{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## RSNA Screening Mammography Breast Cancer Detection. Part 1 - EDA","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:b3793f4a-aab9-425d-bada-45841d02d739.png)","metadata":{},"attachments":{"b3793f4a-aab9-425d-bada-45841d02d739.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Table of contents\n\n* [Overview](#Overview)\n* [Installing and importing necessary dependancies](#dependancies)\n* [Data cleaning and exploratory analysis](#eda)\n    * [Hndling Missing values](#missing_vals)\n    * [Handling numerical features](#features)\n    * [Handling categorical features](#features)\n    * [Target features](#target_features)\n* [Exploring the images](#images)\n    * [Inspecting dicom files](#dicom)\n    * [Pixelarray distributions](#raw_values)\n    * [Background values and image sizes](#mid_dependence)\n    * [Exploring dicom images](#mid_images)\n    * [Exploring images showing cancer](#cancer)\n* [Conclusion](#conclusion)","metadata":{}},{"cell_type":"markdown","source":"## Overview\n### What is breast cancer?","metadata":{}},{"cell_type":"markdown","source":"Breast cancer is cancer that forms in the cells of the breasts.\n\nAfter skin cancer, breast cancer is the most common cancer diagnosed in women in the United States. Breast cancer can occur in both men and women, but it's far more common in women.\n\nSubstantial support for breast cancer awareness and research funding has helped create advances in the diagnosis and treatment of breast cancer. Breast cancer survival rates have increased, and the number of deaths associated with this disease is steadily declining, largely due to factors such as earlier detection, a new personalized approach to treatment and a better understanding of the disease.","metadata":{}},{"cell_type":"markdown","source":"### Risk factors\n\nA breast cancer risk factor is anything that makes it more likely you'll get breast cancer. But having one or even several breast cancer risk factors doesn't necessarily mean you'll develop breast cancer. Many women who develop breast cancer have no known risk factors other than simply being women.\n\nFactors that are associated with an increased risk of breast cancer include:\n\n**Being female.** Women are much more likely than men are to develop breast cancer.\n\n**Increasing age.** Your risk of breast cancer increases as you age.\n\n**A personal history of breast conditions.** If you've had a breast biopsy that found lobular carcinoma in situ (LCIS) or atypical hyperplasia of the breast, you have an increased risk of breast cancer.\n\n**A personal history of breast cancer.** If you've had breast cancer in one breast, you have an increased risk of developing cancer in the other breast.\n\n**A family history of breast cancer.** If your mother, sister or daughter was diagnosed with breast cancer, particularly at a young age, your risk of breast cancer is increased. Still, the majority of people diagnosed with breast cancer have no family history of the disease.\n\n**Inherited genes that increase cancer risk.** Certain gene mutations that increase the risk of breast cancer can be passed from parents to children. The most well-known gene mutations are referred to as BRCA1 and BRCA2. These genes can greatly increase your risk of breast cancer and other cancers, but they don't make cancer inevitable.\n\n**Radiation exposure.** If you received radiation treatments to your chest as a child or young adult, your risk of breast cancer is increased.\n\n**Obesity.** Being obese increases your risk of breast cancer.\n\n**Beginning your period at a younger age.** Beginning your period before age 12 increases your risk of breast cancer.\nBeginning menopause at an older age. If you began menopause at an older age, you're more likely to develop breast cancer.\nHaving your first child at an older age. Women who give birth to their first child after age 30 may have an increased risk of breast cancer.\n\n**Having never been pregnant.** Women who have never been pregnant have a greater risk of breast cancer than do women who have had one or more pregnancies.\n\n**Postmenopausal hormone therapy.** Women who take hormone therapy medications that combine estrogen and progesterone to treat the signs and symptoms of menopause have an increased risk of breast cancer. The risk of breast cancer decreases when women stop taking these medications.\n\n**Drinking alcohol.** Drinking alcohol increases the risk of breast cancer.","metadata":{}},{"cell_type":"markdown","source":"## Context and Goal of the Competition","metadata":{}},{"cell_type":"markdown","source":"The competition host, the Radiological Society of North America (RSNA) is a non-profit organization that represents 31 radiologic subspecialties from 145 countries around the world. RSNA promotes excellence in patient care and health care delivery through education, research, and technological innovation.\n\nThe goal of this competition is to identify breast cancer. You'll train your model with screening mammograms obtained from regular screening.\n\nImproving the automation of detection in screening mammography may enable radiologists to be more accurate and efficient, improving the quality and safety of patient care. It could also help reduce costs and unnecessary medical procedures.","metadata":{}},{"cell_type":"markdown","source":"## Installing and importing necessary dependancies","metadata":{}},{"cell_type":"code","source":"!pip install -U pylibjpeg pylibjpeg-openjpeg pylibjpeg-libjpeg pydicom python-gdcm","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"papermill":{"duration":13.286485,"end_time":"2022-12-30T18:13:59.33045","exception":false,"start_time":"2022-12-30T18:13:46.043965","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:01:39.688363Z","iopub.execute_input":"2023-02-18T21:01:39.688896Z","iopub.status.idle":"2023-02-18T21:01:51.605243Z","shell.execute_reply.started":"2023-02-18T21:01:39.68886Z","shell.execute_reply":"2023-02-18T21:01:51.603634Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import os\nimport pandas as pd\nimport numpy as np\n\nimport pydicom\nfrom os import listdir\n\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nsns.set_style('darkgrid')\nsns.set_color_codes('bright')\nimport plotly.express as px\nfrom tqdm import tqdm\n\nfrom PIL import Image\nimport cv2\nimport glob\nfrom joblib import Parallel, delayed\n\nfrom scipy.stats import mode, skew\n\nfrom sklearn.mixture import GaussianMixture\nfrom sklearn.preprocessing import StandardScaler\n\nimport math\nimport missingno as msno\n\nimport warnings\nwarnings.filterwarnings(\"ignore\", category=DeprecationWarning)\nwarnings.filterwarnings(\"ignore\", category=UserWarning)\nwarnings.filterwarnings(\"ignore\", category=FutureWarning)","metadata":{"papermill":{"duration":2.520942,"end_time":"2022-12-30T18:14:01.907994","exception":false,"start_time":"2022-12-30T18:13:59.387052","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:01:51.608912Z","iopub.execute_input":"2023-02-18T21:01:51.609325Z","iopub.status.idle":"2023-02-18T21:01:51.620916Z","shell.execute_reply.started":"2023-02-18T21:01:51.609267Z","shell.execute_reply":"2023-02-18T21:01:51.619329Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Exploring the Data","metadata":{"papermill":{"duration":0.018689,"end_time":"2022-12-30T18:14:01.944883","exception":false,"start_time":"2022-12-30T18:14:01.926194","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"Let's read the 'train.csv' file. ","metadata":{}},{"cell_type":"code","source":"train_df = pd.read_csv('/kaggle/input/rsna-breast-cancer-detection/train.csv')\ntrain_df.head()","metadata":{"papermill":{"duration":0.13274,"end_time":"2022-12-30T18:14:02.095997","exception":false,"start_time":"2022-12-30T18:14:01.963257","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:01:51.622934Z","iopub.execute_input":"2023-02-18T21:01:51.623471Z","iopub.status.idle":"2023-02-18T21:01:51.73375Z","shell.execute_reply.started":"2023-02-18T21:01:51.623419Z","shell.execute_reply":"2023-02-18T21:01:51.732337Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df.shape","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:51.736981Z","iopub.execute_input":"2023-02-18T21:01:51.737342Z","iopub.status.idle":"2023-02-18T21:01:51.745063Z","shell.execute_reply.started":"2023-02-18T21:01:51.737309Z","shell.execute_reply":"2023-02-18T21:01:51.743667Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_df = pd.read_csv('/kaggle/input/rsna-breast-cancer-detection/test.csv')\ntest_df.head()","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:51.746688Z","iopub.execute_input":"2023-02-18T21:01:51.747133Z","iopub.status.idle":"2023-02-18T21:01:51.768829Z","shell.execute_reply.started":"2023-02-18T21:01:51.747079Z","shell.execute_reply":"2023-02-18T21:01:51.767575Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_df.shape","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:51.770339Z","iopub.execute_input":"2023-02-18T21:01:51.770817Z","iopub.status.idle":"2023-02-18T21:01:51.7791Z","shell.execute_reply.started":"2023-02-18T21:01:51.770772Z","shell.execute_reply":"2023-02-18T21:01:51.777934Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"There is 54706 rows and 14 columns for trainset and only 4 rows and 9 columns for test set, that's mean there is a lot of difference between the two datasets, but before starting the exploration of the two dataframes, starting first with the description of each feature keyword.","metadata":{}},{"cell_type":"markdown","source":"### Explanation of feature keywords","metadata":{}},{"cell_type":"markdown","source":"**Laterality:** Laterality describes which side of a paired organ is the origin of the primary cancer. Each side of a paired organ is considered separately and described as lateral when occurring unless a physician determines that it is bilateral.\n\nA paired organ is one in which there are two separate organs of the same kind, one on either side of the body (e.g. kidney, breast, ovary, testis and lung).\n\n**View:** In screening digital mammography, each breast is typically imaged with two different views, i.e., the mediolateral oblique (MLO) view and cranial caudal (CC) view. The MLO view is taken from the center of the chest outward, while the CC view is taken from above the breast.\n![image.png](attachment:15f21ef0-3ca1-4b03-a7c0-757e4c7b35d8.png)\n*Examples of the mediolateral oblique (MLO) view (row 1) and cranial caudal (CC) view (row 2) digital mammogram images, illustrating the four qualitative Breast Imaging and Reporting Data System (BI-RADS) breast density categories, i.e., fatty (column 1), scattered density (column 2), heterogeneously dense (column 3), and extremely dense (column 4)*\n\n**Implant:** A silicone gel-filled or saline-filled sac placed under the chest muscle to restore breast shape. Breast implants have been linked with some rare types of cancer, which can develop in the scar tissue (capsule) around the implant.\n\nFor example, breast implant-associated anaplastic large cell lymphoma (BIA-ALCL) is a rare type of non-Hodgkin lymphoma that can develop several years after the implant is placed.\n\n**Biopsy:** The removal of cells or tissues for examination by a pathologist. The pathologist may study the tissue under a microscope or perform other tests on the cells or tissue. There are many different types of biopsy procedures. The most common types include: (1) incisional biopsy, in which only a sample of tissue is removed; (2) excisional biopsy, in which an entire lump or suspicious area is removed; and (3) needle biopsy, in which a sample of tissue or fluid is removed with a needle. When a wide needle is used, the procedure is called a core biopsy. When a thin needle is used, the procedure is called a fine-needle aspiration biopsy.\n\n**Invasive:** Cancer that has spread from where it began in the breast to surrounding normal tissue.\n\n**BIDARS:** The BI-RADS score is an acronym for the Breast Imaging Reporting and Database System score. It’s a scoring system radiologists use to describe mammogram results.\n\nA mammogram is an X-ray imaging test that examines breast health. It’s the most efficient tool to help detect breast cancer, especially at its earliest stage. It can also be used as a follow-up tool when doctors find abnormal masses during a clinical breast exam.\n\nWhile this test can’t medically diagnose breast cancer, it can help identify anything abnormal. Not all abnormal findings are considered cancerous. Doctors use the BI-RADS system to place abnormal findings into categories. The categories are from 0 to 6. Oftentimes, women 40 years and older receive scores ranging from 0 to 2, indicating normal results or that abnormal results are benign, or noncancerous. If you receive a score of 3 or above, doctors and radiologists recommend a follow-up visit or a biopsy to determine the next course of action.\n\n**Density:** Breast density reflects the amount of fibrous and glandular tissue in a woman’s breasts compared with the amount of fatty tissue in the breasts, as seen on a mammogram.\n\nOn a mammography report, breast density is assigned to one of the following four categories—\n\nThe breasts are almost entirely fatty (about 10% of women).\nA few areas of dense tissue are scattered through the breasts (about 40% of women).\nThe breasts are evenly dense throughout (about 40% of women).\nThe breasts are extremely dense (about 10% of women).\nWomen in the first two categories are said to have low-density, non-dense, or fatty breasts. Women in the second two categories are said to have high-density or dense breasts. About half of women who are 40 years old or older have dense breasts.\n\nBreast Cancer Risk\nWomen with dense breasts have a higher chance of getting breast cancer. The more dense your breasts are, the higher your risk. Scientists don’t know for sure why this is true.\n\nBreast cancer patients who have dense breasts are not more likely to die from breast cancer than patients with non-dense (fatty) breasts.","metadata":{},"attachments":{"15f21ef0-3ca1-4b03-a7c0-757e4c7b35d8.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABAMAAAIhCAYAAAA7CnMpAAAgAElEQVR4nOx9yY8k13H+V3tlZu1V3dPbdM9OckhKsi1IXkTT0AoKNgzDsGSfZMMGDPjkf8N3H3yVfbBh2BfJlmQYsGWapEgOSJFDz76zt+ral6x9+x3690VFvqmeGa2zMANodHctmS8z34sX8cUXEYFKw53BF1988cUXX3zxxRdffPHFF198+cRI8HEPwBdffPHFF1988cUXX3zxxRdffPnlStiOBmFZFtrtNnq9HkKhEGazGWKxGPr9PmazGUKhEILBIKbTKcbjMabTKYLBIILBIGzbxng8xmQyAQAEg4f4wnQ6xWQyQTQaBQDMZjP54f/8XDAYRCAQkP/5HgCEw2HPd83j8HxHycPe98WXp1kmkwmCwSDC4TCm0ymm0ymq1Sqee+45eT8QCMiPltlshkAgIL8BoFarYTQaIRwOYzgcIhKJIBqNIhAIYDAYYDweIxwOi54wj6d/A7jvnL744svPT6bTqeyR4/FY9msAGI/HCIVCWFpaQrfbhW3bGA6HmE6niMfjAOBZ+xS9x4ZCIezs7CCdTmM0GmE2myESiaBarWJlZQW9Xu+h4+MxFwnHao6B/4dCIUwmE7EvqHfG4zHG47HYF7744sv9wjUyGAwQjUYxGo1w7NgxjMdjBAIBWX8PEuoO4HA9DwYDWJbl+cx0OkW320U4HBbdQlvhaRftbwBYaEuZnzvqMz/LGOgb0ffi6z/teY7S/VpoP2ofjZ/jj37vF3kPfPnFyXvvvYewZVlwXRff/e538c4776DRaKDX6yEYDKLX6yGZTHoebjAYRCgUkgfd6/XumyR0TkKhEEajkec902HQE01PnkUOzKKJNRwOH3iRRxkhFB8s8OVplvF47JnD8XgcmUwGf/7nf44TJ0480mZcq9UQjUZhWRbu3r2LH/zgB7h9+zZCoRBCoRCi0SgikQgmkwn6/b6AhMFgEOPxWI6zaK3568sXX35xYoIBwNxhnkwm+PrXv44//MM/lHUYDAbFge73+4jFYg88/v7+Pr797W9jZ2cHg8EAkUgEtm2jXC7Dtu2H7q+P8v7D9niCnKYhDMCjf3zxxRevDAYDOI6Dfr+PaDSKc+fO4Vvf+haWl5cfyVGbTqewbRuTyQS9Xg+JRAKWZaHRaGAwGIidb1kWHMfBaDRCvV7HdDpFJBJ56Pp/0kVfg74W/q2DLRTqKgKn+vOmvlsExuj3GeTRzrf2mQjqmN/jZ6kfF/lXADygggYc9JhNH03LcDiU980xcHy+PD45am5QJpMJstksACBMRK9YLOLq1asolUpot9sAgNFohPF4jF6vh263K4ZHIBDAaDTCaDSCZVkCDpA5wEUQjUbR7/ePHBRwOBkXRf0ZUTAnk/n9nzUy4CNXvjztEgwGMRqNMJlMEIvF8Nxzz+EP/uAP8Nxzz0lE7UGSyWRkU0omk0in0zh58iTW19eRyWTw+uuv4/vf/z5u3Lghyj8UCt0HNCxaS/768sWXX5xoMGAymdzHDEgmk/j617+OZDIpe/NPIgcHB/iXf/kXfPDBBwAO13MikYDrurLvP0gWne8ow2QR+E/mEpmGtAsYlKCx7Ysvvtwvg8EAyWQS7XYbs9kMX/3qV/HNb35TGDcPE+30hsNhuK6L73znO/if//kfLC0tCetgNBpJ8MCMDj/tchSrcjabod/viy0UDofFnyGASV2sHWyt8zRzio64dsgZ7NQOuXbM+X2tK/V5NNiwCNSg/jSDsPz7qHFrJrf5mr5XfjDo8crD1t/58+fxzW9+EwAQDgaDWF5extmzZ/Hxxx9jY2MDw+EQtm3Dsizcvn0bzWYTzWYT4/EYkUhEGAGdTgftdvs+iv9kMsFwOMRgMPBEHhZNllAoJBs9MAcHOBHz+TyAxayC2WyGwWDwM92Mpx259OWTLZqmRWp/v98XWt/DpN/vC60PAE6fPo0//dM/RbfbxWw2w//+7/8KAJDP58WI6PV6HvoucD8qDHg3C1988eXnK+aeSmOReqHT6cCyLASDQbiuK+A5UwUetv8dP35c2ABLS0totVrihMfj8Yc6FHz/qOi/NlYXRa+YojSbzTAcDtHr9SRdIRgMPpQZ6Isvn2ShsxcOhzEYDCS1Fzjc+x3HeeD36dDS7i+VSrh8+TK++93votPpoNVqeVIUeU7aIk+7aJq8dmw1SML3tM2j7wflqOg8X+Nx9LkIMBBoMc+1KCKvg6oEiAmk0majr0ZdehQYQWaEyUrQzAR9reY98sGAxys6fUP/zzn3x3/8x/jqV78KAAgPBgO4rov3338fP/zhDyWq7zgOksmkPOhgMIhYLAbHcST3qN/viyIAIOgY6cR649ZomZ48RLem06k4NDriUKlU7rvARcjWUeI7+748y8Lc2dFoBMdxRNkHg8FHQv6prMn8SSQSCIVCeOONN/D666/jH//xH9FutyX3cDQaCQBnbpC++OLLL1fIDADmjjf30vF4jEQigWg0Ku8RnB8Ohx4Q8CjpdDqoVqvodrsYjUZot9seBsKj7q+LDGAAnr1eG8v80RG30WgkLEXKs5CT7IsvvygJBoPodrsIhUKIxWKIRCKS3/8oQL25XjOZDP7sz/4MjuPg29/+NlzXRSwWQyKREMCh2+0iEAggm8160oSfRtH2DUFJHZjk/eQPdaMGRgimRKNRRKNR8XGCwSDi8bgwC8zPMN3aZCaYzvlR72lnfFEgFQCazSYmkwlGo5EEcIfDIUajEabTKTqdzn3XxnsRCASQTCbF5iRjVLO9/TSBxyt6zvJ/zS5xXRfpdBoAEGahwGq1imKxiHQ6jel0ilqtJg+/3+9jNBohGDwsNhiLxeRBx+NxMT5s2xZnot/vo9vtitIxUSkeezgcYjgcev5fdEH6QvRrT7uy8cWXn1W4BiaTiQAD3JgflhPMSCGjfOVyGf/8z/+Mv/3bv8XVq1eRy+VEmbCAIMW2bbiu+4u7MF988eWhYu6ZNMxoLA4GA4myUx6VscN6IcBhJJEGrC4m+iChMQssjoxpg3bRD99nZIyGc7/fFyDUF198ebDouiK0vxOJxCN9bzgcinMajUZx+vRp/MVf/AVOnz6Nv//7v8eFCxdwcHAgdYcI1pFd+DSLpso/TOj0kzUVCoWQTqcRDocRi8XEd9LOvhZ9HqZ0Mb2DvhN1nq6jYh5DR/eTyaSHWUBwlU67ZVme72jWwGw2Q61Ww3g8xmAwQK/Xkx+CBY+abuLLkyUE4QkQAkCYD5+Fwkgd7PV6GAwGsG3bM3HNDZgTk3UEqDg4cZPJJICjc15Ia+52u1LpeDqdCjpFR0dTWLQ8zBh52pWRL748SGhssxgYHQPLsh4pasY0AYJxtVoNV65cwc7ODoDDyKBOxbFtWyjHjAosqvfBdfco1Yp98cWXn05MZgCj6fyfdX9MUDAajcq+/SAZDAZIJBJSUHg4HEpqH2mmDxsfsDjqr8dsRiz4o2m4i/Jvff3iiy9HSygUwnA4RCwWkyhvPB6X9JtHEQIJlFqthmAwiG984xs4ceIEvvOd7+Bf//Vfcfv2bfEZhsOhp7jdsyAEJenw06Ei68KyLFiWJfc3HA5LTTU64PwO72ev15Naa9rnYYc2Mjw1EKAjvSYt37TByNLQOlTT/KnbNVAQi8XkcysrK7KPDAYDKSDN59toNDwscOBQ55MR/iw9/6dRTGYAMGf0skMgn1t4PB7DcRzk83lB/JkjXCgUUKlUPNQPTkbdVYDI1Wg0QqfT8Wz2tVpNgIZYLIZ4PC7oWCgUguM4UvGUoAQXwHg8Rq1Wk8VCsIGLha8/SB5mLPioli9Ps9CYBuZFaEaj0SMj2qQKD4dDOI6D5557Dl/5ylewvb2Nvb09HBwcYDqdotfrwXVd9Pt9RCIRWJZ1nzNhKh2OzxdffPnFiemQ0wjT4EAkEpFoOoFCrTuOkkwmg/Pnz2MymcB1Xezt7Ylz4DjOQ5lBD9JBpo7STAAKz0VQgfYB0xN9ZoAvvhwtet0Ah7qCkcDhcPjQAtyu6wqDgH9nMhk0Gg0AwOc+9zlsbm5ifX0df/d3f4eLFy/CcRykUinU6/WnPhhHp5kgALsm2LaNaDSKVCrl6bikmVAApLAznXvThwEWO/G8b4zAm3n5/FnU4lEfh6lcjPrrgOtsNkOr1fIABfqHbDKd5mBZlrANgEP7jrUjGNAli6Df76PT6fwyHpMvR8jD/AD69QAQjkajGI/HcF0XjuMgm82i0WjAdV0pJKgnajQa9WzYGnU6qkgBDYlWqyULi0gZFw/RNdu2Yds2HMdBLBZDOp32IFP84SID4EGttGGkiyktKoChW6Nx7OZipCyqyqn//mmVno+c+fKzCGtuRCIRdDod2ZTotNNhX1RIRM89XUjoy1/+Ml5++WXU63Vcv34de3t7uHHjBu7evYtarYZGo4FKpYJ6vS4AInBouEejUQyHQ6k9wnQFzeiJxWIeRJLr/6i2Nr744sti0XmhprFIIa2e0azJZOKp/P0gmUwmeOWVV5DJZHD79m1Eo1F0u100m01JPwDmtEMavoDXEDFzV81CWTyXTguggarZiNpuCIfDUsDYBEQfJr5e8eWTJFzzZBGyvtDDJJFIyJokiEDWIIHFfD6Pb33rW0gmk/ibv/kbXL16FYlEAqurq+IM6uj3ovNqVpC21yORiAT+gDkYuKhAH3C/HU6WlKkXdNBR2x1MhaDtwpor9EkY+acu5X3QP7xWFlwfDAaYzWYCwLqui16vJ+eLxWLCktb1mHhfyLbO5/Pi/MfjcSSTSWQyGQSDQfT7fdTrdXQ6HYTDYQErotEoXNeVmi88BwOv2o9imjbTTOPxuET8CTxwDhAYSKfTyOfzWF1dFXZ4p9ORwFG73Uan0xGfUj973ms+c63nOd90SjnnCHB0kGlRDYVPsuiAnbateT+1Lx82KSCDwcATUeAi4kG106xlUZECvcC4+ID5QuREp7BDQaPREJoN0xaIcsXjcc9r+mKIfBGVYgqCVjDaCdFj1bJoMh01+R6U9+OLL0+6mCgy13U6nYbjODh//jyGw6Ggv6VSCXfu3MHVq1exvb2Nd999VzY3syUOKW/MTTI3POAw7YBGghbfWPfFl8cvuVwOp0+fRjgcRi6XQy6XQ6fTQblcRrvdRqVSEeooawjo9CTqE7NX9lEOgTZcaFyaICELGi+yUXzxxZefr2gbezweo1gsotPpIJFIYGlpCclkEpZl4ZVXXkGn08E//MM/4Nq1axJcZECOgTza5QzemTpBpxObefGmHnmUsevvUeh0kvLPFGnLsmDbNmKxGMLhsIxfBzCBeQpWv9+/zw+hPUOGNf/WjizBBjrps9lMdKhOQ0gkEgKO2raNXC4nbITxeCytDWOxGJaXlzGbzYSxkEgkPBF6doDS+pJjDAQOC862Wi00Gg1hEDBlgNfY7/c9jKyDgwNx6h3HQSKREPZEIBBAu92W+0R2aavVQrPZlLEB8AC85jPWup+glm6nu+h5+/KTS5gLbjAYoNPpIBaLodfrHUlhMQtXaOSNoheGptlQTLBAn0NHC4E5skFq4CIaC/NcOBYuRqJ0Oo2BSoiKaFERjoeJmdPoiy9Pq2jAbjY7rBXSarUEDb537x4ikQhisRjy+TwKhQLOnj2LV155BcPhEK7r4vbt23j77bdx4cIF3Lt3D61WSzYanoPotl5rsVjMUxmc4wC8uca++OLL45OlpSU4joPl5WWsra1hNBqhWq2iXq9jf38ftVoN+/v7qNfrEnVilCccDnsie7qeAXNiKdrw08a6ycrTQQcyHcw9nDaDvz/74svPJppdOBwOcfv2bezs7CCXy2F1dRVra2soFApYXV3F7//+72NnZwc7Ozvo9XrI5XKwbRuRSMQThadj2Ol0PKxfnWtOH2ER63iRza7BRNN/WFStn842C/4x559F1Uxmkk5XZrCRARTqN+onft51XU9qNf0oBi1NX8myLKRSKaTTacTjcSnITgA0n89jaWkJ4/EY1WoV1WpVAAAGSVm4kTqQ3WR4DMuyMJlM0O12cXBwINfPGges+UDfUOtSHfWfTCaIx+PCBuh0OqjX6+KLBQIB5HI5YXyTid3tdiWtoFarie+pg0R8lmxpqf20h/ls+j3ffnx0CWu6PBcoo3yajqNBgKNQuUXU3kUFhPjZRZRl8/iakUCnXtMLdYEMIktE3TjJuQB13QHm8OjiHGYBD47NvNafpJ2aT1nx5UkXTb8i5YwOfbPZFGSbm1o0GkU6nUYqlUIul8P6+jpeffVVtNtt7O/v48qVK3jjjTfw/vvvo1aroVKpCMjnOI4cTyt/YE419vOAffHlyZDxeIxgMCg1fUh3XV5eRqPRwObmJmq1GnZ2drC7uyttSLnX0q7QAQYaw7rYsGknUMzggJlmQKPTdPx9I9AXX34+oin6w+EQOzs7uHjxItbW1lAul9HtdiXy7DgOfu3Xfg0XL17E66+/LqBBJpPxONwEFhgo4DG63a5EyHUE2vQJTIaQTi3Sr+kuCIxYW5blqVkGePWLPr5OTdb6i7otlUrJ/7wePRZdDJD2jval2Kqd4ITjOCgUCsjlcrAsS9IqeE9Go5EEa3q9HpaWljAYDOQaXddFtVrFdDpFo9GA4zjS3a3T6cj9Zzono/Oj0QipVAqO48BxHAEv6PCzrXS1WkWlUpFilEyBoMNOdjmfATvQ8P4T7MhkMgAOGaStVguVSgW1Wg2dTkeAFs6NB/mOvvz8JAx483noEC+KfGsEi/9rZ3kR3Z4VRY+qeqnf18fjMXUvZK0MtGHChaZpRlQCjCqYgIFlWWLk6MIevH5GG2jc6NeOojjqe8K/F6VT+OLLkyJ6jRKJ1UVwVldXJX2HucIHBwcoFouIxWJ4/vnnBUXn58+cOYOvfvWraDabeOONN/Dhhx/i3Xffxb1796RPOVuUkQps5u4Bhx0RSCPzxRdffvlCg5b9w1kngLmuzBvNZrNYWVkRcJ7UUnYdqdfrElFi9yAaoTw+wUZgvsebkT7NNNQ1f3TdIm3MHwUKHGWz+OKLL16hPU6bul6v4+OPP0YgEJB1TUZQOp3GyZMn8eqrr+LmzZu4fPkyer0eut2uUNfpBCcSCeRyOQnGLapWz5ogHIfOIZ/NZhI5NgvgUU/QsaVtQ8cbgOTNM72YAQo68HSI+R7BB/oQuh6SZiBrvwaAXBsd63Q6jWQyKQwE2lyhUEj0aTKZRCQSQblcFjA1EAgIjZ8+DLvEaJ+H4ES/34dlWXIfGdjJZDJIJBKIxWLyHsEG3lPaY+l0WmoFsJvMbDZDIpHAdDrF3t6esAkASDoAfSSCGa7rerouEIxJJBIyL44fP45er4dGo4FqtYpms4lOpyPPncJnSZDDl5+PhDXKZRYgYv4GcD/1QueZHCWLIvzm+4uKG+j3dXELM60AmNMIzaqZTAEwKUaaPcDJROMiHA4jlUp5uh1Uq9X7lASrZRIVO2r8wLzw4KJr9cWXxy1cx6PRCKFQSHK6uAlzrrN4aC6XQzweFwrw5cuXRcGnUikEAgHYti3Mgb/6q7/C7u4uPvroI7zzzjt47733cO3aNRSLRXS7XQ+wZhYW9BkCvvjyeGU8HqNcLkseKfdB/rDCNouHjkYjiSQx7U/TQvX3x+Ox1BxgkStGCMlQZAExrQtowJO1YEaNgHn00Gfm+eLLzyZmim+320W1WkUmk0G9XsfBwQFCoRCSyaQ4eKdPn8av//qvo1wuo9/vo1qtii3RbrfFCaQTTz1i27an+n6v1/O0QdOUfcDLFCIooJnDZP7SruD3eBz9nj42j0tnnz6HHm8oFEK32xX/g8AEA4ocL4sssuBfJpPxtHrVndp4ToIKBFsmk4m0caaTns1msb29DQBS9HA6nUpdNbY1ZKCX/kq9XpfU6nw+LxF9zQjXhWC73S6m06kEhAAI8LC6uipF3wGI/UjbTqdoT6dTAYYIoGQyGRlLPB6HbduwLAuFQgGj0Qi7u7uSjuq6rqSRaIa46TP68tNJWDvKeiGZ1AzgfodXR/gX5ewtonaYEfRIJLIQpeffrF55lDBvRxf3ICBgphhwUTPSD0AoLZyQVEjT6dSTS0OGAhcKwQC2T+EENVMqfGPElydduJkxx+3g4ADVahXhcBij0UjoW2wLCswrwdbrdclDY4SfUQDHcdBqtbC2tobXXnsNr732Gm7duoW33noL//Ef/4ELFy6g1Wqh1WoJZVhvjH6+ry++PF7p9XrY399HsVgUxhCjd1yfjCRpw51sPe6f1AfBYNBTIKvb7QrATtpqs9lEpVJBq9VCrVYTA5PFq2i8E4xYZIeYdYq4F/t7sC++PLqQEUCbmuua+zbtgLt37yIUCuH06dM4duwYIpEIfvM3fxPFYhFXrlzB7u6urEk6hEwPIBDAKv06359BOYIB9E3o1NPBPSqFudPpiF1Ohx2AxwfgdfI4+qfdbkudAdpItHN0YT0NTugq+ZPJBJlMBvl8XiL+pOgzWk46PCPqBDIITNBXYrFA+iiMtFOX6jROCh1827Y99lyz2ZTvt1otaQnPY9EfrFarAr5SVxN44BhZ94H3qVAoyP2rVqseQEana7MAIgC0221PIcJkMol0Oi31DshKrdfraLfbsl9wPvDe+zr+p5cwHQE60ybVznSkzcWmb77eiPlgFkX+NVBg0uhNUGJRdFA72GZBIv1eMBhEt9v1HM+8PuZCcsK5rusZHxGvSCQiCBiZA6PRSNA63VpE055ZzMMXX55EoULl+mckrt/vIxwOo1wu4+DgAK1WS3LugLmRMJvNPJtBLBaD4zg4duwYVldXEY/H4bqudCc4ceIETp8+jd/5nd/B5cuX8b3vfQ//93//h48++gi1Wk0cDLbHabfbj/P2+OLLJ1q4hzabTekI0mq1UK/XZa9jkcDxeCwVrwOBgOSoAvN9n/RWMvROnjzpAeLJ1ms0Gmi32yiVSqjVajg4OECj0RAqMaNUt27dEgOTkSgd0KA+8Y1EX3z5yUWn5zCVR1eHz2QyWFlZQavVwrvvviv6IJFI4Ny5c3jhhRdQLBaxvb3tyUPXNYPopA4GA09AAIAUoyMYoKPuADzRZ/1D+z4ajd6XWkDnezgcik4D5kxkXSOAgcBEIiF6jiCCLnZMcJJBRNu2pf0fwRS2ZabPoOswEWCdTqcCuk6nU7G5WMspHA4jnU4jGAzCdV0pzjgej9FsNlGr1aRDwXg8xsbGhjATotEoWq0WdnZ2sL+/L2kETAun4x0KhSSdgtejuyjwGfb7faRSKdHX7HjAezoej5FIJDxMDzNwypoCmkHATgPsimBZFrLZLJaXl1Gv11EqlVCtVgXoOUqv+/r+J5MwAJmQdKw5GflAdDsKAPctHv5tOuKAlyZv/l6UT78IIOB7GmzQ+TjaeTcZCZqOo1/ntXJhExQxhcfngieCxWMRMYzH4558JUqj0RAF0+12pW8nr1XXOTDrKujrNgEY3df5qBQFftYXX46SaDTqAdzC4TAODg5kw9/d3RXaGqv/mjl6RIe5ETmOg+PHj+Pg4ADpdFpyA3O5HLLZLNLpNAqFAr72ta/ht37rt/Dee+/h7bffxrVr13Dp0iVcunRJjP3ZbObJWWOXA712qKN0pJLFjh60NgB/ffjiy4OE3UVID9VMvNlsJpEnAFK0qtFoSPS/3W5L9IvGLh1/Gtq5XA75fF7yWGOxmETRjh8/LhElGouu66LRaKDT6eDatWsolUpoNBpS0KpcLqNWq4lBrBmDXO/abgHmObe6aJkpZuFg39j05VkXsm/6/b7UBgoEAkilUlLMDoDUAGDr4XPnziGbzeL8+fMoFosoFovCMHQcB5FIRPLJNRhA3cI9XNsbmjGga4rQl6BzTbucEXLqKgIQumZRLBaTVAAAUtk+Eokgn89jdXXVw1KMxWLiCPNYPG80GkU2m0UqlUI8HhfGJGsqENBot9uYzQ5z85vNphQR1IXLqYto5ziOg1gshkajgb29PZRKJQwGA+TzebmWeDwubMxer4dwOCy1BnSePjsPcDxsdchrI2CxtLQkY2AglNfMwM9gMEA2m72vnWy73RZaP2s1RCIRec6z2UzAA14vAQ99v8hIY5CJ9uSxY8fQ7Xaxv7+PRqMh+xPZDryX1NmL2OuAb/9pkSdIeobjOJ4CEHR69WLUDjsngXbCtbP8oLxfbdCbwgenJ9lRnzPZBtrp19ex6PciAECLBhuodExmAx0jTmhtNKTTaVEYXEAaDNBVQvW94n3UxwfmilAXTtLf0eJHQ3x5FCGox/nc7/fRbDYlt4tCh1vXGNHFAwm8TSYTaTlGZDeVSiGVSiGbzWJpaQnHjh1DNpvF6uoqXnnlFXz+85/H9vY2Ll++jIsXL+LixYu4c+cOSqUSSqWSGB00FDTFjwCB/t+sQu7X6/DFl59cCDoDkM4As9m8Z7imxxKYph5hGylGfgjO6SKlk8nE09KLrDuC7y+//DISiYTk2jqOI4YvC2zV63Vx/mezGRqNBq5du4Zbt27h+vXr8hnuqcCh82LbNorFIoB5hwN93YlEQgz3RcELwDcmfXm2xUzrNYU2wmAwkMACI7m2bWNpaQmbm5vY2NiQwoCBQEAi/kwL0EWLNdOHOkMXBTUDito3oVAfaZva9AVms3kbPr2+E4kE0uk0MpkMksmkp9MYAQWmCQNzXZFMJiUNgOfjNbObCtkDbLe3ubkprAs67dRt1EkEU2lzxWIxZDIZodWzXguviecOh8PSTcC2banin0wm0Ww20e/3heFFMJQ11OjLLC0teRxqBoAIpJCdQHCB9516vF6vi8/EZ8x0BJ1aymet7w/vhe42QdAiEokgk8kgm82i2+2iXC5jf39fas0Eg0Ekk0lhlmrdbzLYfTmUMABPlU0dISf9RC9AE6Ez6wuY/5st+swHYD4gjeAc9beWo/JEzNf1BKA8ymQ4Ks2B79GJosOuwYBAICBOCRcEDWVFve4AACAASURBVB7e60AgIMqCbTV0kQx+lzlPupiKvqaj2BS+seLLw4Rzk8p8MBig2Wyi2WwKcsu5zDmnUXYit0Sce70earWatBoiCBaLxQTV3dzcxPLyMq5fv46TJ0/i5MmTOHv2LM6ePYsvfvGL2NvbQ7FYxL//+7/j5s2buHXrFmq1muQqAhDaHjdy5vRx3hO51uKDA7748uiio3TaySetlfmkmuHG1zQNlN/jnstCgoxeafA/HA6LAbi3t4d8Pi+9zNPpNHK5HFZWVpDL5ZBKpbCxsSF5uDwGDd2DgwO89957uHDhAu7cuYN79+5he3tbWlplMhnpcAJ4WUbNZvPI+2LmLvviy7Mo2pY1JRAISO42Kedcg8lkUtIFjx8/jtOnT6NSqWBvb89T/I0UdXYF03RxnkODA5qdvIiJDHiBSdostAn0umVqE/PfOZZ0Oi0F/2iPMy2CrfjIBiCIyWAHfSYWS202mx6bhA48c+J5Ds1WSCQS4tyzOwvtq2g0KgCLZVm4c+cOEokELMsSh1rn57ObQCQSQTqdhm3bKBQKqFQqaDabUheNrADdBpbnZfqorpdWr9clrUMzMgF4/rdtW2oN0F8ii8K2bQ/AMBqN0Gg0UKvVhEmtUwp4bM4NMhR47wuFgrAmWKiS16U71QC4rxuNL/8fDOBmTXSKxbyI9HEx6Vw8XciHYqLn2hnVzrl2whn513R4/aMjD4vSBMzIuGnsm9Q+U6k9rEiZLsZhilYy+h7pcbiue98Y6LQEg0Hpe8roB5UOGQNsaWIaXDSadKFEDRAsulZffFkket5quh31ggb3SMMCDudhq9XyVL9l1I7oeavVkrkKHM599pTN5/NIpVK4cuUKVldX8cILL2B1dRWBQEA2vFdffRX37t3DO++8g3fffRcffvghbt26Jek3NER0mhNpaGbbGX89+OLLTybcf8l8I+WW/zOaQ6NKFwQ2bQbqDxp+0+lUaKw0zvld6o9ms4l0Oo1isShU2WQyieXlZWSzWWQyGayvr0t9Eo6RaUmnT5/Gyy+/jN/93d9FvV7HjRs38MYbb+DNN9/EnTt30Gg0EAwGpRMKK3cDh61Ne72e534sYh/64suzKkeBAFzXdH65bkejEer1OorFItLptDi3W1tbuHv3LqrV6n1sW+3EmkwE6hvqITPYSAeUn6GdTHuc+oj2Nl9nlN68vmg0CsuyEAgE0G63UavVpMAp6whwHGwDyEj1aDQSZ5pt+EjX531IpVLSaclxHJRKJWmzygg+AygAPI4sKf6kykciEZw8eVJYGLSF6LCzlpNmafF3tVqVTi6M9PPeMMWSrC6CEGQy02F3XddzXWzXTtEsBdZf0PsA2QT0ZwBIRwEWCaRPCswZI+xQQ9uUz2FlZQUrKysol8u4ffs29vf35XsUMlGOev6fZAkD86IQOs+GVD06rhoU4AJeVLxB5/NwMQL3MwP0oj8quq8dXP2eTgs4iiZvggJaTIToQWKed9HfeqymscACSlRURCNZuE3nYLLwCnt4MrLCRU5qEh02FkDRYzAZGhqs8cWXRaLX0WAw8OR6MbJOdJxON9Fipr3oHD6+Ho/HUa1WPQyjyWSCTqeDVqslkYPBYICbN2+iVCrhzJkzSKVSsh6YP/ylL30JX/rSl9DtdnH9+nV873vfw3/9139hf3/fU1iIucqz2WHxIOaSAYvXr78Z+OLLg4VGv64izTVGXUH7gAWogDlzUDPZdBCBtFsy5RjJo65g5IbnoN6JxWLY3t4WED0SiWB5eRnnzp3DiRMnxAkhcMCfkydP4tOf/jReeeUVfPTRR7h69Sr+6Z/+CTs7O9jd3RXwgvUMGBjROoLjp/j6w5dPmmgmLCPP3KsZVKxWq9jZ2UEymUQqlcLm5iZOnz6NcrmMarUqezb9DJ2iQxCA3UZ0fSIzB5y6QjOYte2vI9fA3A6n7iETCICnuCltFN0Klf4Mq/mTTQ3Maw3QFgoEAlIPhXolkUhgaWkJhUJB6PvtdlvaOtu2jWQy6QnCZDIZYQfoVGR2V0kmkxLJJwhBv6HT6ciYOH6yttrtNtrtNrLZLOLxuIehrH041jkjm4sgx2w2g23b6HQ6oteHw6GkgJHJMB6PBWhg4USCI+FwGMlkEp1OB81mU+w3Rvr1HqHHQdCIz5eB0/F4jEwmg+XlZViWhY2NDVy8eFE+S6BnNjsseu2zurwSJoUkn89jfX0djuPIAmSxB04kond0aklDoWiQQLfFMHM09GtmATzT8T9qs30QOq9f04pgkTNgRu1NWcQcWDQ+k7VgIpjmZ2gkMUcHmEdfaHRxYfG7pGdq5FFXVtVCY8oXXx4mep70+3202230ej0BmjRjwGS/aDCNVDITwDML/RDgarVaqFQqkgfM3N+XX35ZNsFIJIJqtYput4tarSY9jP/6r/8af/mXf4n//M//xM2bN/HBBx/g5s2bqFQqHgCM+XbA/UVMffHFlwcLIzW6yBUBadJIWQBMU3gBCAOA9FIdVSMgQH2i9znqFUbb2OlHG/ncP+PxOLrdLqLRKD766CNJJ9jY2MDa2hpWVlaQSqUQjUYxm82QTqextraGtbU1fPazn8Wrr76KH/7wh/i3f/s3KVw6Ho/v62Jisg59HeLLJ0lM25W2Kh0yM32YVeuXlpbgOA6Wl5dx+vRp7O7uotfrwXVdcU51YU8eb1GgT6fg0r6gT0K9oduWMgLM79PB1V1H+BnqErZJZWcxnXoYiUSkUCILhjebTU9glPY7gQKmMi76DHBYU4w2FIEAFmzlvTAj2HSMWTSVjjfvEZkKZhCGTjTZm8y5160O+TmCorpwJAEZrf/Ycp1OO58NP0/2JwOgBBvYCSAej8uewnMRrNH1ZkKhENLpNLLZrLAbGBwNBA7TD+r1OjqdjgRUNzc3EY1GPd1oyATjnvMwZvgnScJcQETZdY5wOBwWaolunaHzX3ThDwCeyaQ/uwgQ4Oe1mM6zpvYs+txRufIUM23hQe8vkkUOtQlA6PGZyCSrKRPV1AifrsrMe6WrYPIZEGmjUaYLDrKPJ5kCukqypl354stRYoJbBJ40xXcRA4dKmp/T+cNEYpkXxvlNvcAIAo/T6/VQrValpdjW1hai0SgymQwikQgajQZu3LiBRqOB1dVVPP/881hdXcUf/dEfoVar4fr163jvvffw4Ycf4saNG9jd3ZV2aDyHHodvzPviy8NFG9pc53q9J5NJMTaZXqRrkGiGGg1G7ThoYEGnvFEHsa2WphRz/6NhPZ0etu3a29tDIHCY87uxsYGVlRWEQiGpUbK1tYVTp05hbW1N8lk/85nP4Ny5c/ja176Gt956Cz/4wQ9w4cIFtFotqd6tHQid+kBmny++PKtCdvAiMED3oye4x/U7GAxQqVRw584dWJaF48ePI5/PY3l5GTs7OxKZZbs8/aNZSGaarrl3E4gA5gwmjnc2m0mwTTOaabdoh1mzCEhPJ0BJB9u2baTTaViWJddLh5U+FJkF1Bntdvs+gIC6ToMD8Xgc6XRadChTtTudjqeIIF8PBALS7jkSiSCZTCKTyXiAgGg0ik6n4wne8H0GfUqlkqdFNFMWtB9DP49pWp1OB+12G/1+H2tra6IDNcOLgaN0Oo1oNCrOPtOeZ7MZms0m9vb2xO8xWQCu68rztSxLih8C88AT2Qi0PRlkYtv3kydPolAoIJlMYnt7G6VSSQAi1rfy5VDCXCCcHHwYfKh68Wknlk4AJ4LpNHMymQUETTmK5q9fexAY8LBuBAQTzHHpa3oUWZR2oJ0iPUbNCDCBADokGp0k9VFXDaWzT+NpMBh42AIsypZIJDwFCImW0bDynR5fHiacK0wVisViUryF807PJ83q0XpC17UwW8lo+i8AORYLEDHfrFqt4sc//jHa7TbOnDmDYrEomyjTZ/b29nDr1i2Mx2OcOXMGL774Il566SV86lOfQrlcxqVLl3DhwgVcvXoV77zzjud8BBAXsZB88cUXrzCa0m63JSLD4qGkt3J/03Rd7neMWAGQLkXUG4FAQMAE7dyzkjbBdB350imIgUAApVJJ7BcAKBQKyOVyaLVauHPnjtBYHcfB1tYWzp8/j5dffhkvvPAC1tfXJbK0tbWFEydO4Itf/CLeeecd/PCHP8Tly5exv78vFOBOpyN7q1mZ3BdfnnVZBAhQuIYZXAQOWYb37t2TTiB0KBmBZ246MC8cqkEAXReL9oO2IQCITaCDcXQ66ZBq/UTdRD3D+kYAPLnywKGzSDAkFApJNX62OWYHBRYEzGQysG0b4/FYCh1Pp1PYti3FTtltQBcl5DnIXuLflmVhZWVFdCOdd+o6MoPpkyWTSQFhCILkcjm5Tt7bfr8vaRyDwUACwdFoVO6nBgS63a6wNJn+yXu1vr4uep06mntDIBBAvV6HbdsyP1ifhYyJg4MDYZDRMWdBRMdxAEDOrwtVTqeHnayy2azcR+43PB51dTqdxqlTp7C8vIx79+7h448/9rAvfDmUcDgcRqvVEqeck0tXESZaxs2f1BA6rcCcxk7khwuIikFHDpmHR1SOkW/dToOLgnQincdCmc1mnpYa5g8wj/xr6j7/19/j3ya136wDYEYYqRAXMQj4Pj+/KG2Ai0bnJvI3EUYCGszZ0ffTtm1ZYJlMRhYyqd6kMVE0JdNMJdAgxcOE539YTQJ/sT35YlkWBoOBKHpS5rgetAE/Go0Ebebc55q3LAvJZFIYRRqVNte/3vSm06k4Gzzm7du3sbOzg62tLRw/fhwAUKvV0O/3kUgkMJlMsLu7iytXruDNN9/EiRMn8MILL+DFF1/E5z73OXzhC19Av9/H66+/jrfeegtvvvkmisWix5CPx+PCgNBGBnMfR6MR4vH4fYUItfjz25dnWVilut1ui7PPvZu2AzAH22g7cP/nuopGo8jn8wAgBbm451FH8JjUMzQwAUheKAF2bVzyXNy/SO+Nx+NoNptSyLRWq+HatWt466238KlPfQovvfQSPv3pTwsAGo/HYVkWfuM3fgMnTpzA7u4ubt68iXK5jN3dXZRKJVQqFanEzb3PZAdwf9UsPVN0YIVGK0UzsczUCxPA9PWPL79I4X7Mdcd5StuPNG/a4rpGCO2A999/H+12GxsbG+IYu64rxYU1Y5YOq04BAO5fQzrNVvsFej3Qr9CsIm3fkq7OaD4ZARqMYDFivsYaJmRMk6afSqWEVU19l81mMRwOsbq6KrUD6MATwKSND8zrsLB2wLFjx2BZFkqlEtrtNpaXl7G0tIRqtYpSqYTpdArHcSR9YTweo9lsyn1Np9NwXVdaJQ6HQxSLRRwcHKBWq6HT6SAcDuPEiRPI5/PY3t5GsViU6+10OkilUh72AgvwERhYWVmR+gRkeWlHvt/vY2lpCZPJBOVyGa1WC6lUCvl83tOicTQaeQDfTqcDAFJbIJ1OC4BQLpcFDLBtWzoWVCoVdLtdYUvQZ2Lb2Ww2i1/5lV/B2toaLl26hO3tbUlh43zR80PPd52ictR8e9olDMwXDR1LfQO4OGkws1AQKUF6MwbmRgEAzyLk8bgISCV2HEccZH3DtRGhgQAzOmn2E9eUGP26dvgX0aJNEEHTZB4k+vP6N8Xc1HlO80ePdVEagmYV6DEzB4aLU/fnnE6nWF9fR7fbRbPZhOu6YoRRiAQyr+kopavTOhYBM7483aLBL02FpbPMTUAb+GbKEDdKglcsEMMWf0SbadSzFSHnHqOFRNa1Y+E4DlzXlWOEQiEUCgWpaH716lXcvXsXly9fxosvvoiTJ08ilUrhK1/5Cl555RXcvXsXP/rRj/DWW2/h2rVrqNfrAmIAEEeEUU9WJK/VanJ/6JgQzPBzznx51kXrel3Zmr+pF/RngXnrJkZfNLUeAGzb9oAM3NM0wMiK0TpPWP/NMekUA0aPCLDn83l0u10JZADAwcEB3n77bVy/fh0//vGPce7cOZw9e1Zao02nU8TjcRQKBWSzWdRqNTGem80m9vf3sbe3h3q9LvVMms2m1BtgmiRBAcCrX+mUmLqDjhFtpoelQPriyy9DTJuZ65UOF30A7WRz7rK+VaVSQSaTQTwex/LysqxJ2g8E80iT5/rWFegBb3FBRqf5WQAePUN/Qwfv+BmOU39mNpuJDc0gJh1C6g6dd0//KJFIiJ2jfZ3pdIq1tTUBVJkaQWeVYyC7stFoIBAISKeBdDqN0WgEy7IEKCGQyi4Fp0+f9qRiUXfwnjFfv1wuS8tnBl6i0Sg2NzeRzWbFfyCzQd/TTCaDXC4ndtxkMkEymUQulxNHXDvxOhUgl8sJs4Ogi+M44qgnk0lYlnVfGrr2IcnUYH067hNkHHAukV3K50UGwWQyEZYGg6af/vSncerUKVy8eFEK1Jr+Juelnvfm2J4lETAglUphaWkJoVBIeghzYrOXJqN62jjQOX1E6/WCJquAbAEAcg5OWg0y6NwYVhrm4tWIuXb+9f+mME1hkbPP7y9iHpiKQx9fLxTz9UXyIEryUWkSWvlpZ3zR9U2nhy2aqDBIlQkEAqKoHMcRapLrupLz47qunEffX82A0NeqGRK+PP2iKb0m1Z9rUW/AdJi5xgkUAhBmUCAQEFCKxyCjgBuDVuY8FmlyrIBLZ2I6nXroYN1uF47jwLZt3L1718NiqtfruHjxIq5evYrpdIovfOELOH/+PD772c/ixRdfxGuvvYabN2/i7bffxoULF3Dv3j2J8pHCyM2yVqt5apaQTkhh+oQvvjyrwqg5f2tGHI1nvf9rUJl6gCACdYvea3lMGv08Ho26brfrCTSY+61uZci9ibYE80l5Lo6ZrbXu3r2LW7du4caNGzh79ixWV1elyrfuQU6WE/VUKBTCmTNnBHTnOCuVCra3t3Hv3j3s7+9LdEuLyczT++iDel77+60vj0vMeUrAXANW5vqnhMNhYah2Oh1kMhlsbGxgOBxK6g19Cf42wT+T0audfXNdmPayDlwsAiXT6bTnGknPpw7o9Xqez1PnkUXE4qS6swDvAVME6LBS37EV4Gw2w+3bt8UhJgjBoAPrlhAkpP6Kx+PCstrY2JB07VarJTY/7wEDK2RZ0O+ifTabHaYf0ME/efKk2ILD4RDtdhuJREIKDTKowyi+ZjhNp1MBKjSjo9lsyrNl8UX6khyHZpTQTyFrms+P9iHn3nA4RDqdRq/Xky4EZIExgEQbknNwNBp50hBGoxFKpRIODg6EAap9Qu5fR4Gzz5KENTU2lUpJPgyNfiJepLMwQsaIgH5gZm6d7j/KDZ/fo4NA+h8j/Lq9IakgWkynFfB2MdAPTrMSjhJ+Tis8bVyY56HoCWOOjX/r36boSMGD3tfFUczzBAIBQdVIcaIzxu+3222JwLIytC5UUiwWxYnT9R10ZFhfvwmS6HviGyxPn5jPj3OB6Kq54eq5oUECft9E4mn8EhUmTQ44NBRc15XNg5/VxxmNRlJIhjqGKC5z6hgFZG6ZduJZg2Brawurq6s4ceIEvvSlL+ELX/gCdnd38aMf/QgXL17Eu+++i3v37nmKH/K6dAqB1icmOOCLL8+acH2zXo0GCgGvg67pr1yjujq0LjCoI3H8n1RUnVPM/Z/GHzDfe5hjrPct7ZSwKwAjR5rlqNOg7t27h4ODAywvL2NjY0Nyb1mgi85+tVpFtVpFMBjE8ePHceLECRw/fhyZTAZbW1uYzWao1+vY399HuVyG67qSn1qtVtFqtTwFFgFIazMzTeBR9tJnLTLly5MpJiuA7Ye1k6qDgZoxnEwmpdAe2wyT3q27hXBN0OnjsZl6oJmxHAdwvz3C3/qY9DlM5hLtEtoZHAt/mwUAyZKMRqNIp9MSwed5zHx66hCONxqNShCDNHoWMyXgSjuHgQ+yCKjPBoOBVOlPJBIyJvperGMQDB52gyuXy+j3+wgGg3Is+mHZbFauNxgM4tixYxK1J6OjWCyi3++jXC7L2MmgKpfLnsCtjqbz+TOwQpYCGRU8J3U2Ux14n5nuwLRQDfCw5TVTOjj/zH1oNBrBtm0pIq3rV/E7m5ubMhdLpZKwuzTzxfTz9Lp4lnRwmGgM6XXA4WbLXAwi9TTsGSEgEOC6rgdJYvEOTZcDvNQhnT+sC3nQOGDujaabmNF1/RDM6KaO7rO3Jf83j0PjXzvbPD7PYYIEWjmyAJH5w2OYTAN97EfZ9PV49bF5HE5qHcXV46ZxxigFey8zx2llZQWu66JaraLZbEoulM6r1rlWJohh3jcfEHi6xIy0MYqnU0k0cs/P6Tln0sqI3rLyLfWG4zjCOuLxdS4eN2gdHWTqkp5v3CzZw5YFNKvVqqDEdChohFerVaRSKXz44Yc4fvw4XnzxRZw6dQrHjx/H7/3e7+HmzZt488038cEHH2BnZwelUgm1Ws2zRpmfpynMz9Jm4IsvpvT7fY/hxXXL/UFT/HVRLEZvNFVzkbGoDTcattQpADzsIQ0a0KjlZzWoT8OZgCb3d72HkWZM3dPtdnHnzh3s7++jUChgfX0dx44dw40bN8S54HGZM1wsFrG9vS1RJhr0juPghRdeQCKRQL1eR7PZRLFYxP7+vtQdYJqSBhQJUgQCAQmm+Cw8Xx636Mg4/yfQRhue64ysIf5w7na7Xezt7UnutplKw3XJ13QBQZO5aAbgdLSfa5U6RYOK1E9kCYVCIamXpgOTBCzo42hWJLsG0CmmraPrB3AM1IWaXaxb+IVCITz//POoVqtwXVcCJQzoJRIJYT8x8q51YDQaRalUQigUQq/XQ7vdlhRHbSNRr7DWGwuWO46DbDYLYN5CljWSWHdsMBig2WyKU57P52FZltx3sjh16iSfZzAYxNLSktzDbDaLTCYjdVJIySfwMJvNpL0in0+/35fvEIAqFAoADovbdrtdsRF7vZ4wTAnEsH4M54Bpr/X7fTiOg42NDcRiMRwcHAhoy+dvArXar3uWJAzMK3BycWtqICn+dEg1VZdAAAAPoKBZAdFoFN1u19NHkggijXnSRFisgwqFC5gbPjdkvSh0gT4aHRow4Ps6Wmn+zXvA72iHehEYoZ19XWCFsgg0OEp0VNX8/iLRxyYIwsWjFaKmRtK5I/pJ2lAsFkMul4NlWdKXeTAYoNFooFwuSyqBHisXOxe/Bh5M8MSXJ19McIkbF9N7OH90T3B+jv/zeXMO0mjW36HxTkCAucKsxMuIgk4n4lonXY/rn5sq9RE3Sp5nNpvBdV0x8gOBw3ZjjuNgZ2cHly9fxjvvvIOtrS2cPXsWzz//PD7/+c/jV3/1V1Eul3Hr1i28/vrrePPNN1GpVFCr1YQqDHiNI3+u+/Isi95XNYOP+7vecxhN0ZR8GvFcL1znFMuyPEU8aW+Mx2PJ/adwv2XkS6ccLMq/Z4SO+5a2E7Q9wf2TdN5SqSR7aLValRQBApepVEqcG23sA5BoKPtrr66uIhKJCIvAdV3UajU57scff4xut+vp5KRF2ze+rvHlly16jQOQWjr5fF72VxPo044z92mm3c1mM6lsn0gkJFKrC49rO5I2iLaTTRvdFK0T9LrX65/vs/U37R3tf/Ba6SRT95DWT/+E+oTRebKrWeybPokuckowpFaroV6vS1V/Osp6jJZlCWipwQdtg+uoOv0r6j6OGzhkCjPIkkqlBLhgEJC1xjRTmKxOMi3JjCBFn/Ye5wcwLy6fyWRkfIVCwVMIkAyAarWKcrmMRqOB4XDoKeycy+WQTqcFfCLITPCi2Wx6/B8+p06ng36/j2azKc9Sd6og87PdbiOTyWBlZQXJZBK2bWNvbw+VSkUKYGvR/tWzJmFg3keTNBB9wWx5pym6fNCkAeoN1swZ1NFCHT3kQ2Gly3A4jHq9jkajIWiOXsQPAgP08Sl0Usxq91phaTG/z8/qnOFFKQHmOLWyIVJmshH4fY6T5+dvHQ3Qx9WGlY7M8LM6j4oKmgsgkUgAmFNl2IrQdV1hCySTSSQSCflptVqeCAaVk2Z2LAJBfHn6RDvtGgQE5jlwgLdApwbDOEc104bIPtdhKHRY4dtxHInmB4NBJJNJTCYTceCJ4OqUACLqpPtyQ6EzQXCSc14rfNd1cePGDZTLZQSDhxWIK5UKDg4O8P7772NlZQWbm5s4ceIEzp07h89//vP4zGc+g2984xv4/ve/j3v37uH69evY3d1Fs9mUdp/hcPiBnQZ88eVpF+axMqcfgETdGLUC5nqBn9PMO+5HGqTm/pRIJCQSp41bGnCkkzJCaKYSxWIxWY/AfF/lHk+jkmPSeoq2BJ0GGv3j8Rg7OzvY29uT/GamPvCa+FMsFoXmS0em0+mgUqkgHA7j+vXrHnAgFouhUChgZWUFoVAIW1tbktpE1gA7KJmpiH59El9+2WKC85ZlCYhO+1G3GtU2M30F4NA+0OxjtrPrdDqeFAPNNOTrBPbMVFm9Phgk4He4fminUg/RtmD0nOfjOWkL0w9iQUHqHF4LI/9aX41GI3E+eY5gMChARzQaFUo6faj9/X2xi+gvOI7jCZ5S5/EeUJeNx2NhbzMPngAHGRCdTkdYAXSidcHASqXiacfHVC19nbZtCwucDjkBAjIhAEgKAFkJZIBaliXPO5vNyjg5F6iDGWzR9eOOHTsm+wCDPGwzyPf5XHh+zjkN1HDu8ZkSkOI8DQQCyGazcBwHuVwO29vb2N/fl3OZHWM0W/VZkTBvRDqdllYWLCzHgl+8wczv1VQ/RuL0/zpirTdsTe/T7Qvz+byHFsJFxsmoo/a6Qi8AT0VSwOtME/XStBNdiVQ7+ovYAgCk0Id+TztDfF3TCDUgwgmnAQLzOCYAoEXToxeBCkQztQOm0yV0q0htKNHII5pZrVYRDoeRyWSwtLSE48ePIx6PS2S0WCyi0WiIcWZSvHx5NoSGOTdRTcHVCCznITdhYF5AkK8xPUDX8OAGwrnHQi9cS8PhUPrwUmcwbYCApHYMOPeZDkSng6BXLBaT904wrgAAIABJREFUIjrcXKm/hsMhbNuW/Ldr167hvffew8mTJ/H8889jY2MDf/Inf4L9/X3cuHED169fx9WrV3Hz5k1Pv19ffHlWRRvhXF86ksf9VdN49X6tjWUWneJvUjtpjHKvpC7gmtdV9nlc6hnaJrRjuOfz+KlUSvQKnXlNX6ZtQmeF18VUo7t37wrjgd1DaIim02lhJpmdAHTnlE6ng3K5LPZLKpXC8vIystksVldXpcd3s9nE3bt3cfv2bdEvNJB9doAvj0P0fKNDe+zYMWxtbaHZbEr9gEajIQwaOlg6OEAavg4y6MCZZvVqnaJBPNNG5rqkncLX+F3NLmYaIm0PnkfXLQgEDrsEJBIJqWWic8h5/XQwad9wXDofnYFVMqMZdWf0vtFooNlsigMaiUREl+RyOYluE0DQ1HrqC0bxWfSQBfTq9To6nQ5ms8PifQAkKKjrJ4xGI+RyOble7StR3zCFgvdIsz4YyNFtYMnyJnt8Z2fHwzTnD1PJAEihv16vJwCCritFH3JtbQ3NZhMHBwfSPWB5eRmNRkOKE4ZCh0WkgUNwIJfLCfOK84DXRvuy1WphNpshn8/j2LFjWF9fx9LSEnZ2dvDBBx8A8BaiNGsUPCsS1nQ+blyu60oUjjl/jEyz7yO/x8nDiaYr5XIxmTR2fp4oVLvdlgfKHEFOPJ1XSAeFKI3u0cmHQ0WgX2O0UwMCXJg0JjSSxQkzmx1WHtZOuDZIgHlPcu200/kG5r1DNT1IO0e8r4uiF1yMGnzQRpfOseQ91wUEtZOmz0OQhqgdHS7mXTebTelAcObMGRQKBWxubkq/5UqlgsFg4InYcP7ogoO69dpRRsyztqCeNtEMFa5Xov1mrhWNWxYY5P86V49zjfqg0+l4onQsJkRjenl5Gc1mU+h6rAHAzVO34NGFh7iZJZNJDwjB8fCauJ64oRER54bOvrTRaBQHBwe4desWrly5go8++ggrKytYW1tDMpnE1tYWXnrpJYzHY9y9exdvv/02Ll68iO3tbamMTKBCGyBaNAWS65sMBy2a2uiLL49TmHfKPVE7uTrVj0YyMAcN6FhTt/AYACRSw3ZV5v5BWieLVXHtkjGkKb00QKmXdOoCz22C1zoPl3YEz03bhmCfHpsJigJzSuyi9cox6Dzqfr+PUqkEAMhms8IWYB/xaDSKU6dOIRqNotFooFqtYnd3F7VazXPd3Ft5DmAxe0AHSkxZxExc9F1fPpmi7Wvac7VaDf1+XwptMtrMfHMNxrH1NYNRk8kEu7u7yOfzyOVyqNfrUuCT+x6DBGw/qgECbd8D3vReHVGm88k1TXtkUTF06gA62MA8qsyIOgMO3Nu73a5U9WeKTzweRyaTEXuabKFgcN4ViaAlo/nc56lnU6kUCoWC6LNUKiV+CdsykkFJe0Lb39ouo11EUIEpwRosYYoC0xtYkJzAjg7ukMVNQIK2DvUywRHts2xsbKBarWJ/f198MdqW2WwWwWBQgjZMIaXvGQgE0Ov15FkCcxY72c3BYBDr6+uShkJ7LpvNSkpDLBbz+LMMDmUyGQDzgCqDTWRbnDlzBktLS7h06RKuXLki4AH3Ed5zDWT9pEzpJ0m/hjWlR1dnZBE/RvNIoQEgC5tpBJyEXDR6ktKZ0O03+BonI8EHImjAPD+d9DxdjJC0Jb3ha6BB02l0b0pu+KSk0ClhtIPnMSMQDwIDWPiCsshxP4p9oBFPKieOlcc0Fzzf5++jnG2eXzsgFP19VksNhULiFBFUmEwmeOutt6SgEiuyl0ol7O/vo9FooNFo3DdOTS836Zum+JGOxys0lIF5Co1m8GhElHNXM3QIPmm0lOipBg2BOSil9QGNa56L6xA4RLMLhQJarZbUGNDgk23bUq1XRwY0Y4fzmKLZA9xYptPpfe1wAoGA9BS3LAvJZBLpdBr5fB6ZTAavvfYavvzlL+PSpUvY29vDpUuXcP36dTQaDXE2eP2MpC4y1Dlu6i4AniJJT9Jm4csnU5hPSwOVTjoLaHHear3APdUEv4D5XDeprxQajaTTEsgnCKgDAjQ++T0NOJhBAa0XOB4T9ORYqatohPI4eqzmns3X9P8EOky7hML1X6/XcXBwIPqCtQlWV1dF77RaLbRaLdl3GWgxi1zRKGe3lkV7rK6p4O/BvhwlOp2WYD9TTLW9THo7WX6AF4QiiKhBK+3ga3BN/829+ij7W6ch8HUdCOPYON+pl7jHcq2QOs7WovSHUqmUJ5jG8zBiXy6XEYlEkMvlkMvlxB+irRIIBMTRpw6lnolEIkKDp3NLOj6p/cFgUAIkPA7BDDrwPB9Bg3a7jWaziV6vh3Q67Ql86nsznU5Fh7M1IdvyMVijQQamG9u2LWyPRqMhwAaffb/flzpxbAPtOA4SiYQAu9S3jUbDk4LFZ8J5x5bSrHWg7wdTQ1msmvdDB3/5HgNJvAfah9WsbrJFyXxYXV3Fiy++iEQige3tbRSLRWHHk1WqRc/Dpy2VQAoIcnEucrQ1qsf3uJg4UXRem95sSYEho0AvbKI5rVZLcnF1ioFewDSwdbsHPTYTCNDjN6PxpjGg/we8SPsiIICva+VAMRkKmr7Ie8fvazEVnflzFBjwIOogx6iND23AABAnhYuH6C8ds3A4jGazCdd1RQFaloWTJ08iFArh7t276Ha70omAY6ECXrRYTPDEl8cn5rPQRjfXLVkzWlFz7jN6po17HbFifhj/1+syGo1KTQpu2gAEWbdtG+FwGNVqVarGEqTkZktqHYEFzeoB5saEblGqmU6aBscxDIdDKexDFJxUOsuypK1QLBbD+fPncfbsWXzqU5/C3t6e9BlnZXJu1lq0saPb3Jj1TTSzxhdfHofo/UcD+5y/wHwfAiBGlI6y0Hag8c91TpBskeGv90sa0Bo81Ea7Tl3Qhj7g7fajU4s0uKmDCdqp10YzQQ+TBWdGgvS9MIHHRZFNRlJpwNP+Yg9stmOLxWLIZDJS7KrX62E4HAoowD7u2jF4kJgsPl98WSTa5uQ61rn/OlBA+wGYg4G2bXvSeAgmMA+c59CBMa5Dc36atiPPo9cXHT2uVfoE3F+1j2F+jnpNR9aps2gfa7uCIKlOQSDDgNfVarU8RRKpixh4W1lZEbo8j02Qz7IsuK4r0XQCeyw0OJlMcHBwAACeaD1roGiwgekM1A+8PnYv0fcnFoshm80imUwKYMiUcT4D1jnRdQtoY9FRpx/Bgov6/nW7XfT7fRSLRUkdMWvTMCitmRG8xl6vh2azid3dXdljWBOAzzeRSIjdyoKHOn2FQAIw92mpsxl0siwLhUIBhUJBWAJkg2rfxvQFn0aAVcAA00HmA6KRrx+QaVhrJ51oEDe5ra0tYQHQeWC+yHg8lk2MC0XTQYLBINLptIyF0USeV//WikL/JpVRU4jMTR9Y3BkgEJjnIh+FTPJ9bVxo0RFTc8Jw0ppOvXaazEgDv6cNFPM+mNdAWaRMyfpg5Wbt7FHh8Hzs485WSqQztlotaZdE9JKbhjYaF43TlydLTBCKG6b5vjZ09bzRhj1pcTS4qQN0uoBel9rJoPFfrVYRCBxS1HTRF36PYCNwuNaIrnOsGiDkmLneAoGAbHIayQfmNMFarYZCoSCU4n6/j0ajIfeAIIVlWVhbW8Py8jJeeuklYTtduHBB1ocGPGn46HY3GkgxnQZffHkcwjmqW+cFg/OOIWa0ydQXLDBFA5TrnI4FIz60O3TdndlsJs4EwQWd2+s4Dmq1GoD7wXSTXWM64tzTSAPW5wTmoIbJFtQ6jDm8RwUMOC6eb5H9oO8f7RU6Uv1+Xwx5Oho6QBOLxXDs2DEB49lKy3VdtFqt+4BEbVP4+68vjyKLbFKuLQ0OUBdwjhJg577JHzrQuiAfMF+P3P+pD6g/9Pk1QKHTb/hdbYswsEHwjAFPBie17U57hfooEAigVCpJCz4WF9VRb+oIOpbj8RiJREKOxQ5tDDRQn5JZxej1aDQSdgL1AB176j7qHNYDmEwmaDab4ntRN1uWJcfJ5/MefUU9x24HBANoo7G7GwMv1BWxWExqRNBfoKNN1gABE7KuaS/NZjN0Oh2Ew4ftBROJBNrtNnZ3dz2sb20H8V7wftm2LQyDSCSCdruNbrcr9mE8Hpd70+12pRYCawWQuUAHnjUNmJ6qC+ECc/b7jRs3cObMGRw/fhxnz56VlJjbt2+jUqmI/aZtYpNhaq6lJ1XCAOSh6R7zOkdQo2fMMSfypBdWr9eTipO86aSAUCmQYqSN9lAoJM6lrvLJm6yL+vB9kz7E10wWACeANsL5M5lM4DiO3AwTFJnNZh4mwqLNXH+e59af1cAJ77V21DVaptFR8/N6wmmnhuNbhEwdhVbp16hwtBNCJUvDQRt4rCtBhc7oCKMWw+EQzWYT5XJZ0jD0efW1AH6F5MctpsOp1xI3OoJxGmnnc6M+oPFsrkE61Xpj1pH4ZDLpqbbL2gKspjscDqUXLvUGDXtSiHUOl6YBAnNQkRu8Xqe8Dg1U6Fx/GiC9Xg+VSkXWazwel3zAS5cueYoF2baNTCaD9fV1xGIxbG1toVgs4ubNm7hz5w5KpZJU+6WuBeYgK50TbrQ+IODL4xYT8NMpYYyi6Og/9X00GhU7QIMB3Afo5D9ISMXkjzaKuVb1mtaGPQ1wbStwLNRzi8B6veY4XjOQwM/rY+l7RTHT+DSAys9TaHORrjoYDJBIJKSmEYXGMY126o1sNitdWrhH7+7uemoa6Ot70o1TXx6/6PnJ+c65qTuJaYdXpwIzQsz3AHicdu7f1CUMQFA/mMEJigbntE4yg3w6NUCzjjUzRrMRtN08mx0W4BuP5x2OaP/Sp9HpESxG2mw2PfpO6xbeK+7t1WoVtVoNk8kE+Xxeun5RzzFgwf8bjQZKpRKm0ylSqRRSqZQHWCAgw3pLDMrS+ef9YeFHspGoQ0jn5/UAEB+p0WhIjQHgkMLPon9kCbD2GJ1wUvc5T1qtFrLZrBRVZY0UXW+OzK9UKuWZC/q5OY6D9fV1YQ9ov4w2JlPatH3Ia+T16y5pDGKTicX6EEzfyuVyOHXqlNReuHz5sjxrM6hs6lpz3j6JImAAc1YAyGTiTQS8vTIBb9EcRvW73S5arZZMCsuyUKvVZNHo7/E8i+g1urqnRo20wa6RQC4y0/Cn0wx46flUTDTs9eZIo8LMEzoKDOD9473RkW9TCWhqMl/XxpEZPVjkPJsOvjZGFkUmFjkT+jOk1pj3k8/IcRxZXFQsLLSSSCSkNQkVEp0iLrjd3V2PoabH5Ts6T55oY1qDAnR+6fTrtaLnM+BlF1Ch8lga9SUqzrXO43Mes+BLMpnEdDqVuiLUFdPpYd4ci+Jw3WqHRDMVNEjI8RDM0PRAvU65kWlKGdHzUCgkUQCdNsVrCQaDOHnyJILBIE6dOoWtrS0MBgPZ0Ov1Ovb29iT3ze9O4MuTKHRGuQ9YliURO0Z8gDntXxvkpOlzbQYCAYku6fQgHY3TwQfdwpAR8l6vJ2PRRYS5X2pmAvXLIrCAeoIOCCOFOn+U61zrBI6ZnwW8nRP4PwCPLjIDATwvdZ3JaAoGgyiVSnLtZGBqXcfe7drBYKEv6idWe2dhWG28mmmLT7Kx6ssvX8x0IDL6XNdFMBiUPGwNtnO/18CBpvNr24F2IlNMGVgg48C0dbU9DsxrGpg2MMekgX8NOrCzgU5J1Iwl/lBfNRoN0Vt08kOhwyJ4bBtK1kAkEkE2m0U6nRbgkmuP10SWFdcl9QBZFXSme70eGo0GptPD+mxs9w1AfCxeF20X6qxYLIadnR0J9mqqPe05nVbF+0v7nvXWyBJgMXnaLNPpFIVCwcMEJ7MiFArJM2WQhwFnim3bnv2Bjr+uVZVIJBAMBtHpdCTqz/SGXC6HQqGAfr+PZrOJ2WwmHQWoG6lLCR6TNRGJRFAoFBCNRtHv96UuFcEBbb9WKhW0222srq7i1KlTWFtbEybof//3f6PT6aDdbst16b3E9OX495Mo4u0TbebN5+B1L0ZuzCzKQLqMiZKTBsPWdCZyx0XPB0+jW9PyyATQk4vv06jQRrwZQedYut2uKKFFNCICGXyPE0krEi0mUnoUc4BiooGmw2QyCfg5E3zR16X/1mNZNMnMzyx6X4M1JkugVquJ88W5QeXS6XQEDdUooG3bUkyF95iLmYttEQvCl8cvJhKv233pCCHnPtFmM0JnznM6+poeGAgE4LqusE/0XOD/gUBA5hdReD1HucFxUydIYAJ0/LxW0joKoNehjoK2Wi3pP861yOsIBoNCg9PpTpZlIZ/PI5lM4u2334Zt21haWsLq6irW19cxm82ktdD+/j5arRZKpRLK5TLa7bboN7ISfPHlccmi/cwUAvy6kjiNeR1Q0KC4LqjF9U/R64/7hV7fug6HycbjGtX7vTZ2qas0q8AE6GmMageG7+lUAs0a0Eaf6azwuvX1mXu4dmI0MM98WABigzFflmmUJvAQDodFZ6VSKTHuabeRwclCWPr82kbxxRctJrCug3C6ALCZb889VUfXCWbp4nbAvAipZgosYgZQFs1f/Z4G6/TYOR5el/k+j0OqPBlOtJWZKru6uiqOLlnUqVRKovwMXnBsOnoPQOwHMhjo8DYaDQmukg2ZTqdhWZZExGkLEXTV9YfocxEs5fkSiYSkPbKLA1O3CYCy+wDvB4u8U6+TLRoKhbC0tCTnIEgSDAaFHey6rtRH0AEaBmLK5bI8IwIQPLdmObXbbfEfAoGAgCDLy8tS6JGfYTpzp9MRBsV0OpX0dIIrBGXovMdiMbknvHbuQUwJY/FC27Zx9uxZCXgybUDbtqZ/86Tr1TAXs+M4yOVy0jey0+kIkqMdTTPCrzcPOo2c2K7reujmerFy09OLnIgdNyl+jxOM/+vXaPxrOp52NtmjUyOSHCtTG3QuEscFeAubHBV1N1sHmp9ltXLtwOgcJ0YDNRhAZbqIemhGbhc5Nnqciyag6XRptgeRSxpdzJPSkRg+K0YZeC38Po2WeDyO8+fPo9PpoF6vo1qtipJ7FIqoL794WTSntUGq6XN6vfMz3Ng1iKcNY6LDOreKBYiYywVADABuNAQBx+OxdBJIJpNIJpNot9vyGildjuOIQQLM2UUaUOSmSwN9MpnIcYA5bZHAJNcJ/+bGSZBEg5FE2mmA8LqZprS9vY1yuYxMJiMGeiwWw4svvojZ7DAdq1KpYHt7Gzs7O5Jm44svj1vIoCMgpiNK2jjkOqNxyP3CdH41jZPRJ4rez7i+aYzRONORbe1YcO2bwL8ZjdeRSX5fOzi8XoLhHJd2FHRkf9FezO+QWUTQQ4+DUUfqEW3jcA9lAVY9Nl34rFgsis4iWBEIBKT1GSnOtm0jn88jFApJ2lOz2US9Xvfc76OCCr74AsztZu67rD5vrjf+ZkCIti91Bee7DhJqJ5xrVusPvq7Xl17f+vxcI9QJXFN0WBmsZOtjrQt4XjqlDA6GQiGpW6brF7GIp2VZ2NzcxNraGiaTiRS3m81mojtp73Ad8x5Fo1GxR0jf5xqmfrBtG9lsVmj7GlClPa3bJ85mMxQKBQEZhsMh0uk0MpmMnL/T6Xh0DhmQ/X4fjuMgk8mI88xWiKzfZNu2AB+2bXv0f6PRQDqdxvb2ttw/MpaCwcOWk7VaDclkUgqfRqNRKc5sWRYikQjK5bKkh2rgiUHpQCCAbDaLXC6HarWKu3fvCtDJ8ywvL3tqMzGVnWksTPvMZDKIx+PCQNUAAFPiDw4OxI5bXl7Gb//2b+Pq1avi+7iuC2AOKlEvPw0iYABzY0Khw3Z/Os+fi4uTRuf46kXKBaiZBET9tGPBjVtHk7nI2J+TGxSrBlNpMIeOSoNjZGoCJ4t2ZmhI8PxEyDnB9QavqcE0PkzRTAKtmDgOKhVSezR7gcc174mODPA+8J5SUen0CR0B0ec3WQjaANOGCpUmj2sqXwD3VcvUVKJgMOgx5PQ1UKkAwM7ODtbW1rC+vo7NzU2Uy2V8/PHHKJfLnhwmLlYN7JhIsB4/x+ADCj+baJodJZFISC6/rgrLZ8PoFJUlDQRt5HLNUk9wHpMJEI1Gxbln3hnPwY2K65B59NyMbduWTYTn5SZFWmy5XEaj0RBwSxsoeuM3CxlpwDAYDHoKoAHeugQECDTyznGT+qgBT0YVuUlMp1NcvHgRjuPg2LFj2NzcxNmzZ9FqtbC/v49qtYrLly8LC4foPcfB+W9uNlon6NZD+ntmFOUo8Zk7n2zRjij3Vl23RxtnNEpZrIsOP6MuyWRSjF7NItNRd70vsUAX5zjXjbYzANxnm3APZU9pDcTrvRuAtBbk3k3jnO/RxqFOMx0XBi54/cC8Wwh1hU4F1KA/P8v/FwUdGCzQYAptDI6J4CqDEwRFO52ORLIYZWNaJPupJ5NJTCYTcQCYW0zdwF7tmiGp76HJnNTXzc/68vQK1wDXZyQSwdLSEjKZjDhnGvhmChHf497PDj3sKa9ZAvF4HMlk0sO64byhTtBsPA1ecT8E5uAA12kwGBRGDOcj7XEN7BOs4J7OvbndboseSfw/9s50Oc7rutqrB4w9N0YSpEiZkmxJju2U4gxXkPxIVW7zu5HEqXJSdizHk2SSIgkQQ8/daAyN7v5+oJ7d6z1symNsS8apQgHo4R3Oe/a09tr7lMuRtfZ+aZRLlMtl5XK52OqYeyaYJ9bJ5XKqVCrhIzilvN1uh3/NWF1dVbPZzDCAvEwRmaURK8mT6XSqtbU13bt3LxPsX15eRplBPp/X2dlZ6D9nac/n82iux2vEI7u7u1HqSaZ9MpmoXq9rc3Mz/DnumTiI58lcM4f1ej3OAcgym81iBzMaosKwpERhb29Pl5eXASKsrKxoNBrp5OQkSjoeP34c7IT9/X1Np9O450qlotevX0emH5YzW7kC8qCjvaS62+1Gb7yDgwP927/9m3784x/rP/7jP3R8fBw6Fv2dgmW+bv9SRhHDfnl5qXa7HdRULpqAzw2gO9NpEEpdGzXkvu+oZ74x0CBFnr33YBpjm9LnUAi9Xi9QPugy19fX0dQrDWhxJKgzXtZAT1LcT7r1YGqsQackZQSHz2J8/XjMW1rz6NfpYIGUbUSEY8H9+OsINedPF2M60mAwDRJwtByB9bUA1crnxClf+Xxeh4eHOj4+Dqr09773PXU6HbVaLT179iwcR0mZJmrMD9fk53C0+G78YcPnFTq/s3VwPDHWyCIGGuPolEA+AzKOjMEccrqvP9sU3KJWmfM6yOVBAJlJ2Ah0OIbm57qKtYWj4cMBDb9nfiMb3BPXwDyRxZQUAKXLEPeJg1Uo3HbfpblgrVYLKt/u7q6ePHkSZQSvX7/W6elpsGvQCWQDmAOusVQqhQPicp468HfjbrxtOHNMyrJnoFW67SCYxqF0ui//4yOwbZSULU/DKXW6fsq8Q24dQEC3sN6hiBIIe80u9pzvos+kRYDOvaYgtAci2FoHyxnu9KWAndvS9DW3a8ypjzSD/2XAv7/nupxkDcmWWq2m+Xyui4uL2OqZ7JiULY0C5EmHgx13tvnrMZxKj2xRd459974ekjK9QJx+7jbUy3yQMxhHJCLJ2EsLf5z17Ouakfqny3xS3ncdwfuud7h+7humANfJ8YrFYmzBNxqN1O12dXFxEX0EKB0gIAb4AIAjVsLfIHgm4OcafHc3rgE2Ij4Y/YuYr8vLS41Go8jkTyYT9fv9yIrT+BD9yPU4qwJAwBuVcg1ra2sZNjD6hWdRLBa1s7Oji4uLDItMWuwYsLe3F5+nrImgnp2evNdMv9+POYGWT9KG9QEIxLxxLQ44V6tV7e7uanV1VZ1OJ8NY4TiVSiVAHveHnVXG1uqPHj3S3/7t36pUKukHP/iBnj9/ruvr60wD+ZQNDfjwlzKK0sL4gegwqINx51haOATSgn6DE+rNNRCUFDBwoWZxeMCQZtf5wWDjVCNQ0qJejow/2UuyBTjuCDLHIlORBpuuDFz5pJ/zrU/SAJVrZD6kRd0f1+tCkgZbBD8Yf3482E6Vnjst7ly8Lcue1j26Y8fzdeoXry07lp8LIIOM72Qy0enpadT3rK+v6969e0HL6XQ6GgwGsY5QVj5XPnxe7sbvP9Jn6UbfM94erCM7admLO4N8x8FDZwyw5ilFIkPnlL1la9KdCM8ocnzeI+hIwYUvc8rftpZSsMKzdF464Ywf7gWEmvviftAbNLBhHvr9fmQgOE61WtXHH3+sTz75ROfn53r16pWePXums7MznZ2daTqdht52auP5+XncWwoAYNDvehLcjS8b2C3kFUDPQW9J8b+UlTUyZJ4pdjYP8sEadWDdwQTXB87kc2cNXYCNvby8DCahlxHgiHqAwPc8cEbmfYcR7gHZTxl6rgPTxIEPD+b9tTS4WWZr0+fjjATX3ZIy2U/AStd5w+EwOmzTALhcLqter+vq6krtdjtT1pVeq1/fsnu9s89f7YE8EMiwhqCEu2+KnPoOItSas4Y8sTCdToMZRBBKMg8d435vCnAtS6JxXi8Z8uE6AFvN8T02YC17WTT1/YCZDhAAfEyn08x2w2dnZwHwkwl3lgI9yzzmSf1p5s1lnXvEV3YGMg0LuR7mnGaOlB+SVYcNJCnuh0aRBP3OWHbgZGNjQ1dXV7FD0nQ6jQTo2tpaZNhHo1HoWC91YpcESRn9Awh7enoa935zc7sVPWUOx8fHoYeZN48hWFc0NAccAPTI5/P68MMPdXp6qpcvX8a26cPhUL1eTysrK2o2mxkdRkIXmzadTvX06VMNh0N9+OGH+vjjj7WxsaH//M//1K9+9avMLhYwRBjYxr+UUWSiQaKoUSOY5n2nxiBAaYYO4+1BNwY2BQEY3oXRs2cEewiMo04YNsoQoNGCsrHIoPnwQJx9gPPCovPrcgWEc/02w+2GddkP9B0PovxY1Ms4vc4zqzhLLOyUGrws85Bev9/fb3JkVt9GAAAgAElEQVRQnIYFWMM5UQCOtKVgSTpA4fL5vEajkZ49eyZJ2tra0s7OTtQw7e7uqt1u6+TkRP1+P7b48IZvbzvH3fj9R+qUolwlZcoEkF2+A302BaIwUp6J92wgWSkydSh5QDNf32Te0myCy1NaBoDuYY0CFrrBd1Azdd6ZA+4HyiP34ddI8J+CbuhLKbtbh7MSuF6vPfS9b0Gqq9Wq1tbWonSjUqno3r17evLkiVZXV3V2dqYvvvhCP//5z/X69euMvqYOz7OoGJ/pdHoHBNyN3zgcoPd9up3FR9CPHGCbcUKRT4JHwK+Li4s3WAcpsO7MIs968zvduteZdDjYOIbIPnbf6/3RKa7rsHlu49OBM8/4TUDAMlDe9Qe/3xZEv+2Y6BMPiDxTxmvoULKJvmc6JZpra2uqVqsqFG4bhA2HQ3U6neioznxyvju7/PUdvp4INAeDgXq9XtDEU0aMrwUPSB3Qc1uY+rR+HPxv/nd5QV79Wp0BB2MQv1XK7u7hbCDPqLsPjo6ghxplijBqAC84Nj46ZX30EsD+DwYD5XK5yMpLix1PyMBTe35+fh72v1QqRZ0+jEr0K2WTXoJFthzmIfq7WLxtLkpzQq59ZWVF5XI5+hnxXq1We6P82+Onzc3NYFfDQqTROL4TAIMzQNweEGAzZ5VKRbVaLYCKwWAQ38WuoLsAaNDD/X4/WCgwxGFk4BPm8/koW6EHw8bGRvRJ4PkRU7IWYMSRrMHXuri4iN4G7777rvb29vRP//RP2tra0n//939rMBjE8y2VSgGa/KX1hCpykaBcXsuTy+WCAuMOAMg7QSxZJnfEpQWqhRHyIIHhCJ878byeBtueSacBEYLuzTPc0cegO8rHMblOp/C60+/XmQbc0qIbaOqk+OdZ7G7gHYVcdp/8TQ0kionjLTP0y8AMR2yX1Q4vQ1dT58bP6VnPNBDy58nvcrkcwZ8k1Wq1eAZHR0fqdruqVqtqNBq6f/++qtWqTk9PdXp6GiUiHM+RXHcM78bvP3yNSAoEn2wzNGBHrHn+zgZwBo87ohgvMuEECqxnXqeJDkEsBgZ947RAvlcsFtXv9+NevM+AtFi7vvZd10jKsIxS2YWu59S3dJ2T2UizjzCUHOBz3efINYE5zVrZTnE+n+v8/Fy9Xk9HR0fRUOz+/ft69OiRdnd3tbe3p93dXX388cc6PT3Vixcv9PLlS7Xb7Qi4uE8cAebU2RR3424sGx5MY0dxDAmWU6AQENdrh1n7ZILI0EDnZH26XXLmkZfj8APYLi1sNjoAJ95ZSNBZZ7NF+aEf00HHtDmyDwf8nPHAb9chnmVcBhD8JiDAmU3+OV7z3ZxSkIYabz8318vn0G8ELpRQUkPLntrb29tRA0yJ38XFRQQgDOyCAw9346s7WG8kAtEH3rne/VvsODIuLdYusuBrEN2RZlDdbr4tGeS6SFoAXGlC0WWV87FOPcBcpsNSf5zf3B/NsIkzKJHi2mm6NxqNgsnsOopAtdFoREDd7XZDN7pe8MaFHvNUq1VVKhXlcrnYjUhSbF2Y3h+B/Hx+m0lH3qvVajAYpFsfhTJxgld0M+wqaRFP3dzcRK8w/D4Y2YAazqTO5/NR90+DQ+nWd+Kz29vbOjs7i9dcn1EaMJ8v6vlXVlZUr9e1uroaupHnTKPA9fX1aNT4ox/9SNVqVf1+X6PRSJVKRfv7+yoUCur3++p0OmH/KPHw3hHFYlHNZlOXl5c6Pj7WT37yE+3t7enBgwf6h3/4BxUKBX3++edRNgCo4KDqX8ooIkwYQIw0hoJg2+ln/jBpkMH7AAUIN3Usni1wp3tzczNAAulNYwc7wZE7BguzVCpFEHB+fh6Kim6RUnYbIBcKDxz8fXcU0gDHFQRIGcfgHvjxMgkvEWD+XJnxnRRMYEE7WMK1pHOTKi8HRhz0cMSXkTomkkLgXJF6dsiR2zRQkhSUsul0Gvui5nK52P6DLUBA6ZrNpt59911tb2+r1+vp8PAwc4+c2+f7bvxxhq9TjB0AlGfwXT54zQ28M2BYH6wDsosobqcQz2azzG4UkjLMFr6DUgeVZd2jnD3IpabR64U9M0HQ4IwYnw+Xf15zgI0GQgTYfMYDIP7nGMwtx/eSC2RUUjgP0NXQ02dnZ2q1WsrnbxsX7ezs6MGDB3r33Xf1jW98Q51OR4eHh+p0Ojo+Plav11O73c5kMXy7sbtxN942HAhYX1/XfD7XxsZGrEUaYV1cXITdRT5h5kDZx7dA3nA0PdPnNhAWgfck4TPYQs82oosczPfPSguA3QMLbwLqFNhcLhcOnDP63K66LUp/eJ3facJgmb1NbZp/Lh1fxiBIQd7U93G6tPsFPj88M/Zh57lCFx4Oh7HFodtn1s3d+OoPt41um6RF8O1At9v+2WwWdpr38eW8dFZa+A2eNZaU6TOQJrLSpBDX6D40ASTXwLU6e899e+nNvlxpMInPQANsrmc6vW2QjL0GSDs/P9fZ2VmUTW9ubkqS+v1+7BDQbDbDjyJu2N3djfsjSYsv4dsd0wz0/PxcrVYrGjXmcjm12+3M/WP/STgQ1CPXACFsYzgYDCLLTsBNYFwsFtXpdDLlzegPdAJ/b25uxs5uvk7o6UR/A2eQSIrvDYfDsD3o6FqtFqClM8S2trYyfU1gTmBvyuWyXrx4EX4RAArfWV1d1f7+vjY3NzNbFcJmBTCZz+dqNpu6ubmJLR+Pjo707Nkz9Xo9PXr0SJ988kkAQi9fvoweEn+JMUzR0T6CebYEhIrBYncjC8LCBPPgcTgxCgTLLJYUbWORLgvynVLrdD1peWbbu5zjvLCw0mDWjT3X70ENyB1KLKUPOhrpD5TjMl8sGj9Omrnkcwgi94ezsyxbgFJeZvBTIAFU0a/Fs7g+0oDIHQXmid8EQK6cUzCDPUsBAbwjOkIMZQn6KM1Xms2m8vl81PB4sym/vrvxhw1fKw5Qpdl/dAWynM8vtrRJwQDkFUPitWG+XgjQncrue4tDsXPwiYCfQNnRfgcj6ErrazO95xRAcyDPr2+Zcw+o5b0JPJjI5/Nx3zguDr5igCqVSmY7IKiYw+FQe3t7cV8e+HCfw+FQrVZLP/vZz1StVvXw4UM9ePBAH374oVZWbrdV7HQ6evHihZ4/f67Xr1/HLgtc72+zNu7GX+dYlrHGHuDQIP+u/1mr3hgWe+7OoDvoy1hqDoxhQ/EHyDhxDV7LyfdhAPAZKVsvjDwBDLpPgf13Rh6AA/qNxsXIcnofHnB4tlNaHuin9tcDoPQ5EKgsmy/+9obFPjw5wTHTRqc3Nzfq9XoxZ/h8a2trEcCcnJzEsXCa7xgBX5+BffS6beQL+WAd+tZ9LkNSts+GM4qx6fl8PvpSYLMdROA6HODj75T55/4ngbD7Nn496CRss7RgQ3EvHoeg35gbByj5LkE380aCA53lczUYDOL+SGjSOLBarUY8lSYh0D2eBO31etEgkPJOb87N3OB3r6+v6+DgIPQ0fRGkRVzmzwQ/DN9KWsR3vIb+PD8/12AwiB2nCoVCsMRns1kAGehndCe/PXkLm7HX62lnZyf6xDDvlCrgazm7hOvinom1ut1usKAuLi60ubmp7e3taLS4vr6uer2ub33rW2q1Wjo5OYlyC8o65vO5+v2+CoVCbIkIKNRut9XpdLSysqKtrS1997vf1draWjAEmOO/JF1ZZMJBmGhqgFGBBu/BuzfNIMPFoudhsE8kNTI8OB5IaqDdyXUUmwWYonjSrVNCIMk5aIbD8XE4/B5S6pC0aJDE4oaqnGYMUwPMWJYZQChQIjgEbrDdMXF0i88giO5kcO2uMJ114M4IdUL84PjwrH7bzAbXmiJaTvlelmXgnjxryv3hrMEYuL6+VrvdVr/fV6PRUL1e10cffaR2u63Dw8OgJqbzczd+/5E64Ch7lDqZb/5P14c3EnWU3L/De24wUKpQ4Vg7Tp/yzr0uJ9BaLy4uYosjBp/huL1eL8NokLIy7LohvX7AAAcH+D7rD9DQQTnWP1l/R/TJchLcXFxchB5CHkHDc7lcZEbJRnCNPCcM2mQy0XA41I9//GP98pe/1P7+vra3t/Xo0SNtbW3p4cOH+v73v6/j42P9+te/1vPnz8Ng3Y278bbhwTgZY38NWXF6LIEh9ogAEnAKecQfwN6m7EBnD7ij6PKXMuYIRNA1bKOFPDp7YD6fB6XZfQMHLVPWI/oMWQaY5BqXlSO5LV3mTywDGvnbkwHpj3/WwRkH5D2ASQEQ5onjeHaf75FQ4Qe6Lrr5yZMnyudve0O1Wi0dHR2p1+vF3N7Z56/2cGagrzn8Vfdv3W9GdlJ/mOwrcQS6gy3kyNLi46Ylei532ErYR5IiLpEWtv1t7F8vUcDHwE/3eIQkI/JANpr4h+AVWZpOp5GdZ7c0+rHd3NzEnEEXb7fb6vV6QdNvNpsZsJTrQZc407FcLkcCFGYWXf6vrq5UKpU0HA7jnLVaLfoLTCaTDODgsQZAQNrrgbXA/2wDz/MG1OFZogcoM8CGUNZQKpViTmAG4FNJt/495yAugJnGugA8ublZbEfroAW2h/9zuZy2trbU7XZ1c3OjTqejzc1NPX78OAARWAtPnjzR4eFh9GeazWah++bzuQ4PD/XkyRNtbW3FM9rZ2VE+n1en09EPfvADffe739WTJ0+Uy93uFnF0dLQU/P5zjyIZOBYwW4b4Q/bsIIvRqeIIqG+jR30ZNMKrq6uM4XbhofMmgo8DPZvNgqYCmoRwQm9l4TuVPG0ihpF2FIYmHWlmYT6fR00ISoPAAIfCBdT3CiX4ARDB8HrjRSnrANBExOvqfR/RSqUStdvOsoB66QgYgZIDAwQV3CM/HtinCoe5uLm5iXUgZamOHuy7o5VmMEC/eI+58GyMMzI4X6/XU6/X08XFhba3t/Xtb39bnU5Hn332mU5PT+Oz0MC9sQnzTlDJtftvRpqZ+Wsbbsh5nmS05/O5Go1GsDmQCTJAyCi16ChJabHWkFnPFrhD7Qg/Tqhv5+VAH6irMwEGg0FQ76Aro1vQLxgZHBBp0RtBUkYW0nrhNKvgLAXPPGJo2K8bQGI8HmdkH5aEO+qAr8gFXXzZTYPthmiGgz7lmTBnZAlAps/OzvT5559rc3NTe3t7evz4cZQSnJ2d6fT0VP/7v/8b2xaiownakE+XewbXmyLbd/L19Rpu2wgGpQU4UK1Ww4FiHXv2C8CL7zlAzHE8k0PvIjJ+gHFsO4V9XV1djX40noXimrGR6+vr0ZhKWrACPPh3f4PPUKLjsotd9F0E3M7gdHo2ELlJA4y3MXLQjeg4KMApUMCPgwV+LfxgT1NGowMKXvrlQRHH55p5jRpf/Dx2H3j33Xd17949nZycRJkS5+KYqRO8trYW88RwwOJOf/x5B7RpafEc/+Zv/kanp6expfdoNIrAkgQYQR1BOgEfzBH32QeDQcgWfgK7YAAUuIzO5/PQMSQmXW7cn3XfE//EWUaTySR6GnFujxnYhs910nA4DBCfjD8lj4AbXDfMWALi0Wiky8tLVSoV7e3tRRCLP0JG2n2wUqmki4sLdbtdVSoVHRwcqNlshty4reY6mQ/iJ+lWt7D14c7Ojra2tmJe0ecpuIFexb9j+z3KDGjSXi6Xtba2Ftsr0s8tl8tFKTDXl8/ng8HAlqYAEswla+b6+jp2IaOssdfrxXEvLy+1vb2tra2tuA+AD/zCyeR2S0X8S3zHhw8fRt+GyWSi169fq1KpxLrH19rY2NC9e/e0srISPRhgrbKO8EP39va0vb2tSqWiUqmkly9f6pe//KUuLi704MEDra6u6t///d91dHQU9i5lzxELuc/8pxhFR3VA1Wg8haJ3o+G04Ol0mqGLkNXjxlZXVzMUF4yJN9eipp6bJ9MFMsRuASx8zu8CBkrJbxyL+XweNcWcj2DUM3QsfOgoOBNOE3I6lAezKdMhNda85iilP2A6f5Lt9Cw/CwVhdtTTnQ2vqQTRAy1MDTnPmu/w3HDY+Dz1oa5I0vtyUIP/+c05PUh3IMmznen3/ZhnZ2cB2pRKJX3jG99Qo9HQyclJdDdGAWNQlmVl7sbywbPAwWVduaH2TBHrmGCbgDmVOz8+68n1B3I0m80isHUlSADCdfG/tGCVeBMeZ9fwQ6BN518cWw9gcRQ8W8A5GJ6JdAec+wOp9+w98uwOjMsFgwwDa9VrJD1D4pkV5mhZBjBlGTG/z58/1xdffKHNzU0dHBzo/fff19///d/rgw8+UKfT0fPnz/XZZ59FLR1gjQdrHM/LjNLh94jzdDe+2sP1KnYJO0LAjEPugAEJAr6HHfds4Jcxk6CWutw728hZi6w7z/xJCltIcOGsvlwuFzaS/5E3dJPLPp2k0S18BvueBvzoR7f76ee+bCyzr2lw7Nfu/6ffc7DRf1yWPVnhCYS32fhcLqdWqxVlfMxNoVDQwcGB9vf3I/ggYOQ5cn7vWeJMzGWlDXfjTz+wI/xeX19Xs9lUvV6PTKyU3eISvxrfzJN/BN2sSW8y6KwhKbumHbzjdz6f18XFRVDesb809vOm3R4DOJjvvoMDZlxfGmx7otEZRt6LZ2VlJTriD4fD8EO4dhrvDQYDbW9vh5/A+agr53qZo3q9HgF3Pn9bh39ychI+m3fkJyFJYsUBEE+OAt602+1oIApbCvYlepaYgQQPPg9Zf/Q/umE2m0W9vJcYMPf5fD7KJEhwpAmlbrerfr8f9wTbgBIJ1ovrM5hp/X4/7l/KxkzcOzX/lMaz7pxZxj1RUgBI22g0JCl2lyAZk8vldO/ePb3zzjuaTqdqtVp69uyZxuOxdnd39cknn6hUKunZs2fxnLg+xjJd/389iu5UpsKQXlR6gQiBZ3tx/pzeu6weHuAAZ0JSBLb+UNzZJ1vN8Qlm+RwP0IMShJl7cmHgfLyOYHOfXkrgmcw0O5ii8j7cqKVGLpfLBSXFlSHXwPx4JtSBG+aJrUc8c8s+o2zL4Y4FAk/QxJz7udJMhAc16Vr4smygM0gcRPLX0jnzQGwymUQtVK1W09bWVuwzWiqVdHx8vDQI5TgYlruxfLij7dQqnu9gMAiZYj75n0A2zTIREABMsc541sgsay4N9PmfYzrw4DXHXvpCsytpsVOAtDC86DavSfSa5TRzxnw4EOIy4MEwx/T6RAyOlylhnD2w9jICZyUgJyllzoEUXpPe3F6MuWPP483NTU2nUw2HQ/3iF7/Q4eGhqtWqDg4O1Gg09Hd/93f65JNPMmUEnU4nqHFOpXZGR9qAEB2Xgh5346s5WGvQLd0mIgcbGxuRDaOBr2c9ANqd0orvgNyz9j0TPZ1Oo+QP8J/1BU2WNba+vh5ZdC8HQEeQkXLfIp/PRxlBqndY62nWHJCcH7fXHDctyXNH1a8tDbQZKbDBa6kvJmVtbwoEuLz6vaWAHnps2bWkOnHZteDIkyXkWayururdd9/VaDSKrQlxpl1XOfjpwxkcd+PPM7A3jFwuF/XRJGQcKOd5UrZGMIjNxV+Q3mzg7YCVg3lpbxEPLqfTadh4fiNnnqxcBjClrB8PmDk+QTzXzz0g+/zN3HiiEZ2DzwPl3TPm9AaaTCba3NyMOIegW7q18aurq6pUKrq5udHp6akGg4F2d3d1enqauV/0K9+HncD9edLj5uYmEmro33SrRJ4TwC5l2AAx+ACcF+AYP43sPWwu/8EnJMgHdOF6rq+vdXx8HFl9Am5AplKpFI0UAYLwwa6vr9Xv9wOgZE2ORqPQP/P5PAJ5SXE8X5uHh4eR/MJ/4/mQKKcnWqFQiCR6s9nUvXv39Mknn+jzzz/Xz372M7148UJra2va39/X1dWVut2uWq1WRr6kRWmOJ53+FKPITfNAcVZZiDxwp/c7sgcN1jNyCDKZZibXg7bUAQfRAUVLHWZQRRe8+XweD5LX+A5/Q8NxZNHBAKiG3umYc3E+F2oPQpye5FlFPz/nQgjTTB6ZEleEnrlnmzeEC9oWc4nA8x1J4bA4BYhn4kEN3VAlRabGM52UCaQZjTQ44p7defEMiYMo7uRwT/7s0sVfKCxqoIbDoS4vL7WxsaFyuax79+5Fp9F+vx/C4wHZ3fjtBzKK4+g7RUjZZ+NBgrRoSOVgAAYmPb7rAIw5wII7y/P5omSHzD7ncKNO1hGQyTPoMJ2gtuJwulF0IGKZ852CoC4PrhccxPKA2alfy4BBByndACMjgKgYWcBRD6i4Djf4HJuyDs96AhgeHx+rVCppe3tbu7u7qlar+vDDD/Xo0SONx2N99tln6vf7Ojs7izpId+b9npdlcO4Aga/2ADQj04WjRukNezSXy+WgkuIQIa8Ah55xw7n3tep2Wbp1hra2tiRl7QnbU0G7xcH2nUtgIUiLsgHPAHJv2EwPTqWFjHsiAd3IudE3DOxOel9cf6pH3Ea5X8C1uTylI7Wb/l0/PsdweXSfzB1jhl9TavNT+89z5bP4UWz5+s4770QZgTvAOP+Uhy4D7ZclCu7Gn3a4PmddlMtlVSoVHR4eZqj9yLpT6inP8WCUMZvNIvhy4M5BQeyN64R0XeITULooKdamA2vcD9cBWM/r6Vp3vzWXy2XAfinbr8T9oXz+tm4en5RmeW6/ATZfv36t8Xgc8+Y+Dv44+lO6Bffb7XaABl5GjS2GXQ3TmZ0FHHS7urqKOv1KpRJ9CqD4b25uqlarBVu5VqtFEo7A+/z8PHwUnjc6GbYDxyNWI3j2BKYDOsRDBPPdblfj8VilUkn7+/tRllIoFKK/AnYHQEVS+HxnZ2fBqHAgFF1P2YZ0u8NCo9GIe6MRI+AKOxIQdxUKhdgNwf3ZwWAQIBKlCJPJRJ9//rmOjo40m93usvHhhx/qJz/5SZSAO8Puz7HLU1HK1r3hLPrik7KZJ2lB1cUYeN2DlG34Q5CG8fT6fWcFcB1kFVm4dIvkuhzlL5fLmUwBgawH2wQmaSBC8OFUfEkZ6gb3SlCM0gP5QxBcCaVBf2rUl6H6KBTOxxwyR+4kMJfMG/ftBptzb21tZeo5QVMHg0H0dMBJcoRXUixi0OFl1D0UQ4qs8uPUaac8A8A4W8TnkL/JbFKPdnl5GXVM1C1xX6PRKEM5X+Yg3Y3sQO6hpF9dXQV6mnbKlhagEeuOLB+f4zXv7OpZcjLdjkQ7EsoWLqwXlK3LFQOZQbadxufBA2AljWfSa5eUMepvY8D4eV0OPfBHt3FOB6R8ntCLyHzqjDi4yG+vofaMKvfMPHrWr16vBzqPY+ENcKipY4uder2u7e1tNRoN7e3taX9/X71eT0dHRzo6OtLJyYk6nY6Gw2GGzunX9LaM59346g2nk3pWjHUkLezFyspKOHw4RGxNy24wrNdyuaxSqRQdpr1szJkw3W43zgtIjzOJo+ssGe+Xk8vlorGW23fP/jmN1MEAD3ad2eM2Ms2cOZDgjIFUZ/F5z4a7zfQ5TQG29HM+ltlPD3z8PX5c3/n1O4DA8HNzfgIN5sZB1tlsppcvX6pSqWh7e1v1ej12ITg6OgpqMsMBaNfNd+PPN5BFZGw6ve1DRRAG44wyU9YB/ZygmKc2gb/TBJr7wLxHEM7r6CK3876+3R6yjpyi7vrAj8WxOSbxCn6Lr2/OQ8LNk1Bcj9fXF4vFCC4lqVKpRMYavclrzCW6sVaraX19PUqeuI5OpxNZ/2KxGD2FHJSTFjscMH/SbWJhPB5HM0H0HHNDkhG9V61W32gmen5+HvIPawwgFiaAAzmeOGW+vE8RDDOaSaIf8SNLpVIE9pJUrVZVq9XifvDFuM7xeBwd/b20zRlS9CabzW4ZbvV6Pdb81dWV6vW6Op1OHJ9eAOjK1dXVSFL6NuyDwUCTySTYDI8ePdJkMtGrV690eHiovb09vfPOO7q4uNDTp0/V6XRCB/+5SiuLBJE8jM3Nzbhx9ph1Wmr6QDc2NoKii/EHhXEFgoB45o/3WNypUykpUB+yYJwTAfM6NKcs41wgLJLifRY8tA6uAcXmWyQi8BhvEB+y5m4cXSFgDD1YlhbIvM9hGghIChBDWgRgXD+K5ubmJhSGZ1ScFri9vR0C7X0CuEcYIB7Mc85CoRA1OgAC/vxRsg5uuJPkQY07X+6MpJkTH6CIPHvuDZQVhUdms1wuq9VqZWqe78aXDxQfcwWVikA9l8vFXEsKRYgj7pn/dF2n60XSG+ub9UyNHygpaDiNZ5wphDL37Jmj8+54INdeLnB5eRkddlnXDkg4+4DX3QF2x9fXOv87vcvnwr+DkSO4SgMB9AeNiXiduXNniPM7C8czoLVaLWrj6PTLNdFdGL1wcXGhV69eqdfrxT7E8/lce3t72traiuaDR0dH6na7Ojs7y2QGfdwBcV/9QYM+gnJ3nsvlsgaDQWTkUmAXH8KdOob3s5GUsQ0OOJC1ub6+DkfYy5PIBFEnypZaTkeVslv8Eai7/+DgodOBvamTB/cOCPp9uCwTTLieYH5cH3Bdy4Jfd6Sxp56592Mu++0BzDIfy/Wogwj++RSYcHlP/3ewg+N1Oh21Wi1Vq1Xt7e2pVqvpvffe08HBgU5OTjQajWK7U573ne74yxzYHmzKYDCIbaHxF0gcIUfOVkv9+8FgEH+7XXW7Lr256wY/9AJxdhy6xmXLGb1e/odfynm9VA8fn2CVY7vNJaGIvcYHYRtOAC7XJdTmw7YqFArBsMLXgu1YLpfjuzC3YdP0+/1oIr6+vq5arRZN/3q9nobDofb398OP8O31mIu9vb1gVdD0D8BkMBhkgFmSitKiIST3gg5Ex3s8yWveWJFYCjAE8Ai9TI8AnpszMNHpqR/m21d7soZrh7EGuETsO5/f9pbrdDpaX18P+j87R8znc3W73ehpADvg6upKW1tb0SARv5XvwLSgweLDhw81mUx0fHysbrerXC6nd955Jxga2DjW19raWqaPwP/1KKYGhR+COOgQPHCEIXWO3fEHyXHDTmDshqzjgGIAACAASURBVJGAwtE1NyScnwAeFAnhmM9vu847XcfrmT0D5g4yE+wGB4En0+hghRthr8+Bsp86Bx4YuNFNAxhXVswjjIP5fEERdnqiK1SvaXIav7SoN4Gu5wq4WCzG3uaOzBKgcc8gfgzO441e3patTYN85oP6J6ilw+Ewvps6Q7PZbRkHJSyeQWIenbmysrKiZrOplZWVYAksox/ejTeHl3E4+8WdY5dBB9WkrCx5BtFr2gnEHbwCLPMMIdeRz+czW+Z4eRLn88yllN0ajGvACHIe2EY0oXE0n3WKfHqZjAcEricdAEkBQeSQNcs1po62f09ayAL6yAE9HBZnEDkTw8doNAqDjsO2uroa2f9+vx9UQxgEgATVajVo2JVKJTJ79Xpd9+/f1/n5uX75y18GuALlznVUChDcja/eQG97M1h39GGsuDPMLjbHx8eSFsE+ehvgz3U56wa7Ao0cHYHDCsNlPp+Hw+12wZkx+C/IG9cr3Tqs3W43A25Ly+vzPWCWFllsn4MU+JYWe7FLb5bOeCYSXcLg/K5fmfs0APeRBkx81xlIfi3L/JP0OKlO8vN7k8RlYAaOOzri8vIy2EfValU7OzsaDAY6OTnR69ev1ev14hx/amf4biwfBGWs9Vwup3q9rnv37kXJh5cFnp+fZ5hv7jun9skZNM68wa67HOJPODDmlG+33ciVs/PcPqb3k9pifuNPuAylwAHX7+XF1MTDHsYXBXTHn4Bd4YlIPn95ealqtZoJDolvCCDpDVAul7WxsZGZ69lsltlJiay2lzZtbGwErR997JR6gBOCc5/Tq6ur2O0J/wP/DTCAZCO9RJzxAUiBHuW4XB+6r1QqqdFoRMwCaDgYDOL+vVcAcWClUgl2BoAj2X38unq9HteXz+cD3GCHO0+usBUzuxQATFcqlQBUvAwkTU6TtLy+vg625ZMnT7S3t6erqyu9fPkyk+jxRNufYhR52N48AqecReE/HuhJim6/oCWOivPAXeBSg8ONu6B5HZ8LslPdvcMn30OI3Tl2JN0dcrIHZNnTDKZn0dPMJkbaA02uO6X9OpLoTo87Ja5MaGIBUEJNDYgh9+Tz6GCN38dsNtPZ2VmmaQmOCsG4gykIPU7XZDIJMMYVI0LHM3GnJHWiHExBQeVyt/uLlstljUajzBykTgX1QWSNUicHKtp4PI4Gg7VaLbZOuwMDvny4A+71c1K2CzXOuTfp8wx46qC6k+uGl1ped4BZI2TyMC5e65Zm6pcxU3idjBxBBLqBGjvkir1uuTfq3Lh3SaEjljneoMfIJTLsDjs6Ct3jwIEHyz7Xvs7RdRhhdI9fiwNzfiw+6xkRDDKURah6yDWo+Pn5uTqdjhqNhkajUfQYACQA9a/X6+r3+zo6OtLr16/V6XQiuweYcze+ugM7SJbEWS28j3wzcIrZKYisjDvV6PThcJjJnjvIeHV1FVsd4yjiNCIL1JMC7sEmIkjACcfX8AACx9N1FsN1hvT2fc4dJPVSPfSKl9p5IiVNDnBvKdiY6iO3jQQk/O2MAT+PZ02l7K5Q6BrXGak+Tc/J68sAUNdds9lMp6enevTokT766CONx2M9ffpUz54908nJiba3t/Wtb31L9Xpd1WpVzWZTr1690unpaWY7yrvx5x2+dqCUNxoN3bt3T8+fP1e73X4D/PIg38F0D/YkRSmirzG+DxjojD9khGsqlUqZ4J/rdb/Ak3duIwHWHUzgOLxG8hDaO0GjAwGuH8vlcqbx38bGRjAnvETP5wB9lvo4+A7MG7bb/StKAzyBOJvNIhA/OTnRfD4PcBaQgjnxbY7RuSRhq9WqVlZWgm2VXivxAr7TfD5XtVp9g4Gxurqqzc3NYBoSZ2Ib+JxvTeuZ/Uqlot3dXe3s7EQfNbYmhFEBox0dDDuDrab7/X4whr15IfdYKpXC32SNbm5uZkrfhsOhut1upiQjn8+Hnbu5Wewg5YxwZy+srq5GH5xOp6N2u616va4HDx6o1+sFOwGf1HXx//UoQpWHLuoO7fr6egTdvr2ftFAQ1HTTtdGFjkXmFHsPCBFwSZkglTpWtslgofIZz/gTsOOA4rw4MwGEB5oLAueIG5932qAjOyxM3neHhgdG5hHB4fvLAADmt9FoxLyC8OXz+RAy3z6JOfXgyGnROEpev8h+qAgcgRLXUC6Xw1nz+cIRcgdudfV273NQQbZw8awp10YmCWSUOSMDiYJ47733dHl5qefPn2swGKjRaISSANnjeaTMC16jYeLV1ZVOTk4CyHr8+LFOT08DLHCD406QH8sFl899nYfft7RA5J0F4MYIQ0WPDurL0AWACvP5LfWKBp9Ov3dwgfd5BsgPitTrsPi+7xqCc4LShQqPHuPc8/k8FDHNBLvdbgYERZ5YT7lcLuQCx98BMAIB1hWOBZ9NsxoOfhIcpDrGkX0MDI46r2HICOZdH6Sgq3dgd8ASxwHqNQbYgY9CoRBbI+Xzt81ij4+Ptbq6qoODAz18+FDr6+u6uLjQwcGB3nvvPd3c3OjFixf6/PPP1Wq1gibotsPHssDHdd3XXf7+0gelcpTaoBNwQL0ztGe2yHYdHByELqCkAHmZz+fh7JNlwhEliHaby5pwG45dRw/VajU1Go34HmAyjiu6AUeYvaJTtpuULVNzNqPLpwet+C44q/hGyBTUYewnzdfctqXncHvkQYAH5VxrOjxh4N9LQVpeQ04dGEh1SnqcZYCDv7e6uhq9AfBPms2mrq6udHp6ql6vp/39fdVqNeVyOT158kTf/OY39fLlS/385z/P3As+m5ebrKysZBIuy+bgbvz+g7XJc2a+r6+vtbu7q/feey+29wP8ubi4iECMNex23Ncy/oSPXC6XCXA90PfEF+85GMU1p6Cb20DstvvGyIKz+tALJDtJjqaNxvn+zc1NsCT4PE32eJ/7Q0+id+jqXygUIkC9vr7ONAhP72NjY0OtVisCYnQm+ph5glXrCQto/jBv5/N5bP+MnOM/0ZeNhAHX2+12I9E4m82iNKHZbKpSqUSfLzr2E7flcre7qJGIdICYxoaTyW1HfgdgpUWil/io2+1G89jt7W3t7e3FLg1k/tvtdvivV1dXarVa6vf7Efc1Gg3t7Oyo0+nEDhlcE2t4bW1NT5480atXr/T69WtNJhPdv39f/X4/bB2sSGe/SQo/l2bnlA0Mh0Pd3Nyo2+2q2Wzqm9/8pn74wx9qPB6rXC7HWk4BWtf/f0z9VpQW9R1QTRxlRog904Rw4qxzwwgTToPXujpqx0N1xgCLAaGkrsS7LGKcnd4OmkQGHXoNmcFarZYpVQCU4IdjIahpA0ImHCWCUPr/3KM3L+IhOlKVovzMA+9Pp9NwiDzTkA7uzQUbZ9uVRS6XCwqLK1Qco4uLiwh8uAcCLVeKnI/XAFwqlYrG43EEYA624Pg4bYtz3NzcdqOez+d69OiR1tfXtb+/H+dgLTmQwt/p8MyIlGWioAxAZUejUawbHBNAJL7r2Y6/huEINXOHDDBHrB+XWRxn6oWhx3nWf2NjI0Mt9nUkKd5LwS7kgVq4FMRxZxVAAr3CNaMTPJPgbAEoXciwMw0IvK+vr4NGxrr1homSoswJwDF13CuVSgZwYM6RM9c13JNnDjAuKVDFPPmcuV7iWAAzzI1ncP1YzqBwfeDBimd9Xr9+rcFgoHv37oX+YRso9hi/vr7WD3/4w6iHA+zN5XIh//w4o+qvBYj7Kox0/25vEnZzc5MBn3l2+Agwy1ijxWIxmCfIEs4wdsPXH6wc5IH1zpqVslujIqPu4LsDj0yTyWPbLWwIMut2INVRLgvO4uGe0R34HqkNR0ZxtLHfniSQFmwf7suH/+/6Ow3EU7vrP+mx3LlMf/w4fi6eB993O50CpDwXrhn/jn3Gqa3d2dnRwcGBPv74Y73zzjv69NNP1e/3I0BAP3NeBy/S+0jn6m784QMZJ+HH8ya4dZ9eWuwolsYA/ryWBTtvA455n/+XgcnpdzwxiE/gmf8UOPC17dfP/frwfgDu46M3kE8HIAHa8UlJjOHr0Btgd3c3w34mAYd/gc/FXDpAS8keZVIAL3zfgYllvgMyliY3uDeedz6/6Mk0Ho81HA51cnKi8/NzHR0d6YMPPggwgniLhONsNtNwOAx2mIME2BZKPJ2lTjxHDJOWr+FfMdbW1lQul+NZwxwDeCaZBHjJtcAkpQmgl1vM53O12+1IWtbrde3t7WlnZyfY1VdXV9rc3AyQh/h6MBjoiy++eIP5Ua1Wdf/+fZ2cnEQSlDn/Mnn4Y42A5XC8eUhk8aXsHuQeCEi3qJHT39xoE5QjaNBHPHBmkULJ8O3wXHnwXSYP2ioN5KDW45h651DOza4EBBBuCDkfDwYBW2bImQuUC/fDZxGefP62VoXvuPPgTjzXCgPD625TY+0BA4LoTT24Tjfk7mx5sMNidEcfwEVSZg2g8Jkb7+qcUrWdjuXz5lkKHEsyOZVKRefn51Gi4IqY7/i9MdLAgc9xL9BMWTsgtziVy4Yrlrd95us2fM0wXysrK+GwMw+pUy4t5pqGmmTTCSRY385gSb/DeuRaPDB1AyVlnXanpHtPEuSHYMSZNC4T3lSHBjAEIV6axPrywEdSyL8zH9A1GBrq1shgukxxPfyfPou3Zf7cwVoGAjA888ezYg79b3773DuLgfNwvxcXF6HbqOPr9/sqFAra29tTo9FQuVzWv/7rv6rb7eqLL77Qs2fP1G63Yx0h81xXKmuwvu7Gn29gi53O6ft5uw13wBkwAFvm5YfOFESG3WbwHei2XIezVxyYYCBnyDAOemqfpEVAmtpud4JxCB2Y80wkQJvTWtFXgH0wKnnPAxpA8xTUY3Bsfz0NttNntQwMSF9zfePzxzGWgQEeoHGvrgcdRE+PvwzE4blUq1VNp9PobcQ62NnZ0fr6uh49eqR2u62zs7NobMtAP3Ce33Rvd+P3H6xB5JqyH+l2zRAA+Vp3YDdds8v8ap5hyn75srHML1wGePk5PPh1fz/1+91vR4ekr73tmhzM8wSo1907qxg7Op/fsiPxH0gWkMAjoeVUfPwUvkOWvtfrhf9FEC4p9O3NzY1arVZcFwkU/yzXhX/kfaJWVlZUq9WifAzm4GQyiU7/Ozs72tjYiHIOT6KSLAKQLRRutzzu9XrK5/NRFsD1wxrl/v25LPNduX7YniSrer2exuNxPHPmO/VxSHR6vFetVlWpVHRxcaF+v6/T01OdnZ1pa2tLDx48CLAb33NlZUX9fj/m5P79+/H8h8Nh9EiZTm/LIb7xjW/o5uYmeu24D+gj1bV/jFF0o01mxyfWM1NQgZzqg+Ps2Vgcac8kMpnQAp2KDI0E4woNhPe4eZxuzyq4A+IThJHgnljgZKf4PKiUZ9JYSKkhfhuCiDA5DdqbSDi6hoJkflyxYCw920FAzHupkedz7pAsC14cYMGp4bgge9T9pA4Pi5VrZn45J3MCNQqqj2fdmW/WF3XKJycnkhbbx3BuwIm3gQF+Tz5fXCvzNBwOQ/HW63Wtrq7GtopkGjzwepvx+roO1qC0oOdB6drc3AwDn6L+zA9K1Ov9kUsCXaemS4ttg/L5fCC2rlNczobDYUZ+pOyuBRxvmSPB83VlyjkI2HO5XPwGwfZGoufn55n1RqAhLboU0wXWAQ6vX2YOKLGhAQ7U5jQjybNIAb1lsu8OigckfG5Z3a0fAwfEj+lz6iCb0xP5HnJEYHh5eRmNwHK5nB49ehTbiT1+/FjPnj3TF198oW63G59J5Yzz/rUAcX/Jg6CbZrlS9vksA5SwFdfX17H+0ck4arxPNgxZkpTJsgNCOyPBwWQyfdICUMKBxdYAWFPK6MfxgN5Zfp6BTm03x+e4OMtu27Db+DvcF8dPwT70jfc5Qrb9b76PzKR9W/idgvE+0qDZAyn/2993XeB6KQ24U1n2TNsyHQdNmffH47GeP3+uk5OToD9XKpUop+x0OkFF93tM9Revpfd+N36/4b4nzADfto8sKj6ey0rqtzJ8TadrLv3824L9t7HI3NfgN7EO3/PeO6ke4/vEA575dz1IHII/7HqEc6KXsJPuq1QqlYiL0IVcC7sdoTtJgDqj0WULefR+Jvj3BO1k48nus/Ue/pmzb/L5fPgxqQ6kpJySBi8DWllZiSz46emptre3o+Eeujs9Dln+8XgcrAfABlhE9C7ie9wXpaboapITNzc3mfMWi8XYvQJ/bTKZaDgcBpBCL4BcLhcAiTMQ6IXDMb744gudnp7qxYsXGo/HURqxsrIS/RO8B0A+n9fu7q5yudu+TJ9++mnMqyTt7e0F6EOpw5fJ4x9TvxVB2s/Pz6M+1OtgUuQlddyX1ed6nQ0TSkDmwkXgwQ2llEEWg29hhkNOnYij/+6IUCfuDjyfdVqPB9IIuQc+qYFNjSN0GafIk3WghjB1qJkTEC4XeAAEjCZ/uzH1BUFPAQdcXAHTjZQ5YVG7EnE6pQc1BC/upHBed7y8lnt9fT0ywjg4fDZVVswd+52yTSX34Cgk500Fgt/LnBLmB+VK0zg+642mHKFdZrj+WoaXoECvwnD4GmCUy+WYRwwlSHGxWAwEloAV5Jn1D/ItZWtlCX7dkKZgF8dkvSAfOOXSgrXg789mM5VKJZVKJY1GowA/VldXo6bZm8QACjozxh0iSWGYAPUuLi7U7XajO63XV3s5jK/hZQoeUMxlKHXOlwXuPCtf3w4UMFKAIXX4ybZ6cO7UcPRKoVBQo9GI71xdXalYLOrTTz/V6upqbEX18ccf68GDB3r69KlevnwZGUHuAz3k/Uruxp930IMF+0jpEA6wtKC1A3R5138PhtHpyK20ALORW9cT0oIey3pwu+w+CjLF+keOsbflcjmcPtgO+DzohZQZgK7yQBx/gmvEN8Hueef8ZUGq+1M0uOJ8nlhhflIAfNmx0oEdw8l3OXcbtwwESPUxz8dfTxmUvJ5eA68v0zM4xOhsnH5KPefzuU5PT9VsNvXw4UM9fPhQDx480KtXr/TixQt1u91MEsXv468FzP9Tj2VrgHp1Z9F56Qt2KH32HIfP8P+XgeN8Zhnws+w6XTY8UeD+6zIwnM+lu6lxTF/3HOvm5ibTGR89wS4+3lNoPp/H1t58VlI0IszlctFc288DwI8vsr+/H3qImGZjY0O7u7sqlUo6Pz/XxsaGqtVqJvtN8ldSgKR+XBge3hzP4yJ0KbGDd+f35Kb3csOuu97BtlDnPx6PM9sMElPM5/PMjgaAJ7VaLXQwfh1xJ74ltoakM7X7adNXTxbTf4HeUjwLMv+NRiP67L148UJHR0cBGpAkx/ctlUoRxw2HQ+3s7Kher2tnZ+cNMKRer+vg4CDYC94zCr22zKb8MUaRxY0hJ1BEIHj4/J+CAdS3kBVEMfMQvWaegN2pF+vr6xqPx5kHncvlApHCUDMpOP501pSyW3XxeqFQCMQZY+5C6wGxC3iKZEJ5dgPD3w5ApFlK5sudcm9Q5M4MDAkPakEbGVxDSnkEjHGHwhUciF264HG++v1+KDFYHjSN2tjYyNSuuFPg1+dMEHeWCCR9bXHPHryglDc3NzNNI7mvNGDi72VGJR1Qfphfr+8ulUo6Ozt7A632Y37dg5EURHGH3ZlAKSAkKYwKzxZKrSPIDsL5XDLPvtUg5/W+JM7y4Hug78g08ui6Bx0GswDdhB5hvRPku25zA5Y6GaztNIOQBuTIS6VSCacmBT6Qo2VZDOYn1Ucc2w2ur9nUkfLMSzr/zB+fdceM79JkjXuGlYVepi6aDIQ39ALMvby81NnZmTqdjsrlsmq1mj766CN997vf1dOnT9Vut6MHwcXFxe+6hO/G/+EAEKxWqxnaKlkkgjZp+T70vgbT1/L5fGS6sJUe3N/c3AQgwPoEGHeavwfvyL37KFwnDDinkaLn8Ee8+bGkcERT8MHZTmk5US63yI7SG4Pvuh/h/gXHTO/RryUN3ufzeQA0LtsOZLv+5Lgp8JjqhmX2Np1b3nf9lF6jpEym0YefM30f3UI/FpqrnZ+fa2dnRzs7OyoUCmo2mzo8PMzsL/7XYLP/lCP1r/ABPQNerVZVrVZjveILuE1G7t2ueUbUM/Me8PjzTH08fM1l4ID7j+l3OKYzItPj+3rmulhjnnCj51g6Px7gcy8kGEg+MA8AAvjA1Wo1aufJNEsL9mwKaHAPXCNNOre2tiLTzhzjX3EMjwW4TveN0G3oUAANAACAC+S8UqlEae7FxYXOz89Dh3t8x9z3er2g7rPNOAE9wTOJRvSrxzweu/JMiF1gLBCDTqfTABAccARMgfEIsAKAMJ/fMiCJTShnZovlYvG2F87x8XHEU71eT8fHxxqPx9rf39fu7q6k293R+v2+VlZWYi3gTzHX5XJZDx8+1Pn5uY6Pj/9k+izAgNQIv62uOjX46Wsp+ofgSIsaQ6gTCIQ7CI7y5/P5QNX4njuu+Xw+U2vIwuYhrq2tvZFNSNFBMtAgSx7ozufzTGZTyu7P68GxB0GAJE4f9iw3jgf3SobRHSfPjnpmNUVHXdHy406HB/Me0PMZMhmz2Sy6wpPdAWHj+5xXUszzZDKJ4Boj4E3RPHPL/HnGA/YAa6LdbmcQUw9W/L6Xrcm3BTw8c9YK2Wv6XbC/OsdyI/V1HynQR1BO3w1qmlJnnB8y9p6hcVaIZ5Cn02lmy0Ach7TsJ2WPuHPrRgAFT1Drzf3c2ef6HcygqYukoI55E9LZ7JaqNhqNMrQxBz6lxU4krC+YKMViMbbS8WypAx3MpQcRqeJ3mn8KXqaBgj+n9LgekPlYts79GMieg33cr5dhzOdzDQaDTECDY1IqldRsNqPWtNVqqVKpqFar6Zvf/Ka63a6q1apevXqldrsdhp01dDf+vMOz9ilLhYwJATDyQfYdZ47PAA5KC+AxLQ/ArrAFqDvargv4TgrILfNFXPaRKd9SmPtxO869O5Dtsu5Ag8s09+rNlQHM8DskhS1iwJSUFvbf++ZwXLeBDkAy0mB/mZ+QBvrpsX3uOGYKgC77vNvh1FdEn/jxvP8E8+j3v7W1pX6/r1arFdudAkzt7OyE7cBRT/sV3Y0/fPhacdYO9qter6vZbEZZofv5y9aBtJAjl+ll69Jt2LJrehtYntrTZefHN0w/u8yHlBZ20X10zu8ApZcQ8Rn8fQJoAAEC0slkEpR24gb0Q6rvABDc1roems1mAeA3Go3QI7C1vG+RB9MEy9Db8cm4Ht+CmM+Wy+XQaQTdML89LiMu4brZiazb7arf72s0GkXyAL+JufbtqGn6jS49Pz/PNKn1Hi+rq6vRI8xLNNjWnGdLWSd2CT+NMs56va75fK7j4+OI5yhZyOVyUQbZ6/ViB63Ly0udnp6q2+3GfVSrVU0mE7148SLYs6urq+r1egEswahEt/X7/fCl/Lml6/SPMaKBIA54Pn9bNoBideTZET1X+Ey+G0QMrDvvTh1i0XhjIacbUXfnwTYOCQvbz+mC64KN08+9uaFHELw8gQCH6+Q7/j2/N4Ifb66IgfKsqi9G3y4EAXNlyPV7t/uUckeQDI3Y6fgefNPN3Luicq/T6VQbGxtBmeHe6IRJc0a//1TgpdvsCdsAel0Paylt5OR9DLhH6nXIqBQKt/t8OlXKMxKpU5QaAJ4/zibKhefNmtjd3VWv11O73b5rVmaD+fMslb/nZSblcjmzllkXV1dXsX2Mg28gr/4cXaYAa6CPSdmg1Y02a8iDfpcltrZ0EA/jeXFxEeg51032E6MC6MUxCVKm02lQXGkqQ2BCAMQ1O6XWHQs38suyp7PZbRlWCuAhwxhYn5tUHtyh9/PyGs/VQTMfqYEEtCNg6/f7UTeIjkOPUwNIVhadwbZih4eHun//vkqlkp48eaIHDx7o5OREh4eHarfbdyyBv4DhHf/J1vq6whGTFqCBO3JOL/ckAOuJUhzsDvYLUG4wGGRsjYNSyD7y5SA769mvSbqVxcFgEAAdWabUt3GHny0JU6ATu+qBv8tQPp8PEMxriz2TTcICRxdHmO1PHeyQvryhlPQmuMezSL+TBunL3mNOmYcUDEgDsdR/wdZ74IUd4BgEjXyfRA5rr9VqRZBQKBQ0GAzU7XYjg/ro0aOoV+90Oup0OqE3/ppA/T/FcDlG7vBnK5VKbN2GrnD5XBbw53K3pajuS7/Nfn0Z4OVrj++mAbzLgPv0fq40tnH/nlghBdDoKUTZM7/plcEceVyFDMCc9ibj6+vrEfw6/V261X341zBceRYkRDw5Iylo9DQahzGNTvUebtPpNHQovodvDezMTZ5Bt9uNDDfzQgd9SqB4Buvr62o2myoUCmq1WkGN73Q6ur6+1oMHD7S/vx/nJwYYDAYRJNP3AJ1AAoLnQVyITsYPcaDEYxGAGuaQe8THuri40Pb2dmary0ajoZWVFY1GIx0eHobuxxbs7e1FaWS/39f19bWGw2H0Mjg7O4syh3w+H+wJ7vXy8lLNZlMHBwf66U9/GtfkQMD/RbKkKCmMMw451FCCW3YZ4H8WOIaR7L1TvTD8nsFy+gVBPV0nb25u9+hkYXDOfr8fwgwq49liFL4bKxY0tByQFQJgEDocU28Y5lQWKYtYs4hQgDxcHpJTg/gsQQcoeKlUCgfK0R53cFwxMu+p0mMxQAPy11ncACsoZxQdgn51daVOpxP7ZKKUG41G9Be4uLjILFx3onBg8vl8BHCVSiUWP7XkBAlco5eJlEqloP6hCEejUWx7iMB7WYfXozI3KCcfKIQ0E+tsgGazGQqq2+2Gc+gZKadyI4ieAfoqDw/2oYWz1mF94KyByJIBZK0hf6DiKFGAOFe6fi4MFvLF+xhI71UgKXSCpKBtwWBgXSHL19fXGo1G8SxT9op0++zobk9toDvfBCucE9BAUuiQcrkcBo3/0SvoLGSDYMpLghwEcEOLfuXcPpwl5PKFTEkKQJU55rfrEXf29EGTZwAAIABJREFUeUauY9BHZCNgRECxkxQdgT0jxy4NAMnuELgOurq60vPnz6PZ0MbGhh49eqSPP/5YL1++1E9/+tMA6dzoeRCCDuaZsbZSPX43fv9xfn6ufr8fJX2w5WAAlEqlaO52eXmZySyhU6bTaTSdpBZzOByGM4rz5H042E0g9Su8N46kjP3k83wGuurFxUUmKMUeIi+sR+wMNo91h27ivKwrdIoDfgAInuGTspl/7Cv+Bbvo0NBrZWUl9q6W3gyOWP+U9rkTi37g3h1MYa48cYJv5LoHPY1uZ+69r5Lv5uCf98H3XX49uPPEAOeldEJSgCncH8+fQOT09FTvvvuu3n//fV1dXemzzz7Ts2fPIijyBALDy9/eNu70xu1gvXlwzVqZz+exX3qpVNLDhw91eXmZyYY6IwZf0W3daDR6w4/zcgNJ8T18Zl7zHj9ur/zHbY8HgWTDNzc3IzEnKZNBl27XJ34E69+PSSkTvnan09HV1ZWazaZqtVroO7bXRS9Cicf/Qmfcu3cv4ibfUWA8Hoe/g94tFG537kmTLcw7/lq5XI7P8xz29vaiNt3p/+h3njlgDXEK17GxsaFGo6Ht7e0AQ+j5BdhKiRWxxYsXL9Tv92MbccCgg4MD5XI51Wq1DOPBY0bvI8c1jUaj2L1ge3s74yu5z8rcEJPgF21sbIQv6D4U8Rl2g0AeX6ff7we7gGvJ5/N68OBB2K7pdKpqtaqtra0AdC4vL4PlhI9EWQH2pVwuazAYqN/v6+HDh/qXf/kX/b//9/+Uz9/2vEFeHHBDTn24vfhtR9Gpn055YYEzQU7r8WCbBy8pKIJcjGf/HHnzH16nkQQLiIANw50GzZzDM/AoEkfxqJnnAXmGw+v+OKYbp1wuFw2GUAQoDq413XrNM28oo0qlomazGTUpLGTP1vsPD5cfB1Ac9OC6uH9e9/nAAXPAxD/P696wywEcBMppXzhRs9miJwGN/zDWdADudrvhOHh2BCeJNYXyqNVq2tvbiyCgVCqp0WgErQhkNaVMv23RE9zzOeaWuWq1WqpWq9rZ2dHq6qpOT08zW534XHOOrwsQIC0v/3AZ9sZ97mBLC1pvCmIhZ7xOgI4jwVoio4+O8c/gLNOUDuOGoQbMcboi+gCdMJlMVK/XMzXCUhbMQQ6QJc8E8H/qyPJ5ygr8h8DGgwYcAg8K0vnyOeG6yLLzGa7Va/5cHy5jLLme5frd8U53/GAtuGPmAIIHIsihAwgOKjB3npEBmFlbW1O1WtXr16+D4lssFnV+fq6trS1tbW3pn//5n/X06VO9fv1aL1++DF2D4yUpjK+kjLN5N/44Yz6fBw3bgVySBjhwgGPD4VD9fj/AVN8uy5sAIlM4rLPZLBxtZwd6I66UnZTqLl9/Hvh7CROMQ5xfGhgjL87SW7a7EoE1egd9hZ3mmpgP7hVGAE7k1taWisWiWq1WdNRH5+H8A5ACtKFzliVAkAvmBp+tWq3G/fln+e3H5vsOFro8pzrEn4HbQtcf/ryWyaV/NgU7JGUADtdbPN9CoaDDw0O1Wi1tbW3pnXfe0f3793V0dKTXr1+H/0bZivc6Sn0/vz6/pruxGMvmSMr2EvBMM+/5M/T5JtHia4z1K2UTMaltcT8s/eFc7ud61t8TRPgkqY/sx3Y/GdnK5xcsR64L3XJ9fa1utxv3gB/FNWCbnS3kTGB0CX5M2vCv0WioWq1KysY8yDPXBXtxPp9HY8Fyuax+vx+gLkA8+p25yOVumxiSnPPnNhqNdHNzo729vWBxkoThmkmaOquLbQPx1arVqsrlcqyV8/PzTJ+pVqsVsVKpVFKtVlM+n1e/31e/3w8d78/Fnz++I8mpXC4XJRTr6+vq9/sxb/hv+FCSosEf90NSBx26sbER7IvBYBDXi705PT2NBo7sLgVohP8Ei+Ly8lL1ej2anL9+/VqNRkPf//739aMf/SgYJNiFPzaTuchiSh1YnHMmCXQf556Jxqh7gOwOGQ+GB8XgdX+IZNDm83lMDg63H8+NwTKHkwlzgICg2TtmevCbGhlXSrwOxZH5ggLlPygqR+hAlagJAhWlBplFmCpaFyrfti014O6kM9coZS+tcKogn3MKEvNLMIQjhjBxHf78ERoECqeIbqObm5tvBH84PtfX17HPOHPF3sLQt3EsnZrp9+u/lw2nTXlQhIJ01K9Wq4WggcKmc8WaYp6+6jXNKcAEVV7KBpcuE6zhNPPPmnW58/XrCDPvUwaCM4Eh45l7oMuz96y2MxTIQmK4aELj+iGVT9Ys54JNxDXjlCMPOJQOFvAa15k6454hRC6RMdgzDiS4vPr1stYBWaVbtoLrVmTBWVvpe87M8GB6mWPvmT93jDieD+aY7Ko7e+hdHA+M8cHBQWYnll6vFz0Ftra2VKlUAlw8OzuL2mG/Pq43NY53wMAfPjzwRBfgMEG5Z43xHMiA0YlaWmQUYXSxZRx2kDVAQOpAXArIpYEHw8ExZAedwnGdJci1oj+8IZbfr5RtSEgmKH3dwXjAAEAOHHsC/fl8HjKQz+djLigPYNcfHE9n4jm4wVy4fLqt4379WMyV9GbPhRTsS/W+64Zl4AD37+DglwX7aXYrteduv/0cXK90u8UXncgnk4mazabeeecd3bt3T7/+9a9jVxe+47YgvY9lQMbdyA5fHw7AOVUeuU6DM4YH4x7cu87296RsDyjeXwYA+EjLbDgOr2G706SG36cfC9uGb+xlSX5st2meQPUklrRg7BWLxdgmDz0mKZMc5Rp9RyJ0m5cyOujebrczu2axvTbsXRid3kwZ/SIpmuI5MEtwj//gySN0HKwwmBewJcfjcdTIn5+fZ8rDh8NhMJk4JkCAtNjmcXX1dnvwwWAQgCsxhjeIzeUWW5e6f4v/ij4FgMUP5HuwQmGp+u5afLdarWp3d1fValW9Xi9iGmJLgv/ZbBbAR7PZVL/f1+npaTxv1tbKyooajYZWV1ej3Om73/2unj17puPj43h2lJC8DWRl/f4uo+g0UoQZISDj7dQZp5USOKEI3DlGOHHIJWUMF4EBzqyjbaDhTltjsaZgQBogOyJ4c3Ojcrmc2a7PwQJHl12gPXtOJh8j64LJObwfQKqccELISDg6vQwcSZHLXC4X1+9K09FUz4QgLHyH+XEHAmeFeeY6WMAOKDiFi3tOlbUbU1gXlH1Qc8TaQaDcKeMc4/FY6+vrun//fqCk//7v/x4CJSnABa9b+rLFnzoq/HYnksAfxLVWq+n09FQnJydv3KsPB1e+6oN7IQuHHOOseqYI3UAgiex41tqNFfRO9AHncTo964u1yfsYMg9kveOrN7UhyOR+QGKlrOOHXGL8UoeFay8UCrF+oY9BbUQ3cCyodh4czOdzlUqluOZ8Ptu93+XXjRjHBP1dtn6X3ZM7Q8sCZF+/qX7itdSx8vPzenodzLczQrx/RJpB9TVRrVZDb2FDcBpOT09VLBbDgJbLZVUqFZ2enmo4HIa+cgAqvaa3gYR347cb0D+pC2U9YAPpL8OWsgSu1HSzmwcOIeWD2CcotN1uV8PhUPP5PJIKbI0FGE05ETaEbJbrjhSYZ42jG3xNS4rsWC6XCxASRiQgHvba7V+a2XOgYD5fbEkGu6BcLktSOIvdblfT6VRbW1uh11ZXb7e+pc/PZDJRt9sNBiL+Q8oIWObHIKfoz5RW6rra7bjLt/t6KRCYjmXvpyCA/71Mny0bTn3muj3ASuf62bNnarfbOjg40O7urh4/fixpwRAEAObcDu7fjTdHOi8OBKegEeAWjfFIdrk98QDf/QQGzwM/2wEaXwd8NvWb+a6DDSmI5GvR5clBJ2TZmZEOinJN+A/4ys5iwt67XQco4BrK5XLssLO9va3NzU31+/3QOzSQS2MpgC+y6lwDWXq66Ver1dDRNNtblsAh2ev+vV+7J+E2NzejjIq4gv4A+BvMN4E2QCuJ5fF4HEF2s9mMoJzPw0aAcUD8Rqkm56EkjTXkvoS02DbREzCTyUSDwUDn5+fxOfQd81Kr1XRwcKB8Pq92ux0N1fP5fJR30QOBn1KpFLFyr9fTdDqNnmTdblfFYlHvvPOOdnd3M8kxEp3Ew9fX19re3tb+/r6eP3+uWq2mDz74II77NlA21b2/q04rSgtHjgXnShMDj9PI32403ICidHFuWSBe882xoZ97BjYFExA2gtd0IlgsaRaRzxCkYLA9sOD6XZhRQp65d3TRs6XugDpi5kaWbDNUH2dYkBl1ZJ4fvp/ShnlOLG7q63yO3LF21gFKzgER5sCzIB5coJCZB0dSuVeGC5xTltyByuVyUReUy+WiaSD3iONPZ82HDx/q6dOnsR2Hb+VCvfDbBkgfz80VPve3trYWdUHUY21sbKher0cWh/t2MMrX6dd5gEzjiPpzR96Ra0e0HUiih4CDVOgPmkV5Tw8MBuirg404HRi9drudQVUJ5qH+OY1dUubZs64xFtJCzljjZAox8jx/1rcH754pwdmmOQxGybdQzecXNGWfQ+6bHhpSlrrL3JMVcGcePe0AbgrmcTyfl2XZlxQM8KBDytKNvW+DU619+zeuEx3oDhOALo6GpKhnpGFSrVbT/fv3tbW1pdevX+vk5CR2u/Dr4P5/V2T8biwfa2trqtVqsfUr67dQKES/H7aSlRTUVM+Kp0CAM3ZWV1cDFCKI8B090mwhegRWkIOyyABrlmtxW1QoFKKbN922kSVkN+2DwVp1sN3tKuveQQF39pA3dBXZJc8cwU6j2aaksEe53G1Jz3A4jJpegi4PfDgur3mw4wGAJwWkbMmX28gUjPRAzoN8B4r58bEMEOBv/0z6d3pevxf38/A5uZdXr17p+Pg49Mn777+vXC6nVquls7OzN853pyt+81gGBHiSBNAbuUwDw9Tm+FpcBiSxFv3cHM99Zl+fDgp6ctDjBv9uChoid1w7PgS6ge8jL7Ci0A30Ndrc3Ayb7j6oJw+x8/V6PZKW+D6AiC9evIiMNzrU4xQCcXQSPclyuVwE6O5foztodkdmmi3zptNp+FE3Nzc6ODhQo9EI8AE/HjAA4JJzSYo+MNh6YhzXSST00GmFQiEayDqrkH4HJHk6nU6cZ3t7O0olsEe85yAHiQdY5zAXxuOxtre3JS3KqbE73Cdziu1yfcMuSb5l7e7ubjRkHw6HwfgCeKhWq7E7AWUTbDfI53q9nprNphqNhubzuVqtlj766CONx2P913/9V4a58WUA7e+q04pMDgbJqaosZoKwZYGPd6HHIKIQVldXA+FxkIAg/+rqKmowMFrcBALqWWwHA3hgZAl9Abjj6QEGk0O2ypWTZz7doXBU0D/P/LiDjOPLQvbMGIvLHeXUmDkymaKXHoCzSL12lmfA51LmQYrIpsrUARIXXFd2CKkzDOiIimJy5edK05kAKC+un+1EaLDkQdd3vvOdQM7YggRqE5ml37Tw3QBxXx7QQFO6ubmJJoLF4u32HqCCoIEeLH2dHAhnh7Cm3MHzNcg68QCZ4UwjDCR6wR1HD07dyLGdJQ0CabiVXitGE/nCyLrz4LRjB9pcf7jxQwa4dlgAgBCAlx68Anh6MI5hQe94g07YDOhUym9czr3fwrLMPNdDAMP88j7D9ZnfnwN0BPGpPvTvLRu8zhxwTe74SIo6PZ6Jg0mg7LVaTeVyOQBi72BPQ0qyAtJtgLS3t6dGo6FWqxWdxAkiv+4A3Z9y+Fp0xxtZcjCK9cS6Ho/H0UAJJw+njucMe2xnZ0e7u7uZgJe1TwDOntsp4JYGGDjv/E1W3XfmgXmAA4j/gz+DTNFMyn0It3WU/zAX6AKCeLJ52D1nNyA36C50ATaN8xBguDPqTrPrUuQGmeE7DsC6/U91sj9bzvO2YOptIAHv+e804PsyJ3aZPXGfw+2SZ/a4D+4fQBjGX7PZ1N7enl68eKFXr159aSLhTocsH6kP6YE364y1tizwT0t6CUrf5gf7eR30Y/hz9/XhMUTKLPHhsut2levwhJ/bUc7jzDqSHtLC/8EP4DodUJQU8jocDjUYDMLmk2RDJ9DjzAEH6tQlBYMOnwzfBdo/QAO1/uxK0Gw2494AYj2wBoSAgeDACQEyiRF0EjLJc5hMJtEw0f0OGMJkw+kb5H4OMopuo7Sh0Whod3c3kkkOwvo2iOhSko6uw90GkNhi3YzHY52cnKjRaGT6STjzYH19Pc7PPNNYnvtiN5xGo5FheG1sbGh/f1+bm5s6OTmJJum53G2fhrOzs/B/+v2+3n33XT169Eg/+clP4vpJjCIff+goulHw7JzXeRCEM+ksbhY4C4jvgZQQTHLBONAu5I7Y+0L0ehx3clNl5HR2gmAvL3Cl5RQeroWR3hcKiWt3B5pFscz5Th8M9+/ZBxQOmUe+kxphnzfO7UompVF55i9VsK5cff78HkAcuReyMK68yepTE+WsEK7Ra7s9AENZUitEoNjtdlWr1VSr1QI1Y8upvb29aBzy4x//WC9fvoy5cronY5lQOEDhCh1ni2DUa4cAJRzhdSo4ysqNxVdxMJfMGwwW6XaueFaSMgaQOXOqrgcL/hry5swhDyY90weqnPalSIE5yhQwLDgW3qMAJS69ybpxp9kdl1wuFzpiZWVFnU4ndAuAEIwSZy0xl7lcLsAld5AIXtyQeqkCxiwNzLk+Ao3UKXfD7TKNEXedhh7yAA/D5RlEnn0K7LlDxve9ZMqfO8+L2sHUOeS4jphvb2+HEZ1ObymKnU4nnoc3Ia3Vatrd3dWDBw/UarX08uVLHR8fR6M75v2rLp9/7kGATPNG1iPPF53IZwHEHfh124mz7OuN9U6pwcbGRuhisjroIOw2MuPy7XKBE4iz6jbMAV2nnSJL7rj7d1jvzgDgPM56crsHkO0OrssQ/pBvT8W18INe5DfzClDgQICUZfc4S8J1C34TNhT5TPV3yqRy++oBlj/HVFdzTcsAAdc3/j7PgFIzZ+axFrgf7xeDQ89e7pPJJEqOCoVC+BMbGxt6/vx5PEcPUhlfBlj8NY+3gQHSAoxL/XWf53SNSG/2n0j/Tu3SMl82tT0eO6SxANfq5/Z1LGUbTLqc+Lk9RnG7zXEdoMNvgCWITzmbzdTr9SL5UalUwseGJcd1e4nLbDYL+cA2UsMPq5XO/8xB2qiU7Dvx2mAwiKAWH9t1y+rqarCx5/P5G7sR5HK5jH4moGeOAA7QLZKiz5PrVmR6Op2q3+/H2qNHDaVpzWYz1gPHgXl4fX2ter0eoAYliPl8PnY+8yTYyspK9HXjXNiy+Xweu+wRm6DL0TnYPmnRQ208HgcQgP2cz+fBPh6NRtrb21M+n9cXX3wR8SLzQbKr1WppZ2dH3/ve9/Tpp5/q4uIiEkyshz9UVxVBOvzGoLZhyJxq6/XxOKgIubSoMWShU/+HU8HiZ1GxtZc742QD1tbWgmLiCIgHgGl3XRYKwuyGnODFFyYOowfcOB9eeuDIEwvfjQdomL+O8HnmjszhsuDchdzP4+fnfQ9KU2XoA2fKhc/PyXNO0VT+rtVqkRF1VIzFTgM+Z3y4wvJgxhUr97O5uRlZpDTzz57L77//vkqlklqtlk5PTwOBhGHwm7IMKTrsTpE7GqwnsqUAYTyn1OFaW1uLbOVXdbgDKC2YAczbYDCIjrBuaH1eMKCsJQ883ZkEFWXdeZ8RlPhsNguAQVJm3TnoB4jItkaSInhAUUvZzJZn/JEj78fBtaEDcOox+KxrGixC5QM0dLlnvmj0Mh6PI+OJA8v5fM4JKpDxcrmcccZ9vtNAyNkRBA7+Pvob+fM1wO9UF7kD5c4W18J9ukwDInitJOf370Hdu7y8VKvViudEnWSlUglwEMcLKvp8ftv8k3rLlZUVNZtNtdtttdvtyICkYOHd+N1GLpeL9YtMpWwgsts4lziEV1dXevXq1dJA1Pt+4JxCydzc3FSj0Qg5khaBM9l1TyJ4AIveSZ1YgAa/VlhvzmZJbWi/38+An77ftH+WRIOkuD5vikgZRcoS6Pf7wSBAN2Ez8b+wqa5zAW1hHiCXHogxbw5+p5k/19HLgHLXm8uCdz+Prxl0Fn5huqZc56TX6e/ja6Cv8MvcT5pMFs3DYCpeXV3p7OwswE6excXFhZrNZmQVP/vss7hGB4/vxm83UvvgAbPbDylrt5w56Laaz7EG062h/dh8J5VZBwJSMNjBgPR11ry0KHkFMPP4BoDNQQJk02MYAmHWHdfr65zkIHa5WCyqXq/Htt+uC1I7Pp/PtbOzE0BWCrjncrlgEKQ6Dh+h3+9HYOwyTzKMLWCHw2GUjZfL5dAdvo0kSR8aoOLnEHeRXMbHJwkgLcBUL6Mi++5bKnL8lZUVDQaDN+6beIt5x39wZkG329VsNoug3v0VdPF4PA4/wkFHMv/OiHC/z32nQqGgarUa7CzmdXt7O57ZL37xCz1+/Fjb29u6vr7Wy5cvwz7m83kdHx+rXC7r5cuX+va3v63vfe97+tWvfhVgzh9zFHkQLFRHdKHsYrTTzDeGjYwxqAp0F4wglL+VlRVtbW1JWlDgqtVqCAYAAEZkMploc3MznGYcdKigbGXk9YOcl2t15J0FzIMgsPVmhRh+nPzJZJJ5+HzXFZ8rE88AEAC5cHogg5FCkBwgcGffjTJO//n5eYAtKcUpNWgs5lQZc39pXTCL3LMlAAZcb71e1/7+fjh7KVUMAcQxRDi8IZ07/gjMaDTSs2fPNBqNdO/ePT1+/FjValX37t2L+/nZz34WjZ8kBYWKBh69Xk+5XE71ej1TQ+lzgwGZThf7X5ORdBpXq9UKhgDzzOdABN0xTuf+qxCMuNHGYT4/P89QviSFHsAIOlXJFSN07evr62igJy2orb6WpIWBnUwmURNGMyIPIL2Ol/W2uroa4B/f4fowICmbAz1weXkZwTYGzculSqWS9vf3o7EN63w0GsU1ek8DnwtYC+jCtbW1UPiDwSDjhBcKhQApASCRSQdB/b5dN0DXY77caXKD4Y6bPzN3plwu3LFZtmZw+P160oCCGkXP9rh+Jbs5nU51dHQUJRXj8VhPnz7V7u5uhknhQcBsNtNnn30WIAoMop2dHb169UonJycxR5LeuFaYSS6zHmj42vtrHawv9rz2kj8HzbHZvnUfawA9QvYbG542DyY4LhQK2tra0s7OTsgjdqharQZQMJ/Pw1FEXlhTyGyxWAyKKsARTiF2iWZd3I/beY5zeXmpSqUS+oL3mQeaUnGcNOsoLepakVV8LM9cetkPTv/Z2ZkuLi50//79yISRBaTeFr3hGfSUYQmo49sxox890cD76BCO48kgnimZNinLxOQ5e8KD11zXEAi6fvA5A8xJ6dgMb3bLZ/k8torrury81NHRkXq9nqrVqjY3N/XBBx9oMBio3W6r1+tljuFgBte1jD3wdR48aweYHHzGRrH1XS6XC12BD+E+svsa8/k8gO+UGYdN9bp3182wT53R4j40a4L3/TmmoBrX5vfm9+tJT08aSIum29wnsUKhUIiSJ/wJT7riH9RqNXU6Ha2trenRo0dRwz4YDGJXJOx7uVwO2ee5DIfDTMwiKcAH3uNZ+fZ63BPb63kj5nK5rJWVleiOT7M95tbZ3fP5XO12OxIfvg35fD6PhnfEKYCYxIzQ9ZlL7w8AC5DEMTEe+vHs7ExHR0dqNBpaWVkJ4MLtDY1aWZ+z2W1Xf3y0jY2NuF62NC4Wi9Gj7OrqSsfHx7HNdaFQiNiL3RoAKXguMBaur2+bxQKoA1IQq9zc3Gh7e1uTyUR7e3v6x3/8R62srOjs7Ezn5+fBGifpQcnBd77zHf3P//yPRqNRRm/7SJPVv80oYjw8WHTaXLlcDucUI+/IPif0jLE7m74dHw/Ug2N+cK5ZNAj04eFhBKbufLAY6TnAwnEDzaLw62EBc68OFpCJRklQb4awoRyZBwcmljnNKAx3+gm2/Yfrcbolr7P4CayZG0ePHEDwY/Iac831/3/y3uw3suu6/l+3qjgVWSPJItmj1JKslu0kDhzDUZyHwE9BngLkKf9okIcADpDBRmLIjhVbcjRF6olkkTWzONXwe+Dvs2vd09WSnC9st6wDFNhdw73nnrPP3muvvc8+PAN9Sxld+gIoShWt36/VasXC8hQdlDly5M/vDguOuBedgVVk/LMs05tvvqnvf//7QRq8++67IRMOQgGuOPeeUpgCE8bDjQ/sH/eBvGCBIfN+ZvaL5v2r1DzChTHz+aMhFyg30rIxvg4sfVz8/349jCMygyFyo++/Q3Z8fTjT7v92gO1Raic9cPL92k5m+fpKn4W17M/LWnFnkrHiuXwNE3kk/QzD4sf5+P0k5danAyhe9FHSczVF0iiibw3y3zHe/lnq8DNHrjv8O8xvKgvO5AOUXKe4buj1es/tk3THcmNjI+pL9Hq90Pu3b98OshJgBXmEXDnwpzHn3s+vc0PfEblnrsbjsc7Pz3MklpQ/WjPLssjkoLktcADOvBGAmExuasSkkS5fAzizgFochvl8nqtcTYYMfZ3NZhERomgW/Uifo1KpBCGBrUHP4dyDjQCbLsvgD45hJROJsaBwohNo4C+ekc8g1ogwQYY4eeXECY4Pa5BooDsP8/miZgJ6ne8Wi8UooEpfmAeaB4iW6Yc0Muu63HX1i9bZl11/7mD6dZlPJ0HZGjIajYJAbDabGgwGevLkSUQ7Xf/jUC17lq9bS/W/pOccccafFHF/+TXSLTEpKQ2xtsyG8Jc+uC3i9ynZm/af/7tecdLc5YfPfZ2hd7gnuoGGDefFmqCv6AyeA12CvaKYKJF19A/rijUMpoc8gWwdj8fhw6DHKpWKdnd3o7i5jznjQePUHj8NhiAvJwQQ9PQ5kW58qGq1GnICgck904Lq6Euuv76+HkE/1iLEQZZlkbkAJhgOh+p0OkFM8MxkjpItiE2D4IBogej17HdsDPKM/4vd4VQEdCV+InVnwV6PAAAgAElEQVRKKpVKjizgvhC5hcLNaQXdblfSItPl+vrmmPVqtRpjiw05ODjQ8fGx3n///ZwML8Nqv0krpYvQDdlkMgnmhAXnE+XGl4XOw3gE0BecM3ncC8eD6wH2VlZWInLsoJcFxaKDcXEigAXC9zB2PnD0k0iwRwbcEQGo8HwYTU+FdkfZmU6inywSBxvT6TSAijskqXMPQOA9FKSnbqcOkbdUMJhbQJGDMvrHXz/6jWeDHSVS44resyGclQfw0dL0TuQIBtPTptrttkqlkv78z/9c3/ve94Kp/J//+Z9In5QUkXrG1CucLhsH+kFf3FAht4wPigoZZhyXGZoX3etlbM6A05BlZ3NxaJFrl83UYXay0AFVOl6sLbYmQcLAyLrsOeHgZIArQXfePDuHdY3cegYP68oJBAc1PLeDBJo7tDy3A33Ye9/r7pEwDLNnE3B/MipcL9Mvvnt1dZWLtrqT4mPOs7jOxCHwNEu/F3LuYM2f28csNUj+/RTIuR7xFDtJweAjk5wowvPhvDsJB0ngc+n3fP3113V8fKzDw8MoVMR3/DfeUlD5dW5kRVHTBbsHMPF16Q4XjbWD7kA20/GH8HFiCGDMPVKneTqdRsqoZ+l4Wj8ZXfTF1zLZQb6dhL76nlePMDuB5VF8j6y5jUC/OVh2ItGz8qTFVjTuz5iRNky2JKm6vmXP7a7rY+bDSW8P0hA1c5uLbsYBYR2mxF/qSPCdZTjkRc6z6x3HGulnL/qt6+b091LecfQ0ZE5yKBaL2tnZicwqSYE7l5EXfu+vIyHA3CIH+AROXPOe2480u2vZvKWNKHE69qk/kZJS2MtlZJS/uIbjRO+X6yppUbyY73F/9CKYw/0EHyv6BT5KM4xY69PpNPCX1yJhOy3bAU9PT6O4KD6UZ/GQke1YgMh1q9WKzCrmh755UKhWq+Ui9u4QE2XnlBlJsY7G43EE+cD08/kNUUtBQ8/wnc8XBY0JwvE7z9j0bId+vx9jip3HkQY/bG9vxzHTbHXwDDI/Uhb/g737+BNgoV6vFwQpRDDZH/V6PbY9YHfQsefn5xqNRjE2bI1bWVnRaDTSs2fPQg7BaRyjTn+o57C/v6+zszN99NFHuYCGr5Fl+uqLWsmdNQbawTDOLIaHhUG0AAF2wO3XgwVBOD2tC8H39y4uLkJQ1tfX4+xNTiVgL4g79/QPgUVQfO+g98mdUJoLGwud63jqkE+Op304A89kOhnhkQQExB1k75O/WMy+L8i/5061Kzb+D7jGaHFPd85Sg54qPoCTkxxcH4dkY2Mj0iiponl+fh6pQLR0DuhDqmD57PHjx2o2m3r33Xd1cXGhN954Q2+99ZY6nY5Go5E+++yzYCnZf8pxdzjyL1oQDizd0SQNCAIA+XLCgH6yp8gdo68aIUDDqHpmEDLg20bc4KckgGcVsKUiTd1zecV4+m+Qe4CalGfkXW69ICHX8Uwcr4HioIH7klnk73uaLxV5kc/UAfJsCPqeZVkwwYwHOjPd51Wr1XKROXSQ1yBxwoq1wTPVarWco5+SFxhjaeFE+xrD+LpORs6LxWKsjXQdcX2AhusYJ0lSoojroBM83dNJXfS41wTxvZt+H2oJZFmW26s9mUzi+J9isajBYKBer6fxeBw2izH2yA7XZsy/zo10yL29PVWrVXU6HZ2fn6tSqajRaEQ1ax87J4dJZcQepp9LCwfcT4IA2HqUz+WMQAMywLxjXyGEycjh34AnsIa0INpYJ26zndzgPUC/b2l0ktEdVI9MOvnAvfyEA56d6wHmeVayAAD+vm7SgAXjxf1TIpZ15tlfzIfrBifrGCcnfVwfpnrCAan/5VqpfUwd7fQa3g/asudzO0z/3XF12Tk/P9fx8bEuLi5Uq9W0vb0d9Yl6vZ56vV5uDJxY+jq0ZYSO21p3QB1jsm3LCSpsAhjZsYCTr+6ALwu8OAZZ1l/XLZ759iIZ4vvL5M+Dm6kdw6dxks9tN+sD8hSfhkg0ke/5/CYDmyPsGAO28HA/Iv+Q2lmWhdyia5x0dLllLHiRGZNiF/QOz7O9vZ0rCn99fZ3DRPxFNxYKhdC96GUwSKFwk+23u7sbhVA5Gtj7z5hmWRanKTixQlYnhAl1uxgXr8VUKpWCBMDRx37VarWYH3A8Dj4+Hkc/pzUEqGvlNQ0YY5rXaiAjgYw0ivJCWLPNjCwG6il0u90oZMjaqtVqOjg40IMHD/Thhx/mgtyuK39jMsAF22/oAIyFz1+MN8bNAaT/hv34vo8EA+/MuhtQDBwghGPnGHT24AKuParrxd8QBoQQBzxlJhEcZ/xZ0AAclBQLhQXqKUQpWGZi/L4OaLj2aDR6zpF3FtGrtbuCSiMtqXLkej4e3N/3FxF99d/4c8EGunw4mJtMJlETgiq99BnDm1Yb9egJ11gWOWLM5/O5Op2O3nnnHXW7XT18+FBvvvmmCoWC/vmf/1mdTieqXbPPTFIQEcvAkC8UT8l0ADebzSI9y50qUoI4KsT7zjh+VRrrjRdrA7BIgapUP7COPGPAWWXmzmU6HX83fO74pWlayO4yMsCVL8/j4MKLIXqKmzPoAJM0EoQBSh30lMTyCB6fE6nDwBAFcJIly25qZEiKrQKksZN+Vq1Wc5lBvs4d+Pu8SAuZ3tzczBEIfowa48f1PJvHdYRnFPh3ARspCcZ7zvjT0nn07BLmgN+vrq4GGEhtkBO09BEChuuVy+Vg7UkDrNfrarfb6nQ6Qcx4NPU3NaB/6I095imZjW0AzKbEPOSslD/72+2QtChGiNxC5gIyNzY2Qi7cNjBXW1tbkUXkzglRp4uLi1wlZ18jvg7dgcBeQ/67nLIVDuITMs9rA0n57BQH9mnhQiebsZdOvhJsQL7BX569iN4CW7k+Y71543PmxjNqpIWj68SJj5XrX/SV98l1g2PJZY5l2re0pfKSXsOdJT53e+Z9WjbXTtDMZjPt7OxEai9bONgSw/ed3P46Nifd3U/wrboejEkzXZxQcqzkMuPO9zKiaVlL7bzLaophkCnWOfjEMcAXyafLAOPhPgj6i+fc2NhQtVqNrB5JqtfryrJMtVotgqBOLKJrWPdcB1xeqVTixCtO6koJc07WoFDgdDpVp9NRp9OJMWA7OMUCcfw3NjYCM3ixdmwwQTnH+ETZkQdkAUKBwn2FQiGeH3zCCQj4lWARovxgTeYIDDebzaIuE/ORZZmq1ap6vV5gMSL08/lN8cXNzc0oYDwcDuMkB+Zhf38/xnI4HMZ88BxgvfX1dVUqlTihgGfv9/uaTCYxL5xCdXZ2FhkejUZDu7u7Gg6HUZum0WioVqupUChE7YhyuazBYKCTkxNVKhV985vf1OHhYRRkZLx8nX6RfvVWckPnESUXeEk5oObgnSMQ+B0gmInibGBP78UIOvjyKBtCTJ/8BAD/naRctX5SL9z5c7bSGTM3mCgQin84WEAonQCRlMuScFDq44NhT1ODAQQIlhsoZ/h5To92Mi5OiKTj6O/RBwfZHgVBMbsidXLGix066UM/Nzc3YwFT9GJrayv2QGNEifLSZ/qDAnSn0oEXKTnM+6NHj3R5eanXXntNb7/9tiaTid555x29//77sdhgnnF2uJffl8Z4po4gawAlkjqvPAtglKOefN18FcBCapCd6Ell0+cfGef5YWHZN+XgAFlZBuwcXOOsYnyk58+XTgEBe2ddxzgwrNfrkvJz6nNO5P7z9KCTl4wZLPUyApUXRsFPY0DOGFsH0jDb6FFJS/dNuz7g2B0H6z5egAYnJXByICdSQORgj3lDRriHOxMpiKKfPu7ef94HNPpvGBOfd59fB0WFwk1mDsQO1/A90eVyObIBSqWSGo2GyuWyqtWqhsOhTk5OnpOrZSTG17Wtr6/r4uJCp6enOTKNCBXgksJQrHnmys9xdhIb+RyPx5HS6RF8ZJOsOI+wS/lCl8iK635IBSlfs8dP60gjaOk2FAAtn7N+WBdeJdqd+jTY4fueWXfIuadBg4uc4ARwgj/QXYwxNVu4hjs4PKMXSWP9ua1Ns57QQWmQYZm+c0I1vccyHJn+2+fzi/697HfLvuMvxxuMh9sBdFChUIgIHzhwdXVVt27d0mAwUKfTyZ2V/nVtPq5EUb1elK9TZDYl27FF6PJlc5bambQP/HVMwW9dTr4IP6SEpeNc9EMqu26/cYDRRdht1mmtVgtfqVarxbZaHPdGoxHOM9FootcUqnYfplQqxTXn83mQ/T4HBGORaXwQMndrtVps/+x2uzmc53gfDM4pSKXSTeE7iHW2gaAL+Xe1Wo19+eg0+oBPQdYTBINnQno9HzIpyDThGZEh9GCWZeGggzcLhYKazabm83lk/3CqEwUS2fo2GAzC96HODWTM9fV1LpvQ52N1dVXNZjMCL9S8uri4iOC1Y0LHqcViMWoe7OzsqNPpRD8gjLCNbFvglJRisahWq6X9/X0dHR1FhsUyH+bLtlLKnkoLh0BSAHUE3hlhhIFFh7Llt4AHj06nC5z7ujOL0cQZZzsCrKNvScCJ8LR9Bhplw8Ik2uj3dcPr909JEAAP1+C5KFTkQIdJcbYxjYa5M7xMCXINnpmxc5KEvqTGN1WM/m8WCmPgINpJApT6i6LcPDOZD14kAxmAxAGc+L4cH8uVlZVQarPZLKqwkjUxHo9jK8JoNApGLcsyPXz4MJy34+PjSAv1PVwekfK5ducDWXIDw/dgtT2iTGs2mwHIIKJS9vllbqnjk0bgSG9jjaby5krciTEyBKhoy1pMnUIAaBrJ8miVy/UyGffPnLBgrpB3jAEZCzg2Hi10MIMOQX7oI/LAvR3su6EgM8rJRfQGQIKMAQhC7ruysqJKpaKTk5McmeJpymn6MzLsc8r8eQYV69P1nQMa13lOkvizuYOfri0HdikZkJKnyxwHdC3zsowU4DpsRSJa4qn/8/k8yCDGGyd1Z2dHrVZL6+vroVNcd6d9+ro2T4X3KBVrieiFR/IAUFdXV5EltixazHV8rzrRRAfZ2A633Z6Wmjr6rD2OrcU+sHYBjmR9uY31LC/0hjv8pHHS19FolNtfS589msV76BtpYRs8+OFknmcFOIFI9Iw1gH7yyJDbbOybR2w90ODOUOpYeeam46FlzpxHDFNS1PuSthc5doyJ4570d/TR9Yv/LiX+l+E6CBmeZTgcajAYxNbDRqOhRqOhzc1N9Xo9dbvdCHC4bfpDbS+aM+QMOUWO3b4hd44j3bazvlLM5C219/zb8Yr3K8USToSlz+Dfd9u3rG8pdkzv63ZyNpvl6p8VCoUICKT4cjAYhPPpWQHgTq95Ii2ObkcnU/+jUqlEJrVnYbTb7YjIO6HvNQu8Pgo1iFgPZFeRis98o9vBUl6vhQxhsgl4tpWVlbge44Zvx2/RKx70hRTe3NzU+vp6ROjxCdNsT67Fi8LM3W43+jSdTuPYPjKbZ7PFVizkuN/vR3Yc48JWibW1Nd2+fTtXJBcHfjabhW3A5/UaWOVyWa1WK4ifYvHmBB3w2tXVlbrdrgqFQpyuNB6P43Q9TtG7e/du/B+bgB1L9d8XtZJHOd2oM4m9Xi/YmRSY89eBMMIKi46QuYJ2pt/Tx/2a0iLll9/BPJF6M5lM4hxJikBg/HkWGBUHeg5cXKERvQZUuiPgTgbPhvClKVLOdnL0GdeXFBFUFpw3N4RphExaRE2YbObJnTHmBPCAkDoQ4Lq+Z9GjlUQwKpXKc4SGEyOdTieUkbTYi0g1VJ7JK6L6niSqPZPGVCwWcxVE6cdkMomjNiaTiT766CO122399V//td544w0Vi0W99957evz4cewj9y0oEA08H+87WcD7/F9SpEth1Hwf6/X1dezX8tRW5u+r0FIj7VthYJadjELZSjfPyL4z1jNVx1lDyKW/mI/5fB77ub3oC2OLAXFnUMoTAX4aAJ9jnFZXV3V6eporWOOF9wC7GG7Xg6x1l3kcBSJnaRTQx8XXv6TnwLiPN44LMs/ankwmMZZESH0/PCw29S28X6xlj9aiO3GYisWbY4Tou4MQxtyddgeBvqYcMKWEkeszJwlSUpbm6zBdi35tH0cHLehmABDHFR4cHOj6+lrHx8dx3FGlUtH9+/fVbrc1nU5ze/O8z1/n5mCPMXJyqNvthoyy5tGZyLvbTkm5tcY9PBDBUZPMP2QATpuvYy/Qi90iiuQnIfD90WgUdYoArZeXl7GuWEvuvLsN9aCIA2l/Pmmhg9yOoQ9cbtNsM5x/xsaPIQVPoZO92jSkShoBnc0WxzjipHgdDpwgt5WuQ9yR82AH18ExpvnaZow+bw296LOUFHjR91y+nDB0fcN8ML4+Nj5nYD6IL8B8o9FQs9mMbQOHh4fPZap8ndoyshd5Z2smARK3eY4b3b6kDndKAqUEMg3ZXfaer4O0327j0wCEk1tSvjbEsvkmkxi7CdbFAaU5iYeDWC6X9fTp01gnYEw/qW1nZycIu/l8Hvv3JYWdLpfLqtfrKhaLIbf9fl+j0SgizZPJJI4KpM4A2QrUxQDf8jx+Egv1Q9CnOPEENCAWUvvNNi/miedk7Pw0FHQo9yJbAozkxwtSiwqMBNmSEjoU6fPaKGwFGAwGOjw8zAW/sSdeI4FAMyebUbvh7OxM6+vrudPLXPe6P4CcQ2JQ9LHdbqvX62k6nYbMXF5eRrFAyA4wOT4SOn13d1fHx8fx7K4nf1P9VKLTKL319XUdHh5GOgpgkQlzEIahIl0OJ4xUDVKuUscUA/uiiC2Lg/8jJPQDhx9gTnrI9vZ2OJjsO3HAjjD73hP2PzKJHpXCkNNPlB2LAIeX72Ig/Vk8jYZFxj3Yz+gTmIJrlIKn0XukA5Dhxs7TZNxp8YieKz2PsgBg6BNFnfg9LCVKQlpkMDAvHmUlZQY2EiDC4m42m+Fse92Bq6sr9ft9FQqFYL4uLi4iTfPs7Ezj8Vg/+tGP9K1vfUsPHjzQfH5T2OPk5ETtdjvIHWd5URJptDONTDgriRMsKaqbMqaDwSCKoqBgcB7dkfGoj8v8y+JspAYeGZXy++ukxakNbqRx2ieTiYbDYTwfmTMuI36cjJ84AIBAztJiNvxNyUOPiuHYk2FCfzHC6CafXyfCnKDD6DAeRJXX19fDIJBy544r8gajjR7AmUdPYvCQF38+j9CzZjBK1Wo1QNcyGWNM0E1Obnr03COfzDGpbl6syJ1vnpO58ToK3INnc6Dles2JgIuLizDWPoap4+HjyPojeyIla+iPM+XM/87OThxHSIV29gl/8skn6na7IZM+tula+bo0UiQhSkib99oM2F8iVj6/Z2dn2tjYCBDja4TUVV8XTgzM5zfncPu8sm2MAm+sCUBxrVbTyspKHN0EqCOKTyYJ25mwARBu2B6iQeVyOZxxjrU6OzsLPSYptyYcTOO08x0PMHjWDePFmHINtjOAwZB9j+zNZrOo00OlcT+bHZ1HGq/bM9YUutbBJGvNnTXstssGa8UJRGkRnICcAdh6xpeT7+4M8Bn68UXNHTDGOLWxnpUFzuF7jouk/GkTROTAHcPhUI1GQ2+88Yb29/f16aefqt1ua3V1NYI8XNMdSPrzovay6xL6x5hMp9PQB2BvCnz791z2IKS9uZPk2AIZ8oyC1OHne/xFl3hWCs0JBCe/uP6Lskfog/eJz11uyuVyblsjegRy3ok8bDEOtR9rik/hJ2JBPs3nczUaDU2nU52enirLMjUajVh/u7u72t7eDltKGn+73db6+rr6/X4UZi8Wi+r1eur3+6HvKpVKVNsnMIAPRQAP0o0150fqEVmnL2AHamp5Ni0ZxOybR7cRSS8UCtrd3VWW3QTzRqNRXH84HOrg4ED379/XYDBQu93W6emp9vf3tbu7G+QCpxhUKpXANOiUZ8+ehQ0rl8vRh9lspn6/r42NDW1tbQURwLpni8Lp6amur6+jAOTFxUVsJ2ObNKQ5Y4LDT/o/Ptra2ppqtZpOTk70+PFjlUolHRwcqN1uq9vtqlKp6NmzZ2GfPLDNKQiVSkW3bt1Sp9MJYgmZYvx9vaQy7q2Ek+uF7kh5kxQFGYh+0xmcWYQYoIlC4LvOAAJqXbEgHCy81HFfFml15U9UiL25gA53yt1xYJGzUFOm2I10arxcUQE+cTg9RcUNqn/PnXhn2bh+ahgwZqmT6o6+O/V+DcD3+vp67vli4v//xQmjhOFNoxlOdqQphjhT9N+dQwACoIlxIzLpJyrgCEAWrK6uqtVqqVQqRWpPWrWUef31r3+tLMt09+5dNZtNlctlffrpp3Ff+uhzicFIF0PaUmKA9/y3yBCsXqFQiEgjRsGv90X3/F03j0LhhHuBML6DwUauAOAp+YWiQ16QI5f/VE4ZE+SQ9QTQ4Pcuj054eQTBQYG02BPoZJavcZ4JfeX3yLIs1o/rPyeV0AXIZqrnkDkHN5727+OJrvMxAcijj5FpZ6t5DvrhxKA7zozxMnDl2w/87OQ02uny4MRJKtuMMd9nvHzbBoDJ9Z7rEJwJjyawFrk+Dpr3wQsDpoSVZ2VR+KfT6Wh1dVXf+ta31G639atf/UqS1Gg0IlXPo0jLbNEfavOtNsguc+/RO6LTbvOm06kqlUo4+k46k20oKSKxXm+A1m63QxYArBBh6+vrQciTLYAjDNhCZovFYqTcYhdJBfftQ6xzP1FGUmQCYgPRG+g6xwTpmuA+jJ0Twb5X1ckzbBbktxP+6GLG0YltgKzrOPCQ62rPzgDLecABfZWS5Nhq1oQ7de6MsU55bp7XnW/m3h0tH7c00uXNnUH/bfrvlHznPScO/HduO1yH47gR1Ll9+7b29/f1y1/+8jl9RfOjUf8Qmgfq0MnMOz4EttoJdM/USK+X4qp0Pr4ILy3L6PPINORXem/+7/bNP3OSwjP1eF6c/jT6K+VlGj0EPoRMIZOtUCiEs+6kuQfmIK6RTfb+o1/BG+hUdB1p7gSteGbPUibzwPX2aDTS6urNiSyuAx1vuY5inLIsC6LA1yVzgy5EbiTFaU68hw9HPy8vLyM7uVgsxhaB+XweRQ8lqdvtRk2G7e1tSfnMcsgV5otnAT9RhM/9OzInsS1g49FopF6vlwtq8x1+R0Zdv9/P+T9sJXas7UTC1taWWq1WXA+CGFxM4N5PbHj11VfV6XT0+PHjpYG0L9tKAEAYzdlsltsnCPvsxsUX7XS6OA6QAj4ubC4QGFMcBoCrCxxGC+H0ytc8vBsT7o/hvLq6iqI7CD8L2FlGZ7ClhWLiGdPqp/QJI8lnTgCgKN3Z53ssNHcmndl2ZeZ9T9OUUtKA76bvcy8HC6nhhgF0B2tZFWiaPxfXh5QArOEQMyekwwA42OuCEgagcV8fD7YfcL9U8RaLRfX7/SgCtr+/r62tLVWr1Yg4MV8exeGvG35vLwL7KRGAgoIhh8klq0FaHG3jztFXqfn8LjOqPF9qyFjn7BPztYSRk/IG37cW+PaAtDGekA/LwAZzhQHmXlw3LZTjUXbu78+DY42BQdZdX0AM8hsnnxywp8DHncwU3OIosZWGSBTpY6w7nHjvI8/rDosX4EkjMun9PZLhgN2Nv889zZ0aJ09Sh9qNtfcZgIfexShCXLvMkcrLuDshAmNP3Rm2oTi5ubW1FQ7geDxWvV7Xt7/9bR0fH0fBMHf6lhEpf8gt3f7Ce7zv24pSJ9htIGPs87iyshLRc5cvB/gebZeUsw9bW1uRWcZaA0xubGyoVCrp9PQ0Z9v8WdADVJimb27DvQYOgBzSgcwYtzOeYUT/ub/vGUbWiRS5TioWF1shHW9wXRpYjciZpADSOBzurCG/Ph8QB/TbsRdz4uObBiI8WOKBCxr99eg/c8AzuW3h2mlb9l76/jJCwGUy1a38PyUgHW/yPfQI2Szb29txNNnh4aGOjo5ycwSY/0Nry2ymtKhzwwt5T7eLpvoeQvlFZMAXNf8O10x1T4qpvSGzUp6cSMkiJ0Jdh3DaTRoQdIzP+Mxmi5oUBFCr1Wo41dgxHGMn/bHlnuXnaeXD4TAX1Ybs9H37BGS88n+v19NkMokq+BTRxKkGx7je9bUM9uXZZ7NFRmahUIhMTH7nxCTjmZ5W49nJrmdYg/iaKysrqtfruQwOcJBnJ0g3pDaZ7+AzxoRsXkib9fX1yHQjyj+fzyMSf3Z2FvLD3HE/lyGi+TyXB53Qse4n4WtjE3q9XowPWenMw8bGRszla6+9ptdee03vvfdeZHKyHn6TVmKCSO9l8GDVOp1OGCo6wkSWSqVcBWyMnR/1w2KBBfEFw6IhBY9r41ByLY/YMen00fdueZqNL0gWtjvnLFD67kDSwQBOjQP6dJCXgWUWA9fwvebej9QQpgrLwacrKhqsoEft6KP3N70OL/ZoMx6AIfqZgmyMgI8Dc+nRV96nuJekYDglBYPIHnNYdBwqKnFWKpXnHBqunWWZbt++HUqTczqr1arq9XqOHSNi6CwbWREuU4xPChxo7qCyKC8uLoKBrVQqunfvnp48eaJ2u53ba/UyNifWnHTxdF2PeiML/NbJNSe8MJCkaLmTjIy408/1WNPIgjvn6CYnJ72Ap4Nsl03XEcvSRgHzTjQiJxSvBAQjNzDwHGnpBhJdQVTeCQBnnsmMSoFuSrYCKvzsdAADe+JIG0bm3eAA2HnPtweQlswao+/IwLJtDN5HJ01SQpUx4HdupHgu5sPny9cc+sn74GvT9wRyHS9m5FV4cWroMwRyq9VSr9fT0dGRqtWqXnnlFTUaDf3qV7+KZ3BnyFO9/9CbAzEPGGAX0ROAVXc4wRQeqcd55ppkxrkDzfcLhUKcc41cch+XYeaT+fAIDWvXCQyeazabRc0RiC9stsuhO7pObuEkuv5hDTgpQDQQ3Sct1nW1Ws1hC0lR3LBUKkVNFo/ypOSak5Y+NnzXI3rcm/ux/lJHh996toeTfPTJCTzsQ0p0ejDCcZ+k3DZNb1zPCVV/9s9rbr+/qDzdzcgAACAASURBVLnT5liMcfX+YhtxHsbjsR4+fBh7hk9PT3O68PP691VtqWPtGXtOMEPK+VHgLpd+HZ9bt6GpPPI7b24TXP58/vx+fJfmv1nW0mNAkQ0CmNPpNJxvUupdftjbjh2jb9T7YBvtfD6Pumw8U6l0U4CZLdAbGxu6vr4OAhXMTKX/ZrOZ28bMd4g4c7wdNhI8AV7wQB7YmFN3qBPg+MbnxoM/7kewFh1TTKfT3JZqH3/XQ6TRj0aj5zIw8SvRlezn5+QDvyetXC4HWcq1jo+Pl/qvECJkLvhWU+pcbW5u5rLa3G8ENxDFd7sHwTAcDtXtdlUqlXT//n1lWaZ2u60suzkFC/mB0FlZWVG73dZ4PA6ymKyGg4MDPXz4UD//+c+DoIFI/rKt5AwJR1u4Ue90OpIWSj1Nh/eiDe4wpEoVR91ZcpQDAAvBnEwmOcKB+yM4zq57QQYMMP1JWWgAoDPU/N+VOMAAxeYG0KOHhUIhokcYRNJrAD4Uq0LI6YtvjUibG0ee40UNg5waWfpEWrEbbDd67EVi3N0ZZD6XKW3uCRgHKOIAcf+zs7NQhixaorV+HA3AkQXEOZy+JxmF5P3c2dmJY06yLAvWHqVDgRJJsQcaRypN4+fZXtQcBCJD9Pf6+uaYFunm7NednZ2INvk9HIx+FRrOIMoYPeDOVrrW3UlygCAtKuaiWKX8PnlSw9g/vLW1lQMTrH0MTkosppE/lDiOJ993veLX5j0IBPZC+jFiHklaxmjjAPj3XJdwr2UOsDu+TsZ56iXsPX1hPaD7POriWRnMJxlc3Mv77Poa3eIRllR/MH8+j/7yFGfG1vWtO9auVxgLnsvlxwGj63d3QJj/NDPHx5xrXl9fx77J4XCojz/+WBsbG/qTP/kTnZ6e6vj4WM+ePYv7vCij6A+xEfUg2uM1G9D5TuaxjnmfyD42wPUJmYfuQHqUXVIuNZ+ggRN2aWaIbwmbz2/Okk4L5oFbiJ6tr69HOqikKDSIUyPlZRz84gUHPTsCTIGc4DD5GGBzvSiiR+NZ74yXtHCQfax92wUBF4qM1ev13J5RB6noYBwCJw6dTAQL+HFekIhEtGhuH30tuh7EaeB7HhlOswf82ZcRpum8LOuHYyL/zjKbleoef17mAtzR6XTU7XbD6WWL0WeffRZZgczrV1lXsF6k54M+7gx6oIg59/3zbg/9Wm5H0numWNbbF807n3mNCz5D3pY967Jr+cvXkJOi5XI5Alfed8ek6BpS+Ov1ujqdTmTPViqV0Kmrq6tR6Z5oNd/jpK3ZbKZGo5ELHOBTcNw3ziunDPR6vfBJtra2ouYB642gAnJPtiHOpW/XZU5Zu+Ar9C0+BGuG48dns1mQnfV6PXSfBxAgLOr1elTQPz8/V7/fz0Xy3YciKs44FQoFdTqd8MsI4JClTHCb+WK7mF+/1WrFNoXRaKT5fB5YQVI8G1gJcgdfZXNzM7AhuIrnGI1GUSdhe3s79B3+A/gaMqBUKqnf78dvIaI+/fRTvfXWW/rud7+rjz/+WKenp5Ex8pvonpLvF/FFmCpJFsN0Os0BA6+K76kuLCTSTDEeDu48WuARCIA7qbgOFlMlxIJkgbkxpo/0n4njNwAIVyoOPFgQLAKaKzKu4cqCFCBXdOlvMIww3/77VAE5ueLOhaRcmtKye/izOunCdf0cc4+UstghMV6kdAFGECseNcbYUnAJJi8lBtiDMx6PY+xQhvSDa+HEM7effvqpGo1GREW3t7d1584d3blzR+vr6/rggw/CSfLF6+Pqz5UaIXfaUzJEUhQYWVlZ0XA4VKfTUaFwsxep1Wrp2bNnS7NJXpbm7DkGwWsGIEPuwLk8uGOA3LmhJpUWEhED4eDP5RLZA4jhXKTnfadbmxxEOqDDcKEXfO1wfWTYSTH6hjNCP1JCkXPu/brSIgPB0+v468XyPLrmsudkk5OI0qJIkYNpxifLsjB8OAUw167LGWe2tsB+o5txgrgu8+Pjy31dh/oa4j5ppJKxx3gyDu5U8l3k0+2Ey6GPF79x8sSJFcZzmX5nm4+kXJHLN998M44OOjw8jGt/XZoT4CkpXigUniuexloCF/h68rXv69wbc8tfyFzkslwuhwNO4ALgxv29j0+ePAlbIy2OuKpUKrGVTFJu6xpr1lOISav3aBeyyYs16WNBdg3OEaccoJskhT5gS9/l5aX6/b6Gw2GcN+16NcUePDufgYfW1taCPMehhxxAj/G72WwWjr9HeqWFUy0tdGaa7ejfdfsAfkBXO7HHfCA/9IOWOuf8TWVmGT5Z5uy9qPlc+HiAf/g3z8Z7s9lM//3f/61bt25pf39fzWZTWZZFATAKWKdO6uc5uS9bS+czHWvsMOPmjiL208fOr5Hib7+2Y18+X/a9FGenMpPantRe+GfL3ueYOPcdnNTKsiwyAyD6eFYn6Sjsx2+lm3pArN9qtaparZYrNIize3Z2Fo5os9nU2tqa+v2+SqVSBEuwpa6jcTo3NjaiCN7u7q56vZ7m87k2Nze1t7en09PTOGmANHrqDxBspTDr2dlZBO18S3Zql3lOfAKPnjv2cX0pKTIdpMUJBpubm6rVaoFlBoOBNjY2tLOzE7iMGi9eo+T6+joyM5CFyWQSREmKTekj/YdYhUTAZhHp9+2a9JcAqWcSOInLGjk/P1e3243nZyvo/fv3Y44LhUKMBTq4Wq1qMBjo7OwsZITTCB48eKD79+9HkcPftJUAQ566gQEnZdsXOh2DXXGGFePMgkAZpgrEgRtgFrLAQRz3cSHzgZ3P5zlg7QPONXgGvsOEetQqdbQ/Lxqepvt76jIKhRTn1HBIC2PqkWmu7REvHyt3Jly4HHzT0n87uPJ+8t5oNHruWfkthExKdvgLhkxa7C91Z71UKgW4LhaLUSwDOYHZdIcLheH7lemfp/qcn5/r8PAwMliosHl+fq56va6Dg4OobO+LXFpUmE+NcQoilgGPtHEdlAJ7C2GLYQkZv5cdAHhjT5OUP3qJtUiU2R0zd3xxFlFmAFd30ABjKeO+jEiUFttZXA4dVDpY9zRUdIsbK2f3fT35OsfIeh+khR7jep4ahnz7/jnGzItwOUD0tcn3KYyKHllZWQm2GbbcCTgnWCGl2ErhKW1OrHFtnDTPyGKuHWylY+999rFxIsZJJebQnbf0GryHLQFYoVu82JvLnUdjyUTzPiFrOH/MCd9fWVnRnTt3NBqNdHR0pEqlonq9rocPH6rRaOjx48caDAYxFn/ozQlCQJHLLTKZ1vsAHLMVjNRLGmuaKJI7vL42/D6AOweYpIf6750M4Pvof3QC9+GILC/wh06gUCFjkGWLbYnev2XOOrqS6FxaNJfmzpbjB+7lETcwjGMNQCMkFaT7ZHJzDJWTAawZIleOU1zPusMjLey699XXKb91++bkqBOjKQHE+PGMHlBgLPle6kSnDmZKGPjnyxxLx12pM8P/cVj8eth6AiCnp6dRlbxareru3btaX1/Xs2fPckQa9/wqtWX4yDOB0efIi2dSoL9xCh33u9/gNll6vobOMpz7eX1N1xef+edcE7vk9/D5SuXe7RY4xFPjPaMWDDMej3V0dJRLsyd9/9atWzkyARKPa7HuiQTzbGQP4Cwji17jpFC4qQmQFq2jyj4R9M3NzVymIXiDbUpsKQDjoDMl5Zxpx2XuB7qf5hmWWZbF1hrG1HUV+o76LNRNajQaoZ850tDXKsQnBIr7TpKCwAYbQoCAbTlRiTHl+Xd3d6MGht/LbYdjrCzL4kQGfB+Oezw9PY2TiwiIbmxsaH9/P45pr9fryrJMtVpNw+Ew9HO73Y6MVbaIDofDqHf07NmzOIXgN2klT9tFiEhNcGPrxgGFwMMC0JgUCAYqJDpIQ2Bc8EjtIwUTwIwSSZ0oV96wazgtLF6Auy9c+u8L3w2fKwkUkkcEWUwYW8A/z+KsMmAYAeE5eDaPJrpi8oawuRLz5wHsO/D2LApeqePlz8ci5X7OgruSTckSPnfwQESICAdnhHrhDyd4SqVSVOV0QOLAgsWOnKZHVT548ECDwUDdbjeYy08++UTb29t69dVXtbOzo+FwGMU4Uufwi1o6Dt6y7KYAFHtfUeYrKysh08gnkUau+bI4Eqmz5Mp4NpvFNhiixci/tCgaJCnnyPMZyhz59ywSdwaQWS88SlYC1/ItBW7YkYN0GwMv35fmhAHrh+IsrAP0BBksGHBPj/PxIgIvLbY4ua7wdUg/WIsAfe+vE1/FYjGOCUIvQzKhV5xswOGgv8wHYIP54h7r6+saj8fxGSSNR0EhTNwBcVIVQEJz520+n0d//Nl9Tfm4ul72lGnAAuDKMxmQF54fecTRAXzQB58/xp755/l57p2dHX300Ue6d++e7t27p2azGbaG9Pf/CwP/VWqsWdJbsXeuoyGcIK/Q94XCoiBVmibP+kvBodsgbATz7Y6kbw/y9Fh3yufzeehjwJq0iMRzfd+yiL1i7Xi0iWJYVJE+Pz/X8fFxyCZkmq9hilIRwfMiioVCIbYneJopKbScluDFpZA9xxHYF477In10Y2Mjtq4Bhj0jk/GTlm+/YZ4ZS8cGnh2QOuH82/WYEylcIyUkwQbohNQR5Dfeljn2rnNT/Zv2zTFl6qQC+p0AS5+fApbUOBoOh9re3laz2VSlUtH7778f1+PeX6XmOMVlAJuLnZCUky9fnz7GXCfN+OBeKXnD93y+/AXG/rKf+zOlxNYywsiDeo5JaE7upSnjxWJR9Xpdg8EgnECCWfV6XY1GQ3fu3MkFR8A65+fngY15hun0Zq/50dGRut2uWq1WnEZSKpUiCo4+W1m5KZqHEyopgnfgqXa7HfaOiLevT8bCxwi/Q1L82/UAepVsXd864IHl6XSqx48f57K1PAg0m91sgxiNRup2u8qyLL4Dpi8UCpHlVSgUcrqD+QOL+VqGSKDwIlH2yeSmptDl5WVsDUT3o8NPTk4idd8xqrTAHWBPL+A4Ho/V6XRii1G/3w+bgg1AlxQKhQgm1mo1HR0dReb0+vp6+DOz2U3BQbYcvPLKK7p165aePXsWRx9+2RZHC/oJAh7ppKMIUpZlEVV1xxuBASzN54uCVwB1B6wMYrqn2tMSV1ZWYu8eBtyBA9/nvdQRSFlLd2hcMQFe2LfDJHIkEhMLsZHun+M6KcvpSsedDR+TNBLnUb4syyIKnrLcXrjJDV5qDElz8vecnHGyZRlLCyhivNK0F1cSvjcSA++EEOxXq9WSpCieQdqns8gAB+bfj0YaDocxPjir9Xo9foucMMatVivOW6WgFb8dDoch686uSgvQyPPRUoKF+ZWUO1M3yzJVq9VwKF0RMg8vCzhwQ4QyRPEgN24YHeDxgmxxgA7gc2IA+aD4IvJG1NsBCAQPzhcKn/66XLszj4GFxU73DaMvIK64Ps9Lqu7V1VU4Ou60OikCC+wFaNARyGwKbnGuOCoHQ4cBJeKP/l2WHTGd3hT4cefco/DX19dByHmUgd9nWaadnR1Np1P1+33NZrM4aqjX64Uj58Sok4Guq12HM5/0fZnORkf7GnDCJo2AzmazXGofjpaTn+gMbBLjBxGJcwqAIILhDiZyzjjX63X1ej2dnJzo7t27+uEPf6idnR395Cc/yYEO2H9AFzbkZSH9/q/NUzwhpaTnT5uAqELvA2zY9+o6grn1NHWuKS2yALCNADUqZUMAXl1d6eTkJLf2vVI1di61a5Cc/X4/wDjy6Vk7AEOeE1liTzjVu+kvxBv6k+J/yBS6i2yJq6srNZvNuI5n1BEF85on6BNIQAjmra2tXMoqGIUsAHAbOsUj8c1mM0cqer0gnhE9CxHkxAQkOHt0PbDDfHvdAq7FukW3Mu+sf8cC7qQxf04a+hpzHOrO/bLmRIMHcvxztxnIh2MtsC4O2OXlpU5OTuJEizfffFOdTkftdjuIS/RiSlKk7WXCB1L+VDCi15zrzn5tjuqcz2/S39k2yfd9rnmx/pwE9Pl1kttxveMun5PU8WcO3X5CpFGUDxn1wGGWZblaPZ5RxzrPsixS1NNsOsYJO4SPhd0j7Z20ctL+qW01GAx0fn6uk5MTZVmmg4OD+P75+bmePHkSz8l9/LQhiAIcZZxR3kO30S+CvxC04JJutxs4u1i8KZzHv9lekGVZ6AB0fblcVrVa1WQyCWd1dXU1bO9wOIwxRJewpYtADAUUyVhn7LIsC/16cnIStgddTGASchE5q1Qqkc1dLBbVaDRivPg99Q0YTyL12DFsEAR0lmW5Iwj92L/r62sNh8PAw5yohr/J8Yjr6+uBvaiVhswzjvP5Tb2CZrMZWzUuLi5Ur9clSUdHR3rrrbf0ve99Tz/72c8C0zI/rE1kOCW2Sg6o3YkGzJHejTH0RczioTmYo7Hv2/eH+IL3PWwsZDdWCB6RAQfiOJsviuzTx+l0GpEKBiBVRFwThef78FwheASee6XKkn9zbxSdkxmebuTO1TJl6OmP7mD5AkDYUgbfAbKz5+7Mpwp0GVubkh5cn+dzw+UyxcKfTqfa3NyMowQ53sSdfxhCJxNgwHDYIA0YM67v9wV0dbtdFYtFtVot3b17V91uVycnJ+p0OqHEfcz99zy7k0bOGvt48PzMqTs+PPfV1eK4QRrj/vtsKWByg+qMNfKFPJLehOJivbgjNpst0vTdiEv54kopiSUtxhh5cOILHQCL7WPIumYO0nUjKSdjw+EwF4FGfwEaPHvEiS7WDWPmcuPk43g8fi5bxqPqzoL7ddK0YMaE8QW0k/Ln44P+gjGGIHPHnX83m81gyldWVrSzsxNzy17FdM8xoB4D6M4+14eYgAxhTNiy4CfOuCx647kYG3QEesNlyeXY5caLvAHQp9NF+jgF5oi6bG5uamdnJ7YgTSYT7ezsqFKp6Pr6Wk+ePNH9+/dVLBb1n//5nzo7O9Pu7q7a7bakxR5T5gZy4KvaWOtbW1uq1WqSFnseWWdO2Dixw/wVi8XckU6sE8COk0p8TpaHR61qtVqA906nE0QufeJEGbJnSPNnbTixwPpst9va2tqKiBN9qNfrWl9fj/nzwAeyKC0KL4/H47BNTob6aRju7HDN09NTrays6PT0NPQkgJso4mw2y2Ur0CBK0ScQCmRJbm5uRgFoHHwcesa73+/HWqL4sWMCJ+lZ3+gmJxeZA54LrISTks6xpx0jL3zHCU137F0Puoyl73lbplNe9Nmy5joldTKd0Pc+YjMgkyhERuYAssNRYd4ft38vQ0vXeIpfyexF3pFF1oTPC3PtBIu0kBvkhHumUXeu49dwh2zZPPncOCFI/3EE0y0P3je3+b5FkrR21y2pDkNn4pA1Go14ra6u6vz8XB988IH6/b4ODg5yJBs4F7LPswDq9XrYYfbA46hCooIDJpNJVNiv1WqxzdADDFmWhROLXSYQybgQIMIfIkJfrVZDX4Nd8AvRn+AVx3yQaG7nPdBAJrAHgTwz8uLiImpzeOYpc+u41fEWhMfa2lrsvQdLsiUBfDAajXJBMsc52BxpYfeRkRSDuv8oLYIxtVpNhUIhiqC7nvPMIwjkzc1NtVqt2P7MSRLYusvLS7VaLb366qv67LPPQo49sImMuy2RpBILBgCH0XCjljJ2AATYo9RZxUHke878sXB9YdM53vPPWXAYCt73PZ/uZLvDkGVZ7og5d77c8HrEi+dk8hF8VxYoA4DM5ykjd8ZTZebOlgvNsu/SN3ea08yN1KngGVMG2p0WT/f07/J9Fqc7vL54WSgOgPz3LDjYL5STkwGukPkeqaceZUBGmWd+i5ygkInwSlKz2VS1Wg12EUaYBfz+++9HlIYF6GRG6qTSloGKZUw+hAgsM0oe5fb7bsyhKywUWZpizzxJi/Q4GFiOV/KjPYnGukz42pGUS0vz6LmvH+n5Uxgw0OlaxMBJizWJEnYSASCLLHAPjxByP8aGe6L7PO3Vv4dBIoLGvSBVkWU/XcUdXuR5ZWUljmbyNcdz+t46f17Gu1Qq5fZU+/N5pNHJNX/u2ewmBXw+X0Q22X/INgrqwriOp0/OtgNM0rTHF5EB7tS7EfXmpB3XQX4w3PwWcMNxTJyx3ul0omJxqVQK0LWysqJWq6XRaKTHjx+r0Wio2WwGuHnllVe0ubmp//iP/9Dp6WnIsqflcWzeV7khn2yBAoB7Jor/OwXhzDtkgIMhMim4JroIPY1MXV3dVG8fDAZBIPjJMo4dsI/IOU4690Ru0R3oYOyDZ3ug21gr9BH7RXSeSA9RY/pA5MydCelGXomiQWhAkLF2GFOu5zUXyFJkPWG7Sdc9PT3NPRfzkgYWJpOJBoNBFAtjTNABRAuxhwDs1EaSDeA4ATlwTOLylEb+XY5o4B6uw1+3vSkZ8EXt8+z4530/JR6cDPDv+vxfXl5GrQ3Ij0KhEFs5fIvRMhLgy5AVv+32ecGQQqEQx6vhN7iD4ePD/Kb23QN2bkfBmshGKl9cH3LL7Zu3FMdhK8CB4NAUQ9NH0rxZGymxgGPqZIGTHswzgScygVZWViKrZjabRbE/ArAQKbu7u6rVaprNZnE099ramprNZi5aztiij9APRObJIkIeGRu+P5/Pg6gfjUZBYGH/sY3n5+eRDQL50Gw2tb29HfMBvppOpxGsdZvhOsIDH1mW5Zx/SArXv/wGp34wGOR0M/MLDmGMyPScTBY1AegP2wQIsjB34B3PSkYmkXnmxOeZmkJbW1sRfPDAp2dEQeBCdHuRyo2NDVUqldjuCBFy+/btyBghUwQ7ORgMdHBwoD/+4z/W48ePcwGsNBiXbnEsORuLUfFom+/pRZjcUYCt8b2ovmeGYxqcdfOFSwVnBtgZZI8E0ScWGE6g1yRwJeHOqlei5jN+w8CgCFAO7AVOFRhCkkbrlikfVy5p9JHn9z4tI0mkBaHgDjMLxe+RAi2UrCtDH58XkQXePPLnzBvX8CrMRA1dnjxKSPooQModHAcsrkwhBABDKVlBgSZ+6847fT8+Pg7mc21tLaJ8a2trUciDNGme1WXO5zZtgKs0I4CGrFWrVc1mM/X7/ZjHZeTB77o5GSDlQbyvGUA6v+FVq9WCBfaULNKcfK583XG/ZWPAeBaLxVB0qZH337sjirxJ+ewD+uP1KUjHTded39+d/JTMQO68MJaDDklRUwLQD5lA9AQlLy0irpJy26lc5lPygQI/m5ubscUJZ+Xq6kq3b9+OqL7rUJ7XU4txDvgL0HJbwDqTFKRxSiQx9ilQd12AjHl/0rllvHwemRfuifzSfI5wlBhD327WbDZ1cHCgp0+f6vT0VMPhMKI43W5XGxsbOjg40IMHD/Tuu++G48fJJ9QR2NjY0I9+9KM4ZgwDSz2BL+ukvMwNxwZSF/kCcDlZ68/rJJCncKbRkVQGljkbREac7CmVSkEQ+NYAZNEjk25nPW0d8g4yiH7OZrOICvnac5LPSYHZbBa1BTjOs1QqRTaYO8NeKGx7ezuHazxLDhLEx8bJGbIHJAUJS7QWwM59ya5wJwdCxbfpsXZ43o2NjSBYXec5JnRsQWNNokM8MoUceHHZNAOK79KXtC37Lv/3+XIA7PPg3/+8luIy14d+b2TPA0pOlEDMchTyycnJC/fz+v1+3/rDnzHFCO6cuy5YWbmpnF8qlSLF3bEma9vniuujE1Is77aL+6Xv8fK5d/wr5Y9HRJ5pbiscQ4Av0qye1dXVSNFmrtkyAXY4Pj6O9TwcDnV4eBgOP3pnZ2dHq6ur4dgRoe/3+zo+Po5gFlh4dXVV1WpV1WpVT58+DSdausHg3W5XV1dXajQaYevIgux2u+r1ekFQsfY59o+1zvYgbBq2vlKpxJgNh0MdHBzo4OBAlUolUtedJGTrndtyLzrtmVds2/C6QGyXQNbIRmAuINnQyR6cnM1uag7wb/Rdv98Pm7G7uxvEkOs5L8qIzyItjtqGFMGesIVxPB4HCUggA3KjXC4HGcOWE0gN5pjnhPD1sWHMGo2G9vb24mQH7On19bVOTk704MEDPXz4UP/yL/+ik5OTHAHsayBtJZSdR8w8YgljwoBvbm4G43NxcRGTx4OzAPkLS+KL3Z3K3d3dUArOgHvqkDNG8/migNNkMolohYMKVzadTieiAaTGuHPjwABnJsuyYODSsxpTIO3AlJayyT4ZrhRxmvzargT56wXdXOHxnrPvbrDcoVtmtFOWNr2vtNgiscyI+jM5eeNKemtrK1d47uLiIhYRUReUC8+Oo+RkAM/trDvjDyHhjKqnOgNMVlZWtLe3p52dHWVZpn6/H3uG2JeePucyZyydL5eJdIz5fblc1u7urjY2NnR0dBRkyO+bDFjW/Ll8TTqwp++ehu1OqqdKScopaWlBKHj6KgbYmWKiWamMoODpK+wnxfDQafQ73YrjLLWk3Lp0p9OJO2lxxBhZKAB4lLtHfEjx432e07NYpEWxRBwexgZ22AlEl0EfA9Lb2ZJCLYJms6l+vx/rzgku9CDP7Cl8jCVRrDRrAyNZLpefI3EZOxxi11fICuNDPxywuT5CPyNDy/QM1/C/jCHrjG1D3LPVaunP/uzPtLe3p3/6p3/ST37yE3W7XdXr9XBAj4+P9cYbb+jv/u7v9OTJE73zzjvKsizW8Onpqb7//e/rb//2b/WjH/1IH3/8cdgZCjN6/7+KDZ0L6erZMK7/pXwxLWQFEIUMk4bpWTa+79fJQo8sEXly+wGwxBbznttMKk+7TaT/rNV2ux1Abnt7O6I5XpwTG4LDz9nXpJl6hJu1WyqVVK1WdX19nTtuyuuxEPUDLHtBZF6AVddBo9EoMAq/OTs70+bmpra3t1UsFtXv93PEvJNkvs//RRmhRP78NCCcDnQez+lEIVGwlCBP9SAEijuIThAuI4jSl3+ODHlLsY3b3C9je50M9r8pKQDWSvEWY4uTgcNTq9VycuvtZcIEyL07D+5okxXjQTPPqn0RvqSl1QfARgAAIABJREFUxE8qK253uC6fz+fzXCHMZcFAx6cuY3wnzVxOf+tH1TkhiFOHfUemPfsTx7VSqYTj3el04trb29saDAaxBQv8SeBibW1Nz54902g00tbWVhDQ9Acdis67vLyM4nRs4eNeBMA8pZ6xBmMQgWaPPIX7WP/sn6dvV1dXqtfruezByWSS6xN1EchcggQF43tqfEo28R56rF6vazabqdPpxH385AOyFbIsiz5CrIBRfBvAfL44Pvv6+joKkc/nN8cuUoAP3CItCjBiO/AV0Y9kP/Od8XgcRA6fb2xsBGnAFrxmsxnbQRgHx3ueycb2eQI/rJHpdKqTkxOdn5/r7t27un//vrrdbpCvKb5KicaSO0qeeu7Rcj7HwQL4Xl9fx9mqKQvLwgLwuiJwQOvRQhaqpw77vkH2Rbgxgb2n72mUk+vBHBElQ7m40+GRK2ce3YFBqaDk/flS5ebGA6bQ2UUfK/+tO9qu3OgzToqTLqnixFj5aRDL7uUp1T43rkD5nadq0SdPz4XAQYYKhcVeZAyfG8W1tbWc48QzExWB1WQBAUB4XV0tjr4EQDG3RIqm06nu3r2r8/NzffzxxxqNRvrBD36ge/fuRYG4i4uLSFd1R2vZgkmbEx+pQuM6gCYKgYxGoyjmlMrC77qla4Xx9LQrQDwyAMO5urqqk5OT+B5sJnLlxg1l5nIKgPXsH2lRYAlZRze4oynlUxilRfTLT5xwPQOx4cAlJdQYE18f6BfWPaQFythTelMAMhgMArC7nFUqFVWr1ZANB8E86/X1TQG2ZVucvE+eyssYUoAMR2Q4HMYxor7Fyvf3QaLhIAD+cUqcSKUfL8re8kgZ458SPuh2ruXP6O9Jz4NRdzqcAKUxZuPxWCsrKxGt5TvT6VS7u7v6wQ9+EPP005/+VOfn52q1WhF1/tWvfqW//Mu/VLPZ1N7enra3tzWZTPT06VONRiP913/9l/70T/80CIFf/OIXMR8QEV/l5g4oQBK75s4/c50CeubXQYu0KBCJvHnkg98SsfJ1TSQGorjZbEYVfc86oXF/xxYuv+higC/1IXhm1ouDSxyE6XSqvb29qEpNn9Fb4BXHAU5uFgo3R3+xrlZXVwOE4vwj2x6xxI7iUCDnFOQiyjQej9VoNCJ9lTOrcWQKhULuNBxP0Yd89L2+nnkhLTJ3GB8cAscOkIXoD/St9Hz2kJMHKUG4jIR3fJJirmW6JCUCvszaTH/DfKT35IVsubxDLl1f39S6YJ6bzaYeP34cmPRlbi/Ch0QmeXYIYM/McbvGtXiBDX0+3I4ih2kwwf0WrpX2LZUP9zNYSynZ4XjB7Rt6hwAC18N/cf8IXwQ7S1q673EnMwCdsLa2pp2dHU0mk8j2u3Xrlsrlsj777LNw1B88eKBKpaJer6der6ednZ2ITKPLsLNXV1c6PDwMkpDnglDhN+w5B2evra1pNBpFHRNIhtnsJtK+u7sbTjhbLZBvIt044TjRzHVawL1er+f0gssKen80GuU+w/6TdSAtCFIKPqPfyJiiX+5jMNYUXYRIcSyGjwHZyZwiD71eT6PRSBcXF3EywHw+z1X+X19fjxo0rIvhcKizszNVq9X4HFnEJyHYnuJV5B/9TN2AQqGgwWCgk5MTvfbaa/r2t7+tjz/+OLKRndRK9aMklVy5u4OJQUO5Z1kWaSQwcr7XghSM1LnzavhMAJ8Xi8UQfGfonIwolRZndSNUGFqPPC1LH53P57kqve7Mu0C5skBQHSwz+R7R8nu5oXLnDkDviswVFULs0QR3blOF6EAJo+SEAHODcvPPXTk6WeCZCdzTf8PiSR1lH2eP0vGsLthu5Imq0Bz0SAsGjwaYR0aoQcB9Afmwe8guxEGtVgsFNJ1O9ejRI3344Yd69dVXdf/+/Xh+9kQDWpgPb+lcMxcvMnYOmlgjq6urajQa4YD8vguMpZE8JwOQXVLGWNvIA1GOlDD0NTwej0OucQjTfX5OMNFYn1S29a0VKHqXGZzgdH0hO4AO+s+zMtfIr6eYefqV6wqu4c7NsjRRdCbPhzFyItPnYT6fRzEeiAf/3MED/advZGENBoNg4Yk2+O9xBDBaOEcAI7ZdDQaDYLU3NzdzgBZnjPWCkXRnTlJu/Jalhy8zSDTe9zRDv747dK4PnUghIgF5KimKNvX7ffX7fX3wwQe6vLyM9EfAeq1W0+rqqv73f/9Xo9FI+/v7ajQauri40OHhoTY3N7W/v69PPvlE7777rt5++239zd/8jSaTiT788MOwbV/15tkeHsF3xzvNCmEtQC45ec+a5zek/kt5J8/t2cXFRdgB5pUMIC/A6Y4mYBz5QJeBXbA7fA+H+PDwUCcnJ5IWttxr2NRqtYgGnp+fq1qtho6ELHFCAl3ndVWkhX2GoGM94JQDOn17hdt59CFkqmcUcTqSR/rRiawHXmQm+LYBbCGZkYwVUXzAv4NLzyZlbfpzcj/wlWMZn3sneh3PpGQAf112vPF/t2+p7f4yze1MSgpICx2Xkhbp1gqcJp9fsjhwDtg2gSy8DM3xcurYu01yrITcrq6uBiHg9t71uBPqy5x5aZGZQz/c+aaPrDlfeykmQ/7cIfSaIstIHc8cRn95sbzr6+vQD5Db9LFcLmtvby+29ZDaT5Qb55Eo9Ww2i60HbGetVqsqlUo6PT3V2dmZnj59qlarFQQSpwJg8/b397WzsxN9An8QXAPb4Kw64YmvhG7nmbh+v9/P1duB7KTYHvhBUuByDyKQdY6zC46gH+CR1L8qFG5OAUIWms1mBAzRex4IxRnHQQd7OkZwQoj3XT7J4GJ9k7VVq9VywUd0M/WfOEKSYF+r1QoChQyKy8vLKCYKlsXXHg6HsS2C2g+9Xk+DwSAydB1rZlkWOoX6EEdHR3rw4IEePHgQ+sUPAsB2PEcGSIuoDQJGKoJHCDGWpCi0Wi3t7OxExWUMiS8YnDJfTP5vwKRHFtMOOvBwI7C+vh5sVwpAPW3VlRHf89QiLxjhxs0NJmCSZ/P9NCw2d6I9OsjxDghyquyWEQRutNI9084S8X8Mpws8Ss3Hnz64Mgeg8Awe6WTBOZGAsuc6CJYrFRbTbDZTr9fLRVKYOxwY38NNP1EcpVJJh4eHcd6mZzkAbFyxO2lCCufGxoZOT0+1vb2tO3fu6JNPPtE777yj8Xisb3zjG7pz504whIwVEZRUDtO58eZj6sbO5QoGr16vRx9/3w6Ds/EYQVeUsNZsD4LwY6xqtVouUoVRwGm/vl4UlHHHlXt5gRV3rjEGONcYITcWzLez96kMl8tlbW1txbFkDhqcFEwzEdyhZ22RUuaZOM5yA/p8vTCOVILd3d3VZHJzHM7R0VFkB6Aza7VarmAQBKzLlROTKHXGC0aZOajX62GUU0DOnMHMO9svKdIDIQSIdqdZEGm6N7bEdQigymuMIBupo5/+mznCZjjQT+eTz5ApdJHL8cXFhXq9np48eaJ+v68PP/xQ7733nubzeaSVY9y3trb07NmzAHRPnjyJiMza2pq+853v6KOPPtI//uM/6u2339bf//3f6x/+4R/0r//6r6rX68+dIPJVa+7E+1Y7z6TzmhQ4ApBMONoQ+oBo1vQyAltaZA54wUmPDJLqORqNcsS2E9cAW9K0wTbX19dhk7DP2EFsmXQje9TQQDcRBZ/NZrGmAIru2FDhG7IBuac/3g+wEhF0gKzrTa/g7enoo9FIw+FQV1eLk0XQlYXCzWkF6C3sEP2bz+cB+MnSow+FQiGIa+x6sVjMHe/JPmTPCvJia+BGaUGW+t5czxBz+ynlazwsa64f/D13BB2z/F+b4zOu6680UMIzMZYuv6whdPvl5aX29/fDhi1zan7fDb3q+NsJHo5OdlzA3vJC4SbzxX/jpAJrlHXn5HeqE/g+v4dsgEx0zE1zpz4NMvJ9avTwuTui4FsnQHCat7a2ouAeOIbTIVirq6ureuWVV8KRxXGfTqdBLLJ1DV22s7OjV155ReVyObJ56vW6Li8v9ejRIz169Eh7e3sRUDo4OAi8XK1WVa/Xc/bdjy0lQ5Aspvl8Hke/zmaz2PoE/q3Vas8R/eiW8/Pz0EHoH8cIZ2dnOj8/D3IAItd9zel0GkX9fOsCmafY983NTQ0Gg6ifQp0VCBJJQa4hp2R7tVqtIIUha7E/YB4yWh3Xuo9I5gQZHpIiyMU2aElxbCDFIjk+emtrKwIq9NXlFFtIDQCy3RlHahpBMEgLHwzC7fLyMrKwut1uBEJrtZoODw9jayt+x2QyyQWCJTtNwNlmZ+UpfOYLnr3YOHsICJEAN9qpo5wyxV7Z0lPRAHDsycNx970bGFcWsUeuEDwvEOaT61E87s9nHpHnaByPghDh9ZRDPkfxMw4AfY82oqRgmDzdxftJ/1KywJUl4J6FyWJgTHguhM6FyQ2V35O+cS3kgqi+M5E4Ayg5xp9rcF9X0NwfNiwVcN+uUigs9lL7PG1tbWlnZ0ftdjvG3UEoTkun09H19bVu376ter2u/f19PX36VO+//776/b6+853vqNls6sGDB1pdXdXR0ZH6/X4oYoyQkzxudJx8QT58PD36TI2Edruty8tLHRwc6Pr6Oo5PxABICnD4/wpmvqix5lAMgFHWOXKLkvS9q9Li6BgyH+bzeQBcB+4YR861Zk4dHDqYlBRgFxlBPtzx91oa3NO3AWGwlx3rCHGB4p/P57G3l0gYZCUOAwQmsk+KGVunACrIt6fJuWNAhGBlZUWNRkOlUkmj0Sj6SbowqWZOnmBYz87OVKlUck7K+fm5er2erq+vdXp6GhF/wBlOm78mk0lkEsxmN3vy2M6Aw1OpVFSv12PtAQBIkfN9gfT96upKvV4vgBLGFoMMwPDsII8cM4++tiTldLjvW051MfI0m81iL998Pg9Q9sEHH+RAhZMsAFWA3eHhoQqFRcHb09NTtdtt3bt3T6+88oo+/fRT/eQnP9Ff/MVf6Ic//KGyLNOPf/zjXDTC+w9J8dte3/+vbW1tTXt7ezE3nLTgQJnxd+yAvvAsEObFo4kQDdLieEDWM7bYwSjRJ4hJ1wlErH18ISyQpUajEXPoOp71DSkwGo0ivRY5Zw27Mww2Qv+USqXQ4aTFpo68tDjqb3t7O/ruxxOii8bjcWxR8G2N2EjwE79jTfMMw+Ewvocjyhjj3PNZli2OF8Mmn56eBuClD6VSKfaKe3aSkx7gRTAOskBmkrTAfN5naRHgQA5Sp9j/79la2Gn/62S3O5NOHEr5Iqf+8uv7tTxi6MEU9Ae4LN3i5U4xqc2rq6tx9ODJyUkEqJD/FPt5+23rD9am62H6hg7gGWq1mgaDQcg7GSY0J+6RBQ9CuBwg4/wOLMXz4lAix3wGVvV5doLJA0fMoQdBIBlZz2QgoUcIcmCTR6ORNjc3c9vr0Efcd29vLwi+SqWi/f393Pbidrutk5MTTafTOGoO+WEdz+dztVqt8D/m85tjAvF10InUIICIzrIsHH7myfUqKeToBeoCQM7g6zlWowZRrVbL6UC2WrkvNp1O4yQZ6pxIin5gG1x3ZlkWAbNyuayTk5MouAlxghywLRX5SWucdTqdCN56ZJ2sVggEAtk8jwetcNbPz88jqMS6gMyrVqs6OztTu93W+fl5+BuNRiPqBaA35vN5BF7a7Xb0DSd+c3NTKysr6na7uULO1GmAyKUAMvj68PBQlUpF7XZbP/7xj/VXf/VX+ta3vqWPP/5YkgKneqaSt5Kn6PgCRZDPzs6ChWPBAUbd6OOsM9ksUPZ6uwJl8mDmWbD8TdM1AO1MEvc9OztTrVaLfSFOBPBMVIVMU0+4rkfWeDlQZXGjXLwP0k21cI/aA4xTtovndsff2U6MiCvP2WyWO6c3jaI4oHRFiZPE3NDcKPO91JikxhAhZm48LQ4FmTrMPr++4D3Cx/9hI7mOR/IcFDBe3B+gQcomssd1PMvk+vo6Mlg2Nzd169at2L/96aefqlKpaHt7O+Qc5wRnDkfE54p/A2h9jH2+MRA4ZVtbW6G4Li4uIuXLU3k8Kv27buk9l80D+6/W1tbU7XYD9PqZw0SVKWQDIOeayCeGiHu7wkT+MCaAaZcRBycYbiezvCCLlAeMyIkDOxx21g7FuSQFKQHhsba2Ful29BuiAABfr9fV6/WCja/X69re3g69VKlUwlEvlUoBprg++wghbdgPTIowkRfkkf1nOOde7d1JUnQ968fBlLQgW5vNZjwbNVKc6Nve3o7CnRTb8SrhFH7ziKhnFlA0xwmWZSSoE27SQv94Snoqx545sIxM5V78n3GWFgDU9RKZPTg9w+FQJycncfJAp9PRv//7v+uP/uiP9Pbbb6tcLuvf/u3fcnseXYcioy9zI5oECQAQ8yggwNnT8hl37B3gHb0qPR/9kxZbfph/1jvNnQf+prgAsONbYdKoPbLBVhpANvMNZoFsG41GOjo60snJiVqtVlShJjIOLoJAI4pDyi/rTVKQZo616DOYhDUBmQXeYCzcznGEFbI1Go3Ubrd1enoae06xL+7U0B/+z/h6YID5p8o5RB/ENgVGIUzIsAO8sq6YG8dYzL07bE6kE0xZtrbpK3OcRoXBbOnLZYjfLSMGvE+f15bplt+kDYfD0PUbGxva3t6O6KBHyv15XobmGMcDUr6theio2/R0LsEWUr4AqRM2PPOyoJKUPwUI/eJ4Pf2+zy3y57hfUjiL4FfWJAQADnGr1YroLeuJwrE4kF7kDkxCEGJzczOyBofDoTqdjh4/fqy9vb3IoPUgIgX8nAwnaw0C4uLiIrbBEXTAYUVPgMW4NvjKAzKOO3CYNzY2dPfu3dhC1Gg0gnTAaaevWZZFdgDPAoED0ZBlWWR8IifMG2QpZD5zDSnAXHJdtjiBE4nio3PQpU5Gra+v53BiqVTKFahnTrkPGT0EJyEHVldXgxjC76xWq/HsPmfoHeYO21UoFILcgJjCJ/Ct0uh57JgXU/dClc+ePdP29raq1aq63W4OE6VEpySVeAPhR9hYAM6Iu7MG4PNItDvYLELSR90JZHBhhFBy/jsmzVN3WahegRyF4iCThScpBtOVhqexekobTqA/L4vCyQF3tlk8LGwK8nB9r7TuxojxYE8lRtgzBjxKwJi48XKSg+8B+lnIacaAK1yURArgUqPqQuzjzti7cU6JFRZNajRQ8gAGV/Q8K4ojBfHIX6FQiJMBUG7IJQBwPp/HyRej0UjValWtViv2DWN4URrsFS4Wi3r27FnOAUzl142NRxSdTPK5LBQKwfqRTnTnzh1Np1N99tln4USSMcGa+m02nztaSoY5CeLGWVJuzziEgCs6UpdcL7jx9+iik20uj8ggaxLl6WPjTL/fj/t4dEDKO/6wwhjV9fX1XOoVBA0p+w5oPapN3zBkOO+efcA+UfYCQprwPHzPHUecaOQZwyBJR0dHcd9CoaBarabd3d2IcHz00Ue5Y9l8HjnShnt45XJIupWVlYgMTCaTiKoiN6RLlstl9ft99Xq9cPrImmBM5vN56Ep+D6POnKW6chkwT51N5DcF5k6WojfoC5ksgFXGxYEM96G/OGdUB0YHdbvdIG6Gw6Hee+89ffOb39R3vvMdjUYjvffee+p0OiHLyOnLAuw/r2HDzs7OIpU8y7KQSfRaSrbzQv+lWAFbkNoliANsKPY7JQDdgUbW2EPs5IITiIAm5BoSE9LXbQ39HI/HajabkRWEc+pj4oS4tCiKDDBP5RSiwTNb3P7zPeTUQblnUUynU21tbalSqURQAuecVG3u58Qrug6iFYCIXnWnrVarBdEnKdY6Y02wh9oFZOTRGAd3Hl3fu03w8fNn/rwGGeTYyu+T2s+UEHA85Q7jsoyEZc3tvt/b7/V5DdJ2NpsF/uaZfQvhi57nt91SB97HyYkbf/l3PJjF9XzMfEuOY3z+psEnlx3/6/bBsxnQQegbrusy4+sOWwyex35hF9ypn8/n6vV6Go/H6vf7qtVq2t7eDh9qPp/HkbPUHGG9+R50nFtIx2fPnmk6narZbIa+Ba80Go04iQKMMp/Pg7Dr9XqBWchsQ484IUlNIPSaB6CctMT+gYkajYZef/11SdLjx4/DiYXQ8sxtsP0ysgh8ThFv5ou+4uyiOz3zmEKp2CF8HvfJwKIEo5hzMr7IMCuXy4GNcNr5Lvqb5xoMBpEN5TiSIs/X1zcF9Wu1WsytPxMyTPCP5+BaZDCQVQWhtLW1FfIEloSwAL9Qx4F1MB6P1el09ODBA929e1ePHz8OfxtS+DkyII2qsLDceM9ms4jcSIqUMTdmTCZCy3VQ6CwCoobj8VhXV1exDcEBoAsie06YUIwYn3uEkcnxFOV+vx/XBZg4GeARCdghf3H0IcKHA8MLJeIOMODRU498jxzPg8PgYNmdR3dClxkWDIgDKQdBCLRHFVLHngXr93GD7WDNnbCUgXVD4DIk5Q00fXNBZLEgf24wUOhc151yHAj28wAQffH7/mkKdCC/pEN1u92ollqr1SJay/M6m0kf/Zr+nLxSQsCVAc+A7O7v7+vq6kqPHj36UgDot9G83yl4Y027s855ujw/egCAzb4vrosx5ZoevXdnjzHi5VEiZ4Od0EpJACJzXJv+8/30PW+sEQhR/p06itIiOyWVe+5PobOdnR3duXMnHBvW3e7urp4+fRpp+Rzrg+GDSHM9gC6h/6QV0rfV1VVtb28H0UDkknovrA+yO1gjFB6EqJjNZup2uzo5OQlnnbkmYjeZ3GzD8WJuZHsxZ2Q6AABg0Yk+ELkkxRv9kgK/FKz7WmNN8TufSwezvp45vxiZRh6RJWfrPfXTmfrd3V0Nh0NtbGzo+PhYjUZD3/zmN/Xo0SO98847ev311/X666+rUCjol7/8ZWxZ8mivP9PL2BxgpMSwtKi4zxgtmycnrll76FAnB90hZi15JosHG/icqBH9xJ65vub+EGjoH98m5/vqs2yR+dDv92MLzd7eXjgHbI9h7y7rEdsGBmA7DWvO00W5DzLo0X6u4fVr0EeMFTKKEyApHASAMNWxmT+/j4+B1zHwOSuXy6EDl22LnM/nQbTPZjdHmJXL5ciQdNDsDpnjS3fQ0OeQBGxb8DFY1lKyftl3UyIgdXRTjJV+/qL78vf/Qu6hCwhmoB85sg0S8XdNAnxeSzEy/QNXg3UdT7rcun1nHaSRecaTcXFM6mT8sjlK5yH9jd+Dz9zB92AE2wY56hrHDALOC2SD39lCwG9J/SYDlaxKap5J+doMbL3udrtBIBBU8O1u19c3p1NQD8CDGvhBFLOD+N7a2tJ8flO8utfrqdVq5Yo0gxE8W5X3yJTA8fYC2PhqZEFABkBOSsr5Row7eod5Yk7wT05OTqIei+sH5Ab9CAHgQZ5SqaTd3d3QQ8zv5eXimES2YhKokBSFB9fX1/Xo0aMgC3DefdvWcDhUsViMjIG9vb3oK1vOCDywVsikhEzGfuDYn52dBVYoFAox5z5OknI1D7zOS7lcju2kDx480De+8Q397Gc/C/LH/StvJQAme9bY18FDuPHCuHrKD+wNhpRJYDEDQknNcNYXo+qsH4KH8gDgo2Dc6WbBsXjdoeD+1AzwF4bJwaQLmTvfAAhPNXH2nvQViiQ5YJ9MJnFkhPfP2UoWigNf/z+TT5/TSfQ0Sj7z8XGyxq/vCypt7tgQCfXxcwXqwM4NPamBRB6Zc5wIrg976fvk6JODwWUKfzqdqtfrhQNPoRSUN39xSonq4IQQ0ciymxoPp6en6nQ6cWQVVUspDMLRLSl4ZczS6IaTHyg+9gBh5A4PD/XWW2/FUYekk3O933Zzw8j/HaB5BA7Qj75YtqZ96w/vpWvMjbWvQ3caaF7IxRuyDKmSgkBPO3PiwLNaYL25PwwzfUF30O9isRikE98lYo6hZq5hbnG6Ad1ECrkOkXaUN99Df+zv7+f0jTscpVJJ9+/fD8abfbykqxWLxdx+RfqI3G5sbIQjQXQbIEqqIXViGAeML2TqeDyOgkruVEuKbTmQZjgjGDlkCr1PMUl0BM31dEo8QlA4eeqEpsu4O2BEdTDcyDh6GnkAaDH2GPFms6n9/X11u121Wi2dnJzo8PBQzWZTDx8+1K9//Wv97Gc/04MHD3Tr1i2tra3ppz/9qXq9nqbTaWScvezN9bGTuABgQHQatXdbwzXABYwv84H+cGDPv9MUW8cCkgJk+W+cbERfuT6T8kflOlB08jHLbtJyWVcAKbYGlUo3p0+QAeVZhsgRe1JZz45vAIGsK/rpR5ShHxlHzxTkeSg06hEoiDde/F9SgHmexbfYpfMMmGec2CbC1gdwj5M0rOWVlZUohgUBiO70s8uXRZRTR8/tKo3PnWD39S+9uMBg6qT6b/1+X4asS4mA3+S3btecDCKSzJhDDDM/LwL0v+3m4+q4E0zjWbHYZo+qo1fRGbSU3GU+XKbcmfc1ls6dX0/KB5g8+0Ba6CbPGMNG03evfM9vCXY8ePAgHFzWnZMg6CBsCWn6VNvvdDrq9/vxGZXjnXi4c+dO1BnAZ/Jnoq+z2SxX2NBJ7JRcX1tbi4i2pHAq3W/AKWV8cGqPj48lLY6blRbHOnNKguPFbrcbp8ZBLnqwz8lBbDH4gMr6YCuP3k8mk3DGNzc3o86ABwU8C5G5pCA5WRye/X12dha4rVqtqtFo6Pz8PPrBdh7mn+0J0+lNUcj9/X1tbGxoOBzG/V3uIcyQqfF4HCQN2AyCiewFshzwk9DjZICsr6/n/OC1tbWwR1tbW/rGN76h7e3tKHbPuKf4o+TOnU86g+estzvTCD8PioAxaQijDwALEyBKZWcHce4c830Ux7J9Zynjx4JGSXm1fFcODlhdGFOno9/vh2BSCAsDxriwSFwJ8nJnh3s7E8qz+hy40vGCGH5dfyYna9LUaFJzUiY3Ta9LCZPUkV32e0/zTGUIhUz/ne2HOXRFzveXMcWpofdD2YDCAAAgAElEQVQIgLOZzA/Ox3Q6jSr4KHh3Hj2lkWeCYDo6OtLx8bHu3r0baVz0CQcJ5Z8aKPrmjg8RY86VxmHu9XpRCO7WrVt6/Phxrljib7stIwNS59ujtS5jkHwpOcSaIFU9Vfju+DvpQQYRUXnG18kkB/wpseURetaok2qsdTf8yCDzhZ7yDCeAugNqzx4A5DvTDFN8dXVz1u/R0ZEkhRFmv5d0o9Sp+g8ZsbW1pVKpFGfe4zBAQNB3SCbSzgALAAmv4cL482zobvQeToiPZ7VajfVSKpVyWzBwkBk3xl1SzmFz8hNSTlpU1eX+HinGMXNdnhJty9bcMjDveoQXOttBnjuSGG/+YoT598rKira3t/Xw4UMdHR1F6vSTJ09ULBZ17949nZ6e6he/+IW++93v6t69exqNRvr5z38epPFXoaX2xm01Mp9uA3L97UQiUUP0CLacMUVe0D/IpM8LcuIRZPQ71/AaJn7utpOCyCukMOnaHtUqFosRXT8/P88VLUaG2TpCtgjPxfqpVCrPYRSXTYqAQaxBUDhxIi0iqkS5eHaIRwfR6DiAL+MIQYgOmU6narfbcQIJY+f39G18gG/2DgNQGcfZbBbFEzc3N9VoNJbWcWHdSYvMEsYDzML8ow99DHwduw5wm0Bzp2mZc+5ki+uQL+PIe0vn9cs23+OMjDipxr7ndHvm76ulujIlcXyukBvG1de143snFfw3LtOOl9PP03u4rnccwD18fiB6kSOyllk/yKJv32AtQNhVq1Wtra3lqr3jiEHkdDqd8DnYolooFNRut3PHlR4dHanT6QQuwYlmLU0mEw0Gg3hWL/rb6/XUbDYlLYhD32MOLvb6LQRvfbsj+u36+lrdbjfnNJIRura2FltqPRBUqVTUbDYjGAMmSTELcw054LgRMmxlZSXsM34ogT9J4VRLC1yFDnbMwrNBehYKN8cT7u3tqVwuq1qtRnYkZD1ZDBQppxYKskamFzqvXq/r1q1bsf3TayfRwHcEFLxGDYQtthF59hOewISeTXl0dKTNzc1cHQswKUWO79+/r/v378e2DmQnzTYqIbi+FwyD5MbfF7E7CxS/8vcwtrBhngmAAOKkEhlG+BBGFAqD5JE+QNpstqg0zEJPWTkHL+6Uu0JIHXWIDwxTCjTT6FxqRHybAsKHwvTJoI+MhztGGE/fcwWo8b77WDDG9IV5w9h4VIRGegnEBY3+etVTF2xXuh45cBIB4J9mYQB2fAsIzpmzmCwSvpP2g8WOQri+vg4niKNCkD93+jjyiWsRTZ1Op3EWKPufuT+yxt5MwKcDF2TXCSHICuYH48NaKBQKevr0qe7fv6/bt2/r8vLmCBknbH6XzZ1nSbm1yDMgt8yr6wVfr1mWP5qHa0j/H3NnsiXXdVztnV112XfVoNCQgkwuCpIlm7YGsib20MtTP8H/Vn4CP4EHHtozDSxZlkR6SSBAAagmq8mmsvps/kH6i9z3ICFSlkD5roUFoCrz3nPPiWbHjjhxljrkuoMdwsF4EzyAfkq8ENhJy1JUB4yeScP2rCLUHNy4rPIeGxsbUZJP6XupVFKn0wlHyNin06lqtVpGji4uLsIA4+Agn2gKiL61Wq3MMZqAFEr+sFFcvu0KB47tAFDjaNmiQNOx29vbaCxEU6CDg4OYo2q1GhUxDtwJgLwkmHER5JMBBJThxLyPiMuWZ22YH37vJKD7gDSQ4EpJAdaVADXNPHk1RpqB5Tv4sVxukTk5Pj7W97//fR0dHcVc9Pt9HRwcaHd3V8+ePdNwONTh4aHy+bw++OADSdIvfvGLAHn/16sDPBBnfZw8Qt/RK76DbcP+OQnjgbzbSq/wYw1YE/wedoPn8DknBgmGHXi6LvFMAnsnmvy9eY4fCeXVQU4GE6gT6HrVFP8mEHcylSCAZ7oP4Xur7KfbD/7v6+AVUT534CiCq06nE0daEaBD4s9msyghRtcgee/u7iKLhu3wLRrYTarrfB1ZYxq1rgriWedU99OESLoVxANB6e29/7/Ln/pc8icFzO/6Tkog+Jr9rgt59e/j86bTaWy7kBQVXmnC7Ju+UuIU8g1SmDE6fnQ9l7IkgJS18b5+6bYY/zx42pMEbqfwOz5u/760rJLh3jzfySt664A18f2cqsPRcY4VaJjX6/U0nS76DZFIOj8/j/J+kiVUGFO+TkBLkErvkkKhEMHkbDYLPEpCYGtrS1dXV4GlCMCJSa6vr+MUlfX19Xgv5p5EBhXfxCbY2a2traheZR7JTler1dgvj62QlqeIsJb83JNJ+BFkhjl0PAaG4P5s04KEgaDxeArZRAaZY0hKkj8uC2AnT6BgU11+wPc3NzfqdDrRbJneAsTA0rIfgBOtkjJbNMBFbtOoTIfYYSvEZLJortjpdCLp1u/3Yz7H47GeP3+uZrOpH/3oR/r2t7+t//zP/8z0R3uLDCBYwwGnAIzFwAngYH07ACCcQeEkZrNZlIk76+el4t6t2w26B9OUZuC8faJTxh8jlO4JdqO9yrC4ofJxdDqdEJKUFc3lFkdgUDoLKHDihLnld2RGmEeUjud6ZsCDWuZvFQuesrRpsEOpiguhkx0pcM4IiAE5D5q4MMT+Xtwb8IFSeZdlZwadSMCRODMmLc+7dsIBwzGZTCKYZz+PbwMolUqqVqvRM4DjV+r1euz7Rg5hhdfW1tTtdvX8+fPIqnjWGifoQC8FLig2oMLfi/ne3NzU6empGo2Gnj59qna7rTdv3oTCflNkwCowjDy6DDvYwlEC9lb1RSCzh845ycT8ueMGcFN+WiotO2xLy6oewIVnIx2AcV8yVW7fUmDtQMLlncC5VFo0++HkBy97q1arEVhAfiETa2tr2tvbCz0m20B1CL0uRqNR7D1/8uSJHj58qFKpFM11AN50mMbRMWe8B0SEH5nWbDbjrGGYam9i6M14cGTD4VDF4rL54e3trS4uLjSfz6MfhAcAkGmTySRDiNzf3wchQfkibLjPu+u/r4vLHHbN+70wFy6vLp9p8ITs8HMHGgBwxuwZQ2TY9/BJi2PXfvrTn8YWn8PDQzUaDVUqFU0miy0e3/3ud/XZZ5/p9vZWP/zhD/Xnf/7nOjs7069//euwXf+XLwJM7KoDObLB/D/1jZKCqMXvp1t6PBjkO07oQx6R8SAjjR7jw5yUxS5Mp9NYS8cokHdezgme4W8nGGgWSXkuWTGqcHg/yuU5IhD7jT8CtPvWtMFgEHJNwO7+grGCyxx/4YsceJM08IDft1aklRYffvihBoOBTk9PA8RSKUEw4pk7r/q8u1scHUog0Gg0tL29rfl8Hv1KGo1GvDO67xgEYoU55PfYYrcJPidOBDv+cd1PycJVpIMHnnzObc5XkQF8h3v5s77O5QESuI+g2pMbvJtnGz3B8U1fvB/6R1BDJSh42ckp/xtZdyIuXYfUlhOP4MshuhkLeu6JL/c17/qbmMIJM+zeZDIJm8P9aCqHjOIT0TX8I/IJSYhejMdjXV1dRaUO20clqdFoaGtrS4PBQGdnZ0EE4etKpVJU59zc3Ojo6Eh7e3tBGnW7XRUKhTgem4pm12EwFhUJyJqk8PUEpo1GI/ALZeycenBxcRH+ktJ7CD7iwMvLy0xFC/4bWz4cDjNBMvEca81pSmmTQWSjXC7HlgaPGZgrgmMSKth7PsNxi/RfYB8/3yEBA7ZFZpB7bCvkC2QPODifz2e2gLo9g6TBplGt4XGjE4X4PfBKqVTSzs6OJpNFbwX8FtsrBoOBfvOb3+jv/u7vtLu7q62trUxViSdPJKnIYADfsOB82IURJfStALlcLgSd7wDQXBmZRA/o8vl8nIOLQKVGwUvMVpEVGIU0M8sipXv00ufjsN1oeDAxGo1UKBQC/ErLLvw0bmCfbT6fDyDAGBCqlK12ofa9x5T+AbRxdryrCwdMnxtQxsezCoVCprSPQEpaZjowWGTaPSijvD4F7v43gu5r5w6Vs+J5LypBMC7IFPKC4jm5w3u5cyYbA2CibGY6nQZTDbjBQTgjeHZ2pul0GgFTGlzCvAJ6+D6AsVAoxPmrAFfYS5haHASOxkuEkdtWq6Ver6dyuaxPPvlEFxcX+u///u+Yb9YxBSZfF3D8riu9B8wwZbF3d3cZ/fE1wPnjkNmnxPqhs4BK5sG3rUC0oCeQMZIi0IQ0YU3RMeQUEOmEI0E06+5ZTT5D5ot3A5Ahz9gl9ogBwjudTugGhAHAgQw974ndALjgWC8uLsL2bW1tBctbLpc1HA6jHA9gMBgMMnPIWcLT6eL4MklBpOEQ/PIyYZhlHMP+/r4k6csvv9Tt7a263W4EQMh0s9mMKinKmTkOiaOBsC1kWnB49/f38axms6lutxsZitPT0xgfV7lcDgKI+0IueHCUVllI2QoWJ7NZe+acckNsAffxkwOurq7CH+JnkBNkajwe64svvlC5XFa3243qH0oc2+22Hj58qFevXulnP/uZvve97+lv//ZvValU9NOf/jSqMdAnKhA8sPhTXoAO+l4A+pEjD3zRievr68AOrBP9iGazxda9crmsYrEYpxUxr17eif4hDwQaTujl8/mMz8cOAbzQaZIeEHDY+larFfMNvpEUANlBKr7ZAxv2l/o2MgBbLpfT7u5uJrgulUra3t4OuaZRFLrm+GM2m0XncOwb80Eg1e/3A3DTaMrxBviCIIYKUPz+q1evVCqVgsQCwHt21/EUMsr612q1yI5hC7B9zWYzkyQiKHDZTrPc/u7YD+ZeWuJBzwRypYQ29+L++Bgn6/md+1rHar8rUEU/0ss/mwLu9P7YR8e3yMHa2pqOj4/VaDSiTH02m0WzSA+k33X9ofbD18UJAGSdBt3oJ74T2cAWugw7lsQuu73Gd3HfVeQwPgZbgDyCkVljP0s9XV+eJy3tO79nz3i5XI5MNBl3xtNsNrW3txcBMvaF8eFPvK8JsVK321W73Q5doYFvoVCIwP74+DhTmXB0dBTHT45GI52enoZc0zXfkyHISblc1v7+vnZ3d2MOGJ9vU/GMNLpJ89Rms5khLwaDgYbDoe7v76O0XlKQImyTHAwGYTtIKNC8e21tLWz7zc2NKpWK2u22JEXCl4782OY0XgUvYue8MpHYAD/AKQLgyJOTk9j6hH0iDmPNIHrA824DwXs7OztBLHiFN7YJUoItI4VCIZM08CazPm7sND+r1WoZe+snQbx48SIqL5HFm5sb9Xo9vXjxQk+fPtXTp09j2wfNB92WFQE4OF9ArRt9KbtP0xXK9zfAcHvZLpez9s58uGNlMjz766yo7/HmGBY3UhAWzpj6fT2AddCIsLkxQGkANmm2l6CBi4AHIOOZkZShdqPm2dKU7OCeTnaklQH+Lm5onXDgfs6osV4IhK8NykMGju+m48fR839/Lz7LeFYx8qy9Zy5cNpg/HL/LGvdkDbkA43yXfwNkeTaBHf+mZBMDyXyikKytA7bZbBbbZLzUDEdYrVbjyCV6SkAWYJw8c849tre3M70DfB3TOfxjBQupXvOHufF9/L4OXt5FWRfvA1kiKUCOrzPfwY64HDAmMiHpupdKpSArsF/8nrX27/m7MR6em9o17AXZRcgiHNrd3V0cN4asYA+azWZkdnCagBoqTmq1Wpyf22g0QqZwoATcNOvxzKID9NevX0ewhty6E+NdydwAnNgmsLGxob29PRWLRQ0GgygZhNQplUo6PDzMZN88a8W7EyRhS3Ca6BAgxwMsxuZl4+g+z0qrxFgjX1PPdPI77pWSe2R1vVoJ2+IEKhd6zdYBZ+3xl17JhD3B8XPOc6VS0ZMnT9Tv9/WLX/xCz54907Nnz9Tr9YIM4XleWvl1spLv+0KmqLDxhrTePA7/he4jJ55EoAoMcDSZTNRsNjPZIq/MkZZbf9ifzlw7gcPzeBb2geAJ/Ugz0NgbSk+9S7eUzZ541pl75vN5NZvN+IxjHyoppGW55+bmZvxhTJS5ki1kztAJP54LPZOWtozMHYkP5IbvcDnheXV1FZ+l8oeKPcZULpejm/1kMom1RoeZP3ryEMThx2gmR2bYM9zgGgjJ1Ic5jgAYE7ildtqD7TRwd/LXcQ+/cznz76X3+KqA+3dd6TP9b2m5tVXKJs7AQN6DplAoRFn4aDR6q6roDx3r/+ZyHI0es/aQnI6bXMd/1/343ldVDqSVrcyJV5Gk3+X7fh+XB2KNYrGohw8fqtVqBQlTLBbVaDSC4C+VSplTe9g+UK1WM30EWLt2u52JH7A/+CP0uFwu68mTJ/rVr36l8/PzwAHz+TwSDNvb29Hk7v7+PpIIyD0J1k6no52dnUiu4KfQZW/uyVZYyIFcLhdVfWTTIYbp+UYjPbY2Qm56c1JwCnv0sbf4SvwMZD+EAQE+mERalvOztRzblMvlMngff3R/f6/xeKx+vy9pWRUA5rq4uNBwOMwkMpgLcJ/bOJKQyBpYNI2hb29vM9+HuPA48+TkJOSDbRMeqzGnJCF9240/u1arRVKIKmliK5o8dzqdTILZKzYkqZiymA78nWlaRQSkzB1K6JkCB9t8HyV1Q56WEaGo3AuG2LMyacYfB+FAkmc5oMXQ8F6rWEV/j3T8jM1BCAJKUM0zPfBOv8ezGC/viVEDbPOu3MeBqxtON37MP2NyMOPjQMABJ6wFDp8AxIMk5oz7+/99vlBclJb18OwP2yAwGGllCWNlfrw81P/2tYY4mE6nUUbkwT+AyzO2KCTAyrPTHqzyDBwVGRmMpGeGXM7JkGPsHaCwxoDCvb09PX36VD//+c8zZUTuxL4pp+/ED1U0zLUTMQSozIm0BKBO7jBu5oQAiKCC+yKrXkrozbOQS4C12wDujXz6WqSAguoN3k3KZlzc6fnWBfqrOKjgmWQkKC3m9wQ1jUYjmu+QMaXbv9+3WCxmju7DAeDUcf5kQiWFs4WAouqA/YYEMsispNjnTsky80BGfz6fh3Pl906KQXJtbW2FbHgWlXmncRIgCLCITZCWjRu5t2d/sJdkDCF+uNyuuky6TGBfsKeeVea+LqNOJKdEpYNRSIE0+8iYWq2W7u7u9OWXX2pvb08ff/yxPv30U/37v/97AB4nAAAGf+oLH4/cM7/YV/QdufLtAoAmKme8egwwx/3QMzLbkGHMqc89n/dmnjyL9SIj6Gvlcsu6I3ez2SxAFHpYq9UCJKNPboPu7+9jmxC23bNT1Wo1MkFUF1Gyi2zv7+9nKgcgFJjffr8f84Uvdx0hc4VtYCzIPNWWrFNahs/2Hmw2AUSlUlGtVlOn04l9y+xd5lkAZtchmpzyTO8ZQsUSa8H4UqIfvXEZe1fQlgaK7wocHcOuItBXfY/vpJ9Z9bt3XW6PGIv/7ZVL/u78TeXQ3d2dyuVykLjT6VTD4fCte64iOd7nlSbRnGhzPMwag9mcgF21lsxBSub4fKZVF/4dxpHKi3/Pk4aOq/jO3d2dhsNhYEACX5KQlKff3NzE32AKqqxzuVzGnxNYS0vy0LdZDIfDqLTrdrsRaLv9hUBoNpuRYKAJKHqP7LDPfDpdnFzg23TTqimXIwJh7DK2GXKWbQF3d4vGuhcXF4GdvS8BvRQYJxV5jlcuLy81Go2iKimXy2W2HPiJcOAJsBRJOnyxpExlK7LGKXlUgrL2fhocNoiM//n5eST0sGmSIt6bTCbqdDoRL3tFKBiNn+NreC7z1O/3w5eBG0lA4zexs/g/4l5sKHa02Wxm+kmQrB0MBup2u3r8+HFsFVhJBnhgkyoMBtmVLDWAKJ207GDpho0g0CfBDT8lex5w8Tt3/N7IAmW/vLyMbAOAEkCAULsAMUbPmjPBHlQ6gKCkBEORgkrec21tLYJeFv7+/j7TjdcDeeY5zYSkzDdXaui5D2AmDYYwap4xdVDlRjkN5gnC3GDzTp4VdLDtz/M59vIXxuiy48BMWjLifM4BoBt//5kTIykZ4IEEZAClQLCnAE/Wivcks+Jzlz6fLqOeXSIIdSCDEaLru5crYUCurq50enqqjz76SE+ePNHz588jM+6EzvsKEpx0cYPjwb8H1hgvvuNZLZcFl3UCRm8o4zbHK5F4zzQr538w+KwN6+qEgK9XCpSQKQdhfuXz+dhmM5vNApDRaI+SZzJfjJtnf/DBByGDEGAQGJK0t7cXWwYw6lSi5HI57e/vR5kizg8Qga10/QVwA8rr9XpmDyVzxH6/4+NjnZ6eRvmYA3UC0hSoIrtuiz3QwialazOfzzOs9Xw+V7VajYAv1WOIM/cpyCl2AZ32tUNfkDkn6HxdS6VSyGxK1mLPnJh0G4y/IRji/Zk3gjRA2traojHk1dWVjo+PVa/X9a1vfUsnJyf6+c9/nmlqmtqaP+WFPZOyDfuwsy4HDro9K+3zmQZ1HD2XVqBxD75LwOwgl0AJMEalBuTF3d2darVaxh/wHvxhzvk8dh8/R+ad8mfGQoWQZ2ffRdSyp55MGEcVTiYTDQaDSEYAtJF3fu6EC7rhPRKYC4gAZBFSxdcB203gIGW3FWIbbm9v1ev1tL29HXrQbDbjODLXX7YgjMfjWDd08+joKKrgUhkvFova29vLVB14hplso2PU1A4gNy5n/n/HPy6D/Nvt/buIhD/k8mTPqnt5szP3Rawh64++gVk3NjaCmPFxO9nxTRAC+B3k1yu/mFvHw24/0V2/XCadBOJyGUAXpbcTRvwsJRX4no/DbT9+G7/x4sWL2Nc+n89Vr9czQRmN+HZ2doKQ9AqhBw8ehH0jWw7hhs46KUClAYH6hx9+GL6jXC5rMlnsD59Op9rd3Q1c4kk55gLi6Pr6Oj7nmIrkAPrJM9MeWcRdjiGYI4hOCBCSf9g3tiZgD8AE6DhVCJ4Ivbu7i+AdfOCEOYSMVy+AvSeTSRyJDA7BTnqFA+/uR8K6P4AkQf+wtym+Y47m83nYWio5kT3sJXN2f79o8nx6eprRCfo1TKfLxqFUJfLcNCno5C+xMNiO+eH424cPH8Z2E4gCv4pacblRZUJxph5o8scDNwIcmBMCMg8W/Tue8fZAl3vDouGQmBicBWcnulK5AfbSRWcU3ZFypUEWzsYz2e7oMPBkAjY2NjQej6PREKW6q5wVP0PY3kW2OACAzfGgy0mE9P4I8Sogzee9JNKBN/PFZzEGDihwthh65sgdHIrugSSfI6vmwaBnTVKSBLlxR+PBJg4UBs6NEuAcg4sxXFtbC+PLGHhv7s07ISNOvLTb7cx2BAIBPzOUPVV0WuU4Jw+2pQUgPTk50ePHj9XpdPThhx/qs88+C93y7DBj/UMv1wuew9rwzg4uU3kmqCJ75qQS4/VKAYIH1tL3dXlpF+CHBncEZWnVCADTy+zcBrB1Ic1g8C7IoAeoTg5KijJa7ofhHg6HERROJhPVarVw8oDa3d3dt45LxNmNx2MdHx8HGeXZPt4VXYT5vb291dHRUZQsMjcelPMM9HQ0GkXfjlwuF05zPB7r4OAg05yNd8PJ01jTSTvmCNvtAIO1xG7UarWYd8opfV+xl4+6jiM3rDf3BEx4wOSAzy/3S9KyCkBSphmP2xIvw3b9cMIF+SRbDBjGzrF3dj6fR/aGvbP7+/t6+fKlfvnLX+qv/uqv9Dd/8ze6vLzUL37xiyjBx87/X7hS0OxJAoI1MjdkyAAwbheo+vEAN5fLRd+Lu7u7DDgiK+LbQPDxfD6XywVgY86QRWw7ftJlFztExspJSMpV2ZM7Go3C/pfL5ThGjHtyP+TR35cjYyuVSmSK+v1+7J1lrzBzgt908O064sSVZ37SbS+uP9JShv2+zCFEo7S08x7QvHz5Uo1GQ51OJxqK0h8Am4he4F89iKM0l3llLL71yW07sgU54MS6E80e3KVXqrvI8bv+7Z/176S+0e/9+14plvHLg0+eiQz5FhzIHexfq9WKvker7NU3QQbwPMePnmX25JEnZ/Cxq9bR38Xv5dg2JTz8np7sSyuT0xgjJYOwBazFzc2Nzs7OIqsPJvFO/O12W3t7e0HQjEaj0D0y4fP5XKenp1FBQA+k6XQa2dx8Ph89atgW1el0NJ/PYyvBYDDQ8fFxNBDc29uTpPDX6DbjrVQq6vV6ur6+jsCb0wDYc+7vT+Atvd202/GdtNwujS/Arnlsw3s6LoI4SCuVyKiD4y4vL7WxsREkMFsw8Dnr64uj/+iXkM/nI9lGFRe2l34qvk1Lkt68eRNrIi0b4UrL08ocl0JgEd9BTHB/bDgBOnba8XS/39fx8bFevXoVR0Hyvp4UAosxx2zp8DjUZRhsyvyyZvRtaLfb0duOd/WrCMu/Cig7E+EBq18O/HA2Xp7Dz1zB3FmkWUScHb/3Mhlv1uOg1wGLM4oImZQNnJyUAMClrItntnGOLCoKh4NC2DBEGHeyzm7IfAz87XPrxo61cQX07D3fTbOeqbPj3VOyw4NuBNKJAuSCdwbgOSmEUvFs3z/jYN2DCR9zOt+rZMsdpAMBjHf6feTN2Utky98HgOVgMSU/fC+QEx9pUMxYXTZms5kePnwYHUbZv7W+vq7j4+NwAO4sx+Oxzs7O9PjxY3388cd69erVN3ouuTtO5tX1w+c8DeClt4EN8yEpSslZC0qYpCVTna4xToTfuT1ywoix+mchG5BdN578HvIytW0O7Hk3GF3kqF6vR7ae4LzT6cQePrKevBtyh7PI5XLq9XoBcn0e6Yny6tUrTaeLhpjtdlsbGxsRkEgKBt37qeBM2PsrKRwe1RkQmpxmQoWDyzVAB6fEvkjAArYPGWD8NLLhcpLOs1uSouyaZ6ZZQF8312W3K2lFgJOLThS6rfOfuQ8imAGkeGWb+xDGCGABBPBdwMX+/r6q1apevnyp8/PzyPAcHR3p17/+tf7hH/5B3//+9zUajfTy5ctvBMD/PhekO3+YC46zdNLXyydZR4gn/Dfy5xVglKSWy+XIYmGPr6+vg0B0chJ76c2iyH5Bxm5ubkblEkQbvgf/jBXrhEEAACAASURBVN4QeBaLxcjiA+ggsejQTXYQmQfjsA3AqxPq9bru7u6i7LTX6+nm5iaIBU4lAAxKymTmPBMPDsKXEhw6GeAXc+vyDU5xfaVSwG2dkyc0Cjs5OcngQ0l6/vx5AGzfCsB4m81m3As58Hfo9XqSsskI1o5nrwrcpCWO8yDRsR+fSQPkVWSA/86/65jkD9HNVfch2IQo9nlwwsmzssgz5BQVYCTtuG869vd1MUaICyfjUiKXnzPHbmf53Cocu2ruHG+5//d7O16QshWG/PFkpBPT0rKDP7JKoMz71uv1kD8ILoI+98XocqlUCnLMyQx0hWCPbYTr6+v62c9+FllxzpMn+URltOvGbDYLm0Y11WAwiKqdfD6v09PTaEhXqVQCK9OfYjKZxOlF7OfHruLnsN2eJPKsuVfhekYfjM1a0VMJIhkfgy3h2Wmsxs9prMnWAGwLWBoixoke9Iv1YC+/E1ls3WDc3v8F0gZytFqtxmkqzCEJRid1C4VCbB0dDodxLCXP9aQK6+hEoONvj3GwBcgepAKJMraTciIW1VZevSf9T2WAKxCBiQeDCFmqrM4AMTgc63w+D6DI91YBMpwwi4CgMC4m1fe3ePYaYO4X7+Kg04GhGyvAqAcDbpg9KHJDBhjBaLDwznTh2BhTavRyueU57G5YvXQ/ZVs9IGf+HKh6hjOXy4UzAdhyAQL8/+5QMaTc1xUxBele5oaSIdC+lcKPxUmrIZyMckJoFZnj88kYMB6MwTvhMxbWGnB5f38fx4DAUvref8CmZ7qddMBoOukF8GOe6vV6jHk8HkcTmXw+r6Ojo0wJHXNMGfH29rb29vbU6/UyZ4hyAWz/kCsFDKw748H5eUbY598z3oyPz3jZtAPyNFvA+uAUWe98Pp8pv/dMCY7I9yFjdNFDMrLIFO/qZJLrihNP2D+ey/gIgmCCvQrg8vJS5+fnyuVyAWhx2rDMlKnRqOfTTz/NAHLAHcCKf19cXKjf70c3/t3dXa2tranX68V+PWTWM/04CEoGJUW5IVlFCM+7u7tM91zGA2ByAIOtAkSQwZvNZhn9IXCkbM+zH9hJ5J4xIddO2rEWaWYiBSJu/7A1yJukIG6lZWk4so3T9+oGbG1K/LnvYyyeEcdW0PjL5b/RaOjy8lK9Xk+//OUv9cEHHwRIACw64fqnvDzwc7+KfkFoMv9uKz1YS/0oRDcgha7VBLgc6QSgwYZ4ZhHfI+ktO+LEvhOUYBPKmfELkPacNlAul2NPLHb++vpap6enmU7OnCxC1QoyhLwDwh2Up9VdHlBxMV7IUxpRYaOwsdgJ1gZihaCfZ2Fb0TlpeRQpayspKhPcD0+n0yi9pcqODveUBQPiIXUkBRmADHk1ldtnJ9sIJDzwcMzAuqPr3i2e9ebywI7fpUG/69i7CIH0Xq4PX3Wtwi387RgG7OkkDXYxvZ9jkFqtFngjXcv0/d/H5UkV7CnYX1JgQLCEJxV8HqTV1RsppnBimCDJ1yHFsB4EpmSB40d8gAeBkJtkq/FJXgEjLYj2s7MzzWbLsnNJGQwlLfSt2WyGn+SIQvSV6plyuaxOpxOkJEf5Qb632+3QM3wOdou+HfSfury8jNOIBoNBxBwQsthG1zPXey/7l5bxRYr56Z0C5sPuYGuJ29K1ODk5CXwHtsKWFovFqCLM5/OZXiT39/cZrELZPTirWq1mbLwnFyApaO4N0eIVZsiBx0XMlbSMeTllyWMpngVRA16logqfUKlUogEtGIXx8HnuzdymmNcTRVStsK3F+1lcXl6qUqloZ2dHW1tb0avAryI3BNB6Yx9KX3lBN0yuxBjwXC4XzC8/A/hh/MkwMHkE0YBZ7s1FMwUcmBsIZ8Sc9WOsKLc7AQf/MEr+Ln6lLKRnfnHclO760UD+btzHQWtmAQzoeNYzdUYeMOM0HVwBEjz7DuPGPKWl8CiuAzSUxd+fMQNYAH2eOXUn7hkyyhA9kOUeKWiXsmcNYwBWrauv+6qsCN9BFmnY4Y2cCoWCDg8PM+XY0lLRebaTEj4GnAPvw76r6XRxLEij0dDz588DJJIdorOntCgZwvBikAeDgc7Pz7W3t6ft7e1o4sZYHDz8MS8P8lhrjg7jfV1HkQPWNwVVOBNnPgHJzBNHxyC7vqWA/XPIM5k/CBpkGFlinRgP5I4HCKmcpGWEvJvLJow1Mg7IJxuADHK2a61W04MHD7S9vR3BMKV5zWYzqkOKxUUDL4Khu7u7OGoMhhvWl2CRErD5fB5On7NzacbZ7/d1d3cX2f5msxm2GNA2Go3U6/VUqVSiaREZSyqa2Mbg+xuxEw5kAU40S2y1WqpUKiEL/A4iwLPFBA7op28bWWXTnGh0cMD6un5Kyw79ZOAAXwQSkIC8hxMQEBtpLxq3j/QFoHcIWSD+HB8fR2+JVqsV9242mzo9PdW//du/6f/9v/+n733ve/rss8/C9+KX/tSXg0VACj9n3b2izPdgon/SsvcAIAvA6PvoIZ5SIoutAn7eMzYDUOOkI2vu/QSQGcCeZ7EosZUUPodqLMZaKpViTyyyD6nkhLaTx4BUbCGgk2AAnXDf6XO0tramwWAQfiENENETz5RxPwIwr4hAfsmMra2tRTMp1s/9993douElMuuZJEjvDz/8MLY/OKHCvPmRvU5MMHZv0Et1AgGXbynzZJGk0Fsqm1ZhBC737f5///t9Xu5bpLeJAGlJJhJcSctjPT2x5VUgbPPAN3pA8k3ZDnTdEyr5fD7WjkC1UCiE/4LU92oGaXVnf+8JwBwyD6VSKdZfyibv/Dtuwzy5yZidEKIqh0qnXG6xlYl7ciQg3/HjuiFBCMQI7NkGQO+zYrEYGXdOo7q6ulK/39f5+bmurq7UbDYlSZ988omeP38eQa5nkguFQnSKr1ar0R8FO+lVbyS+crlcbGt4+PBhBqsRlyFjkjIZZPfL4P+09xNkEPGQJ4nxB07oDQaD6GvE97kXWMtjPZr5oSdUMJyenurw8FDr6+va29uLhskuY/gTyE2OAvSqbuYtxRu8N1s7eGf29Y/H48BIYNRqtRpEnW8/I8hvNBrRM4WtwzSSZt7BNMSc6Bh+l/iGCjPGhN/zkxf4HNULvANXEXYd5+OGHyCLIuH8nIUEWDloR9nIyjEZXoYDSEgZf39xFMADXj7jwT73ZVGdcPCslpe0IoweVCOEDiqd2WNvJO9VqVQy7B5gKT1aJX0/3/efBiH+rgBWxkgJPj+/ubmJfSKsSZodw5kwP/7uDn5TUMGc8X1fD4zFuzLHzvKPx+MABABdSnswhhsbG9FEjTnHETBHjNEJEZw/Qp/P56OxCBlkL4nBcLPPl+xtu92ORkg8czgc6vz8PPOcd2UdAXMOtvL5fKyR7xG9ubnRy5cv47znbrerzc3NeHdpUUFweHio7e1tffzxxzo5OdHR0VEYJObkXUDGgdHXvVIGk33jzogCdDHazL1nbVkL5guGlvfnPsiNM5/IG/pPuRu2CDmHQKQCALnAiOdyy+7kMM1OCiKbxWIx9EtaHtfC2o3H47CLvI+fGTybzfSrX/0qSvoo/yqXy8rn82o0GkE+EWQj9zSKQW8Ihs/PzzM9Rx49ehRZgQcPHsTZxGdnZzo9PY0xeiNMZHgwGISjwUHV6/UYT6fTiTL3s7OzIJ12d3djrz8gnzmnJJhMBPfo9/tBuiGD6BvzxjnzBABXV1cRhLGu7Avke9g6AkcHJvyNTrLO2Br27iN3nqEi4KOhE2Ny2UXeHLSjV05QeBCIzjuwIrszHA71rW99Sx9//LGOjo70k5/8ROvr6/qnf/on/eM//qP+/u//Xv/8z/+sw8PDdxJ+2NZVxNb7uNAl7BXv7BUc2GaIAHyMpLfOdiYrw/wx39KSePDKP3QRfwPh5VkU1mkVUQroZnyAJEhEr2DA9xIIQ3JQrs8WAGQbwhegR78E7lcoFFSr1TIJFmwc9x+NRprNFo1Jd3d3I9BgfOgOslStVpXL5SLAqNVqkbUjmGdN3N9L2QQO7725uZk5TQcbybNbrVbYYmSOIBzgz32ePn2qdrutk5MTvX79Ot6XPc7oNWMCPzE3TvBCwDogxoeTEQSfglvwM45BvNoCUod3mE6XRzc6kYD88LlViQbXj6/SHw9O/efMnfsdT5wA2j0BMp8vS9sZH8c7+gkahcLbDcL+kMsJDJ6BHhDo0hmerWsuX+h6+j6sCdiDOYLM80SNVx1hq6lmA3vzh4pLOtIjFyQoePbl5aVKpVKmW36z2VS1WtV4PM7YPEhxCG1smeOW09PTINTy+bzevHkTtsPJEmnhu46Pj9XpdKI3AOX1Z2dn0atjc3NTBwcHkcnO5/NBWFB1SBa7VFqcQgBpQNVgtVoN21WtVrW/v6/d3d3wx5PJRGdnZ7EVCL/J9qvpdHEyF0myVqsVRy6SBAFXj0ajqJRYX18PEtxPJpIW+Ml7ClHp0O/3w29sb2+Hr4dkhCTo9XpqtVoxRvwK2wMcW4BrkRsqz8BqVBPg+0mYQOBgh/DnxLenp6fqdrvK5XIRL9Tr9aiC4r3RB3DOxsaGms1myDayT+Uwfo6tFfRaQr65V6vVCuKaKtrf/va3gUE6nY7G47HOz8/15MmT8GXeGJ+r6NlhHBiL48F5fOF/QBVXysTyNz8nyPHsope9+zNSxtQnCoefGiecHwbKM938242PExLc09/XHQOOGIWHvYcd8pIOJztglAhKmQ/uzb3IfLojwtjBpjqZ4aQCi3l+fp6Zd96Z/6fkgBvcVYy5z620LIN1dp7L5zJdL/8cZ+IyBrIRBO8ESbDcnmVP9zHzjsiOM8MoqncsxYgwXoIi1vLTTz+VtHA+w+FQJycnOjk5yZRkcnkg4jLr8unzDMDiZzC0ZGcvLi5Ur9fDWRBgA7RevHihH/zgB9re3lav14u1Th3nH/MCyMKiOgmD3jIXNF9kTZB512lKojHEOHUnsZwc8/UtFBb7sZhzAgjmOSUZeC7r7MfBILs8k2c58YgtBDB6SRjOwMfoMu8Ok73Pv/3tb6NBDAAC++HVDujEaDSKLD97igk4CDJgu7e2toKEwNENh8MowwW0ODhi7nAsFxcXASrIUHiPlouLi3gm+sIco0Me4AMGHVBLij4H/Ay2fmtrKxrm8DkIOmwvwSFkn8tlWhHiATu2E0acaiAHOOh4WvHF2mO/nex0PSFoS+0pOjybzdRut8OGkfUpl8v64IMPNB6P9fz5cz148EA/+clP9J3vfEd/8Rd/EWvoc+N+6ZsgAbjcljHf0rIZKJkbdFBS7N1kLlOMgDzizwmW8/l8ZITxYT6njEfKVm95cgLbgq1Cv6iscYLTSWcP/AF/noX1kwzK5XLY7UajEc/AhnmQjB9KbRsZPGQD+YP4kLLBPRlMxgXAh6QjGOGzzJeTpeiEV7m5XDMmqrewA+gF/oxqDWxFmr0mGKJ82okyaVHaznxRruw2GLlhXD5+TxLM54sGvsinZ8wcb/ha+Po7GZvKqcur4yL+/750MJX1lOByP+UJLUhaqufeBzZ413j5mwDe925fXV3F/miypLwXsiQtj9mTltWyYAQu1sflA91nXd0+MT9O/nhCzsvIPf4gcwsm5H6QfvQxwR86uQ8xT6ULpACyx3uQ2T4+Po6xQAzy7jQpZMur+zh8NUEfjZYhy7DFkBhsZ0IuSMjUarXApZLivcliE2ORCEVn+v1+bDfAXxKIQypMJhPt7Oyo1+tl7CqYsVwuB15AzomLIAmx2YwBQsIrV5mbcrn8Fk5h3ZFFEgEkOJAZcBZ2CVnzz7F+aeLTCb/pdBpVlfh6tj/MZsvKBkgfqrTobbC2tqZ2u6319fXAxfzBdoN/eG+aJCLzTka7rfSqlxSjSf+zTQBlccadhUuNIo6Hycb4uDF1xfLsN+y7Z2lwtDzXs788cxUYYPIdkGMcUiOaBpP8noVlkQEgbmQ8+8C7wGDByLBYqZFDaN25MC7GDZngjglDQfYhzfi7w/N58ssBKsrOc1aRH3wudXxkuDBgzmp6hpo5Yx586wOGEqaOII09TgTxCCrZIBhnWGXkxIXYM/fMDe87mUwyLC2f2djYUKvVimOjXr58qcPDw5gbSn8xfi6TrvQuTymYSEEYc4y8+Pn27XY7Qxzl8/nI6OZyOX3rW9/SYDCIzsFOEP2xL2SPzATz7TroZJv/DUDn/WE0aXpDVQDzB3gkGPBgHGOGPPFsnoN8uv1xm+CgwKsKPAjh94BdBweeWfKtPKwhwJrxOVvvZfU4O7KT6Aa61mg0InDi3ZEpAp1msxl7DSlH55nb29u6vb2N6gHmA1IM4oGmQ5TyAmxYbz/6jKAEPWWsBFDMj7TcFwnQ8IwtBAFB+Hw+jyZsnu1h/QBBW1tb8QwqO7xEHcfHOH1t3E6y7m63kDXk2okkwOx8Po8xe4bW7+UBmAN1QDHPYc8pW0Our6/1+eefx7m/EKWff/65arWaPvroI52cnOiXv/xlyLvbV2QjlfP3efnzvaw2l8tFMEb2mPHg2yC3HDv4O1E9xrYI5FZa9gHwQM9tEGvO/R1Mst74HLeZPhZfL97DbRTPZ6xk3HgGzfVS/8/70SMAwMt3fd8x9s1PYvCSYs+Ipu/HMbUQIwTwzA9kuRN6Xk2BLKH7bifJOrsM+B/kgfthw7E7BIW+VYM14sKeYVPd9lORxcU9nKDqdDqZnyOHkH2+jQC5YewQArwfsuG+5F368MckBBxDScr4s3cltSQF2N/c3IzjbsE94Jb3fTlxhO13PES1GjiSd/TA2NcT/8rv0BsP7KVszyJvNsd6gkmoDmD+qHCmuoU5JoC/vr7W2dlZjJsEB1UDt7e3Ojs70+3tbQTCk8kkAvNcbrFVmiwzOIDMMHpFgEsAjb91OeZdNzY2VK/XMxizUCioXq8HeUhVHr1XkA0nwyuVSmBr7B0Vcv1+PyoJsYNk+jmFAH2XlCHrIfVPTk5C57FXzJmkGONwONRkMomT4vgdBAjPp8IEbMHv8L/IAesNDiAuSn09/W14XrVajQaG7g/S2M2xKjgBopbKZpdhyADsEP1WWFfwkW9vo9KJtaZ6zPEj8Q1rxBYR8BB+BlLI+1nh19rtdmzhTK8iIMsX39kp3wsvvW2QcWgeRDogQ9kA1Ew6Rp+J5X6e1XZl8qyrB65pRh6jgcHx7yE0buz5rDsCFI55oAQcBXBD5g7UAxAIFc/o8QzGQ5mHzxuLjgHCiORyb5dQ+zYBJ2I8KMWh+rs5qMUA+580G+WZF4Czg7OUGSPAR0A9azyfL7crYAwwWrlcLowWZT4AG3eWzvqTOXEyhfnzY5NcHp1AoiybrAVsLIGA7znyeQPUelm0f455c3l2Vpd7secbmeGipHsymWh/f18nJyf6/PPPw2G8j4sxQQR6Sa1nUHgHDLR/nzlDLzmPW1LGeRIAQ3b5c7201bMJvlWB9fPzXJFlr6zxbIJn9h1ku31wIIN9ATi6fmDYqV5B1tLycbqBu/4BPgAQlK15Z1vkDGa5WCyq3+9rNBrFXHFPGhPx/n5KBU1sPMD3AOr6+jq2VJDp5Z0B9Ngl5sznh2oevofzdQKBPd/e2FNaVvLgNN1hemNKnCY9BbwKhHdJ15lnt1qt+Cylx6wn/XCYRw/6Xe9dPpB9gIdnZ9zuct3e3urg4EAbGxt68uSJRqORvvjiC718+TK2fbx580bdblevXr3S7u6u/vqv/1pffvmlRqPRW5k0txHfBNgHVHtWyslpSQFQnAgGUPlefCcDfF4pW+Qz/ntINHyr+9lcLheywXcJTP30AuTUtx940ECQDGik2iElkiRFKepgMIhslPtO/B7rBlnmVQOFQiFOC6FKDtsxnU4j2UI23TPx+DrPjjoB4Xt105NVsH+ur14lx/w6+e4JHOyIH9/lRPtoNIqtQfj3UqkUGc9GoxGE2HS6qKLiOEknWPmb7BiX22ZkB1vHOB1zzufzTDLFdRPd4XP+XQ/OkTX3D1+HMPi6l5MK/lz3s657vDv/5r22traimeBoNHrr3u/rcl1M58vn3f+4v3Yy10lyyGqvVnacyf8JhqRlHwkP3NbW1uIIQD8emDGDVdkOABadzWZxGggkHkkS/OhwONRsNgv7dXd3F53bHz16lGmqB94hM7y5uRnJKIJm5g0bg+5yOg+6yns1Go14D4J6fC82hMy/b/fFRhQKhWhAfHJyEoExTUv54838sKngOOKb4XCoXq+n2WyxDZi96bwrf8jkj8djXVxcqNvtRpVTtVrNVHLw/Ol0GhiJiwqIq6ursKue6ee74D1ICt7b5Qbby3Zeng1+kxRkEPdfX19XpVKJ9/QkJbZ1NptFbwIwDT6RbRYeh0EGpFl+T5AQi1KBAwnmVQS+7Z/xUMHJc52k4YrTBNwpSksjmWbSPFB0MsANgCste+mZXP8c93OBcyOTBljOEmOMfXypscCQOHDxgHhVAMDFvdjfgZICeHzfi4+JOfP9HQgBCg9778DUM1EEfJRhOyDz8imIHH8XxpQ6PidrmLtVmaWUEHC2zcERwSLsqjtGdwyTySRzBNvd3V2wVqwR5UAQLZ418cySz7O/C+RBKn/z+TwMtpNS8/mi8VS/31etVtPjx4+1t7en169f6/Xr15k+GQSLKaDwMlMHKD53TsL4uBlLoVCILGmr1dLOzo6KxaJ6vZ7u7++D+d3c3NT29raazabOzs7+qEGAk2vSstyfn/keXQJcd87oAyDSMwSz2fLkBgwd92adMIKQRW53JpNJBNMYdWdXp9Op2u32W+SjZw1TO+PvLCmT8YU4c4DjBBx2CrvAfkVIIYJmQPloNApml8wDgY0TTa5bAH7mA/AxGo10dHQUbDD7ys7Pz8ORUkl0cnKSOWt3MpnEcTPT6TQydw7CCBwAC7DLTl4iAy7jaak4VTV3d4tmiH70HkDDTxMgOHImHJKTcUL4SIq92dgu1zUHggRP9AIBhLAG3Jfvsb5uuyjzdIDutpP1wo57KTi+tNFoqNfr6cWLFyqXy2q327GF5L/+67/08ccfq1gsamdnR1988YW++OIL/ehHP9Knn34aTaV4rvsztyfv8wIIE5D6HMxmsziDG2IHeab6CUCcki38m5M5KPFkLZljKjWkpS9y34Z+8n8PNiQFOEL3nTSaTCYBKtl250SSl9USuNCZWVpWKbmvwAaQmSbj4yeLeC+hcrkcNg8b5gGQB/GrcIrvqcZuUr0BCcJcr/JZZBO90a+D4bOzsxgruuYVpABZEiV3d3chB16ZxDqAcyDfG41GptcJ5A/PcN+Z2uZcbnE0qxP8/ll0xgna9H7vkvnUL/r1x9S7lAhICQHslftG/JH73NlsFhUCBEhOlr6vC9n3ahPGRHDqW63wIY6XHHP6v73q0BMAjkO90sNlhrVlqx1+FEJYWh7TCP7mGWB2+iH4ue21Wi2Iy0KhoOFwmFkvEnVUtKFLyDRBcKlUijLy1P9Op9MIIKfTafTYcpKVucE/ERySTCDR5ttsSfh6RSDZ9/QzxCrYM0rv3Qfd3d1FlTTz5JiC9yfRgKxToeA2oVKpqFKpxLPYy8+zHDsRd25tbUWVAfiSbD0VXKwl8z0ajTQcDjUajaJykXEiD6VSKbYyEaeAX7B55XJZjUYj4zMgDC4vL6Pibzweh7wR27DFs1KpKJfLRUUdRAG9bYg5pWUlJ/EuRDQEEzrv/tLtG9t0qByBHMvosmfRGSQLQCkzQuhBHAwLwueBAAP2hYDt97LLfD4fL86CpMF9WmbPtcoouMN3ltmdlwfP/n3uyeVZEJQA4MF8AWC5EAz/Pu/h4+Oe0qKbfKFQCDYN5UYA6RDqjCXzhJAwdhbfHaP/DGOHwGOkmINVBIKPheekwWP6c/8jKcqmvQx+Pp/HfkSXCZeBtJu/vxfPxEh590wYTIILDAcBE1lCwCpy6Z3aMbCQAZ4dZxysKfOWEiz+M1dQz6zBdtJlHoN4eHio4XCoWq0WjWx2d3ejIuSP5eQ9MGaMHkj72F3OeEcyW1I2a4dToHEOP/fMMUARXXWigDmHpV5VmQAryuVEghtHD6wJQL1MnPF6MMj96OXAOFNbRt8P1oTAF6fa6/VCv3HYAOj5fB7ZAfYfM8esC4Hm+vq66vV6xpahP9gcqlpwjv482OJcLhd2HOfKe/Nu2AMIKc/c8XuCQyfHKJljnyhEoZfGYYM8A5nP56Mxmpebu53z8ZM9XV9fj+OEeA8v62QdUpvNHBMMMg/YEYIkrzJw2fdgigDIHa+TATzj9vZWn3/+ufb29lSr1bS9va2joyMdHR1pd3dXl5eXarfbGg6H+u1vf6tPP/1UL168yASP2B4n59/35cDcK3MYC8DY/Q1yAoZISRQ+xx/uD/ghc5zP5+OYJJ7PZ32upSWuQE/BK+l2xDS4wo741kcnF7zxE+/mJ0Y4/sB2eGb9+vo6ACBVOqyny2W6rk5seXJBWp7e5PuRnSxKK+TSOXOf6vOGzjmpAFjF1ngGlznzQA99ZiuepNjiRJVDu93W3d2iAZgTci4T2LW0MsCJ/ZREcT/Mn7TBMd/lSvXZ74Ndc/LLrz8mKeB4yy8ng1wH+Dl2nrL1er2u6+vryPK+74uqSifskU+XIa8qY9yQ5MgbthZbj9/37zoOwF6gO+BF10UwINU5jBOdhrBiix/VbeBjGglTwQBJ7VVubB1gfJPJRCcnJ3rz5o2azWb0jcFPINe+XZYKufl82UUfQhXs7cQbtpSsNCQ6esQ7kEzzIN7xGxUHnDiEv2F/veN8tgswpxyFm8vlohs+7wkGqVarmcAWXIZdQp4hIpywx4+niWS3aTQlZX3x8fhwMAiJKMZB08NOpxP2HDn1xoPoFYla/DmnNwwGg6j+ws+fn5/r4OAgsCny7okX8KH3dcI2oT8p9oYMcFK11+uF/nsc5/YU0gHiFwIktWdFPkQAxaBms0UpWbPZDAbFcP5rDgAAIABJREFUm9mglADFFHQB+ng5Zw7TwMgNIfdmsVcFuM4icl8mOg343cCnrDLfTy/u7e+A0vIdF9A0GMKJMH6+71mHzc3NyKz7vmOMaFoaBiBAYdyo+eWAC+VhzAiXZx4Bx6xhSmhMp9MA/m6MuI+X4flzuE+xWMxkEbzhmQcyhUIhU76FoYTh9EDQ37VQWJ5o4FkhJ0/SNWJ9NjY2IuNKx0/IMAyxAwxkxeUvJal83p1YcZ3wrS0Y6IuLi2i2RIBCR9mTk5MgA87OzoLB/GMw/z5Gn1dkmT3oPo+uV+6skS8Avq8jOuAgBofrgIcxsZ4Qkq77DuZXHS2UEkv+njhiN8AerGCDnDxznXLwDKHF3n5nxRkPjhzgDXmKzH755ZdqtVrRNdgBVKGwKGWnXHd7e1uSoqplPp9H5cTh4WGGaOEMW+bDu+26zQdIMAeeaSTo5t/IsBOt3APQjvMm+8f4eV8vaWOdcH6VSiVkh0whFRb0NQAoMbc0G0Re3SGSofH1933alDxiE9w5emCFDLjtQ2YBTE5UONg7OzuLRo9sSdrf31ej0dDDhw+jCiifz6vVamk6nero6Ejb29v65JNPonEovjklmd/35b6LtUN3KVX1bWuQMviLXq8XY3UyyYGKN0QCXDsuYP2cbORCN3y9sEvSIjPoFS+eKHC8QZYKsgOZ5QhR9BrCC3BJ6bGPD/skKZpAMicAS+Sfygj8AHYIO0D5sm8f5POFQiGOx3KSHzlJfXpKvLuP5n1J4GAzqMpxf8VcS0syhnklOAU0U93F/BA4kny6uLgI2+HEDTaEz3rWFnmCbPb3ShNEjgHe5S/TIJz/O070776PINv9W2qLwE/z+fKEFuwWss1pDbVaLYKutAz4fVyeuGPOkR9kz/05QYtj9HfNBfd3wivFVY5DCKTRPWRiOBzGOkKCS8vj65ygxmcwt947TVJk99leh+2jApD/X1xcRAUbWerBYKDBYBB+VVrIJAkESAdkD5uLTIPHGDc/u7q6iqDXS8Olhf0hnqBKG7vG9jzvqwUGB6M6mYPtoeycDHgul8tUS2GrwAJUAbH+VFMQCDPffA79Zx4gXsjee6UqyTwn/VxmnFggKQhmwtcQnCNHjvUhjKgSYe7RQ2zUeDyOUvzXr1/r8PBQkiK5gIxBNrjN8vgIGXL8ybw6lnQCjKrG9NjJra0tXV9fq91ua3t7O0gPYk/HEpJUxPFdXFyo3+/HQFE6LxHkxdnnTAkzAMCDSAZMYA/o90yq/x7ywdkPAAUC4ixVGhz4xHnGwZ2glN0r7FfqDByI8F6ADsY6m80yJa8+uXyWi0VmXjyjQukSf6O8s9myTD4lPxw4pO+RvgvfZXwY7JQISEusuA9AncAeIMN9MBiAEdaV4IITJcjMo/w+pnT+fPz+Pp7JwfBQEg24bDQaUZ4KmJvNZur3+xlQ4wGapOgmOhqNYnuIl5K5THAhVz73zGGayUhB72y22MPDM1++fBmgkYZANzc3GgwGUXJM0IHO/KHXu4gMJ6D4mQMjDBgVGcwPTh+AByikAgj7ISmMsFdyOLMPceJZIN4ZGfAMhAciODUCCwA1Tt4dI7KIXqGnyDtriXOWsuXIgHwC0Ovr6xgDwB8n71UduVwuwP7h4WGw7cViUd1uV51OR3d3dzo+PtZ4PI7sBePjWJ7hcKhXr17p5OREktTpdPTw4cOoNqKMj1IxqmIGg0HYScpzK5VKJphFl5FjJ3ywQcgp+u7H5vAd1gj7wf34LuNAJ3H6ZCt8fzPZhevr6+io7oAZueU7LuNkNVkDyCTkHVngWZ71dcfta4ivKhQKcYQiWZp8Ph9bgQAkAEn2jZ6cnOjDDz+M/ZWz2Uw///nP9YMf/ED/8R//Ee+fBglpNvl9XK7XEF/YAkovneBGz9C1dBsP80wQTqDIdyRlynDRS4Aef7jX5eVlBOjsg6TsnM8gA35cHXPngJcSYHAHwbekyMYAAsk64TMcZ7jN397ezhCRTioiI/zcAyqfR2wNNo/v8/7eeAu7xYVeohPold9TWu5VzuWW/RWctHcc6ECZsWJ3fVsV46fsGJt8enoa3bsPDg5CztKsFr7acYUnK7jSBIhnHLG/2Lg0CPWggz9ODPvfzJM/9w8lBvzeji08+PUKibR6CwyE7riv/SbIgHa7HTJCdho5owF0mtjyKl1ky4lCSLpUVn0tWOOUzEcOHSdwMhU+GXvj+krVDu+ArmHvPADEtzD/kgLbEBeRjeWz0+lUh4eH6vV6qlQqUfHomH48HgdZ4ISa4xPkgKAWEs97izhWabVaGo1GgXHz+cVRd4eHhzo7O4tYhD/4sY2NxYlp+LLRaBTVe15hBe5hvpl7gngwBz2wIDCxGdgJuvYzL34imBPv+FJvzMi8QUjQjHx9fT2qkJws5P08EUDygWoUSFCC6q2trbiPJ7EajYb6/X4k6RyveYNErkKhEHjRjzXEXnks7LFtqVSKLY9gn8vLyxg35f/EZGyRvL+/V7vd1u7ubmwPoGoScoGriDFjnwWCy5EWKARO1JUeRabMxstAcQLu6JwZ9sHg+Jw4AGSSmfLJ5DMOFpzFZ88az0fQ08UE5KQZD96TnzlYdIedz+c1Ho/DUPA+AOnxeBzBhy82i8t7sofGGXjmOZ/PR0BKSYwDAwIrdxyewaKMCCHE4bAvhg71nrlHSSElUFgYsvv7+2iMwdjcWWL4uQdKO5lMMsc+AVQcgPO9UqkUZzin92dtkAvvsbC+vjjXtF6vR9XFaDQK1o41IJBEhlFADD/y6mvNBRAGIJHd8DXkfQCUuVwuysnJJqJfni0+Pj6OJku8+8bGRnTlZ6vAq1evMsEABpPneubgd1383gO90WgU+7YxaDhx5ghwjKPGmLMuOHeXD2SwUqkECZP2zvDtHnTlJZvmWSXsAmVuNNuEqHSiAODh+5qZb2QHG+KZDnQRZ+dAEnlkzzHOiX36ODFKxTHglI+zRpxLnM/nozGX2yECZfYW42iZI+aVZnj5fD76Z3DCgANoZ58nk4mGw2FmjJPJRLVaLaqgeCY+gIyApGgQ5HMCccg9kAVAOfPpQTXMOtkCvsPaPnjwIIDaYDDIgIHBYBD65lmy+Xye2eOOrcB24kdobsaae4DIHNVqtSBe/JggJ8cgKCAHAcHMOzJKpuru7k61Wk07OztaX1/X0dGR1tfXo8cAvuXHP/6x/uVf/kUXFxcB1LCbXkL9vi4yZcwD+oMdY+7wHby3pPieE0BeWSJJBwcHEcB4eSdrxl5+3jeXywWg5/3RVddv7Ii0xAGSYv+wtMwUe7NRPofdAVR6tpztY360H1vheO/BYBBHeLo/Tokn9NvJUraOgb285wZ6yNggmBgbWcebmxudnZ1lqiDwwby7Z9LAcK6Pjon8uC7sTkqO+zFhpVIpiE30iqQA4ymVStrZ2dHr1681HA4zwZoHAX68M8AZ+8jxp+l4eE/HVgSBKeEMhgRbecZulf90LOKYgu/6z/i8B7v4HjCV2yj3N4yJ+zAXYJRKpRLBEWfQ7+3taT6fR9NS3jdNqKxKbPyuy5NR4EBpue0vn19UaWBP0Unvhg4u9nJ+Ltc9ZAb8xO99DsHTvKPrl2fC2UYAPidgJ5EB4csebw+iCJalZUUAfV8IVOfzeRD6/X5f9Xo9/oAPqTra39+P0nIakFYqlegDRSIB3AFGOj4+lrTYbgPJgn9Ep4vFYgSXxEEk8Gq1mjqdji4vL/XmzRvN53O1Wq048nEyWextz+fz6na7evDgger1ukajkTqdTsRlzB1JUBIHXOgMfvPm5kYnJycql8tRmr65uamdnZ04cYDKLklBwtC0z2WH+2EHsC0EzdgF8Fi5XFar1YoeDdgs4ilwH7YIuaLCDXyBvDcaDQ0Gg4jfaJbKmHO5nPr9ftyXijeIamxJuVwOgsfxGz9D1/BH+Djez4lW7AwVa1tbWxqNRrHmuVxOH330kba3t9XtdrW9vZ1p2OlbbKX/2SbAJLJok8kk0xjCs6nulFFWzwh5tllSpnwSI+ZlOQTMAHZpuc0A1tMzTP47AAhjwRmjKB40uxN2gWWfPoYxNeCDwSAEwsEOnweEE6TyXQgIzwR6Bh7hwEi/yzCPx2NJisAGo8kfN/arAheviGAMnllxp+usq+/pkZZHuBG4eO8ISTGvnsVBYGGucZheGu7y4ywZ6+h9BVgzlxUAIFkbzmcngwgYYo19Hnj3lGjw+xNY+Tqljt3LJlMn5/OCHPtea9/iABvupNnZ2ZmazWamIUyn0wmwCZDBUADYvm7VAOPCsPhce3kcc+Oy5QQEMgZIc1IJgAnBsbm5GbrcarXini5vyBCyxuUgy+cPe8JnfI0drKX7u3lHB7FOXmLcCWhTIOXBrQfFrIuXxXvlAAYZ4gdZ3tvbC8d7cHAQDfc44ovnNBoNtdvtTHA0Go2iaR8OlMCV+6PfrPn+/n5G7tEZCF0CJWQD24CsYmfRD8/wO4FaLBZVr9ejNPj8/DwzD16ijT0oFApRDcO6Mt983ntCUOmBjWC+XHZ83Qg2sWGM00sLXXaQcQJUQDiXk0W8u2de3XahZ+PxOI51JKPN/V+8eKHvfve7+rM/+zMdHx/Hu3rWyyuT3seF/QYsYu9cDngnMoHMG81HXebQC8cDAFzmFrsBwcj8u5ywtl466fbVg3OvZuNindLMX6VSCZLTjy317SBkzXgHTxzgC/BLb968yTxTypZUo4d+P36e2iLWHB3x/cTub3lWsVjU4eFhHKPLvmTHKZDkvsWIuUnJZi70JJ/PB9mBHEjL7DWf8Sw//z4+PtbJyYmePXsWdh6i0Ylbznln7iBfwBNOyjmhjZ77+3pFg7+PE4W8H/fCv6U237OMaaLAkz6e4GL8+HtwEHPO/f1ZackwmI/59QAQLAhR5FU0qy4nCL7qcpwAPmB8HJ/G8XSe2HPM6sQh8gW+Zw5JCOA/0E3sArLI75AXx7RegeP42LECeA0SDlny75ZKpSAJnHgAG0EoTKeLUvKHDx/GfBEPYaMgcmu1mur1ur744gv95je/UalU0unpaYzV8ZQktVot3dzcqNfrxZZJ/AqEjycwZ7NZ2D3335CJBPCsAdWozCGVba1WS9vb20EKYkMJtL2ng8cSyALJKwgvYjQIAMckbrvBitgj/I60PMWGYPz29ladTifWwG0OGBoZd1Ia3DWZTDKnMEGmOmFFHwCqGZAjqhjwBeix43BpQUbSxBVcwzyTsPDkBHPhMRmySfNa12nkl5gHW4PvwJ4wD2BzJ+25imkQDlOCAYCpgpnj57wATghA64o9n89Vq9VibwbPkBTMaGrIpSULAlODQ+RvgBUOk3G7UPF7dxAEVJ755/8sgAPbfH55driX0HhmzQFq6kw8+FwVsAOs+H1q6HgPhA5ngDFLM0M+bl8Dgle+7wytGxHmwoNyxkDgPJvNIuvC3PIuGEoAK2NlLRk343NnkP7hPXgHD1J9nh0MMH/OZHqmjoABo8W9HGDxHO7v3fQxXiiak02wzsy3M/tekUIGLDU6vAskAAbTy8omk0VZLceDOBmADrDGTnJ8nYvxesDva8i9XJZSwMqaMh8Enxg/bASy5TqZ6gi/973lXnnAOq2SH9bGSRhfE2TL5dtlFYcE8MSZks13wEwJogfFHvS4PXFZRr7Q43x+kdFvt9sRGI5Go8hiMG/oGE1wKMmnRBtbTQXG2dlZpkoBsgzbBmABKHnFBbrM2gOssIVewul/fF1YS0gNsiFkTQiyfC0Y68bGRjg5bC66lFZaubw5EMCuuUN0Owx5jQ4h4+gPwTDzz8Uapz7D7RD23YMH//x0OtX5+bm2trYClFBien9/r1evXunZs2d69uyZPv/8c52enmZ0+vfR7//t5aSfE9msq1ebsR0GuwDwSYNgf/90bZl/dB4wy4XeohP1ej1kgsAUHyUpSDQPtvg/70aTMMB6q9UKQE12EVLQqwjQW/SHHhSQcJTw+xw6AQ7QkxR4xYnR2WyWKU8FyIG7KA3m3R38Sgq98/2habk942OM2CQ+xz5eaekj+L4Hwf59Dz6xBZ6t9aZxuVxO29vb2tzc1Js3b6KHhstIakPx7x74u96lgXvqqzyp4LLg8uEYykG62+/0++5fuJhPZJr5QI4dQ6bf4129lwJzg4+l0oUqO2mx3bHZbGaae/9vbYVjE96Zd2A8ZFP9Dz4fHwFZ5OsBvkp1wOcUO5/aUMbj8olMvYvU8aMF8UUk+bifkwVOAIArIc/wC9iJRqOh/f39sBd8xu8P4bm2tqZutxtEPdVtNKZDvyeTSRwlXCwWo+rx+vpanU4nYgKvSsR35nK5zF59ZPP+/j7sUq1W09OnT8OeXlxcBFGfzy962GDvKOWfz+fRCT+fz8e2BuQixY43NzeBXYkhSQb5GjkRABHMFmAnv524gbhgexdrTyxCUns+n0dTYwL8brcb68Znc7lcJEPQ98lkovPz87Cv+Xw+miwWCgU9ePAgE6+5rdnc3FStVsucdEYyFZvtGAbZx644jiIxeHV1ldmqhQyzLQWSkWoyJ1K8ss634HMVU2dPFheQyku6Ujog4LscK+FlECiAg2UHUNLCmTvQcCbaAaYb+xRQpeVDXjXgn0WYHKB5gyAmDYeSz+djH4YzjQ5KfX+RZzV557SSARYORUgNb2o4WWxK/xxkr3JgqYKhRGkQ42w9yswYWOtV88EceLCAEXYChsuBhb+jvxuf495eUorB5I8HnU78sH8Gg1ur1TSdToM5Zu1zudxbpZsONhmfgw134P4uzgZCgPCstNKC57v8OWHE59ygAlxoWAMj3e12tbu7G9lCHwvvwJymION3XT63yAwGBPlNjbc3eMQWIDfSMhuNAXMCaTZbNhTiO8gW8uyO2DOrLm/+vp79Qf+cSXVbhhFOwZgTIl7F4LbLyRP++L2ZE+bBK1SQAdaXuZlOp1Euu76+rk6nEw06KZ9jaxDn+pbL5bC9V1dXweRzEbS7XkEIcFIA786az2azyNJ5U0+cYOpoXHc8EPQqH9bdK3iurq50eHiYkR3fN87pCugfsuhZNoJ/SAXGVSgUYluG+wyvHvHAFH1b5Wc8mEltKevmWWefF7IwHtR4NvHy8lInJyexJYfjDLEXX3zxhZ49e6anT59GaSnPSMng93GxnmQbCXqpcCErRlCJj/IO49hNxxDcez6fB2BiSwI+1cuEPdhEP+kJga6DIwBaAFhfF/dj0mLPM9tz6J2Uy+WiWaXLCfdkXQnU8NcAxPv7Ran/aDRSs9nM2CpsP3iHeXOMkL6vr4X7PmnZE4BslaSMfXv06FHgFPwHY0Cm0yCW5xQKi/2yrp+OpyaTScw/PgI5d331ykAqMNiSMB6Ptb29HYHH+vq6+v2+xuOxRqNRZDTT8TFHrsMpIScpsy/Wg8MU36Qyuerznvjh8uDUyRJ+jv/z+fPvpevsRHJKLKbY7fb2NsqvwUFUUzWbzTj3HduYzs3XwQbp97ChnvHnnfFr4DF0yfXTL77n5Gs6D/wOYgNc6OQv85XOsWMr7EWxuKiCbjab4TOdsMFX8h38P7pFcgISRFKQZtgNTzTu7e2FHbu4uAgCv9Vq6S//8i91c3Ojg4MDDYdDlUql2G4NOd/v9yMZCHZgDPTMwS6RLXe/y2ks2Krb21sNBgNtbm6q0+no8ePHmS03BwcHOj8/j8ambBPApjP3JCYI1pkPcPhkMolKJEkhr2BgcLSTK+gjSTLk2XXSSSFpcZoVhJLHIQTvuVwuSIN+v6+1tbWoeoCUdMxJJUe9Xlcul4teBNgytj9RMf7o0aPMfGP3OA6coy0ZF2P1ijnmhzlwm4GPvb6+ji3dHm8wzxA2bDvzrV2SgvAGa6b9AiSp6JUAgDEEykuUCLL5PQpDMIdA8G8m5vT09K0g3QOo1DilLMsqJ+WfxQC4AwOM8gdnhLB4lpvxpM90h4uzX2VoPBPq2WUWiv1CnlVMjRdMrzseDD8BLGyZB08O5FPD7Y7MwTPf8fdjPpmfNLB0x+RzAjBKldXXhSweGTgMJe9N5sbXIc1su/NOHT9g3EkUbwqHA/BKljTTmjpFnz+Xd8gL15eUoPD55lkOhh2oomfuBF3GnNByGYVAo2upM+JOABCEfJ2L52PsJYUjTOWJdZCyjfTQLa8mcNbdq1OQMww+RAiODl1O55lglTlljl3++A73duYXPSVo4J4OkBmb6wSBdCp/6TqnRJWTQhjhlBjhHjjzfD6f2Wc3nU7DlmHfOJf95OREo9Eofs7eSJraeGZyPp+H86SZJyXRMPbpnOK4Ke87Pz/PVAR4ZQiX6xsygpOazWZhC8vlsur1eqwbTo+KDEkRxBAkol8efFFFM5/P1W63YzsCjZM8O+m6xNhW2ZhU3hz0pkSej99BLXKGn/B7oqeFQkG9Xi/2lNIUKp/Pa3t7W69evdIPfvADffTRR3rx4kXsA4ccft8XIBkbnto+9q96QyzWvVgsRsY9JVGkZWWXV465Ty4UCpkGsJ71YK04VYPxpfp3dnYW/tfLj1kzytAhuCaTSTQBAxTyLmTmCKoJhJ3wcz1nTyn6ws8IHpyoSOcaWfEsI/jMZYcO105su89mbh3bASgpw08JBz6by+VibzhAWMoeC8k4mfs0seNk4P39ffRzYaz4xWazGTauWq3q4OAgMrk+Pu7lf9y+sa4uX+nleIQGzavIhFXPdruPPeCzq8hy74PhpAm+j+86xvL38IoAvss8I0NOcnHqCnuW0Y10jX/fy+fCMZ60LN92HOC4w9cnXSOSN8wj20OQEfQznXu3v4413U5Ly8oK9A77IS1xPYQl+gc+A1N5tYEnhHK55d7129tbvX79WtVqNRrt0Tjz6uoqeo9I0vn5uYrFotrttmq1mobDoc7OzoL8ImCk/JsAvtPpaH9/PzCBtIix6OrPH/o91Wq18LOFQiEwA/6cHmTex2g+n0fW2EvcwQhbW1txQgul7tyPasV+vx+2mvnAP+A/sRPMnfsTtpqAgzzB48lq1hJ/4zEJ6/r69esgS9FHtpFRdYUc3d/fq1qtBvmd+nJk7eLiQoPBIOYVuc3lckHKNhoN7ezsqFqtBumUxorSonINws57sXg86JUSTo7gU8BT9ELgndjKge86Pz+P0xc87ucqSkvj7pk0wDIL6Bk0z4Q5uGHSfLExaM6cONgnc+tO1Z/nyr8qkwfgwggA+DCMaYCGYXUCIQV3Dm4JUtJmSYwD5hyGyUELhsWDmlWOi3vhoLwXA4YcosXBVJphTg02f/Mdz1Awt/7+buR5J97f5xRhJtDweyBHyIAHRMiaB1tOOCFD/EHQGQsKDthwJtiJGS+58TJWJ3SQC9YVx8ycpLLi88n/MU4OLlMd8G0sOCcnZVLn6I6Mz3PEkzPolUpF9Xpd/X4/WHP0ISVuvs7l8u7gnTVj3vzdZ7PlaQ18zrMj+fzyHFzAjOsBzLATQayDV9Qwv4yH37sj4f1TAJg2G/MA3/cLp9/l2en7ur6xPk4QprrlRpd7MleMBxbbARSZMZw1jTtPTk6CEGo2mxoOhwEK6TDszZ1ocOp7i2G6uS8BuPddSYMvwIOkjJ1LATTfXQWkHLx6wOLZhnK5rPF4HFla1omg3itr0AV0CuIU4IF+ImvImNs5HC9rk5aJOtnlJK8H+J7dcuCE7UwJOsZBUHl/f6/z8/MA8IyN9xgOh3r8+HEcRYgMfROXj9X3AmOP6HHgAc50uqzWA9h6JtbtKYExgSNghXJjThtwG+KEnOMQz8giE/yc56f+zY8dcx++sbERpbDYHdbbt0m4vEAC4BsbjUboFr6AbA0yx55k1pSgBTnxo1Ndr7DP/B8Z94QL42Xrw/n5uY6OjjQcDiMAQAedfHUfh454kgX9IyB1n5GuDydOUW4NloHIqlQqsSUKIE/wVqlU4nOrglkPoF1WPTBPAzl/D+SXMfn9PLj2IN+xA/Pgtiy1M6nM+bpgJ/zy+7Gmri8plqFs2LEZ70fiIq3I8Wf9PnbgXYQAR+lxnB6BHGSYY15/f48NUgzpiR3WzSt9vfLWMaVjSElBclNVx9ghxrD5zKnbDyqP3MZ7YjSfz0e1lhMR9Xo9GuheXV3p/Pw8GltTcURFkWMnfN7a2loEwW6/mBtIfMg8st5nZ2fq9Xq6uLjQ1taW2u22CoWC2u22JpNJkBQeVHvAS3DZarVCfvh5LpeLRq/z+TyqcJkj8Ak4g3VqNpuq1+vRF4e5pz8O9t5JLiph2Y/P+0KsMRbv3UOwS1aeNaTqrlQqxXthl5AN4grHrcge9rpWq0XFF1s1XC9TOcYHkLUnXknjzGq1GmQOxJInC9bW1jKN+N0erK+vxzZK+tMhR9hWtoLe3d2p3++H/HuyhqvogT2shQNkD2z4QxCMEaKczhWCiYVFQmG8nM8DUM+qeEDjpUDORPJSbli5ABYOBr20wll0yAn+74Eb88DPfa8ZwublUp758UZIHsh6Vhpl92PI3NA7iJ5Op5msJkDdiRU3GO6A0vu6QUZ4uZcbeZ9HgnYHDaljYA68RJjve1YO8AiTJr1NAGH8fX7dMcHS8X1+hmIAVmu1WmY/nY/XAxbGxr0cEDE+z3zwTrB5LoPoDGvrcu7GIwUGPMfnlW0CyAyGqFKpaHd3N/Yz+fcdkHzdK2X5WUt+5tlgPs+6+JiZP8bhtsMD6NQgMT/+b5dFD7YIotLs3Cobwjo4oIc0wjGyBmng4O+DDqUEi5euY2NSItPBIvPpJAJj8Gop3pMtA5ubmxl9QYYeP34cRwXi3ACD7E3k/7PZLAMCptNpNPuhmR9HLqLDZB6w89h95uvi4iJjr1NSlndjrsh0ulOUlMmI4Eu8GgOZc1lnPSABcPI0LgKspDLhgDNl6yktJGjg/6wJa+eg0HtksL+cZzqId3n2LXFkKF69ehXZBDIF3W5XX375pX74wx/qk09cLWE5AAAgAElEQVQ+0WeffRZA5Zu4vsqGsCedgMrLM29vl0clMm+sB+vsxLekzM/n8+XpEtw79fke0Ho5K6RFWkbtdi2fz8eeUfep/E1lA35lbW0tjvvk807uUQXg/q9er2d8IzIAqcX3PKhHrtJxS8ueNYBJqhmcDPCgtF6vR0k+YJ6xXF9fRwM6t1lun3zfMfrKMwho+K7fByLVCXG+w5gIKs7Pz2N7CbZsMplkmnsiH07m+f+dWHRgTrDvsuU2nG1UvDf34XmrymlZc+xU+mxpWS0GAcL7p0mvVUF26v+Yd/+5B09gPO9pRTAOMZf6ra+j26s+m5IVntzgnV2W3S87GQA2QJ6Zf7eNngBzf+o6jP/3OUCvCE7xZ1ShUk0DTmfLkydo8AtOrK0iQhx/YJewzfRLm80WGe+trS11Op2o7Oz3++EvOKKULVMQfVdXV5kg/OTkRMPhUDs7O9F7h74pp6enIW+SotR/MploMBhEYoA+RASUnU5HtVotMDG2Drmk/J95gZwnaHfftra2FgQuR/wxR2wpYG3AA9PpNHAOldT8ja4QI7EOrCnfv7i4iJ46buc45hmSdTKZRFICkoG1960JHjvSv+jq6kr9fj9OzNjc3Iz4cTabxfsyj1S9MAcpZsY3UTHFiUEep0II4/vu7xc9HyCXkAtwCLYHO9vpdEL3+B7zmdq2OE1gY2Mjyjlw4gASV2iMO6Wm19fXEehTpkAJWhpgEhzxcxQLxfeMMd/D2fOSHuQy6c7Uc08EyUtLXRg8Y899nfXG6JA5QAgxthhCjnZxUAkjBBnAM51h9CYOXjrMXDgzyh4cAKvvYeVvFNfnZTqdZvb3ukF2B+qssb+7r4PPIXKAEjOHOG5YahyWgx2CfN4XZhVixIET3/XnpWNhzIAUgopGo6HZbKbhcKirq6voPYACMMfuXFZlkLi/EwROBAGGmFs+68SClymnztWJA9bCA2QIEeSBrG61WtWjR4/05ZdfxlFlzI07ra+6VgX3vJsTd769xEEfQaqvncsVWV4MkIPb+XxxxI3rP/Pr88k8slZs/Uj3DabzCnnics8apETVqj1c7OlNSTCXA3+WZ5jRSeR31XvgUCCusBOQcASJBNDsHQSkHx8fxxi73a46nY5arZYkxRGV3nPB9wwz/zgvfIAfV4YNPTs703g8DqfoQYs7aGyig0E/ksyDe9aPPgSSMkRDGngz9wQN2AsnHWezWRABt7e3mayvg9CUKHWm3mXIg1IcuIN/3hkSxW1DSlhwXwfIZEifPHmiy8tLHR4eqlwua29vT7lcLkDf8+fP9eMf/1hPnz5Vp9NRv9+PLOr7vtB5Sit9ixNzglw4oer6gU9ym+vElwMgwBXl4v1+P0M+IwuuU/4s7g2gdXIKG+P+wsEmnx+NRhoOhxoMBmo0GmH7arWaKpWKZrNZlOSyrQYSBDuCf5eWxK9vTYKwfvjwYWRUwQXYNSqfwCuSMrgB/fJtUO53CoVCEEvs5SVbxD5a7uXk6buSCm6PWROIhlRe8GtewYB8UHWRy+XieGLkAzKA5AeZPNedNCDlQsfdFrvP5TMui54t9r/5N3rmz/c5SS+fizQg9UQC65N+x5+F3Pr2Fg+QvZSYYAAfB3agEutdY/yqC1z0u8gAx3XgK+yE4zlJb2EsyAonlNyGEOw4LnH9ZR2wUVRXYaPm83lmi5q0bDpInxbiHG/ohtyid8hhSgw8fPhQg8EgtgTkcrnIwHa7XRUKhdgCw/YNSTo6OtLr1681nU7VarXUbDZja2CpVIpsMcG3V9BKiiTQ3t6ems2mCoXFdjOqIMiqb29vq9lsRhwBCcgpOH6KCGuA/hA/OL6UlscskkAgiPZjV4kRkXtwOJiHagKOUgZ7TCaTmCNsC/1qCKg9JqKvEOvNfSBXqEaAiHMiF1uLbcb3OGbghJzZbBZNCJ2ggfjHXtH8dzJZNn8k1vFtVsQpYL7Ly8s4WQ/Mj+0BQ3vcwQkxvJMnWMBz1WpVjUYj5otxEasyHq4iZR47Ozv6zW9+Ey/EzT3IINuNYtEQwhXSDRLg0w2LO8Q0+JOW5SL+HQdnXqJGcASIRCAxWtLyHHBJmXM13bhgFGDZYWKYuDTAcjB4f3+vcrkc5T8QEL6Xr9PpaHd3N5gwgih/3unpaRgeb7CBMcEx+akNzI3vlXHQC3PMHiJKddhLmxp2D7hRaAykG2jPnOFw3UA7Y43SwcB5SRYyglB6qfTd3V2UV0EmEOxjaHzPM3IK2/bmzZtgQ0ulkmq1ms7OztTv9zNEhTOhGLo08EXuWQOMSRpc8N7eANED31Xsv2dWuI+TTuPxWFtbWyFrkqIRTb1e16NHj9Tr9XR9fR2loL/PhTNGb6XlOb9eJcN6uYygsxh9AgQn2SCiKFn3rAhgwskjZMl7LLhs+lrN5/O3yEp32Pl8Xp1OJz6bBpnzebbyh3vkcsujSrED2CbWijXk6B+cqu+d5d3c4XigMJ1Oo/yMeXHbyf2wL2Ti/Ix35ujy8lKnp6fa2dnR3t6earWa5vN5zDk2KS2Hq9frEbB7cxuY636/H7rLecfoHva+0WhEczkasTF+l++0sokGWJB+9/f3mWBlMBhoOBxm1sR1ivUkawDw8G0PyJj7MScfm81mZCSRa3za3d1dEN5OFnE/wD3BLL4xn89HUEN1BQQPsgOYL5VKevPmjSqVira3t+PM6YcPH+rBgweSFk2oXr58qW9/+9t69uyZ/vVf/zXOPXY/ysUz/Gf/24sgDh3FxyG/VI2USqUoxSXTQXMu/BPv7L6DKjFkFLtJc6rLy8soieW90OE0MPSMEe+PD+P52CP06OLiIgA03ykUCpExp9KG5+PDmAPeEXsJphiPx5kSbg9CsVv+btgp5hmfCMDGv0LAVCoVTSaTKAmm9JZquLW1tcy2IkkZYsuTLk5AQky6vXVf4DLM993e8xy2KmFHmJNisRjHm3HeulcB4OfBSugQ+gph4fLJWpAp9W0Z7P11P4y8Mp/cd9X+Y29c57gHX10sFjO4xUE8cojNdYzrQXy6Jh6Y8XvmFv/iyR3Og3/06JHy+UXputtdtup5YE/28KsuJw58/smk4lN8LSCJ/Z2dyPFEIPfxpJiTG05E8BnP1l9fX0cAzf2wyc1mM8jE2WyWaWh4e3ur09PTaPiHzq/CYjwXvA4OY206nU4kHgjc+v2+Li4u1O12tbOzExnafr+v09PTaJLJOfTdblfValXj8VhHR0fRRLVcLsfaSQscxpGrxAI0bf/Od76jzc1NHR4eqlhc9CTodrtR0YR9gmhgayFNi3d2duIzzBPN8sC1BwcHEbBTRei9r5w0Gg6HmQbEEEYbGxtB1kuKPgQbGxsajUaq1Wpx4pGTo45jXOfwz+12O5KxNLbGXkLgOg5wvF4sFtXtdqNxMsdgYx+wJ/z/4cOH2tnZ0f39fYbk8OTl9fW1ms2mbm5u1Ol0VC6Xo5JyfX09+umMRqPMEcW+9ZZ3BsfVajXt7e3FaQjT6TQqXjhu3OOxZrOpwWCgN2/eKJfLRbUKvsCvIswyE5LP50NQMHZStkzMA1HKNACoTL4b75SxxtjOZrM4SsMDSJ6XAhp+5xk8hA3Q7oEEThM27P7+PqoWMBwsMsEeDslZxHTPrQNqsnWABs985POLBhiwlcyJLzCMFiAD8MScwI5hkLi3Zzx8ftJgCHDj5XMuCMxxmhnncoeRZoXJ6uDcfK1QCG96iGwwPpg7zxazvgAnumt70xdpkcnpdruRkWOPaZrZAbROJpN4d2QQUIAs4IDI9jgYYr5wUJBaX+d6VwZhFUPvDDZg1u/BuxJosz/Nt0Ew3lXPTS/Pdvt3CX6cAOD3Tg4BfPL5fIYEcV1ykI188f5kLgDxGHEHW04WIleM18tPUyIMEoL7+7tiXxgrP0/nzJvT+Zr5+LyvBXrPu9LEx+cKQIOselDj2VPezzOH/mdtbS2Cfsr2bm5udHp6GoECdgfbQ/DBGnhVAoEKtgCwQbPBer0ezxgOh7q9vVWtVpO0PA/7//P2pj2SHcfZdtTae1dVr7OIw6FgQgYkGIZhwF/8tw34Jxiwv9iGIMu0NSSHnF5r6+rqpdb3Qz9X1FU5PeJIot8DNDjsrjonT2Ysd9wRkelMICCBoBmSwMQhJCwkHmXhbNaG/hM8lhl3rwdz59YvwBR21zLORbDgkl5Xe9ADy9/QC2Tats8g3xVbBtJ+h9ImVqtP1TScFHF0dJTHrtXr9fjrv/7r+O1vfxvv379PO/V/eXnt3L/NWPFJ3kGaYAA5M/HLvCHvZJIA6PhjZAkQbb1wltT+ikCDucb/UbFnMpb7P9dG4PsRjBJwYkNss8BFrgBgjfE7lgVniPkc97KPslyWWUmCAfBb+d5k37Ff1j8+y879xly0eNgfoH9O3iDjEB4A9jJDbb2z3YtY7Q0AGehyWD+nDEj5HeQOlRHYOwIC99HyHvYDi8UiyVjmkPmGQPLneWfeyUQZ8sD/I+/ehNeBBe9iu1Fe3IvxO3FmAsNHixGQYjtdAVNijs/BB+Xn8XtODjhh5zVi3rCFToI4gWjfZ6Kg/Ds6YFJjf38/7QVxDAmbx8fHuLm5WSPrTLIQlIJTTCayplTasR5gHPw8aw5WbLfbuWaMYTAYRESs7eFARR19/WSRt7a24vXr12vEtfUWTEyw2e12YzweJwH48uXLPGbYwasDbhKQZPb7/X7M5/O4vLxMe0wC6vz8PIN/dIpjom9vb+PNmzexs7OT+yMMh8OYz+dJ6m9vbyd+gXShTWGxWESn00l7x+9cKU2loJMg1Wo1WynwO6yJk8UQ1ATsYFHsMvimrBDGfkyn07i+vs7PE7AfHh7G4eFhksSMHZwA5oqIrCzAJjMH/Pvu7i5xnMdBbGKidnNzM/dfgLjEtzn2pYKNymtXFjA3Jc6M+H8bCJodaTabcXNzkxlsZ11dysOkogw2GPwAWM10wlgj4AgJ9zCQ5v/NLjooWCwWqWAsIqwLDCMAlr5rssmVSiWNBvdz8GIm3GRByZIfHBykIzSbiEADJr2REE6XzVXKYMtgqWSCcVZWAGcrzWDX6/UUYNbQ7DhCbLbW4BbBLYMsEzvPBUpmukuggvIAOMg0AaAMov1f3pO1peSq3+8nwABQ+qxbsgwYRwJ5HAqZO9gy1gwZJVDi85ZNA8dPXQ40uUqCrPwscweQtT7B1uLoDw4O4ujoKEaj0RqAKx30py4HyF5H5pL3LrMItgM8D2eKrkRE7qlgIOX3tk6YDcXhUCbIGB348zzbHANJgkp02CShg4iS4LD+PdfTzGcMaFy2brDpFh3mC0fhZ3Fv5J+1QVb5HsAb/aEEkcwb4AZjzzFCBPQuw18sFllJgl0BkECikWXZ3d1dc3w4KUrW2eSyrB7zmqJT1nMCLO91AGFQErsGziXQLO0jurm9vZ0ksIGr7RbrYEbd82/y1zLs71MF4nVENku7ab1k3rhXs9nMbDNO/+7uLgaDQbx69Srevn0bb968+f+NDMCWU9ljAg2Zp9TRtoK/ueIIPUE+S2KP+YP8dRWIwXxEZHaIo38j4lk/QjaacRDE2FY6sCuDbsaHz45YJyTdV2x5QNYYL/PhIIkAxnOwXC7zd/zXZKHljRZI3tmtBYBP9IG+aBO21iFsk3EA8mW/5CoXEwTeJ8OVAhsbG4kl7Vt4/uvXr7OShAC2JMuMW0q8wdidoXMlVtlGgW6DERir19wy4CCW8RiDGQeX37G+P0c0I0vGUyVhyP+X+MFrRia0UqlkGxVBAa0sfs6fe5XBvIkQvzv22oE9c2J/V8YNztq65c7rX/r58sQj7guW54x3dJYf+wzPvQntavXpRBfbgrKyjiw9ZCF+kmqz5XKZJ1YcHx/nSTcnJyc5Bjb/u7u7i8PDw6wCjIjcxBQZoww+YpUoQBe9e7yxy/b2dnQ6nbUecwf0rFO1Wk27yt/xRTyfeMt2ijnb29vL45DZQBFsTTIDu8jxigcHB+lLsMHNZjN9H+Q4pwyQHCDYpb2D8dvPMw/oOmR/pVLJyoTz8/O0Z/g59Gk2m8VwOFxLaLB2JycnSWZSEUDMgU0ktiVZ5JYF4mBs1OHhYSaFSaI0m83E+VRUsb8Dc4mOMA+12lMlOfaA/VjcClLGnFz1iMhyKEo0yNCx4CgJE2sATGAdEWsZVf6Oovt3AGZ6T2wMS9BkYG1nxcuUwbnBOKDDQmswjxCa6XQwz4IY+BMsQgDs7u7m/ME+GUxyFJGrJlB0j91nQjqYZhExRmbIYOx4Z8+PyQsbZQcCGOyydcO/LzNcJhwins+c+jneAdZgmjm1gTAgo8eqUqmkgrBPBf2p19fXCYrLyo5KpZI9SDbWyB3vZmdrpwsY8m64AF9ndn7KwX4KBPyxz1rGAXSWm7u7uzQ0e3t7cXBwEBcXF5nVcZD+pzy7ZM8NQJEvZ89gOJ3FQRYtXyY/SiLEZBzZGIwyINFAw+MD3CE72AQDDgN6yCEDGIKpErjxb4AUnwEk8P/YKGcK+DfG2PcFgCBTBN0luI1Y2VMAAAQn9mQ2m0W32412u516QUad/kBIXt7TNnC5XGbPHWXtZOiw9Z1OJx2bwQN2kD0ZXFnAvJrIMDjGhi2XT5lhNvgh8wBpuL+/n2vqlgvmBYfv/nDspZ+LnPL/gHm3A7HO3Be/5/1OyLRwT+Sce1pnqtVqtjiVQBXZsX7wngZbnU4ntra24ttvv00n32w249WrV3F8fPwntwT9ORctIdhOb5g0n8+zVLRer6ddpXTYfsZ68VxwBKBF7llTAl78BZ9lt210IiLWgucyuEP+HZAAmI1tWEfrsO1eaWeoLLDeln68DEAc6NjWl6XcvGu5UTO61GisNtByaSwtCthi8IJ9NHNJf659csSK0LJ8W4/RFY4e88aRtEA6a48+REQGA3t7e3F6epoBBxiJ/xr/lQAWO0Y7EGMlEKlWq3mSQUkaOyHiHbyRGd8P2bMdAjcaL7G2rPNzAa9xEHPu9+Gy/7Fv4DlkJNGZ/f39JBQJbPb29rI6i8xh+Yw/lRxgDPwwFut2STK519zvYTxVEh7Ya1pNniOHuAaDQZLInl9+uAf6BW4zoYBOmnhmjqjA9A9E08PDQwwGg3wX7AV+jB32nZVGbiKeqpoh8LHlt7e30el0spqY1jsqlPf39zM7vL29Hb1eLwmGh4eH6Ha7sVg8VbwcHh4mWRARa1l0bMLl5WVMJpO1+7JBIKeOkCSAIEC+0L/hcBjj8TharVaSISQaqEBgHavVp2rt4+PjDKi5v9vE3HZHJQNJahJ4xFzMK2sNPqK9kYoj1gYb0+12M1lChSXYg9YriJfZbJYY5fj4eK3aG9KaMWG/ptNpZukhYW0L0G0SPE4eO8EECe2MP36IymgTN24To20AstjkNXrKVffmD+fn5zGdPm1OtrOzk4DN/XreJLBWq+WGZiwibDfKD1sbsWL8GVCj0Yjj4+OPSgjtdJ/LSNqowIKaMUeYGo1GXF5ergW7ZnXn83kKQQlaHQCZzfHuyQQw9OBMJqtzIJknbyCG0SNTRdbXC+/ABqHx+3ruIB5svHBalFDCcNnYGqyUxp6LOXEWw783qLCQ+zMIoEtqkSPLhAkE1mprayv7kA2kAfHMkTdTZG6dufB7ORA1uw1YwMibuGBNcWDeCPBznKkDAc/PH7sMWngfZxqRudvb2yzfxvCZkDE7/7kXsmjiwXOFrvJu1erqFBGTcHyeXaOfC9LLdbEzpwyMip5yHnkv96aaLHCwZsLLsucgoxwfdqbUX5NjBIh8lvtYZnzso0sQy3kwEQC4wkFQ/UGWi817sJPeaRebyHfb7fZa2V2ZwSJocNCGXcJZwXqzHwCyWKk87VbO/e0Uy4xXuT7IOZkryo1pu2JunRn2BoaUwhIs4eQBwKwtPXoGrKw/9gbQ6J5QZBgHa9IY+40cmKzg3zh5k4m2N3zXJdWMO2J13jYA6/b2Ni4uLuLVq1fxq1/9Kv7zP/9zrR/8/+rCDlP2SSYMG8h6mozBRs/nT20wtmcm+03U2dd4jtkVmpLfxWIRu7u7sbu7G9vb25lMsI90QHB4eLhG/FgGZrNZyltEZIk137cttU9woqMMBACIEEecxe2qQ96/DDzBUchipVLJjBp2A3libgj2IAx5JnYLcLlcLnMNI1bECeNkHexrTVZCstlfl4EqVXv4I8hQwKx1CNkh0JlOp5mEqlRWe1Xhh4wNvL7gU9aVzcNMgpis4lkRkYGOg1ASM6wnZCdjMMGI3UCXkTEnPEwmRHxcKWjZ5fL/l+Q1MkMvNUEhZIqrcvADtlV+9udcpbzaRxgHosPI+XPEWelfjUk9H/aB4A/fw/M0Ho/X2oBsYxeLRXS73Y/IeuNC/A4/tsXOpiIXJt3ZTI61hWy4u7vLoJjKGNr3BoNBxkysFWX04EuI6M3NzWwDmEwma/uXIPO0yhKYE1hyYoc3UWSsXhdiF9pqHTA2Go2Ma9AT9tGhCuH6+jqur68z8DUGoA261WrFxsZG6sfOzk4cHh7mJn+QopaH+XzV+sv7I4sQEIPBIBOGTu7gs7G7+HiwA6SG1xeilX+znhGRRzzT9rC7u5s2mc8YN4ABOcng7u4uRqNRJs5cUeckZr1ej/39/TX7an/F+vN5ZB27Bu5kHyYqwtAd9LgkWrnqgClKIdwDjMJw8XdKNWq1WgyHwwzGYMkNFOxkUGqDsxIcIRAOIP330rDBRttw2WCySQXPtKKziDZS3McOENbJZ3iTrWZOnKEiQEKJEDAcLwQMgvBchsDzZiLA2QGz3HboVgIYoogVw4rBjlgF4w4SGBNzbcLBgAYAUBp6Owmz+Z5bEzaWNWchGIurJihjAiggQ6WsIgNWFuQJ4ApI9H4OzBtOw4GML2Typ8p07ewtY3Za/qydI+SG5455ZoM1ekN3d3djOByuBaafEyiUGQJn39AXAIkzW4yzrCopySx2qy/vz/dxwDgaZBj7QpmcfzxeB4GWTVezOPvgjCVyX8qn3xVddNDiNXLGz9k9gwg+j/56Hrz2zjCS6dvd3Y1WqxWtVivL4txPx2kmvB/3oV+Y8TBuB7Tz+Ty+/fbbtSwohCfr4myXM/88D9CPrFLqFrHaCNXP5xkma3DwrAvrOJlMsueT7DQbpwESGaODfOazWq0mGWBCxNklbLdtHXaadTKRi6wB9G0XeQ+AHs/0/JhIJJDhGQCgiCf7NRwO48svv4yvv/46vv/++/jXf/3X+Id/+If49a9/Hf/0T/+U8/d/eQEyyrllftnwsLS9kEPs2YPclaQb9pv59DxVKpW4ublJHYIcsv/mHibYTFxTacGaO5AhGOXfrj4huHC1oG2H5cJED3YL32T/5moZ5ADS00Q3/65UKqmLbJRbJi1s7yEI0RfeCbmG1OF9/d7WCZ5vvACgtt9z+b0xA/6J4ATZwG+gb/P5PH744Ye1th7Wr0waWO7sR3ke48cG7e7uZom4iXx2UkfeeB5B1vb2dhJEjUZjbcduKvKcYcUeO2ni5FlJBtkOQ2zxbsiscZhb4gz+8ROQs8w/hAoJg5K8dsD15+AD1ob7IhuQgPzYFxoTeO2QJY+JZxKHQM6VZIHjAebG/p1xo68RsXayFnbcdhq86ECLsTCO0WiUVRfsss/9qXTudrvps129g06YVGfPHd4b38kO+sgl72xSoV6vxxdffBG9Xi/1iqMJ8dfseTCfzzMo9abIW1tbayd6eE3u7u6STCETTlyFLhOU393dRa/Xy4pEzrcnWdFqtbKKGLKzXHPm2/rKxupUP0HgoYcnJyeJ39F/sARHp2KjiLNMWnc6nVw73oks+83NTdze3mZ1JmQq+l6v1/N9eUZZOQqGuby8TCIAm4/Oej8e9l9YLBZrhC62gLlxfOSkM36HCzlnXtwuVl51XooFo8fSjtvKYbYTRQC84YgMlGApzHDamHAMBxPJjw2RjUhp3BBcvu/JYMJ4Fy8S4+FoC7OfXIvFaid8l78408AiAfLtwFg8CAAbLANEM57MtQ2f5xgHzvgMUpgf3gXHaCbc2VDAvO/HOsKiem4AdMyrwYjXy2vsNhPWhfujnMwHY8FQRqzOAS5ZZubCWQc7TtaG4AYnigFkHgA5BpAGfDgbfuespo3Zpy4U1nPk8Vsm+YwJBD8TdpQMJg7Km1R6Lf+Uy4E8sgYbauCLYeJ3VG6gA14f1tLPQF+ZC9habAcglXGQtXO2wFm7sgyRNTX4R26ekyGvp+edq1xvyzz6a5lzljgicjfZxWKRZWDWcf+/ZcL6wW6zfGdraysODw9z1336bReLRQbgBLeUGsKyOzCbzWZxcnKSAR+AARDZbDbj8PAw6vV6BhE4MTPWdmbYHOycbbHtOPPJfV09gayTQYGUAlQZEHNfQCiOjrVFFnB+zK8DSANIyzmf8T0BAvaH+JKIyMwjwJwN8BgbYI+/0xpjgEUG4OLiIi4uLqLVasXBwUH8/ve/j263G3/7t38bv/zlL+P3v/993u//6sLXGWQhh8yN9YG/4afpCbUOGk9QPQHh5LmNiMyouGzYckorCT7JmVie5eoSvs94KeHlXZ11tW6X9tuEkDMt6Dh+uMwc2x+DHZypxPYCgKlchJygN5SkTESsgVh0lCCcnlN8GFm2iBUR6w28TEiwxuh86Ru5SnKEOXp8fIxOp5O+GRnnO9gRkwFeN97X+KO0H65siIjc22Jvby9LmfEr3mjPlQcm6dwWtlw+nRZjX0OgAPb98OFDBm3OoCKDPrWJcViOnsMT+Bhf2Dzwiv0ZtoRKgYODgyyhZq25v+fwc66SMDCR8amf0pciNyaTuUzimuw3pn3usp1+jujg2tvbW7P5ZQUBbU4E/ZY98AzfQ+/AtPglxywEW4zFFX62E8QLJutcbUGFgUvfn6uydsacIJN3fnh4yARms9nM017wixGRWW6IO+QM+4oOgZnxgVvxIxcAACAASURBVLSllDEbchkRiR+oNOfEllJXXFbP/JishKjBH9OewWkFvDe2HJni/5lT5Aq7SYKB6gfGB667ublZq7bgb1QiMu88A1sOplgsnioTkZfb29tsYXILDPPN3PhUHuS2UqmstYkid5AayBx2nHUw2Yv/8d4GvuoI8Hw+T0aU3gwEjgfa2aF0rVYrB2LWDQNlh+egymwdRqdk0pfLZZYJGkDzNwfWbCpH8MI5wMvlMt+PezuDSJmqy6kwTNyXkhjYVm/wwH0QPhQWheEICY79QRkpv+z1eh+REQ4GCIbdT2cAi0FCGH0Mnp0LjqisAPC7YoRs0E3+sA52bAZ2ESsQ6KDP1SAOCiqVSgJ8KktQPAiDRqMRt7e3uVEgu+fS10RWBTCIcQF0nZ6eZoDk8itYdTsngz4UykceMVe893MKVV7MXZnVKIGNx+D/8m87WvTKoI4A4k8lA+y4kSs7ba89c8z8YHideUVWkY/7+/s1mSiDBq8d68S7OfPkuTaoKfXKYwNMlASRQS3VFOg+gV0pB5bvkv11cBmxqqpoNBrpNDHerCX3BABgY5EZVy84C9dsNpPN5j7j8Th3BKavjefApLt0HxvO8xkf93Sl08XFRfapMSbIge3t7ewPp1qH8aMfZ2dnGWC5TBi7QbDD/OPw+DtOczab5TuafLLjJdh2zx3ZHtbSFU8ES55/3o9jpjiNgN51+p5xyMi6/RE2tFZ76vOHyLDsU+pJcEYmZT6fZ/bh5uYmvvvuuzg8PIwvv/wybm9v47vvvou/+7u/i1//+tfxz//8z5+l43/JxThNjqAHtKGgM7yn/SA6UuquyVYHyGwcyHeYf2ea2RAL8Mb13DqAW1hzfABj7nQ6GbSRHULnIFu58D+2I7QxWV9NlKNXzJ0z+VSC2K/Z5jppwJwDEu/v7/N4WfYKAF9RAYO9YK5ns1lm1Hge4Jb7mghgjcvqK9aNOYFEQOYJsACgtDCAz7BJBCuDwSBubm7WgCpEjMk2k/bMkwOiiMh5oZWKzdjYgwRyygQRR/Xy7i4h/sMf/pAVWlRB2df85je/yd/f3NxEr9dbO57MCQrkAD8AVikDdAfSyKt9ojECG7UhB7QNoE/GEWWg/FPY5bnvW5aQbesHuubPmxAwFipxqPWU75LIKeMG7le+l324SUoT05ZNExV+J+zd9fV1Hr/rFj9sCHEDMs++Ougw2XqqNZjTMp4hQERWOQa83+/Hzc1NDAaDJPvYfA//jP6CmefzedrGb7/9No6OjvKIwb29vYhYbXh7fHycFQeW1dlsli1WJAso+3dFxS9+8YvMfuM3qVa8u7uLr776KuWbFiXiKGO9kgyANDw5OUmZYa7ZdBe9o2KBJCLyQ/Ws5QOZIcELGQkWgqRBlmazWdot5Mj7obhVALnDPoMPSOQgY61WK207dpV5Jd5wxTb2xvG1q73ZlwGbZlKLxKF10IljX/WIJ3aIIzGWy2VmwWezWQZoZh0YCIGay+/9gs6QoIgG6SiAMysuwYqI6PV6+XmyvIDd5XK5ljl0EMhmWD6jncXDSSO0ZnBhmtyHQ8DuhSaoRGg9L7wPxp6x8zucEBuC2AFHrLIxZQbKQRnrgaA3m800Jiw+hqV0Ajh4B5k2UjzfZEDpOExMmER5rnyMv/Ms7kUfaMSqXBQWE6G9urpKQMEzMNgQBy6H5vm8+/X1dYIa+reGw2Fsb2/HL3/5y+j1emsZG96HMXr/Czs0jJYDoJJ8MfHE30vmnHvYsZp4cFUL7+/x9nq9eP36dbRarVgul7G3txeTySR3tC0zDOXF+rJ2ZrhZO96d9WSOGo1GtulgfOr1egI0jFJZ/WIwYKbcmSoYaXbiNQA30cWzfOyMwZIreLxWGFuCdT7vZxEYs144C77Lvfw8V+ZgVyaTSWasmHPmi3OQIUxZY5h59yATOHW73cxy1ev1ePXqVTQaT+fVz2azDLAvLi6i3+9/RMaib5ubm7nBDCw0wAcwg6NE3miPenx8jKOjo3RckLCuyoDgQebNgmM/OQWD+TWRfHR0FDc3Nwm02FGYzURxyhFPZZWnp6cxHo/j7Ows+/Wm02mWWANqvAkUZZLYHrIkOFjmEkBQqVTyWEXmGlvo9q/5fB7dbjfBv49AxW4RdLTb7cwy7u/v57nVlUol/uu//iu+/vrr+PLLL+P169cJ9r/66qs4OjqK77//PjfaY12xEZ8D9n/qwgbYJjuTbHBsG207gl64rYtKFQgWZK7URZ5r2z8ajZIUGI/Hab/wW9iFdrsdw+FwTa89Fnw3lRlUfRCQGpQZSDFm+37uj/8kkYEvxBZD3HIvQOtyucxjYmu1WhIqEU+YCAxiH09gTQaIsnjsjf0t/gPSifXz3PBukAslcRqxOtMc/QH08ywTGfhjiBXmAUy5u7sb5+fnieFubm5iNptlZsy7hDu481W2tTI/8/k8RqNRrvNsNourq6tYLpd5jnm9Xo/vvvsux0mZN0Fcs9mMy8vL2N7eXiNQdnd34+DgIPb39+P29jYDPbeFAurBiqz3zs5O7lBPRtLVEuBjk+XGfeBXsMXW1lb8zd/8TWxubsZ///d/JzkOYctmstZbggzr1acuYxXm3uQpASoVaowXP2E5MDHF5WQJLQ6sl4kP+2/LJL304Etsz3K5TPviTLMrJSIidQz/BPZyW4xJEGN6703jdmU2X59Op6mfyAHZd9aZBB4btdKmwlpR/cfGmDyfNfSR0uz7Nh6PU4fa7Xb0+/0YjUZZpY2eM7bDw8PcNwDs5Wqt+/v7xOG06V1cXEStVktCstVqpc6BtYkpXcGCnZ9On046IsjGF7fb7cRynH6ALatWq9mus7GxEScnJynHfIaECHveea0h6A4ODuLVq1fRbDaj3+/nM9h/xdWUVDaw3tiGSqWS7UidTidPJ+DEg4j1vbNYk4jVSSadTie63W6SR5ubmzEej+Pq6mpt7ojD2dTQieharRZnZ2e5Nwu+jGolE7KPj4/Z0mEyhvmpo9iAf2cBEBobJQAhL2vnXRpsZxFRUu5tFsNBsksRCQxMRGBkeAlnB/gcgs4CkkEnCCBrRLbYmYiNjY2cSJTcwZlZXAy8HZQzsxgenu0sNoE2z3Fph1ndsgy6LJPmu85YOjj51OXPlPdjnHwGcsOVAQQuzD8AxCQG8sRcIdhlBhFgYTaLZ7qMHOXiHgZuDt68ligE80iASnkrCo6seR54TzsKnLIZ8nJezU4it1Y6z/tPXQTayFFEJBPbaDTixYsXa3PKHOEESyLoU3LgNXF23O9qAIuuus8OXQAUA1LRZzOSz2Xh3evF5SoDO3Z0FqBjGfa/SyKgDDaYUwMef8+ZQM8Jc+FA4LkKAgfCZqAB8gQCZXbaF+8L0N3Z2YmDg4NoNBrR7/fTOREM0Md6fHyc8gdDDUmKTMGwo7OAKIgPxkivLaC+Xq/n5m28E8CfdUN/kE/bS8g6CJKIVaUDfyOrgjwtl6vNwtBL1g/52N7ejoODgwT1DgAJOmyLSh2xnDBmxkZwaAKKlgoIT997NpvFhw8fotFo5A6/HL20XC6j2+0mWI+I3Kl4f38/N3ZaLBZxeXmZbSG9Xi8uLy/jxYsX8fr163j//v2avJgo/jnIAObQMoquA1JsB1kTsIAzeZ5Psq0OHiENIarwHZDufA4/w8kW9t9gCe7lbJflgfep1+sZtDvZAQniKhK/PwTZ7u7umu+ezWa5Wdd4PM7qQPehez7AKpDg0+l0TU95HrbIV6VSyTPM0QHGiq30BqieP3SQagnmF51FrwiWeHcwCPaCfmXuTQkv42MNIcTYHZ17RqxwFXOBX7T/tN1wsoHg1wkY6x+nOdmP393dxY8//pjfx540m821DCCVheBGnv3w8BDv37+P+Xweg8EgEy7oMvIHgWD/AyE4n89jOBwmXuKdSz82n8/TljmTWq/Xo91ux5s3b7LVhuTW4+PjGjFneSsxyE9dn/qMx2n5KFtM/F4mDo03yvvYt/pzxiI8w4Qcc2Sfg17gi4kfGG9JdpRJLcg5noVNAHM4o87zt7e314JUiACCfU4ZYJ3wd/Slu4IG+by5uUnZIZM+mUyi2+1Go9GITqcTrVYrptNpnJ2dxd7eXrx48SJ1mr51Nhfc3t7ORMVs9rT/wc3NTTSbzRiPxzEajeLDhw+JNdkbbmtrK25ubvIdyYw7EeK2C+I7qt0qlUoGvI+Pj9Fut6Pdbq9VBLp9gMozbAsBPXiI+ceGoE+s+cHBQcYYHHVIlQ+EjwlO7N7GxkYe24xesXa809bWVp7ww5iRJyd/wUv2IdzTRDsygfzW6/W4vLzMOAs7yuVKdewj8sl8ICc8m6p/6yBX3eAWJ+eFxXDzOVgbK09pyErjx/1xDhgGBK1k/xxQOQjAWDgA44XLshszfyYpnNllcpk8MsjOBnhuTIywGDYmpUMC2BosOiuIo2VOeY4BjgGAnTzPIstWgj/G+hyz6fVhXsw4l2v6XODmTVcYN5ff14avHA/zwNhxJoAnl+NErKpK+A7yxX29NpZjlyBZkVBqz2sJKDyPZrE/57JzAfj5+59zH94XppWMCSwqcwTYZMdY1pL5+dRlmWaMrvRg7M724qgBkbYX6BiXiZZSvlhzngEZYCBQZrHKuSuPbuOdeAZl5n4X/1iW/BkuZzMst8gqZKVBjIMPyudNCPAZyC7IWMC/bQpzBsjZ3t5O1rjb7cZ//Md/RL1ez4wj+sZawbTjXJz9XiwWebQgJEyv18td+skCLBaLDM7YUX4ymUSv18v5I6AhkAOMso7MB6QhwN+VFLb7tsc8r8xKY3+dFaKyq1KppC4Q4HincnQKu/WcLi6Xy3TayLJLuZEDAgn7Ka8544Ddh+Abj8cJnBqNRlZlPDw8ZHno9vZ2dLvd6Ha78eWXX8bZ2Vm8e/cu/v7v/z6++uqr+Ld/+7c10Mwzn8ui/jkXAJgKFYN9r6v9qv1MWVnkXm0yU6UP53uUhJZAh2dXq9W1zeCwXdzL9snjtH6hM+7Jd7BBqTd/x14ij9zT5CIAGUBrv/8cIcrfCSbxlWRTCRhotbGNZLzGDfhmAn3GhV7xg8y6/Nm/xz4YTEKkR0QSC2AcgmvsIu0FlgkwETLRarXSTiBfJpudqGo0Glm1yt85LcmtUBGr4PP29jZub28TU1AWTD8x1VWU2tN/zP0ojXbCZTKZxNXVVXS73bUgwHbDOIV35b9kHSFCmXf+zfj5PWvLbuSQopC9kIokCDiGzvcsfyI+D3/4Kr+L7fb7OmHC5z5FTOJ/nWwgiHfbHPIcEWutJPglvu8kHzYWfIG82r8yvyWRaD9ENSlJKmSU54O/CPJo4yMTS1BcqVTynHiCWGdnPZ+sP8QTPo75JCFA1r/f72frcrX6VE05n89zvyI2pTPxeH9/H5eXl0nQkTHmBILb29usgKOCjfUi843Og6OpPHDSjkCfgBu7dXt7m63cEZEV0pZ1dJz1wfaQ/eZdWH+3UlcqlbXKcOx3WRnIfVyxRgxCixp65WMCK5VK4m+Tz8ggPo5n8nvkkEp05A9bTazE0eHX19exv7+/lkxjrKwTNhf5ME4lkQNu6fV6cXNzk+vkq85E4TwA5A7QPxUIWWlKxt0Kzn1gYgAINli++AwOjH8DJhFEJh2hcV+snR5OkAlyoOggCIPPmMtSIQcO3MvZPyutgSLvbycOkIAU8ULz/gg7c8plp+51Kucc5cdQOQA3IcI8wHAbWPpZjUYj2yeYY86BXy6XWUJNKRABhp/JejBeKzsyYsP4nIMpZYVxGojzTg40CFRgP+k98vwyhzZMlvmSREEGS5lnfnkPZyCRhcVitYHQpy6MPxsDkZHd3NzM84W3trbi4OAg2u322rm3lpk/dn/GZF03GWSjZT0kWILZxuCYDABM83cMIu/vwMJ65Lk2iCkJLUCkZcqkhkG8gwK+71aKcu38vs40+DkOTmCwbQuHw2ECFGTPDpFSdhh/DDR65zJTiL9a7WljxsvLy7i/v09nVq/Xo9Pp5FnBMPomLigf5H2RX7Jo9NxaZ5FBsgqUhFKux7gp2ebzlEQSGOAYOYsXMI4c1GrrLWXPEb0m66hWYA5ZO8iI+Xy+1i4DGPHeAMy3gbP93Ww2S2KDsZNFZZ0A+OgTdgZ7ORwOM2NKRZKrParVVdk5R0/5SK1arZbl7o1GI7Oxb968ia2trSTskVXe7ecgA5BjZB1y2gE1a+nPGkcgy4wPeffmg8yBdZHMvytqCFzxNXwGOTUesM9BbtA93s0BDQDRQSXrTRDL95APkxXoIS0z4CnPkYN1lxBTcg1maLfbsbe3l5lJ/MRk8rSxJuNgzwPvKG28wzoQ2JjoXSwWGSDbvjuzxxxByrtSZj6fx9HRUUSsWtfsM51NZ/6RT8hrMvE+ghNZRu+8ppzLHhG5JgbgrjBcLpdJtvJ+zPv+/n4GmFzYZGfVsFWWfzZdoxWADV7xO/ZBPh3ExA9yWPpD21yTT8bYVNU0m834n//5nyS8aVlAfrGTxpt/CRHg/3Jxf/tU222+4795HCWB40CS+7JmJuKQCS5jFnSetedzJuLAAciPcb3vR4WH34XAGJ9OQErWGTKAqpWIyADela7oLbYTn2W/Q3k+c4os7+3txcnJSTQajfjtb38bV1dXWXlmwgz8QMKIFh3sFv6m1+vlWCAowE7MGbaNVo6IyDZcsBa4Hx9ElTXYCBtSZsQpsYc0h/js9/triRXuy3PYd2c0GiVBx5pwpCPzVa1WU58hR8p9ypBpYz/IFE6HgIyaz5+qe/ADVJlRNWhbyZix98wJvseyt1w+7UUzGAxSfrH7ENjYdggEdMKJKmMt2qLAbY6lueoYLbI0Vp5arba2OY0ZQAxTGQD5pZhQBGo+nydgxFF0Op21wNCbScxms8zy+O8ATBycs5IwJBhfyj9sgFFksqxmFh2kR8SzTCKGGcXB+aC0DjhKZtxjM0NfgmDmzsypnQzf5/15DoJTBipcZmpLw/ZcMOgyagICDDJnj6NMgBzA02w2i8FgsMbQGoz4eQ7mGD8y4J4hAx3GiDxiYJgHGHIMrQEYa8t37YBZA9g3A9qSRTYh5awTF4bFzCCy+By5UV4YDYz7eDzOXuTp9OlsV5hSdiplbkry7nMuB+jMr2XGwBo5wHlZrtDx+XzVV8x88xw+x+U55e+2JSV7zn0YkwkGxueeZa+hAxzLEbbHwYV12zJIlggATdDvtWWtycoTSFKZQtb4uZJFvk823eOB2X/16lWWsxFk8f9ugWJ+eV8chm0ugTTHHbHzNoEb+tRsNqPdbmcfIyXRlEfzTgBmSskN9pBPSuJvb28/srUmktEDZM0ZfdYUH2Gy2Ww8fYH06mIvuI/tMzJYrVYze8gRTAR4fLccE3q7XK7vvIwdq9Vq2Q/J0Uk++5jKCbJe+/v7a/s0UNHw9u3b6HQ6mWG0H2B+/9KLDCZlqoyNuXNfPPPubJIxAj4EnGGyHF+Nv0bmdnd3kyjzOntPE9tT2wzG6Uq3MmsJWV5ueIjelOdYG9Og76684W/cg7JxZIJdtQnMAfsA3a2trTw9AgBrO+AKIoJhB/PGRovFIl6+fLmW2XRywIQk4ykJ07Ozs5Ql9AGf5/kjSHEAwfqQlWfdmA+TQ7TFoJcQetxnPB5nSSyB0s7OThLjZCAB5hCbtNERmFBZATGKzoBlrq+vc75MOCNDHOO7t7cXr1+/jru7u7i4uIjz8/M1u+cAqSQ7WU/jLAfKkCnYS1fHMYZGoxHD4TCDQIhO9I974meMz/nb5+CP5y6P09Uufh9XRhh7l/7ZsYZ9NBfziI0FGxprGnfgq51Mc4IC3A/Z5dZQ1trYwz4B+cUGmqy3/zexhs7hny8uLnLT3Uqlkm13EO2NRiOrVtyjHhFpUx1v0f/uOIPNB7EZg8EgJpNJbkxIAHx6ehrdbjfnC9tCjFav1zPbjv32XkXL5TKfTWzAvSKeWhB5T04GIqhFVh2ku3cenY9YxRrosTdbpVf/8vIyLi4u4vb2NlsLIFhJwtRqtWzr29vby6pIMJ1bivmp1+u5JwIYHPnEZqFPVG2yt9Hd3V2uPXYauWN/Agf2z603WM2nRYFrXNHF3IJ3WTvHy9gTkjeumomIqMMOlMYCg07/F8JOAIpiYZyd4bUSm/3w4NyTimIZuKGI/N3KzuTbQVmpDSIdlJfZacAqhtEkBXPy8PCwFrjDkvN3s54YPIMGBxXL5frxQxGxVt5hY8tFGSTvAchgbtkwzgwRAISAwPNQEgMoCcKKMBoYeVzICeC0JA8QapTba2mQ4WyM39lrhaGdzWa5NshTmaHAIPGODvRNVuA8WGdn4Bw0+r0cAPJMnmPQ4PXhvXDMnnPu/TlgHePz+PgYvV4vDQ2/w9DRY2b9K4mJ5y7rA/PKmjm48NrwHjCh/N7l6ThrSq0wgNazMnvprALy4YCrzCxYjlxBwvcxsl5XEwIRq6N9/O4OSp1tNTgw0cJ93TvIZwn+GQu/Zz6YS2crLCfMEe/rHsS9vb3Y3NyMVqsVlUolN87b3d2NFy9eJLs+Ho9jOBwmg05GHTtBxQFsObbettE6RjA6nU5zh/+IyIognDRzRVkcn0NesWNsQuVWHusHc4tNQDaRcZ7J/7sayYET+mSbOJ2ujih0wMq6O4tqArXUc4hbZJDsPr6SCgCThoDF0WgU/X4/g0HaLQACyMPd3V3upL+9vR1v3ryJk5OTODs7W9MZ5q8sA/xzLuaIDAsl4sgH2U9nx92za9/E2rtKxoQ3vgUZc0bcxA5ZcMrELZ8lIYt94/9NVmL3ICbKwKRSqawdfem55T6UuVOmS0UIvgr/gi3gvSjxRF5MnLGXggM59M1ZbypGAMb8DsxEuasz9dhTkyBORHguwBLOxDlgIlOPveCEEeYZGaSqjeCHnl/mEp0iGHGWEV/Rbrez9Lper69VwrGOJn6sl6wpskOwNZlM8rQBbADvb5tPINrv97MCCtsLnqO/OyJynmu1Wp6vTiY2YoVvS7zMfPBfAhpIQQI6iJWrq6vcs4n1xvZVKh9XYZkEi/g4y//HLgfMrL0rEPwZ7o39tm6XGBTZcuCMH0SfCMJNMEIWGUOBQWgPAh8jyxBWThyYfPdal9ipUlm1sUJM4h+w2/hLSsD5DnowGo2i2+3Gw8NDVpiUtgmfBe5Dt42D0dPhcBi12tOJNbQeoC/IAzaIMZHJ39/fj06nk76ECjbwEIlg9A2ZxQZhM8iEG7Oj31QTGfOwDmAbt3E6WXJ9fR3D4TBevXq11huPH6CKjI0CqViA6IN8sU9GxiBFWq1WdLvd9OXeNH44HGaVwv7+fhIUkB34Qre90YpoUgE7wfPAZNgb3tdBOnPH/gxU/llfqDp0ZTb6j50B3/n4SHTRlQt5bxwTRsMb9yyXy2RxWHgYZBSaTKuBLhcGjd8TJOBUcIi8OIvId1BWg20mmr+VGziV4L1kI8ugztlznoFAwNS4p8TGFANk0G4Aa8ARscoS8z0WxSQF92DBbWBtmLi3DRROx7toQvY4COWnUqlkn4+BmZ+H8LMmZDAqlUqy0QZpCDbZQoM6BzUlyVDKDmtnY1gGjuV/CSYALBhQty1gIFye5uc6sGec5fM9DpfalEQLOkCwalCJfJQKWV48F2foOZlMJvGHP/whWq1WfPHFF2sZIp77U5fJgIhYK+UyIGNd7ShN4JFxKUsDmQNnlNAzDGIZYHt+yyoBg3701wQGzzPIMpAx8VepVBLs8v7WZcut/x6xIk8dEPr+vpfHXTqonZ2ddPwOZLyO/NeZpZ2dndxUjoAMwA+xUavVotvtJhkwGo1y8zXG7wAbm4NuAGRwlIvFIolM3glmnADPu9gyTwQetqc4RVp1yGQgBwZmDr6QBQIQAiacHiWQHFXGkUcGb+6Jds8vz3K1CFkLZ+sYo2WL8TlgWi5XO1o7az4cDtNewfBvbGyskWWMb3NzMwaDQezt7WVlwq9+9atot9txf3+fJw9AzHJ9Ltn4Uxd66sAcn8NFposNsrC7Jl6sJ8wdY2ReyVSztpCRJvicdfUalVlJPkepe+kX0E9knFYTZ1dsox1om5hgnOgmQQHzxgaDAGEyiwA/SDHeCbuOHQU8uzKpDMrKYJ11n06ncXV1tUY+8X1kjnLzarWaGML29uDgINfJmUkwHwQh722wSvXa3t5eAtLd3d0MBsBz7gGm3N7vQb+x7cnR0VEesWr8GhEZMG9sbGR/LPq2tbWVu6WDUdB9cJPtW8T6MdZkK+fz+Vobgzf4arVaaS+r1Wpm9Yz1IM6QQ+QY/UcHaHOaTp/avAguCPrp+cbmM4aIiOFw+BEefC5Y/2OXv2P9BSdYHksyjiC4JADQU+6J7Fun/fySrDNOjog1328bUSYkWVPGBH62Tcc3Gxsa/4B7kQdXBmPvkTP6yx1TmAw10YEfQJ4J5MDY1Wo1iX/eidMywALMhavglstllt2PRqNsG2RDwa+//jp2dnZSn5ydrtVqcXh4uNab7nmwD6eqB3kj+PQpQ/gCcAJ2l89GPOG1fr8f19fX+Vm3YoCBOZWHkwNevHgRjUYjT1pC/2l/IBZpt9tJOjw8PMTNzU3abu7nqkk2MIYogehD5tnPiMojdJ6EBzqN/aU6idis3++vtVI4oQa2pfKv0+msVXCV/hM5RwZoK+h0OmuxG5iv1LU6QIJSPAOzyWQSnU5njf2o1WprjuDo6CgX2yUldigYApi+iEjnWBoPK+V8Ps+eWBbQ4J8MDBPkwB6nRdl4GWzaoZbBHo6BDZ4AwDhpFJ9nmI3mfWzQS4KCucOIMw/OXAI8YPZtoExajEajNcDAOpp58juXZACBZWkwTdjwed65UqlkH81wOIyIWCs35lmwcy5lZB0swIzdQLhk9u0cmEe/k8eNMcOpcwF2kFXKjkrgXBJJpfPiv8gQ4+K/ZSDsTIqV93PIAEAG+KismgAAIABJREFUYyeDNJ/Pc8dpzsN25QTvAYD/1OVxOuBmPlzWaFIDWWU3ZQAwoJJyUJhOA/wycCrnzXrq3bJ9WY6tGwBM5sC79XtODKzRtYjVsUSMl2ACWTWpZMIQe2bbh26jx+gyMs08lGSfQQxgxe+F3h4eHkalUomrq6u4urqKiIiDg4Po9/txeXmZm0qxHthDepGxxThM5AodmUwmWaJO1g5WvdF42sei0+kkwYGMm3DBn/BezpQwh61WKx0dATxtA2TbAJ+lswT0sPaQK9gql4ryOTtjgA2fB6CwPs1mMzd188kLyDW+wD6JZ/B37o+M2N/SlrG9vR39fn9tw7NqtRr7+/txdnYWb9++zSOe/vEf/zEBKSWbvgz4f47LxB8BNgEuyQBvKuUEgAEd82E/MZvN1ggm5sZ99fwOAGOy7fb2Nu0esmubQxCJXXvOfqObgGTsdEREv9/P9aTnl6OHa7VaJjOctbNdOzw8zMD+/v4+wSNy5g2wsCME2LVaLeXEm2Xa3wH0jUccmKDjYBMHkexCjz6h99hDE6C8A7/j+bZt9g8RT/p4cnKyRmoirz4hYrlcxuHhYRwfH2fGyvaBrF9EpD2GIKjVatnPiz3GJ1I1AOnDe7MhF+To3d1d2knmjnl09Ra2r91up/384Ycf8nQXSI8XL15kxvTbb79dmzNjYcgSrufwKEHc/f19HB4eZjaZtcU2kWQjWFkul1kebtl8LqHyxy78k/WGdUZW0EnjRvwlcsM9SizlMRinY0vtT5ykBOuy4SqyyLwyD2A8cIdJfPCpyYWSDOBvjB0yiSDN8RDy9/j4mNUbVN5Q9dPpdD4iOXmW7ZXHyxxsbGzE0dFRkma3t7e5ye9sNst9MMbjcbafzefzxAm9Xi9PJ4Cc+N3vfhevX7+OL774Ik8xWC5XbRjsnj8cDuP8/Dy63W6uL+9UtjqWSU3sGmtBGxS2K2KVdMQOgmkvLy/j9evX0el0olqt5v4GtAcRs25vb8fe3l76E+aFo/6Wy9WRotvb2zGdTnOzZOwnMsP9ZrOn03J6vV4MBoOo1WrZWsAaYWtsIyMiydFer5dzwRixY9j2V69e5QkPJtG9ASXzAy4oK3OQZ/tosAcxM0SKEz2+6jZ0lCcSTG1tbWXmnRflb7ygexlsbJxVQ6kcGAPIYIxhfRg8wJTAFoHHqHM/94mxkDA0ZWmdCQoH9M4G8fdGo5EOxpkJly0jnM4QwTChBN5swgvIM3mXMrsBO0jpycHBQb4rJfjc272WCCIG1Wyzy9d4T9g9SmPIiuBcUGwy4M7qYoBxmGQADXYIxghiYawgCXA2AANKeVCC58gUmDcMqP9WEgq8I4ErQNtH78D2c08f9QUhslgs8ngUAISJAhMpdqBlMBqx6qdDL+wEzZQbyEAWmUCgdOmHH36I169fx/HxcQICSpQ/h/2PWDl9DDzGByO3WCwSSEHC0ROFYywJMObSZBJAnQBgNBplloZ3xKkzhyYHPbc4Z7KRzrwzj3t7e2vywVoxt2SmkV0/E/1y5Y5LyLEDlncMPbKMgedUE7ch4eDJHrPugB9sITKGs53P53F+fh4XFxepR8hut9uN6+vr2NnZyRYiZyQ4i/jo6Ci++uqrXN9ut5uBD0EYQLvdbken08ne2IuLi7w/2Qo2IiNAe//+fbx//z4ODg5iNBqlvXWAgd33egKcsM0+ScA2hdJH5g1S03187KaMzjhrCcFdrVbzPjD5OGE2b3OlAzaHsVEG7GyuCS/K+FhDMkmc2LCzs5PyaqCPPRoMBnFwcJAkLAAHUufg4CDfjSDaWbSf46KPnYCMNcBmHR8fx3K5jH6/H1dXV0kUeTOl5fKppJ7jndARzy9l89gK5pXPes2sp5xIRICL73DG1LKHzPFsiC4y3M5UoauALLLj9I47q81zHCz9+OOPSVIQbJtcjIjsmwWsISOsM5ko5sNEwu7ubvR6vWzXwZ/v7+/HycnJWrIiIj6yo/jgiJUvAuCOx+M4PDxMfIeOL5fLDEKZX94N0nFnZyciItrtdn6ODcy2t7czmO/3+0kqHRwcxOPjY25yhV9kM8XxeJwyAAaiFJnAh7mnAqNer2eJMZlB/nZ3dxe9Xi9Lm1lv45K9vb2UE4i7o6OjOD09jVarFV9//XW2XBk3UeZ8cXGRu6abOHQAiEyYUIFUYNy0cuE/WdPBYBBbW1vR7XZjsVjEb37zm2g0GvHdd9/lcXFkqpEBB/A/dYFjnWDBv0OUYn/BRs7yOtFifIT8I1uudvT3wecmHOyLSdgZz/E5dse3L4Us4t1IYBiHYR/w38yTsQlzAW6B5PR70tbBnhadTiftNH4JvFWpVBIHgZXxwdfX12uVIWAnB+PEAwSCkOk7OzsxGAwSw0JUESDi8yMi8RCBL6Xte3t7sbe3F/1+P+0R2LNWq8WrV69iMnk6YePo6ChqtVr6YEgIKr6oREZeKIWfz+dJjO7u7sbp6WnaFeSgVlsd9YjvIWEDyYmvh4QhK27sZzvbaDTy+MGbm5v48ssv4+7uLs7Pz2N7ezvHhs2BaMDvsD8JckUrQLVazdOWwFPgo4jVPijL5TL9Hj4oItImNpvNbJFCBq0no9EonxMRWQW6WCxiPB7H27dvcz729/fj6uoqRqPRR3g3IqLOLyit8JEOMDmlgDuDZ6YRo8C/6/V6GvWIVWl8mREzS2YCYblcpuASENhYVKvVOD4+TsEgEOfzCJGZKcZGls3vgrHmfR1g8jwEir+1Wq2P2C8Ez1lUAliCO97HRtmssUs+WExAI/fEOHBfHCNAGhDtANOkR8RT8EBJDT1/PGM6nWaQV65LeW/PJUaWYMfvawBSsuDcC7KCMVtOkEvLlI2Z1265XEa73Y7ZbJYZNxyJgxIDTZ7rZzIunAagEbDvTJUdIO/H35h3Z6XseDwPvIfHaeft+1mvTCh9zsU9ARnITVnea6YaXaPkCRlF7l0dBLHjtbN9QGcMpE36ICvcp9QVE0g4CWdoSxtlYBIRSdyRBeK9sXeADN4dcsfy6jF5LRuNRgaWnmcTNNyj3DyN72H4WV8CXvrV+A7gAPuHc2u32wmCeC+cyLt377Kyi57DwWAQ/X4/S/lqtVqey0spYr/fj4eHh7i+vo7J5GlDIDaSQyY3Njbi5OQkut1uyiOBhoFCrVbLcl1sGXb+4eEhj/oCNLPjMLae4/fKKhVAFyV4zL1tOcQqjtYAzaeMoFcQRPY3JkCRK+sxgSvvb/kmAOb9CPhKWaK1YH9/P0uQCX4gZn1/5vbnuKj0MdkHSEGWeU9sPes8mUwy+Ac8AVQg8vF1ADOfA87zXd2G/+fvrmgD5EPme3fuMhGAXiETvJf9M+/EZ/g+dmI4HGYZvUkKZGW5fOrRZW0cCCEfkAn4vYiV/+c7rjgwkQFZNJ1OE4AaN0yn08yoPUcGRMSzcl76cvsyxozMOuuM7M7n89xV3f7cPpVsrskIVzdCNjF3EBzICHaK4BtCAPvNHKILJqexr/ybz5u0J0BlbZAPkhZULJEl5n5k8QeDQYxGoxiNRrm5KnPg+XRrAvJGAABR6Iq7+XyegRRZS+NsMJt3Df9U0P+5NsKfK+0XPdu28ejYdDpdS4YgT8ylqzfLyi/0uEwIoZvgWFpckG37V+YXWSjl2PgpItL2829+bD+sO6XO8P7EEpPJJF6/fp3vRxUT8ZbJFd7BlWPj8Tiz/fv7+5mVhlzCvzk+8BgrlUqSC/iqZvNp40zeExt5eXmZZDJk+fX1ddplyAFwB/LvVmGqZVjb6XSaGIG1wsYyP/YJ9r3IApsYM6/oB/Pmk1WwNU560lZRrVbzpAXmOCLiV7/6VRKDrCkkC4ksqhlms9ka+UhSk/eF0IXswY9RUQSeAs+y4TeJHPsFEjHE08gQxxyCR10dzL5irniGMKUiy4nrUv/rEasSOFgNmJYywHCQYEXxCzhoQWlLZULwcV4mA5xVxBgAtHiON6pyxr8E3BiP0gk762q20UGEx8vlYM7A2qxixPp+AXaCDu58eezMCcIM+KQnzkwmgNgLjHME/AMycWg8n/lGKUugijF3ttffw2g7iDWo4Dm7u7u5aZDXl3tYAexMGE9Zimawi2N1wG3Zg0waDofZp0tmgnnG2BGQAG4sWzzLpdD83qWOdjDIrcfmcfN5CDArKo7WjKbv4f9HR8guIB+fAgDlZeLAgBnZMCGAs2XsBnoOsvk+72DC4jkCCODl9+LedriMlfsTdDxXZWEgaZmx4y5BQflsnCl/hzDAruGQWMeyRN73L8ESvx+Px2tOkjE4qMe54AStI/SFldkCZBBngz6zIQ5jocSUQHxjYyOPwLu/v4/hcJjAfmdnJ/b396PZbGZvJPrjih/eARDhYMZ6AvlEFvLm5ibJDbL/PK/RaORRmhydyD0Jjm9ubmKxeNpBnfdHn21DDBYrldVRPfTmuaXDpXjWS2yvfVsp16Xue92413g8zmw07+PWLAJh9gd48+ZNtmawXm6Lsbz/HBdj7PV6SY65FxKbAMCnGgDij8o/28TlcplZfAhayAFsfkTkvCBj4A3bIPyfK+/w2WT9wTFuowIHoKvosvFEpVLJXtF6fX2DPOwj40FHIYmwl6UcoAOl/aJkGX/AfNknGAvZjlByb6yFP8F/mjCyTFIJyFUGa7b5jJvflb4LUnW5fKoCOTo6ShtkjIXdqVarqXslOAVvQGayB4h9SqVSyezaZDLJwLtSqWQ2E9tqGwAGRbaQZTKz2Az2JvB8TyaTrKICp93f3yfGoQLEwYA39bO/xfd5/hqNRgJ3V0IQXLH+BE2vXr3KNQUfcjIC7/Lcupdj+dzLvh0yk3mH9LD+O4uLznnPmFqtlvNkrIM+o7teA9u3MllZEpROMtg2Gl9a7tEjzxn/Nn7h+/y7tCHo7O3tbfoQ1gyZxK+50sPkLuQ8mw1S8QwZABYlA26bHLE6XcaVRa62I6bjc2TBSQ7s7u5mNRfJimazGVdXV7mxOS2G2D3GQ8VCRORG0uxPgq7P5/MkzbzOVEZUq0/Vet6Ak3vTstXtdjM4N17Fh9PWVa1W812Yt4in+OTDhw+pCxzNzeaJyBQ+xZXoBOacOIPsQ+pRPUGVFkeDgx9IdHB/E48kHCE7uDcx5MPDQ7YvQGZQoeA9DW5ubqLVaq3p3Kf0vl4GHXYGi8UiF51JcfmchRhHjRFwprBkm+1c2AHSn0UZcLIICBOMcUcxGD/GHYCOgQcImHE3Q16CQwfGKBZjcPBAkO7nsZDOaMJ2OwvBeBifDY/HQGaIwBKlwwBSnmZnx2JXKpXM9JuQMAvL/MMsGcxHRJZZYYSRAZTD2SnkpASmjK005iWINrAuiRzLpsEN47Whd0UBwINsBUwh6wrTyBzA/nFvZK1SWZXmmBAjM4D8oeyugPnUj6/nALwdkL9XBhtmOl1m/jlBgbMnNkQQNy5pt7O1nDnIY21czWOikHV0Fg2CyMGFdfG5OUL/GSvAh7F9ikzwcz0WyylAkMw+z3blk+2Mx+MfAlXPE3KHziBzlI6j897p9+LiIs/bZbyASEoRsY3YR2waBAVgeXNzM05PT7N9gTLW5XKZDDYEHk764eEhLi4uEhCQlUIXsdNkgiwftFqVWS3vJQARx7OQaewrYPPk5CTn5Pr6OgaDwdqGhfV6PckCnPPV1VXeE3nG1pjoAoQjj+iECQB+Z0LJO8IDdm3/XNHB9y13gHt+V6vVcm7JJOBLOp1OHB0dZVsHZED5TJ5Tkod/zmXZhXCs1WprNscbH5qoj4i1zI2BCIQwdhewzJrzbvZpziSzTgTS9guME91A51w9xNoz56w5gRzPciIC+Sn9LJUbVK3gUyJijeTksr/2KRO8V0SkLj1HgvPMx8fHPEnEP05SAAyZG9t7bJar2VxR5R/Wiu8CLCmTLkmIkqQiKCH4ZqwlkcRaOhFBJRP2kXXc39/PXb9LnwiGYANBbFY5H69evUpsQlBve4H9gpx0VRayanKv9Nd+Hu9tjITt4ffWjfLkBWMLEhevXr2K2Wy2dl46xCg21ddfah/Kd+UEm9KOuaqCXnre21Uvtg/gMOM+Y10+Yz9u0j9iVfXrKlhwhNeGZ5LZNm5ALss+dpMVXPg/3rndbieZPZlM4t27d7FYPFVItlqtxKNcLv/GN2JH6/V69sbv7+/H7u7uGgm+WCzihx9+iP39/Tg9PY3Dw8OMKcDFYCR65CGY0H9iAPafQN5ov6xWq0lm1WqrDUDxud1uN25ublIn7+7uYjqdZiYdewkhgDyADfGdYDhsFt/xWpnAc/sF1ThsBk1ChGO38bPgSjLyERE//vhjDAaDPK6z2+2mD14sFml3qOrAhoC/IDl4H2IG9izAb3c6nUzCIC/oPdUrtOkbIxI7RkSe+nB/fx8//PBDfPPNN0mGos+sJQSbcZFJgufigzrsGJuo8AIon8vszexbmexMDASWy2WWqTyXISrJAzsdAgOMgQNBQKPH46A+ItaAR3mV4AwwxectoD91mcnzuBnP5ubmR2ysnaFJDObMP/48yk3QA8MNsDEzWWa1EQK+7yAbA2xgAKFBMIGBLplX1ob7myyZzWYxHA7TAfjZntuSYOEzzKM30KB0xg7FThhZMxgpswJm2AzOnwMTJTll9tFjZk4YRwkMykDROsR7MH8835kW66Tn384WuXc59E9dfia6QDAJ+LXRNgguyR0H3IyZDRD9eYymM3wGjQadzA8G0gAGuUIvDO75N4DaRpC1jFgxvYwJ0o6sD/tcYMDdm8h40RXWvbRj/Jt3ZjyWIbPQsNn1ej0ODw+jWq1m2RqBE2vd6XRyh1xK17wHgXfI7ff7a/sC4EABjmTCjo6OotVqpfMaDodJFlp36vV6MuhuKynLvznKkO9YN9lIqNlsJlCBRADYAEY4YmexWKw5OwCIj92rVCpxenqaGTIY8zKYQ182NjYyuwIp6nJ4Z/acHbV+Ovtq/X+OqDWpE7EiHjlazr2kADUyMe/evYvDw8O1E0SQ60+RZ3/uBQDa399PYhiddQaNoI53Y1yA0oh1oM536DNmfpk7yAbmD52tVCprxBeZHOsn45zP51lFYnDsLJIBZqVSWSMDZrNZZoYpPcXWWo6Ra94LvDSfz9P/WefRDxMQBm34NuQDO0KwAICkcqdareZeScgCwStjcymrbbQrHbBRtusENeAt7A73YgM3b+JJS9d4PM4yX8bolggSHdhZ6wNJkg8fPqQtgXgHjyAb+ENXSYIT7avAD5C8nEGO3JGRND6iDNcl/8gPzzVhh40vk1vojG1DpVLJUn7rDgEidqv0jeBm+uVns1nufRPxRFAOh8Nc/4iPj/3jd5972b6U+JR2QXSbBBX40W0/xkbIfmkTWDfkFl0iW8o744s8Pn+vTFIZH2KP2Y/F+xR4jMZez2EdzynVQxAENzc3a3sFmVxGRsAnJvAhg6isosqFE2TYH4Te9na7nboLXkMXwaS2p7ZdVPNRgUygPZvN4vr6Omaz2dr+A948GJuMXWZ93cqNbTNZjq1jHtF5cBBkRK32dLIAOmG547nIuY/5Yy2ocue++ChsBvsnnZ+fx4sXL7KlGOyHvmJz+R74ij0gjMFpa2Ec4BHskDECz8I2ttvtqFaruY/WfD7PrP5yuczNRN+/fx/v3r2Lfr+fZDDyDSE4mUxSX9wWgqw/R27VeWle1GVy/p1LfwyocQwsrg0hlzNZzspERIIcG3mEFkNoRhUDUO6ab5Bihg/lgDiw0UJZ+OF9YZEMcHgP7sv4P5Ux4p36/f6a4WS8Fh6YsDLQMVts5t4BJz1/XhPAD87czt8AFWCLkUToy+wm37Pio1QObmDzmXOU1CdUQCpYxhxwl+/vzAoKZeadMbrXDKVD3vgv48HgwqDZkPLsiKeAyTJmp4SjcemiCR73v3m8JSvndcFglmSR58SOnLl2kGb5+5wLx1sGqQ6mCZQBTDZopZyURAFHs1jP7EAtX/yu/Oxz88Y9AI2sZ0kSleSFySjWiXFbhxgPYNzlliVwdt8issf4ABeMuczQuXIAUIejZ0NPdB+nTSYWspQxLJfL3ESIzAJAG2BG2fN4PM7Mund7j4g8jg9Qg90EsACQAdzogPtsXUGArcN/+Ofq6irfm5JK9IsedEr72Fws4qlX9xe/+EX87ne/S/CJ02O+GY+rO7zu6LKr3Qi0sBGAS1cg2U/a8ZtwRWZMAljG0LX9/f21tiN0Hh9okofgD50r+yltJ36uC3sPuHZ1gMkU64WJIYIrMtm0suAvyHA6QGSe8V+eV9aFn5OTk7WyaM9tpbLqTQVLlDbUc2Y8MJ+vyvWZB2ctAVo8i0AMuQKfGCgzNvyBfWpE5Ak9BsfY5ojIbB2+utlsxnA4zP7TTqeTLTwQZKX9s13kXdFPkxLoEQQdJfAAbYIJALTtDjiCDZAB12Q9nYgwOROx2gCLXnM2AiuDRZMl+EKCUt4J22EZdrY4IrKnmXUrgw1IA/SPe/HjLLTxjBND9v8OBJF5+wp/1wm5ksDiHc7OztZ8FTLoSlLk237XGPxPuUrffHBwkH5nPp8nGY0NxF+5fccYk0oR/AitNt63hTmCnC19qu2F34v58+9N3DkJ56skAcr7O17A79pH25+xkSbJAu8FVK/Xc08ASvHxNegvelWeHPD4+Jhtbez/8+OPPyYmbLVaqZtgV/f5u7KRDLyr+7CdJCE47x6CFCzw8uXLbA0jkWE7DZGITXVlJXNARZBjCzAVG2ia2JjPV6eiDAaDtEmM6fb2Nq6urpK0RU4eHx9jMBhk4vv6+jrm83nqELaXVhtOZGi323F0dBR3d3dxeXmZG1P6CFETg8gKpEZE5ElMvD9yQsaePQWwufgaLtqRvvnmm/jtb38bDw8P0el0skIDf0MCoVqtZiW0NyYmqeNYgavOwpCJAIA56DfYKQPokvkx41CprMrJ3JuFIYMFKSfRmW+Mpo0pf4tYbQrFM8tsbPnCKAuOoQRRDmjKLKvJAO5t4GiQxFWWSTqT42d5/H6enYmDEi5n6riPGUD3nzro4l24p9fUvWl8z+vB+3i8rBvKhICS8SKgdF+119eOi/sbaGFkMFpcyJ7nzeMvz0YGwELIwIwSzDBWDBdO1WSDQbszg5ZNxlM6TztldMvvXMpr6cRNKlHCxjzb+Tk4+WPXp57HD/P4HMNeZklLksYkAbqBM8cZARIM8AzWsCsG8r4va8oYuVibsurH5IOJMZfY49hxCraDyEqZOeA7BqieT35fgnNnqpE7gj/0grI2nx7C82xvm82nHbkNsMi07+3txRdffJEbro5GozXHYYJiMpkkqIOMYBdj3ouSNZeKQxSwJrQVkKml5J/WqkajkcGtM17YOOwFwI0gHlvKbsfYBuwdYGkymSTBwHyjK8gVAUpE5K70Xivsg30KgaI3qDMhiI/xvFqebXOdRXOWj2cQxAImIH7YS+FTJNmfA/SfuwhETP74csUXvgefY1IRXbVfmc/nMRqN1mwya22i0AAf28A8IZfoAbKHLJNBh+wFWJYyjzwS6ENo0CbpjD4+DqyEXcLGcT8T7BHrR8vhN7yRGFVvLq0lM8YzAIj4KjJH9BRHRJYV2/bhr5y5Rif5N5l1+2O3aiBvJgNs+yEe2feD8RrcQ0JCyrPOzB1jZM4555wsOTYd24IPxCZAjmK7eAaVRbe3t2ljIafc81/6G2wKwU6pZ9hp+xcT8c7EGTcyVrchItdU6GJLTUQRZCAjtvEmlbEfDsDLwPhPsRElcWY7CVnCkbAEssy7M+/oHvpgHIVNNF7F/2Af+Sxzit0w7mGdIBkZs+/L8zgqz58xLjCutu2zneczBKcRqxOpHAu46gE9OTk5WcvemvyZTqd5SgSnbjw+Psb5+XkMh8N4fHzM050s7+AYyBSIALC4f0cm3hgkYnVywmKxyOpCzws2kkQDdqTT6cRgMMhjPcFQJgWQ89lslgGyq3iJKyGSTGp6nVk3t1dwnDJzcnR0lPaKdq5K5enEIzZCJrkxm82yusp7c2ADIQiGw2EehUwVBcG39++yL2NNkSkTBhydCt5GX5yUwm6yIS3HM0ZE6j+nzmFDOQUInOKNJ8s4NeL/kQElIxOxbtRMBJTOwoEJSlOyjjA6DgZLx2lDaWPjHjOE2EDcAT3P5d4OhuzACUj8HRSX7wL26KflPcoMtsuR7Ogx0gi+jYnL/cjcR6wHsbwH33W2iXHU6/Xso+Pd7Bxc1VAGMAZcsJXMJ2tSra6XeRpomlQwGGIcPMNOEhBuZ+Bg7jkCB4NDhpYyPcbo+fFzDDa5N0YBg+hMKwYa5w8o5GgSb1TkKhjmwAaKuaAkir8/RwY4S+MgmPnx75kfA1mvo5385zp6l2vxw7pB5qGDsMYADcqRSrBrgOdMPODE5Zz0OFo2rJsRseasWEs+T++7M0zYEmTWJF4JvDDYEKFkwbgnWWoTSNPpalNLwK5BiOcT3eI9DNim02n2m5mgQIYfHh7izZs3sb+/n9k3HBZjbbfbufM071ev1zPwBlwQMLTb7ajVnnr7Op1O9Hq96PV6cXl5GfV6PTcKhLhEl/kvIBow4wwqpXqueuAYm4gnh9bv9+Px8TEBEO8GW0+JHMQCeszcUS748PCQZxATGAJK5/N59nAjm2WlQ0SkDUYG+TzHuFYqldw3wWtUqVSydB4wyd+Zf+TM9o77OLv5448/xu7ubhweHiYoQvaRK94fAoYNxiiRt/37uS/W0r7bLW0m1eyj8OnYbza1hDTiu61WK+9P5spkFpVFpS1EfzhNgkw9QSmBJcG8AzDbTioX0FH8IXtBcHY1oI3eUldOWV9ZN7JvnEXuJIDxjf0JlTvOrBEU8z48g0wiILJWq62NgSNB2fgRIg09McFFKwh2BX3kOLuSkGHtmV8H0fh/4y9aXyKeTiK5vLyMbreb2AIMwOd4LwJ+EipOJqHR6tGSAAAgAElEQVQrzKdtvAkhbBTvDvDn/Z0lNelBcMb3CGrQXWcDjW08T/ghE93IIbbVuot/5DnYNdYXsoqL+QaHEASwxqwJn/Xa/alkgJ/pn9nsqYz8+vo6z7F3MINfdAIBmwLBzTiYE+YNEohkEL7M7QHYVsupcUhJiJmUNH7DNmDbygoSx0KsJT+OfZDV5fKpugHi26QPRJ9P4OE54Cra5E5OTmIwGMTNzU1cXV3l8a0EdOgoxBK2Bqy6t7e3Ng/oloNx2l9qtVqcnp7G6elpRDxVHHz48CGz2cwvssgakViNiNwUlo08eW90xEmliIjDw8O0gdx7Pp/nsZ8Oih0Pcj9K602220bw7ugO60Ey4erqKprNZnQ6nbWEx+bmZrx8+TIxw2g0isFgsJaI5Pcmi0nS0PJnHbTOGf8S36DvyPd8Ps/jkWlT2t7ejq+++mqNLKe6gjGTyMEPudqEzSNpy/JV94Pd52Emj4Ww4MN0bG1tpXLhCAABLg1ikspsMOwTTpT78zkcC5MJg4TjwxiWrQo8G1YEx08AyXcQUBbdrLQzCHbmLndlwTF4NpgII04f50E2gHll7jGevK9ZXbOQJj9wfFY2WLvhcLhGtABqcKI4DDKZMI8YFow97+CsP++MckdEKgCMJMwUBhxHyPgBcAAwjLANJPJhZt4BMHNkR4OslWsSEXkf7g8Zs1g8lRft7e3lEWrMj9lcHC6lPdPpNHuqkEFAsysLnEm3/JTZvdLZGiz4MxgZDLSzucwz7/XHLsgF5mc2W+0Kz46wzmxSRQQIoBfJWQDebblcZiBYAghsDPLITrNm7pl39NkldnaujNt2qiSYSp1xuS82hEDS6zgej7P0HaeOwyoBDrbPpM1ztskgZDQarfVAuwKG4Gk2m2WfHjqGXVsul2nkIUK4Dz3/MMIEDqPRKKbTaWxsbMTbt28zu9jr9XLDrb29vdygi/nkfSlF/uGHH1L36G3ELjw8PMS7d+9iY2Mjd5pGV1lvCIlKpZKVC7u7u3F/fx8fPnyIi4uL2NjYiG63mxv4QLAAeI+Pj6PRaMTbt2+j0+nExcVF/Pu//3seVehsBD5md3d3DdCz8dDBwUHc39/H9fV1PDw8xMnJSbx48SI+fPgQNzc3sbGxkUHNZDLJzIL1mwv5d6bRIJTf4ZQJAtikDIKA6hkHlewyTQkn9hxbjF1D9/6SC52C/ECuvXOy7S02HfuAn/F+CGSx8DkE2fv7+5mFdWWHA0vsBfOJbKN/9Joyv4eHh9HpdJLE4h7IKKAZAph3xgaxoZaBNjabzxO0MB/YJ2/ahN5jK3g+QJjKBds0ZBZdhfTb2NiIVqsVnU4nCXIIrun06fhNeu25D351MpnkhlteG7JTZJBo3wCnYMtpZSBoajab8Ytf/CIODg7Wqr6wzyQsrq+v0wazD4pbXyqVSuobto/54LneUIwAH3KfecY3OtHE8c/D4TCPOgXz0fpCFQJlvfgxWgtNIjixVSaTwFv4HuTNAZuDWhPgkD18ryTXGZODymr16fgwzoOHvMCmcBlHPJeU+NTlREPEKliFlB0MBmt+H12KWO3HA1GFzFuPwFeOFVgX1s6YDvvGnCKzTjKyFmA2j79Muvg0C7f+kJk2wenYwEEdsmB86yQTtqVafTrebn9/P+8xHA7Xkl3ENK54oB1sOBzG1dVV2n5nfU12kqSgzbDT6cTx8XHc3t4mIYA95mhSSPDj4+M82m9jYyM+fPiQem2ZOj09zbXp9Xp5hB1r0mw24927dxkz8N71ej0uLy+z7eHh4SG+//77JOY4nhDZAx85GUiSBuIS+2eiPyJy7yXs+GKxSLIR/El8yXGg2DUwGsQwFYbYBBKvfA5sRuuGCWtsCJUc7L3gvYF4Foko/IeTVOzhgIw+PDwdLQkpQmIJMni5XK7tofTNN99k0gfyxVe92WymYeLMZRw+QawBME7NSsH/G5CjRDhGmA+cLwpLJskZCF7ILJfZcu7HvyEuGA/GFqBnoI5AUcZDhosJ4h38nggmRtXMJ8FLmaFh/pwlRkgMNsrsih2JM/kOBH0hvGZIeV+X0PFfxoJRRLFKwG9AUv4bQoAg1Kwcxh6jU1Zy8H0+gyM2m+6g3pUJJqOYOx/HQQDM/FluuMr38RpyIf+Uinr8riwpg0A+5wDV4IBnfmotn7s8XsZYykOZNf9cR8/9fdnxMffO+vE8WOHnGHOcGd/1VWYlMGx83n8zmcFnmGMAh48oei6DZf105t3jMoHgjAHvy/Nwmr58f2cRsCOQDcgpgMg9oNyX51o2CBBrtVr2e0Ws9sQgy4eTwqkC2HHQ2LjxeJybENZqtTg7O4vt7e34q7/6qyQ/KEnz5q/cC/Ds/rOy1M/kpe2f5xJbcXFxkcThy5cv46uvvorT09N49epVzOfz+Jd/+Zc8Goj3BohCbLx9+zZev36dwPDNmzdRrVbj7u4uCTvbcl/sBs778QzGioyaiIbYLWXLpLHtPDqPvDgzdn9/Hzs7O2tOm+wDJEmv14v7+/vY3t7O/sVKpRLn5+drOojslIz/X3LR640coRME3oy1zIBCXlFRxfu4HJQgAHIQkoR741/w42RJAc/4NS5X4qE/x8fHWVVBNovxoDOuBkJWCXhcRjufz/OIWmMUSCZXDKDXDqZMalSr1QR7tokODgmEHfBi6wD7rqrCJiPvtuG8k/EL3xmNRjEcDlN+PA8OerBjPibsyy+/zPVApsETyIRLvCGWarVadDqdJIOwIw4IrUPMBXaeZBNl0pBHyJaTGKwfa8q7ULlBiwZ6SVUVwSAnq4BVGBf+3ZcTOMgg8uz2yZJMgzRwoOq/8f/GbqyV8R7rah/4l1wlljA+QG/A8+gAY+BdrS/ImElS1ta+3hiUzztJwHevr68zMGTzPsZJJtgyzJw6qch7UpHhOXelgWWJ5+BLPecmBLmQvbLCkBJ7ZB+fapnF/t3e3mZGmz15aKMBF6Df6AMYHCKRvQQqlUruSwReaLVaSeBwT/wniTHkuFarJWndbDbj+Pg4ZrOnNgnOuj8+Pl6LpabTacZbJC9o23EsSeBOMjhilcRj/YlXd3Z2UleZL44Pd9UXvzcWms/nSWhQFWB8iG67YoRnREQefYw9YIxgCeYNuYqIlFPkwW0UEAbIC9iYFhzsBXiLCo8XL17EdPp04kq3203CACKhXq9Hv9/P/VGQv4/IgIjVpnNk90s2ECXHADv4drAOCGYSYVyYSBwhioOTdv8Zzhnn594jGwruZyODAnlMMN8slgGGjTqTZKcCsOZyNsDOEgODoJaZSObPIIT/8l0HwQYNZne5bJzN8DggM5vKvJH1LLObXh9nivmb7wvQLO/t5xM0b2xsxPn5ec6xATRBpQNZ1sFOnft73UvW3LLIe/JMAge+5/+yPvwXg0V1hNcLMIcC26FRwkZpqcmATwHzzw3YyyDfVxl8G0z63f7Y9dw97fDNlNrhIf/Ocpp1dzBr4gQwi04gZ25V8YUsGCCZnBiNRmul/F43E0LWI+ucCRx+nEWIWFUp4Qh4HuysQQDyxzxSNTKfrypwWLNarZbG39UUJu5McLofn5I05oOePAcCzo6RVaOvEwBAhtC99mRFKEEE2ABAvI7MF3obEVlmS4aYAI/3hAzAxj08PGRVy/39ffR6vbVjiBg77T/8P3acoO3y8jKur6+jWq3G6elpZpXdN866mPSxDyGjicPHJ3JcIcEWtswEsoEma8b6Wt9MBtRqT0ekvXz5Ms8lJjBbLBZxfX29RgJRMbC7u5vEjgnTUpf/0ou5cCmjkwW8EzLGHKIflFpHrE7esb+i7x49dBVO6desh8je4eHhR+SeS0un02mW1NvXQAwA3vge/poAnH8blHoDJhM+pW0CP6CLllvIAJNrEOf2o5ThRsQavri9vY1ut5trxH2dTCG75xYPbC36ELGq/nBSgHGY5OQyVjk/P08bwHoy1/P506Zc5VFn2ATW4PT0dC377/m4uLjId3Iwz2d6vV5WxTFXgO3lcplyBInBvPAeBD/oMbaI3trlcpmZQXw9vta4wHgNHTcR7F5t2xDmviSwGR/zWCZJeB7yC/lrO/dzXV5/4yRX1CA/rtohMOUejNnYzVU8JpPti0udsr5BhnjOn0sGGAcwLvAw40IvIlZHB6O/JtWMQ53Q457YTPw9uk9gFrHCumS6qRCi553Y6PT0NLPWtM2hX4yL54JPPNfD4TDlgQCZd6baK+IpSGUfGlfxNpvNuLu7yyovnut9IfgechER0W6313Dxzc1NtiNhg/x5ZMxBf0TkUYa2jcggWIJSfR/hRzUFx9Sa8EPnXfW+u7ubLWAkZ2hz9GaqbPSHDRgMBokZkEey/ibCqHLDPkKAQkiyOSPjoUWqVqsltqvVatn+BaGK/PT7/ZQdquzc9nBxcRHv379POXsuNqnbOG9ubmYJJWURKFoZmNlhGeBgMKyABkQASwAlR1UgDAaaALnnSooQdoQSgcYYIPCAZoAZhnV3dzfLTGDHUSoUwe9t42KDA4uHAYyItQyiA2YbNf7uYJtxEwBgYEqD7GCnXBt+j9FDUBkLBsOkjIGUAy8+/xww4PsoBYbCmXAMPJedmo282x94Z9bAhtcBErLiTKkdiDOzfN8yaYLD74SBWy7Xz7jFeUMGME6csTMhzIHZN4MFxoYB/6nL43vuctkP71wCjE9dz5EM/N7ZL1dvlLr+3HcdIHN/gnXLCOdUm2xARsjUE3RB9ri1wptEeWzOIPB7k4j8fjQardkFH2EDM11mPN1642eb4CoDGO/AbzLEJJt1kh/AnTPjEZG7NwNeWCdAB7Jsh+TdmnE6HFfDplWUsJGFthMGiNLDeXR0lDaTcjr31bLmJkBYGwLK/f39DNZ5h6urq/jxxx+zDQ0Sgk2+uA8bBF1dXcXZ2VmcnZ3FeDzOklnK9lya75YNk33MoYNcxlkSv/wbnbN9MAnrINc6Zvnj/Xgn6wK7IgPi3A5AlmMwGKyVRnL/z9X/n7q89ugChCk9/tZvk0RkkphL2zFkEqCGL+YzkPJ8xkcbWlfcZshl+z8ej9dIdp5v8gG7gr44SIb8MsFvUo/glQDPfpCAgPUn4QE5wLjsa7AXBrxuHyDgIetpbARZWNp/wLQBa8T6HkmQfYB9PgNZGLE6C91E2dnZWa41a4U8ozvME5kukzrVajWPTvN90Z8ykQN+RA6cmTXpSwBOBg0Qj02AfMQ2QH4S+BOsMA/MDdiVsUM4lhl8SC0qF8hkkuxCHvBfthH2J9gS4yEHyZQUc3wZpOznJAL+lKskBJ4j0Uts+By+MXblvX1/JxPsY61/xgdsohYRa5voPXd5zqz/xjq2QYvFIsvMeb4rFsCuJZFvct3VqvhCgjHWinHThmV/2el0YrlcZrsiekUfOfPEfEBg7OzsxGQySbIOGzUcDvNIys3NzXjx4kV+h4CewB05dwyDrrpCAJ0BG9AGQcadjffYR6Ber2dpPFWSJimpyAFruUq7JHp6vV48Pj5m28TJyUkSGhcXFzkm4kDjr2q1mi1kEHWsqysVsHmbm5vRarXSD9/f38f333+fxAPPYF4inmymN3yGVJzNnvYbODg4WIu1TVpVKpU1YrLZbObpAMTM29vb8f79+/jDH/6w1uZMlczGxkbc3d3Fhw8fMjGLry11s84E4ZDdA+8MIULnY6pgZqygEassFxO5WKz6Ml3uxndQCphtnuveI3pjzNCZQUVgUUqTDWZkcbzPgWaMF4uFolrZ7AjMppfBvRlMjF8ZhFrRbAAdTDmw5m82pm4/KLOdLmszq8zf/M4YZgwKc+DSMxtsxogcLJfL7PVh7mCfSnBiZ0KvkQO8MlgyeORdeW/GbEPu9SJY8ryWDLPn2n/3XDBmlxwDsnwP1oZxMCa/Az9/KlgvZYE5ZV1dilWO6VOXMxulHDF/rB+f5z2m0+lH5f3PyWf5HcuS58PrW+qaZQ9QBKOLM/U9KLviszgWv2vE6hxcQJV7fDGczqxxb+9GzZh5T9uGg4ODj+SG5zuLZDkzkCNQrlar2a8LCQZ4dfkuoJrjgKjowukCpqfTaVxeXsbp6Wn29ME8cw90AGab3jdsBoACUoJdhL07L9/HMRFI833ICW+mhIxERI5pNnva+XkwGOS8zWZP5zBzQgG6ztFkPIP5BIRsb2+n3P7v//5vroUzhgaLDjIqlUruls462F9iX11txmW9cmA5nU6j1+vFcrnMDQur1WqSR4AJMm+w/ePxODOjJq1LIP2XXvhiwA6gkTkhgK7VVpVTEatzo5kHfC9yxecoq/QO0g6aWUevJXpCjybry/zgi9g/A9DuzBP4hLXBPtiPlMGxq5AqlUruIG1Cz9lgb2CIjBGwlIkGZzYZ38HBQfbzE/Rtbm6unYLjMZaZUiqBSKoQUKBvzDOZL96b4B3gSCDg3lTIOnAMJePMH5+p1+trrQWsFfqIPLFPAb4L3YfogBh1dpONNyuVSv6deaKMmjl11RMnC1xdXX1k38Ci9gvYXdsC8KyTGYzfGJGWKsgarueCS2MHZML3M6HFD/LOGnjT2p/78tj8HraBjJuxG/dwD/6GPTAJ5vc1bo5YVVMxt44LHDAyTshAkwzOnpdtrCWepz3JJDrrFrFq08WmEeSiV9ybdyR5yP9DTmFD3a4ymUzWSHoy8I+Pj3ksHrrqigPuW6/Xs6XMG2KSoa5UnvbpADuQpabCdTqd5l4gHGOHLcU+zGazlO1a7anKDWJqPp8nIdZsNuP8/Dw39KZaq9/vr9llbKRtOT7YpAtywH4j+BDsQK/Xi9FotLbRKrpKXMP6g1lcmo9/4nvY5ojVkeO0myPDJgGwJ2BUNkJFlthv6/LyMhqNRs4bNoTY6ptvvsmNOWmXnM9XJ7UNh8P45ptv4vr6Ok5OTuLVq1dpCxaLp4qnm5ubuLy8jPF4nLG727u5suHJjL+DMis47EjECqTyQBypAT+Xy2RxRi5rZoMWnI6zrCVjiKKjtLDk/HijIMpuHLyy4AgOwMOAgzHZaWPcyqDCoMuZIztqB4PcC3AAgOXCWTiocvDH77xG5d8JXgDMvAPPR1hd4mXh4fP8DkOPoPteNr4AJYQVhpq/28hyX0AJ84Hxx7CX5ArOpLwXclcGswRAJlMcjDtTYXLATDDvyTuVgM1EkJ2as4xcXqtSGZ+7nnPq3Jf3414YcGfPPucZ5fjKZ5cy63Wwnj93HwA8c+XAICI+6hX0fxm/iRiIIBMF1lXKSPmuwYn1hh8cJCDEWY3lcrlW5l+2NkCGOBDw86xLEA28l+2q35XvmbhDF0z6wKYfHR0lGMTZeQ0ATIyFDT4fHh5iOBzGZDKJw8PDaLVaCYpp0+J8WmSrVqulk0PuX7x4kQGr5ZpqA9Y+Yv1YKebS4M9ELLqGA2QzIHrQWee9vb08+xd/QBDiPkHmGKBhArz0IZY7ggP0Ch/B3wmwDN6tO6W8leRZvV5PQMLv9/b21srTm81mgtFOpxMvX76Mer0eZ2dnWRlgvf05yQD8oTcSZdMj2hoAcNifarWa4+Z7jAvZZT5NHEAi2V+46grgboKAtTNBi+3lMjkOpjAZD/gyzgFcNhqNtc3EwDCsI+AWUI4MGCNgM5A5elkJgLFprhJhXGS6mE/uRYDtPSMcZBjQAgB5RzAKWTfArklQAt0XL17kehlsc3KH9yYyfoxYEc2QltfX1zkPBBP/H3FvthzZdZxtZw2YURNQQKObbLIpi5QpUiEf2b4F364PfeAIh45s6YuQ5BBlSs1WswdiRg2Yh6r6D+An8ezFokWJpP4dUdGNGvZeQw5vvplrLQJtjvSyrSezSXaMJUOUAfNs2oouMc6QJKxjRldub+/3RmGHbpeKM75lUsB4ETms1WoZvKFv+BzkEVvkDZKxQ4wpFzZhni7jZ6zXyLH7Dkn0fV+2oeAj9MUY0eMFWVomCHxPgnknAk0KlCSnkwOz2Sw3vDVGN8YzeUAfuG+9/nCEXMQDGeegzu9HPCwfwC7RT3STDWHRBRPCbqNtGFicTD/xA6Xfq6ursbm5Gdvb29Fut+Pm5iZJbQg5ZJP2lgQyZAC+GPvEvJm4Zz4uLy9zfvC/rLen2mY8Hsfy8nKlygZfxtXv93OvAJOVEH1enoUNWlpaynJ7dNEkHWNJssVl8+z5UVYcQAzjV5FPjuxDHh3rffLJJyk7XmrGnEJ0YL+N2SCzTTAxRpBC+/v78fjx4+j1eik7zNHZ2Vns7e3l2BB3YL/G43F8/vnnMR6Po91ux/vvv5+bPk8mk+h2u3F9fR1v3ryJw8PD1AsIw69VBtiRoEgIso9g8QA4uMIg22ljICIeyoBsyDAaEdUsMs7DmWQckTcCgd1xxgf2iPai+M7clsEdBshZitKolYbGGVIbR9rhrAHA00aI+5CZJ3vpoMnC7sytwbbnwkYWZ4LT4dl2bPSD9jIPAC2M4XQ6TeXAaJrJ9rMALBEPZYnMB1cZHNsg2HnyN8/gu+4jcgV4n0cY8LmZYTPEtN/zTb9tFF2Z4qDUAScAZzqdZuk7gNHttv58mwtZtgzZmZWVHfOWlfwlFzKIXjAmyKcDVQB82T9flBY761uy9+jEvMtBtm2L7YnHCHmo1+uVnYL5zPLiTABy6V2Al5aWKg7dIJo5MBlgOa7V7jMQbDgWUd0l2dkNZNel5gYX3JOgzJsnPnr0KJ0QAJ3x4SQPPofIwsF2u93MMFA+SPC2vr5eOU0i4t5G4EjQP57noJ9qCuw3Y++ABLvR7XaTHMHRQ2byPE5FqdfrmaFot9vJtq+srCRpY5s0nU5z93DGmZ34kSUyiCaykU/IIGd2LG920vhO9MC+dB4Itr7wXPwQPpVxx18A8tiA6eXLl1kmjb3n/qVf+GsvZ9vsc9HZyWSS8+Gg3xsl2VdC3CE/zDn+OGL+UcPWWXSTsfdu/q7uQJ/ts9ApA2HbU7CBQSkBooMfwHOZeaSftr+ARfSazBJzbtvm4A4igbFHRvktn5N99/paiHSCWCcokEmAIYEFVSp3d3dZdtvpdLKa4ebmJpdTgssYb1eQOlsaEZXlSYx1uQkWMjSZTHIjrIuLi8wcopcQhcwJWVX6We7p8vr16zyOzQEBdsiJKeSa7KeDAuur/THt4OJe6Ar7rjC32A9jFS7/zW/IYhq32n8aw3nNu+/xXS/fB1tFAOv9QdBT20/PuWMI+uuMe/ksJ2eM3RgX2mK/6oB2MplU9tahbTwHf+KAGNsN+eb7fRO+RO683wljReWS8barmiF4seHe+2E8HueeZyZ46/V6Lq8mfnCiZGNjI0/QcDKstI/oEkf+Wm+pRnKf8U3YMScMwCaj0Sgr89BlbBFEN9+v1WqJMYgFqGTkM2IPMIF90c3NTR6pTLUfVT8Eu5DZjINJGNphMhuMBOnBMinrHrI/nU5jc3MzZZg5xa6ToJlOp7kMycuQHVNhc5AR5oTkjUnD29vblA82MXz33XfzNJGrq6skW1+/fh2/+93vYnd3N/2HT1jy1QQQt1qt6PV6CawAV2Y0HWyYQUaorYQGDRgzgLSNhEvLUESex28YOBtvDNLZ2VmyVA4omHgAMetNDcBwhBh0rxms1+sZqBoo2Aj4XjbM5UA7kMPJu9SjzGLg+BFWjAnj6e+jIHYQZbatbK+NJ6CZOYDh4n0bHcYC423wjdG+vr7Ooz4ajYcyPxthvttsNjPLyPwDJvgegZn7bRmzkeS+89hlVzVUFOB/syMEYb5QHBweOmCyCQWj3Q7cMIAlWWFn+ecc9jyAYEKgJAM8zt/mKr9nMgYDaJCP4YLFtD7P65/3p4A0snO3/BhMWF4ZBxNvnj8MO/pL2S7y5z6ZDKC/9AtwAmhksxZXhJg88DxEPJRT019sqzOLOFSAxurqapKdbjuOxJva4ASurq5ybR7lv7VaLXcFX1xcjO3t7djY2Ijp9P44nbu7uywVI5vQarXyuRw3hm3Y399Php15Bry71B47RkaK8SBzTOmuyTvsRqNxfyyRSRZsPhVo3mXepN3t7f3mloPBIElL64CPx+x0OnlsGKWXrMNjh3oyPMwj82eZ5X2De69RRa5cZVASeWWGyjtH2/7wrG63mxkJMvGcd/zll19+bYPCb9Lrv/Yqq/8gOiPubd94PM4jZH0uO+OHnJvYmM1mCdKPj48rpD4ygKwjK96kyaX6LBFCd5CrecR9aWdMHDqTzIkaNzc3CXbJ2Dg5gk7wDHwYcgMAN5AzoJ5MJvHkyZNcS27CkTl36T8yRsDHfgz4HjJvBOwLCwuZUTchA2mH78JmgUvYL+Tdd9/NjBI+Fl1eWlqKtbW1ODg4qFQLERCBBdiADcAOsIWo2NraynGh5Pjo6CgODw8TcLttV1dXMR6P4+joKHUTWW8275eFsq6XvkHora2tZXb18vIyjo+P4+TkJO8L1iB7iP3mQg8iHuwM/so2gbkFVxlnQbZAmM0jCv3yXDEHDkhNzJuc4fPvgxA0yeWEyM3NTY6V7acTJiXRVsYJw+Hwa8k2vucAy0QrMmy9wD/6O7zvZKVJOeIeZJVyd/TXQRjji/9FD+wjmF/bJ/ATJCR+nflk/x0wL+MJEXZycpK+lvYx70tLS+njIR0WFxej2+1Gq9WK6XQaq6urWQXIMYL48en0foPT0WiUfp7lCP1+P4+tOz8/j4jIDT5dOcCyCOwuekq1N+3FVuEnqMphnhhv7CmYqV6v53G7ripgvk2e+7v0s9vtplwgW+gjcWRpG8Ega2trcXR0VKm4RO6RAWxJiVOonpvNZom58GdOwLIHgEkr8M3JyUlsbm5mbAtGg3hhz4Fut5tYkOQMsvb27dt48eJFJk1M7NgvRUQ0bWAclLOOy4bA2VqMmgNMD3ZE1UE2m83o9XpZOgh7Uyqfg3/KUVC6RqORu0WORqP46quv0pETGDWbzdwhczabJTMVEWl8YUYIBHE2znf3g1kAACAASURBVE4b2FEGajaWvjngNNvjfruszNUWDixKEsWsp4EiWTkHGxhGO6UyGPMcYeCXlpYqGzQyr+fn52mwKDlhXFzKBfNI0EtGAuNn5+dqBwyG1+7gJNy+8uUgEYPuygOXHPlzWLLZbJbrApFt1teg6Bha5NAlwBj8MpDHONIvZ7bKwBZZsVO3w3YWyyQD9yNQoi+TySTLit+8eVNxwN+GbCjJEYIV+uS1kpQ7Nhr3a8MwhA60rQ/o1LxlFcw3+xugM9abcrx9uV/oKfPp3yEfJckBs+3dZimZ5Xmnp6f5N7qKjcQBkOHC2eOoAJhUJzjzYVsD848jtH1Ad5hLnDKyyZFzHAmEXHMG+ebmZqVCx6VsBFlkRtrtdjpoLwMAiJiQxca2Wq14+fJl6hrBlG3q6upqlhXbvln/cZSMDfLV7XZjYWEhjo+PYzQaxdLSUmxtbcXq6mqcn5/HV199lScjeB3x+vp6ym0JzAAYVEc4mEaGATJkJHyUnSvgsJWUdlOmi8yz+Vm3280soYEyGw9RIs1vIYhdEkpwyFnNL1++jL29vdy4yb6acf0+Lusq9tn22xuqsisype+DwaAyDwDxbrebdq7VauX8gy+4IBuozqF/gDHICTJetI97YxfYVdnrwplTdBp/jN1wNhacQEIBII48c3/b69vb2wrhxFhCIFAGy/xTnVOr1aLT6aRe0E82BeMCaL///vtxfHwch4eHSQR67anHy2QK9pUSX5bZkJ07PDyMg4ODSiBOaT1BM9gGfws5eHp6mmO0sLCQRJzJfgLmo6OjmM1mCZ4hdRqNRh5r5nPEbSsIAnq9Xm4uCbEacV8Vsr+/H61WK/r9fgYi4KKtra2v7eFAddXa2lo8fvw4BoNBJYAne0ifsYkRUfEF+EswJxgAGTAZ7Woz6x3jjj8l4IFk8nOvr69jf38/8acrXL7rZcLeOL9Wq2WCDV/mZZToWYnRyUgzz/bfJj3AjPaZLilHLxnHeQkDV7uwJAXsAqFOlhXyAb1mQzb7ENqIjwMfQ0gyv2AKY2VX7UBSs75+eXk5er1edLvdzEj3+/2o1+txcHDwtfbV6/UK7qBtzAm4Av1n2R6VghEPMYors6n4WVpayuNuW61WjifPNn6yX4+I1OW7u/t9fl68eBGrq6vR6/USzyDjk8kkbcN0Ok2ie21tLfr9foxGo9Qnb5h6cXERx8fH0e/3K7LlxAMJEvAbiRnsMbgK/IItpqKNuQJbXV5eZtDO/Wkf/2ePAghf7wfBOFmu+/1+kmLoAAnV5eXleP/999Ov4kvYewB7SXt3d3fj7OwsPv7449jY2Ijnz5/Hv/3bv8V0Os0lZcbfJq8j/ncDQQLk8Xicwo6BZkCcPS6zHzgCgLOZPbJSZrlPT09jOBzG9fV1bkbD4Bg402BKcMg4AS5WV1dz59cy4CKY+SaG0tkZlypGPGwKQh/oP0bHgTHrdfg+bLbZJu6NoaMNZHu4L22NeMiSIKwOIEsywJlzB5IoN/10IEpbLi4usr/l2mnkwvdzqSj3dXkMAofzAjigMB6PWu3hLFYTR/TPl/vueSkDageigM151RFlEOz3kWXkzJkDFBlQQJt4Ng7LCo+hKp/3bYJ198vkA7+HwWw0GpWSMGcwv83l/gNUFxcX8+g+CAHGgk1aHDzPC9zNHHvtNf3gmcgvAOv09DRubm6i0+nMdfJcDgCcCbRDB9j7Pu6vy74YN7P8Hnvkluw4f2PbACdmnpFzAwnkxOv4LBfYPoIkl8nRl4WF+zOKySasrKykbAwGgwwADFaQmYiHvVwYO+YKu0Bm3UETcr+/vx/7+/tZsktwRYBGCRtBsjMqgB/aDUDn3re3txl0cM9Hjx5lW5x1fvbsWYxGozg+Ps5M649//OPY2dmJxcXF+Oyzz+L8/DyGw2FujAShxmZMtvEEhWSMGHMCUoAQ4+dgdnHx/tx1zk8fDAY5l+yfQFkjoKvdbifY4DsuTcf+dzqd/O3x8XESJLaBP8SF/QIwlbrHBnPn5+dpLwGPBIeA/4iHc5rpI77BY81vmWMCBwJJiFBIhwQzzepeG8i2y+P5ngm5yWSSpfb8HoBFRU9EVEAe2VCTdcYW2GXbDeTMZfP4EggkAgTIBJbRYD/BWhDAJkF8L2ew+Nxt4PMnT55UiKvb29s4Pj5O4tfVGh5DV/CYwOU5+FHbUWMU7gVAN6Fj38WyKAfTrlRjnpBTgr2IyCVR2FcI0el0muXMkP3eawY7BdmF/JbZYAeInmdkFaKFa56eGqvwHQffzKs/s5/FdvoUjO/7Kol3twHiFCIg4sH3YftNTDlgM3YDR/FbbI2XIRp3GkPan5M4Qxbtv2kTgSUJRzCJba6TdFRHYcvQLyc3yrkjadLtdiPigWj2nhVkctfW1mJzczM3yrVuYS+xMdg1dOj6+jqrutFh7ktQeXFxEScnJzEajaLRaMT29nb0er1YX19PzIhdpZ+Xl5eZeaZfyDv95t74TZO13BNcb6LdMYuxMrq0sLCQ+4isrq7G7u5ufn86nWaGvMTE/Its4OuJS4yHmGP2SjLBsbq6Guvr62krSBj6eVShttvtnHNXHRALHh4epqwwHvX6w9GBYE+IjtXV1Tz1xFVvxMzYE2wyy5ePjo5iOp3GO++8E6urq/GHP/wh/uM//iPJKsuN5dVXE2XHKCEQsNEO0szg+fsIOwoLaLQQwIyRTWYAmTgMRhnIoMAE7YPBINkvNpMCKDcajcyi4HQpf0GYXI6E4NFes9b0lUlEEN1fD6wHF1AE04zgEYDbOCGYGDoTK7BTJkkwJnzf1Rn008a6JENKcgMHAjgqg2xnFEqhKrPYgI/J5OFIJgw8xh0AZuDkl6+SOCiDTf/OWQ/a5nI971DNb8ug0A6DIIQxp/SIzzHEyIVBs4GXgWLp/NwP9MH/lnJlMsXthoWFBWUuaf+3uTznLmuj8sPZa5y/z6GfJ1/ly8w++u4ySAeUgGzbnnLMkF90ptRbgIdtiOWvVqvlZnoOlJlf7BVgzO0lGKANJtLQ3YWFhQyWcSz0YV4psx0K7cT4m8jjb+4BMeq1sASXZv+9XhBnxt4AbDAE0KatEB/dbjezLOzCPRgMshzR8s44c6IAwZMJtMXFxWi1WvHs2bMEImdnZ7l3AeCWgLvX60WtVssSf4OmkgzizN67u7t48+ZN3pfMjUF8p9OpyAs2gGwLel4y+mQp2U3+7u4usykffPBB7jVydHSUhM7Kykrs7Ozk8obLy8tot9u5nAJbz5yiE83m/d4KnU4nNwTa29uL8XhcsQVc82zpX3sRuK+srOSxw8gPvsDVEGR5qJxxYiCiup7elWHYUScDeA46xdibUIQcs83Gttze3lbWbJJYQMZpM3JG8It8AN7IJLEZJSQIYBr9N35CzkyG4iMJfpFtqgXW1tZyKQiBv/dccHYp4h74vn37NslZB9P0ibFiriApsEfcjzGi4oDx2t7eTntFZtX4hCwmSQf3kewVfXFwgF/l85JMYX6MnWzvaBN2PSJS/qgmLckfkh5OpniMkKF6vZ5kJr4fzOq2NJvNrOKIiEyoeUnlN/lf2oxd57Ku0PYyUWZfzdIQn6biMfyhLu6P/EdEJuzA8Cb48GeOCcogviSM8Mcm+4yBHCfYdyKbpXwwhq7ucLLT44oNxS7gA0osYAxrjIKOQljabyAbkFzT6TT3gWG+eebKykrKIn3Cj+NjTExGPOzFQMLm8vIyBoNBXFxcJEEJnjMudQCN/TPepA/YCVdBY4ddQQee4/nHx8epn+yw75MasCdeWgau457ejJM9TfCRHn/035jD+u1kDRi6VnuoDICU5XvD4bCS8HY1mStmweIkcjglCAIAm7C2thZbW1sZKxHfMp+0+/nz5zGZTJIMmE6nlSWaLIOgYm19fT0Gg0H86le/iv/8z/+s2B/rAfPtq4kiUkrFIBr84BzNWPLiYTgPhD3ioeyKwQCYR0TFKfPd8jkQEtyffQz4HetFDLBhlFBk1gybtUMYzF7jwF3GzntlJgGwwT0scDgKBysoioNajAeKUAaPDoRNBJi4oI+MXxmMldUSGAoLAsKOHPAb5tAG0GDHQa6DPcaL911WaxKEeSBIpz0lIPDRUZYVAwYHoxgQ2oDMuLzM/UAm7OAZD4IqAzATSxhM2mAjxvogflM6eeaiDPzLz7noo/WSPmJwR6NRfvcvrQzgeQaS6KTLZSm3IqtqHXY76XN5NKGNO0bV1RQAeIIQHJwNmV+sMaP9JWkAu+xzbV2BY5BpopN5xL4YzHB/VzwBKK3/ZsudESHYpHTZY+dgnBd2jtJkZI33cCYGYjhsyIiIauUODszACAYcXXGQZjC8vLycpd7oEM/j97PZLNcLsyZudXU11/gDYHy+8fX1dTp2gmxABQ6R84oB/vv7+znPEfdr3J8/f56VPFtbW5lJpSSzBG8Gqba7k8kkNxgkw8j7ZKxYNwuBc3JykkGdlzFRFsq52GRkNjY20mfabvI3peTozu3t/XFC4/E4dcfyU/q573qVthJ7A1CE/CWr4Z2lOdrJIN1VWoAft9NkQKNxv06SM+IhPClp39jYyCDcpB3txtZbn0py2b/1mNFnbBABuzOF6DFgnT6RtSLLY9vl4AY7QXVMvV7PctF2ux2PHj2qfN/jRhC2v78/N5CJeDi9w7INCUclGc+DyCfoYbnAu+++WwmAbf+bzWaux+fZbl+5H4YDWcbap8BAJPEecuU+2b84y8dnZYA3HA7TB9zd3eUO7fgAjuaEzGOpFwQx+JX10ownPtgZWzKyyEJJ3s771/6qDGw97pZhjx9+mEq6iAe88UNcxknIAnYSf0+Ax+Z2JqhMxNAnbIPLvYknyuUl9mVglHnYD8yCnUKfnVCDyCxxUokjaDNjy3zMwwz0i3aBf8CG/B9bCNl8fn4eZ2dneW9I70bjYakuSxZYNtNs3m8WyL4dt7e30e12vyanEQ9EGf4W2XR8BJ7xdy3Lxmyu8oQsoyqMJVOTyST3oEOfzs/Po9Pp5HM44vPy8jIDZvpApWOtVstljFTrkMFvt9sVW2DMYl2KiLwncWaz2cw9wfDh2ABeVAhgd0g4QSRDBhDHgReZU2wSxDB4q9Vq5bGxyDM6Mh6Pc9PTw8PDjIEdQ+GHsJvc++TkJP70pz/F73//+6zsnEd2zbMPTT6o1+s5iRGRguENWvhumeEqmX+zSJTRl0YPxYGRARg6g4bhwVjjfHGcAE/aC6DkGRgTmHaXs0XcgytnA7iPM+/emMrrUTAQZO9xQN5IBLDNRNJ/jBhKVk4M4BvAiGI5q1kGMAh+CXTLeZsXTM1bFuFSH1c0MN+WG2fVyrkhWPZGlPMCcsuFg32yCaUgO3B13wnOuAftLYkIy4uJKObDzDGK/E1sNs/HoBiA+SoJGc+Dr3kAwd9HhglSlpaWYjQa5XjPIx7+3FUCauTN42xHiOOeRz45MCUrZGftoADw6VIuAiyCXL9oo8ESwZxLWA2gAAd85n7xf+5DKbgdRlm+zPOwNYyfSSQ/Ax12RoQ2WucMkBwgEhAb/PJ+o9HIoJ9+kpXHXuE4vaEf5a9UV2FfaT/9Zd3627dvsxScI3+63W6uK4adximybjDinsH3+kWD6zdv3qS9c2CAg2at22g0ypMNer1ekgmU4pdkMjqL7arXH5Y54G8WFxdzN37LMXPL98qNk5y1HY1Gmc0djUaxt7eXFRfck3YxVwCptbW1ePr0aRwcHCTJEvFAcLIRGjYL/wd48rrhefbj+7iYV07FwM5hl9BT7J6rZKx3jAX2BXuBTBnA2Xa32+0cf1fJOJsOwDJANTgnG+7qP3ANJBggGZ3075GhRqORQYiTGq4mtM5DYM0jZZFXdvGmKofqBcgV7I0xDPbY5fPGXSaKbdPIgBFQDIfDzJwyh5SoerM/9IKrDGRNGhs/4EfBACZTycCx8zW6ShVNiUd5pgE9QTttgYACV7bb7fQbV1dXMRgMcv018ul+Ybfx6QRFBN0kLyBAIiKXJ9l/ufrNQdQ8QsB2v5R9464SE7gSCiLW1/dJBrjtZVKAygTG7+bmJqtLqJz6pnuV44D/Nt4zMYi/tz5ZNxk75Azbi61hfp1k4/nGYR5rE1r0cTJ5ON4UOS+xqfEovsLEFr7cWfX19fU8Yg4ffnJyUjl+lPL929vbXM45HA6T1FteXs7j7iIi5dakhfHFPPmczWa5gSHvcx9wFrYEfT07O0ubh33h2FUwA/veMCcQp16ShM7j85vNZmxubka32423b98mdvEyEsc14BjGnepWYjN0HpIPrELVK7gDecI+IS/onONi4jAS1tiDi4uLXPK1tLSU+/3c3d0lfmKuLQ/n5+dxdHQUx8fHFdzrSg1kejweZ5svLi5if38//vCHP8TR0VHG0/YRHqsyWdCMiCz9ZEKd0fQGaghCuXaKSWQyXM7mgMwsFYIDsDAr6+AahXQwYvBoFhnwXDJjgDuMFmwmSwQAhhExF1DQL6+HZzxgxahYwFjSHn4PqON9JgP2ywbKxot2mf3EMBColIESc2dFL5kyjBvtZT7KDArr7/gtgMlGjP/jJHCatM2lPWQ0HVQiX7TR4NxgDyDh75DNLAE97ccZ2ak6++3AlfsSyGNYcHwAY8s38mAZog04pvIyGfbnLjtMfoO+cLYoAMQBcMS3AwQ4NpMvGD8MnuUTvbAxNFFWZtu8AR0yAbDl+yYI0D0DoNJZeVwoBXP1B/JNAEgb+dcEXURkkIXxNxlpWbLeuPzW2QjGHVnEzvgMWe5HBtHfZc7QS4CvMyDWgYiHdbXYBYMT7JvvM4/0Y/wiqqeNlCDAS2YA2a704eIenJOO/fSmRIuLi3F4eBjj8TiBA3rmIIzAl+w62QxstXcLZ40m9xwMBlk94TV6+DrriccGWwPJ1mw+nAfNd+v1elYMGBSenZ1l6byz6IwdGZNutxtPnjyJev3hiDp0iV3Rr66uYmdnJzcmYgd3lj1Yx+eB2e96OaBks1+XowKEbCMAP54nZwpd8g/gc8UQ13Q6jU6nk36WOWazOII+gnwDfJMoyD7tgwwwMYi8knFxKb8zTt47AlDuqkiIKNrvPXeYI/txljSCb9ggeWlpKSsrkBt2ijZxYkxhYp1n0fZerxcbGxtJJl1d3R+5COHk6i1sT7PZjNFolDYL+4bNiojo9Xpp18FlJmpNktguc5pJRKTfvLy8zEo+cILlAX9ChnQ6nSYRenZ2lj6FTBlLdg4ODuL169cZSICb6BeBADJI0DadTvMsd+SXjC3zhS1k7o27HDwwbvMC4XmEN+NvTMT/aSPyWO4XUJI338c1L4HBCxJmMBgkUQn2LX2aq8nQO8hk6y6BGffBbpRZWvt3433j0zJZMW8uSgztZIaJQWNNcJhxkKsIjP+Md8G/tIWScsaNGIaqR/SYjeOGw2HMZrPMwrO+nHF0oguSzvELsuK9CGgjRAAb9D1+/DifTxuxxVSuIePYgbu7u9STXq8XjUYjdnZ2KqeM0A4H6ixHBLOfnZ3FkydP8sSE4XAYp6enKfucCII/wtcSb0FCGmsyP67Yxh5Z70zeTyaTtJk+dhQMZ4KWvY4YbwgQP8fLOqnoQZYYZ2wVx8Uy9tYtfAj7Yl1fX8fJyUkMh8PEI+5ziRXmkgE0HNBj4O1sEcyfATvBkgEhwbOdnJlFDK+DBwdrAA8MNeVrPHMymVQCcDsrs2KwNeVg0A8bD29IYaOA4ns9vLPlgDgy7IxXo3FfYmwSwxUJMD0RDwFoCRhK8E97+A19NitZOgIzo76/mWUTAhhwM6AOhrxmhgyZnRbAjPEme1EG23Z6tL0MomzMHYgZ9OIwPL822D5Oct44eS8D7mEFMpFFwORyYVg+joDj+BcyDBjp0gk5a2BwxWUA5YtxW15ezqU9n3/+eS6ncID9bQCBM3V+jwCWy2PKd5BHV6mUgNTVPrTfDCVGq1arJUNrR806SNrgufPYefxMWkQ8EAa+r+cj4iF4NagvSYOSZCGgsM0rS+xxStg85siZMpMdACQyrl5n68ok9NTAFttNO7EdBL+2T6zpLe2Fxwiwu7KykiVtlMFSBQBRAPCxjtp24vRbrVaeCIAdxkaQPQCM0Geq1NbW1nKNLicf4Dixx9jyk5OTGI/HOf44YGwC+xK4r/Sd+Z9Op7mLL2OGj8ResocGJXmQGfSXcYA8ceacdrTb7Xjy5EkGj8jC8fFxLC8vx+bmZp7Bfnt7G4PBIPb3978GtH8IMsDgCFIDfQagOSlg32XZnQekI6KyxAUbj72FTDGANTBnPAjAmQ+3G2LC9wFwYSexFdh8V7g4Y8N40v/hcFgB1My3lxYxH6WN57vshcGzWq1WzjUltMg0+sb9vWwQH+ugHiJmaWkpOp1OPH78OCIiQe3Ozk6l+sqyUxIABChUC/AdKjuxM+BDxsHHHxLQ8QyCFWcr+R3Avt1uVzLklC/PZg9LVLwfCiQCgSMVSpQmMxfYndPT0+yT22hdHY/HmaElAQUetZ45kCxtqS+/Bxb8puDUc8JnZJqpLPEmhcaIJo2+rwtdAAuRRMQGGjvW6/WUBdoDNrRNMA70HLiiinGK+PpxwCYAjAXRqTIIKuMN+0Bj9UajUdnp3m0F85g48r/YNG/AfHf3UOJO20mAsK5+dXU1yX3K4plv4g2IZnTo8ePHGWtcXFwkgY1uk1TABqJDVO65yox7kBRxO7Gn3i+AJXGdTieXOkAIQQ622+0kOSEK8L0mRqjm6Xa7KTsREaPRKPXVyyPZb8QJOuYPnETVDAQjCWfHgvhrcELpN9nAj7J8cD12x4G8yY67u7vK/PuIRhNAFxcXlb0CIJnZVwGy8/z8PMbjcQb/7XY7Njc3k9gdj8fx9u3bGA6H2TfGwVeJgbny/CECPdaxImyAGQdIKDZChhLMA6w45YiHjSYYNATdSmjA7eyrS+L4vo/jYm0s5WcGmXzfyu81/t7oqjymir4bxNlQU9ZDNtVAFofljCHChzHxBkSAGpMrnjAHqhgb75nAxZhBpvB9/nWJMQrE3zgT2sn9nB3hXjg+wJHBmckBgiLeN6gqHR0yZ2BuIsOgE0NWGnPuhUO3AvB/OxfLWuncIZ5qtVqCHd+HMjLWhpKxm06nuUHKPFA+z0l5nuddJqpcwjgcDr92BOQ8+fmme3oMrL84nzLrbZ0qZc/OmeDG5+h6PXVExGAwqIBZl7eajDFRhF7WarU8ts3VHDx7NpvlenOTS4wjdiCiSjTQfrLqyAnA08EPtg0nSfYUx+OSOOYF/YuIzKRxfwgq1klDaJIxoxLFZAy66Gwnc8SabVdaEcgMBoOKLbFs0X8H+ex6a7BPVt5kpgOSL7/8MttJGwHjbER4cHAQtVotj/8yiQegQ34ALoeHh3F8fJxrDZeXlxOMELC/88476RxdTse9HMiVhKXtvO0C8omuAMzIdEJUzGYPpdDMIWNP1uT6+jr6/X48ffo0iQTGfDgcxpdffhmffvppbjLIpoP7+/txfHz8NaLQ1/cVBNge0HeAz2QyicPDw1hcXMwNKGu1WgZLlFgSlBGsuuJmZ2enMt4RD8kJvkPVIJlZguLFxcXcPwLZL/GET7HwunjeB79gT00OgG9ITgCwAd4scXClAz787u4uT9Mogzvb+rOzs0xgUAFg/z8YDFJ/8L/oM2DSJISXV/G+18SenZ1l5gjbCRh2RSRzzW7ZjUYj915xlQynQnnOAfZUyzmRQ5ks489pCbTTSxan02llLLjo+3g8zmwpOoh/AVRTcdRqtXI/C9oDLnFQCRFLkMYZ7GzWiZzh+53Qsf81jvm/Lme6S189729kAB/iitcyMDUx8F0u98E4n0woZIRJKvSXKl3GzG3iuyQBPJYEkrwXUc3+22cZnxub2KeZcPFYg2WNAfl9rVbLMnOTjl4OarteEgqNRiMr4BzcunTbSUZ+y3Ho4EjIPLDEyclJjv/V1VU8fvw4iXoqWFZWVmJraytOT0/zxI1ut5sBLfrJOv6Tk5OMl5yk/dOf/hQR90kdNtXDV/FdbCJkAc8HvxDTYPebzWbew0tDscGUz0+n09jd3Y39/f3UcQhG9Ller2eA7HlkrLHfJGnQ8dImu/LRCcaIe4zGHj2dTiciHqrpsRXgTO6DjlLdRSyCvkI6e88r7Do+DrLGewOBjXgmuAfy+M2bN3F8fJx+0Pd2f8skUMT/kgHtdrvCSLnREQ+MHqD25uYm2aWzs7MK883AM7EEFKzt8No8QCGDy2XWBsePUwJwl6wVDNPNzU2e14uxt8HA2QE4aDdtR2B8jBB9snFBINvtdjI2LBkwU1kyms5g4fhRYIAFxsJz4IDIARmlmGWZNOw4my1RomMnCDCnzWyWAQvGHDDnrupAkGxAGFsDI0gfL/3AKDA+kFBkMNkcxU6Z3zE+3NPVHciqA20cFJedyDzlMGEB+Kd/OAfmhqDj6uoqjo+PK8tPWGfL3BNQ0276A2BGJjGWDvS8Lm99fT2Nd7/fj5OTkzzbGxDG+HwbMIBxdEmny6EZ45IZn82qOwUD5pAJxo4+EiDxfrvdjk6nkwARueK+gFuTFSYl+T/BCLJsxp75AHzicNbX16Nerye5Y/nhXgYezBVBritbAIl8hwwUDskBAuv5CKZYJ+edoHFwo9Eo15IjrwBHZ1acBTHxhR5QZmaihLHlnG0CCkAOejibzaLT6eTaNcDP2dlZggtACzLOnFHCxxxgM4fDYQZWBBNkKQDdrtIhmzKbzXKjJBMUyCyBkTNzHJXLC38CyGKOTFAD5PyvM9PcB3sLAc1GPT6GikAashlZhtw4OzuLP/7xj0mYzmaz3FCw0WjEO++8E+vr60kyvHnzJg4PD+OLL77IY5/Q8VI/mY/vejFv3W43S9ZNzD5+/Dht2snJSWUzPDZRgiywbTH5j0+ybY+Ir2We2SMFn0ywgC3GWK1quAAAIABJREFU502n08QckAjoBAB6NpslSLb/59m2MSaOIAEMPNmEysE4S2ScvcKf209CAnhMaJ8TCiQY6D9r4JFJbC12hSP2KKlfXFxMEgpf5jEEyON/IiKDPQKAer2eFZs8l3uYBFhbW0tgzQ7YXiaJfOP3sGtgImwRZLezaOjW+fl5jEajrHhaX1/Pkw4A3gTz4Ct8M/sheC+DxcX7zT4PDw/j6OgoZeXNmzfRarXiRz/6Udq1i4uL6HQ6Ua/X4+TkpGLrreeMUfn/eQRBSSJwgccg0KfTaezs7ESz2YzPPvvsa5sG+/7I8vdxcU/wK+Q39ge7at8ItqBvriiJiKyEQW7Bg/hZ/Na8JBz3LDGkA3p03kEa9zGhzr4wxDfIRL1er1QQudKPccA2I9tU8+BjsV+0x/+HpIu4PwGH42JXVlZSd33k5cLCQjx58iRWV1dTT0ajUerwhx9+GJeXl7n0bmtrK7PNjAu2Cbt1fn4eg8Egjo6O0k+bgH/16lVWoTIum5ub8fjx4wq2mEwmWbVHdd90Oo2NjY3cnZ9qB8b8+vp+g19sHK/RaJTB/+HhYZIf3At/wZLAVquVywLBLRDxyIjtr/E/pyFBkq6srMSjR49SrtlXCPsGfuFeR0dH8f7778dsNos3b97kXOBnsLkQ+sfHx3F6ehrPnj3LcWG5FDYTuzibzWJvby/xV7vdznir0+nET3/605zTo6OjePv2bWUpHzEV/rPUixIfNAFGNBogDJBxIMDL2RFnpQjgcGwAazsbs7AEaawVc3YLw2NgTsdxTBgFHLUDQWfHvNsz/SJ7550vMcQIgktQACP0ncAOFgfGucyk+PuuNkAYcYxkTmBEmTBvkGPDjDFig6KSCWUM+JsxRSCc8caRUX6CoWJcnGU2Y+bxMvNvAgQwgHHkMvhiDDxnCC9nozL2ZJ4gaBBoZ/PdHgfDDgxKwoL3kDsus9DWAb9HW12mZucO4DH4pa0uuXUwwmViA4OBoi8sPOws6/v+JZflwkQRjtPkCP12lt666QDOgAQSxcQKbKuJFuuHx+abLp7B/RwQ0TeCtGazWVmjbwfpLAEvxsEMKmNlHbCzdQaEF2vdyUBy1AwAxrsvM15U0bgywvaN72FnmQ/LC23e39+vtMfAaXl5ubLml77VarVKWaErLUq7/uTJk7i7u0vAjW5GRIL5VqsV3W63cuQr8+ujCa0HEfc6TWkhZA7zQkYFu2GddBWL5xYdtIy5LN9VG3wXUoxxMDFTr9cruwETsHHvRqORxAdjR7vwBxCJVF2wJGBzczO2t7ej0WjE559/ntnOwWCQpZfYTcuoybO/xh6UF/cA8JNpRQ5MGvNM+yJkljE3qUfQzm+w5wDVm5ubGAwGlY3sGCfG0KXJ+C/ks9vtVshi5g1yFZK8tAH0bzqdJqFFhpJAhoAAcIYNJoD38iBAv0ku9JFlOFTwMJbIDISXlz9QiQYpUpKVXHd3d/H48ePY3NyM1dXVGA6HmUG7uLjIQN8YDuLAFRKufCT4Z27H43GOFxf2g/X2+GoqNADrENdcXhaFP7FsmdzFNr733nuJEwnoj4+P008yfyRvKL0FM15cXMRwOIyDg4M4Pj7O0xnI5nW73Up1FyXxjBlBmf0+YzAv+C/fwx+ha9gOxgCy4+7uLtbW1mJ7ezvq9Xq8fv167klLP8RF38AFyHhEdfkIgTs+pNzzwbiBcXIlDDZ1NpulnmPfGCvst8eKe/MdB/olpirnx981Bin9bTke3JffQPJ3Op08xi8iKnsO4PP4F7n03i/4Zuzh+vp6ZdlSr9eLJ0+e5DywsSvka0SkTXO5v3XZyTjwPYEjn52ensZoNEqds5yX8R7ySozleIFqApMtHHHIWGArIAFOTk6S3Do8PMzKCd7n1DuIMHCE19eDQfb39/MEGsbAGB4i13aPsZ9MJnF0dJTVT9hb8ObNzU1sbW1Fvf5wapn9E/OADXciB9vGnBMfszcQyZSbm5scO5aNPH36NDY3N7OdfMZJS8gt8vBtryZBPYGywSUCYyBEaQLKVTJ1Vj6UBGeCMzB4JiMEKMBRUK6Pwwf8cd5xrVbLczlxvATXXrOBASGji+Gg/awjdR94OdvOBhdkmnFuCAcOz8sPDIR4rscLp48ylu+hbFzzjBeA2Oy6s/AuQ+O5ANaI6ppxSogopUW4HZgxf7THAa4DKYSfYMbBSgkMHXBwXwwHY8H8shmhlYzfuA08E+DCsw2Q6/V6zpcDKM8T98eIOBCkXJLfmH3mu9/kdHgmRmAymSRodDUEz6U9fBfjtbu7m5mq8vpLggHLgwMmdIjglHlDB3iGs7R8t6zWcLCPLJlss84ARkuDZnKCl8kIk5WNRiOGw+HXSBsCXwgpt5mxpi2UluI0ISe967Vl3c9uNBpZ7o4uETw4EwoLb1CIrDgrwpzT5+vr67RrBicOEKmygWTFpngZAiCaDB/2aG1tLY6Pj1MOSiLBa/zRA55heXj06FEekwaDT6aLwIRd/U20TiaTGAwG2fft7e3ckOjk5CQrJ5yZ5PkOJjy/jDF6bP02SPOyKcsJv+H73Afbj8xjv5ENLn+Oj7u9vc0jz2zHptP7LMwXX3wRm5ubsbKyEru7u3FychIrKyu5hIf2/RAXQZazxR43Z/PsR22HbTdd1cL40V/uZaCPbCFLENcmEW1vsSUAPHQanaeklQDPftF238SG5cCf1Wq1JIN4BkmByWSSOAV5gtAwcUX1ofvnMSHoh4xAVxgr1pcSLDNP6MHW1lZsbm5m4LC7u5uVk/SFChey6/haxp8xLucO+2jsQd+xacvLy4lHXGFJZRg2kaAJjMUzfVQfc+b9oqhmZHxI4IA1qQSgitOVqfV6PXZ3d+Pw8DAGg0FuUFaeLEEmkPXaVL6hD/ZJEdXNueyD55EDJT60fGG/GcOlpaXo9/uxu7sbb9++/VoVwg91MQ4Okm3nkW/rCHYDHbdf8tIZV9Uw5sYHxgyMTUmklBURJr/5vnW4fJVkKv3jNyYgSvl3EqTZbGYlEO1nTzHm2fGPfXK3260Q1sjPyclJksysx2fjQL5LBc7V1VW02+3ccA+dM9ak+obkw9bWVnQ6ndywlCpFsCyl8BxxO5lM8llv377N6gOqyyHIqFg9ODjITQaJTS4vL2N1dTXW19crG38ax6Fv2IWIh02gqdqGDCc2I/gejUYZGLPBJ3NL4oJxQddZIlZWpRwdHSW2wMZ4SQokLwm6Wq2WVbDLy8tZUcT4QbAY/zCfkEjYG/rufdqoeGAvFSqVDg4OYm9vL6v2kbW/5GqisCUDVrJADJJ3uURZXVaMoiAYdu6AShw6DpJ9CmxYrRgw8BhilG00GlXO8TVjQzucpfZ7/G0j4u9hTMiO2cC4HwSbNiIOzOj/PEdgwGGw5UDXa648T3YyAM+Ih0ysQYWDbTNTBs82quXar3nODefnANFZUYwrzCbEiufEBtoAifvDjDKmjDdtpAS0DLBNPpi4MENcOgKDVdoeEZXdUg1uzVLTB9roYBW5pO+WEdYncT8YVN+HqwTfZF0xevMC/7+EDGAMbZTtmEqyALCOUwNgE8BTMohclssNcP6AWQdZ9NfLZErARHvM+PvFGI7H4+wHv7eRBOgw9944h/4QqOJ4DPwBqIyNx8gEFscDuUrq4uIitra2KkH+N2WWkL1yWQO6ja3293meQY2DW2TTYBYbg73H2ZXzjwzA5B8dHcXt7W2StdgUQELEwwZ8+JHV1dU4OTmptJ/yXQJA9pwgW87mQswF66yRIy5sdElu2w9NJpOK/+B7jDG+rwSX/i4loYwZRAR2d2Njo3JfZxW9/hRbT5+Pjo5iYeH+nPenT59Gr9eLvb292Nvbi/F4XFligy6WbftL9P+bLvQUDIAdByy5D8gl/hdA6mAXPXPAb+KmJNQ2NzezxLPRaGR5Nuv+wRIl+Ac8myREHpBtgl23yXoHqWA9Qb+wI9YrbI73Cbq7e1jLzr08N4BaAD86x3GKzsI7AeD7Mj7GHeATMmNk1vgt2VwnPNgszWuvXW0BzkBO6/V6lrg6yMD+8znjjz5FRFZ9HB0dpS3j+fgD1s+yhppTJKhuWF1djfF4nOAXO8oYRkRsbm5WfDPkLH15+/Ztjg8Eqff62N3dzWUaZBztl613lsMSB1k2S9zJ/0viH32YTqe5XOjs7Cz29/crVUF/i8u+zTiIJF1J6iMz5bjYj9Tr96dnQEJFRMoju7DjK41nrafGoX5ORLVy1e85gGc+GXffm9/QDvoS8UB2oCusKccOQJAg27Z9yHaj0cg15b1eLyutyDJD9OMrp9NpHB0dxWg0im63m1UI2FyIE/QB24Hu1mq11CmTWr1eLx4/fhxPnjyJ/f39ePXqVSwsLES/34/RaJQb+7FJNrEXNpYNhjc2NnJOmP9Xr15lxp7qTOSF9e7go9vb2yTtGDv86GQyyaXp2Hf0GJuOf7KvZ6kFNojEjuMhbC+2mM+YTxO3EHPIwdXVVZ5i1O12o9F4OOp5aWkpnj59mgkW4w2WqiJ/19fXcXh4GG/evEmylkQ18wTZQNUJBNJgMIjd3d2s2ov46/YMyqMFCaLNxAHmMf44CAacQXG22EwaneVlsEBQWK6VpSSF9b2cUb22tpYT6dI8Z3dNSriCweDFBnkymeQak5LBNUGAI3Hfy4AJcEqWzcy+sxhlBtXBDfews3CWBceDo+dfGC3G3Zl0b/CFQUVRHHy4PSgEisp3XEpTBr70waAJZXS2zgQC93RWpiQmIGNM8gC6GQ87T/etnEt/jz7PK0V3UOXx9/0sH4w742YZs+FC5nHiZC5QdAInwA/9MfEQEVkSxTEzyLyBxre90HGTUTDD6BDjgAwzZvSNthlQw6IiK8igx4cyWtqB4fV825GXQVvEAxngQNdgHeBP/7AbtIN1Z6XTRmYp4/fYIvvcgxd9RDYN4kuylWe5uon5xvlNp9PK/irYPp7L2Hl8+b1tsIm4er2e5WZ3d3dZik47y/1cfPQpNgR/QQkrgZp1EVvIBnGuomKe6ItJVTIeLqOkH5Qu4phbrVYcHh5Wxh8ZZH5wqCWALHXZAYOBJQCDdjtLhJyUwRpzQBbMuuMslANhqug2NjZSnjllYHNzM3Z3d+MXv/hFnJycZEaB+xugf98X+gJAb7VacXNzvy8PslvaNDIn+EwH+Mg9csLY8m/Ew2Z+i4uLmc11xR1loRERBwcHOZ48YzJ5OBHAWUMDQOTcy4vKwAG5ta93Cf1kMsllDN6Ykrb4fva1fh6Zb+80jS2IiNxDA2xgnaGvPsoS/42/efPmTcpSq9WKR48exd7eXhIWHncCeBMCTtwQJGP/jcMA+NhtV0xaL9EXV9KQ2UPXxuNxJUtPpo1qAIgQNhuFqGLcrBP0azwep8wyl1QqAdy9vxBZWOwW/oFnmGBEvqx/tjl8/k3/Gttx0X7G+tGjR9HpdOL58+ext7eXfu+HvoynsFdgeEgSlhh77xj8le1dxEOsAY579OhRBmxUAc1ms1w372VIfjHeLL/jMjbDrpZ2PqJaYUifSiJn3n2NN0xIO/nBvEFmYivQCyc4iHOQbWwoxLGz1rQJbA4+oLoM7MYae047oT2QjtiKZrMZu7u7uUT78ePH0ev1YjAYZMLmo48+qsh5efl+7NEScY9RW61WDAaDCoHHHgf1ej2JOQh9YplutxsbGxvRarXi4OAgxuNxEsEcjcpeNGCaer2eRCRVNMStYAHs+dLSUu4FwRJvzw3EZaPRyGWMTnrZjt/c3ES/388KLuJVKpMYd2zs6upq+jCIgIODg7i4uIi9vb2YTCaZ9Xdym2oB7y0Dhtvf34/Dw8OUT+OVv4QUaBo4ERwB7AhQEUaYURSj2WxWjCvZQZgahAXWEEFHmWH4zbzhwJkAskqNRiNLcHg2G9WgzEwAShoRmTV1RUJZWunggoEGWBCY+B5lpg3DTZ/szHHgEARl8Eq/DUYMEnnfhhXjQ38wzhgYB52QEwi4v4OguHSV4AEwZWBr+XAw7HuasLCBBeTTVgMBhNiZaBMTJRinjeUSACupMy++SkPvbDUOzy/PAe00u+z7mVX0nPpftw3ZY3y8+Z+Zf0gYDDgnWBweHiZLaPDzl1w4TObRQSWgrSQD6P/t7W2SVxhi2gvYon/ODCJf0+k02u12tt8Bs+0P8+bPrLOlAzczjF1zAEBb6C/fJ8h0exhzACv6DEB2W6yDtIWMIA4bvWo2m7G+vp6AmufTZmSeyiA+c/AImYKNcvaEdrhU2uPPLtw+xgu7QQBLMGfyBD1Hvi8uLjJoZQyazWb0+/1c18ZGRfyeNsDIYxNwmhBRlMGZ1AA0EJhSkUD/6SdjgO12wM78zmazSmWRSR5njk1eYa94FpUT/O0AsF6v5xKe0vd5uUXEw9GWyFin04m///u/j48//jjq9Xr86le/il//+tdxdXUVnU4n/Ykv5PivsQPfdLG2HEDGRX+so7YdZbBEH00IYG89v85u12q12N/fTx1iHeV0Oo1utxu9Xq9y9DDkH3NNhYlJAnwS+uTlDZZt6ySyYZLAwYSxgyshb26qu0/bB3t8kIeFhYUkhAkCW61W4i6wEUDw8vIyz7WGHKAd4BzIhrOzszxaEHuBH6caB52gD+gBcw14r9UelusZgGM/Pd6l7nl/BDKo2AJe9JfKE5ZbUFq7tLQUvV4vNjc3v0bklfs2HRwcZNAKnrG/cHIJW8QcU/XDvRgL652TKeV7EQ/4riQB5r03jxRg5/etra2YTO7XUBPsGP/8UFfZJvsdMpUmvpkPY2UH4NYrdNTl1wTVxmAmeezX0QUu40/7wRJv0S9s+rw+813fz7JgUt7JP5MfjUYj7Tvj4/bWarXY3t5O/wjmw6dDjKB73tGf4Pvdd9+tnOJCW8DLJg0hDFZXV6PX60W3282jCJ8/fx4HBwdJbPZ6vTzBAL0okwKTySQJIM+lderp06e5z8bp6Wkue8FvUiHQarUqyd52ux3tdjuxca1WyyWCJMDI+DebzbQN2K9ut5vYyUmIkihm08HJZJJj4uPpvTEm/pp5Mi7DNoLj19fX4+7uLt6+fZsYhQo6MATjeHBwkKfG7OzsxNraWpyensbh4WHU6/dVTuPxOL766quo1Wrx3nvv5ebB+/v7Wf3FHECggVW/7dV0EAfYwUECBh2Akm3xOgYrt50pDhBWg8lAcWE/eA9gYadGsIOSGTxQIgfjjPDb2aMMDmoxNnbopbHAEJjs4H3aQbBg5ocA3KWIEVExXvSbZ3AB9B1gYExdkeCyKYyZyQIH116u4UDO7cFJGugy9wY4CLDBD++bJPA4X15e5nj4M/cd2XNJM8aa7FM5N7QfhTfr66uswiiZMgeLJZPP/QzyMeaAFQNEBwUlweC1SASNZCL43OwtekYfYc5hHxuNRnz11VeV7JvHaB67Pe/y2LqPJp5wcvTXDHaZKS3H2gSYCTMDbwNPy4T/toN2e/l/SbLxbJw2ABXCku8S7JX954IIpZQv4j5rhOE1cekMGG1mrnmmMweuIrKDMZi2TWC+SuLDJXIQMr5PaWP4LSw3z/daXGf6uQc2xTJzd3cX7XY71w5iB8kiDgaDlHlAASCH/iwsLESr1UrbTRal2Wzmmbl8j3EZjUZJaCB/7id98BGFJbhDX+lTaX9tC1w9wffI6qAbzKHtGPKH3XF/XQ5pYLu4uBhbW1vxd3/3d9HpdOK3v/1t/PrXv86MDbbfOm+9sL591wtQiu2hD4AU+uYydcYK/bDuM1fYh7KywHtkTKcPx2j5aEGqDngfvwLw8T3Ldcv2Z9fX15XMom05euFEBTJjYprAdh7Ra1CMnrK2lXt2Op20G8ZgzCV9YSkM481aUXSTCgraQqDDMVPoDOPv01so//U6WIILZGk2m+WpSYz9dDpNcm46nSZod9DDSQT4aZb8kCGbTO436WJDPJZTURlCVaiD0E6nk2udZ7NZZqexBwRF0+k01zd73S+y5QpXdNjLMrAPyKrtO7KMXs8L9n15HEu/hc74PZ7Z7/fjyZMnsbCwEC9fvsxNAyEtfujLOhvxsNcJp3ux1HFpaSkJl/LEifJ+JgK8sRsVwYwx2AOsb9LAJ5/5nrbvJmpKjM88mGCwDXVCxyRuaWf5v7GM97TCP3EvY3R+U+JrsLiPMATLd7vdrM4y4YY++2QyltVgn9EBliF1u9344IMP4vz8PPb39+Pg4CCur6/jyZMn8fTp02i323FycpLVneiI9aVMrLB8iyMnCeCZl5WVlej3+3my0HA4TDuNbWRJxOnpaSa/kBfmHHIhItKfQg57T5Dt7e1sL74A8gW/xnKyXq8XW1tb6RPoI0tWNjc3K3vGsTE0BOZ0Os0NgdETbBry42QZ43V1dRW1Wi2XAiFnjUYjl3XgB9moErn84x//mAR5RNUulLHOn7uaEdWsYsm0Wgg4FsLlvZTvszEE98GpUbbgJQhWXhxLWZnAfbz+GNALmKacECUs20yw7KOOGHiApXdkLQ0X90BYEQobAZwPDBkZKwChN7rAaDg4JwhiIhkLM620w8QDE41RcDYAxXFpPp8xTtwDwXLpksFmGWAZuFLqgiNzEM9znBHG2XpMmQtvUmUZYZdalxUa7Pi7ZUBYAk8bfeaQNeAOXh0wlQRDafxcKVBmFjAA6AvKjQNDNjxmzgDRP0ARpZ1UyBwfH3+NmHGbv00w4KwecukgFxkwkOE99A2yAkCPk0I2nO3jc/ZHYGkPtsMl9p5TgyTPlcfffWYM1tfXK+y1iQ7ugUM128v7ZM5ZT8rcMa++n4lN7oPjQtd8Ri+6i+wY/DtgQc5K0mgyud/Mhw1aPcaMAaX8DmjcFrIXsORsYke2kICV33PRV/Y8IJvPWtvxeBx7e3sZDJ+dncXR0VGSA7Dnm5ub0Wq1MsuHnjMn29vbeZwP8uTgC5lFDhhHfIW/a+JjXhbbLy5vMItcYMfI1pjc8brliGplAj6PTEir1Yrj4+OsakPOATfb29txcXERv/nNb+LVq1e5aSDln948srRT39flsUUWIciWlpZiOBxWsk4Qbvg3l17TThPXzKkJJm80TOUQQRrB83Q6zdOPsEnYTwIUxsg23VVWt7e3uVY5oronDKCXNbEQXQSH2C/vIo0cYA8XFxfzNInpdJpZNx+/6D1IkKnLy8u0AQa26Jz3MaBPbLpM5gvZrtfrFUAOKCb7Dpns4B+bRmCOj7i6uj9W1JVRJlc8h/YVbHhlHOA9QbgfFSD21xBu+ELkCx3DXrBZGFiR/hNYeDlIRKTfgfiwbjNu3rPGuMmExzyyq8RM/9fFOJWBK23Y3t6OZ8+exatXr+LFixeVTC/z9ENfBD/ePws8/OjRoyR+R6NR7gGDn3TWnPHlHtPpNPWHDC72GBuArrDjPAEvcmTcYJyCDnvZ7TwbWRIz5XccFzlRgCyBn+kPfY94SGZavpwgqtfr8eWXX0av18vlYWwku7q6GhsbG3F2dpZ6MZnc7/uBXoLTr6+v05d7g9F6vR4bGxuVJTzIa7N5f4TwO++8Ex999FFMp9P43e9+F/v7+xlU393dRb/fz2P3WJoA0dBqteL09DSGw2Fu6OuxYhkO8Qh+gX3AsPFktTudTmxubma/WQ6zvr4eEQ9Ld3gm+xmQVEFW8FWXl5fxox/9qLLmnmp2lgwZ23Q6nYwnqWaHpFhdXY1+v/+1RG6z2cwjThuNRmb0a7VabG5uVqpuaRf/R14gZziJbzQa5RLNwWAQL168iIODg+j3+9HtdpOUXVhYiNevX38tYc4c/KWEYTMiknVioDB6BAZkdBCEwWCQO/t3u910ZLAoCCaKDyvszJNZ6ePj49wZGaV25QDgl9I0QEZE5IYOPN+/hQXDeJONwRlBUDiYAERgaGClDaYxEJPJJDY2NrL/zhgAWAD8tBPHjSEssyXcgzYZODnIK8kbCwFChkCYBbXwE9DB7DabzSzVwpi7FNqBIG3EcLOZGkEh/5JRAgTVarXcYZXvm5X3c5A1ZwUcvGNwcQzIBfNnp1SOmwM/3sc4MWYQFqXyYgwoRzLYiIiUcUqFPK5mjWkfRIjZ21qtlqWcbLQ2nU7j5z//eaytrcVnn31W2ajKxBWXg/BvuiithTjCMWPsOQoPGQZQYtRwOmWQGnFPjFERZIBDIOpgAhYcAF6r1dIIOyODASZIiXgAdnyOXKM7zii4agVDbJvBnCwtLeUGLTgh7suZ1YAkMt3oFRkN7J5PCsEB0R421yFgcAYTPQBQEaBTlot84OhNLDgDRqDZaDTyHtgsghd8ADoJYfHjH/842u12NJvNOD4+jq+++iqPg2IOIaeeP3+egczV1VWcnJykHt/c3GR5H6SqbbtJFkDj7e1tZkMt184iYwfoN+MdERnwrK+vZ2mlQQ3lhS5VxQ7hH7BZBJrIT6PRyDLG0qZil5gb5J+xZc09PpfnECx+8MEH8bOf/Sx6vV68ePEinj9/Hm/evImbm5sKmXR5eZm2lDbSBuzid73c18XF+7PqAV1kfiC8XFLJBlcAIJcMm6CezWaxv78fzWYzNjc3IyIS3PR6va/5dgeSKysrcXBwkPPXbrcrS1pMsqGvLvnsdru5ZxC2277GuAi5IJi+u3s4ts7k9mw2y9J81qZGRG4IiL8jiCHYB7CT5Ud2IqKyuRb973Q68f7772d2zJUp6+vrmU3iOE9sNMAUO7O4uBiHh4c5Jo1GI/b29tLeszYXO4FMYbMgSiHCOp1OHulIVQ9j7iVSrVYrVldXM8M7m1U3a0RnhsNh+tCdnZ0kFQ4ODmIyud+QazAYZNUMdm88HucmnA7OTLhfX1+nrM0jAy2rvFf61zI5hFzzsj2nDb5qtVpW/U0mk5zjiIidnZ3453/+5/iv//qv+OUvf5kBh5MR34bw/64XcsL/I6Iy77PZLDdwBQfjo8fjccU2mbQdjUYZ5HpBPTEBAAAgAElEQVRpCv13BR++nPEioQCJRWBMJR7yO88Gep7LCoYSW5OdJi7hffwavtAVYvQVMsI43s8Ac1Lls7a2FhsbG7l8kICPe9FP7D2+aH19Pfr9frRarewTOLLf70fEw2lhBNJer761tRWPHj2Kf/iHf4ijo6N8ofdra2uxs7NTWdcPlgHnQFSDNdiIk5MDBoNBXF5exvb2dmb92+12XF9fV3wyyyoWFxfj8ePHuY4ePAwZgM04OztLwsPYhNjv4uKiYsMZL7BRGa8dHBxU9mOYzWY5J2CCiHvfhM9n6Q7+DnLg6Ogo5ZVqhF6vFx9++GGsrKxk0E8yZXd3NytlwOL/7//9v7i8vIzNzc1YXFyM/f39TMB8/vnnebximQT7a5IDTSsYOxQT/JtlJVsEE1+v13NwcZqAM6/TcxYNsErG3Iba7DdtgjTg/xhSB6XlWeVlmZDBGUqNY8QwmYk2sw9w47c4vIhIVt3Oocwok90FXEZETjyBH/czW1gyywZ5LrmhX2XmywbHzLGJgXIcYQsBTXxuR1iy1543nm9CBmLFwgpL6MDHF38jd86yzSvTA6A5UPT80jZnf3mRWXB/GAcMPJktlJOsJWOBHhDMuZqCNlm+DIK5jzcmMVkA2YCsbGxsxPLycgyHw9yY5btelj9IFZwOgZSrMjCe7OxqxwoRYAfr6hSPK+Nm5hT5ZwybzWYG3owJ7WVOXebH5QoAL9uwE+Z5BHL8xuXGgBsCbROVEVEBHiYi5lVTIIcOPGgr7XAA4w1oSjkyWdNqteL8/Lyy2VXEQyn39fV1jjmBB0EwwJpAr9frZTDCXi3Hx8fx9u3bXNO4sLAQm5ubcXV1FcPhMGWWKoXz8/MMpCgFxAaQLcW21uv352UTSJkwRH4MhvAv9IEKLObCmVvmj0AV2YTowcYT4JBJcEkhZKZtB31DZ5Av21YTGwR4tN+Bz9LSUmxtbWUguLa2Fp988kn8/Oc/j9XV1fjiiy/is88+y/FnXCzTP/QFHhiPx7muE1LCvpkydQL36+vrODk5qWT8TODxW0CbPyPYhlQrSQQT0A6QbbMZHyc3wDAEvREP2RS+g79320xioovIEnjI9o92R0Q8evSoQgRNJpPK/hmQddgcqgko4yVQx95OJpM8j/vw8DB1yht9eh+S0WiUwbVJPmdsXcVi++gstKsSV1ZWotfrJYazTcYeA5w5zSXigTimGgOSCBtr/wlm6vf7WQF6e3sbx8fHFV/LxnVki9n0eDwex/X1dWU5K31mjiDCy2DeeAAdKMk2fzZPZ3hBTJa+mr8XFhbyrHiqYG5vb+Pp06fxT//0T/Hq1as4OjrKZJzb8be4rHPMI3464t7unp6exsnJSR6Nhr1E56xfxpcmRhwrGMvTZwJc5p0kCeva+aycOz/DYzevDbzv+zC/80ghfLerVY2j8Zduj+ONiEhbxHuuBqLPJkLdDvwM1c3YI/o1nU7jyy+/jIiHU8Z8dOh4PI6XL19Go9GIw8PDCvaAuHvy5Enl9BDbFTCHT9tYWFjISgdXckTcE6Krq6txeXkZo9EofQBx5fr6emUPJCoe8KnID+OALaO64PT0NNuAndnb24tut5vLucpqacv53d1dkoj47evr69jZ2akkho1JOG2FZZJgc3AP/R0Oh3FwcJBVF/1+P6s47AtJyHNy0Pn5eWxsbMTl5WUcHR3Fs2fPYnt7O169epVz+31dTQMdnAWCFhHJuBLYuRy1VqslO0QmGKEjqIYpKg0qTgvw6nK40jhHxNeCLP5F0GxMygwuQgAAMOgm04KhczYYR4Xzoc/cgyAQwfKk8nyUjsoHwIbBqYNDt9v3BBS5DWVf+K1BIkDAJAmGljHz0gxYWQc/PIex9Yu22nhCBADaGb9arVYpi2RsnJXhdyW54THlOcibja37TlsY14ioBH+WMTsHZNdERjnOfBcZIXjjfWdoHfj7fiVI867SAK2VlZXY29uLy8vLLK86OjqKk5OTuUDkL70AurQFlpexs+7yNwF7SUTZEWK8mW8CO7LlZXBnIgkAzppgEwzIsQFhaS9MypkRpq/MMb8xieTMlwkrdIOMeERUzuC2bbOuwa4DaJBB+oxDi3ggwMhcEeCUmV8C59XV1bi6usp1tQQEBMYG0w5aIHMIwghyKAE+OTnJio3pdJoOrlarpZOHDADEM+/MKaXk2FfPK2NxfX0dg8EgnaZtCIE8c0gGqQymKevDQdMeE23MB+AcOV9cXEySA/BBdpUxm80eMtvWAVczuJrIcsX8mixCrwFMVGqsr6/Hzs5OfPDBB7G8vBxfffVVvHjxIj777LN48+ZNXF9fx9LSUtqbv1VAsLCwkEsA19bWKkQV6xuZC3wIsguZBRmAvkZUiW3WuqOH3W43f+O5xV93Op20D/gF5g3bznxGPKz1Rw9N7FJGjt650oc2Id+eS4Jd2uDMO2NClgvyzacy0X/KqjmeCwJqNBplW8jy0Q6INnyHl6ARFCPrDrSxXxEPfhI7MJvNMksOxvMcYM/oD+QEvtAEA3aAtliX19fXK8EOVaGsc+bUA06LcMKGEwYgxnyCgwMZElnIDCScq/fKf+cRAdiMeSSA/54XoNv//F/JGnypl9T2+/34+OOP4/33349//dd/jTdv3iQu+FsSARHVyksHrWQ6WWt+dHRUOSbYsmPc5CQK42Y8V5Lu6DBzCLZkfXmn00md4BnIpPEsVzmHrnQ1zsN/QBaUGI738N/4VeTReJ7v8m8pC+xrQ6WiZR6sY/2LeNC3hYWFrES6urqq7ERPNQ73xPdQuX1zcxOvX7/O362vr+fGdNg5ljkxDiREWbpB5RBBvJcferkXS98iIvEFlSU8C1+B/Nzc3GRWnfchpieTSSVehYxgD4KlpaX0r/gu8CmY9OrqKo9mZC6urq5yw1zeYynCaDSKpaWlvBeVFmxme3t7G6PRKPb397Pq5enTpzEYDOL8/DxarVaSAP/zP/8TJycn8eTJk7Th0+l9tThHDO7v7+dcUpm6s7MTEREvX76M4XD4NTLru1xNFM5rdHA0EfflEEyGWb6Ie4WG2TDTbubcGS1fDnyZIL5rUO2JspKhTC4lsnHhbwCCAbHLGvv9fq51damSwTjGDLYMMMt7fpYrBWq1WjpFSroRasiXsjy2zHwDnlHQsnqAAMqMvskQA1I+A7wgaB5DB0c4Mi7m0QwhAZEdBY7DWSEHkAASFMrAy/cwiUDbXfFhooMxing4rgo5dRUHc+yMnuerfBaggmyHg59ms5kbkXj9pcfLOlOSAdPpNNlQSqKvrq4qmVNK1K1vJycnlUD7u1zoCn1C/3l/OBx+Tb5MgjF+6BgyZYPOuJsEgwg0yUfmiH4B1gnKnOEjyMaJWFe4F7If8VBVgowYbNAufoeO+jnIPGMEK2zyATm2LjNvJty8oSZZPLLSJjCd4TQ4wfmyVs4Z2ul0muuO7+7uy7XpO6AcEtXnc/Meusu9aA9O+fj4OB0oQbTX1pVEJI7Tuk07KI+n/dZbKlEIlp1h49nYTtoLcw/wB5w5k4XdZtMgykAdSE6n05RPAqXy2TzflSkmEeyLGJPV1dXY2dlJILu4uJjZDN67vr7OZQEHBwfxpz/9KdddEuRiZ74PMvDPXRBHrFtFViB/sPH46ZKE4YWfYgz5PzYD/W02m7nvBEEw+kEAyHG1DjhpE+QzJeD2NdwH+3N9fR2PHj3Kz71UySQldhxbgHxS2VjiDGwomSLva4CfJLmCbiAPV1f3x+DRXzZmQ8YIlvk9NgMMZ/8EEcf6V1c/oWv0iznBZpWZ2BLjURKMLHJPdIDyZ+sctosAD0COHPEMMEKtVquQIswpy5uw78gS1T3YsYj7dcb4ZmMpSLvSZyML9t3GlxFVn1m+V/6NPjj4Mxaq1+vR7/ejXq/nspNPP/00nj59Gp9//nl88cUXWTnw/9dljMU4DwaDODo6ii+//DI3c6WP4GKT+Xw2b+zAYSUZ42AevwFepWqRJWwEuibD7de5mFfubyzsZJ7bjB9Ehmk78uF7o0f81iQyzzT+QzYJmvEpEQ/LQJxwdBKL7xivRERl3w2W40DS2tawROjo6CjOzs5ic3Mzl2Zi66mqIx4ig4+uPnv2LKufWX4AruIo4K2trXj8+HEsLCzE3t5e7q5fq9VyGSj2mGVEjOHu7m4uFcTegbuwNdZVbA6fTSaT3E8ErOUK7/F4nGPmig7sKIQ3dgofPJk8VGhBPrBP0nA4TFzGPVutVnzwwQextLQUb9++jcFgkEvVqFo4PDyMr776Kt6+fZsExs3NTRwcHMTy8nJ88skn0e1247//+7/j5cuX35t+czUB7w5oUMx6vR7vv/9+ZTAxuAgozs2BWUQkQ2vmjKDfYInJ/6ZssN9DKZ0VdEapdNwIG/ejXxiViIfsHgJUBv6UrRJ4lFlQ2lkaa76HAgE0cGg4RhsKBNFBI6DAQMLPwvg4yGa8MWhleTNtK39P/3iWS3y4ShYVMIdzYzy8vhZjDfPtgIcdT+kThpF10LCaJlnoI3Pm5R/O+higlgQL3+EeHgOAEPdgzCw3XGRTuDfPpF2WDzs5nsXmKOwWPZvNEkheX1/H8fFxREQahjdv3sRgMMj7ftfL40obMc7ogkG9vxsRCZyZt3LZi4NOxhX7ERHZf4M0ZAo9dLUIpOT6+nquF6Uf9MXyjzPFrjFHllfrn3XP/TNwwHGQjfC4OChHn+l7SXpFREWm3HcTW4Bn6zBZbI4ug0jiuWSbYLq90RL9urq6infeeSd1wqQhzzo7O0ubfX19XVlvj03EATv7yvg7y4qe2UZbXnC4vAiarC8mFBgHzz16DXGCjkc8gE583d3dXWYqsfO2PfgZ+yMvQ8DRl4DQMmW/2ul0cm3nxcVFggZAEITT6upqro/kDGKPJ/PDWP6QF0CGo5oIxuv1eu4PAQguM2T4/jLgx38Q0Nkmu7KQKi7k2ZUYHEPHjs7IbpnZd7BuMgcZZimDN3HCj/iZyCByRoUJz+V9gCEkF22BXIJ86/V6sbi4GO+9915E3OsvQNJkN5VzyCh2z8uAvGkYMmiyGeIE3fQa6/Pz8+wnc4geglMIuK1nznY7qDHWur6+jl6vl+XCEBSUKjvAYcwJIlgeYV/O873PB8eC8T2+a59vss421IEhOlXiqzLI9/vzvsc97VNKEsB2nrlm7jY3N2NnZydGo1H8+7//e264ylUmzP5Wl/vP8g8qFH0UJPGBiUK33YEwtgDM5M9MGjCWzCttQPax98iHxxMy1+Pl5MY3VVnxOXMUUa0UsY4xr9gX5pTYyskqJ/LctzKBgK/CDtjnmqQyPkF/+C4VZ5ABEZHzw+9JvLDWnr0CarVaLh/k8+Pj44zXiGfee++9CuEPvuO1sbER/X4/NjY2Yjwex3g8jnq9noQulX2Mlfdec+KAREzEQ1UE88tpKJDIEfdJbJY4IGNgHnA24007IE5ZdgmWwk+BTyEdSMqRFBwMBrG/v59JBDA79o8qKJZf/OQnP8k2j0ajJNg49YUKzJubm/jkk0/i448/zqWDxKbzyMy/9mpaEAE74/E42RcEPCKyNGxlZSWFsN/vpyPhXg6mDw4OciBdkm/lKQGFFcNKh8DbwGJs+B7Oi8wZ2RYfaYXDZh0agjsvyB+Px5kZITtFf50RtEFxIACYarVaKTSUuRBU8BsrvvuHYpj9s/PBmZrxLI2PHZL/tmFywEJbPL6+Ny/WuXExb4yPQSDvm2wq22SyAHDOc8s+IjM2qP4uAaWzDSY9DAbsvC13JbNdEgr0w2SRyQDrhcedNsE0AmrIEGLob25u8oQK1lrBZsI+fpcLY8gY0Bdk3Uw0feM7zWazcla8A1HK2M/Pz7MU1dkjXhhvBwD8n01bXNrqfUxub2/j7OyskmmxLJeZoFJ2mSdkHedrvUT+S0DAWbxs4FISnshyCYDmEX8YfvcfsARgdzvsAOaBZWTcz2407ktwu91uZdzZEwJAR8ku2YZOp5N/U0VB4Iyu4ORxjGwQGFHdp4Q5KTd7tc1AXxxg0RYTJ+g+emL7gYwxD/YtJhm8KzltgwCA9LHd4/6WK9ta983VFciq+4Ys00fWOG9tbcV7770X5+fncXBwECcnJ5XlKMihg7If8sK+knmjPJQ+uHJiXvYPsA1BEBFph1mm4ev29rayWzZ2FbCHT0ZO2ZCSI3QNdgkWXZlEX8Ag6A5LssAlXqsb8WD/kC8DbsjKiIcSeuSKrJkz4Gtra9Hv9+PRo0cJipvNZq5TZZxIqGAnKIOdTB5KZIfDYa7dtc9xpQDBGYQ870EQgtlMnqOPrhKFyADD1ev1OD09TT+P32LuJ5NJHoXWarUqewygS2zoDJhG3o1rLFPMA+Ce8TGZYZLC+mlcaazjIG/eZZ/hy78rSQX+LW0EesD43d7e5v4/m5ub8eTJkzg8PIwXL17Eq1evKvf1vYwRf8irxKMRD3MLHkXPvc8YASO2y7Z+XnCNT5sXuDNPLNtE55A/fIL1cN4z/dwSMzqmsPy48sukojGi7T8XegwGMBnO344f8I/4WBMOrsLkHo5TkAsndqjUQ84YL5YCQtISA7Hsg+MFkcdHjx5VCHb246DNBwcHFeITfcRXdDqduLq6irdv3+YyH8hl/CF+mGTpbDbLpWnYRxPCtIH9AXie97Hp9XqJdRgXNjxmmQJVRixhQF6R4dlslsmmiMhlcuPxOIbDYYzH4+h0OnkvqsYhqCH1IyJPgdjY2IhPP/003nvvvZTng4OD+PLLL2N/fz+TG1RaLCwsxLNnz+Kjjz6Ki4uL+O1vfxvHx8c5b9/n1UQ5UG6AIZvcvHjxIur1egYkMOc46bW1ta8Bb9hlOgS4gjFncukMz/b+ASgpimClMwuPg7VSoIiUv9lRWJFwns4EOzBCASlXROjskFyGym8gHTwusGtkkmGYXDKHE3d1APflsqHyuDjAcRBOe82COYC0c3apFuNmQ+o5dvVACeJtzAB1kB82WlQe4Bx5FgYMZsyBXkTVOZtJRZYAEiZJPI4G1GaTTTrxHFhF35d7IC92cJYfnKafTXsx0ARZd3d3uR5pYWEh9YfsKWPFDqTf12VZcZ8xzgQD84IR9Mw6UeqpHRL3Arg3m80sgTQINrhk51dkF/Z5Or1fomJbYfkAqNN2ZN5gFRktA2hYb2QWYOx5x9kCXNEvdI7noOdmoH3cFfpv4s4vAwzbHBzoaDTKAIPN8HBy0+k0s7lra2uxvb2dp7+cnp7Gzc1NfP755xUyx3OMzAIWSnl3VsXZC4CGAynLAMBi3hKvkqRz25AJMk6QAMir17fzTJ5rwsfAjg2vXBVH352JKH0c803VC20lWPT4sScDlT7IWbvdziBvZWUlfvKTn8TPfvazzNC8fv065QObbBn/vsHAvKtWq6WcegPhZrMZnU6nIrMRDzJaEualX7BORDxUeEHuIAcE6xxFaTK10+lkMICP9nIt7kkQb1xA4MBRTbPZw2kdBv30jd/QL8gmV+FERIJg/oZ4wk5i47vdbp5DzdyyCSM4YDabJVkH2IQ0wkaxVpakAePHGECaoNfYCOsteAV9oR8sDSnHDZ2KqJ6R7ve5/+XlZeWZJIrG43Gcnp4mAOfMcZcyExzwW/rl5QsmPV0dyG+cmaVdfjlA9Iv3ygAOGTfR4P6WxIH9joNAKk4gllZWVmJnZydWVlbis88+i88//zwi4ms6M4+U+CGv8nlOCBi3YSPAN3zXyQRjQo+LyQZjS8aM7zmoxla4EsjkoeME2xuPYUn0ed55pqtduKe/5/bTL+xH6dOtG/YjPN8VTSaMTMhgU9FHduRHziGbfHwp+kIC1EE4+oediohM5EKuejzb7XZiU2JFsv0mz1mzPx6PYzAYZN/B8+AkyuwhJsjkE1iDbdDT6fS+dJ+lKU5MYHsj7u3a6elpxqfIDD4s4mFJKP83IcocQtpToTWbzSokApXLi4uLeVrdeDxOrAt5MZlMYmdnJz788MN4+vRpTCaTePv2bSwsLMSbN2/i9evX+Tvrz87OTmKCX/7yl/H8+fNKrPN92oImDyUoYaIw+pSfAYi8rgLBthCWQPidd95JA+FzIH0MBUpnoEsg4qMTHMgD1lzGzGWlo6wVMoLPACzsbFsG9DDrlGuTgbSjh6FHGAw6Abfc6/z8PAM5mCMct4GUDYuNS+l0TEj4/dJociICQu/PmCMYNy6TIABZO07uQ9+4P2PMWEDWAOjIKnmzSNYbw/C5NJf7lYFCRDWz7nGftzbQRAlyTB+YS+aT900ElADfgIPqAy9dceCM7Nnwcx8CfOaGqpuIh+oTH73IMz3+3/UyuzyZ3K+pPTs7S9aVI7IcIBvoExAR9DuDe3d3F5ubmznus9mskkmzDmNzAL7MPc6XTEOn00nZZN0g4+MyQu4Ps1sCOmc2TAbRJhwBa+XpE/1jXwfrDE6b5yEHDpTZYAeg6SwXjtJgyDvc83zKhTudTmxtbSUg8s6+jBnH8Hifg5OTk9jf34/z8/Not9uVqgbbQfSXcm+AuAlM2uosPPpiXUXvCaDq9XoCEwe6rhAwYUOlSKvViun0flNDMqmsvWu323F7e5tMPc9mg57ZbJZljIwpYIG/vTQInUCuyD4YTJTAFFmg8gA9QreolOv3+9HpdOL29jaOjo7i8ePH8S//8i/xk5/8JH7xi1/kWmE7e8vo96H73+ZyZpuqF/SVo/xKcMyLzLv9GLqL7cT/es+J8/Pz/Hw2m+XRW/4cUIi9LMlZ9B2iwMvdyLwwlhAJEGqUxmLbHZyyadRsNkss46OrTAbe3d0vZ2g2m3n6B3rina/JGuGTaSv+kiOcIbrYYJCNv9A56w7gGl9m/4v+LS4uVioPSNZ4PgiwvM8JGUyq1rC5yKeX6GGXIOgiHpZEHBwcVNZDQ+CC29Bx22ieC7CHUPBxpSVpZ/xkP8D9LL8lIeCgzoEptt36Wcp/+VzsnLHMdDqNTqcTGxsb0Wq14vr6Oo8RXVtbq9haP+NvdRnvRFSP+DPRDc7Bvk8m9xVt6Kx9o3GbMWVEpI9kGQWYwjJmvxrxUC2HrNre0EYuzwe/9Wee61qtVtmvqUykISf2n7SdNpaVm7bbDjiNX3gffIH+RjzshUTfer1env5mu2cZoQ/tdjtluEy2YIup4GQuhsNh+jOWHLCPCUksSDqTD8QENzf3Rwp3Op1otVpxenoax8fH0Wg0Ut4ZA/ChK6vKagjGlniKBKuXSRE31mq12N7ersSo5TL4fr+f+MS2kngGTOpTWSaT+2rvzc3NnGM2BL65uYnd3d3ceB+7/Pjx4/jpT38aS0tL8cUXX8Tl5WX0er0YDAZpy02oQfQ8ffo0nj59Gi9fvozf//73aQ9Yolfqz3e5mhH3paLLy8u5WQu7QZ6eniZgMdBGAZhoB1mz2SzBKo4MJTJowuGOx+PcyZKO4nhvb29zzRuCgaCZ6WZAWBaAUyDrTJstCJAXEBwYLcqaICUQAJwkoA4lPT09rZRPMkEIG8cx8RuAJKWsMEwohNfH2CACgiBQAO7035k9DIEDG4JKLgyHyQgMr5lHmDsvncCJ0VaAk4kcxgBCgY04kBvKHFnzjPw4q4RxcKmPFZn3mBNkD8DKenPACYbSVQ1+NvJrR+Eg37+hHZyjO4/5pX0mSmBbAbsYVJQfQzuZTHJzQcrlT05O4ubm4exzGF+ueUDkzwUN7ivgCT3zLtYAVHQM3aGsjfNfkfmISALNDtx2JCJSXtDvMgigDR5TAi0COWTXVRl26C5zM7GE7N7e3qbsEkxiE87Pz7O/PmcXQmNtbS2XeLjMf3l5ObrdbsoIZW3T6TQ3xGEJhJckoHv8zXm9VDmgS9jo8/Pz3AQImSQLSgAMqP/iiy8ycKZMD+LFwNkBrveIwZ7w/3KXYvSQrBe6SyUCG+HhUMfjcbL+zBHjSACPrvE7iCqqZjgOEZkB0JydnSUYxQ4x7ugp481cOIhhPMjeG8iiN84We52sM6z4qH6/n+Txhx9+GP1+P49ifPbsWfzjP/5jfPTRR3F0dBS/+MUv4je/+U2l+sF2BX/7bfT7u17IB/YHwEuppgE4NgRZJdAhePdaev5mw1QvLcFHQppwNjU2fHNzM8EgO/AzNq7gosTX/hK9BXwfHR1FxD04BpQZM0Tcg2h8JZl25IAqSsjBRqNR2bSO8fC+CREP61739/dz+RfVOoBT5J9NvZBJbARkOgE1Y4udwj6hY7VaLQnW0WiUx/Sx5hbMBF7gGa5YALuxfA6/YMIc2+nqUZISnGHO7thsBsh3TbrOZrPo9XppH/CT+L96vR6PHz+uJEZKH45slDbfPsV46ZsuJ11KYsGJGP7l5coy4yRk4OTkJD799NN49uxZvHr1Kn7729/GcDiMiKgcJ1qSDuV7P9Tl6p2ISGLLJ5uU1TH01/aK3/I5toJ5J5h2QpH3wMbGaa4W4XtOWEEO9nq99GkOkrmf59XVsOA923vPIzKEHiB7lJjbr5vMQB6xP/h2bCM+cDqdVqqxsLHIG8upIPRZcjWZTFL3SAJQUg55R4KGNlClNJ3eHxnIEshOp5NEsJcpIgOuhsLm/X/svVmPZNlV/v3EkGPMkWNljd3ubndjYVu4MUJMggsEAmFfIC645NNwg4ALvgAIWTJCQgJhy4AHcBuB7a7udnf1UD1UV1VWVmZEZkTkWJkZw/8i3t+K5+yKal7/3UM173ukUlVlRpyzz95reNaz1l4bfDIYDNRqtVQsjvsKrK2tBWZotVpxQtFgMIg+GdhZnom+1+v1eL9+f7x1ieaRHE3MFiWw63A4DNIhn8/H9ltwwPn5ebwz8e/h4WHEwByDCKZFbrBlvpX0/Pw8sI1vPyT2aTabWltb0+npqW7duqVbt25FQtjjQE5+wG+sra3pV37lV/SDH/xAL7zwQpy85HKe+v/UJvw0+KCIIOMovEysWkudfNsAACAASURBVK1mzmjGmaYNAFMj6OW5/N6zXShiLpfTyspKdKf0jAGGxstFAH2UgwISGa+DCgApBtXZN8/iEQiwqABB3gVCwBUeQ0Sw6uypM/T+d+pE3FmhZM58QUwAvgAVPn88K51fN3aMkT8ICGPAmCI0vDsGz89x9vJL5hlg70DYn8+8OCPuxhdjStCNbHnZrrOG3uAJh+IAy1l3ZNRZfgeqyBpBLWuAUXHGl7nD2Pje4DQL4Iro5AyOhyyLj4FxpevqARkOBX39MC5nk5E1snWsg5dfOsGUlsRhtGGby+VyRg/8WYBH9M/fnzWXFJki11fP5sAg+5q6vtGnBEDBfWGCAbPoD1UAOOX5+fmYexwHZ8VK0tbWVkZ3IdR6vV7s+YLU4HI5BRy4Hcap0KsEYM746Ttyfj4+dxtAxrq4U6SUmIwa8k6ZNyV8zD3vTQCFns/OzmYyB+hrWmmRZn9wdk6mOrlMT5ZqtRpZd2/QyDE9BPdO+Hh2iXJpfs8z+I4Te+i7N59ye8KzGbd3TffTDyDJPAhGt1mHZrMZ8gT5CZjG70kK0v3ll1/Wm2++GRU6Hwfg/6ALEOW+hXkpFArqdDohM4BgwBmVAWwnkBQ+FT12AhKd9j3Bbp/RQyev79+/n6mochKQYIy1QY65J+NNgwLIJsCzNKka8479gDcqbmiY7NsCsD+SYn8/pGA+n89ktiHfOWL28PAwbChbGbAz6Aifo+IQ/YFIots6PozPVKtV1Wo1XblyJfQenwaRyOdIckAQO7nqPp33AK+MRuNtDjTbohrCgzfIujT7ix6Dx/D7rve5XC5zoov/QZZ8m+m0P2mmN/33tMzbNLJ9WoCOLA0Gg9iXnM/nw1YNh0M9//zzKpVK2tzc1K1btzLb5j7MrN//7TXN/vj7u/0Hczu+TOeby/EmF/9OMZP7dc+gp/dzUofnY//RF/AEcuH6jU1HviVF5ZzHDjwDGScucllgvNgXxuu4jspLAkiuaXP5KPxP9QC+BSIO8oLns5/fyVdPQJF4ajQa2t/fj/dnf/9oNAoCFpKhXq9HZp/khDccPDo6iga92HBiPOxxPp+P6iK2lFMdenx8nPGVJKghl8FnELQLCwtBHh4cHES1AP4ff8DzICrBgmyNkiaVUcSwxWJRS0tLkXwAS1CxRvDvJ7eAw3K5XFRDtdvtwJEzMzPa2dnRzs5OVIlhv9bX1/WFL3xBr7/+uu7cuRPHOP9PuvmzXLFNgAVlMSVlupp7MOIBc6VSyTCvkkIoUBZ+hxP1YI2sA/cEUMPeO5PrgSosHCyeB1I4NgdxvGdqtL18nmd4htcbKaaGAMfkJXQOlCVlulL7d3k+xskVnnfjfRgX36ck0YGRB7J+wa55RsRL6X090gw8fwqFQpxf6vMP++prxOU/82ww7+lBInOEUfWtKJw2ABtJ51KMjaQA554hYE4JlHhffz/2fqekir8Da4QB8TJjKdvfgstlJc24+z4j5h5wncvlAiQ7MQLgw7Awro/iwmEC6AaDQaZky4k8lzeMLM6JIMmrRHCAUrYnR6pzXDgVKXtkkxNdBFleus164vQ9aGS+yTwz74B3QD6EA6z4aDSpeJqdnY2tQ94wifdnDdnbix5RZg+R4u9NNlxSOEpJ2t3dzZzE4WsAGMChO0hmDNLYBhGEFQqFTNNHiCi3KU7ASZMqJiq2eH/IBbe3yCj6CNnl+jkajTJBGkw//sfBnFeTDYfD8EnMkdtJB4mMHeLDs6qDwSDTNJa1g5BKgwvWhKwHBDHvnfoFJ4UrlUo0bVpcXFS9Xo991JCqZGLa7bZeeOEF3bx586di9D/KC3vKVjcPUgj2pEl3b+wT/6YJFMSipMAYVNV5UJEG8zSoQ75YL+wBmWruQZYFbIBOY38cw0AWui/l/Qj6l5aWMk0TCW69qSUXMu7+Fb9GqSkN8vB1TryORqOM7ccmnZ2dxXYffkdmiaqzUqkU5JKX+q+srIT8SxPSE3mGgDg8PMxU/2B/yADioxYWFoJI8zknI9loNKIceTgcam9vT/v7+7p3714EZl7RVywWM1tzCIxYY/wFl+NJJyP8/25npgWNvl7T7u1BnQfkLqfp/fxv/4wTvJLCL7DH+OrVq7p//75u3rypO3fuxPM+aRJw2pXOnWNP/Ak/c5znPsEDXGkSuHM5KZ4mq8Bxji39een/weO+huglcuF72NOqDScpWVePEbiP+3N/B8fvaZICgi61H+BF9AqyiufxO/CC+09sFPYajIvNQ0cYM/6cCkGPjbDnYIPRaBQkpeNiJ2jBtq6TVC4fHBxEbxAqdol1wHn4DPzD6elpZOohXsns43d5l1qtFluN8TNeEcWYwRmQmV7pi0zV6/XMFi1OWqDh69HRkfb29nR+fh7bPhkzxCXkBsRsp9MJLHft2jWtrKxoMBhoa2srKoGQt5WVFT399NNaWlrSP/zDP+jOnTuxXT7Vxw/TThQxUrlcLoAW7AYlJN5MAgFHyHFmbkid2aJ8w3/u+0k5Ug0nQUmcNHFcqaIjyA5MACCM20tJncXknl6a7AGdZwgI/pgfzxrxfd4F4ffgwcub3Mj7AqLkXpJEwIKzJ+h2kODZWs/cY2jcoZLdcVBF1p65Yz0cEKeG2bO3vuZc7ozdGDrZkAJub5jogSLBHeW1KBlA3AGFZwswuvyMbCFrgcHh/chOkf1wR+HGkc8iY05CcbkO+Fyw3v4eyH5KZnnZHaAOI4wjcmLlZ708yJYmJBDAMAV8KanFd+fm5oIwomkMZdrMJ1lwd2aeHUyBG06JMTig8Ioa5G1aYEtJb2oD+Blr5Gvqe8wrlUrIMI34hsNxCRrbINA1sgMetOM8sXvoMKW2zIfvVR4Mxk0AqZrAGRIMMb7FxcXIqHtg7JlV1subB+3u7gbTTBUHdoMMQVoFRXYSUoF18rI1bLXPrQc5gAb2KgJeCKy9v4sHDQBnggcvv/TAB7IFm0IwyGddNyEiGo1GrCsZDCovIE2ciPTyaO8HAAGQ2uNerxeEGDrE99GVz33ucxoMBvrhD3+ol19+WZ1OJ1PN8klefsyiV1Y4IE+rrfg88sW6IesATeTb/adnAAeDcRMor8TgQs+8VJOglQAawOikDnKF7ULmpEkzXd5nZmZ8goH7aEgjdBxfBXnq5bveIBQddhIBko1tNK5H6DS6gTw5Wef+hHFSBQQ54M1K2V/rGU5spZOkTtx5hhNSh3eEUGMO2E/c7/dj28Prr7+ug4ODIHU8KQE+A7BDjvhpFU7w+x8nK10epWx1Y7rlY1rAn/7cya40+E+v9D7MHf/G1o9GowhsKpWKLl68qJWVFW1tbenWrVu6e/duRkY/SsL/Z73cl6Y+W8riQgIzyCfHEdh5x0fTMvD+XCnblNGxqI/NkxTEA5BwXkHHtiDsrdsyAmDH/e7bJGUy+Pg7T2p6Y0/mw+XMtwQ6FkCX0CfwP/pOqToEORVnp6fjpu0kSTh5irnAhmFT2b5Iht+rpkajURDZ/X4/MB4Jju3t7bAfo9GkwafHRRB9g8FAh4eHcWQfc+zl9qwtWyewnRCV+F6qA7ADYBtskyfdWF/iiVqtFsTBcDiMyrbj4+OwgZAEMzMz0cuDdwcf8Pmnnnoq1o3YlaaKJycnKpVKkf3P5/O6fPmyrl69qtPTU7333nva2dmJ2OrBgwcqlUp67rnntLy8rNdee01vv/22Dg4OYn4c04GbP6yrKCkjbAgYGXbALEAZI4tAP+rMc1cWD+q9LBblIYM/Go3iSDIM6N7eXub7gNbFxUXVarVoFOUK5mAPY+IGzINRgmspG8ziCL3ywX8OaZBmwXx/DeN+FKPKd3xbBcYN0IGC+V4k2Dbm0A0c7+2NTDyzy7q6o+OZGHc3qKVSKfbE+J5A7k9w5KSHA0UHGz7/zLfvEXOjzPz459MMqzsdPufAjfH7HnuymazLyclJdKomoCIb7UE6JZKQQ76XzWXeiYCUAOIdPSjg97wfAA8DRikzwa6TAR9msDBt/dA1B9ApmcX4nQBy+aLbPd/HeXIP3y7h+se6smeb+fLPSYp9dqyrlzSPRqNoOOgEC440n8/H/jEy3b620oRddv08PT2N7/n+ZpwqjorAx9l71o2AHllL70/Q0Gw2M4CYvyEwqRjBcftWAMrbBoNBsNzoGN/H9jrDDeMPAACcOyDi/wT1yC3OimDMg0NJEXjzLEpmKbPGJvsaQUCgB+hCLpeLMmeyleihE08EXswzjrtUKunixYtBDo9GoyC+sVXIA1kciDmCvVqt9pAuu65Tvs0aXLhwQevr65kGaUtLS9ra2tK3v/1t3blzJ4JFB0mf1MV7MF/MIzr34MGDqG4ATJORgyCDkCXAxddXq9XQL7a14J8IfCEMnAxwf4AvODo6CsKmVCoFEcz3nGDAL1ElkwJ5J8IB08yD+9XRaKTnnnsuY9uw1+gXOGY0Gu9/R8bYLnB4eBjyDkgHcHY6ndhXCqmPbrvPoPwXnYdMpNkh4+JIRkg07IHrPnrjJCJBeqlUigAHIpeO3hCb3W5Xt2/f1rvvvqudnZ1I9GA38A3SZNsegQlBjmcmyTz62vn93GchG6w5/ivFhh7s8/ejSAJ00H/nv/+fLq9gOj8/V6PR0Gc+85nYj33jxo04r5zPf9IEoF+PSji4rkiTvfDSw+QM/o7KFU8yORbku/hBgjN/3v+UFJi2LmATzxI7CeGfS7E6uu4BvzSxQdh2bBXy6RjTk0xU0mFj0j3gjmP5g7zzffSG77KdkCw0z5ydnY3TVphXt8/0OsJmgTuxCZ7lRz9rtZrm5ubi+HmvysUPSxP/wHOx8YwBkqxWq2UIQdYT38LWGuxer9dTq9XKNA+GLCgWi9FPaTgc96PDflG5WqvVtLq6GjrJe4ObmBs/ah6sRoa/2+0ql8upVqtpaWkptpMtLy+r3+9HNVQul1Or1YpeXxsbG3ECzvvvv6+33nor7BpbHC5evKi1tbWoEmTrhMuT27MPIyHIVSTwx6G6U58WdHlAnCpgGjQQzCOYVB64QSDbxf28BwH71Dyzi7I5AEmDeGdkfc8Yv/MJ9TLCacGbGw0E3tl5HCQKi7C70fAyeQeaMFl81p0azg7lJLPPeNh7BzD2vdE+Xg8inF1kvVBQnu2Z/GlzQrDH98hyY7hQ9IWFhczzPYAlYHDHnGZseSaK5/PvwaD/jv874eMdpwuFyd4xZBBFZO8i2RsCQ2lsmLwDuTullMF3WQJg8mw34L7nmvl3kIPxIyhL3/HDYgRxMNyXOWLMBGjID5l6nx900Ev6yZa1Wq3MfBG48jOysVwpcEvJMy5+hnx5Bo7xsM0kJTpgj1Ob4LKPHNHMkXEBUlk7thERHDNG7A8BD0CIDCFBjwc+vCMOlD3zOHA+g1z4flTXKS/bx74RxFFKR9aBrrToADbT59Obo2FfmEf8A2shKbM/keCEZ5NJ56ge5gQAgzyxHp1OJ5P9lRS2nyohyg/39/cze/j549uQnAzxrJGTfb7NBHnA5pElwfZ5oOmBCvOErUEW19fXVSqVtL29rd3dXf3cz/2cFhcX9dJLL+m1116LbGnaHPSTungf5g09wEaxJx17OxqNIrjlXGYHyQ5qIWGxrZBpnm2EEAJoIu/4Wg8c0RuvXGGc4BlsuPsj939+n1xusk2B+/q/sQ9UzZCxYoy+fYEtRmTVAJXsQWXOGCfkGDZ5fn4+gDFEAjKH3M/MzKher2eOY93e3g57B1ZgW0q9Xlej0Qj75MQsa4xt8col31bHtoHd3V3t7u6q3W5rd3c35q3ZbAaxBykB+ehNjXlP1oB3BD/5Vg5IC/cLvt6pz0iJAP64f+ZK/59m39J/TwPj6fMJ0Cj/vXDhgra2tvTqq6+q1WrFe2HDPwqy/2e9Ut/rSRev4mK+8beecXf7n1YEYB+oHvBKV57pvpEL3IYOpwG9nyrjZJdjeL7jCUvGzTYi3+6LXnBP9IF39jgFTOv/9gSZk1ZO8FFNw5j57mg0OdoOfanVaoHL+B36z3x7kjJNsLFOkKjEa7Ozs1peXo7xeVVPoTBuTgo+92plxwP4XWwIdoQkAuNFR7F9NF3udDq6cOGCVlZWAvOAMxcWFrS2tqbRaJQhDiFjqShcXl7W0tKSarVappcN/Q9IvuBHyPyztQ+7RyJgcXEx+geQ9CHGuH//vt58801tb2/HFoP5+Xmtra1FE8E7d+7o7t272t/f19LSUpC+165d06VLl9Rut/XKK6/o7t27GduA3H5Y2D+9igQhw+Ewsng4E3fwHthhmAmGGSBC4wwGADkNiLmP7/v3rDBGEGX3IAuDyUTzeTcEblydoeR3Urb3Qfpd/qB0niElCzYcDjMgGaFIDY1vjUiDXoJTxuSZNZy9Ax/mmPcGLPmeJQAYa4TAYsgI9jygSskY/hBc+X4gD2Jg1NzYe5UCxiB1vsgW4BoHwfswZ954zb/r68s8eZDG+/v6MlYCUE54ICDgZ76H0c9o9nsxZx/EnPt74liKxWIYIJ8P1hXAiVGCvXWdcGLmw2QGkU3kg1ItD7h9DxxOgfO/CXI9w+ONcZB3aQIavCTQgTmsMs6G9WacXF6G6MQTMkkwij4iTzwTRt1L1nEkDlCZf8A/eoSssHaQg/6+OFEPoL0pIe/qWRK3KRArrv+sP2V8TghSOeBVO9KkqR7yCFnGdgOC46Ojo7AxAFnIgTRLzu/dhmB/mBfIW9+6wLytrKzEuzI21ovsgGeGyVoQjN26dUvHx8fRiZ05J3D1slMnlQGarVYrQ14Q6POeEFgeJAGM0iyeM/UeNOdy42aaa2trWlhY0M7Ojvb29tRsNvWFL3xB29vbun79ulqtVsjW43KxHujN2dlZxheiR37yB9lzSVGZJU38DLoFkZNuvWKt+bxXoniFiqTwN9gp9qYikx7IAupYZ77vBBf2hMw5pDaAF9kjSGafN1WU+At0lqaC2Ej/UygU4qhMaRLw8IylpaXwY2S1kCnPrgJYFxYW1Gw2o5EYWSrHEdj3Wq2mer2uSqUSfluabJPEflJtxNpyjBeBxtnZ+ESpnZ0d9Xq9sD0XL14MHUROaDyGHy4Wi3HsGf4ZTMF6upy5r3SfzPf9M9hax3YpUZ9e7kvTQJVn+BjS7/B/JwOwCfV6XRcvXlS5XNa9e/f05ptv6vbt2zHXyJ+TGh8V6P9prvT9UnyNbnlSjt+zxmBgGmLzGf8deu667cGyj8XH5PqUjtk/5wG5f5dnMAYP3sEq7vM8iAcPuK1h7bGbTix6Vp/58iSAEyleGeGBuMs5+PzBgwfqdruh59im8/PzOHqZsfkWOsbJvENYenIhtY/gVmwXp8lhi7gv702yAX9JFRLEKKcgOdlKs2ASTIx3NBpXQayursaYm81mxKucVCKNK0orlYqazWY0tn7w4IFarVb4m729vcD7EAJOSoG98C8kMFZXV7W+vq75+fmwr1tbWzo5OdHt27d1+/bt8COQrZyUsL29rXv37sWWgFwuFyfmLC8v6+zsTK+99ppu3LiRkeePmgj4f+S8GGwcZXUO2j0Yc4CDUvk+LhdSlIUyChcWAguyji7sGHEPQp294rkOGH18qUFKx+zGZjQaBTAhaJ3G9mL4UEbeLc0u8hkPGBEqxpySAfRH4DkYnZSJZF7JELA/xY2ZB+mp0eKZHnAw94ARz3D5u7hjxaBx1FG6pxtDxoVM+eWZYoANFSD8jkoVDARjSrcREEj5Vhfkj6DEDS/s5/HxsdrttkqlUpT8emaI6/DwMENyeKAD6JsGIvz/jJ1giOyIBwteVUHppx8l6TLlAOhnJQPSADu9HwRQSpwhczgfAkffs93v9yMThv760Z/slfXgi985APWMNHLKH+YVggd7ACFBMEl5K4SFNAZhnU4nzv/m++yJZa4h+TwIQNcuXrwYMg7AzuVyUaYLk02m3k9McXKS4MFJrcFgEPvVkOGUFM3lcjFPrlc4X3oyoBNczH8+P24+VqvVVCgUMpnQmZmZ2GZB0IadRv6wUeiEZ7UIatj65RVhvtdfmpC5Do7wH9hdyKdCoRC60e12YwyAGcqpR6NRnJYAuUGlAACAZ/ucuT2DpHA7J2WPlEszPKmsLiwsaGVlRU8++aTm5ua0vb2t4XCoz3/+81pbW9MLL7ygl19+ObNlBD34MMm+/5vLQSBrhy5Q5SRNKtmwB25zIdoAW9gUGjFJkz4xkC9kvin/p3KFz7qsEMjiAxlPoVDIHJWHr0HHh8NhNLMCKLMGNK7lmegP9s0vyLRqtRp+Cxnr9XphWwaDQegX92m1WqH72BbkFcDNHAIosUvMU7PZzJx6dHx8HGu0vLycIVqkCal8fn4ee9W9jDrd/+/6AtnCFiEqD4bDYQBfry5yUsdxJfYQMsA/x5pSAszlFZi+TcAJuDQB48RaShg86vLvQI6kv/Og/1H35PesQ7PZVLfb1SuvvKL79+/Hd3l/J8UdVz7OF8ESOulYzW0guIn5A/M7hvN7OdaQshWf/vu0apLP8rcf/UdJOHrA/nTkn8/gx9gGyOfwBe7TIc49CSZN1pMYR5o0osaH8h48F9n3WAK98Ow5vhm756QqtoREAUEn+kzvBOYNWwz2xA55ooLkVS6XCzsMJrl06VLG5nmyhfeHFGTtXYd9qzcYEjtWLBb17LPPqtFohA1dW1sLLEfyGl8xHI6PoqXqQFI0Azw6OtLOzk7YqUKhkDnZhTViLblItBweHqrb7QamAYPMzMzo4OBA9+7d0/3792M79Wg07hHymc98JnDd3t6e2u22zs7O4j5nZ2d69tlntbGxoVwup62tLb3//vs6Pj4OjORxrMu468eHcRUJiM/Pz4Ox4axJykcBLysrK5qZmdHu7q4ePHgQ51enAwREsfhksSkBYaFhy9k6gLNBaWG33Ng6y8s9+T3kge9jAYQ4440RgsXmyBs3MJ5ddDAEuIWkIHgHLGLI/QgilMzBMPPl53x7AO4l5fv7+9FIiXdA+cjASpOKAIgXAktAKo0EB4NB3BMDQXksoAxgkjKVzD3AzvsXOBEE4CIY8Uwn7867DIeTpmgYkNPT03hfNyKMyckWJzzcYDq4xDEAEMlgsxUF0oCMEOykZ7UcTLBOztb6Z7j6/b4qlUpkgCj/RDZ5B44xoUQJQ+73cx3w//8sF8CSTA/3xwH6Hn/GKynjLHu9XjRCwblTCoazQzYpEcUZeKk1IJuMA7JNED0cDsMZEYB6aRvz7X02nGjAAHuZK/JKlQj2gvlnvOVyWbVaTZVKRZcuXQqnX6/XI8A4Pj6Oo/7QQ898TcsEOEnqxCvy5YQg3/eMgZ9vy+dZA+YAe0tjHhwn92i329rZ2dH8/LyazaYuXbokSWHju92udnd3M4SNpGiWwzxB9nhZOZ+DDPCKIMYGuOLdvJKq0WhkSke9qmIwGITecKoCR7F1Op04puuzn/2sVlZWdHh4qJ2dnVjb4+NjFQqTUxp83r3k04P99E+32w3AAcnnZdH5fF4XL17UlStX1O/39f7772swGOiJJ57Q888/r29/+9t64YUXdOfOnZA/dIx7fJKX99JA77wiizUGNDNP2Gqy274ndTQaBbhyACpl7dFgMIjvY2tyueypBE7MUupKxhG5LxaLAYApfaUUF/CJn4ZIkiaVg/iw2dlxjwv6JNVqtdCPvb29kH8CcTJzBL2UjiIre3t7Oj09DZtGX5F6va5SqRS6Qn+kxcXFDFFIoO4kP7aWy20ePQOcUCbzD9BnjvGDt2/f1urqamZL0eXLlzUYDLS7uxvZOnQG3EO/AsaCjQRHOeHlYNyJOEnRtBDfil0hQHL7yvtjWyHv/fJAEXnz7/u/PYCRJjgEu80YaEKKzQUTnJ2daXl5WV/4whdULpf1yiuv6MaNGxH4Mu/+7j6mx4UI4H3RJfQcW4xvp8mxV2Y5ceZbYrnctnrSCv+ADjg+xj5gX1OZcdKcWAAc4hiXyhQP5LE7Xjru1XZgE09o+LY8J6pyuVz0CXL81O/3VS6XQ7axD+gi649vkpRJFvH+NKhjO1G5XI4mzsQVEGODwSDTHBTZG41GQRYMh+NKBz8xp9VqhT8vFAqZxAFJH+5FlTixFFl8ZIQ54+hCbCO2HbkB1y0sLOjy5csRN7GWJC0cb1FtRLYdH0FsQXUiJCPJNmJD34LopzLQ24cGr5cuXdLGxoZKpZL29/fV6/XU6/X04MGDaJbbbrc1MzM+faBarYZ/QJ7BLCRbNjY2VK/X9frrr+vHP/5xYC2w96PswYddJVDEWLpRdKYYYZEmAQAsM4Y8Dfb83wiGNGHuWVDAqAdUzoozIc6aegbJWWG+50GsZylQLhQK0Nfr9SKDB8BLWXLGgJIDvski8W4AChp6FAqFaCTB2J3RwVgBgKc5RISU48NgyHC6HNfj2T9nx/38Zc8o8jNKJglyGRtBimfJvfyfe3nA6qwrawz54M7cM2dcEAjIHuvpYIcyGQ9OySz7+jN+L6txAM9neQffYuFkDUQQeuF/czkzPY2dToM0ZBb5J3gC1AJ8CXw+akDgZXMExXSj5ZxrnCed5n3/Jx1lvYIjZVd5V9++grzyOWTNM8usUbFYjL3J7rhzuVyQLD7/2Cn0mAu7BXiFfPFxppldJxilSWMc9HJ7ezucj3ef5/4QoYzLbQugh88yDw7ukR3kzEE0QIsx4swdUJBRkBT7Br0c0itfsH39fj+CkzfeeCN0krEAqHgu7+nBPheOnMCA9SU48BNTWCOfn52dndgHzeWADEIafXFSb3V1Vc8995yKxWLs6cZx47cg5lJAydz7M92GMMbV1dUoEee5Pu/Xrl2LZmHNZlOvvfaa6vW6/vAP/1C3bt3St771Lb311lvxPH8mvvKTvCDlaCCXVoKgB9N8OsQaQNYJLa+Mwi7yOYjh+fn5aLCH3yBL5UAcO4+eus13PIB9Ixgj+8/vkCey224fpO3qbgAAIABJREFUICQBtbwjAaHrPgE/Y0G+IAfd57rvlpSZg9nZ2ShNhWA8ODgIAOyZSogZt5FOcmK3PBsJseDvgn6QPACoUuEFubq/vx92RBr7Qcg9cIE3Uk1Brc+5NNlC4nYXfUgrP1hzfIn0cPPeR/nraUH/tItnc38PSt1WX7p0KXpFkGyheqbRaOjLX/6yOp2OXn31Vb3++uuRBSWo+7AB/UdxuU/CbmNPfc81euixg+PH9J5SFn9Iyth+9MdxKfYGHOsEjV/MLTLrCRy+z3hd9lJ86VWOEANp9QL3Qx5dTkjoeaIPsm1mZnxCR7/fV61WCxuDrlMRhM9lTD5nEDBOxoFVmF9iEiolPX7hNCKSYpTNp/JJMoFTCwiiybaDqyAunbgA2xOAY3vwkTTkLRaLWl5eVqVSiYTg/v5+yEIul4tO/RAnyAS9ncAzjH1hYUHr6+sRmFOpTRIOTEQihnt55QZVfbVaLU4BAUv0ej3NzIwb7O7v72t2dlZra2tBcj948EC7u7tqtVoZcopjhq9evap8Pq/33ntPN2/eVLvd1vn5eSah/XFdRRSKCSeb7PuA6vV6ACff74WyuXOUsvuFMH78HGGmuyjK6BkwZ9bckbhR4HLjgWFwsOLARJo0zEAZEGq/P9doNApH6yDfy1wcbHPBUC0sLMRYAKoYSZ7jpecYVJ6BQMPSA6y90oFgIg1kPLBiXnGkkgKAMx4ncNzIcT/WDUPjDCr3IdhxMoZ5ZH6d5eX+ngni3XiWP9udC/PvgQSfZX4BiG7gGQ+f9Z4HABru6WQA30sD/hR0eMCAM0jn2+eZMi2vJPGg6aO+XBb9Z4AtzhbH4MGc8j4XL14MpplqFZcFwCPzAYvOfDlB5yCWMbGXnf2+vuetWBw32PNnIbvMId1+PfhwQgrn4KDc7QkylMuNGXwYaXSKTAhAXVLswx2NRpnKH5dP5tlJEylLBDJ32AfGi34TTHNcTqFQiEy9pOiZ4ACZ9WGNV1dXJSkDjAi2hsOhtra24kg95oB941R4cC/fmoSdcPn2LCTPJIDgvZkDgpoLFy5EFn9+fl5XrlxRvV6PTOfGxkZka7vdbrDvbBPZ3d3V/v6+Wq2WWq1WVCBg73gW6++VAL4mqUygN4CcQqEQskoZYLVa1bVr11Sv13V0dBTnDH/5y19WuVzWN77xDf3oRz+K9YLo5Vkflw34oAvgyFYPgKnPk9tTMAQ+e3d3NwJb5g25pzmXB1wLCwsZ+wgJiNxzNJWX/DqxSMZPUpBQTuCgw5T2NxqNkC/ex7ebYW+84s7tgZcBIz+AW0mRlWIueVeqMHk37AA67Bl1yvWHw0lPBIgnjj71JA36xrg98UDAir0ul8sx3uFwGCCVz2EfsHeDwbij997ennq9XgaQO8kB4HdskfpgsAL/dxvkRInPLevhwRzf5+9ppLzLnn8+Jf9SYtZL2/2zrCl4ChksFouq1+t64okn9NRTT+nevXt69dVXdePGjUzl1+NA9P00F+uHfkD2UHaOz0jXOQ32uT5o3qVJcg8959noj/tJX1e31dhn8LHLmJSt/EgrRPg+uBR5xsYQH1ElXCwWowGq2wOe6SSBpCAPwbnYVzA12xkLhUKmAgO76L7IiRLGCFbjmeiOE5oQ5lQBYBtHo/EpTH5scdovBVvInGMf+/1+2GySFfQhYH5IYg4GA62srMSck2TxXiTIUKVSUalU0snJidrtdlQt8o68ezrPvBu/J56CAPGGi9yHCqjFxUUtLy/r6tWrunr1amCsTqejt99+Wzdu3NDu7m5sOyBpRt+4Xq8XlQVeMZjPj/vyNZtNLS8v69atW/rJT36it99+O0NefdxEYRGhYsFxxjSjgpnB0Dnr5AEtxIE7Az7rQE9SxjmgaGnGLGXupGzjOO7rlQ0ACycDKEN2pyBN9oJ4GQ5/Yzi4Lz/zcTu4lib7FmHdKRl1ViytimDucNQ4QH9XghWMBPNL9sABuDPrzJuDFcAmwRnkgjNvTsYQOKVr4SwohoE1d2PL/Hl2FaOOEaNywd/PjblnHGFnWU/kFCPnGUvGTnDp4+F5HiQhhwArlxX+nQIKZNmdS0oGuF64LrBOPnfI7MdpBFifdFysebfbjcCMDADg9OTkRGtra1H9ARMqTRhWHA+66qQH789aUaaKUcaGIP8ElDyDTCFj9vFzUeXAmpIFR8/QI2+644AT4C1lKw5cV7BzDkggSNjeMy1rLikIw2kkE7bHK5A82zgcDuN4Hy+xwynmctnKCUmREeU5lCz78W/5/Liiq9fr6cKFC7EuTozy/jhuMq7cl/WBIAFAIg8uY56p4P++rQMW/vz8XOvr66rVajE3OHvvkeB7HN944414LiCJ+eD7Lp9pgyXex8kA1no0Gu8LXFhYiAAKwFGtVnXp0qUAerlcTu+++65+/dd/Xb/0S7+kv/3bv9W//du/ZUresQPI8uNABjgxkpLC+C1sqQN67BkZG9YjBbE8A3kFS/DdpaWl0J9cLheVSpBckISSMn4VAH54eBh+1JtBPXjw4KFjjAnuycZLkyN+IS4Yt/srxwaesYYUQ84oPwWMQhTj48AJvl2SAB3iAN+PzOLT3Yfx/l614UQNJB5zxqkCvBunDdRqNZ2cnKjT6USzLQhiiD2v5nNCwqt2HNz6v5F3x30eOEHIQzgQTPiVbgPg8qAutbkpIcAc8bfLsQdeDtD5TLfbDYx5cHCg9fV1Pfnkk1pdXVWv19M//dM/qdfrhY2C7OH5nyZCgAtZcqLLfZX3v/DKSf72eYdYRjbTBJDbDLdFnpjy+zM+90++dtyH3zumczzI/8GPLqvgUCerPKHkyQkCZe6F7WAse3t74ZN9m44T1cyNVwgyfi+Hp6LA4znswMHBQeAbT9j5vZwUr9VqWl9fz2AxZNz7A1DZ0Ov14gQAti/z3uvr69F7haqvBw8eBIHvjVr39vY0Go10cHAQdth7AFEti4yB37AV2EQwHXPrJK3bP9aL92etke+NjQ1dunRJ6+vrOj8/1+3bt/X666/r5Zdf1jvvvBPzs7y8HM/M5XKxdXY0GgV5JI3xW6PR0MrKimq1mt577z299dZbunXrVqYiOY3nPo6rmJbOeOBNEEBASTbfj89Jy9ycwXNwQ1DE5BEs+3PdYDjTxH0xAAgySu1ZCt4nzZD793mmd5B0gOIBP/vYPQDlXQiKnaBwFgqmyN/Fg3UHP64QqcH0yoJcbpKZcOLCS7NYE9aPtWDuMEoAfJ7H+6FkgA/f/4/yAHYAYx7MOjCkbJI9kM5O+vOclEL+ADjunKcF2+l+UwfsnoX29+QZKavpZcwY1pQISNeHe/vf/jwHQe6YkEGv6GAcLisf5eXVPMx3ykwzH+yR8p8dHBxEAz7GDPCGDfb9455ZRHe93BOZYf46nU7IN398Pr0iBrvh2dVUJh00kymE4ACM+njIwPN/nofMowPoOuOmAsIDBSdEGb+TPy67Xv4K6PL7os/SuIQZxwNAZ2x02iW4LpfLEVANh0Ntbm5mbAljI+u4vr4uaZLJcvIFO8K8OMnCulJGl1aAsA5UPOGgsTNkXZAvWHmAQrlc1vLyst55553oOYDMAtY8GwBAyOVyEcD4mrHuzJ2D0fRye99oNFQul6Mi4Px8vE+co4zm5uYiW/PFL35Rv/iLv6i3335bX//617W7u5uxB/hD1v1xuBgbc+p+BhnGFzCH7g8KhUImSwywxTb7kbmsB98hAMR/OWmE7jp28Eo4xuP+16sWAJHtdjsyNm6PeD/GTFDK7/Cl2Iq0coB9t9gVrwBw/0UFAfeHDCPr1W63Y37dN5PFY00AtJJiDmdmxqcYpAQJTbOw3xsbG1pbW4tKDm/6S+MtunCT3HDSKs2EIjfYSbeV7jsJZrCp6L+TAQSUlFBDhkiP3rrnP0vJB08MpARFquu8Q+qz/TvYFIKW5eVlFYtF3bhxQ6+++mrmaG18Cff2SpHH/XIcMzc3p3q9rpWVlcDxYDrf+w3B5d+f9ge/4CXcfrn8Snro9x90UVHk9sGTe9zX/TCfxW/gd/jjMQVBqFcNI7PomMuz28t8Ph/JVvqneLICW+JEJvYH20Jshq1zUhWb4Vgd8hw71263o+nu4uKiGo1GfNYJOkmZ6k9sFRl2qo38O5S7o7/D4VCVSkXVajWy7ySbvPcZc8VzIZw7nU74FBIW2CLGgyxxpDNjQG76/X4QGuAFvsfWNEgZtsZJ0t7enu7duxcZfI7MxkednJwE4QEpMhgMtLy8rEKhEAmXWq2mJ598UqVSSYeHh/rxj3+snZ2dTHWgy/rHeRVdwAFPGF1ADEpCwLq4uBiMXq/Xi5vBxEkPl2G5A8ChAPr4nBtcJya4PKDCMKEc/D4F3oeHhzEu3/ubstjMgQfLTlA4SE8BEQFUShg4oJzmwHimkxxOYJCZdDYPpwnYIpBmHh2UO9PuwoUhStfJyRvmmqPLvHzev+eVGYyZ+SoUCtHZ0zulI2vMQVp6xPy7k2cOvYKiWCxGh2WXq+Pj45g3B9jIjbP9fAdjhbwyRvZ8P4oISDMTTlqkcuuAYxo4wUCnwfFHeTk5wtyT6ce5AL6xD9IkEOz1ejo8PIyKokKhEHvryIJhaFO9Yh739/e1t7en/f19SRPnjzPzIGQa04/OMD4H8+nRn9MCcjKCThogX26TPHuB/mGnAN58HttGEOsEppNlTooBBqTJHl+IQtYkLXOfnZ0N8oZ70a9EUlTe8FzkXBrL7tzcXDQnc/2BOMDxkw307U6U5FMVQsd2SkjPzs7CuZL9dJbc7Rd22XsoFItFXblyJdN8Ff1otVo6Pz/Xu+++G2PERjAvhcK4dJ9gFBvG5xirVwV51QOyhby6fUCOVlZWogJkOBx3Kr569aouXLigxcVFra+vx3nyv/Ebv6H3339ff/EXfxEkjGfOkB3IpUdlPT/Oy0l1J/LwR/zb/7j+giWwZ2R5XIcdRKck79HRUTy3WCzGSTrok3fZdn/NRS8TZARSqFwux0ky2Dxp4rfwkTR05WcQxGAhbJaP2XscVKvVDNaQFOCRIMq3ko1G44aBlUolMk1OKvAstgO5f4dQ8oCChorY0bSy7sqVKxqNRrH3l3ejHBf7TtLA7Zj7ME+OuI45+cr3U5INfOaYDhtFMOMYhmdOK6n9IGKAuZv2+WlkAONxO+AXNqpUKml5eTm2L73yyiu6fft2pirMEw1OjH8chP+HcbHW+Xw+mrUuLy9rf38/06HeA2zsht/DL/yzV6uAQb2iRlJmvfHTyDr34m+Xy0etKZ9lXV0uPXh3X51iN97TE2+QfsgwPWnSOeA7nBZyfn4eW6Dc/4ArSLikdiaNU5grJyxyuVwEyGTsCerb7bZOTk7UaDSCgOSUHohKbD1r5NgI7EMvAWIAbFmpVFK/34/nsYWA/gOSYjzIFno2GAyif8twOIx7kOCknwyyAVYFK+Ry48pIj29pzn1wcJDZTonPJb4FP5ydncX2wps3b+r111+PZrG1Wi3moNPphE2n7wpVhyRD5+fndfHiRTWbTb3//vt68cUXdffu3UwFF7LtMv1xXUWEOVUGgBOThHPBkcLGAE6d9UepYZhwQu5MAF88PyUCPKBH0KcBdC5n+9xhsVWA8hRpct72YDAIJcaRerBLkD/NGHA508a4pWyDEpyGVxRIkyoKN0DMjZfcM6/+bi78TjS4w3Xm2QNZjJ8bQg+CCagoaXNHlmY4/bQAwKG/LyXllMp5iVQafPv78o5UFHj2PAXnXmKMTPn8pKwu75ySJZ5dYd1S4JA6NHcWPu+M1e/noBiZHY0mlRe+VzQlQz6qy2VWmpTN46gBu5JC/wE4o9Gkk7SX8+/v72fK7/093FjjNDDC2B2cD84BQOzBPzJQrVbDwBNIpdUqDvCdrOJeMNeAdj4P4ZmCQr7PO3MRUHjjLObYs5dOSJG5QFcAjt4/xAMtLznkaBocsldksKaNRiOC3r29PR0cHMTWglwup8uXLwdhgi67nbt//37m+by7/9+rezx7ADGBT+DePveQqPzfCafBYKByuRzlwQRANLnsdruZAAl7xzPSIA9/xha4wWC8DSa1S27jfC5SG1goFDIgbm1tTZcvX9bKykpkWwA0Tz/9tDqdjr72ta/phRdeyGRRuT9r73bjk77Q02kBFf9ObakTb56Rlx4+GQZCCX2VJpk/5heiKAXx2AEHvw6m0XlsMcQB65/P59VsNjNEP/4EeWALDKAcwo+eA7wH9s6rHtDhNEvoJ8VgSyVlqgywW4Dn4XAYeoDvczl1vOAky9HRUYYU9eBpNBrvDd7b24sqleXlZS0sLOjg4EBbW1tRtosM+Lw6gcYFwYEt9swkz3W8hEykuIafe0UJOutEhFeR+Thdfv1Kfeqj9Cz1+Skwx74sLy9rfX1dS0tLOjg40Ntvv6133303sAu+wL+Xz+czSYrH+ZoWPCPv3gfEMR/yCzEkZbdbuP13TEeiyBMh2AZpQkzyDJf3FJ+7HDiO8xgD8iKVbXyVkxuPsn+MiXFANrpdcpzLuB0netCOrfAxYhPIWIOpvKLRqyMd/xJ3eXae+WQNh8PxdkPwnaSwXQThw+EwtsKRce/3++p2u2HjsbF+Ihzj8Qpk4jC2y0Bq8k40ZGWtaELP/xlPuu4QRG4LK5VK6DjJFbAL2yrBmHyXNYeIfvDggVqtlm7duqX79+/r/Pw8TmaCPDk4OIgtqV7tBIa5evWqlpaW1O/39e677+qHP/yhXnvttQyuTO33NLvzUV5Fz0wTNDtj2W63ozESLHaz2YxAEWV1ZSCTCLBx45+CQUkPKbE02f+XlhmhOChaGogR1LOwfixYoVCIPcsYHAJABNFZ7GmGzI0e30MZ+R3fRRHJmjlJwn29Ay/jcaKEcTsTx5qh5F4FwLs7oHTn6fPlgY0HS06KUNbowa2TMaNRttEP33Pyg2NTBoNBkDLICFlM3puLd0uZX+SKAHpvby9AGJkoggkvO/M5dUPiCsj88zsPkhkTf6cOEnn1ChQCEH8fDygIwPr9/kON31iHj/ryyhxpAua84zrrzjxTBYCeME7AmxNovBPZ/fRYHvbuUlbN+fEAPQI+J/rcQM7NzcUxkDhM7xNCA9PUwKKzfuYutssdD2SoO31khvkjE+aOlbO4vVHUNOBEGZpnVDwTD5kKqGRdIBHy+Xym+gYQQzCys7MTRMvh4WF0vGUf8uHhodrttk5Px2cULy8vxz5t7zaeblWgRM+3gfT7/cy7l8tlHR8fx3pCkLgt9IoqfoZNnpmZUafTCUJwb29P29vb8Uz2HmJTANneYZnjU7EvHoR2u92HwCBEitvZdO2cKEB+VlZW9PTTT2tpaSkA0czMjG7duqUnn3xSGxsb+uu//mv94z/+o1ZWVtRqtSQpQIjrkVfMfdJXWmnDGklZAgZ/59t0crlcZKPQEyd1JEVwjcw6EeiAGd1yAkDKZom9osq/50S6V+Dgm71BV0o0SAodaDab0a8C+a7X6/F9/KYHLbu7u/FOnikHiDs5RYUaPlVSnFLBHtuTk5MIOPAfXgHnWENS+CG38/iWs7Mz/eQnP1Gz2dTFixfjfltbW7p7926cFIPe+5Yb8Aag3at+WCcypDzXfbg3C+NnTuYzXzQO9QDIZdHJ9jQT7HgxvVLs6d/xwA8f6JcHjV/84hc1Pz+v7e1tvfTSS7p9+3asLdlO7seceXVdSlY8bpdjxvTno9EoKmdYSw/UpWyyCL1AN5gPSRnsOo38kbIn+2DrnWSaRgbQPT/FzymZhDzxf/f5HtinBAPkhb8zGEIaHz/qNgo/yD04FhD8QKDMe2CXDg8PdX5+HllrerGwFY1Gvf4c7gFhzTHEMzMzsS1gY2NDnU4n7A6VgoxvdnZWm5ub2tvbeyhjDZnuBPbx8bEODg5UKIyb/rXb7ZCh+fl5nZ6eBnnOUb9UkmLDj4+PtbCwEMcBYwPorwSBXKvVQgZSXWc85+fnajabWl1d1czMjNrttt59910NBuMqy7TqEts+Go3U7XY1MzOjg4MDtVqtmAPHsLw7suaNbQeDgarVqlZXV3Xt2jXNzc3p+vXr+v73v6933nknbAP2FfvFXHzctqFIxg3n4BPb7/eDCEAZ/GxmL4eQpF6vp263q0qlEk5emjSu42xhQJazi67wHngTUPh3HJQdHx9HgOIAk3uWSiVVq1UtLCxkmkPBRM7MzESgKikWVZoEtA4Q0mBYGhsOHKSze54dLBQKmWZFaQYb8sIZTYSEy9eFCwWZlhlw44Xg+c8JJDyrAljns74NQ8oazUKhoOXl5SizJvCVlNlygmFwEO3GFueYzg1gwMvqPABlnTFIZG8YP+VJ7uAZA/cCXDAu5of59nnj91KWYPFSzjRozOUmHfRdphiDn5nuBA+y9VFfrDnvNTs7q0ajofPz89B75hoZo+Msv3MCCoeGQVtaWtJoNO6qT0maZ8ElhV0hG1ar1UIWVldXgyl2tpq/yRxSjut2A+APsHCj68EepfQAVA80uKfbRSeTABqj0ShKxdF1DL1XnXgFBfdymydN7EmpVNKDBw/CiZdKpTjZhUwk1QAEBxz5BAmCg2JMXmGB45UmVR/D4XjfMIQQwMP363qPBOSEtcQXuFNmbQkYIJEJPpyI4jus1cHBgfb29jL7tT2ze+nSpShT5fvcl6Caven1el2SIhhl3Ri76wS+xoNCB/P0VGAtrl69qkajoU6nE4D1Rz/6kX73d39Xzz//vP7lX/5FX//618PesAaAiWl6+XFmBR51FYvFyIJTpTEcTipROFmE+YasWlhYULlcDjIM/UH3HNizrQsdcTKRs6iHw8l50ZStD4fjPaiQUsypJxwgdubn57W2tqZ6va6ZmZmQGQJMyDb0Cju9urqqpaWlOGJvOByq2+2q3W7rzp07ajabkWmi/N8JCfzYNFwhZY/35ec0yYJ09a0KtVot5PDBgwfRn8JP+3Bi4uDgIPypd95mXJwWArG+ubmpVqsV74F/5t9pFYOTVuCSYnG8t3l/fz90LPXBBDD4SnyxBzIEQYPBIE43mJmZNLJNCSH3mWnCw5/v48EueeDn4/TqJ2lylNtTTz2lz33ucyqXy3rppZf08ssvR7NUfCE+kCvV6cedCJCy22N93vDnYC9JocPIHsEyGVRPAuBXpez6Mf8Q38gcfi4NwjyJ5oRA+m/+Zp2RM2TYcaG/u8sPhII0wX/EEMQih4eHWlxc1NLSkpaWlmIusFH4TQ+svSrGMVSxWMxs82M7Gn54ZmZG29vbgQOYK6/OJvBmfvBbkP3sfW80Gmo0GlHpSUxVqVTUaDRC38iA53I5NRoNzczMqNfrqd1ua39/P0ghfDfPGQwG8e+Dg4Pwo068QigTR1Bhiq2YnZ2N4/hYK55zdnYWCRGwDs1fmYfz8/H2QmwiVQaQDZx60O12o68AuoztrlQqqtfrKhaLkXjEf4Glkff5+XlduHBBzzzzjIrFor73ve/pe9/7nnZ2djIy63ET/sjl9uO6ih4cs6+EbAWslDepYRLd2GMoEPKzs/GxELAoHmj4JLiyuSHw4NudhjsiaWygfc+4ZxKcGSJ7AwBHkSiDdmad8SCEvJtXOjjYcOLC2W0UlvGg7BhTD/gwSh7sOvtGMDONhPBMCgaBK32mz7E/l3t5RpT3nmYcnRxgnzAEEcAI0FupVDJr4vciu+zBljtiDD/ygewxVubX96GiTO5wprGlnvXh//58ZMEdtstm+jlkI81W+Lz7+zMm5NLHx3c/jgsAzuUVHtgAPkcm38vpaUaHQ3QyIJfL6f79+/Fvfg8LS5DqQTq/p1yt3x+f2VytVqPSwp/v55A7SZBmophn/50DY9dJB6jpOhDQ84eA2ffBSwrZ5Bx6Mnj+fMbHHDBOSVGOx9GE7LFj200KznGuVFZ4xZcDDQANsp3P58Nx5XK5WBeAE4EXQI97omvVajUzVxB3sPzogGdnuHK5nOr1etghDyrd3yA7XhJJIDmtiRBrljaPgpDzuUBmmE/u66QpvkJSNAJi/LlcTl/84heVy+W0t7enRqOhzc1NSdJXv/pVPf/88/rmN7+pr33ta7p7927II7btcQj4P+iClKrX66rX61HiDiHgpP7S0lIAp/TISAd1DvogdH27W0qySRN/QEDge4l5vpO4rClEEMEk/sGzWTTBcl/I2m5sbKhSqahSqUhSnJU9GIx7qkDU4Yfy+Xzo4PHxcewjJ0CHlMJnsc+WOcKXIO9bW1tBxvGunr1Ex7DL/tlcLqdLly7FiS8cdSUpKg0gfu/cuaO9vb1Mky6qOZhLxyU+z4/CFbyX+1fWzG0w/s+TIdhRiD/sldtoMEfqv922pll9v/gMlU/D4TDWCYxRLpc1NzcXp6vUajU9++yzWllZ0enpqb7//e/r3r17sR0DooZ3eNz1+//t5XiN7C5HS4K1PIvPhW/0ZJn0cBNAx9QevHuPKew+5DeZaa5pmCmNL7gck+LLU+xONbTLv2N+x/jIMrpIth2bUCyOu8hTSUSwubi4GLGDzyHz6nGSV+Rgx5z0htCHQPBKi1xunJmvVCrR+X4wGOj9998PMsHJHgLSSqUSCce9vT0dHx8HFimXy0GOlstltdvt8A/gHeIXbD/jwt4tLS0F8egE8ezsrMrlsp544gmVSqWYR+wsdqHT6WSwFfYBn93tdoP0pcP//v5++HqvmgLfEuB7ZSSJRggSMI/HOmwLJIn+3HPP6Utf+pI2Nzf14osv6kc/+pE2NzeDWEKfHper6OV7KB4L5URAyg7zM1jgYrEYJa/OkLthTcGrO29XVjfoDu7c2CPAaUCF4pFZJIDAqeFkMQBklPzeCAhlSu70/DOuoCipl3d4YOiBBe/ubH0aFPH+7oydpeRCWH0cbpgIkgii3SDyGebMjRrvisL7Xib/DGw4xA1rQtbQ5yp12ikB4hdjQtEwltKw1jSGAAAgAElEQVTEkDtAhMCirMiD+HRdfH4+iAxgfvmO/+1VDgQU/nsnHBxkOjOdns7wSVzpewEoAY3OVLvzRD9o0OYZ9eFwGIHX0dFRrA8yMhwOM6djUJWEHaG00PeiMXc4FpzBaDSKrq+AY3SCbrtky53URJY9G+V6y4UNSAMbghI6bzMWJ/P4vYNl7oP8YscAI+wLZp5x2g6MkPn5+fnI/DN/7Isnk7u4uBjvz5o4WeUZcHeG0ljPcIoQwzhGD5iYM7LBVI+guzyDOXKdRx486PPxsQbIHz/nuQRm+DCCPDJJvJfrv1dpOIHk78Ra8a7YQGST8j+CqY2NDY1GI7366quanZ3V7//+7+vXfu3X9K1vfUt/8zd/oxs3boTfHAwGsUXjcb+QnV6vp9FoFFkV1g4f5UCUagzKPZF/J7VZM9cFfLk02YtLxR9EIX7bSSf0gTWVJg04qVykvwZEjgcU3iyK5yOvDhTPzs4ioOb9yfY54cn4CapHo1GAyHq9HqXD2ED0tVqtShofh9pqtbS9vZ05GhWM4TZzYWEh5BK9LZVKajQaqlarunz5ctxzc3NTnU4ng8M4unNnZ0d7e3saDAZBunlQjm1zUiAN3qSJ/oK/0Hn3h66/6IRXILqNwP57taX7Svfb/v30ehS5TiaUzCfEK+s/GAy0t7cnSXrmmWf01FNPaXZ2Vvfu3dOdO3cyDcCwN5+GjP9PezmGgxihYmtaRZ00/eQn/u0JrWnr5p/D/+IzkAnsM99N4wQut/E8E2wOMev4nZ8h4/5e6b39nTwOYOvi0tJSVB8SxA6H45MnfPsspCjPZ4zYN2wehCaB9uzsbFRRpESnY5tpJAy+eTQahR/1QLxSqWhraysaxkNyElNwvCjVETQh5HQfqu/wC24jeR+qf6gCYX4hLtbX19VoNKIRIVsEqFwAG0iKqgWwClXJJJ/a7bba7bbOzs6il5HjCo6uJnmMjWddPa48OTmJEwP4HfZueXlZzzzzjJ577jn1ej29+OKL+o//+A/t7u7GOjyqIvCTvOJowdPTU3U6nXhZJtgDVy4Htwicl+p7mQN7KDAmzgIPBoMop8VYSNmgiewbwCFl5qYFl569gqwAKLpzH41GmYxCWmbmRs0zz/4ZKRtUY5y8WsJBM2NEmf2ennHzn6VsvL+zG2ln1vkbIOVg2+9H2TaXB10ANOaHOXNZAKQA0vx9UnDtpAI/9z2SbgxYD///NOVBaclGocgorpeWu7OYRgJMAwz+zDRw9ssJLJyYV1g4q+1lpSljzf0fBV4+7MsDX5wSxtzJLuYT+Wa9cVwO4Pw9sCOe2ZqbmwtjnM/ng9l2QssJAgJSysQA02w7QrdxUtLE0c3PzwepyZgYrwckAFLp4b2dToIB9nkf9BlnTgmrNAYK7XY7s8+RMaTEI/OEzngpLHOBvfAmrjg3iBXKugk8Go2Ger1e3AcbSPUGmUTO9GU8ZC8oYebZ7hhzuVzsaQZU+9qxxYd90QSGZN9yuVyU17kecm9Kgj2zlGafmJeUKHSQlgYiTmgyZ67TTvpWKpXIhBG4sQdwfX1dc3Nzeuedd3R0dKRWq6XNzU39yZ/8iX7rt35L3/jGN/SXf/mXeu+991QsFlWv19Vut392pf0YL0g2/AQAlFLIs7MzHR4eBviCPIa4QicguFhHJ5exdZ7VYX0IzNAFJ8cB7V727nvx+/2+VldXYzxsn/Fqhr29vQimIa+8r83+/n4QbP1+P7YrYT9KpVL4XvQrn89HRZyTUbOzs3FyBxUte3t7qlQqmeCTbQidTuehjDyyztFYbFUpFApx0kKtVlOz2VSlUlEul9PNmzd17969mIejoyOVSiVdvHgxjsGC4MBO+da2FL84AJYm2+k8s+ek+QeR7vQVAINQIcWWE7fBTuIyLsc/H3Q5Vkt9OnIHoYmcs/WkUqloY2NDTz75pIbDoW7cuKGbN28+hJ1cliVFQuR/w+XrD84ic5quqf8N/veKNMeg07aR+DMXFxczRIPjJv85V4oV3c5PSwJBrrlfAb+lY0+D6mkJNt6H35MsYKzD4TAqrWq1WlQQHB4eZnAIPgpfCpZiqwxEZa1WC/9EEIyP97gAzA4ZCGHrpzgwr/yOE0XAatzn+PhYd+7ciW0RHvB73OXkd0rIYLex756EphqNk1CY4+PjY+3u7ma2Nl67di0wyeHhoVqtVpxwARGMD4J4AaseHx9rdXU15BQfAYnBlgp+T7Lk5OQkiAdJYWf7/b7W1tb08z//81pbW1Ov19M///M/67333oujI4lnmefHiTgsShOmjAnHODJ4D84hC/iMZ+RhOzxIlbLBjSsXziMN+Jw8ABCSEcO5kLGgTJ1noMCwPoyLeztQAXgwXpybZzjdeKUGhe/xOQQIME1jDP+eNNkmIY37LHhmnoABY8V8c/mz/fcYNr83Ro53TUkNZ9rdaXm2vdVqxb2dWfU/kjJGzINvgoQUfDMODB0gwqsFHJT7+0MA8Le/hxtmDKPLHnPr2fwPumBO0/nn38yzly4z74wROSeThqMhE+5XSih8nBfr4CVZVPgQsCM7AAFJEWxDFqEHzIUbUtbYK1bQQ0oyPUt4cHAQzohSX0kRYHAfmtYxdwT6VN6wv5m9Z1K26sMrNfyd6LLrTsl7GHhWgfnj/6PRKHO0IBckBWWI3MuJQBzW0dFRJshB5qggwCF5tcLZ2fg4nF6vp+3t7QgA2AMH80+Wwglat6OQlsh3KuOSwt7l8/lwlGSLCoVC9PCoVqtaXFyM+UVvnRxNwVj6Geywgw0P9B0k8R2/l/sJ7suaeZ8Rz8x4prdcLmtjY0NXrlzRysqK5ufndefOHVWrVf33f/+3ut2u/viP/1i/+Zu/qW984xv60z/9U3U6nZBnzwx8GqoCpMnWPtaNI/WQBe8JQNUEF1ViAFrmV5ro79nZWeYcbeRlOBwGSEYXnWDA1pN8gADu9/txD0ry0aWFhYWoBMzlxsfzcX/AKI01vTx9OBxGpYufEjAcDmPbA/tGsff056jX6/G7/f19HRwcRAKEOcBe7OzsxFgKhXE/nk6nk/Gp2DdI2ZmZmagEKJfLYV/ptXFycqLbt2/r+PhYS0tLWl5eVqlUCj1ot9sBTp2oIRD38m7/I00y+NIkQyopY9dTEi4NHv2sb/AJ5D4+Zlqg78mOaeQ8V/q79P8co4rPI9hlri9cuKBnn31WtVpNN2/e1CuvvKK9vb0Yqydb0pLf/y1EgDTZ2uQJnUfJhV/MC/qf+jjHZ9PIAvp3IB/ojfd9SceQyij+y32KZ8y96Zs34qPyWZokyRzvOjnFO/AZ3oMKy3x+0lOgUqlEH7Pl5WWdnZ2p2WxGZWu3241MObiEamuISY/HvL8AtoPLidV+vx9JHnQvn89H0gC7e3p6GrYIzAA+KxQK0YwQO+jbAJgvJ0bBSz4WLt4fkhlsgg0mYdDr9bS7u6t2ux1VDNiWhYUFnZ+fa3t7W7u7uzEHJIR4Hn7Lq3jxHawNpPX8/Hym2pSqMtYbv4dMLy4uql6v67Of/awuX76se/fu6fr167p+/XrIGveRFMlzP63rk76KvDyMcqVSCfY8l8tF0yU35oB+Dxq9/N/LxNKysrQUHWebOgkW2ptXsUDD4aRjN0KGsmOQPXOAsPFcLzny8jDAH59NiYCU4JAmmWnGjoPwigufPwfebkRwLl4K63Pun3FDx+8xTg7c0+CX7zhJ4KVtntklk+FkR0qEeLDOOjpowRg6ueNGFQPGmAkofP1TNterOLwngBM6KJ6XafqaMQ9emeHzk16pY0nvR9Ycx5QCmHRcGHXugczxfydOPuoL2WecGDXKRf3oNeaf8tuzszNVq9XQ8VTGvaKA+eD3roMYbwy1s+7VajX2jEEOQLIRYKbr52QFzWqcDJMmRNHy8nI4U88qermxlz+TmQDEsv8sBQuMg9NZ+A5Bi5MBMNK8swegODBJETBjdwuFglZWVjINa05PT7W7u6u9vb0MAw3Ih2Cg2329Xo9Al+CIAIWGPC6XqQ4hq14dMTMzo2azqfn5eTWbzXgX7O3x8XGUP3uZsNsB7g84Q14YgwNt1tVLBlMywNc+tWGQAdzXZZe+OM1mU2tra7p06VLs+9ze3tbdu3fV6XTU7Xb1e7/3e/rKV76i73znO/qzP/uzOE6VcvLRaLyvkMxGuVwOsPi4XmTTU0Ld5VlSpuTSgXLaHDa1H/h0gCT+iCwQZIrjDidc08ovAgR0hOwQ2XIItE6nE8kEggDsDAkCgmr0wpvq4c8ApgS07tvRI8YsTZosYwfpci1NtleCI/y9XfedsHU/68Qt9gm/yJaicrmsK1euxNp6s0FshIP8lPBOq3N4L+wCawLIdkJ7GiEAceeYwf234y1sLM9xQm+abZImjf98jP45SOJCoRAnuCwsLOjKlSu6dOmSGo2G9vf3df36db3//vvqdDqZd/Fg1p+XVnR8mi9PgEh6aO3Ti3d2n0gAxfdTsojPOn7me77uzDmyhYwgH64TjJ2fp4QAttllBfLTt0c77mZc6AHvlJKU+EXK2gkqPas8NzenpaWlwDLEWvv7+3HKANsNOp2O9vf3owKW9zw9PVW5XI6EiQerYErHn7wTOtbr9eIEABIxkBDMLX1EyuVyNAAmdoAgQnfSOI9AHRvp6wgO9DgS+cEOsC2t2+3Gfn9I4Fwup9deey1wBcmhpaUlra2tqVKpxPYCEiL4M8gptrqQXJGyp0pBinj/BWS0VqvFmBuNhp599lmtra3p7t27+sEPfqCXX345kmj4Td6PGPZxuoqu5IBUAJ00yQy4gfZMfb/fz3QPdyYOUMXPPNh1B546CGkCPhFqV0IfF04rzfpgLCh5QYCkScZ/ZmbmoWZQKQGAsDsY9UyhG3tAEO8LOE+z3W5UyuVyPJ938zE4G+VBG+/BPPrc+31Yu2lBrgOrlNnn9wSGvrXB7+UlSaytzyMN0HyekBsHEoBKB3wASH7v88D9PcPsASd/cABOXPi/kU+Xi2mOz8fv2S+IL/TFjYZnMCVlOo8SzKRggWezZh81mGA+/ble5YFDcJkDXKKD6AIOzxl/J31Yd54DoHcH5ttnYKPPz8+1s7MTjlEal2YR7HM/1tXJCwcF6LCD1d3d3SivxYmxv4/g0nseYG8ozyUAcifHnJC19K65yDGAhmBEmnS5lxQ2hntSpTAYDKK0rlic9GlJSTHWBvvmAQZr7XPEfAMICDrQh5TA5H1YKz5PoEKzHcriIBkODw8zAaZXZnlA6eDBdcrJh/Pz88yevtRWe8DvNog5yOfzQQbncpMyTH/Hs7MzNRqNOPqy3+/r/v37cTb72dm4We5v//Zv6ytf+Yr+8z//U3/1V3+lra0tXbp0SXfv3s3MURocPe4XmKBUKkVDXe8F4QQyekx2FX1Gf1iX4XAY2VgqLEajUeyhdbJfmmS3eA7rzRqBPwgipIkfOT09DUDKlkGyOpTtew+S4XCY6cgPGMRmIEs8r9frZeSKseITDw8Po9nW3NxcNNnyIAc9Ioj3Hk7u67ApDi5pnpU2KEXXIbqoVjw8PIyMF9VU+HTHFz6XjNPJbifNUhySgmfpYVI/JczTZIMHg9M+y1hTEj3FPO6rUzKAYAU5kRS6vrGxoaWlJbXbbb344ou6d++e8vnxSTcEDvgU5shxm4/t0365zXKM7X5h2jogf6xFmjRwXJrKBjLueFvSQ0GZy4XfjzG77KQJqZREkLLJPZc/MAX+nzV2AiMlOLAxKfmMXZQUpPzKyopyuVxmLzvxw+npqZaWloIQICbAvnBP7IMT6pBlvIP7f/ALdo4ki5fuu292DOD3Jt6bhlUPDg4yMuH6KY3xCc9zrEEig/5f+APwEePCB+dyOdVqNdXrda2srGh5eTm2UOB/sKskIpAnfJWkTCy7v7+vXq8XawzZAnlMY1qOQczn83rzzTf18ssv6/XXXw+siiy5/XRy/XG5ijTWwQGy/wGh4YVgX2CgEZDDw8PIDvo+fICUM7MuRH4mI/f3AA3FbTab0WiHBfKgsNlsPmQQUqYeoXYDweJ4gy6vWpAmTofFIzDyRhgesPE8adJF1Y0IBiDNQHJ/L6Xy7LkbKISJPzTg8rE4aADApISMkw0OMFKlxfA4eeNrlDZQ9D3Go9Gk9wRKnjKCzLczkshQWlbszsHBEcyfA1OCOpc5d2q+vu6QfP3dubijd4dPRhlg7CXSPlaAG2VXjDG9/Nkf54V8wULDWvZ6vTB8Dg7JGt+9ezeCQJyQrxWZOZ9nd+5eHu+ZWwA67PD+/r5Go1EG2HY6nSCOPHD2bA3G22XGg2XYbM/qITvItjsI9CHddgDRgRPz7rm8D7oKKXRychLH+dBQCKYeGer1epmS5VwuF4w+92V7g9uNubk5VatVdTqdID5YN2/mQxBClU21Wo134Xtepg0hypyT0fX9jO472I/sAEZSkCmuCxAvw+EwPu+ZSwhCyALm1skYJ5SmyXgKVp08guRyebhw4YKWlpbiCLtWqxVBK/tmf+d3fkdf/epX9cYbb+jP//zPdffuXS0vL+vu3bsBWLHXlKuja48TGJh2uf0ks4LcsYZOlEuTLWPIFffBThcK41OAqEQsFos6ODjInIVNtQr7Wh1EekCCHgIo3b8wdvbme2+RcrkcpbFUBp2cnERHfSfhIckgtjwQxl6gd9g2bAbvMTMzEyd1jEbj7UO1Wk2DwSBTBuulycgxRzv6SU8A493d3bBrvq3Bezn1++MTWZaWliRJm5ub4YfW1tYC/6Q2xn+G7jHHBCme7PB90Z4pnRak8wcg70QAeID55D7gDw8CHct4Qsj9NpePg7+R00KhoLW1NW1sbGhubk67u7t688039fbbb0fFCBVNkmJePXHCe/vzPu0X65kSqV7dx78dQ3vA7fbPMZz0cM8Av7cTCowFmXM8Kz06qfIo0sm3mCE3+EK/N8EyfoWAmXfDHzEvjn0lRUUOZBPf5bP0zCH+IilBhebS0pJKpZLK5bKq1WrgA3AuTT/ZvgRxy3Mcf4LNXRfZE+8JCydj+/3xPniIcE5XePDggbrdbmx3gMQYjUaZrY/gASfq0W9sLlu9fQ6x1dhf+kSR3EVWIHipsqBhY7fbDXtbrVYzOI31h/BwmQCzsa0S3MbpL6wvfmdmZkbXrl1TpVLRu+++q//6r//Se++9FyS4V8PgK7EZxN6Py1UcjcZ7R5rNplZWVrSwsJABlyweWR0qAZgIHCPKMxpNjlQh4HWBRIhLpZIqlUqmIQSKd3JyEvtpcrlcsGbdbjeMMcDx9PQ0mvLwXQ8gCUQApsPhMALNfH68XwYD46WnCDxOnWAAhULAq9VqhrEiwPeAJxUCnyfu56DYDS7gdBp4xQmjSBArkDu8K2PA+brzBJjixFx58/l8gD8nWBx8MC/IAfIyzRFMI3voVOrZGgz18fFxECqj0SjGxtoC3pE3z1T5WJ2FToP7R118zhtAOpgIBSpO+hx4IzfPpLAfCRlxGZtWeTDt/x/V5dUZrBegbm5uTuvr6w8x+QQGEIE4ed8qBJD0YJoSdWR2bm5OjUYjDDr2JZ8f7zNrt9taXV2N/VWudwSe2A6XLYLFwWAQxBv6TMk3htrtHc4BRzcajTJjYh8wYHswGKhSqcT7OjtOt3KyqfwfZno4HHcUlhRlav1+P4IUnDnPSctR0Sk65iLzo9EoyAX26gNGPHj3/c/osgM4Pot9xu7Pzc2FHKP/BA/uwJEpKjfSTJADD99vyPz7aROABe7Duno3ezIIfl/P2nmw5jYUoE//BDLBzWZT6+vr+tVf/dVoFpbP57W3t6dWqxXP/aM/+iM988wz+u53v6u/+7u/CwKADuTT9Jv5+zQEC+gOOg6RBlHl2Sa2zGDDOTYP/EAnava35/P5yGyhm7VaTdKE1Lly5UqAXewE3fdLpZKazWaQMl46TIVKsVgM/46MEUBAfEJC+75Rz47jayRl/Jo02a+abmFAH7gg9C5evChp0s+HY+mOjo7CX0NEMpeSAqB71h09APS77anX6w8drekVB/homuB5V23m2ZMoBMJphaAH6U62p4H5o/6kwTtz4xlWn3fmwn2xr5PjUeSV++ALWB8w16VLl3T58mUtLi6q0+no5s2b2tzcjKwmPsb1dVpl36dBn3/ai3XE53FE5dbWVhCjJHb4vK+9kz0e1DsZ5MRPShrhB5z08RNo/ifc5FsDPBvrWIG4xOUtzfDj6xib+2MPblNM7KeX8E7IDuMnobW9vZ1JchUKBT3zzDMRjFL2Dl4eDAZqNpuBH46OjiKOgbwDH+DPiVW8KoqtC6wzVX5UZdZqNS0sLAQRgB6BBdg2QIIIMtTtIfPIHBG/8Tl6JPAzaWyfj4+PIwbyRorYz8PDQ62vr6tarYat5/snJyeq1+tx+kWhUNDFixd16dKlOC55c3MzU92En6FC4umnnw4cxhZVrwT+/Oc/r8PDQ7300kt68cUXdfv27ZALxsvl1TP8/nG6il4Cwr5VhBFD6OWb/ntJqtfrD5XRSArAQLddJsjLBSmTRTBoxnNwcBCBN4EBBgN23J3XYDBQu90OEABRAQng2WKMFOABQXbj4g7KGXIcL/fy7Jg7HXdaaQkVThOHxXv5fhlnYbnSYJTvOgCe9nvfd8fl5VoeoPo9MLw+xpTU8ODfQb4Dg9RZpvf0LRzMMetDBtUrIdL7eumyM9g+x/58KVtSjkynpAWXz4Pfi8941YY/3wkUb0z3uF1OmEgPN4dE95zQA0j1+31VKpVMthi9471dhnEO0kROfPsH648+YENSffcxQAZ5iSyfgeiUlMlew2LPzs5GN37mQZrINc7JmWOIKuYiJbEIbNges7i4GI7OO7NDBLZarbAlLv+sB8EAz/cSYUBYmqVxkOR7d3lP9B4ygGDCdYhKD2w/87G0tKS5uTl1Oh21Wi11u91MRQi2jvdJQTN6ifx4wyZp0niIe/AzHKdXAeC8kVsAgmcffCze18OfiR8AcHA+9HA41JtvvqlSqaR2u63Nzc2oSKnX6/qDP/gDXb16VT/4wQ/0r//6r7p161amXPR/w+X9drwKSpr4Eff/rINvP3MCnr+p+tjd3c1UBKEL/O1HnC4sLETJPf1CPPuEXCOHEAyQ3h4QM3YqEfL5yRHE/F5S9NTgPdAn3pEgnjGi12z5KZfLAWipysnlcnFigDcAdRKP92m32zG/bqOxi+gt/ijd1tFqtcI2oFsejPvWT9bAfS12Nc0Cp344Dehd/v3nfn1Q8Pyo303DE55MgWRG96lsgxhCbkkk0ANkdnZW9+/f11tvvaWtrS1Jk5MN/r9+pUFsr9eLfe1pZj6tCPBKCa+i4M/CwsLUZ3nmN8XkjtfSilYnI6QPbuKIj/AEXDpWf7dpY8Q2pgSX39PHnRJn/n48133g9evXNT8/HyXwNP+EMPcqKgJ2b+JLAI/+QgRCTmJ3OBmGz+P7sd3EiYyR98YWOsHOnKbVM5C4NDKtVCpxmouvE4SGV6FDkBI3Mndra2s6Pj5Wq9XSysqKLly4oLW1tTgJwXEY4yUxTCUYySV6tszNzWllZUXNZjNDMvZ6PT148EDLy8u6evWq1tbWtLm5qbfffluvv/66dnZ2wi9IE//4abmK0mRP6sHBgfL58bE4kiJrTaDuJUAILSydZ0alSSba9xQ5OODzZM3IOnFWNewzyuIOyJ0YrCGA3EtcvTTVy0v5fepcXelRZinboAogzj1SY+dZFD7rDGBqGLx8mXdDgNxAOcD3cXkw7t/l3x7YeQDGmkC4pHuNnPl8VFbNjV8KCng/nx9ngD24dPKBe/B9By9uSPnZ4eFh5p4eKJGBTu/v6zStaoC5ZcxOsEybZyeT0gwmWdXHlQzwtUMe2NdNWawHq87Qz8zMaGtrK0pfKZsnSKMk2jveStnSPXeofsyNpCAVAAVOBqTMPnLmsiWNy9Fh5alKIMOF4cdhoecQANgL3o8KB19/JyZ8jyx7yWCrqQwhC8A7n56eRhkw+uekKsw5gZJvL/JyReTet3wRQE8D/n5cqwdD2HwPngkuzs/PgzBmfZxI8ECK7Ahy5WShr7s0aeZIIOXEkMuTpPBDfN/3BHI5yEv/MB50loZInBoBwcI87+/va2dnJ4BJt9vVk08+qS996Uu6cuWKvvOd7+jf//3fdf/+/Xi/1Ad+mi8Her6VTZr0i0kJRAdDyFixWIxeEsViUcfHxzo6OorqGO4vZQlJKlLoME0Z59nZmdrtdgYbIP8+RhrCUQnEUXqsEfrFWqEPvHu/3w+bxPtQTYP+um8my05midMDSqVSZOLpDVAoFPT0009LypJkVCeAbbBvTpbwDMg0Lj7b7XYzW328WotM22g0iu1G7hPdvjnhk2ITnjcNf3C5nX+UfP00sph+B3spKUMag3OWlpYeWjfKmtnq0u121Wq1okGZz+X/f2W3SNK7BoLb8bmUxc2SItifhhElRY+WVP7SBMy0tXBsxoWspskbxpBeKf5MsV1KdqSy7sm24XCYaThIUsMxjpRNxvnYHFtx+SkmJycnUVFFZhtylUQDAT+Vhl7azhySsJAU1Vi1Wi2zJRnyEmKCeTo7Owsy6PT0NLaKESNCIBBXoHPlcllLS0taWVmJ7VlUhmHzIJeQGbARVQ8E8DMz48bHND1eWFgIv8PRgt5DxhPDOzs72t7ejtMQTk5OguwgaQderdVqOjw8VLvdjkD/ypUr2tjYUKFQ0Obmpq5fv66bN29GY1HHuFRYfVquIgAWJ0OZGsG6s8IErxhaMnMAp9nZ2RAeJpr7O5PsSocxAcDOzc3FHhmECtBHOSBGiGCSksHBYBB7ahirN0DE4Up6yOjwGZgtZ9+9BEhS5qgPQDOK6AGBNBEOz555kEs1gwc6Tpx40JEG+vzcx881LZBnvlKG1gMrggo30MwH655mKdJx+XrzLtwD4M47e0iZAx0AACAASURBVJWIl9lLypRl+f2YP8/MovisQ5q9SAGTgx2/3AmlDmXae3pWy5/l7/Q4BwROLDnwh4xjfTDu2AeyfOy3RK/IJJF5gWDEtrgeME8AC/bWokMAXsbmhA8g+Pz8/KGAwh28dwD3deddyOQSBGKPGDN66iXIfg/+8M4EA9VqNc6o54+XKQJavUy9UChEoO7VTHwfBwPpQlOclAjzBomUzPm7U8JN80G+h63C5gIoCMAhi7hvo9EIIAgx6mWBfI7549kAh+Fw0iCI8TEG3of1SzM4rLUTmP69dH3crvnz0FFAS71e1+rqqprNZuzp293djYzzxsaGfvmXf1n1el3f/e539c1vfjO+Ozc3F5lssjSf9gvZxu/SdbpQmGzJgsRzUgjS6ezsLIIusrNetso2G8gB1sWbDqbkz/n5+BSPw8PDIJ34g01GP7AvEE0c7+c4wG22by8j0ES2naTDB62vrwcecBnm+exBhxTk3gB4Jxmo1iHbRiDhwb8nTihfBauh834OfKPRCBlHD1JbkRLtbitSrMDlAVAaIE0jDdJrWmDmP0sxjRMB7pex015Rggz2+32VSqXYOwzAr1arQTTfvHlTu7u7UaHB2iBrPw1Z8b/1Yr4pOyfAWVxc1P7+fsaf83lJocd+H37O9SiZ4Znoqd87zf7z+2mJnbQSMR0HAbPjn5T4+qDLx4JPSkm79Lk+HieOIbMIZHO5XGwLIHmBTGJ7j46OInbyOArMQ5CPnuDXId3xbQT2vrd+MBio0WiE7lSrVY1GI21vb+v+/fvR82Z2djZONCgWx30AOK3FcQ6VDaPRSN1uNwLxfn/cC46tdYyDKz1FgeQEwbpvwXzjjTd0eHiotbU1Pfnkk1paWtJwOG40vb29rc3NzagGJW7gxKlicdwYmmT0/fv3w18Ui0VdvnxZTzzxhPr9vl566SVdv349SBGXtU8TAeBX0UkA3+eKMwI8cYQOP5fGYA8Q69lY2Ck/9s8/gwAheOzXYx8ypADP8Ew8iwjzjnFg3x2MD6UvvjAeILM1gd/zDBwxTpGsgGd+ncFj7jzQ55qWQZeyji01bI8KQh/1x5nLac7Us3Ie5DvoQgbccbNWKQCalhX0z/n7E7R5cOVO2wmPdK54bzIvXikwjZxKK0ec6PHv+1xBHPh8TaukeBQh4PPgzwDceeDo5ZyPEznA/jLWgiNGcU7eRI6A10kD9qwB0iFzyL5ID5fceVBH9pzgnzXxTB9r5SQZf6gmot8IQQIyi6x45g/7MTMzE8EtcuXbDTz7xz24T0ocuAPDnhEMUSEx7fncZzQaZeyfZzfS5n0e/HsZflp1AxnimQ+caer0fY0InCAhOPeYhkZe/sfvIBAYH7oKSJIe3k8qKfbj5vP5TC8az3DiKwiOnKhiCwMOOSUMeDfPZPrn9vf3I2M9Pz+vK1eu6Nq1a+r3+7p3755arVb0hZmbm9Mv/MIv6OzsTH//93+vN954Q8ViMUhziABf0097MOEkzvz8fFSNpAGA+wm3pWzNARRCaqFPNPB02+LbFCEKut1u3I+5LRQKMefoudsXSUE2oD9kqfA1+D0+n/o8dMztkNtyGvjRowAwCfFRrVa1s7OjVqul0WgUvZL29/ejBxJjx/Zg19BNJ2AJFhhvr9eLyhYq4Wi45br2f9h7s+a2suv8+wEIjhhIUBQlqt1Wd3u2q3KXSqUqucinzYdwVSpViWOn6h+nPbTt7larJVGkOGCeOIHAe8H3t/GcxQNK3XZsdQurCgUSODhnn332mp41bMAZ+ITrxTRlyPVtnoPkz3iePou6Ls8Zg6L9E2keSO/gMroKO61YLCa+vXfvnmq1WgKwKXFqNBq3dDgyaUE3hBwDGPS6c75328v/9r4Zr7uGlNVjrPFoN/n7PLDJfxft7nnXjN+7zZF3Xtfnees28osDcXzuDTg9C8eDaNynByOQk6x3fuu2U6FQSA47MhhgFlmD3Ub/F7Y65Bm/fPlS0+lUtVpNu7u7qSyToASgLQENbHtAz+Xl5WQHkVVI9gD8SgYjvMw40QuSUgPUra2t1MOAMgEaz3Ie7DC2BSaj7+TkRO12OwEqLruWlpZSvyb8RmTq7u6uHjx4oNXVVb148UKffvqpPv/880yJF2CE9wHIWztvM5VYZB5pJbKO4Yig9WYgOKGSEtrEA8Ggd5QMpnVj27MMWDzX19fJIAalZeGzPZmk5Gzw0DB62XKMz93Zc+fbDXnG4MqJOSF9FEPUkS6ilt4chLH63ES0XZp1kgdIiACBj8OFT1TKfi1+7++eGiTNBDsgjS/YvMiZgxwInJgp4ef3e8ibCxxlCIeR4zBSWBOAAYzdmdfBCK9NikrA703K7wMQ10cU2j6nnCMS68hr6jnWHZS3iRwVl7JKi5pY1rg7mVI2vTuW5gA00aDSjUqMdpSUGxDRkHDHw+vfnYcxwHnuPL/l5Zs9Z3Eqzs/PU5MdT2t00MjXkssfd7LhH98xZDKZJAcaZJ4xrK2tpfQ+T6V3mUBEzzv+8ntPnXPDHqXsvEk0AmDFO+8675AVwU4w0mzPbTIPqJ2nvIHOwzRApMcL84Jsd3BuOBwmWYFewLkiJc8NJu4DHvL+DgAjUQ5yzkiTySTJaHe4pNlewrVaTfV6Pa2hR48eaWtrS4eHhzo6OlK329VwONT9+/f16NEjdbtdffzxx/rkk090fX2dslJYLzyLt20P4a9LrD3qPElvRzfy/NxhxmllvXOe6XSatlYFaMfGQL9K2RJDumWjS9Cb8AC7ERQKhQzf8sxJJUUfwM+eDQTYBC8RXXOA0wMhHthg68CdnR3t7u6mvafRdUdHR2l3FsbkNg736/oGI/38/Fzb29tpnpxvGBP3SzmUp6lyHQfB+Y33D4ggnYNo82wPtz9cL+YZv/PAggi25+lkB0XzXqxFdM/19U3T5a2tLVWrVdXr9bQez87O9OrVKx0eHqZSMZ55tEndnnnXCT7BP+j3++p2u0m3R5s0vvN3dIwl3Xq+EQDwsjwPZKEnYjDMbTtpVu7qn8X1G0sQpZnN5s63/9ZtTJdbBDH5fbT7+Q6q1WqJrzmf2yAA3oD3AAfoWk+F93eysr1p+tXVlarVauq9sra2lkBJ3+XK5xz/h3UAv/Bsut1umjMPjHq2lo8Vu41nhoymoXu5XE4lkx4QGA6HqecAfmChUEg7pHhZKs/h4uJCL1++TL5pt9tNDj5yD1uJDE3Pcl1eXtbjx49TwOGzzz7T7373O+3v70u68V3Qh2Q4SrPSl7etQeDrKPUMYGJAU72pliNOnhY9mUzU7XZTdISooNfWcg5XUiDZg8EgOaQspEJhlhpKkwsUMY2HEE6czw13GmH0+/20CBlvdPjcCSgWixmkE4UI2u4Oj5cO8LkbQyhlkPhC4XYED+HihoULFRjOxxgdXMYa/4/KOTqhIHbRuI5ZDD7HzJGfJzoYec5zTPOKRsXW1lYyPDwNlLG40vD5YV5caecZHT6PDmDxXZ7xkuf0z0N+PXPB+2bMQ8p9jHdFVf5aFJWvp5xKSs6el2F4KrY067ZLhJVaVxwJnq0DB9w3z4BjGJNnV3g6v2cfcBzIrwN8RN6Hw2H6G+TaHRT6nrisY4yAFXlZER69u7y8TOl6RD5R3t4UkXtyMIA58GiAR+siuOfEc3GwJQIb8JFHHRzww1iQZk0WvetzqVRKiPx4PNbp6WnquEuqHnNGdhfym+t6+Q5lJegaMib8eaMP1tbWdP/+/SR3vfEb5J3Ro1xnHUgzIJI5Q1c8fPgwGVHlclnj8VgvX77Uy5cvU9YAeyGPx2P94he/0LNnz1IZgEcRMYRGo5Gm0+m3olQg9glx/idlnTWLsQeYxDEOclFeB1joafQ8I1+/m5ubmfOjs1jzu7u7iQfIxnFZ5rv/4PCjlwAUPFMBI44oDzIjAslkJ7z//vuZrtjNZjPT2dtB6slkona7nWpj2QGJ88ZsHeaCAI2DzPABUTLKtq6vZzu9oEtdfyPvcVoof3EAz3UW987cROcG+R0DGu7A3UV5QEAeOJ3n7PEcmQ/A5+3tbe3s7KTyURpVHhwc6PDwMMOzy8vLCZRhTZIR901N9/1LE7oRne7+gHS7PNRtCs+sjXaVg0H+bD1w42A9cshBgXjeqC/zbGYo8gR60f2LaPf52na9yvjwc5ijeD1/l2aN1tGHDna6bR75Ed/CAXYCptgc6EsARGQI5VmTyUStVitlUwLSAmRfXl5qe3s7YzfBK+hVUu6Ruw78O/hDRoIHlZBfyHZsNPqrkLEg3fR+oWTPy9L9ucVt75eWllJZCz0W3EdbWVlJOzdxPM/RbbcXL17o6dOnOjo6StkArANAB5dzbst+k6gkKaXO3b9/XysrK+p2u8koo0GbI3UQDXmIkqMUfX94agpZ7G7An52daXNzMy16HH8MRgT59fV1irDRGwAhQGSZxejbH25tben4+PgWsggy5Mgezr0b1zj+jqRjCPOSZtE6UGma09BsA6XiwAhGCb+LxjwLishLFEj8j7EZUVd3ot345/osfsAId9BhCAwRzgsh6KIgd6DIhaU0v9kLkUcMawxFhIODB/7cuaYbHO4I+ThZd66koiKJ95cHPORlA7AlC+PjefJbX3sRKIngyt+CWJOufDFsPVrmgI2U3c4JMADHwLevqtVqaT173Rvrx0uCPLUMJUcDLlBbzzQBwLy6ukpbYDIOlCAZMB4BYDyODDvQ6VkdEQSDVzECer1eZk4YH/IKBdrv9zNNwVA0GPwoIK6JUcKawgFifjgH69sjq9JsRwRvaOQp1tEZ8migXwNZ3Wq1EghDAyCcNWQJoAwKGZk/nU5T4ykMcZD4k5OTJIPQCcViMaUDLi3dbGGH0RHLeqhnZAzOt6QIYnx46jZpw7VaTa1WK9VR9vt9nZycqNvtqlgsqlKp6Gc/+5mOj4/1n//5n2o2m5pMbjIeWC/sQU5No8/bPEP0m0JEylutli4uLjQcDjP9Kjqdzi3jD94fj8eq1Wrq9/sJIJGyRjjHeeM/ImFEeAkeoBuWl5f14MGDTDM8DD0annJ+jD9ALtYa90ZKKEaj6xcMQtelrD90J9tWsX6oQWZNVioV9Xq9TD8ElzPU5HLvDqJdXV2l3ZBY+4yLZ0DQAUOYPh+sf+YaHRWDDMhK5MW8IEQEsiF/pnmAeR5FXfsmx/n/buNgyxE1vH//fsrQWFtb08cff6yjoyO9fPky2WGeDeBbv/k6lJRSfxc0m3OAPl7zSiry1o3bqPztzr6v0TwnO9rc0+n0llyZF+Dhuj4OSRnb1+03rj3Pbo0+BefHFgC4A+yOv+N/nEtPu3d54zaTl3D7uNwvIbsP8Bod6PKBLVQ7nU6mESnBXWSoJJ2cnGhnZ0cbGxvq9/vq9XoZP9DBG17eYwUbCLBic3MzBRfW19dTvT4+AHOBT3VxcZH6wLn9h82J/UTWp3Sjj1kb+E+AhsViMckJMgIJYmDz4r8VCgX99re/1bNnz3R4eChJmYw3xsTzjxkBANzfFCpdX9/sD9nr9XR0dJQmh4WNceOKm0knCkIaKUrw6upmb8r33ntP+/v7GSWHkeg1tqBA/X5fKys3e+SC+qJEQXmIxrmyxwgk22A6naa03L29vUwNrDuxGPkgZs5cAA08zOgQurEDAse4GNPKys1ens7UdPHGaAD48K7ZeY62C0pPE8xDWzFUcOb5nD4OGFzel4H79EiQO+DRyXXQwh1JDEPGSRSFZ8SYAY8ajUYmfRcGh6mYi6hIXPBHwMMdb4AF6pRwyLgPIs8IYRca/M6Je0DAxVR5KIIyfOb0NgiKGGkhwubREmmWDurrgsZp1ILR4ZWo18rKSuobQmqapIzxWqlUEngQI2OFQiH1JGCNouyYc4Q7gpdoNkqDFDBJySH3Gv3z8/PUe6TVaqV+Ix5lc6CDOeL6Xr8LEApf48SgGFlT8AIKEj7E4SfC6jzkXcM9EwBjIzr0EIob5e3NCZGhRHl86zYMZrKsyLzY2NhI+/9Op1MdHR1lIrYoQsoNVldX1Ww2dXl5meoOef44cD5flUpFjx8/1t7enlZWVvQ///M/KWLhshA5V61WVavVEkKPAQKIe35+nkoAMBoKhZvSku3tbTUaDfX7/SS76DuzsbGh73//+xqNRvp//+//6enTp5msMJfR7vQ7oPptIIysZrOZHNnLy0udnp5qNBqlXguAUQBJyFqeHY4xZRXIz3a7ndY7zhhOh0e7kePIHvQ8695TZ32dDAaD1Bnbo2TwCDKEtco94sxHnkLvU+4A0IUB7AD71dWV9vf3b0UeWR+ejoozSoYNtgw2ymQyyfQloKknMgu9xjNwwD46Lw6g86xirbHbOaxl7iuCCtxbBATc6eP/+GKcMSuKsVBKFHuGMN9bW1taXl5WvV5PJT69Xk+//vWv9eTJk4yzyrjcpoM8cxNaAAFKtiIle5KSk+nOrwdK8tZPDKSwHvPKXOEhaZa27zrU7VvK3FhDMXMMfnae8CwfL+lxHwW+9vG7A841CCR4sMSBNgcM/FyMyYN5pPYDQnrjUWQMUe/Yp4xsoFarpWq1mmwxfCZK4sjOoscaOp2gDY45Y6Ffiz8bbGmeAXayZwXgyI9GowQgMefIT7bpRd6Rau/z475UvC73ja3E/JJZWKlUMkFo/I5arabt7e3ku/EsNzY2tLW1pclkohcvXujly5d6+vRpes6Q25joK2kmL6Kc+aZQiUXf6/WSggcZGo/HqcM3DxiFg1HO4ofZcWhJ0/eukF5H4g8AZRbTK1wBc12yBDx1cTAYpI6x0o3Sgjm2t7fTYsAQcQZ1gYAAIkqAkEH4eCo8hgfKE0YgkkD6HU4maa8eZfS/3eliHDAO5Aqd7z1ywTEYRz4+F1h+LheUfO713Qg2d1C4hqfdohyYGwQrdcZ+Xp4txh/j9eiEUzRo8sABz2xwZeCOVzR2SGNnzboxi3CjmyvjjNESjxJHyvvsbSVXcgBXrA+eD/+zFpjHUulmq7DDw8OkrFjbzAEGNgY+oODa2lrqS+ClSd4hNmZngGRLswaIfE60jBr809PTlPaGY0LNmYNH0YBlfZOZxL2wtlk/bE3IOgBEQaZJM6ebcfs2rfyO7Rwnk0lKYaertfOuG9xEJn09I298jTrI6fcL32xubiaUHOODaC586gh85HXmGqATI8+RcRq5dTodtdvtTHkC49na2lK9XtfKyoqePHmi58+fJ8TejQ4UPkA2+ok14YDN3t5eih6TRUB5F82Rdnd3NRgM9Mc//lFXV1d67733tLq6qpcvX+rVq1c6Pj5OTkUE/N4Fillf6FL4F32MvqtUKiki4ymUnCMP7PYdJlhT1CU7yISRjJHX7XYTL8AnrEOAISJizkPw5NbWVibixLpBN/nnHlTw6FfUWe5wEFhh7rhvrulOvJdQFQqFTD8hwCrAaW8E6HrcnXMHHyIYwMv1ooPofj/RvvBzOLkN4XI0guJ+rGeCOdjK9zj70+mswWqxWNT29rbq9Xrq+VEul9Xr9fTLX/5SBwcHGed1QV+f/Fm63exBIOk28POXHoP/nReJZ/0AGPIbwHQ/j8sdB4HyMlu9JNHXqNs1Lh/9OtPpNIFt0Z5G/0f+dMCyWCzq3r17Se54ur8DhG6T8zdZyYCc5XI5BQ6Gw6E6nY76/X7a3pWXpJSdR+a2Zya5rMaecd8nBgPb7XYq9yZzi3mVlMn4pDmhy9Td3d0k37AfuTY6HeAZm5VgDjYoIGveeqXMnTLI/f391Fek3W5nnuu3nUoYxTSsYXG50cTDYvHCIDG11Z0jIt4YBTFq6yiOpGTksZAwAECEWHgIeL73iCCEEhyPx2o0GsmIxGhhvJPJRNVqNQkLri3NDEp3bCNqzrmI7iGIYq2gp0TGqLUvWP7HufGonc8dwscRdo8+uHPCc/OUbgwNGMYRf39W7sxxDgcEonPIfEnK1GmDErpiAVhiixMXAFH4+/pyJcRc5Bkzbmwwv5ADOzRKY01Td+iNx+J5Edju/OQZRu6Iva3ka4L/STtzMMDXp4NiOASUBvEZmTzLy8uZEhvWKfxASlYslwF9xbn3yHw0Lj1VFOVEyjeZBgB/blgDSNC8hiY7yInxeJwAPBx31jf8Q4TTa3OlWSbF7u5uZs1Go73VamWcKO6bOYB/kHfcR8wW4tycH37y+YSfuX/S9lCwk8nNFjz9fj/tDoBcgxcc5JCUnDUHijmWCBLR9na7reXl5VQSBMpfr9fTVn7tdlsnJydqNBo6PT1Nz8ajD9IsUrS+vp4AEQetmStSNSeTScrSYFvFYvGmDODZs2dqt9sqFot68OCBisWiDg8P9fLlS52ens5tBIR+/DYTz8h1G+uMZ4M8kG73iQFMJT3V5YiUbRaIHiH7gKgZOhAgAJ50/cn6Zh0icwDUsDNiuRBAoTvB6Cv4Hz1PaqgHHfjOsxU5FjsoOhAcUygUkt4BxIgRN3QSMtVtI8/og0cc+HcQMwIC3LMHI1yPRUA+3oN/nvd7/43bKFEfkqnlGVZ+PIAwEdP3338/NRVlrXQ6HR0cHOj4+FivXr1KzydGoxf09cl1jduX/vzzbB3/LM8p/yrX5rcxCszahwelWaaKA98RDIBX4Fv/LS8iwtHm4FxkFnmAxK+fxw8OKtTr9TvtX+QB3fM9KIWchNC5k8kklRbQ7wb7BmDA7StJKVMPmUbGnTvT7lAjVzxzh3vnOSwvL6dteuklRRkC84EOdRvCM589Y4hsQy8f3tjYSLIauY3f6MFSAGQCLWRlEDgaDAY6OjrSwcFByoLjPt8VKrH4QF5Ip6R79eHhYYYRSOnnAYAmSTMG4cFEZePM4FF9bxxBDRtpgBzrC9wdlLOzs5QSQvqpN9NAafoCdOb3lDFPP2F8jId7Zp5An5wJMGA8XY80lnhdFz4eeXVDxY14T0N34eeCwa+Dse/PjvuFudwgcyRfykYWfN4wul2g4txzbgQOSF8EFpgrj4S48OZ6jMNBADduWFd5LyiCT37fjAMHNgJOOBA+r0TNSTH/plNU0MwTawxl604xTqH3+vCmYawPFBiGA+eEl0GgXdgDsKDkyASK9e4oznq9nv6GJ3BelpeXU9mCR6GRJ/wOXoz1gtfX17p//35GyUY55nLFeZx1BrKOwvNsmOl0mqlxphTAHXnKnTi/j69YLKbaQL8/5s3HLM0ADMoxQOMlpVQ99s0FMIjRQndAcPy4joPGELX1RJJ9zpeWlvTDH/5Q29vbWllZ0fHxsb744ou0r69vTenNWF2mAS5ISuvPs7JGo5H6/X6aX2+GNJ1O1W63dXR0pI2NDf3kJz/R0tKSPv74Y33xxRe35JGnlL4rBDhKOQBZPPCr98BArqJv4afz83MNBoO01nkGnIe1SsolaxsQh6ACWTWSMo0IAZW9WSBNqEjVRbdyXXiy0+lkmlO6Tru+vk77qGMX4FxEPeJAOvLRo4qe9hwBdwfspazjEXWsp/C6neKgDICBZ+LdpSPjdaLjNc/JywMCoqPnWY6Rd6fTaaYjvaTMM5KUAEl2s0Cenp6eqtFoaDAYpD3N+T12nzurC/p65Laj26R5wY64pvwcd4ECdxGgX3yODmz5efzYuKbzwAC3kePv0OORnD+wU+atew9Cud0Pr5L6jtxyQGA6naYtVR0o88CmZwZ7VoHbAWQSnJ+fJ78Fn2lzc1PD4VDdbjfV79NMlyANNr331cD/Ozs7SzrCd3sji8kDocwLTU/JqqQUbTQa3fLN6BlVrVYTqOHgAbtF8Zn3iJKUggyAGzQMbTQa6nQ6KWB8cHCgRqORsZXIvLyLvk3ypeRIPciRp8lJyuyzLc32cXSKiBeL2tN0oIhS41C4kVgul5MjgVPWbrdTpCd+z+KJiiyvbseVMY2iXAB45Bhj2xv4RIOX+yTiRbQIxnAD3lFwnPlIjspjKDnAwr16RAZny52hYrGYieIxBu6fuXBEMwpYj1JyDb8On7vA8D2SKd/wOn2iL9Tvcs/REPG5c+ctz+i463Ou6yUYjsZibHpkxZUFY/b06XkRQeb3m0JRMXPPNFLxPVmZCwxTFB1rE+VBkxmvawOg8mcJ6AdqS+ovDsJ0OtXh4WEGDIgGK2nkHE+PAni20WjcSv9DPgFmkrHA+vK1c3JyktBmMgnIGiD6HCP/Dpa9ePEiyQfmzPkbZ9bLTXgGHnn2XgPOnwBuDia6k08ZDLzrIOF0OtWrV68yxobfH4g5c+eOv68frokMjxlF8BYO28rKij744AO99957aXuj/f19HR8f6+LiIj1rnBrXLdGpwOnESGCuqf8rl8tpL/HvfOc7qlQqOj4+1osXL9Tr9SRJ77//vh48eKB+v6/PP/9cz58/z4AArJvI814v+G0loinVajU58ZJSJgs60VPtPSKNM0cGSKVSUa1WS0BYr9fLOLvefIn1D09gfI7H49RzhIwkl0ee+eJgJOABoD260fk+lrz5zh+uv3nunFPKOkxck7UcQQgH6jzrJYLinMsz6dwOQF9x7/yPfIOv8wB0p+jU5R0Tj/Pj/Xdv4vjBy5VKJYG/AEW+zorFm1RpthA7PT3VwcFBamhJZpXfu2duxAyHBX01cjAgZlpEJ1/Kf87x72ijve76867h9qxnKrizHc/lTrWkXJ3qx3IN9w88mOnBUI7xDL0ICCIn+R7/w/W78x52NONw53o6vSnDlWYBRcbBuseBB0zHlgJMwOaiDwnH0WBwe3s73RP2gzdpJqMbgAL5ypg7nU5qVMj16vV6mj8aC7dardQ/APk2nU5Tg2IyNACBOeb4+DiNaW9vT+vr66rVail4tbe3l+aG/kfNZlMvXrzQ8fFxKo1HfqI3OP7brt+dSjTJcWVFdJ3mWb73NVFxHq47m840TKLvj+1GsTeAQemCTHmdPQyHYYejId2k6NRqtYSWo1xwgolE4OzBRChK0kz93qXZSaCk6QAAIABJREFUguBvMhdcyWJQEDnAYXQnlp4J7sS60+pKHKcbYeXMjAABRYzz7MLDjQgXZFJ+2hxCap6QdMfJHXN3mtwBIXpGEzpP+UGoxKiskwtDhLzPW57Qjv/HdwdHmCM34Nxg4r74nNTxwWCQ0FOIFPg4/m8iRQUL33i3aaLvROngM99ODoGL4kBu+PqEt0F6/XOPHBLlievPyffv9hR+FGK3283U23o3XndgYkaKdLM2aH4HYo6sJFPIgQt4zaPngBXwOvPIGHAmmC9JGfBxPB6ncbqT4uCmRzDgQyIAtVots63OZDJJjhAgh/Mzc4mB7ooZ8ufJfLjxA9hH5gYKfH19Xe+9954ePHigWq2mlZUV/e53v1O73Vaz2dR4PE4ZJoxTmu3MgIz09eBzyd8bGxuq1+up3tij1s+ePUsAzc7OjnZ2drS8vKzj42M9efJEp6enaR65P+cRNyi/qbz+Vcib00mz7RMxJgEM0YesSXQuRiZAMRljZ2dnarfbqUszThzZfzxLghPzIt3R2EZneDNOd6JZMz5OruNgMYCG9yxwneQyUVJGFyI7HaT0MecB217e446ABwKcH11v+f1EsN/tgbz3P8dZjvYF8+D6k+N8fB5sYRcYMnfY4QM5zfM/PDxUo9HQ8fGxut1uJj0a3R6zdniWC/r6lPeMIQ8i+bF5gMCbAER3UR4g4HLfAXkPQPi1HUx2nvHfzwOe0bH+csfc5YAHTpwX8n7r5dERaIi63n0ieJy5uL6elXoj+6RZoAYZTlaryzf0q2cNIuOw1/HzsKU8ww4ZDPCKXOT8gPaME9CALHOy9zjGZTE93y4uLlIGENF6bK96va779++nnUTu3buXuW6z2dTLly91cHCgk5MTtVottVqt5OdKs8bp+KLvIohYglGIbJNGwcKJyowHj6J1A8AZj8XkTVziwnZGcueSemVPEdvc3FS1WlWr1UrgxNXVlarVaka5xO6ReQIBhVQoFDIdJzEWYDgcDM7vKKLXJrrD6ZFBT/eNKWso9clkcuv80SDwVKWIHEbnn2fBdf2eo5CJqKefl2Nx5vKcdp5vTOP2yAvHxbTG6XSaiYT4OrgLPHG6CwhwAAQBHBFkd2JIdSLV2AEfap7ZRYNr+DP9pjsGfh8gyfCR14shgFEURMx57tPpNHWj5/l6bW2MYkmzbXhcwfNstra2btXko/iurq5UqVTSOTz1jueDQ+mpxh41AID0teXjAEX3z1BkAH2sQwfWMN49dZdrwgdLS0upwZiXaOEQRWAM5e+OiBsQ0SngXOwGcHZ2lo4BDKAu0FOPXbYAgEgzXuJa19fX6na7SRY7cMl1ut2uVlZWtLe3l3YJuLy81Oeff64nT56o1+ul32xsbKhQmO2AApDsjVljBIgxMs9ra2va3NzU1taWVldXdX5+rlqtpslkosPDQ7148ULX19d6//339fjxYw0GA3366ad6+vRpKi9jfQNm+VqFohH4bSXsAJ5ToVDI6PTJZJJKplxuUzrEc5tMJur1emk9sOa8SaW/3PmP4BRjgC+lmW3hxzp4wFjhDUANtp50ueeZDQ7Ac4zrJHomuZ7hfhkL4+NzSZk59CwYN0T9etyLRw8dqIv2F/ORB1z53x7E4HO3FWLmYgQ2/Bn4OZGDXtIZ5UipVEo1zfQuYS6Qi71eTycnJzo8PNRgMMiUImGreSq2NIumRptrQV+dmGPXCS7zfL25PTYPKOI7//9113cbNYIPDjDlXcczTNwOITvHg1Sescv6j+d1AAQe9HuCYkab2/jR4eea3gCZ40ajUcpGQs85qEB2rYOggAHT6TRFvZEtAAa+kw/8RubA2tpasuHYOtnLbthBAdsAH5AsbGT4dDpNTYndbpJugjje24djKQVznc6uBO5vMIdsI8ruCaurq5ktjv/whz8k0Jlm0i7T0APSrME99K5lFpV4mGxlA1ojzaLDPCA3cmna5I0eJGUWphtSzozuMFNT7/trcv6zszPV63X1+32Nx2M1m83U4bFWq6Wt/3DiQMBIiSVLwJF1jHYYziOS/uBRwF6nyufcqzvvGNI4D67UoqBw5Gw8HqemSA4gMG/ciwMeDhhEIemGFUwc59/TjNyhAOSIxnYEUDILyAwg5h8UkeZ80syBYd74nRtLbtBxf9H4YF7mkQMCPj7Wrke4HcAhmkjX81arlZqKEN31sfO8WQOMMW8sbzPlGZEOBPr2WtJMidLTo1AoZLbTKxQKqQ601+tpPB6nWm0iXd6IJgKC/vwnk0mSOysrK6nuXFJKL0MxYfw7wISz6+uOe5SUnEdPMfb1g0xwsAOnh3UQHXMHQzHsHQBjHMiIlZWVVIaFLJxOp6nRDWn6nDNmVhExR27DT76lWq/XS7XRGBY8u0ajkXjdyzgYd+QZ7g+Zx56+ZHEQ8ccAabVaqYnQYDDQL37xCzUajczODjh3Dti5ocS683HhaI5Go0w/C/YQpknS4eFhaop4cnKi5eVlPX78WMvLy3ry5EnaQQAjx4FYz/oh8sj6iRHhbyv5lqusHxywyWSSMmekWYmJNJO71HVfXl7q5OREg8EglR2wFtlyl3VEFg/62stQfBtfADl0HqChZ4wQUGCNcB88Z/pSwK+RvzHGPfrs4L+XSXhWgUfxfU2548HxHiEbDAZJr7hOd7ARMM8jgD4G16OvW595GQkOMCIXkRf8fZfOg2+J9sNfvEqlWcPlBw8eaHt7W9vb25KkZrOpo6Mj9Xq9tGb8/qVZIIXnxnpj7h10+KaD9H9rAgxA7jrg7BQDM3/J63uWiXQ7ezRG1D2I5DzmQSFelNJERzzeF/a0rz1ptltBzIJBBrktHUEAjkcekD3FOOA/SmcAEJeWllKNPsFQB8gcsATQ9u0JfecfbDS+x4bHb3BQD1mGvOZ7bBR2nnM/qt/vq1KppB4uzKWn+5OB6veBnGbbZ+r+49bH1Wo16ajhcKjj42MdHx+nHgDIEYJHbo8BznqWEUADeuZ19G3S/yXSUJkUR7M2NzfTw/MtnpzhPFrK9zSgWF5eTlsMxhR8HE9HzFGGHmE4OzvTwcFBinLxfavVSk4HzY1wZGCIq6urTJTeowow987OTtrmyqMNjkjGmkQME1LYYHpXkDA4jQ1B3tyg5DgYLA/5ZK5dAPlxHilwg4P75ByRATg/e43yirs/RMHrTpvPkzRzVhxwoXwDo5/ngAO0urqaBBTz4VEJd+6cHKAgU4TxI1R4no5AesbI0tKSKpWKqtWqHj58mLZxefHiRepOHI1+Fx4+l37MN4mcl6WZ0nRAz4Eo+JZ1X6vVMt2bC4VCQqPhPxxz/y3Hs07gXQxh/50020LLU8ep82bnAMA47gPFhJL1zBWUg6ee+zpzOecGAvPg5RK+qwRr1tP/XEFLM/nBtX0vdeYFmezpvhi6buw6MOC/x2HodruZZ+ugHGOBuH/nb5Q0gAzPgHXBbgelUkn1el27u7sqFAo6OjpSs9lUtVrV2dmZXrx4oeFwmPQB4AFGlDsKLoP8nqQskAP/Aors7e1pb29P0+lUL1++TFsHdrvdBAzdv39f0+lUT58+1f7+fm7vD+dj5/tvIn//uURGzf379/XRRx+pWCyq1+slEKBYLOr+/fvJ6aM0DB6jhE9SAvQwAgFemVucemmm+ygdocTAI0vdbjfpF0/LRZZcXV2lrQMdZAKAI/qMAYiDjpxC9jAWGuNyHM5m7NlBo06uS1dvB7S8majztpQt53MecCNful2mFqO2DlRLt4Fyzun6PdoH0kxGYLhja3FfvhuJZ0pRxlkul5OMrlar+v73v68HDx6oUCjowYMH6nQ6afeOo6OjxK/xfnxM8T7ccHdHa0F/HuGAoqs9S8sDNjGo4Lazr+cIKOUFU/wc/HYe+BozjznGgWsPdhGwQBZFfeeBCL+/aPc6YBx/58fk6ZdIbo/mZSbwmdsNfA4Y4GWQ3hOALYo3NzczWdM8x263m6L7XgqLrxJ3Q4nBRjJ7KOVmq/hGo6F2u516F9F41vU8WYm+4xNBqK2trSQ73G7CZgLQIIjdaDR0cnKiZrOZmiDja0TK86egeZmA7wKVqIlGWXpkF4ZyJ5JjcRA8JdSNVgwAmN2jazjlkpIScZTbqdVqZQwyj9QhaHAsYR4M/6WlpdTNWso2pZNuGHl/fz/dj6eMePTO0XZQLUAQtgNzxeUpy4xbmqWkuKMVjWF3VguFQsaAiA46zwjyZ+X3EVOkPPKOMMVJiMCCR+kgBL90g/zNAwNwPhibP0PmBMcxHifNhDjXd2Ebx0EfC4Q+xPMiQn3v3r3UB+D8/Fybm5va29vTw4cPdXFxoS+//FKffPKJOp1OBiH+NpM/X+YXXnKlSOovn7vhHhUx/IMR7Ndy5J7z8jlrFx6hQY7LGk+ZReGx1lB0jIH1GwE7ni0glBvZvq5IA2bsTm6goHzj9neMNQ9oKBRuItk4UV7Xz3F5Bomfj14mGF4xPRb55MCE8xB8l3f/Pm8+dx7tILWwVCqp0+mo2Wxmyg263W5mXWGwMF88I8buKcSO0CMr424fGDv0n9jf31e321W329VoNNJoNFKlUtHOzo5KpZK63a5OTk50fHy8SCN+A8IJJmsC4EuayWfA3NFopOFwmECA8/PzjMENKEyWEAAaz971D2uO7DHPviEjh0yBmLHG+pGyjS8dzI9OK5F5wAcaHVYqlVuGI7qtUCgkEJLPkV2U+QCKUvrju+iw3p3vomyMzlPUz2/y/KDodMXv+T86Y55Z5Y0OS6VSaiLJfHKvfHdwcKAf/OAH+vu//3s9fPgwlXUBKP3iF7/QaDRSu91Wq9VKWaDzxregvw19XWAlPr955/HPfd07kJBHLsPzwAhPKXf96eA8Oi6e1/0SDwi6PnT9ngcWvC66HMfrtjv85LIFe34eWMCLz2u1WpJn9GvZ2NhQpVJJmXzFYjHpUMB8zont5vZhzD6Qsn19rq5umkj3+3212+2M78K5kJ9bW1sZW82zzFZXV9XpdFKpLjoF/+vs7CyB0r7LituRC3pzKkmzfgFs6YSBzIJwBcBkY9ShWKXZgvFUVvYijilenJsGhUTqHOWXZv0DpFmtGQwOEg/IICnVBGPsYzy6sewGCNtZEMmDsXHcHRljAfu5vLYXcnTdGdwjrHE+pVkdvv/ehUwEBPge8lQk5jhem2sg4DwSAoP7mD0iFg0TSZmaJReSPmfRkXHiWHc83fEAmIpGDS9PIydtk7UwmdzsQkEn7PPzc718+VJra2t6//339f3vf1/vvfeeOp2OPv/8c7169UqvXr1Su92W9G7sMYqBLSnDF8ypd7p3J5x59q39eI6OyrOucObgbVfAjoR7yrsbmb6OHLwDOfb0N49+exaHGwt5YBqfu0KPhro7K4zXHQ8iitH5zzuHOyI4CzHt2A3jN3EE3KHw+4yAD8+MZ+G/8bmKkRJ4neeFg0Nkgpc7X+7MI//cIPP14/fogJOvEZ4/xg6ATbfbVaPRSH0MlpZuOtiTgdBsNnV4eJh2EVg4Gq8nAKrBYKCDgwOdn59neJVSvdgI05tK4fizBsjmaLVakmZrFL3u68BL0EhzdcAQ2YUN4+sFkIrvKNnjOqz3arWqe/fupWv7jjjIIsA6GhHCM0S8kG0eNMGeYS27jmWMnmbMvUQdmEcx0PC645jnCAg4GOF872AoawDZjYxfW1vTYDBIAMrW1pbG47F6vV7KJvnnf/5nbW1tpf3UDw8P9dlnn+mLL75Qs9lMmUJ5abkL/ny76U2eTwwkSfP7V+Tpy9c5dK6zYlTd+Sov4AGhq9zGRmeRdccxXhbN+L4qQPfXIO4XBx1ZCN+Wy+VUakeGI+XWvDwbi0wCD3q4XQYxL8hPwMLoX/Cc+IxANE4+IEyz2UwNBsmu9v4x87b3fpuexTeFStIs9dknWrpRFOwo4NE7ZzCccUftPeojZRt9OOrFtWE6Ur0xQkGfo5BAaVxfX9+KdsO0OOwwa3ToYQIWM+P1tNyrq6tUx+upwr6YSTX0OfF7BCzBmPFzwVRu/Pp9AEr4/bvRwPw5RWMaowfHylFO5i8vRdqBBb+WgwlRWLshF3+TF/WIgAVjc4OJ82KAcDxEzTi/dTBjaWkpU1NUKpW0s7Oj999/Xz/96U/13e9+V19++aWePXum3/zmN6lnBvtns46+zeTP3J8PYIDXgPEc/Lk5Qhyd/Ol0mtnazp0DlyXSbJ14Ci6RSM6L8QyPotzgLwcDWLtclzUWnydN6xiv8yD84wYGY2XOcDpxAmItb56x4+84Fg6ioXw9s8aJuSsUCrcyG6Ixn+csOA87uWPAdw5WOkjB3BPlJ9qwvLysy8tLdbvdxE+MB573SK07kJwL5+/6+qb2ulKppAgzDh9b2xUKhdTckxRDykImk5uawl6vp9PT05S1IM1KNeYZEwua0Xg8VqfTSb0eiCp5ViAZhfAwzaB8PRKVkpRxqPPActYLoIKvS+fv+/fvp+sPBoMEqAEuU95ItgLn9nIy0mjJMPLj2eqKGlcMVddRHrVDJiAHPDXX+Rz+AdxgHtypyNM9X1cf5QGbzOe887o8gqcKhUIqaYTHXB5sb2/rxz/+sT788EN98MEH2tzc1KtXr/TJJ5/o2bNn+uKLL7S/v5+2GI2ZSswnc/kmadYL+r+jPKcqz8GfRxGM8vcIzMfrxmvk/c868Yi5O/+u59B7MbKPPeyBC3ic3+VF/d9kft5knvLsAsgzE/NAhxhoiMeh3/LsAPwZ99m8Pwv/46d4CULMGvcxRiAGf8afBc9oOBxmwFNKj8hAw7aL/Xsgzzzz9zi3C3o9laKB5438HLmh8yQLiAe0traWQf1RdDi9HuHBeMTIJYUb45lF5A6rGwnu8DHes7OzFMVnwQ0Gg0xaEAtYmjXfYGFjSHh6iaRbDYB8fNJskTlAMI8x3PmJx9Igg7nDAHajJi72SHmopI/D5y3WNbmAY4weWXVB6kLRnbd4X368O3wuGGJ00tOefK58fjyC7eP36IpHpblmp9NRoVDQ9773Pf3jP/6jPvroI/X7fT158kQ///nPUx8K30nAI7LvCrkQRymMRqPMVoJujK+urqZyGQcTHHzid/Avz43z85k3/gKA4DgpG3X3LACyikgRc8DB110EIeJLmjkavkbpkBuBMj47OztLypHvWYOUKUUe83WOso/8haEyb7yMJ67TKIfyDIwob+Jv3FgCkAUYYps4nPbV1dXUCXw4HKauvfQFoFu7A8PIUvQDxgbX8PvwPiA+buQO+43jVLElGTL0yy+/1GAwSFuYERVGZ33bwb4/l2JnZyJGOMxsIzoej1OaPcakNOMpthksFAppazii7qyJWD8Pf7EGkCPSzBFw0MgddF/P8D62Bz0IHNB8+fJlKu/zbADKHSEHPn0NQxHQc772SCP3EkvzIqDnAJ1fA3pd5HSeMexyxR2XKAuurq4yWaAAHVx7eXlZ3/3ud/X48ePUgBcAfjAY6N///d+1v7+v/f199Xq9lEEizbIOfDzMMTJiQX9bygOQoDd5Pq4r/Xx55/fPfD34teL6xGZzG9LPF2VKTPfHzo7BMvSq25w+Fl55dqLbCq/L3HmdsxrPH4/38c3T9S5HHIBFjk2ns52g3Nfx7CkHWPy546N4IJDfemZj9At8XhwM5Dz+WZR3fq68zOE3mdcF3aaSpFuIjUe2SQP0h4yhmsc8KHkeOCmjLDAX+DCmL74IBhQKhUxWQnyB9nsnbHdAWSSck7EzTlfQnokwL/KNsRCN03nIIYYzylTKMm6MKjA+BBbKE2HGvfD72AE8Ogs837w6H87lf3vULtZjOXENF1YukN3o5/dRmPi7N/xzAecN3jzzg3vxBjeSMimHxeJNjfFHH32k733ve3r06JE2Njb06aef6ve//73+8Ic/qNvtZpxFRyFxYL/N5HPtzwFwD8MWxeBbRmJgS7rFv7wGg0GmNAB+5zq+/SSf+44BAAbOJ54N5NEAnPDYTMzXYvzM0X8+88wX5EtUQtGQ9kiDy7M8Y8qzYeI44TtvtBiv6S+XT3mK1rM0fJ5jNM7P4YYAwCllOKQTIssmk4larVaq1e/1epnGrX7fboB4xgUUSyR4pjj2nrZ4fn6enAvSHguFQqovJKLbbDYzc851FsbCmxFp8YA+klJEGCOyUCgkYAB+8fIbHEqaDJIavr6+no6XZuUksezQdZ2kTMPMfr+fjlldXU3b07GGKBtkrA4AIY8uLi5S12l2HsAuIJsvAmyua/PK46QZ+O1ywmVToTDbecVljsuGuwArP+88mudQxXO4THLykorz83Otrq7qgw8+0N7enmq1mpaWlvTBBx/o3r17Go1GajQaevLkiT7//HN9/vnnCfxhq1oABX92d419AQi8nRSdwruOg6LtOQ+wdqfSecp1PesVMN152vnJI84E/cjShcddD951T3njvIvyAJQ3Jb+fu+h1paxuI+VlayNf4vXm2RdxPMx3Hijh+t4zvtz+QLa4X+iyKPoP0deJ88UY8j5f0N1UynOyQNul27Wa/iAxAiCQMkf7XRni3BYK2VpUlIRHqxzhx2gnggS5sxjrUbgGxiyLgvQ/HL64FYanr+IMRmXpKUnuVLizzeL1aKUzHMeAjPs9OUOR5hgNBr73BoN5YEDec4tIHGPiGg70REOIMfLOXDHvbjxEAMjH5WUS/A9owloh2uQGl0csGTdZIjyHQqGg7e1t1et1/ehHP9IPfvAD7ezsaH9/X//1X/+lP/3pT2q1Wrq8vNTm5maqB2U+5gEg30aK90iEllKh+/fvp2dI5Aye45lHh9sVABk2UjYNn8gbpSrwuaele606wAPrK5YKra+v36ojQwb4vUZAKg999nkZDAYZQCQi7O4UO49yDpSvn9fH5M1UfY7uctbvoggI5IGoUnYvcP/OnfBisahyuZx4C6ec5zse32wx2W63U/ZNrVZTvV5Pzle1Ws3IO0ACxhojvTF7g7lysM9L2nzLotFopE6nk7oJu/xyWSXNmqEtygTuJrJuPPPv+vo67RhEqvfZ2VlqVukNNCPwdn19rY2NjQzY6M6zg+0O0PI9xDnpbM/zpEbWdYHrI4BiDzhMpzc9kNiui/IR1zHz9GdeDbHflwOCjNHXdwQnnUejMZ5Hr3MGouMS5Z+POYKTkjI7BUynU+3u7urHP/6xHj16pKWlpZQR9Nvf/lZ//OMf9fz5c/V6vdRLII4FB87XxDx6F/Tv2055evGrPJfo8L/JdRwEchDAZYLrYmnGozj48KWnngMAuO+RN47XRdvzxhkdUF6v489IPrfOh35eP+6u87vt77o03kucb/dz6JnGd9FRj3YF5M461/a5crnkWaP89q658Wt5mXUeWLGgN6eSR2Gi04+SJzIkKTETzhv78LqRzqtYLKY0P2/u5oowz9F0R9WBA+r8MUQvLy+TMeL7D+Pg+/Y0LJp4LW9o6JGCYrGYKS+QZntru9HvJQ8xg6JYLKYGhdFBZs7cCcrL0GC+GG9kWgde8pjBnVtpFv1nTtn6w8/B+NzZiQZLBB6iEOGaACQuHGJ2BWMhZYt1Rwq23wvPF2eFkhCuvby8rHq9rh//+Mf64Q9/qL/7u7/Tixcv9G//9m/61a9+pePj4wxC2u12k5NCJ1QMlHcpjdifjTfwHA6HmUwVKZs9hEOflz00nU5TlA154I4l/EvUOS/7ha0npawCpHa80+mk1GXWDcd7KUIEC3kBAvnYY2Saz31eWNO9Xi/DA35u+DfKVjdG8tKEIa7L385jfBa7/UI8A5wl5z8fD/Pp5VdER0ntxtEejUYpbRqZhfy/f/9+plErBhk9BMbjceotgCxmPZENgiPH88Xhp6v79fV1ygYolUra2trS5uamOp2Ojo+P1W6307rwlHEnfwYA0wuaT9VqNWVndDqdFNWvVqva29tLzQLp1cFuAdIsRZfdWzqdjorFou7du6dCoZD6gbA+AXlct7DGyS5AbiOn2BpLUrIPJpNJyg6RZrv4eJ8c5yFplj3HeiZw4XrbnVlkgdsDDhq6HeW2AWvPgYhok8QypXkUnYU8mmfo+zVjgMMJ3r53757K5bIePnyoBw8eaDAY6Msvv9THH3+sTqejVquVGg0i68n84JkhF96EGOvr7m9Bfxv6unIzglOvoxiEi4AA4LQDAWQBuB4B0IzXhr/jfd0FAnCcO8N59/h1KIIi8buvcm78mhgEcLADm8jP7/OZV+rk9Doe9SyyOM/YCv6/rw8P+uTNR6FQeGN5sqDXU0maRd+9CZA0M3iJpLuigOmoCYZpYVSUH0ZcnsPghq1voYHSx5nmt0SF3KCOoIKnj1cqFV1cXKjT6WSYwdMI8xA2gA+MA9LXMVjcsfHz5gm46XSatsXAufZo4nQ6zRgnGBYQxsC8tJh5zJB3XxGNI6IWfwNTMp93OSvuLPkceATZo6N+HtZULGNgPgEqHGxiflgH9Xo9OSqbm5v63ve+px//+Mf64IMPtLW1pX/913/VkydP9OzZs7QNFdfD8ZBmGSE+D+8KudMOgCcpNdCMIE9eNI/zoIAAV9rtdiZzA96h2Ry8OZ1OU9QMpYNRjkJDFnjUu1CYdbRH4fh685oyd+ZxYDh3jJZxHVdSAB+SUn173KvYs2sgzxiKCo2eBGyNUygUUqozc+Vz7mPjnMhOIps42sgbd0xiBhHZHsw9zg4dhU9OTjI9GVw3uKMR67WJtMLfrBMcu42NDdXr9cx2oBcXF8m5I/KMMQIIQJ+anZ0dbW1t6ZNPPlG73Vaz2Uzz53I9j5ffNf7+c+jy8lLD4TABOzyTtbW1xFudTkeDwUDr6+uplODg4EBffvmlarVaWhvIBZfjDh4BGrmN4Lzj4I3zGcd4TyJsAI8c0fvAddDy8nLGPvGMn62trUy0ynmIv5kDzufBDkkZ/ZnHf54Z43zKZy6D4rpFbsBvvv878+2NmQHKX9EJAAAgAElEQVTivBTDezGgw8nQW11d1fb2tt577z3t7u7q6upKBwcH+tWvfqWDgwM1m81bO0Lw7mBbLPt4U1oAAX97Yn16lpWvFXgtZsZIMz0KxWgy5+Rzjw57UMIb2jlwCB/Rx4IMT3bmiXo4rj+3c53yPsuj1wEbb3qe/0uKY8yz4fOOg/Kc/0h33eO8BqAO9s47lwMV8+hvPb/fJio5ogaK5kzGA4mGsaRkpMGw3nEfgmnznFkEiytKnH6+d2czGuyTyUSdTidd2ztheq2+K1gXYhF54rxObrCA5rvC7Pf7ybH2rZHiORGMbtCjpCMaeJdwckEq6dZ8x/uIjvw8x37e/XOdyLz+/PjeARp3GqIxE50RP7crGo/euGCnFpS1QTbAT37yE/30pz9VoVDQf/zHf6QdAtrtdioz8TTl1dXVW2Ua7xrB50S5Li8vU3TdFbVHvB0UoOeCr2uya/jM03U904QMHM+4cSoUCqnJp5euxKyUGJmTsuU+fu3YBdcjb/459xS7/btBz5Z60cj330dDOPIXkchS6WZfbhxzrpXHp84v5XI5OSAY9j5PZC742Dy6srOzkwHjxuOxhsOher1ecuJ5nrG+EGcqz5Hx7ClJGXBAUiabA7DZMwWkWQo2pVLb29u6f/++xuOxvvzyS/3yl79M2R3e6G3hRPzlCAf/8vJS7733XrIP4Nl2u621tTXt7u4mgAbHnqyiCABLsy1H6UewsbGhe/fu3dril3N4g8DIb6wzwAB4EsA38q3/lvuBZxkjNghlai5ron6T8vWspIy8g6IOdZ5y3Z+3jv17+B/Z5IEB5PT29nYCz+Fv168XFxdJJrJDx+bmpur1uiqVira3t3VxcaE//vGPevr0qV6+fJnKcKTXNzBc0Leb8tZuBIb8O8hBI0AxDyqhE73BbsyClW6AyPF4nGkm7DuVLGhBC3ozSlsLopg9LR1jMM95hLmJrjkY4A5xVJ55KaoROXfyyF1M1cUQ8LRcCMMBYcJ5+J1fLzoADjysr6+ncRK9wzjxlGaMj+gwce28cSPgPALoQgxlPS9qOZ1OM85M3nOK8xsNmjz0LaJz8Tuf52goRWPLn3lMTyKKy+cxCopRGEsKPB2sULjZJeD73/++VldX9Zvf/EZPnjzR0dFR2qKEc1P76Abcu04OwLgjTcRYytb6+zsOqD/D2DsDwxzQBn7EYXBjPTr7kDv2XAcHlkwPIoEO9ni0Osou51m+d35l/VE7zHHwMsd6RgLXcBkS11jkNSLj0gw4c3AW+ePndRnKPHI/7mRNJhPdv38/k3UDkEmqM+ndMYMI44rIaQRWuH5s+BlBV5yMjY2NJKtcTuLEDAYDTafT1L0eXr+6utJ3vvMd1et1DQYDffbZZ3r58mUaGw0CfexRZi3o65ODRF4u5JmBlKKcnp7q+Pg4AUrLy8tpa1HkOOuO9Toej7W6upq2KyQTxBvo+nZT3gl8MpmkHQxY366jvSzR+d1ljAcbpCyo7QB0dHB4j1lR8W9fixFMl2bOtMuF1znYrh8BQf0715fdbjftngDAQVNFdvzY3NzUzs6O6vV6AuguLy91cnKiX//61xoOh2o0Gup2u+meHaRd0LtL2NXz7Gu341wfevCA83ggyH0JP2/MImq1WikzwH0XrrGgBS3ozajk6b+uxNzoc6b17z1yHx3ZvHd3uvMi6HkoOen1/A4HknP6PuEOamAwYKjEe+MFUu71SDjuxWIx1UwWi8XUO2E0GiXhU6lUUsoxyKUbPX5tzunz5A0YuQeO9b/z5oz7zYtK5M1/3suNFZ97/8zPE//25nD+G89YcDDElQDOYoyGuPEWM0LiuT/44AMVCgX96U9/UrPZ1PHxcdruCiPTQRvvHhuzQt5VioYphjDp/B7tj/xFTaj/1qPQlB0hK5A13kfAI9UYuB6J9i7ggA+skdjHwO8FR9XXpgNiHrl28jXn9b7F4qyEiXN5VNFlqIMhDmK4DPRzMKfOr/CNOygenS8UCimFW1Iam98XmQIRrCPDqdPppOO8hImdAyJgF8HSKJs884BnyjuOv5cHsWa4frlc1vr6epr7er2ui4sLPXv2TEdHRzo6OtJgMEhjjGt4AQb8ZWkyudkR5OjoKDXfRVdOJhM9fPhQFxcXOj4+1snJifr9vpaXl1WtVlPJiqSUSVepVLSxsZF6wbCmz8/PdXp6mqJ7DuQBjLF2cPRZ1/F/BzBizavzP+SOiJQFq/Mi9nlRTnd08kABpzwnJerXu2wj5zUi+8g6eA0ed5mJrQM4cHFxoY8++kjlclnValVLS0vq9/s6Pj7Wixcv1Gw2Mx3/ORdBirxAwoLeLYo2u6Rb9lveeo6/zdMbhcKsAbc061ND5hplY565F8+9CPgsaEFvRqlngJQ1pGCkvGgyFBH1PGcUymNUSRljOs/pdSYnZTWi+DGS7MYBqXPzFDNbI3FdzzIoFArq9Xppn13fW5uIp4+lWCwmg96NewRdREb53B2JaGRz3970DsBhOp2m9NjohETDxMnnP0YrovHjzykaOVHY5ikGjzr7fealcc1DlnFAOd/a2poqlYrW1tY0HA4TCECWCtFM+j3k1S3hdC4ou4UfKDtZF0RsXbnTy0GSer1eUsYOBLB+MUBR7MgX1jPOhWfOeOQvD6Dy9XF+fp5pQBi35OO+5vFDBDml7DqGzxiPb0s0Ho9VLpcz6xveZxyxLCFmDrVarUzk1PmEte8gJ5lEzEGlUkljpq7S5YY31PN79WeGXMHpigAk58+bnzx9QHqnO2JEeJHfPJdC4SZSubW1lZwU6o3H47GeP3+eQAD6BVQqlZQ+7iUreQbhgv48Alzq9/uaTqdpezlKPg4PD5OjubS0lKL73lAYnQyve8bh5eWlRqOR2u222u22+v1+ivB5AMD1mqe9e+ZPjC7GEpa8iLuvGXdukUlxt4mow2PmAOQ2i//W37lmpKg/OV/Uz9yj797ANZFVbGmM3K7Vanr8+LF2dnbS2M7OzvTq1Ss1Gg01Gg21Wi31+31dX892fvBShHmBgTj2Bb07FINGbr/lAWm8O2DsjaE5B2uOTKTz83ONRiMNh8NUZsj5YibjPBBiQQta0G0qSbNonqfDSrdT3GKEzR2qu5xIP0feufKcSI7zBkBcD0MiL6pdKNzex9KP8XFIs72LuYY7ntIs8o2hQfdzGhWdnZ0lB3VjYyMpYQxfF0juVHh9PXPpCKeDIih3ooJ5c8j9xbSqvOcTwYB4jvi/O/7REPDoXJ7D5d3OI3rMe97Y3Jn0LaOkm/U6GAzU7/f1xRdfpMZppVJJg8EgAUC+RR6Ec4aDtFAWWWAKHmMdtlqtzHOPwB2ZN559Ec/NOvbzSrOttjxjo1C4ySBYX19PRgLncWeA8zhQR0aB7ybgTkQEpZaWljINwPLmxNdPHANghDvxETBwsNKzj+I4iMSTvst8UC8PkeLPusVYB0zgXrhfl4VRPsRn5WnROHOUi7hT5eNxsINz8nz8M+bDSwZ41sjOYvFmdxDSzbvdrk5PT9NYAI+g1dXVTM+RvGeYB4Yu6M2J9HwHwKRsrS/9HyqVSgLHmHt2A6EXSbvd1mQyydT2kvrrQB5rhwZ5nl0m3azP8XicItcx64zfx62xeHdnxMsC3IGBf6C89ZS3vl4HSL3uN9wP48uzdSB6ItE8bXl5WbVaLcmJDz/8MPHb0tLNVoCVSiUBhZ988ol6vZ6azWaqv+b67BaVRzSR9MyBBb179KYy13nKCf0RM0cdgBoOh+p0OikLzh1959c8/bSgBS3ozaiUxzwwmyvVuyJ0/D0PEIDcseQ3/tuIKuJsOvP7d5PJJDngjsS7UMgbk99vRCHjuIhuYJz7VokY3x4Jk26nSkfn28eb50xH8shI3vjygBX/P9JdDnB0EDzykmfkzAN7II9i5o0zpvp65BSDBIevUCjo7OxMvV5PvV4v1Q17J3Z39sn6yAMiFgpjRrE2D0Ds+vo6Oeux1hYl7I1/PH0f8ufL8+QcFxcXqRu/8yvHLS8vazgc3lr/UKEwq1l3hxe+ZB04L/q9IuPmOZLSDPDyVHd3vEej0S3+9rly5wYgkygqZQc4tDhbpEozZz6/MXPKy4RwaDyLBtlFRM9BC7I2kCOFwiylmPslTRNjzYEGUo65b5fBRHn8ua6vr6tSqahWq6VUY+aFlORWq6VGo6F2u50yAXAUfb2yfvLIZdMC7PvzyJ12B9tZU7VaLTn3lMq5XPCInvezYI0TvY8ZMawbB+M9csha8zJAwCznac9ikm7rPm+ICM9yPSm/QW+e/ZB37rzj4+dRf3NOBwpdrzo/wc+FQiE5+7VaTY8ePVKtVtN0OtUPfvCDNN/n5+dpS8DDw0M1Go3UM8TJy6AcECHTx7OU5tG8YMOCvl0UM1Hd3sqz/+Pn2MwRTAbUv7i40HA4VLfbzewMFOVEnh26oAUt6M2pFCN9KLdYU+cKKiolaX4ZgDvEfOfHe/O8vPPH1GPOwfdnZ2dprL4FCZEEnMQ84STplsMYXx6thDBEqaf1+/FyA94jAOFzjjGNEPRGX7w8ayM6RZ4SnXd/sZtxdHzi33mAg1N8lsxf3nfSjbHm2RDu8PGMoiPoZRG1Wk0XFxfq9XrqdrsaDodpzdDECKcHQwVi7niO0Yjj83edmDOM/LOzs7THtj87d6rdIfUIvoNrzkP8D7hHKQLHSsocjxPC3uR+PV8fcSsvjz7483aAk+8mk9k+3vPArnK5nMCA6XSWsugyJwJ8rGucaz+nr/FCoZDZtg9Hh/W9srKiWq2Wxo98YG6ur6+1urqaaa7o2V3FYjFF3D2zyJ0ueIfjcSrgpaWlpQTIxT4gnB/i/sn48Mgic1itVtMOCFdXVxqNRup0Ojo+Pk7bA3L86upqygRAngJ4zCPGuCgB+svQxsaG1tfXtba2lngFB5bMONYehjsyuVgs3soo8B1/KCmQsnXG3hDQAwB+DtYu6yOP/6UZWAbN03fcl/OGdLs8Lp7DeWKerswLfsRj8nQgf7stFAkbgjKbR48e6Xvf+562t7c1mUz0hz/8QUdHR3r16pUGg0FKsx6NRppMJmn+3ebwefPsOi/LcXmzoHeXou6Fok2Y95JuN/b2zNrz83O1Wq2kcx1kdJ03L7izAIIXtKA3p1Qm4OmsKEAX/G6EucOGMpiH0s1DiPkctDlG0TxNPCKBHBOdOW+cxfnznGF/zxufgxx3Kbs8Z5IxuOHi541/56GdKFmPjLjD4a94/TjPd0XmpRky69fwKEmMfPgYC4VCpi5YygJHpCI6OOJGD84QDgcNGt3oPzw81Pn5uYbDYTJKWAdxO7oo/D2CEr+fp0DeRcKh9Gj3ZDJJ24ZKWZ6kcSB7jztQ4M/SnVvvn+GGrdf9enYN6cmASQ4k+Tp14z0a8pIyuxlwHc88oQaazBNPVV5aWkqRf+bAgTmMZZcXAAGeORTT9AE7xuOxNjY2VK1WM/LMU5a9V0FslCbd9GwAZMnjZWqwr6+vM42ZeNHN3fur0DSV5o++LSDjIVI7nd40caXZ4NnZWdIlOHyUAjBXzWZTR0dHarVaevr0aWbMzGMs4/Go7V1G3pscs6A3J7JzyDjB+R4Oh1pbW1O5XM6k+Uu6xZOuy+FZACPkOACb6wrnM2SGZ8LkEQ4DFBvszjs2AuH+ypMtfOfZUK7X/Fi2DKXOmWwIxuZZNMhFADjmxjN01tbWtLm5qVqtpocPH6YSDYC/TqejTz/9VK1WSx9//HGSJy5ruScHz53HOMYbuEkzkA05PI/PFrr120Gu/+Pah1/hXUA61sXKykqmZ5A0A3lZ//Qbcd1GDxG2t3Xy/+fZdgta0IK+OiVPNc/JdGAgKsdodPt5nF6nLDxS54yd55xH587PEz+P39+F7t/1+9dR3u/8/9d1+3cHN6KpUjbSyrv/fp4zPA/MiI7TYDC45cDjLLlxEufNUwdjJAXnZTKZpH2QiWRi0OCYxO8Hg0GmY707QcxHzMZY0NcnN+h4jsxvsVjMpII6IOcNpZx49v6sPc3f5YtH6yPgSGQgZsM4P3hki2vngQERePBafhyOmKrPdzEVNvLw5eVlBgBgfrz3iIMBft68SL3PDc6881wE6yqVSqaJGd+RrYGzjuHv/QWI5i4vL6c6Ygd5l5eXdf/+fUnKzNHq6qpqtVqqD6fO//LyUqurq9rc3FS1Wk1/DwYDtdttHR8fq9PpqNVqpbKABS+/3USzruFwmMAzMnJKpZI6nU4mPd/T7H09ewNLzwBwkMD5hOOcL/L05+si0zHzAJoXBIjvLq/y7B8Huz0rxfnw4uIiZVfAW9PpTfkRstIjotfX15k+IqVSSdvb22n7P7ZzpHHqaDRKPTbgr0ajodFolEA6fzbxvhe0oHmEwx919l02bQTR8jJu3MfgeLLkAM0WtKAF/fWo5P/kMXxEAyPC7ij8PICA3+eRK/y8yG1MO553nrsc8nl/M+a7fv86pRkj//F3Lux8bt8kgoUwvYvieSKoEO/BjavoiMSxFAqzfYzzoq+FQiEZiThEHhkuFAopKolzgSFDhJKOzaQMUyuWV4/oQECMYizo61GM7sTn7Jk7vh49cudK39e5N+TiWm7wR9DJv2NcnlGSdx3S8OP65/+80hrnPxx4d1DcAIqRw8hbHqlwANVfkf9ixD+O2Z0Puu/HaCtj8YwJb1BIBKZYnG2PSq8N5GqhUFC9Xk/PE8cMR4+METr4+44TABXdblcrKyva3NxUvV5XtVpVsVhMpSafffZZagTYarVSg0/m/y7ZvKC/PcGbvp2oG/i+20h0niXd+pxn7P2IIpDgOjOCRV8HDIhAIuT2RLR1IF/zkde8VM2zK9GBgKl8D3/yt/c7IkpaLpdVqVS0vb2tarWawPa1tbX0P+UYvV5Pn3/+efp7NBplsob8+nm8FWX/ghYUKfLdvL+j7o6AAPYe726/Ufo2GAzSloGLMq8FLeivS5nMgDxH1Y3/1ymUPIfU08o43inWx0m6NY68a+U5628S3Y/K76v+ft45o1HLK6ZOxRonN1Dyrh3n7665ziMvk4j3KmUj+/E5FArZmmcfI+djH3qcCO7JU5IxjhwIoDnMaDTK7CM9z3CJmQcOtizo61ME4KJhS5o93+NIeiTM107e+TnWnWA+IxWWKCHrkWsQ2YpggH/G2PIAAfakzwM8pNuRwzywMO8zd4gmk0nGwY2pzpGvcHJczsbnAMWtCf38kjLpw/Cq94DY2NjQxsZGJkLJPDM2+hVUKpX0+erqqqrVasomIGpDOiiRyWq1qu3tbd27d0+FQkEnJyd6+vSp9vf31el01O/3bzUbQx4UCoU7m5At6G9PrFmP/rN24WcnZIQ7pVAEu6RZtk4ecMb3/Cbv/U0oL4jBeF6nP+CHyK8OnsFPfo/Q+vr6rfJKMnF2dnYyADo7bWxubmpra0vlclndbjdF/I+PjzUYDNRsNtVut1P5HNkFkDd19TKABS3o65LrINf3EQDE0ZeyfYPcZohlsBcXF+r3++r3+xqNRpks0AUtaEF/HSpJt5G+PEdznrEfjbl4TExzh9wZjs6EG9Ff1bmP18rrBuyUF1nIc5rvohj5mGd45Am3u0CW+Ht/HvE9D7Wd93ufb8/M8DRhvvf5c0cR44PGLsvLy9rY2Ehd4KkX93qwyWSSnP/BYJAE/10OWLz+IhvgL0vRQPfSjEKhkByAvDINfjfP6I9rbh4gNW9MUtZZ8HPlpSz671m/sQwnvkh997Xt98n6dEfFAcwYLedaLr/8eB+LOxjz5hJnxB0v51HOwTV5Vi4rzs/PNZlMUn+O9fX1tEsE41xZWUlp/56qyThJ+S+Xyyl1mWucn5/ryZMn2t/f1/Pnz1PJgDRrsOj3TiT0Ltm+APneDvJeAYC44/E4Re+8pw0ggKfJkyEGxUii2w95GYl5GSR5/99FXwUMiP+ztaHLFJeZ7HRTLpfTNn846XTvl5S2P8UhKpfLqlarevjwodbW1lIzRWqmj46OdHl5mRprNhqNxJP0G+G8yALGlAfERFrw14LehDwwFO1D9KOUnxULoUNcD7JOfbcAwGbP/lzQghb016FbZQLRYZRupw7H4/MoRr7nOauuWF+nrGP03X8/b0yv+zvPyPgqinKesYLAi6mP0amPDVEiefR1HhDgY49/x2gGxohH7d04i9Gei4uLFOnHmCGKwfgwhsrlctoDHYPw+Pg4dTD2kgGvIfX790jUvHuSdEsZLejPpzyn2J8lji3OJv+7s+zrrFgsppr6yG98t7S0lFJZeZ448RcXFykzwKPuUrYOPxr7LqtY39Ghj3InL+Mk/t5lGJkT3B98wdi4J8+Q8Wv5Ne4yotwpcn7xjC0vhSgWb7qLs5/42tpaasZIFJPnyW4dDnhMJpME7K2ururevXspRXl9fV3j8VjNZlMHBwdqNBopSnl6epp2bkE+cC7G/SZOyoLeTvL1AWAYo4MRLObYvPPEaGIeYBgBtDx6XTrxPB0ZwQY+i9+zpj2q6bS2tpa2SYx2Eg0Wy+Vy6vbPHMFTKysruri4SA3T2u12yqjBURoOh7f4Bp2cV1vtTUJjz5cFLejrUF4w6S5/wI9z3gG0JiNgMBhoMBgkcNHLAL+qLb6gBS3o61OmTEC6jQDy2TyFjVM4D7mf5+xznnkNpPJABFfW846L188jF1hvkrlwF+Whl3kCzMfv18IY4nfR+PEGaXnnjs5L3rNyipkYXvPo6cV+3tjt3wX7d77znfSbq6srtdvtlPJFBINO5T4W0prdCcsDaNwJvMtxWtBfhiJYFTNXIj/793lgl0eBfd35Z+4kIg88owSnwWvleeU1KHRDZWVlZW437ciPLg+gyH/Roc8DtPw8Hg1kLvKc+jxji/ngf59D36nBm42xIwPlAcx1oVBI0cfl5WVVq1Vtbm6qWLzpKeD1y3QrB1BoNBp68eKFfv/73+vw8FAnJydqNBqZenHuZX19XdPpNG0pOA+sAyRZNIp6u4ksLweAS6VSAsGgPCAuBgDyIvTOr+4ARD6YR181Ah4DAi4P8t6dIuApKdXp48isr69rc3Mz8c/jx4+1tbWljY0NXVxcqNPpaDgcajwe6/z8XM+fP1e/31ej0VCr1Up8IykDREqzkj8HWvJ0Zh5AEp22efOzoAU5zbNboajv/TMyzpAhnI9MI7aV9V2hANoX9t2CFvTXpVQmIN12kjE6o3HvkTqvKc9T9t50xw1HCIcwGpWMIXYrj3SX4x3vLSKN85DHr4JI3qVYcaT9uDxQhHc3pPjcGxTmUWzgFlFYTzPOS60eDofp+sViMaUA42xUKpVbz98jP4eHh0m4E4H0+ul5lGfIREMwAh3x2Ljt0YL+PIrrCGM5Knvp7t4NOL2sP98znLXpBjS/X1lZSfLEAarIL3m8Evnbj2HN+jijk+2/4R7mgRsur0gN9vR86oLhJ67l2S55/BH5l1e8H79veJUIJDITZ2E6nSaHu1wup10A9vb29N3vfledTkcfffSR9vb2NBwOtb+/r1evXunZs2caDof63e9+p06no2azqcFgkOSNAzQOyCBPMARJs3bQ1WXIgr45lKdfvMwm1vzD79FmcH5y/eWZAqzzPDDJZc3rwILX0bwGyLwTzffx+xyUy2VtbGxkuv1XKpUEmp+enmp5eVnn5+fa39/Xs2fP1Gq1UhlBr9fLnbdoL8VaaykbiHBZ4b+LwMuCFvRVCBnvOs/txzye8b995yjsAnrQUE7jYGDkhQUtaEF/HSrB0I7+k96JIe8GsSsZXs7onAvjF0MYAVAoFNIe5NJNGjopwhjWFxcXmS7a86LG8X+P5jNe39oPoeQOAmnKfI+j4oKODsDsu808FQqFVDMfI41uQMSoXzSG8u6LY87OzlLjPYwjj6oyZy6sPUWa+6NuGKSWOaCZUa1WS8CBbwt3dnamy8tLDYfDVOdPyvFkMkk1kZHmZVzkUXQ08xzMGMFZ0F+G4AHWvyR1u91M3V5MkQUI8mwSJ3/mNKfzteuGrZcc8D2p5VdXV5kGgu4s4DCUSqXED56Sz7kBpyRlePb6+jqt9zy+5/4pZfD5oNM+NdTwICnFbOV3eXmpy8tLra2tpegIv+Ne2Lc9OksYUWyvyHnp2M+9OP8Nh8NbzsPOzo4+/PBDvffee9rb29Pm5maSCcjYzz77TD//+c/16tUrtVqttD1Zr9fLbfDn/BnTrP0Y5D33l0cLfn67aTKZqNlsqtVqJaeWzAAAWdYy/OPP+nVgP3wVm+xB8GgE7HxdebNTSSnSiH4cDocqlUra2NhI17i+vla320287ynMngFweXmper2eymWWlpZUqVT08OFD7ezsqFarpbnArun3+3rx4oUODg70/PlzXV5eajQaJd3JnEl3lzv651E+RHLA0ynPQVvQgt6UAHrX1tZSk+j19fVME1FpBq5LyuhQGky7bHB+cJtZWqzRBS3ob0UlNzx54SR6p23Iu4DznSOHhUIhRZclZRjeBQjOpG+txd/uLNRqtUwtItdDeROJmkekreJcnJ2dpfsggifNIpPutHB/XmPvzpOn+HNsnmDLizK6QcSx0dCRpHq9nubv6uoqORgIYRy31dVVra6uan19PRNZoVkRNYvlcjk5WzhiGGTUcI1Go2Sw9Hq9pAQAaWJa/4K+uRRBNgfFPKrvKfZeI58HDjoPcIwDAaVSKZWOYGy4M0BTrkKhkJre+XGeGk89rcshr6f36DXXdZCOVHq/B+6NFHrO546CzwFywXmPY2u1WgIsLi8vU6M+UuTZp9zLEZiDUqmk9fX11JODBp0AqxcXF6rX6wkMWVtb0+7urj744AM9fvxY9+7dS6U6o9FI7XZbf/jDH3R4eKjj42P1ej09ffpUg8EgNXBCrsH/f27kdUHfbEJPUON7cXGReFfSrX4TMbLHcf6Z680Ihr+Jk+zgd6VSSbLl6uoq8ZEDkKW6DM4AACAASURBVADgpCazVebm5mZa89fX12mLzK2trZTa//777+vevXu6f/9+JkuAsrnnz5+nTv+UyDWbTb169UrNZjNThufyk/EtymQW9LaT865nDXqGKFl+EXxygB29AkC/2ElmQQt6e6gkzRT+5eVlauSBse21fG4E+5Y4zvTumAI0OPoPgo9wOD8/T9ED37pqOp0mFB1F74i/AwYxtVnKGhOemoyTTyZE3EbN74X7ZR68YR0CsFwuZybUHX1eABGxBrpQuKnjZbwOWvi+xghc5pN9wwuFgj766KNkmBCB9NRnT7P2OkfvduxpWwhqj7Y6AhzvdUHfbIoZHETmiXi7E87zhhdc+Ucjnr/Zq54oMY4+ToDLGWnWS4LvJKXygclkkpxbByMcHPTypqWlpYyzTUQc2eN9K5zXHAD0MiUHAnzMnnng/FIqlXR1daXRaKTV1VXt7u6qUqmkbfqm06nK5XJq+Edqsdf/l8vl1EiMCOSDBw/06NEjbW9vp7nZ2NhI2waenZ2p3W7rxYsXOjo6Ur/f1+npqQ4ODnRwcKCTkxN1Oh2Nx+P0fOJOBTyD15VpLejbT2TtAEYD7nk2TUwhhrwcLE9WOBju75A36Iyp8NIs4wQdiI4GzEKGoRcrlYo++OAD7e3taTwe6/PPP1e1WtXe3p7ef/997e3tqVKpSLqxVx49epQAhl6vp4ODA7148UInJycaDod6+fKl+v2+2u22RqNRmgPmhcwfJ8Y8L1tmQQt624h1jW4g880BAel2DxzPBGQXkuFwqLOzswUYsKAFvUWUegag6Gn8JulWxIrPXDFjgDo6SEq9NEPoV1ZWkoG7vr6eHH4MYdL2JpOJyuWyptNpMoA9Iug1hYVCQd1u91YZA07/9fV12hIJZ4D79dIB9ulFibtwg9xY8eg9TbSYG49Cct/+G69VJrOBhl84BmxD5BkT4/E4RQpJ05Kke/fupTE6oIOwJZpDxJ+6fpx+hLSnIHrDMwdSYo0iQMeCvj00nU61ubmpTqejlZWVTJo/GSrOI3F/7bx3eN15A2d9NBppY2NDtVotGc+AUQ5A8HsHuwDjvIQB+UBm09raWuLPpaUlbWxsqFqtJv5H9sQmgxg9ZDPlRfa8lKBYLKbygKurq5SRs7KyopOTE5XLZf3whz/U0tKSPv30U11cXKhcLqcSne3tbdVqtVQShCzY29vLOFmeOVEqldTtdjUYDNKWfsfHx3r58qX29/dTkz+iMdH4Yt5WVlYyz5XjFmDfgiLAHjMAYiaQlOV9B5li2RelJBw7LzvOj/ctTpEtTg4CrK2tpVKY1dVVbW1t6Qc/+IH+4R/+Qbu7u2q1WvrRj36ker2eymjW1tbU6XT0/PlznZyc6H//9391dXWl4XCoVqul09NTNRoNdbvd3BIfH5vLJZ8nz4Ra8NiCvgnkYAD2KeB0Hv8DansmL2D+aDRKJbeL9b+gBb0dVJKydXqg/lDePt1SNqXWewR47R6pd7yomfWaI1LXC4WCRqNRJkV5Op1qZ2cn42R7FNCv5emtpLNj2HtKEsYNmQZEyL0Z3dra2s3k/P+GhtciUkKBI+BpysyTZylwLgQkhjylFNQus9cwgAm/Hw6HKZLP9a+vr9Oew0dHRyltkzRInH4ABFL88yIRq6urmbRqnC3PmPDnzzneFARYCPtvBsFTlUpFP/vZz3R8fKz19fVUViNltx70poB8x7v/zfqG5wAQ3Knf3d1VvV7X5eVl6qiNoX9+fp7JSAKkolyGjviSMpk3RAM3NzcT/5OJA08SqfBSAgwWaRZtjDsReA+FVquV2W0DA6dcLqter2t7e1u7u7taW1vTgwcPVCqVVKlUNJ1OVavVVK/XM9sAIt+Ql91uN8k0Go6dnp7q6OhIrVZLBwcHarfbOjk5ScdKMwcFOSopyWmuUSwWMw1E3aDzZ3oXLfj7200x0yc6tTEbIBr48zKGeK2urmauF9cTvAoQEHcmcaeCYES1Wk3O/c7OTgLRK5WKHj16pB/96EcpukmmzqtXr/TZZ5+p3W7r1atXCUw7Pj5OgRIvnUEeOWDumX1Q3m4jC1rQN4kiII8NS5ZeLA3w7GEHAbFTyShY0IIW9PZQSbqNbEOgeRAGoyt/FLQbk76N3NnZWVKeHh0khWgymaSSAiJqGxsbKWJfLpcTiICj7Cm6Dx8+zKDwnsq8srKiarWqfr+fuvbidHNvR0dHWl5eTtf28gcMBoALgBG22PP78mhpjJowd96kkZRGz2Y4OztTp9PRxcVFio72er2EppLBQPQfR8lLCV5HMeri27p4ujTkaaAL+vYRjjBrYmdnR//yL/+iRqORUshJ82f95UW9PLrOWuRztrTzpnXw8XA4TP0shsOh6vW6rq+v09Z4JycnSU7AP5LS+scg92wgN9BrtVpypuH/SqWSMmIuLi5ULBbT55JSs83l5eXUs0RSkkPehJOGai4TaJxUrVZ1dnam3d1dbWxspM76lUpFk8lE3W43bX14cXGhZrOZ9hiH3589e6Zms6mDgwM1Go0E8jGXnsYP2Ihj5L0RPKsjLz3TMz+kmZxYpHK+2+S9eqCYIcBnTq6H8xxg9Gbs5p93fZpv0pPDy2hKpZJqtVrq5E/gYWtrS/V6XT/60Y/StRqNhl69eqX//u//1nA41KtXr9TtdlPN/+npqfr9fmqaKymBgT4H/D+PPGCx4J8FfdMpOvsEr9CrecfH4KEDAZ7ds7ArF7Sgt4NSmUCswYt/5/0PxTq+GEXmtzibriCXl5cTuo8D4XvtNpvN9Lc761wTYx4HnhfHVCqVlBZPZBCwgTHSFMnTlzkP/yPMptNpMjhwKNwhj05J3tZLLgBPTk7ujLZwvliKwHdQjPh5v4KY4u2ZH34+F955gIZTjAgv6JtJ8fltbW3pn/7pn1L5CmnvMTIWd+Zw/vY1PB6PUxduT/1nPT5//jxFB93BB0D4zne+kwG6WNOAE0QZYj8RvwbXBjwjxZ6sBDKUarVaysa5vr5Odf4OBjgQwHx5bxXPXhiPx2o2m6kTc7fbTeAejsnR0ZHOzs7U7XbTq9/vazAYpJ0IvKFpBGFoIMh8eCaH9OZ1yYtIzYLmEbrF9WNsGBZ1f8wijMfw7j0BAPt8VxD6YbAlJkEByukeP36sWq2mBw8eaGtrS9fX12lHjIuLC/3+97/XaDTSYDDQ/v6+PvvsMzUajbTHObo/ykH0YnR2ImARG6BK2eAKJThu3yxoQd8UinahlwpcX1+r0+mkz1njHjTExo4NqJEpC72zoAW9HVSSlGqApOy+u055yD+MHh1Gam4RCtEgxZiOdYAY6F5Px2feN8DJHfLXUSyHmEwm2tjYSA6F1wHjVHAv0+k0RRcxWHwefJ48OooxEPseQJw7ziHnBLRwsMabpnmq9rwMjzelmAXizWCiQbcwar4dFKP7y8vL+vDDD1Nn7nm1rW+aLULkHCceAwEH9qOPPkrr2Et5KFfyXUu8iZlnCxAlJ2rhmUPD4TDtGDAYDDQcDtNxZATQSI+Ifb/fTyAGJQleeuQdkQ8PDyXdNOXs9XoJNKF+fzwe6+DgQL1eLxlQrVYrbdFEFNLv3fuN0AAReYMcgT/b7XZ6PnmyxHc+cWcMRy6v3tll84LP321yJ31lZSU1BIP3olyIYICDhXnrb29vL1M+SCNMALvHjx+rWq2qXq+rUqmkEjr4/Pz8PDXYbDabajQaevHihfb39zNRf3ohsYMJ2+Y6yC7dru3P65ngv4mRfwfXkR2RHLjP25p1QQt6Wwn9jTyI/OI6xUtK0dFuqy9KZha0oLeHSiisvHQ/IgB55IZinsF4F+I3L3UuKkYHEjB2867jxkWMSsRzRsPXI2kegYPyBBbpTm9CsZtw3n1EQMHJGzDNoz/HYJ8HHvylHIGFM/F/SxjmTq6cX0co95WVldTxn+ZAMT3W3/OifNEw4H2ewev17O7wOvFb+AbHhCyDSqWSnHN6f1xeXiae6nQ6qckomTo01aQ5onc55kU6fqvVSsDF2dlZ6snhW6x5HwVegH53yQkyoniO8Z6heSCfy1gHVfPmzylmFb3JtebRgr//9hSflwPOvoPG/8fem/XWlaXn/c+Z58NBU6mkcpXbQXXHdoy24wRGLhwgQAYgiYEgXyAfJl/A38G5yE2AXNlGnNwFCOBU0u1Ku9vVpZqkkiiShzzzwDP9L/j/LT57aR8eqigVJdV+AYLkOXtYe+31Ts87LNYYTu5wOAylMVI64H92dpZobDsajVQoFHT37l31+/3QswOwHL7w7Doi+Tjw1WpVOzs7IdKfz583Iqa/xt7eXuif0Wq1EuDbZDLR8fGxOp2O+v2+Hj16FLbzOzk50XA41GQyCfXMafznpY1pzx47/1eddz7bxj8eMMgoo9dN8D02Mvw5HA4D2L6JKJ+Ny3DpfcNuN2dnZ4leWpT7Yj8A2Hlpa1ZCk1FGr5822WjoKnj2Bes7jvDfNF3VodmUphjvhpB27mV0XfTyultzZcZ2RpcRBqVnjLhTvm39eqSZdP2/+Zu/0aeffqqnT59qMBiEY2OAaL2+2DorrVTAv99EXhKURjgysYHOPYi2E3nw7APAAC8ZAJzgWNJ8PevAm4/G5TJxdNBB1DReTQM44vm/jLLoSUZXpRhUJkpHJo6vZ0kJIGATtdtt/ehHP5Ik3blzR/1+P8iLu3fvand3N/APpQP036jVamF7zHa7HT4jA4CMRAcuiLbjOHz66achuv/8+XN1Oh2dnp6q2+2G5peeLQTxnJeB6Bll9EMg+lGhNzH+r8L/DhZwPsC7pLD7Dc2qyaShlM+bUXtgwbNNM8ooo9dD7g9AmwLmRVLxSfnz9P64geBN0DZj2B2e+CFzuVxqg5PvkzJjJKPXSc6r0sXWn0TRt0WfcFan06kWi4WOjo70p3/6p/rFL36hb7755oXoc/x3/L2DApui1Wn330TUFMeNyLi+p8bHZS6cz/9p5S7exCjNOIkjJ14+I13sNLJJBsU1/DFd19nP5EtGkK9BqFAoqFqtBkN8U0O/y675+7//+/p7f+/v6cGDB4ka+Xq9rvF4nAAC6NrPtppk3xA1JBPRG+SORiOdnp6q0+mEnTKeP3+uXq8XsnFo7Bc7+F7G5NFLByYzyuiHSpS+keXjNsFgMNDu7u6Vr4Vt0Wg0tL+/r3K5rF6vF/wESojIKJ7NZqGMz7PxMsooo++HNmWvYQuz05dkmQFx9Ms/e9PJxxsbRJt6IHxfdF0w5W2Y/4xujjxCHfPwVdYOgoHuwAcHB/rzP/9zdbvdUK+edj8I4zsu0+HYbZk528ibAfpY3KFJuzdUq9US/6eVEm16Nq59WWbApvPh+23Pv82Z3+bMZJkDP2xKe//+GTX17DIBYbhvWz/NZlP/9J/+U+VyuZDqL0n9fj84/hj6rHma8rId5mg00nA4VL/fV6/XS6T0P3v2LPTbGA6HoRyA7Bwii17OhE6Py10wcDwKeV2w7KaDIRlldB0aDofhb98SU3o53QFfAeCdnp6GrACaabvO4ye2RXxXsauWMmaUUUbfjQDgndxe9vLcItE7InhxV9ybppd1hi+L8mWU0btK8C28TNr8NjBsPB6rVqsFRJ/6eeruY2M6NiB8W1EXMtA2GbItc8AbZDptKguKexfEzjzneASR66WBoHG2QQw2bgNOt4EB295PFtnM6DLaZNCzFqvVqnq9XqjP39T4dhPl83n9xm/8hvL5vHq9nqSLbJ7xeKyjoyMNh0N1u93g0He7XZ2cnISoP5F//qfvBqnG7FLiz4QzQcYB/OX9ja5Cb4INk1FGN0U46WTmeNPParV6pWsAxLEdNpnE5XI5gAG5XC5sG8z3vosAIJ83Fcwoo4xeL6XxGTY1mfOJMgEXEuwHLqWjCm8b3XS33m1p0Nvodfc0yOjtJpRwuVwOzUBQxuzEcRlRN4jivn//vv7Df/gPoZlgfK/4b2/wKSVLBUjjv4yumjmQ5nTHac/xGOIygrTaqatS2rNvOsa/32b0XJe/M2fnh02XZe6s12v9s3/2z0IqMGBf2i4Am6hUKqnb7arT6ejx48chW4gtMf/2b/9Ww+EwOPvUE9NkkxRhygkoS8zn86G5oMsMb8LJjhsxkAdwGdcde58U5OB1y3Tedvsnox82eaksvTgGg4Fu3bp1pfMJFvpuNvToqFQq2tvbCw0+KRnwLcCli+bAbDGMzCI7KaOMMnq9tEnPeZPropRMH/L+AaB7N0nXdXbr9fq1rn9dY+C6YERmjGR0GRE1K5fLIYqGIn6ZfXwBEj766CP9x//4H8PWQd4AM3Z20zIHfBcBxnUZbeOPuKbfnQJ+X8YjPr6066QZI3EJgp+TVo6Rlp1wlbH5mDLK6LvQpvXN77hjODX8V9WrT5480X/+z/9Zf/3Xf62Dg4PQ2O/g4CA0CKMHAI0FY6AwJt+yjyaAsYPvIF+c+s9zszWfbxcc07bnzMC2jN5lwoavVqsh2BdqhK8QqOIcegD0+30dHBzo2bNnGg6HqlQqOj09Va/X0+npqZbLpSqVStglZDKZhAaGZAJdxq8ZZZTR66E4m1VS6P0hScXFYhHqCkHj6eD9JtT0vIwyTzOst3Uzf91gwHWRz8xZyOgyItpHd3wiAWz3s239TSYT1Wq10OhnsVio0WhoNBq9kPYfN8mTXmzQh9zg++umA8YOzlXq/X3cZDmllRB45kDavdLuy9+bDJqX7bNyXWckywzKSNpcrtJutyWd68FqtfpCJs82un37to6OjvT48WNVKhU9fPhQxWJRH330kWq1WqL2EGfeI/weaHCbgp9KpZJw9klhBMxEhvF//HwAC/CxX8OBxE2UZQZk9C4T+rdcLms8HuvHP/6x7t69G4C4Vqu19RpkBtTrddXrdf32b/+2ptOp7t27p2q1qtFopJOTE3W7XS0WC5XL5dBHgF0M8CvICEI3Z5kBGWX0+sjLbD04hR597733Lppgr9fr9bNnz/Rnf/Zn+su//MsQVRwOh6rX6zeeZp9RRhltJvbzXq/XGo/HKpfL+ulPf6o/+ZM/0T/5J/9k6/lZ5DqjjN5dum4DPSJ7dP+PnfWMMsrozaUYJGdnD3oIvMx1HMjj/227dWW9ATLK6M2ldrutXC6nn/3sZ8otl8t1Pp/XN998o2+//VZ37txRsVjU6elpEBoZZZTRm0l09S6XyyFDoFar6f79+1dC/TMwIKOM3l16FQ47dcNx1D3LSskoozeb4lI17x7+spRWIrdNvtx0ZnFGGWW0mQAEf/aznyk3Go3W9Xpd6/Vao9EoNBSDMmcgo4zeXEpLl/dU4G3KOuPvjDJ6d+lVOexpO3K8yutnlFFGr57i0rhNZXZXocvK6DZRlj2UUUZvLsG///f//l8V2YebLqGj0Ui5XE6LxSJRY5hRRhm9eVSpVEIDL0mh8V+mhDPKKKPrEmm+m7bUzCijjN5s2tbw9qqUBgBuKyPO5ERGGb255LxcXCwWoX5ob28vceBqtcqciowyeoNpuVyGPX9jxf4q+DeL/GWU0Q+XsnKAjDJ6u+l18u91t87OKKOM3gwqFovFgO7R8RfK5XJZA5CMMnqDKW4C5E1+pCxNL6OMMsooo4x+iOQ7+2SUUUYZbaJiLpcL6B7dQQuFQtiLONv6I6OM3nxarVZhH246BmeUUUYZXYfi7YjSvs8oo4zeTIq3FovpOr0D4r/TKJMPGWX05lKiTIC9xdkzuFKpJA7OegZklNGbS8vlMoB2MQCwXC4zMC+jjDK6FmXNAjPK6O2kTfrf+wdcldJAwSzzMKOM3g0qbts+8G1n9leFXHqXdj/PBWqa0ZR2jv/v40sby2KxSJRvEP3N5/Op7yYW2H7NNGG+zVlMu07a9xndDJVKJa1WKy0Wi5DNc9Vtf6QX1wf/r1YrjcfjF3YXiemmwcKb3tpom/x4Fx2otK7yGd0MXWf+J5OJaCC8jVw2nJ2dqVgsfi+2wbseebzu83kZZ5p9sU1vfxdnMK03Df1pWBPL5VKLxeKF4NL3TT90+2Q+n6tcLku6eCelUumle4Gk2bnx9/z+LvblTVFs/2x7zpi8wSpr369x08+X0Q+bXqpB6Gq1unS1brvYdZXZdZll2/W3OQNvujEfN4Fjr1eEeTx/8f8vY7Bdlg4akzuNGd0cXYb8z2YzVavVrdcA6MqyCF6eXqanyneRJdeVP2m8/DLG2qZrxkZfRjdDV3EWC4WC1ut1yCICNLwKbQKf0UOZzPhhUMzrV10/afZBWoDiddEPXUalOf3o++VyGYCCq5L3JFqv1y99/ptO24JzV73GcrnMbKqMbpyu4h8XCgX9n//zf/TOtwK9bvRiPp9v3IplWw3lJgTVnW4XFpvQVQCB+Nw0isc4n883jk9KdoP9LumgmbC7WRoOh2o0GmE7UEoGcrnclYAAKbneFouFptOp8vm86vX6C+snppsGy1535HDb9d/03gzbnn/b1lBp3aK/6z7VGX3/5PqvUChouVxqPp9fObJPlAsD1+X92dnZa4/8vuvr7LryC6eMa8X2wTb9fNVu8JvGsVgsXmhY67bKNmfxXX+/N02z2SyAgOVyOdgGhULhSrZbXEoQn+tgT1ovgdcdDLwuuS67LEtgEwGOAJj6/GZgaUZvOrkNkFtv4cbXHfl/3cb661Q278LWi2nIfdYg5u2hGEzCubtq9A+wK9si6LvRtswA+Cs2Oq6aWXNdY4n1ETsK/L0NzIj3qIZ4hps25jK6nDBK473BV6uVSqXSS8lvmpFlMv/doW1gIJQWXZa2gwlnZ2fh/DT5l8mP10tpzuhisdhYZhpTthvB5RSXVsbyMduNLaM3mbAPrpQZcF1B8LoFycvU1H2X89OOccN42/W9piittwDK8rJj0lKXrnr/bc+Xtj+9E8bCpr4ImaK4WZrP55pOp8rlcqrX6yoUCppOp1oul1fKDHBnkAgCRsJgMLjxms/XTduM0W0G0zZnOo6qxPyy7fqvir9cbvgzz2azS8+rVCqXGjsZ3SxtW7/z+Ty8N6K0xWLxykb+fD4PDgVZQmQVkC3wOmkbf7ztzuS28V8VjE9ztKV0Z9+/v25mU5w5xnhJT+f93ZT98EOXVePxOID9xWIxZHFcdV5ix9Yj/rlcLgF2bzv/TSTP/HW6qlzJ5/MBEJvNZiHris/etTKKjN4uuop9EHzUbZkBGZ3Ty9QSvYq6o1dFaWlc/js25l52vDf9fD90KpfLOjs7Uy6Xu7Zhd3Z2pvV6HQCA2Wy2NfJz05kx2yLr120wuO38bWUUryqy/11pm7O2zVgBrIzTPrPMgDeDts2/g3m+9ehVidriOHsoixi+GRTLrxh8TNP5/vsqYA5OvQOK3jPCv/OSgbT7pV37MnrdPaXedaKJY5oeeRke3mTTpjWw9O/f9J5SaWW60FXmhsbN0sXadznpwb6MMvq+6ar2wSeffKLccrl8p625q9TcXUYuLBaLRRB+aQ380hQfERTuFafcxmm88fegr6C51CTxGQ6gK2j/qVarqdfmh8Ww6XvSSPjx5jHUSWV0c0SUbzQaaTweq16v686dOyqXy5rNZlsj+9PpNKyTXC6n+Xyuk5MTrddrNZtNjUajS8+/aWPrumUs141sXqUmNk7P9/9fd00hjhxjibOPtqUJY+yUy+Vg5NCV2g2hjG6Gtq3/5XKpe/fuhf9ns1nIBrtqmVu/39dgMFCtVlO5XNZ0Og0RsNe9fq8bOb9pum5mw1WMuU26W1Kq/vc+A9v4d7lchpTyGAwAKCoUCuE6yAXsKnarSJN90uuXzzetn94EyuVymkwmYXege/fuKZ/PazQaqdFoXHpunC1IAIkf3vt3zfi46feTy+WCPvPMB+99cRm5PEUflkolTSYTnZ6ebp3fjDJ6nbRt/S4WC7333nv65JNPVNzmDG8TxtuMgeuev422Xf8qxu5lhOEznU41mUx0dnaWuCfnb0LecQZQnP7bj3Xl6t/T9MnBgHw+Hz5zx5z//bPJZCLpAoiIv/dz08ZHtNgVAD8ZGHDzNJ/P1W63wxr9nd/5Hf3Jn/yJPv744yul+Fer1RDdXq/X+n//7//pz//8z/XkyRPt7u5u5Y+brom7rvy5rvyDvzZRGpiWBgZuom2ZB9vI03Q9wsdPq9W69PzT01NVKhU1Go0AGM1mM43HY81mszc+8vOu0zZl/2//7b/VT3/6U3344Yfhs5cxwJ89e6af//zn+uKLL1QsFlWr1UJTMtbD66TX3VPjddM2+XFdMAAwN7YfPBggbdb/28De+XweHCNkidsZ+/v78u2p5/O55vO5FouF1uu1Tk5OwnOk2R3b7IfrRlZv2tm8aSJ4NJ1OVS6X9Qd/8Af6l//yX+qjjz66kqPq+mm5XGo8HgdwkPJEKK3M9WXK6G6Cnj59quVyqbOzswBiuZ29Tf5QRnd2dqazs7NwztOnT/XVV1+F9Z9RRjdB2/THv/k3/0Y//elPJUnFQqEQDDuYAMEtXShjd249NcwRw/jmLuzjaDdCgM7l3qE0Rq8h9lPnO+og4+M9/QkGdQSQiAj3w8mn/me5XGo6nQYG73Q6Ojw8DIpzvT7ftm06nYZrlUqlgJLO5/NwTYQxY5lOp8GYWq/Xmk6nifmKFXasjFH4IJkAA/5sPm+9Xi8V2eVY6sj8mn4N5uDs7Eyr1Sooeulq9YaZs/B6qVAoaLFYqFqtajqd6rd+67f07/7dv9NkMlGhULhSzRqAFTsI3L59W/P5XDs7O6FUgPXNGpjNZlosFomeE6wjSYn16veJqVQqpTrLfp7zvdets/Z5znK5HPZQhvL5fODTcrmsfD6fqH12ICStKzYgIPszL5dLDQYDDYdDzefzMG52YUCONBoN1et1FYtFnZ2dqdfrqdfraT6fq1qtqlqtqlAoaLVahUyOXq+n0WikxWKhXq+no6OjIB+KxWI4TzqPSMxms9AnAlkyHo+1jDsZAwAAIABJREFUXC5VKpVUqVRUrVZVqVQS84xzXy6XVa/Xtbe3p3a7rXK5HO6xXC41mUw0n8/1V3/1V6rX67p3756Ojo50cHCg58+fazqdZt2Sb5g8uyQuAyBS9S/+xb8IaxuA8KpZHYVCQa1WS++//36QEzs7O8rn8wkwKAab+IzoWqyXNvWeiJ3GdrutxWKRqG2MHdNt4/drp90v7TfkfBOD8oVCIcgPf740pyi+dtpceOkN1ysWi8FmQAZI5/1cBoOBTk5OdHR0pOFwqFKppNVqpW63q9FoFOTiarUK+rter6tSqajb7erg4ED5fD7hCLmTXiwWValUdHp6quVyqZ2dHVWrVU0mE61WK1WrVf3+7/++qtWqms1myBo5PDzUt99+q5OTE3W73fBM8/k83Iu1gR3mthNylDW6KfNhvV6H54t7M7m9+UMmdEM+n9disdCjR4/0r/7VvwqBonq9fun5PtdnZ2dqtVr6n//zf+rRo0e6ffv2C040dgLvgPcBH5I5Ui6X1Wg0NBwO1W63ValUNJlMNBqNwrU8cykNzJaSzjj6qFarBT2PnuXe2K/8/N3f/V3gF3QmvF0sFkPPBbcp4kDfzs5O0NO7u7t68uSJ/sf/+B/627/92xsHOzL6YVOaTvLvRqOR/vW//tfqdDoqelTY08AQrrGyTWxFkEs2wEtTqJ6GHlOs+Linf+aRNR8Dn2Hox8Y8hDLHoXBnFkWEsFytVprNZjo7O9NwONRwONTXX3+tfr+v09PTAFwALLC1Eud71J7rzGazcH/+9/uDoDPXLnwlhXrwtLo8hGUa4h/Pc/y/C1mcvViRuhJAeCJ0ARKuG3nN6HoE32IIViqV8HOVrI3xeJyIIP34xz/WBx98oPV6HQwF5xvuxxqKOxOz9tK6FacpRjf2nI89cu6GuBsYOOuXGX2NRiPwHEYKaxZwI03Z+9r37Zkmk4mOj4+DPPA0WXinUCiEaFm1WtVsNtNoNNJ8Pg/Od71eD3PUaDRCFO34+FjdbldHR0c6Pj5WuVxOgC/Inclkoul0GsAAl4m5XE6VSiU49wAHyJ1CoRC+n81majabeu+99/Thhx/qww8/1L1794Jx/5/+03/S0dGR+v2+5vO5BoOBcrmc9vb2tF6vNR6Pt66xjF4vubErKQEGXJfu3r2rnZ0dLRYL1Wq1hDMcy/40/R8HF6T0cpVN10DnxgCAO4NpTvYmmbBJN7re9L8dfIxBdfR+fP34eS8bH/YDWz46UFksFjWZTIItga5erVYaj8caj8f6/PPPtbu7q6OjoyCL7t+/HwIUz58/12QyUb/fD078arXSzs6OarWanj17pt3d3SALBoNB+H5/f1+z2Uy1Wk3z+TzIhPl8rlKppFarpd/7vd8Lz0bkmMBCtVrVrVu3EgAyMtMBFWTlarUKgOZ0OtVisVCr1UoEK+KAhduvvrYyMOCcAAiZawBidMQ2inU2a6/f76tUKiVsQ4JzDsoDNsFHkhL/45DU6/VEhJ1ros/ijDb+p1SJNUbmGrYpOne1Wqnf7wewfjAY6Pj4WE+ePAmfEdjgPA+OuqxzG2Vvb0+z2UylUkntdluTyURfffWVOp2OyuXy1jnO1mhG3wdtAt+dighSFr8LV1dqzoTuQBMdg2JltykisEm5xkoZo4MouDvcMXiQ5hAjpFzhxk1PcEgQQtPpVEdHRzo8PNSvf/1rTafToJxiowQjn+9wClDsdHOO/+c5HCyInR3potspY/VxM4Y0xIcfn7t4rgBTcGa8SzTHEBVFGU8mEw2Hw0yIvSFEtBrlFwNF26hWqyWydNbrtUqlkubzuY6PjzUYDAIARMkIEadSqRTWj0fknbfTxhADe3zmSpZjMH5jWYQxMJlMEoa016tyXcbuhj+KPjY0HDRcLpfqdrvBMJnP5+r1enr+/Lk6nU4wrnG6K5VKopnQer3W+++/HwCFYrGo/f193blzJzhW7XY73Hc8HodI3+npqcbjcYjEDYfDkMHl74NUTY9m8DcGzunpqQaDQXiGyWQS3vPe3p6q1ao++ugj/cN/+A91enqqfD6vp0+f6uDgQH/5l3+pn//85wmwIaM3i+IouWcKXJcGg4G63a4KhYImk0nQB2TZYAs4xfZAbBO4ftvUbR46PT1NdOf26HxatC7tXpeRjz8NjCfih8zzCDbBAK+pR+d6DbLr07i8j+vHwYI4q8JBGA9aEKzodruazWZhnMzN4eFhcML5TcZitVoN40bX93q9MO5cLqder6fhcBgCHMViMTSlWywW+ou/+IvEuHmO0WikyWSiO3fuBPnMmOPgCeA1Y8CmQkYBgJ6dnQX7KbZvYhszk1PnRPZmWsDsqnPk9vp8Ple/39fx8XF43+hHSS/owmKxqOFwGNYO64fM2Wq1qn6/r2azqWazqVzuvKSBNYCt7FnDksJnyCL+xtb1bv7NZjPYM/Q6OT4+1ldffaXxeKx8Ph+CIb57FvrTfQ34invNZjP1ej3t7+8rl8vpq6++0s9+9jM9e/ZM5XJZ/X7/0rnN1mlG3yddBgoUpWR6r/+fljbLBaUXt6lKQ+W9G7UbAJ4+FAMBbhg4UghzEpEEod7kSEgXyjwt4i1d7LkMKj2fzzUcDnVwcKAvvvhCz5492+iIMD6idJIS6dQIFke1QTtR+KRausBxRyp+tngMXCdGxFGQaVun+Bz4nDHeGFjhneE8ZQLszSEiSXH6m0e/r0pE2kejkbrdbqgX5zuMRy8RqlarocFcnDIOf0NpsiKNL2M5Ah/4dR1wgL/SwABSXH1O/HyiFF5qQyQdA4Ia+cFgoNPTU3W73VAm4AApYBoG8WKxCFF/jJpWq6VWqxUiJqVSKWQeMP+9Xk+z2SzMs8tAnxtkJXzqMsPXAsZ/rVYLoGetVlOr1Qrp//fu3dN4PNb//t//W998840+/fRTff7556HMBLnLucjKjN5tarVaCT3DunQHXUrqLHfUXads4u0Y5Hb9SsYapXs4CDiQk8nkSlGPNCBdSjbwjcGA9foiDZ3z0IFEt+PSBbcV/FkdsARodCffAwk0e0PuALbyPTyNU76/v69yuaxutxtsIvi1Vqup3W6r2WyqVCqp2+3q6dOnGo/HIXK5XC41Go00Go20Xp+XJsxms5BtgGxysBRQGHnpO9oQIZbOwQjev88j8zudTkP2kqQgC5GnDsQyb8g97MCYMvvkguIyFnfcX7YBLPM9Go10cnKSKFNlHaM7Ac5KpVIAA1iXHngbDAaSFEDGSqUSdC361aP/6HfWx2w2C+ADzvlisQhgQb1eV6/XC4A6z398fKzDw8OQJYHOhtfq9bqq1Wo4h2ctlUphLMvlMszDanXeJ+DnP/+5Hj9+HOY3o4zeRErTmUVHs115ObLtDqADAdKLaeBpyj5tIHzumQUeFec+HpXmHDISPOV/E5iQdm0/HgGH4p1Opzo+PtbXX3+tR48e6eTkJBE5B81mLCg/5iIeD8/nUYK4d8EmMATyqEI8R57GGB+blmkQkzsrPif+fphzno/t7K4Sec4U8+slR8ox5DAcr1LP7f0fMHz7/b4Wi4WazWYiI4e17/eGN8gMiIGzGITidwwqpa1PN7Y3GfPufHgWEXywu7sbolLwooNanU4nGOoYKC5buCYZAb1eLwAI7vCQ/srzM4aTk5NEP5GTk5Mgc8iqIPvCx89zxvzjMkiS6vX6C5ELjCJ3DIhgEj3c3d3VgwcPdPfuXT18+FDFYlGffvqp/uZv/kbHx8fhWdxw5G/qOje9t4y+P0JeO3mfmuvSYrEI6bVEyViXRHmlC2fYAYFY16bppnjs8TWoCXZ9SiSa1HJpc01xnAUYZyBsAyORQS4XPBgxHA4TGTnc00HJOM09TnXnN2Cigx/UMiOHuScN3Ph+Npvp+PhYvV5PxWJR7XZb9Xo96Gki8LVaTdVqNcg2fy+r1Sr0CSDIUqlUQsACJwh5zzFeiukZhNPpNAAYOFHx7kneoJj5Rl7Rg4A5ZL24TROXs8ZBkYzOiexXB/Gu2u+F+Qb8mU6nGg6HYc3H9ijHAEbRewYQy8EcykrIvK3VagFwQFc5EAUYyPmA0+xaARjhJREnJycaDofh+5OTE/V6vcQ4yEphzbOGhsNhIuMK3nDdv7u7q3w+r1//+tf67LPPJJ3b1aPR6Eq7dWSU0esi18GuI2MQXrLMAK/PQenGafHucKYpW27qvz1ynzZIT8uJgQBQcFeqRCiu6kynfe+pTdQ9kQJ5cnKir7/+Wo8fP9bx8XG4N0KUuiKuA3JJ2lzsDMXRBn85blg5cY4rurhOzl+sz71H9FHgMZDjc4yDFF+bxTIajULUYrlchvQuxpXRzRLrx5n8ZahUKgXjtFAoaDabhfpwlJyvKylpsEtJ5yPm9di4Tvvfj41/p/GH/+8OOHztgABIv1+T1EkiEVyH+cAYRT6s1+uQYrharYJhC49iqCOT/F14yqRnIODMMHcYMNJFB+9KpZLI7EkT4G6oAIhICgZ/o9EIRjzGebvd1oMHD/T+++/rJz/5iQaDgX75y1/qk08+CZE8DKK06D8RWcpJMrpZiiNQ3hTzuuR6ziPJrCcvM3I+5DPvGXQVGeGE84vurdfrwUAn7d2d/7QfKNZ9sf3h8+VjcX3vEXGuxVygy6X0LAgcWRwoPuv3+yGyLiV7pOTz+VBGJJ2/19FopE6no6Ojo9BAcG9vT7u7u0Fe0+/o7OwsbCtJiv18Pler1VKtVlOhUNDBwUGIjk6n01BOhNOD40djU94j5UvNZjNhHwDU8H6YJ58LnDrm3nslMAfonTSA1jMW4xKBDABIUswPaTpkG7l9wTtx/ovLZNw+dfALexhbA5BLugAd5/N5onY/Bszcvl2v18Fup1kvwD/AOn0waKg5GAx0cHCgs7MztdvtkMWALQOfs1Wzl+y4H0ImJD5Bp9PRr371qwDGxX1cMsroJihNNsKLsa8Qega40+1gAEas9wlwSkuJ85s747oQly6c5RjRj5k/DUjgM5iUe3gEngf3/x1hxBFmu8DpdKpOp6MnT57o9PQ0NMlBcFWr1RCNAIH0rcWYN4/sOfAQOzlE6nx+0px+zkkzmtLKLNLm1wW0f08DsLQIrqSQGg4qHHeK3YZ8ZoDB66UYMOLHHdeXoWq1GozK3d3d0FDKjS6iBPCep8h6pJ4odbw+02SF/x+v4fiYGFyLeT/ObPHMBukiSrJcLoNRjJxjTt1A95RH9lqXFOQG13Z+w4Hx7u2kwHqUHeMb4j6QA7ExL6V9xudkIwAASOeO2W/+5m/q7//9v68PP/xQjUZD0+lUX3zxhX7xi19oNpvpzp07YVw4DmQYkLLsRvxVo0sZvR6iX4ikxNrzqOl1iLXtUX2vDYcX0iLuUrLnjcuPNIcEHejkYEAulwu15QBoV916bhNQgP5OAw64v8s/1rzLOeYirXbdgZk0O4j5AZT1mnii8jjZNALs9/thdxIyA3Z2dnTr1i21Wi0dHR2F3WQYA2VNyEL6n7CLyGw2U6vVCjKOxoZERh0IxskbjUaJ7eUYP8YmstJtNZ97gFm+91Ir6cJ2Q99wTGxT8n78PW8CmH5oxBwyP55Fhlx/2esB+LDmXf9zbeSGNwv03lz4FF6+xloCPOf9eokfvBeXO0yn08BDXGe1Wunrr7/WeDwO/szJyUnIzqNPAACfO0k8m+8uwJzBC2QedDod/fKXv9Q333wT5ojyh232cbZGM3rdFPu/rOfYdis6w2FIw9RkBqQ5ilcx5NPQ/1hIe/aBAwHu2MRAgXQRnXRljYBw9JAUN58E0D/QSFLfUJo0DWu322q325KSigpnwVOZULqkRDFGPneh6A48aVNpzw0CyUv03xCARozIutKG/Du+p8zB599rrEFNfR34+8sig28GpUXDrkr+7llP1PBhQGJEYqi5AeZGvANYbpRtAgSc0mSHO/zcNwYZfb1KCuBdoVAIabzuVMfbhfE518TBiEFS0gOJjgIE1Go1NRqNRLND5EWj0QhGPJEyrk12AFF4B1mIcBAlcd7154vByNjhajQaQWZVq1U9fPhQH330kVqtlnq9nj755BP96le/0snJSehlcHJyovX6vPmhN5Bk/pFJrVYrGD0Z3RzF0Sd45lWAAQCLpPGir6vVqhqNRtBpvjZdX3j5issDjH1JCX3NsXGmC89ExJrymF6vF75PCyCwNdgmMMAbi6Z9788XO5mkQTvQl+Y0u26PSwRGo1HYztNtCGQItgNp977bQLlc1v7+vhaLhY6OjoKsprHhzs5OADKRKeh7dkW5c+dO2KZwNpsFUGG9Xoe5pVN63AAujvwTYOE9VSqVYN94mj/nkCbO5zhe2Gf0SnHyiBayOg2EyZysJMXZvS9DrovxFTztP7bb8/l8aDCM/V0sFgPwDl94M0kCU6vVKpSu8r33DGONMA52CnC7xLNHnj9/HmxYsmomk0nYipndMbgHPgLgI2veM18AMgDuv/32Wz169ChclwAfYF5GGb0p5ABqDLwXQe9QttSDgr65EHFjlZ84/TV21tMccUfaYbpYIXvq2WWEYMEJ98ggCpB9sweDgfL5fOhaOplMglEyn891eHioJ0+eqNvtSlJIg3VHQVLY/mY8HodMAa/TRSBKF0iio92O/juynabAZrPZCw6+Rz7TjBW/XuzEe/QScuONz3nPGAi7u7uhbpp5d8cvo5uh+H16JOWqUVvP9sHIdAPAjVy/J0p+E8gnJesSLyvp8fv5tUjT89rE2Kj2NF3PWFitVsFxZyw8T6FQCNsOkvHDlpnVajVkD1Wr1WAseL0lOwPs7e2F9GlkkfNev98PHdlJtcWogOfg8UajEYwTSYku28yJZzngjMRgbcz//X5fhUJBDx480J07d8KWqYeHh3r06JHm87nef/993b59O8g1mhti8GDUALBKCtsMZnRz5A6WO6LuMFEKRxTQswm2Een5nOc6hW7gmyK1q9UqsTWcZ9AALJTL5UT6PY6rOxo8h3ThDHLs/v6+5vO5xuNx2HGDjCii3PAv8sbnyzvwe2qvOyC+kwHZPgBkZC7E+pD0Zc+M4Dl8frivZxB6wzJAOA8sOCgAL9IAELkGOEm6M/IG/l0sFrp9+7Z2dnZ0dHSkcrmsvb095XI5HR8fq1qt6sGDB9rf3w9bK7uNxTz6doUuf4keIxeRyR5ZzeVywZnjGf07QNsYlPX3n2YfZnZJkrCz6WvjOxBtI/iWdV4qlcIOEwByMdAnKfHOcehZ77w/nGoAA/gdvcK7d18A8NuBQi8ZdqBiuVyG2n2yaBaL8y0v6Y9EFoHb1+j6RqOhXO48w2UwGGi5XKrdbofmnh988IEODg702Wef6ejoKPG8UhJozCijm6A0G9vXu1PRUXlnCBgNAyJ21rl4jOj7DSUlGthgCGBUE4H063IeA2UcsfOM4KGuB2PC771erwMyjiPA/dfrtZrNZkD02S5lOByqWq2Ga/V6vYQRwxgAFdyo59k92ujR07SIqM9r2ufupMdz5C940zXiF54mnPyZ4nccR4JdWWfo+7tBLjAcbHJeickFSlpEf9N9YnL5sek3x/GZAx5pNaMuH9IaeKK0cab53p8NeYUTT5YMDjqRj93d3cS4APuo0aXhIPLJU4DL5XJoMuQykTES/XcQhfH5PMRymPcG7e7uqtVqaXd3V6PRSIeHh3r8+LEODw+DbNvd3dUHH3yg8Xis09PT0C+l0WgkSokASDPe/2EQfEY2iAcDpAtd50C1dMEPo9EoXMuBLK7rhrtn8GwCB+O1T6SQsSwWiwBorddrNRqN8DnnOJhJpDxNRjgIxlgcaIszEVyGeFQ7ll3+LB6VBEDAiXDn+OzsTMPhMKQ5k7EDT3pQ5ezsTL1eL+HoVCqVsFMJ/WDu3Lmj9Xod6q3pk1IonHdhb7fb2tnZCV3bcehIxWYnB7cJ/DndwYvtED/G1w/z5WngPu9QVp70/VAaWM9vQAanuNF2bJ+63ZBW4gpgJJ2veQDqwWCQAPqw0cmaQT87SBTzFSU+3vPHA4e+BtHj+XxenU4n3JPSuXq9rtFopEePHoWGu/6crpszyuhtoGLMrAhtEHqMAGmzMS8lo4uu8DzNGAM8zenkPAckiCD4NeMf6SKF3xW9pzQSNQQRBW2XpGazGZBvegVwLYAGr1tCWZLah8JPE3DuTLkgdECDyGeaI++gjDtrsfMTO3N+XJoSjskFvAM3IK1Ssh7Q75PRu0WsY3gA/nFQC3I+vQogEBsUzt+bzsWBTuv94ff19ejAVewk870DmN4QCYOESCOZUnTibrVaIYLvUXN2ImGP7cFgkGi26VlULg/G43EwxDFikBtkBWyaPwwjBz/8/VHfTynCeDwONcej0SgAGtVqVR9++KH+4A/+IFELTEo2JQ6xnOLdZPRuE1FfB6vgMcB8T5vFCWB9xo4ewFgcPEiLWKSBgE6elk4aMZFwb1wW2yf8pimhR7fRu67TPTgBH6Mf0em+uwJzkWa/QMhWygzG43EoB8Du4PkWi0XY2pR+HlwDewRw1B0gMiSQBehxZF6tVtP+/n5it5PZbKZ6va47d+6Eun9AG8AEsiNrtVoCFPGyjtVqFTKX3PbxUkjXM8xzrG/iuePamQ3y/VLaGoYX4AfWvQcTvfeDX0dKbmPNd96TZDQaBR+i0WiEY1iDZK96BgHgFRlD6DMyE5BJLp98Jw/kEj2yhsOhbt26FUqCbt26pVKppF/96lf67LPPEqVyACTeTDijjN4GKsbR5lgZxk5mbJB6A5E0Z5cGWlBsoG+KBHDPOA3MwYRN43KDhWu4YwOSSJ+AZ8+e6auvvlKn0wkCgHu12+2glOMaaa/9i1OX4/H5ONOyMWInyEGReP6c0gwk//8yYeROCcdi9CEcmQvqAT0S9CpqUjN6s8gBLdZlvONEmlyQNvcR4e+roOQxP7tiTevWnwaCwV8Y6nzOGLwnB9FJjBmMkH6/r263G7IHJIWIGWUU8/k8dEDGiMdIpp8I5/r9pYvyIZwYZJpnBMRRt3iuMTwYu8tN5gbwEtkEQNFoNEJmU6PR0Hvvvacf//jHqlQq+vLLL/Xll18GPdBut8MzpnUIz+jdJRxVmgV6GQzGtoPy5XI5ROhyuZyazWYiM897e0gK6brIGwcJOEdKBxIlhUZ5xWIxpP9SGkBPAef3WH8CuMU6mevHPRCceEbmiXH7sbFdEgOVgIo4UaRRe6+O9XodZBIgI3raQVGu7Sn1pGETEb1z507YNeDzzz9Xq9VSu93W7du3lcvlQvZAuVzWyclJaDLq9h5y0zu4ewaWzxeyMp5bfryBoJQEapFfDh5BrKWMXi9dZj+iZ1xHxVm06LIY3HF+c5vSS4nX64u+FcgW9B2Ama+3OFtkvV6H5oHwi/cicfDAG1fyLKzDer0eZMze3p7a7baePXumzz//PDQjZB5cDmSU0dtERZgiNjbdsY+dRSjNgfXfgAFpAiC+hn/uRvxlhCCJI4fumHtGAsqIY9br8wYjn332mb755hut1+vQT6BYLKrVaklSot6Json1eh2UMilFsbOSBgAwLsbN/MTP69GV+Jm/C6Wd55kH3DPtB8XrzQIzxPPdJVeusQEbU2ykO7mh6j8uR2IwkL/9ez+GMcBnnnqftiY9TTWWY1zb02xp3EfkQbrYHpXzSU0kHdl5hUZJ1MoOh8MgF9yxgJ8oU0A+YHQgozBkNslolzc+R964jDmjH4RnJdERuVA430P59u3bCec/l8up1WppvV7r2bNniWvF9dAZvXuEI8p+4N43QFKip4aD497AkzUWRw3jTDo+g+KstnhckhLBBneykVkeqeZ7j0TjUCJLYnnn/OeRfPiLQAP8jO0AWOLZBj4OwArfrcf7DyELKMvxTAH0MDYJcy8p4TzzfPwNWFIoFELTQEmhZntvby/0DYDfCZx4hBW5gX1EyUCcBUXWVVo3eLc93B6CYnDG+zK4DZXR90cO0lzWk8jt/bTSXb+Gr3X0E3zoaxhAkkwXZMpgMAgAGvoQ3gI0AND3wBtrahMQyN+r1Uq7u7thPO+//77G47F+/etf6+nTp5Iu1rQ3y8woo7eNilJ6+o8zhf8fH58GDjhzgSqnRQY98uXX8PPdWIgZNw0MiB1wCKXNNTH2u92u+v1+AAKo453NZiFt1yOHCBNqgt1IjzMkpAtHAiMCwwGQwgVUHEXYND/xHMbk14nT+tMiuv5+Y7CEMfi1Mnq3KG0NORh42XG+JjYBVTEY4NdzFD0+BsOPMcAzceZRHHWPn8EjAfAnx+Lwcyy1vhjYAIHIAKIegAE4HL4VErLGfxg/98eoL5fLCefAx+fOixsqDmxwL59rd4qomaarOs9NFJJGSRhdXJ+oZLlcDg3JdnZ21O/3L3XSMnq3CIPdt5FkLTqI5oC4pKAv+/2+KpWKGo1GAMk8QhfrNw8KpNkjMdEg1HcR4vh8Ph/sD28sJl0AEQ4qurOJw4nj7Y4JjdjQ5chJ9Do6P86C8HHA78gZtir27LtKpRLkjvdV8CZszKXLap6HEh92AmC3JOak1WqpXC6HsqH1eq0HDx6o1Wrp5ORE/X4/cV23S2jOyBj8GX1cpHADEPHjdoXbb/6u47puHwvvPKPvj1yXejPdOCsYngAQc3IgCD3IdQm2IU+8DAfQj+8cXCLVn6aVs9ksAFTwDBl4rkcLhULgZS9nBpRgrNgY7XZb1WpVX331lb788svQSycNAEBWZsBARm8LFePUdoS5O76xo+hC3I3X+AcjOjby0yJ1rowdKY4jYZzLdxjTrgil5L7rGDQg13QOHw6H6nQ6ks57B7jjjhPgJQbMhzvK3snUn8nrFf0Z/W+PLKQ552mp+GnOvH8Wz3XsmMTHx5GLOHODNRGn72X0blK8fmIDm9/+vVPauoyvzXd+Hf/ewT43+DwV0I1HBwrjscRbZ6Y56N4PpNvths7Z0kVWEOAfNfbgTjWWAAAgAElEQVRE2Im8eQaSpGDYw+txBgTGj3SxF7EDhowvrtP2cV8G0OK8+N7LyHaaINbrdS0W51uoAhrgjPiuB6vVee3v/fv3tbOzo06no9FolMmBHwDFvBWnwqNT4xp7/sfhBnQDwIsDCWlrKZ/Pp2bGcG4aiOg2AsEIzvXSGeczHAyuxffxc8fjIFgQBwQcGPStjz2zgvPpSTKbzUKdPyWMdIAnKk+zYrIJsH9wvOPMAcaGszSdTtXv9xPXAfQjg4qoPxH9+/fvh6AJWzrmcrnQM8nLNKgP596eRcL9ABBioMV/Sxd6xzMxPSsjc7K+f3InmvcNSOi2p/OE6z23d11PSRfZJPAUNsBkMlGtVguZRWTusQZYc767B+VL/X4/cW9kkwMX/MTPRtkRTTXv3Lmj+/fv6/T0VH/3d38XSorTbHTuxy4uGWX0NlDRlVSa4wq5s8jv1erFrcVig54GM7Gx7gzpSDLXxhhFGUCxo+o1f3zvUQqU7mw2C2lx+Xw+NBn65ptvwlgQMKCCCBmvgQTZR7jEW51wHg6EOzbx3Pi8xpQGDqT9jo2qeK42RRT9fXpmQvzje7LHc5/Ru0dxZD4Gh3ytuXL379LALY7fdt848o+xkVa64OfF4KHfy1Nv4/WNE0zqv29PVi6XE3ziKbfsBkBNo6Sw20C1WtVoNAp9BDx6isEC3y2Xy8SezKQaAmL41q0+R9JFfwH/3ufJI6M0AuOejIMeCNSD+37mXJOtCe/fv6/FYqHhcKjBYHClrV8zervJo+4OxEvJRm509ffIr3TRMZ/0dTegAQZwGPwcz6Bxpz12Ljxi7NF8wDi3L+BDSYnv4gCH2ykuR9xpxRF3ABAnCL5we8CdWObJMxPq9XqYC7brAxTg+TwiGtsqrqfJbFqtVrp7967q9XoAVrxR6Xw+V7PZDA7Per3WycmJisWibt26pffeey/M5WQy0WKxUK1WU6PRUKvVUrVa1WefffZC9mFcBulOFuuHyK2XLXENf1YyPxgv7y0DA26GvCTOy1B4r6wjeBPgzwFmDy54dgF85O+/VquFvkGAVpJCQ9/hcBiyfCeTSeDh2WwWdgbj3mQyAUZ5fb+vP/R7rVZTu91Wp9PRzs6O7t69G/rpOLju2UYeJMl0Y0ZvExW9eQ2OtzM2DWDcGIUJvNlP7CzC2I4Qxgi+fy9d1AFLycY9njqEkAEFdwHgwAYKBhTcAY/hcKhvvvlGn3/++QvODPfDEWg0GlosLvYdjg0hN8a9VolnTIsIcL7/D1rqUUp3tuIfzr1MKcagjkdTEFRubKWVOYzH41AzHD87xkxGbzfFxm/sXDpY5kCYRwNdkbM2PZ08/swdA9Z5bCgQtY8dYJxuHxdpghzPNbzMiGPdMEHGSQoNupBtg8FA/X4/8CCGCY4GhowbQaRCS+dZBTs7O8Fg6PV6weH3VGTqGRljo9HQer1Wt9sNex2nbfHohjP3dyAgjlj6Z8xjoVDQl19+qVKppA8++CA4Infv3tUXX3wRnqFer6vf76tYLOr+/fvK5/Nha0JP2SwWi4mu6ln2wJtN2wBedCHptL7OMLq5hu+cgxMLIA+Prdfr0IRyvV4nek9QC4y+joFAwEE3shkTDiu7gnhdeVz3j8PO2DyTwVP3F4uFms1mwsnmWQHOqtVqaBwq6QUAAAfWSwiQa/TkcAee8UynU41GI+Xz+TBfnEdDwGq1GubTZY9vh4i8cfvL3yNlHNVqNWFPTCYTPX/+XOPxWIeHh5rP53r//ff13nvvabVaqdfrqdfrhR2XyJxyUJZ0a4AJ1gyBmGKxqJOTkyDLyUBqt9taLpehOauvVc/WjHs+pMnHLIDxaoh5ZI3yXn23MQfCWGO1Wi0BAOXz51tys677/X5Yt6xtQDW2tUUuwJdeegwYAajV6XTCuoWnW62WWq1W4G+XDdPpNGS/9Pt9tVot1Wq1IGOKxaL+6I/+SD/5yU/01Vdf6ZNPPtHh4WHIivHMRc8w8EyJyyjTjxm9KZTYJDQtsgcSt2lRx9HuGGWLUV9H/UH+pRczDvw8NyxgOI/+p4EBODMcjxKcTqc6Pj7WN998o8PDwxec7Rj08LG4UY6woPlOPGbmD+XvqCHz5s41TpI774Au8fzz91UU3aaMAqjZbCbenZTMciByyJ7F7vQ5eJPR209p2Sgva0zF58TX9LXrvBkfDz9uygyKr+N8F38Xk8sKjhmNRontAak79LpVd74lBWcF3gEg8LFTxuQ1v0RR3WiQlIhcugPFszh/cq437cJAdoAFI5yoHCAE4C9pmLPZTN1uV4vFImQC7O7uhk7K1GKSRXDr1i3V63V9++23LzhnGRDw7pCDcMvlxW4U7jzDf2SieNqwA4JpoLY7rs6vfO9AmfMRx/hOJ66TcPDZFi92VOOmX9JFXwCPnsdgJISOpKEe448b/RGNJPuHfkWAF+5ksVuH9zfwXQR8izXP5kkDUkmrfv78ebh/vDPQYnG+cxLvlKh/LnfeE+Xk5ES9Xk8PHz7UvXv3JEmDwUC9Xk+DwSCUCjnQgp3Ez2QyUaVSCaVIAEieneTAMg1Y2Vq10+mEBpVeVhDbM5nT/3rIZbjbxKy5OIPYzyMbBb3pdrx0LlvYbURSYi37WvKSEnhTOl8HAGaATPS+qFariW0DPWDnWUClUkm9Xi+s5dVqFbLeWq2W3n//ff3hH/6hCoWCPv/8cz19+jT0CvA17zZHthYzehupGCPm0osNQRwckNIFRAwE8F0cdeSa3CtuMOJOtTvLHMtnHqV0YyDODIgN1W63q6dPn+r4+Fiz2SxRU5z2TJQBYEAwfqJ7fBenOjp5qqVH5t0RcKXK/+4s+TMyT5I2CuP4XaWBAW7MuaHkW5vF3c4z5ftu0nd13GIk/CrfuwPv4FvaOSj+NHBOUoLX/Tmchz37yO9PVIESIrYhilNSfUzShYzyNH3/jOMwwgEMpYtIq+8TzthJieVYj6byExvfRBy9zMqdEs7xXgsYaD7/s9lMR0dHGo1G6nQ6yuVy2tnZCfLIDbVC4XxbsWazqdPT0wCgxGmRnjWQ0dtJrC1P/ScrLJ/Pa3d3N1U3pGXpxVk/uVwugMySgtO3Xl80m/NeA56hx7r2rTlx/l1+ED32shfnVy8F4tkgl1uuPz27wJ8bPQpYguxiHF4uxDV868C48z7OFMCkpFDH7DsbwX+j0SjMNyCldM7zZAjwPA6KYJ+Q/cE1Z7OZHjx4oN/+7d/Wzs6OHj16pMPDQ61Wq9C34OjoKAGsxvbMarUKsiIGX7iO90+azWYaj8chAysO/HgWh2cnxrons09eD8W2vmfWQvAIADlBLbKMWQM43IBnDr65vOAzL68B1JYUADayVdbr8ywZt+09e8VteTLZpKT+vXPnjn73d39X//gf/2P95Cc/0f/6X/9Ln3zyiU5OTkJWRJpNHa+7LHM2o7eFiq5IXXkRCfBoFeRCPzb2NkUX4+gzlMZUrswlJYxcNygkJa4b3wdnHsP47OxMw+FQ3W5Xs9ks1BNxHTcgPAU4Rv4cdCBVz50Uf0bfbsSNotiJ8XmNP3sVhEHjypr58c/isgLfP9jnN4v6vTsUA0Qx+LftXD8+Xq/xtS7j1W1ji9cwhkWazHFw0CNP8XgwQJETzv80+PJIItfnmoyJ6IQbNIwRQ4ju4Dy7N/6SLhoJkvaLs5E2nz6eOM0Zh4J7A3w42MuzE7lcLBY6PT1Vv98P6cukbuZyuURtLzKtUChof38/RAvjrUczg/ztJ9YT2STeGwA+S3PE4D96csRN+dC3RIY5L16jk8kkOM4OIMJjfO9li87fNLzL5/OhfIfywrOzM9Xr9cR4va6Z8cQyygE5b1CIU+OABWUQ7mjzDMgZBxHhba+xL5fLAZTneORIu92WpBBx90yOfD6v9957L5Qc8L1v8bherwPoSHZCoVBQq9XS3bt39Ud/9EdqNBo6Pj7WycmJzs7OQjTXd13h/fqcEUwgVXw0GmkwGCQypNxZA7QZDAZBzvBsaUEPBzzSnK7MTnl15Gue9ek9LzgmPh6d5ACBl5XB15zjfcNcrngQzMEhwMDpdBrKVur1eqJkiTHy24FzeEG6KP3Z3d3V7/zO7+iP//iP9fDhQ/3iF7/Qf/kv/0V//dd/rel0qna7HYCOjDJ6V6gYM7eUZHxP040N+E0RORcOm4wFjvGIvF8nRuXdAAaoyOVyie09uJ7fD2EzmUzU7XZ1eHioTqcT0tcciXRHgHpaT/PFYGCuMJTd8I8NB4SWN77xyEn8/GlOkl/fn+sqys4FbQwEcJ00Ie/ILgKzUqmE6MN6vQ6dyjN6+yltHV3FoXPnehNSvmkNS8m08rRruqPgfMpxaZlLMeAQX8fv47XGzo/wvkcQvGQAZ5hzkJOMCf5mi1KPOnhWgI+X63pvEudPl4Vpc+UROudhHByex6P9GORnZ2caDAYhzZu6SZ9rBzKpQ97b2wv1n7FxlBY1yujtIhpx9fv9YGRjJywWi6B/3YmVNm9X7OTrifOJ1MMnpPICzrm+ZK1vsjMkhXWKDsN2wPmk43hMDvA5GA45qBF/5vKA+9BXwIFC6aLPggOJ8JdHMqvVapgTBwsdrJfOs4nIHvAtHL2hMjZOoVBIAHv1el3tdlvNZlP7+/uhfrrb7erZs2eaz+eqVquaz+c6OjrS4eFhmKM4g4r7Mg8AIkT7fVzION6P232j0Sjs4EJAJwZ4M9Dx9RHrWbrgcbLbKpVKyGyJbXX3IeKsES9pi3uOcE/n0bj0zbNYJYV6f4BBsgIIFHA/gDRvyul6nIaWH3/8sf7wD/9QH330kcbjsf7rf/2v+ou/+ItEFlO9Xlev1wsgnQOKLoti+z6mbO1m9KZQMUa8nVzJ8L8zKowVK30XDrEDGwsLV4ZpkUKv6XcmS3Mw0hwPxjGZTHR6eqrT09NQs0ZNXyyoHHSYTqfhmeNjcrlcaLiVFlWQlEh/SssMSHNi0rIMYgcg7X2lkc8B57hDRYSH/+N7NxqNEFWhoctoNErMe0ZvN6VF1q/qxDkvx2stBrTS1ssmZ8H5f9PxaedsAhY85dB/xuOxxuNxYj9sd6rp1u0193EqsUcjPT0avt80pw5qSsltHLmWy0y/jsuJ+HwMa3Yo8PmPAQjqhnEKAAiazWaQjzj6zK3XY+fz531Fdnd3tVwug3OY0btBMaDEeqTZl+sVN/LhOdLbOcbLfqSLUhKMcr6Py04csPaoH5l5sYyBJwAUcERxgmnAB4AVXwM+5FkcGHAd7sGHtOdbrVYh8o494U0OcVBms1mI3gMeTCaTECWH70l3JmtzOBwG2QTf4+ycnZ2Fbu4ODnj0FYd8uVyq1Wrpzp07ajQaOjs709HRkU5PT9Xr9XR6eqrRaBQyH8bjcWJcLqcAbkjfnkwmYUzs/hRnMHG+f45NRUmEy2bmE5nslAEEr4+cBx2ci4GAONMFniEjhP9phsm1nL/4zbrwAAH37fV6YZvwXO68+S59brhfrD9ZR+hyrler1fSjH/1If/zHf6zf/d3f1Xq91n/7b/9N//2//3cdHh6qXq+HpoeAXGSvpI1N2l4mkK3TjN4UClsLxoaodFGPKyXT8v14b57jlOYkpH3nAiDNyfXIXxoCFyPrMDrCBEOWWrTVahX213ZF7bRer0PNcLfbDWPzdEUUFsiozwlzFjs6LjDcGOJY/7mqw/+y36ddNx67j5vUSgR2rVYLEYttgi6jt4/SQKdtx18GHsTgUuzUxmm9UnqTwLTfUnrmQGycu+NLc0CMbt+CDD7me6JyaWPzmmGvu3UjRlJCPuI8Oc97wzXO9z4E8RzHctBLBKQXednnALnjWQdeJuVz4YaeR/T4HHnQ7/fVaDR0+/btcH+eM87SyujtIzLCcCbhEQgQCYOd0pM49T9O4YdP4qABf5PGLiVTeRkT6fO+K4g3GOanWq2+ANKn2RTuaPq12BrZx0ggAfDLgQMcH+yHWq0WviOTzueG7Y5J0Ue3TiYTjcdjDYfDRKmOgy1uWzH/jJEshJ2dnTBWADxsHhwhnyv6mTx//lwHBwdBbpJB5ZlQpVIpNGxzuehZhmRlcn3sBwctY4DF3yOAo4OZXrqapj8yer3k7yvOuIt1FWAb4CBZBQBKMXjopSeSAs+QQQLvs1bYwne5XKperyd2xUCnMlZ0sfsM0nkfjvv37+vOnTv68MMPde/ePQ0GAz1+/Fh/9Vd/pcVioXv37mlnZ0fr9VqdTkfT6VTVajWA32k2v4PvGWX0plPRjcc4CudReVcabuTFilJKCoRY2Mf3iQ1Uv5en90Ax03nNEQzvnYMHg0FA2kkZpI6Renl/JhQ9zgLneKoS6Xoo7hjN9HnAOPCUNu6JMc/z+DzwmSu6y5yiTZTm3MVAQIzSM+5CoRBqIhknxiHvMVPEP2za9v5jB93PYZ35Z/Hx7jDwv8sAjzr4PSGvmXfehr/diIlrVzneDU4UPEYNxn0sD/2ZkBNcy/fbZkcCf0bv+u1jc6OYZ67VakE2ecYDz4xTBQ/7M8UlELHBz/P4TgjMAYZVr9dTs9lUu93WfD4PmVfMfVZG9HaTN+nCuCd1V1JoAOZ84Y483b5dhzhY5WUrnklTLBZDczlsCdc5vt0wzirGv3TBM0SwHbDwrT1xVD093W0Vz2zguvAQmTOMD9ACvl4sFsHZd5sBAMWj2p5KHQc8cJ7X6/PGaN6/I5e7aKII3wIaOPDJ/NTr9bBDEFkBpVJJtVotZEr48ezVDqjBPSaTSdh1JAZg/f9qtRr6iRB9RQaSkeTP4lmZvu2ky+q4r1Fmg7w+iucWHvQy19gOjcEAeIQ1D+A0mUzC7hWSAm966UGz2UzwN3xGU030tO+Y4U04Z7NZIoDnurBYLKrRaOjevXv6B//gH+jevXtarVZ6+vSpvvjiC/3yl79Uo9HQP//n/zzc//bt2zo5OdEXX3whSaEHBjxDySGABvyfUUZvOhVpCAS5w+9IujuLfpx0sSWWH+dRdEd1EQoIE6+l9ZQgV4i+L3HsJNDwhs/c6EY4TCYTDYfDgCJynAsKjxzw/Jzr0T2ew5Wuz1E8TxgIRDZiRV8qlYJBQ1QuLjXgvHgOpCRg405DjMxuXQj/v3Lm3frnOBeVSkU7OzuqVqs6Pj4OKYycF6f8xWPN6M2j2HGNHV/fWhQj3M/zCLYb/DjA1Wo13CvOPkJmxGOJ10yagezRPI+O4WhjJGAoOJ9NJpNQ3oOz4dEJd5SRMev1Ws1mM9Qi4vis12uNRiMNh8NERBM5RL8AHGOcAeTK3t6eJCW2FGPMXMeBxlgGdbvdF1I2HSBBxrnjQQ1upVLReDxORCSRSRjg0+k0GE28K29A9uGHH+r09FTr9XlJUaPRCA5gBgS8/YQMYB3Az2TFEWXjWJxXZEi9Xg/ris9Y4/CX7zvPln40u/OAgAMNyAFql9ki18t4uDbyYDQahbE5rzvYLyWzmXDuPYsIEBIHeWdnR7lcLqQs12o11ev1wFNkBcBT3p8DWUTJAMdVKpUgX3Z3dxOAodsYdGiPwYRyuaxGo6FCoRC2LMTmGQwGYc4khVIDgiTHx8eaTqdhO0Guz9h4pp2dHXW73YT9gW3F+3UQgy0DkXOAInEgJQaNYiBUurBXyPJ0gDnLWHx15LpVUiivwfbF1o5te/iXMjN4lbVBfb90URIUNyYsFouhTNf7hqDXxuOxer1e0GVur0jnQKbLH7Ji6J0jSQ8fPtTe3p7Ozs701Vdf6eDgQCcnJ6pWq7p9+7b+/b//99rd3dV6vda3336r4+Nj7e7u6uHDhxoOh1oul2o2m8EOgA8PDw/19ddfB7nT7XbV7XaD3RGDo9vKIZl71rfLuIxujrb5N9d9P6/7+k7F2OH0SBwC/TKnLs4YgMFdOVwWyY63FHGhIl1sKxI7AygP0mw9pRCDhA6jnU4ndML1LIP1eh0EVVyrxv0dmOB5OdcBDIwJd57TmDZ+DgcA0t5FWpqRzw9p/G4IxBHPbeSKNM4ewPCh1gvgBwFIGqMrbJ4ZpySjN5d8LUnJ5j2edZN2nnRR0+/87rwSg4dxdDs+xuVP2j3jSJCvsRighDBOAAMxLiSFOlivUYWnvdu/A6Moc8bfaDSCk+T8VyqVQmohfE7KNU6M873vyQyYgFxzOeDGcyxX+O1z5cfE4KXvPx47Gr69osvEWFZ72mWtVlOlUknsH5/R20seRXN9znuPG/jG626TQ4fOjAFkruEAFk60A5bYJ+6MMA4/nwg4fFSv1xNZBeivuMmvgw2M2R0VwAHmgEg8PDOfz4OzAIjhGQWxjQDfOTDnctKz8Jj7XC4XwD7f+lG6aFx89+7dAOp50AF59/DhwwAOUg8NcNDtdkNklrIDjwqv1+tEGQaBAe9h4NlBRE/d+fNeJGnyirXhpVCAJTQVjHVCRq+OYpvUs+uki0Cg63//H2deusgyg/figJeU7NnlZXjeuBTbfjKZaD6fh8wYv67rczJSkAsQZTPT6VSPHj3Ss2fP1Ol01Gq19Hu/93v6+OOPtVqt9OWXX+rbb7/V06dPNRgMlM+f98mpVCra3d0NdhJAQ7PZ1IMHD/Txxx+r2+2GbT/7/b5OTk50eHiow8ND9Xq9F4AAeMbJy5/9OLKBLqOMLzK6KhVjZnQjE7T6MnIwwJ3XNKHuzOiOq/cmcAM3HpenKDFOIgkIGcZB9O34+DgweT6fDwa41yUxLs8wcCPGo48IKcbkafQ+bh+rfx5H+WKlvwk8iefE59uPd+CE93MZxUBA/MMc08SH52y328GA8Igiz57R20Np69PX6GXHu6EvKcGbDiY4EODX3uSspsmANDDAxxyPjfvPZjP1er3g+EsX2xrFjgegASmFngnh0cwYgMQQITIRN0pC1nhZhGdEwWdu8EhKyDWPevHbO3C7EcTxgIXxXGGgu7Pj5yO7fO5ZCz6Gs7OzcI3FYqFWq6XhcBjSqzNj5O0nd+Rd1lNGJl0OBuRyuRBhB5iTFLJsHLz2dQdYwHW9VIVrMTbXcw7kAbBx/dixqNVqwbnBgfZyGWQGTgXygOcgQwL5gLPtPQWIpAI+wB/wdhrIwP2ww9xG4nie2bOPABI5/he/+EUYJ6VN7BJQrVbVaDRCdtLBwYG63W5wwLw5sstst59I+0euAnz4+/DsEeaad+lyOw0MuMx+8WCM22kZvTqKbVDPpOH9uQ3J8axdMgC8QaCv47jnmK8zeJx1C7jgmb6xzct4ANw5lzXou2rkcjk9e/ZMs9lM3W5X0+lUOzs7evjwoYrFor7++mt9+umnev78uU5OTiQpZCjAO/1+P6Hf+a5arSZ2Xdjd3dVv/MZvhFK6p0+fqtPp6PT0VMPhUKenpyHTFt5nzrBjPLgYgwMZZXRdKroj7Gn9UOws+t8eKYgdhzjyl/a93+MyhzkGEvyaNPEYj8fBWAe9JAUPVBxFTkMsT9+DUMjeDMzT3lywrFarkBrkjoIb02npPz4XcRp//NxpwIBT3M00Bja2Oeb+7JybhvRKF53YpYstjPb393VycpJoPMZ5GSjwdtImw4zfvi4BA/jOnVHkSXytmNfjv+O1ngaWxQaDA3aMa71eh07DGOAY3yhd5zcMcd+vm7pEngdjAHnp0b7YsSkUCqHzsPccwSCeTCaJBmXOu4wHw8Ujpz7mOGIbG8ie+uzk8+XOvctbDD6cHN6FX5t9x5GR9XpdzWZTnU4nM8zfAXJnDUdzvb7o/A/gFcsFX6uui1j36/U61L6zXlm/3rgTEAFyh9Sz9lzvYnfE8gfyHQSIKjYajaDbz87ONBwONR6P9fz588SzeBZcpVIJjdAInCBz1ut1olaa8oC41ACbAlnivEzNvJcK8YPep1TB+xVISSA0l8uF7dZwTsjg6Xa7QQ52Op1Q4iOd63v+5x0iE3yc2AIemIAIlpCazfcAHLGuiZ1/b1oJyMMcj0YjtVqtIKvSIs0ZvVqiNGNnZ0f1el2dTkdSMuAnKWGrez0/xJqg2WwcIHO7gvMWi0VoqklpjWf5YGvT4yLOWnAdBijQ6XTCbjjValW3bt1SvV7X48eP9eWXXwb+oCxmd3c38GW329VgMAh2L4FGb5iJz1Eul9Vut9Vut7W/v69Go6GHDx+q3+9rPB6Hnc663a76/X4oaWI9w7fMQ9bAO6NXTUUEKUauK/M4dS/tJ65Vg1w4pDmGsfHqBrE7Fe7sxgrDx+bGNgwJo5ZKJTWbzcCsKBW2JXJjwSOdbjD7eZ5WS01SGnO6oX2Zo+N/xxHZTeifjzd+X7HzdRnFzx/PNcc4ok/aVaVS0e3bt4NQZSwIS1cOGb255O8JYw+D2g0s/o7XaJqDHmcAxf/Hf/O///bP/d5pWQsuY/w46nhxMDBkScUFKMSpx3nAgOn1epKU6GbOXGDYY+S77GAM1Fgie4iklkqlUGPPud7ngOt6FNANLd6Zp0/znTdJirMzYlmHo+LXdofCMz5cpmPkeU8J3jPPGzdfy+jtIwd+4jUYl9Gk8SaOt0e5vWmeZ+ek6S3PuPMMPPjLG4u5nHKAAL73xpyAdqPRKKT21mo1NRoN7ezsaH9/P+wGgMM/Go0SNcwACXwW63rq8BkHc+M8HXfjZ85dVjF251eegb4kDnBwj1KppH/0j/5RAPSIQPLbbRsHTRxo2QTMYi9Sl91sNkMTUmQq74J37XPD88f1/v5bUgBcVqtVAB3W6/NdGMbjcZhfLznwtZDR9chtXYist3q9HoCvtMg153tGqR8D38cZcoBuvFcvM+G9o1s9YxUZEjcX9YaCLm9Wq5V2d3f14Ycf6tatWxoMBjo6OtKTJ0+CY14qldRut0P2y2g0UrVaDboPHVev1xO7XDivnp2dqd/vq9/vh6wcZCG9PR4+fCjpvGzx4OBAT548UafT0dHRUZgT5pq588ypjG6GXrd/8336T0XpQsl6DZ9H0NKUQuwsOoP7Z97Mys91hM8elZAAACAASURBVN8FhJRMsfd0UzdI+KFbJ/9Pp1MNBoPQJ2A8Hgcl4YYIKTgeyeO+nubnSLUjip4uBbLuDbN4Nv5Omz/pIvIRC0OfCz/e509KdtZNu9e2MoE0ip2y2Ajx5mqVSkWtVitEfHCIMkH1dlCa0RSX/lz24wBcHB1wo9zXggN/cdQvbUzb7o9s8M+RH0QQcPAxAkh1rVarIeWV8Xq6KVE7Ty3mGJx45BxNvyQFgKDdbqtSqSiXyyVAQ3oHEBnx+Ub2Ejl1J8yNAUkv7NMMb7qjBsUAL06DO/8YUHwXy+hYVkoXpQzr9TqMB0Mxo7ebMLLhAecLHFTnKZcZ0kV/CdeZGM00F3M9Cx+4DQBxno/JATNS8b2JIPaBRwnjDDfAQRp8kWJcKBT08OHD0PAPB8EbhdHALi7ViXsQOJgOoev5jnOQKzGYF5c4wJtx8+H1eh2cMGwfMiXpdI4dUy6XQ6rzzs5OKN2gH0KhUEhsewgQ4A0OPVvAx8WxNG2VLsrIAFtHo1E4x+UgPw6C4IByHY8gu1xjHWWAwKslHFtS9QuFQmg66QCVr3Ecc+xj1xtSsrcPOjzWUfArzW4B9ilJ8T4VrEPsUQAr1iIRdtZHs9lUuVwOu2N0u10Nh0OtVhc79ezs7IQsP/h1vV6HNR0DoGQJ5fN5NZvNwG88E+dTRlQqlVSv11Wr1QJY8N5772k6nerx48cBpDg6OnqhF08WbMvoVVExjvY4OovijAEBPyZODYtBgvhcnAMovm7shMQ9C+LoO5291+u1xuOxTk5OdHBwoKOjo7CtYIwMcl/SFfnfFblnJiBgUECOjMdghkctSC/yZ42f0/dR9XrreC7jeYf8eeL5RLBeRrEwiR262OHiebwpUbVa1d7eXgBvQGozMODNp9hocpQfRcznfo6vxTizJ64NTIvkx2vZIzppjq+P04+L5QtjdgWcBpjxOQaz87BnRDSbzY1ZDZzjYCrzQUaApzhSRuBRS9/azCML7lz7vWNZgyHk5QJSsgzA581rjRnHpvfv8l9K1v4yP0RM6BtA9/ZGo6HT09PLll5GbwF5uZvvWCG9WNLGOnYCcPcIPQ440TUH9oj0OdDEffgsjjJTvgPfOsjPGvaxck8HtXGWqWUHrCPzjTUtnfMBZUc4xi4Hc7mLHRIAGr3UEAeF6yKzHIR0EIHnoEGZ62zfYcFBUK7z+eefh3nE+ce5cSdptVqpXq8nHDL6BnjjQJ/3XC4XdiQYjUYJMJXfXuoQ231xsCWOGHuZB+8dgNF7DsRgQKw/Mnp1BAjOlnrsMuOltdJFQIF15nY4OoZ15hkz/u75Hv4AbOD68Kl00XyXJteSwpp22zWWYTQZp4eHpMR26MgF5AH3InOv3W6H8dPMk5IB+BzedTDPdSelD2TcNhqNAAyQYffgwQN1Op3QZ2AwGISsqMso44HXS697/r/P91t05zNtIB6tduSW712hujHgRn08cDfi/ZxYCCyXy2BkxkqG8VSrVS2X541+Op2Onjx5ooODA/X7fS0WC1UqlaBUuR4dcDHE4zEiyNbrdVA+jMf3xeVzDBz+B0SIjWye3efKGxL5sX6cv49Y4cXgiH/H+7uMYuPNnR2fj7S0YwTl/v6+ms2m+v1+wqDK6O0gX2MOiGFIc4yv27Rz/Dt41g2zOMslXs9pzivnupzAAERZx7IBRX12dpZwLFxu4HgQDfT032azmYhKcU+MHXgBueKlB8wbdbk48/BEuVwOQNpkMgmGPHKACBw/zuf+nMwdBrw3IEPWrdfnkcsYcMUY4f16tpQfi1PlERefC54JOUtEhjKBGGjI6O0j5yVkOsA4zlyabnOwm2g0xziA4LW9GMFc39eZOxI4koBuXNezgzi3VqsFh5ZrMJZ8Pq/j4+OQCeDgJ/x2fHws6SI1mnpk7ksfEncgMPIJNrhzDZ/Sm0S6yO7hOp5t6A2GHeBzZ8gbFHpqtHS+7SFbCy6X532TWq2WCoWL5o/YSJICYMB7Qp6xXWIMfLZaLQ0Gg7ArA98xh7z79XodsqxYU9PpNNFzQkraSQ7qYIvRG8qBWN6l0zYjOqOrEVFu6cLBZ11Sfue6HYfXM1i4Tgwecp3YwfdjXL742uf9ViqV0FBwtVqp2Wyq1WqpWq2G9enbkU6n0xDEAhh0GUeGDs44WQNkGSCbKB8A/JYudrnwrcQp34mfnR/KazxAQIbCcrkM2TA/+tGP9PHHH2s4HOrJkyf6+uuvdXx8HOTTJsr0b0ZXpSJIlhvJ1MLNZrNEF+B4QUsXKaJuqLuzDLPESoLroYSl5LYanmqOo4HDHQuWwWCgXq+n4+PjUBOHU4oSRFhhDDjazL1jQENSAvn01D2QQMYLAo6gYR69UaGnMHIdR845z5vmOMVGPZ9BaWCBn+sUfx+f6/OT5sQxFt5RtVrV3bt3tV6v1e/3Q1TASydiyhT2m0EO3rCucaRd0fHb//bu/G6weoSLc9zZdGPOr+nAnxujTi5j3EnFySadkDIAjGY3YBgzz4CR6c7FarUK9YmkteZyuUQDNEAAr0OWFNJfXb7xrJQvDIdD3b59OxjG7ngzF9TIMo/x+/BMnViOkEbNvZlTj9J5NIPrArAip7zG2eUucrnZbAZAZXd3V+VyWQcHB+GeGb29xN7gOKgAWmzpy/ZusR6VLpzB2GbwHTCm02lIjcVZBEx38I2aXAcBqZcnjZ01yxZ5NL/zyLkDBcPhMMgFnBjkBc4MNcJk8ZRKJdVqNe3v7yufz+uXv/yl1uv1C+feunVL9+7d0+PHj4OzIV2UGg4Gg2C3wNPeVM+zAJAtzCd1xvQroibZZRByodls6u7duwGUQR+z1RmZldyfYAfPgUNEg8D4XTs4CgjBODxSjJzkvfNsnsXgsoZ5whnlHfo4kZe7u7uhRxTrLqNXQ56ZC297lgkBNrJk3XaAV1zP8j7jz+AJdJE78N6oj3XJeOjA32g0gt/imT/+G1CQxoWDwSCRFehZPgAFANue2cMc9Pv9xD1Yn/QXQc44eIf8whcAZHWb37MrarVayDLa29vTBx98oN/6rd/S4eGhnjx5oidPnuj4+DhsewghY72sIJbN2yizz7eTZybt7u7q1q1bwc6s1WrqdDrqdruq1+sqFArhHdXrdY3H47DG0/w49FW1WlW73Q5gFAD3kydPUjPDvysVublHl9IoRvwdJfTPt1EcefeJiCPacbSR8/1+CBOUGI25EApp3fbdGYn/j8EMT9Plt/84ClooFILQQFF56m9sdBNJI5XQI6NuPG2aR38uv6b/v21xuLCKf1xZx4vVr+/Ni6ih9Fptf3d+HZ43ozeH4ne0KcPDkXv/P83wd/5ydJ/IT3xddzjdMeZ3DNjxN0YERgrr01OOPXpGtMm3GeUerHuUMdG12MHF8cb4iWsnQfc9cr5arUI0kmdxh8Wdbk/Nd2eGvz0y44aEgyXO01zHAVUHX2L5E9cCA+ow1kajERwynBXmwLMyMnp7ydNuWW9nZ2chbTZefx6dbjQaL8gF1984/vAVv3Fy2bouzkaC35wXuGelUtHOzk5ozunnYqDHhreU7FeAHscJAaig5pgI98OHD3VychKafTG2er2uer0eGpOxZSnRR699hr8BHJnT2WymWq0Wnq/RaISyJbZNjnkYfkNu9vv9ELHkfvV6Xe12W3fv3tWXX34Z5hveRlb7e3HQwGX5YrEINgwygGdCtsU6X0r2pXGK//fSK187vP9Go6FSqRQyEzgnkzvfD7mudLsZ/etbb3tZLTzNe2I9OBjumT+x7SApsV5ZFw4osS58R4zVahVKHIrFYpAPvvOHO+OA+dgIAFno6zjAAQ/Ai/gP2P6cy/8AF24T8bzMDcDg8fGx+v1+6CVUKpW0v7+vdrute/fuqdPp6Pnz5+r1egm73vujub21aacW6Cr+Q0ZKAEmSQiaJE70hJAXQWEpvEO/6gHXsvhglKPS7elWUKBNwRMINRL7zlKzYWfSH8L99+yA/lut4GpwvPgcDXEl7hoKkROOP8XgckBPGW6vVXshqcIMlBgI2Ob8oJYQf1yTLwLf2cQcEgRdH1yUljKbYMfY5uYy+L2c6Bn3ilDGiRtRo4RikgRXbgI6Mbp7cGdwEhPmxMfGevawkliUerY6NCY7j/s6/fBePVbpQughMIobOs4BVRNRA3ukD4sYsx8dGAxFIN3QYC7winRumRC3oSo7MiLdlc5nHMyLT0oA6SS80DovBE473qIQDFW58xDLY59mv5wCDA8gAo94QLaO3m8gEANjxlHaAX9dtzu+SglEUr2HWEGvE14o77IDqrv8lJXjVeQ97Io5m+/p1ecS9vBzK5QkZEPCrOyzlclkPHjzQarXS6elpYteSwWAQjH8yjlqtVogo4qS4DYCTi13Fs3M+1yPi54AhgQjPhITHR6NRYvtlQIVSqRQACs+Wki4a9DH++XyeCOJwbU+z9t1YeL+8zxjgdaBgk63jYKhnI2Ag5/N5tdvtFwDrtHWY0fXJ9ZIDOawF183wItF1dKfb+9KLNoHX9PsxMQ9zDplLboeyxhyQyOXOM95ms5lOT0+1Wq0CkORZCPAPtgugnYP+lOUUi0X1er0X7BPmxhsWA4C4/CA44PfzjBlkRdysk2wFX/937tzR3bt3defOHT1//lydTidkywDMu8xlvtL8B5/3LFh3NQKAIhACKOSALzKWUhU/1zNG/HrYUZ4lBzj0ysGANMcsDWmGXBC4QPfjnTHimtWYsf1/N0T9Wl6rg4Dn+5OTk9BpEwTQnU7S/P2HTALGxTnu+PCZR73TjHV3MEBrqAtOA0p4FjdsEII+By5U4neT9n9stPP3NmbG+PBzmNs0hysGhDDYHPyhrtLnOF47GRjw5lDae+YnjpjHv9MUu7/buAGeE+spdqBjANDHEjuq7qx7arFn6sQGiHTR78LrBV3e8Rsh7lEHB/iIXOZyF43KACMQ1r4tIeAoih2ZxD091R9jmHE4X7r89fmIs67iqGgsW9IyP2JDL/7cvx8Oh2Febt26pb29PQ2HQ3U6nY3GRkZvDzlPYHyzTSb7jLPufC9xznMwwNen6xG+dycA55c0WoxYzwD0nT68a7hv8wlPIROQGW6D4ASkrVd/Hm9WTCCA8pj1ep1IKR6Px5pOpxoOhyHNs9lsqlqtBiebMXNteDsufWo2myHN1MHBnZ2dEPwoFM6b/fV6vQCAMnc4/MPhMDgG2BukMzPnfCedG6TMN/OZVpbE+yPyG79P3mmajHdAwOVKmn0Q24ysR+QtFIPKGb06SrP/3S6PS4EBkVhTnimIvnQgm2MddEoLWPLD97623HfAaV6vz7MA2b0HRx39DT9jQ/juBIVCIfCYg2VkC8bzw3okQ8j7+EA8k+tnt4uRA4wLvkXGwLu1Wi04ltVqVb/5m7+p+/fv6/nz5zo+PtazZ880GAwSWxrTMy3ua+bzm/HP1Yl3xdqiZwX9qOr1etAxPq/VajWxXaTbkfw4SIXei+3uV0VFF/BxehWKk7/57QPxmoc0Y9FTbnyhebqQ9KKD4dE8jwxwHAr3+PhYJycn6vf7ms1moWsnSjaOnIG4wWAOAPB8/uOpTVwTwYMB5Ih8tVpNNAWMa67cIGEuPMLmTk/szMeASez4p/29Kc3bx7SJrrLY/j/2zqxHsiu7ziuGzIx5yqmKVdWkmqQkWzMgQA3oRYJfBMMP/gl+9w+0XwwPgAHLsCFBENiiOBSLVZVzZMyRc4Yf0t+OdU/erGKzi2KxOw6QyMwY7nDu2XuvvfZw/Jo8okMDl+FweO96Vwrn/R6ubDxi5zrAf6fv+3NFftOoErLkzHlKHPF91lYK4qVlgzNAOccEJObpNK4R+XRAw/HRWzj16bmJEgI2OLZHyZF1SAfAR71eDyA9n8/vkamSgslvNpuhX3BYPEsHhyjVu9LS0XLiEXl1YJM+y1TX52UkpMQCjcm2t7dVq9X0+vXrtzY3Wo33f9CHg+i0Z8aQ4YItJDvOHW7veeFr3B0AIuAOhqSlDLksuW3EvksKkgIQRfmP6xdf7xAI0jITQVpmvqAXuB+vhyfSeHt7G1sY0ycHJwDSr9Fo6ObmRoPBIHbX4HwQ5pQUuF5kXiESAJT+HvdEhLNQWJYhoSvoecL3KOtBpzB3nlGEDi2Xy/HsPWLl88FrnhnppK3ju9ThdzLAdZpjA4/uu03wSDDPfn19PcgL//xqvNuRkgFpZlCK/b1JII4+5H1KJri9WSzudqfJy9rxz2B/sIW+LufzeZTeQExubW1F9jAy7fgBZ359fV2bm5v39BY9fihj4rpZw+60k6EIDvFMIEqa/H1IQSe4uG/0H2vcexWhD8rlsmq1mh4/fqx2u61nz57p8PBQL1680PHxceAOJwWcmEiDlavsmrcPdBz98T766COtr6/rq6++0mw2C12GjmSu0cUe5KHcADtARp7jYgJU73rr5jJClT50XveROqaw8AhCqvDzWH93HJkUZ/XS4ztL7gpjNptFN83pdJoBu05OpHuIp2xjGvl3ZwCnNs/AcY+AGU/395Q9r8GTsumQfn9u6NL58vnwv/PmzOf4uwyv63dlzo8z/ynJ44qZ1zkeihClyX3nXfdq/PjDSR3/STNh8hxFvp83MC6eBuXAOgWLDHQC688/4/KIow1L7zKVXlOqG1zvAWjZDhD9h14BWMPWujMhLbN7cFBIzW02mxniEWBCZMFTBL0ZEYMa/HRbQnec0hKAFJz5fXOv3B/ymj5f5honw2Xc9SnH83uWlMmGWI2f7iAd26N4vh69ZpZ1zjoE1OYR7JJCfiEVWE/IMeUJbrclZWwQjjUySffw2WyWAUtcC8cCbKOHPLpIOr6TBR4Q8Mhhp9PRYDDQ1dWVptNpXDM2cGtrS/P5XMPhUKPRSPP5PNNT5OrqKghC5IhyA87rjc9arZbq9bouLy+jNthxC/eV6tpisRi9AsrlcoBU7hNdgj6VsiWObhMY7jy4c8Z9+fMCK/nzQ9c95LznkcNuA1hnrj/T76+wxrsdqa3Is7Hpc3PZcr/CsbbbZWkZ3cfm+vfAJDi+nlHjOsplGYIL8gziCOIQXcGOJqwl9BPp2u7fEAh0stxLCYja+705tvAeQWk5Jo6hZy/QcHSxWARZwbaHa2trury81MHBQWQy1Ot1NZtNdTodPXnyRAcHB9FwED2dZnbn+X2r8eaBjoSooVfMeDzW8fGxzs7OMv41GWFHR0dqNBoZPIsOhzig4SCydnNzE30jvBH+uxhlFKo34nMWyp3SNPIk3Rdo3k9TxDAMKRhPP8fvlFDgGqU7YH56eqrXr1+r3+9nWBUHFW78U2ceNs5rLjB+nkXg30mdcU914rywjy5gKXhhPnFG/LMpyHaFmzpq7oz5++l8vmm8aTGlht8/m5JH/p6nV9FpnHrFvOtcjfdvOBmX9x7Do+55ww14nkylae/p+Z0ccwCCvJCRIy13NEAWAaQO5L1swFOWYWS9uQtkInqKej4cek/7cn3gJUI0M8WpoU6YSD/RDAw/jhd6ZTgcZuYkz2H3NGknWdLmgwxklzlKI/+uz4nsen8Vl9/Ly0vV63VdX19rMploMBioVqvF/azk/Kc/vFEWNpidhoiAp04j6xdHndpc1qrbdtYjMuPRaLe1fM5xgzft9K3/+JzbZ66bLs7ez8gxCdjAbV5KluZFspHr29tlxiM1u9Iy04Fu4+wTzr2SbeTYAB1DfxLk3fUR2Unpc0J+vcyJY+IIEcxw3ezy7rXGKTYpFosRXfToFiPFD6ljTyQzJZnzRnosBvPnfQ9W44cdvu7TUtA8jMdnsTeOz93f8Br7i4uL2H4XefL+QW67U7IOTFAo3GXC8B5Zuzc3d300WC/Icr1eV6/XU6VS0Ww2ix0/PAvGs1BKpVJmBwTHCQTDfGvhNMuFDB2uFbyFbkJfcC4vaXRC0TORmS/Xe7VaTdvb29rc3NTjx4+1t7cX26/785AUeIDntyLT3jzog4GvPJ1Otbe3F+sS/QbZS0PXer0u6a7MEj2KPBFQke7WW6PRULVa1Xg8jjVJ+f07JQN8f01Jma2oAKvSfTIAQa9Wq5k0mtSRdwc3BZIeufKbyiMcnKi4uLjQcDjU4eGhxuNxAAxnubgHrwVOSQiYcXc2UFhu4Px+ed+FGCPsaT4AIJwO5sKzB8rlciZN+CHAk8fA8rqn9/E77++HBtfon/cMjDSq459LnROPADCfLFrv2L5yEN7v4c/nofXlznreSPVEegwMHSm3vt5Tp/OhyDWyyJpzsMCPEwJErFJD6ddFhgHROE/3q1arQRaglGkMSOTA9UGpVNJgMMjoJt/a0FP8ceYdCBE1dPCM48P52KfYHX837qnTwn2ih4i6eJaDgytIDCc4XL+n9c8YwEajoVarpdFo9CuuvtV4nwZOqzu7gFjWgdtJXoOIl7KE4O3tbWabPfoPoBP426MlTuCVSqVMai21mvP5PDAMznFKHl5fX8eWehATrhvc+Uf/ANJctyALkvTll1/q8PAwtjjz415fX+vg4CD0juMGQD6RSd+2cGNjI2xoqVSK6OdgMNDe3p7Ozs7U6/Vi1wQwmPdUYJ69iaKk0Bs8U8+c9Iwn9IyTNi7/4JtKpRLR03QO8xzCh15/G6hNP+/zg8709PC3kdSr8f1GitM9OpniQl5DVp0MQEdQM82649nRb8Mb90LukeUjKXaRcJIM+WEL1NlspkKhoF6vF6U53hATndJqtdTr9aLPxnQ6jS1NU7vOve3u7mZKmCDYeN9LZ7zpJ4PdCsAOvksBMsZ3qtWqarWaLi8vozyJbeaurq4is1G601/j8VjtdjsCCs1mU48ePdLW1pZ2d3d1eHio58+fq1AoRJZimuGzGm8etVpNo9EoSJn5fK6vvvoqU4peq9X0O7/zOyqXy/rqq6+0sbGhTz75RGtra/o//+f/aHd3V48fP9ba2poGg4GOjo6ChPqLv/gLtdttra+v6/nz5/rHf/zH0HXvOoOjjKDhlLI4SWt9iOlNwX7qFCJopDMAgH0LrRRcOpDndboXIxhkBLx69Uqz2SwTsYqb+v/pQ+vr67E1UB4J4Ww3ANzT+L2eJnXWvZuxg+c0wgZIdzbUDaArOI9gABocpOc9h7zX856T/5+SH+ln8575QwY8XZAelVgsFup2u5F2dXR0FPcIOeLZG2m2Qd71r8a7HZBVnvJL1M+Nma9RSRlDynHyyCcH/v45hoN2SffWFXoiPe/19XXUw7qh5pzuoPM/rCvReS/x8WwAavX4Tq1WU7PZVKlU0nQ6DQBCVLJcLqtarQZg8egbaYqSMp8F9PguA96MjHRn0iQ9o8g7EHOdOEKNRkObm5ux17oDZwAJeml9fT22LnOdC8gvFouZmmNpma2EfqtUKpneAPRwKZVK+vnPf67PP/9cs9lM0pJFl5b77K7k+/0e2FGAZaPR0MXFRTjJyA423esiHfjjCHhfj1KpFGmuGxsbITf0n6hWqxlHF/vr9ou0e0kZosH1Qrvd1vn5uQaDgYrForrdbsbucmy33Z4m3Gg0wnGhCdlwOFS/3w+5BetAVOAc00CMefE5yCNWvakXZEmz2VSz2dTm5mac8+DgQIvFQh999JEODw+1WCzUaDS0vb0d2UzIKNFLdjU5OzsL/QrO8MxQ5Nv7L3EtkDc4c+gHx3T+nBxPpXpeyvaESQMM/jzyXpMUpQ3T6TRzXCmbjbAav95gHlkrkPj4C54q7cOjpk4wVSoV1Wq1jI6Qso0HLy8v1Wg0Mt3ZcXixqbPZLJpWQwKyjtnSs9FoqNvtRpYe10EZQq1WU7VajSxWdiZrNpva2trK6AjmgjUOcXB+fh56C7t9dHQU6xmHH53ja5rSIu6f+SDzCoyGfpHu7Pzu7q6eP38eWbdEkcl4opcS+swzLTY2NvR7v/d7+vjjj/X69Wt99dVXOj4+zpQN52E6rssJYCnbn8hf+02Xv9FopGq1GgRqsVjU06dP9ed//uc6OzvTbDbTbDbTn/3Zn6nX6+nFixfa3d3Vf/gP/0GdTkf/8T/+R/2bf/Nv9G//7b/VN998o+fPn+vv//7v9b/+1//SX/7lX+rf/bt/p//xP/6Hut2ufvGLX+i//bf/pv/8n/9zYMs8n+n7jrIrWRdKHqSnCec92JTVTdlBBCf9jDv96XHcIPBze3uXYtvv9zN9AryBB8fxND92E/AUWndsuFYAtd+zL+Y0NY2BQvDUGjfmKUnhLDuGMnXQ/X7cKcob/noeGZDHHqGYHnr/ofPkAXefd//NfMDsVqtVtdttjUajUPipsvA5XI33Y3gkRlo+I3/eLuvpd9Pup6mMuEFJ1xdsOBE1JwRg/r2Bp3f2JaLmjDeRN9IEcTy84zBGDkIR4zgcDgOkoCMA+MgtYB6dUK/XNR6PM/OFQYcM4LPUBZbL5XD2+e09N4jWe20y+sujgtLS+XYHyrOV8p61z31KgrpO4rPtdjuuy5sZkRbebDaDDPDju5OwGu/vAHzf3NzEHvcAVGkZ7fe95lnfqR1MiX8ng3HivUcFURXkjGOlmX4Q8x5ZTx0UwDLfAwsQkffaeQe65XJZk8kknASIQGTCO3mnTfTQF/wPxiDQQpQPeSXgwXWgZ0ajkcbjsSRFhhLbhr148SKcpLOzMzWbzSBFOQfEKfoE0EqdcRokcTySZn3wzBkpXkkd+7RPQPq9NBiROv++fas/ZzAXTl0eKF7hiB9+4Dc4lssLRvmagCj0YAOyjJx4ABF7xfN3hx5dIy37DPh6IMWazASyYrCp6DN0A9F79AHrDz3lWUwbGxvq9/txrtvb2wiqQhp6wI117EEI9JT3WpEU1+RYh1TzjY0N1et1VSoV/et//a8jmjybzTQcDjNzAiZCflyvYKt/53d+R8+ePdP+/r6++uor7e3t5QaDeU4QhnTD92wCH78N8lcoFO7ZvVKpFH0aPv/84w5WOwAAIABJREFUc93c3Ghzc1OtVkuDwSCIq2azqb/5m7/R5uZm7DpAw2iyB8rlsv7u7/5O1WpVH374oT755BPt7u7q9evXqlQqmZKCX3eUUwXsN+mAMXVy+fuhmmIHCx41Z/F7HY47084u+iKDjT85OYnGOdQIusFi0XNdPByEitKBVCml4AJS4ezsLD6bOvx8j/nitwNn7tuNmKcNMlJh8jo95jTv90NRfH8tjbSm2RdvGylJ49/LI3PcMYQxXV9fV7fblaToquzpfOl3V6TA+zE8gpXnLL5t/bhc5z1Xd1T5OyUW+L47xC5TnuHjQNVlMAUU6BQMuzsofvx2ux0pg94EEENJmRHOMJEPUvo6nU7GgUEPEV1hP3KMvN9r2ryT+eQ36dp8RlI4Fym5y7NKM43SzA0AmZ/HsxL47ZEAP4c7UYVCQZ1OJ7Y787Gq7/1pDI8Ce4qslK31d73Na9hoj9Kznpx0Q25KpVI41TgFk8kkk74OCPfINsQDxyb6dXNzo+3t7QD/7hQAkr1u35veAcYvLi4y9cNkI25sbAR4g/gCGOIQuD2mASlZSRyfBlKpQ8RrZA4xV+gfXuf4FxcX6vf7uri40ObmZmxvRfaRZx3h8DD3b8q8cJnmXHyW+/DMvhQjpvgwz6b7+VIyIF2LOGwMMpsewkPfBd+sxncbeYR+nl1Pcay/5uUCV1dXajabmYAfJXrYsYcCUPzQZyPNCuJ8vsMA6xyi4ebmJhpyeuaPpHDscMzSDF+whLTsBYLuccLA5cr9Eu6fsitvVsr75+fnmR4CRPqduNzd3Y3PF4vFIBsh/tDNXCs60rOAqtWqms2mPv30U33wwQd6/fq1vvnmGx0eHkYDREkReEWPeKlF+tx/WwZN0qUlTh2Px9HLDoKoULgrU9nc3NTa2ppGo5Emk4n+6q/+Sv1+P7Iy6O/Q6/V0fX0dz4a141vBv2sMVc4D3Q70U2FP/wfASvezBCTd28vSHX5PSXEGESXAZy8uLnR6eqrj42MNh8NIg4NV5McNmNfuQyp4HQ7ZAb6wOS4KxJlAd/7dePu+qalB5J6IWABynM1+yPClhvghMiYlbPw38+mG1q/Lr/Whkef8u7OWEgRphgBMrHQnOJ1OJzove3dWP9eKCHh/RtqxNG+dS/my799xByDVB3wmj132Bj7OwHu6XbFYjFQ/0kbZ51vK7pXu0TmX7/Q38o+j4Q3QPBXRdRVONCQFZAJZC3wW3eevo+RxvLwZqpMOOBXucPhe294TYbFYZLrVStleJG96fg7eeJ/vA0Sku5pNBznpM282m5kMDQhA5ngl5+/3cDIafS0tSXacVFJ1PWLu2V+sa9YeMu22yIlDAK0TUe4IA9BpxJQSUqy109PTcOgh9PweXBaQAdKHSb+lVKdWq0U0xuWShmLoJV4H5NOHxCOWyC620XUbc8DfzO1isdB0Oo3t0ugXQt+E2Wx2ryFfv9+P2mvmhn4ki8UiyjD8nH490pLsYfDdNMDjuCfFGnk634lY9FKaseS7OUGQptkAOGJ+vtX4YQfr19dC6h9Iy2fjz4qMDnRArVYLp2oymYTcEQH3Z+72LiW8/bfjT/SJr0Xkhj5A0pLYhmxEf/lxwQPow0ajEedhjTpe8EzkQqGQuR73gdzmuyw6brq4uNB0Os1kyaC3Njc3o6RhOp1qMBhoOp1GVh7lBZRXuI83Go10dHSkra0tPXr0SL1eTzs7O9rb24tmg7PZLHqQkFHkJHA6fpvk0AMmNzd3vV3+8R//MfT+9fW1Tk9P9Xu/93v667/+a81mM7148UJ7e3v6xS9+oel0qlevXun8/FxPnz7VH/3RH2k+n+v169f6+uuv9Wd/9mdqt9saDAb63//7f+v4+FiSImvlXY2ys115St1H6owiEP5eagRSh99BJdE1NwIubNKdgE4mEx0dHenk5CRqlTwax/k8XTeNBvDjA1YM5cC18TcgnfvD+CHwGFMc/DznFnafRmDUOKZKjAXlggXwzpv37+ow50X1/P6c9c8bKQmQ97dfm39HUmzz5KmRnU4nGic9dIzVeD+GG408ssnXQvod5EpSBtzmfYfP+PclRWaOG0eIOyJ0OAkYSAhEdyAA3hAF6A0IBJddZ8/7/X5GR2HYOT/6gc+gZ4g+TCaTAN/eP4BIHQAgTSvGkfDoX54ecCLOoxeeXpg2UXQnKO1hwvFTUMf7fNfXgxOo1BPy/sbGhhqNRmRzeWYCqYqr8f4Ot5vYuDRCkZYQObGGjfGIM2tTWmamYJMA/sikgx0IOOrDpWUKMdkDaaRqb28viDfq+29vb6Nm2dcthNt8Ptfp6alGo1F0Iy+VShnnm8gOmYYQIzj9yITXknpGEfJxcnKScYRdFolMOt6BIKGsiCZnlOSgo6bTqSaTicbjcegfjsNWZJIyPRk80MH8eWQwJeudIHJ9lJL7HIvf/ndKAqdOZRqRZf44zuXl5b0myKvxw430+efZbH/f15TrEr57cXERvSyQb0p3Go1GZotajuFlwOgVD/r5YF2nRD2fJ7MAO4Qe4Fr42/UM9hqZ8iAH65W1ic6DOOF6pDt9iXNN6jh6hC25ib673vS+a69fv1az2dT29ra63W4EBCBVvvnmm5B/J+Sx+96Y8fT0VJPJRK1WS1tbW/rwww91cHCgFy9e6Pnz59GvhOfsPYB8uA5zUvE3cVC7D9atVCpqt9u6ubnRN998I+nObv7t3/5t9KQbj8f6L//lv2gwGOjLL78MH/fq6kq/+7u/q62tLY3HYx0eHmp/f19PnjzR7e2t/u///b/6u7/7O93e3qrb7UYJ6rsa9zIDXKl7mn4KPPleXv2YD8Dvm6JRThAAMjxlj9S7q6urEFaEEWEGPLtgu/AijHwPZssbaLkzjtPhystBRurQ+L34PSLsqbOfAmrmMs1ycHIk7+dtYNozLVLG3hn1h4Y7A3mEwENGnsH84/wjMM1mU5IyYOI3XXH8FEdqXDGK/O0A0FntlBhyWckrS/LjuSymQBEjDeOKQ+kpa7e3twHyub7b29uI5HvqHJ+BsU+JMu+onepHbyCayrE3JsQIQwpKy+gaeuHy8jIAANeH7HN/gKtisRgNC/MAPICBNGH0oEcaeA5+Lr/+PPLG9QfvExUFoDgRcnFxoWq1qk6nE/usr8ZPa7j8kEXnfTKw78iKpAzInk6nmQyc1MH38j7O5zaLMhpvsuWpvr6Hs9t7zunbgbr+AGtsbW1F+j5bDhYKhWg2RhYC9418YdNarVbIr6cfow8odaBMht1ImK9Wq3WPgPTMnrW1tSAwfQ6urq40HA5VKBQiu8DLpnBMWq1WlAn4Nm6p/k2zdFLHPrXPaaBCut9pHkeJ7/t7HB+97SShE0hvwj58Nr3u1fhhRp6zz0ixL++7fKb4erFYhB13m4nsk7ovLRt2u82FFPP1nGIK1qATWhwHmcNZxv5z/X4/TmY4luf6yDLwEkTPHPRr87Kn1H9xnIGudJyPHceu42ByH2TidTodbW1tqdPp6OTkRMfHx1Hi5AQsPRVo5kh2Btig2WzqX/2rf6WnT5/q9evXev78uQ4ODjL4K5XBvOfwmzq4dwIvrVZLH374oXZ2dnRxcaEvv/xShUJBn332mb744gs1Go3IUKtWq3rx4kVmne3v76tQKATJ8OrVK7148ULFYlGj0UiLxUKPHz9WpVKJpvfvauT2DHAyIE/Z+4J1A5HHBLtwpUDfDQagFEEHTFKvh1Lx7Ud4CM444khTk+d1RG5sOSeddfOMSnqdqWPkQsn5+B7XB5AASEnZOiZ3sHnNz+dKyQE/8/1dhS69l19VYFMyyK/Dn29qjBeLRexFTMRifX09ahpPT08z6VXpva2M+487fO25QWV9AvZSoswBPbLmr6Xp5/49Z9r9dQcLXvZDNMFJQI7rQH2xWEQjHt+m1MGIs/nScutNlx+PTHB9nvrvBKlH3l2fEhXwrUXTeXZHLJUt19nMrZM0HIfdWHASvBFjKs8p+PF7Zr4B7TwH3+PYP8d8rK2tqdfraTAYBBng+ns13v/hETfWdtpvQ8pvNurkkQNRZChd0x4h94wdaUl04aSzGwblNrzv+gLSuVgsqtFoqNFoaD6fh/xxHtLvIQ7W1taiwR+A3ZsMk1rMZ9At6KPZbBZNB5GV1FkvFova3t7OBCvOzs5iqzDwA/rQCT4+02w2NRqNotmizxPEA3NGjwBkkwyn1Hbn6RknBTmWR01dh6XHYG34b4aXoaU41D/rtsF1E88mD5P8tjgk/5IjJWSw5/6+fy4lmlOnHBtFR37PFEHePJsmra9n282UREuDE24j3cYSZPSMOe/7w/V7c1FIP2SIdYtMUL7kZIjbOw/IoX+csOAzXvrngQwcf3QxeqPf70egrdPpqF6vR+25dNfsl8yq6XQaWZez2Sx6oFBWyDamlB9sbW2pVqup2+3q5OREh4eHOj4+jgxJ9FUaOPltGKwdmtcSrHn8+LGOjo5ULN7tynR5eRn90lhXZGmBn9IeDWQSMNhlB3vyLkdmNwFPu4FlT7e6eZPhSI1CuiAAzWnkkAXFBJFuN5/Ptb+/r9PTU43H4+j+7U1rfOsSdyoBG16XKC2zD2C0PBrgab4saOoy3FAhqDwQrxGWFMLBuUkJlnSveznX5MDfF4sba3cYfP7eNNwp8tceIjjSkSfQ7kA89Fl3KhqNhjY2NjQej6P7ZavVUrPZDBYy777c2VyNH2d4NDldm6zX1IlEDn29enpcCv6kLIjgnH5eZCqN6rvj4HtNMwqFQgANgL6kSN8djUYZYEJ0Ewfa61PdIUaXeRojZQhEzCuViqbTach+mu63vr4eZCSAA4DNXNOt13sGYPxxKIggoH/oK0CpBNFNQBlzxHuu97gv7tu7KXudIs+JeeP5eRqm12XSCZl5SMHParyfg3p1wJ6TZQBjnGdvpom80tdHWqbsOmgEYEtLAAwgXyzutqaFRHBnnTVNxJ315+uuWCyGPPr2Y1zbxcWFDg8PM9Gd29u7JmDj8Tjur9vtZiIxXEOxWIz0zsViEc46MkxHcRxzyAK3cciwlzgADqU7fepdxJFJiDjKkCqVira3t7WxsaHT01MNh8OQ0bQLP/oFjMXIc8Sd7GG4vuIaPfqb2vH0mP6aH8uJEvQD5AufzQvIPISBVsGEH3548Eq6HwzA3vp7jh+xZ9SkS8voN7LmPgP4HaKLUjocZvAya2WxWITeAbM4dvFteamrv76+jmg5hBN4AXnzLBv0IqQdW4HSK8d3LvDMZ84N7ri5uQk9gF3GJ+PvdDcFjwyjc6bTaewqsLOzE8+h2+1qbW1N4/FYR0dHsUPS+fm5xuNx2GpI0kLhrp/Azc2NhsOhSqWStre39dFHH+nk5ETPnz/XZ599do8oZrxJNn9ThgeS0fuHh4eB7ehPhb3Chy2VSlHuBl5mFAqFwI6FQiEaXLI+WK+OPd/FKJOKQ+qcA1GAccq2cQP8cAPO3vGaA2dPnUGQYbq94dDl5WWklb5+/VonJyeazWbBvDh5QKQrNao4BlwDQgiD6CUDnqrGPTigTR2R9fX1qNPztEdAEMaf/Ub9mnnwnANFAIFB93EiBJAjaWTSHa10uBF04MX/bmyZLyc7XKGnz9cdOGnZxMIBGINnMpvN4jqIqMxmMxWLRX388cd69epVkDJ0cMaYvI1l/E1XNj/0SEk40tlxJJEZjB3P2g2hO8o4CRg+ZJ2144QCcupgzxl4J9RchwBwHTw6CAUAIIvn5+fq9/uRckx31mKxqGfPnkVqXBrxQC+wPSnXit6ZTCaZbf5SnVAq3fXI4O92ux1pvw5apKU+xUGH3IBlRicQcZSWW5VSPwy4wQgzT15/jf7g2bpz53qMHwdORFEcbF1dXandbkeqda/Xk7Ts9cDe7vV6Xdvb2zo4OIhrT4na1Xj/BjZgbW0t6ueRA++ZgZPvcistM2sg17xhnbTMEvHyHyfdnPziPQh/1rs78l6iktZzUoNPFpETiY55iM5wTAIRvuY9wo5DMh6PQ+9dX19Haj/yAxDkGNPpNMoEPHsHzIGceYdwJ1evrq4Ci7Dt4/n5eTRLxKnBEfLyBrCI90zheXgqsjs5kjJbmuaVUaaRYM/skO7bayL7fNZxpOOJNCDl50xLTzjPb4Mz8kMPd6JdJi4vLzNOipfHOL50p13K7uwDwXV9fR1b/UoKJxzZ8jXvzi9d2ZFHcIhH8KVspgw9xHDGuQbP1qGhoaTM9TkecZzj+JkAInqNgALYXpKGw6Fub28jY65YLKrX60Wt+eHhoUajUeBhnoPLKfaZ+QGreHYSZCTkwtnZmdrtdpAElDi9evVKZ2dnGTvPd/DFnBSeTCZqNpv68z//cz179kzffvutvvzyS/X7/SBFPbuTkZJz34Wse9/lF1+sULgriWN+X758GT2hsFk8O9YrIyUC+Lxnttfr9ZA3iHH3j6RswPd73Yuzuu40ogCkJfvh7J9/1h9Y+vBw+vjxSIGk6NSLEoGlOjw81GAwiN0DmMTpdJpRNggtk4GzwOSzgFPg6alz3I8bTBSQpx2mUetCYVmv5w4JDxOBdEfFjZ2zpH5+SRkQn2YBOFh3Y5k+H/72Z8N5U8c+FUquJy8y4P/j3PvxUuUIsEA5+Fz0+301m02VSiUdHx/r/Pw8zonjsWL3f7jh6foeVUuJHVc6/kzT5k0umxipdGDovamVr030g0ereQ0jzOcBEUQFnBCQpKOjo0iLc7LR1xSpWq1WK2SWOkInw8g2goigOZ874hzbm/yQbuikK4BkMplEaqE3K8VB8QyJtAZR0r1aRydjPVsgfXb832w2M7rK7xdwISkjv7yOofPSiIuLi0jfhsnGuUFXcG2r8f4PuuoDaN0uSMpsGemgHR3gGIL16M4D69dT111+nfCnNMCdelLjnVQjUicpoou+W4eT155NxPWBKYjC4ABBFHhvj1arFTqObdLoEQKJh3OCnEHs4bijU7z3BsOzgrhOsnwAhThcEAaSghw4OTmJY3nNdbFYjGwHJ0WQWTKbXA/5PPOMAMPpGvBz5o3UZqTfc1uSvub/o2NXGOGHGdgWZMaJG2yZD973QILLsmNe7BDHQmY9k2U4HGbIQWTb8Ty2KXWGFotFpkEomUFch98XesUxOI65y40HPL1hMXqP+4So73Q6qtVq8Xkn+K6vrwNzuO559OhREAcEyRaLu3R+sqTBTk50QDwQOIWkZ17G43EQhMxHu91Ws9nU8fGxTk9PM2QLjRw9C4EyS+ap2Wzq93//9/XBBx/o22+/1ddffx2kABkGafZWiil+yoM1DEkOHoVs+r66ie+wvryExktV3uXINBB0h87rdJyBcCF2p5PBwkvZW2+O4UYf9q9Wq2Xq2ObzeWyJQ5ppmong6T8YUVdGMPCejuMCj7JIwYe0THlBeXj6GorLGXYHyq4EES6fW79G5kVa7m3MPPJ9T0XhPY7vzv13XXTu2PGMnJRIr9M/589YUoa5TR2V1HHLIx7m87m63W7UM52enmYM0ENs1/vOGP5URmrMMY6etpo2dyJqnQfe3Hnls6wLdyKcoPPIg5cYOHhw4+3kkkckUtl3B7tQKARoJjWWyCOlO+VyOSIHvEcDNJ8HUvsxlD7QEe4YNRqNIC4Wi0UwvET2fG917ieNsjBfKaHq854SK4VCIQAWzhhzyPteBuH6yBss+XxLCvBEWhyNzAqFu4ZvlAXh7HB/lUoljvmuDdlq/HCDzD0pG5Fi/bxpeFNBb5KFnAMUnURmYP+wsf4Z7LoTeK6TONfJyUlGLzjpkBL87oSjb7jP9HM4AsPhMAIU1WpVV1dXOj4+1mQyyZD8TvBxHXyHa3IH2+ea62IuIS9LpbvmpJQgXFxcaDKZ6ObmJuQTssJTqV0/uJ5MI1YeGMKRSZ0uAC86wnEfzyHP8U9HSgr4s/HjpX+7M7Ya7354oJD1wutk3qXOuD9Ld/ZSOeRZ0/MDYt3JAC8HdP+B4VmH7pu4H4N9hxjwawWD3N7eBiEAsY+eSLE/n2XrQyfYcczr9bqq1aoePXoUfcOcNGf7PzABx2g0Gtrc3Ayd8fr164yu7XQ6sZOJ9xFwGT0/P4/oPk27wRuUFDUaDVUqFV1eXgZhUalUNB6PYz7I7kt/mJ/ZbKZms6lyuaxer6d6va7Hjx9rb29P3377rY6Pj+N+eY6esfGbMLg/t1WOUVk7vwoh4J/lWOyEw/t5xOivO8opSHQHjMUt3U9BSNncdMHwmjsV6ffcwCOEqQOxsbGhbrebaRTEBGPc6NLtqf0oksFgkNlixxVH6kS7s4uCc1DMOc/PzyPVl6gXxjx1WPIyCvx/+h9IS4GRlh1H2V/YFx3C76kn6aJIyQ2GK+T083nE0NuYO1fq/ppHejm+GxTPHphOp5max8PDQ11dXalSqbyxW+avQoCsxncbLo8utwzm29d2uubSY3kWi8uAO4X+vzsQGNAUnMNWYzRJ9UsjEc1mM9JrIdo8S4AMAI98Akgw4rDwgG/q6JBNBy844BAmACYnVAAg6+vrarfb4dxMp9OIOHK/Tn5yHiIpkAm8788BeXRSJX0uxWIxUpvRmXl62qOCDta4vrQmjjk5Pz/XYDBQrVZTu91WtVqNhmer8dMYkGSLxSJDgjsIl+5vPclvJ609Is9rntGS95v1h62Xlg14a7VayK9HsH19t1otScu168dBttEFDK8JdsfCIzLcF+ULFxcXGg6HkdlIRgHzJynTqMz1oJc0pRFYiBcnULh2MiNqtVqUQ0F0Atgh4Lh2fx6FQiE6oDvhgA6iSaH3CvFypkKhEH0cGCkZmYcP/bW0pvyh8RD57ySyjxUueDcjL4DjxL6vVf+Mk8h5GMJ9ANallA1UFQoFPXr06B7p7/qFYJkTbtjOFMOAGZwMdBKe4zieZ/cfJwbq9XpE1D3zgGwafiiLggiQlniZRn9kPnAOD4RdXl6q2WyGLur1evroo4+0WCx0enoaEXjkHtzU6XTU7/d1eHgYBL8TseVyOXoE9Pt99Xo9tVottdvtyAa6uLgIstMDljyf6XQaje3ALc1mUx988IF2dna0ubmply9f6vnz56EzPJjguMbXxU9t+DWDI12/eo+lX/V4/O8Zogy3u+9q3spuON1JdnY2z8nn56GHyfssUGqQnTHk5lAI0+k0FjmNOrhxT0fmOqnThaXzVB4Wv29hx+S5AmOkUW2u02un/boRqlRJ8l3mz7dBTJWjs50oMicdSMNOo6Qpw5oON7YpuPK/nUn1kTrwfNZ/eI1Ig6cjp1ECPusRSZ8DMjcqlYo6nY6ur681GAzCCUvX1mq8u/GQDDtxk64RdxxJX0qBvZOMGILUicCx5byuc1JZ9Igakcqzs7MMmGR4dsFkMonmRAAYDHej0YgUPWTBGd1SqaR6vZ7pAQAAceOeklxeIjCfzyO9DvIA8APQ4P7caeJ15tR1s6dY55Ux+bP0c6BjMFjpcdFtHumhHwE/6FWeI92OiYTwTJhrz3QixZA1k+qI1Xj/hhNFpLHf3t4GcZ1GeVwWWB8pligWi1EaA/Cm1MdLc6QlGUH9JMCYaPh4PI6MHrILsSdXV1fRQEtSyB4khWckFYvFKA9ISyMcrNMklKgcx7m+vtunez6fq1wuRyajBwUgLvKIDic0cb5d5+A4cy047ZVKJRx/IlNO3KC/PRvTSRt0AiQFGIr5Y954fk5IMI/+vH3wrB/CkMyprxvXgaltStcZv/PIgNV4N8NtUZpBhp5n7fjzYr24fkixta89aVkeICnkpN1u33PiU2ziWCEdHjxIye1CoRA9yyTdwyk4xqxjHPhut6tOpxMBSvAEGTvM1Xw+13g81mQyiXR9D4B4JiLyQ8d5GgFubW3FPa6trcUuXLVaLUr8IN7pRVAoFIIIIJjiZZlOfE6nU52cnKjdbqvT6UTmJLrDiVLmieeAb8Tz7vf7Gg6Hqtfr+uCDD/S7v/u7+vrrr/XixQt98cUXme1V6cXwUDDzpzjSa3f/ynH12+7R38/DSN+VQPlViYKyH9xP4mzEm9KwAKsPKf6HGHs+Sw3ecDhUv99Xv9/XaDSKEgFJGo1G8bcLMv+jKDwzALDsjc9IGfa6IGcpUycYYeJ8GFE6bkq61xOA73s01ImA1NlKwXc6/2kaVh5D6+fk2p04SA1w+qxTQ+zznKb5p4bfM0qcSMrLimCgLCVFVFG6q2mq1Wra2dlRqVTS3t5ehlnz+fkpK433aThATxnMNKOHARgoFO4iQ8iXZ6+k4I/XU/CHTPra9RIlwAGyA9hn723k3NPrSWGDMedzi8UiIgFE0uiGjqODgcLg4YykzDogx/dRBxiT0cN9YDQ9jQ99dXJykklFJhvBa8Ly5MvrGFNy1p+lp/2mz0JSNPtBT0sKIES2Fsd0J8Vl0klYyM/ZbKabmxt1u90MaSEtm4r9qsZqNf7lhz973+YOuWRNuwy4PazVaplsPym7awBrzJ0OP7c3wKJOHud3sViE040znDYolrId7rFnZA6y/gH7EBWAVScDPHOJeyErYG9vL8gDjkM5EfJC7xB3UHCoPWqGU0D2kWdE1Ot1FQqFIODYszptMMj/TsC7DHJdHpllnl3OXcc4sOV5e2YSwz/rPYdcV/E5dGYaJPDrTNej/+3X4q+txrsZLpd5pDPOZkri83nvKeHP1/Ew8g9+95K4NHMN+42NhiADBzsp4bYwzbBLsU0eyQYuwB6ySwAOPHoGoo9Mmvl8HsHMm5ub8GX4LNk2EOiU3UG00iSY3T4gXm5ubnRycpKxv7PZTNvb22o0GiqXy5rNZioUCvrggw9i29PpdKrRaBT92RxPXFxcaDQa6fT0VO12O0r/CKQ2Go1MtgQ2nrUxnU6j4SJ9XCjXKhQKevbsmTY3N/X06VN98803+vbbb6OLfvoM8rDmT2m4D5WSYunnfOTdb54v6rowxXJvO8e4J8uzAAAgAElEQVR3GWUXyjxn8aHXPZ0n7wKYGBZ4Sga4w3x+fq7RaBQp/TjgHokDtMMGcg0wWDSuQng5P52DvSbPFRDKI30PheMLNjVYUrYbroMe5gYg7J3P+WzKAKGwPKrKteDs+PndmXJF7cfOS+NPCQlGCvL5vj/TlDhyMMhcuXLOY/4cVKRzB9PKnqbUVHl2hB/r+yz61ViOPPCUyqkrIQgsRhrNxwF1gJ/WqfuxpGUk39cax3TnAlkg/R7dkTZToYkOQMLTYJEHoocYfowy18J9Yxi9azlRTQA5AMKjZMgAZALrm2iEr2kHU2lvlZRZZg44NobaZdZ1mO8W4GnI6Eg/Bw4DUeByuRz10Myd626iDeVyOZqmra+vxzMhVbJUKkXnYpzDPJJwNd6/kZYDIX84AZ754bYqjUS7Iy3pnq1GrrB5rI/z8/PM+vdIN/046D1Auio9iNbX12PrP9a5R8ErlYpOTk6C0HdywAkr7s8jozgmu7u7Gg6HajabevLkSaa3gqcWc4+UNErKNMj1uUMv4ewMh8NMur73W+FZYGchSsgq9CxI17NuT3lOZFxB9nhmlz9P1wE+0sCDO2HpSJ39NLPAHf2UTEgdiFSf/FSdifdxpHoau8Q2m95zhs85GYCt4700G8flG7vJKBQKmQabHux7E25J5Ylrg9AkqxH/AAIQXebOLNuK1uv1DEGOnIB3CGoyL75jELbUe5fR34N+QrVaTa1WK+S7VCqp1+tl9p33/gbcO+fx4CRZkL1eL7L1xuNx9DfBr+FcjUYjCAjIB4gE5tyzAj3bcDabRRYVO5vc3Nyo3+9rb29PT548Ubfb1aeffqqdnR31ej19+eWXOj09zWRJ+1r7KQ50kZNnrh+/D85J/RvXrXnvp+NX1YXlvKhzHhPhr0vKANbUQfO/AeE+HDDAfk2n00zdC8aoVqtFlMkb3WC8iVYARnznAVcEGCY3hDDhqRMPyL25uVGj0cjcjzsmfN77BHjqizv/npbHOTy9ylOePBUXcOFkBcfiHJJCufI7derftDBSJ82/67XO6fcXi2UtFNfiqdipcuc7fi2lUimiq7VaTYVCQYPBQOVyWU+ePNEXX3yRucafssJ4X0ce2cWz82ixr5GHHFUHwYVCIRxWl5H0OzjTTihhzNMmNh4FAqhyXnd0MdKw6qxj7u36+m6bIq7PnZy0LACHG6IKA352dha9SnAQ3HFGDzhrDuMO0Ol0Ojo7O8s0BMrLBnJnRFLoLgx6HpEJkeFALgVu/PZsDI8yOlnKNRFRBAyxBRH9W9DDjUZDNzd3XdW3tra0tram09NT7e3tRYOjlTy/32M+n4dMpI6Ygx2XcdcdrCGXSbed7rDi3JL9c3t7G7ID+ZCef39/P0pwtre3M5FugC1r050DZJa1Su2xR8I9WugAH9lbX1/X69evo2Eg0T3kYn19Xf1+P64XIpD0Y5p5QRDQdTy1xy9fvtTp6akWi7uyo36/H/W6vluS6zF0L1uGQTqit12v0VncsQ8OCfoFHeOEv7Qs//Roo7TULV4W4cODCel33D6AB/MCEStM8MMP7JE/c8ftvkuHlC07c6JJut9XJJVnf+58Dl2B3JK1Q6+L4XCYIakYnt3HPUAopH241tfXI+JP6RKEOLrF3wMfYM8gIiE2kHOyi3Z3d1WpVGInAEnRTwcsQs8C9FW1WlWr1YrsRnYIaDabIde8dnR0pOvra/V6vcDT0l3vgHq9rkajERioUCgEwV8oFPTzn/9ckjQYDPTq1SuNRqN4NvQ+4fs8G4IvbH9INgSkCudZX1/X6empTk5OtL6+rq2tLf3hH/6hPvroI33xxRf6+uuvNRwOf2PkN7WPee/9qvrKfbkfep7KsM0wVn7RUvYm3NkFDJK6J2W3vFksFnFcj6RhVACtpLlx07DiCNtsNgsBJoVGWjbb806bDsCdUeY17ybq6YLsy+vbfnF9o9Eow/pwPndAHFx7zZPvK+xzu76+Hmk9XDcC5unOpAlCqKRbf2HMWTSpsiaawFw4K8tcpTXHqbP2pgUIwPC/PcIv6Z4T5pFaIpPtdjtA2Xw+j3POZjM9ffo0Mkb4rmdReITBiZHU4VmN/OGG2wFcGtn3yDZrKc9hLZfLmXownhcAnIaZdEdNswLcqSWy4OQcfwPwkS+c8tFopP39fZ2dnUXzQCcQOIe0zGpxfQDDzrkmk0lGfq6vr8Ogl0ql6N4N+CYVmPIEJ0PRcZ76RwMuwAhGnpRDL3XyDAd0jRNwfp8Qcm5IHNDxPN0p4vt5+s6jJ+hbgDrP/ebmRqenpyoWi2o2m/FcWD9sm/Ttt99mtjxK16ODwJX8/rijWq1GvT7Pm1IWJ4uk5S4T2DOvqwes08MH++hldtKyqa6vZ77v0TMINCfX0VmsaSLrkOtkEmATsfd01uYYyFO5XNZoNAqdVigUYluty8tLTSYTff755yGT1PqSMbG+vq7pdBp/LxYLjcfjwE3oK3SH6x7SiCldWiwWAfIpRWB7QkgObCe2MO2/wDNCbyDXzJXbVXCh22Oej2clDQaDDD50stIDFmAgJxRThzAF0txLGiByMpjn5Fs8r8a7G15q40EosLMHsNzZ4Tkgg+BDto6GDMPxRY949qsH9vAnWH/4CinmSzMJWZe+RskWvr29Df1GY+Db27uO/vV6PXboINuN66hWq3HN7XY7UuMlBUnYaDTUarXCSS4UCtrc3FSz2YzPt9vt0HfNZjMang+HQ11f323Fi78DUcq8SwqfiDkajUbRUJS+AqPRKHYUaDabarfbGo/HEYArFot69uyZfvazn6nRaOj09FTValXn5+fa29uLe5/P57GV8nQ6jf4FNDGUlllbjnnQxRcXFzo8PNRsNlOj0dAnn3yiDz/8UJ999plOTk40GAwy+of7IxgKlvFMYzDom8YPjR/S4zuZlTfy9NObrvG7Zhfkvfer6sIyJ/Sot0dvvSadkzqoTP92RX57e6t6vZ65KR4gjp/v28v5nC3mYWMQPd0PReJGiHN5ip4bSK+F47VarRZGN3Vw3FnwyAavOTPqjjafd2fdUyK5N48+es0y10C9M+cCVHgEwBcEz8O3VEuj8842pYY4zeR424LyzIG84evB1xhKv9lsxv2Q6YEDNJvNtLOzo3a7rclkom+//TYT9WBuPcr8NmFcjfvD10EK4pwA8BQoCB/PeEnBHCDTZRNwj9y7M8FI16xnCzhhxvfoKzGfzzO1ce4k45hIywaIvJ+X5sh6ZAcSrsN1Y6FQyDTY43VAA06A6wTWthOVKZFFMyJJwdSnPVPQX0RSmRdP55V0b+tU14U8D4/muh7wukj0gndZx8h7/wLmgOcMcOAza2tr6na7GgwGEbX0NeMRm9X48QcgnJIP7DAkHPaQ58YawkGA9PF15zbVMwXcOcVWtNvtiITd3NwEKQxx12q1ghgg4sU6IzKFfSWNtVgsRiaitIwiSso0/yQqRlPjYrGo7e1ttVotjUajANpu2+keztxBInhmheMbMh/Z7Yg5Rl9tb2/r7OwsHBhpqQOYS8dMHkzIux4pG2U/OzvLZHQ4hsnT6U4uejaftMz45LsQwOhtrtkxpV+T2wEnmzx70rFWXtbpavzLDnfe/ceH+xeQOazxh1LF/VheCouvADEOMcdxvDEpWSm+hrH16J3JZBKEgHS/BxZ+irRsfEdQgK1zsWkpbqHEAeLf5Z4BOULd/ePHjzUcDuOcOzs7gZXISCL7CHtPtoATfTc3N+FfedCSCP3W1pYKhUKm3KHT6cQOCQQyOA4Zmu4fXV9fB+HB9RGUIXOEgCjPhO9BEP3iF7/Q8+fP9cUXX+jk5ORe0AbyxMtAwXsrnPBuR9kVuzuJGGiv4UuVt4NFRuqMsQg9+nd7e1czM51ONZvNotkXzLuDUt+vN8/Bc6DKeQElODIMZ8MxLkTcAO1pR2MaajjQ9vtJjaSfJ41apywmETWAE8AdY+xOhEfgpSWAcWfeDe3NzU2AKI/y+rVyrjxlnpIxDw135vy4fu+pkXfCidQqIo/s2+rOIoCq0+no8PAwHC7P0nCHzucjL/q4GtmRkkIuM26sfd2SNusgzY0tr7uTDYHlW5SlINCvgWfocuMdcXHkAcGnp6eRssu6g4x02U+ddwe/nJ95AZxLy7WOMcIZ8owjUomRaYgBn5f0HiFXXM4BO1tbW6EncSi4BiKPvv5TGXRCk3vweU5lxvV2+gwc7HsKcd664VmRXsl7rVZLT58+1WQy0cuXLzPnznNaVuPHHe7EYh8hyqSlfncHlGeJM5cn41I+Ue2yt1gsQpaI3kEuQLSNx+OQTxr3uc7odrvRcHQ2m8V3AaYOqrGf3Ce1t5IiWnZ4eBjptMPhUI1GI7IcwEL0PkCGPBpOYzJkgl5IkGXgFkjDV69e3dMd0rLHEOf01GeeV6lUymw1mNpmni/znuojxw15pL6TIAz0Sd618nmPAuetCz9P3mvc30o//Pgj9QncZmADGS7v7qw7EeglQ+AHb7jp+JySYUqIcIiRJ+yzY1kyZvkO2Tdk4CJLyD3ZOlxHqXS3vTAO+2KxiDICMAkyLi0z9CBTOQa/0W9OcD19+lTD4VCDwSB8ApoOoyeYewJorpuZK8qQvCGopLDl+GCUS0KUck04+mA+js+zlKRmsxnX5JmJBEOc8PfSbQKwi8VCz549U7PZ1MuXL/Xq1SuNx+NMWYjLueuo1Xi3481h3f8/nBxInS4WXxrJ4zfOnkcBEMarq6vYm5qHDIMm3QkgwoigIUQoIe+gmzo0nlLr0QuuAyfC6x0B+Zzfz+X3yPG8Zj7PgLmz7d9zUoF7Iyrh2QZeX+gZFAAOj7ykgDqPdU8FyZ01n7tfxdDmOXN5f/trzOV0Oo1MBp8HUq3m87n29vZUKBTU6/W0vr6uV69eZbJB0syQh867GvkjBXPICMCU9eXNgkhRlZZR6hREeq0hBiqVv7xsDtayg0cvLaFOzRn+i4sLzWazjHNeKBQi8kW9INfpAD6PcHMd4g64g5RisRgOBvfN9XC9Hr1Lsw+YX9evPkekITqA5jxEDl32vWzAr9mfYaqPPBLC83fATWSPaA7khpOR6DPXIQz6MAAE6E6clxGyIu/ev+FyzXp1orrVamUI6jSzjjXp+MEz595mb46Pj6PO3nfaQNbInPFsH2npgNZqtYhw0eCL9Q3OkJZr1uWE9dnpdLS9va35fK7j4+NIs728vFSr1bqXYcR8cTxJGT2G88BuInTxlpY9GnBqPBgiZXs1OF5xrMP51tbWopQiJQw5lhOFXK9nJ7rjkT4vP1fqxDEgC72HkJPKDz33PELT7b3rrNX48YbbGul+kzNfl6wTcAT4n8EzdSLNnXlwIn975lHqJHopC+Q1W3e6ret2u5mu/hwXh5ksAC9VhJwnk8cDeZVKRbu7u9rZ2Yl+HhwXnYXdLBaL6na7QTBMJhNdX1+rXq9ra2tL6+vr2t/fv2dDvaw6bejnMsW5Op1OprTr6mrZYJkyn263q0ePHmmxWMQWgcyRtIzGc2xw+u3tsqxiNptpNBrp+vo6+huAS9DbjhPK5bI+//xzPX78WDs7O2o2m9rc3NTBwYFev34dW8zjF4IhWRPfpUxgNb77KKdMXhoZ8tSONBouKerSXak7wCTdBOCPE0ENjj9kSAGMfRqtc4ZZWqYrO0hNjRHn9XRlhBpl49G4SqWSaSLkzJjPS0xgufyg0XJQkf7NsRAQwDZChjPRarVCgCeTSTT1QDG6I8F5ORbGPI+k8PnxkTL7bzO4riBSQkHK7iaQggicDf5nbcCkorydONrc3JQkHR0dZYiY9H7edM+r8fCAfUcGmUNn0/mfNca6TYFqui5SMtGzRvwz6TpBl2Bw3ZHGIcexB2RzL2TGeApz6ng7OZdHRDigRy65TjduRP5cp9br9Xv60x1eyhkA/8g6xo70YdeJ3j3c9TaOga99ymm8mWoq004g8Ax8eGmGP6erq6vIvHCj7H1CeC5pGViv14stjfw6mFNptVvI+zAA1NLd+iftHCKcZ+VR9VSe+N8Btcuak2ROoAEgeY80f+9hsLOzE7rJgSJr+ejoSNVqVfV6PTpdO6nm5AHdvgHrgHnsUqFw1/W73W6HPA4GA9Xr9YiQkYXguy34PUlLzFQul9XpdAL7QFagJ2jC6QSklzRwLDCT6+00Cs9gbtLggBOLPM/UVufZek//d0fLdQnkh1+n66o3DddNXAO6slKp5GKA1fiXG3n4V8qSR5IiwINNwKaQkYse8PXDs0ZfOF50Esu3CkSGWIs0AN/Y2Mj0C0HG0WlcmwcAisXl1oaSotdPqVTSzs5OROXpj0MUnH4ByC73dn5+Ho2CuXayCBaLhQaDQZQF05eAXgKk7qflNp7hKGUzhMvlsvr9fmYXBeaFIGO/3w8fp9VqRU+W8/NzTafT6JECHkcPc7x+vx9brfN9SgZ8u8Szs7N4rl5KtL6+rqOjI02nU3U6HX366af6+OOP9c///M/67LPPdHR0FPiBwZpKS0xW49cbb8wMcDIAgXSjgUC6gEpL1g7BIjoFO08NysXFhfb39zWZTDQcDqMhGE6gO7husPz6SPnDCHqEjOv3Lt2etYAx8gi9G6c8I+nOQ0qMpI45oMOJAM6bRvE8Ikt6Iuwkc0l0EyDENaNsUvY8nau84fVY6TE4zpuGK6E0wsP8+/8oK647fQasJwxJuVzWzs6OxuOxRqORJOnJkyeqVqt6/vx5ppYoZYdX47uNlEBhHfIeCtyBZgrk3fA7EeBRaSfk8oCmE4BO6vnz9PPd3NzVs9F0B/3hxESn08kQF+gkGv14TwB3UJwIYF48ewdjjoPhx3bikswB158+564jkXf/LDLg0QUAT55uTI9PloQ/M3/W3nfEZZJjeD8CSZnr4P800uf/Q4YA7IiUNBoNPXv2LGoLU/Do97AaP95wx15SpuSDtZjaIOl+qRzHcvsCGe/RPI8wcxxS/NfW1iKCh+NOoy8i69KS0IRAhtCgRIm1WKlUIrOA+yRIgawj50QEj46OdHx8HCVsfNdtcqFwl2ILyAeE4/Rj666urtRqtXRychLNtdhVABnzBm6pbpCWgQ0nGxngI7ft/p6kaPjo+h58kkeopzJJUMIbkXIt4B0wHfPo+jWt606H2wAnPElrXpEBP/5IbbWvN543r5PlynpLiSlfB9hcd975HPLj25NybHf0WZvIO7LF+5QW3dzcRG06coatIsCAbDWbTfV6PdXrdW1ubgahQcbQ+fm5jo6ONB6P1el0MrY9ddrB8BBm2HZ0y5MnTzKRfLZeRx7AGvg3yBn3CKEAKZKWWezu7urw8FAXFxdxvZQmkgEBMYH+7Xa7arfbqlQqev36degpCNfb21sNh8PA6zQdhGRgfUCKktVJZme329VHH32kra0t/fKXv9TBwYGOjo5iXfAsVlkB73a8tWeAGxEX1jRaTjqNL1IHnGy/AQkACPz666+jfthBsdfUcb7UsU8XhSslKZs5gBHhegHZsFwe4XCjm2YC+DERKndu0/lzUJM3N05AMNfc82KxiFRsd5gA4CgSSRkCBEEjYsKx/B7eBL79tbeRAXmZA84Op86H36c/3xREXl/fbQ3lzOvBwYFms5larZaazaa2t7d1enqau1Z9zlbjzcPXpZSVc5ctTxVjnVGvxjx7Or+U7TPgGTgc0x0DB7wOSgH+UjZt+erqSoPBQKenp5pMJqEziIIDGv06/P6QJX6YC2npmHAtkHJ8Lj2ep0O6/NNXweXInW6fG+TVezGw3Zi07MzrPU58LryZGyPNCHDQxrm5DnfkOYbrTq6ZayA1OnUa0D/oa74HecOcrq+va2dnRycnJ7Erg+uTVRrgjz/cWcfmoAN49qwvt4m+vj1a5f+nmTrSMr2f4xI8oNEWzj8Re7p900Xbd+/xMgYAJ8chA9DJMCeuIS7dWeA6ZrOZCoVClLxAlvId1284Ju6UONmJjLfb7cy8E/1GXtKMCif9OW+hUIhACgSB7+POcP3uZE+Kd3g2eXaB4c1BnfznGlknODCpPvGfvJEXcGF+3ta8eDV++EHKep4NTbEX6wDMh4OZOsiOjyHvXEZTQjHF29gQ7BDndtuG7IH9IRwdL9/c3GhnZyd0CLsI4RzjzPs14fgOBgNVKhWNx+Nw9CVlAirIjG/jSwaNZwtyj+gR9BA+EzoaopTATblcjgastVpNkjQejzWbzaKXyJMnT6Ih6s3N3e5prVZLjx8/1sbGhmazWejKxWIRGRadTif6AUGCQHx6M0PmkiaHBG3Ajr5V69XVlV6+fKmjoyM9evRIjx49UqlU0ubmpmq1WpAWaYDxTWOF/7/7KLuA+N8uZHnGwJ3ZNF3FfxB+uv162QEslUfdnAnPUxL8Xy6XMw3yUsfTQUsKSvyYgAdpuSUf5ETKWnJsgIYbPgQYA4pB9u29fH7dCEvZ7XekJShCUcEWVqvViGoSNUGxeFog94cyzFOeXKM/z7dFAtKRZwD8ON7NPCUgUIAeZeR4sLQQAeVyWa1WS7PZTMfHx6rVatre3g6WmdQrJxX8/lbj4eHPhHnjx9PYGTjcrO806u4yjDw4iPM15U2EXLZYp5ANRNTSGmSvoaNZDtH+SqUSW5dyLQB3dM+bdt1YLBYROWNuUj2AHPl3uU4iD3kp0twn+5OTPcW6Z8371oVp3ZwktdttXV1dZXqzuPyRnsfcewmUyyzXlEYY0bUe+eNYsPopWez6lzWCowa4q9fr6vV6ur292zFlMpnE3DFW8vvjD+ws8kP0Br2NfXPyGZINZxvZcHvnuoLXvewI55r0eYhvxw6svel0qtPT04iMkcJaKBTU7/dDZ6QRbGwnA2fdzz8cDjWZTIJE6PV6sQUomQTlcjlIO9Zzv9+PqBrkA5EzshiY00ePHml7e1v7+/t6+fKl+v1+phzLs7KYO74P2cn8YP8hFT1jgu/6D1jHAbaU1Ql8Ng2M8Lk068jfk5TJyPDr9+vx1/1YTkblBU5W48cdOJ3IcxpQhLT27BvsI8QVn/dgIGud1HwwBXbFM/fcwYe843Vknu87Rry6uoqdh+bzeWzjR0o894UMIQOk9l9dXembb77JyB7kJec8OjpSvV6PrcS5Lu8/RBkSuhIdVi6Xo3Ew56jX65lGhsgweIemfcxJv9+PJokQjpQFlEoldbtdPXnyRNPpVM+fP9dwOFSxWNTOzo4eP34sadn7bTAYRPkTuxRUq9Xoc3J6eqqTk5PowQB24pnSF4Fj+vMjwAGBSRnwhx9+qGazqU6noy+//FJfffVVEBn1ej2Db1bj1xtl6lNQuuxdCUiHEfJUNIS7VLrbu5IHKC3Bfqq0AQwYBm9ewTk8VQ2Q4REpQCXXwbZWKAgEHgPHsZy5dMc5zSLwyCT34ltbACKur69jH2CP3HOc1Oi5sXWH3UsApGxtbrFYDGGCQeX6SD3mf1e0fi84Ux5tZ2483dl7LqQK/U11+TzfvPd9PtLXfLjT4REiSaE8Sf9GmQ2HQ81mM21sbGh3dzeUFGuJ4zrAcSCTd82/zSN9nml03g29E2a+fp0FJhrGcVlrec/Y+4Z4uh+ywM4AtVot9MHt7a2m02mk6zYaDTUajVj31O1Lywgb13lzc5MBMJyfewNAoAPZFxyD5TqGdclccU4iedfX17E7BvfHQC4AL8x9ShYuFotMfxXXz9fXd1v3NRqNqOWezWaaTqdBHDo54PqVHxq0OlHn5RDMH8QiutDBeB6RzLppNBoRVT07O1OlUlG73Y5aSDIDGI1GI/ZTp1v0avx4g3VDOYBHpHFSNzY2gogDOPJdet7M53PN5/NYE6T6s7UVxxuNRppMJtrY2FCn04ljTqfTTGmOR6uoQb68vIw9ukmPPT09vde0zwlB3y0Ekv3y8lKnp6eaz+c6PDwM3OK1rvyMx+MgAjwduVS66/eDM0ITRO9RcHt7GxE79Fa325WkANu9Xi+6frNTibTEEdht5o/nRFTQyX8vweL7OECezSBls4jetj7Qhch9sViMCOd0Or0X8eV7aUkDv/0aeD5OhBAgAfM55nSC4G2BjNV4+8gjeRiFQiHWr5TNrHHcV6vVdHV1t9vPxcVFRI7B1L7WwB6QBeVyOUPmY4c8GID955jYcEjMTqcT5Xw0FIYIAEtj99BLZCFVq9Wwp91uN2SYXUAg8Enfp/H1+vp6EJkQCOhIJ0WOjo5CH93e3pXV1ev1CCJUq9XYLlla+lcEBefzefhv4ARw03Q6je1Vj46OtL29HQ3bkSnmrV6v6+c//7kkBeEA1lssFkFqDgYD9ft9HR0dRbPEm5ubaMR4dHSkL774QqVSSb1eL5qjojvJqvCdDDy7yUvBrq6utLe3F4HAP/zDP1StVtM//dM/aTwexxqAPJnNZr9S8GClH7LjXp5VGsVNI+QeNSwUCsFCOYPs3yGSMJ/PIxqHcXUCwdPd0zo5Vxg4yTSzSCNfGAg3Emm0042c79/txt4jdwgqTFb6GQfXrgQxZkQ//Ie5lLIpTGmEkQZgGEEH3Xz3TQbQn1XKuvJ5DHna3wDn603j1xWotx2fteJpiGlktdPpqF6va29vT2dnZwHMnMh4iABYKYT7IwWPDoD5GxnLK0NxQJd28E31CWACOSKqB8h3HYQMzGYznZycRHMcl+tU5r2kxlN5pWW9exqpAkx7jRv3yHXkRcvcyEsK4OLfT2Xe+xsQFeB7NNOkEQ8yQLSiWq3q5OQkQ9DyOUg0r/317At/1q67XFek5R6c1yO0DI/q+HxOp1O1Wi11u90gL05PT3V1daV2u61yuawnT57o5uZGe3t7QQRIinTs1fjxBuvU1zq6AWCPXLHOPZJGlsv6+rqazWbGduKQgg0qlYp6vZ7K5bKGw6FevnypVqularWq3d3djMxBjHnDPkjum5u7bcaq1ap6vV7YXIgHHIVKpaKzs7MgyWhwLuUAACAASURBVMkogszDIZhOp5pMJhGl88ACDbcWi0VkC7iOOT8/V7vdVqPRiHtja7KzszOdnJxk9BUEyHg81nw+z5TBQSxAaHq/BmTPsRv36uSu76iSZhow3oXMOdnpkVsnBVxX5p071bWsPb6bBlNW419uOD5028LgeeHwe98e9AlOMLbDMxA9cMC6xa5Jy/I3iH4y1SAacL4h+XEUyQRk/WxtbcV9eEAD/TIajTKlSfQKIXsAwgGMjt31dHoPEtDfhO+gk/A90A/M1fn5ucbjcZQooFuZR8c5EBOUKUynU/3sZz+L4AilANwDOwDs7u7q8ePHuri40HA4jKyi6+trHR8fRx8TSZm+DNJdUIRsJxz7YrGo4XCo/f19DYdDdbvdKOOiZ8PFxUU0dp3NZpEdAWbhmDxPAkKffPKJGo2GPv/8c7169UqNRiP0/2r8eqPsQBbBc9CYAslUOftD8Ag1jj8PmAXkWQYejfY6E4wr6Tt+fITeo/3ufHBMgDH/u4FM2X2PVqJcnHmUlAEADoR9G8CUEFgsls2DJMU8eJ1Vmobnz4LzuBJN2W/vXp4X+U4zJIgKAOjq9XrGIU/Pk2ZPpONthjjvOz6+C9nAZxwEAo4mk0k0dCmVSjo4OMhEkfx5rMbDw59jGkVCZtyJBnx6qUzecGfbo//8D/MPEHci0Lty8x5Ru5OTk6hvczDhzjy6Al2D4fTIAoAEY8zg3qkpTKP/kjLy5ODFddNwOIzzOOmJXLvjgBGUllvyYRw9kwFQU61WI/qIbgM4cR2u5/xZu67gPlKSw7MlPOLPnHp6pOtHPye7DaDHuTbSIp89exYNQXF+iCwStVyNH28gv2SISNnGwhDdHuVz++mdpT2ChePOa4BTbBNRcCeEsIuklLou8fIk7OXZ2VlEodBpkjJr1q8X2XJ9U6/XA0AjQy7Hjnkc0yA/Tqwia3TeJooI2YCOoh65Wq3G++PxOJP+68Qk98Pz8vOljjPXjs5zXfx9BvbVn1EaPPI58Nfygg2pHfHjuM7ieN4gdVVS9MOPh7IvWAdpJgE43kvk3A/w5+vrk2dMhBwdxPF9+2AcfzJ/fK3Qm+z29q5bfqfTkaQoWSb40Gg01Gw2MzsWra2taTAYRLAJPXd7extp8QxkGpkDk1LKnPYKQCar1Wr4SpeXl7FlqbRsDkpPpFKpFFlI6DgyFfy46C3mwjGFE6LS3W4r2HlIE3QDerlWq0VJn5cQkkFAYBZ53NraiqxjfkMUoPPb7ba2trb0+eefB1nK1oRkaxDtxydbX1/X5uamdnd31ev19MUXX+jLL7+M6yE70oPMKUm1Gg+PyAxwZxlBZPE6m+8DgCtl69jIBGDxnZ2dxbYYpIzCBlG3y7lS4Ml5pCWb50bMHQCukfcBz3596d8sVhdUT8n3SD+A39l1T6/zRcffecbb04W5BgBJmjngtYIO2jlepVK5R3R49NWfW1rP7YIN2HNA9DYhShX/9xlv+z5z5QoaA8Gzol706dOnarVa+uUvfxndp/MyJxy4rEb+PPja8TWVRzrlkWD80NgPhe4ONI6lO8ie3bO2tqbZbBZ6hqyA4XAY7LaTXQ4wPdUQAqnZbIZuIu0W45+ShDi6jUYj47S7HBcKd5lJpAcTFXAS0COp19fXmXIFdJVHWKTsHsmu6/x5YMA7nU44TehUoq7oD4bPu19bHgmJHvAtJtGPfN/LPzzi5+Rxo9EIGwC54uQFzmK73daTJ08y6X+r8eMPjzx5SdBisYiUUymfTPRsHCJIkG/YHkr/WD80+avVaup2u4EbxuNxEAik/PJ/GlC4urpr4kU9cCrbkA3IqbRshAeJwA8laIvFIqJVkCEuG26fnEzjb6J2XIfXPi8Wi8hw8CDBYrHQ5uZmXJeUzdRAJlNs40SEl3uCr8BQ6Dgf38eep99hjtE3nNvxiV8n3/Hv+3FSQsDvOc1gWo13O1LHnt95pI/bMN7z3aoYvn69p4VjbdYFWBw5xgaRSn99fR1EI/0z2BaPAEOhUNDm5mY0yyPrhgg1toj78ODHkydP1Gw2VavVIriwWCx0eHioly9fRvZevV5Xt9vNYAIvdXZCH5zg/b7Qjd7cT1LsInB2dqZarXbP1pI1iN4BE0h3OOL8/DyjFz2DAWLj6OhIr1690tXVlarVauyAcHNzo06no06nE7sRSIptVInqk6GLzwcBsbu7G/JPJpkHXdfX11Wv1+O6CGzQo+Xly5fRqBA8dXFxoV6vp48//liffvqp/tN/+k86PDzUyclJZDjnEVMPYdyV3liOBzMDPBLoNe+uiFNh53tEwKkTpVMn7BcL/Pz8PJP2wjk85c3PyTkcnLPQ3bi4gfM0XAfxfIfaZxSNEyA4FNyfkwbME9flhIkrSmc5Mcqp4+/7cRKB4BqdmEjn358Xz4pzMgc4UakjJynAVxpd4Dicw/9PmeEfGrT7lk0wkL4+qak6PT2NLVQePXqkg4ODTGYHw5/dShncHymAQ4H7OvDITF5kx8lEDKP3qfDInPcXgNUFrEpLXSDdRZcx5NKSCfZn6iCbrAPICFLuAeOsH5yWvHIedyaQQXfap9NpRmfgIJCVxJpN9Yy0zHSRlg5UGg0H8LhOwLmYz+dh8N354XN+rjTy7xkATnQ6eeiAntdpZIrzhD5wOfPjj0ajiJrgELElHHsSX11dqVar6YMPPtD5+bm+/vrrVWOg92R41guygMwBMCHdpGVU3glor3X3ni63t7cBypFLJ+lqtZoajUamV4Wfy6ON0tL2kborLZtlOXHp5F+n08nYa4iEk5MTjcdj7e/vh+yRFkyQ4fLyMrqEu2xyLQxsDERDqscYYAVvKDYYDEIOu91u6GQIUQe+fj4nWMFIkA44ASmR8H1GCrZTpx5HBWLSm0F62vdDA90HHnSskmYkpWNl39/9SINMrgt4BmkgDbzu+BfHeGNjI2Nz0uydtKwPDIEs0pME7HB5eRkNac/OzvT48eNwcNmdA9lBl1xdXcWWoR79LxaL+tM//dPQMfTXoX8V149u4j7Pz8/DroFDnATnfcpf2TEL/EHQAIJAunPA2+22ut1uNOK9vLxUo9HI+EZgH5xtdB1BB+/BMhgM1G63ozmg9wLih9c9cALxQASerdA3Nzd1dnYW/VY4Bs8LX9Fx38cff6yXL1/q4OBA5XJZ29vb6nQ62t/f18HBQWROsGZGo5GGw6GePn2qn/3sZ/r3//7f65e//KX+5//8n3r58qUkRT8ZetT42l2Nh0fZJwuj4ylmzuKjeJ0ASCNfpLfScIfPcXyMaLFYjC6bsO3emMyP7yw7QD69TiJVnraCE5LHYgJWPdIFaHBAQ90Rc8HilrK1/lwP18i8kmZMtM6blRFd8H2S6RHgBjAFWK48iXC4E5Y6SK4sHPBzbK9FTskSN9YPsfdvGm8zxm/7vjtuPFNeJ02q2Wzq8vJSL168ULfb1ebmptbW1nRwcJDpA8EaTO/rt334MwKk0bzHZdGNO7JKGngaFU7Xa/q/O6PIhBtRQCufOT8/j71rcbZ9rXKtKctPpJy1w7nc2HJfHj1D1j1SnYJRHA/XTYBursV3K2Atu3x6mUV6DnSapNAfOODMP2UUt7e3QXi4vsvbzQNHCDlwIJfqAT+/14Zzrd4l3NcPtoJrw37U6/WYz8lkou3t7QB41WpVn376qWazmfb29iJTaTV+vJGS3dhn1q43tHO7yndZBziC3kMkreWlAzWNL8nuqtVqkdXj56MEgGwfggtECT3bDTnhuvjBPlO+MJlMNBwOI7JIdhnRPBxZvk/9rxNorv/QXdfX1xqNRhkin94Arj+cgMRxcCwGAYPcpkGIlORD55FajF7jM6n9TW382+w31/3Qd50EcvvAd9ORkhr+HXf4PVvF194K8P+wI8+W+HNJnykym6bJU+aTEghefoQtoxcAZUR85vr6OnQAgUfOUygUoswG53lvby9kuFarqdVqSVLIOwFLbOnGxob+4R/+Qb1eT9vb2+ELbGxsaHNzU1tbW9rc3FS/39f+/r76/X6GAEDfeENjt9fF4l3PEbBWqVSK7D70Xr1ej2g7jXfRAUTkfWcVrhuHmJ3chsNhlCHd3t5GJiHNF2u1WqTok4UFScB11Gq1iNJDEJChub29rQ8++ECLxUIvXrzQt99+Gz1WCHAi92RRQOhsbW1JUujwm5sbbW5uamdnR8+fP49zkDkwm8306tUrnZ2d6Y//+I/1B3/wB6pWq/rbv/1bffnll5mdp1Kcv9IPD497ZQIp85fnJHp9Gp/D0HjnTz7njW9QBuw7iTPgx3YjBPBIAaobF093Z2DsuJY0u4Dr9NRHV0bSksFCcXFczu2pdg6uWXDOhDpA4v5KpVKm5p8aQmm5swDsm3/XjW/aEyF935m+tASB+eb8efefOoNvAg95421O99vABgLtc8ZxuX/W0XQ6ja1R1tbWomM50ZgUMK0Uw3I4QMQBZF7dmANCU1CXFyFaLBaZyL4DXb5L9J6IF8CZ9U8q3Xg81sHBQaQbFwrLrBauJwWSOB1OUOIw8/y9h4cTIDi93l/AmfcUhHIvHvHCefIUZhqdQQhIy7XsIMn1Kp9F76SgmGeWEjGpLvdnxvBz+/NL3we8EJXFOeJ4npXl91WpVKJMgAjI2tpa7Ne+sbGhJ0+eBNHT7Xb1ySefBCBZjR9/5BHyZMGw7iD4GdhYsuuw05LCHkKII2O+gwXrEL3tWTtcC7KI/HE+5AFQz/XwOb8X7qFSqWRKGorFuxKhdrudwTfcAzqAHYVogpjKF+egjw3faTQaqlQqajQakTIMccn1Y+s4PsSJyyzz5OV0rquIvDpGAhelzv73sYep3ve/0Z/oQCcoIJSxNenxGOl9+TnSdbkaP9xI7St/O9nrzwJ86bIDIezlKZ4x6OsUu04k2yPLZJjd3t5GNhykIHLBNnuQZXxufX1dvV5PvV4v9q5HTqi/xw5vbGxof38/6vXJzCEAR3QcwgISkmwDdkIii495gdioVCoRkABjodMg8ciM4ho9wAd2gshwGYPg7Pf7Gg6HkYk9nU6jkSA4qNlsRukt90VaP1hmNpsFhiIbgWfBc766ulK9Xtfjx491c3Oj4+PjIAym02n0aWAHg0qlEnO7s7MTW7LO5/MgDE5OTjI9iiCJrq+vdXh4qH/4h3/Qo0eP9NFHH6lSqajT6ejzzz+PhourzIDvPu6RAf43TJMbUVf+zta6snaHgnQR/wwLu9FoaDAYhOJInX7pPjvMa1wL+2p6h0sEir+5Hk/lRUHBOnkUnvsqlUqaTCYRsZCUcUY96uwGmGuUFOlIONZEPPkMIERSbBHm0b80dT+df9KUU4fFnTE+7+DaU6Z5D7Dj9+/PNyWJ8siBdPy6ZIH3OPDn79cNodTr9XR+fq7j4+NYX8wnKZp83yO4q7EcnhVCxoo76W74SQF2hYvxx6hjwKRsKZFH6cj08SwejjMcDiUptrRxAzqdTnNr6jlusViMbWqcsPMSAM+kAQygf5w09F4aTopw/3kpq4B/gMnt7TIFWFJkRxEtAFAUCoVgydENGO5Uz9Rqtbg+AJGTsUTmUqLE9WtqMH0OPRIM0IFgwZHiXGn2Fs8SAHR7e6vhcBgNmx49eqTLy0t1Oh0Nh0MdHByoVqtpe3tbzWZTh4eH72xdr8b3GzxbSDQILewefQM8Yg8QxfYTmfbIPnqALWGLxWImwr+xsRFrezabqd/v6/b2NiJZ19fXsVMFsst686yFVG6lrMN8fn6ubrcbGYpcW9rnRFo2APY091arFU4B5wGwUsLD+negzdZfzWZTkkK2sEmQoRAT2DGigMgl+MwJOL6XZim4DeU8YAB/3t+XFMgjZF3f8kyZLxw6Puvf47eXeXJ/XD+6xTHjCvD/y42UEJCW2N8j/2BrJ5YhBnh+2BWO56QXGUQQ6fzNWndyPiXoPVgHwdftdqNk4OjoKLIIaBTI9RYKBdXrdU0mE62vr6vb7arVasXOIi9evNBisdDjx49jGz3pbo3u7+9rMBhE6jxkxMbGhrrdbsgzGUi+dSlldZ1OJ/QseIrmelJ25zWwDHNCliVkKk1JR6NRZCj1ej3t7+/r8PAwsvYePXqknZ0dXV9fazAYxHm9HwDNFovFop4+fRpBm9evX0f2wubmZvSDq1ar0eQRf2U0GmmxWERmR6Fwt+Xsz3/+89D3L1++1LNnzwI3HB8fazKZxHaF6NHxeKxWq6XNzU390R/9kdbX1/XZZ5/p6OgodPpKL7x9lAG0sC4Av3K5HIuJBhkOkJlc0lPoBYBRxGjBmI9Go1hcdIMfDAbRIMiBp2cfIMjOWrmSQSk4WOY4i8UiWCiUyO3tbUSoSGGRssaF8wNgeL9QKATo5jqo+8Mgw6Qh3NQ5OtMPWOEaAVcog7W1tZg7WHwG18PiX19fz3ThdEcNQ+wZFd6DgGfnkU2eKbVXvOZz5ISDR4Oc9Elf477TwfnzGDwAixsJFJJ/xyM23AdECSmma2trwZAy7/V6/V7GAM+I4/02RBzSNQNIRo58viGNCoVCNNXp9/uxhzz7dMOek4brTD/Gg4ZaRPB4bhhwuuUfHBxoPp9HB2469DsRyOfZBggd5JFzrotn6sCS6AIG1rfQI4IFA47x9siogyC+h2PA3HGNzAG6iN4H6FbPOPKeHq6bMMb9fj/IF8g/5IROvC6Dnl6LbvXhkX1J4aCk78Hs44Q5CcT7rCeIWHQeAKHVaun58+f67//9v4ej8/XXX+tP/uRP9Dd/8zf6r//1v+qbb76JNZTKOCTSavxwo1AoxFrClpKm6v00eM6kuo5GI/X7fS0WC/V6vVgnkjL2uFQqaTweazabqd1uB8Bj6ynPRvHdRaRlfbGvO76PTseOXl9fR58Ksorm87lqtZqGw2EEJaQ7vXBychKOP0C52WxmiLpCoaD9/f0g8FyekP/BYBBZQRCIRLbYNoxMR74nKbIVaLCFAwS54qQjw20y9c1OvjrmYHjTrTQQw/PPI/3d0U9fSwfXi2OP81Wr1QKzuI1w59EbIErLnQjAYQx2pWCOnUBYje8/sGGu9wmOMdcesGK9EXgpFouB8SG8JGUyRHiefNezAt2OEORjjZBxgo3GPpFFgC2kzMBJQ1LnG41GlDqCdyARCSRg5wgcgqNxqsfjcTQ8rdVqOj8/j52OvNwRXwsnudPpxOfBAvgUXAu6xndEQd/d3t5qa2srMgiwh46LId7JruQ19AjZCATUeHbValWPHz/W4eGhJpNJPCe2OdzZ2dHTp08zgVIyc3lubB18fn4eRMP5+bn6/X589uTkJLZgpKyD0g4we71e1+7urtbX17W////Ye9ffuK7r/P+ZC28zw7mRlKhLZFl2JNu5uE5SOEWDIv0Cbd/0XfuH9lVbtECBoCjcNE2TNEHjW2RJlkhK5MxwbrzN7feC+Kx5zubQdppfUlvSBgiJwzPn7LP3Xms961lrr72rg4ODOK2Bd3369Kl2d3e1vb2tb33rW6rVavrZz36mR48eXfChnEBZpNde1Fb0KB6OQBrdxilD+bvzhAPrRTsA1rBTpPV4lAkwAXngDrIbhNSZdNbO+8ZiJiUXA4LzzN8lZYwSzLo7uQg8jkHqXDs5AXvnY+JpPDwTosCr385ms8gc8DRJGg4GjKhHLH2vJeTG8vJyJvWSsfRGH92ookTpG3vGAfj+XWd3LyMD0uelWQU+r04GpAx/CkQu+9fv4+tWOq/GijPL/iz2l/X7/bjeMz5eNBCRpln6fAEW+dxlJp+fH1tDChjprDi+yII0Z6+Rdz/2C8VM9A1dAXnjaYU47xSeQ/7QIb7WSENjrQPu3anh3QCfvuYhPDy7AFBTLBbV7/cz69AzCehfOq4e3edZbug9olmr1SLS52m+3M9PLXD9WqlUVCwWg5RxvY7O/CLr3PdEp04CKZMpueLkB+/FM/0dIV+8uBGAo1qt6t69e5kCbhAArIOX7fffPEINmY5dIYrGNR4Zv3LliprNZhSeAmTzL1EhAPZkMskEEsggWF9fz0TGsMFOKKYZOa7PyCyCqGQdQpyRjQBhcHx8rF6vF8/n/Q4PDyPVF4zA2doQFP4d+nzlypWw855BASGGTPt2JJdv0pD5u2ffQLBxbZo1JF2M2rpsEqFfRAS4/U3bZU7/oubHUaJDnNzk/1yT2iIPZjgeoF84pGSx+TbHl+13b74e/Mf1u1fOR1d4sNAzbTyTjPnCbpMtAq51AkiabzNkjXjWa4oTkUcIPL7n0fPT01Otr68H6Yh+QieMRqOoKzAej9VqtfTs2bNIYb9165Z6vV4Uudvb2wu5LBaL8XfwjPe7UqmEHqHwNQELnPZ+v69yuRxjw9pm2xE4lowF+s2WPDIdkUFS9OnjyspK4DswP9uW0TtpVhX6dzAY6OnTp9rf34/P8R3QSRBBs9lM1WpVN27cUK1WU6fT0fvvv6+HDx9GscHJZBLbsiAQ9vb2tLq6mtlKBEYEF25ubmZ8Iuag0Wjo3XffVS6XU6vVimwzz8z203D8/ovW/4vQiqnx8IYDjRJ2VorvIDzu/Du75mw0jnWq1N0AutLHeLjhkLKprKmSSu/LexCd5xn0KXUi3QiixLy504iCcUNM/3H82Qbg0RM/I5XP0igl/WNsiUL60Ua9Xi9+hxTg+wAqogk+Hm6AGR8fY08pTMFG6li4MC0SHI9EMD6uuNPIQvp/J1m8pXN3WcPYMBelUkmrq6s6ODjIVCx3Q0HzIjDPc3PZ8tRS/uYymh4RiGytr69HFW6MHKlw3NudXOTR74NDyDae4+Nj7e/vh6FJycLRaBSFcty59mwGv55nOMBkTTpB5+vfjz3jftI8crfImDjhxfWLiKtcLpdx1tGlzvxjvPmhL/zdyUV3uNL6A86OO2hKo4tpS3Wuv5s7LxCm6ZrimbyfZyVxPamepVIpzm9eXl7WzZs3dffuXT158iSODyWaIc3PEX7Zfr/N9+4iXympzZpF32KPSPVnb7Cns5ZKJR0dHYVTLc0jhhBEkHf+PCcXPermJJzbOiJ7XINNW1paitMLHFwDvHO5XBzdye+scz9ZwN8buUNGAKFEIJ1khfiEGCiVShfuyYkhkI+8EzJDgVMPUHhjHF1uU5zjbRHR7r+nhPtl2NG/53rDsZFnSqZze9l9HR/yfj4fvvUAff+y/e/bZfMBFhgOh5nsN59DyGIPNPm9HNujWwh8ObFIQ7a5n89vSjJ5hBsb7Bkq1AQ4OjqKtQOWxk653mNvPs5zs9mMLMSzs7NwODlpADI+n88HWUhxU6+NQrDC6wGRKQjRif6R5tsF0R37+/uRue3bkXH2yW7A5nL6CRkPPmeOc5BZfAiIe77Dv48ePQrdTu0BMjAgctGn1WpVt27d0quvvqpr167p/v37eu+999Tv99Vut+N7HKfKliKvS0O2xenpqfr9ftSeYzsrJMHVq1e1ubmpP/uzP9MvfvELffDBBzE/+K8pdnvRW9GBXMoKS8o4mBhSAD1AEDaQQUZY3UDxmUeYWNQO1OkLhgsBdUIiNWqpQvD7pwBVykZ/ERwnKRxkeNQRoUVIiE7wLFd6jGetVtPp6WnmjGE30NLi45s8wujp2tK8UBnKk37x7q7E3Bg7WGCMnCBh7n0NLCJuLnPm/T4039PtJIR/tghgLGKi/d7eh0XP5XeOZnNAiuLK5XIR7VkUKX0RHQ13SJFHj7a7wWU9QLKQCeAy48XD0qwanFk+w9nj+b1eT4PBIKoIIzdEGDD6yJ3rKUmRuUBqIvrD+wfJ5tlI3rgn7+6RS7YnpGPiBVOli5E0B8fsnXMZ9b8fHx+HYXSZ90KEKamIviAqS/s8x39R414poPf3cjLHCUNIF5dj3h/dibNHJGg6nUb6dLFY1Pe+9z2trq5mKg2js14C/T9MY349sg7AdbsFWHd84IX8KpWKVlZWoso0gJVnjEYjLS8vR7Yd2YQ4j070lUqlyApi7XkRMel8vXOkGLIDqPaoIsQkJASAW1JEOdER6IDhcKh+vx81CyRlMBRZfZ1OR7PZLCKQOProC6JUyA34h98B8+AGJ9fQgalN9gaQJpDj/6d9ln3l2el68H8/qy0KINAHxiC9l+sLJwkWPZc1g0PgBOEisuNl++1aigc9ug0Zjuwxz24Pfcsttgl5clKQIM3y8rIGg0HIshfG9T4gD54V5Cn8/B37jvyyPQkbylG+YJhqtRrYUFIQeNPpNMjN9fV1TSYTtVotbW5uqt1uR52qra0tbWxs6PT0VK1WK0g8ou4QCNhxrvEsC66dTCYR6Xb8z/jzXhCCpNijU7GV6Gh0uKToE9trvNaQZ0QzF9yrVCoF/qIPEKjglVzuPAuX2gdsfXj69Kk2Nze1tbWlN998U6+88oq2t7f18ccf6xe/+EWQ/tevX1e9Xo/jiJk7nru6uhrHQ3Y6nZg7CBEKJ45GI73++usxZhACbAtJj3F+0VtRyoJVT8djn49HyrheUsawpBkD/h0nCxyopxF/d2ZTZ5B70jcWrDOFHgmTFIsQ8OKEAv0AbAAYFvUdRYQykbIspSshZ/1SUoJ38a0ZaYE8zzDg3kRXUEqMmxcB5B25L+/nNQI8OujzyFy6U8IP+5lSh8DnJG2L7uufeWQiTQFaBGoWEQf+HTf66XqCDKL/zB8RZZ/LtDlx9Tw31pSkjCzzO84769qNs7P9uVwu2G8viOMEIvOLk7m6uhrFrsg6wBlstVqR/un7lKU5s01dCwCA3xsG28lIP4PcQbDrNAceZOZgDAEi7P2r1WoZApN7AFAc+KfA3ceDn0VZUEQuSKXGSeJd6atnvyCzGOf0HS+TtbSlRKCUTed1nZ+CftYDf3MwAzBEv+Xz+UhZZmvCcDjUa6+9pm984xvK5XL69a9/rX6/H3VYXoSsnf/rxhpjW5rbfNZemkZKNMwjNb5lqNvtxvY4yD/kDEeB+3hdEhLX4gAAIABJREFUDvb/k4nEunECMwWqLsf0F31Caio2yKORyAvbGCD56cfx8XHU5JCU0Z+erUAdBOqcEPmrVqva2trSa6+9FvcCH7kucB1KQVHHMU5quIxjq70ooROyqR2/TD/wNz73f79Ic+cxvXeKRdALi/rk7+jfcfvkhM5v28+XbXHzMUzJm6WlJTUajajFAxHnBA6yCPHu23axHciFHztKmj62ANIO3AaZjHPIfnsnDr14J1Hm4+PjcCRPTk7itBDuxf2cfCsWi3FSAO80mZxvjSazKJc7r8rvdQPIdsKBRnekWxE8izGXy4UzPx6PI1WeYAfzgS6EkGm325F94EEBdC73rVaroQPpEwFZz6jk+XyHd6Bv6MBmsylpXijd6z6dnZ1pY2NDW1tb4fecnJxod3c37v39739fN27cULlc1o9//GM9evRIDx8+1OnpqRqNRozJ8vJy1P6CMOn3+3ry5ImGw6EGg0GMPfpuOBzq448/1rVr1/SDH/xAjUZDP//5z3V4eBiZq14z7kVvsU0Axewpb0xe6qS6Yytd3CMqzSNqadZAypzDwjGBONb0xQvG0U8cARazM1rT6TTjFHvKLfdwh4I9TRjfFNDC0LnxdPBdKpUu1ALw8XAmFIFzQiO9N+PLWFIMBUXiAu59pt/uuLkTwv1SEOCpMk4GuHPtf6P5e6YgwQUrjSz4+pDmewq5Z+rc+3r5rEhC6rTzu6d1O6hhnDkainXhoORFaKkSTNd/Sj7x41Fmik1SlIv1h0F1gtFTXWezWUR7nXDq9/tB4tXr9UzBG/QEDriDf/4mzesToIPoD/oF4+vpfJB/LoOepeNRB4AN17NmnEhwGXU5cjLQwfoiotSjmhzHRzYS5EZ6dCLfYYxScsGdgs9r7pgRdfPIj68P+p7+3cfDdTlOIoad6vCkGk4m58cTbWxs6I//+I/j3Odutxs6/EUg6/4vGzKHnDKvRLz8KFBpvn0Gu+lOPuveyTpJAfJZQ17HxrPtkDHPXELG2ZfLunBZxqn2+4IT3Nb6djzAL/VPPBiyvLwc7+fBBAhLL55G6jrX0l/GCVDqWIYCZBRkhsygrgGkLGNHczyAY8a/bk89C8qJc+7h16fYhGu+aHNnhO86nvRtZGn0N63pQkvJTd8+trq6mtl69VI//G4tDcQ4rp9MJqpWqyFHEAKpHWSO3YdwDIFjja2BFPCMRGkuT8jaeDxWqVSKaLgHwPz+6BfvI5ih2WyGDNXrdW1tbWWO9NvZ2QkyHvs7Go1UqVRUKpVi+9rW1pZqtZrG4/MTkCaTiRqNRqTLE5hEP6EPUr+HNd/r9XRwcBDbhCAvwTCOY9DF+Xw+jujFcQf7UKegWq1GEHFpaSn6z/fRlb1eT/1+X91uVysrK2o2m1HAmT37g8FAhUIhCFX0Po0ACk76cDhUp9PRw4cPNRwOtbGxodXVVV25ckXvvvuu1tfX9ctf/lJ7e3saj89PM3DSHyKCbVXT6VTXrl1Tp9PRYDBQu92WpPDJJpOJdnd3NZ1OdfPmTX3729/W2tqafvazn2lvby+2YbjP8SKTApEZ4GDOwZ2z1TQH2Sxqj/xJ82IfXgnTC+ThXPA7QMH3pXgKMEDUDbKnwHFPrkHovOYBDgMGJq1hkBbpciCNs+LOZaFQiDTBFDB4+hL3h03za9wR4rnujGLgAUOeSQDA8T1zzAHKG2ffiQ4nIHiuEwr+rxcSBKB7WxTdXBRVoLnDLynjTKXXOSmwiAxgnC4z+H4PxtGjD5PJJBRHoVCIyIuTLS9C8/FPySwAm1ewdqBFujzOnKd9A2Id/KXkHcf2SOfHkHY6nThjHkedNeasM4bGM3qk7LGmHsl0mYPohGiUsvLEdZ42zPORRT+GkGd49NH1h7Q46wVDjmNEf/27ZFmgY/P5fJzGwj24r9cXYa27vl1E3H1eS9/Dx1K6SLLxr68f1wUeBeF9IZOYU8Ahzth0OtXGxobu3r2ryWSijz76SJ1O52VmwB+oOVh08Or749PMNIAh1fAhq1yOaIA7SAec52KxGMd9eVostoiIHFgE2SFqdnJyouXl5dDx9JPaAIeHh/EZVbLPzs5iX680J8udVMS5cdmGWEamqWuBLIITXF/ibKRA+ujoKMA2EU1pXvgYmaSl8uUYyGsxLGr+eXrNomBDKuOf52ynQRTXO+k9nHRgvtPMI/8O+g1Mw1wz/y+K/f59tpQsIoo+HA6jXsDS0lI4ihD5BO3c1ktZO4Q8kWYOyeaBLO7l2xbpC9fzHfb0O2GATeZZRNnxKyCfcZZrtVom8IhjTaQ93WpDEUKOCwTjkyLfaDRCB/o2R57P+xFYxCfgWRx7SrYDY+kZQmxdKBQKgcOm02mmQCNYwk9aYMyQUbI68fk8e7PZbKrRaIRMQgL1+32VSqXYzkgWAXgKvY5dQP9BCH366aeqVqsql8t64403VKlU9PDhQz158kSdTif0nPuYbkeazWa8D8VfyRycTs+3ThweHurs7Ezb29u6c+eOVlZW9POf/1wPHjwI/Sb9dhmTz2MrYlgwcL7gmFBprtQBvTj5HIPBsT8oafbVDofDMIiexp86HIucSATG95MiJH7m6Gw2C4PqJIOzyxhpSWGofZ+xH3UmzQEQBUN4dwdCFAZKyQLeFfAiKRYyqb4+xigW+uT3I8pAGhT3pc88A4eKueF5KM40EuAOshv7lCzwvV2LIp/M1WUC5U6LOyh8fzAYXIgmpgDBjX/qtH5e8zRUj0Tw3XS/uBsdTzl8Xls6jh5RJnMGmUWZu9PqEXJAsRfjAUyjxElxZx1gbNA9nU5Hh4eHcUIGegT5xVn07/t6Q/aQLZpnzRC985MmpDkhSeq6ZylJ84J1RMOJDrJuvLkTjXzTH3RaSnA64OZd3JHK5XKxhxEARWEfN8AeEaVfTigyx1/EmXbngzXgusLfwbeXOGmSEiAOttBVgDgiqa1WK5yyx48fazQaqdls6utf/3rotsFg8NzL5/9181NrAFwQTi6T2COO2l1dXY098tI8y8/T3skSQNaXlpYyZADFpKgozQ9HHnM0IWuUiKKfXNTtdjNkJrLU6XS0v78fwBG7Cf7B7uBoILNE3NiSwH5dAhmkEkuKe3v0jgwLfogmEnUEF9RqNdXr9bCPREIvc6YXkeXSvODxIkffgwEpLnBdxef+Xf51UmJRAz943xfZ+lRHeMr3ooxGJwPoL2uA1OlUJ79sv31L1xMYAFlHL9dqtXDsmQ/wtZRdh2ThkA3gONUz4XgG5DGEHIFFX0Oj0SiKgK6trYVz7Pfy96Ev9Xr9wpGpR0dHUctna2srti2ybRonm2Px+C7v6BgaogGcxLjQFw+YcC3EoqTQfePxOIiDXC4X+mJra0vlclm1Wi36BpbFNqcywzziq7j+Wl5ejlNikL2NjQ1tbm5G8UGukRRZBGRDNJtNbW1tRXCNffnT6bzmwunpaRSb5h7o2StXroTcM26MJ2PIZ/l8Xv1+P7IP0P0QE9PpVI1GQ8vL50dQP3jwQNevX9fNmzcDV7Varcx697F60QiBoi8GKZvGzYIigtdqtSIVdTqdRjSHa0jBAdgT9eHvAHGEwI+1kBTkARE7FiuRQnfYcDpI02ORcD9/Fs2L7WFESqVSJiPBDbUrKc+GQKFNp1M9e/YsCqBANnCv1dVVdTqdcIIgTngHMibcIHqaMlshJEUfPX3KHV36mrL3HOvkqcmuoBFwFDQp8+4MskeH+fSznpkT1pEDEmlezdjH08knP6eccXGl5fvIWDP+zh6lScEF7+lp5DyLdQIxlMvl4ogZ9ntBYnlEwiPJTq581dvZ2VkQTdJ8e4zvX/NxRR7YE4yjyhwAmmFwuU+n01Gr1YpU2c3NzWB0Oc8WOXOnFgOIE868r62thWMP+w9QAAw4ocB3PS2OyD+OjpMAvJ/LhDSvM4FTj6GT5rrCyTWMKzKOc88aI50QgpN7ow8lRZYOBKuDHc8O8lNE0NXpXmZkkMhhCrZp9DklAxlfIvjoU0kXgJFn5KBf0nHH0et0OgG6eL9isaiDgwPt7+/r5s2b+vM//3NduXJF//zP/xzPdOLX+/4ye+Dz22WOImQweyyR/3w+H1lA7NGUFPv4vV4ADrFHrFMnbn9/Xzs7O1pbW4volTTP4kEefI1CgOEEcITgxsaG6vV6JrI4Go309OnTjLONTkAWi8WiGo1GBrt4MAJijoAEY9NsNuO96IOU3bOPLoSopKjtbDZTuVwOkoR9tKTAsk3A7SOkgG9vdLziYNbJONcBnt1DlpFvp+T76Nw0LTnVBYvIPs8AkuYks1/vDjwkD9FdsIlnhjlxmgYIfJsU0c1ut5vJ3nByeNG6f9k+uzHfYFts67Nnz3R0dKRqtRrn3Xc6najv4duFwGzcD0wqZddssViM47JHo1HoAIg1cC32rtvthp4ql8uqVqvK5XLq9/sZAsJrDOTz+dhyhh4DAyCru7u7khRRaDANdpOsttFopHK5HHVMjo6OlM/n9fjxYzWbzXCgwfGFwvmRgpCQR0dH2tvbU7vdjpNHtra2or/UJigUCqrX63GcIfrCfQV0Jvv4HbeiczxI4dgGLCUpHGmITIgMz75aXV1VrVZTrVaL+6dbryuViiaTiZ4+farBYKBKpRKEymg0yhyLXiicb7lAn5GtVSwWdXp6qocPH6rb7caWh/X19fBblpbOT4eh/kqhUND+/n70r9fr6eHDh5pMJrp9+7aazab+7u/+7kIxXNqiowfT9jzpkAs1A9xQ8H8WEsDQU1bcQUCYnZkiOuAROH8eAkr6EcqCe2AA3CHFUfMzrjE8KB4pW3DQhYHrc7nchUqVKB/6AmjnO76HdjqdajAYBAOGUSsUCup2u5Lm1bh9ryRC4g4s441BZuy9MJpHQT0Twd/LwTHK2qOi/M3fnzlkv7Gny3tBDt8bClDz+9JScMAz02sAhmnffR35PDoockCZOvn+bLIwvC8OSNJoRZr6yvsyXs+rc7FINon8uvzwOdd5GrqvCaJsGH7ALrLLdyHK0APNZjOKCkrzNNs0ooz+8WgjZJI7oNJ8TykGkPvgUPjeO0hH3gt9QGoxjgDG08Gpj4+D5cvabDaL84HdiErzzCRqtnBf3o85oRpwGjXzuiveJ8YI/eBkoMs4Y4r8M7eMC0w9OsPl2AlU9L87EVyTZiXhBEjzegiABOYbwLe1taW/+qu/0k9/+tPYX42+xEkkqvSy/e8bWTauD31dQ7h7Gj+6wlNZJWXWpOMKr3EB4CSzgFTUfr+v2WwWNhbnYjAYXMhUApyjY5BZoln8neJY6CNIQid+WbO+zQHyC53R7XbV6/WUy+Uy+5eRZ7CKZ6U52e1EGpE2MAh6zKNljDnZMdK8wnhqD53s5pr0eW47Xde6fQePcA36D7mUshjEHbzU1nrjnk4ouu53POrjxr/YBx8DiAt098v2v2/IgmM1/0FGsOPgNrK6fCsYDrQHkMC3OMWsHZx1fINyuRxkHfrHsWlKLEkKBx17WKlUwt5BBvZ6Pa2vr6vZbGp9fT1S8tmD7gEu+oOuo4/u4zjOl6SbN2+Gv4RvAC6FMHDizDMrVlZW1Gg0giChvlq1Wg1H1QOti7B46g8xFmQwcTJCr9cLEgR9Ts0BvuvkOsex4qindZvAe2Rk8N7YB5ffs7OzzBHRk8l5LaErV65kMsdo1BSA/Lt69aoajYZGo5EePnyojz76SIPBQLPZ+Wks/X5fa2tr2tzcVKvV0rNnz1QoFLSxsaG/+Iu/0C9/+Ut99NFHkuYBBPDYi9SK0hwISnMCANAIM4zRSBUyxknKHt3nqfy0RQ4Hg8+9PKKH45+SCe48+55Vz3BAacAQ8XcWKcoIhh92DcElBdedQYyxRzVgpWDJUAxEl2Hh6L8rQv+M9/HIBJ850Of7vmUhTUNGmN3oO6jgmdyLOSXFjmgrRIhH9VG0KbufOvY+54sAufc1vRag4WDMGWQHI06GpESPgxx/Z7/GwYynsnHvbrebmTdviz77qraUKHECysGAlHUsfcy4jq08rDeuPzs7C4ab+7Tb7XDmpOxRlzijGDy+4/NMVNll0iNl7oACOjxq7/rJiR4cUJ6FwWMciGL2er24N9938opsE8gI7sW1nLUOSZKCrMFgkAH67kgRNUBPuZyhS3GInVDgXfnc5QlQzrv6fLsedpLI5UvKHpXqZI6TJFwPGOS9eDbjjS4GjOzv72swGOj69ev69re/rfX1df3Hf/yHPv7443hvHMSX7XdvTjgzh4A9iHsIJDJ3PDiwtLQUoAqn34sRklGDXDtpyHooFosRLU91tEcSpXmVcgivSqWiXq8XTjwpv0QM2dMKeZBGKZFDsgiwGWQi1uv16APrGV20vLwcqb0+HuCIXG4euURfQMTxAyHgMuUOB330zI3UIUkdeHfq0NNOrEsXtxGmDjn3SzEh17qc87xFOMCxGOMInmHLCfd1HbOIeHC8QCAKYoH2khz87ZrPm8+7E2fuxFL3AiIXJ47gmuPFlISSFPMO9qxUKuEQNhoNSYqUdLbTUL/A+wXWw0mkCB6V/lnf6BvWCcEBspQ9WLiysqJyuRyONDJBpg8yh57DaffCyuAb3tszlQk+Og7w01SQdfRmtVpVr9fLHLnrOB/CHr3Ec93B57n4O5IiIIa+Q9dzHzIDcOQZF89UhKylFYvFzDGN6Nrj42P1+/0ggPGpCoWCNjc3w5Z7lshkMlG/39fx8bG63W4UkWw0Gmo0GioWi/qf//kfPXv2TLPZTO12W+PxWPV6PfQR33/jjTcknZ+G8Omnn0Z2FjroRWpRitbBvoNqhNYVLovYmVcMnTP2pPen0Vd3KjhHFwfWDSffoS9Ef+hrur+exU3ELgWXbrjcACF0vq1gkYHxSCnCmoJmBBmATrqvP9fHk/F2YsCd+EVOrs8Bz+b5NMCF73ledA+iIigbUo1XV1c1Go3U6XRCCTh77/u3nJ1NyQt/rr+P/zCX3tzh9P+n90zT//0dXWH7Z4sAQUoIMO8A1TSFEqX8VVcYiwg+GiDVP3NFzndZDzgOTqKxvpwg5LPT01N1u121Wq1g4T26iNHz1P8UZEoXHRaiwu6IOvsOsZnP5yOVlP65XHEdjinpke6I+DnpvgYZW0+Zd7LU16frW76HIYd5JwqHPqVPXO8yx9wANBZFDOgzFYF9TzZgQFJEQ12++fvS0lJkQDGG6PGUzEj1KM9nbHxcXEd6gSUiv6QErq2taXt7W9/85jdVLBa1s7MT5IykC/rxZfvtG2DZZcgzZ6iyTeYMpDIAloihR9XcWQc3YFeJorOtDvBNBAuSmsiV4wf0C8DWM01wMvjBkQajSPMUV8/+If0VW4NzfHR0pH6/H4Tl5uamJMXzc7nchWgXz2EsPNuR5xNccQCe6t9FWUmuW5BDdBzP9Gw7dII/33U7emkRGeC/e8aQ/y0lYi9zwr12BESL6/OUbPb7QLi4TXB7hc1IMRTfvYygeNnmzQle7InXzsCJJgqcOrxs2cAhZ62wvrFvyDF639cBOiI9Znh5eVnXrl1Tv9/P6BcK6oEf6CtrfTo935/PSUUuL2AQTgJg3ThRju1LyfbpdBrPWl5eVr1eV7/f1+HhYdRH8GMLPfMBeSaAynWM6Ww2i8AsWUaQjcipb99A3nHIHUMxH2AJspv9aF9pvqUA/4i5YdsAgQie5VlhLvds3WF+IGOk+dbwXC4XWzv4O3NEkUMID05EQFfv7e3p5ORE9+7d040bN/TOO++ELUDXU9iSDIHxeKwnT56oXC7rxo0bWlpa0r/+679qZ2cnish6oJDxeJ5b0SOzUtawSMo46PwdgV5ZWYnBdvaJNLzxeByMvjNhLngeEXKw7hE4lAPMm4MRFiqG1ouMpVkJ+Xw+k/aYy+WiZgDKyd8bIfP9dCloTzMTcHToi6cgSnPHBcFykJUaYpQgz0rnyUkFN/RuOHluSrDwf8CHO7u+rwqnyDNDGBcXfI9+0v/PEh7/26LIBsYgfZfU0U+d1/QZKYBwh4Nnp9/19V+tVoPV9u/4Pb7KzWWP9lngaZGhducfQ8ffnOX2+SSyxth69g4AgcIvPva+LgAPbGvBQAHaWY88H4PrRIY0T6UD2CDTTmwh6+hDIvnNZjMDgFM9yf5+f8f0HZgDlyfSkjniLJ/Ph5y6vvBiaXzf9SGRT/rkxAQOC/33qsvIt0c7AW/MPbLuOov++3z7/ZzYcxlOHXfXRwAJd5oGg4E+/PBDrays6Pbt29rc3NR7772n999/PwOUXrbfrblNprgfoNyJJmwoNpZ1Qco7jgRHU/E9z7wCSLOnlOd57RZ3UiXF1h5fl/R3PB6Hs+81j3xfPiAdZ4QsHd+uJ2UzkiC8AKQeJUUvoJsYE5cxfmf9857gHnQRe5nBSS4T2HUH6d4/SMqUQJWU0eMpPnDCJ3X6XRf691PC1d9v0XryxhYjD6LQV/r+WTben+U4DHzqNZNcDz4PtvsP0RzzSReDKuAy5M6DS+PxWDs7O7GOyPzw7bQHBwcZXE7ze/tc1ut1Xbt2LbYDFQqFKOK3vr6u2ew8G69cLmt5eVmDwSDkczgcqt/vR0bPxsZGxj9BfjmVolarxXGAYGCK1hKkODw8DDs/m83iGD3kWlI4+C5P6DCPtIP1Wa8QLMgEBIjXKWJ9o6v4PzrEAwt8Tt/BYegXgq3oQq7zSD+kHcehOjHkWYVs1+O90P2O9dHxZIKgm8Fuk8kkspRZf5xsgC6t1Wp6//339fHHH2dOHvr617+u5eVlvffee6GvwQ1kbVSrVX344Yd64403dOPGDX3nO9/RdDqNYwd9m4TLw/PaitJF8O/OEIYVwO+DgfCkkTqA99raWuzfdFYcIyhlC5N5qozXJABIuuHB0AIiub9HwzDkOCfu9HAPIl843vSNPmOsnP1LHQl3PhA6hMQF0iMCzow5MZLuCfbIgo89ffGUqDSKwHW8rzfu5TUQXJGwBjY2NkJgAUkoMldEjJETJb6uUibesx/csHCdAxh/v5Tp93WSOv30MzVo/v5pRoKvOYwR/XEHMV0HX9WWOv0Aa8bNo2Ye4WKdAoj9JBGPCPk+YeYNx5bjs6Tz4mOsdWTC5xoHGsffySEAOMYG2VtbW8vULnBZAZx4erGDf+6Ty+UyEfmUVHPH1x0IxhUDmpIBvrbTCCHjR2obetGBMeOUbg9yefOxXERmYZjTyKWTE4wzRtqPbRsOhzHmrht5vusRl09kkfFzuea7vJcXUGVdksZ3eHgYjunm5qbefvttLS8v6/33348qw04wvGz/u+bFAI+Pj2PvbbFYVKvVysgTwA/gzBw60EUWubenlFL8CyAqSd1uV/1+PyL1nOCDTki3JWGzJ5NJZKaQWeh7zImEeb+JfDlx5rJGFJMxyOfPK1h7ZpM/v9frXchWlOanK3hhYSfF0EPHx8ex9tEjbp/cZqbv4hlOHuxwx4HmsukBDhwa6eIWAJfxNIthEaGc/l+aFwjm3mAe3tHBeHpPxth1ttsY0pfBeE4IvGxfrCGvzK8TbmkGGmSyYzPfM+4BMbdlZPzwPQhBnGrH1ziibCF78uRJEAzVajX6hA9xfHwcAb9erxdymsvlIoW/VCrF9gacY/CtNJd/nHLWaKFQCDLT69OwzjqdzoXTdCBEcJwh9ykmOJvNQkehvxhr9BHBkmKxqI2NjUxwgeAlNh+9y1aCYrEYjrBnVhE5HwwGcTyg6xACD2QiuH/H3DqBA26uVCoxlo6lGMfNzU212+0I+iC3vAM6rVgsZgrU4idubGzEvD558kSz2Ux3797V7du39dZbb+ns7Ew///nP1W63VavV4rhiCIHBYKBHjx5pOp3qzp07yufzeu+997S/vy8pGwzz/z+Pregg31OyXKBZbFzrFWk9Cigp0vAAAYBMADwg0w0jz3RgzsIG5KekgDt4sIppBFtSZk+jM9nOZDowdqeA69PPPbLokVUnIugre+B4Lz/2zI2TO+1+LxwBFw5pbhiJAPhn/pPedxFZAICiT4AzhD6fz4fScOcGo8uz/VnueDgbmvbFsyS83ylplD7Dx42xZh4crKQO+2XOu4MhJ8MkhWFifxOG66tOBEgXx4NovZStJcKcpgw0gBD9ASBzGcE4OzvNCQKAeD99IJebR4rcKXUwyly7XLA9ABkDCLKuAQHuvAOcWac4JayvFHzzOQDfty45geXryXWX34P+e3SO9ez7EhljAA7r053tdE7dsUh1rTcntRhTJ94AVNPpNBw0GHMyKVzXuG6nr9x/kby4YWWsfTyImHIfdGKhcH7849ramp49e6bT01Pdvn1b77zzjiTpN7/5TYbgeNn+983tozQHzKlNdR0MwAc0QhqSAuuON04fFcNns1mmKBcZaqxRlx9ICtYGETnf2kB/fb8vzr0XzMUJxqGWLu5VR15865A03w4FuQdGqdfrkubkopNnbF2gTo+PhaSokQGohwRzneIy6H0nesiYpzpgkX3lc8/kYUxTe4qMuuPhtsLXzmf97vPKD7aF8XTy3e+/SJ94YIjoJGvW8dbzCuh/3y3Fl060M8ZgV3eomVuwAOuOAn/ILaSX21wcbfal41+Mx+OQ3fF4HFjY5xq7hU5CbmezmZ49e6bl5WVtbGwEYUkGlPsAvh7TWhwnJyexdVC6WJeMCDN6kexFr43Bs1dXVzOZqLw7+guZZqxc17j99kwsaR6QwQdzTACxyjygsz2jmX5PJvNte9gCP40EbOOkINsM6Dtj69sfl5aWMkWkOWaQ9+Yd2J7AO4KLrl69qqOjIz148EA7OzvK5XK6evWq3nrrLf3whz9Ur9dTt9uNQoXM23R6vg14MBhod3dXq6urunnzpt5++2396le/UqvVyuiY511nFFMQmzYWUhopdOXsgkPlX4SQhYKD7M61TyrP8L/5ouIZfg8ABhNMIRFS92DhvBIwDaH1ohYe2nGMAAAgAElEQVSegoug4TAsKqglLQb7brCdnffv4nSjmHB8pGwlbYTXU265TppHGb3oENc7CPf++Tz3er0MEEEJAJZarZZKpZLK5XJEWjm+I02hobmx4HmLQAegyCOBjCnrAOfM12f6DqyJRTUk0jFIv+tEVnoNzhrHRpIyRkQJoumr3FKZJ2IFwGNMudYdRneyJWXWGHOA8WQfL39jXzDH7ZCB5JFk+sNnzCnPKhaLmYwEHGb2DRK99K0K3MczeNAl6brh+YB4aV79NtUFfn/XY4vGmM/QFT5W9AkdQOQBAkVSZk+f98edNdY1zgfX+9rm7/zNyRbPAGJ/9NraWrDrgAdAgIN31gDgz+WPZ/l6YxzR74whwHEymWSOZ8M5Wl9f19HRkZrNpiaTiT799FPduXNHf/u3f6tf/vKX+sd//McvJAMv2+WtWCyqUqmE0wuBR40AjvHzDDuA6NLS+VFPOPak2FIMCkCILvWtKDgTrVZLlUpFV69e1Wg0Ur/fj2j76upqOMs8lwKB3KNcLqvT6ejk5ESVSkVLS0uhiygmRpoq6cH0H3nwzBjWuZOGxeJ5ITOyHDyDxaPyXncHG+okAXgG8g37jy6hT7RcLpfJKOKzlHh0uXZ84+/oOswJed8ekEaC0TfurLse5PluP9LfwUDuvIA9+JsHAHyNSdkMQymr20kdT0nT5x3U///ZXB8v+kkDQMwPc4pj77iLdYhuQad7Gj8ZKaurq5maAP1+PwrDlUolXb16NZMh5DLq6xpZIZp9enoazl5KYhF19mCXZ5CyPsFHHC1On/yEECfE2T4ERiezDjKwWq3G1gQITba7jcfjKFpMn5ERCAY/AhDdA773rdPMC/4PpBl4CX+C4oXoPzIZwG5scXAd4RkCkiIzCyKW8QdDQPY7ZkE/eYDQA7peq2w8HqtWq+mVV17RycmJPvroI+3u7urBgwfa3t7WrVu39L3vfU+TyUSffPKJOp1OZJGAOaiPtre3p+vXr+uNN97IrI8XRV8UKdaA4YFpk+apmTjD7iyTOsgiOj09VafTyRhJ9uMReXZjwQL0M4xhDN2xcyAP04YhZwvCcDgMgaZ6PxNN8aJSqRQT61sKFjky3hAMJxMAL/TPQTdC5vcFYLiBRrm5Y8+4YVyPj48jzYjv+bYC3sWNt5/BzhwiQIyRpxLC7PH9arWqZrMZz9vf38+kAQEClpeXM446oMojBq5QU4fACQv6lEY5MeiXsfnuzDBPbnhSZ90NF80LoDi4cVDT6/W0tbWl1157TVeuXNH777+vp0+fZvrkhpEGm/plbow5pBqnaviRfcy/zy0kALqDufQIPPrE01txJMbjcaRplcvlYMrTfcfcy42SNN++VKvVgiFm7y0MNrLJvUmV456kMvveckAK9/f39Uizj4lHC1w2ASAAdqJnjMNsdp5GR0YD98XZ4HmMZalUin4xN5Afnk7vpI07Sr6m+ZcUSt4rJXOOjo5izMfj8/OjWSPr6+tx3rw7D4AfdL6UJVDThoNB0R6cNScPeC/IUzLQ0LtHR0eRBi5Jr7zyiv7mb/5Gf//3f69Wq5UBhzyLLSqf1RYROS9SoyAehAzgdTwex9yzPxewyDyVy2VNp1MdHh6Gw4wjTEVwX5uAX57LvYfDoZ48eZLRUYPBQI8fP47CgqmeRXbYy8ua8aMwIQiKxWLoJJcDSZmoYhq9JsjAWdsrKyvq9Xo6ODjQyclJ7KulP6PRKCJU1ELAeQA/QQQ4ienNI49O1vKTOu6SMngE/cT4oHs5wpPK536ksjt5zBNy5jZTupiBmGaIuTw5nuFzdz49AzTdzuf38D6ATSaT85OAptNp7DM+PDyMU2t8vF62y5s7Ze6Eeuq2X0NADmcRu4Wjif3FVlQqlcCJYHTw/GRyXvgN/UL1eIg2LyaK7sEu8kM9AbCgE3w4qCmphXwNh0M1m83INCQztN/va2VlJYhx8Aq23gMlHAc4m80CIz969ChsdrlcDp8BshJ5JBA7GAwyvhUE2dHRka5cuRLEPP5Wo9GIemU43hCl/X4/MgfW1tbU6XQknctDo9HIbNGWznVHo9HIZDdPJhPt7e1pb29P1WpVjUZD9Xo99B3ONWRnqVRSPp8PbEadJUlRo6FSqUQRQ7I8kOOtrS3NZjP1+/0IzqAvOUViOp3q5s2bWlpa0qeffqoHDx6oXC7r3r17unnzZiZoil8Izmo2m1EMeTab6erVq7pz545WVlb0ox/9SFL2pCkwEzrweWlFr4yZNjcc0jwKDZh2J1/KVrH2NDscbSl7Rvl4PFalUsncE0FygyfNnXVPSeQ+Dhq5HsfBI4ceDaN/GMG0roFHBzDk7kzjCJCVQF8BOAi0F+jiPgj/ZDKJs48ZA09Jms1mCwGrG1snWfguzLgrXmfwHPSsr69nIrwoWkgFV5A4Ryg9XxOkSwO+3FFKSQDPdHAHIQUK/H0RkPis5uAj/SxtGAJfgzg0rON+vx+kCNVIz87OMnOTOjpfNaCRAj/IKpc1d4h9qxDz62sLB7nZbEYUDCcPR1eaH+XDuoXdJ7IIWZmmuqbZLzD0kAgu6+5A8wwpq+Ad6Ls+c2LNdWFKHjnR53okPauWvjqxAmhKHfV8Ph/nIvM50XOMMv3w6LwTE/zNyQifM59H16/0lZQ9+uNyCanrJCjz59svfH2l/09tg4+n63W3GU7ctlotlcvliHD0ej397Gc/09WrV3Xt2jX99V//tf7pn/5JDx8+jJTIfr8fEWuyLV62xQ3yjjOx2baHXJLGCtnG9g3WIesArEC6J8eEUTRKUkTEXF65JxFE1vj6+rqq1WrUjXAZXV1djX3AHCsFUUhGAw55pVKRpEwKrttx1ge6BvDPGnXCgSwn8ADFyxyruA7iGu4LZkHXIetOpKdOfRq5d3zlDhw/2DScID8hKCXmCdDwPNfzrgs+z859lt1Gv6I3/b6LCPa0pQS/6xvXGZLi9KvLMhpftsUN8kvK2hTSuhlT5g8CzTE7MuG1QcrlcuYIbwg21j1b0tw5Rv5Yn3wvxbUpgT4YDKK/6+vrWl9f19bWlkajUeYkA7e5hUIhgg0eBEBW/Vr6QkYPR6byf66BdEQOe71eZnsSdh2dybF7BE4ImC4tLWljYyOcfrfF2LdcLqf19fWYL3QBjjABE8aUmgsQnJKifxAIkoJ0h/AlWMrYgP84DQb9AGnjWczUlUEmwTPIMbqK55JdxniCEbkP2Yuj0UhPnz7V9va2RqORms2m/t//+3+6ceOGfvKTn2h/fz+CD44XyYIslUq6fv26Xn/9de3s7AQJxTYVaV4g/nlpxdRYuVOEQUHYPCKFYcE5OD4+jqwCmDLSBN0ZlLLVu4kypMw7ysUNYQoQ2a+E4uc7Hk30yLkbGY9gecSb7wFifJ8uCgFgA6D3KCJODMwWwusgw7MG2IPj17hhdmPoypX+pynQ9Mejt+58eBTFgQJjzQJ3MgDhTgsYkYmwtramK1euaHNzUwcHB3GUyunpaRzN5BkW3rfLgIIb99RJcjJkESBZRCqk1/KZp0+5UmDMWI+np6dqt9uqVqvBiPNO/mx3ChmrL3NzmZDmZJ0TXu5IpmsLwwWQxuCzVtjnSvorgNwj2DTWBp8BOOgPsuHR6zSqz/zRN+7lFW59HZEKhtwCQHFqyTbhenQE8ueOP9/1CJ3/n3ugf/ibRxudAIXMYJ783lI2s8kJBMDFIoLB+8X4emYQDoavDwcTfOZz4boSZp+WEh2pPCzqo+sXj+Y4Cc2aQw6JRFHU7ejoSDs7O7p165beffddra6u6v79+7HuZrPZSyLgCzQq+7MtjNRtiO7Dw8MA8LPZLEAwQP7s7Cyqh6fYAv1AsSqvyUL6K+uONYm+kc51Femw3Bcy8PT0VMPhUGtraxlHA32NDmNPL4Az3QaUFskFxAP+2TYxGAxUr9fjXSFMAYsp2Y8dJ5rHD8/wVHnk4TLyPNXPnhWQVvDGWVtfX9fq6mrIKwXSXHb9GZf97v1ZRL4vIgHd/qbv5Zjgi5IBrp/RD46f2DJChtZnbXF82RY3x2EQSdgO0vrBO04C+1r0yKxH6z3zDtlAHshccf3BvXytIzce2JIUfcNZ9iAdDi94Pp/PRzYT3yfKjQ9AX8iM8+1yXm2fzGUnunhvCDicerIaPCMC4srXM3rFM3slBRmJLUQnLy0t6caNG2Evi8VikBdemBSdwMlDHkBFPznJ0e12o2YBfWMPPu+K/t3Y2IhncD362fUj7+RkAGPnvt9gMFCr1QqC2IvJMp5knPf7fXU6HeVyOV25ckXb29tqNpsajUb66U9/Gg4+mearq6s6OztTt9sNIui73/1uZBmxLt3Xe67IAEkZAXJnlAivO4Sk/SLUpAr2+/3Yr+977J25dWPgzlfqnHINjrkbM4SIe2DEU7DJ3/1dUlCey+Uy2yDSkwNGo1EmmsFzHbzyjh7NdGUI859+l0Z1zkUOQ2r8F4FlnCEXGP/hvr7fRlJmjyLfB+CcnZ3p8PAwIhY8k/dwUoP9pChZ9uMA6hB8Uro804O15+3zwMei5uBi0WeXEQL+3k46+e8oCsYG5xHW1UFfuja+Ss1JNmlx9V/eE8OGovaU9BRUksoFm+xkImMqzZ11j3JzDwe7khaSFE5iSHOdRmTRHUj/P8Afo4thQYbRIbR0jXgEzhltH5sUuCyKZrmsOlnIOzsx6/3ws5MZU1/ri+Qr1Q8pGHeAjaOVEg+u29Gda2trMf+QQYucl0Wy6vrRiWPPYnAbgJ4lCj0YDDQYDLS1taXt7W31+3395je/Ua/X0zvvvBPRgp2dnSAuIK4X6eWX7by5rLhTzv89LRZ7gS2kFg0p9KSBSgrZZOwLhUKkA4MNIGwODw+jsFWz2VSxWFSn09HBwYGazWY48FSPLxQK6vV62t/fV71eDywg6QKx5XabdQUQB1zSX5dPsha4D7qPsfAsKv4uKbYp8AycB9dhLp8QVm6TeA+cCOmivXGdQHDG9RT3gqAnW8IdN9enl9m1Lyo3i2Sefxf97Yva0ZQISH/SQIdvgVv07Jct28C2nhHC/nTX8aldQ18zzsiZNN9zT+bMIjLYbZ3LkvsMEJMQPWBasg1ms5l6vV4452QE5HLn9UvIDKK/RPLJhuI+bsfQFfV6XY1GI4Jm2KBut5vBHeVyOTKrJpNJnESCbEI2OIkODsnn89rY2AjMRB8JHAwGg7B/2HDGhkwoouXUaXG8Is1rbqRBOid//Pj4SqWSOYKQrV/T6VT9fl+np6dxMtTS0lL4NxC8BIdYAxBLHoDlHSBP6KsXmea+lUpF1Wo1svyoL8Hzj4+Ptb6+rtPTU+3v76tUKulP//RPlc/n9W//9m8RnGKMILnYMvDqq69GgLPdbseag7x5nvRHnCawyBEFXHoaDoPH4nCWPU3T8Uq3LDBXFFwHIy5ljS6EAt/37QeAUXekcdq9Tw7OHZS7EqMfHqHn883NzYyDj6BBiqTjRqNPaZV+d4ZS9txT3FLjn7KraZSQ7/m4ugLnu57mjBJNCRSve+AMIPPn96KyPnt3isXz4062t7clSR9++GEmLQghRdmnRxf5v4zJIjLH5ywdB/7mn11GDqDknZH08QJkwmID3lgTVH+dzWYXCIGvQksBUbr2MIasCS/eIinIunTtsO4Am147wBl2SZn9xu78YjwADH7CAEaiUqlk9E6aMo/DJ2UL//B+pDwjnxBn6BsnH6VsbZEUiPrns9nswj7FRc6xj31KBjAO/rn3QzpPt/RMK99e5Q67pIzeo78AtEWEpL8H+z2Z1xRwYyTZN7ioaOtntZSQ4/3YpuDbNZjnQqGgdrsdRw4Nh0MdHh5mQONwOFSr1dLGxob+8i//Uvfv39dPfvKTqFVBH31svU8veuO4KcAta4u0UPbcS/MoHH8DhPuawyHDth8eHkqab81jWx0/npUIYUcUi/pAvpXFnb9isRgRnZRI419sOqmx9I/7EPFM+wHpVa/XM2SiR0rH43FGPqfTeZYe+oB3QDdJ2YwfghCOS5x49Kri0tyGu6wTjXS9yLYt9B7XpU60byFISbvLHHlvl8kQ13lwIMVqTkpe1jyL6bLn+/0gUH1b6Mt2eXNMhoyCs7HvEIDYeNYNzrln57GefWuRk+a+/nAGHXeDHyRlnMXV1dUgAonw++kbnunqKen0y5/NeuE9wKxOIvn7gF+wkd1uN2oRIXOOk7CpEKTHx8fhYENaVKvV6BekK7rFM3XJanCdAdk4HA61t7cXRTSpD+YnOzEGHhjwqDyEChkCkBmMKd8bDofq9Xrx+8bGRgQFGceTk5PMiVGFQkHVavUCIYufSVAGDLW0tKTNzc0IyuG0sz2LbGTIT96NCD7FhhuNhu7evauDgwM9ePAgjoZ1suX09FSHh4c6PDzU7du3NZvN9NOf/lQHBweB/5+nrABJKqbgH0Plytodfa/0ibCzuD31HkVL6okTAhgvDI00dy6dBUujxzikkAfT6TQYIhZUGsl2ZhsBTwE47+nP8cJfUnaPMOw//WTs3FH3VBfeBYF1BxYg5Y6qj5cbef+7R1T9bx69cyDvaYgAADf2jL2DFkA9z3NHwfd0+7xLWadra2srBBOmEoWEsHt/0/4vAgPp55eBEicE+H9KCLhjmDpzzKNHsJwJhihgvbO+vkotJZs8CuBRcXce08+41vfveSQbRezper6nTlIYKAg85gKg4VECxhn5TrOZnFTztPDT09MwGOiizc3N2IvHu6DkWbeLonaMm9cScYaeMU3rdywiA/jMnXR/l9RRdX3t5Awyzr0g8/jd58jnPn2mOxtUIuZZqf50wgegDYOPwUx1l5MOvp48Iupr0nWvR4kYm8PDw3DiTk5O9OTJEy0vL6vZbGo6nerp06cx13fu3NGzZ88yBSYZg68SifeHak60+ZYq5BCQCIhjvlkD4/E4wDH2cjKZqFqtRmE3ZB954Yd1sra2pnq9HtEwsu2q1WoQDqPRSAcHB9rf3w9gTYr/ogwY1pQXuUWP4Dgj5zg20jw65ff09FbHIpPJJLLHCoXskWjYW/bpQi7wDHRopVK5YJulueyCiVwn8WwnKVLbD3FI33m/1NHCPvpzU11EWyQ/qX257Do+d9tLHz6rpWSF34fncw37o0nt7vf7oQtfts9u7jiyJsgEc1nxDD7I+slkElszsCfIJgUAHSvzPOSRxrpgTZMBRJCpUqlEcdt6va5ms5nB3Ng+osCcjkX/PABRKBTCMceRJ0sHOfb6E5DVZJ4gs91uV41GIzIEnj17FhkJ9A+7De5wWe52u6rX66pWq+GYHx8fR9E9Cvwi28g3OhW9DKELJmBLd6PRiAKPRLzBYbPZLNLtsbEQtmCzTqej8Xisw8NDdbvdsMPVajUCLZPJvPYSY1cqlSKiz1qR5oXHyabgvVz/VKvVCCyRcdDr9SIrgHEYDodxPwIG4/FYe3t7yufz+qM/+iPlcjk9fPgwigxvbm5m6sLcv39fd+/e1ZtvvhnZAeCt565mgLPOKGJnxRn0y9hmmoNlNz6kCrG4cIpTBs4jdi4MCDOG0AGjg2dnEDEMsHXuZKJEvACe95driBJQ9Zh9NGnkARbKqw476+yRb95HWkwoLFKEnibjRpJ5WATifWy5n7OGfAelwf15N58nnuPgAgXGu1MMZjI5rz7e7XajhsStW7dCSY9Go0jloV/OQC5ymhaBjc+LNnBNakgWEQI+dvzrpABRG8Cl16gAZHhEy9O9Pi+q8WVqjDey5VsB0oi0jyHz5U6mNHfa+/1+1AhgTXnqsWcdeWaA64bLUu2n02lE/ngHv0ZSZu+x6xieT9YCEQ7eCSKNezKnTpZwTUrQpREtl8vUuU/Hl+t4D/rgqdOMfy6XC/2CU+IRCB8HxhhHwckE1rtHH9P+MadOBrijkNoIZMXHx+/Pvb0YkP9wH9+y4RFWdNDq6mpUr+YzP72F+d3f39fBwYGWlpb09ttvq9ls6r/+67+CoHzZFjcH6q73Iap96xfrgggSYBvCnrVyeHio/f392HdLxA0Ax9GAkFGSotYHf2eNEe06OjpSr9dTr9cLpzqXy0W1c88W4Z04Y9oxhDQ/7hLyV5rrR2z9dDoNfEDzQAWgXFKmyDD9YD80acnYXeTYAzDYY8+UdIzjZDTvzXwxbqlNZQ597XMf/p8Sm6n9vYyQv8wp93vwd9c9aUOvf1ZbRDAu0r04BUtLSxknxOfvZbvYHKey/sA4ZIGxjsD+zKdnu+RyucBRvvbItHHiyXXMZDKJCDQZHR4N73Q6GUyA33J0dBSFRKlmz7ae9fX1TMV91gb2y48HpOEzkOkknWP7YrEYQQ50SKPRiFOC6P/a2lrYc+zeyclJYOdyuRyV/j3zWpr7KI6PqPvhWy95x06nE1kDbKM6OjoK7MU9h8NhRhfSGHdJQcoyn9PpNLIulpeX1Wq1YrxHo1HotOl0GuQJwVXqwkAA4Xd5JiNZAb7tHPwHFlxZWYkTANDnk8lErVZLg8Eg5nRpaSlS+cvlsiqVio6Pj3VwcKDpdKqNjQ3duXNHZ2dnkSnV7/fjVAfw/LNnz9RsNvXaa69pMBhEtjPj/7y0ooMuwCHMMRPshAENMoDBhzSQFPtHPRrsKcIpwIAZh2309BOMCIveo36w+LDy3Id3WZR2JilSvBF234tCeitH7Lhhd0OMI4xSrNfrcfwJLFW6jYC+eAbEaDTKpPGlzkb6LmmEzw0hY+sEgl8LSPMozng8P8YjPVnBmU+PFjppVK1WIz1rOBzG8UjSuRJ49OiRarWams2mqtVqVI+mWEe73c4QAd4WOfOXfe5//7y26F4OlDwNHePFmsFwALT6/X4YMCczvF9f5sY4OBlAv3lXn58UdKXEgUeWKMYCcPejtvhuv98POYSgw/Fz+WEOnPhDXp248v13TqZ5VpGn/jmxB6HH+3rWTUqWcA1HAzmJ4YTDIiLPjR/3ZuzS+zsgceIAwI/h5e84BehL1wU+vx6Bv4xshMhlHLz4kxMOOIkOGrhfSry5LXEyIN2O4Y6QR5R9vgqFgvr9fuz1A0QR6ZDOdbtXqa/X63rllVe0tbWl8XisH//4x58pG192+f19N3TA8fFx2EInrjgajKgT6wt7zpqBYB+NRhFhgURl/U4m5ym2bPXAJnL6APtTR6OROp1O7PU8PT3N7AFuNBphh1nLbsscn9Tr9Ux9EN/+x/yn8oj8sE3MnSGPkIJ92EOL/SgUzvcSU7uC56CbAPWj0Sj0o/840YfMezQPeUR3uE50fc89HAO6Hk+ddNf7qd34bZuvIX6nf07Ef979U/LS+8ecgndwTCkSRz2Kl+3yxlp2W4WM5PP5SEHH0Sbi70EdSDuyyCgkzHr1M+zz+Xw4lDwbHeDrGudyMplkIvmz2fn+dBziSqWi69evq9lsRh9qtVpsBcJmYGOQC6Lqx8fHobs8ADken6ell0qlqLextLSkWq2mWq2W2dqIzlhZWdHW1lbmOMHZbBY+z2w2i+J/6Bow88nJSTjvkByFwnmRO+oioAsJvmxsbESmwsnJSZDnZGyhI2mQu160mX5Tm4Dn47PMZrMgYJeXl6OQeKlUiqxhCHr0mhOcri89q4HsBY5/zeVygfXK5bKq1WrUg+H/3W5XOzs7arfbkRkICeI1FJaXlyMTa3NzU1euXFGr1dLh4WE8n3muVCp68uSJhsOhbt26pW9+85vqdDra2dkJe/K8tKKUPVvbDTsLAicX9oQUUEACi9ojfgg9hjaNEGHYcERhCWHGWETOyKNcnPnn+IpKpRLpe/z4lgeeRRrt2dn8rF/6ICkWoBMb7HFE0aCAODv17OxM+/v7kubOAGQBitPP7+Td0334aeSTf9PruDe/p3uu6YNH1bj/YDAIwMFP6vTTR57F9R7tgJ2lcIefT8z3AIVPnz5Vu92O1K2NjY1g6VZXV9Xr9UIQmTcAjvfVI7SsNa98yvjz/qkz5S0F+alj5A4RYBAlxloAjHp6O0flecX8tG+0L1PmAP1i3UN+ALKdAPHj+thTTNQFmePc91KpFMd5jcfjqByO/NXr9QwBtSj6lIJcjDXf8eOvnBRj/p0kZP5w/mGQpbkcoatg/SHRIEk9SwDj6VV5IRnSUxNcjnGafX07yYb8exomMuCOh2cOuPx7pMIj+u4keJQmdQScrGUePCsmjfCka53aMpCMjClyzb39O565sYiw8L2q3j8cVcam3+9H1AYSlDk/OTnRBx98oKtXr+r73/++VlZW9N///d96+vSppPm2hZT8XtTQC89zS8kbzxQDCCKXp6en6vf7mk6najabkREGAIM0rtVqarVaceY74IxjowB/4JH9/X21Wi1tbm5qbW1NvV4vU3l7d3dXrVZLy8vLUaxQOj82l+OFkWeP/rs9RC7AF76dyLfYuWPkJKSvRQ9I5HK5SC0tFouZit2SMgEIx0PYVshUdCTrzZ1pHCP0kDTPbkR/erqu23I/+pj7evSR7/OObguxeehSjxrzrk4mu0x5lphnYjk+860MRDR9/CFGUhl0/MTYkRE5GAz0wQcfRDQWZ8qDAakNetEb8iFlx5+xLxbPT1eSdMEWsh2L49pYq4VCIbYc+9bU6XQaOgVZgMz1wB+p/uPxOBzcUqkUWBtf5fj4WPl8Ppx1ipp6Vmda44gtAzyHdH7WEu+AHiT7wJ1ZtkLgFOdyOdVqNTUajcDDvl0HXUGh29QxZqzBC27z0b3cl4CbNK9r0O/31W63NRgMYutDo9EIP200GkWmVLvdVrlc1q1bt6L2gJTdyl2v17WxsZHJACwUCnFv9CYyT2A1n8/HFjHmiu3mHOvHNjCOfQVrUPwRu0Ahx2KxqM3NTd29ezfqd+Gb8r39/X31+3299tprWlpaUrvd1te+9rXQWdyLYrVg39lspmazqVwup4ODA9VqNb399ts6OTlRu92WND9iEGIL3Q5R9JY7k4AAACAASURBVFVpRYwjE4OzCwmQpo0B4FLwmKa2sWiIuHtU2X8Ahv4DMcBC98i/Owaeatztdi8ASK51w+Cgm3dyoUQxIMwU+MFAeBrgYDDIVOhMo6soHI9I0jwCR7/TCF0aTfN5cGfe++TvmqZvejTPWdnLwK/3x51/z7hg3507cg4WGeuTkxO1Wq2o7okCnc1mAX7Yn4TxrtVqwdzSB46iJI2oVqtl1s6i/n9e+yLXuYPiLY2k0HBaHah8mR2HNOOGOeT8dkggDBGGHLLLM1YgELzgH3IkKSNnTk55sRicT4BCup5Y3yhbB8kOEJEBd2jS7BrP+nGZBTT7nLvhA0h4aiS6hOcBYj2zx/uXEkWf9TearzMnDhZF7vwz5i3926J7p/fwZ/o8+HXpNb6e0KmAPE959JbKCPPhf3fgTvaDb0nge+hgHDzW7nA41M7Ojg4ODvT1r39dkvTrX/9az549u5D2t+idaEQPnucG8GX9ui2cTqehj1OilHGu1+uRfnl8fKxyuSxJoVcAevwfcIlNGw6HARyRRym7fRByHEfCI/dp35BV9Ae6DVKZ+/LDXlocBbKAPDLmmAQCDyIBe4kz5VsIwRi+vcizGCiu5viAPvK7Z6bhkDNPXINj4JXR8/l8RDux7WAIj4zRV5xpxo7m78u9wGR+7Ku/g68fxyz+bh5AQnelesbtbqr7uMazNhgX9MF0Oo26E+AOl/EvkpnwIjTGn+b6FmIf55mjABlzt9U4taxzKZsx5rbasQJzzzOQQWSWNQQORS8RaGJfO8EM0tlZu9iQcrmstbU1HR0d6eDgQJ1OJwphz2bnW5S63a6KxaLq9boqlUrUn8DWE33HNkFAoKskqdFoqFCY1zvgnR07MMZkZ4NDPHiKk+3ZDLlcLvbjb25uqtlsZuqdSMoQO9QMQJ9BnEynU7Xb7TiakM/pL9sgtre3M/WB0kxMAsvuiznG8iCBF6D04IWvO4hZsAT6v1wu67XXXlOpVNLNmze1t7enfr+vlZUVfe1rX9Pp6anu37+vDz/8MLZ6fPjhh9rY2FCtVlO73Y5tzZBXKaaCtN3c3NTt27c1GAwya5j1ik2BAPmqtOIioOlOD0Xk3CGTFBEeFgCCwMJksfrfWShubAHTbqhZDM4AE+Hi/iwkGCUYIZQAwMHBo79fmvrkaXIYR1KJ3Dhi2Hl3dyy4BiMPiEA4aBh8FNQiMgBD5FWA6aMbLc8SYHx8vNlLy++unD2K6PfzKCbv6M64NM+g4J1hUT0FxyMHgBuqTTebTa2vr8e7smeJfUUANFg3AJI73yjF34UM8GsWOT8pyHCQBZnlYNkdHxT0ZSRA6mT9XzYHWihnj7rzjvxNmoMld8TIIoAZpsANwBmFyj0gDPk7axziDJJRupiq71GldIwdOPNdflwHsNZZW+k8s0bRdy47Tvqhn5AX9ABj5nrIZc3XzWV/83nhPvQRUiWNbDkByDuhc/xad7ZTImCRPPlPSowtak6IpdWleY9FRAbvvygamoJ9xpjP0cmSIqPD5308HqvdbkdBsbfeekv1el0/+tGP9OzZs9DxaRpg2tcXoTHHPo8O5tCBDsoAlr5tDqeewlLYQLLsisVipJL6XJKSyhyyftkagB5oNpsB7nE6JEVE3AGp1zra3NyMmhP8DceADAFfj+g8/k9k3be7oJeIkLMtDoLECRB3gNEznqGZyqc/n98BySnZn2Z5gQcgQYhi0RfIE+wvZAxOgmda0h+uS51yD8hwbSq3nprta4vrU93tYyAttp+pjvLIpW/VwDbX6/V4RrfbjfukJOTLdvHkJeYbbMbeeLCuywVY0YvrOansa8r9AQ+asV4kZY6RQ95Zp+ghtvAUCoV4Lg4ngc5araazs7PI/m00GlpbW9NgMNDBwYGkuQ09PT1Vp9MJXUX6u4/Noi3HkHFkq0GE5vPzTD8izWwTINOhUChEloOTLaxfPme9EsDc2trSlStXMqQ4lfvBzWBT9C5EfaFQULfbDdLcsbvLDfcoFs+LN0JGeCYetcTcd3E94PqO7FHWgaTY7pdmU4N58vl8FArM5XLa3NxUtVrVzZs3o2gidRMePXqkvb09VatVjcdj7e7uKpc7L0jYaDQ0GAy0vb2tbrerXq+XIbbRnfl8Xjdv3tRbb72l4XCohw8fZrZ6gYfxg75KrejML844qV0Ys9RA+IuT5uFAEqWLwLnykOaMsINvB9UYUzcSzh4D5En9SQEaBtEjZqnT65FCFjDKB+OYz+fV6XQy1/CuaQTBo/z8PQXbKDKMP/dwsEH/+cEg+qJ0ssQrkLogeUQyNZA0J0xSRpz7wMx51IMUaKqaAvIhgyCAPAWK4i84JIeHhzo6OgpHDKG8cuWKjo+Ptbu7q2fPnmVSDnFOATOwuD7vlzkyn9fS632dOMhJ55fja5gP5shJHAczX9bm74/sk0LGWpWyRJaDUil7tBhGh+hWGmVx+fA17mCPeUZe0n5KCobfZf0y4OnZAE5EekSZ7+P8UA0ZOXESTZpHzKQ5Mcf/MSApmOXvkkLnuK7zMUVHeAaRz1lKzPgc+r3cUfBxXuSI+/9df1w2vjwvJZUlRdSFa9zpSfWyP9PJSH+GPxP9RN+chHYCMyU9fS188sknWl9f1/b2tr7zne/oo48+0u7uro6Pj+PoJ38ez39RHAVIbwC026pCoaDBYKDhcBi2uFAohFOwtramw8PDmAewhafSs82PCBsRZdKHIZm9bgVHQT179kxra2uqVquxJ5jtBhCSAFQnKtmjS/+dwPN1jK2VstXCpbl8Q1Z7FpSfOONEPFiKzyVl6hiAidzxcTvkmMZ1ql+DzeV9wHX83WWf7/O5P4P3u3btWth4+sv9JWlvby/Gkq1BBDG8wKP3k2dxnb+TB4Vms3lBXogN+u3zlGI/b34v9IqTgmR3lsvlsF3SPKPst8URz3tj/JHT8XgcJwWA1XBYfash1/gPgTfWpDt7ONVO5OHwcT0EpGcPgkNZH7dv3w7CEtKAvrNFmH5LCuIOB9x9DZ7P+x8fH2swGGQIbg9c8Eyyg5ykQzbJlCID1k9CQY+CldALXtRPmhfoQy5WVlaiSCYY248rhKw4OzvTzs5OJiBZqVQC07RarSBEXLcUCoXQ0b1eL2SdOXE58mAhJIbjAKr4MzZu05FBHwf0vx+L6kUJydaACGIL83g81tWrV2MLCeup0+moUqmoVqtpfX09trtsbW0F+UG0fzo9L367tbWla9eu6Vvf+paePHmik5OT6CO1KjwL/KvSLhwtmAJC0h2odMnCZ1KdIUSpO1PtQI0fB8YYV2nOrqWOqUezAMMsOpxV9rehHLiPO+N+HzdAXOuGkn7DmrmD4hFqB69uOHx83BlwcI4CSskA789wOIzxRHk48GV/C8SMK8zpdBrMmjsCrkgw1ilgRmmRZcH4sSeMKCmOPO9CX1NHUZorLdKhjo6OgqVDOfi+4EqlokePHsX4wFryfPYK836LnPbPA+2XGfsUaLgz6gSOPx/lBYPLOnPjxz2+bM6Ej4MTXMiXGzcvmMc6AdhzJi0EEfu8eAYpZa5rvGYF888zvYCWyyU/lUolAy4XkX9O1gEsmA/28Dpx49fhKLi8e8qsZ+osIjd8C4KTSK4HnLS4zAl3EsobYCoF8yn5yfinztzngd5UH/JeDorStexz63rAM6jQf+hnl1vXVZ4mmPbf9VxqVxgnAB3PdyAC4Pzwww919epV3bt3T41GQ//yL/8SYNFb2scXofl68nUMyQ8Q86JPRJ+x79hAaV7QFoKAMZ5Op5GN4ZllHknC/vBMfscRcftOtGk2mxfo8r5is/r9fugc9JJjA/YC8x3SgMkgoLYAGXjSfCsRfUZf8hn2GmfK98oDcn0bAu9DtpzLt5MY2MTpdBpHI9MHdDTN9yWnqdjIBkQMpAHj4Fs1/LSGXC4XqdaQB8yxf891OCnUKUmBPvJtpHw3tVXSRczIZ75u0Xl8n2APRNL6+vqFcXrRWzovzA1r2mXQt7dwHB7FXT07lDnxDFd0Nn6D23uPBPs6QD5T38BJxe3t7Qs+icv5dDoN55HChYXCeV0TnFqc73w+H4XCc7mcOp2ORqPzGidkCKDX3M7jLC4tLWkwGKjVaimfP886JFugWCxmjhldXV0NUuXk5CSOVKUvPOP09DQK5qJ/eFcvBOj9keYYj61F6ALwDbWe3H6jXwqF84J8h4eHqtfrKpVK8Xfq9TiBx8kHYC3P8vLtWY6bvPZDvV7PnNZ1eHgYDn232w3ZrVQqMc6sk3K5HNtEOMaW+gHT6fmxwwcHB3rllVd09erVDF54/PhxZmsVGRO7u7uxLeHevXv61a9+laml5/r0q9SKAFs3tBiuYrEY51pihNIIE0LgRooGWOfeKavNwsPQLWKpYZM8pdcJAgqLeNpNCs7pixsG76dHdmElAavb29shQKQmeYFBd0QcGLtx9D6lxo5+0vzztL8eUUDYeHeAiqdS8T4oGNhNjyDyPFcWroi9Lx4VZX3wu6dFAiIAgjxbmkdPuScKaDKZqN1uq91uq1QqqV6v686dO1pbW1O73dbBwUGwf/SPaFU6n79N83f0dZs2B5kOSDz9ibHHyfCsGhjfL6sTQb9SR5K58boa7rRCDrgjAJj1f12+fH153QGcB08zJA2N313eJKnT6cQ7eFSYH8Cmk11SNsODH09dRF59m0wKiNw5Rh9g5BbpBHdmfcz5m4MZfjzFzp1d3sXHhvFF97gu5ccJiRRY+1rw+eeZ6b+LvpsCevSS62yXobT/9NnTrlP9mJINvh5S4og16IQLJANbUEi1lM7107vvvqv79+/rV7/61cKMi3T+n+dGhh9Ah4g980OUiTnj79L5WDUajRhDnNnJZBJpsJLCmWD9EmXJ5/OZIsSOO6g7Q3oy2WbeP89KhNRm3ugLWUzudLgDREVqsg1YczjrFJ9zeXDHM5/PXyjsh2PEO/ua9YbuRGan02kQCh6A4LvME06SVzqnQKE7YsxDLpfLRPu59/Ly+WlREBrcCztH6jFZgisrK7p165Zu3rypQuH8pI9Hjx4F/vAtBYyTbwOSLtpj5sIjyD5Hqd32z1xvuDMJjpQUpz7hAEHSoPdf9JbiU88MoI4H4408MX6j0fk59u5ME9Aiej8YDELuPTvXgyesEbffLls4v2BD/73dbseag8gjAry6uqqDgwOVSqWIDGMzkEsnCCAN2DpNHRSPjPMubH1k7Jz4piAfW2Kxj9PpNPAPY5zP50MX5nI59Xq9zPYjiAC2ZzgxSCF2CAGfU+aSjBj0JdfyN8cK0+k0c7TiYDDQ5uZm6I9+vx8nuHAPJ/0lReYWGQaVSiV0otsJP3GCPufz+QhM+4kLbNfghBYac7m+vh4Ygfk7ODjQ/v5+HIO+tbUVpAbPc//FMxkpJHjr1i39yZ/8SRQl7Xa7sRYcy3xVWjEFbt5c6eIge4VIfl8EtLkGR8AjaFK2DkDK6s9m88i0KxJfVBg9osoOfhH+9J0AE67kfZJ5nzTtJ2UmUTT5fD6TJYDBdkDsGQMpqKQ/GChXvPwdwApR4+8xmZxXMnUHyqMSTkzQEDhfpBh2F2CaF/Rg3nDAfX4RYqIsnp7oaU7034seMm4wsURMRqORms1mzHu32w0iBsKB+/2ugucgw+fII6/+LOY8JVZSx4UCRRjHL6ty4D18HJGpNL2NNTSdTgMkejSQeYdA8Kwgab6vFuXuzCsyz7MpPIgMOtGXy+UiOySNFLMm3QHlnRz4ewSPa9w4pZk9jBHr3vf9ur6SsimtTjz4WnPZXARs+b/rNr/GZdWdGsYUuXPdxXd9HH19p/+m/fDnpyCNMfbsA96ZtGre2UkBd2pctlJAzvu4zl9E1vB9ABnvSJ/Q4QCz2WymJ0+eSJK++93v6vbt2xoOh1FU8LL6Ac97A8BTCdyLYyI/jKfLvnQu/91uN+Psu1OQy+WigjORGkgH7kn0C8JxOBxGrYBqtRpRt9lsFmnq7qyyXlxHgWHcISe102XI350tT0S4vS4BYN4BLWuY88VTh8aDHS6j7mx5MWdf61JWh/I7BLSnwjOHjgl4DuNNQAZ9hE2WzitiQ+A4cUdLSe6U0Ov1epn6QowxGMa3kbledPzjZIDf/zIy0n9cL6S2GYcHR8ZrO7A+XvSW2htpjt2xl6wvcMLJyYm63W7YyZRAwrEGK/pWHEmRBs793S5LyhBoTnxDlnHSF9Fx3sOd66WlJVWr1dA3EAtE0yE0OJGEwI6T4R44ZD2yfRUSAbICDCidF9/z/jo2Yp1TEwVMzRjj9yDnvj/fSYl+v6+jo6OMzPhc0iffvuGk5tramiqVirrdboYohBAej8fq9Xp6+vRpEAQcMej1Dngnxt/9BXQWcofjDUELMTwajXRwcJDBQegFjpuF/GBuWTcnJydqNBpRvwq9BPZcWlqK7RC7u7txmkOv1wuCBZxAxsZoNNLe3p6KxaLu3r2rb33rW9rf349TY8jmSMf8y96KADIW/Gw2ixdhT62zeRhnXtRZZle8KHuMM8yTNF+IuVwuc4whgNAbkUF+cJpZ+A76XSC9H5IuGGJpXiGyWCxGNAJhQ4B2d3czwIIF6tUsPd3OSQXeBYPupAnG3w1zqnid6YZ0cGYbBeX7lGAFeQZpfA5U3JizTYNx8QjweDzOHAFSKBRCyHln1oIzokR8WFcAO08lc6ACkUK61dnZmQ4ODvTkyRNdv35dm5ub+sY3vqHj42M9evRIjx8/DhABk5xGFH7X5oaPMVv042vZsyQAzRw9mG4j+bI5E6kTyDsBBlkb0+k0jCYM7qIjJQGzLjfunKPQWcupk8zah63l+akTC2vvRKGTF04G+Drh73wGaHGn1B1ZB9eeIQMhwPz6XkgvfsgYeB+dDKSlpJRHAi9z3lMAzDuxPl0v+TUpMcr9UmDvkTwf/0XNyRa+5/rWKxZ79Ja14GPv5LD/6/9PtymkJDS6iLXJ+HPN1taWfvOb36hcLuvKlSva3d3Vp59+qtdff10/+MEP9A//8A/xnJQIeRGak/4QvMwNkWMcZIhi9LIk9Xq9IJQBrji7OPLgAyfePBKNfjk7O4taAYBo+uHy76QPIJzo/tLS+RFSrLWNjY0LUTF0Si53HomjwNRkMoniUtRQAtRij92GSgpHm3XqNnA2m6ler2dIU+QHfUTmxSJ7ARmKvFPUDGcGALuItHN95pFyT+EF2Dqx54QC81SpVAJc379/X0+ePAlsRcDG8R3zz/Nc7h3wMx+O+/xv6BnmPHXUJAVu8e9Lc11QqVTU6XR0dHQU0eIUg77IjTFNiSjWmZPsngGG/WcdYBPB7WwlAR+xhiH9PJsYp5GtJ57xU6/XLwTr3P7g3GGXh8NhZm/55uZmkEHdbjf0FOuMmmhOFjgOYC2zzlg/9Ons7CwIQZzRRqMR5CWOtOsR+omzjm/iWdzIEv1MM3Y940maB1j5LhhgOBwGIYCPsLS0FFkQlUoljg2H6IGUBS9Vq9VwyL0/zCHzx7ji/BPJ90wwAqzMcalUirmhLo2PhePKfD4f/slgMFC/34/1tr6+HoGldrut9fV13bt3LwrOP3z4UPfv34/CgAcHB3GkIBnyp6ense2l3+/r8ePHevXVV/Xqq6/q3r17+vd///dMJudXrRV9nw+GgLQ79mWkzjyMKWlyGBwqNxPB9r2/gH8YHYTenVOEwYXZo0CufDAIFDjjO77nmPeif+meQMgEinWQsoIhPjs7U7lcjmIZKDuiAk5QsI8Q4ONp8R6FoI84TAiLp8G5MSby74w1Cw7lh6Jzow6wQAHRF8YHQgPyBybUo7eQNZJCkP3MedJzHPwAePr9fpwtC5CU5pkGKAgnRzz6zHju7u6qWJwXQHn99ddVq9X0ySef6PHjx0E2OAHlBop3cSDD2AEaaWk0RVK8P+srJWy4p2e+eBSD86+bzaby+bwODw8DYJMu+llExh+CWZzNZhFd47hHqsM+ffo09gN7JIB3Pjo6CiXM2nRQxnmwbGeBRHIgzz1TcOdrAx2E0fNnAJ59LzByB6AoFouZNFA+42hDZJRnYdTRUQ40eHfuQYMMY34xGr7+iDwsegcpm5khKQyaO/UuSxhI2HAnOSTF+vIj4AAefMa8OVHjhIATFC47ADxfv953vueOGmDEnQs+Z9z4O/uNnQh1R206nWaqFS8ik71PqVPEOr57966Ojo709OnTKLr08ccfq9ls6oc//KH+8z//Uw8ePJCkSKv093TSwz93QuOr2pwYJxLGvJdKJbVarZBvbLXvYR2NRrFftFgsRl0Rd1LRA7PZLGqOsIeW9Q2B5MT3ycmJSqWSut2uBoOBjo6OtLq6qmazGVHB09PTsJ+sd2leCA8HBV3Mu+LorqysZCKVS0tL2tzcjOJZHnl0YgtiYDKZRPo+axZATxYcgJhnMo6kNeOUQCpDoHCsL/NE9Wy3U/V6PfCI1xRyJ9tr8aAvPPLqOiHVDzhzXAeuwaHgXdFVjC36x3GDk4bucDlp6hlBqQPoje9BAqSkLGsIZw3HS1KQGwcHBxniIrXTOG4vQnNyt9frqd/vq9FoqN1uZwgm1g3y6baD+WftUT8Ke4ZtIQAwGo0y23PK5XLU8MD2OknmpA+2EllZWlrStWvXVKvVoq/9fl+SYv1DonEv9BK1Abin4/3j4+OoAdBsNlUoFCIbZm1tLbNFyHFiqVTS1tZW1CxhfHwPPf4U408mw3g8jqKM5XJZZ2dnOjw8lHR+bCEV9Yl6k26/vLyso6MjtdttLS8v6+rVqzGnTthJCl0NQVapVDIp+pLiuT43zWYztoaj57vdrlZWVtRoNLS6uqpSqaRKpRJYLdWPPq87OzuhS/CvRqORSqVSOObUVnB/kC2ro9EoCtSyrYXaAoeHh7p582bo/ZWVldjmsLKyov39/SAfCGZCGLHmPvjgA7399tt655139Mknn2hvby9Ta+jzggZ/CHz/RVvR96sA1FGAs9ksjKwXVvD9fb7/zQUTUOpp1p5Gi+Azia5IpHnxPwbeDYUDOo+a0Q8m3cE6RsiP7CkWi7px40a8lysvaX6sGcDRDRRRcRyP1NF01sqNiJMZXOfOBX1hLCAhICwYWwwwzmpqpB0gOxng4BQHwAsCSlmlilJ0Zz11uN0pZo4ZE986AJBhXrmnRxoAQRAma2trkSL05ptvqlar6enTp1pdXdWbb76pg4ODYCtxPHDIPCKTRmC972nzz/07PnbMFcoUWXBCBwIKBxBHmxQ6d4Y+qz+/75ayx4BfwDWGis89qruoUKiPHQDAnUDfv4vydr3ha9l1h8t7Sty4o+6fY1DdwWTuMAA+b1zrwDUlAzzynEbsPWI5Go0u7KnmPjgMPgfugPOdNBrHGHGdE2EpWF9EXKEDXE+hb3g3l5t0W8H/R96ZPcd1XVd/9YChGz13AwTAQZJDWU6sqOw8uJLKf59UHvKQSr4Xy1ZiUZxAAuh5wNDo4XtA/Xave9i0nUSWKOZWoUiC3feee84e1l57n3082ObzTmR4xQTjdd1zOwLYcvviRIHbIPdRjAsb4fLDu1AumTYBTLMlb9++VaVSCYBHFoctSfV6Xb/61a/UaDT029/+NrPf023XNqf+Y+jy930x72Tr2GPJWkCwIdu+LovFQp1OJ2y6tDkhxLEGgTHkOL9n/sjqz2az+D6yB3iHiOPzrD/jljZEFORYqVSKPbilUimqoNjHjM+lqs99HllNgl8SDx60eoULGAIbBFnCEVaM1/VG2pB5vGPqz70BsK+Zk/nolm+FkjY6zefxnW5HGbPjGb7L+JiTlNzzisht+AT75fdL/86/sVX+LH/++3QtJZclvWOzIF2wMwQMuVxO/X4/c7/UTn/sl2NUKbsNA/nzZNA2OfDvgCUIKr2qBhtMgIh/JVFJUIseQIh5UJkemwexVqlUouTfGwOOx+NoIMn6O84FG1PBQi8sYiR8+O3tbSR6eIfxeBwEqp+u4LrTbDYjyYZNxPcRBPN3Se/4ucFgELbYqxe8ASjHu1JdQdPu4XCYqYjincB6k8lEx8fHGTkgAQhpA06itwu9SsAAl5eXmk6n8Qz6NRQKhTh2Gv+CvDBu5MiTqwT2kBQkG4ntsJeQAYVCQefn51FFwrZdyJq7uzt1Op34Pr4BYgD8CyGLLOXz9/1szs7OdHJyok6no6dPn+ry8jIIivF4/EOo6Pd2FaVNcOvZay6cm4N+FMYDcAJpZ2IXi0Www2n2Tdp+HJYbdRSe3zno5rO+586V2JljnsV7sQ8QEIiwOVhHOQA+CKY7EQ8S/Hfu+FNCYhsI5/c4NowBmRXmwkkCshkpMeLPISvBuDwLyB5J1irdM8QcQ3bw40DewYQ/hzXDifA79gdxTCDVJw48uJgfznylLMnB1c7Ojk5PTzWdTjUcDmOPFYDRjwZLCSX+dOPqpIZ/zmXSKzIAhS4vvh4Em6whzC6M97ZSIpex9Nl/6Yt3R06ur6+DgHLmHMaXdfAyTwfBOHcnfXydAQYO7r3Cwm0NdgjW2GXaiRhfH4Beqpf0OaFxFJkJL3VzMJvKpsuPE2jYSM+y+TYcDyic+OT/GZ/rkBMQ0ka3WStkjvdOg4lU7t3psy4eIKfkl5dMul54di39jo/Bu4WnZIVfXs3g8sFcAQpYFy9JdTJxsVgEMCTodJuWZvLwYX5WMHK5XC51cHCg09PT2J/+u9/97h29eZ+Ovo8k+CldLjNumyCiq9VqBlBWKpXIiHE8F/6BDBiZOO5Flofy1n6/H2RkpVLReDwOEgKf7/6dclIPPPHxqSwSeFMm/OLFi7BnVDQAzLHv2BYH6diiw8PDkCEaxaZVge/TPwgM/5xntKlc8mpJJwYImBin39u3MXD5WJBNAiSIFKoVIGcIhlK74r4Rm+d6y7t4VZAnmVKdcd1LLw++HYNiE/jMtoAVv5WSGPxJxhQ7BzFFstCyHQAAIABJREFUNpTqi20E68eg33/qSskALubDCbFt+NGJJpcZEgv4GJrgkSUmCKM6DFuC/UAn8QnuG/L5fMQlk8kkssqUw9P4zwM/ZIkxM95ut6urq6vw5fRO8b4jEAQ3Nze6uLiIBthky72xp8cMBP6QEiSJCKhJnvGeJGWXy2Wm8bKTI5CbkAdedQCeKxQK0YMMW8o2Pdc18Dl6jS1gDcDX4MJcbrOtkzX3ZDP/X6/XI/iWNsShxxXoZLFY1HA4jEC8Vqup0+mEv2C90XHsFKTIYnF/fGA+n4+TTogR9vf3NZlM1Gg0tFqtdHl5GfjBcV+pVNLDhw+1WCx0fn4e5DHbJ7755hv96le/0q9//Wu9fv1aL1682IrtP/Sr6GW7Urb5H4aAhXFnAwvDkYPuZFLGlAWW3mW3yQx6AOGOwYNwByMejHEvAjOyf55lgNCgvIf+AK9evYpxpkGfpAAzPnYPKLYFCZ7potTQgYoz7ukcOWgG9LNGdAd1JtW7pfs7oIDewMiVzkuqPfhxp+nG3tfH58v35Pl9eD8CFYIjTn/w/Un+zv6zXt9vYWi1Wtrb24vOvwcHB9HcpFqtqtFoqNVqaTqdqtvtajweZ/Zzcu+UzPGMpRMB20iAlCDgcgLA543PerYTXWIfmwcgfr8/Boy+7ysFUARSOCCqaOgFgdH3fbYuy8yfE1rIL5+VspUrPhacOnOBvHnGjc95U8a0f4aTAeiGVx34XPN3BywpYZauLzLFfPBMz/ZLm4Dam+hgb5GNdK39/jzfAfA2UtbtrgduKbHgZArr4usvKQMKWL907nwOfR7TNWX+neDxdXSShnGk5ITLputmek9sjZOejMf9iK8h+x0BJk5+7uzsaD6fq9frqVQq6auvvlKpVNLvf//7KO/2YORjDAx8mw0lqoVCIbpgA9Kc6M3lcpFhx3/61jRJGfkmGGD/rHexT4GoE47MuWeT+Dddw2u1WryD73Mm2Hv8+LFevXqlXq+nyWQSZ05DCnrZLrIhbarzsI3sST04OMiQCdImaOT7rnf1ej1TneenNjnxnZLy2CuqGBgLOINnEFRgR1MCF99KQESQxHi8ma8ncVL9dB/g5Edqaz1w9CDdr1SP/HM+NymW3Haf1Lam93Zcy9hIIJDpzOVyUYGybbz/Fy7HpMgDGWiv+knJL/cP24I29vBTqeOkgGNdZGdnZ0f1ej3THJDTLJAN9Bz/DDlIcsKPCyyVSlEpQOVRrVZTvV6PpNXOzk6m/5HrMrLjfZNIROVyudgLD+aWlAk2ISJp+Me9CXRJCHoTVv5NbIEMYwfYugne3Nvbi94Yl5eXoQ/Eb9h21wX+7cE8thMygO2vt7e3GgwGYfecYGu32xkfjT+mWgI7yNiZI5I0s9ksqhTW63U0fmRex+NxbO/G9iN/bONANpFX3heCBFvK/bDX7XZb5+fnKhaLOj091Xq9jkaBbEUrFAp6/fq1Wq2WvvjiC/3mN79Rt9vVZDIJWXMd+pCvQK4e6HmTCH8ZLhQNBhymzvsKOJgClDmr7mxeCsQdAHJe+7aAEUYe4+JMH8pTqVQyQTgLeH19Hc2AeL5nK/x5kt4JNLg8uOceXqWQkhhuDP1ezH8qMNve1wGBZ+78OR5I+bo5APffp2vL77xRn5MQbuD5PQDd58R7OmCoKCnix8Edxo53poFTsViMYx339/fVbreVz+d1fn6uWq2mRqOhw8NDVSoV9Xo99fv9TKfwVMaZ2zT4TwkBLl9Hd3B8Pg26+Aznj8JW5/P5AJuXl5fvgBkfww8RYBAYps/EYJKNI2CjmSgODpklyIWNpVzL5dP1H5vgpbWsic+zrxPPwTlJG1DuOufvReUBztWzduxzZt7RSSeqUnuwLXDfRsQBPqbTaeb9eG/PNnlA7Iw0v3PbxTq5DXD7wPORT2wN9jGtcPJtDMwbOu5EgJ+3yzs76ZeCPtbHgSL39zn1Pcpefebz6/rrRFV61KgTHS4rTmSmAQT7xg8ODrS3txdZC2yHJHW7XVUqFR0dHenzzz/XaDTSs2fPtlYZ/LHg5Kd4ERSSaSYT5JVrgHZJsSUK28CJLxAE6B+ZOyoLpE3PIED7zs6Ovv3222jYR6CKrKDTZOTpZO1+6PDwMKNf4BrAO/aMHkZXV1eRmWNLId8l002FQblc1mAwiM+jWxAfTnxCXEmb7UvYCH9viCn0DtDrlWdOcpXL5SiJBaRDykibaggPFny+6QvlZIkTwaktZi2lzalA/N3tNN8D7Ptn3Ff65bZhGyHgz3CMse077k/4vj9jGy5z24Wsuq/bhoU/9iu1xfhQdEPakCbMEYG2+3nulZKx4EYqBWazWYY4dFxNAs9JPyepPKiVlNluhG57BQsJNpIKHI/ZbDZjW8H+/n5UQ3JyBgmS/f19nZ6eajwex17zSqUSBDPvgvw4aelJOfyq2wJ8oyc2GSu2igZ+kKm+1QE/PpvNohrKE3/cfzqdRuCNr9zb24t9+JT8u+3yff/0YSmVShoMBmH3sKvj8Ti2OhQK99uep9OpSqVSjAFb7lVIyIYfFQsxSyxBJRdJYN5Hum+M3mw2o2dAq9XSarWKoyD39vY0nU5DViG8IWba7baePHmit2/fqtvtBu6gl0KpVFK9Xo+1e/bsmer1un72s5/p5z//uf7t3/4t7ufXh4wNirA/CANACAfrZaRuwAH/ODQmWsoeU+aZK5TQQT6OKgWCLLpnvj2zjQNz58J9MAaQAx6coGzz+Ty6CzOW1MGk4Nab+3hmQsoCGUCpK7eDVGlTGuMGz9l1PkcDMmfoPOhKs3jMJxfMqAN5n1/ex7P7/hkcYBoIMS/eBRSQ6J8BLPIsyneQHwcanvFweYNA4L0AXI1GIwiGFy9eRIaGJiZXV1d6+fLl1ooMD7i4/hio8DnzH59bZ8T5IUuVz+djLqls8AZQaVb3h7zSbBdGl/I4wDPOCNCZBuw4BeaaYNLBIWDAy8KkbObfiRa+zzphR5x484BYUiYLRqaRjBz2DKfJu2IjcGR8Xnq3o7IH4/4sdNOBPU4vJQhxzi4728gSb1pEwOXZbu7hWTsPeH2uHYw7GPMxMO9+b+bAyQe3J/48J8RcBqT3H1PottLtn6+5f47fAQrSd+b/UwLH141xAKjwX8yJpPAdkJqUGz58+FDX19e6uLiI73rQ8TERAoBZwChginVKu1wj/2T42DfppB3/JjOVzh9ytFqtdHZ2pslkElvAXAY8QIasoApPkgaDgc7OzqLayauHSFTM5/MA8JIiE459wy87kcheXvAJ4/Ymedgo131voOYBe9pgF+KDYMWrcvChnvzI5XLRpJG9tg6snRil1BhdoMErwJqtGsgx2VGCLtcl3oW1cnyIjqWVhNv8wPv8rf/ufQSh+3K/thG36f1yuU1PCa/A8ko2SEK2nKQE4Md+pZiIdffqFpKBYGlJGT+AbLBOnnSjATXJO0g6EkaUcOOXwVLIL88koN3b2wtdJRgHI/h2Hwg0bBX3IuPNT71e1+3trQ4ODtTr9TQajeLd8JGHh4eq1Wrq9XoaDocaDodRKYQ9ZEz4dsbnvrFQKESADalJktWDfC5sDgTMcrmMwJv1AEPgJxuNRmBqmhf6sX6QDCRq6GlCbEDQzJoSA9br9UwsxGdpMOhNOokriAP4jttJbDVVDR7o+9o9evQoKsnYLsx3qMCt1+vx3k5mQ2wgH8wD433w4IH+7u/+Ts+fP1e325WkaERLhfN0OlWr1dL19bW++eYbffnll/ryyy91cXGhV69eZfCM69CHeBUZoAeEzgZ7xhyldCeJg3R2i6YQCDHZQTfqZHkwJCmoljbBJIK3DYByL8bnmWw6TbtjwPB70Jk6Dic8mBsPCPgO8+Hv6iXwKZnAvOFwnFjguSkoYl1cIRkH/+/A1+fOwXnK2HuwlWYenCX3wIw5871A7hxcyN1weGDAXk7YPn8fH7s/YzKZBIADDKG4jx8/Vq/X0/n5eTSlqVarKpfLajabUeVCCdO2DAbXtr+n5IyvE8HItrll7p1gQf7IaB4eHqrf72cqalwPfgyj4dl6ynzH43Hs22Jd0DcHC+6gkRPP5Hi5OWvMqQXMo5Nn3M+rTjwLgCNH//i+969gbHwGUILjgaDx6iVk3nWUNXEgsC145T7MATLrOsUYqUxgTtLKKcaFndlGXBKspfLKZygfhj0HiHDPbaQqTj6fz8ec8Xnemc87WcP3mXP3KdiSdHzYbtdLd5rchzX0Cgf2d7O2PNd10G1vumXH7wvRRVMjB0iMi2OearWanjx5ooODA7158ybTQIvrYyEEPAvPv93nOcmaEn/S5ug4aUPq4AMgYNy33dzcaDgc6vLyUsPhMLJDyMo2n8S+WuwowTtZKPoYSJtsNoEw+4i99wvBtvcTSTEA79JqtTIZRtcvvkfgT2mq6wjkBfOLnlerVUlSv9+PIxbRnTTIJ0tJ4Mp4PJGALHs5M/aZ7Nvt7W0ERpAhTtj7um4j2JAL3i2Xy72zDTDFWh4Mbfvh8mA/xWqu06yP2+n0Xv5dt6OsvdsxyBJIET+diXf9v3Btw4PIB/OIjO/u7maqgKQNbnb/Lm3iDvdt/OlbAXO5XBxFJ23iB7K/+CvsCBUd7ls4/cN7loBBqLDBrhHsIT8QZsh7rVZTtVrVarVStVpVp9OJKuSLiwtJCuKCKhuqzeiKT8UT8oQvZz88lVeOnX0+1+t17HsnyPbELj4SHAMp6r6+VCpF3xASwPj69Xqti4uLsF+e1ARr05CQRJx0b1eur681HA7judh6b94I1mALjm8ToFIjl8tFjxf0209Y4/uccEEPB2Iwb2ZIrOn2maMpIWAhVyuVitbrtT7//HPl83n9/ve/13g8VqlUUq1Wi1MuKpWK2u12pifEJ598oq+++ip6EHB96HigCBjFiQK+YeEIAKQss4uiUQ0AqKRMzQ2qZ3p5FkrlpS0O6nkWx39woRhpgEp2gGcgLHSDXa83x/PAFuL0vfxd2lQ9pMDWGwcBOHCyfIfLM3we2AGsEBLf3+TAnDmgAZn/DmfNvpw0y8rnXalT5+lBXAqg/bM8X1JGNngPKg8cGDKHKCBso5dYEihtK/F2Eoomb8wTwAdDKUlHR0dqtVoaDAa6uLhQt9sNUur09FSTySS2DaTBj1cb+J++7j4fPj9OpqQZR9ZrZ2cn0xhSUmTXGo2GxuNx5p4YPAdWf8nL38WDIxwiBppsEevG/7sT96007oyQKy9X92AYIO/kl3QvQ+xT9me4DDMWDyR9TbFdHrAhOwANX2PPXLhO8m8n6yRFsM3/exYem5PaTMbDvdz+euaULQ7IlhNLnqFy+eTZ3HM2m4XOOYGHzcFGMF+uG/455tIzpmQteLbbfMbrex95ho/VwbpXYjjo9GCSoAg/A/BMO7nzDA9GUmfMmNlfji+4u7uLviMEjbu7uwGalstlHOF0eXmZIYi53I78lC98KvLDe9HQ6/r6OlOiSoCAftFAy3WHz/tapZUz+Bn8rhNRUraaCbn0ihnW9ujoKMp2ITeRI06LuLy81Hw+V6PRiEoe7N3t7W3su+d5ZKH4P8c1noljG0SpVFKn04mjvdjuhp3luF6AMJmt/f19PXjwIMpZvdSXdyVAnU6nUbkibUgY7KyXCqN3BCX8SJsMJQHa27dvM4kHTxjxHPyCVx9xLyeDtxHcZEB5Jw/k3Te5TUgJAyceuZyM+WNEA30earWa8vl8BGzY3JubmwwedkL7/9Lla4AMEFh5lSq+BuzL/2Ej0+SBy50njvgh0OWz2KJSqRSl7JIyeLpcLuvo6CgSSVQ30tyTwBW95u/L5VLD4VDr9eb4Xnqi4Evq9br29/fVaDQiYByPxxoMBtrd3Y2Got1uV//1X/+l4+NjrVaraILNPnuwMPYSH0YVJhjZMY+UTdryQ0DsRAJVQjQgdbIVX0nlAh3+qZb2QJ2KIZow4rdZW4gXqip4zmQy0Wg0im3eEO5sm2R+r66uwmZ60gMCxX2JpNBFbNr5+bkkxbi90gH/zfHRjI+qq+VyGT59PB7r/Pw8vs82Ao8lB4NBzC1y9POf/1zlclkPHz4M4qVSqejzzz/X119/rZcvX37wJABX0btIXl9fh6NjImHUlstl5rx7AsWdnZ1MqRWCD1CnTBRlZSHdcTq76FsBUEAP+lFMzywToAAwVquVRqNREAHcEwPmWUIcItkBL5uVlAFAnplwsA+p4dlG2OYUYBMMAVrIiPozPSDxDAXv7SQLwZLPhxMWgHUPsAHe3m8BEOAGG1bPiRLAEE6Yd02zhm4wGLNnTT04SH8AnsXi/dGPgEkMKuNdLpfq9Xr67LPP1Ol01O/3w4hcXV1pNptpMpnok08+0ZMnT6Ls/fz8XL1eL845doCTGl0uD2L4E4DkwYczuhBlDlydzFosFmo0GtEY0YmjHxJsOEvPe+HYLy4ugi2GeMIewHpvyxZx3/F4nKk6AcQ6AMzlcqE/AHUnp5hT7IZnI5lPMlpOOvI9+lY0Gg3lcrlMSZ3veXbmGzn1zDeOiPfwLQFezcCY+GEuPLj2INszkOnv0fXlcplpduNkxTYykPWkARYBh9sj7p2um5MPuVwuto3h/Ml4kEnz57kMMUeUJvvWDuy2l0C7bvA7dJ+L+fSMUT6fz5xQgt+AbGT+HdC6rDA2fCD2nGwJIGI8HsfWMgLar776Ss+fP9eLFy/e0Sl830/5KpVKurq6UrfbjcwK8opuQdAAzvGvYALAlxO5ZLc9MEU2FotFpjM/IJHu3NyTEk0nWwGdyAQgkGwVz0Sm7u7uYrsZ5CeZJyfWsH9UOQLevWlWLpeLRoi8CyD79evXGQyAziKHgEz8Fxlpl2UnKTxB4SQtpMDe3p6Oj4/DXqFPXvZOgy62gLFm4CLOC0f3ubCfBDKuv9uy89uCfb5TLpcz8obeYEe8ms91V8qSDZT/MpfIFCSOf95/vCyc4Db19f1+X4VCIfZJQxSyxu+7PgZCkDnwajfm1DP/YFOSh5VKJfo3Oc7HBpNMcD0Dz1Klw/qDcQkcqSrycnLHAHd3940z2+22Pvvss9Ap5Ngx+N3dXfRuQrd2dnbi9JJms6lGo6FCoRAEaKPRUKPRCJsymUyiEV8ul9N0Oo2tTeyP914GEKj4ECc7aGAHken4AWKaip9Wq6XxeBzH6+XzeV1eXuri4kInJyf67LPPoiki8tvpdDSfzyNpluIoCIlqtaqHDx/GiWv4Sk+KLpfL6LFDwA32pXq32+2GrQEnzWYzFQqFOKGH8n8quUejkfb29tRut4Og6PV6cdR1u92OOIR4jvl/9OiRqtVqrAF6SqNV8J+kTFWIE9Bs48VWUa02Go3UbrdVr9fjXarVqv72b/82yIBqtarRaKRut6unT5/q4uJC0+k0YkH6sPhJZx/KVUzL8AFZGGzKznASOEbPqjljy2eZeMo0pE2A5U4MlsodhGf0fL8NgXcaOHpGk3fx8fJsZyIBGF46jKP2oNrLT7cxPN7UK3V+Thb4O/v4vDKAeeDyeXCjTEbbM5p8nstZ8xQE+/1YnzSgcGbWHYATNT4+Z/29vIu9lR4kYCwAWD5Wvs88wCw6o5xmB54/f66rqyudnJzoyy+/1P7+vs7OzsKwEMzmcvflP5QB0/CE9XDChHfya9tcO1BJx0hAl64J916tVsEuw16zttue/5e4kHtIHJ59c3Oj0WgU8u9EnM+XA3iXAQ+gAfSeYXJg4evvWT0Pyn3rjWeAnUjDHhBEUzJGgIKz9vNo/eK5nn30BnuuP/4+6dYJt2UAmzQDyrz6kawehHsVidsTHyfzkNpO//80m5XP56NMG0dK8ObsvJNaXirt9sjny+2n64Nn0bAdgDHW1GUxBfq+Tilp6PPB3HnmNLVn/OnyhgwiG7zrtooh/o6Pm06nOjo6ijV4/fp16Ao6/VMPCJy4Sv3UarWKvfYOGF0Wh8NhyPNisYjMG2AK+wtQp9KMrBmVCawjpaMu+9KmKzyyDtlwd3eXsQle1Ybs0jAL0sKrEtIGw1xe5ebbDRaLRTSXAlACTBeLRWTQsLeMhQwcwJb+DAQ+BDEQBY5rWCd0mCTNZDIJPUcXmY9qtarDw0M9f/48s9UTXUInIDY8sYH9JFhze7kNk2wjBNx/u72XstWL2/CR22E+75fbBUgC/u1/l6ThcBhkSLFYjP3q+B0naZGzSqUiSRmCJMVe/h4fw+XzjTzQ9wg5QDclRYBKQEfCgwCe4J17szZpwqTT6QRexGd6JYvjLCp1yPTTqI9qAUlxyglVQgSe3BfdQe6ePXumTqejVqsV1TLz+f0JMxDFnuDABhBoouOeqFytVhGkO57BRtGdf71ex1531z0qMsE3bje52H6KrPJelNBDdhP8YwdZD45J9PgmTVQwZ55Mw/aCJSmpp/qKZ9/e3h8hyxYByBHHiLwvWwEhim5ubqJi6ZNPPon1Zc1Go1EQDNhzfDLjlzZ6OhgMNJvN1Gg0JG2qzTg+EGKZCgpOvgAL+RxSqVKr1fTpp5/qxYsX+vbbb2N7Cs9NtxV+CFcRByC9Wx6/LTgC8NHoxh0/ztkrAQDLHkxImyw7bJyDVQeEKfhzwMsYHQDzewwKzyLI8IAbsOv38YyZl+U66YGgugKlgRvPxhHzXcbG73BW6bzweRi1dO4wTIzdKzz4PmSHzwnzykX2M60s8JLMNODl9+6s/WLNfY38/f19fU6dVAE0YKyRFUgEPgdgoxnK0dGRTk9PdXd3p36/r0ajEe8GS9jpdPTkyRNVKhUNh8MonXKZR87Td0uduxuXVP7caKayh5xVKpUwomxjYf5/CDJAUgZkeUkZRBYOweULvUF+kM+08oRMWmoncJxeLu9gkv9jy1G6FQegRikZVSwcHYrMOmhGbn1uPXhMbQd/pgQYn4Fl5vfYBcgs5iGtPME++vYArjTg5Vxc3tHH6CDcv+OyC7ngY8R2QKT61iycOHKQ6jjrA7mCjEjvgnLPODA3qRzwuXT9uZdncdIfnskzfJ59X3U6t+5HPEuLrUYn8E0eCDjgmc/n0XWY8vKzs7OwMx/Dheyhz16psl6v1W63M6Q780VmttfrZXoDIXNOMN/c3GgwGGg8Hkf5vKQozebygJDnEKwjz7u7uyHPBALYD2Tb7Ru/88yN943wcTs+4D61Wi1ALhVzaR8ZAhDIX5fDyWSifD4f8ur2xquB0CXeU1KQLdVqVcvlUoPBQLlcTo1GI4C+k6tplRHnmrNe3gzYt4MRrKDHbt/8tIjUBvI+yIXrvwd//H6b/wRTsp5OQKakQBqQ40e2YUPHG1S2OjHN+jIX6AEECQHq/5UrtbdsrfKtuTSEA7txprxX4xL8QcSCO1gj5A2SDB+WbpFBXyQFIYfuck/2qB8cHESGH5KOKqBKpaKdnR1dXV1FJbG02bPO0Yds66SRpDdLdxkDz0Awot9OdHF/EpwenEubvk3D4TDjv/mOyyo+C92uVCo6ODgIuXbfTU8QSaHfjJmu/5wUcHt7G9gbm+QVYMwbz/BtFV6BwTi9hwT2BwzB/XgOfwdbsm2CH6oJIDvAK5wwxnYEbBaVUPgBZJmqg5cvX2o2m6lWq+nw8DDT6wAZ4yhaiADmvNfrKZ/P6+LiIgiD+Xyufr+v/f19/fznP1ev14v+AY6DfkiM/+dcRQyjD1LagD7p3WZQGHpvtpKCTe7hyu5ZIRbQjbqDcM9Y4QQdVGKcfXz8wL5LmyaA/D0NNnmul7DihDBWDjJ5npQlKzxA94AcR+0ZMrIThUIhzv10YMx75nK5DNmQAi7PmPh33ZF5/wYPQDBaMJQebDgRQCDuwbxf2wIUDFShsCkj9vdy0L+NYHAA7sy+A3x+KCObz+f67rvvtFwudXh4qKdPn+r8/Fz9fl/dbjcAPPuATk9PVa/XgwRgPplrxsbv0qDCx+pESQo6/DsOAnkm+5wqlUrse0oDxL/0lQZnyC/z6kEABpkAAX0rl8sxZuQpzeqi757h8uALfZQ2++hh931vbT6/aQzjVQcQBjhYyDa3S6wpz/P1l94lp5zc8KwWz/TAhLE7sAUMuOz7nKMrToS5TkMGerm56wv/9jGn9tOBPmMHiFCC6VlB1//UJnvVDoy5V4qklTA0d/OtSL71KrV9/l5uB/zfKehHfnxfu4P9bfLu30O+nABxPcaPIf8+9m63q0ePHumTTz6JDA1gAv35KV/uq/ErgGP8kwffnjkC6DmZAoh0G0GGrt/v6/b2NlPi7b6UAMErXVgv930Ovn1frpOW6C6BuLRpYOX2jtJVB/werANoKS+FsMaWt1qtmCdklyAFIE11JASE74mlDwDvlfp3Ts5BBzl1h+9Livfh97lcTt1uN7Jr2Gmyh46vOPEGWyVt9mcXCoXQb/cfjqFSzMLf/UpJwPQHGeTefh/3tenvWRtkgT/dXkK2uq47kef4EX9VLpczQdK2d/pYrhTruI7v7NyfqoE/IcCGFMPm09+FJnCuS/4MvuPPvLq6ytggZMplg4y69wUYjUZar+8r80qlkobDoQ4PD3V0dKRmsxn79glY+/2+vv322ziKD7tC5n04HEavALbaEOwzL07YYRMgP51kcr0cDAaSsgk9dI/sNjoL8UIWHV9LvLNer1Wr1dRutwN7sDbYHPpVkajZ29uLqiYqI9jK5RgNIme5XEazVIhaj+s8Ucw9IYb8pAd0nq7/HAe/Xq+jqqNQuN8K4afSMDcQzG7zGo1GxF9UohwdHUUgT7zKOIlhX716peFwqE8++UQPHjxQuVzO9JfJ5++PAye2YRxsJWFs2BRvEH5ycqKTk5PYLuPXh2YzioAeL+1GyQB/OF2E3JWZSU2Bm++vc4DlpaieLUNpPBiQFI6Kz6YBFkLo93NygHeDOJAUBol9LR6ocd/0PlK22z8KwH5TB0seMKR71jwzh7CnBEWaQQOAbAvY07HyWX5HqRJjTrMxpF13AAAgAElEQVSgHmz7/aRNUMzY0oCRYMwDYu7BO3gDNV8nD9a4n188x/eSIgfec4DsA+9Iuc/R0ZGOj4/1H//xH+r1elqtVgFMr66u9ObNm0wVhAe+vrftz1XYFIg4gZEGJj4f4/E4AHK5XI6jpFLD8Ze8HGxh3AiOvIxXUoBVacNu+znbkBmehUPu2FbkhCP79r3Dq6TM9h9+0CX+vVxujg2UNseVoetUCHAfD+adDEDHPYPuTL5nRX2dV6tVprTN14wxphVJadDi+iS9W2HkMrnNmTgh6jbAAyZ0iPunNpvxky1wm+W2l7V1gg9AhR3AFvK+OGzWyDMSfIfn+Hv4O/Ln+4IAXxdpUzklbcC8Byz+Q08Cn4v0+x4wcX/fH9rv99XpdHR8fKyf/exn+uabb4J0/KlfAHl+IAnxd9gr5Al5YY5arVZGzgGVTuzSU8KxBz/0iPGAFHu/XC7VaDQyRJ2UrRZB97zqjfv4sYhgEjJIZJPIdOEn0Q2CfvbXVqvVTENf7Eqz2VS9Xs+Q8GTsHcSPx+MgI+iaXiwWdXJykqlEIePG+x4dHUnanKtNtQ5VC2xNcJ8Odlku3+3/gg3HHvv3sCd83oMc1yEAP3brfUE+9/VkA/rsmMPJKH7/vsvH6/qd2ok/hvWc9MTGMS/0cqCT/WAweGc8/x3c8KFfqS1Gdtz3g8PZmoKOI/MEz9LGZ3j84GvBcxw/IwMpUeyyyPfx19iYTqejm5sb9fv9dxI1bCGkqoutADSVbDQaGg6Hmkwm0W2+1WqpVqtFwEqSgrFSro7tZ5srsowdBVMVi8VMY2svv8cm+u9yuVxsgwBLQAaCBSD+9vf3Y3ycCDWZTFSv11Uul3VwcBDJNHSWBpokEKiYgiSF6Fyv10EcOIaGBEH3aebtCVWPJQnqSVryPpC4zWYzgnOO98UWEwd4ZQXEDY25PckBHuT9IBKoTCOzz31pdlgoFNRut+Pkq8XifosgOBkcQ9JgNBrFPSqVih49eqRut6uzszNJCpuUVi7+2FeRQVFiA9DzTJuz8x4QexDmwaykYPYBfmk5GBeBrZcNbmODmXQP+tMyCzcw7vi3sXIOUDyAljZGyasaAIR8ju/4nx6k8h13/E6KuLPlfd2o8XsEn/lNgxUcvb+LO2ZveJZmALnP+0gPd9hpkMLvnIBwIMc9YDW5L7/3d08JCq8ewAmkQBOgR6ka+7Jub2/19ddfR/nukydPNB6P9fLly+gACrt5c3MTRsdlwskNH7vLkq/TtndzsiQN/Bx8wKIy/oODgzBkP9TFXC8W993ncZw4FGTfy1+RKcAR60e5nqTM9wFS/J733QbcefdisRj7EHHeyALjSbOBKeimu660CazdTjgIdblPA0TPhvPZbeCR90EmvCeFywaXB7hcDlCdFEyrc1yH/LluO7Hh2BH0GEfsOlssFsOhsxYAJGR1Op0G0JOUua8H3syJr7cTih5Ye+bO7SBrzT3fRwZIG//DfHjA/r7v+Lz6Wqd2hnV1wOVb3wAFOP7FYqFvv/02ShV/ypf7dSc3lsv7MsrhcCgpS365P83ns80YR6ORxuNxAGMaLLGn3omYxeK+kzOAbbFYxNYBsAWBK2SNb6sjE46fQkedAPT38syP9xZg7XO5XDwbu02jPfoHoKOQZmTg2LO8WCxUq9VCfui43Ww2M4QK40ibG/q2ltXqfhvd7u6ujo+PdXJyona7rcvLy0g0YDdzuZxGo5HOz891dXUVJdySooTXT49Bhzz7hx/wucamud12e4iN2WZbudy2YVdZMwjkbRVDjoO4D/+fXm7jGaNf2L5tRCRjAzsQ+NZqtSCF0mZ6HxMhIL3b72g+n4ccuc6u1+vM9mFpc9IYukoW3EvYIdpY5zT5x3phYyDxSFKgm/ydNSAZReXYaDRSLrfphcW2AeSZUnlKwg8PD2P7Ev03wOV+/CDBMJVEZMZ9+6nbk9lsFrYTfwoZiQ8ulUpR4UDgio3xBBnfI3BFPuv1epx6QuKNhs7YZD89g2awZP0LhUIEx2AxMuYQLuB75g5ixfUEu8KYqK6gwpR3wE5BHHl1KPaQdcMODQaDyP4vl/dl+75dCqxP00L37fl8PrDu3d2dhsOhut1uNM2FpOH0CWINSBGIHCdfGPvV1ZVGo5GGw6E6nY4eP36s8/Pz+OyHaBuKKbgmqJU2WRWUiwX2Y8YQVAfyKCt7qwga+Fwa0HuDB8r5UiFPmX0uB3SpAUkDSA86/FxZxiUphC4F/x4QO9h2A5l+h2e58DFPaRWGO0QvVUufm15pMJ+CXweyni10hi4NNDzgo4O7b3Nw8O/77Hh3JxXSgD7N4AAoPGvrAYPfF7lkXsle+9YB9n5hFL744gs9evRI8/lcZ2dnAbRWq1U0V/O5SHsobAMHPvcEHCkZ4IFfOr/+b44pAehWq9Vg1n+oQMLnGKcNMGcNnTRBpjF8OCAnEFkPB7j8W9o0JKQzLjKDHADMWV90y0tVIevcofhZspA9/l4QCB68pLqybX7SIBaZxb4xPvSWzzgocluxTadTksnHmN7bM6VOrm2zIzwjDTYor2QuyUA6wMcfkAWglBlA4IE3v2NdcNCAbAgFZApAl2Z2U4KXi/dIM0FpBQpzzrhScsfvS2UX90x11+fP/9/H73tVy+WyTk5OdHNzoxcvXvzk9xWzNug1f6e8lvlzshvb7AEbpaiQKavVKppIec8W78tAVjHN3nv3d98b6tsXkAWAKifHcDIGv/f7ktlxf3d4eJghOQD/ZLQgAZzMzOU2xyu+efMmdCfdA43vK5VKmT2zbBvI5/M6Pz/PVF5gE32eGDtnYGMTONbQgyIPSgiGIADIprqtdf/FhZ3k/zxR4diHMb3PLzo56ZjDyRAn+MCaHgS97/LP+32d+JOy59wTnLoNxQ6yZqyFBzc0/v0YKoHSy3UYHcNm09zW+88QuLGulHuDqcAVrAMyJr17vPF6vdkGiGxRpcGf6KxjSXwyAS6fle7lyclHrwLgBALIO+++z0lW2C10tVqtZogAtgXn8/moKsIuOLnNOKkswa5QLUTGnay3+1ZkkFgMHA4ZwlwxFuTdq1uwmxybCxamGR722Ks/UvsPIeCJHcYDgZsSPsQ9u7u7qtfrMVaXN58z+hyQcWc9i8ViHNNKkA4e5yQLsDT9F4j5kB9wCXNeKBSiggJb72SAn/yQz+fV6/ViDSCLWq2WqtWqzs/Po3cA2w/a7ba63W7owYd2FV0xXeE8cHEH74ARhUgDHZSpWq3q7du3mQ6trsQE+zwPBsnZQ7oVp+OAdfcsgIM6aSN8PIt/O+j3Bm+eTXKg6ZkqaRPIuFPb5syYC+nd8jx3nLxfCloxtDg/zwjwg3HFIPt4txEnjIHxp6SGB/MOgraRDP4+ACrenb9zFBfAKwUGXtmQAgZJcSSLG1Jp0z+AzMh6vY6MOk2t+v2+vv76a33xxRd6+vRpHMvCevC+LguUK9FhOA0Q02BiW8CeykIaSPp3OH4HlpmtAu/bPvF9X6wla+alruv1OphSZCLN9iIfGHlANPPqwb53pGb9qNbwNUY+i8Wims1mHN3jdgHgz/nw6/U6wDnP5TvMtwfsOCmC01QvvZrDwYmTAF4CmwYpfNbL+H0rlAfsKUj2wN713WXLQbEH0ikZSjkhAYrvm0O2cPDMh2dDr66uVKlUVKvVYksE7z+fz+O0EPY4jsfjcKBUhfB3J1xYPycAPJjiSkkOnzvWBdl0Qpt59K0lrrv+7gRX3MMBlPsPvutkCoQT5ZgQAsfHx1oul/r222+/R2394S8PHAk+sfvSxkd4Yzv0kazOcDjUdDqNYGF3dzeyJj6fTrAg8zRm8qycy8nDhw8zCYT1eh3kDBk3jiTc3d3NEIKUCPOeuVwusmPIDjjDq41cvyBFUv/EGCiRxvaRUaV5H+9M4M498OvIss8pcyYptjXQd4FMLQHbarU58/v29jb26KZBE4GEYzUnVBwXsTZOTnKlOCzNwDsJ4DrohIfbXyeYHG94NvqPXduqkd7nn8FTToYzj/gvD1Dz+bxqtVoEiB8iwP/fXm4zWQ+IL8qlwU1eDSxle3nh/5AHcDjzJ238Mj7Nk4zp9mLHmvyf44tcLhe4giy7E3IQkKPRKHoZeC8BtgmBK3hXyM+Dg4MgOXgWpJ/3Jzk8PAybQ48FxrK3t6derxe/x1cjs4VCQYeHhzo4OIgjQPGv6CZ6it5B0kjKbINCH4fDYTQHpKrTk7HYBezg1dWV6vV6kAVStjeZP1tSph8KSRqIldlsFlV09F84PT0N3OAYEnnDprHlwLel3t3dxR5//HSz2YxqMnwxeJ6xYu8KhUL4FqoVmKOdnR01m03lcrkgi6gagQzudrsqFou6uLjQxcVFELAQOYPBIPo+YHfZcoK8p/bxx7yKCLQHySy6DxRFReBGo5Emk0kYSJp7AcgXi4XevHkT3ThhpXB+ZBXoAl8sFjOVCDz/zZs3mYY6aSkeQIzgCZDmDKNnw91JUYZINphyLy+X9Ww/xiZ1Slxu/LhoQuGOlXt5tQJGwI9QcQPqgQhZT8pw+D8namAKfQ865AJr6POSBrUpGcE7e9DBe3rlBfODo2WtkQEMOooPC+jzQLB4e3urWq0WpZYeaGF8MAqANMiiQuH+XNXRaKSLiws1m009evRIz549iwZfLmtcGOJ6va6joyO9ffs2ZJXyVozGbDYLOQQcORnjQbVXL/h8Y9xgUwuFQjCmg8Egs76+Vtsyy/+TCxlDdzH6BNROerkcEQwT8DFG7Ahsc7oXmGAe/eT3nn2RFCXF9PWo1WqxjQn5BnR4d1cyYB7wwb6j6wTFHsCnQJt7MS7kDwfojouxeDbLAyYPYp3xXi6XMRfShjD0cbEGvm9wubxvIkQDIwJ5J7Ly+XyUP2ITcZrusLE76INXyuzu7urq6kqDwSA6C1Pet1gsNJlMdHt7G52aeRcnSQhUAFBs5cHO8c4pMN8mpx4QOBmH/G0jXznyhzVy+0JlEQDI9Zf3dxvpNoj3v7q6iu+Rkbi+vlalUtHf//3fx35NQIFfvrf0Q70gevC1TipRzYTs5fP3ZZfz+VzVajXkj3OZyTxD/I9GI41Go8AF7LuXNv724OAgQCn+BJ+IDJfLZe3v74cuFAr3++VJNkACIxPYObKWrCeAsVqtStockZvPbxpI4QfIHOFf8ZUAQeSGKiWei90jwGk0Gsrl7k8FePnyZQB0gDz6UKlU4t0JSCFSkf9+vx/HnYG3+D4+TLqXO/bfgt0of3ViRVLYKRIj+FXwA2uFrEAa4K+wL973xINxPu+EoWffpey2RebPyQC39S632AzHV+6rmRMCUMZIkoK1430A8YwZ4oQSaccy6PZfmsz/S1++tmBMX8d02x12lvnjyDvwSnqUNZVTjv/Saix+5zLknwfvgzPBHWAHqpLwXdik09PTiFvAG/hd8KdvAyAxwdZfqmq86sCxJ3KM74X8Ho1GKhaLevDgQVQo8JnFYqF+vx94pdPpRGLDTx7L5XKZaj1JYTuwfbe3t1HmT6yCbFLFAJnidti3BHA/TzQ6YQuuRwewkdh65haszNaut2/fxnaE1WoVPQxGo5F6vZ4kqVqt6vb2Vm/fvo1YrVarhY04OjoK3E+DSio/0Hu2MoDNeAdw0Gg00qNHj9RsNnV2dqZerxdYZbFYqNFoxFatu7s7tdvtIAlarVbYW96LSoV2u63r62tdXV3p+fPnevLkib766qs4krJarWYSfttsGHrxQ11FnDrK5YEuipqyqxgEmJ9CoRCKhkICsBAurwYAMDIZgGKMCpNA8IDR4bl8tlAoRLDtRt8ZYN9zhhB5VtgZajd87oD8M4wXRceBpYvJOLxnAMEI8+FBEPPIOzNO3i8Nwr3zrztqn3cYUA8kPSO5u7sbRzNty4biID376Qbb19MZYJ8P32dH+aMTBV6Knzp9OlXzLmmGBPZVUkZ2WQfkBEKqWCzq4cOHarVaAUTduTlziIH1zD2NnSBi+IzLqyvv+wIb3jUNWn0eCVwI0rgf3/0+L9cZ72ydMvmsC85FUoAn5IsME8DVQZZn9fheOlfMCQac4ADgCcnAehOMeRbeyz1xApKCzIP1Jmvoush88H1IQe7Du/rYPPD1wNTLJXln/kS/acjopIDf78GDB5n9wsy/21rAqe+ZBIhTxkcGnN+7A8NGO8EByCCQQz48g8sxOsPhUNfX17HXkqBqG/EoKWOrvAoN3fX39/VjbtK/OzGQ/jgx64EIn0dWHNiyfgRcAEzPhkBoMG4nXSB+7+7u9Pnnn+t3v/tdlGXu7u7G99JtSB/iNZvNMtUkyALA39+VjKHbaciYfD4fJCqknp9GxFwgN64TZB25t5NJyDDkzGq1ij38e3t7QcK4X3O5Yd0Brq6/i8VC5+fnyufzUcpPlhGSk+O/XE7RyWq1GntSPQHAv7mPtKkkwM5xP8ctLruUpvrnsLXIOYQFGc/BYKBut6vRaBSy3uv1Qu892CNQd/1xksCDfdaQz0ib7V5ezeF2NNVxzzbzPuBELseDKc54n090vOGf8XXGJ71PTlI7wviRZeSzVqtlOrjz3Y/5QmbwOeiSb50hnpA2wZi08VNeTeLrhW47LuUZyJ+XuWOfwdqSdHFxofV6HVUBVDEQwDKWm5sbnZ2daTwex9afYvG+I3ylUoltBMViMbLzk8kkegRwcYQoPTnYU44csKWAsXAKDfYVIh/9efXqVfhm5gKCAjkjkJayeAzcVSqVdHR0FMQh5e2QpjwfO8qaEKh7vEHiiECXxCkZ9tSXj0ajwANURIBh1uu1Xrx4EaTt7u5ulPvTPwvicjgcBvnJ6QOFQiGIHuKLtPk1cw0BgD+XFP8ej8eR3Eb2kE+SF1SxUElGbIPOkxgZjUY6OjqK96GJK4nNx48fRzNEx4cfwlUExFAK7GVxLI6Xo6LgfnlmH0H0Yyww9gQH3MPZPTe2aVDEs/nxzBXZLb+XB5UE2+nvceAYH3cyUrZs1ckAFxTewzP/3INnunNLSQVJ7zg7Z78BPul7+5xxfwyqzxOGeJsDx1gfHh7G8z2gcZLBHa6DbDfePjfO/MI8UnXBejizn5IvyCQK7M6az/i+G0AjQNXneWdnJ1hVDEm73Y7yZrI8XuYHqFosFtHp38fBWqDMLhO+vn8uEeDv7UQNmV/kJyUPvo8rDZrJyLjOUm2Cg/bybs8MSNpKdOG4+IzrjDP6qazxnp6JJLj0LAF/p5eJM+YQN5IyuoPswaYjy2lGwsfmJAagAh3zAN9t0WQyycgHa5uWUvpaMO9kEqVN123mEqLP38X/30tZ/Z1SvRuPxxGQe3kwuk8ARHDE+wGkCoVCkGpsDWPNyL7SjId7eqUYY+Je7kPSYJ/fpQQaF+/J77bdk9958OYETapbTrh49ZMToozN1xMA8Itf/CL+n8ALX/BTuADyXsXlBCw22iufeH/AK1k6SYEN1uv77t2APWQBOwtoZr6w6+haGoj61kEpm6V2/aKqh+o6qrK8D4LjEYJ+ZA8wDEniYHOxWMQxU9gH75tEoMR9HH8wXkA4VQFUWXpiYrlcxt5eJwelzTYXZL7X6+mTTz7R6empyuVyJrO2Xq9jj7fjBa+I8uoC/x5znNprxw/4/1RXXH+REewW93Vyg9+lZPifSwZg1z3p4eS/Y0J03H2aj4fnug3GThKQ+nn1H/uV4mXsAEkcKiQcB7stJSiGWCehg412ssVJBHSGQJNgEP9Kt38IpeXyftvo3d1dnAbgW8qWy/uTNdhKg2/HV9br9Ux/EALOXC4XAaljBHAIlU3YK8e+6/X9llZsDHIKntnZ2YkGgpBpEAGQl9gL7znCffb29oJgJJg/ODhQr9eL7ZuVSkXSxs85ziNwB09BaNJzgLlhTtyvYn/Yt8+ccF/sZrfbDYxJjyGSy/Q/Ya3dFkBAVCqVaMbInxAk+fx9dSQkBSddeCXFcrlUt9tVt9uVpCAsyuVykMqsb7VazRA1kAG9Xi+qOM/Pz3V4eKhOpxOVhYzr8ePHevr0qd68eaOLi4tIdn4oV9EDadh3aQOofMsA/4cAEqA52HRGCgXg8owNfQW437ZAANDNd90J4Vw459SV2p2nkwAeTPu4fYw824Pc1Fl4NstLd1Im2TPMZDFxHg6kEC7PCKcOLv23B1/MIY4Xw8L8uSNP56bZbGZABp/hc2nHYDf6yIez6YyNz7GPPwXwOI30nTAGGL5twbUHzhg//h/DxP3YPzQejwMwsa+o1WrFd3knB1sAHxzB5eWlrq6uwmBsy9pzr22/33Zt0yFJYbghA5g3f+Y2Yu6/ezlgkzZNo3yPFfKQkhGp4ecHw31zcxNls1QZeIaf96FEFGfkmSq3GZ51Qla9oghniGyz1497+rsiW0628F0vdXXbwfiRFXTNyaoUtLrz59k+j+78cZbMB8DSnWgulwuilTJIH48TglQ+OGHAGLE/zWYzbM7t7W2AJAdpjDvNVgKI3OauVqu4H8SNk0CsIUDLCQLAIfPJvKeBxvvAf2ofsMEeeCMXDqqcME7l2hugsY3H7ZPbIexCLpeL7HW5XNavf/1rlctl/dM//VN0NQZkfOiXHyno/XyYY/xb6o+kzWk8s9kszqsHxJINarVaQRSn/smJVr6Lv/VyXmSNbOBisYhKDMch2BD8I0kQ94e8G2OpVCpBiPhWSuSV8SADyDN67HYTPUl9FuNnG4ZvZ3Hfin6kWwelDfHltg8ycjAYZI7Eq9VqYWOm02nG3hL8Y0+8wz4EjycmPMhJ9dQzuqyhkx/cY73e9G5hTpwsTsnUlBRMSUPHFa7/PM9xij+LufWg6n34w+038+H7k723xMd8peSZ2/pUPqVs4ieX25zO4euC/uFfCPyQ/xQHkczBnhJk3d7eqtPpaLHYHCFH5cbV1ZXW63VsZ2o0GpFMcH2lctafj66Wy2W9evVK5+fnmk6nqtVqQYZTEcDRnyQzkGevpPFqIKpPV6v7iplarRbjphKIDD/34R7oEZiqVCrp+vpal5eXuru7i8B/b29Pk8lE4/FYl5eXYbN9Gy5zz3ZEPuN+mrJ+SVHhxHYmeiccHR1ldBE7ii4z/vl8nmnO6qRkpVLRw4cPM1sPIFOxT8gbsSnr49uP+JwTgiRBZrOZarVaZP+RCewxVQfc13Em9pMY7+zsLOYL3wYRwRHEl5eXQYB/KFfx7u4uujK6EnrQvi1bDAjAiXsACqPN/iCEFBYE5af8RXq31BYj4llffueg3IMBd9aepcDRITwEOLCXaSDr4NYzeM4Q4/yc7U7fIyUH/BmehfY5Xy43+4g9uPXsnws/6+OsNmNOnWsaqKzX62Cx3YG6s8Vo+nf84t7+vj5Oskn+e/9JCQ//E1nZliXk2Z75c7lM5Vi634dON0/KpJ2QcoaZAG0wGAQDyO+8BNCrXJi7FASkREE619uIFGdkCRTTdUqd4v/k8sDHM7TIMHu90FmCIsZMWTQ6zjsyjxhntovwfzgM7uVEE3qF3uAkeAZOwp/tlQ2SQrcJqiGgnPhy+XAAwPP5t281cifmhIkTmuj3crmM56elsPx/elwV+5+Xy/seEvweB7dcbvoiuB6RcU3LcHm3NCDmXZrNZvyec3aRcQ/cmWOqGrDl19fXmQZ6lG1CEiA/Tp6mVQusB/LtNg5w4mSkX86su+3FLqf2MpUzyv68RBH76evEn8g89oPAz8Esz5vP5+p2u3r48KGePn2qt2/f6t///d+3ViB8qBegr9FohD1w0JmeBODE4nK5jK7KxeL9GdwQWXRtbrfbmcAAsMgz/DhRSRngi/9iS8A2f8xRYsiutAmcAfbur3lH5J9tMtggDxhzuVz0KaDyAd2CkPAtjZBH0qZyoNvtBuHiiQ+C0fF4HLpBxQBVY2w58QZukBAA4UajoV6vp9evX+vi4kLF4uY4NZoNopNgDx8zz8busAbModsi6d2Ggemect9Sw5r40XzuZxiPryfz8z5CcJv8MiZsdOqf03ulGOl9fwd/4Qt4J886f+yEgPtPSRmc6tl/10vXNeIC31oAJp7P50Fc+Tq6n5ayJ3khO5wYQIPASqWiVqsVeszpGa1WK9NzhFMDkLudnR1Np1P1er3I1hPf+PYH3gV9wNdPp9NMZSP/J22qICDd6BPimNJ7oXiiDPKTjDo+F2IEOwQhz3YpYiDk1OMQ/p93d3/nCbb1ekPGErTTcwT74uX14GfWbjabxRxTvUmFEFUOksJv8C58HhvFOpO5LxaLUSFBZp/ktMsI70v86cQwvoT14DSDm5sbXVxc6O7uTsfHx5k+NFQVIru9Xi+qC8C6udx9BQm9Kt68eRNHwH4oVxGnS4MeFE3afsSTM9lMsBtzADhCRRm2M1gErJ5h57sp+4uRYAwOCHEWDu4xwM7wOknA73FO20oJeU9pc94pyumGDOCIMfQMqRsrAh/YeuaMUloMH2PfFnj4OB3genm7Z9KcCHGQ7PMNmPP3TokfAiY3Ql7Z4HuU3OnynXq9Hu/nIJh7OJhPnbVnG53d9/l3WcEBeXaH8i0ClsXivvkl6wGYZ1xkIwjErq+v1e/3VSwWdXJyov39fb18+VLT6TQaljh48HG6k/TLZcz/398N8FitVmM/kpMO3/eVlvd5Yz0MMboGWHdD7UGYl907gHb55X2RIfba8Vn0dDQaxVzwWW8W6sGdEwaU8TL+VDawee12O4w1OumZdMgwly9JGQeQBvvufPiMAx0PbNMzhsnk09zG9wJi4+gDwvs4YYvesXZejcCcp0E993bGnDJk13eABBlZSGSeRZaUdUxtLusHSPB5QLbd3rod8s+5vqREm5Nr24genklJKQ2WmGOy3+hCej9fX/SAjDS2Et+Sy+V0fn6u6+trNZtN/fKXv9RqtdL/+3//L+b7QycFVqtVbK9y8g8Sj4wHOuSyhuxQis6/8Um3t7d685UYj2gAACAASURBVOaNcrlcBLBptRFgjGwN5Ci2BplKgR7/DyB0X+o22oNtfIlX6Uyn08xeV8/sAXRZ79T24dO9YsADASpHKEfFZ2E37u7u4jgzxu3gEpvkwTmZPKrZaOKI7gwGA11cXGgymUSHb+yeB1noIjroVRvSRtecKOX3zKWT1W7zAf0EM26X/V6SQt68YsR/3PemvpRncW8n0rGDzF0q86mPdt/uzyJw9aw0PzQc/Jgvx7k+J/7jlV9OrEqKZm8ExJDnfHcwGGS+72SCpAi+fd7xRfgwfBx6Bhbxhndk39l6Q7Nbjxf8+E1sYafT0eHhYTQTBJvUajVVKhVdXFzEPCFrXhXJfKHj4EnmiKaqkNXgfd+eBC5wIo196TTIBEfgoxuNhg4PD8P+EcyDvfBp/P9qtTlWlff02MztFnqSz98fv7derzMEQbfbja762HPsCJgFTHN0dJRp5kglB9l2+s94hTVXLne/jYTtj77V1+epWLw/tapWq0WiOCWXbm5u1Ov1tFwuw24OBoOwt8QX2JLxeBzrxhyxbf7w8FCPHj3S5eXl966P/5ur6Ht1UlYWpyttThNImSucGwrtSuuOhe/53szVahWZGTfkOG/G4Q6U4JH7+5427uMZMy9JcYflrFn6/zh8nvs+YAmg47Mpe8a7A4Q8wHeA7B2Sfc74PMbB74nBTPfU8yzuTzdX/t+DfgIVn0/WJR2Hj8UdsI9nGyvMNg7W3e+LXKXr5uPzuXY54dl+v5QxZn19jHwGksDHxHqwfl56RafZarWqo6Oj6FDPfPA9l68/Fbhj+NI59aCYjqoEgA5cvs9AgvnD0LMWzh57MEwwit3wUj8vN2PdvCqIucGB+Z5cl3fkxrs4E4RJCnvk1QHcF5nBcaIPPJ/7OLGFM3E75ln/1Gn7vLkcOSnCkWpOMngFxu3tbaYkn2fkcrlwzGRTubg/8wS49uemWRnXXZ5XLBZ1eXmZ2dPNmnI0W0p0MG7emfl2/fJqIG9qSOUDdmu1uq8ycd1xoteDICcGXOecPMQm8DwPZvg/XydJUQrOmHjnlMzy9ffAAPl3uQTUsL/82bNnGgwG+uyzz/Q3f/M3mk6n+sMf/vAOOfshXowPXQJcAqp5T8Czl5xTgUXgy/7XYrGoVqsVxAv2GF/mtn88Huvg4EDr9Tqy4WAWLgdvjJV7QEbzGScOCAScCEPmOMmAZAY6gl0mUIcs3Nm5P3PeQeVqtdIf/vCHzDYIfBLvfXp6GnbMCT/8EYED80rWDzsC0IRgI2MI6PdghGTEcDhUt9sNYO/kis89mTaey7jcX2F/HFe4nUh1B78BGQAx73YcH0JHb686dZ/Hc94nt44JGRu+zPGKY4/UDm3L3Pm9mTd8Z6FQCGILMvpjvpyY4XJ7nH4mTRj5utLIDr9XLpfV7/djHtGHdOuaJytYL7rL5/P5aPBG4Lezs6NGo6FWq6V8Pq/xeJzpjcZPSuCjB7PZLHR5f38/jgWdTqcZ3DIYDCIAdHlxu8/2A8emqR4yFzQZZb8/BCVH8/G+fqwfvgwf5fhstVrp4OAgyBDWi+8wj5AFPFNSVF6Qra/X67FOVExiM9E1SGHs5t3dXSQTvILSSR++h11mCw7HFCJfVLizPQzSFBzj43AbNZ/Po1KKCgCv8sJGIYdgluFwGM1jT09PdXV1peFwGIQ24+EZxL6z2UydTkePHj3S73//+3jWh3AVU7YtDQpYHBbds9selHrw6pluadNBk+DLG9SgBA6y3AF4UOXBhRsWghFnftMMhRsOflcoFDQcDjOBvwc80iaIcYLBDR9BpRsjHy+lNGQrUUjGArhyp+nAxrN+nnniWbCbGCdIFy/ZBGjhbCFRGLsDazIzXClYdVCNoUqJC/8OYIGGfTwbg+UZAy/bhDzwZ6ZAxOefNSNA8TVl/66zfR6QMjf8H07HZfP6+lqvX79Wp9PR6emp9vf39fz584xMsDb+bx/rNmDggETKdjl2A8r3/9T9/ruXH43C+DHm6Az73yinS9l51t8vd0Awv2mGAIDqzejoUUH5V7PZjPN9AQQEIYAAxuJbBQAZR0dHIVPIoo9rOp2GTfPKADJ8vAeZbuSF8aakKbYSfcZW+l5hJwQog2bsnnUgQMAmYoORLzIgXmXF2L3qapsc4lzTYA8Z9Owtv/P54f6NRiMccKPRkCT1+/04xYB3cp0jmCNYdPIR++TjS0G9k5PuI7aRBZ6p4PceuOCnfM34OzLDZ/mRNnsnvVLC9zO6nJKdqNVqevDggX75y1/q9vZWr169+l/p7g9xoV/j8TgANXsr6ZhMIz10l+CXLJCkTKWJZ6lOTk4i2+ZEsOsKwbiksMv4LT+i1zNXNCUkk+YEEOvrFR08z/V7vV4HGQppAAmCDLJHGIIk9bdPnjyJLBj2DXKEgAHgTHbSfRpzmvpAsqheuYTPpHqIv3M+OQCeZ61WqziGTNoQgbyrpMhGOhmdVnR60Lctq54Srk6q5nK5CGoIttbrdWyLGo1GGcznz+IZ2y6eDd7yJIDbEf+sf84DozTg9c8vl5utDPwfwQ268TFfjovdtnIx/54AlDY9rthKjKxCCDKHjx8/jqMvmWvHZq1WK76PvnvJN/8HLgTfENhyf6qb6PmC70OPSNCgW8gDPX3Ybsr7jMdjdbtdnZychI1yghnZwxe6fOHDpc3x1dgXeq8gp2T/pfv9+sQDjgN8ixt7+ler++aidLt3bMU4qaYYj8dRMcG7SJvGzt7AkGbBVNWy9nTPRwbQwel0qmazGce8YhfAO2/evIkTHabTqc7Pz+PEgMVicxrUYrGIOScuabVaWiwWYfOoWCf2IF5qNps6OjpSPp+P7L/L2Ww2i+1m9IGZzWZRHfH48ePoAVAul+NIc/qLTafTsAdsfeCIwrdv3/4l1fO/dRUBQmSWAIGVSkW1Wi0YbRwBiwC7k8/n1Wq1lMvlYtJ9j0RqSB2wSQq2DgLCy8ZZFEqwyKIjvPyd8afZPdgYvuclRDwHlsyDSd9H42QAANPBNO/kmT+vBADoONsPSGSsBKvc17NZ3D9lUJk/z3h6MATIJetFsC0pgjPe340Q7wc48rXyoIbfQ0LwXqlz5js4Yc9KIns8i3fEqLNn1B11yl56ySREg7TZ+8R4PXhjfjD+3oXaS5SQP97p5uYm09Dt4cOHevXqVQYgecCQBsnbshhOInjGmXX//PPPwxh7wEZzmPdlRv7cyzvWE1Dv7e1FiXoulwtm9vb2VuPxWIVCIRyPl3hVKhXd3NxoMBhESVy73Q7wS0DAcwiwMbK+HYhzcL0ZjWeCmAueiR0oFu+P9PItJq5XlPpJCqeIg6bzNwE5mU5ps2UFWQQUsKd4sdicU44MA+pZe/YEIvsEOd6ki89iUwBHyDgACpacvdww5hC2/A5wg22E+QZgSJvy9jSz4rojKZw9wIzOwvwfMlAulzUej2NM0rsnhnABwgBaEDYE8m5v+XFb6GCdufOME5dneNBXJ7LRaW82lJIJ3N/JB2SDTKcT5PjHZrOpbrerr7/+WqVSSb/+9a9VLBZ1dnam1WqVmUe2BUnSwcFByOqPddEIjX4V+XxejUYjfK8H5wTYo9FIl5eXQeKxBx+wR5UL8gdZLCmzbqvVKnMUFb6A3g7YD/cDZHPw/fP5PLZzETgTJABw8Rur1Soy0ug0FQKAYoJjZMz7FZyfn+s///M/M3pAEyp0PPXtBPRkrtjGBtEAgPWmaJATgGxIGeZmuVxGs9vT01MNh8OocADMc5/1eh37eSGGj4+PtV6v4+xxbDBzjl/lWeitVzFg1yFIpHf3i+PvyLjxnthH78lCDwT00QN2tweeBEKOnNR1vV0ul1He7QkqHysJMYIkJwv4DPpO5nZnZyfIshcvXmRsJGQV/3bb8iFeVJu43cPGeX+J1P6yBlQ2gm894cMWIE8K4F+otGH9WXtIL+Tr4uIisrFOLnEK1GAwyKw3tkLaNPnj2EDwngd87IenpB2MId2vH3vxIQTW67WGw6EGg4Gurq705s0bNRqN0DGvPisWixqNRmE3OQoVf+xbkPDF4C7sSKPRCNt2dXWlfr8fc+lN73Z2dmLra71e18HBQVRasVUR/ZjNZpkAX1I0IgUXejKPwBfbKW2OWKQP0Wq1UrfbDUzSarUiGcApRE6UYkMqlYq63W5gSnQJm816O9FXrVbVarVUr9dDf7En0gbvIAuQN048d7tdlUqlSHbQe8JJAuxgoVDQ48eP9d1332kwGETzQU4ZYFsBJxz0ej01Gg09ffpUZ2dn8f/SZusr2OaHtA9FQKCXb+KcEEAIARQF4RuPx2GkPZsO8N0WHALIYVZo+IaxcdYMw+lZSr8fSunALnU43D+tCpDePcqPRfBMH3v6vVIBYgEAy5idhSS4JLB0NtkDlfRCSFPygfs6yycpACdGNi0LxskyPwBe1gzm3X/8WRjMtKIBB8DnAHs8ywmWlJEHNPC+/hnWgK0TKDLjYm0ZqzseB5LutLxEis8yNh9nSkR5UJCWlwN62JOKo3Iw4uACWUv1wQOjlPTg/RqNRpQmcX1fGQcnE7y0LA2omD/IA0A9JeHpPKPLw+EwU5nDPSGFPAvlZJakAK0ONPicM+qMnXtBMqH7fnnZnI+ZgMPLkAHnPBtm3EkE38ri8pZmmjz76GWOTkZ5VoEg2vsz4HxoXIOcsO94NptpOp2q3+8H8Ly4uIj38gyN23LXe9aNC7bbQTr3pgye96FhJOPhvX2dXAexJy5vKenHhUy5TfRMk9+T5/kznZT27IRnef27/H9K7CE/aaaTK81e5nI5nZ6eqlar6c2bN5EJ/vTTT/WP//iP+ud//ufIUrC2+E2yQj/mRTCOjrAP3eUJAIUvKBaL6nQ6qlarev78ecgTc+pZeMgGzzASCOfz+QgU8cuMJQ3IsMHuc8gGVqtVHRwcxBFP6JsTUdKmD4jvgwdMInMEP4wJHAOu8eq8xWIRwYiT69JGH6imQRZ5b4gQ5s0DT/y86yHzyhzwrGfPnqlUKqnT6USVV7/fDxtMIyzXReaNYACik6CBuXOizKvpsI+QhwSNzGmKMdJkk5P2HtinQaeTpG4LUl1Pf7jcHjoJwI9jNpczJ+zRWydXsYmtVivmGkyZ+oUfW7//1PU+e+p+jvfDxxHcejImXRvuMx6PlcttStch8pbL+yPfXG+8Ms6rbT3r7BV2rGuKv6kcqFQq6vV60SyOpAMJTfar82w/LQYfMJ/PM6etYK8ODg4iyGOrI9gCopIu9iTEsEtkj73SCLIK/QK/EwjzOWI31z+O/sWmMI/EAe12Wzs7O9GokDWA8CMDTiUlv6ffA4kbTyayvtht3tcTCW4Xc7n7LcU7OzsZcg7iJN0GwtpiP8BmlUpF9XpdrVZL7XZbvV4vtrGBV5xkJL5lDpFXAvHhcKj9/X212+3ANs1mU/1+X7PZTNVqNQjmo6OjDLGMbfA+N56wPDo6itNqXN9S7PNDXUVXVhyKZ2Zx9DhOjLKXegO+yQThED077wE9giBlu1duY3Y9I+ZbFAhAAGX8Pg2MUYzUGPCdbZllFnG9XmdALYvG+6FUPAtAQNmRZ3LTIBEFcWPrRgaAzHdx+K5oTpBgnL2RClnE+XweZ6h6F9DhcKjpdJpxzp45R8mQhUKhENlN5ktSzBVzyzoxbmfunYDBwfI8zyh4HwV/1xQIMneebfD7uvFm3tyBVavV6GjqJWC8iweKAEGUmUDJz4llHbaBD7983f3fKfi5vr5Wo9GIhiVc3ydj6Ouzt7cXBm5vby8y+dJGVz1DwlwCiJhrjLykDBj0zA7P9TXDeaDfaaZByp5VjK55mSGMNGx4KhtuC9j/6wGJtKkQQgb8uQ5okU8H5TgtngmxikMliwZw4fjN3d3d2KNLlgL94dm+fctLLDnTeLVaRdk+GQ4nsngP3tGrlpwUZT7piI7t98wrukCJnx/75tli5mEbAZrqB2NjLVLSaxuYd6IgBf5OILs+sm7bLv9+ajf4+x/7Dp9ZrVaxtaZYLGoymWg4HOrZs2c6PT3VP/zDP+j58+d6+fJlgDd0Brv9Y1/u65HD5XLTePby8jKyLsgd1RVk0zzoYc2ceJeyW1MAuTTowhehS2wBAKRLG910wIi88QzPdpG5IgmyXm/Kgn0rDA2wAOGAfsZKmTJBEFl05o1sVCo7/MncuryCj8AhjiOcPJMUVVteweh6TsaLiikCNCnbpJHgH/uBnuPbPRgHeFO1iezyO2yHE/fYXX7nl/s8f18PurddPpepj0gJgvR7Pv9uP1Ksgv47IeP/R4AhKXDVZDJRsXjflKxer2u1Wmk0GoU8/piA/797ebLASRKvoEztodth/J1jBf8OmAk5A7u67oAL8Tu+B3+9Xr+TBKCvBslAtym+nmCHUqkUR8oxPnxmqVTK9OXK5/NxOkG5XI57EMjzXcaKjwbX+9Y53tF1xGMl3o+4xLdSMU8kzBxn8HlsmhMUaQX1crmMbD7xG74eG4++e6IA2QdvpdiZNeb3/oOdc+KGCidPAEK2IAfgDEmRoBgMBhmi1E9lAZt40hibCunhpDay60Q/JA6nLOGTPOGSz983nDw+Po7qYWSQ7YEek7BWDx8+1IMHD/T69etYU08+/NA2oihtOtviwABYnvmWsseG0PiPPW4IFobWwTKlqThvgHClUsmwedJmz7ekAPUsNEEoY4SRYZJRZJSOIM8ZeX8XDzZ4L77LvWDnHECngb6XLREMuDNy55Myz2kghDB6qWxamuSEB2fbotz+PiglZUHn5+caDAbq9XpRQtRqtTIOmvtiEDwb4QGDEysO7pxYYW1dOTGcqQPnWSiDGxkPMrexj/7+/m+MqisVc8+Y6/W6dnd3owSVMXo2gPf2LSpORLBm/jt/Xnpx71TheUcHXr1eT51OJ/TNv894/jeXzxtAtFKphH52u92MbPJsnsu+dmmzFxdAyPqjOyl5wF5j7utlUTyTrQrIAo4NHcBROPmELQDcu4w5geW6zrzzHOyQl8sj1zhbMrpcKXBkfnyeXaaxh4AhyLdGoxHBRqlUipJ7mH+CLIgoSCIytswZJc7MtxOTEJJkVejUnsvdl7sOh8MIRvEPTrSgKx7QAT6Gw2GspWdyXXecoGFMrL1XWlE+x/39T193t9FO/PiVBgySMmvo9ofvOlHttsN9htsft+2AU7oGcy7zb3/7W02nU/31X/+1fvOb32g+n+vt27eZDDXNkX7si6wZ22EA74A632vrwTwlq8yHbweTNpV6+Dpp41uRV0khxwDPlFx3skbarCHr0el0dHd3vzefDM/e3l40fOI74ByqiRgXxAfvjVxvs9/SppmVg1jmEFvnwS7bDpgb9/PMm/s63pvvp924vTqrUCjo6OhIi8UiypEhQ6ja8nHxTE8IuX44KQLx6YGc+1r0hDJw327KPcCX2wJ5rj+VPXfckJJ3ji233QM5wWel5IEHtYzL/b3LsGd2F4tFnE9PJWaasf2pEALbiFTHyb7lzLe/UlUKjvR7+HzS9I4ADRLKM/000EVfXA7xlQSa3gMmn7/fpsvRdrVaTTs79w15R6ORRqOR2u122GoyvfV6PT7XbDZ1e3sb3flXq1X0s6BZaK/X02g00nQ6DQIAuTs8PMwkEpExCAO3iciUpMzWZ4JWeo8QsBPfIEu852KxiDkDD5G5bjab75AEzDP9T6Ts8aFOIKAry+Uy+ql4TAQB41gRIgPZAWsSuzBetiWBtQ8ODoKQnU6nms/nET82m011Op2orHSSQZKGw6GWy2U0BkT/CNoZcxqngT3wwcifH7FOBVer1YrxEG+Cyah+5/6ME1w6mUx0cnKiTz/9VJeXl7F1jnHg7/6Y7fu+ryKL68YQpknaOIAU6FAK6iWlvv8esE/QwiT4cRduTHF0fN+DIsaBUrEPH6FOnQnOkc/5fkCcGJ/3/fdu+HAwXt7jgRAO3MeFEHvJkAfnUjZQAMA6mcH9AdI8x0uLXWhRUm+W5P+/u7urX/ziFzo5OdF6fX+0EE0TcdSpI/WAm4A6zfB75s8BgWdZMAyUWBUKhShFkjZ75ryqwQMXlBXZeF+mmLXzEl5klfE7eAeEbCu/cqLAwb8TNFw4G5TXyzPT4DYd87YshpMe/A7CBibY9xD7WP6nF3LGWMlU4bxwHi5jADSvnGAOCH55b3TFu1F7MOpEgq9fGpS5znhmgmcwfzybUjb00UkI9MsDcJwm7yhtiA532E5spCRCCkw9kGFfrxMZhUIhOtmSYbi5uYmSu9FoFDrqVViMgbJ8nA/NfAAQZEVYg1zuvmSajMZoNIo1Yy8iBIvLP9VdVBl4pQE6AHhZrVYaDAYqFovRzMjlmrlxIsAdsgcVbpNYf/dD6/U69uF5ZYCTga5XOFrXP07OQMY98OLy56XkHfPr33c7COnK3O/v7+v6+lpv375VoVDQX/3VX2k2m+lf/uVf4jgiJ13IzvxYFyAMcMYZ0QQ7kEhUsjDH2H9kDJ/ojcCoyvFqNg/kJens7CyObsKmUvUDYJeyvhsbBvgDA+zs7ET5KMTAcrmMUl5pk3ED1zx69Ci2Arg8Sps9w5AIbkuRSXTUZcwJWDJX6FfaKLFarYbvQRdTnfZtnPweTEUDVs+cOrFCCa2kTJmw94fZ5lexi9hXbDn6wfPwqU7WuS1mi4Xbd9aR+Ux9QEo4uM76D3Y21V//cRue2oZtl5POVJ4SgBAwoA9nZ2c6PT2Nkm+vcsIH/lQv5gF75QnEXC6X2YbjpJ2UrcryOACZcaKeSlTfTkdlHLiRfi3IPsQemBUZZv82Pg7SrlarxZbF+XweZe80wIPoIfAmjsCOESRTbTscDlWv11Wr1eI72EbsJ8Ew2/vQZc/2E6CDK4fDofr9fgTMzKvjWBIAvu0BrMR2KbePkP/lclm1Wk17e3txnCD2hHVlDkkaeCUifW5o3Oi2DwzuleVeCYI8EW8xX2xpQL689wSycnx8HF398RGQu8PhULu790f5VatVdbvdqPymqnQ8Hmd6/ZD88fjl4uJCw+FQjUYjsv2LxUKNRiND6iwW9z1mOp2Obm9vdXl5qUKhEI2wiYHn83mcNPHkyRN98803Go1GsR6eQPshr2LK1ANgfD8fiuvZJQJknDyOxUtkcVQIOWUfBFvO4mO0nXUlqHTDjZHBeQ8Gg2DJvOSDBaM5kwN1Dwwd4KWZT58b3smrAHCQ7pgJbj1wlrIEA892EMH9/TsYnhRQsxa+T5of5o/PAuAuLi60XC714MEDVavVMEq8Z5pJY7ze3MwBF+/Av/27BJWsU7lcDtBDkxAPMhizAwsyJk42+fxxMef83UsoGQfr5++GkZ9MJpnMBnrg2ySc/HBCYL2+bxbjZfCsjY/5j5EAPn7mNJ1XAHOtVgujL2V7HPxPL3+f5XIZe8zQmbQkD93EYRHEIsPOEvP+7DfF+DshNxgMwj54dgqZJ+vt+ub6XqvVIlsOoCaYQr/S7CHvIimzJ40ghi0xrCXPdrvhjLBvF4A0AWSSsSPIYBxO1uGkR6NRjAVZHA6HAW6cfMMhEozhKN2ZOkhnHC77ZE14b5h17DEdkr3ZGPLIWMrlchBU2DA+T5Dh84d9ZUxu67FDzDn2JyUL+DvXNjvrRACXP5/Lg7Ntn/eMjt+DH/cTLvPID0eSAiL29vb0+PFj3dzc6Pnz5zo+PtYXX3yhfr+vf/3Xf409qKznj33RKBhQzVqRNKDMnkCT+S2Xy3HcFCWz3mATOWbf6Xq9zvhvQD17VAk08ResMU1UfQsToNPtC9nafr+vi4sLnZycqN1uBzjm8mDefaCkdwA7xAPYBrvFOADK4In0jHIPKpwogShdr9eZ4/V4J/waBAe4DGBPUEBPELL/9Xo9thqxp73X60V15Xg81mKxaQrJO6dBuVdHYSP4N3KCzrs9Yh5ZXz+ClMv/7QTfNiIgJebcP7N2jqv4XErcIUspGZ9e28gCfDN+m8zwfD6PIIng0t8ZjPhTvVxnwdv4Dfdt70vs8Xcn7MHCJPqcOPdtf9hG1oEmdWwvwGY4AQfRBeEtKRolt1qtaBY8nU41HA5j7zkVWujDanW/j/z6+lpnZ2dRncAe/PPz81hjjkb0ZACkBz7y+Pg4k2RBf5gfL3tnLqnm8yw9mBk9o2mh2xX0kirTm5ub2C41n8/jqEWPuzyRwpXiZEibYrGoer2e2ZrBmrhecVIUdpk4jUDc+yRB4OTz90dEclQ6pyo8ePAgxsrWaIgOsvuffvqpjo+PtbOzo++++y62tvkWLU9WeDw1GAyiwqXdbsfpAGAntjbgQzhW1k9B6fV6UW3L52azmbrdrjqdjh48eKCzs7MM1kzjnB/iKqZMvAd6aeCDwfOSKGlj3L10FmX2YF7aNMrBOABS0+y0j8fH5Gwh7BNG3DNNjJ+L9wTUcn9njh3wI6Q4cgTXeyQAfjxT5p+nA7A7Dyck3EA6+59ZoGJ2z7KTElQe8H+AFA9OKfWmkVO5XI55Yc8887INYDsAZzwe9LpC45BZZwcuzBPAyUE070NG088mdxIlJUo8SHXZ8fV2csnJFICc74X1cp+0ZNXn1x0D903XCCeUXimAceKCsTmhgaM9ODhQs9mMBmQw0f9bBpE5dqaejN16vY7SON7NmXwMtpTdf+rOx3UEB4EzkRSlYsyZB2XIumfhnUggU+0lbcwl4/USdie9+DzPRf6Yf9bAA3Dek/emMgG5wkEjDxh/fufyzFxcXl5GxrharYYDZM5Go1F0Osbx8m+6/lJGiPNl24uTFl6VgL4vFpvmNn70m8szjs5tHNsU2H7k5ZkOqgE86C7y4LLvNi0lG5mjbYEAl+8532az3D7yO7f/qRykJILbC9cZt+nb/t+BKGCOLDLB8WQy0bNnz/Tpp5/q888/1/n5ub777rvIyqS+48e4ms1mnFuPXCJHBD0OzgGnAFKqRgBr+8YBaAAAIABJREFUjikoX8VHYIf59+3tbQBX+gS4XjmJi93G7zk5i+xCQOFT0SHv6eGyKt2They1l+7XGd2iKgxf4VVO6Bnkt78TeoDMIS+AWfST7JYHC8ir20DIV5f9UqkURA3Zf6rzlstl2A3sHj4av5jL5VSr1aK5oAcqHlBzNCu/860ABBXMv1c2OuD3y/27tJ1MT/Ekf7rd5nse7Kefl7Int2wjE5zITO+FDQH7kGFkLWgg12g0ggzwIxp/bN3+cy7kM8VbzAPrStDHu+OnvJrEE4Csn+sk9sG36SH3yI7jx9Vq08/s7u4u/CD2VtoQSpT6+1nwVP5R5YSOnp2dSbov8ef9vYoZf8n6z+dztdvtINiurq4iKIXwnEwmmS2pYCSXMSoVwOlgI+8pwgkAkIEkPR3Ds1e+VCrFqQEQy5AB4DjWDFuD7crlcppOp9FHBDyI7GJHHA/l8/kMkZ9iIXqpcLoM2Bv8ICkI1NFopNlspqOjIzUajTiVhXnI5XJxWsPd3V3Y/7u7u7g/FSBv376N75fL5SAVGDfyQU814lzi1FarpWq1qgcPHoTM5PN51ev1OJlmuVyGn0AWIZp7vZ6Ojo7iRInd3d3YRnd0dKTj42O1222dn5/HeKj+2EZK/qWuoneJ9tKuNCPDD6CU4J+S1lwuF0rsZYCAR7rSp9kFNzAINEYGRw/AdOYfI8QeDfaEMNns02Ph3Lm44jjYZGzShv1Otz5Im7Jk7uMZQoyXl0zzfA+euQjonVmWNs6K8iefO88+sj/YLy/ZI7OI8YDpr1arcSxJGiC588NQMI8EY264nAzgHg7GMFCsjQdW/n1nAykvpGwyBQA+Z/4O/Mk9WU93aCkpgBxi9HlnlJL7I7d+QRyk7+/PT4GLXymh4e+GrN3c3ETDGs/sfB/sIXqNPlWr1SijLZVKmfIs9BAi6ubmJsC66xjrj+Om5MsDQ8Z+eHgYc8x4WItCoaB2ux3PQkaQ5fV6HWe5ViqVyCwAypGhlAh0Gdvd3c1sFfHgEdvgWXacL2P0EknWzwkNJ4XcxrLOHEHUbrfVaDRUKBQiYKDkn0wxnalZK9/XSzaCMujlchnOHcdE9ZZv25I2+3Ld2bNGTiZQSslxsGQBlstlnPELqMZZe3CNjLC2aTVSqtcQcQ7gt4H5bYQh9/Wsr+tZSsKmhASfRabSn/Tycbn+euUI4xkMBtrZ2VGj0YhSwidPnujLL7/U2dlZZJs/hIssDI2apPvAnGqQt2/fhm/3s5T9PHv0C3tINvH/U3eevZFd2dVeFUgWQ+Vi7MBuaQLsCRjA/v+AARsw4A82nEYeSaMODE1WLhZTxfcD/exa93TJoxmpNXov0KBEVt177jk7rL32PvtQNeb6DKHmoAtZBZuQjfYScz6TkkOUckOUsUf5/v5el5eXoUcOSL3yie0EHJk4nU5Dl6h+YUsifprgnHdiPIzPbaUfZUmSQ1I0ZKScGeDsZdFkSn2/7nK5DF2tVCofkRUEI/iow8PD6PsEMcM2zlqtFt2u2d7pJD9+FoyUEgJuDyFs8ce+v1z6+MQPfudXqvusVeo3/e++zQu7438HP6D7nsnmWU7kuq0BL2Dz8HFUg+zs7ET/FLrLO47knj/ly4lRKUvSeLxAgzX0wANoPs/9fI2pLoSAImbgb9Kq2Z5nirkXyQC2e/Edx9PYYD+lh+7yBO+UfROoXV5eaj6f6/j4+COS2n2Z9+yp1+t68eJFyABH/97c3MSpB4eHh/GO6BVxE3Z1uVwd9+lVUlRFMme3t7fqdrtBLuPDfL7w/+A25kZ60o1ms6nFYnU0cT6fj+194D7mF5KX+Gw2m0WfAewGlR4Q+eid230wF8E5+A5fjj+hkgNCGmKZ92JNqRyh+ozKELL2X331lYrFoo6Pj4OUc132dUSGIHzpDdBqtQILoNtOjrNm29vb6vf7KhSejt+ml4RX+YEnIYQgO7rdbqwhuPOHqP79rleR7CdGnMX3TIlnS92xEOhj/D0og81Ky0lR9JQVxwni+Lz0mGCcoCGXywVYwjmXSiX1+/1w/M4eEqxzYSg8m+2ZLycf3GmRDfHgOjUUDngRyJRVJ+DEuUvZMmgvtXLGkzFTeolieCC5zlj788vlcrDX7XY79vlKKxLF+yNwFjPzmWb5nSHlubzDxsZGGDf+eTYbMONBmB81x0+fCwI65hIA52DAAwLmB7kFoG1tbalerwcL7IEHhgtDgXED0GLMCcqpiPFuyu780gDDAYBnthinA7pcLqebm5sI6NjiQanYuuqDP+dyJ+IkEu/He3s2CzADsYMdYC8fBBVMqwe2zDVzBhmWlr97FQKVSJBP3It59gC9XC4HCbhYPJ3Dy7OQOa/w8CwjDohqiEJhtR+fdUxLez0TxTOwKdwDQOqkAsa+Xq/r7u5ONzc3sT+QPXycxdvr9QK4Q/A9Pj5GNganTOnzdDqNgJPsHXK9WCxizzdnEAMylsvVSQ5sXYAcuLy8VKfT0dbWlk5PT3V0dBT73+majd3HJuDMsdtUIpCx4HnSqmGRz6HrjoNwD3w888Q7uj33bs2prqS2Sso2g2Xt/Pn+k+fzHScnncgmwEVveOZi8dSM6t27dyoWizo9PdXnn3+u3//+90EAua3w6gbu8331/09dBKOcMU25+XK5VK/XiwBoNBpFrwh8H7KHTHnVF1gCeaRKwH0EQTf2h3JcMtlOukKMsSaQWE7W45v5HgSaB9jD4VDtdjuev7u7G0SCk8vswYVsR58he0gkALb5/zQr6vJMRhAQ6MF3ikX4vKSYU9eX29tbXVxcqNlsqtFoZIJmAtNqtaqLiwstl8toakW1Qz6fj674Tu5BFHhwAUZwHMfFMajILuMDx7jvR7ekVSPjFANia73aggt74qSg4023JWkCBvvgZCuBvut7+l3+H5IajAXWaDabOjs7093dnfb397VYLPTu3bvAEZ4Y+ile7rOZG98O7BUg+FnHnTQJ53JiBcwlrSo1eaYnE/Ed+Dr0GbuNr3V9cVnAJnBOPPcDz2PD8YcQAl988YX6/b5arZaq1WrgIw+wIbw5gSOXy8U58wTtu7u76vf7cZoMW3UfHx9Dp9vtth4eHmIrKMQ+GXLuD0EHbj87Owtfjd8lmKffFPZDUpAI+HzmCnvAuzw8PGSaNzshgH2FKAZzYc+JL25ubgLLMq/oMn1aFouFTk5ONJlM1Ov1gkxAJ29vb3V2dhakqZNw29vbury8DBnzKhNII45A7Pf7uri40MuXL3VycqJmsxlkCnqLvlOlyUkQnhx0v4U9OT8/12KxiMR0tVrV69evdXl5qeFwGHpfrVZ1cHCgs7Mz3dzcaDwe6+zsTL/5zW/05s0b/c///E8mCfNj24ais3euoBhRlIf/xwDDdHgQkWZ6JEU2kxfEgThTjcNPHePGxkYQA1KWkUN5MRow+O6wvaGev58bfH8/fg+Iw2HhxDB+zBkLxvxJ2RMXMBYOVtPAB2fo9wAQQXp42T/KKSlKbJgbPucsPYrvwNENLMrNuAHz3JPKETeiXpbkJJHf09+ZsRJcUkJG0MaYnDBIg2YPsJx0YtzMW8o8o1BeQeDVA56x9uei7Kwz78A/urnDArI+jM9l4btcjNefT4DBe0Bsrcua/qWXzxVzTBnZzs6Orq+vw9DyPM+kjMfjONeVcjga3wGuuTeXE2bumCGY/HPoGiQc4F1SzA+luHzWy2qlVTdvzwKn2Q6ezfNHo1EQLqyFyzP2gi6wrt+AZa+A8fkFADAWSv8gRghCAFleGYFes6dxPp8Hw4y+Yz8hFyidA5gvl0/79nhHCJadnZ3ImDC2i4uLCI4BU7wvTrfdbms+f9qbfHh4qOvra81mMzWbTdXr9WhWSBaEZoWFQiHkw0k8B3HuU5hzX4/0n4N7lzPWxuWd+WX+sPceSKDXvgUkHQtrm5IO2GR8kpNu+CxOivjDH/6gZrOp3/3ud3HqS61WiyxHqqupTn2qC+CJHsxmT13CAanlcjmAEPNLdmY0GkUWD9xApnR7eztsBj4N3+W2t9FoRKDBfEM4OgBe53ukVRYGMhj/40EltgNQXa1WI3FBk+TpdKqbmxs9Pj7G2eS5XC56KgAoC4VCnLzAs/GhBDz4mXw+r3a7HQH07e1tNMNC1hiL769nLvFDyCZYwpuIsS7MxXw+V7fbjfPNDw8P1Wq1NBqN9MUXX8R+aBpfsiWIjCTJBOwX5ACfkZ5wlx9TxvtKK2Kf4E5SkDHoLUElBFGqc443PBEhZTHeOiI+1RmCmrRSift45ZGUrYDj79h5ZMrtE3vcCcIIZrFxP/XL3xHMin564gP9Yq2REU+YSdm+To7pPIj3dXDcSwUPe+PR49Qmgu2QH8crXm1APwuvFHSSAXx6fX2th4cHtVqtTDd+1hKinyZ8VB/N5/OISZzIInYCP6dJQIjJUqmkbrerm5ubaOZJAz/sC83x+B32BZsJPvJkEpWEYAuIlPn86YQAb3TLGmxtbUV/LWnVy4CK7Hw+HwSFxwbgBMeNYCS3S75tie8TI6ZJVycBK5WK5vN5+BXXVaoj8FEQDrncU2NVyA6IE+JNx19eOe8kNXEZTQqZR0jocrmso6Oj2LLgtpmYGFm+vb3V/v6+ms1mVCe4nv1YV6ZngCsLSsFgl8tlAGqUeHNzMwQkJQJ4GfaUMQlStrGbgzZnW6VV8I/j86aFZOwQOgSOgIB3ciDmASr3oWMzQb9n7xirj8ez75LiHfgMiu0Og/nwi7HAZLkRA3yjQE4GrAM9/HMGi98xH26MUlDt7K9nxpw5xyAwRs+muuP1+fEASVIoNgAsl8uFTPD8FEx75ot7+dgxQP4sl6cUHLr8ITs4Gt7H1401TjP+Lg/Iln+PMfj4UxngHunfnJRzIkJSdIkHHH5fY5EaHCcBYYsx0siH73dDJ+moCjBGrgFbGHavxvHA2I08csIaQxwxPvSVTICTTNgL3wuHDHtw6JksPkNQjh2hIsEJJAeD6JcTma7TDmJYT3dY6DbPJPDDwVFeSDDAvFMVMJ/P9fr16wzpyfN5f5ojAWB4JoC80+kEsJtMJqpWq5IUa8WeXwgf5MMzIZICSFH+h+MjiCCIxIl7QOZ6T7UI9sH1zYN0d/qpHXS7hu1JyQD0jdJQ5IJ18moSt6HYH56bBhupHrONTlr1sKD5US73tM+40Wjo8vJSo9FIv/nNb/Tu3Tv90z/9U4aMcj/k9//Ul+sN8+fbhM7OzjJgjoCTgB37nDahdGKc33mQ4Pbb39crfNyGOJnuWV7Ggvyjm6wp4BhSDlKs0+lEMAwIpJrg5uYmbF6j0YhKCWTD5eb8/Dz0wMfA32lo5sEPwH1ra0v9fj8CG2TQ1wBcRAOvUqmkWq2mZrOpcrmc0YdcLhddrpHb09PTAKetVisamt3d3en29jazDcJJBxracmQhGM9tJ9gLuwSmTBMxBEKO01zeHa+kRIDrNzLCtc43rtOhddjTMZ9n6Dwh4zbGA9k0Q8q6j0aj2I4Bhv0xwf5fclHx6HiGQBM7iczzO0mZz7rtXOeDfd5ZZ75PlltS+D8nAHmWP8MJIceTyBwZYPrkQJylASp4N5fLqVar6fT0NPqgQKyT4ISgL5fLUeLvPU74HQQj1TwQw9gBfBF/98Qm9+LvuVxO+/v7oTvoFqefzGazqOZaLpfhi5kX1/FCoaDRaKTJZJLBffj16XSqdrsdHfm9SSI4lUw6BC+9ZhiX23nf0snYqtVq2CjGj93BN3iydjqdql6vazgcajQaxfykfpottiSqrq6utFgsdHBwoFxudaIL29vApNyfe/FZ5iaXywUZSoyM/dre3tbx8XH0qUCuqFjY2NiI5Fmv19Pz58/1/Pnz+Oxfo2Ko6PuBCTolBQC/urrKHOVHMIhTlbIZeym7DxuA6yyLK7/vBfLMCYbFs9bOoDEWWFechDNRgFlvKoJx9hJ7nJO0yuYyFoA0FwYfYaRjNkG4B97L5VPDD3cQzpzh1NwJ8g68J8rghsrHg0P1oNyNoc8VQZikMDrMSZqJ41kwZoAksqy8B4xcapj9mU7QeFMx9ns7qE6zCA4OUG7P7vL+/h1/vpM6znKnQYGvr4MR5gTyi/sD6nk3Pu9jW0eQpZcz2+uCcidXyJBDBvxQF8/AQQ6HwwBe6JM394EJ5W+z2Uzdbjeyw+jEfP5UJogjc/DGvPr7YVfIKi2XS93c3MQRPN6NF0Pq1SW+rQCZcl1D7mDfITN96wiZNkp2nQDgvujtfD7PAO4UgCD7Dl69NM/XGAdEwDwej2OevYzN7aODUbKAvt0K20i3ZeYaAnRz86kTsjtpyCbsN30MvBERJY+Pj48ql8tqtVra29vTaDTS1dVVvJtnj5kLZJ215r+9zBSAkFbWICcOJrnnumAZGfbvpPpNF2oPerH7ng1AbllHB62unz5GLiqtnNDl+Zubm3r16pWklS/87W9/q6urK3311VdBpvkc8J4eKH+qi8yPkzOQ6bVaTZeXl3p8fNRgMAi/SnapWq3G2lIS3mg0IoMF8Em38fh2JGwvW4N87Shd9cyeVzpKiuALPfS9t9jt0WgUpbFksofDYZxVDYADNA8GgyDoFounslyygWzB8a0yzIGU3W6CvcTuAq739vaUyz1VFUJY4rux09ijNAGQJifQb2yw6wFlttjKXC6nFy9eRKYMHet0OhoOh6Fv/ExJYtbK5YAmasy5tKpywyaABbiwufQoSYk+D+DBq1z+9//Lx3NxGsW3VWimCQ7/b/dpbtN9fLnc6qQc7IB3c/+pX54oQl/QO6rQUl+GbDsm8nlMbXG6vo5BsYmQflS6gE0gwZ1wZS1J4Li/ZjzoPxiRLDprxpgh/J49exbd9glci8Wi9vb2wmc51mUM5+fn8TvIRrDMYrGIyqBGoxHvwlw79idrPR6PJT1lxL3q2uMP3p2EgaSoDiTI9q2VtVot/Hu3243j9mq1WuZ4P96Tqinwu5MGi8XqBCDm3AlBxubkKtslsPNUjrHuzKWkjG/w+MK36/JezNn29rYqlUp0+u92u2q32/FcGgHu7e2FXENYeEUXpE29Xlcul4vqKvwZ70c8VKlUdHJyEt8Hs3m8d39/r16vp1/96lc6Pj7W73//e0nrq5g+9VV0ZtXBCkK4v7+v+Xyu4XAYgwfk+VnWaSDMC7mCeebPgbn0cSktAoQx4J4Ek9IqK59mHsj0uYHxv7mxwuEyxnTPmbTqMcBceYbDsyb+2Zjg/yUZ0oAvZUQ9k/F/OR4Pst0oSisg5YCI8z9TBhsDmWZi/XMADScbvHFGLvdUbuOfcyMAkHKSwUuGWCcPnPyz/M5Lh5hTlJALZ8R7O7njgQdAhrn0fbkoKLLIeCk7p7S1VCppPB5rPB5H5gTjiuzCmvu6ryMD0itdc28w6dkrl6Xve/l9ptNpHP1C9/N8Ph+BMnOIQ6McmHJvWFjINAJSggE/V5uAANvj6+Jy7HqJzWEdfY+irx1MOWWCboxxSO5okFeOEiI752QeMgvAx5k5GHJbwRiZC8bl1R7YO96Lox1pPkT2iO7CZDEgL7755puQi2azGV1rcWyTySRKbbF/zFWxWNTBwUFkRZww8ZJqdJGeIvgDwAF7AwlmNjc3Y83JINI7gGAM+1WpVDQajSJYYk3wDe4XXJewnfz8NvCfBswp+OQ9fLsTRBClfE72+BpzP9ch1yUAA/uwq9Vq5sQIgqVSqaRnz56pVCqp1+upXq/rd7/7nS4vLzNBEu/9Y5AAXOiFy7sHk69fv46Scog15AsZ8nJwJ/QgphaLVZkqtgYf4eeMU03ihAxkjZQNBF3//JkEFcg8QS6+lKCgVCqpUqnEMxkX/oASz263G2tJxo9ExHg8zpDd6DA4Kj0GVFqR+w5KPeB0IC9JBwcHmfckeTEYDDQej9Vut2PvLPtZIeceHh50fX2tx8fH6CMgKcB+s9mM406x/14KfHt7G/POujv2w45QGUFwR3WEB5iu557ldH3GVvq1DgM4ecb3uEdqH7BHBIl8l8+AV5h/12/Gznun9iklB3lf5Buf+VO+3FeBbSDMPRiXVokY9NKrchyLS6v5daLc7Tqf822Yvl3Fg0gnB6VVJReYicu3JkOeQ3SS2aX8m7XGDz08POjdu3cqFArRNZ797STIwK3otScBwSLMHbiI6gJK1r2iEb8hrRqNgs8gRsiIOzHOs7a3t2OOeCdiL2wceA1CYHNzM2wHATZ2Z7FYxAlCbAW7v79XpVIJIhQbPp/Po6qJ9U4xOskRSI75fJ5pmuxHuCIn+GcIKfAxdpMkBRUl6GWhUIijFmmI2+/3Va/Xg8Aol8saDodR+cXpD2x7opoAn8VJK9gNxkhDys3NTe3v7+vu7i7mgm3vHr+xhvV6XXt7e5mYLbVln/IqejMtFhFngyHnb5SPYcgpA/NFdtYNQfbgKmX+nCBg0Tyo9YZdHjD7s1L2yDN0nilGMHFS/PTMuz9HWjkLsqMwbgR8KBbBp5MCkjJZUWkFdpk3Z5TTDBBAIWVb3ekyb9yb7/KTLK2vhz8P4OFdYFkzwBiyQFDlY6pUKpl346eTF2Q+PBBzYAdYZG7cKafjcSNPMIgs8j5eKoRBTzMRrF3KCLuzIhhC7mezWWSByAhjpL3x3Drg8X8RASnY8UADGQY8VyoVlctlXV9ff+v9/pzLx+WVGIA7P+caYy8psn/IKCXig8EgStMAjl4+yPcB1GnlRlpN0Wq1wjE6UK9Wq6pWq2q320EKOoni5KS0KmN3cjAtaZcUAbQ3KHP9wsnu7e2F7qRgx8GJV1t5lhqZw1ayXxkH7IEu65ESDWRacUKQU9VqVZVKJb7HvkaABN3D0ZVqtaparabFYtUIkuc7aGdP5NHRUZAN9/f3+uKLL1QsFvXzn/88zi7n3Q8PDyMbjLPGzuNUOesYwgGZcVKQeZM+PiZwnW45kZt+zglwD1KQR2wEY2ZNv43wScfiz/L1x/YRMD4+PkbfByrxLi4uIkj+7LPP9Pvf/z4DqH7sy2X37u4uGuZhGyAIvfGd+078hR8RyH1pPEmGiW0RlFHjj9hi4uQac083a+YcXZBWARjHB1KlSPUS2AYyzfWTC/+KTgASafDY6XR0c3MTFZQvX74MQq7b7arb7WayoQQvBCAbGxtxJrikkHsaNZ6dnYWdwEYxl2wx4u+Qlx50v3//XuVyORo8lstl7e/vZ3R7c3MzjhC7vLzUhw8fIkCg/wBAnKDJCUKCd/wVvhX84USvB0hO3rrvZ90oofYrDSpTf50mTdZ9l/+WVsG+tPJNfg/m2pM62CqvMHRb5cQB9/EEET6MoOr/h4t3Qx7K5XJUg6XXuvl32+l23HU1/SetGo2Cg/DjPs/gOE9KeRDtsY1XQUMugC0gCdy+EAxeXFzo8fFRrVYrjhG8vb3Vhw8f1Gq1VKvVMnpHsI9egD2JVxgv85CeCpbL5T4qL8efs90E28o/cDTYC5vM/0M2UB3AZyVFsuvk5CT6A9CEGL3FJ2IP2SqIvoDx8QP8P8/17Zh+0lQul4tGs+5/mQfkxys4qHzEd9DMnK2V4LdWqxW+C18lKXPyAb2VPMGIfntPO99Ozrp4LIpeQ7igJxAOrLtvlUQm+/2+9vb2os+Av/uPdRWlbDCCwCEsGG6UybNzvIyU3dflTDbG3wEwRp8yDicEUEAWBsMAkEKxmChYVg/IPcPlDCb3cMPs2wfciPBO7uDIdCPAlE3zLsylj3ldZoqfsHjO7Dn4QjHc+bohLRQKYdxQWM9+SsqcfZsKVxrcoIxehlwqlTKEhoM9N/rMh7OyzKsrFWPHgKUBdFr2lDp45s4zwL5O/EM5nXTxDJFnrHxtXIaXy1XlAIEBjClsMBmmXC6nbrcbBsPXP3WMTsr45QEsY3Hju1gsVKlUVK/XI/h2Wf5LLuaYMTkx5qDLs1JUQtBsBT1bLBbhCDF6ODF/D2RHeip380wXtoHskcsV8g0gLRafmsOklSVpmXm6/5vf0UHbHS6VC9wvPQEFxhoGG7DIXKE76M9kMslkOtFVL+f3fdW53FMG2Z2GO1p3vpKCkHEbTYaWYB+7xZjp5Ivekx1At5lv5g/nx/tXKpU4kunq6iqcLBlSiCLuz5xLCvnI5XJRwozz9CZOgANvHuT2a50+fdvl+ueZx0Lh6ehKsgXu6NOGjf6sNLjz8awLNuh2DAHAugNGIJYddL548UKvXr3S+/fvA6y63vxYF0E59gcdQ8cJZtwHO+BHntymcbH2m5ubkV1KyTc/R5z5BkhKisw7V+oreB76ANZYLBZRCu8VYZ6xobkmuIN3pQJnuVxGk0e2FHA/b1BFgJI2+kQGCOrBPNgXD4QJ9rEbzM/bt29Dp5bLZQRr2LRmsxlVLxDavV4vU0Zcq9VULpf18PCgXq+nbrcbPt87o0N88Bzk1rdhgr2QCU5zwS9Kq4pOcBWf9cSN2zgP/JAbPsOcu43wjOC6Khq3B26b1pGLJLyQkbQ8OR0rY/DPokeMl62rVIL9lC/enzl23Mp+cf653krZDLDjGceJvpbgfceUftqV64vjOb7nFbuOVx0LIg/YW8gCxwuQCxsbG5mTIdy2b25uql6vq9frZSoifN7u7+8j2MZH48OLxdWpSx53UYnDViVwAfOJPeEYwsPDw7AV2MrUZjMf2BcwA2vlcl8qleKeNC0k+L69vY1Am6QJZKvrNEQAc8XnqWhgDBAxkMVeIcicsy3EE6jMhWNK72PB+/J7fMdisYg+CeBYqhdJehYKBR0cHGTiGN+iSmUYlV/gFCfKIJ9JbNCHyZOQkoLAWC6fTpM4OjrSixcv9Pbt249ikx/jip4BKRh3Fp4SGEpWPRhGcFEWzwC6AZey+4lQdpgnwCx/B5gCpHHKlAiz4ASZBM/p/SVljLWz2DC/zAHv7/sL0275sNUYIGlVeg7gd/BMYzUvt/f/946bzuB5lkreqapMAAAgAElEQVRSxlgRTBeLxSivSd8PQ9zv9z8CsE7I+D5LAMPd3V0IsjNfy+Uyw57xXGfHvfrCM14EbSgSiuZzgVHDiHOtYwlZE7q7ElA44EyDXAfe3N/XMSUCJMWxfjs7O2GYB4NBsK7sq5IUxhLQjG6kwUpKAjjRw/q40yVwXSwWUY7q5W/f5/KAL81sSE/niBPUIXMeqFImTnAJCwr4piELYBE9h81l3XDaVLLQN4Cyae9wy72RSc9Q+Vqy7mTEsSeMhcyiBwHoPzZHUjS0wakxD4VCITICaUYLmW632/EsaWUXmQcvFaU8jVLibrcbAYHrKoByOp3q7du3cU4twGM8HqvX68WxR5VKRQcHB5EJQc6c0KU8jgAIJ/vy5ctg9pk/QAxBEt3TS6XSRz0C0AdJAQh8DzoVFrlcLioP2Br28PCgq6urj7JFrjdp5pDfexDI/3vAwRoyLsgASjlTP+LP97+h3667/lm200Ecu618eHjQN998o1evXunu7k7X19dx1vByudTJyUnMD/qWEhOpLfmhL4Ad4IYmT769jqZ6BDYEtmT5AXZkYZiXbrerfr8fe/EpjadSx8l7/uF/8C9eLZbOPf6d7zhBQDVcug1ka2sr9v9DPGKTkGUnAU9PTwNI0vm7VCrp4OBA9XpdzWZTo9Eo/ga55ccs4vNyuVxkXPEdftSYB9DePBAyYjAYaDKZqNVqhV7v7OzE8yqVStjbra0ttVotzedztVqtALHYVXQC20GjMv4mKZNpZfysB+/38uVLDQYDdbvdIBHAGoBxx1dO2kFcrqsa8H+eaEptxDoygCsN/HmuYwKCYXwy8uNkqVc6eADslbP83svDP7Xu/hAXhDL6483dkCuwiSd7+A64mt+zRvhMaWWvHVc6bgMjsrUGrOxVwfhGx6Hz+TyCTbf3rDvBZkoWeENe9IdnTKdTdbtdFYvFaD6LvqIXYE1K4HkX/DFjYcsFOnlzc6NOpxN+dTAYqNPpRBxCEoieP/gm4gYwgQfrkCSSgsj30wcg/JbLpUajkWazWfSlAp9BGuZyuSA0aQiPf2BNIAc8niKJxiks9Xo9SHK2UoFdsLHcF5ucVvvys1wuh1yAIRl/Pp8PTEV1JNUEPn9UZXIKFn2SSASVy+XoF8E7j0YjdTqdwKNgdZomgn+oRCNGIZHF33mP4XColy9fhp1NyaUf4ypimJ1xoTkGDvPx8ek4HYLE5XIZe2URRF4W48yC7uzsZJghDCZsE0xWqVSKslF+T6mplGVbvbLAg2sCTTe0GAlpFYjgfGkegyFyUI/ASdlyPMYifcwkYxB9Xy7BBRlXxss8spc6n89n9qZwT4IPDJ9nSim1ZH6d9cQg0sBHWrFtzMvW1tM55eVyWc1mM8qLUUgCBwLgXq8X+1koR/Z9gy4DOHbIFjIIgEFn8+i4TdYChtL3X3JeKGtGRpMOqARm0+k0GFW+7wACw8L+SIyOZ149cCOwIQAm81kqlSJI56g0P4aE76RAdR0AcTlC7pg/GqBggDCelNd+3wvAQmCFU2y1Wur1esHM8v68GwQge6CRZRwQ8w2JAvniFUMY8PTIG0iwSqUSTq7T6UTVULFYDAcAcOcZTqRgPwiwpadMOkfNAHhpIseYndjzc+p5Z2wTW0MACaw37+MkJs4XOfaKInozcFTa3d1dBNd8Bv33ypdc7qmKgD4uZBtw3hAS2CQy3pBzvDN9G7BrECeMe3t7Wzc3N7q4uIgsQLFYjO0AjBVbeXp6quFwqLdv38Zz0QcCAObBs/R0IaaMG6LB/RPvxbM8o4T9dR/j2UZ0Cj+wtbUVxyJ6VQhklusGdt+zQGnWGzBGMIxNczKVva57e3s6PDzUeDzW1dVV9CNhLnK5p34Dv/71r/WP//iPUUYvKUDUjxFMENB//vnnOjg4CBDkVRvYxIeHhziaTlLYKfdnrANgjX/4SoAwNpomrZDTyI8T2r6lxAlsSnx5D3wKNg6wy3M9a7mxsREgHxuGTYE0m06nkfVhPavVatiAra0tvX79Or7bbrf19ddfR7lxuVyOCgHkBFyA7vKe9/f3UR5cKBSimod5xE5XKpUgKrAT0tN2q+Pj4wDm2Az8Mj7v5OREhUJBV1dXGg6H2t3djbPSX7x4ocPDQ/X7fXW73Wi6KCnG64RroVDQV199Ff0kcrnVtgGIH9/C5HrryRrHYutk3skA3ttxYIrTpOypAH/qWkc6eDUmz5WUqYLFJiI3fNarbX37BOPiO57M+GtdYOd1RBs+gvdFjj1549UTzIPb4DQzj+zSs4jvecNPbAD/7Qkw1sVxhlc6+okn9/f3arfbQcCRhGOtKd9uNptBmOE3mAPwLZU7zA+JEPwymKPT6cQJa81mM7ON7OHhQVtbW7q9vVWn01Gv1wt8vbe3F0R1tVrV4+Ojer2eJpNJ+NFKpRJxG42/nSzJ5/Oxzbter6vRaGi5XEZjQScdd3Z2dHBwEH6ZhntgKe7X7/f1zTffaDKZ6Pnz51FhnPaUw6aBYRi3k4AE68QenNzAVhQwP9URyJe02s5FgoP1HgwG2tvby2ypqFQqYbuYk8lkkqlOK5VKceQq74xcuC2ZzWb65ptvdHt7q5/97GehK/l8Po7W9aQpmJHk5+bmpnq9XmDs/f19PX/+XP/1X/8V/glZ859cP6R9KLrhRrlw1m7oWGDPfm9srI5bA0BJ2aYrlABj7Jzd4WXWZa75h7F0ksBBnpMFzv47gHOQwN/IbPlPBNKzis4su+Pw+zM2N/oOXhEEfwaXH9vCPT3oB/h4dsuVi/thiJ0IQKn9M9zHy548cOMdmH8/c75arWo4HEYwQyDkTgJF91IaSQF0YAH9THOvGMCoO+sLS0kQyLy7PPIdmF4P4lzekBl3FIA/l2WvcAGkMAbmMpfL6fLyUvV6PVP9AFvoVQZ/Crj7Z1y2CA68aRWMvIOQv/RyNj4NqjH6aeaGuYbRZD3JfmLQnTTkfdBRHDZZegcDvO94PI5glAobwATVCsgD+pbqKM7P95pB/EC8kd3i/dzBEEx4JtI/i7PAybm9ZF5ZW2wZ8rax8dSgFUclKeaLQByiysuxkc/ZbBbBCIFXs9lUsVjUcDhUr9cLEpZAgkwPjhqyEb3EdkN00cwQ2z4ej/Xll1/GvNF5mKPMPCvsJYjIL8G+9FS1NBwOM/NOKTPzDZmcBgsEc95vANCDbqPfXjUGcIQMcuLWfZJnInmH1P66vjrb72DESQh8Ac+WFMEQGfFKpZIhFQ8PD3V8fKx3797F2Pjuj1EZUCwWA7TOZrOwucViMXO8FmBYUoCcvb29+M5oNAqbjGz7PtfU92E7XJ840osAFplnrfFDkAeQ3WTSId08y+TbnNj+UiqVMmW2Xo7c6XT04cOHIAnIwM3n8wjQGW+v14smhNVqVfv7+zo8PAx9XywW6vV6Gg6HGT3wjGm1Wg0dpazcq9rwz5SyAr7JfjkmkrIVU1QWQuDc3t5qOBxqMplETxYCrHa7rZubGzWbTT179kz5fD4q5EhisLaLxSIIAGwv/pL3YxzY4jRTDg5E5/gd741++TailFTHDrh8cZ/vCqL5HOPwcaU2Q1oFzcgLz3d8y+Vrzf38fX8Kl+sf7+VkeUrqSSssAWbC/qbVsb5uHryjW6VSKdNEj8vHwdgYn5Q9ncZPxmE8bF2bzWbq9/sZjOFJjfv7ezWbzfCVfqIJTdTZsuSVecXiUx+e4+NjSYrEhScGb25uYssp/7xCATsIVmUMTnyQ0Sf4x/dRTe1JLDL+4LnhcBjkg5Q9Vtxtule80PyQLYcQD/Ruur6+joQZeA0ZorcYxCvYj0pAKhQIorFxJG9YEz8KEUxXLpfDDnmy07El/nVjY3UMINjCq5Wl1XbQnZ2d2Baxu7sbZAH4fm9vT+12O06PwfawFQH/xxpij7Ef9DHAtz48PKjRaEQVAjHIj3UVCcQAYRhnlJgtAm7MMGBeoumBqVcH+H7z1GBKyhgTvuNKgXOBcfWgOg2aPKuKEDsziXDyDAI7dxxewso4+M46AIgQudNgTG7s/NnusDw48rlzRpb587lzx4HjQQHcOFOaJCkMjjtLgg1Yeu4P+CBDQ7YTY+p7x/1dGYszgrwb5MBkMsmQAhATqaOcTCaRzWGuuTfMLVUMGAIvs8Yw+HwBHlx2UFaAi7P+fJbgjeeiI3QJrVar2tjYCHBJIOLMns+7v6f/txMIUhb4wJLSnZ0mVt/nQucY73w+DyeBoWIbjZNJnqEG3BF4UlpGRtnfE/nAocGIci9k2MsR6Sgurfb/A3z96E/G5s9znUL/PLOP/LuNQkcgRfxKs00AAuwMRpx7eBMdLzfFqSITgHkCQ+R3e3s7gL2DLADQeDyOcmRKDiHgGo2GPnz48BHQZjsQOgPI8WZgAFn2RDL2yWSifr8f26U4eYI5397e1mQyiYZlDw8Pajabwejn8/nIQhDkMK8EJGxFoAs6tj0F5gSVkAeQHPl8Pu7POpJBQr5YG2QaPUj9j5OcLsN+IXcAHWwfIAen7vLJsw8PD6ODMHqTy+V0c3Oj3d1dHR8f6xe/+IWurq6iiszLcZ1Y/hQXAfl8Plen09HFxUWUprfb7Ywdh8BwQhxcwTxLq+ahy+UyQCNBN3gAmwPpg1zio+gGjr2B5GLtPFhIgwQvM3YQznghiMAcVC8dHBxoc3MzdIAKHrbWNRqNqGjBrvB9go18/qnykioQTtmgYgQ8htwCkPGD6NzW1laUyHqvC7ZtUfLPT8dIyIzPD34On4p+cZoUJ8Y4AYH9Q6a9IgYbi5yCJ8mK8Vx8qid98AWeJU9xlQePaVLDfS329tuuPxV4My/YdL/nOkLAMXIK6B3j8n38hmOST03w/TmX6w4+wMuYsateyo0/l1ZHWKdkqBOrkMdgCq/iSZNpHgfwWZcZ7uVYBVlknMgwCQ8wLsEye/epvuJd2C6KfhM3YUOwe4yBbVUQm+iVb0Nw+cM+eHUS/pEkiaQg/7a3t/XmzZsgA2hKyX3AuwTNfNcrOQlWsfFecs9JBN4fgIvA+ujoKGK06+tr5fN5HR4eRlDPMXyMebFYRLVPofDUO6Df72u5fOq/wra40WgUZBk+wbv0g0VYS449ZiuWEz8kM9BfYjZstccK9DNCdqlWXywWga+Gw2Ec2ezbPSCDfWtbqVSKqtd2u53Bomyv2NzcjK12z5490/HxcVQ9/xAJv+96FRFohMmVFcBI6QWOCYeVGmiElZ9cqTEHOEnKBKD8jYn0YCPdG5oaTmdknbmlhDcdixMQ0qqBoAewMGTp7/zZGPvUETgo8QDex+zf4x14FmNxcOVz7IYTJ+8lQYA0hNuDnJSdBZwxVpQQQ4uyIfysG6yiZ/aZW94f4A0QwCgCfAG/GGXuB1jmjNDZbBYZDIw3Y4XEAejxXIJxDDUAzZvQOHuJkXTSh/EA8r1CRnoCVM4eOinlAMflP5XjNJj1LITLCdkxmrMRqH/fyytZCOoB6jDuAH7mjAaCyJ+02p/t74FNwSGzHgAhMvXsEwcYUmI5HA4zusUakXGk/M7JNF879NdBI/NJdoB/AGr0xAEga8p31+kUc+ksMwEINs/JuGKxqHa7rXw+r1arFf0WkM3JZKJGoxGBhNsx9JeAY7lc6ubmJnoFUKnizp/S/Pl8HsEUY6TygLX0Cg1AFPrGz62trUzTHwcdEB7j8Tj2KdJf4fz8PAidVquVkRnfi+pEIfYIxw1YgXxgzh10Sso0vgNgUnHlVQEO8Bl/Sta6rjrRyz8ns/zeHvx4JhCS4ujoKIjFxWIR/RsODg40m8302Wef6csvv/yomeWnJgIkhc5DHGHfATHYXmQHfUamaHrnwJbg15uJ4vvRQ2w1AB2fRrbF58BtrFcPAfZ9zzDr4s9iXN1uV19//XVk0SgfBqjV63Xt7Ozo+fPnKhaLGgwG0Wl/NBpF8A3g5P85gQG/9Pz5c52engaZsVwu41hCJ5Wwregk/40NJWDwChfIAMjqwWCQeU/HCGw3wJ9IT/aWo65YdwhGSmvpIs6WQk4xwJ6mxKVXOvqVy+UiWJRWjds8QZP6E0lrcdW3+Vnsf0oUfNeA2+/PGoBNfWwO2lNyICUMpJXP9WTXT/Hi3dzeuc303hWQAWxrAXtyD7C++2mvEOB5kHtgRJ8/bL1nsdfJhZfy89OxIvJYr9clrdaV4BJ98YokytSJh/At0+k0enZ4TwPf0uS9VohrwDheRYfeUWWHPrDlFfKFSgECfk9kglclxWfA6IwZfE4yABzuOkyAjHzyPuBD5qpWq0WFYxpPebxHJcNiscgc5Yh/Bv+RAGHunYzhPUlEsk3DdQhfzruxBthLJ5bBWh6bID/YNd652+0GGcAY8vl8bLdgHuv1esRC1Wo13oct0O4L2Xoxn88zSRyOXP4xryKBMwIKa+OAn/+HXUMAcfo4GWnFPEmrxirO0vEsaRXgeODjwaoDnzRL76WkXG7o+YexRfnTDBCLjYHw/gcO6NaxzpKCOXJSwokADxycreafkyG8F8772wiIdL7ciTqzioJ7kI8T4/0wSB7AsNZ8FllwZpx/KLiviztKGESvdHDDPBqNMmXmyBHghPPTATnpedZ8N3U0rDcBCoGzkzzb29uxF93HSYmUy4Cz4R6gkKnBQFYqlSivQtHTzFgaSLj8Mj4PqtBNAnWysilB9pderBNjQ7d8nyNZWM8AADaLxWI4BUq5IEgajUYECDROcqbfZdMNvDfTxJF5sAXjnRIQXOuyt65X/N1LydxGSE9OGrvggbDrH8DBAwwP/AlGkBfehzUGaOPkKLem5wBEDI473ZO5u7ur6XSq8/PzGB9ApN1uB3BZLpdx5j1y2mg0tFgsojOxd09HpyRFsIAetFqt0LfhcKh+vx+AZXd3V/V6XUdHR2o2m/rDH/4QxDJzUSw+NQ+q1+uq1Wox1zhFgolisaiDg4MYG7bRs44eYGD/fD2lVUbHe6BQneBy4vbR/YfLaEoip2QAf2c87i8AJO6DyMKkwclk8nTCwfn5uX75y1/qs88+i6PqpNWxRJ/6Wi6Xurq60rt370JvvQoLu8T4vdLDASfBMrYEGWMNuIcH65Tu83d8K3bQ93k6gcf6Ig+UAXtwmc439pr9s/hTdJQtMbVaLUqA2UMMwGacBLnYfnwk7zcajXR+fh4+kbLaXG61BYQtP8gpc+LVIYBHMJbbxHVBKAEIPtPJCMg7msCyLfD8/DwCHS/5bzQaajabcSQpcw1h6VjGyVTsOrKFXV8nd+jUukB+3T/3K7yzB0OOKz2A/C46kMoN74SMuDw5mY9MuM1225GS/j+1y3U2TQSCXyH+vOJGUpAFrvPICDYcm+v6jY25v78PAtmDRYgAPud/c9KfRBRBqVd2ekUvWAaZZT3xm7PZU58QfCk91ajUYW8/OIe/EVR70z7IAq+YoiqC8dBPgKw5xN5yuVS/34/KJLZBYKOkFSGPPnujQGwVgXg+n4/KS8rxsVXERP1+P5Mowz57BRvvRFAMMUR5vydIGAsYkWpab6SIb2AL4P39ffQwmM1m6nQ60e+kWCwGrsS+UPWBDLCOnvUH47MdHtKUnkiQz/Qh63Q6ev/+fdj2xWKhfr+vfr8fcwFOKZfLmkwmarfbkdAEPzO/JEfB2Kzdw8ODSqWS6vW6zs/Pf1RdL3pgBxBMM5sEbZw76aVAnjl3xcZo+DE3Xi7phiA1kM7ysk3By6UxKABG/15quLmvB5ppUOaERRqcu6PywJ5/jM9BOu+PQqYsN/ONEZCyQbJ/34kTD0QwsO50MdJkFRF4sggeTJEV9H2FvCsKn8vlMg0CfW35b0oHMQA4Dc+MeAVAuv4QTighQboDJAzGyclJGBLGgBMig4WBZS0cVJBhJWjZ2trShw8fMqQF/zwI93nx4JP59ioOaXV2K4DWA8BUFhgjv3N9QE4Yh6QoTUP2+v3+99H/j7IayCLzDDkGCCTzhSxiIygpI9ArFotR5o5B9i0FzHNags68QDpUq9XYX8dcIWOFQiEaU63TD+ZLWmXo0Q0vzwQQuN4zDymhxxi4YNL9Qh5Yd+7FM12nPeCu1Wqhs+wj49x5vpeSDQRfyEe6LuzhI/OI0wWclEql2K/shCLvTnaGLCxjx668ePHioyZKzWZT29vb2t/f19HRkb755htdXV1FM7jj42NtbGwEEQCg8M7Lvkev2+1mSqmRH2QsBdq+TjT3pLkTJYPe7M/9AD/TtU51kssrw9KgY13wkN5jPp/H+81mT2cTQ9I8Pj7qw4cPevnypU5PT3V2dhbVAz/WNR6PdXZ2prdv30aZp6RMLw3WAN/iWbZ2ux09L8ho+xYkxx7INnYT+Wbt8QVOXJKtkRQ2g2oEJyTwN/zOt5j4NiXK4vFf7XY7GogRRECEVCqVAOv4D9cT7JiUtamSMgERBBgVCIVCIVNJxZxDGHolFrIKqMWWpcFvGnAiizc3N1Fx0Wg0tLe3Fz4F8u7s7CyDZ1z+X758qevra11dXWk6ncaJIMViMbYreMUg38eeOdkqZQNkxyReUZMG0KnNT3WN+6Z6kxJC6y63Lf581vTb7ue4w/2838s/91MlBBiz+0ZP1O3s7MQeafTIcdZgMMj4UeylEzzIFvqDvi4Wi/AZniwCn0mr0w6w44yP9QdTcLkPzefzEWjSxJp39QtbPB6P43Qs8KlXAhE/gC/n83mc2AGpJylzugz64Nh1Pp/HVlDwAdtPt7a24mSSwWAQxJq0Oo6ca3NzM8bnmCKt4HVdwQ6T1KG5nX8frOCBPpl/9IOEBj1IwGFO+EDYclIVegBxy/PYpsVc3t3dRdxBvxLigGq1GkE+voZ5J+niwT7rwHuAYyGUWZd2u63z83Pt7Ozo9PQ0+reQzPRqGK9kpskylcWQW2xpwL9JCqKqVCppf38/qhp+rKsorY7TIzjzRZMUC4Dj8PMxcdpStuuqKyWL4sFrWtq5jgwgaGRBUoCWAmxnw/nnzIuzm3yfLADKzO95j3R8rjQAgHVBQlrdwDsxTubNDZeDSZ5FoEpg4aUwfIfxsVfIM1ewdl7CBRmAYfFtBoAlZ+W5cFxuUEajUTDCZB1QtFwup0qlklkLJ21QTDLCgHzIAwL4h4cH1et1FQoFNRqNUPDp9KlJk5MQyLIzxBg8HyMGnoDH14V59cCL6gjfewRriQw8PDxoOByqUqnEPLP2Xh7OuqYy43PM7ylHYw3dKdGw6/teHtAul6vtAV5Sxvr5fjfWh7VgvOi6E3kAS9964EQJ6438OuiWFBmItBognTtky4lBz16iW8hiSgo4aeC6zTr6GvG+2Ip060kul8vYUxwbmTsyF6XS09m+MN+AKq8a4J7oMDJEfwfWEKJod3c39t/haCEF0BOXUTIPEKM8fzgcajqdxhGa9/f3ur6+1vb2tlqtVlTCuI0H5OMYT09PVSqVor8GwYL01DWarsu8Iw3oSqVSHPkHWYue4/ApI+RvkCOAL06k8GDJAUkaXACSXB6QHf+9E7f+XXTDyQC+58DXySeqiqSnIHtnZ0e1Wi2aPF1dXenFixd69uyZ3rx5E6Djx7jQZ9/DSwYml8tFDxjWh/fl8maCHpy5P5Q+Lq2WnvRsMBiEH0XuIR02NjYiCOG5AD1vouUEu8u+Bx3+fWQAwAuhxpYUqmvI9KDjJBKQVxpCOY4iYKCiiOyRJwNms5mur6/V6/XCNqIv2FJJAcJ5V8gW7x3S6/Vibby6Eh3d29tTrVbTs2fPVK1W1e/39ebNm9hudHJyop2dHe3v72dOUQA7kRXl3bzKheCO+fdgxXXHcRdr49/xQH4dqcG8MM8uQ04wsc7r7vNtF7LgcpuO1fU7JQQci6S2xe2E6wbf/S5kxae+vNLHg0bWWlLINH7q4eEhSEHIMPCSY3bIXGm1bQKZllb43Kv1mCPHz04oOtGEbWH8/MS/gfP9M2SpPUHBs6nWAuOS4SfDi//3LbTgI7bZeOabOIrgmt5AHMOHf3Ycm8/nw3bgo/1irPyt0+nEOoKxsBFgdHwtvoiTS6heAA9BTiyXyyAZaJzovpI1pipKWh3fCx6kepEKp3w+n6nKzuVygVWohAXbN5tNLZfL2MbOu04mq6bTlUolGqBKiqaEfjS3E8IQ0E5IYXshpTi94eDgILCOy4rHWfQrANvwHu5nIJTev38fa7RYLKIK4ofoCfbnXEUP5FC+xWIRL+nAmwWjNJVSHi8xZ4K83AegjJByPzJU65jSdaCeAMSDPw/cPPjGcCFwHoA76+zjc7Cfgu6UgHAB8IoKvoMxotSFDIqXWKWOhM/978LE+NxBMn/+bN7XSR3e27MIXobD2ZqAHycknAhh/wvfBZRhFLx6BFnwZiwcDUYJjJTNYubz+WCWCUhpiAKYHw6HqtVq0fADxZ/P5wG2cAKemZIUwSuZq3K5rEKhoH6/r06nE6WqACnWEYPE+7J+s9mqgQlZG4ItbzpDKRnv6wQN6+WXkwMOWDY2NiIrJq2OQsSQfN/Lx+Hsdj6fD6eE4wLYOLhhT78HWB6w42gwnjChKTPNT+aSTPFwOIxsE5k1mlbhoLggyzzrhh1LSUNpPUnjNoT183VJ7ZNnrnAkaeDBPPN7ZI0L/UaHPMM2GAwisAYIeDMhjmDC0fpe++l0ql//+te6urrS+fm5ZrOZms2mjo+P44zk8Xgcx4RCCHD6AFtSKNfc29vT4+PTMaMQdO12O8r9YPLRgdvbW93f3+vZs2f6+c9/rvfv3+vDhw+SVsAKB4tzxJbf3t6q3+/r+vpa4/E47KA3k6MMEnBHwLpYLOLMdWTZ7Ro+isqldUBcWhE4yIeTwm6vWQsCuZQMcN12X8lYCA6xe5RucqZxr9fTZ599pmazGfYKIjWtSvmhL/wjz6I0lfnY39+PI099zlgTTlhhHgDoHuClNs+BJbLhzW8JIJbLpV68eBFH5a0LsLCR7t8khaVy6mUAACAASURBVP/AHywWi8j0AD5p/jQajdTtdkPGIaur1aqePXumfr8fpDvBBvrH87AP2IBerxcNovL5p94G9Xo99hYDIj0YQtawee4zkS18LoTNq1evwh57Rg/7e3x8rGazGaSZv2Mulwtye29vT5eXlxl5yOVyOjs7i60Fk8lT47VOpxNjBcy6LiD3XsHg/kBaEWtcHhi7Dnpm0/9xQdw4GeD6/acuD+AlZcgrx4iO4XycKVHgvoY1XUdQ/BSIACnbQDD182x58cQEvgp7TcM9f08nbtwGuBz4nKNT/B7f6nYCXfcS8dlsFsfT4XPRPyfHGC9VY/i6FOtPJhN1u92odKpUKpIUTTE95gFHdjod1et11et1bWxsxBHt6FDaJJEkFbgKOwLeA8eSTWfbmOuPV0+RNQc/0HiU8YBxmEtPAuGTmR/iOvAxxxd641B8NL4V4pZ5vr+/z2zJIIAfj8fa399XPp/Xzc2Nlsunqj5wCfNCRWGhUAj7SDNFtjJhv+v1ejQpxg5QcQgOq9fr4U9dT4lXqWzHfpBw4SS0SqUSQb4nZYizPLFGLOIVIrVaTe/evYtnIsc0JP8xryJCwDEXsN35fD5KHBCexWIR7DjNGSgrmc/nwYiRbaJkKDX4ZAtSVk5a7fEAhDKxksLZUl6CoUHIWSwAHMaHfTVOJDhghyHjOb7HBKbSS53diGOIPEDyrIcH+CgfhowxOZnhwAnnnoIc7odAOzhmbM7g+rPICEwmEw0Gg3hXlJgSL5SUAGEdey0p9kR5uYs3f5MUhovGWF45gBJ5FQLGH0BJdrDRaMR5rwQsd3d3YeDIPqVNCglieeflcpk5+xjnBCkAENra2op3wsg6sIdVJbNHg8XpdKrr62vNZrM4oqlUKunDhw9xFEuhUAhjmgaaDg5okoZ80nm03+9HSXGn04nA2wOS75r94HmAbgAPzaU8QPaSKN4bAoYxopM4fBpSIfvIJ2CBn5CSi8XqaCrIFu7nJcDL5VLn5+dR8o79IGPMvjovG/OAIJ/PR1MXss2bm5th61zf0kof1p/3dp2GeGBunKDgGX5R/dHr9TJ6i04eHR0pn8/r+vpanU5H9/f3cQQdDgPyA8cL+fbll18GS81xg6wLGQb0U3oq+zw+Plav19O7d+/COWMP2BtIMyVJGgwGsQf6xYsXajQaur29VbvdVqVSieZrjUZD8/k8gqfF4qnBDjpcq9WiNB42nW72Xk3G/LOv2dcW31Cv1/Xy5cvoC0I5OWtJOTmg1olNqn+wg4BM7KfvWUVPWX8CKebf90TjGx14lUqlsGXIOGQZ/mIwGOif//mf9fnnn+tv/uZv9A//8A8Z24TN5MJG/xABRbH4dHwU9gZdIuClrJ0j/ryKA73iXQC3ZNK3trZUqVQCXLO2nu3Gf1IN4T6Ui2DVbRFH5nEv9Ivs33Q6jQaABMKOG2i2+fr166h+4f5k5judTmSP6D3U7/f1+Ljq7o/uQEw2m03t7u6GzF9cXARh6VUv1WpVv/jFL4IMG41GUbrLWoDTmEsvK4aIg7jguCrmEZ+J3BNocSoJzSo3Nzd1dXWlbrcbvQaoVDs+Po7n0DeH7xBAoGNuTz0gBl9hMz2484CR7zmGQzbd13mWkKqotCrAx+NkEX9z3IZdTIPhtFrA7+/Z6dFoFHYBvOOVqfgL7AVyw2f/2heY3XsvYDvJbNM7zINoEj8EP4VCIc6gx7ZDfJFYZM2k1dwwX475wQx8F/zsjQGRPxKb+DpJUc0DyezBPv51f38/9ot7Bh6Smy3TGxsbge98uxFxxdXVVSRvfDsCwS1ZahIm2Iz5fB6EAM3rCoWCKpWKarVaBOoc7+3JOvShUCiEbYVUZa5ZD5IH5XJZkkKPnSihZ5dn3tGL4XAYNpEm4KwXOnN3dxcVUHt7e2EzOAYZP/L+/fsgOkjYsV6+XUxSvBfbVNhKgP1EHvBJ9XpdrVYrfo/vwdYhZ/RNwsedn5/rm2++0Xg8jgQfvWXAfgcHB1oul9HTrFarqdlsSlLEHBAc+FJIChKad3d3qtfrsdWiWq3qxYsXUU2Jz5AU8fEPfRWZXPZWElSilCgYhhHjgDCkAShBFwYXtszZQUC0Z/a9ORZG34MvhNszLzwnzbhCNuCUyBhK2T3SKKw3PPFyJQwBxp5ssb9PGvDzjDR4WJd9QmnWscbOjPrvfOzMHfPmQNnvhxNOxyMp44AgUnzNeGfW3LO5BMM4Owwdz4Eh9FI9SZk9OgR2TmAAqCVljkBjf06r1dLx8bGeP3+ur776StPp6jglDC3PoAGKzx2BGWCCtaL5CvPjGSiXs3Ttv81pY0wxmI1GIxzGYrGII0e4nxMgzIXPD2NgLX3LAuP6c68UdPiz0F//jAMiWFDG4iAdB4qTQsYYu2eHPGjwd+fECM/s4xAgCk9OTkKOyZQBWl+8eBF6zB4wty2w4qkdcl2hdI3PORD0LIXrrusfjfeYI3fa0oq8QOa94gjyFZANQUVnWqq5tre3dXh4GOxzv98Pmeh0Otrf34+yOc5mXywW0YQHZ1mv14PsBfCfnp7q6upKvV5PHz58ULPZjK06gCnAAU7z7/7u71Sr1aIZDmQyexgBI+VyOd5tNpsFgMTx93q9cI6AUdaS79ze3gaRxLsQLDD/u7u7ETRA/LHlx2XSwTmygE1D9nyLlGcQ3K+4jqRlsp7Vwj643EirSiICK8iynZ0dNRoNlcvlaAL1qS8C4Gq1GgEvlTmukx7I+17M+/v7mCd8MqQppamSMjbCK4moLPN/ZFqwL8wXmZqdnR0dHh6q1Wrp9vY2TqShqzO+JyUDPVtLYqTT6YStAiN5o0vIEGQEnOSkLt+hAoc9+ru7u9rf38+QSD6O5XKpo6Ojj7JKgHvmjL8xb9xnsVidCIWeMi4IC6/EcjIb+fbAIZ/Px9zf3d3p7du32t7ejnXAdxGoeMBOkCGtqh6ZM/QPX+J6ClnhGMhtcLpN0zET9oL/dx+GPHqmn8vxl6+jlO0Z4N/zMaSEvq8pv3M8yP//VAiAdZcnxbzaisoa+l3UarXIxpOpJbjDZrGnutfrhX30LYP4XrfJ0gqTLZfLDBHu8uBEv29dkFY2mjL9zc3NSHjyHeS/2+3GCWtkeEkIem8U5AwdRQbz+aeK18PDQ11eXuri4kK1Wk0HBwdqNpu6ubnRzc1N6L/rHLgEG8upQPROImahGgl/TSUwY5Oker2ufD4fW3mYV4J7sJVXPJHB92N9+Qy6A3HX6/VUrVYzJ015ph1/D8GNPQEXEeAiW+i9bwWTFH4H+8L9b25uIo6gUR/2g8SeV4RICsKBalPsp29F4JlnZ2eRQCT+8ZgLLEmygjiKqoa3b99qNBplkjAeO0AW0WPp+Pg4CEp6JvGdT30Vcb40rPASGvackoXZ2dmJLB+sE2U5BBGUoUmr/cduKD37Dshxdg+FcEPvzprgCeeBAjJZOCKAtQfbzjBjJBAa3gFjnJbueKCQBkxcDia8ogEj40FHeh+/3Dkg9J7RZC5xTC7ofN+dGXPlhsodj/+/g7qNjY1QXmcb3bkB8CnNyeVWxxH5/hvWmrE6geGO0JnhYnHVjA4ANBwOA9xVq1W9fv1ab9++jfNW6dxKmRJBAECH/VuSopza341xsDZePsTc8bdUQdc5c4LXSqUSDVDa7XZU3LhhJbhMySBfawdQ0qqRG59z+UmJsm+7fNyewXG5QbcchPH5NJgCKBMM+pwAGnHWlK95IOaZH9db35MF+w9ZQlk1rLP3g3BCgnny7UNpaZ07ZGyTr7dnslIiK72wpcydy7i0ypy4M4YxxqmwVQDCDRmGEPFqLNYEB97r9aI54fb2dlTXcILAYDDQ1dWV8vm8jo6OtL+/H3NL9nl/fz/KClutVjQZI6vJ+A4PD9VsNkN+Tk5O1Gq19OzZM5XLZV1eXmayPOibV/+g14VCIfRUUuzlfHh4CN3Y3t6O43cAZGTbCYjevXsX4AKQwposFovIJpDhBZz61gMICC/7Tm00WUjkmL9BoDuByPfJRlFhh+6nzZr8vkdHRzo+PtbXX3/9J/X6h7jcDtdqtchy5PP5TLdodJpsGTbFkwlOmBCoOYmNXqdz6MG+ZwEJTLEV+B4yRoBO72EyGAzU6/XC3kISUsVIwoHvQgYABqlccn/hVX2SosKJy0/2wTYBHgHxaSALuP3ss8+CmMCWUlYLoPftmgQM4/FYw+Ew5IiqKsbvwQdAHczk5DdkCllEsmtv3ryJAAebhs4wdrKOXvGQYhhkbF0wx1o4eSYp45fc9/EPWcHOu132KiDe1b/vgTpr6+N1HOYkdur7U2yVEggpgZH6++/it3/Mi0AT/XYsSyYWQh5ZpSLHMQLfJ2hM/b4HqmRE8ZvojFfBIdu+dYF1IUaRFHZaUoyPbaNgFTDMfD4P0hDSslwuR4UQyQaXZ5fHXG61956EEvaIHjwE+qwzyS62KfH9crmsRqORwQRerUD8hcyQpWc+8C3EQsRm0+nTsX2so+N0yHD6YXmCgvVijagi4F18KwEx0Hw+jwaIi8UibAm2F3KG+WfbiZfJM1bmGPvKaVZe6YDfJbYlQPfG21QbuP0FR21sPG3NHQwGur6+jqav3r+B71C1u1gsguBpNBqRWMfH0xeBKg58AFUJVEkwNiqINzdXx0v+OZj+L7mKvhcPp7JcLuNceQTby2wAcs4s46RxLAwahUKIMAoYX2fvEBxplaVncdOALZ0gDzIZJwLvQZIbFcaKMSEocPYPMiEN3FkQzy66geS/vefCuqAf8OlEhZMMDj79Hp5ZZP6YO1dsKZsx9t8zznVlb8y1By7MnY9xe3s7s26AD+aYMkHfP0M2xwkS1ot1gYRAZjC8s9lMw+EwGFFvunZ5eambm5vIakqrc1Yx6pJiX64H0rwv7+UOyZ19OkcONHgPX0tpdQKAl1+hG8xxPr/arsI9nHxy+WKNyXTxrqls/iVXKoc4U94TeYHocfDmY0ceHexwTwAe5IwDJ9dBAkIyrHt7e7F3ztlYaeXgKanz4Jngga0NTrjwXAeaaWUGDjgliXiHFMj7fwPIfWuS20dKyXFGZFEYMw4IWWGvMo6E7vI4VIJg5gY9o0qGeaE7r/RUGvjHP/5Rb9++1bNnz/Ts2bPYcuN9Arrdrq6vr1Wr1VQul7W/vx9ryDGB7OfDqbPXPZ/Pq91uR/ABCYfN9qOGWq1WrCc2Gtaf8jx/L59b9uGRsTw7O4tj4O7u7jQej3V3dxffd5LGG88xLjKrTmC43UoDEydA+XsacPj/TyaTTODCu7o+AoAHg4EajYZevnwZtu5TX6zNzc1NpnEwegO4cbDqhCJ2EvDvZDiA0Yll7CzbSFyXyHoBmAC7BJ5uy5ERz6ADlNkSiV4C7ulfhO8pFos6PDwMf0SzwkqlEvv76anDHNG7gPUngCdIB4z7PLDuTsozrm63G3tIGR/ZbiohIMjwMff397Elj603kqLfA1VK8/k8kjGQdB5QFYtFvXv3LnPsGEeHAoQvLy9DlrFtlP16JRYkPUAYMCytEg/MSVohyv1dtpAvb3yaBvTMP/o6m82iJwsXPsx1kvX5tp8e+Duudb+b3s9/poQI8gLm9c//VC7eze3dxsZGdLSHZKJqCH0qFotRIk1ZNjoJmbiOFPJgVvq4ASB+09eYvzkxib9GjrDpkBjYEYhkZMizw5LCzhFgsjURfQHTkIlmjJeXl9FnLZfLqdfraTgcxtYdMsY0aOd56NFoNAoykGw6FzYPEpP/dsyAnuCnPVHHOjoxiU8FL6fV1/g28PHe3p4mk9Uxevv7+xkyAgIJ3e/3+5GUuL29jYoj8BcYh+SdYy2INzAz9pueDV6xwZx59Sl+gdiBvmSceMY7kwwB72M7WGPm2klgtnD5Fk7Ipr29vbC7VMt5Y+jZbBbkLf2ZqtVqZku0x2Gf6iripGFevJyEjCzMCC+IIfDstxtgBwwokJduUnoOGE6DXO5JtsaDDEkZRpfGJWmZGYbfS2N8nLBLzlxK2Sw+7+rBr//kuXzPyQDPGjlh4cwz4+GnZyB5hgebnrn0vztT7T+lVTdY3sGVCmCB002JCMblZA/vzLxCnBDwEtAAqnxvjSsDiolyMS/+7qwhSo5Bv7+/j27HuVwuzjx+8+aN/vu//1udTicCHowb74gMM17em/nFocDq+hq64/dshTP6LiMuT4+Pj+p0Otrd3Q0WdD5fNV3EqUEIUNXgjhd9ghEmA+Xv6DL1lwCKlHjDKToIwrCSbfJMOdsvNjefjt5iDl2+mD8MNnbEZYJgmADCM/SwvZKidNkrmJA3Gls9Pj6dEd5ut9XtdmMfOmPkXjyTseD4IQN8r3gKCpnv1AbSI4PSSnTSCRJ0Cn3BHo/H4wA0gGgCVkotYcBpOAiBQmneq1evwqlcXV3p4uJCk8lEh4eHAYZev34dJdH+rtPpNPb044TZVzmdTuMIvFevXmm5fDoDeTweR3NC5hJwUa1WdXJyEqCId2XuKLtmywINCjmeirmAAMJ2QS4sl8voZZDP5zMsPaCATAeVBN5hebFYlS0ia4BOt/PYK9cZWH0yNayNN9bzYA+fxLoi41QxID/FYjGyyZeXlyqXyzo6OoojNz/1NZvN1O/3dXZ2JkmZ7B1N9QBr2GsP9vnp/sqTAhAsPqcOYrm/A30C/VxuVe4NEcaFniwWi+hRQfBIabO08otsJ4FMo1Jgd3c33osKOAJ3KtQgDHu9XjQIQ4/IyPX7fY1GIy2Xq0QL+uQ+Y7FYZGwQpDVJEbbI7O3tBSHhMontbTQaajQaMQbGnG5FA7BTWURQxFh2dnY0mz0dcbpYLNRqtfT69Wt99tlnev36tf7t3/4tMsJgKa7JZKJ+vx866dlbr/xiHJ75dKznBKzLluMXPpPqmpcbI6cO9L0izwkFJ/tTQoArlXG/Un/pspaSgo4t+NxP5WIs6AtVacgVcQD6gCxMp9NosMf84gs8s8tauM6D1cBjbjsI8CBIff75jvQxLnecioxJqwplJ5XAE7wTcuuJAvcl3IvKMirdwGlU35HIgKjm2FVinGKxGIEk2BCfT38c9Jd+A5Iyxwb7FjcwLpjTcQTy7dsfsOuLxSJ6ktC3ifmWss3KfTsv+9t9KxT9EqhGpLkwc0sDRdbctxB5LAX+Z715h3q9HkE4n+Me0ioxxefBXjTHBttwQkEaL1INT5wKMUtiU1qdWIK80nAW3AE2w4eQlEL+iK2IOSCnT05OVK1WdX19nYkdP5V9KKblXYA4hI4Smul0GlloGECcFi/D31yBmXwXIM9c8/vFYhEKifJxTwyEZ749owqw93Gg2LB0NJnAoFA6iEPmO65sKImzVikL7c9y4MNceLYiBZCSMiy1/w3AlAarKZBi/p0QcHad4Aqh82e4cDnB4ey7B+xpALxcLoO5JIAGRHn5O3uTeIbPGfPKPWHueI7vCeR9vTzp4eFBrVYr9rT+8pe/1NHRUTCw/n2MH9lL5ImA2wkaxsI7uDI6mZMqKTLgWWecED0NfM+Xr52keH8nRNzxpRU0TgY4GEIO/9zLyTBpVRqVygeX6xEGEYNcLD41P/MxsSede0urihC+78CQMlSeT/aLi8ycZwAYJ/fEabVarchmQMIgB8g84NhtDLLBeyIjkmIbigNCB3c4CIJDQEmaXZYUY5rPn04hoUSXqizIK5xts9nU9va2arVaOI6bmxudn5/HPrd6vR7s9O3tbTT7I6OzWCz04sUL/epXv4rMJnI/mUx0cXEhSWo0Gvrbv/1bbWxs6PLyUm/evNH5+bk2Njb07NkzvXr1Si9fvlS/388w3Ofn58rlcjo8PFS9Xtfr168z+/i63W4mMMGnsK2G5kMER+hBPp+P+ULvvLmUy8/Dw0M0hgIY4ZiRU2nVCZs1d51ym+RAHr9D5ZNXy6RVI+gOa+5kN/KGvBC4Erzkcjn1+30NBgPVajU1Go0I0D/lBTHhwLJQKEQTU9cLgDQVKcg6743eExwAlvme20J0EFDtpLVjiMFgEPvxySYVi0/7bKvVahxt6/t5Af9Stn8N69FqtYKYIRjf3d2NLDv2APIO0pFsjmfofZ8r44bIXS5XRzkTkDNGfKnLJhl3fC3642QItoaAyyslCQa8yoXTNBwLEexJqyNHpVWVSK/XizF//vnnAX7ZvyutAl+2M7Hujkuwy8gW+5SdIEq3eUrZbZAppkkvcB84wDNs7m/4vus2Y07vvS6gT/X8u5AB/tmULPypXLwTYwNLs22T7DZd3SuVSgQ8/X5fy+UyfDgl8mxFQ3cdbzp+Yv2xmdgT3zaFfCMzvs78Hp3FHjtuJqCv1WqRDHAyChwLCeKZ8VKpFIQ4esrzvPqBrVVO9kpP8oce08jUt1+yzQa7RPNOtjlNJpPAkmzzzudXJ8KBOVxfUsKNWMgrjHO5XDSI5DQBr3qCOMDPgk+oHtzb29OLFy90fHys5XIZDV7z+XxUCEyn0zhC13GaE0DIHXGkVwvQ6G9vby/sM2OTVkcL+zYq7Da/IwBHrp0k8apctsB4vMlzqKiaTqcxBpdLsCpyzvYTbI/jR3qrUGnZaDSi15L3FuJy2/VDXEV3zDgUHCalGFtbW1HCAlPu+zlduBgsgQzBOBPpwR7BAQAexePvsCxSdq+x7/cCYOBoU+LAgzfGxgI78GdynVVD2dIA2IN9D164UiDpgQF/d8LEg0zG7A7QGWh/RvqeaaYxZUdTpjWXywUL6Yynr487YP879+OYMeZiPn8qR3bihEwsLBkgCLlwUiAt76FUyQNnJ7DIutD3gv3NXmKME8EYePdXOrc6iIE0APQ6U4j8EHjy0+fHHaivLzJ1c3OjYrGYMdbODrJnam9vLzJz3nyJtafEGPlNr7/EUMD24/TSstZUHqTV8Y1O1jFGjCDkCgExwB65SbNW0uqYUt6FdcdQ83uCawI5/xwAAUZ+Y2Mjsml3d3cBUCAEsS/pvKZA08k3JwFTPU0rHyBPCLIA8PwjE03Qm2ZCKQk+PDyMUwZoRAYZsLGxEYCd49IITshacDIA4z48PIxg2skIwPh4PFa/34+Getvb21Ea/ebNG+3s7Ojv//7v1Ww29e///u+6urqKfXfoIdkJyibZ9sHfmDcAPLaAUn2CGb7vfoNz4CHeqEih8zNdvSHP0DE+R/CDffMSQAfqrD3rQeNCbB/svlf7uL133XT9YEyS4vtOXJdKpdiTSN+AL7/8MgKtT3UB4Nh64eQyQSnz5vOU2kwIXGmV7fUSVPerTgpjn922OJEGoeXVSWkw6f01UhIcPUQXCFCdeOZ3VBSk/tzHC36C/OVoMcpivZHW/f19ZPypqMOOMV56Fjgxjh5zWo+kzFYkbIaXDHsmE5IDzMY6evWSV2URgGEbLi8v1W63lc/n9ezZswi2IXrdFwC+aa7l+MKJCt7Pq7Lcf7L264gBJ9/Ti7GkFah818ldrxZx++5kr2OydYE990rJinWfkbLJhHVkxl/78nHiE+fzeRDLjlmRO+wYvoy19XPrkUsyw+hFmlTz9SfQZq6wncicl4dzLwJCAvHlMttHYjKZRBKUTDVEAe+FLWDL8WQyib3q7AUnE+7JReS90WjE1i8PZDlpDTtfr9eVy+Xi5BDK1j3O2NraUrPZzBCrjgU908x2JydAeCcwWBpnpHLqlYLMsVdygZ2m06lub2+j9J5YkibQYLPd3V0NBgPd3t5G8Iw9J6nl1bCU9DvhznxRGeEkECQv/hifTLyK/Eir05QgmvHdniDCZ+ETfD69gphY0n1EqVSKagnmHPyH/M3n84g1xuOxzs7OoprRj1Z0MtttpvvY73sVU9aLiXAjySJJioYws9ksFBnHgdORVtk+jD6C6BPiDD3kAS+JgHj5jgdcPIexptl7v9LGOIAOFA6l9YCR+xLIeomKB6O1Wi3GnzoaX7gUrDAnvg2C+7gh9MDH343vO5HBxXcRZoyEgzR3oii7pEzWMmW1eS9fHzJvfHc2m0Vp0fb2dgT9i8Uic5Y5DKykDHj3/bK8g8uXZ/IWi0XsM5aemomMx+MwyoeHhzo/P8/so0YpUUA/x90JEAJCL53ydUYeMdS+7gAZdMl/B7NLBh3H6Xo0n8/VbDZVLpdjTjHEHhiSWXMCjjH8uZcTGP4MSltTYsoBHVuJcLgYccC6zzu6hcNibZA3DDMyyz42xsQYGDOZbIy+B4sEjKPRKJrkkS1stVpaLpc6PDwMJ5buU8YmpUAtJfP4XaozkiKwxMF58C+ttgwgzwTBPJNu5Q7E2Pf//Plz1Wq12FNGtQxBG47qw4cP4bDRO2zo8fGxut2urq6u1Gw2dXh4qFzuqdfBcDgMQvj+/l5//OMftbu7q9evX0dXe4LsxWKhi4sLNZtNnZycqN/v6z/+4z+itJHyQdZ/e3s7ehaQYfbgnb2WBCDMA9lSbP7BwUE0t0Of6dBLCSeBNeTycrlUtVrVwcFB9FxgPQh80HmAGzaHdXY5d+DpAAKASVDppCuXk9zYd8g1AjB+Aq6pCimXy5+cDGAe2feI/jP/yJFjB//H9kN0wG3vdDpVr9fLlHKzTtgIKgecWGcdmHPsEXPFmpOZd59LYIIvrtVqGXAGUYc+kTFkPSuVSpxMkM/no5cC2SMIBq9MwT8BSjni04FparN5v8PDwxgXwJgKEUgD953YE2wo2yi9sRgEyXQ6jb39j4+PUWrswN4zd9jD5XIZYPWLL77INEhE/smkUdLNfzPXXg3m1Rw0FkP/8G+OvcALrGd6uU3mGEk+jww5GHcSKw38PVvNPVP7vw73pf+cCPRnpL//qV3um6RVjyy23tHkjuTKeDzWzs5ONGjjM7lcLkqlqdikAz1rjc4z72AG5gv/Ja3ILzAyFTzgeDABiUwysqwda46s+RY87zOB30RenLCXFDEE/Q8IxtE3gmEqlKiYYAso+I/95ZICh7DFAJ0hWpPpXAAAIABJREFUGcuxdZCL0+lU4/E4vgNmpVoDO+z2CeIPX+Uyjw/K5XJqt9tRAYXfdnxHLx6wt6QIbN+/f6+XL19G1Q96QnVJpVLJNNbL5VYNYPG5yBu6jv/F5hCXOvmIbSc+gBhBvkg+1Gq1INlZS8bC9yE6K5VKyCQyd39/H00f8/l8hvRBRl2PIKuYe8gREuIPDw+6vr5Wu93Wq1evtLe3F3/z6/vg/P/rKkqrbKC0YvO8XBPG5eHhIfa+sJeMCfISNw8YuKcz/tLqyDjPyKYZgBRwsNcGxaWbNM/3PX4cNUdQ41lxgAnPS4NF9jr5Xk4XFN6Bd3NwBJPIxTx5wI3CAX4dWLrRwVG6EHgWnXfjsx7g+/8DmhAgZ7i9waK0Kpv0ciiv5nCWlUwISomhaTab8c5kPgB+AA6IAUp1YQkfHx/V6/UCyAAGKK1y0oftCTyLz1JNglzDDksro4HDYs84jCYyiSPAaCMrKRHFu3n5KMYbltgzJSlzTeYLIyYpqnAoQ9vcfDrai/t7JhsH0O12w3k6i/inLjd6GFF/B8Cw75v24NjX08EpukQZKuNeB6QIDiA8CJiZg4eHhwhMMajII4QBmSmCR2SxUCioXq/HHnsyCcgUXYFpxuhML2vrY/Zx83cHTBBWZBnIXnjVgH8/l8vFnj/k2rfZ0JCJ4wQZ+93dnb766ivt7Ozo4OBAjUZDs9nTvuV+vx8N+ajiggiRFPoBi91qtWJ84/FYW1tbcVYuhBgyQInobDaLJoSUCHNUYafT0cPDg5rNpi4uLkIXnj9/HsEJ48ExQxAPh8OQhYuLCz0+Pgb4wR4DLgkUef/r6+s4m5njD2km6cE8pc6TyUQnJydR4QDgAZiQjcBneDk2dgggAYBiHp1M9wCCNUYnAJPL5TKqNQB03im53W6rUHhqbNTtdvWLX/xC//mf/6nr6+uP/A5g94cACxDizCN2ikDOMznoGwE59tKrYtx/FotFnZychN3FTrMG6HJKNIAjtra2on8F68Ve+Xq9rp2dHbXb7chk+ikyZIU4UYa1ZktJsViMHhxeNeCVCYvFIsrch8Oh+v2+Njc343zybrer6fSp7waZ0cXiaX9qtVqN8vrHx6fjQN+8eSNJ0buA8XF+O3YAuSGg9zEiZzc3N+r3+xGoTKdTXVxcaG9vT6enp3r9+nXYljdv3uj6+jruQVPaVqsVQQa2jQQNPoYGrVS0HR0dKZfL6erqSufn55kGtGwzAE9AFOA/sdvIhusRz06J95RMcfsqKfy+B4/flgV1G+/3T5+D7hIU+O/WkcY+Lu7hOEZanV7FfZ0k+GteZM6p+igUCtEQFsJZUgRBBF744tPTU11cXKjdbuvo6EgnJycaDocaDAYaDAZxFCi+Z7F46oeB/niDOU8IEJTjY7FD+Dyqzgi4wK5O5mIzkTvPTvM7T8ClY0Dua7VaYGCSItgXsCl+mkC21+tpsVgEiXJ5eanb21vt7+/H/vXJ5KkBNye44TsvLy8jToFUJRECnoJcdTJ3Y2MjtncT90DQSisfRqk6MdlwOIw1LRaLUbkwmUxi2x+YhQQl9hHSkl5O2Nl8Pq+rq6t4j+l0Gk0ISeKABUg60UOhVqsFiYKeQM5KqyAcohN/8vj4GM3wacYKjkmTbGANEsnYbpqpgk/b7Xb4ImSE+b+/vw87T/xHDMj8SAoMeHd3p42NDV1fX+tf//Vf9dvf/laff/65/uVf/iW2YC2Xy0yS9YckBIoMzh2cO2CCbUA4DB2K70y9M7IOgJ3xl1bZfLId/h1pBZYAP/43FBmw4UdWsOeMa2dnR/1+P/7fJ86dEeMmKOPZDsy9xIafsDvrHBTzCdPtRMc6Jydlz7DFYaZlIKkD43s+P74mNMRy5tvfwfcZetCL4KEwTi6g7ABrL6v2rHmaXfeAE+BYq9Uygk1GBgCJUjp7z/v4PiIvHYV547/JxlB+zNxDwLDniECa8Tw+Pma6w6aZPS/TWQdKfM3XVW6kcum/Q58oxWPuANQYEMZP0PKnZCW9HMhIqwoF1sydYboO7iTRWT6Xbhty2cSG4PApZ2VNPVNIIOd6zhymxBtz5lVIDkxwpmTxbm9vM0CCbJqXo6bzwxgAbwQ2Ph+u/3wGYAKL7017ACrYG3ds6CVECeQiTD8ZicFgEIEXY3RQwrtsbGzo4OBA5XI5sx8NUOu2ejab6fPPP8+Mu9PpqNfrRfZQUgQHX3/9dRA2BFPoMcHs4eGhyuVyBNTNZjN0k2w3a0iDUPp8cGQamQMIFIjly8vL2JOKw+QIRUhPbBzOH+a/Xq8HuEUeFotFpupMWpGlrPe6yhFkcV1QkcrquisNaFyusV2bm5va398Pvf82v/B9L5d/9BzZZT484yut7Cpy7cGTVw1AEOZyuQgIvOLNmzRJq5JVgPp8PtfPf/7z0EUIAeR4e3tbx8fHms1mGgwGms/nIUOQ+1Q4EnSwHYax0D+AoBJZ8z22VDienp6Gvt3c3KhSqejdu3fhTziqiz4e/CRDz5Yar1ygssdPeWJLAbaNcaDzZAUBv69evdLx8XHo3GQyiaobSIdarRZ6vru7GziK4AayxnXCfS1rA1j/2c9+plevXunrr7+O7VgQ3/jbtPktMo7ugY2wXe5n8BUuH6nurMOk/hNZdb/kNj/9Xhrcox/+Mx2Hfzb9O/LquOanRARIq74+0qoylZL2g4MDtdvtDCnuxD/BGLpFkg6yGVsOsXtwcJAJRCHVfP2lFbEkKXNCkyckwTCQ8tgSfJ2vP3Lma8B/kwFG/yBGPLsLUU7GG11Bl7BVkHYQwJKivwJrDnEIuQJROZ1OPzqedDAYxFHb7O/3k1VyuVyc5JDaWcfyzNfDw4NGo1GQjMvlMogAbBzzgq1ge9H+/r7y+aetl1Q5+LF7Pu8QihsbG+r3++EjeC5J6M3NzVhf7BsJOsehXqXK/n1PrmG/WT/v1zIajTInVWF7wdq9Xk+9Xi/sebPZjMRDp9OJKhAqUTk1xauVXVZJOCDL+FLGT2UEZG61WtXe3p7a7XbooccU3wXjf9eriHNncWBScKqwbwTFOGOcDhObGkoclJfi49ykVedN2Pr0+yy0l405U0f2kcwuAueBAFkWB+/rDC1/Y5E8AGIvazrp/D+ZT2n9MTS+r8nfzaseeLYzlB68+zM96PD/9/fy7wKY+Rxr43ORrp+D3xRsekUCjp2SHWnV6Ajlo/QJo0sZFoELJw/4dgzfJ0wQ5My7O2wMvRMHBPYAl1wuF/umySJTvg5rR9DGM3BIvm0iNWgEE8yvjy+VKc9MMp/fFkQ4mcY7weRiOCABmE+COr++C6hIQY1/d7lcBjHjhJA7Tt+rBkDjuWRTAYrID/JN+ZWTSzg+gjYyE+y9xukyr/+PuzfrjevKzr/XqSqOxZoHFiVSkzsdQ+1uJAgQA7nLVZKPESDfLd8hQYAEuQgMBI2O4bQcty2JIkWy5onFIms670Xht+o525TtbtNvOv8DCJLIGs7Zew3PetawVTfDAA2nA2mlk2yV7NTKDZ6Nn0Fa8Ye9DYNCLtYFnce+UiUCMz+bzfzecF6pVCoxrNXMEmW8kBVUxFAyTJkeQAAScj6fJ0pvAfOUn6GT2CkYfjPz7H+r1fJ9obyYgUh8VqPRsEwm4xUJh4eHXtFitm4DoHR/Npt5ST+fu7u761UIl5eXPnRS+yUVwCAj6Mb5+bmNx2Pr9XpWrVbt6dOntrW15aXYEHwadNC+0Ww2fc00aIUUoqqCfcUPsdfcnwYpqluq6+HvQtlVG60BCEBXWw22t7ft2bNn9utf/9ozR2G24SGAAn2fyAzfr2WX2o/N/QKodFgvhL0OBaOSQPEFWRhtB1GyUv0Rr9ve3vZKLwhgTpPY2trydhXIZshVHaSJXyJ4IfsU7t1yuZkNoQkF9IxZG+l02mq1ms8swK6xNkrmQkgwKwB8RdXKYDCw+XzupwhsbW1ZsVi0VCrlhBc4CVtNdUmz2fTki5k5CYofNLPEWuvRnGab49XUn6ETPDtVQ8znqFQqbhtozSF4IIDCzmmgz76iq/hmdIj7VP1ij0K9M9tk4O7L+vN71W/Vww+RAh/CWvfpsL5f70/9hH7OQ4L7h7w0SWRm3iPPIEEIPOwmhFQ6nfYZTVphgr5SuUMwBbGA31fcjG0x2+CIsMqDdVe8QjLAzBItjWbJ3nI9WQyfTRCNbKr/wW8i16vVyq6vr/25aZnQuUFa2aBxieIK7IriELNNgjCVWleycuIQFXbsE6XlqVTKiT18P5/B97He2C0GBbJ22CN8OTqIrcSucApCp9NJVI2ZJYe0mpnP96LqDJyulaUkCjQJiZ2BVCQ5wu+pzNBEgVZbqyxjM9UHhUE5+KrVavnxg+ADAntaTguFgt+PJlm4T/wfMU2o5xoj0k7GUcLlctlOT099/VUeQjL0x1wZnLAy/xhbMv84dxYNsI3SKTOtysii816E/T4AzfegJAAfMrNawowhRZi4NLim1UGDeQ2C72OelfXiZwB6BSW6Thrkhdn/VCqVyPLpM+jzKrmiSsPnhv8O106DNfZKFSB0WDwzAW64B+ogmQuhRAkCSYmRZoWREXWGMIVazqjsqYIzBQdRtOkZ03tENjGuOqmTQIiyLYB0Npt10KprSMnTarWZLAvppIoXkiCsq8qOylBIbCl7qe8Js+chGaBlhConlE0xTTWsygiD+w9dIRnAHlExQmVQeG/6N7qOHUFnl8ull8FBxODo2KNSqZRwghpoq9EMAeN9oE7BJHKYz+edbYXY0PYAnBEywHpzPwSKmiFWJ448hESJAhLNpIVgAgaZ189m6/NvNbgkmxlFkbP/Km98PsBZyV10mKBBn/fq6sqdJ8ekMdGYPf3mm288ACarCOgn275arcuzIV/JINCiAMBgnSAYsK+NRsNqtZr7C9h6Wr6YI6A9j2SHlsultVot6/V6iXscj8fWbrcT7S3IsAawOGnep+CP+9M2Ot6PjcRHql1V+8w9hnqp+hPem/qn2WzmA/zI0tArenx8bKVSyWdGKBkQAqA/9GKNstmsV6EAcmazmZev84yqe2TBsBFmG9/KZ5NFocILG6F96ppJ0nJ4M/OJ5BABlDMPBgMbjUZ+RGWhUPDjufDZJD8gCikBrVarvp+0RmDPqDIBuGLbd3d3rdlsJgAfxDTzN1i3Xq9nl5eXft42BJ/6MogAQDH7PB6PbTQaJXRViVjsJsSE2Toj9ebNG8vlcpbP5z0bj30K25TQf8Cy4gb2BD9EJnC1WjkJMhgMrNVq2c7OjtXrdVssFj4jROcBaNms2jJssJklCDB0i/cj8yGeVGIKPVY/ofodkmcaxISvV99zHzGgPjfUbe5LX/chkvCP7VI8qhWyVMhooM46KUna7/ft7u7OqtWqB8mr1crJa46Uxb+Vy2UnwRVLqm3jD/gUPGi2IbYymYy3wkAA8ze2mjYfHdx7e3ub0EeGhypBAJ6g9J3v18olyM9CoeDrpTHGfL4+npdZHru7uzadTu3y8tJ1IJVKefUthCF+aTAY2MHBgcVx7EOBsYWU2pPwGg6HTrDoEarcO/gMvIKdrVQqCdwMocA9K+bRgYFUYUEq6kkhYEKt+kXHCOjZM52JBcbhfijhxw6ojUAmqCpFFiBmiQ9oVwYrYePBLNh/1oxK9sVi4X65Xq/b/v6+yyzEciaTsVqt5i1YYF7111S+kiziOXjOYrFoxWLRMpmMv1b18SGvxABBStxQFoARX06pCGUy2jMUZjr4GRljZXfNzBUPBUP41NDGcezBiAoN7BTOHCPBgvP5ocPWXlAEB8HiM7lvWDMCzJA9VpIER6JOC4COAUJZVKkAeygVyqvkijobLnU6GF51MArMCJhhBFk3HJBO8VaAyh/uS9+PQ4Y5ZI0p76bUmfvf2tryAJF7Ym+UzMGgohDsiQJIJa4AjawbJVEY3sVi4UGtTh5lmAz9QwTWMLoaeFIqrz9jfcNgVS8NShXgaMBKMKHv178hUhRsYyQI8sjKKrHEZ/8QQkAzbvyt+kBPqM4o4HuU/FLSRMET9wloxZjiaMkqAJ4VvGGDlFTEOYeZHrMkAYMcU1IO0Nd2mMlk4swy+xleSobct54EQyEQYf3IsGNbAEmq+0qgUa7HWgDM0Wudv7JaraxWqzkrD5tMkMVxgjpBn4CKYGM4HDr5Q7DBkMVisWjb29s2HA7t9vbWq7mKxaJls1nr9Xp2dXXl5yWzRhAFqVTKLi8vE3tOJojM6Gq1ssvLS59VwM9ZHzIgWtlAWR8ldNybltTRzqDBB2utwO3k5CRho9Ejvu8+Yk1tgcpqSFSZbc4gVp1XcIO9Ux1S4oABXfl83mdntNttKxQK1mg0rF6ve3sEnwMwf4iLtQ+zU2SK0EElPVgDAnr+xm5zjxqQAjLRdyUW+KMllbznxYsXvlcMc0JPZrP10ZhabcP3aTWBHpulGen5fG7VatUBP3M4+B0Yo9FouB2J402FwHg8tmaz6Wuo8oXPGQwGCYCtGIxybCrdRqORXV1dOeiH5NvZ2UkkWdARbFKn00kccUjVkJLyBPLMp8H2KsGFTCpGmc/nbl/AhwQrt7e33gcLECb4IvPGuqNXivOQNyVRkRslvsNL8YvKl+q4YgglFFT20EnwDz5c5T0k8sO/+dwQF/O84F/FOH9slyZ7qE7JZrMu05qs02QYrTSKxSCjptOptwxoqx6l9dvb294nTeYaOw7xpRhDsYPuFXusOFhxO/oDcYk+gBHpT4cMpRJI8T8+1cwSVbJxHHslIP8322SrkWEdwEl2Xu0sw90J4GnBMzOrVqtuSxRLgSF6vZ5dX197ZWwmk7FCoWClUslPq9IqCg2KId4VM4G5lewluF0sFt6uAMmqsRN+lfvUo34VY8/nc28fOD4+druFj2VfNcGMLGAr4zh28oG4RBOPW1ubk82UYNArjmOfaZHJZHz2FDJGbAKZzV4Tk2Yy67krOh8il8v5TDCSUWGSgHuaTCaOc7a3tx3LQqA+NCmQgQVhQFcI5slCkgUmsMPI4XRUqPT/Cr40k6hZGAyOlqpxacmvmX0LeOTzef8sgnAtn2YKNZ+LAmq7A+8j0NTABuetpcsarJP5JyhXpdKplAoI9RlgiFByBIz30E9jdv9AGwAlz8PrECwtdVQhV/ZbfxcSMhgVlFG/I9xbzUyybmTUcAg8GwaB1/DZGFouXTcF1DhRQD6yi5EhgNL2AwJ/glnIAPrBNKDDyGvlBN/NmisZoIZE90czEPqz8PXh3yFwBqAgMxhszSqxXn/IhT4DDNlnmF4lvRQ0QRJo+0T4OkAgWVicO3uh5VQ4Ve4JIx7qpAKUkKDQEj61BwAWJVewCeyJZjl4fQjudI81c6V7xd7hPNGXcF91aByOmN/DFqfTaS9/JgjTVhxklc8jECK7R0sCJYuUsI3HYyuVSglii88rlUpWrVa9pHg0GnkJXCqV8kFQZ2dnfuSdZuEhjVUmCKgAgbxWCUDKOMlGA2BwwtfX155pZNI6ZZgHBwc+jKnVavkzqU0GxKC/Nzc3Xs0AyY1Dpydb5Ux1BZujlR8aAHwoUFAbrnKswTS+kGfQfSezXKlUrNFo2KtXr9zO8R2aXf2xFzoKOGcdGeCrPhFfhPxxDBa2VbP7URQ5WWa2OclGyRCOslSAj70BG3BsZljVwXvu7u78iD6CCsjqVCrlJ0uYmQew+DLWVf0K+so+Hx4e2t7enmc8mbS/s7PjA6YAcJqUMDPrdrtO8KGjrAN2iyAljmMHhgRZul74MLVHd3d3ieMpIUGV9GXCOyQDGbOtrS1rNpsJW6O2V4kCDdTwy/hYCG3ISPUF+tqQ4NXvUBygiZbvK5MF32kArvocYia9omgzQDZ8X0juhZhK7YD+TL8rjmPvKWff/hgvfZZ0ej335fHjx34SC3oJDgf3k/lkXk673bbFYmG1Ws0ymYw1m00PTsncUqnJ4ExtB1Mfz/2AFwmWkU0lFiDv2DdwAcEytj+Xy7nPoYqQzyewpYIJsh1yBIKNe0AnkAtaFLlPMs1myRliyDVtE/gpKvLAUtVq1crlsq+BfjZJR/At6wORSTIO3KC+yMzcjmNjtcWTz4DkY1g4RD22i/eEcYnuIb3/EJT4fE0C0aZHOzD3i23kXs3MiSWSTGASfAF+CzxVKBS8UpIAns9HfhnmmE6v211qtZqtVitrt9t2dXVlR0dH7nfYT9aQ/dQkNlUmEFqpVMp9BRWhq9XKqy+LxaIPw0Xf+NwPkaF/6JVRI6xsJ4uH0mgQrUYxBNEh2AkZJwyfgl5lcFUwEYLQGGOkKZPWYNUfLJM8hi10lnyWMui6aQScCLQyyzyX9vdo5g9jtFgs/Gij0ClwHwiLspxc3IfeUyhc3Df7oI4GNkpBGuvMxX7qd+n9hs8TsuvICOtDQMBnabUDBlbvT4M0lQGzDejTjB4sqQ6xUlKB/6PAGBXuVStHcAz80SwU6wBoUaAeBge6Tro3KivIXAgqdK9DEkGrEHitAgqcEwFeaBh+SKZB91MJAWReMysqf+gnoDL8m2fGqRDUKaMLO8rFMyv5oYCQYFGDrzDro9UlAHe+n9dC/GmlAjrMPSMzSqaFumVmzuxqGbkSAgTp+sdskx0AeMzn80QgoIAeZ5nL5ZzNvr6+9kwlMzPS6bRPDaZkOJ1OJ46kUwDC50KgmFkiSzGbzRKTn2kLYABgpVLx44+urq6s1Wp5/zo2geOkcOCpVMpLLDknHVLVzGw4HNpoNPIBa7VazauI+AxAQzqd9qFrmk1ot9uJwaYqJ+gM98cpHEp2oqsADs2MqJ6G5FdI+pqZ66WWNrP+yLzKN76R+yEbxGvM1jabkxuq1WqinxMZfKjKAKq8ALna0wmghLwIM2X4G55H/br66zBzzn5hO8ySxw1DQs5mMzs7O/Pfq/3mcyi95dQH7BN+ajAYWKlUskql4uWkBODL5dJOT08TgR7zkxQLvXv3zqtYKMXVKkT2n/VChyG++GxK7PGLZKTwgQQdkITYVPRXe26xh/hF7BPEg9oElW1kK45jb7nARiHP2E/2VTN+7DH2HX8LXlssFonPUPujBAV7CDkHqRn6obCy7j6fp7bbLDlwWbEP/w/xFe9R4kH9ZmjbQ19x3z3xfjLszMnQe/4h/vunvtRugnWfP39uvV7Pzs/P3S8Mh0NfI00WoE9kXyeTic+kqNfriVNKCOLINBcKBSsUComBcRB1aqfDRIuunRKD6Bk2WhMomhSkBx6CQnEsdorA1My8hUCTGgSYBPFxHPt7kC9IaTLVmrQgngB/MMQPm0Nso/ZR4wf8UaFQ8HJ2SG7sA1W52GnsuK6f2hLIc9Yk9K/Ya+wI+J3PU7vBH3wrZCfzBJAD7A6YQv0GhAs+RuVA/2bft7a2vJ2R04aQKcgMjWu2trZ8b9UusL/IKdWj2FYSPNhBBgu2Wi2vNmEALGQ0FZjYAPDRarVuwWT4tZLK7P1DXRmYWkq92HwWCtAFS64sP+BFA00MO//HiQNyUSzN7LKxyj6zGRgWgDnKQUkrx+Ao28f3AujUqPO8GASMFGwmgsd9M+FSe3wRSABRaPxDhlcB4n3AkXVUh6TvDZ1VGJAqScHrWFecjJIAGswpAcP9670hhFoixDoqIAjnBPAzem5Dhwkw1gBeMzuQA/RtYzgxrGRfyCwp+KFsiH2G/dPjBJHbbDbrjkXLWvl3qVRymQeshHv0IfY/JLsU5GhAyaVGEvniO/lc/a4oipwJViN5H9nwoQtHpNlo9hsHyWdqFUIYePA+5FPXC5AK463HEGmwALPL/sVx7I4Ho65GG13W9Q7L/8I1YS01KOO5cGLhbAnVF9YG+SU4VTnmudEv9gKdUvu2t7fn/XyQT6wZ2W6+Tytr6LMko8ha1Ov1BBkTx+uJwJSwsbZkG1l/yubM1gCA825ns5l1u10PmofDofdmU6pcLpcTgTTZY8AFtoBMxvb2tp+SkcmsWymurq68f48jEIfDoX388cd2eXnpvcmcDYxt1vPWGbKGA2ZvNLOKXJDZvb299anqOltCswRKVIZVZqr3ajuRWSU6VY9V39Qn4Ot4jU4mNktmz7GDAEeV8ZAY/EOvdDrtR4eSFdO2DSXZVP+wKUzQhwjiMwmY9/f3/YxqBe34XH6u71EQyfNqVQq2nxYb7D++m/0AcFHZUq/XrVqt+pwRWid5PgL5KIpsMBhYp9PxikqeXYMZxVZxHHsPNBUs/X7f5ZEMMVWaZua+d2try9sFsD/otgJ6bJe25ZBpY23UfgNGCX4Asjc3N9btdr0NjXvic5UUYz1VD9hnTZDgQzOZTe8rRKUSn2rXeW6GTGsFZFhByhXqgOoO94LuKPhXPdRAH0Cva67+QPGM4iverxVjukbcJ2Sj4gHFDf/bF+vDlU6n7dmzZ3Z3tz7z/vXr107I4sPUlpE9VyzJ0M7nz597ljmOY29L47Sa2WzmcwbMku1/BN5KzPE79cl3d3dufzTo59mePHmSGJ4HMU02tlqtJuxRaOepJsDuIeNgV+SK+UiUe6OrZpaQQ/wVcceLFy8SFYHYEWSRijmzTTYa3SLbDOkGMTCdTr0tCIIOEiPEYegrz64VWVtbWz6LhOGyiud4Vp5LiUJ0SAlfHTjJ94L3tH1M9UJjM60qZn12dnb8uMlMJuPHQO7v77vM0K6EP6JKkwqwUqlkUbQZQg6pQZsjQ1OpItNB5blczisQqFZkz7R9ABll/YhHUqmU5fN5J1WV5HroK0Opx8nJiaXTaQeOsMfZbNYBkioCzk/7CQlKYE1ubm6sWCx6ySXlqiirgh8Mp7JU9PlRysq9lctlL7UIwXaoWLxGy15wwGo0ADgwg8rsIYS+aJnNBGBYS7NNuStCzx91YAQoAFRl4TSo4jshNFAWnXGA4QsBqpIzABH9fK2aUBCvpILuM5+FEGpAg8HQkh0yBTe+o/nqAAAgAElEQVQ3Ny74PIfumfY6sjZkImCKKTPc29tzBYMUGI/HfhQZz4ciIb9MhiZ7OBqN/Pk1mKacCuNIJoY9peVDqxvILGsmgbXjHrSMUwefaemVOjueAxnQzzHbVKlkMuthW71ezzN3BPaQbBiQ77oUACEfZJW1RYhAlQs5o40Awx1W+Gg1xu3trQ+zoQ+PScPomU6KhczhfugN5/m031ODX2WdVb7IeuOQeDbdTw1asEEaSPI++ta1JH9/f99Pz9DSROyPlhpTlogNgNTQATWLxcLPLjczn3GA7cPucWwaE/zV3uiwGnSWM3bJ/APICNCxzdjDOF63G3FKALb4+vraSqWS9/WT9ZtMJl5+T4l/Op22ZrPpw3sgLfAhDPeh9H06nVqn07G3b9866cszMDQTcghZBXCwzre3t36aAvafQAOyoFAoWKfTscFg4LaJjGupVHLZxx4jb9jHu7s7r8Zgv5EjdFhtL2AGOdXKOs18sD/IJSWE+/v7TpAy/LFQKNjl5eUPIv9+30vLpAFlSvRzH5C+2FnAEpl5KuS0R/jm5sZGo5F/jhJeEEj4PPQM/YVIw3ZoIgH9obQXsKXBAn6YKpibmxu7uLiwTqfjQ8yKxaKXLqdSKSuVSrazs+PzKBjaRUkv+sjzRVHkwTrVW2RRsYu0NwAy8QvIKZOlM5mMVSoVMzPPNuqegF9SqfVpAEqKc19qk5Uk0M/DPpDF7fV6vobYQ2ytmbmcQgBSpUS/LhVPlFFjj+jBrlQqdne3PiaNMlh0k2Anl8u5H8TPIWO0+BGAgGuUeDOzxL0rDgoTN2FiJCTxVPeVvGWNNSOOHvd6PTMzn2mCrBKggZXZo/De/zcvTdYpKfAnf/InXiF2fn7utmkymdhgMPDAiAAbHZxMJj5oc2dnxx49emTNZtPJ6mw2a7VazQm8q6sr94+VSsUHderpMNwfckjFIUQVOqhVn+BT/BQ+hdiHz4B8ZMCurgmBGmXe4BsCWJIefK/KNHgZTDqdTq1SqdjOzo73lO/s7PjwOUiH+XzuwS3Bq2bkCSgp4x8Oh46jeD6qj+hzh9jnudEN7lF9lZn5rC9aCPFrii94dm1h1SGFZmtdwgbOZjM/TaXZbLoccE8ah0HcQ6byM/SGk4tI7kAscqFjyDMzijidgQpNKpvwSZoEMjNvLet0Or7nZuYJiuPjY0un09btdn1oMnuveCkcbA1JquQz64l9wtY/pJ3IKCPJQB0FvZoFUACtpdrcFAIEsIGN0zJ6DX7NzJ0HyqVCR+DEpFECHc3cYkDNkhP9UTQcKAADlkt7B1GGsO9Qe9s0K6f3qkKmDJiWAZt9eyaCBiUqaKwRfyuTiUKjAKoggI9wDbTMRx0Nr9NMtD4X34cxIHhWAkefkzVSsMDn674iBwD7m5sb3x/kBpmEWeX3yr7zufwfedNsRSqVsk6n49kZjBYli3Ece+YVmdAAXpldACggQMEJl4IELp6H36uj16BAf8c6axbjvs8gU6m6EWbAv49BZD/YU/QJOTazRACAI1JQr0QCew8pACPLH4LlUA6UEFF5R+7Yc4ghDbZwhsoe84d74t7JSimBEwZ4yDtlstxnWKKm5AdBJOvHOkwmE5cDbAWOIxy+yjPrc+kgOz6D4IHjcQA+EIVavcVnAn7YR8rfKFPV7AeZdkrtWUPmZ8CcFwoFe//+vV1dXfk0f14LyUqPvx4NqWf7UnYNU8+6EoxTRgrpdnNz44Gj2SZrSs82a8o98m/K1nHkfJeedIDs4JQPDg6s2WwmSB31XwS3GnApcEqn05714mf6fgUWoRxo5RY2HF1DNpbLpQcYvP+hL7JQkDpUUnG8JIBO7TS6TdWFBsuAO1pjOB4PPUTesBeUtxLYYk+x83r+MgEfvwvnhKRSKSdOl8ulE0YALoA2pc/X19dWrVYtjmM/0YNp/lEUecYGO4K9otwZO2lmCbDIPbGv/A25wX3v7e1ZsVh08E5bJMeFjUYjMzO3f5Cj2FPwhWIZqmpYQz3KUJM8BHetVsurQtLptPfhQtZA1KrMgvd2d3c9wFcSHVyHbdzd3fX+8E6nY9Pp1HuEW62W7e7uelsUJALrm8/nfX/vwzihzurv1aZ96Lrvvcgausj/WRN8FIHd48ePbXd314bDoQeyZJN5Dg268Xd/DFdYFXBzc2O/+c1vbHd31548eWK/+tWvrFwuWzqd9pNnKpWKk2jICFlgTbY1m00n2PCVBOckZ4bDoWNEBtceHh5aFEVekaD3yh7hN/EBq9XKsQs4guQTxBuBGK9BzpWk1UQNLTXoF9Vm2vKC7Ouebm1teRsCwbfGM1rpqS0SrCPVENiWWq1mxWLRScvVauVkJT4G305FE89WLpfd5zM0kUQFPrtQKHgsCAEynU6t2+0mbIZZsjJa5xcg59ho5Hy5XCbI2vF47Ou4WCysXq97AhD/iu+I49gJCT5XY7/5fO7Ze2RBKxXRP8gXTYSl02lPNIYVD3wX8qpVKWBhKq6oOoC8VLxttpkXQYKC3yuex57gI8NY4aGuzGw2S7DfmrWH2dMbVwNrZg4k7zPIKAYO0swSjodF0c/VYJvXw/ADejgbnteEToD3p9NpZ4/CRSRAiOPYmWjAN5/NRvFZOFxlfwG/GpRyL2FmEsDAphJMqRAjdDyHlsYgGCiHtjaETkuz/vwsrKRQEKPrrllHfS4tT+X5ABf6jMiGkgYa0HEvuibcj2bAl8ulkx+8R8EHhiGOYyelNPtmtgkKqHDQEmA9fol1xCAgCwQ4PL/KKTKgQF3JCp5NyRjuWwMCXaMQZCj7rYqvwT7AVwP4H0oGKPGjpBLGCMNIMKVlXRqsY+iQZ/REZUEJMbUfWnqm68B79F4x7DgD2jgwwuwBusQzoLs4V21Dwj5xT8gAOkrQz7oqqNUADAemzxESE1xh5Y4GjHw3zpLvjOPYK5Jg3BnCxD7wB9uD3PPsTBZmii/Psb297WX8Wjqo+wdJgPMnaGaoIDpLlpBMEY6cNSbTz96wBxrssg5UlY3HYwctqVTKsyjb29teYcHwN7IkURR5ZRHVKYAagnTazAB/2rtONYraQdVxyAD2SW016xrKQ+gvsJHoE+9VfSKQxCZQ4n57e2vHx8feOsFncm8PcTGxnvUCJAGUAMNmm4AXvSAAVBlSO68DflWXtFpLyQXFBMjJwcGB/x4CS/sqw33jd2TDIVvMksHscrkumedEjm636zaNfc/lck5WaRUHmSV0XCvr0FW1t/glMubaCkLFAOuTSqV87aMosk6n42vD6xRvoa+spwJt/VxtAdRBhsgsfh5Z0CpLs41t1rWEMAzbLNkLgo8oirwcF4KOjCkBmu4f+0M2TZMWYbDO9yo+4vd8xnddiq9CooF1Zy80UcD67u3t2fPnzy2Xy9n//M//2OXlpZOwZMrZe723P7aLTPV8Prdf//rXNpvN7G/+5m/s2bNnHsTM53M7Pz933GZmPuOJWAAftlgsrNVqecZ9f3/frq6uvFJN7YgmJvGN2lajBCr7pf6PDD82SQNTZBKSLZfLJar6IG7Yf3AjukmFDTpBNTMDApEJ7KBWJkOiEtTiQyAYNbGAnGplZDqdtmq1aoeHh34MHpiCilxwBAkwWrKWy3Ub02AwcD9DhRcVz5CkxWLRlsulzxLRZy6VSj7fB5+phKLGD4rDdf7HwcGBty/gQzQbz7prcgRZWq3WVScQTJCqyB52jUoyMI/ZWqdvbm6s1+v5EbX4KgZE6mt1Lalqo6VLY1j2lAQzJG2xWPQqdGyq2hEIUO4dH8CRklql8FNcGXV8GC9dFMAOisnQKg1awoBF2XsNjM02gECzLWpceb9md5WN4zsRJg04eb+C+16vl2D2zJJ98TgeAkNYHHUqvBdhBKyuVptSIAViCLOWPAIYFRQgENyXgmMNkDVgw7kBzEKSQ9cxDMD1/ngthkBJA3V6+j4Nbtgb/T0MF89E9oV1ZE0wAjCfChKVfCGA0GoKDTo0u6qMLH+TCeK7CSzMzO+PLCSl07yPfcY4aYYhZEI14FMZ5jt4D5fukRpPyBr2g9/pPvB/ZBpDqRnKH3MpWYa86b5qYD2dTj1jpAy6VlGYmYNdAit+r5UayKIGwMgZr89kNgN30FPkQfVKs2Mw03yf9qgSAMLEsyea3WJNAPwasEVR5ECIvVbdWq3WMycAIMiF9u0qeQVwYR7G9va2T2vHqUAIcvYsJCV6zWcg69ggBVDL5dJbv9BVnhmigcxkv9+35XLpk+QpWyQDViqVrFwu2+HhoS0WC3esZpu2MZ5ZHbfqFn+n02nvqzQzJy9Uv2gBoN+OqedKMkKMsSesNzKmtmixWPhakyHArmilR5j959KgTsEbMq1+RO2x+qLQzvIaALb+DhvBBHgybey53lf4mX/IxfAj9ozgkvsrlUoO1AC07J+WWULWIJPoKwCZwA2QjR3n9Ur2oYdRFHk/pwJQZB7bTuZJ/U8URT4rAhCfTqe97Jc17vf7PkCT7BHkEjqjWIb7gKgCeCvRiJ1T2eB5qVJB3m5vb13H2AMz8wpOggv8m5JLAH7WBTtKtjSKIj9acTAYeKYeWxnHceJoxb29PSsUCrZcLq3X61m3200E20puYEOy2awTkeyj4j+C/uVyafl83s81b7Va1ul03D5qQIDu7+3tOaETkvB8D+sT6oIGKd91KZGnuCj0+fq5yCel5u1224bDofX7fS/9pbybs8l/KoD/UBfBCUfKfvHFF95CfHx8bB999JGZrcnDq6sr9ynX19eOufDlGljTBsfeQ0ZTfZPNZr16aLFY2GAw8GrDYrFoZhtiXQM2sw0OIwikfB1fhmyAZ7LZrPsnPpNnps3FzNzHZDLrY3CxOZpIVOIOnQC70JJH7MV9KpnKZ5IwDHEz90yyEzyGfNL+TZUSFXDgZXrj+/3+tyq7qKDk/rF1ir1Wq3VlAqca0MKB3UXXp9Op27xsNus6qfiShDFVCiSZNJmrNknjsFKp5JWBSmbggy4uLiyO19UNVKmREMGWUPWFDTUzx0pgQOQJP0/mnwGsrA3VxDynxtHMxDAzbwMggcGpCVSM6HBDyAAddv9TXBmCfy1fQKgHg4HlcrlEcA7wJOCizFozbICz1WqVGMBntgmCEWB1IjhHZYbob8NhYiDo0VE2VoNaDQgAGup8Q3CpAQIBMkKHQ9VATckOlFlJE75DAz1VagwNjlmdNM8DIEG4AFNKMCjoDB0in8sVOjEUWn8XvoY106AW5cQgKrDh9/yM7DoGEWVnrdhnDbIBvAoclCTSNWR/9XsBQ6nUuswMOdCyRs08kOna2try9cUgae8ja6r3+iEW/749uS+TzFpoxghDv1gsnMzQ96BnVE0QmGl2gjX8oRfrx/u0CoAAk5Ju7QvHiKm+6V7o5yPPrC0ypGVWGFz0mOfneSkppFSOAIRnReeQX2QGB4FT1wAMm4UsaWk+z6sZKvQBmdBqHSU75/O5s+gEp2oHWBccieq9mbn8KRlIzzH97jyPniNOuTHBNHaUoA47xsVnEhhztjLrxQRheoiVlGDSLSXTACXN3JEhoYqnUCg48apZNQAR4JFyQOTOzNy3NJtN63Q69vjxY59OzcAzZG+5XFqz2Uw4f3QD2ebeaSWAXKFsUqs0NIhRfUZ2teqFfdSsJv5F9UWduxIa2DCAktoKSGOm1/O93IPa1B97ka1+/PixmZn3P+M7APhKRmtwjv+iDx+idTQaeX+mkr8E5uAPnhVdAZ8Q9J6fnyfKPpFL1hwbydrQv65EEVlHADW2g6Gn2CvsiLb4VatVD17AOughxIHiCT6bzzOzxER9ZBQ7it0iM3dzc+OYDPnlWSAmWCP6cFVOIQWZME5JPt+FHIZYRYlZdHx/f9/a7XbC1iPTq9UqUQXAFdpl1asoijwoLBaLdnR0ZIvFwgPpdHo9EJFqo+9KJphtSHf1wVzI6g8h0O8jA7g02FG95TtoOQGr8bxUs+k59Pd97x/LhWyk0+u5FmdnZ/Zf//VfNpvN7OXLl/bLX/7SPv74Yzs4OLBXr17Z27dvbTgc+kwECCL8K8E8vdRxvD6lplqterUNWI2gixYz9V35fN4DKtU9MJHaJfAqvhGfi00iY6tl+pxoAFlM0IgNoMqOwbeq29gxtcXYGnClBoDgPuRlNpslhl1DZhC0zudzH7zLYGbmjPB6HeBIYKk4G3uoeoMdUgKCShbeB05Q+wYJoc9KMpkAFx3CbvV6Pbc11WrVzMxnIO3s7HgygPXlfZBtkJzEmtfX1+6XsBP6bNhGyE/aUubzubXbbRuPx9ZoNFx2wACq4wcHB/bkyRPHPswvG41G3tKF/+JzSLRwH8QjURRZv9/37wHL4FM57UZxNz72Ify7Xhl6wAD86kgzmYyzs9o/TxCEQ9LALWTp9/f3nW1hUcjmKVuv2V4cI+QDZTOwLixkHMdeSkgWQSsGdLYAC6eCEUVRIqOqpSyaWVCBw9mxIUw7B9Bw6WeGQaQGIv1+P7FmCBzvw7ApQaIBX5iZ51J2VANTdWbKoCsho5kuLgUCWnLDvWFAeD4YRJ2YqiUuCnz5Pe/Te9YyS1g19prPUjJIiQDkVoNLAhzWCmNDpogyHgUA3LsCXV1z3QMlUkJwr3v/XcGzOrCQWFI5BZjiBJSIUkLouy69T5Ub9pT1Zg9wChis0Wjk+6RypcSM9vlTgaPZHuROA20+D7IgLJfFODP8BZkNAyGmmWsfrg6b0ew1363tQBpg8z7NanNfrJmZJaptGBQD2IYE5X5xRFEUefYUEpLsogY5BO63t7cOxAlsV6vNGeccuUq2G8CJc0Q3IBGQKcABz5nP5xM6xXOy1gTarVbLJ+fqwD6e7fb21rM6ZGrJVKB38/n6eEAFgk+fPk1kNwgk6F3v9Xo2nU792EUFdkqeQq4BSng+bEE6vTmWkWCVtWL9NaONHURf8SVh4KfVXqqboa7xf/U1kC7IPHsIMEdOsUH4ZiW2f+zFuo/H48Tkc9oz+v1+wh5DrgNmGADG6wHW9KHT80mZLoQQrSSh/1Y5pNIHH0GZJQELekQmkCGY9HJqHzqkV7fb9WA3k1mfhY4t2N3dddAdkraaWMCugFvYH81oQegqSc0eIzes23A4tIuLC1sul37WNXKq2ULAPYGIVuXxN8/GM7x+/dr1X7EfNn82myWGWtGyie1VEhMMh97j31Q+kXUCC02GzOdz63a7dnBwYNVq1X72s5/ZYrGwr776yo/Z0qoTWltDPxnKiv489LHfR5iH+E2vMPAP7wG/ylqAm+khz+Vy1ul03M+G108B+H/fCz9EhQdVMsPh0K6urjwGiKLIfvGLX9izZ8+cwHrz5o0tFgu7vLy04XDoJBOZYwb3LRYLG41Grg/IoZZZoy/VatX9DsM7IfTQwcVikZhTgC+g/QhyGbwJFiEbjn6mUiknH8AhOgCYJKWZfWu2EDrNMbeK/cENZId5ZnAOz4FccH+U0Stmp4UBsuXu7s5PJyKZEU7HZ7bObDazQqGQSCqCsfibPcCmEbvx3bPZzE9k0Yw8a6EDXvkeM/P4AXuvmI1ktM5C4n1UGEKegIeiKLJWq+UDT83WyYR8Pu9yNZlMHHNo1RknDNC2pMQsA4/B2sw6ajQavkacatRut72a4ebmxtrttle7gAPAYpCl2OHxeOxtkTq4kSNxw7X9KYjCDAut2SnYs3K57AyWDsDBwKfTaT9ah2BLB1oBmBSYqKFkgRTwaKUAm6LZD1gxAD7fC8tCZoQF0+mVet/ciwZiem+w9mRcMcwYBYwPwUZIBigIMEseCaFVBBgKfgchwPfp31oyjwNWh8T3qgPR7+c5tFRLy2WVLFAGX8GEBgI4OQ3euLg/dZLcjxIf9wVyuk4AE+1RBJzxeRhPDd7ZQ4YNhQaF6azNZtNBGuV7rCv3oPugz4VR4tKMRBiUa/ZLf4bssN7sBc5DiRnkFDmhpJxAKKxU+EMMhuqifh4gTwk9M3NjppU5kAOsCZ8RltyF5BP7zlrxO4x2mEXa3t62SqXi62G2OW2Bz8LoUwasg1m4L+SO9UXPACk4Qe01RGZw4uy79gKyl+xDSFrqOpGBBKAAYphYa7Zp2UL+J5OJZ+RZF7Ik2k+/XC4dPEF05XI510FIW16/tbXlZ/yy/nG8OScZpwVZoACcbIAO+iI4YJ8JFg8ODr51bBjrzDpVq1WvLCBjTwXA8fGxnZ2def8eOj4cDr2i4vDwMKFHABxsn07yxeEi42HrCHvMfgFC1b7xXciuZkxD0jC0J2r7kUnIaqo/6G9VH4HvA8Ty+Q8BGOI4tlarZa9fv7Ziseg2mEw0RA3VMUpcUtVHLz9ATCsoFovNUNLlcjMDALCuASR7gV3d2lpPrlY9C20wASO+mQD57u7Oq5rAKkoyso7dbte/FzvMZyyXm/YZwD3rojiDfVA7pQkJJf5DOVAiS7EDFTfX19e+Tul02gkLyAvwBfKglRWLxcIzWawRYBVcBglKsITu6hBRvUdwBDLNGqj/V9nivtkb7A7DKuv1uhOSX3/9tbcyYAchLpVQU0yEjN1Hkv/QQDtMouhn65welVVNWqncqp8z21TY6tr8bxMAevE8GqghBxw9S3A1mUzsk08+cZ8FOYe+I4u0SIxGIz+dhsAHXI8dhUAnNuEzCdTwGUpYYUsU46oPSqVSXgnGM2ocohcnh+DPNPOdSq37wOM4dtnFX65WK5/PgVxAxOFjtDKGhCx4CkJDdZb5KqrDjx498sqhyWRiq9XKT/fhNDcqCmhpoFRe5xQgg4pdmBswnU69nQUfuVqtHEuwdlQZ8398lc5ToU0CnEeVIMQLcoS9wceSmL27W588NBwOHbNju/Av+CjWHbzK/qDLJAdofyKbTxsidlxbi8EF7CPVn5pcxEbyMxJnZubkNgky7oF1JLbleZlxpQORfyr7kGFCZxRFXlJKf0Mmk7Fnz555hlcz+ACrMAukpSWaUbqPodUMiTo6AA7sNEzq/v6+3d3dWa/Xs0wm4yVFOEbdJC4EV50FyqdAXZ0GQmCWHCCjFQ88K99BOaIGRGaboUphMAw4xHErw87ruFgrssEIKKVR/D50tBjPkFQAlEBGcCnoYs34HPYSGSBAV6VDqO8D0aFDVWLCbGNA+B1AMxwwx/fxXsAo9x5mxTCgmrUDCBLMcD65mXmgqhUhCjb4twIfXf8wW8D72O/wjxqC8DMhDwChSs7we5hfrXD5fYzFfQBE5VPL+9Bz9FGz3XopsYRzJJAhoOR7AdE4P/1uvh/HSRWKMueXl5eu8+g1skiAgq6g20oIaKkgQSylaNwf2Q9sH+uuAyiVgEKn+VwdWhQOG2OAHWtDVg87wJFxOHHK2lkngg+cKYCAfQF4aUAcRZFn37RnGMBB2TJ6Azmix29ScTCdTr18D9m4u7uzYrFolUrFrq+vrd/ve0kzhAQDwyAWIAUKhYJPKx6Px/bFF1/Y0dGRO1wNnHZ2duyjjz6y9+/f+xRyPQWhWCzacDh0mUOG2SsADUQR340csVZqt1T3tDWEz6ZSg5+FdkHJViXa8Jm8Bl1TYEybBRkK5AIbonYWPX6Ii3JKAjP2i35t7AGgh/Xc3t62w8NDJ6qofMHWRlHkrUaDwcBarVaiMkXLTFlzgJ9WeEASadAH6TObrc8q51QhgKSZeYUCgWUmk7FareZlxN1u91uDJ5ngj1wwc0BbF7TCD4AcZoKwcXEcJ/AK+oZuo6uAQWSfoVsaiEAYQChCvKgf0lJryD6AKcGVmblNonKJcnb2dbVa+ZwpZA5yGv/PHmrVgBLl6KKZJXwtVRv9ft8ODw/to48+ssViYc1m005PT524o2UgJMAVe7L23A+v+aGX6qvio1Cf+V6wKHLcbrctjjcnz1B9lUpthnOH9/XHRAbQngUJy1n1UbQub0aX8AtRFFmhULDj42PP3hJcNptN98HX19fW6/VsMpm4jjGPpFAoJMgB3o99x9/lcjm37zpAmQwv9oP7U0JG/bjuoSYM0V8N7iHY0GEdugue1orYRqPhFU5KNBLgoYdKSCvu4yQFKuvI6OMLRqORHR0defsfMjQcDu38/NwajYaVSiUrFAr+TFTi7e3t2dXVlZltBpuCQfQEBCoxoijy2SVm5qfJsI4E8AT1WrlJskoJzjiOfeYPbbvgNCVF9GhZ9AbdOTk5cUKIiideBwHFSTbEbCRedE4EMo38jMdjOzg4sFKp5PEO9o/Pws5Q2bZarazf7yeOT9a4ERkmtshmszYejx2ramWdzh7A5qqf/ylsRAZnYGZeTjObzazVarlwFotFZ3AobWHBOFYkLK9HWcgqmSWzjigkQqLGFSdIxorNQ2gpV4QVxwjhSAHWDJjByWj2GcUMz+FGWAHjKBnBaBgkEsBpgISwhMGyZjT4LECIgnWMF0qprCW/1+w1YJI1NtsE8xAWIYhlLQn0UFCUlECAwAWAoQE5GVful3tBGRBgBSea/ecelEDh9QRwrKdmZ9lvSpBYKyVT+DcGAePJ/mFMGo1GgjmM49iH1jCgSz9T758MYwjulWzhvuI4dvCs+8R6h0QJ3wf7yN8wwHEc27Nnz7zHEuDL+wlMvu9S4k6d8Wg0ctaUfnFshc4nmM/nnlUm2MV4hj2S2A8NMBnipQEUcoGcAfp5Jg3YWGt0ant7250HQSE6R4aB4UQQKPzRPi8AOAEOfYsw6lqWD8HAXrfbbQcA2A8cEd+LrUHn6KskkEFOsaH07atcQTwgi9Vq1Z+PI9doz4AUSafTViwWfVAfQPv8/Ny+/PJLP+OXTIseCUdAc3h4aMfHxxbHsb1588YGg4EPaoU4YT2YycFRRAyiiqJ1i5UGu5RB4mix361Wy0qlktXrdYvj2Lrdrp2enlqxWPSJvwQncbw+yxd5KJfLdnNz44QEzhv5Q76wg5wZnEqt+ySPjo6s0+kk9ge5ACAouaQBDsRnaMwAACAASURBVOsVBj3YDHwHQEZb8SC7WB8mRN/drc9XPj4+thcvXtjLly/ts88+8/tQe6zByx96sReLxcLbUtR/KeE8n89tPB67rQAMLhbrWRQnJyd2eHhoZuZtAAybRNZSqZT3c4IzOAYT+wfoS6VSiQFySgICsiGclCAOqyCZmk3QqkM1WVfFLWGwqRVHXMjxdDq1fD7vBP5isXB7qZVRW1vrIzIhqiEBzNYYROdacC0WCw8eqGijlLvdbttgMLC//Mu/9Gxhp9Ox0WjkVUHoA9n9xWLdt3t3d2ftdtu63a4/2/b2emipkru3t7duX5BTs43fonITG4dcKoFzn8/DDmOrfv7zn1ulUrF6ve791mQNlQDHB99XoXYfIRcmUO67eL/eo1kycQKpHEXryesnJyeJxBX9wKvVygaDgZeYn56eJuTyj5EUAB9AkJG5p0y60+lYu912fcM//dmf/ZmdnJz4a/L5vH311Vduh/FF7CdEPGuJPVCMCpajAoqgVAkvfNdkMvFgNZ/P23K59KQPNng8Hidm3WA/OP54Mpl4OftqtbJ2u+26iP58/fXXbtf29/f9jHvsOQQlcQhtdGYbnDgajZygS6VSPtAWLIF+0o6Hz9rdXR9XScYfO1IsFt0O/Pd//7c9f/7cfQz2Gx9zdHTkrQVkofXYS21VIyag9H4+X/fZQ0IQk7E/EI8Q1wS+rGE6nbbr62sn68GwGlOx5/gDKslYy+Fw6EkS7hsZVAJysVg4UQD2r1ariVMfwI+QquCzWq3mMsVMGXAhhCzxHkMVs9msVSoVx4zYKyUx8dW1Ws2ur69tOBz6PpiZxznMesBnaPX7Q14ZDDLnKi8WCy+z5MjB2WzmjBAbBqDR82MBedoLR88sYF8zhihJCH41C6ABIr+DbYK1A2QToENoENyYbfqQw8oFLfFXRlCDemVzNaAHZADWCRAA/JTxmSWH+rEOAC0uPlv/r+/V+2UNtVJDg0oCVq0c4LsRXrNNWRCAWNfILFlZwR8lS7hn7pXvM0uerc6a6b1hIHTd+Tn/Zz01u6HADAekpaesEQYKQKJ9jNz7u3fv7MWLF96/NxwOEwZFFY/PhqlGpnR/9FmQA9aMZ9Cg9z6Hr5nxkEjj50y9LRQKXvWg5fu6jt91qSzB8AJkuFd+zvpTKkjQx3cRnELaULIePrdmvgnIdWgKYF3XlntFprRyAsJBe96xAfSpI4+saVgVoJl2ZalxUgRqlK/yvTpdHX3Uz2XgGt+vFQuZTMYuLy8TJKVmodTekOFg3fkZJcuUuu3s7HhZoNlm4BvllQSVAJJXr15ZOp32vvtyuexHCTHJlwCA+RCFQsEqlYodHBzYixcv7N27d9ZsNn0/IZaY5MseVyqVBIDTLAEVDgBm9jqfz9twOLTBYOBTdckstVotr05AJ/hs9Jdgm4wHcgj4iqL1RHp8X7/ft8lk4oOjyKJosMh+QxookayVPOyX6q+ZJfY7BC8AgUwm40Qfvy+Xy4leesDzfZnLD9mW3/di/wHwWtrK8wPUySyxVqlUygdTEjy2220rFotWrVbt6dOnVq1WLZVK2fv37x2wlUolr9DSajiwBtUEZP62t7cdsKOX+DT8CwSQ9tAyg4NnwnaRYAC76CT8EKuw7+wre4e9oLUCwI8cQO4pucp91mo1y+VyHsRgE6nGUUKCgJvnxucB2t++fes4hawsdnM2mzkhRy8sPcIQUZB3ZpsKEbJ+VPpQrk+bHQRBOp12Upl1Ndu0cmnyQ/0dz3B7e2tv3rxxufrkk0+s0WjYmzdv7OzsLFHBE1biaMAfXqoX36cjP0SHFKtiW6icoeSZAObZs2e2vb1tvV7vJwH0D31pcon/0/6DXZ9Op9ZsNr1FmEqcKIqs0WjY/v6+y/BXX31l79+/Txwtqxl7gnUlvWgHKhQK1u/3rdvt2nK5HmyKPYak1coxkkrYEY6/gzQlRuA7eE72Rf0xckY8QmBWqVSs3W67r+Pz9T4otddhx5B7JJx4FmwOs0mOjo7cL+qReawX9gWiI4o2Q48//vhjD9a73a5XFJKkYI/QaZ4VO1+pVGw0GiUwF8Qv2A7/RXyE7aCyjbYvTaRhMyEMqNDC/tC6hC6z3vhPgmqwGG2SrL/GGGBKs2SLHzLGs0Ei7ezseGUDz6sJTZK3JMq4J21DAadQSQKW4x7RB8VUVNiB17l/raTjCmOuh7oyapBxunwRzgJwXq1WvbQllUq5kLPJqtgoMz0jgFgNhFhENlCdlWbpYegpa8MhIygafGqADMuFcGhGQIPP8NLAk02nHQLFIWAGgJqZ32cISPRzFbjpOqkDU8JELwCyPjP3xfprRQAMl4IWDcw06ODzuZ+wdJX7Bwjq84T3j+KTbVVlRDlZQyV5FDCwBkogaGWD3r9m5XWNyALyPHyuXt1u188sh4UkA5bL5XxoGc+hlRHIAASAEhJ8F8GwrpW+hmCBNVRiQdeU3/M9ZFwpT1Ijq/vxfZfuJyCWoDGOY++ZRYZ0nRlAB7vPfelUajJWYSaM/aPsLyQ7kBf+Rn81eIeA0GoftQ2pVMqOjo6c0eVnGowBFgjMuG8+X4+X00ni3GuxWEwQAeGU4svLy8T+sy/IjpbDhaQexCrE42q18nJdgn6+GzulQGS5XHrlFq/T490YwEPgwsT3Wq2WGJCI/qRSm5aHVCrlBEQmk/Ezws3MQTDlxRroK0Da2dmxwWDgLDqTeS8uLjwzyOsg1Xq9njvQbDZr3W7X9YK1VLlnL5V8UDugIEQJawIzsiMEhBALVKxBBikI0cCEwEkrXfQe2S+1iVSmUAFD3zsZqeVy3Vv/9OnTBDmruqmA6MdcJAsILpF/HUKF/JFh03WgTeXu7s6azaa9f//ecrmcPXv2zJ48eZKQCYA5+31fIIK+a0sKZzArmcK6UgGDjLMX6FWlUvHyYyVPt7fXx52dnZ1Zv9/3oJj7xDei/0r2qB0leCJ7R7WEViIRWLF/BNVkTrFTOmsEn8PMJpVZrVRqtVoJTAW5gl3lKFDsCZVAjUbDdnd37fXr176f+DdtywMQkzE+ODjwSovVauX/VuJPgb4G8DwTVUwEWa1Wyx49emTHx8d2cnJio9HIrq6uEuRUiD/Qi7DPNiQCfl8yICQXKP1XnDIcDm0+n3uP8tbWlrdTNRoNGw6H1ul0HhzM/xSX+mL2TUmvw8ND63a7Xs1zenrqWX7ajff29jzhAsH6+vVr6/V6iWTWfZib6qvd3V3P0KZSqcRRbJAIyCgEWzabtffv37ss4L8Va1BdiByGFSdky802uI3gTPUQXWy323Z3d2eVSsUajYb36iOftBpRrq6VTnEcO7mmGA+CHdtLsKwzO1gnkqvVatUODw/t5OTEj0/HduJ/SPIqhtAjjFlryEpwHpgYzGW2mYcEHoTQ09PQVqtNFR7P1el0PFYguYEe8cwcq2dmXlGSzWZ9yj6yo0QFdrJcLif8MfZFbRZVBWC87e1trwTkxAR8C/KBL+I+qYKgmoRnxi9CsphtTo4Dh+EvWDPiVMgqTXYjd2bJeVwPcWXI/OqACF3YVGrdB8NxH/SGoLD3ZY41aNQyaQwJD8dCsPlKCGgZ8XK5dHBJUBhmJlgkDZz4PpSfxVRw8V0992bmmSyEnQE3OHkF4LwPQUTgNLDXgDIEreH3K9PFfSuTbrYpp9ZAAyPF2oYBlmZpeS8GTg0zv+f7MKDKtqlhVBIDw6lZWV0ngic1UBhxgn2Mja6TZvxxxBjjkOwwMw8iAG8qZxinq6srm8/n3j96eXlp29vbVq/X7e7uzj8XGWRdWHueTQOOcB2595CEui9zofIXvkbljmBwNBq5geb7MEY/9FLgjd4S7CMfGC8CIm0xgSnGGCJ7GHGAJN+hFRuQbDje+7JeSv5wv8iHBuPsDetfr9cTvf08CzoKSYA8sb7sJxcZOX7O9/JMPAMZUPabAUk6ZwM7tlqtvMxMn1PlJqyWAiRxNJj2PPJsehyhVmngdCFfAHfYLJht3o+tA1Cz32bmGa9Op2OZzPqM4K2trcQZxVRSQDJrUExWiP5aege73a7bfPZCZykMh8OEww2HGtEiwrOzPqwrJB/VNOVy2SaTiQe3BGLMfcBfYT/wSQxHVLJP9U+fEfukeq32UIl0pupT3XF5eel7QLB3cHDglQu0rHCPoR/5sZeSb9h67WsHKCkwVjKN5+T1rPXp6amfpMN6k/0ej8ful8iWhEQlw5eiKErMsuB+kQmqCLlX9h0bRCsCU5sBiJVKxXttz8/PXc4J0LFVSr5iz7S3uVQqWblctlKplGhxg+SiUoFAJI5jb3Xq9/t2eXnp66dBJzYFu4Rs82+tbGMd1Yagd5VKxcka1hm/yPDNfr9vnU7Hkyv7+/s+kJSjC7VPXitpNKMH1qLtDRvEOhLAAcZpPfr66689aDg6OrJcLme1Ws2rt5TcZV8Vj6gs3/fv75N/9pf/q36pbPJ77gd5Wi7Xp8Zom49WUP5fufATnCDD3rHvtLi8evXKbZhWkWEfqLb68ssvXW8ZeAdmYEbMzs6OHy25tbVl5XLZHj16ZN1u18bjsVexEaSC0fheKjW0nYjPL5fL1u12E5lfbCjBWbFYNDPz6iYCPipgms2mPX/+3BqNhpO25+fn1u12bTKZ2MHBgdVqNTs4OLB6ve4DR+/u7vzYOL7T7NszL7SdiWox9gHbR3BL2xVBa6/XcwIKf75YrKfn39zcuE5B/CPHVCesVusKBpLAnU7H3rx5474fkkLxG+QkAbxWPGoigNNkmInAd+qJCXEcezU6/6fVAD/Aum1vr485NjM/rjCKIrdv2jIAruBesMVgNHAnJC6YSttwqeIgTsa2U7GHv9TktSbD8RVa5UAVJ7LImigmZb25jwclAzBiGFW+EGGsVqsWRev+GmUpAPwYYAXGZuYOjI3FGcfxZjgSG8n/CTRwyARXbIoCDwCuWfI4N82IAPI1c4vD1OCcv9Xg82c4HCZK5RQc3t7e+pFLMPva86pEh2ZvNOBhPfVeuHitBtmsG89LsKwkgwrJhwJCfZ1WDpCx4DkoTQrvRUmH++6bPUCBtCRHAykCJM008J0YYAAucqbyGQaxGnhTqaHOWZ01mavJZGKtVsvlgqCX3k0FazqIjjYVBYWsC/sNuRYCdSU79H2hTPJ7BQ4KvtLptAPo+2T5+y4liwgEIRby+bw9fvzYGd/BYOBT2wlQANiU3GqZvJklzpLXDC2/Z31UR9BXXs/6qf5wv+g3ryPoV7aedSSo1bIzggWVCWQPZ4QzAKjrMBc+E0emE22RSyWowpYpjsVhjzWINzOXN54H+8lAoVKp5PYHudIgOIoir+7iXpQAVea73+/b6empnZ+fu6OHsMO2oZODwcDieD3A6ODgwAHfarWuhsHuM1yQTLqZORDijGZKvC8vL63f71smk/HySHwPcgeYWy6X1ul0EmunfgFwQ7CN/imRRkBJ4LFarbyfF4CAngMWdP21lUb1FyIAMKtEJb8H3Km9IWA4ODiw5XKZGNAFYc/8Hq0aADRwPWSQkc/nvb9zNBrZ3d2dVySxfhqAKYEGWQOQqVarVqvVXFeGw2HC30Ng8plagUcQYWaOPdA9bCRkCWtNAEwWjXYC2hcZ9MWcAO1drVQqdnR0ZEdHR3Z4eOhHLFM9RkVISMIBigGjem407QJUUZEhU31H5hjqSauS+niAJ/MMsC9KSGj1GT9TGwuBwmkM+EKOWMQvn5ycuI3u9XqJQY0QI9wz34NvB9/wbNhWdBCCQ3ENQZoO9GLWCP3THC93enp6b+VdmLAw+zAR8PvqSki2QazwHIrLdnZ2XL4ePXpktVrNrq6ufBYDMvJ/4dKA5vb2NjGEkuCaY8QHg4G9evXKVquVlUol31Ns3KNHjzxw397ediIOu01m+fr62l68eGGFQiFhLwqFQiKIhizGN5G9zefzPhOKz0XWIRaPj48TZAI2nRbIk5MTx/pU8ijGH4/HXtKfy+Xs008/tU8++cS+/PJL++KLL6zf79tisbDDw0Pb3d21Uqnkdm42myVmzyi2oMqK+RyKl/E/+EIGu9JapFV/p6enXtGFHYSEnM1mnuRVUhV9JdmGfTMzr/QKk5L4QLAYs5SwxdhxbDYYhEokxSfsF3iL/eU7uBeqwvD1+FP8vM6mMtvofRhY47cgkfUUCPAB1RwkY+I4TuwL90CVAbEu1W5aiapt5dVq1UkB7ofn5JnwdVoR/pAkAFdG2XuEnjJQBASWLjSimpnndwBePUeTBQsBPhvKosOksGAAEJgkGBed4M2lbLAGfmbJHlJ1qvoajLwaewIPqgK4EG4MAsYEYIiBUnZI+6RRGO6b7wzZbH4eVj9wPyo4ZhuDjTLfFxRq4K9kiZZmAqIU3GmwrZlaAgW+Lwxodf/5bi1VBBiSaYGp1KyxBqvsCevD8+u98ZwYT+5L5Yy1IyOxWCzs4uLC2dE4ju3i4sLlDofPXvA8SiqFBFOoG1qixL0gtypb+jfPqf8GTMG2k9VEVrjQ7R9yKYDGOQP64zh2I7i7u+uBGQaczN7Ozo7vGaBTiR4NgpQIVCIRXcHZKTHEful+4lSU6GOttadey0U1+859YYzRbTXemm2G6VVCgu/DGesefvPNN4l7DgkBnXyL0deyXuYTqI0ejUbW7/e99Prg4MDJUs3C6hphC7SVgX1XndTp+gry6c3n+QEclC0CiphbQPBsZs5y49A0S0uFBvoAGQR4Q16YA0GGh2CHNiDVedYunU57mSLEACAcZ0zmnb5SBSTZbNbXWf0b4An/hz3kHhRQYR+xn8hKaD+QYUAtweBisfAyeFo5arWaPX782KrVqv32t7/1uTSqxw8VZOzu7lq9Xref/exnFsdxgpwIh0vp38hhrVbz++K1gOnb21vLZrOeZUSeaPeAVCO4Zggsw6SwGWqX+UPADMlAhgkfNxqNfBI5w/E4QQnQyhF3pVLJ9x67ocE7sssxnlrZw9GK3W7XqxyoQDMzt7Vm5jMNUqmUV3vpWtByo8kTrcTQP6w3tha9WywWnuBAL8BXlUrFcrmclyoDpCFExuOxtVotazabTtpBioAdCf4VR2mSAtlRMhKiC1tYqVTs+PjYGo2Gff755/6eyWTi1QJmlpjroH5UCVXFU2bf9q/fpyf6DCrH+j7aYBUX8drVaj3UjiPgINTUN/2xX5rdVL8Oicx8BOxUHK/bC//zP//T7XO1WvW5YwSsyDI4GdlNpzenZV1fX1u9XrdqtWq9Xs/JfQjobrfryRGOh6N6jHPemRXAIFg+O51ez3AAv6dSKc+sUzX07t07r8J7/vy5VatV6/f7njjd29uz0Whkr169slwuZycnJ1Yul+3p06c2n68H7EFsLBabY3eZU7O7u+vD42h7gRAwW58KAIbSyjz0udPpuP2LoshbM9AXdGsymfjgUE5weP78uc/Iwbez1/hIThnBpxSLRSuXyx4g4wu5B/Ai5CfBPnYVfwgZi5/ATkGYoM/YLjA6dp+4gcw9ff4E4MgROJIklcafy+XS19fMvI1Ee/rBNhBXOgdgsVjPGCLOgLggWQE5hc6gK1SHZDIZKxQK1u12naxF38CTWoVq9uEhpg9xZQA0DHpAaM3MM2uUb/FQZuYKBFuvATQlpzA/CjjZdAVu/F9bDnhYACCTgXXiJEIEYOW7zTblNdwrDshsE5RAcNxHBPAslLpokAOox9HwGRqs8vzKFof3k0qlHACFGf3vyhbyfoScz+b7NPjQslwFChqcsGZmm2MSc7mcH6PCWtz3JyRPQpYeowbxwL+1xYQMO3JDQEJmneAGBVawgTzyLHofIRAI94F9Qg7YYz5DgxHkjODUbDPNWT+bi/sDwCpg47nT6bSv/YdIqfsyHmS4OOar3+87U38fIfNdl8ot+whTjYPCYFP6lc/nPZgaj8cOGhWA4sBgkpFTDdYJqDRYQ1Z5Dm1fCato0B2cjD4z+6h930ruAd6QUQ2i1UbpCSvhfeF40Dn2RacTU2aIrnIf6uy4Qr2CqUZWAAP8joAHW6xsPce/caoANhyyC/JGn41KEyXgcJxkM7FbBG+5XC4xz0XLkaMo8mwO+qlVGThTAil8CeAIfaTqgBJVMjsESnwma6h2kAwPe6pZlTiOvaKGQJssLoTz1dVVojpJZQyfBrnIz5SIUR+gZJ1WmEF2EIBqFgugpdOSzTZDtTiei+8O7+/HXkxIPjo6skKh4PoAMCdDhx6x71rSb2ZOMlLGq/5Y53aQicIPETBBPGirEhWDSggr4UhlIhUX+Bn6dlk39u/6+torYvhDeT/Pzb2yp4PBwINB9gVgbGYeeANQIe6obuC4MN6PXcUuoqN8t+o/z4e+qb3HR5Ld02SPfvZgMLBisegBlfo5ppIDkOv1uh0dHdnV1ZWdnZ15cKV4RMlOfKtZsi1GEz5kRyGJ6D3P5XI+hwQyiFNaqAjSVg31/4oPvo9o/z4feR8JoLaAZw1JfeSnUqnYycmJ5fN5Oz8/T7Sl/V+7sGX4MU2s0DZCALNarave/vVf/9VJnr/6q7+yx48fu7xRvcYwSCVi8YPtdtvy+by3odGTj02EdEbOa7WabW1t2XA4tG6367MwmFmkFTLEFnwW9qvf7zshcHZ25lVYjx8/tsePH1u9Xk8EkP1+36vXfve737lvOjk58cw/z8NpRJpgIbDEb+APIFvALFEUeSk6iQJOTQIrEGxDGu/v77sv1Sw/el6r1fzEHWwi2AofhP6T9AHnMBWfRIkm8vg/94r8kJDQ+TjlctlxGlVLkPZcmlCj+gsMhB2hZZBnY700SYTfAOdAllAZBXYlaNeEDfEm+4WfBifpyXe0WIIR8VGj0ciHIRcKBZ/LN5/PfTgy6xgmqPiM0K491JUBcGiAAiDf2VlP4+WMSoweQRiZf97HJvBas01QDoBU4K4ZOQRGs7fL5dLZVHpRWCymDvO9LA5Kqt+ngSHgCqHS4E6DSF4POAsz8DCgTJ/Xfj7NKCogC4NUXRfN6IcBQpjx0qD6PrJByQoybVo+GWZGNXOHkpN57vV63yJJQqb/QxfPyr4CALknyCfWD5CgfVKAO9YJ4KMG0mwz00EZNhhKXaMwIwyDCnG1WKwns/J/sksYKEqIMEI6wEX7klgnLW9CtlFuQKWuq66tkh38HlBFOdN4PHYy4L7P+6GXsrBma4A+Ho/t+vra9QQASw/4YrHwAT4AVvSLPclkNsdjasWAkgd68WysAVlP3VP+z7qGgRj7E8ex5XI5N7Yc66KEg8odwDrMYmmAbrYpaZvNZlYqlRxgA5AgCBaL9VFd7D3ZUC1PpmdOg1ieh3WFAAOsp1Ipz2JSJsuasjcE1AAunXUQx7FPvKW6hDXZ2tpyIEC2B3vHe9E9yAlK6q+vr63b7TrBh//AnpiZO1r0ZTqdWr/fd8AHUE6l1sOhms2mz7NZrVZWqVSc/EU3CTx139h/tauQXApYisWiZ/gZ2gdooyqATDHPrX/I5GtwG+4jMsQ6I0PYAoAWcosPwx4pWUxAzZFrzAxQfX9IMoAyVaZKR1HkgB/7gy3HDyshydrRi8o66XGBPBuEwc3Njc9l4Dkgc9QO8B5khn2kQofMW6lUslqt5uQCAW46nfaZEb1ezwPTUqnkw7PevXvnRBOyAOCEnKCFEjIbIApZoP6btg507/nz557JVHKP2RFkkVS2+Tz8uRLN+AhkJgTnTPvWo7FoS5hMJjYcDv20h3R6PahrMBhYs9n0teF4yEwmY+/fv3f7h0xAcvNzLrXNBEU3Nzd2eHjoa0M/Nlgvn8/b5eWll4l3u10bDofWaDQ8SGPfdXhzeH0IPH9fdk198X1kgH7XfaT28fGxvXz50prNpp2dnbmPgSh56OzeT3EpbsSHESSBnQh6OK6PZM9kMrHPPvvMsdpf//Vf+wwNSvk///xzD5LwZwRBDFtkfoeZua5uba0H6HU6He/Px19ht8bjsRPNOvyXBAbHHhaLRZ/fg11eLpeWy+Xs5ubG3rx543JHuxNEOH3mHL/+7t07a7fbVq1WE/FROp32ii98pBIT2uJA+57iC2abtNtt/9zDw0PHB/hFCHiIzHq9bqlUyqtv8CutVsviOE4c4ahzg3jNycmJVSoVH1au8RdtIdPp1K6vrz22wgYqAc6aQnhygpG2uy6Xy0SbkCaAzMzxp1aCYgO3t7e9klfjHLPNiR9geYgEEltgaJK/vV7Per2eD2BmfeI4dpuqsSyyzDqzn+AJTdLiQ2q1muObKIp8iPJoNPK4i9eDn3nW3wfb/9Arw2ZmMuujJChb0zN/+/2+BwQwbIBZSiHieH2+M6BGj6tAEVhIlEcHkClooHyU7CJODAHVcnYUQRntdHrT16eZaRaXBZ5Op4meeM2G4QQA3Hw3oMfM3FhwaYYE50xmQzMWgJrFYuHZMO6BjcfwAjTD7CN9WBhGgmB1UvxfGSwUFZYLo06ghiDTl/X06dPEOahhf+B9jBvyAUDQLAXPRR8zP4dFJFDRAJvnVmaOveH/GFeCLuTsQ4rDvWimkzXic6gMILuqFSVRtB72Va1WnQnkuCCeVx0+RksrHCAEwjaWsHoBmcVYb29ve69bu922ZrPpYBiG3GxTGv99F5lQQC86xj30+31rtVpegoax1cBFHRI6g9GHxQbkaRUFz6YkCjKKnkHyaDDF+oXZISUcsDc4JDJwGHaIBx36FcexZxOwZVp5tFwuvU2Cck90kcwbJb3T6dTa7bYz9NiPRqPhJAnnUFNyh30AnOfzeb9/ZEuDPJwZMk+Zo5m50wyzljgVbDa9g/1+3/eYIV60iozHY3v79q1Np1M/u53vIQiEpKA8fzgcenaBtSJbrOXLBAXYFrVnh4eHvjesgw48Yn8AjrQFoCsEsQAHJb8JdnQII+QTvksz+GTnNQuBTdVBaUpIq45DWOjxbEoCsLeURELwcIQby6Ae9gAAIABJREFU4Gs6ndrx8bFFUWTn5+c2GAx8v7VK4CGyj2Tems2mn9zAnApAEoQq09NTqZTbeE6K4OxlCL75fO6yh39XIoGMk/pXCMnlcun6ha0m+ILMhaSgDHcymdjh4aFls1kHaNPpNKHLgO3r62s/ZQJ7iD8Fj2BvmInAsD1kHWK4Xq/7syBH8/ncWq2WmZmfJgBxQck++sSRt2QSlRBB/hWgUoIMTmPqPjKp7TUMfWOAFXaO9To7O/PKpk6nY91u18rlsv3pn/6pfw9VBsPh0Fqtls3nc8/OUoJMgKH4B7tNJpZKhOVyac1m09LptD1//tzLwSExyJ5B2ONzeDawhIL1+xIw4ALVO/UhmowyS7ZT4T/S6bRdXFx45hSfT0VYpVKxly9f2unpqX399deOb5Tg/79wKRGOfTJLnrrDxewZPQu+1WrZv/zLvzjm+9u//VsPsubzuX366ac+h6DX63lWtV6v2+XlpbVaLc+gaxDKHtOfDkEcRVHCD93c3Fgul7MXL15YNpu1i4sLt8F7e3vejnV8fGwvXrywarVqZ2dn1m63rV6vO87C/i2XSx9oiExDllcqFZdX4gaCerLOxD4Mk9QjQ6kkotWgVqu5fZ1MJl7FYLbu39fqSPAqFRNUbmsrHf4MfdVKAob6kcyAEDXbzC7SUvl0Op0YsAfpoYSBVm4gH+gBvzs/P/dkADEn84S0AgTdIfFEbHl4eOitIOpTb29vvT1LSXX+zfNA6HNvEMy5XM7tDGuArdZqAzASsQxVe6wtMQWvw3eCMXT44Wq18irc2Wx9ZCvJI8W/+NiHJAUyxWLR5vO59Xo9KxaLvpAIKwMaEDZluQ8ODjwAISCC6dfKAt7Pz9kQDTow2AreYYy2t7d98ylzoWyPjA0LT9BI2SvsV5hBJ/BQkKkZDs1c6jAtDWYwThhMLZGDyEBIlNnHIVFiGmb+EYqQzQaIAMJns5kPRCKgYy80O63MXJih1oBaM1mwlMVi0SsGUCL+z3eSJdeS+CiKfMAUzhNjTeaRMmOVCxwLn0EGlkxBWBKMkdL3aCaJ0spw78MMlq51SKhwbxpcaikqAIB9Zy9ZSwUbABU+X/u9tJIirH5QUou+LTPz4UoYWN1jjOV3XeypEhRkTwF6GggTbMGwYrTJ/BHUlctlOz4+tna77Rk/CDUlVZQUYa+0GiQkNLQKgLXXEtQwo9/v9xPgT3UtnU47KKW8Hx2n7JHj3FSmWKPZbGatVsuPF9vf3/cAAgKNfdRBgDhC/kY/6fEjAMQRhGQSvc+ZTMYH24S2EbvCoCAdnkaQ3O12rV6v+3ORqRgOhx60tNttl2nsfa/XcycKgw3gOTw8tJ2dHWu1Wq4rZpuzxZU0ZF0B+pAh7IVmmiH7CNxpb+BekQXsDwGmkm+qVzwfAFX1TCsA9GfIPUSODndDj5Gf0EYg78iv2jJ9RuSWvzV7jk95+fKlffTRR/bmzRvrdDpO9mjw/xBVAWaW0FklxbBd7BHBJmCI3kmtsFBZZ714Juwe68nz008Z6i7VFErgQjaQsZxOp9ZqtTxoe/Pmjb+vXC57eSxBHKTAaDSy2Wx9VBQBODaFi3vmCEzKPgkCVX8ymYyfqpFKpTxrNJvN7O3bt2a2JnI4DozZA8zpAFSbWaJ8N5VaT/rf39/30mv2BDK9UCg44QGQV2KDCfe9Xs9KpZIVi0Un1obDoX8P2ffpdGrv37/3loujoyP/LIjI4XDoZAq6it9HRsmkEtCYmcs7FVz67/39fScBsStK6pHgCGc3YRNCPHVf1jKsAsOfQHRzlCrJpsFgYLVazTPaECpmZvV63X7xi1/4wEB8dChD/69ePFur1fLjZ3/zm9943/Tf/d3f2cnJiaXTaXv//r39+Z//uWWzWfvnf/5nu7q6cmIT8vDy8tIDP2zmZDKxWq2WaN/BFuPv9HeVSsV9A0Ee0+lpP8nn8/bkyRMv+aa3//Dw0I+8ffv2reVyOWs0Gh7U6awf7DUBHdisWq1aqVSywWBgw+HQdU6riKkIwpYpBiZAJ5jks0jIgrn19J52u+2ns+DzsQW5XM5PtiAALhaL3p7DkaPYh2Kx6PenSRGC/el06m1T4Ay+Gz0m1jAzr2AE/9HuAO4kiURihAQErUQkVnhPFEVWKBR8KOpoNHJiaTab+XcjI2ToSSJTsaStVww31mpNWlfn87k1Gg1vqVbMkclsjgvkWUmmg+Oy2ay1Wi1LpdZVkKzr1dVVYh6D2ber1n+SygCC+MFg4OUTgBQFk7BcOAXYLcApIAFjzGdgTMOgiiBAnS3ZZg3qyfhrMMX3KOME+CLjRxBElkUz7hqwcl4pwE3LvHQjcQz6nfo6zdjxXbppmvXX7yfLgIBpQKcOCaOgwXEqlfJyPoBamGFFAbS0FaCSSqV84JcGLIA0hkVByAAyuA/AMXtMAMm6YxDYP82UAcBzuVziPhUY8tx636y1soRcSqZwqYP/PkJAL76bdeKzMMooNcZMATMX3wmI1ftB5vguJQLYdw0+CZzT6bRVq1U7ODiwTqdj7969c8Csz8H6fB8ZoLqjgYtWbfD8ZM8Gg4EHbI1GwweMcgQVYJXMII4AsoTBQEzW1ucNyTgyqARosLzsN7odygAyom1A7D+BqdoIHCwkKDqG0wF0qqzCHqdSKXc6ZLdrtZpls1knUDXII+hH7yAGNEPK5yD/yBh7y3OrveIzkS/6jdEdHXwHOF0ul94rT9XA9fW1ExcQCwQyOzs7PktCq7hwgswmgATUcngyKJRjso4MlILkAzwQ7EFW8fwaRCvJqFU2ShBqRQCyhE0kc6lBOoQNjp/1IdvAe7HZoa9Tuz+fz50sYx203eM+olp1knsCHO7t7dmvfvUrazQa9k//9E92fn7uwRT3o77rx16qT8gQe6I6Cx6AXEFOqWzhD/YRAEwvP4Eq4Fmr1ZTIMTMnhiGMFPArsYVdQU5Xq5X1+31rNpvWbrf9mDLuS4cBsldhBRl2KZSfKIoc+2SzWS9TZl8hslgPQPTp6amToFTTaAUBPfkQhJQz87w3Nzcue2TolLhkLWgLoj2D55jNZtZutxOVeplMxkk35nLg266vr+3169duN3kdcjoej63ZbNp0OnWZZc90rgk+hSyf2g6qJDRLViwWfS3YDzNzDIl+htmyD/n30FeGSSJwhgZ52BptocM2UFGFHS0Wi7ZYLOz169fW6/V8Cn34vT8FqP//87pvbc02c622trYSQ/7+/d//3U5PT63b7drf//3fO34oFAr26NEju7u7s3/7t3/zVigz81Yy1ovj4piXhB3CJuPbCfSoEuKYv0wmYxcXF45BiBGurq6cYCoWi/bixQsbDAZWKBTs+PjYjo+PrdVq2eXlpScCCTy1ilGriPf29rzqgWAQvIcc4YczmYyfFIN/AzsvFgtvnyLpwJGF4/HYKwwho6l6mM1mftTebDZLlMPTRkASgZONOLp2e3vbut2uJw9INjIUj4on8B/7jkxodQ3zXZgNQCUECRj1JUrm8Hwc4wdZy/HCZuaJYWw9ZHCn0/FTggjGIanBVuq7sKlUuIE38Qn4bK2Q52d6hdVK7DlxGn6f12HDarWar7UmSNEzjSE18fVQVwblwcHRN0YvGWX3/AF0aRklzpTPoNyCErQwCFNHpcEGQgToAOSoM2KxKdHE6GgwqpndUqnkwsbr2STN2IZBBK8DzCvo5v5V+NV56EYNh0PPeml5mIIEgiQASFihABDTgILX0pOogItnV/DCMwFwWOudnR0vvSPDwz7e3d1Zp9NxYK4Gl3JUBkQhA/xeDRzGRjNr3AvKgjFR8GW2KYUEBMDyafAcMmZKfnzoChm3+36ve6wkBTKyWKwHzLBfGBV0QKsAQnKHPQuJDz5fMx+AfDPz7MTd3Z399re/tXfv3vkQNs10qD5916XywnoDpDOZzbRo5AeQS38YWWfKrTmKELCEflMmRTUJrC3tJ9gTM/PKEzI9rBmkCKQksop+6bry/JQEIw9qu1hfMnC6N8gkYIP3I4/IWr1ed0cNq0yGsFqtJo5iVFISR68zKLa2thJBtVaYmG2GEPLsSlTxXIvFeqhluVz284TpSUaPMpmMAy2OC6OcEdCg9oNMJk6aacJM84U8nE6ndnZ2liBjw4oGwDLZQgCjns2LvBOUs6ez2cxb2ggGqViikgnyQytPFOzjS/h8JZNVB9knMn57e3s+hyGOYwcVoS6FlQeU+mlGQivNOL70vuoVQKCeJvDo0SM7OTmxXq9n33zzjbcwcc+6bg9xsQacgcyQPQIwSqQJVKkeIRNstrHpED60ioRVYdh3wJ36ReRey3tTqfWANuwRZIAGu+1222cIRFFk/X7fs/nL5dJarZbvufpubDpVDZDa7B32QwlysuKUddLmE7Yj4Et3dnbsl7/8pdswzlPvdruuK7lczvU3ldrMQ2COA3Nc8PFKGmKnmL9AmXImk/Hp7r1ez7OGEIV7e3t2dHRk+Xw+cXQlWI9qz2w2mxgw/eTJE892cSwmR0liV7TShASEZg6pTOWZ0VGCcvRSbSk2g9eiQyRMFEiHuAGiUfFDiL2Qc7KN2GpKyDk2DtsLqP/888/t4uIiMWTt/7VLCQ1kUNd4f38/MWT37u7OvvzyS/vHf/xHG41G9g//8A/24sULWy7Xpfh/8Rd/YXEc22effeaVYswTGA6Hdn5+7kR0FEX2+vVr93WQyepzaAOk1TGXy1m9Xjczs4uLC68MMFtX3bx588aur6/tk08+sZ///Of2u9/9zrFHpVKxx48f29OnT32IJUcPU/IPTiAWgbgzMw+sFRtCRoCLFSMTM/B7ZiNQvr9araxer3s5fafT8ZOGmH5PAA1W0AHQFxcX3vaJLt7c3Fi5XLZareaDEsFzg8HAer2e6wM6pkSnJjrRE76TGR/MFppMJj4Yknk9fC42a7lcOrnK/WlimZ/xGVQR4BMg0HO5nM8T0PYO4hb8EME9pA5kAlUE2G7au4lzkXd8iMZs+GNNZsxmMz8tRpM/2FhkgPgpjIuQ74esLsrwpTBV2o8B+wWzTDkEjh7AgwEgGAb8wAxhKDDiCBBZSEAThpyHxYHwGQoylcnXAJnv0Ow6G63OHmcEaxOCQS4+j1JZWC4Fltwn369ghHPstbwc8KxsE8BPg0PNMHHP/IznGwwGbiz0GTSTxr3eF4RqRjudTvt9KYmg1RraVrBarTxLpIGsBjD0FMHched4Qg6xlxr4owSAM4ws686zoCQAYFUezdTrvvMZup56qUyzL7pO/H40GjkDTKZKiQwFaLr/WgVD0EeQwh7yO16/vb1t1WrVdnd3rdVq2ZdffmlXV1cO0EOi4YcwhzwHGRXYX3QHkk/3ltdAhsAm1+t1q9frXm4ex7GXw2rZei6Xs3K5bI1Gw8zWx2t1Oh0H3pSsETyZbY4KVHnSdgYybdwn96wlqOyxgnlmeqi9wIliG8w2LTqsifZ9kXmEqIJNVqZa7SGfoWWzrDnrrVUCPI9WqITAFoKO4JPgkaMJdS0A3mT9cJxahaX2Fzt4d3fnQd/+/r4ff6brptluM0v040fR5nQNhk1BJuFole2/urpysK6M/2Kx8B5HlQ8lJdBT9Ju9okcYm6k2QJ0v2Wn6r3lvFEVuw7TCQG05e7tcLhM9gtiEra2tRFaIe72P7ef1i8V6GOWnn35q+Xze/uM//sNOT089yFBgoKT3j72QE8q2dS4LRB5yTk8kg5zM1jMtIFH4m9J3skQ6QBGAxt6RTSYg5Odki83MS1sVO/BvkgbYODNzoMUkcPQZOSTwpHwY+69VAeo3+DwdUEblFGCRZ2fCOZ//8uVLz4Yjo0oU4jPRv2azaWbm08sBjnwGeIO2LMgyqn2iKPIAAJ+Vz+fNzJw4qNVq1mg0rFwu2/v37xMDEiE7qehB96hYoGz2/Pzchx+CnyB6VquVyzVVM8ybQq6wocyIQJ+we5oF1gqJsG1U/2DHeFYwjeoOOJH9Qa/x+fwul8s5UfP/sXdmsZGmV/l/avHu2su73et0zyQzk2UCEclABCgCFIkrhLhBQgiJmyjARaTccsE9N1xxjVBQoiQgEpIMZJRkYBYyC52Z6Z6e6c3dbtvlqnK5bLe3Wv4X5nf81BcnINJNgP98Uqu77Vq+713Oec5znnNeEgAEqZSYrK6uBkHMvnSV2P+VK0kIeIBCsCspmuVOTEzo3r17+ou/+As1m0194Qtf0IULF9Tr9VQqlfTrv/7rGh8f1z/90z9FQEdQiyqtWCwqn89HoIpNwN4SzPX7/Thqb2trS3fu3NH8/LwmJiZCYr6xsaF+v69SqaTNzU3dvHlTY2Njunjxop5++unoB0U22hvdsia8ZA1pOVl4kgb8nMAWm4StIPmGIvfw8FBzc3NxtCJHe1L6SFw2MjKi6enpWPvtdjvWPKQAmGx4+LjRHY0IDw4O4n3sOYJ7AmAPmF0Rx4X6Dak7REa73Q5M7PYe4nR3dzdKSiE5wQ/4AWzY4eGh1tbWouwAQqTRaKjb7cZ6AEuyluhN4SWSYCT2PvbJ41WUTPzb8TEklaQol5YGldiOST2W8nJBVLEkWRjLZKkdeMQTZo/CfmT7/X40WuBmK5VKDPTa2loALyYaYIDMA5AGm4+kFMPng5FkOFj0yFYBUwBfjDpG3xcixtoDezJN0glTiXNgoXEls7EEOx6cTU5OBvvEdxEYHB0d/UizJ3dGsFI+Fk4GQBoQZGNIcbo4O7+S9+wAiMWIkWHMcEKuyGAc/Ix4gK0TH2xEAnQHhqlUSmtrawOqg2RWk+ARQ0MDFTZQKpUKZtIz7oAt+kLwenfsZC09a+9g+rQgPzmOHhj6RnMChecDpJKhQN7j4+zqDsYoKQ/0OWZOnNxIZhgBItSVHh0d6f79+1Fb5BkQ7p/P+4+u00oVWM/Mpb+WvUyGbnJyMowp50+7UoC63K2trTj5AIA7PDwcLD3sPiw7hpRMrBNJrhxw2+BzxDpAIsh4AEL5GZ1c/dmdSed1LmXDuQI+qdGTThrksB54Thwhtq/TOT5LniCIuWM9uPomue5Z+5nMyVm0fB7SZG+W6MoLd1jdblfz8/ORefFAmYCy3W4rl8sFyOUoyXw+r+np6ZAScqoKMmTmhGZHPLfbllKppPX19cgEp9PpqJmmcRQlCiiQCEo8M8u65JxpVz45ice4SifEFuuce2JNMb6lUknb29uxDqvVakhDAarMJ/vO9/709HTYNPY3RACZXfc7yczlxMRErL25uTldvnxZjUZDL7/8su7cuRNrIUl0JeXS/9ULH0Ammaw/smf2KLWPSExRCUAUIlmlGSSAGH/IvgQ4QrgzZ+xH7BV1tdgTJ1I9oCuXy/GdTiwA3r2TNuuIzyNwdiDNGoTcx3eS1QHkcg/MA+sB8g3f8t577wVByskHnNDCHqpUKpqfnw+FRqvVCtUV/Vi2trbCDrkKI5fLBb5Kp9PRF4BaYFcqDQ8Pa3Z2VufOnYukz9LSUpQvrK+vD2T96vV6rJG9vT3NzMwEmUCiwk+S8WSHYyISUdhO399O2nvCCXvIXPJ+gg7WAv92e+B/PFng+5B1iSIABQPgn+dLpVIx9uVyWSMjI1pfX48u4U7KOcb5v0QGSD85OMEv+//ZQ3/3d38nSfrc5z6np556KgKkZ555Rpubm3ruuediPbhMnHVRqVRiX3Q6HRUKBZXLZXU6nTgFg5N3Go2GlpeXtbOzo/n5+SCgUDHiq9bX1/X2228rk8noM5/5TPQNwBdBhBFss4aYa9RR2Ww2errQlLRUKmlsbCzKD1k7qAKph0c5d3R0FD2iGAeOCtzc3FS5XFY+nx/AAQSP2FSa6zUajQhwJYVCD7KK2C6VSqnRaGh1dVWTk5PREDmdPi5LhrQDW2FDPI4hlvQySemk1xN9JPzkF0gcAm7Uh8QbHhNiA2jq6CVm7XY7jt5G+UmihMAb2wi5hP1I4iTsJ/EaCQvWAbgkaY+wyR7nuPqDZ4GY8FMw2C+8hxg9ScI8bBuSZYEhgQKkwTADvpCeAG55KKQco6OjarVaA+wKrJkzhx7wkVUmE81rT5OJM3gEpX58lw9uPNi/358zvhhxPgMgyOc6w8NicLkGE+VBh18e0PniR1bizDb3B8jxjK5nl5OOA4fIz1AEuPrBCQqXzTkR4Mw47BTNg2AWPQuOE3aZZzqdjto4L3NwwgIwBHtK9tTnA/WJzwtjJymAE87dg96khN+f0f/wvMk/Sefsr/fPZI05WM9kMmGEPGPBPXlW2ckw/27mhZ/xXewxsv4Yo5GREa2ururq1asByBmr08biP3t5vZaX4yRJE+nk+D8CTYAejV8w3By/CTFAd9ZWq6V6va5Op6PV1dXoTE3GigDo6OgonDxqADfo7FEye66ywUGROfU96QQa2TcP6gCtvr4gBJgj9sbMzExku2mK6bZga2sr7o+9ADPebrc1OTkZtoBsJTIymuck16QrA/hs1iPfk8zE8XvsKQCaurxUKhXNhPhcHLfbO2oQCfRLpVLIoCGFyaAz1tgYyBDWMs6VPdLr9UKhIGkggALEMEaSYl3w3Dhp1qLbPmyjS/Z5ne9v5oLvhsFH8klJlas9+B4P+F1KiSNnDlHfORHHekzOFaqAixcv6qmnntL+/r5effVVXblyRY1GI3yQv4+174HOf/VqNBpqNptB9nDvzDE+A3/O68lUX79+PTrCUw+LdJjAmRNsxsbGBvoz9HonTekg49mbEIxuy5k3P2ZyfX099i8ydI4L8/ny/e/7l4wSgK3b7arZbMa+hKRMp9PRhd/P/ca+AH7BLtiJWq2m4eFhbW9vq1gsRkdvbBh7jACDMgfqZldXVyNZ4Q2cOS4tmfFmfElI0EDRA28Ckzt37qhSqQRY57QRCF4URZC3e3t70SuFbu71en3gu13RRfYWgom5YO1jz32vc49O/uD72KvYWcc3bgfYa+5z+R17ET+eVBQ5pkXhSjNEjrGFDDiNkPM9/jDIuv9J12nBCYSYpIHARpKmpqbUbrf1V3/1V+p0OvqTP/kTXbx4MfzSpz71KdXrdV27di0aCNJIEj9BNhn1Fg3D8/m8CoVCnPKRTqdDrbSzs6ONjY34WS6Xi/WbTqdVLpfVaDT0yiuvRI+WxcXFIJQzmUwEb6zZiYmJkNVjH5G904R3c3MzAm6UTI6xISMg9JJlb7lcLk5EAXNsbm5KOomrUAuwtpDhk/Fnz/lpa5CCKBfw4e5HKZPCroHpCFiT2IL94jgMf08zVXDF+Pi4+v1+lBB5DxhPrlYqlfBBrDXIWBSQqVQqGjVCXtNzgNdyv93uSc8XfDTEKHYbYuXg4CBIjEKhEPfvikBXQbHeSYY6VvP4Np1Oh8oIUoqxA9dwD+wjxwsP04ZkYc8rlYp2dnaiCzR1T9VqNRw2ZAFOlYAFqRkZQ4wrk4MDZ7Gw0Ok87vWDZA8AjnwezkE6MdQMunRy9rfLcD0D6IDf63bI7AJovKzBLxhmn1iCHp8o/s0GgpXEObHIcZCMDxvSg0Qvg/A/frHRHQyhDmCcffGwgAHfSLIB7aOjo2HMJA3UMJMB4X2SQoZINpD5wSCw2b3ux0sTPMOUDKQ9+GdcWANeJ8izOYHC83mgfVowlSRJeH8SLPjaZawhsvg/G9cljA44JQ0YAYIaLu7XiRcysRBXvV5Pa2trunnzZsjg/EqWTPxHF0Yah8NzsY+QXzopBvjNZDJqNBoh63QJ1Pr6enQShv2lezTMvSRdv3496txwstVqVdVqVZVKRYuLiz9y7BAGmIDSyQrPjKJC8bH3zHEqlRqoc/NgkD0IuMbGOIOM4yPwc9INB7ixsaFKpRIKAIILnBDNfNjrDnKHho4bETrBuL+/r52dnQig7t27FxlBz06zxlFbsFcIBnq9YynbyspKyK25HwJ9MgFkFBhvAp7R0dFQkXH2OAEeWTfAAoHp1tZWkI2SBuq5W62W7ty5E0ceAYA4Kk7SAIHA+iS46P57faHPN+OJPSV74hlq9i/rwHtmrK2tBQEF0QBY4nkBiOx97HA+n4+xY81ikwnYaMaEXZFOSB1fE0899ZQef/xxXbt2Ta+88opWVlYi4Pfso5NeSbL6v3Jhb8l2MLdkVpB6VqtVHR4exlHESGvn5uaifhw74oQFGeputxsYACBGOQg+i3H1sYJso2yA86nJZvNe9i97A3zQbrdjrTjZwP5nHY6Pj6tUKoVv8yw3KiEH9fRS4LuZC7AN/saxDMdakvH0k0yolfUeI61WK5quYRc485u1zGkDELOMCZ8zNHR8Vjt7qdVqRUPajY0NvfHGG3r88cfjiLNisaiFhYUgP1ZWViKbx9hCkBwdHZ9mwDhCmNbrda2trUUW2Ncu6hD/LGwpDQRdheHBAoEEY0imDV/F5yb9vZMAjpHYq/gEvjOdToeCg1IibMXdu3fDVvl3sMb+rxEAP+5ijF0mTeIC/9psNmNffPWrX5Ukff7zn9cTTzyhXq+nqakp/cqv/Ir29/e1vr4ewe7Q0FA0NN/a2tLCwkLEKffv31ez2dTFixd17tw5Pf7441peXtbu7q4qlYqmpqbihCM68UMk7+zsaHR0VAsLC5qYmNDq6qpefvllZbPZAZLc5fAE2Kin2+22bt++HaUMKCex/6xjkgCQ6Ujdp6am4kjiVqsVgT1BOclY/F6tVouYA3/hSsVer6eNjY24x1KpFOV9h4eHkQhgXjjmkOeEuIeU3tnZ0fDwsGZmZjQ7Oxu2BjsJGcK8kyzEJjBuXPRZoNTDsdODBw9UqVRCgc0RzfV6PUoBIZ3xC3xnsVjU6Oiotra2BmJR4pfNzc1oSokvYp4gA2iETAwENgZHEqMSH2E7SKzmcrloRojPYS0xZxMTE6G8rNfrMS+eGALPenyA73mYVxYHNjU1pZmZGdXrddXrdd24cUOFQiEawHjgjEEcGxuLRi9sBmRlnjqyAAAgAElEQVT1ZH9HRkZi4wLIGDSyAwB0an6YRGpOPBPh8grAPgNHYA2zRI0SixA5Dgu32+2GA3Yj5my5kwVeWwhb5Ece4tQ92GQxeKDpwMOl+85481qvY0QSyAblTFCAq3fJxHgxLq6e8Ew5WQwyLU4UANqpzaVxGUweMmYCMxwzzhlgyvOxHhz8sh7IbiD796CfTe4BuXQcGADGeS4ncyBq/Hfu6J08SmbpYf9pMINx9ex7v98fOD4mmWUEzCSzrW6Y2OQA0CRhhgSzWCxqenpaGxsbunnzZgQozBfryQOe/0wwwHNDdqXTaS0uLqrT6ej+/fuxxgHiPBsB8NLSUnTSh+xCetXtdoPswfFABuDUyuVyKAUAe9igXq+ns2fPhiPBGVCb1+/3tbS0FI6DAN1BX6PRiCDeG70Alnk2rxN1wA/JgVrH2eN0Oh2BoTdUw2kQuPJaFDu7u7vq9/txrB9ZPhrg7OzsRDZxf38/jvfk7GJ+hyqFuWf9sB6wh9lsNoDJ0dFRfH61Wo1eB0haWfc4YPY7QMZJy729Pa2urmpqakqVSiWyH+yvVCoVJ0b4+Dkh1u/3owke80aDNxw9xBiBG0oIQAv7hbnAzrH/sHd8dzLodmUBoGJnZyckjmT48VfYJ4hX9iB+BsCAnBub4DYQ4sWVcRAArtCZn5/Xhz70IV24cEF3797Viy++qNdffz0kypBV2BWABETWT3ux1znSinmCPOdngJ1KpaJisRhgh7lgT0iDZDFngENy9vt9zc/Pq1AoqNlsBnmGBB31QSp13Bx4a2srgDF2NZ/Pq1QqqdfrRakJJUrU4u/u7katMLJ598nYQ/Z2p9PR8vJyKBJ5ZrLS/X4/eh8wRtlsNhpuYavpAo7P4gg17r/X60VncIAzgTxkDPMyOTmpW7duaXp6WvPz89rf3w/ZM2Qf/oPAWTpWe0iKbOrS0pKmp6dDxkxQQGLotddeizlYXFwcyExWq9Ug87Ar09PToaLwo71YM5VKJbDK6upq3O/Y2FgAeydlXToraeCEFJc9JzNl4Ar2FvPlygMAPXPOfIJLwT0EIygeSFSNj48HAQORSnbQsc+Pu8f/7ddPehaeNUlWMgckkAhuv/a1rymVSulzn/ucnn76abVaLZ07d06/+Zu/qV6vp1deeSXUmOwZEhKjo6Oam5vT6Oiobt68qatXr6rb7erChQuqVCrhK1Op1ICalT4PlBy12+1Q6ORyOa2vr+u9995Tu93W3NxckN88gxPxlAxAgFKvn8lkAkf0+/04ajKfz6tarQ4kpvCrqJK63W70CZAUxJsnSymJ6HQ60bcDLLG6uhqnOczNzQWu73Q6kQhhrvCX2D5sBmQrNqzT6Whzc3Ngz2Ij/XQe9malUgm1J/4QnCspYg9KGrATlCOwBym/onHn7u5uqD2YC/wF8QlKd2wf8QJzT/8T/BeJLsbDk7XYJZQEBwcHQZh0Op0gJ/h8xgHCvFAoqNvtRgINldrk5GT0GIFcBE96ctFVxUmi8WFcWeQxyFLp+IgKgG67sLEAmsPDQ62srESdJoaWrpIeVAKwPFPqDpKN6UdWQQwQ8ANuXUKOo+D/AEMPuhgwMkAuaZEUzB2D7c8IAHQD7oQE2d1k5tmzs561dMdAAHKa9IMFwOtdtgzgcIdGgAvAkk7UE2xwACZAEWBWLpcDKHNP6XQ6GEwAsisgnAgBfPL5PCvfTQDkGQNYUcgWl/4784WxZ0w98GF8cPIE3T6PzqSxPjx7DQg4bfwZbwyjEwDMvf8s+YffMdf8SRIyXJ5V9nthjLwrLsb8YWT++C5XBuCIaHpDUxuySBBTODT2tCsgmGPWSK1W08rKShj82dlZlUolzc3NqVqtanZ2Vo1GIzKp7GOO+0E9NDQ0FEfTDQ0NxcknZMBpUEYQNz8/H83qqNNjnbiCA/LF1y5zTZCV/F2SBJROso+MAycooI6BIETSS8M8wD22Z3NzU/fv3w+ZGex5p9MJiR7zlyQfWLM4TN7f6/Ui683aoswBEhcZOORcpVIJoIJ9BdTw/X5v7HnWN6CafZYEw0i9UXE5ID86OorTUgAkkga+3zN/p5Gd6fRJA1AAP691QOLsuxPKzA2O3u0M2Ra3z2QmneDzbKPbhlQqFd2m2VtkylnzZ8+e1aVLlzQ+Pq4rV67opZde0srKStyXA+1HcUGEMDYQ5Yw/clleh59mzbsfJLCFCHTb7kdILi8vh6IOQIg9mJmZUaVSiR4kZLixhfQtYv0gT+feIKZoOgj4w7YCRLGvYBJJQToAGvGrYBfuw1V07EdXsPl6QDnAPbL3IB3Y//jXmZmZAXXAxMRE1PcSHFNyMT09HZkx8ICrLFKplC5duhTKrJmZGRWLRbXb7egBUa/Xg9QhAKFxG2SZKw0ODg60trYWJSGQlthbCE2wJoENc4zNYr0gC08qB1k3PIf7sWSywYM37Ayv5TtRCnnigtfSz2ZsbCxkx/hlAgXUUk5Ksfffv04uD7Kkk7ImMOU//MM/aGJiQr/3e7+nZ555RhsbGyoUCvr0pz+toaEhvfDCCxoeHtbCwoLefvttTU1NDXzu6OioCoWC9vb2dPv27eiDUalU1Gg0tL+/P3AcMEEeGejl5WWtrKxE7xPq7fFF4FJsGoSaq1rA50dHx72dSHCiqmOvFovFaGaI7JxkQLd7fOTv2tpajBPBqHRyzHM2m43nSpJnXn7T6XRUq9Wi/p5eADy/l+SxxyQFeYqqk/UO5uDeJYWyCBIAzEaAjr1jP5NgBvuw97F9nJrlJSGZTCb2KfJ6T9D0+ydNt1EBgPfBKMSfJFkdp7vCC9/qJ9zQW4l5IJ5KKsUZe1deU1q1ubkZOGF+fj5sKGoMEieoMcEmj9rXZ8nmuRyYzJ2zqTs7O+EsAa3eUwADyyLxwBQg5oEUwIzXuUoAySAOhs3IIvXATlKAMAdvvIZ7QWbjYNVJAHdIBLXIeaXBY1OYPIAP9+BOyqWM/tyeIXKCwf/4ewA3LGoyRzCEgB7PoDM2yCBdRsfiJWAB1LBhuE9+ztrgPbDt3hAQcEFWLhnMOsvOvSEFhTEkM4mBZTNCdvCc0klJCA45OQdJw+BECM7fwQlr1OeOtca4+RxAfmBkk2oBD0YkBeHhioBOpxMdZX1teFDDM2G0qHX7cTLE/8oFY4pBpC4VxQb2gEaSSPYBaxg79hpjh4rG9whrGWY0m81qaWkp6tZnZ2dVLBYD6MPceg0oc8m+ZV8jX4Md5vUEm/QiYM5pTsPYsy7IHjAP7iClwd4j2CK+K8neYpe439MCaYgd9n4ul4t6QsCHE0fJLDg/wxk5iO33+5qZmRlougf45ln8+bAH+AHe45l07DHPyb5H6uhZVdQF2Fpfs24juV+AFP7GJc2+nrC9fL6rhvi5j9tpSgAnFnnGpIoIp8wzu3QPO+RqEtaPzz9EuHSiKmIcXLmELJF7LZfLeuyxx/ThD39Y1WpVd+/e1fPPPx9HbjmR/Cgv5OuU8SSP4HQlgivjGC/UHJJiPAGJSPq3t7ej1LDdbuvOnTtaXV2N8kWIV0qESEzwfydeGRN+hq1GUozcHuKMtSRJhUJBmUwmmnixdsh2Uc/JyQlkb1hH7G+UH9hxD0CxH66O4B4g4sheTkxMRDM+6aREhkzq0dGRzp07p/Hx8eitgn3jmfh+SEAnOgguyJ4tLCzEsaEQeJCENG7r9/uq1+ux54vFonZ3dyPAwnZzuszCwsJA8oCjq1GXLi0tBf5ijmgQh89kbzF27u89OZQk3T0hxPPi77xvgScHwB9uBwmWUAygzEylUuFLOC3D5bzc4/vX4OXKGoIicNb9+/f113/917F3nnnmGWWz2WjO+ODBA129elX7+/sqFAqxTzlVK5/Pa2FhIZIm7733nvr9vhYWFpTP5wfwDj4DVRhk782bNwP3gk9ZZ2BaP23IE3pO+GYyGVUqlThG2U9mIdtPE2GSJ6x1V0/wfy+nnpiYiPWGUhICArUVZQvsYbAQ8d329nYEoNgxsJsnGcGfEDfuK6empiLwRQXtPX2cPGZvsdf9+4knSZS4ypk+EOC4/f19TUxMRPklJBwKXDAF88yYQizgm1AhOGEtnZR0sQZJGDPeKA5IFvu9EhN500Uw0Obmpur1eiQ4PMaCpOb0A+wojVyTNp319jCvLDI/ajCYeBolIMXGgTEhZOhu3boVQaCzJDgdAknAqgMpX/gASN4DM+IyQwJxd6yw1C6dcbKAphwsYJfmOygFyPvlAR5MPIaM9/mEJANKJ0H83gmq+RkT64QD3+uEBePkGzV5L3wfYA3JDIuUYIfr4OBgoFsqIAOHyLFCkgaCKRavB0OMDT/zjBLjAwiAQAIQAkowur6xmD8+x5/vtGwb95VkoT0I80DISQRfl7yenzH+fhqCn2bgQYB/DwQO0koPPn2sHMg4UeSZq1arFXOHcf5pLwfTfA9koM8TzDVgn/WBQ/S1zzzw/MgrKSNARgcpkM/nNTMzE70CyI7TdAqyDpvAXAEQMLDUxzJv3L8HMMyHH42FI/eurdgcyDYP/nlWnz/Wkb+e9YlTJHilpm19fT3k0tQykk1jvCHPcrlc7HfKhbALjDkEBPdIxtIzo/1+X5VKRTMzM9E0kD4EBLBkcDmSzP/4PHsWH0DiazhpNz2Txz5xe4x6CFsOmZgc62TJkNtTbKqTdH5f+AKarnkZCN/jzQjdzjoZTTDgCgP2rNuWJNHrtuHw8DAkqdjfsbExnT9/Xs8884yWlpb07rvv6pvf/KZefPHFyMo4YfgoL/YEyQJ8PWNN0OhlYZ7B8DI8xou9TGar2+0GGZDJZCLJQLd/AlmasxHMEsS54gu7kyz56fV6Ue6SzWYjgKNnw+joaJxV7jXB+B9UPABCbBL7OhnkM98QWQTylFKmUsdZdEoC2u12EJuUxyDj9Yw+gBfQTPf/2dnZqB+mpGZlZSXuAVyHDWB/ra6uamZmRpOTk7p3757u3bsXdhUykYwWexjSAszI/UkKRRFg//79+zHXJHzcx2NnIFZcHYSyhOf2P+xFx4KUTuIDCI4gQ8BCqNr29/e1tbUV6gHWtB8TPDw8rK2tLa2trQ0QWax3Ar3kEYKOA96/Bi/WdNIecnJLvV7XV7/6Va2urupP//RPdeHChViLn/70p9XtdvWv//qvKpVKqtVq6nQ6QYZJimP2mJ/bt2+r3+/r4sWLGh8f171796JkCKyB8owg8+7du3GcoKQo4WItNxoNHRwcROM6PgMcISlwE6RWq9UKSf3IyIgajUbsq5GREc3MzGh+fl7FYjECVwJW/CLlWtVqVf1+X9euXYsAvtc7bv537949zczMRFkDAaUnJUgg0NsEhQPJJ8obmSdUYfgC6aTHkB9zSiyBAogyhlQqFXYN24ctwMdub29Hsz/+j1LdFTmMrdt9SQO2F7vtNsdJUQgg3ufJPvevkL8+jo7vwMrYKEmRpMWWHBwcqNVqqVarqdlsqt/vRxNCEoL4QjAp6qjh4eGwLcnY6GFfWcASWTbAnjOobAhq3Vg0SNYBBSxsDHI+nw82isGDffNAkSCLiWbDHRwchDN1sCGdnBPLzx3wugPxwBEQ6E1hkOcAIiEWAM0ux/WAlHHzYD4Jmv25k9k1fw33Jw1mt1mcTjKwsXgvTg8WHBIF0JY8+sLHyoNigjZkn7zn8PAw6pHcYHAfTmx4sMDnM9ZehwQhkMkc11K5nJD6aYIyyhJcis54A758fJKEEdkjHHXySpIJHsg7owmIdEKLdcblATx/s3ZZCxj2JBvpAYOPK0Z5e3t74PQAV3L8NBdz7MEaPyfYQl7Fni6VSgMqG/aaE00AZWS+yW7RpVJpoHFVrVaLZ4S5npqaikZprtwhw8P84Lz29vaCZMA2LC0txZ4gyEilUlGGxOtcSeSZAA/ifP+wxh0I8H9sC9lBfg6ohpWenJzUpUuX1O0e91ag0Y87w1arNbD2vEcKa4pgHLUDmSzIFycUmTPWL5kvyEAaE7pSLElyeTDOXiOYZm5wqshm3ca6E/fOxR6wTU5OqlwuB+v/4MGDkF0D1FOpVIyZ+xHuxYk+nh+ihGAGYADxxdhLJ92v+Wxsj9timk4RFLG/AVKu+jjtIiskKc6xfvzxx/Xkk09qenpatVpNzz//vL71rW+pVquFWu/H2bOHffk8A6QgaZNkqZNu2G561vh4cEJAvV6PPgvs+Vwup6WlpQjSJQ0kBQigR0aOz9aemZkZwAfSibSVevxutxtlAXTix890u93IVJO1o9FWkizEFzabzagPp07efUKSHEAtgK1CGsv+JalBvwF+V6vV4tldjeZEf6vVGuiwToBCcOEyYFdvoKQEFK+urmplZUW9Xk9LS0uanZ2NXg7sO/cJJBboyeBqgpGREe3t7cVJDsy9J1xQCR4cHMQagDRGkpzP56MMDVUBvTwAxwQXbldYk5A24NFMJjNQCsUzgBn6/X7YQ3AVahJIJxqwMt6sHQIBJ4s9EfH+9aMX+4Hxo66+0zk+Zeg73/mOxsbG9NnPflYf+9jHNDk5qfPnz+vTn/60er2erly5Emv06OgojjV2H1QqlUJRWSwWo34djEyygP1AczzWLIo3VCH4cSeRIPqo8QZPoXTL5XJaXFzU3bt3df/+/cA87H3s3PDwcJTX+AkrbisajUYka1n74HH8F/uRmnp8HCWB4JKZmZlQFXgSzPsl0TQVHws24PkkReAP0Ybkn9IvkomQrpKinGNsbEzZbDYazLL38budTif6AlAOio1mn2UymRj7pC2GXIAcwE9gn+lDk0ziMebYJ+yVK7k8UYnP5568hxpk4t27d2NMsXnEHxAH9LbwxKOvQ4/NHrZtyWIYkR4CNJh4DKI7dqQjY2NjWlxcDNBKB2Fq8jCuAC+Aq5+t/JOytv43/wbkEnyQKWFwJYVhQS0AK+wMEg6WjeigB0fCJvBgnXv0zI4H18nLg2V/ztOY49Pe7wEWBsozYPybDeBZhORnE7RgMHkPDB9N6mhC1Gg04rQHr83leC6CHL93fwY2E8E0RovAHuk7tVmMF3OHzAZD5Z+bzAq6aiA5rkmywO8z+Xpfb8nxc6OcDI6cLPKg0aVfEBeeQXAj4t/F9yGDQoYIwHB55E97+WcwTt4RlnknWGQf+hEtyIUZAwwshBDgDdKJfYw9IBjjfOZqtRrAECdDJg+7xGcDHMfGxqJZECDu9u3bAyUM7ui2trbCqTgJwr73OSNYdcKLn5OJdKkYr3e7wPfz+fv7+3Gm9/T0tCYmJsKZQ6yiwqG55/DwcMgNqWPn9xCYBNTs3c3NzQF5NBnB27dvx7nBnA8Oq4/98Jo1bA1kghOc2AIIMJ6ZMh537h5MSxqQWONYK5WKSqWSbt++HYCb9x4eHg6UFjgoIOiBPEmn06EAIDvJ/iYrgrPH7yE5JHDwDC8qHW+m6OQz+5b79Cw2+8v9B+CXWtYPf/jD+sQnPhF18d/97nejTwDrjGz7f0epAPiAteP16gAdbDrziW+C9PT/Sye29+joKDLwnU4nGiriY8jgtlotdbvdkPUfHh6GHahUKrH3WIeQ2oD9fD6vcrmsarWqjY0N1ev1OEEDMqDVakXQB9j12nVKvQgIWXOsSw90IeuYH8hQzp4m6PdyHebWm1ju7+8PBKeQWNjMQqGgWq0W0leykBCI5XI5kizsCcgniIF+v6/V1VXduXNHhUIhjkhDuQRh6mSOl12Szef5sE+saWwWpINjK/Y9GI61Q0AFWcN+cSKF+faaXE9eNBqN6PeQy+WC+GMOqEtmHWPrc7lcfE+vd9yJPZ/Pa35+PuYF0tnVHO7zHY/8/34lsVjy8vkDb1Autb29rS9/+cvq9Xr6/Oc/r6effjoy46yTd999N8p3er1enIiGD+x2j08s2d3d1TvvvKNz587pwoULWlhYULPZjJ5ori6gCVy5XA7ljvfHwg6CZyGyut1ulNMQcGPfXPnJGsF+jY+Pq1KpqFqtSlKQeq6YA3vRgG93dzeSaF5e7b5sZWUlbAgd9oeHh8MHokbzmEA6tolI2lELYsM7nU4Q9MwfcSNN8Phs9hB2DmKEexwbGxs4yYjkBLbXyQCSN/TvINCnDBpfn0zcSCf9FRhLEmmeuHH87XidOaUcA2ID/Nbv9wdsbDKhB2G4sbGhzc3NwNqsIU+isLZIynuZO7jQL57nYV1ZgPvm5mYEzkwyrDOBNx0kYaZgM2DG2MCwbltbWyFzITDESXhw7uDag65kEMei9EyAd5r1jQo75d3guXdnY/woRD6DjesZcBaLgznppGGYdBJU+YJIAqAkaeDBlmdQnI1055K8F+8S7N/P5fVMnrVgPAH5GGKCMggegG8yM+sbLZk99T/cmy9kQNXQ0FB0OUeS6UGUNzVxQob1ACPM+DG2AFPP7npWL3mPvta4fL64ME58XtIIOcPqwABGmc/lM3AOfk9cTvYgp8dIPMyL+WR+nH3EIXnJAHVuyGkJwCCakmMI0MUx85wEp3TAppEXkirKCc6cORNA1oNHAmqvNS2VStHZfnR0NKSydAvGLjhZSLMegkn2P2vI163Pr5NPSWmwX2TwPZhySe2tW7cGusgTCHmWDBkxQboTb4yxfw9rDBtMBg07TcnK7u6u7t69O3AsmwceADRJsTdZm4wT98F4+F7ApmBzkwRLv9+PLBv/39/fD5sNweNsPBkHbD22g30EAZwkM1h7DtxZ29hDMgUoxKiRZu0CWNzneDBLFthJVuxrUh2GPBpbV6lU9OSTT+qTn/ykzpw5ozt37uj111/Xt7/9bd25cyf2JjW2/P9RX75XAC1O0rPOPNPmQAdloBPwDr4Al+yf0+wy2R3WFpmoRqOhtbW1gRpvl76OjIxodnY2APHo6Kiq1WokDai9Z92hFnBZerPZDLDNM+VyuSDRut1uZKx7vV7Mq+8J5g0/QJbn8PAwZMb4V0lRTpBOp9VutyOzDeDe29vT5OSkSqXSQIaR/bK+vq6dnZ2oF5ZOGpQS2BKYQxQuLCxEUELADUEBPnjw4EFIeZn78+fPxxwSvLNOhoeHtbGxMdBci2dlTyOx9eyX9zip1WoxpwTpk5OT0ZisVqsNyHwhUklOEfCgbnVyi/XnSQ3vy9DpdELBxslNrVYriHnv+cPFfbxPBpx+JZN//DuZGGSdHBwc6Ktf/aomJib02c9+VhcuXFCxWNTly5eVzWb19a9/Xbdv3w47S0Ihn89renpae3t7YWdrtZqk494gi4uLmpmZCZtNoI//cVLLk1jJuaV8D9k3gTLPBCkJSU/fG0lhy/0UGvqTuB8H50gnDYkhwtjTvA7Cmj0BMc//eS6SBbOzs+HjJicngzg5PDyMI6M9EUDMwf1Q1obtZpzcHxPDINlnL9MsF3KUMgJwNX4cW+KKR/wpTc6JJxkHj9NOS5YyvjRRdNyLkpikE0QMMTJjz4kA/f5xHz1ikKTKgvVAeT0qEpoHs648TgGfQE5DEDnGZJ4f1pWFvcYp0G2SWsh2ux2SVuRZktRut1Wv11WpVOLGS6VSHP1F925nTdisDDIsYJJN8QyeB4NsHG/iJJ0AlsPDw4HjGhx8sxmYXDacf46TDzg1ZC3SCfD37K9nPZzcSGbNfQI9k+xkAGPk40FPBF/gztK7AeVnLC5Jwc75cwFsAbk4v8PDw5Ax8RonKSADeCbGwu83SeDQgAWD4hnLoaEhzc7ORnM6zqMm40DW04MSPtsz2IBBl44zvx6kOYnCODB23LcrB/gs3sd7yD45CePj4Z/jGTOXMPL/H6cc4fuRt5OtcjaQIOZhXDzjafX9AM7R0VGVy2Vls1m1Wq04ox6218cLEEknafazZ4gZfzJnHqi51A1j3+8fK42Q72JoKe0hw0fWrFQqqVQqRTDj5CWO6+7du7FOfC8yV04QOGj3gNL3nRNBqVRK6+vrsW+oScROcE9kEjxbjRRuYWEh1hNAGcIVEA4T73ut2+1GgFKpVKIxjR/z6qfHAJ4BJowT88fzu81ivXhmlD3oc+oqAK/nZo2R1cExelduvhvAwP4i+0uQ5kck0gchlUqFsoRMBNlK1iOZCO6NrBM1xfze7QgBhKursFME+g4s3DZKJzJ25qtcLuuJJ57Qxz/+cV24cEGbm5t644039P3vf19Xr14dIJ6459PUX4/iIuvFsyQzqqVSKYAh9+SBJxl+r7XEl/V6vTj2CiAoKfYioJVeGXTNTmaAsCnYE/Yz90HjY/wOc8jrqOmFWK9WqyHBJaiGNEynj0vvSqWSyuWyOp1OBIfIXCEZtre3g1iC0AUYs94IPCSFzUMlkslk4kxy1jzrCwIPQotSLklRxsVZ2tgpToIBUHOPlAvgw9hbbvfYN8nkBSQ1Y8Mz9Ho9VavVUPv4PEFcSifHBBIwQa5wX9gWb+jIGGDHWV9k6SBWi8ViPJNLgbFBqVQqjv1i709PT2tqairG/vLlyyHPvn///sDRqTxPEoO9f51+nUaWo9hzW+bjSYLgi1/8ovb29vSFL3xBTzzxhA4ODnT58mVtbGwMEITss6OjoyBxPIFYq9X02muvqdVqaXFxUQsLC6GsmZmZUT6fj5KXVCoVaxiigHnn31NTUxHgEXPwTCj3IMSPjo60sbGhdrutkZERPfHEE7p27VoQbdyn41HWNoQ+JCTK2Z2dnUiqoWzyPYCyRzpp3Ii92dvbi4ah/X4/pPsQApAL4E9XdkOMkuTFLhLMk43HF6ZSqVARkdwAJ9KzBOyDbcHfkDxivYATnWDmmZxoJJZkHJhDklyQQJ5M5plQBFD+5+rWTue4hHNjYyNITsrKPH5lreCHiBkgMicnJyPIB5N5/Ic9ZQ2wJ7geOhmQzWYHmB+vg/AGOWTbkPMB0jqdTjBjsFIsOBa5G2Bnb3i/ZwuQ5LGIAZkY3cPDwwCtXmPnWSEYM4IIPpeN2el0gtnFwQEQeS1gNl03lQQAACAASURBVCnVScohkQwms+O+cF3pwALhmTFWbFYPiMi0eq2gZ93YCLyP7yRIxXHyb4JZ2DCcKhudBZrJZKLJG7WXdNQkA+CKAumEyYIUYaEyb9wn81CtViNg29jY0NraWmT8AO3u4DEwzIEzfk6wsGYxxv7sntVljjzz6+SOZzg988AFoAWQuLKE32OIXGXCa/k5zLVnzgFs3W5XGxsb8Tw+zjyLKxf+qxfzwnNS30oDK6S6vV4vsjK5XE6Hh4dxHCCZKe8QDqhz8gvW1YMxstWw0TgXHBFZdeZieHg4An1XCwDcqUcmi+PNqfb39wPMcxZ5u90OOSD7grl3pZBnfXE6qKVcWQAYANhi+1i/NGodHh6Oztscs0XvAIJFbCbZQv6wD8jw43zokTExMRHjQ5Caz+c1OTmper2uWq2m3d1dVavVcLyw4XTIBbSzJiFhnPArFAoB5D14YL0SYDFuPDvz5Y29JIV9QrJJqRABCvJMAArEFM/Pvud52u12BN/Yas4Ep2mjqwRg7cke8zx8HvbCSSIk5tg1gldOsBgdHY2+Kxwl1esd90f4wAc+oJmZGT3xxBOam5vT7du39fWvf13PP/98yDzZ91z4aCcGH9UFgcaRRyiDCJpXV1cjY1Mul8OGQOSVSqUAp9gxskTMHxkPz8J4nTdEf7FY1Pj4eDS7xNZ4iY4rQDKZzMDRyAcHB6rX6wGsAMwAa4gG9o431QW08fterxcNvshykcVh/0xNTYUagOfh3gH/7AnUUZCAfBbEDyrNqakpTU1NxT6oVCpaWlqKTBVlXBcuXIgSIZ4Ne7q8vBwqCgKoJCFAQ9Z6vR5gmOCDTBdEJpl7LwXkPUn1iNv+Xm9QDuxBi8/raUkYPp91w5yAs1zZwLrz4IX5x25XKpWQbIObaET37rvv6saNGxGQYAfAdX4lg93/36/keCTHy3HNae/F12xuburLX/6yUqmU/uiP/khPPfWUut2unn32WU1NTWl3d1cvvvhi4Mu9vT1tbGyEDc7lchoZGdHKyoreeeedsP+VSkWzs7OampqKUyxoYEvJwfDw8dGDTgIR7O7s7Ghubi6UPBAE7CUUJqxvkpWQa0tLS6rValG6NDc3F4Qa2Bdc62pU6SSZwFF17EP2ipcYgSXwr9hUcKbvRRKF5XI5EpKoLyFqwQzZbDZsebfbHVCKEgDn83l1u90oO+A7UQAeHh5qZmYmmpWCq4kpsR3YNva1k+TYDGwJ//cafPw744G9d+UAeJKgvd/vh1KVuSTptL+/r/X19SCxsanERfgOiAJwyvz8vKrVanwuMQukAUmUUqmkvb09vffee0Ge+P552LYm6wwGjIaDO4JsGuUARFzmD2DxJmFIXz2b5jJRALZ0YvwdeEMsEExzkQXECflxTIBwHFwqlYrOrzhjgnvAnNfPAfRgZHAkODieQVIEBtxfsu4EEO3ZUGfIPYBkQXJ5Ay6yqrDk3B9BRzLoTmZNfNH4zz1LLimcK7If2C42lkufCF4JljDY/iz8HPmVS4O8nvLKlSsDAb6DCebbM3me/fG14UG7s/aerXfFR3Js/PI54vsAEv4e1hrrlTXghI1frLtktpmM6uTkZBhsSDgCVFcOPGwJIuDJM76ME5mubDYbJBBGXFIwy7u7u6rX6xEUoRQimIdZ9SwSa9gb+RQKhWDEad6CXWIdpVIpNRoNra+vh9EulUpaWloKJ7O5uRnZPLrasi7GxsaCnUZ6WiwWo1swew6nzL062cU+cMdInw1IEzJ6rBf2Ek14IAMPDw+Vy+WUz+d1/vz5qE9DAYAtBtTAymPfJEVwwP5CxeGnMUAeMJb0o2D+R0ZG4vNQpDjZ6YoJ9hI9GQiice7IC8vl8gDDDTAigMQhekM8bMDh4WGQkzwv38s+pwwC2+gKHYgsAkonHrhnVyC4jYBIxv7zGuwR9gESdXp6Op4fkpnnLxQKOn/+fICkdDqt+fl5Pf744yqVSuHDXn31VX3ve9/T97///Qg+ftbBRS6X02OPPaZ+vx89OxYWFiQp9ojbJ7cjqVRKd+7ciTUDLkCRUiqVBuwd+KFSqejw8FA3btwIAkA6ViPSLwLFW6PRCLKaLBTETbfbVaPRiJ4iZO4coONbIcI860OQ6WBeUgB1z1Q7Ce7qFwC3l7xBNgDcvR8F4wPJvLGxEc9DpowTXQhYAezT09Mxb06WQ+C7eklSZM8JfLa2ttRsNoMgk05Ok/C+CpLCl0PosD894SEdqznAVth57CAJJ187jmsco7iyxnGT70V+R5DOXDIXvs9TqeMS09nZ2RhzMoyQUP1+X9evX9e9e/fUarVirj0Ief969Bek9M7Ojr7+9a8rlUrp93//9/WLv/iLarfbOnPmjH7rt35L+Xxe3/72t5VOpzU7O6u1tTUtLCxEcoPSxu6/K0qXl5cHjuUEkx8dHZ+mxWdgQ5aWljQ2NqaNjQ0dHh5Grx9KqZ1IdwKb9U+SRDpZ6yjveC9EaKFQCMyZzWZDrcDpSyQ0wELNZjPKt72nEMTV0dFRKBOdCCT54v2OIAvAE9hbiG8aMe/t7WliYiIICmyoN+1E+e02hj1GCQW4H4Wgx2I0QHScz2vBP67WI4mUtAvSjx49TvLbY1LGhr+TGBQ8y2eUy+UozyLm9T5rfgrLxMSEDg8P4whbCMrV1dVQlpGYJTaAzHWFYTJ2e1hX1oGTAx7/YgIAbpDFzAADCtwJcsPURUAEsPCTMisPILm8MZAbez57aGgo5Jn+hyAUQMZCZdFLJ3XnznQ52MeBe8DmsmTGyrNa3DvBpwedSRbZyRcnE/z5YBbdMbuMhO9KqhLYXAAGHxsPcJ0FlBSkD5sY8OoBNpuNxZzL5WKcfS65FwIm765JT4KjoyMtLy9HcyEYT8aNsQdw+rMC+j3rTlDggYFLin7SvHiw7XPJd3ig7EGDEzG8zrMX7AV+7yRYUiXA/WCoaRjjUqCHTQYkDSbP6GsNxjKdTkegQ0CFM0BNIynYXfYhzw2b6yoVMv7JYMIzQsw90lgyXEiPWX80muFosE6nE8f1kZEDVFNPjyQU58Q9E8w2m82Yc/Y++xIHCpjEXpF5JMB1YinJZgNykAdPT09H0JLP57W5uRln+K6trWl9fT0IDJwq94ATdPvFdzHeOFDmk0wfYwzhUiwWYy2QEcSm8tzpdFpnz54Np1ev1wcIVQ9wuF+elc/CmbPXfB0AfrznAP7IG1xyzxBsyIoJ1gmmCFy89ImgErtBvTKKDnySz53vnZGRkQj4XUnH+JOlyuVympubi7E4e/aslpaWVCgUoizgW9/6lv7lX/5Fq6urD21//7SXg95isahyuRz10/V6XVNTUwHyINxYZ/1+P0gvSQFsyYJAQrFOUH4MDw8HAMpms6pWq9rd3VWj0VCr1Yojbr15H+Vi+Gz2F6UK6XQ6FDSAOwgvQKwr/9jrgFFX/fi6chLfSX0nrSiB4Dm9O7UfnQi+gKiD/EMhs729PaDukxSN/2ZmZjQ7OxtlMRCgrVYryo9cXcW4Azz92OCkDBf7gmIBcoEMXjIA970COer+0kl19wlJO4A9Og0XOSHA+31vs6fdJrgigEALe0UgRU+JtbU13bp1S7du3VK73Q4f7PjJ7/n969FdBwcHkX2t1Wr6m7/5m7Apzz77rHq9XpxGsrOzozfffFPS8RGDNNyj5M2bE66vryuXy6ndboc6YGJiIkpuhoaGdPnyZb3zzjva2NhQOp3W4uJiBOokRgmQJUV2fmdnR41GYyAucl+Ib2FP0pCSZ+F5ea5UKhWlfP1+P/r7gD0otWVfOiYA17PGSdLu7++rVqvp4OBggDyAoIfUANdSpsQ+J74gQfHgwYNICHEP7HX6tUgK7EZfJ37v+x+yHlvIfbfb7bApkLzYOo+TUC4nk6TYZGyLNybGfoBvuLAX+Ag+b3h4OBTO2EESZ9hTP3IUNS0xHaqHtbU17e/vq1gsBjmDz1pfX1e73R4gqx4ZGUBQR2DrQSsPjePlJjD+OLpk9tUnZGpqSpKCOen3+6cy1Rhz6idw7FNTUwMSbWSm/A3o80CP52Hi3Tni2Jk0ACWLPhlsec0LgQLgmaCTifH7YAxZWB6sJ+/XF56ziIwbG9ubhPkCZpE7UeCOinn0ANvvg9cQPHMURzqdVrlcHnDmSTKCNePMPc8JWHDghQP2UgXppNmWq0R4NsC+E1eAGXf8fI5Lz/xZk4Evr/F75k/y58mLn3lg4cFzUlbuY+xrBdZVUkiRJiYmQtLqZRhJwuJhABGfS/9s7o/zeP0oGFcHpVKpYKIhbmCHcagAMoIEAjpXRWBPcN5jY2OhOnBlAf1GRkZGQkVATWez2dT4+Hh0ziUDhyzce5kgr0+n01GWhOKFucMpSSfHnSLDdwfDs3A0GhkpPt/XRjK7hdTv4OBAtVpNrVYrQCllNJQjrK+vR3YOW7SzsxOZApyLB7WQKtxvknQls3h4eNyFGyBEM0ZqatPpdEieyRbu7+9HRgJZnz8jhJGTB0468zfr0G0fdhoAQsbC5cadTieAmWdUnSQga+OEtAckrE98k/sM90+sXYAR+5FMDHaVuWD9sF6ojaxWq6pWqyGpv379ut544w394z/+o1599VVtbW0N+Nef9cU53fV6XdVqNYCsq1QAaK1WK+pbGV/KLSDTDg4OggjudDrRk6dQKGhqaioIx0KhoA9+8IOq1+tR19tut+NcceSVdIrnxAHULQTZ5XI5CCfmAn/mjSs9YGDs8fWuRIGIo3kqfR/IarGOvU+JdFJW1Ov1ogSPvYGNYX1DvpTLZU1PT0e2CbUAPrPT6aher4fSxuujpeO1DfkGiUsCgn0HiN3Z2dH9+/fVbDZjj3kvE/9OJ905AcJltl7a6aA8iSsZ86Raj/XiWTz/nfsr1JmO67Bn/X4/giRsEfcIaXpwcKBKpaKFhYXobL62tqbr16/r2rVrA5g2mdB5/3r0F/51c3NTxWJRY2Nj2t3d1d///d9reXlZf/ZnfxbNBGdnZ/WZz3xGmUxGP/zhD5XP5wf60eCnvInw8vJy9N6YmJiIhEKz2dTa2ppmZ2d1/vx5ZbPZOOlocXExOtofHBzEUaOp1HGPAdbr9va27t27F8pDasrBd5DJU1NTGh4eVqPRCEIZ+8P9u7pPOklSQWgvLS1pa2tL9XpdBwcHYZ+d6GZfo54k8KTnCWQFPT+Ij/heVHKUDmM3KQ8FH9LHiBJkP8EHwsFPIUgm7FwNTTnY4uKiKpVKJEbS6XQ0+yWm8AQr8ST2knjSk31gqGTcQnzidgMcsre3F5iCI3HpS8czJcub+FxPHIJNNjY2opSN2DeTyUQyptFoDJQJQ6A/iitLpnZ3d3cAuGH0HZw58+0A0wGUO45MJqO1tTVls8edoalfwXl4UMjDMpkwUwB+/37P1AOqnJDwjYQMBCcF2w3Qpy4kmX2XFKDAQSA1SL7huWcHBDg7z8z7ovCL4JHvc7CM0yIb70ydpIG5cjaOsWAekhlwJwF8oTK/gGcABiDfGwm5NNDH0DMEPje+fghKYEZdvsg8cG8YcYyZz4nPO+uHfzsRwOUESfJKBtuMHZ/r9+eZfr7DDQvMnxMFyTGC1GCt08mZIAtJpmdekmvnYV3JNeP7jf0DccFzUfPu2T1YXMaQecXQ+dh5sJQsN2G8aU6IMySQd6LFj606PDzuJsx5vJcuXVK/34/a7WKxGMdLEVQTPPue474JFp2AxFG6NI7suGfmJUVQmCyTAuTyHewDCId6va6xsTHNz89Hjwae1SX1qHcImJ2MoSbSy4mwU94h3Z05knrmhb3MGEsKspA/ZO4hWF02PTk5GcoClx4ixfVyCxoAQjwD0BgnAJTv6a2trXit91lIpVIRlONPXKLM33t7e+HsvX8Fax/b7Taccex2uwNzTiA6NjYWZ1sfHh7q4sWLeuKJJ/T444+H/zg6OtLdu3f1rW99Sz/4wQ/0+uuvD2QNINx+1hc1ofR0gfzjOEqUeXS799I5J9sBZr72JIXclB4QyCRRTaDoGBkZ0aVLlzQ9Pa1araZmsxl4A9vFGnSy5v79+5qfn1epVApwDMGPZNhrXsni4dc4VhlgiBrH7aBn0bFJ2ArWPH9YO9SPkjlkzgGDNCjk1ICpqSmVSqUomwDY0hir3+9rbW1N9Xo9bPDExIQqlUo8k6QBOwHBha/P5XJKp9PhY7GBzAtHrLkEF3WXk3aOR04j4j2rn/SNzB0267TsVzKJ4Z/t98W9k5RAmUQp2/z8vJ588kktLi4ql8tpbW1Nb731lm7evBnScfCKJ1m43icHHv2Vz+e1tbUl6TgDDzG9vr6u73//+/rzP/9zffazn9UzzzyjsbExXbp0KWz3a6+9Jklhcyifw86DP3Z3d7WysqLDw0OdP39eMzMzsR9v3rypxcVFPf300yoUClpeXtb9+/eDiJybm1M2e9xoHeVepVIJhV+9Xle/3w8VlfcWIKAsFAqqVCoqFoux/7FJV69eHSDHUU+RJEQpRZkg9nh6elqLi4taXl4Of5ZKpQKrYGdJtlJazYVNSpISJCXZnzT8BkvMzs7Ge7rd455CKDIhQiAN2JOVSkUzMzMxJ/iEo6OjOBmFvcfcQsq6T8efowCkOTJYHMLf/bgn7/AdKJcp2aDfFAE8JaWQJ57wdFvI/YIFXREvHWPjWq0WpxLs7Oxob28vEhyQrWCB02K3h3llYTT8iAjYODYSg+WBlAekMCwEDLBSo6OjWl1djUXKAzrb6sfjEAz78Un37t0LUEgGBmeA/CWZ7XfmhEXsAwjodkdEQMNzQlwAhgHgBAEEP3T7R97n8mocLf9POioW6mkBGM8AMGYzk8ViMzFW7iA9uAcEcPl3cE88H0GZL2Yygw58AEcYLWnwbGknA2Do2DQEgR5o8jqX8hD8eSMWz06wFllLTmQwpp5tSBIC/v4kmPDL19tpmY0k0GMdQ+A4KOJ7AW+AZ46KOnPmjI6OjvT666/r3r17kjSw7/juRwFAHJBx/2TC/Gg79ihBHE3gaMxCUEt2iPUH6YY8f2NjI44dg4n2ek2ayM3OzsZ3SQpA6qUEBCYAcRzJ/v6+rl27FjXFOE1q+Q4PD8NZM3fJjNSDBw/CaeEAnTiEmKApHj0ecDSQFG4XmH/WPPbDiT4CcoKZmZmZAVLCO8yyrlwhA3G3uroajp3n87VLd2Pv/k6ZCgEXYADnNzQ0FOf9UhuHDcdWU0dHAIUj9vFLp4+l4YVC4UdOFIFw8J4A7HuvRWSOUGJwmgSAxUlJD0bISpCtxqZRO4wvoCyFOSMzwWdmMpn4P4oUuu9LUrVa1ZNPPhmNAjOZjDY3N/X666/rn//5n/XCCy8EuGSdoaD6nxBsjI+Pa35+fgAPjIyMaHt7W8vLy9F1v9/vB+FHAgFghWoD+8DcjIyMxNnL+/v7IWkHXF25ciWUAqgpKDv0YI2mXE5OEwBkMpk4KxtieXJyUrOzs8rlcqrX69rd3Y1+CMlkwNmzZ8M/OtGMHwRcozJwH5Usb3Of5z008KV8r6/7lZUVFQoF1Wo1TU1NaXZ2VtPT0xG4l8vlWKuuZoBAYX74bifKJMX3DA0NaXp6Ouw7aozx8XE9ePAg+gk0m83Yo/hoJ8XdV3NPp2X5sVmQq8ngHp+JTU/6Z/4mI5gkA1wZCqYg21epVPTxj39cn/zkJzU3N6e1tTVdvXpVb731lm7fvq1WqxXrP4mpuHwu378e3ZVUSoHD2S9f+cpX1Ol09Md//Mf6uZ/7ubAF2OCXXnpJW1tb2traCrwFHvWSZtY1CQiaSd6+fTtsWrVa1fDwcPjM/f39OMqY2OPWrVu6ffu29vf3tbi4qHw+r3a7HSUA2EN8Nf6yWCyGqq3f70dpimPMoaHjJr6VSiUUVzTOxNZx35we5KXbEPW9Xi8UXvjBzc3NH+mZ4SSCl185jiDxg80H82KDZmdnNTk5qfHx8Uga5PP5qL1HAYXqrNc7bsyKjUGCLyn6/kD6j46ORhkothnFA8SPpAH74qUAkoLEljRgR7HRJCEhE0goEYu6EstjOjAO+B3Fh58eU6/Xo/wkm81GIqRSqSidTsez0B8hif0fNjY4tWcAhtsDPM9MMukEvxh5DwIAMzMzMwP1qNJgMIX829UCTN7Q0JCazeZABpiBZ3E3m82ByQRosNm8KRgAxYM3DADghAXhNfO8nnFySbs3JXSyg9divPiZ/znNwfA9ng32bLI7v6Rkz+fBCRcPFhgrN7CnBbo4Yph1Fjagnkwb98Xzs9mc/XeZTVIS6EDpNLKEIMSZQQc+OHofw2T2PZmZ8Osn/d43tQNzzxQ6GPJ5BdR6HaoH2jy7pJCDSscSxbW1tVjj3GOSUHiYpACfi5Ekm0rwQ6YIgOVNpAj4aSaDASaApBaM8odisRjBH4AeKStg2u2O191jexg/9iFyeZ8r1iLZBDL4BIoEKASEPCPG2/cp/2cefCyOjo4iU4fDgxBwki3pjPyZKJsi0OU84l6vF6UBlHH5EUYEz8k5xGZ1u1212+3INvN8HG3j6xAwQcDPs5DBRNpNuQgZyo2NjajrzufzA8c54ZwJsGHYyRqQWcBusp+p6eZ+2T+sOYjQTCYTfQUAEU7IQMb63vG6YkkDn4/fwO4w34wnRACfnc1mtbCwEDXwlABQI57L5fSBD3wgmkwRxL7xxht67rnn9MYbb8Re5+J7/d5+lhdjQ8Mq9hrNMt0HsC88W4NNwRZgZ8msz8zMRE2mdJKRovTAG9ri38vlctRS8l7IefYkQJYGlmTosV8oFsiwsz9977qvxK7xGTwjaxl/y8/xjw4OnexmnpGYOtHP71i7dPLGrqVSxyUPkuKcbfCKpNh3lPxsb2/HySpImiGtndgHy3Bf+Xw+bEG1WtXFixcjqKa5KYEPxy+izqBUA1kya8PxnaQIHk5TEritZ+yTr5FOMIs02HfEfQljfP78eX30ox/Vxz72MS0uLuratWt65ZVX9PLLL6vZbEZAlFQC+uXz+P716K9+vx+ZWFdM9fvHR/x97WtfUyqV0h/8wR/ogx/8oHK5nJ566qkI9K5evaqVlRXV63VJJ13f6UGEL9rf39fGxoZu3Lgh6RiXffjDH9bNmzd17949pdNp5XI5LSwsRFnUu+++q6mpKeXzeS0uLkYN+O7urlZXV4Ngc7sBdut2u+E//b7AYJlMRouLiwNqG/Yj/nVycnIgceanrHECiauduAcueuNAGlIyiR1gb3GPfkIU5C6kpyt3wUecNsM9g2FIMtBvh0QNiR/8CSQL/U1QItEXiOSQpAH7DzYAb2BL3I8w5h7L8FycnoMtgbjx0kPpxF9hExxDE6/u7u5qfX1dN2/e1O7ubqwJkgDlcjnsfjqdjrKVVqsVCmFP0HkS9WGqA7IMAEEwg0ng5X0EMOoEijh5BoXXeAMt6gABukhN+RyvMWQwPeAh8w7wZVBY8DDYSFEcCEjS/Px8nD0KiHOw7BIYWHUcMQ7TFzFjhNTRWRu+14NzD3L98oDVgUcS1BNEA1SRFjLudBRNBoj87SoLnKmD4sPDw3CAno1iHfB8bASAGWPn9cd+72wS6oz5LHeyzjYmgSQBpDdqYqMBJpgfH1sfC2mQ2T9tDv4jEuC0//vlRFaSLHOZcvK+uKdut6szZ86oWq3q5s2bunr1ahx5wlpz0AHR8DAv1oQ0GKz2er1gqKlJJUPGXErH7D2Z7Xw+Hxk82Gua6YyNjWl6elrVajXIj83NzchCw7j3esenGMzOzgaj6nJst1MOxpOElKSB7vhk8clcj4+Pq1QqBRHhYBNbVygUfmS+ccTdbjcUBjwf8l6c3dra2gAITpJdnkljHTKWqVQqZHccYTg1NRX1h8yHByWeGUMaiYICp813SIoaST83mHGC+IMklU6OtgSAILVcXV2NTD/3BpnDZ1DHTXNEz4YgkcPmE0jMzc0NMOTcF/bl1q1bYWOYdzITrJdkRtdJNX4GOKQGkICOgInsKFJAMkITExOanp7WwsKCzp49G+/N5/Oam5tTOp2OUzXeeecdvfzyy/rmN7+pq1evKp1Ohz/ED0knpUneO+Znde3t7emdd97R2tqannzySUnS6uqq2u22qtVqkOkOHN1uoUhhjpxY5v+NRiPkoqiCJicntbS0FHPQ6XQ0NjamXC4XJAk9VbBHZPAAbIytpFCTAGohE7APgENsOZiAZo7gHfYqgI8Aw9eedJIlAoBKJychEeRLJ70y+G72vSurkn7VQS9YLZPJRABfLBaDMPTjqyhdaTQaEfDje9nfAGxIrbt37waeSafTofLx3gnNZjNeh0QX4texAuMAwUUGFLvniSfwCGPjBECSdPdkAb9jrHq9XmSJC4WCfuEXfkGf+MQndHR0pO9973t67rnntLq6GnXOEPySIpPpdoI17mv+/evRXcyBS9ixjwcHB9Gj50tf+pLu37+vL3zhC/qlX/olpdNpXbhwQb/7u7+rb3zjG3r++ecj4yydnFBA+TJ+fGdnR7du3VK329WFCxd07ty5CMjv3LkTwVuxWIw+P/Q4oW8O94Zt8zIy7yeTSqVCtcCeoXcR+5fEIP6bdYciCSKP/Y9/5vWQKJIibvGyPZSd2BWCcZK0YFn8NLEdPZ0oHQPvYI94Dvpg8cy9Xk+5XE7VajXiR/YQWCibzUbyBn/b7/ejlwL3Romf9z/B1kCqgI0IzIk5UBz7vTseQ+FOEsTtivsux+Iet/FzlL/Ly8t68803Yy2Mj4/HqVwQ1igaOI6Xvi3YPT7zUdmc7MjIyACTg6GGtUJ+59ks6eSsYyab4IcgH0BGB8xUKqVKpTLwGbxvZGREjUZDKysr6vf7wXLTkCGZUe71TprwTE9PK5PJhCwGKUa3240GgwBMZL0AWSYTYoHnh4kjq0YASnYB5nt6elqbm5uxoACQLB7ppCs2QQSgm2CC17mDc6dHdsuziZXH1gAAIABJREFUoh4Qe3dxFr/X1rIguQ+cG6Da6yH5bAgQJwgYOwyTs4I+N5Ak+Xw+ggJkmMmSExw1HdG9ftzXCeuMjcrrAZx8nmdmPFvAPHD5GPvG9t/9OALA34vBhUklqCTzjQGjozYOg8wUNe3z8/NaW1vT22+/Hec7M/+nsX/cq/RwDAPrIJvNRv3c5OSk5ubm4kxcum5LxwSUG0OyV61WS/fu3dPq6qqWlpZ09uzZYG6ZK5rVsF7Onj2rxcXFOGP92rVrIRcm6J6ZmZF0HISsr6+r1+uFCsFBNwE148tY4QQA1nSzTafT8TkcYYdtgHl2ZUC32w07h7yVo/+63eOzuVutVgSV+XxeS0tLkZmjNMllak6QsecIBlAseBabdYHSAma71WppY2MjwA734HW+SXISFUOxWAxgwLnpgIypqanolkwPFwK23d1dNZvNAAAotZrNZjRB9AZpHE0Js05WHJvrGTfmb2hoSFNTU5qbm5OkuE9kmthE5hepPfudxk6MoQdR2A4yqwQN3W43mj7B4OOXhoaGND8/r8cee0yjo6NqNBohg2ROOA9+ZmZGt27d0quvvqorV67oxRdf1Ouvvx5zRAfm5F72QPFnfVF7ubKyouvXr4fdYp1CFFEHj791QkM6KdcDN9DZn5r4UqkU+w88sre3F2U9fGelUtHZs2dVKpX05ptvBgnAuc8Axt3d3XgvisO9vb3w7ezjixcvKpVKhepDUpR6oNppNpshiycY5p4oW2D94wMh8emrQCmJK9vYkw7osaeOpwqFghYWFjQ/Px9ZJHwcx38SoAD+wTI04XIfRParXC6HnJe9SU2vdHxSAfgDMoD9CS741Kc+pYWFBZ05c0arq6tBFDlu4Vm9ZMexj2fwpcH+NY6FkmoAV4Lhi1mzKL5oIDs7O6tf/uVf1kc+8hG122298MILev3113Xnzp34PFeCSYOkBZcTFP8T9uf/9Ys58LF2/PPgwYMoQXzhhRd0dHSkP/zDP9Sv/dqvKZ/P66Mf/Whg9tdeey3IeQJ57L6XwaZSx0cAXr16Vd1uV/Pz85qamtL6+nr0L8BejY6OhlIGHDE2NhZ+EIIcrN5oNALvoJrs9/uBD+hnhD/Z398PtSD/p6RsbGxM9+7di6AZfIJ9Ai/wXk6AQe2HCo8E3/b2tur1uprNpubm5lQqlQKPsjdTqZSKxWLYsEwmEyoJbAJEHNl1jpBFqQTZzwUepCcVmAqbDx6hvxzxC+QNRAvli9VqNUhX4gUn8ihRoJwEyT/Ehjdq9yaUHkMQl3IyEie6UAKxtbUVPuSdd97Ra6+9pkajoUqlEo2sGc92u61CoaDFxcVQSOzt7UWpBCpRbOajUgtmyYYTJEsn7DjO2Q0wv0tm2T3Iw3h3Op3o8os8L1nTQ6CKk+L7qO/ymlu/N76vVqtpaGgopKscQUFWhU3i2VUPHDD+Lk12JtjrUbwmGWBPpoB7gljgM6h9dbWFZ96d+fc/ScfrwSoXwXEqNdhEUDqRsjmwdCmlZ6L4TM9q8HMycJAd7oRTqZQmJycDzDuZ5BkHBy8OBiCMXM7D/HDvXoPv8m+AAecYs1F5rc+t368TSi4B9jHl75+kCOAiu4IhxqBBoLi6I5VKRXfVfD6v+fl5Xbx4UbVaTW+//bYajUbMk5e2PMoLI8ec07xwc3Mz6q8ZMwwgBFKSeIE4pJfH7du3Q9qHjBuGGNLwypUrOnPmjB577DGdO3dOZ86c0fr6ut59992Q5hFAViqVALDU4XFPOGbGGHC7uroawaKTZuxDAkeXkhLs53K52CvUpGcymVA9MKd8HgSBpCAGqBuk6zoyXYgVCDy+m3XE50GO+br0rv8Eo/l8XufOnYtACPtZKBQGMpLYCILhXC6nzc3NYMBdXUBz1l6vN1C+ICkIjXK5HPscp+pqonPnzkU/CenkVAZAx+bm5gDZ5LZHkiqVygDAYWwKhUI4YFceuUICAtr3MX6JMZcUGRkAQavV0v3796OxJ0Ekcw+xDGm1uLioixcvRiOkarWqBw8e6Pbt23r55ZejP8Ddu3eVyRw3gaLh5P/0gIJsvB/p6Xjg4sWLQbB5vwNsrTdoxDYA9hwQQcy4ryZz5rX31GzmcjmVy2W9+eabcT/4frJmlL7Qj4B14iR0o9FQPp+PZ+t0OioWi9FToFQqqVqtBhDlGEU+jw7h+ClJYRtGR0dVqVRUr9d1eHg4IM9Hlot6xpMTNAzlNBROWqChIMkAlEnsPQIbfC9jCREyPDwcElT2Ifai2WwOlGph286cORM9Y6ih5b7y+bz+7d/+LcoYsEskF7DF+FpPGnCBXxxoO1Y7TRngttDJUZf8jo2NxbGXH/vYx/TRj35UlUpF7777rt5++229+eabWllZeVTb5v3rv+kiwYA/f+WVV7S7u6uNjQ399m//tiYmJnThwoWwGy+++KKWl5cjSbO1tRUqrqOjI62srKjRaGhnZyeOmCTBAzbhmL75+XkNDQ1FQ1Oy3jTjxTbQ3wOfzf+73a6WlpbCXmGfOBWAHjZI//1kM+wryRoISxIcJB3T6XSoIvF9+Nl0+rgnCviVv7nP9fX1AUzrJ8Jhk7e3t9VsNoMM4LX0H5qZmYnnxZdS9w8BgxqHZyJpSmIHNSHxQa/Xi4QPPpT7AudBllAqQfl4UiVIglPSQG8CSQNY0L8Xu8nnTU9Pa2pqKspRHTOCJTqdTthM4kEwsR+Fjbpke3tbKysrEU8lydBHcWUB5i6R90Z8Lk8BVBN8whYD7MkAeUB6cHAQE0sncEkDEnTYNJyylw4kg3nAIMEhm4jTEMgaJwEG98P9I3Ul4CIgIBuZDNDZPPyeDcw4uXyOe2SB+WewCJlUd5T8nHEn+OU9vIaLTcAm93v2gNkzzGRsyL54Fk066ZrvwTf36ePo0jzuhcCaz/CMB0EEwT/vIVvEexlPHxPmh3Fn/bkBcULK358kR/xZGJPkmCYJBJ8z/8N6ZB9gtKmBRolB4IQhplb2/PnzSqfTeu+993Tz5s0whP73o76Ye1eFkPVFtpTNZkM6lgyqMGoExahJCMw8yGYvIuft94/Py713757q9bqKxaLm5uY0NTWln//5n9dHPvIRXblyJerUIL9odrWwsDBw/CIBB/uQ9QFZ5f072Acwr5BREFOQDMiDx8bGBhQ/2EuenVIb5g0wXqvVojZxampKZ8+e1ebmpmq1WnTixQkxRk5KYjfIznEPOCmylewzSFycJw6tVCrFXHijN0qvCLAnJycHjhoql8sBtLEpXiLiUmXACnv64OBAb7311oCyjPXDPeATUDB4OYWkHzkOFiABMYC95f8u7YWc9T3tRCD7jGcC2KA6QB1HcDc+Pq5z587p7NmzARCq1WqQWJQOPHjwQN/97nf1t3/7t3rttddCmi1pwD7+b7jc7/r8c9FHAiUEeIGadUAbyjJIKeaCkzMAfHwPfxPI4pPoVUAHbkgk1rN0UvbIepFOSE/2FesI+TEZGkBuv9+PMgKAJQqQ0dHRCOrpBcGeABdhDyHzKpVKBAfSSVkI6xGMNTY2pmq1qlKpFKU2yV4r2GJXyfHMZOy8lpa1jqJxfHw8GsI2Gg1tbW1FfwaICoiF9fV11et11Wq1IHZKpVJkKG/duhXZTE8cQUI45jkt2eE/93t19QHvZ578b9YM62R0dDSCtAcPHujZZ5/V5cuXVSwW9e677+qll17SjRs3Bkir96//vRdrCCXw/v6+fvjDH+qLX/yiGo2Gfud3fkeXLl3SE088ERn08fFxraysaG1tTbVaTYVCQfPz88rn85Hog/Sbnp7WnTt3ohknvWAIuAk8IcFR0I2OjqparQaG9nI+fD49OShf8JJMTgQBW/Ks3kgbtVq73R7YJ91ud6A8uNlsxjHH2BpKJD1OAD9BJmIPiDF41m63O3DUKySgExGOhfv9fpDgJJOwFRCb3mPJfbekSEjRsBq88ODBAzUajbBZKJ88KY0t82w/z8t6cH8BgS0p5o055D7pG5TJZKIsNp/PD4wDBM3KyorW19fjtLDh4eGYD1RcNIFF5YLi8MaNGz+SHPF1/7CvrBtll2+xuAgAkq9jQHFoBHLcOAYep+mO2Y8TxJGjFkC2SQBCEOBAzqXhSDEAHTiHZLZQOlEEuOSXgeU1HuiyIAD2sEg8z/DwcEjbPfvmGzaZtec5ACYerHqgyVzwLJ7RdicJYGLMCSb4DMBBsnQBsOXPzHsIbmjuw2c7ucDihITwrL2DLtYSY41xYU1x7858ASQInDG2qFcAXBA5gDDuO7lO3Zgmg/0fRwQkf59k5vjbM00EJmRdCIhc3TIyMqK5ubk4vubVV1/VjRs3IvsKqPV+Cv8dl69339eNRiMcoTepwsCTUUMp4woNfudOjPVAgMj4kb1DRnfmzBmVSiX96q/+qhqNhmq1mur1eoDT4eHhkJ+RBTw6OgrGGVvCmb4oMgj4+X6XuwEoWUs4F7LiOBrIR4Id1ocrqwhUCaxbrZbm5+dDIgiRQebMiT4cdqfTCXkxhAZ70bMFh4eHA+ea891+5i+BciqVClk8dgkiFnVWu92OxkLeI4QMA/fmP4PsxeZLiq7zruyiPhOSCYKGAJ9nJZBA0ud72Wu3ATE0FXTbnU6nQ5Lve5qLsSTDQU8A/8wHDx6EDfaMR7lc1pkzZ7S0tKRisahqtapMJqPr16/rueee01e+8hW99NJLAeYmJycHAAjr5L+D8Ptprna7PXDMkmeQ9vf3defOHU1OTqpSqUQjrVQqFX0eaI5JYz78Cnhhc3Mzfk+2HvCG74YIKpfLKpfLocDpdDqanZ0NQmF9fT0aLgGisGfgD89Ee7M4SoJQLna7XTUajSBEOX6T/YP0FmDP2gLw8/2APuwnAJc+R71eLwJvwLSfXY1PQxmDb2V9UoLp5De2iPIEerpIg70aer1e2CfAODaCDNvGxsYA6dntdqOvC6UZEAMuX4UkxO9LP6q6kxRlUEnSHVuHv/HLP4ejeJ3oJaNarVb1yU9+Umtra/rOd74TDTudBHz/+t99+Rz2+8c9ACTpxo0boUz81Kc+pY9//OM6f/58NNoj0djrHTfbXFtbi3KATCaj+/fvq9lsRs+QVCqlXC4XZY3ZbDbUdN57CJKfI2ZpDEcjZhSGDx48iJMBsHEkKLFDBMGuhsW2sddZ+2SXnWwkHslms2G7Wq1WxFvT09NRagkJQQadgBv/zWehuoaUrdVqYT8I/onfXF2AcgklFGPAaVX4XS+xQiHgMQzBOD2G6LdAoskTtkdHR9GXiP1O3zeaqbriDHwH9qC0QjpRK7sdRcXV7x8fHbmysqJWqxUlDM1mU+vr61EqkcvlBkpYM5lMYNhU6ljFODs7q93dXb333nvRhykZc/Dvh00IZJOyLZxEMvAGEDr77gFtsiOjB5g0qcCJU4dCwwuyQy7jZXMQLAA+PWB0p8Dm9uMnhoeHQ0qMU3KJaDKb7VloJzNcWkpWEWDhgR6/xwmyMZNg34N+z1g44+fzwJi6vMUdGoDBM/lOPrBZ/B55LQDbP8szsH7WvX83z8P4eSDO55/G6ruSgmDA5b1OBOzv7yufzw+oFJxkIZsLAMAYODPowak/H69LZiz4bN8PpykCPGuLdJJsoUuyPVPS7x9Lr5eWltTv93X9+vXIfHuNl6QwSo/64vlozuaBMz/318AeMycOrH1vMU8wqJ5l5/mGh4eDbOD9Ozs7unnzplZXVzU0NKQPfvCDoaQ4e/asWq2Wbt68qbW1NW1vb0cJCusIcE7ACDiA6cbWsDcI1ly9wfpjjcGQ41Q593tmZkaNRiPsn3fwJvjI5/PRD2VjY0O1Wk2zs7MDDc5gub3XBwE3UmrujwwmtXLYVDKR7EFID8ipnZ2dgdp+9h+dfEdGRuJ4NYhYsqPMo7P5rGkyp6wRggM+o1QqDYAXAi9OknCClfXowX+SgPNgFDKR+XP1AsGIS/742+07qiS3n3w+TD3Bq3QcHOPEXSWwt7enV155RV/60pf0jW98QysrK5HdoLbRL+zk/4YLFR8kkpO4Ljff39+PjDaE1eHhYZRWMI5k35DMsifxq/jr0dFRTU9PB+ila733oICImJ2d1aVLl+K4JrL82C3Wi9u0VCoVXa69sWWlUonGT2SEkKT6/SPTB0Rz3xAFDvBZZ+CSarUawTMN/wj6CQLIWgFO2TuoZbx0xqWzrO9er6dmsxl7Znd3V/V6PYB0UunH/qV0wMs6CEr6/ZOThLa2toK0cGLVsYGTc8nrxxH1frmCxn/n+AxbODk5qXa7ra2tLc3Pz+s3fuM3tLy8rFdffVWvvvpqyLsJ0N6//m9c2AMPWPHbf/mXf6nl5WWlUik9++yz+tCHPqRerxeleti2ZrMZpSV+ysD9+/c1Pj4eJCfBKCo44hWwDaVG2Df6nkAmEjS++eabOjg40OXLlwdOAyEAvXnzpo6OjrSwsBC2hLVOAoE9S6+CQqEQ94jNkgYVh2AIfOPExETYR3yoZ/Y9TgFDHB4eRmkh9oIGiEjhJUXzO95LQAx5iv/D7mGjpRPlqScHPAGJqhC844RFt9uNzwSLYZtQS/JdlJW50p3v4Lv5TOw7JYUkm2gC2Ww2w65CxPZ6PVUqlSCLNjc3o+cDfmNnZ0eFQkGXL1/WzMyMfvCDH+itt96KuDkZDzoeepiEQBbQyZclL+/MCEgiIHaWH6NNEMZFnQgMC84E55tOpweydgyUSwVxLKcRAjhhB8CSghkna+tNQgDOSHSS2WEWo3TS0dmDR7IiZBg9y82iAjSz6JPMPc9AVtKz6p7Z8jp9CAHfoJ7FdPWGz4WTIYwxJIcz906G+BgknTT/5/V+P2w0npUxIVBjLv8fe2/2JNl1XXevzJqnrBxqruq52UATNGgSkkJDSLYUilBIsoMKPzj8aP1JjvCTnhR2OPwgc5BkMSwOgEQCIMABJhoNNLrR6KnmysqszKrKmjPze6jvt2vl6WxQtkUQQ52Iih4q895zzz1nD2uvvbc79l7Q0aONzWYzchDJNceZwQDyuTtDwg2iZznyKUDgz5iicH4vZ4+QW05eFMLA0V7uSe5tu90OhYCzApIrKZ7tl4H+pYM1cEMZg9NTB5wdg6AlKs86AM4QEUQYsidc2LKGCwsLgfBSidqd8u9///uRe3b58mVNTk7queee0/T0tHZ3d9VoNKKIF/vM742j67Q1DH32HGccAe0RLhgS7F1kCo726OioJMW/AdD8zJPXe3h4qM3NTW1vb0ekkCgkRoaDE8zJHWDOEYodh8EZGzgSh4eHGhkZ6dj7GPpcp7e3N6iPvAdy6InqOoMIGpunW3Fv3rUXgUMhO5OA6AhRFUkdMsMBTGRuKjdZW2Qi33WHhfPEukidFX8duHQwk7k0m82OFIGJiYmohHz16lVduXJF4+PjWl1d1Xe+8x391V/9lV599VXV6/VwbJF/DO7v4PMneRDhwnBxI4s9iQ7i/7e2tuI8ekqEp9F4tNuHy3yiTRSb2tzc1OrqqtbW1gJooEPJwsKCJiYmNDc3F3qgp6cn9jB7Dpnh6VuAuLCCpLN8UfS8MxzdAEV2oB8GBgZUKBQC7BsbG4vvS2ctkdnH2EJcA1sJQNJBQqexYpxOTk7Gd91+Qm57Wl2tVtPGxkYYpMgZ5CCgJrJTOuuA4EEhB6yhxSIjAS7Qr9z/WaBAyhZwoM5tC/+MX2d7ezsAt5WVFQ0NDenLX/6ybt68qf39fX3nO9/R8vJyMCiQ4byrc1Dg0z/c6WWvt9un7K5qtarvfve7odv+8A//UF/96lc1ODio2dlZ/eQnP9HW1lZ0xMG+kRTdYtbW1rS5uRkyodVqqVAoqFQqdbDe0Od+julyBrPJ26RSO4czAqiJ3Nnd3dXjx49D35LKhs1Iyg7+DL6YB2gGBgaihhCOPrYXrTS5P8CGd10BYKRArDvIrVZLxWIx/AhSIWEhwDRiPXg/pCohY5iP21peR8gZXe7H8EyAJOVyOWy88fHxYG8g40lvaDabwdDFT3SGMvNB5gN4A3g48AtLFIDWA9gEt6nTQuotaz00NBS+WKFQ0IULF1Sv13Xr1i09evQo1gYZmPrW/9yjt1tExp0dlIQjzjhxOAfdoq1u2Dl1BTSmr68v0HJHf1FoRJY8d9YXhsOP4uP3npuOQwOVxumzKHWMaRxxjJVU0bNx3Th1yjHP7qwDDqy/wDTizzqmTr9Hy9zRTzeER2HdaZGeTnkAAPG54+hxf9aVa6W1B/zarEVqnGPo8qwe+ecZ+DwVUhHo7CkOJQirAyG+/xCs/hy+7/g7a+9/8qypkeHggTMR+BNngsgfhfOgjQPAsH4HB6f97aenpzU0NKTFxUXdv39fW1tbARigUFhTnOyPY7gj5Cwff48OrODwMW8QcihdCGjSIhwMYj/yntzQxPFAcCOADw8P9fDhQy0uLiqfz6tUKgVqTR4fZ4UCcDjk9MOG1QBNnbNB0SnPOeYMATC6Ad9sNlWtVqPH+szMTIApHvnDGQWsoN0gOW9ED6A+5/P5QLs9Wu2Old+HKrgOTrBnfK+CLlP8D8VMdBD5iOPC+aZI49bWVgdVt9lsxp4njcsLhqEIXTfgiPHOQetHRkY65ou8cOMGowMZ6SlXaWTRAWmAZJB1fpyFhaxyNoh0VqQWdsnY2JgWFhaiovvNmzf1wgsvaHh4WA8fPtTf/u3f6r/+1/+qt956K4wAIrUM9hDP/8tU6v+cw3WOFw2VzqiT7C/2D1Ejp356NL6397T1H+28PEfTnV3ptAVgsVjU8PCwpqenQ6djkAEWtNvtWG/O4dDQkObm5mLeDkRhwBLYODg40NbWVtgDkgJYRC4AiFC8EgDa815ZK/by7u5u7CFsAQzQw8PDKESIXoEF4UENbBcor15VG2AE1gAyl+9ubm7GNYlgpUWhpU77r5uN4npAOtP/5CuzZikDMnXe+X9+PLXUjV6/T7dgjf9JRLbdbuvq1av6nd/5HR0eHurrX/+67t27F3qcs85gzufj0ztS2wmmCjZMLpdTuVzW3/7t32p9fV3lcll/9Ed/pCtXriifz+vk5ET379/Xo0ePgvaPrO7v79fMzEwwCNjraX0QZyRiAwF0Ar6vrq7q6OgoWAajo6MaGBgIxiAFANOaIaS5cfa8blM2mw1mEvIZ29FlDHYFtHx8H2xzAqYeQefMOGjpaZE8H3UHvGZaKiMAW5kjdjv3cSARW2Zra0vVajUY4zC4kI0eFGZ9YODV6/VYKwIwsIfwc3p7e4PB0NfXF8wz0ipIyUIXAYjw91arFV2RsF/RXScnJ0+lbQBssLdgc2xvbyufz+vKlStqNpv60Y9+pB//+Meq1WqS1GGD+/P+Us4SG4MFxYFJjQAEN+i+I2JOs3VnFeOXDcu1MZaq1WpsZGcBuGMKzdgjrPyZyWQ6CtLhnA0PD4dSxPj2InXckwgF8+fvGOooRg4XG8yfs9U6q2TLhnBqNUaNK183YEkzwDlHGTpLoBuy7sZt6pBLnQatF0UiX5d1xlFK58f1MHQw5N2gdkUNoOL/j5Hl8+cdcLC89RkGPYYO68r1vCARUVIAI08N4AABDvl+xNDxZ+kWiXDDxEe6Vyh+eXR0FHRvaGoM6FiFQkGStLS0pPX19TBQPPI6MDAQAnd0dPQpevE/9wCgY41Syj1UWZ6HdQNIcuYPBjjILGvuTI/0PLTb7SiIxVnDATw5OW3vSS/gnZ0dPX78WBsbG2FcT0xMBB0fYIC+rf39/ZH3RicDnFicg7W1tSj84sVN2b844uwNzyk7OjrSo0ePAjSk0BdgwN7eXuSKewTfGUpLS0sqFouROwbKjbxCvlBTxSn/zrZxgAtZzFwBNYiWlEqlKLI1NDSkR48exXvAeEDeA5xAjZYUyD5KlPm6jMaZhyWCHGDd2EPIaZw73xsOEnPdVA5yXweh/f4M328u69yw6AYIkg964cIFzc/Pa3Z2Vl/4whdULBa1vLys//Jf/ou+9a1v6ec//7mk0372rJMz1lxfuoz9pA/kM0aR62NAAOnMWAVgYZ97RA3ditFGjQsAFIwzwAHYGOgL7A+o4F5w0MF8TzeYnJyMglzulKNfMplMAIEjIyOampqKaH6tVlOhUFC9Xo88ecA3ggrsXQzVdvusNTL2CQM5iDyCan98fByODACmp21R5LBSqajdPq3jQrVxZApOh6QA2FkjZJ0HYxzk7xb8QZ6kgQCcIL7ntqIHiviOd1dyG8VTCfw+DD+PblOm4EIul9PGxoZarZb+5b/8l/rqV7+qRqOht956S7du3ZKkkEvSqY51OfdxAe7n45czTk5Owp8gci4p9iVpRa1WS2+++WZQtf/oj/5IFy5c0J/+6Z/q1Vdf1d7ensrlsiR1nMtKpaKLFy9qdnZWa2trkd52dHQUxYFJ7XFHemhoKGj7m5ub0SoOv4Lz98UvflHb29sql8txz42NjdBp2FGSOhhVzrrCv/FofrVajbTFNFhAXRIKIRIpx26BzeA6muj4zs5OBHyQgV5YEBnH/AFPOXNuZwLsch8HA7yuAOmdsJg8bQldRIoXwAOgQbvd1sbGho6OTjsrFYtFjYyMBFiPTwrzGFmM/qAOEnqNNAN8yEajET5Io9GItFfSSCVFBwpJARCgk1qtVtgWy8vLeu2113Tnzp2YlwMmPn4ZcuupmgFuDEnqoDzzEvkcB44BAo9zhmNIGgBGKs4/LwXH1Clb5LSMj4+Hs4ggR5mhbJ12jrEMpQNnBWQGQ5oNPDk5Gc/j0Wc2B5vOWQrulJLrAnpP2ynalkAHRrFLig3LurC5oLiw7mwIDEcQNdaACACOgaSnWqfx/2x+NuXg4GCsvyt+BgaCK3BPgfDPsUc8YsiBdnDAjQBPqUivjUHHfnOEkflAQeLAsy9933IPBy941x4RSQ8an8c48rXg+yiAbDYbFHfSVnB6Wq2WHjx4oBfu0tKaAAAgAElEQVRffFE3btzQ7u6u7ty5o6WlpXBYWFsMHjdQftlAgHTWToX1I1eOXqc8l0fjJHVQqHhX1Wo1aKqFQiHoUThmINUMzsnJyUn0cOeajvxCVcfwbzab2traUqt12ruXd0bEEaEP/T2fzwdAADuGSDn1BxYXFyM/nugCkQXOEYqOiDHFb1AeGOUuNwA3stlsOPTIOpzNarWq4+PjyFfk2aDuE9lzqh1AEkAUzhiyCKckLWDkBYNQglNTU1EwyB3ywcFB1Wq1oDgSRc1kMlpZWemI4LJXqCwPKo+xQv4gIAXn0cG+bmlUOAWpjkJeE6F14A55wNyc8YWsQ184hV1SFCycm5vT1atXdeHCBU1PT2tqakqjo6O6cOGCRkdH9fbbb+tv/uZv9J/+038Kyjb72fc3803HpwEIkE7nTlQrm81qY2MjHGieG3osTjGO7cDAQETfAJahzyMzdnZ2Yi8C5rVarWhtWq1WJZ11n/DCw5xF3qXLUoBkGC+wbzCAma/f25lJPT09mpycjOckbcHTHzBcuQf2yM7Ojp48eRK1PWDxoBs4D3RAohAfZ4HzyxmSTvUUFf/JG07lpDvOzLFWq4WhjW6lTgfBCD9rvHN+z1o46w457WwGZ425PYbBi45Hl3A/jGsPkjAPZwqlLEe+j/6Znp6OoqzvvPOOHj161LEneC50LP8+H5/u4YCbv09/5wQL+/r69N577+kv/uIvtLq6qj/7sz/TV77yFf3mb/6mBgcH9b3vfU/Ly8tRR4cCv/fu3YvuRbOzs1pdXVWtVgs6P3Y7bbaxVwqFgtrttgqFgjY3N1WpVEKutNvtCIaOjY3pxRdflCStra3p0aNHUYuIIAcpBtTbyWQyYSu47c95RhYjpwDd8dsI+ABcFAqFOCvURyEogK06MTERRXVJB3VgEXkMWwDwIJvNBnsLvw4gl3o7ABqSAjCt1WrR7YkAGzIpn89Hvr+ztXlemAqwPQBaCIBgczAvWAEwPJxFgDwjyEWHpZOTEw0PD3cwubDX2HsERLLZ064B5XI50kt3d3d1/fr1SHn94Q9/qDfeeCOKSwJspXv7lzV600hoqhhwWHCKmJijxCAz7oSiKH1h3NjzHDTp6aru/Htzc7PjZbDoGNse7U3zMyWFUUDeoddIaLfbQUXmWmy2XC6n3t5era+vx8HwiDPKjufy6BwGEuvh+b9p0UFfI+4P+peyLNL0AeksTaCvry/eR5oD6FFwR/h5H6y5o3R8zq/rBgEDhQs449EZmAHOIMHBZnOzlm4A8Lx+H9+XzM2Ne/8c8/L96nur25/+njw6DnJKFINIEDQi8ptAVzE2EAovvviiFhYWtLOzozt37mh5eTmMvk9an3E3sp0ql+bNu9HnsoL34ZTbvb29oATTmgujmkgaBr5Hj7hmsVgM6pcj2NzPwSHmx/kB7AMEAABjHii4QqGgS5cuqVwuB1MAgKJerwfI6awQAIGRkZEwzimWhkL23DryfXEsoPSC3HvV36mpqeiewJ7k/XgUG2XPvgRJBmChPSCRaXcUWE9a8vBcaSs+qPykDfA8KGjOBTJieHg4WuUcHh5G5fWxsbGYB6ygZrOpXC7X4Syk+geZxQAclTqLePo6ADgDgCJ3XKaw5j09PR2Rh56e0+KAN27c0IsvvqiJiYmgHV69elUTExN699139Vd/9Vf6xje+8Uxa9WdlwLSjCCB2ADKP6Em5XA5wC3YE+5boEK0XYfpkMqc0d+lM3hOVI9UAQJTIFLLIHV5kPXJAOms5t7e3p+3tbVUqlZDbHs3CISb9CCMaoB4gH8YTMtHBJPYbrSkxOjmP5Nu6fQD4f3x8HC3+0NGcA3e6PWoPqIKs7WZHSAqA3uWGnwVkZapLHQzAQHfqM50e+vr6Qo6kKXpcA2DD7b4UPPAfhusYB+7995KiVdzw8LBWV1e1tbWlxcXFz+RZPB//54PgAXrj4OBAS0tLUUviz//8z/XFL35Rv/Ebv6HBwUH9wz/8gxYXFzU8PKznn39ed+7ckaSQI4VCQXNzc6pUKqrVanEGstlsdJUhmv3kyZMompfL5cLBow4bLTqRZVDHL1++HL3ml5aWgkU0MTGhkZERzc3Nhd2cy+W0tbWlzc3NKIJYKpU0NTUVz+7AyNHRUTjQw8PDYYMSifduQc50wKHnGSg2DJMJhmwmkwldyrlPi/iiv1utVhTdwx7CXkEnS2d1WIiqu65FLkkKZ95TGbDfCAB5qh4pvAAH2KbMzwNM6It8Ph8BosPDw0hl8OLPe3t7WlpaihbS6+vrGh4eVqlU6rDdqC2Tz+d1+/ZtvfLKK6pUKlGHygMcH8fodUHN330CRL5TI83pZO7cS515hi7APeLjTmyqBPw+FAniMOP0xwMYzR8gAuXIAfOiVyD8bHLQLJQU86INEIUoiEIT8eazRNLcSPdoha8dkTAcSYyCNELOs+BMOzrOGnsePuuGM+f0YX4w9vmcGxY8H84F64MD4YfP0fk0co5hTsoDa8390n3hP24Q+H50OiNr6UBGN1YDc2M/pIYGv2f/sF+c1YLBR+QCAwxaGPsMo5j3QuSGHM8vfelL2t7e1ocffqgnT578Hx7Pj3cguOluQJ4WAAlryVqzb3h+ACEMYN4/Z8UBN9g2FKtysA0jsKenR1tbW8GIcdCOs0KkmffNPDkDjx49iveHMgOoy2ROi/ZMTEwEk4DzCAjoTiO1IQAzoJ7RA5yc5K2traDQSWedEzCkkVnIEiiEnFOK99GP1lkqrIXn/Tkg4mAlLAg30lHSnPFKpRLvAqCEKCb73wvlwE7A6aaIj0caiZIiWycmJjry7XjXvC9nbrmOaLVawdJAzqVMKZwg9hTrkjo/KRXaafsYRkRf0BkwD4rFoi5duqRCoaC33npL3/jGN/Td735Xq6urHc7UZ3GgxwYGBqL15NDQUOhg9i0AKACYR3HQm/V6Xffv3+94x9D22WsYmgBa3BPGH1TX9Ew4KCSdMcP4O+8anetpeOh5DHf0sz+/02JhPRBl4t6k5NAZgOiVM3NarVakjI2NjWllZSVkHMWtAPM5x4xuTrNHyv2Mo4+8ZpFH312WuG71zzoYkN7HWS+p/ZbafOl8/VoOdnQbzC+1Cxn9/f1Bx15aWtLGxsZTa3M+Pr+DM8nAh/jwww+1tLSknZ0d/Zt/82/0Z3/2Z/rqV7+qbDYbOdtDQ0O6du1aMHlWV1e1v7+vUqkULICNjQ1ls9noeoV9CNB/cHAQRWfHxsbCScxkMsrn81pbW1Oj0YgWeaVSKWqkVCqVYDOvra2pXq8H45LCthcuXNDMzIzK5bKWlpaiFSw6Op/PBxsahhIOfyaTiVx62ELIDXSptzeEGi+dnl0i8xR6xXbw4uT4Am6zw9Y4OjrS4uJiyAv3t5DjznogyOBpT8hgZ6Fjl+NT8RnSQ6nRgHM/Pj4egDC1R5CVMErRgQSRXN+xBgR9YFaQ/oG94zZ1f39/tBjf2dnRP/7jP+pHP/qRms1mpMR+3KODGeCGJQOB7ZRmRyzYLCw8Brs7nz5SkKCbMvGNQ0TN8+kxIok8uaOQKi0oRKD1Tm/D+XUFCRWxXC6Hs8DGTDsX8PzOSEij0e7IgsCh4DAyuLfn/0LDdmXM//F7Dl0aGXEHnf/HWJbUMVci+9Dt/F07CMGa+TtjHdw4w5Dx3sO+b/xZPTWkG0DAc7gDmu4Pj3Kkhoy/h3R4tFVSADf8uPNATnoulwtwzHNpOeC1Wi1o1dPT05qdndXh4aE++OADffjhh7G23qItZbJ83MPXWDpdj7SVlBd9SYGB9Pzxd88Hl86q0uLAj42NxX5KgTxJ4aCWy+WILuN0gMLi2DpziPv5HnCDFEGN8V4ul5XL5TQ9Pa2JiQmNj4/rC1/4gsbHx6NQIG3KOMPsXYAkKMZHR0fa3NxUvV6PPe5gJ+wCKIU8T7PZVL1eV6VSkSSNj4+r2WxGZWLOD+viYCOAi9O2R0dHO4oUueMMiJHNnhVb5bwi/5FLOMMjIyPh9JBO4N1U3Knf29vTxsZGgErsD6IeOE4oRPoQsw9cXp6cnMS6et0aSR1yBdADNhVgDTKNNXTd5I4TueI3btzQwsKCxsfHNTU1pZmZGfX29mp6elq9vb169dVX9Zd/+Zd68803o0I0eumzOjAyKcLUaDQi2kyeZE/PaW4rRgztF/v6+qKKu3TWe15SAGOkH5E6h/EIkLC/v9/BTuPsO0MkdXB5rx4N5HukLAEkoI9d9wFoYdtIZ440n0MWkg8LjRW2EAwDjGSeH30HKwHGxNHRUeQUY2Syl50147rXzwpyHPahB088Cu/MQtfLqd3n+rPdbnfk8bpNANjAHFId7OuWymPu+ywd3Q0E8OtmMplg7hEZ9bX9OIvwno9P7mD/Ijdwak9OTvTKK69Eh58//uM/1s2bN1UqlfSTn/xEd+7cUbFYDAdza2tLlUol9BKsIZzX7e1tzc3NaXp6OhzsarUaunZ0dFSTk5MdNjqt/cjzx1+B2bSwsBAtiWEI0Nqwp6dHCwsLmpub0+TkpCYmJrS0tBRn9Pj4OPQnkfd8Pq9CoRBsKdbH7XhsYXSuU/qbzWZHcLbRaMRzEEyQFPqXYI8HLwGG6/W6lpeXw2ahMwr6hWAtLAEcepdpDmaybg5quN+RBkoJAkhn6dWA0nyHdcbu8to3sDtchvFnNntaZ2lsbKyj5TQsM+rh9Pf367vf/a5efvnlsPmoYfNx+we9/o9uEQ4mldLFUfYsukdoHflH8XS7D3969Ebq7IuJg05urheVkxSb0anBHiXA0KVyO4YHwIHnObLpQXW8ZYS3JvPoAoXPUnaFU/B5Jo9A831X0DyTK1aeh2dKI6j+zlCyHu2X1MEgYC6sMUr++Pg4DBmiIMzpo5B5ABZ3FHFQPJ/fgQG/FkKIefngmbtFHlJhkM7PgQy+x58OLlCtFGo3VUUBXmZmZjrqA+B4YbDxLqjQPjAwEGhtb2+vbt26pSdPnoQgYL4+p1/lYH39zDmy6wwR3rWzcxxMcUDO1wZHjb2M01ytVuM8kqfldNeenp4A46C3uVJHmKPA0nOP8e/sGZ4Hh1GSNjY29PDhQ42Pj2t2djbyAy9fvqz19XWtrq5qdXU1DHX2BkqhUqlod3dXuVxOc3NzmpmZCYQewADWAI6x56URLcRxr9VqQQekPy0AhrMK6Jjg7zAFPYgSAGDRvhAHGjATJwx5B+qObETWQ8MjSkthQPYE6+7sEJQ9KQjoD+/kALKeOg7p2fazwz5AP3F+vQAk688eAohgb+Zyudhb5PZdvnxZzz//vObm5nR4eKgHDx7oH//xH/XNb35Tr7/+utrtduSLftZHJpMJgOfw8FD1ej3OFHvRC4BKZ+2DHaxG5vJ56JaVSkXN5lnniTRavL29/VQdFvaXg9G+P1yWIbMBGBxoQveh96Wz/tLoDlrBIlf4PXNBBsEWIKUCudRutztyeTFs2e9UK2dNOJeA99Bcnc3oeh+mDk6OByyks3aJvItujrnbK+50M7oFiPhMykBMQQAHG/z//d7pvXykDAS3lQAnSdOSzpgEzh49H5/fgSzABvBAGHv63r17+u///b9rY2ND/+7f/Tt98Ytf1EsvvaTe3l49evQoouZ0BKK4aG9vb0SOYQlMTk5qamoqKO2ACH19fZqfn9fExIQkRZcg2IoDAwNaX1+PNCnSmlutVoDoBGnc0X348KEODw81OTkZ4AC2Ubt9WjwP+VwulyN1ENkBMIJN40Fc5H0mc8p2mp6eji4HBHZgKHA98urRG7Ab6/V6FFEGKNnZ2VEul9PQ0JByuVxcG1nvgGi9XpekKATrQRXABuksLZz/o2YKKRUEN7BnsEu9CwSBEemsNpb7KDj02B8Ub0QPoC8ymUwUXOS7Y2NjARgNDQ3p1q1b+va3v60HDx4on88Hu4F7f5xgZu8v+oAXCONFukLywjQsME4euRr+QN0cP9+E7lBwAECTHL13Zcd8MG5xOlBiGAPOKMCgwAgnpxmEnxeO8exFDEH6iMzxfxwKjE42sysxDG82szv2/twoUFfcnkrgEVg2nytdjHPu4YV6eF+sB9dFMcNWgA4jdUbknaKfVuv3KAaGmIMgCGV3XFJkzdkArCG/exYwkTr9/D39twMBrHmrdVZZtNVqRY4r6C/7mYJQTlXl8GLQzc3NaX5+XgcHB3r8+LE++OCDDkeK52Htf9WRCwdT/N/+zlBAGMwMR2R9X7L/HPSTzupL+BnxnE8UkDsEFABlfaempjq6BLDX2P++PyVFtIj5Ixt4Pl9/cp/z+bxmZmZULBa1sLAQ1XcrlYqq1aq2tra0tbWlcrkc8g32CHlgFFFkLWkZiNNNhBvHcnZ2NgoL7e3tRf90qh9DGWTuFCqDmoc8ckVP3jXAA+sCMwPmAQ4IMgVUm04srD+yF8eD1AdJsUecWdPTc9aNgVaGREEcUPY0Bq7PHuIdo1xxaPgT44GzxTwAmVCs7vC4PK7VanHdWq3WkZa2s7OjDz/8UP/jf/wPfetb34revxQy/UXD5dqndaALHOBFx/MeqLTPPiLaRR0MT5kDJKL9p+s03o3rBeQHctoBdOmsDag7rA4IY6Owf2AnINsA+F02Mad0OBCNvPFChswLoF86a8Hl9WRItyENArnk8hSAwpmDDpIwFwA7ziLz4BzyXK6bfY0dIHE9kIKLHqjxeXQD7Rxo8Ou6UZ1+tttadwMYfL6SIsWCNXOgGubO+fj8DvYX9pd0BghIp90o9vf3de/ePVWrVZXLZX3ta1/Tr//6r+tP//RP9b3vfU9PnjzR6upqyJB2ux3UeyLasJg+/PDDcHIp0O1MUmj+7uASUR8YGIhWgjDe0DXUL8IOyuVyUXx4Z2dH5XJZ/f39KpVKmpycjKBe2slqbW0tOrwMDw93FAHu7T2tWVQqlYKOf3R0pCdPnmhxcTE6ZVGzgBTZ3t5eNRqNOIvYuz09PVGQulKpROAWqv3IyIguXrwYdhMpYwD6gDBeiw6bnYh9Pp8PmwK7ilTOVKZ520ZsImSny21SEyVFwAjZSeoooG69Xg/2g6QIFu3v76tarUYaCfcmyNTf369yuaxvfvObun37duwtgt6sw8c5elPF0E04I1CJhDsN2MEBjwJ4hOoXXd/ROzaX0wAdWUFZsylot5UCBt2MBQwOz2OG+UCBEC8OhNGMAY8R3mw2I6qFAYsiljrb4rjiYmNzb++e4N9zNgUbmufmOjybdGb0pEZSq9WKebI2adQtk8kEKoYhDsCAY8I9mLdHETxChCL2eaZFJNO9kBp+/N2f/1l7B6PHBT7fd4DC/0zBKK8jIZ0K5omJCU1MTCiXy2ltbU2Hh4dx+HlnTjWFVQFVa3d3V0+ePNHS0pIkdeS5sy5ETX7Vg/OL4eiDc8nffQ2dEZQCOA4scK6hC7P/2DOsLWAd18eJhD5MxA1aKGdxfX39KQZLCtQ4zSuNJMKGgRK8v7+v7e3tYC9QFBAa9NjYmAqFgtbW1rS2thYKqN1uh/Anj5U8QhSfny2ikswVx2JwcFClUiloa6Dwjn7DMqEImVdAx/inUjnIvbOFcE76+vqiWKLTqyUFCIQT4yCA91ovlUrBKIB6uLm5Ge2JMAYcEPK94mwCSR17EfnhjkHqzEhnRWFR6ERHYZpwX4aDGru7u5qfn9fFixd15coVfeUrX9HVq1e1v7+vd999V//tv/03vfrqq3GWAThcZ7Fnmf9naWxvbwf4hQEodRa7dd3EuiMfPbLrMgP9hO52BxxQinPB++XdO9gPbdQBbebnOoWRshZhOQAQcA64P5F3d4CZo6SOzkbYGsyT8+N7NQXUFxcXYy+yTpz7FIghOJDKbAfCOWu+ZmmKga8P903lZzd5zt9dbzmomepahoMo3fR+N0CBH7cn3f5zhgb7LtWpbkedj8/nYN9JZ+0GXR95FHhzc1N/93d/p7W1NZXLZf3BH/xBFJG9e/eulpaWwiGWFEGgRqMRbYUrlYpu376tQqGgixcvdpyj7e3t2MfoblgtyAA6iHA2Z2dnQ+6SqkX9luHhYU1OTmp9fT1S89bX11WtVlUsFqOrD/Ion89rb28vAPDx8XH19PQEcOFsZ9IYj4+PQ/57IWWCCXt7e/G5bDYb3WFIn7p+/XpE/KvVagfjlO5GpEpxz2z2tGU3DOr+/v5IxaQ1uoPCzgZ3eXFychJdkIaGhjQzM6PZ2dlgbTho7EUHARVdDsEw397eVq1W08bGRnR38fbb+BHtdjtA30KhoMuXL2t2dla5XE6ZTCbaCP7gBz+Igt27u7shD38VIGZvKpzTwaJ6JMYXxwsEeeTJI0zPuj4PzvWcquJOPcYBBjHOV39/f/QmJtLH4XPH0BF/noM5osz29/ejMi4gAPkvfMdpzlyPubAxPae33T6l/EpnBTkwPprNZkROulH1fP5uKEGH9bxl1tHvy8HlmaUzI4u5gpbiUGQyZ7Q7jPC0EihzYuC0cRi9Mryjse4AutHhEV0/gIwUSEj3ElHI1Fhzw8Wvl0Yj+D7CjaJPx8fHWllZCeoWhxNKskfQpdOWfLOzszo+PtaDBw/05MmTMFbJQcKx4qy4QPpVDowsB5Vc0HpetDvbmUwmqPDO1uGaOPvp/uQMHR4eBjiGQASx5XzxPjDMV1dXQ+FA62Jw1t2ZwFh3cNFBDfLw9vb2Qhkyz2azqbffflszMzNBfRscHNTVq1d1/fr1aCFWq9WilzCRT6Kl5OgBJlBzwovxgTA3m02VSiVdunRJzeZp+0SAARwA5AJpDlDv3DkYHx/XxMRE5Ay6k4SioXIwNHqYGshdBwOz2TMqOFEOwBhkIfKbNYcd4d1EnFbuVD+XpTgu0hmYxEj3aDabDTknnSL/FIGkGJ0ravYekYX+/n79zu/8jq5fvx4tAwuFgmq1ml599VX9z//5P/Xzn/9cm5ubcX3qfTwLXPT99VkYAGVegBf9wjrwviUFk8QrNPv7RV84E4Th7CLpjMrrzrqz8prN0xxLN9icteZBCjf83K7AQE/ZfczX2Xp833+cspvW8HHbw+Wms6yc0oqOYa7YB77HvZ6Pp1d4Ko+ksA8cTHM9ydz8737u+DtzSvUv65GC9c/6fXom+Eyqn/msgxUOBLBWziBjnh608rU5H5/fgX6TzjpvOUBIQJOuOfV6Xa+++qrq9boeP36sP//zP9f8/HzYJSsrK6FrsftXVlZUq9V08+ZNzc/P6+TkRJubmzo+Ptbs7GywfrA1kF/Dw8PhaDM/ZyBzLigYuLCwoO3t7WjFt7e3p7GxMU1OTkbXpcePH2t9fT0c8v7+fq2urkZR6FKpFPoeej5BCwB9HNlM5rQo58HBgfL5vCYnJ6OgK4AGPgLyp1qtql6v6+TkJOrvoG+np6fjDNM60O0D7Gmv+UMhd+woirMio6nR5T6Y23/4SNQBKhQKHT4YQVnkJDoJmQhwcnx8HN1i1tbW9OTJE62trUUACfui1Wp11Gyi1fLVq1ejE8PKyopu3bqlb37zmyqXyx2dlmg5KJ3WjqLd9cdyVvwfbtg4Ap6isk6tIJqFY3B0dBR5NBhiqVPmDn+KFqdUMioTu/POoWk0Gh0IChuTnFg37Lk+jhiKxCvI83kO7s7OTqBIHhkj4gTDgL/TD5Q2GCjydvu07VClUtHx8XFQf4g09/T0hOGMoY0xRSSTdcGQcloKv+9GO89kMuHouzHA73p7T/uB4oz4PpDOIsccfowYcuu9KKOkDnCDNU4RNv+9I/k+r9TYTqMWOKNcx1Mn+H6z2YyK7lwjZTf09vaGoOnpOS2Itb6+HogxDqvnT7vB2Gq19IUvfEHFYlHLy8t68OBB5IYDjjCcCeLP+Ksc/m7cIYNGC20Kapef5Uwmo0Kh0GEoO3AFIusRKox5FJB05kC4M4BBvby8rBdeeEEDAwN69OiRHj9+rFwuF4ivR/o9+oQSYB4uZxx84vwCSGBYs9cHBgaipRkATrVaVT6f1/DwsK5cuRJAyO7ursrlckfvXyjydBgoFovRaohruyKq1+t6//33Q87Mz893AH4TExNBrSOy6LUAQPZ7enqC7YCspOURQADMISh5PKM7VZ5Xl8lkAoBAzjplnvfGeQHAcVng59YjsVJn9J73BBVTOo1SN5vNyMemMBxryn6AZnh0dBS1T9BX7fZp+7vLly/rypUrIa/a7VMq5vLysl5++WV973vf0/379zt6kncDRv0c+dw/K4M1pRgSw8Fpd1YZrFUqfx1sbLfbUSCQawKgcr5g53jEnn1xcnISLQ3d0cZGYA+73nNHH/3AvNxxZnjqk68JP872kc4cafQzzEi/fwr6+9y5P+fG9Sfz8es9CyAHqHO7Kv3Os9hpzFHqLJyYOuXIUQdXeM/86ekXyGCeCZvFdRBriPxHn3jAKQX3mWe6Nz9L5/B8/N8N1y/d/i3pqfOWzWaj+9OjR4/0H/7Df9C//tf/WhMTE/r5z38elf2l07168eJFNRoNvfvuu8rlcpqfn9fU1JSq1aqWl5eVzWY1OzurK1euqL+/X1tbW2q1WhGRx8mkm0gmk9HW1paWl5c77C1sJ/wt/ArO0PDwsC5evKiRkRGdnJzWKsjlch31eAjEUBQ5mz1NlSOocnBwoOXl5ajsv76+HgULKehcqVSiDhAFY7EFqbODXKxUKhoZGdHs7GzIFdZ7b29Pq6urqtfrOj4+VqlUCudaOk3Hm5+fj5pefX19IQNgT7m8dUB2YGBAU1NT0dqadCwAIdY1k8kEkH1yctpymXWt1WodqQYHBwdaXFzUnTt39OTJEzUajfAJSVEnDaHVaml3d1fT09Oan5+XpJjb97//ff393/+9Njc3Iw0WfQEI0263o17DxzV6nyWIXUl1Q5RRujhEfX2nrdQwPrkW6P6znMI0msjgdywSioV5OKU9VYpuaDpbwJ1JHz4n5sFciLzhGMAxKG8AACAASURBVHm0wiPurdYp1QRKNJExkKyenp5oVzU6OhpgCdeXFBFKnI/j4+OOAoUYOD7XlEbnz4OAYON7tID5Q0XkuV34gMxzX5wNByVwuNyB9DQB77+ZAgHdlPqzxrMMH9bHDcL0vbrxhUFJtBXnhVwfqF+SgmZdrVZ1dHSkUqmkgYGBoED39fXp8uXLymROaT/Ly8sBqnxaKIqsJ+swOjqqUqkULCDyoUBrnbWTyWQiCgh1S3o6gssZZM86WwXjHqORqA+yg1Yw9M5tt8/aBgLKMR9PgXHDmwhUChogtwBC+D8H/wAz2GfQ5h4+fKhms6mJiYmoGE4awfj4eFDxyTPb2dmJSKMX+QIwbDQa4aQ7Uv7w4cPo4Utfcpg73k2lp6cnZIZfi/fH+ST/n/XY3NzsABc9RardbkfhVX8/bpSjuNO95M6BrycRXQdTnVmSRikBOwFmkKlQDdmHAKntdjsi/AASgNRUiee9PHz4UBcvXtSFCxeUyWT06quv6tVXX9U777yjlZWVKKb4eR7uVKdRd87NRw0MGt7Ts3SvdFaEFODGgTr2FTrY00W6AeDcj32e2hkpmJzuOwYyjbkyUiZat+G/e5au8/n59XgGt2/c2XYGjdSZ/sB54fm7zcXX/KPm5991AJtreIHj1P6QzjqoIFNSO9DtTh/sN2dhpkDA5/1sno//9+F2iu9HzuUbb7yhzc1NLS8v62tf+5p+//d/X2+++abeeecd5XI5bW1tRZ0U/JG1tbWog0SAodFoaHNzU5cvX9bVq1e1vLys999/P2pSUVzXAw+ZTEZra2uhSwFW0YVu7xBU8AAHvyPQ5fdaWlpSrVZ7qpUe9g9ge6FQUG9vb6Qg7O3tRU4+tHkvdsycsKePjo40OTmp2dnZYDkeHR1pY2NDjUYj6vrAlkSuwSpD1zvz1HUBAApsB+QFdQwIVrsP6KwA6Sy9Cn9se3s7UkWoK9PX16etrS3du3dPDx8+DNbl+Pi4Lly4oEKhEHWsKpVK2L2Tk5Oanp7WycmJ7t69q7t37+pnP/tZpN05S+VXPTqYAW4MS50VXDEGHaFHaVNUDUouVEAUjaPiboyDdrkTlyqb1EB0FDqTOWvV58g6ysMdWhQRz+X38nmlCDpFLFJ0nGsAjOAw0VYJJI0iINybqsM41RjOfX19yuVyEakC2afaMhvd0XhJUXWU53HgoN1uRx6KgwnuHMNC8MJq7hyw/hjvrDPP7rmffhhZs5Ri/lEgQDdAwI3IbsYX74S9kg43VnmHOCUwCRAE3gHBhRpFplqtVuRYj4+Pa3p6Oqq0Li8vR04Ua/NpHDjA5I2NjY0FEODoMvsIZ96LnbCurFnqBCC8W61WgAggv+x73yuVSiWUWbFYjMrmKEfkUTdnEiqbg0Iuf5zJ4qwG9jktbZyqD3q9v7+vcrkcZ9yLfuH8Tk5OPnV+Dw4ONDw8HB1KKEJ0dHQUhQmr1WqkLqBYcPI3NjbUap3WBSBNyoHXRqOhWq0WQADrQlTfW+fwd94ZZ4R1lRSK1g1yPu9pQN2cKhxyopBcE5nn90lBpGw2q/n5+Q55BPXPHUTuAwgDMCOdtsaDknlychI1Hebn5zU5Oalr165pb29Pb731ln74wx/qnXfe6ZD5vwik/LyM1Alzm+CjBvUVUr3NO0cvuzMLS8UBiNTZ5HfMIdUtzmhzPS+d6ZRUF3EP1yXILT9HzwLeu10vXTv/jnRGw0+j9nyONeNsOsjpgRLmiG2ATPR5pPdHz/GZ1OZiHVOQIgUhuoEyfMbTuCQ9JYP9+m67IWvcjvPh3zkf5+P/ZaT7i3MkSevr61pfX1e5XNb6+rr+7b/9t/ryl7+sUqmk+/fv6+c//3lEwskHdx3rtsn29rZWVlZULBbV09OjqampsDth8VBRnjNQqVSiXkA+n1exWFSpVIr0ImQlQEBvb29HhyVsLFr7jo2NaWZmRpOTk1pcXIwUApiZnKuTk9OuQc8991wHmEFQg45r+/v7unTpUkfqn9sh+Iek2hWLxah5wPnlWgAa1F8YGxuLtXObAptTOpMD7oNgb2FnjY+Pq1AoBKPC5Q/1GrBP9vb2tL6+rgcPHmh5eVnb29ux5tlsNgpEk3YAO6JerwdTvafntA7DzMyM5ubm1Nvbq4cPH+qHP/yhbt26FbWmYFV2k2+/itHr6FLqqPu/vRCcG9C5XC5yN6CNguI4qi115qK505QaXX7/tIK5G4ZSJ43P0X43XF3xMFz5cr2UGofT48aHo1JEJh1McAXL5vK+v0NDQ5G/0263tbKyEkYNaQakJmQymcjT5XB7VN/v6SCA/77RaMS7Zbhz5s56ur7pewE8cMOIf7sC973j1+hmNP0iY9KNSHcoeb5uhTbS+3TLpwSNhErNPLwIJHTLUqkk6bQFXSaT0ZUrVzQzM6NMJqP79+9rY2NDW1tbEZFxQ+3TMHhWwC+iylC3qM3BOycKC12L803E1w14L8bi54p/AzI4QAZAg7MO5Q1QAsfU03ZcafjZJsfWo+3Mww17R8Z97+CUkBeGAz82Nhbt5VB80Nj9DIIqOxjJvGFU5HK5aCuGUUDhMSoIMy8KD+EUM1xeQcE7ODgIYxxmgHQGkLRaZ8wIHA+ugSyBEYGTwZohj1LastRZud8pedQo4Pkpeuh5gm7Q4NhTi8Gji4Au7vB4GpMX/HRgiIq+165d0+zsrFZWVvTGG2/oRz/6UYAs6JH+/v4O5sPncTjLw8FUzv4vKnQEKOOOop8xP+vSmc4h8sRe5XvoaBzF1LjjXt1Aezcgfa/z+25sLpcX6f+7/n2WUeff62bwIbd83t3un16Dz7phzP/7nNy+82v4We4GVvj8nrUePL/LT18rd/D93fEZZwogo1N24fk4H7+Kgc4ikHjv3j395//8n3Xv3j39x//4H/XCCy8on8+rv79fjx490vLysnZ2dlQoFFQqlSKNFnYjeq9arWplZUVDQ0OanJzU8fFxBJscRPB0v62tLW1sbGh8fFyXLl0Km0Y6Bbvxs9Cp6GrsqjTQQe0AAizULcAXQLbu7+9reXlZpVIpag/t7u5GXYF8Pq+FhQVduXJFFy5c6CiqTpAHYIPih1tbW1EDYWxsTNvb28GOBJDAZslkMtEK0eW523TIN/RRygAACBgdHQ1/DNnSap0VZea7Lq+z2awmJiY0OjoadZjGxsY6AtcHBwd6//339ejRoyguPTQ0pLm5Od28eVPtdlvvvfeefvjDH+qnP/2pKpVKh97jOr7vUnn9cY3eVAGBQruh5YWdWAhyuPr6+lQqlTQ6OqpqtdpRadkpfqnR7YoiRdn5u3RG13Fj05Ww/9sVOpsBYxRnFUXI4Uwd6lQxYiynSh3DiM3uxWs4iFDkuH/qdGBQHxwcRBGyjY2NEA6SIl82XRtHttwYciCg3W6Hs5uCBG5UcLAAfThkRPY9r5B1Ta/D3vDoqTtbHsXoFslJR2rEdXt+BxzSfcwedEYH1/PceI8cuzDgGQuFQlC9BwYGdOXKFV29elXb29uRO4RAAXn0aM+znu+TMlJghnwyhOvJyYmGhoaifR37FmFPRVjasUF5hy2UFoST1HEGYGPQ79udehSlAxC8Jxxnz59zJ5XIPO8mlUEOYKRsET8v7DGntXP/drsd4A/3Zk35Pnntvh9dlrEHvSYKBXNQ2DjLXMud7M3NzXiHfg+YRvV6PSIIRDBILcCI4HndwUFe+h5J5TBGh8tC9hHr6MY+4J3LPo8AZ7PZADvo1Y7ypOowUX8vxoiBAiCNbgKcrtfr6unp0c2bN/Wbv/mbmpub0/r6ut588019+9vf1tramra3twO0AQDoVoPl8zy6yexfBHqmNPtUntPtA51MhKnVOk1hS8FmdxJdFznrxPU1+88Bh25Ot3/XnXOnuaeReYw618epvH/W/uH/yVftZvtIioKV6f97gMV1HHNxBo8/sz9n+mc3UKMbmOFgQAo2pPfZ2dmJz3uahzPvPIXRU8g+arhMOh/n459rdDsjgPrNZlMvv/yyVldX9bWvfU1/+Id/qN/+7d/WpUuXdPv2bd29e1dra2sRgSctmDS1TCYTTD6izxS1I61tZWUlougU7QVQPTw8jEg+wQgAC4qAM9rtdnRCIpCBrPHuALAaKcQqKWytw8NDLS4uamdnR/Pz8xHNx2ZGH8/NzUWLRp4Tm6ZWq8W5p6Xs/v5+FAbs6TmtbZTP5zU6OqpWqxW1aer1egAqyIuUKQVggh9JsVtJ0Y0A8IA6ANJZNzC6FmxvbwfFf2NjI9bs6tWrsUY9PT3RcpluAvV6Xdvb28pms8rlcpqenlaxWIyuBW+88YZee+01/fSnP41aYi6nfZ/9qkdviqqz0LSeAtkCNfKIMhG769evRz/uxcXFoEo4gpUqMle4DAcG+DMt8JcqeXeC/buuLNzITR17Bw9SUIAfDAH/t88RZebPx/P09/c/Zaj47+bn57W7uxu03pOTk9hcKEs3wnlez9lP0Xgf7qzw+1TZ4gT6dfmsOwl81g0fnKIU5MEZcpqff9fvka6bD48mdDNkUgcrNfg819nvSSGWwcHBjjoKTpXCOWs0GhodHdXFixdVKpW0sbGhu3fvanFxscNowtlhkEP2SR/uRLM/cNLX19cj1xrWDw5lf39/tAzMZDLhPJFL1dPTExVX0z3HunE+oHb5mWUeMJFQXihm8sV8fzoYQHE8ZJobsQwi+x7VSgFFnFSMf+kMDE2dIzfSJUWlWPL005Qlz1VD/g0MDGh7e1vDw8PBEoI5gfziPp4zx/fZt07jZm9yDjKZTEc3h/Q8uvPO87gc5J4wnLqtA3sJ2d1un4GyXliTd0o6BvURaPvIWQV49Y4ntKYEfOL5iJIcHBzo+vXrunHjhubm5iRJr7/+un72s5/pvffeU6VSCYOBd+pO6Od9oFu93oyf9X9KBLcbUOvXdwCK67PHnDmQOvRQO9m/rq8kPeWs+/2RMy4/Pgos6OasZzKdlae7GXips51ev5vN4SNNg/DvA1Z4yqHrvTStsds7SNma3UCBbs/g1+j27PyOs592OiKn2N9fem0ARX8H5+N8/HMO32OpDct+IwW6r69POzs7+vGPf6zt7W3dv39f//7f/3vNzs7qd3/3d1UoFPTmm29qY2NDe3t7UUi8WCyGXS+dUuV7e3u1uLgYrQD53MWLFzUzM6ONjQ1tbm6qt7dXIyMjGh8f18HBgcrlsh4/fhws4unp6WgfjM7HPnO/ZGhoSMViMYIo0hmTE1o7KYk4vNgt+/v72tra0vj4eHRHqFQqYZvt7OyEHHQ7q9VqhdONLeD1jOisQH0FAsiSYr28Gx0/HvwDLEHeeUCHmmvIHNiSHnwBrFlaWtLy8rLW19eDJZHNZqPa/8nJSXRKICXg8PAwOj7BCLl27Vp0mnr77bf1yiuv6O23344ijc5GQB5+UuRaryPJCGcMv1brjL7r9GmP9jWbTe3s7ITBRosLnDg+64rGXyyGviseN8wdIHC02x1gd2JxELmPpxG4M5k6mf57FxCeQ+5r5Rs8TSVgI7midQeDPBWiUDzL4OBgBw0aZd/NOGF43m3q0GQyZ6kaafSOazpVhffhxkE30Mafp6enp4N14O+KA8n1uzkNbuB0Q/o92uqfZQ4uBHyf8bnU2MAxJG3A2SJu0HBtCo9NTExocHBQi4uLunv3brSDccVBsUTGp5Xq6OtASgVRVqqmss85Y573Rsua4eHhUISAhw7eubHP74jU48zjRHv03WVHupdI7WBObuzzHR+8f2c+sW/4ccYCe8fBMAfq0ghmt/PkZwon1xlER0dHWl9fD2e7p6cnIub+Q491FAyIPj/NZlMXLlyIIojValU7OztPGe4uw1JZ48rdAQZPOUjlp58/ryng7w9FTDEkQAAvFtRsNjUzMxOtPumnvLOzE/19nZHFXPv7+1UoFAKhf/755zU3N6fl5WX94Ac/0E9/+lOVy2W1Wq1gXpFOJZ21D/X/+7yPFMz1tJGPGr7nHYSXnm43CxjjgJvXBXFA3ueU7tt0nuk9OavIbq7lz8pnPeWPa7l+9bPsQGb6/93mkMlkOlpVdgPTHDhkbt2AhtQh7zZH/z4/btfx4zrU9Xc6ON+pbnY7hPfnADOOwC8a3ZgW5+N8/DIH54VzgCwijU06tUkfPnyohw8fqlKp6KWXXtJv/dZv6erVq2q323rnnXdUqVS0s7OjVquliYkJDQwMqFaraWtrS1NTU5qamtKLL76oBw8eRM2pk5MTPf/881pYWNDExITW1taC3o9sRB7h3OKUHx8fBwMOILy/v1/VarUDWC0WixofH5ekqJYvnRUOPjw8VL1ej0BWs9mMugXlcjnk4O7urtbX1zU7Oxt6vFgsBvPBZTnzS1l72AYnJycBJtA2Gj+JNnup7c58XZ57oer9/X1Vq9Vg9vb09KhSqWhvb0+jo6MBXAC6wMio1WoRJBkZGQnmJfILm4CWibBmC4WCFhYWdOHCBfX09Oju3bv6+7//e7377rvBRmB92Wf4pp+U0evOW/rSWJA0MoOA9iJNtVpN+Xw+ECbyNaXu6LdH+Ll/N2TYae4o+JS2hxHdzWlmQ7rRwY+nIDgNBWWOce/DDXs2iAsQ5uEOhCtIz4/t7e2N9h/QZMhT5ZBiLLhR489PKwy/jyNk5Pqg1J3izztMDRGeG6q4OwvcyyOoHlnn3bnx6CN9RykYkQ7vpuAGRzewyN8L6+TgVhotabVaHfRgz59m4KQcHR3p3r174YxwfebAPbmHO7Cf9OFn051ZR1mhpyMn2CNUewXh5RqVSkWbm5uanp7uKC7JuvBO3Mnnmu12O5zdbDYbsgTgkDPBmeZaPn931lNn1d8JjqYrKQcZvU2eyw0HgPiMU2AxsimqI53JWJezOPScA2hz/D+A4P7+frSd8c/A4mK9hoaGND4+HtcHyCLKXqlU4hlbrVYU7UlTOtgTnr/nEX6GOxP+J2uMMeXRW5+v15xgPtKZjNvb29PQ0JD29vb05MkTVavVAA/Yb3weuTMyMqKLFy/q0qVL+vKXv6zl5WX9zd/8jX7yk5/o8ePHHecSY0NSFBlE4cMs+TyPNOKSgue/yJjxM5c6324H8H8OGpFCx17wz6WR/vQebjP471L9k+5f/6x0pkP8jHpKj9slaVDDr5+uSbe5+Jqy1qQp+No7mEptEWSfyxHSPX2907n62UttNAc3nvUM/N1TPbxGChFG2pEymJ/bTz7PcxDgfHwcIwUB3b6XzgI6nHe3YTKZjL7zne/ozp07Wl1d1R//8R/r+vXr6u3t1b1797S1tRXF/zzq/uGHH6rRaOjixYv60pe+FGAAqadTU1OamZnRjRs3JEmLi4taXl4OYGFycjLOZq1WizRjzv/AwEDk5RNt39zc1NLSkhYWFnT58mWNjIzo8PBQU1NTIXOOj09bAbpOHB0dDT0MQE+Qh04JyBzSG3HGj46OghoPQHF4eBigCK3WWctGo6FyuRyU+2w221EvifTUkZGRSHX0ltfYMXR8ovAj6ZaVSkX7+/vK5XJRA+v+/fvBGGi322FXDQ0NRSc41tFBCzqPYW9OTEzohRde0MjIiH7yk5/o29/+tt56660O/9EDI4ODg9rf3/9Eybnek5OTMKqgW9DeoqenJ9rkUd3Re1dD68Wgq9frqtVqoRx4+ZJC8PNSpbOoO0pEOmMeOK0bWgfKEQWJkc692DREKKUzZZ5GqFL2QTfHDeXojAl+oPemNCM3LqA1d4tgeAQS2gl5sGx4Co7gqLjj+1GRDwdG3Dh3Q8xBAb+Of6/dbseGdYPIhSYFEtOUEqmzbzj3TZ0GZ1mk7yY1RFKDjb0DxdwBJUAdN8a6gRNQzkFdoR25Qwh1qNFoBBjF/X3d0nt8GoAAN+jcmCPq78wSz/dmDWg1A+jGnnYWgHQGnDBY85GRkXh3IK04/TiGILleZI7WfZx1z2/nObLZbCgsn4Mb15wpDHuPAEoKmpwbuXy+v78/IvCSOgxif072JIrDP7+3t9exn5zBwnnylCvmRwtCPsN7YQ4oX0CdYrEYKQvlcvkpp9vzDX1POLOL+/p73d3djbNP1C+TyUROIJ8DtCC9hHfFmnhFZO7NOpfL5cjN6+/vj8JNFLmkXWA2m1WxWNS1a9c0NzenoaEh/d3f/Z3u3bune/fuhWGSymwGtQL4v887ECApCklhyPb398eedIaAA63u0HkkhM9ICvabp5mlrJw0Wp3qB86Jnxs/W2k+ezfDiw45XMfZh9yH63mxSgxCd3Bdh6XBhWc5uL6O6bMBRiJPOQ9OuXe2Amwqf2YH2334vJzZx+9YE+6bfp/nhLmEvEVG1Gq1AIH9OwzYTA4CdPvc+Tgfv+yR7stu/+92gf8/vee//vWv691339Wf/Mmf6Ld+67eUy+V0+/btyL1Hfh0eHmptbU2VSkW1Wk2zs7OamJjQc889p0qloidPnuiDDz4IJ/bGjRuamppSNpvV6upq1AFAt5ZKpch1J/Ld19ensbGxKNKHPdtut7W2thY6++TkRPV6XaOjo+H0DwwMaGFhIdrhVavVABTw+fL5fKQM1Ov1CBhT7C+Xy4WtsbW11SGzqIfWbrejDff6+nq0OKQ7HH5eJnNWBwDbivbX1BbCpuJ7dGSq1Wrq6+uLekkHBweanp7W1NSUdnZ2dO/ePZXL5ahVUygUNDk5qXw+H8+MXKLbAWmxkiLw8Nxzz+krX/mKBgcH9dprr+nrX/+6bt261eEzoi/4XtqS+aP25Mc1eiV1KGjf8BiCGI70bETw9/b2hkHqFHQifDjtrsTdocWA9O9ns9kw9KUzg8xzON3oYHiUwo1ZnieNLOPUuYPuyp+RRi5SZ4Fr8Ps0SuHz803UrRASzwoA0dPTE63dvMI735HUYTT5fXgWPp9GIvi858qnjjdr5MCDRw6kM7oMhkAaXfDrdRspM8GdId6f7xeGI7fsH5zR1DhM34UPDFIilUSAEUYUMfFoNOelG3Pk0zh8fRzwgZmDMYpx59FCGESkEyEXYMbgDPD/nHMcSBw0vwZ54USFkQu8X0lPOR8pKMZgH6XOAXvEGUMwFZxdAFDqjgLAhTMAONPdIms+R09HQPkylzRPnXmnMtSfi8EZRYb7Gm9vb2traysK64CsA+ZwL78OZ91rCiA3/bxyXrhuoVAI44M5u5MBkIzM2draCvaNO/jM3wEG6JbtdjvYIgsLC5EPefHiRS0sLOjo6EhvvPGGXn/9de3t7UVHBuksbcOd1vPx7JGCZ6kcdVnYTZd6dxW3LdIAAMPPDjLIRzen1ufhwJV//1m6iL3pwDjDnfrUaeZZU/uA77l+9udy+0BSFMH0NB3/fGrrpN8HWPPv+Bl1MDy1EZifg4x+VgEffD3cVkvlh8ux85ob5+PzMAhIlMvl6FH/4Ycf6td+7df0pS99SY8fP1aj0QhQntpLKysrev/997W5uampqSnNzc1pZGRE09PT2traikr+kqLIoKRoNU5tG+xvHGLkgadfeneOgYGBKNYsSSsrKx2t95Ab1CsCzCModHBwoNXV1Sh6ODIyEvfIZDIBUhwfH2tnZyfSFgDrT05O23KPj48rm83qgw8+iMKGR0dHWltbU7VajXaH+XxeAwMDKhQKATIA/kuK2kE8I+wAWAPtdjuYDhMTE5qYmIj5jY2NaWdnR6VSSdPT0091CgCoBmhpt9tP+WMXLlzQl770JRWLRb3++uv61re+pTt37sRaf5oCCr3QIMgrdVoMESfygakN4PmdvGR3AMgzpiKjR+EwVLspPqlT4WBM8LJRjo6ep4CAGyIocxzCNL8tNWD878wrVabpjxvDPgd+OCTpvDGwPbLBIXfjq1QqdUTaMUrcuHIDwA0YDm+39eH6HulzJ9yNl9TA8jX0+XhOkAM3vn7p39PrMU/+dKPLwabU6EkNnW7RjG6GP+AT6S0nJyfa3d1VvV7X/v5+R15VGrn5LDgS7EE3ar06racLuePsoJgDKO4k4uwy2F840e12O5QJZ9Sp5NzLwQCuw5/Qt9yIdcfbwQR3TtmzLm9SwMCdfz+vnnrgZ9l/mJ8zg/wa3NNb//i9uL7T8lNZCpjhAKsXeuN8EKmjLWLa0is18P3spGsH6AYY4tF0/6yvGSMF9bLZrKampmLeoPfIQICAVqsVOgd63tDQkKanp3XlyhUtLCyoUCioUqnolVde0f3797WysqJ6vR7OinRW34D98iyA8HycjW4gcuqsp460R8U5K74fHaDrJkO76ZiPkuUuvwDl/Bz559M/fa+nTj7GK5/j2dIAQLf5u2xIh58nn2sKXvAsDjq4XsbQTufhf/daLA44+Dl1+eJFyACD3cHHRmG+RD27se583c7H+fisDvb93t6e3n77bT18+FCLi4v6vd/7vSi4B1Ov3W6rUCgom83qww8/1PLysiqVira2tnTlypWOzgLHx8e6ffu25ubmNDs7q4GBAU1MTITMJf0mk8kE8w9fiTRBCvxRv8CDruhf2F8UCqzX69F+cG5uLkCHbDar5eXl+Ey73VapVIrvb29vR2cfAg+FQiHqGyDLPP2U+/f09HQUFoQNWiwWlc/nox4B9tLOzk4wC5BJnq6MXMOWLxQKmp6e1vT0tKrVqo6OjgJcoDgkdZeceU4NBewcmKJDQ0OanZ3Vv/pX/0oDAwP68Y9/rL/+67/WT3/6U0mKelcpmP1JHr20BpyenlatVusodsCfbtiBvOzv76uvr0+FQiGcdhYQuppH0DgwHtl2p8ANZjdAcArcgPXfP4vW49EHp9l1Ywgw/O+uIPlsajQ4oJEON87Z+GkUITV4ug1aL7GmQ0NDarfbsflJvUgND3e8UgqlGwOkAfD5tN+mK/5ujjvoH2vJYWRtuhkI/v1uBQ5TpyQ1Rn04WMM+dTDJHSd3GPmhKF42mw3AC2HnFHPunaZLfNqNnRSEgTI+MDAQdL9jxwAAIABJREFUqLOvvbMEms1mFGgBmeX30NiLxWLHXsCB5ZpTU1NRtdZZFtlsNsAZ7s0+cXDKK7LiPAPC+dni/PPvVA64M+wyiz2TyhyMbAcY/XrPUgLpNZx6zN+dzeLnlnVxMModMDfmUfzucFAfwKO5DoI4c4N7+fO7LPS1JLUGo8BTG4gs8N68IKGkUMCcNaoKs6cGBwfVaDRUq9W0t7enXC6ny5cv6/r167p06VIAdm+99ZZu376txcXFqC/hbBJfc9/7n/bz+3EN3+MfFfF1JxgwzHXQs/SQf5e94mfK96GPVBe7LvO5P2t4JMj3fbfUAQ9+pKB3N7AinWsKmGWz2QC7HPT0M54GB/z5AFO6/TCYo9/DwTxfR+bo6Ua+/th+HmlkDudAwPn4PA7OAQETnOJXXnlFd+/e1e/93u/p0qVLunHjhgqFgoaHh8OuGh0d1f3797WxsREsgbm5ORUKhejI1Gqd5t9/8MEHGh0d1cLCgmZmZtRut6MdntvPrVYr0owBCwkYeFAX+6herwdFfmhoKFIOstlT1ubu7m6k/JHGub+/H+kO+DcnJ6fV/1dXVzU8PKy5uTlNT0/r6Ogo2vD19fVpYmJCfX192t3d1dbWVqRbt1qtaNnXbrc1PT2t8fHxCFTDHMRO393djRRq7DvYvC6Xd3d3dXBwEG0R9/f3tbGxoWq1GrUPdnd3o+g9IAup8sfHx8rlcmGHVCoVDQ4O6tq1a/rKV76iqakpvfzyy/rrv/5rvffee2G3fhpZUb3Z7GmOB4UkGo1GR65EN3QdlBhDUzprD0WOihupad68KyzPmesWfcZgTlMZfPMz3Ehlvji3aVSd+2MAdHMU3Mjodu30ez4HX7eUgu9G0LNo5nyenEaAAGdkEOkCGcNB8zw93oUbBP48Tg10g8jBjI8yAt3IcIeMa6TPl66jOyIeeU6vm0Yafd0xcLqxRlKwhf3oXTLa7dNUGNBGqEeSQpBiwD6Ljv5pHc62kM6MWNbo+eef1/7+fqDLME04V4VCIWqFtFqtqDuSskS4bre8YgcRJQU4cHR0pJGRkaeoth5Z55yxj4hEen6/gwdSd4ZHyhTg+s5G4BoOerhB3s3hYbgDzH0pVsfed8eJ9+GpN8zD18LzET3i6mwHUnH8/fJDRX6+lxYAQ5Y1m82Ozg48KwaQO93ubPh5Bixwueq50Kw1UYrDw0MNDw+rVCopn89renpaFy5c0Pj4uOr1uu7cuaO7d+9qdXU1Wtr29vZqbGwslLkXeUv3/bPAyvNxNlLd4YB9qvNSqr7rE2Q7Z4d97aBtqhv8/aT34u/dzpkbxw4Cdhv+HPzbZQPXAHh0vXlwcBDRvhS49jmm83LnnkiXO/jdUgNSeSWdtTT295KCEl5kE7kIbZc0Lgd4iSxyrd3d3adkW7o//DnPx/n4PA3OA9X8vbDokydP9I1vfEM3b95UpVLRv/gX/0JXr15VPp/XjRs3lMvlNDMzo7t37+ru3bsql8va3t5WPp/XxMSEisWiXnjhhQhQUdH/5OQkWg5TLJgIeKPRCKe7UChodHQ02Nw4vcjVo6MjraysBOOuUCjEecYuqFQqmp2d1eTkZLRCv379ejwvUXJqDmH77O7uanBwUGtra6rX6zo6OlKxWAxnGfviyZMnURgZOwAnnXoAOPnYMsjN8fFxbW5uBlsQx7/ZbHbYbqQhLC4uqtVqqVwuB/tge3s77J/BwUFlMqepT+VyOerlee2j2dlZXbt2TTdv3lSxWNR3vvMd/eAHP9CdO3eiBSVAy/DwcAcz+5M+eonWjI6Oqtk8LWYHYiOdCXsUlXT2wnGiUGQgKTis0hmtzn8YIOwMlJ4rtf39/XB8na7GXFL6XOq4+pzTyCLKPh2u2KD5e7S6m+JLFaVvbr+fzzmbzXZEAVNDCGObZ6YyL9Hsnp4ejYyMBGrvuTMYCdBbus2POXjUzA09N3JSIyA1dp7FAEjXN31GCoOkuZkpAOAGvb+P4+PjKLoIJRzHhTVhkMrCfurr64sCL9Cb9vb2ImJKykv67P5+u/3u0zRSEAzBCvMEZBnaWNrqir3jNDAcSqhSqZHKu0XecJ1u56Bbn1nprBUOqUgOKLlj645oKsvYK+n59P0O0wRnxsGFFKxyUA4Hwh0E5uzX8MgfMtMNe36fgqQOgCBDHNhJQY0UdPXon98vBU6Ys/8/z0cUYn9/PwqJQrsjr87XMc0lZo4UjQR0arVayuVympyc1OTkpC5fvqzZ2VmdnJx2qfjf//t/686dO1EJWFKcayIfrHc3Z9CLr507MR89usn9bg6v63bfS4D5GGbofOTGs9Y/1ZUpGOBOebf5+d7+qHmnNQD44f9wjF3/S2egskfPnwVYPGvt2KN+3roFTByAYT08tYr5IKvRbT09Z4WV/czyXNTE8bOZpi100+sOZnhNIn9X5yDB+fg8DHQp+hlAenBwUM1mU41GQ++9957W1tb0zjvv6KWXXtKv/dqvaX5+XpcvX9alS5d06dIlXb16VY8fP46K95ubm9rY2Ii89GvXrqnVaml5eVmPHj2SdFqjZ2RkJM47OfzY1dKp/4LjzLlE7jQajajDQ1poNpvV6OhodP8YGRkJJkNfX18A8kdHR1pcXNTm5qb6+vo0ODiofD6vfD4fLL4nT55oY2MjAIDj42Otra2pXC5HMWiCz2NjY8rn85LO/KKNjY3wSwEtATawa2AWwObFZh0ZGQkZCGtxaWkp9JHXTfLCq9vb28F6h50AI2F2dlY3b97UtWvXVKvV9Nprr+kb3/iG1tfXw+kHNMaOfhZD9JM4ejH0ent7lc/nNTk52VHdmZEqBo8E83sMfwpUeD4vhaj4rkf63bB1o9OdUdgKblR75MkNdJ8nNBYMep9zmp+bKjT+7AYGuOJPjQG/RzrSe3v0xI0IrpVSAUkNwMj1KuCsizvRnjPr6+ORGe6Hgeyf9QJF/gwpCOBOig//fjcDiffndEZ3zFKGSbfISkrr7lYMydu/ZTKZiITQp5X2Ihh+vJNuTIBu++CzMHhm8qRqtZoePHig8fFxzczMaGZmRsVisSPinslkog3M/v5+h1EpSblc7ikQyh1KAAOUT7vdDpbRwMDAU90q2KO8I2cGpGc3pf2mkTYATJ+bf196mtXjDAQ+63shTaNIGTkp+8WBExwm3//OaOKaPJPnwHOWu801BfT8OUdHRztAglSuMWd36BxcAXRxObC7uxuR/ZSmnwIZgD08/8TEhPL5vObn5zU5Oanh4WEdHx/rzp07eu+993Tnzp0AkAAAYZH4e/SzyZo7S+WzxvD5ZQ2X2Zwb3p3/Xno6jz995w5OpTqT4Tqqm37yeXSbWzeQIv3TP+dgL79HH1FzZHBwMKJGAO7ZbDaA+m7P4nve16ebo5zm8/s6wFyTTnUpNT+w0dK5e5vcnp6eMKJJx+GscBa8qnW3d+5pnCmgm/47ZXGcj/PxeRjYoRSpdcCbFn60B1xcXNSTJ0/00ksv6dKlS5qbm9Pc3JxKpZKuXLkSfe+fPHmilZUVvfbaa3ruueckSTMzM8rn89GCD5ZAsVjU/Py8pqamNDIyEr4YdHco/pLC2XebiuBtJpPR2NiYpqenI8jID8+GY+1dnVwWO0sB+046lWfb29tRa8Ap+dhBRPAJzm1tbWlgYKCjpoF0lhp8cnISbAha0AKQOEiCb3BychKdFgBLMplMBA55VmqIkToxMDCgkZERTU5OamZmRvV6Xa+//rpeeeUVPXz48KkigT09PZ+qwoGMXneQR0ZGVCwW1Wg0ghLsLa26KTt32jBYyXPv7e2NYhlSJ3KOkcqfHnUD8W42m9H6DaXrdHI3cvnOsxSzgw1uwHTr4+vO+UcxAvxeaUSdwbxSZyU1dlKjih/vLQ7AwmHnMKQOhYMtUIR5PxgRzC2drztQOMbpu/O1wCAB1PC1/P832FN7xp/XaYrMxw1O1sideV8zF067u7uxTzzy4mkBzNn7kTqDwIWaD9/v3RyrT+tww9Sj6fv7+7F3Dw8PVa1W9eDBA42OjnZUdL18+bKGhoaUz+eVyZwWpCSlgDWWOus0OBjAux0aGopolUfYU4eOvYJwhxLG6ObUcv/0DCM3uuXL+/n0s0ONDsbQ0FCcTRQP5w1l59Rbly+t1llaBU6zR0t5J+68svfY16xRCoLyfa7JdTlDrIezKvw6KVMiBSpZ/729vchxPDw81MbGhur1urLZbHSe4Xte2JC9cO3aNUmnCn58fFy5XE49PactFxcXF7WxsaEPPvhAi4uLymazUeWYOgMML1Tn8khS1Elgfc6BgH/6cAfa5bLT+x2ElTo7ePh54X14GkuqQ3GMXRe4zE0dfz7je9qN2BQEcKYi+sHn5wBjJpPRhQsXwnhsNBpaW1vTzs6Oms1mgHHdQOFuwKJ0xjTyc94NpOR5iTD29JxWIi8Wi0H9J7KPTj88PNT29naHM0IlbV+TNKjjc3Dd1k2mpM+Xvp/zcT4+TwObhABFqos5fxRof/TokSqVihYXF3Xjxg39+q//umZnZ6NwoNtSBKlWVla0u7ur69evR9vcdrutpaWlOO/cd2pqKgKEMII8bY+8f+QmLLqDg4Ow+aanp1UsFuN7tVpN29vbcc3NzU3t7u6GjYeP2Gg0tLS0pNXV1QgSjY6ORnoCMgz2AoyAk5OTaFcIQDs6OqqhoaFg6gJmot8BOLHLYD/kcrkodi2ddhBwOw+bBBYidRdarZby+bxKpZIKhUIAsb29vZqamtKVK1c0Njam9fV1vfHGG/r+97+vd999N+QnTG0CYrxzQJRPw+g9PDyMHpPValUHBwcaHh6OghAePffo67OcbgYvcGtrS7VaLZAWIogUZiAn2A0ArpXNZtVoNCJfPpvNdhiUkp5S5hgYRNFwOpzyTPRcUkc1b88Td/ZBN4fCnUb/tzsp/jxE8tMf1hAjoRuIwWZOKesYIThOzgJgYLB4tNupv35/d6RwhPiTteOenlLg+yA1DFLao+8fB0NSQIYfnCyvkYCQOz4+Vq1Wi3fkoBV7AboQVB+E3tbWVlCU0r2bAkb+/+lnP+3DDXqnkIO++tk8Pj4OVJrvLS4uRiQ/l8upWCxG5dbBwUE9ePBAUmcBKmf5NBqNoIQjpD33C1Cw0Wh0OBsMkONutTd4Lpx0qtN76zqUhDsO6dpICuc7fQ7v9EHVYGdO4LjjAKRMAXLhONt+rjgbfg7JASQazxwAB/1MOdDD/FNmQgp28KxpqlerddoSkDPDmYL+h1OCA8N7SoFGkPbR0VENDw/ri1/8YjxHo9HQ5uamlpaWtLS0pGq1Gs4ka+CpBzybpI737zLJ5fJn6dx+nIP3SHFIf8cw+1KQFx0zPj7eUWPDa2OkUXjkPbJaOi1Q6+A580Gnof+JHnl6C5R52lSx/yhuzLM4yOHOMfKjXq9rc3NTjUYjAGd+58GU1JGW1JFL68/h+g+Aa3h4uEPHEU1j/QDbOIueiuOAjDv83fZ8quue9bt/yvgs6sTzcT7+qcPPT7ez4LKT3+3v7+vWrVu6ffu21tbW9Pzzz+sLX/iCcrlc2A4EZnd2drS3t6daraZbt25pd3dXV65c0cjIiCYmJkLuUPD66OhIly9fjrZ2dNShXfvY2JiGhoY0MjKiwcFB3b59W5VKRQcHBxHYWFtbUzab1fz8vI6OjlSpVLS+vh40femsrg+6258VBx99DXA6Pj6uUqkUsgkAJA38tNvt8PmYG4EYrkV3ht3d3Vi3bPa0/t309LRGR0djTtQ9oXDh8vJy+JXHx8ehG9z2hXk5Pj6u69evq1Qq6f3339f/+l//S2+++aZWV1c73nk3hmm3egGfZDnZS70A+li68TU4OBgP+f+C/LIpidBkMqd0FFAgN+ZTBxlknBfKyyLXHGMhjRB4/26MBf5Mo94eGcNoAZHy6tfpDwZ7Nyc/jV74XDwi79EFZxeka55GR3ytPmocHh4+BT4w2u12R+u3bp/D8AGAcUPFn4Xr+Z+8+48aLkAxxjy3GqNTUkRZyTfiXTpog8NDuxCcCAxZCo1QYOyTfDg/acP3Meu2uLjYEd2HogWddWpqKlragUB7mgv7k1ak/JtrVKvVjtx46SxlhMhjagT7/vOIsHTGJuFswqzxyL4/r0f0nZ3iDgCOCMV5/AxxvlweOOjgbAE/A1wjl8uFDPKoOs/o6QrO6vF5pI6XV/hvNBoaGhoKeZzWPKBAGmuZRkOvXr0aQCStfgBAAE+g2cEoGRsbC1DjwYMHqtVqWl9f1/r6ehg13VhL5+PjH+12O6pDj42Nqbe3N8C6RqMR+8Yj2g4u0SWC36e57oB9nFFn6kl6CuBOdevBwUHHmfHoHHocuwF7g7M8OjqqnZ2dyPH1XtjompWVlY7iphTL6pY64zqe56FFlgOBvrfT/FeibYCNgA9pQAYWFcy/9Od8nI/z8asf6Xl0G0qSXnvttdB5FOlD309NTUWQFt14584dra6uamFhQdPT05FnT6S+Wq2Gf8W9PD3O5Uer1dK1a9c0MjKilZUV7e3tBRN5c3NTJycnGhsbC6cWFgTV/AEfcKIJUuCc46wfHx9rZ2cn2nQjb4+PjwMIbbVaqlQq2t7ejvnh20HtByghoECQA591eHhYo6OjEf3v7e2NDkRHR0fa3NwMtiEBDWxW6i2ge0ZHRzU+Pq6XXnpJm5ubevnll/WDH/xAP/vZz1SpVGIen6YCgb9oBBhQKpXUbp+2qwAVGR0d7eiz/izK2EcNjyy6ok8jWDiBGJBsNFAaNho5KNBGpE7avRsL3YwT7sPncD7cyffoGZF/d4L8h03p0Urm4UwFd6R5ZgwhN4y6Of/8m5HO4aOG37Pb951i5PfjumlP9fQzfu1uc+X5UpCk23OkNNRsNhsH3feR0yA998eHO4jQrRqNRoAA/zd7+fM+XIm5Mws6vLe3p2q12sGsaTabUYuEPrGDg4NBF+MMn5ychMLgOvV6XcViMe6TRuJpi4pscSOaPZKyiRx4w1HlWp6Cwu9Bo6WzvewgE/Iipdnj9KBcnaLsAKJHO11mscaOhCMbPXr5/7V3ZbttXVd0keI8XVKzZNluE7cN+lD0B/oR/Yaiv9d/KAoUceo8BCjQJnBdS5WsifNMceqDsLbWPbmXkp3YluWzAEOySN6JZ9jD2mszwMqN2g0osNSLojZ8DgyA8vis11sul3bPDA7onKdjz2fw8uVLu1ZmglWgk+JELCsZjUY4OzvD0dGR1Tyyk4durFFrqseHx9bWFg4ODlCr1bC1tYV0Oo12u22aIhRh4t6dTCZtLWDbR9bccz3QkjBlFrjBPB6Xvys4Jpnx0rpXdbzZyoqMRKpHM/PEPTyXy1nZjYrJ6utuyQ7nF683KpjPYITuX8oavLy8tHtShqIy1ty9n8cGwhkpfY8Pcnt4fHxE2Zn6t+l0iu+++w5nZ2cmJri3t4cgCJDP5/H48WNUKhVUq1W0Wi28efPGFPSn0yl++9vfolQqYWtrC81mE61WC81mE81m09YTJjXJ3OQaPZ/PTWegXC6H3scOA9T9YQt5OvZca2lf0e5hEKBSqVhXn+l0ivPzczQaDfR6vRDLdzAYGDO93+/jzZs3lrRrNpsWeNXkCktVKZrIgDNbGdPmqlQqtp62Wi0cHR0ZSz0IAuRyORwcHBg7gBoxe3t79lz++9//4ttvv8Vf//pX/Otf/woFp6PW3k8ZKW643PBoxAGwCIvSx992k1H6pjrYzWbTOgWQvsf+mHT+M5mMZdtUKVypdqT8aYaajiDPCdxsqtyYlYKrk4bGPZ0ENYbV2OeE5kB0N2C+rs9MMx68JjUmoiL8uvlr0EANqFVQ50aDFDyWMj/02ATrE+MyDlp/G/W6lgHouTUA4AY9NHtEKpI+D6Xy0FjUgJAaU3QOWWOs1+vSmD1uhxvw0cyUskWU4j8ej0MZfgYDGBWmYi1rzLhRLZfLUOs9AJbZ5ndMmj0DhSqoybHAYIGrlM1rpVOiLBauIRQO4/E4njiPuQGyxo3rJYOZ3Dzixpkyohgk0GepwQUeR9dCLUnSYIc717lZ8rqZ7eT6u1wujbWhayfLAhiUi9ImKRQKqFar1g6I65rqmrx69QrNZtNq9Cj6o8+FQQsAP1rTee9+vn5YsO90s9nEYDAwUc+rqyuMRiMLxjK4r32tF4uFMXwKhQLW1tYsaKf7lpatRYlkEpyv2pWCQqNkInHN0ddpz3BO9no9rK2tmVo2S6AAmDHJ4FQulwtphTAjrwFpXpsGM9w1kesJ/0VB90VlKPEYnG/AjTZKFNyAvoeHx/2BrgusqT8+Pkav17MM/6NHj6y9YK1WQxAE2N/fx87ODo6OjlCv10287tGjRya4GwSBtSJkTTzr1rWzGAMC7Xbb1k125KlUKlYqzgw6/SHu2cqYVg0uAJa8WFtbw87OTuh8w+EwFBDmerxYLKwrEUsjBoMBut1uyG4hW52sKLIMWAJwenpqOkbZbBbz+XXHqm63i1KpZM+pVCohkUigUCig0+nY/T99+hQ7Ozvo9Xr44Ycf8Je//AWvXr3CyckJksnrVtpkqmsi9yEgRUNTI0ik4DOCzi/NxdsEB+gIaNSeXzgAo40sFgujeqijz4HEa6QBSmNbnX7deDnQVciO175cLk3YgwOfzigHsKrp8rrVOSBzgOd2I/e6MUfRhPla3LPV2n49x12DAW7mn8/KzUIq3OCGa9joNd92Hyr2F/Wc9H7VkCJoWEbpSbDcwz2/Ljb1ej10D/o+71j8dGitF6H/p3OvQiq9Xs8yYgxCsoacJQU08hmgy+fzKJVKqFQqoQx4q9WyQACz81pDz3HC9UU3M30/xWg0SEWnWjPvvA9mQsfjsZUdaC00xy3pem5ZDf/P8/I8GgxQ54J1cww+qGCeZlrdeUs1fgocaV006/Tp2Lk11Lqm8vvh2szrZN0inxfZHefn5yY8RHVh7iF8duzfq+uvrqcu/Hz98Gg0Gjg5OcHh4aHNGQbgyCrhuONcTiSuGXcMlJOCn0gkzJADYMalBoE4loG7BQOYsOAc1MD+crnEy5cv7dgsbeD1k2mj+11UYFP361VOeBSUMRQVzNJgttoMPJ/uubwu93rj8Db2mYeHx4cD5/tkMjEbZTQa4Z///Cf+85//4Fe/+hW++uorjEYjq/NPp9NYX1+3Fr4XFxd49eoVWq0WWq0WHj16hJ2dHessMBqNcHJyYkwBthEdDofm19BxTqVSFjyYz+fWZYj0fwZVyb6kDUWhQfoiaovQlkgmk8Y+YKKEjj4AK0lgRym296NNxaSHagtQf+bq6spYDefn51a6Np/PcXl5aaWntVoNjx49QhAEdo7pdIp6vY5arYbf/OY3CIIAyWQSh4eH+Nvf/oavv/4ap6enVrpAHQYGsx9aMjHFh6zGMDcoijRo5ultoVR9rXtTZ461hWdnZ2i32yiVStYagoEJAGa0qpiEGsB6TM06K+1cjWwAGAwG9jnW92okXzP8ituoeHzdzQJEOdHu33lPnEzu+aOYCHFwgwlxn9fnqMY9aY58JlH3uep3N7Pngs8n6v74O78fzZooFVrLBzhZtZ6JUAfPpbt7vBvigkn8STVd/l/rcjmP2cpQwe94b28PxWLRxEZZLkTH+5e//KUxAwAY5WswGFi0mllsOvQ61tnFgGuDW9qjrbc0M8fxR4eCTq+WGKkxHjcPOB651nCMco3SDDoDoTp+XcaPMoHm8zm63W4oCKiZRc14MsBKxgafJw0FUrFTqZRR+8fjMY6OjjAYDCz6TrE2isQSrPsDYK0kARiT4rZ1wuPjgKJ2AELCmURUTT/nmf7NpdgDNx1r+Lu7NrvHJXR89Pv90Gfj9lsF91QGDaIy9e5c0nPqXhQlXKpwg9Xu9dz2eUXU/al94OeNh8enBZ3/nN/9fh/ff/89Wq0Wtre38eWXX+LJkycWaC2VSpYgoeL+8fExOp0Oer0eHj9+bDXwLAFcLK67ADQaDdNJYqCWSYh2u23doKrVKjKZjNkcFF6lr7Zc3rAEa7WadTlhwFfZf1ybS6WSJVSYoGi325Zl18Ap/TENwpL5WalU7FnQ1mPp2tbWFvb29pDJZFCv19HpdOwaM5kMut0uzs/PMZ1OEQQBnj59iu3tbRQKBZycnOCbb77B119/bc9f7bzlchmyZ3O5XGRr1k8VKVcAjpuXiuqQBsL3vM2m427sdM4BGF2fBiYzYOPxGK1Wy2qCmZFi+wmKdU0mExO4UgNf1btZk6jRfX0vI1Ba56wR9yi1ef2/66y72Wd383afnVs2EPVTP6sOxl0CAi4t34Uadm5mkRPbhWsY8b1RmYgolW/96RqNLntCHTR+P3pPGkwiNZmK8VHX7Y2mnw/6na8aixpg0sixQsX7aKDPZjMcHh4CuFmPSAnjZra/v49MJmPlBiw3YnlLu90OlRkoTTeRSKDb7dq1ATfBSwaWeBy+xjImrpXa89vtauCycaICWxqg5DUxEELmAI/FTCk3SUbJuX6p0BmfMwMUbjcQOjg7Ozv2bLnh08mZz+fGLBgOh6jX62g2m2g0GtaNg/fuOoXMKJDtpaU7/L7T6XToc6rZoBlij48HDQS7TjGAkFAvofOJ37m7zrvQ8R+V8Y4LaGuSIWpv5Xt0X9bxr11T3OuJO67+n+M1bk+5LYHi7onufr2qNRXvzcPD4/4jKjHATkIUNmVCcjKZ4PXr1zg/P7fM/t7engUCuDb94he/QLvdthbZZ2dnGI/HpjnA9blarSKZTIYo+BQI5LFY3z8YDKyck8xtOv700biuNxoNbG5uYmdnxzShKOzMTD+TDgwq0BYrFApIJpP2k/fNNsUAjNlLJhfFh1mewLLDRqNh98lyg1arZTpE7XbbWGEAsLOzg/39fWxubqJer+P58+d48eIFXrx4gbOzMwDXYrGj0ch8Qt0jWPL2kJBSY1KNXFeR/adosEttAAAWXUlEQVRSItRZWC6XNphoPPM8Wis6nU5xcnKCdDodaltGcYrZbGZqu0qHd51Kre/V+rtkMokgCEJZZVII+a9YLIacSLcmMI7e5967+wziggXu63Hnsi/QKX9wwUVGnwOfBZ0eF65B4jp77nXEBTHosOi9u06j1kZGvU/VlvV7ZFaHGUpmgl1HU7O8bhDDzWB53I5Vgaq4jB6/N/1uNAgY5Szys6z7omPLzYnHuby8NGeXwQLWq9F5p2osNxJlG21sbPyIZq8CaAyEzmYz0waggi1bmblsAJY1MZqt809ZUYlEItQqj+/j8QAY84DPVjdbspqU+eDOJ2VWMIjAgGkqlcLGxoZtdIPBAI1GwyLqFN6k8BrbFGnJgbYVouPEZ6B0b9cpY5CAQkXaVUafw9tkTj1+friBAM57GoarnNVVrDYel61B3bGi8zHK7nBZN1GBAK79cUF1IBwMj9rjos6t1/RTA8xuEsE79x4eDwtqM7lrGvc7MuS4njKYPp/P8fLlSxMY3N/ft6A99VoymQy2trbs861WC41Gw/R8yuUygiDA+vq6BfXr9Tr6/b4xrRkU5Z7b6/XMmed+T1tmOBxa4GCxWCAIAgs+0NYgq6BUKpnGDPWcmOAj04DvH41G5psxUcBOA2Stky05Go3Q6XTQ6XSsO1g6ncbZ2ZnZRdPpFMVi0fzE5fJacHZ3dxfb29vI5/N4/vw5/vGPf+Cbb75BvV63c5NhCsCOxT2KLAF+dw8FKWZ/VTWfdXw0opl55UDVOo7bNkF9WFEOJOFm1fh+GsMUMWJ0ifRFRtJIh+Fg7ff71o2Ak42ZSTU+VeAuKovOKJm2ElIDiTQY3pN7X1ECa7y3uMCB/mP0KS776tY5axAEgFF6VGDMvVbXUdHXyKzQ1/T7USdIjUZ1XqKCB/ynTAwNBKnCO6+PmVIuRvx9lUEWVw7A83msRtxiF2ckRyFK14Gsnds+G/ce/s4yAwYJoq5Tae6qR8BgHzdeZsdzuZy19WHtnJZKufOYY8llqMxms5BKv45xHkuDZdyIKOLKjD3XKAYprq6ukM1mTSSHQoxaX62iijxvVFeNbrdr82gwGBi1j5tf1PeiDI7bAoTua/p3rp9R378v4/kwiHq+up5yjU6n06GyObJSVn0/ca/rWND9DYheK1atQateWxVIusu6ture3Czfxxqnfn54eNxfvI3/o3+nfcQ1bjAY4N///jcODw+xubmJvb09bGxsGIOa5ZMAzBFfLpdotVro9/vo9/vY2NhAuVzG/v4+stksWq0WAFj5JR1sOvqJRMLK/RaLhdH0dT+YTCYmDEwbSxMyZHUnk0lLMgDXWlLHx8fY2NiwDnZa/r22toZqtWqtbMn4PT09xWAwsEDymzdvLOjLcsXNzU18+eWXePbsGQ4ODixZuFwurVTx+fPn+OGHH/D3v//d9jpNhuv343437v8fClJKvXaFuChuQQOVTpsqW7/vB+I6pwDM0OagXFtbM5ENCgoxqtZut7FYLKw2ltdMZ0DbYrh0Xf6kMc3PqsPr0hvjnHI+L/en2x5RxTeAcObfDQi4gQOeT9+jfcgV/P/6+nroelQrgU65e096LLfMgNel9Eml+PP58RyusBmDN2RmZDKZUA0Ss7X6fXh4xGG5vOkuwYixzg+OS0bauYZwfWArHq4p/MfNjkq3blae84dOk84pILzpRzEDGATb2tqy4/T7fdvc6URx/WOggEwZrtHsxsF6b30PN3kV/nGh65eHh4eHh4fHhwXtZnZmom+zsbFh7Cqt/6eds7m5idFohGazifPzc2NZV6tVPHnyBJeXl+YE0/ZRMT9lEKttQnHBTCZjwswUh6WzPpvNsLe3Z1R7igtT4Z8l3rw/TboCMGZBu91GvV43h55+ymg0QrFYNG0wigSSQVGpVEL2V6fTwevXr3FxcYHDw0OcnJysZHp/bkhxkNEpVsXgyWRihjOZAoxWfShofS9wY9wrPTGZTGI4HGIymRiNl85kpVKxwaB9trU1kA4InisqC+7qK7g/tZRCaejqqLvnU80DdzBqhp3/d5+9Phd+l3rdUQJDegwV8IvKgKqIR9z1xWUFed/ufWgwgM+Jzo9+NplM4vz8PERXdhePqHvy+Hxw2/fOYJj7fv50BWDcgBrXEQZK3WAAANsUmdFXFk2lUgmNd75fj7tq/Xn58iUAmGgf6Xt09rlJK2uG1L5E4oZuvarmm2uG2/kjkUj8qHTDw8PDw8PD48NAk16z2Qzdbtdo8Wx/WiqVrL2xJjPILqT/Q0edGkPFYhGj0Qi9Xs9E+8iUJJWfCQTgpvyKr6v/SBuD3ecmkwkuLi6Msc1uBdPp1Oyfdrtt52WQgrpMi8UCJycn1l2ACRn6FEw0AtdsiPX1dWxvb1sJ+fn5OebzOYbDIdrtNi4uLnB0dIT//e9/aLfbAMLdXPTn54gUqa3D4dC+UK0vp/PPgcWMVFQ94PsAjV51FPWcHDSkuDJowSxfEAQ2eBnF0j7BLsvBze7ztagMng5KjVjptWl7Mw0G0DlgZlGPqfeqjAY16JXa4uK26JY66aRXu+wLOgcuU8KdNFE0KPe6NLLIcaSLDQMtpAmxjGOxWOD09DTy+qPG3+cc1fOIhuvMuswAt4yHczPu83oc4IYq75bZEIxau8Ey1Q6ICqrxGHpM3XR5zul0GqqzVrgsHv5Nr1UDou9Sr+yZOR4eHh4eHu8PtFm4x7PM+eTkBNlsFsViEaVSyfQByJRmwnFzcxNBEITq7fv9PnZ3dy2RwDZ8/AzLKmmbsJycPiIFibWbk7IgAYRq77UlH+0ndjaYz+dWGslSAbIhc7mcJXX1+orFIra3ty35S+bE8fGxlTcsl8uQ6HG9Xkev1wNwLRBIZrYHkGJtilJC6KACMGOTkRx1gD+kIejWEioNXtkKzP5TUbLb7RoFmCUQ6oxyMLhONo1j11jX85PWrhNAs+tkVLjBAM1+szZHs5DAjdOiNH91tuMiWa5zrMwKN9AQ91OPT2cojpHgOuU6VvjsSKfWzCmvh/Si8XhsQiDa89z9vnltLmMk6ho9Hj5u+87dINZdHF4db6qJEfUetzRAy3y4lmrG3Z3DUTXS+jtFapRh4x6fx9Nr1TXHvS7VD4l7HjynFzTz8PDw8PD4eIhKviUSCaPm09cpFArodDoIggDFYhHr6+uYz+colUqW9c9kMsYepLO9u7uL4XCIk5MTXFxcIJm8Fldvt9tmt2cyGavdTySuddhqtRqAG1FvBgvoH6puWzqdRhAEJkzP4Ib6H71eL2TjUNMJuLaF2CaQnQASiURI4JiaB/Qfzs7OcHFxgUajERIBBG4SrS4+1wRHyq1v1zp8RmCWy2VIYBD4cZu79wU625q50omh6pt8LwcCnUy+TqovVS+z2azVzGt2mgEFFbTT+3Wz/7wW1R1wGQOu4c/PaAZdJ5Eek79H/YtroafX57Id9Lxsncb75zOgw6C1/+61udenuhOq6M6/UaOBTJSrqys0m02rOeJCotBuAFHwAQCPVXDV9d3xElUnr87/2zjD7lr4c9DsVwW7Vs2L2zL9LrPIndd6HA8PDw8PD48PC01GrgLp8BRPb7fbyGazaLfbCIIA29vb2NzcNPHkXC5nmfdyuYyDgwPzh77//nuzy0ejEYIgMMH2XC5nGX43iemWm6fTaWttzAQgRQZZHnl5eWntiem3sbSBZZlkJLD70fb2NorFIsbjsQUB2u22BTiGwyEuLi7QbDatBTKDDmSCkrEZBZfF+bkgxQgPFSgZLaFTyDYLHJBR1NP3CZc662a+CXXAOUi1NRUdXSqPkzFA5UodsNqSSO857nxKf+drKryhdfzuT3VWohyQqIigIqodm0Jrpt3vkM6KBis0GMCsvntsDSooY0I/r/oJV1dX6Pf7triwpIOT3L1+Rg0BxLau4gL00Hp9evy8uK01nWbWoxxoBhhddlAUXCaLOz9WQT+jiKL+xznrUceICnZo6YGfPx4eHh4eHvcPtwX0o5IF7GbEmvxqtWo2dxAEJrLOMl061Xt7e3j69CnS6TTevHljnYW0q1cul0OhUAjV/PM6NXFKv4dl2uqTkZE9HA5NDJEsR3Z7og9QLpdNg4C2VL1ex+vXr9FsNk3zYDAYWAl4u93GmzdvrBwACPtZZGu7vsXnnlhMATc1rBxYFOijCqRbq/ohKaRqzEeJ+mnLI6WWkwHQ6/VCrAHeB1uAdbtdJBIJlEolFItFmyg8vtYUu06B0tUZDNBa4jjRLn2GtzkrrJWJEvdzxQLdQAOAEA3HfR+AkEiksgbozLtlAkpZ1t+Veszxs7a2ZsrnXKDUOaFwiDphfCarWBT6LDw8VkHnsstqAqI1AZRNsyqzr463G8Dj8bl+umsA55hqlkRtRgxMukHBqPdHBRPdMgkAsXNHg3zEbeuTh4eHh4eHx/uH2txqA7B+X51y6gpQdPDo6AilUglbW1vY39/HxsYGSqUSWq0Wer0eptMpDg4OsLOzg3Q6jV6vh9lsZsnT4XCIbDaLcrmMcrmMbDaLr776KiTwTTufpb75fN58CeoATCYTtFotaxUPXAsZB0GAarWKdDptrY6ZtAVu2pyTWUANBHYwOD8/x+XlJQaDgbEArq6uUCwWkUgk0O/3LSGsZczATWDlcw4IpEajEfr9vtVqsKcjAMu8krbB+tMoA/NDICr4EJfZIu0kyuF2AwrL5RL9fh+DwSCk8p1MJlGpVEJUGNLe+VmWTzBgEkXLd7OOanSrM6zdCniMTqcTUh/XKBvP4QYr9B55fO1vrhG8XC4XKk9QXYjFYoFCoWBlE7z25XJptH6OCT0HnXnScVY9e/e70esAwt0O3sX5f+iTO5vNYjwem8r9ZDIxlstkMkE+n7/TcdiaplgsArjeXB6CuMq7OLN3DXLGOfCKuDF7V8E+9/O3nS8uQHAXvKuIoMfHgwZmNZDjikxyTSX7r1AomBJ1FDi2+VmKB8/nc9RqNbRarZAApYeHx/0Dmb1ra2u2l3Au39U24Dy/urpCJpOxpAxbkHt8OMTZHHF2Dtd/dhLo9/vodrs4PT1FNpvFkydPkM/nkc/ncXh4iNPTU1SrVezu7uLXv/61+UWNRgMXFxfodrsYDAYYDocolUpYLBamTUD7s9FoWBewwWBg9ij9hm63a455MplEoVAw0cNE4loDgAKA3MdY2g1cd4Biq8HDw0MLPvAzvG+CIumKu/oSn/r4jkpGqX4dcGPvpnZ3d011ktGUcrmM6XRqbR80I/1QoVl/6gYkk0n0+31jFrAjgZYUMDCgRljUhKUx5rbS47k5MdzPq1OsRh9pNHS2eQw3KMBgAmt4tI+nllXoPaqAJA1APhdlArD+X+/bvf7bam4+9cn2scHFj+3mSqWSjaU4Q1/BQBZZG6yxokiM/348PO4/4jIbNBIZ6OEaDmDl+sD3BEFgDBn+jXvO51RP6eHxKYL2Aee9CmnPZjOzBeNAW4KJKxVhewjJgocOd19gi+Krqyskk0k0m02j/hcKBRSLRdRqNSsv2NraQiaTwePHj7G7u4tut2ssAYq0b2xsIJvNolAoWGCBPgQ7vOVyOSsDSKfT5mOyiwBf57Xmcjmsra2hWq1iOp1iOByiXq+j2+2GtAAYMFDRdt73Q/ZX74oo+91lufOZpS4vLzEej1GtVgHAaN10XJWCr1naT8UQeBdnhs4u73exWBi9xaXSalBAGQVR7b40482BqvR4pa5oGYJbpkHHni0TV9U0VyqVUCCA2Xi2V3Qdd2UnLJdL61s+HA5NX0Cf0W0TzjuT7xeco/l8HtPp1Prak+1SLpfvdAwaCQwGcvNvNBof4C48PDzeBXGbvZaMucH+t2HLDAYDNJtNjMdjVCoVdLtdO6cv0/LwuN9w7XSyNSnmfJt9oPYqk08Uktvc3MTx8fF7u3aPnw6XaQzcsKaJTqdjfoUrsP7kyRNUKhVsbGygVquhWCyiWq0im80ilUqh1+uZf8GE1Hw+R7lcRjqdRqlU+pEmG8sF6LyrfzUejy0ZO5vN8OLFC4xGI/R6PfR6PSs/iILLjPPBgPhyUvqL1I0AgFSxWEQQBKjVaubskrYBAK1Wy5zRYrFomeVPhSJ4mzPqquW7n1FRQKX7q0CglgbwAbtQar9Gr0qlkjEF3D7lmoHn5NBMvvsduOUJiUQC1Wo1dG3sJ8rrJ32MQQA30sbflY2g16f3GqdZsAqfSlDpvmI8Hofax+VyOcsCkFa1ChxP2WwWwHXkmFoPFJzx8PC4n9C9KmotZacWZQGkUqlQy2AXepxSqYRKpYJcLodqtYrFYmGGoF+7PTzuN5jEo54WE0G1Wu2t528ymUSv1zMNqGaz6e2Dew4tF1MmMu1/CsdraS8z/svlEkdHR0in08jn8ygUCrYfsMNAsVg04T6KsfPvuVwuxBxW1jX9jG63a5n/fr+Pfr+P0WhkTFUNDgDXexc7GySTSYxGo5D/pUnKxWJxK/PlocP1aV19OBVxT41GI1xeXuK7776zehAuFI1Gw9QeOUDoLDwUCnGUA6uIU/N2HXYV2tN/rrOsXwb/psEAFXKks+5qCuhzV8om/7lBBfda9Z9esw6SKMq/LigaHFmFqMCI4rYx5A3O1QiCwFqqcCxcXl7iiy++uPXZA7DgFY2Ffr+PIAhwfn5uoiseHh6fBtz1tFwumxAUmT8AQiy0VWvs2dkZEonrFr71et2MNpaTjUaj93o/Hh4e745isYh0Om3JvHw+j36/j2q1eqcyQi0lYFa3UqmYVlFctyeP+wfXH0gkEhiPxz8S8GbicLFYmP/Bln2Xl5eh9/P7145q6n/EaZrxJwXaNfGofocmXlWbjcEKFViO81k+Z0T5V/r9l0oldDodAECqWq3iD3/4A/b29owGTkX9TqdjmWlGENR4+JTKBeJAqorr5BOu860OcyKRCNVg6vt1AK/CaDQKnZeOuA7mqAAEf9K4i7pO4McCi3r9GilUxoGrf+BGFnXSams2fQbE5z4Z3zfIGEmlUhgOhzg4OMD+/r5Fem/b8HWMptNpPHv2DH/605/QbDZRKBQ8FdjD4x7D3RPc33//+9+jVqsZg206nYY0Yfh+3af09y+++AJ//vOf0Wq1UCwW0e127fNRnWo8PDzuDyiizXn/5MkTrK+vhwQBV0G1o3K5HDY2NvDHP/4Rv/vd7yJZRR73C5pMjGIRu9296MgTw+EwxDR213uXFU1fcTKZYDabhUQq3ax0IpGwzL4KpLt0f9cXYvKVZS5uibSb1PyccZsP+uzZM6yvr+Pw8BCJ2Wy2dCc1KRr5fN4ePgeNW5Nx3xeE24wVOvPqHAM3DrKq/UfVofDzcRMmzmDiIKWzphEt/QJJ83GPy4GuwYO4gIDeD/+uDqBG45QVoOIxanTyGWgwIu653zYZP/fJ+nMgkUggnU7/aHMnbWsV+B7NADBSWKlUVrbW8/Dw+LjQgG7Uz6urq1Bd8GQysZIgILy/KJTZ1mq1UCgUQp9jO6m7lCJ5eHh8HDC5Mx6PrTvYXXSEXPT7fRQKBSSTSXS7XaytraFYLMbWb3vcD0Rl5tW/iPJ5gBsfgZl71RhTbTSylbVTGtkBACIZ0zw+EZUMda9JGdT6WhQzxU10ekRrhwDXwZ5qtYpvv/0W/weofGKLktJ3GwAAAABJRU5ErkJggg=="}}},{"cell_type":"markdown","source":"# Exploratory Data Analysis.","metadata":{}},{"cell_type":"markdown","source":"## Dataset analysis","metadata":{}},{"cell_type":"code","source":"train_df.info()","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:51.78105Z","iopub.execute_input":"2023-02-18T21:01:51.781444Z","iopub.status.idle":"2023-02-18T21:01:51.810034Z","shell.execute_reply.started":"2023-02-18T21:01:51.78141Z","shell.execute_reply":"2023-02-18T21:01:51.808879Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df.describe()","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:51.811642Z","iopub.execute_input":"2023-02-18T21:01:51.811982Z","iopub.status.idle":"2023-02-18T21:01:51.874032Z","shell.execute_reply.started":"2023-02-18T21:01:51.811951Z","shell.execute_reply":"2023-02-18T21:01:51.872672Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As explain previously, there is a difference in columns between the testset and the trainset. let's explore the differences.","metadata":{}},{"cell_type":"code","source":"def compare(df1, df2):\n    L_1 = list(df1.columns)\n    L_2 = list(df2.columns)\n\n    print(10*\"=\",\"Elements in trainset but absent in testset\", 10*\"=\")\n    print(list(set(L_1)-set(L_2)))\n    print()\n    print(10*\"=\",\"Elements in testset but absent in trainset\", 10*\"=\")\n    print(list(set(L_2)-set(L_1)))","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:51.875895Z","iopub.execute_input":"2023-02-18T21:01:51.87638Z","iopub.status.idle":"2023-02-18T21:01:51.884348Z","shell.execute_reply.started":"2023-02-18T21:01:51.876346Z","shell.execute_reply":"2023-02-18T21:01:51.882852Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"compare(train_df, test_df)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:51.890683Z","iopub.execute_input":"2023-02-18T21:01:51.891091Z","iopub.status.idle":"2023-02-18T21:01:51.897721Z","shell.execute_reply.started":"2023-02-18T21:01:51.891058Z","shell.execute_reply":"2023-02-18T21:01:51.896258Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's plot a histogram for each numerical attribute.","metadata":{}},{"cell_type":"code","source":"object_f = ['site_id', 'patient_id', 'image_id']\ntrain_df[object_f] = train_df[object_f].astype(object)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:51.899439Z","iopub.execute_input":"2023-02-18T21:01:51.899891Z","iopub.status.idle":"2023-02-18T21:01:51.920509Z","shell.execute_reply.started":"2023-02-18T21:01:51.899858Z","shell.execute_reply":"2023-02-18T21:01:51.918811Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# A histogram for each numerical attribute.\ntrain_df.hist(bins=50, figsize=(20,15))\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:51.922317Z","iopub.execute_input":"2023-02-18T21:01:51.922697Z","iopub.status.idle":"2023-02-18T21:01:53.887386Z","shell.execute_reply.started":"2023-02-18T21:01:51.922663Z","shell.execute_reply":"2023-02-18T21:01:53.885917Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Data cleaning and exploratory analysis","metadata":{"papermill":{"duration":0.019524,"end_time":"2022-12-30T18:14:02.359475","exception":false,"start_time":"2022-12-30T18:14:02.339951","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"### Data cleaning: Handling missing values","metadata":{}},{"cell_type":"code","source":"# Visualize the number of missing\n# values as a bar chart\nmsno.bar(train_df)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:53.888998Z","iopub.execute_input":"2023-02-18T21:01:53.889359Z","iopub.status.idle":"2023-02-18T21:01:55.467024Z","shell.execute_reply.started":"2023-02-18T21:01:53.88932Z","shell.execute_reply":"2023-02-18T21:01:55.466073Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's calculate the percentage of the missing value in each column dataset.","metadata":{}},{"cell_type":"code","source":"def nan_check(df):\n    \"\"\" Function to list the percentage of NaNs in each column\"\"\"\n    (df.isna().sum()/df.shape[0]).sort_values(ascending=True)\n    print ((df.isna().sum()/df.shape[0]*100).sort_values(ascending=True))\n    ","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:55.46837Z","iopub.execute_input":"2023-02-18T21:01:55.468941Z","iopub.status.idle":"2023-02-18T21:01:55.476047Z","shell.execute_reply.started":"2023-02-18T21:01:55.468906Z","shell.execute_reply":"2023-02-18T21:01:55.474614Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"nan_check(train_df)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:55.478005Z","iopub.execute_input":"2023-02-18T21:01:55.478552Z","iopub.status.idle":"2023-02-18T21:01:55.528016Z","shell.execute_reply.started":"2023-02-18T21:01:55.4785Z","shell.execute_reply":"2023-02-18T21:01:55.526675Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We have to handle missing values for the age,density and BIRADS. ","metadata":{"papermill":{"duration":0.019484,"end_time":"2022-12-30T18:14:02.47004","exception":false,"start_time":"2022-12-30T18:14:02.450556","status":"completed"},"tags":[]}},{"cell_type":"code","source":"# Visualize missing values as a matrix\nmsno.matrix(train_df)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:55.530072Z","iopub.execute_input":"2023-02-18T21:01:55.530928Z","iopub.status.idle":"2023-02-18T21:01:56.523994Z","shell.execute_reply.started":"2023-02-18T21:01:55.530878Z","shell.execute_reply":"2023-02-18T21:01:56.522701Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Using this matrix we can very quickly find the pattern of missingness in the dataset. In our dataset, the columns BIRADS and Density have a approximately similar pattern of missing values while Age shows a different pattern.","metadata":{}},{"cell_type":"code","source":"# Visualize the correlation between the number of\n# missing values in different columns as a heatmap\nmsno.heatmap(train_df)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:56.525538Z","iopub.execute_input":"2023-02-18T21:01:56.525897Z","iopub.status.idle":"2023-02-18T21:01:56.91193Z","shell.execute_reply.started":"2023-02-18T21:01:56.525864Z","shell.execute_reply":"2023-02-18T21:01:56.910597Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Heatmap shows the correlation of missingness between every 2 columns:\n\n- A value near -1 means if one variable appears then the other variable is very likely to be missing.\n- A value near 0 means there is no dependence between the occurrence of missing values of two variables.\n- A value near 1 means if one variable appears then the other variable is very likely to be present.\n\nThe dendrogram allows us to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap:","metadata":{}},{"cell_type":"code","source":"# Visualize the correlation between variables with dendrogram\nmsno.dendrogram(train_df)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:56.913722Z","iopub.execute_input":"2023-02-18T21:01:56.914073Z","iopub.status.idle":"2023-02-18T21:01:57.404709Z","shell.execute_reply.started":"2023-02-18T21:01:56.914042Z","shell.execute_reply":"2023-02-18T21:01:57.403401Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Without going too far in the analysis of missing values and the mechanism that manages them. We assume in this project and this context that the missing values are **Missing At Random (MAR).**\n\nBut it is necessary to understand why certain values are missing. ","metadata":{}},{"cell_type":"code","source":"age_nan_df = train_df[train_df['age'].isna()]","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:57.406538Z","iopub.execute_input":"2023-02-18T21:01:57.406885Z","iopub.status.idle":"2023-02-18T21:01:57.413668Z","shell.execute_reply.started":"2023-02-18T21:01:57.406855Z","shell.execute_reply":"2023-02-18T21:01:57.412334Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"age_nan_df","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:57.415439Z","iopub.execute_input":"2023-02-18T21:01:57.415916Z","iopub.status.idle":"2023-02-18T21:01:57.452491Z","shell.execute_reply.started":"2023-02-18T21:01:57.415869Z","shell.execute_reply":"2023-02-18T21:01:57.451472Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Get the patient_id with age with nan.\nage_nan_df.groupby('patient_id').first()","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:57.453503Z","iopub.execute_input":"2023-02-18T21:01:57.453856Z","iopub.status.idle":"2023-02-18T21:01:57.4791Z","shell.execute_reply.started":"2023-02-18T21:01:57.453825Z","shell.execute_reply":"2023-02-18T21:01:57.477819Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We know that **age** is an important feature, it would be useful to understand why it is not filled in?","metadata":{}},{"cell_type":"markdown","source":"There are some commonalities for these patients:\n- No cancer, no biopsy.\n- Same Laterlility: L\n- no implants\n- same machine id.","metadata":{}},{"cell_type":"markdown","source":"## Handling numerical features","metadata":{}},{"cell_type":"markdown","source":"### Checking for negative or abnormal values.","metadata":{}},{"cell_type":"markdown","source":"There are quantities which do not admit of having negative values. We will check that.","metadata":{}},{"cell_type":"code","source":"train_df.select_dtypes(np.number).min()","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:57.480555Z","iopub.execute_input":"2023-02-18T21:01:57.481015Z","iopub.status.idle":"2023-02-18T21:01:57.499166Z","shell.execute_reply.started":"2023-02-18T21:01:57.480979Z","shell.execute_reply":"2023-02-18T21:01:57.497809Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df.select_dtypes(np.number).max()","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:57.500722Z","iopub.execute_input":"2023-02-18T21:01:57.501113Z","iopub.status.idle":"2023-02-18T21:01:57.518494Z","shell.execute_reply.started":"2023-02-18T21:01:57.501074Z","shell.execute_reply":"2023-02-18T21:01:57.517491Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"There are no abnormal values.","metadata":{}},{"cell_type":"markdown","source":"### Handling categorical features","metadata":{}},{"cell_type":"code","source":"# The list of features (object types)\ntrain_df.select_dtypes(['object']).nunique().sort_values(ascending=False)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:57.519807Z","iopub.execute_input":"2023-02-18T21:01:57.520364Z","iopub.status.idle":"2023-02-18T21:01:57.567726Z","shell.execute_reply.started":"2023-02-18T21:01:57.520299Z","shell.execute_reply":"2023-02-18T21:01:57.566453Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# The unique components for each variable are displayed. \nfor col in train_df.select_dtypes('object'):\n    print(f'{col :-<40} {train_df[col].unique()}')  ","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:57.570592Z","iopub.execute_input":"2023-02-18T21:01:57.571076Z","iopub.status.idle":"2023-02-18T21:01:57.611312Z","shell.execute_reply.started":"2023-02-18T21:01:57.57102Z","shell.execute_reply":"2023-02-18T21:01:57.610091Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Exploratory Data analysis.</font>","metadata":{}},{"cell_type":"markdown","source":"#### Detecting outliers <a class=\"anchor\" id=\"patients\"></a>","metadata":{"papermill":{"duration":0.019226,"end_time":"2022-12-30T18:14:02.508957","exception":false,"start_time":"2022-12-30T18:14:02.489731","status":"completed"},"tags":[]}},{"cell_type":"code","source":"sns.set_style(\"ticks\")\nplt.figure(figsize = (8,1))\n    \nsns.boxplot(x=train_df['age'])\ntitre = 'Distribution of : ' + \"age\"\nplt.title(titre)\nplt.xlabel(col)\nplt.show()\nsns.set(font_scale=1)  ","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:57.612661Z","iopub.execute_input":"2023-02-18T21:01:57.612985Z","iopub.status.idle":"2023-02-18T21:01:57.799654Z","shell.execute_reply.started":"2023-02-18T21:01:57.612956Z","shell.execute_reply":"2023-02-18T21:01:57.798365Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We note that there are 3 outliers, an 89-year-old patient and 2 patients under 30 years old.","metadata":{}},{"cell_type":"markdown","source":"### Distribution of Age","metadata":{}},{"cell_type":"code","source":"unique_age = train_df[train_df.age.isnull() == False].groupby(\n    'patient_id').age.first()\n\nfig, ax = plt.subplots(1,2,figsize=(20,6))\n\nsns.histplot(unique_age, color='blue', bins=60, ax=ax[0])\nax[0].set_xlabel(\"Age\", size=14)\nax[0].set_ylabel(\"Count\", size=14)\nax[0].set_title('Distribution of the age of patients', size=16)\n\nsns.violinplot(train_df.cancer, train_df.age, ax=ax[1], palette='Set2')\nax[1].set_xlabel(\"Cancer\", size=14)\nax[1].set_ylabel(\"Age\", size=14)\nax[1].set_title('Age vs Cancer', size=16);","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:57.801373Z","iopub.execute_input":"2023-02-18T21:01:57.802447Z","iopub.status.idle":"2023-02-18T21:01:58.599227Z","shell.execute_reply.started":"2023-02-18T21:01:57.802395Z","shell.execute_reply":"2023-02-18T21:01:58.597957Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"* Most of the patients are older than 40 years. \n* It seems that we have 2 peaks around the age of 50 and the age of 70. \n* There is a drop of patients counts after the age of 70. \n* For patients with cancer it's more likely that they are older and above the age of 50. ","metadata":{}},{"cell_type":"markdown","source":"### Distribution of Cancer","metadata":{}},{"cell_type":"code","source":"def has_cancer(f):\n    if len(f) == 1:\n        if f[0] == 0:\n            return False\n        elif f[0] == 1:\n            return True\n        else:\n            raise Exception\n    elif len(f) == 2:\n        return True\n    else:\n        raise Exception\n\npatient_cancer_map = train_df.groupby('patient_id').cancer.unique().apply(lambda f: has_cancer(f))","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:58.607217Z","iopub.execute_input":"2023-02-18T21:01:58.607654Z","iopub.status.idle":"2023-02-18T21:01:59.221779Z","shell.execute_reply.started":"2023-02-18T21:01:58.607616Z","shell.execute_reply":"2023-02-18T21:01:59.22083Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(8,4))\nax = sns.countplot(patient_cancer_map, palette='rainbow')\nax.set_xlabel(\"Cancer\", size=14)\nax.set_ylabel(\"Count\", size=14)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:59.223068Z","iopub.execute_input":"2023-02-18T21:01:59.224218Z","iopub.status.idle":"2023-02-18T21:01:59.440513Z","shell.execute_reply.started":"2023-02-18T21:01:59.224168Z","shell.execute_reply":"2023-02-18T21:01:59.439344Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"It's clear that we are in front of an imbalanced classification problem.","metadata":{}},{"cell_type":"markdown","source":"### Distribution of Image per patient","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(8,4))\n\nax = sns.countplot(train_df.groupby('patient_id').size())\nax.set_title('Number of images per patient')\nax.set_xlabel('Number of images')\nax.set_ylabel('Counts of patients');","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:59.441803Z","iopub.execute_input":"2023-02-18T21:01:59.442114Z","iopub.status.idle":"2023-02-18T21:01:59.778617Z","shell.execute_reply.started":"2023-02-18T21:01:59.442085Z","shell.execute_reply":"2023-02-18T21:01:59.777367Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"\nIn most cases we have 4 images per patient but there are a few cases with more than 10 images.","metadata":{"papermill":{"duration":0.019835,"end_time":"2022-12-30T18:14:04.79915","exception":false,"start_time":"2022-12-30T18:14:04.779315","status":"completed"},"tags":[]}},{"cell_type":"code","source":"features = [\"laterality\", \"view\", \"density\", \"biopsy\", \"invasive\",\"implant\",\"BIRADS\", \"machine_id\"]\nplt.figure(figsize=(16, 16))\nfor i , col in enumerate(features):\n    ax = plt.subplot(4, 2, i + 1)\n    ax = sns.countplot(x=col,data=train_df[train_df[col].isnull() == False], palette='rainbow')\n    ax.set_xlabel(col.capitalize(), size=14)\n    ax.set_ylabel(\"Count\", size=14)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:01:59.780249Z","iopub.execute_input":"2023-02-18T21:01:59.780652Z","iopub.status.idle":"2023-02-18T21:02:01.259121Z","shell.execute_reply.started":"2023-02-18T21:01:59.780617Z","shell.execute_reply":"2023-02-18T21:02:01.256948Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(16, 16))\nfor i, col in enumerate(features):\n    data = train_df[train_df[col].isnull() == False][col]\n    sizes = data.value_counts().sort_index() / data.value_counts().sum() * 100\n    ax = plt.subplot(4, 2, i + 1)\n    ax.pie(sizes, labels=sizes.index,\n           autopct='%1.1f%%', textprops=dict(size=12), \n           startangle=140)\n    ax.axis('equal')\n    ax.set_title(col.capitalize(), size=16)\n    ax.legend(sizes.index, loc=\"best\")","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:02:01.260897Z","iopub.execute_input":"2023-02-18T21:02:01.262204Z","iopub.status.idle":"2023-02-18T21:02:03.112159Z","shell.execute_reply.started":"2023-02-18T21:02:01.26216Z","shell.execute_reply":"2023-02-18T21:02:03.111055Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### General ramarks\n\n- The Laterality is balanced. \n- We can find that there are two views per breast. The most common views are CC and MLO and given these 2 views for the right and left breast.\n- There are four density categories, (C) and (B) are the most common with ~84%. Nonetheless there are also cases that are very dense (D) or less dense (A).\n- ~95% of the biopsy represents negative results.\n- ~98% of the images without invasive cancer.\n- Only 2.7% of the images present implants. \n- Most of the images show medium dense images of category B and C. Nonetheless there are also cases that are very dense (D) or less dense (A). Given the information that it could be more difficult to identify cancer in dense tissues this could be an interesting feature when thinking about validation strategies. \n- There are 3 categories for BiRads:\n    - 0 with 31% i.e. Incomplete Investigation, \n    - 1 with 60% i.e. Normal medical imaging with 0% risk of cancer.\n    - 2 with 9% i.e. say a benign abnormality with 0% risk of cancer.\n- what is the interest of machine in the detection of cancer?","metadata":{"papermill":{"duration":0.020005,"end_time":"2022-12-30T18:14:05.488937","exception":false,"start_time":"2022-12-30T18:14:05.468932","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"## Target features\n\nWe have already seen that the number of patients with cancer is low compared to the patients without. Let's see how it looks like on the image-level.","metadata":{"papermill":{"duration":0.019868,"end_time":"2022-12-30T18:14:05.529313","exception":false,"start_time":"2022-12-30T18:14:05.509445","status":"completed"},"tags":[]}},{"cell_type":"code","source":"train_df.groupby('cancer').biopsy.value_counts().unstack().fillna(0).transpose()","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:02:03.113585Z","iopub.execute_input":"2023-02-18T21:02:03.114029Z","iopub.status.idle":"2023-02-18T21:02:03.131558Z","shell.execute_reply.started":"2023-02-18T21:02:03.113972Z","shell.execute_reply":"2023-02-18T21:02:03.130145Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df.groupby('cancer').biopsy.value_counts().unstack().fillna(0)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:02:03.133015Z","iopub.execute_input":"2023-02-18T21:02:03.133389Z","iopub.status.idle":"2023-02-18T21:02:03.150216Z","shell.execute_reply.started":"2023-02-18T21:02:03.133354Z","shell.execute_reply":"2023-02-18T21:02:03.149382Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"biopsy_counts = train_df.groupby('cancer').biopsy.value_counts().unstack().fillna(0) \nbiopsy_perc = biopsy_counts.transpose() / biopsy_counts.sum(axis=1)","metadata":{"papermill":{"duration":0.035519,"end_time":"2022-12-30T18:14:05.585167","exception":false,"start_time":"2022-12-30T18:14:05.549648","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:03.151784Z","iopub.execute_input":"2023-02-18T21:02:03.152425Z","iopub.status.idle":"2023-02-18T21:02:03.164356Z","shell.execute_reply.started":"2023-02-18T21:02:03.152382Z","shell.execute_reply":"2023-02-18T21:02:03.163455Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, ax = plt.subplots(1,2,figsize=(20,5))\nsns.countplot(train_df.cancer, palette='Reds', ax=ax[0])\nax[0].set_title('Number of images displaying cancer', size=14);\nsns.heatmap(biopsy_perc.transpose(), ax=ax[1], annot=True, cmap='Oranges');","metadata":{"_kg_hide-input":true,"papermill":{"duration":0.353423,"end_time":"2022-12-30T18:14:05.95886","exception":false,"start_time":"2022-12-30T18:14:05.605437","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:03.165913Z","iopub.execute_input":"2023-02-18T21:02:03.166643Z","iopub.status.idle":"2023-02-18T21:02:03.607979Z","shell.execute_reply.started":"2023-02-18T21:02:03.166586Z","shell.execute_reply":"2023-02-18T21:02:03.606826Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Remarks\n\n* The number of images displaying cancer is very low. It should be even of lower percentage than the number of patients with cancer. \n* Looking at the biopsy feature we can say that all patients with cancer had a biopsy. But only around 3 % of images without cancer had resulted in a follow-up biopsy. We should better have a look at this feature on the patient-level. ","metadata":{"papermill":{"duration":0.02066,"end_time":"2022-12-30T18:14:06.000998","exception":false,"start_time":"2022-12-30T18:14:05.980338","status":"completed"},"tags":[]}},{"cell_type":"code","source":"round(train_df.cancer.value_counts()/train_df.shape[0]*100,2)","metadata":{"papermill":{"duration":0.032852,"end_time":"2022-12-30T18:14:06.0548","exception":false,"start_time":"2022-12-30T18:14:06.021948","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:03.609461Z","iopub.execute_input":"2023-02-18T21:02:03.609814Z","iopub.status.idle":"2023-02-18T21:02:03.620892Z","shell.execute_reply.started":"2023-02-18T21:02:03.609782Z","shell.execute_reply":"2023-02-18T21:02:03.619571Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"round(patient_cancer_map.value_counts() / patient_cancer_map.shape[0]*100,2)","metadata":{"papermill":{"duration":0.032882,"end_time":"2022-12-30T18:14:06.110257","exception":false,"start_time":"2022-12-30T18:14:06.077375","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:03.622361Z","iopub.execute_input":"2023-02-18T21:02:03.623101Z","iopub.status.idle":"2023-02-18T21:02:03.637624Z","shell.execute_reply.started":"2023-02-18T21:02:03.623065Z","shell.execute_reply":"2023-02-18T21:02:03.636184Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As expected, the percentage of patients with cancer is higher than the percentage of images displaying cancer. How many images show invasive cancer that has spread beyond the layer of tissue in which it developed?","metadata":{"papermill":{"duration":0.022308,"end_time":"2022-12-30T18:14:06.155001","exception":false,"start_time":"2022-12-30T18:14:06.132693","status":"completed"},"tags":[]}},{"cell_type":"code","source":"fig, ax = plt.subplots(2,2,figsize=(20,10))\nsns.countplot(train_df[train_df.cancer==1].invasive, ax=ax[0,0], palette='Reds')\nsns.countplot(train_df.BIRADS, order=[0., 1., 2.], ax=ax[0,1], palette='Blues')\nax[0,0].set_title('Images showing invasive cancer');\n\nsns.countplot(train_df[train_df.cancer==0].BIRADS, order=[0., 1., 2.], ax=ax[1,0], palette='Purples')\nsns.countplot(train_df[train_df.cancer==1].BIRADS, order=[0., 1., 2.], ax=ax[1,1], palette='Purples')","metadata":{"_kg_hide-input":true,"papermill":{"duration":0.541548,"end_time":"2022-12-30T18:14:06.719101","exception":false,"start_time":"2022-12-30T18:14:06.177553","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:03.639496Z","iopub.execute_input":"2023-02-18T21:02:03.639874Z","iopub.status.idle":"2023-02-18T21:02:04.36938Z","shell.execute_reply.started":"2023-02-18T21:02:03.639841Z","shell.execute_reply":"2023-02-18T21:02:04.368201Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"round(train_df[train_df.cancer==1].invasive.value_counts() / train_df[train_df.cancer==1].shape[0]*100,2)","metadata":{"papermill":{"duration":0.03516,"end_time":"2022-12-30T18:14:06.776325","exception":false,"start_time":"2022-12-30T18:14:06.741165","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:04.370734Z","iopub.execute_input":"2023-02-18T21:02:04.371731Z","iopub.status.idle":"2023-02-18T21:02:04.386067Z","shell.execute_reply.started":"2023-02-18T21:02:04.371689Z","shell.execute_reply":"2023-02-18T21:02:04.384849Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Remarks\n\n* ~70 % of all images displaying cancer are showing invasive cancer thus the one that spreads into other tissues as well. :(\n* For BIRADS we need to remember that its value is\n    * 0 if the breast required follow-up\n    * 1 if the breast was rated as negative for cancer \n    * 2 if the breast was rated as normal\n* Given that information, we can see that most images were rated as negative which suites to the fact that most images are not positive for cancer. But nonetheless there is still a high number of images that lead into a follow-up. I'm a bit confused... what's the difference between 1 and 2? From the ordering I would suspect that 2 is better than 1. \n* Going one level deeper and showing the BIRADS counts for 'no cancer'-images and 'cancer'-images, we can at least say that all images showing cancer needed a follow up.","metadata":{"papermill":{"duration":0.022318,"end_time":"2022-12-30T18:14:06.820953","exception":false,"start_time":"2022-12-30T18:14:06.798635","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"## Machine Ids <a class=\"anchor\" id=\"machine_ids\"></a>","metadata":{"papermill":{"duration":0.021992,"end_time":"2022-12-30T18:14:06.865515","exception":false,"start_time":"2022-12-30T18:14:06.843523","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"How many different imaging devices were used?","metadata":{"papermill":{"duration":0.023598,"end_time":"2022-12-30T18:14:06.911923","exception":false,"start_time":"2022-12-30T18:14:06.888325","status":"completed"},"tags":[]}},{"cell_type":"code","source":"print('The number of machines used:', train_df.machine_id.nunique())","metadata":{"papermill":{"duration":0.03302,"end_time":"2022-12-30T18:14:06.967613","exception":false,"start_time":"2022-12-30T18:14:06.934593","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:04.387966Z","iopub.execute_input":"2023-02-18T21:02:04.388461Z","iopub.status.idle":"2023-02-18T21:02:04.395446Z","shell.execute_reply.started":"2023-02-18T21:02:04.388399Z","shell.execute_reply":"2023-02-18T21:02:04.39404Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, ax = plt.subplots(1,1,figsize=(20,5))\nsns.countplot(train_df.machine_id, palette='tab10', ax=ax);","metadata":{"_kg_hide-input":true,"papermill":{"duration":0.270353,"end_time":"2022-12-30T18:14:07.260505","exception":false,"start_time":"2022-12-30T18:14:06.990152","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:04.397056Z","iopub.execute_input":"2023-02-18T21:02:04.397785Z","iopub.status.idle":"2023-02-18T21:02:04.987701Z","shell.execute_reply.started":"2023-02-18T21:02:04.397723Z","shell.execute_reply":"2023-02-18T21:02:04.986453Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Remarks\n\n* 10 different machines but most of the images were take with device of id 49, 21, 29 and 48. \n* How important is this feature for the prediction of cancer?","metadata":{"papermill":{"duration":0.024827,"end_time":"2022-12-30T18:14:07.308134","exception":false,"start_time":"2022-12-30T18:14:07.283307","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"# Exploring the images <a class=\"anchor\" id=\"images\"></a>\n\nBrowsing through the train and test folder of the images, we can see that the data is given as dicom files.\n\n**What is a DICOM Image File?**\n\nAll modalities in radiology practice have become digital, and therefore deal with DICOM images.\n\nA DICOM file consists of a header and image data sets packed into a single file. The information within the header is organized as a constant and standardized series of tags. By extracting data from these tags one can access important information regarding the patient demographics, study parameters, etc. For more detail to how to explore data [see](https://www.kaggle.com/code/allunia/pulmonary-dicom-preprocessing) this notebook.\n","metadata":{"papermill":{"duration":0.024492,"end_time":"2022-12-30T18:14:07.361238","exception":false,"start_time":"2022-12-30T18:14:07.336746","status":"completed"},"tags":[]}},{"cell_type":"code","source":"train_path = '/kaggle/input/rsna-breast-cancer-detection/train_images/'\ntest_path = '/kaggle/input/rsna-breast-cancer-detection/test_images/'","metadata":{"papermill":{"duration":0.029921,"end_time":"2022-12-30T18:14:07.414022","exception":false,"start_time":"2022-12-30T18:14:07.384101","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:04.989765Z","iopub.execute_input":"2023-02-18T21:02:04.990209Z","iopub.status.idle":"2023-02-18T21:02:04.995674Z","shell.execute_reply.started":"2023-02-18T21:02:04.990172Z","shell.execute_reply":"2023-02-18T21:02:04.99437Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"First of all, we need a method to get all scans of one patient:","metadata":{"papermill":{"duration":0.022129,"end_time":"2022-12-30T18:14:07.458683","exception":false,"start_time":"2022-12-30T18:14:07.436554","status":"completed"},"tags":[]}},{"cell_type":"code","source":"def load_scans(path, patient_id):\n    dcm_path = path + str(patient_id)\n    scans = [pydicom.dcmread(dcm_path + '/' + file, force=True) for file in listdir(dcm_path)]\n    return scans","metadata":{"papermill":{"duration":0.031024,"end_time":"2022-12-30T18:14:07.512101","exception":false,"start_time":"2022-12-30T18:14:07.481077","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:04.997459Z","iopub.execute_input":"2023-02-18T21:02:04.997936Z","iopub.status.idle":"2023-02-18T21:02:05.008762Z","shell.execute_reply.started":"2023-02-18T21:02:04.997893Z","shell.execute_reply":"2023-02-18T21:02:05.007311Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Pixelarray distributions <a class=\"anchor\" id=\"raw values\"></a>","metadata":{"papermill":{"duration":0.022476,"end_time":"2022-12-30T18:14:07.557352","exception":false,"start_time":"2022-12-30T18:14:07.534876","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"* Usually we need to transform the raw pixelarray distributions to Hounsfield Units. The raw values depend on the measurement settings like acquisition parameters and tube voltage of the scanner. \n* By normalizing to values of water and air (water has HU=0 and air=-1000) the images of different measurements are becoming comparable. \n* We also need to understand how background values were treated!","metadata":{"papermill":{"duration":0.022469,"end_time":"2022-12-30T18:14:07.60249","exception":false,"start_time":"2022-12-30T18:14:07.580021","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"Let's load an example:","metadata":{"papermill":{"duration":0.023451,"end_time":"2022-12-30T18:14:07.64924","exception":false,"start_time":"2022-12-30T18:14:07.625789","status":"completed"},"tags":[]}},{"cell_type":"code","source":"patient_ids = train_df.patient_id.unique()","metadata":{"papermill":{"duration":0.03205,"end_time":"2022-12-30T18:14:07.705408","exception":false,"start_time":"2022-12-30T18:14:07.673358","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:05.010353Z","iopub.execute_input":"2023-02-18T21:02:05.011093Z","iopub.status.idle":"2023-02-18T21:02:05.025815Z","shell.execute_reply.started":"2023-02-18T21:02:05.010963Z","shell.execute_reply":"2023-02-18T21:02:05.024665Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"scans = load_scans(train_path, patient_ids[0])","metadata":{"papermill":{"duration":0.221199,"end_time":"2022-12-30T18:14:07.949532","exception":false,"start_time":"2022-12-30T18:14:07.728333","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:05.028453Z","iopub.execute_input":"2023-02-18T21:02:05.029221Z","iopub.status.idle":"2023-02-18T21:02:05.067664Z","shell.execute_reply.started":"2023-02-18T21:02:05.029171Z","shell.execute_reply":"2023-02-18T21:02:05.066375Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"And let's plot the raw pixelarray distribution for this example and display the related image:","metadata":{"papermill":{"duration":0.022024,"end_time":"2022-12-30T18:14:07.994115","exception":false,"start_time":"2022-12-30T18:14:07.972091","status":"completed"},"tags":[]}},{"cell_type":"code","source":"fig, ax = plt.subplots(1,2,figsize=(20,5))\nsns.histplot(scans[0].pixel_array.flatten(), ax=ax[0])\nax[1].imshow(scans[0].pixel_array)","metadata":{"papermill":{"duration":18.151918,"end_time":"2022-12-30T18:14:26.168439","exception":false,"start_time":"2022-12-30T18:14:08.016521","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:05.069174Z","iopub.execute_input":"2023-02-18T21:02:05.069573Z","iopub.status.idle":"2023-02-18T21:02:29.190259Z","shell.execute_reply.started":"2023-02-18T21:02:05.069538Z","shell.execute_reply":"2023-02-18T21:02:29.18893Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Remarks\n\n* The background seems to be above 3000.\n* As the raw values depend on the machine, it could be worth to explore background values dependent on the machine id. ","metadata":{"papermill":{"duration":0.023097,"end_time":"2022-12-30T18:14:26.215143","exception":false,"start_time":"2022-12-30T18:14:26.192046","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"Let's get an impression by extracting the mode per scan for a few patients for each machine id.","metadata":{"papermill":{"duration":0.022987,"end_time":"2022-12-30T18:14:26.261761","exception":false,"start_time":"2022-12-30T18:14:26.238774","status":"completed"},"tags":[]}},{"cell_type":"code","source":"machine_ids = train_df.machine_id.unique()\nmachine_ids","metadata":{"papermill":{"duration":0.032824,"end_time":"2022-12-30T18:14:26.318058","exception":false,"start_time":"2022-12-30T18:14:26.285234","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:29.19174Z","iopub.execute_input":"2023-02-18T21:02:29.192106Z","iopub.status.idle":"2023-02-18T21:02:29.200108Z","shell.execute_reply.started":"2023-02-18T21:02:29.192067Z","shell.execute_reply":"2023-02-18T21:02:29.198962Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"scans[0].Columns","metadata":{"papermill":{"duration":0.035916,"end_time":"2022-12-30T18:14:26.377523","exception":false,"start_time":"2022-12-30T18:14:26.341607","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:29.201532Z","iopub.execute_input":"2023-02-18T21:02:29.20186Z","iopub.status.idle":"2023-02-18T21:02:29.214855Z","shell.execute_reply.started":"2023-02-18T21:02:29.201831Z","shell.execute_reply":"2023-02-18T21:02:29.213651Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Background values and image sizes <a class=\"anchor\" id=\"mid_dependence\"></a>","metadata":{"papermill":{"duration":0.023075,"end_time":"2022-12-30T18:14:26.424148","exception":false,"start_time":"2022-12-30T18:14:26.401073","status":"completed"},"tags":[]}},{"cell_type":"code","source":"background_values = []\nrows = []\ncolumns = []\nfor mid in tqdm(train_df.machine_id.unique()):\n    mid_background_values = []\n    mid_rows = []\n    mid_columns = []\n    print(f'Machine id {mid}:')\n    for n in range(50): # number of patients = 50\n        try:\n            scans = load_scans(train_path, train_df[train_df.machine_id==mid].patient_id.unique()[n])\n            mid_background_values.append(mode(scans[0].pixel_array.flatten())[0][0])\n            mid_rows.append(scans[0].Rows)\n            mid_columns.append(scans[0].Columns)\n        except IndexError:\n            break\n    background_values.append(mid_background_values)\n    rows.append(mid_rows)\n    columns.append(mid_columns)","metadata":{"papermill":{"duration":407.236166,"end_time":"2022-12-30T18:21:13.683397","exception":false,"start_time":"2022-12-30T18:14:26.447231","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:02:29.216609Z","iopub.execute_input":"2023-02-18T21:02:29.217074Z","iopub.status.idle":"2023-02-18T21:12:04.561678Z","shell.execute_reply.started":"2023-02-18T21:02:29.217027Z","shell.execute_reply":"2023-02-18T21:12:04.560364Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for i in range(len(background_values)):\n    print(\"Machine_id:\", machine_ids[i],\";\", \n          \"Median:\", np.median(background_values[i]),\";\", \n          \"Std:\",round(np.std(background_values[i]),1))","metadata":{"papermill":{"duration":0.039661,"end_time":"2022-12-30T18:21:13.747075","exception":false,"start_time":"2022-12-30T18:21:13.707414","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:12:04.56336Z","iopub.execute_input":"2023-02-18T21:12:04.563703Z","iopub.status.idle":"2023-02-18T21:12:04.573465Z","shell.execute_reply.started":"2023-02-18T21:12:04.563674Z","shell.execute_reply":"2023-02-18T21:12:04.572179Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Remarks\n\n* It depends on the machine id, how background values are treated. In most of the cases they seem to be 0. But for id 29 it's above 3000 and for id 210 it seems to be 1017. \n* Id 197 looks interesting. Currently I don't know, what it means. Let's take a look at the values","metadata":{"papermill":{"duration":0.023878,"end_time":"2022-12-30T18:21:13.795286","exception":false,"start_time":"2022-12-30T18:21:13.771408","status":"completed"},"tags":[]}},{"cell_type":"code","source":"background_values[-1]","metadata":{"papermill":{"duration":0.035481,"end_time":"2022-12-30T18:21:13.855109","exception":false,"start_time":"2022-12-30T18:21:13.819628","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:12:04.574526Z","iopub.execute_input":"2023-02-18T21:12:04.574869Z","iopub.status.idle":"2023-02-18T21:12:04.585791Z","shell.execute_reply.started":"2023-02-18T21:12:04.57484Z","shell.execute_reply":"2023-02-18T21:12:04.584467Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Only 4 patients and it could be that the background values for patient 2 and 4 are not the same as the mode.","metadata":{"papermill":{"duration":0.024748,"end_time":"2022-12-30T18:21:13.904632","exception":false,"start_time":"2022-12-30T18:21:13.879884","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"What about the image sizes? Are they also dependent on the machine id? Let's have a look at the columns and the rows:","metadata":{"papermill":{"duration":0.023604,"end_time":"2022-12-30T18:21:13.952168","exception":false,"start_time":"2022-12-30T18:21:13.928564","status":"completed"},"tags":[]}},{"cell_type":"code","source":"for i in range(len(columns)):\n    print(i)\n    print(f\"Machine id {train_df.machine_id.unique()[i]}, unique columns: {np.unique(columns[i])}\")","metadata":{"papermill":{"duration":0.039378,"end_time":"2022-12-30T18:21:14.01544","exception":false,"start_time":"2022-12-30T18:21:13.976062","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:12:04.589065Z","iopub.execute_input":"2023-02-18T21:12:04.58947Z","iopub.status.idle":"2023-02-18T21:12:04.605281Z","shell.execute_reply.started":"2023-02-18T21:12:04.589437Z","shell.execute_reply":"2023-02-18T21:12:04.604187Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for i in range(len(rows)):\n    print(f\"machine id {train_df.machine_id.unique()[i]}, unique rows: {np.unique(rows[i])}\")","metadata":{"papermill":{"duration":0.039779,"end_time":"2022-12-30T18:21:14.08031","exception":false,"start_time":"2022-12-30T18:21:14.040531","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:12:04.606254Z","iopub.execute_input":"2023-02-18T21:12:04.606614Z","iopub.status.idle":"2023-02-18T21:12:04.618898Z","shell.execute_reply.started":"2023-02-18T21:12:04.606583Z","shell.execute_reply":"2023-02-18T21:12:04.617546Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The image size depends on the machine id as well. It's interesting to take a look at a single dicom file to look for further features:","metadata":{"papermill":{"duration":0.02374,"end_time":"2022-12-30T18:21:14.12829","exception":false,"start_time":"2022-12-30T18:21:14.10455","status":"completed"},"tags":[]}},{"cell_type":"code","source":"mid = train_df.machine_id.value_counts().index.values[0]\nmid","metadata":{"papermill":{"duration":0.036736,"end_time":"2022-12-30T18:21:14.18876","exception":false,"start_time":"2022-12-30T18:21:14.152024","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:12:04.620054Z","iopub.execute_input":"2023-02-18T21:12:04.620515Z","iopub.status.idle":"2023-02-18T21:12:04.631994Z","shell.execute_reply.started":"2023-02-18T21:12:04.62048Z","shell.execute_reply":"2023-02-18T21:12:04.630942Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"mid_patients = train_df[train_df.machine_id == mid].patient_id.unique()\nscans = load_scans(train_path, mid_patients[10])\nlen(scans)","metadata":{"papermill":{"duration":0.051175,"end_time":"2022-12-30T18:21:14.264274","exception":false,"start_time":"2022-12-30T18:21:14.213099","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:12:04.633463Z","iopub.execute_input":"2023-02-18T21:12:04.633942Z","iopub.status.idle":"2023-02-18T21:12:04.676876Z","shell.execute_reply.started":"2023-02-18T21:12:04.633907Z","shell.execute_reply":"2023-02-18T21:12:04.675971Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Remarks\n\n* The sizes of the dicom images as well as the background values depend on the machine id.\n* Besides that there are further features that may also have this dependency.\n* We also found a few machine ids that have some variability inside their group (like images with two different sizes or a few possible background values).","metadata":{"papermill":{"duration":0.024069,"end_time":"2022-12-30T18:21:14.362676","exception":false,"start_time":"2022-12-30T18:21:14.338607","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"## Exploring dicom images <a class=\"anchor\" id=\"mid_49\"></a>\n\nLet's keep it simple for now by making the assumption that all files with the same machine id share similar or same features. Then we could try to explore more (probably visual) patterns within one machine id group. The largest one belongs to id 49. ","metadata":{"papermill":{"duration":0.024019,"end_time":"2022-12-30T18:21:14.411056","exception":false,"start_time":"2022-12-30T18:21:14.387037","status":"completed"},"tags":[]}},{"cell_type":"code","source":"train_df[train_df.machine_id==49].shape","metadata":{"papermill":{"duration":0.035953,"end_time":"2022-12-30T18:21:14.47094","exception":false,"start_time":"2022-12-30T18:21:14.434987","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:12:04.678215Z","iopub.execute_input":"2023-02-18T21:12:04.678886Z","iopub.status.idle":"2023-02-18T21:12:04.692667Z","shell.execute_reply.started":"2023-02-18T21:12:04.678848Z","shell.execute_reply":"2023-02-18T21:12:04.691311Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df[train_df.machine_id==49].patient_id.nunique()","metadata":{"papermill":{"duration":0.039599,"end_time":"2022-12-30T18:21:14.535896","exception":false,"start_time":"2022-12-30T18:21:14.496297","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:12:04.694701Z","iopub.execute_input":"2023-02-18T21:12:04.695062Z","iopub.status.idle":"2023-02-18T21:12:04.711194Z","shell.execute_reply.started":"2023-02-18T21:12:04.695032Z","shell.execute_reply":"2023-02-18T21:12:04.709627Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"4589 patients in that group! Maybe it's sufficient to explore the images given a resized and transformed dataset with png-images of size 256x256. for more details see [this](https://www.kaggle.com/code/theoviel/dicom-resized-png-jpg).","metadata":{}},{"cell_type":"markdown","source":"##  Generating & recising Images from dicom format <a class=\"anchor\" id=\"mid_49\"></a>","metadata":{}},{"cell_type":"code","source":"train_images = glob.glob(\"/kaggle/input/rsna-breast-cancer-detection/train_images/*/*.dcm\")\n\nlen(train_images)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:12:04.712962Z","iopub.execute_input":"2023-02-18T21:12:04.71334Z","iopub.status.idle":"2023-02-18T21:12:52.976438Z","shell.execute_reply.started":"2023-02-18T21:12:04.713306Z","shell.execute_reply":"2023-02-18T21:12:52.974998Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Examples","metadata":{}},{"cell_type":"code","source":"for f in tqdm(train_images[:4]):\n    patient = f.split('/')[-2]\n    image = f.split('/')[-1][:-4]\n\n    dicom = pydicom.dcmread(f)\n    img = dicom.pixel_array\n\n    img = (img - img.min()) / (img.max() - img.min())\n\n    if dicom.PhotometricInterpretation == \"MONOCHROME1\":\n        img = 1 - img\n        \n    plt.figure(figsize=(15, 15))\n    plt.imshow(img, cmap=\"gray\")\n    plt.title(f\"{patient} {image}\")\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:12:52.978327Z","iopub.execute_input":"2023-02-18T21:12:52.980992Z","iopub.status.idle":"2023-02-18T21:12:58.412059Z","shell.execute_reply.started":"2023-02-18T21:12:52.980918Z","shell.execute_reply":"2023-02-18T21:12:58.410793Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Save the processed data","metadata":{}},{"cell_type":"markdown","source":"Images are quite big so resizing them is necessary.\n\nWe will use the size 256x256 to train our first models, and to reduce computation time.\n\nWe use the png format because the jpg compression can be annoying during inference.","metadata":{}},{"cell_type":"code","source":"SAVE_FOLDER = \"output/\"\nSIZE = 256\nEXTENSION = \"png\"\n\nos.makedirs(SAVE_FOLDER, exist_ok=True)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:12:58.4136Z","iopub.execute_input":"2023-02-18T21:12:58.414048Z","iopub.status.idle":"2023-02-18T21:12:58.419531Z","shell.execute_reply.started":"2023-02-18T21:12:58.414016Z","shell.execute_reply":"2023-02-18T21:12:58.418339Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def process(f, size=256, save_folder=\"\", extension=\"png\"):\n    patient = f.split('/')[-2]\n    image = f.split('/')[-1][:-4]\n\n    dicom = pydicom.dcmread(f)\n    img = dicom.pixel_array\n\n    img = (img - img.min()) / (img.max() - img.min())\n\n    if dicom.PhotometricInterpretation == \"MONOCHROME1\":\n        img = 1 - img\n\n    img = cv2.resize(img, (size, size))\n\n    cv2.imwrite(save_folder + f\"{patient}_{image}.{extension}\", (img * 255).astype(np.uint8))","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:12:58.420867Z","iopub.execute_input":"2023-02-18T21:12:58.421189Z","iopub.status.idle":"2023-02-18T21:12:58.442471Z","shell.execute_reply.started":"2023-02-18T21:12:58.42116Z","shell.execute_reply":"2023-02-18T21:12:58.441067Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"_ = Parallel(n_jobs=4)(\n    delayed(process)(uid, size=SIZE, save_folder=SAVE_FOLDER, extension=EXTENSION)\n    for uid in tqdm(train_images[:50])\n)","metadata":{"execution":{"iopub.status.busy":"2023-02-18T21:12:58.443853Z","iopub.execute_input":"2023-02-18T21:12:58.444296Z","iopub.status.idle":"2023-02-18T21:13:22.111635Z","shell.execute_reply.started":"2023-02-18T21:12:58.444251Z","shell.execute_reply":"2023-02-18T21:13:22.109933Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_df['png_256_path'] = \"/kaggle/input/rsna-breast-cancer-256-pngs/\" + train_df.patient_id.astype(str) + \"_\" + train_df.image_id.astype(str) + \".png\"","metadata":{"papermill":{"duration":0.114108,"end_time":"2022-12-30T18:21:14.727389","exception":false,"start_time":"2022-12-30T18:21:14.613281","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:13:22.113462Z","iopub.execute_input":"2023-02-18T21:13:22.114277Z","iopub.status.idle":"2023-02-18T21:13:22.195917Z","shell.execute_reply.started":"2023-02-18T21:13:22.114226Z","shell.execute_reply":"2023-02-18T21:13:22.19466Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"means = []\nmedians = []\nstds = []\nskews = []\npaths = []\ntargets = []\n\npatients_49 = train_df[train_df.machine_id==49].patient_id.unique()\n\nfor i in range(len(patients_49)):\n    pid = patients_49[i]\n    path = train_df[(train_df.machine_id==49) & (train_df.patient_id==pid)].png_256_path.values[0]\n    targets = train_df[(train_df.machine_id==49) & (train_df.patient_id==pid)].cancer.values[0]\n    paths.append(path)\n    image = Image.open(path)\n    means.append(np.mean(image))\n    medians.append(np.median(image))\n    stds.append(np.std(image))\n    skews.append(skew(image, axis=None))","metadata":{"_kg_hide-input":true,"papermill":{"duration":48.946157,"end_time":"2022-12-30T18:22:03.698665","exception":false,"start_time":"2022-12-30T18:21:14.752508","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:13:22.197497Z","iopub.execute_input":"2023-02-18T21:13:22.197949Z","iopub.status.idle":"2023-02-18T21:14:56.468026Z","shell.execute_reply.started":"2023-02-18T21:13:22.197916Z","shell.execute_reply":"2023-02-18T21:14:56.466968Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"stats_49 = pd.DataFrame(means, index=patients_49, columns =[\"means\"])\nstats_49['stds'] = stds\nstats_49['medians'] = medians\nstats_49['skews'] = skews\nstats_49['paths'] = paths\nstats_49['cancer'] = targets ","metadata":{"papermill":{"duration":0.039947,"end_time":"2022-12-30T18:22:03.763607","exception":false,"start_time":"2022-12-30T18:22:03.72366","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:14:56.469431Z","iopub.execute_input":"2023-02-18T21:14:56.470135Z","iopub.status.idle":"2023-02-18T21:14:56.488015Z","shell.execute_reply.started":"2023-02-18T21:14:56.470096Z","shell.execute_reply":"2023-02-18T21:14:56.486623Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig = px.scatter_3d(stats_49, x='means', y='stds', z='skews',\n              color='medians')\nfig.show()","metadata":{"papermill":{"duration":1.374485,"end_time":"2022-12-30T18:22:05.162485","exception":false,"start_time":"2022-12-30T18:22:03.788","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:14:56.490042Z","iopub.execute_input":"2023-02-18T21:14:56.490407Z","iopub.status.idle":"2023-02-18T21:14:57.555026Z","shell.execute_reply.started":"2023-02-18T21:14:56.490375Z","shell.execute_reply":"2023-02-18T21:14:57.55385Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Remarks\n\n* Given the image statistics we would say that there are at least four groups. \n* One group has large median values, small stds, high mean values and low skewness. \n* Second groupd is very dense with low means and stds but low to high skewnesses. \n* The thrid group shows high mean values and stds, but low skewness. \n* The last group has low values for all features.\n\nLet's cluster that a bit to explore different visual patterns:","metadata":{"papermill":{"duration":0.027526,"end_time":"2022-12-30T18:22:05.218465","exception":false,"start_time":"2022-12-30T18:22:05.190939","status":"completed"},"tags":[]}},{"cell_type":"code","source":"scaler = StandardScaler()\nX = stats_49.drop(['paths', 'cancer'], axis=1).values\nX = scaler.fit_transform(X)","metadata":{"papermill":{"duration":0.040315,"end_time":"2022-12-30T18:22:05.286444","exception":false,"start_time":"2022-12-30T18:22:05.246129","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:14:57.55655Z","iopub.execute_input":"2023-02-18T21:14:57.557618Z","iopub.status.idle":"2023-02-18T21:14:57.565319Z","shell.execute_reply.started":"2023-02-18T21:14:57.55758Z","shell.execute_reply":"2023-02-18T21:14:57.564435Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"gmm = GaussianMixture(n_components=4, random_state=0)\nstats_49[\"cluster_label\"] = gmm.fit_predict(X)","metadata":{"papermill":{"duration":0.213527,"end_time":"2022-12-30T18:22:05.528263","exception":false,"start_time":"2022-12-30T18:22:05.314736","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:14:57.566622Z","iopub.execute_input":"2023-02-18T21:14:57.56696Z","iopub.status.idle":"2023-02-18T21:14:57.790236Z","shell.execute_reply.started":"2023-02-18T21:14:57.566928Z","shell.execute_reply":"2023-02-18T21:14:57.788631Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig = px.scatter_3d(stats_49, x='means', y='stds', z='skews',\n              color='cluster_label')\nfig.show()","metadata":{"papermill":{"duration":0.107359,"end_time":"2022-12-30T18:22:05.673232","exception":false,"start_time":"2022-12-30T18:22:05.565873","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:14:57.793141Z","iopub.execute_input":"2023-02-18T21:14:57.794401Z","iopub.status.idle":"2023-02-18T21:14:57.922262Z","shell.execute_reply.started":"2023-02-18T21:14:57.794334Z","shell.execute_reply":"2023-02-18T21:14:57.921361Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's take a look at the different images per cluster label:","metadata":{"papermill":{"duration":0.029278,"end_time":"2022-12-30T18:22:05.732608","exception":false,"start_time":"2022-12-30T18:22:05.70333","status":"completed"},"tags":[]}},{"cell_type":"code","source":"fig, ax = plt.subplots(10,4,figsize=(20,40))\nfor i in range(4):\n    img_paths = stats_49[stats_49.cluster_label==i].paths.values[0:10]\n    for n in range(10):\n        try:\n            image = Image.open(img_paths[n])\n            ax[n,i].imshow(image, cmap='jet')\n            ax[n,i].set_title(f\"label {l}\")\n        except:\n            continue\n        ax[n,i].axis('off')","metadata":{"_kg_hide-input":true,"papermill":{"duration":4.19682,"end_time":"2022-12-30T18:22:09.959016","exception":false,"start_time":"2022-12-30T18:22:05.762196","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:14:57.923893Z","iopub.execute_input":"2023-02-18T21:14:57.924254Z","iopub.status.idle":"2023-02-18T21:15:05.365048Z","shell.execute_reply.started":"2023-02-18T21:14:57.924222Z","shell.execute_reply":"2023-02-18T21:15:05.36373Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"np.unique(stats_49.cancer)","metadata":{"papermill":{"duration":0.054162,"end_time":"2022-12-30T18:22:10.058464","exception":false,"start_time":"2022-12-30T18:22:10.004302","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:05.366482Z","iopub.execute_input":"2023-02-18T21:15:05.36759Z","iopub.status.idle":"2023-02-18T21:15:05.376Z","shell.execute_reply.started":"2023-02-18T21:15:05.367539Z","shell.execute_reply":"2023-02-18T21:15:05.374845Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Remarks\n\n* The group with high median values stands out most. We can see that there are large regions within the breast with high intensity values. And it's not cancer!\n* In contrast the other images vary mainly in the amount of background values and still look very similar. ","metadata":{"papermill":{"duration":0.04361,"end_time":"2022-12-30T18:22:10.145785","exception":false,"start_time":"2022-12-30T18:22:10.102175","status":"completed"},"tags":[]}},{"cell_type":"code","source":"high_intensity_patients = stats_49[stats_49.cluster_label==2].index.values","metadata":{"papermill":{"duration":0.053455,"end_time":"2022-12-30T18:22:10.243056","exception":false,"start_time":"2022-12-30T18:22:10.189601","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:05.37835Z","iopub.execute_input":"2023-02-18T21:15:05.379515Z","iopub.status.idle":"2023-02-18T21:15:05.392078Z","shell.execute_reply.started":"2023-02-18T21:15:05.379443Z","shell.execute_reply":"2023-02-18T21:15:05.390636Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"selection = train_df[train_df.patient_id.isin(high_intensity_patients)]\n\n\nfig, ax = plt.subplots(1,2,figsize=(20,5))\nsns.countplot(selection.implant, ax=ax[0], palette='Reds')\nsns.countplot(selection.density, ax=ax[1], palette='Purples_r')\nax[0].set_title('Cluster label 2 patients \\n with implants');\nax[1].set_title('Cluster label 2 patients \\n density category');","metadata":{"_kg_hide-input":true,"papermill":{"duration":0.330017,"end_time":"2022-12-30T18:22:10.618028","exception":false,"start_time":"2022-12-30T18:22:10.288011","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:05.394121Z","iopub.execute_input":"2023-02-18T21:15:05.394759Z","iopub.status.idle":"2023-02-18T21:15:05.806993Z","shell.execute_reply.started":"2023-02-18T21:15:05.394699Z","shell.execute_reply":"2023-02-18T21:15:05.805855Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Most of these images show implants! :-)","metadata":{"papermill":{"duration":0.043859,"end_time":"2022-12-30T18:22:10.706034","exception":false,"start_time":"2022-12-30T18:22:10.662175","status":"completed"},"tags":[]}},{"cell_type":"code","source":"round(train_df[train_df.implant==1].difficult_negative_case.value_counts() / train_df[train_df.implant==1].shape[0]*100, 2)","metadata":{"papermill":{"duration":0.056574,"end_time":"2022-12-30T18:22:10.807104","exception":false,"start_time":"2022-12-30T18:22:10.75053","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:05.80859Z","iopub.execute_input":"2023-02-18T21:15:05.808938Z","iopub.status.idle":"2023-02-18T21:15:05.822652Z","shell.execute_reply.started":"2023-02-18T21:15:05.808907Z","shell.execute_reply":"2023-02-18T21:15:05.82135Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"round(train_df[train_df.implant==0].difficult_negative_case.value_counts() / train_df[train_df.implant==0].shape[0]*100, 2)","metadata":{"papermill":{"duration":0.071392,"end_time":"2022-12-30T18:22:10.923448","exception":false,"start_time":"2022-12-30T18:22:10.852056","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:05.824835Z","iopub.execute_input":"2023-02-18T21:15:05.825485Z","iopub.status.idle":"2023-02-18T21:15:05.857573Z","shell.execute_reply.started":"2023-02-18T21:15:05.825439Z","shell.execute_reply":"2023-02-18T21:15:05.856342Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Exploring outliers <a class=\"anchor\" id=\"outliers\"></a>","metadata":{"papermill":{"duration":0.044667,"end_time":"2022-12-30T18:22:11.101289","exception":false,"start_time":"2022-12-30T18:22:11.056622","status":"completed"},"tags":[]}},{"cell_type":"code","source":"stats_49['logL'] = gmm.score_samples(X)","metadata":{"papermill":{"duration":0.054703,"end_time":"2022-12-30T18:22:11.20058","exception":false,"start_time":"2022-12-30T18:22:11.145877","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:05.859385Z","iopub.execute_input":"2023-02-18T21:15:05.859851Z","iopub.status.idle":"2023-02-18T21:15:05.870214Z","shell.execute_reply.started":"2023-02-18T21:15:05.859807Z","shell.execute_reply":"2023-02-18T21:15:05.869062Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"stats_49.logL.quantile(q=0.01)","metadata":{"papermill":{"duration":0.057081,"end_time":"2022-12-30T18:22:11.303166","exception":false,"start_time":"2022-12-30T18:22:11.246085","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:05.872057Z","iopub.execute_input":"2023-02-18T21:15:05.873012Z","iopub.status.idle":"2023-02-18T21:15:05.883384Z","shell.execute_reply.started":"2023-02-18T21:15:05.872973Z","shell.execute_reply":"2023-02-18T21:15:05.882054Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"outliers = stats_49[stats_49.logL < -10].sort_values(by='logL')\nlen(outliers)","metadata":{"papermill":{"duration":0.055577,"end_time":"2022-12-30T18:22:11.40323","exception":false,"start_time":"2022-12-30T18:22:11.347653","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:05.885142Z","iopub.execute_input":"2023-02-18T21:15:05.886074Z","iopub.status.idle":"2023-02-18T21:15:05.900357Z","shell.execute_reply.started":"2023-02-18T21:15:05.886025Z","shell.execute_reply":"2023-02-18T21:15:05.899158Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"fig, ax = plt.subplots(4,8, figsize=(20,10))\nfor n in range(4):\n    for m in range(8):\n        image = Image.open(outliers.paths.values[8*n+m])\n        ax[n,m].imshow(image, cmap='jet')\n        ax[n,m].axis('off')","metadata":{"papermill":{"duration":2.561172,"end_time":"2022-12-30T18:22:14.008274","exception":false,"start_time":"2022-12-30T18:22:11.447102","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:05.902159Z","iopub.execute_input":"2023-02-18T21:15:05.902908Z","iopub.status.idle":"2023-02-18T21:15:09.054066Z","shell.execute_reply.started":"2023-02-18T21:15:05.902859Z","shell.execute_reply":"2023-02-18T21:15:09.052636Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We should expect both - cases with the whole image covered with breast and images with almost no tissue at all. Furthermore we will have some cases with some kind of artifacts like the thrid one in the first row that shows different background values separated by a sharp edge. Most likely there will be other outliers as well that we will not be able to find with the simple method of using image statistics. ","metadata":{"papermill":{"duration":0.050503,"end_time":"2022-12-30T18:22:14.111065","exception":false,"start_time":"2022-12-30T18:22:14.060562","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"## Exploring images with cancer <a class=\"anchor\" id=\"cancer\"></a>\n\nLast but not least I would like to explore some dicom images with cancer and to ensure that dicom files are similar I will continue with machine id 49. ","metadata":{"papermill":{"duration":0.050013,"end_time":"2022-12-30T18:22:14.211604","exception":false,"start_time":"2022-12-30T18:22:14.161591","status":"completed"},"tags":[]}},{"cell_type":"code","source":"selection = train_df[(train_df.machine_id==49) & (train_df.cancer==1)]\nselection.head()","metadata":{"papermill":{"duration":0.06056,"end_time":"2022-12-30T18:22:14.323193","exception":false,"start_time":"2022-12-30T18:22:14.262633","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:09.055683Z","iopub.execute_input":"2023-02-18T21:15:09.056085Z","iopub.status.idle":"2023-02-18T21:15:09.082206Z","shell.execute_reply.started":"2023-02-18T21:15:09.056048Z","shell.execute_reply":"2023-02-18T21:15:09.080906Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"N = 4\nM = 6\nfig, ax = plt.subplots(M,N,figsize=(20,20))\nfor m in range(M):\n    for n in range(N):\n        image = Image.open(selection.png_256_path.values[N*m+n])\n        ax[m,n].imshow(image, cmap='jet')\n        ax[m,n].axis(\"off\")","metadata":{"papermill":{"duration":2.43059,"end_time":"2022-12-30T18:22:16.803928","exception":false,"start_time":"2022-12-30T18:22:14.373338","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2023-02-18T21:15:09.094671Z","iopub.execute_input":"2023-02-18T21:15:09.09581Z","iopub.status.idle":"2023-02-18T21:15:12.111799Z","shell.execute_reply.started":"2023-02-18T21:15:09.095755Z","shell.execute_reply":"2023-02-18T21:15:12.110369Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Conclusion <a class=\"anchor\" id=\"conclusion\"></a>\n\n\n* We are asked to solve an unbalanced classification problem with only ~2% of images showing cancer.\n* Most patients have 4 images with the left and right breast in combination with the two default views CC and MLO. But there are some exceptions to this rule with more images and more views.\n* How the raw values of the dicom pixel array should be preprocessed depends on the machine ID! The background values have been treated differently.\n* Most images (~70%) with cancer show invasive cancer.\n* Image sizes also depend on machine ID!","metadata":{"papermill":{"duration":0.059239,"end_time":"2022-12-30T18:22:17.041462","exception":false,"start_time":"2022-12-30T18:22:16.982223","status":"completed"},"tags":[]}}]}