTbgUj4KlZflI9ShQmfGYI2qBxgCU5k9EWLOKXoIgCOLrpeTZf02quJKV7kHzS39DxRWCIK4IY6FHRDFFZYYWOXPeKF4ILZJM1KHmUFwRfHisC5Xb6+HLSMXBpl5UtwTw0o4Gx2IF54hbXFEVoCNyfoBxzGSLKxoH/MNoEtN06zR7osn6eHpkyS2TsHZZqVzHL5iW+PuqO9OH0oJMeGxfwJw8L2bmTBi2Hnns9YOWfEkO43oKDZKiMvnnleWF+H5FoTyGphs6hPQIQRAEQRBuXJcTLIyxCQBmRh4qAIoYY/MAnIv89yKALTAKKtMA/N8AugG8CwCc8z7G2B8A/BNjrBtAL4D/AuBLALuu2ge5SbB72sZ0j4mRC9PoRUWxD8/cNwufneyJsapSbfZVZ85fdp0OGQzp+MWWL9F6rh9hzfAgjheG6IaTqIg3sX7btJFNgDjRGRx0fS0rPQUPfisfGw+3WaZcUlQGPWJF4E3zYNVrBxzDHRUGrP5uCU71XMLHX3VDj2zzpb8PqmL4FYvnzvWHYo7PYAgZhRlTNjqs3tZuFgvTsjPw+x/OQ0WxD7PzvDjY1AtfRirq2vvgURVommHhsGpBEerba6Fz4zhu3toEQRDElWd9VWvCSUgBZa0QBHGtYM9YsT8nLGo3HWnD24dasbXGj7eeWIRn7puFw83nLNZfI+FySMcL79WBR7IiU9Xh9zgyGDf6xZ+vJX+4CakqHv7OlBg9AgDjUoyGqhffr5cWbT+7fZpFJ6kK8OSSEry+r0nqqy/9fWjsqscTS6bj9f2n5X4bOoMxx09Gj4TCsQpw1YIiFGSlWzSqKISVFWQiLcWwlWORRjvODWcB0iMEQRAEQdi5LgssAOYD2G16/KvIf/8dwN8BmAvgJwCyYBRZdgP4IefcvCL73wGEAWwEkA7gIwA/4ZzH94kihoXZ19ijKhZ/WzGqH47cwDeH0ANGkeXXy+fihW3GDXZVZfjh/KlYWV6Il3Y04HBkYW50IDHwyILaDAcs3UojYbgCJkVlGHRYxF8ZONrO9UM3iZk5eV785tG5ONjUi+BACOv2Nbl2nekcePNAM956YhHumZ2DdXtPobm3HxyGiFh121S0nevHvhM9ju9XVYZV86eitCATldvrY7ytRVegXZiuvnOG5XsGIMNExVj/mrtmoLEzKL2jwzrwjzsaMDPXi5XlhXTjjiAI4iqy5KWPkup+vmXyeOz8T3df+RMiCIJIAqeMFSA2xLwgKx1hnVumFJ6+Z6Ysvmw83ApNj+qRnuCgtCQWKAzwKEzmIpoRj4dCOgZDVp3AAIxPU3Exjl3xcPVIIkuvseTikIae4KDlM8/J82LZtwuwqCQbr+05haHIgn4orGNXQ5e1SMSB+0vzUJQ93qJFQmEd3vQUrFowFRuq3APvk9EjKR5FngNg5LOscNATQo+oCsMTS6bjwmAYm460Sa2lcY5X95xCjjfN8f0EQRAEQdycDLvAwhhjAO4AMAvAOPvrnPP/OgbnFRfO+SdAXLejv05iH5cB/G+R/4hRsr6qFTvqOrC0LN9iBWL3NQai/rZmj2On0EkAeHxhkZxwMHed+TKstln3fjMHAyENn57suWpiwomZORPQ3HMxJm/EDov8N9oyzPmBcEzxo6EziFf3nMI9s3PwXz5sjLkeHpVB06LTLEMhHZXv16Oh44K051IQHZFv7AxaJonMgo3rHAVZ6a7fk9nzOjgQQn3HhZjfCGD8TkQRRuPAx191Y81dM7CjrsOy3aHmAA41B7D5SBs2UFgyQRDEFeelvzSYcs/cUQBsoqkVgiC+JpLVIsLeyS13xa5JKop9qCj2xWQ6VrcE8FFDl2Wife6UTJRNycQGh3wVIGI7rDDonFsyEzkQt7hiJ5HUKcyKnxk5rzATR/3OFssjxV5sOnn2InwZqdhS48euButrp3ouQTE5EugceHXPKez+qlsWaYQWEd/D5iNtloB6xqIZlcnokQ1PGoWys8FBTPKmOTZrmfVIOJJLuWrBVIttm6YDOyOfdVO1HxuepDwWgiAIgiCGWWBhjOXCmPS4FcbaThQ5zOuzK15gIa4NxGh9cCAkb76Im/1C2JjFihqZYNEi1lXmvJV4AZVC2JiP+3Fjt2Wbu2fnYHaeF1Wnz1m6kwQeBfirb+bi48buuN7GjEWdyhQYxQgwJgMPXd8HI7xx+qTxcSdmGIAZORNw+uxFaPzKjfjvPNaFjxq6HItNWekpOHdpSH5OHbAUhBQG3DFzEp65bxYaO4NY+14ddG48XzJ5Au77Zg7ePNBsEaDm38LLu45bxK39+xOYrRkWlWRDVZgs8OjcmGZaWpbvOD0T0qzTTtUtAWyt8YMDNN1CEAQxRpSt/QAXhxLf9Lvzlkn4088XXoUzIgiCiDJcLWK+YW9/LpEmcVrPKorRtCRo6AxicUm24/rboxiWVGLKYiikuzZaKRE9wpG8HhHvURSGM+cvu27HYEyLLCrJxmt7m66Y1VhI43g+YilpPwbnwDcmpOLsxSH5ulm3MAB33GJoEQDYElnjA8bnvG9OLu6eneM4rdLYGcSH9Z042nYea+6yTszbvz+7dZyTHuFAzPSL/IwmGzLz/nwZqQj0D7lqW4IgCIIgbjyGO8HyewB9AKYCaAOwEEAXgH8Hw5Lrb8b07IhrFvO4vZ0ddR2Wm+tmsQLEZrC43YAXx9lS4wcD5Bj2waZei5gBgED/ECqKffh+RaEcIVcAzC3MRGpkUXz37BysuWsGXttzCp+d6nHsFOMc+N6txqI90D8kc0FOdgXjZqqoCsPaZaXY9rk/7nVTFCaLK4BzcaX4GxloOdcfdz/J4DbJ0xMRM04wGIJTCJq179VJkcE5cKr7IvyBfqxdViqFAwA89rr1tyDErTlfxSw0RNikEEUbnlyEykfKIsUcw0LO/BvZeLgVde190ns6RY36H4t9iePTdAtBEMToSHZqBQCWzyvAyz/6zhU+I4IgCCsj1SJifej0XLyb8Pa17MGm3lgbME1HfccF2UDFAHyrMBM5E8fJrsTZeV5pO7ajtsMx4zA/cxzunp2D0oJM1LX3gQEoLcjEJ43dMZMigvnFPtS0npfrdjc4gBNdQbx/tN29CGNqOBsN8XZx1qRHGKy6RVWY1CLCsku8rJsm3e3fofXfrj7sbuzG26sXA0DMdyj2PRTWoTCGykfK8PjCohg9srK8ECvLC+X0y8dfdUn7YnNhx/x71Hm0+e6tJ2jChSAIgiBuBoZbYLkLwH+AkWsCAIxz3grgd4wxBcb0SkJ7LuL6xzxub/dqW1qWb3lsFyvJLjKrWwJ4bN0BOQ4uxrAXlWRDUaJBj0DUMkwsgMWN+8Ul2XKhfdRfi+XzCrD3xNkY72MzO491Yc1dMwBYF97x4Jyjrr0P1S3xg+0zx3kQcBBSZtyKK1di2sWjAIpihMqrqoLvVxTKCZBXdp+MEY7C3i3QP4Sn75mJ6pYAKt+vdxS3f/z0NFp7L8nvzyw0ttb4LV7Mr+05hW9PzULlI2UxHV+PLyzC4wuLXKdU7MGV9ukWgiAIInnm/HIHBpLIEaMQe4Igvk5Go0XcnrMjbpqLG/wKg8xs8WWkgtkqEapqBLofbj4ntciqBUV48c91cj389uE2PLlkOrbU+F31yJnzl/H2oVb8evlcuWZO9ShYUV7oqgfOXRqKWbe7sff4WcQZ6I9bXJmWnYHm3tE3gplRWGQaSOey2CG0yJDD1I4eye18+p6ZAIzfQmNnEOv2WRsDQhrH1ho/NpnsxYQeWVFeKH8/OudY+14dAKNpz0mPmKdU7M1/4hzE/gCrJTb9W0kQBEEQNz7DLbBkATjLOdcZYxcA5Jhe+wzAL0ZzMoyxcQByIkUb4hrGPm7/08XTXPM1RsrBpl6ETKt/s0eyeaXNYCyGAWuXmi8jFev2nrLsc9sX7RZhMsEhUJID+MXmo7itJNu0UOZGaKXOXYsch06fiytWAEM8qAqQxL2rGO6/NReA1eN4smm8fiRwAHfNmgwGSD/ixs4gXt51HNnjU6FKsQMwhYHrHExh+LC+E8GBEN480IzLLuLQbpXGYRRTDjb1xlzDj77qxq6GLkv46Cu7TyY16WQPrjRPtxAEQRCJqW4J4On/WY3O4GDCbbPSPfjiH6iXhiCIr5erpUXMN/hFZsvWGj+21PgtBQ0G4PsVhTE5IFtq/PLmPmCE3b8Waf4Sz6aqzLINYOSTvLL7hCzuhMK6LA442Yud7u1Puhkr0B+CgpFlQWamp1iOM3lCKqZPGh930j8RGgegc8wv9mFmrhez87xYX9WKdz8/A0RsihUGcBhaJDVFgS8jFU/+6Qg+/qobnBuFGaf6Uk1LwHJthR5hQOQ9kfB6nVsmV9YuK5V5PfZGQTc9IlwTdB6bIUMQBEEQxI3NcAsspwGIlqB6AD8GsD3y+CEA50Z5Pn8D4B0A6ij3Q1xBRIjkTxdPgzc95Yr5yy4qyUaKSXCIRar9Br2qWG+oi3MRHWd2zO+95BIoefLsJbQGBuBRGMKasWh/Ysl0XBgMoyc4iKazF3Hy7CW5vcZjCwpO9FwcQoJhGFf8gX6kqIosegBA30AIy+cVYNsX7SPapzmokQF4+1BrjDjxKEYn2ew8L17bcwofHuvCUX8fjvr7YjoGk8GXkYpFJdnYfKQNIY1HPKO5FK1bavyWbj1RcInniS2CKymDhSAIYnhUtwSw8r99ltS2zS+REyxBEF8/YorgzlsmuwaWjwXypnmkoKEwQ4+Im/QCUfhYWV4IIHoTvrolgM3VsfbB9jqAvbgiMAfVC/0gbHqDAyG8U+3HuUtGo1Wy0yvi+COdig9pumWsvm8ghF8snYOd9Z1JW0s6oXHgUHMAh5sDMXpE4UDl8rkW62HzVBBgaAknvuoKOj5fWpCJykcyjaKKzqEoRrFF58BQSLcUW4TNlz2zxYy9yY8yWAiCIAji5mK4BZZ/BfA9GEWQ3wB4jzHmBxACUIRRTrAQ1z7rq1rxXCSwcN+JHvzu0bljsnB0WrBWFPuwYfVibKnxoyc4iEneNADWDiHzGLl5H/aOMzfiva5pOu6dk4tdDV0I6xyv7z8NlQFhncOjKlAZEk6sOB4ziffcNs2HobCOL0zh88c6YgWCpnOc7rkU8/xI4C7nFtY53v3cj01P3Y6BkLUgxSICK16Qpvk1nQOV2+vx1hOLsGH1YilCzCGVDJDdX+YuwXgFl2RsHgiCIAgrC36zM6kpyHmFmdj290uuwhkRBEHEx24hLHIyxnL/5jWm/aa5LyMV9e19crLdbrFr1yNhbSRzIrHoHHirqhUpKsOvHi7D//vxCdcp8rHitmk+tJ7rR+eF6HSjXY9oEbuu4GB4TI7ppEd0AP/5377Cj+ZPxbMPzsEru09aXA4Ad03CeXw9snFNrB5hLFpsEQ4KQNQ6mvQIQRAEQRB2hlVg4Zz/X6Y/72CM3Q7gUQDpAHZyznc4vY8x9nGSh5g8nPMhrj476jpiHscbw4/X6WPexr5gtfvd/vDVz6BxYENVK3776FysXVaKHXUd0gbAvo+1y0rhUQ3bAI/KwAFoGoeqMiiMIZSg+MJgTMb4A/2yg0rTOUR5QRRfPvqqe1gdY+b9z8iZgKbui47j+UdaAq4h9eL9LNJFlzNxHIC+mG3sdgPeNBVBl4mdRBxuDuClvzRgaVm+DLAHgNXfLUFwMIxNR9qkyAxrVv/hOXlefNUVlGJpKGRkrgyENPn9ma0UAGBLJEdHVRXUnelLWHBx+m0l89sjCIK4GXnm7c+TnnykEHuCIK4l3CyE4631kl0TummSimIf1le1Yv2hVrQHBsBhFHZW3TYVZQWZ0qrYSY+Ym8KWfSsf27/sgM4j1sPcffJEQdSel7NoCHxI4/ivu0845h8OFwZgyS2TwADsNa3vBYn0CGDkzggrtGRwskNLhvP9ITkhc39pHlTVcBkADM325JLpePNAM0JhHUrEgUAcZbh6xN785ctIxcu7jo9IjwCkSQiCIAjiZiBhgYUx9jiADzjn50zPFQFo55wfAXAk8lwBY+w5zvnvHHZzJ4BGAMcSHG5c0mdOjAnDXfDZb7CX5k+Mycow79utcGLGHAroJJJe2tEgJ0U4gOferZWey5+e7EFr7yV401Ms+/iksRtapGOMAfjVw9GwQgDYWuPH24daLRMojAHfzPWisSsInRvTKU5TI+I8AOCvvpkjLbaGQ4rKMD5VdfU+TiRmOAzhdectk3H37BzsaeyOESv2x27FFZUBD327QAo+VWG4NX8iTvdcwoXL0W60D+o78fsfzoMnkiHjUQyBU1Hsw4ryQvk7qny/HkdNkzdtgX5rJxqL5siI39LjC4ss3/lbTyySoZRf+vtksKjZlsHt9wIk/9sjCIK4mahuCciGhUSkexQ0/GbplT8pgiBuaoarRZwshH0ZqaPWI4C7JjFP8AtCkQLH2j/XIaxxeFSGVfOnWt4f6B/CTxdPw7p9TdB0jg/qOy0B6o2dQfxyW61l3W/WIyIH0T7R4T9/WVqGqQpDWcFEy9o7WRQFSE9RsctFyyTTQ6brRrGhrCAzqeJJvNeXz7PqkeJvZODM+QEMmCZ1PqjvxP2leVAij1UG/PqRMjy+sAj3l+bJ39IvtnxpsW/uunDZOsaSQI/Yiy0iC2c4egQgTUIQBEEQNwvJTLD8DwCLARwCAMaYCiOLZQGAGtN2UwH8GoBTgaUOQCPnfFW8AzHGvg9gYxLnRIwBI1nwiWmVHXUd5/Zk0QAAIABJREFUKM2fiDcPNLu+P1HhRGAPqbSHAbad6495j+ja4hx4dW8TnrqzRO5DURh2HuuSa+iwzlHXbuSFbKnxY2V5IVaUF+J4VxCHTYGMnAMNndGCSrzJFJ0bi/IUlSE10kHFGDB90nhLNosbGseIhFB6iiJFhhY5h92N3Zg3NQvtfZdxJjAwrP2NT1OxfN4UrCgvxN8unmYRuC/9pcHipfxARLREJ3ogu9XM71tckm35bBdNhR3V4Ro5TUFVFPsMWwWdy2LSHTMnYWlZPura++BRFWia8+9FnE8yvz2CIIibhft//wlOJPHvEwD87tG5YxYSTRAE4cZItIjZQpghkqWxvX7UegRw1yT2CX7B5y0BOUUR1jhOdAXl+1VVwdG28/iooUuunQdDOjYebkXZlEwAhq46dLrXMlFo1yNucoTL9TjH4pJsNHYFMRTSwRjgG5+KniTsHzU9WmQYDmY9Etaj1mUj1SMA8L1bc/G3i6clrUfCkQujc6Cuvc9SqAOA5h5rNua5/pD8czJ6REwuvbL7pLSdHq4eAUiTEARBEMTNQjIFFqcc6+FmW1cBeCCJ7fgI9k2MkJEs+KpbAgj0D+GZ+2YlfH+iwonA7G/s1Hm2fN6UhKGJB5p6saK8ED3BQXzU0GVpUOIc2Hi4TRZM3jnSBgBSEI2GsMZx/6256LpwGbkTx+FySEuuwDICWzEAlg4uQUjjlkLRcBgK69hwqBVbavxYu6zU8tqzD84BYHSKPVCah2cfnIPqlgA8itGdxgG8fagV7xw2giiFqPWmp7ge7945ubh7do6lC3BpWb78s1kcmYNFFYWhNH+iFNAeheFHtxVhhUuoabK/PYIgiBsd+82peGSle/DFP/z1FT4jgiAIg9HcfJ6SlW7JXRytHgHcNYl9gh8wRKu5EAIYN/GFHvmksdvS8CXec9Tfh6P+Pmyq9uNnt0/Dn48mZ9cYjwNNvVi7rBQbD7cizaPg0Ah1QbKMtR5RFYZdDV3Ye+LsmOiRFeWFcadvRqJHQmEdqsKQnqLixT/XGZmcCfQIQJqEIAiCIG4WhhtyP1L+M4B/TWK7vwCYfoXPhYgw3AWfm6+w2/vjFU7sdgDmUED7a2Jhve2LM/AoDGfOX47JT6lv70PtmT4ojMVYn3BYCxrJFlYUAIh4HntUhlsmT4gRUhzALtmZNvyJlKvBpAmp6L00FGMvwADpT3w5pOP5bbUABxSFoaIoCzNzvVhZXiiFjLBe+MH8qXirqhWAcW2kJ3RE1C4qyca4FKMwYpdfk7xpmJ3nxfciRalVC4pkho6wBAvrXBZr1i4rxdr36qBzjjf2n4YWmWjRdI6CrHRXMZOoaEcQBHEzsOSlj+A/fznhdioD3nnqdvq7kiCIq8pIbj5fST0ithdh9WLtKyYb/ri/Cef6QwhcGnLMcmzuuYimsxfBYKyP4ymOUFjHun1NCW247HpkSmY6WmzT/ef7Q3h+W23MWv9aYuI4D4KXwzHXhCGq0wZDOn4Z+Rwe1bAImz55Av5/9u4+Oqoy3xf899mVSiQYQhmBEEICAYl0QmsTkNCtqH20p+nBVqFtlL7dt08fRO94Zy3n9p05ru42l4t9enlm5pxxnXVdR5Du65yzBGleFHWkb4ONCEoiVg5IIvIWSCgCCYQiRAKpl73nj13Pzt679q6XpPL+/azlopNUqna9dGV/63l+v9+z989KK48IwNik5dSO2S2PAMCmuhbU7GxAVNWQ49XzyJurq7G9PoBt/oBl0SxZHgGYSYiIiMaKQVlg0TTtNIDTKVzuBoDmgT8iAvQTPvOw+GRDH+3D/YLdoaQnjOaFE/N1ubUDMP8sSxF4YsF0LI99yC9PrFeuP2iUhQPA7EnjcfrSdWgA1BSShUDiwCMAFPnGof3aTURju5NWf2cmNh4443j5PhajDJq//s5MY/jkqbYu+FuuQosN19QAY1CoudXAZ2eD+OxsEG/VtWDieC86b4ShxXaF1SyrQJYiLM+BAIxQK4PE9voAthxqQWwUDrI8ApVF+Zbnvrwwz3jOZW9joHexBtCfU/2m9H7MmqalFMKdXntERGNBOlUrbAdGREPFfM6YSguDoc4je375gGMWmVGQizum5GGPrWIlESESZwi3PLJhf/x7u33BJdO8HmHkhb7wCOC///U9ABCXR+RAekDPZzKPhKMaTl26jlOXrmPPl23wpZBHAL0aZnmsHXRtUwe6boTx+v4mYwOeWx4B9Oe9ZmeDcZ2hsJ5Hnntwtt6WLNqbVczZJxlmEiIiotEv1QUWpzOqYf6xMpk57dDyNweNlkuHzl4BAGPoon13l/kDcDncz1x9kspt+3KzEewO4fzVG66l/OYy/1BUw6Y6vX2VDD1VpT6se7RSr2pQNWR7FVROy0+pLRfQuwvMvA4joFdtyN1TGmDpHSyg4aCp128i2R59QPzhJPNVlCShKh1L7rgdN8JRx7L8W7z64M/apg5UFuVjR30AqqovVKz9YSU+Ot6esPeyCuDK9d6exeGIiobWTjx452RLT2lFADXLKiy7/2qbOozHWQD48YLpCHaH4p57AEZvY3lZc2Ax70qsWVbh+BolIiLdwt/uxqUUeu8rAJpe/p8H/oCIiGLcBtrvqA8gFFGNlrXDPY/Ys8g//Phu7G68iN0pPg6Ky/c9KeSRVPJDlgLcfmsOLl7rSfGI3AkA35g6IW525OzJt+J0+9fG+fuSO27Hpa6euGp/RQAvPTYPABzzyHfLJ8e1UrPT4J5H/vJVO9RYhbt+wPpSnXmGijljuOURmV3Mm/UURRh5xNIqzKPgR1XFWJGgNRgRERGNLakusPwPIUTE9r0Pbd8brHZjY4JbAHH7frLremrDQYSjGrwegc1rFhsnkUZ4CKt48Z2jUDVYLgP0hgzzcL/nH5qT0u07haEsjwJFEdCiGjwe684fefIqL68hPvTInba7Gi6gYuoE18oSJyoQtzT4zeJ8rFxYgrXvNiBk250lF1+Onk+t/dcP5k3FK09+Cy9/cAz//ZMz6LFd3zTfONw/ZxIqi/Kx9j19cau/Pj55GYroHV50a44HfzV3Cu6YkgdfbraxiAboC0v67jANDa2d+Mvx9vRuTOh9jjVNvz1ZDRTVgL3H2y3l9W/XBwDoz3l2loIV84sBwLGNgyzjF4rAd++cjGfvn2U83yO1rH5TXYtRHcbd4UQ00PzNQaz4509TuuxjdxfhlSe/NcBHRESjgdsmrYHKI7I9k0cRWPdopXEOlek84lGEfp4v4isRkuWRVYtKUF6YZyzY7KgP4K3PWlJ+TJ3yyH136MPTM5FHln1Tf49/7L8dcN30dc8MH74432k89m40ADlZ1iUhjyLgy/Va7sLHJy8bj6kGfabXPTML8Mz9swDAqBgBrHkk2O3cbi0hUx7xKHqWkwtA5ufJ3xzEvuPtxpDXHG/iPFJdVoAsRa/WUQSw7tFKy+axkZhJmEeIiIgGRyqLIv91wI+CLNxK1hOVsieyvT5gnKiHohq21wdQVeqzDBHX22vBuMz6fadx1/SJccP9vFlKymEGsIYhxG4jElV72wDYWnqZWwVs8wcQjcb3U5aVNz1hFZ+cutzvSpCKafl6abiIbx4mhN4yK9XbePdIK+6ZWYA/fHImLhwBwO3jsy27nV7edQzXbtrXLuPJADhz0q041f513M/Nx9fVE8UHRy9g8+IZltAqySB5uavHcR6NADBt4i2OffujpvUgGVak3V+24eUPjqGkYLxlaKS9usUpnPx88Qy9D7WqYf/JS3g2FsaAkVlWv6muxXgM5FBUhhoiGiiJPkQzu2PSeOz+5QMDf0BENCo4ZQ8AA5JHwrEP32XFeETV8OLOBjS0dmLF/OKM5xE1dixZirCcpwKp5RF5+ac2HHQ850+HRwDPPzRH/yLFPJKoGv7dI60onHCL498FAX2B5LFvFeNvl87FjvoA3j18Hl090YTHKGIdAIQAnr53JvYci6+AN8+8vHojgo+Ot+OZ+2e55hGPIlDfctX59gD4xmfjyvX4ikxzHomosGxY0wCcbOuCvzmIJ2MLetLPF89ImEeOX+xCNLb44/H0tg6TRlomYR4hIiIaPEkXWDRN4wLLIDOfhNrLls07vF7ZcyKlcGHvaSy/ljNYzL1mpQ+PtWHPsTYjOKUzHNLMvIijQj+ZVoQwhpWHTQFLkievK+YXO/Zkrm3q6N1RZmpBBTj3rUs0c8UjgBWxHr2R2Nm6+fL24JJsfouqAVsOtbj2Kf4i0ImV6w9i2Ten4v0vLqTUdgzorRI53f510mMA9Md13XuNmDLhFsvjJwDMm5aPyRNuQdNla1s1j6InJ2+WgiXlk/HWZy1JF5bswWfD/ibMm5ZvuYyq6a3nJHs48TcHsfHAGeO2esIqdsReE06vr5GwE2tXw4W4r4frsRLRyGX+8CSZZ5eU4YUfzB3gIyKi0cQpkwDIeB4xz+4zn+RGVQ2b61qwI9aeyymPpFJNY88j5nPpiKphy6EWlBfmpZVHAOuiUTKJzt+fvq/MaGeVSh5J1mpY1YA/+s+5/jwaW7yaXzIRRwKdSSvqPzO1IdY0YMPHTSgpyE34O4B7HgGAkttyMTkvx3LdHqEvbMgFre9XFqaUR8w5A9AXmMbnZMXlscYL14z/7ZRHZPUUoL/ed5gyqv115m8OYkd9ABowbFuFMY8QERENHrb1GobsO7TsvV9lOPjk1GUcOnsl6c6x5fOLsdUfMK5veaw0GtBPSO2D4eVJu7kc/rkHZ6c1HFIyl1PLnsddN8LG8F0NwNbPzzmemB6/2IU/HjqHqKpZ+h5XlxXAYxpqKADcGyurr9l5FBFVbx1QNvlW+HK9CHaHHas+AOCv5k6Je8yFadgioA9DVKP6EMZl35yKdw63uj7WAHAk0Ok6qFODHuSSXYebVPfHabHjADrhUQQ80KBp+n1pvHAtro+yJ7YbLW+c13i9yX7Y5jkrAjCGRHoUYPak8fjMtMCiacDkCbcA6L1+RQCHz12Fvzno+Dqtbeqw7HiTr4mKonyjvZl8fR2/2DUidmItrZxqHJ/8mogokx7+h49wMoX5Y+OzPfiXv1k0LD/8IaLhzS2TZDqPVJX6sKM+YKlMkBLlkVSr++15pLG1E1s+P2ec7x8JdOKp12ux+en433fLI0D8otFdsbbDHx1vx4fH2hCNtdS9szAPYVVzzSONF67B3xxMOY+svncmXj/Q5Ph4SeaZJfbHE9AXWZzmN6ZCBXC2o9vxZ7LSRd5Wbx4BPOjNmM0d3ZbrUATw3blT8GD5ZGMGD5BaHim5Ldcyb0a2IPMo1mqXgvHZrvfJLY/I16n5dVazrMLS6nnb5+cs7bWHC+YRIiKiwcMFlkGUar9itx6v8vuv7DlhtMayzydxu77NTztXoFSXFUARwlhkEdAXHfafvBQXpuzcKm2c7u9zD842vv/q3lOW65G7m2oeqbDsEjJX1oTC1uuXQw01TUN2rE0AAIhYWb3HI/CL78zE2ncbXKtJAGDPsTZ8fPKSZVdc69Ub2BzbLaUI4Lvlk3EjHMXSyqkoL8zDzsOtSRc6+tm1LG2FE3Lw2N3T0HT5Oj5vvmIJVaqqYdWiEhRNHIcj567GDbWXIWXjgTOWXsPy8ei6EY5VmOgzc747ZxIEgI9OXMLnzUF4FECNhZccr4IHyyfjo+PtxuOuanr7sH3H2x3DR3VZAXK8Cm6GexNQVNWwq+FC3OtL7pyUhutOLPOcoOFcaUNEI8/zb/1byov02//Dt4fdBz5ENLTSmZ/ilkkynUeA+HPn2ZNvRUvHdURVzTWPJMsiie6zBr0KUApFVPzyj4exZsks47wtUR7xNwehQZ9dGYnqx1jzSAUAYO17jYhqenX40/fOxB8+OZMwjxw42btIlWoeeX1/k+v1DRUB4OHY5rX4PKKfHzec78QXgU7HrLTnyzbs/ao9I3mksigf2xQFUbU3X7xzWG/l7HRe7pZH7FVb4YiKXQ0XjJZ2gJ5lk73+hwLzCBER0eDhAssgSXd+iluP16pSH55/aA4Onb2SdAEk1etb92glanY2QFU1ZHsVPHv/LDwb65ebSrm903Ekur/VZQXI9ghLSf2RQCdWbjiILaaBl+bKGkURqC4rwKa6FqN8WxHAQ3On4JnYQPRfv33UCC/hqIZXPzpluY3Zk8aj6dJ1mDd7yfYGf7vtCMbnZGHlwhJUlxVg6+fn9OvSgA+/aoeqaqg7cwV3FecP+uJJKtqu9WDjgSZoEJbdVwAsuwT/cffxuN81t0io2dkQ1yKhqycCVdP7PkejKibl5eDclW5EonrQ8ADGAk51WUHcDjAp5NAODnDvc720cmrc69yXmz1idmKtWlTCIENEGTX3N7twI0krF4CzVojIWV/mOTpliEznEUBvs7Qtdv7t9Qj8/YpvAkBKrYgTHYPbfZa3Z84KZzu6jUrpVYtKUs4jD3/DmkdkZUNU1fDe0QtxeeTM5eswr7fIKp3X9p1G+7WbmDzhFjxYPtmoFAKA3cfaoGlA3ZkruH/OJKTYmWxQaYAxm8UeBbwegYqifGz1BxyzlLy8OY8Avc+/fC7SySMRhxKfDR+fjss6QPK5O+bX2dLKqag7c8V4nr0ekdLrfygwjxAREQ0OLrAMklR3WKXCbTdZX61aVILywjzHihkn5l1gbseR6P5Wlfqwec1irHuv0dKqKuIw8DIUUaEIgXWPVgIAXjT1xo1q+kn8A+WTUVXqiztZbw3esHy9qKwAv7i3LG7mjArgVKzNypHAUTy7pAyR2IwYDTDO+EMRtc+l9JIigNtuzcblrviBjX1ROCEHF6/1xFqPAfb9f7Mn34q/X/FNVJX68Ku3j8a1ElBiDZ7lt2X7A6C3FD5LEciK9UP2KALbYu0dNOg71eQCjvn5l8+dPVxt8wdQWZRvlP6bf2faxHFY+0iF5WflhXnYUR9Ae1cPdtQHsHx+MX73+LykO7Hka1S2pcvE/0+IiIZKOlUrv3t8Hj9MISJHwzmPyHyQSh5JJYtIbvdZ3t5r+05jt626W1ZIu+URc5bIRB4R0Ftr9R5HJ/Z+1YbKonx9UL3pSkMR1XHAfDoUARTl34LA1ZuulxHQ25Ilqrxx4jQvReaR2qYOS+WH+Xic8ohsDybbcslFjnTyiJzbKTV3dOMnG2tRs8yaOeRrasX8YmM+p/ln990xCe3XbmLlwhIjO6cyg2UkzI4kIiKi/uMCyyBJZYdVOhLtABvI63PaBWZu/yU53V97ef7KhSU4ErAO57UPvDRf/tdvH42rjFA1GLucVswvxpbPWiw7ujyKgBprLWA+6ZYLNeY+wdKmFIYppssjeo+n4+vMLK54FKEPpk+gpaO3P3/ccFEBrLmvDL//5AzU2IOmAdhy6Bwud/UYYTSqalh5z3RMmzjOaFegma6jZlmF5bVj73O95VCLsZAWiah6tVSstdubq6sBIOFuSnOP7K3+ADY/XZ1wYUXuPJM72gT0VgHytjL1QQAR0WC49+UPE34IJt1dnI93/uO9g3BERDRSjYY8kmoWkez32ZebjVf3njLOBSfl5cT9jqyQdsojr+49lbE8UmPKI4UTrAseERX64ooDe3ZxM3FcFq7eiBhfy/kl3iwFc4vyk/5tSXdxxY3MI/Y5mvKY1txXhtcPnDFWZzQAn525YiyOhCMqgt2huPZpqeaRrhth/KnxIpo7uqFB715gziM1yyri5j7K15S/OYinNhw0qpC+vNBb7Z9sM6J57qh5dmQ6bfqIiIhoZOACyyDJ9C6voZLqzjf7/QXiP0QPdocQ27AEQA8f9oGX5ut2O8VXNc0YfPnSY/OMsOKJDYHMG+eFLzfb6KHb2NppBCOngKKlmloSKL0tF81X9MGNAsBLj81DsDuE1qs3LP2e+0oRepg4nyQYyd7BVaU+VBTlw6MI47F56dFKBLtDcSExqmr48Kt2ZMUu681SjJ1Z/uYgthw619suQQOC3fELRubnrrwwDz/ZWKsP7BT6dcpw49TX2Pya2lEfsAz4TNZf+ycba+N2qpnbLuz9qt2yuDNS/39IRKPfyx8cMz6YSebZJWV44QdzB/iIiGikGw15JN0qHPvGH/sH6fYNSPfM8Fk28tjziNMiAZB+Hgl2h6BqsYp5DSktpKdrav44dN7oMs6L19xXhrxxXlSXFWBHrGI9Xebs5vS1E5lHnntwNtY9WokX3zmqz6gRvRnJnkdOtX8NAFAAYzFQPhd9ySMPVxS65hGnuY/y92qbOiwLTeGohh0OLY8l8wKg3a6GCwAQt9lsJP7/kIiIiKy4wDKIMr3Layiks/PNfH9f3Xsq7sRVDhM0l90nenwm5PS+XPUFBmEMuZfHIQORPHH9w6dncf+cSdh34hIiUT1M3XfHJMfrFwCeWVIGACl/qOXm6o3ek3x9F1YHXnnyW0aFRU9YBQRw55Q8nGjrStpHefbkW/GL78xEQ2unEQQ3fxa/UKPEKnKMRStPb/XQuvcboWkashT9sV61qAQvf3DMsVonqmrIH+/FgtLbjJ7SgP6crr53Jjbsb4KmAdne5Lsf7TvI5GOrAvDlZqO8MM/1NWU/NNn72okM3MZuttjvK9AX7/7yVbsR3kL9bIuRSdzFRkR2qc5aKczLwav/rorvHUSUspGeR/pShSPvs1MeWT6/GFtj7aa8WQr+dmnixeqqUh++PasAH5tmAgogYR554+BZ/HzxDPw/u09YqiaEQym9ALBwhg9FE8el3BrSzaWveyzn0q8faMIfn/m28fxv9estuGS2sG9QshOx+1ZRlI9dDRcwzuvBn7+Mb1dmvz6ZRwB945XHo0CNqPB4FJQX5uH4xS7X+5Cb48G/W1QaV52SyTxSMXWC6zyh6rICKAJxM3PcmBcA7Yt3FVMnWFrDMY8QERGNHlxgobT0deebUxhKdl3mE73jF7ssix5C9FZg2H9X7ghTNf3E1dxXuSeshwi33VZ/aryINUtmGbNNzGYU5KLlSndK7cPsu5Y+OnEJgP741SyrwJZDLWhs7cTxti5keRR8d84knLl83ditZXfPzNtQXpiHhla9VUBFUT4UEd/neOI4L5bOm4oth1oQVQFVVbGjPoBLXT24GRuSqWkaGls74W8O4vX97gtJV66H8ecve3tKA/pz8sbBswD0RQt7Ob4bc7CVxy2g7+QqL8xzfR2YB5B6BPBSgkU482vMowg8sWA6KmLzXuyVQ4oYHsMo+zJslohGr011LcaA5USyPQJrf1jJfu5ENOb0pwrHLY9sfjrx9Zkzye7Gi5bFlSV33I5FZQVJ88j6j5uM7HEzVjVRVTIRn9nmOwoAPREV43OyMCHHg2s90bjjSaVqBEBvhUdMVIXlA/0H5kzCh8faoGp6lcjdxfk4dDboet0eRR9U39DaiZLbcpGX4/xRgi/XOY8cv9iFP3xyxshJ0ai+wHD43FXX+/B1TxSvfdyEkoLxxt+8TOeRrp6I62uqqtSHlx6bhxffOao/Th6BFaaOC3b219jPF89A44VrWFo5Na5Sh3mEiIho9OACCyXktJslnZ1v5mHjK+YXG4MAARj9j536JttP9Mqn5Fl+HlU1BLtDCee/2FtFAXoY+fCrdsdj1QCc7ejGr94+ivHZnrifj/N6ki6uyA+9PjvTYdl19sAcvWrm5Q+OYcP+Jsv1RKMq7p4+EZPychwXWLIUoLIo39L/NztLwZT8cThvG5w5e/KtKJo4DmqsiiWiAm/aWpLpc1ZaUN8cTFo5g9hl5UKWdVeW5liO78bfHETr1RvIirVVUDXgwMnLOHT2imv/bLeBp04SBW5ZORQKq1CU5NVSgyWTw2aJaOTaVNeCl95rTKlqhe3AiGisseeRdKtwnPJIZVG+0a4r2TwNcyaZOM5r+XnLlW78y98sivs98wftQO8Ad+nAycvwZinI8ghLO1wVwJFApzG/0Ekqiyvf+8YUlN0+3rJBzaPox+WWR3K88fnH+F0BrL53Jta+22DkEbdZkKnkEUCvTD/Z1oV9x52zmVmm84iiCKhRvU3Y1s/PYfn8YtdZPnKofSbySI5XYR4hIiIahbjAQq76u5vF3xzEU69be9BmZymoLMqP639sv17ziV4oouJ6yLp7y+sRcUMqJXliu6M+gK2x6gczuXNIAJgyIQeXvu5B1JZ67LcnAASuWhcznPxgnr476Z6ZBXj3cCtU6C2qfrp4BjbVtcS1HhMAIAT+9eBZPYh5hOV4PbGT72B3yNL/NxRRccPhGGVbA7cFJimiAsccyvGdqmK+vHANXwQ6jR7SfRmOan4tZXkUzJs2AV8EOo35KIlO5M09kM1fu102lZlAwyU0ZHrYLBGNPA//w0c4eel60stNujUbh37z8CAcERHR8DEQecTrEdiGc4ioyedgmDNJT1jFbbdnW6rc754+MWEeqW3qwJFzV+NaaWnQFzWevKcE7V09RiVJJigCeKB8MsoL8/D6/iZEY5UaLz06L64rANCbRxrPdxrthoXQj1HV9OuTs1LMeSSqao4zWWQeyfIojrNIpPHZnpTboDW0duKLQCe8sc1s/c0jQvQuDplnVrphHiEiIqJEuMBCrvq7m2VHfSDupDoUUbHlUEvS65UnevJyp9q/hgCQd0sW7izMw2PfKnZdpJG71JbPL8by+cV4bd9pS5swSQPi2oC5ubMwz3FBQsR+diMcxd3TJ+JPjRfx7pFWKEL0zgIR+mMpT8hh+v6dU/TrvXitB+8cbsXdxfn44nynEbBUVcOuhguomDohrv9v8Hrvbi05P0aesL+5uhrr3mtMuPvNbJxXwePzi9F43rpj7rbx2QheD8V2n2nYeOCMseBjDgZOlU7m75lfS9Goispp+Tje1pXSiXymytaHY8/x4Rq0iGhgyaq6TQ47ep387vF5bAdGRGPSQOQRy9DyJNdZXVZgLBRoAI5d6MLdxfm4eiNsOfdPdI76QPlk/OV4u6VSBdCzSF1TB5ouXY+eWvGQAAAgAElEQVSrcEmHALBghg/B6yE0XdYX7Ne934jlsWodQF8kCXaHEuaRK91hAMDcwjxMvy3XWBRSNeCjWJWJeUEly6PPw5Qb1ex55EdVxQn/zl29EbF8fYtXb6n1p8aLONvRbXw/75YsdN3ULxuKamho7XQ8f04njyjQ51JqmpbSogLzCBERESXCBRZy1d/dLG6bsKZMuCXph+vyRO+VPSewP9bnWANw7WYEnzcHMTE32zhBvhlWsX7faTxz/yzsqA9gy+fnEI3qJ8ubn67G6z9bgE11LfjdB1/ia4c+xoAeCBRFQFU1x+M+3uY8fNHrEfjt4/OMfr7vHmnVy+E1DSKWQDyKQNeNMC7YKmAevasorufw4UCnZSCiBmD/ycvGYyAEMC3/FrR23rTsctMAbIj1ds7x6if9KxeW4EggeS9/APifKgrxu8fnYVNdi+V3flxVjI0HzhjDGFUtvjWbDBw3wyoUAay5rwwPVxRaQkjNsgpkeWLzUTyKsfiVyvyd0V62PhyDFhENHH9zECv++dOULvvY3UV45clvDfARERENXwOVRzyxE+5k11lV6rMsFGjQz9dnTxqP7lDUMY/IQeobD5wxhtqv+2El/unDE5bNXaoGnHKpYHSqKncioJ/7v7B0LmqbOvAPfz5uVNtc7upBliIQjmpp5ZGvLnZh+m25lu/ZK3DumeHDHVPyLK2/7HmkZlmFsWEuFd+vKMQLP5iLkoLxlnlkcwvzLLNqBOLPn80LIIrQ51UuLivAGwfPOuaRLI+CtY9UOM7zNF8n8wgRERGlggss5Kq/u1nkgPJwrL+tgL4g8UD5ZNyelwMBYPn84oStoZ5/aA4+PXXZUrmhasCeY23GAgagn/Tbd4aFIvpARXn93SHnxRWPIrBy4XRjNoxT5YdbwDEPgLfvcJNzJSOqZinFlwsof2q8iO9XFFp2aAGxknyX29M04ELnTceSe/lVKKxie30AO+oDzldiOg55Mx8cvYCfLp6B8sI8eD16EPN6BEoKxuPBOyfjL1+1Q4sFRHsIrW3qwM1wrL+0Brz2cRNOX75uCSENrZ29dyr2r1upvX2HmAxnLFsnotEg1cUVzlohIhq4PLL2h5VobO1MaZ5JZVF+3PdOXbqOU5euwzyGROYRNTZrUArFzoVLbstNWD2fFWvHmzfOi/NXbyStchQASgtysWbJLONxMWeRv3zVBhGrqg9HU88jGoCmS/FzIc3qW67isW8Vxy0EmfNIQ2snVDXx4koqeWR+iQ/+lqtQVX0D3XKHIfPmBRBVi59j45RHygvzUFXqg785GNfmjXmEiIiI0sEFFkqoP7tZzAPKfbnZCHaH4MvNtrT2cjpBdrp9864lQD9xvjXbY6lIsZfdA/oJu785iBffOeq4SKL3I660tF6peaQCT7z2qeuiijkI/OWrNvibg8Zx/qiqGJvrWixhzX498stQWMUdU/Lw2N1Flv7DyXaraRrwo6piXOrqcWx9pigCAki6W8x8M+GoZix0yBk1UVVDzc4GqJpeQv/EwhLHBbHqsoK4cNV+7aYlhAjoC00aevscA3AstbfvEAt2h1i2TkQj3qa6FsuOXDeFE3Lw6k+q+F5HRBST6TwiPxyXmWRHfSBhy6dEQ9SzFOv8RKc8IgBs88e3KjN7+BtT8Oz9sywf8NszhZ0G4GxHN9a+22AsFpizSFQFZG2+/Xrk1z1hFbk5WXjs7iLsPNxqfN+tskZSVb2qfc19ZXEzXYDePGKfc2lmn9/ilkc2HjgDVdWrcNY+UuH4PMlKJ7npyzgOEVtUYx4hIiKiAaQM9QHQ6FZV6kN1WYERZoLdobjy6mRmT8lz/L693ZfH4dVcWZSP7fUBOGQdAMA3i/NRXpiHX719FL9++6ixWPLbx+ZZdqS5iajA+n2nja9XzC9GjldJ6f9YKgBfbjZeefJbWLWoBCncHAC93/GK+cV49v5ZyDLdkEDvzrdLXT1xCzWK0IckO92O1yNQXVZghBOPABQhEI3twIuqGoomjnMNE+W252jlwhK8uboa/+l75XhzdTWWzy82rlfu+nIqtQdgOQZ52apSH557cDbDDBGNOC9/cAwzX/j/ki6ueD36rJXaXz3E9zoiogyy5xGnD9ATZZLqsgJkuQSDkC1kOOWRqlIfwgkWV2ZPvhUPlk/GK3tOGFUrVaU+PLOkLIV7px+DzCMyi3iEfn7vlmfktzXoiz8/XTwD2/7Dt3HfHbendJtZsezwcEVhwjxifnQUobf7kret2B4rT4I8oncH0FwXu45f7EL5lDzMLbRmkjX3lTGPEBER0YBjBQtlhNtQwe31AWzzBxCJ9q282t8chIDeJzmq6SftsyaNx+lL140y/9KCXHy/ohB/+PQsorYydDmQ0c3isgKs3HDQ2G221R/A5qersWpRCcoL87CjPoATbV04fek6rsSGytvXanYfa8Oj/+0AFpcV4FpPBN+clo8r3WGcufS168IOYse+q+ECygvzsGJ+sT6EM6wmHHIpADyxYLox80UuopgfhzcOnkVPOP5aNA0Idofjjv+u4nzUmHaDyd1Zstoo0XPlbw7iqddrjR15crilrAgyBxCnXV9OrwUOWiSi0WLhb3fj0tfuO58lzlohIuq/VPPIm6ur05rtUlXqw+p7Z2LD/iZ9QLoAJo7zGkPhzefhv//kDKIOdSeJKlEqiyYYi/By7uKqRSXGPJJdDRdQMD4btU0dri3GzHnkvjsm4czl67gt1wt/c9Dx8ubjiURVvLLnBJ5/aA6ef2gO6po64haOzPqaR1RNn+8ir9nePezHsesE0ssj9grRx+4uQsf1EJZWTrV0KTBfL/MIERERZRIXWMYQGTrM5fGZOFm096h9c3U1AL3cuiesGifR6ZZXm69Xnrh7sxT84t4yy4n2P/z4btQ2dSDiUIO++8s2LJxhvY25hXm4PS8HSyunorG101LKH461CZDH93ePzzOO5akNB43+zWaaQ59fMwFgfI4nruJGA3Dg5GXUNXXgiQXTUbNMH7TYdSOMP/oDxoIOYC1vl23VZDCUj09zR7cxTNMpEmnQy/nN7byyPcKyuAJY2zCUF+YlfK5qmzriduTljfMaj1mi300UXDhokYhGslTbgd0xaTx2//KBgT8gIqJhYjjkkdqmDjz34Oy0MskbB89axgl+HYoi26NXV1jzSPxZ+CFbq2NFAD+8q3cRYMsh66yVLYdaLOfgcpHA3xzEyvWfwqkYJpU84svtXRQyf1/V9IWdg6c7sO7RSmxesxjr951GbVMHrt2MGJf1xEpP+ptH5O3qbcQ0aJp+nStMraPTySO7Gi5Yvu64HsK//s0i42unTGKeAck8QkRERP3FBZYxQoYOGTAUAUuf2f5wK62WAxaB3sUBeeKaLMRsrw+g8XynJRABvQMK31xdje31AaPE3H5yL8kZLB6ltwfw6cvX8dvH56Gq1Bf3AZgQwJbPzyEa1cPS5qdNj48QcI4KiXk9Aj22JCQH2WvQy/o31bUgx6vg54tnYOOBM4jY+nutua8MeeO8xq6qX799FO1dPVhyxyS0XbuJLwKdvQsosbCiKMIYsimrfYSwBpv7yycnPPZkz1V1WQG8sccd0NsitMaGcsq+1lkeBffPmYR9Jy5Zdg7K62ZwIaLRJJWqFQHg7x6fF7ezlohoNBtOeQRIfJ7rbw5iR32gd3ai6Xo0ANGoiifvKTHOsYH482KYLm/5WtOHy8v7vfd4O4DehZHsLAVPvV5rbCYz5xHNNrnEPsfEjdcj0NUTsXwvyyNQMXWCsSgTic1fXH3vTPzlq/a4PPK0KY9Ulfqwqa4FWw614JvT8tETUVPKI3LTmGxB7PUIfPfOybg9L8f12JPlhaWVU43KH/m1eSFPZhJF6K3L3jh4Nm7mCvMIERER9QcXWMYIGTqMkmxT+OjvCaVbib38nkcReGLBdMcB6XayUsStLF0DsPXzc6gsytdbakVUbK8PoGZZBZbPL4YAkJeTZZTwA3qImTct3zjpj0Z77/eK+cXY9vk5hKIaPEI/gf8ststMDr2UfZqdKmSSuas4H5XT8rH5sxbL91YuLMG69xuNgKnFbs983JICvSrkuQdnx7XkAvRw5M1SEI3qj//PF8/Anq/aAU3DQ3OnIG+cF103wnELNxr0Cp/9Jy9Zgm2yyhO7J6qKjR7L+05cwubPWqAIAVXTw1QoomL3l23G5TP1uiMiGk78zUE88c+fJmzzCABL7rgd/2LaWUtENFaMqDxiOt/O8ggI20qGEEBFUb7x4f32+gDeXF2NtY9UYMuhFuRkKfA3B412wbJ9VsuV7rj7/ez9s7D3qzZEVCBL0Wc0ytu25xFN6z0Ic1V6Im55pOaRCgDAyvUHjYwQVbWkeQSIr9T0KLDkkXtm3IYvznfigTmT8NPFM4zFjobWTrz1WUtvRVFUw4fH2qAB2BF7DNPNJKsWlaCl4zr+1HgR368oRHlhnlHNZJ7homr6fQMy+9ojIiIi4gLLGGFUeMRmfCgCKc1ASYVbaXVf+tbWNnUgbFtcmZjrxVVTOXskquGfPjyBm7G+vqGwipqdDVA1zdiJVFIwXv+eqiHbq2DlwhIcb4vv31tV6sPmNYuN49xeHzAWWIDeHGUObfoJevyxCwALZvjgbw4ape4rF5agobUTWZ7ewCFbcpUX5hk9oaNRFUKIuJ1iQO8QSePxse2Ki0Y1/HjRdEybOA6+3Gz8l3cbjMfw1KUm/C7W5kzVnBOYOVw4tVdItLNPtk3zegR+tGA6ItFYBZGm71jTbO0B7DsHiYhGg5/9vg4fm3bPOhmXpeDYb5cO0hEREQ0/IyqPmM63o1Etrt3vjNtvxZZDLUYeCccWWeQGsOwsBU/fV6a3y4rlkTVLZjnOE6kq9WHLM982jlMOrJfseSQUUSEA5OdmW1oKA/pCx/wSax6peaQCxy92QYmtEmWb8ggArHu00shSikseEUJf+JHsbbmiKrByYTGmTRyHk21deOdwKwAY/8o5Y796+2hcjpLRr6+ZZFNdCzYeOIOoquGNg2dxrSfS29VA04zOAdC/hCdWXcNMQkRERJnCBZYxwhw6Mt3zWF6//br6Um5dXVYAr0dYKlg6bb2CNcAy4FEIGNUS5r7K9n69cmi9PTKYj/P4xS7LzyqL8o3LyLZkf/z8HFSHCptnlpThhR/MdSxJz1IEnrynBBVF+UbLAgCYNnEc1j6iz17x5WY79uyPar3H1Xr1BjweYenv7PEIiNhj57RAteVQC2oeqUCWIuIqgxRYg61TewW353B7fcC4vlBUw+WuHsvOwZplFWhs7cTWz88hqmpp7RwkIhoJXv7gGF7f34QEs4ABAMUTb8GBF/5qcA6KiGiYGlF5xNTqSwPiZimeav/a8rX+oT0s59F547zY8szitPKIvzmIj463G9/P8ghjNok5j2zzBxC0La4IAC89qrefNFd/AMC69xuN8/GfxypKpGB3COserTRmQb72cVPcYxLVgLXvNRqXr5g6wdKWy6PAyCNbPz9n+d2dh1vx08UzAADb/AHb4wZ4RO8sm3Qzib85iJqdDcaiUCisLz6ZM4lswSwXuuTcSw6vJyIiokzhAssYMpz7y5pDwOY1i40ZLLKtlyKAqfm34PzVm3G/W1XqwxfnOx13g9nv7/bYrrId9QH8fPEMNF64hqWVU40++MHukNHLWIl9bb6d2qYORF0+SbsW62ssb/fVvaeMYBBVNbR39WBLbHdYlkcBNA0RVbPsyvrXg2dxzLbIE1U1vPjOUSiKvrCS5RH43jemGD2fPzpxCZvqWvDWZy2oKvXF9WKeMuEWVJX68ED5ZPw51qpLAHj4G1Nw1/SJlnDh1l7BibB93XbtpmNgWT6/OO2dg0REw10qs1YUAD+8u8jYuUtENNYN1zxib0e1+elq7KgPoMGURwQA33gvrlwPx/3+3KkTUFGUH3cenW4eqW3qMBYLBIAfL5geN3hdti6Om+0CoKG107ic/D2ZSTT0tgAD4JhHzAsvdqGIihd3NkCLVbo8dncRzly+jpwsBYcDndj8mT6TxVzpIo9LXq+5MsjcpsyeFVLNJLVNHdYq/VjrNnv+eLiikHmEiIiIBgwXWGjIOZWA/+7xecb35Yn1OK/H8fcPBzqNKhDz0MVdDRcsiyfmnVA9YdXYnSV3X61aVILqsgLkeN1P5rtuhF0HSdoXHMzBwKMIfHiszSiJN89QCYV7d2X99vF5+PFrn8btho5qMBZ2ZIXK6z9bgFf3nsLuL/W+xVENlvZm0gPlk+FvDuLDr3p3w3k9As/cP8txl1/NsgrjsUsUQJbPL8ZWf8Bom/ZFoBPH2xpRs6zCEs4YZohoNPE3B7Hinz9NernfcYg9EdGI4NaOytyqSmaD23KzHRdYjp7vPQ+WmeT4xS68sudEWnnEvrAgq1fMqssKIMx9r0zsecR8nbI1m+aQR3pieaS6rAC3eBX0xFqfFeRl43JX72aCaCzMqJqG94604o/P6q3NPm8OQtX0NspOmw+6boRRUjDekqMWm/KBU05YMb8YWuxftxwh75sx11LTq3VqllUYl0l3viQRERFRurjAQkPOrQTc3kt5/b7TOHXpetzvR6Mqgt0hx6GL9sUT8xwVcybZ1XABqxaVuPZvlvaYFinMsrMULI8FIPNJ/Jur9d1vdWeuxLUSkFTooQPQw4UMKnIwvQwy5kDy4bE2+JuDqC4rgEdx7pUM6CEr2B3C+n2njesBgNmTb3Uts5dtzerOXEFDaycqi/Idy+jl7r5X9pzAgZOXoUEPajVJqnSIiEYif3MQv3n7aFyVoV2uV8G/8v2OiGjESNSOKlkemXBLFr7uiRi/KzNJf/JIKnNjog7n/jKP2BcU5AaqDR+fxtmObsfr06DnEfv9BWDMXFSEvoAibzmq6dU4K+YXIztLMebROGm8cA1dsWp/6fUDZ/BwRWHcfbQveFUW5Rtt1eyLLfJ4mUeIiIhoKHGBhYaUvzmIfcfboWnOA9DN5e3P3D8Le4+3IxzV+wd7BOL69QLxQxedFk/s/YWXVk51vE37sTY5LJJkKQJrY4Mi7YGgZlkFttcHEgYOANh44AxKCsYbCxlysQgANuxvitugJkvtn3twNtY9WokXdzY4Bi352Py58aLl+8cudGFTXUvcwsmO+oCxAywUUbG5rsVoiZDjjQ8lVaU+PP/QHBw6ewXhiAoR66GsobcFgPzfTr2TE+0o424zIhounn/r34xBvYk8G5vFRUREI0fXjbBxru1RRFwFu1se8XoEXlg613FwfX/ySLI2ajvqA3HfWzjDhxeW6n9/7NU4gF7VkSyPHHRoD1ZV6sPaH1Ziy6EWfHnhWlyrZIHeRY6/3XbEcTOcvG97j1s3qkVVDTvqA3Hn+/Y8Ys452z4/h81rFmcsjyTLG8wjRERElAousNCQ8TcHsXL9pzBVp+Pni2e4nrxWlfrw1prFlh1VTie8SyunWoYuOi2e+JuD+P0nZ4xwVF6Yl/R4a5s64BRLNE1DY2snXt17Cq1Xb1h2wO1quGApv3cTUTWjp7E5DG08cMZoKyYAiFjdf7YpwK1aVILywjys33faaEMmAJRNvhW/+M5MVJX6sHJhCY4EjlpuU+7sMt/e1s/PWSplNNO/bosk9oGlMmR6YjvGnBbBAPd2DMl+RkQ0WFKtWrklS8GbT/N9iohopNlU12JZ5Ig6tN0ys+cRObjenkkGKo8AwMm2+L9JD5RPBgC8sudEXDUOgJTySE6W4rhZbN37jcaCh5m5gr+q1Ie//9FdWLnhoDEzctm8qTh87iq+X1GIVYtK0BibDyMpQs8e5uoSwJpH5GKJFI5qGcsjyfIG8wgRERGligssNGT0IY7W7zVeuJb091qv3jDK0c2VHpLscWyfwQLoJ8rb6wNoPN/Z20NYdT5Rt5NtvMwUAXg8CrZ+fs4onRdCQGgaPB4FSyun4tDZK3GhRBEwgpXMDPJ4zGHIHCg8isC6Rytd23Vt+NkC4/5t8wfQdOlrrHu/EeWFeVi1qAQtHdeNahiPYt3ZJW/PPFRTEfrCiqrpg5oTDZg077Qzh0zAfQZLonYM5p1rbgs7REQDydzeJRFWrRARjVz2SpOoioTnnbKiwZebbZw/O1WcDFQe2VTX4jhzsetGGD/ZWGtUqegbswR8udkoL8yzzClxc/jcVeyoDzhuFjMWPKBngh9VFTu269oSW3ySixyhiIo3Dp7FwxWFlvmNiiLw3TsnG5vD3PLId++cjH0nLhkLRF5PfIWR+fbTySOJsoj95yHmESIiIkqACyw0ZHy52VAAS1WIeXeXZA4ya99rNE6wnUrEzWXc9uHC/uYgntpwECFTabsiEi8cmDkt/syblg8AOBLQd2RFY82UBWA0VV4+vxiXu3qwxzTkHpq+02xibjZ2f9lmXJ+9TVqOVx9IqcQWV5wGJttL12ubOhCJ9oYFWXr/cEUhHq4ojNvZZb49OQBTUQRW3zsTeeO88OVmG4s6APDq3lMJy+TtITPZUEr7Mfibg5adax5Pas8PEVEmbKprwT/uOW4Z6uukINeLDf9+IT9sISIawSqmTrBUmmS5fIBv3sQkz7PdWujKywe7Q3j+oTlxWaU/ecS+IATox/GnxouWFmAa9I1aa99rxI+qilGzrAINrZ3GpjAn4aiG9q4ey/m53CwWjqjwKAJPLJiO5Q5D58155LkHZ+PVvacsixc76gMomjgOax+psOSK/ScvJcwjD5ZPxrP3z7LMYAEyk0fcsojky802spuq6V8TEREROeECC6UlU31o5TB1DXp1xFTfOFRMnRBXGm8uzVaEdZi7vUQ8WRl3bVNHXKCYNy0fNbH5Kcnup73U36MAxy5ccxwwr0HffWVuw/XDu4rw7pFWaBqgKMDb9QGcMQ2azFKAlQtLLKEl2ZDLTXUtqIn1JZYBzxwWZHWNufReVv04tTOoWVZhHPMbB88OaNsueyn/9vqA0VPavHPtR1XxIY6IKNP8zUH8py2H0XzFeQCwpAD47ePzHBe8iYho4GUyj7xx8CwA/ZzzzsI8zHeZw/GTjbVxFSCJ5nq4nTNnOo/I42h2GF5vnqkoc8KK+cVYv+809nzZBhX64o6AvklMA7DvxCXLIohbCzSzvuSRRFnHnEfWvd+IN1dX4+8en5f0sU2XPYvsqA8YXRKqSn0IdocgYo+jAiDYnXjjBREREY1dXGChlGXyhFaWXMsB6m2dN3Hh6g18fPJSXAiRu59UTW/BJdcz7CXiycq8q8sK4PUIy46xxtZO40P9ZAsJ8sO0LYdaMHnCLZiUl2MMgQdiLbVi4UQRsCwI9YRVvP+FvuNMCCCiwjIEUkBfXJHhQUo05NLfHETNzgbjNkJh1Rh8L8PC+as38NZnLY6PidN1B7tDUDXN8fLJHt++kL9v3smX5RHI8iiIRvXdZHKnGhHRQHn5g2OWHvxu7i7Oxzv/8d5BOCIiInIyEHkE0M/FT7Z/jeNtXdheH3DMI/YtVW4tdBOdM2cqj+xquICKqRPQeOEa9p+87JhH5OKABj2LyMWDj05cMjoIqJr+O1I0qiLYHbK0YR7NecTIIq/XxnVJqC4rQI7XvcKFiIiISOICC6Us3RPaRLvLzLuahBCuJ9HVZQXIUnpDiKIIPFQ+Gbfn5cT1/U1W5l1V6sPaH1bi128fNUJIRNV3XZmD1PYE8z9WLSoxgs0m0+IKAKy5r8zSUqvrRtj4wE6W6bv1Pc7x9g6JTFVtUwdU0yBOReldcDIPz9xRH0g5GCR6DJM9vn1l38kXjWr48aLpmDZxXL93JhIRJeJvDuK1factrRqdcIg9EdHw0JcP2N0ySV/ziEcReDrWSjdZzrGfMw9EHjFXtJjzSGNrJ7YcakFE1bPINr++iBO2DcFUNSBLEdC0+EHwyYyGPFLb1GF5TGSXBPMiETMJERERJTIiF1iEEEsA/GcAVQCKAPy1pmlvmH4uAPwXAGsA+ADUAXhO07RG02VyAPzfAJ4CMA7AhwD+F03TAoN0N0acRDMz7CeeyXaX2UuyneaByMs9sWC6sZihqRrumj7Rcbi9+TrdToKdSrtl+bwcrLjNH+id/6G4D1IMdoeMihpFAHnjvJbjenXvKePnInZdmqZBUYRlQeF735iCZ+6fhapSH17+4Bj+1HgR368oTDo0WT4fsn3aukcrsbvxIn75x8PG76fymKT6GKZ7Xamy7+STVSsMMUQ0kFKtWllyx+34l79ZNAhHREREyaSTR+T33TJJX/MINC3uvN8s2TnzYOYRoHdTWDSqGvMeQ6YFBY8A1j1aabQFs+eJROx5ZPW9M7F+32m0XbuJlQv1haDhnkeqywosj4m5S0Ki6h0iIiIiaUQusAC4FUADgH+J/Wf3fwD4JYCfAzgOoAbAbiFEuaZpXbHLvALgUegLLB0A/hHA+0KIKk3TogN7+COT0wmtW2hJZXeZ+YQ1UW/f5fOLsT3FXU/JToJlqXcorAKmdmNycKG8HUBfFHliwfS0h7S7/bxmWUVcZQsAIzyZP+yT/zqFGnOAND8fuxsvOv6+/TGRO7bbTcEn1cdwIEJGVakPm9csxvb6AATgODiTiCiTUllcuWPSeOz+5QODc0BERJSSdPIIkLziZSDyiP167ZLlEXtFRX/yiP24l88vxvL5xfj7Xcfw2dkgAH3+yt7j7Xj2/lmuecKJzCQy4/hys/Ff3m0wNpIdCRwFAGORxX4fNtW1GK2Xn41tNkvl8ct0Hqkq9WHz09XYUa8vanGjFxEREaVrRC6waJr2AYAPAEAI8Yb5Z7HqlecBvKxp2vbY9/49gHYAqwCsF0LkA/gb6JUvu2OX+SmAZgAPAfgfg3NPhjennWD2E1q30JJu+Xayk+hM7VQyX9f5qzeMGSoKgIbWTstuMa9HJGzbVVXqQ82yCuxquICllVMdF5Ccjvunv6+zXG73l23Yf/ISJo7zWr7/p8aLcYHGKQBjcDsAACAASURBVEDKXWq//OPhlH5/5fpPITObOfgMJe4OI6LBsKmuBX840GSZgWW3cIYPLyydy/ckIqJhoD95BEivpdRwyCNyocLcVriiKD/hdfUlj+R4PZbLpZNHAOdMYm/7C+izYpxyxqa6Fvzq7aOxrzqx96s2bHnm20P2t5dZhIiIiPpjRC6wJDETQCGAP8tvaJp2QwjxMYBvA1gPvbWY13aZc0KIY7HLjPkFllQHSLqFlkyFEHOocivDT5dbP2ABIBJNrXpFHtu69xsRiqg4dPYKygvzElbpSBVTJ1h6JQN6GJx+Wy4uXusxvvf9isL423uvETfD+jGGwipe2XMCzz80B1WlPny/otCyI9v++4AeQG1tl12DDxHRaOFvDuI3bx/FsYtdCS/37JKypO1QiIhocPQ3jwCZySSDmUeqywpQ29Rhafvl1FLMfGx9ySNLK6fG5ZFQinlke30Ajec7jRkxPWEV2+sDWDG/GF6PtRXy0sqpjse9q+GC5euIin4PrCciIiIaKqNxgUWeBdon1rYBmGa6TBTAZYfLxH8qDUAIsQb6TBeUlIz+D6NTHSCZrEduf06SUw1VfWU/dgBxJfRu/ZyBvg3ZBPTeyGayF/ILS+did+NFxxks/uYgntpw0JhTAgAqgE9OXcahs1fw5upq4/KJZrjoQzphWWRxCz5ElFlj7e/IcPH8W/+Gdw63Jr0cF1eIaLgba39HMpFH5M/7s9lrMPOIvG7zgpEvNxuv7j2V0TyyalEJ3v63AA7F2oQBgCJE2nkE0Nsdb/PrCyxvrVkcN4PFiX2BJ0tBRgbWExEREQ2F0bjAImm2r4XD9+xcL6Np2gYAGwBgwYIFya6n3xJ9sD8YMlVO3x99DQzpsB+7fcHFHKhkf2H5nKTbBg3Qn9cj565avvewach9VanP8QO+2qaOuDADIO6xeeEHcxN+QFhV6sOWZ76dcAaLPM6hfP0RjUaD/XdkrNtU14J/3H0cl7923/mb7RGYNelW/PbxeXyvI6Jhj3lkbOQR86KLLzfbqFDJ8ij4UVWxZUZIX/PI9voADpsyiRx035c8AgDRqP7YPPfgbGz42YKkxyDzh9sMlqF+7RERERGlYzQusFyM/VsI4Jzp+5PRW9VyEYAHwO0ALtku8/FAH2AyA71TKhWZ7DOcLnlC7cvNTjsw9Jc54Ly695QRqEIRFTU7G6BqmuU5MYef2qYO4zrc7tdPNtaiJ9xbPqII4K7pE5M+vtVlBfAIfQil5BH6v+k+NlWlPryeIPgMh9cfEVF/pDLE/nePz2N7RCIiF8PhfHCs5hGgN5PY88jmuhbsqA8Yz0d/8oiMFQLAk/e4V5tImcwjgL7I4rbRa6hfe0RERETpGI0LLGegL6A8DOAQAAghbgFwH4D/PXYZP4Bw7DKbYpcpBjAXwKeDfLxxBmOnVCqGYtif/YTaXjXSn+tNJZyZL2feESaEQFTVoMH6nMjrksesCIF1j1Y6hgX5vJrDTHaKYaSq1IeXHpuHF985ClUDvB6BtT+szMhj43acQ/36IyJKl785iPX7TuPPX9q7hOpyshTcP2eSUTVIRETOhsv54GjKI/K6k2USpzwiF0TsWQRAv/NIjldvjZzMYOWR4fLaIyIiIkrViFxgEULcCkBOGFQAlAgh7gZwRdO0FiHEKwB+LYT4CsAJAL8B8DViiymapnUKIX4P4P8SQrQD6ADwjwC+ALBncO9NvL6Ueo8W9hPqYHeo38MkE+2CMgcYAHGXs5fnOz0n5mNWNQ01OxscB0yan1ePIvDEgulYbirxT2bVohKUF+YN+C6+sfz6I6KRa1NdC17c2YCo6ty+RBHApqe5C5aIKBVj+XxwIPII4JxJ5O3Jc3uny7y5uho76gPY+vk5RFXN8fkYTXlkLL/2iIiIaGQakQssABYA2Gv6+r/G/vt/AfwcwP8JYByAVwH4ANQB+J6maV2m3/nfAEQAbIld9kMAP9M0LTrQB5/MUJbDD7WBOKF22wVlDzDL5xcbu8NC4d4+wvLxdwoT/uYgzl+9ASEEoOkf6qmq5rjTKhPP62Ds4hvLrz8iGpk21bXg1+8clW/DcR7+xpS4/u5ERORuLJ8PDtQH/PZMsqM+gO31ActiSm1Th2seWT6/2DGLyM1gihBQR0EeGcuvPSIiIhqZRuQCi6ZpH0GvaHb7uQZgbew/t8vcBPC/xv4bdoaiHH44yOQJdaLeyf7mIF7Zc8IIMOGIistdPUa5vArAl5sdd2zmMCN3kkVUDYoAPIqApmrI9roHsUTPq1PLAHk7GmAZaOl2+UwZq68/IhpZfvb7Onx6ugORBFUrv32Ms1aIiPpirJ4PZvoDfrdMogFxiym+3GzXPGJ/PjbVtaAmVrmZ41Ww+t6Z2HjgDNQM5xH5fadMMlB5ZKy+9oiIiGhkGpELLETJJOqdDPS2AtOg95jzZim4PS8HigBUTf9QLtgdcr3upzYcRMg04VEAWHnPdEybOK5PAcOtZcBTr+vfA4Ath1rwx2e+7do+gCGEiMYC+WHOO/UBnLx03fEy0ybeggfKJ6fV9oSIiCjTEmWS4xe74hZTgt2hlPPIi+8cNQbOh8Iq8sZ5seWZxX1e8HDLF5vqWvCb2NwVANj2+TlsXrMYQHx7Zf7NJSIiorGICyw0rGRq4SBR7+RX954yfqYI4Duzb8fzD80BAOyoDyRtB7C9PmBZXAH0BRp7hUmi+2gPPk5tzAAYiysAEFWB9ftOY8PPFnD4IxGNSfJvhNzx60QRwD89NZ/viURE1CeZ3MiUKJPUNnXELaak2p5se30A5jgiBIxskek88uLOBpgLRcNRzZJVmEeIiIhorOMCCw0r9hP77fWBlHdhmYNConBi/9nzD80xrjuVdgD23nR3Feej5pEKAPriTaLfdQtsbsdrGu0CAGi7dtPxPqTTG3pTXQt2NVzA0sqpbJtDRCPKb94+ipth1fXnAnpLMH7AQ0REfWXOI6Gwilf2nLDkhUTsCxfpZBL5O33JI381dwqA5FlEHmOqeaS2qQNRWxtOJbaYA4B5hIiIiAhcYKFhxnxi71EEtvkDiEST7x5zCgpu4SRRcEll19fy+cXY6u+tdKl5pALHL3YZpfNZCrAl1srLzq3yxO2YnrmvDK993GT8/sqFJUnvQyKb6lrwq7ePAgD2n7wMAAw1RDTs+ZuD+M3bR3HsYpfrZThvhYiIMkHmkVBYhQrgk1OXcejslaSVLG4LF+lmkr7kkQfKJ2Pl+k8RUQGPAJ68p8S1TWa6eSQ7SzGq6hUAL5k2MjCPEBEREXGBhYYZ84l969Ub2PxZS0pl505B4bkHZztevr/DGKtKfdj8dG+YAGDpSxxRgdf2ncbrP1sQ97uJdrE5hakXfjAXJQXjsavhAiqmTkCwOwR/c9C4bLrHv6vhQtzXDDRENJy9/MExbNjfBKc59kIAC0t9uGNKHuetEBFRRsg88sqeE/jk1OWUW2AlWriw/545j8iWYekeozmPvLbvNGRn4agGvFnXgu31AcdFoXTyiLydHfUBXOrqwe15OSgvzHO9fCqYR4iIiGi04QILDTvyRN3fHMT2FGaiAKm3zMpUT2VzmHh176m4D/7ar910XMjpS+XJqkUlKC/My8hxL62cauwUk18TEQ1H/uYg1u87jT9/2eZ6mb9jxQoREQ2AqlIfnn9oDg6dvZJyC6yhzCPtsTbCZm7tltPNI/Ln8ph3uCzcpIp5hIiIiEYbLrDQsJXOyX+qlx2I4fDVZQXwegTCpkmTi8sKXINTX3Z6mY+7J6yHpb4ct/wgkj2PiWg421TXgpqdDYg4la3EPLukjO9hREQ0YPqyEDFUeWTlwhIcCRw1vhZAwnbL6eaRTGURgHmEiIiIRh8usNCwls7JfyqXTXc4fCrtxKpKfXhrzWKs33cabdduYuXCEgS7QxkNTtVlBchSBEJRDRqAbf4AVvSxHc6qRSUMMkQ07Mj3W19utuviypI7bocG8AMZIiIaFOkuRAxVHjEvWlRMnYC8cd602i0nk8ksIo+Xf8eJiIhotOACCw0Z2QJMAIPWOz+dnWjplO9XlfqwwTRzxd8cTCs4pXLcd0+fiM/OBgEA0WhmdrsREQ0HL39wDOs/boIGfYCueWlFEcC8aflYuZAfxhARUWb5m4PYUR+ABvRrwSAdA5VH7IsW6bRbTuWYn1gwHW/WtQDIXOUNERER0WjABRYaFPadV/7mIJ7acBChWFutrf4ANj/d916+6Uh1J1p/yvfNwcmXm43apg7j+32xqa7FWFwB9MHO/V20ISIaav7mIF7bdxq7TXNWVOiLLAKAogise7SSCytERNRvjnnkdX3xAgC2fX4Om9csZh5xkZfT+9GBBqDrRrhP10NEREQ02nCBhQac086r2qYOy8yS4bgLKt3yfTv7QEj7rrNUyv2lXQ0XLF9XFOX367FK57aJiAbCyx8cw4b9TXAas1I2+VY8/q1pfI8iIqKMcM0jscUVAAhHNeaRBBovXEv4dbqYR4iIiGi04AILDTinnVdyMLysYEknMAzWyXi6gy2d1DZ1oCesQgMQCvcuIqVT7g/o8wb2n7xsfL1yYd93c6d720REmbSprgV/ONCEU5euu17mF9+ZyaoVIiLKGNc8kqUYFSxej0hrAWMwMslwziNLK6f25S4BYB4hIiKi0YULLDTgnHZeVZX6sHnN4rRnsAz2yXgq5fuJwpUvN9uYJaDGvvY3B/HKnhNplfubB1f2d7hzf1oNEBH1x8sfHMNrHzclvMyzS8q4uEJERBnlmkeeru7TDJbBzCTMI0RERETDGxdYaMC57bxKtfew2XA7GU8WroLdISgCUDV9UHNDayfWvttgVO4oIvXqHfvgyr7qb6sBIqK+2FTX4rq48tjdRbhjSh7bhBAR0YDIZB4Bhlcm6UseWfd+I26G9codAeYRIiIiov7gAgsNir6GF7vhdjKeLFzZj/dyV4+xuAIA86blo+aRikENZJloNUBElA5/cxA1Oxvivn/beC/+8/fuZMUKERENuEzlEWB4ZZJ084gA0BPunT0jBFCzjHmEiIiIqK+4wEIjynA7GU8WruzHu6M+YPl55bT+Davvq0wGTCKiZGqbOqBq1mn2HgV4/WcL+V5EREQjznDKJOnmEQDYcugcImrv3+Vgd2hQj1keF88BiIiIaDTgAguNOMPpZDyVcGU/3q3+gBGAls8vHszDTdtgDO8kotHH/t4hP/wJRVQIAH81dwqeuX8W31eIiGjEGi6ZpC95ZN2jlajZ2QBV05A9DLoCJMI8QkRERMMdF1iI+imdcCWHaY6EkDCYwzuJaPRwe+8YLjt9iYiIRpt0F3tWLSpBeWHesP+7zDxCREREIwEXWChjuLsoNcNlt1syw2l4JxENf/JvwPmrNxzfO0bKex8REY1czCOpGwl/l5lHiIiIaCTgAgtlBHcXjT7DaXgnEQ1v5r8BWR4FWYpAVNX43kFERIOGeWT0YR4hIiKikYALLJQR3F00+rClDxGlyvw3IBpV8eQ9JSiaOI7vHURENGiYR0Yf5hEiIiIaCbjAQhkxkLuLWOrff319DEdC6wAiGnzyPcWXm41gdwi+3GzL34Dl84v53kFERINqoPIIs0hmMI8QERHRaMUFFsqIgdpdxFL//vM3B/HUhoMIRzV4PQKb1yzmY0hEfWZ+T9EACAA5XgU1yyoQ7A7xAygiIhoSA5FHmEUyg3mEiIiIRjMusFDGDMTuIpb699/2+gBCUQ0AEIpq2F4f4GNIRH1mfk8BAA36+3OwO4TnHpw9dAdGRERjXqbzCLNIZjCPEBER0WimDPUBECUiS/09Ahxs2EciyddEROlwek/h+zMREY1GzCKZwTxCREREoxkrWGhY42DD/ls+vxhb/QHLbAQior4yv6dkeQSeWDAdKzhzhYiIRiFmkcxgHiEiIqLRjAssNOxxsGH/VJX6sPlpBkMiygy+pxAR0VjCLNJ/PHcgIiKi0YwLLERjAIMhEWUS31OIiIgoHTx3ICIiotGKM1iIiIiIiIiIiIiIiIjSxAUWIiIiIiIiIiIiIiKiNHGBhagf/M1BvLr3FPzNwaE+FCKiPuH7GBER0cjEv+FEREREQ48zWIj6yN8cxE821iIUUZGdpeDN1dXsK0xEIwrfx4iIiEYm/g0nIiIiGh5YwULUR7VNHQhFVKgaEI6oqG3qGOpDIiJKC9/HiIiIRib+DSciIiIaHljBQtRH1WUFyM5SEI6o8GYpqC4rsPzc3xzE9voABIDl84u5o4yIhtymuhbsariApZVTsWpRSdL3MSIiIhqeUskitU0d8OVmI9gdQnVZAfMIERER0QDgAgtRH1WV+vDm6mrUNnXEBRZ/cxBPbTiIUFQDAGz1B7D5aZbtE9HQ2VTXgl+9fRQAsP/kZQDAqkUlru9jRERENHwlyyI/2ViLnrAKDYAiwDZiRERERAOECyxE/VBV6nMMKbVNHQjHFleA3rJ9BhoiGiq7Gi7Efb1qUYnr+xgRERENb4mySCiiL64AsLQR4998IiIiosziDBYaMP7mIF7dewr+5uBQH8qgqy4rgNcjjK/ZeoeIBpv9PXhp5VTLz+1fExERjTZjNY/I9mEy7CuCeYSIiIhooLCChQaELEsPRdQxWY5eVerD5jWLOYOFiIaE03vwqkUlAGCZwUJERDRajeU8Ym4fxhksRERERAOLCyw0IGRZ+kCVo8uhjcM5KLDtDhENBX9zEK/sOeH4HrxqUQkXVoiIaEwY63mEWYSIiIhocHCBhQaELEsPR9SMl6OP5d1oRESJOA21ZUsQIiIai5hHiIiIiGgwcIGFBoS5LD3Tu7oGejcaEdFIZR5qqwD4zuzb8fxDc/geSUREYw7zCBERERENBi6w0IAZqLL0gdyNRkQ0ktnfH7m4QkREYxnzCBERERENNC6w0IgzkLvRiIhGMr4/EhERDTz+vSUiIiIiiQssNCJxaCMRkTO+PxIREQ08/r0lIiIiIkBv0U5EA8zfHMSre0/B3xwc6kMhohGM7yVERETUFzyHICIiIhoYrGAhGmD+5iB+srEWoYiK7CwFb66u5m43Ikob30uIiIioL3gOQURERDRwWMFCNMBqmzoQiqhQNSAcUVHb1DHUh0REIxDfS4iIiKgveA5BRERENHBG7QKLEGKtEEKz/XfR9HPx/7N370FyVHe+4L8nq7sFsvVot0APWt3QYGToZuxVC2hsBhsbuMaBzRiZxcDuHcdcDL7D3A3Cc3evL4x1uZrZGd/d8SwTu9zgFbNsTCBZ1ssMhOUBjXl6aCFVh7G6wRKipW613mqVhEBC3VV59o+sk52Zlc+qzKqsqu8ngkDdXZWVmVV1fvnLc87vFB9zUAhxVgjxqhCit5b7TI1poKcDbS0aMgJobdEw0NNR610iojrEtoSIiIjKwWsIIiIiouQ0eomwXQC+Yvm5YPn3/wbgzwF8r/i4VQBeFkIsk1KertYOUuPr727Hc/cNYHB0EgM9HZyOT0RlYVtCRERE5eA1BBEREVFyGr2DJS+lPOz8pRBCAHgIwE+klBuLv/tjAEcB3APgyaruJTW8/u52JjJEVDG2JURERFQOXkMQERERJaNhS4QV9QghDggh9gohfiaE6Cn+/hIAiwC8pB4opTwL4HUAX6zBfhIRERERERERERERUR1p5A6WbTDKf90K4PswOlT+VQjRUfw3ABxxPOeI5W82Qoj7hRA7hBA7jh07lsweExFRw2IcISKiSjCOEBERERGlT8N2sEgpt0gpfy6l/J2UciuA22Ac7x9bH+Z4mnD5ndreU1LKFVLKFRdccEEyO01ERA2LcYSIiCrBOEJERERElD4N28HiJKX8CMAIgM8CUOuyOGerXIjSWS1EREREREREREREREQ2TdPBIoQ4D8DnABwCsBdGJ8vNjr//IYB/rckOEhERERERERERERFR3RBSulbEqntCiL8F8AKAcRgzU34M4AYAV0kpx4QQ/wnAIzDWadkN4C+Kf18mpTwdsO1jAMYS2vUFAI4ntO1a47HVJx5bfUrjsXVLKVnTBCVxJI3vVVrw3Pjj+fHH8+OvHs8P40hRwvlItdTjZzBpPCeleE5K8ZyUCntOGEeIiCh2LbXegQR1AlgLI9AeAzAIYEBKqRKR/wPA+QAeB9AOYBuAW4I6VwAgyYAshNghpVyR1PZricdWn3hs9amRj60RWOMI3ytvPDf+eH788fz44/mpb41wg5CfwVI8J6V4TkrxnJTiOSEiolpq2A4WKeV3A/4uATxa/I+IiIiIiIiIiIiIiCi0plmDhYiIiIiIiIiIiIiIKC7sYEmfp2q9AwnisdUnHlt9auRjazR8r7zx3Pjj+fHH8+OP54dqjZ/BUjwnpXhOSvGclOI5ISKimmnYRe6JiIiIiIiIiIiIiIiSwhksREREREREREREREREEbGDhYiIiIiIiIiIiIiIKCJ2sBAREREREREREREREUXEDhYiIiIiIiIiIiIiIqKI2MFCREREREREREREREQUETtYiIiIiIiIiIiIiIiIImIHCxERERERERERERERUUTsYCEiIiIiIiIiIiIiIoqIHSxEREREREREREREREQRsYOFiIiIiIiIiIiIiIgoInawEBERERERERERERERRcQOFiIiIiIiIiIiIiIioojYwUJERERERERERERERBQRO1iIiIiIiIiIiIiIiIgiYgcLERERERERERERERFRROxgISIiIiIiIiIiIiIiiogdLERERERERERERERERBGxg4WIiIiIiIiIiIiIiCgidrAQERERERERERERERFFxA4WIiIiIiIiIiIiIiKiiNjBQkREREREREREREREFBE7WIiIiIiIiIiIiIiIiCJiBwsREREREREREREREVFE7GAhIiIiIiIiIiIiIiKKiB0sREREREREREREREREEbGDhYiIiIiIiIiIiIiIKCJ2sBAREREREREREREREUXEDhYiIiIiIiIiIiIiIqKI2MFCREREREREREREREQUETtYiIiIiIiIiIiIiIiIImIHCxERERERERERERERUUTsYCEiIiIiIiIiIiIiIoqIHSxEREREREREREREREQRsYOFiIiIiIiIiIiIiIgoInawEBERERERERERERERRcQOFiIiIiIiIiIiIiIioojYwUJERERERERERERERBQRO1iIiIiIiIiIiIiIiIgiaqn1DtSjBQsWyIsvvrjWu0FEVFey2exxKeUFtd6PNGAcISKKjnFkBuMIEVF0jCMzGEeIiKLxiyHsYCnDxRdfjB07dtR6N4iI6ooQYqzW+5AWjCNERNExjsxgHCEiio5xZAbjCBFRNH4xhCXCiIiIiIiIiIiIiIiIImIHCxERERERERERERERUUTsYCEiIiIiIiIiIiIiIoqIHSxEREREREREREREREQRsYOFiIiIiIiIiIiIiIgoInawEBERERERERERERERRcQOFvKUHcvh8Vf2IDuWq/WuEBERVYxxjYiovrDdJiKiRsPYRtR4Wmq9A5RO2bEc7n1mEFN5HW0tGp67bwD93e213i0iIqKyMK4REdUXtttERNRoGNuIGhNnsJCrwdFJTOV16BKYzusYHJ2s9S4RERGVjXGNiKi+sN0mIqJGw9hG1JjYwUKuBno60NaiISOA1hYNAz0dtd4lIiKisjGuERHVF7bbRETUaBjbiBoTS4SRq/7udjx33wAGRycx0NPBKYtERFTXGNeIiOoL220iImo0jG1EjYkdLOSpv7u9rhr77FiOQYqIqIFV2s7XW1wjImp29dZuMx8hImpccbXx9RbbiCgYO1ioIXChMCKixsZ2noiI0oxxioiocbGNJyI/XIOFGgIXCiMiamxs54mIKM0Yp4iIGhfbeCLyww4WaghcKIyIqLGxnSciojRjnCIialxs44nID0uEUUPgQmFERI2N7TwREaUZ4xQRUeNiG09EftjBQg2DC4URETU2tvNERJRmjFNERI2LbTwReWGJMKIGlB3L4fFX9iA7lqv1rhAR1T22qURERNEwdhIRxYdtKlG6cQYLUYPJjuVw7zODmMrraGvR8Nx9AxxlQURUJrapRERE0TB2EhHFh20qUfpxBgtRgxkcncRUXocugem8jsHRyVrvEhFR3WKbSkREFA1jJxFRfNimEqUfO1iIGsxATwfaWjRkBNDaomGgp6PWu0REVLfYphIREUXD2ElEFB+2qUTpxxJhRA2mv7sdz903gMHRSQz0dCQydTQ7lkt0+0REaVGNNrWRMD4QERHzESKi+DAfCY+xgWqFHSxEDai/uz2xYML6n0TUbJJsUxsJ4wMRESnMR4iI4sN8JBhjA9USS4QRUSSs/0lERG4YH4iIqBoYb4iIyImxgWqJHSzUdLJjOTz+yh5kx3K13pW6xPqfRETkppL4wNhMRM2EbV5lmI8QEZFTpbGBsZkqwRJh1FQ4ZbByfvU/We+SiKixRGnXy60PzdhMRM2EbV7lmI8QETWHauQi6nUYm6kS7GChpuI2ZZCNZnRu9T+zYznc/fQgpvM6Wls0rP0+AxIRUT0rp10vpz40YzMRNRO2efFwizdrto1j1fPD0KXkDTIiojpXrVwEYGymyrFEGDUVTidPzqahCUzldUgAU3kdm4Ymar1LRERUgWq164zNRNRM2OYlIzuWw6rnh5HXJXRpxC3W3yciql/VvMfE2EyV4gwWaiqVTBkkf9Lx87+8dwS9S+bhnmu7arI/RERUGWe77vw5LnHF5uxYDhuHJiAA3LG8kzGeiFKJ+UgyBkcnUdBnIpUQAu/sP4mHN+/ESsYEIqK6U61cBIgnNmfHctg0NAEJMO40IXawUNMpd8og+Vu5vBMbduzHVMEIe4c/PIeHN+8EAHayEBHVIdWuTxckWjMCK5d3JvZalcbm7FgOdz/1lhmD1mcnWKqSiFKL+Uj8Bno6MKtVw9S0DqEJDfwDcAAAIABJREFUABIvvXsEALBhx36svf86nnMiojpSzVwEqCw2q3JmU3kdAONOM2KJMCKKRX93O9befx0u7pht+/2W4UM12iOKW3Ysh8df2YPsWK7Wu0JEVaDa9f/4b5alPkEYHJ3EdGFmXNt0jUrDsJ0kIqoNNfr4z//NMtx19VLo+szfpguS5cIaAGMsUXOpu1wkPxN4ahF32EbWFmewEFFk2bGc69TJ/u523H/DpebMFQC4tW9xLXaRYpYdy+HeZ4wRGVw0lKh5hB3J5RUXqmWgpwOtGWHOYKlF7WS2k0RE1eMWd1TMyo7lsCE7YY4kbs0I1tOvc4yxRM0pyqySWuYjAz0daG3RahZ32EbWHjtYiCiSoIZblQPbMnwIt/YtZnmwBjE4OompvA5dzowMZ8AmIiAdF/RqhFst12BhO0lEVB1Bcae/ux1rvz/AWvgNhDGWiPzUOh+pddxhG1l77GAhokjCNNz3XNvFjpUGM9DTgbYWDdN5vSYjw4kovdJyQV/rNQ3YThIRVUeYuFPrmEDxYowlIj9pyEdqGXfYRtYeO1iIKBI23M1J1bWuZQkgIkonxgUD20kioupg3Gk+jLFE5KfZ4wLbyNoTUsrgR5HNihUr5I4dO2q9G1Qnal2XPgmNeEyUPCFEVkq5otb7kQaMI1QLSbbdjAtUDYwjMxhHKKxGbZ8b9bgoWYwjMxhHqBaYj1A984shnMFClKBa14FMCqfcExHVl6TjEeMCEVH6NGouAjDuEBHVG+Yj1Mi0Wu8AUSNzqwNZK9mxHB5/ZQ+yY7ma7QMREUUTV9udpnhERETVkca2nzkJEVH9iLPNTmNMIooLZ7AQJSgtdSCjjhSIa2olp2gSEZUvzlFeUeMR2+/q4zknorilJRdRwsa1ONtDtq1EROWJe8ZJ2JjEdrs2eN4rww4WSr16/pKnZaEpt5ECXvsSVxBt5JIERETVEKXtDhIlHlXSftdzzK4lxkyidKvXti0tuYgSJq7F2R6ybSUiKl+cuQgQLiYxD6kNxsvKsYOFUq0RvuRpqAMZZfRaXEE07mBMRNRs4h55HDYeldt+N0LMrhXGTKL0qve2LQ25iBImrsXZHrJtJSIqXxKzIINiEvOQ2mC8rFzdrMEihPhTIcReIcQnQoisEOIPAx5/lRDiNSHEWSHEASHEKiGEcDymTQixurjdc0KIcSHE/5LskVAUzVSjMcl6xGqkwA9vWRYYaFQQzQhUFETj2g4RUSOJ0tZHabvjVG773UwxO26MmUTp1WxtW61zkjjbQ7atRER2ac9FmIfUBuNl5epiBosQ4i4Afw/gTwG8Wfz/FiHElVLKcZfHzwXwMoDXAVwNYBmAZwF8DOCnloeuBbAUwP0A3gewEMD5iR0IRZamusFJTjesRm972NFrcZUSqGVJAk4NJaI0Kqetr8XI43Lb71rE7EZp76Oe80Y5bqJ60Cz5iNp+rXOSOHMI5iNERDPqIReppzxEaYT2vtzz3gjHHpe66GAB8EMAz0opny7+/B+EEF8H8O8B/GeXx98LYDaAP5ZSngUwLIS4AsAPhRB/J6WUQohbANwE4FIp5fHi8/YlehQUmd+XvJpf5KSTDWtv+9S0jse27sZDN11eswYqriBaixuDnBpKRGmV5NTruGNiOe13tW9kpb29j/qehD3naT9uokbTLPkIYMSpc9M6JIycpFYlQuLMIZiPEBEZki4DFVdMrIc8RElze59ULmLdflqPvRZS38EihGgD0A/gbx1/egnAFz2edh2AN4qdK8o/A/hLABcD2AvgjwBsh9Hp8m8BnAWwBcDDUsqPYjsAqpjbl7zaX+Skb4odPHkWLZpAviChA/jNnuPYvu9E0zdQ5WDtSCJKq6RGVpUTE5O6KVjNG1lpbu+TvE5J83ETNapmyEcGRydx+uw0ZPF3OoD22W2xbL/ZsJ0mojRKcpZH1JiYRC5Siw71tLb31RqUkcZjr5XUd7AAWAAgA+CI4/dHYMxAcbMIwITL49Xf9gLoAXA9gHMAVgKYD+D/BrAEwHecGxRC3A+jlBi6urqiHgPFrNpf5GrcFGvJaLiqcy52HjjFBqoCaSrjQGTFOEJJjayKGhMbZbRRmtv7JK9T0nzclCzGkXRpxHxEEwICgASgCSB3ZiqW12g2bKcprRhHmluSszyixMRGyUWA9Lb31bhGSeux10o9dLAo0vGzcPld0OOtv9eK/75HSnkKAIQQfwbgn4UQC6WUtg4dKeVTAJ4CgBUrVvi9LlVBtb/I1bgpVijo6LtoHnYdOZ34cTVyncRa1lom8sM4QkAyI6uixsQ0jjYqJy6lub1P8jolzcdNyWIcSZdGzEcAiYwmIKVkLlIBttOUVowjlNQsjygxsVFyESC97X01rlHSeuy1Ug8dLMcBFGDMPLG6EKWzWpTDHo+H5TmHABxQnStF7xX/3+WzbUqBSr/Ibo3nmm3j2DJ8CLf2LcY913a5PvbBGy+L7RiyYzkcOHkWLRkNhYLR6N2xvBN3LO+s+8Ura60WU0OJiMpV6Y2mqDHR74LbKxbGvc/ObZUbl9La3iedcKT1uIM0+k1Vai6Nmo+suq0XuTNTzEUqVK/tNBE1nziuz6LERL9cJDuWw6ahCUgAK5d3VqXMWKVxKY3tfbU6P9J47H6SzEVS38EipZwSQmQB3AxgveVPNwPY6PG0twD8NyHEeVLKTyyPP4iZhex/A+BOIcSnLWuuXF78/1hc+0/JKfeL7NZ47jp8Gg9v3gkAeOP94wCAe67tSiwBsJUG0wS+dsVCLJgzq6LjCivO0QK8UUJEVJly44yz/Y0SO7wuuNdsG3eNhXHts5dqjWKrdsyqt4Qjac1yU5WaS6PkI5oA+i6ah7uu7vLtXI9D3G0+8xEiovLFlYsA4WOiVy6SHcvh7qeNfQGADTv2Y+3917luM87YyFykOSSdi6S+g6Xo7wD8oxDibRgdIz+AsVbKEwAghPgbANdIKb9WfPwaAP8FwLNCiL+C0XHyIwD/VUopLY/5MYD/VwjxKIw1WP4ewAYp5dGqHBXVhFvjOTg6aXvMluFDuOfarsCGttwG0rrdfEHi178/Cl1KbBqaSPyGQ/vsNmhCABVO/eeNEqLGwBsTtVXOBX0c7a/1glt9Bl4aOWx7jIqFceyzn2pMYWfMqr00loMgqpW48pFKYrh1u7oEfjdxCruOjGDZojl1kYsAbNuJGgXzkdpJQy6itvnY1t1m5woATBek5/7EeV3JXKQ5JJ2L1EUHi5RynRCiA8BfAFgMYBjAN6SUaqbJYgCXWh5/SghxM4DHAewAkAPwUxgdNeoxHwkhboKxsP324mN+AaMjpik1S1BzazzbZ7eZI8UA4Na+xZ6PVSppIK3bFUJAl7IqNxyyYzmsfnEEupTQNIFVt/XG0st/blrHxqEJ8/eN/hkiahS80Ku9ci7ow1wcho3p1s9ARhO2v6lYGMc++4l7Crvbsaf15n6zXHsBXAiTwmmW70Qc+UilMVxt99y0DgljcdJ6ykWA0nzkidc+wBeWzm/4zw9RI2E+Ulu1zkXUY9VnwKo1Izz3J87rymbNRZrlmktJOhepiw4WAJBS/ncA/93jb99z+d1OADcEbHMXgFvi2L9610xBza3xVMfqrHns19CGDSpu9SOt222f3YbVL45U5YaDdZ8FJHJnpsre1kBPB1o0gamChASwfsd+bNixH3ldNvxniKheOS+i0nih12zKuaAPujiMEtNtcUGXuOXKhTg7XfBdgyXqPoe5eI9rCrvXsafx5n4zXXsBXAiTgjXTdyKOfCRsDA/KRzYOTWBDdsJcg6VechGgNB95+d0j2PruEcxqbezPD1G9qpcbz82k1rkIYP8MaAK46qJ56L1onu8aLFH2m7lI+P1sZEnnInXTwULJarag5tZ43nOte81hr4Y2TFDxqx9p3e6yRXOqcsMh7l7+ryy7EC+9ewSAUeoMqM7oNyKKzu0iKm0Xes0q6gV90MVhlJju/Aw88OVLQ9dODvO4al+8O49909CEeZ7SdnO/2a69ANaCJn/N9p2oNB8JE8PD5iMrl3fWXS6iXLF4Lt6ZOGX+zFyEKJ3q5cZzM6plLgKUxoZV3ww3uzHMfjMXCbefzRIzk8xF2MFCABqrbEO1prmFCSrTIetH+n3J4zyeOHtss2M5vLprZrmiloyAAFDQK6+nTETxc7uIevDGy1J1oRdGs01l9uIXN6LE9KRH8riVk6zWzbtMRsN6x8zKB2+8LLHX9uP2uW2kay+iODTSd6IasSpM+x02Hwm64RDX8cSdi9z7zCDOTRvHJ2B0rmhA3X9+iBqR1w3dep3h2uw5SVy5iNpWUp8B5iIzrJ/ZRrrmSgt2sBCAxinbUO3e6aCg0pIRmLbM7Gif3RZp+0kcT1w9toOjk8jrxrEJAHeuWFq10W9EFJ3XRVQ9jShvxqnM5Yga05P8DDjLt2zITvhO96+U9dgPnDyLn709XvORWV6f20a59iKKS6N8J6oZq4La7zTmI3HmIlN53exU+dJnF+DWvsXInZmq688PUaPyu6FbT/kIwJwkSDnxPKnPAHMRg9tnthGuudKEHSxkqreg5iZN09z6u9tx54qlWLtt3LjwFwhdZ3jNtnFsGT6E81ozvsejHudXKz8pzgskFaTq/TNE1Kga4cZVmtr4pFXavqehPVbH8IWl87F9Xw4SQKGQ/Pumjl2tO1DrkVl+n9s0vE9EadII34k0xaqk85HsWA4bhyYgANyR4A0rN85c5KGbLq/7zw5RI2uEXERJUzufFK/1u8JKQzxXMaqr41PYc/QjAM2ZiwDe1Sxq/R41EnawUEOJa5pblOmefo9dubwzcoO6Zts4Ht680/y5RTNmiDifb33cG+8fB4CqdrI00gUSUbNIy4Vuue1Gs0xlrrR9T0PJArdYJmV1y7akJU41y+eWiAzNko9kx3K4+6m3MFWcHbM+O4G136/eKO60tPFEFF695yJKo1/bBa3fFeb5tW6bnTEKqH4JyTTFqUb/zKYBO1hSqhYNUhoawUrF0YBFme4Z9Nhy9mfL8CHbz71L5uGW3kUlz3c+7qnXP8CyRXOq+t65XSA1wueIiJJR6XT6qG1qvbZHzvZ9y/Ch0B0sa7aNY9XzwyjoErNakytZEHRuw8ayKNssRxoS+TQlV0RR1KoNrde2W2mWfGRwdNIsPQYAU3kdj23dXdWZJF5tfL1/hogoGXGV9orSrtZjexRlPWGntOQizhglYJSS9IpRSb1PachF1H4wH0kWO1hSqBb1HGv1mmlswLyme7rtb5ipoVH359a+xeaIZQC46+ou1xtrzseNTZ7Bvc8M1rT+J2uREpGfKO2rl7Btar20R27H7mzfb+1bHHpbq54fNtfHmppOZgp8mHMbNpZF2WY9S0tyRRRWrb6TjZKTNEM+MtDTgdaMsI0O/s2e49i+7wTzESJKJb/2MmosCNOu1kt75Dz2gZ4OtLZo5gyW1owINeMhTbmIM0b5lZKsl/epUsxHksUOlhSqdj3H7FgOj23dXfXXvPeZQZyb1pHRBFbf3lf1NUS8uE2d82pwk5hmp85DUO199funXv8AY5NnIFH+exdXYtkMtUiJqHxe7evdT72F6YJEa0ZEmn7upx7aI6/YEjYOWLczODqJgyfPQpeWafCaQPvsNjz+yp5YbxyGObdRj6Ee3i+iZlKL72QtcpJqjbSNqh7ykf7udqy9/zpsHJrAyIFT2HngVEXvG/MRIkqaV3vJfKQ0tqz9/kCkNVhUDC/o6chFrDEqaJ2wenifKP3YwZJC1ayNZ+3oUAsfxvmaXhfKg6OT5mvmdYlVzw9XrbyVdZ/Uvlj3zzl1DgAe27rb3F9rg9vf3Y5Vt/WayUdc+3/Ptf4jfa2PW7ZoDu59ZrDsz0vUEgR+iU+5n916nDZLRNG5TU1+ePNOc2TRVEFi49BELO1A2uvMqiRExZZz07rt2MPGAWsb3qIJtGQ05As6NCFw3/WXYPWLI5FGY4Vpj8Oc2+xYDsMHT6HrM7OxbNGcwOOo9vvVqHGnUY+Lqq8W38mkchKv70W1RtoG7Vf77DbkzkzVZT6iXl+9f0nnI3HFKK99YPtJ1Ni8yiRtHJpgPgJ7PhJltoMzhgsAGa28XERtr9L7TmobfUvmIXdmyvf1avk+NVrsabTjiYIdLClUzdp4qqdWwljw6UuXedckjMp6oawJ+yyVgZ4OZDRhJjS6DF/TMa59aslo0HUdBR0loxScyYL1HDlHOqiAsW3vCQwfPBWqdz9OlX5ewvbWh0l8ytmXJKdjNnPjTpRWzot14fi78+dKXietdWadsQUAJIAN2YnIMcTahhd0ibuuWYqL5p+PgZ6OSO27uskXJgkKOrflLHwc1/sVpt1PapRipfsVx2s0Q3kDqo5qt6FJ5SR++cjg6GTJrL9q3VSx7pca7NvGfMQ3XoVt49KUjzAXIUoft44D5iOGSvMRM4YX1zqJOjMkO5bDxqEJbMhOIF8o/76T26CNuOOGn7Btf7VzkqRjUrPnIuxgSakovcWVcPbUxrkoobUx1aV9lkp/dztW396HVc8PQ5cSbQn0EoepUawCiXWUgvV51sdrojTZs/59Kq9j7bZxbBqawHP3DZh/r0YgreTzEra3PmxwjLovSU3HbPbGnchNGhP9O5Z3Yn12wmyD7ljeGfq5QcdTrVgalbXdE4AZiwqF6G2gsw13JkRhRndZbz7qUoZqj/3OrXNRybBte9D7FfR+h233kxql6Lff1YhHLG9AcatmG5pUTuKXj6jXtHa+JHXDwS8nUeLOR1bd1lsyMyZJSecjUdq4NOQjzEWI3DEfSYck8xFrjAo7M8TZKQKUf9/J2uEDINa4EVc+AlQ3J6lGTGr2XIQdLE3CqxFIskd9oKfDvFkDGCNrH9u622xsVXmrqK8ddnRqUI1iCGGrDylcnrfqtl7fZE9tTwUBNWV/49AENg1NpPKCes22cVs95f7ucGUFkpo2mdR2m71xJ3JKS6LvbMP7u40av+XEgjQcTzms7V4mowFSoqDLwCnubufHLY5bHx8U4wdHJ/HJtLGApS4lMgLIVFiax21RyUrb9jDvd9h2P6lRil6qFY/SXoaCKGpbFoegfKSS14wjJ7HeSALiy0empnXbQLY0xUhnLgIgVD6SZBuXxLaZixCVSsv1O/ORZPMRAOa6K2Hi7Jpt43jq9Q/MnEQptz02B1BM69ARX9nROPMRoLo5STViUrPnIuxgaQJBjUBSPerWWSoFXUIC+M2e49i+74S5D1FfO2wA82o8rA1/++w2PPrCiG2UgvN5uTNTvgFBbW/T0ATW79hvBiQBpPKC+ie/fA9PvD4KAHjj/eMAgGWL5phlBbbvO+G5Fk5SiW+SCXUzN+5ETmlI9L3a8HLiUBqOp1xuSUjQFPeg8ozqd26Pf/DGy1z3IzuWw2u7jtp+JwF895quisrL9HeHX1QyrDDvd9h2v5JRiuWoVjxKctAMUaWitmVxCZuPRBVXTrJpaALrduxHoSBjzUdEhBmJ1bRm2zge3rwTgJGLjE9+jB994wpbmTOvfCTJNi6JbTMXISqVhut35iOGpPKRKLkIYI8LVhlNYNVtvWWdT+d9v7hmc8aZjwDVzUmqEZOaPRdhB0sTiLPRjzqdU81SeWzrbvxmz/GK9yHssfg1HtbA6TaDxvm8oECr/q4SIvVaG4cmUnVBnR3L4ak3Rm2/2zJ8CLkzU4lNtw8rqYS6mRt3Iqc0JPpxxqM0HE8lnO2e13mIes7cHq9+b20LVfLjHCmmS+Ci+edX3GbG3a6Heb/DtvvljlIsVzXjUVJxmqhSjZSPAPHmJNYcIq58RK2plbYYuWX4kO3np94Yxc29ixIrRRxF3NtmLkJUKg3X78xHZiSRj3g91it2r9s+7r5zUgYuTh/l2OIQZz6iHlutnKRaMamZcxF2sDSBuBr9cqc/9ne346GbLsf2fScq3oewx+LXeLhNBw3zvDDHaX182i6oB0cnbXWeAeDWvsVYtmiO7zlNY43UsJq5cSdySkOiH2cSUo3jSUP7F/WcOR/fPrvNNXar5MepRUMqk8Ny47rf9qr5njIeUbNrpHwEqDwnqUY+Uk4p5qTd2rfYnEUPAFLODADwOp9piMXlYttPZMd8JJq0tH9RzpnbY/1i94VzzwNwyny+BkDEVNIrblFietj3q5pxgjEpWUJKGfwoslmxYoXcsWNHrXcjkjga5sdf2YOfvrQLujTqs//wlmW+U/2S2IdKt1OrGplh99n6OMB9ima5x29dNEwI4P4/7MGPvnGF6zbVz2r0WzXOV1ouHig5QoislHJFrfcjDcqNI43wPamXY0hTTWWvNtprCv+moQlIACuLI5lV7NYAfOmzxuLIAHDvM4OYzhsx4eIFn8YlCz6FH3z5UgDeJQJqxeuY0/Q+UfIYR2YwH6ltPlLJtuo9H6n0HP7kl+/hqTdGISUwq3Xm+N22u2bbeFXXkqmXaxQqH+PIDOYj6T6GtF3jhs1HnLlIf3e7LXZb8xG1nbue/FfkdWOg1+rbr0LuzFSspb3i4nbMaXufKFl+MYQzWJpEpT2V2bEcDpw8i5aMhkKhvJ7+uHpLK9lO1OmKcQjb4Fof11JcZCyv25OJShrvsL3t1tfQqlS/mUGJKFijfE/qZeRMXOUD4ogv1nPm9zlw/q1vyTwzdufzxiKP1rUHvGJC2j5nfvtUz7WvK1EPNwaInBopH6lkW2FLOcYprnwEQMUx4kffuMIsC+Z3oy47lsOq54eRL07Bn0q4jU9j/CNKm0b5ntRDPhL3NW6l145h8hG3XEQN3LUuOu9cC23dA1/0vCeVls+Z1z41ay4CMB9xYgcLBbJdaGsC372mK5YFa2sh6nTFOIRtcJ2PA4zFhq3PqbTxdl5IuB279TUgJTRNQEAmOkWzmYMSUVj8nlRXHOUDkogvfp8D69+m8ro56rdFE+i58NPYc/Qj2/MevPGykv1J4+fMb5/qvfZ1OdKYdBIlrZHzEa9SjnEK27ZvGprAuWndzEEAez4CIJYYEeZG3eDoJAqW+saaEIm28WmMf0Rpw+9J9cR5jRv3taPX58ArF2lr0fC96y7Gr0YOY2zyTMnznPep0vg589qnZsxFAOYjbtjBQoGsDUlBl1gSw+K3teI2i+PxV/bE2niv2TaOLcOH0Lt4Luac32r21gc1uO2z28w1UiSM6ZFS2mtPRm28g6ZxugUJ52usuq038amZzRqUiKLg96S6vGb9ufEavZNEcuD3ObD+TQiBgi4hAeQLEnuPfWQ+LpPx/vwk9TlzKxcQlt8+qfdJbbseVDraK41JJ1HSGjkfSeI7XU4+kh3LYf2O/WZb2pIREDDOt/U5ceYigP9Nq1mtxohnTRNYfXtfou85r7OIgvF7Uj1RchHA//oy7jjj9TnwykWmpnU88+Ze82ctYI2VespHrO9T++w2czBCmq9R4ph5wnykFDtYKFCjBVFn77jb8f3kl+/hVyOH8fXeReY6JWGs2TaOhzfvBABzAcfzWsN1UuTOTEEAZlLz1c8txOeXzrc9J+oNP2uP8qrbekvWU3E79qiBPA7O19x1+DQe27rbTAqrPeWQUx0pjWrx3Wx2YcoH+I3eiTN+WuOS1+fAeYG/+sURM8HRi2vuCQDf6fdOKJL4nGXHcrj7aeMcAcCGHfux9v7rQm1btcdBcXTj0ASm8jo2DU1UZWAAMHMD89a+xbjn2q5Qz4ljtJfXbFy2DdTIGj0fcTu2aucjg6OTZjkuAeDKxXNx19VdJc+JMxfxG/1b7eset3xk9QsjuHDuefjBly+tetvKdp3SiPlIdYUtZRZ0fRlXDF2zbRzrto/jwrnnucaUoFxEorgGy2Uza7B4HXc95SPq39aZtneuWFqVmbZR85G4Zp4wHynFDhYK1MhB1K2hfHnkMJ54fRQAzP+HTWq2DB8q+d10XkfuzFTgApwDPR1obdHMBv/VXUfxgMvFvFuZrzAjp7cMHyrpYX7wxstc39uwgTyMsI2sek2vpLCaC4ByqiOlVZzfTZpRycWgs5yKs5Z+HPHzJ798L3Rcsn5Gli2aU5LgtLZoWLm80/f14v6cDY5OmqVmAGC6IEONcgrbHtvKEUzrVVkQ2S1WhUlq4hjt5bwuAypfE4Eo7Ro5HwGMkbTWEbVR2n2ncvMRdbNEtVG/mziFXUdGStoUtxgRZmaKWy6ituU3cCCuG2vl5iPAKbzy+yNY98AXq/a5Yz5CacZ8JDnl5CTZsRwe27o7cG2vSmNo2HYxTC7i17nitp04VDUfKUis2TaOjUMTibbf5eQjcc08YT5Sih0sFEojBlGvhvLPf/5b2+N+NXI4dEJza99is2EDjNFfqrby46/s8Q1m/d3t+E5/J9ZuG4eEMR1fNXZegTbKyOlb+xZj+74TrqPDknpvy0kOvJLCak055FRHouZSyU0MZzmVTMa9ln5QB3uQX40cLvk5TFxyS3BqcWNyoKcDmYxAvmCcqdaMdx19a7wL2x47yxHoUibehjtj1ZbhQ6E6WOIaQWh9b+MudUqUVs2Qj6gO8HLbfcA9H8loAgdPnkV2LBc4Yvixrbvx5vvHS9aCjJqPhM1F1GunOR/J66hq28p8hKj5lNNWqeeowV6q9JbX2l6VtCPltItpyUUAoyS/pglzba+k8hH1XjhjaBLKyUfinBHMfMSOHSxUlnqc+hVm/ZH+7nZ8vXeROVIMAL7euyj0a6jGzFnz2G06vJuVyzuxaWiiZJqdV6D1a+zdepRv+OwFOPLhJ7jr6q6qjAYLG4ys2/HqpKpWKYhGK0FBRP6c7dSmoQnfds15wa3KqQDAFYvmYPjgqdAXl2FjaSVxSanmjUm349KEUQQzowk8+i33Ovpu5WTCTD23xjvnCLmk2nBnrLq1b3Go5yUxCp9xi5oV8xF3znzkw3N5bMhOYO3bwaNp+7vb8dBNl5d0hJSTj7i1d+Orvs0CAAAgAElEQVSTH5tlz+J6z6qRj7RoqGrbynadqPnYZkDkdTy2dbfnTA/VXh04eRZTeeOGvgDQ9ZnZuP+GS5E7MxW53QtqkyttF6s9SMJ6bACw+sURSGnkIl/93IWepR+D8hGvwdMq5m0cmsCG7AQKheTb73LykaRmBDNusYOFypD2KctuQcJtn70aADU6rJyax4CR1Fh7jR/ZvLOkfEzQyDHr/vv1BAc1YiqIZcdyuOvJf4WaEfne4REsWzSn7PctO5YzA0e+4P05CNPIWkddZIoLWP71t6+ydVJVM3GOK+CUU5ufiKrP2k5lMhrWbR9HQTdGNTnr8lpjiSYE7rv+EqOcyrQOHcDOA6fw3uHTaCmOjvK7uIwSS1Uc+sVvD6DrM7Nxs8eNNr92J0wCFcfNSrfjGhydRL5QDEBSIndmyvW5zptguTNToaeeV3uEnPUGZtR2Pu4EM6lEiSjNmI/4s+Yjj2zeiel8uFwEiDcfsbZ3a7aNl132zE2c+ciabeNY9fwwCrrErGJp4r/+9lXmWgPVXoOF+QhR87HOgNClUfJp+74TJe2aWktkOq+jJSPQohmzxHUA4yfOYPWLI66DlJyixlHVhvzDm6OAEPiTL13i2UGxcWgCAnBdgyQo30giH1m5vNOMYRlIfGHpfM9t++UjQYOnVcxbubyzKtfl5eYjSXR2MR9hBwuVIc1Tlr2ChNs+e60/AhgX+zf3LsLg6KTvVPoga7aN42dvj9vKxwT15Dobu6CkJUwjtnFowuxcASp735zTUP22F2b/BkcnzW3ldYlVzw9j3QPX1TQJqDTglFubn4iqz9pO/Xb/Sbz87hEARu3cjUMTtrbAGkt0KfHMm3ux+vY+bBk+hN/sOQ5dAoWCju9e04Ul888PbJfDdr4DwM29i/DsW/twtNgGOy/o/dqdMAmUNVlrbdGw9vvl3ax0i7dhRzS5Pa6cqefVGiHnHFBRS9UeFUhUa8xHwiknFwGSyUecpUyeemMUN5c5kyXOfCQ7lsOq54fNGalT0zPvDfMRIqqW/u52rLqtF3/xi52QxYZNtUfWtmDT0IS5bu90QeKWKxfi7HTBzEXcBikF3Ydxex03yxbNwURx1szqF0sH7WbHcrj7qbcwVSwLvD47Ycsp/HKSsJ3mYTjjrQRCz67wy0fSlosAzEfShB0sFFk1p35FHXXjbEifeO0DfDJdQO/iua777NUAVDoqTgWHddv3oxhbIAB8p7+0Bz+IW1Lg7NUP2qZw/Kxp3vUmg6hzrJKZoBJeQfs30NOBjCbMpEaX4RYbS7Nya/MTUW2oduoRc+FGg7PtHOjpgFZc4wMAdN2YjeEsp+I2WssqO5bDhuzEzA2vEG1y0M1Ev3YnzI1Ia7I2VSyVVk47bC6SPG1s6539JzHQ0+GZ5DnjmV8y6Jxt9Nv9J/HI5p2B59tLPZYXIiJDtfKRoJG4bmxlXqZ1rH5hBL0XzUPfknlVz0dWPT9s5iJAebmI2sdK8xFnKRMpy1/XJM58ZHB00ozrQGV5UpowHyGqP85Z3m7tkYTdgjmzsHJ5Z0lpx6B2uX12m7ktvfhzkKCcYnB0EtOWoON8jNfzo3Sah+FcD2XurJbAjvYw+YgzFzlw8izWbBtH7sxU2fkE85HGwQ4WiqycqV9RO0qyYzk88doH5kjisKNu2me3GXXepYQQsD3/Bzf0lJSb8mrMKhkV5xYcAOMGmlq4MiprcCwn2bpjeSfWZ42bZ0IA37/efTqn8zgCg4omcOeKpWXf3FLHtvr2Pqx6fhi6lGhrgHqN5dbmJ6LyxXFxqtrK6bwOTRPoXTLP9ndbe6VLtLVqoToGnKwlswSALyydj8e27vaNkUE3E/3anaDnZsdyGD5wyvY7Z/IWlnX0XUECL717BK/uOoq1919nrlujHucVz7zOnzrPm4YmsG77uBnjnaPjwkh7eSEi8letfMQ6EvfnO/bjZ47SkW4GejrQoglMF0u2vDNxCu9MnEJbxliDynojxi92VTpLZ3B00lzMV+lzxLUoKs1H7rm2C+OTH+PJN0YhZfg1Ft3OUZz5iDkwoFj+c/Xt7uuE1RvmI0S1UUlO4myP7rv+Etu1M2Cs27thx35MFyRaM8Y9pnJiYu7MFDQB6BLQBPDqrqOBMTIopxjo6UBrRphx0/kYr+dbZ/YDla/D29/dju9ddzGeeN2IN0+8Poqujk/hwRsvQ3YsZ1tDJUo+Ys1F1u/Yj5+9PQ5dGvuryksyH2le7GChskSZ+hU0PdkZgFQj88m0bttO0Kib7FgOq18cgS4lNE3g4o7Z2HPsY/PvI4c+xD/+u2ttj/dqzCoZFeccUQUALZr3xXrUAFxOstXf3Y5Hv9lr1hZ+9q19vlPy3dZFUee+nOAd5J5ru6pSM79aKqnNT0TRxXVx6mwrH31hBMMHT5mJC+DdXoWNi9mxHA6cPIuWjIZCwejIeXtfDoD/YIKgttev3fF7rvXcKW2Z8gcEAMDIwVOw3tObLkhsGprAxuIsGevaLNZ4tnFoIjAO9He3F28aWrZf5o3HtJYXIqJw4spH/AZc2UbiFtuyUK8pBKSjq3q6YMx6fPDGy8zX9Ytdlc7Scc4SFygdHa32I+o1eLlt6M29i/APv9lrnFcZ3JWvOrnUjUS1Nlqc+UgSuU0aMB8hqr5KcxJre2Rd70N1/t5zbRf6u9ux9v7rKspF1PZVjNE0gZdCDG4Oai/VvnnN/PSaDWmd2d+iAXdd3VXRIF4AeKvYMaWs2z6OZYvmuK4VGSUfUblIXpdmvhO25LMT85HGwg4WSpzf9GSvxXCtN3qU3sVzfV/H2jgJSPRc8GlbB4tz1I5fY1bJhXaUEVXlBOAwydZPfvleyaKYuTNTKOgyVI3NwdFJs4Mrr0s8snknxic/NrcVJaENK4lt1lKaamESNbo4L05zZ6agy2Jbmdexdts4Ng1NeC6obhU0Otra5rdoAt+9pgvDB4yRzYrfYIKgdtKv3fF6rvXcaQL40mUL8NBNl0ceffXkax/gyIef4K6ru0pmv2gC5vnUJXBu2kheVi7vtMXLsDWXg0bHhVHNcqduKp1xFfX5LD9Azc4rHwkacFWcGG86dvpc4GtZZylatWbspV6CYlelN/69Zl1alXszMKgNXbNtHOu2j2Ph3PPwgGWBeHVTSsLocHKudeb0xGsfmG39VEHiJ1vew/offNE8vrjas0bLQxTmI0TVFUdOotoj63ofujTWqlVrnvi1WX75iLPNX3VbL3JnpvDSyOHY8pGof3fO7L/r6i7879++yvP5btxizoVzzwMwc0wXzj3Pdd0Z5/27MPmIdaaRLgENzZePlPPcRs9H2MFCZbN+OQB4flH8pie7BSBnY6X8w7/aZ104v5zOxumBL1+Kryy70DO4BDVmUUcAWOtchk2G/GpQep3boO3/5Jfv4YnXRwHA/P+PvnFFSY3N02en8fDmnTh++pxZt1Nty1l/U2JmWmWYi/SoJRiIiCoR58Wps2Zv2BFJYRaTtbb5BV1iyfzz0btkHt6ZmFn7RcXIMBegbo+JeuF6+uw0ACOhaWvRSjpXsmM5bBoyRpWtdBkskB3L4bvF0cUA8M7ETvzghh60ZYzyOALA165YiL4l89CiGZ0iEsCGrNHBouLZwZNnsbY4zT7ofAeNjguzZkKUWB13MhDHugpRns/yA9SowuYigHc+EnQzTJVPUV7dddRccD5UOd2Mhq9cfkHJtbbzcV6xq9x8RAmaJe53/NZRzs768n5tqDUeAqfwyq6jZmk1VT5NxYJ128cxcuAUruvpcC3l/OvfH7Xt7/Z9OazZNs58hIhSKe6cxLn2Y6X5iLPNV7Mq22e31SwfMY7TiLUZzbh2d27fLxdxxpxf7zqKdfdfhx98+VK88vsjyOtGLL9x2YUAULLujDWehc1HnDON3NZgCRODwuQjSXVKVJIflPPcZshH2MFCZbGNws1ogJTI69L1i+I1PdlZJsUagO5Y3okRx6het0WwnF9OZ+PU391eUWMWdA6efO0D/Mvvj0JK+7GHTYbcAnCYc2sdBaao4/jVyGHba/xq5DB+9I0rbDU2BYCn3xi1LXq5Ycd+c9p97swUBEpr8IdZHDHMTcawGr2Hm4jiUWl77rYtVVu3oMtQCVKYxWTd2ny1r9YYGeYC1Dkb5s4VS9G7ZB4efWHE3P6j3+z1XXRxzbZxsyMeAK66yF6b39l5Yo0TirOEDmCU5FQdIBuyE9j63hG8/v4xfGXZhXj53SOQAAoFI6Y/eONl2HX4NF4aOYyMJiBCnm+vOOtcM8FvfZYwsTqJZCCOdRWiPJ/lB6gRRclFAO98xFy/Efa2JzuWw2Nbd9s6VwCjc1xdf3u1DWFjUlyxa822cbO0pbO0r3odr2173Qy0nl+v+vJe+chLjlxkujBzU7C/ux13rliKNdvGjVigz6xRAwDnWV5jcHQS0qWMWDXzEeYiRBRF3DlJ0CxEp6B8xKvNd4uR1cpHdh0+DVXAJq8DL48ctnXUBOUizmPOF2POgzdehtW3X2Wu9bv6xRHcsbzTtu6MKpu56/BpDI5Oonfx3NAdZEGziMLGIL/tJNkpUUl+UM5zmyEfYQcLAah8HRDAf5Svc3qyW5kU1VN999ODxRFfAi0ZgbxLCZByv5xus02i9rKrkbHriwuLKVMeo77c6t1be+CdAdg6FXTaspbLuWkdq18Ywapv9gKAZ1L59d5F2Dd5xny9r/cuAmAPpkKIkkUvrcnPQE8HZrVqJevghFkcMcxNxjCaoYebiOITtmM7yrbuWN4ZekRRmMVkVdKlZleoi/mBng7P0WWqnJbfqOOpgsRz28aR0Wba9qm8jh8/P1wyAMDK2V5v32e0u8/dNwAAWP3CSMn6A854q8p1WR93a99i8+ZYvjBzHIBxg86atNhHnQG3XLnQVk4mKmeHT6UX8M7rjZ9seQ/HTp+zleCMKo51FaI8v9blB4jCipKPRM1FAPd8ZPWLI2bHxKrbem0DudRMRjXoyFoCJMwsdLXWStBxOvOEKDPr2me3YdXzw+Y6K3ndXkbGa5vWfESViLH+3Xp86tyem9bx5z//Le6/4dKSm2/WfEQT9n11lka7Y3knNg5NlOQZcLx/qu2qVT7CXISIyhFnThJ2rVrVzvcunuubjwTlIs58xFlOqxr5yFNvjOLm4j2sMLmIMwdrscQcVfpZl8a+jBw4VTLA29kZ8oMbekpmVEYV1z0xr2sNtyUBoqokPyjnuc2Qj7CDhSpeByRTvKAOO8oXcC+T0t/djkc27zTXX8kXJG65ciEWzJlVUuYjaOaH23H4/T3sOXAmXFaamGnIvRZkzI7lcPfTM4sJqx54lahZj81ZIk3CGOF191Nv4TsrlnomlZ9dOAc/uKGnpMHddfg0li2cg4Vzz8NXll2IR/9p2BzhC9iTH+vIi9NnpzFy6MPQ0+vD3GQMoxl6uIko3aKOKLK2vX7t5aahCVscac0YI77UtHdnCZWf79jvWlqmJaPZ1ixzdpyrn73aUGd7rR67cWgCm1xufmkCtjinErKf3X+dbQ0WdewDPcYCy3rxOF7ddRSPfqvPdiPvsa27ba9xdrpQUVuvOnwqWZ/FuT11vQEYnVCAvQRnVJWOboz6/DhHUxIlJWo+UmkuAsxca0oAUkpzJKv19wAgBPDAH5becImaiwQdZ9R8RC18nHe0/dYyMtbZLWoGCgBbPtKWEXj0W31mLmLGIUeMkQD2TZ4xb0Tlzky55iMCwM1XLsTRDz8pWYMFmMlJpvI63jt82vy9gL3NrnU+wlyEiNIgqMPGOXj5movbcS6v267JnYJyEQAlJeadZeSBZPIRKRGYi1jzEHWMbut+qVmqstjJ8ruJU2jNzAzwdstFRg59iH/8d9e6nrew4ron5nbf02tJgKgqyQ/KeW4z5CPsYKGyLh6dX45dh0+b0wnDfFGcDUX77DY8/soeHHUsHCkBXDT//JIvoNuX0znzw3kcfsdpDTB+58CZcFndd/0l5nM2Dk3YFmRUM08GRyfNBASYWdxx09CELZl67r4BrH5hxFYizfocVSvfK6ns7263NbLOupQ9Cz5llm9xW4NFneNyGj2vEgxK2DqeXuXjiKjxpKUERyWjp5947QO88vujKOgSz75lXzPM+TxnJ/10QWLNtnFsGpowb6h9ZdmFeOndIwCMAQfOWSz93e34Tn8n1mwb99xHIQAhASGEa1JkTUhGDp6ClEBGExg5cMqWKAHGjS+3m4AtGQ3f6e/0nHViTbLyBWnWelaiJiBB71F/t//6LFFZrzf+8a19OPzhzHWKKsFZ7nYr3a+oiVAjJjLUOKLmI5XmIoD3gK2DJ8/COglDSuOGi3WNqnJykaDjdM5e3OSxALz1cW4ltFQZmexYzja75ZPiNpfMP9+Wj0wVpFlCxdqx4xdjtgwfwkM3Xe6Zj/zAIyY4Zy3+0ReWYPLjKfQunus6YrhW+QhzEaLmU4/5CFA6i+TtfTmc16ph2aI5vo8PykWGD9rvRTl/BuLLR8YnP8ZTb4xCSqOzxysXueSCT+PlkcN49q19tvtn1pk+inWWqmKUppwZ4A2U1xkS9B4FxaCw3K41/vznv7U9plb5SDnPbfR8hB0sVPZULfXlUA3XVF7H9n0nbFPS/Z5rXRRKPb8lo6FFM+rxZjTgtd3H8C/vHXEd4eVs0IKOw6/G8Pod+2cCjEfD79wGAHMNEw3AnPNbzf067ugoemfiFO59ZhCrbutFi6WUigSw58jpks6dgZ4OjLgEMMA4L4B9Oj/gv7Cn27TLro5P4aL557suFOYnTMB3Ti+1PjdqHU/r6AIiajy1KsHhbMusMxTdatg72UZPawK/LnauAN7T6AH7aDAnVQ4MAI58+Intb8Ll8SuXdxod9NM6NE3gi5d24HVLgnD755fgxd8dMusOe5WMef7PrjfLX27ITuB3E6eMcjgC0DQBXTdGfb29z5ideadlFuVUXseabeOuNZE3DU3YZmIKywwYxZmALFs0B4+/ssc1xoT9rMR98a62d/rstG3NGlWCk4gqV04+Ukkuop5vvXEBzJTgzRSLtOvSuF7/zZ7j2L7vhO8aJGGOwe8xzll/63fsd70Gdpb9VR0oAsD1n12AW/sWY3DUWKxXd3TArN+xH49+qw+aZi8XXNClWQZMdez0LbGvy2WlbkCtXN5plj1W58IvR1i33X4Tbvjgh/j2/3BR5BuaSeYjzEWImk+a8hG3Sih+rDPfFb9cxKv8ImDEgMe27sZDN11eck/LLRcBys9HrMf+o29cgZt7F7nmIi0ZDZ/vnIft+3LYc/Qj7Dn6kVm6U90/23X4dMlsTbeOJGupT8Vr/RmvGBP2s+IVg6Jy5jVf713EfCSlqtLBIoToBHA5gPOcf5NS/rIa+0DeKp2qFXa0ldvrOkd7FQo6vntNF5bMPx8HT57F2rfHS7arpro7R1kFHYfX3wdHJ21T6wt66Y0ot22ojiHrLBzrxbizJv10XkfuzJS5yK+yYyxnNvqZzExd54Ij3gkBrOhuxzsTp7D27XHXBTWzYznzxpQ6Nre1AXQJPPKLnZASaNGAdQ98MdR7FlTWIOgzZBtdkZ8J3l4zjZyjC4goXeIY6VWLEhxubZl1ZolbDXsnazw4ePKsbeSWpglzZqbz3OTOTJlJgZOEMbr3Z2+PQ90TUyVT1Dplav/VeXfGJAEjXtxfLGejy4OuawS4teVqzRS11sCXLluArs/Mth3bdPHGX1uLZpuJM+Uyy8Z5jF+7YqFvAhKUsNS6XIsaHVZpzeM0SctoTaJK8pEw15d+r6seZ81JhC7x3Wu6MH7iDN58/7i5bWs7qm4E5Qv2WehBs+z8HqM7Zv25tXN++citfYtnBq5pAi0ZzbamY0GXxihkR8eL6nCxduyokmlOt1y5EMsWzbG112rAll8+0t/djoVzzwMwM4hsz9GP8H/+867Y8hH1d7/3ICh3ZS5CVD/iuo5JSz7irITitg6jU393O+5csRTPOXIRZykt5wzM/7blPbxdLH2rSBjrkLzpKCHcmhG2XETtf7n5CIDQuchDN11eUsZLiJnOEudaZKpzaaCnA5oQ5kADAeBLn13gen1g7QxhPlJ9jZKPJNrBIoSYA+DnAG5Rvyr+33pFl0lyHyicSkZ7Wusu+o22srJ+gZwjudRzs2M5rM9O2Lbbu2SevfGM2KC5Had6feuNIr+G0roN64Jjzovxu67pgijut7V818GTZ23b0y030b7Tbxz7rsOnoQnLDBkB/NUfXYXcmSlkx3IlwckazM4VRw4IGKPurGsDPFmcdgnM5FV5HXjitQ/w9L9dEXj+vIJJ2JEWzvVl3ny/dDRgMyx+RdQI4hrpVYvvvFtbpkYOq/iiS/cbW1YqHqzZNm67sLntD2ZucLW1aLYZh84ZLALA5xbNsdWht8aF6x2JgFt7O9DTgce27p4ZpSWB0+fyuLl3keu59WrLne/FQzddDgBmLAaMBGvl8k6sXN5ZUsrSObJt5fJObNix39zXB758qet5VNcEB06ete3XpqEJ28W2V3nRal6M/+gbVzREIgNwAWdKn3LzkTDXl05hZsPfsbwTuw6fNgcp6dKYhei2JqNqS1UJROt6JmGPc3B00j7SVhOeMTF8PrK0JB9xdvK3aAJf/ZwxAEyVT1Hba7OsaSUAzGrV8MCXL3WNI4Axc3F9sd13y0ce+PKl+JffHykZSBZHPgJ4r4NpFZS7Mhchqg9xXsekJR9xXkt7zRpx6nXMOLzv+ksA2DsxrPnIrsOnSzpXhJi5R+TMVe5csdR2bt3W94qSj0TJRfq720sGDN9vWRdtcHTSNltTxc7+7nasvr3PGJytS7S1ar6DL9zyEbdBG7YqBhkNB06eRXYsV/VOFuYj6ZP0DJa/AdAF4A8BvAng2wByAP4nAF8FcHfCr09V0N9t1F1cW7zBpC7K/Rou5xfIbSSX23a3DB+yTWdXC8tnx3LmBX1el5G+mKoHX41Ci1Jn15kgWYOBGsl1x/LOkmNbn50oNsgCmhDma65c3mmWObCWVWnRhFlD03lzyW2RS+s5UgHrR9+4AqPHPzZr+lvtPfZR4LEC3hceYUdaqHP92NbdePP9465r3lQ6o4qIqiOu0Tu1+M67tWW2i/DiDMmwyZV1VooGYPLjmYV/p6Z12zado78kgGnnnaaijCZKEgFne/vkax/g9feP2W70ScyUYbEmU0E3j7zei7XfH8CmoQmzDIz6/apv9uLupwdtNyOt+ruN9VDc3luVxJSWCTVGUWcymmtMdysvWu8X47VS6xF4RHEJc31p5ZXMu7WB6oaXat9zZ6ZKyo6omYbts9vwyOadZeUjgL2jSBNGqcqos3CA4HwEKMYSy+ssWzQHr79/rCQu2Dp8hBFT1Gu55STWWOSWjzx442W46+ou13r9Rx2lMYPOk9uN0DA5SVDuylyEqD7EeR2TlnwEmLlX5HZt7cWZi8w5v9U+u9ORj3TOP9/2/EVzZ+EPOue73ivKaMIsAwmgZH2vqeJMwI2WdY2B4HwkSi4StKaJV+y0rs3i9b46Z6SqfCRfLBPqHLSh9lHdf/zZ2/a1ayiaRspHku5g+QaAvwCwrfjzQSnldgCvCyF+CuB/BfA/JrwPVAWq7qJXj791lJjbF+jBGy9z/RJZR79mNIFb+xZj+74TZn3H1bf3AYDnKLKoM1tWunSGhOUVDJxJT393O9Z+317v2fqcRzbvLKmHOVWQZs+59TWs5xKQKJaLNqmET3VCvbrrqOu+91zw6YqOMcpIi/7udjx00+XYvu+E5+elkhlVRFQdcY70qvZ33u/iPegi3M1ATwdmtc6cCxWrVH18XUoz5gkAGcsMRcBog/edOIO85ZcZAdeba872dfT4xyX1hQFjNPCabeNobTEWoQfcp/I7j9PtvbD+zlr6xRnPwo7Utt7c1Cznx1om9MDJs/hZsUzodN5Ym0a9zoM3XhZqMel6VM0p8hylTY0kzPUlYHzH1Ahbt/bD2WZZ2/eMJnDw5Fn0LplnW4PrzhVL0btknjmTvJJ8pNIbfGHzEbfHWH+36/BpPPX6B7ZyxwVp3NxS5TPdchK38pfWfASA59oud10drla933kKm5ME5a7MRYjSL+7rmLTkI0HX1m6cuYg6F9b1uqz5CIS9dfyDzvl44MuX4pVdR23tvls+Mjg6aetAhwCOnT7nmY88t20cLZZ7dyqPiJKLAPaSwtZcJCh2+r2vbjNSVT6iSoSqQRsbHTPrB0cnzU6YRspFAOYj5Uq6g2UhgP1SyoIQ4mMAn7H87ZcANib8+lSmqF8or0bNObNEEwL3XX9JtC+QKPbFC2MWh/N11E0W6yiycqfqqcbX2WhHfX7Ux1nPl3PxR8Xac67KDwD2nv/vXXcxnnlzL3Qp0ZIxbqqpkWuPv7LHttaMmgLqVrbF7/13O8Y7lndGGmkRFASDFhWrVmPfKLUgiZJQLyM8vb7HXu11OcmV27lQHTXO+vh3LO/EnFktZsnG1ozAgjmzsPpbfRg+eArHT5/DgjmzbDNFrJwlAPYe/wgtGQ35gpE8CQEUiuukSBhT29cWF6GHELa1AqyxJAy/Ud9Bz3MmJObgADlTRsZZJlTd/BICWLd9P2Rx1N33rrsYb41OGs+zlOBMu6CYkvQUeefr18t3mJpXnPnI4OgkTp+dxjNv7jXXGtFE6WK3XttUo1vVOojO0bhx5SPODu1yvp9h2mW/zvQ128bx8Oadrs/7zZ7SkbyKeSNPE5ASkC75CICStV0EgAdu6LGNSA46dq9jDJuThGn/0pCPMBch8lYv1zFR763ElYsAMx3nznzkT750CX78/E4UdCCjAV9ZdiEGRyfxX7/Vh5GDp3DMJx9xljvWJfDqrqPIaAKyINGSERCYWbcRMNa3/PEvdiJTzFmSyEX8zpnXe+A1I1XFDjVoI6MJ2wyXL3TOw4kz03WXiwDMR5KUdAfLfpWYPbcAACAASURBVAALiv9+H8BtAP65+PO1AMLNAwYghPhTGDNeFgMYAfCQlPINn8dfBeD/AXANgBMAngTwl1IaxfmEEF8B8IrLU6+QUv4+7H41onK/UM5Gza03WJcSz7y5F6tv7yuZIuhmcHRmkatCwX22i7MG4hc65yE7los8Vc+tXIkmjJtZd10901u+cWgCAghcZ8bvNdySPjX6K+9eKSZ0Oa2bexeZx2FNYNpnt0Er9qq0tZYmhtZ9jPr+93cHj2J2e07UBj3sWi9xaKRakERJiXOkVxI3Ear5PXbrOFc/W2fFAMCzb+0zxg3AWMR4TXFk133XX4KL5p/vew6GD56y/VzQga997gL8+vdHjfr6GYGvXrkQr+4+Zi5sbJQhM/4VVDrHi9eobwC+75uzRvOq23px8ORZsxRYq8uNSnX+1E3Nddv3myPlPpnW8cTro+b2b7lyIR748qWRj8VrFmlSwnwW45gi7/U9KjchJaqVuPORmRnfBoGZxXPDXOeqnER9P3Nnpmw3hqz5iKYJdH9mNvadOFNxPnJu2shHvnbFTFu3Ztu4Z5mUMILyEa/BXgA82ydnTgLANR/JjuVw8ORZtGUE8sV1Wlbf3lfSuVJu7I6Sk/i1f2nIR5iLEAVL4jomzpyklrmI83fOfCSjaSjoOqQEHtm8ExJAi2bMJvS7tnZ2kgNGnqEVJ8UIAI8WB45Zr+ELEtCLuUk1cxFnm/3ot2buRdruJRZnpFrv86m4dvDkWawtzqyfyuu29Wui5iLOz1e1BxAnnY8EDU5o5Hwk6Q6WlwHcBGAzgP8LwP8nhOgHcA7ADQB+GmYjQoi7APw9gD+FsZbLnwLYIoS4UkpZcgUohJhbfO3XAVwNYBmAZwF87PKavTA6YJRjIY8tsnoZgRJXDTyvqeIFXWL44Cn89bevCtyG13Qx57m09syven7YLL1yblovqb3rlVRYy5WokW26BN6ZOIV3JnZifPJjPPObvWYJl3U79mNdhAtqt8YEgO11b/uDxb7b8JrCDpQupulc0Gz1iyMo6BJCAN+77mKzw8j5vHLff7dGsZzPvPX1nYuKhV3rJQ6NVAuSKO2SSj6q9T0OulllbR+do5yVvC7xxOuj0AR8z8Hx0+dsP2c0YwaMLqXZkbJgziw8+s1e/MUvdpqLVWY0QNO0SOuMAUYHybrt4xg59KE5M0YUX9e6DpjbPjtrNJ+z1H9uyWi465qlnjN11Pk7dvqcvQyBw5EPP4l80a/2uSWjAVJGWiuh3BHNYT6LlU6R9/seMaaR0qz5iLMZ0QTQ9ZnZobfj9v10y0fUzP0Pjn1stvPOfCRMR6htbUUJvPTuEby6+xj+5IsXm53Mb7x/HOOTH0da6NYrH1HraWUyAlK6t7maKC335cUvH5kqlqv52pULceOyC5E7M2Wb5VPpe+/WyVZJPnKuuL6Aem618hG220TVF3dOUs3vcdR8JF9cA9IaH1VJr40+AwMGejpKyh2LYql6CWPw2JbhQ3jopssxd1aLbWBUS0ZAjzjjIzuWwxOvfWAOJgPC5yJAaZv94+eHzVnxXutBW89d++w2c3CYdVaOEiUXcX6+rHExyuctrflI0Pen0eNa0h0s/wnAbACQUv6jEOIjAN8BcD6AP4MxqySMHwJ4Vkr5dPHn/yCE+DqAfw/gP7s8/t7i6/6xlPIsgGEhxBUAfiiE+Dtpv2o8KqU8HvXAoqqnEShx1cBzjuQqFCR0GI3uhuyE500VK+doKNXD69Xr+fgre2w3YtRr9S2Zh9yZKc9Fce3Jl7HeS96Rif3itwds9fHzES+onR0HqmND/U6XEv/0zkHP53++cx5WfbMXAGzly9zOh7Ph2jJ8yLyhJyXwzJt70dXxKTz6wsw00bXfN85FXO9/uZ959fpq/1VptFW39eLtvSdsj/Vb66VSjVQLkijtkrrYqsb3OKjz3Nn+DfR0mOuOuPEbkZUdy+HV3TPjQDQB/GWxnrFqD1XcO376nC1h+urnjNFVUW4yeZWJKU4FxvDBU77v2+DopO04jeRrZr2Vi+af79m54pwBCxh1oJd+Zjb2TZ4xf3fw5Fk8vHlnqGsKtU/WfVbHE+ZzFzSi2S/mhfksul3zROH3PWJMI6C58xH13RAw2k5NE1j7tv9NJCu3GRpu59KYjW6/AWPNR0YOnjJLJ/t1hLqtrTid1/GL3x6w7deTb4zi5t5FFeUjB0+exVSxPbTmOk5fu2IhvrB0vnn85eYjqjzkr987gtd2H0O+MLMw8T3XdsXaXlWSj7RkNDN/Wr9jv1kyplr5CNttouqLOyep1vc47nwkaHaIur8HGNfn3/z8Erz4u0Mo6MY9P1VO8obPXmDb7o3LLsTni3EkbEfC3U+9ZXaQKGqGflAuApS20ep+od960M5cRBNAS0bDzVdeiJffPWKL8ZMfncOabeOhK/R4xcWwn7c05yNB359Gj2uJdrBIKc8AOGP5eTOM2SyhCSHaAPQD+FvHn14C8EWPp10H4I1i54ryzwD+EsDFAPZafr9DCDELwLsA/kpK6VY2rGL11FNXaYLvtZ1NQxNYs23cVu6rnJkRQTcQZrVqtpsy+fzMiFnr7BTrc51f9FW39eKVXUfx8rtHzNft+sxsHP7QPnL47b0n8MjmnaHKhbXPbjOTJF0aPy9bNMcW2KQsXfwYANoyAndd3WVbz8YreVG97KocmFpw+a0PZm50FXSJddvHzWRqKj8zMsurU6uSkV9RZ8I8d98AHtu621xUbGpax4+LJWaU1owIXOulEnF9D4goWFIXW3G1Z37c2joAnu1ff3c7Vt/ehx//YmdJWw/M1O13G5GlStSox919TReWLZqDe58ZtI8+K+j43cRJ23YXzJnlOtPQjTpHL40c9nzMdF7HyIFTaMnYZ8VYS2mqhaDVaOz7rr8Ez761L/B9dpsBKwB895ouSAD7JmcmLx/7aAprimvMhCnT4iwrCinNUmVBnzu/uBYU88LGlLDvUdCxOY+HMY0A5iOqXJW11Ee5s7XVbETnNqzfQ2Dmml7lIyoPAYI7Qr933cV4+o1RcxutLVpJPiIl8ORrH+DsdCFUyTC3fOTAybO2x2Q0AVm8Saa0aDBnm+w6fLpkwJrbZ2ugp8Mc8ZvRRGk+IoFCXo2gllj1/DCWLZoTa+yuJB/5Tn8n1qrcVTcG1m3Ysd92oy/JfITtNlH1xZ2TeH2P05yPCABCCJw+O+05kMA6k+RrVyzEr0YOQ5fSXD5ZdeK75SNh110xS4J5dPxPFyTe3nvCNRexxnyVj6hZmpoQgTP6nbmIGhz2+aXzARizSpWJk5/g4c07IQDMavXvyHd+vm7tW2yu8xL285bmfCTo+9PocS3pGSwmIUQLgDbn74udMH4WAMgAOOL4/REY5cfcLAIw4fJ49be9AA7BmAGzvbhf/zOAfxFCfEVK+XrAPkWW1p66qIv/RuXczsahiYrPQZgbCGohykJx0V81YlbNTpHSfjPF7Yt+z7VdthrHAGy1FgFgz9GPsOfoR1ifnTBngHid09yZKRTjDbTizyqwrXp+GLo+szbK8MFT5s0pNfPmv/zTcLGGvkGVz7q1b7HtfLTPbsOjL4wgrxvHuuq2XtxzbRfGJz82p2dKALNaNNuxWMOW9X3zGg0RtBZNJZ/5/u52PHTT5di+7wSmpnVAoKREzJ0rlibeIMf1PSAif0lebFm/x2o9EF2GLwkVxNnWtc9uw/DB0o4Hq3uuNTpGrB0RIwdPYd32cRR0AFJixGVEltl5DmP/71jeWZIACBhJgPUGXFtGYGXIG0DWNj+jeY/LlQB+N3EKrRmBr12xEBfMmYWXRw7bbga2tWh49Jv29VXUOmF+U9rbZ7cZHTPTOnTALJumbmI5b3ABRpIV5saZ2yj0sJ87v7gWdkRYmFFp5a71FvQ9Ykwj5iMzr1dpTuJ1Lp0dOmpRYZWPWNvqMB2hN/cusrUJuw6ftuUjmpi50fPG+0ZRBtXJ4nZe3fKRlcs7sWHH/pL69O2z2zBy8BQkgL4l88xOFTUjHvDORwZ6OrDr8GkU5Mysx2WL5uC+6y+xlYuxztLR9Zl2PCgXUTlXkvnIyuWd2FT8nGQ0gZEDp0piT9L5CNttoupKIidxtmfqXpV1sfda5yPHT5/DBXNmYc6sFjzz5l4UdGPtZHUfzXqz3pmPLJgzy8xZNBid9Op5ceQjfvYc/QhtjlzkmTf3mtVoVA5hzUcA72t/v1xEncOBng68uuuo66yaoI58t8+XdW2cMJ+DauQj5a71Fub708hxLdEOFiHEPAB/A+DbAC6A+wzaTMjNObsthcvvgh5v/l5KuQvALsvf3xJCXAzgP/7/7L17dFTXnS747VNVEgiEkAVCCCFhgcFYInYjwOC4jR3bmZCxQ4Lt4Di3e+Xm2sYzWdPLa/WsScbucN10T267p/uO+86kxw86KzO9DBEY8GtCt41jsLF5CClgJLB4CFQqvSUkUUhCqqqz549z9q6999mnqvQoKNnnW8vLSDp1zq5Tp36//f0e3w/W7Bb5xYQ8C+BZACgtHfswwUzM1N1omQCVcLCs+livmUoVwK9+sAKP2YEnkdywarCG9qvYUDk/KYl76u5SblBe1MikMIhVAonaMLMDTmOnBtqWFeU6jNiGVz6RkisAHPJZzGHsrQtxRxQzrSAdAFwdicYJFQGWzMvFyZZ+TqZ0zo5VDbCOoEjUdFRvicmlVD6nVFFVlo+tj1Twaj8RY3HOHjxkCibqR6YSxlOVNZHNVirXU+eBjGo2wGNdNzue2WBRhtJvEDy5ptQ16KO+319/fIFrF0diFN3hEQdRYrO0fAbBT9YtkggACwAtnz8Lp0ID/LwGsQZNpnpvJYkak2JJ4UzMyPLh1jkz8PZJWcaSwpKTYZrI6sZLNwja7XPWaRKze8r+zz6bnc+uwx67o5P5xoCPpBw4U9cwlmfUza9Nxj5PlUFw86/J1pgJe0wP6YHHRyYHbI/JggfjuV6qVckscCLyEZ/PwP1L52JObrb2vIn4yd66eA0hAVCYmy0FsPbXt/M5i7r7quMjVWX52PnsOqniV30+fv3xBVyPOANdbnwEgLSHj9rqBSofeXD5PHz8ZRcvNNPZ8T11IYmLMM6Vir2cyDOvFu6dbh2Q/p7lNzw+4mHK4evER4Abx0lS5SKqBK4uIH8z+ciL+07zPT0r2PWBSt0hjI8YBLjvtrmoFDpEmBrM/vp2nvQHJsZHCIDFhTNRPmcG/vBlJ9ScSyIuwpJDOj6iu4+JuIiYnHnpe5WobxvgiTKWXEp1RtlEiknSzUdEiWi1cCPV9WXC/vJmIN0dLL8FsB7AGwAuABgdxzl6AMRgdZ6IKISzq4Whw+V4JHgNABwD8KTuD5TS1wG8DgCrVq1KlNhxRaY9aDdDJoCdf7KJVKK5LAAc5GY0aqLm8hXehp7K+XefaOE/B+wBkNy4E/DgT6J7+tjKElD7/+p1WWJE1IKube7Da4cu4mxHWDp2esDAdYFoiA7j1UMXpWOpvf63akPc4fgNK0HBklBu2Xt2T1mVW8BvgABStj7ZpoCtS90opLJx6Bsa5dV+BgFWLMhDxYK8lLX2PXjIJEyGH5kKuJHBsrFUgYnt7ABgEDkgP9Z16zbh1TVBHoCKmRTFLjNGdBBlWyiAP3zZiW0bV/ANvdipEjUpXvukCYRY9vz+ZYWYm5vNq5tPt56WJMP6hlLffrHKp5GI5csudl1DdsDA1kcrsObWAuyvb0fF/Flc6kutyhbhG0PSQ/WfHzd24botebO2vMDx2bBCir11IVe/mg4k2sux34+3gORoU69UTJHpEk4ebjw8PjI5YAGisfKBVM47Vj6yN8UZMOz8Eh/xG/j+XQukjpCK+bMAJL6vOj6SjKOd75S5iAgdH3lh32lpnqVBrGHE//TReYmPPLd+MZ5LMB9M5TA+g8R94hj5SG1znzQ3Rj3GLfjI5DlNGucjlQvyxtxl6MFDJuDrwkeAG8dJUu2Q13WdqwH5m8lHmI+RJXopNgsJmhf2neYJohi1Oij/0NiFbwlchBUXfH5R5l5j5SM+g8C0h8oHewfx8mPfwJb1i3nHzcFGK6mSiIsAcb+RDKrfZD5tx7Egjjb1IjwcwW+PXJY+G7GoO5UZLJOFRAVrEy2i2V/f7vh5LAmWrzPSnWB5EMAWSunO8Z6AUjpKCKkF8DCA3cKfHgawx+VlRwC8TAiZRim9LhzfBuBygsvdBUs67GuBmyUTMBYipTMQqQxR1GkNVpXlO/SS99aFUgr6H23q5SSBwGoHHxqJ8mpeSoGt75zGto0rtPdUXbNa7eSmmfnj7Ue11WKLCmbgUu+gHdwCPmjoQHg4gvBIFB83dvHj/Aa40Rd1+8V2drd7L67JIMA3l8zB8w8tRaOS7PH7kgcp2XsRHb+q3axbB3tGmX7/5tWlnnH34CHDcaOCZczWiDYy0fXyc7LgMwjvANm2sdJh58eybvH40ajp0DBOdTPPUN8mV8bGzPjv9taFUFGcB79BeECJSbSMxig+PNOJ7ICBClvChXEZAqvCdqz+/b7b5vIZZBTxbp+fPbCEBwjVKjl1ID0AbB6DdIq4JyEE/Pqfnu/Bt++Yp/1sMi1QPB4iL+471pYXIOCLf8asc0kNCHrw8FXCzeAjY7X36eQjTGLr+YeWJg36q3zk8Spn98T2w9bQe919HQ8fqSrLx45jQbyjdDCyNQT8hi3JLPORXUIiyEeAbRst2bHx8BHda8bKR3TcA0it6M/jIx48TE3cCE5S29wncQBdhzyDaEvY7JIt6xdnDB/ZUxdyqqaYQL3dvdfYEZYS3gzRGMUHZzoxLWBIM6mIcKTfl7p/r23uw966EGLCWqK2hCQbSF/b3Ie5udmyhKUt5yVC9TWJoPObajcH68CMCNwoU/bnE0koivuODZXzpe6jDZXzJ31m0FcV6U6wBCEMuZ8A/iuAfyWEHAfwGYDnABQDeBUACCH/BcAaSumD9vE7APxnAL8lhPwtgKUAfgHgrymltgwseR5WsqUB1gyW/wDg+wAem4T1TglMRvvYeJAqkXIzEKoTYetP5ZzicT6fIQ2M/8m6RVxnUifvxTQYDYNgaCTqIBpR08rK6+6puOaRiInXDl3EnQtn82PUdbX2D2Ov3Q6vw8qyfPztD1bg1UMX8eGZTpwKDUiSMIDlTDavLuVrEIlBRXHemD8nRvyONvVyvWSdw9J9PgCk3+2vb09p41BVJsuEbXu/YdKqDD14+KriZm+AblSw7GhTr8NG+nxyYpvdBwC8nZ0Q4Ol7b3UER8a6bjkhQKRKXWBsuuysQleEQYCdx4Nc595nECwtnOnoaATiG31mWwGr6/Cbt82Rgnbi9XTPCKvAU98L6/Zx88vLinLxyoFz0mbcb1iDf90Ck+rvxD3JBw0dkk/rvHodfp89NNqugs5EjCdoq95PJn/GZvOkUozgwcNUxs3gI2Ox9+nkI+z1TGLrzafXorEj7FoJreMjO48FpXNHTStI9qsfrHDcVzGxMxIxudyYmORV+QjzC7rK4IfvsIKDf7f/LGou97nykSfXlHLZsonyERa86xsaTchH9iqyYiL3YO+9ePZ0j4948JAm3Gw+AtwYTrKnLiQlNIimQ168D6It+cOXXbh/WaF0f24WH1G7BRlMgNt2cWaWDqIdPdrUKxV8PV4ld/y5PR+qXC6DqDygKxZg/u5kSz8v0gIs/qTjI8m4CPv9KwfOyW+SAIQiI/nIeBOKun3Or36wgsuoLivKveFSrlMV6U6w/C8A/poQ8kdKaTDp0S6glFYTQgoA/BWA+QDqAXyXUtpsHzIfwGLh+AFCyMMAfg3gBIA+AP8IK1HDkAXgHwAsADAMK9Hy31NKfz/edU5F3Izqz1SJlJuBEGVUTGpVJad6TvG41v5h/O54kBOj1z9t4udlG2/R2G59pAK/tANPqg49A1uLev215QXw+wzeEvrBmU5eccwM1JtPr8VeW1P+d8eD8BtEO2mIDfqtKsvHpe5rrvc5W6kguO+2ufjobGfKxEC9p4Clvyzq/Qc01W+6z4f9m/2/Yv4s1Fy+ktLGQZQJm8zKk0zY9HnwMNm4GVr2Km5UsIy1jqvVvGzTrG68xcG82w9fwsMVRY7K4rGsWzw+PBxxDHff5KLLLg5PFOW/ItF4sogNqhfNf8ykjuSKAUuGyzQtbeQNlfO5bfUZBKW35Diu7yZjoM6oEdeyaM4MNHaE0Tc06tpJ8vxDS1Fz+QoP/G3bWAnAWR2s+53oa5mfPxWKzz1bV17ABy3HTIqX3svM4FYyUqz6Hd0+R6yEU7tub6ZcmOczPaQTN5qPjMXep5OPvHLgHA6f7+F73L11IVTXtHA7PBKRv/ep8pG3akNc/ksN3Il8pPpEi1Rs9ubTax18xNAE7ADLz21Zb9HvE5f7XO/fZPIRcYanam9FPqLK3Ph8ln88dumK9N63fa8y5UCmx0c8eEgdmcBHgBvDSdQh0w/eHk+Y6O6DaEuiJsXWd+olO3gj+Ygos6tyEYNYnEm0/qorEBMu4hB4wFkQUCkk1MX7YhCLM7DCtz11IUdyBQCKZmWjsSOcdP9c29yHT893J+QjidRUVL+pdnMQaiWdMpGPpJKc0/kct/vJPpNM4iNu7yFTkNYEC6X094SQhwBcIIRcBtCvOWZNiuf6ZwD/7PK3n2h+dxrAfQnO9/cA/j6Va3uYfKRCpNwMRN/QaHw4IuJajqmSM3Yccyq6bD8FsPtEi6St29A24Bi2rsJNV7KqLB+PV5Vg57Egd1LqBp05i6hJLeMVk3UkDQI8tHweH4hZ29yHtoHr6qUAWA7oLx5cKgUa3YapJTJQ4r3SDfzSvUa9B/VtA46NR3gkmvLGYaKVJ6nKOmSacfbgYTy4UfJcyXAjgmVVZfnYtrESv3ynnicYWIBFvQ8UVuWTabeDmHabuZvNG8saAGvTTmFVST14e6Gj3Z9BtD2s6jY7YNlUMVmU2NNYr/tGSR62PlrB3y+zjffdNhdN3dfQfGUIO48HHXO9xCSKKGNgVZo5r0wBXOi6hhf2ncZz95W72mMW+GPVTk/dXaqVwSm9JUcriSnaabahZ+fqGxpFTGhWyoTNPeD0L4lIsfjZs7k5gNXpEzOp1r/dLClXFZ7P9PBVRKr2Pp18hCWm2blZwI2BAo4K2VT4SCymt5EqH4nFKGJwyp2IfET1C2W35GBZUS7nI3vqnBXPDEsKZ2LNrbcASD7cORkfAZzJeTd7K0qpAUBp/nQsK8rF/Uvn4gO7sjkao2hoG/D4iAcPaUCm8BEg/Zxk08oS7K61YkqGsL8D9PdhbXlBUk5yI/jIj944yrve3zrRgpe+VylzEZqcj6xYkIdvVxRp5480doRRMns6mnoGYVI5oS7eF5PKSSY1bsQQ6r/OpbqS2eNNK0tA7P9XlTnHBFTXBKUORx0XYRA5ybSADweE7pib/WyLYD4mUZxO9Tk/WbcIDe1XUTF/VsL7mSl8BMh8v5nWBAsh5B8APA+gBuMfcu8hg6FKsExmJtEtULG2vADZgYl/wdWKqG3vN0ha/jHb2bH31RUeSXpOtzbBHceCON7UC2IzMUbGRE1kVnVgEAKqGdJlUuBgYxeiJsVbJ1pgwiIHOnRcHeFOjDkwdqQ4TC1VA6VuDsQhliphUO/B7hMt0kYD1i1IuHFQzzneypNUZB0yyTF68DBR3MwN0M2oJllWlAsfsSqJIASBdJWtlcV5VueGSZEVmJzgCCDbRx8o7lw42/X9i8cC8mDgbRsruWRAIkJDAPgMoHKBVQkmJsJFssSgtutLwTsKnGrpR21zH79nulkqDA3tVxMmENgsliMX5QpjUQYn4CPw+yzNfjZjRGenn7o7Limzty4En2FJ3wDOgaA3EmIHkq76zc23SXJCtlY1AAR8BJvXlErDphluROVlKvB8podMx1TlI+q5AWCX0MFCEE/csPeYCh/xuWjd1zb34YI9rJ7xAVDKk7xs5lMiPtJ8ZQjNV4ZAYAXlXKgIDAJc7rmGpu5r2FsXkjpJxeunykeSdfyp86zEmWUXugfxo9ePYP0Y+MhYEujJ4PERD1833Cw+cjO4SFVZPl56VC8hqLsPrEBsvJxksviI2K0yGqMSFzGpNa9SnceiiqvcOmcGADi6OP7u92fx6idN0mvVDlARUZPi1UMX8cafr8KmlSXYdaIFkZgl66zWfrGB6zp7LCbyfYYlQ6l+Dj6fwbviActfunERhqfuLsWyotyM4iNAck6iQnxGRiIm/4w+Pd+D5+4rR+70gGuRQybwESDzOUm6JcKeBvAipfS/pPk6Hm4C1GpMEIJozPmlnoij02163b7gooFhXRObNAEL3YYZsBzDnroQ3qoNIRqzulrCwxH86PUjiMQoDCP5enUdLOJgLMByTKIBAyBVNAPxlkwVrKtF7W7RYTTi1IP2+QysXzoXhXbVmc5Asd+rJFI3KHOPLSEQjVnEbOcza6WKPsBKAhXmZiPLZzlpnwH0hEfwwr7T2oCSGwkZj+F0M8CZloXPBGfl4auBm7UBSmc1SaLvCEsYMOkosSNQvQ9VZfk86Tye4MiP3jjKbcbOZ5ya+Dp7oq5dDfoA8eGTbH2iZIwIMUEfNS3fsqcuxCuVWvuHHckVAFxHv7a5z0FoKCzJyo++7MLfbKzkutA6ORjAapN3s8d76kK8SIFJHlRvWeeQwYmZFJvXLMSC2dO5PJqbHxIJg99n4OHbLf/FfHu67Sfzc2w/AUCSNGDJsFQ2+G4JrGiMYsHs6SkF+G4WMslnevCgIhU+MtHv0lj5CJNdqSzOS1hJyl7LipYASAGuLDvp8eK+06iuCSJmIiU+omrdA5bP+Kt9p6UBwD+9ZxEerihy2NtkfARAQj5CbNkYdh7WSToRPuJmh9z4yBOrFuJNYT5NROEjAR/BrGw//uxfjvGuS4ZEXMTjIx48JMfN4CPprmxP9B1x5/oTvgAAIABJREFUkxB0uw8sYD/W+5NIWmusfMTnI1Kxbn5OlrQuNoNLhGF3XTO8fbINBrEG2D9eVcKVBF77VE6uAJDmem17v8EhN/bhmU48+/+ewP3LCkEA/p/qYzZUzgeg98tHm3odXIQlf9QxAUBcXtpNApndOzFGqPIRwJLQSicXYT5a3E+oz0IqnER8Rihk/97QfhX/+p/unvT1TzYyyW/qkO4EyxCA2jRfw8NNgrRZjFEAzi91uhydalBV2RWG6hMtqH52nSOrrVtPY0cYDa0DWDxnBs51XUPMpHjj8CXuRGJK3Eo35IsFr0Qn9pvPLknHUAB1wT7seu4eALKmYaLz+wwCH7GCUz6DJOxgYWjrH0ZjR5i3SVYU5+Gl9xoQiZrYXRvCS49WSAbKLXuvq7D78fajUsfPaNTSjt60sgQBXzyAyAZSblpZwgkQq9x960QLdj67DkCcRE1mVtrNAGdKFj7TWxw9TE2MNwAwEaSrmiTZdyTRJsstIOa2rkTEaW9diCcvmK1jx7jZE7dZJ/cvK+Q2EIA03LKqLB8FM7K0ASs1yEVhVR+JlWYq5s7MQt9wBDuPBfFWbQiPV5VoyUrMpPirt0/joeXzHHIwPsMKEq4rL0Df0Ch2HAs6ihiY3r16TnZPFt6Sg4A/3rWiJtfZAHu1ikwkDNGoibsWzpa6J9NNpMUhm7trQ3iiqkTw19Y9p1Qv76WCPSd76kLYZQcCAffqt0zyD5niMz140CEZHwHc5z5NFDo+onYSElidajtT5CMAsKggByAED91eqOmwl9eg4yNM614MzPzybTm5AgC7alvwcEURfvbAkpT5iCiL5vcRxCgckmWqvyLESmaIfIQlc6prWvD0vbemxEdUO8Tuoxsf2V0b990BH+F8hKkGiNW7AHjX5CsHzjnkYybyzHh8xMPXETeaj6Szsn2y+Uii3ycrLHOT1horH/mWwkfq2wb4uho7wthxrFm6NoHT1gPgMsCMa5TekuPwAcuLcnG++xp2HgvCMKzZkTp8cKYTB852cnkyq2vf4gKEABvvLOZcpG9o1JF0CA9HpPNFNfJrlcV52vldIhcRE/iqtKXIR24EFxGvbxDw68iqCKlxEvEZEX0gEE9cJVpHJviITPGbbkh3guWfADxLCPmQUrf6Fw86TIUqEqkzwq4YY8ET1uEwGRvUVO6FKrvCEI1R7BECYW4VUi/vP4vjmgGNqhPhlVwEWJifg+YrQ9Lf+4ZGJQNECNE6ouOX+1Db3CdVNLMqMAOW4fxORRHePdUGk1oa7ds2VkqVDgCw7b0GnAoN6G8csRwqu/q0gIHu8IgUJBS1h/NzsrC/vj1hBVl+ThZeOXAO0wM+baU0a7Xf+ew6vHboIjqvXsfm1aWcBLVcGZJaTSP258OCl36fgfuXzk2oST8WJDLANyMIrSLTWxw9eEgV6aomSfYdmaxNVrKNo2rFuxWJFl2QTZ11srcuxG2qClb59GFDh+vQYl1iBHbSnQIwNQn3mEl5IH80auJCZ1h/HlgE6aOznfD7DESjJohB8K3bC/GcPcRYJz+2uzaEnc9Y919N+BMAhxq78F8/aIRJreDWk2tKpc5ScRYaS6I0tA3wz1yUpzEhy3DuqQsl3V9MZC91tKlX9ldKBXbAn3gemQ7sOXnMLjhw67Rl188k/zCeQICHrwYy/TNOxkeONvVyWzEamdh3Kdm9UGVXAMvejo6TjzR1X9N2kIidJd9YkIeTChdQ+YhaqcpwZTCCH28/ijefXov8nCxJFkzlI9S240+sWogKoTNnT13IUeUsggXlWCBnWsBqwRGDhNsPX8K2jZVctkX0A7rOxr11IW5DE/KRZ9Zq+QgAHFH88f76diwrypWCWaKM2UTg8REPHtKPdFa2ZwofWVsuz2+JKQmEifCRhtYB1Db3obEjLKmvMCQL5lL7/Be6rjn+luU3OE+ImdR1zgoQT+gTWPMzn773VuROD/Auy3dOtjnmFLN71dB+1XG+Uy39+OGrn6O2uQ8mjc++FPfvO44FEY3FOcWHDR2oKovLOIrXE/lIKlwEGP8+Sr2+OstnPJxEfEZKC2ZIszOTrSNTfITuOc+UfWq6EyxzANwNoJEQchDOIfeUUvrzNK9hyiGTMoSJoOtqUDscmEEQ542kChZ42X3C0iJO1OrPDIwuySIacNUQ5edkSRWqyUAIOElRkys+g6C1f5gnC0w3NmPjtUMXsWX9Ymk4JCMulXZlFxBPrjCjJz4LWx+twA9f/Vyrf6zeh+sRE3VBOYnECAgAR3ZcrSAzSFxvkq0VMQoT8eo8VgEAAJ+c78Zo1ERjp/U+WKWaiICPcHLEqh8+PNOJgN/A5jULtRJibnAzrJlAXNyQ6S2OHjy4YcexoLQhS1c1SSrfkcn4jifbOD5m6wEzcnCwsYsnyd3OJybXCSHYbesJA/HgmN9HcLCxCwfOdiLLb2D29IDrGm8vysXZjrD0OwLAUFr8RSwunIkrQrBOV0ggJlwoBdYvnYuPv+yCSSk+Pd+NB5YVoromqA1iRaImD3IZhlxZbSrXi8QoigUpLFZRJ8qRmQDqmvv4Z06EDhaDyLMI3qqN+04msyZionupteUFjm7Mx1Za8gfjlZlTJeuSXT/T/cNU2a96GD+mwmeciI+wSly3RG0qSKRxrl5rbXkBAjYfUTEePuI2y14cPqwmV7R8JAFYwG13bQhRu0v+GSWgxc770vcqtUGYvYJEpGOtys/XIyYONnaBCOL6pklR3zYQL7gy9LO6VIlFvwFeFDBWPqJ2fW6onO8IZhECbH2kYlKKAz0+4sHD5EKUY2Qxg3RVtmcKH6kqy8fT997KE9YUiX1aqnyEAvgiNIAfbz+KZfNyJ/QeVAR8BIWzpgGI+yrVL8yZmYUrg6NytySxEvC/PXIZbz691tXPmNQqnnjlwDlUzJ/FOxIZxC4dwOr+Z/OEa5v78OK+09h5PCjNx3z1kyaUFszQyvsyPpIKFwEmto/iMc6I5eNYjI493+N53kX/xOZdprqOTPQRmbZPTXeC5XEAUQABAA9r/k4BeAkWBZmWIUwE1ZGwf4tt5gYBvrlkDp5/aKm2uvTVQxfRZVcWsS+4rh0vWau/2O72xuFLMO0OiE3CJls8jnVsqMO7gDgJYtVLnJiZ+uy9tUen2HksCJ8BiTS4oaFtAJtfOyIHl0xLi13UgSSg2tku7P38zfdX4Jdvn5aSLH4DoHB2z/Rci5/HR8AJiEgoDMQ/L7kNVb72HfNn4dsVRQgPR3CkqReFs6ahsSPMtS3FZ1jsjDEIsGJBHioW5PHri9l/CiAWM1016XXINMOaKjK9xdGDBx3EuVKirEY6ggc36juSbONYVZaPH65aiJ12V6BaMaY7X3bA2hAbBsEDtxfiwJlOKZHx7TvmgQL895GoifycLHRc1Q8wvtgziDWL8qWkhUmBwhn613z7jnnYsn4xnvi/P3fIwjDcWZKHzatLpUGbhbnZMCnlSW/Vv4jw+Yg0tyxRfZtIAtWKOhF9Q6OSn972foPjc7E6Zqx3RQA8sWqh47MQ/ddIxJSqx1MB68bUdZqMJ9g2Vh81FfzDVNqvehgfpspn7MZHAMumMJkrMVErora5T+p0UPmITuOcdVGo3+udz1iBoK7wCA42dvG5IDo+woKDDW0DWj4iBr9EuFla3zj4CACc7wzzpFDMpAiPRPGL7y6X+JwbHxHfS3VNUCrGcuMjrf3Xub4+AGQFDKngym1Wl/pOYibww9UlWDB7OvJzsnCwsQudV6/jw4aOpHyEmBTfvmMehiMxXixS29wnVYeD6p+XRJiKnGQq+BsPHkSocoxMdjxdicxM4SMAkDs9IEk1JrJRqfCRJXNn4EL3IO/yVJMhgCwVmaJb4XhilVU0+9GZTlc+snz+LGyonM/5iGEQzkWYv62u0XdKEljFE59d6EHN5SsOrqSC8RFdvFHE/vp2PHV3KZf3fas25OiOTcZFgInxETV2qXaojPV5H69/ymQfkWn71LQmWCilt6bz/F9VpGJYM6kNSgf1PbglVza/9jnfiJ8KWQG7p+4udVYQAZIx032JRAPDBjbq7g/7WSd3QgCsXpSP7/9JCQ/qiHIDbk0ps3MCuDJoaT5GTaBkdjbaB667BqUAoH3gukPTWPy8x/IM/M33V+CX79Tz+SzbNlYCQMLAmDUx2UKiz4v9HoB0rs2rrSFoT75+xCaFA/jwTCcfdCbKfG2onI+ay1fiLYyPytVgjJjtPtEyLmmwTDOsY0EmV7R58KDD/vp2x8+pVL+MFzfiO5LKxvGxlSVczspnELTZg+N1x6obYiZ7IuKLUD96BkelyqeVZfn40q62JgC+UZKHL0IDPPE8W1Ol5paQYbNdbp+fizPtYe0xLJCoyk/usd8nAIcP8fsIHrAHUHZevY7TrQNWsCoJ2yKIk8CjTb2OWS8MS+fJQz91Q0BVnyUGLhnWlhdYBM2W39x1oiWhJJcOk/XsjddHZbp/yOSKNg+Tg2SfcabzESC19xDfy1p8JNg7iF98d3lCjXMKJOUjye4PKzAC5KBVIj4SieqDQUWzsjEz248L3YMALD6yvGgmzttzJa134IRJgZrLzg73VO6d+B43rSxBRXFeynyE/eg3CLY+UoFlRbnc9+hmdalVxEC8W6WqLB/P/+6PvFL5VGiA86pEfGTL+sWOxNy2jZVS0cFY7dpU5SSZ7m88eBChyjFGYokLnyYDmcJHWNJkPHzk7T+GHH5gOBLj/zYBvsdn9pQVxzI+QijrLkntPc3KtkLO5YUztfJhAHiSm+351QKrrvAIlLAd/IYlH3akqRenQgPc5uq4kgjGR9wS9wzTAz5+X6vK8rUd7Mm4CGAlc8Ti7bHykcl87ibinzLVR2QaF0l3B4uHcSCZYZ0KlTFVZfnY+kgF9te3o2L+LN55Iq7zaFOvw1BW1wSxrCgXp1r6bd1FK1j/eFWJtNFWv0QigWHnTkT2Xjt00ZFcWbMoHz/fsJy/Rg04HW3qxe4TLbjcO+Q4H0uuMIT6ryPLb2BlSZ5EWgiAxXNn4JYZWY7M+uLCmfjpN2/l13d7Blg7LKsSI7CkYxh5ipkUDW0D2LSyBD6fgZhGpgCwumVYBt3tmWO/51n7qAkCYONdxXjq7lK8uO+0o+LOpFYg8MHlclWYLkjGwNawaZzSK5lmWD14yASkK/C1oXK+1H6daCjeVEKyjaNqD3ceD2JPXcjhg8X7vra8gFdHqVATI0+sWohN9mwOZss2ry5FY2ecYMzJzU75/fzms0t4+48hbXJFtOO69878wamWfqm1/s6SPGx9tAIAHDr1BnEmY0T4ffHWeVXrX8RnF3tx+EKPtL/R+YxUKqmowP6iMYodx/SfmYh0fG++qj4qkyvaPEwOEn3GU4GPMGxaWYKe8IjWhh5t6nXsZV//1JIHOdnSD0IIDHs4sKhxDoAn3VU+Ilaa/uyBJdo1qXInlAJzcrOwcmG+FPhX+cjeuhDe1Mw86Q6POPzKua5reObeW7H98CVHx+Cc3Cz0hkd59ziDQawhwEDy7/iOY0GePBkvH4nZ8mCsUthN7nfrIxXYaidvCAHK58zAT+8tR1WZpZ+vzi9jhQlj4SMAUjomEb6q9t6Dh/EiXfsqUY4x4NPLM01FpIuPiIUEItoHrks/9w2NYsv6xfjkfLcrHymZPZ0n81Wo/ez/z5HL2P7ZJa2cMSHAlj8t1/IR0Q7vrQtJrxP5yG8+uxQ/n0EwNwFXIrBmsLBnhQ221yWMPjzTiU/Od0tcRPVLyfbAtc192PZ+g8SPPD4yucg0LpLWBAsh5M8T/NkEcBXAKUppczrXMRWRyLBOhcoYZkxGoyY+Pd/DjZloRNaWF8AApFbBLL8hGX8C4P6lc6XkiuhUCIAPGzqw/fAlqzrJZ1V3RWPuZK+2uQ8fnZW1GNnvRbDXiY7pH/69MeV7EIuZaO8fln5HAfxgZQla+4cdCZaLXdfw0nsNqG8b4O+3qiyfa0NSgM9mkQgZ4NDlp5AlVAArC389Eou3hAJ4qzYkXcut8kE8FwXw/hft+LN1i9zFYAjw0ZddoJSi5vIVLCvKdT3/WHXpdcg0w+rBw81GOgNfbBOcylC8m4mJbkzdNNSZPVR9cG1zH/bUhbDrRAtiMcsfPb5qYcLqKBHnOy07rrNl7F4vK8rFLkWCxQ1uVWKAZcffPdWGolnTkDs9oA1msfd08FycYLHuw19/fEGqJFYDdDqYNnPhZMOl9I39Ptn+xq1KHACXhlEvQWG15//lrpN49r7Fjmc3Xd8bNx81Far/RUy1uQIeJgdun/FU4SPsO23aSYC9SlBjbbk1b0kMPJkUfO8NWEmH+26by/ezDDo+whIZ4uBdHRfZfaLFsd6e8CgONnZhy/rF/HcqH9m0sgQ7bLlKETqTSinFkaZerRzjf3dHEaprWhx/Mymw9Z16ALL8p8hHmMTvL9+p54GjVPmIY41w8hEd+oZGYdpJeUqBi92D2PZ+A5YV5To6axkIAT62ZdqOXUo/HwE8TuLBg4h07quYHCOzSZn6XZvIXi/RjFkdHwHAk/wvvVuPiMBHdMkVwOk7DjV2YW15gWO22WMrS/i9buwIc7loFc4OmQT2nwJHmnqx41gwqfzV7tqQg4+8sO+0NLvMNCm6wiOOJA/D4sKZePmxb3CfxtpGieZY1qU6US6im8nGzr3tvQZULshzdLN4fCQxdP46U9ad7g6W3yL+bIvPrfg7Sgh5H8CPKaXu0QAPHFMh8yi31INrOooGqqosH3/7gxX4q32nYcLS6c3PyZKMP4XVnihmjxl0wxut18b1kXUG0ZImca45RiEdrxq2TbZTEXHfbXPwiTJIi4NYnSwqwsMRa2CyEiRjhnbnsSAnf4AsZeYj7kEs9gUL+AhmZfvxQUOH9Hex/ZNhNGri52+dwsuP35nQKK0tL5A0iU17/oA6+JnB4lHW765HLN1MNzIzWc4jkwyrBw83G+kOfKU6FG+ykeoGcKK2JdHr15YX8Ionny9etfzj7Uel5PdojOJCp16ay9BUSh2/3IcfvX6Ed7KwzT8rVqi5fAVvPr0W1VvuwauHLuLIxR5cG3Ha9VRhUmuIo64AgoERWPWe5+dkpRTcE0FtHwsgadJJlcxM9LmLn5XfiBdZ+H0GAj6CaMyqdjYM698UwOXeIbyw7zQPZLJ7/cqBc/wzvD6OuS2JoPqoqVT9D0y99XpIP75KfOR3z67Dy/vP8q5zpunOYFJnNSuD2zD5RP73qEvSA3BK3ej4iAqf4ZxzAlh2r6FtQHud3Gw/tm2s1Mp3RU2Kre/U84SEbt7BE6sWaq+p8pF9dSGtvLIYABuNmvjZm7X4iweXuu4t2PMmzmxk91ftrGWza0waT+6PRk28vP8sdj13j+Pck23fPE7iwYOFdPKRm/U9G0sweiK2JdlrWTc4YEkg5udk8eMJ4l3lozGK4029rn5ChcpHAHn+8WMrS/DU3aX4uLELH55xFi2PFadCAzgVOj1mPsKGzIswKaQZMw5QKhUtRGxe4NaBbxDiUMtJFtNSuQiTqfQZBPcvK8TBc908MWa99wFUn2hB9bPr+Lpa+4e5rxvPHMlE8PhIepHuBMtKANUAtgN4F0A3gLkANgJ4GsBzAIoB/DcALwP4WZrX85XAVKiMWVteAL9B5Iwy4gNuGdQ27D1K+x/DaMTEKwfO8dkgKmFiMAisNvSYO9nLz8mCzyAOYpMltJayQIu4ISAApgWsjT0hwPfuLEbvoPtQsSyfgWHTmbH+t4YOPFxRhOot92BPXQgXOsOoDfbDtAdnioQBgJT1jlHrPeqy8hvvstZTMCMLr37S5LouFRe6B7H5tc9RveUe1yx2VZlek7iqLB/Vz67D3roQ6lsHuBa/ip3HgqgoznOQpqlQ/ejBw1TEVAh8jQVcGpF1h/gN7HzGfUM1HtvCriEGfHSvb+wII2onCEzbxrPr6c4p2kSDAM/+aTnXC1YxKrSNM5lNdR0/e2AJnlu/GANDowmHOIrXpABALZkulmRgYJv3v9hZh+kBH26ZkYUl83K13Y3MN7T2D2uTRImQFTD4PBo35mMQS1P5iVULUVGch6NNvWjsCEtVeDsFAuKYyyYUWcRiJp5cU4pie0gyAPzlrpOSzCcr4Nj6SAW2vd/gkHLbdaIlYVXkRCq+ppr/m2rr9ZB+fJX4SFVZPnY9dw//Tu/7Y6ujC5AlZ1LhI4Blz9z8L/PRo0KygCGQAh9hQ4sJsdY+EjW1PiUn4MPV61HtvTnS1ItffHc5lhXl4tVDF3Gp+xqaegb5e2HFVFVl+TyJxDAao6hvHXB0/gDAlvvKcXUkigud4YR8RJWV7Lg6wiuiGV9QbazbzEb27O2vb8f0gA8HznZq52Yev9yHHceCHh/x4OEG4avIRza/fgTRGIXfR1D97LqEtmK8tmXHsSBe/+QiL/pRO+ZFuXgfAZevFLs1RVzoHkSWj2DZ/FyctaWDAz6CW2ZkaWc5Mj6yuzaE5UW52vfw3PrF+PR8t1Rclggs8W0YViRLbWwUu8xLb8lB8MoQvlNRhF98dzkAZ7fIKwfOSXN4xPO4oXzuTP76Q41dCY9lM16Yz4malHMUlngaKxcRC7rEooBojOLVQxfx6flujEZNGAaRVAJ2e3yEI9PXm+4Eyz8C+GdK6T8Jv7sC4O8JIaMA/jOldD0hZB6Av4SXYEkZmVYZo/tSlxbMkMiJOOBWhPpe1M4OVkX22YUeXsHLiYngRHwGwSPfmI9LPYOYN2sa7l9WyJMUgNAu+V4DonYW+Zl7b0VTzyA6r17H5tWl3Oip2vI+g2DTyhI+I4QN3tIF1Bjc2iEv9w7hx9uP4s2n16KyOA+7aiyS4COWbiQVCMOHShcKYDkm9l7fPdUGk1qO9ff1HQlb8AF91TRgDcIUnbYuK5xIk7h49nRUFOfhbIf+npiAoxKO3Ue26Uo2pM2DBw+pYyoEvlKFtjsk6t4ZB4yd0KnVuX4fkQbjisGuX75Tzyubo6Y1pPixlSU8WGbCnkliEF45ywbWs5b2HceCOBWKt9Yz0sECbSMR07qOnXg3CLiN3HEs6JCKZNcQOzaqyvJ5ogSIk4DGjjDXsRc3762s47J7EMcv92GXXU2lq6JWK7KWFM7E2fawlqgYBHhyTSkqi/Pw0rv1UqCToWhWNr5RMhtzc7OxyZYeYIOSRb81GqN4ef9ZfNE6wH3U1kcqJD9CYREVn89wtNw/e99ih6RBJGryRJa6sliCoakTraCaakGHqbZeDzcGmcRHVC7Cfr5r4WwpGe3GR4D4+8nPyZJshc8AqJk6H7lncQEPDgHArz++IM1lqSrLx0/WLcLrnzYB1JISu6skDyNRc1L5iFtyBQDqWwe4PPKhxi5EYpT7GioUU7nJmX0RshIsaxblo+ZyHygsNYLSghlaHyXi23fMQ+fV69qk0P76djx1d6mrja0q089sXFaUi76hUeTnZOHguW7Xe1JdE3QkcDw+4sFDevBV4iOANceXKXdEYxSvHbqI1/98levx49k77TgWlPyP2NWt40QxCi4xr+6HxQR4NEZRMDMb/9sPFnFfpEp9qXxkVEjes6KB/Jws/PrjC1hbXoCfrFvkmkj32/Gq3sFRLnOszhOrVpRQWJc5K4Z69ZMmdFy9jlee/BN+jOgbKAADFm+7f1khPjrbyWeCqXv6gI9gy/rFVpLstc+1cst3luRh3qxpmJubjdxsv2N+2WiM4s1jQVSfaIEhjCUYCxepKsvH8w8txecXeqQig66r1/legipcKerxEY5MX2+6EyzrYHWm6HAWwK/sf9cCyKw74yFlqF/qrY9UaIMoqQ4f++HqUvSERzA3NxsVxXnYX9+Ozy70OCp4mbNmhOV8Z1gYcDiAjxu7ELMzzaxNjxAiDV9s6hnEJ3amuLGzgRt+MdBCAUvEF1bl8tGmXoxEYpL+/FgRiZp47dBFHDjbGa8Uo8BDywpx18LZfAPyyoFzjtdaFVlU6p4xKWBG4wRMh1nT/PjFhuV46T0nEfMbkPQidVlhkYSIiSvxs1+/dK5rq2jMpHxAmfq81LcNJBzS5sGDh7EjkwJfE4Fbd0gi+ztWQqdeIxaj2Hy3XHHEjlPb64lyPeaTmP7xqN0xImrTq3Nsgr2DeE0gKBTxWSQGgBUL8nC2I4ydx4MwiL7FnxDguyviifcvWgfw8w3LJRkc9n/m60629Lva7GiMSkks0TdEYyZ+ZFdkyb7Xks787GIvT778zcZKPHV3qUMnWUTv4CgOnO1Elt9ARXGeJFmjk1JjxCkSNdE3NCrd+5ferbdfR3lXLHsPT91dimDvIN4+2YruayMAtcjihsr5qLl8hSfIGAI+IhFJ8TmaaAXVVAs6TLX1evh6QcdFWFeaLsiSjI8sK8rFw3fMQ5ddgLWsKBevHDg3Zj7y6idN+Bd7uC9LlrP1vfFpE7dvkaiJumA/TEpT4iMA0No/jA8aOlKuHlZhUkEj3ja4MQosmTsDa269hVfL/vrjC1o5M+ansgM+EBaUo+AJazesWZSP1/98laPQgGFD5XwA6eMjgyNRnljy+IgHD+nHV4WPAEDn1esJf1Yxnr1TdU1Q+rmsIAf/+MO7uD3W2VeVi4hJjN12EkMtEBA/l/317aiYPwtNPYNaiS0C4JtL5mBD5Xye1M/yG1g2L1f7Hggs//D70+3YKRRrqYkGCkvpJBGne/tkG/5s3SItHyEAvnnbHDz/0FJ82NCBD+wTiTExnwFsXl3KEx0v7DutTa74fQRnO8I43TpgFZFRuEqqRWPx3tOxchGGB5fPs7otbS6yeXUpGjsbeJLG5NdxJrY8PpK56013giUE4CcAPtD87T/afweAfAC9mmM8TAGoX+r99e2OdvE7hcpdN+jIUUPbAKYFfPBrZL/UNkF1AD1bg9imp/aKN3VfcxgkpmdJaby6N2Lr9urkWHwGHC2OyWAYBAfOdEqBHAqCn/u5AAAgAElEQVTg0LluPLCsEHvqQthbF0LF/FlS+2DAZ1VEiwEhZoRBCL9HP1m3CAfOduJC9yB/7dBoFMuKcrHzmbV47dBFNLQNgABYXpyH52wNekDOCvt8BlqFimnRmWUHLA1OVbZAxKKCHF6BQBHfMLDXXI+YONjYhTsXzkbEJpGqNrYHDx6+3lArhAFL0vExjQ69iGSETqx2VuVifAYcFUfqWgBrM87axHXXa2gb4MOII0LXTW1zH/qGRvH8Q0sBWB1+ui08gSWtVbkgT5BgtBIXJqVS8sGk4MkVID7/CoBjE8rWWtvch4+/7NQSDcA6H5N3zM/JkgoCcrP9WFtegH/8QPa9A8MR+Ig9v0DwubrkPwFwe1EuGjvDMKnVuVNdE3TVQmZgxEmVh3nlwDmupxy15Q2qjwfx4PJ52LJ+MRo7wth++BJMSuH3GXi8qoQHEVlAk8mYUQCVxXkSkVRn8Uy0gipdQYd0Dav8KgVJPHy1oOMialea2knoBpWPBHsHefCJ7bvHw0eA+FwWh50j4F2FyfjIa4cu4mBjl2vCOlUYxJoLefzSFen3F7quIdQ3hEpbpjE8HJHWwRLcrJpZ5CPqz9AUBJxs6Udtc5+U8J4W8CFvegCbV8fnu00mHxGrmS90D/L5Ajo+wrTxJ1v33oMHD1Mfm1eXSonhzauTz6NMtHfSdV6eab8qHfPsfc44jcSJhNlc6rVYx98rB87h8HmrQEAc3M74CEucuBUQ+wyC5x9a6vC182ZNA+DsRGTnGI1RbHuvAZtXlzqG2APAYytLLAlKpcBJhTijS+QjFEDF/FkAYHWEKmvwGQQP3F4ocTodH1lelIuVZfnYeTxo3aMU/SsB+DxONy6y81gQu2osuXz2vGx9pz4hF2H7iz11IRAAFR4fkZDJfCTdCZYXAewkhFQCeA/xGSyPArgDwJP2cQ8D+DTNa/GQBtQ296Gtf1iSUtlQOR/Hmnq5YcryG0nJDCCTo1FbHoVtyv2GJTGiC3gBlvHRVajFTCpLtSgb/fK5MxHqH+YGibXas0ottiGnAB98KYIAePD2edbfL11B/3DE9f0RYlUim9SqjtY5kWjMlCp3s/wGnruvHA3tV3lrJZsRsKwo11GlIFbQvfz4nXj10EVewcUq1daWF/CuHb/PwH252dIaWFaYtW3uPBa0dCCFYB4jgNReI7t/c3OzJTmXlitD0rmjJtAVHrGCg/ab/OBMJ3KyfPzz02ljpwqxqk3nxD148DD1oHaHsOD3RKAG0B5bWcJtFwHwrdvn8cpYlajsfGYtt8OJ9HABK0mzuzbEA327T7Q4NsmbVpbA1E0ABrC4cCZ++s1bUd82YLWcxygIsTSBc6cHHN0j6mmqayz9ZNbC/ubTawHEN+ybVpbgW7fPwwculb7h61EuHdA3NCoFqd74tAlHmnodHSaFs6bhdOsAHxrJ5CE3rSzBrhMtUrCRArjYM8jvPQVwunUAPkGb32cAVaVxCRoOAvzpbXMBOOUCRMSo5Wf+0NgFKlSjRWMmFsye7kg6iXhh32lONtWqsPFWUKWLbIjnz+Thjx48pAN82C+l2q403jkyRj4yEjG5/Mmn53vw3H3lyJ0ecP3+uvER1sHCEsNqUGp1WT6+aB1IiY+oBVoMBEDx7GkYjpjIMgg6wk5dfQAomT0N7QPXEaNwlXYZjZqSlCSTJ2O+R/TFKh9hQSLmJyuL81BdE+QyM1F7tgsA/PbIZc5H7lkyB8uK4tXQk8lHWIcNf38xquUj5XNm8Jk9FMBbtaGkfl4H0c4DziIHDx48TE2wBHB1TRCFs6ZJNmus0O3X1E75b98xD8uKcqXOBbVrMpltqSrLx4bK+bxo16SWzxSvz7rjtcVeBHjg9kI0doTR2j8MYhtUw7Akt8rnzMBrnzTx16qS9GyIPfPDKhdhMycPn+9x5XfijC6Vj7z+aROaegYdHAiw9vwHznTi0/PdfD8scjOGsx1hrF861zGzjd8DAD4fQUwzxzIWM9FoqxTouAiFFQMT7wO7P8m4CEuCvXLg3KTykXRzEXaNryMfSWuChVK6mxByCcDPATwFoAhAB4AaAP+RUlprH/c/pnMdHlLDWL9oqh775jULpeyrGMBJ5Xxi9pUQeQh91LSMk9t51Ez0mkX5+P6flHByQChF5YI8rCsvwG8+v8w34FvWL8aW9YulAVXikFvVOKrXDPiNlKvIbp9nVekygqR9H0oCKBI1kTs9gOcfWoq9dSF83NiFQ+e6EY1ZlclvPr0WP3tgiXQO0ZAx7Wcg7kzZe6SwCNSOY0HsOtGCzfbALmbYRY3RmGlp+jNnRuy1Vhbn4TFBBxmA5LB0t4UAuGP+LEl3+WRLP3c2BnHXxk4EnVa1YRB86/ZCqUPHgwcPUw9ixwVLTuydgHyHWoElBmd8PsuuM8kq9RpjqZqpKsvH41UlvP09ZlJpcP2oXWmb5Te0VWPNvYN8wDv7W8yk2P7ZJTywrBBdgjQBs3miD4mZQNS07DG7Z7tPtHCf9buaIMwUOjCZlJkYpIpRSHbcIMD37ixGTrafky+23j11IfzqByvwxKqFDimAaMxE+ZwZvOPSroXAkrkzEPAZaOwM4/jlPq4LzUApOGkSq5cNYkmq1bcOSD4oqjgkg8gyQboqwrdq48FSn+GUFVKfhWT7qBtBNjJ9+KMHD4kwHtLP/IJpB3y2PlIhzQ0ca9GNyEcoZLvzbw0dXKpFh0R8JGrvpX+ybhEerijCwXPdnI/8fIM1xDcVPuKWXKEQZmklwPzZ09E2kPw4dU4XpRThkShypwcQ7B1EdU0LTEpd+cieupDER5i/cOMjO5WOQ3aP61sHJD5ijIOP6FRedHykof0qnli1kHeexmJjt6ESPxbmIIiSmR48eJi6WGZ3Xp9uHZAC92OFbr+mdiPcv6zQdRbVWCAmJQz75711IYF76LvjCax99UdnOx2yi5EYRWNH2EpuCMevKstHbbDf0b3IihbULky/j2DlwtkpFc9V1wRRsSBP4jsmBT4828kTIBCKmlncTexIZMVyP3uzFh1X44UIR5p6sXjuTEnSuWhWNr5/1wLUBftQ09ynXSMrJtu8eqGDi5xtv+qIE4q3ReUigDNBr86b0XWpqJ20N5uLAF9fPpLuDhZQSk8AeCLd1/EwMYzniyZ+aWIJsq+1zX14cd/ppNW+YvY1PBxxVFVV1wRdEzYsEy0SlaNNvTDtdvaoaQ1jbOwM46VHKxxESzyfzyBarWEGgwD3LpkDCmB6wOda+asiy2+4BtHioFJGnsJq3xeHLzPoDJX4mVyPmHhHqGxmQz3DwxHH9aP2wC6mNwxYjlRaGY0PK3v/i3aYlOKl9xqktkYAUjBRh4PnuvHTexZJhOY7FUX47ZHLUmuj27BSN2eh06qOmRQfnunEocYuSf/TgwcPmYGxBtMma7OmEpjHVpbw4Exr/zB+Z7eI63Tfx1odVFmch+xAfPDhSCQmSW1VFOfx9n1REhKwyItuUGM0RiWiwxL+MUWvUkyImBSoa+6TNvqpylsWzMiyA5j6v99ZYhUwvG7PFDAIpK6U6poWHgDbVdMi+VgC4FKv3O1IKSSJS7Z+FW7Vy1sfrUBjR1jqCPX7iDWQMmqC2JIBDGKC3mcQbNtYiYY2q5qcrfGJVQsTPgep7KNuBNlIRSrgRlSuefAwVoyX9Mt67JQX6egSoGPlI2qX4OXeIWx+/YhUlCTCjY+IgaDthy/h4Yoi7HzGWXE6Fj7iI9bxeTlZ6HIZGK8Du7+JZrew5IV4dcMglpa/KQfgRl34COM71yMm3jkl85H6tgFcsIvOxGuyjsOD57rx0qPWHB11ncyn+QzrbDGTYus79di2sVJK8ty/dG5CjqbjI0wtYE9dSOomEqvHU+UjJoWjOOKXdkenZ3c9eMgsjGVflC4uonaosGS7eK09daFxcZH8nCyJi5xq6ccfvozPWvH7DLz0qLOTxIqnuJ//1wcvoLVvmP9MiFU4y3ye6kconF2Y0RjVyvDrUN82gNOtA7DV8bk/oBQwTYrFc2fglhlZCF+P4kshUSJykafuLkVVWT5WlMxGh+AjRqOmlFwBrM6Z7YebXKWUGUy7IEHlIgAkRRnAVtmJWQUhT997q6SYoPKRlaWzuS81iDUH5/mHlrr6okzhIkDq0mVfNU6S9gSLh6mB8XzRUvnS7DgWlKS+3jrRkjDQzcjQrz++4DDIMRNSEkAn26J+OcWEBgvEsOHDrxw4hw2V86VKoqqyfGzbWCmtGXAGqVgQzNrcp4Z15QXYvLoUL7592rWFRXVgBqxqqohi1UXteRHqz+JlCLEqxlS9fBFsRkDwypA2mGVSit7BUV7dwDpg3qoNYecz1mdSWZwnEzJiVTIweZdYzOrK+dUPVvCq6KfuLsXDFUXabL04rDSRs+CapBoNz0iMfm2y5h48TBWMJ5g2GTqzgHs7Nduw7hWCKyzhm8paRSLDbJbfILh/mRXMP3iuW5KbZIGmp+4uldr3GXwGgY+koAVMgLkzsxzVy6odV4lDqrjUM5hwaPHp0IAwI8a67oL86Zx0sQBY9ZZ12LaxkneX+uwuQ7dhxCp8ti8mBgEB5YMhxQQZ+zzVbtqK4jzUtw2gJzyCg41d+OhsXDJADAZG7SAYQTwwFrCl3BI9B6nsoybr+U2ERFIB7NlmQdKvU8u+h8zHeEl/uvmICrUoKRU+IiZLTEqlIe35OVmOdbjxERExCpy43GdV6+pE5V0wOBLFdyqK8M7JNtdiKEoVDgGr20O08wy6Cly1mIsqJ9utyEWqiERNvP7JRa3fYa8yTT5hk9vt+rYBPp/tYGOX47WiNIsbHwEgSfCI/GMsfIRxN/FtmqbHRzx4yDSMlY/cCC4iXp932BsEbymyv6lykSx7Ru+Rpl6cab+KD5VB9suLcrHM/u/YpSsO26sr9gKA4dGo9LM6v0T3mjGOLpZfa8YLAB5aPg8fne2UuMeF7kFAKdBiYFyEJbmfW7+Yz6H0G9Z91kFHfwwAho+AmhYXyQrouQgAvPHnq7DjWJD7GQB8rhuTyRQl4kQ+Iiae/D5DSq7ontlM4SJAcj6ie0a/Cpxk0hMshJBdAP5XSulF+9+JQCmlmyd7DR7GjrF80cQsYyK9v9rmPh5EYUg10L22vADZAX11la5SCtBrFr759FrsqQvhrdoQHwAfHo7gf7cHULJglphkYbICrx26iKbua7hlRhZm52ThD8IgYPaO3OJNorQAw28+v4wnqkq0+pB+jaYjG268oXK+5Oj8hjVQTa2cq23uw6uHLrpWGJvUIhsJiuHg8xmc9OgOI4RwXWuxE2c0amLbew3YancHiaAUWDIvV9KWZs9X39Ao1y4VP78XFd17UVLHzVmoHVBvHL7En72AjyA/Jwsv7Ds9Jtk6Dx48pA/jCaYl2qyNFW4t9uI1WACsrX9Yu1a3Nm5Ry3jU7jZhrfdqJRfTeFdtp0GAv9lYiWDvIN48HkT4ukxiRFCamjTMeDFv1jScbb+KSIzCMJzFANZAe/l30wM++IWgYswOLP3sgSUOff6D57pTInOP3lmM2+blOoY/Au7t8b/6wQpXnWlRkkEKgCodNo9XlfBgq9szm8o+ajKf30TQPduqjCbw9WrZ95D5GC8XSfa9migfmebCRxLtR1U+whLLJrUSm8m4CPuZ8ZHOq9dx65wZuNQziNOhAR6gYrbXZYwXn0dJKTA9y4eh0RgudA86OgQTgQ2S37y6FI2d8oB51vGn8pG3T7a6no/anR2JQGF1CwHx5JEqWxPwEcRofK5WzKSW7HFNCx64vVDf/UOtbnxqz+ph8nEsaMUgJthESc+x8pH8nCxsfec054vsmh4f8eAhczBWPnIjuIj4dzajZHrAhwN2QkFdpy5gLXGRiIntdmxEjTdRWPMPf7z9KN58ei0eryrBjmNBfgyTu8qbHsDJln5cFfhIZXEePlGKw9IBVlxsmiZipuV7nlu/GIvnzHCdJaZD1LRkLdl937ZxhZT4OBU6LR1vwCpSFl3WXSV5eLiiCGvLC9DYEeav13WiAtZnw/wMEOeKRy72JuUj4vtnXARwf2YziYuwa7nxETdONtV9Yjo6WOYCCNj/LoT7uAkPGYRUv2jq3BVVHkqE2BLPEPA5q5wSrWdPXYhLtTDoKqXE9akVrKyrghm//fXt0mv217dr9XA/Od+NkYiJC93WAF7dg6wO8WK4syQPJ5r7pBeNRk0ca+pFwEccxGLlwtm4bV6uVVUaszSaVQ3i33x2CaAUP723nK9XdaaJ2v0B4MBZ9yrhb98xD3Nys/G740GtNAAAfOv2Qk74tr3XILXVnwpZjnnrIxXI8sUHhOmqixs7whLRFLPVtc192H2iJa5774sPK01GukUj/nBFkRTAe+nder6m3ULHjQcPHm4OxlNBI1YAJfr+TrTdmL1G1FH3+ywJLp/PQGv/MP7u92ex/fAlbsc2CXNAmJYx2zRSWEF7w+68gDBvi2m8s0DeaMSEYQetAPchxJb2vN4HTRQ+w/K10ZgVhCqfMwMHzlL7faR2jvI5M1BZPIvL61BYVc2//vgCwsMRVNe0IGZSZAcsWYK3/xjilVqskKA7PCJJvLz/RTuqtyySOo2uR0zsPB7Es39ajl98d7nr0FD22VBKecBOlGQQA6B+nwFQiphJuQ8DEj+zIglmz6fuORTJkfhzuqHKaLp1wnrwcLMwUS6izgBhmAw+ou55k31/1O++OhPm9U8uSse7cREgzkdOhQZc+YibG7hr4WzUBfthUoqh0VjS92sAWFFi6caz+YsVxXnYvNpa/2MrS9AVHgEBMCc3W+KAtc19vKgtUccj4Bw6L2JB/nS09Q1zvfkVC/JwulWWP/tGSR6XgmTzbRiiJsUfvuyC3/bBPltLhhXabX2kgqsZvPReA7fnOl6Qn5MlS3rOnzVmPqJ2Unp8xIOHzMJ4+EhjR9i1A1HERPmIOHtSx0Vqm/ukuIo8rN6yf5RSECIXeTEftrwol3cmsgD3YytLsLcuhNGICUIsecgvQgNaP/PJ+R7cd9scHL7QM6l8RIxDBXwET6xaiMriPGx9tx4UFFGT4sOGDjS0X018HgL86ZI5+OxifB+w+0QLKorz0NA2gOqaIGImcKypFzufXYfn7ivHa580gcLqmn9yjd3VKCSc6tuu4pe2/Bf7bI5c7EF1TRCbV5dKvlzlJJtWlsTVdWj889HxEfY5Goh3yDC4PbM6LsLWoYuR1jb3SRKYNwIiJxOf0a8KJ5n0BAul9AHh3/frjiGEzKaU9k/2tT1MDMky6ID8hWADCd0GDbMulNGIpXc+1mHjbD2zsv1c192vqZRiUA2YuIFmxq/m8hX8ZN0iSYaFZax175O3obs4jGXzcrWSK6NRU0scLnQPwu8jmDszC93X4tXKtcF+/HzDclQU53GD+tGXXaAAHlhWiK3v1vMBj1vfreddH+z9Epc13jZ3Bi70DEryZjp8/65ivPLkn/ChvpGoqc2wPGDL3FSV5WProxXY/PoRaXDwqC3BtvPZddhTF0JPeARzc7P5a5ghF8mQ2JFU29yHVw6c439j2XqRmIaHI1p5NxXi8/zrjy9ISa2vSobcg4epjLFW0Ow4FsQL+6zKIreKX2ByhvcxW8TnjJkUm9csBIG1MVfnTInD6rn27iMVqG8bkDooVb+USHe5qiwff/Yvx1zXSAH8aE0pLnSGuexYwG/gzpI81Db3aWRc3H3AmkX5GImaqG8bgGkCPsPg88ryc7Lwy7dP89e68afn7itHU88gmrqv4VLvID480+mQrXnj8CVQZYDmaMS6bm0wvi2MmZBIIPfFgrzK0aZeXlRgUisRVVowA31Do9qhoX7DSvxTWGTxiVULpeCg6GfYBl+XHEnU7i7uNQBo295v1HBJFfk5WTCIdTeTFch48HCzMNlcBJgcPrL10Qo8+foRe1g58KSmk5xB9x1n63YriNJxEfG9JuMjbhiNmlJHXjL4fYTrxu+pC2HXiRZ8ERpAfdtpsHknDFlC8rm2uQ8/ev1IcjlLGzqOdMuMLPywqgQPVxThx9uPIhK1ig06r153vO/Nq0v5s8K6fMRkvGlSPHl3KYpnT3dUGbN9w4v7TvNE0KgtkawGo9r6h6XB0LnTA1J3yt66EPbUhZLO9PH4iAcPmYtM5iPiIHqVi/zueJAX5zKrogbtdbzDZ++BN9n2m9lbHR9p6x/GzuPus3UBYGA4gt3P3YOX95/lfMTnI5g3a5o0nyUVLCrIwXcqivCbzy3pLJ9B8Nffq8RTd5fihX2nedyJ7ft1WF6Ui5nT/JwLHW3qxbduL8QBWxZtNEYd8pujMYo9dSHrHtq/i1GgvnUAm1eXShyKcREAfC9iUqvYmHXAsOdB7TTpCY9I822evvdW5E4PSM+dWpChzo4G3J9ZlYuoMcObzUdqm/vQ2j/ME4XiM+rNYEkBhJD/AUAupfTv7Z/vBPD/AZhPCDkJYCOlNJTONXiYXLBsqTrXJFmLdLJKtERt/b89cpkPWN+20TKwuteIBmwkYuKX79TblaqEzwyJRE2ER6J4+I556Lp63ZFlVt8nm+dhEKsVUe08uawM5oV97ObVpTjb0aCt4IrGrDkmIpihbu0fluRUPjzTyZ2B+Pq9dSEUz54uZH/1WFNegFvnzkw45JEA+P3pdl7ZFovZRI46j2toG5Cy3A8sk7XzCSFcUqeyOI8b+N0nWnD/skLMzc3mG4T4/SLSjANxkJdI3qrK8tHYEU4qqaDD2vICBJSumq9ChtyDh6kOMfAgdqfovtepdh9OZHifWIHLZB4NEu/EO9rUi6jplFA0CMGmlSXYJHTqAZYMIktUqD5O3DyL3QziMbq5LCKGRqKSPu9P71mEhyuKsKcuhAudYZwQEi2UAnfMz0XHwHVcGYpI56EAvl1RhNOtA3xWVt/QKH72wBK8uO803GJmiwpyAAClt+Sgof0qKubPQufV61xCLEblBIlulgAhwIXOsPQ3CvCqMulYw/IxgGXX1Sro6pogtj5aoR0a+sSqhdhhJ8ZiJkXLFaf/FgsB3PYlbu3urxw4l5K05Y0aLqmub9v7Dbya+6VHK1LynR48ZCLGwkWA1PhIKlXGxP7PZ9t7N1uhJoC2vdeAsx1hRGMm5yQMs3MCeHLVQtfvo46P+H0GorHE+38gOR/R4a6Fs/n7amgd4MGsmEYHUkxK7KkLOZIrou1nufZES+4fGsX2w0040tSLn6xbhKaeQXxwphMdV0cc51X5yBy7mIu/d4OgojgPfUOjaOwIO5Lf9W0DOH7pivQatjapQ8ogCPjjgSDxc/7RG0f5fU0204fB4yMePGQmMpWP7FJUPUQuYlLAVOwuk20UeQfzU26B7DefXstVP9T7wdYhysuqONN+FR82dEh85JEV83HbvFyEhyM40tSL+rYBaU9/y4wsRKIxhEfkzsrvVBQhd3oAUXYwpegbGuU+yQ0LZk/D9Cw/AgZBJGairX+Y+8jRGLUlLePy/jo+cqEzjNYBWW75VGgADe31skSlAbT2D6OyOA9ZfqeEaHVNkD8PaqfJnNxsnqwxCBAeiSJ3egAqVD6ig46PiJ8Ve+YAZAQfUX3rk2vcC1WmMtI95P5/AvDfhJ//TwBtAP5nAD8H8HcA/kOa1+BhEsHazqprgmhoG+ADZlNpkRbBHJduuJN4vDjoyTTjBlbU7WNJl/ycLBA72iIF8anV4k5gBWfE4a4sq6s6UpGMiZnjfz1ymcudAMBwxNluT4i18f9uZZF0rAjVpvvsoNE/fXTecazOmf17QwdWluYnrEgGLAO/beMKfNzYhYgtPaZWjbFMvlsShlUgGwbBzmNBmACyfAQ7n12HQoXQVJXO5iSGCBI44vl9BkHAZ0nPMBmcqrK4zjGrEvvmkjkOTeRUNzQqqsryeVeNp3nswUNmQAxMNXaEHdVgYjdBVVm+I9ngVvE73uF9uhkVzBZtqJzP/YEaIDMIpM7KVKuC2M+JjmP27f/4sFHqemTXPdkiNwMfaerFb49cxkjEqvoSuywpgC87wnho+TwcONMpDZmsbe5DVWk+DGJVvYEQnGzpx45jVnWcG5rtIgNWbKBLBiWrZ64qy7cGNStQkyvW7yi2vd/AB1SuKsvn1XKANbwZgBRMBYAX9p1GT3jE8j02KT18vgc1l69g6yMV1n4G4An9ZJ+dOntHDLQZsPZFbtKWN2q4pAixCp7aZNWDh6kKtkd/7dBFfHS2MykXYa9x4yPVNUE0tF+FaTplaxmONvXy+YTRWLx6VcdH1pYXwO+zvuOsqpWBSRSy/fvAUAS/PXIZD1cUoaosP2U+AgAv7z8rBbRUMD5yR1EuTtprSMYbRqKm5AuT4d8bOgBYgSnp2pBtv99H8J++eSveOHyJd9Soy5CrgAdwS44cdGKymH6fgd8dDyJGLTnJ6i338AQOg8hH2LkBqwDvxX2nHdfO8hFu/8WgE6sYX2B3wohJtIiQtEp1po/HRzx4yDxMBT7CVD0A8A4Add4v4yOJJKrcuhT21IV40lw8RvRB4eEI9tSFHHzENCn+zfYFDO+esmJgfrtbpn8ogmahsGnx3BnIz8lyxJ/e+LQJDy6fB8MgoHas6GRLP/7po/OSzVVRPHs6Trb0u873Ona5V8srRNQ292kLyqLKL00T+N3xIFfM+c3hJmmuWZbfkAoAxATWrGy/1U1uyxGLcUmx20hV4UmFjzR2hFFdIyTkjLgUqu45vNF8RPWtxbOnfyX9X7oTLKUAGgGAEDIXwDcBPEgpPUgIGQXwf6X5+h4mGbXNfVyv1u8j+OHqhWOWmFDbKtkmXJc5DQ9H4m3xAK/05UkXSrH1nXoA4NWZIgisTT2FleE3TYqofQi7ns6Rio6JBXIY3v+izXW4PWAFhUSdxmTwEas9sLommNBxiOi5NpqwK4UhagIfN3bxqjvdXJVEyPJbMjH1bQPWLBz796yN8rGVJeFyjbcAACAASURBVNhtV3oH/AZum5cbr5h2EVeOmRQP3jEPdy6cLZEV1ciryRXAWc3ttqHRIRXZCQ8ePNwYqBv+ZfNypb//5nATLvcOSXOamF1OVFUGjH94n25GRVbACpSLG9yn772VD4pklWLqWtQK5lcOnOPDDcV1iZVGoxofCFg+qE/pOGFyZN+pKJJa5MVKqqhJ8aUiYWlS4MMznfD7iFT1ZlLgtU+brGHJiHdQ/uFsZ0KfMRZ/4obW/mGk5vksRKIm9tSFcLSpFz/4kxL8MdjHfXJTzyB+9MZRLn8FQJKtCfgIVizI41rSo3a3K9s7vHWiBU+sWpiwootJ4URiFAEfwf3LCqXq8BX2bAAmXaOTGdPpI6cTNyOp48FDOtHYEcYfvuyCSa0gwtZHKsb8XRL5CINbFWd+TpaDj4j2m/ERVrgF6ux0BGybSQgKZ2ah4+qIxH/Gykd+vmE5Nr/2uSsn0fERk8IhUyzi1jkz8Je7TiasVhbRc21Uy3kcyROTorRgBnwEKdt7tdNyy33lyJ0ewMHGLp5Yj5rAq4cu4rn1i935iA0dByIA7r1NLuhS7aWO564tL0DAb3Dbn+pMH8DjIx48ZBKmCh/JDhioLM6TOgAevmMeDjZ2IWpSKcmvO1ciPiLG1kYiTh8odlNsP3xJOj+b5aLyEbF7ROcjai73ScUGDDEKKcYViVFJLcUNdcF+bVcKw8BQNOk53Lr1Vd/BwlwRW1r57vICXOoZRIxacb1ToQHUNvfxz4TN4WL32OqmIVi/dC4+OttpfTYRk8/RMWn8GFGFR/1cdhwL8tECAR9BjMYLzAmAJ1Yt5Me7PYePrSzhBWbp9ktfFy6S7gTLCIAs+98PABgC8Kn98xUAs9N8fQ+TjL118cGFEbvdbqxfxuoaxcgSwAdn9ZlqxAnAs7mikYuZFNU1QW2l1cN3zMPc3GwuCyLG/FlW95UD56TXsMGTuozx0aZebeXX8qJcXOwZdFQSJMOdJdbgSHHgobU2uXo3WcVZouO6rl7nkjZuAyV1mDMzC7NzsvBxYxfm5mY7zss++53PxLPyFcV5MAziaFd1nDs32zGMNJVNSKobGg8ePGQ21LbkebOmAYhX+Tb1DMY358Km8qm79bKODGIlj9vAYzeIGz9Rn1giJxETDe1X8cg35uNkSz++U1GUWGbSft3h8z04dukKQKlUqbRbaP03Kbj8lXqvRNJAYPm2LesXAwC2H25C1LQ29WpHi1uAzzQplhTOxIWua/Hfaw6O2cFLogzGnDcrG51XRyYpwXI96TGMhFF7PW/VhhCNWQOuV5bmI3hlCB1XRziB3HEsiOrjQXxr+Typmi0ao6hckIfGzjAidqelOBw5EqOobx3gEjxM9lKEKIUzGqNo6r4m/b1iQZ6UTNFVm6n6yOkmNeMl+R48ZCLUWX7mOLuyHHwE7p0wDW2yNMnBxi4cPNft4COvHDiH0ltyJLsCyPvzmEm57BXreNPxkeqaIJ/jFY05K1gt3+B8XyqHUDGiZGTKbslBaUEOCmZkSZ33BJaOfkzQ9080nF6EehyFtXfXSWwmwy05AeRk+XCxZxDPrV+MfX9slf7edfW6g4/kZvsd19H5LV1BVyr2Ur2eN8/Kg4epianKR6IxiqaeQZTekoPyuTOxxWWuWCp85DsVRdJckPBwxHEedq9S4SOpgiUSUgVLOqj+FQCoScdcSJwqFsyehnZb/thnWDKhrMiO+WcAWDJ3BgI+gysHmJTi/2fvzYPjqPJ00e9kVpVkySVZlizJsiwZ2UYYydhteWUxe1/ooMEs3QYmZh7Rw/aGeH07ZuZF83rx5ZqZft0R0/OYG5d7senpy+sJbAyYPRoe2HgDvEqNLQkh2xLaN0suSWXtlXneHyfPqZNbLVrAS34R3UZSZVZWVdb5ne+3fN8v367GHdfmmQpmLCdHkRtMEZ8zkSwN+GM0nU3wEEqhqvY8qcnT2EEqjnvsAHY+Yi0sPig9dqZwpXCRmS6wHAPwDCGkDcBPAXxEKeWaSiVgcmEeLiFYF61Yi5ibnnGuJXCtLs7CLaW5tsdZF3FFIWjvHzEZDgJsE89142UQACsWzrEVZPjfeFXXOhXR1DeMXxodZHJnGQB09I/ApzB5Kzl+nDl3AVvvLcfbf2kzyZXEw+Y1RajpGLAtipmzAjgv+bSU5gXxdVc45vvtV5m0C6XR90ZV2Pvt6wonXfzpvTCO3gvjpgQcB1+0K5tDeKuqTYw3+hRiM9P0KQSP33gVXj7UKCr75QWZjs8Zq6tLvp+8wooHD5c2rF0sT928GLeU5uLDmk6k+lXskbqVuE9TPEzGrI+vK3wc202fWNbA/+xMr1hLubG6dRyfax1/WNMpHs8nFPl/7zreYhtlr7Ek8fh7leJXTB3FB8+cw1M3LzYV/XUKaAkaDKsKQXlBhuP6bgWlFItzZ6OpbwhUZ6aZP739amx5rwYRLXFCQ4wiSbwRfSu4/xrvAKttH0B1+4AoprhJ5GgU2FvXzZ7TuEC/TzF55WSlBfDc+1EZGQrWeaYQCJlLWZIMsJPBknmz0XJ+WEy0xCMp34UHC+B1TXu4fGDjBwnECCdOYuUjS+al43cPrXD8nljXuMbeoahGvPSYQ2d64VOJkCzmuGNZHg6eOWfTapcn3qx8pNqQyuKQ+QiXa7Fel6oAT9xYgm2HGl0LIYOj5k7etv4R/Ovmldj6fq3p98XZaZgXTDHxmuz0AHpdpl9kUBotigNsHS+bn4HDDX2Mq8Q9QxTnhydwfngCbf2j2FPXDWI5ePOaIhMfmdCcz39d4RwcPHMO4xM6CGFr4hJLtzpHonzkn+9fnsQr8eDBw8WGi4WP8OO4fGAifITv4c+eG8Itpbmu8lGx+Mh4RMf+0+dMx31U2yVkK63vVSJ8JBkoCkD1BCcbCXDPdfPxUW2XKD5plELTAUUlWLVwTkzZzMmirX8UfpVg87qFYo/P+QifiAdgkgnjoAD2fNUNv0pEbOJTP1Y+svWDWtN7yxviKGDrbGDvt9ScTZhHTySimyT43eBxkZnDTBdY/gHAewCqAbQC+In0t80APp/h5/cwzXhwVSHeNDavsRIJsQLLraW52Gvov/sU4Nm7lzl+0cIjE6IDim3SKV471mIkPqK/B3VelCmAM91hW0cv/1uZkeTnibHtBxuEjrw1PpzpDuP/+eQ0G8HzKVhemGEiPRGN4p2/tDma5rpBISyZ5qRvLxdXAMQtrqiEva97LHIumm7IwSisw+DTr7uT6ixwAgGwec1C1HeFTZVzADZSI2uBFmWni9FHa8IqHqz3k9umw4MHD5cGnLpYeEdYZXMIh4wkSCKbRI5kN4tWjWOFwBavrOTk87O9NgIhe0FZ16rHNizC4Qa2CVaNArROARDiWEzZdbwFte0D2FCSjeAsv0m/94U9p8Xzc5ms3vAYCFgXtE/yF4mHW0pz8f5Je4+LTyFYVWQmKDplJM6nQBgSflLbJTSJ+XsX73kJZY0SWpL9ZZpOUdMxgNL8IN6yjNjHOxOXD+JebD+5fpFpugRgsjvbDjSYJAlkmUvrvfSARRrzqZsXC3KZSExKdEQ+EdNtDx6uRPAkT6Ixwo2TPH3zYnz6dbfoSnUrrlQ2h8Ray9echp4LotrqVwmK56aJ5EpEo1iWH/W/AoCSnHT0D4/jZNuAaYIkLyNVPKc8pd0bHjMdD7AlSeYjqkJs66CmMynjZCbWKWWyvzUdg7bns/pj9bkUV3gMMJnZ8zVfZ53Sf/iskSXCFAIClhRLNh8nN5EBwJpFWajpGBDy1W7nC1jWap7MOmEUZpJJgHp8xIOHywcXAx8BovKzvOk24FOw8wl3PmL1PLT60ibCRzTK1u1+ixxjU98wHvqfX5imU/j7E4+PxNqbL5iTap9ad8njOfEKSoH3T3bg+U3LERoeR3hkQsiSWX1SEkWiKjETGjXl+WQ+Eg8UwMqFc4THi0JgkjWV+ch/3lmFNuk94ufn3m9WKUvZA85JltgNHheZOcxogYVS+hWAJYSQbADnKTVt9/4RQJfzkR4uVnBzvnhfNLfAwqUxKKJdqU7n2HG0xaTjKG+o5UXQuiBaF0k3k3mAeZPIRlJ3leVj28FG20KpUfN5JiI6yhZkig5ajngVc67VfuD0OWgaW8x6w2OuZlwy4j1Co0D34Kij4RnANIpzgim47Zq8hLxb3MBHMzNSfPj1O9UmrUoC9hpBiDHqCDx5U4kI9vsMjVAg+Uq5VaKHF2qS6Qrx4MHDxQW3LhYr2QFgMgt0QzLarpXNIbyw57Rpc2yNV7/9cx22H2qETlm8uue6+TaDewAom58h/tuqdcy9WgBWKJAlYpyg6VGDX665zNe4n91xNY5+w0zTiUKw63ir6Tw/ueEqNPYO2dZ4J7LTen7YpjVcOCcV//bIKgBm03aOiJEMq+8Km+IzAKSnqBge10F1Cp/POQ5RRAlQMjJjFMCu4604Fx4TI/YKgJJ56Wg4NxTzeDYxYxSCKPCHz74RXXkyaZgXTHE93novcWkYJ2+VRJDIiPxkux89eLgSkKzMRKxkl0oIdFCoxFmopLI55LgeUvF/bF3rHzUnqAI+Ray9BHDkFwDbu+842mIyrweAwTG7XrwOMx+JGEUWazxpiyG7yAvOipFgo9K1Ws/T7NA05rbeyrImCmGvWSHRa9OpxM8oxW3L8lhT2ORyYsb5mSymm3KAQtjrvXZ+BjavKRLrfkf/CD6u7RLxPxlO4vERDx4uPyTCR3i+qLI5NG3JayCawG7vHzHlhOSJxW0HGoRXhyr4iDnnNcuvmq7NykdeNvgIO446+o3M8isYmYhOt3z8Vbfw8uVyYq8+vt7ER0CY4Tu/FgJg7aIstPeP2Iops/yq7TmdrmNJ7mz85IarhJyu1aOlpmMAv7l/Oe741wOm46rbB6AqzIReVQkU2KWzrEhm6ubzs0xebVl+MKlmLwBoHxgVr5W/BsBcwADc4zdRiI2LOO2DPC7y3WOmJ1gAAJTSPoffVTs91sPFj0RGu0RVdcKsYS6bdlFJM9laHf2wptN0vkQWLoUA964oEGODOo193CdfdSdkmmUFBZO4un1ZXsLHr5AkACqbQ3jpQAO+6R3C3rrJFzusONk2gIBKsGZRls3YEQB6w2M2rXgOhTCptkrJIKxwTqppkeekTNOpjSgqhHU2P7iqUEy2aDrFK4ebcGdZPuq7wrb3qqN/JKFNCmDeqMgald/mSKMHDx6+PfA4k8zmLtGkm3xOeXPMk+lZaQE8+acTpkJFRKd458sOELBiy/WLs3HIGLX/4+csaQ8ww3afqkAz/Ds0SW8+2USSNfFT3xWGpummQoWMlz/7Bk/ceJXjeaywdkYDQGrAh/quMHYdb8H8jFTH5Nqxb87jtWN234LwqAZVAR5ZxyZcfvdhna3pQFUYkeENE71D46aReRnWSRpNp/j06x4m0WnoLDtdH4dCmLRmveV16pQKwirfV8sXOMtW3rAkx6bPD8z8iPt3NbrvwcOlgmS+g+tLsuFT2FqjSkmKI419whNE06NrgxxDjjT2CTkVN1AAveHoZIcCYENJtvB6AtzNc1lBnVHiyejHryqak7A08dpFWfj53ctMyZyXDjSgZ3AUQw4FnXhw6/yVmxLetTS68Uat7sFRx2MVAKsXmfmI9XifGp0Gtcpi+lSCH69eiPKCTNQaKgHV7QOo72byZ7IkJD+fk9eWGzw+4sHDlQX+nU4m0TwZPuJTFagKhNKI36cgPDKBH287bFoLZT6iEGB+Ziq6BkfxyVfd2F/fg51PbgBg5iOwFLudAo1PIViQlWaTDuaeyzInyUoLCD5ilf2lcG86dpLQckJJTjpa+oaQ5leRkepDT9g8OVnbPoAdR1vYJKkEXhzisQ4Afv7myYSeVwGTK5ObAQjYxOVV2WnCi2c8optkwVSVgFKzubz17VUVgo7QiOl3BPYCxk1L57le323X2CXgPC5yceJbKbB4uPJQUZyFLfeU2SShnCr6Tgk0qw5xPPC+s49qu8S49oH6nhnRYSQAQsPjJqmzWAioBOVG8qayOYRtBxomVdhJBOMadXzNqgLs/brHmawYcmvHm0OmBGBb/yg2rSxAfVcYraFhLMxKc5Uqu2NZHn5j6BBzTUg5EHPSyqED2HmsBbtjjOX/9s91+Ki2C3eV5ePZHywzdZBs/aA2oa4QDx48XNpIdnOXyGZTPifAJu/Wl2RjXUm2WF+sOvkcvDlgQNK+H9cofvraX3BucFR4UT28tgjBFB+2x9DBD6gEK+PoBfPEDzczjNWIpekUtZ2DCY+7WzER0fGLt2P3vsTybOEkq6KYEZvN276A0dyGNYuy8GXbACJSYovqFLcsy7PFJt65VpofxOZth8Xko6ZTVCzKQlVLPyI6FYk1hQC5wRRhGs2v4S8t/ab4TMA6tdeXZJvugbEJ3UbSOLLTA0lJWSbSUZ9I0TCZ7kcPHjwkAGKkPaRJFev3LCstYPturi/Jht+Q4UgUFMArh5sEHznZ2p/Q9HiyyzYBcHVeECdb++N26RIASw2/kWduXWLjI7LscaKYn+kg92KAJwFlqApwVXY6ms8P45TL81FAyKjIyA+mYHaqD3PTAxizJLhkbF69UPiivLjvrJDNnIjo+LCm01YsI0Y3dyzpYv5edQ+OYvOaIo+PePBwhWEyieZE+QjnG+MRHUtyZ+OqnHTkBlNQVpApGladwKe5c2aniHXYiY/cviwPjecuxCwycFUZADYewD1+mZQm4yTx+IgVs/wqRia0+A808JeWUMyYeaptANXt1a4x80Qz41UVxVn43UMrTHyET2/y/BdvsFu+IBN1XWFocgGeAM8b0luyfJv8vFRqpCMAFufONnGlJfPS8U2vedqeexlbJyIrm8+7vmZekElUyjKZ4p7HRaYXXoHFw4whNDxu6+x55tYltor+i/vO2oLWM7cuAcD0JBvPXbBt4J2qw/z40PA4nrl1CdaXZOPh7YdZ5Z0Ai3PSE66cx4JfJWJTHY9upfkVjGkUrx5twc5jLWwE37FrAMhKC+DCWERU3zlYMEjeGJgfe11hJmo6Bt0DtGivtv/tz9WdIpjUdYVt5r5AVNeYw2kxPtNt15GmYMHEaZPy2z/XCQka/u+zP4h69SSjMenBg4eLA5PRcZ3K5s7t+Xg3M1/bxjWKg2d6ca0h9RUrkcanXPIs5sjtUmdSRKOoaR9AXVfYVlwhYN1OP17NjBIrirOw42gLPqzpxN3l8wGwuJedHsAHpzpF4ue6BZkmvyu3a5NNhEmShZaWGBMhc9MDNm8wJ9S0D6DSIDa3XZOHvYYvGC+KcHCDx3nBFFtsOttzAc+9V4Pn7i23+cFYi1G8aHJd4Rx0SWSM7Smi51VJ1D+G3wv8HqBgJspO4AnCpXlB231kHeuPR1RkGYh4RD1ZCSQnyPeVrMvtwcOVhiONfYjwblst+p2zfs+ckmjP3LoEO59Yj5/vPmUrMM+bHUDfhXEbF+ANRpyPVDaH8Gl9j5g8XLMoCyeaQgkVVFTiPv2S4mcmuWUFmfjV29UxOQkhwKtHW7DjWAvuW1Fg2t8nCu6ByfmIW3ElxlXElXWkcH69XeExIDwGnBtynfTxGUkrDuv+4e7y+fiioU/EHNWIkbH4SGVzSHBJADjZVo3f3L9c8FSPj3jwcOkhWT4y1USz2/OFR8x7z7M9F9DSNyTk+K2SxDIS4SMTGrVJMfoUsIkWjdr4CMeu4y0I+BRcnRdEWUEmnnu/FprOYugfP2uMy0esSKa4AgDnXLy+OFizm/vfdQrTROrjN5YIyWZZNtinsOIRfx+thXudAm//pQ1L84Kur5nSqK+Y36egJCfdtFdIT/HZVF+elywSuOKPDuD8kDMXAZhc296ve/C84W3MYb23EimcWGWyPS4yvfAKLB4mjXjByS0YydqQbo+rbA4hNDyOn91xNbYdaLBt4u+8Ng9VLSEMjWlYsygLx5rOOwa97y2cg+PNIYACLaERBAw5EiB2p1isDmCNUuyr77F1OLMxc/Nxw9JjYsWiiO4eTJzGL61I9SkYdUgKqipB2YJM106xeLCSr6x0P/qHJ0yvZUWhWVrFuhjXd4VNXWwrCzPxpXE9OuA4lv9RbZft52d/sMz0HB6R8eDh0oG84eNmfIlstCa7uYu1wawozsKPVi/Eq0fNUlcf1Xbh9z9eKUwD+TqnKsDt1+SBAqKrrKZjwDHJQ8DWNXmTrhAmNXV3+XyTzj6PgY+uKzK9F4+uK8Iv3q4W8mJjE3pC05g6BV4+1CiSU8lIkrnFEH79wRRfQgWWU20DeGT7YeHFxS/BShJnBVT8zfpiFGWnO55nXKM2ny8rfAqweU2RSKjtP31O7AM2rylCfXet6/3mdg84fabvftkBQmC6j7gZ6YRG4VcJHlq9MGbRRL4fuTG1k7+LjKnEuR1HW0QXIp8Gdvq+Oe3jPENLD5caJsNH5GN4shyA6+OsSRMA+F5RFuYFU3C6O4yOgVEQStE1OApKzd/t+q4wdCOg+FWC+79XiJOt/XH5iM+QHnFbzO8ypCl3HW+xTes5NaHBOFUsf8pYcJOWkZEeUDE0bk+mKQTC82Wq4B3HBZlmKeOlubNNj3PiI3JB/4YlOThorI9ufORIY5/NK1M2k/b4iAcPlxYmw0emkmiOxUdqOwdtj58wzMzXl2TDp0anJxUAT24sQXgsgp7wmImPOIHHAR4+CIAblzLZWwAmXxkZMifhiXi+n5/Q6JSblfnUeX5GqsgHJXNsorWd8MiE6XN2KpAEU1WsXpSNW0tz8dz7tY7x6XhTKKYMp08leO7echO/S5SP8PvqhT2nE1Lu0XSKLe/WiGlLKxfhhblE+IjsIfNdcxF+XZcLH/EKLFc4JnvjJlIddQtGTse++vh6vFXVJgx0ualVwKdgyz1l2Pt1tygy+FWCvXXdIvFy8Ewvnt5YguAsv6l6u3n7YZNOfUTTcceyPHz6dY/jIrskdzZGxtkESShGIknTgT0OJsLXFWYiNyMV++t7EjKuny74VYIxl8TYj1cvREaKT4xBJoqAiy7+jysW4nBjn0lK4HgT+zytCUz+OWw/2GA6R//IhAiQCoEtsFc2hzAvmIKmvmg3NSeRHjx4uDQhb/h0at4gxsNkNndvVbXF7Mx5YFUhdkqmjABbZ+TN7meGxwqlwKdf90CnzBySgohkmQwCYPG8dKHTy38X8CkmH4948bOyOYQ3K9viJqKckmiTDT3LCzNNBCJndgAlOemoNPy8YvmdrF2UhZbzw+gyDOtZ/IudSBse1/DSwUZ8/9o818fEey06Bc6FmSxYRbHdeL40P4jdVW0gYF3GVjywqhCvn2gV8dqnEjx+w1U2jzF+D8j30e6qNtMEVG94zLW7kRNUcf/z51MIttxTNiOkwepjJycE5euy3odAcjrjHjxMB6ZCoifDRwDn+5w/zomPcH18zkVUBWK/L68XfpXgx2vME4q/fKda7MEnNIr99T1CskxxMKlfMi8dJfNmx5V1eefLDnxwqgNWCrBmURbOD42jsXdIPO+3wUoCPgVFc9McPb5K84I43XNBmCynBVRcGDMXYviUvHytAZUgOz2ATkkCkj9X9uwUU4GlriucFB9pOT8ck48ArOhiTerxaVMPHjxcepgsH5kMF7Hu/6x8xEkSn8sWVxRn4aGKQuw82sIS4QQIj0Ww2+A3CmHG51YfKhiPvc5osOV/VRVi8xSMx0Vkv8pYWFmYiZMuso0y0lNUDI1p6BocM8n6yrCut4VzUnHPdQViAsUNK4xr4KjtHBTvO3VJgoWGI/jkq24QsDzhZBDRWUx/6ubF4v1Lho9UFGfh7vL5+Pxsr3jdPpWwJnGHwo5u+MU5cZHdVW14cFWhIx/h+6wOY4qevyOE4DvlIvzaLic+4hVYrmAkYx5sRaJalE7ByOnY9SXZbJEwqruytFhoeByvP3W9WJgoWEVURm3nIP7jb9eJn3dXtdlMgBVCMC+Y4jhuqRI2vpjouLt8Bl75rescRHX7ABSSXIV9KliQNQvXzs+wFXw42s4Pi+4sN1iTdD6FVeK3flArEpQAI5NF2emobLEv9uMRHS/sOe2YRByzTPqsXDgHXYOjroko0eVLgHnBFGxaucA0veLBg4dLD+tLssXaDpg3iNMBq1zTGydaJQNC584cWSZs08oCsc5UFGfhZ3dcjePGZKRsVs/WdZcxcQBN54fhMxJmqkLwo9ULTbJUQPz4yeVsOIKpPgyOJm9AnCg2rSzAX29YZOqC2vbXq3GksQ8nmuPL2Fj18hUFgFGEinesm8bynDQ2LRkLOmXH7z99DjufiO5fjjT2ob4rjJqOAbxZ2YaIprv6fVkLZUXZ6XhkXRH+YkzRri/Jxke1XbZ4ZZXLnBdMwZZ7ykxSby/uOyvkROVOMf6MlFLHhN50wEranRKCTvchgIT2dh48TBemwkWAyfERJ2li+RgnPqJpOh5eyxID/Dv82rEW2xoX0SgWzJklkvpb3q2xNTh1D44KyTJdp6Z1QTXG4T/5qjuhooi1uOJXCb5sZZKMCgEosRdwZgILsmbhmVuWoKZjwLHAIv9Op7AVVzjkK1UJhGHzj176QvAqhQA3LZ2H9IBq844Zm9DxVlWba8eujFh8hB+39YNaJgFDmPHyT24suWJkTjx4uBzxbfER6/7PaWq5ND8In2FsT8AUWuRE/YOrCvFWVZtYoyggzqeJ/7NDAaKTExM6FMNjJVkuwv9OAGSlBxAaGneMS9Xt8YsrADDksu4DrLHgJzeWAADzcNYpAn4F//bIKpO/rxus+/Ls9IBQJAAAUPdGg0Q80txg5SIAbJJdu6vaXPlIZXMIW96ricY3AI/fcBWCs/yoKMrCYeNzON3NZKcDfncuQhD1wZb5yC/frsYbJ1qFLw+RO6+pc3PBdMDKRVL9qqOPzOXGR7wCyyWG6RyVmoxhF8dUtCidjrV2E6gKJxt76gAAIABJREFUgWpoGfLXyq/NWlwB7MkDpwVnq2FS9UZlm01jX6NmzUrTeQhQlJXm2MHrVwluKc1Fz+Co6BKg1F6A4XrLk6uNu6M9NILuwVGoKrEVlAC4FlfmpvlxYSyCiOFPQwzDL+vo4q+krjtdh0myhUuc8KTjZ2d6cbzpvAga/DO1XtUHpzqw9b7lInnlFswVAty2LA/BWf6ETb0mi0t1BNGDh0sFFcVZ2HpfuWnTPF1medYE3QOrCsWUIgHwUEWh42aOP0YlUfNffr4jjX3CoNhKkmIholF8/9o8rFg4B1lpAdR2DGB3VZt4D4D48ZP/nT8fL65Yi+GcsMm5M971lKi+Pzc+rijOEqPl/Hra+0fgUxVEIkwbmIB1wC3NnW1KlllDD9UBHSxp6KaVHw/9wxNQeVxSgPyMVADAgjmzbAWd8YiOJ/50HD+uWIhXDjeZ5N04nJJuu6vaTOeJaKyTUafUJgdmjQ8PrCrEG5VR0ltWkCk63Y829oEa5+NmmhSMNC0vzERdJ/NEm0nDSJm0+xTnCR75PlRVBe39IygvyPQMLT0khOnaN02FiwCT4yOxjjnS2CfWXmrwEa6tLhfL+aShlU/I5zvS2GcrbnBpQy4ZYl2rNAqbFBkQfy1VFaC8gE3S763rNrp27bOEucEAesLTn0xpD43gl29X46mNJUkdF0z1YWxCc+UjfA2WeZ1OgU+MhBjnaQRRP5U3TrSaPqvJ8BHAPAlLKDB/zizHtXS64HERDx5mHt8WH1Gk5iwFTJLQOkHCCgfsvxUCrFg4xyaPxLkIv8bXj7fG9UDRKFDTMYBXH1+P3VVt6A2PoaZjwJRPSZSL8DgVSyZYo3a/MJUAhS75MyesLckW+SfubZWVFhD/yl4lfN2XmxescmNftvbjsQ2LTNLJk4VqNM4RIyfo9yloPHfBFL/HIzqe/o8T6B0aByjzSNtyT5mNP45b9jnWpnAdTO6Zwi5NHI+LPLCqUDQGjEd0HG7sA6Uw7UM0neJ2Q9Fnuu9/K/jnuet4C2o7BrC3rhuHzpyzNdJcbnzEK7BcQphql5cVUymSTEWL0u1YuZuYkKi2uvXcoeFxE9G489o8WzdRWYHZF+SpjdGOo5WFmQnp2cN4DhXADUtzoNX3mEbRAZZA2VffY+rUlYsO/BxjRoJqJhDRqG0sMh6W5M7Gpu8VimSSAmD5gkxsXhPV3aztGDAFDmIJnBSsa3d2ig9nDdNK2STSaiQtrleHMP60IistIJ5Tp4wkaTqd0dHA6f5eefDgwRmPriuaEUNYa4KOy3Lx2PagZHrL4Rb/Yq0Hu4634CsjOQ4g2g1l2eTPC6ZgfUk2Hnn5iEi+vXmiFTuf3GDqSqPGv25yNs+8WmkaoXfiB9npAfReiHaU6TpFVUt/wkUNhcDmj7a7qg2vn2iFprEO6OWFmdhQko3wWAQUTJbLqUOZg8e6KfdMU4pH1xWZihfnwmOoKLY3LJwfmsBLBxtdk5AUrNv86DfncVVOOp6+eTF6w3Z5Ak5a5USv0ySuVZLMdA9KkkGaTllHOljidcsPywBATOTOFGTSzs0+3e6zt6ra8MaJVrx2rEXIsrolHD14AKZ33zRV8+DJ8JFYx2SlBaJTZgAev/EqkwSxfA5ZvgVgEiVbfhiV2pDPBbBmq2fvXiYkQ36++5RjMcUJvOGUACjImmVrCtN04GTbAAK+sFhbrHyE/W7mVh4K4LXj9ia4WBgai+DJm5gBsRMf4RI7bgkyXvyYkx4QCcAJQypFTiQmy0cqm0OmSVgdwOdnzY1k0wmPi3jw8O3h2+AjACvQcxN1a3EFmBwXefzGq7D9UKMwV+c5KKscPF/p5UYAmYtYJx3c9oiJ+oNUFGeZ82sE6BiwNy+7QY5MFcVZqO8KY8u7NUJWsqI4C0vzggim+FDbOYiy+Rn4w2ffuBabmvqGbZK/k8Xt1+RiXjAFb5xoRWtoGAGfgntXFODdLztM55f9lMcmdHxY02kr7usUONrYhzdOtOKusnxHLsJDVbJcpKI4yzShq1tiHlfdeermxXjq5sUzzkUA9l2r7RgQjehOjTSXGx/xCiyXEKbS5eVU9ZxKkYQfP9mb3XpsRTEznN1hEBWqUxQYI/ZWrC/JRoo/Goyevnmx7fXVSoZfCgGCs/wA2PtQ2dKf0DUqRqZGVQjekHTaZfAuVRkaBYrnmiv21g43N8xOUXHHsjzUtA846i67SY9tKMlOqsAyFtGNAgoVC/CptgHUd9eK7qxdFpJ074oC/Lm600RQWPIvGhhkk0j+mVpNhAFmPCaDf37t/SMiQcb0MKnrYjxdmGr3pAcPHhLHVOKGG6wE5YFVhXhgVaFpGoPLNckbNaf45zamLHT4FYI7luVhfz3z8lIJweM3XoU/ftFkev4jjX2YkNZ9bloJAI+8fMRU/HGLz9cVzkFXnLF1eTMPcBNiZzqR6lMwZtnol+YH8cKe07i7fD5K84N4ZPth0xqvUZa0q+scFMb1ikJmRAZz08oCvHeyw2TGXDBnFkLD4+IzGdcojjWFoCoEc1N9OG+RESNSJ7Ni/My7mnln+NmeC9hT1w0lxrWoCkF4ZAL3/ffPkJeRapJs4LDeyz6FeZdZizy3L2MTTbJcwFuGBJGbdNlUYW1WcDJv5q+BT3PJsqxOCUcPHjimk49MlYsAk4srbseEhsdNvhzBWX7X74NVvmXzmiKxzlcUZ5kawgiAW0pzTc/5TW9iZsHXzg/idHdYrGUdDhP3HDLf0CiQH0xBl5TAyUoLuGrfy5jlV5CdHoCqKLYOZIUANy7JwSHDp0xGOEk5S0qZzLMTHwFY7B21SHupRiJRLubL3dUULKnIGxhi8ZED9T2mtVkumlsTdzPJEzwu4sHDt4tvg49YE8RcLooAook4US7Cj3/lcJOQLSTG/5LlIhXFzB+MN9oebzoPALZkdkUxk0z+osE+jWmFtVlA0wHNpbzhN7x+OQiAmvYB7DjagkfXFWHH0Rb86p1qsY/VKHCsKYSqlhAURUFEY9Piq4qYT4n8LCkG1wEm1+ilKkSclyMnmIKCObPEXnl0Qsc7X3bEPA8hTGHneNN5mwICV5jhjWGxriUrLYBfvl2NnvAYcoMptuZz633s1lCgKgSbJX+4b4OLAPZmBTfZ7suJj3gFlksIk+3yilUFjxdcpmNcOdFzPLCqELslouL2+qzBCDCbIG25pwxvnGgVj/ep5nF9J3NiKxTeKUbYtMdXne7duk4Ij5qTPoNjiRGOoTENf67uxA+Wz3cssLhdemOCJI3jlJEw86nsfqKAqZABRI08gaiMzM4Ni7C7qg2f1nU7EjQCs44j/0yt5Oiw8RyA+f4kUmedQqKdGcne78ncs1PtnvTgwcN3CzeCwjeQXHudJ7lS/GZTYxnxJCw1nWJkQhMbQAKK4Cy/rYMIYF1CPNnFTSv5ZhZgibBtBxpw8Mw5jE3oUJWoRGOl4X3Ck3OqYiSUplDUGDWe1/BWBiEwYlsYh870Ys2iLNuGnGNc41ECU9LzJwCKs9OQG0yxTZIuzQvinzYtt8k21HeF7TI6OkV+ZqqtwPLkTSUIzvKLYlpWWgDPvV9ra3KgFHBTgiZg2vwvHWw0fjOAffU9eM3o+ttxtEV0/JmmZ403ligEitFR6FeJrTiTSCJtqnsvObGrILa+shcDPSSL6eYjiSS6pvqdSPT4ZF6bHHu4lKT82qzTMHKhMxk+UtcZNrX3JrMCd1m6YxfOTUN9t31NtWJ0Qkfn4CicfH8XZqW5ShDPmeVHXxz/LBkUQNn8DFMSivMR3v0rQyHAw2uLUDBnFk629rtq508YSSP+WbvxkWNN7J7kUi7883tswyLxRquEJYU0Lfn7PdF71luHPXi49BGrYaCyOWRqYnr9RKvYVyY62SLLHepG5xDjCslxEe4PxovIYxO6KLb4HPwjVxVFpYfdGqys+/FYkIsr/Hwn2wZwsq0aLX1DxkSj/biIDqZZj2jDlRVjkcSamrmvjFX6jBchZF/KB1cVOnIR62uQ8eRNJWJSinuw8JybDPln6xTSLaW52PJejamZ+43KNux8Yj3qu8LOXISfSDqzTzFbAADfDhfhzxNPtpvjcomDXoHlEsJku7wm2xUzHePKiZ7DSWcy1nPJwchqVvlhTafrF3l9STZUhcTVrpQ7aJMtrgCwJX7OOYz/OYGCBYwjUgEiERxuiD+66fQ8KwozkJeRiv31PTZNeL8arX5bvXB2FGTiF29XO573ZGu/0Pjk96xVBiHP0NMHLOO0UlTRKZNne3its1ScEyZzz05H96QHDx6+W7gl6Kza6xR2/VvreZzWA3nDVzY/A4cb+sDH/zv6WTextcvmoYpCnO0OYyyiY/OaIlQUZwk/Fo4TzedFwieiMw+Qlr4hk2awqhDcfk0u9tRN3oRRxuKcdJTMm21LTLUmqJOcKBTCCEZ4LCLkHv0+BXeV5WObKF4w8C6tmo4B3HZNLnKCKaLLyi0e+lUFv7l/Of74+TcApa7mw/vqe4RevxUEUS81OQ5aCRfv+qvvCovYxyUTHl3Huta5aTUvQKkKwXP3lidMnDmmY+9lnfSNR1IeWFVo6qhMBp5vwJWHS42PzBQXAaKxx8pF+LrlVuhMlo9MVudETrMQ8GmR+Mextcz5b7E09SdzmY29Q3hgVSF6w2OmdZh3/3LdfYVA+KzxBor99T1RrqIyOZ6Izq5j1/FWlBdk4tF1ReKe3XagwRb75GKOTtkeYfuhRjEho1HgiesXOUrFuSHZe9bjIh48XB6IxUfkwsKERm3egPI5nNYDef9ICEBBhFdYLC7SGx5DTjAF5QWZONLYh47+EVuzFI9F4xrFjqMt2F3VZvMwkfnIdEyxz05RkZkWMElevvNlO3SXSfzJYkUhk52s7RgQfERVFfQ7NB+VGzYDt5TmontwVPC3I419rjLEty/Lw7xgionzcT7C74fygkyTt7EVPoVNIf3hs29EkxmFXSlnwmjO43FM5iIABB/hIAS24grw7XARp+dxku2WcTnwEa/AcolhMuOMk60GTse4cqLV0Vhf4HhfFuvr4xtypy9yRXHU2MxKalSFFcUTXdKt440yvu4MmxbhRCXCOIrmpiU0ws8RHnPrxY2NU20DUJVBk8Y0r4j/5IarMDgWEYscwIpZ6yUTsg9rOpHqV4WhJsCMJw9KBlYVxVn43YPXYfP2w4hoFKqhy/Lkn06IYB/wKbauMp6ocpOKc8Jk79mZGBP24MHDzCOR+KAQYtqsK4TE7UrmyRu+5nFt2J7wGP74RZPQBKYAdh5rMY1X87F7udBf016N/fU9KMlJNxlBnh8yd3xpOsU2Q1uZQ9cpcoIpQoJKUdwTX4mg4dwQGh0mJDetXIA/ftGUdLxyA6UscbZi4Rw8d2+5mCjZ8m6NLc7mZ6biufdqRKIsIMVuNu5udK5J4ATGqagiIzeYYvsd1yF+qKLQNC7P76VtBxpMU6QErPv8w5pO03k+rOnEo+uKxD5ElgHQdGqSK+WIl0ibjr1Xosk6fq9qOkWKXxGxPlF4vgFXLi4lPjIdXIQ/xu075fba3Aqd08lHYkHuiKWAzbtlupFMFzMHbx5QDJkbPoVY0zGAjUvnYV4wBWUFmSajZx6bdz65wSS581ZVm5AC04ymhdL8oLhft//Nauw42oJdx1tQ0zEAzXifxyY0+IwpFULsha/azkH8x9+uS/g1Teae9biIBw+XLhLjI3Y/WzfI64F87i33lEU9ITV3LiJP8KtG8p5PdHOVEF5kcZqqGJvQbR4mVj5CHCY33OA05TE0puHCmDkmFc1NQ//IhC0vNBXkZaSiND+I0PC44CNuE5A1HQMmPlLXxeTzeeOSTbJSAZ52kBG2wm2SnAAmBYM7y/LFZ/2WpSkPAFSVoHvQ7AnNuQjA7jMiBX5K8Z1xkUSeh+Ny4iNegeUKwGS7YpzIwkzIL8X6Alu/bE5fFuuIPt+Q8+T9W1VteOlAAwiY+fADqwqx66kNONLYhzPdYXzZ2o+7yvJxZ1k+th1owN66bpuZIte5lJNabsUVAAkZ2s/yKxhxCB4EQGZaAFlpPoSGk9MyThYUrGPh5UONeP3p623dub+5f7mQq7EuWjxQZaUFcMiQuJFH+2W90CONfdh6bzlqOgbw+olWU0ALqKzLd399j+n3PAGWlRYQRMobsffg4cqGHIMAxN1MyUksTadiExtrLeEayW9WtiGiRaUnd1e1mRLoXC9eXvPqu8Im3WAg6v9hXd/cIoi1u8nvU1BekIk30GqM5xPkz0lBe/+o4/HxwNdp+Vqe2liCO8vy0dA7hE+/7pmSDJj8PB9/1Y2Pv+pGQCXY+SSLu07n7gyNmK5pPKKLzr76rjC4swkhbALHaVrFuj/hP5cZRfzxCCOZT0gJPJnwyGT2qZsXY199jynOb/2gFo9tWGQy+7y7fL449tXH12Pr+7UmPzS3dzFWIm264li8ZJ1VImJ8YmYS1x48cHxXfGSqXIRrlb9xohURnTrGG+trA4DdVW3YuHQeAKbhXt8VxksHGtBjdMXKRstWPvJWVRt2HW+xFZZjxQ4nJLKU+1wmaQiAa/KDaOsfRnh0co1ciSDqF8X4yPObltsK7vLUijXuP2h4DQCsyLLreKt4PbpObXxkfUk2tvywDJu3HwbA5D6PNYXgU9jUfFlBpk2WpWx+RsJcBPD4iAcPlzsmw0ee37QcvzY4ApeeivccMh/xGXrBEwb3AJy5CJ+Ylyfk5WJJLL9GDqe/+n0KMlJ80CgMGVwF82YHEuIj3NfMyo9kKAA2fa8QmWmBaeMiALD3627RDMzzie39zs0GveEx096f85F/vn85HtuwiE03UpYXXFOchZ/fvSxmYzj/OSstILgIAZt6uaU0V+TSQsPjJgUYjjcq20yNbwohNu9lzkUAdp/ddk2uaXL/u+Qi8Z4HuPz4yCVTYCGE/B2A/xPAfAC1AH5GKT0U4/HLAfx3AGsBnAewDcDzlNpXE0LIjQD2A/iaUlo+/Vf/3WMyXTFOZMEaPADYzLpinSORCRT+XIl+2eSFS96Q+1WC19FqG617/UQrfrSa6Ss+c+sSoacOAAfPnDP07gmoTqGDae8+vLYIFKzgM11wq8xTwFXOZKagUWDbgQaMTJgJ1PaDDYL8yaPzW9+vRV3noCCaj21YhMONfajtGAClMBFg+Z55cFUhNMvnMa6xLl/eVfZhTSfK5meIBNhz79UIDcydhlapG7wRew8eLl/I64lPVbAsP2jaTL1V1eb43ZeTWPLfnBJ0Vs8WwCwfIq9eCgFAWKzgxWCmYRz/tbgWVyw/pwVU/M36Yuw63iI2/BMaxYI5syZdYJHBdXkBYPO2w3HlaiaLcY3itx/W4eq8IPwqQUSjtkYEa2ffGydaUVaQiV+/Ux39PQXuX1XoWFyR9ZKfu7fcpKf/3A/tRqPxyPCPVi9EbfsAqtsHxD0WnOXHb+5f7qh7XFGchc1rilDTzq43kAB5doK1aYQnDqc7nh1p7DNPdimxJ7uc4CURPSSLmeAjXNKLJymsMWCqXMQpJsQi7/VdYRMfAeyFkZNt1Tj2TR+W5rHO2GduXSIKObur2lBekGn4EkYnIe9bWYC+oXF85mAuPxW4rfsUQF1X8jLJU4FGgRf3n7UluHYb8b2jf0TE/bGJqI+ZfC/cdk0u9tZ1g1IIL69E+AjPYfE9w7YDDegeHMWGkmy8cphNdzr5EzjB4yMePFy+iMVHxiM6XthzGj+742rb9346+AiAmFyEr3dvVpqnH6YaM/KDKVi+cA5e/uwbUfiIaHpSfCQWxeASWdbYOR2QG6RHJ3T8w+tf4q6yfARUsxm8AtYM4bf8nvORl43iCgCAAjeX5tqKK9apIR475L2K0+fsxkceqig0cRFNi81FAODW0lx8ajSMTwcXsU6OenwkNi6JAgshZDOAfwPwdwA+M/79kBByLaXUlvEmhGQA+ATAQQBrAJQCeAXAEIDfWx6bBeBPAPYCWDBzr+LShEyErPrCu6va8OaJVrEAcdMlpyJLvE3olnvKxCLBH2v9shECdPSPiOouYF6UFMtIt9uEyYShLfna0Rb4pAX00JleQYAIjXYGaBToCY/h6ZsXm15vMnCaVkn2LJtWFuD9kx226Zrpwp66bty7osD0u6a+YWH+6FPZosWNyDjGJ3TDjIx1h5cVZAi9Sus9w7odiO09fONEKx4wkmZykPjF29XiseMaFYaVsToXvRF7Dx4uT1gLvXwdUgwD2njdxU6bYB47+Gi21bMFAAghwoSXa8EDRjGAsqmKxzYsQmh4fNq6rTiGxzXJbD2KJXlBdA+O2bTw3cwnnbAkdzZ+csNVqOkYwGvHWqZFTzkWjjeFcLwpxDScr83DraW52PpBrdgMc9kD/rlOaBQv7jtjk1OQjaI5dle1mWLFruMtptjDCQ0vVrh1Olk71X0KEbIxsheZkyxZZXMIWz+oBQUjik7+K/JjYyXe+O9mctydkxH5OzDVxLcXez3MFNz4yLhhzqvpVBjwJhIDnM7vVNi0xgSWyyK2dSgWHwGc9/zvfNkBgCV1uPQIf5xK7FIy75/qxPP3lZsM4a2wmuTKyEj1IZjqm3JxfuPSHHzR0DdjBfn20AiTvZFO//qJVujGmszlTyggupIpoveCTil8qoKbr54nJCKta348PsLlxADL/Sb5E/BGQ4+PePBwZcGNjxCwPfhnZ3pxvOm86yTLZPmIqhIogKlJSaMsbwUCXLcgU1xfZBJawta4I6MrPIYuSwOwQggyHfbk8zNS0Dc0nnDObEnubPzuwevw2w/rXI9RpyiPLKOpbxgvHWzEppUFSEvx4c3KNrHPf3AVkw6WJ9LHNYp/+fjruHzkSGOfiM0RnWK7IfnMp4tqOwZQMGeW7RgnPiKr+PjVmeEi/PHxYthMy29dbnzkkiiwAPh7AK9QSl82fv4/CCF3AfjfAfxfDo//KwBpAP43SukIgBpCyDIAf08I+VfLFMu/A/h/Yfihz9gruAxgrQwSmIsYkx3H4gvBeETH8abzQitX/rJRyhb8V4+a9SVNBumgpuSSXyWO5lAcOmBbxDk5A8wb+7113Vick45l8zPQe2HMkZzMTfMjNDLhSGzGNR0Bw7MlWTqSn5GCn95+NTN+TPBglQBX5wUdO8/cEnA6BfqGxm1ddjwggDpfOw8iABtRPdU2gPruqF6l1djqwVWFNpPJCY06dnsQy3MRXFwaix48ePj24ORzoQC4YUkOFs5NE0WCRGKRHDt0SvHLd6pR2zEg5KRkA0mdUrxyuEk0Anx+ttc84k6Blz/7Bs/fVw6/EbP4tblxgWRlXmT4FCAjxedoNMxH1o83heKep3tgBP/FmBCcKTi9Tk2n2FvXjVtLc22b4dL8IB7ZfhjjRqx0irVOOsa9YbNnWV5GKuq6wpiI6FBVNl1k7Xh3khyydgtqOsXmtQuxYM6suBt2+Z4ioK56y4nGsJked58MGXEiYl4S0cO3DbPRL1uj+Xd2qt5FgH06hj8XCNOsj+gUv5a8PQDE5CNA7DVfB2xNWBq179e5r9NjGxbhtROt6HfwOyEAstL9Nn8vABgcjWBkQpsWPpJMcSU/mIKusN1XUjWKKE5xMjeYIrwoCQDNuN6ITs0eZZSpDug6NfGRiKZj39c90ClrzrKu+Q+uKmSmw29Xm55f06mYluHrnHXvwZNlfNrI4yMePFxZcOMjRdlpaO4btsl1xYKclNcpxa8sfERu7FIIwXM/tHMRI+zgWBOb5n7u3nKRQ0umDp4MHSAArl+cjU+/7rH9rXNwDL+5fzn21fckpspCKT6p7YrJXaZSXHErHL37ZQceXVdkm3IHgC0/LBN8BLB7ZgJ2PpKVFjD7nvH4RClACHYdZzxVjhduEqiyik9Eo3h43fRyEeDS5iP8+uVjLhY+onzXFxAPhJAAgAoAH1v+9DGA610O2wDgkFFc4fj/ABQAWCSd++8A5AP4p+m63ssZ/Ob/+++X4tXH1+OBVYXwq9EUeLxxLG4YXNlsXjxfOtCA0Qnzl1Z+vmvygyYSMGpIhVU2h9DePwKfqkAlgE9VRHFEJcB/vbccu57cgLWLkvuiEUJsiX2dAi8dbMTJtgHXzq/Q8ARUYvi1WP6m6cDKhXPwyLoiBHzselXF+ihn9F4YQ0vfkKMRlxtuX5aHVS4LzD9tWo47r81D4ZxU0+8DKsHd5fOR4o++jwrY5yqTFoC9Pp9KhLGaDOum4tXH12Pz2iIxnlhRnIUci+kwBfD52V781R+OmO6PB1YVImAU8wI+BWUFmXhhz2mMOdwvk4HbPenBg4eLD3w9eXRdEQIqgUqY/MfP7rgaDxprhUrixyIAtr9To4C/9YNabLmnDH///VJsXlMESqlYa/bV92BwZAJOS7ems03sQxWFYv3XASzLD2JFYSbuvDYPT28sAQ+ZThxmbrof37c8zgk6BbY5TLWw62DF9ac3liA/IwXL8oPwuZwsPKa5FlcSi06xQQhw09Icx7/pFPj1uzUAgGduXWJK1v9o9cKY53XqHN9/+pz42acS3FKaC103CKuuo6ZjwDbRIu9n5IYN6/RSeUGm6RrdwEmS2z2442gL/vrfj+KlAw02ojKZ800HKoqzEnptQJSI/f7jelus9uDh24TMR7bexxJJnNAqCXxfnPZ+lc0h/PLtamx9v9a0x+RrxcNri0wTippO8bsP68SxsfjI0xtL8I//qRRPbyxJam0lDg+uag7hpYONjsUVgK2tciJIIcCcWdF+ygmNfqt8hMnX2H9PCPD8puW4/do8LJmXjkXZaaa/b1q5AKn+6PrnN2K+Qoi5o9uQYSEKsa3dmk5tn6PMR2o6BmzFHVUheLOyzbTO8fvN+p7VtA94fMSDhysQbnzkyY2LkeJPbt+WlRYwG8lb+MgNS3NEPNE0tpaVzc9wPd+ERsV6d8MS8x48PyPFxkecMDtFxdMbS/D0xhLZuKZKAAAgAElEQVTXx1AAB8/0uk7u76/vwct/sxpPbyzB3PQAXEIBAODsuSFXXjNVEAL8cEWBI3ejYO/1c+/XOkqL3lKa63pen2LmkmJyxHg7CNhk6uM3XsWaBHSKiA7XfKeVj8jvKzFyi8l4zsW6By91PgJc3JzkUphgyQGgArDu5roB3OFyTD6ANsvvuqW/fWN4tPwXAOsppRpx2sV6sMFaGdz55IaYHiwcbhXS3/65zlTZJsS8WFUUZ6FjwF7QkLtRfQoRHimvHYsqxoWGx1FRnIXXn74eO4624F8+/tqx+mwF74JKFhQsSffw2iKc7Q7jmKUKX9nSj5/fvUyYMWalBbD1g1pXLxaOiA58VNtl+71CgBuX5ODzBrtp8P76HvzkhqtsHXObVhagND+I596vjXZZE1aQudUw2pK1rGs6BkAAU1e3augPA3ZPGh6srYvvW0aHF58+cvq2OVXFK4qzsPOJ9Xirqg094TE8934tIhpLgLnJNCQKq04mH8mdDiRjvurBg4fEwWPQA8Y6Kn/Hku1+ceIE40Yihuvh765qE5rHcqxasygLVS0h0VEVkNa8109Evb/qusL4zf3L8ei6Iry472zMTrKFWWl46ubFqCjOwp1l+SK2nguPmRJa8brRPjvTi/b+EeiUovdCVLaMAMhK8+O8S2JOxjX5zhOQbnCajKQU+KLBPeGk6VQY2QPRdXNoLBLzeWo7Bkw6wLIUAgFwW2muyRw6orMJF2uHmHU/s74kGz41OoHEr3HrB7WmTnU3xOrA2nG0Bb94u1r87FPYtcYiKtMx7j6dsehiMpD04EH+/nJNezcPFhlOfAQAHjY8nDh4g5G8zljRcn7YrMXvwkeCs/x45tYlAIA7y/Lx8zdP4uy5obivUXegB20h++SiExQANyzNQXZ6QEiRcUyFj7zzZbvt9wSAohjTKJY44FMVbFq5wCZ1+dRNLHEnx9VNhscM92GU9eoBJgXZGx5jEzQahWLs3UPD49AtT3z7Nbk4eOacTY9d5iMbl84zHbOiMBPlCzKx02Ealv+vvCATu4634KvOQVS3D3h8xIOHKxRufMTJYyUWajsGHH/PC8M/u+NqHG86L9ayM91h05q+cak5F+RXiXjusvkZOHSmVzx208oFePYHy+LykcXzZuPOsnxUFGehKDtd+OPWdg4m7AH2yVfd+Nlrf8EHpzpNTboKgNyM6IQih9M5F8xJRefAaMJTOG5c5INTna7SmUDUyF7mI7ur2rCnzr2Z4LZr8kxFErlJSyHA8gWZKFuQiYbeIdv0jHXvb+Uj1qIbCLDzmFnFxw3xuMPlwEeAi5uTXAoFFg7r1yKewobT4wGAEkJSALwG4B8ppd8k8uSEkCcBPAkARUXTs+m5HJDoKJbTlwAAth8yb7jLCjJtyZbrFmTioBQcNi7NQWh4XJxP0ykKjJG5t4xkmHWReHRdEWo7BvCqi0k9AcQ0RqwFOBb44jQ8FrEVVwCAUmoyiirND+LVx9fjV29Xx01kFc1NQ1OfmVTx5JVT50BEo/jDZ+zWJgTImuXHj1cvFEFVTiBRykbxZUNgTjj572QtY15Iq2wO4Y3KNnEulQBP3FSC4Cy/afF0+uwfWFWINyrZZ+VTiajsuy3uu6vaTGO4xPg/LtMAIGkyYtXJ3GKRe5gsPAkzD27w4sj0QdaFlZPtiX7X3Lp0FBI11uMbyt1Vbdh5zBw7Uv0qXn/qemGCy32nAKBsfobJp+q/7T2N0vwgstICNiN3GafaBvBXfzgi1gz++t6qaoNPiRrwxoMsHUYNbyxK2fr6j//pGvzqnWoTAVm7KAsnmkOm39V3h7F2URba+0cEuRGbKMvzEbAi/adf99jika7TmJu1nvAYXtx3ViT4nHwFCJjuNNWpo9eOLCdKCMGn9T028+J5wZS45KCiOAsPVRRi59EWcQ0UzEhZJl6x4HYPfljTafq5rCAT3y/Lj0s0pjLuPt2x6GIykLyS4cURO5Jd+6170o7+Eds03w1Lc4RsLZ9QsSZvNq1cYDpfInykojgLv3toBX70P79wlMbifARw5iSzAirCY5rr65MbnZyKK8DU+EjPoF3qS1EIVhXNwQkL9yFgBr13luXjD581ihj29MYSPPuDZfjrfz9qenzfEEsmOq1bPBaOG41eywszsXkN822sbA6Z5DlVAtxSmounbl5sWvOtvpDzgimmNW3LD8sAQDRWWD873qFs4yMweMR7k+MRHh/x8G3DiyPTBznfwX9O5nvmtD+WE95ycjsrLYBfvVNtO/75+8qx63gL8jJSRaMWANR2Dpoee9hQgOnoH4Eag1fIfIT741Y2hxAeizgex4vssowXBWzxh4BN+vz09qtNzb4AU1K5dn4GvpT4U3v/KNYuykJ4NIKvjdjkUwmK56ahsXfIVkypKM7Cl639mNDM3EPTGReKJW1Z0z4gpiD+6g9HXBsOFGNKdX99D/bUddu4yEREh2JMOFa3D8DaxL+iMBNbflgW8x4JDZsl+3U9OT4S6x68HPgIcHFzkkuhwNILQAObPJGRC/tUC0eXy+NhHDMfwLUA/hch5H8Zv1cAEEJIBMAPKKUmSTJK6XYA2wFg9erVk0zBX7lw+hIwE3vz4zavYUHe+kXcuDQHp9oHMC89gJbzw5ibHnDsRo2VQCkryDT9vHYRW4R5Yv+xDYuw/WDjpKZXfAqrZLeeH3YkM+wxrLvpEaNLTlUJvrdwTkJdwnySRL42CriOZSpKVJNaBfC3N5WI7jlrh5WqGOaQBukYm2CdXQvmzDIZuO35qhspfgUPSFJfO59Yj999WIfjTSw598rhJtui6fTZ82Nlgif/t7U72WowqihEvHbNQQs7EawvyTYFW90gnF6Xr4eZghdHpheVzSE88vIRsbbsfCLxDdv6kmykGqbCHD7FbqzH1yBrkuvu8vkA2LTguEZxqq0aLX1DePYHy3BVTrqpwNI1OIbN2w8LaRN5TN2nECybn4FTbQNi8/zzN0/iqnmzQQDsP30OEY1t1pfkpqN/ZBy94aie7rL8IFYVZ4mOWytUqcN3fUk26rvClgRhAV54+Hv45dvVpgYEnTIt51S/gn/atFxMNf7aMFy0Ij2g2jqIAVbgd+MzCgH21fdgb103FEPOxemhxdlp+P2PV+JIYx++bO3Hnq+6hRQl72jOTg+go3+U6Rxb4FeJaAxwuj/krqoHVxXiLUtBn3ejx5rSjYe7y+ebugh5YnCySKQTbLpj0XR0sHmYOrw4MjU47Ul3V5lFD1QCU3FFnlBZPG82QsPjyM9IxUe1XVi5cE7SfKS+K2xqE1QMeWFKWVJtyz1leOcvbY7NWr1hu1eijCduKsHgWAR/aQ7F5SPy1MT1i7MT4iM6gJzZAfReiMYhTaeoaum3XZOqQEzJ8DigEjbRA8DWXV02P8O0bnE+InMBndr9Hp34yNYPavHq4+sF9wHsn/0DqwpjTsNmpQVcO5QBPrkSjXERjWLbgQZs/5vVcd9HGR4f8fBtw4sj0wc3k/pE8eCqQrwuTV2rCvDwmiLTnpPvX50mT8rmZ4jCLyEDaDx3AT+5sQSPriuyKYacbBvAIy8fQURjzbNrijLZ2k2p4CMnDT4yOqFj24EG5ART2OSgxEfSAgqGx6OF/tWLsvDs3cuw7UADPjH26FaoCsHmNQvxoPG6WvqGTJONP7nhKgRn+U0FFoBxkYBPwT/fv9w00fijl76wPUfDuSGhIGDNmV2/ONvUsG1FdTsrKj2wqtBU+JHhUwk2r14ICohmrHHDumB9STauW5CJsz0XTEoBhEY92fwqiVlc4Xv7rLQAUvzMf4dIDeAUwK7jHh8BLm5OctEXWCil44SQSgB3AnhD+tOdAHa7HHYYwO8IIamU0lHp8R0AmsBe93LLMX9nPOZ+4zEephFuX4JUv2IEBODJm0rEF9z6RVxXko1r52eIhbipbxibVhZgaV7QZrbKj+fgz2kdwVyaF8TP714m/n6ksc/VkDgebrsmD/tPn3NdkAEAhGCfkYwD2EY8ESNiwNlYi3u9OHVDL5gzC50DI45TIaHhcbHQE7CF9YFVhXjzRKswFt51vBVP3HiVzdSRBxF5EZNJ1bjDoun22VuTXVYi69QRwOXJesJjJlkBXU+ejFQUZ2HrfeXY8m4NdEpNEj9TwcVcUffg4XIC72YF7OPd8WDtCIslK7O+JBt+wxSYAHhqI4tVv3i7WqznFMynqyg7Hd/02qVf2IafPVYlTEqSdzoDMBm7nz03ZJOP0TWKhp4LUCwiwsFUto1bbayfurEBJ4Cj1MgLe06bju8bGkdlc0gUfqzEjUsUPHPrEjz5pxOOxRWnLjWOeUG7DIB4TUaijJ+FGxVbo+johCY+l3/beyaa3CIsVrk1GnDEEoB1ijmPbViE7YcaTUU1jTK/uJeTTJxx8M/gw5pO3F0+f8pkJpHC4kzEoql0sHnwcDHAbU/65olWTGgsEfL8puWOU9iaTnHPigKERybi8hEr5MQJ23ey3xMAj6wtsiX6tx9scDwP9/ZyK4aExyJ4U5oudwQhqOkYME1NxEo8WXF+yGyaSwgcC+wRHdh2oAG3lOY6rkXBWX5RLCLGz+tLsuFTiIiHb5xoBQCUG1LFVqN5ee8/FT4ig/+cCB852thnitfdg84+nbHg8REPHi5dmIq/NPkJtIriLOx66vqEJPez0gJQjSZTQpjUYnCWP7ouUsYhuATU6W57nOCxQdN03FKai2elXFh9Vxgn26ITMk5+W7pGEdHMU5TjER31XWHMC6ZgzaLE+IjTdE3Zgkz4VCKKJBwyFwGAJ/90wrF5yxqbOIjLe2F6XUbOkYDJPjtNsFBjSlWW8NIBhEcmbDKj4rmlBopk+MhdZfl472SHeB85IjpE48FkMJ18ZMfRFlPccptMmalYdLFykou+wGLgXwH8ByHkGIDPATwNZlj/EgAQQv5vAGsppbcbj98B5q/yCiHknwBcDeBZAP+VUkoBTACokZ+AENIDYIxSavq9h+mDU0LdrfLo9EX8h9e/NJ3vy9Z+vPDw90y/s3aagRBENLZQ3WTR2qUO15SMDAsHz3fFJDNggaxnEhtvK3yGoWND7xAqm0OOwaT5/LDwVnlaGhUFIMjLhEZNnb23lOaKQKrpTGJs633l2F/fI36vwzwBYzXhkuV1ZCS6ADpVuJ+5dYntPtlxtAV7v+oWibjJLtaPritKWis1Hi7miroHD5cTrNvYZFvwEl2X6rvCYtNMAbH2Om2U//j5N2jqvRDzfKqqmKQWjzT2mdZfNzDyxEgVT/4fawqJLmeFAHdcG/XTsq4/lc0hpPpV0zkJIHXesd/xJV02i65sDuFUW3/M67PCZ+hAuxVf5GsIGF3boeFxHG3sMyX71pdk48V9Z9HRP2LyWsmZ7V68yc9IQffgmEgevrDntOhIl2GNOW9VtWHX8VZH4jbV+M1lFqaKRAuLXizy4MEZTnxk55Mbpo2PWBMlW+4pE5K7CjHLlKiK84TdXWX5Nt8Sjk6XtUghTHYxET7Ck16xJFPcoNNoQV5VCG5YnG3qiJXx8Vfd2F/fg+fuLbfFJbl5gfsGABBd1AAzbN55tAUpfqY08PJn3wjeoSrRY74rPvLbP9fh7Lno58SVGJKFx0c8eLg0sb4kGwohYoJ6sk2f8R5f2RzCc+/XRn0VKVCUnY7S/KDjWv7Hz7/BubDzHhlgaiCyvHJlc8gmH5UoTrUNmAozqsIaB8oLMl0b2KwTjFxSy6cQm3SxzEWONPah8VxsnmWFqhKcu+D+XgBRWTY+2fiSMY1jeozhtWVtVj7c2OdYXAGAkpx0NPYOsaYAjbru2eWYMx7RRXHF7VqngungI5XNIWx5t0bcd05NDRxXWiy6JAoslNJdhJBsAL8Ck/eqAZPxajYeMh/AYunxA4SQOwG8COAEgBCA34MVajxcRHALKE5fRKsPyV1lTAVOHk0zLU5Sx/BEREduMEVUxVWFmd4+8acTJl+RXU9dj5cONOBkawg9YecquBVP3lSCP37RFPMxPFG1oSQbNR2DcTtu3UAAbL2vHABciReHToG9dd2YF0wBYOnQIkbPmKELWdkcwr76HtPxEZ3iw5pOFM1NE0FEIWwChkPupODdCXLSMNlFlJsMT0R0qGq0aCLfJ1wDmYJ1gt++LA+3lOaaxviTwUxUvy/WiroHDxcTpmp4J4/V+wwpkpmAlXB88lU3Dp05hy33lEG1aA439lwwFXrS/AqGLV1Qt1w9D0ca+1DfFY76XClEJJqsWJSdho6BUWgaWxcjEbtPCcDW6H1f9+Dpm9l26K2qNuyuasODqwpR3xXGFkPeSwFEcdratbx8QSbyMlJBAREb5WOTgUIIhsbNXW4+aUqF6xg/VFGI8oJMIYX5n++4GnPTA9h/+hyuW5CJj2q78N7JDvgUAp+qIKKxGO9WXFEVgk0rF+CVw00Ym2CPPXSmF8ebzgt/MX7fWZOnFO7Sm5NNnE03kikserHIg4fEkAwfsRY/rHyko3/ElCjZfrBB/Myn9eR98ye1XfiH17/EXWX5ePYHywBA/LvjWAsGRyOma7owap9q50oA8fgITyKVFWTi1mvGsKeue3LekxT4q3VFCKb44vKRcY1i1/EWZ2kUiY/wmDhmiZkU7H2s7RwENS6WAPjR6oXmYo3hw/Jt8pFXDjcBYPHsyZtKUJofNMkcJwOPj3jw8N1hsmsFn0D7teFv6FOdi7tTxZHGPkxIxXMdwJZ3a7DrqQ3Yel+5zV/RykesTcTFc9NMii9cMjIWluUHmWm7IRUWMSYNrSGE86JH1xVhx9EWvLDntJiW4H5au46bvS05/dF0iqV5QSzJC+JsdxhjEV3sv/n0tnWaPxZUhWDVwjkm1RjFCDtWLsL5Ep/uWJyTjo9qu1A0Nw1fNPRBpxRbP6jFlnvK4FMVIRlZ3T7gqAKgKgR3LMvDH79oEo+VJb7ke07mI4S4Nz/4jObo7xqJNjVwXEmx6JIosAAApfR/APgfLn97zOF31QA2JnH+5wA8N7mr8zATkL+IO4622BJBRdnpti6xxzYsYmZSVP7CR8mEAjZqrunmscc3KtuEzAaXAPntn+vwUW0X5szy41T7gGMVedPKAtR2DpoCnhULsmbh0bVFCI9M4OVDjdBodFQwWU5DwfxYWs+bDe/npPlx3YJMVLWEcEEyv9Qp04h8q6pNjO0daexDRDNkATQdW9+vBQDHxN6hM71QwCr/xCI3VtkcwnPvsco1AfD4jVeJwGkdq5eDVdyKOf/sXBifVQM5J5gikpSeiaMHD5cGpsvwTlEUEF2HoigzcJXsOmdZpj6A6Lj6609dj5++9he0h0bYHwiEnwgAjGu6adzdrxJhjCj7jmg6xea1TC/5XHgM9V1hYVYvS9C0949gx9EW2/VwaDrFz3efQuO5CyJmvXasxRRvrCsrj0c6hdE1zIhCwIibcocSwOJNekBFe3/siY5IRMenX0cL9z6V4NbSXOQGU1AmdbUBUYk0ANh5rIX5iOkUnzdEN/ATGsXieWkAITjbE+1eyw0GENEogql+tPWPgFKKVw434bENi7BNSvyNTej47Yd1TBKNAil+dt/JydP6rrDp/Smem4Y5af4paxRPJx40JD151/dMFRY9ePDAEC8x0DU4apug58l5nUI0h/FEjq4bEyQEOPZNn5jy44UKucjy7A+W4bd/rsPrlW1QFKB/aNw2aV88Nw1P3bwYH9Z0xuQjAHDj0hyUzc/Ar9+pZnwEyXMRgCWmKOwyL7NTVKT6VZNHC8Biy4+3HcbzkkyMzEcmIjr+297Tpv296fkoa4zzqQo0LeqhIkPjWT1KUZofdNxnAEhIioefx/SvBZyPAKzgMzgW8UzlPXi4BDFVTlKaH4SqKtAjumhene7r6+gfgWqRz+LTMlw6618+/joqK2/hI9ZlrKlvCL//uB4BYy3la68CYHlhJsoWZCIjxYdtkj9xXVcYT29ksmTx+MjZ7jB+9NIXorBx6Ewvth9sQOv5YUd5e+OSAUKw63gLNMPYXSFAfXctNi6dF5U30ymW5QcxMqFhQtNj8hGqU1RK8pFuXIQrpHB5tUNnegU/aguNCL42NqFj1/EWFGXNEvKQOmXxfFF2GnovjGHJvNmo6RiEbvCRxTnpQtYzojPJ4cU56UKO2MpHZBlSgBW2Fs5NQ04wRXjYfNdYX5ItfGIUBw/TKxmXTIHFw5UNp5HFX79bg81rFpq6xP4gjY5z3LAkBz+742q2kXepBo9HmJEXwPRzN68pEsTmxX1ncao96t8STPUhLyMVd1yTKzpkY5GTjtAIstIC+NeP60VAmeQACwDgWGMf7liWZxqr7B+ewJFvzuPa/KDNHIx3fvGxPV4h5+/bScvjrdABQKN4ZF2R6GZ+Yc9pjE1oJv+Blw814s6yfNtY/bYDDaKYxa/ZLVHFPyMK1vH2q7ercc+KApukgNxxTIzX55k4evBw6WA6DO/k5IymTe4clc0h12SLrC3rVwmK56ahqW+I6egS4OPaLoRHJnBOkmvxqQpuvnqeMGKnFLj9mlx0D44iLyMVOcEUvCYM6VkHM6WseM1H6R9YVegqQROLzLAzwlR8AOLHm3tXFOC9kx0m8qVT5rm1/WCDLW4ODE8gbOmo5v4phMj/HZVMABgR3FvXLcgcf69f3HdWxBL+3MKbRTqegmlLW0tpfNpUNpWciOg43NhnM7mUO9jGJqKyL7Lfgmwg3Xx+GG0hIC+jJylNbSsm0xnJmzzkrnYgtpyRBw8eZh7vfNlu+bkDaSk+k1fL7ctybdMhNyzJwcK5aazoDfa4/afPmc71muE5Uts5iLL5GQjO8uNOYw14cd9Z/P7jevHYVD/Taf/rDYtE93E8elE2P4PJbHE+Mtk3Ac585MKYhhGXLmhNp/j1O9ViLeVTIjyx5zaVyFHXFYZPYR5mMh/5/9l79+iorjvf87tPlSQQLj2C0AshsAArWCIhEs/43caekMHGBtvYznRulhtjz83MHU/3XSuZtE3TOMlKz9zM8u1pT9vYK+N7exlMbPBzhbSNjcEPnlKMkQDxEFJR6IVE6YEkVFXn7Pljn71rn1Pn1EMvJNiftRIjqerUqVPS/p3v/v1+39+qyiLsbeiIVkBTtoG1aFZOjAXk2+a8ScBaXGfnoGn5wvXIK/vO4dm75lrWXaVHFIrrg5FqkpHqkW2H/K6FqLIW8Xo0LJ2TIwqFNC2qRfieFABRJHXH/KgeAYClc3LR0TeEfF+GsOCS547w+VKVM7PFXDB7TKlv7cW//c0y/O5PJ+O+p6NNwZj4IjvR2PGY2X77Ph7XI0ebrXOLG8yZKsSW0OIdogBL2GiaVYvoOsWeE+3ISNNidJ+9q4afiqyDKJz3znSpmOKbQI/QEqGIgVO2mWl7TrTjE+lrux55ee9ZixY51daHc5eu4O7yfOyqDQBI3bEFGH0tciPZfqWCSrAoRoWRWr0kOs6qyqIYf1/doOjsG7K00zlZe1QUZYljyQMS7cgdLdxH8sllpRYBAACDYR1Lb/4O+oYirpVWMhTAy5+fHVFSRebspX74g01YMicX5y71ixksoYgRk1zhyG17fEF8ac9pR89kWwOQeA/FOVPR0NYnMvt2DBq1XZEFh33g4+66VtcEy/Ky6RZfyZNtfTjZ1oApadFqEvuCDrBqNDXEUaGYPIzGwLuRHqOmOWjpnJA3W+zesjAoHq4qwfKy6cKX91igx3KTTQDRYv7FmUvCWuSzU+3QDSDN04vND1aKymavR8PmB9jckdzMdEsn3o8qCmMsMUfij2yHAJibfxOeuu1mi+2jjAGg2UEM8Y1BTr4vHdOnZeB0xxWWWAGzbqQAPm/oEMkS/hQuXgGISq1UoGCVYvbBj/J782gELd2DCY9jf21ueymLKZ2acwROX3LdjIvHcCojf/enk6J6zV7VDtxYrfYKRSqMtR4BgNLvZMYkA+QNqjSvhjxfRsx9f0VRFu6rKMQu6Z71ezOzLR363QPRytUvznSCIFrdmpuZbjnmz1bMgW9qmpjLlIzMOGCz9RgJbnok3vF1UyvwNeyR6hLXwgEnyxXdiNUjX5zpREnOFMvjOnqvOlpAyt368TZS5SHGALMG3XuqHQaFZR1XekShmPyMVE+M5Pn2rgkgWohq1yIR3cBd5fn4xaoFrlpEQ7S4mB3zkrDV4sPnW7oHheUuIQQVxSyhsrM2gHdqAth+2I+dtQFmhWWzFqsoysLLe8/igGQvZocg+eT9rUU+LCpla/Bbh51jgYHYAfYiNkibVnk3peP2eXn46NtWRAwKTSP4QWkOjgV6hL0wf3QoHF3/uW2ZW9GxUyyS36ujFiFsTo6TY43T1/KMYz6fTC5kDulU7FXGKw5wQ2mR8UMlWBQjZrSsXuId58llpfB39cf4/MqDE3Mz07H5gzpLJSxgbV+/Y/4MfGpWlGkEKMqe4tpWyBMBXABsP+Q3bbXYwEWPhhg7MjdagoPQbF79IyEUMXC0KYhkLCg9BDFte9Wzc/Hcyltw6PzlmGGYTm+HD5/8xTvHXF+HP8YuOBra+iyDz1ZVFrkeo3p2Lmb4YgcX20WQfUFXGXSFYnIxGpUvIz0Gr1DlyOuMm7ds9excXA1b54poJOprz1u3+Xl9c6FbDEkM6ZTNupJsR3gl78t7z1qq5+YX+PDsnWWiaui+isKk/JGThQJo6mSt7S3dg67iIZltuI6+kGVmWVhnnSoU7LrI4oOAxc2+wbCI95qLncKCQp9oqZdJ8xBsfrASu+ta8eWZzhiP6apSNhzzks2ixkkEvf7ledxXUSgE1paP6mHQaGeRfE1G0mnFCztkQRePP9e3xXwtixqFQhHLeOgRAPjFqgV45F+/tqwnfINKvve1rzn1rb345Y8XYNPqCuyua8X0aen46Nv4SXMKa1KaH5OArV8GpSwGEQJCacI1O8Oruc77Gg6p6BEASLfNJ1hXVYJ3auCcUjAAACAASURBVAIxWgRwjklueqTNVsy1fkmpYwLkHamDJd5GqFPhAT9FORYoPaJQTH5GqidG8nx74ZRciDpcLfLcylvEOby5YTl21Qbw1mG/6PKL6BT33pqPvac6oBtsrsibG5ZjZs5UkYjgVsh8PnFH71WsKJuONw40mffu7u8plehyuv0KXnxoIRra+qARIuZsJTpGmic6A4bTeSUkLDcBluw/0hREuodg4cxsfBvoieoRwvTPtkN+x9lfHI0A35mWHmN7CbB4dnd5Pj6RuoQ4Tu4A4piITUBt+aje2ilP3FI3w++y4jpzKGxgZ21AaZExQiVYFCNmNKxekjnOL3+8APdVFGLLh/UiwxzR2SB2nqV3WoymT0vHmn/5Eidaey2CwqBMEHX1hxy7WngioKY5aFbERm+uKfi/kwshFAB1WLfdl87kjhlPH3kIC/i/WLUgZpAWwK735gcqsOOIP65N2LwZ0/BPj3yffRYuG2FL50RfB7AmQPh/k53B8tCimTGJNEKIJbNvR2XQFYrJg7wWcd/g4TKSv317hZC82RLPW9beUbnxDuZHnJuZLjbB+Hn9va3jr6P3qrBBjOgUL+05jedW3hJT/cbXu98/tkgkYHicIgC+V5KN/pAeYwfmhtPcL92gYnh9KnHo+yXZOO4ylwywxiYNEMkKPlfFoFTYeVJAiCmZQl+GY3Jlxk3peOWvF6N6di7KC3040nSZiSICLJ6di4d/UGJaKVifRwD85uGF8Hf1W/ykdYNilyky5HsQDyhWLijApyfbxXsZbkWyXAltAHFjGcdtiLZCoXBnvPRI9excPGEO7wXYOlfX0mOZK7Xlo/qYdfVqWMfG/34Un59mFcXyzwnYOm2/r+cbZjxpw+1PCInalnDLyTj7MYLL/SHHNReIX6Ubj0R6ZIpXw/dKsjGvwCdmRsmD4LkWuXB5wGL1aCeeHuH6bJ7Zmcm1hv0eYfvGFUnNYGHuBdZ5B7xz0qO5D/NVekShmFyMliYZ7t++XVPIhaipaJEHv89mNfK1SV5j7VZfmkaQ78uAYSblQ2FD2C06deIsmpWD5WXTLbGRUmDJnFw2c6tvyPGePRkMSrGzNoBdtQFXK387BMCji2fhG38QJ1oTv25Ep6iYmY2G9j6ETNcbQtjMRwL3jvjsTC96BiKOyRUAeOq2m3FfRSH2n7kkigTK8qbhqdvLUN8Sq5M0AE8sKzXnWx63dAaFIobQhNxyDmBxeeHMbNS39kbneQ6zy8qrMc1LAbxTE0g4z0VpkeGhEiyKETMaVi/JHqd6di42PVDBKsvCBgwAX53txJGmy7hj/gwx3JEAmD09E4tm5Vgy2XZm+DKwaXWF2GQiJLow8oHtT7x20LGyKlXsR0iy+QUAUJIzBYEEA4Xt6BQ43BTEJ/Vtwnc4rLNKNxDAMKKVwCfb6sV71GD+nLLM/FO3l+FgYxca2vpQljfNcUMvI83jukDXNAcRHAhhVWURggMh1DQH4y7mPDP+5/o2lH4nE1+f64JBaWxmX6FQTDpGq8J4NOCzLJw2W+JVo5UX+iwt87X+IB76QYnF4ou/r7VVJXjbrM4lBLg5bxq7wTfj1xdnOvH1uS68uKZSvJ7dLoxbw4hueLDq3PJCn8XiLB4GBe6/ldl2fXaqgyU8zBkpqeynpXkIVpRNTzi7C2Bx2OvV8P2SbAQHwgClOHepXyRV5Pcz+zuZaL48IJ7n8Tgn8z0asXxGP6ooZDGeAscudOOWAl+MPY2HAC8+tFBsuJVOn4YXpMTS20cvYK1p/+bVWGW3RyN45q65eOauudhZG0Bn3xDyfBloaOtLuUIxOBASG5cEbCM2EXIctPseKxQKZ8ZTj6yrKhFWXx6N4J2aACK6IXzveTUsAVCQlYFLfUOWGVB2NGJ6xessGV1ZnIUVZdPhm5omXn/zh/ViA8pJPySjKfhQXicS7W1lTfHiu4U+HHZ5H275nasRA4ebgqgqzbXoEY9GsPp7Rfjo21boBoXXtu7fOT8PX53thJ6CHinKnpKwkGtmztSYggg71bNzsWPjCry67xzazcrtP3zdNGZDrBUKxfgzETQJX6+cClHjaRHu7vKqOSj9g2MtWLmgwFFDyPN3QYE5edPgy/Cy70l65GBjF/7RdIbhcUe+PswyLLpJfyzQg+1PLwcAPPqvXydtC1aSMwWtvUOglCLdnF91NYUOfU0jyMrwJpVcAQAQYGAogvICHzK8GoYihqWbxfE1AEz1etCDiOtj5K7U5987DoMCjaY7gP3YBMCvH45qkfJCn7Bk411DX55he5r8Ood1Cq9GsOmBCgAQnUTrl7BjyEm0RFTPzsWji2dhm+nIE44k7mJRWmR4qASLYsSM1pCjZI8jzxD56mynGHD/2akOsZileQh+/9givLTntOvreTTmORkcCIlNJgKgKGcqygt9zC7kw/oRJVeWzMl1FVRuQijPl45gf1gMDL53QQGmpXsQiJMoisdWM/CKil0K8UVIp6hrYcFxV20AHX1D2Hf6EiK6Aa9G8NRtN4u2SQomANM8BPlZU3AxGPW3d7P94oPZ5AppAnZd5I4XO7/88QIx0PNL8zPmAypV671CMXkZrQrj0SJexZnbz1jLfvTrw01BHDUHTso3rXyteuqHc/DKfrYOv/dNC569swwHGrtEkkI3KF54vw5/fGYFfn7PvBi7sF21AfgvD4jNK42wTfvq2bnY/GAl/vBlo0hcxCtgzvNl4LcPL8S2Q37sOOJHhldD7YXu6ED5JHh08SyL7WYidN2IiYEamDiS40Lz5QE24BKsy8XNunPWdzKx7ZAfwYEQ+gbDlgKKkE7R0TeEjDRNdLUsmR0ba55cVsriHhcZOutiWVtVEu2CNTfQ+PO4wORJkoy05IX4cKrGgGgcVCgUyTGeekR+TEv3ILYf9rvqkXsXFLjOGQGYHrn3u/nYY1orglJUzsy2JFdGokd412MyiXGZmTlT0NpzVXRtrP5+MQaGIgBcdE2C49n1SMSgVjsXneL+WwswGNZRUZSFNw40gQKjokcAZ01iT8DLVM/OxdafLgbANrLkIdZKjygUk5+JokmeXFbqmhiOp1P6hiJiP8mgbF7gpyfbRUcG70x5buUteHPDcjG35WzHFZztuIJn7yzDnlMdIlkd1ik+b+iwrHv8+oQiBnbXtVossXTdEOvgvbcWiNcGgJypaeg25xzatcmd5fmoLM7G7rpWVBRl4Vyne+LficrirLhaRCMsZnHnGsPUX8myZE4ujgV6Yizr7Uyflo6X955l8yalz+H5945j4x1l8JhdqU5xhn+u66pK8NKe08LyOBQxWCGWTY8AbJ5OKGLgZFs9QCkiBk0pMbi2qgRvmzaZyeoRpUVSRyVYFKPCcNoinQZIysdxsrTij+UzRI40XY4ZcM/bBqtn58a0T95/awHK8qYJe5JN79dhw+03i6w+zx4fauwCCBlRcoUAuKXAh7/4u5NueQSAzr4QvB6C+24twOcNHdjj4Ovo9npOj3MariVztr1PXPOX9pwWtgUEFPWtvZbBmQYFiEHx5NJS5GamO1Zb8M8tNzPdOiSanw/YhuTjWw/grY0r4v7eyFWEHo+Gt49eSDmYKBSKicNoVRiPJYmGJC8vmx7TgWhQtglEzfkdvCJJIwRz8qZZnl/f2ouKmdbNLt2gQtjJ10jTCN4yN+4oWHIi3bxufGaIXPUlr7YejYCaG0lpHoJ1VSWoaQ5aZpUl65sPsPkm66pK0NDWZ4mrMnIccrONyc/KwEOLZuL1L89bh8knsN3UwD6bI03MttOJfFtX6rcXYzcUtx3yo/5ij5iLxrtYAFg20OR5PPz+gJ9hKkLcXjUmH1uhUIwu10KP1DQHxXBzJz0ib2oAgNdD8Ffl+fisoQO6zoqpKACvR4OuW+93vWzAyoj0yH23FuCZu+Zi/asHUtIjF7uvwushWFmej88bOkRSOh5szpbLTK8EeoQS4O7yfJQX+vDSntOSLebI9Aj/3Jw0iU6BF96vS9ghr/SIQnH9MdE1SSI94rSe8oS4YVAYYPtaB851Ycuaypi5LfWtvZiW7rF8r12aZyV3vhiUdbmkeQjSPCzOcUtjXoQk35vz5ApPduh6VI9UFmeLhPkXZzpd7+nd4B0cblqEx4d4EABz82+C//JATHw903FFWHTZka003/umxfHcDcpnpDFtuGVNZUwCjd83EAAVRVnivRgU6OwbitEjACzJQEDpkYmKSrDcQCRapMf7XOK1ZMo/5+KCd1VwsSJXj/F2SB4g15oev05tly/vPSs6ViIG84LfssY6MDcst3mYeDRmq5WsNOEbVxtuvxmvmQmdZNF1isGwLrz6k8H+uMKsDCwvm27J2Dv5Kx9tCmLbIT82f2i1CUvzaqgoysKBc13CzkUjEME0OBCyDFEDICzV+MZgvPcc1qllUXcTuPwzvtg9KDYaJ0Llu0KhSJ3RqjBOhVRin1NsAmI31DbeUWbxpfV6CLaYbfVyNbNBKc7ZbExWVRahvNCHPx7xC5sxnjTZdsiP3XWt+NmKOegbiliGUhIAt83PE+suryxzggBsN4sAHsKsIPlz7LPI3CAAinOmiM7OWwp8AKK2BP/tQBMGbS39ycSrtt4h/OGr89hw+83Y+kVjQlsaj0bwV9/Nt1TGOT2F27wdbOwSMd4eK373p5MxM74AiIpmJ6FtF5g8PuZmpifdnr+2qkRswE5EEa9QjCeTXY9wWzC+aZJIjzjZUR5s7BIdKxGdYs+JdqR5CB5fWgoKRO93HfSI10NwT3l+0gVYFCyGjbUe8WjsxeyJ9WT1CKXA5g/qxDVmyRV3PeLxaLjYPYjlZdNjNq94t4pBWZJqQVGWa3LJMJQeUShuRMZbk4xEj2xaXSGsu/hz11WVWLQEELV/l/e1IgbF8+8dx4PfL7a8Bu/4OxaIzotcv6RUaJFVlUV4c8Nyy/zjsNlp+H2HuSxOLJyZjZOtvRY9EhwIWRLm8WKLRoDb5+WhrqUXGgGqSnMtCfE/fHUeg6FITOd7ouZ8CqCp8wq2rFmIzxs68PGJdvGz7gHnzpv7by1Ani9DrP/xzl2eMxkcsM5wqWkOYv2rX4vPzSNVu2lgjgNOekRO8oNSS5JL6ZGJg0qw3CBMBI9JmXgtmTXNQby053T056a4oGAWIG8e8uPtmgA2P2ANNOWFPlePSv6zmuYglpdNF97zAAs6dS09lo4YjymieCXZI9UlYjDjL9455uhhPC3dg6thne1pmV7K2w/7ke7V8OKaSrz3l4Crb7EdCpbNPtJ0Oa4npQYgZ1o6LvfHDt/q6g/hvK3l8vGlpSCAyFwDbDbMH746b9moW1iSjfVLSrHlo3oY5nDi6tIczC/wocKsOrD/Ltkt1RIJuDRPdEhkvN9PuUJwlwoICsWkZ7SGwCYjVFKNfXJsCplWX7tqAzHP/+WPF6B0+jTsOOJHQdYUPHPXXEsMe+tw1A6GAlg6JxcZaR5Lhe2OZ35o2XBraOvDr95lIueLM52479YCi2DRNIJZ38kUc0ByM9OR7tVEla+MZnbTsEGUFP/nv5+Cv6sf91UUwiPNjwHidD8CqCjOxjN3zcUTrx3E0aagiL1vHGhyjU1JzFlGSKeo9QeFdRaXFnxD7T5TxPBrw67JJUuSg9iS+GsWFYvPwEmY1DQHsfULa3KFV1uneTWsq2JxXv6dkhNevqlporjAyeM63u9VsiJ+Im08KxRjwWTXIzzNEDGtHetaelBp2g3H0yPyvazT+s2Luyhi57s46ZHq2bn41bvHY6zHZtyUjvQ0D9q6B81KZmDf6Uv49GT7sPSIphGsqixKqEcIgOwpaY5D6uPpEbmIALBeY4Ctzz9bMQdvHGiy6JGczHR83tCBtw77sas2YPk92nbIL/zwARZv4tmj2eOE0iMKxY3DaGiSsdYjQ2FDJIzl51bPzhVags8K5PGhvNCHA+e6RGLZoMBH37bi2TvLUN/aG9PxxxMqACxa5LcPL4zpuucrdENbH1q6B+E178cJseoLjQAFWVNw/GKPKDr7509P46FFM8X9fyIMCvQMhvGf7y/Hlo/qsedkOz471YEtaypRXuhDIDjgGJuS0SIRA9hxxI/1S0rx2al267mDFbVVFGVZrhdf/+PpkTvn5+GwuafoFCN21gYsr6UbzP0AlDrqEf6cO+fPwAxfhtBFbnM7R6pHlBYZGSrBcoNg2TSS/Biv1R+NW0smDz6yxy7bKLJu2IciBp5/9zgMMF/Dp+8oE17F9vfkFNC2rKnEC+8dFzf1bx+9gHVVJZYFB4Dj4vLU7WUi8Mj0h1jb5czcqagoysIes9p2KGxg6/5zrq2GbtT6g/jZijmWCl/NjBYGoi2XcnJFDiZhB0ExMBTBS4//AJf6hiyZ+kFby2h+1hTsrmuNBixKcaQpiG8v9gh/SP7edtYGADCP+ngbbh4p+NhnsCTjgXotKt8VCsXEJFmhkqq/cm5musVHt7NvyPX5Tp7J/Ka0enauZQNrfoEPv3l4Yczj1kk3yR/Xt1mOdb6zHxlpbAAls+Clls20dK8mCg3OtLOkS0ffEEuqGBQeDxuYTMGqsV7Z34gTrb2gNtkRT4B8fKJdXEOArf07jvjFAGcninOmoK13CEaCimd5NgtBNCmU5tVwd3m+ZcOypjmItVUlrJXe3My82D0oLGuIeY0B91hxsLErZvYZNf/vezOzxXPlTTq7yOSft31OzmhUME+0jWeFYiyY7HpEN6hYR3SDWmyzUtUjm1ZXoL6lRyQZKKKe6Mnokcri7Jj3c+lKVBPMy78JZXnTRqRHdINixxE/flRRiA+OtYj46NEAajA9wiOKnFyRbTTj6REAeFOKa9xunj+XUmZjIwoJTD3CNQWF9fcIgLkR6fx+uK29Rth6P7/AJ7qMAKVHFApFaoyHHqGIdkTYn+uUIOIaw94prhsUvqlp+Le/WWZ5LHclAYC/++M3lmPtOOLHpgcq8M7RCwjrFB4N2NvQgU+kfaQ0D8H6paVYV1WCT+rb8MeaAC73h2BQ4LNT7ZbjtfUO4ZX9jSlZFB8L9ODbwHHJIpLZ/D+2ZJarHinOnYoWcz5XmpfZbzrlc44FelDfUmeZrUkApKdp4pr4pqahvNAnfp5Ijywrm47/beUtrjHC8a1Tiptn3ISbTVtpOaH/xNYDIhmVLnXGym4Gyf5eJUqeKC0yclSC5QZBWFyEDRgAvjrbiSNNl6/ZH028DRDeMqgh2lYYNuxbQuymHmAtgHyhdrJ0cQpoP79nnqUdMKxTvLrvHLb+dLHlejhdG3ubn52LwUG0916F16OJFvemroGUrxEfnCyLBEII1i+dJarlPq5vc6wocOODYy346xVzcHd5viXB0tYTHRDpIazajfs7yscOm/6avLWfi0ECxFjVeDSIYEXBrNLcRGeyHqijVfmuUCgmN8kKlVT9lYMDoegwebi3aTsh35TahUOFtBFmsZwx27wjBo15Dm9dDw6EcOxCt2XNBtiaW9/Sg7VVJfh/Pjtj6WQxAFAHJbHfxa84Hr1XI5avC7KmwKP1utqtXOy+Cq/GElAVxdnYccTvWD1MwbyJDUqhESJihL0aa9PqCsvXXFjEqyJ2ihXLy6YjI00TYky2JjjcxATMdmku2O66Vsvzd9e1igRLqr9XyQiWiTJsVaEYSya7Hok4JWlNnPSI3LXS0j1o+RsPDoSwtqoEbx25IDIK4QgboP6bhxcm1CN1LfGH1p/tuIKmrv4R65FjgZ6YNby6NBd3leeL+Sd2L3xC42sSrkcqbEkiAqt1GN+wko9FwTbYeJKFzxk40nQZ66pKhEMBP55sWewhwPqlpZakiozSIwqFIhXGQ4/wQlVehJSsFkn3anjw+8XCnpGCJW6cHsv1iL2rpN6MM9s3rsDBxi5HPRKWOtHtHe4uTsYJ7YHt2B+um3uDHo046pGLZnLFQ4DND1SgvNBnsTqzngsV15doBBVFWWLOi70oIlk9Ei9GrK0qwds1AcvemU5ZzD7bcQX7GjqEHjnY2GWxdrb/jqXye6W0yPigEiw3CFxAvLTnNL462zkh/mjcNkDkRaJiZjaOm10TGqIb+04DFPl72lUbwE7J0mXT6grHhSfPl2F5/qcn21HTzCpqZaFlH5LY0j2YsO1Q1ykeWzYLn51sR1vv0LCvUaw/MQsmvLK3bzBsCRSJzsugEIOy5McaRvT5ldI1t5Pm1VBRnG2pgA5HDNRd7LEM53ykmlVl82y+BqB3KALf1DTH81LVYAqFIhVS2QRJZW3hm/D8uE5t2m4+t/JNqdwpoRFrYt5+8wpEBdS8GdOEBaVB2ab+cytvQUv3IJy41Ddk2QiUSVG7JE1Z3jTgu/miKtqJiMHOjVt0ypXgHI/GkiqvmzMB3jjQhE2rK7C7rlU8NhwxsLuu1XK9uG0bBRw9qd2QfxdyM9MtXawAs5HZWRsQn/WqyiLLpiG3TrAfS35tt8qwZATLRB+2qlCMBpNdjwBmwqXELADTYzv15PcEwDLDhd8r87/xg41dMKSFlIJ11csbN3zNsq91nX2J9QXXI3+ua8Xl/lj7ruEyFDHE+VcUZeHrc12WJAbvDnSDuukR23M0AvgvxyaF0r2a6PKnZjJnKGygo29IzMzSCJuTU9fSI/QIfyx/bdWdolAoRsJ46RH7/W6y95td/SGxf5aMHrFDKbCrNoDinKlYXjbdVY/wddVtNuRoQ8F0xobbb8ar+xvdZ6FQliR6clkpNj1Qgce3HrAkLADA62GOAPUtPXj76AV8a3a1/NV38y3XR9YjvHNyVWURggOhlPXI9qeXY1dtAG8fvRCT1JL1SG5mOtI8UTs1p4KyZPWI0iLjg0qw3EBUz861zBmZiH809kUCgCUjzBev3Mx0/MMHdZYFkg9g7+gbsmzOBAdCeHPDcuF1z1lXVYIdkvevToFX953DftPnnd+8880fr4cIyxNN6s5wgm/MnW3vsyRYFhT68IPZuejsG0J771V8G3BOZDhBwALA20cvIGJQUWnAPeRvn5cnBE68Y+ZmpqO80CeCtn1Q1volpWhor4/ZDFtQ6MOvH15o2qxYxeC3gR5oBLh3QYGYRSBn8z0awTs1AUR09yGiPIi4iR6FQqHgjNUmiNtx+ZoWr/JHvin1aEQML/Z6rLHW8jjb+vvU7WWiOsqg0apcXihgFy55PjY82OthP+MxjhDW8Shba86fMQ0XugdjrBxn5kyJGQ4ZDx4TE8Wuj0+0Y9shP55cVoo3NyzHq/vO4UhTF4IDrCOGGhTnOvvFQPqQ6THNj82HG3P/f35d3zZtCgDAq0FUmSWDvJFqH2qpEcTEqd8+vFD4Utvt4OybsvF+P5IRLGpjT3GjcF3okQcqADBf9B1HLljWWq5HcjPT8dKe0+J+Wjco1i+dBSBqEcI30eR1OaxT7JLsd+UBwl4PwWOLWSf756cvxZz3jJvS0XklJNbnNK+GyuJsy1wwgN3T5/kyhL88H4acLCvKplvOjVcSV5XmINecjxLRKdykkqZBXFe7HuHP451AP6ooxCv7o/OzZD0iQ8HW9bvL85Fv+tQrPaJQKMaS8dYjQGr3mxVFWThwrgsAm9+SjB6xz/7ie0+8cFm2fQdYUn2dOUuSyP6QQMxj+fcoHwIvfT/PjF/J8smJdqR5SMJ9uR1H/CIe/M1tN2PbYT+GIgaGTE2lm08uzpkqiiYiBsWek+2sCxJWPcI7cL8804kvznQyveIheHTxrKTPnWuItVUlMZ01dj2y+UFWKMDnUjoVBiTz+6G0yPigEiw3GJPhj4af06v7zqG996oYLut0vjuO+JGfNQX3mH7tuZnp2PxhfdQPWSMWYcSHFvNEzdN3lOE1c7MIgPCTpACuhg3LDb0l201hqQbYeEcZ+oYi6OgbstzUzy/wWXz4Z30nU5yHRyNCYGka6yKxixsC4Pb5eSI7fuxCNz450S7moIjHUeDrc10wKIUtrsXAs/jx/J3LC33YVRvANslb+mRbHxra+sRmXjhiiLIzCpag+uxUB565a674HPlrtHQPYvthf0zGnIsevmFGgRhrBYVCoXAiGYuO4XjJuh03UeWPvUNi8wd17AcOC/K6qhIxzBiAKAAoL/SJ6m6+4RUyCwV4tdOOI37oBruZ58/XDavt1X1msvuT+jb8ub4NP6ooxH0VhXh13zk0XrqC8139MMxj/PMTVXh13zlLsqEkZwra+oYQsVVVaYBIiCQDt9VqaOuLsRQwAOw50Q5T04EQWBM3BLhz/gxxTXbWBlB/0WpVEzHYrJSdtQH8bMUcHGjsQn7WFDxrxqF49zrP3DUXn5t2mJpGcK/UlSPbidoTK27E+/1I9t5L2c4obhQmix6pnp2L3/3ppFhH5xf4YpLvlaYVol2P8GQ57+TmyQ7+/Z3mcPZNqyuw44gfdS090E0t8NZhPy5JM8A4EZ3N4vI6bFp5PQT/+33lqG/psegReyKCADjX2Y+G9j4cabqMn62Yg6/NbiInhwDO/bcWYDCsY1VlEepbeiyFWBQsaf4XfzcMygoLFpZkuQ6X553zTokse8cOAMscAbsekfVQWKfYc6IdGWmaGASs9IhCoRhLJpIesWuRLR/Vi6TJptUVMcdz0yN8voi898QLl19cUykKojwa6xQEgM0f1lsTLxrBi+bPdhzxoyBrCu4uz0d9Sw8u9Q2Bgs1z0XWKNA/B395XHtNdrsWJSRSI6UZxQjfYNWto67Ps7YmfU+CF947j3gUF0AjE68szkH+2Yo7oyucJETn+hczYzPcZP2/oQHvvVawom+66jwmwz2vTAxV44rWDrnokOBDCb6U5nolw+/1QWmR8UAmWG5CJ/kdT0xy0tO8dC/TgtzYv4prmYNQDsb0Pz5pdEy/vPSuGNxIAjy6eJb4vWvoihjkAkWXi7/1udB5JKtVbYvAYBV778jwMswJ5+9NsBszLe8+iojhbZIo102CfCxLD0n1D8OLDo9c69AAAIABJREFUldjb0IFPJdsVj4eI5AqvCLOfowbmL2xQKhI+8YJRR9+QsLj5+T3zxPW04788EPNau+ta2ZAvKtkASFXShkEdB6/VNAex0+ZNaR8gKl/Xa20XoVAorg9G00s22cofEYvMZIEurYt2gcUFjVwA8OaG5RZ7KoOyzkO52km+Of7Vu8djKrcGw7p4/C9/vADbDvnx2KsHLBYuTy6L+tA/c9dcfHqqXRynteeqczwkbG5KvMpkmenT0lHTHMTW/eccf86qxNi/NTNw6VJs/eREO/afuYRNqyuwqzbgOMySW8NERVMPPjWrzgzKqqOdhCxv0Zc39ngHKyHE4lOdDIl+Pyb6vZdCMd5Mhr+J3/3ppFhbmroG8OydZUnrER57NALcNi8Pz5lDb+WYJNsay132OmXWxW44ec7rOsUL79fF6JGW7kG2bhsUhBDcnDcN5zquiLXztS8axbrr1Qg23nYzDjR2iYQPwJI3d5vJI4DZmMUUhREILaLrBipnZuOEaaNmhwIWS0a7Hikv9ImY+dKe0zGaxq5HgKjVGN8IVHpEoVBMFMZTj8hahCf5KaUWe7BEeoR3q8h7Tx6PZinGlbUIfy0Zw2CvyYuVapqDeOK1g5bH8ZmNXI8cPt8lZsYA7kXDfCawRyPQKY3bwQIAfYNhfFzf5vpznbLOe48GeBCdNQzz369/eR73VRQCAE629joeg3fjP//ecRGzeJHBFBctAoyvHpkM912THZVgUYw5bh6RbtiHOQHW4bL8MU5Byr6g8Ool+fvcNoXfgOf5MoTw4KRLXoeJ4BtoAEve2G3Gnvph1Gbss1PtjptWEZ0FoNd+uhjbDvnFwkwpsNm0QnOqKuOibVVlEbZ8VC9aPA3DcEyweDQ2wP7Tk+2iegJwHuDltJG1qrIIBxu7xMYhpcC9C/Lx2akOGAZFelry7YZy0AeiwohbK0w0uwiFQjH5GE0v2VQqru2vm5uZjpf3nsVF25BjXlns9D2xJsLqmSzfHNc0B/FOTSDm9eV5ITXNQVFpxtEp8PnpSyJGAlYRY9DoQE37htOiWTmYX+ATVcB2FpVk4xtTULz3TQs+Ot4KPZkKM51i5a0F+OxUh4jRPE5z32NqXhdInZqa7Wt+npxQ2F3I2oXGptUV4lpt+ahebPJx4t3PTIaKfIXiRiZVPQIAf7ZtyPy5vg2//PEC8XWyeuS5lbeI15S/z7sUDWqdNQlE12EjXlu6RDw94vVoWLkgH583dOBsxxXrc2wdMr6paXj/f7kdv/vTSbxqzjghiK9HCJhN8P4zl6LWNMXZILgAwOx+tJ3v20eZtdpI9Qg/Pp+Lwy03lR5RKBQThWuhR9y0CJ+flUiP7K5rFWssAfBIddSeyn7/7JQEsL9PnryRiRhRPVLTHMSHx1osP5e1iBx3KFjMubs8Hy+8d9zx/c/+TiaazYLhV/Y3QiOOD7OgG6xbM8+XYbH/5EXE7Jyj10SOh7zo2akAIp4WAZQeuZ5QCRbFmDKcdsjlZdOR5iGWJMuqyiLRvt3RNyTmkciDIoH4/vn2dkl5iHFlcbbF+z1RciXeMPn23quW4HSgMToXxS27Lr+H+pYesVDrBoVuPsaurwiYSOOijVcSXOwejPFa5hRmT8XFIBtONhRm1dIzc6Y6DvDiG3tl+TdhWroH65eUiuoDOVg/c9dcPHPX3JTbDe2+n49Us88h2QFhCoVCkYjRvslMtvLHKebwTS5NI6A6BQjBx/VtWOEiumRf+ovdg6hpDqJ6di62HfILO5oZvgzLYMrCrAz8p3tviSlIsFvJAMDF4CDW/evX+O3DC1EnxR2AxZe/+m4+AMRYew1FDBTnTI2JSTdleLByQQG6+q3+ydxmjACYluHBlSEdTmgaEfGEW7XwjTJ5Dos8W4YXGVQUZTm2/fPjygIvnigJDoSEBZq9wjCZ+5nxqAwbziaxQnGjMxw9AiBm/sePKgpHTY84zXaRZz+yDr9UeuutyHpE1w20916NKWDjVcD823JXx+tfnhfrvPw8Jz2SkRarB+QEiNO74MccLT3C5+IoPaJQKCYa10KPuGkRPmdYIyx5AUJw7EI37i7Pt6yp8r03t7jkCRqAxa5LfUPI82UAsO6Pfb8kG5sesFqSuUUzrkeWzsm12oOBaZE8XwayMrwx9/mDYR3BgRDs23ayHmm+PCC+L4fTzHQPBkLOemSGLwO/eXih2B+0FxHbi7YBa9GzfU40EKtFgMmtR5QWcUclWBRjSqJ2SKc/zurZuXhr4woxg2X9EuZ3GNNS6CF4fGlpzLAn/m/7cEJ5obG3NfIEhex7H4+Ytnjzv2keIobE8xv1+harRyOkx9oHMTod240CcyPN/v62HfKLgCkfy0Mgkiv8dd6pCWDzAxWOwTQUMaARgqduu9myWRdPNLrh9jmr7LpCoRhrrlU7tL1F36BARDeEANENimMBNlPkoUXF6OoPoaIoS6yJb25YLhINbx32452jF7BoVo4016sHGrHGDHtyBYgOUbbbn3B+9e5xzMu/yfpNAuwxOx0fWlRsadfnMTnN1ul5ZUjHe9+04KFFxZZD8YqxdK+GX/34VlGRbI9PW9ZUWuKD3QqNx217kQQvMiidPg1/+Oo8BkNsHppuUGiEWI6bSJTEqzCU72dCEQMv7TltqUofD4a7SaxQ3OgMR48AEN0q8iyr0dQjAGLuhe+rKExaj9jhHTDeBHqEQwE8fUcZeocilgG6L+8965iYd2LujGlYKiWW5Pfm1VjBnEcDCCGudmFvH72Af3ywUukRhUJx3XIt9IiTFglFDLz+5XmRANcNio9PtOPz05fw1A/ZPMOCrCliBqI9QcPjjBwiPJpVj6xfUhrzXtdVleAdac6VHXluMQCLFnlzw3K09V616BG5W1/GTY94NACUFRI8/z/eis0f1MUUVXs9RHT385kr9tjgVrQtFz0//+5xnGzrY8fUrFoEmNx6RGmR+KgEi2JMibc4xPvjrJ6di60/XSwe+/Les5YqXYDZiRTnTI35gx7uH3317Fw8t/IWdjMfNpLyl+fwVnJ+819e6MM/7T6JE629uBKJfTyfD8MHVtU0B0VFQGVxdtwZKpy23iFs/qDO0jLIvaANyoaObbj9ZvQNRUCBmOHAAKtoCw6EHIWF3JYIwFLJ5XSD4CZOud8m/x3Y/rT1c1YLskKhuF5wWgedLCrtfHCsBZQCX5zptAzWLc6ZiojBPO1DOo0RH/KhNGK1EuPwzaNdtQHUNgfFDb+MbBnj0QgMs3p6KGxgIKTDq7E2fq8W9ca/uzw/prsFAOou9uD+WwtQ39KD1p6rbLPPHK4pi5XczHSx4bfOtjHJz9u+WSkXSeyqDVgEWnmhD4HgAOsU0giesG14ci//eJus8Tba+OfIn//lmU4cabo8rsJiND28FYobieHqEYAlWXiiZbT1iNuG/3D0CAGiO1yUis2xeHpEA+CbmmaxPatpDqKlexAeDxEdiPE4e6kf5y71Y5c5Q8zyHgkrKdA0DZsfqEB9Sw/qLvbg24A12cOtkuPpkc0f1KG+pceyris9olAoFLHY18FktEg4Is/k6sHnpy9h+9PL8fN75lkSNE57VLJLSzw9sn3jirh6RD4GpRA2mi/tOY1VlUX46NsWix452Njl6izzzYVu3Dk/D1+YxQoeQvDoklkihiSjR5xiQyI9AgDnu/pBwDTVljWVojiAfy4tDpbRk0WPKC0SH5VgUYwp8RaHVP44czPToWnWYODmX5nouNsO+S1D7u2JnTc3LI9bOebVAMNgXsLygi4PwPqkvi1mIyzdQ6DTqD9yVgb785MFmNejAeaAyGQI69ah8vJ7J6DoHYpgZs5Ukbg5FrB6VMrDyuRrJLclhsKG6/XiOIlIfj7HLnSLSj/uCS0nzxQKheJ6wG0zTY6DuZnp2PT+cdj254SIAKyDdflNtFv3CUcDS8rE83Te6eB9LEMAzJ6eiR9VFOIPXzcJa5Y9J9ujMwEMCJHzeUOH43EaO9lmm3y+fNAlYB02XN/S43iMZODvh2/qyfFPN6wbnvbBmsw32XlwpNtGm9P9wXgLi9H08FYobiSudz2iEVg2zSIGWyOzMryOeoQn7imxeufLcSwVdzKn9fBgYxciOosjEdPy67mVt2BtVQme2HrAUjns9ZDEekSn2HbIj51OiRyH81d6RKFQ3Ii46RF758VV23wre2xzmis2XnpkpTnTS04ifH2uSyRydDPGrasqiTlvTlPXAJq6ohZhEVsxxFjrEQqA0qj+kT8XnnyBQSedHlFaJD4qwaIYc9wWh2T/OEVXhkHhIex48wt8Ma34yRyXD/vlLZHc99eeMX5u5S04dP6yWPw1AGUzpqFsxk24uzwfwYGQyHZvP+QX1WW6OQDLPhTzpgwP/qdls4V3JAUbtlU6fRqCAyGLAEsFjwbhlcwDJm/HJ4RZgEX0aHD97cMLseOIH8cv9gi7mgazemBnbQAEQEVxNvY1dIihlpo5YDOe8LSLyF21ARFs7F7Nn5xox7ZD/hgbG4VCoZjM2NfBnbWBGCvKbYf8luTKvPybUFmchY++bRWe+xphye9vLnTj2IVu3DF/BgjYEEjd3Kyyz0u5bX4enlt5CwCIbki3DUQC5j0c1g0UZU9Fa+9VRHT2s+auAfzh6yaU5k4VSRL5tQwAX53txIFzXY6zAQisySL5ef/f1+eRm5kuvPPlhMc7Ry9g+8YVrsLAXol3sLFLiDw+ONLio68RtEhza5wGazoNjkzkKSxXll8LYaGsbBSK4TPR9Yjd5iMVPRIcCOGjYy2WimACOOqRlQsKhM0KpcAL7x0X66AcK5KBF5oRIGaIcm5murAs5rGDV9lu37gCr+w7hz0n2oVlJtcjvBq4UtIjnEQbSanokT0n2/Grd487dlAqFArFZCWeHvn5PfMAAP6ufstMk6VzclFVmit1sLA1vW8wjDX/8iUKsqZg0+oK1LX0iP0l+/0+1yOrKotirDGdzg0AcqamYSiiI3tKGtr6hgCwY5blTUOeLwP1UsejnEShYPtc66pKMGNaunhuPAwA/+3r83i3NoCnbi9LWY84aYSdtQGhR+zFcaGwYUme2N+7rlM2A22S6RGlReKjEiyKa0ayf5xyFtigwLwCH35jWmulelz7sF++ONuHGVbPzsUj1SXYfsgvAkdT1wAaO/ux/8wlUQnwuz+dtAQWClYJZh+K2T+kY8/JWCuVHUf82CTNQNE0qz/x/bcWAIgdMhx9PYJP6tvwxgFWbUxItKeGgiBsXjfZn7Ega4qwCjMo8Px7x6Fp7jYAtxTchLMdV8SwYafF2y4i+Ws6CTQK1u4vBxGFQqGY7Ng3+O0J7urZudhd12p9EqX4c32bxdaxsbMfe0604xNp3U/3EGx+sBLBgRD6BsOW+OLxEJFccbOjWV42HV6NzUyhAPrNwY6rKgtj/P5DEQNnL/UDgGPbvUFZRZYTK28twL6GjhhPYwDo7AvhV+8ex+HzXZiW4bUkPEK2bkwgKi76BsN4/cvzMCiF1xxAnJXhjXb8gMVdHvtf2XcOn53qwPbD0Upn+9nwr+WNumTtRa+1sFBWNgrF6DIcPUIpkJHmcU2uJDqukx756mwnDp2/jEeqS8Smf7J65Lm3/mJJrng0Nk/FZxsMPBDSsf/0Jct56hQJq5QT6RFNI/jezGz8wwd1iOgUXg8BAWBQyl3CYvzi7S4Az793HB7NeU4LwNzGCHXvGAJS0yMGBbYf8jtbmykUCsUkJRk9Ut/aa3nO5f4Q3jjQxKy0NILq0hxREMzowd6GDry1cQXWVZVgV20AO45Yi8bSPASrKovErBane+nczHQxuxgAugfD8GgE35uVg3Yz4U6A6H2/RpBmvhf7Mq7rLHl02WZHlu4h0DTi2G3T0RdCh6lHAKC+pScpPbLTnInJ49uji2ehsjgb79RE7cE8WrQTc9PqCrxgFlFs/pAlT5aXTYdGWOEyh8emyaZHlBZxRyVYFNeUZP447RtDPFsd73n248odHvZhvxHd2QKLBw/Zq5LfqB9s7EJDW59FtHA+b+jA1p8uRq0/KNryKZhtip2wblgWx88bOnDEfI4G4PuzcnCxezDmeRzdoNj6RWO0gkBasKm5Yce7T74804lDjV0xwsWggBHHY/lEax/SPAQ357GKOSfsCzzAKtDsrafyefPKBpX9VigUE51ElUSAdR1s6R7E9sP+mM6/VZVF+OJMp3gOjwvc1rFvKIJPT7bHeO6HTX967oMsb0w9tngWqmdbB1g6VviS2HTJ1i8acV9FoaiCkmOjBmBhSTZOtvay+EchzsstYszNm4Z9p93ckBnvfdMCD4n9fjI2NaGIge2H/PBoRFwD7vXMBdBnpzrExiXvUl1XVYIdh/2QQx0xr8m/HWhC32AYvqlpSdsEKWGhUFxfJKtHeFWqvSMj2bXCrkdCYQMwveZ5AsK+6Z+MHpEH/wLA1DQPGtr68MsfL8C+05dE8sXNP5+vv3xj6J8/PY22XlYRHE+P8EPphnVGmKw1NIJR0SOUsjBWkjMVDW19SW04AfH1iL0ITa3rCoViIjMeekQDRa2/O6ZTnVvT//yeeTjY2CViCQHwvZJsbHqgIq41ZnRWsPV8dYPi05PtSPNq0HVrnNMNivVLZ4EAePvoBUsBF08e2Yu6lpdNx48qiyxdok7807+fxJXB2OFkTnpE1kdhnQotwpMlfL4yT5DsOOIXWiQUMbDlw3pseqACW9ZU4vn3jsdcAwPAvoYOLC+bnpJtqdIjEw/tWp+AQpGI6tlsmC5H1w2xOZ8MNc1BPL71AP6vf2/AP3xQh02rK/DEslKkezV4CKCZi7i8iPHXfXPDcvzt/eXYcPvNliqr3Mz02Epkk49NC6xfrFoQs4nkm2LNaaZ5NPFauZnpIrkCAJpp/1VZnB33D5ULDjsEwIbbb8Zt8/LERlTYTFLJaIT9Lx5hneLspX58fKIdT7x2EDXN7DxrmoN4ee9ZYcPy83vmiYX+zQ3LcZ9Z8WbHo7F2yZ+8fhC//7gBP3k9ekyFQqGYSPCb62TWKr4Orq0qETFGrrYtL/RhXn40UU0pi0EewtbxD765CKf9pTTTnx5gcSEjjR17SpqGdVUl4vteM/HAq6g43AvfjkHZTBUAeHPDcjy5rBTpHnY+6WkaNj1Qge0bV+CWAl/CQcsagPrWXsfXseP0HuWZLvFsaijYTBePZp6naUvzk9cPYvshv2OXKgC8+NBCeDXC/KE9BAuKfNANirbeIbyyvxGHGrugEfZz5SmsUCjs8HvbhSXZZneGVTckYtshPx57lemRzR/WY9PqCvzd/1COXz+0EBlpmqjqla1G5NdNRY9cGdLxq3ePY9shP6psmy95N8V6vcse8Zs/qBPJFYDNR+EbTp5h7ByMph4xKHD2Ur94b5zh6hH+OX55plNpEYVCMaEZbT1SkjMl+gRTj2hg2sQpMWHXIvy4GaZe4F2Q8bRIyKETBWDr8IJCHx5fWootayqFzknzMp3zm4cX4scLiyzPmZd/k6PmWFY2XczvikfPQMRRjwSljhi3c+ZahGu4jDQNa6tKxGfE3WI4xwI9+MnrB1Fe6MOvJT3C9wopBQ43BfHYqwdw7EI3vKbGUXpk8qE6WBQTnprmID6X2tnti7XT4+XM/qv7zokqqbBO8d5fAvjjsz/EuqoSy6AvJ/9CfnNurxjeuv8cFs3KcT2HHUf8yM+aYtmQ8moE934331JltkJ6LbtAmpN3E3aZ7Yjxtqsy0jT8bMUcbP2i0eqVT4E3DjRh0+oK4c/o0QgMQNiBaQT49UPMbu2F9+tiBoQ51SGHJNEXr32xenYuXvvpYmw75MeOI37Ut/TAMJiNwJY1lTGzZ5yy88lUaSgUCoXMaK8bqVQScZzatuUqKA4F23g619mPT060o29ItxyHgNluPXvXXIsvv2tLOO9SIQQNbX3iMbJdAAgbjMzX9i/OMFua7U8vx28eXoi1Umw82NiFM+19FusZfl58VgwoFRaSqyqLcKTpsmXeS3x5E+XTUx1ic8zJpsZDAKIRUPO1Nq2uENae8UQbL8r4+T3zUF7oE9fk7/74jeVxX5zpBCEsRm1aXaFijkKhcORkW1+MJYgTciwC2KwTvpkTihii4x1gm138nt/JknckeiTda82KrFxQgPNdjZD3pWSPeHtnSen0adj8AasEjpf/MOf1xjAaesSJ3XWtwkM/VT1CKfvsFhRlCX//ePFd6RGFQpEKY7FmjKYekeeOAKywd8PtNwtnFDslOVPwX5+oSlmLANbOTdm6bNGsHNQ0B6GbTizfBnrQ0N6HtVUl4thciwDApza7/baeq6yr1LwmGlhxGI+d8s9SQe5gcbPN1MwCL1mLyG4CTvDPTNYjH9e3WZIxukHxyQnWzbN+6Sw1I2wSohIsigmPXHkrt9854XST3d571fKYI01BsYnDjyNvuiRjLdbUNYCmrgHMnzENZy7FWn+xhdKauX508SwU50y1DIT0TU0TP7e3ajZ19eNcx5W4m1P331qAZ8yNt9Lp07DJFCUU0Qq44EAIb25YbhliX9fSg86+IeT5MsQslPJCn8WHXyPAwpnZMRl4LiaTDfJPLisVAsge3OMNFU3Wf1KhUCg4Y7FuJDsA2Y69bdstCdA3FMHVsA4nCIBFs3Ji3oNTSziPlRRAJBJrfWm3TdnyYb1Y30PmMGD5uPaWeJk1i4oxv8AnjiWv7Tye8sHLuZnpeP7d4wk7YCiN+h5zmxoe0/h8mr6hiBh+zAUNALR0D0IzbXYIgMVzcvFNoAe6bv3M5Pdnn5VGwZ9PLdVrCoVCwUlWk9hj0bqqkphK2U9Ptlv0SPXsXJHgHl09EoVrj8eXlOJNswOE2ywCLN6leYjFcuVsxxXxbw1MB9gTIM/eWQbf1DTkZqaLIcjcM3809Ei+L8PSVQMw3cQ/k+HqEYDFunjxXekRhUKRCmO1ZoymHgnbkgAUBH1DEddkxJ3l+SlrET4jZVdtQFwLe0Ji2yG/sMySrS9/fs88ANFiXqf5XHPzb8IvVy2waA45dspJmuBACGfaY+007RBYO1ic9Mjq7xWhqz+EVZVFQvPwora+wTA0QkApG2BfPTu+HsnNTMexwHHbZ8Gu3cycqSrWTEJUgkUx4bEHk7WmHYoTTjfZ65eUxixcdj9INzHzxGvRm+7ND1Rg6/5zaOoaEI8pzJmKexcU4K2jF9A9EHY9L69GxHlnpDkHxieXlcLf1Y8/17ch35eBo81BsbFFwNoy5864CRe7B+Gbmoaf3z0PTy4rtTw/XgWcPbjxAWSyzzP34efnt35JKU621gmhpRHgxTWV4jqlEuTtQViufJCrE/hjhlOloVAobmzGYt2IW6WVAm5VUBSxCXYBAfoG3WOL0/G5Tz/3u5crpnhy+2BjF/KzpkAuBJDPKV5HyEOLivHS4z+wfM++ttuvUXmhD/9pey0udrOCBw8B7l1QgMZLV4Tvc7otjvD2ft6GLw+8fIewgZ1ejXmrRfRohRoF8M2Fbmx+sDJGbMn88scLAADvfXMR35mWjrMdV0TczM1Mx8t7z6pqZYVCYSFZTWKPRRTMmlBOXFA6/npE7rjZac51sW/6bH6wEjuO+NEf0i2FXgSmdeTqCrz3lwBOtfU56hEAYm7MaOmRhxbNtCTEH1pULF4z1U1He4yyFx/Y136lRxQKRSqM1Zoxmnokzezu4FCzQDfNE5vI8GhA/cUebDvkj1nrnY4tr8cEsFwLPk8SYLFtd12rJamjkWiMkq+j03yuX65aEHcGidPPlt48Hf/l30/hshknCYDczDR0m1rLrkWAWD3y0betMCjFocYugBAR4+1d+zoFvr3Yg80PVLjqEX49dxzxIxQxcLq9D5RCaZFJjEqwKCY8qQQTeVH3aATHLnRjhi8DDy0qxgfHWkApS3DwhVO2bPGY1lV8oeMCAGCBob6lBxvvnItfvRtN1qyqLMKTy0pxX0Uh1r96wNGvkhBgi5SUcHsvNc1BvHGgCaGIgZbuQXg9bNCXx6PhkeoSZGV4hbjovRo7kItfK6cKOHn48VDYEIu4PfA7XevyQp+oNlsrtSmORpCXK6XtVR5imKi5WSi3ayoUCoUTw63uSkS8G/hUjvHmhuXYVRswhx8yISO3f//hy0Y0dvYLsWFQ4JX9jSidPi2mM8S+7tqT1k7Wl3JVndejwavBch4ct2TQkjm5+OsVc1J+7w1tfci7KQMdfUMwzM023n3ptqnomjDSWU009/Hn/5YJ6dQi4ty4r6IQbxxoQkffELwe1o5fWZwtNvxUtbJCoZBJ9t7Xun6xzamnbrsZjZ39+PRkOyi1WplY1maN4NHFs8Q993jqET6EmJ8HHzrMtci6qhI0tPWJgfYj0SOhsIGt+8+JOJNIj5ROn4bdda3ivab6mcT7THksctMjXo+pLT3KD1+hUMRnrLQIMHp6ZPvTy/HqvnOWeLSuiq3x/7T7JI40BUUHoW6wbshjgePwd/XDNzXNsYOdH9uetHZK5svrLQAxs0WOUfJ11GwdLEvmpH4Nth3yY3ddKx5bPAtvHGgS5/Taf1ji+F44yegRwNkS2Z5UcoIXSf/k9YPsmmsEP1sxR2mRSYpKsCgmBckGE76o76wN4I9HL+DjE8yrMd2r4dcPLbRYiry89yxaugfFjX3EoNj0fp1oUXcaZiVnmfOzpqC80Cded8uayhjfYO4pbBcC/EZezkrLWXrdoFi/dBZm5kwVP1/zL19azod7DydzvfjAsZA5VLKupYd56IMFs5buwRibgmSu/WgEebcqD96S+cL7zPd584f14rNRKBQKJ0arumusiGcD8+SyUgQHQvj9xw0xz/vDV+dxvrNfxBfu/evkNc+/lq0vgWjME3FGN/D40lIUS3FGPg6/jn2DYRxo7EJ9S48QRKnc6G875LdsBMrWlvE8qp0SRqGIwWKXRsSge7l6TCaZzh+B/TOtAAAgAElEQVRL3DXb8ZOZD6ZQKG5ckrn35evXK/vO4ZMT7ebmVA9++/BCPHPX3BjL3Jf2nI4mHnSKbYf82Gl2dIynHkmkRWqag9i6/5zlfFLVI+leDaGwAQMQXTh8cy2eHuEWX8m8znCIW3VuDiXQdQMNbX0qJigUClcmuhYB2Dlu/elix/vwu8rzmZMKjZ2r9er+RlCwrhaPpiGixyYA3LoEZccSeb3VCHDbvDw8t/IWVy2yvGw6Gtr6xBytVPWIrEW+ONMpbC3dEkX2ayW/h80f1psJdwKNEEQiLJ45zZ0kBEkl2OTrQUBR39qrtMgkRSVYFNcdPFmhS1luOXtsrxLTJC9hQ/KAX1dVgneOXkBYp5bq3vJCHxra+3D8Yg++OHMJP1sxB/WtvVhVWYT1S2Zh+yG/aBN8fKmzGHCqkrJXO8hVzTXNQdS39lqOwb2H3ZD9moMDIdxdno9PTrQzX0ezI5QPmdx+OCrkxnvxjlflUd/SIz6bUMTAq/vOiYGgCoVC4cRobLSMFrxayqniFkCMNaJb54h9HlcyN9xOVblejYjuSG5vk0wC/eW9Z3H8Ys+wbvR317Vavh4M63GrhQGrVY5c9SU8kMHi61qzmnqTmYiXef3L87ivojDuebrFn7GqPFQoFDcO1bNzY+Zr8WSEvNbJ8674Bo3c0TGeemTT6oq4WoSfq0wyekTuhH9zw3LLjBWAneRE1SMHG7sQMe1zdAq88N5xVfClUCjiMpG0iH0NTnRe8TpH+L90A9ANFguS0SMA4sYae3JFfq6cuAkOhIalR+xapL61F//2N8sSzsux65Ga5qBIuGuAsP/KzUxHfUsPth/yW2ZOUpCE5wbExp9VlUUWm0ylRSYPKsGiuC6xD2m03yjL1Vl/taAAe091iGHAsg/x9o0rYjLa8vOHwoaw7eLZcHnGyrokvZm5P75btcPBxi4Y0ubR/bcWxAglp6GNXLBpBKLVX6705ce0t+aPJ/GqPOxVAJ+e6hCVbQqFQjGRsVdLAdGqY7cbenvnSH1rL6akefCJ2Y0pk6xVSaKK5GSIlwiP14UCxM6XSTSY2O3ayB7IukFRbA5/PNjYBYPGNubLBRNuuMWfiV55qFAoJgdu6x9HnnelAVhYko2TbX2WgbjjqUf4IHo3LcLPlQCYPT0TG++cm1CPPLH1gNBjb9cEsP3p5Xhu5S04cK4rmhingG522U80PbK8bLpli0ynzPJGxQaFQjHRqWkOOq7B8e63nTpHdte14mRrLzqvRAfAE7A9pmQSAKnEmngMV4+kqkX48ezXx5JwN6x2xC/vPRvbcZqEFgGc44/sRKDizeRBJVgU1yVcjDhl6+0L87N3zcWztnZ9+Tj2BU1+PoVIYgNg2fBUvZntwyWdnmN//DN3zbX83B4A1lWVWAYUyxtrAPBOTUB4KoPSmAGU443b+15XVYIdh/3ghRPJBimFQqG41tirpWQblXg39Pb1sKY5iH0NHZbhyATAI9WJq9CA2PixLk71mps4cdt4SlT5BUSTSvZOnnjVwk7Xxu3x9lkHFATUVjARD6f4M5EqDxUKxeTFbf3j2Ne1TQ9UAHD2tR8vPZKsFvn9Y4tiHuekR+Tq55BUVLZlTSU2vV8Hg1J4J7AeqZ6di3sXFAjbaQBJ1iQrFArFteVgY5dlDZbvq5PVItWzc/HkslJs/O9HLevgkjm5uKs8P6kEQCqxBhh9PZKqFuHXzn594j1+edl0ZKRplo7UZLUIf2+J9iEVEx+VYFFct7gtSm4Lc7ILmL3CmFeMASwb7mb9AliDRSLhY2/n3LS6QgQF++PtAYACYuYKh2gElcXZCA6ERDtjMr6TTuc1Xtn06tm5ePGhhUKApRKkFAqF4loSr3JZ+NCbAxNzM9Ndj8MLBl7Zdw6fneoQyQO3imSn57vFD6fOx0SWXU4VzYla9WVhw7+2x2KAVX/lZqa7FiC4xW77cUY7Ro1n3FMoFNcXiWaHDFeTJNIjbtjXs0R6RLa6fHPDcuyqDTgO8wWc9YhHAyKSZ0rfYBg1zUEEB0LYsqZyUuiRZ+6ai89PXxJxaW2S8VehUCiuJfFcXVLRIgBbB/c2dAi7yl+sWpDy/plT/LCv5claCKeqR/gw+Z21Afz9u8dFAbY9Bso2+05JIbeYKf+MW/SPdnxSemTiQ6iDrYIiPosXL6ZHjx691qehmCDYPfbdgkK879s7beztnB4NANhQ34w0Z3/In7x+UAQAHsDePOQXj+E2YRGDulYaJyKZauWxQAWT6wNCSA2lVA3RgYojNwpuM1j4z/hMEad13YnhrIVu67b99ddVlWD7YT8MCngI8Lf3l8fMLXMSOvbYI4sTfp72Qfe/fdg6bNk+J+bu8nzM8GUk5RU91lyruKdwRsWRKCqOKGTkeFNe6EtJiwDOPv32tfuhRcX46NtW17iVjB7xaAQegkmnR5QWuX5QcSSKiiPXP/FmsKSqRUayDjqt2wCzkeRJG26H+fuPG0asRwDEJE7k/bV0rybs0pzOUekRhRvxYojqYFFcF1zLm165Mq2mOYiX9px2zKA7ZdYBqzfxjqMXsMMMLHI7JxtKbw57D8dm5d2y6TuOXBD+xgYFwin4Gztd02SrlUcb1SKpUCgmOk5rZrzKZXmmSLLr6XDWQrfYIw+GD5nt7KlYdvHzsXeP/P27x/H2URZ7NEKwZU1lXLs0/hq8pT6kU3xyoh0ZaROjSvhaxT2FQjE5uVaaRI43f//ucbGmJmMJY9944nrEvna//02LqD4erh7RDQoDyc9/nCh6RGkRhUIxGbCvmfHWrlS1yEjWQad1+2L3oIg7IZ1iZ20A66pKRqxHGtr6ROIozavhkWqmJ9zs0jg7awNKjyhGhEqwKCYtvFKroigLbxxoGvVsbqoCiWeV5cHybj7x/PsHG7ssNl4RKbDI7ZwymkYcbbKcfBuFv7FB4fUm72/sliF3851UVV0KheJGZjhVRfF8fPkxR8P2yi32yIPhNY1gXVUJ1lWVOA74jXeePPbwa3A1HPWCMSjFpvfrsPp7Vrsau31Nbma6xTJgJBtvo02i969QKG5skukcGQnD0SNvH70g1lSPJ74WAeCqR+xWl/I6rfSIQqFQTCxS1SPJ3OOOpR7ZVRuwPIbAPVGfih55wUyuAGz21/ZDfqR5NWgEYrav/Rg1zUG8UxNIWY+MV9xRemRyoBIsikmJ3LL+xZlOECS/IZMMw9ks41llCkADcNu8PDy38hbXzDr/vkda6IFoYOGe+5+ebIcZH+AhwJY1lUm/P+41mWpQdMuQu/lUqnZFhUJxIzOcqqJ4Pr6WFnVz+O9w7VTcXof7LvMuEzlWJXueTtfAjm5QfPRtKwgAQoCNd5TFdPUEB0LQCESsI4gVPnbGK/Yk+/4VCsWNh12P3H9rwahWmA5Xj/BuEQLgkeqShFpkedl0Rz3C1+odR/yoa+kVG1ZKjygUCsXEI1U9kugedzz0yNs1gZj5Vk6dMsnej++qDYhYxaEAIhEDRCMApfBoBJsfqLAc42BjFyLMNgYErIgANH4hwHjGHaVHJgcqwaKYlNhb1glhSY3RyuYOZ7PMnlWWkyscp6quFx9aiBfMqi57YFk0Kwefnmxn7xHA40vd7WbccHrNRMTLkNuPp9oVFQrFjc5wq4rcWu3t6yowsiICpziQyk16MpYAy8umQyPE0hlDwPz2uf2ABsA3Nc3xufz6eTyslX9dAr/j8Yw9yhpGoVA4Ydcj7b1XR7XCdDT0yDqbtYnbxpWbHnlyWSmCAyEcv9gDQOkRhUKhmKgMR4/Eu8cdDz2y/enR1SN2/xcNbK+QyBqFUgQHQpbH2a/dptUVCQfVj3fcUXpk4qMSLIpJib1lfeMdZfBNTRu1bO5wg9Nwssr2qi75efbzGC//x1Tey3i0K6qWf4VCMZEZ7aoie8IhWTuVVM95NNdTJxuYR6pLUFmcjS0f1ceNEcO5fvZrdLF7EDXNQRUjFArFuGHXI+uXuN/TDwelR5QeUSgUimRRegRYV1WCd45eQFinSPMQbH6wEsGBEHIz0+PqkZFqkTSvhtzMdLy896yKETcwhFJ7jk+RiMWLF9OjR49e69O44ZE9j1OtorLjdMM8UW6iJ8p5xGMsz1G1/F8/EEJqKKWLr/V5TARUHFEkYrQ8j0fzPJJ57fGMpzXNQeyqDeDtoxeGbVmgmFyoOBJFxZGJwWjpEbd1cqLogIlyHvFQekSRDCqORFFxRJGIyahHxjOe8mPyBI6KEdc/8WKI6mBRTFqeXJZ6e7oTbjfME6UFb6zPYzQCzVieo2r5VygUNyLDsVMZbXh8HAob8GhsVkuiuOtmPzMW5189O1fMG1AxQqFQXAtGQ4/E27xXeiR5lB5RKBSK0WWi6JEnth4QXSnbN66Iex5usWAsYgQ/5st7z6oYoYB2rU8gWQgh/5EQcp4QcpUQUkMIuSPB4xcSQvYRQgYJIRcJIZsIIUT6+V2EkK8JIV3mY04RQv7z2L8TxUTjYGMXhsJsMQyF2WI4FtQ0B/Hy3rOoaQ6OyfGHAxd0v/+4AT95/eCEOjcOb730kNGbsaNQKBTXG6MdY2qag3hpz2lcDRtsOKRBsen9ugkXJ1SMUCgUkx15834obGBnbWDMXkvpkeGhYo1CoVAkZiz0yJYP6xHS2TzHkE7HNEYOFxUjFMAk6WAhhKwH8F8B/EcAX5r/3U0IuZVS6nd4fBaATwDsB7AEQDmANwD0A/i9+bArAP4ZwHEAAwBuA/AqIWSAUvr/jukbUggmQrt5bma6GIZlmF+PNhO1rXwyVGONtpeoQqFQXG+MdoyRjydjUDrh4kQyMWIi3GsoFIqJy7VeI5aXTYdXI2ID6Z2aANZVldwwNldKjygUCsXkZ6z0yFDYqkeIy+OvJUqPKIBJkmAB8LcA3qCUvmZ+/b8SQn4E4H8G8H84PP4nADIB/AdK6SCAOkLIAgB/Swj5vymjBkCN9JzzhJC1AO4AoBIs48B43uTHW8yCAyFoBDAooBH29WgzlsJhJAv1eAyEHA0mij2CQqFQTER21QYwZHaajEaMkWMWAcD7f9MnaJyIFyNqmoN44rWDIs5tf3pibCgqFIqJwUTQI9Wzc/Ho4lnYdsgPCkDXxybJoPTIyFB6RKFQKNwZKz0iTw1P92pYW1Uy4nMdC5QeUUz4BAshJB1ANYD/YvvRxwB+6PK0FQC+MJMrnH8H8CKAOQDOO7zOD8zjbR7ZGSuSZbyqlRIJp/G4qR+r10j03hKJHVWNpVAoFJObmuYg3j56QYgPj2fkMcYeszatrkBwIDQqcWK8q7d21QZEJ04oYmBXbUDFOoVCIZgoemRtVQl21gaUHlF6RKFQKCYdY61HPBrBo4tnYe0odHdei04SpUduDCZ8ggVAHgAPgHbb99sBrHR5TiEAuzFfu/QzkWAhhAQAzAC7Fv9IKX1lpCesSI7xqlZKJJzG46Z+rF4j3ntLtiJPVWMpFArF5IUPeQdYt8kj1SMXHmMVs66FPQ1N8LVCobixUXpk5Cg9olAoFDc2k0WPXCurTKVHbgwmQ4KFY/8dJA7fS/R4p+/fAeAmAMsB/BMh5Dyl9N/sByOEbASwEQBKS0uTPWdFHMarWikZ4TQeN/Vj8Rrx3ttk8DNWKG4kVBxRjAX2OLBulNrmxyJmXYu4tK6qBO8cvYCwTpHmIaN2fRSKa4GKI6OP0iMjR+kRhWLyoOKIYiyYLHrkWsUkpUduDCZDgqUTgA7WeSKTj9iuFk6by+Nhfw6llHezHCeEFIBZhMUkWCilWwFsBYDFixerhOMoMV5C4nptO4/33iaLn7FCcaOg4ohiLJhMMe5axKXq2bnYvnHFpLg+CkUiVBwZG5QeGRlKjygUkwcVRxRjwWSJcdcqJik9cmNAKJ34ayr5/9u7+2jZ6rqO4+8PFxUQBAIJUuRBRcSHpQkuNZAHcxGomWkBaUVl9mCSGcsnqG5FKqkISyWzNNBA8DlhASa51ERBoVQIkMqLypOI4rUrGE+//tj7dA9z5sycOWdm9uzZ79dae90ze++56/v7zp7fb77zm713chnw1VLKyxatuw74SCllyU3uk/wecDKwSynlx/W61wMvBx5elml0kj8FXlZKGTiduP/++5fLL7981e2RpqWJ60tKy0lyRSll/6bjmAWOI+oqxyWthePIZo4jagv7fc0Sx5HNHEfURY5JWotBY0gbzmABOAV4f5IvAZcAvwv8FPAugCRvBJ5aSnlWvf/ZwJ8BZyQ5CdgHeC3VPVZK/ZxXUN2L5ev1c54JHA+cPpUWaWq63IF6PWNJ0rQNGncdlyR1TZdrEbDflyRN33Jjr2OSJqUVEyyllHOT7AScCOwGXAUcWUr5Zr3LbsAjF+2/McmzgXcClwO3A2+lmqhZsI7qLJc9gXuA/6aahPEm93OkqZtYSZLURY67krSZfaIkSdPl2KsmtGKCBaCUcjrLnF1SSjm2z7orqc5KWe7/OxU4dVzxaTZ5Y0VJkqbHcVeSNrNPlCRpuhx71YQtmg5AmqSFm1itC95YUZKkCXPclaTN7BMlSZoux141oTVnsEir8ZQ9duSslz6t09c9liRpWhx3JWkz+0RJkqbLsVdNcIJFc8+bWEmSND2Ou5K0mX2iJEnT5dirafMSYZIkSZIkSZIkSSNygkWSJEmSJEmSJGlETrBIkiRJkiRJkiSNyAkWSZIkSZIkSZKkETnBIkmSJEmSJEmSNKKUUpqOoXWSfBf45oT++52B2yb0fzfNtrWTbWunWWzbHqWUhzYdxCzoGUdm8bWaFeZmMPMzmPkZrI35cRypTbgemZY2HoOTZk6WMidLmZOlVpoTx5HagHHE42vyzPF0mOfJ61qOlx1DnGCZMUkuL6Xs33Qck2Db2sm2tdM8t23e+Fotz9wMZn4GMz+DmR81zWNwKXOylDlZypwsZU7Gx1xOnjmeDvM8eeZ4My8RJkmSJEmSJEmSNCInWCRJkiRJkiRJkkbkBMvseXfTAUyQbWsn29ZO89y2eeNrtTxzM5j5Gcz8DGZ+1DSPwaXMyVLmZClzspQ5GR9zOXnmeDrM8+SZ45r3YJEkSZIkSZIkSRqRZ7BIkiRJkiRJkiSNyAkWSZIkSZIkSZKkETnBMiOS7JbkzCTfTfLjJFcnObjpuNYqybokf5lkQ92uDUlOSrJl07GNKskzk3wiyY1JSpJje7YnyfokNyW5M8lnkjyuoXBHMqhtSR6Q5OQkX0vyoyQ3Jzk7ySMaDHnFhr1uPfu+u97n+CmGuGoraVuSfZJ8NMkPktyR5N+SPLaBcFWr+4nSs9zSdFxNmee+dRxWkJ8z+hxPlzYU7lQleV2SLyf5Yf356bwkj+/Zp7PHzwrz09njR9MxrMbp2nt0JbXRvOdkHON+kgcleXuS21LVJ59I8vCpNmSMBuUkK6zFupSTPvv2reHmLSfjkiG1yLz3QZNi3zZ5K8jx0M+15niwjKm+6mKenWCZAUl2AC4BAjwHeCzwCuDWJuMak9cALweOA/YF/rB+/Lomg1qlbYGrqNpwZ5/trwb+mOq1O4Dq9ftUku2mFuHqDWrbNsBPA39V//t8YHfgorRjomzY6wZAkhdRvW43TSmucRjYtiR7UfUtG4DDgMcDJwKbphij+vs6sNui5QnNhtOoee5bx2ElfdjF3P94OnI6oTXuEOB04BlUfdw9wMVJfmLRPl0+fg5heH6gu8ePJmyFNU7X3qMrqY3mPSfjGPdPBV4IHAMcBDwEOD/JugnGPUnjqMW6lJP/N6SGm7ecjNOgWmTe+6BJsW+bvHHUReZ4sEMYT33VvTyXUlwaXoA3AJc0HceE2nY+cGbPujOB85uObY3t2gQcu+hxgJuBExat2xr4H+B3mo53LW1bZp/9gAI8oel4x9E2YA/gRqrC/3rg+KZjHUfbgLOBs5qOzWXJa7UeuKrpOGZxmee+dRL5qded0fYxdYz52Ra4F3he/djjZ0B+6nUePy4TW4bVOF18jw6rjbqWk9WM+8D2wF3AixftsztwH3B4020ad06W2ed+tVhXczKohpv3nKwxn8vWIl3rgyaYY/u2Kee4Xjfwc605XlWeR66vuppnz2CZDb8AXJbk3CS3JvlKkj9IkqYDG4PPA4cm2RcgyX5Us6AXNBrV+O0F7Ar888KKUsqdwOeoZn7nzUPqf29vNIoxqH/59QHgpFLKNU3HMy5JtgCeB1yd5KL69M4vJzmq6dgEwN71qc0bkpyTZO+mA5pRXetbV+vA+vPDdUn+LskuTQfUkO2ozs5eGJs8fu6vNz8LPH40KcNqnC6+R4fVRl3MyWIraf9TgAf07PNt4Bq6kSNYWot1LicrqOE6l5MRLVeLdL0PmhT7tukZ9LnWHI9uNfVVJ/PsBMts2Bv4feAbwOHAacCbqE4Xb7uTgfdTfcl7N/AfVL/aOr3ZsMZu1/rf7/Ss/86ibXMhyQOBtwLnlVJuaDqeMfhz4HullL9pOpAx24Xq1wavpxrYnk1VhJyV5LlNBiYuA44FjgB+m6qP+EKSnZoMakZ1pm9dg4uAXwOeRXWq9lOBTyd5UKNRNeM04CvAF+vHHj/315sf8PjRZA2rcbr4Hh1WG3UxJ4utpP27Uv2a9rYB+8ytZWqxLuZkWA3XxZys1KBapOt90KTYt03HsM+15nh0q6mvOpnnNtw/oQu2AC4vpSxce/ffkzyaqvh4R3NhjcVRVB3cr1AVEE8CTkuyoZTynkYjm4zS8zh91rVW/UuhfwR2AH6+4XDWLNVNVo+lOi7nzcIE+j+VUk6p//5Kkv2p+pbzmwlLpZQLFz+ub7z3DeDXgVP6Pklz3beuRSnlnEUPr0xyBfBNqvsdfLSZqKYvySnAgcCBpZR7ezZ3/vhZLj8eP5qwldY4XXqPrrQ26lJO+llN++c+R6uoxeYyJ2us4eYyJ6MYUoss3BC8633QpNi3TdAaPtea4z4mUF/NdZ49g2U23Axc3bPuGuARDcQybm8G3lJKOaeUcmUp5f1UXyC28Sb3g9xS/9s7G7sLS2d2W2nRadhPBJ5VSvlewyGNw6FUNz67Ock9Se6hupbvyUnafnbObVQ3JJvXvmVulFI2UX3J8uimY5lBc9+3jlsp5SbgBjp0PCV5G9UNFA8rpXxj0SaPHwbmZ4kuHj+aqGE1Thffo8Nqoy7mZLGVtP8WYB2w84B95s6QWqxrOVlJDde1nKxaTy3S9T5oUuzbGtDnc605XqE11ledzLMTLLPhEuAxPev2oZppbbttqE4NW+xe5u/Y20DViTx7YUWSrYCDgC80FdS4JHkAcC7VB/pDSym3DHlKW5xO1aYnLVpuAt5GdVppa5VS7gK+zPz2LXOj7iv2pfoiSvc3133rJCTZGXgYHTmekpxG9Uvww0op1/Zs7vzxMyQ//fbv1PGjiRtW43TxPTqsNupiThZbSfuvAO7u2efhVDc6n8scraAW61pOVlLDdS0nq9ZTi3S9D5oU+7YG9Plca45XYAz1VSfz7CXCZsPbqK55eQLVB6cnA8dR3Tuh7c4DXptkA9WvIp4MvAp4X6NRrUKSbYFH1Q+3AB6R5EnA90sp30pyKnBCkmuB64ATgU3A2Y0EPIJBbaP6sPoh4ACqm6aXJAuz1RvrG1rNrGGvG3Brz/53A7eUUr4+3UhHt4K2/TXwwST/Cnya6tdeR1PddFYNSfIWqr7xW1S/4vgT4MHAmU3G1ZR57lvHYUj//H1gPfARqsJhT+CNVP3ax6Yd67QleSfwq1R92u2LxqZNpZRNpZTS5eNnWH7qY2s9HT1+NBUDa5yOvkcH1kZdyMlax/1SysYk7wHenORW4HtUZwF9Dbh4uq0Zj7XWYl3LyUpquHnMybgMqkW60AdNin3b5K21LjLHw42jvupsnkspLjOwUF0T8KvAj6kO0OOANB3XGNq1HXAq1S/V7qS6tucbgK2ajm0VbTmE6nqBvcsZ9fZQdeg316/jZ4HHNx33WttGNTD121aAY5uOfa2vW5/9rweObzrucbWN6vrE19Xvv68BxzQdd9cX4ByqYvku4EaqD4H7NR1Xg/mY27510vkBtgY+SVU43FWPtWcAuzcd95Rys9zYtH7RPp09foblp+vHj8t0FobUOF17j7KC2mjeczKOcR/YCng71Zc2d1B9WdzavmvIWL/ngP782C7mZJn9r6enhpu3nIwxtwNrkXnvgyaYV/u2BnPMCj/XmuOhOR5LfdXFPKduuCRJkiRJkiRJklZo3u6DIUmSJEmSJEmSNHFOsEiSJEmSJEmSJI3ICRZJkiRJkiRJkqQROcEiSZIkSZIkSZI0IidYJEmSJEmSJEmSRuQEiyRJkiRJkiRJ0oicYJFaKJUNSUqSR/XZvn2Sf0hye5KNSc5KslMTsUqSZo/jiCRpNZKsr8eOfstLmo5PkjTbHEc0j7ZsOgBJq/J0YM/676OBk3q2nws8BngpcB9wMvBx4KApxSdJmm2OI5Kk1doI/Fyf9f817UAkSa3kOKK54gSL1E7HAD8Crqr//v8vxpI8HTgcOLiU8rl63Y3AZUl+tpRycQPxSpJmi+OIJGm17imlXNp0EJKk1nIc0VzxEmFSyyRZB/wS8AngvcB+SZ64aJcjgO8sfCkGUEr5ErCh3iZJ6jDHEUnSJCV5U5Irk2xKckN9mcldm45LktQOjiNqGydYpPY5DPhJ4Bzgw8DdVL8+XrAvcG2f511Tb5MkdZvjiCRpTZJs2bss2rwL8AbgOcArgb2BT9cT/JIkOY5orniJMKl9jgF+AFxUSrkryaeAo5O8vpRSgB3r7b1upxqUJEnd5jgiSVqLnagm5+8nyV6llOtLKb+5aN064IvADcDPAJ/rfZ4kqXMcRzRXPINFapEkDwJeAHyslHJXvfoDVDcqftqiXUu/py+zXpLUEY4jkqQx2Agc0Ge5CSDJEUm+kGQjcA/Vl2IA+zQQqyRp9jiOaK54BovULkcAO8huMhoAAAQaSURBVAAXJNmhXvcZ4H+pfpH8RapfGD+0z3N3oP8vkiVJ3eE4Iklaq3tKKZf325DkAKp7fH0MeBNwK9Xk/KXAVlOLUJI0yxxHNFecYJHaZeEa+R/qs+2Xk/wR1XXzD+qzfV/g45MKTJLUCo4jkqRJegHwXeCo+rKTJNmj2ZAkSS3iOKLW8RJhUksk2RZ4LtWlXA7tWV5FdcPiQ4ELgV2THLjouftTXTf/wimHLUmaEY4jkqQp2Bq4e+FLsdqLmwpGktQ6jiNqHc9gkdrj+cA2wGmllMsWb0hyCXACcEwp5beSfBJ4X5LjgfuAk4HPl1IunnbQkqSZ4TgiSRqHLZM8rc/6bwOfAl6Z5FTgPOAZwEumGZwkaeY5jmiueAaL1B7HAP/Z+6UYQCnlbuCDwC/WNzA+Gvgs8F7gfcAVVKdZSpK6y3FEkjQO21Pds6t3+Y1SygXAa4AXUl1D/2CqsyclSVrgOKK5kvufcSVJkiRJkiRJkqRhPINFkiRJkiRJkiRpRE6wSJIkSZIkSZIkjcgJFkmSJEmSJEmSpBE5wSJJkiRJkiRJkjQiJ1gkSZIkSZIkSZJG5ASLNAeS7JfkX5LckeSmJH+RZF3TcUmSZl+SRyX52yRfTXJvks80HZMkqT2sRSRJa2E9orbbsukAJK1Nkh2Bi4GrgecDjwTeSjWBemKDoUmS2uFxwJHApcADG45FktQi1iKSpDGwHlGrpZTSdAyS1iDJ64BXA3uUUn5Yr3s1sB7YdWGdJEn9JNmilHJf/feHgZ1LKYc0G5UkqQ2sRSRJa2U9orbzEmFS+x0BfLKneDkH2Bo4uJmQJEltsVDMSJK0CtYikqQ1sR5R2znBIrXfvsC1i1eUUr4F3FFvkyRJkqRJsBaRJEmd5gSL1H47Aj/os/72epskSZIkTYK1iCRJ6jQnWKT50O9mSllmvSRJkiSNi7WIJEnqLCdYpPa7Hdihz/rt6f9rMkmSJEkaB2sRSZLUaU6wSO13LT3XN06yO/Bgeq6HLEmSJEljZC0iSZI6zQkWqf0uBA5Pst2idUcBdwKfbSYkSZIkSR1gLSJJkjpty6YDkLRm7wKOAz6a5GRgb2A9cEop5YdNBiZJmn1JtgGOrB8+DHhIkhfVjy8opdzRTGSSpBawFpEkrYn1iNoupXjfOantkuwHvAN4OtW1jv8eWF9KubfRwCRJMy/JnsCGZTbvVUq5fmrBSJJax1pEkrQW1iNqOydYJEmSJEmSJEmSRuQ9WCRJkiRJkiRJkkbkBIskSZIkSZIkSdKInGCRJEmSJEmSJEkakRMskiRJkiRJkiRJI3KCRZIkSZIkSZIkaUROsEiSJEmSJEmSJI3ICRZJkiRJkiRJkqQROcEiSZIkSZIkSZI0IidYJEmSJEmSJEmSRvR/pMNjRKnlR3UAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase, and it \n", + "does not iteract well with the PFR estimation module. We demonstrate this below." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "Exception: CVode failed with error flag -1 (in 'unknown file name' at line 65)\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m#Run VI estimation with standard priors\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mv1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mv2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpfr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mVI\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpH\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\Anaconda3\\envs\\PyStan_clone_one_at_a_time\\lib\\site-packages\\ckbit-1.0.0-py3.8.egg\\ckbit\\pfr.py\u001b[0m in \u001b[0;36mVI\u001b[1;34m(filename, model_name, pH, R_units, priors, A0_up_lim, Ea_up_lim, iters, algorithm, verbose, rel_tol, abs_tol, max_num_steps, seed, sample_file, diagnostic_file, grad_samples, elbo_samples, tol_rel_obj, adapt_iter, eval_elbo, output_samples, eta, adapt_engaged, trace)\u001b[0m\n\u001b[0;32m 491\u001b[0m \u001b[1;31m#Run variational inference\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 492\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mseed\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mseed\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1E9\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 493\u001b[1;33m fit = sm.vb(data=pfr_data, algorithm=algorithm, iter=iters, \\\n\u001b[0m\u001b[0;32m 494\u001b[0m \u001b[0mverbose\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mverbose\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpars\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'A0'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'Ea'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'sigma'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 495\u001b[0m \u001b[0msample_file\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msample_file\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdiagnostic_file\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdiagnostic_file\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\PyStan_clone_one_at_a_time\\lib\\site-packages\\pystan\\model.py\u001b[0m in \u001b[0;36mvb\u001b[1;34m(self, data, pars, iter, seed, init, sample_file, diagnostic_file, verbose, algorithm, **kwargs)\u001b[0m\n\u001b[0;32m 1147\u001b[0m \u001b[0mstan_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpystan\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmisc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_valid_stan_args\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstan_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1148\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1149\u001b[1;33m \u001b[0mret\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msample\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call_sampler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstan_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpars_oi\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpars\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1150\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1151\u001b[0m \u001b[0mlogger\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwarning\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mstanfit4anon_model_1ae81a4b787362df01df8087f4bc0be3_5356155150179862350.pyx\u001b[0m in \u001b[0;36mstanfit4anon_model_1ae81a4b787362df01df8087f4bc0be3_5356155150179862350.StanFit4Model._call_sampler\u001b[1;34m()\u001b[0m\n", + "\u001b[1;32mstanfit4anon_model_1ae81a4b787362df01df8087f4bc0be3_5356155150179862350.pyx\u001b[0m in \u001b[0;36mstanfit4anon_model_1ae81a4b787362df01df8087f4bc0be3_5356155150179862350._call_sampler\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mRuntimeError\u001b[0m: Exception: CVode failed with error flag -1 (in 'unknown file name' at line 65)\n" + ] + } + ], + "source": [ + "#Run VI estimation with standard priors\n", + "v1, v2 = pfr.VI(filename=file, pH=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also specify prior distributions and run inference with them. The following \n", + "example is for a prior distribution for the Ea term of rxn 1 that is normally distributed \n", + "with a mean of 100 and standard deviation of 5 and a prior distribution for the A0 term \n", + "of rxn 1 that is normally distributed with a mean of 10 and standard deviation of 5. \n", + "All prior distribution specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Run MCMC estimation with specified priors\n", + "p1, p2 = pfr.MCMC(filename=file, pH=True,\n", + " priors = ['A0[1] ~ normal(10,5)',\n", + " 'Ea[1] ~ normal(100,5)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Process datasets\n", + "data1 = m2['Ea'][:,0]\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = p2['Ea'][:,0]\n", + "datalabel2 = 'MCMC With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([50,125])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook Examples/Examples of cstr.ipynb b/Examples/Jupyter Notebook Examples/Examples of cstr.ipynb new file mode 100644 index 0000000..e702186 --- /dev/null +++ b/Examples/Jupyter Notebook Examples/Examples of cstr.ipynb @@ -0,0 +1,465 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples of cstr Usage\n", + "\n", + "There are 3 types of estimation that can be performed in the cstr module: maximum a \n", + "posteriori (MAP), Markov chain Monte Carlo (MCMC), and variational inference (VI). \n", + "Below, we demonstrate all of these types on the same dataset. Please view the referenced \n", + "Excel input file to see how the data should be input." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import arviz\n", + "import seaborn as sns\n", + "import matplotlib.patches as mpatches\n", + "from ckbit import cstr\n", + "from scipy.stats.kde import gaussian_kde" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we generate the CSTR data with experimental noise added to the concentrations. \n", + "The smooth lines are the unperturbed data, and the data points are the noisy \n", + "measurements we use as our data points." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(40)\n", + "HMFinit = 100\n", + "LFinit = 50\n", + "Huinit = 50\n", + "taus = np.linspace (0,20,11)\n", + "Hconc = 0.1\n", + "T = [423,448]\n", + "R = 8.31446261815324*(1/1000) #units of kJ/(mol*K)\n", + "\n", + "#True params\n", + "sigma = 5\n", + "A0HLF = 11.31\n", + "A0HHu = 16.69\n", + "EaHLF = 94.72\n", + "EaHHu = 141.94\n", + "\n", + "try:\n", + " del cHMF0,cHMF1,cLF0,cLF1,cHu0,cHu1\n", + "except:\n", + " pass\n", + "\n", + "size0 = len(taus)\n", + "cHMF0 = np.linspace(10,20,size0)\n", + "cHMF1 = np.linspace(10,20,size0)\n", + "cLF0 = np.linspace(10,20,size0)\n", + "cLF1 = np.linspace(10,20,size0)\n", + "cHu0 = np.linspace(10,20,size0)\n", + "cHu1 = np.linspace(10,20,size0)\n", + "total0 = np.linspace(10,20,size0)\n", + "total1 = np.linspace(10,20,size0)\n", + "kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + "kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + "kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + "kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + "#clean data\n", + "for i in range(size0):\n", + " kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + " kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + " kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + " kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + " cHMF0[i] = HMFinit/(1+(Hconc*taus[i]*(kHLF0+kHHu0)))\n", + " cHMF1[i] = HMFinit/(1+(Hconc*taus[i]*(kHLF1+kHHu1)))\n", + " cLF0[i] = LFinit+(Hconc*taus[i]*kHLF0*cHMF0[i])\n", + " cLF1[i] = LFinit+(Hconc*taus[i]*kHLF1*cHMF1[i])\n", + " cHu0[i] = Huinit+(Hconc*taus[i]*kHHu0*cHMF0[i])\n", + " cHu1[i] = Huinit+(Hconc*taus[i]*kHHu1*cHMF1[i])\n", + "\n", + "f, ax = plt.subplots(1)\n", + "ax.plot(taus,cHMF0, label='HMF, 150C')\n", + "ax.plot(taus,cHMF1, label='HMF, 175C')\n", + "ax.plot(taus,cLF0, label='LA+FA, 150C')\n", + "ax.plot(taus,cLF1, label='LA+FA, 175C')\n", + "ax.plot(taus,cHu0, label='Humins, 150C')\n", + "ax.plot(taus,cHu1, label='Humins, 175C')\n", + " \n", + " \n", + "for i in range(size0):\n", + " cHMF0[i] = cHMF0[i]+np.random.normal(0,sigma,1)\n", + " cHMF1[i] = cHMF1[i]+np.random.normal(0,sigma,1)\n", + " cLF0[i] = cLF0[i]+np.random.normal(0,sigma,1)\n", + " cLF1[i] = cLF1[i]+np.random.normal(0,sigma,1)\n", + " cHu0[i] = cHu0[i]+np.random.normal(0,sigma,1)\n", + " cHu1[i] = cHu1[i]+np.random.normal(0,sigma,1)\n", + " \n", + "cHMF0[0] = HMFinit\n", + "cHMF1[0] = HMFinit\n", + "cLF0[0] = LFinit\n", + "cLF1[0] = LFinit\n", + "cHu0[0] = Huinit\n", + "cHu1[0] = Huinit\n", + " \n", + "for i in range (len(cHMF0)): \n", + " cHMF0[i] = max(0,cHMF0[i])\n", + " cHMF1[i] = max(0,cHMF1[i])\n", + " cLF0[i] = max(0,cLF0[i])\n", + " cLF1[i] = max(0,cLF1[i])\n", + " cHu0[i] = max(0,cHu0[i])\n", + " cHu1[i] = max(0,cHu1[i])\n", + "\n", + "\n", + "ax.scatter(taus,cHMF0)\n", + "ax.scatter(taus,cHMF1)\n", + "ax.scatter(taus,cLF0)\n", + "ax.scatter(taus,cLF1)\n", + "ax.scatter(taus,cHu0)\n", + "ax.scatter(taus,cHu1)\n", + "ax.set_xlabel('Residence Time (min)')\n", + "ax.set_ylabel('Noisy CSTR Outlet Concs')\n", + "ax.set_title('Noisy CSTR Outlet Concs vs. Residence Time')\n", + "ax.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We write this data into the appropriate format in an Excel file (see the Excel file named CSTR_Data in this folder). Then we can use this data to obtain our estimates.\n", + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_5ba48018ebd39946546ec1c500d40586 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- ----------\n", + "A0[1] 11.22\n", + "A0[2] 16.39\n", + "Ea[1] 93.88\n", + "Ea[2] 139.15\n", + "sigma 7.74993\n", + "Runtime (min): 2.0374\n" + ] + } + ], + "source": [ + "#Import data\n", + "file = './CSTR_Data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map1 = cstr.MAP(filename=file, pH=True, seed=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n", + "Inference for Stan model: anon_model_5ba48018ebd39946546ec1c500d40586.\n", + "2 chains, each with iter=2000; warmup=1000; thin=1; \n", + "post-warmup draws per chain=1000, total post-warmup draws=2000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "A0[1] 11.18 0.03 0.82 9.55 10.63 11.18 11.74 12.77 750 1.0\n", + "A0[2] 16.8 0.08 1.99 13.64 15.42 16.5 17.9 21.63 573 1.0\n", + "Ea[1] 93.53 0.25 6.84 79.84 88.92 93.53 98.19 106.83 753 1.0\n", + "Ea[2] 142.7 0.71 16.97 115.87 130.94 140.25 152.09 184.0 574 1.0\n", + "sigma 8.22 0.03 0.81 6.84 7.65 8.18 8.73 10.01 928 1.0\n", + "lp__ -141.6 0.08 1.77 -145.9 -142.6 -141.2 -140.3 -139.3 476 1.0\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:38:09 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n" + ] + }, + { + "data": { + "image/png": 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BtABvm8MxC9Vg7krGJyWzVESthzqZHFkMkkb2i7bFY2QOG2PrkUme2D+aWT4CLzevdRdCpR4xVVvkyrRgUk6OM06gOU4Zxst13vfFR1nT3cYXrh2m7T9+CV7/SXjzn54e+WYL5bI3wX99BJafB//wU/D4TWkzlBasXdbGLR++lgd3DfO/vr/NiTSHYxHom6iwZ2jq6DcQ1mHHD2Y15rKirLFRdexBm2c4UfbzQZo8aPFmZ9yWYkHmX7aJ9iLklQxP1eZeaCmIT9wZHOJ4XAxgy86BIrdv7V+06x9poRYuouCb6Xu0OgnbvmN+tkAv8vevIBRqI/iVmVMfgkifNGJ32tOij49Au3vHIHdtH1i07SUsQjGlvonZJ+acQHOcEhSrAe/94qNcuKaLv3/BZvLf+Si841/hqhuWemhLS9syuP4v4T1fg0f+Eb58PQxsm3Hxs3ra+Y8PX8vdOwb5zI93nMCBOhynHyLCY/tG2XL4GARIZA1PPb++hUfdB21kD2z9VsN2TJEQK9Dm0W/xqAynqUFT2Gh038LXzfCT3cMnZ2/HxSqqcqIIqos6+x9Emru2D1APj895iMXfYgmL+3YOcu/zi1kCfoZnIg7xDcqt1xIW3YO2dugRlg08PuMyD+8Z4fatxz80b6xUn1O0Tzv0rEBbRMJZJq2PikXcXhjN/nnqBJrjpCeINB+7+Sk2rGjnr8/6If69fwrv/w5c+salHtrJwwU/ZSo9XvgauOmNcPunTNPZFqxfbkTad58+wk0PHpvR5HCcqVTqEd/b3AdAW+4YvkrjaofRfAVaNsRxAR60scZnXRAUCs8OXcUCcXrMo3lZgVpQAJVdNm4NMt/QyOatiDBqi5McN6e/yNFv/FSLRJg4BIPbF7bOnnug79mWb6WhdcfnPMTbXywBWKyGi3vJZtrYHBVW4yI986EWRoTR7Mcffy5EXgFqrT36x9PTmWXP8BR7BhcYVaDDjEBbgmdqvjeFLJ4Hcq7Km06gOU5qRIQ//M4WSpUan1/2Zbwtt8KNm+DcVyz10E4+8u3w+t+Hjz4AQ8/D318Nz3615YzPuSs6+PKHruZzd+3i+5uPLMFgHY5Tm0oQLU6YcCzQ9PyMp6i5iqPnMy+Dpkl4xR60JNhoJg9a/xYIazSVEpnOkacbDcPmc3OU56p/ssoDu45z09s9d8G++wkjzbYjCxWSQhBpJqsnxvg9Zo7Ga1MegeFdiz+WeWHum+cOTxzz87aj31zbvL/Ac3A0+20SZtUgagitNEV65repH2/p58nesdl3Z3/6QRF2/rjlMosdVnlsNB28RGmqyoke5+g+2PLN+S07n0iDeRLNcZxOoDlOav7h3j08tfswX132WXLD2+HGO07vSo2LwaqL4L3fgOv/Cu7/C/jn18DuO6d96L1wfQ//9L6r+MQ3n+OhPUffy8XhOBPJGovHZE8ceNj8nKcHbedAxjMu2sw6zyvMrtEgEpHGtLKZSvYP7YBJU4RIzXSgY70mhLKczX9pXrbp796HZw3HjvFPRG5XZRxKQ1RDzb7h0sLWFc1oqc5j+0fn9HKcEPqeheIsOTcnMldOBMqjcy83xyZiaq28aM/dOmO0SDNxoZ0FnYLxg8Z4n/Ehn+N1u97tW/t5YGf6PWsePzOQ+bS/mcuYj7c322IntsvO7DubPcTx6AZaDSIGJqfnhs0USrr50DgHR8sLm3yYz2dtUIUDj875xTDXdXcCzXHS8t1nDvPN+5/mtmWfoZDz4QPfg641Sz2sUwOl4IXXw8cegas/BN/5GHzlbWaWO8NPXbyaP//lK/mNf3+KXQPz+5JzOByNJsSi2D0zVD187lCa37Z2WRs5L/u1LcYz1mwIjO2fnvPV5EGLc2ASfZZWCZk+CK1tU137XlgzgiymZD1cfqHlMSQ7zDJ5GAbnFmg5Px33TIZ1GGnGy8deNVKLzGkIT0PEVMQ8mnUXGa0FPbTTiOoZWZhAq4c6afHQiji0seWhl4Zgz90L2t/07UPe3gMznt5wYQVEFtQgOjbI5ykCExJPSzroeuY8CpI0iW++b7QWvvvMYSYqQTIR1FWYKz9rluc3fuck8qA1XAGRdLLpGNjRX+SRvdOLpPhe6+u9b7jE3uESI1ML6Gk2nxDH8V6YODint20uwewEmuOk5NG9I/zTt+/kh91/QvuGK+Fd/wGFrqUe1qmHn4dXfgj+29Ow8TXwb2+Db3wQhncni1x/5dl89LUX81++8sTCGtE6HGcwDalgx2L4eDnT/2eGIiF7h9OwQTUtLEhA+dNndQ89AYefbHwtFmiSGtSK1FCK4lDoVoeiw8YQx5E90yZ7pq2cPSd+fvqG51l5dwbbqoGnDoxz385jD4M0qWiyQENWZr/+Wp+wkK2H9oyw9cjkjHmEhLUZi1bMxAM7B9l6xE4StPDytjo0EWGsVGekotP9HiUicPnZPfiemi6Ak78XJjoTj0pQgYMzF9WwO7E/ZjC258xBS9/PZyYb9CyfH6N2smGqFibLZdedaRieZ4d7HIptLIyFZasmQsbPm59H+bx0FsxnSrNnarZiLHlPsWug2CCeZ0VH0z5Lpy8zv/YnLgfNccqxe3CKz/7fr/Od9j+m/ap3w89/Dvyl/sA5xSl0wWt/1wi1ZetN2ON3f9OEbwAffe1FXHX+Sn7j5idnnS11OByGbFGEY7K/dQi5tnnlNniquRhD7EGbxzObGBW24TWC5ylWdxdY39NOFGWMirH9JnQs2Y0ZWxLi2JwvN9f+/bYWtsr8jOp4l+ce+gGqhbjQWuYsVz0nsQEXH96C9JnY5aX1fbBrE/Q+dGzjmycjpZrJc8oItKlamHph9z2QFghpraymtXsoVyqEGiOo5ym0Snsf4+knH+LRfaPG8K0vMGy0YUiCpxQ5z5tu0C6kgma9TL5uzkMi+iePGG9HlkNPQCkT8h/vY77V+3QEk320Ms6zuW+zhUjHgq1Sj+Y9+WNy2jyKa1625D1hRc0t0Bq8mLH4TSZtju4DNRaxlaaKn608aPH5b8t7C5OToufOlZtndd25rq0TaI6TiqFijb//4r/wJe9PaHvTp+F1nzij+8ssOl1r4C1/Br/5mPkS//yr4EefQJWG+T+/9BJqoXaNrB2O+WAfkY68f/QhjsnMcduMxmZbLvU0KdWUY9IwbZ4hERwy/TW7Tx170JRiVWeBKMrM+JeGKdfDpHoiOrKrzyDQsuNphZ9rMcb5mR/ZtVoJtKotvNDTkZ/X9lqi7Mx7XAlvIQpNtD3sGdapT83ZiHw+VIOoZRhn0Cq8M3Nu9w5NpV7Y6ni6jL3fqkGUti8Y2GJ6d2U3JRGiFHj5ltc9qeKYdZ6O7mVdZQ95XxlvRlAxC4RHH6Hhe8p8Lx16Ekb3NhxD1kaoBlHrkvwHH+GswQfN4vHkQCvbYmy/KbKVHMwcHrTm6z7eC70/SZ6zTdv6KNfNeStkqr0K0LXn+3QX97UQnubHggRaPEwbijxZDdh8aHzWdY4Xod9pfglm7hXWcOZ1NG+PeivqoUZsqHEuKKGbes+18sLH51wpZe6jeT7ypVqdSM0xVpke3toKJ9AcpwyVesQX/+WzfCb8Cwq//I9w1QeWekinL8s3wNs+Zyo+lobgcy+n/f7/wxfeeQn37hjkKw/3zr0Nh+MMRgus6irw2hesbZjQODBSntHAT0JvtIbqJBLnnfm5GT1ouYx1oRQUqoOw/yf2lRly0Jq8ZfbFhteyZb6VB9UgZKxcN9sUYVvfZFo9UaxAS6zAJjHZKn+tQRy2GuPCJ96kXp5WdCIVCMcYZko6+oWFrKY5aDNS6DzqocU81TvWMoxzy+GJaa/XMlEQlfoMwsLeb5sPTXDPjkHzWsumygIoe09ljnHXHQ15Wc3N1BXGwNTY/KL+zbD9tlmOcIZhirlVfM8a1WP7oNhvjqvFpMZ9O4da9/ry25Jfk0dqplC1Yh+PPv4wh8cr6XszebibL3tsvIs250Tg0JgR6A1higJEIW21kfTcWQEbf0zUo2jGNgbFasChsXTCQhA8BBFzcEfGKw0Fb+7ecRyaNc+Ajj3m1ZkFYsPjr8P0vMGCQxJ+tKWPXYNTiAhrhh/F372pcV9MDzNOnnVt7tX5PvMPPN/P/pFYeB6bB82FODpOCSItfP0Lf8p/K/4t+ffcjLr8bUs9pDOD1RfDO26CD/0YBrex9qZr+NaVj/D52589/qWtHY5TmKSPWNzo2eYuPX1wjD1DrXsAfW/zEVOFcWALI09/jx88exDxcq3zyCxahHNWdADGsOws9kKxzw5C7Lpz5MHYEWdfMyFRZuy+8lCi2TM0xVipxmipKZTNhncloUDTPCmt9t8k0KZbsq3HXG/0kolJDDPj7HvKFJ3IeKQSaTgf+0rEVGzMMroPQmNw5bZ9Ez8soUWohRGDk1WmauHsYd9hzRp3M4Q4zntwsxPOYMxljbzl46boyvMDqWFenal/mL0PsqXfW3s1zZ2OUulxhHWoTkC9lBi22dFpr4DnKXyj0IxHYb5FNlp42ZQy92pyqLl2Nm3rp1ipNhwLzNLQOmcFmkSZ8LrYq2zv50x4Z31yiCPjFRqKhDRVHRWtkebnNs7/iovHINQCs0w21E6LIFZ2CZh7evttIJKIsTCSzARE4242H5poKL0vYj3sSoFAd5sZR3x9i4vRBkJrc90zVIOI0rT+avYIMqK2FkY8sX+0tSjJltjPFiNaAMVqQKQhzHVOO1frDvxwWnP2eBkzHjETCc2EdQbHiw3PiBKhOlc0eosCMS0Xcx40x6nA3Td9ireP/Avq/d/Bv+T1Sz2cM4/1V8C7b4H33sr6oYd5oP1/8JOb/w97+6dXRHI4TkWUUv+qlBpUSm3JvPYXSqkdSqnNSqlvK6VWzGtjIlAt2ubN6UtxGfAwmv7FG5dgr4cayiMUayFKR2jlz5pHpgU8iQ2gaWVCqEUQRtYgKA2bvJrsOJt/t+E3Yr0ciDSEAD3fP8nz/U2eFInsnmcQaDNZkTHz9aBpDc//MOmn9szBcWtYpp7HUGtqW24zRlBlDLF5Ua3svsf2jTaK5fFe03IkS7aYikAurKAFtvcVeXjvCHdtH+CZg7OEiu29dx7pSZnBVSeg0rqnVe9wkf0HD861hdav64juqX0ABJnxNDR4zoaRxXmF2TuqhUBTYpZquIaxke6lYaW1TKhk5BXwFHSXD6LBhpA1HsF0ox6T47b9toZ8r1is+Eqh7eupI3p6IY4Z0XEeZTT91ovv57BiBNZZLyLy243HO34ui0dM1dGMl3HHE3ex+blnGrcVC7SonuQmxgUossUqMvMO5meiGIIG8TBTlczmQxAtNkfVvm/3VQ3mvDnnz+Qh4zktpXbBg7uGuXN7o3dONX3WAAxM1Dg8Xknux4b7rqHE/vwoVgO+92z6WRdGRhBrL9/gHUtoyoOMz2uk7YVIbiVJ13v+hxx48BZ6Nz9APdSmiJpE6CbP62CxSv9EJpxzppYlTcyV7u8EmmNpEeHZL/8WLz18C8H7v0/nhdcs9YjObM67Gm74Pm2/ehM3LHuU9n9+NaUtP1rqUTkci8GXgbc0vXYHcIWIXAnsBH5/XlsKSrTtuzPJ4QKs1yUtwNFM2c7s+56CWpEg0ngS8viB4qwCTURYefAuvKhmhJTohnC+x3rH2Tlgjca995qCFK1CDps8aKZRtRm75ymUpF6yoFnt6Mj2TFuAB605xHE+OWjxOSiZkLvekRL9k9V0XeVxaLTMc4cnjLDafRde/2Z7PNPH0DdRYc9gRqDFM9t9m6fvm/i6CZENe4oJIs1gscp3nznccj1tre1p172VcN11B+y+q+V2du/ezfCzP5ru5WMeIZyZtgeSMe0a1ssIqpYhe7OEnUZCen2SiqPpET+2bzQJldRiPMsdUweNsas12es/WQ24c/vA9GNq5XmwniHfU0ml0SR/KHlm0uVnLKFv71mVfc4Sz1mQ/u3nQfkoiUzVyHj5sM7WIxM8dygV15XxgenPSnxfR7XE0I89MA2FQeJRq1hV2feCMv7wdtorg4Ra0PWKXVebwj0z5PHF97+2Eykigh+W59Vjbd7EIqf3J8lLpXprz5wIDZ8TQSKu7bVrCHGMMiGOivkI7olK0PDMR5JWU9XWUx7ZcI15hY0AACAASURBVGgFkG+fPj6w109ifcbWI5N8b7MVfnb8hclethyZ4P5dQyiESJJpOQAe3jPCY/szodezVHHcOVBM7l8X4ug4eRFh/83/jRX7f8jke3/AmgtfutQjcsRc9DrW/daD3HHWBwm/9VHkq++DiUNLPSqH46gRkfuB0abXNokk7qlHgA3z25oypqlK81mENLyqlX0RhzkFkYaoTj3UeLqO9vLGszFDEYJIBF8CPB2ilIr3nO5EeQThDIKplQdNp2OMC394caJ8vO60A7BGVfznTB60VoLQjnE6rQzp2GqqJMZLR95PZuRFeYRaqHSsT3LR0rQ4bcVPo4esITQwtgqHdzaNu/lwpMGAVCimbIjYRKVVqXkTyjb9tLU6LzOj4oIwLfrDJVs4/GTr5s9D25NfUwOyybPYUDmvcUIg0pJep/EDcOBRpDqJVUiJN8hsNM2xiUVHVqhoPDxlRJoWod50f8Ye5mnenXh8Bx9tOG5l39JJgZvERzLtWFrdVcVqwNP7jXhUEmUuSyw4Mx4P5YHyzD2XPebaJJUgolxLBZLyZylMEwVJ6Gs6cZN5W8fbN0/0odESB0bLsPtOVHWcfFTCKw/j7/wBuWAqFXdRbYYDFStOlb0usL7/HvTUQEMe4mwl51vx3WcOp2Gj9RKcdbnp2ThHwRdRHhx+KhG/sVBs+STocMEhjnE/yKzYMZfMM+dq952w+y4KNSuocx0ttxNpjUIn91S5HrFscndDuKsiK6ZsyC80fH4sa894ACWa9n7M9r5JfvBcn33bCTTHyYgIg9/4LdSuTfT/4q1ccunlSz0iRxPK83jnjb/Dh3v+iSdHC/D5a+GRf5x/uWGH49TiQ8D83MXKA4FCbTSZsRchaZLaUqDZWfQ4nynSgh9Vifz21iGAFi3mi1pJUy+yjGjxszZXNldoFs+WJMIsFl+ziDqM56G9akOZomaB1uIzIVWAs4c4HnmmcR2AqJ7MzHtZg80a0lPdF6WNve3Mu4pqNnyw0fvUKNCaTJ6wscpcNrQsa8gqlYqJnQNNuVRWNLakRS+shD33GKE1NZi+Fn+2xufruVtT7068ifKYqQzZTMdKyp1mfkE3WO9zjM1iDNBYID0GEwfRI3uJJVLDpEBmMiHeejZMNkKh7OTFvpESD+7sT9YNIp2EuW3a1lzMw24kE6Yb30a+Umgr7KL0Qk07llb649BYhWrNCJuGYi6x0IwFWuzJ8YwHTWe9hskIM89Ey7A8+/74AVPgRCQ53uyua2HEQLGKYCqz7uifZLAY59QJeUJ0WEcE/KiaGvOJp7vxQNMQx/TzCECi0Ag/y0IFGphWDYDJkyt0mYb0mWdnutcy8Q+adaqThFrIBcVpFRbtIDPht/PzoMW7jM9tpMVOMjSGkbZX+meVe2Ekdk7KLNXmQ8/k82ze/CRFG7Lb2BIAQt3iHGZ2MjxZsuOaeQIIpjcob8YJNMeJR4SJ7/wu1W0/YvPP/DuveulLlnpEjhnoLOT4mxtex0dH38Nd13wBnvwyfPn6pH+aw3E6oJT6FBACN8+yzEeUUk8opZ4YGxtHgPapw/F7aBF6OvIsa8+1DHGMZ9EPjZaoBiaPwY9qRH678Xi0EDkigmhtct0kwlMmFFEkNYBEeY2mml/IbiC7NbQIwZh5dpvnWV7/grXmWMgaoRnDN9tIO/t7WEsLQEwzODICbaYQx5HdmSGm4WRhJChdR9Un02MVodazkSDfleae2R6Z8Qz9rkmPu7YPJCW+Y2No10CRWtg4holiiSd6U29U4mRsGqqnFJXAGKlHxivJvg6NlXl4QFHSBWh51WcRyuURU/Bk3/3pKcmGRMbnwgq0ZOsStWwYjc2/gUaB1ngLZMV3Y8iZzgrqNZfBuhejrRD3PA8t9hpWxqnVAxtumHoNs4JBiwnlVUqlOT52/Jue2tVQ/r0xbLTVGRRUUKGtPkoUj9me/3h82eNqFiD1ULPn8AC5wIhaJVHjucycC0RbD5p5HhtCHC3ZEEmxAm2iUk89LJmxaN3oQYuPr+B7rOqyz6ntGRbY+ysOl80rbe5x68XT0ihGmzVR7NeJ/xf7jGp8BEkqSOb8hQu0ZA3RZse59tl74omk5+HgY7BrExOVgHUD95PbYzzcDddJhwvOQYvPdyzQdBLimBaT0SJ4Ek9wNF7H7GRM1vvd7pnrMDxZZqhYS48/mcjSaDyCSDMw2aJ9Rlhn75Fhdg0WZxWaIuJCHB0nGSJUvv9xipu/x6arv8jPv+bqpR6RYw7OXdHBP//aK/jvD/g89ZbvwDkvN42ud90598oOx0mOUuoDwFuB98osMSci8gUReaWIvHLlyhXofCf5ujE0szXh2nN+y+/lSj2iuy2HpwMTjqNy1oPWZoo6tBRogPV0ZYsbFKthJjzGw1fTvV71SBNkPV0i7B+p8MRWEwqXeNCs0eglwWRZr1nG8M0OLBYIE4dh+/cg6U/WKAgTETaLh7DpiO32a3hHnuScI3fQfeBuGg5PeYhXoBJonugdNefRU8TV9Mq1OvXJIYaf+GZyfQC29U1y386hJI8JoB5aIzbxKppjjpsjJ+dBQZAp/BL/tr2viNYRG1Z3U/BNn656qFMvm0z38GQZL9d5+mCmEl9TnmB2b2lUX9SyH9nB0TJBvrvheLJjBSjVAkbiCp06hKkhtL2WkRYqoe2plu8A5aN1iIcxppNiH7vv5Mlnn2bfcNka4uk5Wj6+DaaGiEQ1VDhVEiUHsG7gPipBxPqeNCcoyZPa8YNpxyUCbUcepafvJ4lIiQ1b3SywSJ/FLYdNIZMg0uTCEt09KwlzXUZgZc9ldv1YgCg/nQjJbFt7bQ2TIZ6dHOgdKdsWFZb2FXZ86cSC+TtdJK6yGL8vGcEsWpNTETqqoyEzKUOmomrzeRKbzmaeNX/ycLJPrdOxZPc7K6N7iSJNLpiibce3472YPYuGffdlwowbn22V9aCFVSYqdQYm7YSJbhZKdoBqYSGO8T1QswWSTJGQeJvmp0bwdNAYnpscifk7tCI6XidHXDxHUs+4AhV77G2+2oHRMo/tG23cnghsvw1PAjSNk1K9I6WGfMBQC66Ko+PkQYTgR59k/Onb+MoLPs+NP3fdUo/IMU+uumAVf/Tzl/ORW7bS91N/CD//Wfjmh+DuP5m5P4zDcZKjlHoL8HHgbSIyvQvyLOhcF562M6wqnTT2PNXyi7cSRFy8tpvuXDwprlESIipHENHSiI+s5yH2oGHX2z00xVDRFg9QHh7TDfpnD0+y5fB4w+tDXRfjh7FnqXEWXonYEt0Z4yoT9mgaFjf1VzvwcOOAm8MjG8qZTz8nE5U6I1O1xnUAwjqqHIeLZryFIsRmS8WGQGrl46skM4+C76EkZP9IiXxkjnXMNtw2uSbp7vJW+cU5UUmREBG8jHXUmIPSKICUaJSXtjo4NFZm14HDpmhHU1ha74j12CmPeqQZLNYaZ9GzQiHrTcucmpk8aAdHp9BegeKyS9Lqhk1j3TNUTHtjBRXYdx8dYyYfLxJh12CZ3UNTxpvh+UgU4VuH0uGJGrus8MyFFULdWBBHiTZVJKcGEEz/9DjsUbW49p2FVCgEs4TNx6LZV4rhiSoDk1Uia5RLUgYvcz3sPg8f2AuHnyTUQlvOY3lXu/Uupfs6uOtZDo+XjVgdP0gcahfhoYjS3Ey/AGddTui3Nx6L9fo0GtuSqKf40uaCIm3VoYbHIy25r5JS7wCS6wCJyKORMEjvf90o9pvDCiXJQTMUBp4CINKm2fVy28h9Pv6znX3jPPHQnejqRPIZl3zAKQXnX2t6qY7tn3tjzZ6r+Kgz5+iu7UcoJ97t+YU4xuc7rFVZNfKUEaJNghgNng6oaJ+dTZVpU2+5Fc/J5FDAmu42rji3Jy1o4hdQ1hOnxAi3ivnQbtxe5rkUP5/sZKIc8MzB8Ywn1QpKV8XRcVIggr79Dxh76tv85Tl/xe+98z/PXG3JcVLyK688j1942Tl8+CtPULnkevjwPbDzx3DzO6b1RnE4TjaUUrcADwMvUEodUkrdCPw9sAy4Qyn1jFLqn+a3NUH7eVRcuhuFt/VWiGrGmwMmTyvjwZqqhXS2+fgqIu6ZFouiI8U66GhaxTUtgqejxIPm2SIhYLwOWsQItIaUI/s6/rQv+MjvMiE/Yc2IybCUlh9XptUtCOevihsrZzxoSiP4idiZie8+c5iDcc6L8tjZP8lwqT7d6BJh73CJfSPZ8tex1RQkHgXJ/H9kvEK1KQ9Ja8HzFGjjZejIpRUpVxbMz7j8uwlvS4mLTpTjSnQCpsFwY8ieUnMLtFiCRhN9LCvuhSNPJ9UoY0tsNHPudvRNJuNKT0nWCG+e8Y93HjWGmAKrhx4jFxQxUsh6E6eGYPJIw2lvuB/iENFYaO29j85JWwnSy4Hy0FGIrwTP8xgs1tg3ZIxcpYMkHzLevmc9DygvzeGLBZpETUJUKOTS0cwW6iUi4CnW9bST8+HgWDlTjCeiHmnu2NqXtLGIi0e0VwdhdB9hGJH3xPYIs54xc+AMF6v0TVRhrNcUJrEhjpEoVOxFFWDNZchZLzLFQ7Jhv3FIqUiSH5dlslLHV7Bu4H7Wjz6eCAehsSdaPYzIRxUUppWAiJAjMp4YETvmWLBHbDk8wVStSaRrjUIhqvG6iPW2rulu4+qNq9L7KKybHMe99zafcMbHzcROJOacmT9sE3vlQccK6Fg5o2e44d4V3dRewIoe+1LU+zAdlX5qOva2z2EX1qZg/0+Se0Yq43RU+sxz29TTTGMEWuQVODzWXGZ/2mEnx6kAP/vMex5KZycDFJVApm8lk5upMh602GsdX8Oc5xFo7XLQHCcBIsimP2TsqW/x+8v+jP/9/jeT892tdyry+z/7QlZ1tfG7tz6LrLoIbrwD2nrgpjebyl8Ox0mKiLxbRM4WkbyIbBCRm0TkEhE5T0ReZv99dL7b0yqPZ7+QPTvpq4IqnjJJ/+y/H3ZtSpavBZr2vI+nQ5O7khjhHsW6Zmiqyvc2H2kwVkXgnD4TShx70HLWK6R1ZPskeXgIQRgxWQmoBJHJnVAenfls3ytBo4wXTEeEWrP8wJ1JxUAlYg1QSYqOpKGFZvZclMdQsbGwRtNZBmIhYgyZyVrIlr4pDoyWjFG4/fsNyzaunnqcJIlXSkMti7WQyWoa0gQQ6gjfhkWZPQqrOvPkPYWy52qyYozU9upw4+7sPo7YHkZmfZ2I3xTVYEyJALWiyX+JPWj2ePKHHkoN1zi/bprXo3X+SeqdkazLzO4zNdCzwl8E2mtDtleeAmXEBfvvh96HaDyKzF+h8cDGx7lr7960Z5rywMtRq9dN5VDPVgeMvWVoG4mWybvLblprI0AS8SZprz6z1waBFkTZ420kfrU973PV+StMuGUctVGdtMLMeCPBCJ+rLliZ5IfpqUEzFludccPyQrLlQs4jyPckhnW1FvDgnjEmazrNVbOiLRPtRqSFh3YP2/NiiBJxLYxXQvas/RlGcmdx7nITylnI+WlkpQj50AgGUQqGd7F27GmU7yPahIP6RCY8T9vzbFcemCixZ2hqWuNpwXwOaWkMJ9baVCicVhwk7sVXanwm2Hk7K4/cm6xrql6KEWgiNOSVziTQsstlq2Yy/TIHIwco1McZKZuw7cHJGi0/G2KKfVDsS65HZGVM51SvLeqSnistQiEoov3CdE9e00D2j5RMhdYoNAVugKrXxWTPZSgvj7LFfnOKZFKsLedntofZh+dzeMP1SPylQJp/HD/zeV8RhHrahFwzzkp2HF9E4I4/YuLpb/Hr/h/z5zf+XENog+PUIud7/N27X872vkn+4vbnTa7CO74El70ZvvgGU1bX4TgD0F7OzKaLoDAz3BpsPpSYwhlBNmpSbAEOjXh5RLSZGVeKWiiUK8a70uypScLERKPCKp71nhwYLprQMGX2t/ngKDsHi2w5PEY5iBCl0hwdu38REExJ/8TLkVRjS8sMeBkhYX4InmhE+RSyoi/LtKoFkrwmKA6Olkz1wTCtVDfdDkv3F3cmmpY/YrcZe73CUJtwRBH6JioUqwFtOePnUGENTylGy3WUDk0VygZj0YrepO+s8WpOVAImM+X0PQWRFYTLx7eh9t7LyFO3EUaBET0qZwoNWGPY13UjfPLWE5k0hc6cG6/pPE4N0jF1yOYQZTxo1sjzykMobY1k3aJICNbYj89jc7hXwwBIPWjZgiL2p8ajGAjbj4xbsW48cw3RfbEojsenUgM4CiNynpeIsLzSRDrNo1ISTfegtcirmzZwMeG+sbeM0mBSKTFbbr0jb8RQqDV+74PkFdaD5qUFIWIPrFdIvMhBFCJKMVGNzCRBbHQrL/VWoynXQ4amag2e69TYFnYPldjSX6aufbrbzHVuz3sN4qTn4D0AdJUO4g3vMN5x5aFFIxLhS4inQ+NBQye5W8/2pk2iAX68pd+eGjHRgfYZ1n4bkd+Bjkw1Si8skx/ZzvIjD8Lg9vR57VzdeKrrU8lxGYFmz0NxADNbkglbzhxQ84TDyOpXJNcsWz6nuZTOkA1xPjBeZ7IaGo/6bJ6lpjzEyN4Ly8e2JrmjaXSwCVUOc8vSyYkw9mZNp1KPQNcBha8gjCKq7WsZKNYZGDeCOn4ezlnR2RBKDDT0c8t64NNCJubvfM5UfnUeNMfSYcVZ8elv8t7gD/nLG69nTXfbUo/KcYws78jz5Q9ew9efOMTNj/aaZIM3/jG8/pPwlV8wvYgcjtMZAfHy5ivYGpYCLB95mp6+h22IY3P4mjESfQltfgK01YZRyqMSCEHYVK0P84Ue20OeDsnVxwkKPQCMFMtUA2M0IsLolPGIKBEqgdBRyBkPUaZnlecbL0IQhoTa5PU05DrZ9gFpobfUo+VhDNV8cxW4nnPMz0whkNSGyxQJmR5UZI5RZfsHtfCgmbjDJP8tDl8ctwIqDEM6S4dYN/gAo6WAci3A95TxPOiQvK8YL9eTGXAtkhilJqQwFR52ROwZmrINsu3wVepB6yr1IqVhaqHG05HxbPq+vResWImqZj9NRSgaCo9kBZrWsO9+CrVRez0bcwp3D06xYuBhuqd6zXYz99ayvqY8QBTtFdsOIW96PxVqY+b6Z69BVGemSnJV8oiYXD5EKNejaeF9nlImB8lOQniZPnqBzV07d0UHV5yzHE8JotN9KREKmSiaMNKtIzC05qz938u0gDByMgnL1JG9f1KvSSRCzvfIe8bLGok2AtyGOHrJpIUVsMpPzrdojeBRDs191j6+CyYOgorzSlVT4ZyMQIniUvppWf1QC8s7cqzvaWd5Rz55to2WStctVyo2lDNnWgeI8Vz5kha4SMQt6aRLvj5OVB5LQ6ZVZquRCe3bNTDBaKlG+8Qe8sM7yNVGYfwAo6WqmYRokUMe36U6ClNPYt8z9pTFM0YqmeCAtH1IvIT2CklFWRHoKuQaJ+dFUDpMPIFJfqtSDVU+pxGYz7n4Xnq+3ywbFJZjCoZqDo6Ze1ILhB1riLwCflSlWi4y9Pg3YKy3pQYMtUYic4/5HqBDBI+q9lgz/Cirhx8H0bz8/JWs7i4QaWns7xZXAbXH0exBi69h3vPStgCz4ASa4/ggAnd+mqmnv8mvVD/FX334ejau6VrqUTkWifNWdfKlG67mMz/awd07rDFw1Q3wy1+Eb3zQVHZzOE5bTI4Xng86NOJFIFebIF8ZavnlHwf9eBIhKi3F35bPE+FRtjkl2XXv2j5AqG3TZNH41THqBVMhLhdWbG8uk3Oko9TwrEVCWy5HbqIXtn7bGmFmBKI86kE4rdcXohMPQ2JjZMLsPATP86eHSqm0f9EztiJhGqZkPWhx498YbTyPxZ5LCfPLms6SPb+Szjqr2POXWSbvKdpyPqHW5INJFMr0mhNtwpAQRKKkvHjseWyYzdcRWqWhZyKpAARQOuTcQz8gX+pPDLH4fcEUTlEiaYijfc/XdeOZShog2xDHbI5KVqDZ1wVBlE+1HvHMAVshT2ue7zV9wbSXt8IvMP3Twhr5ylD2Ypi+eLoGfh6UR6E2xtqhh5DySFMlzjqlekQh59NlDecw0lQ6zuaxfg1eDiXaFgMxhn92/Chg8gierRYYixURTRRp8p6HUor2vI+PKcIQJucwahBo5VLR5Oxl0RGM99rrkN7bJk/LXjFtSp6rjJdGrNfZVzZPU5vflfKMByxe1obCxSG/5lwbIVqum+bFXpjmUsbLdg09hRc3BVdCpX2dOZ2iKdVCdg+mPeo0QnveZ8PKTuNRyUwEZHPQxisBed9Deb71oAlKB/gSEvkF2iuDrDy4ye4yvT+7SgfprPRRC42Xy8N6j3QEEqH9NpToaeGQAFsOjbNzsAg64N7nBxvyI5MiJ1HU2Ng760FTXiKUc54pepNin/3Egw4dBd+GYJol2ka2cc6R21OBo/xEwBwam6Fek9ZJ2LAW4ewjd9ART0Yk7RMkeV8EPM8Hpeio9DH0+LfpHSmbPntZb2Z7jhUdBRsyHoG9f5SY6pKxeGyvDprw1JyP73nmXs96qu1naHoSzXsNHjTRtNWGkxDt2XACzbH4iMCd/5PS07fyy5VP8uc3Xs8L1/cs9agci8xLNiznc+96Of/9lmd49qCd8brszfCr/xe+8zGTgOxwnKaIsnktUWBm5cUmpXtNYWWSGgyeUngSEal88ranoLs9P02gxYbLeSs7rbAL8aIKUc5MdK0cfYZKEJHPmbwVycyEh1qRz/nkJ/bZjYWU6qExX5RPGAaEurFSIbE3Ccl40NK8GhGN8rzpFSrj/kXKY9iGK5XqIRPlejqbbC2+sKHqnqCbvUWZIhlJOW6xRldSst0ahb7x5oWRtp4Dk4+n0OSs8aujrEBLPZ2JEWfLe2ePKCsk/cgcTy4oooMq7eU+e1aM8be+/25T5S4uEhLnJOq68ezEx2OvjZfxfjT0fcqE94nyGZysJF4ACet0T+2js5BLjWUdmf5p/VvIYkIc7cXrWGU8n7EwjRqrzhGFlOshPR25pDdWoIVz161lohLQX6qb4h6R5vzVncaDlrlW8ZWV5NisEarFhBZmPK35qISUx5PiHkoac9C29zcWcABgdB8cfrLR21TsB0XSKkFEbA5SWmI90kb8eNZcj7SQV1FaJITsPWgFWqZCqiiPUqholxq5mi1+FQu0WADZ/C2JhHrbSgC2Hh7nsf2j7B2eYlmH8RypTBN5leoz4pL4WS5Y3YWPqbiodIgnEb4OiFSefFBMVvYy4a1mgiCiUrd5YsqKIh2YSFgvn1wzD2noYR8EkfFyRQETlSApg2+WNWiJ0qIqnasynxH2nNjr0JbzCMKsQDP3Yj2ujiqQ3JliXiiM7TLjiK+l8q2AT4XNNDLPSRRpPF2nrTZsi7/EjcXNuuNlU2ClLZdLxpxMzkweNmPwPa7ZuJLL1vWYUEgtEEWJB01hKteKyrZE0Cjl4Zm46kahJdqW1zde93gssXdRi9BVOsDKgYeT0M7ZcALNsbiIwF1/TPnpb/CLpU/yJzf8HFduWLHUo3IcJ17/wrP4g7e+iBu+9FhSgpmLXw/v+Rp8/3/A0/++tAN0OI4LpuCGJxHs2sS6I3dhc/lNEYOsfSEaKuOmOpgyRrrOGOeiPM5d1c2GFW22AqRZOZ6ZXbvMhIUrifDCKqHfRqXjbAAqtYDu9rwJccoINAFyvpmRrkeah3YNsfngONXQVo0cK1MLooY+aCBJDlMiq+K3whptpUPT86aAROU1WZyhzY+Lj9G8loaqIcZbVAgmoDppwvZiIzOTg5X+37h931MUfI8j42WwBpQkIZqmop2OokR8nLcin56cJKTNGmCJZ0MavVw2LJKozrLxbawetTm2mSr45tBtiGOcr4MxjuOy7UmIY7YdQkOIY+ba2RDUWCjKvvvoKvXywvXLaFeRMWhbNao2I0nz0Py8EaD2eLQOkzM4MFnlqX0DpqG0Ug2pB+uXd7C+p51KYMRAwVd0t+WN70qiRKB7VgTHojQWPpHWaK1t4RZDISqjRTg0Zhv7Ngm0rkILUzTjfUmEYf9z9vmKBVrsQdPJuKJ4IkSZQi+RCPmobO9BlYrcWDWgpt0PRWmDjpVpHz0b4piER8YFSESTkarUAnNj9LSbey2XVA9SSWimVMZAomme6LacRxgE7BwoUguCJMQx9My1ie+cLi/iFecbUah0CJiS7w0hjjZfTjKi2ouyuVeKUEfmHrWCr7Hvn53gsEVCtPJ57vA49TBq8qBFrB18iOWVAw19AmPnYLkeV9s0Y1PKlrOvTkyLMhBb/VNmawSQeTZztj2EoNBeHk9MkZF47b3DU/SOlPF8n9e8YF2j5xWQepG873H2skJyrcJIEvFsPGjpeUzWE5Lr6SmVtJswb+rk+VMZoZkVaG21ETylZvYSZnACzbF4iMBd/4vK09/gF0qf5I/e9xau3rhqqUflOM786tXn87HXXcL7bno0La99wavh174Ft38Snv3a0g7Q4TgOGG+NISnNYAWaNHuFdt/J8rGtgAlx1GS8J57HxrU9bOgS1vfdzR3bBuifqBJpY9TE5cqVaLywSuS3U2tbhScBtVDTUSiY3BkdIfYrXVDkfCMHqkHEaKmM8TIYUXRguEgliBqMaEQn62dFGwD1KdqLh/Ay1ezM8UpirI43hVEZb5nZ/pXnraLgZfpdxQIs3v+uTbDtu/Zkmp5iseBMDM7MmQdzntf3tBsD1Es9dXGFQaUUURQmh3D52nbampuIa1N1LRayE+Ugc+xwyRpTgU+HNXJhOTlf0+b3bYijSLaCXLz9XHyyGnO4WoQ4gvEkGG9EVqCaM9nhC/VA25LnjZiKcpnr6eWTIg9gxEdsONe0RxQGBKGptvjic3rI23NY8D1yvqJKG4Liko6iMdhtq4ck1JPYo2nHaa+tycUS8x0QDwUhiDTVMGJ1V4Gc0g0hfi37w2cmMbLnDUBHjQIN69GMc7F8TyXeIq2Fzsm9gOWwNgAAIABJREFUiQfNS4qwCyJpVVMwlVHjZ6C9c1l6ryjflrs3gkjiQhM6NcgBamGEQljRZYx+HRvpykcpaJ/YC7vuZOXYc6iOxonrnO8lxn5QN20MPDShV2g4fqVr5CrDdE314lkPV9yTSynQkk6KdLa1UbC3WSIuRSjWTHEb7cUiXjcUPEl6lEVxISOfYiVgslJnaKqeeutEaKuPs2J8C2Epbdqc92yxJNLnxUvEMGmBGt+Iz42ru2w/yHRSpyUZD1pheJsdrIf2CnhRHRVWuGhNZ7KMYFpE5HyfnJeKXPIdeOO95gaJJxhisSUhKrm7zcRQ0moA7LkyzQFzyhYWIX7eo8SD5gVTVHfew8hULZmY0tpO0ihYNrmbZZO7Zj5WnEBzLBYicPunqD7zDd4+9Qk+/qtv5LpL1yz1qBwniA+/5iLeedV5vO+mRxmMQyU2vBLe83X44e/CttuWdoAOx2IiZMRMbKuYIDuloH1yf7ps3GdMh6i68TJHDbPEKsnjykfGwzAwaYpMZAWUkhAVVYlUWxJyYwwQIwiV6MTg8XUN3xqoYj0MiBBJ7GWyYWlZq0wkCUlMix80yiLl+/YXRe9IiWcOjSdj75uoN4QHRhljq6ezgO8pwjA1EoFGw6dpDLHBr+MQN9UoCDoKPu3W+gysURo7ZZRolG/Cni5Z183rXnAWnhgPUrTs3OSwtI5QXg7B9Fgr1kLaq2lOV6evOXdFB2qyj0I4ldiOT8lllHQ6ds/z6SwdMoLB8xlZfRVB19nWg2aFho7wJZ1Jl1xHetyje9NT4PlMVKrJuY9PqfJ8On1NRWdDJ8NkOU/BKzeuJBFpfo5Ia3zSAhjxe5EyFUhDbcK1lFKJbDHGrEcgPoXlZ7OhWxmDFNNfrjFAkFRI2+sVRuZe8/NxOXtQnmJnyYjd9rxPW5PlqaVRgJkD8u3xS4O70jil0nDKyBanSQqeiOAXj8SyLfGoZas4xic2CQnNhDjG99/qno707rf3SBLuFws0gbN6OowgzGjM7hkqVXeNbUOAzvJh/NoE9cLKxgWMe8bclwp0vouIPL4NWQRQYZX24edYMb7FhjhqRqbqiBZUphiP4LGyq41zl8ce+BApmPDoLYcn7PHnTI6rhA0hebE86Z8o2Qb1pkpppDWP944xMFmzYZ+23UL3OqKJvsxhCL7nJRVCTTVFRdJ5Yf8DCCaPFKCnI4/n+0m4YEO+apaMpznSQk+byZPUth/dqr6f0FXwWdPdlnqF7cRDzvcotZvIAzpW4Y3spLN0wHjvMZ7kKNJGRfm5NC9RTRdoZpsKz1M8vHckOUZtcxjj5XYPTvHg7mGCSNOWi8PDzaRbz+Tz9EzubH2cFifQHMeO1vCD36ay9Ye8tfhJfuudb+ANl69b6lE5TjC//abLeO1la3nfTY8muSicfy386ldMTpqr7ug4bRC0UhQvfHP6Smz3da6lcySTG2ST/j1dx9+1iUJ9rNEfoFQm3M0YLPVIE2khrqOgrHGsdIT2fHTGYPBtKGM+mECUnxQR8Ww4WmTzUOLAm/XLu7hkrTHUkhCseJxJeE7TQRHrMivdlMdUzRQaicfue43mRKQ1kRVOvu0bVLStBNIQx2YTJN1eIgBsDloqiDXXXbKGDSs6bANvTRBGXHpWNxetNiLAR6N8c9zteZ/lHXkQTbX7XMIVG5Oth5FGWQEVF60o1MfwbY8wTyLw80yVS6xoU4ysv47Bs65jNL+O8Zq9VoWVRnwroF5G41HtWI/22kBHDJVCxsp14sp8kd+OFkl6gUZeGzK8O8kBEnxTeCQJu7QGc66NNhVSlhzbjkyY2f6wsSddzs+l59TLE0ZR4kERHSZekkBboaZJQkCTSC3l4XuKehSh/JwJp/RM6KSSiMM2NGu8XGfnQDERaLHIMqIPKxbsUJQi8tqT3wvNulxL0hw7JeutbDTYk+p3YjwWPcVdUJ0gEqGtNox38BHjKROY6rnMCiixAi1K7imIJyzs9qIwMcbb84XUs6c8o93iENa4CIdoVne32TxHs+wlZ3XjJwVQ4lmSbD6lqVzqW8GYxchkhdEpiqBjNaEofJW2KMgFU/iBmegxVTY1fRMVKvXAiNCMB1d5uUSgexJC24rkTJ63oh3PzxFG1juvSIqyxB8AgxNVI4CU8RBX6qbX3v6REk/0TrB/YAyloNC9mmq5mLmgNHjbtaQetKSYi5cnTxxeacaazUFr6VUVDVZk1r0O1q/ooMML0V7BpraZ53Dj6i5WWy+mZ0OM23I+5cie75y5trlwCvbdZ5dTlGqhEf+Zyp6gkpB0EzWRFlcqZPIstcDd2/vYOVSOT0EaMQDkfSPQTFQERH4HLz5n9toMTqA5jg0dwW2/SXnX/fzs5O/zO+98PW+54uylHpVjCVBK8T9//sVcdcEq3v2FRxiMG9pe9Dp4x01w64dg3wNLOUSHY9Hon6iB9YIoSHNgVl9KYlDaIhhm9j0EBbnauDH2EgPUS7xQsWFkmpg25YVIaEOdvKQJL4DneURRREdlgDDXhfYK+EolhqjGzxR3UJy9souLV7fzCy87NxEJ2JHEJkGcK9UcWqaUZ8ObMuvZsSjPJx9MJC+HWpIZdD/nU64HbDtic3pEE4kmlCYTRCQ5F/GsuDl240GrF1ZQ6Tib9ryfafqs6Zzcy/KOQlIcRImmrdBmw5GSeC3wfDMm63HZMzBBIMp6Go0BX2tbRaE+mpxz3bmWI+e8Gb3+pdTzKwgKy5NjABg669Wo+mTmNSt+bG7T7qESe0fKIJExwFWO5/uL+BKxYWUnUa4TASPiMIJheYc1CM3AjPjz2/AkZLQcMU43VdXZ0GdPKWU9omb/I1XNzv5J0JG513SY3F+jJTOBFmmdFLFIgkiVIucrU3nO90EHibhXEjFiq/3VI81kNSCK4sIf5mcURcYDm7lHlErD2ToKPqu7Gj1MWlJv67YjE/RNVEieIYFsaXlF6q0TkeR6+MXDaA1tkSk44omwK3cpxZ5L055tykdlis+Y2qSmj+BULQQdpvmhfqaIvmdCHOPQXKkVOffwj/GrY4DPWT2pN9TPFmqJczzF5ESKHfPA+tcTV8zIhnoCNifSBAfqfLfJdU3PBmGuM5MjqpNnNNC2Z2ImR0x5KhFoSkeQM9egkPPZsLIdpRRb+qemeQbjIbX5QqevbaNnYWCigqAYmKyiPMXEVIlQKzq6lyOje00jenvRfD+b20kiTBIB6bclE0G+naQKtU6Ps1UJeh0mnzeV/ErU6ktN7pn9zAj9zsT7lhQHsp/B7XmPSmjeu2d4BVH32ab9hKUz7zNYrBKGdh8SceW5K1i3vDP9LEouqwn5zWWuXXtxP4XKIOMVc6+W62Hq0fWUjXSw50Mg8tsbGl23wgk0x9ETBfCtjzDV+wxvHv84H3/Ha5w4O8PxPMWfvv0KXnXRKt71hUfSylCXvRne9jn46nvh4ONLO0iH4xgRESoRVOOQPZX2yfLyhdTx5GXC0azR5YkmwuTIdOR91q/oSIyOWEzUIlO+2VdxyFGmCmFTyI2nPCr1kDYVMtV9AdorGKecLYZgciLSnKZs0YrGgzKz9yoxJRtDjUTAV5J40BKURxhphkt1OsuHk8IKYvPGFKYB74vWLaOnLS2VPzBRSY6jHITJ67EHTdviCP+PvfOOs+So7v23qrtvnJxnNue8WmkXaZUTSqAIApMcsA3YxmBwerINxuk9bByeediAZYMRYIINwkFgwAgQGEkGBAhFlFbSrrSrzbMTb+iu90dVpxsmbJpZbf30Wc3MDd3V1X37nl/9zvkdPQS9pX1957N82QryiWbZmfLhyAAhDlwVrYWcTgFLHJ+IzeCZrOjgNjCqYBS3i9j5zlE+wvFQ0iXoXpGarqSZSDBwhvmlEtUA+Qq09bcg63oQVMnv/DZudZRdrWcw2rMxbgisFMWsIWXSxVMV2oYfIVDKrLoDbgZHVSkrwb7+CxhrX5UmaOb/Yd3Pw3sm8H2fSrWiU3D92CQkDF79QKVr4cw2XCkpVQOE9MCvIiPDifqeWdWwf1+U4qgaBpbhuW7JuqzpLaSfU/ERjFd8Do1XUtdoKuVNCPyori5g0tjcu0eeRe2+n4yv56RULjE8UaHsK+PIh2k07aOAfaOTuj+VkByeqPDoniMov4R0XDYMtSFMLaTep4waRuv0ZvNwVROVvtYs6wZagGQPQfS5CLchw/pQCKRLbuXFrFu6OJXGvHGonZactnsf79/KRNty/ADjGKhRcVvi5vVBlbwrGRr+EcV9P0TKWLVSAI4XOYdK5aPcuC+ZMH0NERLHn9S1hTW1jaVKhUJ1mGqmnZB2uo4+j8v72siJKkq6uC3dmoyUwoUKrTKlUhxNLW1EUpxMRE6FECDdhCNikx5hiRTCSiBwPE+7dQrJeHERlUx7xE8j4is1QdOLUfqxEV9SGTgztaDUlvfwHKENesw9MuNK7ZIrEgqaCqLPTLInZPuhB3TqqklTDyFUFVfKaBEvXORSQta3LKmBJWgWR4dqCT73Rkb2PMFVB3+D3735Aq7ZZMmZhSZpf3zDRi5a1ctrbr2XPcOGpG24Ca75M/inm2H3/XM7SAuLY4FJ66pUA+hbT0vW4cCoDm4c6TJWrvLQ88OabBx43KyIm/QWAnyjimwYamd1fzvUpgf6OkAZ2Pml6DERETQTHJj3SEfil8YouroWo2yCKUlAYAhaT8ElrLkRoSlCUEPSFGBSEWVoL55Q0HQMLRoqaNrCX5D3HLyKDtKUUuwzcxJuNzJPMaliYYrXw8/HgV0YYfkyEw9LxSvrq/tbU7VzqfbLUUqoj+t6JnUrlIh0m4AwSnxqf6gcSFO/FNDfmmOgoxA736kqoUOkW6N0dLa1aZtygGwbgZPT9uam3qlUVTy+ZxiEJJvxePrppzTxACYLg1SdYjS2H+08jBTQ15ozgRvkJ1+Igm0J4GRxVIWwH9xkIJksV6OG3cKkkIUsbNzX6k2Y3qqUH6mOG4Za8RyJr9KEItxQeKzScbWCZpS5pOIQIuy/F7o5VoMAKeLzCKTS+YQQKbMH8+bUn64wj+U6KGc7SKY4SpFoVK0UE8qjUhxCVCbgwGN4Va2gOfgoITgyqVP/hFHQwqvlB08f0tdzaFyBJrGthTwr+1oRjptS0I5MVk2/Nb3fyWxvTJ5JzFlSxTIqKhCl0poPErJ9kK5irBKDrs/zHK3W+cU+HMfBr0zqelLzmpG2lbBgm96XqqICn8LkHjKlg3iutqoPCQDCxYkIWgWcXDQECWxd0gXCoXffPTiHd0QETSAIZJbs5H5y/ihjbieg2Lq4g7WDOi0v6znaiEh6yHw7ZbcFlDaDUegU3jhN2aQxJs9koGjNuSwz/XGF9CKTEKFigvb84Qlj3gM88x2YOESgFFUErqvnTwmHqtuacrINCZpCGsKYnGmJcmMFL4QrjbGQdOIaNIhUVaOBmvMroho6PQZ9fXuVkdQ2hfJxpb4nRCmf0ZanhiVoFrPHxCH45CsZPvACV+x7B++6+TxLzixSEELwnuvWc+maPn7q1nt4/rBZVdryWrj89+ETr4C9j87tIC0sjhJV4VJ1W/QKfP96isUWKn4QqUUgtLOakHBwR0QyAB2zRQmOpFPBzM9AKZRfTa2wxv2PhO6xFa6iF7qRqkqLLBNIj7HiEl5YcIUOSJWulcs6UDBW5np1uKYnFkSpmFLEY0v2vUIpVLZdv0u68filEwUenYUMbiXuabVj/zgdBd0w2RGJPmgqMMFObYpjnCIYElGlFH0tXirgr0UkUugKEd2SwHWRqoI8ZAw4jOV9oATlqs8Te0cjhzqFVrxynoOQToKg+dowgPoau1XbX87uwcv1PAmBkhKqVQIknhSMVwKGJ8p0FDIIIdm182kOiTYOd2ygu5glrLYxM23MUPRxa0KhZyhA4bt57TwXVKJAcNyXkY15vBkR1epJ16OYMQG6wChh0FXMkHOdyCLcEbWBokioD7oGTQiBWx3TDbDDOTf7qfpm4cBcBL4f1zuGWNRVwDPBtHBzeoF34jCb3Z30teqavOT5ldIQGy+vU3RrQukgMMRb+YxXFFlPk6k9hydRRsXRza31+wqeY2bTbFdBNXxeiGjXlXIJonS2uD/eaEXx412HjSJqxuBk9cKLaYTsouvStDiZSHEMVUfHM6m0xMeqVF2YLqWuDUTo4w4qk7iOjOo5K04B0bFIb175qCBehMgYlejQuDEVcTxc5ZtjDhCecSU19a2e67B2qIO2rIsqj6faN1TdPNnyYcbzgzx1uGoyABTFrJ6fnJfRzojCRQjBZDXgmQOjfOmB3dqBVoqEmpcwagkzDaoTCATdRWNi4iT7oOkUx+89fZDvPX2QH+48BD/5T547PM5Dzw/r1wlJxjMEDaPWBQHCLA6Ec6JTmtNtDcLPUG0NYMYRqRRHhMAPoGp6TxLVLurrJqmgVXPaFK/itkSP9RQzSFOfqpt0qzCzNcqImAqWoFnMDoeegY9cxT46uPSFX+M9N2+35MyiIYQQvPvadVy1YYBX/9097NhvAreX/AJc8A74+A0p9zILi1MFYyqH7+Y1QUMH72HNhJAiNvGIHL0gNurQ4lUyOI9+S6S8vTA8mjAp0CvgYe1DNdNG4Oo0MTebZyI/SMFztKIjBIGTw3OkJo3jB2jb+724jsjR6XZJRzQ9Rr16LaVAtA7oVyeUDd/NUepcxZHB8/UKflTr4uAHiq5iFs8VkZ13EARIKVjUZZoci0SvNqUoVaopi/J4ohKBFSa1sjqWmqckBHHvsTCNShLgmnQuxvZGxyeErsgpV7Wa5FTHqboFUArfD3AciY+kffhhCmPPIif26zQ/6hU04Wai86tVEwfllwkQxjJdW9/3tOYpK4FbHWUyN4DsWYlvUhfDQ1LG3EGIkKDpQD0IdES/f8FLdbqa0ITSkYJS4EQNm5OzEc2kk2V1fwvbl7abui2d8qrTQxWlqq8D6Zo6Q0TcF60caLVLCJlqkKzHrI89MASt4+CPAKOgUUO4hKDFNG/GzYFfggNPsEzt4szFHUYRi/wVjUKqt1EbREv0teVKHexPVBW5jAcoDo6Xo+bimkxJWnOuSW8zClrCbl6Z4wiJRLVcQpn0Nem40XVVDcJPT6jc6fMUVmoS+BSf+Tp9e79Tr0gGoYLmUKoGUfsMMwhQMJntjV+eaUOhEFIrqUFlkowrCbP/tICdXNSJ2yc4UqKE4Kn9o3repItLFRmUNTlyMjFJNI6Vbfkshayr7zWGoCkUuXwLMigxQQajqSFQdLdkOWtxJ1IKvT/pGUIveGT3cDRIJ5XiqC+HaGq8ApV8d2qaIgXNjGDP8GS0sKsAymMcHq8wUfGZHDybctdqogbxwiEQAghMvWqcthvWnKbTCY0kWeMi6xmnWb2IpYlYS9alkulgz8Aleg4SiwnJ+kHPERzs2sLe/ouixxwpkUHJHLvuwyZMZkOjdOFaWIJmMXM89wP4h5eya+AyLt/xev7k5q2WnFlMCSEEv3PNWl69bRGv+vDd2t4X4Ly3wbafh9tugMM753aQFhZHibOX6T6P0tEkRZov4lr7eAWIoGJSHMEHDvecpZ+sczLUjmDP7BthvFKrkMSv9R1tTNDXmqPUvpxisYhKGGvkPa0AjJd907jX1MQYVaS+Dk0HJFIAmbBGKOD5IyW+/8xBDspupONSznZDMRFcGfc1x5FG6Yhr7kJVKFTQwh5ak5UqB0ZLLOuLXcy0CUO8gp7syZYdez6qrapFSuUTpk4EhfQ0yZBZs6JtCGipEuAHAa1ZF69yhIrXbpQqkNJlaU8Lfa05Og89gDN5OKGgNVfwwnP+wM4DjJUDXEdQMSRcSJ3u6FbHqRrirK3oiZQhX+aidDlllBOpqacJbgUIRx+ZdGjJuoz70vS/ig4dANfUwPheK46UZEzTbhVUG85hVyFT91je2CyOVw0xESCDmt5r5hr3fR83NEkBqn5IGGr3FTvoxWYSIHfcRX5spz43xsRBQshEdCPqmtgalFHZFBVf4bmxigsKwkUIQUSG9DmKZpW4dYOMatqqlVhBEzLumVc26pU0zyml096CAJP+qQm1Wx03DuyJASdSHBWKn+w5Es+M2f6B3rNh3XWw9uVU2xebOTepsiJDxjFNnMO6zgRBU2YhBEi4R8LekRI4HrnqCIO779TtFKRnkvRUTKKlroVyjzwDoy9E729rbWXLwg4mTD+8UEETQkaLLo7Q8+CIuPYxXABwnUQ9nCJS0Kq+ghWXMta3NTVNQmpjmnA7j+6Jr6mko+P+nrOZLAyQyeSgbQGl4hAT+QFdaxsYSihrCFquLZ3iKMxiQM2913O0EY4Ia4eFZN1gKy/fNBilM6/oyZv3pd1IPanvPVduGIy/FyQUx3bpz7MgdY3KoApDZzIVLEGzmBl+/C9w2/U8ufHXuOaBS3nvK7fwMkvOLGYAIQRvv3wV77xiNa/7+3u5+4n9+omLfxs23KiVtJEXpt6IhcU8wyVr+rR9O+AYlzcd78mEcmb6NQ1tjSulhCBQAj9jyEmDFMeKH6RWWCPHx5Q5R7yKe+VZq8htvjE1PiEEOc9hsuKnVq+FMayoI2jGJMSRAumGvZN8dh0uRfvWMbE+jkOLXqqPDUHVD1IOihC6WoqIoAl03zGAsckyoFgx0MO2K16HQBgFMq2g7e85m9HiYr3NJimOQvmEiWImiRNn5DkcKTnSuipOMTPpaA/tHuGF4Ql69nwLgaKcadMELVAIxyHjurTlXEZaV+pVd8coaHXSSHIQ2vylZXQHCIlnFFUhdIuBSe0YQuDkyBhlU8WnkAM92xge2K5X2U0gaAQBk3aq51AaQtGacxmrwsGxcnIIIASTuV7GCwvj62p4lyaugZ/aZwhH1Cpo8TU2qgzJVaouJStUP/2qT6ZymMlcP8Pt641CpOp2FF27hW6toIWpbuP7KYztRAHDpg1DAFG6qyZVteqHonv/9wFFVelWE2ENqBIOOBkIqqSayQtjzFCZwCmPEKWqoaJyTD/RdiEZ5FcDSU9LloVnX8eBoUuN8uYYoqePK19opbvg0JFJqJgmvQ4hImWuEqjE1IQpc2iHRS+P37aY5xa+XKuWAg52baG65joUgrGyb+pZE/sIHSKj6yO+VwjHjdLwqkqA45hFEhGTaKPYhg6OeptayXMdSUnmIUp7TpxXIWnNewTSMyVZ2kCjp9VcMyJtWCIEtOddfc3W9j9EE7ixkp6rRZ351HNJobiU7aFU0QYeuFlG+rbpjAIz1/rai7fvBwK6llNZd1Nqm0rBRPvy1GNuqNyGNWiGVLqOjBbdMuXDZt60mY5XHqbz4I/wpJ6DfMah4MVp0bnJffQ98x9aaFXKmIwIhKpELQOawRI0i6nhV+ErvwdfvoWHLrmVG+9dxZ++cjMv32zJmcXs8PpzlvC+mzfzlk/cx5ce2K3v2Ff8Eay4VJO08YNzPUQLixnBc0REzkAraKBDo0ipgrg4KgGTiEPUJyoMeIo9BInmxVkHzlrcWff+aDtT1GSFTzmuR6mqexzFK+aZxgqaikmOcE1aU8IQRKH7Y0WF7kZN+MZj+9hzZDJydwsJWkjkwuDN0Xl22pnwqW/SkffIuA5kW3CktnxPKmgBgkq+j6rM6BYFTRW0eI6lFNoMwfcRUqCkGxOLwI/MWCqlcbzKEV7ov9jYmhsi5GQAHUCPF4Y0sQ0VtGnm2w3NAVSgm3KbtDjpuJEa6Ds5k/6o4noUoOq1UnbbEALKmXZGl11lXPDi4BbpaEM6IWnNeYxXZZ0VuTLbOtR1RooflQoD+rtcjzZ9XdaVoOk3LuzM0z+wQD9UGWVf73Y9jaGjXejAWSqTKQ9T8VpRQrB/ZDIiyqnNSslzC18OuY5UrZMQ2uwiUCKVxhc69gXI1KbGStqNMj/5gjGSELiOE5H0jmJOk9mgAkLoQN5sVAkHWR2l+/m7dD0fAumX2GPchoMgQHlGPc61UTI9BSuBwnMkwitQ9Vp0bae5/sOFl0y+heX9XcjqRHzsQkRKjJ+Y58ihMNtaN/2xs6FJ9RQOXjaLlDJSlVKXYqDrSZVwo1RDwvk39WFZ1yGX9dAupuHnPHZxlEJE6jbA6MIL8fP62M/dtA5XalUs+flESLqLWS5eOxSNeUVvkZyr6/0cx4nug34Q4EpJPmN6nUmt7k8sOA+yeqEqrIlc09/G+sHW1JwEyetVCHYeHKfXpOFG5XxIgsCkICbIdbgA4ThpUugrxWT7Klh0NnSvBMBz0GZMTqygJXYMgFudiHbqOYLC+C4K48/hShW5bYZvcyQ6xRG9VKUX8RSLuwpsHGxpSFSTsATNojnGDsAnXwFP/zffv+oLvOYrDu995SZLziyOGldvHOTvfmYrt3z+x3zi3mf0je6aP4cFZ8EnboLJ4ek3YmExx6hTIRJ20YJYQav6PhU/ICj0xAvPpvA8Iljht3nf+lTvr7ZsbLsfh1z1hG8qeK7Lwfb1ifoLoQlH0IigaZUqn3UjotJ65PFY+RBxmpU+Dpex4mLGg9A0QKsVkYIW1uSZujkduyiqgeLQWFmn0Zlx7Ru6jD0jVZIr9FWkbu6KQNbWy6XGXZ/mB9oJMJAuIiQDpgZNK5hQaRli05I+Ng51aMVAGTJmjs93soYYuWYu43BpcVfaJl6nb5k5r45ou25TaySlRCqfvOfgO7mI5AbmUMNawqrSqXxVt4jI5HUz20C7TAohoG1Ip0oFFfKeE6W5DfT1Rwefzyb7i8WzUcl2G0Wp1m6DBqmu+hVbl3RxplkgEEJQ9VrMvOQ00cLU7FRKFMZ2MV4YopBxdXqpUNSmj0V0tMakJvwcKDSp1/Ojouuxrpm50K+u+jqFVgmZsqFf0uERG3wIti7pjN6mbfb1p6hn/3dBCEbaVvFs36UATGa74pTFQheHOjbqXmt+oJUooyBX871M5sK6sSA+Li+vm4cnbxCGaLbksvS35tLlSEXQAAAgAElEQVTH0rOa3QuvST0U3UuIP/+ulKkU22Q9VXdekyslJEJILlrVy5KuglY4vTw4GTYtaCfvabOeQIFXOYIYP2DGqcnnwfEyk5XQkVOisp2w4RW0F7O0F7yY1Nfet6RnXDr1tZXRFpy6htKM0Q8UGUfqukFUZHgSFPugoNMBD5jefIWsU3eN1t71Do6XWdAZ9qBMjCc0HzLEZ/1QG6t7NJELF1j6zDmYKOvMAjoWw9CWaO6FCrQCq2KTGYDullzq/IDAlfECkWc+6yTe5SQW4SS6t6VQ+nzmvdrG7PWwBM2iMZ64Ez50HrQv5Jvnf5yfu30377t5M9duHprrkVmc4jhvRQ+fetN23v+1x/nrrz2mv0iu/wB0LYN/ehWUx6bfiIXFHKI2zHWSdUoyplGP7Rvn/l2HGSMXxzXowCXmTFH3LpKhSP++e5M71EjVW02h6JifVRwmc33aMMOkNEk327QG7bwVPSzsyCNyOhj3/AkOduk6CSW0YlMJtMGEkILDnZsi9bDghQpalbbDj+AH1SiJLExxlMDh8TITlYD+tlw00uV9bbqPVmKFvupD1jUKivIbGIqYY032y0oE+zlHsG1pr+4DNXYASiORzX6gFEG2k6U9RRZ0FVAYRcvVZhNCCN0PDRGlZbblYvIcEpe1A22p+Q7H4zqSqtJpZMLR6oN2sxQ6mFWa6JZWXsP5F1+lSYlwGF1xPUrq/WZch7IfmBQ/wM1SXf0yDnesQ0pB1tWK1ML+vuisZ12XG7YY1Ss5KMelVCrFc+gmiELtddBonk0QOtK6kuGO9dHDPa1ZZFBBEFB1W+gu5vT8JVPhou2GwaqTylmT0TkTpteeUXMMQQsSaYpg3qoUniNM3aeMrsGx4mLk0BbwS1Ebh7AZcNI1tOSGCo1WWQNjP69NU8JnoJppQ627Xte5mRpLBUwuOh/fOPtFn3bhmPrOZK2eMCmOEsdxGGyvIWiivl4144TtCIgalrfl3VhxJ77e+ltzrOzK0FbI0JLT11d7IWNUQ6HNLtZcE8+/lzXKrYCJw9E56Spm6G3JsmfYmHKEO4h6t2mTkNTeHVO76JeiBumCQPfzMyQkMCpyNVDaQEhod9JKtNAjoNgbKV7dxawmLjWZB8oYcxzp3Radp0JGz03R9FYM+/RFaeZAwXPxlFaOHSe92PXQ88MMT6SNb1whkKqq01wTPdcALljVw/rBNtrynlEehWl1YgiaE/erC+9DUUmgUsigwlP7RylXE6nC0hI0i9mgMgn/eQt87ufhqv/NF5e/m7f9y6N84HVnWkMQi+OGjQva+fwvn8vtP3iOd//bgzo//qZbId+pSVppZPqNWFjMFWpiT7ngrPh3oxgB+CYdrFwN0kEmJL6ckyvA+st+aXeRXlPL0Wy3osHqa8qpbNnF9Gx8KWcs6qK3xY1WeoXjaYJW14sqwHUcxLrrEC066B/syFM2aV5ZqRjqyHN4vMyXH9wTjcVzHPpbcxQykrznIIMKraNPIc1nWIR1MUo33i5VtEGHK2U0TzJMKVKJRrQKMq5MOO81IWgEVLx0SpRCB/idrUV9rE99A0pHCFsgoFQiLdUEoUoh3QxhQ3GEDigHuzub1lsv6S6YY0w/7kpthiDQKmbFbYlS7cLTHiiFzBQQjosUhmyYMUmhyWm5GlBadEF8Xr08SmZoybhRIN/AQaNmgiTdrUUOj46BgonlV8Gy2GmO4Z2gFC1Zl458psk862vnSPsaSrnYcbAl66JNN2RCJaVhimOsuIQKWnLUIqR1OFIwUqoyNlkC83hyS7ruK6C7RZMNx5FaGQVGW5bj9q2GykR95iZhbzAoE9qzp+EneGUYZAfSM0RQhIITyczSaIFAOrpe0a9Ex65r0MLWEXH7gnOWxSY7tVnQhaiZu2BZTwvnr+yJSGa0TxHOhcZAW44NA63Rk45ZiEgqwEhNIA93bNDnKRyXGUBPS5bhSXNPEGljFiHi10VPSAlLzovSA3V7C0V73tMpjlKmFLSwOboriWowAehcAhtu4rK1fZyzvCva/iVrwoUHyIw9D0pRzul5W9UXf97PWNjByzYN6nMbtTKpTx0MFbTkccWukeY1Uuh0aseLFgiSCElh+Lg+LYqeom45IEWc6g7JxQcSLSqSF48laBYzxZ4H4e8vhRcehF/+Dv9SOodbbv8xt/7MNi5NfFgsLI4HlnQX+dwvn8v9O4d5yyfuY8yX8OqP6xqFT77SpjtazFvUhrCi0BlZZbfmMqzobdVBt9CBYNVXVD2jtgioBqCcPPSujSN2IXAqo3Qe/BFnLOqIg4Hk/mpqMWqxaUG7eUpASy8dnV0s6tYNZLVJAroXUnUiVQcUb1uAl1jld/RqsScF5y4uphqzhpioKnpbswgUhaxLZ8bY7COQqTo7RdaB8XLV2J7HR6Yd7tB1Uua4SiIfKQFGc6zbdzT0un5q6AArdPMLHxYOSpj0QrNqH6a0HW5ZCQObzVyZ4HzDTYhCVxxcOo1DJikEo12b8J0cgXDxHGkaVkMu43HhJVdTXqRJURik+0EykNM1MeF+u4paBSlVA/xsexToteZcVve30l7wYtOSwTMYbVmaWhiIZxaQDoW8aaKNAK+gnRSTmBxm7UAbK/taplTQah8T5r8wDdGRepEh3aw5HFCcKqtNauJthvG/UvH8PLl3RLcfEE5iolyOtK2O3hsE6X2FDYXjIafnQxknTJ96cttTzOj+Y+Y94aWu0GTakTFRTLoKRuY/0tUOkInPlUKYnhqawAohaMu5dBUzidek57ZoPvdC6LkIWx6kzm1IEFwXMgmX0nDs4eFhrgnpRKRrIj9kXDLjcYHeV3hcSon06RMJBS1JKtqGIBsTQ9DK1tqBNjKuw8hklVLVp+qrxAKFpOKH7qTxplpzXvQ5A030FnaaViLlEZ2uacyLVvXHvcakFOZ9Mqb5YQ3awGYYPCM6vikhBK4wjd2dsBdezed92cXhiwFBxp8kIyVLe1rwZLzb8LiSdatO6IKauofbGjSL6RD4cPffwEevhjNeAz/z73z84Sp/8sVHuO3nz+bcFd3Tb8PC4ijQ15rjs2/ZjhDwU7few95xBa++DVoH4eM36qboFhbzDA0NOoSxkBaSjmIWpYhMBqpBwIH+82HhNoSA0ZJPeyEDAxtT7wcojD+XMHSYagz1X99Lexq4gpnXidBV0TNGJLWpxCrVnE0j7AHmSG1+0FCsCYM5ExyaPlTjkyXidXIdgRdlhZFSNW7wGipo0tGpjH5Zv3bNyziSX0Qm4Z7WzGY/uZ2645EuVMYTUxGmOOp9AhGJHM/1ITMFkivcUqYDqAtW9nDZ2nixMqlYltqXsWfwcnYPXWnIkyGXQrvNBYWe1HvS/bBERDZu2LKA7pYsrhSm5i8+PM+RrBvURD9nUkrx8qxZtZahjjhlND03jq6t8+tt9iPK8cTX4gelSx3q0mHN+4WuPQwDTSlNkJy4HqJNRNs3DnlhXzWpXQSVeU1rzmXdQBtjkyXtwCfipsN0LGasuBgnKOv6PaXnM2y2vW2FqcdbdjEr+4psXtSZGoESQl+K0THGY5QyTkvVx2bUDxXuJ9pKpKCVsl2oolEUhdTmEn45fT3WmE2s7m+LjUsaoGC82yfK9SpjEpsWtDPQUYxIS6z4CDKOrt9syYXqmWdIFgROhpH21eFBQq7dHL9guGVFdIx1zpkNf68doZ6Ylqzp1VcNeGT3EaqmBg03x0TP5qhhfeMtxWrd1iWdXLVhQF8rHUsoVXwuWtWbIHIxlBBxr8mQ+OTao8WI8J7TaK0h3G/U2S6qBa4ZYTjXBR0TZ/bcx7m9+n6X9wTthVw0EwBk41pVYRaKUn0HnfoWF0lYgna644WH4CNXwI8+BW/8Iuq8t/P/vvEk7//a43zqTedM6SJmYXE8UMi4/N1Pb+OsxZ3c9MG7eWz/JLzyIzp14rbrYHTvXA/RwiKFTBMlBTAr5dotbbhlFbsXXKVd2xwXnDBtUURF7ok3xr+O7NaBcjZW3ZI/oSadsfmWouDQCVUoYVSUI7v0QkiIpENbtBMd6Ix0bYD+jWQTTmhxcb5ALbtEbzOJZAqlWV3vDfYB1KXnCYFWG/0SCEHg5ikHyqQ4NkrlA1ZdCUNnmnHEz7mO1GliIUFLGIyEBE2hYoKWWFl3pEhFcLWr7vmMQ2uiFi2VBpZ40JXaNCFsYJ3cT3jeglBpwihoQTooloagRe0barB5YTsXrtLkYLA9l1Jc9TDCjTsIx4tqfuq21bcu/XfCqCaGYqNRZ0H3uurIZyhmXVb1t9JRNEYMjrZal7WTo0dktu/qa2Nkj3nY0c2nMWmmQpDPOFSqPiNlH8/19Jx1LYP+DUg3Rz7j6msm0MpWRtY49eXaaM9nGOoopHave8yBEm6UVhnCkabWqkapUiid4ij1c1rp09fI/t5zaWvvjOYZ6UXEsyXr0t2SSaTtNv681hKGcP/1Dp3p92ddB1nohEXnQMeSOG1UaPv3s5f3xEqd46XUGj/bEW+ody24WSQwluuP6iPTClriftfkvqNNQuIxu44m61VTL5Yz/dGCQk/cUqMRarYvBBBUqeAwWQ1ozTVYQACQriZoSRfHBqpj0Jyh4UqdSp3xmihouTZYcRlkE0qzqTksuJLNC0NTHdg9eAXB0kTTauJ2H7QOQueyeiW79pCmfNbixYvKJNz5x/CRK2HNy+Atd1Hp28Tv3P4An7tvF//yS+eyYah9+u1YWBwHOFLwh9dv4OfOW8qrPnwPd+84DDd9GBZsg394Kex/fK6HaGERoVGMcubiDtYMtAKxm1dVgedldE8s0FbpQgeGnbUNgpMb3fk/0MhoIfny6VJ24hean8QmET2rYWx/jaFBOnDpWriatoVrASi1r4Bid7wijw5SQ1IgW+K6pMAJe6gl0hKFVk0GWhy2rhhKpXiBPkzhT8LBHYBgtFwl60qyhqAJ4sbcEXJtkGtnw1AbZy7pih7esqjTGA34UQ+zEFK60RyIyIwhQYqEgMHNVBaea/7mqKBrhkywb+Y/Vmb0Pit+EBEyIUQdEXNEQkFrENxnXaduHhumOAa68W4QNjlOpv0JtItdcp5k47Srpd3FKN2ukHFZO6jTeDOOjBpbazWyQSpcaow12xeSaoDu8RUOQQgyUjE8UaWQM8eYbQM3yxUbBlgz1EVoWy6lIGt25UZFcOZ4QuVv+SUEC7cbp0NtKFG7xlLrmBr+HhIyaRSoUFELEZF4YWrQDBG+fF0/mxZ0xmYTTiPi2xhXbRhg41Bb+sHae8HgGbrRcaYAbYMNFliSqznaMTAifwWjNJbHderggq1IqY1x4obxTXbd5J5UyLh0Jdwe9T1Qz3827OhsrvFAJRqwN0Qi/RWB8MuMVSUFz2maZpzJFhBBRd9Homusfvu+UpEKXXuQTlAlEA65qNas0YGG95raJ+P7tRBaqZSJdHGpqvG7etfAwq0NjyMJS9BORzz9Hfjw+fDsPfDmb8JFv8lYVfCLt32fR/aMcPuvnMfy3pbptmJhcVwhhOBNFy3nva/YxJs/cR+f+O4uuPb/wtaf1QsJz947/UYsLOYIxYynV4mFiNQSbc8t43Q24dDfluOCVX0N0nQaRAOJepbRlqXg5ti6pJPzV/aAaB7wNQqoUopbt05lSjanrS2KX77lEjK9q8x79WNJRUkbOiQf10HVoaFL9G6VH6tfMhGgZVv0XPSuibYlwyIkgN7VPLp7hNacpxULo3qMFhc3OFBJznM0IYsGfml8PGGgLh1Yfgmq0EU4z04DBzVHCm3EYZTFqXrNReMO32de+tJ1/Vr5C9WqMMU0JGPECkzWi8lb1ag0IZIpjjMmikmnP4FefF1+sVHQwv57iZeDDmaTKYyNiISpwTp3eeNyh2genLB3XlrVBFjW28LynpZ0fVDPKhjYSDHrcGC0EgftQpCRcHiiSj4bklC9vYwrcfNtCOBQ6yocIcjUcsrw3Iafn2IPItsSp8uGZCU1X1r/Sc2PSKc4hqmYYR+z1GcqVNBIbESIOHU4TC3uT6Q101hHyjUkIjUXQc+qRP1XUmVO7DuEqSUNHxkt+7D6qjjFOtumj0U6VBacjZ9pq6F601+AW5d005p1YfIwoK/fyJgort5DSDlFmiE6Y2bnd6M/pdDkZsIX0UJAI+TzeSqZdr0wJJPzkYZSsLq/te5xEFTKZZRwdH9GaL7I0AiJVNbweGUiXThMcazvr9YclqCdThh5Af71V+Azr4VzfxV+9g7oWcWuQ+O86sP34DmSz7xpe1yUamExB3jZpkE+9aZz+NuvP8Hv/euDVM57J1z9p9rd8cHb53p4FhZNENdbJevDMq6MFTRTT1PINkjTafSlnaifGu7YwPiyq1nYWaCnJct493r29p0/s6FFdTw1AYufIGgJ97kQjYhB2GqlVPWjADX5OuVkKWc6EQSUst26sD6pmoRplQObksPTs+d4kO9k78gki7sKCUoTK3O1x5X6CfEKdzJQAyj2mBQ4QybcmIhM5AepuvGipJoygozhSMG1m4dSZFsK49YXBsRRrVs4VP1LMUr7IqqnSk63dCS+UpFKNDXqn6/4gVZXsq1IN6PJRxArplEKXkgioh03J/6pcSSNMiL1SW8rvNbp36BVHqCrmGXTwvb4OpeOVoGKfQy25yhVA1P7pLc0Xq5wcLxCIdsgDaxHLxxUPG2gEtYORbWNITI1abeEVvmyrvF4aDaSJF1+oHhkz5HYxRFtpBEStFQtWaEncR0m58koaGH9Ut/a1H5neq1NyZEapiAmyaOXUkYXd+nrIhpTpggtfbpWsm1hPVGdxg4+3q+CI7uB8PMVElnzGqXbIoxMVnnu8MQMaJ++tmRQYSJwdL1jE+Q8iW/aJaRbl8QoZzriJuEN0JetsHSwt/Ec1qJOQIsVzPjt2kBHKXBNiuNsellagnY6oFqGuz8Af/MS/fdbvwfb3ghScveT+7n+b77DRat7+buf3jrlCoWFxcnC5oUd/PvbzueR3Ud4wz/8DwdW3Aiv+Sf44q/D1/4wVVdiYTGvUEOEqoHimQNj+mHZPPUGIVKpU7h5WHl5HERBKq1ROB6VTKKWpHYIqQdC2+zEE+0LoXNp/HdQqXtjozo3R+r0zJHJaqpBdxiwt+a8RG8nAS29aaLUuwbW31C3n/GWpTCwiW88uhc/UAy253RQrHw9N7JBoC6mWumuJxO6oa5+qCVBkoNF2xPGEdCSc1PPT4W4sXAcnDlSj1ckrgURkRii10UjFSJKo0tu1w8UZaPCzgzx+0vVRK8xKRktVRkZn4z2u3agjcVdRZLtHfSLZ3bcDfcqtdufMGSHvnWxWhu9WKT3IwRZ12GiGsTugUJQ9HRw60VqRpJwuEZdNa8v9rJtWV+qPpBNN+u2LckxCqN0hu9LBMs6XVek5m1VXyt7j0xS8QNNTkMFzcxXR96L99XS2+CDh55bIaF1SH/mjhpTMrSpXxMqaObpuhYeQsCyi3AcV6u2Nduqc0ltOITwOlLQvUK37DDEP75tKaSUHJmsRLuddrNCGw/tnxB17QaSyLpOfI8QDa4ZYKIwxL6l15mnanYuBG7pEP39Q8Qq5BTHXcuzEspYsiOBMq1W3KgGzSpoFiGeuFOnMz74eXjD5+HGD0KrLgT9x+/s4C0fv48/uH4Dt1yzdnobUguLk4i+1hyffvN2FncVuP5vvsMjuS3wpm/A41+FT73aOjxazApCiI8KIfYKIR5MPNYlhPgvIcTj5ucxuCIl1BwhyBt1ZDLpxtYkcNCPSYLQKKJ1AJZfrAPMRdvxe9bWvXx6VSW9bSmIG9ACLN4eWVADZtEjvc1mAdSWxY2JIcDGBW2sHdLPN3VerEmjEwKOdG2EruVR8OY6EseJUxybzZn5RZNN07+NFZfp44tgUgoTAV5rPg5SX7K0k+5i/HfWdbh8XX/TY2yE2vqxQHo6MA3d2xqIfdF7zc/kKXWN4cUju49MbUrTbBCphwW+zEa/p5+sLcaafl+11vAiIqnSpLU12EamxmHUjdWOrKtVhlI1iBYSzlzYytlLexjsaOBMKl1j9iFZ1deiDUQ23DjlmGO11yioUrAi4XraknVRCCYr8ed13WArWc/h0HgZx5A6pcAPAlb3t7JtaVd6J9E9wPwZGuf4Vd2+InVNzg6He1/C/p5zGj/ZSEGrIbRa0Y2PvREcWe8cqjc/k3uNUWL9CkjPXEYh1VO6bU7gT5/iGGLX98Ot4gRlXpgQkcNlI2RciS8TpihNEC68NDyk0qhWFqf6sEaoY2jR6z1HsKAjn3Kh9USooE233RiWoL1YcXAHfPp1cPub4by3wy9+HRZpBe3QWJlf+uR9fOS/d/CZt2zn+jOG5niwFhaNkXUd3nfzZn7hgmW8+sP38PkdHvzCV3WvtFsvhd0/nushWpw6+Bhwdc1jtwB3KqVWAXeav48d3avoXqitrMOv8Wqg4kCqieKzZqCVzQvbdZAQ1qy09OL3bqh79ezW00RDNawO2XTtcbMarDajVDTaphAiIhczymECkv5v3cUsg+362F0pKOV6GF5ae9rCNybmc+E2ogbMha54/iBa0l7UlaezoIlKLlG3Vsi4XLCqZ2aDnQZSmIbNoXpmXP1SaYDUxM+iJrBHz+Oybk0g6lL3msFs56zFnSnXRSnQ6aY0OCWzqbNJIdkLLLH7Rpb8m25On49VV0Jrf7R/YRY0Jio+EqFJ7fhBWju6dRPzxLFFYzZEbro6wYYjN+mn/Q2UpFI14fopRNSXLPl58wNth19HdGrnss2k86rmGR8Xr+7VNaXTwPeKlHJNXtfg+kn9YVwcw5c1I2hh3WPt0kp7PlSmpnKvBVB6oUfqRvSOMSGSQmhTokwR4eUjgt8w3TBU9Q89rX9WJlBC0N3RyrJGbUQMMo4kCG3r3frecaDTszcv1J+L2hRXEFAZ06R6JimOtde5iu/vQgi2Le2KamgVgu583ONtpjdGS9BebJgc1ilgH75Ad2h/231w1k9Hq2J3P7Gfa97/bXKew5d+7ULr1Ggx7yGE4OcvWMZHfu4lvO8rj/K//v1JJq//Ozj7zfCPL4P/uXWq5iYWFgAopb4FHKx5+AbgNvP7bcDUy/AzRWs/wYJtQPxV7AcJ++cmKY45z9HpbLLWMj18V/y+qWqF64v6lQkWpklfy89cQLx28xD9bYmm1omAXTVxAmwG7W4fv39Rlw7mo0DSbXKszSz4m0AIQSFbY+RwnJBMa4rcBFGRUUXSxRHS56jRYyAil8bZ3t0WdRVYkTD6kkJwuHMDB7u2pA9biHgO3SxxI95ZIFNEtfRH4xcE089tLuGiZ/ZfyDgEtYV4xd7GpCChoM0282fq0FswWUkH3qF4KaNG1YpqEDTeb5Pap6m+nzoKmRnV/U85pY32m5y3jsXQvTz6022mkgr48a7huuGu6m/VLZemJPNGXgyqIF0cKejLq3jsQRUKPUihe3dDE8v7hdvSf1fG8Z08WdeZkowXs26kEifbmSThyJjQN0pxJPD1QkJI9HJTxMcNz2n9+ALhEEiXnGOakNfKk1PAErQXC6pluPdD8P4tsPdh+MU74er3Ql6nmoyXq/zxHQ/zlk/ex/+6Zg3vf82Z0SqohcWpgLOXdfHFt1/I88MT3PjBu3l8+U/Dz/473PtB+MzrYbw29rawmBb9SqndAOZnX7MXCiHeLIT4vhDi+/v27Zt2w2G/notWawt6raBNneIIwIKzdG+i5FMNtr+ku8gNWxZMOw4AAp+8J6dXSzIzd+91pEgrO4mAJaBJoNoEYX8pIBX8utMF3zNRfwrpNLTNCzvYtKD9uBO0EFLEzY4nW5dFikCdctZAQUsdroiDyWNdf5JCoGSGiUKD6yUcUGgHP1usuQZ/6KxwRwkXx5lCv7bPqFkRSW3p1wvLjRY1pBulQtYrIU32kiDIeoxQS31X9rexZVE6fTd0+5Qi7oMWBE1UqKZjOX4LiNdtbpDx1DCtMXEus62pxZdmc3bu8m5GS1XGy36KwAhhFPgpFTSpVaWgons+An0LVzBWXKTf61eiNiMVw9D8xv3PdYpymB46tp9ypmPajIHe1iwXbzXGQ15tj8l6bF/exTnLEq6k4YfMy+t03NVX1zluptBIKW4wP0o6KOmB8k0J5Mxr0GZfDWoxvxAE8PAX4M4/gnwX/NQnYOkFqZfc9dg+fu8LD7Csp8iX3n4hi7pqnY0sLE4N9LRkue2NZ/Ohu57kpg/ezTuvWM0b33wX8ku/CR86H657P6y+cq6HafEihFLqVuBWgG3bttVHXDVBT2vOSxEolUiBaUxckoFpYwXqqDmFCmjPZ7huwzTp7LPo1QTaDa7RQl9kZ157nE2UMCni3lJ+oKIVfhnVNgk2LmjHq135n0mgs/TClKmQ5zjgxm6OxwtJa4UwuPUHt0ChLTXUsDYxrZWZn6L+0XOWddf3O5slktOUzioT8QuMGctMkPccSGTtOUnWqYIpzRzqYM6pFxnOhI/XGMCkyEdslz8Tg8Ekgr71jO1tgfJTdcx3qCMPHengPjw2R5g+aNBcQaMBUYLjmuHRuPa0EVmsPwdRimOTlNmc55B1pa4FbPSCKQmagH2P6t/NooSz7DwOjz6HmPiWJm7SRSjw/SlSHEHXJ1bG4cCTsP8nTOQX0zEDpTSXzcLGV8YPhNb2DdBR24cyJFxh9kJ2usWqBmNvRNBwCIRWFmNjmpl9zixBO5Wx49vwX78PEwfh8vfAhptSN4bdwxP86X8+yrcf38+7r13HjVsWHFW+toXFfIKUgrdeupKLVvXyjs/+kDsfeYE/f9X/Y8GuL8G//jKsugKu+j91K+cWFg3wghBiUCm1WwgxCOw96i01S8NLYor+PLH9eD3hmc19uy3nsaCz8QryrIxFEmjPNyZuQgg6G5AHP2NSg2oDFjdX99pwO2G6UzVQDRW0FY16c4bbnyoAdrw08RQJUnI8kUhxBOnYOfoAACAASURBVK10pMqmzM+wuXetQgGQTdq2m8cG2hvPWQp1dvJpJGsFg0ZBsZBTBrNJbFvapdWuxxLNhBMKzpZFbZoEzxKOhCPtq/E7XSjtTLg8NljUkK5W2mqcL2eCoHcdwYG9RpGpnYv6bUUunZLIJCRQqrEK1TTFsZlUdJzQcI6an4OpVMeMKxkr+Y25+pSpy/WLC9rcxqjjfhUyWWQgqEYKWpPPbaYAXcvh+R+CdJnM9838PNeao8wU4Tma6X2hoYJWP0YlHQIJBLoxvUgt1E0Nm+J4KmLXffDJm+FffhbOeI22zd/4iujiGC1V+cuv/oSX/uVd5D2Hr/36xdx05kJLzixeVNi0sJ0vvv1C1gy0cvVff4vbjmzF/+V7dfPdD26HR78410O0mP/4d+Bnze8/C/zbUW/JbZ5W09uaZWFImoQOWuogJay/EdxjU0suXdvXpBFrE/St06mNTuP9XrVhQKcETos42OoaWs5w+3omc73plzSp6QgDXwgVNKNa1KoqtUjWes0UQuhj9U5MJkn4PStl2sAirLsJezklDykMWEN1jbpXTINMURtxNEGSl6fqfmrJ6gxihAUd+Trb//CY2vMZMhLEUZBfKRVjLUsJBoyzaKgAyQZpwcYkRKBmXIMWvi4O9EWa2Be6oH1R0/d5MuyhpihXgwaNpJki8D7BNdLh4lB5NDGW5mRqKtVR920MGtSxMn2KYwiTThle/4FSkYImhaASKmhTLawsOEub/hjny9kScdbfGJX4zAgRQZvhfhqNvRFBEy6B9KA8Svv+7wNqxsTRKminEnZ9H775p7Dru7rR9M0fSX3hTVZ8Pvu9nXzg60+wfqiNz//KeawdaJtigxYWpzZynsN7rtvAtZsH+Z3bH+ALP3R57yvez7qNd8F/vEO3l7jmfVA8Pg5tFqcuhBCfBi4BeoQQu4D3AH8K/LMQ4heAZ4FXHfUOplDQzluRuP6k0zwIcBp/JR/z0pp0mysk/Rv0vybIeTNUQxIBi+tlKAytY3RkMn5+zTVNFTQpRGQSklbQdNA3VXPZo8L664/v9pg+BG8veJy/sidhUhA/Nzqpz01K4TyOC6q1zZcTOzE/ZlczWIsonXd0X8rNbjZwzb6joD1SmxsRIQGZIlU/P+PA3XMkN2xZwIRpe1GnoK24rOH7wtTVjCup+EHUtLot16jZ/IlLcWxImEKE955qovH8FCRgSgVtqpYO06U4Aiw5r0bRNep4WIMWxIsE036uw7YZPDf7NlBN7qXHDzM7p0faVhGIEqhHyY3tZhxmPDZL0E4F7Pwe3PWnmqBNQcw++M0nGGzP81evPiMqTLewOB2wdUkXd7ztQm791pPc/KG7edW25bzz5/+b9m+9Bz6wFS5/N2x94zQpGhYvZiilXtvkqcuPyw46Fs8sEBNTELRmb2kS980Y0plxCtvxwoYFbQyMJghZbR+sBMLannufOoBSKlJowqBsypV2OGVcXJNufcmAe91gW4Nw7/gRtOR1E8XEnUtjU5jjle55DBdqSE6joD1KcWzsfFpecRXqif1H379VMCMlo2rUHkcKAtNIsDXnNslIajaWk3B9ZtugdCT+u8F3XdZ1uGRNX2P1zyDjhlbxjZ6daq7Nc7VzKkyD6YlD0Lk0tQgRurXOBKFKO28ww7RV3y1QTcxbMJ2TbgKWoM1nJInZeb8KN/9jyp52eLzCP333GT72nacZ6sjzvpvP4KJVPTaV0eK0RMaV/Oplq7j+jAW89z8f4ZK/vZ93XnELrzvj9bj/+Vvww0/Cy/8SFmyd66FavBjheNCzcvrXLTpb9/E7mZgi3elEoS3nzdgpWJoatL0jJbYv764LuhvWTSUxDxTy2XLE5Nf00kb9nU7A93jGkfS0mFTWpJ35VCmO3SuiVgFpTGUzfhRjNxMYpoJOmeJIrMLMlp+lNpNtg7GpX59MCfUcyVmLO2lrUpN5NDb7M0V/W45KU9tDdKryoR0NxpJGs3rSEBl3CiJUnWz+nGhM0K7dPITzZJ9uAWVSHAGWdhfpa51BfSXw0nX9UzapnhPMoq5QyWQvv5lfsJagzTcoBTvugm//Jex5AM59ax0x23lwnI9+Zwf//L2dvGRZF3/9U1s4d0W3JWYWFsDi7gIfesNW7nnyAH90x8N8wg9498tu56IDn4OP36hdni7/fWsiYjE3aGnq5N8UsUX7Ud7je9foRrEnFEcfhAoRKzsdhfoAcspUqI2vPCFkZrZQszz+6Ud8/I4p6zq8ZGmXdilsuKspUhyHzpz9Do/qfOj5awlTB8OYpynpCXd1dPMU5LqheyUcnIJ0YNpjJDClC3bTFMdjNwlZP9TG+qEpSlY6Ful/IY4yWyRUrxtO61QELVLQ0vt1pNCLAU/cCYVu5BE/fnyGKGbnIVWZBekO247MdjFhHh71aYoggMe+DN/+Cxh+Titmr/l0yurzgV3D3Prtp/ivh/dw3eYhbv+V81kzMIticAuL0wjnrujmjrddwOfu28mvf+4h1gycze/c+BU2Pvg++MBZcPH/gm2/cMymDBYW8x7dK/S/eQptEmJqfRqkX01J0OYBOZsttizqqLf5rkWxJ236cIxoSs5gViYhUyK8lx6NYhRU47YUG25qqpxFLz9GUWp04YVQ7ACem/J16wfbGJyJkybMr2vxKFX6TETQao5lOqIenq8GLrTkOyMTG6GrsE6VrOTmcLO65m/VlfD4V6d8adh2RKuHMz9wS9DmGn4VHvoC/PdfQXkMLngHnPE68PQNoeIHfOWhPXz8nmd4dPcRXr99CXf91qX0t83whmFhcRrDkYKfeslirt08xD9+Zwev++xTnL3srbzr8tey9Afvhe/eCi/9Q1h33fz6crWwSOJUuDSPIeIK0548RzZURKatQZsHmM0Ql3Q3r8eLsGArhA2gTzQadc8+GmTNgnFlfPbvTdZI1qo/DYx1jrYmKcrEm+Gh5jyHwfaZ1ko1mMcVl5382ucpHD2nQ9jqoW56plvgCc/9NHV9A+05zhKd9LbOoC3JfMbSC/WxTtsvDZ2uq2B5T5GSmvm1YAnaXKFagvs/Df/915qJX/DrOlXDuLu8cGSST/3Ps3z6u8/Snvf4mXOX8NGfewkt81HqtbCY5yhmXX71slX89Pal/P23n+La/zjIJav/gnetf4SBr/wu3PtBuPJP0nUZFhbzDKcCTzsahGlVzWpsjruL4wnAcR+hECdv0ahtSJs4zCUa1rkZiPrG4h2FDNdtnqbx+hSY0hXxqDfaQIk8xVLpp6xBmwp5c5zTELSMK6dOEz1VMBsLfxSsuhL38a/izsJd0kb7JxvlMbjvY3D3B6ClH678Y1jzcpASpRTffeoAH7/3Gb728Atcvq6P97/mTLYv77L1ZRYWxwHtBY/fvGoNP3f+Uj78zSe57Ku9XL/ho9zS+U06PvEKWHYhXHILDGya66FaWEQ4NW7/x0ZRXrK0q6mlf3AKKGinNFr64YWHZnehLbsobet+IhF2ia7B0TRej+s5j3lUDTZ+SnxQp0QoApSqs6ybczPHpNzNC5zI85dr02misyDslqCdLEwcgu/+g16p71sPN34Qll8KQrB7eILbf/Acn//BLkYmq7z27MW8+7fWMzDTvGcLC4tZoacly7uuXc8vXricD3z9cc799mZev/lTvD3/Zdo+eg2suAQuvgUGNs71UC0syJjUvxn3JDsFMVWNVGh1Pp+xeUE7+0ZPEmE53ghbIMyGCDdpOn5CcKq0RznGfnLzAa4jWdiZp2u6GskXI45Xu4kahP0cZ1sHbAnaicbIHrj3Q/D9j8Lic+G1n4bF25ko+3zlR8/zuft28b2nD3LZ2j5+95p1XLymN0r3sLCwOLEYaM/xv2/axC9dvIK/+foTnPM/F/CaDVfyjvyXaf/o1doS/by3wfJLXhSroxanJnKew/VnHH0610lB13JwTkxQdyooaJ3FDJ3FUzSodbPayGGKZuszhpDHxbWwbpvHifQcc0/BKTf+4ojdti45tdIyjxu84596efm6ftyj7NVnCdqJwp4H4J4PagOQNVfDz30RNbCJ7+44yOc/dz9femAPK3qLvHLrQj7w2jNP3Ru7hcWLAIu6CvzZzZt52+Ur+fBdT7L9exdx07pr+PXue+j511/RaQlnv1nXic6kKNjC4nRD51L97wRgqvZPFscJK49Pv3ZtyTnL93Qt0+UfzVDshczxDZ7DVEdXSqrB8brATiT7szihWPvy47+wAMfkG2EJ2vFEEMAT/wX3/A08/yM462dQb72Xhyc6ueP+3dzxiW9QqgTcdNYCvvAr57Gq31rkW1jMJyzsLPAnN27iVy9dxa3feoqLvrOZC5d/hN9Y8Air7v804iu/B5teCWf9jHZYs1/EFhYnFOev7MGTLw5l4rSAkIA/u/cs2DrN88fPzTLyWTS/uI5gtuVWzTduvw9OWXgzdeo8ebAE7Xhg7AD86J+0+UdQQZ3zSzx+6Yf5j0dHueMjT3Nw7DGu3jDA/7lpE+cu78a1KYwWFvMaA+05fv+69bztspV86rvP8oa7x+lp+T3eeb7PZeNfwfnkzboGY8ONsP5GGDzDfjlbWJwA9LSc4nbcpxvmeZpfreHa0aafNd74/D52i1MLlqAdLZSCp/8b7vtHePRLBMsu5LHNt/C5kbV89dsHODT+IFeuH+D3r1vPBSt7bF2ZhcUpiM5ihrdeupI3XbicO378PH/17R387ujl/NSZr+cNA88wsOvL8ImbYrK2+hq9GjwLK10LCwuLFw9OjYWqkKcNtud59uAU6ZWz2qiJ806BmkmL+Q8bRcwWB5+CBz4PP/4s/uQIjy24iX9eehu3PyFo2elyxXqH975iEy9Z2nX0/SQsLCzmFTKu5BVnLeSmMxfw3R0H+ez3d3LpFxw2L3wdr7zkHVxTfILWp+6Az70RSiPagnr5JbpJaddyq65ZWFicHpjnKpJjFLOyyWtcP9TG+qG247R1c58/QWY5FqcXLEGbCQ48ifrJl6j8+PPIfY/ycOv5fLb0am4/sp4z2rs5f0UPn7m8n7UDrbZfmYXFixhCCM5Z3s05y7v5g+sr3HH/br5w//O869mAc5a9gWvO+00u7TnE4P574Ymvwdf+QLujLToHFm/XrpB9G6zCZmFh8eLEKRADXbl+ICJqxxVSwvobwPGO/7YtTjvYKKEBxkcPc+CRb1H+ydfp2HUnhdI+7lGbuKN6Ps8NvIszVyzk6pXdvGtJF/nMKdKfw8LC4riiLefxunMW87pzFrNvpMRXHtrDVx5+gT/ecZC+tjWcv/J8tl1R5OzMMwyNPIB86ptw159BZUKnQS46R/8bPANaeuf6cCwsLCyOHfNcQQNObNxmyZnFccJpQ9D2Hpnk24/vp+wHlKv6X6nqM1Gu4h/eRduhBxkYeYhVE/ezJniSshjiscKZ7F/4ToqrL2Hdoh7+rK/F1pJZWFjUobc1yxu2L+EN25dQqvr84JnDfOeJ/dx+/z7es6sMag3rhl7CiuW/zRnFw2wKHmFw749pffjduAd+gmjph8HNmqwNbIb+9dCx5NRp0GphYWEBpwRBs7A4FXAaEbQJ7vnBD1kYPMcC/zlWVHbSX9nJ4OST5IJxDretZWxoM3Lpr1NZfwkrugaZXc9vCwsLC8i6Dueu6ObcFd0ABIFix4ExHt09wlP7Rvmf/YpP79/E3iOr2DdyLa4qcbZ8gW27drJu14Ms9/+NBZVncVWFg7lFHMov5XBxOSPFJUwWBim1DFEpDOB6WTxHkHEkniPxXEnGkWRcSTb658R/e/p56yJrYWFxwlDohsnhuR6FhcUpj1OPoAUB+CWoTkK1BKVRfTMoDeufk8MwfhBGX4CR3TCyB0b2sHFkD38hJHSvgJ6V0LMKuq+BvnXQt44ex6Nnro/NwsLiRQcpBSt6W1jRW9/gOggUh8bL7B0psW+kxMhklftKVe6arMDIHnJHnqRjbAddE0+z6NCPaS+/QGflBTxVYtjp4oDTy2HRzhHRyiFaOKxaOEyR4SDHuO8yGriM+S5jVYcSHiU8fOHhuQ6uI3FdB89xcF1X/y3148LJMJHtIuMITf6ifwIhYHV/K288f9kczKaFhcW8xtCZMLhlrkdhYXHKY24J2t9frsmWUhD4oHzdyTswP8Pf/RJUy5qUBZX4/dKFbCtk27TNdfgv3wGtg5qEtQ5CywC0DujfbcNLCwuLeQIpBd0tWbpbsqwbrH12OXBe/ZuUgolDdB55js7hXTB+ACYOJf7thckj4Jf1IlZ1EpX86ZchCFAovS0/gKrS91v0z4nCAu4894uUqwEVX1HxAyp+QNkPUMr2prKwsGgCIU4JoxALi+MGIU5Ia4W5JWiX/q75MDs6b1k6id+l/ikccLPmXy7+6WQt2bKwsDj9IAQUuvS/gU0ze0vNz+nQAtxwNGOzsLCwsLA4neAVoHyceuklMLcEbeXlc7p7CwsLCwsLCwsLCwuLo8LyS3UG4HHGqVeDZmFhYWFhYWFhYWFhMdfwcidkszZH0MLCwsLCwsLCwsLCYp7AEjQLCwsLCwsLCwsLC4t5AqGOwnlECLEPeOb4D2fO0APsn+tBzCPY+Yhh5yINOx9p2PlI42jmY4lSqvdEDOZEQQgxAvxkrsdxisN+do4Ndv6OHXYOjx12Do8NTb//joqgvdgghPi+UmrbXI9jvsDORww7F2nY+UjDzkcap8t8nC7HeSJh5/DYYOfv2GHn8Nhh5/DEwaY4WlhYWFhYWFhYWFhYzBNYgmZhYWFhYWFhYWFhYTFPYAmaxq1zPYB5BjsfMexcpGHnIw07H2mcLvNxuhzniYSdw2ODnb9jh53DY4edwxMEW4NmYWFhYWFhYWFhYWExT2AVNAsLCwsLCwsLCwsLi3kCS9AsLCwsLCwsLCwsLCzmCU5rgiaE+DUhxINCiIeEEO+Y6/GcbAghPiqE2CuEeDDxWJcQ4r+EEI+bn51zOcaTiSbz8SpzfQRCiNPKSrbJfPy5EOJRIcSPhRBfEEJ0zOUYTyaazMcfm7n4kRDiq0KIobkc48lEo/lIPPebQgglhOiZi7GdKAghrhZC/EQI8YQQ4pa5Hs98hRBikRDiG0KIR8z989fM402/X4QQv2Pm9SdCiKvmbvTzB0IIRwjxQyHEHeZvO3+zgBCiQwjxOfOd9YgQ4lw7h7ODEOKd5jP8oBDi00KInJ3Dk4PTlqAJITYCbwLOBs4ArhVCrJrbUZ10fAy4uuaxW4A7lVKrgDvN36cLPkb9fDwIvAL41kkfzdzjY9TPx38BG5VSm4HHgN852YOaQ3yM+vn4c6XUZqXUFuAO4PdP+qjmDh+jfj4QQiwCrgCePdkDOpEQQjjA3wLXAOuB1woh1s/tqOYtqsBvKKXWAduBt5q5avj9Yp57DbABfU190Mz36Y5fAx5J/G3nb3Z4P/BlpdRadJz3CHYOZwwhxALg7cA2pdRGwEHPkZ3Dk4DTlqAB64B7lVLjSqkqcBdw0xyP6aRCKfUt4GDNwzcAt5nfbwNuPKmDmkM0mg+l1CNKqZ/M0ZDmFE3m46vm8wJwL7DwpA9sjtBkPo4k/iwCp43rUpP7B8D/BX6bF99cnA08oZR6SilVBj6Dvl9a1EAptVsp9QPz+wg6MF5A8++XG4DPKKVKSqkdwBPo+T5tIYRYCLwc+IfEw3b+ZgghRBtwEfARAKVUWSl1GDuHs4UL5IUQLlAAnsfO4UnB6UzQHvz/7J13mCVVmbjfU3Vvh+mZYQIz5AwGUMkmEDHtrhEQRQUVxTXirq76/Da4u26O6q5rQFkVA4iwYCIoIDkOMMNEJjE5dJzOffuGqnN+f5xT4d6+t3s63p6Z730e6Ll1K3x1qurW950vARcppRYrpeYAbwOOq7NMs4EjjDGtYF+ywNI6yyPMXq4BfltvIeqNUuqflVK7gKs4tDxoI1BKvQvYY4xZVW9ZpoFjgF2pz7vdMmEUlFInAmcDy6j9fpGxHcl/Yyc6dGqZjN/+czLQCdzgwkS/r5RqQcZwvzHG7AG+io2GaAX6jDH3ImM4IxyyBpoxZj3w79iQrd8Bq7BhGYIgjIFS6svY5+WmestSb4wxXzbGHIcdi8/WW5564Sa6vszBa6SqKssONi/hlKKUmgvcDny+wts8YtUqyw7ZsVVKvQPoMMYs399Nqiw7ZMfPkQHOAa4zxpwNDDF6yoaMYQUut+wS4CTgaKBFKfXB0TapsuyQHsPJcMgaaADGmB8YY84xxlyEDdXZXG+ZZgHtSqmjANzfjjrLI8wylFJXA+8ArjLSSDHNz4DL6y1EHTkF+yJfpZTajg1/XaGUOrKuUk0duymPsjgWG+4jVEEplcUaZzcZY37hFtd6v8jYlnMB8C73HP0ceKNS6kZk/MbDbmC3MWaZ+3wb1mCTMdx/3gxsM8Z0GmNKwC+A1yJjOCMc0gaaUmqp+3s8thDEzfWVaFbwG+Bq9++rgV/XURZhlqGU+iPgz4F3GWNy9Zan3lQUFnoXsKFestQbY8waY8xSY8yJxpgTsS/rc4wxbXUWbap4BjhNKXWSUqoBmwz/mzrLNCtRSils7s96Y8zXU1/Ver/8Bni/UqpRKXUScBrw9EzJO9swxvylMeZY9xy9H3jAGPNBZPz2G/e7s0sp9WK36E3A88gYjoedwKuVUnPcM/0mbD6pjOEMkKm3AHXmdqXUYqAEXGuM6am3QDOJUupm4GLgcKXUbuArwL8BtyqlPoZ9ON9bPwlnlhrj0Q18E1gC3KWUWmmMOSRKx9YYj78EGoH77O81TxljPlU3IWeQGuPxNqcAaGAHcEiMBVQfD2PMD+or1fRhjAmUUp8F7sFWM/uhMWZdncWarVwAfAhYo5Ra6Zb9FTXeL8aYdUqpW7EKdIB9H4czL/asR8ZvfPwJcJObUNkKfBTrmJAx3A+MMcuUUrcBK7Bj8hxwPTAXGcNpR0mEkiAIgiAIgiAIwuzgkA5xFARBEARBEARBmE2IgSYIgiAIgiAIgjBLEANNEARBEARBEARhliAGmiAIgiAIgiAIwixBDDRBEARBEARBEIRZghhogiAIgiAIgiAIswQx0ARBEARBEARBEGYJYqAJgiAIgiAIgiDMEsRAEwRBEARBEARBmCWIgSYIgiAIgiAIgjBLEANNEARBEARBEARhliAGmiBMAKXUQ0qpHqVUY2qZUkr9u1Jqn/vvP5RSyn23VCl1s1Jqr1KqTyn1uFLqVfU7A0EQBEGYGPIOFITpRQw0QRgnSqkTgdcBBnhX6qtPAJcCZwKvAN4BfNJ9Nxd4BjgXWAT8GLhLKTV3RoQWBEEQhClA3oGCMP0oY0y9ZRCEAwql1N8CfwgsA15kjHmHW/4E8CNjzPXu88eAjxtjXl1jP/3AG4wxy2dGckEQBEGYHPIOFITpJ1NvAQThAOTDwNexL6enlFJHGGPagTOAVan1VrllI1BKnQU0AC9Ms6yCIAiCMJXIO1AQphkJcRSEcaCUuhA4AbjVzfptAa50X88F+lKr9wFzoxj81D7mAz8F/t4Yk15fEARBEGYt8g4UhJlBDDRBGB9XA/caY7rc55+5ZQCDwPzUuvOBQZOKI1ZKNQN3AE8ZY/51BuQVBEEQhKlC3oGCMANIiKMg7CfuxXIF4Cul2tziRmCBUupMYB02Ofpp9120LNq+EfgVsIckcVoQBEEQZj3yDhSEmUMMNEHYfy4FQuDlQDG1/FZsTP5PgC8ope7GVrf6IvBNAKVUFrgNGAY+bIzRMyi3IAiCIEwWeQcKwgwhBpog7D9XAzcYY3amFyqlvgX8D3AccDKwxn31feB77t+vxZYcHgZ6UyH5bzXGPDrNcguCIAjCZJF3oCDMEFJmXxAEQRAEQRAEYZYgRUIEQRAEQRAEQRBmCWKgCYIgCIIgCIIgzBLEQBMEQRAEQRAEQZgliIEmCIIgCIIgCIIwS5hQFcfDDz/cnHjiiVMsiiAIgnCosXz58i5jzJJ6yzEe5B0oCIIgTJbR3n8TMtBOPPFEnn322clJJQiCIBzyKKV21FuG8SLvQEEQBGGyjPb+kxBHQRAEQRAEQRCEWYIYaIIgCIIgCIIgCLOECYU4CocOu3tybGwbYMe+HMOlEE8pls5r5OQlLbzsmMPI+mLjC4Iw+1FKHQf8BDgS0MD1xphvKKX+Dvg40OlW/StjzN31kfLgYG/vMEcd1oRSqt6iCIIgHJCIgSaMYFvXED9/eif3Pd/O3r5hXnzEPE5Y3EJLo0+oDcu27WND6wB9wyVe/6IlvOfcY7n4xUvIiLEmCMLsJQC+aIxZoZSaByxXSt3nvvsvY8xX6yjbQcUz27t57SmHs2ReY71FEQRBOCARA02IWbe3j6/du4mntu7jna84mr+/5AxeedIiGjP+iHWNMezsznHXmlb++e71/ONdz/OZi0/h8nOOFUNNEIRZhzGmFWh1/x5QSq0HjqmvVAcv+VJYbxEEQRAOWMRAE+jPl/iXu9Zz5+pWrrnwJP7rirM4bE521G2UUpywuIXPXHwqn7roFO59vo3//v1mfvTEDv7p0pdx7gkLZ0h6QRCE8aGUOhE4G1gGXAB8Vin1YeBZrJetp37SHRwUAjHQBEEQJoq4Og5xHn+hiz/4+iP05ko88KXX84W3vGhM46wSz1P80cuO4s4/uZD3nnssH/nh03z1no0EoZ4mqQVBECaGUmoucDvweWNMP3AdcApwFtbD9rUa231CKfWsUurZzs7OaqsIKfIl+f0XBEGYKGKgHaJobfjG7zfzqRuX85dvewnXffAcls5rmtQ+M77HNReexB1/ciGPbO7kA//7FF2DhSmSWBAEYXIopbJY4+wmY8wvAIwx7caY0Bijgf8FXlltW2PM9caY84wx5y1ZckD11a4LJZmgEwRBmDBioB2C5Esh1/5sBXet2cuvrr2AS846ZkqrbZ14eAu3feq1nLp0Hpd863HWt/ZP2b4FQRAmgrI/GXum5QAAIABJREFUcj8A1htjvp5aflRqtcuAtTMt28GEMQaAUJs6SyIIgnDgIjlohxh9uRIf+dHTzG3McNunX8v8pvGFM6JD2P0s7HwS2lZD704Y7gEdwJzDYd6RMO8oGo45h395/au5YUkL77/+KX5w9Xmcd+Ki6TkpQRCEsbkA+BCwRim10i37K+ADSqmzAANsBz5ZH/EODpx9JgaaIAj7jdaGoWLAvPHqpAcxYqAdQvTminzwB8s4ZclcvvreM8fXw6zrBVh+A6y6GfxGOOkiOOY8eNl7YM4i8LKQ64KBVujdBatvQd31Ja5pnMfFJ7yBr9ywnk9e9QEufNHS6TtBQRCEGhhjHgOqhQpIz7MpJDLLAjHQBEHYT9r68zyzvZu3nH4EcxrENAEx0A4ZenNFrvr+Mk5bOpevXXEWvrefIY3bH4eH/916zV72brjq/+Doc2B/QiLDAPY+x8nrfsn/tn2TfTd9k80vv4rT/uizMFdyOARBEA5WxECrD+KJEA5Ehl1bjkJJM6ehzsLMEsRAOwSIjLMXHTGPr773zP0zztrWwO//HvYshwv/DK74CTQvGN+B/Qwcdz4cdz5Nf/CPdD/2Gzru/zYnr/8u/hmX2v0ufcnETkoQBEGYdSQ5aFIkpB5sbB9gU/sAl5wlLf6EA4eCq/oaGpnYiZAiIQc5Q4WAD//w6f03zgqDcPf/gx++FY4+Cz63Ei740/EbZ5V4Pi+/6DLmfPgW3hp8jZ3FFvj+m+D2P7bhk4IgCMIBTxziGIqiVQ+kQbhwIBJ50LR43mPEQDuICULNtT9bwdJ5jfzne14xtnG25QG47jXQvQU+8yS88a+h6bAplek1pyzmLz7wFt6+/g9Zfsn9trDI9y6CX30GerZP6bEEQRCEmSWaANcyE14XRL8VDkSKgXjQKhED7SDFGMOXf7mWnlyJ//nA2WRGKwgy3Au/vhZuuwbe8GW46jZYcNy0yfbGlxzBv17+cj76fztY9bK/gM8+A5lGuO4CeOCfoJibtmMLgiAI04dxPjTRs+qFDLxw4KGlPccIxEA7SPmf+19g2bZ9/PDq80aviLPtUfjOa6AwANc+DWe+f/8KgEySd7ziaP767afzkRueZnN+Przjv+CP74ddy+Dbr4T1d0y7DIIgCML0IHpWfThkxz0swc5l9ZZCmCChNiilkNTVBDHQDkJ+sWI3P3lyOz++5pUsnttYfaWwBPf/A/z8Knjz39kiIHNntgT+Fecfx2cuPpUP//Bp9vYO24IhH/4N/ME/wl1fsh69XPeMyiQIgiBMnMhzZsSTUxcO2Rye4iD07bK9WoUDjtAYGnwlIY4pxEA7yFi1q5e//fU6vvehczlhcUv1lbq3wQ//CLY+BJ98CM5830yKWMbHLzqZd555NB/+4dP0DBWt9+6My2wOnPLgO6+Gjb+rm3yCIAjC+DlU7YR6kx734WLIQL5UP2FmEuXU2ZKkSByIaG3I+p6EOKYQA+0gonOgwKduXM5fve2lnHfiouorrboFvvd622j6mntg0ckzK2QV/uKPXsIrjj2Ma378DLliYBfOWQSXfx/e9lX41afhvr+1fdUEQRCEWUvsQZOZ8LqQHveHN3XwwIaOOkozgxgXG1cYrK8cwoQItaEh4017caGO/jw79g1N6zGmCjHQDhKKgebam1Zw8YuXcuWrjh+5Qr4fbv84/P7v4P03wpu/Av7saGTpeYp/v/wVLJzTwGduWkEpTAUhn/4u+MRDsPVh+OmlMHiIvGwEQRAOcMRIm3miEDFjDIXgEEroie61zvVSoeYARJuZ8aCt2NnDyl2903qMqUIMtIOEf7rreUJj+Lt3nT7yy13PwHcvtK7/Tz9uvWezjKzv8e0rz6FvuMSf37a6PI5+4QnO23cSXH8xtK+rm5yCIAhCbQw22R8kzLEeRP3ntu+zoX6NGb+e4swcRtsUiVy3Td8QDihCzQyFOE5/EbypQgy0g4BbntnJPevauO6qc8p/jLWGR74KP70MLvgcvO9GGzo4S2lu8Pnh1eezek8f//rb9eVfZpvgXd+E13wWbngbbHukPkIKgiAINTEGopab0gtt5om8Zqt3Wy/BwjmzI1Jm2jEaGufbf+f21VcWYdyExpD11bT/ZsxAkfIpQwy0A5wVO3v4xzvX890PnsvS+U3JF0NdcNPlsOY2+OP74PyPHRB35sKWBn5yzSu5c3Ur33t4y8gVXvMZeOd/w81X2nMTBEE4wCiFmo7+/KT305sr0psrToFEU4cBPPeuEftsZjHGUHQpAotbGnnJkfNH74F6MBF50E66CLLN9ZZGGAdaG4wx+N7066izXwtOOESe3IOTzoECn75xOX/zjpdy9vELky92PGFDGucdDR9/AJa+tH5CToCjFzTz04+9ku8+vIXblu8eucIZl8GVt8BdX4QVP5l5AQVBECaI1obn9/bz5NbJz/I/srmLhzd1ToFUU4cxBk+BUkpK7c8w6ZyzBXOyZPwDSR2dJEaD8qF5IZSGIag9cbG1c5BCIOX4ZwtR3qTvKZnUSSEG2gFKEGr+9ObneONLjuB957uiIFrDo1+Hn70P3vS3cOm3oWFOfQWdIKcunccPPnI+f/+bdTywoX3kCideAB/6pa3u+MwPZl5AQRCECbBsWzfbp6iK2OwtwqFQiAdtpgm1IeO8EI2Zcap33Vuhd+c0SDVD6NCW2vezNtRxuKfqaqE2rNnTx/YuKcc/W4iaVHtKTfuUjncARJJFiIF2gPL1+zYxUCjxlXe6oiBD++Dm98Gqn8PH7oWzrqyvgFPAOccv5H+uPJvP3byS5TuqNKw+5hzb2PrBf4anvjvzAgqCIIyT4dLUtwuZTc2JI0mUEgNtpgmNiRXQhS0NLpxrPy/CnhWw6+npEm36MTrphdY4zzauHoVAH0IVLmuRGoNSqOvWgyzKW50J02lM+ywMoDg7jHcx0A5A7nu+nZ89vZPrrjqXpqwPO5+C770O5iyGTzx4wIU0jsYbXryUv7/kDD7242fZ1D4wcoWjXgFX3wmP/Ccs/9GMyycIgjAemrJTX1VvNhXjMMYqQZ6a/oR/oRztPGiXnHUMh89tHPH9r1fumZLcx1lJ2kDzs6CrT4REXudDviGy1rDuFzDYSa4YcPea1rqVn9duYsFO6szMdXlwY0fSdzdN305oXTkjMoyFGGgHGDv35fjS/63i61ecyXELmuDxb8CN74GL/xIuvQ4aWuot4pTz7nOO5dqLT+XDP3ianfuqzGwccTp88DYb7rj2FzMvoCAIwv4w2EmLNzUetLTXbFbpmsbOhHtqdhmOhwKBLi+0oNTInJ6+4dK0HX+4GNLaNzxt+x+VtIHmZSCsfp7RcBzyBlpU6dJo9vTYa5atU86iIfKeTe74z+/tpy83+v0dedD6h0sMF6vkIQbFmsb9TCMG2gFEvhTy6ZuW86FXn8Abj8/Czz8AK34KH7sHzvnQAVGlcaJ8/KKTueK8Y/nA/z5V3Ug7+mx4/8/gjs/B5t/PvICCIAhjse1h5veuH3u9/SA0aQNtdimbtg/a9OeTCOVobfDGqIQ3nWrCM9u7eXpblXSEmcCYlAetAcLqRUKiR+WQN9Ci8TE6vmeyvgdbHoAdT86oKNokvRMnc1U2dwywbm/fqOuolBFY9Vhh0eYzTgF7e4cndZ+JgXYA8ZVfr2PBnCx/9tI++N5FNhH2Ew/BEWfUW7QZ4c/e8iIuP+cY3n/9k9WNtBMvhHf/L9z2URv2KQiCMFtw+R5htoWl85omHeqoU5XP6mKg1fRQGBSSg1YPQmPwUxaYopoSOn0WWl3zuowGzz1To4Q4RoiBFhloYeyNNwbb6Lt/z4yKEoVFT8VvRudggf78KF601O1f9Vi6NCUGWmvfMM9s76ZrsDDhfYiBdoBw6zO7eHhjB9ef+hT+je+Gi74E774eGufWW7QZQynFn73lRbzn3GNrG2kv/iN4+9dsJcu2NTMvpCAIQjVC+6LWXsOUlJO2ifUKX6mZD3HMdcPWh2vKBdabM1a40YyjNQzOrrYEAN1DRR7c0DHp/YTa4I2h1U1nq6m61t2I+qDBGCGOkoMGJONjdPz7US9PvIly0GbgWOljVM13C0tgJm+gtffb3/tCaeIPhRhoBwDr9vbx33c+ze+O+i4tq38C1/wWzv3IQR3SWIvYSDvvOK743pO80FGlcMgrroA3/BXc9F7oq9JHTRAEYaaJlAGjnZI8OWUodPlGan+KcRgDa26bstAddFC7CAP21VQMNc/tql7qvG4MdcC2h6duHKaIjoH86LP++4kts1+u1lXeGmoa9Yawni7TEUVCRh/P0iFvoCUhjtHvx4QuXxjAC5NLK4mqOLpPE9pHMdUDcLQ7PH3/T2eIYzQBMJl+e2KgzXL6hkt848e3cE/zX7Ng/nz45MNw5MvrLVZdUUrxhbe8iKtfeyJXfO8p1uyuEnP8qk/Cyy6Hm66A/OgxyYIgCNNPZKAZZ1RNbm/aNYT2lNVN46MYM3JmuGuz22iKkt91WH7QFMaY2Tt36GXt31yd8qRqkJkit5Y12pPP1a7DdF6auoa0Gk18dl7WGg7VVotz0KbR3TdKk+xZQ8pAi4yJCTWWz3XBcO+kjBrtfjOqFbXZX4phcj1H+20t96BVWWGKPGhgyPpeWfP48SIG2ixGh5o7v//3fKP0Fea+6Utw+Q9sfw8BgE9ffApf+oMXc9X3n+KprftGrvCWf4TDT4Vbr64Z7iAIgjAjxLPU4ZSEOGpjFRrfU2Wei9+s2svaPf3lK7etHvf+H9xQoww1OGW49gmkg5U6BmZTWXcnc2l29DmK8MeKS9xPonLlaSqN9ek0nuNjrblt5t+5lVUcx5iMmDb7rH8vrP/NNO18Cim5apvGxOHSE5o0yrvfmhoTNvuDreI49o3ZmyvW7PkYhkmhkdHszPT9XzXyIJyaHDRtoCnrDLSuzRPyMoqBNlspDLDlu+/jDd23Yq6+E3X+xw7JkMaxuPJVx/PPl72cP/7xs9z3fHv5l54Hl30PikNwx+clY10QhDqShBFNRQl6rW1BiGr9xqYiXK4QhJSCGjIazUC+VDUPuHKLjv6JJ8lPOdE4BbNIJogLe0y24fiIMvtVlN7pzPTRhkRRD2baMDepHDR/TANt2rSBGT/vCWCM9Xw1LYhDHDOeqt2DrHcXFGo0/o68TaMYaGMVyog9aIx+XR7e1MnWrupyhMbQ0uAzpyFT3RM40Ab9e8eu4qhLUxJpYIydeNHGQO8O62UcJ2KgzUY61jP87YvY3dHN8EfvZ84J59ZbolnNO888mm9fdQ5fuHUlNzy+rfzLbDN84Oew8wl45Kv1EVAQBCHOQbNejskqiL3DJUKn2FQaaFm/xqu9igKmtWFvb/XeVTVzioxmW2d/1RwzkzQ1AspDj+pPZKDNLiU6siv2Z6yWbd3Hru7qHsChQsichkzV7yLlezrnebUxqFhRn+EJ5fSNN4oHLXkMJ/YErt7dW/N5sTgZgqL1ps3GcMfnf2U9Rc0LQIfW8+o5D5qq8tuxaxnseXb0fdYw0IqB5vEXusiXRvFKuWiA/bk3g1oeNNdiQlFjLn77Y7D7mbJjVC8S4q7XJF2sxlVUncykixhos41VP0d//y1cP3gB/Zf+mFOOP67eEh0QvP5FS7jlE6/h+ke28pVfryVIv+haFsNVt8Gy62DVLfUTUhCEQ5gkxNGWk56cibZ6dy/5kg2XrNQlajecHXnMzsECz2wfmZNlzChePhOOHkaU+ncQzsLIhVnmQYuopXymaevPs2JnT1WFdyBfYn5TYqAplVymmaiJoXXAnNye5OAzStqDth8hjhMYj3wpZFvXEKt399Z+fqPwuGAYdjwB3VtmXc5jLKPy4iqONg/SJK0KKikOVV8el22tboBF3vzRfu50qkjIRH8WtTOI0vf8CBrnxb9NGc8beSwdps5nclEIBhvElSuGvNBRw/s4BmKgzRaCAtzxecx9X+Hv5v4N3Wd+ikvOPrbeUh1QnH70fH517QUs39nDJ366nMFC6gd68Snw/pvh7i/BtkfqJ6QgCHVBKXWcUupBpdR6pdQ6pdTn3PJFSqn7lFKb3d+F0yJA5MFI5QlN1kgDqoY4lnnQxjhGTRuM0Qw0U7MNdRReNLcxw7ELmynNJg/aWMrXmtugUKUy8DQTjXOwH2MV5dlUGnP5UshgIWB+c7ZseXzK1TxoQ101i2lMhDm5PSzoXVt+4Jmi0oMGVb0gSfjb+OWzYWv2GP35ZNzWt/YnBnPkgdnxhP073GubP88mMk1w4utSBppx/RQBVcNAK1XxGuoQci7/v4YHbcCN02gh3YaozP4oYZZjkFS1rXKs6D5QftyUe2FLduQtGhaTB2TflgnJEWGMNQL78yU6BiY2ISQG2mxgsAN+/E7o2sR/n/J9Vvsv48tvP73eUh2QHDG/iVs/+RoynuLSbz/O1s7UzMXxr4J3/Q/c8iHo3Fg/IQVBqAcB8EVjzEuBVwPXKqVOB/4CuN8Ycxpwv/s8DVhtQBudMtAmv9e0QhIZQ2UGWtqTMI4DGjPK6kZjqihkxUCzbm8/Sine9NIjOH5Ry5SFOK7e3TsFvaui+LZRZKqVazONxEZUIfFS6EKO0uDI4lfNrsF55Vh0DxU5rDlbswF6YqClLLStD8G+zZOQvBxTptwb6HoBenZM2f7HOHp5DhpUNcRTkcbjJirCkvG8stC1Te0DtPW5sNmwCItOSjxO1UIG643ybCuCyEBz7RlMrRDHWnSsh0GX+1/lmbpj1V6GCmMbaNqMERC7Hxcr1M7Iq6wE2f48lKJrYXN2zzpugT3fSiM9LILfAItPnVTRE7BGZ/wzPEFv8iy8cw4xWlfB9RfD0tP57TnX8dO1eb5z1Tk0ZOTSTJQ5DRm++8Fzeecrjuay7zzBAxtSxUPOuAwu/DO46T3WMBYE4ZDAGNNqjFnh/j0ArAeOAS4BfuxW+zFw6TQJEP+NXtyTKRTSlPW5+MVLbT7baF6SKPTI8xmP18BgahtEOkRVyl4YoL1vmP7hUqxsNfjelIU4busaom94AmFHWidVBc0oBlr83cz3SNPGoHSRhi33xNdr6/J7WPXQ7SPWja5JZW5LtR5okHiMat5qXrbGF+PHqFT+mzHQuhJ2PzNl+x/94CkPmlKuUEjtazmRuzI6QlnoqLsODRnPytC/B5qtE743V6QYzq6ee2AncnIlXRbi6Hnu92M8xkT6Wal4prQ2aGPiZ3a0uRVjrIVWMzxx7e02n68Ku7pzPLq5M/GgUdEuoON5W+QEQIe2DQjKtiepFuLoZey9M97fgbAEAyld00y+OqtYAfVk3S/hR++AC/+Mra/+J/7fLzfwjfefxdELmust2QGP5yk+9+bT+Np7z+TzP1/Jtx7YnLjOL/gcnPJGuPn9UJxd5ZYFQZh+lFInAmcDy4AjjDGtYI04YGmNbT6hlHpWKfVsZ2fnuI5XDHSsyDX1b8VzZd5j/SDXDRt/O659WoW8PCm+qndABy7kq5pGUlsfq5WDprVhRJn9vSth0z34Q21l+8z4akpCHKPf7mAiifuRB7E4xKgetGi9aWpiXdXY1RoKg1bxN+48nRzFUvXQwygcrbKAS6gNmYrcw/KCCNFf948otDHTMO5zqcUIDxrMnAfJmPJjeZmRHrSBNvx1t8erj/8QtihPOqw46nOViRoSloZhwQkAvNA5yPOtMx8yOxYb2/p5cGNnbKAZY437SVWWreFx8jrWcszuu0cNXYzK/Ef/rkqNKog79uXoHioSuokvVc3Ki4oC6dA+a4rqoZBRqwY1unFflZ7tsP3RZFck1VknWjBHDLR6YAw89O9w5xfgfTeSO+ujfPrGFXz8dSfzutOW1Fu6g4o3n34Ev7z2An753B4+feMKm5emFLzta7bE7C8/MY0NUQRBmG0opeYCtwOfN8b0j7V+hDHmemPMecaY85Ys2f/f6X2DBX67tpXt+1yYjYFsocft06001FmehL/7WejYMOp+S6Em47uQngqNpOxzZKCp0YtYVypQhpHKUkd/njtW7x2pjMVNb50HzykkWd+jFOpJ59rFNkU1IycowIa7am+rA9r78+XjW9VAcwrZZEtst6+zM/758lvrztV72dReoazvewE2/c6Nj7tqrn9Y1rfGzl2rW+kZSioBBto2wK1ULkMzsgdammj9eLOoF9wUGVDGGExZ+OTDU7r//ZCg3CJV3sgbOKXkT8QYiXoPpuc6CkEYf0e6guVhtobAcGHqcvymimLg9CA3RjrKrav20O8vFc9UnOk32AmY0T1oxSEO33bHfu2/UrxookJrg+951Uv1Rz35dJDavkoWbWygVbl3xsJ3Ex06uh8MXlkqcMX+8v1j5ruKgTbT6BDu+iKs+hn88e8xJ13El3+5lqMWNPHZN5xab+kOSk5ZMpdfXXsBgTZc8q3H2Ng2AH4G3vsj2LcV7vubeosoCMIMoJTKYo2zm4wxv3CL25VSR7nvjwKmNPa51eWmRDlbxh4IVVbco0Kx7tkOXbXzZKNiElnPcxUhy78v96CFiQdtFKrpI5VKbGxP5gsVG9l9N+5dhhcmxkRUTbI0yTDHSI6qBlphsHoBA8dwocCunhyl/OAYIY7OQGtfN7k8tOKQPU5x5D5Ghmg65dK4fxtiAzHr0hwCrRlyDcO1NhhjaPC9EfOKkUc1TdqbMMIg6dnmRJiaEFRtKA97je6DmfSgjbjHR55bHPI5oWPYI9iwYruH6N7W6aRNz4PjX02hcXGFfPVFa8Njm7sIQw3YMNBcoci+oUJSJGQ85FI5kpUGWjQhEPX4G+38S8OxV6tqD7Mq+4+IfxvSVRwN0L0N9j7nVnKTVMVBmrvXOS9olUtidBIeO94Qxyjv0Rld6YIyUOV+23wvbLpn9F2OTwJhUgQFuP1jsOtpuOZeWHwKNy3bydPbuvmvK86Kq8sIU8+8pizXf+hc3nvecVx+3RPc+uwuaJoPV91qZzuf+X69RRQEYRpRtjrCD4D1xpivp776DXC1+/fVwK+n8riRV6PoZtptJJZXrkpWU2JHUWwDlxAf9/1xy6uHOJbshNSIL9xhom0rlhtTe9Z732DeeQ4ipSlZ0dOF2JGhlCLrewRaUwhCisHEohWivU8kn63gjBujS8meqlqjqSp8ua7xCxmhfIZLAbpK7tGIN7ybdTdBEWWMVU6dHJ5SzG/KcPSC5tgIiLwFWd+rGuLoj6JDlF1LY6DLFQeZZDGEZP81rk21+7hz4zT0B9sPD5rrP6jUxKoFGgxKKddoPlkG7vzb1lRskY4xndpInd5csbwI2n4QaMO+oUJy7n6WngFrUCyck61tHFWjMFDePiB6fkrD0PVC+hfBNcGuvSttjM3tg9qWcy0DTSeTN56XCj/dszypxKgDyDQCkCn0u55rVe4Bo214owv9HBfR+m6CpTzEsXoT+rHCv8VAmylKebj5A7YwxUfvgnlHsGpXL//22w1856pzWNgydXHgQnU8T/Gp15/CDR89n6/fu4kv3rqKXPORcOUt8Pt/gE331ltEQRCmjwuADwFvVEqtdP+9Dfg34C1Kqc3AW9znKcNW81I2rMgtUVR4vqqFpo1ioKWV8XRPtUjBygzuTnKMospkY4Q4phXsaH+VSnf0eVunVepij0mZMlNufGY8RSmwM/dlBZvGQVyGfgJVHIdLrkhBqJ11rGp70LLNNjRtUnlohnV7+9nalSjPxhiyxT6A8vYvEaUciasrqnpnC141uDBRsNddKeV6341toJVd8bRtGl23lsMZ7Z4YD9qFadpjpPZZ7T5uWwPtlcbMKJTyMDyyKXoZ+2VwqdT/q4SdjUHUr0tRJay4lE+8ktGyaTTQ1u7pZ82evupfGgP9reWfO9ZXyKygcT5Dfd28/JjDaM764/OgVTNuAFpXQ+tKTOD6nymPrO+NPtauSMio92KN8Yu86sVA0+CnQhz9lE6tA1u1EtB+Q2wMjnSghUnxlPH+BkTyxaGY5c9jNenHKnokBtpMEBTglqvsTfLB26HpMHqGinzmphX8xVtfwpnHLai3hIcU55+4iLs/9zq6Bgtc8q3H2eydDJf/L9z+x/bHRRCEgw5jzGPGGGWMeYUx5iz3393GmH3GmDcZY05zf6ekq6xpXQV7VmAMNGV8iqVUiKPnV+1flqYY2tLpVfdNem4+yaWIdtfc+qzNbwKbf+E3UKtICBXbpqk0AqKPylR4ztLGXTwVbslmPEpaM1gI4oIKQ4VgXBUZo91XLxIyilcMKBbsGJrQedCUX13Ziyu4ZSZnoLl9hykPmtGGpR2Pkc13cv/6djqjvkiRMqd1Yuy6whYGG67VkPFiz2OobRhXxlcjwj3H8qCVdHT/meT8lT+x0Lt1v7KFYdKnXWs3FQZaMXA5iWMZXGl2PgEv3D/GShUetGr3uwv5nGibC9WzjZaBLWUetChvq3Hnw1U2UMnTWe2ea1sDQyNbKVRSVsa/gsjwuXP1Xnbuc3mFuW7Y8XiyUnHQhu6aRGijgMb55HKDLG4yE/YqJoJom88/0Bodwf1VY4ZPGmPwsL8rNVcbI8RxIB8wtynjLruJPWZ2pTA22EKvIQmnrDhYX67Ail39lEyNSZzRqDTQSEIcTY2xjfIXayEG2nQTFGzfraAAH/g5ZJvR2vD5W1byqpMWcdWrjq+3hIcki1oauOEj53PZOcfw7u88wW0DZ8Cb/gZ+dkVSklUQBGE0Btpsq5QKNrYN8MyKFdC9FQDfT6ru2VSZ8tDEah60TR2DPLq5erXIqJrciOXpD+1r7cHCout5VF15j7Yp96DBka0PkO0on7CKlQynhCiT1lKrk/W8EaE8D2/q5KGNVVL9goI9uDFJaXxqhG6OOJHqCpVxHqkwKv5Rq/y6DpPwplqNrPeHuFBKIqx2+Wi+K8wRj0c8226rYhpDEiLlin5kfS82bANnhHlVKtAF1TxoKSV05c5UFbxorLzbCPjVAAAgAElEQVQaxmoVQm14Zrubu9CBLWzj6Bsucc+6tmT3ZUKk1MzenTz56H3s7h0eX55f5A0uDdvm2tWozEEbxWMcDdP+miNRE2q/bSXzetYnRoDbhzIlm3voV7YsSMlQbZw7N0Ln+jGPv761n40VBWYiA+jJLdbAC7Whc7Dc8K/EOCPdBXoSKp+iyTJ3629T98r+jkoVD9oLvy+7f+3B7G/dqI2qo9yv0e7Fiu/ypZBCEMaG30A+oKUx45pdU37f6RI0tMT9zWyZ/ZQX1Bgo5uzEk/Loy4eMOwdNlz/T6YmA6BCVjBXyLQbadBIGcNs1dvbiylugYQ4A33zgBdr68vzzZS8vbxopzCiep/jMxafyg4+cz3/es4Ev7XglpTPeCz+9FAbHV0ZbEIRDkH1bbC7Pul9B35548d7eYUoN8wD7YvbLZlBN0kspVmLcqzjlVSiNpqvYjYDqye5JWJu2Rk8c7lOx4kAbplQoXzbYgRloww+HUfny0taxuJW5ZykBlEmqOIItFFIKRhoTI8j3w/o7nGHp9u/KY2tjOGb3XfZcalFLAYyMsSB0oVSJUWKMoS/njDET2uIOfnZclRyjwh2ALUrQZyf4vLSBNmQNG69UYZQ42YwtAWi3iKrAYe+RlkY/Dots789z+NyGqt5X7Yok1GJ+c9adM8TXbRwFPAbzAXt7qxdjiRTNEb3xKo/RvY2WoR0MF8NxVst0+935lG2ujTUKB/IpQzqqwJccuMo9oZyjLfKg7Z8xcs+6NroGCxgXvpvuPWiM9fxoVNnxI++zihT9WsbHGNcgknFuo1+x3P7dl/KyJwZ6jfMyIS253UQ++FAbuhedafNZq1SDHRdG2xBh12IgEnBOY0P1kvZlYoUudFTXnoSpmFS5Z10bT23Yw/zOFTTmOwm0C3GMhqBhbrJyWLTPfXYO6CBeJ3bI734WNt6NMRqjFJpJ5KDFHrSKEMcqJ1YcI6dWDLTpwhi4+0v2x/rKW6z1DjyyqZPvP7aV6z54Ds0N/hg7EWaCV560iLv/9HV0DBR4+/Nvom/JeXDT5SPKJAuCIJTRaI0wdBCH9gD050tolcyme0phIgUjjsRKh/24F3kqjKuky5XtdEibifcRKZuRd67Co2WMy79opKrCuv0x/PbV8aoAbHsk7udTlkNDqhF2xXE6+ofpGy7Gy9J2Qsb38PYsY1HXs4xK1KuomKsaLgRAYbTf5OrKTlQ9U+vArpPyGu3szvHQJufJiz1o4+uB9NyuXn6zaq81Fnp3pZqFp+SpqJiYGNDOQEOn3IROXqNQKBa1NMTGSL4UMq8pi68MlfUFgrB6iOPIFgzuGMrFohpD50BhzB5zZsQ9Vn2tEUQ3w2BHYmCPN5SuyvqPr9nMo2u3lh+7rEhIFQ+aKxISDdN4cq42tQ1QCEm839HlwuDpsKIHnH1WTFr2mgr/6JP0kYyVTY8j0dNemsQ+q+FBKw6zqGe1DSV0Rn6YnYfyfBTWC7W5Y4J924yxxmbL4WUSnnncQhc+OcqmdjqiuoEfrzSyzH62eyPZwj4W9K4DKO9Rl/Zm6tA+9857HhvZ0Si6iTGjNQbPGmjjbb80IgeNsqqqVUPIzejXXgy06eLRr8KWB+DK/4tf4nt6h/n8LSv5j8tfwclL5o6xA2EmWTy3kR995HwuOftYXrf+UnbopZib3zdq+WZBEA5xyvIcrEcg8nZkXOVEY+zscFo5t2qiSYyuKrPoaafTUCHgztV7E4+BKVfrEmURbOPZ6AvtQhwz1ApxJEy8VPH+KvYbn6L73OyKQkYK1eb2frZH+S8VZl2D76H6dtGcTwqEVJUkbfRVKDvaGUyqmtdlDAW4sfUZu48wGOFB6xpM5fhFHpiKHLQyD1lV7HdDhRDCYnxN0/aZ0ZpSdl5yD1TIbIyx94Sh/D5R0JjxOXZhMzu7c7FhvnDrnfjdm8ukCLQm65ffR2lPZtkMvgsHHCppMJontnTR2ls9x6lsE0beE1bWcoO9apGQbY/EBvaIK1XK25DW2kcfsWRpx2MsbXukQsAxctCSbyrkHpvOwQK9+dB5vxW7enLJlyZEK7/s+GF0sSru5ZHCjGWgWRmrtpggZZSRMtbiioLa9lOsqDDoDmyHx7fPQ9QSo3uoSDHUNceuNiZ5hpxB5nuKjG/DDis9SMPFMPYy6jCw42pM7WtSZfwaij0Mzj0Jz4Uke+ky+5XrKx+8jP0NqZGDFslvlGLcIY7xGCd98ZLK7NXzjccaYTHQpoOVP4OnroMP/gLmHQHYEIBrb1rBu88+hre+/Kg6CyhUw/MU177hVG645tV8bOATrG0vUvzJ5eUNTgVBECLSSkBcfc++dhsbnBUTBq6ZtNsEa6AVAs2jmzutMluhpG1s6yet7EUhgQP5qISzicO00n4CG24VpF78JhXiWENhdV6Nsm/ch8oIHGMMxy5s5vSjognGJNQxGyf2mLLQ/WxGlU1GVys3bbeLFNmUgTbYCTqMc2fihrPlGybbjYKJPWhJ+FKQdkPFBppfpsjesXovz7fW9txFh43yyiJPlE6dtDZ2Zn6E8hmHOLoctEgOt99oGBfOaSBXDG3zW2VPQeXLK/hFjctroU2qEITR9AyHLN/RQzR+YzVurvDNArYJe/mXhkLjomo+uwpZkvWBEY3Oa6IUuWKQVMIsm9gY+RxVI3r+0l6dBzd0lN8LNbe1IXRDxYAud+7G2NA8XelB09gjpe/r6ic1+jHdZrt7cvTmiqnl9ot0e6b49OObMmdDhqN8v7CAAo6Y18TiuY22ublnPU1zs3DJWcfYFg56AgZa9Ny6a2JcrhcVbQki7n2+LX6udBjiewqFRhWHoP35KvuvVnnV2AmVaCzSub2V60cFgEyAQtUw0EKM8tCmPMRRa0PPUJHn947iwY/Wz+0DYyd1MmOEOI51x4mBNtXsfAru/n+2IMjhSePpf77rebK+4s/f+pI6CifsD+eesJBff+6N3HLKv/HUrjw9179Twh0FQRhJ+qUbJ8eXf5UZ7hpRFl0Bf3jGkXazivd2KdQMFAKM8lLV5sqVaGNA6RDy/SMUDVsJLZoi1q6KYyOV9A2XeHZHd9yPqvoMb/kybVxIZVwkJJItVfa/YpuM5zGQKi1fs1R+ujJkJEvbaujcmISH6pTHqzBg/6sM66zcbXQ9IuMuUqSLQ7Fya9LKpZcZkR/VM1S7aEh0OtF5RV45nVLwjAv/igzNROQw/j7xHrhrTdKwoKXBZ6gQGd4uX6hCAS2FZqQHTZXfj56KfVyxp6ByP7WIi2K4v73DRR57oQutq/TLS3+usv9oH4OFUvkG0brDvbYS4ZrboGN9ah+K51v7eXijyxH3UkZRpQdNVQpCbMF4NmMslqU/XyJXGttjoiOfZDym9op5OsBQbqDFRYH0WDloYxhoqXOIq3+mN0/9e97ex1yhnYocUdfXzwQlUDC30Tau18agPN/KoAMo5sjqAuv29rOnN8f4SBtodiJARcm2qnzCIqIYati3hYb256yBZjTNA9uho4qBVu35Nhrfz8TfleX2VjMwvQxKh06kKq0StLYGmtdoJ+b3ruTRzZ08vLmTje0Do4d/Rh63nu3Qs815wBMPWvVtJMRx5ujbYys2vu0/4bhXxot/vXIPd61p41tXnjPiB1SYnbQ0Zvin955P4fIfsaIrw85v/AFDvVI4RBCEFGmlq5izxlCF8j2n/ZnyEEdjjZjGjH0XVBpGScVDxWGusINOKdlgD9FU6IC9KxJFI9+Hv3cFKh1uZUxFFcfkWEOR0VRhWJJaq1LxjioLpsvsa2NDk5IQrMoKk4ZcMTF4antqUieZDi8yOlbuvKJVGkNtWPPgrfSuvIPlO/ZZj2ON/WovS/fCszDDvTbXJPK6bH8sVpuSUFPlctT2P7wpGpOgVIz35Xt+3Kh6U/sAe3pycc5PxcbuFK0HzdpnUQ5aouA1Zn0KgY69akqp8kbVWpPt2x6HqUWkr3hZERGj8X0FeAy7azPCTtjxBHRuSkSt+Dvo2iToVFhaVB0wlqxxvv1vxJjZv/evb2N752DStDq6r174PXRusP9uX5ds6CpHJudur2W+FNqWFGOV2Y8F0LHxGj9bNeyndLimVuU9/tJtJ3b3FenOlVLfGTznrdW1DIZIzlEou8xVntF8oGNvXjbfbY3bSoPXTTCbsIhLf7Xnrq1HNp6U2PVUHDLZU6PFR1XBos/G5Xo5T609locHZDvXjqjc6SkFuX1obb3CGI32KithlpMZao0bZCuj8Xw/vuPshItKhXobawSCe7bteSaGXOU52Vy4MDsHlr4U8r10DxXpHy4RjFHQo+wGKg3Hz+opA8/SWOiqERo8OmItTBWlYdvr7OXvgbM+EC/e1D7AX/9yLd/8wNkcMb+pjgIKE+EtLz+eV3z+F+z2jqHnG69j3apn6i2SIAizhbKXcg62PRIrqzplVSmlYo9KNM8fKd+VylupGJD1PY5e2BLrm4n3IvnsmVKZosm+LaiebXGpaJRnFaaoUXWFwprkq4Rlx4hktP8oVx4j2b2UAhi6CoRhrKyWqx2HNScNYxt8bz89aKlxVV7shcjkbCn39v48hSCkb7hE10DeeuiMpi9X4sENHWUGITqk2LgIo7LWEIi8Ll4mHt8w7UFTXqzcRX2KRstV0gayvofXtcl9Nni+b8PEsCXSuwbygDcyvFMn+4+N3tT4RfIlHljraVNgKz+64ga6Zwfzu1ePOgEcGXzNOx6EPSvQBoxS9LuwubRsfbkirbu22HCtePvyezC932SZKQ87XHQS1QyQaHVlNL2718O2hwHIFUupqprOUM22jPDyxfequ5br9vaxoa2v/Fg1yuxbg9rExSQi47zWNU6fb2g89xgluYPW+2k93ru6E69TKdBknfGgTcU9nWYclbw3tPXbe7uYS0KTjeHxF7qSXQ22JceK/hajEMdi3KQZZYsU+V5iuBAGsSc8441lPlRxm5ro+lvPrPWgeSilyPa8AEOuIM/aXzBnaBfz9z6O9eRp93tkPVjluy2fnZrTuiwuYlTpQYN0VVtDa1+e1bt74Yx3w+GnxeHLSlW2qnB/tb2OBqDpMNL305hFdNLfh0VwubgvW1BiXmOmqoGmxzDOxUCbCoyBOz5vZ4re8o/x4sFCwKduXM5n3nAqrzllcR0FFCbDkgVzec0X/4/O067g2F9cwq03/zDuiyIIwiFMpdIVllLha4lB5kdaQ8sSN0PsZnzjPJjk7R10byPrKQ6bOyfel47/mnif3gilz6qYsQdNB+TX3c3u7kFWtQ6xvm2ASkUGktCj6gpExWfnLYpDHDHkXfl6rSuUHceSeY2cdewCFs5pwPNGNlhOxE970FLrKDUiBy0q614KdZlh99CmDvrzJRsKpkPY+rA1tpRHmJnjjDBnoDUvTMZXkzLQfNCaTe2D/G5tW82xicV23lBT6IeMnYT1PN8q8d3bWNr+iJPBT4z0eKjse8Q2tU5a+9qxTq6R75TpaFbe89w98cL9MNhB4HqDpXNe7Nglxow2rodaodcaXk6RjsK24pZMQZEte9rZ0zsM2dSkcnR5yqS0n6uo6jU/AWX3iiolRs2yLV08ts5VZnRyb+4OeGZb94heevb8PHfeXjI45SdfIVhq0sRJZtrXcWTr/SPvy8EOG0K71hYvOWZBM6HKoJRC6ch76A7rrm9a3x4suL5cRttrNYEqjn25Ek9uLW9kPVQIYePdLNj7CMcsaAagZXA7mNAGYHZtHmHUxHn0YeIV06SeZy8L2x6FQn98z2U8xRNbumLv3AiqjO1Qochv17VTCMuf4biyYmEA1tyG1iFzB7eTzUc93HDeXYNRmfL9V4TWRt4x3F/Pz5bdYkop61EdzFOI7hlXAdN4PqVSiTgY20UPFANNoDVGBxg8K6tK8tCUUqN60PKlkKdXr00mDtx7oFqecPmQjW4Ei4E2Faz4MWx/DN77I1stCzvwf377ak4+fC6fev3J9ZVPmDTK8zj7yn8g/45v8/ZNf82t//Epnt7cOvaGgiAcxFS8YLNNieKqEwPNixRlz6eUnR+rZL43MuwtKBViRTutBJd9NtjmuGkdxu1HmaTk99q9fbT159neXaB3uDxkKfbgRUUtqsQ4RjprXxTO5qqzx72dMDy4oQOFoaS1K94wUunI+B6nLJlLxgTlXqTW1anS6zU8aGEJY6IqjiUoDNqKhZ5HKbTVDzOeKttGG6A4SFf7buvlUC7rKCovf/hp4Gfj80s8aCpWzIZTk3A11ag1t5HJddKQ8WjvGyJoXmRzvXzfjmvfbrKlAaugRWFfukjjjgfoGSrSMzjsTj3lxUmFOEYoZWW0BrjtxhXn9HRuIOzaQsZTo/ZVNcbgeym916l/HobDmrPJ9W9fQybMRRsll8H9OzZaSVZJqlJSVjmyVphhHBJpDDrtMTGa+X0b4rXsH2u8bt83slhXNhiEPctdgQnDfnnQAC/2PBu2b38BP8yXG2iFAVt1ct+WeFw8z3mFABV5r/p327Lt7plLj/9APqC5MUNTxhoM6TYcZYziRNnSNcjQQC8Nhe54WeQdVqUcC+ZkwYQs6F1HY2qdSg/aszu67XZhCeICGdYr60VVZ+JCLfaP7yk6Bwo2dHS/MOTyJYzyyJecUequf3HhaRSaj7Tjig0DDr1Ge4l6d7hwUOXuBzeBogOGCgG9OTfWuX00FJzHOP7N0vgZH4XmyNb74+Hc0jnI+tY+gualZRJ25TTogGzGwzMBC7bdBWHAip09vNAxaHsXR4V0oggEt8+ann9gOJfD14XkbguL5XdjtM8RIzY6YqBNlrY1cM9fw3tvgDmL4sU/emI7a3b38bUrzpRm1AcRR5x/GXOufZi3tmzksJv+kG/97BflzTIFQTh0qJwVb5iXehEn33nxC9oGGMU5E8op4qmXd1Aq4WeSiT60xpQK+MFwyoNm8Iz1HsWz0y4sT7mKgbGIrux1FHYUL3cyJCFe1U5PUwhCHt5kq03aSoCJvH6Yj/fWP//FdA4W4hA8wDby7lgf729hz5ry3KmuTSnFNe1Bc3I2tIAupYpraNj0O0qhoTHrUQo1ni7ie14cjhiN2/DwMNv3DVnDRvmJgQZlYYzxGETXx32nIPaUjDbTncl3c+zCZtABj2/rpydXxPOcgVZmYtsiIZ4O8PK9PLO9m+f39mKMIdQaP3bpVOSgDdkiM4RFwlCj0OVFQgY7KAauxP4oYVjWuE50EY29N4IwTDxQ7jJkdFK8Y1d3rmohkHTYbbSpshZacto1jCRtku+MSe7VjHKhu9GOwYa3GkPfcGmkF00p6N7mQjsN/YXyMvLV86TA9kCwT+E+VwCmPKfP3Uth0U1+hLbZvNbWg+Z69qmdT+H17y6bFInIl0IafY+5Db41jiqqbkZ0DhbZua96QY6G7k0c2fYQSzqfZFGLDRUuOFdnqKHB98k4WfxwuMxAcIMXG3ShNqi+3bHVYJxX1qZtJbJHI9w9aPfbnK3Rr7fK2BaDAFBsbB9g5a4e59A0+J5nDXE3rqG21zkdIeCrKJs2ijsu8cSWfTyyKWnP0VhwxU6i+9yEeF7Gnb+7JgoaMx7KaIbnncCeY98eTwqF+Mxt9JmbVbamqsGGdhptjWhdcp5u3O9A9Dut4hDHUNuiMmlKYXmY+Lb2HvvbFBWlUamnoHW1bX2ANZJHQwy0yVAYgP/7CFz852VFQZbv6OZr927iug+eEyd5CwcP6vDTWPKnD3LU6z7CxzZfy93/eTWPrlhTb7EEQZhp0krKYcdZnRA7+2yMgcWnoP2mRKFW5QaaigtHpDwVQREv05DUGNv7HA2b7+LItgfs4QbaoDiMZ6y3Silo2fO4zYEDFvasJt2JLAoZMiiKKSMm0rgT4y51WpHHzmh0qJnfs45Srp/m9hVk890op8Yt3rccgAxQaFxEKTu/7Fzo3FBW5MEzpTJPXTHU5ErYIga9u+KjY4zNAVl8GoQBWtvy19GuQ21oyHiE2rCgdx2egnwx1bvMgHIKm4mULSAqAhAp70maYORBc8as87AcvfdeGgo9o850G61pyvpkTBgXOPAzmfKcFDcjr7W2XgIDhzX5KKPpzhXRWpNRJlkXKGljy+bvWoaf6+LovffiD+6NCxz0Dw2TL4X0D5fIFUMaMl4y9sO9MNiJCpJZ/bIiIeDuEXufZnyVTCco8FR0/Q0rdvbQNVQYkT+XKNemIgdt7Alpd/fbypWp1bO+inta4fLZjA45YfGc1HYJaU+0MobHt6TCAasah8kYJ0Ui7F7KQ9iik7OVM313P2jtsoaiiQl3b3m4EMfUc1cMNNmsT9YzlGhI9tmzw05cOJ5vHWDjhur6Q9O+ZHLDpDzdUWGWbEbhh9YLmy0NJsdIeaULpZSH3DVpdkNAGN0TqWqYkUHW3u/O0eU5jiTt4rX3XrEUuBwyxWDehRI671iYKl2vMXhhkVKmxX7WGs8DrzhApuQ8pbo04rfR0yX385B4YJVfbkAqFE3BAJ4u0dpnzyEqFKKjuqg6SKIajPOAGiB0OWixgeaKE6n455KNbQM8uKGj7Jj5kmuxkrEhp+091lMYPQpxewuwk1Lta508YqBND8bYvLPFp8FrPhsv7hoscO1Nz/G37zidM44+rI4CCtOK5zP/TV+g6bOP8dqjfc79zZv5/dc/SuuOjfWWTBCEmaAwYEsqR3g+OGU1YwL8Yj9kmp2CEikVyiqkqZlZUxguM/RKpRJeJovCoIIi9GxL6ZUGtj+G37UeD9uryMv3kBnugny/VSbDPJpEIYiT7pUqC9OJwoQC7YocpGQwqeOFxRxzB7fBpnvIDuwkU+xP1emzCoatTaHKDEPAesBS+MrETh6lS6ze3cujW3qgd2dcoc8e2BlSftZ6A7TG4MdHLYU2xDFtM0RKUiR3lNsUeQjTIY4vdOXY3TMUG6KBK8CRDnGMQvU8XRg1Fqm5dxP+wC4bvukMNM/zSJf6VphUFUeNATKeRpmQ0FjDzfeiUbWFJwJtyHq27L/XsTY+F7/YH4eZ7u7JsbFziD29w9aAirxqe5+DbQ/TuPluGnPWQ2m9JSp1bZW7N2yIaHL5FZ6y+ym4MM+MZ2VMe4y94gALetby6OauVBaaQamKfm9VQ7uiY2t0qjx9RlnFPd7Oz2LCkAZfVYROOknjsvmRIm9zHHtzRda3DY5YH2fYxGX2U6KVhThGMkfeKQLrDdEhOjsHvzRkJzUwGM9nbtY+Z7liGOdHFgJNg+/jK01I4j1iz7P2+rjPzcEAC3tWJcfueiGpapkWMOqzqJMcvgbfwwutMebpYjLUUUsJHcYN76Pv8i1H2ykiZUMcVVTd0HHC4hYWtTQQak2m2E/7c3dVz/9LX1dn7dpcSldkw0T9EG01y5AkZBBjja3YQMMaVpn21bT0OR2q5Dxiqd8iZYJ4fefaxPMqDDQFC1sfIRMMxr99iYGGTUPSAZ5y1TV14Aq5RGOs4hy0qBJr2sCKJphKoUZrw+6eHKt39TrDzv2u63IPm+SgzTQrfgy7lsGl34nN5CDU/MnPnuOiFx3OFecfV2cBhZlALT6F4z72U8KPP8ThmWEW/PBCdv/3mwmeu3lESVlBEA4S8r2w48nyZS6E54ktXczpXocKS64xqi7zoBmj4plVT4G/+W7o2wXZZsg2o4MSmUwDCsjmrdGiI9XdKXXab8BzjZf9MG+/1UFiyOHFYTiZTFRFUREEIaVQs3ZPH5vbbchV4DXRUOyroUBoQqcsBs7LpjAoHdK96GwCp2B5yoZMoVR5FccKBaQxvw96d3BYz5pYiTmsb72tgpzexoTgeaxuHWJoOB970GK92XmX0oZAa2+So2QA4wpnJB67yGWi2NmdY1vnYLy/7V1DKQ9aZKBFSmkVNSkosql9gF3dOXKlkGz7WjzClIGWqej7ZED5sdE2mA/I5W0VTu2Kh2Qi8YwtDW5QNrfO86FhLp5SZIa7aNr9qGt1EFAIdFz98egFzYkB1TQ/PmUvHlsT1Uqw4xIVMDCajJ8olygVn3G+5ML/tCG792mObHuoLOyzZWgHamAPajAJQwNYs6fPKvU1Kyk6pdykJhCw95GnU15WL4sxIZ6q2NWI4jz5+NoOl0I6Bgq2iXbF/bdvaJjNHYN2YkOV3z9htfs2KGArpkYhtiFhw3y8Ug5Pl1zEpM+crOKYRfMA4ibahSAkk/HwlSHET/bZtMD+3XCXPUXnASq4saZ1JXSut57jlEgLWx8hW+xzHjRrbGc8m0t13MI5HN6curhx9U1DoLLx+dkRUrHFEBWOQY0MY2wo9HBEh62W2OY8UYTpENJyD9pDG9sZzBfikGrPBImHUzkPWqogkWdK8e+HLbNfYYAXBkhn4hpSho9JLa+Q3Rqqxhn0dg9hGHmEAWUNND/6vPk+uw32d8c2qnYGWlwkJNl/1B7lsc1dPLwpmlSyYeV68YugZUn8jMTbVU/FlEbV00KUd/aeG8ryzv7ttxsYKgb8wyUvq6NwQj2Yd8xLOetPf862q5/lruB8Xrjja+h/Pwl+ehk89V3o3lpvEQVBmCqUz9bde2ntSxkWnh8rjip0L3zPzhpHukc0z+9hQGsWdj5rlYGwaJUkowlKRfyGRhfi6CUbAiawx9Neo/OgaWcQmXhG365urCIKHH/4vFjEUqgZyAds6RykdygPKIabjqCxsK8s9DBuFWBMHC6ltVXKrffBEPpNeK5xtEqHDsbhYSFlShyAUmT3PkvL4M5Y2coEg9C7I7WS8zwpjz0DAd0DQ7aBrJeU0y6F2ob/pShseZzFnU/bw+S6oL/CcxR70JxRkArN29M7XGag7RvKs7fbhikZpejPl+h15egJirD+N2zZvoP2gSTvxTcB2inDvu9jynq5GZbMa3Ihcpre4SJ9Q3myyqBVBh1qMh50DxXZ0jFAIbAewti7YbQ1gkvDKJSrJBjGXp9c89E0Zp0RkOuG7m3xoef1rIPeXXwqmtEAACAASURBVHGeT3Jtk+uV8VTqSimioc27/CVtDGq4Bz8c5vDOZdFVAmyYa7bLNhZuyiReTZsrVUMzBaz6mco5ApQJUoaxAS+DCZO+VdE9GnlS4ucqDFkyrwGjFPevb2dOgw/Ko1Aslh2/z11D5UKD0wZQWYhjZAAGeevIM9aDZsIA0zCXwzJF15zaPnvKhJywZH4sk23RoK2HS6ly71GTi6xy2rvvWiPcvy5VRKRrM+xaRphpIfRdZdBSjubhNlS+l9DYnMWmPU/g6RKL5zbQ6CdhyqYwQNdggXwpIHAeSmNwz1B01W1en+9R3vDbXZnF3Sviz9F9zvO/So1RuYEGEARhbHAv6XySOUM7rSfNKx+DaMuiM9Ciu8AcdjzGwPauQXa1tcUeuGgjT6fux6iARzrEUWsO2/5b1/rCegkbM34cOaCNQfkZ0CGpgGC3ew8TFu1fg/OglTesB+JWFv35Ev35EplcB0e2PQQo9jWfACdeiEKjdJB44SuPZWzeaWVLkkrEQBsvUd7ZG/4Sjjs/XvzrlXv41co9fPeD59JUK6lSOOg5/eQT+PgX/oXVb/0lb+Ob3Nh/FrmN98N1F8C3zoff/ZUtjVzKj70zQRBmJ8qjO1ekoz/1HCsf3bebOUO740XazZx7SrGgdx0mKEWqCAR5mobbrOdC+bHnJgxLZLKNrqJZlD9m8QqR0eDZWVpjUMqM0IHTL37lJ+FLpdCWkz6sOetKgyv6CtbAKnMgRH+1RscNmDUa8Ahto+TIQHNhY4mibfBKOVj3y7ihbISnVOwNrAwDSg6unbEJWmXJENA1MEwmk43l0hoyKc+LNuDrAkdnXCGGMEA7Rdg4L0FU6jzvDAfjGgif6EK6YgPN89na0U+xWHBjGbqxc0cfjprkJsqbwuArg4k8aL7ndHxnUABzGhtdmFZkZGiynq0wGWqN78FQMWBPzxClIGWApkIuVXEQ5a6FZ4LyBttRzkzK2I1Nn+6tcaW8eJhdmKEyzhsZOxqTRuTDxZBMsR89tA/tNwLQUOqLxzWipBo4duEcXnfq4bHRE6Q9aEFFJUCVhJyWVauMJgOMnXAgUqb/P3vvHSfZVd55f8+5oXJ1zt3Tk2c0M5JGmlFGASEhkQSYsBjbOGCCA7YXvPvife3d16/f9RrbeNcLDi84gMHG4LD2AgYDRrYBg0AiCKVRHE1O3dO5uqruvWf/OOemquqeGY2kCbq/z2dU6qobzk1Vz+/8nuf3iHTyrEgoaFOLdaYXaubzNGn3999Hfd+9UVP20C0z6eKoDFFy930lsWY8yaBQ5OvHKBz7DpZfI3BKXNLv4gpdn6ZUgAh8XMehq+ASKE1OhRA4loUlhCZJga8bf5/cC9WxaE+2CFUeD88PePLEAg8dnoPGAkoIpnt3asdDtBFIef8/G8VJkls+zq3ry1pJC+IJmoMz2iBnaq5GmJ3oB+b+FMKk7MHx+TojXYWIYDF5vbkFQnOLDjVSLV82s7WGeaY0WVUiVq6qU9ql1ZYSHxGldYb3jicL8cTQxNX4I1eggBOLDfYfOYaAKOVVQazeEj9HUtpx+mttGmFSFPOORSnnUMpZsRGSAmGeE0n63lPSTrg4AkLS9Mwz7nduNSCFQMwfopqzQQju3TuNj0QhKdSOIB/ULRpCF8fAXIwDJ2t8Z/8M/imacmcE7UwQ1p31b4Frfzp6+6FDc/zy/3qAD775Sp1mkOEFDSkFb7xqgk/+4ut4avIN7H7irbzv8s+xeOuvAQo+/15431r4+Ovhmx+G+aOn2mSGDBnOJ3QKXKRFECjcxkmkCPvuaPXDndcGGLXFGeq+sYUPmrGrnrSM2qbwvQaWoxW0sIg8SsUKe0Ypk9pmXlvnYZN/R46QQqc4er4ys8C6rstDB+Sd+pNpkxCT4ugrphcbuMI4sVl5lLCw/KUw8tHBmVLGwKTDKUoYDQrlU3CsqDFuiKWGT73p0QwEStpYymN6YZnBrmRfuHS6nhdoAiOdgvlcHxsYx7gwBVMF7Dk6H9VeKfSMuBcoc9I00RFKIcxsfTRTHw7T1PeIhEIWHm9gFApp2QRJBQ2FZYeucKEi4GNLCEzqox3yMRS+0nU7emOapGDZiOYiCKjkHXrzMpGWJxDS0ttubfQLzJ44iLN4hOrRbyZGlFTQZHzPqLjWbLnpMXTsK7h7/5k5Px1MJu+Wp6drtEITWqOgPfq5ts/DY03V4XgJYxcFSEefi2hao53cP3VikeNzNSQK20qoRegUsj2PPsyXHta/sUkFTiCYqcXbEUutNZAaS3Wf4sxjuPOa+AZWHunXcTGGFYGPwNfPsGWjTIqqa0nTEFmYFEdfN5EG3TjePFfSKIY9BZs9R+eZXmxo50UVaIIoLJSw2DBYZsipR821o8cmTKcz96BSiiNzyziWJAh8mpEApQgKPSknTz9QlHJ2rKCZmlEhoGmXaeb72y9aED7b2qzksWMLPHl8KfGcWNFkjRBAfQ5hdVbQPKsQqVsyVIwBX+Zwl09gLx2N0iwV8XOmL6NOKxRCxN8FjcXoOXUswU2bh7Bk7MAYKGWaVfsRQQ8hg0bUzy5McXzo0AwAgwe+gN2cj7dBuA8Z2q0SklIvCAikQ64+lXJxPDhT49P3HwS3xMmmZKpvdzShsxIygnYmuO9PYf834TW/F31bn1xs8I6P38u/v30z167PmlFniNFVdPiVV27jM+96EY9Nedz4NxYf634n3k/dAz9zD2x5Gez5HPyPS+FPX5GRtQwZLhh0Imh2ZF0e9RgT2tjCndEpzvNLy3QVHIqOBX4zTrMSlklx9MFrYNk5TPQHxJPW+WP367+NgqLD7PZKhtmEDbTj6Bo0x9IzyQ0vMK53RjFCAEHHPmgqUCijfjR8TYKGSnaUCth0qrp+zdT/6AqXMDTucIqIg2wReDiWdmIM9x0oxff2n+RfHz1K3deEp15vUJh/ioKIe6wFgZ/arh8ondJk0sFUECt6Kqw3Mgqaa4J4YRQ02xKxwUZYg0ZMMkO1JlAKzw9oNMK0zngMQgU6Hc+EVFbIRP3YMt62bJ1aZ7Y31p2n7Ag8ZfYX3VL6GoUkn8CHhaMIyzFkQM/cD5bj4E4JGTcQTxA0IQT1XC8PT0N++Ti52lGUgiNzyzw1VYsItZ3sxxcEKNOqYWG5Sdi49+RyC4FPKl+Eqld83psBMav1W9VSYc5VK0Grm3UNSZS2UYmJlQ1ighYrPHqvu9b2Us2bnm5CcHKxgd9MqB8hGSBgoJJjaqFBVKeUmKA4ML0QnY+nphajhs61wggLdg8EHra3FI/Hq4OwWBy5lsU1L6beDMg5phZLohU0FRgTDbT5jVk5Zyn6Sy47x8s8eTzR602ZxsnCRglJzrbotnV/rah2DEx6tDRGP5oYSyGo5G2U8vEC7XLpB4r68G6dHovevR+01KBZrrk6wow9/p6L7w8vGt+ScU6dq/vYXg0lJJZlpyew6vNYwpiE+Om2FScaFvcfmDHXMrzGCs8po+wCpSPxhIK+7qFqaZ45IZBSht6MesIqrK1Eb8+WMjYKUuiJDOVHxDjEQnmd3rapQfOUyUQwqdBxeiVUc5Ld7j7jYBqkbPT9QCEtlxs39CTuz/g+RVgc79pJKh18BWQE7XRx+Hvwhf+sm1EXegB9IX7uL7/D7slefvyGted0eBnOX6wfKPNHP7qbD/7gFfz5N57mZb/7Fb54OI/a/RPwI38L73kELn8TPPp5TdY+/np48O/a00IyZMhwfqCDSqFt1DVRSRE0BdLTylejXifnmJRDv6lDVAWR8qE0IZI5QzTCmrJoFtwgUtBMOKzSy4XpPzsnuinnc1wx0UNvyaXh+3zvwAyer7C9RTy7gBIS21uE2QM6DSqUH8x+wjqMpq/T8PAbOsAEmk5Zr6sUl433EComQqUJVAhp3AKF0LPhtnHnS9aIYGp6vACUcKg1PSr+LBT7onGVTj7U5upnWzIODBNEwVem7YFJqXPs0A5dH2esoCUJGuSXj5lz6VPJ2wQB3PPUNF/Zczh6P772Ri2N6ooc3NoxVG0mPJFG3YkVtLGqgyTAw6K0dBA7FMwCj5l7PqEJolMAY8ChwuA5FF2T6YpCIqJeZunzcnLoenzLBeJAcqnuRccp0CTVt/LQPamt5YMAJST1ZmiaAIHv0bTL+DIHg5ek+6JFKbIqGmBThASycxCq0IYyfsJMJUxxfOjQHLNLyyAtff2ECcEjgtZAICKSIlRg6spkwvZf6Nops44fKA4YIxkR+PSW3JQ7oa+LLKk1fB48NMuDh+baxuxbeS5do1WlrpmH8APFvicfwa5Pg7QQTh7PrVL3/MhMQgqBZ9L77nniGAdOLoHlEijFkycWUIFPwbUpO5Kc4Uk520ooaDIywpCGhPkqQejN8ygCn9lakyNzNRxT+6aadTxfoSpjNPN9fP2pkyw0/IgaeEHY5D0kji6sv8VcHxlPEpBQmxJkOzp/QpCrT9Fwe43ym74HLWlRF+3ZZQHhPSgQQiKQUd9C1t0UTT5FymfQJPxWFIEXTYhEz4JKGNcbVUsraOH3ozKZCrqGL3kPN9yucMsECpqBPksh8S3UDkfb6HcaDDT2oxpLetLEGCRhzqmwLNJVneZVKRbrdepKZxt0mOZLISNop4PlOV13duv/DeO7ord/6x/3MLXQ4Ndfe2nWjDrDKXH9xn4++3M38rab1vOf//4B3vCHX+fevdPaaObKH4Ef/ht490Ow4cXwz78Bv7NV16wlGr1myJDhPIXUqTFKxEGHDiAEwgSUjaangy+Umfk29s0J5UMFPpaTRwgVu54BDbcnDpLCNELjNhiGAt+r3BgNZ32/rk1BSNb0FXFtKzJ9aAYBTnMecl16dr4+Te7wN/mXR4/x8JH5OAUpCNh3XNccNX1FrbJWj9uk8gXSNWpGQDFn66A7ofy1IqwPAU1wtBNdnIKkzPS45ddZUC4IwawziGMJ/O610biKc0+1ZZn2ltyIlB2ZXYxURB+dZhamODqWpRUndOBnG3UhIhchQasdNeMMdKNdpVisLVFYOqgvd0LFkwhTL2hSmiyLwG9y376T5rgDbHPdReL4BYqgvkTOn4+CUaF8lj1fKxVJh8PIjdP8nTp+oYPpFgUtVJ1s28UyKbXH5upMLzWMWmAhA10jpBQ0lWShVo/rIlVAznHwggAV+CxU1nFk9DaojkIqAA2gsWjcAwVHh25hdvQmQPfee/zYQnSNMfuNkhZVALaekIj6i6HbTcT1QFoNDPdYnXtUp7Ulz6XyzHUyvdnMtQhrD5P7F8rHtoSxXw8Da6jVG0wv6brKmp++wYQQBNKJSaHQBCVK5zUqZqC0Aupa+tm3hMBTNrNLywgCji/UwXJoeAHTiw2m503acuDTX7ZxLUnONmqoUdAiMh3WMind/FmfsyZYLlL5kYNlKWchheD4k99lvuHTGLuGPcUwdg3Pi4qUQRpmDNKCUn+sWDrF6PhDMlOrNzg4U+OpEwucDI1zzLX0rbwmfKk9gW0LFtw4XbKljC3hdiii9M2JwXj5wKQgC/REQKAUTnMeqZpIIeJnIUFctSInsaXQhL/WNNmIJsURRSCsKK1TCVvP2QjJgZNLHJ03Kq0xgykvPEW+dkS3JjB91KozD0W98UKy+O2nT9JUcb1d6vhQPLB/OiaWmYJ2llAKPv1zMLQdrnln9Pbffecgn7p3P///j+yi4GamIBlOD5YUvHH3BHf/4i28dPsQb/3ovbztz+7lsaM6v5lSP1z3M/DTX4c3/xU0F+GPbocPvwTu+4ieLMiQIcO5RacJOWGZIEYHkpoPBITpfkJAw/NxQ7e9wDjDgUnnMjVTStcwCRUTHaUUnlWIhS3lRymOWi2C/dNLzCSyuXpLsb0+aIUpTEnyfE2CAjvPpeMmLSyApYU5lho6jcjRdnQsLuuguekHSMvRhfQyrGuzkUGTkWpOKzgmPTB0YUz2VwrPwexSM3JhkwJsS0QOeuF5K7LEU7N63AsUsS2pU/wA7Bw+sm1StLvgRNdluJrn0Kw+GXW3zyh3OugNUAx3FVGm7i5Ms0QFTC02OTZfJ6TXvpVHKB9HCuTxhxk5+MXIJEMoj7xtcXzgOj12mSBoxZ70vaHAtixDzvQ1tZandZAfaHdFTfgEa3u0GQeBT9L+XEQKWqzMhMqKQsTnPiRoY1fS3Piy6DpdMVY0CprSzYiFoFYYIlc/ia20Nfmjx5f47r4p3c5BahXAdR38QEX1OeH+0iWLiu79X4RZbZDjOSWaUhPsp44vMFNrUEs0Eg8Tc4XSvaSoDOvfPi++gevNJnXTxMuWIlZ97LIOzoWIUoptb1Gn+eVKkQ19eC8oFGMHPwfHH43SSyU+riVpeolas4bHlx48yIn5OoNlNzrfvhUrP0mCBuAVB3WwrQCvblIJtYriGEXXtiW1QPLYsYXIeVNZTpzqawxLUAFXjncx0VPU4w/TAVMpq4ZYBaQVNGnpOjiD4s7XJ9QZwdq+EstNP/obEad02lJAC/nXp06w2LeDhfK6KHEZ4J8fOcS9e6d59Mgc04sJAw+ESXGMl60XhwFwTXp1ciImPL9mRNG4AGwBQ91pchg71Opnrefk/XqCSBJfE+PSGm1V2izWPQKlOD6/rL93jNuuJKApC4nvMit1vr93UMdaIlHv2Dd1H3LpKJZqYgmB05zH8z29T3O/zdaalPO5lLFIVBfXnNNNsaVW8Vs7C7QiI2inwrf+CA5+G+76YHSWv7V3ml/+uwf4wx/exURv8RQbyJChHXnH4u03beBf/8OL2TBQ5jW/9zX+r7++P7btFkKrta/6XfjFPXDVW+F7n4TfuQQ+/fM65TZDhgznGPEv7Hf2ncQ3qWGg++VML9TMzK/Adyo0hKtT8VDg1fGLg1HtDtKOUvxsy4pTF92y2ZXE8wM9ax34cYqjmY4+WItn2jsN0ZYyUtAcSyCUT4DFUFeRgqPVv7yKgwpp2Wi7aB+F1LUtUrYoaA7jVZvhai4mm6FKVOiG7a+J1RGgp+hGgb0MmlGaWtinKAi0Wcb6KiwJk+YpJI4lEVKni5LvMnb/Mdx8KeWePFBxafhweOR2pvp3YZlgXrsGShxLk+Swn1qgFF997Bjf3j/LvukllBC6H5d0EcrXNXvzh6KAKlAKGTRZ118iELY+dunoJuSAVezjyPAtlHM2mwbLWksN7cDN9XKm9uj0TpOCiXHVLNqhSppWwxzTsVeZ+0FKwXJ+MLo3wmbBcQ6kg3D0OQyEjUykpg1X8ygkSroE0sFWTZQKaAZSB/oqIO86gMK2bY7N17FF3PYhQJKUQUSUVhjD8xXTS01OLNYpOBZH5pZ55MicuaaWPsdCK8aGqqT6bDWbHscXm1QL+vyGpg71nG5tZAldO6iEjduYQeWqcYPwDsqEOnw/xUVt1iMCH9uS1L0gUtr0cXjsnVqklJN4UhOIhlM1l00RCAdLCNh0OzMjNxBIO1bQutdoQ5BA6QkQLeHgWokUxUAH9kt+rJ0I5RmC5mvHysSpXSqORdb4oJXamTqcXGqwNP4iXW5jFLQkpG2nTHT6ym7akdGofyKsMxu5Ai65K/FxmKpr49ma2B+dXdbuoaYW6/LxrtQ+bakJmh01rYvTci0pcS2Zmog5MXZr+gIlWlZZxjBk92QvjpRRD0YA3y6isBAEHB26GYFgoJyjkrPRtWUR3QM7j2PHJyJIpDgKk+4buuwG0sYLFJVCjivX9JB39YSLVOn6SRUEOsXWcrSbrRcnaurzILl0ojdVohKez9zyVDTRoVMcMwXtmePQd+BLv2rqznRzwaenFnnHx+7j116znavX9a6+foYMp0BX0eG9L9vKl95zM0LAbe//F/7b5x5mdinxpeCWYOeb4Sc+B2+7G+wCfPRVWlX7zp+nm7xmyJDheYD+wZ0avAYKPSw3fY4vLLNYN05myqe/nOPYYsB8/+U0xq5maugGDg3ejCUC3UtzaQrK/Szn+qJgvLn5FZzov1oHKGjz+pC4KSF4uPtm7l/qRQVxE1iBYrkyydHhm6PRXTnR3TZWy5I0/YC8Y3Hdhj7AWGILiZTactsJtFrmBwGBlWP3ZA9SaSc5XYNmade4BEFzl45oomhIQqT8heQiQTJKOZtyLjTp8CNOsXda1wbpxDTFQNHWKUdo9cexBIROg1EqX3yEl02kDbocoefbA8sFYemYzKyglEJauoGwqs1QfOR/YT5AIZitNRmoFJBBg+5K2aQ4CmjWItWu4QU4QqfJ6dqzcAY+THGU+FYBKcDRuXg4thOlpIZXRQhoGtMWqZooYce1bYFHMspu9G3h8MhtCQWNqNGvCmvnmjV9b5mzGf7XlzYiMaMvZZzKGUgHB1PbJKyI+Odc3Sx9ol8TlMBvRopekAgttYIUp9mGtvV+oHh6agmHgGreYbbWjJo4Y5qOO1LrYs1A4dXmkI04QyTwPebrHuVcTFAU0HSqHB26iaXerSZNU2I3F1BuGWnqikIlO4nZWjNh/OLhWHG67eXj3eZ9fW0Gyy6B0I6Mvl0Mbw+UtPS5y3fh5fvwlb6P68UhkDqt8LFj81EdWERUzHlb1+vg2pJlDwgwbQ60+Q57v0rYTiEc12xPuqeuEDqteKHuYVlx38XWiRkrQcaUEDiWjFIPk7VPUTqilCkVTaFTtUOSKYTuhXZkbjlyi8wl+xAKES0bvurt2tHnOUdGNWsBwhghadSKo+AU2usrt7wcP99LIjsVL9cdJXUH0kEK6Cvn2DJcJWkSgtDHtWtND5N9JbxAMbvURIpQQYtdcouudspcqHuU8w4TvUW2j1b15IWpHw7x1IlFrKAJTgGlAuZq9VT6rT58K3Ikja6bcEzz7nAST2CfgoFlBG0lLByHT/4I3PZfYOxKQKdm/MRHvsUPXzvJa68YP8cDzHAxYaSrwG+87jL+/mdv4Knji9z0W3fzu196jNlai/vVwGZ42W/Aux+B3T8O9/4xvH8rfP6XdI+VDBkyPPeIYhP9E/rAoVlQ6GbGSoHyya/ZxXEvz3JlkqAyBpZDEwsnDMAXjuLmizQ8FU2Z+9LFLw4R1nToXCZDaIQksHLazMFrRGMQyk+pAAB5J12HBHpmFxTVvEPOthDK185qQmqFTyn8uiZKy82AwM5jCR3MKlNfJ6UwM/baAEIHSGbG2qTwleef1EFcB4IGRPbxYQ3aaHc+mvWOBCDlc+Xaftb3l3WgKETk6BeaqQir3aI6SmGT8XFD3Kh6oe6h0KqBJQRucxYhwfJqmjgJwWLDp9Q3yqbBMmuG+7lsOI8V1FFeA788wnJ+iK8vjiB8TwdmwkYAw93l6FppwxKJJSXFnM3OiW5c2xgHqPgWWlp7O4Gv61mkt4xv5ZDh/aHSNWiW7RBYuTiIFSJqYhxtcXk2fT4wNUtIpN+IZvJ12wFD0IRtWico6oFRVlVAMedyyXCZvKsDaduvRes0fJ2Kq6+7dqeMFTS9j2ag7eA3dgX0lNIKjxICXwlsoR0av/nUSfYcOJYyDJleanBkrkHJTaTJKr2u51QQbkWnvgkb21tEOaVIwQpa5TyIySFatXNC8msIDBCR40rOIpC2JrcmxVGTlkTKKbrZtwi86P26p9efX/ZSjdQLrkMgHAbKeRxLUPcVjbUvZr6yEZJP76Ofj4x06BrHF+n0OyHMpAPg2pau+wMo9qcUTCvcRuJ6xCnBInEfdM6x05dBky0lYtOjw7PL0TOWbhSvnymFMN8z5jwnbORzthU3A1fQ2l4jHmmCOLpFgnwXQaDwNtzGTPd2Fnt3xMeWGJvebkCSn4Eme64lWVj2OL5QR0kZZSAkLEW0GU6gokmI8Z4iy/kBiqbmNBqj8rFUA5wCBVXDmz8a1ewRvpg0ytBQUAhD7sM+bqZetdM5SCIjaJ3gN+GvflS72Vz1kwAsN33e+fH72D7axb+/bdM5HV6GixcbByt86C27+ehPXM39B2Z40fu+zPu/sIeTiy2Ojm4RrvhheNuX4S1/r7+oP3QLfOSVukFsIlUkQ4YMzzbi2egwVvCcMktNXytDgYdbKNL0VUQ6Bio60LVEHITmXFc3eVXarGDB1EsQpb9oq/HDs8sJO3KBWppCmcbBAh/V9lOeDFD1WHXKjopqpoUyKWvSiuo7ZKDT0RbrHsoqgFJs6i8w0qNVFMsEsmHg0XSq+NUJuOQuhOVgN+ex/SWcpaNRoNM2ux/GxYFO7dJKgxm1MkFJ4DPUVWSgktOGHlIgTMCM0AbZoYW83qgJBMPgUSRm8cE0qhY8cmSOZS9AIHGkitSLq5vf0kG+MClyxX66Ci6lUpXenCJfO47vVvBLQ1DoxhcWyq+b1Ch9nCM9Je7cPkw5Z0cBf/gamrXkbBkpaEiQ0kIZExLp1/BlPu4n1VKD5ph+dskmwhF5CBW0xoJZuAhdE9G6y25vSlCypGTTYJWcLVHSQS4eRQYNFpvE/fWkRU9Rq362FMigERGFL+85oXt1odPgtItjmhTNLDVYbPg4QuG2SAVKWLA0Rc+Je7EFeApqTR8vUNol0mBNb5lqQV9bPWWhousqZZjiKLUy5hajGq2GF0RKXs62GKrk8QNljDvQDqoyJiwhqnOP033y+8a8QeDbBZZNLzCl0vVgur+Z0Aqzef6WEnV2TsLN8PI1vawf0dtxLaknQAo98fYS1yY0r2Foe0REmk4l+jyQLhsHykz2VWLL+3xX+okX7QTN7kAGVuIHYeP55DWdq26md3gtmweK5jgS5CZUg4zqFlHOkKAJQc6WxpRFbz9FTlruneRHlmVrZ8dclcXyWgIrR6DiBVIcM+HimHzftkTUaN5TUqdCGvVe16hp0uQrUqp1rTBMrj6VGptQnlbQ7AKjXXqCRBPexP0UPremL2PT06m4up5Nq9dKiKj34UrICFon/ON/0nn2r3g/CIHnB7zrE99BCPjN11+WOTZmeM6xc6KbP/6xq/iLn7yWPUfmufE37+Z9n3+EEwsdJU+OuAAAIABJREFUOtqP7oS7/ie852HY9mq4+9fhA1fA138f6vPP/+AzZLjIEddSCB46PIclBJvWjDNf2UjoYigsx7jJaW/DPqMiRD/KpX6cch+NgChl71tPnTSz/wLRXMStnYhUmcgd0rJQjRqNss7ikEHQGt+kkQhUhVJU8ybQVz6BCez9cMbcq1FyLWpNH9/OgwoYLNmU+4b0vsKGtqUBAAIrR31kN9i6xiVMIZOqGROzZDHMxttiFzyUcWAzKV0DW/H6t0bnDyF1aiPGJELGhE8pkMqP49qwBseQm6RCFP7thSploBBSUmuaPnICBssOlr8cpVVG6pxbhIVjlE58F88uUitPMnnJVVy7YYBLh4tYUlIp5EwvKYFtWWwdrmJJyct2jDDanVC4hCRniUiBEICQUs/IhwqanY+CMqH8tIJmxUpqiL6uikkBNOl09bn4+ggBQhOf5VwfSVFRShjtKdBbymknx6nH9fUUllaEgsDY9gegfDYPV1jTW4zOqUrGQNIO9d5w5BSN6lXzlL7vnNZafUGgBUuq848DghP9VwOwWJ5kqTimDyMfKzBh3BX1mrMkQULVUnYpUoSeOrFIkvVIqY07wntP+nXYdw9jBz4bNSAequTJLx+ltLgv6hHY2HAnnq1r/jRBSyhowihoqhmdl3X9pche37ZEdMLLeZf+ci4ad8Pzo+ccIKiMJs6n4SsibMsA85UN0DWBFygC6dJddNMER8jUnEzys3BslXysRIaXr7dF2QyhlSTJZePdXD6uJ2MWyutYO9BFT0FvJ0X4hFbOWmvQsMJ9CvKOFTeMtosthNFUIZr1kuMX0oqMi0CreIuNeJIrpQImFLSFTa9NnY+QHDbN960lNLk/bmIqIXVKa3JUy/mBtnMjAw/hN8DJxyQ/8X0T9nMDIoLW8HVaoxU0Et9LAkdmNWhnhvs+Ag/9b3jjx8DOEQSK//jX93Nsvs6H3rI7VYicIcNzjUvHu/jQW3bzV++8jqenFrnxfXfzS397P48f60C88l1w9dvgp++Bl/827PkH+J3t8IVfgbnDz//gM2Q4jyCE+BMhxDEhxAOJ9/4fIcRBIcR3zb+Xn862Fs1Med3X9UjrB0qM9hSpFHJalVE+IrTdNwpa+NshjdkD62/ByldQCo7O1fj+wVm8IOD6Df0m+vMpLB3SBMoq0OxaD+ieQl4QoBxdf6RT8zr8lI9c3vbWjZsGWNdfMn+ZmjIh8YMAzypg+cs68FVhgb+CoInVt5GDYy+PC+5l/DsYxShCq2JgXjulOAqBNKYhQvksD16O6N+kU6qGd+BVxvT2lHYRdBK9pMLgbXqxEfXcumS4wubBSmxEYkiYLeLgN1w/zK7ylSZGWwZLpg4uXi6QIUEzgas5x17XGhYHrogaBJcLeaquQEjJrVuHTJCYVu1cW6bSvRCS/rI5p5hEM6lrvnpKLpZf04qYWSVQ6fPsyJZrPLSd3ev6jAmFCYrrRkHr1OYgqUqYY/b8AKGaMfmRNkIFWh2Tlh6qUhTXXsPgxl00HUNWEkRFSTu1PyUE5ZzN7duG2DnRg2tLrBZXSyWsOA3RvFi5eNuBMeiIzp+QUb1ieByWlARBYixuqSVlT/9/ozgEpUG8sP5JurrWbXa/bvPg6xqjiV5tllPN2dBYQEhjaiEEV67pMfVu6RRHT2nCHZj3R7sL7JrUqq5WDcOHQ8LQNhjZqevkTBpmlO6bTMfFNM4w/edAT4QwvIOcbeGbc5N+rtpr0FREafS2t40asxOT0gwwWMnTCcbVnoJrMVjNR6ml0rJxpHEhFUlyEaaJpmvQ0imOkpohVr5TTJPIFrdXK3E4h1QP+xdtlNLfobYUHJmvx2mpyRWTjaqTCpoUNIxjp6cE+E0sAQPVPK6tbyzLsk0j63gsI91lKmPbEIm9iMBDBg1wYpKpX8L9ivi5Nd8fBcdCWg4iaKacUDMXxzPBo1/Qweyb/gKqIyil+NVPP8iDh+b46I9flSpWzZDh+cQlI1V+/4d28bmfvxHXkrz6g1/jx//0m/zTw0ejH54IUsLmO+DHPgM/+r9h/jB8YBf8w3+AuUPn5gAyZDj3+AhwZ4f3/7tSaqf59w+ns6G4EF1Sytk6HS5ns3tdPxjnQxnWaZlZ2XBm3SJ+Xi1DHGYXtbX7YCVvlLbQVlyHWUdGbuXGHeu4fdsQtrGsjnoUKT9VS6HfA/o3RWM0g9YpdmbsV4xXuXbDAAiJa0t8u4jtL2NLQRAEmqAFPjRr5IoVEALXak9bjFQJIaL0vZUJmoz6eXXnLborZWSpF4UyQStGQdO1IGFKmiU1QQsUPHBoDmOrQM+Gq6huvVmT0aEdCBRjBz6LXNb9x7oKDrvX9tJTdAm/Jr1AK3e9RQehgihIumS4ylCXDqjCwJmcTi3zy2MEwjY9moSuhwua7UHyatk1QjJUyXGFcb+TJuANpE3BKE6eXYzq8drOczg5HA548JLE5zrojFLeOhC0mETG/z9YzdMYvQbWvxiAa9YPIPBZqNW1Yrk8o+vachWzPyven4ES2lEvtt0XuLZW0Ya7tIIgnThtUR+WpFEexct1R+l0128cYNNg2TRmNsQ8vN9CFZkwfRUwJCQ0rcAppALeUOWb794Gxb7ouvvS1Qpa4lSG618yUmXTcBXqcwihU/JsKZEbXgyolCorhIjuKUVM3PpKLlet7Y0UM3PA0DUO/RsRdk6buyTqsPy+LXo5O29SNzEELUGC7DzlnM2Lt6+JtxkPJpXimHSCDFOaKwk1MiK5Vuf7NUyzTi2MACkp2IJXXTYKSjFYyTNc1STPsbWLY/K4VcIkpJy3mak1aPgBywOXRjVsR4duYrZ7e2pPVuLYdl+yQRsgmePJO7qHXqhOp0h5EKB61ht3xxhWgqDJ5iJMPwn1eaTQzrAKrWweHH955DwJcPW6XrZc8aKU2idVU2fY2fm4Fx36uwZM+4KWFMfR7gLXbBjECpqRKy0iI2inj4Pfhr95K/zAh2F8F0opfuNzj3D3nuN87K1X013sLAVnyPB8Ym1/iV999Q6+9t5buWZ9H//fZx/m+t/4Mu/7/CM8eXyhfYXRnfC6P4J3fkXPrn5gF3z2PVG/mgwZXihQSv0rMP1sbCtMbVFCpJWN0JVN+VFwGQZKPSWX6zb0Rbb4ZnECJfADn+HuAtdt6DNGHPUowAh8rdbZUge90pLM1JooO492TWw3CUkjEWAl9l20JcWcC0Iy2lWgVOnWTYstTRp9uxylDuZyOuiSVky6XrpN9zjqZDQgk+RFJLNOBG5eBy2bBwp0FXPYvZMcGr0DL9CBemSSIfVseSBdhNDBdGQiIbSzHG5JN022XaiO6LotgPq8DvSBse6CsdLX42wGOm1KALdu6olUmlLOxjXHKcLULCcPl74eVRnm8Owys7WmDqqlrYO0FJlKK2jtl0GbtERLCPCV4PjAtabPl6BpV3TaX87WRD08h5tux84VzWrtBE4JmU5nD9Mok4sSG3uExGDjYJkXb58At8iuNT30lAumLi+21E/uJ3mskQIibT0hkdiXY7Uur//2rCIz3ds5WdnCN/3NzLjDRhUTlPI5ugouSSXStixd79g9yczE7brrhNDXOOxhZns1M6QWw4ioDkqn3QVKmUskOTFyM2Fj6Qj5LuTQdoTpxyaEbqBumdqqoFOKY6SQJQJ4KRjtLqTfT5y/pQ2vwLNyBEqr4QDCzsPYLth8B2rtiyIXRaUSz5e0YOsrovpPhNDKcb47ureiMQgRKfZXTra6jcdj7VSXBkRqWAwjXRoH1fD7b01vkd6im/geFPSUHMZ6jPOljFMcR7oKOFKbwwROOTouz6lEKcVRZmTi9ukv6WdybrmJMOfXs0vR5E1bDVq+iueUU/eCa8kovXLTpq36zWMPI5UXfSXalsALVvgmTbxZXtiLWp4DpxCNUwrB9tEq4z1FnaEgY1U3grSNgmZH59ddgSCHyCQhgOmn4C/eCC/9NdhyJ36g+OW/e4B7npziE2+/Vku8GTKcR+guurzz5g2846b1fGvvST51735e+YGvsmO0i9ftGuOl24bTzll9G+C1fwA3/SJ85f3wwavg8h+EG9+tZ/YyZHjh4meFEG8B7gXeo5Q6eepVwh9WmZ6FNgQNgqheS8+o6o8HK3k4lFbQAsD3/XQ6XLEfNbAFDtxD4GnnrzCgCYwB0KyfA4Tpq9P6Q9+htkGI9PsmjRBpIYTAdnM0pBvVhCnLhW13RcGqHkOCdKnEZkkHSlpBaw9OEYJqzwC7gzkQyqSuCYTlGPc9kKHCaOpZnJ4xnDUbaKADqPD4pBBp8ickIkiaKWkTCb1b028MXT8ohdDHP5t2aLMsG2ggCr2p70VbisgUQwf5ptm4SF/7jqmmiWNHhS2a9S3hBYrAyiNzFYRYJrBchBBsHq6awzTH65ZxDFFPXWqTQmWFFvp9G2DqiY4KmhCxUYIMUyKjA89F1zhnWzT9ZbwkQQt8WnHFRA97pxbJ91aoVmtRbeVAJc94bxiYhhG3DsCPjrw4tY2c68TLRbWWscmEtG2YeIkeQu2E1pOVz86JbkqNJnv3amOb6Jg6QAgrOtbFuk+tOoJyKmBXsORJov7O9XlY+yLYNwfLczSCPN98alrX0wnBaFcBMRaTHSni+zFY8bq3PwOWMTcJlCL66rAs6F4HgFvqQSCo+1rJsmVCSXMK8bUQEjbfSVh7GC5Sz/VjS8FgJUd/2U0TelJTBCu6CE70Fhmu9IUnMP7WEFZCpQ2/APR/bEugfF1T2lN0OA74xCYhoJXpINBqa/J6xXWp+jXZJiAkg9/ep7+Wy3mbE7078dZV4emldoIm24lbWGuXsyW5vkkoVOCJL2PXZ1CGRIUOoJ1uo7Cpd8Ppwm3O6r9zuta0nusHFkEpdk0a8nw8raDpHei+kkpIbEuwLG3yskMqcgKZgnZyr+4ptfutsOvHaPoBv/DJ7/K9/TN86p3XMdZdOOUmMmQ4VxBCcPW6Xn77DZdzz396CT9w5Rh/++2DXPPr/8SbP/wN/uzrezkyG/fjoG8DvOb34ae+pjvdf/Aq+OwvZqmPGV6o+ANgA7ATOAy8f6UFhRBvF0LcK4S4d25W25krIUzj6XAhM8Mc+FEtg69UOkhScbBrmXSmpu+nt2O7iOFL9eJBghgAu8d1QDHfFBEhTKody/kh6F2fHHjnAwp7lRmSM9FbYnxoIAqcZusmeDD9iq5a28tIdzE6zmhiPyJvgmODN1DP9aZTHJOzyAgYvUL/b2IZW2qb/4BEUGK2e+vWIexiV9uEvoBUjVaKrPkNlBCRq56AKAXPQxNSGottREbaZibfcWDNtdH7SfJcztnxfsNjdApQHm4/1yM7E+PTBFkk1C0voQhCWB+UhBm0tBK25oklzLgCacP2H4jPbcKIJInGSvGglDCwBfJdXDrWhdOcoyHNxLS0odTfcbW1fSWGe8oUbRkpGttHu+gqpgPztIoa49r1/aztL+keVollQqXWcmNzEYHQpyPw6Cm5poeaNtCYr2xc+TYX0G3SzxSK+epGzS3WXMvA+EadotezNr7e0kmpo7qvvHainOyPmzNbMj6fyRTHFDpMUlgibgUQPfIiYeDhFJhd89KozrWNQ0WGK0KbcJg6UgXMVzZyYuCaSE20WusWgXq+H2Ge6ZUUNCkEOTsmzyIk9KF9vDnq+BAFji2jlhh5k849VfNbtqvJTuvcht2iJLWmXl69rjfKYts12cMNm4eRCWIVIWhGBC35fvjdWjeqa9gUW5j+fUqRqGlrPycbr7qDzVffyWz3JYAhbJaNIwW1wnBE4CL0TOpn3ynA+FXm4EO1W2cGbB7po7uwukb2wiZo00/Cn75CKwm3vJelhsc7PnYfh2dqfOLt16ZziDNkOM9RyTu86eo1fPId1/H1X7qVV+8c5e5HjnHTb93Na3//a3zwy49x/4EZPavcux5e/XuaqDUW4QO74XPvhfmj5/owMmR43qCUOqqU8pVSAfBh4OpVlv2QUmq3Ump3V3fY2FbFNTEA0tZOXSjCxrVKqbZZ3hBhmlTg+7qvUQKhohEEfupvd3gbR4Zv0U1flY/wG3iJ+GCqf7eeiIm3FL8qpX/3jj2sZ+KFJGwm21VwGV27NS5x6i6nxjPaXYiNAVaoQWu63TSdrvQyw5fC+O74gMPXhEuhNAqVrr3pHDS6CQIrUHHQGELqNgIAeLqmL1QehCA6R55dhFxRE89wXGahMOWsVY0JA8brN/Tr1LGotsaMaesroDzQPvbedYk/zPkPWxqIuB9VqEboeq4EEimpTqeULuDk+lexWF4bu2VO3qDT5Tqg2RpIJjF8aUQ8T/ZcZpQBoHtiZZIP7aphpzTDDj3r9McWPUWX0e5iyu0zrEFKErTwvvTtokmC1G/MVTcz17VlxSEK094giUApyFUYHFvHeE8RyoNx6qBJb41UvNQ9lqw5clkwjekDe6WJ/HZ5WUpjwqHATqjFSeSLpajpvWwlUVLC1lfq9NtoN7roTHVU8tLXvJHrRW19lT7U1YqgkgQncgKS8fdX+GzppxFHSl6ydVj3HbMTEwcQrWNJgR8E2iBFCO7Ynk6TDnfZmiI70lWIXHBztkVfOd0PMMLCsaiGc5UjMyvaxolT1/m2jiGJ6uAaqoNruOPSCSb7igyPTZpldd1dmw+AnYP+jfr/3XK0v8vGu+kt6FYEW0a7kdbqBO2Fm+I49YTuGbXrR+GW97Jvaom3f+xexroL/Nlbr45sYjNkuBDRV87x765aw7+7ag3zy03u3nOcf95zjI/829MESvGijf3cvHmAGzePMvjaP4Ab3wP/+pvwgSth14/BDb+gA44MGS5iCCFGlFKhxelrgQdWWz5eTwexvl1IBzlOAdvTrnBI2wQkLSurdIojgFKqbTY7/Es3Mk4GiRY371inw669eeTiLHPNHkjzqfRgw1e/DkfuNzt3UgQNFPRtQE0dgWMPsm6we5UTENe8RJsPtxJafkc2+1YcpCRTvgIv+nuomufRIwuMV1ZOVSu4Fuv6SjxYg9agEwDbpb751Szs+SaoOXZN9lLr12lamijrxXyrgLALcMmr4nUtByw3CoZb49ZQrQlt/0nU1nRE6CrZVqOmEN5y9MnGwbJWcPYrY8tuIWwnVlkT90oYtLZWyVw63sPa/mb8RnUkscv0smPdJZZq0aedx96/mVqzmnDsPEUsZJ/GRLaQDFbyOH0l9k4tpt5PvaInPRxbMFTJ4+Rj4iOEYGHTq1k6PG8C4/RxhMd6x/Zh/vHBI8Q5uKbOi9jZMLp7Wok2RHWXYb2ZLWWLCqwxVM2xz/x/o9BZYWw7TohTiJV2QvRpv5tzjmTZNL2+fkNflJoawWkpu7HcyBv05s0tv9sdenDEtV4r3AO966BnXbRwtJyw2tJddcqvrgmVLYpd2LYiXEfYeTy3KxpSWCdnt6xXctuJ5tr+UqyAQUQCW0XCsEaxU7PyFDa+hFpxCufwt/UYTlEPBiCLPQxc+RrIJb9sBQ0/nnhpXyl+jlxL1z1Gx2ut7m3xwmQh+74Bf/lmuPan4aZf5KuPneBdn/g2P3TNJO++fXP7jEWGDBcwKnmHuy4f5a7LRwkCxcNH5vjXR0/w1/cd4Jf+9vus7S9y/YZ+btj6a1x39c9T/sb74X/uhKveCtf9rJ5dzJDhAocQ4hPALUC/EOIA8F+AW4QQO9G/rnuBd5zOtpSCpdIEk30lyks2hKVPThEZ1HXKodBz/F5Lbx2snHbcwxAHE7i3piOFQZQK/LZZ3ciRbWArcu4eQLCmt8i+6aVOR65fir1w9MH4bd8YeYT7DcnA4CXw6IO4TofwIAx6pIwMOVpnnlVY85MK7FuVBKMmmX1vHa7wjw8e4eRcnS2dLOIN+so5uoVLo9NhAhuHu1gTjMD0HJWCS6USNpIlSi307ELUxy5CaRDWXIs1tZQ6phBhgBqloYaKUGugDHDp6xOH3aImKYVozBvjEx34dplm0NogA+Saa3RWw+HvpQK4cAxWy9hcW9J3mtk+PV1d9OROEbiOXMZL+33c5hzMk7qOL790hM89cCRuYDx2JVRGtCKbPM4IZrlSP2v6yjjV3AoELV7nsolu8oUy1QUvQXSN6Iow9UtEBE2aGq0wrS4M+kMzHtuY9VQLdqR4RSlpnYi2sYb37NDRE01Ck9cV/QwulCdZKo7SI1dSCNsVND1pY2z2jSLdyiUsKak1dF1qyn1xJUgnop5thnYpxT7dfHqlyZC0AisSCppIKGhBYuzC1DWG3yUq6g2YXHZu8jaWpGTfsXm2DMfNt6PnSwocKcjb7Smj5Zwd13gBRdfmpduGyTuJ701pYw9sgsOHU2SuI3IVgoJxylVqdTUxtV56JmzdxBhDR59cefnwHi70wOY7mT9cj59ha/Xn9oVH0O7/FHzm3fCK9xNc+kY+/C9P8MEvP877Xn8ZL7905NTrZ8hwAUNKwfbRLraPdvFTt2xgqeHxzaem+bcnpvgfX3qUnz46z/bRt/LqS17Hqw58nL7fvRxx+Zvg+nel61oyZLjAoJT6wQ5v//Ez2pZ53TnRDU/IBEHTM/6REYQQqERvHgDW3xIFLDLRM6iVhYXrLDeayNzKSk0l73DdmkFKwz3sP1lLBWCsuQ7Kusk0pQGT+pdAcgY3rFvKVTg4dieXdQiSkrPEYYpZTNAS5AvS9WGJtfSLTP2ddyxeedko//T9fe1qQQscW9JY4TMhBLlcu3olhMDyTS2usKh7CRVgzbVQ7EspBa1xa0jMokBVWlqBO5W6lNyQEOA3kPWlqJ9YBKV0+5RLx+L3Dn8P8lXY8brorVfvHIMnH4eWy7ji7pN/bH2FHu/cQThw76ppi3nHAr/dhdOxJOWcxfyyp4/fzoHXcjWS2w2DebcCO36AnqZPNe8wt2wUv5b7AGCwnIO+NTC4pu1YtE6hazrDa2FJQeCryE4ewqbsunZz19peWGqwYaCM2vYa9j1wTKcHQ0y0k2M2z7BnrlGrupPEFWuH+Pa+k6s3ik8dZ0JBIyaRqkV9saVgbrnZlpq5IkJjDNVu5tIJthRM9BZPe/treksU1/aCOqrr8/bdA7P79bYsEXo8po4zdd7MZI5tO+ybXmLrcJWNg/r8XrOuj2rY/NqSXD7Rcxr5iRrJaw7o+jyz38apCBqG6Bub/a6Cw35orydbDZe+no0As86KAlpEwgIPcmWEbMYEbYXazhAvHILmN+Hu/wr3fRR+6FPsLV3Of/zQNzi51OCvfuo6toauSRkyvIBQdG1u2TLILVu0SnZyscHXn5zia4+f4A1T78CuvZT3PvxFbvr2dSxO3kbl1ndjTXSub8iQ4QUPIZjq2xWpNdHEc3KZNtWlhdgkF7UkTxydQ06usD87jxSCUjG0YG+JE7oSAX84y2+52v3Nr2t7+hDRzDggrDidL4kOkWjrxHNkRd6JoLWaJrTUst12yRCBqsCGW9vXBehdz8auSZbVKrWyHdLWhADLr1HJ2Vyzro++cuK4E26NHetaiI8xVRtzOql9HZC3JbI0AByP3+ykGg5u02NrJVKlAVg83r78qRA6yvWs1QTtlGhN59S4fkO/Th+zO6QHtiI8LhmrWy/eOsh9T09rIi6MI2DyGHOdYzEhdJuFqPG7IRch2UqqLnfuGOb7X/EIpNRks2sMedkb2jca7is5cdE1BmuupWlEkdaOAUlM9BY1QVspOu9gkhIaZej+iJ3Xk0Kw3PSjNL7TglqJoCUnVczjLXTz7dOC0DVlo90FmLH0vZePzVJsKblx06Am/tF1VKzrL9G9pgcOEqXslkwv4Y2D5WgyZLjrWXRJT9yLpZa+xZW8rScWUodmFEUFAxX9PDfbctLPEiFR9WK30UitG925wkoaLwyCdvxR+Nu3gbQJ3vpPfHSP4P1f+CpvuW6Sn79tE7mOM4UZMrzw0FNyefmlI5GafHDmGr72+G38v4/sYf2Tf85r//guZtxRDm78QYZv+CHWjw621TlkyHCxI8VTKqOwFLdXWy4MR/+/WuF5tK1VPtwyVOF7R5ZZcUo5JHulgWh/K9ZeJNUC202TM4iC6WpBk5iOz3WLwYl+jZe7am0vDz3wtPkg+bsajilM7XHBW24L7qWU2sFvpaB/7EocwFkt7StUBRPjEkDTqYC/sGpAGLcTaE8jhFOYKqwGIXSz52If9tIU1117oz7+CB2u2dC2ztsa2rbyZx12u8qnp7dyC9EOUwgjSEunwdt5mNmX3m4He36AXWFvroWQaJp1WtII08MRPHhoTu/SjG2oquvavCBoK03ZfvXtkQNqEo4l4yA8rI9sJYVd49yxwze1bGfx+xbWXrZMRCzUPZ44tsAkPtWcTU9LWqJtCRbrPgOV0w/Rg1aCltMNt5OZL6JtBud0kDj+sBZvcJu+5g/9fWLDpI6znLMp9xYNQdM73TxUYV1/6dTP0SklyZWGqrd71+Wjbd9fL9o40PbdqNNmIVnZeSoF/2xhJ0xUTrnsczqScw2/Cd/8ENz93+D6n+W+yZ/g1z75GAt1j4//5DU6PSVDhgwrYqy7wBt3T/DG3RMo9RKeOHSCQ//2l4w+/hcMPPhbfMq6hf2TP8Da7ddyw6Z+RrqythQZLn7kbMl4j7nXB7dqW+UOWCU7KgHj5tcpmt58B8eDEzgrxTNuSaeuGfK1a7Innb6XGowJrFcKfiLHQ3FGs9rJYY92F3hQSGNF3yG8iGzaCjp4XMkBsGN65GkiStuMB+bYktnu7RQqV666arhGa/yYsy2dXviMYTa47iZoLOgbI+FQiF3grIjAM8GpFMDwPBZOobQIoY/LaxiClvzsFA9Ahxq0lRDetjduGogC3ImeIhMrxHEyV+z4/mXjXczVEsRty50dl4vT/04dsK/IJ8qDsPbGlGoeEoda00ei2DRchRbSa5nG2qed4giM9eTJ52Jli80vPe11V0Xy2hR7dTuH1i+2aPInrEFLfLZJMSeRAAAgAElEQVTu5tQ91NbE/NnAjtfBA38T7b/T5FInUiSFwAvTTc06UeuLM8Yq98mm23WaL7BluLJy7V8LLk6CphTs+Rx88VcgV+Gh2/+M336wwn3/8l3edetGfuS6yUw1y5DhDCGEYOPYABvf8C7gXXgHv8etX/kQlcffzbH9vXzs76/n3sptbN68mevW97N9tMqa3mJmupPhooNry1gFgHRD0gTCH/1OvXVCKETUS6gVMl/FtxdZ1esrse+zShc6rVnrdLoUtKtNt++YgH0HVq9Bc+J+ah0/X6FvVgQ7HzfMbYXVnnoXWvTLUwSHnVTBZwdxP7NkeliE9becHSldASved5vvSDhrroAOxhir76wDoamOwMaXrLzO6c1gALGDZth0+JlivKcIp5Hdl2zcfSqs+uRUhlJ/JtWjRtdayFdoRVijdCYpjoVtL2PcaXebTEK0J0GfGk4L0U1es62vgEc+CyEx9DtUhz4fbtAdFLzTWo2wrjH+PvPOpAYticbiyp8lnvkzIagXF0Hzm/DIZ+Abf4ia3c+Dl/wCv/rUNp78fI0fv6Gb//7GnXEDxQwZMpwV7LHLGXjT74H3O6x59B95z3f/EvH4O9n/5GV88YmreP/spRyhjy3DFTYNlpnsKzHRW2Syt8hwV57ekvvczKZlyHCeICIvq8X7q6QlhsHcs5t002Fr627qTBzaVk0QtCgdsGWZUJlZVUEzRHIlBW2lvlkhNt/RORiEjimOp6tErEakzwqnIr+t6abPMsa6WyYQcu2k4KyRcPBLYTUF7gwUtMvGu9k+mrhHn2EN4Jngho399La6InaAOoOUvHLOZudEN9/dP4Mq9MLYurZlwuf+jISE03h+n9G8Q766MlEPJ4eKvVAdTVzr5zZNcEWcIUGTQuDLvK7fM+emzeH1dNA1AUHz1MudIS58gqaUdjva8w/w7Y9Rt0vcXX0N/3XpCsT3i/zkjeO8YddEu9tLhgwZnh3YOdh2F9a2u2BpmsmHP81PPvIZ3rr0JzT6LuHpwVv5VuF6vj89xFcfO8G+6SWOzS/T9BVdBYfekkvRtSg4FgXXImeHrxLXlriWTP2/a0sc8+ra+rOia9NbcugpuvQUXboKTqbcZTjnOL1bMJJtVlz/mZZktO9KQL5DStjpttLoXgNeLfVWW7pORJA6BEvhsvYKBE1anVOoWmE5K5O4cNt+HDBFTb5PMSF0BoLOBYHwdCctzZ8zSKkNSEpnoJhEvfJOLxRN1S6V+nXD5ucQ/afZvuBMERpStNXzGYQ9uc4kxfF08Jz8IobkbfL6Z2+bHfrOnRbOVEETMDd0FVOFRbaas1NY4ZqsijXXnPk6p4ELi6A1l2F5Bk48CkcegCP3EzxxN16zwSPla/hE8FN8Znozrxgf5f23jHPV2p7MwCBDhucTxV7d/H3XjyKW58g9/kU2P/wZNn/vwzrVY8NL4JaXoCZvZF7lOTFfZ3qxQa3pU2v41Jo+y02fpYZPwwv0P1+/zi97NP30e00/oO4FLNY9ZpaaTC81mK01EUB30WW0O6/rFHqLjPcUmOgpsra/xJre4jMv+M+QYRVcva43Ii2nYxIyWM2jahadwqfw9+tMZuhXxdZXxm6OzwS5ctQjyZKCbSPV9iAyUtASgU7r+MNlOgVUZ8uSwv0uz7Z91FVY/dgHyjmuWdd3dvs/D3G6NS9njfHdZ7Z8eP2fqaLXqQ/dOcCZPp1F1+bqdb0MVjqPP/xtOiMXx9OAlAJOz4n/3GHrK0+toK+IM7sSQoAvbN28Xmj3z+ftWTkNXBgE7Y9fijr0XYRfRwmL2eIa9trrub85zqfnfob53h1ct3aI2zb285839GdqWYYM5wPCHj47XqctZvd+FZ74MnzpVxFTj1GduIbq2htZv+ZamNz9zGfNWuAHitlak6mFOgdnauw/WePA9BLfeHKKvz55gCePL+IHis1DZbYOV9k6UmHLcIXtI11ZCnSGs0bSKCfs1bTaT/620S6wVm/z8qwlDD3LaWGbhjoE1qGCtkrD6ag30HMVDK27qa125o7twysqFiHO1CDlQsF5FHN2xgrW+hcMnsEDupqhVk/Rpa+Uo3o6TarPAC/a2P/MUvjOFGczoXQ2pHu175wOkMbGMRzt+eZNcU4J2se+8XQ0C+75AQ1f0fQDag2f2Voz+idP/hiHagGLskRvVzdbRqpcYv59cLyLoerF94WaIcNFBTuni8XDgvG5w/Dk3fD0v8Fn/wpOPgVDO2DiGhjarm18B7c+o5lVSwp6Sy69JbdjAKmU4uBMjUcOz7Pn6Dz3PX2Sj3/jafZOLTHWXWDHWJXto13sGOtix2iVvucozSXDxY++ssuRueVV1VohpI6gV4miV7TOPx8hhFbZOqVShgjrZZ4r5tAhZfNU5Ow5Q8+6c547eT6pAim4Jd3z7jkwSHk+YXfqGXgWcCzJizat3sT4maC1N9hzBts97WbqzxouueuMVxFCtydQSp2XkxjnlKDdu3caKQSOJbAtXV/iWIJq3ma8p0BXwaGr4DDctY3R7gJ9JTdLWcyQ4WJAdQR2vln/A1icgv33wIFv6XrSr/w2zOyH7gkY3K7JWvcaXYzbNaEbuOZO4UK2AoQQjPcUGe8pctu22GFrqeHx8OE5Hjg4xwMHZ/nM/Yd57Og8A5WcIWxVdhjiNlTNZd9FGU6JNb0lyjmHorvaT61oeW3HMzUWO2fobTE+KHRrE4EQtntmDoEXMsZ3nesRnN8o9p56mfMYL946eMraxhcc+rfA4onnd5/PwGgn2TfyOTMIOgucU4L2u2+64lzuPkOGDOcLSn2w9eX6X4j6PBx7BI49BMf36PTImf0wewCWTmjHqOq4LhYv9UOxX2+nmPi72KtVuFwFnNKqM9lF12bXZG/KPn256bPnyDwPHJrlgYNzfPmRx3jk8DzVghMRtm2jVSb7ikz2lXT/pwwZDFxbnjplrmnsmZtLKy7yrNWgnStYzrNrIpDhjHDeKmgXAZ7tNMSLAtWRC2ICRgD+efzdmkUTGTJkOD+Rq8DEVfpfKxpLMHcQZvfrmbrFE5q0zeyHQ9+N/66dhPoC+HVA6G265QRpK2jXNyevm8U6ef23nQenQN7Oc7md53InD+sLsDmHZ+U4OF/n8ZnDPDq1jy8+1uTpGY9jiz7lQp7hnhKjPWUGqkUq5Qpd1Qr95Ry9Je0wWcxZ5B3tWpkZlWRgYCtMPwXN2qmXzZDhGSDjZxkytEMIQcPTdWvn429xRtAyZMhw4cEtQv8m/e904NU1UavPQWNBq3P1ea1aNJfBM/+aNb2sV4PajH716uZ9vYzdXGbSqzHZXOYl4bJ2A1XxUX4Tpn3klG6i+y+9b+AjlbczvdhgarHBzFKTpYYXpay5liTv6HYBlhTYMnwVWOafbQksKeP3RPhevFzreuHnljDrti2f3qZtCaQQbX+HiBsuawxWclyz/uJzuzsncEuw+c6zcC7LkKEzQnEgU9AyZGiHFDpLprvoZgQtQ4YMGc4J7Jz+V3ruSIWgpYooCLhZBdxspb9mlVI0fRW1FKg1fG2UFCh888+LXoP4bz/9fqAUnt+6vMIPgrblfaVf680g/rzTer4iMONTpFPrwv9VKC4b784I2rOJVeoptwxXOHgyU9cynDlOp096hgwvVJTz+re5r/TcNop/psgIWoYMGTI8F5ASaK95E0Lg2gLXlqfsy5Qhw9bhKluHL3Ab8gznBHnH4iWXDOn+VxkyZEghZ1vkTqdO+BwhI2gZMmTIkCFDhgwXITLjogwZVsadO0bO9RBWROYNmiFDhgwZMmTIkCFDhgznCTKCliFDhgwZMmTIkCFDhgznCTKCliFDhgwZMmTIkCFDhgznCcQzaYAphDgOPH2Gq/UDz3Nr8ecNF/OxwcV9fBfzsUF2fBcyLuZjg/j4JpVSA+d6MGcCIcQ8sOdcj+MCx8V+fz/XyM7f2SM7h2eP7ByeHVb8/XtGBO2ZQAhxr1Jq9/Oys+cZF/OxwcV9fBfzsUF2fBcyLuZjgwv7+C7ksZ8vyM7h2SE7f2eP7ByePbJz+NwhS3HMkCFDhgwZMmTIkCFDhvMEGUHLkCFDhgwZMmTIkCFDhvMEzydB+9DzuK/nGxfzscHFfXwX87FBdnwXMi7mY4ML+/gu5LGfL8jO4dkhO39nj+wcnj2yc/gc4XmrQcuQIUOGDBkyZMiQIUOGDKsjS3HMkCFDhgwZMmTIkCFDhvMEzzpBE0L8iRDimPg/7L13nB5Xfe//PjPPs0WrVbMsF9nGxgVswBibXhzKBRyaIYUSCD2+JEDKvSmQhB83vyQX0m+SS0sgxiQExzTbGPciV2wj25IsWb1u732fMjPne/84Z9qzzzZppd2Vz9sveXef55mZc86U53zOtym1PfPa3yildimltimlfqyUWrPQxz1R1Otf5r3fV0qJUmr9YrTtWJmub0qpzyqldiuldiil/nqx2nesTHNtXqaUelQptUUptVkp9fLFbOPRopQ6Wyl1n1Jqpz1Pv2NfX6eUuksptdf+XLvYbT0aZujfSfFsma5/mfeX7bNlpr4tt2eLUuoq2959SqnPLXZ7lipH8zxSSn3ejutupdRbF6/1SwellK+UekopdYv9243fPFBKrVFK/cB+R+xUSr3KjeH8UEr9nr2HtyulvqeUanJjeIIQkQX9B1wJXA5sz7z2FqBgf/8r4K8W+rgn6l+9/tnXzwbuwNSHW7/Y7VzAc/cG4G6g0f69YbHbucD9uxP4Rfv724BNi93Oo+zbGcDl9vdWYA9wCfDXwOfs659brvfeDP07KZ4t0/XP/r2sny0znLtl9WwBfGA/8FygAdganyP3b87nvO7zyL63FWgEzrPj7C92Pxb7H/A/gP8EbrF/u/Gb3/hdB3zS/t4ArHFjOK/x2wgcBJrt3zcAH3VjeGL+LbgFTUQeAAZrXrtTREL756PAWQt93BNFvf5Z/gH4Q2DZBvVN07ffBL4sIhX7md4T3rAFYpr+CbDK/r4a6DyhjVogRKRLRJ60v48BOzEP16sxX1LYn+9enBYeG9P172R5tsxw/mCZP1tm6Ntye7a8HNgnIgdEpApcj7m/HDUcxfPoauB6EamIyEFgH2a8n7Uopc4C3g58M/OyG785opRahVmU/RaAiFRFZBg3hvOlADQrpQrACswcyY3hCWAxYtA+Dty2CMc9biil3gV0iMjWxW7LceAi4HVKqceUUvcrpV622A1aYH4X+BulVBvwt8DnF7k9x4xS6lzgJcBjwGki0gVm0gRsWLyWLQw1/ctyUjxbsv072Z4tNeduuT1bNgJtmb/bSUW0Yxrm+DxyYzuV/4NZmNGZ19z4zZ3nAn3AtdZN9JtKqRbcGM4ZEenAzIuOAF3AiIjciRvDE8IJFWhKqT8BQuC7J/K4xxOl1ArgT4D/b7HbcpwoAGuBVwJ/ANyglFKL26QF5TeB3xORs4Hfw662LVeUUiuBHwK/KyKji92ehWa6/p0sz5Zs/zD9OWmeLXXO3XJ7ttRr27K0ap4o5vE8cmObQSn1DqBXRJ6Y6yZ1XnvWjp+lgAlp+JqIvASYwLjjTYcbwxpsbNnVGHfFM4EWpdSHZtqkzmvP6jE8Fk6YQFNKfQR4B/BBETmZTtj5mIt3q1LqEMbF6kml1OmL2qqFox34kRgex6zmLbtEBTPwEeBH9vfvs4zN8UqpImYy9F0RifvUo5Q6w75/BrDU3cimZZr+nTTPljr9O2meLdOcu+X2bGnHxAPGnMUydYk+EczzeeTGNs9rgHfZ+/564I1Kqf/Ajd98aAfaRST2tPgBRrC5MZw7/w04KCJ9IhJg5kqvxo3hCeGECDSl1FXAHwHvEpHJE3HME4WIPC0iG0TkXBE5F3OBXi4i3YvctIXiRuCNAEqpizCBtv2L2qKFpRP4Bfv7G4G9i9iWo8ZaHr4F7BSRv8+8dTNGhGJ/3nSi27YQTNe/k+XZUq9/J8uzZYZrc7k9W34OXKiUOk8p1QC8H3N/OWo4iufRzcD7lVKNSqnzgAuBx09Ue5caIvJ5ETnL3vfvB+4VkQ/hxm/O2Odkm1LqefalNwHP4MZwPhwBXqmUWmHv6Tdh4kndGJ4IFjrrCPA9jK9qgJlQfAITKNgGbLH/vr7Qxz1R/+r1r+b9QyzDTGsznLsG4D+A7cCTwBsXu50L3L/XAk9gMg89Blyx2O08yr69FuNKsC1zn70NOAW4ByM87wHWLXZbF7h/J8WzZbr+1XxmWT5bZjh3y+7ZYtu9B5Od7E8Wuz1L9d/RPI8w7rz7gd3YzLrunwC8njSLoxu/+Y3dZcBmex3eiHGpdmM4vzH8M2CXfU7/OyZDoxvDE/BP2QF1OBwOh8PhcDgcDscisxhZHB0Oh8PhcDgcDofDUQcn0BwOh8PhcDgcDodjieAEmsPhcDgcDofD4XAsEZxAczgcDofD4XA4HI4lghNoDofD4XA4HA6Hw7FEcALN4XA4HA6Hw+FwOJYITqA5HA6Hw+FwOBwOxxLBCTSHw+FwOBwOh8PhWCI4geZwOBwOh8PhcDgcSwQn0BwOh8PhcDgcDodjieAEmsPhcDgcDofD4XAsEZxAczjmiVLqkFKqpJQaz/z7v3PY7jNKqc1KqYpS6tsnoKkOh8PhcCwY7vvP4TgxFBa7AQ7HMuWdInL3PLfpBP4CeCvQvPBNcjgcDofjuOO+/xyO44yzoDkcC4RS6nyl1L1KqQGlVL9S6rtKqTXx+yLyIxG5ERhYxGY6HA6Hw7GguO8/h2NhcQLN4Vg4FPAl4EzgYuBs4H8tZoMcDofD4TgBuO8/h2MBcQLN4Tg6blRKDWf+/YaI7BORu0SkIiJ9wN8Dv7DYDXU4HA6HYwFx338Ox3HGxaA5HEfHu2t98JVSG4B/Al4HtGIWQIYWoW0Oh8PhcBwv3Pefw3GccRY0h2Ph+BIgwKUisgr4EMbtw+FwOByOkxn3/edwLCBOoDkcC0crMA4MK6U2An+QfVMpVVBKNQE+4CulmpRSzortcDgcjuWO+/5zOBYQJ9AcjqPjJzV1YH4M/BlwOTAC/BT4Uc02fwqUgM9hVhdL9jWHw+FwOJYL7vvP4TjOKBFZ7DY4HA6Hw+FwOBwOhwNnQXM4HA6Hw+FwOByOJYMTaA6Hw+FwOBwOh8OxRHACzeFwOBwOh8PhcDiWCE6gORwOh8PhcDgcDscSwQk0h8PhcDgcDofD4VgiHFUNivXr18u55567wE1xOBwOx7ONJ554ol9ETl3sdswH9x3ocDgcjmNlpu+/oxJo5557Lps3bz62VjkcDofjWY9S6vBit2G+uO9Ah8PhcBwrM33/ORdHh8PhcDgcDofD4VgiOIHmcDgcDofD4XA4HEuEo3JxdDierYgIu7rH2NE5yr7ecfb3jdM2OMlIKSDSwooGn+aGAq1NBc47pYULNqzkgg0reeHG1Zza2rjYzXc4HMuUtsFJ9vWN84bnbVjspjgcDofjOOMEmsMxC+Ug4v49fdy3q5dNu/sohxEvPmsN55+6kjc8bwPPOWUFq5uLFHzFZDWiVI0YKQUc7J/gma5Rbtrawe7uMc5et4JXnLeOVz73FF7/vA2sbi4udtccDscyoWe0zGgpWOxmOBwOh+ME4ASaw1EHEeHpjhG+v7mdm7Z0cOaaZt58yWl85YOXc9nZa/A9Na/9TVZDthwZ5rGDg1z3yCH+4PvbePl563jLC07jzZecxhmrm49TTxwOx8lAwZ8mIkFr8Fy0gsPhcJxMOIHmcGQIIs2tT3fxrw8eoGOoxNWXbeR717ySF5y5+pj2u6KhwKsvWM+rL1jP7735InrHytyzs5c7d3TzFz/dycWnt3L1ZRt512Vnsn6lc4V0OBx5CvUWhcIK7L0TLn7niW+Qw+FwOI4bTqA5HMBYOeD6x9u49uGDtDYV+Y0rn8s7X3wGjQX/uBxvQ2sTH3j5OXzg5ecwXgm5Z2cPP36qgy/fvosrL1zPe196Nm+6+LR5W+ocDsfJSUOhjpUsqhqR5nA4nvVsbRvm7HUrWNfSsNhNcSwATqA5ntV0Dpe49uGDXP94G5eds4Yv//KlvO7C9ShlhVEUQmUUyiMQTJoJURSanzoAHYLfAIUmKDRCYyu0nAoNK0HNTVytbCxw9WUbufqyjfSOlrlpSydfum0Xf/aTZ/i1V5zD+192Nqc4q5rD8awmtqBFWtKFGx0uYoscCWHFPP8djkXk0MAEodasa1m32E1xLABOoDmelWzvGOFfHzzAnTs6+diFFW5/wxAbo8fgqb1wzwGY6DfCLJg0GzS0QkOLEWN+Abyi+d3zIArMF3RYMdtURqHQDCs3wIZL4MzL4IwXw8aXwsq6BeMTNqxq4jeufC6feO15PLSvn+/87DBfuW8f733p2XzqF87n9NVNJ2B0HA7HUiMWZUGk8T1r2dc6/eni0BaPnT+BM18Cp5y/2C1xPMtRc1wYdix9nEBzPGsQETbt6ePa+3exrnMTv3HKdv6h5XG8TgF1Bay/CM67El76cWMFa1oFjauMVcybh6tjUIaJPhjrhp7t0LUFdt8Gvc/A6S8y8SKXvg9WnTntLjxPceVFp3LlRaeyv2+cr9y3jzf87SZ+5Yqz+OwbL2DDKifUHI5nI5GW9I/EgiZ1PzsbPaNlVjcXaSoeH1fuZxVhebFb4HgWEz8XfCfQThqcQHOc9ERauG17F9ff8xhXjd/IN7z7aTj1DPwX/hI87wuw4QULu/pcbII1Z5t/Z78sfb08Avvuge0/hE1fhgvfAq/7n8bCNgPnn7qSv3/vZfzOmyb453v38aa/u59Pv/ECPvaac49bjJzD4ViaaMmIMYnsTw3M/1nw6IEB1q9s5DUXrF+YxjkcjkUhtNZ0p89OHpxAc5y0VEPNj59q5z83beFj1e/xbX0f6uJ34L/yh7Dx8hP/JGtaDS/8JfNvvA8e/Spc9044++Vw5R/COa+YcfPnnNLC3/7qi/nwq57DF2/ewfWPH+F/vesFvN4VrnU4TnpiXZY1oCUWNDk6CxrA8EQVRjpg9cajb5wDcDNjx+IRezs7Th6c07rjpCPSwg2b23jjX99N/6av8f3gM7zrwgYKn3kU/1e+CWddsfjLTCtPhf/2Rfjdp+GcV8H33gc/+ASMds666aVnreGHn3o1n33jhfyPG7by+R9tY7zikgU4HM8GJCvGdNaCdnQUJnvgyM+OsVUOh2Mxiexz4RjWahxLDCfQHCcNIsJ9u3p52z8+yD333cNtK77Ab7VsouED38V773Ww9tzFbuJUmtfAlb8Pn3nCJCH5yivg4X+EsDrjZp6n+OUrzuL2330dPaMVfvEfH+DnhwZPUKMdDseJJp535WPQopp3504YxaJOGCnN/Lw5aoYOwUj78dm3w+FIyD0XHCcFTqA5Tgq6Rkp84rrN/NEPtvKlMx/i68Gf0vqyD6L++4Nw3usWu3mz03IKvOuf4MM3wo4b4ZtvhN6ds262obWJb33kpXz69Rfw8Wt/zlc37cuvsDscjpOK3DxMjt6CVgk1Bc9jQ2sTo+XjZIFv3wxtjx+ffS81Ftsrw/GsJhZo7tv/5MEJNMeyRkT4r58f4a3/8AAXtZR45Jyvc3nvD1EfvQVe89smJf5yYuMV8Mm74QXvgW++GX72lVmdy5VSvP/l5/DjT7+aG37exme/9xSlajTjNg6HY3khiQtTnSyORyHQQi0UfMXKJj+d1R1+ZE5u1vOiadXC7s/hcEwhEWhugfakwQk0x7JlcKLKR6/9OV+5bz//8bYGPnfkGgqrTodr7p81M+KSxvNNdseP3gJPfge+8y4Ybpt1sws2tHLTp1/LaDnkV77+CB3DpRPQWIfDcSJZsCQhYtJaeCiGJquUg8iIs8GDC9HMlIbWhd3fksVZ0J61HKUoGp6ssrVteEGaEGd3XRLy7Mhj0Ld7sVux7HECzbEs2d4xwjv/+SFOWdnAXW/u5dK7fx2u/AN491egceViN29hOPMyuGaTqZ329dfAthtm3WT1iiLXfvRlvOaC9fzSVx9mb8/YcW+mw+E4cegFShKiRfCUwvOgGmm2d4wc9b7qEsfRFhoWZn8Ox1JkuM2UzjkKDvZPcGhgYkGakVrQFmR3x8ZI29EJtJ0/gX13L3x7lilOoDmWHT96sp33/8ujXPO6c/m7dTfTeNfn4QPfg5d9YrGbtvAUm+GqL8F7vwN3fRF++ElTT20GfE/xx2+7mE+89jze9y+P8nT7zJ93OBxLn3jela+Dpmvend/+lAJla0BK7p0F4NlWuNnFoD07meX7eCbUAl4z6XNhKSg05r/QUxmDsAKlhbEongw4geZYNogIf3fnbv73rbu49tcv5SMdf4bafSt88p7lkQjkWHju6+E3HzaTnq+/1rgQzMI1V57PH7z1eXzwm4/y2IGB495Eh8Nx/MmFpB6Di2NiQbOueen8rv6+dnaN8ui+XpiY47MkrMy7TQ7Hs4GbtnSwv298QZ1il4TlLMt8BVrvTlix7vi0ZaEZbjshheecQHMsC7QWvnjzDm7e2slNH7+Ylz3wMSgNwifugHXnLXbzTgwr1sF7/93Ep333V2DTlyGaOfvaB15+Dn/5nhfxyes286gTaQ7HsuT+PX2JC2J9F8ejsKAJoMCfsopff1+HByaY7NwJB+6b2wFiC9qSmzkeL5wF7dnJ0V3fA+NVvAW0oMW32ZK53WYRaJUwon88s4gTlGDNc45zoxaItsdgYN9xP4wTaI4lTxBpfu+GLTx+cJAfvv9MNv7wanMjf/CH0LR6sZt3YlEKrvgo/Ma9sPtW+PbbYejwjJu888Vn8qVffhG/8Z3NbFmggGSHw3HiGJ5M65TpBcriKBgLWqwrkuxvM+xLyTzS8WfdL2ep67isWTIz4pOTShgxXgmXZ3bCGa57EVlQr1hBQGTZjNP2jhEe3tefvqBD8GzW7QXsQzmIjk9W6+5tx7yLtBZlfZxAcyxpgkjzWzFzztMAACAASURBVN99krbBSb5/dQvrr38HXHI1vOfrz+7g8/UXwifuhrNfDt94HTz9gxk//o5Lz+QL77iEj177ODu7Rk9QIx2Ok5/DAxNUwmOYAESBuX/13PZRtw7aXFbxS0Nw8MF00ziLo6fye5h2cqSObuI0OQQ7b4axnvlvm6EcLNHSIctkQnw8GSsHx23f29pHuGdnD/3jCyPyO4dLHOxfmMQcwPTnvzxqrvvxvrpvL3RdaRHY0PMAK7unD39oH5pkd/fSSBw2ZdhEHxeBtml3L3c+071g+1tIukdnjtN1As2xZIm08D9v2MrAeIXvvqlC63+9B17/OXjTF1xANhiB+pY/h1+9Du74E/jxp0yg7TS896Vn8ztvupBf/9bjHOgbP4ENdThOTiItbGkb5r5d9SdhcyKO1YrmNgGVui6Oc7CgdW+H8VQkiWBi0GILWjSz2DPGtvlMnOxny9ZqP35sk6Q7dnQzXjlOBbWPCdvP5fKdFJSgc8v8ttEaqvVFTRBp7t3VSzU8PjE5sRvgMS2CZPj5oUG2tS+kJ8k090RkRauuf80mFuwFbEUxHMcLJ6f9zNPtI+zqPv4LtM90jdI2OH07oM7toqNUoC0glYW+LhdQPM4WxuYEmmNJIiL86Y3b2dc7zn+8spPmH34Y3vXPJ2emxmPl/DfAbz5iVuy+9mo4sGnaj37sNefx4Vc9h49c+zh9Yy6I3+E4WsbKAbdsM0Wdj2meFQuzOQq0fB20eQg0nbdyaOti5Ss7DRD7vlqgaUHtROYoJzaT1ZD7dvcCEEXHyVoVVo/eDXO5WdBGOuYfP9P+OOy+re5biWfsccseaPa7kAKwuegv2L6mZ5asigLeAs7A44UbLyxNW8twoa120zFZDRmcmOf9lHVxPNGZKIMyDOyf22fn6OkwF6JZnh1OoDmWHCLCl27bxWMHB7jhJdtYcefvw69db1wbHfVpOQXe/114/R/DDR+Bm3972vS/n33jBbz2gvV84rqfM1ldiivSDsfSJ8iIhWOao8fJNKK5uYnlVsDjSc1cGlAjvGyOkPTt6RIO7boVyqPUOEJOpTJesyQ8xYep5s+5DdrwZMBoKRaPc9pk/uy5DfbdRaRl/haGRBwvEwva0awmjHYsfDvmydMdI/VjdgYPzDmj3h07jBXX9+YxBjqa0TNl2us4vi7s+2PlIGcBNvdfnEF15nvh/j19s7omJnvQIXQ8UfczekktJtScA4nAs8L5BLUz0jZmr/3n0PnU3DaShRNos50PJ9AcS45vPniQn27t5Kbn38vKx/8JPnoLnPvaxW7W0kcpuOwD8OnHYHIAvvJKU/ix5iGglOLPr34hp7Q08Nn/fGrWQFWHwzGV7KTqmALzDz9ifs7BgrZ2RU3cbRK3UXN8reus9Kqaj0i+DlPNhDIhmISJPpRSqOn6WRmHPbfDaPv0ja/d9tCDsHf2orQNhXSacty8CKMAghKlIGJ/73zjk4TJIOTJI0PoE2WimImnf2DcWafjaAbxaK/vKICeHUe3bZ1Dh/XGt+NJ8303B+I4xnkNwUgb7LljhgWUWQSa5d5dvdy/O3WFji3Y5vc6m2c6PjxZndUiZWJK1Yyn6sQKtJmPNdXF8dgtaJEWJuq4QU/nSnrLtk6TOC2Y2R0zx1y8FURMzO8szPa8cALNsaS47ekuvnbvbm49779o3X+LSaN/+osWu1nLi9bT4X3/YQpc3/oH8N1fnWK+L/ge//fXLqd3rMIXb96xbDI/ORxLBZnm96NmmrphD+1NM50VfY9Czi9KjGWsdtJw+CHYVyN+6rgueipbAHuGotei8xa0sZ58YqL+3XaHxcw2mf0oNXW/E/1pfNoMFOZg7egfr/DE4cFZPzcbWmRWt6MpiDBWChmaqNQXEIvBjIJlfgKtEkZUZ1jEi10b6w1beaTX1Lc6BkxBddPmaQXGPEVnbmFiNpe1+L6ZJgZvWvTMMZ0mBtT8HtVcNyOTATdv7WSkFCST+Nam2eKzYsG3NK7B2VqRO2NiMlDiF6f7+JzY1T3K3TunJiOa6RkyUYl49ED/3MVr9nqZbpvBA7DvnlmvLefi6Fg2PHVkiC/8YDN3nfVNVo/ugU/cCWvPXexmLU+Ughe8Gz7zc9hwMXzjSrj3L8xKt6WlscC3PvpSNu3u47pHDi1eWx2OZUj2u/WY1je8gqlxOE0ygYGJVLgZQVVzYM+f2oDx3qluWfFE07qDmRX8dMU9ipOE1OtL0jb75kRNUpS0ynXdPuAVp77lzS0OKN51IZg+sdHOrlHah0pz2t9sx5J5pyoXO7mT+nFYWp+QorYA29qH2d83nhPj5SBKsxYG5XkLjQd2diY1+OpZkeoOlY546vAA9+4bIYi0Oe5RIgIv2rgaT6kpQiY9+PwEWmJRGeuGHT/Ov1mdzJ+vxLI8zTmc9lqRKe9nXSu1SPJWrTio2HtxrBwkk/jZ3DK1ZNZBjlHoHDuzn4+6IvkYszhOZymbaewaix6IzH1xRaLZ43STGpAz3/cuSYhjWXBkYJLf/vaD3Lr+HzmlIYSP3AIt6xe7WcufxlaT6fGT9xg/63++HJ74dlLgekNrE//y4Sv4uzv38ODeY8hE53A8y8hO4o/JdUiH4DfOyXUmK6hsK+pb0OpvbDcxkyGxE7rmRjMN0NksjoMH8xYyHZksjsmMskZMztZ/v15JlLlNquM9n9ZzP6pOXK3WMv+EBFOaEidKsfuclz7LCLR62+3+KbQ9emztmyMH+ycYmqzmJpB7e8bTrIUH7oO+Xeb3eo0NKzCZt0RWKhUilNnnDG642d2Vtt9Cde8mEvE6HxeyKfsVfKVoKHjmvPTuTGt/xhP7uVjQep5hfd/PgNRyVVes7r4Vep7ONEDnjzUXKuPJdoOZBZain7ZTAFUaxIuqdVLOmx+lajRnrWLuZ8XY+hdDw8q5t/U4IMqbnx0vjutKFm3m9zyNn8VNRR+lQ0rlvDdCPeEWh3YUfQ/FPBZQRM8eKzedu3gNLgbNseQZmQz47Wvv4YYVX2bDqafBB/4LGhf3AXPSseH58Os3wtVfhce+AV9/Ley5E0R4wZmr+ZtfvZTP/OdTLv2+wzFHBPPlftnZa47OqUgkWSjBb5hWZGUnF0phsjGWhtN91BNo8Up0blIZCzSdtN9T0NpY5JIzVqUryCIwOcC+3nE22eyJU+qtTQmUn2otyP3u14mTO4pYKFVHIJRt+vXZXcBmwI5XPGGaYqmZCdFozfTxeWFlWuvofBgpBXVTl7cNTnLnjpoSBlkLWjY9fVaQ2OugbXCSZzptYpTOp2D/vTVHEECZa3QGC1rWehhWJmkJh2kseGZMw7Kx6MbCah4YF0fwlTLufj07MiJz6j3TNVKqn+J9vJvGihGfcXKOaS0h430MTlRN5kiZ7prPtjDDcJuJx7T33ubDg0nG5JwlR2BF2wOsGX56iqtb/NdkNZrz4o8gJgZN+YBQDiI6hlOr8o7O+knDjgdBcZXpxMT0rra5u1/PwSo1Azdv7eRA3zgiwvr+x4zIzuBHpfRZa4lHNdLGvXKuVvO7d3TRNRbfB9NsU+txMA2zPWecQHMsKpUw4o+uu4OvBl/g9Oe+0NT0KjYtdrNOTpSCC/8bfOoheNVvwc2fhe9cDZ1buOqFZ/DJ157HJ6/bzMjk8Ss66nCcLIgYUXD66qbcl/sznaPT1mxqG5xktBzAwH6Crd9neMJOJP3CtAItmyTDU7B6aEcmvkxmntjkJh2xeci0zUz8lN2vIggCRkpV8zkRhktVRuLsidaClvpk1fSv7uQmG4NWxw1zrha07HbjPdC1dfZDz4fSUGIZio81P4toakGblgWo77StfZgnj0xNPNAzWqZkk18UAiPAejJFnSvBNNYBew4P9E+wt9e6w9a9Bs3Uf0oc4dM/gNJw3Rg0rbykbp6IPVbXNuPFMU/i/Xpe5rw0reGZzlF0POnOHPzxg4N1xymxKolOLWhJlo6afpeHefKpzWzvHMlY0MJp40TzDU5dIrUIiEnyAWZBJ/mY/U8lFtipfQ4ysX+1nylVo1ypnDimTcT06WD/BJsPpdbQfb0nbvFVlK2YOIPFNbc+k0sQwlHd1EOTVeO2rUOk5jxt6LxnSpbGrHtp9tE2G2EYMFyaxeKWlD+ZRaA5C5pjqSIi/PX37uR/9f8+p73wjah3f92utDqOK54Pl38YfvtJeM5r4NvvgB9+ks+8pMALNq7mM9970mV2dDhmQgTKwyj7n3lJ0FrY2zs2bSbAg/0T9I9VYLSDntEyD+/uRrzCrG6KDcnETuFl65lNZ0FLP5D/LORcHOOJqueZyffe3nEGxssMjNfEDOnI9nQaF8fZaj7VSxJSz4ImAm2PJxPmIwOTptCsbbvXvxv695og/JojzinMS2RqbF5bKhoKO39EIRhHi3GbfOLwUCqqp92nnl3QLUASprkY9U7r2QRA12g6QZ22wLO9ZvLhOdOJZuviGPcjtsRFQcaClmmr14TvKRqDMdNu0Ux7bUxpV601ySS/8JRKJ7R+gb29Y4yVqsmnZsf0TUmU6WYs0Oz1HNfCW3suhXCCMJK0PcNHTFbkWiti7aEzcVSRFhSSlOTIWtCy4yZij23dimPRG0SpeKu9hJ46MsQj+9MEQiKmN2JvtZYG044F/S6vjBmhk7FGVcJo+nI9GavjyGTA0+2pFU9lr7Vsiv16z4o5EEaCFggLLdPERebPWzzGYWQWV+rew6OdTA501GRbFHQsnZJzU2OBm6MFzWVxdCxZvv2Tu/nvBz7N6pe+F/8df7ewVRsds9PQAq//IyPUmtagvvYa/mHV95CJfv7y1mPLvOVwnNRUJ2g8eK+xEsSeg8KM2e7AuCwFkUBlnCDSKAkZC7AWpvrbiginN5svfM9macvFv+Eh8bZDh6FvN3VdDpMd6mS/SikQwc/El+3tGWN3z9jUCZT5xR50mhi06Vwcs5P77Gv12jZ8JMlC+FTbEIf6J8hOdMYrIYN7Hk0ntAN7TZPq9PXOHd25SWGaMj3T/mpGsAn4URktcGRwkvahSZ48MsT29hncw/beVbf7+Rcybxx5FA4+WHdX/b1ddD3073Xfm9UFq5q69UWSnrucG1U2FtCe09x5rnNOVLK5SvsTi1yVSHYOD0wkmTQj5eMBa4a3WytSlBucUjXipi11aquFVdj+w5rryMRWeUqhrdBJb7OpCTzUdK6z9ppVImmf4+s6nryHZTNGxWZArPubTt7TIjk30UNb72ff7m3548QJOpLYMiHUcbxTNkmI7aayqVQzIjHuvqnTldn32NQMhTEiGpWcIsG3x5oMFq5uFxN9JiP0ntuTlx7Y089dz+TbpSRjObX0jZc50D9ev9SBjjIWNFXnRprKeCXk9u2pa28UWyIz1+S01z7kxhiZJn708CM887OfcuSpu+kaKfHQ3n6URITJPWM2emT/AA9ksu3O1YI226KLmxE7FoXb73+Ytz95DcVXfJLmX/z/j2OBG8esrNwAb/9b+NSDFCb7+M7Ep9jw1D/z/Ud2LXbLHI55o5T6N6VUr1Jqe+a1dUqpu5RSe+3PtZn3Pq+U2qeU2q2UeuvcDgI6s7IP5qu6EqYZEmsJI00ljIzbUlg2q+sSsqN7ckYrmBZY0/kAXlROBFV27w8fHGJ/7KLW/nPofrq+MEhEWxqDFrfcy6xaK4Qw0jXZIjU5P6ApCRPqzTSyAs2v85l6FjQ7BpkaQo1FL7OtR/eImejFwkzZpBZaMC5oE+lEqRREdI5ksjvG1o9nbswcM22X6XNs+cg3dWC8wk1bOupaJCKxk7zaPtZTbiPtxlWzDk8f6TNxQzVunKZtlqBc02bLaGfmsGrq+5AXYDXXm9jJbULPDluexbwekbFs1EmYsb9vIsmkaQy7yl4ysRJJWxJP0qthzVjGIqWSFguPr1PfU0kpiMj+TJI7ZMaj3kyiHETs6jTXlMrGksVm1/i4sSVH+SiJzPlMrknjYnqgL23bYE8bw6Va66ptQVi27RTKQWytzFrQ0qsld910PkWhZwvNkx0EWiMTfcZKq7WpHRgLxNo6z9ZVT9tzLCKsHdyKrpbnF1M5E9VJWPMcI2TtIsd01jNRCsa6Mq/MUCpBR/YZMXeGJ6s563CkxZ5OZY5RHkHbWF0F07oZB1qj0MkZ2Nc7PjWmc6yT9qESAxMVlGh0zeD3j1coZcdhBgvaLds6KVWjpM0z4QSa44TzxJYnuOzeDxG85KOsveqPF7s5jphTzodfvRbvwzfyodMO8Qt3XMX+O79xwlJEOxwLxLeBq2pe+xxwj4hcCNxj/0YpdQnwfuAFdpuvKjWXmYJn5q0Z+4MWmTF+M17JDiINogkioRCWiPzmGQVapAVfNJ4O8dTUSangMVGpPe4MFq1Mmv14wmiEX506aDWTqWRaMm0Wx+ksaHVWxePJ6tChqdtElWTyXvQ9VCwqrZCcaDkbRrvsa2bipXRgXNAObModJoxq2jEHJDM2YM7zaNn0eaw8dUIq1pVt6tyznlC2dDw5Nf18/LH49a6tU8et7VGTHr6WsS4qjSbzcXYCmdt8hvpfkZZUwO25A3p3IkOHiSVS6qpIannKuHZlRzbCWLw8TzFSCtnbM5xrSGCvwXiiOqV9e++a8rJSGJFC5isp/iVnQWMKfWMVBseMsFHZ+yzuR2xR1doIBeWlVqCaNPv946n7qJoptjCqJpvGgjQ7Hy8FkZ2gm8ysPSMlnukaNVbeoESTVFGlEbxD99NQHUotqDNlk1SK2AIlAism25Hxvlzyr+lS0U/Hvbt6UiFUnYDmNUbEhum1Wy+NvQhmMSIwoj3SgheV0fVKLkiUelDN0cUxrgcZi5xIGwuaoMxY7b0L2XsXfmgXaKYpPRDVuDgOjFeIxvtTd1dqtbCgJe/iCNBYyHxt6KmxkcnxtHDnM+b+dVkcHUuKg3u3c+aNv8roJb/Gxqu/uNjNcdRj4xW0XnMb+1/9JYqP/D2Vf30LdG+ffTuHYwkgIg8AtVWLrwaus79fB7w78/r1IlIRkYPAPuDlsx7ETnKaR/fnXByfahtKfq9lshILNPNmqAU/nCQqrDDCY5ova1OvTFASWTkoGasEoDx8ldnWK2QsN1nRZ18rpW3MJv54wZmtSUdUHWGhgEJoJ3pT4nCmWcSJB0dlrWBkXgPaN09tY1TNZx+ssdxMtJwDNiGGWD0tdlIUNazKWbnC3AJTzUSyJplA1u0pO4/1FExUzP53do/mttEiVKK8hSjd4QzptgcPGAE2knX1y4gBHZl4OzvBTf22AojqJasQwkKz+Yio3OtTOphtW7zbrAWtMgatpxM1rsrvRcTWdUtdXuM9ZscrEoWnzASzd6xMW38qECItifh+pmu0xoowzUQfm8UxylvQpI6lQtXZx0gpSGM3Y8sYpP1IJtTaXJeesaAZ98z8OOWyddYVaPb9sW4iMUlAykGUf8/SP14hvtue7hhishqae1trGlSEVMdBG1EpNfd0bT9Fi62TaJ8Rdly1KhCJJCJqvs5KY+UwXZSIKsZVsNCUSwAyVfRlniEqFVJndN2DbxMcTZ8kZG4ujvH28bUUC7TcjgVax/aaltSsu8WHCLWAkIxvY8Hj1L5HuO/hhxIxrmr2mb+/prK7a5iO4UlmE5rOguZYMgy076X5P99Nx3N+iYve95eL3RzHTCjFq976AX7wihu4fvAi5N/eArf/cS7OweFYRpwmIl0A9ucG+/pGoC3zuXb72hSUUtcopTYrpTYPDQ0hQLE6mnx5C8Lq5iKrmop1V0YnqiG+pxgrVW1QORSiScLCCgKt6q6Mx0LMU8Y1K65FFtvOAER5+S/y3KQxPzkfKwd0HN4T/5mby5ze2mj6mW9BulsdUAite1USs1O17a5jsSNjkakXg1bXxTGeNVWRnp2c0XEn3uRAEgclQLn1XILiKrRd4RbPRymVWFf29Ixy69bDDB7ajspY+o4MTFLV+WOOjI2x+XCq5RMjRc3YKKWSTIl9Y5UkuH9gvMKjvQVKUermWrc/00zU9PARSvvTeDRVz4ppf0+uKR1NSRkeHyu2JurMFZEf9qkCLU68oTVoUcbCe8aLoWWDyZIogud51mogsONHHDy4N8lMmKwToGioDIKO0NaClq5epElCbtnWyfYOI3J7x8rcsi11zWSkfWq3EArDh1nd90QizBLPxBksaLE1O9JCT08nqwoRWhXyNa8SS2BmP8qzFl+dj0GzeJntYwta31i5rrtmnN2zHMZxn+atxoLHWWub02aIENgFCbF/F5RGB5V0qaSmrbWaKE5dEVtPRZvzo+1xY4tTYZaC11MQjT9yJG6EGR+/wYh4aw2b8rzLurSWRykPtCWZQsVa3rLJlXIujnO0oMXiJh73UIu1UKrEUpnNVFu7z/gpGtVYv5u89N6K6ysqSGMYMS6OpSDk4MD4lP0RVhkZHWFgvDqj0NRaXBZHx9Kg1HeQ8N/exs5Tr+KKj/z1YjfHMUd+962X8tDGj/P5DV9Hep+Bb7yuZsXb4VjW1Jut1P3WFJF/EZGXishL165diy6upBCYSUdcQFowMVP1dlCqRpyzbgXlcplSNSJSBRPnonwCTV0rlJmEGHe7bOzMlrZhxq1bo9Ra0LLyrWYCsCs6k/YeU5BeJ8kSxA6EIMSWLvtaJoYq5xoWW9B23QI7fgzjvfUGLC/Q6jAl+1liQaugRtrxJGBlx4PkTonngfIItGJX9yhaFSh4KkmUEgQhDdURDmx/hIbqcLLZjs4RNu3uzVnUqkGQtCM+epz2vLb+XNZVMv7tqSPDiEScvWEtDZkupunR81YPnbEeAXSPlNnRmYm3ylpJauLXUq0XTclIBzBeCQiKK9PP1LQVoH1wMq2HpUOY6EdCK2REONA/wdb2YSPyPR/REQXPZPmMMv3o7e2hc8TGwiUCTXNq389gYB9ajFUlcaEl7c/G9p9SCSPOW9+StCuxJHRtmdIvESgMH6A40ZlkF40SV8epFspYf2za0ws6ohpqdFhlzZq1aL/JXMfxx3WtQLOudsqvK5Yjvzn/wLBZpztHymmmTxFoWmN2n5zC7JKK+YifcekTQGxbokIziFBUESqqWCucTixiqQVt6jiZF40Fqvng3XaszPUci6jWpvquflm0FoKdtxEFFRorgxS7nkjHQikorjDxroceSo6RRWWvuvEexrv3ZRqadDttd7b48xyJj1mJ0qy08WvJWgaCp4O8e27cjMSCZhYP4r+L1LHcKzLZc4VQTMzl9vZhcugIdt6MJyEqU/tRRNh8aDA3TtVI1zz7puIEmuO4Ew4eZvwbV7F55Rt43TX/iHLZGpcNnqf4P++7jC3ja/ibU78Er/gU/Pt74J4/z/loOxxLnB6l1BkA9mesKNqBszOfOwvoZFaEqNiCr40LjBd75Yhxxar3xTtRCVndXGSFHweka2MNUx6lQNcVaOb73GRbVDo0E177uXGbnEDwyElCe+wn2kbZ1ZV1xxOiYqtps7XAZB/Fngmqm2oFsxgx6eX7NqXNQv94JSNCFG1Dk4yWo7qf3d83wdMdmQyJWQtaLGqyW4gkCTDGSxXGK6GxIKpksGgoeImwXFU0Ww+MV6hGGkWU617BCtvY7TROEmLcStPPKfKTUJ2ZcCuRxJIiIvSOlrl1WyccuD9N6GCFxK7uMbZ1pJO6sDa+NxfvNM3kTUd1C19vaxtCew2MtV5gLHxhFYJSzroxNFlJLIEEJTiwieZhY1GNtFAK7Gdt6QcdRebaU4ojgyW227YrGw9pRsxs4yX1wqLEAhmLJVXn2s7WBAtmyH4a644w0nQNT3KgbzwRaGKtVF0jWc8Oc9CVYwdgx48JtKagMEJIebmFjh3tA+zpHjXjXR5JLGgRHooovd82XIxc8m4ivzEnPuLzHkaSSZkuiXrS2rg4Npb78aJyqrkxz4m4vab/9prSGiSiICGerloruia5E3ScBbHW1m0WFZIr07rBah0iAmetbeastSvywi4KUxfaDDva+ti6v42oWkLixRUdi2wFp11iXmtombJt2sP41yhntZvyFBjr5mc7D1GO0vGYi4tjUlQ+DGgdNQIwEcLxT22EVUkXuH9PfhGp9ghJmpCoyvqVjbxo4+pEYCu/MZcFVCBJ/JLsT8jdl5JxNe8fr9IxXEqei0opQi3MVgHBzZQdxxUZaWf061fxQOHVvP63vkKhML9VEsfi09JY4F8//FL+a3M7NxbfBtdsgoMPwLVX1XVJcTiWIDcDH7G/fwS4KfP6+5VSjUqp84ALgcfnskNtM72BTRZy5GEkCmy2uamfn6xGrGgo4BGl1i3RCB5do9VpBJrQOnEEhZ3kilCwolCw9beUh2eFRuxSFUYajUc16wongvZ8YyXTAZEWipM9SRxW1oJ27roV5rWcZUIjqkDb0AxuziI8vK+fXd2jxKvtPaNlDg+VUmtH5rNjlSBfmiBjyUhKB0jyPyaqEaGdtoRxjI3WSRZKLUJTIf18I0bExpn2lOjcxCy2WpSCOAbJtGGKRUDli8rmXLrspD62RQZbb6Cp1G1Skg8dzPUrm3VuX+84vWM1sWRZq1mNe2RyTIlyMYAisGKiDU9XMWfRZrE7sAl235bP1ZLtvZ2Yx+elsusumkf32w+aOCytQ3wFnucxOBnQOWQEpydBMnlMXRx1MlhaaxPzlBFotWI0W4B9plgcEQFPccGGlbzquesYnKxSqaZJPcphxPb2ocQdraFgDhrfJ2EQUvSsldtaxuL7Tw8dZriqzPfY3rsIwpAD/SWq2grveMHCK9hYx1Q8VMIoSTwhSCIa49Gg0EjniMm8ur7/Mc7ufzgjIPKJNYLQlLrwlUK0ufZ9tLH+aDO2qUEv4lD/ROJimoyT1oCyiXQyl1JknhMNBY8zVjelV4CIyWa6+9baAac8aVz3ci6CkS1irxQ0rYbTL51bAfasCzSpeEpqhB98kOLwfibDrGltBoE2MQBP/yC55Xib3QAAIABJREFUZvR4P6tGd2PqEYJ5Mqb3jNIBkVdER3kX8tpFtIP9E8YtVgcowFOSXpd++qwvKLMoJtRpZ9bVNvFGMDGQcXvA1LUMo6nPmVqcQHMcP0Y7Gfn6VdwZXcHrfuurtMzBtO5Ympy9bgVf+9AV/OmN23lqYh187DY451XwjV8wYs3hWCIopb4H/Ax4nlKqXSn1CeDLwJuVUnuBN9u/EZEdwA3AM8DtwKdFJKq/5zziN6CS1WxgtAsVTCZFn2l/wtS8slRCTWPRw5cQ8QqYtNhmtb0cQqkacMeO7lzxUhFYM2JqEnoS4gej+MnKuPmCjy1IB3pHefLIEE93DNNnkw+sKGa/4m2GM+WBjgi1sLLrMejelh5MeSjE9sFsY35olIAoj2o406Qi72IUuzYOTARs7RgxosAW460/CUuPF7t0xVYqgPahSYZsbFE84Q+jyE520/T4G1obKXoKbAa3UTtBapnIhhuSHKN7pJweC53XR6YjuQm4iLHoTFZDFBrl2TICYooSN5ftan2UST5B3upRt/h11sWx5rWkOXUsaGuHttn4QJXET1EZtQsA2V5kiAWaGAvtkY72pEwEnnG7faZjxNTIi13nsnurKfmQiD8xCwS+yVhh39NEOSEeZYqvW/fRabITxvv3PY/1LQ14SqVib3LQmmQkl+79lc89BW2Fqr/zxxQ8QHmIUpy1pilpp4cQNLQm1qZSNaBztErfeJha2qwA1yKIUnhKU6pGpgZXRmRFGXfLaqQZec5bKK/YyPmnGivTCi9MXRwRitb9dsVkO17bzzi972dGFNuLz5MApQP7dzq53901zNb24cQSmnXrM5b8vAVKa23fU1b7WEuYLU8xRWTtuYO1nfcn2ybJUnSQWtCAmTLPIoJWccFunWtPKujNfuJrbrik0Vo4PDBLnHspLqthLWiYRf/GUs+UmmYi0BiMov2G/OIE9Z8+k0EIYYBSRoiVVTMjqy9BeYXkevA9EnXZmFlkMBY0U8+t46y35xI/pVk8rUArKKrR7AXunUBzHB/Guhn/l1/kp6UX8dJrvsqGVc2zb+NY0rz8vHV84R0Xc82/P0HbSBXe+pfwi38F138QHv6nObklOBzHGxH5gIicISJFETlLRL4lIgMi8iYRudD+HMx8/i9F5HwReZ6I3Da3g4BWxSS2xrOuXo0THazsf9rcCkMHayzMYi1hIdprsCvexoJWCoWB8TLlIEosQxCnwje/K9F4YYmwwWRbfOpQn01XrhCtaR80q97lasBkVRtLRu0ESgDlIzo0aa89cqIgXhX2chvYnxIieLlJCQArT7MNzMdsZSdzojwmK0Henare8yLXljixgjDVMSqTvS3SFKTKiskODvaNMzheouAJkYCKqnjKpMhXOqAYjOZWziUrsO2xlGh6x8r0jKbpwD2VFkdeO7gVtfcu+h79HklsnirYRAPGimeKXQtpEooo2U9Cbdrv/n2sHtpmXcqE3NgDujKG0nGWv1SMeEEmUUFyDqZaLKDGghbGCR6mhmFGohgPIAgDFMJkVZt2ZTaPrZbx/tPkGaYws++pROg3eMbCFAsrJTp3HQVa13XbBGiY7E2FrbVqJdbY8hCR3V8Sd6SNhcKDxI2s4Bk3TcHWN8tYZcFL3de0RpSiYpOD+JN9pqSB8qx1xstZA7N3go7S87Wre5xNe/oJBRqs01Brc5o8SARaO+5PtlVjHUbQegUkMhY0JRE+kam3SOoCfaQ/dVv2wwlue3J/3AJj4LP3sPYaCAstDIxNMlENKZb6aTxwF6ccutWUeIivzcbW/IBXx5PxjqIojdnbc4ddxIkfSIrsWlbWGqSAwVMut80K7bMuHp38fd9pLfKHhiqMVUK6R8szliuJhXx8P8bXwrr+zYh9XqaupILvQVhYSXy+w/Yt0yY70wJYS7TnQRiFVBrXMVYRBvp7Udok/tjQ2sS6lgaiqCaGNk4yEw+CJa2Paf4ueB6RFmdBcywCYz2U/vUXuWns+Vzw6//MBaetmn0bx7LgfS87h1+54iw+eu3jxsXiRb8CH78dNn8LfvLb9bOLORwnHYJ4hUx2LzPtaBnZR/PYoboujmZuo/AkQuzk3IuqFH2fciiJ21Z2AtM1UiK0Kd+VhKiwRFSI3Q811VCSuLByxWYcE6EUCs0NRbyx7rwVRxkXqGoYmUl0beFiOwmPjRvZJCFFZY5V8Gsm9PEK/JRMjZJMViTj7pN9P/RXUC2uzm9jj5ekCRdQQrIiH4uMAevSFkYRrSN7aB3bTymICEITc6RFEB1R9BWjpQDPTsJFgBWn2H0bgZwc1o5r+1ApcUsCc97iyVRzqRMpj6B1hJLATGA9Y3lEm0x6fmSLA9ckocjmcsnV0NIaurYYy50q5K0OItz0VDundt5n6lqBcXHUEYiwpu3e/Kgqj5YJm3Wv0JS+LjXFt3WAiMkkV5vYb4IGfOvWFepYaCtUJoGCp4DKWOqylikpEEWagqc4Z90KLtrQioexiMZjqETnYtAiLWm8Xpawyprex1CZa1iRTspFR2ib/S+xqIixABc8Y2mLRGcsaF4qJJPaen5qpbTXQykwbWyY7DaufUolNbaKk71JW7PDFiX7EMZtSYZAw7oVRS46rdXUyZoicO14l02GV+X5xrVXNEqH+BISYd0yo9hNNz0Hp3dvYkPvQ8aSrq0bZ+yGqQO010D/WIm+sQqFiS686jigYbKfbe1Dpu5ane/sRA9HJh4uW1I7taCpnLW/No5QVMFke9QRIsKaFQ2saEiveZEIL6owZsuPpMJG8fC+OkmHzEbQY0r+GGtZxETZWD+rjWvNsoboxA1bC4TN64n8JlaOH6LvZ//Bli2PQ/+euutDUSRIZK4xHxtvpnwGyhFrhndwevcDIJrnrF/J2ae0mOdH5tmRFDrHWgiz7rCkiyVFXU7LAsyAE2iOhWW8l/K33sbNoxew6j1/zyvOX7/YLXIsMH/41udx6Vlr+OR1m43p/rQXwCfuhp4dcP0HoDI++04cjmWOVr5xbdOhmfSJEVfGs2XqF6+2Lki+hGhVNG5O4TjFok9zQ4HeUTOpyG66o3OUDa1mkq0kwo/KhF4zgkl2YNJ3K9A6sQaBcbNrLPo0DuwycSbJCraJwwkCE4Pm52YARoApshP2jMudCL5fmDqxydQv6rV1g5IA+sxqe65+lE04MLnirJzlLWdBy2XRS8VedpbbVPBNzTPloVAE2lgbkqQEOqToG/c0JVkBHB/HJj7JHT5jCdAhp3VvolAaSCaEJkmA+cwpA0/iRyXr4mjarQE/Kpmk5/FkOrbUZQSOymaty2ZdVB7DExV+sq3DtknTOrY/eT9xN9vxY+jfQx5FTjYoDz+cYH3fz5BqKYlVBCAKmKhGNBR8WuzEOYg0+pSLeLy9SiUyIkVrO2JK5ZN9KKD7adTwYYBMTJomjDQFz8NTilXNRXwEKQ8nrl5KolwM2paDvbA/LzSJQhg8kDPaGPtQKpbRGo2fFpXGJObwPYWvjGiJtEkGk8ag2fMXCyrr8mu2NddSKTDXkUoy96VufQ3j7fjdW02flVBpNGK/e6TEof4J7t2ZigsBip5iVVMx5yAq5AXaaCXk1NZGPLR1SdR4EtlnRQPNpS7WdNxnxy4vhDwdUA4iu0+bxEdMUp7Ia0g+74nO3Wp9o2Umqhp0wG1Pd9FXGw8JRDrKWSdjN+h4LOJ7tMH38rGksaszJOUGip6pjRefuqbuJzij627iy0Bbt+8ZyVhZtQgbO25nqG2XaU5c1kAkeV+L4Hk2dhAoV2PX2P6cWL70rDWsa2kg1BohgjjBjUSItbyasa4kLsG+7X9WmJvrMZu5NhZo1tqvhaZSN+s77s5lhZ0OJ9AcC8dYD9VvvY1bRp5L8Na/5p2X1S0n5FjmKKX4q1++lKaiz+9ev8V8Wa48FT7yE/NQuu4d9dNuOxwnDSahhkLDrp+ycnS/FWhkMqnFH5VkC4XCkxDtZd3bPJ6/cXUykcpONAE2rmmyrpERKiwT+U0oNGuHtjFRifB8Hy1RRqCZlfuib+JZRIQth/sYnKjYibZHEIaEkdQUYE1dHNPXM1NKCVGeN8VFKUkFqTy22ULdXSMlxsoBWRdHyKyyx1kKc+nMM8fLxqAlosnsK/58c9HH85SpH+X5xsnUWvFi4RmFIQX7R2JBywyy1hpRft4+kGmPpysUwgmKlUGaR/axseN2wIgBLdBYGbBdL9gEmKkAifyGxEoT//RzNbQy069s9jdVYHgynSzrw4/SXOqy7QlM02OrRzlfNNu4ONpz13oGiKYQTtJYGUSq44lIHilVOdI3TKka0tpUSFwRQy087/TVNBQ8em0cViSa5566ElDWPdDsI0mhb+O3YstOpCUTF2hoqg4QaZ3E+imRnECrhnU8L4YOJtaSONaTvXfZ9YjYZUysBU3nLGi+UnjKXKmR1jRIYL6blJfJ5CnWYpkV0iYr6EQIjVKhodQfn6yce6LEWTu1ptxkSir2jZXY0zNGqCNWr2hIxiiJ58y63km+jANAS6OPh433ioxLrichkV+kEE4mt4ZXU2JBUEagWQupKAVRgKAQr0jsHuyRfb6YshTiFSEyiXoGJtJrLj4zkY6S8RpmpRFkmeLzojWN5X4afAgy5SOKnmnHWCUiSfgT54wRoDJGcdwsQATxfa68jLV2GvGSecbFxegL4bipb2ddV+NRffLIEOUgoqFYZE1Lkx0ru9+SKY+xoqHA1S8+07jExlbyKDILaZ51nVU+kllMEdEo5aX3TFZoJc9QM8bxCY8/owUaqiN4SplyFrPgBJpjYRjrJvi3t/OTkfPped3/5kOvOm+xW+Q4jjQUPL72ocs5PDjJn9/yjPnSbmiB930XzrgM/u2tLsOj46RGksQJ0Dq237rXGL2Sy1goGiYGUGHFpB5HE6mMe5unOLW1hZc9Zw0Fz+Pw4ATlIEpWZk3BXzMB9sISYaGJoNhKMRhjrFRhXUsjoiUn0FAehYKPiDBRjWgbHGd39yjl0AjLvtESlVDbVN+pK128Oh5bWhKDS1CmaeQQSvlTLWhJgdn8dKIaRpnXzGpyTqCJEVTFYNRY3cNq2oaMBS0WVLWH9T1FJYzoGp5I2iD4xgJoxbDWUTJduvICU5sqTioBmHgf5aeFbXW+3lssDCQo01juSSfVGSOc6bpnJ5+pJSdSDcZS6BVIXRwz10XOxTEuUmzGJIyiRExJdZxiMMrl56yl0RMzEY4n6ZlJftEz4iyJQ/OLaBvLZPoWJZ/vHqvSPTRGJCY+67RVjcl+Goo+TUWfqk0Rf0pzkRUNBTOiOkqESqw7YlHqqVg0aSKdF2i+TbwyVglZ2WiKRWddHFc11ckGmLjHgspY/rxMUXJjwTBxYWlxYux9ZgRcpGHF6H7iNPteEhcYz+ZVOv5iYu3GpAmvqRVl4/TiGDRPx5kTU4GfSgJJyjWsjQVaHBBls3z65QGk+2mUrto6WSmNBZ9SJWRv7zhhGKIQfB0QUswc0RRSftHGjFuwwiQMiV2YM4sipqyAvfZ0kNtPFEVEXjFZHMjX/VPxh8zY+kWe6RxhaLKS9ld5iI44tf9x1o3uTPoOJhulUjabrTb1vnybpEQjRkBm7p+i5yH4xlUz74ibJ7OQsfLg7bY/Cu01mIWvmodT90gF3/e4/Dnr8GtcMtXwEXOP2XPv29T3sbeBr2J3as9m8LTE51MpPJSNA46fUxptr1uVebbGYlJEKESlTLKWaZKsWJxAcxw7Y92E176dn45fyJ4rvshvveGCxW6R4wTQ2lTk2x97GXc908O/PHDAvOgX4B3/AM9/O1z7Nhg6vLiNdDiOB4JxrbJ/xl/FZs6nKE72pZ/VERy4j9VDTwPgiaRuMOYV8Hz8cJLVI7vY3T3Gvt5xk5HQTnTAiAUvLBP5zUy0nAMYi0djsWDEjI7QylrmJKLomcTnkc3EhoiZMCmPg32jVMIoVwctu/qbuiPan8EkDaVeGyNjXuoeLbG7ezQRGm3D+XpKQRglc7nTVjfT6CvCZJXdKBwdTwT33A47b7bDkboLkoxp1s/NNMD3FBdtMAkO0gmU2a9CUL6PjkLGymZS1+JrGgvWWpYY6mwGRhG6R8t0jpTSN4GLT2th/cpGJCjhh+VElGivmBeMnilKK3YyGvlNBM2nGstMLMS0xs+6OBYaMmOfdXH0qQaZ1OSx5UQpWguaUqjTNPuZCaspfJyxoHmFJAufOUSYDGFjQyOehAShxvc8nn/6qkQwNRZ8fE9R1QV8XeWydRVzDdpi6ekcN74urTDTGWuBCOq0F6TDAxwZNC68q5qKNHr5ibTUm6hmasvVrgpkBVp8L4mYWmQixsXRZOMUtNYUqNa4OJqBFVE5C5pkBFexZU16jm12RTOWglTLyTElI2xCrVFIYkFLUrF7PkrBmq6Hkd5drBnagWpqTTMdYrMsxi5x1SoKm5zGKxrrkP2cH1VZUR00dd7seSgHOikOnsZEeRT8QsbFMRWm2ztHTFIbr2hT0YcZt+ZUoEUSmXNuFz6CUHPrjm6bxENZaxK0jB8mnEjyLiFiriuNSixoKrbuCjDSZvpTNBkun3d6K+L5ZgGn1h06S+Y+0XHCIaVMlsaoSsNkF5ecvjL9OIJS5r7wlKLaZNxRWXkafteTNJW6kn16nkk4JBKiVFxLURBFTqCJaDz74Cx4abIi8/GIOMWSXx0l2r+JchARaDGJQew15AGn9j7Cht6H6vfT4gSa49gY7SK69m38dOJiHnv+5/jc2y6eUkDRcfJy2qomvv2xl/G1+/dz/eM2MF0pePOfmwQi3347DB5c3EY6HAtOfqVXxUkpELxCkVU9j2Y+miZPUNUxUJJPIqJILECtY6bgaiU0KfTjWCpl3cu8qESkGkwAfnJsBZiJeFRoQpSPJyYuTgS015hM0iIb9J6mjM6n4Y+tFmnK9Gz2tUzclFIMjFcZq4SJoJqoSG5iFWpBi9nf889YQ8FTVONaRIkFraYupujUGpZYNWJzVd7FcV1LAy2NRhiVg4ii79Fsd+ejwU5sn3d6K5ecsQqiAF1oIjj9JSQWNInwPCPaYhetJMEGUFQRTUWfcKiNFlUhKqxAqyL3eK9kMEytTp7nsWKiHSRCe0W6z3gTkdcIOmIysnXWJLIxaDbhRCGT2bjjyXQIlMdYqZK00UgGBX4DK3xNWQrGGgZpbSpzSnjl+etzFrQo0sQOnKJD4tTmITbmTOsprlqe51H0FWXVSEPrOorhZDK5Vmk533QMk/NkXRwjY7X0WzdkxkcxUjzVNMtTNPi1gsuImJwVNhejl3E7zbg4ihai2PWSNFGHH1UTwVEprjbWGzu2nkqFiqi07IRpSJRck+tWZs6PV7Beubb/1pKmtea5p66iseAn1uamop9JhmEtaImbs2FFqZNCZYSwWJNB0V7nWhvhI36RUDVQkNTi5OkKjX3bWG3LbwiKHZ0jZiEmLvFhXz99zQrOOyVOKhRAo0nYNlY2KfO1KpgkRLGAsvHj8ZOtb7Rk3fzMfVaxMYTj1ZDe8ZBSuWpE/+qzCIc7cr3w4syXOjQFo21clwD070VQFLHWO0/heb69BmeyoGWzRmKssTpCe0YQr+57Et9TnL9+JWevtf32jEW+WPCYxJ7T4goj5HUF9t9n2hBb0MRei4kYVMk1YRIKxYtFxn314X3GDVZEONg3xkg5tobD/r4J7tjRjYhQ9I1FUWEW3YrhGMVgbPq+4gSa41gY7UR/+x3cXn4hd579e/zFey514uxZyIWntfKdj7+cL922ix88Yd0alYI3fgEu+6CxpA3sn3knDscyQ4ti7Py3J3/HsTnB6VfUxKCZlXxPV/H33kkxGCPKpDYXvFyiDTCrstkU+2BXwEWjPR+dcY/zfB8dafxoEu01EhRX2Vi3KInRURK7+inO27CKF53ZyovPWmNqUWUTc/w/9t47zq6rPPf/rrX3Pv1M7zOSRr1bsop7kbuxMcamhh/d9JCE5CaE5EcChBuSm4QLSSAQuiGh2HQSiikmYGywKcbgbiNZtopVR1NP23vdP9ba7cw5UyzZkuz9fD72aE7Ze+21y7zPet73ec3z27fNEPXhuF+DFguk9VisOvt93Sxbw7IktkRb7evJAr9mLDZXKgjMQ53D33+ooF20upfOvCZIQnkoz2PDUBvDndngNWHUg96WNMt7i6A8apkuXCcfHPNkuRrY3fvulJZbwjbW9ZZy8bIdjDg9pDsXcaDvPPb2bwMI+lDpg9VpS6pa0qoBfialy693jXHfnjG0M59Hzc7pxsFGRao6LXgTB4LGw0rYZGwZc3zUA0xjqSr7p3R9TcX1gibj4GtnUQXNwXVd0lKne+K5gYLmp5p6kUWAaEczSwoqNQ+VagGvatQnTYR8W/TJisvD+8fD1Frzs2pUJBE5t1IIPEufL1sKMnY8TtAKmk8U/Xoyf1x1qaFEe47p4Lw49jDWkR3ajKJyBHn/f+keZ8UFHO7agpSGoCGNoYi5/upMVZQxjQHIZzJhypyQ5tMmhbU8Trq0H095pB3bEDL92YUd2elxkHKJuvod7Nyik34bxEtKCDRXFpRzfbhKhMQGcEqHsaKBvRnvVKUaujiCvg6lFai2Url4qSIKSNkWZyxuw7IsRkt6cUcKAY+ahSUzrLGpijYuMU6XB8ZKgODnOw7xy0cPc/8unSmQbe3G3Xt3qOya1FllrjvPEEAhRPCcVFYa2xA0WwqEtCPNzFUsHTGA5wYks+S0MdjfT066QU1vTaYQAtrzKQpp4/oqLVAeWUcy6QvOXctQdkbX9lX0vS6F4JGD4zot2nynJeOghAxrhk3ao5QShCAVcbT1FDy49wgP7NfKnlKKCePmKYTQZkWaoaGAmpVj08L26ccYQULQEjwxHHwY9fHLuKm6gS90/j7ve/GpsZzzBM8snDLUxidftZV3feNuvnanWUkTAi74C9j6ak3S9t9/fAeZIMExxCOHpiLW76E7mXRSYUaWtE3ai64hQ4BTOmjWyQ1lElZozWweoRXX0+VLfnqj+b4wNTJRBc2WkqrrkZ3ax1S2F1emsCRGQdPplMI35UDQls/QX0wx3JWPH5DS9RYQDQziQZLlp1BFiVVQtyYjNTpaXQhXjCUdOYe9I6b/kPKourp+qG4QwfY8GSpUwqxajxWWMJ4fDl0azXesWhhk6fnyyKZTes78SfVclJRB2pnnKR49OE7FE8b0Q9fnldOdONUjZh50iuKhzk1UB7fqBuNmtd4fwb6ec8KG5V4tDJCV2ScyqKtLHdmOdMvsGSmhpM2C9lywOr/bpIgqIck7ilTlYGDyIgVgpbCoMeUKPJmm7EqoRvo5CWEUFL3/Khb37B7B81VLL0xx9FsI1DwVpGtFt+NfU1gOuBVDtiTCczlg2huMl2scnqzgBtvXwXXN9fR4YzVNBEFuW85h42BcOfL8wjHgzsdG2HFwgniKZ6QukDAlUilFOddnTq++ZzI1bZziei53HpSUZcZcL/rakn66oCGBCt00+KF9Y1CrhsG4Fen7ZtQgP8XR81y6DtxOevJxhBAs7i4EDalllPT5dUhKgRQmDVpRTnfoS0I4sVq8jG2hkIHhR7m4EE/FiU0l3W5qR/1dCNoP3Un+wF2GoEVmSlqBOYhQLsIxZhlmumue4ncHp0wNX6j0+bdXpVKjKKZw7SwC3dLCv743D3civSpVZZMrtGmHzinf+EKnAfoKGkpfE6G+B8pKBfemFAJhWVTdcFnGVfFnj37ZDUyJSjKPKPQgVS24h6pOa6Di+/MqjYKWti0qRiX+xa4pqn2bSZfCVHRdN6ioVKvaBMZzWdFbZFFnIbgm/HYh/rPbidw77ftuo3X0vmCBZsqvI1bawdLn58IYGSnpTDOKqUdC0BLMH3t+jfrEZXzDvoSPZq/jwy/bHHNkSvDMxKaF7XzilVt5+1d+y3/ftSd847w/gzPeqNMd9913/AaYIMExgl97Uq65YKWYrGo1AUBaDq6nmKyY9L+Ik58UAku5uEoXzC/uzLNuqC1I6/MDlpqr7Zv9NCYgYvktY8qTsCTjpQpFq0rNzut6DAjqhTwEto5q9Yq9sIIUw7qDMjb7AsR0Uws/qFMRMxE9HJuJco194xV6S9uxzeq+QjeL1sG6JJuyqEX6We0bLQXHcdioR3onei5co7ho4quD6dG21Vy8aQUZJ0x/c6rjZCYeM/NnhqQ8irmsVtKCA/C0yYkJAaeqrk7ZMzb7rhFxlIjU7eAifIWtnsgYVFOtuP0bzS6qKIwjnNL1NwiB7dhQOoI99ihS1fh1/gzG29eGNW2eopAxQaDQQXX74d8YgmaOy85o23UkewYuZqxrA7jVwHJeb0sGqsxduycBRc2t6vMW6Xe1sDOHI7VrnVUfJJped1VXq5C4NUMmRKwHV3D8tao5T36K43SCpsxx6XEKnGnyoFHMRKggh2mNKqbkIkKbfeV5lJw2SpkeUgfvQ+25k7Qh66qmHRmnKq6p78Kk9+rt3rdnVNufC8lYqcrIVBXcMpl0hjOXdkb0OyI1aMocDFTtgqnp1AqX33g7epnonmTmXjKLKv5cZE59EVtXDMUS+tYNttKaS1PzFKOLL8fNdFKrVWMLEhO5wdjtl7ItOip7saf2Y/ukyN+3tAPnUOm5YO4pvRRj7mMhdVsI14u0g9Cpn25lknz1MLVsJ6DYuKCV4S5NrjMph5wjdD/I1gFcGa2pBGlS+oIMAhGSFHMi403vpa1THP36N6+uCTTAWBhXVBU4jlbMlJCMtq7SbQX8Z4C/abM4EhUQdh0p4eW6sCJN3lO2JG1b2qAlYuzjqjDFEXR9nL8QEnkMkSodwHJLpKpxZ1WhtJOsFDq1WaCXG6ZlDzRAElUnmB923IK6/ipuKLyUj4tr+eSrT4s1H0zwzMbW4Q4+8vItvO1Ld/Gdu/eGb5zzFjj7j+D6q2B/fe+eBAlOLiivhivTOsBE2TtCAAAgAElEQVRbdSWtuUyoiElBqebqJrDCgge/G6yIg16z9+OQzkKa9nw6iCb8z2i3Zy9iBBDaa/t/2FP+CrGV1gYjdlWPKa17T1rC2MEj6S3aAakRUgZNjuuOCl1XAVZJK0gxggYop6DDPeNKZwZg+gfp1KxU5XDwhYmKp4MwIfXac8R8xBJhiqNPbrXKYebAKGjKFNb730zb8bo1bYBi/i3MLCoXy3aQqop1eLvZtBtr5Pu9ex/XyoFRLFzPY0F7jgWdhYCIyIjJh22J2JSt2nwBoy0r9OecLJ6d1T2fELqGq+bx652H0IGczb0PPcz+is2h9o14TkGThYhqZEnoKZoaQiF0xZcKE/FwMtpm3wT6U57FRLmm6wCDyQjVmyMVk6ZqlDPPc4OArzVjg6m5saaRJRHWPkobvCrSnKds6fHY54CIQucraK5JkQ0D4qxjBUGukJapndOv63McH4E0CwqkWyinO4N7y39PeaGCNlX1cBwb6Zbh4INh6wNVA/QiStbRJhfKN+JQsOPgOL6zo09SvWqZTDpNTzGDVGHSJ8IyCpOHnxxZs/N4gQIpcMzkWjFyGhI0/B6CRoEWQpC26lpygFGeFEJaut6uVsaSoTvnRH4RauVVweeDRRA0WXM9owYLgZD6HtDzUUXZ/j2lCdppSzoR0qbrwM+wRrYTNeFwrSzZqT3IbCsluw2Ubl/hG6CkHQdbCjzpaAdEkWK0VOEXjxxCobCj6ZaGoIWdwQC3QsaRYZqfdIIUR6F0U/Mf3r+fr925i3v3jMLobl0qMTVCzfP0wpPttyvR51Gp0FwnOKd+cmuECSshUVJOS0VNSajV/BTHsAY2zJTQmQjCXMtR4ly1tTmJ5YZmSfmUjTQGLIKwmbo+xumLHfVICFqCueOuG1CffTGf7nwLn6ldxKdffTotGWf27yV4RuHMpZ3820s38b9u+DXf/m2EpJ31B3DmmzRJO/DQ8RtgggRHiTGVo5Zq0QRNWnS15EnZWn2SImLL7FuFm5Vknz94Khq+xlPBwPR3cqthCowAqaom/pZUUmHtgsh3oYRF0fbwrAxTuQH2LLwq2I5yq+QO3xcEKMIy1tr1AYIJPqUQkPFT0CLho1JUWxb4Gwlfl9poACHozKdwzKq08hQP7BunNefoVXpBmA5nUqqmm4SEgb2vfSmgp+DEFJnYVwyR0dOkg0KJh2WCNzG5L9inkDaeCdpBE1BlTEJcTxtY1DyBXZvEqk0gVK1hMAbQ1t3PWMtys19DnF1N0CwpmawoqsZlU0iLQwf2clB2M5UfpDOfil0DChn8rgz5jWbHHeg/X6c4qlpAaiddSalWH+SFQXEFi3UDrWxZ0KJf8WoIIcg6ujG13/fJqo8ChQh6x1Wxgroip1rfc01/xq3VEF6N9KRWN2quIX2R89XfmqXd9KLCyUKtBBMH2ZbfznnLu/Gi/bUw5jXKg1Q+sC0Pj1Cnz1pSoDyXyZoi4+jG7yMT1aCmSKebSnIpG9uShqBZ+M3C3Yhjo3+VVyvloMeZEGHLhJILtz18EN8kRSnwrJT+zThcOq5ON7X8m9zMpU9chbR98S06i9RDCIHn6VQ4gcCrljQR8oV4FJZtR7YQ9lqzzeLFwfGyvg4so6D5NahO1niWKKP62awdaqMjl0JMHQbjjKjQTqS2O8mUlefhA+O69gpd3wVacbKkxJM2QkLZVdz60H4eOzyF63oIKYPEVOUp8+wKUzVFbco8L81igGXH+qBtPzDBaElfe3uPlOCRW9k9MsU9u4/oa8xysEx7C91WXIKpf0TaAfnSr7t16YQyIMpROJbAdWthawyhny3VlGlroEwbDv+cR2rQRCrHeGExB7pOC17LOtI8Q0wdpvJTz/X1ORsSgpZgdngefP/dqG+/jQ8NvIfPT27lM68+Xf/hTZCgAc5d3s2HX7qZP7vx13z5l5F+aOf8MZz2Wt3MOjEOSXCSQtUF7VJK7aImCOy8gZCgodUY4ada6cqs2Gei8DzFr3ceDIgE+GqW+awQVDMdADi2xZGWlRQLuVgDbMfWdUSqPEqqOmrSxIQhaNVICpl/UDrYtIRA5DrMPvX+R0tV9qcGIF3k8IJLYNFZYUAttPtaVyGNY4dpcL7+0F3MGMUg7NXmuR67D0/S15qlbhDBdoMUIKVwKqNEiWwU0ZVoKXXgJJTCMvU2Im1st5VOZ1NK92jLOBaWq9sWoLQdu5QSYVkUxrfTt/eHWLUyGNVhphprHXxaTJZKeEqrbVVPq30LuwqUPYVdm8S1s7RmHW3AoSINwU3gqtO1tLImhVlxV+CmWkBoRUUJ7RI4UYs3yQ01G2MA4uTJOBbFlAl5Pa0odeRNrY0xosmnpl9//S167iZret6klGGzaP9MmWu85tbIlB4nU9pnfvepdXy+AtMQJwvVEhzeTmpsF1nH70/lm2P4Cpo5X8gYN9dKhKeNJVCUqop0ysFT6DYJkabTCCLKiUnh9Vx9bRqFTAkZGFJUq+WwxtALHStL/qFH3BiVsA2REuC55Hb9hM79tzMtE9Yfj7Qo11wePTQZnnfD2A51nBp83Mv36vH510C1jGPJYG68OmKhEMEx2iYV9ZFDk4yWagjLxqkcoW3kXk36rRQK3YtMoOc3l06RsiX2aOheCtDb2cGa3gITbgqCp5Yin3a4euMgCG384wmtoMX7lylsSwbz56c4+m3h6DuFib7T4+dVOvp5ZbYTqurhs+TwZIW9mSWUBs+k0r4c0gUQgqlcv67VU4agRebHVcLMZXRnRrmsWyCyLd07EWnruFdIWrMOrp1jT/8lgYKm50PgRMxuHAGVVBu9A4sYbNPPNUtKLLesn/b+/Ywm/lLVoHWImZAQtAQzozIBN74cdd9/8Y8L/o2vHl7Ef1x3WrCKkiBBM5yzvItPvXor7/rGPXzmth3hG+f9KWx+lVbSEgv+BCcp+luznL5Y99WxzOqvJmjRGjET0OU6w1QjoQPRkS5dtxQNJqIpjpVqxawoE5A5FbUeN6/1tqS58PRNpNZfE1Mhco5eRZ4oa3t1v7wdqeuKphM0rShIoQM50KTwjp0jPPD4GKBTglwrC5kWDg+cr78nLdMSQAbfAZMaFCGhljB1XsBERae4WbbDugG9Ou16fl1cXEHzAGdqX10AGJ0FFQRwfhhpjz6CtCxGi8tDYuF5ICW/2jnC6FSFlCWxa+NUnaIJWkFKm+GuFha05/CEjX1kB5h+Zc1q0MAn5ZKH9h5msqpw/J5H6FSrck1guVO4VoaULam4XiwJcKRtLZPF4ZCgmW16SulxCRH00lJCUkjbTLlWWLsXgV0zKog0itX4vsBKPuoa6M9Zrs5REREqMlNuWBtpuaXYxwIFzXUDkjyV7cP13Gk1aNHPY2ehNhWQHeuer+hUXiGY9F3vIFgw8Py6yMj4UEqriUpR88Cx7Qh5kppUK93SIGq0o4SFXRnVPf2CxQAZGFK41UgD6YiCVnEFbbkUi1dvZqq4SCtowtbppybIdyxJunyQYtqOH7sKFTSAQ5MVomcBYCo3AMsvgSUXUOlcw3hhsW5+LgTj2X5ksZeaUb6UUjpN2cAzNY9KyCDdEmCyqlDCIWsp8hOP6OeMtI2CJQLjHYT5fr2aZ6fJp20mPDtIC47enwhJPmOjpKMXL0xT7NasXiQK6jAxBE3qORqZqkLbQqq53tjuhBTaaATitWnEU2DHWpZTyvTgpNLQMsCB4auoptrwhKXbZkCsRYNCQM8aasPnTdumZ2dir6WkIXlB7bBgRW+Bq04ZCO6d7rwTPLMdKUiX9tO35/s6BVpINi5oY7npzygltIw+QMfeHwcpjn5/NeG50LaImZAQtATNcfBh+PhlqOoUf9v3z3xnd4b/fM0ZdBbSs383QQJg86IOPvva03n/9x7k334YSWvc9udw6ks1SUuaWSc4yWBbgq3D7YE5kvTrwTDBOqH6A6DahgN3Mf2HWuCmTZpiNGg2gUXN8xCeq4O9pjCBpxAxJ7joJjOOTanqISVIk3YmrFRjBc1UO0kpwibKSqEwdUJCYkkR1FEoR68S/3T7YXYfmcI2KZ5+sO4pD5QJMkzant+/qzR2BFAs6+sgs/H5CIQmb0Y10aOR7O89l/H8sK4Fa5LiGFXQhDAr0xjHSWmbWiR/2xYKwciRI3TsuxXLnQoJmqcQto2UgoyjTQckIOaooAkhyE3u0WRUCmomE0paNjUTYLpWhrSvbEayACfzC5hsXY5AUHUKRvkJa9781FZp1NlixmaiJpgoR44dUALGCws52LnVGBmg0wmljXJroWoXK/qaXoMGusZR5XQ9o3CrVNIdsU/517jn1rDcMhP5RZTTnVRdv96nnvhJJrMDUOw1aZMqOLZ0+QCe0s6Q4Lco8BVPUbcpTXx7996sawfR99/BCVOjKR0QFsKtasXM5xN+iqNXpu3x2/GVEOlVAtORmqdQjt83LCT+ZU+QsiRe92rGOk7RSwLSNz3R288V2ti6qI20iKZOanUNUWfs4x9PvhvPJxOZVsh3IlIZjrStMel/MF5ciho+D6Vg72jJHEvkmWGIhBJ2vK+h0M6I/rNBGbdYP8UwOEeG+Edd7V27gGt6tC0e7NfbMkcUra/rLmQ4Z2V/8FJfS5qWrINAL9j4l5mnPCyh1dtS1dXjIA5LCsbLLr0tWc5cEr/W4n0jBROVWkDiYmKkZxSuSBsS1wMsB1Hojm3TVYqxni3QMgAprbLbltTPE+O+69cKShlmRfRYo/4NjyMEmdI+LLeEI3RrCd3U3T8miV0d1+nSQeqq7oMpVY1G2RNRJAQtQWPc90346IWolZfz7pZ38IPtJT732jPoLibkLMH8sHaglS+8/kw+c9sj/J9v3xcaBWz7CzjlhTrdcWTnzBtJkOAEgjQBefC7FTZwFuaPt4YhM25ocS6ELuwPvu3/kR4+N9a4Nu/Ayj7d8ycMiSIpbU0ISxS2Y3MouyiS3iMQtq0D5EYKmkkFknYaEEhVDQJL/2fYG0qvlB+Y0r/7piX+dlVYGIZOnQSUS83zmPjdT+nIpcinHROsKY5MmabLZqw1JVGZNlxhgzF8aISokYmMRGtSeCYg9wmaq5UH8xlLeZSGL6a9WMQ355OWTv8DKGW6dYRk1MRovcm0MQBOeQTplZFeFcekOAp0+mugNlkZXbejzGp6ZJO+s2fNLjK+/LlIoYNIz1eB7Ixu9utVyadtbW4SDXMF2LZuA1DK9sRma6K4BNywBUAM9Q4dZlAXru7hvDWDel7dMoc6N+lxyjT7es4OPjc6MUXL6AOB6+ZUpWYcAqcrc4c7TwU7E2s4LI0659dnCUy9lQmQvbo0tLGSNoKwvKppvC6xpB3MRUdaETYaFqwZaImdKZ9qWLUpFIKqXWBXSY9d29+b67h/I+OFxdoWv+YFizHK/K/q+Ns115+T0ddKXeuDINCPkKeAYLUvYu/g5bHj8xcCfNIP6NRhIdllWjHEsvUM2fXNZZb3Fuku6PsXY25xylAbLdkUQui6MKc6inQr+C6OQsCB8XJwb0/2bsLLtgGwbNFCOvJpfdB1ChqAtFN6MUQICmnbPAcU0pJ4RkHzXA/b0mYsngrNgaYWbgOzn4myi1KKzkKaTJ2C5tVdozsOTLDQNOD273ltEuI7iIbfb0mb820+12Ni2GrNw0sVdbr2Sn0ObGkWfKywBi0y03o7biX43bZFxNafwEzHJ+2W1LXD0vQg1C6OikWdOd2WQdbV4NYhIWgJ4nBr8L13wdfehLrm3/mbiWv4/v0H+exrz6CnJTP79xMkaIBlPQVufMOZfOs3e/jLr/yGmmsefhf+Fay9VitpRx6bfUMJEpwQiAeffi8pWwqEFaYZPToyxUP7xqhamQjJMsXiUsS3JUSMbPSO/nb67qKkagaC5r9jWw7jhUUIywn3b6WaErTlvUUWdGSRtgMo2kbuppTVfaYUUt+3fqwkBLuGrgwUgLSjVTKpXJzKEdNXzARQQmoFDzg8UeHARMWYh+hRjQ+cy0gpnuJYU5r0eQhtEd7sWJUbqDlBsAY4EjxpB+6Xvs0+Zv5ruS7OXTvM5uEO0wcNfdxKVwi6dg6JCIwO8hE187K1ffExCBGcDrs2jm1Jo6AJhNQksbeYwZNpU4ej8JTC7VhK/3Jdf1TDBjtNzc4ihA7UXdcYqQigdRC3dwOTuUFsqc0+9vVdwOIlK4OzXkg7wdhiWXbSxvMVpWCGwvMePxg9l2nbijhmhp8vZXuppnRQnXWsoPfdeGGYYsahXK0Fil+j7eo2D6GLqD9MD60Y2tJXX31lyIrdbVLbgeoaOm0pimUWB8rpThYsXW2UUh209xQzwX78bXlK0XnolyAEU/lBdnWdrc+BF1kMSWU1QUM39tZupPrcjS9/DuWMVmREsGBhhQYokQURXwnMZ9KsNWQxbMg8Xb8MUoWBPUcMIUNEnhfhdW5JwbIORys8eiWEVX2ttGQdnZKXykGuU5MmaYGwtIqDQIzswE8X9Y96zJhyeAhUqhXWP9+Xb8PrJDiP5qef4mjSINO2NAsk4b1T8zwcSwTks+rpmksv0w7dq8DJBvW2xQbGc/4Uj5q08PFyzZDQyKNRWKE7rRnb5oXtLG7X27PMAotAZxyMl6ebdFgC7XpqpQLl00dXMUNHLkVLNp7i6J9BRwqkvw9zfuyAsCmkcrVSqxRp29J91xIFLcGcceh38MnL4eEf4L7mZt72mwF+/OABvvC6M+lrTchZgqPDUHuOG99wFnfvHuV1n/mF7hMlBFz8Tlj1bPjUs7WVboIEJzjqqZFl0uCEEFgiLI4/POkxMlVlIt0b+5JW0OIr0RCvA8mqyEp8g/3ORUFLZfNIYdGV14QLhFaJvGpMxQBAKfpbc2QdG5HRAXh7LsVoyzJ/hwghKNc8pipuSEhMOlHa8mvQXHr23YLwrfr97wIWWo1oyzp05tPBES0c6MESJj3JV9A8gWNL07uqFqufis2J8qjZufihoEhJuGjNoF4R33MXjO42KoY2pZCm/kSY+htPKd2YmVDe9IbPpbdvIRev7o03FDb28Jeu0WSoPvvRloKqqUl0bG0xn3FkoFCCJglu70YWL16m+1chmFx6BX4qo1+rVmtbHCqDXcspZ7qwpCCXspCZAp119eBhj7hwUFOu4LGDo4AJilsXRCarcYpjfEL1Z3YNXs5I27rg5b6WjG4UjERJh/acVlqsWIWd2YSvhEkTSAcpjiGZ0QsXUqeleTqttX50mmB4tOcc7eZoWUiz7cPt63EWngbKnS4MGpMQBJSctobHGumXrWuo7Cxq3fNxPRW0PtBKX3gtBF6F0jL1nWFdoFLhcYCINTZuhmwqrPtb3lMk61i05ZxYQ3F/1F35NB35FEPtOTYMFUN12OxPCKkVItDPmVSWscJwSKCFVrv6WjL0t2bYP1YO9hAXj0S4VOG/4WSgcxnku8w5FAihAoJlRVIcXU/hWNI8H4Vpy2HQOgSrrgR0jGAZJ5Fzl4cpiZkxnWHjNyVvy6UCp9Ewq0uPUZcVRvpKGhfSoN+f0IT74f3jQcN2H7Y0KdqWEyiwPs5e1sWS7oJZcNL/aVXdJ2hhPaL/Lf+U+SmNOw5OUIk6ryYELcGsUAp+9R/w79tg+Fwqr/wOf/Sdw/x29xG+8LozEnKW4Jihu5jm8687A4AXf+Sn+g+CEHDp/4aVz9IkLVHSEpzgqOcK1qIzAnUkn3bob8sDoIzhQM3z8Kxc8F1PgedkId8V/hUXMliNX93fQlek1jfYXTTqbEBYAkMEIWD5pfRvuIQrThnEFsoEqCCcFNTK2uUuCqNYsP75QdpRNpXCM652C9tSDLZlGS1VuemevWEQYkkGWrNkHUlbzgn6AAUZjv4KPNp+vVLzQmXGjFdKW8c5XhgUVZWu+1HC1IU0SXGM18WEL6E8LDuls0IOmN6LUqKEqbbzlYqgFYJC5jrAOM4ByGIv0pIx9SyKMOaL7983DJBAJpXirFULAyLiqwiuFxI7KXT9k7+VtC1JWZJKzaPatTb2OYC2nEM2ZWm1xTTS1psPxyHCE8SyvnZSwkUpQWnRNhjYGA526jAoxYreIqv6WpoosxGVKPK+bRQDP2VNmOBaiAbnJGA+YY+p4C20AuTbv09Uauw8OK5fq1PQfAfGbMrGVSbwln4arlaTKI+ZWyUyH6YpuUBQMem5UQ5XSNumFs1XWsz+jNppSUNaVH0/K5+4WPpcuJXIt0Wo6IhQBTt1Qdgmo55I5gOCBmsGWrh0bR8ZJz4HYSavgFSelCXJ+im4QgSKliYrRpFSmrxUnaJ+3a3G5qc9l2Ki4gbbjaVRRp5NsftwYCMYx1eFzgDoyKcQKBxLhEY/nhtxvBVU3bD+0Mfl6/o4dUEb/iR35FPBc8JyJ3WNnjmWDUOtwfeW9RTYtqLHPCdMGmasDYjZhoyfVyAwYQrnzbjtSiemxE2HUcikTnFc09eiFTT/PjA7CWoClcIySnM8CyIhaAlmwuQhuOFl8MP/Ay/5PKXz384bPvcb9hwp8dnXJoYgCY49cimbj7xsM2sHWnjeh27ld/t1w1Aue48maZ94VmLBn+CERn1Ajp2m4rToAE8IBtqyZj3XtyJXHOg/FwY3IwSUah4px4Yl2yIbFVjVcfLjO1jRlaHQgBTUB031OD1aXJ9p0W52ftDgj9zJaXJWK9V9u16rAGydzpOxLZa1imlKEUC5pugspPTquJS0O8YkxHODgMUfeNpSTFTcILAPRmXp/mS4Ff3ZwU2M5IZJ2VFzhZkUw0aqj+5RF1U0hAxTHP26QZ+MPd55OqJ7dSxirucYnYV0rFG2CGNiDg9eyHhhMZVUm0lT81faJQxuorzgXCBK0EKbfSG0SYkUgotW97KwI4djGTMRHfoC0Jp1OHtZF7mUTS5l6Xns38Boy0pyKWv6gPXk6oa+XjVQMmOoleDxu2nJOOaaa66g1UP6ZED4QbBJcw1IeWwg5oeMN0qXdthSAJ1K2pK22T9WCtIUg03lOjnQdRrSqwY1PVKKwKRnxUB4/Q935oIaTgChCFI8/fsyOl9Zx6KmQhLsv+X56a/CX2ao8zv0nQClrQmEWw2+rCI1aBCqp9EWRfXuibmUvu89L/56tH7Qv25ymZROq4RwgQV9TpS/vwhJAJjMDVHNdJkNSTC1g1IIDrVv8PcQ23fATOvmLP4Z3WsuZUu2LGrHtixGJitMVmvUXIVjh2ngNWOSE0XatgyBDbe/pr+FofYsyq1CsR+lYGl3gbZcqBoLIWjNOfo6UboyM6jtGtwEfRuC/UL8KafqBmGbTwi/AXb9sS69UP/MdQKCrJpidX8LubSNLUOzKP8u868lBYGZUUwTTmrQEjTFQ9+DD50FTg7eeAsTfafxqk/eQbnm8pnrTgvsUhMkONawLcl7rlnPC7cM8fwP38YvHjkUKmmbXgaffBY8fs/xHmaCBA3R0NFP6MADdFCkUJQcvVJe85Q2EDAOcRVX0ZZNTfs+QNvI3bphrOVAuhh9q+7j01+M1tuEHwxTD/XYzEp/6Qhk2sLPKW9aXOarM56Tg1xHfJ8BxxKo5ZcGx+aHQMqtRbanlYSeqd9RrrmB4UKgoAmhzSB89aFjCVUc0rYMXSTrBzd8LnSt0O/VkVVt5GBSFqNE1NSgKQWWnwZlAlhXWEYBamA6YrB1uJ1L14T24FG646UKHGlbw/6es00waAittMBOo/JdZpvm80pFyIAwhE0rOUIIHch6KiAH/ud8ZTXnGEMGy+H8jasYbMsRPYHBv6Sle9+5NZSqU0bQBC9QGCE45/EJjdep2VLqWhrHoreYCdJPpWkw3chmP5xUWy8QjO4yg9AmFUbjJWVJhrsLTJTKTNUUUlphi4OOJZTTXfgVV66nsITAsWwUkva8WVBefimdhTSLuyMGIcLUoAki7SrCMepGwiJCmv2AXukUR6nf0yKNvsZ3D1xCsWeh2YDU5hKRBYG0LafVMp26oC0WW9UTFf/eqE+/q8eWRR10tbfB0GnQPhyaWghB2pYs7SnWmbqpIN24EhA0AYUeM3xB2SqYT3rxRajY/dX4vE6rpbN1b8h7do9SdV2d3mlnODK0zShozRpnEEzKws4cawda9fViOUxVXYa78k32L0NHV19BSxX0OYEgJbLJWgMgsITOKpDBPVA3wmw7LDo76L8mdv2CbnUQgEJKMtiuxxYs3Pg9GAndZWMzZdf3gYxjJg/fBE9XTB2G77wdHvgWXPGPsO557Bsrcd2nfkpvS4YPvOTUSB57ggRPDoQQvPnC5fS3ZnnFJ+7gnc9Zy/M3D8H5b9UP1k9dCS/9IgxuPt5DTZAgBruBo19vMU2uktapTCagOVJchpdfTNFPXzMW7ApJ/7TU8cg2d/181j/ec6lBw+wTdAF8bF/77zcrwQZ1KWEAqUwBXDg0dBF095CLFNZHAziZaQ0iHz/sKlereNJfddeBe29LFmnZukBeH0SwDU+koKYVtErNwzWGA6GxRR2KvSAka/pbtOOcOwrAgo48bTlTQyLjZMOSEmVqzkSdTbp+X+i0U7abOYvvOWoGUjf82Bh1iqPv6Bk3MPHPW9UNg2CBdmyMEkK/pYFSqmFMPNCWoaOQCsddN6BgW9UpsOww5bQ+DTLXGa+dko3DwgtW9XDzfboZdWvW4YwlnVCZYKAti2sr9uIraP5xNVNa6mILaeHrM35WWcqSWChGplwyaXOt9G+A9kWsKo/RVuuE2mSQephyLJS0w3nwFwsixhYq3wklQwaFbXp/xee7vnIuSsii58afSyVTkbn3a9B06uCla/qwDo/DoYMgnIAoWHOoQxtqz00rLWmkmJPr0kYgxT44vCM27v6WrLYW9KG88NrL9QGPa8fJntWaVO/6FTVhmV5rzfl1cwVNYAuC54AVMdAQAl2DicISMlBLGz7Domqd+VV4VSrKoup65JrFpsJCKFfXBDYg4D7qHSGjsFVN14um/F549UY3Ahl2i7EAACAASURBVFr646+ZGreUJVjSXQg+tqf/EtYs7oQdnwfAMgRNKAULTtfX6CzXQqKgPdNw/7fgg2dAZRze9DNY9zweeHyMaz54KxsWtPLhl25KyFmCpxTP2zzE9a/eyt9/617e8817dZrYmW+CS94Fn74GHvjO8R5iggSzYnlvUasYQgYErep62JYOLITQ6lVPMcN5K3pozzdW0ACdel5Xp1PK9CAQnLW0i00L2+dO0IJaK0KjjSXb9M/Ian+9rfSmbddSXLpVb8K8Hq3FUqjgb0WU5IwM6m2LqDW+afyaS1ks6u+dpkwFLnQjj4CweODxMYoZW696mxok3zUvBiHJpWwKmXAue3v7jcLjhWRDSBjagpftCMbkpzhG59ESAjqXUll9bTBn80V/a5aso5U6nekXr0uJbtI3hJBCTEtpk1KrakpNV/JAKwLT02DrPrfobFhweuBOOa22CALyHO64EUFTZB2LfKpZLZ5ZBJARJ9K6MTt+aqgfPHev0j9TBYQQTFYiveGEIGMrRqaq5NJxkr2yr0hvTx9+7zwpBWnHwRN2eC79ZtO+g+e6a1F9G8OWEZi2D1FCKzGLK9NVSF+pMyV2Qd+0WPNyaYULAkKQTVmkrNDu308lrEcjurB5UTuDbfEFmmkmOUsvDGsJY2nATS7aSM2plzbKok+W23QrDk86urWDTE0jqpFfGm5+w1A7g23pgKDZ0grq1jpzDn7/PV8tnoEn6UUFAykE0qsyVdPOpbJR9gJgZ4so6SBqpXA+GozVU4ptK3umb0AI43Rqk3H858YMY6x/M9LDUSDwrBTSCc+h8K9FlCZn+U5mQ0LQnimYPARfeg18/Q/gin+AF14PhW5uffgAL/jwbbzyrGHeffW6QAZOkOCpxOZFHXztzefw4wcP8Jrr79B2v5teDs/7GHzptfDzTx7vISZIMEeEZgCe0jUZrhemF0khGi+C1a/Wei6UR4NfD3ZuYWLps+guplnQkaOabUBY/E01CCxidUEZE6BFCZoX7zUmC13IBimWZy/T6VFHJqtBXUd0tdxNFamk2hHKo5zugO6VcdXENIVlzXPD8QKyOqZ/6d/Ao4cmWdiR08qK3zMp2yCoktHA1GDx+fqn8sJAHaB9GMsOg/2gdx26/1XNzgfnTc20wh+BY0m2Dnfo82k+um6wRTfpjdrKM11By6fssNG51Gmw0eDTFjMTtIaIfK7mKb3a37YAIW2MR2aAjG3pVDtDngM0THHULnwXrW5wDggDSRm5DuoD2NX9LVywqickaFZKZ0f0b6C7mObAeAWdIGzmSSkeH6uQTaWmb691AQI40LlZpzjaFkpa01OP7VCFEsI3HNGqpvTrBIOt6/sjOtWe6YEWdXdUhAQt1htPOtPJrRD6PpZS14MCrL4q9pH6OqhmmFY9mOsI57IRIam/ZlSoF9qW1O1t+k3NmZ1CrrkarDS1Nc/Ds9J1m5r9+mvJpfX2TR84y7Lwr4VwmhRCCqqux66Rqcb8Z3wf7P1N8KsUAuHVGHdlUJ/XCPm0E/ama1LbVXVa8DyalO8IHK+CKyOOmbOYeMQRXiTBdInwGnP8FMcZ5ck4kmj86Q6l4NdfgA9sBQT8/u2w5mqUUnzqJ9t5/ad/wd9du57Xnrdk7iuyCRI8CRhsy/KlN55JxrG45t9uZceBCVhxKbzia3Dze3R/Ps+bfUMJEhxPRNLaQKdr1Ux9UUBUGj5rBTERRbm6tiSyXWGHq/DVlkXsGrpyjmOSjY0b3Eidize95qURMfCDm4rrBYQi9rdDhaRKCRv61scDpv5TYODUGHnS6WZ6nAdKiorrsbAjZ/avAxrXauAm3CgwrQ9a/UERJ6nZVBikHeg+ExVJh7TnkIbmY8AoHaExgEDKMI2umYJWXwsWrUnThyFxlcKta2jdGKLuJ0FfKQBpp5kou4yNjwfbWjfYalKyRJ2C1rz2PH6eI2lokesgpqAtPg+WXACAY9u0RHtcWQ50LAYrRWvWYaxcMwqLPo7eogMIUqkGhg3S1sMW2kgFIdm6pDceeK9/fuAwGMyMEPp7TDe8sY2KW3HDubCk4O7dR0IXR7TTpE/Qgt6ww+dC59JoZB6ZJ1OX6t+79hMzXpuZxjUiZtMvGv+twbasJo3RObVT2Ea1nb7NudwPRl4c2wMtg9i2HVwjIT/TNYW+nf9cQk4BSK/KZE0EinMjZFMWXqBgNk5xnMwPsW9Rk2emEHQ6ZTatWESj+6nhwKKIKGhBazxB0GjdEb5JSH0D7OZICNrTGQcegk9fDTf/LVzz7/C8j0Kug8lKjT/+wp18/Cfb+fzrz+CK9f2zbytBgqcAuZTNB1+yiSvW93P1B3/Ct3+7Vwdzr/ke3PffcOMroDx+vIeZIEFzCBH7A1xxPR47PBlLd2v4h19IUpbQq8R2GhaeBUNboHvV9NVzaJrq4w+hfts6xTHyWu+6uN16xH0u2EeDXTiW5KylWkWzGgTsQ+25oOdVsGYf/Vwqr4PZuv0c7t4CS7bxk4cOBPuxLL16rrcxg+ooZFy9WHqhrvOogyXDOShGTFqWdBVin2vNOVy8upcnCksKXCul588QllBBI/Yz9lpdTZTrKUanqtoMZC5oEvgJaeru8Ji2EFsffFuzWxPUOw+GPdcjZE8IbUCR74Thc2JkCQgMcBCSjGNRdRVV36dGCAZb0yghY+mr4Q6tQPEabM9CoQ97cOP0z0UPM0qQha4PTNvhsbfnUyAEU5WQ2F68updDExXGyzVDto2CphSr+1tCu/dir14YmCnwbhmCBafNOMaZoKwG8xAcXOS50ugCC97Vr+l6sOmQQugUxzo2OKfFe38xxa2CnTaE1lei/aI9DyHlLGTTYOKAGRNYbolHxwT5dHOClrZlSNCC1Obp4/ZUuJAyDaVR0rnWyBzOcN/VH0SEoDmWYHV/i2kTYhxOMddVpDH4bEgI2tMRtbK2zf/I+dpm9E0/heUXA7D9wATX/tutHJ6s8o03n6MdchIkOIEgpeBPLlnB+1+8kb/8ym/4m2/cQ6W4AF7zXX1tf+IyOPzI8R5mggR1iPzRzfcENSSlquktpGii7vhfFyzvLbK6rwhtC6FgUhj71lFZY2qiYilZ8xmamB6Q9KyCjiXx1+rqZJoFZl3GnMKtj+TQzmvrhtqnvT7z+KCc7YNcB535tGlirQlgKdvDZO+WJt+LBKbLL4Hll+pfcx2h/TgE5FHbc+tjykcUtDUDLbHeVEDT3mdNDyESF+tgXteh+cpkuCYvYj/1d/ygMdye7zK54+BE6Ho5x0Gcs6yLM5eENS5SiCD9a9oZnVcaV2PI4Ji01fq0wLjYF/999VXGjIVA3XVsi1LVJeibV5nkonUL6Cw2MMuRdlBT2Z5LgZ2aTgDrEMy72b4UsHlhGP/46qp/v4Ju+t2RT1GquoHg5NegpUzj5fhO/AUD83vBkHy3qhWrtoXTxnXqgnbWDc4eh410b+Xx3vOaHFydPFv/Sx25a+hCi1YR/VrImGApGyjVjcagPJ0q7Ru2BIsTwOgebUYirUBhavD4CFOgf/dD/dO4sI651rS6vCgyjhX0bMSebkIE0JJ1AvOV6XMgoDymHRqjx9QUdYOPEC8hBCt6izqtVtooBR0Zfy8z9VeLIyFoTzc8/AP40Nnw8Pfhuu/Cxe+EVA6lFJ+/fSfP+ddbuGxtH5945dZYL4kECU40XLCyh//+w3O467ERXvDvt/HopAO/9zlYdjF89ELYccvxHmKCBBFE/mB3r6C25nlA2Ay16kb+MDdJcZRChAHqLJjJzKm54jbLn/xZgtxg+2b80XSw2PsBEZ3T5nSKo98WS8Dibm1X7ffYqhUHmwwkoqCl8mFtXRN0FdL0tOggL1qDZknBws5cs6/NCUFaEyIe/Jk00noFLTo3stFrUnDKkG6D4DRwDZ0JnYV0mH5n9n2wcxNHWlc3VFf1h+zAcn1uCK93ZYe9tITyZjJQ14im+ZkBpWzdmFuADvKrk5DvaXzPBM6esqHKOxMEmtiJ+CEE8JsoB0OVoQun3pVOcWzcaqNOIQ+C/eaa0cLOHEu7C03f96GsFDWn2PjNJgs+AZZdBMsvCV5qRtCkxDSrjp/BdYOtrOgtzkIsDHv1qmA52FIEzZmlENqYrtiPsNNB3V2jBR5WXh7/vTKBa2UYaM9RzDRPv82lLFyfiDYxZLlgZQ/LegpmTA0+UJ2EdKRZ+/i+5oerGjz7GsyPEro+Mm+bHnfzqEFLbPafLji0HW56O+y8DS56B5z6sqCA+vBEhbd9+S7u3j3KJ161la3Dc/sjnCDB8UZ/a5bPve4M3nvTA1z1gVv4h+edwqWXvEunZ33u9+CcP4az3zKrXW2CBE81HJOWtqSrwIP7xqh5YQpMQwuz6B/3OqOGRn/OV/e3NO0JNA3KM5b1szj0pmcmOFFsWtjOZMXlvr2+kUkkYJ9tP3XQyVH6+zVPBeYj9mzR94yE10Ba2qjBYLizQKWYnnOQNF9IEQ2AVaAITEtxjHwnWr8WfTVlSXCbKA3zHJNr5xkv1immQoTPTiGgZ+38N778EtyxKuwqhyqKmEdoac5hzpGUIZyYdFFbyAeOflH2ahQ0ZFOy0XR3gFCNKeSmRZ2owbi7nr99S4R90JoStGbEdI5GIHNBe6OF9UasP2bMY54TRh1sVmOpFPx8xyG6C+mYOph2bNIZZ2aC5qc4eq45P4K1PRnu3VvR17VbBTuDRFD1ZiBoAP0b4eBD+t/jj1NJd5Cf5X7tb82QXrkE9uyKKIbNv7O8t9i411wqrxcrsu2hAtoIDZ/h0/enhIUnHPBqAcGf68pVQtBOdpTH4Zb/Cz/9MGx+BVz9QcjqVTelFP/9mz286xv3cM6yLr75R+fGi3QTJDgJ4FiStz1rFactbudPb7yLH9y3j7c/+xoKfet1TdojP9E1ln7KTIIExwXxP7rdxTTrjRHDg/vGdDASBE0z/HFfcBq0NFaMon//LSka2Kw3HAooj/ZcistXz1JvPA8DgwUdOWquRyFjxhAJWLxmtXaNHALxbeb1v6PBr2WF6YBrB1qnK0kzEV4fi8+P2Xb3tWahIz99bEcJFdTbhM2OSyuuhq622FDT9nTyGrTSir4YOdnzJSH1iAbb8amK5GV67hMjrZlWRLkEaIImUPMzHDMT09+S5vChMF0ySFFtlF4nwxrHmWoxG8HtXMYkbVB5mPr7sJCxoS5G8uc+Sp7dyCJCo2OZ7qB47MytzlvRyL01ch59zLBo2ex62rayh+/e8zilmtv47phNQZvYr2vH/KbsXUsZmxhDiN1aWZMWEqgZ5b0pQSv2weO/hdIRGN1NKdNFyyznWQhBZ1cvWFuCGHimeZ+mWvqflba+vpZdNOP+Gj/Dp8+PJ2w86YHnGo8ab5Z5DJEsO5+s8Fz49ee1O+OuX8JrfwCX/11wYT56aJJXfeoO3vPf9/J316znfS/amJCzBCc1LlzVy7ffci77x8o8659/xO0TPfq6L/TBh88Jc9YTJDgesOMug5YMG5cGkDMRChOA5Lqm2UTP12G3rd5G2uyvETmo21HDl5vZvNuWbFgX4qbaGm+/SepR4OJIXEGLmpAs6ymwqLNOMZyLUpfrgNYI4Z3BROGoEEnRBN3YeXlfWFvk7803Ooj3ltI/4oGz/veFq3pYXH/c9XAaOFxGEMu4bBQU1/dCmwHDnXldux65hsNuB1pBC/pIzQVmHiwpcO1MeFqiPez0P8LvSFurjkJMayY+y25Q/Rtw7Sx+X666T037nn8tSukrvXoOGxLDpmM5egVtxsNsNEcN7o3ZUhwtqY1TytUm18JsCpox9vDPnb1gM6Mty/WoXF2bJoUI0kibNo12cjqWffC7UDpC1Wmbeypr+3C4EOQ2UMiaIdLUfF6fj6JRiqM07pI+QUtSHJ/GUAru/yZ8/93ahvnKf4KVVwQnfKJc4yM/+h0fv2U7L966gA++ZNO8i50TJDhR0VPM8LFXbOGGnz/KdZ+6g2s3DfK/Ln8/LQ98BW54Bax/gW5wnZpj6leCBMcKM6hPnfk06Zhz2gyrrzO5tc0Bzz5lYN51OTNhy3AHHXOqVw6PKde9SL9Sn+rWbI5EGKy5nhcqaIF9e5NdBm/MIwD2v2M3Nxw4GvjEq35B1B9h1tQONjqkmI242c5MdTcB0kVY97ymb0cJdiwojrnVzU1B27BgOvn21c9symbLwlZkE6V0JlhCcaDrDCrDrbD7BxGC1si9U/edE8qbs7pYn1oappsZSKthSps/d44l8ZQKUxwbzVUz5fgYpjg2hH9fGUMNoGEvMD+VdqbU4ZQtGS1Vm5TJzrAgEiUnJqVYp3kLXIVR0PJIT+h0b2ZQ0KSEJds0qRt5hNqjmbn3AvTRd8r8smqaNFhv/vm5pjjaeAIojdC7+7+YQjVpBj8dSeR+MmH7j+D7fwNje2Hb2+CUFweWuDXX44afP8b7vvcAq/qK3PD6M1kzMPd6ggQJThYIIXjR1oWcs7ybd3ztbi5+7//w11edw5VvvBXxjT/UJjnP/RAsOvN4DzXBCQYhxB8Dr0FHZr8BXgXkgC8Aw8AO4IVKqcPz3rjTPOA/Z3ldoNBo9VVK3bup0bjnMYzG5gWN1AKDlc+CyiRUJxq+PZNzWjPksxnsU15A6dBk+GLP6qY1HTIyPK2g6WDPDySbrrQHssg8A+Am83w0mG0ELRmHC1f1BAQuGstNlnVAG1c45xmQzhBYxgla7Evmx9ElU7XlHJZ0FcinykQb9s4HlpR4VgrPNmYtMzVhltKYfVhz3lXatti2oie4tqap0muvmfH7jqVNTDylmKq6TUx6mqizxyDFsZHxTwCfoFUi93ADEuCn4c5EdnzH0Ib7my3F0UeUoAvjDFkrawVNhcSsNltxpWXrlhyP7pp/mm/3ivl9fr6Y4zkdKy5BiTLwYPhiQtCeJlAKHrkVfvQPsPe3cN6fwpZXBzdkzfX4xl27+dcfPETKkvzTCzZwfsMc5QQJnl4YbMvysVds4aa79/LOr9/Njb1F/uY517PokS/CZ18Em14GF/7VrOk/CZ4ZEEIMAn8IrFFKTQkhbgBeDKwBvq+U+nshxNuAtwF/Pu8dtAzoxbO5YJ6E4qiz8qTdPN0nlTeK81H+3ag7pvVDbazoi7jO9TY3oNDmC4o7Hx2J16CZn01X2k8yRNWwaADc35ZhvFSLf/gYpmBGNxXMZa4DMr4aJup+zg8Zx2L9UCuM73/C2/HLC93ADtMQoEAJim+zvPRSajtLc05xBN3fzu9zJqL7mAH+4oAlhS7VM783bJrclMA8BdevnYkraA2OzSdmMypoVryxegyzmoSga2hbh6a/N7Ef2hYiI80YF7TPffHnaOswjz3mdk5rTpGqoVp6UUHO+d5OCNqJCqV0/u2P36vdbM58E7zoP4LmjpWax9fu3MUHb34Ix5K85eIVXLm+/wS8iBMkeHJx6do+zl7WxT9//0Gu+JdbeM25Z/GG635I9pt/CB86C674xzkU/CZ4hsAGskKIKlo52w38BbDNvH898EOeCEFzsjB89hxH8RQvGggLmEc9xjGAJU3T7TlACh3uPHJwgs58OlzFF3MlaMefwM1XxIvGaI37kT45BC1oUrz0wvDFQK06yn3GUibnCT/F1be5r69BqxubcgpAaf4ujlEumspBY+E4QFS9TduS7kKacpP2Eg3dFOGYpDjOempS+boUx+nnwLEkV29s0rIi8pmm8GrN3wvMXeLtKs5d3k1r9QJ49DZtEuLpzw135mOtIGZCf2uWgSeg5D+pmMc5DVxtfafLOSIhaCcaPBfu+Sr8+H1QGoGz/hBOfal+kAAjkxX+82c7+fRtO+jIp3nr5au4fG3fvJ2MEiR4OiGftvnLK1Zz7aZB/vd/3cv5t4/xp5d+kOdbP0J++XU6cL7s7+JmAQmeUVBK7RJC/BOwE5gCblJK3SSE6FVK7TGf2SOEmE8zqPlj9XPCRqpzRLzJ7hPAHFNqjhcEAk8ppBBsGZ7e5HpGgta7VhurHGeoeZLEWc/kMVTQHCnJOhbnr+xubBTTrHYK9OKWN9cUvaORevX8BU25A9LYWOXye2k90XtCwIxpyT6i154QgrOWzXCtPYkujqct7qDUzLwDtHI1FcnMfoL3fLg40uDNJmnQsS/U7bcjnwKvH/LdkGlDmk3Mp6bstMUnYGuoeZxTJSN1p/N4TJzYT+1nEmoVuOvzcMv79U1+7p9owwOTy7v9wASfuGU7X/rlY5yxpJP3vXAjZy7tfOJ/sBMkeBpiVV8Ln7nuNH54/37+9pv38klrmHdceRNnbP8gfPB0nSJ8xpvmHSAnOPkhhGgHrgYWAyPAjUKIl87j+68DXgewcOHCJz6Q43HtDZ8Ts5p/cvDEVQIhwkC40Qq+O9Nqdc/qJ7zfY4n5iiRtsxqvHLu/7VIKLl3bN/u+GsUT2emEWWMmk4QnMHblcdnaPl3b1bVcu/FB1CIy9vGjzXqd6N0KPcth3/4ZPzer82kUT6KLYy5lM+MlE6Qq+7/P3vy64WasJjV6LQPMeF6jDc/rISUsOR8Aa2oyeOmkhk/QVl8F935jxo96foqjAJEoaCcRyuPwy0/DbR/QjjMXvwNWPRukRc31uPmex/nPnz3C7dsP8dxTB/n6m88JOqEnSJBgOoQQXLCqh3OXd/G5Ox7lTV9+gA1DL+btV17D0tvfAXf+J1z8zpj7aYJnBC4Gtiul9gMIIb4MnAU8LoToN+pZP7Cv0ZeVUh8BPgKwZcuWpzanrs6Bbt5IF/R/JyjCGjvRMGVtzgLOSYKrThmY/dHTthDGdj8l4zlak5AAGZOqWRmf/3fdami80b8h/l6Dup1AaZsn/M24xcE5LZas6iuyeK4N4RvV8mXannpX4bXXPmEG1HReF5018xd9YjaLctfXkmGoPceCjtyMnzvh4WT1otdcekcKCbkulnR5lEyz8LkgIWjHC+P74Gf/Dnd8DHrXwXP+BZZeBEKw90iJL9zxOz5/x04yjsX/d/pC3vfCjbTnk1X/BAnmCtuSvOyMRVy9cYCP/eh3XP3lHVy48h/5q1V30f2tP4db3qeJ2vA5x3uoCZ4a7ATOEELk0CmOFwE/R1ehvAL4e/Pza8dthE1wUqwjHEWdjW/0oJpso3YSMLT5HP2cShJ61+j/ngpUfbfNo7zQGli7zxkz1Tc12G5HPsXl62ZSBWfGXO8pKUVjQ5CGG21AbpZfPPdBHSschTwVujjOE3ljMjRLiwXbkmxe1EyVPYmw9MJ4zd+MULBkG6nffHFeCwsJQXuqcfBhuPVf4a4vwPJL4KVfhqHNeJ7ilgcP8J8/e4Qf3r+fi1f38t4XbEjSGBMkOEq0ZBz+5NKVvPysYT5480Oc/91+rj3let7a+RNabng59G+Ei/4aBjYe76EmeBKhlPqZEOKLwC+BGvArtCJWAG4QQlyHJnEvOH6jfGbCtiSnLe5gdKpxkN7UZv8EgncyO00OboKdP53fSkDfKVAeO3ZjmKmmR+h+WvWYV/qhvym/nvMYppCGGz9au9XjD7+R+rydUzMtumXH0ZD0kwlOdk41jDEMbprXPZMQtKcKj/0CfvJ+eOh7sOH34A23QOdS9o2W+PL/PMznbt9JzVW85PSFvPu56+gpJtbgCRIcS3QV0rzjqrVcd85i/vl7D3LGzSt49dYbeFPmJnLXXwXD58I5b9HF1gmellBKvQN4R93LZbSadsIi61gs7MjRWTiRsyiOjqD0t2bpb2RmCDQzzTuRsLAzx8jkU+uUeczwRExW2hcd+3E0g7COOel5UjjUTGYrJwl80vuE5uepTuU81jhWqb51CNprdCyZ1/cSgvZkwrfK/8k/w767Yetr4cr/SyXTyffvfZwbv3EHP3noAOet6OadV63lvBXdiU1+ggRPMobac/zjCzbw+vOX8N6bHuC0n2/mNZtu5LXZ75P/3IuhawWc9Qew4vJnzmpgghMajiU5deHTIC3oCeJk6IO2tPvErfGbFU5GP+vkzOlpc8JMTdGfKKTFsSI9T6649fSI356zYeCZmbn1JPy9v2J9/7wcK6NICNqTgWoJfvslbfxRHoczfx9e8gXuPuhy4w8e42t3/oqeYoYXbBniH55/Cl2FORQZJkiQ4JhiWU+RD710M/ftHeUDP3iIrb/YzMs2P4s3t/+U4nf+f/jmW3Wz61NfltjzJ0gwG/o3wuShJ2XTJ0OK40mPtdccm+0ICWruRgiANtKozJD6Je0nbbHMsSTVYyXRNrPZP8nwjCRn/RuDdlbHEjP2lZsFCUE7lhjbC3d8HH7+CWhbAOf8CYcXX8lX73qcGz/8Kx47PMnVGwe5/tWnsX6w9Zl5EyRIcIJhVV8LH3jJJh7aN8YHfvAQp/9iCdduvJ43Du9m8KHPw79u0gXBm1+pjXys5LGZIME05Dr0f8cYpy3uOKogJ8FTDCGBeRK0JdtmrkEbPveYtacIfBbNPywpmIex3iwbT2K6kxZdy473CKYhiTSOBXb9En72Ybjn67DiMiov+Aw3Tyzmq3fu5gc3/A+nL+nkjduWcsma3tBGNkGCBCcUlvUUef+LTw16Dl7yVcGW4d/n9c/+c84cuwn57bfpAt81z4V118KCM54GzVwSJDix0d86z0L8BMcZT4CkzLbodQx7B/oL475JiGMJSseqdPBJqmFK8MxEQtCeKKZG4Dc36h5mIzvxTn05d1z5HW58CL5z/V4GWh/kORsH+Our1iR/YBIkOImwuCvPu5+7jj+9dCVf+PlO3vrtR0g7G3n56c/h2r59tDz8DfjidYCC5ZfqWrUl55/8BdIJEiRIcLQ4SUiKL3at6C2yf6x8jDZqjj1JyU1wDJAQtPlAKdh5G/zierj366jBLWxfcR3/cWQ9X7/jENnUQZ6zYYAvvuEsVvYVj/doEyRIcBRozTm87rylvPrsxXz3nsf57O07+btvH2bbymu49rLfZ1v+hVnAegAAIABJREFUEdK/+x7c/B648ZW6n9qKy2HpBdC5LEl3SZAgwTMPJ/hzzzdim6zovMah9hxD7ceo9sgnaE9CLVOCZx4SgjYblNIpjPd8Be7+Kp5b4eHB53LDoo/xpe0p7F2CK0/J8NGXb2HjgrakrixBgqcZbEvyrPX9PGt9P3uOTPHVX+3mvd99kD8+PMX5K67gktNfxYX9Vdp23QwP3ATf/xtIF3TdxOLzYPG50D58vA8jQYIECZ58nCQK2pNimC0ErH/+k7DhBM9EJAStEcpjsP1H8ND38B64iVplivvaLuCr9pv57IEFrMy2ceHKHj59QQ9r+luQiTV+ggTPCPS3ZnnjtqW8cdtSth+Y4Lv37OWzP9vJWx8dYWn3Mk5fchqnX9HCltROeg7ejvjtl+Cbfwa5ThjaDENbYXCLboo93yaXCRIkSHCi4yQgaFcehfV5ggRPFRKCBjA1grvzZ0w++GPUI7eSP3AXe9PD/ERs5Cujr2Z/20Y2dXVx2uJOfryim+5iYoufIMEzHYu78rzuvKW87ryljJWq/PyRw9y+/RCfvO0x/mzPOLZcy9qBs1i1Ns1GZycravcx8PAdFG//KHJ0F/Sug6EtMLAJetdA96qEtCVIkODkxklA0OzEFTTBSYCnNUErVV2+9ds9lKseFdejUq6QnniU1iP3UzxyPx3jD9JXepgudx8PqAX8Qq1kR/5CJhf/BYMLFrO6v8i/DLYlhCxBggQzophxuGBlDxes7AF0Y93tBya4e/cRfrd/gv85tIjPHOpm56HN7Bt7EYsyE5x9eAebRx9i1W8/wVB1B8XaIY5khxgpLGeidTmV1mHc1kXQvohUaz+5tEPatkjZMvzPkjiWSFKrEyRIcGIg3wWlI8d7FAkSnPQ4+QmaUlArw9T/Y+/N4yQrq8P959yq7p59hmFmWAYQBGQRkF0RUVESURSMRkHBDZeoYDAmJtEkxkQTTb6a5ReDG6AYBBdAQUE22WRnZhiGWZh969l637u2e8/vj/feW7eqq3rvru6Z83w+M1V911PvvXXrnPds7dDXCv1t7rWvFWlr5JBVq1jkN7Go0MT8Qgt5r4GmmcfRMfdV9L3izWxafC2NR5zCkYcs4YNzGixc0TCMMZPyhOOWzOG4JXMGrOvP+eztytDWm6W1J8dLvTke7c2R6WpmbtcmFvZsYlHTFhbuXMahhd0s9psI8NjNYnbpQbTqPJqDubTpXNqYR7vOoZBqIPBmxK9B2v0j1UA6naYu7VGXSpFOpahLpdzf6ZT7l0pRn06RTqdJ1c+IDb/ICGyIDUH3d8oTDppVz8mHz6vByBqGMaU5/AzX9NcwjDFRWwPtrmvBz7uu84GfeA3K/g5f832Q7y/71+fWp+ph5kKX6zFrIcw8iIZ5h/P689/imkbPPxIWHEVq1sEcJcJRNf3ghmEcqMysT3HMotkcs6i8LP9xwHkDdwh86N7DMe3bOKZ7L/S2oL3NBL0tBD1N0L8ezfdDPgOFfqSQcf8yWTw/CxogDF32edO81/KjY75N3g/IFcKog0JAtuBe875bFgRw5isW8PV3nzou42EYxn6GefSNAwmRCWmtUFsDbclJ7lVS4KVc7LKXSvydXJ6GulkuR6Pk3yz3r362PRQMw9j/8FIw/wj3L0SAVPhv2KiGPyKVXgOOE49/SVs4t2EYhmEMG0mBFsb9sLU10M67pqanNwzDOGAQsUkswzAMwxhPjn0LBPubgWYYhmEYhmEYhjEdmTEx+dhWa9QwDMMwDMMwDGOKYAaaYRiGYRiGYRjGFMEMNMMwDMMwDMMwjCmC6ChKQ4pIM7B9iM0WAS2jEcoAbPzGio3f2LExHBs2fsPjFaq6uNZCjAQR6QbW11qOaY59P8aGjd/YsTEcOzaGY6Pq79+oDLThICLLVPXsCTn4AYCN39iw8Rs7NoZjw8Zv/8Wu7dixMRwbNn5jx8Zw7NgYThwW4mgYhmEYhmEYhjFFMAPNMAzDMAzDMAxjijCRBtoPJvDYBwI2fmPDxm/s2BiODRu//Re7tmPHxnBs2PiNHRvDsWNjOEFMWA6aYRiGYRiGYRiGMTIsxNEwDMMwDMMwDGOKMGYDTUROEJGViX9dIvJ5EVkoIg+KyMbw9aDxEHh/RET+QkTWiMhqEblNRGbY+I0MEbkuHL81IvL5cJmNYRVE5CYRaRKR1YllVcdLRL4kIptEZL2IvK02Uk8dqozf+8L7LxCRs8u2t/HbDxCRi8NruElE/rbW8kxVRORIEXlERNaF34nrwuX2jBkBIpISkRdE5Lfh3zZ+I0BEFojI7SLycngvnmdjODJGqp/aGI4fYzbQVHW9qp6uqqcDZwF9wK+AvwV+r6rHA78P/zbKEJGlwJ8DZ6vqKUAKuAIbv2EjIqcAnwTOBV4DvFNEjsfGcDB+DFxctqzieInIybh78tXhPteLSGryRJ2S/JiB47caeA/weHKhjd/+QXjN/hd4O3Ay8IHw2hoDKQB/qaonAa8DrgnHyp4xI+M6YF3ibxu/kfHfwH2qeiJON1iHjeGwGal+amM4vox3iONbgc2quh24DLg5XH4z8O5xPtf+RBqYKSJpYBawGxu/kXAS8Iyq9qlqAXgM+BNsDKuiqo8DbWWLq43XZcDPVDWrqluBTThj+ICl0vip6jpVrdS82MZv/+BcYJOqblHVHPAz3LU1ylDVPaq6InzfjVOMl2LPmGEjIkcAlwA3JBbb+A0TEZkHvBG4EUBVc6ragY3hSBmJfmpjOI6Mt4F2BXBb+P4QVd0D7mENLBnnc+0XqOou4FvADmAP0KmqD2DjNxJWA28UkYNFZBbwDuBIbAxHSrXxWgrsTGzXGC4zhoeN3/6BXcdRICJHA2cAz2LPmJHwX8BfA0FimY3f8Hkl0Az8KAwTvUFEZmNjOGxGoZ/aGI4j42agiUg9cCnwy/E65oFAGLt7GXAMcDgwW0Suqq1U0wtVXQf8G/AgcB/wIi7ExhgfpMIyK/86fGz89g/sOo4QEZkD3AF8XlW7Btu0wrIDdmxF5J1Ak6ouH+4uFZYdsOMXkgbOBL6rqmcAvQye5mBjWMYo9FMbw3FkPD1obwdWqOq+8O99InIYQPjaNI7n2p+4CNiqqs2qmgfuBF6Pjd+IUNUbVfVMVX0jLvRsIzaGI6XaeDXiPJIRR+DCHIzhYeO3f2DXcQSISB3OOPupqt4ZLrZnzPA4H7hURLbhQmnfIiK3YOM3EhqBRlV9Nvz7dpzBZmM4fEaqn9oYjiPjaaB9gGJ4I8DdwEfC9x8B7hrHc+1P7ABeJyKzRERweXzrsPEbESKyJHw9Cleo4TZsDEdKtfG6G7hCRBpE5BjgeOC5Gsg3XbHx2z94HjheRI4JI0auwF1bo4zwt+xGYJ2q/kdilT1jhoGqfklVj1DVo3H32cOqehU2fsNGVfcCO0XkhHDRW4G12BiOhJHqpzaG40h6PA4S5v38EfBnicXfBH4hIh/HXeT3jce59jdU9VkRuR1YgQvLewHXmX0ONn4j4Q4RORjIA9eoaruI2D1YBRG5DXgzsEhEGoF/pMp3VlXXiMgvcD9uBdz4+jURfIpQZfzagP8BFgP3iMhKVX2bjd/+gaoWRORa4H5cNbObVHVNjcWaqpwPfAh4SURWhsu+jD1jxoqN38j4HPDTcEJlC/AxnGPCxnAYjFQ/tTEcX0TVwkMNwzAMwzAMwzCmAuNdxdEwDMMwDMMwDMMYJWagGYZhGIZhGIZhTBHMQDMMwzAMwzAMw5gimIFmGIZhGIZhGIYxRTADzTAMwzAMwzAMY4pgBpphGIZhGIZhGMYUwQw0wzAMwzAMwzCMKYIZaIZhGIZhGIZhGFMEM9AMwzAMwzAMwzCmCGagGYZhGIZhGIZhTBHMQDMMwzAMwzAMw5gimIFmGCNERLaJSL+I9CT+fWeIfRpE5EYR2S4i3SLygoi8fbJkNgzDMIyxYr9/hjE5pGstgGFMU96lqg+NYPs0sBN4E7ADeAfwCxE5VVW3TYB8hmEYhjER2O+fYUww5kEzjHFCRI4VkYdFpFVEWkTkpyKyAEBVe1X1q6q6TVUDVf0tsBU4q7ZSG4ZhGMbYsN8/wxhfzEAzjPFDgG8AhwMnAUcCX624ocghwKuANZMlnGEYhmFMEPb7ZxjjiKhqrWUwjGmFiGwDFgGFxOIvquoPy7Z7N/CPqnpG2fI64HfAZlX9swkW1zAMwzDGBfv9M4zJwXLQDGN0vLs8Bl9ElgD/H3ABMBfnoW4v28YD/g/IAddOjqiGYRiGMW7Y759hTDAW4mgY48c3AAVOU9V5wFW4sA8ARESAG4FDgPeqar4mUhqGYRjG+GK/f4YxjpgHzTDGj7lAJ9AhIkuBL5at/y4uNv8iVe2fbOEMwzAMY4Kw3z/DGEfMg2YYo+M3ZX1gfgX8E3Am7kfqHuDOaGMReQXwZ8DpwN7EflfWQnjDMAzDGCX2+2cYE4wVCTEMwzAMwzAMw5gimAfNMAzDMAzDMAxjimAGmmEYhmEYhmEYxhTBDDTDMAzDMAzDMIwpghlohmEYhmEYhmEYUwQz0AzDMAzDMAzDMKYIo+qDtmjRIj366KPHWRTDMAzjQGP58uUtqrq41nKMBPsNNAzDMMbKYL9/ozLQjj76aJYtWzY2qQzDMIwDHhHZXmsZRor9BhqGYRhjZbDfPwtxNAzDMAzDMAzDmCKMyoNm7N+oKnu7Muxs66e1J0s65TF3Rprjlsxh0ZyGWotnGIZhTGE6+/LMn1VXazEMwzCmLWagGQAU/IAnN7dy18pdPLWplfa+HEccNJOD5zTgB0pHX47trX0smdvAH518CJeefjhnHnUQIlJr0Q3DMIwpxKMbmrjg+MUsnF1fa1EMwzCmJWagHeDkCgF3rGjk+kc34Ylw2elL+d6Hjubkw+ZRny6NgM0WfFY1dnLf6r382f8t59D5M/jMm47jHaceaoaaYRiGEdOXK5iBZhiGMUrMQDuAeXJTC1+5azUz61P8wyUnc9FJh+B51Q2thnSKc45eyDlHL+SLbzuB37y4m3+9dx03PrGFf77sFE5ZOn8SpTcMwzCmKtlCUGsRDMMwpi1moB2A9Od8vn7PWu59aQ9/c/GJvP/sIwc1zCoxoy7F+84+kne95nBuenIrl3//aT75xldy7YXHkU5Z7RnDMIwDmUzer7UIhmEY0xYz0A4wtrb08qmfLOPQ+TO4//NvZMm8GWM63oy6FJ9983H88cmH8Pmfr+S5rW38zwfO4GArJmIYhnHAkve11iIYhmFMW8zVcQDx5KYW/uT6J3nnaYdz88fOHbNxluS4JXO5/dOvZ+mCmVz6nSdZv7d73I5tGIZhTA9UnWHmBxbiaBiGMVrMg3aAcPeLu/m7O1/i3/70NN5x6mEjP4BfgF3LYOez0LQOuvdArg9EYOZCWHgMM444m3+/6GxuPGQO7//+03z3yjN5/XGLxv/DGIZhGFOS0D6jYB40wzBGQHtvjoOssFCMGWgHALc+u4Nv/m4dN3zkbF77yoNHtnPzBlj+I3jxNqibBUe/AZacDMe+FRrmgAbQ1wotG+G5G5Dd1/CJOUt486su5gv/t5O/+MC7uPDEJRPzwQzDMIwpiR+YgWYYxvBo7cnyxKYW3nzCEubPtB6KYAbafs8vl+3k3+9/mVs/+bqRVVnc+jg89u+w+wU49U/hqjvh8DOcx2ww/Dxse4LjXvold9b9A2tvu57V51/DKW/9MKTsdjMMw9ificwyX81AMwxjeHRnCoBN7CQxjXk/5p5Ve/jn367lJ1efO3zjbM+L8NA/wZ6VcMFfwhW3wox5wz9pqg6OvRCOvZD0Jd+m/oGbqH/yW/S/+G1mvunzcOZHIG0ubMMwjP2RKAetYIpWTWhs72P59nYuO31prUUxjGGTKbiqr2agFbEiIfspD7+8j7+9YxU//PDZnHHUQUPvkOmE334BfnQJHHEOXPcinHfNyIyzcupmcuIl17DjAw/zVz1X0vXMj+F/z4GXbgdLIDcMYwIQkSNF5BERWScia0TkunD5QhF5UEQ2hq8HJfb5kohsEpH1IvK22kk//Yk9aJaDVhNaenK1FsEwRkx/zhlogXneY8xA2w95Zksr1922kv/vg2fwuqFyzlRh7d3wnXOhZx9c+xxc+CVomDtu8rz5xEP50w9+gje0/j2bT/tLePhr8MMLYcuj43YOwzCMkALwl6p6EvA64BoRORn4W+D3qno88Pvwb8J1VwCvBi4GrheRVE0k3w+Ii4TYTHhNMAXXmI5Eje3Ng1bEDLT9jC3NPXz6luX8y3tO5cIThijO0dcGt38M7v0iXPItuOKnMO/wCZHrwhOW8M/vPo33/uFQ1v/pw3D6lXD7x+G2D0Jn44Sc0zCMAw9V3aOqK8L33cA6YClwGXBzuNnNwLvD95cBP1PVrKpuBTYB506u1PsfaoZCTbBxN6YjkWFmBloRM9D2I9p7c1z94+f5+PnHcOlrhjC0Nj4E158HXhqueQZOeteEy/fuM5Zy7YXH8eGbX6DxVVfBn69wBuH158FT33Gl/A3DMMYJETkaOAN4FjhEVfeAM+KAaAZrKbAzsVtjuMwYBRoGOZqaVRsOaPss01lrCYxREqgiIuYBTmAG2n5CrhDw6VuWc+ZRB3HtW44bZMNe+O1fwJ2fgIu/Ae+9AWYOI0dtnPjEBa/kT844gg/f9Bxt/kznufvQr2HVz+CHb4bG5ZMmi2EY+y8iMge4A/i8qnYNtmmFZQO0BBH5lIgsE5Flzc3N4yXmfkekX5miVRsOWAdEfwdsfPAAt1CnL4VAqU955kFLYAbafoCq8uVfvUSgyjfeeypSrRT+zufge2+Ajh3wmafhlPdMrqAhf3PxCZx11EF87MfP05stwBFnwScfhdd8AP7v3fD7f4aCJTobhjE6RKQOZ5z9VFXvDBfvE5HDwvWHAU3h8kbgyMTuRwC7y4+pqj9Q1bNV9ezFixdPnPD7CaYn14YD1jCO9J5CtrZyGKNCValPmwctiRlo+wE3P7WNZ7e28v0PnU1DukJuu1+AR/4VbnkvnHctXHk7zDts8gUNERG+8Z5TWTS7ns/8dAW5QuB6pJ13DXzqUdeD7caLoHl9zWQ0DGN6Im6G6kZgnar+R2LV3cBHwvcfAe5KLL9CRBpE5BjgeOC5yZJ3f8UUrdqQHPeX93axYkd7DaWZROLqNP21lcMYFQVfqUt5+BNc4LuzL09Td2ZiTzJOmIE2zVm+vZ1vPbCB7155FgtnV+gv1r4dfvwO2HA/fPIROOfjQzebngTSKY/vfPBMerMF/uaOVQSRW/vgY+Fj98GJ74QfvhVW3lZbQQ3DmG6cD3wIeIuIrAz/vQP4JvBHIrIR+KPwb1R1DfALYC1wH3CNqvq1EX36k7TLrGBFDQiHXFVZv7ebnW19tZVnstBQs+/YUVs5jFERKKGBNrHPjKe3tPD05tYJPcd4YQbaNKalJ8s1P13BV955cuVG1KvvgO9fAEe+Fj7+ICwaJDetBsysT3HjR85m9a5Ovnnfy8UVqTS86a/hyl/CQ191/dksbMEwjGGgqk+oqqjqaap6evjvXlVtVdW3qurx4WtbYp9/UdVjVfUEVf1dLeWf7mgifc/ss8knHyq4UdnylFf7CdlJIbrZWjbCvrW1lcUYMYHqpBholVOOpyZmoE1TCn7A5259gTefsJj3n3Nk6cpsD/z6s3Dfl+B9N8Mffw3SFbxrU4AFs+q5+epz+c2Lu/nh41tKV77iPPizx6BpHfzoHdC9rzZCGoZhGMNCFbwwSsPCHCeffGiY3b9mLwDzZ9bVUpzJQwOon+3eN5mBNt3wA6UuJSUTPBPBFAggGzZmoE1Tvv3gBrqzeb566atLV+xaAd9/I/S1wmeegmMvrI2AI+DwBTP5ydXn8r+PbuJXL5T1RJt7KHzkbjjsNXCD5aUZhmFMZZSi18bMs8knU3DRuQtm1XPckjnMbkjXWKJJQgNI1cFBx0B6Rq2lMUaAqhKoxhM7hsMMtGnIA2v2cttzO/julWcxoy4sChIE8OR/w82Xwms/DR/4GcxeVFtBR8Dxh8zlxo+czVd+vYbHNpSVsE7VwSXfhnM/ATe9DbY9WRshDcMwxoiqsrczw70v7RnzsVbu7OD5bW1DbzjJRGqWedAml7wfxCFi82fWMaMudeCEmaoP4sGhp0IhA4GlkU4Xons2nZIJv1+nkwloBto0Y1tLL3/1yxf5z8tP58iFs9zC7r1wy5/Aylvh6vvgtZ+aXn7ckLNesZD/uPx0rr11BS/u7ChdKQLnX+cMtduugHW/rY2QhmEYY2DZ9nae3dpKfhzKlW1v7WV3x9SqWqeqiLhqvQeMcTBFyPsBac+pdTPqRqje5fshPz2q21VEA2egpesh3QDZyq0PVZX7Vu+dct+bAxk/fFCkRCbc6161DdUUxAy0aUR/zufTtyzno+cfw4UnLHELtzwG37sAFr7Slag/9JRaijhm/ujkQ/j7S07i6h8/z5bmnoEbnPJeeP9P4NefgZdun3wBDcMwxkBnX37cjzmVqiU6SQRPrEjIZOMHSirU6mbVRaGNw7wIL98Dmx6cELkmhchAA2iYB9nuipsFCtmCT2f/+H8PjdERBExaeOP0Mc/MQJs2qCp/9+uXWDJvBte99Xjnvn/03+DnH4K3fxPe+Z9QN7PWYo4Ll59zFB87/2g+fNNz7OuqMKN37IXwwV/APV+AF26ZfAENwzBGScNIPRvDYKoZQiJO4bIQx8klUnTfePxijlw4c4Ayuqujf3DP7XSulpw00NIzoJCrvFl4T058tcBpQG8LBAG5QsCW5h66MrUxWhUl5QkiEz/ZFNmBuzv6i+2dkvS1QduWgctrgBlo04Rbn9vBs1va+O/LTyfV1+KaTq+9Cz75sPMq7Wdcc+FxXHTSIVx5w7M0d1f40XjFefChX8EDfw8rfjL5AhqGYYyUbA8zU+PTiTWpyPhTyBCKRBGsSMhkUwgC0inhoNn1cShX8tZYtq2NrS29NZJugkkaaKk6CCobG9FwHPAGWl8bbHkU+lrZ3trLS7s62dxUIWppEgg08myNzb/V2Z+nMEToeGSgPb+tjY5KXtS+VujaPSY5xgsz0KYBL+7s4Bv3vsz1V57JQS3LXG+z+UfAJ38/5XqbjRciwlfeeTLnHrOQK294hpaeCkba0rPgqjudkWbhjoZhTHU23MeCjpeH3m4YJPXLKeWpCpWtyZgNN0rxyyrhVcq3mci2aBv2ddeuaI1qqYHmV/agRRQOdAOtEEYnqY8X3hQz61PQ2TjpLY2Keatjm9R5dH0TL5TXLyhDEkZgxeeTn58yBWbMQJvitPXm+OxPV/Clt7+K12z/Edx6Obz1H+Gy7+w3IY3V8Dzh65edwplHHcRVNzxLW2+FB+7SM12442+/AOt+M/lCGoZhjABJjY+GHHkAvClWjENRRAQR4UDXgSebIBhOY+qJs9C2tdSwaE2JB60e/ELlzcJ7ckpNatQCP/QeaRAbKqrAjmdg2x8mVZRAqejxHQ27O/oHD9VM3P4Vn09+zlUEHSOZvM/KnR1jKgZlBtoUxg+U6372Am85Ks0HN/8NrLwNPv4AnP6BWos2aXie8K9/ciqnLp3PlTc8S2slT9pRr4PLf+Kac298aPKFNAzDGIowJ8ZPz+bQeTNoSKfGdLhAnSGU8mTyw7UKWWjZVHW1hP8sxnF4+IFWnoAc6XFUSSU9aAy8BBNZi6Gmfaw0AAm/U156aA+af4DfnAkDLbIhama0auKZMdGNqktOO3EetJ1tfWxv7aW1Z/TfazPQpjD/9dAGDu54iX/a+xlkxnyXb7bkpFqLNel4nvDN957GqUvncfkPnmFvZ4XCIa98M7z3Brj9Y7D18ckW0TAMY3DiWVkvDCkamyKi6sLVPKmBYpXpgtbKBpqqMwL68z5Pb2mZXLmGItsN6++rtRQD2NLcwx82Ng+94RD4vg7pQZtIE6qmXikNitZnqr6qgRYp5Qd8Dlo0PhrE16129tnYm1QnC34MdqSSsN9KnzcYHwOtK+M8uLmCedD2O36/di/+09fzH5l/xHvTF+E9P4CGObUWq2akPOGb7zmNC45fxPu+/xQ7WvsGbvSqt8Gl/wM/uwr2vDj5QhqGYVQjVoJ0XErQR94SbzihhEHg8nT9carSpgHVDMzk0uwYlJMJId8PuR7ITa1CGeOlF/taaqBJhftsIvtA1dTmCfxhFQmJKART7N6cbKLxCfyxGWj5DKy+Y0wPtCCc1BlL78RcIpRwuIeYyBDHSIpsYfTHMgNtCrJj9x70Fx/m2tmP4F39Ozjro9Oy8fR443mucMifnHEEf/q9p9iwr0Kfk1e/Gy76Cvz0fdC+bdJlNAyjtojITSLSJCKrE8t+LiIrw3/bRGRluPxoEelPrPvexEkWagPqu7yxMR7NDxTPCw20hKYRBDow+X3NneG5h3/W9Xu7q+dPqF/1WFHCf0RPtnIuUE2IFPhMZ23lKGPovLHhEd0TgzGRmkR8343XRMDIzl7Uk7x0VS9ILOJEWZN+Htq2Tsyxx5OSHDT3dlQe0M5GN6g6eoM30LF70EoMtEFE8UocaBMX4qgK9SnPTVL1tUHr5hEfwwy0KUamcRXpGy7kqIWzmXXtH+Cw02ot0pRCRPjCH72KT73xlbz/+0/z7JbWgRud8wk440OuFUFvhfWGYezP/Bi4OLlAVS9X1dNV9XTgDuDOxOrN0TpV/fSESRUrPzouPcI0VGo8r1Sx+s2q3by0q5oBMvxzbm3ppS9bRVHRoKoWpJRWStvaPLW8VUCxgt0UIRUXSBjbPREMyEGTAcecyLne+Exr73LeyskkWSTES0Ew+MTAhIXzdeyAXcsn6ODjSH+HM2RV3X3jjXLSKBEqWY1MfnCDR91DY8jWHI3tfVVDBoNAmVWfZmZdqrLhpTrgole8B/z8kPfOcFBcz8tswYddK2D3CyOTbI9hAAAgAElEQVQ+hhloUwh98Wdw09t4ZN6lHHvNHTBjfq1FmrJ84oJX8k+XvpqP37yMu1buGrjBW/4ejnwt3HY55CqEQxqGsV+iqo8DFWt9i4vvej9w26QKBcSqR6DjUnnRD5SUR8UQx57MeHittLoRqQHbW3u5b/XeyusTRsBU6tEWD/oUa8gcedCGW/q9YoNdIJsPqE8PrtbJBPrQ/CDhSRkHJXdERFo+hB60wc8/2gmSINDBvW+RBaxatZJkzenaDZkOmL04zEGDtBca85Us+LV3Vy8KFG1fxevkB8r9a/YOaqRFOWhDTR4s395etY9f8nlY8dJufAC2P1laZr/igXJj8gbGx1ZIe557No/yK2cG2lSgkIN7v0jmni/zhfSXeccnv04qZZdmKC47fSk3ffQcvnr3Gv7n9xtLZwpF4F3/7Yzc26+eug9KwzAmkwuAfaq6MbHsGBF5QUQeE5ELJuzMUZ4HLgRwrB60Z7e20Z0pVPTG1VVT0iucM5P3eXDtwL5HqoPIGPh09mcr5leU7zKWMtPjT2SgTS0PWsRwKgs+sGYvv1m1u6LC253NM6chXbIsOmJk1E20B02i/B2ZbB2mPMRx8DL7o/n25QoBv1m1u+L3ZQCFDKz9tQt3zE+x+237U+61bgaoHxo3kTFR4br5OejYVvlY8YBW/p53D1byPnEISbwfdNsqVy7qAVi1l1q2G/KZkvt/wESHavG+GWOOooZeyWqTKcPBrIBa07UbfnwJPduW847sv/DpD3+Ig2bX11qqacO5xyzkjs+8nttXNPKXv3ix9EcrVQfvuxl69sI9X6hdiSLDMKYKH6DUe7YHOEpVzwC+ANwqIvMq7SginxKRZSKyrLl5NBX3okT8IPaYjCWkLTJ8KhpoVSf4Bp6voy9PX26gMqsMUvRBg6oarqKxsuWJkJ9KhUJiD1qV0tcv3V6TAiKRWPlhKIX94W9cubdNVenqLzB3RtFAK1FGtYKBls+M6+9iOtvO4bsfGLfjjYikB01SFUPaBmw+QiLPWSEISnIr93Vlil61aDK4p8m9du2Cl3878pNNNPMOd8ZY2Aet6EGr0v6jWiRSUMxlq0RXvxuPwbyOUQ5apZDc4eKMzNBAq3YMLxU/m5Lfk+JBEsbkGCdxAnXPv7beHE9tHl2qjRlotWTbE/D9N9K/+DTe3vHXfOqS8zntiAW1lmra8crFc/j1Z8+nqTvLe7/7FDvbEg+ShjnwwV+60vuP/XvthDQMo6aISBp4D/DzaJmqZlW1NXy/HNgMvKrS/qr6A1U9W1XPXrx48cgFSMw0e3HO0cgPU47LQYtlBFy4UkxS6R/BCZ1+W80Kq14UoD/nIyK84bhFnHHUAvJTsZz5YFXaMl2TJ0dIXPp9GB60SLEsV3hbenKkPGH+zLrSYxcja4GyKo4v/xbatoxS6oGk8wnjVnXcCi4MjzIPGlT0ohU9MCO/LxUl7XnMSKcoJDzDz2xpZUekd0Q5WY3Pu9dqBk8tqZsFi0+MDbRAXRE2heqez0ptC1o3Q0sYjFDhO9XcnY0nFAYb7WqRlSPBD1z+pVCWSxcERaPZS5FOeSye28Ds+vTACAE/5+6d9IwxF5lTlHRKXPGSUX44M9BqxfKb4dYrCP74X/hk8/t53fGHccU5R9ZaqmnLQbPrufnqc7ng+MVc9r9P8sTGRP+dOYvhqjvguR/Aiv+rnZCGYdSSi4CXVbUxWiAii0WcBiUirwSOB8ZPYy0h8qBpXElsLKbL7Po05x+3qKSKY+RVKclDipTUKopXNd1B0cE9aBWkb+rKsHJnBwAHz3FKUGGcQhzvWrmL/twolH1V2PxIaKhG1kqF48QG9GQZFEUCBTQg1fhMLEffzhfpWnXPgG2j4Sw3nrMFn9kNqapl9AcLVx0v1EsaIwrr74Utj4zb8Qc/ORRz0Dx3Y1cy0LT0dSQ4r0h46LL940mR3qbSfrWTHuo5HEKLSLy4zH46Cscbiby5nsQhS7/nqspTm1to7XX5noOFdAdh5deq4YmNy6t6tjv783T25wmCMJezvLXEmjtdFJUTCoAjFsxyBmn5yYK8i7xacOTYnwM69sbtU/HO2b8JAnjgH+Dhr8OH7+Lbe19De1+Or737lAntT3IgkPKEv337iXztslP4zC3L+f5jm4s/YgcfCx/8Bdz/Zdj4YG0FNQxjwhCR24CngRNEpFFEPh6uuoKBxUHeCKwSkReB24FPq2rFAiNjJgox0yB+1sdKSxBA78iaOhcCpT7tucpnsZekgnoTFJzSJR4jNQmrFwnxkeS6wIfWzWQzrnJfpKumUzKuOWiVQjGHxM9DXyvk+wbPl6lVcQtCoz3II1274vNv3byBDTsGFsDyQ49ouQctCCip4AiRwjswFDLeASA9fikVKomwsciDNmktDcrcMJXy0FRjD+loJkc0aUiE4xhNQKRT4sa0rw1mLQJg2fY2dnVMvSJlvdkCzd3ZhActzJcay4xRlQqJ/b291GfbB6274XLQBokqaN/qqmNWYFVjB4+ub4p7ALrnYdlB+jvCE/nxuooVI4PAeTwlNfJCIdkeV60x+kwk22eYB23qk+uFX3wINv0ePvl7Huhcyk+f3cH3rjqLGXVT0A0+TbnktMO4/TOv57bndnDtbS8UY8WPOAve80NXNCTxRTIMY/9BVT+gqoepap2qHqGqN4bLP6qq3yvb9g5VfbWqvkZVz1TV34y3PAU/YPn2Ntr7XIhQQ+dW0tmO8PzhRm2bYcujiZ1yQxY28gM36y0isRJe0TsQFIohXyMMcSw30FTV5fmWe9D2rYbdL5DKlNq2dSmP3DDC9oaWJQwBrKZBZnsqL4fiTHghQyxzJeUrLg4w1plzrVglck9nP229ZWFi2W7Y82KoGIehWaEckXJXXmTAD9y4llfHLASBMxKqMMDYjnJsvAq5OKNEkwZSJlSKJ8uDlMxBA6dkl1/Lti2kNrsJ2tEU6YlUe0lUTo2asQtSvK9mF0OgG9snud3AMNiwr5vntrXHuXqqhGX2Rzgm5ZM0yVXh64x9z7O4+alBx1sV6jNDTFBVMZji1L9EX8gBZ4rCMwM/0RS7giEXtWoIPYsjontPSbiw6sAJk5FiBtpk0b0XfvQO9+C++j62Fg7mi7ev4j8vP50jF86qtXT7HSccOpe7rn0D2XzAu/7nCdbsDmfxTrgY/vhrcOv7p0czScMwpjUv7+2msb2fpi6nECuQCnN1YoWoXFFYdzds+0PVY6qqU8g9L1Q0ytYnVRT1XV8oGbzLULmyogwsZNbck+X+NXvJFwqlcofJ9aleV90umg2vS3moDlGWfBjEtT0qHae/AzbcV3XfQiHPsu1tBNne4XnQMp1jq+C2bzWs+02xSETIc1vb2Livu3Tbjh3QElUgjjxbbmzr027S9jerdjtvR4ivSl3KGyBipWa/kogZC8pvtWxX2YKxMaBa3c7nQiEmS80s86BVut/9/IDJjBGdIVLuKX7Hor5cQTIvUwSOvoBAEnlOU6BImaqyqamHIAiKIY4JD9qYYq4rhDgCsad9MANNMm3M3/t0RY9v+fHLDxPdd1EPwErPw7j4R6YTKfSFBloFQy5poI3Ug1YX6vFh/z9FSxrQDzAGu/ZA9+DVQM1Amww6dsBNF8PSM+EDP6PPm8VnblnOR19/NBeesKTW0u23zJ9Zxw8/fBZXvvYoLv/+M/zfM9vdl+Ssj8JZHwsbWY8srMgwDGMkREqzJ0XFULxQQYh+syvNtGa7By4LiQyVdBTSU7a+RBfwC+DVMTA5Izx1pX1wCsUApSr8sycunV2qfKY7tpLO98QfJxXOaI81zDGSo2IZ+iFmuvuzTtZCrn+AvKXHCY3Oti2u8t5oiSpE+gPLi3te2XWumxmKE3oktShHOlGJM2pnEASKqlKXGli50w9c36VqlGyv6oqUuT+G/kzDIFAtDXuNmDQPWkBpKFmF+z3xPRttiKMnUtJrq5AwEOKjisDcQ8jXL0juPIozVieT92kv98gOQd5X1uzuDMNkBbwUPf0Z2npz1EVl9kdCZ2PxfbmBFr2KR6pCr8YkQRDERlNVqnrQit51F+IYegJ3PAur7ww3KrjcMmBO80pEqoRCami4eqMIcYw+cVjtMvJKlssZs/3JQSfhwAy0iad1M9z0djj5MrjkP1Avxd/9ajWHzJvBdW89vtbS7feICJ+44JXc8onX8v3HNnPtbS+4vhwXfhmOOg9utUbWhmFMHMWZdj9eIpLCK9EfKygmgyi2ftjs2vNKm7tWnKz3c045GSLcptIMd/mySMl6cWdbaDQM4pEKcWGOARv2dQ/0IA2TIFaGR27oZXJOidWkwVTNg5aeAXOWFEuHjwqltTdLpjAwRHXAFYgq/OV6EFV3r4ShrQocMncGSxfMJB8aplFYY33KG+CVLAQBleyzWFFO3hvRH7MOHj8PmibPlqDSfbz6TugZTauKQSgvBVjxfndeEzc5MooQR3XXsKLXWnGe0wE7Ra/jW3xmxY52Ht84yjGMwkHrZtHe2c7C2fUsmls/shDHTFdpKfro87Vuhk2/R8P7U/FiT3pVcUIDzVWHrbpRxcXR96C0zD7Q1UhJXmmqwR3GS4fXsEKRkLGEOEbnijx9lBtoA3fpyw8exm4G2kTS9DL86O3OY3PRV0GEW57ZzvPb2vjvK04fOJtmTBinH7mAe/78Agp+wDv/5wlW7+6Cd/0XzFwAd3zcGlkbhjG+ZLsh241qaKQUEuWmxSvO9EJlZXIQgypSRiIi5Sc63uyt90F/e7hxDlJRIYhBlKTk+zgsqXybKGzJD1+DeE28jUiJIVKXEgq+sm5PF2v3jK6EfXTeiiGOg3nFgGzOGVtB4BfdlxVz0MJQ0PSMMeehbW3pZVtTMS9OVWnINIMq+7oyRWU1Uub8AlBapCSyN+rTXhxG5weKiIQFHcqM56BUIYRSg7BUQQ7fj8pTUJmkPCXnqmSgaQDN64Z/8FyfK74xKOXXv7LHGIpFbEZqpDnjrrT3YHRvem2bKmxfYfZknCg30Lsy+WLF1Fyv6+kXEfiw8aGSFgMqQP0suru6OGbR7CG9XAOp4H0CaF7vnj2J6rHp1FDHjp4rQfUn1BA5aL3ZArPqU8WIgvSMxEYFSLlcy8BznjSvQiXOIPBp6y+MLsQxembEoZhlz+gKu/RkzECrDa2b4SeXwnnXwJu+CCKs2NHOv923nu9ddRYLZlkz6slm/sw6vnfVWXzs9UdzxQ+e4SfP7ULf92MXzvK7L06JGHHDMKY/XZk8zSvvgw33A9CQ9uKGzW7y2itVECoYY619hbhkfTnh/He08wAviVfIuBwHcKF2qXoGU1ihXMGGxU1P4fW1lG0TnlGLil7JiYsixdSlvAGl9vd09rOjdYjIhdbN8XHjVLfBtLwqny3Kl3NGkFY3SjSs4OalxlbJMTy2SFGeIAhY1PIcdZlmntnSyr6ubMm2qgHx5pGBhvMGOOO+aKClPalYcc9XLe1/V8bOtmJuTDFXKsWogv1W3wm7V5YsShrPJUdMGmiBT3trkwt5HSSEdwA7noLNDw++TWR8x+etEPwb5uSNtg+htGxgXsfa0rBiBdSnrumlCjskunJVuuc6dw2rMfqDa/exelflaphR+PAjLzcVJ0DyZYVJ8n2Q6Yi9WqEfEa2bTV8mwyKvNyx8kgjTHCkauGI9+TDEL8r1wz0OBi8SEjhjZKhSjxWIjtudKTCnIR0+5jQxKYUzntIunDiQdJhHOLAoSk8mx9o9PXRldeQez0oetOg+S7RCSZLND24EmoE2EXTugp+8G86+Gs6/DoCWniyfvWUF//DOkzhl6fwaC3jgIiJ89PxjuO2Tr+OGP2zlUz9fT9u7b4FND8Hj/6/W4hmGMZ1oehnW3jWgsMSqnZ1sbi/mhziFuuhtkjiZPbbQBhx6V0eG7a2Vlbeo3DeUhluVmE1Na92KkhDHSmGM0TETxwfqc+2kW18u3TYoVTalREslXpb0ocXNWhM8v62dF3a2lwkSuHztvjb3fvcLsfI6vDoLVVaGBk/gF0IlvtRAi43HwA/DmypU/xsufiGWWSieIwirTEbFYYqFI0JlzjVCc58vDK8MQkOiPu3F45f3gzi0tdxY9YOgQpGQ4pg1dYdFarR4XucpGJ5Cni343LVyV1Hu3mJ4XVtvjt+v2zd0DtqelWx++teuqXO5ETEY0Xera88Aw7CIlk10VA5xTK4Zrimyp7OfIFBSTWuY1bXFGTOJ8fcCf6BREJ2pTHEvYcfT7j4fgr5cga7+0rDbaKiTPV/9su/nAEo83oKPR9fc46jbs2yoGkIVKBvfwIddyxLyRbM5XvX+ZtGuYWlFIah+O5Z9J5/f1sa6PV2ksh2k87305grMqk8X8wNTiYbtfg7qZsAhrwb1EcqKiRSy0NOE+j4qHtlg4PmGpPw7rVoSclwpfDSqAFoNM9DGm55m+MllcPKl8Ka/AdwPwOdufYE3n7CYy885qsYCGgCnHjGfe/78DcyfWccf/3ADz5x/Izz3Q3j6+lqLZhjGdCHb7TxUGx+EpjXx4v68TyHlqnpFyeIaK09RMnyiilikxLZujo8x2ORqNA9e/D/yNJV7toKyEMcyOnag+TIjcNsTccn/ink2JI2P6LxJYUt3qk95cQ7VoPS3ucp/zS8PUGoDVZY23gOFQZT6KkqpBpERFHrFEh60pu4M97wUehqjapeV+mcNQmdfni3NPc6TseMp13ONsvDCbtco1yuUeQ0TylyswkXy4u6TeTPqaOvNoars7shw6PwZYThauYE2MMQxybyZCYU1oTwP10DL5KrfkEH5fVdCQqYw39sfcS5heNzmddDqQgk3N/eUTmBEeVUlu1WQJ/7+Db/U/nNb29jblUE9L85BiwjUhfyqeCUr/MBdzygcuLp3aIjc0PC5MauhtB1CJHncRohEY+RqnysoML9rI6jz6viq9M88DM/PloRtDo8K26Ya4PAzSmQ4cuEcoLIHqSiXH4adDvbQK63iuLujn127Gjl47x9Y0OG8l3GFTQXq5xb39XOhd7wO/EIixDVcv/0p2Po4istBC5Cxe9C09PtY6fJXDtkuYgbaeJLrg1vfB694Pfzx1+Mv67ce2EBPtsBXL311jQU0ksydUce33vcavnbZq/nM7zr4zhHfQh//f7DiJ7UWzTCM6UBDQgkIPQJ+oPTlCqjnCkAoGio/pUZMyQxupFglZtMLWqq4bW3pdT3IoKQewoBkd9Xi3xoUQxwrKeM7n6OuaTWQUFa798bekQF90BK5ItESgBXb29ja0hMvSyqw6ZRHas8KDmp7MV5WUSUt8eoMNNAAZLCwuKpKaVgBsRCGOCY8aK09udLtxAsNtOErZ5tbenhpV6erqNfbHMvqJUIc6dyFUhz/ouOx+DlFg3CFWxuoG6dFc+pJe8L21j7yfsCs+hQNPY1omQeq4AcVctCKYVyRgqzReWODQnliY8sAD005OmASILFugCGfWBDdDC/fCz37Km4PxA2kK598oKd596qH2bYqWQWvzINWJcRRYaCCPgye39ZGZ8ZV+Ss3ZlzuVKk67ZeEE1LdQBtF8R4ojnHymhcNtKB8Y/eS62de98Z4giXyNIn6CM7YWzfKPFFX4COIJ5uiipdHL55bUvWy8q6uqqRoZU9Txc8EzO3eTGbGEtLhxIcnib6Qye01CCdfPDf5UpZHGFVc1SBAxSMgNbKbIylfRQNNKpqeQ53CDLTxIgjgzk+6qkiX/Ef8pbtv9V5+/vwOrr/yTGtGPUV5+6mHcd/n38izfYfyGfkyhfv+Dlb9otZiGYYx1SmZSndKfV8u6mOVjpeLFPO23Dy/K5e+qSkyOAYqaX7CQOvNFljV2EFLT5S7VNwjqYaGqnjCANBiiGM1wqbKycnc+HhlRmKgziN2+DxXES0y1DK5Ar3ZyFNQUhqBupTgtW9lVl8jg1KuUCVeIw+dV6m64qDeG2jYt9zJHuTdtp4Xz45H1yo+V2ygFZc3dWfoz1U32CJFOR8oqBZnxcuKZhTqZheLuUTrIuMx6UFL5LB4YenxwxfMpLM/H+fzzG5eQV1LaZGNfKDUp6qrdEWx3LnyCpubXW+41t5s3Ei9+ucc8LGK68ruwJJNou9Ivi+xfRm5Xtj4wGBnH7BkZv9eZvftLBNwiDL7xTVlcg+PrK/hNYGu/ihXUEF9AkmVnD+IZlEGC3EskaYykYTleZwRXrlNmtyrkHXFQsL7XYN8Se5qoIp4aVBlVr2weE4DXZm8C6kdcU5+wkALZ5+cPC6csNzQ3NHaR2/o/fMLzqvlodVPW8GjlfL7ycxYXCxaJImw3vLxDj1oEn63K9rFoaHoPNnRZJhS8ANUdfB2IbGntFgMKtmoumKV3OpHA8xAGz8e+oprfPynP4qrxWxp7uGvb3+R/7riDGtGPcU5ZN4Mbv7Yubzu/Iv4WPavyNz9Bfznbqy1WIZhTGWSSkBoPEQ/w+mw0TBBIZxBLjXQjlo4m8b2/jj/Ij6kKsu2l1asKw+F0TCPDcpy0NTlw5QYLXGIY6nCqqouPCo00Eq8HpH9UKbABqosmdfAYfPLq0K63lyEny3Zz6iurCR81UIfsSKbmP3e/DB070UjxcivYEQk9xuMIKDoQSt6qUqOI96AIiFPb25lxY6yfLnkYSNdOJQxeg0SYXxB5GEZ4GpKhjhGyzR+icZxVn2Kvpwf5x56Unr86LzpMgOt9N7QEg9LV3+Bxs4M1QzbcsrN4EIQcN/qvU72okVPtmHhkIcMyo3YaLzLQx/9vItMikMyhV0dfWxpDr21kpz0LvegJaUt/RyiQYnn+a6Vu+JCLIPhhypzf85nS+gxVnX+kaBMnQ5CgzG+TqP0oEUy7uroZ1dH0Wsa+xQT+w/woEWtJZIVXQWOWjiLRXMaXLuOUF9tkIDXH7eIupRHJu+XhS0PgxIPmvNiCc5iqmSgvbCznZf3drm8zf52VyJfA8TPQvu26gORJAjwvOL32ZNkX8iy7aPw5Uo5aPE5nAdNJQV+Fgo5Vuxo5/41+1i3p5t7o3Doip8/HK+mdZB3lVqTfQkrep6HuPZmoI0Hy38Mq34JV/4CZswD3Mzcp29Zzsff8Ere9KrFtZXPGBae5wqIfOWzV/PFmV+j53f/RPsDVjjEMIwqlBhoxfDD5JvZu59yRUIS1oAAJx7qwiPLFZeoIISK6x/kDlVU2qPXVCEDnY0lBTko5JFoNj+avY9DHEtDvvZ1ZZ2CFPYyKrFVSj9CcXlkNCSKhASBlpXHLt2pLuXRHHn+GMxAS5gAyXHtbUaj2emkgdbbgvY00Z3NOU9YtTLckqZr7vEE+Uz4AYr5fpH3wQ8SymWFHLTBw7Pca2REu7BJKRqV4PLgxItzr0pCUMP1cR+0cJmf8JLOrE/Rny/EuYeeSJxbF5Ev+KRT1RW+qOiIhgK4CQShUKFfW6UPHZeVD187+nJkCz6BlpcrL5dhoEzR5o1tPWX3Q/i+Y4cLtV17F6y/t7hcA/Z0ZlybHCgtQDIcD1qoEHsSJBq0u20yhaHDWgN1OWh+2ViI+vTmtaQYjstBk+K9W/UmGn6IY4knN7JZE9vO3/zrUoM22ihsUaC+86DVeR6KqwQqXmJSIt9PXZBlw75uNo20Z6EGCQONeDLBtRShYg6aJwJ7V1HXucW914BZnZugcdmAbStb/QGpVDpeF3k33aRB2fZ+Drw0EhTiVgnlHtQoxLFQN8ft3/g8je39FIKAjv4hmoJHz598P3Rsd0cWQo9a5WtvIY4Tzc7n4P6/hw/cCvOPANzN8bd3vMTSBTP53FuOq7GAxkg5/pC5fPu6j/DzU39A7qnrefnmPw9LNBuGYSRI/sL2tTrFMtYl3Q92KtvpmlLHOTyRl8lt5wr4FY8TFdRQPObOSBe3SWymQH2uDVo2hn8rtGyibv3dzliSNLGCWiXEMZYnLqKRXBfKVqY8Rl4YL944iJXVpKKdnBhOFoTwZGD1weLBK3jQwCXth8eQnFMa93VlWPbInTQuv4+nNjaH5cWrKEEI2RmLneLU3+4MMHD9msLP54fhiXGT2jJjb7BQuCCcKQ/6OuLPm0ql4s+9fm83u9r7XBGJARZvZNQHQGkOmlL0jrheaJq4d6TUu9nXxuLt9wwIcUya5IEqKQ9XCr2Qwal/UhrmmWT1HfH95WSMxsKRyRfzA+PcxHLfxcJjoH7OgENHx1qxvY2N23fCzufDFeG473wOWjYM3KG8F5q4a9nRl2Nba8/QOWiJ40UelOh+rFr4MHHNAkmVHDbQokeurd9n/b5i77tAXQVTUXVG1ig9aEmSBlo05v15n92hZ80TgVxPUcDonFHuZjTBIYTGo7owPK/OTeTseDqetMj5QxisFWNdw0I7YcSAhJ9PREi3b4Z8pmRzTwQCP9HXMSCQdNkxSx9+s3c9EVfy1NADGN13Ep7LPVMDMnmfvV2Jc3opRAuu0AvJiYXoHD4gToalZ5IMqxy0xYcTpvjezxNFuJ7Z+wcasm0V+8CVh5CXYwbaWOjeCz//EFz8DVh6Vrz45qe28cLOdv7r8jOsGfU0pT7t8an3XMzu99yFt+0PrPn3i9i1a+fQOxqGUVNE5CYRaRKR1YllXxWRXSKyMvz3jsS6L4nIJhFZLyJvG9HJypWu3S8kDLHiOqkQ4lhUJkp/uf3uJhrSKY5dMq94mnjf4sx9Sp3XKA7VyXaGymLBhc5ImBDv5+gPUi6cMXGuYjhUoeTYJR9vgBclnKWmqDRF+VMDe6Q5jlo4m8Pmu6axaU8oVK3gV8WDJp5rMg2k+l2FxEhRzUdhiwAasL21l7tW7qKjr7T4h5+agZ+e7ZTQyOvSMCfeN+7/FI2bBnT25ePeU0N50OpSQsPOJ9yxgFQqTaA+ZLvZvnkdLT0ZFC8uFFPuZVXV4riVhDi6RcUQWUXQMMRRoXmD+3ydu1EG74MWqLvnZm9/yFWsE1ARWkPvpsS/aE4AACAASURBVJ/4kJv2tLkw21yi2XZigqFczuKuzsiN/2yYBxXuq+I9H5Bt3gIZZ9zu6ehlU9TgO7xOft0c2vtylRthhyFkm5t72d3ex5AeNNVwkkHjIhFBtoeGTHNVI1z7XHjgwbMb8AnzzBKhqe7a+aGHtHiMTN6noS4NGgzeX6xSI+9SkWO2tPS4vK2WTdR1746XP7/NGa4iAvvWFL8/UbGb6DoWckXjBGd0eB7Fwjh+IS5sUecJmbw/SPXF8uWKBgHt/QVA0PDZFPV8rG9+CXqboLMRXrqd+R1rOWjL3RC2LEiFHrSouFLFAQC8/pZECKSPlyrt5SeRbBqwp7OfxvY+OOlSWPLq2DsePXsHhB36BVRSbnnZRE1hiEq0zV2Joj1+DvddhSPnNzCvIT1E7mZlzEAbLYUc/OIjcOI74MwPxYuXbWvjWw9s4LtXnsX8WYMkZhvTgjNOO40j/upx/DmHwg8u5Lf33Tt4uVjDMGrNj4GLKyz/T1U9Pfx3L4CInAxcAbw63Od6ERl+NadyA61uVknODzjVIQrfYfZi/LBhKjhjRxNeE4BCdwspT2hoqC+m6JS9RrP2JJXmIIiXq7iQpS1P3cmy7W08sL6Vl3aXepliD16gJccu+Xhly4IojykKcUTZ0+FCB4s5UaU71ac9li6YxYmHzsPzpDTNKBmZUGKgJI6hQZybFCX4FwInR6Hgqh9KqIxHjb07+vJun8ZloD4qqbB0dhiClW6AmQfFpywJcQw9XVtaetgc5jpVfeIHrnhAfdojU38QzJgPCp7n4fsB7F7JwvaVsXcuHqMwrDQOZwwNTU0sCygWgEiFJdGdBy2RW7Z3FbRtxW9ahyADctDipr3hsKYS7h8NPWh7OqLS9+GnzPbQ0z2wQXrxXiz1kgWxke4WSrmRVIFoc1e1ryjz6l2dbN24pmSj7Z0FNu7rorNClUlBIQioS4UNoQc0qq6CBkXv4o5nWNTyXGmep5+HbU9C2xZ000MAzKz3CNTlLomfjcdAlbDMfuljozuTZ3Z9Gi+avChkqUx1OXd19PPg6h2kCsV2An05H/asZG7LCo5d7LyTC1uWIYEzvuhrpcQbDWT6w+bRgQu/jYp3uPRXcYbL7hWQ7YqvRtqD+9fsZWuVXoyVjN/O/izPbG2nNxeE911oLqVnubDBrt2w4xkCVRoyzfEligxFQfEjD1pZmKYmc2tjA9SFOIpq7O0SEdp682xs6ireD+l68Dz6fSGbyxVbJWRdqGx3Ju8q5AYFV8VRKTHQRGTQAiFd/Tm2b1pdNPj8XDEc3A11RWMsMA/aBPHgP7iLd/G/xYuau7Ncc+sK/vFdJ1sz6v2IWbPn8pprb8M/73O85Zmr+fW3P822va21FsswjAqo6uNA25AbOi4DfqaqWVXdCmwCzh3+ycp+tNMNxZ/hRD8rT1w4Dl6KQmpWrJLFpZ6TIY6FPOnwl7moohQ9LRB6Q3AeMYl+/CMFJaEstvU5hYyyCnNQVKTjEK+kwpVQxlWVHa2hghcr1n684YuNHQgB+UDpzhYSUuNC0sKwtDkNaRpynaUew7W/hu59ZWOppcUi/LxTzsAl7ve1UQgCGtKeq5wYeo6SoZQKaLaLPdvWOQ+PSLG3kQgseEXo/St+TmegFT1oMpiCH7HmTup6dzOrPk1zZy9+w3wChVQqFTefdmPtZFAFz88yc9uDbGrqZsOejvCjR0ZPcZ/kMHmeu06u9L7iJYtP7FlJIR/mnw3i6nMhjsXCGJE/LgiUBbPqi9e/+WXSfmRAasn+4JT2aP94vAebs6ywMln1URNGVZ2nzOzfE68DKOSdYbanY2APvHShHzY/HBZj0ApGWQUPGuDFIY5Ka2/YGDxpoOX7oHsP9LWF8wUaejHdZICEoYLa+DxS6C9OiiS+Yz1Zn1kNaWbVCf25gvMcVWKQ22xfazuLWp7n0L2PxsuiyocauJYLEhSYmdlHQzZhVCcKkwSqrN7dSXcm70IMo4mZsIqjJ+JusExnyYhF36fBvLKlKPm86wfXX/CJa66o4s87gkJ6duzRKwSKeqEDo30bvkLKcxMjGoUg+3n6cgU6w9wv7W9ndu+O8JDRdySIPWhLd90XD+eezn6auvrJzDmSXP1BsYRdOZcvO6chhRcUmL/zEfDzrNndxfq93WEqS+hZS7Tj8GTwEMd8tiyP18/Fz30IDbVoZSFXLN4yxNCagTYa1t4FL/0S3n+zs8xxFZSuvXUFbznxEN539pE1FtAYd0Q46uLrSH36Mc7x1hN89w386s7byA4jsdgwjCnBtSKyKgyBjH61lwLJ2OXGcNkwSfxoiwf1s8PkeCkJcYyLM4QBRtFfngwsEuIX8qTS9XEpfgIf6WliaeM9xZn4QONqjYKgvg/qZq3ThR6She6TCnCpEaPhslKPSHKdBgHZQsALO9oIAk140Nz6uV2bwh2UtoWn09KTLQ1x3Pq4q8QYMr9rQ0konRMgS0neWeRBq58Di0+EoFBasXDzwxR8ZUZdylUuzPeS8oTeRC5VoEqm31W981Vd2FIcmhYaYdH4EhV4TFRxDD0sXqSID2KBeNkujlo4C9ECf9jSQUd/DkmlKG/erTgPmmgB9fPsbAuVyLyPH/iknTup6EHT0PPavAFPhPpsO34hj0d4PyV6tWV9Z7CWG0PFOy3sq5ZQCANcOfRC4JNOGG4geAkD/MG1++jP+QMU1PLCNW5PLU18q5IHFnkoXHGZolBpSbRSiI4fFPCAvrw/0IshQKbDVRBVjUvfxysrx5WBFMupRx6iEg9a7C7047BhT5xRLAISecPat+P1NhUbVSfI5n3qU2lm13v0FqRyBVJgb2c29tSWM3/7A9TnnOF18GzX2iIqROKrUpfySPnOcE35fSUGgvscQWkj665dJeMTaBhamPD+Rde5qct9Rq/aREXJhXdjncs7A2dLcy/LtraG95s6j3I0QYJ7DkmQLw5zwoNWvGHzPLWplcfW7yvKH3ku4yJFAal0PUlEoCGdQlRp8xbSvOT18WcKJMWchjR1EuBJOEET+K6wEgqad1UcIfakR2NQLAKUjUNKI6L7MnqWv7C1ibwfxJNgQiJndMPvYMP94fbmQRtf2rbC3Z+D9/wA5h0eL/73+9eTyft89dKTayicMdE0HHoCR/7Fw8y44HO85aW/Zv2/voHVj905xBSiYRg15rvAscDpwB7g2+HySr+QFb/MIvIpEVkmIsuam5vDLRObzj+CSL/wotCyJScReDPi2feoUW4yqd397heP4+dzeOn6eLafXctJ73iiKNq635BqWYeHqw4mKPO3/NbN9gMLOtaUFPfQMGRIEfKJCaXIaxOE4UGlOT7Ra0BQyLJ0170Udr/IvE13Ud+7Cy/s4DMz45SnOk/wUzPJ15XlHDWUFojwRBMl1gOauzO0ZwJXsCNu0h0aa14K6maGCfcFFwoX7pr3A1e+X3GNdwWyuWIInCp4YfPaIKCYF5W4BhoEsQfNj72YEiqbrnfdYXsepD7bNmimiGqAJ5AmIBDnFUh5KZeDlgzbFJeDJuGp5jV4iPp0Z/IEQUAqUWEx+Rlp3Ugq28Xi5qeo69qBiPP+dPX109rjlPvWnhz16UTOTLYbeltINa+Nw/EiD1opTrFOe0VDDoGURIara7remytUiGhTohzE4r2jiHil4VwVPWjExluy1Hidp4ledwpemiDwOeKgGcX9SqUHXDN0AZ7cUoxsKf9eJc4cO9ucaKWe5JLtQk9IiiD8DvthYb5iuKJKinpxr0kLOOcH1KWFtAcFTVybXStgx7Pxdhv3dbJ71SMDxghKh061aARE492Q9kiF3s66fKI4SMJAi3Kn3Pec2BjT0IPsCe67FrJgljN4ojxO7R8Y7loyRkBklecKhdBQFfK+GyvC+85Xr1jpFkgFefL1C5xsoVc43bGVhr498WcoJLzQAJ6WejvFxROXSCUIszL7SBX66Mm6MYtaKAR4zpsVuIYJiro8XQ3cWPtRiKP7vmoYUu0lHGCN7f1xURZw901LdxbFQ+tcO61szt0fcYRjcp7Czxcr5w6hN5qBNhIKWfjlR+GcT8BxF8WLf/fSHm5f3sj1V51FQ3r46QvGNMXzOPyizzL3b9bhn/guljzyBXZ+82y6H/vfgVWmDMOoOaq6T1V9dVrODymGMTYCyZCHI4Dd5fuHx/iBqp6tqmcvnlvvQvOS/XokBeqjCnVBnrpsa1gxMHC9kTUyzYpZOp4I0rLBhb0AiJAv5EmlG9yPuu+XVIaMFBP1887LoUo62+5WlyiNXjFXKJrZF6EQVmYr+EFceMNXJeXnKpqlqkoQyhY0rUdVSQUuAT5XNx8/5fLpnOIvsTckVlPL8nI80diD5gUFtrf18dzWtriHXHjS2JAiVQdBPix/nSpGCQXOqEgaldlkhTvVOL+kmDNVzJ17Zms7a3d3lnoRS3LQirPfXlB5bCJmdWwkve8F0hTisC0vVVoUQMJQPncPBLFiKOrHYYaxA0ydEZsPXBVAvDTenhcQhAIe6a6dYeNzn/a+PG19BTr6c67iZ2QEtGyALY+Sbn2ZGT274zHxEr2/AvXCe0NJp7xiDqJ4SGigZfKRgipotou6XGfxWuZ6OGzPQzy0bl/iszrLpy9qWl7Fg6aEIadoWHjDUZcSvCAXG3/u+vs0pKUsty06fJjj9P+z9+Zxll1lvfd3rT2cqc6puaqr5+ohSae7M5AJQuaEGC4IKKCoVxHx8iJ4URD1g7Pee0FFxYH7vlwV4eIVFBCZ5CIBIZCBIYGQOemk0530PNZcZ9h7rfePNey9T1V1N5OB5Dx8QnWdOnvvtdfeZ5/nt36/5/coZ2VuXEKfOL7A7btPLAWHFtxIt4SR+3O6HIOWtAxOtIBdK4WKKgSdBftZN+xsOTQ/m53Ug4FWRxEFAYE7R8dKTu+D6Se9o2EpXcjJOjEmHx0nmcstmqQOnGRjDQNJYD/3eUaqANAsS+McJ1vVccOsWnMOKYsM2uqBCkO1GKUVlfn9HPnGJwvtA5bMEYCQtJPEPlPcYojrh6iRQqJE1iAeBVK1aEc1vyspBHL2AGUH0Nrz9j53h9NIlYA29ZmOaRddpiJCQP+RrxGolgf/vnWJ1saxUnUQwtbJ6dQwuRoLyGydrMjJiJ3sEVNTCwbATi202XdygT3HZs1ah32/VMV6SSGWr/Htdsntjh5A+1biM78NURWu+Q3/0qNH5vi1f76Hv3jFBawZqJxi41483UKW+7jwx36D6I33ctvYT3Lv5/+R5E/OQX3gp+Du98Pc0ad6iL3oRS8AIcRE7tcfAZzD48eBVwghSkKISWAr8NXT7lBrkt23FOWJ0iT2tz92jMrxey2VZpLmPIOW14BJAfLwvTC1F+IaBCVUp00QxwitiRdNvY+Tx7gkTQexBWjKyn5sQuuTGcFhay9dKZfcLJBaRuRf7z3I1x43z6dmaYRy8/AKJiGK1PbJUpbRE9oYc8w2tuQAmfbOkaJL2pePUvM4wYG7mNj/bz6JGT5+Z1dj2gwsfX7XCabmFgxAk4HPCTupWtLza/74fsqLR8wvrVlv014EaCaJX+woTsy3/P5mmp0CQGsnCa2OS7LkUmnd/DFuvv8gd+49wUInJZw7hNQJygE0KY3sNHdOWkgDsLXm4HSTIzNNBAoljCW/8/fQWtFOTQ1c6HpUxTWEgHDxGPHRewywVwmtJEVYNrNeirL5ziXc7u8uCfbyVZu8Cq2sxNEjNJ8YNi0rmSpN/MStjB25lb7Z3XZ/GqnaNKYeJJgp1lc9dmyORSt3Wy7MrSps77fsPcLu0981MkSlie9v5f/g6i3d+5IWI7UIIQQnF9rG3bNLZgxweGaBR4/OZZ/J3P1ZlDhmZi5KawIs86NSVKmfoDOLtIBII6kEmjg2zNOiBbWGQZNmUQKZ1YVVh83Pfaa1QGAv/MMHLfg98iA89Ek4uafAsIw88WlKzaMorb0tfSAEQidMjtQYq+WAytwRfx7OdMN/fhH+EZTVoHWBHKB/+iFjcAMcnbU1ie2F3LuKAO32R49xcq5pQL8QHoKjNUEgLYuoC1t2QuNUm5HXZgFBaU26OO0sRvz/Cy9/BQvTlgA0mTaNoNg/azNAa9oRGgOlAGO6w66bkbqDRiNUkUFzi1h5lafrTXnro8e45ZGjxFITt0+ikaSrL4KxbebZpnVhu+Xi1PxZD6CdeTzwMdMX5GXvBtt5fabZ4TXvu5PXXr2ZK7f2mlE/U2Owv84rXv0rlF71cV5VfxfvfmKMmS//b/izbfA318Mtb4eD9yxdzetFL3rxXQ8hxAeAO4CzhRD7hBCvBv5YCHGvEOIe4FrgjQBa6/uBDwIPAJ8GXq+1Pn1hqQz55pPTxWauMoTmjF2RTdE2KUcpX8fhBDvSAqr69MM+GXDMTZompgZNmLolvyF4u2wlLUCzEkcXPvlGs9/KcCYGav7vSapZbKdUosDWiglaQYMgWSyu1rv9aO1X41NlLcUxhfZpUDbsEuBru9xgtTLlAKo4lUIKgqm9plmszq0y5x3uPIMmaaqAuYUmOnUMWpZohV3SpsX997BhzsokO/OF+pZAioxBExac2FXzkb6SBbOG/UFI7t83xcEThoHTQrDYSb0dPUkLdn+BdPZw4fiBTjOAFoQWHHjEzFijYiSOKFKlSdMOsTDnpZQiEoInTy5w5+PHaXVU1tPMg3zQnUVjUiEEUidevrZQXYO0CwRM74fjj/px9Z18EOaPGaY0J3FUZIsFBbArBI6rXLR1fanSpvk5JnEnOzPqc7sJph4DoFEKPQ5x/fyW/d4TFjCjiyyCytf8aZAhWhs5msjVa8pc4qy1Rtvmwwq47dFjph4PweL8TGbIAMy3zL8legmrsTyDZoBJoFOCtEnQmSWNG1T0AlIluMbiASnP2TJOvWyY01RpI1ENAwKBAUlaWZQcQs325QOkBRgPHzzpz11pDUcfIYkazNY3+7qoUusE4ex+Lwms7P40oe4wVI2JpMqG3V7gyZMLtJKEjg78KWkZWvBkPuOHZ1qGERJLAVp1Yb9nLQ9OW4D28KeWXEoH/MxBlGfsx47cRmVhn79OiqAgcQRoy7K5fvZJp+qmbOiefVM8uGe/Z+DcRlJni0V+ISjfN00p+vf+G6ky5iZaCGpx6Ft7KK1N/q4UsvDkxIw77eQUBxKVZosbLpxpirtfgmMPsWH+XkBw/0wFPXoOoBG6g2iaZ4iXU+bmbLGTdC1mLY0eQDuT8HVn/8vXnaVK88v/eDfbJhq87prNT/EAe/H9EBdtGOQ9b3gJ4RVv4MrDv8KbJz/CsZ0/D8d3wfteDO/YDp98oykQ7Sx1pOpFL3rxnYfW+ie01hNa60hrvVZr/W6t9U9rrXdqrc/TWr9Ia30w9/7/obXerLU+W2v9f8/oIHb1fbGTAyAiQDWnaczkmvtaJzCJNrVhrQXHZ0Bngb7pXVZ2E2QALWkbgKbxTVs9t9FxK9gaYfug4VaCVwgZZu1eEpWSKE0pCqzznGCqmRgmJ5+fup9KkSZWWuVqVkgRQhiApl39hmFCtC3sCTpzsP8u7wznxyJELsleapvuj64VSguUjAhIODS9QDmOspIuNPlyKqUNAxJHkR+3qgz5cwmctE8r69pnUialNX0OVOQYtCRNjZwKvLW/n5/Fk0vn2AIoB9ACKQvzKYBaKQalvImK0IpIapSMbA2aBUWdhI5SxtUOcG5yQghEZwGBM1lIc4YrrnZOm15TueOCJtl3F0qpwpxpbZJSoU2j7W5JJhiji/LCQZjagwocE5sD7zaaOmLdUJXLJodwKWeS6oz2Orl3yZw5RlPkj5s4EwjM9Qgi04y4wLNh7n0b9x2Y4aGDjm0R2bkBHH6Qw/d+nocPmYWUfP2jB3d28aSy6xO5wWWJs0IzcPIeGnuNsYOOamwfKxkGDSzzkhopqrVobyeKQApCKYzBhLbyviMPGHljEPuFD4fDhTbAfdeROe4/MGM+V0rRLI+jRUR/JSJqT1M59DWUMrLiWLe4ZrJuALtSHgQ8fGiWwzNNjs00cU+oVGkITS2fY6pmFjusHaxkdVyTV/u/p7JEWh5act0KdZXA1584yWPHFn3bDy2EX1gaOH43pB0CUTQJcfdOGlSyZ9v6y0gnLkIDHS2YnT6OAEotU1eoyZ4ZGu0XmGSeQVs8aY1xNNU4YLxRpRwFBSMkYZ+zUnQ980SEVqbW1S2aPX7UNfjOycdzUxFIgU7aVhgh2D+1SKIFWgTUZx9HPnazPTmjXpi1jpR7js1z/4EZlCwanHRHD6CdLjpN+NArl9SdvePmRzgwtcjbX37emdnx9uIZEWEgedVzJ/nCm6+h1hji6k8N8kfVNzH7Xx+El/2d6ZPz2d+DP94EH3oVPPhJrzfvRS968QMSyz3zpUkEpEqQdhXWsA6a0okHAei0FkiUMEyGbZhq9icLAC2My4gcu+ASGtm0q+zWeQy7ktyNz9o5MxBjQ22YoDRVJEoTSYFJPQObpKuizbhjn7RCWQaik2qmFjoMlW1NiyyhZInQmRNYcwDRxep1T5tzExQqoRoFtjdXFs1OylyzTUcJtAgRaZuphRYjjZofWLcjYWId00RsivSVyuYuVaYWxvVB23dy0SSRtm9cGNjm2TkmU6A8w+dWuf3x7Hw44AZmZV8I4dsbyDAquCwaliqw85KBhFholJBorXDl6wJTgyZkjkFTKUJGiM48CKiVQiqByuSbQhjplgOZXfHNXU9QmX+SgX3/jnY1SV0Mmr9iKvUAZbGdMHzi60QH7uJEq7jf/BXef3Ihq4+0825aIFjQaOV8xe2FXRjINXS3AE25A8jIzoUb6VJw30pMDZFEs26olrUSEEbcuf/gfh46ZNlQ9znSCbPNJGuKDb7WsvvsHjgwg27NejYpETGRblMNUruWkCJIzCJLEKG1ppWklgEVSClsDZqC+WNmp2Hsk37X1lvolE/ec4CZZse6Q5tFGCUClAhYO1hlU79dKFE5+ZwFeiLHLi12UrvwkNndazSdVc/y95XWmRNkoV8Y9nMaxF4tVog0M3FJLMPUTJRvvbGkjWRzGhEIK/NM/LEBElkyfd0AKYUfWyesE3bm0a0Zhk7c7a+IKGxvFpiklNkzpD3n5yWQgmdtGCKQomiUIk09oDdyspGEFQP6LMhWSGab5hqN7/8MYWc224eN0PRPsc/x7HmjZESQLnrlhBSGhfz3hw5DVGE2DTk+fLFf0FkpegDtdPGZ34S4Xqg7+9S9B/mHr+zlr3/6YqrxMjdwL57xMViL+f0X7+Bjv/hcHjo4w7V/9iXef3A1ybW/A6+7A37hNhjfDp9/K/zJVviXX4DHPl/s/9OLXvTi+zSW+eoUQcZK2C9mJUI0EM8bwm56fpFaKaQWBZB2MpmVCLy9O0kHGZVwTBJk6WLppJGuaaVyEkflMx6XOzhmL5CCUmSSrjgMSJTixFzbuN7ZZN4BtHQZgKaV9s2knflBLcQCGUE7ahB3pi2IydXXrSDdKTBoOiUOJanOXOmU1nzjiRPc8dhR2kqjZEiz1aZ/5mEqLGbAMU0KphGp1laqZb6P8wDRuxdaWWMpCvx7lE1Ql5iEkIEAYTkIpbUBj4tG/bCk1k5GHpwE0iajLiHXmiA0YN1tt2Oij2okSLR53bNbWjF34OHs99kDMHcYwsgafRh554bhan5mbTKoCwBNCMHRVVfTivuJ2zNEyTyg2T+1wJ7ji57xDKXINQhWKGsbP9c0kq9Ua+baXde0i3HT9jxdJB5FLwfWs4Q230JBW0nhYjsxhg0y8HI+cgYn7tpEQVZHJ7RmzWCVWhx6IPfQoRkPXLTW7DthLPWlVqwdrNrPiQVevsuD5t/uO+D7b2VzCYuVCaiPg9ZUFg4aTK8VYXMKZMj8xLOZW38d7cTeZ0IgBSQYB8Pjc01jWBGU/FyVA8VwLeayjQOF+TMMWmqeK/aaBomx0i/IVdM2SNMPTefYuziUaJ2SpOY5oBQ8MlciSTM2MrVmO17iGFiAZq9PfvHEAxO3MKE1TTtpc62UMJlDiYggCIurJ60Zy6BJD+7c9TnWtNfI/g/7fFBBGVVfTe3o3YVrIHVilji0kblqJELkWgHk+hcKe9HCQBR6PbqFDNl1Xy5U15p9WzOfjr22aG2P5+S3sG4g4vrSg6QKlErJt7NIlUYGMVdtHvTjyp5VGmTI4YEL8M/KU0QPoJ0q7v0wPPDxQt3ZQ4dm+PUP38Nf/cSzWF94QPaiF0tjy1id97zqUv7sxy7gfXfs4aa/+BKfuf8QenASrnozvO52ePVnjHT242+AvzgfvvCHxrmtF73oxfdnLMugSVLPtljmyxpbOGag1WzaRT0NadsI7ZycyyZhOmkjYyMny2rBKPyO1t4kJP8131z1LHN8u8HONf1UyyWed+44g9US7USx+9gczU5KmCyShhW0CAjSBZg7yGI79fUaYJKPmXkjq0yckUXatu6UkIZVgrSJ1prLNg9b2RremGLJFInsXIROCKVJzJxBg2vaLVVKW0m0CFnoKCp6EVVf489z8PBXoOsSRIHwcziz2LEMDqTKyMi0tgAtdAmv0cGF0h7fOxWYZNU1xZUqpVGOUMrUN33lUVN7JnMyOyFAySwxDYKAeOEQTS+B1UShve72LKoRoI3kdGD6YV/3Fag2Jx79immGHFWzCetabc/3pzIMmlyWQUvjumEidWoBMsw3E/8+gXVxFAEMbjQMmtJoAtPLSYaGUVCKub5JpgZ2wMQFRQmnZ2ANKEvCGq3yGO4itZPi/aARKCGse16OQbOs0q4jc0zNNw2boSy7gp86ZNryIMKEsu0HpJfi5uWO4Jz8ssWBNQOVYk2eZVHn22bhY9eRebojCSpsGTfGFpWF/SRK8eTuB5DpogFJUZkkrtNKshrCQEovcdx3Yo4T820IYpJU8fUnTtqG0yGjNeP4ClCJ7GKNSlAyyJhZK2dWOgfoY/XY6wAAIABJREFU0w7ICEHKoZkm9x2YNiBBCMTcETpKszhxKfNjF3F4pkkrNc+MvNmId1cMSnDWD/lrJOUpABo6M88Rgrg9RbM8amohuz6cUkpfC1cIdw9aiaDALpagqa3eRtw+WTi2AebOrKhj2G5Bdh11VtEobD1pIPPPFytxVCmyS9atZOT2bGSqzohUG+A7evTL5hBaEyWLlFonoDWLtnJZdy6J0oggKIJtNyatODa7QKKlYf+Wzkhx3k7z92duHNsFn3wTvPRvob4KMLaar3nfXfzSDVu5YuvIUzzAXvwgxVVnjfKvb7iS1169md/7+P28/F13cNdea8k/tg2u/234pW/Ci/7CuI+981J430vMIkFPAtmLXnz/hwiMD4BPfAVaC59MCATNTkLZMjikHcsKOPbGvK60JgjLxupcOQZNm1oUj8+Ukftow6C5VOCrx0t+OJtH+oyRhpBU45AwkAXThzCZQ5T6AEGpdYLSvjv4wsNHuP/AjN+f0po9R0wdWSfVLDQ2GYAWGLCgZOSTJuHd21Zm0AQZgya0qWULA+GlUlqb1C5IF5jXJRCCqXiVYbn61/lxhc3jSxrojtXL/t8nF5rsn7JyOctoaoFZOZeSUhgSiIxBU55BEzhvizCZNyPWqe3jpEmTNv3TD/rxA8w0zjLXWka4xFQGAUpr7jswbc9bEQQhQmsPnqVdxU87LQKJ7y2XNewugi3R1ZC36JFijEM8yASoDKKGtqI1hGHMeRMVhIAjs03mO6mtvRJUFg8S6QStNPMdxeHpeSM7tJLbOApNg3OV0onqzPdtgNowxdV/beS3zRlAcHj8ambGTSeLmcUO9+yfyoFVDHNrLkhRNJL7ruskCUobbs6YhGQsRX32UbNY4OqQVGqaSQeRN7PROYBWWdhvF0Kyey8MhAUYjkHTtNttphc7VEKRm2/LgghzjfOytSTNGfngmCpNO1XEoQEIUkJHBxydWaTd7jDXTCCISGzj9xOzFggqRaMkKYWBWWywUtN8fzVhnxfG+MYe134eZU5yO1CJkUJweP/jzLVTZP9aDsux7Hwsc+/ZZVcTLyWU6h5wdPqyXr/u2bPr0BSfvu8QX3j4CPO+CXa2IJXvqZfG/YBh72dKmZGu0nlWKbfeJbPm2evGsxw7dT0CcgA1bk+bxRzLUrpBun+bfZqj3H9gmoPTi8ZcxNV0Ah1ZglLdbCpCs2YjJPtOLvDoUbMw5c1ggKFjd6KSNlJ3kMLch655ubvfvrL7uLkncjLc7FGl2X14ugC4TxU9gLZcdBbhg6+E57weNl1tXkoVv/j+b3DRhkFefcXkUzzAXvwgRiAFL7toLf/+5mu4cfs4P/feO3nN++7MdPBSwubrTK3amx6As58Pt/45/OnZ8KlfM06QvehFL576WIZBO7GYkGqTsGn7FiN/MdU2QpjvkTgKTbaTdnINULW3uk61saU2iXzGoCkZ+poJrZVpVK0z04lHj8z6ptRgZNZ2sICxh15oZRbgQbpIElS5fMuY7XukSVtzdFID+AIZWKbObNNJlXktTTyDpmSIVB3W9JcMQPMSR4xcqjJYmCsp4ehsyyRKygK0XI2IxiS+pXSBh0+a11qiTBwIhDu32ogBXbm51yKgUQ694cOOiQbTTXuucT+BECjLoClgqK+EUoZBCANBR2mmF1o8dHieJ04uYpL+DklY88m8PPYIE/s/k52L6rBmoEKrNGISNBH4uZb1LBkdqsWgIQhdumVZ1mTB3BPKsCxOJnrOuHXdVGnB/jwIijI0iTFqMecvfeLpQd3IWaTjO82uREBJJP5SrB2oAIKFqknAA91Godl1rMmuQ9OgLKBEE4cxndQuBLjaSi2WMGj9+78IJx+3LwgD6oRg73Hz/bbQTlmwFvSuSlFobd43uBFqIwUzhla7w0wroRQGvhG1BjpRgyiZM2ygPbeoMwMyRpQqFnjg7zuNNnVMB+62smDDikSBpJ1kJ7HQSfm3+/ZzfK5FoxySYO63TlT371EyMoBmeAut6gRJzV5njWFrhAHySaq9y2gcSFpasvfEAiptGyfJIPZJv3AMjE65dusIawfNORj2LCx8poWAVqJINbT7N9lG7gag5Vnr+kUvz8Mfxhtljs+3/O+QcyHM1U/ljwPQaWxgamB7QcL32KGTtJKUVifh0Izr1+YYXUmQcwRNbZ+zOAxINX4hBg1pqb9wzPxiRCCgv97HiH2GGadI+4wQEh3EDEzdx2J1tWk/kWfQ/PNGQBAztWCA0kI7NYsB0rCZEmVNmKzUVgZe4gjwxElzbiIHtCrNw8jF44SqgxSCqDNDkqReTglGXj7SX816W+bms9w8ahx+rbS8B9C+1dAa/vXN0DdmJGgYSvM3PnIvC+2Et/3ozp4pSC++oyhHAa+5ajNf/NVrmRyt8aJ33spbPnIPB6dzzo7VIbjs/4FfuBV+5mPmi/d/vxD+11Xw1b9Z1kmsF73oxX9szDW2QqmB0po795wwBe/2+6EvDjhwcsHglbBMpzxMM6jZBEZD0iSpjBQYNJe0GEMJDIMW9/nattlWytRC25hGODkloIIyB8S4T3IqcU5OZL+u8gzaYDVG6BQlAqrlmMi6+JV1liDLqGTNMhxA00a+lJM4Khmxrj9krC9G+pVzbdilUh22XG9kUzbG6mVrge6MNXISQ4y5hxQwUdUkoekrqkVg+kkFoU28JdquWrvYMjFMGGTpTCUy7OWhVddxfPjinM2+RmlBFBgXy0RpIkzD4Xv3neSJk00OTTepV2KESpChmadQSuTcQb86nyozL/3lCCVDY0IiQ6z/BrJc48DqG+krhQzXYgSawBrGOCoiPvxN4/CnDAMgnOmBk07qpABuRanPNAaPzLxIKWiVHMtg5Z1am3o1dx3sAkAqQ0QuYZRSmCRRRiRB1c+BIkCQorUiiowkM45Djs21CFF+5V8584/cDdadaiap5vHj88wutqmXQnYfm+OBA651QYBGElpW00kSRQ6gdTodTi4mNMq2rlCYXKwdD5rfw9gwnxag6VLd9hvUuKbwhTj+KLX5vWZbrYgCQSsxjcInh2v29YTHj83TKAek1mHPATStNUqEBtCsvoDpsYtR9np1SgPQWI2UBvgkyvXpM73sHMgSKkFpWEjyUl/TBNsxZlJkjqFzfZuLCxwI5hPD8KjGanMvqGSp/DUICwzrusGsR6/pV2gky0JYGeOaZ5kFYX9FjSOrkw5KCU8cXzD9+ez9ecG6IsAK7D0V+qZ1+OeEFIJyFPiG0QrNyYkr/LZKlqA+kRl8BGYfG0f6fI2om680KHvWdWrgXKQQbBzt46yxOug0kzgChCUmR8y1VZaxFHbhSQhjBALOkt9IescaVZ537jhjDbOIIXXRbTZVGqHaiDAmEJo0dccUdl+SyZFGYbHBsYVhZ96655rFHHkaBNYDaN3xtb+F3V+AH/0bv3r1V//+KF/bc4K/feUlmTylF734DqO/GvGW52/js2+6miTVXPcnt/BbH73X9y/ysfoCeMGfwK88DJe/AR78BPzpNvjnnzf3as9YpBe9+A8O84XbKo+ADNh3chHQtGytjdApw30lji8qTq6+iva653Ji9NkcGLmSQCs4dC9M74P6BM3SiJfXJRuv5vD41YZRwa4aS2t6IAL2jF7DNxeGjMGIG4lOaVfHOTl0vh/dhesGlow1DAI6acpANeaSjYOmbgjpZViHZprIxDx7UqXQYYmL1g8aiY+QOQYtA2hahMQLh+xRrMTRA07nQph9Z0aBpGrBo7BOalEoTV0Ohu0QaDYOlb0bnJIhgZRoaQGIAyK5/HuwZu3DbRYXCpNgpmEFLSObjDnJm3FIlALEwlGquz5px2/2OdvsUCnFSJ3QaNQROjFyutacX5z9ymFBWSSEQZZ8G4mjS/jM61IYswbQlOPQS1LdVWmOX2T63kmBUB2zjWd5MtkrQNrYwKGJ63yyJwUkYdVeB2nplWmYNw3I8zUwKQFCZQAtEMIzBVqGxMIghoTAGiMoQlszt37UJOIqbecAWrb2ryxz5353LGaiNAemWgjVoVHpcquzTnnGuVKzmKS0Zw4jcu1nkjTh0HSrsNhgGLQ6B1bfyPzIeZ7xCJM5dNTnwc1yTdfdPWYGnfiGwwD9dnzCOm9ONErG4EdrA4rtdGoZ+LosaeWwQicoa18vheDRI3Mcmm5ad0SRXR8Em4dKxKFkMdGo6ihKmgUAgYC9txnHQ7Km4fN9G4rTJqy7IrZ/mgPdXaRBoZ2CEISBLJyv+7NnnoII4qxfopMHumbPEphabHN4punnqJzbH5YJB1cPZs/buUBagOZq1jSCMMiua6s8XDgHb06y46W06+sL1zMpDWS1uJZJjwNp7rE8gyawIK/G5tE+WonisaNzpj5Mpaaez+6zHJk6v4V2ShAYSfilk0OkQdlIKXOx9/ickXVHVdCKmcVWQX4rrTw039vR1KjGFuxpfz+Ep+F6egAtH3tuhc/9AbziH6DPNJ7+yNf38d7b9/CeV11qpAq96MV3OVYPVHj7y8/n0798JZ1Ec8Of3sJbPnIvT55YKL4xqsDOl8ErPw6v/zIMbYKPvh7eeRHc/k5YOPHUnEAvevFMC6eosUnukdkmaDgx3zIJrkqIN17CSVWhEw9AuYEMTJVRiGVI2nPElRqt1LEq1oq61LDgxtagWaMRKQxTlgZlU9/g6y4Umq5v+nyBunASR/OzFJqaLNcHDRFk9SC2z9piJ0XLMqHESnIiY0wQWHdCuzqsZGS2rQwgopggbTEwdR9BspABtC7TClc740wrhmuxr0/SGs8m3LB9NZdODqGFxOS6xhETYVIrEWbMnD+GN2nJN862gAS4c+8JOkp7a+4wWUBI6JvdbZuLSxY7KZWhtZy3doD146Ocv6qCVG100kJHpmZvsbIKndrmyNKwnWsGax6cBDY5lwIqUcjFG4aQMiB0lJa9LKo6TCdJTB1Nsmh7y1mAppLC3AXWh1+4RFhkEkfPoLVzxhZRxSf7ColQnRy4M3I0dw0DyxIk2tTcaa1pVMvsnKgT2iQ7TOb9/T7TSn0j6iiKKfbRywBaHErOHhQeALkwzpAQoAkE3Llnil2HZzMJHDDTTGimpk9dtiGe+XO95pQIzNjiqncJNU3i7X0vBYNVc49FjrJQSQZOLIBx5yjTFnEgjMEPZDJStAeo7iyVFgiVojGvO8v4uVZu/5hm8SIsMdxXMsxdqumsv5K5vsncjAF7bzPspgZKdVLLjPm6Vpvom5C+kTa1scJH3rcayO09G4/w90HeJCUfxnjDAniRMWKHZ5o4V9Og8LE2YM4waFnXOi2y614OZa55efHYrheeeyXIXRsRmBrIZPtLOTl4HvNDOwrNzQuKNp0x6/kzC6Tw9XJO6mwWqLJ3aSE9I+u2Waiupj67uzg3OiXQbYgqDIVt0tkj3pDEj8ctStVG/HxqEWR93ISRY4crzL+LHkBzMfWEqTt74TsMY4FxbPrdj93P3/zMRZ4m7UUvvlexYbjGH73sPD7zxqsAuPEdX+TXPvxNHj0yu/TNgxvh2t+AX74HfuitsPvzphH2R18P+7/+HzvwXvTiGRdZsjO1aL50m5Ux2toWoOuUMK546Z5AMNJnAEWQ68xbiku0Eu2BxZ5jC9ZF0TJRKJAhh2aaWZ8pIdELx9FWAmisp7u/yvMUghlrtWQYEacCMQlKYNkMW4+SNukrhcwsdFChsQLfsarK+ECfOZZLcKvDACRhH7rUgE3XIoQgSA0DEjZPLA/Q+sa9rEcoA3AiKX3DZW1X69GKMAh8L6lASIRfjZe+fqlVso10A2evb+YxcpJGG4EUuNy/nRpjgVAYy3uB4OLSk0YmZ5lBKgPEgaRaqzMQdqhO7yaNasyvvZKDE9cRhRHDFWHNR8w2Y40qL9i5mnMnGpTCgPFGmcFqblFXSOIwGyPCzKfAWJ0HaZM0KGf2/boI0IwLZO7OE8UaNBDQsvXMjTWmTANTvzNfXbMkYb1w/RAD1RglQuTRh5CqzXzH3BdapQhp6vrQiopvbG7unTt2n6Rpe+2ZZuyafE8pgMV2ylwrJZIU5KduvGLxOEPH7yLSbbQQLHZM4+12nLG/56wa8K2MDEuRSRedIYcWlvWLqrZthWa2mXfYFMSBJElV5kqoEsT8MWpzewrtEoZPfJ2Jg591VaQkay71dXpGZpwBNCkEKUbi6KRy+TkIc26G567p54LJccCwPc2O6WGnl0ET0l4zNlzuQVYn6vdjSGXMjtX9bBrryxwVy40CQJM5gOaeDcupv1rJ8uobgUBau3k3vKmB7Qyt2siWEcPaRrlaM40wTqnIIuhz0kvLJCfe9Ahfo4d/JQNb+dslDAKMwaZmobaOFrHv5QdFttBJRAFaqy7M9iEzq/2OddSUllU/udBGaQOaUk3BfWeubyNStciHVAlBagCaZ17tHPjxuPvE1uB1Eo0SATJtm+uxzHkuFz2ABsZ56AM/CRf8pGEogDv3nOC1f38Xb3/5eVy0YZlu6r3oxfco1g1VeduP7uTmN11FJQp40Ttv49Xv/Rpf3n18yZcgMjDa8f/8z/DaW6E6CH//I/DeF8KuzxZX0nvRi158V2K+7ZJTwZ5j86zur7Bj7TBzfZOmbssmuMZ8zHwGnQLDy1rOuolocDWt1DVJhl1uMUYIRHuG+tTDmXmITcalDFDtJp2aSRyF1qf+mAu3gh4gtGa8YZknJ3GUgQVoBiRUooCO0qRBCbRioCRojK4FslV1Bs3KfxpWaE5eDzIwtt42YZR5cJFf4Z44z/RJwkgKRWBr17SGrTfSXvdcIzXUxiDDJXGml66Zh6lmYohFnVJxxhuOacg3lc7Xb4nMnVFpEFLa95palP5KbJlCC16tSyVRFZrTVKYfRauUREZcMDnBVees4qyRMmEQcPmWMStnM4DLAArBszcNM9yXY/lkQBwKDwgkprm0MSGRlkErZcNWumgSYv8tcqBt49gg9ZI1OhAC2nP+WHaSjalEaMCLLw2S0KiElEPDRsmWqQ1TwvbT8sc212Lb6gF2rO7HS9dyc6ula8DtZ5tGJaKdKlqpccmUpeICtxbSA2bTzkBwZMzUJDXL455ZkjkQ4AljD9AkCo2256qimndYPDC16LcwdVamcbZ00r3OAjx+C4NTD1BqmV51IzmFlJG7StL6WrSMqMahrwP17xGWQcvd6+etHWDnGldHmk24EIG/fkEgaXVSMugDqi8zlXEKXtNX0bxrprHVmL4ojQpiylFAKcr34O2WOOZ+t/+e6HdMoPD3wapGmZUiCAJ2rOln59pBNDBfW8fGsQGGq5ZRzSMjy5x5qaObJ9/oWlAKAzrWlCUNK131V8UHWB7knVxMeezYnH/H0bkWx+YzNribQXORNDb6f4eBNM9ZbL87rQiFeeZNL3aM9NiaMOVnUgVL50foxPRECyvZ8zD3vJFCZCAvNmC2nSq0DJG6k7uHRGGxbrnoAbSkDR/8GRjcADf8HgDffHKKn3vv1/hvL9nBTTsmTrl5L3rxvYq1g1V+/8U7uO3Xr+PC9QP84vu/wQv/6lY+8NUncva2uRjeDDf+d3jj/XD2f4JP/BK86wq454O+QWQvetGL7zyc62ArNanFRH+ZdcM1tozXbQ1PighCa1hgvrsrdgXbfymXjA2+1nBivslXHjfGP1duHcUlXDJtAYJUllg7uY1QSsLANJxWsWG18u56PjQwvqP4mhDcsG2ciX7DvEVSUyvHICSJ0iRhlSBdzBq7BrHZUdohGN7I/rUvyOpGcsfzzVhF1htMqE4OoOVX7gXS2pcLndIcPR8xfq5J1ssNVFAySbRt0BsGWdJjLMbhnn0zFvRqzl83ZICDa7CrFVF7mjDHtIBhLRxAS5QBOWsHyt7qHzKjADNkC9BsgtUZmGR21WUoZZNHGfo2CaP1Um5OTiFZEpJVdduA3L9k2J+RWoxMm6RBxSfPTs7pIupebt90DedM9BMF0srQZAbQlmlzkE/aAzvWVGma5VE/B+VSCYFmaqFprptS0F5ATl5J+ewb6ESmB1hB6idD28/MHloI6qWQHz5vgrNXNYhDSVAd7B6NMWzwJwqNmjOFySRy3rlSBtYkBD/FgZS2/NpKy+JqobGye+N8fRO6vsb0pxICJWOCzqydk+zdG0f6snluzyGkpGMZn3O2bLH1bkWJo5GEKpS9TnEoGbegx9QeOoZMGmXW5FW2F6C2FveZYU62X9s4Q2R1flpGMLyFUhTkJI5FgJSPwLON2fu2jls3SpFJHB1o6w4pDAtXK4UFECdlQOywVxe4iCzbnb9Pdc68JA4lLcu6qqhWYNDcOXmJY+46LvStY65vozExigLiQDDdTKmXnQFJbhBaIeIqi5WJwrpQKIXvxddJEjj6MFKnjPdXiQKzvBAEoTEAkRnwveasMc7ZfkFxblSCSDsQlT0D5oC/mSNyDJq5p0uhzCSOIrBssOi6X5fGMxugaQ2feIPR3b/0b0EGPHhwhle+56v85gu28ZIL1zzVI+xFLxisxfzidVu59dev5b9cuYmPfH0fl731c/zWR+/lnn1TS1m1Uh8853XwS3fD5f8Vbn0HvPNi+MY/GIvsXvSiF99RZKu2kr5yhBAmMVk/3DCyOa2QrpmzTUQ9QMsl6IFldo7NNhmoxpy/dsAzbUY2Y2RQh1bfwOTqEV5w3oQBaKkGa0yASpbWoAGMneNGu+w5XLS+n0snh0FI6qWQNKgQpE1CaZJnHcS2aXFCqc/IzkrRcgDN/cyxHXmL+HzyKARBZMa9cbDM+EAFObSBmb5J67KW6w0kA7+SHthGxU6mpJFIIFhzAeWzbzDn2liD0JqxI7ciZ/ehhWCgGvND21cxUI18jZRJwiSjfbG5TnbYF6wbZM2wSWKlG3upH9ZdSmd0B0lYJ9VGjogMbR1gPoXKUVTLhZAMVWMuXNvv50uIkHY8QGiZwCSsZvWAUAC33qbfDbg2kju+gNasuV6Qq8UrDsEBebeLsUYJMbAett5INQq4bPMYQid0ktTMQWvGmMKIwPQ+8zvM1+5YgJabhygwdY6TI33mPINi/b4IAqbGn81i/yacacKzN4+yfXUjMzwhx9gKU+enNZTs4DvKmso4cBNWCufrWL5mfQOi3CBJDYOWyihjevMb1EY4b80A29YMQXMGISRJakCdHN/ux+nPQYjc/Zhdp1op5Pk7Jryk2bxZmuvVN0Z74hLapSFTV2rPL1l1kXnf4EZkFBvgmZMem/Mr01cKuXbHxmyfuf3nswDnpwOwqr9CMUQO5K5wv4qMsQXhVgtASsohvPiCNaA1o30lD/Ki0NSgrcqBPi8ZFpKBasTUYod2qmgO7/DHPrTqGmYGtxcOnx/X9edtYnpgu2e3SqF5grr5LXxetEYNbeXE8LMKwC3IAbQNVWusMnuQ/H0cBJL9a1/gF3vAGLn1TV5aYAul6qCTFkTVrJ4WwbaJhj2WzJ59kVngWTtY5fKt48i0jRIGZLoa1VPFMxugfe4PYN+d8BP/CFGFBw7M8NPv/gpvvOEsfvyS9U/16HrRi0KUo4CXXLiGD732cj78C88hEIJX/t1XueHPbuGd/75rqalIEMH5r4DX3gbP+wO4453wPy+Buz/QA2q9eNqGEOLvhBBHhBD35V57uxDiISHEPUKIfxFCDNjXNwohFoUQd9v/3nUmx3CJnRZLpT5ohdQp0q7+aytf7K9GXH3WaIHdENLIpNIkZagWs9HVOqctnzoo+1n1kDCQzDQ7pgZNSPKNqleYEPePguQ5RBOGEQjJaL1Mf/8gUrV9vZYKaxD3waodxJFzjssYgRvPXVWYi8IhVSc7biE5F9RrVcbrZcbrIeUoIizXmRnYZhv3Cm9YgQiIAmlYG4G1pM85bAjMCnVtGMr9ML49aw5rE0qlTc2dEIbtALxJiBRw3cZKYSU/cEyck2ZJCQPrCYKQPcfnmVpoWxMAy6AVwFRO2rXsdTDGL34LYTqiHR++mDA2hh5JaABNLQ4ZrEbZ/jZdQ1hyjOlS5kQLaYCUixUYNMf8ugR4y1id5507DmGJc1f3U44jW5enPSvkz61wLsKbd2gZEAlFrWTu9ziUTAzkzEsgJ9OtcGzkUo737+D+mTJzquSlfmEYUYnCrJ4OCxLWXQYbLuf4hv+EBiTGgXHASe2s86iwLGtukPbY0jZPtnMvBMdWX2MS5EK9VEi87Sbi+ogx3xDGhl9a+ZqrU8pPidLuOVC87rED0yL7vLhQ/etINQUGTQQhbLwCVj8LNl9vF2aMCYr/fElpSnDKA9k+x86FifNBiMJCbSAE9bJpqr1lLOvjBoU7cEWTCilE1s9MmKUiA+xk4d7aMFxjsBqjhTCtOoSkVgo4e1XD7ihj0Eb6SkRSkGpBGtf9PZiGtUz27IFjNhbXluPBg7M0E4VGM1vfQjC0vrCNmdw0q5PNnWc1NjLuRjlicK1duJo5QKA6HgRHgbQs67JT4qM2vxfdmrMALZuiwWrEBesGuGTjYHa9owwci5zE0bCMkvJpbByfuQDt82+De/4J/vOHoTrEl3cf5xV/fQdvuH4rr7x841M9ul704pRxzqoGv//iHXzlN27gLc/fxoOHZrnhz27hBX/5Jf78s49w/4Hp7IEtJZz7YgPUrv8duO3P4f+9zEgf3YprL3rx9In3Ajd1vXYzsENrfR7wCPCW3N8e01pfYP977RkdIcegFYrdhREooVOkTTpSlSXVA9XY1FfZCISxjEhVQhjmpID1CfSmqwFQSXG1f7hkEqSTadkcz7oPFqJQ4NGdaNlwVvh2lTsslVGyZNzY0OgwhrNvgqFNPvGNcpKz7FDC7z6VdlW7y4EwPz/xmvNZN1Q1MkRhmBbnvqd0Lq2SxnBAVgeJzv8xu5DvRV9mPvLySSFN/zUA1wzWmRyIzCQkSe316CzA9JPFaQtt0X912NfZgTWk0Dlwsyw7eBqJI4DWSFwNmumF9IcDAAAgAElEQVRFhTCyTyEwdX8Ctk00WDtYxV+vypA3ZSgkkNYaPUibhqFxstZcj7x8dLTbRxfblwPRUSApN48YMwU/7qWA75xVDc4ar3PumiEuWFv3vcQu3zzCWL1LOmfvsUMT19Eqj/rani3jVjLpkn93OMf0RTEMrDPnFth2Eyrliq0jDFTNveZMHJZbKDDnGvj7d76dMt2/jSTsg5GzC0YXtOag3DBzkbToKPjq4yd8X6/VAxUunhzxb5dC4Ppc6xUbWi0FaFmvthwQCQKorwIpiUPTnmExMcYrS87LJf1CwPi5MLK1sP+FymoCKRiqxTxrfbe0tDCqFRm0wWrMVgeyChsGS3IGYeV9ru+bFMLPa1MVgaqU0rTwoHhvunF4d8mu+lEwTrlaa9YPVRleu5V0zaV2n3kGTSEc6M29PGDNeubbiSlnsl4TQXvKf8Sk/YyLZT7DbSKUCDkxZIxHUq2hVCeQ0tdLggGsrgYVMAtcLnxrEqMMUDKiFp66Bi085V+frvH5t8E3/h5+9pMwuJFP33eQX/3QPbztpTt54Xmrn+rR9aIXZxxxKLnh3HFuOHec+VbCl3Yd5TMPHOan/vYr1OKQ5507zrXnjHHpxiHTT2b7j8C2F8H9/wK3/BF88e1w9a+b12Vw+gP2ohff56G1/qIQYmPXa5/J/fpl4GXfyTF8nZAQSxg0oa07oG1g7GRQ2WCyZNc40UGSpMVkUQhEbdS+PSkcc8vGSb508ABzbZPhGXe9LEE7MnYFrN+0dLDdiYc14nCf+82jfbTj1XRmTB+t44vFcV9z1hiNxSbM2/N0C/v+p+DQxLUMTN3PiD6cJY2N1TCzPxtDzThAkgNxrlm1giUr2K4OXIhcYuiAXP6Zlf930gIqzLdSf+buMiQyMvhVJSbxnz/mN/Mr+WEIay/yrzsQvnG4xkAlgrYDaHaw/etgYP3SwW94rulv5d+bOXYiyBhBb74hi1fJvVfKnBNiF2uHrY3adKV57fB9dDcuduFtzrtDCNh8HVQGOX/tAF/bO0U77IME03DcunZ2R6McQTmGBZa/z/xNsnyquWawxsBYnal6owC2XdId2BpAs1dhrrtKEGRS2OPDFwOC8RWwsZG6hjyBYa1a5VECDazawUZZpbP3K6ZlzfBms0EQWTbSAKHA6gXjQDIxkCXcgTQyS3NVV/ju9AxaNrjAPhOU1taoAshvH1eZW3cN820L5LvPywO04sKQBmbrW5jpP7uLSSxe87n6RtTaSdjX7aSYhRSCOGfwIa0BCDLIGjB7h0cDzFwtpBTC9zqcbmnIKT0DYXosKgs8S6GklagiyGIpcDxnVYNDM02mFtqeETxp+9oV3jmzHzE64s+hO7qfxQJtjGb0ymwiwNYrXoYQ8PVdT2T7EYJICpKwlvsc2xjeYoCgDGDTNaZfrX0+aWt+9Lyd6yg/fNeKx4RnGkDTGj7/Vrj7/QacDW3i/3x5L3/06Yd4109fxHO3jJx+H73oxfdp1EohN+2Y4KYdEySp4s69J7n5gcP8t08+wBMnFrh4wyBXbB3hii0jbN/+UoLtPwL3fQS+8IcGrF31q7D9R3POS73oxdMyfg74p9zvk0KIbwAzwG9prb+03EZCiNcArwGYWLfBvtplKx0YswfXYFpgJI7FfCkncRTG6jlRacZOZccDQNkVa5901UYob7mSqhAwL5Cq41fyATpxP0R5BiOXJGoNRx829WsqNUmeTYwjKYjGNjE9awDajrXFpLy/GoHrI5zvz+VWxy2jpUVoFVHO8XGDqcV4/JZiwpoDaO1U8cTxBRoBXcllFvVcPyyBXsoChWWa/ZtQc7sgbVOJ68zlwKOboySsouOakYptuAIe+Kh9U+BlXd3JnTMrWTNYMclkrrYGgPWXLTtmZ3XvRm2SWr30GPae0CLsuldyktQcU5mPk5MvYG4qZwW+9casPrErOst1cHZRzdyqpwZ3UAobBqDVRpceNB+iC5wsKzNc4TtFSGqlkNpgtcD6BnZegziTiEkBaXmQVmpMTRzT0SyPFhYMlhxCSNuuIQvHrJZLMeVyZM6x3G8PbtgWJwUMpciuQ26M/ZWYJ1opDSCNizLCJeefZ9CkYWC0hkAo01Wsa/BRbcgbgTUqEcfmctdXCM8AZa/ZVgfLAa6uGnUtY8TABOw7yIrEX37MQuT6kuWK27w1vpmrOJBcvmXMMsz22eWuu72/AylQaWacdNOOCT529/4l93apS/p39qo6iVJMLWQyXpH7bOdD5loDnDJKDaRYINVY2//lP18Agw0DzK87dy1TnT7KE9vse03dXcc58boIwiyPcvMoQy5aP8hDMyFTUpjG9St9Lmw8czKxtAP/+ibYfQv87Cdo1jfwux++hy88coT3//yz2WkLd3vRi6dDhIHk2ZuGefamYX4bODi9yK27jnHbo8f4u1v3kCjFczYNc/nmS7j8xz7HpiM3I774dgPWrnoz7PyxHlDrxdMuhBC/iUk7/8G+dBBYr7U+LoS4CPioEGK71nqme1ut9V8Dfw2w7bwL9MGJ56GCuOiuF1UIE9ssWBjw5kxCsh3lGDQhjJmB1ktc+tw2Kk2WJCGXbLTJ9JOrEAceZaYzCH0sH3lQ1J6DE7bxamBrnDzzpGF4M6ot4cjNDPZ1mwuQJSFCAs6IwsmT7FtEUARo+THkE1ad+t+HayV2HZllvKwZWSG1EkIwVi+xJ7VjXeY8qxueZS3Wp3nWhiHSsfHi4YE0qCLCCmy9IXuxVIfGaj/P3YvpDqD5RsddiWch1j/bSOXy5+sHoRG2ubAAto7VjUvek7Y/nZCIyiC0ps02KnPfdSBD6eLgdqwbYsNorqa4nEnTusHultE+2q2c+cNyUR1mVX0ja+sSDlBIItcPVXkiX+scVQxzePzR5fflQgacu6rB8NoB7tk3lb2eNzlx/9KaUhzQVwqJyjkGTQgW119N68CMrSWjsK27di++YA0fu3s/mXYtwEnvnEzV41QPtHNz4Xt3WZmlFAa8rskYVTAOiPtt37926TStmPIMmmXNtTaGQSlL7+Y4lL7P3KWTQ0WzkOUiiN2nkau2jhb/tsw96oazEoPGxiugkskjPV7KSxzzYxLGur9W6m5IbufXbpP0rWa+Xufg9GJBBusWedwua6Wlucfm0b7CYpjrj+fr/WyUhPnMpKebs03XMFc5QenJ280YTufYAVBuMHDJjxfYev+8W6kSOGcYIoQgaazzzxO6zHO645mRgTWn4UM/a/qd/fzneLJd4xfedTv1UsS/vuHKottOL3rxNIyJ/govv3gdL794HVprHj48y22PHueWR47yx59+mFppkOdu+v94afUbXHLrXxJ9/m3w7NfChT9d+MLvRS9+UEMI8UrghcD12i6ha61bQMv++y4hxGPAWcCdp9yZBhXEXLhukIGTOWYpqmaNo4UoSOt8BLFve2GSAptgdiVLXkap1coERnWYcrQbOoJzVjV4+PDsUldXlwT3r4e9t2avp9aF0B/ISqr6xmmVRoiXaWzrkxAhcivYXeN1++yy1y+8SUiTtNlzfs7mYe7ae5LDJ6YYPoXlyfqhGifmIpKF5f++drDK2nPXwuFpoiAgck25hXFfA9NPbkmD3soQrNpJcHzenlMXg+b6sbnEKowNOxYV+3sB0L82d9pdbJLWyNY0SpYQlpkwdYmK/krE5uE+gvGrDbv48KcgzDFI0rw/CgLIdU0phQGlvjOTp1fqg1RkuszYcrH5WnaCyZugANAuXD/I/qnFTCo2cX6xzsadpw/7vuoI1VrNO5lmb+0y0wAu2zxM1Jig3FkHYZabOQLYyeOUu/+s62ipK1EX9nPgrt2W0T5aUYP94BsmZ+eWZ8ENyOhEdbu9ZWqHJgv7r5VCZuubma+tp7GSnUP+fne79/WWGmkljt0f2VAKFtspcSCXtldYLlxbCK0YrHUn/Tl/TVE0E1nxuVJflT8JauUckNUWXVrZslkEsAYt7jyd22nXs6W5+lL2z7VZbCZsGc3AXL1s/l2OJJtG+pYwnuZvAefk6uLiUBo3ye6pGD0bDh32ro0rRhgj4ppxrM3NyWnBcF5KPXk1zw76qT78+CmOU85+7nwZ7b0n8Wr2ZzyDdvQR+NArjSb0Fe/n/z40xVv+5VZ+8tL1vOl5Zy3pcN+LXjzdQwiTzJ2zqsGrr5gkSRX37p/m9seO8z8f285dh36bF9Ue5L/c9hE2fu6tJOf/FJUrXgeDG5/qofeiF99WCCFuAn4duFprvZB7fRQ4obVOhRCbgK3A7tPtz32Frx+uQo4QMAml8PbSJiFSRSZj07XeKMQlNyuMGYB9x2eRwytkUmGZShRy/bkTiKE6jxyeLcKbjVcY+RYYtsOtfgeRAWj5FVy30h5GHBu9bNkkKZ9Jii7mwo3X94paNvkQy/4MpODSySEeDFMG26deVQ6E5JQetJ4BybEyCALLdmBrX3xMXg2Vga5zKe7SrXgX6lQmrzrlOJfsSAhI24jWgk3+cwmkVkgh2LHGKXnsHPSvKdTCvfC81bB71+mP6w6Z/+WcF5rkMojg3g+f+dZd13G8UWZmsQNbf9jc7909NpeRblKqw7YfZlRpdqzp5779DvwtZfPqcQi1BlBcGJTCfO6cPM7VbznZnGNUwEjijh43criLNg6BaNAo9ZnvsLv3ZwAzb7jhwspS2/Gg3/9KcelZ67lj9/EV/+6j257fATScTX8RFARSMLeYLGGHVt6/mRyhlzH9KnxmzRxGgeTCdYOGtT2DWN1f4fnnTsDsE6Y+7/EvwoI57ziQXDI5jFw4RI5HL7Jz9rkTSsliJ+WCdQPm2Qn80PZV/lkjhPBtRr6tKDW88mfJIswykY3WPMv3Ty0aueKZRt+ouUtPhSPcM9a6rEqRu6cap+6z/PQFaFrDXe+Bm38XLn8DB89/Hb/zgfu5Z98Uf/ry87l+2/hTPcJe9OL7IsJAcuH6QS5cP8jrr91Cs5Py9Scu4+OP/TD7H7qTy7/2T7zwrkt4ov9iFnf8FJOX/yiNWvX0O+5FL56CEEJ8ALgGGBFC7AN+F+PaWAJutkDiy9ax8SrgD4QQCZACr9VanzjtQfL5VJeU7/D4VWSyK/tyftuoWB+kRTdoyaJeCpmebyFXKo+2q7PC/XQZmN9BbiXcrbIHMZz7oizT9QMpWrAvv3i5dHU5zzYZowAnA8xvnzFv5qcs/rSxbaIfpkrGsGK5qE+wamw97c7+5f8O2XnmZXPCOB02SiEXnb+6CJj7MkmYMyvoZtDcb2fEZqw4LpOoVeOA8bWbIckBreWkkt11Ri4GNxScQM84ouXr0lYMT5EWk/iLNwwW/95dg5YPb4iSAfHNo6aVgDFaWCjuCwrSuq4B0eyknuGoRCZ9dQl1HnSfs6pB5VANNVW2ICRYfoHRumDSzlGypTrsfBnp3fv9mFeKMdvEuRtgZUNehkGTAqXMFmIFtiaQgoV2upRxPEUYZ8Rl7qMVaDIHkE4bwrBjcSjNecwfXXKNSs6BNneeW8b6WLVlBB7H368bh2tosA6lJpYFiadjsVYcqzl+HJieg/kYrMbMtYpLO8LJXnU2jhWNdL7dcPPvAVqupm/VzlNu+vQEaNP74VO/CofvI/nJD/MP+8f5kz+/lZdcsIY/fdPVxnmoF73oxbJRjgIu3zzC5ZtH4MazmWv9OHc+uIvmnf+Hs+54G61bf4MPV27gyJaXs2XbhVw6OeRtbHvRi6c6tNY/sczL717hvf8M/PO3fIz8L+M74eDd/tckyiRfKzEyxcgMD7pj40iNbx5ssmK9kEu6awbB9VciTi50ln9vN7PUPSibFPWVQl6wc4WV3WXkUXmM9fwdq/js7Xvs8ZZJL9ybw7LtNdUFeFYABT42PpdRgCOnSC7dinWXtfnUwHYqpc6KJiSQzXLQ9Z5yFFAK5ZnVqSwXMjBs06rzkIfuYcu280Gfl/19OYC2UgxuPGM1w+nuu9NsbX50XYsl8yelYRNbs3DgG8X9rtDGZdL1+5tvFo+1EijFnMsjh2dZO1jxYGyiv0x5tM82fS6Oa8N517DcgoLp85d7vdRYFhReuXWUL+06uuJ48rEinrCNirsljnOthMePzrOOlKFqvIQ1CqVgoZ3QXznzXDWQosigNVYb8Dyy1b+0ZAHnjCI3r05yu/YSc88++tncjimcZzkKKHeVD/VXIy6oDnyrAzh9bLgc9t7ux/H8ZZ5fz90yskS+KAW2i2RWJ7zEdfdM43SblYxktlGJio69p4inF0DrLMLt74Tb/gK146V84tkf5B0fPEg5eoL3vuoSLtpwmkLOXvSiF0uirxRyxQXb4IL/Afq/M/vobTzntncz+sCrePLBCf6mdSn3D17Pxq3buXRyiJ1r+lk7WDllItSLXvwgRyUOMjlabRi2XL/s+xyJtBIAK8Qynxe99UaOpMeIVto8rhnpmmWNnrNpeGnNW/dgVswmc46BKzJFRblU/ieY5F0GIY0gWoFZse+OKtCcWgrQ/Nu+g5YfwVKJYxQIOvEAncYyxif5w66AXaNAerv/by/sDkfPyuzc8wcJYoj+AxeOBzYYc49TRVyD1RdC36pTvw+MLLA8YABa/rxWcJP0sUwN2krhmmzvXDPgv1vWDFRZs2YFg7cVDDDWDFQ4OptzRTzrxmXf50DTt0vmAIbBXndZoWGxuxXm2wlCRmwa7YOweL+7hYDuurpTxbrBCiP9OdfQDZd/28MuRDfbvByIdrWCvgYt97dN13oJ8fcs6hPF4y8TgRQEXc9hI0G37KM9z29J4nimkZszvzhxBvH0AGjteWOdf9tfkjbW8rlL38NbvxESP3aYX/2hc3j+jlVLVld60YtefBshBPWtV1DfegW0F9i86zP88r0fQe56A4cfnuTmR57Dz0xfyIlwnO2rG2ybaDA5UmPTSI3J0Rrj9XLvs9iLH/gIrVTrdHEmixQaZ7ix9L1BpZ80XOCUqXtOuvYd1VSfCYtTYNCWlwNev30d7Nm7AoPmAJod85KEahlabrmIqisnfctIHJ0E63SPHgekv/uLS7mMdTl2cMvzTmsY8O3EigsD6y45g41FBibP6GDOECJ3rrVh02PzdNucQawZrDBQjc68LmuFuHCF5s3LxVAtZrR+ehO5U2K4gXWFX/OyxdbwuTB+/pJNHED7Vs412PYC+k4DiKUQpN8qhVYeyKSg3bHzZaae0bUoSJpL31NbvofedzWWo/PPIFwHBSMPNZF8uxLHzvy3t90p4gcXoGkNRx+Cez4Id/4d8wNn8dGh1/GHj0+yqVnl127axE3be8CsF734nkVche0vIdr+EmjNsfqRT/PK+/+Fn2m+mdbAFvb0XcUdzUv50iNred8dC+w5voBSmtF6ibF6idF6mUY5pFYKqZYCanFINQ6oxiGlUFKKpHEoC6X9vfjvcu61UIoeY9eL77vw4OVUt2bO/rs7uu2nvzuxzM7WXuJlkqeMZeqYlnzsnMRwOSDi/b2Xabab/z08TVJ81k0rMiSZxLHIoMHprbS/Z4+Q04Hf8HsrEb/2nLHTv+k7DX8tu+6vleSq+W3OYOLXDHSxn+XvfWukK7st61eIJc6p/z977x0f2Vkd7j/nzoyk1XZts9e79rrh3nDBgOk4ODGYYooBgwFTQyABkgAh3yTkF0hCCwESiAMOBoPBFBdsXHBf47prb7W2N2lXq95HU+697++P996ZO6MZaaSVNFrpPJ/PaEa3nvveds57znvOCNTEHS5e08Cz+7qQWCwX+hZlPB60skbUkZKog9P+tPz8E18J9UttCPX8I/EyRzmyMWgVL47gxepsgpXgEhxWdLoSVr+Eccs8AkePgWYM9DZDy0ZoegrTeDfeQDuNCy7jB7H/x9rDq3nrBcdx68eO54xjNS24okwptfNsb9o5b0fSA9TteZjTt9/D6Ts+xwdjtXDq5XiXv4au5ZfSmq2nrT9Fe3+a/pRLMuMxmHZp60+RTHskMx4ZzyeV9Ui7PmnXI531879dn3TWJ+V6OcW1Ju6wdG4NS+bVsmSejelfNq+WVYvnsLqhnhOWzOW4RXOOuPdVUUajLhHLZSUrTkFfCkN5JTXsYByLAjgi9Q22R7yYxSdUtn7DSTB/JRAZr1Vs9IxkoIUUh0SFOM6I45AKliu77cCIzAzkJoWdN6Ml+RiTQjwWJtbCrph8KYQp6LwSx15bZZN8lFkHIDaOUkfhO+coJAyfnFei3heMz4NWCZNyFYTF2As8hUdwvS8+sSjN/xgYq4Em0Lv8Yrrqk5yOcOEJlWe2LKDISzpRTF8DrXk9rP0mpHowQ934vS2QTXK4/lQ2m5P5zcB72F1/Hq84fiVvP2053zx5yfgaVlGUiaV2HpzxJvvxPWh+FnY9QOzJ77Gs5SMsO+ZsG5d+wsttqM04e0KNMbi+Ie369A1l6RrM0DmYoXMgTedAhvaBNE/u6eQXzzZxoDPJYMbl2IVzOGnZXE5bMZ/Tj13A6cfM55Tl8/TZoUwYr4t4K3JJQkZY/vRjF+BJ3YhLTZh6Xy474lgIvGiOI7zhrGPyGdxCct6v4Rkihy0zRoWqIkSCMV2FHoWamMMxC0cOAVtUX8MVZ49TOZzGTElsgUhh8e+K1gnOfwkv0tHEWO/PukSMS05sKCjWHCXsSJiVHYqrLhx9mXIEmRIrxXEEX+J4Th0ihdklpwNVNdAe3taW6xHPuLbHvCeZpTuZRXrbWNFxKvuTNewbSNCfWEL9Madx5qoGzl21kC+tXsQJS+o1rElRpjNODI6/1H5e+/cw1A1718KeR+AP/2DDlJefYUMEVl0Ey8+EZacVDqoug4iQiAmJmMO82jgri0NgIhhj6E5mOdCVZHfbANtb+7ljw0G+drifzsEMa5bUc+bKhZx57ALOXLmAM49dUNHYA0UpJjoOrBLPxcpF9ZAeWTEYtXhqlSjZsRGOARvRgxaOQZuk9/eZVw2bVCqzWymGGZwTQay6maOnxIM2HkIDbVix65nPsQvLv6+WzK3hvFWLhqWKP1LOWbWQZGYcJRrGSjWeV7GawrqOFRAmtZyeT9cqG2j/9fAuHBFqEw41MYe6RIxF9Qn7Of40VpxzHpc01HN8Qz2L6xNqjCnK0c6cxVZ5ChWooR7rYTvwFGz+FbRtg4HDNo308jNh2enWYFu4GhausjHusbE/tsICmA1zazh/dWGIV9dghm2H+2hs6eeFQ33cufEQO1v7WTy3psBgO3PlAtYsmTv+VNvKrOPMYxdgMKN4aEePgxxv5ueqcfqVhZ0sxWOsahfY450N7/TT/qzqxzltmzkxB85888ghq0cBtUeSnKcEIsKaMWT7q5Qp8xDVzod039TsK+T0Kxmrr9gJxv8aY6blPVJVA+3Xn5igNKCKohydzFkEp15uPyFD3dZQa2+EtkbY8DM7/rS3Gbysre+ycJX9nrvMDlCeG3yiv+sWVaSZNMytydd9C0i7HrvaBnjhUB8vtPRx81P7eaGlD9cznH7s/ALD7bRj5lNfM32jxZXqsbA+UXBdjcwIIY7T1INWlmIPeN1COCPi1YrXwNlXT61M1aKmemFT5coGTCuq7F08Ul5/xoojK2A+E1lx1pi9WUfMSB77cqtIvvOrolIoU4xqFYqiTC/mLIYTXmo/UYyBZCf0NgUG20FIdkBfsy0UnOyEwXYY7MjXWKqdb5XD2oVQt8D+rplnx9HE55T9rk3UcVZ8DmctqYMVc+DieZjYEloGDTs6UjS2DfFkYzf/+9AQ+3qzLJtfx+rFc1i1uJ7VDXNYvbieFQvqWFSfoGFuDYvn1jC/Nq5RAMpw6oKkVpn+6sox2UxypkJlOGYaK58zhbllEn3MauoWHNlYsqlCwA8stOn4atYrS1GUowORvHds5QUjL+tlbfhkug9SvfaT7oNUn83ulh2yNVuyQzDUBX2R/8PvbOE0cdOs9LKs9NK8OjoYuQ6Ml8DrSuB2J8jujuMaeCLxUv7R+TDdgxn60y5xR1g4J0FdUBqgprh0QDxG3BFijuA4QkzsIObcNCn8zv+26djtOlJ6nWBezKHE+va7cN+CE2y3cH277Py6OKsbpteA6qOWBTYr4qQkzFAURq//piizEUeEVNZDRHIlTaYTaqApijLziCVg3jL7mQyMsUaglwEvg3gZ4l6GuJuhzsuA8bmybgFXLjoegIzr0zOUoTeZHbF0gOsbPGPwfYPnG/wgU6XnB9NM/tvzbfKIbDa/bPTbza1DbnuF60fW8cEzkXUi86Lr+D54vuElJzXwn9eMYiQrlXPWW8saaLVxh7RbQRFpRSki50GbhsqnolSbukSMjOfTMLdmWtZMVgNNURRlrIjYkK0Kw7Zq4g7L59eVTauszHJGGD9x1sqFtPalplAYZaYQFuiehrqnolSdsA7d8dM0GkRjKhRFUZQZg4jcKCJtIrIlMq1BRP4gIjuD78WReV8UkV0isl1E3lAdqcuzuqGei9Y0VFsM5SgkHnN48/nHqQdNUcpw1XkrOWHJxGfMnAjUQFMURVFmEj8Griia9gXgQWPMqcCDwf+IyJnANcBZwTr/LSJatVxRFGUWMJ07L9RAUxRFUWYMxpjHgK6iyW8Gbgp+3wS8JTL9F8aYtDFmL7ALuGRKBFUURVGUMqiBpiiKosx0VhhjWgCC7+XB9OOApshyzcG0YYjIR0VknYisa29vn1RhFUVRlNnNuJKErF+/vkNE9kcmLQU6JkakoxZtA4u2g7ZBiLaDRdth5DY4YSoFKaJUfEvJqtDGmBuAGwBEpF9Etk+mYLMAvS+ODG2/I0fb8MjRNjwyyr7/xmWgGWMKcleLyDpjzEXj2dZMQdvAou2gbRCi7WDRdpgWbdAqIscaY1pE5FigLZjeDKyOLLcKOFTB9rbP9nN6pEyDa+KoRtvvyNE2PHK0DScPDXFUFEVRZjp3AtcFv68D7ohMv0ZEakXkROBU4JkqyKcoiqIoObQOmqIoisbTHRkAACAASURBVDJjEJFbgFcDS0WkGfhH4N+AW0XkeuAA8A4AY8xWEbkVeAFwgU8aY7yqCK4oiqIoARNloN0wQds5mtE2sGg7aBuEaDtYtB2msA2MMe8uM+t1ZZb/CvCVMe5Gz+mRo214ZGj7HTnahkeOtuEkIcaUHA+tKIqiKIqiKIqiTDE6Bk1RFEVRFEVRFGWaoAaaoiiKoiiKoijKNGFUA01EbhSRNhHZEpnWICJ/EJGdwffiyLwvisguEdkuIm+YLMGnmjLt8HUR2SYim0TkNhFZFJk349qhVBtE5v21iBgRWRqZNuPaAMq3g4h8KjjWrSLytcj0WdMOInK+iDwlIhuCor6XRObNuHYQkdUi8rCINAbn/S+D6bPmGTlCG8y456OIXBHIvEtEvlBteaYrel9MDCISE5HnReSu4H9tvzEgIotE5NfBc6hRRF6qbTg2ROQzwT28RURuEZE6bcMpwhgz4gd4JfBiYEtk2teALwS/vwD8e/D7TGAjUAucCOwGYqPt42j4lGmHPwHiwe9/n+ntUKoNgumrgfuA/cDSmdwGI1wLrwEeAGqD/5fP0na4H/jT4PefAY/M5HYAjgVeHPyeD+wIjnXWPCNHaIMZ9XwEYoGsJwE1wTGcWW25puNH74sJa8fPAj8H7gr+1/YbW/vdBHw4+F0DLNI2HFP7HQfsBeYE/98KfEDbcGo+o3rQjDGPAV1Fk98cXPjhDfCWyPRfGGPSxpi9wC7gEmYApdrBGHO/McYN/n0KW+QUZmg7lLkWAP4D+FsgmnFmRrYBlG2HTwD/ZoxJB8uEhXBnWzsYYEHweyH5or8zsh2MMS3GmOeC3/1AI/alNmuekeXaYAY+Hy8Bdhlj9hhjMsAvsMeiFKH3xZEjIquAK4EfRiZr+1WIiCzAdiL+CMAYkzHG9KBtOFbiwBwRiQP12He6tuEUMN4xaCuMMS1gH8TA8mD6cUBTZLnmYNps4EPAPcHvWdMOInIVcNAYs7Fo1qxpg4AXAa8QkadF5FERuTiYPtva4a+Ar4tIE/AN4IvB9BnfDiKyBrgAeJpZ+owsaoMoM+H5eLTKXVX0vhg338Z2fPqRadp+lXMS0A78XxAm+kMRmYu2YcUYYw5i3+MHgBag1xhzP9qGU8JEJwmREtNmfB5/EfkStsjpz8JJJRabce0gIvXAl4B/KDW7xLQZ1wYR4sBi4FLgb7BFcYXZ1w6fAD5jjFkNfIag95IZ3g4iMg/4DfBXxpi+kRYtMW1GtEO5NphBz8ejVe6qoffF+BCRNwJtxpj1la5SYtqsbb+AODYE//vGmAuAQWw4Xjm0DYsIxpa9GRuuuBKYKyLXjrRKiWmzug2PhPEaaK0icixA8B2GczVjxyOFrCIf4jQjEZHrgDcC7zXGhBfibGmHk7E37kYR2Yc9zudE5BhmTxuENAO/NZZnsL2eS5l97XAd8Nvg96/IhzfM2HYQkQRWCf2ZMSY89ln1jCzTBjPt+Xi0yl0V9L44Il4OXBW8V38BvFZEbkbbbyw0A83GmNCb/2uswaZtWDmvB/YaY9qNMVnsu/1laBtOCeM10O7EKmIE33dEpl8jIrUiciJwKvDMkYk4fRGRK4DPA1cZY5KRWbOiHYwxm40xy40xa4wxa7A354uNMYeZJW0Q4XbgtQAi8iLsgOQOZl87HAJeFfx+LbAz+D0j2yHwkv4IaDTGfCsya9Y8I8u1wQx8Pj4LnCoiJ4pIDXAN9liUIvS+ODKMMV80xqwK3qvXAA8ZY65F269iAj2kSUROCya9DngBbcOxcAC4VETqg3v6ddjxpNqGU8FoWUSAW7Cxp1msAn49sAR4EKt8PQg0RJb/EjZzy3aCbG4z4VOmHXZh4203BJ8fzOR2KNUGRfP3EWRxnKltMMK1UAPcDGwBngNeO0vb4TJgPTaT09PAhTO5HYLjNcCmyHPgz2bTM3KENphxz8fguHYEsn+p2vJM14/eFxPalq8mn8VR229sbXc+sC64Dm/HDkPQNhxbG34Z2BboNj/FZmjUNpyCjwQNqiiKoiiKoiiKolSZiU4SoiiKoiiKoiiKoowTNdAURVEURVEURVGmCWqgKYqiKIqiKIqiTBPUQFMURVEURVEURZkmqIGmKIqiKIqiKIoyTVADTVEURVEURVEUZZqgBpqiKIqiKIqiKMo0QQ00RVEURVEURVGUaYIaaIqiKIqiKIqiKNMENdAURVEURVEURVGmCWqgKcoYEJEBEVlSbTkURVEUZarRd6CiTA1ijKm2DIqiKIqiKIqiKArqQVMURVEURVEURZk2qIGmKCUQEUdE/ktEOkSkV0SeEpGEiBgRWRosc7qIPCMi/SJyk4jcIyIfCOb9WES+KSJrg5CQ/xORVSLyeLC9H0T29WYR2RJsZ7uIvKVKh60oiqIo+g5UlCqjBpqilOZPgEuAE4EG4K8Av2iZnwG3BfMfBF5fNP+dwPXBNt4A/Ar4AHAKcJWIvDxYrhe4GlgI/C3wExFpmNjDURRFUZSK0XegolQRNdAUpTRZYAFwGuAbY54yxnjhTBFZg33JfN0YkzXG/ATYVbSNW4wxO4wx7cBa4DFjzK7I/+cCGGMeMcZsN8b4xpg7gN3AeZN8fIqiKIpSDn0HKkoVUQNNUUpgjHkQuAH4MdAiIl8uWuQYoNUY40amNRct0xb5PQS0F/0/F0BELhORJ0SkS0R6gHOwPZKKoiiKMuXoO1BRqosaaIpSBmPMN40xZwMvA94vIpdHZh8GVohIPDJt1Th39VPgf4AVxphFwGZAxrktRVEURTli9B2oKNVDDTRFKYGIXCQiF4pIDOgHvOADgDFmHzac43PBwOlrseEe42E+0Al4IvJu4OwjEl5RFEVRjgB9BypKdVEDTVFKsxC4CTt4eTNwqzHmoaJl3gu8HegCLgceBdLj2NensKEkncArgCfHKbOiKIqiTAT6DlSUKqKFqhVlghCRHcCHjTGPVVsWRVEURZlK9B2oKBOHetAUZZyIyEtF5AQRiYvIJ7BhGs9UWy5FURRFmWz0Hagok0d89EUURSnDauBWYDGwHbjaGJOqrkiKoiiKMiXoO1BRJgkNcVQURVEURVEURZkmaIijoiiKoiiKoijKNGFcIY5Lly41a9asmWBRFEVRlNnG+vXrO4wxy6otx1jQd6CiKIpypIz0/huXgbZmzRrWrVt3ZFIpiqIosx4R2V9tGcaKvgMVRVGUI2Wk95+GOCqKoigzHhG5UUTaRGRLZNrXRWSbiGwSkdtEZFE1ZVQURVEUUANNURRFmR38GLiiaNofgLONMecCO4AvTrVQiqIoilKMptlXpg2dA2keaGxlQ1MvTV1JMq7Pknk1nLJ8Hi89aQkXrWmgJq59CoqijB1jzGMisqZo2v2Rf58C3j6VMilKVdj/BCw/E+aow1hRpitqoClVZ3f7AN9+YCf3bTnMxScu5pI1S7j0pAZq4w7t/WkaD/fzxds2M5ByefuFq/jQZSeyYkFdtcVWFGVm8SHgl9UWQlEmnb5DULtADTRFmcaogaZUjVTW4zsP7uSmJ/bxrouP5/HPv4blZQwvYwwbmnq46Yl9vPrrj3DtpcfzV69/EXNr9RJWFOXIEJEvAS7wsxGW+SjwUYDjjz9+iiRTlElCpNoSKIoyAqrdKlVhb8cgn7h5PYvqE/zuU5dx0rJ5Iy4vIlxw/GIuOH4xezsG+cc7t3L5tx7ln998Nq8/c8UUSa0oykxDRK4D3gi8zhhjyi1njLkBuAHgoosuKrucoiiKohwpaqApU85Tezr52E/X84GXreHTrzuVmDO2nrwTl87lpg9ezF2bWvjCbzdz6YaDfPVt57CgLjFJEiuKMhMRkSuAzwOvMsYkqy2PoiiKooBmcVSmmPu3HuYjN63jK289m89c/qIxG2chIsKbzlvJg599Fb4xXPmdtWxo6plgaRVFmSmIyC3Ak8BpItIsItcD3wPmA38QkQ0i8oOqCjkT6TkAL9xZbSmUYWiIo6JMZ9SDpkwZv1rXxD//7gX+670v5pUvKlk4fcwsrE/wX+95MT97+gDX/vBpPv26U/jwZSfhjNPwUxRlZmKMeXeJyT+ackFmG8lO8DLVlkJRFOWoQg00ZUq49dkmvnpPIzddfwkvPn7x2Dfg+5BNQmYQMgP228uAOIg4XHtigpe87yT+/PZ9PLG7k2+983wa5tZM/IEoiqIolZOor7YEiqIoRx1qoCmTzt2bWvj/7n6Bm69/CeetXgSZpE3z23fQfve3wFC3/aR6YKjHfqcDQywzCNlBuzEnDjXz7CeWAOPbj5fl1GQn9/suA0ML2f+N5ZjTL2XJKRfBygtgxdngaESvoijKlBKvtd9uOv9bURRFGRE10JRJ5YkNW3jwtt9w71kDHPfgd6F1izXE6hbBguNgwUqYfwzUN0DDSTBnsa3NUrcIaudDzdzgExhl8RG8YsYgQ93MG2il44knWfv847y589esHPgyiAMvugLOezec8DJNMawoijIlBM9aL6MG2nRC34GKMq1RA02ZeHqaoPFO+p//DRe2buLMpeewaMGlcMYH4JhzYOEqa3RNNCJQ34DUN/Dqt5zB/Avewltufo43nLmMf7jQJbH9Tvj1h6wR+PJPwznvhJjeAoqiKJNO+QoGs4NMErb/Hs55e7UlURTlKEBjvpSJwRjY8wjc/Hb43sX0bXuEr7a9lAeuXMuiTz0MV/yrfTEtO21yjLMSXHhCA3d96jIaDw/yrrtStL7ki/CZLfCKz8ET34P/vhS2/X5KZFEURZmdzHLDLMRL22/fr64ciqIcFaiBphw5h56Hm94Ev/0orLmMPe9/ltc0f5SzrvgoV15yRlVFW76gjp9/5FLOXbWIK7/zOM8c6Idz3wEffxxe+ddw12fgl++D/taqyqkoijKzmeWGmhNEa4SGWtXREEdFmc6ogaaMn8wg3PtF+PGb4KRXw6efp+nMj/Len+3gw684iWsvPaHaEgJQE3f4p6vO4u/+7HSu//Gz/PiPezEicN418Mmnbcjjf78Env+ZhuEoiqJMJPpMLcSdLgaaoijTGR2Ao4yP1q3wqw/aJB+f+CMsPoHm7iTX3PAUb3vxcXzi1SdXW8JhvO3Fq3jRivl8/Ob1bGru5StvPYc5cxbBVd+Bs6+GOz8Fu/4AV30PaudVW1xFUZSZgxpqFq0JpyhKBagHTRk7W2+HG6+AC94L1/4WFp/AwZ4hrrnhKa46fyV//SenVVvCspx93EJ+9xeX0T6Q5urvP0FTV9LOOOlV8LHHIDsEP3w9dOyqrqCKoihTwFDG4+5NLZO4BzXMgLyB6qaqK4cyufg+DHZUWwplBqAGmjI2/vgduOuv4F03w8v/EhwnMM6e5Mpzj+Vv33AaMs3T9y6eW8OPP3gJrzl9GVd973Ee3dFuZ8xZBNfcAme9FX74Wth+b3UFVRRFmWR6h7K4U5K4Qg01wNb3nA5M8/f0UUvPfpswTVGOEDXQlMowBh75N3jq+/Ch+6zHCdh2uI+r//sJrjxnJV+44vRpb5yFxBzhb95wOv/6tnP5i58/x389vAtjjC1m/erPw9v+1yY9WX9TtUVVFEU5ehlHaGPnQJq+VHYShKkmQTuk+6sshhrKk4u2rzIxqIGmVMZjX4fnb4YP3m1T5QNP7u7kXf/zFB955Ul84U+PHuMsyhVnH8Ntf/5yfvtcMx+/eT0DadfOeNEb4P23wYNfhrXf1JeaoiiTgu8b7tncgu/P8GfMGJ6hj+/q4Nm9XZMoTBVxh6q7/9x5OPre10cFomq1MjHolaSMzrM/gmdugPffAQ0nAXD78wf5yE/W8ZW3ns31l51YZQGPjFOWz+P2T74c38Dbv/8Ezd3BuLTjLrTewnU/ttkqtX6NoigTjGcMGc8n4+nzJUranWHtERpGVe/sq/b+ZzgSq7YEs4u2RujcXW0pJgU10JSR2XE/PPBluPY3sORk0q7H39++mX+5u5EfXXcRbzx3ZbUlnBDm1yX4n2sv5DWnL+ct//VH1u8Pem+XngrX3we7H4Lf//U0eLkqijIT8cp50Dx3agWZJpRtj6OeKh+XvsMml9CDpu08NbRuhZYN1ZZiUlADTSlP52747Ufgbf8Dx55HU1eSd/zgSXa0DvD7T1/GS05aUm0JJxTHET5/xel88U/P4AM3PsttzzfbGQtWwnW/g72Pwn1/pw9eRVEmjPBx4pV6rgy0wwu3j7j+7zYeYkdrlcc1jcQ4PUf+jHvOTjMP2lE4JOGoIDTQfK+6cswmZqjXUg00pTTpfvjFe+DSP8c79QpufHwvf/afa3nZyUv5+YdfwvIFddWWcNK4+sJV3PjBi/mXuxr55v3bbfKQ+Suskbb9Hnjgn6bBS1ZRlJlEyTFo2eTo6xlDR//UFT9u60tV5N16ak8nbf02pfxg2qU7qfW/LOpBm9HkPGhHn4HWk8wcncl5Zui4v5l5VMqR4ftw28dhySlsO+1jvO37T/DLZ5v4yfWX8IU/PZ14bOZfNhevaeD2T76cuze18He3bbYKSehJ2/JbePRr1RZRUZQZgAkUdvcoCel7ck8n+zoHR12utS9FU9cQYNjdPsBTe2Z5baicJ7G6YkwfT95MJWjX6eRB81xbv3YUHt/VwSPb26dAoAnGUQ+aMlv443/gt2/nuws+y9Xff4rLz1jO7z51GRccv7jakk0pqxvqufXjL2VTcy+fvuV5Mq4Pi1bDdXfAsz+EdTdWW0RFUY5ycvWLveoqzGYMCvtYM07WxB2mgWWiQGWG2UA7ND07+bLMZEIPWvuOyTGG3TF4pN0h8N1R5aiJORhjyB5tCYuq6UHz3EkrTK4GmlLIoefxHvsW1w99mrUHMtzxF5fxF689NXjBzj6Wzqvllo9eSvtAmutvepZkxrWZLN/7K/jDP0HjXdUWUVGUGcCwYtGbfw19BytbeYqHE41J3TRm3Ak/xmI0Hj1U+5hM0XcJuvfagsvK2DFFHrTDm8BNTew++luh8c6xrzfK/ZQIoqOOugQ9kzwGbcTnUHvjpBUmn51at1KSvv4+2m76AN/MXs3rX/UqfvHRSzll+bxqi1V1FtQl+MmHLiERc7j2h0/Tm8zCyvPhnT+G2z8B+5+stoiKohzl7GwbGN5z3d8yZfsfiy1U6bL1HZvh8CZ8AzIOY+toCfscE9U2OitJ2uLEp0aWGUnEQAuNtIk+59nRQ4wLRarAKCefmGcsCXp83/Dcge6xyTMarS+AN4axcJPoQdt+uJ87Nx4qv8AkhrKqgaYAcP/Ww9z9Hx+ny1nMdZ/5N977khNwHM3yFFKXiPE/77uQ1Q31vOeHT9GTzMDJr4UrvwW/eDd07Ky2iIqiHIWEulDfUJbeoWzpmVMhRyXLBPKYCr1AtX17gBLewRGIhk/OqEyOFSrJk44Jz8UIcsQSw6f5Phx8blJEmlGE5/ngOvDCMMQJPufjvS9KrZfMF4QPb72x9Iu4vqGpKznmsOeyeFloe6FArlFxJs+UGTW50SRmQ1UDbZaTzLh8/tebuO03P+PtsbWc/rGfsmJhfbXFmpYkYg7feuf5nLp8Hu/70TPWk3buO+ClfwE/f+fYHiiKokwpInKjiLSJyJbItAYR+YOI7Ay+qzLQNuYIC+YkqupcqSSc0K/A+VIKGzJV2UpRo2wm2WfThwoatZQHzUtD156JF2cak8p6pLLj8JDEaiA7BOkB+/9EX8gm3+GRdsciX5EcvmdrvGZtCGZ4740ltDjsrJmwIxwKvHFj8eJqFkdlprHlYC9v/M7j9PZ28r36H5J44zdsEgylLDFH+MY7zuPEpXN5/41P2x7vV3wOVr8Efvm+sQ3cVRRlKvkxcEXRtC8ADxpjTgUeDP6fUgwGQaZ6GFkJOUYn9IRNpmcrNAJjjswsD9p0yZ5YUYhj4EGLhm+ZoyxxxARw39bDbDnYO8a1DNQtgER9JBRxcjxonQNp7t1yeMzrDf/fFPw7FmdYfp0JOkbfLZCpop1XtQ6aetCUCea3zzVzzQ1P8f6XnsD3j7mb2Mrz4Nx3Vluso4J4zOFb7zyP1Q31vP/GZ+hLu/Cm/7RZm+76TPVfwIqiDMMY8xhQ7OZ+M3BT8Psm4C1TKhT2cRFGyVQaOljMRJh3lTy2wkjFyUwi4BuDiBATGZOiePRQ7YOqINQyvCCHImOLZqGBBuO41o0BBOK1kElGpk0gwbnIVJxtscw5z51Te75znrNxiDthhziWwva9zfY7XjtBOx9OxU/WSdD71ECbZfi+4Wv3buOrv2/kpg9dzAeOb0c2/RKu/MakxtLONOIxh2+/63xWLZrDdTc+w4AXg3f9DPY/Dk98t9riKYpSGSuMMS0AwffyqRYgUOcQkarq7pUYh54Ze8228WRiDNtjXL3yyS7om7rkKhUzFsWzmFRfdeTobYqs51e+3gxi7Ecb9LjE6yAzWR40ey6cSnW2sue88H/fjP++G2/nUqktFX6PgDcNIpZyvWsT34GhBtosIpX1+OTPn+OBxlZu+/OXc+Fx8+B3fwmv/XtYuKra4h11xGMO377mfJbOq+XjP11PpnYxXHMLPPZ12P1wtcVTFGUCEZGPisg6EVnX3j7xxVyr1T02FsUq9CaMpWZbuKQYU5Gx5vmGmCM4Mk6dZ+9jsP+P41hxqhiHIrvz/rw3Zir3Hz1fs8wwC6nosIdl8hOIxe24vYo3Mhah/GAvlW53FA+ayYcux8cYWhy1/VJZbxwhoeU2WMHNPx2uyVyMpzvycuNADbRZQjLjcv1Nz9KXyvKbT7yM1Q318MR3IDEHLv5wtcU7aknEHL777gvIuD6f+9VG/GVnwFXfhV9/CLq1joyiTHNaReRYgOC7rdyCxpgbjDEXGWMuWrZs2YQJYIxBxHbEViOkbywOlZyBNq6sjKaifYQeRWe8HrSi5AI7Wvt5ek/n2Lcz4YzTg5Y7QeNP592TzDCQdov2P4IcpZTkWetBq+B4t94GvUHNwty4KCeSKn6i28xuL0y0PWoGxXI3eVFGT4O978YibS5JiIGOgTS72wfy19q4GMt9cuTjOp/a02kTvo2X8L6chHT7aqDNAvpTWT5w47PUxmP86LqLmV+XgM7d8Ph/wJu+A041B1ge/dQlYvzvdRexs7Wff77rBcyZb4YXvx9++d4J7PVUFGUSuBO4Lvh9HXBHdcQYf5qQ2lQHMW9o9AUnQLEODaaxjMsZqxMsHIPmOIWJB0Il6g8vtJJ2PboHMyQzJRTBovfZ7rYBDvdNcKHgYrbeDgNlbftR8X1TXkmcgPP26I52nj/QTW8ym1fmR9xu6BWIJgmZZMOs5wAM9UzuPsZDeNijdUpEwxlFrIHmFxvFEyVT4EELvsPQY1J9pcNhyxnlEcPNBJ+yyXnK1CXLD1szuSYaV+bL0WQtuWwFJSNGwPcNrX0p9nQMjGt9OnZZXRrUg6aMnb5Ulvf96Bka5tbwg2svpC4RszfAXX8Fl3wEjjm72iLOCBbOscWsH2hs5X/X7oHX/QPMXWZDSGdZj6OiTEdE5BbgSeA0EWkWkeuBfwMuF5GdwOXB/1OKKfg99mfF0o6nmdf+/MgLtb5ge/nBKsFNzwzbf0VJQsIxaGMJcTQmMD4rOzrjW8+AFCUJeWRHG32pLMmMS1NXksd2trOjtYRiVeRBm5Ji174Lgx0jL5PLBjNcnj0dgzyyo4yBV5TIYbxkPZ9HdrRxoKuCcVEjedBGOYsDaXdc4w5pesbWDptmGAA3DVt/m0tHX5LcWKTABxw10CZcqMIQx5xBtfN++xm+QkS24duJerdjDsNPcdMz8MLIfVfG5JOWHJHKUxR2Wdmy49vhQNDBM+6kR4c30jeUtaUO1EBTxkLa9fjYT9Zz7MI6vveeC6iJB6d74y3Q0wSv+nx1BZxhLF9Qx/994GK+99Au7m9sh6t/BE1Pw9M/qLZoijLrMca82xhzrDEmYYxZZYz5kTGm0xjzOmPMqcH3lBczDPV2kfErNqOq7l7aKjO+Dy0brbcit/8wvKnynYdGz76OQVpH8U75xuRCsSqrtWZwRGyoVdHyXmAY9qWsMhR3Shx5pCZSKutNXar+iiJRSp/kkdtlYuX3KxrYVyKsskJl+MHGVna2jdMjMZ5D3Xr7yIbTEWIMee/RQGsla+Q9aOF6k+RBM2HZi9FOaVkPWv6chveJUyp7auR5MWzTwbdvDBl3nIkyskOw+deFW6woHtoE9/v42jeUN3e8Ox8AbwyGljjsaOtnb8dgWQ/jkaAG2gzF9w2fu3UjvjH8x7vOJx4LTvVgB9z3JXjjf9jxZ8qEcuqK+Xz3PS/mc7duZEt3DK75GTz8Vdi7ttqiKYoyTRGKjKwSykkY1jcuEvX223eHjWUqOwYtNOYKUq1D3HHwAo1wY3MP6/d3MxLGBGNlTGUmYNbzScQdnBJj8sJQrmTaKx+KFTGU+lLZkr/x/fyYoYli1FpM5ZXJ3Pu55GpjVz6HMt6wcUBhCG1uTyNt1xjriSwYV1O5HEOZohC35vVwaEMFa45D0fZdSPePslljjYAS7GjtLx0qm5PIRAyZSkP3Qg/aEY5B694PgyXGT+bsraIQx7KUu8nzhpvvGzCGuOOMMUlIfvxaWDT7id0do4+LixIdCjLWEEcnNm4DOFzN8419JqR6ID2GjKlBZ5A14tNj27nvW0fJCKiBNgMxxvAvdzeys3WAG95/kQ1rDLnv7+DUP4GTX1M9AWc4r3rRMv72itP48E3rODznVGsM/+oDo96MiqLMQkyJnyW8HBsO9PDYznFmj4yGp5VRZoZNdVPQsbNAsfYNJGJSEDZYKjwo6hEKU3dXSirrUxd3CpKEGGMQ30XatwE26dXcmnjpQ4mEOPo+LJhjiy7v6xjML9PbBAeerFiminAK1am2vtTwsThl2iH0BJZWassorL4/zOjoHcrSPZjh0R3tPNhY2tuTF2EUr50TK+1Bq0BxHpZEpnsvdO4adb1JGw7QtQe2G/tY/wAAIABJREFU3V1yVmNLH3vaB4dNzxkehgq9h1K0TMRbOt7jan7WfoZLF/wtCnEsR7HRY4z1PEY8fLLj9zR0rrfZU8cgoiQ7bOeLKZRjtBpt3YOZiMctWC963VSaJEScwuelW3knVniOfWPy17pb6I0d8dkVGmjijGm/AAwcthFWI6AG2gzkp0/t554tLdz0oUtYGLycANj9EOz8A7zhK9UTbpbwvpeu4Yqzj+HDP3mW5GlvgfOugVvfN6mhGIqiHH0Y37VKgEQMmxIG2tBEDLxP9UFmoOSsYWF2JbKTGQyJmIPnm5zBU0o5LMzObhMPLO7ZgukfPZFGyvWoS8SCrJZ5Jbk21Y7TthWwRmE8ljfghjIezd1BL3zEk+UZQ23MYeWiOcyJdlRGlK5sxcV+yxDN2hfwYGMrT+7pZEdrf9FypUMcncBAy5aKVSun5B/eCNvuLvCUPbqjncd2tuc8GQUEh+xUEkKW86CNL4vjWMYoFu2YwbTLxqbxJQvxfMOWg724wTl9dEc7e9oH7BiysUoSNlPkb8V1H0SKQl4nOsQxkMoPQx1HW77o3Pmu/eSSshhMdog5mS479rMS75eXBTeNs+9R6pPNYAo93r4x9nmz/Z6Sqz+2s52th3p5dl9XPkzaeJGGr3AMmsQoaN/GOytONhMNz8ztr4yntTRBx0q8fuwetAqOTw20GcYze7v42r3b+d/3X8QxC+vyMzJJuOsz1jibu7R6As4i/v7KM1g6r5bP/HID/uv+CWrnw92fnbxeQkVRqstAW4WhXHni+x4mkelDkEhHd7GxZEZWemWUV3moDOx9dNi4mLKBh2UG6ydiDicsmcsLLUWhQKm+yDbz+MbYtPl+BrKjZ7VNZa2BZsegUbC90CDzDcQiY2Web+rOh1qGHjRjw7YcR6iNO4XhkoER19GX5Pebj7CodZgcINhmXyqbM5qGeReLQxx9vyA8L1vqHJfzXGWSDKTdAk9ZqSF5xVTsy3Tihee+nEJpjO38jUSIlPKqpl0Pv78N2neMuNu2/jT7Ood7tCqhrT/F7vYBkkFnRk8yQ1P30BFlqvaNyRuqI727CzwtRUHLE/7OL/SIVRziWGych+HLxrCrbQDf2GuoInH3PALb7rJOLOPjG1PUMQMkOyPZLYfjG8OhniGaOoNOI98bLitYAztdYlxjuRDHCgtYF2SlDa/vsRS/Dp67Xrx+7J0AFTSyGmgziJbeIf78Z8/xz28+i7OPW1g489F/h0XHw3nvro5ws5B4UCNtd/sg33t0H7z9/2wR1Wd/WG3RFEU5Enyv9Mj89m2VhXJFyaZwTLZQvytShj3fMDjCOJlhHHi6SDEqpfgXTiv4r3ufjbYokiVMaLJmST010XFTHTtt9rj+Ftj8a/yi8V25MCEz+jFkPZ+aohDHqCcNrEIqkYyIfUOR7Yahhr4bKXpderxaKl3UW95/GFo2jSpjAZHsbWnX4+FteS/hsBYuzgTTtQd23JfzWLglvXnlPF4mNxYwxBkpHCt09JULmSxeuJIQRy8LPfsh2WVD8YLxUtkSBtrmg73s3/4cHB6hfY3JeTqj4aE7W/t5ePvo3tesW3id2N9m9A4MgL6WgjA1U/AjPAcedO2NJLQofQxAkcE2gQaamwZj6B3K0HjIFoWOGsTJtMu2w0WdJ8O8sOGNlMlNT2ZcEEFEKksYlOq124t0okTvMd8YfInZ9i9rjEiRHH5pj/HetbDj3uGrl00SUuY+cNOFEQHRXY0nI2TOQJszchbHjl22E6MANdBmDWnX4xM3P8ebzjuWt714VeHMw1usUfDGb5eNgVcmh/l1Cf7nfRfyw7V7ePCAB++6GR74Mux/otqiKYoyXtJ9dgzBROBnEUyRSlH48h5IW69XrBIXCdgxVv0R+Up5PwLlu2QEXbJz2HKhVNY3UGTwJIPklymrMJqIouuHafORXEjWSLieIe7I8CQhRWPSbJIQO6swpC+s3uvimXxGyAJ5g2OSooxtmZYX2LjhmTEpaUPpTM6w6ipK4lK8mSHX53BfxCiMBd6+UGksNU65XNKEUqGSI7zfc1n6Qq3P98sfpzHWI+iXMtAitL0AzUFq/AXHQYf1juUMx3R/vrwD4GZGC/E3OeMgGUk0crBniL6hElnyiuT3ItdHwSJlDLSCRCr7/whBCG10G4VJQgzt7YfZfLCXVNYj6/ncseEgGc+PhCCbfBbHMnKOm6EeslvugFQvLb0p+ocyBbICHOwdYvvh4qQpZa4d4xXNL7zvepKZEtsqjSnyoPkGHt3Vze72gVFT0M9rW5eXp5ShVM7zHhpoxQ+xcvdB4++gJR/hYAiTHkXPsc+jO9pp6qqghm1ooMXqRs7iGHZiFMs+CmqgzRD+5a5GauIOf/dnZxTO8D343afhss/AkpOrI9ws5+Rl8/j2NefzmV9uYHfiFLjyG3DrddB3qNqiKYoyXsooHQe6kjQWh/+FdO0tLCTr+xjfRyiqH1SsDBuYm2rBZIdKpmSPuYOw5TcUbKRAQSxloPnhpin8UX5d640IdKLotsIe8FCh9/PKihcYUwXzS7HzATi8BTfwekmBQRasHtlpzCmn44QLuyQOP8+cwWac4mUDOZzBQq9MMjlgx6SNIczpjzta2dDcg+t5DKQKr4lCo9BwsCdNc1Txc4Ix4pkBxM8SO/hMieyS5Txowyllv4fXS+hlkXA7PftH6Cg0NsTRTWHSA7T1pUpb8lEv7bzlYHxi7hCxoUAZTXaBny91ICXatZxRG227SpPMuCXqcBkMA9ngGo50EPjpJA++UNjJ4vv5RC25WzHiXcm6Lo3NnaRdj1TWy4Ud720f4I+7OiIrFBloE+RBa+vuY2NzD2Rtu4fPjWiI44hhssXGfng/RkKTJTIWdvvh/uHeuOJNB982CaQhnh3AJg0xZFzXGsFu2nrZi8Z3Dbtey4U4lg2vDUIcMXYfbgVj/COdMgWFuSMe4p5khs6i69Lz7fjIUvix2oJnXkhfKsvh/dtKG4w6Bm128PvNLdyzpYXvvvsCEsXpep/9kR1/9rJPV0c4BYDXnr6Cj7ziJD76k3X0n3Y1nPVW+OX7xjV4WVGUKhOrKdtj2tafKkwOEeJ7cHC9VYxDIqE9BaFFRS9v3/dZ1r2Bhb3bShZedrLJvPKVCgbIV2qglRqLFq4bSzAsxDEsO13QXR6Oawu8cm4mt7zr+/l6ZSMpJake6G3GDRKAOFIsm+RSgQNlwxZzeFliPXup791VuKzv5+SoaduE44UJCkze4KhE0QuYF9hYPcnMsEQuxeMGhxsawfF5LmKCMxDU2sp5BQu8QSZicEWMjeCaKOVhHW7cRmQaLJMV1JhcGZ6mpv08uadzuHJvTL6TMUyKYTwaup6nofUJjDE8ur0V1/fz7VCUSKF3KMvaaGbSzCC+P9zIKus4Ljr/bpFxBTYr6BO7u60hGPUGb7vLJreI8Mz+bp7YXZjWPmqguUN9zE+1UBeP4ZvCMZFGJB+iOkketHQmaD/fs/diZP9hRsSSRZdLnTvyx5V2reERc2LDCsQDhUW4i8aU5e9Qe/2uaH2UOclDeL5BwmfMQBvrnnqYztZCD3F4P+SSkpQLcSz73Ih40LbfEynSXbKnwn4PdeUMU2NsBlU7ztBO8z37XZPtLVh966FeHmhsLWzfQC4/Pqdk/bTNTd00b36sTOIR9aDNeA50JvnCbzbxrXeez4oFdYUzew/CQ/8CV30H4jXVEVDJ8cnXnMIpy+fx2Vs34l/+L1bJu+dvqy2WoihjRWRUL8vBnqF8ZkHIL5+oJ+P6HO5NgZ/FAI4pHrJS+PL2jSEmgkNpBSy3rjGw68FgpYjCUEoXKPagFWwwSKrgxIfJImI9IZlM5Pg91ypKgcJuAmXFGGukxBynoGe+LGJrrMUdJ1cwN+v5RV4VK7cjgl+qqGyuS9/LpfgvCJfc+lub9n3RCZhYDU7YTtkhwCEbnzemjrPamN2w6/vD6n/5UWXTd4MTNVzBs6ptYHwNddPUleTeLYcLlsEYHt7eZo0l4Kk9nfYaAvz0AGz+dUGIY6j85j1BgSpdEGZa7nwYa5wvWEl/WD8uqiQPtEOqh8G0y9ZDvViPURASGSyXzHhkPOtlCtPu+9nCBDWlrmWn/2CBvJCv4cYLd9ixYsXyB8cabi9quIdZOrOen78ngnA8Kaprlsp6dA6moyIGQ9CC8+SmbbhukGHUKzqO/pQbrGENtMN9QxzsSdppqTHU1ypD7aF8WvaoKdrRn+aeLS34xpTJShocTNjxEJ7LwChJZVxqYg4XrWkIrqHA41ncodDfYg2h4nC9YBcmeMYZCZLyBO0z2Gu9i166RMIQ42GALQd7OdDRn5e1ogQ1+SyOmWyGbGaE+za8pzOD0L0P3zfWWx+TAll94xPP9DG/6dF8+C7W0AcKQz5rbH1J30mU9KDNrbHP0ZJ3mYY4zmwyrs9f3PIc1156Aq980bLCmcbAnZ+Cc98Jqy+pjoBKAY4jfPOd57OvY5DvProf3nkT7Lgf1v1ftUVTFGVMyHAlvm1bgVG0bl9XYRHniLL+9N5Ont7bab1wBhBTsEixQmIw1knhSE4ZdD1/uMFjbDa29oHU6OOH/GJjInp4gWrgJAq9Dsb2TSd23MWSzrzygpexHU5B77rJGa8m5xErtc9iDDZEK5rY4/ebWwLDxypSYa983E/T0Pxgma3AgY4+WvtSODEHESk0BlK94DgYJ4GYvIHmJ+rwY7Vk0kPWg5UZHLUIsu9axcx1/eEetHCfrVug+dm8oVHsJYiEdrX1DLJr85PMHbCe1sN9Qxzoskp+f8qlvT9/3YWJNPxMksG0W1CMOxdVGhoR5caylSISppcz6KJhcnsfhb1r6Utl7TGLk08qIkLG9XmgsXVYdr/wKtzS3I3r+QVjCnPtGailvpvNhSTm7AQvWzj2s5wHregQBRN4Sey5Huw4gI81JAoOO+J5KagxljNuvZwwxoDn2Xkp1yMujm3/SIhxc/cQLb1BeOjO+20HRm/ea9efyrKztT8wbMucl/Dgi8dvWteePZ4g9O65A92lvcrhtANPBcZVeP3Z62co61ETd0AchPyzIG+fFSXzCGsIRgw438C8js25YzfGIAT3Q/BccFKFXikhbySnXI+O/qHh3r6AVNZj/f68YXjHhoOksy7dQx5bDvawp32Ajc09gYFaqg0Ka6yt29/NpuYe4uEzNTTCfZMLHSXVOyw6MRV6tg8+BwNtdC0+H+PES0ZU1CXs9VXwWBjqtklm1ECb2Xzj/u0kYg6fvfxFw2c+9xPo2g2Xf3nqBVPKMq82zg3vv4gb/7iXBw4YmzTk/v8HTaWKUSqKMi0RGf5Cbt1S0LMc7X0eSLs5BWAwk82PuwkURjE+hb6VQpdaGPbliA1tM16Wuze3sK+zeCC7odWfR3t/psiDNlKIY6njCw20whTW1lC048MSmYiy5WetgRYuF7SNH3jQ4rEwLHJkA23TwT5SWY+4I7aJA00xHYRv+b6fC+uK+ZnCcxAq0uH4mRZrHDviBCn7TeGyEgMnjhP2fGeT+LE5GByee2E7z629F3bcZz8R/L5Wq2CFab/9LI4Iru8NK0ydC93qbw2atTjde95AkcCQyXou8/t3s6hnCwC7Wvtp608VnIeW3iHyJoQ1Itr6rXekJt2N46VzxmBBiKMxxHr2FbZDSUwuTM/kkskUnbuoB1mcwIPmY82hiMFl8sahbyCZddnT3sdg2qN4jCFAomUdcwf2Ubvzd3DQdgKUi3AcTEfOv+/jhZ7bYQp6YCT6Hl4mRePT99PRn8Yp7jAoMVYoGuLoe/ZchyG+1iC0+5pXlwjGf9lejGwgQtyR/P13cL01kgJ2tg3YchVbb8M9+HykcHMhvUNZ7ttSODbRgL12jUd6tFp+0c6kbMQICo5/KOMGBlqZjKcS6WCpXZAP2QuzNBK0eXBNiPFsplXj4/qGbbt24sbn4fQfKpBFJEzRb43luETGoBkDnbtzGTO7kxmau4dg3+P4LfbeGEhlaOpJ0Z/KUhu3z6yokZz1fLrDZ23R9dudtNPDMWjh9e37bv6ZUJDx0W4zd4669uQOwkhpD1r43C7wauY6fNRAm7E8ubuTW545wLffdT7x4nFnPQes0v+W70PN3OoIqJTlxKVz+fa7zuezt25gV81pcMW/2iLWfUdYj0dRlCkh4xnS2eDFv/thaHpm2DKJwIXR3p8OalXZF3IqE3mRe1lr9OAXhgD6fr6eFwT6slUMpfUFMpt+a1cv0atuJA7xOqswDHVD936GKQMFY8uGezFydaNCQy1QlhJtm3O6mmNcMIY52V6ryMQSeTFC48UYfN8nJo7VsgOF50Bn0noO+lsLMhcOBiGCdgyaFIWsmaBn38odwysYk7W045lgDErYhtngEBw7ni1o7+gxmlgCyYW9eXaaOMR795EYPDjMsE27Ho9saLT73HGvHQvkuSRiDpmsT9r1c4oiWGVxy659uXGB+XIDhR40qxwGgY6+h+/U5tsyOJ57t+STSj2zt6twMxHv4LL2J2jo2pDXqSNeqrpUK7FkR8ExkU1B70HW7mzPbbcg0UXOezSCBy4yBi1kXm2cBbU2ZNVEZBhK22PtTmYKwwhDPJe5gwfsvLCoegkLrb0/zYPbIt603Q8x78DD+Q22NSI5pdl60Pa2dtPe0YYbn0tv/fF572kJ8qco4l3xskGIoy1W4JsgKQZQVxMDLwWpPgzCA9vaA9El0llSeCDRkNStO3cX1LRzPZ+s57O3Y4BHtreRybqBJzXPks71LGt7kmwZwy5H65b8by9N3giy66UyXu66dRzbMdKfyualjRp0iTkwZ3FwOLmy5xzuTeWyYorxYLAj5+0G6Fl0JsaJge/mOi4EQYyHLzEyNYtIBM+UnGyt+ayaOaOx/zAm6GRIprMYsZ1IufFsEc9iY0sfj4VjHI1Pxss/88JjiwdpTX3Pw/N9pHs/SzueCZ4XkWy0BlY235MP0wyezwaxnthI51CxzKXCTve2D3C4b+SxrmqgHYX0pbJ87tYN/OObzmJ1Q33hTN+HOz4JF1wLJ7ysOgIqo/Ka05fzsVedzEd/uo6+M6+BM94Ev3i3TeiiKMq0JpX1aekOXtTJTtspVoQTGGjhmJbw5Z2KZgILjYjIX7tsoYHmG4MjgUKX7My9+DOuKVrTKgkSS1ilsH27rU8VGEYZz8ecejnEavOKt5tlQe+2IrU72GLOoPChdQvx7l3U9e7O7W9VbYpl7X8MDjgv77Z9zWB8fKw5JRJs0fiQTbGhqct6Dvathaan8bsPsG5/V84gTDhOTlGE8NsEvfKBBw0fY/zcMnXpTts7HcwPx5ZJ4EHzfVPoSQg9aCYyLmlY9r1CrCcvEi5pfIyfJe4InYMpYo4MT9QVjgkkb4is3dmWb1cIPE8GjO11N9GxZKWy2gX/58QYlqXPLzAFalPtzB3YRyI7ULQVY6+PA0/SNZgJPHMRRGxYX/E+AmM8J6bY8Dh8Lye7SJCAwbeHFxZid317Djc295QMcTRAIttvDdP4nKANovdGXukVE5mW6sEE3gkz2AGtW4m7QbbDwDu5u/kQO/c3k43PxZNYzlOyu30gUN6D/SS7ciUj/IgHzbgZ20ki4PseXnqQFW1rAXusdQefht4mfCO5bTlRD1oR4VGlsh6pVCpiQMDejkH2dw7S2hdes6W3UZPtJdbXVHIfxR5dIKijFp5LOz+dzeZCHGPBOXtoWxsHe4LrIXedBmNNV14A9Q1QOz93WR7oSuZCA+cN7KNm/2MFY/zStQ32/jJ+QdZJMT6+xPBi9czr2BgpD2Ls/hastLuOHJ4v8WCaj48Ny+wYSOeXC7NuZrPEM33BMbpsau6x4yEjBl14ux7sHuT5ph42HbSdKb6TADdFw547rTTGdqT5Q8FYwvA5IU7e3DOmoHSDH45/LDg1dtm97b2FY5RLoAbaUcg/3bGVc1ct4uoXHzd85rof2Tjn1/2/qRdMGRN//uqTOW3FfD77yw34f/JVmNMAt398eKy5oijTDlNiPFU0e2OodOYTRxj2dQywr3Mgv0IQkjW/cxP1HZvzyrPxcgaPb/JFqsUB4+U9D4X1v6x3TvCtAu25NhwJcj3Bm5p72N2eDLwdQdhkqpP5/buLOn/Df/KhTc/u6yaZdpnbtTWnmAveMLvBOHE8iRN3B/F9qxiH46Hae4fwm9dRnywsMeIdzvfwv/n843Cc4R40MX7Q8x7IjR234w4UeYTCBAehgeY4iJdmTvtGW78uJJbAOHHqk4cwbY209CbZ1jowbFxSlIzr5xMgBO1iPJd4TBhMu6xZMpdYJNTptacvJxt5njuBZ7J7sHD8Yi7EETC+j4mqZiOMVTEYYm4y0kGQP28idpxOx0Caxd2bWNSzFTHe8PA/PzpuTfLbCUMcw6yKBRpykUcoNNAiRoIgxMRwoDvJ7o4BYk6QWCMSFpgzMCGw6Oryxpoh58ktWT6g4HhDo83WvcMtzppncwwmsn3UDzYxVL+SrHGYN7DXKvDG2HMbHs/uh3D2PRrIGPGM+G7Ok+17Hn42avCT89D60WDleF2kvQrbvr79eWpTHezrHET8rO1kCBjMePRGCrAXJzTJX6fCws7nqRtqpZj7th7Ohb6Gx5JNR0Icw+/ufbbwvBMjJjLsuZLfQJDopr4Blpxa4DGtG2rF8TMYcXD8rG2DgmvXwRixXvUCA80j7Qndi8/BiTn5e9TLgvHpdhP0DmUK1jFBEiPf9ykuVJ12fR7dbttiTlejNaC792OC0NLWvpQNlQ73H1zzQ+nCEEXfiSTWM17uunSzGVuQPbg2TcRAS7suDza20hOET3qhoehF2zPsQBqhblquxZSjirs3tbB2Vwdffds5wzPstDXaIshv+UEuRa4yfRERvvGO82jqGuLbD++Fd/yf7fF++CvVFk1RlJGIeBaihEkaalPtLOh4Dsh7gYzx6RjMkMm6nLJ8nlWIIh60mqFWugYzNmue7+UUgF1tA7xwsBcHqE11wlAPxkAi00Ps8MaC/T+5uwMwSKwmUArzimVIx0DGbr99W+A1cgL5guNxM/lsb8G4MuOmMMbkQhBDRd4pUEVtj/1Q1iObmE8i22cNDpP38u3v7Kerf5CYm+SYlsCzJA4mZkP6zj++Id/ElPKgUehBAxtiWkTKxHBMNpDVIZ7po7ZvXy6Ffddgho404CSoTXfA4S2096eCvQYZASNhhqEMoYHmRoraip9lUX2Ck5bWc+Yx81nWfF8udX99TTy3nj2oiAFkGz3YTBjiaKynKlS+I8kjajI9zO/bmW+fYPqCvp3Quz+33dDbFDpjQq8fwPz+XYU2QlFYVlS8jc29dA95Oc+ZCQzjfe29NHUVZ+OTIOOnl9uXCMQkH94VcxybWCOSfj1Xc8wEf5xY3naQmPX2bPkN9T07iIVGV2AEmUgoW0jW85mTiOEF+wz34wT7Et/DMS5uvJ5U3IbpzRk6DJh8ivywCQLvXbRGVq7ouoDxXbygnERMbPGJ0Hvo++DG55GsX4Vbt7gge2SU2v4m6pPNtpi6cTm2K18kPZnOFhjTYgy+U0Oy3nbMe05dcF7sPhPuAKVIR9w3u1r7eXJHifqrXsZ63REcR0gPDUS8bIEMIgXnNwx/DWVc0rmORLYfXxI2bNEnn2wjWN/YhsPvPWQ7V3zfdhoEBv7ASW8skAlxeP7gIDvbBuiI1iULvfW+jx8JwxWEgbSb8xzmQlibn815V1t6UwXF4sNnWTpbVMMwlr//424KPziHc7obMbsfinjaJXfjhEbepubA++rZ+zFfRiB/LTl+ptAzXAI10I4iWvtSfOn2zXzt6nNpmFuUNj+ThF99EF75OVh9cXUEVMbM3No4N7z/Qn7y5D7u2z0E7/klrP8xbPxFtUVTFGUEskH2vv7s8DEG8wb2UzdoFaGwcGyo74jxmJ8IvDBe1uarCN7Th3qGeGhbW0GIYy4znwgxP0OoEs3v34N07S7Y72DG1tMiVmONP9/2/CZT+QLXAxkfVpxljZXsUF4JDJRNdt5vO4pqF8BxF9pjaLw3t4+oSuEYL6JzGrYc6mXLwV7c+Dzi2UE7+J8wRE1sMhQvSyLbSyysP5aox5MEMUeor8mHSUYzVm4+2GsjAI3JreeESrMx1PiR4zCGpOfk0+c7Vvk1kBugv6djgHVNSTJ+kEiDwNiMeM+iCtpQxuOuTYdyxk7OmWQ8jOdRn4hz0pK5ONh6dqG3I4ZhQV3cZtWE4Z2quXGJwdgbU+SZHexgcavNmFeXamdB3w6covIONsV30M65kyG51PZ2LwVBsCVlsE2Vt9A6BjMc6E7lw/vChBLpjDWAgox/IX0Zj60Hu8kbaEI24omJifUsucbkQg+fO2ATueTCJyWWO4+ek4Cgvl99z3bqB5ussdTblEvQEB7vI9tbae5O2lBgB15o7gyUf7vd+hprKojxcp0SQ7UN9M8/BcdkEeOxq30ARKhLttCfymJC7zNB54UIPia4VwV8HxN40E5ePi9I8hNeT4Ifq6G74TycIPQzaMRIs9ul7fk0LK6vsePAvCyeb6jZ+xDL59dyfDiMxYQevsAAjxV2IMS8UrW2CksZDLk+MT9NcTik8TycwMCOZweYv+9+5vftAmM47uDvc+eGaOeBSO64YpH6dn6QGTXa/rn9BF5WOfAUcXcwZ6znPGJR77WbgliNHVMLeERCvsPljYfByYUBx53A6M91KkSu+4gonmfH/MYzfSw4uNaOKRwoLFpvENr7UxgD8/t2sGT/PfawfdcmhwlLkQRPOIChrPWw5mvS+UGWyEiIaNBmju+Wr+8XoAbaUYIxhr/+1UbeeO6xvOb05cMXuPcLMP8YeNlfTr1wyhFxwpK5/Oc1F/DXv9rIzswSuObn8Pu/gf1PVls0RVFKYBA81w52bzw8yMbmnmFLGAMLehqRZGc4hbk1cY73D7Ki5QE7DiMDTdW4AAAgAElEQVQS5hJzkyxtDzK8RUIcw+3ZMWjkCuTOiReGIu3pGMinJY9bD1pjSy/rD3Sz5UAn/cHYiIxvYNHqwOPhI4HCIGECjdB7NncpxGvY0dpHc48dK+F6URVRhilgIb7EcEwkGUAuJNIH4+WNM4A5i/BjtVYZiRgwjkjhWBVseNzSDlsLKoYbtAUsGtxr92sM/akM7UmTSxAh4hDzswykXfY0570HXqyW3R15T1DcCz1oltBTAeTS56dd29ufU7iCMWhWbDtmplDpMtTXxCNR63kDKCy6nfF8DvUmbe5DiVlPT+jNbG/MbylQXiX0DPqZoK3jRE2xYlzPFIyrGxYxaYLMdMbLyx4kCekZcnNGVpgkJOtmc6nwozyyo5OhTN5rK8CyefnEMXEnGINmHJZ2PEPd0GHmBKGuufBJ5/9n773DLbmuMu/f3hVODjfHzt3qbnWrlXOWjWRJGI9t2RhwBAfAHsb+mIEhfAx/zMAMA8wM8IAxYDMYm8+AbUw0xoHgJFmWZFmyrZw6d9/QN5xYVfv7Y+9K557b97bU6lao93mkvveeOlW7dlWds9Z+3/WuWD6qrHxkzy4EIGQsc2udSJ1Hq+tHhgv674rFZjyWvG0RIJHKxyIAYdH1FYF0kEE3kdiCVF0eOrKIkm66kbK0jVzXNFEPApTXYrico5p3EEJFlX/pmjqRSNASyXe3CQLy7WOgTAKroNPtcHC+Sd5fYuNgiWGngwiMdFnIiKULGd4wORFRYi9SSXxKTghIvx0nxOEYlY+wbFBQfuoLutVF0MLuJlpMSOPSGT3MMjqfyuKj8b6kg1ABh060ViZoZi4C30cGXbq+uddNnajnK/05Bvra2zlKOSMlTMiywxo0uk18uxBdZ0tKXaeKgm4LkZyHnpEAFFpHsNtz+qo1ZvDsUmr7p2YbNLs+xeahWAkQ1r1Gz6Oek0Apji20qORsvEDR9nzdU80SqCDA8wMO3/sP0b0gVJcV6zU9yBK0Fwk++vWn2D/X5Odv273yxQc+qZsHvu5D2oInw4sO158zwntv3M47/+RuZocuhNt/Az7xI9pmNkOGDC84eL4fFfVbvUuhRvpTWXocd07L0gLjZjdUdrGCrnYg9LupkDrXnmHk6Fd1jYOQPZI43ai6PX4xgVvGFgHlnAlUBMa6X8u+hGVD4HP0hOk/pDzds4lY+oaQ8OjnsRd1kBz0tg0wxhoLLU/vWwhdTyUEolDXtSYEK2uazL7LS0+gjJGFMC4hwkgC7Z4aIaUEvltJ74JEHzE9wlSwqU1CFH4Q4Ap9UjNLbb71zDzHGgqX0CRERPVosycWeHhRJw2+lYvknYFS+pokIqZmYSL62fM8ULrpsiJRg2YYQRG2I4jaJuj6M1SQCsIifksF3P/Mcb59YM4kZNokRAmJUkGcoC3H9XVhsCsCn8rCIynGJE4INMOTax9n5OhXGSrldKNv82rSNdAPAmaWtKPf/QfmzTHT95uvBI12GOTq43tdT89TYl9tL2ZBcqaOSgrBdD3PjtGy/l3qBCtkLYdmvsng7L1mGmMGLRysb7kJmZ2WPHp+WhoajkmomMVQSrMTXqIlQyVv4WMZBi1MssMEzYv243QXcIwro1JB3Esu8Akt5cM2EyrwwLg6Yo4eMjZJixYFpBtkK77++Ax3PnokNduWmZ+7HnqGe56e070Di4NICW7nhK5RFBagW0ZESUpY05RI/iYO/ZM2SgFUZImv+wFaQZcvfa+HLQrCBC0wDpV6n45nTFeUYYyUT6MbunImEs8E4nGtrJsLlAC/g6cUMugaBs1HCQvHkiy2dAsSLwjotpahvhGBYqpuzGJUwOPHl2JnTa+NZxWixQopRdwH7ZHP4SzFzthB4rNEKajN3Ed14eHI9KXZ8WjlY/IjWQeaNu0JUu0Vwnt0qR3w1MwyO8bKdP2Azz5wmHbXN6YrPvutKZ45fDS6F2TQzSSOLwU8enSJX/vsQ/zmG89PSUAAHcD/7Qd0clbuw6xleNHgPddt5ZJNg7zno3fTPvf1cNm74U9fBz3Ue4YMGc4uhBB4nhclEKv5+gi0vCXXOm7MH0zCEJp+eV294kwcGrudOTjxtA6IzCrtxKEv6EBQCAJho5RCElAvaql7LGNSDJcclHTA7yZWsFVC8maOZCyv7UXdOFesaLQqItYN4qarAmD6UnQIE9Bx67DluihoFigc22bXeFVLHFUi1FGBZpmSBfJKEahAN8VOBHyR82I4GqWi5FL6bS2vRLMOun+S6TeHIrByFD3Nakqp69E8WycKR5qCA1O3oqSbkjRq2V1sOOBb+XiIh+5j6sBntXMgirnljnaNCwIT3Jq2BQ+HUtCAvKNX/EXKh1Ff6YlDX8D79qdpHvxedG5CKQLDEoUJZZKJCetppPKpLjzMXH2fTpKVF/V0EioWdV05ri33vcRqf3IdodHxeWJmmaZJwHKtGcpLT+q+U14LJbR9eCgLDG/yru9FDFp4Hzc6XRCSdm4oHq/Wa0ZBaNh9oJG2tCPXOhbVt2lHPH3Oj8128QzzoNBBcrgg8pVHj3FwvplgjVRCXgiY3lolV3L5liHKOYsAfT1CKWvXD0yC1okSiULzMOUlzca2uh5WeIJ+F0rD+FaOxuiFmk0LPH3tQ7fGUPpIbH4Sjye+r79zSDdQn1lqRLVSCr22Higo7P+ymVsBm67GLg1yyaY6OUtE10TRIwckvj/CefDbDaTfpvj4Z2l2PY4stjWDFnToeOl6K5FI0OJ7JGbIlbk2qIBvPDXHQ0cW9cVPGBZF55vohyh6jTCEAK9l6gG7+N0mg7P3oYTEseLru+SM8NW5Gv7ANnw/oJp32DtZQ6hALxYtH2fo+N34SuLLnDYQki5tqxJNuko6tg5sSS0kKRVQWN4fnmYqUQyR7FwQ9moLf/Z87QT5zGwjerZ8pRgqOgyXc9FC0lK7iy0lzVabJ+YDzYIaOajTXcwYtBc7un7A//Pn9/Fj12zhwo0D6RdbC/BnPwRX/CRsu/HsDDDDaYMQgl993XlIIfjPn/w26rqfga03wp++Xl/rDBkyvCAghSDwPbpegGProDLZkyyuiRDI5izDx+9EKZ/ASKQi6ZTfRVlutIobITIJSfwxlDgKGxUoLdcK48dQSqjAtaSu30mahGDszRGo0LjBBBYqPITfgoWDUT3dg4cW+eeHjtLODdPKjWDJRFBuOToZCDw8u4wqjaTmp1TQ9TS6Aaweu8Cs8q/IZhVBMskJ51j2MmixIYEMOroGTWmpoK3iQBelaOWGcczkWAvPUFt8lAvP2WTO1wYhGankkrvGac+lVsoRAga3QL4e9ZnqdvWczjY6PDmzrMfrd5F2Do5+J36rCjRbpdL97QIVjdKcR9uckzLnp9k5QcB8fQ/3PjMfySsjBi20Rs+PoNBW8UcXw2A0kdAJgdueTZlfhP27kmi29XuHZu+hNq/7TqmukQsKSbFxwNy/pq7G8yKGKJyt8J7puPXEHPh6kcBsFN4/QZAeQaF5GOX70QMQBvy+lePxY0vct39es81C0uho1tr3PRZmjzB29N/ivlfhoofSdujKJIj5xSeRfkfb6itfM13h8ycdLR/s45Q5f+ARRg//M0IIgvYSlMdY2vIqvOpGfLfC9/bPcGyhER1XEMvolIKSa3P5liH9SuAxs9RGKRVdT1co5pvdaHtLSu16iorlptIGYTFctHGt0N3TjF2kF+ujlgJmFGr/3dpNUSnmlrs8Pdug5WkzGhGkEzSlfKR0zHETbFHYvNkUyur7X7DcjtnWFTOX6Icoe/rMifYCHLwXP1BYQQfZXtDSV2NO0jLJ+3JXMT+wl688PseMO4GoT+NaKprhdnOZfPsYjcpmujjRtRyulaM5UInRLQdW6mMnmayFCalEpRK0AMHM4EUslTebOYqXWQ7ON3ns2CIPWdtoFcZ0woxACpWaPwKFbQmanS6+0D0Woybf0KcmNY0sQXuB439//mGkEPz7m7anXwgC+PR7YHgHXPczZ2dwGU47XFvy+2+5mPuemee3v/SYljrWN8In3pzu4ZMhQ4bTBiHEB4QQDwohHhBC/JkQIr/G9gRBQMvzcaR2cPN7IhWBwJICFRbQd5vpfmagLfOjFeeeL2shUlIpER5XWCgV4HZORL3WYgYtwJbgC1tbgidW7v0w+EOkaijCXmp0lllYavCt/fO0uj5HlwwrM7ARhMCOltaFqY9TUVCTjm8VtmXF8jCloiA9lCKl0G0g5p8Cy9bBizErEQmb/V7IoIsUgWHQFDaeZjKUSY4F2I4b7UcIQa48aOZd73O6XowCMs1s9rkGtQ0k2ceg22ZjwTBOtmZkVODpsadgeAxTz5c8i4laPmZm0MG5UD4jx76G6DailfpAuun6oUg+aZgSIQisXKqeTyjFcDnHoGFWsfO6950I7erj848SoQSbEl4z5XcBwXhNG1TY3nIkQ+x2wwQtTvYiI5xEgCvwtTtg6Phpos2wT5wSFr7MYWPm0NRERsmsdGl2QiMYyEnYP9fg/v3ziMDD9XVC4plavmTCELkIBh724ftwF56hq+K+Z9F1N0mb0zlBLzzPx+4uIwXc++h+mqLAo0eX9f4tGxF0aXaSEsfYETUw5+tYOl2aW2pqttK4oLrtWTaeiJvbB0ppx8sgdPjztLmItCLmKjToUOh6p952EKm6TmB+qUGheYggCBOSJBvbU5EVeGBrBjv8TLEtGSWuenoljXY7koeu2i9QxglaLtE2INoPZrEo0AypNO0ckvb+Ias71+gQWHnk+F59x5lxP358iUZxmsWB3XhRoirI1UIVmZaShmf89aeWUs9S/5ZyAUGi7tdTglZxgkZuzIw9VAgIGl2fY4stuk4tfrfSn5FJufvGwSLVvJ4PJaS27je1ddC/fUQSWYL2AsZdT8zyJ199iv/9gxdg9za//Jf/DrNPwGs/mNWdvcRQL7p8+O2X8pGvPMFn7j8Mr/8jvRr+qXdHfZMyZMhweiCEmAJ+CrhEKbUXsIA3rfEeLOXTmj1ovpR7mQGdlKTqj9rLkExWhED5nnbh6/dFLWQq6QulkQFCu/YKEQX6scJRB3qBsHnw4InYyRDoRhuFCZquqZk18jjVadBo6SBPn4ved951ESqIEjRdT6YD3MLcQ1p2Zc45hGXZURKqi/ZNkN4vQTNtA4JcTSc0h+4z86OTypJr41oyCs5sKZCBh2UcJH0kFr5mqswuK3mX4XLenK2BW8YSRAYKxVzMUKYliOlrgAoIjGMnzRlqzafZOVbRai2vi1Qelp121BNh7dmjX9CsVZh0oAO8nkX2eCq6Pm3DsPS69EWW8VGSIfGtXI97n6KYs9g6UoaNVyCFoO0FWELRyo9qc4uwdMacdbfTTgX7ja6HMvV4YbDp2aUoefJ87ZzX8YNoXyHDqBKsjmVqhMI9h/dD3uRw7dwwXaeKJRIJWix27ElAFDtGS+ybquNY2uxDhjVxftqxTye8mkELDSAc4dHwBTIIFzlNkojE8psMzt2XmmuEjJ4X3w+wvAYtkaft+YxX82C5kftj9JbEGHylIqZcKRElHCF7NnLsaxGjGI45+btQiaRf6tovXYMmzD0JXfREVvO9iwMaT802qC48HLPY0XWXKWZL13MpzQL7neh6jVXzQEA7N0xgFzh4osWDB+YBU+cV6bT1P6FpSdBz3yYR3nOBUrjCw/eC6L5IJjbtjr7Hd4xqyaJlWQhUKrFUwjKLTuHvEn9kN638aNSYPLrXRbohiFx4Ovo5+mxSfur+9Y20wKwRRJLH6HMQUoz70aUOlgii88jZkvOmqlEj7HLOxfJbqOY8Kpeut10NWWT/AsVCq8sHPnEfv/j9u9k8XEq/+J2/hrs+BG/6mO7knuElhy3DJT745ov5hU8/wF37G9rZce5J+Mx7+xbmZsiQ4TnBBgpCCBsoAn2aBcUQhlGynv4KtlxZLxWGakm5yzce2U83iCUwOkHrgBW6sfUexFrBoEl0QhKgwCkiTRAXhO6NJjEMkDS7ftwHCOgq/XXv2JZ2RzQ1PVJaVKsDqG5DN98VNr6Ka3r04mAceIQ9i8JB2d3lVK1U+B7d0DdxrieZT6VAOUWYvDC2oUaB18JWbepz9xNGgqVCnmLjGazGUQKl2ULXXzZSQj33k/VCFBhFMqJcGSFElCS6tkwFWEFIoyXO5dBCm0eOnECZhTH3xBMIwKpP0bAHWGh2KFgKy7B1SWe38LgCWJi42pyoTs6S5gAqUXN2fKkdOVeqHglbmAwMzN0f/gVfxgma52lzhGjfVo4g8FhaWqQcLGo5X8+cA8yqStRTSwDfObjA9/bPAmAHMZv55PFlnp5toFTAQsvnvmfmI2lj6KAYyJhBk0qbaIRRphSComMxWNKMwszwJTSKUzow9kMGTaWC6uRYLXxcW2JL3cbACiWXgXHtM2dXWHoqYtCk10QABcfSRi5m+5QTYR/YtmO2SzBTdgEhhG5xZLnG/TFOMISAhZbH/fvnWWxpqWCYtKmmbifQMAlaszAeyZNBJ3S2JZgeHdZzFXja9j4cowrMOWoGTQG+eZ5tS3L+phG6Tv9Y0Ddz2hq7iJmhS0Do+UvWvwFIW1+XiEGTugbNs4t4O26l7SkmKi77puu6VixUAZj3B9LhwPTtNCtaSrx7vNr3Onb8gIPzLWpOgJdYsIoMj4B2IBip5DhnrIxjSWzL0slZKkGTpvG5OU+roI1ohK0bZidGp4RMK6u7jehZ0KSyAhXb9wN40X2ot2y7dbpORZu3AHvGy0zWNcO81PKM7DP5Kaevfnh/VIsuJ2q7CJRiJuwwsgaFliVoL1D88mceZO9UlTdesiH9wjN36SD9jg/D0LazM7gMZwSXbx3iv712L+/6k7t5cE7AWz4NRx6Av33/6q4EGTJkOCUopQ4Avw48DRwCTiilPney94Tyxa4fIFUXS4qeeikdGC13Eox3KFGLEjRiBq0PhaaE5IGDsc11KNULFV1BrkLRCY8VvQuJQiuphGHQdKLU8cOVamlswy1aXZ+cLRC2Q+B72vhA2lHNCWCCI4UdrvALK1JtCHT/pd7kyzJ1KJF8M3l65r3Nwrjux4aRQSblXIBz6JtMHPo8ueYxikvPIJRiubSBbnGMQvMwlq/rt7o4kRxSSxG10x45LT+Kghy3jGV6ooFuLhwFj2kFWISHjy4zu9SKmEWrcQwpdfDaDeDAU49QdkPJJ7DxCgRge0tw4JvmusVsWJgDphk0XY8TIg5srYSsNK4tiv8g8a08U9Ucedtioe0hVGKqLRubgHzrOLYUdNw60ljdh2MBmPELjOY9tgyXaJtot2lqjYRJThwCZpebHFtqGzMFLXFsdNKLhUmJo4UPfpuwW5oUcO5kjfGKm9he6lpC3wOpWwz4Uc2cZHFgdzRW9/h3zTzoZDVVH0V8v9Zm79djROkFCqGfnVLeNHZOJODlBPuUNDixbIeOH9D1Ayy/gWcX6QZaNudYEoSlHQCVn2ghoWh0Azp+wOPHl5lrdPRiibBM/zyipKhrV5AJxkybz8B4vcSGgaJeRAgZNKHt7S1hpKpmsSNZg+ZYFr5VpB907qGQAxt1vZTQbpYPHDyBFwTRwpK09XUJExDdz08f01cKT0HO0gZAXdMP8L5n5jgwrxcIuq5+3sJEOCLYRCx5VMBCs0vekewcySOUnq9rd4wwYGS5R8evZ395D5YQ2JbktvMmEEL3Oks+A4Gw6foKXykaxSkWK1v1nSaErmsMDxhdnfi6p8yHBISaR5WQOEbtHswniG/l6biD0ed33pGMVuNm5op0WBYmflbic7TraOOkrjJzlCVoLz78zbcO8uVHj/Orr9uXLiI8/ij82Zvg1v8B2246ewPMcMbwmgum+Ombz+FtH76LJxo5eOtndJL+D/8ptdKbIUOGZwchxADwGmALMAmUhBBv7rPdu4UQdwsh7p6bn4sSNEsI8o7F7HJcIxrWbmwZKrFlqKTr1EKJmtlGKo9ABSgr19fN6yuPzdENiGzKhR4DXiAM41TClpJNQ8UVvY7CuNn2lgikox3SlESgg56OFzDf9DnR9Kg4AmG5KK9LEHim9incE0jLQvptLGNlL5JSLAGzgxcaCVU8BtvWAcjYYC0aUySxsnVQ0yyMg6vPLcAEMkbOBWC1T0TzJKIdhDxiHAB60o2CoKW2btQtpSDYeDXz9T168523geUwP36VZhEIJVV6X96Om1Eoik46JFrqaKv2xYZOVLwAJAJH6mRkef4YucpwzMSUx+nmB8k3j+oSBNLSt5DnlD0XPFk/FLpl6gTt5CFao7SBkUqO0WooK0tkaNJhw0CB6za6TO3Yp93uRByohpcrkDZbxwZ0HWWgqBUcSq4NCJr1c1gubcLCi+5pLR/U40o2aC84Vor1k8aGPinpjcYY/iRtJD4q8HjoaJO7n5qNFjqUECxX9SK0H8RMS5g4tDod81q4y1jiKAPdI0/43Wg+ykWdoPlKlxHctGs0kuo2itO08mPRuGw7Tiosv01g5Wh7mhW1pMArjuvXvGbEWIb/Hy7n4t+EoOkLZpc7BG5sNqOkFTG8s4MXRtsiJJWczcDc/fhFU09l+n+dP1mNXBy9INB9wTB3sLn/Bosu507EDbbDuVMqluYpRCK51W6QAv0ZAET3nHaS182x55e7dHyFJQJsW+qaQyGifl8AcwP7omMeHr8xut5NkxSGlz5QioJj4dJFKC/67IiI7lJdO6wmT8I0RU82xEZIWl0fpRRzgxfQyYXJk8DymqkFFyUEi9148aDr1mjUQ18HgTSsfcrFMXRPEpKiow0+lJAR82kLlZKlIgSyMQNKkW8eYejo1zTzGTLIlkRIW7Of5jnpVR70IkvQXmA4ON/kF//qAX79DedrKj3E0jH42Ovh8p+AC3747A0wwxnHW6/czNuu3Myb//BODnkleOtfw+P/otsrZHLHDBmeK14JPKGUOqaU6gKfAq7q3Ugp9SGl1CVKqUsGBwfBLdD1tYRloOjqZr/x1gAMlXMMlXNGVhQyaHqL6sx9PHFsWSdoib+HaAd6zTjvmKBBaBbisWNLOlUxq71JuZwwDnZtP6aEAmHjWJJOoBvsSil56MgiDxxa5Nhim8GSi7RdzaAZRi8IYhMC27Kw/QaOSPSqCo+HwHOrKBT3PD0X/d22TPDYs5oOPTUqIhFUo1IMmuU1AEHQWjDSxC5KSNrladq54ajA3gu0LGvXeByYCiTYDkrYenYcs9JdHMZzdFIYuscBfOnReY4uthmv5qMESUPiSh+3e4JjI1dqVsZI11ABtt9gaHxDnO1I7bKXrPHRhjKY81TRtW6ahCBQum9ZCEtK9k3XCaQVsRkhVE/I5lt5hAAnChQTVXSGxcx1F7DzNT235p6Za3SihsBK2LDjFrobrormRdfzCQIrz1Jpoz6fyEUydgD1EkWStiVSAa40ve4iqWdEqSQSNCFxOguo1gLHGj5+EEQywPBcj4zdwLysRe+vF0PnRVOrpwLtCGjqywJp43QX6Lo1RNBBSB1HTQzVGK3kjCGHoJJ3iGrRRFruatnpXl5K2Kn7u5EbwrNLUZ8wMIw4+hmLWSgMQw6+5UR1bUpYackw4SKGXlyw/BbdUZPwCAHKJ28LQhfH7xxcSM11UqqZdyyCJGulNPNnJ8xZogQtUKj8oH4Mez6AtHRUX+t7n5ljvulhEWBJaZjqng8sIck7mvX17SJSCBrFKeYHzuPg1KvMNTVsueVAc15b7EePjpGoms+7i5Ku5eb8Bua+HZ9XYg6jzYROxqTqEnu+asOZx4auxxnVSdn81PUsD5zLsZErDSPrgTRtJRBsGCgmpLZCO/UKi0A6jFXz7Juu63YhyTpCJKXj34LGLLn2DLn2LDRmsMLPUdVFWDZBoAiEY1xeOSmyBO0FhK4f8O//7F7uuHia685J2Ba3F+Hjb4Qt18N1//HsDTDDWcP7btrObeeN80Mf+jqHgiq84+9h/ze0k+eK/kUZMmQ4BTwNXCGEKAodBb4C+O7J3pCzJcubbuaZsRtpbLgeq8cSvtclLfm3cGV5e/4Eza5PR1krtgUdaCJiS34ptAOgdlELUnbWoGs4zp2sIoFOInCWysexdO2KEFpmNbvcMf2UFAXXAstIHH2fQIaBZCzNgUQRfyIYFEY+plQs34I4wBVGppVyDwxZlgTr8fRsg2anY+RcPgQ+OQs6ThW/taR5s6ADCDqFEeYG9kXz6PkBloC8LROyLx0oC2XcHUMjgkQQalsyijH9IJ7jlDWFkFRzocSpYI4bn3zOtsi5uVRtDEJqI49E4K2EoNn16PqaKfDtErPDmslbaq00fnItiRI2UsCR0WvpGLc4JdPXXEltxuLYce1bhFCu1W2Ak9PBp7lnQtYjZ1tctn0MnHzkLBdLWY10S9rIwIvkZa5UUTITug4KKTlvqo5nF1FIuk4V4TXSlut9WGIltPlDcPhBk3AYlg7NJvmB4twtU1y4aYSKqVGaqBUYLVlRv7IggNoJ3eKga5fB9xCBx7FuXsuKzXkVXQdn7Nz0WKL7QZBMOMqF2MRVmMbWEDMezY6PZxVNDVrihEyAnzNJhr72ZtyDtYhxV0KiisOmLUEiQUvULFlREaV5JkIXRzOW3VOD5h36uOETL4BDk6+IhhQozdy6Zn+bRyqReVCgFH6uYhK0dDrgnniC8tKTiRoyoU12ROhUGZ/43MB5AJw3Fbsa6mSp97NN6cTPWWmSG85j+Dnj2onxmIWeZI2Y7p2WHrMU8XU0ZWU0C+O08yMESGzDEgaBXsjouDUsU9OIsFDC0Y3Bk8dGmmtm4Ru1g2uZhaRkUivME6J8dg4INgwUoDGLyGkPCWXlENJCofCFrfe5YhZ65mSN1zOcQfz65x7CCxQ/+6pd8R+7Td3rrDIBt//mymXWDC8LCCH4+dt284rdY7zpQ1/nkF+Bt/2NltH8+dsyC/4MGZ4llFJ3An8J3BEdrAkAACAASURBVAN8G/29+KG13ufYFl2Rg+Iglkw7LubtlV+t4ap1mHCNlLXdegctJ+v9aHccl92T9VixJgSWlDiWrmmJGbT4mJsG8iBU6ou/UZyMeoIJRFQPEzIUtpRYtosKPALDoHl+EAXhYaAYOfoZt7Ydo2VGK7mV1XMK8o5JzBI1HXE5iGCxspVWYYR//M6RKLHbMlSIGbRAJ5WBdLH8JkKA7TWifQXSjkxIugF0Jy7G2nqNOZAeeyiFS/V1WuX7Mw5CFZ3SuHYtBAZqVXKj2zkydgO+XaBR2hDJLefre/Vbevq3CWns3POG0RM6SH7w4AJzjS7tjddxoKxr76p5h+PLbWoFh2rCJAFjxHJi4814bjUaT9CHNZUiboEwOJt0IxQ6Sessg53HtwoE+bp2vjSLCZaAcj6XulYxaycYr+UpFfKm5ku/R/ejklFSODt4ITMD5zNSyeEWKhycvhXPLmkGzcpFQWa/qVfC0gmrqXUKaQspiZpJW0JQtNPXrlHfGf2cbMWwWN1h5smhG+hehWGChhCo4mA0NRDzjaF0MJpTaUcJTViHlUSj4+E5JbPb8NnS4/CqG9i371Ku2zFiJKWComtj53SNWN6xUFh0N1zHsZGrYhduiXZR7CUahYBj34PAS41xrF4255Ce3KTLKkCjOAUqvq6WDBk0Xc96137zXCX2vWO0zETN1OyFySlCM2hmXpKfd43SRn0KInlfJiaa+JyCAISdaAJvCkAHii57JmuUks9BfFIwtlf3UQzfJ6zocy3aLPH/yKXU1uYpXqDYMlJisORqZ1kBIJFC1+oqJJVKlcGim0q6lZCaHRWSQKYTy/Da68TUvKkxy4Scpz40CoGHJSUHpm/HL41rKXmA7sknswTtRYMvfu8I/99dz/A7P3RhnL17HfjEW/QXwBs+0qfXSoaXE4QQ/OLtu7n5XJ2kHewU4K1/Be0F+Ngd0FrZyyVDhgxrQyn1X5RSu5RSe5VSb1FKrbniEQc8wjRV1kH6RRsHyPcEDoHQLmS99SHHN9xCR9l9g9dA2rh2/Fpk3+xadLwgVQsGRiKkVGo9PhAOgXSisfrJmockE2a7KL+rkzThpNjAkA0Lg6+urQPNWsHFkrLX+BCAUt70IAvrZBInGCBYqO9GSRfQdXy2FBSHN0b1NijduFjYblSf5XbmoiQtZJKk0AyaGNyMyNe15X3QJmTQfCufihFXrck3cyGBdmmaI+M36D8LiZi6GM8pJdz69An7ViJYSyRo5YKW4FGdAqeAINHPTghUYZhObhDHkoxWckZK1mMBEsoJ3WL0PtByVW1Qkx5+eH1tbylxsjJiHoSTw3PKNCYu1zUwoeQS4sU9E1/4w7tYHLmEdm6YiVqBG3dP6f59xt7fNVKwoZKxVa9Os3vrZjO/YcJjaYmq5ay8t8tjiV9MsB9oI5VwU+3oJ6LTQKWl/K3ydPRzMkELpKOlbdKOk5kwGRASVZ3kwPTt8f0YPUOCZmE8SrqFbceJV+CtSND2TtWQxkE7ycEBqHyNQt5loOQS5iiWIGKN6kVHs5lSGIY88cR67UiKGNX3mb6AHP2OkWIaRjt5EySdVc+7Q5+2FAyXXHylFwiiRRrLjoxeul5AV+h7MFkuUSu4OJZk93iVSiEXHcMiQAjLmPLo8R2aiNk6mXrWRLrxO0ZuiUI4K634847F9tEy47V81DssBcvRjd2FZKySZ6BSiNje6YFCfIyEbFqPO/xd4VqSgYKbes2Shp0Xkut2jbNpqATSYam8JdqflJrR7m19EUoctwyXOHe8xJbhEnSWoFCH4nBKBqmAhgf75xsEyFTLi9WQJWgvABycb/LTf/4t/ucd+9gwaD6QfQ8++WP6Yv/gx+JVoAwva4RM2qv2jnPH732VR08AP/KXUByCD78KTuw/20PMkOFlATfBLMnBbcyXYlfdSj791aqEg1A+RTe9yGbn8nRU/69hT9lYUsaSJ/Nv3nFYaifqH8JY08gIk5bjCEEg3ThwThXOJxgDy9GmAH4HJR1TW6Tf4yTNCCBic0IItPFEKC+0pMCJJI4JSVL0b1KmpOWRC6XNmmEIGbTv/Z02DrAcbRISzpe3HB+4OoUQemXckgLsvGHcWtG4msVJOPe18VjXUKDIlA2iRuj0lzMLp+FcXrV9hO2jpVh+ZjA1UNJsoLTBKSJEWnIaDiHvaIlWIGykTDjLJVrnxOM1CZp0dd7Vcx5WbYpAxk6RMcx2JkmxTN1L2JZhqb4LBnUgGspRbdumU54kCB04pUQho/YEjtQtGCr5WHK4ZThkkzDjtLGaM1ryFzFM5sWNV3B0VLOdvuWAtPGDwIxfMV7Ns22kHNXgW1KAlajH33I9gZXTBjCQMshJXryIsY4MP2Le8YhpC5CygJeOZpuI2TCA6uIj0XZhXdRkvcCGqUkAutOXQ3UyYlZFcuFD6GsmhEBEUkuLW/ZOxgsvIVOXeGbPn66zO1zM8ZINqEX0nEkhI8MbhGC+vpeFibh0NmdbjNby+KZRdSxdlbqHIFaqiTnBSqltKWfj2nEzd+1gqfsvhvdQeN/pYaSZvPOm6qn96cUBFdWm9sNwOceNu0ZXvmDmr+vUGK3muGS6wiWbB7hy2xAXbEjUq8X0aKqfI4AZvq6DixYALEpLT6XOwxvehW+HSZ/UfS6lveKzL/wMFkJQdbXkmW5TP2/SMnOakFxKm4WWR6AklhSZScgLHa2uz3s++k1ef9E0N+/RzkD4nq4tOvEM/PAnwO1vn5rh5QkhBD93627ecfUW7vjg17j7QANe/2Ht7PmHr4TD3157JxkyZHhOCFe6LSGwNlzMQk3LrqQQTNVyqSJ3JU0fn+IQbLku+rtrSdqBpb/Ck0Eo4AkLIWUUXkgpYPsr2TSspU2WJcGJvxsssyRbztlMDoR/F2zecR4D+24zY0vs347fK22XuUaH4zMzdNwaXhBgKx2QyzDJEjAzeBHN8sbUOIWARsdnYfhCzhmtcNHGerSaL+RK1YfvpIOcQCl8ZZwNhUyt5NvRyZseVknWatOVCAS+MnVTUjIXyg6TgWIiSexlnnqhLRiSJwdlk1RHtYASQDFSyVHYcCHUN6YSNNuytZOf1JboArTrHUQmEI4lmaoXdZAmtZFJFKptvRF23mrGa5Jz0+usnR9CIlaaI+TKkRlFGqEDQ3gO+tewCW+rOBEFvtLUi7lO+j6E0NLdSPg8D4SMZJVJVlZEsbHuUcXgVt0jUOZQJWNjbzmRJfvN523k+KbbaOXH8csThG5+8twfQFY002YJAdOXxfVs5RGUguXyZgCOLcVktxKSan0It1il4Gs2UYQMlFjpnrlCgmfmyQo6qVfCJCZaQAcoDnNk9FqC8iTYeZ3UmesbQgpBOz/CiU23xDb2UoJhocJtAPzt3wfnvAqmL8OZvjC+xl76/MIx6uOESZ0ksFz84nDqWkgEAaFJiEnyTWN3jIRUCclUvaBr2fu4g9vG8OaSzUNG3aVZJ98u0ihO98gre6e3Z37RbJ7Vw/6vy5E6rB+TLlahCvkaRddmtJKP2cueY3kJsyNLakm0EGlXUEuAFbRolAwre84tBIPb4/2YWjclLJS08cYujIeUPI+Q5fVaeqzhZ1m4OGZGd3z4MpatClLAcnXrSU85S9DOIpRS/Nynvk21YPOfbzV1Z35XM2ezj+u+V/nayXeS4WWLd123lV9+9R7e8ZFv8NnvHIVb/htc8wH4yO16BTpDhgzPG0LJUNgXKwnhtXpkfZZ2CrNzUDarw24Jx5Icb8HcxptZ3nZ7tDoeKEWAhZQxA2EJAYV6tKJtSQtylWglWAd0CksoLtw4oA1FgO1jFfLVIaYHClGAKYTg3H2XsnWnLu63LG0+IIM2yinhB4qyA9+/bzKW1224klZxgi4rk66vPHqcrnBieb4Jpqyk1DO0dTcuimamTBBlen4lXBwBXKFldb5pwnvcGGtE7+6RfwYmgcu5CXZQiL4/90Og1AqWTUrBJZsHGa/qfdtSxgHlyE5tsNFjEqLfaBsGKWbQBIqcrXs77RyvaMc7Kw92IZIdYrvg6iTWEoJLNw+Sa88AMDlYQ0qRHuOu22HsvP4nZMYVsieWFBxZbEUJY5io6fPUTJnrWCvqCn2ToOycGmHLoDaqERN7WSpvTveUimq6LM3Ihm0UZCxZBLhgQ53zpmrkzbFOjF2KzOltpRBg5xiphLVxQs9JLpYHr848CM65+nVcdM3tDFdMDdXkBfqlzlIP20afjAKOjVxBZXpP6qWVZhf62nhuVbMoJhEXrLx/AKSbRxpZn3R13WqvKYZ0y5ArQ30DDO+I37zhstQ4wkRchM6Txmxn+2iZbSPxsyXRc+cHOimKWHQEjreMZxfo+AHlnMPEOZfCwOYVxkMAUuln0I4WanSiGyjJ3OD56W1XPDv6vqsVQifLgr4GRb141c4NrjjeqjBjmx4qY++6FYrxe5NJ8SVXXM+xkas4Ft3nPZyyEKl8UApwuovRIhC5Slo+LqQx7TGLRANbIlfYSt7l+tDQL0gmaA6IuGUI6I+MK7cO0S2M0ugqpJC0C+MnPeWsqOks4o++/AR3PzXLX7/3Gr0a63XgL98BS0d0bVGWnGVYA//uwimGyi7v+/i9fPfQAv/hFe9GDm6FT74TrvgJuO5nEjr7DBkynC44CYmjEIJqIRHcWC74HR1UthcIpIOlEtbU59wCVo7coQaBUuxfgnMrRK/7wsa33MgxDSBn7N+dyFVRQqGO4BnAmDwoZYLyWC4VYsNACVpdrt06giWFDpqWctDSrI/CQhDQFQ77x26iVNAMTzSG0jAwn6r5gbTELAqU3CJsvYEBv8OO+ScBHSYdG7mKenkKlrQ9uRICz1cIKfV7hUwFNbs2TtLNLfB4pwTMgLAihzyIXdvCZDmQNkXXZqRcILClbiGQiBnDROVVe/sHRq2uj7JXJhxT9QILTROo9rUjXOnaieXC4DaClp9SqeUT47ctiRLQ3HYzhe9+mm4zvR8pteTr/uHLGa4W2T1u8+B+SJU4mmAxlPSpfA3QjBsT50NnGUsKXnPBFA8c0HXKC12BJDbJAB3EK2mTc1YG6cI4BVfKFTpmZuzh7Zw4UqaQuB8m6nmcRUlnQeoETYb1Uo52CzXzsGkoZlGF0Hb9tmWq9cw9u2moRL3oUg2bSSfKPMJDOlLSDQIKjkWzaxpom//aU1dwyF5gb8gyCxm1wrhm+7A5i5W4fO8uXBai33eNV7mztTJUjsrYUv+ulDjq1wS45jptvUHX5qGvV/jMrNq0OB8npuW8QzPhVArCNJWX7JlMx4tS6sTCtiTLyz71qD5QIpVP16kyuzyPNWTBqCEIOg1WIlwACiWSmsH1+yTJVk+CNjA4wqs3TyKl4KmZZe57+koALh0agXyXhYbLyLGvrVAP9IVhDvsly0mU8y6d3ADfyn0fU8t/F9VOhp9bUghT90n0u95v/0Ud0AnmRSOjfOVIuIEDNEEI6sWe58Vr6/MJJY5RQg2j1TylnEWz42lZ8xqnnCVoZwn/+vAx/s/nH+EvfuJKBkquvqh//jZozsGbP5V6KDNkOBmu3THCZ957Ne/+6N08eHCB3/zBG6i+64va/fPQ/fDaD2b3U4YMpxlhDVqYqI2Uczr+HN4B4/vggU/qeqL2AoGwsFBxxGbqjHJOK71TsyLu7fwBxHePRCvQl2yKV4tDVsqyLS2v49vm74Z9MgGb2eGKcaf6a5rx2LaMAkYlHVrAtGEgogA0NJEIo2PDdvkpBoWYXSoNI5aPUyvEx+vkBlJDEqZlQCSFDE1CDPIbLiA/vY/JxRZ3PnIA0I5pu8bjOi2Ir4ESdmQwIaXg2h0jqe3CGDNnWMiOWycwfbLOGatQqOd4otWfnYn6NYmUING8mAi1hrZpI4zyGAiBbw3DI8fCDVc4fHadKnlHsnm0guqpA6rktMlGOz8MxQJwwszbyusaWux7hRFoP63/OLA5tY0XKI6MXcdIOQ+PfS417kBpJtOxrZW3jak/A6A1j2fVovs/GajvGq/COHzhsKVZLpOgXbptjNUgECw0uxRdK/o9RC256JGQ80bNts2/OVvS7MZOkwC2kyMIm8Dvea2WZc7rxHWo3NNSIIGcLcHTo1gqb6acW+CaDaMEA+mkPkqszCKBIFghcUyx206JA1O3cWFR12VFXStW2Iysjsu2DPN3z5g5MSYcfpD4XDG4cusQ1aAAlkMlb9NeUNHxAtM7b3x6C4sPPY0r+hsHATCyk2ZzHE50YqmzebZWsJH0rAXveR1IGbt4IkBYbBspM1bNQ/1iNssFxNggTPapOVuxc/MZcRKzvIKTTt60Q2OyDZE2UQpU7HQbyXKTiXXPfoUQDA8OwRFjxBaybb3zFSKSOHog9IJAeC+7lsWS52MJwVLn5ClatrR+FvDgwRO87+P38OtvPF9/oHVb8Ik3aze+N38yC6YznDI2D5f41E9ejWMJfuC3v8z9zSF45+f1p8+HroeD9629kwwZMqwb9aLDDTtHdb0ROrA7Ono1jO5JJGLlnnetHoTpt+jXHzu2pAPcPgFAyOBYUkK+RndKy/50AKWSO0sxJKscVe/TsqLgNlw9joLjqEYp7eaYDJijvdm5lPQoiTCeSxJwOVumTQMSVuvReUiLkVoJ3xToWzJu3t3Ij7Jc2hAlaLeev1H3H+rHaLEyIPftEocmvw+A6vh2nJHtsdQQUrVeqYC0NzhN/l4Y0DK1yByDVABtJwvh9ryWc86/hk1DJd2gODG+W/dOsHGoGM23NK5/UqysQQO4cEPVHG/1eh4/CPCcCpft3GjOKX5tuJxj7/RQ33tubuA8bUghwMXjqgv3RYlIP7WhEoZBC9mOPtK5EELAcsdjqe2dvBYpcV/tmaixd6qWCLLD+YgvXjhHAhHVA04PFFPs6cWbBpisFbh8y1DEQMkEC+fZ+vnNqZZmABOIEixB6lqvxqDp3s6JaxdJHI35zDqVLlGvP8OU+4FawUCNVvP6GZF2dL+Fc1QqaUfS+si0Pj838RnVe+3zNUZrIdspom30+fRJ0JLywZ7zGavluHLbEHunatEc7J6osmvz1Envj3jnYR1l/wTtNRdMrbhGrqV7EpZCc6ahHQTj5xEo43JZzkWfHYKV1y08J867I/1ZLpMsZh+4pbgGDcFQORddB9c0vV5Lbg0Zg3bG8cxsg3d85Bv8x1t2csuecWgv6eQs8OBH/iLSnmfIcKoo52x+90cu4v9+9Ul++A/u5H03befdb/go8hsfgj/+frjpF+DyH++ru8+QIcOpQQiRWuF3bUnXradXeE0So8KEoefZ2zJcQiAYq+Y4vtQhTLAeO7aU3r5Qh+2vBBKBZ7QvI7V08klvaRBCM1YhalPQmu89CQBsWyd3m4dKDE3VuH//fHwc2+HA9O3sBW7cNRoxJ2y5Vis/Hm5Gu5O7busJzFZ+1igV1xC5jo3nq4QRyamtGc8MXUInkVFZjqvPqY8jHaw0Cdk2Uo7nesOlAATqMKBXvfv2ZNJnkf61Nt1/M+KEdsdomdrYcM+LVsrQJYmwni/8q21MIcar+dQ5h3DEWoIpjDsn0XUPeuRipWKesNlyEmGfK5gDIJ+L5Ya9klcwCVoQM2g4hVWvSXiky7cM8dBTJxl8fSOUNCNaKzrUig73mENP1QvMNTqpRt1xW4T0bkL2FKDgWhTqBXCtuO+ZwMyBkdNtugryaTdCiOV8MpGcoYJUohVxYwKKuZXsjt5RLIFbE6ZxuN6BA8YkZ1WJoLSjxQ8pdBLDnIc1XKJYLfL18evZXEzEnL3Pn5BsGCxqG/uD+rkgV8ESgWlmn0a/hYMQOdtitHJyeeJJIW22jZQpJyz114IqDtO0x9g1VmG0mgPHQozsJJg7hgI2DhbhgNk2lVjr8zhnrJIyhrlk86CujZy1ww37HzhXhWCu7zZaji3WVXmSJWhnEHPLHd72kbt4/cXTvPXKzdCY1f2rSqO6z5mz/hsvQ4Z+EELw9qu3cMW2IX7qz+7lXx46xn9//VvYtOlK+It3wOP/DK/+LaisLjnJkCHDqWOyXkj1DwN0gja+j9aJY7jNo/QG4TnbYqeR680sdyIr8wh9pIohg6bMynctpwPUQrEcM0dCsLj1+5k7krClH90N9U199x9a6buWTDB0icATHVCm+hO5JbOgeCDenWWnA5Lw59FzOdzR70220XYti9lGByqhuciphSQr5jvEKsnASCVPyY3rbPZO1eIEzSA8/1AGF2LbSFnL8A732fHorriOpwcR4WjLkzNEqwR7qTomYKDkMt/Q98mO0YTU0+zbOUmQHMtTBQemb2eg0BPYT1yg5bfHF1a+OYkE49GvFonQl1LaemEhV4Gnvtp3V2Ggr9sZrOHm1xMjhYfWzZ8lXSeej5MlC/0wUc+Tc4Y08+Rrtz8lBFQn+25fztuMV/NGmikQQre46HVxBM3cVvOOTpAMwq2UW+HQxPdxwSmM9cD07Vxiu6iQyVqtDZO0CIqjBOKROCEc2ET5gvGIAhwqu6nt9TZbYO6JaJRCiNhNsjCAlDN0vZULAuthhZ41hGCg6IK1/iRvcfJqmktthIhrP7XBiVpJgicStIpZmCk4lpFMa0zVzf0n10jQ3FKiL21vghb3rBMn+zwgkzieMZxodnn7H3+DC6br/MwtO+HEAd23angn/OCfZslZhtOKXeNV/vp917BvQ43bf+vL/N5DZbrv+mddF/G7V8D9f7E+a9sMGTKsC44lUy5qbLkOKuMwco5xsWPNZfJGcZqFinZwu2BDbFdPz+rugenbEUYKn6PLRK2AZdkJaZ/QdV29x1vRssWwAJbFcmkDamBzFGD2FvyvJ/Zatc+YW8Kz9LFnl+IkNCR0Ngz1SkFX4oINdS7eNLDmdkCql1gStYLDK889+eKUa/cPiwquxdbw+p7CR6dIBOknfePWG2HrDau+f+NQMZbSWbq33bmT6XKIC6brK00LEkgmtK/aO86V24bSGxQH+zeXxtT3hPdXaEcvTdDcg8u3DLJzvKrv20I9Dvz7IDTukAK6TuWUBB7JZH/TNT/EZTviBCi8j9ebNDiW1LVREBk7hPWJ/VB0bS7fahI6EQrk+puE5PrcU5F0VUBguScf5+5Xmx967x/tgoq1SoLmVggq4xyauiW9f5PQvXrfJNMDic+EaDXASv8LsYGIENQLLt/a38PGc+pJ8fON3kUWMAS70veOEETsaNJ8RErB9eeMpBpgp7BWX2IjzY5+TiC8F6p5h1Lu5MlmxqCdAZxodHnLh+9k01CJX7tjH+Lod+Hjb4TdPwA3/9fMZS/D84K8Y/Fzt+7m1fsm+blPfZvP3HeAX3r1L3HVua+Bv/4p+M5fwe2/oYPIDBkynF6U48L33gbV/VBy7ZRt9aahEuxPFrrEuHbHSGz2EbFmUjdJNduPVXMcmF/juNF+BRdd+UoqeYfmCW1c0htsna7V8WNLbaoFh4VmFy9Q2MCm4URCFTpg7vr+1PuSzn8hrt85wnK7hy07747nND5nrWZpwKlkaCFr5Zg+daviJLXnEfNijUBpmO6WKxGPz6zYzrZOztIl5YhJqV8v+l3pyXoBlsxcm+Dz9vMm+r6/mrfBJC7xTvvfP3Etl+D48KVMTj67GvzRevr+6F1gOCW4RWY23U670Z+JXQlh6pwUiZ7kUXIdOrCm3iHS25x0uGFC0HNtd0/WqPpF3YagFztvBSuHfUx/JtjWygPIfgnV9ldoszo9qvjv3Zh5PneyyobBAq1uwJMzyxw05itnJD9b53WdHiiyc7zC9w4vpN4SNogOAjP30xfDQ4+viMPrfRYe4hc3wsyj/V8zTeGj+stVpMuOJRkb7lkg6UGWGTzPmG90+JE/+jqbh0r8rzeej/3YP2nm7PIf132rsuQsw/OMvVM1Pv2TV/HDl2/kvR+7h3d9tcYTb/wn3TT3dy6Dr/+ebo6eIUOG5wXnjJUYLLqw2E8fpzFSyaUlhJBgvNJf8iknxpFdOqiSFhz7XrR9vehy0661pMxxAlgxxw6/knqDt2cVfIn+CeaGgQKv3jdJEB0/kSyEiYqTZy1U8w4TtdOrPjl/us5lW06hP9MaCANj0c/98VThFGDrDUghVtSJAZqtcldnIy/YUE81UF8vXr1vkj2T1RXSUSF6erI9C1y9fThm8oS1PsOIdSByhX+W7xcnYf36wZZQciyK7srx90uGRYJBS/6+5rgSP2+ZGGVo4y6tjOmFWwLLjvbfL0Hri8JAfJRkTVrPdankHUYqOS7dPMjeqdopncNzQvHkSQ3ADTtH2Tfdv02VY+nekh3fNwY+z6L+tTioXSp7MbgFdpuFpVUYtKjv3b43YK1QNKSRMWjPIw6faPH2j9zFrvEKv37HPuy7fg/++X/A6/9A98HJkOEMwbYkb71yM6+5YIrf+eIj3P6h+3nTpT/OB+74QSqf/1m492OaTdt4+dkeaoYMLzkMl3IMj5Q5WYBuScGNu0b5zH1xTReju+HIgydfNZaWDqqSSc56AyWxMhCL62b0v06PC9xzxcbBItMDRaQUXLZlENWtpoOjTVdDe/G0HGu9WGEc4Z4k6dt4xUmToF5U8w4/cP4kPMCqtXGnCmPomMbma3Vya+dhYFPf9w2UXN3WZw30a9YNrH/8/SRgqxhZ5B0r1RvuVOBbeSy/1fe11UxC1o1TeZ9Jvi/YUINCOpG5eNMAA31kp70M2vqgohoqQCdNUxev8Q4Nd13MsEEkyU68Z9tNq7KzZ6xaYp3seK1w8iTfteKeeOE5qlM0KFpBrux5XfpmW2OhwbVl/56KCWQJ2vOEhw4v8vaP3MWteyf4he/bgPU374UnvwI/+g8wtudsDy/DyxS1gsMv3H4ub75iE7/699/jqo8t8aNXfYgfz3+RwsffoGsgXvFfdC+fDBkynB4MbNYOdKcaBERYRxAXBgxTF59CVLqS4YprY/S/ecfi+/f1N0pImyc/0AAAEzBJREFUHb7vMUXPv3BhgsHJOzY4drrWxXJWtep/PnD9OSOnliCcxLFxNURBeOCffMN1Qso+/FnS+GmtGpk1UF7NvXK9469Ows7b0n+bvBCGz3lO4+rF4YlXMHngH/q+ZkUJ2hrPwthe3RahB30ZylVhtlWK3mc1VeOVQPi8rFWHFCFXhcoE4mj7FMYVt4c4pUQwTKb71K31R5yhDZVdWvOn5z4/Xeg9d9cWLLZ8fXphA+znKijsTdhkmKClj518tlard4128dxGlKEfvvrYcd74+1/jx67Zwi9d6mP9wY3QmIF3fylLzjK8ILBpqMQH33IxH3/nFTx4qMFlX9zB7+77S9rFCfjgtfD3/+mkcqwMGTKcAoTQfXTWkLSs/v51fFWH21T61wWtOq6e/YeLuskatLWK/+tFl1eff5IkTgh2jFb6SL36SyDPJOpF91kzOKcMv7v2NutA0bHYMvL8teTZPVHh1r2ncB/1Q++9bjlagnma4ct83+TBWSP4jTC6q297o1OW9CoFyWb0ayDcKm9bKXfHVXHOzVAcPOVxBWt3X1iJkP1Z54JS0kz1gg31VWsTzwZ2T1QZraTvD9dKNEXvY8R0WhAmuSqdrNaLbnS9J+snl2dnCdpphFKKP/ryE7znT77Jr/y7PbzT/Tx8+Fa4+O3wQ5+A0vCa+8iQ4UzivOkaf/i2S/j4O6/gnmOSS+6+id/f81FaizPwWxfBP/wsLBw828PMkOHljXUFfT0ObOva70ob/0g9tc5A85Y941y5dZW6kKjXU45zJ6vcsmes/+viDCVIZxvB6UnQbEuya/zZmWmsB0KINVf3Xyg4OnYNnPOqFX8v52xeufvZt5MZr+W1c+V6ENYXKlivNvLZOx6e2vuCZ6M/jBi09d0DqscY5YzUoq0T54xVVhj/OFFdKNHnZSm3tvT3lBAyas+hvj+TOJ4mLLc9fvaT93P//hP81R11tt35du2E87bPrKkRzpDhbCNM1B44cIIP/stjXPjdN/Luc1/Pu058mvJvXwz73giXvQfGzj3bQ82Q4WWIUwh45Kl8ra9k0MJYq6/DWx+cnH0KHQp08LMycOtjRvBSxmmqQXupwpJCm+msExdsqOskapV6n9Ubja+NTUOlvs6h/RHe1+tn0EK79X5Nx096pFPMfTYOFfs2Ez8pVmt8vQpeQPnYupBqAi8tzrvlHVFD79OO5/DMZwnaacADB07w/k/cx846/NPez5P7mz+Gq98PV//Uc9aCZ8hwJrF3qsbv/PBFPHl8mQ/92+Nces8dvGn7a3hf6/MM/dHNMHkBXPZuY+F7ety2MmTIsAbWFQHFTYjXjdCiP/E9VS84kSvbacNqfZp6+y691JH1njwp1lPrmMT6E6gzAIVuD7HOBZJwsaLdPbUE7VTbXVTzDudvOEVpafjdrtZXS7ZtpJx2ln2BI2LUzFTmnOcxlvE7a2+zCrIE7Tmg6wf87pce4xP/dj+/s/VOLjz0CYR7KbznXzOThQwvamweLvErrz2P979yBx/5ypPc8HWXyyZ+gJ+u38PuL/5XxN++H/a+Hs5/E0xe9OJbQsuQ4cWE54thCoOHRIIkpUg33H4uCFePV12RfxlJHPP1Z+/5/kLCKTG0LxMIoZ+lbvOUHD4BuqdYJHZGbiEhtKlLfn2JnSUFw32aQr9QETNoZ2A2swTtzONbT8/xx5/6K25ofYl/c7+A5V4Hb/6UbnqXIcNLBKOVPD/7ql385A3b+NQ9B3jf1yzanYt4/55lXu39C/mPvUEXWO+4GXbcAluu1b16MmTIcBrxPAUSzyF4WBfCYH61fp99TEpesth209kewelBlqCtRLcBC6Y9Rr+m0avgmu3DpyzDPGOtc1/CJIMbtQ55ng+0/RU6aX+WyJ60U0G3xdyjd3L3Fz/FjqP/yK84TdzzX4t16T/C+N6zPboMGZ43VPIOb7tqM2+5YhNfeew4//erT/H/PvpKXnHOG3nb1GEu6tyF/blfhLkndc3lxitg01V6FS4zx8mQ4blhPZHEs5HPPd81UfnqyXsXCan/ezlIHM9YZP08I0vQViKU8E6cf0pvG3oWrNMZYX1e4li3w+dzRWHANP5+dsietF4opZtkNo7D7BMw+zjMPIa3/x44eA/LaoBa7SJqr/sNCntvzupwMrysIKXg2h0jXLtjhIPzTT5z30F+8d4Wh09cx0277uC2SxTXOI9QPHwXfP6X4eh3dYI2tgdGdsPgFt0TamAz1DaAkz/LZ5Qhw4sBL9GgzHJ0v6xMIv3iQZagrcTYuWfOQCt7VJ4zckmTkBcwXvpP2r/+T5h5TPcfCbz0f35XN170WtCah+a8dl5UPrgVGNhMu7aZ+xpD/MWBK1HTH+Btr7qSy6ZPfy+PDBlebJisF/iJG7bx49dv5XuHF/nCd4/wu988ynsPVtg1/lou2vgOLrmsxL78ESbbj+HMPAxPfQXu+5hm2ppzUJnUTULrG3XCVt9oft+kG8JmcskMZwBCiDrwh8BedLn/jyqlvnYWxxP/Uh7Vz8VacJ5Fj7WJC2B4x6m/73QiW6R58aA8BrV19OzK8LzBftb2/BlCDJVcHEu+4FtJvPQTtPpm/cUl7fR/lqNlFdLRBcyFAd1EsTCAyte4e/8yH/3aU3zuO4e5bscI73vndvZliVmGDCsghGD3RJXdE1Xed9MOZpbafPOpOe59Zp4/vfswDx9Z5ESzzsbBG5ioFRgoOQyMuIy7babFUeqdw1Rbh6gcOET50W9RbB6k2DiI2z1BJz9MuzRFtzJNtzKNX92Aqm1A1TeRG9lKpVw+c01mM7yU8X+Azyql7hBCuMCz7Cj9PGDLdevbbniHXtw4FdjuKdXMZHiZY8u1Z3sEL3tcunmQRmd97ooZ+kMIwW0voGbaq+Gln6Dte8O6NvMDxb1Pz/HZOw/z2QcfoO0FvOnSDXzhp29gao1u3xkyZIgxVM5x855xbt4zHv1tdrnDY8eWOLLQYq7RZW65w2xD8kRjko4/juefj0eAl1N4tqJbDHC8JQa6RxhsHWFo+QgjB44w6n+bcXWUSXWEmlriEIM8rcY5ZE1w1J5kLj/NcnkTQX0z9Vqd4XKOkUou+neknKNasF9QjTQznF0IIarAdcDbAZRSHeB5ds9YY0zP6k0iY5wzZHiJI+9Y2aLkywQv/QRtFcwstXn4yBL375/nzidm+caTsxQci1ftHefX7tjHZZsHsa0XNv2ZIcOLBYMll8HS4Gndp2rOMXjkMUpHH2XH8cdg9nHs+c+Rm32SwqHjLDjDHLWneEaM811/lE91RvhOa5iDcpx8uc5gyWWonGOo5JrxudHPlbxDKWdRdO34X9fKPhNemtgKHAM+IoQ4H/gm8B+UUsvJjYQQ7wbeDbBx4zokh88B2fpBhgwZMry88ZJM0PxAsdT2OL7U5shCy/zX5uB8k4ePLPLIkSXmm102DxXZM1njFbtH+fnbdrFtpJytrGfI8CKBKAxQ2HwJhc2XrHyxvUR17gmqs4+zffZxbpx9HGa/gZp9DLFwkMAv0G4P01QDLDYGmJ+pc1zVOeJX+F43x5yfY9bLMdN1ON7NMeflWKJAW+aR0sKW4v9v7+5j5KrKOI5/f7tTdvoGlRYKtgVqrBUEhVorWtMY0ViUgJqQlIjBaowmiGBItNUY/9VojMSoSUOhJDYlUCASjUCDRv6ivkDRllpBULpa2BrUdlu63ek8/nFv1+l2Zp1lXs68/D7pZO6c6e4855m7d84zc+ZcBgeUXw9M3L57/bt4y8K57U+GNaIArABuiYidku4ANgDfqPxPEbEJ2ASwcuXKlp5x2Cu1mZn1t6QF2u33PUOpXCYi+1Z2Od8IgnI5u46AcgAT20HA/36mHBw5XuLwsRKjx0qMjmUXgHmzZrBwbpGFZxVZOHeI888qcsOqC1h+3lyWLpjNUMEfE5v1pKE5cN5l2aWCAMaPMXDkIDOPjDBzdISzR0e48MgIjB6EoweyVVzHRvPrQ3B8lBg7jE4cJxBRKOaXmcTgGZQHi5QHhygPFik+OjubZjajCIX8MmMmFIay77sODObLihfy7cF8e6BiO28/eW6oyjeNJCYmwE20a/rbVX+XKu6e9BgRZEfc/GrW2bBoxbSekg42DAxHxM789nayAs3MzCyJpAXaZYvOJMiGAgMD+XuGEgPK3kGUmNjO/zGgrD27T0hi9hmDzC3OYM5QgbnF7DJnqODpSGZ2uhnFfKXI+hdUEEBpDI2NovEjUBrLTkBZGoPSazB+LFsNtnSsevv4a1A+nK8geyJbKbZczm7HiYq2iu2TRdHE+a0mbcOp5746pYiaarvK7/p/j3GygDtZsC15d88UaBHxsqT9kpZHxD7gKuDZlDGVyuWUD29mZoklLdA+vXppyoc3M6tfYSi7MD91JNZ8twBb8xUcXwDWpwrkfW9e4FXazMz6XE9+B83MzKxeEbELqPJlxvabP2fIbwGYmfU5zwE0MzMzMzPrEC7QzMzMzMzMOoQLNDMzMzMzsw6hqFwFrN4fkg4Cf2t+ONOyAPhn4hjawf3sLf3Qz37oI7ifzXJhRJzTwt/fdJIOA/tSx9Hl+uXvp1Wcv8Y5h41zDhtT8/XvdRVonUDS7yKiI77U3UruZ2/ph372Qx/B/exnzknjnMPGOH+Ncw4b5xy2jqc4mpmZmZmZdQgXaGZmZmZmZh2imwu0TakDaBP3s7f0Qz/7oY/gfvYz56RxzmFjnL/GOYeNcw5bpGu/g2ZmZmZmZtZruvkTNDMzMzMzs57SlQWapHmStkv6k6S9kt6TOqZmkrRc0q6KyyFJt6WOqxUkfVnSHkm7JW2TVEwdUytIujXv455eei4l3SVpRNLuirazJe2Q9Fx+/YaUMTZDjX5enz+fZUk9sYpVjX5+Jz/W/kHSQ5LmpYwxJUlrJe2T9LykDanj6VSSlkj6Vf76vEfSrXl7zWODpI15XvdJ+nC66DuHpEFJT0v6WX7b+ZuGamNF53B6qo3RnMP26MoCDbgDeCQi3gq8A9ibOJ6mioh9EXF5RFwOvBM4CjyUOKymk7QI+BKwMiIuBQaBdWmjaj5JlwKfA1aR7a/XSFqWNqqm2QKsndS2AXg8IpYBj+e3u90WTu/nbuATwBNtj6Z1tnB6P3cAl0bE24E/AxvbHVQnkDQI/BC4GrgEuEHSJWmj6lgl4PaIuBi4Erg5z1XVY0N+3zrgbWT734/yfPe7Wzl1fOP8TU+1saJzWKcpxmjOYRt0XYEm6UxgDbAZICKOR8S/00bVUlcBf4mI1CcGb5UCMFNSAZgF/CNxPK1wMfBkRByNiBLwa+DjiWNqioh4Anh1UvN1wD359j3Ax9oaVAtU62dE7I2InjpZcY1+PpbvtwBPAovbHlhnWAU8HxEvRMRx4F6yfd0miYgDEfFUvn2YbGC8iNrHhuuAeyNiLCJeBJ4ny3ffkrQY+ChwZ0Wz81enKcaKzuH0VBujOYdt0HUFGvAm4CBwd/7R/52SZqcOqoXWAdtSB9EKEfF34LvAS8AB4D8R8VjaqFpiN7BG0nxJs4CPAEsSx9RKCyPiAGQDNeDcxPFY83wG+EXqIBJZBOyvuD2ct9kUJF0EXAHspPaxwbk93feBrwDlijbnr361xorOYZ2mGKM5h23QjQVaAVgB/DgirgCO0BtTqE4j6QzgWuD+1LG0Qj5v+TpgKfBGYLakG9NG1XwRsRf4NtlUsUeAZ8imAJl1DUlfJ9tvt6aOJRFVafMyyFOQNAd4ALgtIg5N9V+rtPVtbiVdA4xExO/r/ZEqbX2bv9x0x4rO4SSvY4zmHDZRNxZow8BwROzMb28n+yPsRVcDT0XEK6kDaZEPAi9GxMGIGAceBN6bOKaWiIjNEbEiItaQTSF7LnVMLfSKpPMB8uuRxPFYgyTdBFwDfDL699wsw5z6yfdienNKdlNImkFWnG2NiAfz5lrHBuf2VKuBayX9lWwq7Qck/QTnbzpqjRWdw/rVGqM5h23QdQVaRLwM7Je0PG+6Cng2YUitdAM9Or0x9xJwpaRZkkT2XPbUgi8nSTo3v76AbGGJXn5eHwZuyrdvAn6aMBZrkKS1wFeBayPiaOp4EvotsEzS0nx2wzqyfd0myY/nm4G9EfG9irtqHRseBtZJGpK0FFgG/KZd8XaaiNgYEYsj4iKy/eyXEXEjzl/dphgrOof1qzVGcw7boJA6gNfpFmBr/iL5ArA+cTxNl39X6UPA51PH0ioRsVPSduApsqlTT9O7Z6V/QNJ8YBy4OSL+lTqgZpC0DXg/sEDSMPBN4FvAfZI+S3aAvz5dhM1Ro5+vAj8AzgF+LmlXRHT1ssI1+rkRGAJ2ZK/RPBkRX0gWZCIRUZL0ReBRstXM7oqIPYnD6lSrgU8Bf5S0K2/7GjWODRGxR9J9ZAPoEtkx8kT7w+54zt/0VBsrDuAc1mWKMdocnMOWU//OVjEzMzMzM+ssXTfF0czMzMzMrFe5QDMzMzMzM+sQLtDMzMzMzMw6hAs0MzMzMzOzDuECzczMzMzMrEO4QDMzMzMzM+sQLtDMzMzMzMw6hAs0MzMzMzOzDvFfJrxaGuGWIO8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Runtime (min): 0.8276\n" + ] + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = cstr.MCMC(filename=file, pH=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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M/16AulmTgkqiwdXDEFT/RI7rwktbDrKibibXTR7L6u/W8cbuVvYWuc4zPX28/GEzd15fEcyW8auH3vi4FccxQYXPzTPKWTi3gtpZk2g8cY7Xfvt5upLpHDHHBOszwI0zynnuvvnUt8R5ZdsRtnzaEblev+rJAGNKvfth0tUor3/cyoaGtoLziAqFFcW06MuU2XYvXzUWwJqth4elRdpA13MpbQRFRERERERERERkeCiUkQh/Q7e3zw02xGOON2clX2gyFJsb27Me5zv+0uoplMZMUGVSWuJQMa6MH/zMn9EB3751BvfVTGfVpsbI3JJE0uWVbUf48NBp77WOwaRnwnxw8DTPLJ+Xdb61u1qjM1yM4dGFs1k0t4L6ljhrth6mYlwZJQ7441gM8Je/v4CayvJI66tweDOtfExR9yZXWJJp99E49S3xyKD4d/eeYP/J7qzj5DpeSXrOzf/728/pC7d0A7Yf6uSjQ504xnvdUIpwPj4ajzy2ePNkUulzWQufdXRTfk0Jb+45Rl9GNU64+skC3Rf7WLP1MEurp/DqHy/mD17+h6xzlJY4PLpwNo8unB20nXv949YBQ4ihhBUDBZe5WvblC3cupb1fLvmuZ7jPIyIiIiIiIiIiIoOnUEYi/A1df0vc4s0LWbWpkZrK8ryb1YVmVeT62Yq6mUGFDEDtzInBpnvm+xfNrWDd08tY39BGZ3cv08rHsPF/tAWVGK6Fv//sFNPKx+Dm6OMVrqpwQwFEIumyoaEt63xv7G6NPE65lgPpsCPc0gzjxR0xx/DTdGhV3+IFBQdOdrP63SYSSRdjDN+6eTr31UynND1vJZ+YgZtmlEfClXzCVRgV48r4rCP6nvBn6AALZk9iWfUUyseWBvd5R3NXVhWM/z7XUnCt4AU+syrGEr+QoCeRGnDNkfPY7PAm3zle2/45Kde710/efQP1rWcjr5k/fQJ33nAt0F/ZUt8SZ8MA82DqW+KcOHuREqe/Pd1AYUW4EsW1BNU54QqbfC37chnMa4uRL3wZ7vOIiIiIiIiIiIjI4CmUkQh/QzezHZbr2rwVBIXaP+X7mV8Vs7mxndqZE/n5jqMFZ134j8Ob4WGua+ns7sUx3hwXCIULBa43V+SQa8j8TzbuY8F1kyIVCP0HscR7EpFrdYy3yW/TP3//0w62hKtvQozxAgrHeNd5pqcv8vNxZbGcgYdfAXOoo5t3f9cemdPipI8Zvr7fq63kufvmA97n8uO39zGmxMl3a7yZOzEDxpBMZd9zf+2nu3uj96PA8WKOVzEzmBk4jvGCQfD+/UrGLB/HQGvXBZpPf8GGhrZI27hCIUTm3KCVd87hsXRFVKZwsBiuRAHvHodb6uWbTVPIUFqkFTpWvusezvOIiIiIiIiIiIjI4CmUkYjwhm73xT5e2/45rmspK81fQZCvXVJ9S5yXthwMfpZIury05SDP339TEMw8saSq6JkamZvhYSUxwwcHTuHa/mqKn+84GsyFyaUsZnhs4ezgcX1LnPUNbZztSWS91rUEFSWOgZKYg2stqZQlFvPaqYWv1eZIHXLlEE66lZp/jlyVI719qcjrwsezFjZ+ciLyvDFeABK+8vDnV98S5wev7gjaweUzY+IY1vzhIg6c7A7Cs3d+d4LjZ78MXlM9dTzNnReyrs2k33/yfG9wnXfNn8rz99/E+00neeXD5uA9pTHD9PIxkeOGj/PtW2bwm/0dQVs6i9dSz7reHKH7bp7Ob/Z3eN+xPpdVmxpxrQ0CPj+IyhT+PqVSLtdNHltU6LjqwVovuEy/16G/pV6h2TSFFKo0GwqFLyIiIiIiIiIiIl9NCmUkS3hD94HaygE3i3O1S/I3ssOhiGu9eSW7j56JbFgPNOti7a7WIBQIb4YbvM3+b98yg6nlY4L5IQZL+dhSVj1YywubGiPzSXy/d+sMnlk+L1LRU0xQAbDgukmsvKOKF3/VSApwXZcX32miL6PtW1GKeGHKQmX5GE529w742hLH8D9VTWZ3KNwxBlY9WOu1VHuniQu9yQHbkgGc/iIRacO26/MzpFLRkGvCmJKsqhe/wuYbsydz5uBpUinvc33+/psA+PmOo0FwVD1tAnWzJmYFS+B9tmUlTjD3JzznZ1HVZCaPK6Pj/JfMmzqej9LfH2MMrrU5A77M4GNp9RRKYt77YrHiQ8d4TyIILsMzZYYym8Zf11DDHBERERERERERERldFMpIlszN64E2iHO1S1qz9TC9oUDGb7Xlt3ra0NAWeX2+dktrd7Xy47f3AfDRoU6evaea8rGlWQPWc80P2dnclbNiBaDjfLQqY2dzV1FBBUDddZOI9yRIptuTpVxIuW7xQUyIS/+9KaSYQMYAqx+u44MDpyLPWwsb/0dbUfNbImtzLa9+eITePjf43DLX+UnGPBqA8mtK6OlLsWV/ByWO4ft3VvFoui1YuCoK4MipL2g+/UXk/deOK2Xx9dcytXxM0E7s3prpbElXw4D3HfU/rr1t5yLfi9XvNgXfg4pxZazZejh43m8tt/rhOmoqy/v7qBXop5YrNMz3e1EoXMxnqGHOcPJ/5zN/r0RERERERERERGR4KZSRiKH+1X7mJvXS6ik4hmjLKeP9dyzm8OaeY/SlvFZjqx+u44klVTnPs7mxPfK4qf08//VfLMl5/lzBjr9JDv1rAW8j/w9f2xnMH6kYV0ZpzASVMqUxw/cWz2HimBJ+9lFz8N7SmOHRdMsz/9gxx+ACyQKhTlnMcPucyZEwwTeUMCcXC7yxu5VjZ3qyfjbYQMY/3tEu71gO4MQMrmtzto8LO/9lMvjvRMrSePxccM8qxpVF3u+3YAvr7k3yfroqpqfXO9bqd5si78u8hzuau9j0r+4OHvuVVeEgxp/x41rLqk2NrLxjTihYyz8zqVBoOJTXZQqHPrGYw/GzF6lviQ/4fr+CbEXdzGBG01D4v/N++OZXKKliR0REREREREREZPgplJGIYf2r/cwSEAMr7/A2j9ftasXiDW7/yUavEibXxvKKupl8dKgzeFw7cyJrth7OuemdGQyFN8krxpXx4jveBr0vkXT5s7f3BYHRTx9ZQOOJcxgIKjvAa+G2vqGNzu5eppWPyTr20uopvLLtSKS9Vthtsyex6qFadjZ3RdqKXQ57c1Su5BNzvJDFSc9n8e+MAcaVxbiQSAWvnVkxltPdvbhYjClYWJJzTStf+QdW3lGFJX9lkGNg8dyKSIC08ZMTnDh7MfK5GSDmQOgpmk6co77Fe58fxPz2cCfW+ueKrttNhzHFVrYUO6PFf83O5q7I44He84snl7KhoY039xzj9Y9b2dDQxi+eXBoca6AKMsj9+1MM/3fe/0yuZMWOiIiIiIiIiIjI1U6hjEQMNN+lWDubu3Cj40dwXbhu8liWVk/hl7uPkUyXPrgWVm1qpKayPGsT2N9o9isffr7jKIn07JBv3zw9MhfGl6/9Wk1lebDxnUpXfPgb0SkL/3XHUR68bVbWBrj/3ytf3UEyZVn3cStPf7O/XdbO5q6C1S4r7/CqgA6c7B6wKsYB3AFeM1z8WTsGy09/3wukOrt72XrgVCSQATgRv4gxBLN8BivpekFCSczkvQfW5g5rWs/0RKqSvrd4Do8unM3L244EFTWuhZe2HKTq2nGR9mjQX/nxw2XX89r2z3FdS1mpw2MLZ/PYwtk5Q4/M71CxLqXSbGdzF0m3fx7O+oY2NjS05TxWZgXZ5sb2IYcy/u98os/Fxbtfl/K7LyIiIiIiIiIiIvkplJGIobZg8vmzXU5392ZVM5TGTHDM1Q/X8ZON+4LNc9fmbx/1xJIqnlhSxZ+9vY8v/Tk11vLepx18cPA0657q36wutCnuBzSPLpzNhoY2NjQc52Jff/iw/2Q3BzoOEHMMt86cyMo7qoKN7le2HQnak7kWXv6wOXifY6Ak5hAz2W21DBDvSUD630462Mjl2nGl/Mk/upnV7zb1X+cISLpe27OVd1SxubE972wdxxistUNut2Yp3OLNAntyVBI9cvt1VE0Zzxu7W5k+8ZqgiunZ5fP46NDpIITZfqiT0pjBhEpiDHDX/KmsqJtJvCfB6ofrgmooyF0Bs3ZXK6s2NZJyLWNKB9fG61IqzTIDUQN5j5VZQbaibmZR58gls6JMM2VEREREREREREQuH4UyXyPF/vV/sa2ach3/Bz/bGbSaijkwf9p4rh1fxvwZ5cHQduivgFm1qRHXWsoG+Mv8tbtaWburNev5zM3qYjbFD5zs5o1QpY7P4AUmbsqyt+0ce9v28Veb9/PEnVV0nP8y79r8c2W2/IJoxUHFuLKCwUZ3b5KaynJ+8eRS/mrz/sve6izMv958HAM3Tp/AZye7I89XThxDx/negkHN/OkTaD3TQyrlQnq2Sz6ZP3nk9lk8UFsZ+l6dY9uBU6x7elkQJry05SAfHeoMQp9v3zqDrZ+dCipiamdOZNWmRpKuJWbAcbw1vFnfxuOLZke+l/Ut8eC1AIm+4oOV+pY4x89epCTmkEoNvtIsMxAFWN/QlrNqLVxBdqkzZfxzK4QRERERERERERG5/BTKfE0U01ZpqC2bfDubu+gLlcakXDhy+gJtZy/yr1fckrM1WU1lecFz1rfEWd/Qxhu7j+Xc+M/crB6o/Vp9S5wXNu7LqmgBKImZrCqR818mefnDZu65cWrBa7eQFcgY4MWHalk0t4L6lnh6WL3FMaQHzkeP4aaHzT9333yuKY0VPF9YzIFv3zyD5s4LHD71RdHvK8Yd11fQ0HqWlGvZnxHIOMarYvnZ9s/zBi1lJQ7/9rFvAN73472mkwPOvfFmxhhWP1zHE0uqWLP1cOR71Zfqr6paNLciUjXiAvfVTOfZ5fOCyo9wyJKykEp/xomky7pd/fNb/BZi4WtxHFNUsBL+/SpxDN+/syoyl6hYmeFIoao1v4JMRERERERERERERg+FMl8TA1WQDHUWRtjS6imUljiRoeyWwm2cCv2Fvr+m3j43ZyBz5/UVWWHPQO3X1je05QxkwAtF7rw+Omje13qmh2fvqeaVD5uDtTjA4usrOHz6AmcuJLLeY+mf/bG5sT24DofsihBDNGCqnTkx0p7Kd+vMcj5tj4YjKRf2tMQZW+rkvrAhKokZjp3pyRu4uBZe/ag5bzu2qRPKeOWPFkfax1WMKytYkQMwZUIZC6sqqKksB7K/V34bPF+4LZwBGk+c44kl3hyfNVsP49rClTnh72f3xb7IZ/PgN2YW/D3wg8zjZy8Gv18p1zJr8thhqTxRBYuIiIiIiIiIiMjVRaHM18RAFSSDmYWxdldrzrZJi+ZWsO6ppcFMmQ8OnCLl2sj5MqtxClXn+GvyN8kNYAxUT5vAj+66IW+VQKGN7Mwh9Yb+gMS1sLxmOgurKiIzYwD+cW0lf/qdW3igtpINDW2c6u5l28HT7GmJ555On/bRoU4+OtQZnMehv31WsAYDD9wyg2eWzwvuyc93HM1eu4HrKsaxv70765S5QiHfLZXl/NGy63nxV40kUjZyzYUkU5aT53sLvqZAJzK6vkjwyrYjTC0fE7QI8z+zP/9VI7150rHOLxK892kHWw+c4vV0m7J1Ty3llW1H6Dj/JSvvqIp8vkurp1DiGBIpry3cW/VtwfnCP/OVOPCtm2fk/H42tZ+PrOXzzgus2Xo45/czUh0TcyhJf66DbVsmIiIiIiIiIiIiXx8KZb4mBqogGSi08a3d1cqP3/YqHfxKjsxgJjyfIzOACVfjrHqwltXvNuWtzgmvKeYYvrd4Tt6WUMW2Xnt04WzerG8jkXQJzYMHvKBi77GzPLN8HlVTxvNnb+/D4rUHq5oyPtic/8vfX8CarYfZ8mkHFi/YcfBaZ+Vj8dp9LbhuEjMmXsMHB07Rlw4RrIUPD53mmeXzgP4wKusYFv7+s1NFBSphU8vHUFNZzovfrYu08hqsYsMcnwXe+7QDgLf2HAvmwDyxpIp/8+tP6U2lCr6/L2XZ0NAWfJ4fHjpNIumy/2QTjSfOUTdrUjCU/t6a6cG5kik30t7se4vnsHZXa/BZrbyjir/8/QU5vzPhVmgAn7afZ9/xczm/n+EgM5Vy+f6dVcyaPHbI7f9GwqW2KBQREREREREREZFLo1Dma6RQBclAoY3Pb8cVflxMxUp9S5yXthwMWnj1JV02N7YHm9qJPpeXthzk+ftvirS7yhx8vrO5iwMnu4PNeD/s8QfBxxzDT9OzSPKt6cWHavnJxn05qzze+7SD33x2im/dPD0IbVwXfvL2Ply8KovVDy9g77GzQUBhgYdvn8Wv9p7IWzligJKYw/70Jj9A+TUlnP8yCUSrk8JhVGYxSb5WYoVsP9TJ7qNneGzh7IKtvDLXm6vFmjGFq2Py8efAHDjZzebGdmZOvIZDpy8M+D7/VOEAJJF0WburFfCCrpKYQ8rtD7FcCxXjyoLHjy6czfqGtiBwfHThbCD374P/vdnc2M7Y0hhb9nfkrR7LDDKHMkNmJA1Hi0IRERERERERERG5NAplJFDM/IrMSoIVdTMHPG54M9hv4VVa4rCibia7j54h0efiAr893Mmuz8/w+KLZQfsp/5/M+TKOgRLHcG/NdJo7LwSVJSnX8pO391FTWZ6z3dTO5i72HjtbMFhIuTaoggEvGPD/O+mSM9D5vPMCufIOL4zxqnwAXv+4NXivH8iAN9jeD54Wza1g1YO1bG5sp+uL3qwZMoNlgd4+l1PdvTnXmEtJzPAv7rqBHc1d7Dt+DteCEzM8edcNvLb9c1xrvTAklR0c5VIaM3Rf7OP//u8H8v68L8eBOrt7qW+JBwFI5nwhPzDJfOfmxvbgO1Bs4OirqSwn3pOgYlwZHx46nbd6bLDHvdIG06JQRERERERERERELg+FMjIo4UqCzJky9S1xNjS0YSEIVSC6GewYuGv+1KAipqaynJe2HOS3hzuDKoh1u1rZ0NAW+Uv+zPkyroVEygYtq8JcYH2o7ZW/Nj8YKqYHV6GX5Ap0Zky8hjGl3XzZF207Zgz8+Xe9yp36lji/3H0sZ7XKLTMnRtb64q8a6UtZnMwhOENkIRI0Beujf9aNCc26cV1L+dhSllVPYW+bV9mTTFk+PHSa66eMo3raBO6tmU7jiXM0HT/H79rO5b1n86eN598+fhsvbTmYd33Ty8dw4uyXWcd4/9MOPjx0ml88uZRfPOnNK3pjdyt+dzeDN6MHLKnQrd9+qJMdR7pYna6aKiZwBK8936pNjbjWBi32wlVZmYo97ldBsS0KRURERERERERE5PJRKCOD9sSSqqz2YOEWYhCdIbK0egolMW8zuCTmZLUoe/7+m9h99ExQBeG3N/P/kr++Jc6JsxcpcQzJlMVl4PkmmVlGOBgqln+MXC27/PMbvKqfZ5bP45nl83juF/WcPN8bvM61EO9JBNe6+uE6Xti4L6u6ZN/xc/zhaztZ9WAtf7O9ORhMX0wVCvTPqykUjuR6PjzrZvrEa9h28DSplLdpXzGujH/3XrSyxa/aOXz6An//mdfay68Gcl2LSX9GYfffMoOdzV3UzpwYqbIKG1tWQswxWfNuwt+FpdVTvHtuvLvvfz4p11IWM3z71ul0nP8yuAdJ1/LCRq9qCrzvQPfFPpraz2cFiuB9h8MzdxJJl3hPgufum099SzyYKTRaQphMo62yR0RERERERERE5GqkUEaGxc7mLvpCw+n9GSLBxq/1KzBcNjS0AWTNjtnQ0Mabe46Rcm3wl/zhCpeSmMP3l8yhbtYkGk+c4809x3K2vCqJmWBuiK9iXFnBQMYAVdeO41i8J3hd8PJ0hY//vAPcdeNUVtTNJN6ToPtiHy9tOUjtzIl0ftEbOW6JQ6Qi4YklVXz8eRcbPzkRnBcIqoRe2NQ4qLkxJv1PWYnDqodqOXCyO++8nEwxx7s24xgaj5/DbTuH48C08jE8cvt1fHDgVMF2Z8lwUZBr+f6dVTy6cDavbDsSqWD62UfN2PQan72nmqb283Rf7OOTdAUOwP03T6dqyvggsHIz1B3kAAAgAElEQVSAWDro8QOicPs6iIZMfSnLbXMms7R6Cn/wyo7gHqYsvLztCNsOnAqCLoCPDnXS2nWBP/3OLcFzO5u7IvfeMSbnd9Bvr+e/J1fQ47fKC889+iqEIaOpskdERERERERERORqpFBGhsXS6imUljhBpUxprH9Gys7mLpKuTVcveC2i1me0J/M3ix9dODuyeb1m6+GgwiWVcrlu8thg4/uxhbODdml1sybxwYFTNJ/+gorxZbyy7QhTy8cEbdQaT5zLteyABY6fvchfPLKAzY3tkYoOm/6fEscLCRzHsKJuJjWV5fzV5v3sPhoHvI3+cIXO/Gnj+dHd1exs7gquce2u1iCQ8Y/thMp+MgOZdFFIweoXx8CqB2uDe1hTWR60+Url6dY2dUIZr/zRYl7edoQt+zuC8CXlwsnzvbz8YXNWtVEmB69VHHih0qzJY1k0t4Jnls/jg4On++f8pI/d2+fyd00nefqeecR7EuxNV7QYoHxsKTWV5cRiDm7SpaTE4Uf/8/VB2BHvSWTNk8m8D90X+7x7UDWZj9OfCcD/OBaPBDK+Vz9q5oHayuA7WDGujFi6hVvMMax+uC7rO+i313urvg2szQp6wJtJ44c4fgu01e82BY/D33sRERERERERERH5elEoI8Ni0dwK1j21NOdMmcwh7ZntyTKPE36u0ByM8GvrW+K8+I638c3pC8FrfrnnGKu/W+dtoqeVOOA4DsmkS7TYwxLvSfD8/Tex40hXpJVWzDE8eXf/kPv/81eNpNKt1MKMAWO9OSf33zIj2Iz3Kyw+Tgc0YUFlTkZu4BhYPLeCPS3xghUrKUtW6DRr8lhWP7yAN3a3BjNhwh5PV3ps/Sx/NUyhYpt7bpzKl32pIPyweKEGeJ/L44tms3ZXa9bxjnb18OO393Hn9RWUljhBq7Sl1VO88C7lfUeSKTe417uPnuGHy64fcBTQa9s/54HaSubPKI+EMp3didzXZ4m0yFv9bhOu7Q9kairLWbP1MBXjynJ+f3PZ3NhOvCcRhDh9SZfNje2Rx7m+96PVV6UCSEREREREREREZLRQKCPDJl9rJL892fqGNt6qb4tsxBdzzGLmYGS2T/MlU5a/+e3nwc8MsPKOqqAip/tiX7D5X5Zekz/7ZVW6lZgfyDS1n8e1FteCm2fYy3dvm8W7v2vHtZbXtn9OKl0hlEi6WSFFPtdVjGVsicPRMz3sPhofMIwAONzRzZqth4PrSbmW0pih6tpxOV//8x1Hae68kDXDpVgf5pgN03jiHGt3tfLG7lbO9vQVfP/HR+OUxUzQ8sz/XP0AzhgT3Lu+pEtT+/kB5wilXK9lXt2sSQOu3wBjSp1INZcfnBgsTSfORapbVj1YS1O6ZV7KtcRiTlalDBBUUIWDxBV1M9l99EzOYHE0C7d1UwWQiIiIiIiIiIhIcRTKyIjwA5vHMtqTDea9hWS2TwtrPvVFsJlfEjPBfz9333wAHqitzFrTE0uqqKksZ2dzFxXjylj9blNQKZEvHHj2nmrKx5bi2hO4Fmy66sIPF4p1PH5xwNeEW4cB1LeeZU9LPDJLJpGyHE5XDRn65+JY4Ms+ly37OxhOhzu6iw6ewAtR/JZnEA3gMu/5lPFlOKa/FVoufrVOvCcRmQEUNn/6BO6/eTrlY0sjn7dfkZVIB0KHOrqDc/clXeI9Cf7y9xdE2usdONkdBHfGwNPfrA5a62UGif536WqqKAkHWVdbBZCIiIiIiIiIiMjlolBGRtTlGjTut097ZdsR3v+0IwhB0rPsAS+YcF3L6x+3siE006ZQhU94pohNH696+gSaT38R2fQvK3F4oLaSAye7+9uRAU/efQPdvUle/7i1YKBQDMd4lTjjxpTw5p5jQbWOf135Dm+AKRPKcC2c7UkE7cqGWCSTU8wx9OZp6ZVvTbmqRsKfRWvXBV7+sBlrYeMnJ7zZOwU4QLwnQcW4MhxjsDb7njSf/oKfx3uyqjoWza1g1YO1rNrUSNK1kfZnxjGcOHuR+pZ4ZH07m7tw0+dw8Obi5LqOXI+vBoVaC4qIiIiIiIiIiEhuozKUMcbcA/wJsAiYBfxza+3PQz//OfDPMt62y1q7dIDjLgf+A1ALnAD+2lr78vCtXC6nRXMrePWPF1PfEg9m29TNmuS1oepzIVRpkehz2dDQVlT1QnjzORZzONr5RVagkUi6rH6nidrrJgWVNAZoaj/P8/ffxLEzPTlbfkH+yhvf7906g9vmTA7WuWbrYVKhBQyUrVig84vcc1WGYv70CZQ6hv0nu0MnsSyrnhKZX2P8/7FQGjPMnz6BMxcSLK2ewo0zyge8703t5yOPC4VIBq8Kyq+wSbkWxzFUThzD8bNfRo6Rr6oj3pPAzTFgx1pY93Er60NBHgw+lLja5q8U21pQRERERERERERE+o3KUAaYADQCf5v+J5ctwB+FHhfclTbG3AD8Gvgb4J8CdwP/jzHmtLV2/SWvWAoa7IZ1fUuc9Q1tGIjMJIHcVQl+BYTPBd7Y3YprKTgPw1/XD5ddT1P7eb7sS7E7VEURtrftHJ+2n6c0Zki63uyZ7Yc62dXcRV+eRMEAD9w6g/c+zd1KzDFwb830oC1WfUuc42cvUhLzwoBcRzUmHYgwvNUw/noPn/oi63mLVynyb35/AW/sbmXGxGt4Zvk8ANY3tPHmnmN82u6FOO/sPcFPH1kQ3O+1u1rZ3NjOirqZwXUC1M6cyEehIMtvBecrceBbN89g64FTJFMWjKHpxLmgqinl2iCQ8YMvx+Su0IFQC7M+Fzf9WseYYI5QZpgzmFDiap2/cjVWAImIiIiIiIiIiFxOozKUsdb+Gi9A8aticum11p4cxGGfBU5Ya/+X9OP9xpgleBU5CmUuo8FuWNe3xPnBqzuCIetv1rex7qn878lXAeF328pXObF2VysvbNwXVNfkqmjJnF3Sl7L83q0zuNiXYvuhTixkDYMPizle6PLBwdPBPJzweVwLqzbto6ayHCC4TyWO4YFbZ/Cb/R1ZbdFiBlbeUcXp7t68YU/YQJU6YTlDILxgyw8mwsEKeG2+kqFFpiy8sHEfTSfOUT6mhJc/bAYIApiaynLWN7TxVn0b4N3ju+dPpfH4Oc709AXnXHlHFbMmj2XLfq9dXSrlhTFlJU4wDwa81mJ33TiVFXUzifckCgYojy2cHVRY+a3QVr/blLcaJtzKLPw400jMX7naKnFERERERERERESuRqMylCnS3caYU8BZYBvwZ9baUwVevwx4L+O5/w78M2NMqbW27zKt8yvvcm/2rm9oCzbRe/tc1je0FTzPzuYu+kKb/P4mt/+zzHUurZ4SVDzkEnNM1mZ7fUs8EshANJAwwDdmT2LlHVW8+KvGSPDym/0dPPXNanY1dxUMZMBrjdV44hz33jSN5s4LXDuulPqWeOS8SZegKigYPp+yTCsfw08fWZBVBWQtzJo8lkcXzmbrgVORe5WLMXDzjPJoO7IMlRPH8Mjt1/HqR82REMoYeOCWGYC3RugPJvzvTcW4MkpiJrKOlPVCL5MxJ+Y//+YgZy4kIvfNtWS1fistcXh04WyAoIWY4xiajp/jh8uup7s3yZt7jpFyLaUlDs/ff1NRlSy9fS4xx1D38CSeu28+4IVE+b7/xQaKl3v+ylCCTQU4IiIiIiIiIiIiI+9qDWX+DtgAfA5cD/wF8PfGmEXW2t4876nEa3kW1oF3j6YC7ZlvMMY8DTwNUFVVlfnjq8LlbrtU3xLnrfq2IPCwwFv1bTyW0ZIsbGn1FEpjJti4Ly1xqBhXlnedi+ZWsPrhOv5s4z5y5jKZyQBeuJMvy3CMFwSseqiWRXMrqKksZ/U7TcE8lZSF17Z/zsKqyZGB8QB3Xl9Bb9Kl6cQ5rPUCoTf3HAsCi8zKG19ndy8fHDgVuU9v7jlG7XcnsfKOOZxO/zyZshjjzVZZNLeC7y2ew9pdrbkvxD+WhQdvm8Xym/rY+MlxOs73ZlXEdF5I8EBtJUBQ2QLw8G2z+HXjyaDK5609x1j39DIgVNUTc7C5ZrUE/9Pv5Pl8v55Rjy/q/3784smlvLLtCO992sHetnPsbTvHs/dUs+7pZUUHDzubu4LAK+laVm1qpKayPGjPla+13UtbDhZVATOU+SuDCU4GU4lztbZSExERERERERERGQ2uylDGWvt66OE+Y0w90AL8E7ywJu9bMx6bPM/753kVeBVg8eLFwzy946vhcrdd8lpbuZHnUqnC51k0t4J1Ty+LzJQZaJ1+S62fbNyXFXrkOt/S6imUhYKfmGNYececoK1VeKN80dwKVj1Uy8pXdgQVK6619Caj1wXQcOwsrmspiTk8vmg2BiKhSa5ApqzEYWr5mEg1DEAy5YUHrrWUlTh8Z8FMfrX3BCnXsvrdJmoqy3ls4Wx+uftY1nvD/EqhRXMrON+bzBnipFKWnc1dVE0ZHwRHjoELiRR9oevsS7/uxNmL/VU9oZ87BhZcN4n9J7tJpbyqkR8uu56/azrJ0a6evGsMK3G8NmPh0OJiXyrymlc+auZ8b7JguBe2tHoKMccE9ynl2qKCDf8aC82q8Q1m/spgg5PBVOKMRCs1ERERERERERERye2qDGUyWWtPGGPagBsLvOwkXrVM2HQgCXRdrrV91V3utku5hqvnOk9m1UCuDe6B1llTWc7376yis9urxvjgwKmgvVWuWSHh4Kc2Hcb41RO51rT64bpISLLyjioaj0dboKVSNph/Al7al9nay/fArTO4fc7kYG0bGtryDqFP9Lls2nsiqARKpDfbn7tvPqsfrstqxeZzDKx+uC64puyaIY8x0H2xj//4/sEgOHIt/P1np4jFTDAzpjTmVen8xy0HgySzJGYwENzrVQ/VAtFWcw/UVkZCrXyum3wN//kHC4FoJc7tsydFXmctrNvVyoaGtqIqQRbNreDJu28IqoAsUDGuLO/r/WDDX+2C6yYFlVPDYbDByWAqcS7377SIiIiIiIiIiIjk97UIZYwxU4HryNGCLGQH8EjGcw8Ae77O82QG2uy91NkU4eNXjCvLOYi9mKqBYtaZeYxnls8ruHY/+Fm7qzUIW/wKl4ljSnht++dBAPOLJ5fyxJIqairL2dDgtWOrqSznp48s4IV0dU4sZnAgCB78mScljmFsqcPFvv6KEgM8u3xeZF2Z9yk8hN5CpDWba70QhfQ6vn3LDJpPf0H1tAlUTx3Plv0dYAw/uuuGoIoIvKqjN/YcC0KW8PFe2/45qYzQxHVt8H6LV8GyoaEt8v65U8bzo7tuCD5bILhH4Xu9+uG6nJVMvpghCGTCbcMSSZfdR+PEHIPr2kiLt8QgKkHKx5Zi0u9zgHhPIu9rl1ZPoSTmBG3b9refH/D4gzGU4KTYSpyhtFITERERERERERGR4TEqQxljzARgfvqhA1QZY24HzqT/eRFYjxfCXA/8X8Ap4O3QMf4WwFr7x+mnXgb+lTHmJeAV4C7gh8APLuvFjAKFZmoE1QqO4XuL5/Boke2iijm+f46XthyMtMLa2ewVLmVuKhc6Tq7Kg+fumz/gMPQNDW28/nFrUGWSSLqs29UaCRQyN/7XN7SRSLpsaGhj1YO1xGIObtLFMYYf/c/X87OPmklZr2oGvAqSedMmsP9kd3DMb944NWfwlPlcTWU569NrzORXffzNPxwNwoOjXRe49+EFtJ29SCLpsmpTI9Df3m3R3ApWLp7DL3K1MAsFHj7HkPWZv7ztSOQ1h099wQsb9/HTRxYAsPLVHUFo48+g8WfzLJ5bkTWHxz+P//4f/GxncD0+bz6N5YFbZ9DceYHDp74AvDCpUMVL2NLqKYwp7Q9CKsaVsWbr4ZzBxaK5FTy+aHbwXRio3dlQPLpwdtCeb7iDk8G0UhMREREREREREZHhMypDGWAxsDX0+M/T//wX4F8CC4A/BibjBTNbgT+w1naH3lMV+m+stZ8bY74D/Mf0MU4A/6u1dv3luojRLhx0JFKWtbtaWV9ku6hihEMfv3rB3ywvZt5GuIpnsJUHmTNDwnIVcvjHywx/Nje2k0y5QcuyHc1dkTZiJn1NC+dW8NnJbmz6uSVFVEb415ev5RjAf9vVEgkwki68sbs1uC7XRofagxcCvFnfFnmfX0GS6du3zMiqatp64FTW61IWXti4j2/dMiNSRZNIz6ABgvudy+J0aLOhoS0rkIk53uJijuGDg6ejM2woXPESllm1tfrdpsh37MDJbjY3tjNlfBldFxLUzpwYCXGGqw1YZlXXowtnD8txRURERERERERE5MoblaGMtfYD8o+/APhHRRzj3hzPbQMWDnlhXzOZLZws0Nvn8tKWgzx//01Af5uqYgeuh4UDDsfAXfOn8vz9NxU1b6O+Jc4PfrYz2DBf99TSQbVsypwZYgDHMRgsGZkAMyddEwQLmeHPirqZ7D56Jng8Y+I1wLngvd+YPSmYsbK+oS2ywV+oNVx9S5wfvLqDRMpi8Ga+5PJFbyrruTElTiRgyVXlcUtlOXvbzgXXPnfKOI529USOYww8s3weAGt3tfLG7lYu9CazWp/5XAunzn8ZPQZeJUvm/c60+6gXVHzzxmk5fmpYeeccDLDu49bIZ1ZWOvC9DPMrSNZsPRz5jr2y7QjvfdoRee1Hhzq58/oKbpxRPqzVLIOdJyMiIiIiIiIiIiKjx6gMZeQrxEa30S3eZvWudEWIP4Mk3KYql1yb5pkBx/P33xT8bKCql3BFRSLpsvqdJlY9VMvS6ilBgFLMMPRE0sUYw7duns6z6QAic4P+VHcv//69A0FFRWb4U1NZHjwGgmqOWMxQd92kYC3h9wGRaolVD9ZG5u2sb2gjkQ4//HkyMccwbXwZJ7t7s67HGO81ZSUON84oZ/fReH94Ybz5M2u2Hg4qRL4MVaxY4PY5k2mL90QCqWe+WQ3AU3+7h/czAotcSmOGlXdUsf9kU6TaZfW7Tax6sDb4TGMxh+U3TWNb+j7Z9Br6kq4Xjhkic2estVw3eSwV48oiz99/64zgMyumsios87vXkREm+T4+Gud3x88NazXLUObJiIiIiIiIiIiIyOigUEaGbGdzVzC0PlMio1qiL5V/5kZmuyZ/0zzfQPJiBpVnrmpv2zl+8OoOMIZkauDN+UVzK1j1YC2rNjWSci3bDp7GAFPLx/DM8nlUTx3Pxk+OE3MM7ee+LDirJnN+x7qnlrK+oY236ttY93G05Zv/unClRm+fy5+9vQ8LlMUML363jqbj58iUcm3O+jGDF6CUjy0NNvjXN7SFWph582ccA44xQZAW9s7v2vn2zTOI9yRIJF1W3lFFTWU5f/jazkiA45s/bTzjx5SwrHoKDa1xDp/6gnnTJ1BTWc66p5by0paDbD/UGVRXNZ44l/WZ+jN93txzjJRrg/ZkGTkgMcdEwjb/mm+fMzln1Uu+mUSZn394PQdOdrO3bV/2zWX4q1mK+X6LiIiIiIiIiIjI6KRQRoYsqCbpc3HJP3cEvOqGfH/xv7O5KwgIEn3RDe58A8n95+tb4jmHsT+2cDZv7TkWCYf6Ul7NhV91MdBGerwngWu91yeSblAd88s9xwAibbocQ1ZVQ31LnPUNbVnD2hfNrfACrVR2iyq/YqhiXFnk3voSKcsLG/eRJwuj43x2lYwF/ua3n7Pu6WW833SSv2s6yT+uraTrQiIIRsCvPvHCD9e1kfOmXMv7n3YwprS/amd9jvku/r1ojV8kmXJpaj8f3KczR+OsfOUfWP3wAnr7+tuqWeCt+jYeWzib5+6bHzzvf8aPLpzNzuYu9h47m9VCDMB1rReaHDsbOWbFuDIgu/Kk2JlE4e+e/29/psznnRf4tP08rmsvSzVLvu+9iIiIiIiIiIiIjG4KZWTIMgejx3sS7D12lvc/7YiEMzEDP31kQd5N5opxZf3BAP2b6QPJV2Hjr23d08uyKi0whlSquLZQ/ma+Hxj5cs1M8efd+OcPz3wBeLO+jXVP9a8vsz1axbiyyPWUOIZ7a6bTcf7LYLaLz7Ve6OAAC2ZPYsbEa+g4/yX7jp/DL5bJXGEiZfmrzfvZfTQOwNGuHm6pLKc0ZkimvADGMURapXVf7ONn2z8PKmf8qpZVmxpxrU3P2Mm24LpJwVrcjHuVdOEnb+8jM8pJpfKHZP5z/+H9gznO5t0Pv6LJ5xgvVPPfH648Cc9s6e1z2dDQVlQA8sSSKp5YUhU8LnZOjYiIiIiIiIiIiIhPoYxcksy/6K9vifPhofTMFMfwvcVzBhyCHu9JBHNCwpvpAxloIHpmpYUfwhS7ke5v5q9+pykSjDgGHMcE4UyJA1XXjstaW1+4SieZXQH0w2XX88qHzSSt5cVfNfL44jn9FUMprzKlNGYojZngWDEHYukWY6UlDqseqgXg5W1HMCfO42BxjMnZVu7IqS8ij/ef7KYkZlgwexLLqqcE7c3CwdJr25sj77F4VTOW/sAl5hgMFmu9aqFcc2PCcj07UEi2s7krq62aSf/jOCaoaPKfd9JBly/ze1oS8wIxC7y559iA39FcVM0iIiIiIiIiIiIig6VQRobVUOZhDHWwebHvy7V57s8VOXCym82N7ayomxmpggi/d9VDtfzg1R30pSxOuuqnprKcDQ1tnOruZdvB01mzYZZWT6E0ZoJKmfD6/LZmr3/cGgQJiZTlcEd3pMLF4lXlfH9JVVD98lh6oHw4ZApX5MQcw4PfmMnGT05ErsMA86dP4ON0pYwvmbL8ru0cBzq6s9p4eUFI9v2MOSYIZsBrH/bArTO4bc7k4DNvPHGOtbtas9+cw/xp4/m3j98GkLMVXX1LnE9Crcl837xxKq1nerh9zmT+rukkfUkXjNd6LelaVr/bRE1ledZnv2huBY8vms26Xa1ByDScM2FyUVWNiIiIiIiIiIiIgEIZuQwGW0Ew1MHmQ3mf31asL2VxHILQ4aNDnbR2XeBPv3NLzvOse3pZ1nn8IfK/2d+Ba715OC9tORi0MVv39LKsmTJ+i7LMlmgAvUk3qBjyuUDdrEk5A6OdzV0cP3sxUpHjupauC4msFmYxx/CvV9zCf9pykA8PdUaOE56x4x93afWUrGDJ9+TdN3C+N8kv9xwjmfLCmQ8OnuaZ5fMAL1iZOKa4/2spcQgCGb91m2MMqx+u44klVZH7FXbrzPLgOo529fDsPdV09yYjQVdvxucR9tjC2WxoaBt0EDgUhdrsjRYKlURERERERERERIaHQhn5ShhqK6jBvm99Q1sQMmRWgbz6UTMP1FYOOPQ9LJgN0+fiAtsPdbLjSFcQKuSq0PHbZoWVxAwr76jiQEcTX2YEEI0nojNlIrNnYg4xx5vVAhCLGcaWxqLPOV7IAfAPR7oix4o5BptOgbYdOMV/2nKQpGuD8GDd08si7dscA+VjS/nT79yCAdb61SYpbzbL+oa2IFjJNdsmzK+Q8cMtvxWday2rNjVSU1medb8MMKbUoTTmRI7V1H6epdVTsiqNth/qZFdzF+ueXpbV2m4oQWCmYsKKQm32RkPYcTWESiIiIiIiIiIiIl8VCmXkK+tybFjnGkzvs5asNlYDrcHf3H9py0G2H+r0Wo65/aECRGfYhFuuxRzDvTXTmVo+hsfSlTQ1leX8b+saaDv7ZXCOwx3dkXOGN/lTKZfv31mFBTq7e/ng4Gm27O+gJObwwM3TmF4+JqjSWbP1MK7tjy1KHMOTd9/Az7Z/Tsq1kdZmfnjw3H3zWfVQLX/42s6sqpJHF85mfajaxEKwLqwlVyrjP1USM/zo7uqgOmdp9RQcY4L1uemWYpn3y59RdOBkN3vb9gXHXVE3k5rKci8gS7pY653Hn8+zvqEtZxuzwXzWmYoNK/K12RstYcdAs5tERERERERERESkeAplZEBX4q/5L9eG9aMLZ/NmfX+Q8J26Sn6190QwpP742YvUt8QjrcYGWsOiuRU8f/9N7DjSRdLtDxXWN7SxIV05En5/uEID+ufb+Me6pjQWOf6ZC4nI48xN/nDosiXdSi2Vcrl9zmSeu29+1vvCLcLiPQlcN5qcGKIzcPJVleS6Fr8lWCzmkEq5pELHLY0Z/vy73jkrxpWx+t2myL1Z/XAdqzY14rqWslInOFe+cwNZ84D81+49dpb3Pu2IXFMhQ/m+FRtW5LuG0RJ2DHXmk4iIiIiIiIiIiGRTKCMFXam/5r9cG9aL5law7qnoBvmdN0zhjd2tNLWf5/WPW9nQ0BZsohe7hkVzK7JCBUN/5UgiGZ1vUij0qZ42gcOnLwTHrp42IetcuTb5B9o8z/W++pY4pemgBrwKlj9YPCeo3Am/t5i2bv7xj5+9yOsftwbPXzu+lEVzr6WmspxFcyv48dv7grk64aocv2VZZgBz4GQ3L205GAlgnlhSlTVrJ3xvPzh4OhJcFTKU79tgwopc92+0hB3D1epNREREREREREREFMrIAK7UX/Nfzg3r8AZ5fUuc1e82BQEB9F9nxbgyHOM13CpmDU8sqYqECkAwY8W13nyT3UfPBOFLvnv7zPJ5/P2BUyRTlpKY4Znl8wpeQ/g5f/O8YlxZUIFTKFzxQ6oNDW1YoG7WJOI90cqcwQiHIhsa2oJZO2cu9PH+px1sO3CKF79bx1v1bcH9jjkmUpWTeV1rd7Xy47e9VmUfHeoM7vVA6wiHbwBrth7OGyoM5ft2qWHFaAo7hjrzSURERERERERERKIUylxhX/VB31fqr/lHasM61yD50hInaK+VdC2OgR8uu76oNeSqHAnPmwmHL0E7sT4XYwwV48qCY7zx9LIhXbv/2sFUN/lrXrurlVWbGkm5ljGll1YV5X9+q99pYm/bueD5vpRlc2M7yZRXmWOA7y2eU3Dw/ebG9sixNze288SSqqLm/RTbhm6o37dLDSsUdoiIiIiIiIiIiHy9KJS5gkbDoO8r+df8I7FhnW+Q/M7mLnr7vODAtfDa9s95oLYy2OQv9n7482Z2Hz2TFR3ihnYAACAASURBVGwtmlvBqgdrgyBk1aZGYOAqkIEMpbqpviXOqk2NwUycRN+lV0UtmltB7XWTIqGMY2DKeC98MsCY0v7WYv7vQ2+f91msfriOJ5ZUsaJuZlAhA7CibuagfncGM/tluL9vX/XQVUREREREREREREaWQpkraLQM+r4a/po/3+Z4odAp5pggpHCtDdqBDTZIK3SOeE8C11oskHQtL6SDmdXvNg05rBtKddPO5i5ca4PHTqil2KV4bOFs3tpzjL6UV3H00G2z2PjJieDnd15/bTArJt6TCNrIJdMhVU1leRBSbW5sD2bKrNl6uOjfnStV7TUaQlcREREREREREREZWQplrqDRMuh7tBtoczzffJbVD9exalMjrrWUpT+fcJCWSLq8tOUgz99/U1HBTL5ZJsYYSAciKdfyxu7WSwrrhlLdFLRSS7o4xqtSGY4AYdHcCtaFWrG9tOVg5OcfpitgPjrUybP3VEeCsJRrg2t/YklVpIIoUuEUczh+9iL1LfG8FTBDqfa61CqX0RK6ioiIiIiIiIiIyMhRKHMFjaZB36PZUDfHn1hSRU1ledbn44cXroXthzrZffTMkKsgFs2t4Fs3T+f9TzuC56ZPvIayju4RDesux3cxHGo8d998gKxWZGFN7ed58u4bePnDZgAsBHN28q13Q0Mbb+45xusft7KhoS3v5zDYaq/hqHJR6CoiIiIiIiIiIiKZFMpcYVdDa7Cvulyb48VWQWR+Pn4Y8NKWg2w/1Inl0qsgnl0+j20HTtGXspTGDM8un8ezy+cNOSAZaqAwnN/FfGsItyIz9FfKANTOnEj52FIMXiDj4LV3K7Tenc1dJF07pGqUQt+BYoO8QsdQ6CoiIiIiIiIiIiKZFMrIVS9zcxwGPxcm83jP338Tu4+eKboKYqDN+3CLL//nQ93E/yq0zSq0Br8V2Zqth4NQxgDlY0tZWj2FMaXFV5cMtRolMzRa9WAt8Z5EcP+LOW4x4ZdCVxEREREREREREQlTKCNfC+HN8cEMiS90vGKqIOpb4kGLraRrC27egxdmhB8PRbFBxaXOTLnUNSytnsI1GQHMYKtLhlqNEpkN1OdGZgf5n89Ax/0qhF8iIiIiIiIiIiIyuiiUka+d4QotBqqC8CspevtcbPq5fJv3wzHDJLyugQKF4TzfUNeQ7zWDrS4ZzOv9z7RiXFnwHTDG4NrsFmgDHfdyzYy5nGGZiIiIiIiIiIiIXFkKZeRrZ6RCC7+SwoaeM4acm/fDXXUxUKAQqRS5TFUexYQlI9neK1/LsopxZax+t2nQ4crlmBlzucMyERERERERERERubIUysjX0mBCi3BIMpgqBr+SIlwpk3ThwMnurPderqqLfCrGleGmF+Va7/HVrL4lzktbDgafRV/SJd6T4Ln75gNQU1k+pHBluEMltUQTERERERERERG5uimUEckhV0gy2CoGv5Li//jlJxzt6gme39zYzhNLqnK+dqTaVsV7EhjAAk768dUq/Ln515sZfI1kxU4hIx3OiYiIiIiIiIiIyMhSKCOSQ66QZM3Ww4OuYlg0t4Kn75nHj9/eFzy3om5m3teOVDCwtHoKY0q/Hpv/4eoTx8Bd86fy/P03Dfu9Ho5ZMCMdzomIiIiIiIiIiMjIUigjkkdmSDLUKga/KmZzYzsr6mZmVclcCV+nzf/Mzy1fIHMpocpwzoL5qlTtiIiIiIiIiIiIyPAz1tqBX/UVY4y5B/gTYBEwC/jn1tqfp39WCvwFsAKYB5wHtgJ/aq1tLXDMe9Ovy3SLtfazgda0ePFiu2fPnsFdiIw6w1ENISNvoM/tUkOVNVsP8+/fO4BrIWbgf/+9mmBejRRmjKm31i6+0usQEREREREREREZCaO1UmYC0Aj8bfqfsHHAQuAvgU+AScC/B/7OGPMNa21ygGPXAmdCj08Py4rlqqAqhtHJ/9zqW+Ks2Xo4CGf8sObE2YuDbk0XplkwIiIiIiIiIiIiUoxRGcpYa38N/BrAGPPzjJ+dAx4IP2eMeQZoAm4B9lHYKWtt57AtVkS+EjKrYVY9WMvqd5tIJF0MEHMMxrVDClW+Tu3gREREREREREREZOhGZSgzBBPT/44X8do9xpgxwKfAX1hrc7U0E/nauFpatu1s7opUw2xubA8eA+Bavn9nFY8unD2k61QVlYiIiIiIiIiIiAzkqg9ljDFleO3L3rHWthV4aTvwL4HdQBnwR8BvjDH3Wms/zHPsp4GnAaqqrvzwdpHhFq4uKXEM31s8Z8ihxZWW2WJsRd1Mdhzpwk3P1bIWZk0eOyqvTUREREREREREREaHqzqUMcaUAP8NmAx8t9BrrbUHgAOhp3YYY64H/gTIGcpYa18FXgVYvHixzfUaka+ygapgwtUliZRl7a5W1je08Ysnl4668CJfi7EXNu4jZaEkZjQLRkRERERERERERC6rqzaUSQcy64AFwL3W2q4hHGYX8P1hXZjIV0TmjJVcQYtfXdLb52IBi9f6a2dz16gLZSC7xVhNZTmxmIObdMGYK7gyERERERERERER+TpwrvQCLgdjTCnwBvAN4D5r7ckhHup2vLZmIledzBkrO5uzc0u/uuQHS6ooK3GIGYjFHI6fvUh9SzEjmr7adjZ3kUx5gVMqlfseiIiIiIiIiIiIiAyXUVkpY4yZAMxPP3SAKmPM7cAZ4ATwJnAH8BBgjTGV6dees9ZeTB/jbwGstX+cfvw8cBRowpsp80+BR4DHRuCSREZc5oyVfK27/OqSxxbOZkNDG2/uOcbrH7eyYZS2MQsr9h6IiIiIiIiIiIiIDIdRGcoAi4Gtocd/nv7nvwAvAg+nn6/PeN8/B36e/u+qjJ+VAf8OuA64iBfO/BNr7a+Ha9EiXyX5ZqwUev3O5i6Sro1U14zmUGaw90BERERERERERETkUozKUMZa+wFQaADEgMMhrLX3Zjz+a+CvL2lhIqNM5oyVgVyNlSWDvQciIiIiIiIiIiIiQzUqQxkRuTJUWSIiIiIiIiIiIiIydAplRGRQVFkiIiIiIiIiIiIiMjTOlV6AiIiIiIiIiIiIiIjI14FCGRERERERERERERERkRGgUEZERERERERERERERGQEKJQREREREREREREREREZAQplRERERERERERERERERoBCGRERERERERERERERkRFgrLVXeg1XBWPMaaDlSq+jCFOBziu9iMvsar9GXd/od7Vf42Cub661dtrlXIyIiIiIiIiIiMhXhUKZrxljzB5r7eIrvY7L6Wq/Rl3f6He1X+PVfn0iIiIiIiIiIiJDpfZlIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKPP18+qVXsAIuNqvUdc3+l3t13i1X5+IiIiIiIiIiMiQaKaMiIiIiIiIiIiIiIjICFCljIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIiIiIjICFMqIiIiIiIiIiIiIiIiMAIUyIiIiIiIiIiIiIiIiI0ChjIiIiIiIiIiIiIiIyAhQKCMiIiIiIiIiIv8/e/ceHsV55wv++1Z3CyMshCwuAoTACpchEieMhEHECbZP7Jwha8cGnGCTnRyfCWYy4z3P+mTOHmc9Y4aQxMezM8nDPrueGOKc9WTGYMLFELNmY+NgbMdIoFbASGBuMi01AoFES8hIqLur3v2jukpV1dU33S/fz/PwxFJXV79VasTM++3f70dERESDgKEMERERERERERERERHRIGAoQ0RERERERERERERENAgYyhAREREREREREREREQ0ChjJERERERERERERERESDgKEMERERERERERERERHRIGAoQ0RERERERERERERENAgYyhAREREREREREREREQ0C71AvYLSYPHmynDNnzlAvg4hoRPH7/S1SyilDvY6hxn9DiIgyx39DiIiIiIhoJGIo00/mzJmD6urqoV4GEdGIIoQIDPUahgP+G0JElDn+G0JERERERCMR25cRERERERERERERERENAoYyREREREREREREREREg4ChDBERERERERERERER0SBgKENERERERERERERERDQIGMoQERERERERERERERENAoYyREREREREREREREREg4ChDBER9Yo/EMLLhy/AHwgN9VKIkuJ7lYiIiIiIiIiGC+9QL4CIiEYefyCE77xaiXBUQ5ZXwevrK1A+O2+ol0UUh+9VIiIiIiIiIhpOWClDREQZq6xvRTiqQZNAJKqhsr51qJdE5IrvVSIiIiIiIiIaThjKEBFRxiqK85HlVeARgM+roKI4f6iXROSK71UiIiIiIiIiGk7YvoyIiDJWPjsPr6+vQGV9KyqK89kOioYtvleJiIiIiIiIaDhhKENERL1SPjuPG9w0IvC9SkRERERERETDBduXERFRUv5ACC8fvgB/IDTUS6ERiu8hIiIiIiIiIiIdK2WIiCghfyCE77xaiXBUQ5ZXwevrK1hxQBnhe4iIiIiIiIiIqAcrZYiIKKHK+laEoxo0CUSiGirrW4d6STTC8D1ERERERERERNSDlTJERGOcPxBCZX0r8rKzEOoM24ahVxTnI8urIBLV4PMqqCjOH+LV0kgzVt5D26sacLD2ClaWTse6ZUVDvRwiIiIiIiIiGqYYyhARjWFGa6nuiAYJQBGwtZgqn52H19dXoLK+1RbWEKVrLLyHtlc14Pk3TwEAPjzfAgAMZoiIiIiIiIjIFUMZIqIxzGgtJWNfW1tMGZvnRjhD1Fuj/T10sPZK3NcMZYiIiIiIiIjIDWfKEBGNMf5ACC8fvgB/IGS2ljL+MVAERnWLKRo9rO/jobaydHrSr4mIiIiIiIiIDKyUISIaI/yBEPbUBLHbH0RU1cw2ZUZrKbeZMkTDkdF2LxzVbO32+vP8mbRbM6piOFOGiIiIiIiIiFJhKENENAY4Z8cAPW3KnnlgLkMYGlGMtntu7fb6qreBz7plRQxjiIiIiIiIiCglti8jIhoDnLNjBNimjEYuo+2eZwDa7bkFPkRERERERERE/YWVMkREY0BFcT68ikBElfAowNp7irC6rJAVMjQilc/OM9vu9Xe7PSPwiUS1AQ0uM22RRkRERERERESjA0MZIqKxQggAEoqiMJChEa98dt6AvIcHMvAxDPRMHCIiIiIiIiIavhjKEBGNMm6fwK+sb0VU1duXqWr/zuAgGm0GKvAB9L+fWw6dM+c79fdMHCIiIiIiIiIa3hjKEBGNIok+gT9YLZmIKDHr308JfbAf/z4SERERERERjS0MZYiIRgGjOuZyW1fckHLjU/8D3ZKJaKiMlPkslfWt5t9PRQD3zp2MZx+cP6zXTERERERERET9i6EMEdEIZ/30vdejwKsIqJqM+wT+QLZkIhoqI2k+i7NijYEMERERERER0djDUIaIaISzfvpeVTU8sbQIMyaNH/ZVA0T9wfr+H+7zWVixRkREREREREQMZYiIRjjnp+9XlxVys5fGjJE2L4kVa0RERERERERjG0MZIqIRxh8IYeuRi2i+eRtr7ynCumVF/PQ9jVlDXX2yvaoBB2uvYGXpdKxbVjRorztS5ugQERERERERkR1DGSKiEcQfCOGJbUcRUSUA4GTwFABg3bIibszSmDVU1Sfbqxrw/Jv638EPz7cAwKAEMyNpjg4RERERERER2SlDvQAiIkrMHwjh5cMX4A+EAOjzM4xAxnCw9spQLI1ozHP+3Rusv4tuc3R6w/n7hYiIiIiIiIgG3qgJZYQQK4QQvxVCXBZCSCHEU47HVwshfieEuB57/H6Xc4wTQvxfQogWIcSt2PkKB+saiIisjE/D/+yds/jOq5XwB0KoKM6HzyNsx60snT5EKyQa25x/9wbr76IxR8cj0Os5Om6/X4iIiIiIiIho4I2m9mV3AqgF8OvYH6cJAD4G8G8JHgeALQAeBfAkgFYAPwdwQAhRLqVU+33FREQJ+AMhbDl0Dt0RDRI9n4Z/5oG5eGPD8riZMkRjxXCapWL83RvsmTL9MUfHrdpmqO8nERERERER0VgwakIZKeXbAN4GACHEay6P/2vsscluzxdC5AL4HoD/JKV8N/a9PwcQAPAggN8NyMKJiBy2VzVg4/5aRDW9TZmA/dPw5bPzsO27S4ZwhUSDwxnADKdZKta1DUUw2tc5Oka1TSSq9brahoiIiIiIiIgyN2pCmX5QDsAH4B3jG1LKRiHEGQBfBkMZIhogxuZuXnYWDp+9hkNnmiEtY2OEADY+XMJPsdOgGC6VKG4BzHCp7rCuzetR8Hh5IdaUFWa0lqG+z/1RbUNEREREREREmWMo06MAgAqgxfH95thjRET9zh8I4cltRxFWZdLjQp3hQVoRjWXDqRLFLYAZLtUd1rWFoxp2VDVgb03QvF+pApfhcp/7Wm1DRERERERERJljKJOaAOC6WyqE2ABgAwAUFXGmAxFlxh8I4bndJ5MGMgJAFlsLjUrD8d+QgahE6W1FiFsAM1yqO4y1GTOfrHOfAKQMXNK9z8a96+iKoO7KzUGdW0NEREREREREA4OhTI+rADwAJgO4bvn+VAAfuD1BSrkNwDYAWLJkSfKPuRMRWaSqkPEoAk9/5W7kjPextdAoNRz/DenvSpS+VIQkCmCGQ3WHsba9NUHsqm6EqknzfqUTuKRzn417ZwQ/APDheb2Yl8EMERERERER0cjFUKaHH0AEwEMAtgOAEKIQwEIAHw/huohoFKqsb0XEJZC5a0IWVpYWYHWG8ymI+kN/V6L0tfJmOAQwiRhrW11WGHe/UgUu6dxn4945f0scrL3CUIaIiIiIiIhoBBs1oYwQ4k4Ac2NfKgCKhBCLAdyQUjYIIe4CUARgUuyYuUKINgBXpZRXpZTtQohfAfhHIcQ1AK0Afg7gEwCHBvViiGhU8wdCaGrrgkcBopr9sf/69QXccKUh1Z9ByHCZATOQnPcr3WDL7T5bW705W6QZVpZOH4jLICIiIiIiIqJBIqQcFh1T+kwIcT+Awy4P/YuU8ikhxFMA/h+Xx38kpdwUO8cdAP4RwDoA4wG8B+CvpZSNqV5/yZIlsrq6uneLJ6JRbXtVA3Yeb8C0iXfg/gVTsflAHcJRDV6PgvvmT0F7ZxjdUQ1r7ykac4GMEMIvpVwy1OsYaqP53xAjaMjLzkKoMzzk7fh6O+NmoG2vasDG/bXQpDRbvQHgTBmiJPhvCBERERERjUSjplJGSvk+9JnYiR5/DcBrKc5xG8B/jv0hIuoTfyCErUcu4p3TzbHvtOPd080QAtAkoKoaFs+ahGcemJv0PETDUbrhhvFYb2fL9Oe6+jLjZiD5AyFs3F+LqKZ/UCYca/X2zANzh8X6iIiIiIiIiKj/jJpQhohoOPAHQthbE8S1jm4cOXcdYUd/Mgm9v6JHYNS2c6LRL9Nwo6+zZfprXdZ1hPthHf1VdVNZ3wpV66lcVoTg7wYiIiIiIiKiUYqhDBFRP/EHQnjyl5VxQYzT1xZOw5dmTRp27ZOI0pVpyDJYs2VSrSsvOwtG9qFJ/eve6o+qG2trt3E+BeGIBkUR2PxoKX83EBEREREREY1SDGWIiPrJnpqgayCjCEBKvUomy6vgL+/7AjdcaUTLNGQpn52H19dXDPgsl1TrCnWGIdBTsRbqDPf6tdIJpjJppbbx4ZJhMXOHiIiIiIiIiAYWQxkion6wvaoBO483xn1fAHhiaRHWlBUOy+HiRL3Rm5ClfHbegL/3U62rojgf43y9q9hxBiypAqBMWqlFohpCnWHOlyIiIiIiIiIaAxjKEBH1kj8QwitHLuJkYwjXOuyfuBcAhNArY9aUFQ7KhjRRuvpjFspwek87r8dYl9v3e1OxkyhgSXauVJU0A9HSzZhpdb2jG5Nzxpm/e4ZCf83bSec8/fVaRERERERERIOBoQwRUS88+8Yfse9Ek+tjAsBPVy1iKyIaljKdhdKXDe/ePDfTTXgArteT6DqNc1bWtwJAWutKFLAkC6ZShS793dLNbabV7upG7NiwfNB/B/XHvJ10z9Nfr0VEREREREQ0WBjKEBFlwB8I4W9+cwKXWjsTHnOHT8G6ZUWDuCqi9KUzC8XQlw3v3jw32XOMICYvOwubD9SZx6wpK3S9nkTXub2qAS/sOwVVAlkekTK08AdCaGrrglcRUDWZdlWLM3QBgJcPX7AFMH2tNrKGU5X1rYg4ZlpFVJnw55tuYNabYC2T91i65wknOE9/vRYRERERERHRYGEoQ0SUJn8ghG+98jE0mfy4/1BSMDgLIuqFTNpm9WXDuzfPtT7ndkTD1iMXse27S2xhjSIENCnN80rA9XrcrtMfCOGF/bVQY3+Hw6rEnppgWqGU16Ng7dJZGbUEM0IXfyCEJ7cdRUSV8KURBKXDGWBtfLgEPq9iq5TxeYTrzzfdwKy3oVx/tWbLy84yf99qUv96oF6LiIiIiIiIaLAwlCEiSsGY0/D+2WtJAxlFAN/80gxseeJPB29xRBnKpG1WXza8e/PciuJ8eBQBLZaavHO6GdurGhDqDJthDaSEoggI6FUra8oKsaasMO563K7z5cMXoDr+Erd0dCdcjzUkUlUNMyeN71WYsqcmiHDsmlIFQelyhl6hzjB2PF2R1kyZdAOz3oZy/dWaLdQZhgAgASixrwfqtYiIiIiIiIgGC0MZIqIkXnr7DLZ+UI8UxTEAgJ88tohty2hESLdtVl82vHvz3PLZeZh9VzYuXL9lfm/n8QZsfKTEFvBsfLgkbmaT2/md12kERdZqkvfPXYc/EHJ9fl+rMIzWX87gRyQ5Nt175ba2dH+u6V5XouPSWWtfW7MZrz/Ol3qd/fFaRERERERERIOFoQwRkYV1s/Hduqt45YP6pMdneRVMvMOLHzy0gIEMjUp92fDuzXPzJmQBllAmy6tkHPAkCg3KZ+dhx9MVeG7PJ7hw7XMAegWMWwWIcY6ND5egrqk9rWDW+Xyz9Zki4PMIRFW9umd1WWHCY9NtEzYYgZnbcX2ZM5QpVsEQERERERHRaMRQhogoxh8IYe22o4iqqbdfl87Jw3MrF3KTkMaU3gx9z9T8aTk4filkfh2OamYlSzqvmSg0MNael52Fhtae0Mfjia/AsJ7DowhomoQEsLcmmHYIYWt9pkmsXVqEmZPGu94750D7LYfO4dkH56cVzBjPt36djkyqpYzj/IEQthw6F9fSzFjDQLwvWAVDREREREREow1DGSKimB/sPJFWIKMI4L4FU7lRSGPKYFVIrC4rxC5/0GwxdupyO77zamVcuJIoALAGHN0RDZvfqsPae4qw+UAdwlENihDQpP73XAC4f/4U7KkJYm9NEKtjM1is59AsvxPCUc08VgIJZ7YA8a2/0jnWeM2Pzrfg+KUbKe/xYFatGK/VHdH0GS8C8HkV5GVn9esaBiP4IyIiIiIiIhpKDGWIaMzzB0L4wc4TCNzoTHqcACCE3k4p09kSRCNdJkPf+7KxbrQY23LoHP5woSWuIiNVAFBRnA+vRw84JICTwXbUXj4FCUCTgJQSigA8Qq+S+f2nzTBGzOzyB7Hj6QozJDECCIMAsKu6EZFYULO7uhE7NixPOM8mUest5/0xjt1y6Bw+Ot8CCT1Q2lsTTHr/rD+T2xENW49cxLbvLsnofqfLeC0JQAFw79zJePbB+Rm9L1IZzJCJiIiIiIiIaKgoQ70AIqKhtL2qAd/6xccpA5ksj8BPVy3C33x9ATcKacTyB0J4+fAF+AOh1Ac7GEGFJ1YhkSiYNDbWf/bOWXzn1cpevVb57Dw8++D8uNdzBgB7aoJx11M+Ow+Pl9tntqhSD1QA6KGCIrB2aREeLy+EqvUcZw0VXl9fgXXLipDlEVAAeBWBry2cZqumi6jSDIsSXcczD8yNC2Tc7o9xzT6vYq5zV3Vj0vtXUZwPjyLMr9853YztVQ0Jj+8tfyCEy21d8Hr0n0eWTzHbq6X7vkjnNTa/VYfbkfjWaP15Hb19/xMRERERERH1F1bKENGY5A+E8A8Hz+DYpdSbc+uWFSVtPUQ0nPkDIeypCaKloxvvn7uOqJp+FYI/ELK16kpn6Hp/VU4kqjQxWoJ5FIFd1Y2IqhI+r4IdT/dcz5qyQuy2tEDL8gjcv2Aq3j3drFfMaNKc77K7uhHhWNBiDRWMCpbVZYXmGgDg/XPXzfP6PMIWQqRTIZTs/hiB0o6qBkjos2jc7p/1db44fSJOBtvNxw7WXsG6ZUUZ3+9ErNUriiJQOjMXa+8psq05nfdFqtd48peV5n0F3Gf99Nd1JHv/s30aERERERERDTSGMkQ0phgb1MamZyrfX1GMH35j4YCvi6g/ODeU/YEQntx21AwdDOmEJc6NcqNV1zMPzE26BucslWQVNak2v51D3q0BwMnGNrxzuhmAPuvF2urLaIFmDZQA4IPz1/VAx6PgclsXAGDHhuXYUxOEAMyZMm5rMNa76ZES1DW1x82USbTp77zOVPdnpTtdwgAAIABJREFUTVkh9tYEEz7ufJ2nls+xhTIrS6cn+elkzjlf55NgO84212FBQY7tfvclwKisb0XEEsgAwOPl/RuEpxMWsn0aERERERERDQaGMkQ0JhiVMccDIcg00pjc8V4892cL+/UT50QDyW1DubK+NS6QEUivzZRzo9xo1ZVqkzqdygnrWr2KwLeWzHINRBKdv3x2Hp5/85Tt+86/1m5BwevrK7D1yEW8d6YZbxxrwG5/EI+XF6ashEtns95t0x9wn4GT7P6ketz5OjnjfXhx1SIcrL2ClaXTzd9Z/VXx4ZyvI5E81OvN61YU58PnVWyVTUaQ1htua0gnLOzP+ThEREREREREiTCUIaJR79k3/oh9J5rSPn7FvMn49feWDeCKiPqf24ZyXnaW7RiPAjxxT1FaAYhzo9zZqsvKbXB9ugPqw6rE9qoG7KkJZlSZsKasELurGxFRJXwum/iJwoHff3oNRk4VjmrYXtWAvUle2x8IYcuhc2YoEY5o2HLonDlTxXq/nJv+iTb5U90f6+PpVNqUz86zBcj9WfFhhER7a4LYebwBqgZ4FPf3Qm9f162yqbfrTbSGdMLCdKu8iIiIiIiIiPqCoQwRjVqZzI0BgKVz8vDcyoX8ZDSNSIlCAUUAWmzQ/RP3FOGnqxbZnmfd9Adg27ROZ6O8Nxvxiaov9tYE066yKJ+dhx0blrsen2hNlfWtULX4UrlwJHU7K+NZGoA/XGjB8Us3bC3K9tYEsWhmLsJRzTZzpS+b/ImuI1W40N8VH8Zzd/mDUDUNEML1uL68bl9aoFnfw6lm9qQKw6z3FgBePnyB82WIiIiIiIioXzGUIaJRyR8I4fFffJzW3JiFBTn4yapF3HSjES3RZr01FFjtUk1ithHzKICUiGoyrsIgmd5sxBtr3VMTxG5/EKqqz3nZVd0Y9/qpzpNOKGGEPXnZWRjnU3A7Yp9fIhJUfljPY+VsUeYcUn/mas/MFbefSbotvnpTaeMPhHC5rQtejwJV7b+Kj8r6VkRVPZxSVXuAZjyel5016JUmzuBq48MlfVqDdYYQ58sQERERERHRQGAoQ0SjyvaqBvz80Fm0dIRTHjvep+A/Lp+DH35j4SCsjGjgOTfrM51PAqSeGeKUquWTUUXirLYx1rqmrBCV9a243NaFN441uIY7RoiRl52FUGc4ZZhRUZwPr0dfk6IIS9stoKwoDxeufY4bnRHz+H//J1OTtrMyKnqsPJ6eaiTnkHpn1c8zD8y13Q9niBDqDLteW6bttJyzep5Yml6rOuc53N4v1rVYAzSvIgAhEFXt1zNY1SXO93CoM9ynICzReTlfhoiIiIiIiPoLQxkiGjW++6sqfHC+Ja1jBYB/4yefaQxIVlXh3GiHlFA1mVGFQbLgxx8I2apIflPdiG8vmYXSGbnmxr2hdEauawBhBA1GMCKgzzTZ/GipbY6KceyemiBaOrqhafprqqqEEZlENcS1M/QIYGrOOPgDobj7ZFzb5rfqcDLYbnvs8fKesMM6ewcAvB6RsOrHNk8nomHj/lqomoQEoAhkPAfFyhYkqBK1l9vjqqOSSVYdYl2LLUBT9QZ0RpgX6gzbQqhUr5dJUOIm0YyddNrZZXpeIiIiIiIiov7AUIaIRrztVQ3472+fRke3mvJYAeBP2K6MCID7DI3ebJInayNmrSKJqhI7qhos4QogIaBpEuN8Cp5aPgd1V25iZel0s4XUlkPnbJUqEkBUk9i4v9ZsEQbEAqBtRxFW02la2EOVwI5jDdhTE8Tr6ytc70HpzFzUNrVDjV1KlkdgTVmhGSr8xZfn4Gh9K7K8CuZPy4EEElb9WDf7hRDQpOyZV9OLOShWRoWQMQPnZLAdT247ih0blpv3sy+zaKytvfbWBPUwL1Ypk2mrtP5qDzZQM3YyDcQGQn+EVkRERERERDT8MJQhohHt2Tf+iH0nmtI+/qerFsV9up5oLHNredZfKorz46pI7OFKz3e6Ixpe/egzaFLi+KUbAIDNB+rMgMFJk9K2uV5Z3xqr2ughAPg8Qn8tVSacMaVJIBzVsKcmiL01QVtrMWMNXo+Cr/3JFEzOGYc1ZYU4e7XDtcrlhyv1dohmaOFRcLmty6zEsW7252Vn6eePaNBi53Ae78ZaETQlZ5zZoqx8dh4eLy/E9qoG89iIKs3ZN6lCkHSrQzIJ8xIFC/3ZHixVcNXbqpdMArH+xpk2REREREREoxdDGSIakfyBEF46eAbHHa2I3MzMG4/xPg/+4t67GcgQ9UGmn9wvn52HHU9XYG9NENc7uvH+2WuIahKa1AMTa0giBMyAIxLVcLD2irlpL2KPSwmzyibLq6CjK4I//1UVVpZO1wMgjzArZTyKwNp7ZmFNrH3XnpogdlU3xgU3Bk0CLR3dtqDAuoaoqqEroprn27i/FlFN2p5vhAvPPDAXr6/Xr3tXdSPeONaAvbFKHOtGf2V9q22mTF1Tu+vxzp+BsyJolz+IHU9XmDN6dvuDZhDm8whz9k2yEMSofvnqvCmYagl6kv1sU4V5yYKF3gYlvakeGQ5VL5niTBsiIiIiIqLRi6EMEY0oxifErZ8ET+ahL07DL7+7ZIBXRTT6JdpgT7VJbmzeb69qQPPN25g68Q48sGAqapvasdsfRFTVoAiB9V+5G68dvWRu0q8snY7jl26Ybb6sFSn3zp2MkukT8coH9QCAD8+34MVVi7Dpm6V4Yd8paFKfFVM6I9dc28xJ46FqiWplAAU9gQ+ghzrGGozN8Y/Ot+D4pRtYXVYYdy63KpfK+lYzhIrEKnFsFTKOe/ny4QuIxCp6whH3jXi3iiDrpr0RhG09chHNN29j7T1F5jkShSD+QAhrtx1FNHbeLI+Im0XTmzAkWbDQm6CkL9UjQ1n10hucaUNERERERDR6MZQhohHjpbfPmJuw6cjyCHz/vi8M4IqIxg63DXYgdUssQJ/79Pybp2JfteOBBVPx4qpFWFNWaNuUf6ikwNYSa8W8KWi+eRt3T56AA59cgaZJZHkVPPvgfGw5dM72Ggdrr6CiOB/62Hl97owR0Pg8Apu+WQqvIhLOnFEU4P2z12A8rAFYUJCD19dXYMuhc/jofItZxSMAjPMpCEc0KIrAw/9uOj5ruYXapnZsr2rAzuON+PGjpY75McDO443QNGmr+olENeyNhTUdXZGe+TIAjpy9hqa2LlvVSl52FhQBWC/DbdP+g/PXEY5qONtcZ87esbZN21sTxJ6aINaUFWJPTdAMZAAgrNpbw/U2DEkVLGQalAxU9chwnN0yEqt7iIiIiIiIKD0MZYhoRHjs//4IJ4Lt6R27eAbmTcvhRhZRP3LbYE93k/xg7RXb1zuPN5itBJvauvDKkYsQgDkfBQCe/GWl2YLrZLAdAno1yop5UwAAK0un48PzLeY5V5ZOx4KCHHg9+hqBnuAirEq8+ccgEuQxAICSGbn4xPI7JqpK7K0J4qerFuHZB+ebVTs+r4LVZYVYHQuUjKqX25GeuTmqJvF3+07hyaVF2PhwCWqb2rHzeKNZXSNj6zCqa9443gBV07+2tnU7dimEY5dCZnsyY46NJvVKnvKiSZg3LSeu1Viin4txjPXe7q5uxOJZk2z3wiNgC1B6G4b0d7AwENUjw3l2y0ir7iEiIiIiIqL0MJQhomEvk0Dm+yuK8cNvLBzgFRGNPYk22NPZJHcGKKev3MT2qgb8/W9r41px/aa6Ed9eMssMDQwSesjy7ulmfHD+Ol5fX4EXVy3CwdorWFk6HeuWFcEfCJmJh7NTWXUgZIYhbpYX5+P0lZu29eysbjQDD7drN1qOOddqvP72qgaM8ylYMW9KXLszAb0NW0tHN85c7TCfIxA/b8eoptl5vNGcYyOlxH0LpuKZB+bGvXay8KKyvtUMrQAgokr4G9rMrxUB/PixRbYwIFUYkqzSpC/BgvO8zmofo1qrL8EFZ7cQERERERHRYGMoQ0TDirEJ19EVwaEzzWi80YnuZB9vj1EE8JPHFpmfviei/uc23D1RSyzrceuWFWHfH4M4dikEANA0iZ3HG+ICGUAPCc43d5gtvpwkgO6Ihq1HLmJKzjiM93nw5h+D2Hm8AVMn3oFobPZM3POS/BoRAHLG+/CtJbNs86pUSxsv62ycLYfOmUGQEVh0R7S41zXW+u7p5rjXG+fT5+b8rdnWrec598zJwx8b28yWYj6voodSlmBHESJhCJYoRPIHQrjc1gWvR5j3XhF6wGOs68mlRXG/R5NVvAxUpUmi8xrn7q/X5OwWIiIiIiIiGmwMZYho2DA24axtgNKxsCAHP1m1iJ9uJhoCiVpi7diw3BYGnGjsqcbweBRMnXgHAPcKOL3ipedrjwC+tnAa3vv0GtRY6PKOI+jQtcOrxFfJzMnPRjDUZVaZOAmhz2qpKM7H7upGc+6Mc5PeOhvHWvlTOGk86ltuAVIPOcpn5+FEsB1RVbOtRQB48IvTsHjWJORlZ+Fg7RXXAKkmEMKPH1uE2ia9bZvR0m1vTdCcY7P50dKkv/OcAZo15PAqAl//4jRMzhmH0hm52HygztaaLZ3zGTKpNMlkdkuy8/ZndQtntxAREREREdFgYyhDRMOCPxDCX/1bdcaBzGOLZ2DLE386QKsionS4tcRybqIbgYgA8Hh5IdaUFeLI2Wtx1TKK0PMY63c9HgXFkyfgnQShilXJjFw037yNqze7ze/ljvfhz0oK8MoH9eb3rC3CpAQ2H6jD6+srsGPDcuypCULEzmVtkeWcjfPPh88j2HY7bg33LZiK51YuxJZD52zhDQBMyPLgclsX/s/3ziOquv++UyVQ29SONbG5NcbrJ6p+SSdQ2FsTNKt5VE3iS7Mmma3PFhTkpB1KOF8v3UqTTCtqkp23v6tbOLuFiIiIiIiIBtOoCWWEECsA/FcA5QBmAPhPUsrXLI8LAH8PYAOAPABVAJ6RUtZZjhkH4J8APAlgPID3APy1lDI4SJdBNCb5AyE8/ouPXT8x7mbelAkomDTebB9ERIPDuSFvfJ2XnQWfVzErZXwee2utvOwsKEKPQbK8itnebMeG5eb5AJjn2nygzhbQRlUNWy2BSjJr79F/JzxvaQu29p4ihDrD9iAGRusu/b/DUQ1bDp3Dsw/Ox4urFmF7VQNe2HcKmtSvZ8eG5XGzcdwCGSMkKJ+dF3e8BLDvRJPteEUARXdl41Jrp+37F5o7krbvAtIPOvyBEHZVN5rXrij6z8f683SbTeN2HrfXS6fSJNPqlmTnPXu1Awum5WDqxDvw/fu+wECFiIiIiIiIRpRRE8oAuBNALYBfx/44/TcAfwPgKQBnAWwE8K4QYoGUsiN2zBYAj0IPZVoB/BzAASFEuZRSHdjlE41dW49cTDuQWTFvMn79vWUDuh4iiufckH9q+Ry8+tFnUDWJcT4Fmx4pQV1TOyRgmynjD4Sw+UAdopqEIoCnls8xH3ObUWN4YX+tOUPFCE5SeWzxDFtQe7D2ihne+gMhjPM5Zr9IwKMIqJqEJvWWZMcv3cDGh0vwwr5TMIp4wqrEnpogXly1yDzv7YiK47EZOYbCSXfgrx+YZ15HqDOcdL0CQJZXwYYVX7C9HgB0RzVbiLGnJmgLsPbWBFF7uT2toMNaqQToM33erbtq+/ltfLgEoc5wr4KVdCpNelPd4nZeaws5oB0PLJjKUIaIiIiIiIhGlFETykgp3wbwNgAIIV6zPharknkWwEtSyj2x7/1HANcArAOwVQiRC+B70Cts3o0d8+cAAgAeBPC7wbkSorHBHwjhlSMXcaap3fXT5k5fKszF2nviB1AT0eCwbsjfjmi2VmDhiIZQZxg/jYUWzud1x6peNAm8+tFneKikIOlGeqgzbA6fB+IDGeH4noj974FPrmDp3flYt6zI/GMwKi/21ASx2x+EqurhwFPL52Dbh/UwXq47ouFg7RU4uqqhpUNvh7agIAd1Te3YWd0Yt+7Lbbex+UCdeQ3nmzvijrF66IvT8JexSo+G1lu2e7q8OB9nmzsQiWrwKAK7qhsRVSW8HgEJIGpZoCLi599YVRTnQxECWuwiNQls+7DenHfTHdGwcX8tNCmTVtz0pW1YX9uvGf758Hnb1wdrr/DfBSIiIiIiIhpRRk0ok8LdAAoAvGN8Q0rZJYT4AMCXAWyF3vbM5zimUQhxJnYMQxmifuAPhPB3b57CmavJNyutvrOsyHWzl4gGT0VxPryKQNiZVqCnHVai53kUYVZqaNI+b8ZtU97Y/LdWtSgAFhXmonRmLq53dOOd083maxjHRDWJF/bXYkFBjusGv1F5saas0Jwbc7M7CuuoGgmgZPpE/OF8C6wTX977tBnbqxqw6a06s02bk4QecLywvxaaJnvSohiv5T4oAL40a5K5zpzxPjNsUmJfGyHGycY283qdM3gAYOJ4H55YMithqFE+Ow+bHy3VgxdNQolVBxmE0OfMSMRX3GyvasDO4w0Y51Uwd1pOXEVNopZ2biFLb9uvGV56+0xciL+ydHrC44mIiIiIiIiGo7ESyhTE/rfZ8f1mADMtx6gAWlyOKYALIcQG6DNqUFTET2kSpWJvO5Men0dgdVnhAK2IaOiMpH9DjI32+xdMtYUhgJ47bH60NOGGvC0QkBJeReBkYxuef/MUSmfkYvOBOnNT3rrh//r6CuytCeoVIpqEIoRZLecPhPD+2WuIqBKKAqiWjETVJPbWBOM2/53r2lsTRDiqQS+mtatvuQXpKMdRNeB//OGzuEDGeLZ1Vo0ZeDjyEyOQEQCyfD2VJv5ACCcb2yBiM248HoHLbV04myC8dlYKtXVG8MoH9SjKn5CwamTdsiIsKMjB3pogrnV048i564iqGhQhsP4rd+O1o5fiKmCcv7OPXQohKzZfx/h5W0OVjQ+X2H6eqUIWZzs0a4s2t+ftO3HZ9vVd2T5WyRAREREREdGIM1ZCGUOqDihuEh4jpdwGYBsALFmyJN2RGERjinUQeCaBzJ1ZHnx57mSztQ/RaDNS/g2xbrx7FQGvR9hbZyl6Sy+3DXojYDE2znceb0Bt000z2FGg/wMrAYSj9hZaGx8uAQB8Ycqd+PRqB6JSYvOBOrMKZseG5WZoozr+mbZ+5VaNYQ0DIONv/Xtnmt2+jQvXPo/7Xqof3MKCHIQ6w7h6s9v2nBXzppjrW7vtqO2eRlSJHVUNkND/jxCfx37fJfSWZZPG+3CjM2I+L51WXntiYZRXEXhw4TQAerWQ20yZg7VX4p4fUfVKp7NXO7Dtg4u4HWtNF4nqbd/SmXFjsLZD8ygCu/1BRFX3QMcfCOF6R7ft+d9eMivptRIRERERERENR2MllLka+98CANYm8FPRUz1zFYAHwGQA1x3HfDDQCyQajdw2G1MZ71Pwbyk+XU1Eg8caYKiaxNqlRThW34oL128B0CtI9tQEMXPSePM454wSo4LC2o4MgK09GCSgSr2FVjjWAszaYgux71uHyzsH2BtKZ+S6rr87omHzW3VYe09RXHs0K1Wm96mNdFxsuYX75k/BVUeF0Tunm/HB+ev46rwprr8jrZU3UVXiiWVFqLvcjpPBdgD6XJi5U+/EsUsh8zlurbysVULWexFVJd779Jp5j60VMNbzfXjeXkDs8wh0dEXwj787a35PQJ9ps7J0Oo5fupH2zBnrnJmmti7sONaQMNCprG+1tZm7Z04efviNhUnPT0RERERERDQcjZVQ5jPooctDAI4DgBDiDgBfBfC/xY7xA4jEjtkeO6YQwEIAHw/yeolGhX84eCajQEYIMJAhGmacw93XlBVCAGYoAwAtHd243tENa9cu64wSo4Ii2W8DDXowoGoSQgjXsMU5uyYvOwuKEJCxMMdw+Ow1s2LEmGmjqfoxJ4PtOHO1DpseKUFdUzt2VTe6zsmZNnGcrbpFAHGt0pyEAIQEhGVmi6pqmJozzjXkiUQ1XLt5O+48ThqA6x3dGOdVbN+flJ2FF1ctwsHaK1hZOj2uSsatesn4WTrvsVEBY/39u25ZERpab2Hrh/V6WzVFYNM3S+MqaGbnZ+Nn316M8tl5WFCQk7QFmZMRsPkDIeypCSYMdPKys2z3b9Wfsq0lERERERERjUyjJpQRQtwJYG7sSwVAkRBiMYAbUsoGIcQWAH8rhPgUwDkAfwfgc8QCGClluxDiVwD+UQhxDUArgJ8D+ATAocG9GqKRy/hU9i8OX8DnYTWt5wgAD31xGluVEQ1D1moG60b7Lr++ge71CLx/9lpcsCFiKYTHoyB/QlZaVSeLZ03CfQumIi87C5veqrPNb1HQM7sG0OedbNxfi6gm4VEEpCbNypt3Tzdje1WDGVJEHGsLRzXUNrXjxVWLsLqsEJvfqjMrUAzNN+2tsozfUVuPXETzzdsQAE5YnuNRgB8/ugihzjDysrOw+UCdGTCUzMiFx9n2DXp1ydp7inDmal3crBqnQ6eb4Zx+I6G3jgt1hrGgICfuOc6ZLaHOsPmz7OjS59CY6/cI18qWm91RS9mORKgzHFdBs2HFFwAALx++gIrifDzzwNy486SS6H1mCHWGoQi9QkgR+tdEREREREREI9GoCWUALAFw2PL1j2J//gXAUwD+DwDjAbwMIA9AFYCvSymtU3T/C4AogJ2xY98D8F0pZXo7y0Rj3Etvn8G2D+vh8gH3pHb/1ZcZxhCNIOWz87DjaX0D/XJbF9441hB/UOz3gKpq2HeiKa3z3rgVNjf0FxTk4O/ePIUzsWH3Xq9iBg/+QMgMZABAahJTHZUtB2uvYEFBDp7bfdL1tXYeb0TpjFysW1aEjY+U2FotGpv/BkUAk3PGAQC2fXcJ/IEQntx21HY+TQMaWm+ZLbWsFSN7aoJQLYHMwoIcZHkVTJt4BxYU5GDH0xXYcugcPjrfknD4nduv1c9abuHbWz+GqgFej8BOR/sxZ5WTEXaUz87Dy4cv2Kp3vr1kVtzvYX8ghN3+oHmMJ1apZJ05s7J0OhYU5MTN7XE7l1vg4g+EsLdGf401ZYVmmzUAKa9lOEt0vURERERERESjJpSRUr4PxH2I1Pq4BLAp9ifRMbcB/OfYHyLKwEtvn7F96jodCwty8JNVi7hhRTSMOVtgGRvu1rZTe2uCCEc0aIi1+YqFGhL6fJZ03TUhy/zvs1c7zEAGsM8Z0eeLWKpOFIHHFs+0/Q4qmT4R33m10hxE76RqEhv31wLQqy42f7MUh89ew+krN3Glravn3LHzv3GsAb853ojNj5aitqk9rjJIAnjlg3pcbLmF78eq/oz7Yw02AFiuqx3vn7uOHU9X4NkH5+P4pRvmfQT0+7hkdh5ONLYhqkq9+kj0tFC7cO1z85xRVeIfDp7Bb77/ZfN7yapPKorzMc5nb0vnVFnfimjsxQSAhdMnmo+tW1ZkViK9fPiCrSLH2QYt0XvIHwjhyV9WmlVCv6luhAIgqsm4cCdVJc1wkuh6iYiIiIiIiIBRFMoQ0eAzNmNrAiHb5mkyd2X7sHLRdKwuK+QmFdEI4GyB5dxwt26W52VnxbXvkhJwi0UE9KHxUU2aVSkngu3wB0Ion52Hncfjq28ut3Vhe1UDLrd16S3LVAlFEdj8aCnWLStCUf4Es3oj1BlO2RLMCGY0qbdAc7Y5A4BxPg+6InrBrCYlXth3KunvrndPN+PD89fx+voKAMCWQ+fMYMNNOKphb00Qq8sKsaasEFWf3TDDFk0CNQ1tWP+Vu/HqR59BkxJeRcHdk7NtgYzh2KUQtlc1xM11cQYkxmNuIYf1caM6xfj5fxJsx3derYwLGSqK8+GN3T+PEt8GLdF7qLK+FRHLzyiqSrN6J9F7baj+3XBWvli/BmB7LNXfmeGIlT1ERERERESDh6EMEfWKPxAy2+Zk4ntfLe7VvAEiGhrptI1y2yw3goG87Cxs3H8KUa1nftT9C6Yi1BlGRXE+9tYEsb2qQa+qUTVsPXIRXRHVNVDZETvO2nbLI2C2NbNWb2yvarC1ILszy4Msr4LSmbn4+GIrNE0PdDSph0JagpIeI5AxqFJvs5bM7YiGzW/V4cyVm4ioMuU8nTeON2BXdaPrsZqUqLty01xnNKrh89uRhOd6YX8tPMK92sRZwbHx4RLbc90qPF5fb2+tljBkMIYIifii5UTvoYrifPhioQ+gt2BToIdl1uOGOjBwu2+bD+hzgLyKAIRAVO25Z27XO9TXkAwre4iIiIiIiAYXQxki6pUf7DyRcSBzh2/4zwEgIrveto2yBjXOyg1jgxoAVpcVYpc/qFdMCIF3Tjeb51CgV9kosM9VsQYXqiZdQ4JQZ9gW3nweVoGwig/Ot+D7K4qRM95nVvR0R7SUwYmVz6NACEAmedLJYHva51M1QHVZgQDg9SgY7/PAqwhEVQkNQLNldk78uSSMGKk7olfhGPfGWsERjmhmlZCxEe9W4fHMA3PN1mqJgjmjzZkRrBk/j1RVOcZsIutMGeN8xnHbqxqwcX8tVE1inK9/AoNMAxLnfTlYe6Xna1XCiNLCEc087+qyQgjo728Awzr0GImVPURERERERCMZQxkiytjiH/0ObV3RtI4VAH66apH5qXhu9BCNPH1tG2UNBc5e7TCrDMxqDalva6uaPZhYVJiLr5cUJAxPFCBh9U5FcT4URcSdEwDqrtzEv35vGfyBEFaXFaKloxvvfdqcdtB87trnSQOZvjJau92/YCreP3sN755uhqIIFE+ZgPqWW9Ckfu33zpuMkukTE87zkgB2VTea7SKtFRxC9FQJGRvxzgqPvOwsvHz4ghmqGOGJU6LKEGcQ4VYl6fbeslb2bNxfi2jsZ9gd0bDl0Dk8++D8Xr8fe1MV4ry+laXTzZBKCMAo6tIAdHRFbOdfXVY47EOPdKrhiIiIiIiIqP8wlCGitL309pmEm39u5uRn42ffXjysNp+IRpvh3BbJYN0IV4QelBitsA7WXnGd5QIAy2NzTSrrW/HU8jl49aPPoGoSitA37nNQw6wpAAAgAElEQVSzszA1ZxzOXu0wW6XVNbVDAiidkYu7J09wnb1SMn0inn/zFHb7g2bbqR8/ugjvn72G+pZbqL/+OVyyHJOW7EELa6VOJv5dYS42PlKCyvpWvHu62QysPmvthBKr0PF6BJ59cD721gSTnsuoJAL0UGzjwyVxc3+MjXjnfCBneLanJmjOwLGGGW7VVC8fvpA0iEjnfVtZ3wrNkn5JAH+40ILjl270utqkNwGJ29wk4z42tXVhxzG9VZ4i9MDPef7hHnr0thqOiIiIiIiIeoehDBElZGya5WVn4b+/fRod3WrqJ0HfiNz9V1/mxg7RAHP71D+AYbe5at0IB/Rh8EYwkz8hy7WiRQC42R01r0+InmNUqQ+1TyV+ugmwdE4eXjt6yVZ10x3REOoMY9t3l+D5N0+5BjmGxxbPwL4TTWlcdeJARgBYMicP5699jrbO+PkwpTNzAQBNbV1QhH69AMxASj+JSPoanthxPq+Cjq4I1m49ClXT7/3mR0uxbllRXFs5oKdyxRqqdEc07DzekDTMcFa8JAoi/IEQ9tYEsau60XXujZVxDmPmjJRIK0xJFvj0NiAxzuP2921PTdC1isYt7BpOfy+t+loNR0REREREROljKENErvyBENZu/dhsy5Ku2Xdl4+drWR1DNBicn/rfUxPE3lg1w3CaXeHcCF865y58cL4FUgL7TjT1BA0xigCyvAouNHfgdiT2S6gX/cKcz/AoArnZWQhH7W3QJPS2U4B7kGNV23Qz4WOz78pG4EZnWmuraQi5tktTBJAzzmsJowAhe67FyK6M2S1rygrxRqxSw+prC6ehK6Iif0IWtn1Ybz4e1SQ27q/FgoIc20a8NcgAgJONbeZzJIBTwXYIRUCBTCvMcAsijBDRGoglC1jcKncShSnWDxFYK3ycfwf6EpAkmrnjPF+ysIuIiIiIiIiIoQwR2RgbWwdONmUcyLy4ahHWLSsamIURURxn2CEAW3WDdcj7UHJurv/tvlO2x62BgiKAJ5cW4VZ3NO2KlHSpmsR7Z5pdg5d9Jy7joZICrC4rxC5/0KzOcLJW0XiEvnYJPcwpyo8PZRTRc31GOzO9HZn7GjUJvPrRZ+a8l0SlMNZgwvoaAOBRgPfONCNBVzhosZZm1kDGCIG8igCEiLt+LbY4ryKw8eGStN5XztBny6FztkBMIPFMILdzuIUdzvVb2+OFEwQ+vQ1IElXZOM/HAIaIiIiIiIiSYShDRKbeVMf4PAJ/OmsSnlu5kJtQRIPM+al/AGag4BzyPtSMNWw5dC5p0YuUQO3ldpwMtg/IOhKNg7l6sxtPbjuKHRuWY9MjJeaA+WRzYcpn58Hf0AZNk/B6BMb7PPB6BKKxNEQB8JPHFqG2qR0XmjvSarkG6KGJoghIKV1fe+7UO/EX996NyvpWNLV12QIegZ42X4lk+fRAwQjhL7d19VSAqEmSIABSSoQ6w2ldh8FZIaMIwOtR8Hh5Idak+f5M1pLMWsFivWeaBPKyszJaazL90YZsJMyAGky8H0RERERENBYxlCEiAPrGyHd/VZVRILNi3mT8+nvLBm5RRJSS81P5j5cXYkdVgzkcPp1B5oPBWs1g5RHA018txqsffWZWOPQmkLlrgg8r5k3Bb082JQ0kkgmrEpvfqkPJzFxzwHzCmS0KUB0Ima8VUSUOnWk2Rr0A0KtLjn3WinnTclB3Of1rUjwCDy+ajv0JKoWKJ08wW3R5FWGbySORvNPbV+dNxsrS6dhTE8RufxBRVYPXo8AbO4cnVikTjWowflKKgB4SaXrrsrzsLDz/5ikIwAz90glNJPSg6t65k/Hsg/Pjql0SPd9tdlKi+TVCCES1nlAs0wAplb5UwaS6jrGG94OIiIiIiMYqhjJEhO1VDXj+zVOpD7R4bPEMbHniTwdoRUTUW2vKCrHXMng83UHmvWUMbpex13bbVDVaV1krJRbNzEXJzFzzOQ+VFOC5PZ/Y2oMZZt+VjcZQZ9Kw5catCH57sgk5d3jR3hXt9fV8EmzHmasderiSoqLHuR63dmOJWrCtmDcZlfWtiKjx1TCqKvHbk0227yuWU1dfumHeS1WTKJudh+MuVTheReDLX8jHRxf0+T3jfApKpk/Exv21ZgCmv56GJ5YWYcak8eb7xWg1F+oMx31v029rEY5VA+3yB7HpkRJbSPStJbNsFVrOtl9ugUyyzXm3WS6J5sSkmj0zlFJdx1jD+0FERERERGMVQxmiMS7TQGbKnVn4Lw8t4OwYomGqP1ospcsfCOHJX/ZUv+yubsSODcsTbrgblRJZXgUbH7HPJTl7tcM1kMnyCHxl3mTsONaQcj2aRMpAJjvLg86wmvBxCSCqaimrbdweFwCESN46DAA8isCflU7HrLuyUXu5HZ8E220BjLPaxasIrP/K3dj2YT00CdzojNjONX9aTlwoMynbhyeWzMJrRy9BSn1df1ZSgFc/+sysJDHW7PMqcW3uymfnYXtVgxl0rFtWhPLZeXj58IVYizNdJKrhYO0VMyQKqxLbqxqwpyZohitu70lrZUyqzflEs1ys0pk9M9TysrOgxNK+4RYYDYV0fq5ERERERESjEUMZojHIHwjhHw6ewSfBdtxOs19Ztk/Bv7K1CNGIMFiDxivrWxGx/A6JqPHt0qwb7kaFTOnM3LhzHay9Yvt67pQJWFVWaG7U7qnRZ+UIIfTgIxYsTM+9A1fab6fdsswtkPEI/Z6daGxDVJO9an+2dE4eahraUs6hAfTqlo37a6FJCa9Hgc8jXCtmAD102fxoKUKdYfd1CYGSGbnmOQxtnRFbSzgpgf0nm2xhj0cATywtcp07ZA3sPzzfAgBYt6wIFcX58HmEWSnj8+rVN8YxiF27M1yxvieNoO52RH/vzJsyIenmvNvspJcPX0gYujjf/8Nhbok/EMLmA3Vmi7iND5eM+X9PBzNAJiIiIiIiGk76HMoIIQSAewHMB3CH83Ep5T/39TWIqP/0plXZ91cU44ffWDhAKyKikaqiOB8+r2JWyvg8wrah7g+EcLKxDQJ6hYxXEThztQOnLrfbKikAYGXpdNvG/oMLp5n/7bYpb22vdb65I2GbsHRoEvjkcjv+4t678epHn5nzZJJRAMhY+jLOp2CupVolnUzHqFaJRjU8+MVp+GNDCNc/j59/svaeWVi3rAgvvX3GNewxKlV+9M1SvH/2Gj4JtuHqzW79ujQJ65Ok1EMeqUkosbDHWfVoBBhv1gRt3995vMGsltmxYTn21ATNmTKV9a22tRnVN4kqHyrrW81ABgDOX7+FxYW5eKikIGXQks4cEmsIAyDh8YMZ1ljn6kgp+33WzUg1WAEyERERERHRcNKnUEYIMQ3AewC+CP3/FzfG21r3DBjKEA0TL719Bq98UJ/28QxjiEaOvm4wOzey0zlX+ew87Hi6wnWmjD8QwpPbjpoVFYoAiu7KRn3LLWgS6I5o2HrkIr40a5IZrnx/RTHqrtxEyfSJeO3opbgZJc88MNf2+k9uO5qwwiQTRmVH3ZWbaQUyAKDFnuiNVT0Y58mUBuC9T5uhuhQtehT9nm6vakj4u1sC+Oh8C45fuoHX11cAiIUQEQ2KIjBv6p04c7XDPP7u/GwsLc5H6YxchDrD8AdCcRUsYZcKynFeBc+/ecoMYl5ctch87OzVDtu13zMnD3On5eDs1Q7X91FHVwROnzZ3YN//8pXENyomVaszZ2izpqzQ9fjBHjLPVl1ERERERERk6GulzM8AtAOYBaARwDIAzQD+ZwDfBfA/9fH8RNQP/IEQnv6X47Y5BKk8tngGAxmiEaKvG8zW53sVAQiBqJreuRJ90t0YYm/QJHDh+i3zawngndPNeOd0MwD9Ux3jfPrr7akJJp1RAgCvHLloBj7pStRWzKjsKJk+EUcvtqYdzAB6K7JQZxiX27oSvqbHI6A6wiPrWtwCGQAoK9Lv7ZZD5+LOafyHlPp5whENWw6dw7MPzsfGh0vM9mgXW27BqwBGznLx+i003OjEbhGM+xnbWs1BD9K0WHVNTUMIx2KVQL+pbsQbltlBdU3ttvX5G9pQHQjBKNQZ51Ow8eEShDrDqCjOR92Vm3HXunTOXfpzU4SLqcINZ2gjAXg9+vEej2ILHQdzyDxbdREREREREZGhr6HMfQD+VwBGI3ghpWwA8KIQQoFeJfMf+vgaRNRLxuyYY44B0Ml4BPD0V1khQzSS9HWD2fZ8VQKQrnNBMuGcPZKK8Xp7aoLY7Q/GDb53Vjn8/tNrGa9JQv8dJwHbfBYJIGecF69+VA+XIhEIAHdl+9DqEmxLAO+fvYZb3dGEr7n+3ruRM96Hjq6IWQn0Pz6+5FqRYuUPhOAPhOJauxmlydZgRwPwhwstqPrsBhYW5JizZKKqhgcXTsOhM83QjAAn9jMG7PfVGXgYQcrlti7sqGowXz+iSuyNtTerrG/FtY5u27pVy801AqO/23cKmtRb3H3v3rtt1zNvygT8+nvL0goXU4UbzmsonZGL3dWNscXIhMcNRuUKW3URERERERER0PdQZhKA61JKTQhxE8BUy2MfA3gu2ZOFEHdCD3b+BEAe9P/fvQ3ApwCOSCk/7+P6iMYsfyCEx1/5GBl84BuLC3PTah9DRMNLXzeYrc/3xCplVLVvm9XW2SMXmjts4bDXIxB1CWt8XgUCepBgUET8jJLK+lbbxj+QvApmdn42Aq2dkAASZURu81yM5//liuKkrR+Ppwi+667cxL9+b5n5tT8QwqsfpW4lqUn9Wp95YC4aWm9h6wf15jXqs0nijw9HNZwMttu+V99yK+G/BR6lZw5QosDDHwhh57EG27271tHdU13lUeBV9IofjwIoioKo2lNxA9ETgkVUifqWW3hx1SIcrL2ClaXTzbk26YaLxvcq61tx9mqHWYFjhB7Wa6isb0U0FlCpmjTPmSzcGahZM4M5w4aIiIiIiIiGr76GMp8BmB777zoA3wFwIPb1IwBuuD1JCCEA/AjADwBkA+gEEIK+95ELYAKATiHEzwBskjKTbWUi2l7VgOffPJX28XPys/Gzby/mJhHRCNXX1kjO5wPpzZQxJNpsNja/Xz58wdbOqmT6RGR5FVuYcVe2DyvmTwEAKIqAZkkApuSMw2OLZ5rnzsvOilvDQ1+cZrZCs/IoAhtWfAGbflubcbszQA9kcsb7Mn6eVcn0iXj58AXz3m45dM61IseNca03u6MJZ9Z4PQKKEGa7LqcL19w/4yIA3L9gKirrWwH0/LzcqlN+/NgivGCpdpmaM84MUFRVwxNLizBj0njzGvfWBHGtoxtTc8ahqr7V1rqu+eZtrFtWZIYxhnTDRaOixmhxpwjYKmuc15DonG7Xmqxapy+hymDPsBkqDJ6IiIiIiIhS62so8/8C+DqA3wD4CYD9QogggAiAIiSulNkEPZD5EYA3pJSN1geFEIUAngDw99A/DLqpj+skGhNeevsMfvWHz2xzHJLJ8ghs+mZp3MYYEY08fW2N5Hx+upUD6Ww2G5vt4YgGDcDJYDt8HoGFBTkItnWh43YUNzoj2HeiSW/LJXqeq0ng6s1us1Llh99YiFBnfFVL8eQJECK+emT9V+5GqDOM+xdMdQ1tkpmZNx4PlRQA6Jmvkq5J431QBLBi/hS8dvSSbV5PxCWRWVyYixOWChfDprfqAAC7/cGkr7fpkRLUNbVjV3UjoppMa60SwO/PXsOhM822n50/EMLeGr2F3JqyQpTPzsO6ZUVYUJBjC+721ATNWS3XO7ptgdCu6kZEVAmfR+Av7r0bF673VAYtTxC2pBsuGhU1Zuu2JJU1mQSW/kAIWw6dc63W6WuoMtgzbIbCWAmeiIiIiIiI+qpPoYyU8n+3/PdBIcSXAawCMB7Au1LKgwmeuh7AD6SU2xKcNwjgn2It0f4eDGWIUnr2jT9i34mmtI9/cdUihjFElFKqjdZkm83WMOf19RXY/Fad2VorokqcudoR93pubbkMWz+sx0MlBagozodXEYjGkgcBvUWYs4XZ0jl5+OVH9WZbLY8i4tqeJXM51IXHf/ExvlSYm1EgAwBtXfr8md+eaDLbd1nn9ThNnXgHPMrNuPWFoxr+6XefJp0/o6oSdU3tmDFpPDZ9sxShzjDysrPMkCaiur+m8VzrzB4AePKXlebr7a5uxI4Ny22hnfVnurcmiJ3VjWbgtbu6EfctmGpWJYVViZvdUXx/RTG2fVgPKYHXjl7CQyUFCVuTpdrId4Z8ikDSypp0zulWfeNsmdeXUCVVFVCq4HMkVJ+MheCJiIiIiIioP2Qcyggh1gH4/6SUNyzfKwLQJKWsBlAd+94MIcTzUsoXXU4zCcDFNF7uYuxYIkrAHwjhlSMX8W4GnwBnIENE6Uq10Zpos9ktzCmZmWubd5IpKYHNb9Vh7T1F+Pd/MhXvnWmGlHr7rvE+D7wefZaJEAJCwDbHRtWAhQV34vy1z6FJCSHSC2gk4FrBki4NgFcICEi9kgfur/tJsA2JurXe6IzYvp59VzYCNzrNrxUF2Hm8AaqmtxYzgpmSGbmQS4CWjm68f+46olENQtHXIiVc5wdV1rfaKnkiqjTDmj01Qez2BxFVe36mMyaNh2qpzoyoEtdu3ratVwDIGe+DlPr9vB3RsLdGr/zpTdhgrX7Jy86yzZTpLWv1jQLg3rmT8eyD881z9nVuU7J5Pa8cuYjff3oNUkrXlmkjpfqkr/eIiIiIiIhorOhNpcy/AlgO4BgACCE80GfL3AOgxnLcLAA/BuAWylQC+G9CiEop5S2XxyGEmAC9/dnRXqyRaNTzB0L4m9+cwKXWztQHxyydk4fnVi4cths6RDT8pNpoTbTZ7BbmlM7ITfpac/KzU/5OOxlsx8mgPjPL5xG4f8FUHDl3HYfONEMRwKKZuRjnmFdjyPIq2PmXy83N/M0H6szKiIHiEUBZ0STcuBVG4EanLcCwunqzG4AeYCiKXvOjJiiOsQYyADB94h0ItulBSFiV+Ns3T5nX9P+zd+/hUdxnnui/v+qWxMVCdMRFgJCMDFYcicSWwAjfsDMmM+TBgw1xCPhsMidjsOewe47PZDfJcWyNF2c8yczmLLPPsmNjj0/2YskYBCb2hInBsQHHSEArtpHA3AQtNRcBogGBQK3u+p0/qqtUVV19Rff+fp6Hwequ7q6q7lCa37ff9xXQqj4qiz2YOTkXyyoKAcDShsz+3mW5FaNSJssl4BmTbakiAXrf06qS/Kjtl88twuFzzcZnZmlFIY6c67Sc57f3tWKTLeBJZXaLvWon2etarOe2f86fe/ROAMDzWw9CAFhaUXhLc5v0fba3BVyxYa9l1lF3j4p1O48agdBwqj651dlWREREREREmSKdUEYkeVs8/xbATgCtQojfAfgSwGVoX6AcD+CrAP4UQDeAP0ljH4lGtF/89rAxXyEZsyaOxY4fPdx/O0REI1YyC61O7aHMi9wul4LTl2/g87bLlm2meUbj3JWbkFLC7VLQdin5kBnorcoIhbVFa1UibiXOjAljLcdRWpCL13adiJo1IwDkuBXcjNMyLBnTPKNx/upNS8VOIkIAqirhUoDC8b1hSzyjslyWn6Xtv8NSqxr6rO2yMSMm1vygymIPaldVWWbK2Ge4CGjBjWdMNupbOox5NuYZNOb5M3q4YBaWgBp5TnPYUNPQiuptTQirEjlZsStD0qkgifcY++ccgCUw2eT1o3ZVFdY8MjPua6SivqUjagacBPCH4xex/9QlvPV01bCrPrnV2VZERERERESZ4JZmyqRLSnlYCFEG4K8A/Bm04EX//+AC0EKa/wTgVSnlZednIco8NQ2tWPtec9ILhQLA37JVGRHdonQWWvVF7i2Nfmw60Ia397VCCOt3OBbcORHLKgqxpdGPptNXogKVibdl48K1YNzXmTxuFI60dyZV8fLeF2ch5Rm4XQq+U1mIZRWF+Mb08dhxqB0S2r+ZUz2jcTpwI+G/s+aZNk4UAKOzXFGL7vrcG/v8G0CraNGfMqQiqUDGrQAlE2+D71JX1GvZ6a3IEr2XTu+3EbApAk/OmY6yqXlY+36zJeAAEBW+6KpK8pHlEpZ9VBQBVZWA0KpxvL4Aqrc1Gec12NMb1tgrXNKpIEn0GPNxr//ouGVf+6NKpaokHy5Fe68BLZBDJFzUX2/NIzNZfUJERERERDTCDEooAwCRsOXvIn+IKIGahlY8v/Vg0tsLAJv/6j4u4BDRoNEXz0OqhCoBBRKuSPCQ5RJGK626Rj9u9kSHIOZAxqUIrHpgBjq7Q5b5Kc8suAPPLLijd95JSBv+7kSf5RIMqahtaMWWRj+qF5chJ0sbGi8EcCZwI6ljixfIANosmePnr1lucwmgfFoe5pfko/nsVew5dtG4TxHAAzMnYLfpNjvFlOS43QoW3DkRu45ewI5D7UmVLEsAnjHZSWwZbWlFodHGCwDW7TxqBGE9IRV1jX5safQjGFLhjsyqsbcme3LOdNQ0tAKIhFJSapU8qsRLv2nCk3OmQ5XW0KaqJN+xwiWdCpJUHqOHSHqlTH9VqSiKAqiq0WLuc/8Vy4wfwBoWJdPajYiIiIiIiIa2dEMZp5WI/mzJTpSxahpa8eYfTuKEbXEvlrHZLiy5Z5rRQoaIaDDZF8KrF5dZBrOv/+i4MY/EiQLg/lnWoetLIy219PZZVSX5WBYJDS50duP3X7YjUUGhPnB+4/5W3Hv7V7Dn2EUkyFnSJgB8tSAXR89fw8HTV3CkvRPVi8vQcPISgiFVq9DJG4VP4gQygBZmuRRg+dwio8JIP3exdv22HBeudYcBaOcy0BW/8kinL/7rs3f0QMRcISMjz5nlViCA3iqUsAQgo1qT6fvcE1IhhLXSqCesbZ8dmU+jCIG1S8otn5F0Kki8voClFVuyVSeVxR7Urp6Puka/EUb19TW1vqUDocjgIFUCB04FkOUS+N69RY6vl07LNiIiIiIiIhp60g1lfieECNlu+9B226BV4RANd3oQc/pSF26kMNPgroJcbH/uoX7cMyKi1JhndXjGZFsCGUCr3LBXeQjRWxWiD113moGy4vX6yMwaASVSmaEIgcg6NxQAswvz0Hz2KkIxWnvFm0HTVySAL02D7rt7VHx85DwQqQqRSK5VGQCEVeBiZzfqGv1450Bbwu2NQEZogUcy1R7mxX/tfEojxFr7frNR1aQI4P6ZE7CofAqaz1yBW9G2dUUqZZwqPqoXl2F701mUTRmHNz89ZYRKeuWUPsPG/BmJVeGSqK2e1xfAitfrjdfYfKANtavnJz0Xpr/no+jHpVcc6VVDU8ePdnzddFq2ERERERER0dCTTnDyH/t8L4jI8IvfHsaru1tSfpxbAX7+xOx+2CMiovTFqrjQZ5C89F4z9LzECGek1q7sybnTY1YomKtEQmF9SRtQpYRbEZBSCwfKp+Uhx61g36lAPx9pfNL23x8cak/7uT483A5VJl+iLKCFJ/Zwq6ahFdubzmJR+RSsnFdkvFdnLt8wFv9VKaGY9t/cZi7brWBR+RTjfRUCyBudhZmTbsPj9xRGBXBeX8DYdv+pS3jpsTI0n7liVLHo29nfb3Owl0rbrvqWDvSYvtiQ7EydgWKfuxRWZdw2aem0bCMiIiIiIqKhJ+VQRkrJUIaon3h9gbQCmXtv9+Ani+4aMgtNREReXwC/3H4Y+30BI2TRKy70b/kj8t86c8gQilMxYN/WbvHXp2BMjhubvX7U7mvtt7Zk/eHe2z14/J5CfHzkPHZGwhczBYgKZNwugeVzpqOhpQPHL1yPek6XIhwDGX1O2Z5jF9HacR2/3nvKmAkjTPNrnOo1x4/Jwj//YK6legMSuNTVg32nAvhj22W8vXq+5TXtlR6BrqDRii6RdKpWqkrykRVphwZo1ThDLcjQj6tsap4RkMU6znTDKSIiIiIiIhpa2GKMaAiwLF6mQAjgmQdL8NNv39VPe0ZEFC3RsHGvL4DlG/ZaWobpba2klFAUgQ+az2HGhLFQImGNnSJ6h7zbX8vrC0AAcAnAqStZx/Ugxua4486qGaq6Q1prs99/GR3ICACPfm0ydh+70BuEAFBVibKpebjeHYoKZVwCxmwWs+1NZy0//2vzOeM5w6rExNwcnLvaHXM/H75zovGcbpcSda6dqlLslR6eMdn9OiOlstiD2lVVlpkyQzHIsFcQlRbkxg1mhuIxEBERERERUfIYyhANsnTald1dmIeFZQX8piwR9Yt4oYt93sjaJeVYOa/Iso02wNyaKIhIOPDxkfP44FA7PvdfMea5uIS22PxZ22WEwlpos3ZJOQBYFu2rF2vtrjYdaENIlRBCGHNZzPLHZqN2X2taxz7xtmzkjc5yrDhJlwBw15RcXLnRg9MJZsdo58R5zo1LEXi4dBKeWXAH1r7XbJw/VQI/23owqnpommc0Hr5zIkoLcqOea1H5FOw5dtH4+e7p43Hu6k0jMHn87mmWa1OWS6DH9J6+/8VZ3DsjX3tuh/fAqSrFPl9oe9PZpGak2D+PiUJB+2sO9eskZ8UQERERERFllowKZYQQuQBeBvAEgEkA/gjg/5JS7o/cLwD8DYDVADwAGgCskVI2D84e00j3+H/9BJ+lOGT6lSdmRy2AEhH1FXPo4lS9sKXRb8wVUaXEC+9qLbD0f5e8vgDOXL4Bl6INpdetfrAEK+cVRVVo6BaUTsJPFt1lWWxf/9FxY7E6GFJRva3JaIEGAEJKo82WogiUTx2H+SX5eP2TkzFblilCq+zoCamOLdAWlhVgWUWhZUA8oAUiqum1UyEBHDrbabx+qu3UBLRQK6xKvLitCd/86iRMGjcK5vDG6SlPB27grYZWbPL6UbvK+j6unFeE1o7r2LCnBVJqlTLVi8ui5sD8a/M5/FlZARaWFWDdzqNGkBNSJaq3NeG7c6cjZDqggnE5+HrheDyz4A7HYEG/7ak36o0B94pAzBkp9s9j9eKyqBcjv9UAACAASURBVNlEiQKMWNVWQ6UNGGfFEBERERERZZaMCmUAvAHg6wB+AMAP4H8DsFMI8TUp5WkAPwbwIwB/AeAIgGoAO4QQpVLKzsHZZRqJvL4A1rzljdsaxgkDGSLqb/G+te/1BbDpQJtle1UC1duajGoMfQHd7VJQWZSH7pCK5XOLjH+77BUagBZ46IvjsdpdCSEsi/9AJIiI3CQgUf1YGbY0+h3boQFA8VfGoCh/DEZlubDzUHvU/S7R2+LqpcfKsHF/K3LcCmZNzkXZ1Dysfb/ZCBLSJaUWsiT7HCLyt35IYVVix6F2KCIyXyaJ5wiGVKx5y4v/80/utFxDckdnafuE3hkvax6ZCUB7r9/8VJsx8/onJ1GUPxbPPXon9p7oMN4HVUpc7Oy2hEz213Cif8YktGO4f+YEPPfonQCA9R8dtwQl9s9jstU1OqeQEUC/tk1LVV/NihlKQRMRERERERHFljGhjBBiNIBlAJZJKT+O3PySEOIxAH8lhHgRwHMAfiGlrIs85gcAzgNYCeC1gd9rGmm8vgBe3XUCOxwWA+NxK84tgoiI+lq8b+3Xt3REBSOAtjivD2s35pKEVSwonWQs8gPav4HNZ65gmmc0TgduANBChyfnTAcQvSBvXqzuvNETt9VjSIUxOyQW36Uu+C51waUIox2XjOyDSxF4+oEZqG/pwJFznZZqjMfvKUTTmSt4aNZETMzNwfnO7pT/HTeLt4/2SppY26pS2+e5ReNx4FQgYchz7mo3nt96EK0d1405ZE7vtb6w/3nbZaNSSK/QeeeZ+Vi7pBzV25qgSolst4IJuTlGyCSgzaqJNxPF6XX1QMYpKLFvu6h8CvafupR0VYlTyAhgyLULu9U2a4kq3IiIiIiIiGjoyJhQBtqxugDYm7nfAPAAgBkACgB8oN8hpbwhhNgN4D4wlKFb5PUFsOyfPk3pMZwdQ0QDLd639q2VK4CEgIwszuuL47ECHa8vENUSTAGQnaWgbGqe44Ky+Zv/+mJ6PBv3t+KbX50Mt0sgHJl/4hRWhFWJr9yWjW+VFaBsah4CXUF4xmTjpfeajWPTg5Fgj4oX3z0IfZyKSxG4/47U20sJAHdMug0tF645jWAxxGptplfMmO8OqxJtl7pS2o8Ne1qwsKwAgBZY6HN6JGAJo4TtcWFVC97WPDITpQW5xvsCAJsPtCEYCbj+cPwi9p+6FDcUcPqMmVvVmYMSp23Nr5+oHVmskDGddmH6a3jGZEe1eUv2sf11Pe+vuTReX8AIO/UqMiIiIiIiIro1GRPKSCk7hRB7AbwghGgCcA7ACgDzARyHFsgAgP2rr+0Apjk9pxBiNbT5MygqYgUDRdMXM462d2L/qUDSj7urIBc/f2I2Fz+IRrChfA2J9a19+wI5gKiF5liBjr5obDa7MA/Vj5XFrGbQgxpFaFUsbkWriIklpAIfRCpYCsePAgD4L9u/i6G5cC2IjQfasHwOsLSiEK/tOmHsnzk0EbbKlbAqsdvWfi0RAW1mythsl2PoksycGQmtvVrYtp3eBlOv9pk16TYcPhe746qUQF2jH1sa/ejuUaEoAgISYdV6rALW9mjm4E3/fOjXOPNbYg8FYoUR8VrV2at2qkryLRVX9sfWNLRaqnfMgVCskDHVdmFeXwArNuxFMPIG6LOJvlNZmDCsSLeKJZVApD/m0tiD1M0H2lC7ej5/NyEiIiIiIrpFGRPKRPwbAG9CmycTBtAIoBZAhWkb+7JIzNbvUsoNADYAwJw5c26lxTyNMPpCytv7Wy2DrpPx7EMlRmsZIhq5hto1pKahFdubzmJR+RSsnFeU9GK6fYE2VqBTVZIPlyIs817Kp+UZ29oXlM1BjSol3vjkJNYumY03P2nB8QvXAWihwezCPBw+e9VoRaazhzFOwUcoLFHT0IpNB9oc27IBwIyJt+HUxWsxwyCX0IILp+oX/RcICSCsqvjCfyVqG0UApZNz4wYpOinjBzhPPzADG/bEbvEGAFkugYud3bjZ09uazPz8xn8DeOahElztDuFipxb8bGn0A4ARtjz1Rn3UjB09gNJDFWPGkCLw5JzpWBojXDCHJ54x2ahr9GOz149QOH6Q4fUFUL2tyXj/gg5VIk6fyVTbhdU1+o1ABtDeg2BIRW1DK7Y0+uMGLelUsaQaiPTVXBr7fveYPvg9YTkkWr0RERERERENdxkVykgpTwBYIIQYC2CclPKsEGIjgJPQKmcArWLGPMV4EqKrZ4hisn+bNlnZbgW1q9gDnogGXk1DK57fehAAsOfYRew72YH3vziLsCqRk5XefAp7qFNZ7MHLS8rx4rYmqKpEllvB0opCALEXlBUhoEaSgrAqEegK4pff+QZWbNiLnrCE4hKYPG4UJo8bBQnEnfMSK8iQQFSgA/QGKsfPX0OWS+CuAmsFil6ZsnZJOQBYWpyZn1tnDugt3/aQ2r//ZjMn3YapeaOiKnLsVTv213rH64+63/xaAsDDpZPw8ZHzzk9iogggd3QWFpYVWK5pm7x+1K6qMoIG83NnuazBi7klWTASgNXFCTD02+xhT7wgo76lwxIsKUL0SZWInb2dm04C6O5Rsfa9ZlQ/VhYzkEy1iiWdQORW59LYVZXkI8utGMFQlqt/zi0REREREVGmyahQRielvA7guhDCA+BPAfwYvcHMQgD7AUAIMQrAgwD+wyDtKg1DL2w9mFIgM360G6seuoNzY4ho0GxvOmv5edtnZ4wF8WBP8vMpzDM39Nkk5iqHlfOKjHkgnjHZRpsyfTHZXt3w9AMz8OpurfJDAui80aPdKQQkJEJhabQrc1lzjZgKxuVgduF4CAAfH72AcFiFSxGAEAiFtVZpi78+BbuPXsClLu31esJaWyzzQPsHZk3Ac4/eaexzaUEu1u08ik+OXXQurzVZcvdUvP/FWaiqRHaWguVzi9B8tgmhsITbJfDD+2fghXcPRj0u0aXl0vVg1G2K0hsIZbkEJubmRFUFOZUECwF80HwOn7ddRo/phfWAxBw0uGK08dK30QMWCa26ZN3Oo5ZzZ+YY9sQJMqpK8pGTpb2GEFq1UH9cS5dWFGKT1x85XoFvlk7Ch4fbEZbacX3uv4IVG/Y6VrOkU8XSX4FIKrNtKos9qF1VxZkyREREREREfSyjQhkhxJ9C63byJYCZAP4BwBEA/5+UUgoh1gH4mRDiSwBHAbwA4BqAmkHaZRpmnnv7j0m1oNHNmjgWO370cP/tEBFREhaVT8GeGHNSFCW5xWBzqyq9wsWpXZP+94rX643KgVhVgrmjsyyBwRufnMTV7hBCDn0hY7WKdCvCEkK0X+3G5WMX8NbTVXhmwR2oa/TjYmc3JIBJuTkom5qHl37TFBWuTx43CjlZncY+m0MFfaF7UfkUNJy8ZFQ4OGUoCoBZk3Ox8ZnbjXCq+YzW1kxAq/RoOnMl4YwZ3cxJt2FstgsHTzs/Rm9JJgCjiqWuUQsXRKSdnFPrtbCqBQ3AFbjMwU4kIEkmaNC3MbciUyXwybGL2H/qkmPFTFVJPtyKMM6/EMCDsybGPP7KYg+qF5cZM2V+vfcUFpYVpBQiphJQmOcpffjleUvPt3jVLKlWsfRHIJLObJu+rr4hIiIiIiKiDAtlAOQB+DsAhQAuAagD8DMpZeSrt/h7AKMBrAfgAdAA4FtSyuRX2Skj/eK3h/HmH06mVCHzyhOzsXLe0BruTUSZSf+3aHvTWZRNGYdf7z1lhCtrl5QntShrnpsBKY0B8k5VDlsa/UYFQDCkYkujP+4cGj1UUVUJAa3dlz4TJRa93ZQiYJllI6EFRfpi96YDbUYliEtoi9D2f8tdArjZE4ZbEZgxORc/f2K2MVfltV0n8OHhdkhog9/DYWuVh33eSnaWYgkBnnqj3nIs4bAKAWBUVuxj1I8ty63gl8u+DgBYvmEvVNt+CwBCCAjZ2y7OHKacvnwDNQ2tjs9vfqaCvNH42pRxOH/1JpbP1T4rP9t6MKmwQF/UL5+ahw27T+BUR5fxHjgFGJXFHjw5ZzpqGlohobVr23moHXsiQZo9CKsqyUegKxgzBIzlVgOK9R8dh2pLwfq6vVdfByLpzLYhIiIiIiKivpdRoYyU8h0A78S5XwJ4KfKHKCnPvf1HvPvZmaS3nzlxLH74QAkDGSIaUlbOKzL+XVpYVpDywHD73IzqxWUIdAWj2pQBwIXI4HhdrDi7stiDtUvKtSqISKuvpRWFKJuahxe3NVlmiQB6CAHMKfbggC+gLT47BBUul2KEMZa5LxLYdypg2V4RwOxpecZ8l8PnOvGPO4/iz8qnRO1DMBQdorgic2BcCrB8bpFl0H19Swe6bcGLSxFYWlGIpRWFeDUS+NgrYMzPBWhD6O0BgXacovd2U0WHvtjv9QVQGwk/dIXjtfk8py/f7L1RSuw5dgHBkIrms9p7oT/tO/tbsfGZ++J+Try+gNHODtCqheK1JNNbhQVNFUfmEMEeqFQvLktrZsutBBR627Rgj1Zx9M2vTsKzC+5IKgxK9X9bfSWd2TZERERERETU9zIqlCHqK15fAK/uOoHP2wI43xndw99J3mg3fvJndzGMIaIhL51v6Du1s9IXz7t7tLkta5eUo7Qg1zJo3u0SWBYJF+y8vgACXUE8/cAMNJ+9ikXlU1BZ7EF9SwekQ88tGfk/48dk9847icyLCYe12ScP3zkR7Vdv4gv/lYSzXwDge/cW4bcHrTN3dh+7iE+OX0zYYkxRtHZkalhCURRLIANoi+SKqYpHbzGmn7s9xy7EbEk2dfxoAMCKDXsdqzSnjR+F05dvGsfYE5ZYt/MoFpVPQaAraLxHC7822ZjLAwALSiehbGoent/aO9OmbGoedkbCIXs1TkjVQqF4nxdzAKII4P6ZE2LOlNGpam9YZQ9x7IFKoCvo2EotXgByqwFFvPZtsV43neqcvpTObBsiIiIiIiLqewxliFLk9QWw7J8+TXr78aPd+DHDGCLKAPYwR68EkQBCqkT1tiZ8d+50ox2ZAPDdOdMBaO2gzIvunjHZeOk9U3WFAPafuoTSglxjQV1fmDe325IAfn/kPB4pnYRJuTmWapI/+gLYcajd2FaBFgrdPX08vJHKGnPkoAdGh05fwWddVyzHGi+Q0duLQQJhqVXjhMPWagyvL4AXth60VNq4XMK4Tw8e7MwBRV2jP2bbTL+50iVyXvYcu2jMDlIEsPrBEjyz4A58fPSCEU6Yg6PtTWexqHwKSgtysfvYBeO9tGs+fQVeXyDmIr89AEkUyNQ1+mE+9NmFeah+rMx4jFOgYv/sJQpA+iKgcAov473uUGgfxhkxREREREREg4+hDFEKahpaLd8eTuTZh0rw02/f1Y97REQ0dEXNhJG9M2H0BfVxOW4sf20vwqpElkuragmFVQghLIGFeSF7zSMzjQV1z5hsBLqC+KztMnZGApdQWGLHoXa4FYGyqXkoLcjFOwfaELIFGObF/pqGVvyXD4/i3NXe1mplU8bhyLlONJ25mvQxK6I3sJESUBQtMhJCwDMmG4C2cP/d1z5F2Ja5hFWJmoZWbNzfhsVfnwJ7MdDc2z14uHSSESJsafRb7tfDoGQqgFQJvLq7BUX5Yy0D7PUFe3M7OwCoXlyGF989CKcM6HP/FTz1Rn3Myo9UAxBh+7l8Wl7KgUoyAUh/BBTxXpftw4iIiIiIiAhgKEOUlJqGVrzyL4dwLRhO+jGvPDGb1TFENKKY2zIBSLjIbpkJIyWyI5UYSysKjUCleluTEdpo81+0yhLh0J7M5epdyDYvqHt9AZy5fAMul7AELyFV4sVtTSifOi4qkAGAsshiv9cXwN/8pilq/swX/itoPhM9u8Ys2yXw0p+Xo/nMFVzo7Mbvv+ydAeN2K/jhfbfjjU9OIqxKrH2/GaUFuahv6YgKZIDesS8hVTrOKrOHFUsrCvFOZDYOoM2a+eZXJ+PjoxcQCqvGfrgUAUjpGKi8+YeTeOKeaQnDkkBXMG7YE+yJX/kRKwBxavWlz5QxV+84PcZpXpHXF0Bdox8XO7vhjrSGMwcg6c50SfZx8YIXtg8jIiIiIiIigKEMUULf/+cGY8BzMube7sFPF93FxRYiGjaSWXA2t2VyK70VLYlmY6ycV2QEEebnryz24PmtB41ABtCqTFwuxZj/0hOytssq8oyOu19OoUFYlfjCfyXqdkUAyyoKtSH07zVHBTKAVnGiqhIuRUCVEtLW3kwAeOnPy40Afv1Hx7HzcLtx33cqC5E7Okt7LIDuHhV1jX4sqyi0tFxL1r5TARzwBSzn/OHSSdgRmQkjJfCN6ePxzII7sKXRj437WxFWAZcAfvhACTbsaYlqu9Zy/hp+9cGRhO+jHjbEamGmKCLl4CNWq6/KYo9j9Y7+mBWv11va2umPBawzdrJcAsvvLTJmFj2/9SA2e/1JfW7j7Wf14jLLXB4zc/DiFBqxfRgRERERERExlCFy4PUF8NquE/j9l+1waOnvqPgrY/D/Lr+biy1ENKwkO3zc0pbJVNESqzWUfWHe6f6N+1sttz32jan4N/NvNx732q4TliH0xy9cj2qT9dquE7jZE/8faglEhSCP3jUZWxr92HSgzXEui9slICNVFvoifE2DD6dNs1okgI37W1FakIvKYk/vrJvI/uw7eQnlU8dZ2opt3N+GZRWF+NsnZuNnWw/GDWYUACLSDk3fztwWCwB2Hb1gbO+KBCOVxR68uuuEcf0KqxJXu0NRlTYAoEZ2LNGMEz1sqGv0Y+P+Nkv1kCKAtUvKjaqjZIfZx2v1FSu82NLot8za0R+7pdGP1ktdlvcyFJaYNl4L8p56o94SKKUy08W8n8GQaqn8cjo+/edkzwMRERERERFlFmWwd4BoKPH6AvjZ1oNY9k+f4oNDyQcyj989Fbt+/AgXXIho2LEvjNc1+rH+o+Pw+gKW7fTAwSW0CoQstxIJDbRZKV5fwHicvjD/qw+O4Kk36qOeS39dewuvz9ouAwDWPDITlcUePLPgDrhd1ijBHEjUNLRaQhvdg7Mm4JUnZuOpeUXIdgljn/X9z3Yr+PjIedQ0tDoGMoD2C9L37i3CW09XYeW8InjGZKPzZihqO32eij7ovnpxGQAt7Dh+/hre/eyMpW1YWJX45fbDKC3Ixcp5RfhGYR6UyCGKyOsKAG4FWDGvCC8/Phs5WYrxC5siYLTFqm/pQChyEgWAJ+dMN+bj7DCdFyG0+526sLmVyPlJYsZJZbEH5VPzkG17T1QJlBbkAnAOWnTmzwhg+0wlOWPFfggCWnXVpgNt+MNxa1Wr+TyZAxmB5F/Pvp9KZNaR0/GZxTsPRERERERElNlYKUMU4fUFsHzDXse5A/E8fvdUrPvePf20V0RE/cs8A8OliJjtnezzMI6c6zQqBl56rxmQEiFVqx5YVlGYcMh6VUk+3LYZML6OLqMSBkDUIHvFtni/vels1PG4FYHnHr3TMp/EPgfn87bLjmGOWU9YqwTSQ47ntx6Mva3pGANdQSTK8/ed0lpwhcIq3C7FmH0ihKlNWqQ6JtAVRPXiMjSfuYLznd2YlJuDpRWFxvGZ55fos1fs56Vsah6WVhRi4/42S7s4tyKwdkl5zFZcdvHOg378sWaqxKqgiTdjxakN2rKKQmyOzNFxKcDyuUWQAN7e1wpVap+R2dPyUD4tzzhPR851WsKchV+bjGcW3JH0FynsLcnWvt/sODPGvM+eMdkxZ8sQERERERFRZmMoQxSx5i1v0oFMQW4Ovvm1yVhmWhgjIhqOzAvOZy7fQG1kcdspTDG3lKpv6YAqeysGABjtzCSQcEG6stiDjavn47VdJ/CF/zLar3Ybj69r9GNLo99S3aAAuH/mBEvgsqh8CvaYZn6Z22g57bPuP+88avn5roJcHD7XablNAtjs1ea/2Nus6VyKAKR1kHxVST4U4VyVYqafp3BYxffuLcLU8aMtC/5CEdi4vw1SyqgZPnr4EivUsJ+X5XOLUFnswdol5aje1oSQKqEI4OkHZmDlvCJ4fQHjnC+Nc12LdR6yTcdv3qfOGz1Yt/MoFpVPQaAr6BjU6X/0Khr9OOLOm1k933LMXl8AWxr9xuet+rEyyzEEuoLGe6IIbe5Oqtdu8+fIaUYSkNrsGSIiIiIiIspcDGUo43l9Aaz5X16c6+xOuK1LAO88ex8XV4hoRDEvjNeZFrfjfbvfUmHjUgApEY7MYFlWUYhlpgqVeHNKNnx/jrGYrb+ugDa7w9xuKjtLsQQyALByXhEALSyYPG5UUtUP9S0dCNsC+Gy3czdXfVbJpHGjAFyJur986jh8q6zAcoyVxR6sfrAEr+5usWxrnmnjVgBFURAO91a4mPd74/5WHPRfMSpugmEJYZvhox9LVUk+1jwy0/Ja+nnZ3nQWi8qnGD/rf1dva0JYlfj13lMoyh+Ll37TZLRx2+T1o3aV8/wT+3mYNn4UHi6dZOy/ubLFMyYb//C7IwCAPccu4tmHSmIGdU4BjLn9V3eP9j7EmjeTqOImVvVOumLNu7G3LAt0BaPeGyIiIiIiIiKGMpSxnnv7j/hd8zncSDAgWpftVmIuVBERjQSJFrfjbXvkXCe2N51F2ZRxUWGBUxuqeM8FwAiHXC4F36ksjKpMND/ntn/7QNLHWFWSjyy3YgyLz3YJTI4RukgAmw604Yf3z8CHQFRbspzIAr99v3699xQEtFkuJRNvQ8mEsdh5uB1SauHM8rlFlrZq+uO9vgDWvt9sqRDSuV0CaiT08ozJTjhEfuW8IiOEMQt0BbUWadCCg+1NZ9FjCqlitZsDgGcX3IGPvtTmrSkA1jwyy3gNe7CSm2P9FXNvS0fMz5bT/BXPmGwIoVUi6e9DvCqeWEGJfl+yn+tb0dfhDxEREREREY1MDGUo49Q0tOKV3x7Cte5wUtuPyVKw5puz2H6EiDKCfXE7XqBirrDRw4Q9xy5CETDCAgDGYr0QAt/86iQ861DRYn/dRLNGEoUS8Y7vh/fdjnc/O42ir4zBTxbdhR3N52Ju3xOWeH1Pi+OcGH02zEuP9bap0gMGCS24eOKeaagqycfuYxcQDKlQhEDZ1DzHEMH8WDMB4Mk50zFt/GjLa8Sb2ROLPThYVD4FDS0dRqVMvDBBa4E222iBVr2tCYAWANkrW272BC2PDYbUmMGJfZ/0Nm5hUw+4sCpTOk6nfe/va/hAhT9EREREREQ0vDGUoYySaFiznQLgf6aw2EdENJIkG37YwwRzWADAWKyHlNhxqB27jpxH7er5CStxYt3vFErotydaDK9paDVai5272o1fbj+MA6cCMbeXAOKNGwuGVLyw9SAQCaKqF5dFVUtUFntQvbjMaBu29v1mlBbkxm2zpShaZYyUWuu2ZaYWYWcu34BbEUa7uFQqMpyCg9KCXNQ1+iEASzWKUyAX6AoaYYkezJQW5Fr2XdVPnIm5RZz+vJ4x2UaYZd4n/f3VCcQPi4aSgQh/iIiIiIiIaHhjKEMZo6ahFS9uSz6QcSsiamA0EVEmSbYiQ1+QD/ZoC/KKsC6iC9v2PeFbq3qwzLNRBD5vu4x/3HkUPWEJV+TfbqfWXYA2Z8VsX5xAJpbRWYql9aUeQuhzRJyqJextw/Tj14fUn+/sxqTcHMtweMAaNJlDMrdLwfJ7p0e1dbNzClacZrIkW41UVZIPlyIQigQzYVVi3c6jeO7RO43j/vjIeey3ndf5kePRn1dv0WauqjLPXzHPK3JqX0dEREREREQ0XDGUoYyw8Fcf49iF60lt6xLA9+4titu7nogoEzjNyIi1yK8vyJurH/QgQVEEwqZyE5cCx6qHWK3S7Lfrr1fX6Mdmrx8fHGo3tjW31TLvh25R+RTsOXYx6XOQ7RIIS4mwqX+Z0ywyAcClCJy5fAMALPN06hr9uNjZDUURkJHgSD+XK16vt1SF6PPLgOjKH3tIJoCEgUw6bd68vgDW7TxqBCfmEElrYVZuVP1IAJ8cu4j9py4ZwUpVST6Wv/YpTIeFX+89hYVlBahr9OOmOdByCPwyoQ1YojlLRERERERENHIxlKERzesLYM1bXpy72p1w24dmTcC8knwukBARRdgXxwHEXOSP1bapvqXDMhsEABRFidqupqEV1duaoEppee5YwUJlsQf1LR3oCUUHJHowY38uAEYFzX/58GjCa8M3CvNQ/VgZAGDte8343H/FehyREiC3S8GCOydi19ELeKuhFTUNrZh7uweP31OIl37TZMxrMQhhnBv7/veEVGxp9KOu0e9YpeJ2KUaruE0H2uJ+gSCd2TPm863PxbG3Dls5rwilBblYt/MoPjl20TG42fjMfVi38yj+cPyi8fqv7TqBnYfbLa8XqzXZSG4DdiszkYiIiIiIiGj4i14VIRohahpa8eSrnyZcdMtSgFeemI3/8ZfzsOaRmVwYISIyqSz2GP82xprlEo9ebWNuYRYOWx/r9QWM4fGq1Oa0mOfExHrNqpJ8Pd+wENDaatkf4/UFsP6j4ygtyMX6pyqR7Yp+sCK0x2e7FVQ/VmaEA9WPlVnmomS7BH7++Gz86FulqF1VhbunjzcqXiS0tmgvvHswOpAxHX9VST6y3NZfxbLcCiTgeMyVxR58p7LQOJdhVcZ9D/Rz7xLJz2Qxn29FAPfPmuAYGlQWe/Dco3ciJ8v5+fX79dd3uRR8eLgdtnwOD8R4/r6kv+9eX3Srunj39Zd0/ndEREREREREIwcrZWjE+cVvD+PXn57CTYdvT9uNyVJw6OVFA7BXRETDn1M7s0T0apstjX5sOtDmOJzeXk0jAJy5fANeXyDua1YWe7D6wRK8urvF8ppL7p6Kf20+F9V2bcWGvegJS2S5BGpXz0ft6vlGC7RwWNvWPNPFPneldpV2HBJwnHGiCFhCB3sAodPbl5mf83xnN650BdEdUtHVHYIiBCBlVNu48ql5yMlK7j2I1wYsVvss+/l+7tE7YwYmidqMme8/ffkGahtaq/67zgAAIABJREFULfdnJ3h+XU1DK7Y3ncWi8ikxZwXFYq9Ksc/sGYyKlXT+d0REREREREQjh5AyxooBpWTOnDnywIEDg70bGe/x//oJPrO1l4lFEcCmZ+9jZQzRIBJCeKWUcwZ7PwbbcLqG3MosjHgzY556ox5BfdZIpBREXygHouermNU0tOLNT1oAIfDD+2dg5bwieH0BI0Apn5qH9R8fx+nADeMxK+cV4ZUnZqd9TE6P+cVvD1sCIkXLVWD/TWvmpNtw74yvWIKdmoZWPL/1oLGNPqNm7ZJylBbkxgwWYu1vvGMyB1SKAF5+fLYl7OiPeSfm91gILbCZOTnXMdwys5+XV56YnVIws/6j4/jVB0eMyh9FCKOt3bKKQtTua4UqtXlyf/2tUmMWUH/jTJm+wWsIERERERENR6yUoRGhpqEVf/svh3A9GE64LWfHEBGl71ZmfcR6rF5RUdfox8b9bUbVjN7GLFZrSfPC9s4fPRx1f12j3xhWb3exM7q15ZFznahr9EMAcWe1xJoJ8tNv34Wi/LHYuL8Vk8eNwsOlk7D2/WajVZWAFtAcP38Nx89fw+YDbahdPR+VxR5sbzpreQ0JQEqJQFcwqt1VoCsYNzxINLOkrtFvtFULS+DFdw+itCDXMh8I0IKwHc3n0Hz2aswqlWTDBXPVjGdMNta+34wDkeAsXoWK/bxsbzqbUihjrkoRQiCsSmMGjgQGrWJlJM/MISIiIiIiovgYytCwVtPQiv+84wguXAsmtf3Cr03G69/nFyqJiIYafWaNaur5pQgRc6E8UfCgBxmx6oEn5OYA0K4j1duajMV63SavH7WrnMMCp5kg+nYr5xUZlTr1LR2oXlyGpjNXcLGzGy0Xr+P4+WvG8/SEJeoa/ahv6UD+2GzLawhY57QkCg/M4Ui8/dOf2ywsYdlGP7fmQGvPsYvG8ZlfU38P3C4F36ksjFv5ogcR6z86Hnf/zBaVTzFeW/85FU5hkH4el1Vo+8uKFSIiIiIiIhpIDGVoWDEvOu1oPhc1RyAWASAnS8GzC+7o3x0kIqKk2assqkrykZOlINijQom07oq1UJ4oeNArJII9KuwTxoTQZsJ4fQG8GAlk7OKFBYlmgljCCkUAQiAUVqPCEAFgs9dvVG2IyL79+TemYtbkXEtQEG92i9PcFPP+ecZkY/1Hx43HLq0oxNumiiQA8IzpDYViBVrmKhWvL4B1O48awU0wpKK2oTVh5Yv5/GmtzITlte3010t3pgxgrUopLciNOo8MY4iIiIiIiGggMZShYUGfDbDpQBtCqnTs0e9kdJaCH8y/Hbmjs/gtWCKiISRWpYs5fABgCRPM7MGIPXgwP1fnjR5s2NNizBX5+eOzUVnswc+2HnQMZABAUXqrdOzhUaIB95bAKCyh1+AoQptdou/Hn9w1GTsPtxvXMwlAATBrcm5Ue7J47a7Mr9fdo6LpzJWo6hD7eV4+dzpqGlq1/QIQ6OqtONXPrb31m16lYn7vzPfrbcHiVb7ox1K9uAzV25qgSom17zdb2qfZ6dVHfYFtw4iIiIiIiGiwMZShIU9f/LnZY/+uc2xjshV8v+p2/PTbd/XjnhERUbpiVbrofxK1J7OHLnoLspys3m3NC/ALywqiQpRY4b5LAC9HqnTs+/EX829H89mrKJsyDrmjsxwfH6tKRwiBVQ/MML4oAAC7j10wtlME0pptUlWSD7ciEAxr8c9mrx/LKgqx5pGZllZh3T0q6hr9qCz2YFlFIbY0+h2rfezn1jxTRq+QMc/JuWPSbWjtuI6wKpPe/0BXEKqUSbUwM0t2hk1fPY6IiIiIiIiorzGUoSGvvqUj6UBmQm42/vrR0j77Ri0REfWPRC3A7KGNPnvFqe3U8tf2IhSpeAn2OC/wO1VILKsoxDsH2hAK91ayTMrNweN3TzOuI/YqFL1tpj7nxB1ps2a+7uihxtr3mvG5/4pxe1iVeOOTk1i7pNx47urFZQh0BeEZk41AVzCt0KCy2IMn52iVLxJAONx7DmIFNomqfZzOl9P8HQngVMd1PFI6CZNyc7A0zkwZs0Tvv5NEQV2ix3X3qHA5vF9EREREREREA4mhDA1pXl8Ab36SeG5Mlkvg7dXz+e1XIqJhIlEo4BmTDUUIQEq4FIHNXj9C4ejF+PqWDqiyt+bF3HYsHr1yYu2fl6P5zBUca+/EvlMBnLvajVd3t6AofyxWziuyhAcqEFVeE1Ilqrc1RbXfqiz2oHxaniWU0bd/cVsTBCTCqnb9qu2D69fSikLUmSpfzO3cYgU2qbTy8voCqN7WZIRflmMKS+w81I6cLAVLKwqTej79/d/S6E+qHSmQeI5QvMfprdhivV+ZgNVCREREREREQwNDGRqyahpa8bOtB5NarLln+nguMBARDRHJLv7GCgW8vgDWvt8MVUooisDDpZOw83C742K80SospEIRWhVEouuBU8XFup1HLduYh9ovrSjExc5ufHi4HWGH51OlRH1LBwAYIcOyikIsrSjEJq8WlJivZeY5NsGwRF2jHwBuacHcHHLZ58hULy5DTpbWTk0IAc+Y7JSfv76lw7LfLqEFYD2RKqNk58nY1TX6EQyp2NLoT1j5Ym4Ll8pxVJXkw6UII1DS369M+r0h3SojIiIiIiIi6nvKYO8AkROvL4AX3k0ukHEpAj9ZxNkxRERDgb74+6sPjuCpN+rh9QVSfg5zRYSUEhNzc5DtVuBymLmihxE/+lYpNj4zP6m2VE4VF/oQe92i8inGsby9rxW///K84zVJAMiOVKaseL0ebzW0oqahFSs27AUA1K6qwr//01I8+1AJ3IqAIrTrltnFzu60z5nXF8D6j47D6wugstiDNY/MRKAraDm+QFcQ1YvLoCgCqpRY+35zyu9LVUk+crIUKNBatq16sAQicvyA9guluUInmed3eh/iqSz2pHUclcUerF1Sbpz/7DTm9gx3qZ5rIiIiIiIi6j+slKEho6ahFdubzmJR+RQ0n7kChw4pFo/fPRWzJueyDQcR0RCSbospM/u8kaWRqhN7JYm5ImfNIzPTfn7zc+rXoZXzirD+o+PGsSBStSOgtVN7cs50lE3NM+bA1Ld0oCfUO/+sJ6xVY6x5ZKbx3AvLCoxKlpfeazZef0JuTtxzFqvyKFb1g9Px6W3e0n1f7O3m6ls6EIrMllEEcP/MCVhUPsVSoZNs5Usqc2UCXcG0jmPlvCKUFuTGPI8jva1XOueaiIiIiIiI+gdDGRpUehCTPzYb7352BkDv8ORYvlGYh+rHykbswgkR0XDWF4u/sebNJBNIpPP8AIz5K+ZKG/uxVC8uM0IYp9fKirRRA7RZMfZjN7drMwcEgNb2zOmcxTvOWAGYfnyv7jqB81dvYkfzOVztDsHtUhAOx35fEoUT9nZz5nPz3KN3xg3kvL6ApbWbeT9TCURu5fPl1C7PfH7dkbBtaWT/RpJ0zjURERERERH1D4YyNGhqGlrx/NaDKT1mVJbCQIaIaAhLZ/HXKQxINIT+Vity9OePF3qkciyVxR7UrqqKCh6SPb5YrxPvOOMFFEfOdWLHoXYAwOf+KwCAbJfA9+4tcgwdUg25Yp0bp/3x+gJY8Xq9EVhtPtCG2tXzLedAb6eV6D10el2vL4C6Rj8EkHKgYj6/wbBETUMr6pKYbzMcJfrfFBEREREREQ0MhjI0aDbub024jUsRWD53OspNLWK4oEBENLSlsvhb09CK6m1NCKsSOVnJV7xUleTD7dICAEUROH35hjFXJRXmRfnuHhV1jX7Lc6RyLIkqMeKFHbFexxy8uFyK5TjjhUbbm85GPVdYlZg6frTj66QTctn3Odb+xGrtligUS+Z1vb4Alr/2KfSn3+T1o3ZV8oGKfn67e1RIABLpt90jIiIiIiIiSoYy2DswUIQQLiHEy0KIk0KIm5G/fy6EcJu2EUKIl4QQZ4QQN4QQHwshygZzv0ca80DibHf8j58QwMtLyvHKE7Oxcl6RpS8/ERENf15fANXbmozZJMGeFAeQS234WE9YorahFU+9UZ/WAHu3oo2rlwA2e/0pP0c8TmGH+VqYiB50fO/eIkBKvL3PepyVxR7H6+Oi8ilRzxWv3ZceTrhE/O2S2V/7/lSV5CPLdM03t3ZzCsVSUdfohynvQTDFIfb6+V0xryit40/lvSQiIiIiIiICMqtS5icA1gD4AYCDAL4O4L8D6AbwcmSbHwP4EYC/AHAEQDWAHUKIUill50Dv8Ehj/jasEEBYjb/9inuLLL39iYhoZNGHz+sUJXoOS7zH6mEOkH6FQ2WxB0/OmY6ahlZIAOFw76J+orZl5jkpsSo67S3GPGOysWLDXvSEJbJcwmjjlWgf9eNNtpJl5bwitHZcx4Y9LZASUATw0KyJcV+jv2aOxGvtpodiwbA0QrFlKbQgE7afXSl8hsz7V1nswbKKwpTb7qU714iIiIiIiIgyVyaFMvcBeE9K+V7k51NCiN8AmAdoVTIAngPwCyllXeS2HwA4D2AlgNcGfpdHDq8vgHU7jxrtQSDjbz8qS8GyisKB2DUiIhokemARDKlQhMDaJeUpt53SqywUpF/hsbSiEHWNfgR7VAgh0HmjByterzeCFKd2WPY5KYAWENhbsNnDjrpGP4Jh7SIYDMuodmmJjjeVAfe5o7MAaJfcsAR2HGrH7mMXUm6h1hdiPXesUCzZ/VhaUYhNXr/Rxu7lFD5Dye5jLLc614iIiIiIiIgyUyaFMp8A+D+EEF+VUn4phPgagG8C+LvI/TMAFAD4QH+AlPKGEGI3tECHoUya9G+S3uxJUBoD4KFZEzCvJJ+zY4iIMsCtVGeYH+sZk53S3DGvL2B5zcpiD6oXl6F6WxNUKfH6JycRViPBSUjFFofgxD4nBeit1qlr9Ec9v/74Lbb2XPZKj2SON9njjDUvZYtt/wabHoqlEjiZ38PaVf1T4ZNIOkEZERERERERUSaFMr8EkAvgkBAiDO3Y/1ZK+d8i9xdE/m63Pa4dwLSB2cWRpaahFdubzqLtUldSgcyzD5Xgp9++awD2jIiIhgo9sPD6Anh+60EIaIv0ySyup1PZoVe42KtgAl1BqFJrDyaktZzTqbhTn5Nir5RxKQKbvX6EwlpLq+rFZZbAyFzZkeVWsNRUFWoPi271ePUgp67Rj81eP8JhFS6Xgk0H2hBS5ZBpuZVq4OT1BaJawK15ZOYA7W2v/mz5RkRERERERCNXJoUyywF8H1orsmYAdwP4RyHESSnlP5u2s6+9CIfbtDuEWA1gNQAUFXH2CdDbX/9Yeyf2nYo/9DbHrSB3tBvjR2fjh/fP4PwYIsoovIb00hfZ9bZe7xxow9tJzFpJx5ZGvxGkmKtgzFUPLpcCVVURVrWh9MsqCo3ApPNGD5rPXsWi8imoXVWF13adwIdfnoeqSrgUgYdLJ2Hn4XaoEgj2qEb1jTkAcars6K/5JPZ5Kacv38Db+1qHXMutVAKndFvA9Yf+bPlGREREREREI1MmhTL/AOA/SSnfjvx8UAhRDOD/AfDPAM5Fbi8A0GZ63CREV88AAKSUGwBsAIA5c+YkmJIy8jn114/nbx4rYxBDRBmL15BeW0yL7ADQE5aOLcP6gv1E6z/bqx4AWP7b3oZzz7GLeOWJ2doclEirM1WVaL96E4oApASEgFF9Yw5AnBby+3s+ibkiaUuKrcLSkajq51aew97yLdkWcERERERERERDQSaFMmMAhG23haHNBgaAk9CCmYUA9gOAEGIUgAcB/IcB2sdhx7xgoi8oJTLxtmz83wtLGcgQERG8vgA2HWiLuv1CZ3e/vN6yikJsPtBmtL5aZmofZg9L9P9e/9Fxx+vbm384iePnrxk/qwC+8F8xgh6hCLiEQDicOAAZqPkkA9Fyqy+qfuI9R7wWcERERERERERDXSaFMu8B+KkQ4iS09mX3APhrAP8DAKSUUgixDsDPhBBfAjgK4AUA1wDUDM4uD23mnu4uBagoir/gogjg54/PZhhDRESG+pYOhNToQqGPj5yH1xcwtumrAKGy2IPa1fONVmTrdh7FovIpca9NemDS3aNaK21k9H6bb5GqxHfunQ4gcTXHQM4n6e+WW31R9RPvOWK1gCMiIiIiIiIaDjIplPl3AF4G8N+gtSQ7C+B1AGtN2/w9gNEA1gPwAGgA8C0pZefA7urwYO7pHlKRcIbM6gdLGMgQEZGFHnjoC/C6nsisEH0GTF/PWTlyrhP/8LsjALRWZABiXqPMgYl5pgwAPL/1oLGdWwFUqf1RAGS5FZRPzcPa95sRDKmoa/THPQZ7WOLUvivZ2wZTX1T9JHoOznIhIiIiIiKi4SpjQplIsPJc5E+sbSSAlyJ/KIHj7fGzqgm3ZSMny4UbwRC+WzkdP/32XQO0Z0RENFzogce6nUeNcATQKk6Ot3ca1Sl9PWdle9PZqJ/jfXEgXgiwveksFpVPQWlBLupbOuAZk41AV9DS2jPVqhGn9l0AkrptsMOKvqj6GcjKISIiIiIiIqKBlDGhDPWNmoZWbNzfisnjRuHS9WDcbf+ac2OIiCgJlcUePPfondh7wtrKzNt62WgH5lJEn85ZWVQ+xRIC6ZUvQGqVJyvnFVmudU7bp1M14hTmAEjqtlsJMPRjNwdL6YYqtxqksBqGiIiIiIiIRiKGMpQUry+A13adwAeH2iO3XInZH/8rY7Pw77/1VQYyRESUtMpiD9YuKUf1tiaoUkIRAmpkZosA8OSc6X26QK9fo/QqF/1nry+AFa/XGyFK7apbqzxJt+IjVvuuZG+LxRw4AdZ5PebqHFVq5z0na2hU3xARERERERGNFAxlKKGahlZUb2uKGsQsAdx7uweXrgfRcvE6pNT657/+/blcvCEiylC3Mt9k5bwiSwuwte83G2HD0orCPt9Xe5ULAGOGDaBVoGxp9A9KxUesMCfZ25yYQxe3SwGkREiVRtszc3UOgH5pG0dERERERESU6RjKUFxeXwAvbmtC2BbI6GZOzsUrT8weckOGiYho4DnNQUknjNAfowc0sa4t/XHtsV/tnK9+A8MpzEn2Nif2lmiANXjRq3P0bRQgpZZrRERERERERJQYQxmKyesLYO17zTEDGbcCLIt8c5l934mIKN2h9rHEu7b0RQDkZFlFITYfaENPWCLLJYzr3K0aCl9eMLdEc0UqZcKqNIIXc3XOrc6UISIiIiIiIiJnDGXIkb7YdbNHtdx+7+0ezJqcCwlt4YoLNUREpIs1B6U/9HUApKss9qB29fw+DVD6ek6N/bmT3Vd7SzQAUY/llyyIiIiIiIiI+hdDGYpS09CKDbtPoNsWyADA4/cURvXfJyIiAtIfap+O/gyA0gkm4oUj9jk1r+06gQ3fn3PL+5lOtZD92BjAEBEREREREQ0shjJk8PoCeHXXCew41O54vwAQ6AoO7E4REdGwMlCVFgMZACWqRkkUjtibgH54uB1eX+CW97m/qoWIiIiIiIiIqP8wlCEAsduVmWW5BIf9EhHRkDEQAVAy1SiJwpFlFYXYuK8V4Ug6IyX6JEAZyHZxRERERERERNQ3GMoQgN4FJbtnHypBZ3eIM2SIiCgjJVONkigcqSz24OXHZ6N6WxNUVSI7q28ClIGsFiIiIiIiIiKivsFQhgBYF5SEAMqm5mH53CLOjyEiooyWTDVKMuHIynlFKC3I7fMAZaDaxRERERERERFR3xBS2judUzrmzJkjDxw4MNi7EVcyPfH5bVsiGkhCCK+U8tYnng9zw+Eaksn066NnTDYCXUFeJ4mGCF5DiIiIiIhoOGKlTIZIpic+v21LREQUTb82JrqOEhERERERERElogz2DlD/8/oCWLfzaFRPfCIiIkqO02wZomR4fQGs/+g4vL7AYO8KERERERERDQGslBnhfvHbw9iwpwVqpEudIhCzJz4RERE5S2a2DPUNry+AukY/BIClFYXDuiIpmUplIiIiIiIiyiwMZUawmoZWvLq7xXLb/TMn4LlH7+SCABERUQoqiz146+kqzl7rZ15fACs27EUwrH2bZJPXj9pVwzfIcKqwGq7HQkRERERERH2DocwItnF/q+VnRYCBDBERUZo4e63/1bd0oCcSyADDP8jwjMmGIgQgJSusiIiIiIiICABnyoxYXl8AzWeuWG5b/WDJsF3UICIiopGvqiQfWS5h/DycgwyvL4C17zdDlRKKIlC9uIy/hxERERERERErZUaq+pYOY44MACz82mT89Nt3Dd4OERERESVQWexB7er5I2KmjLl1mYBEoCs42LtEREREREREQwBDmRHKPpD42QV3DPYuERERESU0UtrE2X8XG64VP0RERERERNS3GMqMUBxITERERDR4+LsYEREREREROWEoM4KNlG+aEhEREQ1H/F2MiIiIiIiI7JTB3gFKntcXwPqPjsPrCwz2rhAREdEIxt85iIiIiIiIiPoHK2WGCa8vgKfeqEcwpCLbreCtp6v4zUsiIiLqc/ydg4iIiIiIiKj/sFJmmKhv6UAwpEKVQE9IRX1Lx2DvEhEREY1A/J2DiIiIiIiIqP8wlBkmqkryke1W4BJAlltBVUn+YO8SERERjUD8nYOIiIiIiIio/7B92TBRWezBW09Xob6lA1Ul+WwjQkRERP2Cv3MQERERERER9R+GMsNIZbGHCyNERETU7/g7BxEREREREVH/YPsyIiIiIiIiIiIiIiKiAcBQhoiIiIiIiIiIiIiIaAAwlBlkXl8A6z86Dq8vMNi7QkRElDJex4iIiIiIiIiIkseZMoPI6wvgqTfqEQypyHYreOvpKvZvJyKiYYPXMSIiIiIiIiKi1GRMpYwQ4pQQQjr8+ZfI/UII8ZIQ4owQ4oYQ4mMhRFl/7lN9SweCIRWqBHpCKupbOvrz5YiIiPoUr2NERERERERERKnJmFAGwFwAU0x/KgBIAO9E7v8xgB8B+HeRbc8D2CGEyO2vHaoqyUe2W4FLAFluBVUl+f31UkRERH2O1zEiIiIiIiIiotRkTPsyKeUF889CiL8EcBXAJiGEAPAcgF9IKesi9/8AWjCzEsBr/bFPlcUevPV0FepbOlBVks+WL0RENKzwOkZERERERERElJqMCWXMIiHMXwL4X1LKLiFECYACAB/o20gpbwghdgO4D/0UygDaghYXsYiIaLjidYyIiIiIiIiIKHmZ1L7MbCGAGQDeiPxcEPm73bZdu+k+IiIiIiIiIiIiIiKitGVqKLMKwH4p5We226XtZ+FwW++dQqwWQhwQQhy4cOFCrM2IiIii8BpCRERERERERJR5Mi6UEUJMArAEwOumm89F/rZXxUxCdPWMQUq5QUo5R0o5Z+LEiX27o0RENKLxGkJERERERERElHkyLpQB8L8D6Abwtum2k9CCmYX6DUKIUQAeBPDpgO4dERERERERERERERGNSO7B3oGBJIQQAJ4G8LaUslO/XUophRDrAPxMCPElgKMAXgBwDUDNoOwsERERERERERERERGNKBkVygB4GMBMAE853Pf3AEYDWA/AA6ABwLfM4Q0REREREREREREREVG6hJQx59hTCoQQFwD4Bns/kjABwMXB3ol+NtKPkcc3/I30Y0zl+IqllBk/UKUfryEj/bOm43GOHJlwjACPs6/wGkJERERERMMOQ5kMI4Q4IKWcM9j70Z9G+jHy+Ia/kX6MI/34hpNMeS94nCNHJhwjwOMkIiIiIiLKZMpg7wAREREREREREREREVEmYChDREREREREREREREQ0ABjKZJ4Ng70DA2CkHyOPb/gb6cc40o9vOMmU94LHOXJkwjECPE4iIiIiIqKMxZkyREREREREREREREREA4CVMkRERERERERERERERAOAoQwREREREREREREREdEAYChDREREREREREREREQ0ABjKEBERERERERERERERDQCGMkRERERERERERERERAOAoQwREREREREREREREdEAYChDREREREREREREREQ0ABjKEBERERERERERERERDQCGMkRERERERERERERERAOAoQwREREREREREREREdEAYChDREREREREREREREQ0ABjKEBERERERERERERERDQCGMkRERERERERERERERAOAoQwREREREREREREREdEAYChDRERERP8/e/ceH1d53/v+86yRZOzENqrB2EbYYCiOI5FNLYPtlEJIQ3fIISGxkxLIaZq03E5zuk/6al9tmgZv6rbZ6S2le2/25pLkZDcHO8TYwYEdJ1ziQAhY2KNCLOEYjLBk4RsWY2NiY0mznvPHmrW0ZmnNfXSZ0ff9evllS7Nm5llL8szzm9/z+z0iIiIiIiIiMg6UlBERERERERERERERERkHSsqIiIiIiIiIiIiIiIiMAyVlRERERERERERERERExoGSMiIiIiIiIiIiIiIiIuNASRkREREREREREREREZFxoKSMiIiIiIiIiIiIiIjIOFBSRkREREREREREREREZBwoKSMiIiIiIiIiIiIiIjIOlJQREREREREREREREREZB0rKiIiIiIiIiIiIiIiIjAMlZURERERERERERERERMaBkjIiIiIiIiIiIiIiIiLjQEkZERERERERERERERGRcaCkjIiIiIiIiIiIiIiIyDhQUkZERERERERERERERGQcKCkjIiIiIiIiIiIiIiIyDpSUERERERERERERERERGQdKyoiIiIiIiIiIiIiIiIwDJWVERERERERERERERETGgZIyIiIiIiIiIiIiIiIi40BJGRERERERERERERERkXFQF0kZY8xfGmN2GGPeMsa8YYx5xBjTFrq90Rjz98aYXxhjfmWMOWiMWW+MWRh5nGnGmP9mjDmaOe4HxpiW8T8jERERERERERERERGpN8ZaO9FjqJgx5sfAd4EdgAHWAauA91pr3zTGzAYeAr4BvADMBv4ZmAO8z1o7nHmc/wlcD/w+MAB8HTgTaLexnSEMAAAgAElEQVTWpvON4ayzzrLnn39+9U9ORKSOJZPJo9basyd6HBNN7yEiIqXTe8gIvY+IiJRO7yMiIjJRGiZ6ANVgrf2P4a+NMb8HHAd+E3jEWnscuCZyzG1AN7AU2JVJ3Pwh8Hlr7eOhx+kFPgT8ON8Yzj//fHbu3FmdExIRmSKMMb0TPYbJQO8hIiKl03vICL2PiIiUTu8jIiIyUeqifVmMmXjnlspzzKzM3/4x7UAj8Jh/gLV2P7AbeP8YjFFERERERERERERERKaQek3K/Ctem7Ln4m40xjThtS97xFrbn/n2PCANHI0cfjhzW9zj3GqM2WmM2fnGG29UZeAiIjI16D1EREQqofcREREREZHaVHdJGWPM14ErgDVx+8AYYxqA/w9vr5jPF/OQQOzGO9ba+6y1y621y88+W21IRUSkeHoPERGRSuh9RERERESkNtVVUsYY8y/AjcAHrbU9Mbc3ABuA9wG/ba0dCN18CEgAZ0XuNhevWkZERERERERERERERKRsdZOUMcb8K3ATXkLmlzG3NwIP4iVkrrbWHoockgSGgGtC92kBlgLPjtW4RURERERERERERERkamiY6AFUgzHmbuD3gI8DKWOMvwfM29batzMVMhuBy4CPAjZ0zHFr7Slr7XFjzDeBfzTGHAEGgK8DvwCeGM/zERERERERERERERGR+lMvlTJ/BMwEngQOhv78Web2FuB6YAFeRUz4mBtCj/MnwGa8ipqfA28DH43bm0Zkqkj2prh7216SvamJHoqIiIjUEc0xRCSOXhtERESk3tVFpYy11hS4fR+Q95jMce8Af5z5IzLlJXtTfOYb2xkcdmlqcHjg5pW0L2qe6GGJiIhIjdMcQ0Ti6LVBREREpoJ6qZQRkTGwvWeAwWEX18LQsMv2noGJHpKIiIjUAc0xRCSOXhtERERkKlBSRkRyWrl4Dk0NDgkDjQ0OKxfPmeghiYiISB3QHENE4ui1QURERKaCumhfJiJjo31RMw/cvJLtPQOsXDxHrQNERESkKjTHEJE4em0QERGRqUBJGRHJq31Rs4IhERERqTrNMUQkjl4bREREpN6pfZmIiIiIiIiIiIiIiMg4UFJGRERERERERERERERkHCgpI1Knkr0p7t62l2RvaqKHIiIiIlOA5h4iAnotEBERESlEe8qI1KFkb4rPfGM7g8MuTQ0OD9y8Un2ZRUREZMxo7iEioNcCERERkWKoUkakDm3vGWBw2MW1MDTssr1nYKKHJCIiInVMcw8RAb0WiIiIiBRDSRmROrRy8RyaGhwSBhobHFYunjPRQxIREZE6prmHiIBeC0RERESKofZlInWofVEzD9y8ku09A6xcPEctA0RERGRMae4hIqDXAhEREZFiKCkjUqfaFzUrCBIREZFxo7mHiIBeC0REREQKUfsyERERERERERERERGRcaCkjMg4S/amuHvbXpK9qYkeioiIiEhOmrOI1Bf9nxYRERGZHNS+TGQcJXtT3Hj/doaGXRobHDbcslKl/SIiIjLpJHtTfOYb2xkcdnGMYd31bdy0YuFED0tEyqT/0yIiIiKThyplRMbR5s5+BoddLDA47LK5s3+ihyQiIiIyyvaeAQaHXVwLw65l7ZYura4XqWH6Py0iIiIyeSgpIzKObIGvRURERCaDlYvn4BgTfO26lu09AxM4IhGphP5Pi4iIiEweSsqIjKM1y1poShgM0JQwrFnWMtFDEhERERmlfVEz665vo8ExOEBTo8PKxXMmelgiUib9nxYRERGZPLSnjMg4al/UzIZbV7G9Z4CVi+fU7X4yyd5U3Z+jiIhIvcj1vn3TioUsmTdT7+kidaJe/08r9hAREZFao6SMyDhrX9Rc18FCeBPRpgaHB25eWdfnKyIiUssKvW/X+7xFZKqpt//Tij1ERESkFql9mYhUVXgT0aFhV72qRUREJjG9b4tILdNrmIiIiNQiJWVEpKpWLp5DU4NDwkBjg3pVi4iITGZ63xaRWqbXMBEREalFal8mNaGW+wTX8tjL0b6omQduXjmlzllERGSyS/am2NTZjwFWL2sJ3p/1vi1SWC3O52txzOXQa5iIiIjUIiVlZNKr5T7BtTz2StRbr2oREZFaluxNceN9zzGYtgBsTPaz4ZaVWYkZvW+LxKvF+XwtjrkSeg0TERGRWlMX7cuMMX9pjNlhjHnLGPOGMeYRY0xb5BhjjLnTGHPAGHPKGPNTY0xr5Jhpxpj/Zow5aoz5lTHmB8aYlvE9G4mq5T7BtTx2ERERqQ/bewYYyiRkQHMSkVLU4ny+FscsIiIiMpXURVIG+ADwP4D3Ax8EhoEnjDG/Fjrmz4E/Bf4YuAw4AjxujJkZOuYuYA1wI/BbwCzgUWNMYqxPQHKr5T7BtTx2ERERqQ8rF8+hMWGCrzUnESleLc7na3HMIiIiIlOJsdYWPqrGGGPeDRwHPm6tfcQYY4ADwH+31v5d5pjpeImZP7PW3muMmQ28AXzeWvtA5pjzgF7gWmvtj/M95/Lly+3OnTvH7qSmuFruiVzLYxcZa8aYpLV2+USPY6LpPURExlquPWVqmd5DRuh9ZGzV4ny+FscsMt70PiIiIhOlXveUmYlXBZTKfH0BMA94zD/AWnvKGPM0XnXNvUA70Bg5Zr8xZnfmmLxJGRlbtdwnuJbHLiIiIvVB8xGR8tXi/59aHLOIiIjIVFEv7cui/hV4AXgu8/W8zN+HI8cdDt02D0gDR/McI1J1yd4Ud2/bS7I3VfhgERERkRiaT4hIqfS6ISIiIjIx6q5SxhjzdeAK4AprbTpyc7RXm4n53qiHzHWMMeZW4FaAhQsXlj5YmfKSvSk+843tDA67NDU4PHDzSq1oE5ki9B4iItWi+cTUpPcRqYReN0REREQmTl1Vyhhj/gW4EfigtbYndNOhzN/Ripe5jFTPHAISwFl5jslirb3PWrvcWrv87LPPrmjsMjVt7xlgcNjFtTA07LK9Z2CihyQi40TvISJSLZpPTE16H5FK6HVDREREZOLUTVLGGPOvwE14CZlfRm5+DS/pck3o+DOA3wKezXwrCQxFjmkBloaOEamqlYvn0NTgkDDQ2OCwcvGciR6SiIiI1BjNJ0SkVHrdEBEREZk4ddG+zBhzN/B7wMeBlDHGr4h521r7trXWGmPuAv7KGPNL4GXgK8DbwHoAa+1xY8w3gX80xhwBBoCvA78AnhjfM5Kpon1RMw/cvJLtPQOsXDxHLQNERESkZJpPiEip9LohIiIiMnHqIikD/FHm7ycj3/9r4M7Mv/8BmA7cDTQDHcDvWGtPhI7/E2AYeDBz7JPAZ2P2phGpmvZFzUUHQcneVNGBUynHioiIyOQUfj8Hcr63lzKfEBGB8l438sUYij9EREREilMXSRlrrSniGIuXoLkzzzHvAH+c+SMyqZSyGac27hQREal94ffzhoQD1jLsWr23i8iEyBdjKP4QERERKV7d7CkjUu9K2YxTG3eKiIjUvuj7+VDa6r1dRCZMvhhD8YeIiIhI8eqiUkakFqzv6GNr10GubZvPTSsWlnx/fzPOoWG34GacpRxbL9QuQURE6sn6jj6+/++vA94qqoYGr1Im7dop894uItWT7E2xubMfC6xZ1lLWfDlfjDEV4w+f4hAREREplZIyIuNgfUcfX/7+LgB+9spRgJITM8VuxukHBWuvayV1cnBKBAdqlyAiIvXAfw8/cWqIe57uCb7vGLjzo60smTdTH/yJSMmSvSluvN+bKwM8tHM/G25dVfLrSFw8Ek5IFBOr1BvFISIiIlIOJWVExsHWroOjvi4mKRNddVVoM86pGhTEtUuYCuctIiL1IdmbYlNnPw8l+xlOu6Nudy2kTg6WtSm3iMj2ngGGhkdeW4bSNu98OV/lR/h1KC72+MLVF43diUxCikNERESkHErKiIyDa9vmBxUy/teFFJtgCQdN23sGOD3kYoF3hlw2d/ZPiaBgKrdLEBGR2pXsTXHPU6/y5O7DuHbk+yZyXEPC6L1NRMq2cvEcGhucoFKmMc9rSr4YJJqsCSck3hly+futu7lqydwpVSmjOERERETKoaSMyDjwq2JK2VMm16qrcDAEZAVNH26dR+gzHb67o4/VZfaMriXFtnYTERGZLJK9KW6491mGRxfGMK3R4XOrzue5ngHOmXUGt111od7bRKRs7Yua2XDLyqL2lMkXg3zmG9s5PeSScAzrrm9j5eI5JByDm/YikOf3pdixL8W0xqlTsa84RERERMqhpIxMCZNh88WbViwsaR+ZuFVX0ZVrq5e1ZAVNL+w/lvUYaZcpU0Kvli4iIlIrkr0p1j3SHZuQmTdrGnd/pl3vaSJ1ZqLjkWLnyrkqP8IV+cOuZe2WLh68bRXvnT+LF/uPB/e3TL02XopDREREpFRKykjdq9V9VuJWXd29bW9WEsZAVtD04dZ5WRsD52tNICIiIuPPn5e8MxSTkQH+029fXBPzFBEpXi3FI7kqP/yqmOFMr0XXevvS3HDZQl7s3xXc34DaeImIiIgUoKSM1L3x2HxxrFa+RVddRVeurV7WwuplLVnPvXDOu3hwR19su5NyxjnRq/pERETqQbI3xb1Pvcov+o9xOpKQcQwsPutd/MEVi0uqqhWR2jDW8Ui15+txlR/ti5pZd30ba7d04VpLUybx4h+3tesgrfNnMXN6Y/D9csel+ENERETqnZIyUvfGevPFUle+VRJk5Fq5Fn6cXG3SStm0s9RzU+AkIiKS29d+uJt7n+7J2vfN4FW0fmr5eVNi/zeRqWws45HxjEVuWrGQJfNmjrp/XPxRbhxRyvkoBhEREZFapaTMFDDVJ6uVbr5Y6PqVsvKtGq0Lyu1ZXGjTzrgxFXNutdSOQUREZLz484dXDp/g4RcOjLp90ZwZ/PPvXqr3TJkSFI+MXTwyWWORcuOIYs9HMYiIiIjUMiVl6liyN8Xmzn427tzPsGun9GS13ERGMZP9Ula+jUcrtVzybdqZa0zFnNtEnpOIiMhkVGjfGIBbr7xQ75dSlyqpfKhnYxWPTNZYpNw4otjzUQwiIiIitUxJmTrlT95PD7lBqwxNVktXzGS/lJVvY91KLZ98m3bmGlMx57Zy8RwaHMNQ2pJwTHD/qb4iUkREpqZkb4p1j3TnTcjcfqX2jpH6VEnlg8QrdP0mayxSbBwRHU+x56MYRERERGqZkjJ1yp+8+wkZA+OeBKhV4Yl8tQOXSlsXVCrXpp35xlTUqj5jAJv5W+0ERERkalrf0cdXvr+LXOmYy85v5kvXLtV7otStSiofxBNNKhS6fqUkIcY7FikUR+TbL7OosSkGERERkRqlpEydCk/eEwmHT7a3sEabyBYUN5EvFLiUOvkvt3XBWKpkTNt7BhhOewnAdNoLvgGtiBQRkSkl2ZvijofjEzINjmHd9W2qjpG6V0nlg+SOK3Jdv3KSEJMtFqlkv0zFICIiIlKrlJSpU7US/Ey28vK41X1fuPqivGMrdhPLyXSe1ZSrdYBWRIqISL1L9qa456lXOfLWO8yddQZpm327Y+DTly/UwhiZMiqufBhnk22OniuuyHX9CsUhk+38qkkxiIiIiNQyJWXq2GQNfnyTsby8nPYKhe6zvqOPOx7eRdpCU8Jw58faSJ0crK/gKNM6wAKbOvtpWzCbNctasKAPokREpO4ke1P8/dbdPL8vFfrucRKGIDHjGPjbj1+i6hiZciZ7DOKrh1gk3/HhGKQhYfjd5efV37w8FIPc+9SrnDVzGmuva62/WEtERETqjpIyMmEm46af5VQYFWop4AdDAINpy1e+vwsLNCYMG25dNeHnXKlw64ChtGVDRx8Wbx+jaY0Oa5a1TPAIRUREqmd9Rx9feXgXrh192wVnv5vLL/g1DLC63j78FKkz9RCL5Do+GoMMpy3rO/rY3NlfN0mLaAzy2EuHAW8RXD3EWCIiIlLflJSRCTNZN/2Mru4rpuw/X0uB6Ic2fq/5wbRlU2f/mAcMY9m2INmb4vVjp2hIeD9HC/ina5k8Aa6IiEilkr0p7n3qVR5/6TAx+RgAFp/1Lr76iUvGdVwiUp5aiUUg/3w+7vi4GARgcMhl7ZYuXGvHtDporOOP7T0DNM9ooqnB4fSQm/WaPJS2ij9ERERk0lNSRiZMLex7U2lbg5WL59CYMAxmlqk5hqwAae/hE9UecpaxbMsQfuwGx3DNe8/hp3uOMJS2QaXMZApwRUREyrW+o4+/engXNlc2Bkg4cNtVF47foESkIrUQi0B58/loDALe3NwaGM4EI2O1eGq84o+mBoe117XSfeA4393RRzqz8q0xYRR/iIiIyKSnpIxMqMneczpfW4NiK2g23LqKTZ39GKB1wWzu2NJFOhMMPb8vxfqOvjHrNz+WbRnCj512Lf/hvDP5wJK5rM2cX8IxrL2udVL9fOt5s1MREamu8Grsr+RIyMyclmDp/Fn8+jkz1a5MpAZN9lgEsufcg0Mudz3xMl/80MV5xx2NQWZOa+D+Z14LYhCARGJsFk+NV/wxNOySOjnI6mUtbEz2k3ZdEo63f+dk+pkq/hAREZE4SsqI5JGrrUEpK8Ciwd6DO/p4sf948PXWroNVScrETfjHsi1D3GN7rRK8ShlrLamTg1V7vkpNxs1cRURkckr2prjxvucYSltMpMrV1+DAt/9ghd5LRGRM+XPuwSEXF/j53qPs2PdmwblsOAa5e9te3MgL2Sfbq5NIjsYgExF/DPtlMoo/REREpEYoKSOSR662BpWsALvhsoW82L8r+PratvkVj3N9R19QoTKtcWTCP5ZtGXI99mTszQ2TczNXERGZnDZ19gdtf+IqZC47v5kvXbtU7yMiMub8OfddT7zMz/ceLWsuu3LxHBobHAaHveRFU8KwZllLxWMLJ7AbE4YNt65S/BGi+ENERERyUVJGpIC4tgaVrADzq2K2dh3k2rb5FVfJJHtTrN3SFfSHHhzKnvD740/2prh7296qBkfRazOZe3NP1s1cRURkckn2puh+/XjsbQa47crFfOkjS8d3UCIypbUvauaLH7qYHfveLGsu276omQ23rGRzZz8WWFOldovhBPZg2rKpsz+ID0pp+VwKxR8iIiJSD5SUkUmlVnruVjr5v2nFwqrtI+O3DPM5jqF5RlNWAmY8S+cna2/uXD+zWvmdExGRsbW+o49vPdNDz9FfjaqOMcAVv35WwX0cRKS2TeZ5YaXxx1jM0U3M1+FrCIxLDFJr8YdvMv++iYiIyNiqm6SMMeZK4M+AdmAB8Hlr7bdDt78b+C/AJ4A5QB9wj7X2X0LHTAP+CbgRmA48CfyRtbZ/nE5jSvNbcLnW1kTP3cky+Q/6TA+7OMZw8xUXsO7R7qzgpx5L58sJYqI/M/V5FhGR9R19fOvnr7H3yNujbnMynzg2NThKyIjUufC8sCHh8Mn2lqpVlFTLZIk/fKuXtbAx2R9UgrQumJ01t16zrGXKxyC5fmaKQ0RERKa2uknKAO8GuoB/y/yJ+jrwIeD3gNeAK4H7jTFHrbXfyRxzF3A9XlJmIHOfR40x7dba9BiPf0ob1YJrik7ayxFdgRWXgKm30vlqBTH1mKwSEZHiJHtT3PvUqzz20uHY2xscw7rr20idHNQqZpEpIDwvHBx22dDRx+bO/pr8sHy8KjD8tmi54hDL5N3vpRzVTKQoDhEREZna6iYpY639IfBDAGPMt2MOeT/wHWvttszX+4wxfwisAL5jjJkN/CFehc3jmcf5PaAXL5nz47E9g6lte88AaTfUgsuYqkzaJ7IkvJRJe6XjjK7AigY/9VY6X60gpt6SVSIiUpz1HX3c8fAu0jb+dsfAuuvbqtZqVEQmP39eeHrISyZYKv+wfCLm2OUkDioZZ744ZM0yr9oo7rFrLf6A6iZSFIeIiIhMbXWTlCnCM8BHjTHfsNbuN8a8H7gU+MfM7e1AI/CYf4fMcbvxEjpKyoyhlYvnMK3RYXDIxcmsTK10cj7RJeHFTtqrNc5wYBOXgBmr0vmJCKiqFcRM5o1BRUSk+vzqmMdfOkxcPubcM8+gdcFsbrvqQr0niEwx/rxwc2c/G3fuJ+3aiuaZExWLlJo4qHYskCsOqeZzxj3veKhmIkVxiIiIyNQ2lZIy/wm4B+gzxgxnvvfH1tpHM/+eB6SBo5H7Hc7cNoox5lbgVoCFC7WSshLFTkqLmXz7xxw4dmpMSsKLDQCKnbRXY8VVXGDzhasvKuq+lTz/RAWb1QxiwsmqWlyxJ7VL7yEi4+trP9zNvU/3xCZjAH7nvedw32eXj+uYRCqh95Hq8+eFq2OqO0qZJyZ7U9z1xMtVj0WKGUOpiYOxiAUK3b/S+KceYhD/8cC7HuGvRUREpP5NpaTMHwO/CXwMryXZlcA/GWP2WWt/lOd+BuLjd2vtfcB9AMuXL88V40uRCk3gi5l8Z23Q6RgaEg7ptEvCMRw4dopkb6rslV8Amzr7eSjZz3C6cABQ7KS9GiuuKglsmmc04Rjv17zU55/IXsilbHRabDJPm23KeNJ7iMj4WN/Rxz/8+JccOzmU85imhOG2qy4cx1GJVE7vI2MnOs8stS3xZ76xPWiDZoCEU3pr5nLjkFITB5XEIuXGAv5zDg67GGNontFU9HNW8rzVUGwMovhDRERE8pkSSRljzHTgvwCfstY+kvn2L4wxlwJ/BvwIOAQkgLOAN0J3nws8PY7DlRyim2/GTb7Dx6Rdyw2XnwfAQ8l+Njzfx6YSNuvMSvAkHLCWobQNMnTFBADFTNrbFzWz9rpWtnYd5Nq2+UX3fG6e0RRsPlxuMJXsTbHu0W7SriXhGNZe11pSIFALvZCLDXa02aaISP352g93c8/TPTlvv/z8Zi46ZyZrlrXoNV9EcorGIXc98TJf/NDFeeeUfsxgAYwp6fkqjUNKWbwEsHpZCybzd677re/oC+IVf7+tcmMBP/5Zu6WLtGtZ92g3S+bNLHrMkz0GUfwhIiIihUyJpAzeXjGNeO3JwtKAk/l3EhgCrgHWAxhjWoClwLPjM0zJp3lGE24mEnEtsSuqohN0f2PJ4XTpk93oJBlGSqYMBAFApS2v/MTI4LDLjn1v5g1IwhN813rjmNboTfRLLaUPt1WwgLWW1MnBksZeC72Qiw12JntwJyIipVnf0Zc3IXP7lYv50keWjuOIRKRWhSs7XAvPvHKUHfvejP2w3T/Wr5QBSKdL+8C92DgEKmu/G00erF7WEnvc+o4+vvz9XQD87BWv2/dNKxaWHAuEx5o6OYhrvURTqQmJyR6DKP4QERGRQuomKWOMeTfgb6LhAAszlTBvWmv7jDFPAV8zxryN177sKuCzwJ8DWGuPG2O+CfyjMeYIMAB8HfgF8MT4no3ESZ0cDHrJOZmvo3JN0MuZ7IYnyYnMCjW/ouRTy8+jdcHsktqZ5VLKCqnwsWSuhX+fL1x9UdHPvb6jL1iZZgHHUPDa5Ar4Sl2JN95yBTvR85nswZ2IiBSW7E3x91t3s/eNt0n9Kr5d2bSE4T9/rC1Y6S0iUog/T7zriZd55pWjeRMJ/rF+nJBOl/6Be644xBhoXTCbGy7zEiKVtr8qNg7Z2nVw1Nf+a2gp7bzC1T9XXXx20Gq6mOsTN3efrPN1xR8iIiJSSN0kZYDlwLbQ13+d+fO/gM8Bn8ZrYfYA8Gt4iZk7gP8eus+fAMPAg8B04Engs9baaIWNTICVi+cwrbFwciU6QS93shu9355DJ4KS/SXzZmb1iobyS85LWSEVXaXnUDiZEpXsTbF2SxfDmcyOAX7zorNytmDw73Pj/duDMW64pXb6Hcf9/PNtSlor5yUiItmSvSl+995nSbv5j1t/6yq91otIydoXNfPFD13Mjn1vFh2P+FX7pX7gHp2/Atzz1Kv85JdH+EX/cfYc9tp9Vdr+qtg45Nq2+UGFjP91qaIt4J546TCNCcOnL1+Ys21auG2z31mgFvZeUfwhIiIihdRNUsZa+1O8z5dz3X4I+HyBx3gH+OPMHxlnyd4Umzr7c/YzrmQlUbmTXf9+fmWJay079r3J6mUtWb2io20E8qlkhVT42PCeMqW0CtjeM0DaL7XB23i0UEJm3SNeEAReELW5s7+mgofoz7+a/ZsrbV8nIiLlS/am+NrW3XQfOE7aJW9CxjHwtx+/RK/VIhKI26ux2Ll4MXO/Sj5w9+/rx0g/+eWRYA4/OOQGYyilI0C5cYhfFRPdU6aQ8PNF27pZvD1AF5w5PWdCxl8EZwxYS1mtzibKWMYfPsUhIiIitatukjJSm8KB0J0/6GIw7QUaG5P9sdUYE7GSKFpZMjjsYhhpiea3M4smkuKCPKDiFVKlXoPoqqy117UyrdFhcMjFcQzrrm8ruIfNO0PZn3LZ2KNrQ7I3xevHTpXULiHfY1XSMkJERMqX7E3xu/c8SzrPm9LMMxr4y2uXFr2IQUSmjuhejQANmblxvqTDeMYj4cRE+KXOcUzwmhaXVIn7sD68yKycOOSmFQtLavsYN09+4OaVbO7sZ+PO/aRdm3cevr1nYCSBkzn5YlouTzbhmLCa+8coDhEREaltSsrIhAlPJB1jgqQHTK4VUNHKEscYWhfMBrzkxJpMMibZm+LubXtHJV9c61XSTGt0WJOpsKnmCql8kr0p7nri5aznTJ0cLHqFn7+iK6wpYViTYxPQyS6rl7WTv11CMcZixZuIiBS2vqOP//rky3kTMgB/ee1S7R0jIrGiezUCDLuWtVu6WDJv5qSY0/ljzErIGLj5iguC8YUrau7etje21RcwapHZWM9bo+3Kwntgri6irdvKxXNIOKaklsuTTdziuGotElAcIiIiUtuUlJExF16pBWS10RoJhCwJQ/DhSr4NEcebv5eNX1ly3fvmZ60yW7OsZdSEe3Uo+eKdnTdZtlDVFVKQ+/pEV9aFV5ZFg7dc1za6yegn21uCJNR4yvc7UMrvR/h3Ll+7hGKV2jJCRJ29AbQAACAASURBVEQqk+xN8affe4F9AydzHjN7egPvazmzpBY7IlK/crUoi+7V6HOtDT7gngxxiD/XNAZc6/351rP7uKZ1XlZlTHixW9q1Wa2+gFGLzKo1b811jZpnNAXX1bXe1z7/OH9scde2fVEz665vy4q7JiIhU0kcEk2cpE4O8oWrL6rKuBSHiIiI1DYlZWRMZVUmJBywlmHXBiuFwhPJtde10nXgeNaeMrnKssczQIru4xJeZXZ6aCTQCU+4/fZm/vccvITImmUtOTf8LOec8pWth1fWOYxeWVZMyXsl+/jkGm9cgu7x7kP8qPsQl553Jr9+zsyiWr4Vew5h1Q5eqn19REQkt6/9cDf3PN1T8Li/+LCqY0TEE21R5lev+3NGfx534tQQ33jmteDD/5WL50y6OOSpPUd4fl8KGL3H46jFbo7B2uz2YPnaF5d7Tvnm4qmTgxgIYpHUycGi7hd204qFLJk3s+LrHT0//+sTp4Z4rmeAubPO4MKz3kX3wbeyEvr5xlnMOYxl4kRxiIiISG1TUkbGVHR1EIxUjRTTRiuuLBtyf0jvq3aw5FeW3L1tb9YqM4u36mvJvJlZE+7Vy1qCsvy4jUPjxltsciF8bvnK1qNBQHRlWTEl79WqUImeYzhBZxipkAqvfPaD5tV5Wr6VWrY/FsHLROxzJCIylSR7U3zl+7vYfehEzmNmnpHgnFnT+YPfvEAJGREJRFuURTeKD8/jrmmdlzVHvHvb3rLiEKhuLOLf/+uP7cn6frilWXTeH9cmK9ccuNRFTqXEItMa4xMSpcYhcdUlxV7juBZi6x7tjuyZeZzHM//62StHAS8hlG+cxZzDWCdOFIeIiIjULiVlZExF219hbdamjoUmknGriwpNgMNtuxJFbNZZ6vlEexunTg7GTriTvd5KtmJ6UhebXIgLKnKtvioUBBRauVXpyrBC5wjZwWSUHzT7VUdx4yxn9ZmCFxGR2rG+o4+/+v6uvO8XDvDtz6/Qa7uIjBJtUeZXr8fNGaNzxHLiEBibWGR7z0BWi7WEIWuPx+i8379PvvMLP3axi5yqFYtUEocUc3u+89vadXDUnplRW7sOctOKhXnHWWwcothDRERE4igpI2Nu9bKWoCUZUNJKoVyT+XwT4O09A8E+KqVu1rm+o4+tXQdz9qHP6m3sWpoaR54/POEut63W4JCLMSar53L03KJ9ifMlXvIFAYWSNqWsDLv3qVc5NZTO278/V4IOiN2o2Q+ao1VH4d7TE122n6sdmwIvEZHKffG7/87DLxzIe8yvzWjk/t+/TK+7IpIlPEcLtyEuZZP1cuIQKC8WKTSnjO5xGW0/5o83X/vnXFYunkODYxhKe23P8i1yqlYsUkkc4t/uX+PTQy53PfFyzv1mosmTa9vms2Pfm8H941zbNj8Y59rrWoP4MPz4ExWHKP4QERGpD0rK1LlCSYaxFA0I/H1iSp0wRu9TTAVIuJolvFlnrnH6PYX9XvXhsvWoaG9jgLu37c0K9MKBxGAkUIgrtfcn/P5Gluse7Y4N3uJWZFWy+irffYtdGWYcw2MvHS543XKt4Cu0p0x4fHEB5kStPstqx+YYMIbhdPGVQyIiEm99Rx9/80g3p/KsZE44ho++bz53ffo3xnFkIlKO8Y5H4pIS5W6uXmocAqXHIus7+li7pcvrJpCIn1Pmet5kb4rNnf1YvMqZ9kXNOds/b+rsz9q7M4vJ7P5iTN7rUc1YpNw4BLz20X5CxeLFIDv2vVn0Hpl+LFfMnjLrHu1mcNhlx743R8Vn4x2HKP4QERGpH0rK1LH1HX18+fu7gPwflo+VUvf7KEWhCpCgmiW0WWec8MQ2yi9bz/f8uTYP9Uv5B4dcXOCZV47S0TPAnR9rCyb2cZthutZOaF/iYp8rfNtj3Yd4sf94cNvWroM5N+SMC2z9v7/0kaV5xzOWv0/lyBpP2gJ2VJ9yEREpzdd+uDtYIBFn5hkNfPvzl+s1VqRGTEQ8MtZzxkIfxJcai6zd0hUkcPLNKaPPm+xNceP9I3HMQzv3s+HWVaMqX5pnNHHjfc8xmClN35jsZ8MtIzHI9p4BhtNe1Ug6nf96jVcsUuh5UicHcQxZLd3CCai4BXDlJFMUf4iIiMhYUVKmjm3tOjjq6/FMypSz30e1RKtZiukxHF0X5pet55Nr81C/lH/dI9282H8cCwymLQ/u6Ms5sW+e0YSTWaVWbF/iUlYelrrhaKHj/XE0z2jixf5dwfdb588qeb+ZYsY23r9PhcaU1Y4ts1ItnR7/33URkXqQ7E3x91t38/y+VN7j/vLapfrQSaSGTEQ8MpExiK+UWMS1I5kFx0Ai4RQ1p9zeMxDs0wjeh/RBRXqo8qXrwPHMB/iZ40IxSLI3xevHTtFQ5HNC9uI0f8+vNXHVNxHFzPejxxSKC6J7BTXPaCoqDik2LlL8ISIiImNFSZk6dm3b/GBFmv/1eCp2JVVc2X21nr/QY0X3Obm0ZTanh11uuGxhUQFjvs1D2xc103bu7KwqknNmncGewydGTez90vi0661oW3tda8Gxl7LysNTe0qUc7z+nnxxKnRwMrsfpIZdNnf1Vea7xWJnnJ7la58/i28/tyzumfO3Y9IGhiEjxClXHAJw5vYE///DScW/FKiKVmYh4pJQYZCzncaXEIoPDLo4x3HzFBbx1ejh3m7HIfRsz9wVoTJigjXK48sVkbvMrZfwYJNoK69OXLyz4nL5cVTr5rnWh+X4p8Uf4ZxxtIe3vFTM4FF89Uu7zKP4QERGRalJSpo5FPyyfiA8yCgUjxUzoS63wKHV8D9y8ks2d/WzcuZ+dvSmaGhyWzJtZ0v1zbR66elkLG5P9QRLmtqsu5LarLhx1Pn7FjQWstaRODhZ87lJWHpZael/q8TetWJjVe7nB8QI/C3xv5/68ybbwc50ectmcJ4lTTHBb7u9LNMmVWV+Y9/xztWMTEZHC1nf08Q8/+iXHTg3lPe6rn7hEyRiRGjVR8UgxMUiQkEg4YC3Drs2bMBiLeCQaS4TbHK9e1lLwvhtuWRm7uC1c3bF6WQurl7WM2lPm7m17gzl42rUsOHN60QmZu554Oav9s1+lU8x8P9fcutT4I+5nvOfQiWCvGRevE0GhsWzu7C+qO0AxSv09UfwhIiIydSkpU+fCH5ZPRrnK7v3JZbGrqkpdLRSdMG/vGWDYzb+fS77750sibLhl9Oqq6PHhVXLGGE6cGuLubXtznkeyN8XpoXTW91rnz4odW/jxwxU6/nH+BpfTGhxvVdmwy6oKSvXbFzXzgSVzeeylwwAMp23eapmVi+fQkHCCpNTGnfuLXqUXd11KbZ3miya5jMmufBIRker5+H9/hhdClaRxDPB3SsiI1LzJGI9EP5iH3B+G55pfxs25S/lQPnzsF66+KCtJkiseiYtBClVTFIo//Pl+84ymIP7wr1H0PKIL6nwJBw4cO0WyN1Ww7VY4Frn3qVfp7EsxOOxy7pnTS2qjFqfrwPG8X0fHkkg4bNy5P29CrljlxCGKP0RERKYuJWVkQsWV3YcDgkIrpspZ5baps5+Hkv0Mp702AeuubyupX3CpE+5iVle1L2pm7XWtwUaf9zzdg2OIfXz/+U8PjQRDBpg5vTHn2OJK3T/zje28M+RGhwLAi/3Huf3Kxcyc3hgEY6Ukv86eOS3r6+h+PdFz/2R7Cxs6+rw2C27+lXb5VLIZZ7S9xq2/lX3+IiJSGf89+MddBxn4Vf7qmKXzZvK3n7hEr78iMiaiH8z7MYQxZlR1Rdz8Ehg15477XlyyBsiKR/xjC8UjpbbdKib+iKvSacjsVRIem/9Ymzv7sxIyF819Nxec9S6eevkNNjzfx6bO/qLbbv3uvc+SDoUibx06gQPcuCK+jZp/DeO6E/iiMUdcDBIey+vHTvHd5/vKih2iyolDFH+IiIhMXUrKyIQKl90fOXEaA9z5g64gsbL2uta8wUkpq9zWd/QFSQ+fay1rt3Tx4G2rRq0oy7XSrZQJdymr5VInB7M2+owGfv7jhFud+RKOV11z1xMvj/RRHvb2cwkHP68fOxW0ODidIyHj6z74Ft/5wxXBeZSS/Fq9rIUHd+5nOG1pSJiC7RfWLGthc2d/3iB0rDfjnAzt/kRE6tVnv9nB06EPnnK5/Pxm/uLapfowSkTGVDRJsOfQCe54eBfDruXOH3SxZN7MvBXnuRI1cTFCuLrEMeAYSLsEc3n/2C9cfVFWksR/zGi743Ir+3Ndh2grs6G0BWxWTOU//5ETp7Puf8FZ7+LIW+8EiZrBmNjFvwZ++zTwklLpmFDEhdg2auFYxLVesmVa4+g4xG8dPTjsknAMrQtm5z1vf2/TuNih1FZk5cQhij9ERESmLiVlZML5k1y/+iMcoKRODubdXDFulVvatbGT6mhCxudmKjO+cPVFRbVNK3bCHX2Mtde15lzVFX7cwSEXFy9g81sJRB/Hf35jwGJIZ6pr/D7E4CV1Nu7cT9q1NCQcXNfFX9iWcIwXEI6+HIHwRqybO/uDn02h5JfPMQaDxTH56mQ8udosxF3HsdyMczK21xARqXVf/O6/F5WQuf3KxXzpI0vHYUQiItnVJJs6+4N58WCk9W6u+WVcPBD3vXB1iWu9Pz5DdquqcFwUnfuWW9nf4Bg+tfy8vO2Bs2KqTKWM30YsHIs0JBwaHC+plHBg254jDKezF5WdODU0KnZZu2VXEIdsTPbzgYvPjh1HwhCbGDlw7FSQkIHccUj7ombu/KjXfcC1lnWPdmcl2KJy/WzLaUVWbhyi+ENERGRqUlJGJoVo9Uc4QCm0Z0u0FD5XdUs6JiED0NQ4OoGz7pHuoLVXdMJfaMLtBw+vh4KHwSE3CA5yJWiiLQT826Or4sKJqgPHTrHh+b7guoXP0ODt5+IHLeHb0q7l8vOb6ew75l0XA+85ZybvPqOBwWGXGy4bCQ6SvSk27twf3L8hYTCZx8gVEG7vGWA47T1nOl1c+X6un3OxqwKjfblFRGRire/o41vP9LD3jV/lPc4AtykhIyITqFDbq7jN1ePigbjvxUUgBq9tczhZsr6jj61dBzmjMRE79y02BonGD4Npy/qOPjYm+/lkewtrYpIz+WKq8GOl0y6fvnwhC86czoFjp1jf0TfqvLoPvpU1/gd39AUJGfC+d9bMacF+mgAzmhK0LpjFl0KVktHEUkPCYTjtPW6+fVf87gPFVhTFxSCVdEZQpaeIiIgUQ0kZqbpSS71hdMVLroAhTlyQFPf4jQnDYGYllwEcx3D2u5v4+KXnBuXr9z71Ko/vPkyoixgJx4ya8OeacEfbfDU4XhWLMSYIDgaHsxM04ZVXuR43uiouvKqvIeEwPOxV1/iVMg7gJAyua8F6iZR02hLuEjB7RhO/e9l5GMi7cm57z0BQYWSATy0/jzXLWvL+jCtpI1bOY5Wzmk1ERMZGsjfF5//fDt56J533uOmNDndc16oVwiJSVeXEIn7bK3++Waj1LsTP2+O+t2ZZC98LJSYSDrQtmB0sglrf0cft39nJG28PBvdJGO9PdO5bTAwSrqz3K9391sYbOvrYnGffl1wxVXgu3rpgNqmTg7QumJ0VX4GXaGqdP4vnXh3AWi8GmtbgZD2PBWZNa2DDLfmrSrKSQa7lhsvP49wzp+fdUwaqE4eU2xlBMYiIiIgUS0kZqapyJ6aVtp0qSqadVkPC8Bvnncnz+1Iceus09zzdA8A3fv5aVvm971PLz4vdpLNg8BBaSeZvnum1HPMSNYXaf/nirk105diNKxYGAVLzjCa6DxznwR19WSX+H7t0AQ+/cCB43J/uOUI6sy9MvsAzGpSEk2XRXtf5xlyuYh6rnI01q6mc4F9EpB4le1Os+Z/PFjzuyl8/i3/L7FsmIlItlcQihZIE5Wpf1MyDt72fTZ39HD1xmp++/Aa7Xj/OnsPdPP/aQNb83OcCN16+MJh3lxKDhCvrN3X281Am2eQnZ0qdK0er+dc92h1c3zs/1kbXgeMcPXGas2ZOo23BbNY92h3EOsOu5YX9x2hMmMxeNZ57nu5h4Zx35a1uzxeDgPezvnvb3lHXpBpxSLGPoRhEREREyqWkjFRVJRPTfOXelU44w+20XNeO2qTy4Rdej03IJAxBwqKYIC8aPIQrUJbMm5kVzJSyeuvx7kP8qPsQJ04N0b6oedTKsQVnTs9aaXz3tr1Zm2em05aBXw0GlTTR1mbhn1NcCX6+pFCua1HN8v1Cj1XOirhqBTFaISci4lnf0cdfP9Kd95iEY/jebav0OikiY6JasUi1P+z2H/vubXt5YvfhoHp+S0xCBgAL52Y2vC8nBgnP49csa2FzZ3+w12Sxc+X1HX08uKOPc2adwW1XXcgXrr6Iu7ftHZX8+eonLgnu498ebZt8w+ULeXbvUfYNnAy+v7Xr4KhKyeh1L3fPyWrEIcU8hmIQERERKZeSMlJV1Wxb5cs34Sx2Uhsd14db5wUVMgDn/doMDr2VnahxDPzNxy/JqgopFOTlCx7CE/twgiZXtYnvaz/cHYzV//ua1nk0JEbavUWvc/OMJhxDsGFpY4PDtW3z2bHvzWADT4uXmAnfP9e1jgYl+a6F/zMp1FogfOx4VNNEn7daQcxEr5ATEZkMrvnnn/JKgb1jPrNiYd52mSIilapGLFLqPLGU+Wx4fMYYhu3oRWEA00J7XlYrBlkdaj8MxFaZ+NZ39PHl7+/KfHWcbXuO8N1bVwXjH8yMv3lG06jza3C8qhi/pbJf5dK2YHboMeHatvmjrmOuOCQqek02dfbnTN6U8v1SKQYRERGRcikpI1U1Fm3IsjaqDE04S5nURscF0HP0Vxx+6x1uuGwhS+bN5IZ7nw16PTsG/vbjl2St3vISHV6tSWODQ/OMppwl88Wc9+vHTvGvT77CcHqk97PffiyczPhR96Gs+/2o+xDXtM4j2PgmEswle1Pc+YMubxNMAx9aeg63XXUh7Yuas5JBa7fsylQOuew5dILtPQO8fuxU1rW+64mX+eKHLi5qNZ7/3P7PxLVeRc60xvifTbUD3lJWxFWyeWfUWCQiRUQmO/+18cSpoaxFDrl89ROXaO8YERlz1YhFcs0T4+aEpc5n2xc1s/a6VrZ2HaR1/iy+/dy+YN8Xv6K9wTGsva41eJxoDBKed0er2ws9NxC0NPNjkAduXhmct//Y9z39atZ9h9KWzZ39/N0nLmHtda2s3dJF2rWse7SbJfNmZj+vMVgsjoHfXnoOt2fiEIAGB4ZdrxtB94HjJHtTwXOH45DTQy6bO/tznk/WfqSOGXU++WLFchIj+eKBsYhBikkaKQYRERGpbRUnZYwxBvhN4GLgjOjt1tr/UelzSG2pZtsq8AIRf28U1xKsyNrU2R8EMYUCpvC4/In46SFvEu/fdsNl3kabflCUOjmy2eb6jj7Wbuli2LUkHMMFc97FHVu6cF0bJB2AogLA8GP5BofdILixeMkUP0i49Lwzs0r9Lz3vTK8dm78vTSZICgda/oab1sJZM6cFt/l/r3ukO0hADbtwx5YurLU0JBwaHMOwa3EtPPPKUXbsezO2JUBcwBsONCB/3+rNoZ9fvgQQlL+qLNfvQjU37xyLRKSIyGSW7E3xqXuexY1f4B1oTBg+sGRu1gdyIiJjrdJYJG6eGN3P8VPLzwsqT4IFTUP557PgvX76e7Ls2Pcmn1t1Pt0H32J6Y4Indh/GWrDWBnGIv9hq2LUY4HOrzgfgr76/i4079zOc2R+ymFgk2ZvixvueC+IE8Obpmzv7vfghc24Yw+CwO+r+G3fuZ/WyFlInB3GtF4dEkyfbewYYytzXtbDtl0e4/aoLSfamuOuJl4P2ymnrxUQbd+4HYxhOuzQkHBzH4GaqbPzny7UYy59/Hzh2ig3P941KdMQlQADueuLlopM//nWrVhxSTAxS7PMpBhEREaltFSVljDHnAE8C72Vkqwoy//YpKSMV6TpwPPi3wes/DPBQsj/4RUs4ZlTAlGsSu71nIEgGDLuWtVu6WDJvJquXtbCpsz+2+uOOTMIEvL7Iuw+dCB5vcMgrmd+cCWaMMfz2e+YG1Slhyd7UqISMARxjgoQMkBU8/Po5M7Me49fPmem1Bkg4Qc/mcNBiyBb+OpyQCvPPbTjtcsm5swH4Rf/xIGGSq01CrgoaP9DxWxZEA471HX189/m+rPPNlQCC8srzk70pbrx/e/Dz3HDLyOMWG8QU+7zVTkSKiExmn/tWR8GEDMB3b9XeMSJSe8LzRL/VcFY1edqyvqOPTZ39fG7V+TjGYK3FBX6+N/d8FhiVxPnGM6/hWkuDY2hIOKTT2XHIvU+9OrLYCrjv6R6++fPXGIokVjZl9owZSlsaEyb29Te8cAu8GKGxwQmSKxbv3Exmhm6Ad01L8PbpNODFC/7cOVccsnLxHBKZBV4ArrVZcVK4IshfXAZeDJROu7SdO5sX+73Ybyht8875wwvu4mK4aAKkeUYTN96/PSvhVCj5E/2ZVRqHFBODlPJ8ikFERERqV6WVMv8MHAfOA/YDK4DDwP8JfBb4Pyp8/KIZY64E/gxoBxYAn7fWfjtyzMXA14APAk3AL4HPWGt3Z26fBvwTcCMwHS/h9EfW2v5xOg2JSPameCg5cvkt3of3z706ECQSDPCp5efRvqh51OaTcZPYuGBhc2c/C86cHrQQ8yfJ6zv6+KfH9gTPFcdxDIaRYAZreeylw/z05TeyEgHgTbLdULuxhIFPX76Q1gWzufMHXdmBkuP1ae4+cJymhAk25vSDw6suPpsnXjrsBTHuSNCyelkLD+7cz3Da0pAwrF7WkvX80c03Ew4kHIfhtHfdftF/nETCZCVMov2ioz+juA05c+0p4yem0pFLGq6q8cfq37ec8nw/+AMvsRRdBVdMEBPui+0n/kREpqovfvffeTjXptQh82ZN4+7PtOuDIhGpWf7rV1Adk3BwDFnV4OGkSqa7WMEP0qN7yrjWq04fSluuee9c/sN5ZwZz/e88t4/HXjqcdX8XcCOJlYRjeHrPkSBRM5S23PvUq9z32eVZ940u3Hpfy2zWfrSVPYdOZMUGjgOu6yVsvvyR93LnD7qCuXC+OAS8+fvNV1wQXJemBgcDIwu2DCw+6128NnAS63qxCsYEyagLznpXkJSxwIlTQ7E/n1zxRzjuiH4/HBuEheOouMeudhxSKAaJtmY7cOwUyd6U3lNFRETqTKVJmauA/wc4mPnaWGv7gK8aYxy8Kpn/WOFzFOvdQBfwb5k/WYwxFwA/z9z2QeAY8B7g7dBhdwHX4yVlBoCvA48aY9qttekxHb3E2t4zwHA6e/LsT/4TjrcqrbHBCRIPxUya2xc1s+76NtZu6fJWpiWcUeX/fkImvBllHGPg5isu4NWjvyKatokLyMKVJI4xrLu+Leix333gOA909AXHuq7lP/+gi+G0xXEMbefOZtXiOUHLA2MMCcdrURY9V8cYDDbTf3qE35PaWhuqMnK486Neb+tnXjmaWak2cjYO2a3cwoEKUPSGnL7tPQNZSS7HjKyY85NOcY8ZDbYK9VqO/jyOnDgduwdQrv7gfmIpiLJNNJQVEZkakr0pbvlfO3jzZPyHY2Efv3QBd336N8ZhVCIiYytcsTA87I7KahhnJKniGLJik1wf3EcXMN35SHewYOqne47wgSVzWfdoN+8MjU4egDcvD9/SPKORE6eH6T/2TtZxh9/K/hpg9bIWNiZHKkrWfrQ1aPPlJ5wMjEyi7UiFzkiHgV3ecZE4JDp/X3d9W7A4Cwjaoxmg982TWOvFN3d+rC3Y83Ll4jnc9cTLWWPuPvjWqLl6rs4IharZN3Vmr7N0jDf+RCJ+f8yJikMA1ixr4ciJ0zz18htseN6ryiq2bZqIiIjUhkqTMmcCb1hrXWPMW8Dc0G3PAn9R4eNjjDkDmJtJ9uRkrf0h8MPMfb4dc8jfAY9Za/809L1gZ1pjzGzgD/EqbB7PfO/3gF7gQ8CPKzgNKZOfxIgGJsaQNdkvtS3VTSsWBgHA68dO8d2YPsR+m7QwB0gkRionbrnigmCDzqiGhMma4G/u9NqtRatxfKuXtfDgjv2hCp6RlXBp1/Ji/3G6D7w10ubMemO44fLzWJMpuff7NQ+n3aANQHivnXWPdpN2R1bzWbyWZVu7DnJt23x27HvTW5WVibL86hz/PPz9cPyVb2uWtcT2as53/ZtnNJFwTDAOa73g0u+TnTo5GFvtFA6qimlTt2ZZCw9l2jgkHHjq5Td4cvfhURt93njfc0Grhw23rgJGEk1OZgVj9FqKiEwVxVbHXH5+M39x7VK9RopI3YhWtUQr5z/4nrn87JU3RpIcOeb4UeE5bdeB42zI7GmZdi1buw7GVnMA/M57z+EDS+YGlSsWcibLb7hsYdbX6zv62Np1kD94//nMnN6Yc58TE2qpnHYt3wq1SnPtSKVQNA7Jass27JI6OcgXrr4oeP6117UGLZzTwd6Xlu4Dx7lpxcJgLNe2zednrxwN7tc6f1bWnH/tda3BNYqrSsqV5Ej2pgAvPkunLYnM35ZMwi0jV+uwiYxDSmmbJiIiIrWj0qTMa8D8zL+7gc8Aj2a+/ijwZoWPD14LtO8BiXIfIFO181Hga8aYH+G1ONsH/JO19sHMYe1AI/CYfz9r7X5jzG7g/SgpMyH8JMs9T73K46Hy/Vt/a3FQYVKptgWzY6trokGBA/ztJy7JWs0V1w7M5y+m83sK+wFWU8JbFeZvqrkm1MP4g++Zy5OZTT4JtUjwhRMZANa1nHvm9KxVY34bNcdkV9CEx2qst5rPn+j/7JWjPLv3KLf81uIgUPPvE14RFt4P550hlzdOnB7VqzkuSAlXnviJIccxuKF9dCxw/zOv8TfXtxWsdiqm13L7omY23Loq7wag4d7ag2mv5/W5Z04PHpvMKj6DHbXPkDbVFJF617b2R7w9mL9QeEajw3e0eldEsQlSkAAAIABJREFU6tCoqpZQq+GmBofbr7qQ26+6MLaCwr9/Lv5xbQtmM61xZN7rL5IK2iJn3H7lYr70kaUALJk3k7ueeDmocI9qSBiWzBvZkzJc/f+zV47y1U9cEozVXzT2uVXn033wLVrnz+Lbz+0LWme9euTtmGfwhOOQPYdOBHFLXOvj1MnBrBbO4M39v/t8H60LZmfFV1/9xCXBgrHwYq3TQy53PLwraIHs74mTq8rFT5L58cfgsEuDY7hhxUI6e1PBHqEu8LWtu9l4+/uL6row0XGIf66KRURERGpbpUmZ/w38Dl7S5G+BLcaYfmAIWEgVKmWqZC5ee7MvA3cAX8JrYfaAMeZX1tpHgXlAGjgaue/hzG2jGGNuBW4FWLiwOgmCyW4iJoDti5q5/7PLgxVe17bNz5mQybe5e/S4uEl7+Lz853hwRx9zZ53B7VddmFWR4wv3/F06fxa/6D8ebJS57pFu2s6dzVBoBdZQ2nLHlq5gtd1DO/dz58faRoKFhMMHLj6bn/zy8KikTMIx3HzFBdz/sx7SNrsaJ5x0cYBLzp1N27mzg/tGg4y117Xy4I6+oG9z2sJ9P+th4+3vH3WeQQVOZEA/2XOEdR8bqViKC1Ige8WXv/ounJDxua4ldXKwYLVTsb2dC20AGm1IZnJcp/DvRjGr40SKMRXfQ2Ty89/n/+XxPeRYrB0If0goIuNvKr+PjFdMEq6QWDJvJps6+zGQtTG8/3e0ojzXHLFQHOInKE6cGqL74FujYp/2Rc188UMXj1S4Z2KQXa8fx7VeG+I//d4LfLh1HjOnN/JY96Gs59/adZAl82aO2vTeMbBj35vBeJ7ac4Tn96Wy7uv4PYeBpsaROXXq5GDQjtiEniOuGgcIEitpC3ds6cIYb9x+/Oafb7I35S3kylS1hPekNMarwPGfI6taZ8gNfhZOpPpnwZnTeXJ39l49+988GVzbyRyH+NdEsYiIiEjtqygpY639y9C/txpj3g98ApgOPG6t3ZrrvsaYnxT5NGdXMsYMJ/P3Fmvt1zP/fsEYsxz4AiPVPXFCU89s1tr7gPsAli9fnnsn+CqZ6BUxxSY8xspNKxYWrI6596lXc26qGL5+0eRBtMS+2OeMTtz3HDrBi/0j+9C82H+crgPHaci0PAMvmAm3PxhK26wy/HTa5dRQmshWOiQcbw+aJfNm8q1n9+EOu1n7nEQ3hdx96AS/6D/Ogzv2B3vXRIOM7gPHg6QMeCvbwtfMv27+xD8qnbajrl00SAlfaxjZCyiRcHBdN+tDP/8+hfalKbZNXaHjo721/QA732MXszpOpBjj/R4iUojfSmUwnf/XsSlhePnvPjJOoxKRXCbifWSi4xF/DBMRk+Sbn0Yryk8PjZ4j+tfu9WOn8sYhhebB/jHh+SqQVTG/b+Ak9zztdepucLLvO70xESQJwsLjWbl4Dl9/bE/W7YaRPWQ+2d6SVe2/cvEcpjU6DA65uMAzrxylo2eADbeuCs4nXHUUvlbhuCgav4G3aCuX8L6X0TZsfkeAcPzhxxonTg0F1wfg45eem3VtJ2scAopFRERE6kXJSRljzE3Aj6y1b4a+txA4YK3dCezMfG+BMebL1tqv5nioK4E9wEsFnvKMUscY4ygwHPNcu4FPZ/59CK9F2lnAG6Fj5gJPV2EMFZkMK2I2ZzZohPgJc6UqDfKSvSme/OWRrO/Z0G3RFWnFrHAqRnji7leGhKVd+OB75zJ35jTeOHGaYycHs1adJRyy9nPxWxc89+pAVmVK24JZwcq5uD1jwpP4A8dOsT7Tn9rblLMrWK0WTlL5bc7CsU407Nnc2T+qhYIveu1yBRK5VnyBt+nm0ROnOXvmtCAYKfV3Ie746PfiAqz2Rc1suGX0ePMFY8WujhMRqSWf/WYHT78SLRYe7dKW2Tz8f18xDiMSkclmMsQjMLYxSbnxyPae7Hm7JbuFV/jaNSQcGjL7K1Yyl4zOVx+4eSV/+r0X2DdwMuu4tAvXvPccjrz1Dl0HjvP4S4e9tlihlsiQ3fp4e89AVnzgLwPz4w+/bVl4LA/cvJJ1j3TzYqhrwKbQzyY83r6BX3Hfz3qwFhwne7+ecMyxubM/exwGHOMlWJryxCF+y7JcFSf+OH7UfYgPt87jmtZ53L1tb8k/9z2HTuTcw2Ys4hBQLCIiIlIvyqmU+Q6wCngewBiTwNtb5jKgM3TcecDfALmSMl3AHmvtDfmezBjzSeDBfMcUYq0dNMbsAJZEbroY6M38O4nXdu0aYH3muVuApcCzlTx/NUyGFTHRD+WruRyvGkHe9p4BbCiySBhvk0X/tuiKtGjyoBor/1YunkODw6iWL3651U9ffmPUqrQPvuccblqxMKuXsv/8azNtzixe1c2N9z3HnR/LvedKuEz+wR37g+DQtXbUJpgjLcXIHOOtfvavmX/cxp37R/2sDfC+ltms/Whr1mP644+u9su34iv6db7fhejeNIOZqiC/FZp/PFD071MxqxGjx5eyOk5EZLLyX1Pvf/pVjp0aLnj8pv/r/XrNE5nCJkM8AmMXk1QSj3gxgAnm3obsKo7wtUunXT59+UIWnDm94If5pWhf1MyHW+dlVYCAd32uXjI3q0LeT4IkHMMH3zOXq5fMzUpa7Dl0Iuu6Xn/pAn7UfShvIqB9UTNt587OqsKPtujyz/Hbz+3D2pHWzN/6+WvBhvfhWOSNE6ez7nvZomb+4tqlRSVC4mKrsC99ZClf+sjSkn7u/j48G3d6cZafMGoKVWyV8nilxiH+fRSLiIiI1L5ykjJxc6u47xXSAXy4iOP81rR5GWPeDfifBDvAQmPMpcCb1to+4B+A7xljfgb8BLgar0rm4wDW2uPGmG8C/2iMOQIMAF8HfgE8UcqJjYXJsCJmzbIWHtq5P3bCXKlKg7xkb4oDx04FwZABfnvpOcHtcdcvWjVSaI8Z/7h8E+D2Rc188D3n8NhL2X2Kn9h9GGvjg0b/e+GEir9S68HbVgUrzsBbcdZ14HjBiXj7ombWXd8WJHUcY7JW64WvtwE+fflCzo0JDMOr/gwECZzGBmdUQiZf8BG91sWW5J8ecoMVdtmJpNDeNKE2O4OhfWzG8kODcgIoEZHJZH1HH1/5/i4KbBsDwK/NaOT+379Mr3siU9xkiEdg7GKSSuORD75nLk/u9vaETDjZc+/otQvvSeOLznX99sPh2/PNof1kR5zuA8dz9ePm0vPO5KYVC4PHB+g6cDzrsBnTGopKBIRbcjUkDDYzrmh84e+Daa1l5vRGNty6Kvaxz5o5LevxLzpnZuw8PFcsEndc9Hm29wwEXQEGY9rORZ8jroNAuGJrPJKXikVERERqX0V7ylToH4D/XcRxPwQuKOK45cC20Nd/nfnzv4DPWWsfzmyG+WXgX4FXgM9aa8Nj+BO8NmcP4u2L82TmmHQRzz+mJsOKmPZFzdz5sTa2dh3k2rb5VR1DJUFetB1A+6Iz6ew7xmMvHeYnvzyScz+VsKyNIYfd2E06i131FA0egFHl/+GJ/FMvvxEEK3HJoShDcRNxP4jzEzPrHu0OWpj513twyOu53LZgduzeOf6qPz/ovfNjbbHJquj1yxfM+D3AEwnDDcvPGxWUrlw8J2ipZoGHkv2sWdYSuzdNuE0EeO0M/N+dyfChQTVMht7tIlJfkr2p/5+9dw+Oo8rzfL8ns6pkydYLybIky7KRDW4juQG/TfOcht5xr2leTRuY7Q5uDxhmmb3Bnb03uoNuexj3DEHH7kywE9sz2NAdbO9iY7AMNASeAQN+0bYsSw1YspAfsiWV9ZZLUlmveuS5f5w8p05mZdZDkt/nE+EAqfJxsirt+n3z9/t9f3jh3aPJNwTw4C2leOWxWy/wihQKxZXA5aBHeFzkFpNOhonqETl+5+MeuX0wwGLyVN47OdY1qNV+OBUdwvd3ggLIybBKf4KYXZn9+HfeMDNu21T0B7fk4t0kbx1uw856v2W9+Vk+aKZ3WqJ5knWtARCwmThRA64JuLrWAF7Zfdw1ESJ32r/4hwaha/i8m/wsn9BmBoDgaNjx2uRkkhP895dL8nIqUDpEoVAoFIoLxyVLylBKTwE4lcJ2o4hZjCXabg+SdNRQSt8A8EaC18cA/Bfzz2XHpa6IqWsNCMuo2jPnhEhIZ/9EFlYTFXmygIlEDNS1BkQSxG2eih05eAaJPeyXg/pqabZKKGxg0weNqJydi6rSXFF99sgSNvTy7SPtiLgMSi7Nm4bOwbHYGqVzOCWHolKnCq+sS5XASAgGZR0l8rUsnZuPjWsrRfKJJ2z4+ylbF0R5hw8hrp95fpZPXI9B3cWM7AEeiVK8WdOGaptQAwAqpa4i5twcOZGkEYK13y7BB193xuwXCLDpgSpxnAv10OBiipPLxbtdoVBcPbz8UVOctY0TGgHeeVbZlSkUCiuXUo9MNi5KpeN9IvGjpXBICv+ddEiiY66qKACRBr0YBnXVIa/sPo41VSVo7BhEb3AchdkZqCrNhWYOuJfRCEvIbN5v/bdftiL+zecnLUkNO5WluSm9FwCEpuH2XrIG4XrSoBSaRrBxbbwVcn6WDw0dg9hR50ckyorufrScaSy3Dhn+3siJJvn1UMQAAcDlmTzvJjASshTNvX7gNO6rLI4716qKAnh0TWgZ7iJgUGvC6EImL5UOUSgUCoXi6mGiSZlELkyKqxBegcQD3nRbsVMJ6lJpMXcKROWECiHWQZFA/DwVJ3jwvLPej+21beL3uq4hOBrGA//zAI6eHbRUUX3lH7R4JgPAjiPt2LZ+NbavX41f72rC4TOBuHOdHRiz/Kxpse4Op2uhYH5837mhEM/fe2NawTCvROOzdr5qHxBdOY0dg+L4YbPlvtpMmvAuHTkpxJMjAOI+g1TFjNM/EvZ7aWe93/IZErP7xZ5I+vDrThhSwuqxFeWWbp8L8dDgYouTy8W7XaFQXPm8/FETtuxrSWpXNve6LNx+Q6GjtY5CoVBcSlK1mXIi1RjOHj86aQ/773j87mRrlYoOkSHSETxmcuHlj5qw7XCbRYfsP9GH/Sf6LPv6dDaf5bX9LSL5oBFg/R0VeP3AadhyNaianeuop7weDYXZGSK212Cdj5MKohvG7G7/qn0Av3j3KPvszNiWUopG0ybNKbnClxuNGpidl+moBe3dK4TAkuixWzbL9JnzalZVFFg68CMGxea9p3DznDzL5750bj7uunEmPjFtqimYXbZ9O76t0iEKhUKhUCgSMdGkzL8TQuwTYT+1/e5SWqMpphA5AOSBebqt2Pagrrren7TKx8nKi3fqyAPdD7X0ixkwfAC8HND7UlwrD+x5PoAAuLksN6WKYk44yoTXc/cswNvP3oatNW3YXtuGho6huGQRwITSU7czdz4+R4ZXVvFr4eIo3YQMr0TjiZcoBT4+1o09x3vx09vm4S1J3Om6ht7guCXptquhM27NwdEwHn+NfSa6RvAr0xrOLmbkyj6ZR5aU4e3aNsgFeLpurWaTk2KAVZzyzh/ZwoxS9l++/9UkTq4m+wOFQnHpWP73n6D3fPIHas/eWYGff3/RRViRQqFQpI/dZkqe2ZIMSze62WmSLLZ2eggOwHEO5ca1laK7IxxJX4fwNco65IdLy9DcFUxZi4SjbD7L28/ehup6PwjYjJdDLf1xMb2usaTC1po2YQMnd3cArFBqotbSXINohCU5+LxNXYttRwG8dbgNlaW5CIyELMkVkWQBK9DKz/Kx4oL9LaAUyPCyz4PZHkvdQdSaQJJjaV0jiFKI92JPc4/QDpseqMIGqRjt42Pd2N3UDY9G8Khkt1xks6memZ2B5+5ZIH6+kJ0sSocoFAqFQnF1MZHEyd9N+SoUlzVyAKgR4DsL0u/YsAfEvB3dPrPFqfKJB567GjotP9s7O/hxFhZni6SGm9e0W8BsDz7dfJntc2E4ugZ0DIyKAJ93bjS8F/Pu1wjrjqFmS//rB1qwZX8LDMqE27anV4ngnl+LfZ2pVO3J1YQyoYghzse5+8aZ+LSp25KkWVNVgtoz58QxKAVeO3BaiJWoQbFBsmTY9EAV62IxKHxe58B96dx8rFtejq01bUKs/nBprBq7ut4P+1tOKYTosH8+sgDedtjZCm0qudji5HLwblcoFFcuda0BPLHlIMZd7DQ5eZkefPm3/+EirUqhUCgmRmAkJOyiNJJe94Zsg2sA+OJkH2rPnIuLG+V42ukhOBDr9HCaQ8nnILrpkEQP7e1x5iNLyvDK7uMpX6Nm6hAAeOmhxeJ8HQOj0HUirJWJ+WdbTaxAy6uz5INsEeYWgyZzMpA1iP3rJ2qL86MU2PDeUXx30SxopnMbhamXCLM0jhoUf2vOguGMm51Sz92zIKEGscfS1fV+cd1RqYjsiZXlaOgYtLwnBmU2Z1slu+WHl5ThnbpYskq2lb7QnSxKhygUCoVCcXWRdlKGUqqSMtcY9gAw3YQMEAvqquv9aDw7iKNnB4WY4Z7I9i4Y+3l5koD/LLe/2+elpFv1Jrely8Fnc1cQX/mtw5A9GrCkPB+1ZwKWhMfsvGnoCY5ja00b3qnzY9vTrJpu4/sNQpAQsKTWnOuyRKeKnIQIRQz8rPpr/PqRb1uug4tAgCUueBWerhFseqAKC4uz8fhrh8R7s+3pVZZqQhldI8L2C2CzWAIjIYtourksF0+sLMfC4my8svs4vjjZB0OqLONEDSoqDfn2ycTbw0vKUC1V3skDO+22AnZfaPvnAwC7GjoRiV6cqrFLIU4upXe7QqG4crn95U/ht9llOqG6YxQKxZXCZB5K8xhOjmu5DuHapq41gMe3HBSD4F/8QZXj+ZyshnkM+tw9C1J2AbA/tHeKM9dUlVhsyjTA1YbSoLAUKQGxrh5CrFF21LAWmIXN5AO3YpY1VV1rAC+8exQEbLaMrNmeXD0Pr5tFW1yXuGkQN3g3P4cniAggbNvCtuwOIaxTijsNbH9mdcLZpQDTU1WlucjwOt9DjywpY/MvzcQdL8Kzf77bno65GnCN5lRQONWaROkQhUKhUCiuLpTFmCIpUxkA7pSGVBIw8bD/RB/+eKofhoOo4XNeKFjXSLK2+lRaxpMFzHLwuXRuPtr6h7F5X4uo2gIhONIagK6x9fM8RcfAmBAgIbOTB4Cw9IK5f6ZXR19wXFT62TnZcx6PbTmIt9avBhATUx6NwABElRs/9ob3G1CcO0109fBzl+Zlxh175gwfri+cjj+1DwhxQzSCwLC10jAwEhbX//y9N6KmpR8hl0prp0pDWaA4CVC3+0muPvM4VOzJn4/de1ojsQTO1po27GroxJqqEsucGZmJ2gu4iZNUzqlQKBQXkrrWgOs8Mzs+84Gj+vdKoVBcKUxWk/C4tvbMOaEFDpyIxbHV9X4R74aiFA0dgxZbYX5eN6vhZFoklYf29jhzYXE2dMISF6LbPkqh6wRL5uRZ/r3nXSZcC7SdG4m5HYBC511GGmC4ZHZCUYpX957Caz9ZBgAiUcXfF17cRQGMhQ2LtVrEoPjle0dxr9n14qRz3H4vYxgUs/MyWbKlts1x+x/cXGpJDm1cW+l6PCdLbKcuJvn+ys/yiW78aNSIKxIDEKdvVlUUwKOzhA9MyzWntUxGUzvNPJKt6lQCRaFQKBSKKweVlFGkxFRUyciDGDUARTkZ6BpiAxajBhMKQPy8Gm5RttOs+pJ9e+1JmlRaxtOtshsaj1ja2A2p9X/x7Fx85WcDKu164Xh3EH9qH7D8zoC1EsyNcJTi6d/X4rosX2ygqUtSJGpQnA2MWn7XGxzHw0vK4JHmvABA7/kQes8z6wdR/WVQVMycgZO9w2K7Uz3n8aNX/4gFs7LxyJIy3L2wKG7dxTkZ6AmOw6DMQqDaTELZPwMnAepWRbh0br6oPksmVuz3E7fVa+4K4oV3WXfT/hN92NPcg2fumh8nYKbSXuDlj5qEKOXVjOpBp0KhuJjI/w4l484bCvH7v1x5gVekUCgUU89kNYncMXPgRJ+lIIwPfuf0BcddH8A7WQ07bZfIJjmVTp/qer/oZpd1CDUoMry6q6XyW4dZMkMuhOPb2i3E7Oxu6sbWmjbRMS9rEKcZmTIGBT5t6hbJCfvW8u4aYVrqWOeQpRPGoGzeC+u4ib/CBUUzkJXhERppPBxvIye/73YtEhgJWfSkjP3+4nZ0dl3ipG9WVRTAoFRYo218/ygaOwZFsmSq9Yc9Yfb2kXa8ZXY5KRQKhUKhuPxRSRnFRcMuRBaX5aFLetD/3UWzcPOcPEvQ61ZRJlcZcc/njoHRlFrG062ys1tqycmjdcvL0djRYEl8cI7Y7M0AVsGWKueGwzg3HBZr0Ei8L7MbhdkZljkv3FqBY1DAoxFQSuH1aHjmrvmgAD4xPw8K4PCZAA6fCWDHkXbctbAo7hzXTfehx0yqUQDba9vRGxy3DFHd9EEjZuVMg0dj9g6pCNBUxbabrZ7de/vjY93Yd6I3rpNnquwF6loD2LLf+iB0V0OnSsooFIqLwtaaNvzui9M42XM+6bYZOsFW9cBGoVBc48gdM3KC5OyAtcip0BzqnooeAcASGEm68dPt9EmkQ9ZUleDgqf44HUKp1eKM2v6bDEqBX7x7FB5pDk06GBRYt7QMBMA7R9rjCst4cZjXo2Hj/ZWWOS98nbVnAqhz0FIAKx473Xfesj1/D3ihmPz55Gf5JmV7l2qR36GWfkQtjgawzKOZanuzQy39lmRWOEqx07x2hUKhUCgUlz8qKaO4aDjNA9nb3CN8m+3dDIBzwCtXGXl0DaAUEYPCoxF4dC2uxdxtLakGrHZLrXsWFqEwO0PYarX1DztWJ6cvYdwhBHj6jgq8Zno2JyMng/3VXlicjR8tn4O+4Dg+a+4RwkrXCJ66/XpkZ3qFKHz2rvn4/JueOGEXjlIUZWcI6wTOsc6gZbuoQfHJsW5oiPldsy4i1km0Yl4+frZmEZbOzU9q9ZVKa7+bsLV7bwPxwidZpWI6VmSHWvrjbBXWVJUk3EehUCimgnS6Y24py8V7f337BV6RQqFQXBm4xZE7jrQLbcLnHqaqR8JRGmep63TedB6a2wfLv3h/JRo6BkHA4vynbr8+7nsgHQ3i1mnjNMclVSiAqlI2n7KyNBe/O9Bi6cj/wc2luGFWtuV931nvx1jY2sJjwLSOpkwLTffpCI5HE3b7ULAuob3He9E9NAbDoI6WZYlsvyajQ7weTVhK8/XInTRu+mMiNsirKgriivamUn8qFAqFQqG4sBCaTum+wpVly5bRI0eOXOplXBASBaaT9cVNtr9TwPybz0/iHz9uFm34AAtAdQKsW1EuPIjTWU8q69i89xQ+beqGQYEMb6zl/IV3j2JrTZvjcRP5Ji+fl4/2cyPCwi0Zf7GyHNkZnpQewHnMQZt2r+XPm3vw2Tc9MMxhnPbEzNaaNmx472hcR85LDy0GAGwwu26SMTs/M85STT4Otxfjv5PFx0Rb++XPsLkriO21bTjWOQTD7NCxH8ftM99a02ZZX7Ih2PJsG0KA9Xdc+KHZk/17dzlBCKmjlC671Ou41FzN3yGKC8NPfluDfbYEtBM+nYihzQrF1Yb6DolxNX6PpBrvTGVcZD+W3G0hP9R30yMagO/cUCg6uKfiWuU1NHYM4p0j7YiYyYY7b5jpaI1sjsF01CG6Bnz3W7MAAJ9+05NSbJ8Mu+b5i5XleHhJmYjpuYUaBeDzaNj29CoAsBTrvbr3lOjal69D0wgIKCJJbNfc0AnwN99bKCzL7LZffD2TsRizf0Y9wXHsPd4rigX5cZw+Z7v2eOmhxRZbvETn59rNoID3InzfX00ahKO+RxQKhUJxqVCdMoqEJApMp8IXN1G1mP34DztUq+lmZRq3xrIPhZ/sNcp89k2PSFaEwoYYZr+jzh+3LW/J/+lt89DYOYSC6T40nB20VInNzsvE0vL8lKuc3znSjrsdbMTkc3ItFDUotuw7FZtHY/onF2VnCOEVMShe3dfC1qoT3L2wCDOzM/CrBxfHVbQ1dgziHx5ajIaOwbgElFOFXXA07LjGLftOITfTa/ndroZOLCzOxs56v/C9Tre1f2tNm7Bp082E1Pt/fXtC4eB27+1q6LSueX8L7qssTpjQmczQ2XSZaj9qhUJxZfH8W3/Ce192pLStmh2jUCiuVFKNd6Y6LpLjw0THTqRHJpKQSXQN8lwbHtsDTI98+k1P3PG8OsGjy+agqjQXL/6hIc4+bLrPgyyfjv7hEIwkCZkV8/JxpDXgWmQGAHfcUIhpXt2SUOkJjlvsumRCEQO/3tWEr88OYjxsQCPMxvrZu+bjnoVFFktOCiRdYzIIIcjP8on4vWNg1Gr7FTGwee8pjIajyPTqE9IhvHDNnuCx6wMn/WHXHttr29DcHXS9H+TjPrGyPOUEzmRRGkShUCgUiqlFJWUUCUnkfSu/Jvv3XuhzO9mgTaaKLhV/X2ZRJQkCAuRn+XCopR8RW/88r5BbU1Vi6VS5vmC6Zbv3vuyAlxtDp0DEoPi0KSZ2dI0A5jBJbtvG9QUF0No/IkSbQYEPv+rAN11B+2FZ0iZKRZWdRoCS3Glx2wBs2OUOyRuaAHjgllI0dwXRJB07O9OLobFI3LnO9I/EeWMTAI+/dki0+ns0uNrQ1bUGRPLmEWlo5sb3Y3N9IgbFxvcbsLA4O2WLCPnesNufUQrLPeEmSC6WKJlqP2qFQnHlcPvLn8I/MJZ0OzU7RqFQXOmkGu8caumPFSGFpzYuSrSGieiRyWqRUMSwFEJpGrHqE7C4+tFlc/DSQ4tR1xpg7TK28qmhsUhccl/u9pHJzfLFx+4kNifTpxM8f++NaO4KWpIye5p7ML9wumsyp1aaFxOlbAbkp9/0oKo0BxWF03GqJzYzRtMIs1E2D2aYC9U0q43ZouJsix7hRA2KFz9oFBZzhF8wjR1f7jby6gTEYRamk4NDXWvA4jIQihhirksyfcDvh8oLmS09AAAgAElEQVSSHIv2mJUzDUfPDjreD5dShygNolAoFArF1KKSMoqEJPK+XVVRAI9GEDL9k3fU+SfcqeIkUBKd2x58JjunxfdZY9VjPJi2nyc/y4fffH7Ssh6+DRd9lAKbPmzExrWV8Jnewdy+QNMIKktysKuhU2w/HjYcRYKTV/OKeSzAl18iADRChBghAKpKc7BueTkCIyF82T6A3bZ2f/uRnc7vhEGBs+ZDP95Fwz21l87Nx7b1q/Hq3lPCBu29LztAwKwBZmZn4MFbZgOAaweQfV0HTvZZBFvEAJaX5+LuhUWWz6CuNWBJ3uw40o5t61ezoZo2xWcYNGWh4CRunr2zAlv2t4CaVnXyvXepBUmyeTgKheLq5MZffBRX7eyEmh2jUCiuBlKNd/KzfLEiJPPndJmIFgHS0yNToUW47gJi8yHfOHjGokN0jaCqNBd1rQG8svt4XPGYGxTM1uz6whmiSwUAeobGLHG6bna1AEBhdgaqSnNxqKUfZwestsWRKEVj51DCmTV2ogYV8yg9OoERpdDMDviFxdmorvdjR50fNGpAM6//9QMtiBisqOvHq+fhF+8ejTs2n+tCpZ9BWSHavYtmoaX3vMUh4KaSHHyvsjheh0iWZ+/U+bHtaZaUs381p9LXY9cfz95ZgcbOIaypKsHC4mzsO9HreN9dSh2iNIhCoVAoFFOLSsooEpLImmnp3Hw8umwOtta0sYGL0fQDQ7dqHy6O7EMZ0zmuvGY5gA1FKbbWtKG63i/Ox68xP8tn6W6Rq482rq3Eln2nRAdK2LQE4/sGR8N4/cBpYQsm4xacO82cGY8YuP/mUrz/ZQfzXTatxQDgs2+6ETXY8Y6eHURzN0sM7T3ea62cMyvYEomCm8tycX3hdFcbHALg22W5qJqda3lP87N8GAtHYRjUKm7AxNCqigL8xeuHLMfx6ASRKHUWZZQJSDmxUnsmgIdutSb4DrX0IyyZSYejVHzGGd5YwowA8HlTFwpO4ubn31+E+yqLJyTQ08Wp+ycRF9suTaFQXDq21rThXz4/kVJ3jAbgnb+6Tf2boFAorgpSjXcCIyERT2uE/ZwOV5IWeXTZHLxp2ghTSpGd6XXUIRveOwoQaxdJKkQNYCwUgUcniEYpdJ1gVs40ePUhUUhGAXxyrBteneDFH8TmV3p0zZKA8eisSO2Lk32YyAjbeQXT8dCts8Usn+auIBrPDoriLAKW9OHygVJmt6ybmgNg+kInrIueEAJKqUV3UcoKyj79xlrYtrqiQMyf4Rxq6Y+zPOOfr0+PJcs8UjFbIuz6IzvTi/8t2Y263ftTqUOUBlEoFAqF4tKikjKKpCRqia4szYWuETFMPd3A0OmBOIBJ+dU6iau4ThfEW6I1dwUtc1jk1+taA9j0YaPlwT/3J+Zre2X38bQHZTptHooYlkTJ9xeX4N8auywe0nzfUMTAP396XAgUp+MSAjFck+PVCTbeX4lXdh93XZuuse6ar/2DeOtwGzQzceJ2ibpGsKqiQHymAHtIuLgsF02dQ2LtfPAox+fRsHFtJf750+PoGhoXv9/V0IknVpaLn1dVFMBrdiXx9XWYVXmykE0knJ0qId3Ejdt9P5WCxN7983ZtG7Y/k/yh6sW0S1MoFBefutYA/mb7l2g9N5LS9g/eUopXHrv1Aq9KoVAoLi6pxDu8gyQcpfCYsWg6XClaBGC6i2NQNsORx79y53iUn2AC+AfG4NUJ7r1pFvYe78Xupm7oGoFG2HF5giUUpfjdgZZYosmmRcJRite/OO2YkFkwc7qlMwUAcqZ5LNbHFYXTRaHXWDg+u0QIMB6OMjcBsFmeFLH5MwTAuuVsrk5s7iTbl2sZj07MfazHzrbNvwRMHSIlX3SdCB2wbf3qOFszO3YNkm4Xlvz7qdAhSoMoFAqFQnHpUUkZxYThiQqDstbyjWsr0w7SnALSybZlO+2/qqIAjywpQ09wHHuP98bNK9la04YX3j0qjkEA6LqGswOjIojmPs48qRA1KDZ92AgAePGDxjgx4saKefkWH2UZgvgKPycPaY5BYUlkOEEps1T73qIiUABF2RlCMNjnpwCsyrBi5gxUFE7HJ8e6WRcUBaIOtjlyRRy/ev6ZhsLMWqDI9EXm2/N1ezRg3fJyi3iRP4PKkhyLdcPSufnY9vQqbN57Ci2959F6bgTbDseqDO0VbXYSeTDbPcHtlhF2pkqQyAksgFm3TfVsJoVCcWVR1xrAI//6x5S2nTnDh9pf3neBV6RQKBSXOXxuilz1kyKXsxbhBWCcwEhIxN4EwOsHTsOg7gVTEyUcpTjdNyxiVOpinXmydzhu3owM71jRCEuyTM/wYN1yNpheTgj4dIKfr1mEjX9oQCTKkiczszNQXe/HuENCBmBa4vCZAABmqbZxbSUWFmdjx5F2hKNU2C/zuaAUrBNo2bx81Js20cwOOteSbPG52MctnZuPF39QhV++d1RYxXFSmR3jpEHS1R+pni8VlAZRKBQKheLSo5IyigkjCw4CmrZdAOBe7TOZtmyRFIgYIIQgOBq2BMIv3h9vQ7CrodNyjFk5GTg3HMJbh9uws96PJ1fPg2YKPj7bhYJVhW2vbbMEtfLwSyfysnyW1noZivgkS8/QODzm+zFRzWUYFN1DY6icnYvsDA9e2X0ca6pKRCfKv3x+AueGQ5ie4UH/cAgne86jpfd8kqNai/Cipp3Yc/cswMa1ldj4fgMMSvHZNz2gfN6OWWUHsOC/JzguKhIXFmfjvptmoWdoDKsrCoRHNu+kCYyEkJ/lw74TvZauoVTFcrJhrbwjajKVkemyqqIgzrot/ccJCoXiauHB/3kAX/oHU9r2zhsK8XvJ6kShUCiuRQ619CMSNSZspXy5ahHAWgDG4+AML1sXCEHEIRvD81Nyh7p9K7c5LzLyXBlNIyCgcKo/S0WbeDSClRUFyM7wYHttG4pypuHF+yvx3p/8ONlzHguKZqCtfxiVJTkIRQwc7zmPrTWsS99JV9kdAAwqFbWZbwAFSzJUleZaZqDWtQbE8cJRioaOQWxbvxqb955Ct6lBZPs42b6usWNQnDccpdiZYhLDTYNcKv0BKA2iUCgUCsXlgErKKCZMOp62bgM0AechmROtHOL7/3llMd7/sgMRSvH6gdOxJErYwK6GTjx/742WY1WW5Fg6Rr5dlofdTd2iHZ8fQ9cIbptfgH3mtgZlok3m3kWzcMucPIu3sx0t7jfuGAB+uLQM7edG4rpa7CwqzkbYoPBqBN90B4XooAC+8g+awzMZ+0/04fDpfhTnTBPzCkbCscSafdkenaA4OwNnB8ZAwRIsRPKr9ppt/HWtAexq6IxV7klKas51WTjTH7Pj2X2sG7uPdUMjEPZoPo+Gytm5IvEyFjawgVel2WbwEEDce4nuMSC1+/VQS784byh84YZnymv91QNV2PB+g7AAfDgFH2qFQnH1UNcawC/fPYqmrmBK23s14K0ULEYUCoXiWiCV+C5ZjHg5ahEAogCMFzrxJEFjxyC2mbNl7CTTIXxm5Nf+wZSLvapKc1A1O1fMs3FDI8CMDKsNGSvIorZ9B/HJsdgcl8NnAqLrRSZqUFHUJV/GA7eU4sOjnaLAjWuQnfV+UcQWjlJsq2lDhlfDgqIZONbJvmMtM2UAvHOkHVWludh3ohehiIHGjiHxno2FDdEZ49EIlpTnWdbXcHYQda1s3ZPRIPakTXW9f8rnttj/Diydm680iEKhUCgUlxiVlFFMmFQ9bSdS/ZNu5ZAcaDZ3BS0zWXgyxTAoDAAHTvTh4Kk+YZ0FAG8cPCNsydbfUYH7Koux70QvwmaFGxdShkHjBBMBs+KKGOy/z941H0vn5uOFd4/GzZjRNYKBkZBokU8FAqAvOI41VSU4eKrfMcnDWXtzKVZVFGDd5oMpDdV878sOePXU6qIMg1qGTfPjz87PRGVJDp65az4A4PEtB12vr7XfOh+BbyXbo4UjBvqC49YuHJ5csh12dt40/Od7bgBg9f52Gsqayv2an+Wz2LHlZ/mSCvl0cbqn335mtRqaqVBcg6RjVQao2TEKhUJhJ1l8N9EuhAupRfaf6MMfT/bhVw8uxhMry1HXGrBokR/cXIp/a+yK0yHhiIHASAg9wXHYm1YIWHLinoVFCIyEcKpvWOgQflxuadx3fjyt7vvVFQUoL5ie1A3gsRXleGRJGX60+aA4tzGJ+TYwd102Nx91ZwLimj/4ukOsgxDgp9+5HgCwvbbNciqe1GrqdC96CEepcD0wKEBtF8hlV8SgqG0NWLqMvvYP4vHXDgGUImIWlvH7w64fEt2jctJG1wh21PkRibprmnRxu4efWMms5JQGUSgUCoXi0qCSMopJkYqn7WR8mVPZd2tNm6WCbOGsbMvrhACbHqjC9to2fGVWhUUM4M0aNo/k4SVlYmaLBjbcUQ6e87N8ePGDRiaMTEElc/hMgHWNgHk/V9f70dwVxI46vwjadVMNGQZ1rARLBAXw8bFufPpNN4pzM9ERGHXUNjoBPm7swlftAzAkQZFMQIVTTBDZc0G8CeZsYBS9wXE8c9d8VNf7LQmZ2XnTcFZO5CQ5B+98SRX/wBg2/qEBlSU5lg4X+X6QxXOy+zUwEhLVeBoBGjoGLRYG6dgJ2MUY/7ljYDTunn7ungVKCCkU1xh1rQGs25x6QualhxYLy0mFQqFQxEgU312I+TCT1SIAKzja8N5R8VBc1iI3zMrGj1fPEzqEx6J8xszpvmHL8fOyvHj6jgqxrWzzC7BkzU+/cz1eMzt25Nics6BoBgilONE7HPfaa/tbRNzvhgZWRLaz3m9JbCTTIalwqve8JQkVlX6glM3WOdU3bLFXk7VZJMkCinKmwdcdjEuC2bEfhid9OPz+AOA6x9IJWXd2DIxi2+E25taQQNMkwq5B5Hs45GLhrFAoFAqF4uKjkjKKC046Nmdu+4bMIY9ftQ+grjUggse61gA2vt8gukdCEQOzcqYBiNl0rb+jAk+sLEdjh9W+C2DBM0EKvtGUV5pReBzmwcj+wttq2iwevQRA1excHD2buk2AE1GDJUBkCID5RTMwGorg7MCYeX2D0DUCQikIYdVltWcCKZ/7lrJcfH12MC4Jk4hQxMDLu5pwo02EFs7IwP3fLkVj5xAqS3Jc7dx4dd+jy+bg4SVlqK73x70OOCd1IlEqPlcNTPzxc6Qrvu33KjGvLV0hb69I27i2Ughqj0bg0TXLgNep7sZJtC5VDadQXHrS6ZCZe10W/mndLervrEKhUEyAyegQef8LoUUMGrO9clvjwuJsMauRz5i5vmC6ZY0DI2EER8Pi/PZ4+dFlc5Cd6Y3r4JeRZ8jYcarfuu+mWSAAGjsG0TEwBgOsiMyjE+gaAY0yHVKSOw0dpvVxMgiAm8ty42arnRsOJ9wvYlAc67DuUzFzBlZcfx2qSnMdE1UcnTCXg2fvmi+SYPLnmQ66xmzUEiVB3JA7s6pNGzZCiLCDTlWHOHXF5Gf5hK4zKHMCcNrvQmkEpT8UCoVCoXBGJWUUcUx14OTWsr21pg27GjotA+ed9t24thIb3juKKGXB/p7jvdj29CpR+WMZUEjY4/vl8/IRihhYt7xcHPvhJWV4py7mNawBwj/34SVlcV0NPKDVpIopSoF1y+fgZHfQteOFAjAosymglHn0rltejqbOBksXiUaAguk+9J4POR4nEYSw9eu6hrb+4Ti7MP6eUIq0OnO8OsGG+ysBMJEYHA3j3xq7LHNg3Kg9E8DsvEwx2BRgc2yOdQ7h0WVzcF9lMQBgy/4WYZ/w3W8V4W7TZoEL0EMt/eZQTtbRpAH4+4cWA4DwdXZCI8Di2blo7BwS6lHTCM4OjFrEsxPyPW/3EOfCKB0hb6+q3NXQKX6OGhTrVszB7LxMcbyLMdzzUgwRVSgUVl7+qAm//eJ0yh2K1X+lZscoFIprj6nUIpPRIXz/jWsrscFMinx8rBt7mnuwbf1qRy0CAIXZGXj2zgo0dg5Zjv/wkjK8faRdfAfwWShOM2zkmO3hJWUwKBWdGce74+24Xt3XgpceWgzNfJDP8WgEDy8pQ3OKc8tSQSPAPQuLHJMdkSiFTqSOeoeuHDe8Hg0b7q9Ec1cQ22vbMByKJkwWydjPc7LnPFp6z2P9HRV486lVqK73450j7YhEKTSN4PqCLFw/c4awnQYg/tvWP4wt+1tE5/ztCwpx4GRfnAaZnTcNnYNjbO4lWPJr6dx8NHcFLUkQnjBLhJMW4Z1P6egQp84uAMJ2TQNzBrCf+0JpBKU/FAqFQqFwRyVlFBacKvwn62MLxLdGb61pwwvvHgUAMaPFTRAFRkKWIFgOMDsGRuE1O1eIxsLNj83BkToB1i2PXdehln68eD+7nvwsn+PMEY4c0ALWBMsjZgLHKdnBx7N4Hd67Pc09Ym0AC9JTTcjkZXowMBobmlmen4XygixM8+r4tKk7wZ7OaIRVkNmFTiRK8cru41hTVQIAuK+yGOUF0xMmQ2T+rbELP71tHg629ItKwHCUYmtNG7YfboOmESFwnr79evz8+4vEvvK959EICCGsM8mjYWFxtvh8nKrXNMK6nSrNjiSAiQ/DoHjrcBt21vsTeoDbxcJz9ywQrzsJ+WQPC+wVj2uqSlB75pz4+ZElZWK/33x+clK2Gk44rW+y9h0KhWLi1LUG8PT/qsW5keQPZgBgxbx8/GzNIvV3VKFQXHPY40HeRX2pdAhgahEp9gxFqYijVlUUwCsVJBmUHd+jEWx6oCruuI8um4O+4DgKszMs8aC8RntsKHf1c3stJxo6BrHpgSrRVaOba+DJI27RO1mWzs3HroZO1+6TZHUHeVleDI6E4/YNRQz817e/xPo75+P9v74dL3/UhFM95x3PUZyTga6h8YTnMShLVrX0DePuhUXYgXZ2LErx09srHD9zPt+Hv0+swO0c1t9REdfx3xsct3S/81mlgZGQZfbM6wdO477K4rTmr3ItYp/5kq4G4YmcDK97t9hUawR5jUp/KBQKhULhjkrKKCzIgdN42MAv3zsKSlkgN5WVLbsaOuN+dhNDqyoK4NWJ6AbxejQER8NYt/kgDErh0TU8tnIOAGBbTZvYL0pZZ0Vb/zDeOHhGBLpPmh7Na6pKXK8nOBoTCh5dsyRzeOWSBlj8jXUC/OrBxZauj531fmHFNTM7I703SWJQSsgAQOu5EbQHRuDRNXhMq7QUC6+FsPvpd66PS3BQMHG6/0QfNMKq60CIo4DTzO3ll8bCBl7d14JFxdlx20cpEDUXaVDgtQOnMTQeQVVpLgIjIXzVPoAx0xpC7vyJRmMBPB9IuemDRpH0IQC+s6AQz997IwD2njsNRnUTAcnEgl3IWx4W6Bp+uLTMIqr5PvZkjtsgzcnaathxq0ib6vMoFIrUeP6tP1kGPidiuk/H7/9ypXpgoVAorlks1k9Rijdr2rC9tt0xwTFR0tEhAIvVdJt9cXA0jN98fhKrKgrww6Vl2FZjHTIfMSg2vt8AAEJD8BmVXo+GbU+vAgBxDKfYkFuR1bT0488ri9E/HEJlSQ7eOHjGMSFCAMvw9vwsHxo6BvGLd4+isjQXPo/mmkhJFQ2sEz4SjTkPAFZNlIzHls1xvYYz/SN44d2jOHy63/W706sTLC7LQ+833Zb5Mm58fKwbn33TI5JZskbMzvRauvW/ah/AeDh2UK4jsjO92P7Maryy+zgOnOhjv49S3HtTEW6Zk2f5DFdVFEDXiNBYhkETJiMSaRFZh0xUgwDORWacqdQITgWeSn8oFAqFQuGMSsooLMi+yQZiAw1D4cSVLYmqdpxeW1NVIirTAKCyJMdRlAAsuNy2fjWq6/0gACpLcy3JhLBZmfbIkjLsqPNbBi4aFNi8r0UE/DxpALhXxm2taRPbyMdfVVFgCYSJlJXRzIQMF0HNXUG8+EGjWMuOI+148QdVIih1E0MEQGnetLgWfKftDcoSFo+tKEdPcBy7j3VbtpMrtDQAi8tysbqiQIiPpXPz0dY/bLlW+/GZvYLzag0APp1g/swZONFz3pLc+SYFi4SowTpokqFpbKgpvz8AMIsyEwp2/0yk5b+uNYCOgVGR2EpFLNh9orfVOHfi2JM5boM03cTTRHETdlN9HoVCkZyf/LYG+6TvukQ8e2eFpXtQoVAorkW4FpEf2PMEh9w5bSdZB4H8ul2HrKkqSbj/0rn5WLdsDt4041YC1v3AB7BvXFsJr04QjloHxEcNig1mtzmRulRCEQO/3tWEr88OxhXR8HU8uXoeNpuWvyd7h3GydxgEQO2Zc3hy9by4rg2vTkDN6+Trf3zLQVHo5PNoopu9oWMo4XyZRFACRKKG6HxfPDsXDR2DlqwMn3kpd+Q/eEsp+odDws7tvspi/HpXk6vN8m4XJ4AFRTNwuvc8Pjnm7hSQ6dEwGrFmawyDzbjh2pZ30RAAuk5AXQrc2Osazg6wuZ7yvUMB7GnuwT0Li4SLA4+5eceSYVD4vPH6Qr7fUk2KTFSDuP1Ofm2qNIJdhwRGQkp/KBQKhULhwlWTlCGE3Ang/wWwFEApgP+LUvqGy7ZbADwN4P+jlP536fcZAP47gMcBZAL4FMB/ppT6nY5zNcKDMrkKCGAPxt0CxEResW4VPTwRsquhU1R8JfKatbf0y0KCAthR58cjS8qw7elV2Lz3FD5p6hZBdyLJ4VQZ97sD1iQFBaumWjw71xJkcgiAx1awqjR5Do0slEJRit8daMEtZbk4NxLG6d7zMCiga8CScibA2M8Es/MyU/Jf5kmX4fEIPv+mx3KdGgEqCqfjVO8wKJgQ/F5lsWiFr2sN4IV3j6Lx7KDDkWPH9+qsU4aLLzvhKMWtc/MRjho42Ttsec+cjqdrTASlowOjBsWLf2hAOMpsGP7sW0Wi44ZjF8YAa/dPJALs9+a6FXPiqs3kbe3CiT8skDtxAExIdCQSSumSSNhN5XkUCoU7da0B/MVrhzAWSV7C++AtpXjlsVsvwqoUCoXi8odrkep6P7bXtouY36Du3QbJ5lbYZ0VueqAKLz20WMyUkWN4Ny3y8JIyMWcQUpwfjhgsKUFYZK5rAMBsj2WrMWqLfWvPBESiRo4j+ToIIXH78JizsXNIzI3hhVdNnUMWy95DLf2W+WWhSKwwTSfMJjM3y4fBkRDqWgNxCYm512Wh9Vz8TElKARAW13t0DUU50xD1W/WE16Nhuk+3zDG5YVY2flxRgOp6P37x7lE8vKQMGV497vicGRkenB+PWn7n82jIz/LiZBIdwRMyhDBNBMrW9OTqeWJWjLgewNIBZWe+mQTiCZBHlpRZCt8iUZYw5DqE3zsLi7OxbvkcUCBOXzjdr8k0Cy84c9MgqVosuzFVGsFJhyj9oVAoFAqFM1dNUgbADAANAH5v/nGEEPJDAMsBOPVDvwLgAbCkTD+AfwLwISFkKaU06rD9VcnSufl4/t4bUXvmnEW8TKTlOlFFzxMry/HEyvKkMzXk4BJgc2R0cwg8JxI1sLPej9K8TDxz13zcvbDIcfaIHT47hZ+nut6PnmC8P7FBIeyyNMJECCgV3RVVpbl4ZfdxcR2U0jjf5pO9w4CUuACAqAHUtQ0IIRQxKBNpgGvXCwDkZnowOBoBpYhr7SemUOJJEgJYHs7XtQYslXNuLDdnGgAQQuCfPz0e599s705yQiMxi7FX955KWN1mh9tXAOz92X2s22IhoWsxm7JQ2IgTRvJ8GBn53oxGDczOy0xZ6L/51CrsNAeG8nsgP8s34UGWF2OgrUKhuPDUtQbw3P+pQ5fD94gTqjtGoVAo4uEPcavM7nge16XSQeCkJeTXDcoeom9/ZrUozEpVi2xcW4nGjkG8VRvr9NY1gr7geKwTngLrVszB7LxMfNU+YJknaUcz5yfyOFLWEnEZGX4+PX5W4aycafjaP8hi4Ygh5kPK9s8yUcqSQh49ljQqnOFDnzTrsj0wEqc/OHxpkaiBQdvQ+AVFM3Cm77zFZtjnZdcn64936vz46W3zLB1LMl1D47ipJBteXbN0+v+s+mvX99OOBuCx5eUozcu0xMSyi0LC/Qlwuve80GnjYQMNZwctOkTT4u2SAVg0wSPmrBmO0/363D0LUtIh/B6UNYis8SaiRZQOUSgUCoXi0nDVJGUopR8B+AgACCFvOG1DCJkL4H8AuBfALttruQD+EqzD5hPzdz8G0Gpu/+8Xau2XI+kEVG6V+XWtAXzZPgAi9YrzgHVnvT+llm37sE/etUGIVSYQQvDOkXZEjNjD+E0PVGGDOehShleUrVteLsRYqokKgLXpb7y/Es1dQdHps+nDRovNAhdlbmIG0nb29TltPyNDR1CqFrPPmOF4NIJby/NQK1sBEODJ1fPw8q4mtJ8bwZzrsiyVc27Utw1Yfl5YnI1VFQWWJFB+ltdxcLVPJ7h7YRH2NPcIwcBnvuw93iu2081kjZO9D69s83g0RCKGcEUwACydk4f8LB+6h8awuqIAbxw8I+bIGJQ6imq74FhVUQCPzu47XU9P6HPh9PCSskkPspyogEpEuhVpcgUen4mkRJRCkTp1rQH85Lc1GA6lVr+hEeCdZ29Tf88UCoUiAfJ8lESxiZOW2FrTJjphVlUUQDNjRIDF3q/sPo7n770x6dw9e5x25w0zLXNMbpmThz3NsY51XddEZ0RdawCfNfdYOjEIYomKjWtjMytlLaERtq1TbdldN86Mcxz43RenxfkNChw40YeDp/rx1O3X41TfsGMxFAUsekBOyLid245BgSOtAVGIpmsEXo1YCucogG/PzsXnzT0WnRWOGGjpG0bONA+Gxpx1zbHOIEtE3M+64F/dewqnJEu0RGiEFaU9LHWp1LUG8MbBM0n3Jeb+f7ZoFj6VbNQogKNnB0EIcF2WFwuKZuDBW8vi7JKdNAGAOO3LO6Lys3yua3GyA/uHhxZbNIhTMWSqWuRy0CEc+e/sVM2PUigUCoXicvdl1VEAACAASURBVOaqScokgxDiAbANwN9TSpvYQ30LSwF4AXzMf0EpbSeENAG4DddQUkZ+eO3WZSDjlMCxJzk0s32cUiZW7AkUtwTQoZZ+IVD4fBPWBk/h0QgMg0LTCO75VhE+beqOC36pQ5WZAaAoZxoWFmeLa+0YGI1LVBTnZKAnOB4nSqpm5wIANn3IZsYcPNUPg9K4ZEoaDl1JCY4nf9BHAGx6oAp7mnus66DWirCuoXHE3f0ORA2KTR80oqlzCBGDwqNriNqmaTolZADgppIcfO0fwPyZM7DETF4snZuP33x+EhHzGATsvewYjLdq82gET91+vaiKs3tO17UGWGValKKpcwgv/qAqNkRVsjpzqhzjnV8Li7NjpX4u1YhAenZgExlkOdFkzlTB3xv5QcBUiTKF4lrg5Y+aXGdzOaESMgqFQpEYeyFNsn8v7VqkuSuIF949CoDNkHzpocVixgfvajhwog+1Z86JeMdNi1TX+2NaJGKge8gat45HDNGZTwD8cGksCWCfRQMwfbBsXj5+LnWjN3aw2TLc6us7CwqR6dUdu2yI+f7YdYgMBesuf/3AaaxbPifZ2z0pZJ0UNSiaHOZKus2NSdRFxOHzd75sH0ipeA4AZudnYnbuNJwbCePVvafw7F3zsXRuvoi5Ex1lxbx83LWwSMTxe5t7LBrRMH3Dzo2EcfhMAEvKY3Z7XF/ZtUNwNIx1mw9aOvk3rq0U9+OmDxtd5yW56RCnvxepzqaRudQ6hLO1ps3ydxaIn/uqUCgUCsXVxjWTlAHwdwD6KaX/6vJ6MYAoAHvJfrf52jXBRKtl7IHhoZZ+S+BsUODeRbNw85w8nB0YxVuH25gtVdgQlWpOCaD8LJ+l+8Srs0SM1xOrLuMB5/4TvXFBKA9MKayi4ZNj3axjg1KWcNCIpRXd59Hwm79Yiup6v2UYva4RUZkk2wvE5/hi8Gor/v6cHRhNaWZMulAAv/viNM6PxSdKnBJGdns1p32+kjyik1mUyXxp7tc1NI5vuoKoLM2N606xH5+jESbqXj9wGpseqGLHa7d27RgUMMzPKhSl2NPcgy0/WYa61oDw9AYhaO4K4lBLP84OjMbZVqxbPgcRU5hHDXef8lS7xibari8LKD5IVB7S6sZUWQ3YBeqlFmUKxZXCyx814X8fak25O4YAeHxluevsKoVCoVBMjRZ5Zfdxy2vba9vwvcpibHqgCrsaOsXczPGwgep6v9jXaZbHjjp/rAtGI1i3vBxNXbHOiHXLy9HcHfvZblX18JIybDN1j3zc5q6gSKx4NCKKn+Tu8j227hIAKMzOSFmHRA2KnuA4pnk1jIUNEAALZk7HSXPm5KXE7fwE8Z34tWcCaa33bGAUZwOjAICTPefx+Tfd2P7MbXFzIZ2oaxvAg7fGOp3ErCCdQCMkTg9t2d+C8oLp2FnP7JyrTZturgmCo2HLHJuQVDzIi/oSxd3p6IuJaJF0dchUWp3J7GrojPtZJWUUCoVCcbVzTSRlCCF3AXgSwC0T2R0ucSMhZD2A9QBQXn51BA1TVS3j1Ia9p7kHz9w1HwCw06w6MxBfqSYTGAmJ5IFGgLsXFmEsHHVsa3YKQuWA2F7JHDaDav5Qft0KdjwCWFrdd9b7EQobIAT47reKAMQC2FDYgKYR3FA0w7EyDADuu2mWuG7ekXChOJliSz+Qmi3BVEABbHjvKBo7BlFZmuvYVcRZUDQDp3rOiwq/je834Edm8kRGJ7AMJN3d1I0X3j0KAuZvzT21N7zfAEpZl4+sVw0zGZNqNVmqbfiyfYD8c7J95Bk18pDWRILo8S0HEY5SeHWCbetXT1gYyfeygZjdQ6qdPoqJczV+h1wrpNMdoxPgb763UNkCKhSKKedq/B6ZCi1SMN2qQxo6BnH07KCYyVFjFo9RAO8caXdNlh9q6bd0eN+9sAiBkRBevL/SYveayGJt6dx8rL+jwvKdQSl76CxmGxpUzKGRj7Ft/WrsrPfjrcNtiFLAo0EkfcSDdI1gZs40kYSQoWC2wXy93CbtUidk3NAIK+KrKJwe9x2rAZiogooYEPbDT66eh80Jvr+jBsWG9xvQ0DFo0RXUoPjhijk42R20dP5QypJ+Y6a+40kXXmzIOmTkayRxxYNTpUPkbetaA/jN5ydTTuSkokOmUn/YWVNVYpkvJM99VSgUCoXiauWaSMoAuAdACYBOybZMB/BrQsjzlNIyAF3m7woB9Er7FgHY53RQSukWAFsAYNmyZZdrfJsWE2l7diIwEorLZkWiVASpG9dW4pfvHQWlEA/QnUSXpXpHI9h7vBeRqIE/nuoXSR7ZIsApCOWvlxdMx/baNjR2DAobtYjUIVBVmhs3T4MHqtX1fuyo82N3Uzf2nei1tJ0blOJ4gmRIYXaGsO5KVJlVnJOBVRUF+MNXHUkTJhkeDeNpdK4kY3beNFSW5qKicDpeP3A6LgkCJJ+Pk4goZW3pfBimEx4NqCrNsSSWIgZlvtvSPfDosjmoLM21zAsyKLCtpg1enUDXiOii4a9Howa+u2gWPvuGzbjRNIKq0lw84uDHPJkKsMlUdx5q6UfEoHEWfG5WGiGpU4hXeU4EuapOzZS5uFyN3yHXAj/5bY3jHCwn7ryhEL//y5UXeEUKheJa5Wr8HpmsFqlrDeDDr61V94YRm2sZGAnh7oVFwjorHKXY6RJH2XXInuO92N3UDUIIvvutmMWV/aG5PZb8+feZVdmW/S2gFMjwaqgsycHBU/3CavlkdzDOXpgf8506P4yIAU3TxO9lfeKUkOFEo+yan7tnAX7z+cm0Ot8vFnfeUIiy67KE1rKjaez9TsXuzI38LB/qWgPYIlk6uxE1KLbWtDG3A41ABxVdUIda+i1JGU0jaDgb6/w3aKw48VCL1VqOAHjq9uvjigenSodw0tUjdh0iO1lcKP1hR56TpGbKKBQKheJa4VpJyvwLgB223/072IyZ18yf6wCEAdwHYCsAEELKACwC8MeLs8wLSypB3kQtmORz7Kz3ozc4zmyo5MogacZHYCRkGeMhVw05rae63o/Gs4MxuytK8fGxbuw53ottT6+yBLJuQegTK8vxxMpy8T6c6A6KofVRCtFVYd+PB6rccmssbOD/3laPwhkZYqi8BuqatOACS7ZiA4BpHg1jkjAqvy4Lrzx2K1ZcX4BfmAkrN6YyIQMAZwfG0D8cQmF2RpwvNcCuQddiA1J5Mi0dKFiHihsRA3jf/DxksjM8ooKLwtrFtPH9BpFA4h1PVbNz8bV/UKyPgCXgKIAl5XmoaxuAQZl/85tPrbLY5jnNnklHFEymutP+ECI/y+d6L9tFeyozghIx0YGcCsW1Av9uk+cCJGLmDB9qf3nfBV6VQqFQXJkk0iST1SL2B+EA68AAYp3AZwesSQy36FRey1ftA7GkgKlDdjd14+8fXGyJFd20yM+/vwj3VRaLIphNHzaK+TZRyuauHD4TwDt1fou24d06vIjtP71+CFWzc/HQrWVoPzciOnmcILB2P/NYc+wCdu1PhC9O9WPddVmIRA3HwrQl5XkozM6Az2POtyTuRV5OELBZoItn56bVbcO1xYp5+VgwKxsAew+neWNuCfd8qwi7bcmiwEhIbOvRNZEIowDeOHgG91UWO1rm1bUG8Phrh4QWkO+DdJiIHrF3zn9xMt7JYqr1hx2u1RUKhUKhuFa4apIyhJAZAPjTVQ1AOSHkFgDnKKVtAHps24cBdFFKmwGAUjpICPktgP9GCOkB0A/gnwB8DWD3RbqMC0Y6FTMTfUDLA0keeGokFqzpGnvAzY+7qqIAGVJAK7/mxM56v6OAsAeaqQahHQOjcZVYPLgfDxt47s06ZHh0jEeiePCW2QCsgu3swJiYC6MR9mdGphcDtsH3Po+Gh02bAdmKDYAlIQMwD+O61oAIRvmww4tFKGKgUar0ktE1grXfLsEHX3eK94kAmD9zOk4l8aW+uSwXTV3BlESU0yuNnUNml1M7ogYVLfVPrCzHwuJs0W4fNWcNyd7eukZwy5w8HDkTwCc2weR0f8j3D5894zZ4005dawBnB0YtnuDpVHfaH0IkupcfXlKGd+r8QrQ9bPMvVygUU0ddawA/2nww5QdAz95ZIaqiFQqFQmElFU0ymWIRp8RDlLIB7j9bs0gcd8eRdmHDZJ8DY18LAPwP25wagMX0v3zvqCVWTBS/8f9u+qDRNTESjhjYvPcUuofGEIoYGBqPWF4fDRuoPRNA7ZlAwi52n0fDD5eWWazZls7Nx5Or5yW03yzOyUDX0Ljr64mY7tNTnrMmEzUoTnYHoRHimFD7U/sAjpwJQNOA62fOwJk+Z4eCvEwvBkatWoy/R+GIgfZzI0nX4vSe8vd7p21eDI/z90qzf3xS/N/cFUTEpvfc3CEAiLk0fDu3Di479iTnRLrNuA55ZfdxfHGyT+kPhUKhUCguAldNUgbAMgCfSz//nfnnf4HNk0mF/wdABMB2AJkAPgXwE0pp+tHlZUYqyYrJtkvzbhIOf37l0eI7DlKtgqtrDeCV3cdd57DYA81kQWhdawDrthxEJOosYXggLouRV/e1oCxvmut1VxSygZn2hIxGgBfvrxTXlp/lg0YIqMtMFUrdh8274dEIbptfgJUVBegYGE25itsJgyLWiWSiawDAEil2WzUKJozaAqOuVgg+j4aN91cCYPfHx41dcedIRmVJjqUjJhSO3b/8T2VprqXdnXt752f5mMWc7Zi8e8Y+zHJVRQEIIeBtSoaR2mciP2DwaASPrSi3dPSkiv0hhNu9vHRuPrY9PfEqUoVCkRp1rQE8tvmPSFCIbOHOGwpVQkahUCgSkEyTTFaPcI3xX9/+Emf6Yw/hj7QGLNtsW7865fPsrPcj7KIdDArLw/NEWsRewOaEppGUbboSlQqsuv46vPTQYnFefq2NnUNx2+oas3jz6gQP3jI75ZlplnUToCQvM635ljKyJVhsXQQ3SnM7o4Z1fiYv/uPvgz0h49UJCCAKt5JdGwGzlvvzymLhpiAfn2uQ5+5ZYHFpeHTZHPQEx1GUnSHi/7rWgKMG0QhBfpbPcd6L/fNsODto0SlOuCU5J9JttnRuPp6/90bUnjmn9IdCoVAoFBeBqyYpQyndgzS6aCml8xx+Nwbgv5h/ripSSVZMZBaG/RxejxYnNCiloo1bJlkVHF+T2xwWe8UbP2aiILS63u+akAGA3Kz4bhcAGHGp+vJ5NIA433aGOcRzYTFrd9/0YSMM6mxzxuem8M9le61zcqU4OwNdwVjCKGJQ7DvRh5tKclBZmut6XclwqiwDgEyvjvPj7Nqd7NT850agu/ytu6kkG796cLGlOi8/y4ev/Ik7gApn+FCUnQGvzrpeAiMhS9WcbIMHsPtk04eNGA8bOHiKzWF5YmW5mONjr7jz6AR/trAIe5p7nIdZStvrOolL3MhwkXt2YNQyrLU0L3PSQiXZvawsxxSKC8t9/7gHJ3qHU9rWowFrv12KVx679QKvSqFQKK5skiUtJqtHABYjrb9zvqXrnFLEda2k2oXwzpF2EbvzBIYcXcr/nyh+sxew2SnOycCMDA9Opvjdk4j6NjZjMzgaxusHTiNqUGR4NTy5ep5loDoAfPdbs3DznDzRqT0RdI2gJY2EDDEFUaLE0vWF09HcHXR9PVn/KgXwdz+oipuX6JaYufemWbhnYREaOwaxYl4+2s6NoHtoXJzHSYPI9+vGtZWWmZBOXT9LyvPw4h9YsZn9Hn9kSZno4KJgxXLrNv8R25+5zTVx6ZbknKhOUPpDoVAoFIqLx1WTlFEkJlmAlY73rFsFG6+e4TNl9jT3iMokHsDa901UDcfXRMGSFsS0/tIIsP4Od3uYRMFisqzd3TfOtFRGcX60bA7KC6bjd1+cxmgogtK8TORn+TAzOwMnEoiFAyf6UNPSj0UlOSK55OTHe99Ns/DMXfPFe9LY4dxNMmOaBwjGWwq8uq8F2Rm64z7XTfdi2dzr8Nk33Yga7P3z6tZ5Nk4JGQAiIeMGr1xzomuQ2bvJlWBPrCxHW/9wwiq1vvMh9J0PwasTkdDymck+PufFLnD5exsxrJZjqyoK4NGIsBTQCLDJFGe7m7rj7vfqer9lDlLUoM6JG9i6Y3QNHo3E3e+TRQkfheLiUtcaQHW9H2/VtKXkO68BaHn5P17oZSkUCsVVQ7KkRSp6JJVuGh5zbtnfAkpZB8SqigKxb36WL+5hvRN8ADrAYvZ1y8tRVZqLDe8dRZQCPgf7M7f4za2AjdMTHEf/cHwhG8CSQTcWZaM7OIb5M2eAwLm7hDMSiuIfP262dLmPhw1kZ3qxfF4+am378hmLzQli+0S4dRJN9+kYC0fFOrKneTA7LxNzrsvC7qbuhDM0J9p1w4lGKRo7BlGalwmA3Tctfe4JLwLgb//QIK7FoxN4dYKIQV01CL9fQ2GDdcaY80k3rq0U+oUQgqXlefjSP4jaMwGR5HGyt9u2fjV+Vv21uPaIAby69xRe+8kycQ32RFC6VmXJUPpDoVAoFIqLg0rKXEMkCrBS9Z6taw3g8S0HhQfztvWr4xIzcju3PQFjDyI3fdjoWg1nX9PGtZWu4okPYaaAxTvZDvfCdRND/cMhPHtnBQ629KP93AjOj0ewqqJAJIC4BVtdawDrNv8REQPQzZkyTuMGKIBQlArLLgJz2CiBsMOhAPY09+CZu+YD4JVVjsvD6X53L+SgSwJl2dzrsOUny8TDxpPdwYQibqo4NxLGo//6R1AwISwPOv23xi6LpYQT4SibH/MPDy3Gm0+tEp8vwBI9XEwzWziIZEpUshxbOjcfjy6bg601bSIhxu8hp/vdnjDjn0Oy+TPRqIHHVpSjNC/zsm7nn6wliEJxNbO1pi2tWV55mR58+bf/4QKuSKFQKK5OEiUtkumRZFpE5uffX4T7Kost8z/kLnyNIGlHjn1NXGdwq1xZ51TX+0EAVwvbpXPz8eL9laLIq3NwzBLzGxSgUYpFxSz5EqUU2T4PbirNFcVbAPu+2vBe7PuKACi/Lgut0swUN12Sn+XD0nJrUuazb7pFV7iTu8Fk+M6CQjxz13xU1/uxo86P4FgETV3BhIVdbtx5QyH22bp8EkEIcx8wKLN8pnBPHgHAsY5By+vRKMW6lbH4vrkriB//tgZrqkqwsDgbX7UPMG0H1kUTNViHSyhiIDASipsVeaQ1lpAhiLfhBtg9Mt1nLbTrGRoT/29PXNrPc7nH90qLKBQKhUIRQyVlFABSn/FSXe8XXQehKEV1ggGE9gQNnw3Dhy3uauhMWA1nXxMAx5b6utYAHjPFGcAGd7oJNC6GfvneUUexsv9EH7442YfbFxTiK9PGbN+JPvzktzVoOzeCP68sxn2VxfjZjq/A8zpRCszOm4azA2PxB5Tg3T4UiOu3D0djiQRZ/FFYRVWqg6ZlCrMzUGf6aO9IkJC6EPAzcQ/m5q4gdjV0oseh28cJ+WqrzeGX8lugEcCja3EWEvlZPvHzw0vKUF3vtwh8t/tdHmCp6wQaIYhGnR8M2EX6RGbIXEymyhJEobgaef6tPzl2STqRoRNsTfAQUKFQKBQTIxU9ko4W4cfkr//m85MWW+RUHALkNeVn+YQWseucx7ccFOt6+0g73nL4nqhrDeDFDxpFLK45nI/C2ok+PB7FTeZ1A6yTxa5jKICzA6Ou7wGHgBWC7W6yzqyJGrDokGleDWMu8zxnzvAhN9ObssVaReF0AED7uZG0NYhs+awBGHTp7HeCF8yJAquo80xPGbtdtUZiCTa5cGP/iT7oZhIGYAV6a79dIuIIg5rJr7nOsyJ1XcMPl5a5FhKuW15usXtetzw2l9UpcXmldLYoLaJQKBQKhRWVlFEIUgnonKy3kiEHYBQsqPZ6NKypKhGDBHWNoGNgFFtr2izdMPyPfZD6o8vmoLI0F40dg6g5fc5S1RSKJh7OzmaUuK/XoIirwuI/v7qvBa8daIkb+pzp88Cnx2yy7BBABO9OW2gklkiQxd+e5p44e4F02VrThrdr27GkPM9RDLl1+Tx4SylO9w2joWMQhsHmq1AaSwzZh2smQtMIgqNh/Ld/b3Z+3WENugZhByFXhclwMW1fA5/lw+8fJ4HvdL9zCz57ItDNU/lKqkxLx6JQobiWWP73n6D3fGqVwS89tFh0TCoUCoVi6kmmRyaiRTj5WT5LzMi7FeTB60B87Mf/y7tsdI1ZWfFumS/bBywagHd7O1kzyzNlUklRRKIUHx9jSZS3a9tAQRzjdoNS15hevtZPTfteGa9OLNZuG9dW4vPmHnz2TU9cQVivaTPsRMF0L/qHrYmTV/e1YPO+lpT0goyuAUvLmQakYAmNWTnTADhbPNuRl+00z9OJc9JcUZ3AMhtzV0OnZVv5fTEoc1vg5yGwahEgPd3A44xdDZ1YU1ViiTuuNP0ho7SIQqFQKBRWVFJGkRZyJwHvDuC4tSPLAZhGWBv78/feKFr/eTv7tsOsvZzAandlP0YoSvFmTVvCdcqdEpytNW3Y1dCZlnhzwp6QAYCffud6LCzOxqYPGoVVGcersyRSVWmupTqOw7tnNn3YaAnegfSEZiIiBnW0LLtuug8BB+9qjQA3zMrGj1fPw49eZRZk1KC4/+ZS/OGrDlDKhN1dN87E4EgIR1oD7LMjcPSG3vRAVZyYkeGJN0vVnwHsNKsCeVUYvwdk0aNp7Cf5czlwog+1Z86JeyjVCjLZeoKvK9Xqy8udVC0KFYprhZc/ako430pmhk9Hw6Y/v8ArUigUCkUyJqJFOIGRkEhcEAC331CINVUlwk7Zo2sApY5D2O0zDDe8dxS6rjkWBwFw7ArPz/IJm6uJwCRE/L4ELGlx5w0zRQJHhmsRANhm01DL5+Xj52uYTTMvgOPxteGyTrfVB4adO1nctpeTJcU5GSi/LkvMXKGUfZ5R87N6cvU83FdZjM+bexCOUugawZ99qwgEQEvfsOv8GZ9Hw6LibHztH0w5MaQR4Ok7KhAYCQlbtzVVJdgvFe3JCTCvTkSxIdcqdi0CJNcNXKvyRIxbEciVpD9klBZRKBQKhcKKSsoo0sLeSSC37fNAng9C5IHkqooCeEzRomsEc67LshzvUEs/ItFYFwS3N+PVM3WtAXQMjMKjkZRazwHE+SGnOyuAQ8BEQueQVVhphImVypIcrFseC5rt7eYA8OiyOXjpocUAgIaOQWyVxBAh7By8YmhnvR/V9X68faQd0QSex07rnD9zespWApzAcEh0L3l05rUciVJ4dBYo//Ldo7FZLRSiLV8jgGEY+LSpGxqRUkcOS14xj/lTV5bkWMSMZR0j8SLOAPvcquv9ePOpVaIqLDgaxkEzSXe8OwjDYJ7i372pCN1DY0J0jYUNbN57ClukwZiJ5g7ZrSfeqfNj29OrxD3oJvLtAupy5UqurFMoppKXP2rClv0tCTsmZar/6jb190WhUCguE9y0yNaaNsugdflhOI/jgqNhM25l2zx/741x1ftAvBYBWEJFLj4yKGC4JGQAoCg7w/JzXWsAmz5sdE10TATe/cKtsABmTyZ37RDEtMjWmjbLNRAAdy8swtK5+XHWbqnoEK4/TvUOs0RKGmt/8JZSfHS0U6y193wID94yG1+fHWTuCjTWSUQBbN7Xgq6hMfH+RQ2K3ce6keFlc0c3vN8Ql+xaUDQDv37k2wBgifGTQSnw+oHTlnuJx/i/O9CCsXAUnYPMtlonrDgvMBLCxrWV2NXQiQMn+sRsGW53Z58/5HT/yvZoACy6Qt6H20Ff7trDjtIiCoVCoVBYUUkZRdo4VefIgsagFBvfb7B2fVAqhiu+dbgNO80H7fIMFdFNg9jgQ4ttma7h3puKsPd4LyIRw7Xl36ORuMqbRF0aduSqLQqg8/9n796jo7qvPNF/f6dKAoQFyAIksBAgbBMskTgST7/TsTMhFwcb4sbGqzPptA2e8eq+npmeaa/cWM2o01nu252+7pnLuga7szzd12CMIX5w7XSMjXl0QBZSYyMZ8xLogUBIoiQEApWqzu/+cc7v1DmnTr2EVHp9P2uxMFI9zjlVsn679m/vfaXXEcBocFb7VDcErJYHdS3OKhm/JqwgCTCSAW9XNVrzaDQB+DQN4bDRX3jHkaakAwb78Y7L0PDT+4pQ/t4xhFJo1yzNY1h422TkTRqPT463GnNsdB0f112MOYTT3qNZl8ZuNR8kMvwavl+cj/fMahpNADWNARxpCMDv07BkTg56Qzo6e/ocw0hzsjKQ6Y/uX20PipcV5eJ853XsONIUNaQzFJb41qwpWFaU65gv9LuvWrG1shGNHdew+UC99Rq+XdWI7RucH7Qeru9wPG6fLZCyvwftPaBjBVDDdYjlSN1ZRzRQHvnVZziVZPK6YMp4HHzxu4N8RERElCr3eqa6IYDy92oRMhenQdfmLtV2TFVZ+zSB8pXF1mPYZ31ASoR16djJrxIq9mRGhk8AQnhWymS6KniASKwUa5U/NTsTpbNyopIqijuZ8vBdebjbXPuqx8/JysSCGZMcVfs+MxaxkkK2hx6XETlHd2u3RASMdf6tEzPReLkHYd2IB0K6TGrTw5K5uZg4zm91PwjrElsO1OOH35qJ3V9eQMhVei+BqNlvKk4I9ATxV6tKombtnGu/il01zVhdWoCNPyzB9qpGjPNruHwtGHcjmxCwWk7b44G9Jy5F3S8sgS376wFhvO4/WT7Higl0CZxq7cb//PQUevt0aMJ47x5t7kIo7Jyr4o5VP6q9YMUUqqtEKGxscFTxilfyxm44xiOMRYiIiCKYlKEBsawoF5oQ0M0FtK5H5rocru+wgiQgeqime4CmfabMpr2nrWRNOKzj7llT8NyD86zb1rV04VJ3r5GoCRtVOs/cN9cxhBNA3JJzxdFm7P1aZ0AkjQSLrkurQkYNrt/4QR36QrpRaWILIHya97HYnzesAyUzs5E3abxV5eGWqA+yXez9KwAAIABJREFUhFHSv25pIebnZ2PzvjOob7+Gs+1Xoeve91XBZMg8x2PnuxwBXEgH3q5ujvOsrmsoJZ5cUmgNw1wyN9cKjtVtgiEdVecCGJdhtFewJ2XuzMvG498uQLm5y00TAIRxvX0+o9e3PaB20wF0X+9D2ewczL41yxEw/f3HJ6J6X4d04NV9Z/CaWUUDmC0lBKzKIBWMO1rnhXRsqzSSiuUri7Fl/xnH46r+0e4hlkDs2TRENLjUhxLbKhvQ3Hkjqfs890ARXvzBgkE+MiIiGgiH6zscVRKaEI5khT0ZYrTGklZVvXv3vrqPfc1mfwx7K2YA2FnTjB1HmsxKcyOWUBuy1KYtr01obj/6dgFe/MECbK1s9Kz6UMkkFYvMmzoR5zuvY/O+M/jsxKWoZIi5lMYz9811xFTW9wXw/eJ8VHxQh7xJ4zHVVdmTjLAEPj8XQIZPYO2SQqwpLcDHdRetGTI+AUwc58eVG6Go+6pKDztdwmqTnCwVJwR6gvjFYwuxvarRqpoP6UYFyo7qZkdbuvKVxVGxnoDRyq2msdNKyAjb4z/9+uGozWPWcQOABIJ9Og6ZcZ9iTySp66UE+yLxsLujwIqSGVEJRQDQXQm77VWNnkkZr3msqz06BRAREdHQYVKGBkTZ7BxUrCox2gboEpm2nVdWENJnVLdoAlF9ZGPtmvHqPet1W9Waqq27F7/+17PoC0sIAay/3/hgbX5+Nr53Vx5ar9xA3qTx2HPc6LdsT3jousRtUyZg3dJC1LV0OebWqATL6wfPIqxLvLq/PipZ0heW1iwSAeAPvjEdbxw656iwON3aHRWIGcmQLs/kixBAYU6WI4Hhpe7CFeu/959qsxbgZXOmeM6SETBK7V87UI9YhTmXPWbNKD4NKC3MQZX52GFpHLt6XQI9Qc9+2RJAb5+OqdnjHK/r6tICHK7vgG5WVEkAQkVkUqK2pStmQkZ5/eBZPFKcj6JptziSMrGGkX769SWrT7S1AxLGa/3db0zHhgfnOXZQqudX7QjsOzKVFSUzotpg7Kxpxq6aZkeSZrQERMNxBx6RXaqtyu6YNhEf/5eHBvWYiIhoYC0rysW4DCPW0DSjjbJal/QnDnGvadzxiKqWV7ddY65jlxXl4uO6i3j+zWq0Xe2FlHBUWds3oW3ZfwbnOiLre7WWD/QEozZ5QRqVOz9ZPscRi8SiEjJSAm8cOofC3In4oqnTkeyQ0p4w6IJPE8j0Jd8q2n6bUNiIoQDj+QAjIQMhPBMyAJA7MRO1LdGb0VLp7iYAPHjnNGx8vxZ9YaOd8cYfluBEa13Uul0JmpU129YvtypQwmHjdb09LxtHGgKOBJ6KQ2IlZBzHDmCcX0v6+HUYm8KqGwJ449A563Vbf38R1i0ttBJp6ngEjHbT9sr+upYuK56xc89jtbeEHm1rdsYjREQ0UjEpQwNGVWq4F0XxKmESSaX37M6aZseCWUpYAYs9OZI3aTz85pBNn2a0HlCLcRWgrS4twM6aZiu4e+a+uai7cMVKGgDeFShm3ARNExCAo8Jiq2uwppvX40mJhAkZwAhsNu09jaNNnVYQEtal55BR9VyH6jtiJmQSksC5dmf5fnt3L7ZWNmJ7VSM6e/piBnQSwNHGADY+Whz1XlABrxDC2qUW1iXau3sTBoi6NKqzHpo/3XPIadRxSGc1l3qtfDBaoQGRHY5vPrMMu8ydkGFdWscHGAHS7NwsrH9gntVmwB64298H7v7kI5l9B95oSzbR6PDCW/8W1eoknl8+vnBE9WYnIiJDvHjhZuKQZB5ffb9sdg5e/vB4VLJEVVm/U93saIELwDHvUlWNuBNA5Ssj62X7BqZYNBhxiFpH9/bpeOndYwnX/GFd4rvmBrYLXddxqTv25qyo59SAls7r2FnTbMUhuoQjueR2tj21OZjKkjnGZqqwNDaJdfUErYqXYFji1wfrUb6yGJv3nfGMoXRpVNcfru/AmtICR0INAHbZzgGIxCHJ0ARwh5nYcSeXvDbfacJIwjkqsQBkT8hAdUMA5zuvw+8z21zbql1e3XcGH5uxjpTwjC3U+8ienBpNcYjCeISIiEYyJmVoQMWqeLmZ/rHJ3FctZr28e/S8tSANhnR8/FUrMvwa1i6JtBdIlEiq2F3n6EXtFWL4BPDs/UV47eBZhHSJvScuwa8lv+PsZuz+8gJ02eJsWyCMIaP2XXjW9wDUtlyJ+nqywtIYyGnX2RN0BJfxfHWhGxW76xwLZ69rHuwzEjTxqO/6fZF2Y17t6QDggTum4vdnOqzBnVHVXGZCqPt6n2fJv6rosR+fpgkrIeM+D/X4O2uaHdVeo4G7Imi0BXk0MqmqyZqGQMyZWG4ZGvCWa8YUERGNLPHihYGYY5HMY/y27qLn11UMolrg2gfHuwe2x0sAnbgYXXGv5E8ahz/77p2oa+nCydZuq5pdAklvwvrkeGvM22aP96PbrHqJjoUEtn3eCJ8mHJvX7Otx932+unDFaqOcivOd161jDOmwzlM53XYN5e/Xxn3s1w+etWKBN59Zhue/c7v1PfdGLJ8m0HrFu/XptFsy4dOEEROZ1UyrSwtQPHNyVEz0zYLJKLltstV2270h0D7X6GhTJ/7hk1PoCxlzaL67IM9Rwf/cg/Nw4FSbcXtNoKXzelS1jHofuauBRkscojAeISKikYxJGRoV3DNt7NpcVRYSxnya26ZMcCQE3FTwZS8d1wAsLJiMcX4NVecCjsd99v4idPeGrAqKvrDE9+7Kw7TscXjr88b+V6UgMkxTaAJSN1qzSRh9pe3DKO10CRxpCMBnBkQqoaTaGeip9AdIwKcJ9MZIisXitXB2B7wvmS3CPvk6duWLOi/VkyFWz26fBsy6NQsVJTOidkmWzc5B+cpia6aNva2bu+TfHriVv1cLXUpU7K7D/Pxsx+PZzyPZaq+RxKu1INFQqm4I4MkthxxtPRJ54I6p+Kc/WTqIR0VERGPF94vzPduKqYSEu1ph3dJCzwrNWAmgQE8w5uawP/vunZifn21tJLM/t4A59ySBeL8+lxflYr+ZCBDmbBspYcUhACDNVs5Wa2hpxC/qvxVNGC3P+hOJXHe1EfN6jHgJGSNRJGN+iK+uveqasONIk2Pupl3b1aA1p/OJxYWOmS0+zZgdqiwvykX2hAysLi2w5qPa4wKVDNpe1WhVwQDGa/Lp15ew4cF5jmO0J1y2fe7dmkydi70aaLTEIQrjESIiGsmSb3pKNMxUNwSwae9pa2dQxaoSox2ZSQ1stPfh1RAZlJnsok0t9nwC8Ps1HL9wxdiV5SrgOFTfEdUurPXKDawuLcC9t0+N+fjx6kA0YQyc/vN/Nx9vP3cPtq9fjrVLCqFpmhEMIZJwcdOl8Sds+3682ydr6i2ZUcf/7H1zsXZxYdTXvYpcNGFUFSVaONe1dFlBXjhBJClhBGCHzeGaq0sL8PCCPNw+baJ1m7A57LNid51nUBLoCVotIdyxnD2Idt/eHtTFoga8Hq7vQHVD9IyfgWD/eUgHFRD+5+/NZ6sAGnIvf3gcT6WQkCmYMh7nXv7fmJAhIqKUxVpzvfiDBZh9a5bja4vnGMmXTJ+AT8BR2ZAqNTvHvbyek5uFQE8Qm/edcbTeUjNIxmf6Un4uRcCo4tjw4Dy8+cwyPLmkEDDXvyquUPw+AZ/r0wUVj7i/5vXbOkFxPACgZOYkx7/9WnQs5fcJZLpmuwhhvBa/eGyhFdfFi0XKZudAAAnXFdK8jTTvU90QQMUHddBtscuSOTl449A5/Op3J/D064cBAM9/5/aoBIqEUf3jplo0u4/vtikTEArrcWORdM1bSXccojAeISKikYyVMjQiba1stKoUVOm5mmmzq6YZErBakz39+mEE+3TAVkIf0iU+rruY1CJVVVF8VHsBN/rCkTJ51xr9i+YuZPiuwG/ujJIAvmzuMj4ojFGVIgA8cldezBkoRVMn4pHifOv4qhsCaLrcg1A4/tD7wdR+NbrH9BuHzuHNZ5bhl48vxPaqRuRNGm/t6Hplz0n86+l26NI434cX5OFbs6ZY131rZaOjdYMKHtpcCa5YLckUHXC0HXO0coP3DkU7d+9lxT5g1R64pbIza7D7HQ9VP+WBaAdCdLNSmR0zzifwlz8s4ewYIiLqF/uaSxMCFaucv1P+fu3dWLv59wjpRsLgxRULrMqLn//mGI5f7MablY3YUd3sOV8x3vPurGnGA3dMQ33bVZxui8xkOdfRg7/7lxOO9atfA0oLc/D5uQD6wuGYj/vIXXk41tyJi1ei56YsnpODYEjH9EnjceJiNwI9QXPeo/dj3TVjEvImjU9qtqOXOCNoLAdOtzv+vfKbM3FHXjZysjJR29IFAWNzFuCMQSCBO/OyHTNQc7Iycbi+Ax/XXUTdhSuONnJA8pvYJIB3qptRMnMyNr5fa824AYBMn3DMmYnXYsudXBIikhTzijMSxSLpig+Geq4L4xEiIhqpmJShYUEFGmohHW9hVd0QQLnZ1gowejSrxa3Xoqx8ZTFeMttSKboEXt1fDwFgXIb34rG6IYBX953B2fZrONdxDeEkyuxVy7LrfWEcPNVu9JCOs8PKpwEPzZ+Oz062ec7EOd12DU9tOYRt65fjxMVuq71WvNk2gJHAkEguuIkn3nMo9kTH89+5PerDzhcevhOVZy9bLeA+Od6KoqkTrSBItXk4cKodjR3X8Mahc2aga56HNAaIZmX40N0bCSp9Aii5bTK+bO6y+lbXXbgSlZBRLeeOX+yO209ZJd+2VzWi7sIVSF1GDViN1as50ca+we53zH7KNFb9+B8rsf9Ue+Ibwqg6fPEHCwb5iIiIaCTxqiSIV11gX3PpUqL8vdqoFrbbN9wTdf+P6y46Zp0FQzpeevcYJBD3g+zqhgD+5qPjjrbJGT4BDc6WZPb1ugCwdnEhGj0G3dv5NGM+yYmL3VEzUPwacLSp06wU6bJaamWY1TBeFR1fNHch03fFShTc7Aayabdkov1qMFL5I6Jjm6NNnXjlyW973t8dg+w40oTimZNR29KF9u5efHbikiNOO2CuJ1QsUzJzcsxNYQLAvOm34Mylq1Zr7I9qL0RV1qi5lPHmS6r3W/HMyY4kS6KknX3j4IqSGXHfq4MZHzAOISIi6h8mZSihwS57rm4I4Kkth6xF8Y7qZmx7NvYOm8P1HY4EiyaMVmSxjjPQE4w5PyVW5UR1Q8Da5RaL6iGsw9m7+JPjrXj2/iJU1nfETcgARmBR29KFh+6chvr2a7g1K8PaSaUEwxI7a5rxdlWTlYgCjIGReZPG4+OvWh1Bjwbg3tunonjGJM++1lHnIYCcCRm43NMXfXy2c/X7jJk97t1xwnyQo02djiGT9tfjoTunWbvmwmZCTPPIZPy27qIt0I18PazDmZDRBP5qVQnm52fj6dcPG4MwNYELndeNyhbdaKugAcjM0FD+aDEAxH0f26uv/D4NP1oyC2sSJAgBYFdNM4Ih3bOXszLY/Y7ZT5nGopLy3+JqMPbuXyUrQ8M/s6UFEdGINhjxiNcOfwBxd/2751jqurTiCPsx2mcQAsC7R89HPb8KE2J9kF3dEMDaLYeiZqSEwhKP3JWHT7++5DlXUgIonjkZTR5JGceGKwlrc5FK8qjB8peu3PCcpdIXllgyJwe352Wj7nxX1G3CusTaJbMAANurmhwxWzKbvezargaNeEECmrlTy/1b//vF+QCi3x/q3w/dOc2KlfrCEi+9eyzu7JztVY1W5f5fvl8blZBR8UumX8NP751rzfCRAHInZiLDJ6z4L9OvWZsNY82XdHd/SLV6qmJ3HYIhHVXnLjuSg0D64gPGIURERP3DpAzFlY5y5J01zY7kRaIdNqqfcrDP+CC+YlUJgNgB1LKiXGSYg9+9eM2XOVzfETMhowkYH9qXFVgt0io+qLOCkrAEXj94FqWFU/D5OWdf3SVzctAb0lHX0gUpjefecaTJ2lUVK1hp7+51BDUAcPzCFaxdXIj9p9qsRIaAEbTYy++3HKiP2/YLElg059a4rQbmTb8Ff7Pmm9hZ04ytlY3WsS6ak4Oaxk6EdYmPv2rFvhOXsG39cgCR18Pv06Dr0RdTHa/dhIzkel6vXTzLOr83n1mGzfvO4HdftVqtHJbMycFj3y6ICmpivafc1VehsI7bpkxIWLH1yp6TSe0MixeMDYRUHz9d/aWJBsPLHx5PKuEMsDqGiGg0GKx4xL7Dv7fP2GBz25QJcdd2ao5l+Xu10HWJzAzN2hwW7xgLb82KahGW6RMIhSWEEMjJcs5sVMfnNbQ+w5zxssEcGJ+TlYntVY2OBMlnJy7hoKvV15zcLHy/OB+vHzwLXZdRcQhgrM8//foSZJxy++qGAP5ixQKsKS1wtA025kkKlMycjPn52XjnSJOVRFmQn43TbVc9Z7T4NIF75+V6Vr6qxy0tnBI1r8QngEeK86OuffnKYitZoWnCMVsz0ei52pYurP+nI6iPcawLb5uM7xXnW2voxo5reHV/PaQE3j3agsfunomz7desVs72GMQr6ebu/hDoCUYl9GLZVdNsJYRivVcHM/64medhLEJERMSkDCUw2OXI1Q0BvFPd7Phaoh02Xgu/TXtPxzzOstk52Pas8cH9nq9arV1gQsAYwugxVXJZUS78rtL8792Vh4fmT/fcvVT+aDHWbj5kLap1KdHrkdWpaeqErksrqSMAK8kBeCdkNAFMyx6HcRkabvRFHjOsSwR6gta1ONXajfe/aEFYl6jYXYf5+dnInpCRsIWZTxPY8OA8PDR/Ov7HJyc9e0qfbbsKwCjj9wkjoNEEkJOV6ahC6gsbuwVbOq87ggQvmjB2kP1k+Rwcqu9AbUuXo61DLH4tMi8IMF7f633OfXNVDQHcnpedVKULEF19JUR0os5OBX/qHLUEw0LVcabys5NqsJLs4w9132ei/jJ2kx6LW8GoPHDHVPzTnywd/IMiIqJBN1jxiLHeNyob1FyQjY8WJ9z1b59LkkwsAgB/sWIB/nDz7xE2xlzirx9fCABWlYRau7srHfxm4kZZMicHf2HOqQEiG47qWpxVK61XbkRtyrp71hS8cegcdCmhaQJ3z4reQAbAWhNrwkhCTJ80Hp8cb7UeTwJW22IVh3Rf78NrB88ipEts/KAOPyorcCQ1TrR2x9wktnbxLPzy8YXYWtmITZ+dxvnAdcf3JYz1qztiC5uVPrdNmWCtyYN9Rhsx9VpI2zEI85zUlzJ8Ak8smoXTrd3WdQjriLtRbe7UiY6kSd2FK47vv/+FMePu+MVuTM0eByD2pjCv+ON853VH54FYqhsC2HGkyYodfb7Y7Zn787MyWHGIemzGIkREREzKUAKDXY5s7ACLfML2rYLJKH+02HMnkX1h6F74JTrOstk52PLjRdbjnO+8jrc+b7R6AHvtLNq+4R68uu8MLl25geVFuciekBEVLNlvb+2aM8vP1y4uRO15Z4m8mksTNs9ZwmgL5rUTK8MnoJtzTVaXFlj9iN+pbrZmo6gBlTlZmdj95QUr2Ont07GrphmrSwvg04Sj7ZmdJoCKVSXW9axr6cKbtiSRddwSeHXfGew72WadT1gCn564BJ8tWMzwGTv9/q+PI8NG/T4BASPA85nJqJKZkx3JrU17T+NLjxYJbrdmZeC1f7/Y0ZYgJyszqsJGSmBbZSN2xWkpZueuphIJmiuoDwfUrRbe5v2+7a/BDFbY95lGohfe+je8e7Ql4e3YqoyIaPQZrHikbHYOnlg0C1srIzGBfcOT+wNpr3gk2WMsm52Dt12zZjbtPQ1dyrhVOdvXL8fmfWdQ334NRVMnOqov7FaXFmBHdWRuydrFhahriVRhCAAd14K2qhaJy9eCca+P36dZ61t3my33+dW3X7MSDMGQjvbuXkcMojoEuCv/M33C2my1bmkhAj1B/O2/nIg6FnU391yZt4804Zl751prch1GGzH1Wvh8mtH2zDYrsralyzHH1L3ZKp6z7dewae9p6zVcUTLDmkWjzlOa1yBRLGLv/iA0AQGJtz5PHL+oan37a/ujsuQ2oiVjsJMmjEWIiIgMTMpQXINd9uwOYGIlZBItDJM5TnsgBRgl3/GCu7LZOXjNTOTYW3HZ25bZn89r1xwAvPTuMegS8JlDOdUCescRo8+yXxOYNN6PKzdCjud/YtEs3DZlQlT7rTWlBVYywirNF87Eixpmubq0AM/cNxebD9RbwdCj35yB2vNdgBD46b1zrTZggBGcbD/S5NkqQfWttguHpXV/CaOCZWdNs2Mn++zcifjpvXMdSRj1WijLinIdPZhj+fN/9w0AwM9+cwzvVDcjFI60S/BpRhLL3qIgmORCv2x2Dn5UVoBtZlAupfH+iPV+MnYuRpI4x1275G7WYAYr7PtMI4Uabuy1i9cLW5UREY1OgxmPeA1hj9VqKl48kugYvSoPklmTlc3OwYYH5+Hp1w+jvu0qPv36EipWlVjrb/vjbnvW+fyNHdewxYwBxmVoWFEyA5VnL1vJilsnZgJm618v9g/6veIc+zVx7/+qb7uKe+bl4sCpdkgYz1++shh1LV041dqNyz19nkkmrzZudu4OAOGwRN2FK44W0B980YLvLsjD1OxxKJk52WgbDVgV9O44RL12m/ediZrV6VbbcgVfNnchw69h27PLMD8/GxnmBjufJuATRucAicSxiP09ozYM6tK4zyt7TuKFh++M+T60V+tn+jVHF4GbNdhJE8YiREREBiZlKKF45cj2aoVkhxK6HztRAPPKnpNR/XKB6KHtiY7THUglG9zZ+/WqXU9q0SxgBBkqMFOPo45xfn42fD4Nupk4+ek9c/DawbMI6xJhMwER1iWWFeU6SuVVi65YC3h3mwTdo0dZMCytyhrr21Jiydxc/LbuIoIhPapVQtnsHKxdNMu7Wsaj2kYTkV1myuZ9Zxy3OX3pKl569xj+6rGFjp12YV06rt3GH5bg7373NS5f64t6HiGADfcXYX5+Np567XDUfCBpntu6pYVo6+61rqUuEwd3yprSAitR5/Np2HGkCSFdxgy87UmcsG3I60DIycqEJozwcqCDlXT1lya6GdUNAaz5f36f1G01AfzisYWOBDMREY0usdb5gx2LKDs95ncAzngk3jF6JXSS3VRmj4V0KfHSe7WobelCyczJ+Mv3a9EXlsjwCby1frnVWmtrZSNeP3jW2pRVvrIY8/OzoUtpPc4U1xpZE5GKFHe7YHWt7Mdo//De7XTbNWvWIwB8vzgf65YWOq5Fc6AHGx6c57hfoCfoOI5EMnzGLM1DZzqsDWphabQg82kCb8OI2TL9GkpmTsbmfWesVmz2OAQw5vB4Pa3fJ1A8YxLG+TVro0gwZHQlmDllQiRGkhJPLE4tFlHXtLohgF01zdb1PHiqHVXnLkfFIPZqfQ3AvbdP9Uze9Fd1QwDnO6/D79OszgwDnTRhLEJERGRgUob6LdZOnVRLnJMJYNTCU7XsSqakemtlIz6qvYAVJTMQ6AlG7fh5/ju3xz1OtTjeXtXoWKCrSgr13zf6IruZADiObU1pAUJh3WqJcMjdO9g8p4fmT8feE5fQF5ZmS7GFSbXcyvQbJe+xRix8fvayI4ERlsD2qkbrNbthtjmzP5dqf2C/n333md2z9xc5dpzFWrSHpVExBBh/q4KYYF8kqK3YXeeYmaNoAnh4QR4eKc63gpWo28C4jsUzJ+Oj2guOrwd64rdmUGLtVnMH3t3X+1B34YoRnGUM/C6v6oYAKnbXGe3ezCB6oIOVVPo+E6Xbyx8ex6v765O6rU8D3t5wD9/PRERjkLtSw71ZKlmJ1kVqBqY1v0MTMeMRryRRvMqDeHHQrppm7DjSZFVeKGFdYmtlo2N93heW2LzvjNWu2T5AXpfGHMpdNc1WNbz6O9Os8sjwGRX0avOYpmkJr5t9Jk8i73/Rgj9aPseR3Or1iEPc1ejx3DZlPJ7/zh3Wpgz7OavrpARDOn5udi+wvtYXeS121jR7nodPE3jm3rnInpCB3V8426ieau3G6tICKx4TQqDYbNGsKm6SjUVUHPLKnpM4aFYXuWOQnKxMHG3qhBACGoyNYwOdkLG6Q2gCTy4pjNp8N1AYixARETEpQzfBPVdDl8biWiUoTlzsxvaqRuRNGh+z/3Eyj69L44N5tRMomZLqrZWN+NlvjCTAgVPteO6BopTKpL16C7uHQ9r962ljN9Pq0gLHsUnA8bzTJ40HEJmd8k1zho590KNA9OLdq+XBiYvdmJ+XjY6rvWjuvOF5HqcvXY362ji/5gjstlc1Ri24F+RnW8NCBYDZuVk419ET9VjZEzJQ3RCwqlc0gaghnIpuJoTs108C1lycWMGXLoGPv2rF/lNtuP+OaVHf1wTw5JJClMycbLVzA4wgKDMjtWSJe7eaet1ysjKjKnQOnGrHkjk5uCMve0ADFvvPlTSDaKKxoLohgHVbDqE3iQ93FuRno3R2zqB9WEBERMOfu1JDfdBv3yy1s6YZ7d29mJo9LmYVejLPo2ZgChgthr02fAHw3LBWvrJ4QOIQ4aogcf+2bL1ywzpee0JCEwLLinKxs6bZcfup2eOwbf1yK8Y4XN8Bae48C4f1uK18t1Y2YntVI6Znj4sZh9hJiUgFv+34VbvlWHFIPC2dN7Dxgzp8duISpmaPwzP3zcVrB+qjYjXj2kXPs4GIVLHEil+klHj94Flr9o/d5WtBlM3OQfnKYmveTsXuOpSvLO7Xxq2y2Tl44eE7UXXusiMG8Zp349MEfrJ8jvW+G4i1kP3nKaxLzJwygWssIiKiQcSkDPVbTlZm1OJUwviw+tCZdttckS58euIStq9fntLCzt1v1r4TKFFgY6+WAIDf1l10DHZMxJ1wUjvvylcW491/a46acaACMuE6tjWlBdYMGHWc+8yKmAyfcMzQcZ+TfaedSjaowO6zE5cc7c4SUUMxM/0a7sjLdhxFrbeUAAAgAElEQVR/WDeCJPtz2StWJIyWA7/+17OOHWSZPmOXYMUHkURIVKxjG8aZ4RPIcyWlJGAFL/aBnA/eOQ37TrZZiS21W0wlxtzPc9uUCY7gWAC4945IOb9XUised1l9rAqdz88F8OX5LqwewD7O7LNMY9ELb/0b3j3akviGAHb+B1bGEBGRd1WFhNH6qbK+AzrgmJP4zpEmbEsxHlHPY1+bqXWfe73mtWGtL6SjrqULa0oLcKm7F9OzxyV8vnhxSF1LF976vNFzk9jaxYXW8aoB8pomULGqxDrnd8zKmwyfsJJU9uthX4+rVr5+TeCJRbOs5EkqFa3KuAwNArCSW4pqAQzAqgxyV6y41/6qQki1llYxkc/jdhl+Yx5ou62lmCIlrFbOqlNAX0iH3ycgzGNTyRyv7SJF024BYGymU0mbYEhHoCfoiCMAYNPe00nFIe4YxP1esF83lSzqT6cKL4xBiIiI0otJGeq3QE8wZlsr9+fXoXD8mRv2VmOqBD1Wv9lk+tCuKJmBA6farX+f6+jBxvdrASEQCuvYWdMcd/HqDvKEAB64Yxrm52fj7efuwcsfHse7R88jJysTZ9qvWT13V5cWYLUtCWM/ZkXtSFMVIl7nBETaoAlEqnN6+/So0nxFAMjJysDlnuiZLKu+NRN35GVbj21vTyZg7FIL6xKaxy4yAaC+/RqeWDQLl7p7IQBrcGaslmMA4NcEnrlvLurbr6G+7SrmTrsFD82fjs9OtjmC594+HbUtXVGvqb1tg2rl9dnJNuuYAOO95/cZQcOJi92OnZIrSmZEDSFVQQsQPZPIzR6kuncW2g30AEz2WaaxZGtlI37+m2MxWzDasVUZERHZqRl/W12zECUQ1fIL5te81mxqzSnhPdMx1trM62v21sKagJXcUMejCaQch2gC+MnyOQj0BLG6tADFMydb8xmFAIqmTsRP7ytKKoayV8YAzmRBrFa+wbDEm2ZlTMWqhdhyILWEjCZgzbSxty9TSZNY1SDqvk8tMea01Lddxa0TjcoW9wY5wIiXNAEIacyBeWLRLBTPnIy6li40Xe6x4lZzbKNVWbWzphm/fHwhtj3rjMXsG9bcx6YJWPNw7BsVdQl80dSJZUW5eP47t/crDnEnyjQhouaH+jRhJYIGKhZhDEJERJReoyYpI4R4AMCfAygDMBPAH0sp3zC/lwHgFwBWAJgH4AqAvQBelFI22h5jHIC/A/AUgAkAPgHwH6WUsT+RHcPsu7B0RHYtCfOP/UM2v0/E3G3jbjUGwBFUxFusVjcEPHceqftv2X/GarvVFzb2VNl79Mb7QN4+yF2XxsDIT4634q8eW4jC3IlovxpE65VeZPiie+6qv70qNNTfsebiqEDIa3CmBKJL702aAG6ffotnkLL7ywvYvmEOPq67iN/WXcQPSvLREwxbgy77rB1pRvJD16X1+kkY5+7u071p72nP6hEBQDMDhV///hzCuo6wbgz83HfiEpYV5WK/LWEmAbxT3Yw1pQXWcFJ1ncrM9kSH6zvQ0nkd28zg0E7XdatVnl1tS5d1Pe3tJXbWNFuVL8nuLFtTWmDtLNQEMHfqRDRc7oGuy0EbgMlAiEa7VHbaPnb3TLzy5LcH+YiIiGikWVNagHdcsxA1EamusK8bMzziEXsbXiB2NY3X2sy+dlf/Vh9qq5kyKrnhrp5JNQ7ZcqAeUpozTu6biz/4xnRrHd/ceR3z87OTul72GCrejM6SmZOR6dccm69COvDrg/WQ3qFITLoE6lq6sG5pIZbMudWKA9TsRFXt7pWQyTRnRm5Ulflt1+ATseddqmu08YclmJ+fHdV+GAC+kZeNU5e6EdKdcYj7Nbb/98/fPeY4b3vnBXerYdV2Wb0XbiYOKZudg4pVJVYSThPAdxfk4aH501Gxu27Aq1oYgxAREaXPqEnKALgFQC2AfzL/2GUBKAXw1wCOApgM4FcAfiuE+KaUMmTe7hUAq2AkZToA/D2A3UKIMillePBPYWTxCjy6r/dZpdR+AcyZeguKpk6MO1PG3Wrso9oLVlIlnkTBxLqlhZifn42nXz9slOFrAhDCqmpJtHhdU1qAXbbdXICxA+vn7x5zVK+Ewt49d7dWNlr9hb0SL2qBroZcAsBTWw4ZH/xrkeSWO+DwacLo92wGm1Ia5fqaJnCkIeDZ3iusS7z80XFUmQmbcx09WDwnxyr9h/lcqj1aoCeIL5o6rSGVQKRFgL3VWaZfcySPfGagsMcMEt1BUDAsHRVM1vGFYwenKjhw74JUQnr0YE91PkB0Kb4wz8N+7ZNpJWDfWdiflmhEFPHjf6x0JGdjWTInB3+xYgF/xoiIyFPZ7Bxse3aZVelSMnMyalu68E51M8IhHT5h3Ob2vGzPKpjD9R3os61XY1XTeIkVi9jvq6pw7NUzqcQhas2qEgIhXUZtaHAneeLFIPbzVo8dDBlzeFaUzMDG92sRDEv4BPDs/UV49+h5XLzSG7mjEBiXoaHXTNYsmJGN05euelYm2UkYmzHsv/tDujE70b5W9/mMdmMlMydb39u874wjpghLoyLfPufFXkWvZjLGaj98/GK3ERciMj8n3mse6AlGJaJ0Ces+ai6N/VzVaxIvDgkmWeGiYlp33OH1NSIiIho5Rk1SRkr5IYAPAUAI8Ybre10AHrF/TQixAUAdgAUAjgkhJgP4ExgVNh+bt/kjAA0AHgbwL4N8CiOSO/DYtPe0tUAWAB7/9m2O6gcv7lZjK0pmJPXc7p1HXotar7ZgyS5e1X0rPqhzDJtU56YIAbR0Xkd1Q8BRIWNPFNgX3dUNAbR0XjeqScwAZntVIy5191o9lFW7ZZ851VNVx2T6jJ1fKkgBjP7LlWcv4/Slq8bxeJyLBHDG/L5y/MIVaELtKDP6UNurfbZWNkb1XtZlpNWZXxN4aP50q5WZ/ZjcLcrcx2KnWhfEC06rGwL4y/dro5JN6hq5S/ozbf2+vd4Dqn2bhPeAUS9eu+cYABGlJtl2ZVkZGv55APqjExHR6OcVj4TCkU1VD86fHjMeWVaUiwx/pFWYVzVNLKnGImoTWypxyCt7TnpuaFLsLcA27T2NnKzMmDGIXU5WphUz6NKYw/P70+3WprOwBF47UI9n7y9yJIF+eu/cqGTA1spG/I9PTjqTNzZ+zUgy/Ze3j0Z9T7VzVpvC7NemuiGAzfvOeM7RfOa+ubjSG0J7d6+jrbJKfuRkZeIf9pyMed10szUyZOKq95yszKj4RZpfB4ykjX1TnD22ccch9nbLukRUQieWWJVaXCcRERGNXKMmKdMPk8y/Va+nMgAZAH6nbiClbBJCHAdwD5iUSUp/BgSqqhj3TJmBeq54peiJqh3KZueg/NFiPGlWsABGKzYNxu4uIQSEALZ93ujoD324vsPRZkwTRoBn31FnzyOEdOBs21W4SQk8uWSWVTHj3uFX3RCIGoipadFzYbxam13tDdvuo0UlJtyl+Iq6DsGwxO++aoVfEyhZNdkR7Hr19/aiAXhqaWHcpEh1QwCv7Dlpa7FmuDUrA7NuzcLyoly8cegc+kLGMNPZt2Zhrjl4U3G/B+wtIdSAUQY1RINna2Uj/vr/+wrXgomLTtmqjIiIbkYq8Yi70sarmuZmnyfeh+fxYpGy2Tl44eE7UXXusmMOi4Sxhvb7I1UlFbuN9l7u+ZAqBrHbWtmIl96rhX1prdqk2ekSyJ6QgeceKMJv6y7i+8X5jhbT6vhVdU0sf/CNPADA9OxxVltpmOey8YM6hMLRXQ9UzOQ1u1IAuNIbsloLZ/gE1qwvcCQ/Dtd3xD0mCQBSRrWgdqtuCER1dVA+qr2A+fnZjvcBhMC0WzLx2N23OVpX27sl2F/DWPEWERERjX5jMikjhMiE0b7sA9u8mHwAYQDurUit5ve8Hmc9gPUAUFiYXCJhtOvvgMB1SwuTTsbc7HOp4CcnKxMb36+1FvNe/aPV87y1frkjWAMis1+sIZh9Oio+qEPxbZNRMnOyNW9H0wQqVpU45rB4VXwUTbsFjYHrjgoTHUYbBve1UedwvvN6VLKiZOYkfNnc5djR5dcEHvt2AaobOz1n0qiyfXVey4pyjQDDJ6ICGjVzRn01pEuUv1dr9bI+XN+BSeOS+1+LELBav3kNWY0XkHXdCCHQ3IXjF7ux8dFi1LV0YfuRJpxuu4bTbdew9+vWqOofRbWEGOg+zLGM9FZnI/34h6ux8jskldkxv3x8Ycq/C4iIxqqx8nskVanGCP2tOOhPLGJfU5242G3NCrHPbYz1HKrSxl1x87PfHLOSNlJG5kPaYxD786vntBMwqoTCMjK/MsMnkJOVif/56SkEQzreOHQOjxTnOx5vZ01z3OQHAOw9cQmfnbhkbmiDY2Nan1m5riqNAOd8TS8Zfg3ttg4DwbDEzppm/PLxhVb88NmJS3GPCTCqgaR5jePFIbGO48CpdlSevYxtzy7Dm88ss6p6Ll7ptdY9L/5ggeM+aiZrumIQZaSu5UfqcRMRESVjzCVlhBB+AP8vgCkAfpjMXeA9RxBSyi0AtgDAokWLUhx5OHqls5Q61eeqbghYc1uErcw8GJZ4dd8ZvPbjRUk/j30Br/pEf9HchS+au6LajKn7qp1U9jk1gJHo2PDgPGx4cF5UmwL3Dip7gOD3afBpRqUNYFTx5E0aD010WbvfBIAnFs0y+yFHv01V64J9Jy7hH/acREiP9J/etn45Xt13Bp8cb4WURhC08dFi1LZ0YXtVkxW06VJiV02zEZiZu/SSoYKRWENWVVsIt4Ip49HceQOA0ZahrqULM6dMQNgWFIZ0YyegvYJJ6W9Crz/izT4aCYFGotlN1H9j4XdIsrNjHrkrD8/FmT1GRETRxsLvkf5KVzySyvPY4xCfT0Dq0lqv9/YZcxvjzVeM9Zg7jjQ5ZkA+c99cZE/I8FxfHq7viGr76/cJ/OGiWdbGs837zqC+7SpunZiJ7VWNVtzibtFW3RDAO9XNjsfyacZB2PM0IfMfqtJHkTCq+TVEWrDZYxy/Wf2vKuFvnZiJO/KysdrcXGWnHjfehi4vwrxPvDhEl8ZxTs8eF9WiLRgy5lP+9eMLcb3PWQ285UB9VBIrnTGIEmstP9zjEMYgREQ02o2ppIyZkNkGYCGAh6SUHbZvXwTgAzAVQJvt69MB7E/bQdKgsu/mcucnPv36kmMuDJBcezOvfs994cjgSrXrSwVUbz6zDDtrmvFOdTNCYSOBYd/FljvR2Vv4VGu349/2ACEc1vHkkkJIAO3dvfjsZBv2HG81eiSb1Sz2+SqaEI5AbPGcHNSY1TP21mYq6Hr+O7fjtR8v8rwOJTMnO4aISkQGV0JKR29lL7dPm4gltjk/XkNWVRLLPhw1069hwczJVlIGMII6d09w9fVgX+we36m81l6SuU+sfuMjJdBIpl86kVt1QwB//OtKXOlN3K5s53+4h+8pIiIa9exxSMhVXSIBvFPd7Nk+Ld5683B9h+OxBIyWY6qtsPu+1to6pEMIgT/4xnTHpghVZRIMS6DtmvW4KnFir+wwnlu3nnfetIloDFxHKKzDpxktnqUu4fNpgJQIm62fQ7YAQZeRjRleMc7MKRNirrN3VEeq3lfbOhnEqmz5VsFkx5xQnyawurQgYRyinuPPvnsnKnbXRW2uU//tnpOqS3gm2rySbIMVhwDea3kAwz4OYQxCRESj3ZhJygghMgC8BaAERkLmousm1QD6ADwCYKt5nwIACwD8Po2HSqbB2L3jrt+wl0FJ6ZwtkuyH5qrfc+XZy44hofbdXvb7qz9rSguws6YZArBafwHA0aZOx+O7/+0OEFR7rk17T2PP8VboEhC69AxkKlaVGIkUXSIzQ8Odedk4YkvGqGviDrq8god1Swsdgz4BWC3BfD4Nuu5s0+bTACEEwubuwMbLPahvv4ZdNc0oX1nsOWTVq2WDeq59Jy5F+kib10D1BD/Z2o0q87x0JB6i2Z8ESbL3idVvfKQEGv2ZE0VjV3VDAK/uO4OPPYbyui3Iz8YvzFYjREREw9FAxiPuOMRnbmBSy2XVTti9aSjeetO9KUmtoePd112pUd0QwKa9p63NZO7WyALAvXdMxQsP3xn13PY14tKiXNSbbZ19kFi7OBKLALDW8z9/95gjRrjRF7Ye1yvG8aLW/e7XJlZXgsfunmnOtYskZZ69b651v0RxiPr3/Pxs7KppxvaqRoR1WHEIYMRGjR3XsHl/vfXcsRJtdoMZh9iviX0tPxLiEMYgREQ02o2apIwQ4hYAatK4BqBQCHE3gMsAWgDsALAYwKMApBBCzYnpklJel1J2CSH+EcDfCiEuAegA8PcAvgSwJ42nMuwMRWnzYFURrC4tcOyq+uk9c/DawbPQdaP/8vnO61a1TCqLVXtCQPUitt8/GNLxyp6TUcHMLrPdl73F1t2zpjiGYN49a0rUc3mVvcdK1th5JVJ2VDdbQYi9fUEy19udrFHHpWbtOMhIO4WjTZ3Y81Wr1Qoh0BOMOWS1bHYOTlzsxke1F7CiZIb1ddVWwH4N1PFs2nsa1Q0Bq91AXUuXFWx6nVd/ApNk75Ps6zVcA42haLNAI091QwAvf3TcSobGk5Wh4Z+H4Y5MIiIa3tIdkwx0POKOQ9wtgTVNRK0HE603vWIQ9f1dNc2ercfs63f3OZavLHa0RgaM+MAdw6jntq8RAaMyJFYsov67seOaY9bcipIZno+X6Fp7bRqL1cXggy8vQLdlggSAK72hhNfwxMVuK5lkv3aqwsZ9nC/+YAG6e0PYWtkICWeiLdb7dzDjkHjXdbjHIYxBiIhotBs1SRkAiwDstf37v5t//heAjQBWmV+vdt3vjwG8Yf73fwIQArAdwAQAnwD4sZQycf+VUWqoWiwN1u4d964qAPj1v55FGEap+lufN2KXmSDJyco0Z6PIpBarXoGBag+gS+DgqXZUnbtsXcNY53hHXrbjMdz/jvVc7qoSe9u0ePdVQcil7t6oHXypUo+tZu3Yd6mFJfD6wbOoWFWCfSfbrK/7tMhuNK/XeGtlI372m2MAYAVX65YWxrw94Ex4+HwadhxpcszKcd+vPwmSVO6T6PUa7oFGvGtNZP8ZTeS5B4qiht4SERElMhQxyUDHI17VHVsrG7FVNzYy9YUlTlzsdiRMzndeh9+nIRyOvd70Wqe5Z834fN73dZ9joCeItYsL8WalcUxqNmW8D/y9NmjFi0Ve/MECFOZOtDZcrVtaaB2zSozcDKuLQX2H1S4urDsf1d0uzusaxopBvM7bbrXZDcEeI8R7/w52HOJ1vCMlDmEMQkREo9moScpIKT9DdFW4XcLPm6WUNwD8qfknLYb7gL2hKm0ezCoC++Ju097TUX2N+8zKlV01zQjpxmyUnyyfk/J523dqHTzVHrVLLdY5LivKxfiM/p27OsZUglb1Pa8Bl/19rdW576xpxltmGwMA0HWJj2ovOPpP2wM9r5+Hj2ovOB77o9oLWLe0MO7Pjj3QUFU78d7D/QlMBiKYYaBBI93LHx537HaN5Xt35WGDrWc9EREND8M9FlGGIiYZjHjEvfaLt859+vXD6O3ToQnguwtS+z16uL7DinEEgB+VeVfBxzpHe1JBtedK9vyAxLHIuqWFVoIDMN6HAx2LPLFolpVcAozroAljoxgQ3S7O/bMQ67Xxuq37ud0xwqa9p2O+fxmHEBERjU2jJikzEo2EQd9D1WIpXbt3vAbJZ/g1CAC9fUZQoJsVHo8U58ctPY91Hi88fCeqzl2Ouob2xEV7dy921jRbXy9fWRzVritZ/S2B9xpwebO7AQHg7apIUsbv17CiZIbjeqjBnPbg06cJVKwqwbqlhVFDM1eUzEjqZ8ddtZPoPdyfwCTRfUbKBx1EqapuCOD5N6tx8Upv3NstmZODv1ixgO9/IqJhaCTEIspQxCTpiEe81rmAsTZXFedhCXz69SVseHBe0mtL9/WKlVixxx3FMyZZVS5rSguiWnkla7jEIsUzJzv+/chdeXho/nRU7K6Leh9trWxE+Xu1COsS4zKMn4VYr00qcYiS6P07GHGIOlbGIkRERMMTkzJDaCQM2BvK0uaB3L0Ta0FqPz/3IPntVU3WDjNdSqsEP9XgNdE1fMc20+XtI02o+GEJKnbXIRjSUXXuMubnZ6d0HfpbAh9rSOjNOFzfYSVk1C49AJifl428SeNRNHUiXtlzEitKZiDQE7SCz5AuUf5eLebnZ1s70uwtDuLtNnMbqvfwSPqggygVL7z1b3j3aEvc20yZkIH/9v1vOHbBEhHR8DISYhFlqNZzAxWPxIpFvNa5gLE292nCEYvsqmnGTnMeZaK1ZbLXq7ohgI0fGHGHPQGhCaMNcypVMspwiUUCPUEYjaiNgbPfmjUF8/Oz8cAd09B65QbWLi7EiYvdqPigDseau6BSQsE+42fh+e8Y42rdr01/fm6G4v3LWISIiGh4Y1JmCI2kQd8jeQGXaEEa6/wqVpWg/L1a6NKYRbKsKNexCA+GdLyy56Tn4Eu3WM+hHk8JhSW2VzXeVIDc3xL4WAMub4b7PT5pnN82e6LLut2BU+147oGiqOBTnbu7xYF7Zsz5zuuobgjEDUxTPZ+b3Vk2kj7oIErWY//3QRxt7op7m18+vpDJGCKiEWCkxCLKSI1JEsUi7nUuYJyrOxaRgCMOSbS2TOZ67appdsQiys2sX4dLLLKsKBfjbC2hc7IyHS3SaluOIRx96tC0SELI67WxOi2EdAghkJOVmdTxJPv+HajqFsYiREREwxuTMkNoKKtQxpL+LkjXLS3E/PzsqNdHLcJ1CRw81Y6qc5f7vfNI7YKzD5+cPmk8Mlu7h6Rl3EC+B1VAUb6y2KpAemXPyZi3r7twBRWrSvDSe7XQdQl/jIGk6ljffMYI3HYcacJbnzdiV03zgO0AG4idZSPtgw6ieF7+8Di2ft6IKzdCMW+zeE4OXmSrMiKiEYOxSHoMVCxy4mJ3ZE6jRNLJgHhkjK+rls79Wb/2N6kwGF0S7HGIu0WaV0LGpwn8wTemJzzO8pXFVruzit11KXc2iHfcA1XdwliEiIhoeGNSZoiN1B1fI4nXgjTZYMH9+qjg9ZU9J3HwVDskbm7nUdnsHPzVqhK89O4xhCWQ6RN47sF5eO7Bef0OkIdDqXqsY3D3ZrYrnjEJ8/Oz4RMw2gfIWGGioWx2jjXEtD87wOK9BwZiZxk/6KDR4sf/WIn9MX5uleceKMKLP1iQpiMiIqKBwlhk8MX6cDyZeMT++hyu73C04wr0BG/62NaUFuCdI03oC0v4NGDt4kIUz5xsJTJGUxwCwNEizW3JnBwcberEnuOt2H+qLe6xB3qC0KW86VjQ/R4YyOoWxiJERETDG5MyNOq5F6RA6nNh3I/3wsN3OobV38zOo1gVOf1dOA+HUvVYx2Dvmz0+w4ePv2oFYMybyZ6QYSVZJICwnnjAZ393gLmDNfsuurLZOUk/bqJgmh900Ej38ofHYyZkMn0CC2ZMwtrF0a09iIiIyOD14Xh/khfudlwDUflQNjsH29YvH7AP7odzHKJapFV8UIcvzFasAsDs3Cysf2AeAj1BHGkIJHXsA1GFUt0QwFNbDqEvLJHhE9i2fnlKj5tqUo+IiIiGFyZlaEywL0hTGRIf7/GSHZ55uL4DOVmZcXec2XfA2f/dHwOVULgZ8Y5B9WaubgjgwKm2qNukEuCkugNMnfP5zuuRntx9uqNftwqKEz3ucNgJSDTQ1M/IqdZu7D/VjsvXvHfh+jTjwwO+54mIiBJzfziermHxycQi6tiqGwLYtPf0TcUGycQhgxmDJDqGstk5KH+0GE+/ftj6/q/+8G7r/JONQ/obg9hvu7OmGcGw0RkgGJbYWdOMXz6+MOkYk3EIERHRyMakDI05A9VfN9HOI/tiWfV/9mvA9g33RN1vIBfWwyGhkMwxxLpNfwaDJhuUqnP2+zT4zVk+QgjoMroFWqLHHaydgIMdqBLF8vKHx7HlQD30OJ0D8yeNwx8tn8P3JxER0U3obzySSuWDWvv29unW7JhMn/emioGKDRLFAOlIJiQ6hljfTzXR0p8YxH7OwnU79e9kHncw4hDGIEREROnFpAyNOalWudhvk8pi1b5YVkI68Oq+M3jtx4ti3nYgFtZDlVBI5Rhi3Wawyuzt5xwO63hySSFmTpmAnKxMVOyuSzkoHozhmdz1RkPl5Q+P49X99XFv49OATU+X8T1JRER0k5LdROVueZbKh+Zq7Wvfa6EqMtz3H+hZJrHum672ZoniiVjfH4w4JNY5ry4twI7qZiuWWF1akPRjDnQcwhiEiIgo/ZiUoTEplSoXtTAFUptFoxbLN/qcwyQvXbkR87YD+QF/PMuKcuH3Gc/n8w3+8w216oYAWjqvW9UxKvBRr5/XTJ9E+tNCIpHh0Iebxp6tlY3YnCAh87278rDhwXl8PxIREQ2QePGI1/zDit11Kc+g0cyKcDt3hYa6bTpiEfU8wZAOIQRysjIH5XmGC68YRF1bNeOmP7HEQMchjEGIiIjSj0kZIg9eC1MAKS1W1WJ5874z+J050B4A1i6OHog9GB/wJ6QCNBmnV9Eo4G5btnbJLKyxJWSA/u+KG+jddOlOzhFVNwRQ/l4tYv1fYOotmdj8R4sYmBMREaWROxb5qPZCv2bQVKwqwUvv1SJslu77fcKzIiNdsUjZ7ByUryxGuXlMFbvrMD8/e1SuMwYzBrnZ+7oxBiEiIko/JmWIPMRamKa6WC2bnYMtP16ErZWN+Kj2AlaUzMC6pdFJGXXbdAUkh+s7ENIlJICwLkf1bih327LbpkwYlHMdiD7MQ5KcozFJvV9bOq9H7aBVMn2CCRkiIqIh4I5FVpTMQNW5yyl/aL5uaSHm52djV00zJBCVFLBLVywS6AlCl0YcMpqrMtIRgwzUHBjGIEREROnHpAyRh4EaQq+sW1oYMxkzFMbSbqhkz/VmgqC1j7QAACAASURBVJqB7MOczuQcjT3VDQHsrGnGO9XNCIV1+DVhtTKUMFqaZPgEnlg0y9Hij4iIiNLHKxbpT7td9VjD6ff5WIlDBjsGGeg5MMPtfUJERDTaMSlDFEM6h9Cn21jaDZXsINWbCWrYh5lGAvU+7+2LDP0N6xJrl8zCbVMmICcrE4Ge4Kj/fwIREdFI4I47GIeMLIMdgzD+ICIiGtmYlCEao0ZLYJcMda7VDQFs2nvaCoyqGwLYVdOM2vNdNxXUjJUdfzQyba1sxPaqRlzrDSEYiiRkBIAMvxa3lQkRERHRQBsrcYjXearKmO7rffht3UVrs0yqMQjjDyIiopGNSRkiGhPcO9HKVxZj4wd1CIZ06zaaQL+CmrGy449Gnq2VjfjZb445vqYJwK+xRRkRERFROnlVLQORjTKpxCCMP4iIiEY2JmWIKK6BGiA51Nwl/h/VXkCfLSEDAPfePhUvPHxnv85zrOz4o5FB/dz+ru5i1Pdu5n1ORERElC6jJQ5RVDwiXV+fnZuFX/3h3SmfI+MPIiKikYtJGSKKyV5dMtJ31rtL/FeUzEDl2ctWpUymT/CDahoVtlY2ovy9WoR1CZ9POL7n5/uciIiIRgCvKveRPvtOxSPuSpn1D8wbsedERERE/cOkDNEYlmj3mb26JBiW2FrZiJ01zSkNoRwuvEr85+dnY/O+M2i9cgNrFxeOuHMisqtuCGDzvjP4+HgrpBnp62GJ792Vh9YrN5A3aTw2PMign4iIiIZOstUvjjikT0f5e7XQpUSmXxuRsQhgxCPlK4vxUe0F5E7MRMe1IFaUzMC6pYVDfWhERESUZkzKEI1R7t1nXsGNezeXBBAM6Xhlz8kRudveq8R//6k2BEM6TrTWYX5+9og7J6LqhgB21TRj+5EmhMLOhhiaJpiIISIiomEhmfhDsVe5CyGgSwldAr19OnbVNI/ItU11QwAVu+uSOn8iIiIa3bShPgAiGhruGSuH6zuibqOqS55aWohMvwZNALoEDp5qx9OvH0Z1Q2AIjnzgJHMNiIYz9eHG1srG6ISMACpWlTDYJyIiomEhlbW3ikP+8/fmo2JVCfw+46MLCWDHkaYRGYcw9iAiIiKFSRmiMUrtPvMJIMOvYVlRruftymbn4JePL8S2Z5fh3tunQsAIhkZDIJHsNSAarmINjPUJ4BePLWQ7DCIiIho2Ul17l83OwfPfuR3rlhbiR2UFUJPywrockXEIYw8iIiJS2L6MaIzymrGS6PYvPHwnqs5dRl9IHxWBRKrXgGi4sbf28Pk0PHTnNEzNHoc1pQV8PxMREdGwcjNr7zWlBdhV0zyi4xDGHkRERKQIKd37a6k/Fi1aJI8cOTLUh0E06JIdzkmUDCFEtZRy0VAfx1C7md8h/JkkorGKv0MiGIvQWMA1Dw00/h4hIqKhMmoqZYQQDwD4cwBlAGYC+GMp5Ru27wsAfwlgPYAcAJUAnpdS1tluMw7A3wF4CsAEAJ8A+I9SyuY0nQbRsFc2O4dBENEwwp9JIiIiGgu45iEiIqLRYjTNlLkFQC2A/x3AdY/v/zcA/wXAnwJYDOASgI+FENm227wCYA2MpMz9ACYB2C2E8A3icRMRERERERERERER0RgwapIyUsoPpZQ/k1K+A0C3f8+sknkBwMtSyp1SyloA/x5ANoB15m0mA/gTAP9VSvmxlLIGwB8B+CaAh9N4KkRERERERERERERENAqNmqRMAnMB5AP4nfqClPI6gP0A7jG/VAYgw3WbJgDHbbchIiIiIiIiIiIiIiLql7GSlMk3/251fb3V9r18AGEA7XFuQ0RERERERERERERE1C9jJSmjSNe/hcfX3GLeRgixXghxRAhxpK2tbSCOj4iIxgj+DiEiopvB3yNERERERCOTf6gPIE0umn/nA2iyfX06ItUzFwH4AEwF0Oa6zX6vB5VSbgGwBQCEEG1CiIYBPObBMhXR1UCjzWg/R57fyDfazzGV85s9mAcynKXpd8hof68pPM/RYyycI8DzHChj9ncIkNLvkbHyfksGr0UEr4WB1yFiLF6LMf17hIiIhs5YScqchZF0eQRAFQAIIcYDuB/AfzVvUw2gz7zNVvM2BQAWAPh9oieQUk4b8KMeBEKII1LKRUN9HINptJ8jz2/kG+3nONrPbzAM1u+QsfJa8DxHj7FwjgDPkwZevN8jfB0ieC0ieC0MvA4RvBZERETpM2qSMkKIWwDcbv5TA1AohLgbwGUpZaMQ4hUA/4cQ4msAJwH8HMBVmAkYKWWXEOIfAfytEOISgA4Afw/gSwB70ns2REREREREREREREQ02oyapAyARQD22v79380//wvATwD8nwAmANgEIAdAJYDvSSm7bff5TwBCALabt/0EwI+llOHBPngiIiIiIiIiIiIiIhrdRk1SRkr5GQAR5/sSwEbzT6zb3ADwp+af0WrLUB9AGoz2c+T5jXyj/RxH+/mNJGPlteB5jh5j4RwBnielF1+HCF6LCF4LA69DBK8FERFRmggjV0FERERERERERERERESDSRvqAyAiIiIiIiIiIiIiIhoLmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKAyZliIiIiIiIiIiIiIiI0oBJGSIiIiIiIiIiIiIiojRgUoaIiIiIiIiIiIiIiCgNmJQhIiIiIiIiIiIiIiJKA/9QH8BoMXXqVDlnzpyhPgwiohGlurq6XUo5baiPY6jxdwgRUer4OySCv0eIiFLH3yMR/D1CRJS6m/k9wqTMAJkzZw6OHDky1IdBRDSiCCEahvoYhgP+DiEiSh1/h0Tw9wgRUer4eySCv0eIiFJ3M79H2L6MiIiIiIiIiIiIiIgoDZiUISIiIiIiIiIiIiIiSgMmZYiIiIiIiIiIiIiIiNKASRkiIiIiIiIiIiIiIqI0YFKGiIiIiIiIiIiIiIgoDZiUISIiIiIiIiIiIiIiSoMxlZQRQjwghHhfCHFeCCGFED+xfS9DCPE3QogvhRDXhBAXhBBbhRCFQ3jIRKNWdUMAm/aeRnVDYKgPhYgGAX/GiYiIaDjh2oRobODPOhGNBP6hPoA0uwVALYB/Mv/YZQEoBfDXAI4CmAzgVwB+K4T4ppQylM4DJRrNqhsCePr1wwiGdGT6Nbz5zDKUzc4Z6sMiogHCn3EiIiIaTrg2IRob+LNORCPFmKqUkVJ+KKX8mZTyHQC663tdUspHpJTbpZQnpJSfA9gAYIH5h4gGyOH6DgRDOnQJ9IV0HK7vGOpDIqIBxJ9xIiIiGk64NiEaG/izTkQjxZhKyvTDJPNv1jwSDaBlRbnI9GvwCSDDr2FZUe5QHxIRDSD+jBMREdFwwrUJ0djAn3UiGinGWvuypAkhMmG0L/tA/v/svXtwHFWe5/s9WZKMDbKtFn4iSyAeBiQa1jIgzzA8pumOpoOBbhvaDb0727vXGG4wEZe4+5iJnsaXccfM0Lt3Ytk7lwheMZedGWyMsYGBwD3gwRjoQUKWGtoSxi/ZKssP2ZbLtsC2pKo894+sk3Xy1MmszKqsqqzS7xPhkEuqyjx5KvP3O7/ze3E+XO7xEEQ10dHSgFdWdaJrcBSdrY2UTkwQVQY94wRBEARBRAlamxDE1ICedYIgKgVyymhgjNUA+EcAswHc5/G+1QBWA0Bzc3NpBkcQVUJHSwMtkIgpTbXrEHrGCYIgiku16xGCCBtamxCEk2rVI/SsEwRRCVD5MoW0Q2Y9gG8D+A7n3LUAJef8Bc75Us750jlz5pRsjARBEETlQzqEIAiCKATSIwRBEEQhkB4hCIIoH5QpI8EYqwXwKoB2AHdyzo+VeUgEQRAEQRAEQRAEQRAEQRAEQVQJU8opwxi7BMBV6ZcGgGbG2E0ATgE4AmAjgJsB/BEAzhibn37vGc75+VKPlyAIgiAIgiAIgiAIgiAIgiCI6mGqlS9bCuC36X/TAfxF+v9rATQBuB/AQgC9AI5K/1aWY7AEQRAEQRAEQRAEQRAEQRAEQVQPUypThnP+IQDm8RavvxEEQdj0DiXQNTiKztZGaiJIECWGnj+CIAiCIKYytBYiiNJDzx1BEGEypZwyBEEQYdA7lMBPX+rCRNJEXY2BV1Z10qKMIEoEPX8EQRAEQUxlaC1EEKWHnjuCIMJmqpUvIwiCKJiuwVFMJE2YHJhMmugaHC33kAhiykDPH0EQBEEQUxlaCxFE6aHnjiCIsCGnDEEQREA6WxtRV2MgxoDaGgOdrY3lHhJBTBno+SMIgiAIYipDayGCKD303BEEETZUvowgCCIgHS0NeGVVJ9WTJYgyQM8fQRAEQRBTGVoLEUTpoeeOIIiwIacMQRBEHnS0NNBCjCDKBD1/BEEQBEFMZWgtRBClh547giDChMqXEQRBEARBEARBEARBEARBEARBlAByyhAEQeRJ71ACz27bh96hRLmHQhCEBnpGCYIgCIKoVmidQxDRg55LgiD8QuXLCIIg8qB3KIGfvtSFiaSJuhoDr6zqpFRmgogQ9IwSBEEQBFGt0DqHIKIHPZcEQQSBMmUIgiDyoGtwFBNJEyYHJpMmugZHyz0kgiAk6BklCIIgCKJaoXUOQUQPei4JgggCOWUIgiDyoLO1EXU1BmIMqK0x0NnaWO4hEQQhQc8oQRAEQRDVCq1zCCJ60HNJEEQQqHwZQVQBvUMJdA2OorO1kdJjS0RHSwNeWdVJ804QASmVvKJnlCAIgiBKA9kipYfWOQQRnGLLKnouCYIIAjllCKLCobql5aOjpYHmmiACUGp5Rc8oQRAEQRQXskXKB61zCMI/pZJV9FwSBOEXKl9GEBUO1S0lCKJSIHlFEARBENUF6XaCICoBklUEQUQNcsoQRIVDdUsJgqgUSF4RBEEQRHVBup0giEqAZBVBEFGDypcRRIVDdUsJgqgUSF4RBEEQRHVBup0giEqAZBVBEFGDnDIEUQVQ3VKCICoFklcEQRAEUV2QbicIohIgWUUQRJSg8mUEQRAEQRAEQRAEQRAEQRAEQRAlgJwyBEEQBEEQBEEQBEEQBEEQBEEQJYCcMgRBEARBEARBEARBEARBEARBECWAnDIEQRAEQRAEQRAEQRAEQRAEQRAlYEo5ZRhjtzPG/okxdpgxxhljP1P+vpwx9s+MsRPpv99ZnpESRHB6hxJ4dts+9A4lyj2USEPzRBDRgp5JolDoHiIIgig/JIv10LwQRPSg55IIC7qXiEKoKfcASswlAPoB/H36n8rFAP4VwD+6/J0gIknvUAI/fakLE0kTdTUGXlnViY6WhnIPKzL0DiXQNTiKhhl1WPvOAM0TQUQEkl1Eofi9h4Qe6GxtpHuMIAgiZEifZ9M7lMDmvmFs3HEISZPTvBBERCB5RYQF2SFEoUwppwzn/F0A7wIAY+xlzd//If23S0s7MoIojK7BUUwkTZgcmEya6BocJWGfRlaUBmNImRwcNE8EEQVIdhGF4uceIuObIAiiuJA+dyL0zvikCZ7+Hc0LQUQDkldEWJAdQhTKlCpfRhDVSmdrI+pqDMQYUFtjoLO1sdxDigyyojQ5R8xgNE8EERFIdhGF4uce0hlMBEEQRHiQPnci9I5wyDDQvBBEVCB5RYQF2SFEoUypTBmCqFY6WhrwyqpOSonUIBTlZNJEbY2BNfe2IXFuguaJICIAyS6iUPzcQ6oeIOObIAgiXEifO5H1Tixm4IGOJqxY0jTl54UgogDJKyIsyA4hCoVxznO/qwphjH0N4E845y9r/nYpgBMA7uKcf+hxjNUAVgNAc3Nzx9DQUHEGSxBEQVANz+jCGOvlnC8t9zjKAekQgigdpAeqk6msQwDSIwQRZUjvVAakR0iPEESxIX1Q3RSiR8gpU4BTRmbp0qV8x44doY6RKA/ruuPY0n8U97QvwMO3Npd7OFpIqBPVwlQ3hATVrkOqSWZVgo4giKkC6ZAM1a5HphKVpGeqSb8TUxPSIxmqUY9Ui4yqJL1AEFONQvQIlS8jCIl13XH8/I2dAICP954EgMgpvXI1CquWBQ1BEKWlEJkVNblTCTqCIAiCqFwqSc+U0iaJ2nqAIIjoUy02SCXpBYIggmGUewClhDF2CWPsJsbYTbCuvTn9ujn992+l/9ae/shV6b/PL9eYidKypf+o5+soUI5GYWJB8zfv7cZPX+pC71Ci6OckCKI6yFdmRVHuVIKOIAiCICqXStIzpbJJorgeIAgi+lSLDVJJeoEgiGBMKacMgKUAfpv+Nx3AX6T/vzb99/vSr7elX7+Yfv1YaYdJlIt72hd4vi41vUMJPLttn2MhIBqFxRhK1iisHI4ggiCqg3xlVhTlTtR0RKnR6SSCIAgiPKKoZ9xkf6lskiiuBwiCiD7VYoNEUS+UC7JFiGpjSpUvS/eHYR5/fxnAyyUaDhFBRBpoFOp1uqXbdrQ04JVVnSVNpxULmsmkWTJHEEEQ1UG+MiuKcidKOqLUlKt0JkEQxFQianrGS/aXyiaJ4nqAIIjoUy02SNT0QrkgW4SoRqaUU4Yg/PDwrc2RUHS6CA3ZCCqlAiqHI4ggiOohH5kVVbkTFR1Rarx0EkEQBBEeUdIzuWR/KWySqK4HCIKIPtVig0RJL5QLskWIaoScMgQRUaIWoVFqRxBBEATJnegQNZ1EEARBFJ+oyH5aDxAEUUpI5kSPqOgjgggTcsoQhAu9Q4myRkdEMUKj3JT7OyEIgiglUZJ55dBJUbp+giCIUhIV+Uf2SHS+C4IgiFIQVZlHtghRjZBThiA0RKVeJUVoZIjKd0IQBFEKoijzSqmTonj9BEEQpSBq8m8q2yNR+y4IgiCKSdRlHtkiRLVhlHsABBFFdPUqZXqHEnh22z70DiXKNMKpR67vhCAIopqY6jLP6/pJBxMEUc24yT+SfaVnqutigiCmFiTzMpAuJkoBZcoQVce67ji29B/FPe0L8m6G1tnaiJqYVa8yFnPWqySPuTvFTO+kGqIEQUwliiXzgsrpMHRqPud2u37SwQRBRJXeoQQ29Q2DAVi+pClv2aSzQ0j2eVMsG4TsD4IgphLFlnl+ZXVY+jTf8wP6uSBdTIQNOWWIqmJddxw/f2MnAODjvScBIP9NJM6dP9PoPObFFsSVUMuy2AqKaloTBDGVKIbMCyqn89Gpbvoq6Lndrr8cOpggCCIXvUMJPPTCp5hIWXbDxt5hrH+kgLWwYoeUS/ZNdRuE7A+CIKYSxZR5fmV1IfrUS2eFYYs8u20f2SFEqJBThqgqtvQfzXqdj1Oma3AUSZODA0iZ3CFsSx0xFSVvvJeSK4WxOJVrWhMEMfUoRObp5HVQOR1Up3rpq3x0hO76KWqZIIgo0jU4islUJpCrkLWwzg4ph+wjG8SC7A+CIKYSYci8QuyQfPVpLp0Vhi1CdggRNuSUIaqKe9oX2NG84nU+eAnbUkdMRSUqOJeSIwVFEAQRDdzkdVA5HVSneumrsHQERS0TBBFFOlsbURtjdmRvIXJOJy/LIfvIBiEIgiCCUqgdkq8+zaWzwtAVZIcQYUNOGaKqWDy/Ht+7fh5Gzl7AypubtRG9ftLwcwnbsCOmvMYUFUMjl5ILU0FVQqkEgiD8Q8+0N4XMT5BItCByuncogcS5CTx2eysGjp711VOmVAENFLVMEETU6GhpwPrVy/Dc9v04nrZD3Mqy5GuHlEL2yeObijYIQGsWgqgW6Fn2RxTtkAeXLsLxsXHMrZ/mu6dMLp0Vlq4gO4QIE3LKEFWD6pFfPL8+53u80vDDFLaF1LYsljc+qPL1Y5iFleoalVIJBEEUThSe6VIZZfmcp5D5yScSzY+czndMpQ5oIAiCiBof7z2BiaSJ3SMDWDy/3iHzymWHiHPn0k+68U0lG0SMrdxrFoIgCidKz3Ip7JB8zxE1O6SQ8fjZNyNbhIga5JQhqgY/KfblSMMPo7ZlMQyzoMquVKmaUSmVQBBEOJT7mS6VUZbveQqZnzAi0cIeExk7BEFMVXLJznLpQ7/6STe+x++6asrYIED51ywEQYRDVJ7lUtghhZwjanZIod8b2SFEpWGUewAEERbCIx9j7nUn/bzHi96hBJ7dtg+9Qwnfn9EplqBjyue8hYzJjY6WhtCNM5VCvyOCIKJFuZ/pfOWdG27yON/zFDI/Xp/1I6/drqXc3xlBEEQlkkt2lsMOAfzrJ3V8DTPqQrU/goxFpRQ2CED6jyCqhag8y6WwQwo5RzntEN01ReV7I4hSQZkyRNUge+QbZtTZyiisUmD5RiAUWtuyGNEVfsoABEmBDTMlt5TRcJUK1cclKgk/z3Qx7+nO1kbUxCx5F4sVtrj3ksf51t73K/PUORKv19zbhsS5iVB1GslhgiCI4OSyRcphhwD+9ZM6/rXvDIQe3R1lGwQg/ZcLskGISiHos1yse7sUdkgh/b8KtdOWL2kCS//MZ95KVTaTIKIKOWWIqkII7Vw9WvIR7vmmUhZa27IYqbdeY+odSuC57fvxwVfHwTnPaYgVw2lEaafuRKk+LkH4xeuZLsU9nTJN8PTPQvCSx4Vs5AStr7zm3raCN8v8NE4m2UIQBBGMXLZIqe0QcU6/+kmM79lt+4pS+idIMBpjDH947Vw8dseVrhuFxVg/kP7TQzYIUWn4fZaLeW/vPjaGZMqyQ0zOCzpWscoW52Onqb9fvqQptGsqRVYkQUQFKl9GVB1hp4gKCkmlLCTlXnfeMMqZ6cbUO5TAQy98ive/HEHK5DA5MJFjDsOY76ff3YU7//s2PP3urryuZSpRrPubIMpFse/p57fvRyrti0mZ1ut8yaUHcsn6sErPbOk/WvCcVWp5ANIXBEFEnWLotUJldlBbxOt8hdohXmOR5y5lcrz/5QgeeuFT7bnCmOd13XHc//9+gkf+fkeoZdqqEbJBiGqlWPd271ACT765E2baF5NMcWzuG877eIWUCwu7/GVYc1Zp9gjZIUTYUKYMUXUUkr7pRbnS2dXzAt6ZQH7RpaF2DY5iMuWM4DAY85zDQuf76Xd34bmPBgHA/vlnP7gu0DGmEsW6vwmiXBT7nh45e8HzdRCiUnrmnvYF6Dl4qqA5C1unlaKkCekLgiAqgWLotVLbIW7nCyui3E1ndLY2wmDMEVE+meLaTJ1C53lddxw/f2Nn+tUZbPtqBBse/T2K0HaBbBCiWinWvd01OAplawWF5MrkqweKUf4yrDkLQ7eVqqwi2SFEMSCnDFF1FFOwlyudXT5vGOUE3BRzw4w6GAz24iFmMKy9vz1nmYNC5vvXA8eyXpNyc4dqXRPVRrHv6ZU3N+OL4Z2O14UQldIzi+fX5+0ckj8nShA8u21fQTqzFCVNSF8QBFEJFKrXomKH6M4XRlllr3I4XYOjWHXbFXjxkwNIpcPLa2P6ALFC53lL/1HH66SJ0Mq0VSNkgxDVSrHu7c7WRtTFGCbSmys1MYYVeZb5EuSjB4pR/rIQB5EcbCz+//hdVwW6Jvl4pSqrSHYIUQzIKUNUJfkoK6EgitXYMizCiEpwSzdd+84AOCxnzHeunYtHXWo4C2Slmq8i/X7bfDvSQLwmvKFa10SUySdaqZj39MO3Wk6YLf1HcU/7Avt1qcklu3PNmzpH+eo51XABCs++LEbvMx2kLwiCqBSCyGh1kyrKfTuKaYfI1/3L+9sxcOQMOIAVLg2kC42Ovqd9AT7ee9J+XWOAsj9yQDYIEVUKlQfFuLc7WhqwfvUybOobBgOw3EWWFZuwbZBcv3dDtkNqDAYwhmSqMF1XKhsEIDuEKA7klCGmPL1DCWzqG8brvcNIpkw7Zb4Ugj0fwojk0ClmWaHFwHHjotk5HTJhGI0iuuDXA8fw/bb5FG1AEBWKKkujtJn08K3NZXPGCLxkd6mivNw2wgo1ZkpV0oT0BUEQ1UbvUAIPvdhly88HO5pKtsGUD6WwQyaTJhLnJvCXP7rB9Rhh6E2xLtjQE8fcmRfhsRzBaARBRBNZHhjMqvRR7nW/IAqOzCjYIIBih6Q4AA6OwnRdKcsqkh1CFANyyhBTGqGExifNTH1PzmEYDAy87PVyi1W+wE0xB1FoYUYl/NkPriOlRhAVjE6WRnEzqdy4ye5SRXm5GS5+Zb+XTipVSRPSFwRBVBOb+4YxkTQBWA7yE2PjkezboSt9mS9RskOiELRBEERhyPLA5Bxr3urH4vn1ZINIlNsGAZx2SCydKZNK+ZP5UbBBALJDiPCZUk4ZxtjtAP4zgA4ACwH8B875y9LfGYD/C8BqAA0AugE8zjkfKP1oiVIglJDYRGQA6moNrLm3DYlzE74Ee7EaixU74kNXCieIQqNmjwRBCHSyNKpyoVTNIINQ0hmTTAAAIABJREFUKnnqJuf9yP513XGseasfJufaSLooRAISBEFUGmrT50vrpwXeYCqmXitWFizZIQRBhEVna6Nd7QQATJNHNjAsanZIKWWpKucB+JoLskGIamZKOWUAXAKgH8Dfp/+p/FcA/wnAzwDsBrAGwPuMscWc87FSDZIoHaq3/sGliwLV+ixmumc5Ij6CKLRiRSXIvX38OsYIgigvhcrSUlHKFP0glCLKS2ys6Wpa55L9vUMJrHmrH8l00+UJyoIiCIIIhRVLmvD6jkOYTHHUpptAB+1HUyy9Vuos2CjYIQKyRwiicuhoacDa+9utjXuTo642mo7aKNohpco0Wdcdt/t7yr2I/QRAkw1CVDNTyinDOX8XwLsAwBh7Wf5bOkvmCQBPc843pX/37wEcB/AwgOdLOliiJBSqhLzSPQuNgqiEiI+woxLkhYrJrWj7abXRWLAQBOFOqVPH86WUKfpBKWaUV+9QAg+98CkmUpY+2dg7jPWPeMtVWYd1DY4iZWbiuQ3GImnsEgRBVBqiEXSYtoj4faH6OOpZsMXSm6ozymCIzAYqQRB6Hr61GYvn10faFomqHVLsTJN13XH8/I2dAICP954EAM8KMGSDEFOJKeWUycEVAOYDeE/8gnN+njH2EYDfAzllqhYvJZTLseKW7hlGFIRXxEfU0l515DNGeaECoODGb8WiEuafIEpNoQv6YjxX6jHLWe6knHKja3A03VDTIpdcVXXYmnvbMK3WwMSkCcOwymkW6zsiCIKYarjpTz/yUdVrDTPqQovE9sqCjbLsLnRsqjMqShuoUZ53gig3hdgiYT5bbseaqnbIlv6jWa/dnDKltEHE+UimEuWEnDIZ5qd/jii/HwFwme4DjLHVsPrPoLmZGgRWG34cK27R4WE2n1QjPqKY9qqS7xjFQkXMnYFoReQB0Uw7JioT0iEZivFcuR2zHBk95ZYbna2NqI0xO1Mml1xVdVji3ETRylWSPCWI/CE9Ur34lY+qXgszEttNZ0ZZdocxNtsemTRhwsqUiYI9EuV5JyoX0iPhPltex5qqdsg97QvsDBnx2o1S2SBA+eeFIAByyuhQ+y0yze+sN3L+AoAXAGDp0qXa9xCVi1+jRheREWYUhHz83qEEntm6J5JprzL5GoTyQiWqNZyjmnZMVB6kQzIU47lyO2axU/SDjKVYqFFfojyOW08ZFZ0OK8a8kTwliMIgPVK9BJGPqnwOMxJbJ/s39w3bpb2iJrvD0CtRtUdIZxLFgPRIuM9WrmNNRTtEZMWInjJepctKZYMAJFOJaEBOmQzH0j/nAzgk/X4usrNniCokzDI3xYiC0NU3LsTYKmaqZqFzF2VlWM60Y4KoVorxXBXrWc1HdpZSbrhFfQWRrfnosKjPC0EQRJQJyw4pdiR271ACG3ccsiMWY7FgsrvYpWLC0itRtEdIZxJEcQjz2Sr2cxr19babHfLwrc2ezhhBvjos6vNCEG4wzqekMxyMsa8B/Ann/OX0awbgCIC/5Zz/Vfp3FwE4DuC/cM49e8osXbqU79ixo7iDJoqGm/KIUo3JZ7ftw9+8txsmt9K3WhpnYPXtV/pSbiqFpGr6nZMozV3YVPO1lRrGWC/nfGm5x1FuCtEh1XI/lqKnTBjHK7bsLJSfv7ET67vj4ABiDPg/v7cYj991VdHOB1TGvBDVCemQDGSLVC6VYIeIsRw+fR6vfha37ZGHbm3GX/3oBt/HKLRUjJ85idK8hU01X1u5ID2SIV89Ug33ZSl6yhRKJay3yQ4hpiKF6JEplSnDGLsEgJAIBoBmxthNAE5xzuOMsWcA/Dlj7CsAewD8AsDXANaVZcBEyQha5savQbC5bxgcwIocpWL8oNY3jp86h7XvDGDx/HrHsf2MLd9UzSAKL4oRZmFR6ddGi4/qoZpq4QZ9rvzcx+L3XYOjjtf5ko/sFONsmFFX0Ln90DuUwOu9w5kIZoOVJOqL0v8JgiDyJ4gdEmQN1zuU8F22MtdxxFqjJmagxmBImRy1NQZWLGnyPb5CdUWQPjvVqoOq5drIFqkeqsUWCfJs5bp/C5XdbhQiQ3cfG7PtkWJ9P5Vmh5AcIqLAlHLKAFgKYJv0+i/S//4XgJ8B+G8ApgN4FkADgG4A3+Ocj5V2mNVH1AVekNRFPwuP3qEEHnrReg8AvL7jENavXlbQtYtUzme27sFv9p3UKh2/i6LO1kbUGAyTKe5bWYp+NlGtIR2UsO7JqN/bKtWycCYsdItQ8fuo35OFPDvqfbzm3jZtzXe/8lqMA/Ceu6Bp7rqyk8V87roGR5FMWXqHAXhw6aKS3AP5pv+TPCIIotREcd3mV4YGkZm9Qwk89MKnmEhZ22Mbe4ex/pH8ZKy81kilTPzklmYsnD09sM7VXWeQ72NThHvZBKESIvKLCen+6kK1RTb1DUf+niyFDeL1GTUb0m/vqnzX2+u64/j5GzsBAB/vPQkAeVVbyUUl2SEkh4ioMKWcMpzzD2HJB7e/cwBPpf8RaQpd7KnRVQ90NNmZI+qxy7WwDFK70o8nvmtwFJNphwwATKZ4KIZDR0sDnrj7GvQcPKVVOoGiBBgDwNM/vZG/QxH5YHLgi0On0TuUKMp3Vcx7ISwlvK47jjVv9cPkvGKUOUW0VxfqIrRhRl3ZF5h+Mwn9jNPtWPJ9PDFpuj6Hue53h34yGMAYkin3MQXRFfL5ZblZzOdOvR+WpyOYRbT0ybFxXFo/LZTsTZmg8yLwI4/cnGby/8O6lnz0TiVuiBFEpVLo86ZbtwEouy3iV4YGWcN1DY5iMpUpU16I7tHpFt1x/DS4lq8TQCAn04aeTC8bZjA0zKjDs9v2Fc1WiFr5IXVsDTPqsPadgYrbVCRbpLqQ5UPMYHi9d9hzLV0sgpRYDyJ31GP6tUFk3ILoggZu5bve3tJ/NOt1MZwyXnbI89v3Y+TsBay82V9vmSDkMy9+5ZBX8F4xymTnczyyRSqbKeWUIYITxsLRobiSJtZ3x7G5bxhr7m1zLCTV16VeWPpNWc3lie8dSuDI6fOIxRiSaWOoNhZe6qaX0vEbJbC5bxiT6Y3CVMp7MSwyZMR3KOAA3vtyBB/uOZF35J0bxY5cCMMY6B1KYM1b/UimJ2WiQowKamhXXajyQL63xydNbO4bLuk96ffZ9eMs2dQ3bBt2qkNfvo8ZYzA51x4r1/3uGEeKA+A5I3CDlDdQy04aDEV97nT6QY2WBsLJ3tSdO+jx/OhTndOsJmYAnCNphucQz0fvUJQdQZSOQp833bptc98wNvUNR8IW8SNDg6zhGmbUwWCAEP2FNr33s+EVdI0ZxDG/ffdxpCRDJJnieOrtgaJs/hZTtodZws3wWP9EGbJFqgtZPhw5fR7r0z2nJpImntm6B0/cfU3R78sgz6wfG0Q4PZ96e8C+T8V+h18bREZ3z+cbuJXPevue9gV2hox4XQzc7JCVL3xq74t9MWxl7BTDMRNkXvzIIa/gvbDXC/nqHbJFKh9yyhCehLF5LQSeiAIQG15b+o86jq2+znWuKGbVqFlB37t+buhRyV7X7cdo6h1KYOMOZ6RZrjIJ4rvTUYgR4CcKvhhGRhjGQNfgqMM4NFhpaqYWSr4RNkR0URehNTHDXuRv3HGooDryQfH77OoyfES0K4AsuSM79MViU9zHstEUizmf51z3uxrdB8aQSuUuH+P3+VHH6ac0QaGI+6F3KIFnt+3D4dPnHdHSQHjZm4WS6/vxcpoBcHWg5bM+yEfvULQvQZSOQp833bqNA3nZIlG0QdTxrX1nwGq0bDB859q5ePSOKwsaq7zWcLv+XOOT7YqYwbDqtityOuYfeuFTTKa41g4RAWb5Ojd86Z6QZXuhNog8NnAOw2Bg4BXl3CBbpPqQ157C0W1y4JO9J9Fz8FTRN4qDPLNeZRTl7DOGjFNbOPHFdcpr+7XvDGjtGT+yMUjgViF6RzhAtvQfxT3tC4qSJSPQ2SFJxQ4pVqZOEPzIIS87xGu9UCo7pJDPEdGBnDKEJ2FsXguBt7lvGBt3HLIbQ97TvsBRhkt97XUuXS3PgSNnwAGHA0SXbhjGxpibYSILxVTKxI2LZuPxu67K6xw6/HjCc0UJqOUMuJu3Bdmld3T4vS/WdccdCwGvaynkvvPb/NvLseZHiXa2NmJarbWQMgyGtfe3V4wCzCfChqgMOloa8EBHE9Z3x61MOLO0m+9+Mh/E86UaNEIWLF/SpJU76saLvOi3BZlGoIlrF2nzy1obUT+91n7G19zbZsumxfPrczq1841GWjy/3nfEU6EbFWqAQMwAkpmKmqFmbxZCrmt1c5rF0pkyYj0hX0vQ70g2xIPqHYr2JYjSUejzplu3LZ5fb2eP+7VFdDIGcC+tqMo5dT0cFHXDK5dTIQaOGxfNLlkWidcas2tw1A64SJocL31yAGvvb3e1yzb1DTuyPGViBhAzjJyBFGLMm/uGbTsR8C6bVkw7xG8AnZ9gklqf/SyiCNki1Ym4v5/Zugef7D1Zsv5PQewP9RkE4Mg+S5l6J7D8O/n+FbaDVznBp9/dhV8PHMNNi2Y7jiFskLYFMx22iUohWRTiOh++NXfZsDB77qp2SEqyQ4qVqRM2XsF7buuFfMvj5at3yBapfMgpQ3gSViSLUFzLlzQ5jqVugOXaEBM4SqJNmnjyrX47+k2UZQHgUAbg3I60CqvZss45VEyhGFbmUsxgdvkGzt03bdUsJ8BqyjRv5jQ0f2sGrp5X7ysKX9dcLnFuwvVa8r3vgihBnTEQ9PMU5UVEkRVLmhybTKVcnOVyeKrP1+N3XYVnt+1zyAIGOBbAdy6eiw/TZUvcSpAl0waUzgmVnTZ/BgBwUa0z9VxE8nk50oPK4HwcBGGkoKsBAj+5pRkcKFpPmXzwG2SgGs5uG5+CIN9RPs1avcZX7jkliGqm0OfN7fPq73LZIqqM2dQ3jM3pyHC1tKJa3uRnyy7Hcx8NAiis2XIu+VnMTZpCbBHVBjE5R+LchKveVbte3nJ5A8aTJubNvAiP3nGlPZ5cWUMPvWjNFWDZiQ8uXRSo903YdoiXQ8KP04v0DhFlOlq8e+AW65xB7A/5GZTtEIAjZjBwbv00AaRSHLUxZjt0defuaGnIsmeEXHn63V223D84eg6Auw3i5dAOKnfLZYOo4xV2yImx8aL1lMmHQu0Qt/WC3+9Kd/58ZDvphMqHnDJETnItHIMIAPVYuV67IRsbjGUW90CmLAvgLEkAZCIcwkrvU4Vu4tyEI+pat+mfj8DMJ5LXq7TA2vvbHU3p3I4jhLzo7SAiA579aYevhYA4v6653BN3X+N5LflEUIVR2iLI5ynKi4gi5V6cuT0Xbs+Xunm0fElTlgM/SNSoKEMgomIBZKXNA/mVzQy60aW7ZvH7oCVT1Dnwajypm9OoySq/8la3TtD9XxDkO9Lp8KDZraQHCKJ0uD1vftfXus8HtUVUGcOgtzd0OubXA8ccx8q3hIsfXaE6mQuNgA7DFgligwDA8iVN2NibCTL503uu035/XuftGhy1vxcAdoBermsohx3i9xikd4ioUw5bJKj9IfDKPhOf93MN4jgTk5a8+eLQafQOJbLkPhDcBsnH0e523UHLx7u9X81A9JrTarZD/Nilfs//+F1X5TVPpBMqG3LKEHlTzqZSsqIX/QREBJRclkUIRMNgME2rCZvIlAkjakMVunLaas/BU45yNb1DCax8/l+RNIEaA1h7/w2+InLzieRVazavvb/dYfQ9fGuz76wkIeRXpDdJG2bU2RuLfqO8frbs8qzmch0tDZ4OrHwIo7QFpX/6p1w11YncRHFx5vV8rVjSlLWo1y16deVaZH0wdn4Sa98ewM7DZyB89TUxBoMBku8eDAhcNlM9VxADTdYR+UQ36/SA0DU1MQMm51YkX02mEWnUo6aKJW+DXHs5ZT7JT4IIh1LbI7rI2U3p7FS1tKKqY25aNNuOlAbyL+HiV1eIuZB7s9TGGJ66rz3QpmO+toh8zvWrl6GjpSGwDbL+kU7f9ofbWGtrDIeduGJJk51V7FWiOShh6BSyRYJD+jSaRMUWyfVMqXsSqqPcLThKpaOlAd9vm483Pz8CcOC9L0fwwVcjuPfbCx1yHwhug+SzrncLWgtSPt5Tp0gZiK/tOIQfL11k23Fkh+S+9ijIepKd0YCcMkTehBENVAiyohc1odVNPbmXjWh2ueq2KzxrdrqhE1qq0PWak+e277dr+idN4BdvWuW8dAakW58av5G8XYPOms1r3uq3HUTysR+/6yrPmtTqfAPeNZjl88tjrp9ei7/60Q1ZPWXcHFj5UugCoBIWEFGhnE5ZojLRPV/qfeRWGgDwvuc6Whqw+9gY/vs/7876XDLFEUvXQGEA7r9pIa6eV++7VI3uOvze6350BODcENPJIPVzanSd2FQSjUjVY0aV5UuawNI/yzHOcsl8kp8EER7lsEdUPeCnvIkI3GIAGANW/0Fr4CwZXV82P2VT5N4sEymOJ9/qB+ccNeka+cmUtyza1Dds2xV+bRH1nJvSTbK9oq7dMvwBf/aHbg4S5yaw/pHOLDtRbki+uW84FDkchk4hWyQYpE+JXOR6pvzsSfi5z9Z1xy2HjETSBM5NpBBjQIoDBoCHbm22171BbJCgTi7ddbuVWBOo63K396sZiMkUx/ruuF0ecrnknIky5bRDyi3rSXZGh4pyyjDGmgBcA+Ai9W+c83dLP6KpTdje3aCeWjVl8i9/dEPWe4TSSKazZBg46qfXBi5PkmszUB6v25wcP3vBcUwRta0rOxCkT41u3jpbs2s2i80/12hrgzmUqA6/hq8uOjxxbgJP3H1NTsOxUPwuALyMP1JIuSm3U5aIDkFkt/p8BbmPcr1XLZMoYMjIW4MBV8+rz9IBR06fx6a0M6NQZ72Kl45wy5xRj6XKVDm6DummpILjY+N590kpVcSUqueWezjj8jn2Qy922XMlMofcKIfMJ/lJEOFRTntELuklUGWKeC02tzisjbn66bWBx6XryybjNhdqbxahMyZTHAD3bMbdO5TA672ZjJKYwRxz7DZf6jmZyzXIARpuGf5BZKZuDmTbI59jBiGXTsln3UC4Q/qUAPxlsRSyv+HnPW52yMjZC5nevAxYOHu6Yx8JADb3DWNT33Dgno9Br9tvlqVYl7u9v7O10ZGBCFjVaCZSHOu649jUNxy4T6Of6wmLYtsh4tgGy9ZnMuWU9SQ7o0NFOGUYY/UAXgPwPfGr9E854zhW0kERoXp3vRbpbtFUjpTJnjhW3tysdSh0tjaixmCYTPEsQ8IvQWpOus3Jypub8cXwTvt1LF1SLRZzGpC6CK98GtfpajarkW5ytLWsRN085Tpniy7LRp4HuaSbPMZyl42hyIDCiELKLVF+Cn2W5PvIMBjeGziGhhl12sVrrnvunvYFjjKJgCVnH7ntCrz86UGrtIzBcOT0efQOJWwdozYAFiVWinHtqo6Q5f3EpIlntu5xOK/dPidH142dn8SLHw8ixYG6GMPc+mmZYyZNhx7wGmMx5GLQutVhIBpuA5nMoajJd5KfBBEexbZHAH3moexI4LCMU51DIZ9eLDr8yE23uZB7s8RiDAZjSKVMMIOBc4Bz7jqmrsFRJFOWTGUAHly6yDWQTNYbaj8Y0StOzNfEpDPq2i3DH3Avq+MWXJUrK/eVVZ1lkcNkf4QP6VMiDFukJmbYgU6yk11+T677TGeH1NUYWHlzM3Yd7dfuRZXbDhHvV/eIhGx2e39Hi1Va8vnt+zF44mscHP0GKdPanOUIZn8Ucj25jue2LiimHSIf2+TZ+iwqkOyMDhXhlAHw1wCaAfwBgE8A/AhAAsC/BfCHAB4q39CmNmF5d91KurgJ5qyUSRPeDgXGAPD0T0tIP799P0bOXsDKm5vtclpugtuP0FLLgqkIA21L/1G0LZiJv/vNAZiwhLUcoe0W4aWb580uClScT06JBZAV6SaircUxdMdR5yWXs0WgRgbqNh1/tuxy/HrgGL7fNr+kikq+38Yno7lpF3XC3AQhKgtR8kNERwRd1OpkyvPb9+O9L0fwxfAZ23mt29TyirpSZaxcpvK7bfOxqW8Yr/cOY/1nGV2h6pLJFPe9MFf11ua+YdeGlzK6zJmJSRMmgI/3nkT3gVNY/0j2RqAu+hqw9CQHUGNYfQIWz6+3+xswlsmYlDfA/FxPoQbKE6/+Fm+lyzhMq81dtzos1P4AYfYLCAuSnwQRLsWyRzal5bqbLSIyXwC4lgxWMxf7j5xxZJEInXpybByX1k9z1R+55KaXHSI20GSbYHPfMDbsOISUaW0Urrm3zdd55YhiLztEPWdHi1VmVMyXCdibn24Z/vJ45N5zgHc5M/V+0H2vl82ejjX3tuHD3ccxcvYCdh8bK7os1q0bSA8UBunTqce67rijJLrf9avXXo9pWnIsZXI89faAdhM9V6krNzsEQNZelCAsO2Qiae2x3NO+IGd2iiofe4cSdql/MVQ5gM1Lv36094Td3/Kua+dg+54TlsM/ncUvdMMmH7IuTDtEdnYxBjz6B634sx9cZ/+9mHZIZ2sjDMZg8rQ+M/1/p6WEZGd0qBSnzA8A/AJAd/r1Ec55D4CPGGN/A+C/APhxuQZHFI5OMHoJZreUSZ0AFxFeHEAqZSmFjTsOpVP2gS+GdyI++g1e/vSg5+I+Vy1SL+NAXgQsnl+PZ7busessixqccj1jPwJSVaBqxo0Yt/j8s9v2ZUW6CceN2KxMpfw1DFWdLX5KmYlNx9/sO4meg6fws2WX47mPBgHA/ikry2IiImKEMb1xxyF7gUUNz/wT1iYIUTmIxr1CftXEGGpiRpbscGNddxxPvtWPlGlFTonSUucnU473bek/ahs3QSKnHr61WZtlIyJxkymnzFJ1SW3MfzalrLdiMQMbdhxCMj0vfiPdhLxf+/YAvhg+A8AyrH61ZRf64qeRMnmWQ0NG1pMMHIlzEw4dMnZ+0pav8gZYruvxWyrTjaff3eWoqz0+mb1ZVyxDYMWSJrye1vGioXOxyUdvkPwkiOihykEG98ADdX0rkB0Kqi3Tf+SM7eQR5V2e+qd+W6cC7vrDS2566Umds6Z3KIHuA6dsnZUyOQaOnNHOidt5g9ohAJA4NwGDWSVFDWa9Fu/TZfjrrm1FOuMmyOadQ18bDK/3DiMpbRwC0AaEhI26bti44xCS6fVQPqV+CAvSp1OHdd1x/PwN61kVWSl+g2dFaduamFWyXTjAuwZHkZKEeK7S8l6lrnR2iNiDEXtRXnta+dghQhZ+svckPt57EgzZwVBebO4btvfFAEs+r+uOY0PPIc/SW7IcTqVM3LRoNh6740pH8K4qc73suKBB0F7XJmfNc27tNTU3XmxfSzHtEIc+MznqaoufhZLv/hXJzmhQKU6ZeQAOcc5TjLFvAHxL+tu7ADaVZ1iFQxvAFm6C0U0wi+irzX3DOD42bnvldQJcZ2DJigcA3vz8sHZxL5cc8Foo6yKw5Gg0ochFQ005IgLIdij5EZBdg6N2RBkD8ECHdw1St0g3cS5h5MjX6Gb09A4lcOT0edQYljHjtRkrvttntu7Bb/adtKM5/rF7yPG+5z8axNh4siSN1jpaGvBARxPWd8ftqBg1O8tPjx2CmGp0DY465GcqxXHX9XNxYTKFe9oXeD4rvUMJPPnmToiPy6Wl1JT/e9oXOM7pp8RXLtyyEIUuOZGOUvaLrLe+OHQa7305Yv8tSKRbR0sD2i6bZTtlAKDnYMLe6PLKcHEzYGTnuW4DzG0ca+5ts6MPc2347T425ohUlPn1wDHtWNXzCX0il8EsdF3U0dKA9auXaTcQi7HeonI0RKVDtkgG1R4BYGce6mwR2QH+0icHshwKuZw8G3riDocM4NQfav9MN/vAbb2+rjuONelACLFJB8BRLkfglVWoO29QO0Q3H/J8qhn+XrZIZ2uw0tTyd7V993F8djCRvmjnVW/oiRfVKSOP4/Dp83j1s7i9thEOKbI/CMIdtW/Llv6jWDy/3pFJp3tu5E36yXTJdhEQ29naiNoYs2WxKpvUChubAlbY8JJ7Ydghz2zdg0/2nnRkbQbJNFFlv2hTqSslmeu6ZF0h5PmR0+exPi3rcrUBcLNDAH3fZZF5qspLnT6TA/7E+VQ7BNCXKw2KTp+RHUK4USlOmUMALk3/fy+AewH8c/r1rQAu6D4UdSrxASqm4aYu+HNFhHUNjvrKblAF/OL59XhNypQBgBNfT2Q5GOTvRyinuhjTRq+5RWCJaArbmJAaasowAMylhqkbqiLMFQ0sz2fDjDq7JMNyycjzui7dvNTEDKy8ZVHOpnQdLQ144u5r0HPwlD0XX487I+M5cpSgKxD1HlmxpMmKDElm+kz8assuXJhM9yLw0WOHIKYaquHCGPDh7uNImRw9B0951sztGhyFsvdky0I55V/d5G+YUQeDMXDOHdl2QZ9LN50ifj70wqeYTHHXKGWdnhE//+fWPY73Bol0A4D2hbMQk5wnpjRPhmbDSR6LV6RXkPT83qGEXZLy0/2Wk1p8D+qm2HPb9+P9tBNKONPk7+z7bfPtDB0AuP+mhdrvStUnNzXNQm/8NLhHDep8miTrNibDkulhl30jiFJSibaIoFg2iSo/3LJE1OyT77bN1+oI1QYRTp5YzMDA0bNZ5xf6w63XAJC9aeS2Xl/zVn9WCUsAWcFhMWZtZgaZ06B2iJiPV1Z12uXaNkvlm3Vz73ZtAFzLAXmde/exsYxDRsOXR8/aJXvCRJ1XYbuKrE5R+g4g+4MgvFCDuBovrsvKpNOh26QXa7bH77oK61cvs0szqxv8DTPqHA2tX+8dzrn3IeO1pyX+DuS2QwSqPFHnhCHbseSFbIPEYgzc5La9pisl6dcGkWWdW3CDel3CDuk5eAoAHEHRapCeHOi3sXfYrr4AWPpsw2dxh90pB/zJ5xT3D2NWv2fAO9PIr55L+JwuAAAgAElEQVSU9ZmoNCGy+P32DfID2SGVT6U4Zd4HcDeANwD8DwD/izHWAWAcwO0A/qaMY8ubSnuA5LTPWqnsTDGRo6TEa6+SWm7jlgX8K6s68erqZfjTTb/DvuNfW2/iHA/e3IyFs6fbAlYuzyWYSHFtdISsbNVoAAY4HDZgDMmkVerAYFZvF9PkMDnH2nesGqa7j41hQ08c82ZehDsXz0Xi3ERWtk4uBa+bB2EEffDVCIQ9pioxt+vSzUsqZeKy2dN93QdyNIfaBE8QNLJDvT4/5eUMZjVhFVE1ItPqle54qOMhiGpEZCE8t30/PvjqOEyT2w7uXM+KFdkKW/bUKKWldCn/Qn6nTG7vvxSiM9UFspAZm/qGbUeTTs7rorOEXN7Sf9Th5L9s9kX4fx5a4mrA6OTT2ncGwGHpg1W3XWGX0xTyymssr6zq1PYxE9frV0/IaxKTczz5Vj/6j5zBiiVNWZtix886Y2HUcnP102vxw5sW4vNDp3HTotm4el49nn53FwaOnnU43dR62PJm2YTmO85nA9ltYzIsmR7E8UUQUaPSbBFBKW0SNZrWraeizhbR2SBqpgRgbaJdOfcS3HLFt+zNvme37cvqNeDW48ZtvW5KmSCyg18ulxNjwC9/eAOAzKZgzABW3txsZ9WrfTjFvASxQ0QfiLYFM/H6jkO2zvWyQ9zO41UOyAs1yj69rLDJt/Z/Lh2v3quAFblvQr9ZTPYHQeh5+NZmxEe/wQsfD4Jz4J3fHYXJeU4dtmJJE17rids2iAFoM8xVbDtEelCDyByBenxVZuSyQ+TPZfY0gLaFszB35kWO99x29aWuFQXU86o2yNr72gFAW0pSPX8uG0S+dj+6Qs1IevKtfkeQlrzelktPAvpKN7/84Q3Ytvs4jp+9gGWtjUicm8C67jgGjpyxs6rkc8qZk2rZZa/r93Mf+P1+84HskMqnUpwyfwpgBgBwzv+BMfY1gAcATAfwJwCeL+PY8qbSHiA57VMuOxMmOkWhCj7VgMzVJFFncD5+11X41Ypv46cvZRbJalSE+H5EA0vBybFx11Irj991FdZ1x2Gkdw/FcZdLpcHEmISTRU5fVyOQgTN478sR22gQNULlusOyInQzCtZ1xx3RBDK5Fv06Y7QmlqmHHOS+7WixMma6B0dtxRQzGP7w2rmeJehykUtBZm02vrkTsZiBZMra9JSVuoCx7AUbQRDWc3zTotn4l10jmaaQ8PesGIYBmKa98M+lQ8SzywEwbskLzr1LJvpBlRm3Xz3H8feTY+PacdiGwps7YfKMXJYlyOHTF/CrLbtw1bx6z4bEQl4fPn3e0RdGlHF0aybqVVZSJ/+9ghZkOludjSlTprPfmYhuZgDqp9U4yq2J6DOd82rtOwOO/jIf7z2JD3cfx6N3XOmqZwHAYNkZQkGvXXzGbWMyDIJuTBJElKg0W0QQpk3iJ+pVDe6RGxh7ySE3G0S8f7MUPfyrFd/OskPUXgNy+bOJpIm1bw+g7bJZjtJm8npd9BtQHfyiXI5c7ufnb+zM9Ls0gVe649i44xBSHNq+K3KJZzl4Tje3cn8zNTDLj/NBXNu67jie2boHbQtm5nXfqhHl99+0EDOm1Wj7avollw2i3qvPb9+Pj/ae0Oo9gOwPgshF/fRaANba2zQ5DIOBIbdtYBgGmJndU8YLIcMFQbNQdOhkhprvp9ohgk19w7bsMDnSa/EzWZ/dpGQhqucVZRI54LBBEucm7L0lXRkxr0COXJVrcs11Z6uz56/QO7LuFJmnbQtm4u9+cyCr5JxubgHLDlNl7ms9cay9/wbU1Rh2pRQBY9lllwu5fvX79Zff6Q+yQyqfinDKcM7PATgnvX4DVtZMRVNpD5C6cPSqPZwPuRwwImrWUSpMaZKo81a7GZy55l/8fXPfMF7tiSNlWhuCH+4+jq27RhwbTqL0yh3XzLGcC6ZV43jNvW32cWWBDcAu86MaZWoEsjzXHM66wzGD4foFM7HyZqtupU4Jbe4bxqtK+qaMrMT8ZJrUxAyYZlpxcf93gXz8p+5rxy/Sm5qMAY/dcaXdGC6fZyFXpGfWZiMHzKRQzNY8JhXHzP03LsToNxM5+2QQxFRC3oSRMwDV+udum1PJVEZ2ePU3Eajyu5BGuPKYVCcLYG14iYyX978cwdPv7sKf/eA6exw1hlW2jQMOeaqTgp8dTOCzg1ZpkgeXLsqST0DGQDAMBoNZC3Sh0yZTVmZQ/bQaXzot16aQ35JfojGlkIfypmNna6MjQvux21s9M18mkya29B/N6lsAAO99OYKP9p6wnT2b+4axYcchu+l0jAFr77ei9eQgCHHtE5OmXfIz17Xbn3HJPAoDv44vgogalWaLCMKySfxEvfYOJfDM1j1S9jzPChBwO46X08uPHaL2GmhbOMvR2PmL4TP4YviMo7SZnJXx1B85daasC/7yRzc4zqfbJBKltWREtsmT6ZKQgJX5r86fXK7FC8PwV75ZbfD92O2tqJ9e67tagLjuH960EG99fgQcVv+zV1Z1avtq+iWXDaJe/cjZC/amo477b1yIi6fVhG5nE0Q10DuUwOHT51ETM2xHqs42UNe9wgYRjhy/lT4c+04F9nsSYzoiBWONT5p2OflXew7ZMvWD3cfx8zd2OhxHvUMJvN47nFM27Do2hl3HxrLKoDn21VIcr3THEZNsEFmfif2tf90/agdSeem0sOwQuecv4D6unoOn8NR97Vk9ZeSKLrLNpZO5SRPoP3IGr6zqxPPb9zt6g67+g1ZtsIV6Pxw5fd7e2/O6/uVLmrCxd9gRDB4mZIdUNhXhlJFhjNUAyFq5pR03FUclPUArljTZtW9rlbIz+SILuue377e91EKINsyos8uHmdyq6SkbMWqWiVu0mmr0yBuLXojvZuOOQzDBAc6RlMrniA0n4TR6XxLmXLPpqKawC2NJXkzsPjZmR6IJRCS2Act4EWm6ZoqnDbKd+N7187IyiDb2Dms3xGIGw5Lm2ZhImlh5s7WZ5jfTRJRSEBEMftJ3dVHpdhO5FMfz2/fjhT9emvezkCvSU95sNE2OmphVRk4s5n627HK89MkBu0TSfTcuxK8HjtlK36tPBkFMFdxKeKkL7Hw2p9wIa8NQjGl80rRLhMnRWB98NYIlzQ12+SwO4LmPBrH/5Dd4LG2IPLh0EdZJhoIfxIaWet1dg6N2xJZw4q+8ZREA2MYI59YYmhsvzmpMKfcHU7NtdJFbflPtRWPKzX3DVoR0us9aw4w6x6bkZNJE/fRa/MP/dqvj86rTpG3BTPQcPKWNCFajxpen+3yJyG1Ar5fW3NtmByasfWfA0bdNGLdqplDYm87UGJ2oJirJFhGEZZOowV9/+voXuHhajV2mS9YdHBnng6r/5I2giUkTz2zdY5eP8eqPKbIP3RDvV3Xvlv6jjoyPyRR3bPYB1vUMHDljO1/UAKsHOprQvnCWfR1i00h83mCw+m1KmTIA0LZgpsMhA+jLisrlWlQYA66dV489I2MwzUz5Zq/7UC09NnD0bJYO0qFGh6d4xlEyLn1XuUrwuJFrbaPeqytvbsbukQE7uPCBjiacG0/in744As6Bd/uPWfamye1M1Up7PgmiGKjP8k9uadY6SHTr3nyzQsNaQ8q9DWtjzCpfn7YRNvTEUT+txu5nAlj7I+u743it5xDW3t+Oh29tdga3+UDoBTFmXXa6bIOs0Dg2wDne+3IEH+45YZeZ1O2rPbN1j33cQuwQteevcIIByLJDEucm8FdKcIH6PTfMqMPAkTOoMRiSKas3qQyD9R2/8MdL7RKbItjMbdyicsDrvcNY/5nV/+v2q+dk+hJrnPMiyCJs24HskeqgIpwyjLFZAP4awI8AzIE+mCdW0kGVgXI/dB0tVi+BMMYgskNElouRFpQCli4v0jU46nBICCeHnKIvZ5l4RaupikE1sNyi49a+PWAbFZzDkSJ7T/sC7YaTW2qrmsL+5Js77Q07+fzfvX4evjx6FtNrY7j72rmon15rlzsbOz+Jlz454CjHAliRV7ISOjE2rnXIALDLhU0mTQwc7UfbgpmuihRQokRiBsC5vVnnZ1GjOnVGlGygf9k1kndjTfFc5IqgF5uNahk5cZ+ZnNv32eg3ExVZY50giom6eSWnuLu9Ty0xmY9hk2vD0I9ulJ0gSZPjpU8OYEnzbNsJkzSBHZrmv+9/OYKP0xkdy5c0WZtMabmqVj1kAObNnIYTX49D2EwxwzIwdFG4coYe51bUXmdrI179LO5IQpT7tchzAsCxwVZjMK1cVrOCctUxFvPdtnCWXSJg7TsD9vwxwM5S0X1Wdpq8/OlBrLm3Df1HzmCDFAFosGwdqX7Pumi3jpYGJM5NOOqHnxwbt78LDmDDjkN5RzHmQl27VFpjdIIIg3LbI0DhNoma9Slkzb4T3wDIlOlKnJuwnfcGgN+/Sl+rX3ZImwB+s++k3UNGp8NEFomfvipdg6P2Zs/4pKV7n7j7GnQfOOUobdbZ2miXrBFw5TiyDhcBAKI08iurOu1No7Hzk3YmJAD83W8OAJzjP97WisS5iayyvzq7x638DmDZU7uOjdmv/ay11dJjuqbNOhxrEiXzhwP4ZK/zuwqCHxtEd6/K9ojYBBXjkYPfyAYhiAzys5w0ORa6ZLuosk44XvN1rhRqh6i9DZMpjtY5F9v6JmkCz380qM0ATZoca97qx+L59WiYUQeDWVmajDntEIMBrZdejMGT39i/F3pBvg7hUJDX5MIGkZ03coURwCmLdPtqsp7U2SHChsjV11Eeo8iAAZzlxxgsG0q3B6UGrskVbb5z/Vx88NWIbaPVxpgjY0XtbeqWBSlnXol7bOuuTGC2CCQXqK0OwoDskeqiIpwyAF4GcAeAFwHsA5C75kmVkW9TqbApNJpuXXccG3ri+PLoWSSlhbGpRFK1LZhpn2darWXk6NLbVW89kO1FVwW/ELD2uV3eJ7JaZMdGTYzhqfvaHQtvNapYePXbFs7KqrGsKltx2aKXzPGzF9B/5KytJBmA+KlzeKCjyb6+n77UBZNzGIoyFiXMxFyohpk43rRaw65JDVgLA7k3AGOwUzHFuHXzHGRRo0YtrLy5Gf2HMz1uUhx45O978J+/d23W5qOMrueQMGpFo1I/m43ya4E8PuFsq7Qa6wQRFjoDQ5e5qEN+3g2DWU4GZJzPhS5I5UimxfPrfTV7tgyMjMxNmRzxU84EW7fYM2FAdLY24obLZmHHwYQtyw1m/ePcMkKe/WkHdh8bs6OIDcMAoJc9dvae1Eizo6UB99240NGDxW3jSTYWUikTP7mlGQvTjh35XGPnJ20nDwfweu9wVh1tnWx96m0rkveTfSftz1sOGdhZKrrI5v4jZxz9FhLnJnDZ7Ong6YN4bWzKuEU1CqMU6dJBl9ZPc3wupUQGhrV+UgM6ANowI6YeUbFHgPxsEpGd8nrvMJIpa6PmzmvmYOTsBcdaGLCil9svm+VweLvJLbFOfmbrHvxm30nXzD1B1+Coo6yXlywZOz9p/5+nX4uoW7UvDAA7KyNmWDJbrOfVKGkuHfPCpImnt+zCnYvnomFGHf72g72YSJroPnDKztqw+mWKuv/OYLrvXj/PLm8j5vnD3ccd18Gk86mIDTax0aReEwDbPpAjmf2glpsBY0gmTfC07hbX71eWyw69te8M4MKk1XBblLvRoVsDhBn8RhDVRhh2iFgjf7z3JLoPnML6Rwq3QYDgdsjmvmFHmXTDYGidc4ntlAGccjGz1rZep0yO57bvx7avjkvBXJn31xhWaV4xlom0rHtK07tTyJ72hbOybBCZu66di3/ZNZJx8LjIItkWMVj2+r53KIEvDp3O7LtB/73J3zdg2SqTSRMbe4fxQEeTo+cLR3qCXBDnlrN3UikTFyZTDnvmwaWL8rJDxN9qDKvsNQOy2gSIQPJirJnIHqk+KsUp8x0Aj3LO15d7IOUiV73aSkCuBSxj1dF3Lu5FSS016la3CSRnzagZMDoFokazub2va3DUjlYSPLh0kTZiuaPFKr0iKxOdAJZT2GMxBgOwS2bJpc8EHJlots191kaarPiumnsJLq6L2WUWxHgEG6ReMgxAS+MMrL79SmxTDCWZpGl9V0IJys1Ddx8bsxts1k+vxe5jY76cM6pTp6OlAfHRbxxRIae+mcTP39iJ+Og32hrROqUml0ZIceDP38g0IHVDNqZk55o6PjWKjSCmCm4LyMS5CW3moop4ntR+Vrp07lzjUDdn1Jryt1ze4LvZM5O8MhzAsbOZKF7RQDmVbnQ1LcZwLm0AmAD2jozhf2zd49BTgGUw3X3dPNy4aLajlJhwQKRS7tesy9778zd24t2dVokWI11KMXFuQptJqBoLuuyQdd1xu7myQB2T7vuWszplS1HYQF7BDHK9azmSTR5rLocMoNcbop60ya0M2zX3tmHx/Hq8vuNQVrNPQT7rJ6+G3eLawmj2mosoZCQQhEwl2yO6jQxReri2xkCMOTdWvjx6FjsPn0FNzHCUdnGjo6XBkcHCYZU/1snmztZG1MaYq9ySGTh6Vvta55QSWRlqaRW57IocXSsHd/UcTGDHwYRVVkfKRgTSDbW5FbG94dFlWLl0EV7pjgOwZOGNi2ZnBcCpvRpjBsPVcy9xZMgI7lw8FwAcwXCv7TiEH6ebce8+NmZvgoqSZV4OHHVO1MCyzX3DWJcev+D9gWMA4ClvZX1psEy2q8mzS556oZbJKTT4jSCqibDskLVvD9jO9lw2ghvqsxrUDukdSmDjjkP2a4NZFUtaL73YcZ4aA+leuwzfuXYuZtTF7AAtDmDrrhFtK18j3YNx8fx6PLN1T2bvKkfvTtUGEWtsWT8wALdc3oCr59W7ZqCrtojqkBE6V2bgiDMAQlfmXp7Tz+PZlQy87Cu37B016DZX2VOdHeKAWXejVUUHto1YJ2Uo5btm8lr/l9oeIVuk+FSKUyYOoCQ9Yxhj9QB+CatU2lwAvwXwf3DOe0pxfjfyrYMZJdRawIC1SSM2/uUFt7yprpYqcRNmsoBiAJq/ZTkghJLR9ZhRN+ZlGmbUwUhHxwGWgPVqyiUbR2rZlc19w3YappxpI8b9Rt+wI1pCRUQci2hzcez9x7/GtFoDi+fX2++Vr/WXP7zBrl/KAQyNnsOTb+7EglkXuZ5LnE92Bq25tw3bdh+3HUcf7z1pL4qATISGlzNEnp913XG8+HF2mi4AvPCxtYGoRhOoSu257fuxc/h01rhFim8uJW1yZ8mGXFFsBDFVcFtAdrY2YlqtPz3U0dKQLgso/ZID7w0cQ8OMupxOTzVTUTSrVPXIl8pmVf/hM1oHRtfgqKNWs8yNTbOw5o/aAFgbNRt64jg36XyvnLmicmn9NHS2NtqyhTFmLdADRLnuPjbmKBEGWFFwb39xxJb7cnkUcU25yjZu6Iln/U5tzKmrA62fKWDBrIswcnYcQPa1iWMJg1CNQgujdJ18bzJYBqe8CSk3+xTo1k9eBoafnkiiD0CuTdpCiFJGAkEIKtkeUTcyBCKK9ie3NOP42DiOn72AeTMvwtZ0lHAqZfpuCt3RYjUqFhv+SU3mnpA9XnJLfm/bgpmBynYJ/StKq6h2yPIlTXYg2Ru/PYx9x792zkU665+BI5Zupi2cVWa6l2TbwlmOz4jIZ7UsnMiYNU0Ok3PsO5E5l/odiEoHAtFTYUNP3C43I+ZBjggHgNd64tjw6O/5zlTZ1JfdLPvz4TP43eEznvJW1kFqGWnAWfLUbSzqpi4A2zGj2iEEMRUJyw5pu2yWIwOye3AUf/7GTrRJvbS8njPdsxrUDpEd1Cz9b+uuERiMZRxMLBOQvHHHIasUliJedA4Z6w9WhrpaZtiPfpbHqLNDAEum/+k91zn203IFtgq8dK58fNUOUcvcn/om27mks0HksvRu2TtBg27d9oOEjuWw9OJPbmm2r022DdzWTPnYIYJS2iNki5SGSnHK/FcAf8EY+y3nPHuHIVxeAvBtAP8ewDCAfwtgK2Pses754SKf25WcntoKQK0F/D0l1b2jpUG7qa8KnsNKaS31fUKoHxw9hzVv9SM++g1e/vSgZ48ZtcyYHY1rWmWxvnOdc6y5kMfMDOZoDl2XTm0FYCu2oVPZPkfGgJtbGvD5odN2CrvoTfDM1j34ZO/JrHrDOsG54dFljvenODB8OqPs1DJoMsI5I9dBlf8mkOud6gxPNWLkybf6s9I87eNyfR3lhhl1jmZSuswiIGMw5jKmxDVUWqRnIVCkA+EHtwVkUD0kjKdxKePki+Ez+GJ4px0R5rbAUzMVJ1Mcm/qGMb3W2T7u6/GU4/XOw2fw05e68MqqjIztbG3MSjOXY7baLpvlMEwC9NBEXbrBtFwvGdzSG24NSAVqxK3oayUQ8hqwyuCIjNEaUX4l5b1A7h1KZEWjXTX3EvzH378CHS0NePrdXXjh40FbHqp1oOXsE8HxsXF7w27NvW3abBsRlVZXazgCGbwc3X5lk9e9qeoZXSCGVyarwKuGdCnXYcXKSCA9QBRCJdsjahmrOxfPxYe7j9trbFle9w4l8NHeE66bf17P0cxpGfPaRKb8mG6N/lc/usHVDpHf+9jtrXaPFz9lu+SqAGAM67vjtt4T/Wsev+sqjJ2fdDhlAEv3rLrtCruf5Ye7j+Nf0lHadbWGvemlRqyrYxZBA4dPn8ern8UtR4Zm8W8wYPueE9oG1paTyPm7Lf1H7V4/gqQJR7+0XBtecuS6jJe87R1K4Mjp8552E5BbXquburq+cdUM6SAiF2HZISuWNOG1njiEqNh34hs7CFYNzNShPqsvfLQf32+b79jPymWHHDl93m4yDzkbk1trac4z+kc4cLzki0qdVJbe/hiDY43uRi47BLDGu/btAay8udnhtFF7MuvOJZebE9TEmH3u9weOae2QlTc3Y9fRfkymOGpjDD+86TJH1r+hXJ9O97hl77iNNahcylWtQD6eLus/HztEUMp1GNkipaEinDKc83cZY3cD2McYOwjgtOY9txR6HsbYdAArAKzgnH+Y/vVTjLE/AvC/A/hFoecohEqP3PeqBez1YArBI9IpX/3Myt5QBVhHSwN+tuxyPC8J7aTJ7cwLnTCRhWKN1AtmS/9Rh3JT0/JV1DqYm/uGcfvVc8BhNbGX9dFk0mq0LMrDqI3UBJwDvzt8JquHDQA8cfc12p4n8sag6IPw+F1X4Ym7r8Gn+7NLCRjMKr3z/peZMd5yeQN646czTTw5kNKMT86UseY34wxZ1x3Hk2/uhMmtskDrVy9TNj2dx5t5UQ3mzrwId187Fy9/ejDrutZ1x/GL9PGscznH8q2L63Dm3ITDYNSh1pjVNaOrVijSgfCL12IviB7qaMmUn1RljzCQ3BZ4na2NqE0/qwAQM2D3AKiNMTReXGeXHzMAzJ05DcfOjmdFBcsLdJFmHosxGJwjZVrySU5f72xtzCqnqeOyhum445o5dmTS7mNjijyEawNSgcNJzEX6OwcYy5KRHLDn0GpUbP3fq2Hm5r5hx2aWAWDwxNdY+84A4qPfZJU1a27MZJcCsBsTi4bP45Mp9KT76XClLMLmvmG73jMD8PtXW1FpgJU5Kt9Huv41uo08r/VAriwrnawT71UzWdX588oE8HP/+2n4WogDqhBIDxBhUKn2iE5+yCWwcr1X4PUc9Q4l8OInBxzHeumTA/hu23zt5gaQaWAck7LON/cNOyKH66fX2mW73BD9ck6OjePS+mn42bLL8dInB7L0r3zulz89mHUcBthlhG0bSRONq0asb1LGnDg3gcfvusqeYzUCW0boeoMBrXMuwf7jX7u+V/RxiBlOXSkCt+RM25jB8Eslk9+KcNYfXVfSWszrxnT5aR2XTIvZ/QpyyWs1SDFX5lM1QTqI8ENYdggAq7ejqXf45tpkVp/VodFzePnTg3js9lb8euAYDo5aQbUMwKwZtThzblJrh8QM5ugRIwKXdOvdmpjhcDi7wQDcJq21X+05ZKfTcJ5dIkyHmx3C4dxr+WL4DAaOZCqvIP33iUkTz2zd41qSWB4DA/DtplnYdfQsXv0s7nCWCW5omoX2y2Zh8fx62wYRc9MXT+Czgwn7WLINIu9/jU9aukeuiqMLesjlJBHHdVurB10jyL2Mcjk6/Kz/Cwl0C+IQIVukNFSEU4Yx9n8DeAJAD4B9ANwLJBZGDYAYgAvK788DuK1I56xaxCJWTst/+NbmrGggPw9mR4uVim9tRlkCd1PfcJZAfemTA9kpkhx2Gr5XrfmJFLfrIwsMZn1WbXzvNv4ag1lKPr1oj2miqUTdSVUJgnOYcDo7xidNDBw5g7/80Q1Z8yF6qpwcG8emvmEA6YbO6feI6Lxnt+1Dw4w6/Jvm2eg56KzJaXJLqclDnDWjzu6HII4j0m1jBtC2cBaWtTaifnotxs5P4qVPDjiaxPUOJfDkmzszfSTSEe5i7mTHCGBFTPx//+EW++/CcJW/1yclhwyArO/4P39vsa901N3HxrB4Xj3mzbwIdy6e6yt1uZjoFgXFihooVqQDUZ2Etekmyk+qpAOlXOVrR0umifHekTHET53DyNlxKy3f5Ph202yc/Oo4TJOjpsbAya8z/WEMg6H/8BnH/b6l/6g2zfz42Dg2p+WnuOZ/syhbVqocPX3e7vP19Lu78KoSdWtIvVRUdOVdaiVnhGgeLG9gsfRccW71IBOGjAng80Ons+ZvXXccr36WydCMpcvHcG7plTc/z078HRo95+jbJt8DYpPLHo/B8Pmh01j99zsAWMEHAo7MJpOq23cfG7NLaooIRYceTjozgh5cusheP8jy0atRq5usc5t39XsqJAIt13omiCFSjEg40gPEVMGt34hOt4mNMzXgy00PqhtAsj1iOcOdOk8ELek2N+RjJU2OJ9/qB2CVsJHlrZcdIq73oRc+dWQ3umV0CP0k5IFKbY2Bhhl1dilTlEQAACAASURBVDkxXQk3WT6NnZ/E2rcHsPPwGYfOaZhRZzvlRXCdXDkgMz+Z/9fEDLReerEje0e2i26/+lLbjvzl/e1W5r1p2SAiM1PuiZZKz6mcya8GfdTEGH68dBHaNSWNhMy+MOm9SfrzH1zvaYeoZX+CZj4Vi1LaIQDpIMI/YdghosSUDrGu9pKtD9/ajPjoN/jH7iF8PZ6yZf7YeBJ/8+ObHCXRT5+zMiINBsRihsMO4VI/S1FOq23BTDtQWZarNzbNyrJBdLK8NsbwxN3XYPexMWzoieNbM2px4uvMFqmunLP6fKs6SbZDnnp7wKEfzHRmj2lyO+vSBPDJ3pPoOXjK1p2yrJMzEmtrDLRdNgs7D59Jl39Uvg8G7Er3cRN90MRav3cogc+lMnTMYDh8+jzWdccxcOQM+oYSmdLPsPa/xHXrnC0PvfCpnYUjnD9q2wHhhFeDi9U5dFsj6AIw5OoNlWCHFDoWN0gPZFMRThkAqwD8Oef8r4t5Es75GGPsUwC/YIz1AzgG4CEAy2A5gxwwxlYDWA0Azc3RTTsuR3qYahyIVHm/gkv3PtnhwGHVyuc8kzqpy8AQqalr7m3DwJEzWYaAKGmjlmgRn51bPw0nvh63G9/rrsEx/pQz7VM9LAPw+1c2Ykv/UXCeHSnRMKMO/UfO2IqAw71J6O5jY3Y5AMBqiMmV6xcOE6802L74aUcJgrn107Kyd8T/Vt3Wij/7wXUAMk63P7x2LubUT7PH+Oy2fdrrFojN1ue378fI2QtYeXOzZwRM1+Co9niPagwar/v76Xd3SZHhZ3Dn4rmeG3vFRhcdvvadgaJFDVRyHfhqpVJ0SCHoUtcZLIPljmvmYPueE1mNiAUdLQ14f+CYHRklf/bD3cftZu93XDPH4RRIpTh+N5yR96J/lFwG88TYOD74asR2bsjyXd2kml4bw2QqZQXaWf5zW1/9assux/hsXIo/O5z4MQN3XjMHgNWXRt40Wjy/3jYKRGkdoSeOnD6P9ZLsf//LEfzLrhHcd+NCXD2vHg0z6izHB8/M2R9eOxfb95ywM0BPjI1njc0ralA2bBmsEjRuJSQByxmn6vZNfcN4reeQHbUtsnwc5T7TWUIcmUCJTem+ZsJRJUeT69DJOjV44s7FTr2lkisCTWz2qpt4uRxCh0+fD2SIhJ2RQHqg+qgkPVIqe8StJ1khNohMtj1yCDwdnPQHV8/Jen9NzLCvec29bVkbcYZU0iZlcmzoiTuyW0yTY/1nlh3iVjteBK7JuK39515Sh019w2hfOCurnNuc+mloWzgrq0yNcNSomY9fHDqN9zS64Mo5l9gOdrGmbVs4yzX7BbB0ywMd2b075c98tPek3a9nS/9RPJIusyY7FboPnHLOg1LWWGeHuOkTN8eV4LLZF+Hxu672tEPkZtdiPkXQgdwTtNSU2g4BSAdFlUrSI0FQbZDr5tdjz/GvYZocBrNki5sN4pYhJ+/NvLKq01EiHrAy/eKj3zh62dTWGADn9nq+bcFMe09C7isFIEvezJ85DT+86TJHmS/Rs3H3sTG7543K74YzZdR02SDCppD3oOT1rJcdMnZ+0h6PcFQ9v30/ACtIy0wHRIu9JCHbVyxpwuu9w1qZujQ9Rp0uVm0Qblr9xtz0yUC6z49Ovx8+fd7e9xOBwyuWNDnk0vGxccd7ntu+Hy/+8VJthR2dHaHKuYYZdVlzv3xJk2s/OSD3+n9dd9xeS8gBAbkcQvmsecgWKT6V4pQ5B6C3ROf6dwD+DlY/mRSAPgDrASxR38g5fwHACwCwdOlSr3VmWRAbBxt3WJsgpUwPU40Dr4deNIcEnM0iVQaURmoi8OHCpOXRXr6kyVnuRqrpDwBr3tqJpOlsBtnR0oAHly7KypARTgpRHgewlOTz2/fj0TuudEQ7yVG3MSVTRo1saP7WDHwkpcECVk1M1Rg4MTZub3hNppXBTYtmO8qjqdFmulR8Oc3UDW5m1zRtWzjLUS5MIL4D1ekWMxjaFs6yoy5izOmQqp+WLWo+2mttEO4eGXBsRqp0tjZmlUq7cu4ltnPID71DCbuMnaDcNZxVpShK5hUraqAYkQ5EYURdh4RB4tyE4/kV/0+lTFyYTNmNiMcnTax9ewBr/shZI1h9blsaZ+D3rrrUdkgzcMytn+ZwrqtLfQ5rI+eHNy3ExdNqsHHHIUfJRiDjNOgaHMUVl17sMKYuTKZQW2Pgxzc3oT29WSUWknFNPzAgU4NZvh4AjhIuE0nTMQ5541D8EzWm5Q2nTX3DqIlZOkd2PL35+RHHHAtiBsNdi+fiwImv7VraAPDd6+fhwmQKbQtmastGiu9AzS5hjGWVw5Gpk44hL7oZnI2RRbS2LJsaZtThqX/qdwRKTKTloyOa/M2dGDhyRptFo5N1csmyibRDaZrU88bvZrG62Qs462rrDI113XE7O6i2xkBNuuROOQwR0gPVR1T1iJ/yIMW6/7oGs3uSua2pxDM7PmnCBPDh7uOeWQO9Qwn8euCY4xgiIGwiaWJu/TTUxZgzSCst9+Q+Xj0HT9lr3+9cN8/h2Jg78yLUHD2b0WnpA00kTazrtsq+rLy52SH/jpw+j5iBrHIwgKUTWhpn2KV2jp61gs3qYkxbIlnISzH+mdNr8e3LZjnk2I1Ns9AnlzpW+Eoq6TmRXtOKzSEdIohOlBPV9TQT/N1vDtiZNB/vPYnvXT/Pdr6r8hlwLyfmxw6Re/PoXDOtcy7JaUuI9b6srydSHOu69ZvBpaLUdghAOiiqRFWPFIpsgxiwAqB2j4zZ5blMqQLLf3rtc6y+/Uo8fGtzliNVJZV29IoS8d2Do7a8Gjzxddb+yQ/a5+PfLbvcvu/Xvj3g+PuGnri9sb6stdFhg/zwpsvw8qcH7VgvISuXp3sMu8HhLHEsP+/jkyaefHNn2knMsOq2K/C3H+zVlv2V7RDAkhtnx5OO2DMOZDnnk6aV8S4q1bQvnIVNfcNo/tYMW34L3bT69iuxeH49fvpSV1ZAlc4GybW/JbL1dWtyUR1BwJAtl9T3fPDVcXssaoWdDT2HsPb+9qxMSfl4js9JPULlDM8gQSvruuO2M+7jvSdRE7MymHT9dBpm1Dkyg566r73sDhHSA9lUilPmfwJYzRh7n3OX8NOQ4JzvB3AHY+xiADM550cZYxsAHCjmecNGp0z+f/bePTqq604X/PapkgQShSQLJCGEAIGRQcK4kbHB8Tt2bpyLn9gmdk96+Xr8mklPT9b0XZNMHjRN7s1N9729lrvvZNo46dxe3WNjbOP3xOkY2zxs8xBSjJEA8RB6obcoSYUkpKo6e/7YZ+/ae5996iEJZNn1rdUdo6o651TVqd/ev9/v+33flRoPq20J4vzAqKLL7/Wj/+XvTmD7viZlo7rl7WOuzfHLh1pxrvei6/UcrxxuxUNrS/FwdanSOeea/k//yxGRqERs4IW9Z/Gc01ypLMnFrAy24bYstjA1dA7h0zN9rkV194lu7GnsUZKtTL+FrffGNEEBCBbtme6QwqLuCanKeBSqJib//Pae6lWe88Hxbuw+3i2YFl6TPfz54m/Ek7At4DckZfyz/+mbx1RD7AVzAbibblGb4qdvscXh8RvLULUwV9lQHNASsWS69PLi9Oyt5Yr/QVXJXON78VrQDjb1uz4Hk4bzlZwq0zcK91QtMPoETSWmmumQxtcPqfxGeKEow0eEOTwIQTQau+cPnbsgihVH2wfx8D9+hnVL8rG8iLFH9Rj87cpiNPUNgyDmCfXQ2lKc1mIt4G5OfN42gEeuX4SIYTPv8xHhWaOfkwKIRGy0XRjBprWlCtPZ5M3CcbR9EI+9eAA7ntkAANi+9yx2a80g+b91qUdA/c3qDK11S/KNUzryMS0wlp3eZPdZBM/dFvOP0WUj9fPJrDpT48TvI1i7KA9jEVuZfpQ/q4rigJAJIoTgjmsKje+zoWNQIUpYhOCeqgWKL1qUQiRDG69dgPe+6FQk0fRYJxdeKdSpIMAtb+B1b+vFXkD1q/v+HcuVRAOA4qkUidh47MYylOTNnpZEJG2smcaVgKkBcyXlKnR5Kp/PW06yejHzo3xhXxNAgZrmIB75x89QXjgHzX2suGaSXzTBpoxUtfW+Krxf3ynY01Gbkavk6cJLkhb/s7ctE7lFho/F5sJAllHqC2B5zEvOBP/We2PTDX6fhbuvmS/ygT2NPaKJcikcdR0nHKXC90X//OR4OTASVghl4xE7rsSnvvZSAP96oBkritxTIRbY+qEzjnc8s0EQC105j7ah/8Pxbuw51YtHqktd8XlNKZNcfn73KWWyPt796NXkz8/OxJt/bFfeO8+LTK/TP0/e2OGfj7wOeZ37cmI68hAgnYukMTmk8hvJz84UkluZGeo9znMSTnBq7h/Bj988ht9+eg752RmeDRkeX49K0sHXLcoT+3HT8vB52wCe/27svi+aOwtArE6S5bfEmulzZO4pAL8FhMYiIk8iAJbNz8GNzm9T97zRYTufwcuHWvGHhi4QpzBEESPP2pT5L1Nqjkn896pP+nuRAGRUlczFwGgY1y3Kw5Z36hUCMVeL+btHrxPn0vfPXjnItvcaXI1ynwUsLcjB0vlzlAlE00TKa7XtCEds+H2MTM2/R/l+eqWmTaz11FYlSOV7I2JT/OStY4yQbEOZ5pePJzeVuIrNRPIQgBGLZfDPlXu5yZ/jrrp2ZeqnvmNw2hsi6VzEjZnSlJkH4EYAjYSQPQAGtMcppfSHU3lCSukwgGFCSD6Afwfg/5zK419u6KwcgitjaK4Xjb61qshTIuTlQ63GYlbEhrIYyN1gDn0CJUohxg/fqGt3bSh7htRmyNG2IB594TNEKYxMMT7+rrOteGdcxnjE7fvS2BViEmXae1tSkIMTXSHlfehyAF76p3yhjAf5fH7DYpnhI1i1YK7Q8+Tjr7y7z1HbEkRDxyDuWlWEtgsjONkdAihjp4XGIghk+Y2a0D9xvied5VHfoeqamsY6f/LmMaH9DbgXp66hS4IJ/tbnHbhhaYHCTuMMOX5MWWpufXkBsjLYIkoI8Mwt5RPyNppKmFgCyfjipJHGlYbMVEpW2kLfvG++YZH4bfOmdUVxAA9XlwopEoDFsMPNzMzR7yNKHCMAfv1Jk5iStAgr+lcvzseYFuyuys5A2VXZigbxtyuLldjDJdQKA1noDY0ZJViIkxnZAD4904dD5y7AphTRKMVnZ/uxtCAbi6/KxlgkihVFAdR3DOLCcFi8Puw0Wkzj+txzTI6lZ7pDLnkYDrmIFLEp6lr1rZCKQJYPobEo2gd0mzwW972aP6bzyabNHL/9pAmXwlGsKslF+bwc/OaTc4jaVLCOAYj7hetNc1+B14604cMT3dh/utd1Hz20tpQlEQ5RQpYq4wVRORni6wLAGGi63xx/f9yH7dUjbYhGWZMw1VF+vdgLmL3nZMa5Ph3kJVVwuZE21kzjSsH0m7qSchXVi/Ox9d5K4W9oJXi+PolvA4qnCdeY3ynJL3rhg+Pd2He6F1s2VioFbj0PARjD9VBTP26vKMTtFYWYF8hSpMl2OfmMZRGjwfx4xMbOmlbF94VP1R9s6kf5vBwh82siEBAChY0sE7Neemo9/vLVz8V0TTxYBFiQNxvDlyIYGA0rjxGwHkrX0Bi6hsawRJrY4d4K91QtcBHUGruYl9x3VrOme8SRG3rmlnKUFeS48sLxiI26liAsZxIRYPndhvICo0yQshewCI62DeDHbx4T07AmxnhtSxDHzg8q5/3nA824u7IYAJQ9jywzpzd26jsG8XptuyCo8N9COg9JIw0zJpqHbHuvQUgdc2USLstFAczN8mO7Fhfl2C+DEOCW5fPw6Vkml/8HRzr45w+sduUgWX5L+dvsDJ9SB3n2tmX4WGrE52VnCt8qW4r1EZt5X3I1AArgTO8wzvQO47Xadjx50xIszJuF0KUIFubNRjhqKxPxAPDWH9vNMssSuP8y31+HtDgOaDlIlDUXeAajN+I5eA5mWke+cfU8/OCuFZ65iDzhrucgPE6FRsPYfbIHo+EoFubOwudtA2jqG8Z+Zw2W7xU+kVK9OOZZ+tqRNrxyuNXoJ/fz+6vYRIvT0JOb9Luc/YBo2lAgQvl3RrHF8THjnxv3VVPu4TD7DPOzM1MmrejNOL+PwI5ScTz5c/SaDJqu+J7ORcyYKU2ZhwFEAGQAuNvwOAUwJU0ZQsi/A9u/nwSwHMB/BdAI4H9MxfGvFPTCk5cG8VRDDipRm2LNojxP3w69y8vht6Aka6bnmXIi0/ghf7+b15XhaHtsA98Tim3+edd4kzOeybGyOKA0FuLhVHes0aI3kXjhLcNH8J8eXI1/PdAsikgWAba+24BINBaY8rMzYREmJ2Za4LzSQWVCBqwBpC/Mtk1RuTAXjd0hkShWluS6mAiyuZslHZ+P21sWgQkUwM/eOobNN6gNj6jUaKttCeKFvWdRmp+NpfNycEdFoXK+nYdb8c2VRa7FqX9YTdj+9t9OAohpsMrGntywVb7fN60tRU9oDASMdVLbwjYoyWpwXo7fjr4optljaVwuxGOlyI8B6j0vb54saWQ80aZRWQskg2Auv8V/o992ihkmRKMUy+bH4hhjHMcetymbqgDcMT44EsaFkVj8vvXqefjRd1aitiUoYsHgyDh6hi5h2bwc7JTMKGVQyhIxQmMTETzWRm0qrs0iwIXhcc8pRr0hQwjw9C3lCI1F8EpNq3hfh5uDqGkOKhMfHCbvFX78orlZuBS2lYJYht8HjLnZ0RaBSE7iwauIWtsSVGJ259AlfGDH1iAulwDnfeuTJAeb2MSLl++KnLzI9ytPpvVkSP9c+cSTvtnn//t6bTuicL7YOO/TBDmZo2CeMrzAZtIlFwxp5/ez7f6qaYvxV3JSIY2vN0y/qSstVxEcGVdidbz7PRHbOMNviYkXDq8iFF8fdbZqY1dIWaM4xqNUEAIyfQSb1pYKrfgnNixBYHaGMDQ2YWAkDMthP+va9Zx8xZviMrkJYE3ixq6Qq8gJsHhx3aK8hE0ZiwD3rSlRjus1DQowOdBZGep0hn5+L58EAiAwO8PzWjjpjQBYtyQfD/xJKV7cd1Z5zt/+20m09g8jMDsDWzZWCh9P/h3IZAlZ+od/JvpablrvxiM2dhyKFfr4a0OjYRxs6sc9VQtEzskLcvLxeYx+w0AwmGqk85A0rgSSzUFME2MAJp2HEFCl8cvzEIuQhDLvHJQCn2gqKlHKyEJP3bxUqRmNRWxljTjRFcLm7Z8pspP/fvUC7DnVi2sX5uLDk94ejR+d7EF1WR5qmoPKtY5HbKXRPiSRfmWYZJYJWPwHpcyfOcPCtyuL8dbnHaAUeGFfE8oKchQCq1cOYoE1WMbC0YTNHw6fRVwNGR3x9ub8dbJc5fngqHg8kRyjIEHb7okVft/xnMNE8qpenI8qD6l/gE0f7aprF7UpvrbJNVEuYbbtvQaX5Fgi0gr/XrgSgX48WXHoobWlYjIoQ2pOTRfSuYgZM6IpQyldegVPlwvgvwAoBXABwC4AP6GUulvGX2Jc6eSHgzcUgMR66XoSlJ1hoXJhLn50z0rlevXn+SzAZ6l6+plOc4EzjPVG0OM3luHjxh5PY+K+0JhY8PlCJS82lo8gGvXWr6xrHRBFfj0BmB/Iwp0ri1BVkouDTf0YHo+KhTpiA8w9OrYB31XXLqR+ri6co0zWJLtxAIAMn8oN5NNSm9aWimSANyOEx0GYLWLyRI7Jn8GOwxSMUuBwU78rYc3PzkRtSxCPbv9MFCA5G0U+X5QCH57scenuh0bDyn0wMBIWSdvjN5a5PpvT3SF8758OCb8EvgBwvHqkDQQQfksmDc6p7OTHK3ynkcblRDxWij7RAkoVDzJ58wSo/lPx4rsXC5U3KLimsVzI0eGzgBYPzxYO/pN+/MYy7GnsEYUVPR4MjoYVbw/58UTNd84ggzNuboJpihJgdf/Kkly3nAtlDNuXnlrPjEYlmRpTMQhQ13XOtOKf74WRsBJHM3wEj1aXGqdRv7myKKmkWD+fnLAoMVtfJJwJ0IrigDHJMCVapnvUROiQkyH5uyRg39Gd1xRit2Myatrs80lUCtYs3FXXjoV5s4UsQjIxWS9a/erjM0L2zpT4yZ9hcGRcYUteSVzJSYU0vt7wykEud8FXjmOp3O+8wPHbT89hYGQcfRdjxbu7VxXhuduWAXDIP84E38ZrFyjrFyHOFL8N+HyxRpTeFH5x31nPRkc4SvHL908Ieaz9p/vwiwdXe3ptArE10ucwwRs6BhVpFXk9+d6GJTjXFzOgjkSpMmkj5yG8YJkI1y/Od5Gm4uGB6xYqcpnyHmPckXQbMrC0uVzpekeKLB4omAxdXdsAotq6PDASFutipt/CyuKAKscsPZ1L/3CsLy9gUkjSk/hz+HonS2ReCtv44etH0RocVXJW/r2uLy9wkeJkQuVUe8LKxtDT6amZxtcLyeYgclNY/ttDa0snnIf4nSlDYhGcd6aZ5ZiTqiuCPFHCYdsUgdkZ+MWDq/EPH54SfsT6kSM2+w2+VtuOZfNiyim617COqE1xpDnomtJOBhbY56DnWhSsAb31/tVCEkyvX+2saVXihFcOwpvrW9+pF8/lU0Wm90YA/FwjKCXKQfj3rCvLeCnI+CySUI7RpNpiuk+94q48wW/bFJaPMAk4xytGznf13CA4Mq5ImHFyOAWSJtE/fmOZuAY+le+Vh+x42vtzvNJI5yJmzIimzJUEpfRVAK9O93VMBS5X8uO1qeNjoryhwGVlvMBfu7OmFQ0dg7gUsV1j4frziubOwrNOciQXOfjiMBa2hZYjAOU6n7ttGfaf7hXjoRwErHEiF+35Jp6P1pddla1o3OuglIpEZkw7ftfQGHbWtGEnbXVJ1SjXQSDMn6lzzD9ZnI/TvRcVDc5kYFlQmjkEwGM3limBnv/vBw1dMU8fMH1kk3SbfKwMvyUkfAD3e9IndCzCFqA36tpdBbyeoUuujQalFI+sU3X35SkmGe/Xd+Jx5729WtOKiM3Od1hKak2MxnCUir9fCtv4uLHH05Rtsp18XdYPhAgmN2fq6XqnEzlHutGThgnx7mX9MSAWh7gGu7x5SrZ4LY94yyxUvwX4fRaiUR7nvK+7eO4snJekt1jh3WGxOtOHXBKNN8W9fLQy/Zbi7ZEq1pblYUVRIO46YIQzzWM6K/8uNq0txatH2pQ4zws9smQDPw6P43xqpOH8IL5oj51jeeEclM/LwdBYBM/dWo4DTf2odyQruV+B3iSWTSB3PLPBtU7I0pBb762MmxxSymTLuFyZV6LFp02A1JlTMoON7wP4e9l3ujepJMxnEeNUTaqxNFGCwY8x3eP600XWSYT02vXVxOVuwOi5iKm4l8r9XlEcQHtwxNmnsWb65nVlSp6jH++GpQUiN7m9ohBb36mHDYpo1Ma2dxuwobwAgdkZ4vk8bm3efsC4Fvks4EiLyjR+v74T68sLPCdzOKI2xZ7GHuxp7HHLCwN472gHnt99yiWDVt8xKNZkn0Vw6NyFWJ5EqSBIeZ27tiWIp28pjztpxMEnVoFYXGzsCgl1AC4T6jNM45c5ZtAAMCvDpzxm+mwoYjr73Bhbz//GI7aLlCFPyvDchaN6cT5WLZjrek1wZBzVi/OxZWMldta0or5jMEY+0/IhjvfrOxEcGRfrnp6HnB8YxSuHW6eMTawbQwMQv5tdde2TzkGAdCxPw4xUchDT1BkBJpSHAAAIAQVFJErF9Jrc/CSEJJ0X8DiyZWMl9jT24MMT3WLKhO/75mT5AYx5HoPnVyc8plq8YAO4bQXzCzNJLXvh+iX5+H1Dl/GxqE3F58h9qGUc7xxSVEXkPESX43q/vlMhpl27MBffrlqArAwfzvUNM382G4oksS5JJ9fw+LrL9xGcVGfTWJPaJCcsQAgqigNx9wB6LtLQMZhy3UefpuGfFf9vLkGq5wbxcpFNa0svSx6iq1+kcxE3pnMNmxFNGULIn8V52AYwBOAopbTlCl3S1w78Jg2NhhVtXj4CLhexeUNB1wc24fEbyxAcGRceJ15BUO4Gc8gsi+d3nxKb7YhNFYN6efPJg+8rh1sFG8qymDGnngLwTcA9VQtQ3zEIn2VgBDvIdKQNZCO2nCwfLjrSMV6moDIiNtM25WaQhBDMzfLDQsxUzusoSwqy8e3KYoTGIsyT4dwFRROVAkI+iINvxHfWxGR7uDTAjqfXY/veszjeMejyI6AA1i+9CqVXZeNMdyiu2Sc/ZqazQOzSdC0BJjtUURzA9r1n8aHDcLYIQWVJrmtsdlaG5TLeGwtHxabBsiwQ22DM58gPyX/P8DHjP34ffHC8G3dUFCrs7GQ6+ckEcGXTGWUcOs5e5JrnAJveeUUqiCaLL8Mim8aXF2KC0cAs06Uu+aSMTYFPTvehpvlCagmQBDEeLrNQbeDRdaVYmDdbWU9M0GPPXRJjWd70/vjNY9gpSYDp8FvAiqIAjiQ5Vm9CfnYmSvJmJyyMcTiDNbAsgp6QO0GTfd4au0IuNi/AimU8UZEfff1IG3Y8swFATLZRfvxMz0UR/zOdJgsQ+8y4WTVPbm65er5iArlLk37UpSEbOgaFhFdvaAx7GntEUqsbhX7/juWechSvHWlDOErxak0r7rymyDUdmSi2ykXfRNJn8mv44x0Do9jhFL3kJqSXXrnX9cRLMPhrOgZGEyZ7VyIZ+LJJ06TXrjQmgl/+7oTLJ0QucPOJix/ctcJTQlmHKnUDfKuy2Jh3yPennJv8+M1jCEdjBspH2wdxtH1QFPJk1u02R6tebnZYAJbMm+PyM6hcMBcdA6PI8BFx/DlSfiGje+iSZ4HRqwgYtYHN6xi54bUjbcr5LQu485pCAMBHJ7uNps6UQrDEd9a0Yngs4tmI0K+MS2FGbKrIhBKbYtWCAI53xq65uX8EP3u7XphUWwTIzvRhvy13yAAAIABJREFU+fw5inecDv75P7Fhied+wwKwujQXlQtzFU8Zy9Hnl6FLpVqSLw9/ney14AX+vcq5p5yH1LYEjR6pJiSzduhS4O/Xd6KiOIDHXjwg1v+J5iD8GtKxPA0T5IkV7uUnP6bn2o1dIUGStSlrkD8kKXwke1/xyWgOvjeVpSXzszOx5e1jCQ3rM3wEj1y/SJCieFOBF/TZvtp9HL8F3HlNESiAvad6lYm5VEEArFmUl3RTxgKTUdObLfxY/POW63cyItGYBJdXHuLV0GHr3zERf7c5Ezly3sYbEZbUGJP9WOS9t0yqG5fyC16v4hPyHNGoOwfhx5LzEOYVx/JHn0Qa1CWbU8lF5L975QZeuchY2Mb2vWex73TvlOUh8nt/fvepdC7igelew2ZEUwbAPyO2u5H3L/LfKCHkPQB/Sik1O3SlMSHIN6mOF/ezDa7fIri9otBVVEkG8RbriV6bfqV8mkIOAi87cjFRm22EubYmx92rinB7RWHCxdrnmE1XFAdiZs4EKMjJwsWxxAaZMho6h7BlY6UomHHjZNMCzn8IGT6Cv3v0OiVg76xR2dwWUUfw+eemL7KW9PnvO91rXMjZY96MOB+Jjf9bBKgoYiP9jV0hbFpbitePtGHcmVJ59tZykdC++GfX4+VDrfiZs/BufVfVxJQXnNPdITGKe7g5iIf/8TPk52SKzQ7RPjA9PfIR4K/vq8LOmlaF8cbvE13PO94Cl0wA1xkRIATRqJuhE45SlxdOMkjrc6bhBZPRZbyNHAA8v/sUPjndpyQwiQpbXps4ncnEp1s4Y+ds3zA+bw2i92L8Jj5x/m/buw3KxKRcUJBxy9Ux8+D15QX4oKFLTNHwUJ9KYrSnsQe3VxQa2bYm3LemBO990QmbUuw91YtMp6BGCHDz8nmggKIDbLqWvtCYMVEKR6mLTeiF8ShVipMvH2rFT948FvN/idguA2p5k1XbEkS9NsFK4U5CdtW1o89p0Jj2AHqslBtBEZsx/zL9FjbfsEhMPyW7OU5W+oxDZoxxmR7ehDzgGLjKjaVk2GWmBEOfkDQle/Hew9chhqfXrjRSRW1LUOQeHHxiRp+44F4qydxT8cgLyVzT67XtxjiuxxIgxq59fvcpfOp4FNhQDaa5VwuX3+XHAiAaMkxumUmmZTim9vXnB5Wp0kScMB9h05dv1LW7pmgoCHafYLH56sKAsbFjWaxxwRtUuq+mDL7mccgNf742gzL5t+vK8pWmDOAmuF0ci3o2ZLgUdXVZHpYXBXB3ZTHKCnKws6YVmY5Ujbxebbm3UsT6W66ej49Ossd0ff7HbyzD7+s7RR5kU2D73rMYGBkXewMLVMmFCNgUr03d36v+9ch+mcmwiZNdO3Qp8HuqFjD5n+jkcxAgHcvTSADeqNQkEU3F5IOSBLqF2CRavPvJlIPw3Jvfl7IEojyps+3+1Xjrj+1x/VDuqCjEprWleGHvWfQMXRKEUk4uInDXntaU5ipxhQBo6hvGub6LComsMJCpeB17gechmT5izHtkEAA+H8Gx84Pic7ScCdAN5QUYGouIvX5+dqZxnaBIPg/xuhoK1mho6BjEf35wNWpbgoa8jTLpT9GIo8re+/ndp5TYb5FYrap6cb6oH+2saUVD5xCoRx3SJNctX0fEBu6+Zj6uW5Qn7pFU9uZez/V6vpyLvFYbI9hxgvJU5CH6tfG6n0WQzkU0TPcaNlOaMmsB7ATwGwDvAOgFMB/A/QCeAvAcgBIA/wDgbwB8f3ou86sJnT0mg8fI8SjFB8e7kSEVVZK9kRu7Qog6wSdK2b+Tfa3cveebXoAFG7mRwhMBXmyvXDAXWRmq9q9tx+SsLMLYCB839iRkTwCx8XbOyKA0sReCCZUL5io6k3yhMq29QqZH2+DsMkiEcTkZfq3nHdauflhud+fFmkiEDB/BX99XhTf/2I4jLUHYNMbOO9p+DL94cDV2PLPBk1HM2AoxJoSeHPAF5+l/OaK+PzCTbfYeGCvj25XFeOdoh2dSGhwZdzHe7qla4Brx/8WDqz3vR/n+40xrk3GdqfDNGTrypAx/L6kirc+ZBoeemKjx2zzBqG/kfnDXCkWHNz87M67+bLxNXPXifGy9t1KRn5Q3l3xc/YHrSnCwqV9oMeugkEf2B/Gxk5yYEhMfYe8BYL+zDxq6FIasHg+SmX7hY/5bNlYqmtEmEAD9w7E4Ho3a+O4NTI4xPzsTW9+pRzhKcaipH49cvwi2QW/NAjAvkIVMv7sJxJvsDR2DgtAQ7/rliaefSg0ZACCEYPO6MpzoimlDPyRJwskMOAJVMk4GL675feY9gL7Z1RtBAPuc+ETnrz4+o8hXeMVW07GT3UjzuCw3IW1q1itP9Rw8keTrQ9Sm2HzDIiyUJDmn4j3MdKTXrjRSxcGmfpdEZeWCuYJ8wGt/qfyW5IkNLr8MJK+7zicaTJAZybpUFF9rZYIUl03+wV0rcLCpX+xjTaBgkxsLnbVlyzv1Yj9JQRL6Jfgsgp87cs8mMpftNKjHwjaa+9XpF8KfoxkLB0fGlQKbOJeTqsifqevq+B8oRVVJLvxW8tJCHHevKsKyeTn4tUNqO9wcxBGH0b5lYyUau0Nir7L1viplCphL5ChkKa0otquuHfvPqMQ0nblOCPDNa4oQHBlHXesAa/RLDZr+4dhUlw7dLzOZe4/vEcbj3O+6MTRn+us55kRZ/OlYngZgbo7wiRWK2ARDvGLy+vICZGXEJvi5F8xEiuE89w6NhtHQOYR7qha4Ctx+i03BAPBszOw+3q1MYxxtP4aVxQGRg+i/G59FREOGE069VFOSacgAsTzk9orCuNMyBMC1pblChUZeUwAWM153/Kp21bVj09pSYx5EwPIQixBXnuKzgI6BUVSW5MLvi+91Q8GmMB9ymlp63ub3WXjypiX4zSfnxAQ/Xy/lRgL3jtxm8KPhU4p+n4WHPeqQJrluHYWBLIXUJb9mLOyuS8U7fiq5yMPVpcJblDrvc7J5CP9suBwmr+tZiN0P6Vwkhulew2ZKU+bvAPw/lNK/l/52AcDfEkLGAfwVpfQ2QkgRgL9EuikzKegLqn6TPrFhCRo6h4SButzYkIsqyZ5ri7RQRQ1ji/Fe+9qRNrGIcK17vsFu7AqJzWdFcQCPvvCZ4jPy3K3lGBqL4PXadkSjzLjTdmR7LEIQGg3jWPuA8dx+H4HlXC//4b5R1x6XkXbDknzUtQbFiKRJpoBPZchyQhGDJg9BLOGJOM0L/p2ZbDkpmJwDn8Dx+yyW7ESpwuyw7ZjEDS/2WXFk20zXBQB/bB0w+jrwcXkdfOHVi4+mj7O2JYiPTvZ4XkPR3Cz86k+rBYPDdI1ysPVbrIHntyCYi/o1mwwx9ftPlnsyMQv0Taf83z9765jwezAVPBMhmbHVNL76MCUmE91kcMNBWcrDizUTbxMnb5Ybu0OKJxhfOyI2xVufdxhjlxfCUYoTHW6GLCHA07eUA4DnhKeOZYVz0DkwiuFxtxwMn9AhhOBQUz8+cVjN8cBNLw+duyDieGVJLho6BvHyoRZFKqwnNCaYfIQQELDiTYbfQlVJLvpCY4JZZzt+WU/fUq4kIEVzM+M2iXhR7befNLmYfNVleS5NZDmRVjbxV6ubeF6gajgf02H22gPo9yFvBPHvR2dt6QzHeLF1Mhvp6sX5riakSa4vlXPIv0P+2WU4OtFesXm6k4HpQnrtSsML8aYvOamKEOCZW8oRmJ0RY0MTc0EjHuSJDe7Nkmjdk69T3gtm+lmBiedJfF8PAJu3fyaIXq8eacMj1y8SvoI8F/H5LMzK8OGNuvaEBS+/FfMY+8mbxzSpUBp3TfVbBE/dvBTBkXG8sPesi4BWvThfyBNTAKPa/vz6Jaywyf1Qtr3bgC33VopYpk/i2xQuT4CqklzlmCKXdIqPT928FNv3N8X1ngMgmkB+C3jutmWOf2XsRXxv8n59p9Lsf7++U6xptS1BV+FUb6iZFAZMsCmw+0Q3K2ZqGwafz0LlgrnK1MoD15Vgz6leDIyExd+8cg8ZujKCTeGSW5OhS4FXL87Hzx9YPekchB8rHcu/3vBqjqS6fzrY1I8tGyvR0DGI14604ZXDzAvGKw7Hy0H4//Lrqmm+IPa7IhZEaUK/SBtwFSW8JCEtEjOy1+tcqYLnIPzVp7tD+PBE/IZMVoalkK38PpaTcJl4uScy7sQz3gTjtTBKWa2LANh47QJBDvBZBGvL8nC0fRA7DrOpw9tWzMcHCSTVwlGKF/aeNdZvHq4uxY++sxJ3VxYr8YOTs7xyEA6ZIBuOMA8i031ilOt26mA81j+kxb/15QViDZabS4mOn+o+XkyrTlEeArgng2Q1Iy+S29c1FwGmfw2bKU2ZDWATMCacAPAL579rAXx97p7LAK8F1esmvbuyGLvq2kUykeoP+GBTv2uhsm2asDPLWah87JqABXW+2axtCSI4Mi5YAY/92l2c+31DF/7u0etEIHztSJtYqCI2jet18NQ3lroWD5NfCodFgNsqCvHAn5Ti/fpOFORk4t0vOl3Py8/ORPXifDyxYQl+39CFwkCWkbUhN0psQGwmuHZpho81XPw+lphGbT46T8WmZd2SfLReGFGKebJ8GacbWoTAhpmJ/cB1JegfHhfyC1Gb4v36Ts/NR+WCucoC8XB1KTY5OrH698OTTQ5Zm19PctTXEeyqa0dVSa4rMSQAbpYW9V99fEYUWKM2mzIyjfjr0O8/Dr4hSIVZ4FUQTRWJRrvT+OrDlJh8/47lSW8yeJFdNhzsC40pm13TvR1vE6dMkzmFG67bPhmGZoaPuMx++UF+88k5nO0bTijtxaE3x2WsW5IvmK7xZBs5Vi0I4OcPrAbA4i0rMNn4K2c6RkdhIMtzim7ru7GmhY+w5tHSeTkIjUXEe4tEbcyZlQEYmjKcycwnUZv63Dr/n7cNCAai6XvlzXm/j4j19FcfnxETPzLjzWscHmDxacvGSoWlC0BMruoykaYpFi+W2mQ30sm8PpVzyL9DmaEY7zXTnQxMJ9JrVxo6Ek1f6r+V2pbgxI2g4V57uocuJc0W3SXJfvFchJvZ830rf568zQ1HKV4+xIpaO55eL3KRnTWtosDl1I2MIAC23R+b5NafZhGISRNCmIzXWMTGF+2DovHx4v4m4xqZ6bcSkiSqy/JxtH1QrFFH2wfx8D9+hmdvLZcM74dEPkAAMYESdshkujSm3EzLz87Ef//otOuNcck2ngPJytOUOpNUhuvlZIma5gsuycpt91ehoWNQk8gBHruhTBTg5AKhuBbCJ4rUy+TyqNSZ3JK/w4erSxGYnaHIM2Vn+XHDkqsU9rsp95DB8xC9mZaMn6uMqcpBgHQs/7rDqzmS7P5GN3N/aG2p8LiMN6UQLwfRfTTGwraoEZgmQKYCRFIwMdW5kj4OWK4TpRAeuFy6PR6e2LAEFcWBpHIQG4x8t0ny7AEgckHudcKvp7osD1cXBURDnksgc4KrDss5BwXw0ckeY/2GN+dNE1PcZ9myiDLlJF+rTIqI1zjh9yGfVg1k+V3kCdNr5CmWqE0VIrROtp3oPn6q8xBA/T3Kig3xXvt1zkWA6V3DZkpTph3AEwD+YHjsPziPA0A+ADM9Po2koDAHwqpkiFeAqF6crwTzVG5mmfFG4ZjCZ6TOQs3MYKxiXiySGW6b1pYaxxSb+0fw2IsHsOOZDazgmECfU0ZD5xDurixW/qb7pdx/XQl+39AlfESOtg1gT2OPp9QMATN2fuZfjoiNeXO/WQLNa3Il4mjz+yw2MbK+vAC/q+9C1LZBLDbdYzvn15s9BMCflOXhDae5xEeNvT4XAja6OuYwK4jTfS/IcbO0uH+MzGYcj9h4+VArXq9tx20r5rNNjLQ52rwuNrYvf+eOJQsodUzvSnMVTen2gUss0fURPPmNpTjQ1I+GjkHBPpeLY+vLCxgrxPlMXq9lY7y/eHC1a8Rf3gDo95/fF/OJmQizIJ3IpDEVmAzDxcQCHY/Y+PBEt/i3z+ddcDdt4lzTZIiZH2f6CFYUmTXqAVWDncMiQPm8HJTPn4Nnb1uGxq6QS7ueT958dLJH/LYB1tQozpuN88FR8VyvJEI87iPIy85MST7leGcIP3vrGErzswVrOWoDUUPU91lEJA76xv5XH59R1q0oZc2jMz0X4XfMKMNOLD3Tc9ElF2MRVli79WrGYGMFIvf1RhORICQd8MaukGKArCeaqxfG9LN1yBNTNc0XAED8mxfFTMnQD+5agUPnLiRkqU02hibz+mTPof8OEzVkUj1+Gml81aEX93ZpRRBTzJxMIYHv38NRigwfk3Rs7G5IuJbqXjIZPuKZi9x69XzjMcYjsSkTtn7FHks0pR4cGRf706qSXOE14CPAzx9YjYrigCCdHXGkqgQTGuY1oTRvFvw+K66/AgAcaOrH7SvmK40ECuCFfU3wW7H1qDRvFhbkzcYf2wbEemxZBDtrWl3r703LCnBjeQHyszPxfn2ncSrFsgi+eU1Mvoc67G1e7DvaNoDyeTkuOZ4nNixRvHz2O83+iE3xs7frcec1hcp57lpZhP/84Grxb5kxzXH/mhJ8b8MSHGzqx6GmfhdxgzrPefdoB6IUyJQmUTgznVgEO2vaWDPKR7BqwVxsXlfmmpLxykNkZE4g/wDSa08aU4PJ5iC6mTsBkppSiJeD6HkNBZNqfN2wh9VhkvRaWcx8cjeUFyhqMTJk1Zf87Ezl8TmZPlw0TOWbsKxwDsrn5cSVKtPBY/DLh1sT5iAAe48mzx4uOSd/RLx2VNcahN9RcrEpy+v8PoKVxXOUnC7Tb+H2FbEchK87pvObwMlcvFHHZfj1Gp+eo0US5DUyWdAiwKFzF/BwtfeEoDzF4vNZeM2RfkvV1yURpjIPAdy/R68Jn8mcI42pw0xpyvwEwA5CSBWAdxHzlLkXwCoA33WedzeA/dNyhV8RyF1pGyqLKN4YtfwD9pIc0MFZ2bdePR/zAlmoKsmNy2yTJyV0Fuo9VQtcxSLO7KaAYjQtY9wZp9x7qjclljaf+OB+CE/dvBSB2RmiCVA0dxZuWFqAkfEomnovouXCiFiUvGAR1hRIRm4nEaI20DU0pjAqqE1RuTBXsOR0UAA1zUHUNAfh98VMiW1qZrDrjZ3l83NQtTDXk8XBWQhyoRRgG68PnEaSz2m2ZGaoI6S7pAVU3yB80T5o3DiFo1Tok8pTOfJ9+kZdu8LakKcL5KkrmbG5aW2p4rFUXjgHNyy9KuH9m0YalxteDOJkTPt0Hyk2ZaEmLWVXZcc9t37cg039ng2NcJQiHCch0hsyAIsND64tFXq//Hx82uI3n5wT56M2RVVpLN5RCnQOjCrHixdqCZix50eN3lKJXjjeGXIZFJtQmjcb2/eexbxAlkvaan15gYthK1/3DWW5ONISFI/LnxWBqh+973QvK/4Qtz6/V6MNcOuAy9IvlLr9zk50DhmPozMVdRkZm3rLlppYarK+/5VkcyV7vlQLxLrPRHr9SOPrDrmYQAhE0TreGuZVSIj3u+U+k/dULXD5HXpND8jH4zESYHH39opCz1yEe4TxYqMciY+2D+KxFw+kNi3qTJPwXISb2udmZ4KAmULXdwyiLzQmyGAs/LPYDY+9/fmBS66/z53lx9CliPK3+o4h16QLh7y2tg9cQufgJYVtvWrBXBxtd7923+k+HO8cQnBk3LMhZdsUxyXpUgpgYd5stAVHEKVufxeOBmd9ql6c75IP41JvmT4iGnNcalVGWf5snOmNTZy+9XkHblhagO/fsdwomWwByMnyw+ezYEds4QHK14g36trxyuFWsY7aUYq5szNcMs/x8hCA5V83lhek1480phWJmiOJZJB1M/eHHBllvv8bj1LRwE6GmOPljxuvSSHD1EDYuKZE5CBcMYV7PCq/ZWevyl/Hj5VsQwZgJLRkchATwUyP116gAA4516lLZfm0eg1HxAa+dc18dA9dEnE8EqUukh2vu8TLQSjiSy7KPst67jAWttHrSEDLzTFdxlFfs+V7gpOEdxzylsiT7+vzA6N4xZkeMhFGrgQuVy7Cj/1GHSOapOIPnsbkMSOaMpTS1wgh5wD8EMDjAIoBdAGoAfAfKKW1zvP+1+m7yq8G+A9YlgyJpODzwkdPozZFVoZ38lTbEsRjLx4Q0id8k6k/lwceWcqFkJgsS6bDQpVZdUDMqNdnMT3M71QV4+2jHaAULkZxz9AlxbeFgEnW/LFtAJGoo0m99CrUNF9Aziw//o+7KhAcGVf8ENxSZ4MJmQ3yIu23CO68phC74+iEThSyJ8LSeTlo6BhKyPyORCkev3ERCNh36nXdMs70DivJigxuCAewhpYpGYvawLdWFWHNojzXZk5mIuqwocoXcHADUpPPgZc2tLw50M3R+AJMoTJ3OHudS1CkF7A0phMmtlMyMiyK1q5jellZkqtIaJ3puYjHfn3QeJ+bNolc/ko3dQRYTNCNg2WYQhQhLI7Ihp+yRnpZQY5YfyyLYEN5ARq7Q57JQDz4LCYtFk1hgjJVtFwYQcsFNg35+pE27Hhmg3hfjV2huNJrXDrABEIgxvwBiE15fnamwkTkk4bP7z6lSIpx6CyrgpxMcU4K5m1zoKlfxHPT1I0ea7nE2T1VC3DgbL+QjognW6prLcv6/sl4PsRDKiSSVM4Xr0AsN2AAKHuh12rb0+tIGl978FxkV107dta0iWJdPCNzE3iuwQvtcox9+VCrmLTcf7oPv3hwtWLwa/oNy4bNFgGuX5yv6LTPD2QZcxHuEUYA9IbGMDAy7ppEMU3R872tzyK4aVkB6s8PwmcR/ElZPp69bZnizcZN7ZMBJxUxKTB2Ek50My15gdkZriJfKpI8UcpIV1HnHEvn5RjzAADouxhffouCNXpk8HU0HioXzMWvPj6D9eUFokEjo6n3IrbeV2UkV8nrmI6dNa14/MYyV6MHYAQzChhNzqsX57NCtPYxyv5pAIx5SG9oTFn/m/uH8TcPr0mvG2lMO+I1R+LlIVw5hUtVydPTMmH1aPtg0nmITDSmUGsXXrWMeOCNcB5H9PdaWZLLpjpsKlRfGrtC8FmxBn2yIADmJ5mDTJbLu+90H/ad7sMsrW4XTyp+9/FuXL/EO95YhMmSyY0BPj2qy8rvrGlFQ8egsams+8DMyvCJZhEFIx9sva8K79d3ivhrITZ9o+/dt2ysVMjn/D7g5Amv/QX/rnnTgufKstz3RPKQVMllk81F5LqqvtbVtgQVuwc9L03j8mJGNGUAgFJ6BMAj030dXwdUL2aSIQfOxljOyfq8KKOnjv6niQF6sKlfkcUyBUI58BCJsc21en0E2LIxxpYQ2vcWwdb7qoRxpqyHCajFvkzHcLiho14UhyiAutYBbLufbc5lCYLoaAT1HYOoKsmFz0qtyCfDZwHfXVeGSmm6AgD2nOp1Tcoku3FYmDcL57VEBQBWLgigsftiymbaVSW52NPY4zp3qu943ZJ8YQi3q64dT2xY4pmMDYyM4/t3LEdtSxDP/MsR5oFAqfKZ6E01gLFJzvYOCwm8a0tzsXldGba9Z5af8GLP8DHaeOZoXHqAM3c4xh2NbH789MRMGl8GpCInsMlhpckN8vqOQaUxmyhWuzaJxB3BLMK8r1JpQhOwwhSPI/pGlDOeN167AO99wXytfvPJOTHFGBoNx/UJ0xGxmd6w15TlVGM8SrF971lQMKLA8Fh8llu8PM2mbLyfEyn0TTmXAiCAMHLmyYxuAsx9YPgkEgcBK9RtubcytoknxMV4k2OtBSZxVrUwFxXFAWy7v8qVwOqQTV/lBILr+yfj+eCFVJKbZJubic6nN2AeqS5NuBdKI42vI3jRWi4MWYTEXcN0bN97VvzedJb1+/Wqr2MiY3XdCN6mbFo8w0ew+YYyVJXkoqFjUNkv8rgl5xFeaYPPAijU6VSbstxm2/1VqCgOiHj10cke3F5RyKbPPRopJsj7Z55H/dw5tmjcv1MvZG8AR6o4OOo6lr6y++Jch0ViL0jWF2GqsLxwDu66phD/fKBZxPonNixxNVDO9A5j6zv1uL2iEOcHRtHYFUJwZByh0TB+39CFS4aGDAAUzZ0FgK2HMm65OjatqpMKODhxRc4leXGQ58+mPERH1IZx3bjS06RppGFCMnmIvN+USUJ8WnqieQiXv9KbyF6T6F6wCPDkTUsU6Sx5z1jbEkRDxyDuuKYQhYEsVJbkCl8W25ks91IeMYHiyuYgAHApbOOHrx9F+fw56B66FD/PAHCkxZsEYMpDAKCiOBDzLo3Yiqz1ziNt2Kk1Afh3uLOmFQ2dQ/jwRLdSx4raFPUdg6JZQ7V8Qt+7B0fGlbwmNBZhntJObI0nVcpjKW8ydQyMihrjRPbuEyGXTSYXMZHk5PMebOpXZLPD0cS13zSmDjOmKZPGlUX14vykCiYyDjbFWK8AHJ3cmGawzABdX16ADF+MQW0KhMr0i2HltClLosSYNyGgoGIRWZg326WHqePJm5aIhf+nbx0Tz43YFDtrWrHl3krVZ8cZcczKsLDx2gUTTiz4YI6eAK4pzRVFMoA1NG6vKMTexh4XA654bha6JHPn3NkZ6NBkBwiA4bGoshlJdkMQHBlH95C7yZMqgsPjYsJkLGxj76leXJWTidkZFhbmzVbe1xGnGfPhyW5P6YJnbilHXWtQed1dK4vQPtAcM3l1km4v+Ql5gwiepFKm8SyPt9oUiERsrC7NReXCXKVY/UZduytJ6wmNGRfYdGKUxnQhmfFlkzQGh+yVBaix+uVDrdhZ04rhsYjY5MmbRF3aRY498x0pF5Meswn5OZkIDo8b2Uy//N0JY8Ml4jRmdj7LZGlSZcZxzfzjHYNGSZepRiq60abmtAyvsXquqb+rrh07tClIzvjlkH1gZJIGPz+/D2ybfcdRm+Kv3lGnakOjYQBwtMEJTnSFcOz8oGis8e/GdG/qzXFa0njdAAAgAElEQVRZ83ky2uUcqSQ3U3U+vQFDAWUvZFnuxtZMQ3q9S2OqEI89nQi1LUF8qDX+j7YP4k9/cxAvPbUe91QtUArziYzVvQybI46PJI+VhBB8c2URnr1tmbhWuYnsBcuy8ORNS/Di/iZVppdSBEfGlXjFJR+33V8FkmRXJtNHcN2iPGXvbFO3n0BFcQA/ffOYkKLxOvK8OZm4IMmMxbuEOVlu+bMrhfJ5OQjMzhB7jfGwjaGxCFYtCLhkRsejNO46zFUa5Pd6ewXzollfXoBZGWYvMa89GM+1f/bWMXFMPk3KcyYKloc8dmPMpHlXXTtkyOsxh6ngB6RJY2lceSSbh8i+g/I+0pSHhEbD+N4/HcI9VQuET5QpD+HyV6bw5HcmGZGEvwylwO8buozn0CcM+H43Ik0/+ggjjHqRUk1o6BzCkzctwVufnwco0B0au+x5SDzVEx2mptZV2RkIjoTFZ+TlB7dpbSm2vdugfB6RKMWuunZXs02frgEgJDh9FsGrR9oEkYAQ5h8mKzbIuebp7hB+39Al7rOXnlqPhxL4YvPvl8f2HU+vFwTiXR4N92QwkQbLZHIRk3SbfN715QVKE9DnS40E82XDTMtFvrRNGULIqwD+L0rpWee/44FSSjdfiev6OoEXb5K9ocWYqKOlfMc1hdgtbW7lH3714nzseGZDXB11k6miDIrYmPdDa0tF8Y8brG27v0pcj9day0fYeSFKZsFxjeet91UpAZ1vlD9vGxDHIQBuvnoeKhfMxa/3N7mSEy5BIP/5wxPdqCzJVbxL6loHlNcRAN+/YznyszNR0xxUXi83ZADmY5ChbQIokhvr1zHLaU7kZ2fiaPuxxC+IA3lxp4CiOeq3VMaXTeMXJi3C2Gi3VRTiiCPfQ8C+R51JbYLOdBAsFmcMVZ68ksdbj50fRGN3SBSrZWmNV4+0IepIYxRK0hX8fgcwJTI7aaQxUXhJKXHE2xjyWL1971l0D13C5nVlqF6cr0i/cFhQmzby5tFyJhkB9juvLMlFIMuP7VIzJdPPilKyNwzHheFx4zlqW4J4cb/3BEzUZpv8TWtLWXEvQWFMRn3HUEoJ1OUClxn7XLqWm5fPw+HmC67GsM8CbJuRIrzG6qsX5wvNYBlFc2eJJKMvNIam3ovi+LaefTlUtTfq2hXphHCUionB7XvPKvH8ukV5Im7L/l3JTKeYNJ8nY+wNJJfcmNhxkzmfTkbZtJZpbm/fexYfnuiGbVOFXTjTMFWycmmkAUxME52DEcXcf5djDwAXM9uE2pagsueXQQGc6g4pJLKPTvYoniQ81nhNWwBM2qqpb9jlDybHJiLRu22b4v36TkXeZo0zJb6nsce1l37k+kUuL0jALQna2BXCye7Enmi9HjJjgVk+DI9FlfcxkYaMaxLHYm/d9J3OC2SiL2S+nj8c70Z7cCRWiIJ70j1ZFM3NwjdXFgl2tEVi0/WmiU5AlYvhOYF8H1cUB4TnjM9HsPn6RXhobSkau0LKNcv5IsCkZcJRxsD/+QOrE0pGyZM36dicxpXGVOYhS+flCCLW/tN98FuxKRSvPETf+/t9FrbeWym8YDh8jjeXHicpgOZ+Vk/Rz8GvXX5uWCsE+SyCzevKcKKrwbOupaMgJ1MhnEkDhxNCIjKXF0zn5GuTTakyWTk0FoHPRxCN0rh5SLxzeeUhMvgUqU40oBT4zSfncHdlMQD23Xy7shhvfc4sDLhijNxYi5eHACzP4d8ZV0Xh9/Nk8oJUGyzx1plUzsdrW5wAwM9bvTgfW++tFCQB90zmzMFMzEW+tE0ZAPMB8FngQkw8BqUxCSRaRPXnysEJAPY29nhOwyQ6dvXifNy+Yr6SWCyfn4OrcmINCgoI00yLEEWfPjgyruhY/vaTJlf3X2bGPX5jGT5u7MEHciMpGjuOXGCSF2cuq8OTurKCHIX1xCEzvQHWVOFFzcdvLHPJNAAsefrO3+9TNufxsPiqbJTPn4NPTvdiJE7y54W82RmYNycTT95crnw/L+47i5b+Edc1+AhQtTA15oeMVBpG/DvOz85ERXEAfp8lmMayBrOcCPExTZ9F8NTNSxX5gpeeWi+mqVgeTYUGKb+Xn999Cp+e6fPcJHK2h3zP66wJvbCYHgVN48uGZDaG+04zacXGblYw1qVfAOAbjlyH/BvhMfho24CInxaYLNqrNW1KTHm4uhQ/+s5KlBXk4L/94SQuDIeV4xPDOQ429ceVIKBgetSb1pbipafWu5hZOnKyfMjyW1g+f07S+vyXGxRAlza1SAERozjbmzgPUADRKEUUMZPp7XvPYjQcFazC1460KcfzWYxR/OgLnyUlhWPbLFHRjwPEJgb1RGrMib3JJiB6IVNnJ6ayPzEhUUJl2tTLnhMTOZ8XGWXNojzsPtGdUNf6y46pkHlLIw0ZE/2dy1M2hLBGNdUkSmRPMi/E8xPhqGsdUCRVdMlnHmv0RjXA9tEAy5Gaei8qjy0uyMbfPXqdYGMT6SSWj6BPY05vXlcmCHUfnuhWYnlPaAzL5uUoBTYKNvHKJxcBRk5LRdZHx/ryeRgLR7FPkwdLFhYB7ltTgv7hcVQumIuhsYj4bHWPS4CROb61qtj4GIc+EeP19hIVPHsvjqEnNAa/z0I0yjwOjrYN4O93n0LEpkZJI1myUpeLASAmiikAalOUOP6XB5v6RRGVN384+FoSrxio7+t6Q2NGln8aaXwZkEoecuy8uofnPQ6LAN9Ybs5D5L0/Acs3Hr+xDD9+U63X3HlNIZ67bRke3f6ZUbHDdI715QXCN8YThKCiOIBl83IUcqoXrivNFU1cjskWQieouG9syNwsyTPKn63tdMeo8982qKh/bHu3AVULc1FZkiumX2Rk+AgqS3KxeftnSfnk2JSi1iChZjtkPLmZolw/cTfWUnn/PaEYKXoyeUgqTZ2paDLI5zN5ygBsneHv1+QTOlMwE3ORL21ThlJ6h/Tft5ueQwjJo5SaqUtpTAv04LT1virsrGlF0dxZyih/spgXyFL+fUN5ARbmzVYkvixC8NDaUmGwxk2e87MzXSP5m188IDr6z91a7pJq2XuqVzkfBWssrS8vEEUT16LmGMpve68BAGPd6UUtm8aY3jq4ZAxPIPVClp5MxMPZFMZOZSzMn43zwVEMjIYxMBrGFkmChid4sg4lx9O3lOPuyuKkF9B4WD4/J+61E8IWiG3vNWDLxkrYtq0klvoo8fO7T4nPMmJTvLi/SUwr8efqm0DZwA8Ayq7KxiFJx9lLB1e+r/UFVjbstilmvDRNGl89JNoYKo3FsI3nd59ymdr6LdbklpmgMkN0T2NP7Ll+CwTq9IXfIti0thS1LUFsfdfMJKNgzDH5+njcjCeDxs11Q6PhhA3k4bEohseiODycuCGz+KrsCU0imqAXg/R/l12VrUxHXgpHAQA/uGsFapovIOzI5vAJI/m1FLEJxP2n+/CtVUXiebIH15a365P2JmD+B3BNNPl9BD1Dl4zf3+Z1qU3fVi9mWtLyBKvPmtw4vT7OHi+hmuym3jQ673W+qZBH+zLgq/I+0pj54PGDT8KkEntk6JIfBKx4FKUxs3tqU9y1qggfnexRJJ/1GPDin12PX/7uBLbvawIFkxTj5vL52Zn4q3fqlXOvKArgXw804/sv1TJPESlAR6PUVdzjks6mKaEPjnfjA8P7k/fEABLK+CTCh6Y8yQOmJogtsZllstXLh1phaYVPn0Ww9d5KVBQHFHmjicBnEXxjWUHcZlLUZgbXGT4mUffRyW6lyaavEy9Inkb8venPkdnLRPJl434z3CtVj6XJEBvlAtzWd+pjUkq+dGxO48uFVPIQHT5ngNAijCBrmlI74SijALEpZQBKMx0ACgNZaOwKeUqo+32qNCG/9p/fX4WfvHnMMw+JRG387zvq0G7w/jXh8y/BlL4MecrGsoCh0TAau0J4/MYybLm3En/6m4PCjyTqvIarmfD/5t4xPkc2jk82rS5lXpMPrS3FLm363gucqCuvB4QAhLIcs+H8oLhf9O/4mVvKEZidkfReYNPaUrwq2THsPdWrTJdOBPLeIBmy12S9ZPS8xwtflT38THwfX9qmjAxCyP8CIEAp/Vvn32sA/H8AFhBCPgdwP6W0Pd4x0rjykPVBG7tDyig/fzxRgsR1RMOOPBRfRHWNaYB1d5+6eSl+88k50STRJUDuqCjEub5hLJ2Xg7KCHFGA56ykiGEVPtwcxKPbP8PP718Nv0Vcm35e6L8Utl1yPskg02+J63jpqfX4m/dPTJihPdF0pC+kSqFFHAka+fvZsrESP33rmMKg48aWdFIDtWxRzsnyDkfc4JKCFYX/4cNTrkWbB10vViOlEBsB/lw9aeH3q98iACGIRJmXweYbFgk/Gfm+Bdz6zPqCFxwZF5+OBZXtlkYaXxbE26jpI8+fnunDIYnFCQAbry1RDDC3bKwU/5Y3zpyhxjff/HHuFfCrj88oRoM63v68AzcsLcDjN5Ypo9z6lCPAkgg+Yh8aDRt9ZyaDqWrImCQFKFi8sp2G8A/vWYkPGrqw3Wku1zQzBu6OZzaIwmNBTibeOdrhOpb+7+6hS0KSEwCy/BYaOgbdEmUeIADuvKaI6WY7sdlnEdxeUYg9jT34on1QmEj6LIJVC+YKBndtSxDnB0axfe9ZzA9kGaVLZQRHxpnmt3PeR65fNOFEKFWmGS+K8TU/lYZ6quearAzClwVflfeRxsyH7lFgmnRLJg+Rk3ufRfCIJC8l+24+e9sy3F5RKJpAgFu6trErhANN/Vi3JB9XFwVE/ONEIrnAZBHWSDGxlLlSgI79p/vw6ek+VBQHUjOylqbQudTPRJFKTyfeUymYVDSXw9z2XgNsmyrvy7Yp9jT2sPUrifOtLA54stQriubg0zOJp3soWI70RfuAZx4CmD2NdDk6INY83PJ2vZK7shc43zZRy4q1LUEhQbopzhrK93W/+viMQsR4uDr+uptGGtOBRHmIvB+ziBMHaSzmcOIm//3w+GvKQfh5HlpbitdqYwoXD60txfO7T3le4/w5bB+orx0VxQHFj4PDcn66NkXSDZnpAI8wppic6WdSb/UdgzjTHcLh5qDTYGE1r4riADatLUVPaAzn+oZxpic28Wk6XtRmjWZQFs+L5s5CZQmbDNLrUV7XevPV83BP1QJsfade1Ai33leFho5BvHakTclDMv0WntiwBA2dQ0LV5uVDrdj2bkNSpPHqxfnYvI69hikRTG7yItX84OVDrfhDQ5eS0ybbZEjnIjPnfcyIpgyA/w3AP0j//u8AOgD8RwA/BPBLAP/TNFxXGnEQr6ubbJDQR7T5cWU9RUBdeG1KXefUR8jP9FwUBbxMx7QrnodN1GZyO7p2JTBxjU6OutYgaluCopD5xfn47IiJtj/mZPlwcSxqfGxMe88EbILHphDX9X59p+t9hkbDnuanpuu+a1WRa8EGmJmYPo7MUTw3C3/xzRUsuXaKwrqfzprSXGy5t1IkHzprnoA18vh9o2s789eJ+zXKUl6++C505AR042lQKiQLvDQ+OZN/JnXr00hDBt/cyHJ+enP67aMdYmQ9HLHxfn2nxGqjSkOUFxHkhmhDxyB+/OYxVJXkGhMbDgpgy9uMTSw3UU0E2fvWlODqogDWlxfETbKmE1yq5a3PO1yPPX3zUoXNdbCpXwn+3L9lV127iHk6I8yEzevK0No/LJpUh5vZGiRLQpqu03Lkf3w+C3saexCxqdK0PtjULyS4CIDVC2NxGXBLuQDAa7Xt2PG0d5Kgs50ecogZE8HBpn7F7DmZpIrfhVEKbH03ea+XibDaJiODMBWYKlPM6X4faaQBJP4NppKH6NLM/L93PqvmJ3ITaNPaUuX8unRZXdsAKktyhbchj70ETqz1MKfOz8lwSXvKsBHzbky2McOLmS89tR5P3rRENP/jIZWmT7xmSDxQQEhk8mklQtXH4/lQ6ti4pgS3rQiLSSUZiVQJiudm4cLwOCJR6pmHbF5XJnKLN+ralZzJIsB3bygzEry4GbnuR8llzeQioG4q/vqRNux4ZgMAN0mMQ19HN01iHU0jjelA9eJ8PHL9IlEYl3165d8y39sBiJuDyMfd8fR6MU3//O5TKMjxJuCcH7iEzS8egAUokoUHm/qNhDIuxbh/gnKOlxs8B8nO8mNnTatrQuhbq4qUpsX3/umQ8vjOmlY0dodSykH8PoKnvrFUeDD/4TibOCRg9aBE15vpt4R0mty4rigOIDgyjohD4jXlIQA0T9RBfNzYg1ee2RB338qJhFNRy5FztkT5ge7feveqIjyXgvJQOheZObnITGnKlAFoBABCyHwA3wDwTUrpHkLIOID/ezov7quCqfoRcMQbHUsmSMhjpwDwQUOXmILx+yw8XF3qOhYoky5j3ffYGPjBpn6X6RoHN+16aG1p3AyDwN28ANioq745TwV8AbwUtvHf/nAyrhGozyKoKpmLpfNy8N4XnTHpBO15gSwfbAoMj8eaMF4NGRMoYhqt4xFbyMLpaOgcwg/uWgEfQULZGwpg2bwczA9k4VzfMJOZI8BdK4uELJyp4fQX31whJNSe330Kn5zuU56T4SPKgnu62+2/c7PkQ+GViOtsSBCCaFS9d/X7lr8v/hnZ1K0pnUy3fqp/e2mkMdWoXpyvSGUB6m+eUnWijY+WA+w38e3KYhxs6kfZVdnKMQEoBYZMH8GT31iKA039GB6LGCUNIzbFbz89F5NU8wg+v2/owvc2LEH14nyX3JqOlcUBnO29OCn5k4nApsC5vmFX7LMIEBqLiGlEwGEK+ohYyyiAQ+cuKE1o/tl7vYvlhXOMnkBRCmyuLkXbhRHj52RT4K6KQqxZlIejbQOCwS03rQEIJiMFXEU40zqcKEmYKrZTbUsQR9sGFONk0+SLHIsPNvUrckGpSAbMtNH5mWiKmcZXF1OxJ0r0G0y1WNExMIoX9p7F3lO9iEQZCewpp3FuOl5PaIytgU4hsFvzBYtEqdhby1GRxXDW/DY1ya/KzozblJGRijfMpbCNH+76Ak29F5XXcWZuJGKLJnWGj+B/lopqOhbmz8ZYJIrQaATFc2fhdE/yDZklBdnCsxNgnxMFxHRnMm+JN7YUaRsAh5r6QQE8e2s5aluDONISTPoz+otvrkBFccDoS5fpt7B5XZkyLbx6Ya7ynG+uLMIvHlwNwB1vt2ysNN6rpr/pxV+ZnOEVv5NdR9O5SBpfZsiFcZ+lSkhycPn6N//YLvbD8qREQU4mnt99SkxMAOz30dgVwn/9t0ZxnJXS1KC+l5WN7bmks1cj5/cNXdiysRIHmvqV1ynXPEly72RAKdA/PI6cLL8rFlqE+R0CEIouei41HrFdOYhFmOSyyYsYAO6sKERgdoZRISCaIAfjTRYAeH73KVfjWp6oMuUhAFz5Tzia2DtlKnIRPuH46pGYn6pJklmOw/q1XgpHUzp3OheZOZgpTZkxADza3QFgBMB+598XAORNx0V9lXA5fgTxAliiICFfj2mhGo/Y2HGoFW/Utbs2s09sWOKSMFtfXoAMn1t6jIPCMVuUxlv5ZAlPBrhvDR/XBFgwzc/OdDVlfBZBdZl7qiYRTInWmtJcZPotBEfCaO67iC/aB9HQMSSSQdlAmyOUQgMmHjhfQfcN4KhcMDf2xCQ2FC/sa3KSpRirrKI4gH2ne5Xvb/eJblwKR7GyhCU1P3nzGHpCYxgLR41SDo1dIcFy0RnnBFA0ZuMl4pvWlgo5AP5c+d5VGjfOpEzUZg1Anlibkvt43fqv8wKUxsyCPt2y5Z16kWRk+i18p6oYb33eAUohdNn9FsG3K4vF77JraAyPvvAZXn3uJjH9oRcYRPPdIsiQmhAyzvRcTMjIGgvb+OX7JzAesXFc0pOWQQjTo27sDk1bUqQXeAiYbvVrR9pc5sGcKcjBpw55CCZgfi+WZblYexTA2Z6LeOzXB7GmVC0Y+a1Y3KtpvoBxJ8mSP5J5gSysLy/A3+8+Ffu7RH7QmYz6iD8zQ4Ui+eLzJfaImSzbySRpqRsny8+TC2XyviGVhGamjc7PRFPMNL6amKo9UaLfYLLFCn0ygcOmVOxp+SS2TOzZe6oXtkMU27KRFZHk/MFyfBJNyw6lTGJnYd5sHGrqF+tppt/CkzeXY8vbx5Q46jW1YjKfZuuL97oqwwKbcJ8fyEIgy48DTf1C7qWxK+R54vk5mcITIZ7Mp8mXTW7IAACxCHpDY7h2YS5qWoJJ5RoUwNqyPBxpDirFQv457j/dhweuK8GP7lkpJpWiUbavf7i6FFUluQiOjCM0GkZD5xAIgH/48BTyszNxqlst8nEm+RsS+3k8bOOIlv/lZPrEf+vxNjgyjpeeWo9dde1iX+N1/64vL1CmiTN8RJDD4sXvROtoOhdJ48sO/TfR2BXCz946JhrDPos1yvX4+O3KYvzzgWaF9Lr/dB9a+4fxo++sBOAu1J/oCmGWE9d/5kFMBRjBJx7hayxs47efNMH2eH1hIBPXLcrHRye7J+3NOxFQsOs3+VpmOl67clzQp9X1pgeXNX7m1mXY9l6DMkHDj7+nsQe3VxTC5yNKo8oC84PhtRWfRVBWkKOsS5VOs/tPf3NQfJ+ypFeiPASAq7Hks5DU3n4yuYich/B3bJJk1uPwExuWKNfKpVGTRToXmTmYKU2ZwwC+TwhpB/AXAH5PKeVV53IwKbM0JoHJ/ghePtQqdJQ58wDwDmCJgkQ8QzcOXgDXN7OhsYhrDPz7dyzHjmc2YFddu9Cr/OhkN6I229BWleSivmOQSQZEmcbl+mXzkJPpEwVIPk3ziwdXY2dNK7L8Fupag64FaWH+bFQumIum3ouua77F0cD8uLGHybwkkVxk+i0cbR9UGHMRmxUudz67AevLC/BRY48nA0OGvCgSsHwq0WfMX2B6fmB2hiNflvh9yMeM2qwQeaz9GO5aVeSS/ioryMGWt+vRPtDt8onQEbGpmFLxOt/WdxtQ3zGITWtLjYm4vghyeQFTUmOSseB+NBNhIkz0t+f1m0sjjcsJ+XdRURwQcbeyJBcv7jvrej6lFJ+3DSh/i1JmgPvcbctwfmBUKRAxxhiL31GbonpxPmqkwopy7ATXSsG8V+I+hwKRBAcy9Zwn56IVH7MzfRiLREVcleNCVUmu6/kEwLWluTjeOYRIlMKymP7znsYeYbrMa2e8eHOkOQgfAXKzM7Fsfg5+dM9K8b3q5sCyp9vBpn6F3CBreFcvzneN+IdGw/jePx0ScWrzujK85DSVCIDNk/CISRYmo+7MJJjzwZFxsW8gQEL/Gx2pJnDTyVKeaWy6NL66mMieSJ6sl/eS8X6DyRYrvGRpOEy5SMP5QRw7P+hMgFMER8aFn83OmlYUzZ2F2ysKxb6Re3J96OQlIMzrsS80htFwFMvn56B8/hxFRmZnTavw7NT38YuvysbNV88DBZQmPsCO/df3VWFPY09C6a+K4gA+OtkjmkeWQ2C4vaLQc4IeMJtUc8KA/FFmS40KEwiYb4xXHvCtVUUYGBk3EuA6B0bjrtFvfd6BjoFRLC8K4MmbVL8BIHZPFeRkKqQS/fo4k/w1if1MHD84Ge8c7cD3NiwBAGffY7mm8d9wpl121bWLpogpD9nx9HrFU4a/djLxO5XfXTr/SGO6IP8mqhfnK3nIQ2tL8YbBKP7ztgGjJPKL+5tQVpCD4Mi4cZo+HLHR0DEIMondPgWME/8cPaHxuHH4cuYaMvRzzMqwkDsrA7/43XHR/AhHbBDnMdPUosV79I6UmNzQkvv3UZuioWMQlvM6AuD+62Jy0wCUOstjLx5w5SFyg40QYMvGmGJKojwkMDtD+Vy/u65sWvKQrAx3k0uPw4HZGfjFg6snFW8n2kyajpzk65yLzJSmzF8CeAfAMQBtAJ6UHtsM4NPpuKivEib6I6htCSrG9HxBSyZoxAsSwlja0JjxOVHfpurYH9/M+i1i3OwCwMK82S49X15QV8YvKZQkoGtoDCe6QkL//u0/vxm/+viMseB3PjiK88FR3ZcRFiAktCqKAxgcGfcsNsrwKipGbSoaTndUFMZtXvDRWPlcFMlJG3CGg6mBc7o7hJHxiU/l2GBaonsae7DD0fOsbQliy9v1ntM5MrhEkiyZZII8WfXSU+tdibjiJ5OEnI4+BQOw5FU+ZrKL2UR+e7LGaCq/uTTSmErw3wJvapqkFzMc6TLuX8Lx4YluIQPjtwi+taoI8wJZqCrJVQpVta0DKSckKRkcJzoWICQxbcpiafXi/JSnIFOBHlNtyvy7fvXxGZwfGHU932cRVC7MxbHzg4IZ9v8ebFY18qkqL0fBmmMXhscxMh5RjidPFW69r0opcv7rgWbX+eWYKRc6Q6Nh8b3zOKUnS5PxiEkW+oTjw9WlRnNkUyye7JROsphulvJMY9Ol8dVFqnsiEwM100fEnjIekvl965MJxPl/fI3RjXfliQmLqI9xKd6DTf2oKA64WN+8OBe13V4pZ3qHcXtFIYCYdw3z0XRfc8uFETxbkouK4gBeO9KmTsVQNiX44p9dj3ue3+fp9WIR4FR3SJEnsynbT++saVX26BZJLOVckjcLHZrRdSKfmXjLuEWA8nk5ONBkNs9OxlT7cHNQrOUWYVOiukl4vL0E/251pYU7rynExxrznVIoMmN+i+C7N5SJZv9k8hAArvidakEt2d9dOv9I48sE+bdQ2xLEzppW13NMkzIAi2ey9Phzt5bjQFM/GjqHQG0mO9kTGpuWCRaOsquy0RocUeIQb35czmbNaNjGaFhrQhOCypJcPLS2FN9/qVaJ9wSxa+LTKXsbe0Tj3qZMlQCA+Fw5wYsCeO+LTux8dokSq3j8kr2lTXmITdXJ90R5iO71OxPykCsdY6crJ/k65yIzoilDKT0OYDkhpADABUqVLdJ/BNA1PVf21UG8H4HXxs5rpP/9+s5JBw9+PW/Utb1e2h8AACAASURBVGPH4VaRdPgsgqdvXorfftYMO2KDdz7kznLUpth8wyIszJutbE5NwUXeCCezuI1HmFnnmkV5yM/OjCuJBhprhlgA/tODq8W1yGbHJi1Rv8WSsnjXRME08Wtbgth7qjfudU9WlsdL79RkTj0RyHqeB5v6Pade+LXwhZ+PKv/zgWZF/uxAUz+y/Bb+2Dag+C/Ik1PyvTyZpqT825A3hskuZhP57elj1pP9zaV1pL8amK7vkcdfGQSqlxMApTHDizsAm3ZbsyhPMIkrigN4o64d9ecH8YWBcZsI8YooXqwzLlfpOhZUzWrLIqhrvXwNGRMo2GdnEYeUIMEiwFM3L8XQWESQEUCIy7TYZxFsu78KDR2DTkEt9phueh8vfulTT4Bb1ovHQt0QlMepK73hlvcTnFk8kQney4kvw8j+lWpApZFGPKS6J9IZqADzGdtV1z4l93P14nw8edMSbN/fJPaestm8z5En0/MJC8A3lqtroCm28nXv+d2nEl7LzppWzJ2dIWIFpdRzTdtZ04q3//xmvPLMBvzN+ycEwSsrg8Xrlw+1ejZFfBbBndcUYreB7GVT4Nj52LpsEbYudifw1jyfRJMkFdgULrKHjlRY5nLsBZDQv+aGJfn4oTRhKucQz922DM/dtgy/fP+EkFDL8FuKzFjUpiiR/NgmkodMRQ7CYVIC4D4SlzP/SPSe0phZmM7vz6Tc8a1VRfjRd1bi7spiPL/7lDINQ0hMnp1PJbz95zcL7w8K4Ex3/Mbx5YYu7+i3CDZeu+D/Z+/do+Oq7nTBb59TJVmSSw9LlmRZlmz5hZEAx7KNnAAGAn1DrgEHkpiQ6b5ZaQKsy5qZrJlZA9NN3L5Obk+ypnstumfIBUNnZToDxoAdCKzQN5jYPP2UGmPLQn7IklzWW9ajLMmSqs6eP87Zu/be55yqU2VJls351iKxpKpTp6rO2b/9/X7f7/slzL9oAKajjsQ647duqkb/iGz/++DqMvzxRBcvOkTGJm3itdrKAmxcWWx24b/TKP3NoPE8UKI4Cdh5CIHdfsznIVeGq8lJvqpc5JooyjBQSvsdfnfc6bHpgBCiA9gG4H8AsABAJ4BXAGyjlEYTPPW6gNNNkGhj59bSz/wOf/nHJrz1+QVUzMuWNq6pnM/uhrBUDDAMisbOYcfBXuJmVl3sdgvKtfHJeGGlrqow3pUzaXgKYn86aVpqsYLA8HgUZ7ojONo6ID0/oBP8F0Fl3NwVwV/+yyHMCeqSao1a6oEYNQPL2sUF+M7XytHYMYQ3jp43lc3UHmA1mMqAgy39iKbiH5YGlsyfi9b+EU8WaekgKMwVqKsqtBWBFhdmY3hsEiW5c3CqO8I/C8OgCGUFHQMYK34xqIpF9hj2PNGyh5GyRNdssnsjlWCW6r13X82CK/IYdXudgEbwvbWLUrbp8XH1MZOqFpV0sTVUTGIEA5qUjHrm26u4LaFhUGiCjYlB4wXmFz48i3N9I2jtu5SwMM1KE6muSBTmsPuzPZek5xbmZOLSuLv3PcN0rYFeYFDAUF5/bWUBfvPpOUzGKHQNeGR9BT5o6rYplh+7bQkGRifw0Jpy9EbGJRW2pgyaFNev8UkDe4Tkptr1tG5xgWR9JsJtnbpaG26mUN4jWMOouFrn5paQY8mB3sg4ikKZrkTOh4/rCansicw9I7GJeQji909PZBwESOseqm8bwMufnJOK/VLXOaVcpavex2IMBOxcZE9DGIC55jrZ56ho7BiS4qJohVKSK3eqNHYMob7NTIptXFmMzV8rx8DoBAqyM/Dih2fx2Vn5tQiAe28sAQDetfrx6V5MTBqAsidn/yYwBy+zLs2rBQ1Afk4GLiqJwtLcTHS6FIvUgo3IEZq7IkktSxva44lBt0TaM/et4tY7oBQ1ZXnS9VGQnSEVPsSkXTJMJQcR30ciISMwtfzD6T2JVkVeut18zB5cTR4C2OcWBnWCJzYuBWBe2z+9ZwWfmUgIACv3AgC6Ht93/e5AK97+vMMUfyYYXnml1mLpPJ9SaiuIqJiujBCLW//8wSkpj6URYP2SQrz7hfmZGYaBAy22lC3Go0a8s1DIW6mWwuL6NRE18NzeU1IsVXnIg6vLXK8zn4ekB3UvI1rAqc4wPqYG11RRZgbwNICnAPwnmFZpNwP4fwGMA/j5VTyvq4ZEGzunlv4n7qjCo7dW4Jd/bOILZtfwOL73wmd4ZH1FymRIjYWaRnBfzQIcab1oa+1za90uyM7Am/VhicT86WQ39jZ1802DmJBv7BjiCZBca7DlhcEx9F2KB0EKU13x0scteGR9hRmElHNlfsJP3bVMavdWwWxk2L+Ptg7g2PlBfG/tIm4dc+z8oM3KQNcJLgyOITcz4Mmqx63bxQvU4Z9TCQ3glgyAGYwWF82VXpMN/rw4Oik/10omqgHs1UPt2PHR2Xg3ErwpFuuqCvnvNGIqy90UYMnujSv1xEx0fHZOU+HpLG1+YhSvHmqX/Kx9XBuYKVWLG+lSh2FGowaauyLSOawsDWHLukXcapANYtRgDn589vfHPZGJoG767x8PDya0S3HDmZ5Lce9jC4mGEYsgxFxLp9vOQANsiTAnXByZ4Otc1ErWbV69UCIsq8vz8NsDrWbhVddgGPGTZx00audgQNe44nvXkXbe3h/KCuKO5UX44sIQ7lwxH8898jXXc/OyTl2pqtLL8+vbBrD9nUbJF/tqdKIkOle3PYzajfzm0fM2SzkfPr4KcItxtZUF2P5gjTTwOaibNitO3fyvHz2PXSkke526t1kyTYMs9kmVi+w60o436sOIxgxun9PYOYzqBbmIjEfRGxnHwOgEJqIGinPn4IOmbtf5at3D48gQuvcNCmx/pxFNncOIGqY9z9ZN1fg7a06Y0zFa+kZwrvcSYtRUZD922xKEsoIoyM5wtBXWNYINVYU4IXTOXBUQoCSUaSvKuBVkADORxxKvAHDPqhI+s+dgS78tYap+YqKyG7DbKLFu38kY5R23bO6QaJ0t7qWAeNLu9SPnrxoHmSn+oWJ3Q5hfv1PZ7eZjZnC1eQgAy0HFvIZiBpV4COMq753oRFZQx94mM69CAHy31tzjfu+FzyTbeHWpZNxB1wjWVOSnZWXsZaavGyiAwpyMaeuG8fL6Trzr+f1nOC+KGkBmQLM95ovwEH748kH8aMNi6b3fe2OJNC9NHWHw8ek+HGrpx87HNwCYXTwklee+8OHZWc1DRIh7GdUCLqBZLkBJ8mQ+UoNflJHxdQDvUErfsX5uJYT8AcCtV/GcrioSbexqK+3DBtkN/m+NsqOcQSHN9BCJSqKF4aE15Xij3tyg6hrBz62b36lK69a67aSgY+ckVuDF1kgVf/v743w4sYgYhePv2d+efcssxPx632nXY6ugiCfHM4PxYsG+5h6JSE1aj/ECjQBLi3JwOsGwualAOqoPA+b8no9O9/JrY0lRjmshSEymLi+ey5WG7LsXC4LsnDKCdsWi0+YRiFsLGJRi69snAMAxAZbs3ki3/VQk8IlI1aO3VkxJIFS7HCiu3mbBR/qYikIgG95avSAXoayg47XrRroGRiekwbYGTK9mNgBeJVHfqi7ljyUaMQfSJzi3ZcVzsaQoB8WhTFRbc2ecZth4RboFaoOaZGq6h28akC1ynKAJ1gsMZ7oj2Pw12R/5Cythxr4zBgKgpiyXe+gz1FYWYOOK+XxOWdQwycTHp3v5Z04AvHu8E+f6RrBlnftalGidSqaqTLZHUJ+/dVO1ba12KmwQAnQMjqG+bWDG1jgvClJVXODUjTwZo5IHul889/FVQaIYx3iBOPDZrZs/GqO8+88LDxETRBqRCxVOe8NUuEjMAKJWkXx80kBkPIrf/bUz5axvG8DHp3tdbbUYd2AwKHBMsP8cnzTwy/eaHAsyDOK+mwnPXn/y6/z9PPvWcSl2Rg2K3x5oxcrSkM0yU0XR3AxJ3DaVMGjy+TQiCICPTvVKn+Pepm6uqq+rKkxoT22J7HHs/CBePdQuXQf1bQPYsuOA1FUrFu/Y9eE0QwaYHRykY3CMz6CbTv6hQhViJmhS8DELMRU8BDC5yK4j7SjJnSMl6xnceMjBln7ElDVQ5SGsEEoIiddvCDA6HnWdjSnim6tKsNqysN/6dnpmPRSpz71kBXeDmtbx6r2hO8wOniloxJynLOLSuN1giOUXGjuHIXz0GJuUraPZ+rX9nUYewyZilPMQMQa+c6wDpblzXDkrcGU8hD3GzU7V6blOj3/1ULtt9vNs5CEiWKxSLeDiLhdUur98XBn8ooyMTwD8Z0LIDZTSLwkhNwK4G8D/eZXP66oh2cZOJR+sDdtpsLOY7AXgaSFjhZ9EBRgV9W0DeG7vKR6wQSmIKou2YFDgk9N9ONJ6MeHiJBaHUoFB4dghw+zKEoF9XrsbwliYn4XVi/Il9UYqmImCDGCes0q8vCQvWUvsbqvAUhzK5J+Rqga5bVkRPj7TB2qRsKauCF47ch5b1i1CTVkednwsX3eVhdn4x++vtn23bptHcaMTM9wTYKncG17hJcno9TheyRh7H7sbwnizPoxY7Mo20z6uDq6EhAP24a1seLE6jNDtvlE7JwFZSapaYol+yDEPFZIzPZdwpucS5gRN9VWqa3EqyM7QMTYRc123psMtcv7cDFyOxhC5HCcnyT4Vg8a7CBnaL47aBp0aluqZgELXNYBSrt5lyjWm0mXXT3EoUzrG8fCgRFYpzOTmsfAQjoXN6ybVJI1bYdxNRZyImE9MGo5rtVNiloJg5+Hp7QhU1+B0FKRO95RGzPvFL577+KrB655LFLao9w8DReIEhXr/phNbvXARTYvHE7Er0ek12Hm88OFZW3LHCyiA4cv2RNnm1WU42NLvqH6OUfB9+cDoBBbkzbHNhpmMGp7i8XQVZFIF4yRq571BIcWgbQ/U4ETHED5vH5AKTncsL8KnZ/oQo6brAnMxCOgEW9YuMgeDKwTvG8p8PcB9LyUW76JXkYMEdA1b1i9K2zIzHfU549ozOYDbx9ThSnkIAMVZZAgffNmD15/Y4OnecSqmuvEQcR2mLoUOAFg+X86f/PnLbjy5calpwTWDrSpqgVjlBzEKZAYIxqPpl2VCc3REYxRjKQre8nMy0BeR13e1axEwc1/BgMYdb1hxRc3DsbWjJHcOgLiw4Hh40CZKiNH4zM10hEqJeAi7rlKxiXR7vDqLywCuCR4C2C3gxLycYVCfh0wR/KKMjF8BCAE4SQiJwfx8/iul9NdODyaEPA7gcQCoqLh+W7e8bOxUNdj2B2vw5B1VeOvzCyjIzsDZ3kuS4iaVhSyVjSU7D7Zosy6J25fPx96T7m3/yRYnVhx6bu8pfHqmL22VNWAGzagBTzIJCuC1w+18uGi6mImCDIPqdbp0fg7O9o4knA3BOjTeOHoebx49j6hBoWkEtyzIxZZ15r31m09aMDYZwydWQUZEzKDYeagdukZsf3v8DrvKBrBvHpu7IvjNJy3Sd2tavlHXAJYO6UkE9b4YGJ1I2MHlhFQSDer7eNhSl/q2ODODqY4hXtdqp+9Y3TBSmIUPtcPRjXSxNfLFD8/igy97QK0kgkiWxHZ0FU72isuK59o65tjanhHQrqhTJhFyMnSMTsSSP3AK0euQsHIqaM9z8M0X0T087ug3zdTdbK179q3jPK5ctuasfXS6VyoIZwgJzWRDnNMZ9sts0thg0ILsDGkfkaz4IBJzYiWy2Nq5uyHsmJjVienJPZ32Gm7WmKkqSNk9Jc6UqbG6xK5Uierj+sFXhYsAyWPcq4fapST2tvur0dgxhNPdERxtG4BBTcUx2+s4JSjc9lCprBPsPNgaxhJGIhcxOxXzpG6WmIGkXGT1onyzs9QjKXATRgU0YNPNZfi3xq6EsfTT0314/ch5/l7UY+u6htb+K+MYU9l5Wp4/B2GlcKRrBIZBEdAJKudl44wDJ9I1SDGIffcPrynHr95rQlPnMPKygsgM6o6iumiM4hWLh0jHJbAVZACZg7A5P93Dl/H1pYX4SEiAJYqD08lBYjEDC/Oz0i7IqJ8jO34ifuEmxPQx/ZiqOOL1mvTKRWIGleYastdw5SGPb8ALH57Fn114CCHOIl0g7nwm/nVUqbzEDLNQ/fCack8C25nElRRkAEiisETICupSd4takNEta3lRfKcRc+alKDpQeQhzPhELwwGd8CJ3IrvqdPf0iXhIhlUYTsUmUhWLMTcetbABahY2ZjsPAewWcAD4fNiMoM9Dpgp+UUbGFgB/BeBRAI0AVgP4J0LIOUrpv6gPppTuALADANauXTuLluWZh7gIsXa2XU9swDPfXgXAOfgmWsicqtVeFix2DPZlEAJs3VSNlaUhPrBSpR6qJ7QbaisLcF/NAhw4a/eXdoIbyRCDJoHZWeKWkEtEukpDmeiOjE8JkXE61wT7loQQn6NrBD++rYornh2TsVaLPBAfok1hDrT+IjyE5u5G/GjDYkcSJb0uzM0bS+4SAjx+e1XCRCHbPLrN/PnmqhLst2zj2CbDCVc6F4FhOmfRpGOf42N6MdMxJJXhrfwcYd80ul0ntZUF2PFXax3vB0aintt7yvF1HrilDKMTMWl21rneS7Z1iBDTKrOmLA/P7zttU+16RSIyleHghZzueqgildleN5fnITOg4WjbACg149T3a8ttXajrFxeg/eIouobHrSGbFPOFuEIANHYO46f3rABgbqzV98KU1xQmkXjvRCd+/PXF2PFxi2SJwEir6oftddiveG2YL0j5/zd2DAlxwizMGwaVBrCKUJNarFihawRvCnMaWGKWAjNS1HBag5+6a1laClKne80fsulDhM9FTNS3DUhzTyYsYct//c5N/O/JeAiQXDnrRfggngdBfKYhAHx4qpe/5oaqQqkoo2tIuiYVZGdAIwSU2oskTnCLXVEDeOeLTsl21AmJ5q0V5ASRlRGwWdekikRnkErsJQBWleWhY+gyj0+sIMNioxnE7PjmDSV8fo9Y3N/TEOZikMh4DOHBywmLSIZB+Tkz2+1ERQgANrsz8f3EYy5BQXaG63ufCh4yVfZT6j20pyHMZ+UkU7P7POTqYCbjSKpcxOlkEvGQlxLwkG/eUGyb0cvw+O1ViIxH8dqRdt7B6LS29UXGcbClH/ffUiYVHlLBHcuLpOLrTCKVIvjC/Dm4sSwP+5t7EI2Z4ur/tKHSxkPEYjilFKMTMeTOCfDuTFZ8YfkIJx7y2uF2nO6O8PU2FjPwyPoKnLgwJMXJhQVZ6Bwcs4loU1mzxI5aNx4yGTXQFxmHZi3CXm0iMwIazzd+eibeBfT337mJW4T/9kDrNcNDALsFnM9Dph5+UUbG/wXgHyilr1k/HyeEVAL4PwDYijI+4qirKpRartV2NjV4JlzILNVrZGwyZaWNeh6gZss9e709DWHsPNQuFWaqrFkFexrCaO6KuNpFMS9S1cPfCQTm4LI/f9njqC4TH+hUkLFOPSG6IqkPuHaD+lrrFhfgmftW4XcHWh03HMuK56K9fwRRg7p28RAA99+8gHt9P7f3FD453Wd7LDUoApr5nRFiWuzEjHj3zGTUwFufX/D8PjTNtBBIpeVeVeYwVBXlYP8pIQvpALa5vDxpQLMKQawYmSqmovXbjVSl27bq4/pBomtAVMKwIcNvHD3v6imeCGy9r28bwN/8/jj3+GeFbZVwEZhzyB5WrCpi1CQEYuHl8durACClmTJOBGTJ/LkApY7F3oHRCcnvGJiaggxgFp+SKZMZjluzYAIawffWLuJzElSsqSjA5+cH+c8GleMKhUkMDrX0A4QgGrPPJBB/ZkTis7P9tgKSToAtltrt/cYuvPX5BVTMy7bNpXECm+/C1qbv1pabMQRxNTBbu3Rdg2EYlk2a2cnj5C0u7i0YSegYHMPOw+1SxyFLzIqPmy4y4bYGT1WyyU9a+fBhx8GWfskKUyPElkDxwkNY0YMlYUTlbEC3W3omOw9dI7xTor5tQEoARcajUnxaXDSXP88pqch4CBMggRBH+8+soBa3oLGKA06P82IdmggXRyaBkcnkD0wD2RkaApqGhflZONN7yTYLx2lYtq4B+5p7+O/WLy7A5q+VS4X4edlBx9crCmXGv3tqfvcEkIR+DAsdunEYKMx5cAHN2xDkgy39jgUZdix2ucQMiu3vNjr69796qB0/e+s4YtTsBNv5+Ia0YsRUcBDAHgMp4PMPHxzJuEh7/whe/KjF3BNanY2pgh3vYEu/lNt5YuNS/NkqMIgI6gT3VpeitrLAVgQQoWvA/uYe7G3qtuJEcjhxkI6hy/iLG0tcC0RZAQ0TMeOKO3HmZui4JHT+EwCrFiSfAcZwYfAy+kcm8F8eqJHyYx+e6pXmeOlaXMxmUNjeFwXwZn2YC6Oc1tUYBQ4LNv1EI3hoTTl6I+MQbcy6Bsd40XtNRT4vVhcptstuEIuCQLxg5MRD9jebeTwCoLwgG81dkYTdiqIAkTnriEURFg/urS71eYgPCX5RRkY2ALV3LwazmcJHAtRWFmD7gzW8XV/T4oqeZJZJbBZNQXYGbl8+nxcyXv7knGRH4kVpI56H2lZXW2n6KapBgM0qYHDzpWSbCC8gBLhzZTGesHxHj50fdAy8BVlBm6/xbMCR1gH87kAr3vnCuVixfsk8/PgbS/Czt467DuemMD1a1y8pxKO3VuCn96zAoXMXZX98mPZy36ouxdvHOmBYRPOG0hBO9VwCpaZKuveS9wJUzKApt9y7dQkcaOnnCcxYzJlIHGzp5wlWg5rephWFOWkPwbzSQOdGqqZKAefj2kWya0BVwjyUwM7OyxD2H+w4wH2Q36gPY+dP6jAwOhHvZrMey7ozTlwYklrVAaBz6DICGlBdlscHyrMBuU6Yr3Qeuqlsz/Veci18j07Is1O8YGFBFoZGJ3BpPHH7/x9PdGHb/dXY39zjSsYYWGIpalCUCWtaQCOSOGDvlz3Sz07nbFDmSW3+VSPATQvzcDw85LiGq57b/NgUKMvPAgD85tNzmIhRdA2PY8uOA9ilJILUa2RPQ3wu24SlQBOvx5qyPABxArvzUDs/lz+d7Mb+5h4p2eQ0g47tKXY3hKXr3Omx04WpSmylg6nq2vTh41pDXVUhMoOmQlXTCB67bQkvYrN1wUk5DUAqdrOiByHAjzYslronnCw9k53HdqFTwpxDEC9E9yjd7md6LuEHLx3EtvurHWdqiW4AMZc1GgAvyBCAfxahrCB+3xBO2nU+W2DGYQPDVuJPTGyymXcxZcCbGV7in0l9+yCevm+V1FG57Q8npOcQmAnZ3MwAnn3rOAxqxkfmsuA0TzQ0JwjAXpQR7Y8opRgYTT5Hx7TPIa6FGQYmUlN5SH3bAC/IAGac363YPaWCqYiPagwEgD1KTPbx1UUyLvLMt1d5Slon2u+odvZibmfL2kV49VC7PJskRrnVlNrBCJiCpG+uKkFRKBOvWaIfSqnnubkqWnouoaYs1/U5Yx7zTclwSbFipjDjTNBac7xwnMuTBho7hiRx09cqC6SiTKKOSoaJqIF//iA+Z43xkBMXhhyLT4ZB0dwVwZ+/jHMlxh8pTFFvQ9sAf65G4BqbxWtFmi0kHFfXzXQvm+d7YXDMHCGA+OfGXFUYV3bbV/z0nhU40nrR8RqfiX361eQhgM9F0oFflJHxDoBnCCHnYNqXfQ3A/wLgX6/qWV0BXj3Uzj0A000SewU7PvNz3v5uIwAkHNYrVqtVwZZhFXeIpVbzqrRhnRlOiwEjS4lUym7HZ5sIdciYEyg13/crj9XhqbuWob5tAPube6RBbRoB7lgxP+3W1+mG23mJftxeRHa7jrTj0VsrUFtZgO/WlmOntREiACoKs/Gt6lK89Mk5zi0NCh7oAxrBnSvmY29TakNNE7X4O4Epc9R23OLcOcjojiQkEmZ3lqzWS2e+wlTCiVRd7QDt4+oj1WvAjZx7scI72NIvKVsnoqa3bvWCXFPhCkDXCTSYtoUGzKHzqvDMJD7mv1k3BvMAVhMlAZ3ghb9ci+auCN470YnxyZikuhIxFT7QGomrdbuGLntSHU9EDZzoGMKOv1qLVw+1Y9eRdrT1j2BwzD6AmcGgwOnuCBcvLC+eK5GhMz2XoNjYJwSBSU633l+NFz88m7Q4xCBafR5s6ZfiWTRGsf2dRmy9v5onQNVrRP10ikKZNvsx9vgfbVhse/3JWLwDN9E16JQQSna9TjUS3TvTtQZ7uS99+LhamG4+It736nqydZNzkUO9Z5h/PKt3vPzJOWx/sEba+7slx53Ow4mDMGsTQgiGHJL2k1HTPtKJ76TCQ+KdJBS/PdCKVx6rQ0F2hmTVy2Kx1/TfVM5+SRWaRngSlCVHWeHeDTHLteGpu5ahtrIAz+87IwkY1i8uwMaVxSjIzsDfWvMNADPm/nrfafzTD9ZIvAUAVpWGpPgrgqm3qdX574WL1FYWYNfjG/Dih2fR0jeC1r5L5nkoXVCsEKXyECculsJ2YNqgxkCff/hg8MJFkhUHk+13VDt7NuPj6d1fAJRC101bQyYQM2AOnP/0jCnQFEVj7Pndw5dx58pi23xMdV188o4qDI9H0Zig48aAe54lFRCYXCQVThONUTxyawUW5mchMjbJbYoT4bXD5lr7kNW19O9tztwKSGzTzObCsCLZ1vur0dwVkdZfBoOa84RFqre2sgBfXBjCpPVL8X0z4YRT4Vq8VrZuqpZcdQjM4lBT5zBeO9wuufO8fqTd9l5YjicVHiKKyWZqn+7lHpqONdnnIunBL8rI+B8B/BzArwEUA+gE8BKA7VfzpNKFOCeDdQFcKRFKdgMPjE5I3S1uxILBqVoNWEmjoMar1akqbZq7InGvSMiWZ1s3VeNnVkePE1i1fH9zD/7U2MXV2ey5Oz46i9Z+WRGgBmRWQGKqi9pKc/jcs78/zjfzBgU6Br35MLMEJqVXbjcgQlWVJ8Piwmzkbx5WPwAAIABJREFUZQXR3BXhxQh1I6C2ymYK8xkeXlNuqqUtr832i6N4+ZNzru+JUoqiUKYrCZ2bqduU6YZVEHNq8U+EZ769ChWFOZIFwJMbl+JJq9sp0cbx8durpIJO9YJcnkB1s8PziqkMmn67qY+puAbEdXvcGs6oHrOuqhC6ov785HSf1JFGKbDtwRq8d6KTWxs6CX8pgGPhIXz/hc/w88034dFbK2yJklvK83hBgJ3Lz96WFbHrFxegoX2A2yNeCTQC/GLzTTjRMYRd1hBkr3jj6Hk8vKYcK0tDaO6OeLIye+vzjoQJsaqiHLT0jTgSIfV5lYXZ+Mfvr0ZtZQGqinJcu4nU590kfMaAfS7PsfAQfvjyQU5E1Nj/8JpyvHn0PCZjFEGdoKYsjw+x7x6+LA3HfOnjFtt7DepxO6JkdozidcA6q662dcp0E5XpsqisbxvAnoYwKJCSLagPHwxTzUeSdeCr97wbF1HvGTPBJVsxD4xOcPtjr5ae7Jxe+PAseoYv23gEE6/Vtw/anhsMaLivZgFX2eq6hg8FPvLKY3V46pX6hEOPNcTnNTI+wooTh8/182QghbmPjiTp8GSY6oKMEwdRk6EMmQENlydjMCjwwZc9qK3Ih65BStip0C3Xhuf3nUFdVaEp6NAIFxR8Hh7C0/etMl0UlBcMD17GD18+iK2bqpEZjKv6nWbOiVhRPBeney4ltBtTUVtpzuMD5FkH2/5wwpppCWxZJw/JZqirKkRQj7+noE544pQdb3dDWLKRTRVTwUN8/uFDxJVeD8l4iCreYoUX0RmF2Ru6cRCCuPUj4yFNXY3Ydn+19ByNAHevKsHlyZgkOvjlH5ukokx+VgDDY1Fe3L9SEACZQQ03L8xzFaA5wYA5X5F3e7QP4EiS58co8Mqhdrx+9Dwopa7rLrNxV+3NVIhz1ho7hlCWN8dxRujYpByb8rMzOMdwcqExqF2Yq8b5gdEJm7tP38gEX0PZHqEgO8PxfbIZmqnwELdzuR75yHRyEfa9XGlubTbCL8oIoJRGAPzU+u+ahzon40rV+15uYLUlVSQWTiSGq8ZYKyNMtTPzz1eP70Vpo5I/nYB7RL7ymGmfQ5Xdt64R1FbkI99ayD9o6uYB6lg4rirb6lDM0TWCJUU5UqAnMAPDJ6fjA74A4EslQHkNokuL56KqKIcPY54KEJieljsPt3uel8CKUcfCx7FusRls1PcwMhmTVBL1bQN49VC8W0b12gSoq9+1rpldOayY89rhdikJeM+qErz7Radtzo+TUkKFE8lw67JKtuizgo44wM2pZTrV4OGrDXzMRhRkZ4BYmXwKs8jgtF6z1IVbkiVmmEMVf3rPChw422+7j9ViQYyaa/DK0hAeXlOO14+0I2qY99iWdRVc+bzbWivUJWVOUAchBE4N+5tXl+GdLzo9F1dWloSwsjTkGE+SqYknYxQvfngWtyzKx7jHuThIcsx7VpXgN5+1mjPZYM4FW1NRgMbOYRTmZEiKvMfvWIrmrgie3v2FLW6x18gIaFhdLhO96oV50pr488032QQOE5MGXz9VewomTuAJp3cabd1OxPoftdh/S7lpX8dshlTv/0QJ0tli3TjdZGw63iebA8S+pzePnk97XoGPry6mko9MJRdRH/fQmnJUl+XZLJBZciWRpad6jlte/IwndI6Fj2Nfcw+e3LhUEq9p1v6XDYdfW1mA5VZsYYWg146083X4WPg41i8usFn6Liuei7M9l3gX+jeWF6F6QS4XC4mJqnN9sn2Z14LMdEB3aPHUNXOovTpDZlQQe8UMisOtA9AIUBrKdJyxSQDUVuRj2x9OIGpQfq18T7AuYrbETh3vgJnsPdExJHHP3x1olRKtlfOy0T4wyvcqp7ojSTuqEhU5xESel/lnLK46FV7cbGRTWb99HuJjNqKuqtBcO2MJeIjVWadbFshq18rRtgE8fd8qrCwNOXIQXSP4WkW+VLCYsJL6Jm/p42t8cSiTF0Of33cGkbFJvKi4b7COeOJAEtYvLsCykhBGx6P44/FOqRPdDTeUhvCL79yEPQ3hlIoygDkXZ2VpCLsbwuasM49Q12URAY1g080L+PiBoE5QHMoEgWlFzZ6aYcXkFz48i71N3a6isKBOUF2WJxVrikKZfI2sbxvA/lO9Nh5xokP+nt34CADOYS4MCCJpq8tR3bfkZwfxv/+HG/DorRV49VA7/tTYxR0TvO65vwp8ZLq4iJsd4fUSj/yizHUMdU4Gq+wmg9tm0csN7NSul2hTqdoNJKt8elFWqIsoCwLsnMXFQreGdoqDxzRCbAmhX+87jY6hy1Kr6tL5OQAhaO0fwVkrsaURIKBrWFUawhfhIWlTDqSvjGjtu4TW/pG0nu9W8AhaNmS5mQGbbZcXsE2KrgGGoDyn1PxsmG+1mEhl3x+bLzMZNQenfrum1LGNN2pQvN/YhVBWkA97E1UR73zRCUqpI5mKjE1ydRwgd0slazlNZ4Fn8ziYQpOdzpUEvNmiqPDhg0EcNMzALELUeMEIDvO1Z4koERTxWWCiL7quEfzktiW80MBgUGpTMBkU+DvLJ37bH064kpmPHOZGEQAPri5DTmYAd99QDAKzKJ+MDzV1RbiKVu3kU5/qtD69f7IbVUU5U6KWC+oEw+NRRC1/fQpzff7384OIWcmoJ++oQmPnMN8HiBY2DEuL52L9knk8sQMAP9hxgHe2qMNWWRFbtEAzYCb/3Fr3RSX7ZNRekFIHNwPmxnvLugoeowMaAYUZH3SNYOum6oTroherjJnAdJOx6XifB1v6pe9JtJDz4cMr0uEjM8FFnB6XiLd43R+a8U/+3fsnu/Hx6V4eM9g6wBwBmOXaUUtY8MpjdSjLz4IyNsWWfFs2Pwf33FDMC+wU5uc7MDrBC+0awOeblOTOgTg0+WqirqpQ2vuvX2wWpXYeTmxLxmBQOBZkVpWGcLZvBEdaB3iMZdfKQ2vK+cwxXddwYXAMzV0RnuAVQQHsOnIeNWV5qKsqxJ6GMN45JnOVC9bQaf4casYxZh/XMTiG+rYBft28eqidd0olSyp5vd7cHqfayKbDI3we4mO2whA2i1GFh4jzuyg1RUUnO4el+4FS8A5CJw6y/cEaNHYMSUUZXTM7tpu7InyNj1Hzvn6jPgxQmrSgohYh1i0uwNP3rcKehjCyMwO4c2Wxo62wWsv5siuC5q4IHlpT7jj7yu15gDWn0aGgkQ40AjyyvgI1lqCBcT/DmjlJKUVA13D3ivkoDmWiuizPlavdvryIxy+2R97f3OPIQ2orC7DzJ6Z4YZcl0gOAN+vDUle32954YHRCuoYYYgbF1rdPYNPN8j5FLMiIHOreG0vw5Malntfq652PTBcXmarc2myFX5S5jsFUaKl4OCdKVnu9gcUKNkuKP3XXMtfXFANoujevSN7chrazQOq0WIhWB06lk7DSUkmIab01KQxJ0wBUzZ+LnAwdG6oK0WzNItF1DZ+fH5TaYJOBACgS2vpNu5300ndLCrNtgz0JgG0P1PDvqqIwB7uOtNs2LOZ7ykk4GNQw5CKM+QJEsrZhiVT23TZ3RRC1FlemVHM8NgVe+KiFt+jevny+9Hf2WWrEVGjEhA0Ye15QJwAhiMbMgtv2B2ukwa3TpRBgFm0aSa6gcEs+zBZFhQ8fDGxjxKAqhMT2YqfEU2RsEi9Z/sXiBpsl+EW1JwAMj0fx720D+LLLVJ+ydfzpN49J5zUZo3zwfCI4WU2KSaGATrDGil/JluqJSYNb2ySazeJ0HAqgsXM48QsAyJ0TwPDl+LwZddgxhUlMVdsdiriibTJqIJQVxO/++lYAwF/+yyHH15qXHcTfC4M8AfDOFrGgrSYwb1mUj71N3XxwJ0v+JUoo1VUVIhjQbNeSah1x740leGLjUuxpCPPClxh3WbdVMswG65SZIGNT/T7V70m0kPPhwytS5SNTyUXY8bx0JoiPS8Rbkp37hcEx6BpsBRUxZqjn42Sz6NbBIeJs7wha+89JsWHXkXZsWVeBzKDGxWYF2RmobxtAUSgzrfd1pcjO0KVuFwDIyQzg779zk3RdvJpkTowXZAQ0RGOGFCtFhTSL2XtPdmPnofaEMxliBsXP3j4Bncixhx3XEIIWgbmHMLmNafGz83A7L7I1d0Xw7FvH+ffppav/SmCzNktwv/g8xMe1BHWWkkaIxEM6Bsd4XiAY0Ljrxq/ea+JFlsxg/HpWOUh1WR4GRidQXZbHHV0A054QMGediGAi3HQyNWd7R/D9Fz/j8UKDXfDKXkN9za1vn8CuJzZg2/3u1vxu5+SlILO6PA9dw5clu0yNAGV5c3hujABYmJ+FgdEJ2+uzn2MxA6sX5eOpu5aZoiyHBZcAjvsDkYcA4LlFFrvFgreYV0omqHDiIQxRg+LdLzolQdvK0hCe33cGv//3C9Jje4Yvp7SGfxX4yHRwkVRza9ca/KLMdQ6m3veKRIqYVG5gr+3OzKv8jaPnpfZydi5eFgqn19q8uszeeSFMkFYXC3XT+aMNi7HjoxbzxofDEEwKKflHAGg64Uq1Y+EhbLbU17uOtHPbsYBOcOOCEJo6IwkD9+3LiyRVdyI7nER/0wjQenHU9nsKkxyz7hV2nbx6qF0iDLpOsL6qEDUL8/D2sQ7HFlNdJ6iaPxet/SNcpdDSe4krxUBNglRXVYj6tgH86r0mSekXo0jojc3Ol/l9iwhYg/o0QvDYbUvQ2Dks2KJBSOBZqg1K8bO3juPnm2+aEYWAl+6vdAbF+fBxtSB1Gmqy1aTTMEWn6//e6tKkKmS1VZlhMkbx7O+Po8dBHStacbkhGWGKxiiOWrYoyaAJhX6xMOEFAc2cPSWuV05QCzIiKJga12zx3/5gnrR+M+i6vMa5CRc+Dw9Jil7A+TthFmnfXGUWTNJJ2ogKt9PdEdS3D8Iw7AmvWxblAzCtKdw6kaai22imMBvIWCoQvycKf6aMj/SRCh+ZKi4CJN5jiYloALbHsXPxuv8SXyugEawonSv56oudhE4JIieLlV9svslxXWegsM+aPBYeQmPHcTx2WxWf27jtnUaAUkQN5+7yVJHqMS5P2m3SKOTrIt5FEn9MRkBD3ZJ5EidysyxjaOwchq4R0Bjlltg1ZXnY3RDGnoYwqsvysPdkN+d2yTpjDYPCgEMXrGYK0KIGBSEEd99QjOJQptTpw67h3Q1h7FJsVcVE8nSgttLd2kyEz0N8XGuoqyo0i86TBjSrq0XlIQFdw5b1i6R9y+tPfj3pTDL1fhDdPJq6Inj4v32GOQ6zpbwuh+o8xosj8lwtA4BOgZvL7ZZrKpjoFYDNSjnZOYAkFwp/7vD6lJp2ZBxW0X9laQiZQc1xTqbIQ+qq7DNHGZzmcDl9LwFdw0ar8+ahNeVSB2Q6PKQnMo6h0Qk5P2VQLmgTX1v9os3u02sP1xIfSTW3di3CL8r4kJAsuZJK675KqNjvVQspMenGNq57GsKe/WudXmt5SchWrIg6VM7F96VuOln3yETUsA0rU8PNDaUhdA9fxsXRSf67t491YGlRjmRhEItR/Meby/DzzYXY/k6jY7BdVRpCx+CY9Lv8nAwMjk7AoGaiqrIwG239o0mHxTG1lhM+PROfdxPvbDotEYZojGLnoXbT99nhMKE5OsYmDext6kZA13BLWQjHLwyZxxBagG9fPh/NXRH8nTW0MlUwldv8UCYnghoB7l5ZjD9/2YOYQfHbA63YuqkaR1ov2mYURY24bVKMwuYRrV4TKlFPpBR3QiqBzi35MBWKTR8+0kUi0uJ27zgNU3S6dtX7gxXneyLjvLV915F2x409gITDI0UQABXzstHmUJjWAORmBzEorNkMFN6STSIJ7BgcMy3akqxvAQ1YXDQX99xQjN8eaPU8z4udlwpCwAcKv/JYnWMC77u13hLpiWIkYH6/Yrz+08luvH+yG/fcWOJagHOCeG1Vl+Xh0zN9nBgyyxdQ8HkOexrCrnFDJ+bAUh/Th2uJuPm4PjBVXASwx6XdDWFO7JklYoY1T0Z9XCpcRH2tmEFRFMoE6ZJFWG6dfW6x9dFbK3D4XL+jxS+D0+oYNYB3vujgVjLMhpDCjH/qzLZUoBHgpoV53KbZDUVzM9BndfyD2gs54tr9yz824cWPWuyz52KGOQ8O8ffZrRRkls3PQdX8uXj/ZLcZv2OU6/CI9Tpb3z7O+ZhGHMR2id6vVXyJGVROZFKKO28o4TxEtKdTFb19kXEpEUsQ30M4wY2HiP/2cg94uVd8HuJjNiJZh6PTeimtwTEDC/OzEnZHstdhwpMahX9MTBr4/Pyg7dwue7T9ktZAxGcOJwOlQLEHq0kmem3uikAjBJQm91WZl5OB/+0vVqK9f8TRvj4rqGPMoYjOzw1yUUnkIK88Vmeb60lg5yHUpaMnUfeg+N1ORA0ueH7tyHn85LYleGhNecLiM4N6XTV3RdB+ohN52RlSnGHODOprq6gqypG6d3xMD653LuIXZXxIcApyXpLQKlRCVZCdYVPhqP6ALPFOAFeFnNO5uJG3zKDs888GXSZTSACmWkv0Fk0GpyQhpbDbfpH4sM0mF+uaL7siYlMPAGBsPBq3SdPMwWnnB0Zt1gj2kzCDCqWm9/6dK4vRPXyZF04mogae23sK99UskAiL8HQAlgrM4fCRy/GgHY0aqF6Yh+buiPS5xwyKvSe7se/LHtsQPRX5WQE+CE9ESW4m/qdvruCtxey7LgplwrA2ICwJ7FRJV62FCNwXd1UNrlntz0z5L5L4qRgw5nT9+oM1fVxNJLv+3O6ddDom1EHiUwmNAN9ftwjHzg/arMUCAQ2PrF0kEZL5c801w/SEj9shOoGt0dJ6oS7cDqAgaOm9hJf7RvjxCf9b6qDUfN7lSQNP/u4o7q0uxc0L8yR1W19kXOqA2XXE2R4mmWq3IDvDsUvl/ZPd+LC5hw+Ad4uxjPjuOtKOmAFHyxhdM7seQ1lBfi5ilwwDK94Y1FlZ5wXp7G2mA7PlPHz4mC1QVZFM2JXO/aF2d75ZH+Z2tmzOGevEFuNXIi4CeOMj99UswKGWfqmzng2kBuzJdafY+ss/NiUsyCTCBcV6mSEQcJ/l6AW6RpAZ0BK36gPIDOrICGiIxczP447l83ksZlaX9W0DeOHDszzBpiJGTQGAGF3Vl2zpG8GPb6vCR6d7ze/S+m5ZF5E4bwBInhTNydAxIlitzZ+bgc2rF6KxcxjVC3Lx2wOtKfOQPQ1h6TXuvbHEtXOM7YtMC2wCzbJgDuga73aaSm7g8xAfsw1erj+vHYfJXicRBzEA5GcF03oPy+bnYO//eice/9ejfN0jRLAapnJxeP7cDPRbBZyMoIbiUGbCJXZVaQi/sCyHt7/bCINST8X2wdEJbH+3EQ9bRQz14YkKMm4QOUhuZkA6B00jUgF+d0PYNb+WiIfUVRUioBGbTXXMoJLVfXVZXkIO8sbR85iMmXmxTTcvkC2sLdtRQoDHblvCn1+QneEYNwiAlz8552lGmBNm0/5/Np3LVxF+UcaHDW52JaksNmpxZ09DOK46ELySOVHSNXy3tpzPF3BqQXQ7l9rKAmzdVM09idn5vfJYHZ7be4rbtGgwOyTEpLqTure+bQBb3z6RsCATmhNA5LK9eJAMlALPvnUc96wqcS1QUNgD6piwWYgZ1Dbo0w3BgIZt98vvUfwcDQp8croPB87ah5I6nVciGAByMwN4aE05+iLj2H+ql/urmspz+2ZB3AxogGNBBjDtzX729gn8/MEa6boCYKqoo2b78p8au1CQnYGC7Azpenhi41J+PkFLEekGVQ3BOo0mowbeO9E55bNonAqhTt7ifoD0MVNId7BrOjYX6oyaqQSLH3VVhXxQJF9+rIVo2fwcXJ6MoXP4MvouTSCgE9x1QzGGRidQ3z5oqrkcbFooBf72reMoy8/isY0kYUI3Lgjhy64IDCr70FOYgz6PCkOJvUJ8fO+lCUc//vdPduOj073cjmdkwk64AoL9gxsSzW5hA+ABSPYCYlz/4csHpe4nNcYyf/7fHmjl8f35fWekWGl2bVIp6ZbOGjlbEk5O5wFc2Yw9Hz6uB7Br/0rvUxaX9jSEceLCEO/uYGIlAsr3hQ+tKZf2l252KF75CJtTIHbGxwzKu3DGJw0+UNopQV/fNoAdH9uVzOlAXG5jhoGczECymoorJmPeeMiFgTFk6ASPrK/g+25WOBEFe25dsW7nr8KgZnxi33NPZBwfnurlxaASRXGeLHGpxsiu4XGe9DvSelHijgCkmWeRsUlJtc+Kimw2BXvvT2xc6vr6rEMLgGXxY+92mkpu4PMQH7MNM8VDvHAQJwsvL2i7OIr6tgE8sXEpX/d0jWD1onwcbR3gFvn5OWbXPuMgzG7xRMeQq80XYIp4f/VeE8ajhmsXhwrWqXN50kBDm8w5ls3PwdnekbQtgd04COukYeIpJ/kam7uciIfUVhbgzpXFrvM7KczOJtMCUx6JsLshjDfrw9Lcn6hB8bYiTFhcNBetfSOci9xbXYraygIMjE7weMnOlQpcJJ11crbwELdzAXwuMpPwizI+EiLdoAjIHpCiMpd1rCQKnMlaUsVzYR7EMYPiSOtFvujXVhbgp/eswJHWi47Kt8uTBp596zgASIuhOTzOPSRlBDR884bihAozzZqn4hRHDUv1FbRMRacqHckcxsRTv6U8j8+KYR0xj95agVceq+MkkQJJO1i8gADSAO8ff2MJDrT0o7FzGNQatHf78vmOajgCoDg3M+FsmZhB+UA71kZf3zaA25fPR1PHEMKDl3EsPIRj4eP8Oawgt7I0hI0r5qNn+DK2rKtIaBdwYXDMVLwrwzuZ6lG8nlSSnih4eR00C/iDNX1MPxJdj1dy/aXaXsw6B5NBA1BVPBdney55IgyLC7PxrepS7GkI41R3BFGl62UiRh3b9idjVFqjNAKsLDGLKbYuEWomnfjPSc6pvCAbp3ouOVqcFWRnIKATyaarKJSBvsiE7bEisoIaxpIktFgCR0wEMugawZZ1izzNCkn0/tgAeNVeYOehduxpCONhyxoo2fGpEt/Va5Elw7j10KSpivZ6HTFcyd5mKuFkrZSqZZIPH9crpvI+3S2IwwBzvRG78sRuFQYvVp2s4/yn96wAAC78EvnI1vur8cOXD/J1rC8yzs8lau1tV5aG+LHZ6x1s6bcVDzSYMyzdEnVeEDOA/c09MzKPK2qJIViB4uE15Xw+1W4lHl0J2HuJq6CBR9ZXoNpKbgatz0zTzNkvbp05yV5jQrBmZfuob1WbXUeUAi981IKG9gF8fn6QK7qZgvvHX1/Mh0Ynuo57FXs2JkbQrU4ZNrxcFC2myz8YfB7iYyaR7JqcKR5SV1XoeT5WqkXsaIzi6TePYX1VIb5lzdLsvSTPLTEAXByJ2yhPxijOdEew63B7UrcWCngW6YrPYRBdXghMWzPR4WVVaQiTMcPu+iLACwcB5PhdrVgOb15dhuUlIU/J/6JQpuvfNJhdOWKRZE9DmMcZp49T/d2Sohy09F6y7TnYDCMnLrLNsuYX7c68YLbwEKdz8bnIzMMvyvhIiGRB0ctG72BLv81mq7FjiPsvep05cGFwjA9uZAPDWFcLKypMTMb9otk5iaSq2VIpM7B/T1gLNyMNGQGN29F884ZiVBXl4EBLP0py5+DOlcXY/m5j4uBMgUdurcDp7giOuKifozHqaYibVwR0DblZASmJNzA6iVcPteNvfm8WKj4+3Yf2/hHcW12KRhf7tPlzM/CNZUVJbQ00AqytLMDn5wdtPssTMYodljc0I0ZMJfexoBYBIVzJtnn1QsckqQjDoJLX8Q92HLC1sarYdaQdTZ3D/HFNXc5WN6JKQCOWCsKIDwllHqUrS0O2az6Z2iFVNUQ6HQc+fHiFF3syr9dfuu3O7Hkdg2OeiE4goOHWJfPQ0nvJkw9+W/9o0vXECwzqfYZNMhSFMlG9INdxzd/X3GOb/3XxUuKCTIZOsG6xPABZBVOk6XpclEBhkpdvLC/iiUQv9kA1ZXm2AaUaMZ+zoiSE5q4ILgyOIaBrUpck+zeLqyzuBnUCw6CIUXM2jK7HbW7YXiPZtcgUcalamM2WhJN6Hsksk3z4+Cohlfs0USxyUkMTmAPhf3rPCs+JasC0N/5TY5e5h7XmFX5y2pzR+NCacp78mZiM37+qHdu2P5yQjmlQKiWPmGKYJYJY4aKsIAv337QAv/msFQRmgaEgJ+havK+cl43xaAzdw+O2GOtmbTYdUBXKGQENNWV5eN3BmhKIq5BVex8GDZA6WANavMjD9vpRA+iJjOMNnjAz5/MwLvJhcw9/bFA3E3kqV3XamzB7HXEfpe5J1EQpBTA+aXCbG7Fgp6K+bQD7m3v4zwGdYPsDNVJnjmoxPpX8g8HnIT6mC16tybxcf1diucSeu7ayQLpn3TiJZq1LiQo42Rk6JmIGL0af6R1JWNRwQqqFlqkABXBUed3m7gjWVhYALuevE+A/VHuzwSQawYXBMdS3DUhdJxrACzLp8hBdI6ityMeykhByMwN4+ZNzgNUBywrp7OEE5ppqWEK9gMU7YtSMI3etLOZ5Ki9cpL5tID4I04OFtYjZwkOczsXnIjMPvyjjIyESBUWvG726qkIEdSJtft84et6zJy57Ham93doBq10thID71Qd0gl2Wx73YbeMECmDX0fMwhNkh4gaYvc/GjmGEB0alcyEACrKDuCgOjCZAKDOAhvZB12QjS1KlAkssxdd/kT9EYwb6FWLW2j+C33x6TvodU3G5qex0jWB5SQhP3lGFNxvC0oC6xYXZaOsf5e2by0tCWFYSAoGp7BJbStm5MWLEriGRmJ7oGOJD2QCgoX0AR6xNQVAnZkJPOE9NiyuiD7b0uw5/FpEZ0KTHuQUXUSVAAGxZvwgL87MSzh4SE8uJglc6aohUOw58+PAKL9ejl+vPSwxwIkxid2NQJwh8C4B7AAAgAElEQVQGNO7xz5TLn58flJSs3601rWVUtbMKcY2aTWD2+xuqCh2LMozAiWBrkfr71eV5CGUFcV/NAgyMTuDj032O71ecuxKNGQhlBhDQzG6cgE54QcZLHK9vG7A8q+NxiL3mv7cPor5tgJ9vUCe498YS7G/u4Yreh9eYNmaiz/6FwTG8djjeRfvd2nIszM9CQXYGT1CyDh6ncxoYnUjbNmC2JJzU8wDcLZN8+PiqIZXEXKJ1jCUc2PB1tq6yYorXRPUv/9gkFfuXCd2bk1EDfZF48cOAmfhn583++5vfH7ftXTOs5BEr6LDumV1PbOCWXG8cPY/OwTG89Mk5LoCKGRR9kQloAG4qz0NmQJMSeuGBURhUjiGhObo0DxIwE2OsiO4Fdywvwidn+jypy0FgK4hNRA38w3//0pWHbFm3CAQmd/jzlz38/QImR/nmDcXY29TNDs874NW5LU0dQ7YiDfuetz1Qg11H2lGSO4dbie1uCONMd4RblwZ0ghgFf33dmjNwsKUfF4R9vxcQAj5HLlG8OtjSz4WGBMD31y6yWduJzxOt06aKf4iv4/MQH1MNr9dksuvPS0Ey2WyRqEER0AjvpBNt31UecvcNZsI+EQe5bVkR5ocy8YqDjZcXpGsp6eWYBM6zHBnUd2VQe6EGMMW7qysKcNfKYgyMTuCO5UUJxWGAyXFY5/yPNiyGrpmFkYyg89zpVHiI6ZQzYNrMWZ2EukawdVM1VpaGuM29rsVFtgD4Os54CKUmr9i6qZrHBhFO1+PBln5EY+b6G4tdmzzE6VwAn4vMNPyijI+kcAuKqQTVnY9vwO6GMA8Mrx1u97xBPNjSb2tvj1odE5xoRc2E3vLiuVzVHI1RvPjhWez4q7X8eW4WJ5SCkwM2qJG1pj+39xQPwAalONkpq6YpgNrF8/Dx6V6+MTaoOfhLIhJWckyMhZ2DY/AClujaZqmlCrIzTOs1h64fEbEYxdmeS7bfJ1Jh9ETG8Y9/anYM3F9fVoSu4TCfAyQW175VXep6zL1N3figqZsH27qqQikAV5flccuHYECeQ3CwpR+RsUmuMGOKaLXYx6C2IS8rCUk2Am7BRVUJJLPzETeDAY1wtYXT8dMZPDgbgrSP6xNTpc5xs3BJ1EEGQO5ujFHMzdSwurwAT9+3SirciGQoNzPAN40vfnjW5inM7EG+VV06JR0yU4W/uLEEFMCfv+zBq4fakRnUsLo8z+ZRTQgQdBhg6cSdPg8PSd72zPZMs0RabP2jiLswGhTY8XGLqe5mLwjvcZw9jgIgVPZTZokm9poxg+KWRfl4YuNS2zrmRIzFNReANHT1zaPnsdMSV6i40us4nYTTq4fapXkRUwH1PGYLSfPhYzbAy32abB1TO1XeO9GJT6xittdEtdN8l5wMXbI0ma8MZj7cag6R3vmTOt7V8GZ9WFrXWfIIkNf7mMVznrprmdQB4tQqagAozp2Du1YWy9Y4AudgNry5c4JSUYYQ4J5VJa4+/SoCGvCtmgXmZ+5BGOVWtJCEbAI0Ysb73x5odbScufuGYmmuAAW4HU4oU05rqN1AHzR1m8pmxG3mmrsjeGLjUv79//Dlg6DU7ELa9kANT+pRmCpt9ryAriGgEZ4AjBruCnqNAI/fXoXfHmhNGq+cuIgb6tsG8IbQbcRcJBIdz0uc9DmIj+nETHAQt4IN+724tkzEKFaVhrDpljKbgEzkIXetLMaTG5faOAjLOwR1gic2LkXzFXTXVxZmo7V/NO3nO+G25UWoXpDLLeXdqjIaHAozDo+7t7oUD68pl9xFls3PwbycDDScH3QttlOYowNYPkezYt/A6ETaPITxDxbL2etQSjEwOpGw8MGuB5GHsE5WM7YNYf+pXh6/nXC98BCnc/G5yMzCL8r4SBupLERqd8GeFKqvdVWFfMPLwNrH1cV2+zuN0nO7h+UN+cDoRELvUEZaxNZ0L37HPcOX+XBPRvQMa6POCjMrSkI41R2RYmF48LL0GLdzYso5Vix6ft8Z23sIKJ8R4F1tMU/o9GGHUI+vW0RpZUkIJblzUBTK5MW18UkDH53qdT0+UzNMWMEWgLSReu9EJ/85FjOwMD9LSuKZ75fyWUCs2CYW+6rL8jAwOoHI2KSUlK0py8PDj5fzxz3kUmxJVbEgbgZjBnXtrEn12LNp8JuP6xNTpc4Ri+KihYs4n0vdaAPykHsAuDQew+HWAfzT3lP417++FQCk9nbALChUFOZgZWkItyzKR1VRDvdmFy0F3bohpxpePKhZI6So9J2YNDA4Zk9G3bOqBHeuLMY//PcvpWSV2O0iglrH2tfcw1XXyc7HoODzbJiiS4zjukbQYdkLqNdE0tku1vesIR5DvZCNmxfmof3iKDavXsjXekasALNTMpHgYyZJg5MVqDqPYirgq5N9+EgNXviIeF+tLA25zgd0g9N8ly3rKqT4AwC7jpyX9uJikompakVQg+K9E51YNC9b+j3zpzfncp5Pen49w5dxoiNe7JeHEZsDjM/1XrIVKp64vQr3Vpdi/6leW0dLUJlzBpj7+fdOdE7JLEonUEvU5nb8odEJaU4pgXk+ACzbGncY1OwsKcvPkjiI+P3EO+bjST123fzt74/HZwHFDPxgfQXKrO7ObYJN2t03mJ2ikzHzs3/89io88+1VuNeaK5FstovXuKZ21Xy31s5vUo2TPgfxMd2YCQ7iVqgXE/simroi2LhiUjqXRmE9BUwnlq33V+OJjUtBAT6nVrU1vxIeMtUFGQ1A9YJc1yK3iKriucjJ0JPa6hNAmtNiUNOmDb0jWL+4IKn9WnzNotyVJl0e0tgxhDeOnjeL4y4ztxLtqd9v7EJ+VhCL5mXjmftW2VxYkok2rjYPAeBoqz8V8LnIzMIvyvhIG+kuRKk+r7ayANsfrOF2N8xrWUzas39vWVchDXrfsk6uIKsBXMW9N5ZwxdTz+844Bm4nfBEeQnN3I7ZuqpaI3o82LOZWA25zCWrKclGzMA/7m3scPZ7Z6xs03uljFqog+R/XlOXa1Nde4aZYU88jXuwYwubVZQhYym4KYMAh0aiCDWTe39wjFX+qF+Ti0LmLvAPHSemla4QnFP90shuvHmrHo7dW2K4fFqwYTnQMOT7OCexaqm8b4DOPvKojknXWeA1us2nwG4Ovmrv+MBWbLbaWP7f3lKPq2GmjXV2WB0KIo9r3o9N9/L5Wi/EGBX729gnoBJL1JQDbtcnWeMButTVVSJSPYnNWjoWH8P7Jbum13SyHszN0bHun0T73gJgzuZhPstiVYgA412vvhEwGjciFk1ceq8PuhjDerA9j5+F27G4Ie5ozxNYFVqCJjE16GmIMmGvKlh0HuKLuhY/MoltdVSGCwvcX1BMPzlQFH9O5TrHEHwNTzfuJKx8+ri7S4RWp8hdxvgtLtDOVqvj87Q/W4GdvHecCLDE5pHIQAnMd//RMHwK6hgxhGD3jOc/vO5NQuMWwoaoQv/mslf/MuutPdAzhzfowt1lTEcoKorayADt/Uof/eWcDwgIPUQsyTLh2X80CHGm9mDTJl5OhY2QiluARdrBuSzcbH6d5LZ+e6cOBs/22Qo5GzM9X3G70RMYRygxIHCQyNonn953hM0WdinX1bQPYdTReHDOoKQZ79NYKPL/vDKJMsU2BWxbl486VxXzm2W8PtOLe6tIpT3J57apJ5XV9DuJjJjDdHES9NwqyM/g9HtA1214bAF6vD+OZb6/iP6vrz7HwEH7w0kGAUs5DVpaGbMcR13lgeizJGNyEW6E5OkbGzbX3JcW5xQ0tvZcQ0DWb6EzswmfuJtveaXR8TxdHEs/CFMHyPVfCQwBzHWadIwD4v5NdX6IdadfwON5v7MK91aXyyAUPog31Wp7O9UrlIbuOtKO5O+IX0a8D+EWZrxCmY5FIN6im+rxHb7UrEdweB8C1rU9c0FULA42YG2l2bBZUE3mHMrCNwMDohBQwDrb0w0gSCLesq8Cjt1bgwf/nk4SDNzWY6nH2Pl5/4ut49vfHebHny+6IJ1/PdKG+jbc/78A6QRHBco2J3y3F31lqMgYCYHg8GmdNDsna2soC3KgMyN51pJ0rtZnSorayAGrOM7Wxa+6WSy9+eBbdliqGFXmmQx0xmwa/Ab5qzkdi1FYW4Kf3rHBUHTtttDMCGvLmBFwLwe+d6MSjt1aguSuCxYXZONs7wteUmEHNBAvM9XZ3Qxh7GsK2a3PnT+rwq/eacMSac6IiK6hjbNI5UcSSThtXzMfQ6ASOuhzDDQTALzbfhIHRCdS3DdjXQ0IclXBugzKplbgLZQWx/cEaW8wK6vJcMi/k7xvLiiSLB6bqi8bcEzHq/kFdF7Zuqsb//efTmIgaCYcYM5iKcflM2Xe/8yd13C4mWbFbPL/pXqfuq1nAlWlAvNg3WxJXPnxcS5hqTpIqr0jn8V72fIyvOHVnO3GQT63ZLLGYgUeszgvx+HVVhUk7M5cVz8XweJR34RAA37NmkTy/7wz3vHcCE3vVVhZg48rihLMQKguz8Y/fX43aygJu6/Xa4XbErC7JB1aX4e1jHXwb71SQcbLvVJFqAtOgpl2NiiXz5+KMYuH8QVM39ioPZXY66kxR8Ts+2NKPmEPMAoCOwTFuZcb2QGzmaarFjUS2SzPBQ3wO4uNaghsHUdda1tGdYe3v33ewa8wKxvfT9W0D6I2M29Ze0SIrEQ/Zdn81nn3reEr8gSGoE9y5shjFoUyEMgPY8VGLo40YANxcnocvVDtkAA/cshA7LTcTp7yKEwwKWycnAIAC99xYgrHJGJ9l6fg4AFXz56KlbyTp+xY7+7zwEHG/8NRdy/hx2JyZiaiBQy39ACGIxrzxkH9r7LL9/My3V0kuLG7uKm6Y7vVK5SEluXNw/MLQrCqi+0gPflHmK4LrYVPjlUA9emtFQo9F8TiihYFTy+RDa8rRFxnH3qZu1wATMLslHTevBdkZ0BLYk+VnBbGyNIT6tgEU584B4ExUNAAZQfn4tZUF2HRLGZq7m/lifKrbm4+pBkCzFHkiEiX01L9RyAPgdI2gOJSZsLAUM4CY8goUwJnuCCatjpuYQbGnISzZQRxs6bcNyD7ZOYwvwkM8Ocmu64fWlOON+rg93kNrylMi/6pKbLc1DJAVko6Fj6O9fwTPfHvVtLR2znQrbDLMRtWcj9mFRNdsbWXcsoVdQ8sW5rm2t99Xs0BqzwYslRYFAtZiGzXMWSZnuiOuA24b2gddeYhbQQYASnIzcVN5Pp605qEctfznNQDFuZnoGh5P+FlQmN15NWV50IhpHSOehhe1mnq8XUfPwzAoArpJJnWdIGbZoogdmHcsL8Lh1osJhw9n6MTRc5up4yiN2+YA5t6BFdWisXgB5r0TndJnL1pQelkn6qoKEVBiEFO5pbOuzsQ6JYo+mB2EqsKcDWu2Dx+zHdcqJ/G6NiV6nBsHYftVsVubiY4ev73KNiuNxUUDpsK5/eKoNOMEMK1OLgyO8ZmHIHKHPQD8fwdb0dhh7qVzMwMJC0CP3xGfvcJiO3soIUD/yETC/B8BcKJjmP/79uVFOKDYxaSrKlefo2vEsZPU6b2xDht1pqi4pjvxuY9P9+Hj031czLFl/SJJSKAWN7xwEadY1twVkRK8zBGCFWam8t7xOYiPaw1u1yy7N5jzCbuGikOZNrcRAHjqruUAzPj0gx0HeLeERgBNI6CCRVYyHtLYMSTNd0wFlfOyMT+UiYfWlJvFigSLYmZAs/2pIDsICkgOI16hEbsVvq4T7G/uQdSgOHTuIjaumA/N4dibV5fhLzcsxkenex15CHsbLKf1sJWfYXsBXSMgkG2QATOOsa5D1SXhwuBY/LuNUQDUs1hKnUHKZiNfyZo63euVKj5fWRoyP+9Jg7vR+Lg24RdlviK4Vjc1092y7NYyuXVTNfcHDuoEv9h8E050DKEvMo4Pmrq5LQGB2enClG0A8IMdB0xfYZ2YQ9MsgpSXFcDFEVkdPjg2ie/+t894kk2D6elZU5aLc30jKMmdgztXFkuqLVEttUGxBwqwHlMBukbMbh0rGlKY5OmulcU43R2RVNtrFxfg+IUhUwmikLcn7qhCQ/uAPEQU8c8hFqMJCzKJcFRUlBPwWTVBIQkb0Aifv6MRIBoTbHyE6/qpu5Zh50/qpKJOKuRfVYkR2C0cXrSsdqZywJqI6Sj2pIvZpprzMTuR6JpVr6Gn71uF9xu78G+NXVi9KB+jEzFJ/fmX/3JIev5NC/PwF9WlqKsqRHNXBFvfPoGoQaW1iBDwpMdze0+l7XffNTyOrpPd2PdlN+6+ocQkYlYBpGJetq0o48SVdh05jzeJ6XFMiDmQkjo8ToUb74pZa91E1JDUfYZCKCnArRxEJRWBqaarXpgnJYzEfUE0Zm7oGaHZ3RBGc1cE299tlAeiThqcHDFyJdrZeF0naisLsOvxDTblb7qYqXVKFH2w+QCqCvNaSTD78HG1cC1ykulyG3CyhVQHUc8Janjyjiq89HELHyi97YEax04bCuDN+jBePdTOn5+hEzyy3ly31E6Yk50RnOyMF/cJzCTkgvwsLMybAwAYjxp8jX71UDt2HWnn/ERcd6sX5PJOTvF4zLFULGpoBCifl40bxyYlwdU9N5bg49O9Nmu0zavL0D8yYTu+G8rzs9B2MbX5DMQSJLAkYMygyAyaQoTt7zbCMEyepsZzCud5mOJ3C3jjIk62S2bMlR+346OzSZXg6cLnID6uNaTCQR5aU46H1pTjV+81oalrGHlzgvjPdy3nezt1rohBgUfWxufGJuMhgGmTmC7O9I7gTO8Idh1ux/23lHGBl5PId9zK/4i/Hxyb5HkUfm5IzkFy5wSwMD/LZrd/44Jc3o2h8hAR/SMTfN1z4iG3LS/inTYs3okFMyNG+Sy0H21YzAvS7LMGzNcXu5MCuiaLEQhBLOZtrWBWdf/W2IVvVZdK1nXpYibWK1V8vnVTNedl299tnLa44GN64RdlviK4Fjc1M6Wkc1Jy7zrSzhUSEzGKEx1D+Pvv3ARArtgHdE0KvLsbwvx5ogKYUopl8+fi8IhdHU6Fx1IArX0j+NXDNzu+1/q2ATxiFX0A09/0yTuqMDwexZv1YXQMxYsiBMCDq8vwx+OdMBD3BGXqiQ9P9draT//9/CDuXlmMolAmHl5TjuauiGQFV982gB+8dBCTUQMB3VQ0RGNmwcdLDtRUQVCoVq7ic00bAvPfE1GDbyQmY7LinBWb2HtzG+qmKmSSkX8nIvW60CnDPsOtb5/4SgS+2aaa83F1cCUJKadrqLaywHUDXL0gV9rMbxDa1ZkliAoKwosITl7RAKATwKtoLGqYs6sYYhRoaB+QVMQZAQ3b7q/G/uYeHGjpR+Ry1HysYLPGTjWRjSIh5hrm5AYQ0Ak0QjDpMN9M/Zl5KP/0nhU4dO6iNJdl6/3VAMAtAmor5Zk/rEsRMNfaVw+18zWWK6FhJtWYJYtGZCu0ZBaj6jVUW1mAHX+1NsEn4x21lQW8g0f0kp5OYYebCvNaSDD78HE1ca1xkunkI2oy0WkQ9cSkgVBWEK8/+XVpPWOdNhNRAyAEvRYfUWPgRIxy8dhOJVmngsWtjoEx9F8al96r3MU6hD8392D7AzXcSnj7u43SsTRr9s5vPj3HVcwaifOQN62udhFLi3JQHMrknTtsThnjINzdQNdw54r5poLb4gfi24qMRxN+7sT6H3E7Ub0gFwDkJOBkvBPUTVyhKrsZ0uEi6n7Jbc/T1j+KH7588LoXAfgcxAdDuvs5t2vo9Se/7vh4NrdXXJpqrPlRQGIews7zw1O9tr8HdLO44uL8ZUOMmtbGLA8SM6iNx2xZV4GtpSH87K3jvLjutL6X5Gaie3g8YWFm+HIUww7zjzdUFaJZ6Ahyg9jt7sRD1IIMEN8LsGOz9/nSJ+fMIrhScNKImXtia6lq+wnY54wyOF0/z3x71ZQUY8TjqxaY0y0wHxidSMsq08fsgl+U+YrgWtzUzISS7tVD7dyKRCSIJYqVmJhQY37RexrC2HWknSsGXjtyHuX5WY6vk4poO2ZQ7G4IO75XVb0BAI2dw6irKuRFJQAozc3E5tUL0dg5LNiCmX/TCLB6UT6flSCqJ6IxivdPdiPTaitVq/G1lQW8C6UgOwP7m3vwwZc9trk5rvYHlOLuVSVo6RvBWcvnmXUUsaArvj1dI3ywt3i8gG4mQ51myqgoyM6AZsn0vJJ/lSS/9vgG/Oq9JkkREzMontt7iickr2fMJtWcj5nHVCSkUrmGhoVkCpunwlBXVYiAFh/CyEAplSy0WMGgekEuT+o0dgwl9MtPBquBEIBZ4Pl2TSlXDNdVFUrqMbYGsrN0S+T84FZT2fzaYefz+v5a0w5l+zuNkpqYYVVpCEWhTGmGGlunxbksgLNK95XH6mxrGwMjgIC5Fn9v7SJUl+Vh+7uNPFaK61+i71gs6AcDGnb+JLVrKBmpEX2lmZe023uealxrCWYfPq42rjVOMt18hNlEEphDizVCpKSfZnVwqGtsbWUBfrRhMV78qAUGpZKQQEVkbBK1lQX45qoSV6WzCCcLGHXIcDRGud0XKzqws142Pwe/+u4t2N0QTshD1K4acb7LK4/VSQkzJ9EUAEceUhLKtA2dZmrtwpwMfH5+EBXzsqU5nFvWVdgSrkQzk4ligpEdS9cIHrttCUJZwaRJwFTihPo9i0PD87ODGBiZlGZaXCv3UbrwOYiPK+UhqV5D1WV5fM+tkfhMX8B9zhelVJqNApjrxNLiuVi/ZB4etrpz3Oyb3SC+DJvfZVjH/ucPTmHz6oX4jzeX4cuuZtd8k1OnP0NpEmvmUFYQrzxWh6d3f2Gb0cXwFzeWOOaLGA+psbiD+v0xQdWv951G2HJbEUVijIewTsvtD9bwmW2q7af42ipUu+bv1pZ7nlkpHiNRwcdtFth08xCfg1wf8IsyXyFca5uaqV5k1MVUVHx9fLoPT95RxTfWALD/VK+04Ito7orgg6ZuSUURM2jCVnmVHIjQLa9Spq5+sz6MmrI8XmwAwAshQZ1IhZnqBbm2RGXX8Dhe+KjFsV3VoEB9+6Ct3ZOppZ2ImAj2ux++fBCXJ+MfgEZMm6GahXnoiYzbSJ9GzPe5r7mHn79OgO0PxAPs60fP86qMrhH83Aq+YhssGw7HVNlit4rTMOrt7zbCsNp+t26qTuseqK0swOtPfp13SUUt9fgnp/twpPXida9U8/HVRrKE1FSqgF491C4VKDQN+FNjFyJjk3x9vnNlsS35RGCuhaKFllow/f/bu/cwqao7X/jfX1V3K2gDHRQabWjFC2K3mYQGhYkRTXQSMhoNJvGSmRxn4m2Oc+Z1ZvLkHl6GyeQkZ85kzEyc1xhPxjMziihgop5oRrzgJYDQHBVaRJBrcwcbaAXp7qr1/rH22r32rl1Vu+67qr6f5+kHum691q6qtfZvr7V+60e/2ZDxbzfGBVdMGQcF4EWrnbKZW5LODDbtiM457QRpDTHgUxeMhwKw3OlHguKkeFzQccZorN99BA3xWMrjGmLDG93fMGOSm0fe1uSrp/1e/J2zuhPIPEvX7JsT5NNTx+O05pM8G15mWxETxKQaAPQMt6VpJh4ECRPUBH1Gzd8q9eyxarvATBQF1RSTFCseCeor/fsXNDXEcOulZ+OBV7a65+gLru0MvAi0ZG0vFq3eGSqd1wqnTRzXfFLg/ac0xTGQSLr9nln9YfbLahnZhJMb457nxGPALmcvTv+Fys0HPsCzPXuxuLs3YxwylBhe8W4GozK12eZzE5TmDQDOGjsSt192DtbvPpKShkcBGHtKk9t3bzt0zE2LZq/GaYgPD4IIFKa0Nns2B48B+ERAKh77/QVSJwXk008EDUR95QE9wUFEp0tNOmnWGItQrcoUhxQ7Bvm+k7oQMOkXBcs37seuw8fdSU4q4AqLGTwHvPtJmewnD6/aETggY79SY1zwcWvibBBz5UVh+HrPdR87Aw0xfX0oHgOmTWpxX6OpIYbzxjd7JuOa5wM61VrQHjumHqZOO9Jc44oJcPmUcQCCV8QD6WMQc53Gvp7k19XegpMa457JZ7m2pfbnZ2AoiYWrdmDp2t7QbWa2OCTd57McE8wZg9QGDspQZBWzkfE3pvOu7sD9L73recyKLYfwB9YmX/a+JPbf9m9CHdbk00/Fjr7jKWkF2sacjJ/eNA1L1w7ngB5KJPF9Z1NHs5JkKKlnjv3N5zvxq//bi9VOx/7gim24qqM18EKlwvBgyfpdR9xVKEopfGnGJPcxnc6FwcXdvUgkdFoAE2gFBYL3LHsHJ3wdaEM8hnnXdLid7PO+vXc+ce5pmPSRkXjYmqmeVHr2iem4Eonhk6AbZkx0O985nRPcQRmT0sDfOQKpAZDdGQqUZ6ZLPkx5zIabCjq1AZeKUi3LdEEq7CygMEFT9/Y+t90zEkmdptHMWDu5MYbLzjs95bkJBfzy1a243Eq/6P875qJUEIHeZ+v3Jo5x65dpNrHJkW+YMutBbmDZhn1uejO7bYWIZwaYyVsfE2DGWbq8730wgLNPPxV3zh7eVLnv2EDgzLw3e4+4KUwAuBepzIU802alew9XbjmUsjFzPKb3q2mMCyafdoo7c3mJFcDk2t75Y8scFo+mHXCxP0/p6leu2WPVdIGZiHJTjHgkKA7pOzaAXYePeyYADA4l0X9iCF+eMdEzGB70WtnSydhOaogBzus91t2bEoscG0hAnKt1ZqXpnM4JmP/Ees+G1w0x4KzTTsVHRjbi9Z2H8chr+uLWvKs7cNqp3hnXj6zZ6aYn818ItOOQ/f0nMK75JHScMRrzn+xx05P522z7PCIozRsA3H7ZOe7gyuI1Oz2ramMAXt952PP4Qx8M4N+/donntqmtze45h1J6UoGdjqjBScVjz/w2+86Y36+f1pbSb911xbl5Twyzn2f2Ql20eqd7PvrsP7MAACAASURBVMFYhGpZunO8XFYihFlxbQ/IGAln75jXtuk25UvTJ0IFpC9LJhWWru3F3Gltgf3FotWpK+IbnJTAyhksuXDCKHxzzlTct/zdUCsajZVbDunABAoi4rZzDTHB/Gs6UlaXXHbe6e41o6TSe19ObW1GU0MMsyaPxdETQ57+594XNntW/8Ss9MZJBTd1pWkDG5zV9eb5mWKQoJTTJg6Jx3Rq/aGEwqqt77kTcXM95w5Kk5bLIEm6wRXzmWoZ2RRYv3KtYmEMUv04KEORlq2RCTs7wjNC7mxU7O90e3YfwbpdR1KWVfr5l++H0dQQwx2zz8Eds89JSUMz9YzRAHQH0dgQS7lwN+QL1vqODWD2lHHujIeBoSS+ueRNbDmQuqRUnL8975oOPNuzF/c7m4TGRNB8UgMeXLHNcyJz/bQ2LF3bi8fW7HQDLX8+aTvXsu2LXcOBY1d7C/72uovcC6yNccHdV54PAJ5gsDE+PKukZWSTJ9VPp3NcAO8FyZjolG1hZkWXojP0D+zYM2OIalGmC1JhZgGFDZpWbjmUdc+XwaEkTms+CQ1x8bSNgM6bb6df9BvnS0s5tbUZm/a/7+4P9uLG/Vi2YR8aYpLxQtdHRjbisvNPt1bKDDMpVBR0e/T0+j24+8rz0XnGaDdV5oMrtjmzXMVtSxMKeG1bn3PRS3CJr02x27J4PIZJLSOw+cAHnsACgBtwDDkDPnYAE7TnyszJY3FSow5UxMn/b29g799gM1MAk6k/vn5aGxY7e3M1xiXw/UknaOPjdKnY/H+fs8eIqBgKjUeC4hDT99j7FzTEBY+t2elOxPKv1LdfK1M/5Z/Hfd74ZrceJq2MmQgGmElcgjiUu9LU3icTgDvL+gsfPxMA3DjkxGAS3318XUp5Dh8bBKAHQ5oaY/hsRyueeGN32jik44zRw7MdfBc9PelnYoLLp4xLmagQg/cc/UvTJ2J//wksf+eAu/nzZztacd9LW9zHmH0QgOEYx8RfZrWQmSxnjuuXpk9E37EBz7mPnT7VrHot1cU4M5FNBaS4I6pF6c7xwq5ECLvi2n9tyN+mmVSM9gV+I6l0G2ImMJm9MA1/DHLu6afgTy+d7A5kJJWeaHXT/SuyDraPOrkBRz8cTvU86SMjsb+/L2WfYqUUenYfwZTWZsyd1uYOtADA82/vd8/vFYANe/sRE2DDnqOeARUgNQaZff7p2H/0Q7zZe8SNQ+w2cMDZm9KezPXQrcPpzAz7dWMxwYUTRuGGGZPcFflv7DzsDh6FXWUf1Bfbf/+xNXowO5d2Oeh6UrqJFkF/l3EIZcNBGYuIbAPQHnDXb5RSf1jm4lAa9qh0UH7KICa912BCQQR6VgL0yXX72JE4b3wzntuwL9TyQnvVBqBTcMWcJfgiwPT2Fry+87BOO2DlrXy2Zy+e6dmLj00c41m18vzb+/C8kw85HgM6zxyNgaGkZ9m9M/k6ZQbwiUHd+QXl+LRzJ9/1UDcOvD/gxjhDSeWmRjCd6ZK1vTjYfwJv9h52g7APB5Pu/jbpZpAY9iAKAExpbUY8HkNyKAkz/c4OBhXgmc3es9u7X8KLG/enneU9p3OCJ01RulnRpegMTVkGhpIQAJ+6YFzBr0kUdekuSIUZ+Ayz0sF9rbh4ZuXazY1pA6+fpttU02aZVGNm9tPAUBILnuxB55mj0WGlgbxz9jl44W2ddjIG4I9nneWe+L++8zCWvbVPt4dZRobeOzaIp9bt8Vz0Mm20mT2WVLrsr2w6iFXODLahhN7vxJy4+wc9ALjBzEO+YMYOKDbt68caKwWCmVH8bM9eX4CoUlIE2Huu2K8bFMDc+8JmT3svkv6iT7aAt6u9BQtvn1WUTVrTBeFBn1HOHiOiYgtKlZvtgp977jioNycz599mo2ITkyjoPcYyxSN2vwv492IEbpwxybPqxKRhNinPDvafwOGAleNKKVw5dTwunzIOK7ccwuZ9qZs+B8Uh/h5zzMhGHDk26K7Wn3z6qTg+MIQn3tidNg4ZGEri/pfedfvygYTCfcvfxS++Oh2Ab1Arkbp/jkAP/ARdLDN7UJr3a9LYU9wJCibO6N7el9IfX9Q2GvOu6QCgV8v4U1pnikvMeUqpLsaZ/TKVSp/ijqiWBJ3PhZ186T9vDNqLyY7vgeHrO3ZMYCYVme92//FBPPDKVs/gxsBQEj9f/i6ODyYwp3OCG2dcMWWcG4M0xIA/vXQy+o4N4JZZZ+GZnr3YduiYG4NkG5SxB2QAnUYyHhNIUqdrTyT16hsFvULnse5eDCWS7kB/V3sLFlzb6Wb+MOwYZNHqne6KezsGeeQ1vZ9yXIYnEzc2xNAxYRRWvDu8J1fQapQlTirjpb7BmqB2squ9JSUzzYH+9HvfAJljEfP5mZtHuxxUTn9KNrO/WtBz2TZTNhyU8ZoBwE6YOwFAN4BHK1McArzBDzCcoirmrCYJvQTRLOuMCeIibifyD1/+GADg5U0HUjr1oNF2cwK/aPUOjBt1Mu6cfQ427u13Z1e9uesI5n++0xMA/Og3G9yZWdsOeXNy6slXzqqYpJ4lERPPQ3Dl1PFuWh1TjnlXd+B7v1qXknoG0EFQU0MMAgTO5gb0Bbt4bPiEftHqHYH5RB9ds9NdQZNuQAYYXkFk6r1yyyEMJZJu0LlyyyFs3NufEggZ/ld+bsM+PLxqh/t6/s4waF+DdBcXi9kZmo55ydpeLO7uxbIN+/DSpgPM5Ux1KczAp30xSkTQf3ww8KTZXLg3Gx7PndbmthkdE0albKZrr+D7/q/WuRemksqb8gzQq08WXNuJBdcOr+Cb/8R6LLx9FmZOHoufPrfJbYPiMT0AkWlwxr9KJ6mACyc0Y/P+9/XFNSe9mbm4ZFq4oBN303f4/9qJwST++tHX3XQsAALTznyxSx8ne/YvoFNK+lMEBF3oyzTg1tjgza3vZ/rIXYePZ52tmO7vhFnx6n8uN7UkonIzgxqLrQtc/lS5mdq/eVd3eNr7mHNRy56R3L29zzMAYPZ0STf7tmVkE/7fJ9ZjMKHTYP7ttRe5/YV9ngzAs3dNkKQCnnt7P17cqGdQ+0IR/J4zSGGfc9/1ULcnZZkA+MZnLnAHhIDgiWP67+n4w+wj44+Pnn1rH370mw341uempqSf8VMAPnqmnhzmfz/SXSyzBc2S37DnqPv/66e1pUwmCxOXlCIusPfL9KcqJaonYSdf+ifn+ttwNwbxTRwF9IDsgf4TKamRzb9XdbTix09vcPeLSSq4g8YvbzqIeMzZqF4Et146GUdPDOFg/wnMd9ptMyAP6AljDXG9ij7DJZcUuw5/CAC4+Cw9Mdh+7lASOhcYvP2TaTPsPsmebDaUVPjer9Zhx6EP3Phrf/8JN9ZKKGBa22hcPmWcO1Han0nFXsGXy4Qq4/ppbXh0zU435npx4/6U1PpBaS1LEYv4n1eu1GRUHzgoY1FKHbB/F5GvATgK4LHKlIj8I952jl5geFAhW2NoDxCopMIXL56IM8eMyHhBP9No+82XTHJzFpsLUmb1TVAA8EzP3tB1Npfv3E2j44I7Zp/j1mPj3n43D7VfXIDbPjkZzSMa0TKyKe3eNzHAs9Ry9+HjeGhVaq5TQF98vGfZOykbfPq9sukgXt50EALgpEb92nZn1X98EH//240A4K40soOI66e1YdFrOzwXVk16B3P8swVV5ZqNYFIHDCWyz/4nqnXZvnf2xaikSl2ll2mAwA4cgnRv78PT6/dkDV5McDG9vcVtYwYSep+UM8eM8KQmuWGGnrX8cJo2MZ0Ne/qdlZi6/Y6LdwazWeljX2Sb0tqMG2ZMhIKeAWbnkFbQF6lMO953bMC9yGU0xPSsvXuWvZNSHjulZD7BQ1d7C77Y1YaFToobpZCyuaqbTiYeQ4MzOy+X4CSXfOB2uYJSsRERlUrQPi65psrtOzbgxgox6H1b7r7y/JQ+zx5wSZcRwPSV33l8nXvBSuBN32X3p/e+sDnrKlBAr+BJOP8XDF8sjMcFHc6gh33x6qNtY7DX6rdmnKUHJ8yMsXR9sx2HPL1+jycDge2+l7bg3YMf4M7Z5+ChW2empIC2vbatDzf9YiXmX9OR9v2w9wW1YxGTytPecDqR1OcIS53Z3SYO9R+DUk0CSyfbfpnF3PicKOpCf++cybkK4qYYDDNJKdtrb9zbjzXb+9Lebya8JpXCz1/a4qZftptGMyBiVufluqeMsb//RGCKeSA148rDq3bg6fV7cOulZ7vXjdbvPuLZqyqpdBtsru20jRnhec2BoSTuuuJcd9WI34UTRhUch3x5+kQ3DkkkVdo4xPQn+QyU5BOLAMGD9UT54KBMGiIiAL4G4D+UUseyPZ5Kwz/ireCdIRuUvzGIvyMIajz9HXG20fZsF6TsNGvjmk9KmQFmBG3eHIvpadZJpQeRnu3ZiwdXbHODwZjoDaVNwBSLCT51wTjPxtD3vrA55W+NOrkB35ozFT27dQ5Qk8Kme3sfFjrpEoK8vOkgmhpiaIjpk4t4DIjFYu6FTLPpPQDPwJQ90OW/aLho9Q7Pxdaudr0Pzbxfr0fSWX5rZs/5j3++nWcxhd3ngIiGL0aZAXWT5itoM1+/dBcYurf34ab7V4Ra6g/odmr1Nm/gJNBpQEzbpwCd1x56wCNdcBNEAYiLQJyc/B89c7Q7c864ZdZZWPBUD04MJhFzUiMknL0D5l3dgZc3HQicCbxo9Q7Mu6bDs3IlLnBTlvjTajb49m0JO5vQz6ySDApw7D7SpOA5wzfZIZuw+cBt6VKxERGVin8fF/sCVy6zte3zRv+AjGHiEX96lKA4ZHH3cI7+eMC+Iqb/7D8+iJhvogCgr1N+8tzT8PKmg55+x54xLaJjkUde24HFa3a66TibGmK4ZdZZbhzTGBd8c85UPWkpYPWncfFZLThvfLMbh0xpbcaKdw+l7W+ffWsfnt+wT8cI13S4/X5MgCS8288ExR/2MfPvC/r0+j0p6XnsPQcEqftVAqjo+X6mi5tRiI+IosYzOVcVLwYx6bw8e1sFXNcxTHqydPeZ1XlXTBmH5zfs87TXmV7X+GxHq7tvpULq4+ddrVc6+genf/iF4RWWnWeMTtkjzFzbmXz6qdh84AP39htmeNPM++MXcz9Q+jgkW9ufSa6xSNCkcaJCcFAmvasAnA3ggUoXpJ750950njE6rxy9mTqCdJ1tthH9TBekAOCmX6y00r7oYGn0yQ048uEglHJmn4leUWpmopmZEmeNPcVd7p9QwP0vb3FT4QC6k006PXVcgE9fMA53OAMyds7oeAyelGTfmjMVU1qb3Qtai9fsdDdz+8F1FwVu1GkMDSVx0yXeOvpn8pnO3wSG9kCX/6Jhz56j7hJU+z1YdMcsz+uaTeV2HT6Obmcmyj3L3nE7/rAX8orN/5nK5+IiUb0w+c8BvbFx0llKH5h/0ZLpAoN/E2LAuVAWF3xs4hh3E2K/uBOMmbQxK7ccci9AxQCs330Ei52Nlg2zZ0xS6UFpPWPL+3fNCkGzX8yi1akrbXr2HHXbroQCEk757WDinmXv4BXfBbL1zp5b86/pcFNnXjFlHPqODaB7e58nreb4USe7/YEtn1m8mfpO/8afCvp9NhetwvytfGbOsa0lonLzxiPAp6eO97SzYdrXXGORMHGIfwP6oMlj9oWymJVaM+bsg7lyyyFPfxMTvXG0mUymFNzVM4NOOk4FPVjxwCtb3dWhX/vE2ehqb8HGvf0pqc+MpoYYrvt4mzs54VFn34IF13am7OliSzir5xfdMcuzP9nGvf2e9KWxmKBlZFPa96NjwihPLNIxYZTn+M+d1ubZcwAY3gfBpF+tdAyS6XPE/pHIq3t7H3YdPo6GuN7/JF6EGCSobQV0O/yD6y7CjkMf4OcvbdGTtXzXYszjGhv0vsMHnVXyZiXIkrW9WLxmp2+vMMFtl56NX766Ne1EtDsvm4xvfW4qrupoxcoth7B84/6UiWFmVZ0/Pvnlq1vdOOLmSybhxY37U/btisdjuGP2OZh82il4pmcvPtvRiimtze7Kf9Mm9R8fRM+eo4Gp6ksVh9jtcz6rBHONRdjOUrFxUCa92wCsVkq9nu4BInI7gNsBYNIk5nJNp5Bl1P60Nwue6gmVxirda/n/frYNwYJSmpkBA7uD9+eE/u7j6zzLOPXkcIWvfXKyewH/jZ2HPR1e3AmUJCbYetCbf1mp4QuJSXhnsCWUnkX20qYDmHd1B+Y/sd69UNkYF3SdNQYnhpK4YYZOuWbPvBtIKDxsbSi9+M9+3x3Qec4/QyMmnjoaS9b24rLzTsfhYwPDF0FlOBwzM0kU9Ow4c4KgnCWoQOqMM/P+TmltxtK1vVi0egcWrtqBR9fsRAxwZ+DFgIydZ6mX8Ps/U8wtSrmolz7ErGxIJHXKydnnn47nNngDkHTf00wnvkEXfeIxwfzPd2JKa7NnYNxoDNj0F9ADKua7e7D/RMpgT1IBf3Ch3tur//ggfvX6LjePfgzAJ84bTkNjB2vesunB6aAZwbGYuCkp777yfKze9p4vjQrwzcVvYEffcQwlkmjYcxTL3zngzlY2g0FmU+JcBkaySRdE+WcWm/QCZk+zsKnIcp3VxjzORMPqpR8phmLGIy9tOuCmFs71dcLGIpnikJmTx3omO5gNnG3+1T3GzZfoFJ2Lu3uxeltfyv0x0RMb/Cv8zaQHOPtyigyvJk0q4IFXtmLS2FMw/8keN36Ix/Rs6c4zRnv2nDQXM4eSyh1sMZOy3MEWZ68DI6l03HDXFed6juGnp45Hz+4j2HPkQySTCvOfWI+e3UfcmMWOQ0yGAfP/5hGNgcffxCHd2/tw2Xn6nCWRVG4qnzAxiHl+KeKQdP0y+0fKR632I56sJjHBjRfrtu+R17zpsIDg9OPpYpB0bWssNrz675e/0ytWYiJATLkDMw1xwQ3OhFjTPr1k7WscFIMkkgpbDn6AhbfPwtK1vdi0rx+bD7yP9z4YBKCvITWPaAQwfN7/U1+GkpjoiVMAMH7UyQCG00C+u/99fOfxdW4mmTtmn4NlG/Z5JrZNahmBjXv78eCKbRgYSuKXr27FL3+3TcckcT3AZFaMNI9o1GksiyRTHGL65SGnfc4lBrFfJ5dYhO0sFRsHZQKIyDgA1wK4K9PjlFL3A7gfAKZPnx4+x0kdKcYyajvtTbFHo7ONdNudgH9WhAlObrx4UspgRdCHwU5z0NXegu/69nvpam/B2h2HUy7WBc3A7tl9BI+t2enOljCztZ5ev8ezLHYooTB7yjjPIJZ/iak908sOdB5etcPd/M1sJBmUOiho09Aha4m/fWG0IaY7SjOQlW2FSVd7C5as7YW5rmpvrh2T4HzcdvnKuYQ/32W5VL/qpQ+xgxelFMY1nzS8wiImgRtuGplOfOdOa8MiawNIAEgmdX51ewaxIdD7rATN3LK/u0vX9gbWw6wEMXtjmddsavSmobHra1ZEKqVTPk5pbcaCaztTViUmEjo1zFJngDwod76dMsA/W/n7TtrHhrhOazmUVGVr9/ypanLtq3OdOce2lmhYvfQjhYpyPJLtPNgfhwwMJd3UxeYc3aSlsc2cPBYx0amAjZiIuxLEpPMBnBX9cYFSevDjqTe9ab7iMcENMya6F93MBDV7dUtSKR2HWJMhkkngzDEjUvrdeEw8z/PHIF3tem+any9/F8+9vR/K2V/Sn6orKA6xJ5zNu7oD85/s8cQhjSHjkHSz4c3kg0wxiP/9KlcqMfaPlI9a7Uc8WU2Sys32YafDypR+PF0MYt9upwlLJOHZq1LBe+1CAHx5+kT83Rcucm8LG4M8t2EfLp8yDo9193omnMUkdXDYnJfbf1cBWPBUD6a0NuOO2ee4q3Pg3PfwquEYpKu9BZ+eOt6zr83mAx+4kxKSKjUOWbhqBxat3gmBvr9cbZ7pl418++dcYhG2s1RsHJQJ9icATgB4pNIFqXbFWN5XytHoXF7bPyvCzPA6Y8yIlNlr109rw2Jn0MTMErMHbrq365lpjc5mb40NMZw3vjllo7jGuOBL0ycG7oEzd1qbXuLa3esGF3M6J2DVlkPDK2UC6mRmFSxavQNv7TnqpvHxP+7mSyZhSmtzxhns6fKiJgF3CakdnCWSwJdntOFM374Dmd4D/2z4uHNDPCaY9JGRKX/bvA+7Dh8v+9LSfJblEtU6fztrpwfZffi4u59VuoHxdCe+Xe0tuGH6RDy0angZvkldsn73ETTE9b5XSeVsKtyYPu+v/7vrD3oA3Rb903PemWfjR52Ee7/SlXYgSZwLYjowS+KeZe/g7ivPx1UXjveslEwCgAJODCbx46c34KTGOGZNHosNe46mTdFm8vor6MEowJurutjtXrZUnwODSSQRHCAWG9taIspFlOORsK9r1wEYTn+p1PBm7/522qQFM4M3t156tjugYqef/GJXGwRw+2OllJvqzEzM8u8DaZgLdU0mDtn6ntt/NsZT97npam/BrZee7aZm9g+22I+7/6vT0/Y9K614x88zWS3POCRoHyGzQsbUNd2q1O7tfRVLc8b+kUgLalv9cUW2QfGgGMS+3Z/55GC/XkVvp0uDUu4+VUFxSFAMMjjkHQxOKuD+l95NiU0uOnM05l3TkTUOSToxxtK1vfi7L1yUEocAenDlm0vexClNOgZZHhdPG2v2/BXo/gQibjnNyiOjFG1epjSf5YxBALazVFwclPEREQFwK4BHlFL9lS5PtStGAFPK0ehcXjvdjLOZk8cGzoaycx77V5jYS2lvvmSSm3LAXv0C6AAgaEDGlL2rvcXdY6dlZBP6jg1g/uc7sX73EQjgWRpr50c2e8CYpbwdZ4wODCwydTgzJ49Fo6+ztt330hbcedlkz8bUjc7m00EXXZes7fUMwJgyd5wx2vMZmn9Nh97zobsXC18bTr1mz2obGNJLaRucWYSl7pxLnSaNqJoFfcdN22L2wMrUR2Rqh8zg9ICTIuDWS8/2tG83Oe2bSZsCwM1/nO41u9pbsPA2nZZr0ZqdSCT0CpQXN+5Pae8uahsT+DrXT2uDgt4w095z6+VNB7Fq63uYf00HXty4Xw/cOyPNQ07bb1I8vrzpIO68bDL6Twy5Gw/HY+LuA7Zxb39gDn4zcG1mAGarbxhhU32afijssSYiKocoxyNhXzcoDjF7E6SLRewJVvYekHbaS/M3H161AzERKGcigVJAQ8CAjM3/+n3HBjD/mg707D4CheEYxh+HPLhimzvgM+9qnXYzXX+R7hxg5uSxiAuQJgxBLCaBg0Rh4xD/Xnhf7Gpz07D5j6XdJ9rvQ9g0Z4VgDEIUzH9+al/rsL8rmfqGdO2PHce8+M4BZ4Bb8KKTWthcY5lrrS4Mc25sYhCzP8sDr2xFwlmNvt2XUhIAOs4cnTUOMasFFYBFa3Zi7rQ23DH7HDcOMSv7kwrunsZv9B5JiUEaff2Gf08vw/RLxYpBgHBpPu0YxN/vsG2kKOOgTKrLAZwL4CsVLkdNKFYAU8rR6LCvHTTjzKT0svdpCUoFZpiZU/6ltKbjgAjs7dtMrlP7RD9otgaQui8LoE8ANu7t9wQOc6e1ef4+gLSBRbbjsfD2We4eNM+/vc9NM2b07DnqXty0g7MgS50LqybdgF0m/x4Q976w2Z0BH5TjNamARCKJGy+e5C5VLtXnpxLpCYiqkf0dz5QzPxeZZryZ9vXmSya5gz+ZUqX5X7ervcVd0bPr8HE88pp3Y8yGGHCnb08Bf3tw/bS2lFRkA0NJ9Ow+4hm4X7K2192TxbZiyyH8+s8v9Ww8bMq8csshz8U5AGiK6z11zEWj+U+sx2BCoTEuWHj7rLzbplxSfZrjcNMvVrpB7sLb2C4SUeVEPR4J87p2HGLSVX7J2psgKBaxX9eOPwaHkug7NuDZO2XBUz1IKgWR4f2vM63CscsFpMYhJrb5zuPrPH2viUNMStOe3UfyjkP+9rqL8P1frXNXD9k94oUTRrmDRvnGISbem39Nh2dgKt2xBrz9ZZg0Z4VgDEKUWab2ydxfaBxiBlHs1f/2NR4jbBxit9tXdbTinmXv4JVNB4fTIkO3dU3OILMtKA65/PzT3VUxQwnlrpYxcUjLyCY8vX4PXt500PNamWIQQLd1/rilqWF4AHvBUz04MZgMXG2Zq7BpPoOOQ0wK//tEpcRBGR+l1AsI3j+Y8lRLy/vSpfQKMwPPn5vYXl5pBmvsPRDs2W/284NOKPwd1ZK1vW5wEbOWrQ46eajtsppcoPmkdLDf2+7tffj58nc9S2HndE4I9f77y//0+j1pA8dMxzsoTZJ5fftvFXOQphgpMYhqXa4n07lIN+MtHo9h1+HjeHjVDjcwMMFD2O+qPRPO5KCOWxta+p8fVM+7rjgXHWeO9uwPc6D/REpbtHRtLz4c9I5sjx91cta0YWZvHvviHAB85/F17sqegYTCkrW9eR/nXGeZm/4H0P3L0gL+NhFRMdRCPJIptXC6djpT/GEsXdvrub8hplfMZFqF47845+/7AKTsyVLsOMQ+Hv3HB3HfS1vc+26YoS/AFRKHmIEjMzCV7Vjb95kYzMRCpZi1zRiEKLtcJxblyo4Vllixwq7Dx/WkWwS3hWHjkLuvPB+rt73ntjf+VY7Z6npa80mex6zfdQTd2/s89Z7S2oxXNx90B7iBzDEIkDkOufeFzW59h5IK8369HlNam8sWh9jHIakK//tEpcRBGaIcBXXcYWZZ2LmJY9AzpzomjMKCJ3vw1p6jbuqamMBdJm9f9Mt0QuHvqA72n3A7wqSTF1pv4undz8F0aEuzpA8Ke1zu/+p0PLxqB55evwdzOieEnpHgL/+czgmek4+gpcTZcrya59jpzKBU0TfALuWeR0S1ohTfk3QrBx+6Va/Oe2zNTjzymk7HYpb+A6kD3mEEtTlmBrCdKtIToFgBmWefMScV2rIN+zxtkUmfsmi1kyYgLrh8yri8VrqogwAAIABJREFUZ/f5Z5cUMtsk15mE/plzabLLEBFRjtJdQEzXTgfFH/bKje7tfXhk9fBKzYZ48Ar1TBc1/X18//FB/PWjr3smGpi+t9hxiH08Jo09JecYJKj8+cYh5r55V3e4mRUWPNUDIL+sBLmWmzEIUapKxiBL1/Z6VgcCucch6dqbh1ftwD3L3vG0d0FxSOcZo9EUFzdV2Zu9R/CVB1amxBQ/uO4ifM9ZeZgtBslULlOOeEzcFMtJpQoaNM41DvGn+/RnnyGKEg7KEBVJtlkW/hOCjgmjPDO6gOBgKd3z7Y7c7qhaRjZh3hPrUzaHE8DNR+AvazFzZN98yaSsgZD/RCaoo003E9Cuc7bb/UEkMLz5Z7E65kKXPRPVg2J/T/z7R9mD2F3tOpXhUFI5M750+hGlVOCKklzqYF/Euun+Fe5KlMe6e7HwNp02cu60NhzsP4EXN+53AzJ7nzGTCi0oxUxX+/A+Yf50bLnO7ps7rc3dLNReOZivXGYSdp4xOuPvRERUfEHttD9+8McYP1/+LqyF+vhY2+iU8/hsFzXtPn7Tvv6U+AbQe7zMu3p4Q+pSxCFhYhCgtHEIAPQdG0DS2ZsnKAMAYxCi8illDBK0P5cdg/hXB+Ybh/jbm4dX7cB3Hl8HAG7aMdP2+eOQpoYY5n++E0+v3+OmQQtqh/wrMcOsxMt0PcZNt6n0hNhCB8NyiUO62ltw66Vnu32Rgt4njCiKOChDVCb+E4J7lr2T8pimxtRgKd3z03WK33l8HYYCdr1USD9LwN/JZVtiX8gS/EwbtYW92BiWf7YIlHI3qivmbLJilJWo1hXze2IHCgNDSSxcNTz44V+xkm2pf75/f9BqZ4PSRprVOXYaM0DPCG6ISdq2yH+ccpnd52+bTZ7rcl+s6Ts2gJjAzanvT/1CRETlkS1+2Hf0Q8/vJ4Z8G0SGeA3zGAD4h//cGFyQgDRg9nO72vUK1GwbQxeaBqwccUiuK28KwRiEKLtSxiD2wMNDt84MTKeebl+WfD29fk/K71Namz37qNhxSN+xAdx95flY5cQv8ZgEtkPFjEEypdssh+YRjYxFqCpwUIbKqhT5dAsRNtVWscptd3RzOid4NlT7gwvH447Z5xR8XNKlqAnKIR0kW97oQjeVLGf+Y38Qaf5+VD5/RPXE7MuSbbPdMEzAY9I0+md9FWNWXLY8yo1xcVfKNDbEIBjOi2+vzgnKyd8Qj+GGiydmPQ7p6hFUtkwXmsqtEilVonZ+QUTRFKW2Imy/WGiZM/UFN8yYhDd613l+z/fvr9xyyCzKdzXGBckQE6LCxBfF2Ni+HHFIPitviKh0ShGDDA4lIWkmYaVLs55rmdO1Gf7rSHM6J3jatqA4BAAgAkA5/2aWKZbyly3sYHc5lTsWidK5BVUXDspQ2RTjRLqYMi37tJWq3DdfMgk7Dn2AZ3r24rMdrfjW56ZmfHzYctgpaxrieols5xmjQ88SzxasFBrMlLuDDJr5RkTl1b29Dzf9YqW7+fviNTux8PZZeX8fTaBg8jYHrTopJBDI1t52tbdg4e2zsGRtr7unDAB3g8+g1Tl2OsVEIokzx4wIfQEuzMB4lDb8LcagWC6idn5BRNEUpbYibL9YyjJ3b+9D37EB3HnZZPTsORo4SS2Xvz9z8lic1KgnTIgAt39yMq7qaA09oJOtDytGP1euOKQUGQCIKHelikFM2vgFT/WktCeFft+ztbumnbYnF3dv78uYJeDeFzZjKKEnsyUS2dvPdIMMQWWLUgxilDMWidK5BVUfDspQ2UStsQ5a9hk0KFOKcpvZGo+t2YmhpMKDK7bhqo7WgoMVQHdA86/pyGujSyB7sFJIMGM692KnEiKiaFu55ZC7rxMADCQUlq7tLcrKw2KnBADCtbdBAZcdpPnbuLBtZ7YT+3Rli9qGv7mkoylU1M4viCiaotRW+PvFwURwiuFiltm+yAYg1EWkXP6+uQhmJiyY2CZMecP0YcWIQWZOHst9WIjqSCljEAAlWQUXpt3176HlHyzKNw4BMsciQWWLWgxi2GW2fy+2KJ1bUPXhoAyVTdQa66Bln0GKXW7TyZm0O0C4xjuXC3oLnurBwFASq7e9hymtzTl1CtlmFeQ764AzCIjq18zJY9HYEHNnqQHAY2t25rzRZZBSzD7Nt9035Ui3hD9M25ntxD5d2cq9OiWMcrX7UTu/IKJoilJb4e8XG+PBOf6LVWZ/ezx3Wluoi0j5/H2zv9oSa6+3bML0YcWMQcw+b0RU20oZgwC1F4cAmWORoLJFMQYBGIdQdeCgDJVN1BrroGWfQYpdbtPJmQEZQfq9XvzLRotxQS+MbCcX+Zx82OU6MagDtUp/BoioPLra9abzC57swRu9RwAAiWTwrOAo8M82y2WGVaY2OF3babf12U7sM/UFUUuPUq6ZY1E7vyCiaIpSW2H6xWz7HBSrzP72WJB5E+d8V5YU0u6H6cMYgxBRLqotBgHKH4cA4WORdH1S1GIQgHEIVQcOylBZRa2x9i/7TKeY5bY7uXg8hi92tQUGYtmWjZpyZXr9KI3Uz5w8Fg0xvTG2ArC4u7fgjfaIqHp0tbdg3jUd+MoDKyPXPgXJNNssk1zb4KC2Psxs4Uq2nWE3syxnf1TpY0JE1SFKbUXYshSjzP72eO60trTpPzOtLMnW/kcxDmEMQlTfqi0GAcoXhwC5xyKV6kfDxh8G4xCqBhyUISqzsCPpS9b2uinOzMg+kL1jTvf6uXZixdbV3oIvTZ+Ih1ftCL3BHBHVlmqbSeSfYbVkba8nH3+61SqFziq+64pzI3tsckkFUG3vNxFRrco0u9kvKAbpam8J1f5HMQ5hDEJE1XhOascIA4NJ3LPsHdx95flue1yMOMT/d6Iai+STiqwa33OqPxyUIfIpR9CQbSS9e3sfFnf3Dqc4iwl2HT6OJU6O5mxLMP2vH5X9XOZOa8OStb1VM0OFiIqvmmYSeVY2xgSLu3sxlEiiIR4DlMJQUgW2qbnUMZf9wqIQVAQFbub2KM2mIyKqVqVq78O0x/4YJB4TtIxswr0vbMauw8erNg5hDEJE1XZOamKEgcEkkgBe3XwQq7e9h3lXd7h7CBcah9h/J1P7WOk4JFMqskxlq7b3nOoPB2WILFEIGgDd6Qwl9GZ0AiCRUHh41Q7EY0BDTJBIqpwCinLl08yGsxWIqJrYbdbuw8ex8LUdbjsKIGUWcaF/I127GJW+CUgN3FpGNrlliwnQccZo3DAjXGpQIiLyqnR7b8cgAHDqyQ2Y9+t1SCqgIR6r2jiEMQgRVRvTbt2z7B28uvmg24Y+vX5PUdvUbO1jpfslIP3AkV02xiFUjTgoQ2SpVNDgH923Ox0FIOlMV0skga6zxmD2lHE5BRRRyu/M2QpEVE1Mm9W9vc+dZRt3VsrkemEq299IJ0qbFPsDN7tsSQW80XsEb/SuAwAGREREOapELBK0wbNJX/beB4Pu4xKJJG68eBLOGDOiKuMQxiBEVG262ltw95XnY/W299w2dE7nBM/vxWhTM7WPK7cccvuEgcFoDawzDqFqx0EZIkslgoagmQeAXmYvAFZtOYTNBz5wH39iKOluthkWZ4cRERXG344C6VN2FSJoCX7UNin2B25NDTF8OJj0PObp9XsYDBER5ajcsYg/Dpl3dQfmTmvD8xv2Ye/RE57HNjbEMDePvodxCBFR/oLa0CmtzUVvU9OlAWsZ2eSmtEw6v1dC0MCR6TMZh1C14qAMkaUSQYN/RtzStb3u3jFNDTHcMussbD6wxX38DTPy61w4O4yIqDD+drTYbWq69ABR3qTY9Jv3LX8Xz761z719TueECpaKiKg6lTsW8WwkPZTEvF+vR1IpxMT7uKsuHI87Z59TUKrOKPRZRETVKCgGKfaksHQpyvqODSAmeiVKTPTvUcE4hKodB2WIfHLt4LJtepbtfv+MOAV4BmmaRzTih1+4CE+v34M5nRM44k9EVKMypa0p5ibFxd6ss6u9Bb/46nQ8vGpHXfVVld70lIhqUy6xSKZ2KEwbZcchInq/GAW9p+VVF47Hh4OJumnTiYjqVaYYpNgrOBmHFA9jkerHQRmiAmTb9Mzcf2JQbzz26anjcYdvlllQSpylvgtvXe0tVdOxsGMgonoQpq3LtT3MFPQUa/Z0KTfrvPmS+tlY0+7f4zHBgms766buRBQNmdpzfxt166Vno3lEY0r/YfctLSObsOCpHrcPKmRlTKUwDiGielDsOKQcMYgpE+OQ4uje3oeb7l+BwYRCY1yw8PZZ7PeqEAdliAqQbTNOe1O0hAL+8619ePGdA1h428yUgMj+vZidXr6vk89zS9nJEhGVW7p2MExbl097mC3oKTRVQff2Ptyz7J2ybyJdi+z+fSipMO/X6zGltZnHkojKJlMc4m+j7ntpC2KCwP7I7lvKuU9BoY8Nei7jECKqBdlWQRY7Dil1DGLKxDikeJas7cVAQu/2M5BQWLK2l8eyCnFQhqgA2ZZyzpw8FvGYYCip3NvCdD7F6vTyDUzyfW62QSoiomqRqR0M09bl2x6WKu++PWtaQeeELscm0rXK378nlWKfR0RllSkOCYpBwvRH5dynoJDHBmEcQkS1IFtbWKo4pJR7fzEOKT7J8jtVh1ilC0BUzcyMgr/6gymBgUNXewsWXNuJuNVClqvzCeqIS/1cExzG2ckSUZXL1A6Gaeui1h6a+ijok79PnHsaZxEXwPTvDTFxZ59X+j0movqSKQ6x2ygThlTiIlguMUUhsQsQvX6XiCgf2dpCxiEE6P1GmxpiEOg4ZO60tkoXifLAlTI+IjIBwI8AfA5AM4AtAP5MKbW8ogWjyMo2o+DmSyZhSmszlqzthUA3nuXofArZkC3f5xYz3ygRUSUVmls5au2hvz53X3l+xctU7Uz/HpX3mIjqT6Y4xG6jWkY2oe/YQNnbqlxiikI3k45av0tElI9sbSHjEAL0e7zwtui8x5QfUUplf1SdEJExANYCeAXAzwAcADAZwG6l1IZMz50+fbpas2ZN6QtJlINy7ylDlCsR6VZKTa90OSqNfUg01Vo7WGv1IWIfMoz9CEVVufaUIcoH+5Fh7EeioxbbwlqsExFQWD/ClTJe3wCwRyn1Veu2rZUqDFGhCskLWsqcokRE1aDW2sFaqw8REUVfLn0P+ykiotpsC2uxTkSF4p4yXtcBWCUii0Rkv4i8LiJ/LiLcM4mIiIiIiIiIiIiIiArCQRmvyQD+K/Q+Mp8B8FPo/WXuqmShiIiIiIiIiIiIiIio+nFQxisGYK1S6ttKqf+rlPpXAP+ENIMyInK7iKwRkTUHDhwoa0GJiKi6sQ8hIqJCsB8hIqJCsB8hIqocDsp47QHwlu+2DQAmBT1YKXW/Umq6Umr66aefXvLCERFR7WAfQkREhWA/QkREhWA/QkRUORyU8XoVwBTfbecD2F6BshARERERERERERERUQ3hoIzXPwKYKSLfFZFzReRLAP4CwL0VLhdRyXRv78O9L2xG9/a+SheFiKimsb0lIiIaxn6RiKj02NYSRVNDpQsQJUqp1SJyHYAfAvg+gB3Ov/9S0YIRlUj39j585YGVGBhKoqkhhodunYmu9pZKF4uIqOawvSUiIhrGfpGIqPTY1hJFF1fK+Cil/o9S6veUUicrpc5XSv2TUkpVulxEpbByyyEMDCWRVMDgUBIrtxyqdJGIiGoS21siIqJh7BeJiEqPbS1RdHFQhqhG5LMkdebksWhqiCEuQGNDDDMnjy1hCYmI6lex21umISAioijJtV9iHEJEVHqMQYiii+nLiGpAvktSu9pb8NCtM7FyyyHMnDyWy1iJiEqkmO0t0xAQEVGU5NMvMQ4hIio9xiBE0cVBGaIaELQkNWzn2NXewo6UiKgMitXeFtLmExERFVu+/RLjECKi0mMMQhRNTF9GVAO4/J+IqH6wzScioihhv0REVPvY1hMVF1fKENUALv8nIqofbPOJiChK2C8REdU+tvVExcVBGaIaweX/RET1g20+ERFFCfslIqLax7aeqHiYvoyIiIiIiIiIiIiIiKgMOChDRERERERERERERERUBhyUISIiIiIiIiIiIiIiKgMOyhAREREREREREREREZUBB2WIiIiIiIiIiIiIiIjKQJRSlS5DTRCRAwC2V7ocIZwG4GClC1FitV5H1q/61Xodc6lfu1Lq9FIWphqUsA+p9c+awXrWjnqoI8B6Fgv7EEeWfqRePm9h8FgM47HQeByG1eOxYD/i8PUjtfpZqNV6AbVbt1qtF1C7davVegHBdcu7H+GgTJ0RkTVKqemVLkcp1XodWb/qV+t1rPX6VZN6eS9Yz9pRD3UEWE8qL74Pw3gshvFYaDwOw3gsyKjVz0Kt1guo3brVar2A2q1brdYLKH7dmL6MiIiIiIiIiIiIiIioDDgoQ0REREREREREREREVAYclKk/91e6AGVQ63Vk/apfrdex1utXTerlvWA9a0c91BFgPam8+D4M47EYxmOh8TgM47Ego1Y/C7VaL6B261ar9QJqt261Wi+gyHXjnjJERERERERERERERERlwJUyREREREREREREREREZcBBGSIiIiIiIiIiIiIiojLgoEydEJFmEblHRLaLyHER+Z2IzKh0ufIhIpeJyBMisktElIjc4rtfRGS+iOx26vqiiHRUqLh5CVHHuSLyWxE54Nx/eWVKmp9M9RORRhH5sYi8KSIfiMgeEXlYRCZVsMg5C/Ee/q2IvO3UsU9EnhOR369QcXOWrX6+x97vPObrZSxiTSnFd0ZELndey/9zQckrlL5M2b43DwaUd2WI150tIt0i8qGIbBGRO0tWiRBC1DPofVEicm+G14zU+yki3xaR1SJy1OmrnhSRTt9j8uqvo/J+ZqtjrXw3Q76XNfHdrGYisi3N5+b/OPfn9X2rNiISF32OtdX5XG0VkR+ISIP1mLo4FkD2GLAWj0WIPjZrnUXkJBH5ZxE56LTfT4hIW1krUgQhjkXWmLJWjkW9q+XvRaa6SchzsSjWLdt75ntsYLwdxXo55cpaNxE5X0SWishhETkmImtFZKp1f+TqFuJ7dqpT5l7ne7ZRRP7S95go1qsocV3U6patXuVoPzgoUz8eAPAZAP8FwEUA/hPAMhE5s6Klys+pANYD+H8AHA+4/xsA/hrAfwMwA8B+AM+KSHPZSli4bHU8BcDvAPxVOQtVRJnqNxLANAB/5/x7LYCJAJ4RK6CuAtnew40A7oL+Pl4KYCt0HceXrYSFyVY/AICIfBH6e7i7TOWqVaX8znQAmGD9bCpSmfMR5nO1DN7yfi7TC4rI2QB+A91mfhzAfwfwzyJyfZHKnI9s9Zzg+7nGuf3REK8dlffzcgD/AuD3AXwKwBD0ecdHrMfk3F9H7P28HJnrWCvfzcuR/b0EauO7Wc1mwHv8pwFQGG43auH8OIxvQp9f/QWAC6Db2bsAfNt6TL0cCyB7DFiLx6IYseI9AK4HcBOATwIYBeApEYmXsNylUIyYslaORb2r5e9FMeKkKNatGPF2FOsFZKmbc474KvQ1kk8B6ATwPQDvWw+LYt2yvWc/AfCHAP4YwFToz+WPROSPrcdEsV6XozhxXdTqdjmKE8vlXy+lFH9q/AfACOfDda3v9m4AP6h0+Qqs2/sAbrF+FwB7AHzXV/9+AHdUurzFqKPvvtOgA+7LK13OUtTPesyFTj0vqnR5S1jHUU4dP1Pp8harfgDaAeyCPuHYBuDrlS5rLfwU6zvjnIQoAKdVuk5h6wngQQBP5fg6PwawyXfbAwBWVLqOObyfvwCwMctjov5+ngogAeAa5/e8+usov5/+OqZ5TC18N1PqWYvfzWr/AfBdAIehA8qaOz/OUO+nAPxv323/23w+6+xYZIwB6+FY+PvYMHUGMBrAAICvWI+ZCCCJKjxPT3csfPcFxpS1eizq/aeWvxeZPufWYzznYtVQt3T1QoZ4uxrqla5uAB4G8FCG50S+bmnqtR7A3/huWw7gZ9VSL6dMOcd11VA3f73SPKao7QdXytSHBgBxAB/6bj8OPUO/lpwNoBV6FhgAQCl1HMBL0KOfVJ1GOf/2VbQUJSIiTQBuB3AUwOsVLk5RODMHFkIP/G6odHnqUC7fmTXOUtznROSKUhaqSC4Vkf0i8o6I/EJExmV5/CxYfYLjtwCmi0hjaYpYPM7sohuhB2bCiOr72Qy9Qtt8JvPtr6P8fvrrGKQWvpvp6llX380oExEB8DUA/6GUOob6Oj9+BcAV4qT7E5ELoWc//sa5v56ORbYYsJ6OhRGmzl0AGn2P2QlgA2r3uKTDY1Ef6u174T8Xq8q6hYi3q7VeMegsAW+JyDNOWqnVInKD9bCqrBv0Oco1IjIRAESnr/8YgGec+6ulXvnEddVQt3xiuYLqxUGZOqCU6gewAsD3RORM0bmW/wg6GJ5Q2dIVXavz7z7f7fus+6iKOAMW/wDgSaVUb6XLU0wicrWIvA8dLP8lgKuUUv7PbrX6GwCHlFL/X6ULUm9y+M7sAfBn0Ett50Kn1HtORC4rfSnz9gyArwL4NPTy6IsBPC8iJ2V4TiuC+4QG6JmhUXcTgJOgZ3pnEvX386fQg84rnN/z7a+j/H766+hRQ9/NoHrW43czyq6CDpAfcH6vp/PjHwP4d+iLOYMAeqBXzvyLc3/dHIsQMWDdHAtLmDq3Qs+UPZjhMfWCx6I+1M33Is25WLXWLVu8Xa31Gge9YuE70Be6r4IefHpIRK52HlOtdfsL6HPoHc45ynIA31RKPeXcXy31yieuq4a65RPLFVSvatqfgQrzxwB+CaAX+gOzFrphm1bJQpWQ8v0uAbdRxDmzP/4DwBgAn69wcUrhBeiZEacBuA3AoyIySym1p7LFKoyIzAZwC3TdqIxy+c4opTZCX+w1VojIWQC+Dj2rJXKUUo9Yv64TkW4A26Fz8y7N9FTf75Lm9ii6DcCvlFIHMj0oyu+niPwEelb2pUqphO/ufPrryL2fWepYM9/NdPWs0+9mlN0GYLVSyr/6th7Oj2+AHiC8GXpA5mMAfioiW5VS/8t6XD0cCyBcDFgvx8KWT53r4biExWNRm2r6e5HHtYXI1q3AeDuy9XKYxQO/Vkr9xPn/6yIyHXqPuKeCnwYg+nX7bwA+Af352w7gMgD/U0S2KaWeyfC8yNSrBHFdJOpWzFjOPAUh6sWVMnVCKfWuUmo29IjzRKXUxdBLrLZWtmRFt9f51z8iOQ6po7YUYdZy3I8C+LRS6lCFi1R0SqkPlFKblVIrlVJfAzAI4NZKl6sIroCegblHRIZEZAg63+2PRaSmVjtFSZG+M6sAnFfUgpWQUmo39IWmTGXei+A+YQhApNsVEfkYgOkIn7rMr+Lvp4j8I/Rqn08ppbZYd+XbX0fu/cxQR3N/TXw3s9XTVuvfzShz0sZdC2+7UU/nx38P4H8qpR5RSq1TSv079Ma633bur6djkS0GrKtj4QhT573Qad/8K/Zq+bikw2NRH2r+e5HlXKwa6xYm3q7GegF6xcEQgLd8t28AMMn5f9XVTURGAPjvAL6hlHpSKfWmUupnAB6BnngFRLxeBcZ1ka1bgbFcQfXioEydcS4C7xGRFgCfAfDrSpepyEyAcZW5QUROBvBJAL+rVKEoN04u+UXQjd4VSqm9WZ5SK2LQaYqq3b9Av3cfs352A/hH6NQ2VGRF/M58DDp1UlUQkdMAnInMZV4B4ErfbVcBWKOUGixV2YrkduhNO5fl+fyKvp8i8lPo2eqfUkq97bs73/46Uu9nljrWzHczWz0DHl/r380o+xMAJ6CDfKOezo9HQq8IsSUwHPfW07FwpYkB6/FYhKlzN/REKfsxbdAbadfqcUmHx6I+1PT3IsS5WDXWLUy8XY31glJqAMBqAFN8d50PvboEqM66NTo/mc5RIluvIsR1kaxbEWK5gurF9GV1QkQ+A/1FfxvAudCzyDYC+NdKlisfInIqdB0AXadJzmzi95RSO0TkHgDfFZG3AbwD4HsA3gfwcEUKnIcQdfwI9CyBMc5jzhWRwwD2VsMARqb6QZ9MPAZgBvQGb0pEzIj7EWfDsMjLUsfDAL4B4EnoC1anQy/FbQPwaPlLm7tsn1EA+32PH4T+fG4E5awY3xkR+TcAUEp91fn9bugL/j0AmgD8EYDroPexqIgs9XwPwHwAS6C/N2dBzzbaD+Bx6zU89QRwH4A/d/qGn0MvGb8FejZMRYT4/kBERgL4CoD/oZRKWfoc9fdTRO6FTptzHYA+6zP5vlLqfaWUCtNfR/n9zFZHZ1ZV1X83Q9TzVNTId7PaiYhAr7h9xNlPBAAQ9vtWI54E8C0R2Qr9Hfo4gL8CYD5/9XQsMsaAtXosCo0VlVJHROR/Afh7EdkPvXLvJwDeRP6TJCqi0Jiylo5Fvavl70WhcVJU61ZovB3VegGh6vY/oFO7vwzgeeiVQTdCn4tGtm4hvmfLAfxI9L7C2wHMhk65+g0g0vUqOK6LYt2KEcsVXC+lFH/q4AfAlwG8Cz1zbg+AnwEYXely5VmXy6Fz8/l/HnTuF+iLA3ugN1BfDqCz0uUuch1vSXP//EqXvdD6QV/MCbpPAbil0mUvUh1HQl+o2u18J3dDz1i8pNLlLtZnNODx2wB8vdLlrtafYnxnALwI4EXr928A2AzgOHTQ8jKAz0W4niMA/BY6ABmAPpF9EDodi/0anno6t82GzqN/Anomz51Rraf1mD+BXrp/RprXiPT7meEzOd96TNb+OsrvZ7Y61sp3M0Q9a+a7We0/0BctFICLA+6r+vPjkMegGcA9zufwOIAtAH4I4OR6OxZOXTPGgLV4LFCEWBHAyQD+GfriyjHowb6J5a5LGY7FLZna91o6FvX+U8vfi0x1Q/hzscjVLdt7FvD4bfDF21GsV9i6Oe3TO9B9+ZsAbop63UJ8z1qhJ8bvcur1NnTqMomDMaRyAAAHBElEQVR4vYoV10WqbtnqVY72Q5wXICIiIiIiIiIiIiIiohLinjJERERERERERERERERlwEEZIiIiIiIiIiIiIiKiMuCgDBERERERERERERERURlwUIaIiIiIiIiIiIiIiKgMOChDRERERERERERERERUBhyUISIiIiIiIiIiIiIiKgMOyhDVANG2iogSkXMD7h8tIv8qIn0ickREHhKRsZUoKxERRQ/7ESIiypeIzHf6j6CfP6p0+YiIKNrYj1A9aqh0AYioKGYBOMv5/40AfuC7fxGAKQBuBZAE8GMAvwLwyTKVj4iIoo39CBERFeIIgM8G3L653AUhIqKqxH6E6goHZYhqw00APgCw3vm/ezFNRGYB+AyA2Uqpl5zbdgFYJSJXKqWWVaC8REQULexHiIioEENKqZWVLgQREVUt9iNUV5i+jKjKiUgcwJcAPAHglwAuFJGPWg+ZA2CfuZAGAEqp1wBsde4jIqI6xn6EiIhKTUR+JCLrROR9Eel10mC2VrpcRERUHdiPUK3hoAxR9fsUgPEAHgGwGMAg9Cxn4wIAbwc8b4NzHxER1Tf2I0REVDARafD/WHePA/BDAH8I4G4AkwE870wMICIiYj9CdYXpy4iq300ADgN4Rik1ICLPArhRRL6jlFIAWpz7/fqgOzEiIqpv7EeIiKhQY6EH9T1E5Gyl1Dal1J9at8UBrADQC+ATAF7yP4+IiOoO+xGqK1wpQ1TFROQkAF8A8LhSasC5eSH0Zs0zrYeqoKenuZ2IiOoE+xEiIiqSIwBmBPzsBgARmSMivxORIwCGoC+kAcD5FSgrERFFD/sRqitcKUNU3eYAGAPgNyIyxrntRQAnoGc+r4CeyXx6wHPHIHjmMxER1Q/2I0REVAxDSqk1QXeIyAzofcseB/AjAPuhB/VXAji5bCUkIqIoYz9CdYWDMkTVzeT8fyzgvi+LyF9C7wPwyYD7LwDwq1IVjIiIqgL7ESIiKrUvADgA4AYnLSZEpL2yRSIioirCfoRqDtOXEVUpETkVwNXQaWau8P38FfSmzVcAeBpAq4hcaj13OvQ+AE+XudhERBQR7EeIiKhMRgAYNBfSHF+pVGGIiKjqsB+hmsOVMkTV61oAIwH8VCm1yr5DRF4F8F0ANymlviYivwXwbyLydQBJAD8G8IpSalm5C01ERJHBfoSIiIqlQURmBty+E8CzAO4WkXsAPAng9wH8UTkLR0REkcd+hOoKV8oQVa+bAGzyX0gDAKXUIIBHAcx1NnG+EcByAL8E8G8AuqGXfxIRUf1iP0JERMUyGnofMv/PnyilfgPgmwCuh94TYDb0Sk0iIiKD/QjVFfGu/CIiIiIiIiIiIiIiIqJS4EoZIiIiIiIiIiIiIiKiMuCgDBERERERERERERERURlwUIaIiIiIiIiIiIiIiKgMOChDRERERERERERERERUBhyUISIiIiIiIiIiIiIiKgMOyhDVIBG5UESeE5FjIrJbRBaISLzS5SIiouogIueKyM9F5A0RSYjIi5UuExERVQ/GI0RElC/GIlQPGipdACIqLhFpAbAMwFsArgVwDoB/gB6E/V4Fi0ZERNWjA8DnAKwE0FThshARURVhPEJERAViLEI1T5RSlS4DERWRiHwbwDcAtCuljjq3fQPAfACt5jYiIqJ0RCSmlEo6/18M4DSl1OWVLRUREVUDxiNERFQIxiJUD5i+jKj2zAHwW1+w8wiAEQBmV6ZIRERUTUwQRERElAfGI0RElDfGIlQPOChDVHsuAPC2fYNSageAY859REREREREpcJ4hIiIiCgDDsoQ1Z4WAIcDbu9z7iMiIiIiIioVxiNEREREGXBQhqg2BW0WJWluJyIiIiIiKibGI0RERERpcFCGqPb0ARgTcPtoBM9YIyIiIiIiKhbGI0REREQZcFCGqPa8DV+uZhGZCOAU+HI7ExERERERFRnjESIiIqIMOChDVHueBvAZEWm2brsBwHEAyytTJCIiIiIiqhOMR4iIiIgyaKh0AYio6O4D8BcAlorIjwFMBjAfwE+UUkcrWTAiIqoOIjISwOecX88EMEpEvuj8/hul1LHKlIyIiKoA4xEiIsobYxGqB6IU99kjqjUiciGAnwGYBZ23+QEA85VSiYoWjIiIqoKInAVga5q7z1ZKbStbYYiIqOowHiEionwxFqF6wEEZIiIiIiIiIiIiIiKiMuCeMkRERERERERERERERGXAQRkiIiIiIiIiIiIiIqIy4KAMERERERERERERERFRGXBQhoiIiIiIiIiIiIiIqAw4KENERERERERERERERFQGHJQhIiIiIiIiIiIiIiIqAw7KEBERERERERERERERlQEHZYiIiIiIiIiIiIiIiMqAgzJERERERERERERERERl8P8DYE/SUw9npk8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase. \n", + "We demonstrate VI estimation below. \n", + "\n", + "We can also specify prior distributions and run inference with them. The following \n", + "example shows the implementation of the follow prior distributions: \n", + "For the A0 term of rxn 1, a normal distribution with a mean of 11 and standard deviation of 4. \n", + "For the Ea term of rxn 1, a normal distribution with a mean of 95 and standard deviation of 5. \n", + "For the Ea term of rxn 1, a normal distribution with a mean of 0.5 and standard deviation of 0.1. \n", + "For the Ea term of rxn 2, a normal distribution with a mean of 140 and standard deviation of 5. \n", + "All prior distribution specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_634cd4987b6431a52cbdbc86927856d8 NOW.\n", + "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", + "WARNING:pystan:ADVI samples may be found on the filesystem in the file `./samples.csv`\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean sd 2.5% 25% 50% 75% 97.5%\n", + "----- ------ ---- ------ ------ ------ ------ -------\n", + "A0[1] 11.29 0.51 10.31 10.94 11.28 11.62 12.3\n", + "A0[2] 16.47 0.63 15.24 16.05 16.46 16.88 17.71\n", + "Ea[1] 94.35 4.19 86.34 91.52 94.25 97.12 102.77\n", + "Ea[2] 140.09 5.13 130.13 136.66 140.03 143.48 150.27\n", + "sigma 8.42 0.87 6.82 7.81 8.37 8.98 10.24\n", + "Check Convergence of ELBO plot to ensure ELBO converged corretly. The data points should approach and stabilize at a maximumvalue, and there should be at least 10,000 iterations. If not converged, run again with a doubled eta value. Default eta value is 0.2 . It is recommended to run this twice with different random seed initializations and ensure the results are consistent.\n", + "Runtime (min): 2.5401\n" + ] + }, + { + "data": { + "image/png": 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\n", 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KVwecAjwYEeuADZKmSxJwNnDrruTBzMwGLk9Joyf9c52kk0h+4U+ocHwe3wZGAfckMYAlETEnIlZIugl4gqTa6ry05xTAuezocnsXbgQ3M6u5Sl1uWyOiB7hU0t7AZ4B/AsYAn9qVD42IP6mw7zLgshLpncARu/K5Zma2ayqVNLok3QpcD7wUEY8Db6tNtszMrBFVatP4U5KxGn8HrJZ0haTjapMtMzNrRJXGafweuAq4StL+wPuAKyS9mmQA3kU1yqNZ1Sxc1sX8RStZu34T+49t44IZhzBrWtkhQA13/f4+722HjuPnT3XTtX4TLRJbI7b/2Z7Jz8JlXXzxthWs35Q0Ye4zupWL/+LwXnktdS8A8255jE092wAYIfjAcRO5dNaR28/JXnd0a/I7dWN6/OjWEYxqbWH9xp5e1yx8zt5trbyyZev247Of0XHgviXzkz1XgvUbe7Zvv7ixp9f9F55Pnr+fwv13rd+E2NHnf5/RrZz0+vHc/ui67fc5QrAt6PWM8/79ZZ9XseLnV/h7Ktx3qbwV/z3uKuWdvknSnsDpwKeB8RHxmkHLRRV1dHREZ2fVBrdbA8r+5y58QYwt+vIp/KcuJuANr9uXZ3+/ia71m3J9XovE+487YPsXZTYfF/z4UXpKfdAgKdxH9otiIAT8yav34FfPvzzIObM89tithdOObufmpWu2B97BNkLwjb+cOuDAIWlpRHT0Sa8UNCTtTjKx4PuBE4CfATcAd2d6NTU0B43h6fMLl3P9A6vZ2kBzVu7WIiKCKv3fN9tpY9taeeTidw7onHJBo1LvqeuAE4FfAtcBH4iIPw4wr2aD7vMLl/OjJb+pdzb6eGVr4wQws6xy1V07o1LvqUXAxyJiw6B9mtkuWrisqyEDhlmzaIQJC81yKbQRmNnA7DO6ddCuNeA1ws3qZf6ilVVtVDYbjlpbtL2H1WBw0LAhI29vJqu9FkFrDb5NWkrNd21l7TO6lfnvPWpQu9xWnHsqHZNxHslKekEyJ9R3IuK/By0HZjkVus/Wwz6jW7f39y8eN7CrCt1mx2bGFWTHDEz70t28uDFfQ2a2y3CpsRo70zVXwFnTk7EXecZzQN/xBoV7zHaBLtzr7q0j2Lxl2/auw6N3a+HlV7ZWHG+QHTOyd1srL2/u2d5rbYTg+IN2dJsuHpcClBw7Uy7P5fJRbtxK8TiLUvf+0h97+nT5zj7n4mc575blbOrZ0WG1rbWFfzj9yH7H0VRjTFDZLreSTiDpNXU1sJTkno4mmRr9rIi4b9BzUwXucjt8TJp7x4DP+eD0iX36wLeMEFsz/2ML/wE7n3uBa5f8pteXaqn/nAWfX7i8z/EFxeNAWlvE/PceBZT+wqqk0pfGQK+XHcNSbGevaQM30C/4Wg8ShZ0YpyFpCXBuRCwrSp8KXBURQ2JKEQeN4eOEy+8t+WUnQal/xu1j27hvbu+1wspdo3DsYP1nHuz/5NX40qjHF5ENHTsTNJ6IiMMGuq/ROGgMH+V+cb/nmHZuXtrVb/EdYPLcO0qWDAQ8c/lJVcq52dBTLmhUarqSpH1KJO7bz3lmVTNq5I5/evuMbuUfTj+SS2cdyT+cfiTtY9sQSamhXJXS/mPbSl63XLqZ9VapIfybwN2S/hZ4OE07BvhKum+nSZpPMj3JK8DTwIcjYr2kScCTwMr00CURMSc95xh2LMJ0J/CJyDtxlg15pUoZf8y0U8ya1p6rauWCGYeULK0UGjHNrLKyJYaIWABcAnwZeDZ9fQm4NCKu2sXPvQc4IiJeD/wXMC+z7+mImJq+5mTSrwRmkywBOwWYuYt5sCFk/qKVvb7oATb1bGX+opVlziht1rT23KUSM+urYpfbiLgduH2wPzQi7s68XQK8t9LxksYDYyLi/vT9NcAsvORr0yg3RmPtTozdyFsqMbO+ypY0JO0n6WJJfyNpT0nfkfS4pFsllV2udSd8hN5f/pMlLZP0C0lvStPagTWZY9akaeXyPltSp6TO7u7uQcyq1cPCZV2UG9Pltgiz2qrUoH0dMAo4GHiQpHrqvSQlj+/3d2FJi9MgU/w6NXPMRcAW4No0aR0wMSKmkazbcZ2kMVDyO6Nse0ZELIiIjojoGDduXH9ZtQZ3yU9XlO3x5LYIs9qqVD31moj4nCQBz0XEV9P0pySd19+FI+LESvslnQOcDPx5oUE7IjYDm9PtpZKeJglaa4AJmdMnAGv7y4MNfZ9fuLzsaOgAVzOZ1ViloLEVICJC0u+K9u3SHAqSZgKfBd4SERsz6eOAFyJiq6SDSBq8fx0RL0jaIGk68ABwNvBPu5IHa0yVRiwXa3fVlFnNVQoaB0m6jaQWoLBN+n7yLn7ut0mqvu5JCjLbu9a+GfiSpC0kQWtORLyQnnMuO7rc3oUbwYeV/tZGLsVVU2a1VylonJrZ/lrRvuL3AxIRJRvSI+Jm4OYy+zqBI3blc60xFE9f8bZDx/UZ0d2fsW2trpoyq4NKizD9otw+STcCZfebFRSXIEa3jqBnW9CTLo3atX5T2Un/yhHwxVMGb30AM8uv4jiNCo4f1FzYsFRYaS+7cFKpKcUHOqz/rOkTXcowq5OdDRpmJe1M28RAfLDEegNmVjtlg4ako8vtAgZvwVkbFpK5oR7rtW7FQPS3ONDo1hGMam3h2iW/4edPdXsab7M6qVTS+HqFfU8NdkZs6CpVDTUQhenNC6vLlVppbd4tO8ZrdK3fxLxblgMep2FWa5Uawt9Wy4zY0DV/0coBBYwRgr3bWvssa5pV6GH1qRsfYUSJZV4LkxU6aJjVVqXqqQsLo8AlvS8ifpzZ9/cR8blaZNAa10AG4hWUW1O6+LrZ6cvLrQu+M5MVmtmuqTT31JmZ7XlF+zwteZMrfLHnCRgjBFecMZUrzpjK6N1G8qkbH+GEy+9l4bKukseXmga9FE9WaFZ7ldo0VGa71HtrMpf8dEXuwXgtI0Tncy/0GsDXtX4Tn7rxETqfe6FPb6g8JQgvnGRWH5VKGlFmu9R7ayILl3WVnUSwlJ6twfUPrO4TZAK4dslv+pQ4ypUgWiQvnGRWZyq3YqqkrcDLJKWKNqAwsaCA3SNiSHS77ejoiM7OznpnY1g54fJ7B9SO0Z8WiW0R2xvFgZJLsjpQmNWOpKUR0VGcXmm515aIGBMRe0XEyHS78H5IBAyrjp1pgG5R+RrNrREESZXVBT95FMBLspo1KI8ItwHbf2xbxZJG8UC9wjiMPHNM9WwNLvnpCpZ94Z0OEmYNqFKbhllJF8w4hLbWlpL72lpbOGv6xD6lhI4D92X31nz/3AbSXmJmteWShg1YoQRQGKNRPIK71EC9pI1il9buMrMGUJegIenLJOt1bAOeBz4UEWvTffOAj5IswvTxiFiUph/DjkWY7gQ+EeVa8a3qZk1rz119lHfcRUFbzhKJmdVevUoa8yPi7wAkfRz4AjBH0mEkgwoPB/YHFks6OCK2AlcCs4ElJEFjJl69r6aKZ7DNM7obBt5wvnnLNqZ96e6K04yYWX3U5SddRLyUebsHO9pNTwVuiIjNEfEMsAo4VtJ4YExE3J+WLq4BZtU0002uMClhdsrzFzf2cMFPHi07srtgoCO3t0Vy7UKPqnm3LO/3M8ysNupWDyDpMkmrgbNIShoA7cDqzGFr0rT2dLs43Wqk3KSEPVuD+YtW9klfuKyLEy6/l8lz7+DlzVt26bMLkxOaWf1VLWhIWizp8RKvUwEi4qKIOAC4Fji/cFqJS0WF9HKfPVtSp6TO7u7uXb0Vo3IVU/G+7LxUAazf1LPL/9A8OaFZY6ham0ZEnJjz0OuAO4CLSUoQB2T2TQDWpukTSqSX++wFwAJIRoTnz7WVU2lsRnH1U6mG723A2LZW9hg1cqdGk3tyQrPGUJfqKUlTMm9PYceiTrcBZ0oaJWkyMAV4MCLWARskTZck4Gzg1ppmusldMOMQWkeUHtX9tkPH9XpfrlTwh0093Df37Xxw+sSynzO2rZXWlt6f48kJzRpHvXpPXS7pEJIfoM8BcwAiYoWkm4AngC3AeWnPKYBz2dHl9i7cc6qmCr2XSi3pevPSLjoO3Hf7MeVKJYXSQmFW2+sfWM3WCFok3n/cAdvTC+t0rF2/yb2nzBpM2QkLhwtPWDi4yk1W2D62jfvmvh3ou4gSeMJBs6Gm3ISFHhFuA1KuPSKbnh0x7tKC2fDioGED0lJive6CyXPv6BUgHCTMhh/P12ADUi5gAB6MZ9YEHDRsQNpzdH31YDyz4ctBwwak0rToWWvXb+o1KvyEy+916cNsGHCbhvWruAvse45p5+dPdbN2/SZGlGnj2LuttVcPqkK1FVC2rcNdbc0an0saVlHxlCBd6zdx89IuLphxCM9cfhJf/8uj+pQ82lpbkOgzKrxStVWpz3HbiFnjcdCwikpNCZL98p81rb3ket7ry6y+V260eH+fY2aNwdVTVlG5L/m1ReMyiquRCqv6FSs3h1SezzGz+nNJwyoq9yXf3wSCpRrMK80htbOfY2a15aBhFQ30y7+gXLVVuYbtnf0cM6stV09ZRbsyJchARoV76hGzocETFpqZWR/lJix09ZSZmeXmoGFmZrk5aJiZWW51aQiX9GXgVJKV+54HPhQRayVNAp4ECiO6lkTEnPScY9ixct+dwCdiuDfINBBP8WFmUL+SxvyIeH1ETAVuB76Q2fd0RExNX3My6VcCs0nWDZ8CzKxddpubp/gws4K6BI2IeCnzdg+SpRjKkjQeGBMR96eli2uAWVXMoqUWLuviMzc96ik+zAyoY5uGpMskrQbOondJY7KkZZJ+IelNaVo7sCZzzJo0rdy1Z0vqlNTZ3d096HlvFoUSRrmFlzzFh1nzqVrQkLRY0uMlXqcCRMRFEXEAcC1wfnraOmBiREwDPg1cJ2kMoBIfUbZ0EhELIqIjIjrGjRs3uDfWREpNIpjlKT7Mmk/VGsIj4sSch14H3AFcHBGbgc3p+UslPQ0cTFKymJA5ZwKwdhCzayVUKkl4ig+z5lSX6ilJUzJvTwGeStPHSWpJtw8iafD+dUSsAzZImi5JwNnArTXOdtMpV5JokSrOI2Vmw1e95p66XNIhJF1unwMKvaTeDHxJ0hZgKzAnIl5I953Lji63d6Uvq5KFy7p4efOWPultrS0OGGZNrC5BIyLeUyb9ZuDmMvs6gSOqmS9LFBrAi9sz9tithctOc8Awa2YeEW59lGsA3/hK+UZxM2sODhrWR7kG8ACPzTBrcg4a1kelrrQem2HW3Bw0rI8LZhxScmAMeGyGWbNz0LA+Zk1r56zpE/sEDo/NMDMHDSvp0llH8s0zpuZe49vMmoPXCLeyBrLGt5k1B5c0zMwsNwcNMzPLzUHDzMxyc9AwM7PcHDTMzCw3Bw0zM8vNQcPMzHJz0DAzs9zqGjQk/a2kkLRfJm2epFWSVkqakUk/RtLydN+30hX8zMyshuoWNCQdALwD+E0m7TDgTOBwYCbwncLyr8CVwGySJWCnpPvNzKyG6lnS+CZwIckyDQWnAjdExOaIeAZYBRwraTwwJiLuj4gArgFm1TzHZmZNri5BQ9IpQFdEPFq0qx1YnXm/Jk1rT7eL08tdf7akTkmd3d3dg5RrMzOr2oSFkhYDry2x6yLgc8A7S51WIi0qpJcUEQuABQAdHR1ljzMzs4GpWtCIiBNLpUs6EpgMPJq2ZU8AHpZ0LEkJ4oDM4ROAtWn6hBLpZmZWQzWvnoqI5RHx6oiYFBGTSALC0RHxW+A24ExJoyRNJmnwfjAi1gEbJE1Pe02dDdxa67ybmTW7hlpPIyJWSLoJeALYApwXEVvT3ecCVwNtwF3py8zMaqjuQSMtbWTfXwZcVuK4TuCIGmXLzMxK8IhwMzPLre4lDWscC5d1MX/RStau38T+Y9u4YMYhXu7VzHpx0DAgCRjzblnOpp6kCalr/Sbm3bIcwIHDzLZz9ZQBMH/Ryu0Bo2BTz1bmL1pZpxyZWSNy0DAA1q7fNKB0M2tODhoGwP5j2waUbmbNyUHDALhgxiG0tbb0SmtrbeGCGYfUKUdm1ojcEG7AjsZu954ys0ocNGy7WdPaHSTMrCJXT5mZWW4OGmZmlpuDhpmZ5eagYWZmuTlomJlZbg4aZmaWm6c8bAMAAAXzSURBVIOGmZnl5qBhZma5OWiYmVluioh656GqJHUDz+3EqfsBvxvk7Axlfh69+Xns4GfR23B5HgdGxLjixGEfNHaWpM6I6Kh3PhqFn0dvfh47+Fn0Ntyfh6unzMwsNwcNMzPLzUGjvAX1zkCD8fPozc9jBz+L3ob183CbhpmZ5eaShpmZ5eagYWZmuTlolCBppqSVklZJmlvv/AwWST+U9LykxzNp+0q6R9Kv0j/3yeyblz6DlZJmZNKPkbQ83fctSUrTR0m6MU1/QNKkWt7fQEg6QNLPJT0paYWkT6Tpzfo8dpf0oKRH0+dxSZrelM8DQFKLpGWSbk/fN+2z6CUi/Mq8gBbgaeAgYDfgUeCweudrkO7tzcDRwOOZtK8Cc9PtucBX0u3D0nsfBUxOn0lLuu9B4HhAwF3Au9L0/wt8N90+E7ix3vdc4VmMB45Ot/cC/iu952Z9HgL2TLdbgQeA6c36PNI8fhq4Drg9fd+0z6LXc6l3Bhrtlf4FL8q8nwfMq3e+BvH+JhUFjZXA+HR7PLCy1H0Di9JnMx54KpP+fuCq7DHp9kiSUbGq9z3nfC63Au/w8wiA0cDDwHHN+jyACcC/A2/PBI2mfBbFL1dP9dUOrM68X5OmDVeviYh1AOmfr07Tyz2H9nS7OL3XORGxBfgD8Kqq5XyQpFUD00h+XTft80irYx4BngfuiYhmfh5XABcC2zJpzfosenHQ6Esl0pqxX3K551Dp+Qy5ZydpT+Bm4JMR8VKlQ0ukDavnERFbI2Iqya/sYyUdUeHwYfs8JJ0MPB8RS/OeUiJtWDyLUhw0+loDHJB5PwFYW6e81MJ/SxoPkP75fJpe7jmsSbeL03udI2kksDfwQtVyvosktZIEjGsj4pY0uWmfR0FErAf+A5hJcz6PE4BTJD0L3AC8XdKPaM5n0YeDRl8PAVMkTZa0G0kj1W11zlM13Qack26fQ1K3X0g/M+3lMRmYAjyYFss3SJqe9gQ5u+icwrXeC9wbaaVto0nz/gPgyYj4RmZXsz6PcZLGptttwInAUzTh84iIeRExISImkfz/vzciPkgTPouS6t2o0ogv4N0kvWmeBi6qd34G8b6uB9YBPSS/dD5KUo/678Cv0j/3zRx/UfoMVpL2+kjTO4DH033fZsfMArsDPwZWkfQaOaje91zhWbyRpDrgMeCR9PXuJn4erweWpc/jceALaXpTPo/MvbyVHQ3hTf0sCi9PI2JmZrm5esrMzHJz0DAzs9wcNMzMLDcHDTMzy81Bw8zMcnPQMKtA0v+kf06S9IFBvvbnit7/52Be36waHDTM8pkEDChoSGrp55BeQSMi3jDAPJnVnIOGWT6XA2+S9IikT6WT+82X9JCkxyR9DEDSW5Ws03EdsDxNWyhpabpOxew07XKgLb3etWlaoVSj9NqPp2sxnJG59n9I+omkpyRdm1mf4XJJT6R5+VrNn441jZH1zoDZEDEX+NuIOBkg/fL/Q0T8maRRwH2S7k6PPRY4IiKeSd9/JCJeSKfneEjSzRExV9L5kUwQWOx0YCpwFLBfes4v033TgMNJ5jC6DzhB0hPAacChERGF6UDMqsElDbOd807g7HQq8QdIppiYku57MBMwAD4u6VFgCckkdVOo7I3A9ZHMOvvfwC+AP8tce01EbCOZ+mQS8BLwR+D7kk4HNu7y3ZmV4aBhtnME/E1ETE1fkyOiUNJ4eftB0ltJJv87PiKOIpnfafcc1y5nc2Z7KzAykvUYjiWZsXcW8LMB3YnZADhomOWzgWRZ2IJFwLnp9OpIOljSHiXO2xt4MSI2SjqUZAnVgp7C+UV+CZyRtpuMI1mm98FyGUvXBNk7Iu4EPklStWVWFW7TMMvnMWBLWs10NfCPJFVDD6eN0d0kv/KL/QyYI+kxkhlQl2T2LQAek/RwRJyVSf83kuVCHyWZiffCiPhtGnRK2Qu4VdLuJKWUT+3cLZr1z7PcmplZbq6eMjOz3Bw0zMwsNwcNMzPLzUHDzMxyc9AwM7PcHDTMzCw3Bw0zM8vtfwExE8B2gyyRyAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run VI estimation with standard priors\n", + "v1, v2 = cstr.VI(filename=file, pH=True,\n", + " priors = ['A0[1] ~ normal(11,4)',\n", + " 'Ea[1] ~ normal(95,5)',\n", + " 'A0[2] ~ normal(17,4)',\n", + " 'Ea[2] ~ normal(140,5)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots. We also use this as a demonstration of how the application of a prior can alter the form of a distribution. We show in the published article that the MCMC and VI estimates produce nearly identical distributions when estimating using the same inputs, so the differences the distributions in the below graph can be attributed to the effect of the prior using in the VI estimation." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Process datasets\n", + "data1 = m2['Ea'][:,0]\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = v2[2]\n", + "datalabel2 = 'VI With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([50,125])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook Examples/Examples of rxn_ord.ipynb b/Examples/Jupyter Notebook Examples/Examples of rxn_ord.ipynb new file mode 100644 index 0000000..ad1afb2 --- /dev/null +++ b/Examples/Jupyter Notebook Examples/Examples of rxn_ord.ipynb @@ -0,0 +1,432 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examples of rxn_ord Usage\n", + "\n", + "There are 3 types of estimation that can be performed in the rxn_ord module: maximum a \n", + "posteriori (MAP), Markov chain Monte Carlo (MCMC), and variational inference (VI). \n", + "Below, we demonstrate all of these types on the same dataset. Please view the referenced \n", + "Excel input file to see how the data should be input. Note, this input file has copied \n", + "the dataset repeated 2 times to enable a converged VI estimation. The user should not \n", + "repeatedly enter their data; this was done for demonstration purposes only and represents \n", + "2 replicate studies." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import arviz\n", + "import seaborn as sns\n", + "import matplotlib.patches as mpatches\n", + "from ckbit import rxn_ord\n", + "from scipy.stats.kde import gaussian_kde" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_445505d4ed0c5c060571c34232190737 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- ----------\n", + "intercept -3.96\n", + "rxn_ord 0.39\n", + "sigma 0\n", + "Runtime (min): 1.6107\n" + ] + } + ], + "source": [ + "#Import data\n", + "file = './RO_data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map1 = rxn_ord.MAP(filename=file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n", + "Inference for Stan model: anon_model_445505d4ed0c5c060571c34232190737.\n", + "2 chains, each with iter=1000; warmup=500; thin=1; \n", + "post-warmup draws per chain=500, total post-warmup draws=1000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "intercept -3.96 2.3e-4 4.4e-3 -3.97 -3.97 -3.96 -3.96 -3.96 376 1.01\n", + "rxn_ord 0.39 1.2e-4 2.3e-3 0.39 0.39 0.39 0.39 0.39 368 1.01\n", + "sigma 3.7e-3 3.6e-5 5.5e-4 2.8e-3 3.3e-3 3.7e-3 4.0e-3 5.0e-3 231 1.0\n", + "lp__ 117.56 0.08 1.22 114.4 116.96 117.88 118.46 118.96 249 1.0\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:30:41 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n", + "Runtime (min): 0.0415\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = rxn_ord.MCMC(filename=file,control={'adapt_delta':0.99999999, 'max_treedepth':100}, iters=1000, chains=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase, so we \n", + "recommend using it for exploration and not finalized results." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", + "WARNING:pystan:ADVI samples may be found on the filesystem in the file `./samples.csv`\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean sd 2.5% 25% 50% 75% 97.5%\n", + "--------- ------ ---- ------ ----- ----- ----- -------\n", + "intercept -3.96 0 -3.97 -3.97 -3.96 -3.96 -3.96\n", + "rxn_ord 0.39 0 0.38 0.39 0.39 0.39 0.39\n", + "sigma 0 0 0 0 0 0 0.01\n", + "Check Convergence of ELBO plot to ensure ELBO converged corretly. The data points should approach and stabilize at a maximumvalue, and there should be at least 10,000 iterations. If not converged, run again with a doubled eta value. Default eta value is 0.2 . It is recommended to run this twice with different random seed initializations and ensure the results are consistent.\n", + "Runtime (min): 0.3643\n" + ] + }, + { + "data": { + "image/png": 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Z7owfLxBbw+dqWrvDVgHX93FfQ0fA4MUTwcWWj1mk3Hd7vAMydMZSj8uDN7eb947a1dnn7m+w0I+nx6v6e2aDvbdVb3R3X2zWR7PzJygcmQnDzf8wx2MZh4oBGo14oyk4AwCHQ3Dv5ScgOy0Jd/6tKqyTUokofrSFOJzIWFnZ39g56G/DS5tq+ocDGnX2uvszKJqJpwQCHb3ukJMlbapuHRSwdPS6Aw5PC9RCL7aqs6EzVurf2Vlvaz5Rj8uXmOBQU1f/PgZbL83tjeCcPYvH4+ku5Ta5Zx5uHvq0gde3HkV9Ww/e3lGP9/c0os/txQsba+DxKhz0SzQS7MrpGkaynXhrQImFpo7Af6uOdfZFtIHCDpfHa6vexgCNRrTRFpzpkp0O/OGqRTjQ1Imfvro91sUhogCC9XRbVdr0OS9D5V8R9XjVgNZ5fY7ZgabOAYkU6tp6+odcAqHPs4mkw8e6cCjEOUVtAebOHWjs7A9AX9tSO6wKcjjXbWvrdqGmxXfcX9tinRr/9a1HsbWmbUAWTT3Oc3m8Q+4lWlVVbRroKaVsDa9XSlmmqR+q3XXteGlT+BY9Nl5HR5rNr6nOXjd2HDVf5814ZD/a14SuPjdauvrw6hZfoNzS1Yeqw/aSdqw7cGzIS+m4LSr8Qzn1R5q74mKx56FSSsHl8Vr21L6/uwG7Y5hobX9jJ17ZXItNNoZjM0CjEcvlGZ3BmS47LRkPr1yKVVU1ePyjA7EuDhFZsJpL1uceXIE2q+T3ub1o7XLho71NYU0Q1L8gtF+IaGce1fba6C1O7PUqW1kp/R1q8g2BtAqcRAQbj7Rg45EWrN56FL1ub39QFE+CJVjpdnlM9/GVzbVDOm46s2F4ta09tpNWvLvLN1+pPoR5QIF6/xo6ei17PzxeZVkp1w+N/1yx3XXBj83+xs7+IbS6gzYzeJqV1GoYbk1LN4749eIZg9HWbpflsMjXth7FmjCtebb+YDM+OdSMpo7eQcfT7GvU4/IMeW7qUHm8alBZjOd2zb4mvL71eKPGv/b6EjDp+2OnB63Jb5ipx6tsNXYE26ZFGwJsJ9kKAzQakTxehX9/ZiMaO3pHZXCmK8tLx8Mrl+IXr+8Mmu2NiOLLq1tqsctGJXHjkRa8u6se9e09ONjUhc0Wra/7GjsGrIMUDj0uz6AKKoCgrewujxctXX3987yUUlhVVT2kbI6Hm7v6h2Da6aXSh/1tONyM93c32BqSaCfrZSiClbO6pduyZyaczHvBhv5+ZpXbQHOmet0efLSvqb8XU6nAQ3dbu4c2nHbTkZYBlfLmzr4BAUZ7jwuv2E0qEoTdIb+7hrk+m/FYv7uzHu/uNE/Q4fGa91YGugbr2noGBCH+236wpxGfHAw+lHhrTSs+3t+EHpcH+0xS9Qe61Dp63SHPSexze/HSphp4tItYH9ZpbIjo7B34nvpIBLvJXOrbe/DBnsb+z9M/8xNtaHXV4RZb5Tb7G6kPnbbzHWSARiOO16vw7ec3Y299Bx4dxcGZbu64XPzuyoW4429VtrOYEVH06XOFjA42dZoGBwcMgVZvCKmb/Vt+gwlW0eiyGJ4ZrH7xyuZavLerYdA8KrdFKnyzCoseWOnDxFZvPWr5el1LV1//sL9gzOqvvW4PelyeARksh+tYZ9+gXsmt1a3YebQ9pAqqVZn8K9fBzs3rW49iVVV10Hkwem+A2+MNOty22qJn13+628YjLXhnRz0ONnVim+k5Gto4UeMwYqUU/rm7YUCAYUwIo/or9/YZh77qjQzBhsOGOod0KPR96fN4BwWOgYKANfua8K+9TQGHq1pdHusOHBs0JPRAU2d/w9FLm2ps1UXe2l6Hj0x663vdHqyqqrYok56EZeDj+u8KwXucgzFes+/srO9v/NYXED/Y1Gmr1/ATk7myoQw5ZoBGI4pSCj96aRvWH2rGEzckZir9oThzZgm+ed5MXP/oOssbJRHFznu7GlDX3oMNhwfetK16bjYaApuhzosyVtyt5gMZex2C6XV5Q84ca2c4UZ/bO2AO1eptvjJ19A4sc7fLEzQ9uZ7O33hc9ePQ3uMa0KNklj1xT32H6TGxE0gZh765PF6s1wKE93c3oK6tZ0DZzc77cFIXWPUS6i32Zr0+VvcKvadBP3e76zv6h4mZVToBoMvivOjnUt83fZ24bTVtQecCVbd0Dwgi9Qpyn9s7YIhtS1cfGkwaJoJdeqFk8Xxj2/ERKnbXA/Qf2mzn8+ykjzcmmbDTEGF0tLVnQKOJZwjdqTUt3YN66j2G7JX6XNeXNtUE7Wlv63YNCsb0oaetXa5B8y9Xbxs4UuiNbXVoaO/t/47b+Z7q35VVVdUDGsLM9Lg8ppkhNx7x9aIFC0QbO3oH/D3R5z02d/UFzdbJAI1GlF+t3oW3d9TjyS+fiMIEWoQ6HK4+aSIuWTgO1z+yLiotd0RkX4sh/bhVK+r6g82m1WyHodJmlqnt5U3mQ7eMH6PPBxqOA02d/RXucKZLN1vUuK6tx0aSlNB6W97eUT9gKLje2xisVw6wDkw2Hm6BUgrv7KwPOoTqTe2zzSp1h491mRzTweVaVVWN6pbukI+/2dxFq7q5PhRQH36rbxcswKhv7xnQsGCHVQ9Od5+vF/O9XQ34155GvLCxpv/41rX12FoIO1hWw0hms/T3r72NpmsXNnX0YvOR49dDsB4Wt8eLVzbX9h/nUNdz213fbjkM2v8asdMTpX939EXijevfGRtn3tlRP2A/rQK3Q01d2KsNlaw8eAy9bs+AIF0/PsbeZGOAZkdLdx/W7ve9vsnk+rP6Hnf0ugf0+q4/2NxfViv60hJKqUGNJB9qwyitMECjEeO+d/bguU+O4Mkvn4gxOWmxLk5cuuu8mZhcnImv/eWTIS2eSUSRo8+T2FnX3l9BMDrS3BW0F8U/aNlT3zGgommsqNhJ0w4cHzbUYrKGlVVSAyt2h/AYJ8mbvWTNvibT5Cr6wrPba9ts9yxaJp7QjlWoPZT7Go9Xyhrae3GkuTtgpkij+vYe00qdVQBoNgyx8sCxAa3yta3H5xN5TVK7h8J4/vzXjtOzE+r8PydQghWr+9E/dzeYZyDUvgltPS40dPQOa80yO71SVoJVwO1YVVWNhvbeAb3Ex9+/c8D19EGQSvtBLbBp6ujDqqpq272ubT0uvLCxZkCQ4FXKECTIoKAp2HINAAYtBK0Hzj1+w7LbelyobfUFgEopy+td38b4+S9uqhk0pNC/x9SsB9n4XgNe295r+pzb48Wqqur+spldc8Ze31DWq1uz7xjet5lcR8cAjUaERz/cj0c+3I+/fPlElBdkxLo4ccvhEPzmCwvQ2efGd/6xZVg3NSIKL71ytPNou2XlwawiG6h+6d8qa8wE16itCVQXJIue/pr3djUMqpQFa+U16upz44WNNaat+i2GAKahvRdv7/D16L22pXZICTp21bUP2nerirh1dr/h58Xv7HNbVjbN2Omt0/W6vaZzdPwppforrG/tGNhTerCpE69tCZwcY3ttm+lQr2Al9U8hf6zTusK67oD1MdphkkzjjW3WSa/s3tZaLIb12j0D0bh7Wv0dsKL3vurD7gI1xIr4go4+txfv7Kgfdn3AOLQz2PBRq963xo7j333/7VdVVQ8K+HSBgsWW7j7T3lL/15jPGzv+Ov+hjC9stLekw3u7Gvr/5lktATKUpUoYoFHce6byMH771m48ccOJmFKcFevixL20ZCcevGYJPtrXhPve2RPr4hDRMNlpyTajxyvB0uYbK1N2ssFaJZfQK9XGgEivcOk9TG9urxuwP71ub8iVVCtKqf59tqroGTWb9BgGsq+hw9YCs4HYebUxoAqllR4w7w20WuZBt6uuvX8uk7EO7/J4seFQs+lcMbOAzmxOn84/ODBWhvUhd/XtPbaGqvnP47Ri1vsbyvk7GqbrMhL0wxQoo2RHrxsvb64d1PNpps/tDRh0+QeCZr3twXS7PPhwT6Pp37NgDRd6FlczDe29ONAYfOmDbQGWBulxeQI2CgTS0tXXP3w5nBigUVx7c1sdfvzSNjxy3TLMKs2JdXFGjMKsVDxy3VI8/OEB/L3ycKyLQ0QJZHuQ9PDBhmlVN0e+4muntyDUYeCbq1tDDur82SlXsIBqKMzm8xnni+nDZP33z6pHINS5ZoG4vV68urkWH+0Nz1pegby4qQZbq62vX+M1EYnzEC5miSuGo769B90u8wC7tTv4EgXD7Yu2s3TBhgA91cGGYlvNn9Qz5MbjuWaARnFr4+EW3Pm3KvzvFxdiQXlerIsz4kwpzsKD1y7Bj17chncs1k8hGm1E5McisklEqkRktYiUWWx3u4hsEZGtInKH33O3ichO7bmfR6fk8cN/Qd1QNQUYCjdcdrJGJopQejHMKvT+lVqXxxs0uI6UcAccRoKBc5YCDTczS+Qx0oSSndLIqgd0qO8XCjvDhK0aC+xYZ7FERUNHL2paui3XmIslBmgUlw41deGGx9bh7s/OwhkzSmJdnBFr0YR8/M+VC/D1v27AxsPha/EkGsF+oZSap5RaAOAlAN/z30BE5gK4EcAyAPMBXCgi07TnzgSwAsA8pdQcAL+MWslDFM5Mi5F436EMkwom1CGBoaoPmlkysHBOC34vzMHEcBZybraY7xWqSFyzzV19poutmxnqcOJ4cuhYeBert+r1XW1IVHNgGIlpwiFYb3igvwtWwVusMUCjuNPc2YeVj67FF5dNwJXLJsS6OCPe2bPG4O7PzsL1j66zTK9LNFoopYzjmzJhPi1oFoA1SqkupZQbwHsALtWeuxnAvUqpXu394q/pdYQId4ARDXbSuwcSSkKRkSRc8wjDwc78w0DsrnMWr5o6wtfw0drlshz+N5TkPmQfAzSKKz0uD256ohILxufh3z89PdbFSRhXLpuAa0+pwDUPf2xjbSGixCYiPxGRwwCugkkPGoAtAE4TkUIRyQBwAYBy7bnpAJaLyMci8p6ILI1OqYfGP5sal9+gRKcvZzFU8TjcLRTDnSdptOFwc8I2KsQ7BmgUN7xehf/4+0akJDlw7+XzhrV2CQ1221lTsXxaMa57dG1CDOMgsiIib2rzx/z/rQAApdTdSqlyAE8CuNX/9Uqp7QB+BuANAK8B2AhA/9IkAcgHcBKAbwB4Rkz+WInITSJSKSKV7e2Bk2pE0t569pqTtUgNg6XYCec0zJHemziSMUCjuHHvazuwp64D939pMVKSeGmGm4jgxyvmojQ3HTf/ZX1UJv4SxYJS6hyl1FyTf6v8Nv0rgMst3uMhpdQipdRpAI4B2K09dQTA88pnLQAvgCKT1z+glFqilFqSnR27DLRmKdKJdG9tH9m9RTQYe8kTA2vBFBce+9cBrKqqxiPXLUVOWnKsi5OwnA7B/35xIbr6PPiv5zYNe00fopFGT/ahuRjADovtSrT/JwC4DMBT2lP/B+As7bnpAFIAxCb1HdEw6en1iSi+MECjmFu99Sh+tXonHlm5DGV56bEuTsJLS3bioWuXYEt1K+55ZbutdXmIEsi92nDHTQDOBXA7AIhImYi8YtjuORHZBuBFALcopfSJGA8DmCwiWwA8DeBaxS8RERGFUVKsC0Cj24ZDzfiPZzbivqsWYXYZF6KOlryMFDx+wzJ87v6PUJiVipvPmBLrIhFFhVLKakhjDXzJQPTfl1ts1wfgS5EpHREREXvQKIYONnXiy49V4rsXzcZp04tjXZxRpzQ3HY/fsAx/fn8f/rbuUKyLQ0RERERggEYxcqyzDysfWYcvnTQRVywpD/4CiogpxVl4ZOVS/PfL2/G6YdFJIiIiIooNBmgUdT0uD258vBKLJ+bjjnOmBX8BRdT88jzcf9Vi/OczG7FmX1Osi0NEREQ0qjFAo6jyeBXu/FsVMlKc+OllJ3Ctszhx6rQi/PTyE3DT45XYUt0a6+IQERERjVoM0Ciq7nllO/Y3duIPVy1CspOXXzy5cF4ZvnHeTKx8ZB0ONHJxWyIiIqJYYA2ZoubhD/bjlc21ePS6ZcjmWmdx6eqTJuJLJ03A1Q9/jPq2nlgXh4iIiGjUYYBGUfHallr8z5u78Mh1SzE2Ny3WxaEAbj97Gs6cUYJrHl6L1m5XrItDRERENKowQKOIW5x58cEAACAASURBVH+wGd/4+ybc/6XFmDmWa53FOxHBDy6ag6klWbjxsUr0uDyxLhIRERHRqMEAjSJqf2Mnbny8Ej+4eA4+NbUo1sUhmxwOwa+vWIDUZAdu/esncHu8sS4SERER0ajAAI0ipqmjFysfWYuVp1Tg8sXjY10cClFKkgN//NJiNHT04a7nN0MpFesiERERESU8BmgUEd19HtzwWCVOmlSI286aGuvi0BBlpibhkZVLseFQM+59dUesi0NERESU8BigUdh5vAq3P70BOenJ+O9L53KtsxGuIDMFj99wIl7YWIM/vbc31sUhIiIiSmgM0CislFL40YtbcaS5m2udJZBxeel4/Ppl+ON7e/H3ysOxLg4RERFRwmLtmcLqD+/uxZvb6/HIdUuRlZoU6+JQGE0bk42HVi7Fj17chje31cW6OEREREQJiQEahc0zlYfx0Af78fgNyzAmh2udJaJFE/Lxv/+2EHf+rQrrDx6LdXGIiIiIEg4DNAqLt7bX4ccvbsND1y7BlOKsWBeHIuiMGSX44Yo5uOGxSuyua491cYiIiIgSCgM0Grb1B5txx9NV+N2/LcTCCfmxLg5FwWWLxuNrZ0zBNQ+vRU1Ld6yLQ0QUMRyuT0TRxgCNhmVPfTu+/Ng6/ODiOThzRkmsi0NRdNNpU3DhvFJc+/BatHT1xbo4RERERAmBARoN2ZHmLlzz0Fp85fQpXIh6lPrW+bMwd1wubnisEt19nlgXh4go7BxcKoaIoowBGg1JXVsPrnrwY1y0oAxfOW1yrItDMeJwCH7+uXnITE3CbU99ArfHG+siERGFF+MzIooyBmgUsqaOXlz14Mc4Y3ox7jpvJheiHuWSnQ7cf9UiNLT34tv/2AylVKyLREQUNrzDEVG0MUCjkLR2uXD1Q2uxaEIevn/RHAZnBADITE3CwyuXovJAM365emesi0NkSUR+LCKbRKRKRFaLSJnFdreLyBYR2Soidxge/5v22ioROSAiVdErPcUC73NEFG0M0Mi2jl43rn1kLaaWZOGnl82Dw8GbFh1XmJWKx65fhr9XHsGjH+6PdXGIrPxCKTVPKbUAwEsAvue/gYjMBXAjgGUA5gO4UESmAYBS6gtKqQXa658D8Hz0ik5GM8ZmR+Vzxuenh/X9UpyselH8G+qSSWV54f2+jFb8K0G2dPd5cP2j61CSnYpfXTEfTgZnZKK8IAOPXb8Mv3lzN55dfyTWxSEaRCnVZvg1E4DZmNxZANYopbqUUm4A7wG41LiB+LpVrgDwVKTKSoHNHJuDi+ebdoCGVW56cljfb6R2yJ0wLjfWRYi6MTlpw36PtGRnGEoSfTlp4b3ujc6fWxqx904UDNAoqM5eN657dC3Sk534339biGS2/lEAs0pz8Oh1S/GjF7diVVV1rItDNIiI/EREDgO4CiY9aAC2ADhNRApFJAPABQDK/bZZDqBOKbU7sqUdPYbSYp8oww9HQq9auAPV0WKkZgFVpm1X9gS7nlOSQrveU5NGZpA7HPH/F4Fiqq3HhWseXous1CQ8cM3iUfklodAtnJCPh1YuxXf+bwte2Vwb6+LQKCMib2rzx/z/rQAApdTdSqlyAE8CuNX/9Uqp7QB+BuANAK8B2AjA7bfZFxGg90xEbhKRShGpbG9vs9osJJOKMnHOrDFhea9Iy89ICfk1sR6ZEe6hjKGYG6R3akF5XpRKkhiGcv1Fin/irNLc+BwCuKSiYMDv3mHk+xpuTOp//soLQj9mOXHaoJCZYm/hewZoZKm1y4WrH/wYY3JS8YerGJxRaJZWFOCBq5fgv57dhNVbj8a6ODSKKKXOUUrNNfm3ym/TvwK43OI9HlJKLVJKnQbgGID+njIRSQJwGYC/BSjDA0qpJUqpJdnZOcPfKQB56SnITLV3c4+11BBbyAEgOy0JF80rG9T6Hq3hUNPHBJ7TFq45b3aHvOlB2Yyx2ZhYmNn/+FCObSzkxTBIKi/ICGn7mWND+46Ozz/+/p89IbTr0yx4Cce1Fep7pPtdh+P85o55h5GROcNmEGIlKUqNNZOKMoNvFGZ2G6JGxrecou5YZx+++Oc1qCjKxO+uXBhydzQRAJw8pRD3f2kx/uOZjXhnR32si0MEPdmH5mIAOyy2K9H+nwBfMGbsLTsHwA6l1IidaGmsPGenhT/omxYk2PF38fwyjM/PgMMhgwZWhXr/0StAoQYy2RZzbpxajXpGiPtkJic9GSdPKez/3b9SbMY/eJhTZn8uWLSGgBZnpw567BTDfpoxTpcId6+SneVejJ+ZkRJaA/Ss0uPXQpJfg0Kw75NZBd1/GGR5QYZpg8GnZw/sQTcGWaH2GhZm+c6ZVXmNh9Bur4/O/7ILdZin/zGN1Oo9sQjQ7GKtmwZpaO/FlQ98hDllOfj1FQsGfVGIQnHqtCL87t8W4utPbcC7OxmkUczdqw133ATgXAC3A4CIlInIK4btnhORbQBeBHCLUqrZ8NyViEJyEKt5HKdOLRr2e/u3ng/1cStpyaHdN4yBxHCHOuqVufPC1POWn5mC06cXBw127Myhm12aM2A0ymST14Tam2Nm+bRinD+3FJHqiPAPBvRA01iRt5qvru//skkFKMkefhIOwF4AcPr04gG/JzuPvybJKVixYFzA1580eXDAaezZ1InfynklfolG7AT6DhHTnjb/nql0Q2A51IQmKU7z73agIDdQb12WSS//uBCHDxdnp+Jkk+MdiH9Aa+fSj1ZOhZljczCnLBeTi7JsD71kzZsGONTUhSv+9BGWVhTgZ5fPi/mcAEoMZ84owW+/uAC3/XUDXuWcNIohpdTl2nDHeUqpi5RS1drjNUqpCwzbLVdKzVZKzVdKveX3HiuVUn+Mdtl1hVmpQSuToXA6glcFgt0LTpkyMGj0r6QWZg7uYbGSbajgLZ6YDwA4O8Zz7+wM1zOrmPrzr0TrR8l4fPXAwap+bKc3oSAzJWjPo1VQY9WjYtZDM3983oD3Omd28PO0fFrgBoZZpaEHqBf5ZfP0D6adDhl0Do09pnaO6ZictEEp5M2OoLE3zumQQfMHM1OTBgWLodS0zM6bccilGf3vRbCGFuNcyDG55gHf9DHZAxoR/AOOsWHIfCkAsgzXobE3/FMWDVSBrptQG5jCLSc9CVNLsnDC+FwsLM+zlSGTARr121Ldisvu/xcuml+G/75kLtc5o7A6a+YY/Omaxfjmc5uYgp9GLb2iEM4Ay8yiCfm2tz1xUsGAYXdmAg1By0hJ6h/iZjWs8FSLSrnZfCxjXTlJCx79gx+7PS+hHAd/SysKcOKkwcclKzVp0Ly4KcVZKMgaHMDkZaQE7dk4dWoRSrXKcGluesCeuomFmchMDU9l0+pjzprpC7KcDhkQOJrVCfRgYbhzI616az57Qumw5zOFItj3cqI2t82qweIzc8YOSLYxuci8V9V/Tn9RVuqA70JFYYZl0GjWEKA3ZJgx9sRbDePVGfcqJy3Z1vesOMt+44td/t8ZYxBY5Pd5GSlJgxKc+IvQCMl+wXrXjefS4RAkOYPXrxmgEQDgn7sa8MU/r8Gdn56Gf//09IRJXUzx5ZQpRXjs+mX475e3cTFrGjWMw/2WTyvGmTNL+n/XK7jhbuENNqfGWCFOS3aaVsSMGSPzM5NNy3jy5ML+3oDi7FRMKPAN+RIZ+pAr4+3HqnPPKqAM53Esy0vHWL9ehFmlOThhfO6g3qlxeemmvSCnTy/uT1ixbNLxSqSxklmYldp/zzXuu1Wlcig9qMunFQffyI9/L+iA5/yeys9INh0CCFgnRTFWWlMN2xjfOsnpGDAUcagC7UtI7yP6/EbzfUpLdsLpEBRk+oL1ycUDh0DqPXD+KezzM1PwmTlj+3839vaFOv/LrkKtjMbj69/TbfY9s1M99A+iQpGW7ER6ihNpARLTVRiGln569pigczmDDYEd6mixoa7DaOd6ZIBGeGbdYdzy5Cf45efn46oTJ8a6OJTgFk3Ix1M3noT73t2Ln722A97h5PIlGgHSkp3988ZSkxwDhrfoAUWSU3Du7LGmr9cFqmMsm1QQUir2UBvhBGI6jColydEfrJwypQjTxxzvMdDT1usV9JOnFA7KeGfWS7BoQj5OnVqEU6cWhdw67zRJMuJvfH56SIk2jKaPyTYNZo2H01jRNjL2Qs4b7/v8QCNVJhRkYGmAnoFQho2Ge0DMrNIcnDS5sD/QEBHTgFxEsMSvd8es98Bu1r5ZpTn4zJyxtgLOQIFNoO+Kce5TXobvuzpvvPn2Vl+j5dOKsWLBuAHBqdMh/efTqoJu1js23MWyzco4oSCjvxFn0cR8nKU1GuVmJGO2xVBBu9lH01OcmFWaM+RRAnqwFajHNitAIhaz3kSzAM743Qr2tzfYMhhjTJLkANZLd5TkBP/uMkAbxdweL3744lb8YvVOPH7DMsubClG4zSrNwfM3n4LVW4/izmeq0Ov2xLpIRBGVZGOeV3qKE+fPLcVpFpVP/4qtsQJUmpuOiYWZQTO5nTGjBIsn5vdXPO1SUKaJP9JtZL/Te+JKstNsJZ1KS3aiMCt1QM+SbkxO2qBhi8aJ/naSReSmp9iaLxYq/bPtVGSz05JxxowS08Wfy/PTsbA8H06HDJrzZFRoMqTS6RCcNzfy9/JkpwNjctJQmJVqeiz1/bp4fll/tkAAuGhemWnvkx6oF2amDmoIWFpR0D/H0ekQpCU7+3uo/Bmz8hnnw+mXhR5omSX30JXkpPVX6GeMycZF88rCku3PeG3q35spxVkD5ldOLRk8JDI9xfw7Y7fxwtgIYhYcJzsdA4Y+WvUOzrcIUo38g1JjELRoQr7l30HjMNZAwZC+K1OKs/DZE0ptB4Eig7+Xxu9WsD8bxmGixuOj/33y/zsYLIPsZBvXEwO0Uaq1y4XrHl2HygPNeOHWT2HhMMbpEw1FeUEGnr/5U6ht7cG1D69Fa7cr1kUiirmUJAfyM1NMKx6hpCK3GrKTnuwMmlDA2MNnHOI0qShzUHID/8qcWe9VOJNN5WUkD1rjSu99OX16seUwu0hzOGRA8gc7SxeYBWeAb1jfhELzc5QZJCB2iNhes9ROWnb/CvUE7djrwXpWapJpAhf/oaH95fO7FvSKcVmeb/tx+emDhrVmph6f4xgomUdBZorldyTUK3BBeR7OnT0WIhKW+fjlBRmmwVdKkiNoY0G6RU/gKVOLML88b0CPkf/30+iM6SUDgiyr+ZETCjNMG+ytzqnOLIupMQgqL8iwHK5aYXG9nzHD17OnN8IkG86F3QzjmSlJg8qmB1BmgVmwLLknTR7Yq33q1CLMKs3BuLz0/u+9iGBKcZblHEQ7IxgYoI1CW2taseK+D5CXkYJnvnJy3K5qT4kvNyMZT9ywDMXZabjsDx9iX0NHrItEFBHOIPNohrPOj1mvkVUyAH1IWp5JcDB/fB4WTMjDGTOOV/JKstMgIshJS4aI9LdCW1Uq9bLEIgNwXkYK0lOcA+bXhTqd+pxZYzC5KMu0Mh2IHtSaZXu0Wi7BTKDinj+31LRcKxaMw0XzfHNhgl1HDpH+ym6wNOYKCqdPLx4wlHLhhHysWDAuYBB44bwy22vGlRdkoEjrLR2KU6YU4QJt2OzyacWm67EBwHLTwEWZ/OST5HSY9g7npicP6LkKlnRDt2hC/qA08MsmFQy7Zy4nLXlAg4t+/ZllCczNSB4wdzIlyRHyvMHFE/P7gw7/4CPYMMChyE1PxmfmjEVBZgrOmlmC02eEPpdybG7aoDmj/pkgjd8b47VotXj98mnF/cMXC7NSkex0YElFAU4Y5wuA55TlYO64XORrPb3+DTZ2/iwxQBtFlFJ44qMD+MKf1uDqkyvwuysX2BqeQhRJqUlO/O7KBbhkwThc+od/ca00SkgZyU4UZ6WGHDDYYaxMWdXP9cqUPvelJCdt0DCviqJM0/lVF88vs52lz+kQXDy/LOD6QkNJox4pek+lXoHKTE3CCeNzhzxHzUxxdmpYphCkJDkGtLz7Z4ZbWJ6PJRXmo2HMKtx2eobSU5whZ410OsRWD4GCwri89AGVZaVUSAk9khwSdC0rETFtULCT6txfSpIDp2jlvXCYQx9Lc9MHlb0wK7U/Y6FlsB3DHG7j8zP6g51w1B+NvbhWw5P1azc7Ldl2Rs/stKSASyKYXTNmn68/5D80tCAzBYsnDp4fWpSVgkUT8gcEzSsWjLMdyBtFL3cpxVRrtwvfen4TNle34skvn4j5IUwmJ4o0EcFtZ0/DjLHZuO2pDbjtrKm4cflkZhOlhOFwSH/FLpoWluejz+PFlOJMlBekD2hJnjEmGwUmPT769y7YOlpW9Ndb9bJNH5ON7bVtIfUshSI3PRldfb55rXpld2lFAWpaulHd0g0AKMlO7U/NvXxaccgLa4fKboKF4TAbFukLdtSAz19Qnodul/15v9PHZNteXDccUpIcKMpKRWNHb0Q/pyQnDSeMy8Xm6tYhvT4SvcRZqUk4c0ZJwG1y0pLQNkKnBCQ5BTAUXR+erOAbdhjKdRmIvlTE9to2269Jdjos58OX5qbjzJkleGdH4AZkERk0BNt8u+DlYYA2Cry9ow7ffn4LFk/Mx0u3Lbcc904Ua+fOGYtnCzNx0xOVqDrcgnsvnzekVk6ikSbUpB1GVmtIAb5sYXrl3H/4XXqK03KuU7DJ93aGZOZlmM+lGyqHiGnmQv+iLJ9WDK9WwJy05P4ylOWlo7qq2vdeDulPBGGVcMIOp0Mss96FanJRFsZZZH0Lp0CJR8xkpg6ewxNpBZkpYQnQZpXmDEjYMBqa/MbnZ6A4KxUbDjcDwJCHj+pEBPmZ4bkPnzy5CH1ub1jeK9rCWRex0/jMAC2BtXa58KOXtuGdnfX40Yo5+OwJpeyRoLg3Y2w2XrztVPzXs5tw4e8+wB+uWhSRse1E8UBvhV9Ybp2oKdnpsExDXl6QYTqfLFDQNlJdZHPNIadD4IxCVfzsWWOQmuQIOsTOrhPGx+7vXGluOmpbuwf8HmwtveGYU5Yb0jIBx9m7rnO0IatWc4j8OeO4bhRqR52eNEQP0JZaDHu168ITSgP2+ISSETU9xWk5NHLxxPz+nu9YiPYlYJZcx4gBWgJSSuH/qqpxzys7sGxSAd6487Rht6AQRVNOWjL+cNUiPPavA7jygTX4z3On45qTK8KSTYsoXpw+vRjpKU60dLlMr+0pJVlo73H1Tzw3459yPlqBWXF2KvpaRmZLeLhEIlV/pJldHSXZaRiTkzogQDMuqh0OiycOTLEeLAlLYVYKUDe0zwrUa2s1gihYhkI7IjXaw3d+0lDX1jOk1w+3Yd7qvltRmIH0FCfG5aVbrvdll1K+nr5w5GC1m8XU36emRrd3L9jfj5H314UC2lLdih+8sBX17b346aUnDFgHhGgkERGs/NQkLJyQjzv/VoU3t9fjZ5+bZ7rgJNFIpA85HJNjXqGw2/pvJtKjJWaX5cTNXOaS7FTUt0d2vlKiyPJL+KE3EqQ4Hag63BKxzw22tIO/kuy0sA6P1fkvYVGSk4bClqEFPmbvHU56xlWnQ3DipAK0dbvD+v7DleR09N+P7aa8j7Tz5o4dcoCWlZoEaH0ZJ04qhFcptPUMnus31Lm5oWKAliBqW7vxu7d248WNtfjq6ZPx5eWTozIpmSjS5pfn4eWvL8fPX9+B8//nn/jOhbPx+cXjOVyXKICRMMQxNdmXmnq4rdZcx9Oe8+aOHZQh0TgvcVxeen8SlXgV7ss6KzUJp04bfvKeCQUZlmt5hYOIIHcY81RHi1CDM6uMoXqPatvRgQHaxfPLolb3YIA2wh3r7MP97+7Bkx8fwoXzSrH6ztNCngBMFO/SU5z4/kVzcO7ssfjGsxuxqqoaP7x4bshrFRHR8Ohz4YY7Z+fTs8fA6bC/qDINpmzMx5o+Jgud2ryekXCs479ZwVwkGgmmlmSNiiRZxdmpYRliGkygwMrOdynYe4QbA7QRqr69B498eAB/+egglk8vwgu3nsrKKiW8k6cU4o07T8d97+zBit9/gKtPrsBtZ021vUYT0WihVyTCXZ9IcjrCMvTM7npGI5XVmk7RNm0Yw2RHgkQeKZSa5LSVst2KQ8QyuVC8yM9Miei6iEkO35IN1s+LL9GPw3zYYiyTxyT2X8gEdKCxE39+fx+e/6Qa58weg6e/clJYF9QkinfpKU7852dm4LJF4/D9F7birF+9i1vPmoYvLCmP2thwoniltwM7HYIzZ5aMiF6TRHTS5EL0hGlNJzIXiTlqI0GSRTDh79NxnoMgGsMFPzuvNODzDofgvLnW20wpzopZkj0GaCOA16vw3q4GPP7RAazZdwyXLByHV29fjophrGBPNNJNLs7C49cvw7u7GvCr1TvxwD/34vazp+OSBWVxM2GZKJZGw/CoeJWW7Ix4784ImGYYdllprLbOLstBRWHw+p/V9begPA/F2bHP7D0S5pE7HDKsdRKHg1d6HKtt7cbzn1TjmcrD8CqFL504Eb++YkHYMwURjVQigjNnlOCM6cV4fWsdfv3GTvzmjV245uSJ+MLS8kEL8xIluuzUJLR1D848RoknPzMFaIh1KaLnonllXGoFvnURczOG3gg50UZwl4hG2pXDAC3OtPW48Nb2Ojz/STXW7j+Gs2aW4PsXzcbp00v6FzQlooFEBOfNHYtzZ4/B+3sa8eiH+/Hbt3bj4vlluGzReCyZmM8bO40KiybkY974+Eh/T5E1Li8d40bRMD/+DR+5eOZCxwAtDjR29OLtHfV4dXMtPtzbhDllObh04Tj87sqF7C0jCoHDITh9ejFOn16MfQ0deGrtIdz21CdwiuDC+WU4f+5YzBufx8YOSlgOhyCF1zcRxZFROBp32BigxUCPy4Oqwy14f3cD3tvVgJ1H27FoQj7OnzsW91x2AkpzmSafaLgmF2fh7s/Oxl3nz8La/cfwwsYa3PTEerg8Xpw6tQinTS/G0ooCVBRmjIix8EQUHqlMJkQ06kwpyUJDey9qW+N7rT8dA7QI83gVDjZ1YnttO6oON6PyYDO2VLeiNDcdp04rwq1nTsMpUws5mZsoQpwOwclTCnHylELco+Zix9F2vLerAS9U1eCHL2xFSpIDC8rzMG98HqaPyca0MVmoKMxkRsgEJSI/BrACgBdAPYCVSqkak+1uB3AjfKNz/qyU+h/t8QUA/gggDYAbwNeUUmujVHwapnNnj0V6CjNbxqOctOSAKdFp5IqHJtBJRZkoz0/Hy5sZoI0qfW4vqlu6cbCpEweburDjaBu21bZj19F2JDkEM0uzccK4PNy4fDKWTMxHSU7kF+UjooFEBLNKczCrNAdfPX0KPF6F3fXt2HCoBZurW/HRvibsrmtHe48bFUWZmFqchfKCdIzLS8f4/AyMy0/HuPx0NqiMbL9QSn0XAETk6wC+B+Crxg1EZC58wdkyAH0AXhORl5VSuwH8HMAPlVKvisgF2u9nRLH8NAwMzqyNyUlDU2dfzD7/zJklMftsiqx4GeKor08YL+sUBsIAzYYelwcN7b2ob+9BXVsv6tt6UN/ei7q2Xhxt68bBpi7UtHQjMyUJEwozUFGYieljsnHmjBLMKs3B+Px0DqEiikNOh2Dm2BzMHJuDLxoeb+zoxe66Duxp6MCR5i5UHmzGqo01qG7uRn17L9KTnSjKTkFhZiqKslJR3P9zCgqzfI/lZyYjN933Lz3Zyb8BcUIp1Wb4NRPmdYdZANYopboAQETeA3ApfMGYAqCvrJoLYFDvG9FIVF6QMayFkYninW/ds7EjYoRMwgVoHq+Cy+OF26vgcnvh8nrR6/Ki2+VBZ68b3X0edPV50OXyoLvPjc5eD7pdHrT3uNHa3YeWLhdau139/7d2u9DR60ZmihMlOWkozk7FmJw0lGSnYvqYLJw2vQgTCjIwsTAT+RnJrIQRJYAiLcg6eUrhoOd63b4Gm6aOPjR2+P5v0P7/5FALGjt60djR2/83pNftRbJTkJuejJz040Gb/7+ctGRkpiYhI8WJjBQnMlOTkJ7iRGZKEjJSnchIdnJ9tzARkZ8AuAZAK4AzTTbZAuAnIlIIoBvABQAqtefuAPC6iPwSgAPAKZEvMRHRyBVPNePUpJHRix7VAK2j142VD6+FAuBVCl4FQPvfqxSU4X+FgY8rk+1cHgW316sFYgpuj9f3nsYddAhSkxxIT0lCZqoT6clOrQJ0vCKUnpKE7LQkjM/PwNxxychLT0FuejLyMnwVp/zMFGSlJlwsS0RDkJrkxPj8DIzPt9fS3OPyoE1r7GnpdqHV0Pij/6tu7kZbjwudvb7Go65et68hqc+Nzj4P+txeAECyU5DkcCDJKUh2OpDk0P53Sv/PDhGIAHpbkWi3RhHDTVJ8j648pQKXLEy8NN0i8iaAsSZP3a2UWqWUuhvA3SLyLQC3Avi+cSOl1HYR+RmANwB0ANgI33wzALgZwJ1KqedE5AoADwE4x6QMNwG4CQAmTJgQnh0jIqJRQVQIS9EvWbJEVVZWBt/Qgsvjxds76uEQgUOrQIiIr0IB9D8O0X+23k7Et1hfslZR0Ssp+mNJDt//7NEiopHO7fGiy+VBT5+nvzFKb6ByewyjBjxeeL2+Bi4A0P+8+9rCVP/P+qC+KcVZmFA4/CFNIrJeKbVk2G8UZSIyEcDLSqm5Qba7B8ARpdQfRKQVQJ5SSonvBtOqlMoJ9Prh3juJiEaq+vYe5KYnj5ieq2gKdO+MardQstOBz8wxa9QkIiIrSU4HcpwOJicJAxGZpiX7AICLAeyw2K5EKVUvIhMAXAbgZO2pGgCnA3gXwFkAdpu9noiIgJJsJsUbCo7bIyKi0eReEZkBX5r9g9AyOIpIGYAHlVIXaNs9p81BcwG4RSnVrD1+I4DfikgSgB5owxiJiIjChQEaERGNGkqpyy0er4EvGYj++3KL7T4AsDgypSMiIvJloCIiIiIiIqI4EFKSEBFpvKZolAAAIABJREFUgG9ISCQUAWiM0HvHg0TfP4D7mCi4jyNftPdvolKqOIqfN6KISDuAnbEuxwiU6N/TSOKxGxoet6HhcRsay3tnSAFaJIlI5UjMAmZXou8fwH1MFNzHkS/R92+k4fkYGh63oeOxGxoet6HhcQs/DnEkIiIiIiKKEwzQiIiIiIiI4kQ8BWgPxLoAEZbo+wdwHxMF93HkS/T9G2l4PoaGx23oeOyGhsdtaHjcwixu5qARERERERGNdvHUg0ZERERERDSqRTRAE5Efi8gmEakSkdUiUmax3e0iskVEtorIHYbHF4jIGu31lSKyzPDct0Rkj4jsFJHPRHI/AgnDPv5Ne22ViBwQkSrt8QoR6TY898do7ZNJ2SOyj9pzCXEetedu0/Zjq4j8XHssLs5jpPZPezwhzqGI/EBEqg3n6gLt8bg4h1pZIrKP2nNxcR4TjYicpx3TPSJyV6zLE0siUi4i74jIdu3avF17vEBE3hCR3dr/+YbXmF6XIrJYRDZrz/1ORCQW+xRNIuIUkQ0i8pL2O4+bDSKSJyLPisgO7do7mccuOBG5U/uebhGRp0QkjcctipRSEfsHIMfw89cB/NFkm7kAtgDIAJAE4E0A07TnVgM4X/v5AgDvaj/PBrARQCqASQD2AnBGcl8itY9+2/0KwPe0nysAbInFPkVxHxPmPAI4U/s9Vfu9JJ7OYwT3L5HO4Q8A/KfJa+LiHEZ4H+PmPCbSPwBO7VhOBpCiHePZsS5XDI9HKYBF2s/ZAHZp197PAdylPX4XgJ9pP1telwDWAjgZgAB4FVpdIZH/Afh3AH8F8JL2O4+bveP2GIAvaz+nAMjjsQt6zMYB2A8gXfv9GQAredyi9y+iPWhKqTbDr5kAzCa8zQKwRinVpZRyA3gPwKX6WwDI0X7OBVCj/bwCwNNKqV6l1H4AewAsQwyEYR8BAFqLwhUAnopUWYcqgvuYSOfxZgD3KqV6tferj2R5QxXB/Uukcxj3IriPcXMeE8wyAHuUUvuUUn0AnobvWI9KSqlapdQn2s/tALbDVxFcAV8lGtr/l2g/m16XIlIKX2PFR8pXA3zc8JqEJCLjAXwWwIOGh3ncghCRHACnAXgIAJRSfUqpFvDY2ZEEIF1EkuBr8KsBj1vURHwOmoj8REQOA7gKwPdMNtkC4DQRKRSRDPh6ysq15+4A8Avt9b8E8C3t8XEADhve44j2WEwMcx91ywHUKaV2Gx6bpA1neE9Elkek8DZFaB8T6TxOB7BcRD7WztdSw+vi4jxGaP8S6RwCwK3iG0L4sHHoBuLkHAIR28e4Oo8JhMfVgohUAFgI4GMAY5RStYAviANQom1mdfzGaT/7P57I/gfANwF4DY/xuAU3GUADgEe0v+EPikgmeOwCUkpVw1fvPgSgFkCrUmo1eNyiZtgBmoi8qY1P9f+3AgCUUncrpcoBPAngVv/XK6W2A/gZgDcAvAZfF6lbe/pmAHdqr78TWgsIfN2kg95quPtiJcL7qPsiBvae1QKYoJRaCG1Yg9YSFBEx2sdEOo9JAPIBnATgGwCe0XoMo3YeY7R/iXQO7wcwBcAC+M7br7THE+m7aLWPUT2PowiPqwkRyQLwHIA7/HqFB21q8pgK8HhCEpELAdQrpdbbfYnJY6PuuGmSACwCcL/2N7wTvqF5VnjsAGiNdyvgG65YBiBTRL4U6CUmj4264xZOScN9A6XUOTY3/SuAlwF83+Q9HoIWfInIPTgebV8L4Hbt57/jeNf+EQxsER6P48Mfwy7C+wjxdR9fBmCxYfteAPpwsvUishe+XozKoe1FYLHYRyTWeTwC4HmtC3+tiHgBFCmlGhCl8xiL/UMCnUOlVJ2+jYj8GcBL2uMJ81202kdE+TyOIjyufkQkGb7g7Eml1PPaw3UiUqqUqhXfkCh9CLXV8Tui/ez/eKL6FICLxZfUJw1Ajoj8BTxudhwBcEQp9bH2+7PwBWg8doGdA2C/VoeBiDwP4BTwuEVNpLM4TjP8ejGAHRbblWj/T4CvEq/3stQAOF37+SwA+tC4FwBcKSKpIjIJwDT4JiFGXRj2EfB9EXYopYwBTbGIOLWfJ8O3j/vCW3p7IrWPSKzz+H/wXaMQkenwTURujJfzGKn9QwKdQ+1mo7sUvqGCCfVdtNpHxNF5TDDrAEwTkUkikgLgSviO9aik9bo/BGC7UurXhqdegK9BFtr/qwyPD7outaFV7SJykvae1xhek3CUUt9SSo1XSlXAdw29rZT6EnjcglJKHQVwWERmaA+dDWAbeOyCOQTgJBHJ0Pb3bPjmjPK4RYuKbBaY5+CrAGwC8CKAcdrjZQBeMWz3PnxfmI0AzjY8fiqA9drjHwNYbHjubviyxOxEDDPCDHcfteceBfBVv8cuB7BV2/4TABcl2j4m0nmEL2D5i/YenwA4K57OY6T2L8HO4RMANmuvfwFAaTydw0juYzydx0T7B98cwF3asb071uWJ8bE4Fb7hTZsAVGn/LgBQCOAt+Bph3wJQYHiN6XUJYIn2XdgL4PcAJNb7F6VjeAaOZ3HkcbN3zBbAN+JhE3yNjfk8draO2w/hawTcot07UnncovdPtINHREREREREMRbxLI5ERERERERkDwM0IiIiIiKiOMEAjYiIiIiIKE4wQCMiIiIiIooTDNCIiIiIiIjiBAM0IiIiIiKiOMEAjYiIiIiIKE4wQCMiIiIiIooTDNCIiIiIiIjiBAM0IiIiIiKiOMEAjYiIiIiIKE4wQCOKMREpEhEV63IQERGNFLx3UiJjgEZERERERBQnGKDRqCMiKaPxs4mIiIaK906i6GGARqOCiCgRuUVEDgJ4VkT+IiK/154TEXlfRL6u/f6uiHxHRDaISIuI/FlEJMj7F4jIMyLSJCK7ROQKw3PvisgPRKQKQK322E0iUiMiRwB8IWI7TkRENES8dxLFRlKsC0AURWcAmAPADSADwGYR+TuABdrzvzds+3kAFwBwAagEcC6A1wO8930AugCMAzAPwOsislkptV17/gsAzgdwVEROAHAvgLMA7AHw1LD3jIiIKDLOAO+dRFHFAI1Gk3uUUh3azz0i8jUAjwHIAnCKUspr2PZPSqlqABCRN6HdOMzeVEScAC4HMFEp1QNgrXbz+jyAH2mbPaCUOqBtfzmAp5VSVdrvPwFwYfh2k4iIKGx47ySKMg5xpNHkiN/vrwJIA/C+UmqX33P1hp+7AGQGeN9iAKKUqjU8dhBAqcVnj/X7/XCgQhMREcUQ751EUcYAjUYT/3S83wOwEcCJInLaMN63AQBExHhTmQBtzLzJZx8FMN7we/kwPpuIiCiSeO8kijIGaDQqicgiADcBWAngFgAPiUj6UN5LKeUB8DyA/xaRNBFZAuAKAM9avOQfAL4gIvNFJAvAXUP5XCIiomjivZMoOhig0agjIskAHgHwTaVUrVLqHwDWA7hnGG97C4BcADXwTVz+mlJqm9mGSqmNAL4D4DUAOwC8MYzPJSIiijjeO4miR5TiIuxERERERETxgD1oREREREREcYIBGpFNIvJ7Eekw+XdJrMtGREQUj3jvJAodhzgSERERERHFCfagERERERERxYmkUDYuKipSFRUVESoKERGNROvXr29UShXHuhzxivdOIiLyF+jeGVKAVlFRgcrKyvCUioiIEoKIHIx1GcyIyHkAfgvACeBBpdS9FtstBbAGwBeUUs8Geq2IFAD4G4AKAAcAXKGUag5UDt47iYjIX6B7J4c4EhFRwhERJ4D7AJwPYDaAL4rIbIvtfgbgdZuvvQvAW0qpaQDeAhfLJSKiMAupB40oUXm8CjUt3Tjc3IWOHjdcHoXUJAdyM5IxNicN4/LS4XBIrItJRPYtA7BHKbUPAETkaQArAPgvgnsb/p+9+w5zs7oSP/49kqb36rFn3G1csQ1uYFroLcSQhIVkCT2EJCSEhGxIsiW7yf7SNpuEXRJCwEBIgAUCoYbeq21w790eT/OMp3dJ9/eHpLGkUR9ppJk5n+eZZ6RXeqWrq1fSPe+991z4K7A0wn1XAp9y3+9B4E3gewl5BUopNcK19/STnW7Dqm2oqGiApsasA02dPLexlnd3NbLuUDMWEaqKssjPTCPNaqHP4aS5q4/alh5sFmF+ZQELJhaweFIRp80sIyvdmuyXoJQKrhI45HW9GljufQcRqQQuA87CN0ALte84Y0wtgDGmVkTK41xupZQaNV7f3sD0slzmVxYkuygjigZoakwxxvDGjgb+8NZeNla3cs7ccfzD0ip+8fkFVBVlITL4DI/TaThwtIsNh1rYUN3Cr1/dxa2PrudTs8q4YH4F584dR3a6fpSUSjGBTtf6ryvzG+B7xhiH32c/kn1DP7nITcBNAJMmTYpmV6WUGlX6Hc5kF2HE0ValGjM+PtDMT57fSkNbLzeeNpVV1y4lJyP8R8BiEaaW5jC1NIdLT6gEXL1vL26uY9V7+/mXv23miqUTufrkKUwszk70y1BKRaYamOh1vQqo8bvPEuBRd3BWClwkIvYw+9aLyHh379l4oCHQkxtj7gHuAViyZIkuOJoiOnvtZKdbA56MU0qpVKFJQtSo19lr51/+tplr71/NhfMreP32M7julKkRBWfBTC7J4StnTOfpr5/Cw18+iZaufs779dvc9Ke1bKlpjWPplVIxWgPMFJGpIpIOXAk8430HY8xUY8wUY8wU4Anga8aYv4XZ9xngGvfla4CnE/9SVLy8uq2e6ubuZBdDBfD3TbW0dPUluxhqFDPGsP5QC8ak/jkzDdDUqLalppWL7nyHg0e7ePm207np9Olk2OI7d2x+ZQG/vHwh737vTGZX5HHFHz7kG4+sY19jZ1yfRykVOWOMHbgFV3bGbcBjxpgtInKziNwcy77um38GnCsiu4Bz3dfVCNKnw61SUp/DSVOnBmgqcRxOw4GmTnrtqf8doEMc1aj15CfV/OvTW/j2ucdx3SlTEj6kpSQ3g2+fN4urV0zhd2/s4eI73+HyxVXcfv4s8jLTEvrcSqnBjDEvAC/4bbs7yH2vDbeve3sTcHb8SqlUaujuc3C0q4/KwqxkF0WpuOvuc9DVZ092MSKmPWhq1DHGcNcbu/nJ89t44LqlXH/q1GGdb1Cam8G/XjKXl287ncMtPZz732/z8pa6YXt+pZRSKlpbalpZu/9osouhVEJ8uLeJd3c3JrsYEdMeNDWqOJ2G/3huK69srefxm09mellu0spSVZTNH69ezIub6/jnv23myU8O85+XzackNyNpZVJKKaXUyGaM0UQ3UXI4U3/emTftQVOjRp/dya3/t54P9jTx16+uSGpw5iEiXHj8eF759hnkZdq48Lfv8P6ekXMGRyml1NgwspqvY9eeIx08s8E/Ia0KZ6Qd3xqgqVHB7nBy66PrqGnp5rGbT6aiIDPZRfJRkJXGLy9fyA8vnsNXHvqY/35lJ3adqK6UUqNSQ1sPO+vbE/ocxhj6RkCyg3jxf61Prz9MT78jSaUZHoGyDWqmy/jqtafmMaQBmhrxHE7D7Y9voKalmweuW0pBVuom5Fi5qJJnbjmV17fX86X7VtOsGauUUmrU2VLTxrbatoQ+x/6mLv6+uTahz5FK/r65lkNHu3y2dfelZuM6Hg4d7UpIT5nd4RwRaeaHg93h5MXNdSm5kLYGaGpEM8bww6c2sb2unQevXzYisiVOLc3hr19dwfjCTC793XvsbkjsWVal1Nixu6GDd3YdSXYx1DDo7B05GeniZbT3mHlr6+lPyOM+v6mW3Q0dCXnsYALNlzvQ1Elrd2Jeo4f3vLNAQanDvS0V41UN0NSIZYwrIcia/Uf5843LKcxOT3aRIpZhs/KryxfyhWWT+NzvP+CtndqgUkoN3aHmLo6OsZ75zl67jkYYJcKlvUjBdvSI1JECwf36Qy1sOdzK0+sP09Dek5DneG5jDftH6Jq0GqCpEeuet/fy8pZ6/nLjSZSOwMyIIsLNZ0znl59fwC0Pf8Ijqw8mu0hKKTXivLe7kbe11zCsPUc6Bg0RHGucTpOwYEDFrrkzcT1poYJRT89ZKibE1ABNjUjPbKjh92/t4YHrlqZcQpBonTevgodvPIn/emkHd72xW8eGK6Vi5mlnOJ2Gp9cfTtlkRK9urefjA/FZc0u/MSOz+XAr6w61BL19LPz0HGru4oM9TckuxrDY19iZ0N6jrj47nxxsTtjjp4KjnX28tq0+Kc+tAZoacT7c28QPntzEH65azMxxeckuTlwcX1XAYzefzMMfHeQnz2/DOcLW61BKpRanu7Vtj/N3id3h5On1h4f8HdXZZ6ehrZfWrn7t0XDbWN0S9+Gpe450sKm6NejtO+raaezoxeE01LUN3/vw9PrDCRtmt2b/0aDJQxIVhDqdJqEnV3vtjoizN766tZ5ttW1srG5hQ3XwgDxS/Q5nwM97TUsPh4520d7TH/IY89bT70jY3DpwHVetXdE/vn8HWltP/8B3U7KGg2qApkaUXfXtfOWhj/npZ49n+bSSZBcnrqaX5fLEV0/m7Z1H+O4TG0fcoopKqcTYVN3KlprIGkCJ5gn47E4Tl++oD/Y2DblHY6ijk46096bEnJx9jZ3sa4xv8obtte3s9XpM/7raXtfGjrp29jV2Dvvoja6+0HUe60mAmpbuqILN9jgEDM9urOHDvfHpEfZ3tLOPFzfXRTxXvbPPTl1r/ILtFzbVsvZA8J6yA01dPsdYKB/sbeKN7Q3xKlpA7b2B389QR5OI0NLVN1Bvb2xv4M2dDUldxkIDNDVi1Lf1cO39a/j6mdO5ZOGEZBcnIcYXZPHYV05mR30btz++QYM0pUa5rj47B5p8hyE5nYba1u6B63sbOyLOuubJlhYoa1o8baxu4bmNo2Ox3Pf3NPLR3tiDxNGxHldq/dZUN3fxbIKPr9buft7c0cDr2xuoj0PvYaJ6glNhna62OGVb7E+xdfu8z0l8uPcoH+3z/R7Yl8AhoodbukPergGaGhE6eu1cd/8azplTzpdPm5bs4iRUUU46f75hObsa2vn2Y+tTdg6JUmrodtS1s95vXtDhlm5W7ztKU0evT6AWDU+j7qUtddQEaQg4nSbmdaRaYhhGFA9Opwn7ndhrdwQMmBJ5witUgNbvcLK9LrFroiVKZ689YUPSJETfZ3tP4ns0j7T3DKR5j/dQ4HgaC3MDR5M3dzREtAbi2v2he1w1QFMpr9/h5Kt//piqoiz+9ZJ5CT8znAoKs9P5yw0nsfdIJ99+bIMGaUqNIZ4G2ep9R1m9L/SP+K769oBBXJdX4NXQ3gu4eiW87Wxo5+WtdQEfd8OhlpSbC7uxuoX39jTy/CbfxZm73cFRdXMXzZ19vLXjCC9tGfy63vYaIuZ0Gp8z2N4/K5sPt8b82p1OM2iuUEN7LzvqIl3vMvjv2+vb60MOXatv6wkaTIUKslwBre9vzN4jHRxu6ebtnUcSOiTtcEs37+5qjPj+8RiOmEo6eu0ccX8+Y7GlxpWmXg2NcOykVrDPfiTDoFu7+mnt7udAU+hsqZEMJ9YATaU0Yww/eHITHb127vzCCVgtoz848yjITuPPNyxnf1Mnt2mQplTUROQCEdkhIrtF5I4At68UkY0isl5E1orIqV633Soim0Vki4h8y2v7j0TksHuf9SJyUaTlScR8hq21bRFN0O+zO/n4QPNAI8ThNBwM0ogwxrC/qXMg8InV+kMtcW087mvsDJlE4+MDzXxysNmn3K3d/QNl8A5SGtp7A57BdjgNe4500NgRXaPZ097afaQjYetatvfYqWvrob2nnxc3HwtSPT2DH+5tYnWQeVChAs72Hjt7jvgOod10uJV1B5sHFvL19Ag4nYb+GH6Ldta3BxwuduhoF02dkdd1nz3462jt7o+yty/69kRXn33geDp0tCvioa1H2nsDJq/4aG8T7+85FqA2d/YN+syEasoH/Tx4vbR1ccy0GCqwCJfgpqffkWIDacG4S+Sd3bQ9QCBW19rDa9vqeXr94ZC9Y72OY8dDfVtP0OMjkvM/GqCplPbrV3exZv9R7r16CZlp1mQXZ9gVZKfx0A3LOdDUybf+T4c7KhUpEbECdwEXAnOBL4jIXL+7vQYsNMYsAq4H7nXvOx/4MrAMWAh8WkRmeu33a2PMIvffC5GUp7Wrn79v9u35aWjvGWiweM8zCTZIIJK5KMGanMavabSvsSNoAFbj10vz/u7GgYaGp2yRBG/+c+s8PAlPhmMwRLAeF/+5Jp4hdZ55dR9EMCets9fuE+T29DsiGtoUjUDDMps7++n1Cvaf21gzMEw2XLsv1jrfWe/qAdxc08oLXj2YXX123tsdvAdsw6EWuvrsA1kF/Xna+5EOP/U/jlu6+weCzzd3NCQ8AUVn77Hj/pODzQP1Es77exp5b0/4nkLvADPUENCwvKopnglDntlQE3TI9Dth1iJ8aUtd0IDF/32Nt55+32HPDW2+JwX8Rxf48z4p4XnPPWsKPr3+8LHlDHzmtDWxdn/g4DiSJDYaoKmU9cjqgzz80QEevH4ZJSNwIep4KchyBWkHj3bxT09sTLlhR0qlqGXAbmPMXmNMH/AosNL7DsaYDnPslHAOx35e5wAfGmO6jDF24C3gslgL0u9w8ubOwQ3HD/Y00ew+6xxuKCMMblR4eA/79lz0btodaOpk82FX4FDf2kuv3RFyXot3z9L7exo50tFLs9+wPWeQB/Csv+bd4O53OGlwN0iMMT4JTwIFDMaEn2cWSqBh8K9ujf9aRq9uq2fdoWMNsGh7lgL10om4elueXn+YhraeiBOxeILh7n5H2AZ5Y0cvNS3dMfWE+c8NO9LeO+h1VDd3DQRj+5s6Odwcfh6lp9F7LMlNZOXZWN3CviAnAmLR2NFLfVsPnb126tt6aO7si2J4amj+9f3GjobQiyi7v478q8LucG0PFOx4ThiE60k8eLQr5rmF8ZyTeMR97Oyoa6ez187HB44OSrZS19ozpAyjgXrEPZ/bWB+2o9d3DbiW7n66+uyDhgpH0zvsTwM0lZJe317P/3t+G/dds5TJJTnJLk7SFWSl8eB1y9hc08qPnt2ii1krFV4lcMjrerV7mw8RuUxEtgPP4+pFA9gMnC4iJSKSDVwETPTa7Rb30MhVIlIU6MlF5Cb3sMm1DU3Hfsj3HunwSSvv+Sj3O5w0dvSy7mDzwJyxcN7YEby3wP8bwnOGeN2hZnbUtUc8l9czP8aYyBpmniFx3o3RFzbV8sHeJtp6+n0aML1BhnxuPtw2aJ5ZpPyHkXrqtzNISvdIAuNE6LU7eG9346Bhbw6nGWi0d8aQwMUY49M76N8z4XAa3tvdyJr9R2NKmuJp6Drd5QzUyxNsOKM/70MwVFl6+h0DyTwCCbbvrvr2gV4Of7sbfIMuT1He293Ih3ub+ORgMx/ubWJHfXvCErzEmhnRM7800DxL7xMGHp56tjucPm2HSJ7fe35cJMOVN1W3xpyMZ/W+o1Q3d7O/0fc9+2hfU9B5epG2hQLNCQu2iHegoajh5p8ZY3hla33A+o+VBmgq5Ww41MKtj6znzi+cwMKJhckuTsrwZHd8a+cRfvnSjmQXR6lUFygCGfRrbox5yhgzG7gU+LF72zbg58ArwIvABsDzC/17YDqwCKgFfhXoyY0x9xhjlhhjlhQWFgxsP9DUFTAdd7/D1XA+eLQr7HAbD08DK9x6Uv5cjZXBDZuXttQFna9yoKkr4PAx/7P4ocK+N7Y3BE1K4s0TCIZazDjYSIK+KHuFYs2SGU6gYNY7aH1xs6se/Hsigw0fS4ShrP227lAzr2071ivpHRiHysC4sTpw8hnv48jpND69Vh8faObNUCcjgrTRt9a28cnBZrbUtA4kbvGs17WlJnTQ5T+fKliAGCo+6LU7gh6n/p8bT6DhPXTYE/wO6sGLceTj85tqfV53oLIb45s85/0QwzIDrc24t7GDtu5+OnrtPp+tSIoc6DPjGTZpcH0feN6X9/c0sr+xk2c2DO5h/vhA86Aes0C91RuqWwIOrAwUZAUbyup53xKRIVYDNJVS9jd2cv0Da/jnT8/hzNnlyS5OyinPz+TPNyznqXWH+d2bu5NdHKVSWTW+vV5VQNDxYsaYt4HpIlLqvn6fMeZEY8zpwFFgl3t7vTHGYYxxAn/ENZQypECNE8/ZaE/PzlDX0ep3OH0aCaEaRE5jaA5wlrin3+Fzpto7oAi2xlO81/9yOo1Pw7EjSGM/0jWyErmOUbRe2FQ7aO0jA0GHc8Zzip7/0CtwzZGJlfdcLAg9P3KbV4CxrzFw8hnPsdvT76Df6VvWQEMxo5lXtbvhWOKWWNP3hwoQA3l9ez0vbq5ja5A5if6BuadH2xOMeQd23oFLLIFAr905UIeBXv++xs6B13ekw5U8x//zHu2Jj/UHW1i97yidMZwE8LzG7j7HQEDmWQ7Es5D7kfbegcQ2DqcZ9Dzv7W5M6Egj/8+m/+c61OehvaefughODGmAplJGU0cv196/mqtOmswVSycluzgpa2JxNg/dsJxV7+7joQ/2J7s4SqWqNcBMEZkqIunAlcAz3ncQkRnibhmJyIlAOtDkvl7u/j8J+CzwiPv6eK+HuAzXcMiQQmWeC8URooHhHxi9sKmW5zbWhM2kFo1A2QhDzSfq6LVT0zK0hATPbqwZ0rwN8G08+c+di4d3dzUOGu7ln3TEY+3+oz5z+rr8GpK76tsHDef09IiG603zz7wYSqDyhWu/OpwmLj0D0TSUd9a3RxR8eb+eZKwxF25Rak8gFOg9dDoNW/168Lr7HGw+fKxH6uODzQGDoo8PxDaELtSxcri5+1gPofut8h6GDb5Bcri303BsaO2r26Kf+9nW48rG6d3b7untrW7uHnQ8battC/g8mw6Hz26bjOkia/c3Ux3BvEzbMJRFqbC6+uxc/+Balk8t4VvnzAy/wxg3ozyXB69fxhf/+BG5mTYuO6HUc1T0AAAgAElEQVQq2UVSKqUYY+wicgvwEmAFVhljtojIze7b7wY+B1wtIv1AN3CFV9KQv4pICdAPfN0Y42kZ/UJEFuFqh+wHvhJNuQKlcA4mWON43cFmDgaZW+MRTbNjz5GOiNdiCtboaevp9xkCGa92T3e/a5iYJY5LrGyOoOEWSqAAMth8Ov8z6/5T/wLNN/QkUTkSKIkI4TPOeYRbhDxYopdgAvWGeIaDeQ7VSDKNehtIhOFVMYlYjiJePEP+PAHM/qZOn6kYG6tbfJKaBQqyOvvsg46L6uYunyAqWHDe2Wf36V3znJB5aUsd58+rCFruWBKdBHsvd9a3M6Ewa+B6NCcKItHT7xhInhSIZ1ijZ3HxYOWM5GRVrF9TnpMCh46GD7T67E7SbdH3h2mAppLO7nDyzUfWUZSdxk8umz8mFqKOh3kTClh17RKuXbWG4pwMzjiuLNlFUiqluFPgv+C37W6vyz/HNdcs0L6nBdn+pSGWKeZ9PznYTEevPWxwBuEb5972N3YOnKGOdu2znfUdlOamDwrcIk2bHe7bfmN1Czvr20M2PhPl6fWHOXvOOHIzbBhj2FLTNuTlXrbXtZOdfqzpFW2QBIEDN3/GmIjm+0UjVIN3d0MHE4uzBvW8BOI51t7b3UhZXugMzcYYn/lfngyXsfBP/uD/GQn3uJHM2dvX2ElTx7F68k+i8u6uRhZNGjy3PtKjIFhij1iGGvc7nINes/drDLZOIoQf8ul/WO+PMtPm+kODl2Twd+ykiKuOA61rGE6wJDLheHrAIkkK8vfNtVyyYELUJ5l0iKNKKmMM//y3zTS093LXF08kzaqHZDQWTy7mv69YxC0PfxJwjRml1OgSaYbHT6JYnHYo58RqW7sD9qrtPRJZgyySgLCn3+GTkMLD6TQBh3zF8xyf53lbuvrZc6QjYGIEj1CZBj0cThPR0KuhenkIywoES2xh9Wpg+g8d7ei1RxzwePceeVLGe/OetxXrkL5A69FtqfWtd+9jryuCExqBjkEInd3U/1gc6vDdUCJZgsd7aGa937IdvXaHz7EZ68ny7mFakNr/ZJd/r2QkAs3NTIRnN9bw9PrD7Ipw3TzQAE0l2a9f2cmHe5tYde1ScjK0QzcW584dxw8vmsP1D6xJqQnxSqmxK5IGbzQC9V5srmkNONzP006NtaclkKYIhktFGkwE6kUN1VsRi6Ekb3kryILDodrrLV19EfV6AHR5JRjxBHrB5nQ1dkQ2h9D/vQ6UWMR/GK93cpZQgXc4Dr8g07v3OFCVBeoFi6Un1V+kiXM8/Ot8/UHf9y/WUcWRZCKNdiRBvIdRekQ6XDhe6tt6Ix5doAGaSpqHPjzAI2sO8afrl1M6hheijocrl03i6pOncPWqj8JOXlZKjVzxmtTu3Yjyz8gXD9E2OGN5XcGGnMVaR6G+O4fSgI9EqKFS1c1dcQ02w4l1fa5IBepFCjbfMto5bdGIZKhoLLwzJfY5nIPWKwvUux2vxbCHwv/zZImxB62j1x72M/ju7uDp+6M13EHWUDR19kacSVQDNJUUf99Uyy9f3M791y5lUkl2soszKnzjrBmcPrOM6+5fM6T1bZRSqSuauWWRisfZe3/RPuQzG2qob4vu5JIzzqOTIpk/FQ/BEooE490zdyDGOTPxkKxFvVPd20F6HD38ezMTsWZWPPi3G2IdKhxJgB/PbLPBjPR2kAZoath9uLeJf3piI3dftZj5lQXhd1ARERH+Y+V8KguzuPmhj1M6E5ZSKjbRrkeULLH0fES7RlUi5/N4i/dab0ORjLTgamzyT3ASjXgPcY5FqgbCkdIATQ2rbbVtfOWhj/np545nxYzSZBdn1LFahDu/cAK9dgfffWJDRJOGlVIq3iJJmOEv0LyhVBDr4sZKjWRDSbaTqp/lkUQDNDVsDh3t4ppVq7ntnJl8esGEZBdn1MpMs3Lv1UvZVtvGT/++LdnFUUqpiOyMIsPZcNrVkJrlUomngYZKFg3Q1LA42tnHNatW8/nFVVx7ytRkF2fUK8hO44HrlvHMhhoe+mB/soujlFIjVu8wpeJWqWc45kopFYgGaCrhuvrsXPfAGhZPLuK7589KdnHGjAmFWdx3zVJ+8dIO3tgeelFJpZRSgUWaFlup0SQRyYNU5DRAUwnV73Dytb98QklOOj/97PExL3yoYjO/soDfXLGIbz66jq01gxfuVEopFZq2U9VYFOm6dioxNEBTCWOM4Xt/3Uhrdz93ffFEbFY93JLh7DnjuP28WVz/wBrqWnWNNKWUisZIT9etlBp5tMWsEuZnL25nw6EWVl2zlKx0a7KLM6Zds2IKFx5fwfUPrKFTGxtKKaWUUilLAzSVEPe9u4+/rTvMn25YTlFOerKLo4B/vnguEwqz+MYj67BrZiqllFJKqZSkAZqKu6fXH+bO13bx4PXLqCzMSnZxlJtrjbRFHGnv5T+e26oLniqllFJKpSAN0FRcvbPrCD98ajP3fGkxsyvyk10c5Sc73cZ91yzh1a31rHpvf7KLo1RCicgFIrJDRHaLyB0Bbl8pIhtFZL2IrBWRU71uu1VENovIFhH5ltf2YhF5RUR2uf8XDdfrUUopNTZogKbiZlN1K1/7yyf81+ULWT6tJNnFUUGU52ey6rql/PbVnby8pS7ZxVEqIUTECtwFXAjMBb4gInP97vYasNAYswi4HrjXve984MvAMmAh8GkRmene5w7gNWPMTPf+gwI/pZRSaig0QFNxcaCpk+seWM0dF87mgvkVyS6OCmN2RT7/88UT+c5jG9hU3Zrs4iiVCMuA3caYvcaYPuBRYKX3HYwxHebYWN8cGFjwag7woTGmyxhjB94CLnPfthJ40H35QeDSBL4GpZRSY5AGaGrIjrT38qX7VvOPyyfzj8snJ7s4KkJnHFfGHRfN5oYH11DT0p3s4igVb5XAIa/r1e5tPkTkMhHZDjyPqxcNYDNwuoiUiEg2cBEw0X3bOGNMLYD7f3mgJxeRm9zDJte2t+sahEoppSKnAZoako5eO9c9sJpTZpTyrXNmht9BpZR/XD6ZS0+o5PoH1tDe05/s4igVTxJg26DMOMaYp4wxs3H1hP3YvW0b8HPgFeBFYAMQ1foUxph7jDFLjDFL8vJ0Pq5SSqnIaYCmYtZnd3LzQx8zoSCLn1w6H5FA7SGV6u64YDZTSnK45WFNv69GlWqO9XoBVAE1we5sjHkbmC4ipe7r9xljTjTGnA4cBXa571ovIuMB3P8bElF4pZRSY5cGaComTqfh9sc30Gd3cucXTsBq0eBspLJYhF9fsYiWrj5+9OwWTb+vRos1wEwRmSoi6cCVwDPedxCRGeI+syQiJwLpQJP7ern7/yTgs8Aj7t2eAa5xX74GeDrBr0MppdQYowGaipoxhp88v40dde388eolZKZZk10kNURZ6Vb+eM0S3th+hPve3Zfs4ig1ZO7kHrcALwHbgMeMMVtE5GYRudl9t88Bm0VkPa6Mj1d4JQ35q4hsBZ4Fvm6MaXZv/xlwrojsAs51X1dKKaXixpbsAqiR5w9v7+XFzbX89WsrKMhOS3ZxVJyU52Wy6tqlXH73+0wszub8eZqNU41sxpgXgBf8tt3tdfnnuOaaBdr3tCDbm4Cz41hMpZRSyof2oKmo/PXjav7w1h7+dMMyxhdkJbs4Ks5mVeRx1z+eyO2PbWBjdUuyi6OUUkopNeZogKYi9saOBn70zBbuvWYpM8rzkl0clSCnzSzjBxfP4YYH13JY0+8rpZRSSg0rDdBURNYdbOabD6/jN1cuYvHkomQXRyXYF5ZN4rMnVHLd/atp7dL0+0oppZRSw0UDNBXWniMd3PDgWv7lkrmcPWdcsoujhsn3LpjNnPH53PinNfT0O5JdHKWUUkqpMUEDNBVSXWsPV9+3mhtOnco/LJkYfgc1algswi8/v5DMNCu3PPyJrpGmlFJKKTUMNEBTQR3t7ONL933EefPG8bVPTU92cVQSpNss3H3VYo609/KDpzbpGmlKKaWUUgmmAZoKqL2nn2vvX83CiYX8y8Vzca/lqsagnAwbq65dytr9zfzypR3JLo5SSiml1KimAZoapKffwY0PrmV8QSY/++zxWCwanI11JbkZPHj9Mv76STWrdCFrpZRSSqmE0QBN+eh3OPn6Xz4h3Wbhzi+cgM2qh4hymViczYPXL+O3r+3iiY+rk10cpZRSSiVQSU5GsoswZmnrWw1wOg23P76Bo1193H3VYjJs1mQXSaWY2RX53H/dUv792S08vf5wsoujlFIjyvSy3GQXQamInTqzNNlFGLM0QFOAKzj7wVOb2FHXzgPXLiMnw5bsIqkUdeKkIu67Zin//NRmXtxcm+ziKKWUitH58yqSXYSEy7CNrabu1NKcuD7eydNK4vp4KjJj66hVATmdhjue3Mi6gy38+cblFGSnJbtIKsUtm1rM3V9azO2Pb+S1bfXJLo5SSqkYZKYdGynzmYUTRmUP31hLclaaO/zDEqeUxDcoVBqgjXkOp+Gf/rqRjdWtPPzl5Un5YKuR6ZQZpfzPF0/g1kfX89KWumQXRykVAZtl8M9+TnpyRkycObs8YY9tGWON8qE6eVoJIsK8CfnJLkrcpVstLJtaHPH9Vy6qTGBpEq84Jz2uj1cSpF0Y6/fGydMH98gtn6q9dP40QBvD7A4n331iA1tr2nj4yycF/RAqFcyZs8q5+6rF3P7YBp7dUJPs4ijlQ0QuEJEdIrJbRO4IcPtKEdkoIutFZK2InOp1220iskVENovIIyKS6d7+IxE57N5nvYhcNJyvKRoZNsughk+gvE8TCrOietzZFfFpxGcmYJ5zXqar0VieF9/fs7xMGxfOHz/kx4ln3HiWO8CtKsoOeb9ZFXkhb1+5qJLy/Myonts/0J87fmjHRH5mYkfuWCPMRn3OnHEJLUc8lQU5xr17ReMhWM1NLgl93PnzDDUN9F7nZyXnJFGGzcppM8uG/DiJCOo1QBujevodfPUvn7CrvoO/3Lg87mdc1Nhx6sxS7r1mCT94apNmd1QpQ0SswF3AhcBc4AsiMtfvbq8BC40xi4DrgXvd+1YC3wSWGGPmA1bgSq/9fm2MWeT+eyHBL2VIKgoyOTuKRmckwdpx4+I7DC4tjtmCs9JcDb14D2vLsFlJT8JcplCBRd5AQ9eEDJAsIoyLMgAL5+IF0QWrBVmhAzCbVeLWyP3UcaF7Zs+dG/zzkJ0+MpKjWS3CiunxTeARLEgWcR1D6X6f05njQgf+AR5p4PGG28nTSjhxUtGg7WV5GSnb/tUAbQxq6+nn6lWr6eqz88hNJ1GUogenGjmWTyvhweuX8ePntvLAe7pOmkoJy4Ddxpi9xpg+4FFgpfcdjDEdxhjjvpoDGK+bbUCWiNiAbGBEdBFXegVYnjPpuVEkfYqkVytc8BNq6OLSKcWDenT8G37xkKiG9ikzhtYolqD9EYEFbzT7Po4JeC/3bQZsEfYgDSWwrQgRBM6vLIjoMTzH7KlDrGd/geo9K0BPk/frn1QcXQ9RKoq0d6gsNyNoMhUR4ZKFE8geYvI4i7h6faPNEH7StBKWTCkO+T0W7iRPeX4mhSHyK5yVwOHWsdIAbYxpaO/hij98SFleBquuXRrVD7dSoZw4qYhHbzqJ37+1h5++sA2nM1STQamEqwQOeV2vdm/zISKXich24HlcvWgYYw4D/wUcBGqBVmPMy1673eIeGrlKRAaflh2CQA0N70Z6ND0h0cy78YhHL1GgoMKTRKAgK43stKH/7iyeXOQTjPob6pC7YILN0440SUK08U9ORvjGrAnzVVuRnxkygAsm3WrxCZ7DZXzMiGFonefx/QOorBABdqCeEG8mplc7WLzmMYbqGYz15EQk++Vl2ijOSR/0/McHCJYz0ixDWvfWU+OXLJgQpkyBg6RQPcXj8jOpLMxiyeRj32f+Q1HDfQYSYVZFXsTBZixDZzVAG0N21LVz2V3vs2RyEXdeeYKuc6bibs74fJ782im8vr2B2x5bT5/dmewiqbEr0C/+oJ9xY8xTxpjZwKXAjwHcQddKYCowAcgRkavcu/wemA4swhW8/Srgk4vc5J7Xtra9vc3ntmmlucwJEEAE651xerU+wjUZvb/XvecJhRrWFUpmmtWnMViYHXzExfnzKiI6Y2+zirt8rv/TygIHNzPLfXvavIPXqqLskL09lgh7jPwFe8xww6AibcsHmx9Unhc48F40MXAwMstveJnnEFm5qJLJXsHi5JKcqDMzexr0InD2nHED73m85zYBXHj8+IHn8ubpyfVOKBGvdPnJaMwHE+sJEU8wHKrX0vt1LppYODDMdFqQTJ0miorxDxA9vZGez120cwozbFYm+vVY+j+G93Hs+Q7xiCYon1qawxnH+X5P5aTbqCqKbi5uVVE2F8yviGhobixLV2mANka8sb2By+9+n+tOmcJ/rJwX8YRZpaJVWZjFEzevoLalh2tWraa5sy/ZRVJjUzUw0et6FSGGKRpj3gami0gpcA6wzxhzxBjTDzwJrHDfr94Y4zDGOIE/4hpKGejx7jHGLDHGLMnL8w3GKouyOC7A/I1gvTPRnMmfGyQLX3aMGdfOn1fBVHcANasib6BhE6ixnplmHRTIeBqQ3s0nTyIPi0W4ZMEEppXlBhzN4f87FWhI2lB46tW7IZgZpMEcLsNxqPr1XpeqNPdY/Xj3huZl2gZlxUu3WnzqYHZFPidPK2HlokqfYaKhhze6bp0YJpFIMOk2C2VBXvtnFobuLfEW7ggucdeLJ0awWFxz0srzMgcazvlh5rENesycY+X2fIS8ezqjGc6ZqEynp8wojWqOKLiOgznjo5v/Nbkkx6c+PMIlmPHmHcCFei8+vWACn5rlGwDNrshnXphhrgurCjl/XsXA8NZJAZKQeHpxPT2u/j1ToToePJ/RrDTrwEkHz+fRYhEWTy5myRTfUQfBvnvPnjMu4hFo0R63A88d015qxDDGcP97+/jmo+v49RWLuPG0aWNuTRA1/Aqy0/jTDcsYX5jJJf/7Lltr2sLvpFR8rQFmishUEUnHleTjGe87iMgMcX8hisiJQDrQhGto40kiku2+/Wxgm/t+3tkRLgM2R1qgQCfGJhZnh+2ZWDGjZCBzon9jfHpZ7kDDoyw3I+zJt0AnyT1nn4+vLIg6M1swnt4O/98bm1XIy0wbOOvsOeMeycn7meNyQ/bgpVktZKYNbtYcNy6P8+dVDGqkBuoVm1KaE/F8KYhsUWDv4XveDchFEwsH3vtAPar+P9W5mbag2RYD9SBUFWUN9KaFmn8TTrDeCe/3NjPNGnDe37TSyBLKhBoiOnd8AYsnH+tJjLRh7DkR4G3hxMKI9vV3Tow90OFkplmjmmqyfGoJsyryBvW4RhLkpdl8D6jsdNtAvUbbq+jZL1Cvk9UiiLgCbM88vlkVeQGHJFtEBgIYq0XITLMO9DYVhfiseyvOSR842eH99ef/fFaLcNbs8oG1/vx7mz37eI7FM2eXc9bschZWuY4Z7xEJwd4z/xM5K6aXcuYs1/y28+b6DhEO912tAdoo1tPv4PbHN3LvO/t47CsnR32WRqmhyEyz8qvLF3L9KVO54g8f8NzGEZFjQY0Sxhg7cAvwEq7g6jFjzBYRuVlEbnbf7XPAZhFZjyvj4xXG5SPgCeATYBOu38p73Pv8QkQ2ichG4EzgtkjLtKDS9UNfFGVjOcNmHegx8W9IleSmD5ytDja/I5xppbnMm5DPtLLciIexhTvNd4FfSnrBdWY9kqH1ZXkZZKfbBgIDTyBQVZTt0wMVyIKqwkFn1eeMzyczzcqiiYU+63wNxBdeL8YiQnGYhqF3MOH9foRb5PmSBRNIt1n4zMIJiAhpVsvAU3s31oaazdDzSIsnF4ccmhluLpfnkcpyM0L24hZmpzOxOJuZ5bk+w1IvWTCB46sKsIiEnFO2clFlyOMuK91KVVH2QE9nUYB5Vd4JPYyBi44f7zPXKlDpF0UQrIUKMMP1qgXqsQrHOznK+ILBAU1FQeAAPTfDFranfWZ53kACn/PmVnDaTN8h1TPKI8/O6nm/PMFztPP+PN9n6TbLQADj/dgrF1UGnD/nT8SVCCVQMJ4bYFteZlrY4c+zKvLISbeRn5lGToaNKe6TMJlpFnfvYPCEIt7lWLmo0mcphKx068Bxet7cikEBmz8N0EapA02dXPa792lo7+HZb5wa8OycUokmIlx/6lT+cPVi/vXpLfzHs1vptTuSXSw1RhhjXjDGHGeMmW6M+U/3truNMXe7L//cGDPPnS7/ZGPMu177/psxZrYxZr4x5kvGmF739i8ZY443xiwwxnzGGFMbaXnK8jLISrP69DwUZKX5DN2L5Ey2f2Mk1jT1ZbkZlOdlkpVuZUZ5dEOmImncgu+wqFBnjL3blidOKvKZM7fCax6S7zwV38pyGoPVIj7zPQbNY/EabuQZ9pfndza8MDtt4HkCjTjxbggfGyYZvLE+qTibicXZAw1DEeEzCye4UqXPKI3LOkyxzKsKt0+6u8elPD+TS9zDGQO97wOJPkR8ejA9r/eShRMGjtGSnAwuOn58TMfsvAn5XHz84PT+hdnpLHAPj/NIs1rCNsRLIshgPZQBR9leCV6WTimOqLfV+zPineTHZrGEDcDCDaWzWmTg85CVbh0UFJfkZoTsofbwDpo8wXO0Zlfkk2a1RJ3i3lMHoari/HkVnDNnXMxzDTPTrAF7TDNsVqwWCbtkRCSy0sMv26EB2ij06tZ6PvO/73HOnHIeuG5Zyq7xoMaOFdNLefYbp7L5cCuX3fU+uxs6kl0kpYbVnPH5ZKVbOc+rEfmZhROYXpbLSdNKBmXIC5Q0YsX0Uk6YVBhxxsBAvBs2+VlpPkkYohHtwsZDyctQkpM+sOB2vtfwyEHPEcGTeDfaReDC+eMH9SSJ17phngAzwyvw8O4tsFpcwVag+vAMsSrITgvaW5WbYQv7Gx0ugDMmukAikkABBidpgaFnNlwypYg0q4UpJTlBMpIGfxNFJGimQc/wuGCKc9I5IUjClXjwnx+5YnqpTwA4oTArogyshdnpAU9knD2nPGCin/L8zLglTwE4bUbpQCbGaNqOEwqzol7w/oJ5FSyZHN17km6zcMmCCccCNQYPkfYMk4xnMphz5oyLKSuuv6qi7KALjPvTHOujSE+/g5++sI1nNtTwq8sXJmzMtFKxqCzM4pGbTuKuN3Zz2V3v8YOL53Dl0ok6J1KNCYGSgniOfe8zqZ7G/8nTS3h6/WGf+wf6YY92XS3vRsv4IMOlEiFUD5M//4aViAQd2uUtmrljHpFm0QuWlS7NKgG/w2wWC+MLszjc0h11mfxF0lCeUZYbdmimR6QZ9oaygLh/nXga1J7/wZLZxEOgdrmIDEo6MdSfHu/9l08r4c0dDQPXXZ/VDJ85TqECNO8hioVZ6TR19vrcHiz4nFqaMxBwx+OX1PsERjRz4/Iz01g6JboAJtZMqxaL4IhgGZ/y/Ax2NbQP6Tj2iCULYyBleRkaoI012+vauPWR9ZTkpvP3W0+P6MdMqeFmtQjfPHsmp8wo4bb/28DzG2v5z8vmD5qoq9RoEmh+RDDjCzJp67EnsDTHxJpdLFqXLJgQc2MsErMq8thR1z6oJ2HehPyQr9E7EDx/XgUvbakblD5cREKmHw8372y42KyWgV68cIGHf4ryQE6bWRZwruSEwiyfZR/At0cx2Ak3q0UiGtpYnp/JoaNdYcsHrsWFX9/eMGh7JK8vUhMKs2ju8s1EXJ6XSUN7D2lWCydPL+GDPU0RP55FZFD9ASHnNQ0H/xJdOH/8oMXNU2h1gkHBqKdKvY+/0tyMIc/njFY8e+00QBvhHE7Dqnf38dvXdnHLWTO46bRpCf0hVCoeFk8u5qVvnc5vXt3JxXe+yy1nzeDGU6cOaaFMpVJVNMuaLJ4c7Vno4LfFY9FpiL6Xzl+if5OC9QiFmldXnpfpMyQrM83K2XPGkeNOZhEqKPPuzQj22uKxWHIkCz+fMqN0UE9HoCx/3qqKsmnq6GNCYfD7BOu1s1ok5hNqkfRkpIU6oP0ESopz/ryKuK7XVpyTPmiIaUWBK0ATGTwUOc1q4aIA8+TCicfSR/EcjBKv747hEih760inAdoItruhne8+sZHuPgeP3nRSTMM7lEqWrHQr379oDpcsnMD3n9zEk59U88OL5w5aQFKpseqM48rYc2TwfM3Koiz6HE4q8jODTuqPdJ5RKJ7J/9PLctheF/1SGVVFWTGvvxWNaOe+AEwpzR7UKI50SNfM8lxsFmHT4daonzdS582tiKjRHmh9tgyblYqC0EFKrOnmw5lUnE1nr33QosPDJdbgbFppLnsbI5sbPb4gk43Vx4ZrTi/LJS/Dxrlzx4U9mZFKvVAjmX89Ti3NYdPh1rgM80wVGqCNQH12J/e+u5e7Xt/NjadN4+tnzhhxZzuU8phfWcDfvn4Kj689xHce28C8Cfn88OI5AefsKDWWFGanB+xRy7BZB9ZF8xbtGfRgd19YVYjDmIHhe7H2bEfbGzhcVkwvDZuuPxQRiXiNpliFSks/FJFk6YuaV2vZapERebJ4XH5G2ACtOCedo52u4Y5nHFc2EAx6Xm+si8HHy1B6uiPJTJjKwc9onMuuAdoI897uRv716c3kZNh47OaTmTdh5H0RKuXPahGuXDaJTy+cwN1v7uGyu97j/PkVfOOsmXHpCVBqLFk8uShgzwq4hmD1OZwh958S5DM31KGO8TajLI+stGPNmEh7JyKZpD8uP5PZFfm09fTT2Tt4TmBRTnrAlO+pKjPNytIpxTH1No5k8ysLBg2BzU53rSsYbaP+pGklvLCpFpEEBbpDNKk4m1hGSkY6R3T51BK6+6NbJiceQzejEWkCjpFAA7QRoqalm//3wjbe293Id8+fzRVLJw77ga9UouVm2Lj9/FlcddJk7n5rDxff+Zj6kQkAACAASURBVA4XzK/gljNnMC1FJuMrleqCrUt09pxxdPXa+WCvK6lBNA3U5VNLhtTrlAgF2WkURLnod6TSrJaBxXSD8e9ZnF6WS4bNwtba6IeDQuj5hPEwWoMz/8Qu3gIlcRGRQT3Q/p+FqaU5CUletaiqkF67g5bufmrikOHT26SS7EGZKiMR6RzRrHRr1D27c8bn+ywinmijqV2sAVqKa+nq43dv7uHPHx7g0hMqef07n6JI1zVTo1xFQSY/+sw8bj5jujtQe5dTZpRyw6lTOWla8agczqDUUKyYXkphmGAlN8NGb5RnwD00M3B4WelWZo7LizlAO2laCb39oXs3U1Ey51WdPWdcyAAtUqW56ayYXjpwfUFVgubouQOoNfuPBr2P989bhs3qswZfpBZWFZIbRfbYREmzWhLa2+jfFEhmspCqoiwmFmezv6kzLo+X/HdPBdTe089DHx7g7jf3sGJ6Kc/cciozyrUHQY0tnkDtm2fP5OGPDvDNR9dRnpfBDadO5dMLJujcS6Xckjm0J5oEC+HkZ6WN2c91drqNFBw5F1Jpbsaw9pD4i2atrlBEJOxnKM1qYcX0UjJsiZkf6OHdC3TOnPKYTkgGG6Y8WgTKsnre3IqkBmieObcLqgrjMhhcA7QU09Dew/3v7efPHx5gYVUhD16/jBMmRbfSulKjTXFOOrecNZMvnz6N5zbUcu87+/jp37dz+eIqLl8yUeepKZVE8ejQLsxOo6PXzple60FFu6ZQqNT4w2l6WW5cU72nslNmlIa/UwoLt86dv+E4EXLCpEJ6+lw9qbr0TOQSlVgnWvFqj2iAlgKMMXxysJlHVx/iuY21nD2nnEe+rGnzlfKXYbPyucVVfPbESlbvO8pja6u5+M53mD+hgMuXVHHR8ePJidMZVaVUaAurCrE7nfTEYVjeCROLWDRxdJyM9Px2H47zHCM1NmTYrAnvpRvprBbBapGI1tYbqbQlk0S1rd08v7GWR9ccoqWrj88truLFb52WkImpSo0mIsLyaSUsn1bCv6+cx/Mba3h0zSF+9MwWzp07jgvmj+eM48pS5oyaUqORZxjV5jisBxaPxazzMhKTMCRW8Z4pmzaKEiCMdeMLMunoGZwdVEVGRPj0ggnJLkZCaYA2jIwx7Gro4JWt9by8pY5tde2cNqOU28+bxdlzykf1mQClEiU3w8YVSydxxdJJ7G7o4PmNtfzm1Z3c9n/rOXN2GefPq+Cs2eXkZaZW402pZLB4jUeMV3O/KCcdjsTpwWK0clFlcgsQQEV+JkunxGctuHPnjkv6OlsqfqqKsoNmW1UKNEBLqH6Hk90NHaw72MIHe5v4YE8TvXYHZxxXxo2nTeNTs8q00ahUHM0oz+XWc2Zy6zkz2d/YyYtb6lj13n5uf3wDC6oKWTG9hJOnl3DipKIxM0dkLBORC4DfAlbgXmPMz/xuXwn8GHACduBbxph33bfdBtyIK0ndJuA6Y0yPiBQD/wdMAfYD/2CMaR6WFxQHRTnpLJlSzNoQWeSiVVmYRWUKBkjJZrFI3FLba3Cm1Niin/g4MMZwtLOP/U2dbKttZ0tNG1tqWtle105eho0FVQWcNK2Em06bxtwJ+aNqnQalUtWU0hxuPmM6N58xnSPtvXy4t4n39zTx/Sc3Udfaw+LJRSyaWMjxlQXMryygqihL0/ePIiJiBe4CzgWqgTUi8owxZqvX3V4DnjHGGBFZADwGzBaRSuCbwFxjTLeIPAZcCTwA3AG8Zoz5mYjc4b7+vWF7YXFQPNJSBSqVIEJylwlQKhgN0CJgjKG1u5/a1h7qWnuobe2hpqWbA0e72N/Yyf6mTrr6HFQWZjGrIo95E/I5e/ZM5lXmU5GfqY0+pZKsLC+DSxZO4JKFrjHr1c1dfLj3KJuqW7j33X1srWkjI83C8ZUFzBqXx5TSHKaV5jClNIeK/My4zI9Rw24ZsNsYsxdARB4FVgIDAZoxxjs3fA6+bTUbkCUi/UA2UOPevhL4lPvyg8CbjLAAzWiTVCmlUtqYDdD6HU6au/po7uynqbOX5s5+jnb20tTZR3NnH02dfTR19FHX1kNtaze9didluRmML8ikoiCT8QVZnDipkM+eUMmU0hwqC7PG7NotSo00VUXZfH5xNp9fXAWAw2nYc6SDTdWt7Gro4N1djTz0wQH2NXViEZhUnE1FQRYV+RlU5GcyriCTivxMinLSKcxKozA7nfxMm6ZETi2VwCGv69XAcv87ichlwE+BcuBiAGPMYRH5L+Ag0A28bIx52b3LOGNMrft+tSJS7v+YSqnYzKrIG9Y1/ZZOKabPPvIWB1ej37AGaA6noaalG2PAaQxO4zqPZ4zBafDd7n8d6Lc76XM46e13/e+zu/56HU56+x0D23rtTjp77XT02Gnvtbsue13v6LHT3e/AahGKstMpyUmn2OuvKCedaWW5FOekM6Ewk4qCLMrzMjSJh1KjlNUiHDcuj+PG5flsdzoNtW09HGjqpL6th7rWXurbethZ30hdWw8tXX20dPfT2t2PMZCXaaMwO43CrHRyMqxkp9vISrOSlW4lO9066HK6zYLVYiHNKtgsFmxW8btswWY5dt1mEfeaU4JFXJmsBNc6VIIMrEclfrdZ3Jfxup8AORm20TwXL1C356CuI2PMU8BTInI6rvlo54hIEa6esqlAC/C4iFxljPlzxE8uchNwE8CkSZNiKH7iZNqs2jOsUlK6zUJFQeawPd9wPpdS0RjWAK2j186Fv33nWIPB/d/i1eDw3u79X3Ct4p6RZiHdaiHdZiHdZiXdaiHD5vpLd/9l2CwU56QzqTibvEwbORk2cjNs5GXayM1IIyfDSl5GGvlZNh1+qJQKymIRVwKEMBP9nU5De4+dlu4+Wrr6ae7qo6vPQVefg+5+B9199oHLRzv7qG520N3nOqnkcBr6HU7sDoPd6aTf/d/ucG133e7a5nC6T16B14ks94A19/aBE14cuy9e14+dGIMfXjSHL58+LdHVmCzVwESv61UcG6Y4iDHmbRGZLiKlwJnAPmPMEQAReRJYAfwZqBeR8e7es/FAQ5DHuwe4B2DJkiUpNabQYnEtU5HqRvHJA6WUCmlYA7SCrDQ2//v5w/mUSimVcBaLUJCdRkF2GpNTv907VqwBZorIVOAwriQfX/S+g4jMAPa4k4ScCKQDTbiGNp4kItm4hjieDax17/YMcA3wM/f/p4fhtYxJU0qyGa89HEqpMWjMzkFTSik1ehlj7CJyC/ASrjT7q4wxW0TkZvftdwOfA652JwLpBq4wxhjgIxF5AvgEV/r9dbh7w3AFZo+JyA24ArnLh/N1jSUior1oSqkxSQM0pZRSo5Ix5gXgBb9td3td/jnw8yD7/hvwbwG2N+HqUVNKKaUSQrNeKKWUUkoppVSKENdojgjvLHIEOJC44gBQCjQm+DnGIq3XxNG6TRyt28SId71ONsaUxfHxRhURaQd2JLscI5B+/mOndRcbrbfYaL3FJuhvZ1QB2nAQkbXGmCXJLsdoo/WaOFq3iaN1mxhar8NL6zs2Wm+x07qLjdZbbLTe4k+HOCqllFJKKaVUitAATSmllFJKKaVSRCoGaPeEv4uKgdZr4mjdJo7WbWJovQ4vre/YaL3FTusuNlpvsdF6i7OUm4OmlFJKKaWUUmNVKvagKaWUUkoppdSYpAGaUkoppZRSSqWIhAZoInKBiOwQkd0ickeA21eKyEYRWS8ia0XkVK/bbhORLSKyWUQeEZFM9/ZiEXlFRHa5/xcl8jWkqgTV7Y9E5LB7n/UictFwvqZUMMR6vdVdp1tE5Fte2/WYJWF1q8dsmHr1ut9SEXGIyOfD7avHbPxE+v6MBSIyUUTeEJFt7s/yre7tQY83Efm+u+52iMj5XtsXi8gm9213iogk4zUNJxGxisg6EXnOfV3rLQIiUigiT4jIdvexd7LWXXiB2opab8PIGJOQP8AK7AGmAenABmCu331yOTYPbgGw3X25EtgHZLmvPwZc6778C+AO9+U7gJ8n6jWk6l8C6/ZHwO3Jfn0jtF7nA5uBbMAGvArMdN+mx2zi6laP2TD16nW/14EXgM+H21eP2eF9f8bKHzAeONF9OQ/YCcwNdry5b9sAZABT3XVpdd+2GjgZEODvwIXJfn3DUH/fBh4GnnNf13qLrN4eBG50X04HCrXuwtZZwLai1tvw/SWyB20ZsNsYs9cY0wc8Cqz0voMxpsO43z0gB/DOWGIDskTEhqthVuPevhLXhw33/0sTVP5Ulqi6HeuGUq9zgA+NMV3GGDvwFnCZ+zY9ZhNXt2Nd2Hp1+wbwV6Ahwn31mI2PSN+fMcEYU2uM+cR9uR3YhqshGOx4Wwk8aozpNcbsA3YDy0RkPJBvjPnA/Z3xJ0b5MSoiVcDFwL1em7XewhCRfOB04D4AY0yfMaYFrbtIBGorar0Nk0QGaJXAIa/r1e5tPkTkMhHZDjwPXA9gjDkM/BdwEKgFWo0xL7t3GWeMqXXfrxYoT9grSF2JqluAW9zDzFaNwWFNMdcrrh6e00WkRESygYuAie7b9JhNXN2CHrMh61VEKnEFtHdHsa8es/ER0XE/FonIFOAE4COCH2/B6q/Sfdl/+2j2G+CfAKfXNq238KYBR4D73cND7xWRHLTuQgrRVtR6GyaJDNACjTEdlNPfGPOUMWY2roj6xwDuRtZKXN2kE4AcEbkqgWUdaRJVt78HpgOLcH0gfxX/oqe0mOvVGLMN+DnwCvAirq5+e+KKOuIkqm71mB3Mv15/A3zPGOOIYV81NFrHAYhILq4e3W8ZY9pC3TXANhNi+6gkIp8GGowxH0e6S4BtY67e3GzAicDvjTEnAJ24huYFo3VHTO1wrbc4S2SAVo3vWe4qQgylM8a8DUwXkVLgHGCfMeaIMaYfeBJY4b5rvbvLFPf/hoAPOLolpG6NMfXGGIcxxgn8EdfwnLFkKPWKMeY+Y8yJxpjTgaPALvdd9ZhNUN3qMRtRvS4BHhWR/cDngd+JyKVh9tVjNj6iOu7HAhFJwxWc/cUY86R7c7DjLVj9Vbsv+28frU4BPuP+DD8KnCUif0brLRLVQLUx5iP39SdwBWxad6EFaytqvQ2TRAZoa4CZIjJVRNKBK4FnvO8gIjM82VxE5ERckzebcHWpniQi2e7bz8Y1Vh33Y1zjvnwN8HQCX0OqSkjdej50bpfhGlo2lgylXhGRcvf/ScBngUfcu+kxm6C61WM2fL0aY6YaY6YYY6bgapx8zRjztzD76jEbH2Hfn7HE/fm+D9hmjPlvr5uCHW/PAFeKSIaITAVmAqvdQ6vaReQk92NezSg+Ro0x3zfGVLk/w1cCrxtjrkLrLSxjTB1wSERmuTedDWxF6y6cYG1FrbfhYhKbBeYiXFma9gA/dG+7GbjZffl7wBZgPfABcKrXvv8ObMfV4HoIyHBvLwFew3UG/TWgOJGvIVX/ElS3DwGbgI24Pmzjk/06R1i9voPri38DcLbXdj1mE1e3esyGqVe/+z6AO4tjsH3d2/WYTeD7M1b/gFNxDW/a6P6cr3fXT9DjDfihu+524JX9DVfP8Gb3bf+LOwPsaP8DPsWxLI5ab5HV2SJgrfu4+xtQpHUXUb0NaitqvQ3fnyeltVJKKaWUUkqpJEvoQtVKKaWUUkoppSKnAZpSSimllFJKpQgN0JRSSimllFIqRWiAppRSSimllFIpQgM0pZRSSimllEoRGqAppZRSSimlVIrQAE0ppZRSSimlUoQGaEoppZRSSimVIjRAU0oppZRSSqkUoQGaUkoppZRSSqUIDdCU8iIiHSJSkuxyKKWUUiOF/nYqFV9ijEl2GZRSSimllFJKoT1oSimllFJKKZUyNEBTY5KIWETkLhFpFJFWEflQRNJExIhIqfs+s0VktYi0i8iDIvJ3EbnWfdsDIvIrEXnHPbTjfhGpEpF33Y93t9dzrRSRze7H2SEilybpZSullFIx099OpYaHBmhqrDoPWAZMBYqBbwFOv/v8BXjKfftrwDl+t/8DcIP7Mc4HHgeuBWYAnxGRU9z3awU+BxQA/wT8SUSK4/tylFJKqYTT306lhoEGaGqs6gfygVmA0xjzoTHG4blRRKbg+rH4pTGm3xjzJ2C332M8YozZaYw5ArwDvG2M2e11fQGAMeZNY8wOY4zTGPM0sAdYmODXp5RSSsWb/nYqNQw0QFNjkjHmNeAe4AGgVkT+3e8uFUC9Mcbuta3a7z4NXpe7gSN+13MARORUEXlfRI6KSAtwPK4zi0oppdSIob+dSg0PDdDUmGWM+ZUxZj6wArhaRM71urkOGCciNq9tVTE+1UPAH4BxxphCYBMgMT6WUkoplTT626lU4mmApsYkEVkiIotFxAq0Aw73HwDGmP24hmV8xz0B+ipcwzZikQc0AQ4R+QIwf0iFV0oppZJAfzuVGh4aoKmxqgB4ENck5E3AY8aY1/3u84/A54GjwLnAW0BvDM/1DVxDQpqA04APYiyzUkoplUz626nUMNCFqpWKkIjsBG40xryd7LIopZRSI4H+dioVPe1BUyoIETlZRCaLiE1EvopruMXqZJdLKaWUSlX626nU0NnC30WpMWsi8BhQBOwAPmeM6UlukZRSSqmUpr+dSg2RDnFUSimllFJKqRShQxyVUkoppZRSKkVENcSxtLTUTJkyJUFFUUopNRJ9/PHHjcaYsmSXI1Xpb6dSSil/oX47owrQpkyZwtq1a+NTKqWUUqOCiBxIdhlSmf52KqWU8hfqt1OHOCqllFJKKaVUitAATSmllFJKKaVShKbZV3FX19rDxuoWdjV00NjRS2evnTSrhdxMG+PzM5lWlsvCqkIKstOSXVSllFIqLrbUtDKnIh+LRZJdFKXUCKcBmoqLhvYeHltziGc31LKvqZO54/OZNS6P8vwMyvMy6Xc4ae/pZ82BZh5ZfYjdRzqYXJzNoomFnDGrjE/NKqcgSwM2pZRS8VfX2kNFQWZCn2N3QwdVhdl68lEpNWQaoKkhqW/r4c7XdvHXT6o547gybj9/FqfMKCE7PfSh1dFrZ1N1K58cbOZPHxzgu49vZOnUIi6YP55LFoynMDt9mF6BUkqp0azP7uSjfU1cOH886Tad2aGUSn0aoKmYOJyG+9/bx29e3cUF8yt45bYzmFicHfH+uRk2Tp5ewsnTS/j6mTM40t7La9vqeW5jLT95bitnzS7nsydWceasMmxW/UFVSqlINLT1kJ+VRmaaNdlFSRkGk+wiKKVUVDRAU1GraenmG4+so7PXzsNfXs6CqsIhP2ZZXgZXLpvElcsmUdPSzVPrDvPTF7bxr09v5ksnT+YLSydRlKO9akopFcoHe5sYl5/JSdNKkl0UpVQK2VbbxoTCLJ1OMkJo14SKyru7Gvn0/7zLoomFPHPLqXEJzvxNKMzi62fO4LXvnMEvPr+Aj/c3s+Jnr/P9JzdysKkr7s+nlFKjyXCmqGjq6KXX7hjGZxx5HE6Dw6m9eCq5dta3s7uhI9nFUBHSHjQVscfWHOLHz23lZ59bwMULxif8+USE02aWcdrMMvY3dnLvu3u54Ldvc9Hx47nlzBlMKc1JeBmUUkoF9+7uRsYXZLFsanGyi5KyXt1WT4bNwqdmlSe7KAnTZ3dis4hmsFQqTrQHTUXkrjd284uXtvOnG5YNS3Dmb0ppDj+59Hhe+84Z/H/27js8rqvMH/j3nRlJo96bJdtyd9xiO47tNFJIiOMU0xZSSAFSDAltgSVsdhdYlv2FDllCQhIS0kgDQhxwSLVDmh3biXuVu7osWb1NOb8/5o58NZpy72i6vp/n0aPRzL3SuVdTznvPe96TnW7Fynvewp1/3o7W7sGYt4WIiE5RiqNDwQw4XOjsdxjeNhm9tLMRHx4/Ge9mEKUMBmgUlFIKP315L57ccBTPrT4biyYVxrU9lfmZ+MGqeXjjmxdgyOXGRT9fjwf+eRBDTndc20VERKO53QpNnQPxbgYAQKI4uOOOQArjiZ5BvLyrKQKtiY/uAWe8m0CUMhigUVD3vF6Lv37YgGduOwtTEiilsCLfjl98ZiEe+8JSrN3RhEt/9U+8d7At3s0iIiKdupP92Hg49d+b/76jccy/w+Ea+4XGth5mlQTicLmx9XhHvJsRZxztThYM0CigR989gsc3HMWTNy8zVUI/lhZNKsRfvnQ2Vp8/Fbc9vhn/+ded6BnkVTwiolgJ1uVzJ0D6YyyaYPQ4B50uvLa7OSpt6B5w4O3aE1H53UYlckGUk71DONrWG+9mUILY39yNk71D8W5GQAzQyK+/fliPX7y6H49/cWnCF+OwWASfPXMSXvnG+ajv6Melv/wn3onzhxQREZGvngEneoeicxExEeKitw604o29LfFuxpjwIu/4sKexC3ubuuPdjIAYoNEo6/a24D//uhO/v3EJTqvMi3dzDKvIt+P3Ny7BNz82E6uf2IKfvbwPzgikjBARUWCs20denf0O9EUpAI2V1/c0o76jf8y/p2fQifYEHqGh6Orsc+D1PeGPljNAoxF21nfiq099iHuuWYQlNclXNllE8MnF1XjxjnPx5v5WXPvgRjR2jv2NloiSj4isEJF9IlIrInf6eVxE5B7t8e0istjIviLyFe2xXSLyk1gcSyR19jvwxt5mdA8YqyxI41dDRz82Hho9h7CleyClL4A6IlB47O0DJ/DWgdYItIaSUUv3QNDR2FCFhRig0bDmrgHc/OhmfHvFLFw4O7nXa6kpycafvnQW5lbl4fJ73sbbB5jySDSeiIgVwL0ALgMwB8A1IjLHZ7PLAMzQvm4FcF+ofUXkQgCrACxQSs0F8LPoH03kDDndWL+vBd0DTpzoiczVfSOZdYl6oUwpZaiwRmNnf8yrBe9u6ML+5vimYB1p60VT1+gqnO8dbENtKxc9pujYcKjN8NIUY6HCKJridivsrO8c899+cXtD0McZoBEAoH/IhVse24xL55bjhrNq4t2ciMiwWfG9K+fifz4+D196YgseeusQ1+shGj+WAqhVSh1SSg0BeBqewEpvFYDHlMcGAAUiUhli3y8BuFspNQgASqmkmnATTockEpyuxHzvrTvZb6iwxvuH2/HSzrFXajTjQEs39jR2xfRvejldbrjdCl39gUcA+HFK0dLcNZCwF3W6B504GObFiV4T8xsZoBHcboVvPrcVBVnp+M8rfC8wJ7+V8yvx7Oqz8Id3j+Cbz21L2oVAiciUKgDHdT/XafcZ2SbYvjMBnCciG0XkTRE5098fF5FbRWSziGxubWWaU6JKhCqTiejvOxqxra4Dg87An5fJeurMdJLHIpx191xuhRY/I5bJxOVWvBgO/5kFr+1pNjwvkQEa4Z43DuBAcw9+c+0i2Kyp+ZQ4rTIPa+44F40dA7j6gQ1cK4Yo9fnrHvl+ZgbaJti+NgCFAJYD+DaAZ0VGd8WUUg8opZYopZaUlpYO39814IhIekyi6R/iha9UM9YUM5dboSsB5zm+pivc0NnnMB1MRGJRcr2mzgG8sLUeAHD4RA/e8zPnLxa6Bxz4x86xL5T+t+0N2NUQn5HfZOB0G0uVTs3eOBn2+p5mPPLOETxwwxLk2dPi3ZyoKspOx2NfXIqZ5Tn41H3vcj0UotRWB2Ci7udqAL5J/4G2CbZvHYC/aGmR7wNwAygJ1pAhXTGFw629ONjag/beoaS9ytzRNzSik9rcNYBXdo+9YzfeSZTrYR5q7YlpBsmexi6si3HJfbPrsK3f34IjbX1Bt1mzrQHH2z3btHQP4MXtDUFHFs3SB8LxfEs42euI2HElYmAea2N9NTNAG8cOtfbgG89sxS8/ezqmJPhaZ5GSZrXgx59agFULq/Cp+97FtuMd8W4SEUXHJgAzRGSKiKQDuBrAGp9t1gC4QavmuBxAp1KqMcS+fwVwEQCIyEwA6QCCTmLqG3SN6jS+daAVDZ2xS2VyR3A04839rQlfIGJHXSdqW0K3Mdod4ngF4Q6Xe9Tf3lHficMnwrswWXcyeBATqA1eTpc7okFNIK/taTa9WPf2uo6gZfWVUjihZd2c6Pakp8VrMW6l1IiLI0fbek3N1WrvjX/g5HKrmDwXosbgvz7QZsfb+4dHTINhgDZO9Qw6cdvjW/DFc6fiotnl8W5OTIkIvnHJTHzrY7PwuYc24o294a9TQUSJSSnlBHAHgJcB7AHwrFJql4isFpHV2mZrARwCUAvgQQBfDravts/DAKaKyE54iofcqAz0wr2b6DeMdKpUMAdbe0aNZowleDDbQRUBBp0uNMUoKD10ogf7EmARWiNBYjSs3dGInfWRSzPbcvTkqPuMpmoBwIZD7RFJnwtlwOFCR5/56qTRqJYZjfHQbXWd+NuOU8Vqth7vwPuH2w3v72+NOu/70N6m2KQlbj4Sm+eCIT5vYy9srQ/r+WOG0d9vi2orKCEppfDt57ZhcnE2vnLR9Hg3J26uXjoJZXkZ+NpTW3HX5afh6qWT4t0kIoogpdRaeIIw/X33624rALcb3Ve7fwjA5yLRvqauAXxw7CTOnV6C4pyMSPzKgIZCrFnlcLmRFuU5yHsau3G0rRerFvrWaomNngEn7GlW9Aw6UZob3fPt1RvHuXnRXueuZ8B4sY1g60GNRy63wsHWHswszzW138kopEa/uL0BVQWZ6DeQ/to76ITVIrCnWcP+e71RXsjc7VY40TuIrHQbXG6F/MyR03cGHK6gBVx6h1woyAr8eINuxPLV3c04vTofZXn2sTZ7FI6gjUP3vXkQ+5q68YvPng6LJbo574nuotnleOLmZfjpy/tw3/qD8W4OEaUof12qBi2tymxK1tG2XtMjUaHmN63d0RiwetzJ3qGw5+xGoivpCDM9zul245Vdp67U//NAK7YcPYl3D54YXtPMbKU9b+f4ha31UasGOOh0obV7/BSyivX6cvHQ3DUwIq2trWcwbkso+BMsxVPvtT3NeHN/0IDwegAAIABJREFUZKrSRquw0NH2Prx3sA3r9rZg/b7RcyBf29OMdXvDP4ZB3fO1b8iJ5q7Rr9WW7rFnCjBAG2fe3N+K+9YfxAM3nJHyRUGMOn1iAZ65bTkeeecwfvnq/qSduE9Eyc035fGFrfV+A7Gtxzuw8XAbNhqs9qaUQr8jdDBxomfIb2d5a10HthqYr7uzvjNg+o6fQpeGvVN7IuyUqECjAv46bmb1BehgtnYPjml+866GLrx70FzQHsxLOxpxJMy5Z3qR+Gxs6Ogf9Xte2tkY9dG+eOvo8398sUr5jSRHiNF4AIauzKyLwGvQH+/SGd7v3otP3os8RubADTpdIS9KNWsXtPytLfnewTacNFhOPxAGaOPIsbY+fO3pD/HTT5+O6WXmhtVT3fSyXDx721n405Y63P2PvQzSiCjmXtzeMGoB1I7+wB/yTQFGvHyDodqWHtSdDH2F/EBLNzYfPTWfRSllqgDBwdYeQwu4ml2Adqzl3v3xBm7hvNWH6qAebO3BkRCdu/beoeHCE74i/fkz5HKjRRuRMxMnB2pFeMGU57dtOtKOfc3dowJuMwuZ76zvTIqlKoxclNgXYO5bPKtMh5ojFamnp6FAL0J/571DbdgdoPS/y61GrU125ERfyItSG0JcIPOepnCPkwHaONE35MStj2/G55ZNxop5FfFuTkKqKcnGM7ctxz92NuEHL+6O6QR+IkptRjs13Sbm9QT+WyP/2IDDeAdBn75zomfIVAECo+2KdUpboHO/q6ET2+rMjXS9srsZa3VFGnyt398ynEx6LEj59rcOtOIdk6mt4QgnNTRQKX6lgBM9g3gjjNL5+udVS9fgqHaZ+bQ1eiHAaNoeMDpA3N3YZajSXjD+wrOjbb1wuxXa/QRBXQMO7NbSHo2MWEdLpFIYk8Wh1h68dSB6xxzu72aANg4opXDnn3egPM+Ob1wyM97NSWjVhVl49raz8NaBVvz78zviVkqXiEhvR10nOgOkSfnjcLnxwTFP5b0xZBeOcLStd3g9qGCMlvNv6hwIeExGR5HeqT0RckROHwjpz8WhVvOjFEbWEfOObH54fHTlQ1/tvUOjAgEjo53B6M+dd6TKzHPg5V3+00lbugeDBpX6wHvA4Yrr3LLeQSc2H2kfkSasf0Y5XG44XSPnEsHncX+86WyB0ltD6Xe4cLitd7jCqMPpHq6eaGTeoTdtz7Oo9MgLBZ195tYxa+keCPo/6htyGgpS6072RX1E80BzNw5FYWkPBcAV5Ywp70W3BhMXDAAGaOPC798+jK3HO3DP1YtgHedFQYwoz7PjmdvOwtbjHfjOn7dzJI2IYma4HL/23XuR6NCJHhw2mPYkIjjZOzQcTAXqf/i9O8jb3dbjHcNBXyAuN7Bub8uojp+/T56Nh9uw4fDoNKEjJ3qxZptnXfBQ1f9O9AyGDGj0VeMCpRX6Ump02pOvSMwT86aT6dfaSlShOv/6+X4v72oKmIIbzIDDFfHP3I1+nmMv7WzCewbncAKjXxZG5o4FqlaoPz6zFQ29rwfPotIjX2Pr97eMWg4h2IWO9w62DY/Y+WM0CN3X1B1yRFO/Lp/RBdn12+1u7MKOOKa17m3qGr4QFKj1Tpcbm48EzjjwBmi+/7dAGKCluPcOtuHXrx3AAzecgfwsFgUxqiQnA3+8ZTm213Xge2t2cU4aEY2J2TLj3recUKMQ/h53utzo0M3bOnQieOcpkmmM3iv8/ibOe+nfTn3fWjv7HSPSDtt7RgZJW493jBppaOjoD6tT7/bzvr6zvhOv7m7Gsfa+4dSkSI4OBJqX1NA5YChtL9L6h1w4oM2Dqm3pxktB0je310W/g/zyrqaA87JC0c8x8hdc6M+8Ugpd/SNfk/7WCIsl34wd35FofQAfKDXXuzSd263Q2ecYvtARSKCRwq4BR8ALH/rXTUNHv9/3tr4h14hUybU7GsP+vxox4HCFvKACGBuZ9/cK3dfUHXAOm9ffdzSivqMfbT4XWnxf80bnpDFAS2HNXQP4ylMf4n8+MQ+zK/Li3ZykU5SdjiduXoa3a0/gf9fuYZBGRGGL1hyHN/Y2j7qvVVfC20hBB7NFOyLJd1RGn3bmu15RZ78DR9t6h1Od9MGpw8Siyf4MOd0YcLhwsLUHfUPOEZ3laAZOB7U0y2ABZmNnf8BUszf2NgdMuzSyrtXhE73DoygtXYNB18vzF9AaYbZIQt+Qy3CHW09fWMPf6Gao1jtcKiJLJ9S2dJua/+blW3Z/3d6WEf/bD4+dCsp8/xf611FL9wBe3N6A9ftDzxUMlHa3bm+LoUIlgUbUe4eco4qNRGtZCsCzkLqR91gjo3D6M+t2q5BFihwu94glA7zLpoy1y8gALUU5XG7c8ccPcPn8irgtCpoKynLtePLmZXhpZxN++dqBeDeHiJKcmcV9gdCdylDpMmYLOgQb+RoLfaDV0e8wNJdr/b7WEZ0j7wiHt4Uv7Qw82mNWR9/QiLlXexqNXe1fF0bBDD0jozb6Eu367YecbnQPOEeVcHdqwV6gUds9jV34+/bR5853xKYrRMfU+3/wzqcKxLeoyskQVQIBT8c/moUbgNHP9fX7WvDantEXPEJp6xkccZFjV0MXtgco8mH29V/b0oPOfkfIYFVfFXNHDEY6vRLhurXLrYYD1kGnK2gCpdkiTIdO9I5aksO3QmvdyX68sjv0MiBmTxUDtBT145f2wuFSuOvyOfFuStKbUJCJP968HM9uOo7frq+Nd3OIKEm1dA+grdf8PCMzxUFCqW0JPho05IxOj0s/2nW0rRcbfdIqX9haPypAGHS6/I5e+esUKhV8FCoU30IBToMjckYLogz/3jGUFh9wuPDq7mYopeB2q4ABaqiAqbV70PDxBeNNufMWuQiHN7B568DIYDzSHf9DrT1RCybeO9SG9w+3jwyeff7P3nNkdmTtYGsP1u9rwVsHWg3O3IqNQBlFgQrMROPvu92eeZt/234qjXPDofYxX2LqHnAMj6CPZSkA32xmFgkhrN3RiOc/rMdvr1uMdBv/xZEwqTgLT96yDA+/fQSPvHM43s0hoiQUbgl9s4UEggkVoA06XdjT2DVqHoVZJ3sdIyrl+ZYNH/QzgjYQoihBsOICm4+cxCu7zY9+hDK2Dtro9popTOHL22kMFYc6TQSq3lGkY219hosXjNh/jFGPPnDXj1Tof63D5Q76f+gddIYckd1R34njJ0NXIB2L9ftaUdsSeuQ13KqqRt8HfP8lPYPOUf+nsa4tGGhum5GRcaPcSgVc7HnTkZN4cXvDiNRCwFMVM5BA8z99L2jsa+rGgQD/RzOFfMZ6QcA2tt0p0Rxs7cF3/rwdv71uMSYUZMa7OSllWmkOnrh5Ka5+YAOKstOZOkpEpgQrNvG6LrWqd9AZ14q7+5u7sb+5G2dPKwn7d+ys74RC4BQ+I/OjfHk76S3dA6OuRutHJs3OXQICrxU3lvWoojVv+UBLN2aW5Z76O1A4cqIXhVnpAfcJdfXe37pcRox1KZpAp0jfntf3NMOtgMw0Ky6cXTZq29f2NCPPHroImtkRDL1Bh2eOor/2ei4cKDhcbuwKUUgiHtp7htCqRqdzjtVru5tNz0vc19QddNR5Z33ncMrusfY+7G/u9tvXCjRv1uyz0Uz7RYC9BlOfI4EBWgrpHXRi9eNbcOt5U3HejNJ4Nyclza7Iw4M3LMEXHtmEoux0nmciigj9fKHX9jSjKNvT2VbKfKcjVlpClFH3Dc6OhVhDLdRx6q9ebwpQztrtVmHNXdoeoCqekU794RPm11PzZaaj6PBJQ+0ddGJXQxemluQY2j9S6+IBwPYolT73Brcne4eGR/Z8R9FauweRmW4FYLx0ebhaugfw8q4m2NOso9oZiXTRSPE3h7RrwAHLGP/pfUOjLxqZHdn3VIUM/no63t43nB7qL2VZKRVwJAzwvI7MVF0NNdo8lmss3mYKwksDZv5bilBK4bt/2YHqwkzcfuH0eDcnpZ1ZU4SffeZ0fPnJD6K+OCMRjS/e/oCZRX7X7WvBC1vrwxrtCZRCBCBgmo/XWNL1wmFkZOzF7cHLikdDoODOjLGM1Hn7mN5KlsFG7kLNTzMrGotR9xlct+7dgyfwvm6Ns2AVKP0Jp/PtTeHzzo0c66LisRCJKqSv7m7GeweDv96NLGpthr84bM22hqDHE8kUy7HSP7+MLELuiwFainh8w1F8cOwkfvnZhbBwMeqou3RuBe68bDZuemSToVK0REThcrlOfdL7Sxn0Vtsz+16kFPDPIKNN4XQqvJ0SM1fXjc7zMruWXKLxnS9j1ju1Y18YW2/A4RpeC8y3JLpRzWEsRh2KPhD3XUh5Q4wvCoQSauF2ILrl5X0Fmqepv9hidv6Zt/1jnbfmz4fHTppOSfatWjoWZnrL3QPOmI6WMkBLAR8cO4mf/GMf7rvuDBQEyUGnyLpu2WRct2wSbnz4fVMTR4mIzPjwuKcT6HS5/S7Am+y8ZdjdSoU1Ny1ZGCnFHYz33Cgo06NFet4Rt5d3NaGl2xNgRaPzHQ2+AeFY+svhrutmlm/pfjNFXMxq6x0MeXHE7PyzdRGYrxbIsfa+UWXrQ6mLcrEXPd+UUTOvE+9rK1ycg5bk2noGcfuTH+A/Lj8N86vz492ccefrF89AS/cAvvCHTXjqluXIzuBLioiio76jH71xCND8VVxsCjByMuAMv33vH/Y/ryyZhVpLLByHT/SOmPfmXeD4uDbHL1T3P9zRskTkDUZ8FzyPlEjML/QV6TTTaBtLIZiuAQcyxlhN3EigE+4opT7gMrtkhlFupcIqXMQRtCTmcit87emtOHd6CT575sR4N2dcEhH8cNU8lOXacfsfPxhTSWYiIu9F/UDpfN0R7EQY7aj7K8AQKPCIRkCSzIwsyhxpibB4cKrY1RB4nnk00jtTzbq9LSMW0Q4kWPpvsLlv3ud6JIrENHaM/n/G87XEAC2J/eq1/WjrHcIPPz4vaFUbii6b1YL/u2YROvsd+Pe/7IhaaWUiSn2j55iNfD8Za1lzPbOL5hJF2rYIFFiJpmCvt0SbD5esBoZceGV306ipIkOu0O913vRvw3/LZAp1PC6weDFAS1Jv7G3GY+8dxf2fWzyq7CvFXma6Fb+/8UxsPnoSv3ztQLybQ0RJyjcVJhmqxFGiSY6LhJy7TcCpOXl9gyODp0hf7O4bdAYtNOSvFH44qYmRwgAtCR1v78O/PrsNP/uX0zG5ODvezSFNUXY6Hv38Uvxx41E89f6xeDeHiIhSQKj145LV7gRc1JnipyHA4tOR0ppkFwQYoCWZAYcLq5/YgmuXTsIlc8rj3RzyMak4Cw/fdCb+d+0evO5TuYmIiMisRFrbKZLimT5GiYdz+kZigJZkvr9mF/Iz0/Cvl8yMd1MogAXVBbjnmkX4+tNbx7T4KBERkVknehj4UPJgoO4fA7Qk8uym41i3rwX3XLMINiv/dYnswlll+M8r5+CLf9iEI1Eo00tERORPqo64EY0n7OUniZ31nfjvv+3Gb69bjJKcjHg3hwz4zJKJuOGsGtz4CBeyJiIiIgpmLAuwpxoGaEmgs8+BLz/5Ab75sZk4Y3JRvJtDJnz1o9Nx9rRifPEPm/yUzyYiIiIiGokBWoJzuxW++dxWLKjOx01n18S7OWSSdyHr4pwM3P4kF7ImIiIiouAYoCW4+948iMMnevHjTy3gYtRJyma14DfXLkJHvwPfem5bRBeaJSIiIqLUwgAtgb11oBX3v3kQv7v+DGRn2OLdHBqDrHQb/nDTUuxv7sF//HVHxBdgJCIiIqLUwAAtQdV39ONrT2/F3Z9cgOllufFuDkVAflYaHv/iUmw83I7/+fseBmlERERENAoDtAQ06HThy09swScXVeHyBZXxbg5FUElOBp68eRle3tWEn7+yn0EaURSJyAoR2ScitSJyp5/HRUTu0R7fLiKLTez7LRFRIlIS7eMgIqLxhQFaAvrvF3cjw2bFdy6bHe+mUBRU5mfiqVuW4/kP6/GTl/cxSCOKAhGxArgXwGUA5gC4RkTm+Gx2GYAZ2tetAO4zsq+ITARwCYBjUT4MIiIahxigJZg/banDq7ub8ZvrFiGNi1GnrIlFWXjmtuX42/YG/IjpjkTRsBRArVLqkFJqCMDTAFb5bLMKwGPKYwOAAhGpNLDvLwH8GwC+cImIKOIYASSQXQ2d+P6aXbj3usUoy7XHuzkUZdWFWXj2trPw+t4WfH/NLgZpRJFVBeC47uc67T4j2wTcV0SuAlCvlNoW6QYTEREBDNASRmefA1964gN845KZOLOGi1GPF5X5mXjm1uV452AbvvncNq6TRhQ5/tYl8b0KEmgbv/eLSBaAuwD8V8g/LnKriGwWkc3d3V0hG0tEROTFAC0BuN0K//qsZzHqL5xTE+/mUIyV5dnx3G1n4fCJXtzy2Gb0DTnj3SSiVFAHYKLu52oADQa3CXT/NABTAGwTkSPa/R+ISIXvH1dKPaCUWqKUWpKbmzfGQyEiovGEAVoCuOeNAzjW3sfFqMexwux0PHnzMlhEcM2DG9HeOxTvJhElu00AZojIFBFJB3A1gDU+26wBcINWzXE5gE6lVGOgfZVSO5RSZUqpGqVUDTyB3GKlVFPMjoqIiFIeA7Q4W7ujEX949wgeuGEJF6Me57LSbfjd9WdgZlkOPnXfuzjU2hPvJhElLaWUE8AdAF4GsAfAs0qpXSKyWkRWa5utBXAIQC2ABwF8Odi+MT4EIiIapxgRxNHO+k5850/bcf/1Z2BKSXa8m0MJIM1qwU8+vQC/eaMWn/jtu7j32sU4dwaXWSIKh1JqLTxBmP6++3W3FYDbje7rZ5uasbeSiIhoJI6gxUlL9wBueWwz/m3FLJwznR1wOkVE8JWPzsDdn5yPLz2xBY9vOBrvJhERERFRjHAELQ4GHC7c9vgWfPS0Mlx/Vk28m0MJ6rL5lZhYlIWbH92MPY1d+N6Vc5Bhs8a7WUREREQURRxBizGlFP79+R2w26z43pVz490cSnDzqvKx5ivn4GBLD/7l/vdQd7Iv3k0iIiIioihigBZjv/vnIWw5ehK/vW4x0qw8/RRaWa4dT968DGdNLcaV//c21u9riXeTiIiIiChKGCHE0JptDbj/zYN46IYlKMxOj3dzKInYrBZ8d+Vp+H+fnI+vPvUhfvXafrjdvmvuEhEREVGyY4AWI+8ePIG7/rIDD1y/BDPKc+PdHEpSK+ZV4q+3n4OXdjThpj9sQmv3YLybREREREQRxAAtBvY2deFLT3yAH396AZZOKYp3cyjJTS3NwfO3n42qAjsu+/U/sY4pj0REREQpgwFalNV39OOmhzfh6xfPwMr5lfFuDqWIrHQb/t8nF+CHq+bhG89sxQ9e3IUBhyvezSIiP3LsLJhMRETGMUCLopauAVz34AZ8fFEVPn/OlHg3h1LQZfMrsfar52F3Qxc+8dt3caC5O95NIiIfNovEuwlERJREGKBFSXvvEK57aCPOn1mK76yYFe/mUAqbUJCJP96yHJfPr8Anfvsufv/2YRYQISIiIkpSDNCioLPfget/vxELJxbge1fOhQivnlJ0WS2COy6agSdvXoZnNh3DZx94D4dP9Ma7WURkQoZtfH0kl+ZmoDzPHu9mEEVESU5GvJtAKWR8fRrEQGe/Azc+/D6mlubg7k8tgIWpLRRDp08swItfORdLpxThyv97Gw+9dQhOlzvezSKiACYWZQ3fDhWsZNisfu9P1vnNZ08rwfyq/KDbJFvQOkn3/6TxRTFxJa7MrC2cl5kWxZZERnK98yW49t4hXPvgBlQXZuIXnzkdVgZnFAcZNiu+fels/PGWZXj+w3pc8X9vY8vR9ng3i4j8WDypcPh2cXbwK/ATizL93p9Mc9yuOn3CiJ8tYWaY+GamnD2txPTviEbwl2uyIMyMMi67QxQJy3yqpOfZAwdhORmJX7iJAVqENHcN4LO/ew9zKvPw66sXmYrkiaJhQXUBXrj9HHz2zIm46ZFNuPPP29HWw3XTiJJNWa5nZC3QCJpZY+mcjDVl37v/R08rH9PvSff5jC3NDSe9LPKB7ZSSHHMtSJ7YmpLYJXPKURGndOIJBf4vLEVaRtrI98f8rMABWr5uBM37/hpNk4uzTe/DKCICjrf34TO/ew9nTyvGjz+1gCNnlDBsVgs+f84UvP6v56Pf4cIFP12Pe9fVon+IJfmJEskZkwtRluc/yDhrWjEAICs9eIAWagQuUaxaWDXmK9gzyk8FQlcsmBBky+jIybCFTM80a1YFR9PMmGoyGI6G82eWDt9WiE+O4+yKvICP1WiBQVa6DTbr2PumcyeYf85np8dmtMrM0enTyWPRZc8O8d7tDwO0Mdpe14FP3vcuLp9fie9fNZdzzighleXZ8eurF+GJm5fhn/tbceHP1uOZTcfg4Pw0opipCnEl2Z4W+EN85fzK4SvRVQWZI+aueUel9KNIpUEKFlQVhn9FW4U50SZQJzJ0p3b0Z2plfuaIDlY8PnULs9NRkJU+/HO4qZr6K/n2CI2QBlOZn4k5lYE79InGd/SlUHfO51fno7owM+AIjT59OJSxnJOibE+bKvM97Vi1sGr4sUhlU2UGeW8o0EaK/D0HzT4tL5xdFvTx4uz0oI/7M5b3m0gKFCj69tv171VmRuYnFWXhkjnlozIdzphciOrCU+/XRjMhGKCNwcu7mnDdgxvxjYtn4t9WzGa1Rkp4p08swNO3LsePPjEPj7xzBBf8dD2e2HCUi1wTxUCw7Arv50dFnt3v3Ch9R08hdOczWMdiVnnokZpIduJrwkjvCcU3xdGXbwqlvxSj8gAjlgCwaGLhcPBks1hw6dyK4cdyMmyYkJ/pNzA0m0ETzfSvVQursKSmKPSGCURfZGXhxAIsmTzyee4b8JwxuQhn6o7R+9pZOqVoxEWMQLxzBmcYeE0E4r1YkO+n8MTM8uCjfEbTDudMCPx69D7j/L3OKvLso+ZFVgcImKoKMoPO2wLg93LKguoCTC8zP5o5rdT8PpfOrQh75Loi/9S59mYj+Hu9zqrIxXkzPCOjRi+8VBdmYtGkQmSl25DmM1JZXZgVVmYdA7QwKKXw0FuH8O3ntuHe6xbj2mWT4t0kIsNEBB89rRwvfe08/OCquXhuSx0+8pN1uG/9QZzsHYp384hS3ryq/IDpWUunFI15fpYvq0VGpBQauZjoe5X3snnBK0V6O6n+OpwLqsNPBfQ3YmdPsyDdZsHH5niCJn+dRt/CKQv8dOoWBQlyJxTYhztnmemWER2s82eWoiJ/ZMdXf0q9wa1vQRRf3hFV70ic2Wu8RlLH/BUtKc+3+y0Jb2bEyaiFEwtMbZ+lHVOePQ0lORmGL3x7A/Zc+6mgOpSlU4pw1tSS4RGvcIJlgWBCQWbAoCfUaMnSKcYCaKMD10U+I1xleXZcNHvk+8nEQv+BqzeY976WQ10E8cq124IHIAHaPi9EoHXxaeXDo5Je9jQrJhZlGQq+fU0uzsKUkmysWlg1HOhLgPF33/MYipl5bFUFmYae1wzQTOoddOLrz2zFI+8cwXOrz8ZHdPnHRMlERHDxnHL89ctn4xefWYhNR9px9t1v4N/+tA076zvj3TyilHTBzDJMLclGps+cBO/HtcipLkOgTp++82CkUzm7Is90tUB7+sjuQbo2MqFP69PLSrdi1cIqlPkEaAVZ6UE7I74dT99jHvKThu3tDPr+2vzMtIAdJSPTD3yDljMDjD55/77NahlOXdIfx4zyXFwwqyxkJ8zbIfYGoRMKMjGvKh8r51diQbW5wMYryydoS9MCFX2KXJ49DedMLxme85ZmteCKBRMwsSgraEBxyZzyESOJvs6dXjIq4Cj2Ewj6dvyXTy3G4kmFuGDmqfS6C2eXIVu7qKAPHAOdUiPxy0yfUbLK/MwRr8Mza4r8phLOq8rHpXMrhgM533TdnAwbzphchLxMm6ny7adV5kFEMKsiF3ODjJABxiuOnjejFOdON1/RNBTve45+Hqz3PUU/qulvjppVG1Eq9PPeEWx0PTvDNmoE1fv3pmkXuLyv2Tx7WsDnhvd5nmtPG/G6mlCQiSkl2SNCNN9lMoxeM9GPzumtmDf69TK/Oh8rgryOvBigmbCvqRtX/eZt9Aw48fevnssJvZQSRATnzijBwzediX98/Tzk2dNw7YMbcNmv38JDbx1CS/dAvJtIlDLys9L8dtyz/RTNqCnOHvU5s2ph1YjUoEBXw73SrBaU5AS+GnzBrLJR805mV+ShLNc+XHREn/ZUmpOBVQurRnRS51TmDbdzSsmpDteyKcUjiij4k5lmRU1x9nAH8IzJRQEX/PUdMfI9jRfMKkNlgI6SEfo5gBaREZ13q+6PGbn67U13W7WwKmSn3RtcpFktmFaagzSrZcTf83WGn06rV57PiFlmuhVXLJgw3IHU/1rv/3Xl/MrhoHPFvApcsWDCiBRZbwc8K93md55kSU4GltQUoTgnY1SAbKQYTGlOBiYWZSE/Kw3FOemjRmOMjJaYnQMYaITE3/92WmnOiOO2p/nvOmfYrLhw1sjXUrBmeV8rsyvyML0s12+KpPf8leXZccmcUyNh4RTrONWoU+01yzuCpadvtz7VsSArHedOL0FOhg2XzCk3NaDhDeItFgmZdgkEnzsXaP7emTVFo1JHw52qpA9S9fNjA51jIwVlGKAZoJTCM5uO4dP3vYt/WTIRD96wJOBVRKJkNrk4G/9xxRy8f9fF+MpF07HhUBvO/fE63Pjw+3hhaz36hpzxbiJR0vIdNfNatbBqRCfH+9GdnWELWqHNl7++xcr5lSjISkdlgafT4L2K/dHTynHxaeXIz0wb7gB50xO9V8mXTS3C1JKckB2r6WU5ITt7VYX+08AsFsHpPmlw5XkZw79P37nyzVrLsFlxwawyv+lV9jQrlk8tDlh4xV8H13vciycVjhhxU+rUCJxAPxS5AAAgAElEQVTvqJp3n2D9urOmFoedtnrlggl+r8IvqSkaUcnSy9+5sFokYCqXP0a3L8hKR3F2Bs6ZXjKcrmm1yIgiGWaV5GQErcoZqFW+gWkwl86twPKpxUF///yq/KCFOYzSFwbyPueqQ1xU0SvQlYr3jo4WZ2eMnPMlnt89rSz4XE9vymiePc1QCmgg86vyccHMMkwo8J8q63X+zNLhEVRv273vAb4jgr4Xoi6bPzqlOlQBE1/eNGczz/2cjJH/81BhlL9iTPOq8kMWhDKCAVoI9R39uPGRTfjNulr8/qYzsfr8aazUSCnPnmbFyvmVeOjGM/HunRfhglml+P3bh7H4h6/itsc34/kP69A14Ih3M4mSxop5FYaKc0RCQVb6qNSytOE5Op6OUk6Gze+oHXAq2EizWjC/On9Ep9975TfYHA1/HWxvGlgg+tS86WW5w0GJd22jS+dWDHcq9SOI/kYdvMrz7KO6Zt6U0KklozuzsytykWa1jDi2DJsl6PySWeW5QdP+AM/7adCRpCC9QItF/Aa/VQWZw2mnelaLZ47xaREs8uKvx1Oam4HzZ5bi3Bmh0+l8O9a+hxtOn8p3xKw8347MNOuoEWX986NcK5hhT7MGrK7o/bVTDRawyAkRGOpHZLxBVaC5Xb7PZe/yGqHk2dMwvSxn+DUUaBRocnE2rjp9AuxpVly+YGQAFOo5rJdmtSA/Kw0FWek4J0A6ZaAU3XSr57m8wmdOa01xNnIybDitMi9ggO9vJG1Gec7w+4FvIFaZnzkibTYQ/SiambltiycVYkqp/6C4piQ7rHlyeom/lHacuN0KT206hrtf2otPLa7G/Z9bPCq3m2g8KMnJwOfPmYLPnzMFx9v78I+dTXhiwzF85887cPa0YnxsTgUunF06ajIvEZ0SqUWm9c6YXIgyLRVNRIYDi5rirKis7VOWax++Mlyam4ELZ5dh3d6WUdsFmiMWzMKJBX7n4cwqz4VLKdjTrMO/L9hyBL7Onl6CIeepeWzeURF92zJsFlw0uxwigpU+V+59O5K+LBaB3WKsPXMn5GNXg2d+r75DbHb9rFBpWDkZtlHzrWZV5OLQiR5TfwfwzNs6cqLX9H56RlLUjNCnuF7kE/RNKz3VUf/w+Mnh+y+YVYYXtzXArRSKstNHFcwIR7rNgtLcDLR2D5quznfBrDKkWy1+/xe+/9eyXDuOt/eNuk8/En3u9JJRr4dwXvtmXlPGfp//ILQgwOLR9jRrWKPMZbn24Qso+v/F3Al5KMr2pMt29ge/mJyVbvMEcjL6fTonw4bmAPvl2dPQ5/CfVVSSk+F3dNFo0A0wQPPrvYNt+NHa3egbcuHhm84MOFGYaLyZWJSFWz4yFbd8ZCqauwbwyq4mvLSzEd9/cRemlmTj/FmluHBWGc6YXBix9V+IyD99qlSoioFmBAoAzHQuzLJaBFafQKeqIBMlOemwae8lcyfk42SfuUqzORk2QNdP8ve+JCJ+R6P8CZT2ZrdZ0RsiBXx6Wc5wgKbvEPur0FeWlzEiTWrVwiq8sLXeUBv9MXp8vk6rzAs7QPMdZc1MsyLdZkHvoPllXS6aXYbsdBu21nUA8D9nU09fxTMzLfT/xqsyPxNNXf0BH//YnApkpltRnmtHa8+god+pl5+ZNqZlbYy8BiM1Befs6SVYv89zAaY0NyNkoON17vSSgCPs4VZgNCLdZsGyKcXYeLgN000WRcr3EziuWlgFh8uNXLsNFhF8cOzkqH36Oo09r7xvqWYuVjBA06lt6cbdL+3FlqMn8fWLZ+LaZZPYySQKoDzPjuvPqsH1Z9Wgb8iJDYfasG5vK7713DZ09jlw7owSnD+zFMunFmNycRbXCSQyKMy1oAF4UosmFGSid9D8fNFcexqauswXBYrWa9t3Da+i7HTT5a99pdssuOr0CWG1+coFEwKm4503swTu0QUnDcm1p6HH5/9lT7OGXMPMO3KQbrUMV7sM9tSZWZ47piIqXguqCwz9H3yDqPNnlSLDZsXftjeY/pve8vnzq/IxI8SaWxfOLhvRET5vZonh19ScCXnDKW/+dvHOI7VYZEQxiEiaOyFvuL3elMB40Kdczq7IMzwf1l/lzkgzM+pckB3+CG6a1TK8hmJ1YSbWbDP/3PX+njMmFw5fmDFS1IYBGoAPj53E7948hH8eaMX1yyfj559ZGDSvnYhGykq34aLZ5bhodjmUUjjY2ov1+1qwdmcT/vtvu5FnT8OyqUVYNqUYy6cWeUrbMmAjirgpfuZW6QWqKHi5VsnvQEu34Sn1yfgKLgpR9j+YYHOlxpLCumRyIVwqdFn97HQbeoecw+fdahFcdfoEKAUcaOnB3qauoPv7zksry80IWA0wK0BBGyD0c8wf/byi7HQbugYcOGNyoemLEWlWS8gL576jFNFILzbD6Pny/l/1oz9zJuRhaoB5TqEYXYNu0cTIr3+XSPLsaWMqXOM11j6LPuMhzWoJOe9v3AZog04XXt/TgkffPYK9Td248azJ+NEn5sUk8idKZSKC6WU5mF6Wg5vPmwqHy42d9Z3YeLgdr+5uwv+u3YPMdCuWTinCookFWFBdgHlVeZzjSaRJs4pWGTH8DI5ce9rwlV+vYCNHtihkiyRaABeJTlo0WCwCi4GzdfGccrywtX5E+p6IQMQzx2xvU9fwumdG2KyWkdUAdeZV5Q9X1ptfnY++IfNpeYHacs70Eri1eYWJbGlNEfrDTEdcOqUITpcn+gx3TTvAE4SHSuf0Z1ppTsC1uXxNKg6ccmg0i6ymODtqGWczK3JxsndkanOg584YilPGXKjn/7jqESmlsKuhC3/aUocXttajLNeOq5dOxMM3nRnWC4CIQkuzWrBoUiEWTSrE6vOnwelyY3djF94/3I5tdZ14fMNR1J3sx4yyHCyozsecyjzMrMjFrPJcXjChcUlExrbOETwdO98r6EavACfz4HZVYabJkhvJxTd9z/cx37XiwqWfE2imLLzXRbPLAl50C3c+XKwVZqcj3LGlYEWzYvH6mlc1tvcPL99iLIHY06wjqqtGUlVB5qiy9fY0q98LLmW59pBrL47F+TNL8U5tG5xaPrORdf7ClfJRicPlxqYj7Xh1dzNe3d2MnkEnrlwwAY9+YSnmV+UzzYooxmxWCxZUF4y4qniydwjb6zux/XgHNh05iSc2HsPhE70ozErDzPJczCjLwaTibEwuysLkYs8k40S/+kqUrMysG5Ro0qyWsFLwYqUgKz3oItShBCsyEKlqiZGQm0BtSTRpFgvSQyxGHgvTy7LR0Re88Ecyfs5Gc53igqx0pFkF3sKwuRFKn/Qn5QK0AYcLuxq6sPFwGzYcasfmI+0oyk7Hx+ZU4KefPh1n1hRGJZWDiMJXmJ2O82eWjrjyNeh04fCJXuxr6sbBlh5sr+vAmm0NONbWi5N9DlTm2zGpKAuTirJQmW9HRX4mKvPtKM+zozLfjoKsNF6AITIp124LWAqbxu4jBtYNo9RmsYjfhZhN/x4JL/3Ry2ylw2jINbHAeKKYWpqDDpPVZMORfGdG43Ir1J/sx6ETPTh8ohd7Gruwo74LB5q7UZ5nx9IpRbh8fgV+uGouJhWxghxRssmwWQNWjursd+BYWx+OtvfiWHsfmjsHsLepG81dA2jsHEBrzyDSrRZU5NtRkecJ2oqy01GSk46i7AwUZaejOMdTEa4kOwN5mTa+RxABptaJysmwYfGk1C4wEGl8n6FIuTKCS2vEy9TSnFFzZRNdoHmbkZZwAdqg04WeASd6B13o6B9Ca/cgWroH0dI1iJbuATR3DeJoWy+OtvUhzSqYUpqNmuJszK7Ixcr5lZhflc95K0QpLj8zDfOr8zG/2n+evcPlRmv3IBo7B9Dc5flq7x1CQ+cAdtR3or13CG29Q2jvHUJHnwM2i6AgKw259jTk2m2erwzv7VP35WTYkJluhT3Nisw0KzLTPd/tutuZaVZk2CxBK75RbIjICgC/BmAF8JBS6m6fx0V7fCWAPgA3KaU+CLaviPwUwJUAhgAcBPB5pVRHbI4osYhI8DWN+BIgohDMLvY9XsQ0QOsecODaBzfC6VZwutxwudXw7X6HCz2DTjhcCiJATroNeZlpKMvLQGlOBsryMlCeZ8f8qnxMLs7G1NJslOVm8GoUEY2SZrVgQkEmJhQEnqjt5XS5cbLPgY6+IXQNONE94ED3gFP78tzu6BvC8fY+dA86MeBwYcDhQr/Dhf4hFwYc7uHb+opf9jTL8MKsNosF6TYL0qwyXCY63WpBms3zs+fxU4957hNYxNMJtmq3LSLaz7rboj1mEVhEv53ng0//Dul9v/S+bS6eVBixyeSJRkSsAO4FcAmAOgCbRGSNUmq3brPLAMzQvpYBuA/AshD7vgrgu0opp4j8GMB3AXwnVsdFRKlpZnkul3iiYTEN0OxpVnz70lmwWTwdDptVYLNYYLUIMtOtyM2wITvDhqx0KwMvIooJm9WC0twMlOaOfeRdKYVBp3s4gOsbcsHhcsPhVBhyueF0ueFwKThcbgy53J7H/Dw+pF3AcisFt1vBreC5rX13OvT3eb5cbs/fH97OreDSFhnyrjWkdO0EPNWxUjVAA7AUQK1S6hAAiMjTAFYB0AdoqwA8pjwnZIOIFIhIJYCaQPsqpV7R7b8BwKfDaVxlvh2d/cEn6CezJTVFKE2CbJbSnAwUjnHxa6JIyEy3oiYBCtzMLM9NqIIz41VMA7Q0qwUfiWL5SyKieBIR2LWUx/BXvqEIqQJwXPdzHTyjZKG2qTK4LwB8AcAz4TQuO8OGMyan7vwt37LYiers6SzaQaRXlO2Zn03xxXKGRESUivylYfgukRVom5D7ishdAJwAnvT7x0VuFZHNIrK5tbXVQHOJiIg8GKAREVEqqgMwUfdzNYAGg9sE3VdEbgRwBYDrlDdf1IdS6gGl1BKl1JLSUmaOEBGRcQzQiIgoFW0CMENEpohIOoCrAazx2WYNgBvEYzmATqVUY7B9teqO3wFwlVKqL1YHQ0RE44cEuPjnf2ORVgBHTfz+EgAnzDZqHOP5MofnyzieK3N4vowrAZCtlEq4YSIRWQngV/CUyn9YKfUjEVkNAEqp+7Uy+78BsAKeMvufV0ptDrSvdn8tgAwAbdqf2aCUWh2iHd0A9kX6+MYBvg7Dx3MXHp638PC8hWdyoM9OUwGaWSKyWSm1JGp/IMXwfJnD82Ucz5U5PF/G8VyFxnMUHp638PHchYfnLTw8b5HHFEciIiIiIqIEwQCNiIiIiIgoQUQ7QHsgyr8/1fB8mcPzZRzPlTk8X8bxXIXGcxQenrfw8dyFh+ctPDxvERbVOWhERERERERkHFMciYiIiIiIEoSpAE1EVojIPhGpFZE7/TwuInKP9vh2EVkcal8R+amI7NW2f15ECsZ2SIkhSufqh9q2W0XkFRGZEKvjibZonC/d498SESUiJdE+jliI0nPr+yJSrz23tmolxlNCtJ5bIvIV7bFdIvKTWBxLtEXpufWM7nl1RES2xup4EkGoczqeiMhEEVknInu0183XtPuLRORVETmgfS/U7fNd7dztE5FLdfefISI7tMfuERGJxzHFkohYReRDEfmb9jPPmwEiUiAifxJPX3OPiJzFcxeaiHxDe53uFJGnRMTO8xZDSilDX/CsBXMQwFQA6QC2AZjjs81KAC8BEADLAWwMtS+AjwGwabd/DODHRtuUqF9RPFd5uv2/CuD+eB9rIp8v7fGJAF6GZ/2+kngfa6KeKwDfB/CteB9fEp2vCwG8BiBD+7ks3seaqOfKZ/+fA/iveB9rIp3T8fQFoBLAYu12LoD9AOYA+AmAO7X774TWD9Ae2wbPunNTtHNp1R57H8BZ2nPxJQCXxfv4YnD+/hXAHwH8TfuZ583YeXsUwM3a7XQABTx3Ic9ZFYDDADK1n58FcBPPW+y+zIygLQVQq5Q6pJQaAvA0gFU+26wC8Jjy2ACgQEQqg+2rlHpFKeXU9t8AoNpEmxJVtM5Vl27/bACpMoEwKudL80sA/waeKyPnKhVF63x9CcDdSqlBAFBKtcTiYKIsqs8t7arpZwA8Fe0DSSDj8TUXkFKqUSn1gXa7G8AeeDqCq+DpREP7/nHt9ioATyulBpVShwHUAliqPefylFLvKaUUgMd0+6QkEakGcDmAh3R387yFICJ5AD4C4PcAoJQaUkp1gOfOCBuATBGxAcgC0ACet5gxE6BVATiu+7lOu8/INkb2BYAvwBNdJ7uonSsR+ZGIHAdwHYD/imCb4ykq50tErgJQr5TaFukGx1E0X4d3aGlrD+vTFpJctM7XTADnichGEXlTRM6MaKvjI9rv8ecBaFZKHYhIa5OD0c++cUdEagAsArARQLlSqhHwBHEAyrTNgj3f6vzcn8p+Bc/FRrfuPp630KYCaAXwiJYe+pCIZIPnLiilVD2AnwE4BqARQKdS6hXwvMWMmQDNX86o76hEoG1C7isidwFwAnjSRJsSVdTOlVLqLqXURHjO0x1htzCxRPx8iUgWgLuQOkGsV7SeW/cBmAZgITxvxj8Pt4EJJlrnywagEJ40v28DeDYF8uqj+h4P4BqMr9EzwNh5GXdEJAfAnwF83SczZNSmfu4z+nxLGSJyBYAWpdQWo7v4uW/cnTeNDcBiAPcppRYB6IUnNS8QnjsA2kXaVfCkK04AkC0inwu2i5/7xt15iyQzAVodPPN5vKrhGe40sk3QfUXkRgBXALhOGwJNdlE7Vzp/BPCpMbc0MUTjfE2D541lm4gc0e7/QEQqItry2IvKc0sp1ayUciml3AAehCc1KxVE67VYB+AvWqrf+/Bc1U72IjTRfI+3AfgkgGci2N5kYPT9fNwQkTR4grMnlVJ/0e5u1lKhoH33pgwHe75V+7k/VZ0D4Crts+xpABeJyBPgeTOiDkCdUmqj9vOf4AnYeO6CuxjAYaVUq1LKAeAvAM4Gz1vsGJ2sBs9ViEPwdHq9k53n+mxzOUZOIH8/1L4AVgDYDaDUaFsS/SuK52qGbv+vAPhTvI81kc+Xz/5HkBpFQqL13KrU7f8NeHLJ4368CXy+VgP4b+32THhSOyTex5uI50p7fAWAN+N9jIl4TsfTl/a8eQzAr3zu/ylGFh74iXZ7LkYWHjiEU4UHNmnPQW/hgZXxPr4YncMLcKpICM+bsXP2FoBZ2u3va+eN5y74OVsGYBc8c88EnvlmX+F5i+H/wOQ/bCU8VZcOArhLu281gNXabQFwr/b4DgBLgu2r3V8LT+dmq/aVKpUJo3Gu/gxgJ4DtAF4EUBXv40zk8+Xz+48gBQK0KD63Hte23Q5gDXQBW7J/Rel8pQN4Qns9fgDgongfZ6KeK+2xP3h/x3j7MvL+NF6+AJwLT3rTdpz6zF8JoBjA6wAOaN+LdPvcpZ27fdBVfwOwRHv9HQTwGyT5BRIT5/ACnArQeN6MnbOFADZrz7u/wpOeznMX+rz9AMBe7Zgfhyf44nmL0ZdoJ4+IiIiIiIjizNRC1URERERERBQ9DNCIiIiIiIgSBAM0IiIiIiKiBMEAjYiIiIiIKEEwQCMiIiIiIkoQDNCIiIiIiIgSBAM0IiIiIiKiBMEAjYiIiIiIKEEwQCMiIiIiIkoQDNCIiIiIiIgSBAM0Ih0ROSIiS+LdDiIiomTCz0+iyGGARkRERERElCAYoBERERERESUIBmhEfojIehH5gYjsFJE2EfmliPD1QkREFAQ/P4nGji8YosCuBXAFgDkAPgrghvg2h4iIKCnw85NoDBigEQX2oFLqiFKqGcCvAXwq3g0iIiJKAvz8JBoDBmhEgdX53K6MV0OIiIiSCD8/icaAARpRYNU+t5vi1RAiIqIkws9PojFggEYU2M0iMllEygB8FcCf490gIiKiJMDPT6IxYIBGFNhTAP4OYC+A9QAei2triIiIkgM/P4nGwBbvBhAlEqVUDQCICADsUEp9L64NIiIiSgL8/CSKHI6gERERERERJQiOoBGZICK/AXCTn4cOApjm5/7JSqm2qDaKiIgowfHzk8g4UUrFuw1EREREREQEpjgSERERERElDAZoRERERERECcLUHLSSkhJVU1MTpaYQEVEy2rJlywmlVGm825Go+NlJRES+gn12mgrQampqsHnz5si0ioiIUoKIHI13G/wRkRUAfg3ACuAhpdTdPo+L9vhKAH0AblJKfaA9dgRANwAXAKdSaol2fxGAZwDUADgC4DNKqZPB2sHPTiIi8hXss5MpjkRElHJExArgXgCXAZgD4BoRmeOz2WUAZmhftwK4z+fxC5VSC73BmeZOAK8rpWYAeF37mYiIKGIYoBERUSpaCqBWKXVIKTUE4GkAq3y2WQXgMeWxAUCBiFSG+L2rADyq3X4UwMcj2WgiIiIGaERElIqqABzX/Vyn3Wd0GwXgFRHZIiK36rYpV0o1AoD2vSyirSYionGPARqRSf1DLtTc+Xf0D7ni3RQiCkz83Oe78Gewbc5RSi2GJw3ydhH5iKk/LnKriGwWkc2tra1mdiUionGOARqRSYNO14jvRJSQ6gBM1P1cDaDB6DZKKe/3FgDPw5MyCQDN3jRI7XuLvz+ulHpAKbVEKbWktJQFLomIyDgGaERElIo2AZghIlNEJB3A1QDW+GyzBsAN4rEcQKdSqlFEskUkFwBEJBvAxwDs1O1zo3b7RgAvRPtAiIhofDFVZp+IiCgZKKWcInIHgJfhKbP/sFJql4is1h6/H8BaeErs18JTZv/z2u7lAJ73VOGHDcAflVL/0B67G8CzIvJFAMcA/EuMDomIiMYJBmhERJSSlFJr4QnC9Pfdr7utANzuZ79DAE4P8DvbAHw0si0lIiI6hSmORERERERECYIBGhERERERUYJggEZERERERJQgGKARERERERElCAZoRERERERECYIBGhERERERUYJggEZERERERJQgGKARERERERElCAZoRERERERECYIBGhERERERUYJggEZERERERJQgGKARERERERElCAZoRERERERECYIBGhERERERUYJggEZERClJRFaIyD4RqRWRO/08LiJyj/b4dhFZrN0/UUTWicgeEdklIl/T7fN9EakXka3a18pYHhMREaU+W7wbQEREFGkiYgVwL4BLANQB2CQia5RSu3WbXQZghva1DMB92ncngG8qpT4QkVwAW0TkVd2+v1RK/SxWx0JEROMLR9CIiCgVLQVQq5Q6pJQaAvA0gFU+26wC8Jjy2ACgQEQqlVKNSqkPAEAp1Q1gD4CqWDaeiIjGLwZoRESUiqoAHNf9XIfRQVbIbUSkBsAiABt1d9+hpUQ+LCKFkWowERERwACNiIhSk/i5T5nZRkRyAPwZwNeVUl3a3fcBmAZgIYBGAD/3+8dFbhWRzSKyubW11WzbiYhoHGOARkREqagOwETdz9UAGoxuIyJp8ARnTyql/uLdQCnVrJRyKaXcAB6EJ5VyFKXUA0qpJUqpJaWlpWM+GCIiGj8YoBERUSraBGCGiEwRkXQAVwNY47PNGgA3aNUclwPoVEo1iogA+D2APUqpX+h3EJFK3Y+fALAzeodARETjEas4EhFRylFKOUXkDgAvA7ACeFgptUtEVmuP3w9gLYCVAGoB9AH4vLb7OQCuB7BDRLZq9/27UmotgJ+IyEJ4UiGPALgtRodERETjBAM0IiJKSVpAtdbnvvt1txWA2/3s9zb8z0+DUur6CDeTiIhoBKY4EhERERERJQgGaERERERERAmCARoREREREVGCYIBGRERERESUIBigERERERERJQgGaERERERERAmCARoREREREVGCYIBGRERERESUIBigERERERERJQgGaERERERERAmCARoREREREVGCYIBGRERERESUIBigERERERERJQgGaERERERERAmCARoREREREVGCYIBGREQpSURWiMg+EakVkTv9PC4ico/2+HYRWRxqXxEpEpFXReSA9r0wVsdDRETjAwM0IiJKOSJiBXAvgMsAzAFwjYjM8dnsMgAztK9bAdxnYN87AbyulJoB4HXtZyIiooixxbsBREREUbAUQK1S6hAAiMjTAFYB2K3bZhWAx5RSCsAGESkQkUoANUH2XQXgAm3/RwGsB/CdYA1xK4XuAUdkjoqIiFIeAzQiIkpFVQCO636uA7DMwDZVIfYtV0o1AoBSqlFEyvz9cRG5FZ5ROZRV1+Cd2hNhHgYREY03DNCIiCgViZ/7lMFtjOwblFLqAQAPAMCSJUvUinmVZnYnIqJxjHPQiIgoFdUBmKj7uRpAg8Ftgu3brKVBQvveEsE2ExERMUAjIqKUtAnADBGZIiLpAK4GsMZnmzUAbtCqOS4H0KmlLwbbdw2AG7XbNwJ4IdoHQkRE4wtTHImIKOUopZwicgeAlwFYATyslNolIqu1x+8HsBbASgC1APoAfD7YvtqvvhvAsyLyRQDHAPxLDA+LiIjGAQZoRESUkpRSa+EJwvT33a+7rQDcbnRf7f42AB+NbEuJiIhOYYojERERERFRgmCARkRERERElCAYoBERERERESUIBmhEREREREQJggEaERERERFRgmCARkRERERElCAYoBERERERESUIBmhEREREREQJggEaERERERFRgmCARkRERERElCAYoBERERERESUIBmhEREREREQJggEaERERERFRgmCARkRERERElCAYoBERUUoRkSIReVVEDmjfCwNst0JE9olIrYjcqbv/pyKyV0S2i8jzIlKg3V8jIv0islX7uj9Wx0REROMHAzQiIko1dwJ4XSk1A8Dr2s8jiIgVwL0ALgMwB8A1IjJHe/hVAPOUUgsA7AfwXd2uB5VSC7Wv1dE8CCIiGp8YoBERUapZBeBR7fajAD7uZ5ulAGqVUoeUUkMAntb2g1LqFaWUU9tuA4DqKLeXiIhoGAM0IiJKNeVKqUYA0L6X+dmmCsBx3c912vZLgOsAAApNSURBVH2+vgDgJd3PU0TkQxF5U0TOi1SDiYiIvGzxbgAREZFZIvIagAo/D91l9Ff4uU/5/I27ADgBPKnd1QhgklKqTUTOAPBXEZmrlOry075bAdwKAJMmTTLYJCIiIgZoRESUhJRSFwd6TESaRaRSKdUoIpUAWvxsVgdgou7nagANut9xI4ArAHxUKaW0vzkIYFC7vUVEDgKYCWCzn/Y9AOABAFiyZInyfZyIiCgQpjgSEVGqWQPgRu32jQBe8LPNJgAzRGSKiKQDuFrbDyKyAsB3AFyllOrz7iAipVpxEYjIVAAzAByK2lEQEdG4xACNiIhSzd0ALvn/7d1rrFxVHYbx501LEVQsCChQIlUbE/yC2BC8xJiAitWAJprUxFijRknEeInREhKj37zf4i2KGrwSBC8NqVFEPyqISgtYK1UUChWqRiUxkaB/P8wqTuvMOdM558zsM/P8kp2Z2Xvt3bXes2fts86+NMmdwAvaZ5KcnmQnQHsIyGXAD4A9wDVVdUdb/1PAY4Ebjnic/vOA3Ul2AdcCl1bVXyfVKEnSfPASR0nSTKmqvwAXDJh/H7Cl7/NOYOeAck8dst3rgOuWr6aSJP0/z6BJkiRJUkc4QJMkSZKkjnCAJkmSJEkd4QBNkiRJkjrCAZokSZIkdYQDNEmSJEnqCAdokiRJktQRDtAkSZIkqSMcoEmSJElSRzhAkyRJkqSOcIAmSZIkSR3hAE2SJEmSOsIBmiRJkiR1hAM0SZIkSeoIB2iSJEmS1BEO0CRJMyXJSUluSHJnez1xSLmLkuxNsi/J9r75701yb5Jb27Slb9nlrfzeJC+aRHskSfPFAZokadZsB26sqk3Aje3zYZKsAT4NvBg4G3hVkrP7inysqs5p0862ztnAVuDpwEXAZ9p2JElaNg7QJEmz5hLgqvb+KuBlA8qcB+yrqt9X1UPA1W29xbZ7dVX9q6ruAva17UiStGwcoEmSZs0TquoAQHs9dUCZM4B7+j7vb/MOuSzJ7iRf6rtEcrF1HpHkjUluSXLLwYMHx22HJGkOOUCTjtLjjjuGW9/zAh533DHTroo0t5L8KMntA6bFzoI9sokB86q9fhZ4CnAOcAD4yAjrHD6z6vNVtbmqNp9yyikjVkmSJFg77QpIq00S1h+/btrVkOZaVV04bFmS+5OcVlUHkpwGPDCg2H7gzL7PG4D72rbv79vWF4DrF1tHkqTl4hk0SdKs2QFsa++3Ad8bUObnwKYkG5Oso/fwjx0AbVB3yMuB2/u2uzXJsUk2ApuAm1eg/pKkOeYZNEnSrHk/cE2S1wN3A68ESHI6cGVVbamqh5NcBvwAWAN8qaruaOt/MMk59C5f/APwJoCquiPJNcCvgYeBN1fVvyfYLknSHEjVwMvnBxdODgJ/XLnqTMXJwJ+nXYmOMpvhzGY4sxluVrN5UlV5o9UQSR4E9k67HqvQrH5fJsHsxmNu4zG38Qw9dh7VAG0WJbmlqjZPux5dZDbDmc1wZjOc2cwnf+7jMbfxmd14zG085rb8vAdNkiRJkjrCAZokSZIkdYQDNPj8tCvQYWYznNkMZzbDmc188uc+HnMbn9mNx9zGY27LbO7vQZMkSZKkrvAMmiRJkiR1xFwM0JKclOSGJHe21xOHlLsoyd4k+5JsH7D8nUkqyckrX+vJWGo2ST6U5DdJdif5TpL1k6v9yhhhP0iST7blu5OcO+q6q9242SQ5M8lPkuxJckeSt06+9itrKftNW74mya+SXD+5WmulzXqfcDSG9QMLHYeSXN6y25vkRX3zn5nktrbsk0kyjTZN0pF9hLmNJsn6JNe231X2JHmW2S0uydvb9/T2JN9M8ihzm6CqmvkJ+CCwvb3fDnxgQJk1wO+AJwPrgF3A2X3Lz6T3H5r+ETh52m3qSjbAC4G17f0HBq2/mqbF9oNWZgvwfSDA+cBNo667mqclZnMacG57/1jgt2bTy6Zv+TuAbwDXT7s9TpPbL+ZpGtYPDDsOtWW7gGOBjS3LNW3ZzcCz2vfp+8CLp92+CeR3WB9hbiPndhXwhvZ+HbDe7BbN7AzgLuC49vka4LXmNrlpLs6gAZfQ+4LSXl82oMx5wL6q+n1VPQRc3dY75GPAu4BZu2lvSdlU1Q+r6uFW7mfAhhWu70pbbD+gff5K9fwMWJ/ktBHXXc3GzqaqDlTVLwGq6kFgD70DwKxYyn5Dkg3AS4ArJ1lprbhZ7xOOygL9wLDj0CXA1VX1r6q6C9gHnNe+NydU1U+r9xvgVxh87JoZQ/oIc1tEkhOA5wFfBKiqh6rqb5jdKNYCxyVZCxwP3Ie5Tcy8DNCeUFUHoHeAAE4dUOYM4J6+z/vbPJJcDNxbVbtWuqJTsKRsjvA6en8dWc1GaeuwMqPmtFotJZtHJDkLeAZw07LXcHqWms3H6f0B6D8rVUFNxaz3CWM7oh8YdhxaqK/dP2D+LBvUR5jb4p4MHAS+3C4PvTLJozG7BVXVvcCHgbuBA8Dfq+qHmNvErJ12BZZLkh8BTxyw6IpRNzFgXiU5vm3jhePWbdpWKpsj/o0rgIeBrx9d7Tpn0bYuUGaUdVezpWTTW5g8BrgOeFtV/WMZ6zZtY2eT5KXAA1X1iyTPX/aaaZpmvU8Yy5H9wAK3pMxrX3uYMfoIc/uftcC5wFuq6qYkn6B3ad4wZge0e8suoXe54t+AbyV59UKrDJg3d7ktp5kZoFXVhcOWJbn/0GVW7XTrAwOK7ad3n9khG+idzn0KvR10VzuIbAB+meS8qvrTsjVgBa1gNoe2sQ14KXBBO4W9mi3Y1kXKrBth3dVsKdmQ5Bh6v5R9vaq+vYL1nIalZPMK4OIkW4BHASck+VpVLXQw1Oowyn4xV4b0A8OOQ8Py28/hl9PPeq7PYUAfgbmNYj+wv6oOXbFxLb0Bmtkt7ELgrqo6CJDk28CzMbeJmZdLHHcA29r7bcD3BpT5ObApycYk64CtwI6quq2qTq2qs6rqLHo727mrZXA2grGzgd4TyoB3AxdX1T8nUN+VNrStfXYAr0nP+fRO/R8Ycd3VbOxs2lObvgjsqaqPTrbaEzF2NlV1eVVtaP3LVuDHDs5mxqz3CUdlgX5g2HFoB7A1ybFJNgKbgJtbf/tgkvPbNl/D4GPXTFigjzC3RbTf1e5J8rQ26wLg15jdYu4Gzk9yfGvvBfTuGTW3SVnsKSKzMAGPB24E7myvJ7X5pwM7+8ptofdUqd8BVwzZ1h+Yrac4LikbejeC3gPc2qbPTbtNy5DJ/7UVuBS4tL0P8Om2/DZg89HsQ6t5Gjcb4Ln0LmvY3bevbJl2e7qQzRHbeD4+xXGmplnvE44yi4H9wLDjUFvnipbdXvqe/gZsBm5vyz4FZNrtm1CGj/QR5jZyZucAt7T97rvAiWY3Um7vA37T2vxVek9oNLcJTWnhSZIkSZKmbF4ucZQkSZKkznOAJkmSJEkd4QBNkiRJkjrCAZokSZIkdYQDNEmSJEnqCAdokiRJktQRDtAkSZIkqSMcoEmSJElSR/wXPeG2JgLllH0AAAAASUVORK5CYII=\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run VI estimation with standard priors\n", + "v1, v2 = rxn_ord.VI(filename=file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Process data\n", + "data_dict={'intercept':v1['sampler_params'][0], \n", + " 'rxn_ord':v1['sampler_params'][1], \n", + " 'sigma':v1['sampler_params'][2]} \n", + "\n", + "#Generate pairplot\n", + "arviz.plot_pair(data_dict)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also specify prior distributions and run inference with them. The following \n", + "example is for a prior distribution for the rxn_ord term that is normally distributed \n", + "with a mean of 0.5 and standard deviation of 0.1. All prior distribution \n", + "specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_f40325a266b697d550d9c3a8a80dd7e1 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Inference for Stan model: anon_model_f40325a266b697d550d9c3a8a80dd7e1.\n", + "2 chains, each with iter=1000; warmup=500; thin=1; \n", + "post-warmup draws per chain=500, total post-warmup draws=1000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "intercept -4.92 7.8e-3 0.11 -5.14 -5.0 -4.91 -4.84 -4.7 210 1.02\n", + "rxn_ord 0.89 4.0e-3 0.06 0.78 0.86 0.89 0.93 1.01 191 1.02\n", + "sigma 0.19 2.2e-3 0.04 0.13 0.17 0.19 0.22 0.28 291 1.0\n", + "lp__ 24.08 0.07 1.19 21.06 23.53 24.35 24.96 25.51 279 1.01\n", + "\n", + "Samples were drawn using NUTS at Sun Jun 28 16:32:43 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n", + "Runtime (min): 1.5847\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Run MCMC estimation with specified priors\n", + "p1, p2 = rxn_ord.MCMC(filename=file,control={'adapt_delta':0.99999999,\n", + " 'max_treedepth':100}, iters=1000,\n", + " priors = ['rxn_ord ~ normal(1,0.05)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Process datasets\n", + "data1 = m2['rxn_ord']\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = p2['rxn_ord']\n", + "datalabel2 = 'MCMC With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([0.3,1.1])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook 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"cHu1 = np.linspace(10,20,size0)\n", + "total0 = np.linspace(10,20,size0)\n", + "total1 = np.linspace(10,20,size0)\n", + "kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + "kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + "kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + "kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + "#clean data\n", + "for i in range(size0):\n", + " kHLF0 = (10**A0HLF)*np.exp(-EaHLF/(R*T[0]))\n", + " kHLF1 = (10**A0HLF)*np.exp(-EaHLF/(R*T[1]))\n", + " kHHu0 = (10**A0HHu)*np.exp(-EaHHu/(R*T[0]))\n", + " kHHu1 = (10**A0HHu)*np.exp(-EaHHu/(R*T[1]))\n", + " cHMF0[i] = HMFinit/(1+(Hconc*taus[i]*(kHLF0+kHHu0)))\n", + " cHMF1[i] = HMFinit/(1+(Hconc*taus[i]*(kHLF1+kHHu1)))\n", + " cLF0[i] = LFinit+(Hconc*taus[i]*kHLF0*cHMF0[i])\n", + " cLF1[i] = LFinit+(Hconc*taus[i]*kHLF1*cHMF1[i])\n", + " cHu0[i] = Huinit+(Hconc*taus[i]*kHHu0*cHMF0[i])\n", + " cHu1[i] = Huinit+(Hconc*taus[i]*kHHu1*cHMF1[i])\n", + "\n", + "f, ax = plt.subplots(1)\n", + "ax.plot(taus,cHMF0, label='HMF, 150C')\n", + "ax.plot(taus,cHMF1, label='HMF, 175C')\n", + "ax.plot(taus,cLF0, label='LA+FA, 150C')\n", + "ax.plot(taus,cLF1, label='LA+FA, 175C')\n", + "ax.plot(taus,cHu0, label='Humins, 150C')\n", + "ax.plot(taus,cHu1, label='Humins, 175C')\n", + " \n", + " \n", + "for i in range(size0):\n", + " cHMF0[i] = cHMF0[i]+np.random.normal(0,sigma,1)\n", + " cHMF1[i] = cHMF1[i]+np.random.normal(0,sigma,1)\n", + " cLF0[i] = cLF0[i]+np.random.normal(0,sigma,1)\n", + " cLF1[i] = cLF1[i]+np.random.normal(0,sigma,1)\n", + " cHu0[i] = cHu0[i]+np.random.normal(0,sigma,1)\n", + " cHu1[i] = cHu1[i]+np.random.normal(0,sigma,1)\n", + " \n", + "cHMF0[0] = HMFinit\n", + "cHMF1[0] = HMFinit\n", + "cLF0[0] = LFinit\n", + "cLF1[0] = LFinit\n", + "cHu0[0] = Huinit\n", + "cHu1[0] = Huinit\n", + " \n", + "for i in range (len(cHMF0)): \n", + " cHMF0[i] = max(0,cHMF0[i])\n", + " cHMF1[i] = max(0,cHMF1[i])\n", + " cLF0[i] = max(0,cLF0[i])\n", + " cLF1[i] = max(0,cLF1[i])\n", + " cHu0[i] = max(0,cHu0[i])\n", + " cHu1[i] = max(0,cHu1[i])\n", + "\n", + "\n", + "ax.scatter(taus,cHMF0)\n", + "ax.scatter(taus,cHMF1)\n", + "ax.scatter(taus,cLF0)\n", + "ax.scatter(taus,cLF1)\n", + "ax.scatter(taus,cHu0)\n", + "ax.scatter(taus,cHu1)\n", + "ax.set_xlabel('Residence Time (min)')\n", + "ax.set_ylabel('Noisy CSTR Outlet Concs')\n", + "ax.set_title('Noisy CSTR Outlet Concs vs. Residence Time')\n", + "ax.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We write this data into the appropriate format in an Excel file (see the Excel file named CSTR_Data in this folder). Then we can use this data to obtain our estimates.\n", + "\n", + "First, the MAP estimation. This yields point estimates of the modes of the posterior. \n", + "These estimates are the values that fit the model best given the data and priors. \n", + "\n", + "These output values can be compared against the values provided in the attached Word document \n", + "named \"Test File - Outputs Comparison\" in the same folder as this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_5ba48018ebd39946546ec1c500d40586 NOW.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parameter Estimate\n", + "----------- ----------\n", + "A0[1] 11.21\n", + "A0[2] 16.4\n", + "Ea[1] 93.75\n", + "Ea[2] 139.2\n", + "sigma 7.75312\n", + "Runtime (min): 1.6494\n" + ] + } + ], + "source": [ + "#Import data\n", + "file = './CSTR_Data.xlsx'\n", + "\n", + "#Run MAP estimation with standard priors\n", + "map_vals = cstr.MAP(filename=file, pH=True, seed=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the MCMC estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated.\n", + "\n", + "These output values can be compared against the values provided in the attached Word document \n", + "named \"Test File - Outputs Comparison\" in the same folder as this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cached StanModel\n", + "Inference for Stan model: anon_model_5ba48018ebd39946546ec1c500d40586.\n", + "2 chains, each with iter=10000; warmup=5000; thin=1; \n", + "post-warmup draws per chain=5000, total post-warmup draws=10000.\n", + "\n", + " mean se_mean sd 2.5% 25% 50% 75% 97.5% n_eff Rhat\n", + "A0[1] 11.21 0.01 0.79 9.69 10.67 11.22 11.72 12.76 3278 1.0\n", + "A0[2] 16.86 0.03 1.92 13.73 15.56 16.66 17.91 21.3 3036 1.0\n", + "Ea[1] 93.81 0.12 6.59 81.11 89.33 93.88 98.08 106.86 3274 1.0\n", + "Ea[2] 143.2 0.3 16.35 116.61 132.14 141.46 152.2 181.18 3032 1.0\n", + "sigma 8.22 0.01 0.79 6.86 7.66 8.15 8.71 9.93 4208 1.0\n", + "lp__ -141.5 0.03 1.69 -145.5 -142.4 -141.1 -140.2 -139.2 2838 1.0\n", + "\n", + "Samples were drawn using NUTS at Tue Jun 30 18:12:27 2020.\n", + "For each parameter, n_eff is a crude measure of effective sample size,\n", + "and Rhat is the potential scale reduction factor on split chains (at \n", + "convergence, Rhat=1).\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Runtime (min): 1.6323\n" + ] + } + ], + "source": [ + "#Run MCMC estimation with standard priors\n", + "m1, m2 = cstr.MCMC(filename=file, pH=True, seed=3, iters=10000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are convergence checks to ensure that these samples can be relied upon. \n", + "These checks are discussed in detail in the published article. This run passes all \n", + "those checks, and offers a successful inference we can trust.\n", + "\n", + "It is important to visualize the correlation that exists between the samples of \n", + "the parameters, which we can accomplish with a pair plot." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kN1dow/Z2vdx8RHULZqi3P6Hndh3SMzvaU5saF6ibca38+pzg+xc8uVJRVqrHft2seDLVb28kTSvJ/56NZGXQQNPq3sa2o7HhLgAAAADg/E3KoN1a+7pS/3+30PW/lPTLQY7xqaT/mP4D4AKxYXu7vvfC7qJuayT98GvXErCjoOzJ4m+tWqyn3v7YD3Mdo9xNVJNWks3bE+4dM7hJaL5KlUTS+tUuwd72kvREtV/dkmdq++XmI3r01iv96WtjTN76Fc/ujh49/Ktd+v0fjxW8jSfpSnMuLpGMVFFWqtauM/r8FXNkJP3+j8e0cXu7HCfzPvfeUK1nd7bnPV4sabX+zY/053XztampQ5ubOvLujXD/ymp/6v7xrfv8YDyecLWpqcN/PR+86TI/0LdKbdaabzLc+/O9F3YrlnWCY6BgeyQqgwaaVveu8z4PjtGoVdMAAAAAAIZmUgbtAHA+Im3RokP2ueWl+n//lxVMiWJAwYnzWNzV+rdaM6pSgpuohh2jeNIq5EiO4yiZzK1D2bC9XWu3NCvpWn9y+ukHG7SpqUP/suuQv1GvlfT2/i69+1G3H5LHk1afrZqhuTMu0hv7TiiZdGWM5GYNod++bEHG9HXv2fiA9UmupFc+HDxk9xzt7U/9fbrfr6Jx0seRUmF8zWfKVF1ZproFMxTti6k07OQ/mKSD3X0Z63tm5yH94M5lOSfAggG1TT9myDF6PtLhf3tg9fIqGcm/vuXI6QEnw7PP6BuNfrCdvQFvcE3edd76P7dktt+5DwAAAAAYXwTtAKa8Ddvb9d9f3asTn8SKvg8hO4oR7OU2xuR0pRspVZmycKaeMx2SrBzH0WNfye3vjrRFMzb3jMVTIesjtyxRfU2F1iyv0qamDrUc7tEHHT2yUsbjWUkfdPTIcU6rvnqWZpaV6vd/PK7glqQ3Lq7Q0vnlemLbATXUVuqRW5YUffJpOLILZ9pO9un2ZfP1y3cPKpZ+7YqVdK3+5sXUmoNhe2Nrtz/pbSR97orZqv5MmTbuaM844TGt5FyP+u3LFmT0sWcH6KuXV+m5SIfiCVfhkNE9KxZpTZ6J+oEMddPS7K734JqyryNkBwAAAICJg6AdwJT26DP/phff6xzSfX70tWsJr1CUnD7vrM1CUxXoVi2dPUokXb96pKWzRz/82rWKtEX90LuxtTtjI1FrpPcOncrY0PPSWdO1bOFM7T3WkhHu28DjJV2rHQejCjkmZ8PPSFtU965/V8mkVUnI6LGvLtPzkY5hvQZG0sKK6eqMnlXhAppc//Rumz6Np18ra+UYyVoVdQzXSmu3NGvp/HJJ0qamDh041pvxOnwaT6pu4cyMYHr18iqtXl6VEXwvnV9eMAivr6nQxodye9cjbVFtbuqQlbRs4cyCHfLns2npQF3vI9kDDwAAAAAYWQTtAKakDdvb9ZN/3aOevkRRt79xcYWWzCsf8rQqEOzlbu7s0cbt7Zl96q5V8+GeVPCd7g5/Zke7yqeF/Ylur9/dMcYP262VXv3wmLb98Zi+eNU8vbbnmJJWCjvSujuvVbQv5m/WGcuzk2nStQo5mVP2Sev9T6r//Ee//VDxAhucFsOrUvmHr/+J9h7t1V+/uFu2yLT9bDxzI+LgOQEj6c7rF2rL+50Fj+dam1OpE7TzYFTvHzqVdzPV7PC60O98vmn0SFtU9z3ZmHFCxZuUX3tH5jcVBqqBGchAaxqJHngAAAAAwMgjaAcw5dz209e1/8SZom578xWz9atvrxzlFeFCEGmLSkoFz4lkKlw1SgXI73f0KNhCnrTK6B2PxV099fbHOdUzkpRwMzvSE660be9xPfnNFZKkls4ePb09/2aiktWSuZfowPFP8l77SX8y7+XFCDmp/vdk0tXeo71q6ewZMGR3TGaYPhAr6UwsKcf45wXkGOmr1y3USx8ckWutSsOOunr784bsnljSKtoX0yO3LCn+iaUVmkZvbO3OOTlhlXoP125plmutHGP04E2Xqbc/oXD6ZAeblgIAAADA1EbQDmBKiLRF9fM3PhrSpo13Xb9Qj3/9T0ZxVbhQBEPZsGN0343Vqls4U8/ubNf7HT2SUj3l3kacQUaS46Qm2YutXvmws8f/79XLq/we8myuK9XOvrhg0H6+TPrY3oD891/crS9dPW/A+8wqK9HJM/GiH+O99qiSgTzbtdJLH3RmTPM/u7PQCYZzes8W/5hBhabRG2orVRJ2MibaHaXeQ6/Gx7VWP3uzVY6RwiFH99449G53/P/s3X94lPWd//vn555JAsEAEQw/jEERRUxsLahAdVGrtrWr9QfdanG/uz1bq/ay57te3fPd9lTLunTXdfdsz+W11/FUrdtvv90VRAW19Ui3oqhYIcBELQm/iUwIhATCJEQCSWbuz/njnrkzM5lJZoBAEl6P63JLZu575p5kkmxe9/t+fURERERERIYXBe0iMuyFwhH+7JkPc56WvXBCMT/75pUKveSUSQ5lE2FrpLOboqCTsl2mt+i0CcU8sOBilrxR5z8GeGF2cWGAo919p873tR3nkRc/4pJJJZQWF/b73v9jY9sJv65sEguOJsQsvL21/5Nck0pG9QnaiwsDdGZ4fUDGxYujrlfPs3B2Ofc9v56unoFrb9bVt/Loq5uxkFfYnW1R0kRve3pHe2lxIT95vTblqgTXehP/548frZ83IiIiIiIiI5yCdhEZtkLhCD9Y/jHhw5057/PQgun86GuzBvGoZKTI1M+dTXIoG3AMr4QaicbclDA6mwcWXMyiuRX+opwdx3r4RbxGJlPInvDax/sxgOnnSSxw4EhXDkdx8vppcAGgMOiw4JKJvL/zkH9btpC9P4beExsWb5p8fHEBhzszT65v3tfuX1WwfEMDP73zChbNrcj6+Mlf9/4WJc208Gn618IxEAg47Gs7lrKorYiIiIiIiIw8CtpFZFh65MWPeO3j/TlvP7rA4T/jHcsiA0mugnGMYckdVf2Gs+BVuCRy1kSViwPeIqiuJRAwGKAnnkgb4MEF0/3HTYS3T6/ZhZvj5RkW+vSiBx1v8nswZarAGcgnje04uZx5GMDRrij724753efGQCRDPcyFE4opKyliw56If1vMwuLXa5k5uSRlcdNEmA706WV/+MYZhMIRnl6zq9+TLuvrW/2vmwFuuXwS55UU8fKmvby4oYGVNY1+z7uIiIiIiIiMPAraRWRYCYUjPPyfIQ505D6lG3CMQnbJS3IVjGttn3A2WfqimYtvq0ypHFl8WyWRzm4/yE1UjmSqMQmFI+xrO0YwYPxAHnprWjKF2+mh92CH7NmOIxe51jv1J/kE26zJJWw70NHneAIGykqK2Nd2rM/+Udf6fevpJ1RuvKysTy870Ofrm/h6Jn/90qtmHrz+YtbXtxJ1bZ+edxERERERERl5FLSLyLDx5Jtbeeb9+py3f2jBdEpGF+RU/SGSbN70CTjGW6AUwE0KZ9OlL5oZ6ezOWjkCZH0vpi+o+uXLvcVFJ5YUUTV1HEveqKOrx+0TKp+C7HrY2nqgo89tBm9yPXmSPd3O5g5C4QhPrd7hf05da3lnW4s/KZ/oZU/++nZHXRa/XotrrT/xnvh6zplWyuLbKllV28StVVOYM62U7Qc6cIwBa1N63vuTPmGfa32RiIiIiIiInFkK2kVkyAuFI/zzqq39BmfJDPDK976oYEpO2JxppSy5o8oLVV1LYUHfkDQUjrCyppGWji6CAYdYrHfRzEwd3ol9sgWnyYFuNGY51hPjkZsv9bebObmElTWNLN/YcFqm1oejXCttXv9kP29ubqI7rVg+5lpuunwSn79gPKXFhayvb6W0uNCfVDfG+Ivdpk+oh8IRf0HbjXsOA7DkjTpca3Ecw+LbKgf8mZR+sgVjiMZyry8SERERERGRM0dBu4gMWaFwhMde3ZxxajWb884pZONjtwziUcnZInmB0kTInujpBvjWL7xAFLxe9HuvqeDueB1MpkA9vWLm2/MvpK7pCLdWTWHR3Aq/eqS7x8UF/rDrEBv3HE6Zmp46fjT3Xzed1VubqT90FGtzn2h3DFw1rZRQQ4TYMAzqHdN/9YwB7rhyak5rN1hLn5A94d0dB7lhZpkfmifXxZQWF7LkjTq/Hib55Ev6lQ2rapv8jw2WSGd3xudLfq+kPEbMYuNfXddaHnttM4DCdhERERERkSFKQbuIDDmhcIRn39vN77c057XfnVdO5al7vzBIRyVno8RkenpIfvfscnqSxspjrheCJ7b91nPr6IlZCgKGx79eRd3+dmr3tfs1JV09rl+DtHbnIcALUF+4fx5Prd7BH3YdytgTntjfAI5juGlWGV09Md6PP0Z/XAsb90QGpWrGAQYzuzfAdTMm9vs6LdDZHcs41R5w4NKyzH3u6aJRl+fe3+1/rhN1QA/fOAMg5eRL4gTI0uoGfl93AMd4x1oQdLi1agob9xzOGMonZHqvJKbnA44hZr0pe/C+fv2tFZCL/q6oEBERERERkZOjoF1EhpRQOMI3n/0wr4nbc4sL+MVfXq3gSAZN+rRyIkxNTLQXBIwfpK6oafSnpbtj3iRy8iS2AeK13b5VtU0smlvBnGmlPHLzpX0C2sTzJ3axeAHsO9taMGnRscGb/h5XXMjho6lT1IPV5z7YA/LBADmdTPioIUJRgcPxntQjirnQ49p+X3/A8bZzgXBrJxbvBEJ6SJ5eC7S0uoEfv7rZ//iWyyfx0PUXM2daacZQPln6e6V2fzsv3D+PZ97bTcuR44wbXZDyumNZ1gpID9BzuaLiBS0QLSIiIiIickopaBeRISMUjrDw5x/mvH3QMdx/3UX86GuzBvGoRPBrXRLh992zy7l7djkraxqxwMJ4ZQx4QXeyTHUn6dPZt1ZN8f89Z1opL9w/jxU1jf5jpdfKJMQyPLjFWww0PWQfznpiuW138LNuFlySefJ9V8tnfW4LOIaqqWOZP30Cv/zDp8TiUbzFO1lx7YyJKT35mayqbUr5uOXI8ZwC7FA4Qt2+9pTbDLD9QAdvZbmaJ+CYjGsFJAfoi2+rTKm9SQTq6SeLsi3uKyIiIiIiIidGQbuInHGhcIQfLP+Y8OHOnPdZcMlEfv2duYN4VCK9EuF3+pRw8vRw4uO7Z5fzcqjRq/8IGAxe33aCBf6wu5WA8QLxoOPVkaRbWdNId9RlRU0jL9w/j8W3VfLLD+rZdfDo6XjJw1ZNQ26LJgNgLUe7oqze1pLyNQIoDDoDhuxLqxtoaj+ectvmxnYefXUzlVPHZQy8oTcc74pP3ieukLh7djlPrd6R8nhOvAvHcbwFUftbRLerx2X5xoaMgXr6yaJMVTYiIiIiIiJy4hS0i8gZoy52GU7SK0Mgex3Hsu/OS1lE9dn3dvPWlma/uiTmWn9aPerCkt/Wsfj2Sv/x06ePn31vN6u3NA96RctI4OSxbcyS9cTFVysnZ61hAXjyza1+z34yF3ihuoGgY4jF62rSJ8iTq4Ac4NpLeifnb62a4vf2AzzwJ9MpGV2QtX5m3vQJBAOO/3ib97WndMUn3oPZThaJiIiIiIjIqaGgXUTOiBPpYh8VdFh8eyWL5lYM3oGJ5CFbHUd6KP/g9RcD8PbWZqyFYNDBtZZofIr6k8Z2vvnsOn56RxWL5lakTB87jsn7ZNTZ7EhXjj0zA3h3x0GWVjf0mUoH72qDF6ob+t3ftZaAY7DW9pkgT58uT56cT/x8W1XbxK1VUwb8eTdnWinfmFPOsuoGLF5VkTGGe665IKXSKLGtAnYREREREZHBoaBdRE67fLvYAfY8+aeDdDQiJ87vTo+6GGMoLS7ss03y1Hsw4PCNOeUsnF3OippGliaFtTHXsvj1WmZOLvGnj1fWNPLihv4D3dEFDsd6NOt+qrV19rD49Vp/Kr27x+WHr3zCp62dGbvxA/EJdvCmyRN96ZHO7j4T5Nmmy5On5xfNrSAUjvDoq5v7rAOQbuHscl7auJdo/Pmtazl//GgAnl6za1Am2LNN+ouIiIiIiJytFLSLyGkRCkf451VbCYUjxDIsDplNwIHdTyhkl6FpzrRSFt9W6QeyS96o84PyhJU1jXT1eLUesZjL+eNH+/e/smkv3UnfEK5rUypGGg53Dvj9opB98ERdS8CAtV4lTLaamQsnFHPlBeN5/eP9WLzQffFtvVffhMKRAQPvTIuaPv5bb5oevPfKsgfmZ9x/zrRSltxR5b8PHcfQcayHbz23jp6YpSBgsu57IpZWN/jPVVSQ2j8vIiIiIiJytlLQLiKDLhSO8I2ff0ge+TrgTYQu++68QTkmkVMl0tmNa/t2cYfCEVbWNLJ8Y4P/3g8EUjuzlz0wn2fe280721qwrqWwwLt/aXUDj722mQyD0ymSp6hlcDiO4fIpY/ljY3vWn2F7WjvZ09q7mHPMtUQ6u4HMPf6AvxhqIL7IaaSzO6WGaFVtEz3R3pMoPTHLU6t3+DUzS6sb/HqZmZNLiHR2c/91F/H8B5/iWssv1tb7J2m6Y5YVNY2nJAwPhSMsfr3Wn57v7kntnxcRERERETlbKWgXkUGVbcHAgSyaW9FvVYLIUJHetz1v+gQ/XE1MsoNXJ/KNOeV9akIeuv5iHrr+4pTFUx97dXNOC58qZB980ZjlaHcsrxOFFvwaoUw9/oD/3ojGK4OW3FGV8j66tWoK1Z8e9ifaLfDBzkNs3HOYb8+/0P+5unbnIQoC3gkXx/QuwGrSjulQR9fJfBp86+tbcW3vZ8NxTEr/vIiIiIiIyNlKQbuIDJqr/+EtDn7Wndc+Acf4C0KKDGWJoLy0uJCFs8tTerQffXUzx5MqXQxQVOCwcHa5v2/6lPPDN84A4NEcQ3Y5PSywq+WzvPdb/Buvbz/9RExpcSF1+9txDP7EuWu9Cfjk3nbwTswc6uii+chxf6K+J+ryu7oDKc/V4/cLebUxrmtxHFIWm357WwtLqxtO+mdr8roEjvGm8XVCVEREREREREG7iAyCE1nstDBg+OubL9XCejIspE+sO8arOlo4u5xQOMLyTXtTtr/l8kk8eP3FfqXMU6t3+Pt29bh+rUcoHOHltH1leIrGLM+8t5srLxjvL4paWlzIkje83vWAYyA+fV4YvxJizrRS/32Q3te+vbnOD+u/Wjm5z5VCjvFOVEZj3mPG0s7WJC+2C5zwQqbZFnKVwZFcEaQT0CIiIiIiQ9uwDdqNMQuA/wOYA0wF/jdr7a+S7jfA3wEPAKVANfCwtbYuaZtS4N+Ar8dv+g3wv1tr207HaxAZiZZWN/DjVzfntc+CSyby6+/MHaQjEjn1EnUgiTniRC3IyppGGg53Ek1bwfTzF4zvE6D2ziDDK6FGFs4uZ319q999LcPf21ubeXtrs3/VQnKNjHEt915TwdTxo/sE1uvrW/0TMd09bp9p9znTStl96ChvbWkGvCsmrjh/HJv76ZEHb7HdFTWNrKxpTLma4kTCdgXsgy/59+nanYcAFLaLiIiIiAxhwzZoB84BaoFfx/9L97fA3wDfBrYDi4G3jDEzrbUd8W2WAhXArXhZx/PAfwC3D+qRi4xAoXCERb9YT1c099KLc4sL+MVfXq3ARoYdvz6jx8XFmyZ2HMOLGxr6LGBaGOjtsE4OWpN1R13+edVWLplUQjA+laz6mOEv8XXujro8tXoHlVPG4hgDWAqCDnenrUORmF72tog/BvDJ3jbmTZ/g1wsBXDxxDG/F/22BSWNH8Ufasx6LAQoLHEz8eJI740/lz+BEpZKm3U/eqtqmPh8raBcRERERGbqGbdBurX0TeBPAGPOr5Pvi0+yPAE9aa1fEb/tLoAVYBDxrjJkFfBW4zlr7YXybB4G18TB+++l6LSLDWSgc4QfLPyZ8uDPnfRzg5e99USGMDFvJ9RmJzu0XNzSQPMg+o+wcrrno3JRFfedNn0DQMXTH+s4db9gTYcOeCAEHxo8p4PDRntP1cuQUiDfB9GHwbl+78xBrdx7C4FW8LL6tsk/Inu1qoLe2NPP+zoP+9HkoHOH5Dz5NeY6JJUUUBHrfWwEHbrpsEhNLiqiaOo7a/e0YoHLquD6L954qmdYe0M/5E3dr1RR/kj3xsYiIiIiIDF3DNmgfwEXAZOD3iRustceMMe8DXwSeBeYDnwHJRdJ/AI7Gt0kJ2o0xD+DV0FBRoWkiETixxU4fWjCdH31t1iAdkZxNzvTP5eT6jKfX7OoTsjYc7uSfF36ub9BokueV+4q5KGQfgs4fP4p9bcf9j0uKAnzWFcPihdrGGNy0EyiOgYpziwm3dqZUBVlrqd3fzqOvbvYX0U2fXk6WWAQ1MX2+vr4V1/Y+l2O8sP3xr1f5gXrytHwoHPG74ROd75HO7hOeOs82tZ58xcZgTMufbRLT6+poFxEREREZHkZq0D45/r/Nabc3A+cnbXPQ2t6/VK211hjTkrQ/Sfc9BzwHcNVVV6lAV85aoXCElTWNvFDdkNd+YwoD/Po7cxW6yCkzlH4ulxYXegtRJqXtsVjfoHF9fSvR+CqVjoEJYwrzPlklZ0ZBwEn5uKMr5v/b+5L2fQsGA97Cpc9/8Cmx+MKnJn7f8o17icXfLy9t2sv9116UMr1M0rYG/OnzUDjC/rZjXsWQazHGYAws29CQdYp8ZU2j3/neE/U635NraPLR39R6olJpMKblz1aL5lYoYBcRERERGSZGatCekP5Xb/oYYaZgpv9RQ5Gz2JNvbuWZ9+vz3m+FamJkBAuFIzz+2zqirsUxXi1ILB6AlhYXpmybHEQGAg4Bx2R51F4XTihmT2vu1Uxy6hng8NH8T4hcf+l5/GrdHmKuJeAYbvvcFH77xyYvYE+aSI/GLB1dUZ646wpW1TYxYUxh73Z4J2UW31YJwH3Pr6erx8VxDDfNmsR5JUX+2gCZpshD4Qgvb9rr/z82gUD/AfhAHev9Ta0nVyqpo11ERERERM42zsCbDEsH4v+bPpleRu+U+wGgLN7nDvjd7ufRdxJe5Kx3y8/eVcguksHKmka644sAuxa+cMF4HOOF7UveqCMUjvjbzplWyuLbKqk6fxyutTQf6Rrw8fe0dpJDHi+DyAJHjkfz3s+AP0kedS21+4/44Xmm51g0t4L/+M5cLplUkrKda6FufztPrd7hP17MtazZ1kJVvHM9YMg4Rb6+vtW/0sIA35hTnvVncmJa/We/3859z69Pee8mlBYX4hiDQ+bnmzOtlIdvnDGkf+6HwhGeXrMr4+s7U4biMYmIiIiISH5G6kT7p3hB+i3ARgBjzCjgT4D/Ed9mHXAOXld7oqd9PjCG1N52kbNaKBzhGz//MO/LPL58+SQevP7iIR22iJwK6d8bXVEX19o+vdrQ25WdCEvBCz/HxPu+s8mSzcopNmVsES0dXWRYq/aEvLO9JeX9savls4zbBQxUTR3nf5x+JYTjwMub9tITsymP51pLpLObxbdV+j3e6T9z0+tcFs4uz3q8A3WsJ96/rrU4GRZ0HQ6G4oKtQ/GYREREREQkf8M2aDfGnAMkCkYdoMIYcyVw2FrbYIx5CnjUGLMN2AE8hrf46VIAa+1WY8zvgGeNMd/FyzqeBd6w1m5H5CwXCkd49r3d/H5Lfhd4nFMYoHbJVwfpqESGnqqp4wgYiFkoDBjuubqC7c11GXuqE0FmcsjuOIZZU8by0d42ojGLASaPLaIph2l3ObWajnRxMhcPOCb1pEhsgMR+1uQSdjR3ELPwk9c2A95Ue6SzO6XH7qIJY6g/dDQlZDdAYdChtLjQX+h0457DzJxcwpxppSkVMLnWuQzUsZ4cxBu8kH+4GYoLtg7FYxIRERERkfwN26AduApYk/Tx38f/+1/At4F/AUYDTwOlQDXwZWttR9I+9wH/Bvw+/vFvgO8P6lGLDHGhcIRn3tvNW3kG7AB3XjmVp+79Ia1kPQAAIABJREFUwiAclcjQlJjwtUDQMTz+9SoWza1g5uSSPsFm8iKWMddiHIPrWmKuZeOeCEEH7ptbQeXUcby7vYUDW5q1YMgZkMvnfHTQ4Vi8LijBADfNmoTBm2SPxSzGpFSx97G9ucMP5hNh+8zJJcybPoGCgKE7HtTvPnSUgGOwSRPtFvj2/AuJdHb3CWmBPhPSuSx+OlDH+khY7HQovoaheEwiIiIiIpK/YRu0W2vfheyDZ9ZaCzwe/y/bNoeBPz/FhyYybJ1oTQzAE3ddwaK5Faf8mEQGW/rijwMtBpksfcK3bn87T6/ZxbzpE1KCzeRqiGDA4Z5rLgBgWXWDv03M9cLTx39b53e+y9CUHrKD97V7a0szQcebarf0H7JD30qgmPXeUw/fOIMbZpb5VxRZC65rmTS2iANJVzrUNR3hkZsv7RPSrqxp5HiPd4zdPflNSM+ZVpp125Gw2OlQfA1D8ZhERERERCR/wzZoF5FTKxSOsPDn+S9PoC52Gc7Su5EX31bp13Dk0pU8b/oEggEv5HQcw8ub9hJ1bZ99kwP5WMzl/PGjmTd9Aq+EehdSdQwc6uhSyD4EpVfC9Odkv3wdx3oAmFhSlHK7a+GCc4tTgvZEJ3tySAuwfGPvCRwXeG97C/vajrFwdvaFUHPVXxA/XAzF1zAUj0lERERERPKjoF1EePLNrTzzfn1e+5x3TiEbH7tlkI5I5PRI70ZevrHBX6g0l67k7Qc6iMW8ZNV1vVoP13pTxD9c8UfGFAa45+qKlGqIQMBhX9sxth/o4M/mlLOzuYNQQxvWWtZsbzk9L1zyMn50AW3Hek7LorTr6lt5es0uqqaOIxgwROP1MUEHPtrb5m8XcAwzJ5f02X99fSuxtLB/w54IG/ZEeGXTXpY9MF+B7gi3tLrBXxxXV5qJiIiIiJw+CtpFzmKhcIRvPvMhA6zX14dqYmSkSAnAHcOWpiN+dVLAMZQWF/pVMOnhZCgcYfHrtf73j2u9fbAWF9jV8hkAnzRu5om7ruCF++exsqaRlzftZVl1AxZvUtoxBmutVzeS7zejnBaRzp6cK7WSFzE9EZsb2/ljYzsFAcOXZpYB3nT7oY6ulMWpY67lqdU7uLVqSspVGN+ef2HWx+6J2SG70GY+lU2S3dLqBn78qrew7tqdh2hoPcqPvjbrDB+ViIiIiMjZQUG7yFkoFI7wwP/aSGtnT177XXLeGN76mxsG56BEzoDk2o39bcdYtsGr3DDADTPL+q2R8SaHeyPVgGNYckcVq2qbWLvzUMrzrKptYtHcCtbXtxJ1exe0dC241mIAB3CSJphl6MjnKzK1dDT7245hLRQGHa4sH8eGPZE+211y3hh2Hjza5/bEMHp3zPLWlmaKCrxKo8d/U9tn2w92HuLDXYf8kz1dPS7Pvl+f9XgLAiavhTaTw2/glAbh6Y+dvnirwvYTk1wbBPDs+/XcUjlZn08RERERkdNAQbvIWeZEamIA7rxyKk/d+4VBOCKRMyvRjRwKR1hR0+gvKnleSVFKrcz6+lagN2ycN30CRQUO3T1eP/uSO6pYNLeCmZNLWF/fSk9SYF45ZSxLqxv4fd0BHMdgYzYlDE1Mt8++YHzGUFaGj32RY/6/Xdflzi+U83Fje5/u/V0ZQvZ0iQqjVbVNRDP01lhIuSKpvxMCk8cW8fR9c3IOXFMW8HUMGEM0NnAQPtBkeuL77JVQo/94d88u7/O9pmD4xEwaOwpo9z+2oM+niIiIiMhpoqBd5CwRCkf4/gshmpIW0svFuOIgP/zKLFXFyIiXaVHJ5OC9tLiwz9Rt8vaJIGvOtFJefGA+j726ma0HOjDAv//h05TgPd4wkyJmUcg+TBhg0tiilIVJM4m68PSanYwKOn2C9v5CcWO8KySsawkEHEYVBAgGHKIxL4xO1NPkU1Pz32+6NK+wNXn9gu6Y9Z+pvyA8fXHh9EA+cX9iHYTE4xnwK5wKgk5eU/eS6sHrL+btbS3+1TaFeV7FICIiIiIiJ05Bu8gIt7S6gf979XYOdXTntZ8BPn3yTwfnoESGqMR0e0JykJ6+cOr6+lYevnFGxsBx+4EOtjd3APGp5LQ6mNOxqKYMnmDADBiyJ+xrO571voKA6fPeALjj81MpLgpyqKOLd7e38PbWZgxw86xJ3DCzjNr97Rzq6MIC7+04SE/U7RO4G6Di3GLGFxdwz9XelRbZ1huAvpPo86ZPIOiYeMjucaDfIDzT90h63VJ30rGa+OPdPbucu2eXj5iO9jPZNz9nWikvPTiflTWNWGDh7PJh//kUERERERku8g7ajTEGuBa4FBiVfr+19v89BcclIqdA8qJo+biyfByvff+6QTgikeEreeHU/sLGxCKpyWG6YxSujySZwvGTeZxziws4HF8zwwBv/LEJ11ocY4gldfq/s62FG2aWsbKm0Z8af/z2yozrAlhgX/sxxhcX0NB6tN/1BpZWN3gL+7qWooLe+//sqgtYmrRw77UzJvLIzdkn4wf6HklffPiGmWWcV1IE9D3JNVwNNNV/OoyUz6WIiIiIyHCTV9BujJkEvA1cTu9Vy5B65bKCdpEh4JEXP+K1j/fnvd9DC6bzo6/NGoQjEhleMgVmmapi0qUvkuoY+Ic7rwC8hQpr9x9JuV8kGDCMKvACaGOM38fuhe29NUOua1lV25QyNR7p7KZyylg+2Hmoz1R7NGb5pLGdTxrb/ZqZrh6XFTWN/vs3cWIo8ZzdPb2T6HfPLk+pT+ovZIe+9Uvp2ybfX1pc6If/K2oah80CqANNqw801S8iIiIiIiNXvhPtP8NbYekCYC8wF2gG/hz4C0A9EyJn2NLqBh57dTPuwJumuHBCMT/75pUKBETiBqqKSSzqaIC7k+oZ0hdJvf+6i4h0djNv+gSqzh/HJ43tfZ5r1uQSth7oOJ0vT4aQlo5uHlownZLRBexs7kg5Sfq588fxx33tWAuFBQ63Vk1h457DfvjdcawnpwWubdL/vrxpr18psr6+FTdpwQDH6e30zrRuQX/1M4l9Bgrj50wr5ek1u4ZdIJ3LtHquV76IiIiIiMjIk2/Qfj3w10BT/GNjrW0AnjDGOHjT7F/JtrMx5pz4Y1wGlOL9vdcGbAPes9Z+lufxiEiS6558m8Z++oAzOe+cQjY+dssgHZHI8NVfYBYKR/jWc+v8/uqXQ40s++48P0R84f55rKhp5FBHF7/8w6dEXUvQMRlPgE07t5jyc4vZfehoyoKZxkBFaTEHP+uiszs22C9XBkE+lUHPf/Apyx+cz/r61pTb/7jPOzETcAyLb6tk0Vyvbz0Rfj+1ekfK9hdOKOaBBRfz7vYWfr+lOeNz9cQsK+NT7Yn3eXfUxTGGJXdUpYTHiX+vrGnk5U17ibr2lFSiZPr+OpPd5rnIZVp9oKl+EREREREZufIN2scDB621rjHmCFCWdN+HwA8z7RTvdf974AdAMdAJRPCqZ8YBY4BOY8zPgMettbqmXiQPT765NaeJxnR3XjmVp+79wiAckcjwlykwSwSB+9qOpfR0ZwrdVtY00tXTu/Bjtl7v8OFOwoc7+9xuLRlvl+Ejn4agqGtZUdNI5ZSxKX3riccwWCKd3qLWyVPjt1ZNSdm+rKSImZNLWDS3giff3Mpza+szHkfipoGC4cQUd8p7+RRMoGealj/T3eYDyXVaXR3pIiIiIiJnp3yD9k+BKfF/1wH3AW/EP74dOJxlv8fxQva/B1601u5NvtMYUw7cC/wd3t9+j+d5XCJnpVA4wn/79+q8p10N8Mr3vqggQGQAyYFZcm1EMOAQcCAxgB4ImJTQLTH5mpxvBgLGW9wyltrDLZKwfONevnRZWcptQcdgrSUQcNjXdoxQOJLys3vR3AoaWo/y7Np6rIUNe7yrLf7q2ov4Xd2BrGF/1dRxKR/vazvGyppGgJTHT38vG8i7EiXbpHry99dwqJLRtLqIiIiIiPQn36D9/wO+DLwE/APwujGmEegBKsgy0Q7cD/zAWvtcpjuttY3Av8an5P8OBe0iA1pa3cCPX92c934LLpnIr78zdxCOSGRkS66NiMVcbpo1idVbm3Ft78rgCaXFhRiTtIol4ACP315J3f52Wjq6eHd7S9YpdxnZLpxQTMW5xTQc7qS4MMCWJq+fP+Za3t7aTGHAEHMtBUGHxbd575mXN+3lxQ0NrMywcGjJ6IKUZem7Y7bfq5wMULu/nafX7KK0uJDFv6klmqEGCVKnuAMBh2/MKff73XORS695+vMM5W5zTauLiIiIiEg2eQXt1tr/M+nfq4wxXwTuAkYDb1lrV2XZdTywO4en2B3fVkSyWFrdwL/8bittx6J57VcQMPz916tYNLdikI5MZGRLDwKht9ajJ2Z59r3dPPcXVxEKR3j8N7XE0kaJozHLu9tbeHtrM7F4OF8UdOiK5rt0sQx34dZO9rR2YoCAk3qfa2FG2TlcWVGKAWZOLiHS2U3UtVmnvUuLC3Ec47/nDCm5OxdOKOarlZN5/oNPca23XsBLm/YSi1lMWo98+uNnm+LOtU89l17z/p5HRERERERkuBgwaDfGLAJ+Z609nHRbBbDfWrsJ2BS/baox5sfW2icyPMx64G+NMeuttUezPM8YvIn4dSfwOkTOCn/x79W8n9TFm6sn7rpCAbvISUoPAlfEazYS3t7aTCgcYUVNo79IajIXeGtLsx+AWlDIfpZKfg/EMrwFtjR1sPVAB9Z6E+aP316Zcdo7FI6wsqaR5Zv2EnMtjoGbZ01i+sQxKRPtl04q4ZbKydxSOZn19a18srfNXyg1fVUcxzEZFyZNDr5znVKH/CbVNS0uIiIiIiLDWS4T7f8BzAc2ABhjAnhd7VcDNUnbXQD8FMgUtH8fWA00GGP+C9gGtOH9jTkeuAz4CtAF3HQiL0RkJFta3cBjr24m30hOi52KnFrpQeDyDQ0kMnVrYUVNI6+EGjPumz5lLALZ3xeJALw76lK3v53Ft1WyqraJyiljWV/fyvYDHSx5o47jPb2/GVwL55UU8aOvzaJiwhh++UE99YeO8taWZt7feZAX7p/HwzfO4NG02jEnPtUeMPDTO6oA+NZz6+iJWQoChmUPzE95369IWug3MaUO3vR6aXEhkc7ulIBek+oiIiIiInI2yCVoT6+ezXZbVtbarcaYSuB7wFfxwvTEX1oRvOD9X4FnrLVt+Ty2yEh35//zAR83tue1jwPUP/mng3NAIgJ4oftP77yCxa/X4rqWwgIHA0QzjCgnFpDsSVsgFSDgGAwWDbefnYIBk/EKiGQtHV2seKOOrh6XtTsP4RhwjMFNH0enN7Tf8Gkruw72XkTY3dMbiFu8OrFozOuBf/z2ypRw/MevbvaPqTtm+eErnzB3+gQqp47j3e0trN7ae2WGMfDGJ/v51//a7t/mGFIm3TWpLiIiIiIiZ4N8F0M9YfEA/Z/i/4lIDi599M0BA5h0Dy2Yzo++NmuQjkhEki2aW8HMySX+tC54VR/d8dTcMV6QfvmUscyfPoHV21rY1fJZymMEDPzVtdNZV99KUdChpiGSNXQPOHDv1RVUTh13Qoshy9CT+BmfmGBI/4kfdKCspIjupJM0rgVrLQHHm4dPdKwHDFRNHceTb27ltY/3pzyO4xhKiwv9ypegY1g0t4K7Myxsmj5Nsevg0ZTQPlnMwtYDHSm3DdTHLoMn1+58ERERERE59U5b0C4iuQmFI/zzqq1s2BPJe191sYucfsnTuqFwBKz1F7n80mWTeGd7C580tvNJlitTojHrL1JZGHT40mWT/P7sdDEXdjZ3sLO5I+P9MnxNGlvEOUXBlED73OICfvGXVwNeXUtyTYwFzh8/mvHFBYwbXcAHuw4Rs7DkjTrGjy7o8/hL7qgi0tntL0wacy1Tx4/OGMbePbs85YRRNk7aQqrJtw/Uxy6nXj7d+SIiIiIicurlGrRnrA89lQciIie+2OmCSyby6+/MHYQjEpF8rK9vJepaLF7Hdv2ho0TTrkpxgCvKx7H1QAexmIuJV4AkpoDPKykiYCDbxSwnchJOhr4rysdjICVon1F2jj+dvPi2Sh57bXNKsB0+3En4cOrjdPe4VJxfzIEjXf5tCy6ZSKSzm45jPTjGgLX9BuFzppWy7LvzWFnTyLLqhozrgxjjbVfTEElZ0PXOK6dyyaQSTVSfASszdOfrayAiIiIicvrkGrT/lzEmmnbb22m3aTpe5AQtrW7gX363jbZjPXnvu+J7X9Qf0iJDxLzpEyiMd7EHHEP9wc/6bFNY4LD49krAC8Z2NHdQ09CGgxd+3j27nMqp43j01c06oz0CZZoCdww8dP3FAKzZ3kJP/CzLhj0RNuyJEHDgvHOKMk6PpzOO4Ye3zuI/1u1h9dZmJowpYl19q38S17vawrD4tsp+f3ckrtSonDqOn8TXIYhn9P6JpE17IhQEDHMuHE9X1OWeqyt0VdUZEgpHeHnTXv9nRiCgKwpERERERE63XMLxvx/0oxA5i53oFPudV07lqXu/MAhHJCInas60Ul64fx7r61vZ33aMpdUNKfffcvkkHrr+YuZMKyUUjrB8Y4Pfx24MfLVyMuvrWyktLuTi88Zk7cWWoWXsqCDWWjq6YgNuW1ZSlDJtDlB2ThHgvX++c+1FPPt+fcpJlphLn32yuWhCMW/VHeC3f2wi5lo+6+pMud8LyS2Rzu6cHi+xDsGKmkaWb9ybsgCrxauguX5mGQ/fOINQOMLTa3b1mWZXb/jgS1xNA97JlG/M6du9LyIiIiIig2vAoN1aq6BdZJBc/Q9vcfCz3MKOhIADLz2oKXaRM6m/4DAxCRwKR3hx415iSWPI55UU+duvqGlMWfTUWvosYCnDw5Hj6Rf9ZZcpMD/Q0cW3frGev/rihTy3tr7fKxnOHVPI6AKH/e3HsRk23H3wKLsO1vd7DMYx/L7uAKXFhSyaWzFgED5nWinr61uxtm8NUqKCJls/+NnUG34mTygkX01TEHRYOLv8tD6/iIiIiIio7kXktAuFI/zNSx+zp7Vz4I3TJE/DisiZkWtwOGdaKTddVpaysKmhN4zbpQVNJUl31OW5tfUD1sMcPtp7crZ8/Cj2tR1PCeb7290xMHNSCVsPdMQX6N1MQ+tRfrVuD109Xt3RkjuqMta/JILc7qiLYwz3X3cRJaML/FD56TW7/IVWk/vB19e39rkdOC2B9OkMvs/0CYXkq2l05YCIiIiIyJkxooN2Y0wJ8FPgLqAM+Aj4a2vtxvj9Bvg74AGgFKgGHrbW1p2ZI5aR7sk3t/LM+/1PGmZy4YRifvbNK/WHs8hplimoyxQcJu5bWt3Aqtombq2awqK5FdwwMzVoLykK+mGcOSOvSIaybCH7NReWUlQQoP7gZ+xrO+7f3th2nIBjUq6ayOTyKSVsO9CBa2HrgdQTPL+rO+AvoBl1LYtfr2Xm5JKMV2r0F+SmT1Qn+sHTby8tLuwTSMOpD95Pd/C9vr7V/zx295yZhUgTV9OIiIiIiMiZMaKDduB54HPAXwKNwJ8Dq40xl1tr9wF/C/wN8G1gO7AYeMsYM9Naq1FDOaVONGR/4q4rtLicyBmQLajLFigurW7gx69uBmBtfN2FSGe3v/ilY6Cu6YgfxkHmhTGN8Sbfc1n4UkY2AxQVOPzw1lkA/PWymj7bXFp2DjtaPvPDdie+Y+L9Y4CtTR1ZJ93LSorYGznm7+9amzUkTj7ZlPxx4t+Zgvj029NPVK2oaWRlTWO/gXgoHGFlTSMWWDg7tXs829R6fyfEBkNpcaH/OXbjH4uIiIiIyNllxAbtxpjRwEJgobX23fjNjxtjbge+Z4z5CfAI8KS1dkV8n78EWoBFwLOn/6hlJAqFI9z77If0uANvm2zBJRP59XfmDs5BiciAsgV12QLFVbVNKfuvqm2icspYwAs7C4MOE8YUpgSe182YyI7mDr+32wC3zJrExJIidjV3sGFP5DS8UjlTMp1oSTDAzfG6MID7nl/P8Qy/SLY1d3DVtFI27Ylg8U7UfGnWJN6KX0kxUJXMpnAEx0DAMVhrKUw6eZRuoCnxbBPV6bcnn6gy0G8gHgpHuPe5dfTEvFeyfEMDP73zCr9bPtvxZDshNljST6rlutisiIiIiIiMHCM2aMd7bQHgeNrtx4DrgIuAycDvE3dYa48ZY94Hvkha0G6MeQCvYoaKCk0Xy8BC4QjPvrc7pTYiVw8tmM6PvjZrEI5KZOQY7J/L/QV1mQLFyilj/Ul28ILS5KtYvj3/QtbFJ4ET1u48lDLdHgw4vLu9hajrBZ6TS4o40NF38UwZGaafdw7TJ47J+HvCAu9sa+ah6y/2T/pkYq33+8Yx3r8Lgg7tOYS8Jr6vjf/7nmsu4Pzxo5k3fQLbD3Tw1OodfgVSwolOiadPnSefqAJvYeBsgfjKmkY/ZAeIWfx6m/6O53R3lp/uYF9ERERERIaeERu0W2s7jDHrgMeMMbXAAeBbwHxgF17IDpD+120zcH6Gx3sOeA7gqquu0gX90q8TrYkZX1zA337lMlXFiORgsH8u5xvUdXRFUz6u3dee8vG6+lbq9qfelnzQV5w/jsrzx/HihgZc6/U8N0dTQ/bJY4v86XcZ/s4tLmBiSVHWyfaYC0+t3kHllLE4xgCWYMDh8+Xj2BSOYOP7uNYLywOO4dvzL+QXa/v+/hk/uoC2Yz3+xxYIBgzWtRQEHb+SJfn3V+LEUeJ3Uq5hcnKwDmScOk/+furv+yzTN7brWn/7/o7ndHaWazFSEREREREZsUF73H8DfonXzx4DaoBlwOykbdL/hjMZbhPJSSgc4W9e+pg9rZ157Tc66LD1H24dpKMSkROVT1CX/osjOdQEKBs7ik8a2+lP1dRxfnBoTN9FLi84t5jmI136JXWGBRwoCgbo7I6d1OOEGiID1gOt3XmItTsP+UH647dXsmhuBUurG3jstc1+QG/x+tV/V3eAWNobxDEwbUIxbWnvP2vhnmsqqJo6jvX1rWw/0MFzaSH9qtomP2jPJUxeWt3A4tdribmWogIvwB9oCr6/77OFs8t5ZdNeuuMvygCFBU7G6fgzHW4PhcVIs3XWi4iIiIjI4BvRQbu1djdwvTFmDDDWWttkjFkOfIo34Q7eZPvepN3K6DvlLjKgE51iV02MyMiwcHY5yzc0pIScX758Esd6YtxaNYWZk0t4e2tzyuRyfEgZC3zS2M7Wploe/3oVtfvb2dXcwca0EHbjnggOXtgYDBg/fJTTK+aSNWQfUxjgaI4BfCytDSboGMpLR2c8WZsI0iOd3YTCEd7d3tJnCt61ZNz33niY/knj5rTntxjg8d/W0RN1cRzT5zET6wwk9Bcmh8IRFr9eSzT+IN3xhX9PplJlzrRSlj0wn/X1rZQWFxLp7O6z2KoCZU8oHOFb8T77goBh2QPz9bkRERERETmNRnTQnmCtPQocNcaUAl8B/pbesP0WYCOAMWYU8CfA/zhDhyrDUCgc4fsvhGjKs86hMGDY8Y9fG6SjEpHTbc60Un565xUsfr0WN76o5IPXX5wSdD3wJ9NTTsg9+CfTWVff6k+6d8csa7a38N72lqwheiKb/fwF49lz6CgHP9Oii0NJriF7uhll5/BX117Eax81Ej7c6dfCJHMtdBzrybgw6vjiAto6U6+iMOBPlc+ZVkpD69E+J4Rf/2if3/8ecy0BJ/VKil+t28MtlZNzCmzX17fiJh244xgWzi5n4ezyk5qyVpiemxU1jf7Pje6YZUVNoz5vIiIiIiKn0YgO2o0xXwEcYBswA/i/gO3A/7TWWmPMU8CjxphtwA7gMeAzYOkZOmQZZk50in3BJRP59XfmDsIRichgGaiSIRSOEOnsZskdVSlTt6FwhGfe203LkePcc3UFT9x1Batqm/yFJh/49Sagt9Jjc2NbTpPqiel2GRnOLS5IqYLJxAHqmo5kXBj13qsu4PkPPvWnyQ1w3SUTeeTmS/33a/o6AgCfpZ0Y+NJlZRzvifFBfKHefBY9TXSmd0ddHGNYckdVyuT5YFBVSi8zwMciIiIiIjK4RnTQDowD/gkoBw4DK4BHrbWJka9/AUYDTwOlQDXwZWttxxk4VhlGQuEIP1j+MeHD+XWxAzxx1xVa7FRkmAmFIxkXdBzo/lA4wj3PfkgiF/2kcTNP3HUF/xE/0RYKR3h7W0vKc+Wz2GnfuFWGo2DAEApH+g3Zwasaqpwylo17DtMTdcHAeecUceeV5/sVZImTvxa4tWqK/z4NhSMs37Q320P7bpxZxszJJf5z5FP3cro70wf6vjzb3D27nJdDjf7X7e7Z5Wf6kEREREREziojOmi31r4EvNTP/RZ4PP6fSE4eefEjXvt4f977XTihmJ9988qzOgQQGS6Sp2QBnlq9g65433SmCd/19a0ZF3xcX99K+vDxc+/vZubkEv/+9AVP5ewwuiDAVyonccmkEva1HWNZdcOA+8Qs/PIPn/L416uo29/Oy5v20tLR5de7lIwu8Lc1QKSzt1ZofX0rsRyulFi+sYHFt1eecGB+ojUvJzKZnu377mw1Z1opy747dBaHFRERERE524zooF3kVFpa3cDfvb6ZnjxHSM8fP4qHb7xEU+wiw0TylGww4IC1RF2LxavuyDThm6jMSJ8Anjd9AkGHlLA93NrJfc+v54X75zFv+gQKAoYeLWp6Vgk4hv+8f64fhC6tbiDgGL/2JaF8/CiajnSlnIzpjlmWb2yg8vxxRF2bEjKXFhf621lI+Xje9AkUxGtdAIIOYAzRtPfeJ43t/vvz4RtnnOJXntmJTqZn+747m6nPXkRERETkzFHQLjKAUDjCw/8Z4kBHfoudlo8fxQc/ummQjkpEBkv6lCx4oaVj4NoZXuc1wNNrdvlTo3OmlbL4tkq/ez25l3rJHVfwyw/qOdzZQ+Rod8pU/MM3zuDFB+bz7Hu7aT5ynPnTJ9DRFWXZhoYBa0Rk+PrpHVWA9x7qONauo0e4AAAgAElEQVTD8x98Ssy1GLz3WsKCmWUsnF3Okt/W+QvmAvyxsZ26piMYUk/+rK9vTXmeuv29+ySmnVfWNGKBhbPL2X6gg+UbG6jd304s6WRQV4/LyjwX0jyZrvQTnUw/3VU1IiIiIiIi/VHQLtKPpdUN/PjVzXnvd+eVU3nq3i8MwhGJyGBLnpINxCfaY66lIOj4IXv69C3Akjfq6I66VH96mNr97SyM9yMnbg86hoKgQyyWOn07Z1opN8wsY1VtExUTxrBobgWVU8fx2Kub1cE+AhmgofUoi1+vJRa/UiL5voAB10Ig4C1luf1AB5Xnj2NL0xH/ygcL/iS6MfC588cBUJ0WtL9Q3UDl1HH+FVXJ086hcCTlvXnT5WW8s72FaMw7ppc37eXu2eU5hdcn25V+MpPpmuAWEREREZGhQkG7SAahcITvvxCiKY9FCQFKigL86q/m6o9+kWEsfUoW8KeAIfP0LeDf1h11WVbdwMqaRhbOLvdvj7mWe665gPPHj6a0uNDf7626A/4Clmt3HgJg5uQSjBNPXGVEscBza+szfmkt3vtvfHEh725v4cX4lQ0GCDjeVRXp+1kLG/ZEuOe5dX1qYAB+8nota7a3UFZSlBKcJ7+PY67l8xeMZ2JJEcuqG7B4t+U6WX6yXemaTBcRERERkZFAQbtImlA4wsKff5jXPgb4x7uuUA+7yAiRPvm7oqaR7qhXp/Ht+RfiGK/kI3n6tjDo+AumWrz6jR3NHd621hJwDAavN9ufJA44fj1NwqraJur2t2uR1BGsvy/thj0RAo7BTZp294Lv/h8zU8gOXmD+1pZmAF4ONbLsu960ebYp8pU1jXlPlp+KrnRNpouIiIiIyHCnoF0kySMvfsRrH+/Pa58nFLCLjGjJ07rdUdfv0w44hsW3Vfrh4Av3e/3Xyzc2EHW9cHTjnojXo+0YYtaytLoBx3j3JaZ/0+PRCWMKeXFDw2l+lTKUxFyLEy9st3gncx0Tfx/FF0BNFwyY+MK92R83edo82xT5iUyWn+xE+tLqBn99A/0+FRERERGR4UpBuwjw5Jtb/eqGXAUceOnBL2oCT2SES57WNcb4vdrWWiKd3f52yRO5S+P1GxAP1ZOmk2MWAo4hgCUQ8Drbk4eRa/e1kz6cHAwYrGuJxWtENOs+cmT7etr4++S2z03ht5/s9ypkrOXmWZNo6+wmFI7gWi+Av2nWJB68/mIAVtQ0cqiji3e2NfcJ3QMBkzJtnmmK/EQny090v+S1UBLVSQrbRURERERkOFLQLme1J9/cyv/8cA9d/Y0AZnBl+The+/51g3RUIjKUJE/rJmpf+qvIuHt2uVc10+Pi4gWh4AWnCTddVsbnLxjPvOkT2H6gg8Wv1+K6lsICx1vdMo21Xphqgfd2HKQ77WdWLuF7wMDk8aM5ejxK27GevD4HMjiCAcM9V13A0a4or3+yH2vjX/74JLu1ltr9R/wTL1EX3t7WgrWWYMBhdvk4uqMuN8ws80PuOdNKeXrNLlZvbU55LgPcc9UFOYfhoXDktHSmr6pt6vOxgnYRERERERmOFLTLWesv/r2a9+PTc/m488qpPHXvFwbhiERkqEqe1p05uaTfADI9mK/b387yjQ1+3UdBwPDg9Ren7HvP1RfQ0tFFWUkRJUVBdrV8lvKYMdfy+y3NBOPVIenuuHIqv9/STGd3LOtrcC3sbzuWEvjL4Jh4TiGHPutOuc0Anysfxz1XV1C7v51dzR0cPtrNzuYOahoi/tflskkl7D50lGjMBWPYneG9AF4NzMY9EQA+adzMmu0tPBR/XyWuwkg+2VMYdLh7dvmAx55Yk+CVUCPRmEth0OGF++cNWth+a9UUf5I98bGIiIiIiMhwpKBdzkqPvPhR3iH7Qwum86OvzRqkIxKR4SKXiozkbZ5es8sP2Q3wZ0lTxaFwhPueX+8vopoIRB9aMJ3XPt7HgSNdKY/rupb42qopcllbwvr/RwZbpqukCoIOZWNHUbe/nc6uKBviITkHj6Zst/VABwHH+3f6SRXHQDBeN+RNvPfe99aWZtbuPOiH4skneyKd3TlNpqe/H8Fbl+Cp1Tt45OZL8wrbc52IT0yvq6NdRERERESGOwXtctaZ9dgqjuVRFaOaGBE5Gckd7wVBh4VJU8WJhVYToWZigdSS0QX895su5SevbfZrQxygsMDhq5WT8160+ZyiAJ91ZZ92l8yKgk7O1WIB4339LNBxPJpy3zUXllLTEOGtLc2Zd04Ty/CUQcew5I4q/4qKjmM9fdYW6U5a7DRh5uSSnAPy9PejwXtNa3ceYt3uVpbcUZUShGdbxDQR2HdHc5uIXzS34qQD9tNVdSMiIiIiIpKNgnY5a+RbFVMUdFj63cG7XF5Ezg7J08XpIWCmio+CoON3wScWu5wybhSVU8fx4PUXs76+Ne8FUY92xXDiQTD0Pua+tuOn8qUOC4nPXS6fw/Qu/P6kL2Cb8NCC6ZSMLvBrXnKRfmyfLx/H4tsrU3rYASomjOGXf/jUrxpyLZQWF7K0usHr/bc2r+qX5JNCAccwa8pYPmlsByDqWha/XusH9/0tYpoI7BMnjtLD/1Mt12BfYbyIiIiIiAwmBe0yooXCEZ5ctTWvgAPUwy4iJy891Mulzz1R8ZE8WWwt7Gs7zr6249wws4x50ydQVOCk1HsMJL1mxACtaR3iZ4uLzxtD/aGjZKi67+NUNO10dEW5pXIyBQFDd7Y0Hi9MnzR2FADvbGsmkfEXBExKyJ5s0dwKIp3d/Ot/bfeqh4Da/e28tHEv0fgLzDTlnk36SSGAe55d5z9WzLX+Yy3f2JCy79Pv7vKn29Ov4si0aPCplEuwn++UvYiIiIiISL4UtMuIFApH+MHyjwkf7sx73xXf+6L++BaRk5JPqJcewofCEfa3HSPo9A1m/+3tHTx93xxeuH8eK2oaeXnTXqIxm3cgHLMQy2NaeyTZldaJnotgwPClmWVMLCni44YIW5o6ct53+cYGKqeO48+u8ha83bq/nca0KwmCTm+Y/vSaXaze2lsxc/mUsf0+/rzpEyiIh9rBoIMhtdvdMSavoDv9/Xj/dRf5FTUWb2IeiJ8UaPe32xc5xr7IMdbuPMQTd12R9SqOwZBLsH+6p+xFREREROTs45zpAxA51ZZWN7Dw5x/mHbKfW1ygkF1ETolMoV4uEgH9sg0NYAznjx+Vcv+BI13c9/x6ABbOLsfEbw8YKBmVeu7cxG8fKkYXDN//l8NauGFmGQtnl7OjOfeQHSDqwqOvbmZpdQNrdx5k1tRxfbapmjrW/91TWlyIY4z/td28r537nl9PKOxdmRUKR3h6zS7/Y/8A4/9bOXUcRQUODr297ifze61kdAFO/GAcA5FO70qIB6+/mIL4Gyz9bbaqtok500p5+MYZp+V3amIS/wdfnpn1pFYijA/E65kGe8peRERERETOPppolxElFI74nbG5unBCMT/75pUK2EXklDnR6ozkgD4Wc7lhZhnL41PrCYngfl/bMXri0+wxm7oAZzBg+OZVF7Bwdjlv1R3os2jm6VYYdPjJbZUs/k2t/1oMcNnkErYeyC+4PhNiruUnr9dyz9UXZFyodCCJr97xHpeWI3178ffETwyHwhGWvFFHzLWYeFF78sma7Qc6WPx6LTHXUlTgsPi2SlbVNhF14+8D1xLp7D6l0+SJ4B8swYDDvrZjhMIR5kwr5cUH5mdcmPXWqikn9ZyDob+1EkRERERERE4FBe0yIoTCER57dXNegU3AwO5/+tNBPCoROVvlG+otrW5gVW0TlVPGpgT0d88up6QoyGsf7+PgZ91gLYGAwyd723hne0vWypjKKWNZOLvcf97nP6jnTDbFzDhvDA2tR3GTKk0sDIuQPSHmWg51dPXpWjdAwCHnz29icdFkN1x6HkBKN7+xEHAM1lp/gdzFr9f6fenHe1wejZ9YtvQupNvfmgD5Sg7+Hcfgui4vbmhgZU2jPzmevDBroqM9sSjq6ZJrVdOp+ryIiIiIiIhkoqBdhr0n39ya97SmAV566IuDc0AiIuAHeonamPQe9kQIv/1Ah38lztqdh3howXRKRhf49yX/fLvmwlI+3tvGW1ua++1l/2OjVzfywv3zeOa93TmFwHdeOZX3dxzkcGdP/i92AFuaOvLqNe+PY8hpIdPBsGnPYf7q2ouoP3SU5iPHuWjiGFqPdlM5ZSzPvV9PPucypp1bTPvxHm649Dx/8e150ycQdAw9MYsTMNw4s4yykiIqp45jVW1TSvc69E7KG+DaGRN55OZLT0mQvLS6geUbGzjaFfUX3U2cJLFk7jhfNLfitAfsCepfFxERERGRoUBBuwxrj7z4Ea99vD+vfa65sJQf3jpLf4SLyKDKNmUbCkf41nPr6IlZCgKGWWmLXdY1HeGRmy9lfX0rr360L+W+hsOdfk0IeAFrQcBgwatkMV5dtwW6e1xW1DTyzraWnI538thRBJwhVOqexZkK2QEOd3oVKUEHYq43nW6Adbtb8wrZAa67ZCL/eNcVfe8wBoslGrOs3tJMQcDwsmkkGnOznlwJOOaUhuzpFWwOEAw6YC0x1w65jvMTrWoSERERERE5lRS0y7AUCkf4wfKP81rwdMElE/n1d+YO4lGJiPTKNmW7oqbRrx7pjlmKgqmLhFZOGesH9OnJ6gXnFtN2rIeeqEsg4PCNOeUsnF3uP19yV7YLHOrowtrckukz3eM+WArTql5OheQrBBLd6E78JIdj4KZZk7hhZhmRzm6q61t5f+chf3sDfi1QuvX1rUSTSuAt0BOzgPXrYa44fxxbmo7Eb/dq0E52wdNkq2qb+tx27SXetHziGIdax7n610VEREREZChQ0C7DRqJq4Vd/+NTrKs5RYcCw7IH5+sNbRE6rbFO26TPjl0wq4c4vlPv91pHObr+uw+BNE7tA0IEf3ToL6A07k//98I0zeHrNLr9aJfE8hUHHf7yzUcWEMexq+eyUPmZ8nVKfxQvZg45hyR1VfSpUPth1CNd6X8tEaJ3pd1LiPZM4QePgLWyLMcRi3smVsrGjmDR2FAATS4pSuvgHklxZlG2fW6umsDbpxEDQIeV4h+rvUvWvi4iIiIjImaagXYaFUDjCvfGqhXxoil1EzpRsU7Z3zy7n5VBjyoKnc6aV+uHs0uoGP8S1wINJne3JYWeimqarx8UY+Prnp1JcFMQYb7TaAu9ub+Hxr1cR6exmZ3NH3lVbuSgMmJzC7JJRQTqOR0/58w/k5svK+PTQZ8ROYjHY5GDdALdcPol3trUQcy0mqTPeWkukM/VEcPoJl+TQOhSOsLKmEQt+YJ54z5QWFxLp7PZPqKysaWT5xgbe2tIMeAH88jxOIue6YGjifbh8YwNlY0fx0PUXK8AWERERERHJgYJ2GfKS+4xzVT5+FB/86KZBPCoRkYFlmrKdM62UZd/NXnMR6ez2p9IdAyWjC3j4xhmEwhGeXrPL32d9fas/qW4tGUP07pjl3e0tnFdSxJub+1aCgFc9cjLNKj0xS7j1aJ8p73T3XVNBxYQx/PKDepo7ulJC94BjmDy2iH1tx0/8QDIweJ+/n95xBT95bXNOr3PsqCBH0k4IBBxwHIdYzDupUX/oKLMrxjNjUglVU8ex5I06r87HMexvO0YoHEk5KZLphEsoHOFbv4hXBAGvbNrrX32VKdheUdOYUlkTjVlW1DTmHIL//+zde3xc9Xnv++9vjSSDjTBCxtiOkYlw4oBEQmwTi4SUkIQ0ziaBQBPA7KRpDxh2aM9mt7tNmotLnKRN2tOU9BxSbsnJ2Xsjc7PD7cQpgRIuCRL2qBDLGGMQSBaWb2JsC2wszazf/mNmLa+5amY00lz0eb9efskzs2bNb62RZj3rmWc9v3wmDA1WvD/4Z+fnXF8+1fEAAAAAMJ2QaEdFC/dHdPm//i7v5U86vk5//ekz0y7bB4BKkqvNRbACOhRy9MaBI+rsHtDaR7YmVSN3tDYrUbye06OJCuhMGo8L6RPvOzUpSX/KCQ06fc4sbX49kle7mWN9xHN7tm9YF7XN02N/+TF1dg/oWw9sOVYJ7lrNOSG/RPspJzRo+O3RvCZFtZJfGZ7PtnjteW56qFdjsWOTzsoY3fTZNj2xfa9+/eIev3q/ZyCiy6/7sO66pkPrewZ1f3hQ654b0D2bdia1kAm+316C+o0DRzQWyJyPxay6+oYlpfdBD/dHdH94MG28hUxdO96EoflWvBe6LAAAAABMFyTaUZHC/RHd+uSreuKl7AmiVH/3+bNJsAOoel4F9IaeQd23eafufm5AjjFyrU2qRr7hwsVa/dHWCU1iOvJOTI/8PrnS/c3DYzpnZoPq6+IV3CHH6Mz5J+r3gwePtU8x8SRvPsluzwuDB3XV7c/qnNNO0ub+SNJzG+odXXFui7YN9Y47cWkhc3RI0tZdB3XZ0oU5e9WHHKMrzj3Nn1j2C8tPU3ffsF7Z97akePV4766DemcslvS8qCv/vejqG9ZYNL5+11qtebBXS+Y1JiWggwnqupCjUMgomtje+pBR08wGvx1QKNDvPXWSVCneez/ThKrZjDdhaD4V78UsCwAAAADTRc0m2o0xIUk3SfrPkuZLGpJ0l6SbrLXRxDJG0t9KWi2pSVK3pBustVvLMWbE/eCX2wpKHH3o9CZ9beWZnOQDqBlea5ioG0+uy1o5jpGRTapG/vpnzlRL8yxt7B1S2/wT1Xh8vUaOjOmOZ15TLJDJztXWJZaSLY+5Vo+9uEf1IaMrP9TiJ3O9BLFjjJa2nKTnXo9kHb9jpOZZDWlJ8dGYzfi8T7fN878ovf2pV/X68OFx9lA6I+mMuSek9YrfO3JUXX3DWnNxm3p3HdT94UHFYl5CPL6MtVbvOun4pO2MhwjJ60+dKFSKV8x7P4N7MuratAR0sN1PNOrqqsQ2W0ntC2ZrY++Q3hlz/ed/O5GsT73K4Y+WLSxoElRPvldSZKp4L3ZZAAAAAJguajbRLulrkm6Q9MeStkh6v6T/T9JRSd9NLPPXkv5S0lckbZe0RtKvjTFLrLUjUz1gSOf/4HENFtCjd/1/+TAJdgA1xWst0jSzISmZ+ZXzTtfWoUNqm3+i32LEm0Q1eDVPuD+ikaNR9fRHFDk8qvee2qiBNw9nTF5nS8Bbxau4F5x0vD/x6mVLF8ooPpnrrU++mnMbXFtY5fkDz+/SvBOP08+ffV1Hx9JnLV18yiy1nnKCfvPyPkVjbsZK+nibmHq/v70U7z//5Mv79Pi2PX6Lk8uXLtT6nkG9smfET/q7Vho5Mqa1D2/1E93GWjmJ1jzBSWu99jGS5Ej+5Ke9uw6mjclLwnd2D2hj75CaZx1LxruSGmfUqfH4ejXNbPBbAwXFXKsNPYP6/ufPzlmNXgrjVbwXu2w+wv0Rre8Z9H+/OK4DAAAAqEa1nGj/sKSHrbUPJ26/box5SNIKya9mv1HSD6y16xP3/bGkvZJWSbpt6oc8fXV2D8QTHNH0BEs2f/f5szkZB1BTUntfr7m4TZHDo2qa2eD3DX96x34ZSTPq03tje89/J5Cs3n3oaNbXy9WkxVU8UZw6prYFs/Xky/v85cabBNUonqi+4L2n6Dfb92bt5/6rrbs1Gk1v7VLnSD/8ow/4Cf8NPYO6e9OAYhkOF5sC1fKOkd49Z5b69r+d1OKko7VZG3oGkxL6Rkq7CsAq3lLmi8tPS6oev/6CM/T0jn1J1dzh/oju27wzbbu37jqoa//HZj8xH9xfRtKdz7wm11o5xijm2oz7ce/IUX8S3BsuXJxx35VKror3iSybizfhudcy6L7woNZdS893AAAAANWnlhPtz0j6qjHmfdbal4wxZ0n6uKS/Tzz+bknzJD3qPcFae8QY85TiSfqkRLsxZrXiLWbU0kIf8FLp7B7QT57YkVcVe8hIpzTOUMvJM2kVA6AmP5dTe19HDo/qhgsX6xu/2JLUu9wqc29s7/mZGEnvXzhbew69k5R8d8yxx4PtVCTpN9v3amPvkD+mo2OufvZMnz+Jp5F00Vmn+gn0kCOdOvt4vRE54q+jaVa9/vun3qdVK1rU2T2gbz+wRZly7Z9um+dXtPu94CVdcW5LUpK9u284Kcl+8qx6vfn2WNr6XCu/x7pj5CfFvSR78DVCjlE0Q5m8deMtZYL7OFM19zd/sSXtCwRjpHXdA0p9N4yJV8KbpOS6VcgxstYqFHLkuq5irhRy0ivyJWlDz6CsVFT7mErT1TectO/o+Q4AAACgWtVyov2HkholvWiMiSm+rd+31v4k8fi8xM/U2Tb3SHpX6sqstbdLul2Sli9fXsD0b8imkF7sM+ocbf/eykkeEYBqUsmfy177l0LbamTrfW1SlvOSw7sOHFG4P+K/hvf8TJN+Oo5R27tm67zW5qTP3tUfbVXj8fV6YecBPfpi8iEx9bbVseS1FJ/A87oLztB1F5yhrr5hjRwZ073hwaTnRN4e09pHtmrJvEZFDo+mtX1ZPPcE/elH3q1VK1p0Uds8begZ1D2bdyoWs37LlnB/RFfd0ZXxS4Tli072E/2ZfgkcSR9ZPEc3fvK9kqT7Nu/0l/MmQW1fMFs3PZzcusWR0vqPB99Xr7o83B9Rd6KVT1C2iWK9/e21i/Hea+/qBe/1uvqGtevAEa17bsD/kuPWJ19Nuirg/s07tW71eeP+jhX7+zgVOlqbVR8y/hdJ9HwHAAAAUK1qOdF+haQvK94GZqukcyT92BjzmrX2p4HlUk+Fx7sKHhMU7o/ohxu35ZxIL1XntR2TOCIAKJ3UViup7V1yydb7+rKlC3VfeFBjUVd1IaOPLZmrJ1/ep3XPDWh9z6Bf6exN+hk5PKode0b00Au75Nr4FUHGSHc/N6CGOkfX/0Grtg4d0sr2+Vq1okXh/oh+/PiOgrbTSPrC8tP8MW7fPaJ//LftacsFq+8zJVBnNYT8MXT1DattwWw52qmYFG+QrtyV+i/vGfGrxutDRh887SS9ceCIhg7Gr5RqqHP8JPvNj72cXHlurS5PTPb6sfeeor79b2ss6mrkaFRnnDJLXw9cPeW1OPEq9684t0WNM+p05zOvZayGz+RTZ52qr3/mTP/2knmNWRPgXhX/fZt3ajTxJcLj2/YkJfDHYukTrqaayO/jVFi2qEnrVp9Hj3YAAAAAVa+WE+3/KOn/stbenbi9xRizSNLfSPqppN2J++dJCjZWnav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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Generate pairplot\n", + "arviz.plot_pair(m1)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, the VI estimation. This yields estimates of the posterior distributions of \n", + "each parameter being estimated, but using the VI technique instead of the MCMC. \n", + "VI is better than MCMC at generating a large number of samples, but is a less \n", + "robust technique. It is still in its experimental implementation phase. \n", + "We demonstrate VI estimation below. \n", + "\n", + "We can also specify prior distributions and run inference with them. The following \n", + "example shows the implementation of the follow prior distributions: \n", + "For the A0 term of rxn 1, a normal distribution with a mean of 11 and standard deviation of 4. \n", + "For the Ea term of rxn 1, a normal distribution with a mean of 95 and standard deviation of 5. \n", + "For the Ea term of rxn 1, a normal distribution with a mean of 0.5 and standard deviation of 0.1. \n", + "For the Ea term of rxn 2, a normal distribution with a mean of 140 and standard deviation of 5. \n", + "All prior distribution specification must follow Stan's implementation forms: \n", + "https://mc-stan.org/docs/2_23/functions-reference/unbounded-continuous-distributions.html\n", + "\n", + "These output values can be compared against the values provided in the attached Word document \n", + "named \"Test File - Outputs Comparison\" in the same folder as this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_634cd4987b6431a52cbdbc86927856d8 NOW.\n", + "WARNING:pystan:Automatic Differentiation Variational Inference (ADVI) is an EXPERIMENTAL ALGORITHM.\n", + "WARNING:pystan:ADVI samples may be found on the filesystem in the file `./samples.csv`\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean sd 2.5% 25% 50% 75% 97.5%\n", + "----- ------ ---- ------ ------ ------ ------ -------\n", + "A0[1] 11.3 0.51 10.34 10.95 11.3 11.64 12.33\n", + "A0[2] 16.47 0.6 15.3 16.08 16.47 16.86 17.65\n", + "Ea[1] 94.53 4.2 86.56 91.63 94.48 97.34 102.97\n", + "Ea[2] 139.91 4.83 130.55 136.68 139.87 143.11 149.51\n", + "sigma 8.26 0.77 6.86 7.73 8.23 8.76 9.86\n", + "Check Convergence of ELBO plot to ensure ELBO converged corretly. The data points should approach and stabilize at a maximumvalue, and there should be at least 10,000 iterations. If not converged, run again with a doubled eta value. Default eta value is 0.2 . It is recommended to run this twice with different random seed initializations and ensure the results are consistent.\n", + "Runtime (min): 2.0030\n" + ] + }, + { + "data": { + "image/png": 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\n", 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7gVmS9pe0M0mHgevHkgczM+uOZko0l0uaQrI0wPXAc4C/GeN5/x7YBbhJEsDtEfHuiFgp6RqSRv5NwHsjYjOApPNISlIDwFcjYuUY82BmZl2gbbVWNRukF0bEf3Q5Px03PDwcS5Ys6XU2zMzGDUlLI2K48Z7NKas6WyHpJknvlLRnp05oZmY7lrKqs+nAiSTtIZ+U9BPgKuD6iNjQjcyZme1IFi0b4dLFq1i7fgN7Tx5i3pwDmXv49MZf7HOFVWejdkoa4E8hCTrHA/8WEedUnLeOcNWZ7ajyN609hwZ5csNGtvQ6U9Z1s16wOze9/7iWvtPpqrNmOgMQEc9K+hnwc+AIkmlgzKwPnfOPP+G2Bx4blbZ+w8aCvW2iu/83T/Hqz/6g5WDTSaXdmyXNlDRP0l3Ad0l6fJ0eEYd3JXdm1pJ6Qcbs/t881dPzl83e/GOSdpprgXMjwvVPZn3OQcb6UVnV2QXAj6KZRhwz67lFy0Z6nQWzuspmb/5hNzNiZmNzyXc8htnqm/WC3Xt6/mamoDGzceDxp93gb9trp9dZpzXV68zMdgy7DU5i4+YtbKzpBz04IC5946Hbjem4aNE9XPXTR9gcwYDE2Uftw/C+U0d1q35202aezh1wym6DLDh1NksefmzrdzMDEpsjmDw0yFPPbNwuH/lzXPDNu9lQs8POA+LZzcnxJgm2RDL1e1H9v4Bzjp7Jx+YeAiTVj/OuXb7deafXjGmp/d1HHzCFlWt/X7d335TdBjl4rz348QOPbc1Hlqd83nYbTJ7789eq3m/I0rJrVfvf2rz2g9JxNOkkmh8k6c4cJHOQfSYi7u5O9sbO42hsR7Hf/BsKtx374qlc8WfHbB1bM7J+Q+mNaaIOHJyov6vTOj2Opmyus9OBTwOfBJaQBNUjSDoJfCAivt2pTFTJgcZ2FGWB5qGFr+1iTmy86+aAzY8Ar46Ih3JpKyTdAnw7fZlZH7ho0T29zoJZobLOAIM1QQaANG2wqgyZWeuu+ukjhdsmD/mfq/VWWaDZKGlmbaKkfUnWijGzPrG5pK314tNmdzEnZtsrCzQLgJslvV3SIZJeKukdwI3Ah8dyUkmXSrpP0t2SviVpcpq+n6QNkpanry/lvnOEpHskrZb0eaUrpplZOTd2W68VBpqIWAS8CTgB+Cfga+n7N6fbxuIm4KUR8TLgFyQdDDIPRMRh6evdufQvAueSLO88Czh5jHkwM7MuKB1HExErgLd2+qQRcWPu4+3AG8v2l7QX8NyI+En6+WvAXOD7nc6b2Xg0ZbfBugM2p+zm9hnrvcISjaTnS1og6X2SniPpi5LulfRtSX/QwTy8k9EBY39JyyT9UNIfpWnTgTW5fdakaUV5P1fSEklL1q1b18GsmvWnoiYaz1Ro/aCsjeZKYBeSaqo7gAdJSh7fBb7S6MCSbk4DU+3r9Nw+F5J0LLgiTXoUmJkuQ/B+4EpJzyUZw1Or8J9QRFweEcMRMTxt2rRGWTUb954oWG+mKN2sm8qqzl4YER9KG90fjohPpen3SXpvowNHxIll2yW9DXgd8KpshuiIeAZ4Jn2/VNIDwEtISjAzcl+fAaxtlAezHcXek4cYWb/9Cut7Tx7qQW7MRisr0WwGSIPAb2u2jWlFWEknA/8LOC0ins6lT5M0kL4/gKQ09cuIeBT4vaSj08D3Vjxg1GyreXMOZHBgdMF/cEDMm3Ngj3Jktk1ZieYASdeTVFtl70k/7z/G8/49SbXcTWkv5dvTHmZ/DHxE0iaSQPfuiMhWcnoPSe+3IZI2HXcEMMurrUx2+4z1ibK5zv6k7IvjZb0az3VmO4JjF95St+ps+uQhbpt/Qg9yZONZ1+Y6Kwskkq4GxkWgMdsRrK0TZMrSzbqp3YXPjuloLsxsTIoa/d0ZwPqBV9g0mwCOP6h+N/6idLNuKqw6k/Tyok149mazvnLtkjV102+9zwOWrffKep19pmTbfZ3OiJm159Wf/QHPbKo/4sBtNNYPyjoDHN/NjJhZ6xYtG+H+3zxVuN1tNNYPyqrOPpjNBiDpTRFxbW7bJyLiQ93IoFk/q3oN+trjH3/QNG69b13drsz1eMCm9YOycTR3RcTLa9/X+9zPPI6mdfmb255Dg0iw/umN7Dk0yFPPbGRjWkszSfCWo2bysbmHsGjZCBdfv5L16dxaU3YbZMGps0fddOvdlIGGN+qim/miZSNc8M272bBxdLWRSMYqTs/dmGtv1PnP313x6NZ8TxJsiW3HqGcSjafGmFxzrXrloYWv7W0GbFzq9DiaskCzLJ3cctT7ep/7mQPN9opu0DaxDE6C+z/hQGOt69qATUY/0Hlyiwli0bIR3n/18rFNVmfjwqVvOqzXWTADygPNoZKeJKlFGErfk37etfKcWSUuXbzKQWYHcNmZh3kJZ+sbZb3OBrqZEeuOZhuRzcw6xTMD7EAuWnRPr7NgXXLp4lW9zoLZVg40O4hFy0b4l9t/1etsWJe45Gr9xIFmB3HJd1b2OgvWRSJ5uDDrBz0LNJI+KuluScsl3Shp7zRdkj4vaXW6PT9+522S7k9fb+tV3sejx5/esdaOf+EeO6PGu3XFgMpzIuBPj57ZcL9WBK4+s/7RyxLNpRHxsog4DPgu8OE0/RSSJZxnAecCXwSQNBVYABwFHAkskDSl67keh8baNlN2A6zdMjQ4wGVn9q5b7fTJQ/zp0TN58r82d6wP/tDgwHafp+zW/LyymwvGqmUCGN53Klsa7Ncqz3Nm/aJngSYinsx93J1tY3NOB74WiduByZL2AuYAN0XEYxHxOHATcHJXMz1OXfXTR1r+Tj6AlN0osxH4Sv/7yTMOYe7h05ne5Tm2BgfEZWcexm3zT+DW+9axYePmjhw3+021v/G1L9urI8fP/PW1K5jcQvBqhuc5s35RNo6mcpI+DrwVeALIJvGcDuTvjGvStKL0esc9l6Q0xMyZMzub6XGo0RN1rQGp6e8ULRU8b86BXPDNe0bd8AcnJcfdUsFw342bg0sXr2Lu4dM79iQ/NDiwdbqb2ql0rlva2faPzVuCp57ZxNDgQEeCZJZ3s35QaYlG0s2S7q3zOh0gIi6MiH2AK4Dzsq/VOVSUpG+fGHF5RAxHxPC0aV74qZW6/6HBgaaDTNnNbO7h07crCVz6pkP57JsPY/JQ/Sf3wUmN81m2SxZg2nmSH5D406NnbldyATh24S3sP/8Gjl14y9Z51zpVYsp7dnPwyTMOabmtJqsurFeyNOsHlZZoIuLEJne9EriBpA1mDbBPbtsMYG2aflxN+g/GnMkdwNlH7VPatTk/CeW8OQdy6eJVdbvHTh4aZPdddmp6puLakkA+HepPlll07kzZhJdZgJk350D+6urlhceof9zgY3MPGZWWzAm3rVQ2sn7DdqW0TsuuzbxrV7CxiaJfFrSvuP1X7D15iM95RgDrQz2rOpM0KyLuTz+exrbF1K4HzpP0dZKG/yci4lFJi4FP5DoAnARc0NVMj1PD+07luqVrRk2iWRtcam9O9W6oEh2dBr8oEJ1/9fLShvx62wYnaWvpau7h07nkOytb6mlXWwpatGyEv75mxXaluw0bN7dUtdiKrBzTSv7Xb9i4debpLBBmxzDrF71so1ko6UCSGdcfBt6dpn8PeA2wGngaeAdARDwm6aPAnel+H4mIx7qb5fHnokX3cMXtvxp1cx6cJJ6z606sL7iRZTep/LT/kHSR7uSNrGj6/2uX/IrbHmjxTytY8vBjo5Y3GBwQGzdv++VDgwO84YjpXLd0ZFQQra0CzEoyRcFkc0TTbSkSNBuT/vDFUzl24S2sXb+h7R5zGzZu3tpWZdYvCpcJmCgm+jIB2c16ZP2GrU/a2X8nDw2OChRFhgYH6tbpH7vwlrrVWEUdAFrNd22pqSgQNKu2Si0fUGvXsSlbA6fod2dqqxjLSjhZKaXsX9kkwTEHTOWuXz3RsWo5r0NjY9G19WgmiokWaPKBpWxxrlbVCx77z7+h8PhFVW75PJa15RTdzDtdLdVOUCz73e0EZag/JcyAxGfefChzD5/eMLi1QuC2GhuTTgcaT0EzjixaNsK8a1dsvSF18hGh3k2urPdW1h5QO81JVlIZSat/ivYr6oJcFmSyHlWtDJZsp6tz0e8ekHjDEdO5dPGqUb3QIGm7qh3YKZLf/9QzmxgcGN2TbGhwYGuQaSafrfRE86wA1m8caMaRi69f2VRPpHbUmxur3s0zL2sPWLRsZGsX4POvWb5d9U+2X17Zzbye6WmPKkjaimr3KroNt9PVud7vHhoc4Oyj9uG6pSN1g2jWnTvfdTv7S63fsBEiWd66qPtxUT6nTx7isjMP40V77opoPuB4VgDrJw40fW7RshEOu+RG9pt/Q1PtLe0K4Pxrlo96Us+PhSmS3Wyzm29RgaT2xld2M6+XfvxB07aeJ8tvZpKShvR632tn0GK9MUCfPOOQujMO1AbRZzbVX1Zu45Zgt5134sGFr+W2+SdsV61VdD3yvztofvCtZwWwftLTmQFsexctuoerfvpIJd1nG8lOWdtNtqwNYUBqqgG79saX3WjrteUM7zt1VI+3XQcnccPdjxaeZ0vAHQ89zpmv2Idb71vX9DifMvW6Xp9fMDYnC6KNBnIWlTLyg0CzNqp8h4N2Oggcf5AHKlv/cKDpIxctuqdv1oyp7SZ7/EHTtusm3cp0KfVufEXjaGB0yaCZ8SQbNwe33rduzL3hyuw9eai0LatRdVW9UkZt77us63QWJIuCWyO33reure+ZVcFVZ32knckv2/GnRzc3/1t248zm9soHGQFvOKL5yTOvWzrS9Poo7T7FV90uUVS9lVXPNaquqq3GywaFllXHtVsF5jYa6ycONH2kG9Vl0ycP8bG5hzTVcyu7yV3ynZXb3QyD5Km5UYeBTL0OAUXavUlW3S5R1HazddqYOQcWdkqYPDS43cScZYNCs2vQ7PWt5TYa6yeuOusjVU1tkhHbnqoXnDq7dN6u7El90bKRwqqrtes3jGpraTQOpNkAUlRFlfXoqtcpYnBAHH/QtK0j65tto1m0bGRUe9CU3QZZcOrswu+VVffNPXw6Sx5+rG4V48WnzR61b6NSWxYosmO2UqXqmZut37hE00fOPmqfxjs1qXbchoBzjp659SZZ+3Q+eWiwbvfbslJI/mZ42/wTuOzMw0qfvpt9yi6qorr4tNksX3ASl505egboKbsNcuYrirseF8nGJdVOszPvGytaWgY537371vvWcU4TMymXBd3BAY0KFM20t2R/bc/cbP3IMwP0mXpzk7UiCyjD+05tODq/ntpR/WWllMvqjD6vLSFkikbUN5uPRvlvZ7qcstH4zc4oUDSVTqPfWnbuyUODLF9w0tbPZTMVCMbcw86sVqdnBnDVWZ/52NxkvEbZDT5/Iyu7Ibd646k3LX7RNDe1bQ6ZrGqp1UCRz0P+e81OpVJUQigrObS7La9eFVgzE1uWLWWwfsNG9p9/w9brVhTwOzHnnFk3OND0obKbXO0cY2VtBq2qd9PMVpxr1OZQq518Fa3/kh2vTNHNeJK0dfBps9/JtjWjLMA1eggoWwogX/3XzIzTZv3MbTR9JKvrL5vIMnuCrV31sROKbprZujVVr95YVjpopKh31uaIwraaeXMOrLuqZ20bSZmigLTn0OB2c7791dXLOfwjN27Ny4JTZzfsUbZh42ZuvW/dqBkaskGy2fQ/Zv3OJZo+Ua+uv9bjTz3DwX/zfZ7OLWBW9tTfavVVr6to2qn+ymS/q2ixsnpVWfXW3WnU66zWvDkH1m2jkaj7t6y3pk/2Nyp6wMj37mu3xGfWS+4M0CfGOk18bQNyO43U7TZsd0on1r8pajgX8GBFa7TkA/qeQ4NIjWczqPebGnVOePrZTXWP67Ya67QJsUyApI9KulvSckk3Sto7TT9O0hNp+nJJH85952RJqyStljS/F/mu0ljXIlm/YeOoapSiaqiLr19ZWO3WaEBiK/Jdfput3ms08r4ZRVVZVQ5gzLp3f+7Mw3hm05ampsypV0orG5w5sn5D6Xgms37Wq6qzSyPibwAkvQ/4MNuWcv73iHhdfmdJA8AXgFcDa4A7JV0fET/rYp4rs2jZSEcWMbv4+pUN1zdptF8KqCUAABPfSURBVMZ8JzoXtNuoXzbRZrOKqrKaDVbt9pbL8t3s1Dn1Al8rg18bHcusn/Qk0ETEk7mPu9P4HnsksDoifgkg6evA6cCECDSXLl7VkUXMslLN3MOnNxwDk6lijfl2u/zC2APdWILVWHq9QfMli7LAl/3+srEzzR7LrF/0rDOApI8DbwWeAI7PbTpG0gpgLfCBiFgJTAfyM06uAY4qOfa5wLkAM2c2N4FkL5XdoAYmic0tLHaW3czrPdm3c/52jKVRvxPaDVZjCZBQ3l06MyA1VR1ZdqzapQTcEcD6XWVtNJJulnRvndfpABFxYUTsA1wBnJd+7S5g34g4FPjfwKLscHVOUXj3jYjLI2I4IoanTev/dTnKqj42b4mtU8Nk08SUyW7m9dpbir6751DzSyM3oxftJJ0w1gDZaALM2uWb68natrLBsvXULiVg1u8qCzQRcWJEvLTO69s1u14JvCH9zpMR8Z/p++8Bg5KeT1KCyU8ENoOkxDMhNKr6yFZmXL7gJJZ9+CQeWvjawqCRv5lnJZu9Jw8l3WcjWY2y1lPPbmp7bq96Df2daNTvhbEGyGbnjyuSVd3lVxEtCjatzIZt1ms9qTqTNCsi7k8/ngbcl6a/CPiPiAhJR5IEwt8B64FZkvYHRoCzgLd0P+fVaDRKvN4T9YJTZzPv2hVszFWrDU4aPdCwts2haCnojZuj6eqhZtoxmm0nGUvDe7vKzlmvunFwknj62U2jpoRp1KGh3d9QNDNDEfc2s/GiV200CyUdCGwBHmZbj7M3Au+RtAnYAJwVyUCfTZLOAxYDA8BX07abCWPBqbM5/+rldW8shU/UtY+7NZ9b6QXV6bm9Gt1wx9rw3o5mzrnLTpO2bt9tcBIbt8TWB4Cq89hq4AiSsTeuQrN+15NxNBHxhrQa7WURcWpEjKTpfx8RsyPi0Ig4OiJ+nPvO9yLiJRHx4oj4eC/yXaW5h0/nnKNnbhc7iqqcLl28io2bR4elrGSSaeXG1Ym5vVoxlulm2lVvAbf8VC4XfPOeUaW+DRu3bHeNq8xj0d9g8tBg6fiaRsshmPWa5zrrIx+bewifO/OwpgZMNnPDL7pxNRvM6ulUQ3+3e6Y1WsCtlWqrsQ6uLVK2Dk9+rrNabq+xfudA02fyo8wBzr96ed0G92Zu+EU3rmYW5irSqYb+bvdMa7SAWysBrqiBfqzmHj6dNxwxnQElZxiQeMMR07dWQ942/4TCc7u9xvqZJ9XsQ820JTQzAr4TI+1rdeqYnWh4b0XZjXjenANbGo0fULj0wFgsWjbCdUtHtk4KujmC65aOMLzv1K3nKhpf0+9dx23H5hJNH2qm/SLflRaKp47PnoQfXPhabpt/Qkdujs2Wuhodo7YrMOlklM0uxdyKsvaPrBt4bUmtrORSRVVVM3/38dp13HZsDjR9qNn2i/wNMnsK7lbjcH7MRzuBobabsUSlDe9l7R9Qf4DrOUcXzypR+7doZxLRRsesl97JiU/NusVVZ32oleqRsU6b0q6xnLde1WCRTrU9NFPlV69L9g13P1q3E0H+bzHWrtpZ0C3qfFD7d+/kqqpm3eBA00OLlo3UXXSrlRmIezWv2FjOO9ZZjtvVzg16wamzG/4tOhl0a7lazCYCV531yKJlI8y7dsWocRuPP72Red9YAdB09Ugzvbc6Ua3T7Hn3HBpseK5OzHLcLc1UVVUVdF0tZhOFSzQ9cuniVaOmj8lkgy6bbbivV/oRcPxByWSiVY3AL+o19tSzm0rXu4HiqsHJQ4PsvstOXZ2SphmNSkJj6QlWVm3oVTNtonCJpkfKnnZH1m9ougSSjb3I95AK4LqlI1vr/qsYgV/vSf85u+7UVIN+WcN8p3vIdcNYeoJlY2aaTTcbj1yi6ZGy9UbEtifdZkogt963bruG5OwGX2UbTu2T/v7zb2jqXFWM7+mlsfyerLdgs+lm45EDTY/Mm3PgdrMvZ4qCRtGNqyyYFAW0KiZkbKUKqV96TnVqBul2f8/0gmtWO91ML2a6NusUV531yNzDp3Ppmw5NBiqmyhY1KyuBlHUIKFuMq9NjbsbbYMKxjgXqhGauWT/k02wsXKLpoXpPwdnqirXKGpaLukMff9C0rW002fK/tTo55qaZKqR+ejLv5hikot/dzDXr1Vgps05xoOkzrYyhydS7WR1/0DSuWzqy9Thldf6dHHNTVoXUizVoynRrDFKj392o2q1XY6XMOqXnVWeSPiAp0iWbUeLzklZLulvSy3P7vk3S/enrbb3LdXXKZvBt9L18j61b71vXk0GRZXqxBk2Zscwg3crYpLH+7rJ8VjFGyqzTehpoJO0DvBr4VS75FGBW+joX+GK671RgAXAUcCSwQNKUrma4C4pm8G31BtKPgyL77cm83TalVttMxvq7iyb83O95Q267sXGh1yWazwEfZHRHq9OBr0XidmCypL2AOcBNEfFYRDwO3ASc3PUcV6xTT/1lsxX3akLGbq9B00i7E1S2+jca6+8uGiv14wce66sSolmRnrXRSDoNGImIFRo9OG068Eju85o0rSi93rHPJSkNMXNm8Qy8/ahTT/1FbT0Xnza7Zw3I7bQ/Va2dbsnN/o2yDgAj6zcgRj9Ntfq7642VKmp1c9uN9ZtKA42km4EX1dl0IfAh4KR6X6uTFiXp2ydGXA5cDjA8PDyuRr61O51JvV5NnzzjkK708Gq2J9lEGajZzN+otgNA9j9wkJScWv3drQSPPYeKu8mb9UKlgSYiTqyXLukQYH8gK83MAO6SdCRJSWWf3O4zgLVp+nE16T/oeKZ7rJ2n/qJeTZ8845DK58tqtSdZLwdqdqprdTN/o3rVa1mQaedvUjaTRK2nnt1UyQqgZu3qSRtNRNwTES+IiP0iYj+SIPLyiPg1cD3w1rT32dHAExHxKLAYOEnSlLQTwElp2oTSqN2gXi+jXvbm6reeZEU6Oeix6hmd6ynquLD7ztsPxs0mZjXrF/04juZ7wGuA1cDTwDsAIuIxSR8F7kz3+0hEPNabLFar6Km/qPRQ1I25G3X1/daTLC9fgplUZ8DqWAY9Vjmjc9H5YPtqx/OvXl53/364/maZvgg0aakmex/Aewv2+yrw1S5lq+8UlR6KRv3X3tSqGJXf6Rtqp9QG5aIBq1XdkKvo+FAvuGWdDWr1+vqb5fW6e7O1oOimuDmiZ/Nl9ev8Zs2u4lnVDbndrtOt6tfrb5bXFyUaa05R6SGbPeDW+9Z1fb6sfu1J1kxJpeobcjc6PvTr9TfLc6DpoVarsupVx8C22QPKnpi7uS5NPygLylsiJtQNuR+vv1meq856pJ2qrKw6pt7qi416evXbqPyqFVUpfebNh/K5Mw8D4Pyrl3t+MLMucKDpkXa7Bc89fDpb2mjYPv6gaduNeJ3IdflFbSSA5wcz6zJXnfXIWKqyWu3plU3UmQ9PgqZmhR7Pitb78douZt3lQNMjY+kW3GrX2aJR6rfet661TKd6vXjZWM5fFMhH1m/g2IW3uEHdrAKuOuuRsXRLbbXrbCc7AvR6WeGxnr8okCs9lqvTzDrPgaZHxjrOonahs0aj1FtJL9PrKWfGev6itV1qW736cRods/HKVWc91K1uqZ0cpT7W0tFYq93Gev56406KJqv0NC5mneFAswPo5KC+sbQttTrTc6fPn6kN8McuvMXTuJhVyFVnO4hWqtrKjKVtqRPVblVMueJpXMyq5RKNtWQspaNOdEqoYsoVT+NiVi1FweC/iWJ4eDiWLFnS62y0pdfdiDutqIqq3cXAzKwakpZGxHCnjucSTZ/qRHtGvxlLp4SJFnRrTfTfZzs2t9H0qV53I65Cu126ez12p2oT/feZuUTTp/p55cqxaKdLdztLHIynEkJVSziY9YsJ30YjaR3wcJtffz7w2w5mp2mD0/Y7RAM77VybHps3Pbtx3UP30MO8NaGjedv5RX9wRNG2Z3+9emlt2qSh507d6bnT9kXaVmKP2LLpyXUPb9nw5KRO5q0Tst+3+eknGNhtz1Hb6v2+Hunn/9+gv/M3HvO2b0RM69RJJnygGQtJSzrZINZJzlt7nLf29HPeoL/z57y5jcbMzCrmQGNmZpVyoCl3ea8zUMJ5a4/z1p5+zhv0d/52+Ly5jcbMzCrlEo2ZmVXKgcbMzCrlQFOHpJMlrZK0WtL8Cs+zj6RbJf1c0kpJ/zNNnyrpJkn3p/+dkqZL0ufTfN0t6eW5Y70t3f9+SW/LpR8h6Z70O5+XpBbzOCBpmaTvpp/3l/TT9DxXS9o5Td8l/bw63b5f7hgXpOmrJM3Jpbd9nSVNlvQNSfel1++Yfrluks5P/573SrpK0q69vG6SvirpN5LuzaVVfq2KztFE3i5N/653S/qWpMntXpN2rntZ3nLbPiApJD2/X65bmv6X6XVYKelTvbhudUWEX7kXMAA8ABwA7AysAA6u6Fx7AS9P3+8B/AI4GPgUMD9Nnw/8bfr+NcD3SRaFPBr4aZo+Ffhl+t8p6fsp6bY7gGPS73wfOKXFPL4fuBL4bvr5GuCs9P2XgPek7/8C+FL6/izg6vT9wek13AXYP722A2O9zsA/A/8jfb8zMLkfrhswHXgQGMpdr7f38roBfwy8HLg3l1b5tSo6RxN5OwnYKX3/t7m8tXxNWr3ujfKWpu8DLCYZCP78PrpuxwM3A7ukn1/Qi+tW9//BTt00J8or/cMvzn2+ALigS+f+NvBqYBWwV5q2F7Aqff9l4Ozc/qvS7WcDX86lfzlN2wu4L5c+ar8m8jMD+DfgBOC76T+I37LtJrD1WqX/8I5J3++U7qfa65ftN5brDDyX5GaumvSeXzeSQPMIyY1lp/S6zen1dQP2Y/RNqfJrVXSORnmr2fZ64Ip6v7XRNWnn/9dm8gZ8AzgUeIhtgabn140kOJxYZ7+uX7fal6vOtpfdKDJr0rRKpUXQw4GfAi+MiEcB0v++oEHeytLX1Elv1mXAB4Et6efnAesjYlOd423NQ7r9iXT/VvPcjAOAdcD/VVKt9xVJu9MH1y0iRoBPA78CHiW5Dkvpj+uW141rVXSOVryT5Gm/nby18/9rKUmnASMRsaJmUz9ct5cAf5RWaf1Q0ivazFvHr5sDzfbq1cVX2gdc0nOA64C/iogny3atkxZtpDeTp9cBv4mI/FxbZcfrWt5InqReDnwxIg4HniKpYijSzes2BTidpIpib2B34JSS43XzujWjb/Ij6UJgE3BFBXlrOd+SdgMuBD5cb3MH89aunUiq544G5gHXpO0+Pb1u4EBTzxqSOtjMDGBtVSeTNEgSZK6IiG+myf8haa90+17AbxrkrSx9Rp30ZhwLnCbpIeDrJNVnlwGTJWWzfuePtzUP6fY9gcfayHMz1gBrIuKn6edvkASefrhuJwIPRsS6iNgIfBP4Q/rjuuV141oVnaOhtNH8dcA5kdbTtJG339L6dS/zYpIHiBXpv4sZwF2SXtRG3qq4bmuAb0biDpKaiOe3kbdOXze30dSpz9yJpMFuf7Y1kM2u6FwCvgZcVpN+KaMbAz+Vvn8toxsc70jTp5K0WUxJXw8CU9Ntd6b7Zg2Or2kjn8exrTPAtYxuJPyL9P17Gd1IeE36fjajGyJ/SdIIOabrDPw7cGD6/uL0mvX8ugFHASuB3dLv/jPwl72+bmxfn1/5tSo6RxN5Oxn4GTCtZr+Wr0mr171R3mq2PcS2Npp+uG7vBj6Svn8JSRWXenHdtstrqzedHeFF0oPkFyQ9Mi6s8DyvJCl23g0sT1+vIanz/Dfg/vS/2f+YAr6Q5useYDh3rHcCq9PXO3Lpw8C96Xf+niYa7urk8zi2BZoDSHrLrE7/Z8x6uOyafl6dbj8g9/0L0/OvItd7ayzXGTgMWJJeu0XpP+K+uG7AJcB96ff/X/oPvGfXDbiKpL1oI8kT6bu6ca2KztFE3laT3CSzfxNfaveatHPdy/JWs/0htgWafrhuOwP/kh7zLuCEXly3ei9PQWNmZpVyG42ZmVXKgcbMzCrlQGNmZpVyoDEzs0o50JiZWaUcaMxKSPrP9L/7SXpLh4/9oZrPP+7k8c36hQONWXP2A1oKNJIGGuwyKtBExB+2mCezccGBxqw5C0kmLFyuZL2ZgXTdlDvT9Uf+HEDScUrWGLqSZOAekhZJWpquEXJumrYQGEqPd0WalpWelB773nS9kjNzx/6Btq3Dc0VuDZOFkn6W5uXTXb86ZiV2aryLmZFMBfKBiHgdQBownoiIV0jaBbhN0o3pvkcCL42IB9PP74yIxyQNAXdKui4i5ks6LyIOq3OuM0hmPjiUZK6qOyX9KN12OMmUImuB24BjJf2MZDr9gyIilFsozKwfuERj1p6TgLdKWk6ytMPzgFnptjtyQQbgfZJWALeTTEg4i3KvBK6KiM0R8R/AD4Fsyvc7ImJNRGwhmZ5lP+BJ4L+Ar0g6A3h6zL/OrIMcaMzaI+AvI+Kw9LV/RGQlmqe27iQdRzKj8zERcSiwjGS+qEbHLvJM7v1mksWpNpGUoq4D5gL/2tIvMauYA41Zc35Pstx2ZjHwnnSZByS9JF18rdaewOMR8bSkg0hm681szL5f40fAmWk70DSSZXvvKMpYup7RnhHxPeCvSKrdzPqG22jMmnM3sCmtAvsn4O9Iqq3uShvk15GUJmr9K/BuSXeTzJx7e27b5cDdku6KiHNy6d8iWT53Bcns3h+MiF+ngaqePYBvS9qVpDR0fns/0awanr3ZzMwq5aozMzOrlAONmZlVyoHGzMwq5UBjZmaVcqAxM7NKOdCYmVmlHGjMzKxS/z+HQUVDUNytzgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Import data\n", + "file = './CSTR_Data.xlsx'\n", + "\n", + "#Run VI estimation with standard priors\n", + "v1, v2 = cstr.VI(filename=file, pH=True, seed=3, output_samples=10000,\n", + " priors = ['A0[1] ~ normal(11,4)',\n", + " 'Ea[1] ~ normal(95,5)',\n", + " 'A0[2] ~ normal(17,4)',\n", + " 'Ea[2] ~ normal(140,5)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, we demonstrate how to construct visually appealing distribution plots. We also use this as a demonstration of how the application of a prior can alter the form of a distribution. We show in the published article that the MCMC and VI estimates produce nearly identical distributions when estimating using the same inputs, so the differences the distributions in the below graph can be attributed to the effect of the prior using in the VI estimation." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Process datasets\n", + "data1 = m2['Ea'][:,0]\n", + "datalabel1 = 'MCMC Without Prior'\n", + "data1mean = np.mean(data1)\n", + "kdedata1 = gaussian_kde(data1)\n", + "data1x = np.linspace(min(data1), max(data1), 100)\n", + "\n", + "data2 = v2[2]\n", + "datalabel2 = 'VI With Prior'\n", + "data2mean = np.mean(data2)\n", + "kdedata2 = gaussian_kde(data2)\n", + "data2x = np.linspace(min(data2), max(data2), 100)\n", + "\n", + "#Generate probability distribution graphs\n", + "sns.set(color_codes=True)\n", + "sns.set(style=\"white\", font_scale=1.3)\n", + "f, ax = plt.subplots(1)\n", + "ax = sns.kdeplot(data1, gridsize=10000, shade=True, color='r')\n", + "ax = sns.kdeplot(data2, gridsize=10000, shade=True, color='b')\n", + "ax.axvline(data1mean, linestyle = \"--\", color = 'r')\n", + "ax.axvline(data2mean, linestyle = \"--\", color = 'b')\n", + "ax.set_title('Comparison of Inference Techniques')\n", + "ax.set_xlabel('$E_a [kJ/mol]$')\n", + "ax.set_ylabel('Probability Density')\n", + "ax.axes.get_yaxis().set_ticks([])\n", + "ax.axes.get_yaxis().set_ticklabels([])\n", + "ax.axes.set_xlim([50,125])\n", + "red_line = mpatches.Patch(color='red', label=datalabel1)\n", + "blue_line = mpatches.Patch(color='blue', label=datalabel2)\n", + "ax.legend(handles=[red_line, blue_line])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Examples/Jupyter Notebook Examples/Test File - Outputs 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standard priors +m1, m2 = pfr.MCMC(filename=file, pH=True) + +#Generate pairplot +arviz.plot_pair(m1) + +#Run MCMC estimation with specified priors +p1, p2 = pfr.MCMC(filename=file, pH=True, + priors = ['A0[1] ~ normal(10,5)', + 'Ea[1] ~ normal(100,5)']) \ No newline at end of file diff --git a/Examples/Python Script Examples/PFR_Data.xlsx b/Examples/Python Script Examples/PFR_Data.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..131fc09ae5cccddc7a8596918e6335edcd90faac GIT binary patch literal 10257 zcmeHN^;?_i(hgAEDNZQv?rz1UXmJVzhaf?U6f009xE3o`qv2=aG?&)Ap`Th|+V>SRD_WA!^|HU5YP8@aYTF4rPk z<9zlwxa%G$kXMP^Pby6_K^u-4RF_3&npS}IMsguvgY4$U&)FQi@1WO;CCsLoMYe4h ziea=}<9w>wtd?~u5=X`KA?XZDsS*x zj&WmFFj-0)oex=P_sr39n>--*odG5nsd%Rf8=IvX_`aDAYN}y@z1Tieg3tU2%q*+I ztgHIqGT?!QXk9>D`mCL-7pH16XZdQ;H2GpMA1Wu!uMubbyo=byVf#Z&1ojb84=4^x zNg_QJt@`6zOx^5u94XsUxWYI6pgzjkOyQs5qsE%bUrP3a4p)5p32+aTq=V z;Mx2K_bn!f`+QCY52;&dor z=ly@8{4ZAGpMH92{4=#KPK=Nvh1<~ni|OT9oTthjQVLB}&;4F2E@9V1<5 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However, we recognize some +users will be more comfortable with standard Python scripts, so the +test files have been provided in this format as well: + +Test_file-generate_data.py - File used to generate the simulated data used for testing +Test_file-MAP.py - file used to test the MAP functionality of CKBIT +Test_file-MCMC.py - file used to test the MCMC functionality of CKBIT +Test_file-VI.py - file used to test the VI functionality of CKBIT + +Please reference the Word document in this folder named Test File - Outputs Comparison +to find the examples of the outputs this software should generate when running +properly. \ No newline at end of file diff --git a/Examples/Python Script Examples/RO_data.xlsx b/Examples/Python Script Examples/RO_data.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..0ed3724f0021ba35a84f928d7029e8c1c995c20e GIT binary patch literal 10528 zcmeHtgL@^}_V$U>v2EMkvDL9VwrwXJ+g2wX+a23BI(El)I{ePez4M!yzVrPB_ttq% 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troubleshooting Indices and tables diff --git a/docs/_sources/installation.rst.txt b/docs/_sources/installation.rst.txt index 52201f5..e9a7cdf 100644 --- a/docs/_sources/installation.rst.txt +++ b/docs/_sources/installation.rst.txt @@ -9,7 +9,7 @@ The user has two different installation options available: 1. Through the use of a setup.py file -2. Through the use of a container +2. Through the use of a Docker container image We recommend most users proceed with option 1 so they may interface with the Python code as they would standardly. However, for users who are experienced @@ -43,9 +43,9 @@ for CKBIT, so it is crucial to install it properly. This becomes complicated since there are multiple versions of PyStan with different installation pathways depending on whether the computer is running Linux, Windows, or a Mac OS. To run CKBIT, **a user must first install PyStan with the CVODES library. Without the -CVODES version of PyStan, CKBIT will not install.** For Windows users with -Anaconda, please see below for instructions. For all other users, please -reference the extensive documentation provided by PyStan on how to install their +CVODES version of PyStan, CKBIT will not install.** For Windows users, please +install Anaconda and see below for instructions. For all other users, please +reference the documentation provided by PyStan on how to install their software here: https://pystan.readthedocs.io/en/latest/installation_beginner.html @@ -53,11 +53,55 @@ For details on how to get the CVODES version, reference this link: https://pystan.readthedocs.io/en/latest/installation_cvodes.html For Windows users with Anaconda, follow these steps: -1. Open the Anaconda prompt -2. Enter the following commands sequentially hitting y for yes when appropriate: + +1. Open the Anaconda prompt application. + +2. Ensure you have the necessary dependencies for PyStan: m2w64-toolchain, +numpy, cython, and git. To do this, enter +:: + + conda list + +into the Anaconda command prompt. The output will be a list of all dependences +in the current environment. Ensure that all the listed dependencies are present. +If any are missing, see below. It is also important to confirm that the cython +version is >=0.22 and the numpy version is >=1.7. If the versions +of these dependencies are out of date, update them by entering the following +into the Anaconda command prompt (replacing dependency_name with the name of +the dependency you wish to update): +:: + + conda update dependency_name + +If any of the dependencies are missing from the list, they simply need to be +installed. The following commands entered into the Anaconda command prompt can +be used for each dependency: + +m2w64-toolchain: +:: + + conda install libpython m2w64-toolchain -c msys2 + +numpy: +:: + + conda install -c anaconda numpy + +cython: +:: + + conda install -c anaconda cython + +git: +:: + + conda install -c anaconda git + +3. The final step is to install the CVODES version of PyStan. Enter the +following commands into the Anaconda command prompt sequentially hitting +y for yes when appropriate: :: - get the goods git config --system core.longpaths true git clone --recursive https://github.com/stan-dev/pystan cd pystan @@ -68,19 +112,63 @@ For Windows users with Anaconda, follow these steps: **Installing CKBIT** +Now that the CVODES version of PyStan is installed, the user can now install +CKBIT. Note, once this software is public, we will provide a simpler pathway for +installation through PyPI for users. For now, follow these instructions: + +1. Download the zip file with +CKBIT. + +2. Unzip the files to a known location on your +machine. + +3. Navigate through these files until you find the folder that contains the +setup.py file. Copy the location of this folder. + +4. Open the Anaconda command prompt and navigate to the location of the folder +copied in step 3. This navigation can be performed with the following code +entered into the Anaconda command prompt with folder_path replaced with the +copied location from step 3: +:: + + cd folder_path + +5. Input the following code into the Anaconda command prompt: +:: + + python setup.py install + +The user will now be able to run CKBIT as they would any other Python package. + +Note: for users interested in writing their data to Excel workbooks, please +ensure you have the dependency named openpyxl. You can check if you already +have it installed by following the first two steps of the **Installing PyStan** +instructions. If you do not have it, enter this code into the Anaconda +command prompt: +:: + + conda install -c anaconda openpyxl + +Note: for users interested in making visually appealing distribution plots, +please ensure you have the dependency named seaborn. You can check if you +already have it installed by following the first two steps of the +**Installing PyStan** instructions. If you do not have it, enter this code +into the Anaconda command prompt: +:: + conda install -c anaconda seaborn -------------------------------------------------------------------------------- Installation Option 2 --------------------- -Once the article is about to be published, the contianer will be made -pubically available on Docker Hub. For now, we have a private download +Once the article is about to be published, the container will be made +publicly available on Docker Hub. For now, we have a private download link created for reviewers. -The Docker container can be accessed at this link: +A Docker container image can be accessed at this link: -https://files.ccei.udel.edu/p/ckbit-reviewers/ckbit-container-1.0.0.tar +https://files.ccei.udel.edu/p/ckbit-reviewers/ckbit-container-latest.tar username: ckbit-reviewer @@ -88,14 +176,14 @@ password: !!5-DISCOVERED-EXPERIENCE-determine-PARAGRAPH-6!! Once you have successfully downloaded the container: -1. Load that image: +1. Load the image: :: - docker image load --input ckbit-container-1.0.0.tar + docker image load --input ckbit-container-latest.tar 2. Start a Python shell inside a container based off of that image: :: - docker run --rm --interactive --tty ckbit:1.0.0 python3 + docker run --rm --interactive --tty ckbit:0.0.1 python3 -3. Interface with the Python promt to run CKBIT +3. Interface with the Python prompt to run CKBIT diff --git a/docs/_sources/repeatability.rst.txt b/docs/_sources/repeatability.rst.txt new file mode 100644 index 0000000..4818a0c --- /dev/null +++ b/docs/_sources/repeatability.rst.txt @@ -0,0 +1,50 @@ +.. _repeatability: + +Repeatability +************* + +Bayesian inference techniques rely upon stochastic +processes. For example, MCMC sampling collects +samples from probability distributions in a stochastic +manner that enables us to reconstruct the distributions. +Each time this sampling occurs, the initialization and +proposals of steps have a stochastic nature that generate +unique sets of samples for each run. However, well +converged runs should produce highly similar sample +statistics (such as mean and standard deviation). Again, +while these sample statistics are highly similar, +the samples from which they are produced are unique. The +MAP functionality also relies upon stochastic processes, +so these results may slightly vary as well. + +Sometimes we want to repeat the exact results between +runs of the software. CKBIT enables this functionality +through the seed variable for each function. Note, the +init variable for MAP and MCMC functions must also be set +for repeat results to be obtained, but this is easy to +accomplish by not specifying the init variables in the +input so the default variables are specified. + +Users should note that repeatability occurs on a given +computer, but not across different computers. To clarify, +computer A will always give the same set of results (call +them results A) if the seed and init variables have been +specified in a script. Computer B will always give the same +set of results (call them results B) for that same specified +script. However, results A will be different from results +B. This is akin to the collected samples of results A being +different from the collected samples of results B. Again, +while the samples will be different, the sample statistics +should be highly similar for well converged runs. +The repeatability is limited to within a given computer +and does not extend across computers because of the way +C++ interacts with computer environments. Specifically, C++ +is a coding language that does not fully specify how floating +point arithmetic is implemented. More details on this +repeatability topic can be found here: +https://mc-stan.org/docs/2_23/reference-manual/reproducibility-chapter.html + +While the exact same numerical results cannot be generated +across different computers, the summary results will be +highly similar for well converged runs. This is the +standard for a stochastic process like Bayesian inference. \ No newline at end of file diff --git a/docs/_sources/troubleshooting.rst.txt b/docs/_sources/troubleshooting.rst.txt new file mode 100644 index 0000000..7211e46 --- /dev/null +++ b/docs/_sources/troubleshooting.rst.txt @@ -0,0 +1,52 @@ +.. _troubleshooting: + +Troubleshooting +*************** + +Compiled here are some common troubleshooting approaches +we would recommend if you are encountering difficulties +with different functionalities of CKBIT. + +Model Loading Troubleshooting +----------------------------- +CKBIT is designed to store compiled models so they do +not need to be recompiled each time they are run. While +this saves significant time, sometimes the model storage +can encounter errors if other operations on the computer +conflict with it. For those cases, we recommend opening +the folder where the script is being run and deleting the +stored model. This will cause the model to be compiled +again and should solve the problem. + +MAP Troubleshooting +------------------- +Due to sensitivity of the initial starting conditions +and complex models being optimized, the MAP functionality +can encounter challenges. We recommend specifying the +input variable seed with an integer and running the +function. If this run fails, specify seed with a new +integer. In our experience, the MAP functionality +usually works within 5 different seed specifications. + +MCMC Troubleshooting +-------------------- +MCMC runs have convergence checks detailed in the +Appendix of the publication. When these convergence checks +are showing that the sampled values from the distribution +are not well converged, we recommend increasing the control +criteria like so: control={'adapt_delta':0.99999999, +'max_treedepth':100}. Please reference Figure 8 of the +publication to see how to properly implement this control +variable. In our experience, this will solve +most issues experienced with these chemical models. + +VI Troubleshooting +------------------ +VI runs also have convergence checks detailed in the +Appendix of the publication. When these convergence +checks are showing that the distributions did not +converge well, please try specifying more informative +priors and running the model again. We have found that +for some datasets, the VI estimations will not converge +without more informed prior distributions being implemented. + diff --git a/docs/app_ea.html b/docs/app_ea.html index 185e981..c760018 100644 --- a/docs/app_ea.html +++ b/docs/app_ea.html @@ -36,7 +36,7 @@ - + @@ -82,11 +82,14 @@

Contents:

@@ -384,7 +387,7 @@ - + diff --git a/docs/cstr.html b/docs/cstr.html index a129f52..9626b5d 100644 --- a/docs/cstr.html +++ b/docs/cstr.html @@ -35,6 +35,7 @@ + @@ -81,11 +82,14 @@

Contents:

@@ -399,6 +403,8 @@ diff --git a/docs/installation.html b/docs/installation.html index 353ada9..cb6a330 100644 --- a/docs/installation.html +++ b/docs/installation.html @@ -35,8 +35,8 @@ - - + + @@ -82,16 +82,19 @@

Contents:

@@ -163,7 +166,7 @@

Installation Options Overview
  • Through the use of a setup.py file

  • -
  • Through the use of a container

  • +
  • Through the use of a Docker container image

  • We recommend most users proceed with option 1 so they may interface with the Python code as they would standardly. However, for users who are experienced @@ -192,18 +195,55 @@

    Installation Option 1a user must first install PyStan with the CVODES library. Without the -CVODES version of PyStan, CKBIT will not install. For Windows users with -Anaconda, please see below for instructions. For all other users, please -reference the extensive documentation provided by PyStan on how to install their +CVODES version of PyStan, CKBIT will not install. For Windows users, please +install Anaconda and see below for instructions. For all other users, please +reference the documentation provided by PyStan on how to install their software here: https://pystan.readthedocs.io/en/latest/installation_beginner.html

    For details on how to get the CVODES version, reference this link: https://pystan.readthedocs.io/en/latest/installation_cvodes.html

    -

    For Windows users with Anaconda, follow these steps: -1. Open the Anaconda prompt -2. Enter the following commands sequentially hitting y for yes when appropriate:

    -
    get the goods
    -git config --system core.longpaths true
    +

    For Windows users with Anaconda, follow these steps:

    +
      +
    1. Open the Anaconda prompt application.

    2. +
    +

    2. Ensure you have the necessary dependencies for PyStan: m2w64-toolchain, +numpy, cython, and git. To do this, enter

    +
    conda list
    +
    +
    +

    into the Anaconda command prompt. The output will be a list of all dependences +in the current environment. Ensure that all the listed dependencies are present. +If any are missing, see below. It is also important to confirm that the cython +version is >=0.22 and the numpy version is >=1.7. If the versions +of these dependencies are out of date, update them by entering the following +into the Anaconda command prompt (replacing dependency_name with the name of +the dependency you wish to update):

    +
    conda update dependency_name
    +
    +
    +

    If any of the dependencies are missing from the list, they simply need to be +installed. The following commands entered into the Anaconda command prompt can +be used for each dependency:

    +

    m2w64-toolchain:

    +
    conda install libpython m2w64-toolchain -c msys2
    +
    +
    +

    numpy:

    +
    conda install -c anaconda numpy
    +
    +
    +

    cython:

    +
    conda install -c anaconda cython
    +
    +
    +

    git:

    +
    conda install -c anaconda git
    +
    +
    +

    3. The final step is to install the CVODES version of PyStan. Enter the +following commands into the Anaconda command prompt sequentially hitting +y for yes when appropriate:

    +
    git config --system core.longpaths true
     git clone --recursive https://github.com/stan-dev/pystan
     cd pystan
     git checkout cvodes
    @@ -213,28 +253,65 @@ 

    Installation Option 1

    Installing CKBIT

    +

    Now that the CVODES version of PyStan is installed, the user can now install +CKBIT. Note, once this software is public, we will provide a simpler pathway for +installation through PyPI for users. For now, follow these instructions:

    +

    1. Download the zip file with +CKBIT.

    +

    2. Unzip the files to a known location on your +machine.

    +

    3. Navigate through these files until you find the folder that contains the +setup.py file. Copy the location of this folder.

    +

    4. Open the Anaconda command prompt and navigate to the location of the folder +copied in step 3. This navigation can be performed with the following code +entered into the Anaconda command prompt with folder_path replaced with the +copied location from step 3:

    +
    cd folder_path
    +
    +
    +

    5. Input the following code into the Anaconda command prompt:

    +
    python setup.py install
    +
    +
    +

    The user will now be able to run CKBIT as they would any other Python package.

    +

    Note: for users interested in writing their data to Excel workbooks, please +ensure you have the dependency named openpyxl. You can check if you already +have it installed by following the first two steps of the Installing PyStan +instructions. If you do not have it, enter this code into the Anaconda +command prompt:

    +
    conda install -c anaconda openpyxl
    +
    +
    +

    Note: for users interested in making visually appealing distribution plots, +please ensure you have the dependency named seaborn. You can check if you +already have it installed by following the first two steps of the +Installing PyStan instructions. If you do not have it, enter this code +into the Anaconda command prompt:

    +
    conda install -c anaconda seaborn
    +
    +

    Installation Option 2

    -

    Once the article is about to be published, the contianer will be made -pubically available on Docker Hub. For now, we have a private download +

    Once the article is about to be published, the container will be made +publicly available on Docker Hub. For now, we have a private download link created for reviewers.

    -

    The Docker container can be accessed at this link:

    -

    https://files.ccei.udel.edu/p/ckbit-reviewers/ckbit-container-1.0.0.tar

    +

    A Docker container image can be accessed at this link:

    +

    https://files.ccei.udel.edu/p/ckbit-reviewers/ckbit-container-latest.tar

    username: ckbit-reviewer

    password: !!5-DISCOVERED-EXPERIENCE-determine-PARAGRAPH-6!!

    Once you have successfully downloaded the container:

    -

    1. Load that image:

    -
    docker image load --input ckbit-container-1.0.0.tar
    +

    1. Load the image:

    +
    docker image load --input ckbit-container-latest.tar
     

    2. Start a Python shell inside a container based off of that image:

    -
    docker run --rm --interactive --tty ckbit:1.0.0 python3
    +
    docker run --rm --interactive --tty ckbit:0.0.1 python3
     
      -
    1. Interface with the Python promt to run CKBIT

    2. +
    3. Interface with the Python prompt to run CKBIT

    @@ -247,10 +324,10 @@

    Installation Option 2 - + - +

    diff --git a/docs/objects.inv b/docs/objects.inv index 3dcac8478cdd4703eb537613f12083e5b8dd7584..a592771ee73510e4292236a7f03459abc6e4c906 100644 GIT binary patch delta 540 zcmV+%0^|MH1cn8Wb$`un;~*4;_kIeh&SJW7)Y*17%_@o_Rnus?v@pJj(O|G_q9(g} zjlN!=q?h0yFeYghN$h*iIlvcy{mZ#t(7MimlKS*isp24jJQ7=4l)4i4wwV4PX~G=+ zV)OgOcyOxmn(#f7MiOQ~@Gml$CIc_3!EywSWD|;8iK32 zA=oR9%Yd(#1Aow0^xba^`W3f@-)F@BfFPv1jaywj6^fD6yFmQDpgD+%;vSzmu3e9_`OIt`#jqZ4gW^kS6lu}|ZCL3`ZOx{=+WrgOL!ujX$OW{e eQku)XI~9XT%X+tdan?T!I+uX#rx{-X0UrKAe-!Zm delta 492 zcmVakM(_ikJ`QxsDFzjrHbBT{VFpBNmHQG z4JS-@{I3eEQl*F71Q6ioREWEGTuMXKsP;N$)D|E{mF9uLMNJm$*@|Hu@)kRvsU9Op zO(rDT=`VyKPegg0CSnR$B0BxUKq3x{(fBZm1IDrzi7ZnOWD`SRw%HJ<=NmADU~f3C z1HNGnK;O_eZ+{H>4Y!5g*1-ONph$BYS1O&Pl9AZEK>R$XTi_Rpk^YW#UUy?|7^h5k zVBB0+!aq)X5Sd7!_BCzPR+*d6sFyXg_wQw&E1G2|L}=?qz+uN^`L|&9$dSlWH@4A@@X; zKvNCCvD%1r&km4hjB>Kb1gMOWDLp}zQK4tuK?#BZ*+|K^vL;Vwg3nQVI^B}a7BX`> iimoefo9RJp6me7mE!n}B+L*1jw)qv^L-Yr}an|o}GVY52 diff --git a/docs/pfr.html b/docs/pfr.html index c19c5de..bb4409d 100644 --- a/docs/pfr.html +++ b/docs/pfr.html @@ -82,11 +82,14 @@

    Contents:

    diff --git a/docs/py-modindex.html b/docs/py-modindex.html index 6c5db53..c32fb82 100644 --- a/docs/py-modindex.html +++ b/docs/py-modindex.html @@ -85,10 +85,12 @@ diff --git a/docs/readme.html b/docs/readme.html index f6ff9ba..610ef88 100644 --- a/docs/readme.html +++ b/docs/readme.html @@ -82,12 +82,25 @@

    Contents:

    @@ -154,9 +167,81 @@

    Chemical Kinetic Bayesian Inference Toolbox (CKBIT)

    -

    License -This project is licensed under the MIT License - see the LICENSE file for details.

    -

    More documentation to come

    +

    The Chemical Kinetic Bayesian Inference +Toolbox (CKBIT) is a Python library for applying +Bayesian inference to kinetic rate parameters developed +by the Vlachos Research Group at the University of Delaware.

    +
    +

    Documentation

    +

    Please see the html files in the docs folder for the +documentation.

    +
    +
    +

    Examples

    +

    There are examples of the code in the examples +folder. The examples are provided in both Python scripts +and in Jupyter notebooks. Ensure the accompanying Excel +files are used as templates for data entry.

    +
    +
    +

    Developers

    +

    Max Cohen (maxrc@udel.edu)

    +
    +
    +

    Dependencies

    +
      +
    • PyStan: Interfaces with Stan for optimized Bayesian +inference computation

    • +
    • Datetime: Measures computational runtime

    • +
    • NumPy: Provides efficient array manipulation

    • +
    • Pickle: Creates and stores portable, serialized +representations of Python objects for repeat model usage

    • +
    • Hashlib: Interfaces to hash functions for naming stored +models

    • +
    • Matplotlib: Visualizes data outputs

    • +
    • Pandas: Interfaces with Excel for facile data processing +of inputs

    • +
    • ArviZ: Provides specialized visualization of inference +outputs

    • +
    • Vunits: Converts common physical units

    • +
    • Tabulate: Generates tabulated displays of inference +outputs

    • +
    +
    +
    +

    Getting Started

    +

    See the installation html file in the docs folder +for detailed instructions.

    +
    +
    +

    License

    +

    This project is licensed under the MIT License - +see the LICENSE file for details.

    +
    +
    +

    Contributing and Questions

    +

    If you have a suggestion, find a bug, or have a question, +please post to our Issues page on the Github.

    +
    +
    +

    Funding

    +

    We acknowledge support by the RAPID manufacturing institute, +supported by the Department of Energy (DOE) Advanced +Manufacturing Office (AMO), award number DE-EE0007888-9.5. +RAPID projects at the University of Delaware are also made +possible in part by funding provided by the State of Delaware. +The Delaware Energy Institute gratefully acknowledges the +support and partnership of the State of Delaware in furthering +the essential scientific research being conducted through the +RAPID projects.

    +
    +
    +

    Special Thanks

    +
      +
    • Dr. Jonathan Lym

    • +
    • Dr. Jeffrey Frey

    • +
    +
    diff --git a/docs/includeme.html b/docs/repeatability.html similarity index 60% rename from docs/includeme.html rename to docs/repeatability.html index 176c02b..37de0a5 100644 --- a/docs/includeme.html +++ b/docs/repeatability.html @@ -8,7 +8,7 @@ - Chemical Kinetic Bayesian Inference Toolbox (CKBIT) — CKBIT documentation + Repeatability — CKBIT documentation @@ -82,12 +82,14 @@

    Contents:

    @@ -133,13 +135,13 @@
  • Docs »
  • -
  • Chemical Kinetic Bayesian Inference Toolbox (CKBIT)
  • +
  • Repeatability
  • - View page source + View page source
  • @@ -152,11 +154,50 @@
    -
    -

    Chemical Kinetic Bayesian Inference Toolbox (CKBIT)

    -

    License -This project is licensed under the MIT License - see the LICENSE file for details.

    -

    More documentation to come

    +
    +

    Repeatability

    +

    Bayesian inference techniques rely upon stochastic +processes. For example, MCMC sampling collects +samples from probability distributions in a stochastic +manner that enables us to reconstruct the distributions. +Each time this sampling occurs, the initialization and +proposals of steps have a stochastic nature that generate +unique sets of samples for each run. However, well +converged runs should produce highly similar sample +statistics (such as mean and standard deviation). Again, +while these sample statistics are highly similar, +the samples from which they are produced are unique. The +MAP functionality also relies upon stochastic processes, +so these results may slightly vary as well.

    +

    Sometimes we want to repeat the exact results between +runs of the software. CKBIT enables this functionality +through the seed variable for each function. Note, the +init variable for MAP and MCMC functions must also be set +for repeat results to be obtained, but this is easy to +accomplish by not specifying the init variables in the +input so the default variables are specified.

    +

    Users should note that repeatability occurs on a given +computer, but not across different computers. To clarify, +computer A will always give the same set of results (call +them results A) if the seed and init variables have been +specified in a script. Computer B will always give the same +set of results (call them results B) for that same specified +script. However, results A will be different from results +B. This is akin to the collected samples of results A being +different from the collected samples of results B. Again, +while the samples will be different, the sample statistics +should be highly similar for well converged runs. +The repeatability is limited to within a given computer +and does not extend across computers because of the way +C++ interacts with computer environments. Specifically, C++ +is a coding language that does not fully specify how floating +point arithmetic is implemented. More details on this +repeatability topic can be found here: +https://mc-stan.org/docs/2_23/reference-manual/reproducibility-chapter.html

    +

    While the exact same numerical results cannot be generated +across different computers, the summary results will be +highly similar for well converged runs. This is the +standard for a stochastic process like Bayesian inference.

    diff --git a/docs/rxn_ord.html b/docs/rxn_ord.html index be8dcd6..4db1ba7 100644 --- a/docs/rxn_ord.html +++ b/docs/rxn_ord.html @@ -82,11 +82,14 @@

    Contents:

    diff --git a/docs/search.html b/docs/search.html index 8558786..fa3c688 100644 --- a/docs/search.html +++ b/docs/search.html @@ -83,10 +83,12 @@ diff --git a/docs/searchindex.js b/docs/searchindex.js index 7dc70fc..4b15414 100644 --- a/docs/searchindex.js +++ b/docs/searchindex.js @@ -1 +1 @@ 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to CKBIT\u2019s documentation!","Installation","pfr","Chemical Kinetic Bayesian Inference Toolbox (CKBIT)","Repeatability","rxn_ord","Troubleshooting"],titleterms:{app_ea:0,bayesian:5,chemic:5,ckbit:[2,5],contribut:5,cstr:1,depend:5,develop:5,document:[2,5],exampl:5,fund:5,get:5,indic:2,infer:5,instal:3,kbi:[],kinet:5,licens:5,load:8,map:8,mcmc:8,model:8,option:3,overview:3,pfr:4,pip:[],pystan:[],python:[],question:5,repeat:6,rxn_ord:7,special:5,start:5,tabl:2,thank:5,toolbox:5,troubleshoot:8,using:[],welcom:2}}) \ No newline at end of file diff --git a/docs/troubleshooting.html b/docs/troubleshooting.html new file mode 100644 index 0000000..75b0e9e --- /dev/null +++ b/docs/troubleshooting.html @@ -0,0 +1,259 @@ + + + + + + + + + + + Troubleshooting — CKBIT documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + +
    + + + + + +
    + +
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    + + + + +
    +
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    + +
    +

    Troubleshooting

    +

    Compiled here are some common troubleshooting approaches +we would recommend if you are encountering difficulties +with different functionalities of CKBIT.

    +
    +

    Model Loading Troubleshooting

    +

    CKBIT is designed to store compiled models so they do +not need to be recompiled each time they are run. While +this saves significant time, sometimes the model storage +can encounter errors if other operations on the computer +conflict with it. For those cases, we recommend opening +the folder where the script is being run and deleting the +stored model. This will cause the model to be compiled +again and should solve the problem.

    +
    +
    +

    MAP Troubleshooting

    +

    Due to sensitivity of the initial starting conditions +and complex models being optimized, the MAP functionality +can encounter challenges. We recommend specifying the +input variable seed with an integer and running the +function. If this run fails, specify seed with a new +integer. In our experience, the MAP functionality +usually works within 5 different seed specifications.

    +
    +
    +

    MCMC Troubleshooting

    +

    MCMC runs have convergence checks detailed in the +Appendix of the publication. When these convergence checks +are showing that the sampled values from the distribution +are not well converged, we recommend increasing the control +criteria like so: control={‘adapt_delta’:0.99999999, +‘max_treedepth’:100}. Please reference Figure 8 of the +publication to see how to properly implement this control +variable. In our experience, this will solve +most issues experienced with these chemical models.

    +
    +
    +

    VI Troubleshooting

    +

    VI runs also have convergence checks detailed in the +Appendix of the publication. When these convergence +checks are showing that the distributions did not +converge well, please try specifying more informative +priors and running the model again. We have found that +for some datasets, the VI estimations will not converge +without more informed prior distributions being implemented.

    +
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    + + + + + + + + + + + + \ No newline at end of file diff --git a/setup.py b/setup.py index 37dc2e4..41b5333 100644 --- a/setup.py +++ b/setup.py @@ -69,7 +69,7 @@ setuptools_info = { 'name': 'ckbit', - 'version': '1.0.0', + 'version': '0.0.1', 'author': 'Vlachos Research Group', 'author_email': 'vlachos@udel.edu', 'description': 'Kinetic Bayesian Inference',