{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import pydicom\nimport numpy as np\nimport pandas as pd\nfrom pydicom.pixel_data_handlers.util import apply_voi_lut\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport os\nfrom pathlib import Path\nimport glob\nfrom tqdm import tqdm\n","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-12T20:56:19.215163Z","iopub.execute_input":"2023-03-12T20:56:19.215787Z","iopub.status.idle":"2023-03-12T20:56:20.351709Z","shell.execute_reply.started":"2023-03-12T20:56:19.215753Z","shell.execute_reply":"2023-03-12T20:56:20.350528Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"example = '../input/rsna-breast-cancer-detection/train_images/10006/1459541791.dcm'\npydicom.dcmread(example)","metadata":{"execution":{"iopub.status.busy":"2023-03-12T20:56:20.358304Z","iopub.execute_input":"2023-03-12T20:56:20.360738Z","iopub.status.idle":"2023-03-12T20:56:20.464407Z","shell.execute_reply.started":"2023-03-12T20:56:20.3607Z","shell.execute_reply":"2023-03-12T20:56:20.463461Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"Dataset.file_meta -------------------------------\n(0002, 0001) File Meta Information Version       OB: b'\\x00\\x01'\n(0002, 0002) Media Storage SOP Class UID         UI: Digital X-Ray Image Storage - For Presentation\n(0002, 0003) Media Storage SOP Instance UID      UI: 1.2.840.10009.1.2.3.10006.1.1459541791\n(0002, 0010) Transfer Syntax UID                 UI: JPEG 2000 Image Compression (Lossless Only)\n(0002, 0012) Implementation Class UID            UI: 1.2.840.113654.2.3.1995.2.12.0\n(0002, 0013) Implementation Version Name         SH: 'PYDICOM 2.3.0'\n-------------------------------------------------\n(0008, 0018) SOP Instance UID                    UI: 1.2.840.10009.1.2.3.10006.1.1459541791\n(0008, 0023) Content Date                        DA: '20221118'\n(0008, 0033) Content Time                        TM: '183901.792591'\n(0010, 0020) Patient ID                          LO: '10006'\n(0020, 000d) Study Instance UID                  UI: 1.2.840.10009.1.2.3.10006\n(0020, 000e) Series Instance UID                 UI: 1.2.840.10009.1.2.3.10006.1\n(0020, 0013) Instance Number                     IS: '1459541791'\n(0020, 0062) Image Laterality                    CS: 'L'\n(0028, 0002) Samples per Pixel                   US: 1\n(0028, 0004) Photometric Interpretation          CS: 'MONOCHROME1'\n(0028, 0010) Rows                                US: 5355\n(0028, 0011) Columns                             US: 4915\n(0028, 0100) Bits Allocated                      US: 16\n(0028, 0101) Bits Stored                         US: 16\n(0028, 0102) High Bit                            US: 15\n(0028, 0103) Pixel Representation                US: 0\n(0028, 0120) Pixel Padding Value                 US: 3044\n(0028, 1040) Pixel Intensity Relationship        CS: 'LOG'\n(0028, 1041) Pixel Intensity Relationship Sign   SS: 1\n(0028, 1050) Window Center                       DS: [1802.310000, 1802.310000, 2020.704000, 1583.916000]\n(0028, 1051) Window Width                        DS: [1091.970000, 1091.970000, 1091.970000, 1091.970000]\n(0028, 1052) Rescale Intercept                   DS: '0.0'\n(0028, 1053) Rescale Slope                       DS: '1.0'\n(0028, 1054) Rescale Type                        LO: 'US'\n(0028, 1056) VOI LUT Function                    CS: 'SIGMOID'\n(0028, 1350) Partial View                        CS: 'NO'\n(0028, 2110) Lossy Image Compression             CS: '00'\n(7fe0, 0010) Pixel Data                          OW: Array of 4362044 elements"},"metadata":{}}]},{"cell_type":"markdown","source":"And now let us look at some images.","metadata":{"execution":{"iopub.status.busy":"2022-11-29T00:23:32.976227Z","iopub.execute_input":"2022-11-29T00:23:32.977415Z","iopub.status.idle":"2022-11-29T00:23:32.984473Z","shell.execute_reply.started":"2022-11-29T00:23:32.977365Z","shell.execute_reply":"2022-11-29T00:23:32.982948Z"}}},{"cell_type":"code","source":"from skimage.transform import resize","metadata":{"execution":{"iopub.status.busy":"2023-03-12T20:56:49.629971Z","iopub.execute_input":"2023-03-12T20:56:49.630323Z","iopub.status.idle":"2023-03-12T20:56:49.676902Z","shell.execute_reply.started":"2023-03-12T20:56:49.630294Z","shell.execute_reply":"2023-03-12T20:56:49.676033Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"# source: https://www.kaggle.com/code/allunia/rsna-csf-cervical-spine-fracture-eda/notebook\n#Function that will resize the images to 256x256 and also convert the pixels to Hounsfield units\ndef rescale_img_to_hu_and_resize(dcm_ds):\n    \"\"\"Rescales the image to Hounsfield unit.\"\"\"\n    data = dcm_ds.pixel_array\n    #resizes image to be 256x256px\n    data = resize(data, (256,256), anti_aliasing=True)\n    if dcm_ds.PhotometricInterpretation == \"MONOCHROME1\":\n        data = np.amax(data) - data\n    return data * dcm_ds.RescaleSlope + dcm_ds.RescaleIntercept\n    return data","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-12T20:56:51.22149Z","iopub.execute_input":"2023-03-12T20:56:51.222215Z","iopub.status.idle":"2023-03-12T20:56:51.228766Z","shell.execute_reply.started":"2023-03-12T20:56:51.222179Z","shell.execute_reply":"2023-03-12T20:56:51.227416Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"def show_images_for_patient(patient_id):\n    patient_dir = os.path.join('../input/rsna-breast-cancer-detection/train_images', str(patient_id))\n    num_images = len(glob.glob(f\"{patient_dir}/*\"))\n    print(f\"Number of images for patient: {num_images}\")\n    fig, axs = plt.subplots(2, 2, figsize=(24,15))\n    axs = axs.flatten()\n    for i, img_path in enumerate(list(Path(patient_dir).iterdir())):\n        ds = pydicom.dcmread(img_path)\n        axs[i].imshow(rescale_img_to_hu_and_resize(ds), cmap=\"bone\")","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2023-03-12T20:56:51.562615Z","iopub.execute_input":"2023-03-12T20:56:51.563329Z","iopub.status.idle":"2023-03-12T20:56:51.570333Z","shell.execute_reply.started":"2023-03-12T20:56:51.563292Z","shell.execute_reply":"2023-03-12T20:56:51.569163Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"code","source":"show_images_for_patient(10006)","metadata":{"execution":{"iopub.status.busy":"2023-03-12T20:56:52.019425Z","iopub.execute_input":"2023-03-12T20:56:52.02011Z","iopub.status.idle":"2023-03-12T20:57:07.844264Z","shell.execute_reply.started":"2023-03-12T20:56:52.020074Z","shell.execute_reply":"2023-03-12T20:57:07.843272Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"Number of images for patient: 4\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1728x1080 with 4 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"show_images_for_patient(10006)","metadata":{"execution":{"iopub.status.busy":"2023-03-12T19:25:47.932523Z","iopub.execute_input":"2023-03-12T19:25:47.932877Z","iopub.status.idle":"2023-03-12T19:26:03.854917Z","shell.execute_reply.started":"2023-03-12T19:25:47.932847Z","shell.execute_reply":"2023-03-12T19:26:03.854002Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"Number of images for patient: 4\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1728x1080 with 4 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAABHcAAANSCAYAAADvaSIQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9W7BkSZaeh/1rufuOOCcz69bV1Zfp2zQEzAw4g5GIIQBSBK8ijZTJhDeY+ETJaDYv4jvxJjM94VVPMs0DjdSDRNJkRiNMBl0hoxEyiMAAGAAcDjC3nunpS92vmeeciL3d19LDcvftO05WV3dVZlbkqfWNZWeeOBGxd0QBsT1+/9f/k6rCcRzHcRzHcRzHcRzHeT7hz/sEHMdxHMdxHMdxHMdxnE+PizuO4ziO4ziO4ziO4zjPMS7uOI7jOI7jOI7jOI7jPMe4uOM4juM4juM4juM4jvMc4+KO4ziO4ziO4ziO4zjOc4yLO47jOI7jOI7jOI7jOM8xT03cIaJ/h4h+l4j+gIj+2tM6juM4juM4juN8kfB1tuM4jnMKqeqTf1KiAOD3APxbAH4I4DcB/Huq+jtP/GCO4ziO4ziO8wXB19mO4zjO43hazp2/AOAPVPV7qjoD+M8A/JWndCzHcRzHcRzH+aLg62zHcRznFvEpPe/PAfjB8PMPAfzFj7vzq6++qt/5znee0qk4zwNzznh0OGA+zJAi4MAIKeLFe5dIIYCIPu9TdBznE/gH/+AfvKOqX/68z8NxHOeO8zOtswEghKghRKgqVAUAYOZ9rX8AgE7WW/bv20uwT1qT6fDcw63afreeA1E75k96zu152GO4/83MIApgZsQ4IaSAEBgq9Vj1Gdq0gur6b6r/Q2zPh3p/AGAigGh9/UTr/YnX82EGMyHEgJfu30Noz3VGiCoeHQ5YckYpAgKQpoQpRlxO0+d9eo7j/BT88R//Md55552f+OHytMSdT4SIfh3ArwPAt771Lfz9v//3P69TcT5nRBV/8s47+Du/9/v4we/+AFcfPMLFg0t86Wuv4N/+i/88vvbSS9il9HmfpuM4nwARff/zPgfHcRzHGNfaIUS8+uo3kJcZuSwQKVARiApECtp9mmiy/tyEFG7qTFdZmjAjsgo1KgKF2vOr9ucSEagKVBWlLDgebwDAxJgQ7Pm35w4CVdHFfsdVNGGO2O0ukdKElHa4vHyA/f4BLi8f4NXXvo6XXnsJlw8uMB8XLMcFJRc7z1z6Syil9OOEwIi7hBhDPT+BioIDI04RIQRwIIQU+/3TfkIIDI4BaYrY37/AS6+9hP/5X/oX8MLFBab4uX3FuoWo4rgs+Du///v40Vvv4OH7j0BM+Oa3v4pvfelV/PI3voHA3rHjOOfOr/3ar33ifZ7W/0/+EYBvDj9/o97WUdXfUNVfU9Vf+/KXfaP3i8657XA4juM4juOcKZ+4zga2a23mAJEC0dJ+B8XWQbM6W7T/2dCdLKcOn9Pj2nM2MYa6GNTEmYDA5rThQbxZD7MVdtpzMAcwhfpvBhMjhAhmE2BCiEhTRAjcnTib4zOBA4EjI8Zgf1JA3CV7TBVrQmCEGCBFbr0PRATibiGy527nw3yWrp1P4nk7X8dxPp6nJe78JoA/TUQ/T0QTgP8FgL/xlI7l3EHsYgoonnzgt+M4juM4znPMp1pnSynVQaPdkfM4miCiqt1xU2eZbGypjTQ1oSZE8OD8sFEpE2KYY/17FT1UtQoiEcxhOJ50x4/W8S2R0p1FTfCx4wVwiAghIaUJMdqf3eUOXB04qtqFGqCOXjVBiQlUIwCYTdThjSAETBcTmNncPLkJVu0cGBx4dROFOprFbONcZwgRAD7Pc3Mc58nwVDyDqpqJ6D8E8P8AEAD8x6r63z+NYzl3Ax53QhzHcRzHcZzH8mnX2eO4FKqA0rJjultmk2NDm8fSkIszunwAVKFIoESgcV9uEILa/URKP0bLAYIqmEN/GOG242d0DQUOiDEhxogYp1XgmWyMX0VMMMLWlTTCVaQZhSwA5uBpbpywCl3j+9FEIeJ2LLstPIdr2Sa2OY7z/PPUBkJV9W8C+JtP6/kdx3Ecx3Ec54vIz7rObi6YlonTbjsdyWmiC3PYiDn1l8M/t79reTqn98Mg/ugwErY6ZKooBNw63ij2rA4fG8ciDlX0Cebi4YiUJnAVV5rTph3vNC8IdVORAm/u10a+2vgVVUfS7fepupAEAGt379x6z86YMVjacZy7wfmkfTkOHnPxfI4uko7jOI7jOOeJopQMURkcMS3suAYqc+zCThNT7H7cx5OANjrfGrdkva06X5rDpjtChsfdDlou/QxPR8VaHg9h69ohDhZy3HJ7iM3FM8U+ktVcOKUISi6QouZQYmwFG6niBm9DoonJ2rZIbAwrhvqaAMkFpRT7vQjSbgLHgCnG/vhzpK2pqb9Wz9txnLuGizvOWfBxFxfP3HEcx3Ecx/lsmKBiY1AipX/Rb9k2AFAkgyXW+wtCSF1AGYUd+5k2Ik+nO1q2t4/327h2RufIY5xBo7ATasZOjOt5EXEPNA5V2IEopNagS5H+1Kqw31EVfnIVtdKa+8PMJgzV0w0xgsMqBnFkhDCMjzHX6vVw1nk7Iypq4pU7dxznzuHijnM2PAfXQ8dxHMdxnOcSE0wYQFmbnlR77s2p62T8eSvkbIOYbzVr1TwfYOvAHturbm3qnbiJbp83wD2nZxR3qI9lteDkdj6nbVdSc3gCV6Gq3heiQKDNY5uIheH1NzhwF0i6KBQIgc/XteM4zhcDF3ecs0VVu1vWcRzHcRzH+bRsA4qbONJo4k7g7VeDVRgp/d/M2sUeEbmdZ4NhXKsdvQY3A0Apud7WxoTWyvPNGRNvRZ/qPLLw5FTbthgpTpimCWmKPUR5HM1qSBGrQxdzrXCw2woRWBXUwpWr2ydMdRSrjl9t3i8R0PAeEjPiMMrmOI7zeeDijnOenLQwOI7jOI7jOJ8WRc4LoFrFlHU0qo0+AUNQcF+HyTq+UzN0xoYsZqtYb/ddH7OtWydQHwEbHUAKRaTYR6La8wJriHITomJMVQRiMEfEmKwKfdphurAadHt+Gz1iZkjNxgHWrJleDtVCkE8cSq0WnZns8XUpOgYzj46d9lpjHdd6HkazAEBUIb7Odpw7hYs7zlnA9PF2XMdxHMdxHOfTs4YZCwKlftu47LrdgDVstK0KB1RlE3wMtOye01wdrg8RoFagb0e4BMyhPl+ojzsNUG6jV7FXp4/nyRzAFEywCqv7pwUigwhU68ypDOfXhB7RzZSZiTpWgV5fbj0vbP8xjpapjWids6jDZOe3tny5qOM4dxH+5Ls4zrPBm7Ecx3Ecx3GeDqVklFIgUgahZa1Gbw1Xo2t6vE/7PxHpQs6pyNNGoZpIc+rmace159DHr/16Hfnqqmlhylwr0JvqEtiEHR6EHWbqIdDNERTimtHTXDvj+a4jZybs9PdC1vdmzfihnrcz5kkTnbdrxzdQHefu484d56zxC5HjOI7jOM5nx0SVjGUu0DT1yvM2/iRCYApAFVPstoIeXTO4dyyceBWCzG3DIBp/JhAYqtJFJVXpwgtzAIfYz62UgjSEIjeRhjkihGEMK+2Q0oSUdggxIaXUhRcAKKLIS4bUNixrhhrOdag958DguIpIIgKLEdJB0EF16mATsiwth6cGPUdeW7TOEY86cJy7jzt3HMdxHMdxHOcLQBNdeqOUlOroyfblf3CobMefqqjR/uBkXOtxbBxA0o8/jmvZSNYwLoT1MW0cK4TYHTt9bKoLPhNCigixPed4zPFUto6kx7V2bRxF9X3gQGtGEa8jX+Pv7f3xpizHcT5/XNxxzpa+8PCdBsdxHMdxnM/AGh6zFVe0/22/Hn+/XX/dEn1UIVo+5mhDHfrJ6BYPzVgq25weVWvf6oHFzAgcNsduAcshJMSYrCXrpPnr9gkNos9JwDJkFX5aU1YLSz4Vdsb3Yvw9zjxz53G4k8dx7h4+luWcJU3YKSc1lo7jOI7jOM6np5QFqjaOlVLqgkngaKNTIiC2AOSG6tbhAsBcPggQXYOSV8GgIISwab46FRMUilwW+32IfVwL3MbC6shYPbcQIphCH+kKISDGCWk3IcTt86s0wYog2SrbVRQcGMAaKkyBIKK22x1obcoK22p2GhxLkktt9to2i41V6efIqbNIHlMX7zjO842LO47jOI7jOI5zpzEXjAhANHyhVwXVzB3LyFkFi1Jyv5tI2dSFr3+kj2e1qvP+mLLm05yOP7VjxZAspLlky/zhgNoobiJLG8VqLVkbN08VfGpmzqbdi24LL1rzgEQUJAIwQ4qAA5uxZ3AMPdaE019zfQ8EILJqeTtXz4p0HOfzxcUdx3Ecx3Ecx7njtDEnlbVifMy4afcBRueL0YSeze8xiCmVjduH1uasFto8Hqe5eqRkey5VcwgNIsv2/nUsi0zsCSEiThEhhi7GaHm8E+VxokvL1rF/AyQKDBXoRKii1e0RJh2EHqrPH+i8nTuO49x9XNxxHMdxHMdxnDsOc4BI6S4Y5rCpIi9lQQip/5ziVKvPC3Keu3ATh/toF2K4jl7JJtOnVZ8DWAUl1c0IE1Fax8GIe+AzgF69LlLWKvLanDVNe1w+uETaJctozLKpLw+RIWV0GT1+fKrdLgKEYC1YpAQpQ2tWYMQYgGDhyXZ/AcAgklvij+M4zueBizvO2aKifrF0HMdxHMd5AhAIgSOYdRV1TsaXRPIgpqy15K3Vqj9GtTZfEUJM3VWjugon0saWuitHQBQGFw7385CatzOOVpVSuuOHyAKUU5yQ4oTd7gLTfgdm2rh1Si6QXIbW9iboEEppQpStMTlatk5vuqrV6+PjGhy4hyqrKkIbxYotU4gf6w46J3xN7Th3Hxd3HMdxHMdxHOdOQ71RqkkQzWHTRIlNpo4ITgecmvNmzLdpj1vHrKQ/R/ud1jweGu5fz6iLS4wAJe2V6Sb0lD5K1luyQqzOnR3SFMExbI6nIhAxt8842kVMwOOLvYxB2NncXFuxOHBtGlvfKw7b5z93ccdxnLuPizuO4ziO4ziOc4chAkKwZX8biyLiLqaMLhqEWpNem5Ratg4T1+pvhqAMbh+pwohsnrMda/zbjrXm7bSfLWAZIIo2YlUDnAlr9Xms41gpTpj21pKVpnjrWCUXSCkgZoTafjUmJFPgHo5ccgGlCBKFkvbGribUpH1CCMFcPmzuHXqMS4cICGfeluU4zt3HxR3HcRzHcRzHucM05wuwhh6LFIgIQq2nMncNgSkgJUbOVlOuKt1lszpquE5nCUpZIKU1Wa3ByaPIw8TWbNVyfgZxpD0mVGdOc/uIzXWt5x8imKtzJwWEoSWrFEHJ9rqs/coEGinSx71M0KpuopP3R1WBItAq3BATmKk/pjdlibmaSikAApj0ltDzPOAjWo5zN3Fxx3Ecx3Ecx3HuNOaCUaxihAkjUnNyqusGW4eNsdaIA6j16dWlovacCu1On1NnTr1x8+9xlKtXntcGrObYWfI8nD3XmnT7wyHYOTAB5bZQsRkdE0A/RoRpGTwtc6ePk50IUCoKkD7WiTTWozuO43yeuLjjOI7jOI7jOF8QmAanDvEgSsitrJr+mNqEZY9bIW4jTtIdQfb4KqbUvB2mFpgsQ3YPV7EmdfeO/W2/Dyrr+dXsnRASUtojJqtAP0VaaDITZKkhOzYz1e/TRSi2QOX6pnRBqL325gAyAxGBhvpz4ETgEYWcubhz+t9U9fzP2XGcnw0Xd5yzRE9T/BzHcRzHcZxPiUK01PGktQK9Bx5XUaOUvHHemLNn63oZR6/Wsajcq9bHynFr5wrdkcO0fWxr3LLfcc/XaY4equNc9nj7/bSfMF1MCIEBMbHFWrsCoIqSq/uGGSrrWFYpNaBZ66gVNbGGgLKOgI1L0DEYmmpDVhvPokjrz0PT17lyeo72nj9/I2WO43w8Lu44juM4juM4zh1G1YKPTxlFmzGXZxxr2t5nGyY8Cgaj42d7O3dhZx3J4lvPSVXYae4dqAUhm7izOnrWTJ61FetxwgoH7kLNKGJZzlAVr0SBYYKMwnAMUYTYqtjX12vB0oTTybPymPf33HHnjuPcLVzccc6Kc9/1cBzHcRzHef5oDVRbReJ0BGusAz9dkz1O2AFqQLNaGHPgCK3H2rpEuLdM3crjAbqDpwk7bQyMOSBwRAipCjx2v5ILhARlKQgpbM5rfF2Py9n52LUmD1lAPApa9XEioBBAhF7PPj6n3oppPj+ex/Bnx3F+elzccc6O8ZrrOwqO4ziO4zifnSbO9Jpx4k3+DgBoHd1q+Tjb4ODS/z2OZvUQ5I07ppjAA0UpSx+xaiHOIcTqgAn9fCAFIgxmy84BgJAmpGmHi4v72O/vYbe7RKz153nOOFwdrDkrWYOWynq+o1NJitTGLUYIDAo1yDkwOPLwurbZPHnRPvIVuL2+YVyLCZItq6iI9nyg5wHfUHWcu4eLO47jOI7jOI5zp6HHuHIEVMWdlsHTftcFF7vBBIvqTlFTN6oT5yeNaXH9m+r4VAa0Nl0RYZxrWuvZQ39sjBO4unZS2mOaLixvZ58Qk32FiSlAREFFUAZxqb/q09cAE2TG3B8MgpD9Dt1l1G5TVeSlIASFxmDvUVEQi70vRZ7LsSzHce4Wt32RjvM5Ms41O47jOI7jOJ+dVvc9ums2o0R2h60YckITdkQKRKW3TvXfnwg7LUi5jViJSG/oamNYp48dx7lijIgx1T8RaZeQ9glxSgiBzU1TRZ4WnCxFoFIDj08ygOy8aCPyjMfv71UbH2Nz+rTnkCKbt2V8H1v+z/OIu+Qd5+7gzh3nbGkXWreNOo7jOI7jfHbGtdXYkrU2WTGYFapjyjD1TJ3u3KlsRrx4DSN+XAbO+G+qY13tHEwE4p6zM0177Hf3kKY9pml17aRdQkgBec6QIohTRMkFIQbEFDCXVXSik6p0GjJ1RiGIamYPBYYUATP16vXxHNMUEVI0YSkEhFhfbzAnTxaBqOJ2Qfv5cLqmfh5yghzH+elxccc5Cz4u4M2FHcdxHMdxnM9Gy4k5bcBqbhkAYJb+uxDi8NjVVcNgYKgmB9pIlUD144Qd3oyE2WNyHbmKCBy6gIQaqhxCAtW/Y5zAkTdOm/48WSBFutPIRqjsufKSh9GqJj61c6KewdMasnpIMm0dO/2+MVh7VuBbr7HkguOy2Puk+txUjI/jeI7jPP+4uOOcHa7nOI7jOI7jPFlGp8562+p0EZgQo6q9krzdR8QcNSKlO3x+lual1dHDG2EJADjEOiJmx+BaiW4iU0CM26as7fNZnbkAwJLBtbpcYaNabdysnwevzp1tI9btMbHx79Nj33pfi6CcBFA7juM8a1zccc6O8Zr5cTWWjuM4juM4zs+GqoUo93Gjk5wYKdn+FsI0hZqNY26VNoJ1KhB93L+Zwmbspzl4mCOgAqiglNxdQMyrkNNEnlaDHidrwyIiaBGEFGx8CkCIjLwUlKy4mBLAJriUxbJw0JrAomXxKNv5q1jmUAi8TSHdZPdIFYK45xZJae9ZAJPWwGhFLvLc5df4WJbj3C1c3HHOgo/b6ThtPXAcx3Ecx3F+dk7HrRqiUlujZP2yf9qYhW0gs4hAtY1xjVk7vBn1ab9rmTotSJk41lGoMIg+NobV6tmZue/4cWBwCF3gaQ1XHNhGroKi5IK85D5SFVIENweONCcOINnG0Khm64gokAs0mFDDbbyM12wgZhvf2rwXvP5bVZHLWiN/ru0gt0bmfCzLce4ULu44Z4VdFD/vs3Acx3Ecx7k7NNfJyGn+zuntVl++Cjpcq89tgGu9L/NjXNZE5hLCmsNDWOvPm7DDgzBk4k7orV3MsTt4gLXdah2ZQh+vOnXVhDqe1eH1dT4uu2f7+gHCOPpF4LB9DDOvOT5sx82jOHaGPHac7IzP13Gcnx0Xd5yzRO2K7Rcdx3Ecx3GcJ0ALQCYQRMsaHlxzdjCIPdYmlXvAMYCau9PcOAKAoVo2jVtt7AtoI2AmCDExQGv7VM/eac6cPpKVuugTY0RKO8QpnuTh2LlYNXk9NjM4WLAxESCFbok4TaThsO2zYibgMYJPC2Duz9NcOao2FlYdQlIEUsw1VMTXrY7jfH64uOOcBachdZ6z4ziO4ziO82Rormgi3jRXMK8Ol96ctVpXht81MUcBrI6e3jA1HgsK0lVMUpV6m0CxNlMxR8SYurAT44SUJhCFGqBszpgQguXiYBV2Si6QLCilQHKBiNYa8zamVZu8qpOHmOoomWXtUKjPHa3GnMmOQ0x1BKy9VhsBI6ae12PCV1ndTEyQopBckEs5+zr0hqjCtSjHuVu4uOOcJZ6z4ziO4ziO8+RoGTnt74+9H0zkCWytU2awud1yBbTRpVXE6Zk7dQyrPaaUYoIOAA4JBOo5OzEmhDqCRRSqoBM3x+AYbtWpA5alU/JJS9XQCtZcN1sBC2AItLqIgPV3YwbN2C5Gij6apQqULAgR0MH5VIqgyHPSmPU8nKPjOD8zLu44juM4juM4zh3HhA1rwzqtFDchY5ulIyrgWiM1Cis2nnXbsTMKO+P91+NGUKghyrxtxOKwBhebmydWccicMZah045DXcBp4c7tdvtZgSIIJ4LQWNIhApAIpFB36ag294+5dMDm/CGy42MQfmz8i0BsmUOqFuhcnoMikHM/P8dxPj0u7jhnA/soluM4juM4zhPH9BBz5Iz1560pa9NwhaFV6zHj8o9z0ADVucOxN2PZbdqFo9Pn4NaSFQJCsMrzlHaYpj1inBDjhGk/WQ36ZOejxVq6pNjzcmCkaT3XPOdeY94yceyPCTrttYTYxrZKF4cQbFxrPtq5tudVrGIOkwlAIYX2oiGiIBFoERyX5ezr0Kk7lhzHuWu4uOOcDY+7GPossOM4juM4zmejNUv1mu7eOFWzdKBDo9Uq9oyZPI1tPfrjhZ7RGWSjTbXxisLGQdNGsFprVnPzxJCQ0tTdN2tDljlkNuJEc/LIdtysuW+IAAoMGgWmoQmLmBAC99GvUsrmuZtzh8N6/5Hm9ilFsJTiwonjOJ8bLu44juM4juM4zheBJu6cCDynIk2vH+8iCG/Gth4n6pze1gQiE0TWiGGRVQAhmIOnjWmF6uLhEMDRgo2ZCVrHo1Sbe2cYf+ruoI9/2c29s74FtHH2cAx99Et1HdPiGs4cIvfRscdVirdA51yKN706jvO54eKOc3aM18zHNFM6juM4juM4PxN1JAtW5d0cOjFOvd5bYTk7BGt/imnaPANT2IhC6zOf/KwCEUJogk4bvxpcQKODBqhjWr1Ba0LaTdjtJ8QUQUzIy+qmISZoVnPmABCxf28EH6wuH2ECy1rzzrFWsou9ZhNxmjvH/qgI8lIQp4SYAkKMvYFLtR47oDt7WoPW9TyffR26O4sc5+7i4o5zdvg1x3Ecx3Ec5ynSq8xNgBEpgEgXO0C4JZYwBws5HsakAPSF29iOpVUsIgr9OG3sy1w6fEsoao+3Bq0Iark9tYJ8PPcQQq8lVxEIAAi6ANPOS+vt9R523MeEHjchiAj9uABQFgug5rA6j0bXD4A+pqUKHJYFRX5yG9nnjWfuOM7dxcUdx3Ecx3Ecx/kCsBmVGurNmYPJH2XbmKW6VnufPkYHUac/f/+dwKwt6M1aY5PW+Dz2OK6CUwtZtmyb/nxrGnIVVwgqgCpBmEFaoAB4tHw/pqjDHDYKhmxyd9rvWsX5pjq9iDWE6WOatwaRRIrgsMwoIhBVLwpxHOeZ4+KO4ziO4ziO49xxmnvGAo5X8WLM1dmIPVJHoVQhJfe2qFNhg4ZmLGDN3hERhMHxgiEwuf8JASGmLvjEGG1sqglCVMewRGtWjgKh/p7Rj6uqoCETaBR2iK35qmQTaZbjDI4BMQaEXdqEKRPZSBqgCG18SxXzzdyr2gEgzxkaBCJ1jEsVpRQ8OhzXUGUXdxzHecY8PuLecZ4xtmDwi6DjOI7jOM7TYBVuuIoReRVw6u9tNIr7uNYo4LRRKh7Ckce8nSYQbRicPw0mrtXnYXO7iSdxDTEObC1XzJuR/dMq9iZQMQ8jYc3pU503OmTujGNXTTQa35/N6+G1Mr0spTdptYyf8b4QxaObA+acz7oO/TSXyHGcu4OLO85Zc+aZdI7jOI7jOM8dIqXXh4us7VPNMXOKuXqGnBnaVqb32wY24gfWkStiRgih5vFw/9NCl/sYV+Au5MjH5Nh0txDb+bSxKynbkalNc/ow7jU+z8cdo7V0icggdm1HuogJYEKeF+T6njqO4zxrfCzLOVtOg/wcx3Ecx3GcT8NW0LBGq2JOm5L77Rzsq4H9jjY9WKoCFYJgrUgf83g2jp42+lVdQBxiF29CiNWhExBDRAgRMSbEOJlbpwonaUoouZgAVavQiQgish67Hqf9u2Tp7hog1grz23vZJjJZro+qQrJASYAUN6+tuYG43q85gOIUN+JOE6SON0cclwVZCnZIn/U/muM4zs+EizvOWfC41oL+b7jA4ziO4ziO8+lZRZicl/pvG4/SoSWr5dY8LotHVVE0AwIEXtusTu9DVGvQyRw6bQzMhJ2EEFJ36HAXdyZM0wXilECEKuBUR4xQrSa3544pboq28pKrAKRd+GFmxMlem+TSRRlgbbcCbLyKI4PZnEKjYCNFwUHBNZMnxgAK9lq0CBAY0lw62d6z4/URN/OMORfc2z31/6ifCm/Lcpy7i4s7zlnjFx/HcRzHcZzPTnNEq5zk4BCBFL3+vN4ZCgwCz7YhS6GASM/gOQ1oBrYZPKtrp4o6zGA2YafdL4RoFePchKLh+MxVhGqv4+Rch5+Z2cKQmaB6UrfOa9vWGASt9sT1WKPDSaswtW3KElEwKShs75uXgmPOWAY31Lnha2vHubu4uOOcBY+b73Ycx3Ecx3GeDCI24lTEhAciE0yseSrU+vJBwFGpuTjU27Oa66P9m2vd+XbkSyEQhPY70K1xLHPwRIRgo0ur4EMIMSBUV0x77pgilnlZn79sM21UVteOjWLVGvaTkazm6uEQuohTcgFiQCCt4s/weuooVhdxquhlY2IAhlygNjJ2XBbc1HM9Z9wZ7zh3Dxd3HMdxHMdxHOcO0wSaMuQZqhYoCQLZKBRzqE6VcuvxJvRQd7GMrVijsHPq8Gk0QSf22nMb3UppMtcOrxXoaZcw7Uz0KUUgujZfmbCzhhgTWQZQjQoCB0JIsR+jnYeIdBGmhSeTVnFnKZBckJlQiiCk1V1kz6kobKJQqH83YUiK9OdWVZSl4Op4xGE5f3EHcBeP49w1XNxxzorRwOPXG8dxHMdxnM9OH1s6WVyZMCEQaeLOiSOmCiGn9eOfRBNW7PnC5vbmBmowhz6KxTX3BmzV4n2UrP/BWnMO3oxFjS1Yp6LFqUM8z7nXp/dsn49p+5ICEA916rxm8xBbHpAAICWoKA7LgsOyQFTB7kx3HOcZ4uKOcxYw+WiW4ziO4zjO08FGqRS6EUBUFaXkTW7O9mFam7Xsx7VJSrp7Z2zMGu/Tj4HbQgsRdzGFR7GkCiZEBFETVLS0unYbv2oxOgyBthar1mTFVP/GrXMaBZ88LyBmxBRrPg/fPu8hP6iNYbV2rfqkICKULOYcqrlAx3nBYZntfr62dRznGXIW4k4Rwc0842KaPu9TcT4nRIdAO8dxHMdxHOeJQyAEjr0dK4QIERvDEilIadcFjWWZgZqvIzLb6FTNzen5PNCTbJ64CiKSoTqIIYNgMgpJNq4VNyJPWxM2UUdysVpyJnAMKEuuFeZls360JqsCkjUwud8uqyupuYT4xLFTckHJBcSEUFuyiEwwElUAeTOyNYYv1yfG8eaIR4cjigjCz+h4epaM75njOHeDs/jEeXg44Hdffx1vf/RR/eB0HMP/34PjOI7jOM6Th4i62MPEvc6cKYDb6FS9j6qiSIaUNYzZbpfucgGAEFpwsv3eno/7czWYGDEmxDghxgQago+lCCTXivHhueuBuwi0eR3dVWMV5iVLbwVbG8KwNnDV5xCxnJwm/BCvziEistcTuYY02znmJaMsGSVbVk87h3Ze+bjgejZxx9exjuM8S87CuXO4PuKf/vjHAIDL3YQpJqQQPuFRjuM4juM4juN8EqPGcGtMirfCThs3srGrtTZdVS3c+GTcqGXrqFrduWENXMzh8XXpHBA4IoaEkKwivYcUiwC5uW0GcaeeV3PbUH0uDsFqzLWKOsP5ng5FEdn/hLh+zxARsBCUFTwERYPXynR7b7S2ZwlydfdIYHAbS2MCBFjmjOOSkUWw+5n/SzmO43x6zkLcOV4f8Fv/79/CD7/5Q1z9S7+KP/WVr+CVe/cwxbM4PecZ4qPJjuM4juM4Txrt41fA6toBWpNV7ALM6MQhYlBgRMAycFQwL4eNWCOSAbWmrRhzF4bGOvF+zKFxK8SEmCZMu9SryTmauCKlVGEHG9cPMdn5pGgjW7IVqkLaVrO319HGqEIMvQ2r0Y4luSDUMSwi1EBngFRBgRGqcKWqltlTHUAhMEoWABkcAvKccXM44jDP2KfUa9nPhdP8Icdx7g5noZ6oKj569yMsxxn/PwJe/6Vv47uvvYZf+NpXsU/TWc+rOo7jOI7jOM7zQBujGgWY0Xkz/ixSeoU6MYOVAK3iSxWKulOnVqm3sa1TjsfrXqHOjI2A1BjHrRRrU5eU1S1kIsyandNGr5oA1EanuujT6tOr2agfM6FXmgeOKLlsMoFQj19ygTLfGgejmrsTYkCcam17Pa88L8hzxtXxiBcvLz/tf6qnhgs7jnN3OQtxBwDmmyPykvHjP3wdHAOO84J7ux2+9tJL2KfkLh7HcRzHcRzH+QyMteJEOoxRnd5vO37VRrQwCB+jC6chQ5U687p2L3lBzguYI2JcC1RocOQwmzgzunGkyFbAwVacELHRLZv+oo0rpb1OKatowxCUGs4sABhcg5W5O4GUFKiuJskFiADL1lre3D12bOrHsPYxQZ4XXM8zimyr5c8NzwRynLvF2SgmLQn//Tfex+HRDd743ht4+N5D/IU/94v4xisv49UHL4B9ZsdxHMdxHMdxfibGqnHVdURrvf201pw3s/J2n1UIGgUWJnP2jM/JzJimXXUHMXKeUUqGSN6EITNTvz9HG5dS0t6E1Y4lRRFIq4OGUIpAcsEyL9WBE0CPcQOprg6gNNnXnjybuyjEAKT6+pgQ2Fq42s8qCg28hkUn2YhRIoqSM6RU4SjYa8lLxvH6iA+ur5HPXNxxHOducRbiTvsc5hjAgTEfF3z4zof43d/8XVx98Aivfecr+Oe/+/P4+S9/GbuUfEzrjkKPEe/cOuo4juM4jvPZ2GTo0MnI0iDKhMFtE2Pqv9+IOYPbZ2yeAmxciznUpixGSjswMbTezhwRQkRKO/tdrCNfbCHHJuRYU5ZIc8OgPreCIT2Hh2NAmhKWw1zFlbi6iOroF1RBxAhgq0ZvI2hiY2ineUBIrZIdQLBjiijkuNTq+AAOhLSbekX6fJiRdtvvJyULPri6Qi4Fouob1I7jPBPOQtwBbHOgKfcqNuN69eEV3vz+W1jmjJgiYgj40v37ePHy0tu07hjs1zzHcRzHcZynhm6EDAZoDde9FbZM1nxVSu4ZPOvzrHk9LYeGesuUrE6aoQK9NWdZvXisNegJMdnGbmvK6lk84xjWGJrcx8SG5qwTaLiPVEEHp5uFg9gi1V3D4fbm8TgKpkVQABDHNXQZ6GIUC4OC5QCVUnB1PCKXKoy5uOM4zjPgLMSd8fOOI4MjQ4tgmTPeff1dPHr/IT54+wPIXxb86a99Fb/49a8j7PeugjuO4ziO4zjOJ9AEnCbEtD3SUIWKUeCx9qyt0FFK7uHKwLohy7y2bBmMEBJSmhBCqIKSIMZkAcQhIqUJKe0Qp4iQImIy9w6AHmxsx9ief2DLx2m3MzM0BnCrNR8r0OuYFAtbbk+tMO+un5qzAyKUpQBxyPGBPEY8GkfUWgV7fXwp4MXOPyJCVbEcF1w9usExZxQRnzpwHOeZcBbijl1QFDyGs8WAfYooS4aI4r3X38M/+v/8I/zom1/G937pLfwrv/CLePHyAvd2+8/79B3HcRzHcRznjFlDhUNYl//MoY5dSXXpSM/IYQ7d7dMEHAJBRQAOYAqIMVlFODGgAqq16gRCCKk/LsYJqgUiBSJSnUHb8GTL2ZHekBVT7CJNMxapWGDx6ELa31u/C4xV7iptbIyggk3oMTMjpIAQA+ab2Zw3bA6etEvgaCJSKXZbCFYJDwDzcYGqOX1CDEi7ZK1a9Xlby9bNoxsclgVLyV4M4zjOM+EsPmlKLrj64BH29y8QYt0tCNXqOSWzSy7Ao/cfArAP/398cYlvv/oqvv7yy3jh4sJdPM85oo/P13lcDo/jOI7jOI7zs2E15bGPUDX3TRu96verAkwIoefn8BiwPIxM2dhVrVAHd8cLNTGoO3wYRBExWOZOy8bZHLc5bHoWUPt5GNcSgWA7YjZm9YzPp0r99ryUPn6lqsjLabAzI0Q7J3P1EMCEQLdDmvtIVjumCCiE7vIhs/ZgOS44LDPmXHBv9xn/4zmO4/wUfCZxh4j+GMBDAAVAVtVfI6JXAPznAL4D4I8B/FVVff8nPc+yHPHee2/iwfIKODB2lzs7sRAQU4CqXRSuH17j/Tffx/XDa4TAuPqlIwIzLqcJMQQXeBzHcRzHcZw7w5Naa6sqyq1cnZqVUzN11lBkQc4zVAJCTIghWW5Oy5/5+HO10GRqYg5vjhPjhGmqQcotY2cQXE7pNejV3SNFQQyQrq9DYa1XUtaK81GEMheNVZOPlGVt4iImhGThzBaabC4dZgZCcxRtm8B6OLMIShaEGPtoWXuflsOMw7wgl4JzZJNl5DjOneBJOHf+dVV9Z/j5rwH4W6r614nor9Wf/6Of9ATX1x/h7//m/w33H7yM1177Fl577Tt46ZVX8cpXXwYwgdhmY3f7CaUIjtdH/NFv/zE+ePtD/Ogbr+Mv/6VfxTdfeQWv3L/vM63POafXdm/LchzHcRznC85nXmsD6Jk7pSwIwTrAl+WIIrUafBjXUo1dHFHUQGI14cScN5aTY+HHApCNYwVeBaGxen1ZDr0ha7e7BIW1YavkVeAZM3fyUlYXTy69fcNcNpazI0UAzJvmXWAY3xJzAJUi1mgVAkJkxClZDTsTqKzCVQjcj9Oze5jBEyPnweG0WB06M9VmL+nnHaKJP8uc8fBwwPU8/5T/mZ8t5G0mjnPneBpjWX8FwL9W//2fAviv8VNccA7HKxTJWOYjHj58Hw/eehmvvfttvPjKq7h8cIl7L90DBUaAfZAfr4/48O0PUXLBP3jxEg+/8w1869Uv4RuvfMkC19zF4ziO4ziO49w9fua1tuXepKHVag1ZtgycmqeDWh1ehZ4eoAzq7p3mygFa9TmD0IKKTfjZtFqBh+PJejtvQ4tVCRoUWivQiVvGjwIR3T0jEOiyhieXJffXxIH7H1UFWLuIMY6C2bkApACHsakLIAGUsTaBPebxIoIYAkKKPXy6FEGcVueQiOCwLDgsi9ehO47zTPis4o4C+H8SkQL4P6jqbwD4iqq+Xn//BoCvfNKTmG2TsSxHfDC/havrD/HBB/dxc/MIrx2+jRdffBVEX8G+DqxyYMw3M64fXmM5Lvh+/D4AYC4FL15c4v5+72NadwTP3HEcx3Ec5wvME1lrowccN4HCRJaWtzOut1roMg0NURxifwzT2o7Vs3AwjCydrN2It4LS6e9aUDGpAggQkl6HXg8IEnPIaBEQCJILWsN4zqu4ExdzDHHknsVDorXhqp2DbRR3camGHUsRENXHqAIhbNwtLSy5vY7u6tm4iAZUcT3POA7n5ziO8zT5rOLOv6yqPyKi1wD8v4jon42/VFWtF6NbENGvA/h1AEhphz/1p/5HECk4HK5wPF5jWY54/fXv4e23f4D9/h5eeukr+Na3/ixefPkVvPDqC5guJuQl43B1wBt/9AauPrzCj1/7MT78i9f48z//Hbz2wgvepOU4juM4juM8zzyRtXYTbNpIldacHXPomPggujp4qNaWNzEjhNir0mkQcEZhyNqiQnf15DyDaAciRUpTr0MXKZDMPQy5nR+IwKQI1EarBFLMJWONunU6TBRZFnPtVEHFwpcLrh9d4eLeZR2Zqud5kthgz1tAQuAYoEWA0PKB+ntXG7eqg4gAjqtzp2SBiGKZl+78ATNKWbN5RATXNwfczEcUEXDrnz8TPHPHce4en0ncUdUf1b/fIqL/EsBfAPAmEX1NVV8noq8BeOtjHvsbAH4DAO7ff0lfeOFVqBbs95eY5yNKWWwOuGQQMY7Ha/zoR7+H9967j8vXX8TLL38F037CdDGBiHC8OuCDN9/H7/7D38O8ZPz8V17DL33963iw33sOz3PEqVHHM3ccx3Ecx/mi8qTW2syhL6hWZw0jRhNjWhV6vS9Cbb5qY1mqaxOVSNmMaRGqg6U68ZlDd7kEboJS3IhAYEKo7hoM7h9UUaWLPcHOU6o4YjXsBNUI7kHHAaUISrE8oTwvfTQrpttfdYgZWkoVsMKa06MKkeZCAmTO4MhDxk9z7azvYWviiil0V5SNcgGkZJMGR6tax5mJO47j3D0+tbhDRPcAsKo+rP/+twH8bwH8DQD/PoC/Xv/+rz75uQL2+3t1ByFht1tQSkHJC47zDUQKSsm4vvoQx+M1rq8fQqXg8t6LuJzvmzpeCkoRvPUnb2Pa75DnBS9eXOCbX/oS9ikh+Qfq2eMjWI7jOI7jOMaTXGsDq0DThBSrKLf18WkdeotMaI1XpUh3swCwbB6tI1f1fmMmTxc6mIfbqujTMn7GvB2xvJt6OptGLqIh74YtgyemGsQ8fJNRDch5RimCvGQkil0oos1xqoDDBA5W2tJq1Nu4lj2fggqgw/q0OYeongcAlGziDjGZC2g4p+W44JgzipyMbDmO4zwFPotz5ysA/sv6hTwC+D+p6v+diH4TwH9BRP8BgO8D+Kuf9ETMjGmyEaoxqZ+ZcXPzyCyOKpiXI3KeMc8H/OjHfwBmq1X8yle+g1df+zruv3gPy2HG9/7xH+LtH7yNj957iH/5134FP/fyy/jSgweewXPGPC6wf7wAO47jOI7jfMF4YmttAL32fP2ZEOMEVYEIrSHKrcIc1N07bYxLVbog1J6TNuJHFU7AUKwiTowJ+/09pDRBtEBygaQICgwtNuJkrVPUHwOgBzCHwIgpdBHIbs+QWRBTQGn14wvZeRbp2ToczKFTSoGKYJlzHwcDtuNJUgpI1yDl0aEThrEsVK3GRB6rQwdlqATEScHECJEwH2ZcHY845oz9NJ3VdxFvy3Kcu8enFndU9XsAfvUxt78L4N/8WZ9vrSC0md6WRN/rFokw7S4gIsh5gUjuf7/zzg9xc/0RLi5fwMsvfwUXDy6wzBnLvACq+LnvfA3/w29/Cz/38isetHymfNzYr7t5HMdxHMf5IvIk19rmuhEUFZBYng5Ty7vhjWDTHDYcQv0dI4Y9ipRap85dgGmunMBhs2av52nPR7YZa7k7uyomrbXnFBgx0nZDTxVS1vBiVQCDsMPM0BhASx2vigAQsZPL7k4KMSCm2DNxSoEdd8k1H4ggIYBYe4CzFAWTuX36JqOqCUNDmHJ/r7SKTqomKLGNkFGxzJ3lMONwnHEzz3jh4uJ2/sDniGfuOM7d42lUoX8q2ryv/XsMaeNqxwwIwT482y5DzjNynnF9/RDH+QDAwplLyZgPM+bDjN3lDiULLqYJF9MOL+z3Z6ecO4/HdxQcx3Ecx3GeLD34mLcOHQBdnBkr0wGAOICHYSmrPyegCkNUxZ0QgrVpMYOlOns4IIYEZqsNV12fu+TqiKki0Zi9gyGceFy2jz9b6LH0HJw4ReQ5Q6TdrgDWKnM+WVtatM+2+UuLNGMORBikYhk8YllBG2ErcBdsmvAkdYQNAHIuyPOC63mGqOKcQiJ8ne04d4+zEHfaB6SJ47K5rZ0iMyMlG93q1lC5gGjBfncPuVhOzwcfvImrqw+Q0h6Xlw8gueDR+4/w8L2HmGLAz3/5y/i5l1/BFM/ipTsVv744juM4juM8PZpg08SbMQoBWJuvtmKHCSwxnopAa0Ayk409hZAQ49SdP6v4w+DW1FXryVuT1fH6iLRPiHENNm4jUZbNU8852EgZAVCpQkq28a7DnMFMCCki7RLynJGXGTePCPt7CtVUm7nYgphjFbCYEVJEiAEiglKFpVIEGASaNT+IEAKD63G4NmxJkZ7ZQ2Q5OyqCab9DWTKO10c8Ohw8asBxnKfOWSgcLaHfrJ12Sq2y0X6vKHnpF50QAnIWC24DI6YJadr14DeRDBHB1dWHOByu8P477+LdH72L5Tjjj/7st/HL/4Nv41e+8U3sUvImrTNB9HYzlttFHcdxHMdxPjtWG563jU5ECCFZHAIUzDKsxaSGKFsAcgmr8NJycJgDAgcTbjgixQkpTv2YqeZp2lhWBPM6xtXCmfNs63uZIiZUEccOXx0x2l5Af16OAYdHN1iqQ4cj9/Najkt/Dct8rBEPR6TdhLRPlsFTK8ulFJQlI8+5P/fqygFCipvcndGxgxa+XF9HiHWUrYpXJUutSWfMhxnvXT1CLsU3lx3HeaqcxSfM+J1+tIKOqfwAICUDRObSbIFtxCCyiw/BAtuAVLN57EN9nm/w0QfAD/7ZDyywrRQ82F/gqy++iBcvL13gcRzHcRzHcb4QWBRCW0dTX0P/pJxDEdn8vrnoQdHEmv5nyO5p63kOIFrrxrszp2bq5Hmx+wdGCo9fk7cgZQDQnFGy1HMCQhWeRARlsc3imKb+PUJE+zEAWCPvUpCZEZI5k9rIVnMIoZ6jCVHb7yRNvGljTcy0jnSp2mha2I6eXR2PKKoQVY+GcBznqXEW4g6A9YN0SN0XkeHiQch57h+czC0MriXXS7d+prQHMyHnC8zzoefy/OiPZlx9dI0P3voAly/cw69+51tIMeLBfv95vnJnoF+4HxNa5ziO4ziO4zwBtLVTVdGmOlJGVw7VrBoQQaT0PJ42rqXa6s1b3k5cK8tVq6izVqOfikdEJqbMNwfLswGQpriGDve14JqHI0VQckHOGZAaxpxCb9vKOSOlhJASYgqYjwvKUjDPs+XwVAeTSO5CU5xqVlAMNqJVZDhHcxNxDUoG0N+3xrRL/TFBGRxMKGpjW6UUPDocUVoG0JmIO+6Qd5y7x1mIO0Sw4LUhYR9o4s6awRPj1CsZ7felz+O2pH9VRc5LFXkSLu5dmnvnMOPm5iE+fP9dPProQ9w8usGP/4VfwJ/+le/i3/izfxYX04QUzinm7IvHGJDnLVmO4ziO4zhPDmu1MgFG0SIPBFIKRNfwYq5rcnPDo7pfyiYeIcapizkhJPvD23W0SkGcdkhpj5RSF0/iFHt4shQbpVqWAw6HK5RSsL/cY7qYwCEAAX3c6nB1gBYBx4Bpl3ogtA4Onv2lNeuWUiAiiCkipoiw1HGppSDnGVePPkBME3K+jy999bU+2gW0enPtgg0rtt+YmihSnT0cwmZ8a5kXhBCQWiZPLrj+6BpzXlBk8okBx3GeGmch7gC0UfuB1bYJjB+Aq0re7ltUu3tnfWyBCLAsS0+1T7sE1XsoZYGI4J0fvY1pl3C8PuKFiz3+zFe/hi8/eIBdSk/zhTofw8cFKrvI4ziO4ziO89kgAgJHhGhCDFRN4Cm5b6T+5MevOTmnsQmjK6cMDVcgApO13Tb3izXgbtftITCAHYgyJK+5OdMu9QyeJrRQYIQYLA+nNVLVY4ZYvxtk6u5/Oz8yd41oddJMmHYXIKzjVBjGqk4dLa1Ba7Mm5dWRtL5HqwMKgFWjE6EU22Sec0GRT36vHcdxPi1nIu7YBYdaBaIqQHLri337UB7nhEeLKDCO8RSUUkAzI8aAOCXsLvYoS8SyLLi6+gA//P2Cj957iPsv30cKETEEfPnBA1fUHcdxHMdxnDsEVWEnIsaEnBfgJGR5RMeRLdzebOuiCMaGW6CUpYo40QQhZhC1dipa3TbDup2jiT8REZIFebYGXCJCmizUGEPDVhujAtDHo1r7Va/3zqjPAYAIMcWe0aNlgso9iNoxSi4m1NAq7HQRSxRgoBTFmL/T//Dt94freYgoUMfIluOCpWTITyGkOY7jfFrORtzJZQEJIfB6Si3NvufuYK1lXGd+BQAPv2/hZ6G7gWxUKyNNCWmXcBnu4eLmEtePrvDum2/hb/9f/jbe+pO38M9+5Tv4d//Sr7mD53PgcW1ZjuM4juM4zmeHiBFDAgdruApTgEKxLPNm/aVqkQhFMjRrjT1Yow9as21bhzenDgCISm/gSmmHadpjSnukGm68CiMAap5PqO1SLT/n4sFFzQNS5HnNxclLsSybsLpl2lhXSLGLMt09wwRWhhQFYxWqOJjr5yLeM3dPEWvLUkUQqzgfhZttLbyFOjO3szdHVPtde5xl7dTf10r35TDj6njEccm4t3uq/6l/aujjbPOO4zy3nI24A6yqt0JuX2hEhnlghkjpWTujnbRbRtEC0+oHdFntoEpUZ3kZy7zH8eaAH/yzH+Dm4TWIGf/iL/8ivv7yy3jx8tIT7R3HcRzHcZznHBvD0jqORRRAKgghbhw4LV9HpFigslrLrJWZbN3yDSYLVWaytqwYE2JMdv/aQiUiCHi8M56IICooc0aaIkKKCESQYnlAOQuON0fsL/cAaxdq2nnEGFCqQ6Y9HzP14wMWHtxyg5r4IoUhLDUgmcGqUBGgZ/loT4cY3UkiCqojV/3dFYWSPX6NlqjHLYqcC66PM+ZBDPs8edz4meM4zz9nI+50Jw7JoI6vls92QQIsU4f5J4cfi5Y6SwsQGCCB5IBSP5zTNFkg3BSxHGd8+O4HON4ckXYTXnrlBRRV7GLEfppc4Pmc8B0Fx3Ecx3GcJ4NtlrZN0GGcqf8J0LqRuo4lCRQKiADD2vvjxrXMNR97cHNbr4+ullPsOwBq/g+q+4f7yFRZcg1/NsuLDPk3VOvLWQGpkQ62frTjtOOVXHojF3PNA4JA1QKPNWgXYpgG0UMwjF5tm7vsfQJIFYqh6VW0Z362VrKSCw7LgiXnT/Ff7ung62zHuXucjbhTSgYR1w927fWHHGLdKTCXDvTxKnP7QG3P0z70QwjmBBLFsnCvQSRmpCli2k/40te+hIfvP8J8OOKf/r3fxqMPH+GPfvnnMf8rfx6/9HNfx8W0c4HHcRzHcRzHeU4ZXCaqWMoMAN2NQ7AWLBHqFegxRBQpyHlBKQsCLIw5xja6xAghokgGMkGDYtpdWK14iAghmWs+MNIuYdpZY5aqZdGomugyjj61qnMiQoh1DCsODpzBccKBkWKsohFZZo/Ymr85aLTXl2sXdZrIVDJAZK4aCowg3Fu2mBmx5v2sI2h2bFVFjCZaqSiKaA9zxvB9IaSI+WBjbyEEfHRzg8OyQFT9e4XjOE+FsxB3VAWlLCbeAD2AjTn0zJyeZI+mipe+62CuHlkto5BNWn3bLShlqfbOBWXJkMsd0m5CSAGXDy57e9a7P3oXec44Xh9x/W/8Gr796qv4+ssve1X6M2DU7twu6jiO4ziO89lpWTgAEKqgIycjRH3cqebsiApEyuY5AFhLLVnTbQj2VUK1oGTtz6kqdTRryKGpmTltfAowgSZEhqo9TykFmFFFmakfd83aRBdYiIBSxmgGICZz6ZcMc+T0kTP7n5bZU3IxIakUhCHHR4qAQ6tpL4BUEaZuDLfzEaluJtgxm6gjWTZhz82VtMyLZe5kawLDGYg7vs52nLvHmYg7FsjG3MLIuAe4bSACKVaBBwqq/9c+niyLh0Dgbp0cRSIiBYlgWQA6cp/LDZFBNEFVcbg64oO3PkDJBV/+5pexlIJdSt6k5TiO4ziO4zyX8MlYFTP3tilgW2yx1p6zrZ1pqA0H6jrdykv671CgKpsa8lNGQeF0E9aarARCBCrURSATZEJ39oxCT/u5BzZzPd9PGDlqDiBVC3Iea8zHvJy671zPW3ojl4iAiuV4WgSEsYpb7TX2A2KeF8y5QFTh28WO4zwNzkbc6aJMn08tmw9YqjsE/f7mpQRg870kzeFTU/5L7op5CAEhpB4aZ8ebgYMp7KqKkCJiDLh4cAlVYL454o3v/wh/9//63+LtX/1TuP4Xj/hXf/GXcDFN7uBxHMdxHMdxnhuamAMAuWQbnSKG0rBhqoLSWqVqZk4pxZzvUmrujTlTphDBxAgcoVgFnZIXhBAhklFKBhABtnDkshQgmmuFAgNDdk6jhxUzm3unbsLGKSLPGcyE3eUOLVNHRZBnE11CDKCPEZWkKAIpJJeezcPBRCQLWSaEOmrFzOBAqxBFBI4MyQWAAIFNGOIqRrGA2e6vUJTFcnU4MEKK/fvM8fpoY1kigH+XcBznKXAW4g5zwDTt+4yvQqFSILJWIMa421QfxrRaNdfwZTEfDwWzfrIMLqDQdyhM+Cl1LtcuRruLHXRSJADTfuofyA/fe4g/+K0/wAdvf4Aiil/6+tfxnVdf9ar0Z4AHvTmO4ziO4zwJTLCBCiisuTqBw+qE5wBW3ghB1jQ7DWNcguPxxhqmUgaH7VeJJc89b0dFIFTAZQ1SllLX60POTslrVXnatQwd7t8BUDdqC1ko8nxcbPRJAEHd6xVBXmquDtDbrrQFGi8FIYX6egghWY7PtJ9QFttQljriJUWABf38mg3HRKCAJOYMas1bpQjKYt8bUs0V4sD2PKrgGBBTwPH6iKvjEXOdCPi8ISbP/nGcO8ZZiDs2Bst9JKvN97Zw5XE8q4k4QL34UICg9JnW9TlN5BkfR2jWUgaqdbSFwIV5TdW3EDd77FEEN49u8PYP3sYf/Pb3zOXDjG+/+ioCs38oOo7jOI7jOGcNEep6esyyrI1ZIGAoIxndNKuLPoEoQ2TdVBUV5Dz3QGYeatWZhxzNKrRIy8qU22NTRATl7fFbExVqAxZHNqdMli7SmFsGIAaY1wweK08haBlqyYudAQ/ZOcTUN3oha2ZnOz8tWyeQiUUKUoBkzfSxr1QZcYrV4YMepBwBSAhYjguOZ9KYdeqYchznbnAW4k77WCRixBhRCpn9s9iH3yjotJ9FamAZERgBzMN87zjoWhX3Jhi13QhVE2/aMY5Hs4KGaMo7MyPs7MKxHBc8fO8hfvv/+9/jcGVhaK8+eIDLacIUz+ItvJN40JvjOI7jOM6TgDb5OMsy9wxLojDk1jSBhevau63PA1QjREoXdEQKlvkAAAgxIfGawxM41nIUBphqA5adSVumM1NtwiKQtvX5GoAsRaFkm8AcGGlKyEvG8eaAtEtdgJEi3YlUljxk5wAhstWbV6cNikCHGnX7m3tLV0zBnDeDc6mhg4Onn+dmrRohRbDMGZQLVBRpsu8JHAvmw4zDsmAuxRuzHMd5KpyJMtE+yC0IOYQ678oBy3LoVYYFuY9YSck1d2e2nwfxRgFAFTnPPSjOAt4ymEINW2OEYBeznDOIMpYF4AMjLKWGtxFCipguJsQp4nB1wB/+oz/EOz96GyUL/vx3fx7f+tKXcLnbfU7v292m1U86juM4juM4T4a1ISts3DqrsNLaqVbnjcUb2MZoihaNgH67Ze/EmBDjhJR22O0ucXHvshaW1Hap+txt5AqqWA4LSlkdMDFGy8IhQkirsBLqqFNz2MvQVLUcMkqh7uYZ144hMkIkEE9YDvPm9Q1vSL89pIg4RYQYzG0kUi1E5upfg6bXsbIQGFJHwJbDjAUABe7V7+09KLngcJzx6HDAay+88AT/izqO4xhnIe4Q1osDiEAI1n/FAHPsOwfbB62unBb0BgAhpC7w2A5FqQp7vRAwwNUEpDrOEzfFvwCiUA1QZhCLWUHrBWU5zvjw7Y/wvX/8PcQYMJeCX/jqV5FidAXecRzHcRzHOWtOC0vG27nWpBOoGebBQ3blGqNQa9E59JGsdjsz14BjBgdz5iCX1fEiFoAMInBQlNaMLs0RQ712fBSc+npdFXkpXWhRVWhWKAkorJu3HMbXdtIGNmwgcgxALhBs7zM++HbJC/dz5SHIuR07RMvzSVO054d9x8hzxvU8n00duuM4d4uzEHdaUBrTuoMAIpBIrT60ediR5tZRFbOWVnHHLj4JzFQbt9jGstQClEUESoqAiIK8XqzqFSznBaoRQRVIEVIKSE3YCTFASsHh6oA/+iffQ0gBpQi+/tJLeOHiwke0PgMfV5npOI7jOI7jfHZGccLW17fX1m2TFABQ2ojT6t4xIYcHwWPIrwFvBSBenTbKCi2l7ssqYqTu4ilZUIqFJfOJAKN5PUcOBK4tU61uvP1pYc9BTWSKKYJD6A6hdr/20saNXcCiABhieTlT7GHMI6NjB7yGUgPmOCKm7jCKKWB3sevCjqoi54zlOOPqePQ6dMdxngpnp0aMF4p2kZFSMC+HPis80oLTQkxgZkzTHsAqFpSyDPXndWtAFQuOvRlgSjuEmLrNs5QFgSOSVnU+AghsH9ocERJw8+iAP/gHv4+3f/A2cs74H//SL+LrL72Ei2l6Nm+U4ziO4ziO4/wUtHpzVRszspYs7i1VDWuyai6d1MexQoi16MTybVKawBSQy4JSch/ZauvtNs7UBJFRKJEikCIIMSBOsdecH6+PyLPVVAW1+7WYhDwvKJlrALJuhBsRQckLimRIKQB2JvBMERA7p2VesCwzmBlxSii5rMKTKqQULHMtcokBaUfdJQSgRjqs71NZSv83EUGLuYbayFleCoAj0m7Cum9NmA8LPry+tg3nz7mYZTwvx3HuBuch7qgi5wXMgsQMQLrAM9LD3qrLRkjqSJftFDCFqtxrDWRebqX22+GsIcDye/iWLbLdpqp9DljV5n1b+FraJ5QiePjeQ/zhP/wD3Lu8wM18xJ/56tfcweM4juM4juOcFS1HR4Yq8jE7ZtwEVV1rw9ufUGvP28+i27ISDmsuTykLSpZ1ja1qAgnQ68pVFZKH+nFshYaemylWXW7/VhNmmGqL1hr8XJ+g/7O5b2wUrI132bhYO34Tn9prKKVAiphYE0OPgRCRTcPXxwoiqtYGFqh/l2guJmKClNKdO8+aMQi64cKO49wtzkKFUFj4sYWxmfNFdZilhWw+gE9pFlAAQ8OW9N2IZiXtx1NFq1IfZ2jXud7QE/u1SA9J48CAmE00xoCcC47XR/zoD36MF197CQDw1RdfwouXl0jBzZaO4ziO4zjO+bOum8uQT7ndaF3FngAdhJ02hhVC7JuppWSUUkwQqfXhlsFTN2iLWGAxSS9OGWliT1vLBx02XnMBYqhjWq1opdz6jvC4kf8mQgGr+BOqiMPBxJ12vuOr1yI1i/P0OwNt9oibm6j9TkVthItNPJKiOM4LRMVzdxzHeeKch7ijink+mO0zpltiSykZc61aHAPcRIrl9XCCiliuThHEYDbS/X7qo1a2G1E2Qo9W946KQDDUPnYhyerRma2GcT7Mlg0UaLWKBsbh0Q1+9+/9Lt57/T0wEf7yL/yCCzxPCA+pdhzHcRzH+ewQEWJMKKU5VwSqZSOCtM3SVpPeyMvcc3am6QJWn26/C2yuHAteXiMUJBcsVaQpRTDtJ8QUEKfUm6eIgOPNEXkpdv9lAeWCEOr4VHXQL3PuDVZlsfGpRBExTdhdWGvtPN+glAUpTQgx9GOICEIW7GAtVn3DFgAEKLn0KnQtUh1Hudant/dl+z6O/w5p/TolpWb3lJoXykMmEVlD7+H6gKUIpui5O47jPFnORNwRLPMBVOd6Ww16qz1v94HapaZZJwFApCDG1J09peS+c8BUlXguyBldSQdQW7nW8GYVgcIEohkt78fmeZkCQkmIMaDAWrZiamq8zeEerg5490fv4Lf/7j/Fi5cX+O6XX8M3v/QlBL49Xubc5uNsoZ+HbdVxHMdxHOeusq65GEwKEKCookcPRF4zZmyNrH3dXMpS7xcQY7JnYgbVpi2m0HMyqYoomgvyvNQNV9tAtUatACnabz8eb2ohCuHy8oUuAGn9m1NAiHssszn1pShCCghzrRsvBTkvCEvA/nJXQ5Rb/Xqoj1nrzVeHP0GZkRXm3gEwAxbMzNTzdE7fRyITscBjpbx9r5CiiFOrla+vMQuWw4IlZ0hKgG8EO47zBDkLcQeoOwRSICWjnVYYPkSJGAoFn1xw7HfrB6dq6D+38DMTzqVXnwN4rBVSsQYvbwLgGECp88SQWpXINZ4fdYZWcLg64o0/fgPf+5PXETnglfv3cX+/d/eJ4ziO4ziO87mzdelQFU0YUOltWC2T0hztasJOz+jhGoEQ+wZmE3p61EHbhB3qxrtQVASFSl9Tn67NpWTkYiJQjAkp7Yfa8dUpU7JAByGGAtdxsRkiuQce2+mYeCNdrFIomSt//C5g9ej1HOttXJ+XcNKWdfqelvq9gbU/v4iNnilr79UquSAvGVnENzAdx3ninIW4Q8SYpgsAQEwTAkdwiAgh9A/tKe3AdReg5+H0FqwauFaFmVUhz5uL2KnDZz1+DWUDNrWGIoIQ1np2awkIYFVkIsQEoNpQ097eykfvP8Lv/J3fwdUHV7i32+GXv/ENpBhd4HEcx3Ecx3E+N3posiq4utxDiHU8izduFq4unC6qYLythR1nYKlr9xqmHEMy106tRbfRqFUYYV4br6zfRC07RxhCgpgmFMkoZcGjh+/jwQuvIMZLQKyBKgJItWGr5ILD1aE77UOIEClYlhmqiuPNDmk3mfOGGUTSvzeYy8jel5LLmr+TookyRZCLIMS6oVwnAFq9e5sgaHvF9jbp+j4XYDkuiCkAqC6maMUvy3HBcbHcnWeFqLqY5DhfAM5C3AGAlHZ1HCt2K2cLUYsxIfD2VHOxqsR24Ykh9Z2C3qh1EnIGWFBzC0szp45UESdu54xV0bLd7LxgNktVqBIkF2QAzPW+NYMnBMZH736EH/7eD/G3VfHCv36Br7z4Il64uHjab+FzzeNC7xzHcRzHcZwnB5GJKxZhcFJxToScl7rWFTAnoJaatA3WtkHahB6pBSghBCtFaXk7WpBrtXgIFnXQnDHEjCUvVlMu2kOKiYAQEvb7e4hxQs4m0uRcEGPogsp8mKuAIpBcMO0SVAMyMm5uHiHGCSqC9995F7vdZXX+mCDFzAjJsnsEAKTYOQUbp8pL7s1aIcUe4mz15gKiGvCcQh/34hhAsq5juyCEmsETtGf9SBbkecFhWXoe0bOAiXyj2XG+AJyFuNMrFDkOGTu1QSukqvKfjFShjWOtzppNVfrJ2Nb62Pp3FXY2tYCD4APYLoWJP+3Rud6fAUSgik9WsWjjWsyMPGc8ev8h3vz+m/iDN98EEWGfklekfwK+o+A4juM4jvN0OB3JautvEQKU+ibn6X0BDE4VrUJQc9PHzTp8RETAugYYtxGpLnyIrcNJqP67jXglMIUhIkFAIXURSAYhhQJ3t9FayCLIZUGpDv6x0t2+a9CtrJuWn8PMKPW18yYegjbvySa+QfT2c51MGYzPUYpgLqVPHjiO4zwpzkJtMKtn20Ewy2LJC25uHuHy4gFC/QA262jbMVjT5xsqrVZQQLUycQxhfpw7pDmDgLUZoN1PUMBKsF0LS7gnKv18iCKECJGChcNpwVIrFQ9XR7z1/Tfx27/1eyi/Knjl3j28cv/+03oL7wS+o+A4juM4jvM0WDcvbZlra99WZa60rSNvIk67zwiRjXOFkJDS1O/fRr7aY1RlrRCnIQZhyOJp409jtAJzAIUIhfTvB7YJvLbptqr0OGycMhP2+0vknFHyAoUiLzOIA2Js5wuUEjEFWjeOh3Gr8btCiKH/bLXroQtJm3f2NIunvkbI8F6KVneQtX3dzEdkKXAcx3mSnIW4o1CUskAkg/mi3zbPNyAiLHlGSrs+S9v+tEYtAN3xY89jH5YhpH6MdvFaf+bN41Wl16m3D3JT+9FniE8RUehScKyWUw5suT3tA54I3/+d79t9VfE/+ef+OexS8gatx/BxbVmO4ziO4zjOZ2Wbo9PWyssy93sEjtBQxQxujbHcXSjMjBhjj1IA1nxKEcGyHJHzjGm6wG53CeZoLpsl96gFZsbucoeYAkJka8o6zFZmUqvDtY56TdNFd/fYWNQqhoxumDxnLMcFy3zE/fuvYJ5vMM83uLl51KMXUpowpT1CTJbBU0eqejMu0zAelrvbqIlIWt05xJas02rWW116F4VEUBZ7LRzsNcYUbwlHh3lBfoZjWe298vW249xtzkLcAda0e+aljlYRYpzWD6HWYiXSL0hjuNtqF10/KJvg026XkjdjV0wBqOINUYASAwUADx/SzVIJsXGv/nxth4Ghi64fmKyrgq+K+TDjvTfew5/c3+P1b3wDr73wAh7s90/rbXQcx3Ecx3GcW6xjS7oReNbbpG+GMrGNNdFYNQIQGClNQ5mJAFjX21ZFPnchqK2JKduzhBARU6jHs8eYQLK6ZKx63TZix6KUcfNVsvSfS7EA5pwX7MNax07EUFmQW5FKy+YMq/vf3pIq7LQxNQva7ONc9l7Vtb2oCTyi4Lj+fqTlc7Zm3seNrR1zxlIKRPWZOdc3URSO49xJzkLcsVGrpX+Ax5hAIOx2l0Oy/tbtEjgixIQYktkkK7ZLMMzYgqGw0ORFjsh5QSlLtXnaLLDZS9uoFQGljXNtQ5eZ0QWeduFBDVbjetEiJlBpNlZT/D986wPkOeMPf+E7mELA5TS5e+cEv9g4juM4juM8PVZxxPIkR9Gk/S6EACYGh4glz93h3nMta0YmkLurpv3eHPYzcrbSk5T2sJop+71IsXGuNNSmA+DY8jaDufNr+Ym2MGcKkFxMlBETWpb5WFu1TNhpryHGVNuwbHRsWQ5Qych5tvErQl/zPw4LfLZNZo5cS1MUpZS6kWwCj5B9hwAzqApVLbMHaHXra5tv+17Sfj7mZ9+W5TjO3ecsxB0RwfF4DQA4Hm+Q0g4pTTaKxbGHIxNZIn3inSnyvKbR9wuTKkJImwsWqbVdmY00oJRQaxJtdyKl3XA2GYCNf9HwvNYesAYtU8/84V7NHkrNBMoFIQZgl1CK2TOXOePv/jf/CMd/aUFgxtdffvlZvb3PDX7hcRzHcRzHefIQMVKcICo1vyaYgFEjD+w+VEUIE192u0vEGDdNtkxsm7C0uuutkSohRasxb2vm0akSwlqAcri6rvXptq5vzpicjyiloJQMkYxlOdhj63eBlKzWPCRby5sItNhoWV1DPnr4PqiXs9jmbKtHX/IMDgEcA/JSHUAhIE32dUiLQMQycUysWR03MQaEFGt+Tq1K1wWltnVRWL+PtLr3kgXH6yNKKpAimC7sPVNZx7Kau+dp83HuIN9cdZy7xVmIO4D26kWrPRRovdBIqLWFbMFqtmOwKt9AG79a1fE1X0eqw8Y+PAO3ZP/Q6xCJbLa3PXbchWhikZ2hWTp72r6g1iO2C6LtTITC1polW2eOiOC9N97DD77/Bu7v9vjS/ftIMXqIsOM4juM4jvOUMTe6CTjjepm6cBM4brInY0h13R3qmvmkobaKQzFOiCEhxISAhBASRGxd3Nb3MaQefjyOOjHM7SJUqju+rasZIrkfTyRDZG3VNZeQIMYdSimQklGkQFUQoHV9v45W9dzOMmZrosY92HkQU/2bLQh6aMTKWfrolgUm27squWCp+T1cf19gL0OLIKb1PVPRHv0wL+tY1sf7iBzHcX42zkLcWceyLIyt3QYAMQkCB9BkNYkBEaUwEMxBA2WgByPXUakKEUOxrJZRZgQwmE1EaqHK69zw7VnUx1amA6i2nvo4gQiBqEBEEWgVh8bMoIfvPcSbf/wmpv2EX/nmN/HCxYXXozuO4ziO4zhPlTEr0n4Wy9Np8QcUTOQR7hujIaZ1HIvCSb6ltdKGEGqpSG20ioxQGKVElLwAWNBmlmINMzaxJEN1EIqCRTCQtE3YbQDwssxVNGKEYDk9re12WQ6QAsvmVAWzdjOMnTfVxl1BkQzJFgKtohAAJRcgBgS28+DAfY3f37tcUGpjF0drzdJa374cF8QpAjGAGUBv/9I6ZWC16ioCKEGZUZaM7FXojuM8Yc5CWRApOB5v+jxuyZa/k/OMMB8QY0Jcjl15D1X9Z7IP1yi55+ugOnPa8zbhZgxFUy2bMOZx98LOoX0oZxBxDZYz8ab/zGtGT9utAFDdPclmcxerTWwWTJWCt//kLRxvjvitb3wVv/qtb+LVBy+4eweoVl9/HxzHcRzHcZ40qoplOXa3ja2bV2GnCTfMAejumNVTsq6TeWiljZimC8S4q89T7xdt9ImZkabdKrQEro4fgKoAUpYMqQHH0zQhpYScM6QUzIt9L8hlwbIcoSqYpj0u4v2+dm/fC7RmZVo7VkIIAaWs8Q0xps24GNElQooIHLqbRzVYi1cYhSyrMW/u/uZeiql911BcffCov09hl3pYNBEh1HGuLlQ1sWrOyKV+T/kJGUCO4zg/C2ch7qgKrq8/Wt06MdXqxdBFGRNVCCntsN/fqxWLoVY1Ss/BiTGhlNXCOSJlDWlDFZLa8ddq9FXkGX8HoItJYzsXAIgWkKyPL2UNj0tEKBlVzSfMxwWP3n+Ef/o738PLl5dIIeLle/ee6vv7POAzv47jOI7jOE+PJoBQy9WpmZGE5k6XvnnZ8ibbSJaJKVzzergWk6w/15LYvm5vjBunfUQqrnmVqoo8WzCyml2nP9ZyMpeemzPPh3p73IxrlbLY43uzboEMYlR/7WrByDc3jyxTCBdIk9W1U83MJCLkJVuGZ7KvSVzdPO112vlwf21xqhu8S4Gk2GvfY8vyaRMEYa2Pz03c+ZzWv2Nbma/BHefucCbijuJ4vO4qfClLF3fa71ULiAJ20747a5oyL73eMPQPb6C5aAYRRnIfsapP3LN0bBYXXaABsHlsvWFzoVifV8AksBieNVBN2hwvrWq/5ILj9RGvf+91/OC7X8dL9+7hxctLd63AA5Udx3Ecx3GeBps687qWbUIO8Pgv+KVY61UY18bV+WPullW8aLXiRAQOQ/03b9e3xHUzNtVYhmzCTasyb2JSe15zzpjDpZSMZZnBfIMQYj3HjGU51u8G1XmvAtRmrlGsAgApGbks3fED2IhXvZOt3YtARUEs4LCKOH2p3gpbWtsXE0ofxWqNudSdTzrcvzmBSikoj4mDcBzH+SycjbgjxWyXgNk8CdRdNhaSlhE4Ytpd4DgfcDhcIaUJMU41gT/UD+rQ27JEBFPa9V0AVUGM1sJFxF3pH502YyNW+9C3gGexD30VAAWqobuJVBVFMhiMGHfV2bOGpynZXLOQIASGiODdH7+L3//vvoc5Z3z9pZewnyYXeCp+oXMcx3Ecx3lyKACmlpMT+5q5RRo0WqSBbYiqTQwR99BlEGGa9v1nc8NY02zapV5zrqqYLiaUXGo2jVaBpkBFEeI4MtXcLgWHw1Vv8xIpyMtsQclSatTyWOFua/Orqw/RWr6mab/ZiG3CTHP15LLgcLiqglBB2k24/+L9jTDTxBfMQJyiZfC056qhySpaA5zNAVOWbLmbgTFd7BAnq3zvLqXawkXMCDFY5k4pzyx353QDdRTjyL9/OM6d4SzEHQDIZalNWfbhyxwspT8yChFkaaHHAqggRkvjb1k7FtJm88NScp+7be1YVC9GMU6Y0h4cAnIOyHlBjBOA9WKx7miszVxtx6BWDGx2CaxOfRoS/BNUGSRaVXvaJPNTnTF+60/eQgiM733j5/DdL7+Gy93u9hvzBWMTQu04juM4juN8ZgjoLvfmerEabgGprXVLbadqa97WNmXO+ALmiBixcdc0QSQERkwBsY4laZZaKd6abW1zE9LClEMfyZK6gQqgbrzaJmuRUse1ChRaHTPSHUWlZOQ84+bmUT0Ha8Sa0g4x7RDj1Nt3OcRNbuYyH3F9/RAhJOwv94gpIk0RpbZikTSXjaDUtX/aTYAoAO1ufSKrZuewq8cJm/dFRaGsGxFFVZGXglwKyjMSd3wD2XG+GJyFuHOacaMiUOJa2ciINSgNsDlb1A/mGGMVeEIf0eqBZzo2YEkNi7M/7eLGFBCC3hIUtgHLAVC19HvEPvdrF75lc98QmutnrXIMgQFEhAiobse5rj+8wvtvfYDvvfU2vvLCi0gxIn3BQ9VOhR138TiO4ziO43w2FOiO8zGHhoiqVPGYNVd325gYAwClEEpe17/r5uX6txSp41YyRB2swgYJICTQYs8tpViLVRVzGqUUqJb+PC3vRnUZRCgb6SLiul5nZA7A4K4nIqBGOIznUsqC4/Eaec4IMdSsT63NVquT5+QtqScnQHX0cOD+79vjW7ff1x7dcAZjWZ/38R3HebKcibjD2O0uQURY5mMPO14WwW53iRATpt0epRSEEKprxxL6d7vL7uAB1qpHU/Zzv5AxMayyvNTwNaoiT/0wRq1gJLLUfNRsnhaCBraRL1aI2nNIvRCJtJA2RgilPy6XBUUypukCaZfMihlCP+7xMOODtz7A7/zD38N3X/sy9tP0hRd3Gm0m2XEcx3Ecx3kytCISkbY5mYYxp+rUqe1Zy9Ic9bmOVplg8/DR+0hpQggJKU7QmjG5zBlSap7MUrDMR3AwpxBHrq4Xo1WFm8By0zdOm4t/DUyWfl7QVRBpeT+W/RN61k7Oq6un5XWude/2XYA5Ik0mxByPN7h+dAUO5sBJ+wkidR1/MKGp5e70DKD63SAowHEbIB0C91awkgUhCVhPNi5FIVmwPEPnziltnOwcBCbHcZ4cZyHuhBDx8stfxTwf8OjR+zXpXjAvByzLEaUsNVsnVodOtDrH2kyV4tSbtWJIkCrilLzUuscApbqjUFV+5th3A/IyV2FnO5877mYQuAYw12p1qtk+aIFx64wxAISYav1jbc86rg0CERGU7PmX44I3/uh1/JPv/wBFFL/8jW8gMJ++RY7jOI7jOI7zqWjBxECqG592+xoKHLHbTZtA4JT267q2bj622vS2/lVo3xzVIsimGNjzjwLNosjLDIWAwD1Xs7lnSsndidPPiRihunDWF1Kq6HTT84LM8VPQas5zBkJQzDO6CAVgk7G5RisUPHz4Xs3TYfB97v8OwWrMW7NXa/yKKWw2IE/d/6OrZ6xSt2Yya83q7V2fo7Dim6iOc/c4C3GHmXFxcR8hRJSyYJkPyCWDy9I/MHOeuy0zhIhlPvSgtWOIiDHWC9MlAAxp+S3ErQYkB/TZ4vV+BSgFp7sWIabBTrraTXulIRGo7oA04aa5dvp9sKbsl1IQCqNwbRJghhTBzaMD3vnRO/jRvUt897XXcG+3+8LPxnrujuM4juM4zpPFGqWk146X0lwt2/Dh7papjA6YGBJimhA4miAyNlKVrejRHPTr8S3np5RS3To2ilXygqW6dvrzkXYRyR5bkPPSm7UsyJKQlxlSm7JaVpC5idZxsxinukZfxSvAXt883+B4vEG6mbC7qDmcTENT1nr/FipN4Xacg/27/qylFr6crGfre3jqAvo8OG0ycxzn+ecsxJ02lhVChKrihj4CjtcocarqesE8HwA9QqSq7iDg2J6AMU07pLSDioCrRRNAv/96sdiBaVv92C4wWu2cRIQYJ+yIun21nedas1i6oJPzENxcW75apD+nWKsYySyYlOu1iKwGkghlyfjxH/4Y037Ce9/4BvYp9UC2LxrjRc4vOo7jOI7jOJ+dcczJXDKl/lyQ0g5M2t0vXRypwk0TKUKICBww7S6w2130XMpR2Dg9JjODI0OLmBAk6C74lumjqljyjMPhCjGay8bCkevmqQpANiZWyoJlOWKum7wiBTnPdjwQAgcUquNUtXFLZNrEN7Rza+c9zwfcXH8EIsL+ct9FnS7u1IaswCYmtd81R46UGsJM1pY7HxcwM1LtSRmFovY3AJT6Xn+efNE3kx3nrnEW4g4zY5ouAJjtM8SEUBJoOVZhxESTR1cfIJcFy3ysI08t9d7mcHO2ud0QIlLa4eLiAabJPllFBMtSLwQlI027jdX08vJBH9W6uXlkz3W46vcbbapE1HcrACDUud8W1EzKVTSqziNVhJgQ46rgS7GLJpHNvH7w5gd4ff9j/L2v/CH+rV/5FTzY779Q41mPC5tzu6jjOI7jOM6TwLIgSQrm+aa7TczRIii8IFYRxDJpdkOJSMF+n+r6esJud4H9/tJGlgJjOZi4grqR2ZDqimcJaC1XpZTeatvGqJgDUpwg0/pYE6AymNsmqdomsNh6/+rqQ5S8QNSyfUJMSGmHXHJfq8c4QUru6/FpuujOpDEsWaTgcLyCqODy8j7ilBBTAMdQpwYYu8vJMmpETMyp7h1VRcmlO5aIGcvRjpf2CUlNrGqtWVJMsCq5YM4Fc14DpJ8monqrDl3l9m2O4zzfnIW4AxBijBBJtyyKIgVEjBATdrtL+5CWDCwtF8dq0IkYAVobrKaq1mcAOxAFpBT784oKlmXuQksICSntEacILXUHYT7iON9sPvxPR7JY7YJkI7+jdZUBCKDUXT4kDK2ij4rWYDrtCn7JBVcfXeP177+JD777XUwheDW64ziO4ziO85lpTnWgdEdNCLGvoYGWSRNBkO7wGe041job65o51QpwRq6V5y3LpjlY2iZoy9JsOTei5VbOZfu3SAZaNXsp/dxTmoYsHMvBKe0+zTkkgiL2/O31iAgUNpbVylOaK7+t61tgdCkFV1cPcakP+rFET74H1DW8lW/R6jIfHDDdmbMUSC6QEBDaPjDX7wa1TezzzNxxHOfucSbiDqoyv4o7/Y8IiBUxJuz39zDPN8iHBTnPXe1n5m4vtYas0Odxbc421DyfPFzATFVnCph2JuykKXW3CFNAHqrO7RjSx7dEGEw6jGxtP9RFbFbYxCkCU20maLsFGeAoCGDEFGv2zg3e+KM38Naf/wiXu8nFHcdxHMdxHOeJ0KIKmCNiSNVVPvWNy772Ri0mqWvlUXyJMSFOESEFxBT7Gnl9Dun5PDZaVdZ8S4wbpbdbolo+JZH0WAaLVZBaqhLqmFgE0yocNbFHoT2Pc2zOsvO2LAcbLYsmxtTzsu8LM2ixYhc7DiFE7q1iMoQiS1EwBEoEHrI12+trI2AlW6NuGz0bvyuUUlBU8Li69aeKu+Id505zFuKOZd3MQ+CZVAeOKfyomTgE6h+CpWTsdpfY7S6R0tTD2I7zTU3eTzger5Hz3O9nDp2AlHY1KydD5QhiRlr23apJgfsFbxSBYuSu8C/LvJnxnXYXVWgKPcytXTRUpVtHaSEQBeyqcNNHj4gw38x4/4338E9+/4+gULx87/4XqhpdsS4uHMdxHMdxnCcDEePi4oHFBxAhhtSdNat4YxmYbT3cGmpjiF2s4doiNdaDj+LPtN9tRIwwNEOJzL10pAkeWhtu2/FbniVgTpwss7nzQ+rZP0SMIgW5LLVwxTZSCdRvKyV34aq1ZDXhRUT662wbxTnPyDnjnXd+iJwXPHjwMl5JX7FsHVUshxkcbU3OgXr2DjEBgk2WTmj3q1k7YzA1MyNEbrnOz34syvMsHedOcybiDrpV05T5WN03eWivGmoJqwunRtKDiSHEaCnGJgAtmGfg6uojLMsRy3LEbncBkYtq79yZcERkF49l7qFszNFycsL69vBJ1XlKqMFzJvY08UmJu7DTxIp20QHW9qxSBCwCKQV5qbWKqshLwVt/8hZ+8MoL+O6XX8OXHjz4woSd9Vr5L8jrdRzHcRzHedZs2q10zYoxx8oaPBzrRmdKU90YNWEkzwtCWtfFozNldPGACRDtk13tdu7jWoKSayV6bc1qt49uIpGM4/EaqmsItJ1Xrk4ay/ApYhu9rUQlBFvPL8ux5/u0MTTbvOV+21rEYt8FlsVaekNkE26YNt8DtNadt03aFqo8ilMA+jiajbkJQOt3gpIFuRSI6lNf6zPRF+b7hON8kTkLcWesGIxxqn9S/xBVHdLpKXSHDFDdHrRWE7Y5WhFA1Zw1FuCWayjc1hpJRCiSMS8HUGYsywExTv35m6gzjma1x9lFrkCrbbSJOaOw0+i2S6LNxbBkAlFGCAzUuvX333gf7731Pt775hVeuX9/M8d7V/k4QcddPI7jOI7jOE8OIoJCQbq6pgkWScBk403m1Eld2ElpD6Bl91iVupQhnFgUGFwqLXunVZR3hYcIhOZkERQpEMk9QLlHINSsHHv+1ppr3wfaKFZKE1QECwBpwtAQl8AcICogURyPub+GlHZ141X7eJd9f1AAtZq9LJBcQLu0fmeoLh0FIGKjWYJVrFJRq2+ntT5d1YQfLQIN2p1L/b30da7jOE+QMxF3CLvdZW3N2te/zVlzff2wfugvIJoAoLdh9ZpyFbNrViFmrUZcEEJEzibuPHr0PqbpApcXD3Dv/ku98WpKOxCvTVbtuZsFNcYJISTEmGrbVoFoQSkWyhbjtH09zN1VRBy75VREwKTddqpFUKriHydFCGbl/Ojdj/DGH7+J33r1j/HNV17BfpruvNr+k0QcHw92HMdxHMf59DSHypg304UdspDiNO3A1bUeAjBNF0hpquvgUO9reTQlC6RUoUIU4HUTtG/MiglBpWQopG+WighytrX9PN9gmY/IZUHJC5Y6ZqW6BjA3SllMjKnrc9UJOS9ItIPWNTqwOn/a2htYIyBiiIgX9zFNFyglW8TCvL5PrQG3lIxlWRDm2N8/DqtAZc8PMARUx7BaNTozgVqNOqGHLofIoLAdhXtWPK4tC1jX38/CPeQ4ztPnLMQdADVfx1T2i4v7NbvG0vSPx2vM843dsSrxu2k99SIFKUXEuMO0u6iKuwXBpbQbjqF9F+H6+mG/yMSQEJMJOLtpD+kXttjtmdrFGgYHqzsf7ZnrxUO7+r+OYzGYW9gzARmgmvrfZl9FBFwISBbA9vC9h/jxH76O9/7MFb5EhItpKyDdZTZWXN/RcBzHcRzH+Uw0hw2RgKtzpo3Dp7oGZo7DeFVAjLbBGUPqghCGdZmqYjkuNr4UGKiZOMwMDtTFH1W2EGJWtNauUpaaX2mZlCLFxqpqmQnQCkq2teVgE1Gay96iHKSOXTGm6aJv8s7zoT6PiVcEcyzZmJZuBKD2nYCIcDxcAaqY5wOmaYLWETQO2+wcG7VSBLH2W47DSJoolNc2MApsb58omnHpHGII2jm4sOM4d4OzEXeAVXyJ0YSPvLyAeb6p6rml3NuHZNgk8K8XIqt0bGq/SOnjVe2x7YO8hSEDwEJH7PQSMVrmD1cRZjMzW6sbWdcPfwIDJPY3Dy0DurZo9WODuhVT0WaJx5ncoalArDnrw7c+wLuPHuFymr5Q4s7I6Xib4ziO4ziO87PTG1xDVxf6+pk5ACqm3XAYbue1ahyt1MRyI1XVmqZEoFofEy1smUMAkSBnBhWGYunr47YWV63jV8P6eSu0rGKJlGwiUV/7P75tK4YEYYZIMOGoZMvqGbKESsld6NnGLdhrbi1b83yDnO8h6Rghgfr6CKpDfMRwDo9j+51Ct9lEzwgXcBzn7nMm4k77cFxnaGNMAIDD8Qo5Lzgcrjb5NyEkqJRhtpb7GNU0XfRE/+b4aReuNkf76NH7/UMfNYWfiHA8XtuOw5DrwxyQ0oRW7dhdOk2kIQFTgKBASkapVZPtwtRfJTWLZssFIjDEdjrY5nLLkiFFcbw+4oO3P8Tvvf46LqcJL15eIgxp+3eR1R7sFx/HcRzHcZwnxyqsNBe8rZtDFRoEx/kAIsKUdmCqra51fT461JflIUreA0S9rQoLMM8Bl5f3EaKta4nX557nY3289HWeqoUgWwNX7GNVTNZa224rpeBwuBrOR2sjVsvHyV3sIeK6SWwRCI8evo8lzzZKNbSy5rKgFMv7GTeK9/t7Pc7hww/fxn5/D1OeQGzr/xaYHKcE4lWcKrn0ZqzmzG/OI6oZRUSwJt1ctrmiz4CPE3Z8LMtx7hZnIe60ynOzV4YqogAx7nB5+SJEBDc3D1FKBrOJNybARIRg41v2ODarpUhN/Y99B8COs6b0M0cQmbADlZrrYxcEEbEZ4OVgx0s7qFz20a1+AVKGaMYyW526jRGV2qIlXcwZxSL7MC+DVTVYa1Yu9d2w1y4imG+O+JPf/QFeffAAX33pJTzY7z+n/0LPhmYP9hBlx3Ecx3GcJwn1dRZUu7DT1rXNNRNCRIgJadr1ca1Qq9CZTbSQLJa7U8RycIb2LVUgL3ltkRLpGZkWmryOUNk6PpkgAq6O+9Up1MUeZqQ0VdFlwTwfNnmXTdhhCggxWXU7h9qSKzger7sIlHPL7WGoln5O7bvB6Aya50NvuspLsfOKVu8OmANKAMQUu1BTcoHU/KG0S9v/AmytWyrb0bZnwcdl7jiOc7c4E3EHvUpcRLpDhZmx210i5xn7/T1cXX04WDGbcBKq2s49LC3nGQQC11r1vjtRLxhEwQQbFRDlfvEA2nxv6f8mUoiKqf4DzAytwg1gVYfobV6WH7S+vtWR0j/ESSxxn8iClfNqCw2hNQ0oPnznQ7zz8CEe3tzceXHncXiYsuM4juM4zmeDAHDYjlkBayus/ZsROCCGVItEJsQYEVLs41xEgMR1nKkJM21ki9nWunleINJcNkt3y8tpbEF3ude1d40xsA3d4dxozbpsY1XEW3d8Ox9U104MCbvdJVR12CRm5LqZPL4G5lCPwWC27xUtuwf1dUDVhJnQYhQ+JqBYACXt9+lr/xrJwGFbl/5M8YW149xpzkLcAbS6XewDp/D6gb7f37P8nbzg+vrhmmwPuwBkYJO9czxeY1ksADmEiMvLB0hp1x00gVMf2eIQsSyHW/O2KgKw7WZMk9lSS1mQ84xUdkhph/3+Xt3pYMQkfT43TTtwac4e7SNazQo7uoeIFJB6EcwZqrbzEcLUz+XDdz7Ce299gB9/+X189aWXvjCWyWdpVXUcx3Ecx7nLNEc7E98SdJpjnrlGI9R4hLSbMO0S4pRuPV9ZMhaYy37MqeQYILlgWRYsy7FnYM7zTW+xCiH0ca+ewwMbXeIQUWpzljmG6vkO0QwiBYUIpFRd8txdSZvMzPo9gtnKWawgxc5hmi76JrGNhaW+IRw49EYscxyJ1ZlXYQew8pOxVGXMzmzHl1ygQcGBbIRtKYhEiFNES214lm6a0xxLX2c7zt3jLMSdprbnPOPm5pFZQjkgTbs+2nT//kvY7+/hcLjCPB8RQkKRgiIFeTn2ULR28QBMkCkl2wUq7XD//suIUSDFdgdslOtiM/cqIgjJLJ0XF/f7BUhELE8nLzUdf0FKe7O0coQG20lY5iO42ldlmCsmYuR87BehFqSmWpBzRqJkFwyy7B0VwTKbYPT2D97G79zf48/+3M9hl9Kdz94BTi7OjuM4juM4zqdGRLAsR8u2ZEYroLKRJPs3gTbiT8uPaQHAecmAas2bYaQpbrMo61p6WRYcjze4vv6wj2GVvPQohLmub9uGbXfR1GNKof77jYMGJkDtdpdb1z1oDX0e2r5QxZm2WVyGwpT27zZS1jd4VXrsQwixu44a5hwShBggRdYN4tp+m2Lq42s8rNe1CIQIJZf+HgLPNuSYcPtYvpnqOHeL8xB3AMQYUcpaCy5VWWciBI6giXBxcR8iBTc3jzZJ+bnk/sFv4WjrWBUACy+TghQnlGF++NZ51ItKjAkx7epFzWZyx10AACilgNlcOTHwerGQDAj1C4o9xHYUiNbmrjbfe+v4oY15qV0DVXH98BofvP0hPjoc8DLznRR3Pk7IYdd3HMdxHMdxPiNrjXnbZGwbjbamNUd7iKmuW1dhp7lW2t8hWbNrG7sKYV3f5pwhteq8iSLWFKsmLRCDqOXv5J6FA7UYBBHZOEy0NnituTi2Tl8WreUktkYncI93sPsqiq7umrbu76UsY8PVkPlo4pAAMEePbRQvllNUR85KLogpWmh0jWHoI1pDzXlb5xMzKDBCDCb8EN26zzPDF9aOc6c5C3EH9YPWGrAmHOebbpukOgcbkHDv3ksoJeNwuLKmrPpwkYJlOdrFAesIVLdFigB5TdCfpl0NZQ49swdAt2WmtOvWzHHkC9Tsn61S3VR/aR/etbJR+ihWu4i217gGtUnJYJ7qxXP9YO8ZPoo+F3vz8Brvv/k+3qu16Lt02x7rOI7jOI7jOI/ntqhAFE5yJm2tGkLsY0lSFFQ3K9soUskFJZuIUpaMeLnra+7lKChiwcVtHXxaFc7EWKoI04KLG6qrG2Z87DbaIII527hUr063dT9JC0o+LVMJPacnpQnLMq8uceLhGFI3aLXHQth4ma5Bz1mgsT5v3eBV6HCO9b2Mlm8UU3UCtZp4XgtXwjNy7jDRFybawXG+yHyiuENE/zGA/xmAt1T1l+ttrwD4zwF8B8AfA/irqvo+2Sf7/w7A/xTANYD/par+w088i+qsaVZIE1VMZY8x1dsYr776DcQ4oeQFH3z4FgBLxgeaKBK7wDOGrrX685xnTNMepVx2906MEUQBMaZ+YbL8n2O/wLS/m31zdJnYMdYRrRjv112LjCzrvPA62xzqMax6UbSAhO0iNC8gpv7h317D4eqAD976AP/dD36Ay2nCvd3uTrp3TrH35/M+C8dxHMdxnKfHs1hrN+EGQM2eSWCWNZqgOmNGt81eLxAiI6SIEBg5F0gx4UVEsBwXHA5XyDn3515zL628pEhrpFIABVCLLWjOnua8tz9yq4Sk1bCP63vbrE1dsMll2bzOsdqciAC9LWqs41u8yQBiDj3q4Xi86fe/fPgCLu7vwSEAwVxMq1Czru9pWL+XLEj7hLRLuLh/sZ5jc/ewRxA4jvNk+WkUgv8EwL9zcttfA/C3VPVPA/hb9WcA+HcB/On659cB/O9/2hNpI1XmwFmwrUy0D/YUJ1xc3MeDF15BSnsQMYpkFMlD4n0YxqAsdE2qwNMuHCKlt2oty9xtodJ3Eewx89Hq0JfliGU5IucZx+M1rq8/wvX1RzjcPMThcNUvZNaUZUIUcfvAH3cDHq9UaBW3RBR5MTurlPUCpwrkOePtH76ND66vcVyWxz7P88zpe+Pzv47jOI7jfEH4T/DU19qj4LGOZQFAYBvHCiH137dRK6njWNLHsuqfE4d8E1+gq7smxIRQA4tbNs+SZyzzsW5yrmv3GCdMaTccN9dcygV5mTdOesvRqcUnuz3u3XsJ9+69hMvLFxHr6wgh1Cr32NtzW7vW6vZhtMbddnuuIdDt3Nom7uFwhbzY9whihuSCfFywHGeUKnhRWN/XmCJCHF73ccb7b72Pd19/F+/++D2oRQwhMD8TR83jgpt9re04d49PdO6o6n9DRN85ufmvAPjX6r//UwD/NYD/qN7+f1T7tPhvieglIvqaqr7+E48B9FElGUaqmvMGAJgVoVYaPnjwJbz33htVEMqbusR1rEmAKtbYDkHpH9YW9jbfcuAEtg/+9WI1jGSpQursbbOa5prf07KA7DxDnWEOUBl2RNTq0VvuziYweEjbx4J+EURgq1Ak20F49/X38N7VI1zPMy53u0/6T/fccZri7ziO4ziOc9d5JmttRRcyrLgk1jGjAg4BMUSkOFUnS0SM0+k51nElbCrAbZ1b6hoXPRQZiH28KVRhqZRDzbApXSBq7bZtTay1Qbe5eNo6n4gQmPpKsa35mSdM074HLx8OV73xKsRkQc4AwhC1cFqzvr5G22jmWuzSsnissOWAPC8IgcEpogybsO01M63jWMTcczQlC443R3z0zkeQYu/3y195uQZYPzvnzuMEnmfZ1uU4ztPn02bufGW4iLwB4Cv13z8H4AfD/X5Yb/uJFxxAUfKCIgWxXlia+JHzjFIWBI7gvV14Li9fwIMHrwCojVjZVHUAlplTL0jH+aa7cqxufUHOlrMTQkQpzWlT+oUjpR1KWerxQ607l36Rac6fZZlxPFxZtWGtZhfJuHfvJRAYIawiTc4ZOWcAa74PMNQlnox7rTsTWi8CtrPw/hvv4YdvvoMv3X+AV+7fv9Ozs96W5TiO4zjOF5gnutYmIkzTvgs3XDMtVe3nlCZMuwvsd/eQph2m/YQ4RcQUwXEw+udiRSbZBJi2MRqjVabHKSHPC5bqMidmqO6gKgghYp4Drq4+wnG+qSHFASqlr4Wbg942Uq3hS1sGT6rjT0pYliNiNGfObncJYGzfWmvNiQhYZsy95GR1Jq3ijTn2mwNpWY5QVUy7i54JKlJwvD6CmHFRx9SawEO1BUtVsbvYgcMar3C8PlpcQ7aGrfsv3cO9l+5jupgwxfhMA5UVCs87cJy7zWcOVFZVJaKf+ZOCiH4dZifFfn8PISagULczttEqjrEm6Bccj9f1mILd7hKHw5V94EYZXDbS3TcpTZjnCOb198AanNx2CtoIFw0WVVP2Z7tYhanXN47tAstiTqCbm0eWqF93B6bpwsSoqtjHuLZBrQLOEPRWx7LM9UNd2CAiLHOuFzzCfDPjvTfex5+89AC/9PWvI4ZwZwUer2Z0HMdxHMd5MmvttSykOnNCBFXxo40ytcBhZgKH1bVCtXWcmUFprBwv/XaObAHCAEQCKOeTc7G1d4wF07S3yIQaqxCnfV+PS8nIFGr+T0aMad3wHMa/uCwoeYFqwX5/fxPLsMYd1LyfKuxIqeHRXBu+aB2bau7xsTTFMoFsPAxqFehEhOliAi4mLMcF+biNSthu0MqaP7RLuHhwiWlnAlhzPz2rQGXHcb4YfFpx581mASWirwF4q97+IwDfHO73jXrbLVT1NwD8BgC8+OKXtVk4Nwp2DX9TVWjR+gFrH5gpTfViFLtrp41G2UMZTAEhBIgwWnL9eHsTddqxWvWjQvqFwUSf1cHT0vCZZzAHlCLIecZ8PIDAtUI9ghKBtR0zIIR1xvfWewGBSGvi2ir4UqSKPyZcPXzvId597yMcc7ZQZb8oOI7jOI7j3DWe6Fr78vKB2gZlXGvPQwQTI8Q05EUGgAmqJoaM4cRchZ+YIlQEGUDk1rIVeqZNW2+3IpK2+crMiCFZ0HJZgBko5bgdkaJ1vW7rbdvIlObmqUJMy9KkGpmA2morKiBRqFRxSldByNbw9feqIAhAAdi4eqhGKXAfIWu5njZyFZCmOIQm24gZmLsAhSrstPDpEBlpN+Hi/kXP4fENTMdxngafVtz5GwD+fQB/vf79Xw23/4dE9J8B+IsAPvykGWAAZsskxqkzcW2YYjDvkPNSx7AWMEektMc07ZGXGUpjIJp90Frd4b5fIGKczIoaAmJIoJpsr9BuzSySLViufkiXksHEUObNh/s0We1jKdEqElUwLwfg0QdQlVq5vq+7FNbI1arT2wWybC6aZkMl2oOCXVTGWV4iQp4XvP/m+9hd7vDun3uI6aWXvhCtWY7jOI7jOF8wnuxaG1THsQKYVhFm2l1U57htfIbqOs+LjV5RsBEmDowQrc4bAEKK4BA2jU9tPKm53ENI3Y1/PF539xAAlFZycrwy9zrZhqU5bnItP1lAlLdCEXEtRDnW9XbC8XiDUNf0y3zoTp2Udih56QIPgSCqWJYDREpdo6dNOHQTlFQVx+O1fXcICXw/4uL+HrvLHUKKkFwAUUi2sOTWKKai0CIAEyQL0i7Z944pmkNosWNN++ARBI7jPHF+mir0/zMs0O1VIvohgP8N7ELzXxDRfwDg+wD+ar3734RVM/4BrJ7xf/VTnQVRn2c1tbz+EQKaAFM/bEVMfW9/hxBxPF73D/I2T9xGrtpuwdoAQJvk/HYxaUp9zgXCzb6Zcay5N0nXcOTm8Gkf/uOxRAvm+YCSFyzLESlOCDFZMF39vZ136her1QIqyDXo2XZVqrjTAudStEC2dz/CH739Nl68vESK8c6OZjmO4ziO49x1nslae2jLAtAzLVUV+/29XuVdijlbGiGsjhXAXOjMVcRQ2xwtubTXYbcxIU7brxgxJGgI1cXOyGWpAs6lhSZr7puq6ylrXd8XEDFSmvrGp6qtmQ+wNfWUdggxrUJO3dhtteatnYs5YJoCtNaxrzmbNtI1L4ceOM21ucted6nr87rhuljLLUfGLuwgRZFzwdVHFiHBzNhdWnZRE8XW9T2B2AKifQ3vOM6T5Kdpy/r3PuZX/+Zj7qsA/tc/60mMLVci6C4adHFmTOVfnSohWCCyqPSRrO19Qw+MWwWU0tuu2jHaBc1YG7XsglAgtYo9hPWDuQwfxszriJeqIi8zCjNCzflJWLN+ZNMOkDbHVlXksoBLQJA1fLnP5QZGWQoOVwe8/v4H+IWvfQ339/vNxcdxHMdxHMd5fngWa+0WT2CbmozWO9VEjzXXpmzcJJQJGRnEJmyorutdjKNFw3qdqOZbpgCtNeogAqm59FOakNIepRRM04zD4aoWluT2Gjfr8CZKNddPP2Rt1lqWIwAgdQGLN69B+9gV99+pcnUIrWIQEUFFICQgKgiUBkdPrYMX7ecI1OmCwOZ0auUruUCrmBNqFtGYqWnnQtt4CMdxnCfAZw5UflK0D8lY534BoJRiYWldHDGlvTl9Utpjt1tq9k3uF6X275RWcUhVoWKuGhXBfn+vXyiaaNPOI9dg5Ca8rKNUq0On3QfVURRj6qFsx/mmB9RZIBzV89nZB78ULEvBNGkdD7NwOxFBzkebSc6xP3+7doYUcbw+4vrhNV7/o9fx/re/hRcvL5Bc3HEcx3Ecx3F+As25buvpbYNr2yRlChhzEpb5CJ0F8yFimiaEVGvLh8dyYEgRlMWEGBvhMnFnOS4ox6ULN0wBMSXs92Wz3gcOPb4AqM6cbO6ezbHqWFkICYCt0Vu7lYogTTurMa95ma3R1lz2q+gTQkIpC+b5BstyXEWXLoJZPTyRZXEuy4z55og87yFFunhFBMQpWUV6i3RYMjgEXNzf19axtC1tkeG/yTOMV+ib55734zh3lrMQd07D2ojCRtlu9ePH4w1UChTa685VBQ8evIzj8aYLLq1V63DgnpZvLVoBIgXzcsT19Ue1Gn3Gbne5qUzker+et6O6OU8A2O0ukdLUFf+m/ksVkACzvLasnxAilvmA3e4SMU0IqnYRgEJqIHRrEmCq1tciyEu2C0JkxMkauCQL3v7B2/jBe+/h/n6Pe7v9M/ov5TiO4ziO4zxvWKZO6j+37MkQApgsc6dFCdha3NbgOdtG6/F4beKJ7GrZSA0snqvbRrSug829ghjQCr6YbYNU1dzwZc6QYkLObtpjnvYIISDGyTZh63hWa8Zd8sFyKqF1c3eHlHZ9zd7d/7VZN6U9UhWB7Lg1Q3Nwz6iauGTr+X1398SY6jlH7Pf3EOMEquvy+XjE8WZGnnNvBiMicGCoBiQmpCmC6xjW7sLyeZjXsbZGCIwYAgI/O+dO2yx3HOfucjbijpTcs29amHHLoWnhaioFUq2jjRAidrvLHnYsUiCF6oyu1BEsS65X1L/VLJwm5oSex7MKTOH2+UnZCE9U3UPMWi9+AJCRsw72z9QfP7YAtDEuAH0W2J6n7iy0i1QRs7OWYuFssAskANw8vME7H36E9198Ed945RUPVnYcx3Ecx3EeS3Orr4LI7UBf3jjZAQq26aohAAvWxqob7UIJBnGCiKBFUIpAcgFHcwdRWNeo5lKfuytHsQYYTynYWFRp4g9Diq3/WwlJ27CtZ2z/S6E3YbWszfZdIQzu9nCyvrcqdCCEdUO5b/QSI8XJhCNVLMsRh+MVdld7HG+OmPZTf0xrxSIiUOQhYwf9vRw3igFYUDXz6qZ5lpw4rxzHuTucibhjo0xjNg6A7ropJVvAGhGg6E4Zgn347nf3+kWCQNCoQJ8hXjN02gcogfpzm+MmY1lahk/oM7mtTcDcOTb+FZhAdRdgdRrZB/yynNhGOVjzVohr9WQVdtK0q5WOpe5yCIDbGUGlCKS0KvT1Anm4OuD9N97D6y88wC99/et3VtzxqkjHcRzHcZzPThtXivF2dg2AWxmVzKmKOHFtuSrm4mmOmXF9G1KAiPZ1eow7xFobDqybpZaxU4aMHuqOGdHSz2c3bIyWOjZmQksbtaoCVdp1sWIVVJrTJ/ZzXYtW1uPasaeTkS0rXEnTDgCQy4LjfNNbcHcf7u07QOSepzk+HwATqURBIqBiAlAIoR8/VNeOZ+44jvMkOQtxh4kxTfsaVmZjTU3UaSr6broAhwgpGUu28LX2Ibq/uA+pCfhXVx921b59+DNHy78ZmrF6xWKvhhSU0nYzbEzKQuUYQTJEUg9BDvWxXLNydrvLaiO1C8/l5QuIccJu2ld7a9iMlxXJoMz1Qpb6GJiUjAwgxp2JOUtGzgsmnezDX0zcsdDmjLd/8Db29y/w3re/jVcfPPDsHcdxHMdxHOcWWpunWJtLxVwjXN08MSTEKWJ/zzJllqOVj7TA4N2lNULZxmNBWWyd3vJqAkdILQPRKnaoCubDESqCJc99U7Wdz5q3WVuwVOqa3cQWkYLLywd1TX2B4/EaRbIdv6wbpGPQcttcNdEpdudOW4NrbdMCbDQtxLTJ41GRmo/TohoimMfNW0aaUm8DU7XqcyICgo1o1TfYcodCQIhslfEMoJqOQgpIISL62t1xnCfIWYg7bVRJhSBa0CoJA4canhy7KMMhIgEoaek7AICp7DFOiDF1u6btHLRqRoFWmyUR96y4IrmOaNlFjobZXTs1hsoarNxQNYuoVTpSv1CkNGGaLhA4IKY11K2FrLXdDate5C4QqUi3lLbXZK9hqS6h07eMcLg64uqDK7z10Ud46fLyToo7vqPhOI7jOI7z5BjXlWs999oICwAhBpRcwIFrQHITbhScuT8PAOS8oFBGwrRm7tTfL8ts0QrDbWvujQ5uGltX93GhmpNjm7AJdHEfISaUvGCpNe5tvWwbrqGv99vramUn9hy8bhyDzNUTW37PZJu3IWKZj70lN+eMlELP5mkOoJAC0hQhYputeSmWtVOzijo1m6itZUte35s0pZq58zk4790V7zh3lrMQd9occEEGiYLI7IoUY99ZaBcC+5OQZNcrzdvjY0xd/SdQdcI0EUhMqNE2Jxx6wNqyHG1ka6hZ3NSz90R+E4aAccehmPWznoc1eF32x7awusCrQAUA87yAaAGQbFeBCKTr85aSgXreqtqD6/q5BcZ8OOL6oyu8+eGH+O5rr0FUwS6GOI7jOI7jOD8BVelBwUwtkmDMniHoEKwcQlv/2uOlCDRYa5Staam7bdpzlGzjTDnPPaIAMEe95U22c1nXvoqatakWiUCwtfk07ZHSZI72smCej1aMssy9UYtr8+xphiZzQEq7HrHQiHHClPaYdntM00V3/CzLATnPWOYjkHYIISLVDVvmiBAD4pSs9CQTpBQAsbt2xvGslpWpon20LEQbYUvMCL5udxznCXIW4g7QlHw2YYdNaElpsuaoPkqV+1zrNF0ghASR3F0z7cP0cLjCMh/sOSR3cafZMVuYckoTmHdmEW32VObq+FGItPDjjAU2k1xK7rO447lbXk9zD1kGz2g9FS0InLo4dHFxH3mZqzNHNqKSPcZ2DaZpj2mXEKc6i5xrVSUz8lJw9eE1/uRHb+LPfetb2KcEvmPuHc/ccRzHcRzH+Wy0uIKUJpTCm9wd0QISy445Xh9BTFBpThtASkEpXB0+hCkkENvYEYV10zNwhEJsbCovyFVMaW1UKmVd39esGpGMlGJ1tFNvvAWAlHZ93d/CoE1kiVjyjHm+wc3NIxwOV3XcasF+fx+x5uw0UYmoxjMw17atCQTuzp0p7TDtLmpRSsBu2lc3fWvZsiav3e4C0zT1eIQWnNzel54bWh07bVyLBtGnrWuniwlTSp9bZqYvrx3nbnIW4s6afq8bRT3nBSHYxcLU+LwJZWv33e/vbRT6tmuw5BnQACV7jlKFoKbw23yv1gtHnZcdPu2KFjAFSAgIavWOKWlN9N+t96sCjf07Yp5v+gd4ioSiAtVQhZ2yjmPFtZIyhAACQyH1ggcQra9R6gWi5NUlFFJAnhc8fO8hro5HPNjv7uRolgs8juM4juM4n57RkT6yOm0yJFs7a6vybqgCJZf6rWH7HJKlxhQUZLWsS9G13aq51zmYgAOgrm2XoUAl91zLlPYgMDIvmOebk3YsVCElIg2jXe11iBSkNAHE3d3fviOEVgWvglwzPUNIln9Zszh78QoHENZN41asEsIDgC0cuSzF8nlaAHUBiG29bg4hhu4n7C7NVd+ep/23SFNC5NUt5TiO8yQ4C3EHWL/Aj0nyUgRCAqIC1tA/FBttHKtVKDaFPaV9D1gTkT7WFRDXcao2+4t1BthEprkn9pdSICQIVb1nXj+URVP/QG7ClKpWa+tqx+yikyoy6kWpXheboCNaulW1Ba2hBtaFUMxFVOziK6VAxca0WpvW9UdXeHQ44Hh5iXur5uQ4juM4juM4dWMxbH5GHaVqiFgWD9VMns3eWl8ny7pGL9o3TUtZevaNZfOU+vwm7KS0626dEGrlOUl31re1c+AArevwGTc1i1JAyN3JP7ZrTZN0B9D/n71/i7Vt29P6sO/fLr33Mca8z7nul33f51KnygUpyoFyFBwrwvBS4cWCByeOIuEHkGyJh4BfwguSH2yQoyRIZYEKJCcEyZaCIl4wsmVZCrbKqGRuQikZHFMqoKDqnLP3WnOO3tslD//WWu9j7rVvZ6+111hjfT9paa0557j0Oebeo7X5te//fTlneN+361SBp7hnjNWMy5rJUz6ur0l12e+OVJlybXlR8mIWr8OuwIRUHickwOy2chljEEOEGIGxglXXoXPutYk71JQIOUz2RNxRh4q1Vp0yKIHCMleWhzC1EOI6F1zvY+0cojyO1/C+VwEmBsT4w7LwzCFm1jo461FXrnqS0bJuCsaYVrFeLZl6Ox2Zcq6DtVYD4BAhovXroSj2GrQc1R5qHUyKJRtIXUld10OMQe/m/CCIYJq2uLl5hufPP0HX6SJlrIHzDtZbGGcwbSf0KSNOAc9+9Bz/9Ec/wslqwMXR0bf3Y/sWWC6yhBBCCCHkJ6OKGTWjsu6hvfeA0VbWlJY14Qv3tOioVoYeOMaQEMapiDojYpjmuvKC7t9L4YjrilNG2v4YcUKYts1Jo/k9WxWSkNR1byKAgJhiE4dimCDGAMUZtF4ft8wfoBSqxNCuZyfPEgBKS69zvo14iQiMWFjvdw6Bu25ACFP5PUQfrx86OG+LuBXbnl+MwDsH33s479CvexhXgqqtOn6cdeiGHhebDdZd99rGsgghh8leiDs7JwNl8YgxtOao2jKlC0xq4cd631yEFt/slyGoLdT5TmvGY0QGdhT05ZFEnbEFgBim1lq1bOOq1suUAmKw7USgKva1BauGOecyGyyiC4lFVfn1e7J2Dn+rNtV6emHKaULf13A3XTSs2w1z1pT+iPFmxG/+6Me4e3KCmBIXCkIIIYQQsoOIaYKOtRZSgpRNGcEKIWAat4jRznmSpS0LKO7xrOHAc+vV0g2kAktOEbEdzAbE6FQ4cR7OepiSdQMA07TF9PzH+rilNWvc3mAsB50AWluVL+HGrWGruI/0NstmWnX/1D28/k4RYYwvIs+ElDrkrGUn2qql+3jvOhWOoHv/mEITjZzTMGXjLPpVjxAicFOiIqxAyn7ddw6u8xjWA4yV0gpcHsNbrI4GXB0fY9V1LEIhhLxU9kLcAdAsmUZmGyMwizd1JMuYEt5WBI66EMzCzdyu1YQRY2ASkCW3hUdEdCCrJeqXz+VUFoE6rqXPm4Am5gAqAKn91LTn1UVF7aYAIMYUl0+9HiAEnelNriTmp4AUXbntLCoBaIHSNWy5ClIpqh02hgjj1Oa5vd7iepqQcsbhpe4QQgghhJBvSt2vCkpActv/FndL0sYqGQ3QlQNRi7LvLi1Zy1PZuhdHnnMxUQ5Hc2q3n8rBa7mI8pfAFEf+Mlcn5YRpusH25hmM1UBmbawqRSsAMuZWrHkfb4uIM49OpeLW0YPg+bZmMQUgMpeaiDFF7AFiTJA0v0YiFsYInFeBx2Yg+YScklbJm5rZoy4e/f2lBClb/f5c59FvBhwPAzrHHTsh5OWyJ+JO1mapvDwJ0GyaOms7TTcAAGd9mcmV8jUUF80W07jF9fUnAFCatSKkiCPZZCDOok+dwQXmcay55nx27VjjkIrbpoo+VQAybV65BLGJQV+qFOupyHKW1xiDadoixoDOD+iHWBoDbDuJAIAYxzZPfHR8Dt/7NsMbpqBzyikjjEFPU4aM6WbCOE27C+4bRMpz9hEhhBBCCHm5VPe4jgnZcggqi4PUuIgx2O7sk523rUELqHvviLHUhtd9sCDOh7JigNKStd0+R4oBJjh4r3t+FZKyxh4UcSfn1Bppt+M1+m4FuFREGL1u5/zO9db8Hd2jm9ZqO07bnebaWsfedSsdEyvjac75EsMQyu8h0HEqa2BMp88xqtPIlBp0YwxQelGMXdSdlyyi6WbEeD1ivNHX0fcdVscrDOsBJ+fHOF2v0S2KVb5VPhOoRAg5FPZC3KmLitj59CCliGnaIsWA1JqoSg24dbC2njJoiv443mDcXmO7vW4zuUuhQKsMl6Fxqan9c1tXatdT/87IMMWyWmskc06YxhtYp+NcRgzGUcUnEcE4XsPa0Bw33g/wTk8mrHHtZKA+hwa8zSNjOUXEnBDCiKOj853cmRQjwhSRQkQ3dLrQOdsqGN90DuF7IIQQQgjZN+rhozGu/NvAD11rxuqHDt22R456iGjc7FoBVMTIWbNjUtDsm2naAkA7IE05aTNV70p2Tm2zSkg5IbcogtgOU7uub5ELMlrEOGEKI4ZhA+87+G4o1eZhd4+eNOdSK9I7ONc1ZxIA2BLZoNcnMMYtxtKc3q58Xd06HYybf1fwnddD1HLwXKvN4xQwlfpzzdKZw6ZTTLi+uUYKKqKtTtbN0d+vOhxfHuPxxQV6515fjAKFHUIOlr0Qd4B5Tvd201TGbtp8WzzKDKxAigtHq8W7biiqu4or1todVxCggcgo4cXlE22Bqc6eVg2JOitrkRLmkatFYr9+PL9BxxiLdXMOitY5Y9eEp6UVdvnHiEU0ETksnUK6gE3bsQk7MAJT/hyyIEInDyGEEELINyNnHVHKzs+RBM7Cda7tbVNK6I1pgcntINTUA1V1p1RnTm2Xcq7bEWvEWHQlU6eOaNXmKgB6HciLfffsXtf9sYN3HTrfzwept4SQ2m4VY9CSFNRMITf/PgFtyaoHud537TatTAVz3qUIWlFKc/BYg5zUfR/LnjxMEWICbFbnU33tUpwjJODwGWGsGzoM6wFn6zWcta81b4fba0IOk70Qd/SN1rcTBQCwRheD2HJuDJyzzZYZgjpxqjum6wb03QrDsMHNzbN2kjCON4hh0gUozSJOrScHsCMg1QVGIIgSkDG7SerolLW5LRQoX+98D4iU+vWInCOsGeB9j75fo+/X7TmXC5qgPLbRRi3nXAmVjm0UrS4yYQwt6b9fDXC9h+tKJfsBtErVMD1CCCGEEPLyyDljW1zm3vfozQDnLZxbZMWIgescctSRq+tPr8vnsetOKQeQAErblkWKAeO0RYwTvO/QD5udcadpGlurlrbK2rYPds6ViAQ9WHXOo+sHdP1qR4wRaI6m7rXHVlQSU2j/VgfOfEjsXNfiGOrXBEthJ0EklUNaLS+JMTaXjjEGWbS1NoyTuna26j7KKcF6B2tNqYZPsM5i2AywzsA6h+31Vl36zmM4WuH8aIPL4+M3fs9OCNlP9kLcAeqJQkY0KvRIScbXtquAmIIuBJiFjGWIsnN+R9Wvc7XTuNUTgxhwff1Ja9/SSnK1pqr7p4YzjztuHGtNWYDKyFg5qViiNs/ajlXvazV0eRoxGb2W9fq4qPjzdVaxqTYION+pcGUdnOvw7NkPIc9LW1ZZ3IzRRdD3Hn7wMEYQxoAxBIQY0bm9+bF+LV60znHxI4QQQgj5Zuh+c96/xpiKA2WC73zbg6WwKDARrSxPKe0417uVunJCMOVvLRrRPWrfxp7UFWSQUgfvB4zjNcI0Im+fzXt4Y9vBqvcGzrki1DxHbbBS93yCMQCylOvRPXHdOzvXwVm/4wZarzfachsjUqwtt6XRyvewRsWe7fZ5+Z47WO+w7jxSTBhvxlb5/vz5p7DGoVv18L3H6Z3T5noKU8C4nTBeb2G9w+ZkDTEG2+stYojoeo9+3ePs7hnunpzgZBjYkkUIeSXshQogQHOw6Jt3BGCLoFEC1LLDbbdMFWqAuR5cw5Ydkk2wNugbfuh2XD6795lzdmq+TxNoIBBRJ1GtOk8SIdncSui3sMa24Dgs5n1DnGDCCBkNuq4vc86mPWZF831SuyZjjAbMoTR2ZUE2JZsIu2NdAHDz7Ab//JNP8Bs/+hEuj47QO4fudc7z/gTQtEMIIYQQ8iqYx5RUfNH9YZxqwLL5zD67tk7pqNXsNjdGWlsUAI0UKHEJueVkBrhSqS6ie15rHKIJMMYhxt0SkCq6tDaskodZH1OdQg4iGSiHohrJMO+FU06wQGnYDc0xVEtRnHRQs/uiNcsZdHnVriOFqG4cZ+G8RZhiEcJGSCctVHo5zpbL+NpcKR8hMSFOAcZZ+KHD6miFu2enOF2v4d/QQ1hCyP6zH+8uZawI5Y08JQNrTBuJcsXJU1Psl46degoRY0BKKrSgvGHb4n6pDh3nutJ+NbcB1KDllCJiCnqigDzP7Zrd+d0qENVTDM3WWdZIShOCBKJhc2XRGbfXcL5vi6VaRXcbuuqiaIxF16lj6HYgnUiE87YtZjEmPP/xM/zwN3+E/+Hon2EKAafrNY6GAZu+5+kAIYQQQshbjAo4xe3ivJZxGIMQgmbqpAQxi8NLoyNKdRxLBJDFflfFDANjPLJziNHDGodxukEupSBz1bhmRNYMS821mdp1La8RmItWajNtLvv0uhdPSIu2r7KPThEx6hhWvf+4vUGIkwpDOcOXPfjcyqsjYc65Noo1jaG9Nq7zmnWZIkKc4HLXrq8+b0p6HzEC3znEkDBej+11Wg8d+lWPzdkGD8/PcLZew9vXXIEuoiIZIeTg2A9xB3kWMHLGNG0RMJYQNQNIgsC0eVx12MTPjDe16kXMYskSYyyyCCQbGDM/Z33TB4rqX+rWteZxLNXjWosuRbhZr4/R92tY61GrJWMM2vBVHUWCspDqm/g4bYttVV/2mjPkXNeEIl24DLrOl8fOOqNcRCgdKfNYn24QQsD0wxE3z7a4/vQan/zWJ/itf/Jb+LtHK5xcneDO1Rl+94cf4XgY0PvXVLdICCGEEEJeK5o/41v4cMVaixQTYphd7ZXWPhsTcrZwHoAIxu2E62efloNOv+P4qQeV07TFj3/8z1vteN/rqFINX14+1zLWYAolm6fm8iwCkafppuVz1sPe2+23NzfP2se1fKUe9nrflX31VPbTG/jBw/caMh1DwrMffort860e1JYmWu89NutTGGt3nEL1e3j+4+fYPt8iTHoI7TsP6y1WRyuc3j3D+b1zPH56D4/OL3A0DK/sZ/yVKeHYhJDDYy/EnZyBlGsyfXnDFIMQxmIdte0NXL9kkEMAkBZ2TRV9pqABa8gJMcX2xt51vQo1C+cPRCAlxDeWmdxap7jM2THGwIhtYpMpLV2a9eMgYttMLwCEcg1TGOFFAPi2yIxbPW3wfn5z19MIUbdSce7o5Ul5LG33MmIh1qAbelhrMN3UYLcR47XDtt9qcFtSK+h4PeIfnZ7hnasrXDq39w6eF10eA5YJIYQQQr4pJVzYzjEHyz9AjSCYD07F6LhWtlW4gQpBU2mULXvkFCMyZud5ivN+vjl0FpmT+ZYgc/v5XRFjauutNaVsJJfRslslIjXy4EWtWrcxxqHvNRPIete+j3YNbv6dIyW0cat+GCBWA51jEXFiiNheb/Hpb3+C7fWIFBNc59Cve6yOVji+OC55RuW1SJ89eCaEkJfJXog7wG5mjn5cE+yrQh6a0l9vD8yCgI5VxSaspCLs1Gasrlvh5uZZq2p8kesnpwiBFDfN7JzZmc0VAzEWqYgwAgPvO8RoYCSW501ISU8dnPPNyRNCaRbIKu607zUlJNFxK8mmVDJWp5J+3zonbdB1HbpeF4ppO7V6dD8GhCkijPoc0xiwvRnxPz74Fzg/OsLZZgPzum2gX0AVnhigTAghhBDycqkxB3ooqZ9rB6cpA6bm7iz2YgsRJaeEGPQwdZrG0lwlRcyZD2hbDk2JOKiZliGM7ToAzNk6i/EggWnjY3qtvrnmld2sSk10yLB1REsMXHHn1Oedf4/Qx5+Dnm2rOV86iGrOTnUsSckicp0vDVgWIWhA87SdcPPpNZ7/+BrTdkRKGWuzgu88+pUKPICObt2ME55tt+i9f+016Pq9vtanJ4S8IvZG3KkCSnXi1EVCrZ03OhMss1qvwcvmM4+xGo6QoYtVKHXogI5bjeM1xu21jkcV26iKMeUEooxPxRjaCJhzHiiLzXb7vI1N9d3Qqs2N1RT/jNQWtpwdUvKtKnJO9r+d0ZM0WygbxKiNA+N404SpGDXZvy6w3aqD77t2UjBNeiLSDR3iFBDGCdZZFbumgN/4//1TPLm4wP3Tk9c/4/sFpPxZOzBAsYcQQggh5JsiRfiw1sP3c3ZMCrrndtbpeBLmPXl1pAO6Rw5TxLSd8OzZDzEMG3jfa3V6zjBZHS/d0CNOEeN4je32OWwRaQBgHG+AnOF8B+OKwFLCmHPOJa9HD2Wd7+DDsLtPl9rONbbcm2XEQR3/iiloBbu1rdHW+x7ea9aQ7xxyRhOHUkgt/nM4WmH77Abb51t8+umPUBt2V6sjDJu+vT7PfvQMzz95jmc/fKZh09bASobvOwzrHs5b/PCf/RDOW2yfb3HzTGvoP7p/Hx/fv4913387P3hCyFvFXog7gvkNu44lVaFHq89Na82qn6vViDXPRuvBUxOGUkqwxuqYVhFYashaFXFyikg5wRgL72MJb5taGwBQ69BdCX8L7TliipiqeFTmmHe+p1LPXv/9IpGi1prX2+h42aTXlcyOU6neRgPkBDfPbnB9/QwhTLDWlVygrCn+ZZY2xYTtsxtcjyO2U8Bmz9cROlUJIYQQQl4+mrnTwXvNgwF0n1hd4hiBaTvBWDM3Zy1cLSiHrs4VIcX3xQWkn4tREGNALAHEOv60bvto73UTOk3jfLiZDSB6AJpiaMUmmnNpsdmctOsbxxvEMCGVfbiU3w2c8+0wNJcsTec69N2qOdb1tkvXz/yaWGfb50SgLVmdRwz6+8E0qSAVY4DrjrA6GrA+3eD602tsn28Rp4AU9cDZdhZH50fIGRi3kzZvOYsYI8brEb/9mz/EP1mtcHl0hKHrXrt7hxByeOyFuHOb5cgUoOWNdd62CjzA7mxwdfOkGBBzaLZOFBtoVd5r8BqA0pg1V6FrIPJnayDVaaPtV1V/aDbThdtIv57b41aRaOf7+cxj28WX1C20tMGqQwm3bqeLxjheI4SAzvcq7CwC0qolNYSIkBJimrN8CCGEEELI20NrririDQB1nxtBSrr3DVNAZ7weFBodxZqDkmd3dculLI8j1sDkjBjV/V6dPzVs2RgD7z2mqcNcgKKjXNnmJuzEqK1U9SC2KyNW1VGfcwZiQJZ6yOtgS0B0jUSoIpaxVh1KdeSsxB3o3luQ0jIAWl8HKbez3sJ1rh0Ka8NYGefymu+zfb7FeD1iGkMbDfO9R7/u9ZpLLlGKqQRWBzz/5Bo/ev4cn9yoQ+l1zkbxQJWQw2QvxJ0MNJfKcrY2p9RasWoOjohAYDAtRBsjFrXSbwpja6yqYk4sTVZ1JCqlIvYYC4hD162a7XMabxahzLnN8AKA7/q2wBhjtGkrTAhhxM3NboibMbY8viCniJACjHHwXq2wOqKljqBa9xjjhBgndN0AI2pvHccbdN0AX6rPc0qYRm0puLl53txEMUTEEBGmgBiTLsyFVJvICCGEEELIW4seTpYDPxH06x5mtDvBxjlnIGl+4/J+cdK8nbpnTsEAThu34ACbZiFGH17awWXOaFXk2+1zXF9/Whw+tolBtSFWRPf8znXt89qS5drjW+t0lMx3MGIwTluEMLb7GGObsFOFl+pI0tzKUWvLtxO6oUO/7tH188gacsbJ+Qmsd3BehSLXOaQQ8Vu/8S/w49/6BGEMiGGCGIPTqzNsTtZzw1j5XSHGCAmCMBlM2wnb6y0+ublGyhn7G5ZACHlT2QtxB5hPArQ63Myzvkl0zOgFzpOaZ2PMnJ2TSmW43j+UFisNchvHG4Qw6hxuCnCugyunCmrrdCrkiEEq87o5Zx3dkjrX65DzPC6VckIIUxOOjKjwVO2idewKAIbBt5R/HR0LCEFV+2XOTtdpAFsIU/n+9LGst0gpIwa1p4ZpW55fk/tjCVQOoy401uk1WSM7o2b7CNsDCCGEEEJeDTXDMududqWbucyi5eyE1D6vrVB6f2N2ne0aB5BgxS6cOgb1V4va+BrDhIxcSk0SQtAsm+vrH5c8Si09McbpIS4EyJqbGWMoDbYOfb9SJ01Sd48e/JrWlLUuTbfDcIS+71sAcr3mVPKDnFcHjnEGcdKD0epkijEh34yIIUKMwXC0Qrfq4JyDdQbPP7nGsx89wye//WN88slv6eM5j/PLu9icrLE6WbdmX0DdRBKBKBHWmuIuykh7sOXlRBghh8meiDtlYYE0YabaOGuGTh130q/XoN2aUxPa31WIqVpGS8xPaUfYaTWHJgHF1VPR551Ho3avJyNndePcdsPknJGljkdpK5cxOgZW3T9SFqIWqFwWgVxatrQS3bVwZn1+0xoEtIJSBauMZY1ltaRqm4H1b9a7NoOTCSGEEEJeFTLvfUNEthmS5n13JaUEyTUaYFFT7hwkSRN2avX50vGj94ktjkBEm15RnCwp6uhVjJMeoJbxLGMcOm9aVAKgbVs5BcRoSnalg3MOKZm2/xZIuY8ewHrfqUBkP1uHrvXsqe2VgSJYWc3jWcYh1Gt33sJ3vok/YZwwbdWxXwtPBB1WRyt0q75kD+0eRqeUIXWvvg+qToFnqoQcJnsk7hjNyMHuL/oiBhn65q9OHQdjLZz1SDkiJWmiTQ1TW5pUltXqaiWtdk6d0dVxqLBz2/lNvwSxYZn1U960jYWgZvnMJxkCgfddG7UK01gEHbW8eq9J/tU2mnJczDDPi5HANKvqkjgFhFBsoEUMq9ecYiotYTrvnO2iXvINEE/egEskhBBCCHnjWGbgxJggSavEZSFe1IDl225qPaw0gNHPhzihw6BfTBlJajBzKmNVolmVtwpHIrDIvbGIt55rmVFZC1VETAk0josgZg13rrELXTfAWQ8j2hYbRiCZiBjnyIScMxCAnKc2llYzdoyzsM62/E4xxYnkHYzRCYIwRWyvNbZhDpTuMAwbnFyeoF/1MM62LB8AsyuoHMK2/T73u4SQV8ReiDsqnpiyeDgI6htx3FHxa1r9PBOcynzuhNTC1hLGKZSvlxOKFJBSRN+vZodPOUXIKTZRqbVsWQuRGtBW6xcF1s4vVyijVxW7SOTvuqGJKTHGtoithiN0/dCS/ee6dw1VUytqRohTO0mx1peg5lQeTxfOcdoiI7fmsCbepNxEHjEC1zn0zqNze/Gj/kJ4ikAIIYQQ8vIRkZb7uDxMW9ad71SfN9e6CjXjzYibm2cYx2vc3DwrIckRKfVwzpdSki0+/fS3MTfNusXjGaQcYa3FZnOGvl8jhAnTtNWYBOdL/IH5zP13Q5hTO6QVxLavD3GCCSPyNIdAd10P5/rmzNFDTwsx6pyXXMaxJhWOmsATkwZK54xnP36O8XrEsx8/Q47qqu9XA1I6Qt+vsD7dYHO2aftw17nSGDY7gCrOO3RDh+Nh9dqbsnigSshhsne/8QtMe8epgWhZigWzBa7NVlBUqyPm8au5tjEhhqlYQHX0KqXZkZNSQobB7VOKGqKckdubshHTahzr4tJybJy6bmpbVmskEFPmiHUUq+v65hjShWo5+lUat4rD5/aiMI9fzd/jfKohO7erJy8A0A0dvLWwPCYghBBCCHkrEREYN48f5bJXTCG14OF2OzPXobf7x7S710zVVT/tZPHUfS6AxWFqamHIAIpw49s+2lrX4gsA3Yc76+FKW5bmam6B8rwxBlhjkco+fxmT4KwH2j5cnTuyCFKu++Qa8WCthbG7+2hTRrW63uPm2Q2m7YjxZgvv/eJ10pDlYTPAOttq4/V5PvPiwxiB7z1WfYdN378RjnpCyJvHXog7GVDbRp3NLdQKcuR8S+RIO2JMe5yckFMEygKRoS6YGugmRdQxYlDMQWWRmBbP6ZowgxTLvLAtgW/DXLdexCIRgaQ5r0fKY2rQm2AYNu1EYr5OXahQqh7nOnfTcoaA2UZahSuk3Koj9Q67wo5+P7vCUL/uMXQdnGEmPyGEEELI24oKGQY5ZR2RChEhTO1Q0pZmVutMCSS2JRdH95YudEgpYrt93oSSGGPLxDTGYbU6anvl7Xjd9uDWeW2OKg4iY1zZX+u+G6VoRMeeBMa6xYFo1Cbc5r4PSNkjhAnjtC3lKVqsstmcwrsOznXouk5Hq26NnU3jhK60ZxlnmmMHAMIU0A8d/NCh3wzAv/gxwhSRUoBYFWVyGevyg8f6eLXzGhtrkKJoPtFSMHMW/brHyWqF42F47c4duuUJOUz2QtzBQnHfmb1VTyQAXZBm5woWocqAR9bANWj+TiqnCPMIloYfpyLiLOsJY5wQprGNOPkO2G6vm2jifa9NVda3xwTQXDw74W85zaNlbfEyyCliGlV0qiNaKUWEpAtq36/bWFcVm7Qm3ZXGrSIALdw3Ndy5NQU4bT1oI2tl5rfrPTq7W9O+j7AtixBCCCHk1ZAzWm7NsjDEOY9xvEaKEcb0EGv1tmE5ogUgZXSdHlZqfuQKYrVxKkxjycHUJlp9voyb7TNM0xYhTBjKiFVKAdvtotikHlqWfaDv+jaGNU03KvDkjGnaYhpvkBbu/RqZ0Pke1nk469F1w25xSV7EFZS9vXMOKWbEEuOAnJGiPn+/7mG9g3UWzjv0mwE56X47hIDt9Q1urj/F5ugMw2bA6ni981qlmJpTBzCwzsB3Oo51ce8cV8fHOBqGV/mj/spw703I4bEn4s4sWuQcW+ZODRu+7U4BPhu6bIxBtg7GOKQ07gSuzUHJsSxsEQLBFMbWtFXzc9T1EhbiimsOnSoULXN4NMG/CjymfW3+fjTgWSAly8eUExIHY3K7zSxcxSboVFHJWjdbSxcLcv3em4V28aedFtyy1RJCCCGEkLeTnUNUa2BMho3+s7/oF0d9wwissag+8Opg0QPURVwCqkM9lENIbcLqulU7BK3CTUrqyKn7WClRCZpXOe0coIoIfDe0f3fdgJwzum4F77udfT+acJQhIerhaMrIJUDZOgNZ7KljKM22VrMqXefgvP6KZIyB9Q7dqsP0Q23JiilgdTTA98VZlKqgY5pQJUZgjcB1Hr7v0K06nG82OBoG2D04cF0ekhNCDoe9EHdE0BYQtXai/XtW5l88VlS/bsQim1xmeucxK6lJ+9ATi2oPBYCYdLzKuTL3K1IqHMsMsFGRRVCtp5rfk1NcjFPNJwE7eT+YZ5JVbLHzGBekjYgBWoMec9LFKNeRLq11dC7Ngk1r7Fq+dkthR9qbdZ35NcbAiLx2++eXwQWGEEIIIeTV0rIkFwJDdu4zYzopZSw1CB3XsjCm7HdjQowJqYQw7xSFpNRcQt53MGLQFcc7MO+/gREhjHBOs3XEzPvwaQK87xBCycI0s5tdxKDvdBwq5QjvB8QwYQqjXgs0LLllakZtqzIANNpTdkaxAMBYgbEWvgg7xpmSzSMw1sD3HjnPv5usjtfoiriTYoZxi/iIpN+LGNPEon7ocLZeY911eyHuEEIOk70Qd4C5iepFYcIqiBjohPBnySkVO+h8P23R0kVjGm8wbq8x1Y+nsVk5dezK6X1zRkyhCSYxRdgUEfPs2Kn2UbOcEwbKx/OoVM4Z06SLjHPdTlDckpQCxu11y8/R1yAtvl6/p7SoaF9URYrAGqenEMWlU4PhRATroYe3n61U3zdoDSWEEEIIeTW0A7/i7q6HgXp4aYA4Z+vUvSQAdbhAK8SNNXDe6cjVsy1imDBON81F7qyfcytFsFod6WNAilPGtMes7vhaz14PUacpNUf9ZnMC74d26On9AGNM2w8DmpVZHTQxBXg/wHq7aLGV9v3GMDuMwjjBegdXsnA0Y0ive/t82w5nwzgV15DWonvfw1mP0zuncM62ZixndJQrbeffVayzcE5dP+vTDe6c7M9IFiHkMNkTcWe5wIT2MTA7c1rCfZnPbeSMlJdjUssRr5KRIyWYrWTw6G1nJ8xtYWEe0Yot5b/m99TQOQAYxxsNcAbQ9+sS/jafKmjrVvm4uHZabTt2n9MaA+c8nOt0YTKuLXQ5l2rGEJuYY4xFCJot5HwHKQs2zCzsQASbvof7HNfTvpFTbllBhBBCCCHkJdFasEp5Sc5IKSOGqIeSIkC4VYVeWrPqxzklhHHCNAbdz97af6es+Tv1+fp+1ZwuGoOgZSIZeSebJ4RtC0RuNejGwfuhZV8aUzN7UhGBblrMwTIn03VuHrcqmTq3R9FEBN2qg/MWrvMwzrZ2sBTng+IYYwlTTrDOIoQIax1WpwOcs5p1GTNcCaJurh1rNFrBaUj1sB5wenaMo35A7/bmVy9CyAGyd+8wMU6fHT/K0lT6XMaXUGZqa5PUPIpUxp5Edt7M20iU3MqgyQuZpTiEbjdzLak16SknpBSawGKdhysL5/xw0kSX+vkUA8Zpi5xS+ZptbVqa7L+Cc91OTpBAv/8QtKELIlrVXsOmy2mBlFli1JEsa7DqOnTO7v1YFiGEEEIIeTUIsOPsTikhF6eOrQ5vh9nZsxB2ABThIwPICGNozVb1a0ARatKk+15YONc3UadGIui+PRVnTQfvQzk8nR/LWg1t9r6Hd13bL9dsyhAmTNMWxhg41yGEejjqdwpKdB9/63UoleXWGhhrS6SB6GsBbcty3sGIIG4j4hR0/Cxo7Xo/DNicHcE4W/bhGdY5FXrSXAJjSwuX7xz6dY+LzQbrniNZhJBXy16IO6raT83ZokJMagtOfUOvQku1c8YYkOI059oU8aa6dKy1mKZl6LCD9xp0th2v21zv0hYqMufimHKyoY6cvt2mjWKJwWR11EtPEqorKMI5X4QbXXCc9dhun7fKRms9um6Fzvfoh025nxTbqc4et9MPqMgzjjdw1usssbFAeT2sUyupc+WUwFlYrzbV0/Ua3u7Fj/krIYYiFCGEEELIqyDnjBQiYigtVSkjIrY9aLfqdO/tTBs5SjG1cagU1J0TQkCKASFOOweWLedGAGsNAIcY9DC2HZCmWJzp+rh9NyCjbw6fvl+j79c42py1sGaBQYgTUgq4uXmGcbyGtQ59n9U9b2xpuTIapJy1ftyVKnTfaRU7MItRKUaMKcEvBKCUErqha3k6n/yLT3Dz/AZhDBinG2xOjnF+92xure0M/OCL4JVgnG1V8q5zWB2vcXZxgnfvXKFznuIOIeSVsie/9Wuq/hIRQed7GOuacJNSbawKiEXU0ZOHiJxVcFHBZ07ot7Yk2ecE76U91hRGpBhapSJQHTC+zdOa2pYlmqo/O3ainkQg7zRqVTFnni2WsogljGkLAOi6VROUnOt2gqJFjF6DtyWoTuvaRQROnI6JlUXBOQfnVXCqbh0YKfPQFsNmwPH5Ec7Xa1pACSGEEELeYqqLxVgt2igGeCSTWi5NdbEAQI46ghUmbZpVoScixYib7bNFBqVpeTrqiCnOmRwxbrcl73KLaRrhfVcON3uk5OG9tmZV0QWYHfw5Z4zTTdljG2SkVjbS+V4PUcXAOl9+R1CXTa0dt05broDF2NjCabR08bvOFeEqIWwnjDcjUkyYxgk3n17j009/jJubZzg+vsD6dI3VyRphDLBlr59L8HINnNaGLI9hM+Duoys8vbzE1fEJhR1CyCtnT37rX6TVlxYqzanRN8FltWKtN4xhark1moSfmgMolTpEUxw+yBnZlpA4zC0BKen8cH2MjNycObUN63YQca1wXGYDNcdQWdyWWT4xRUiuQchzJo8R077P9irILAplM4dMAyiLaELOri1uKhC5thibYqF1ncf6eIXji5M3KnMHADN3CCGEEEJeIWIEkg0k5924gpI5U+MOwjSPJc2Hq+WA8wVFGMuMzJxzKySpRSQ1h9IYB2NQDnYHGDPtPEbd88Y4fWafbK1D16/Kx6btf9X1M4s3xlq4bvFrTsoofVm6b16MnFlnIbEGSJeMz6iNYNM0FXHqBqvNGqujFbreI05R27C8Q5hCC6C2zsL3Hv26x9H5Ee6fneHOyTEG7xmRQAh55eyFuFNHpvTfpgUS55wQwnaRqWMQY0AII8Zx2+4LoDl5lhk5xli44twBUASeCJTQtSoWmSbkmEUgWkTICaaeaCQpYW+hXUOtNNfFZh4bc65rzVrPnv2ouHssVqsTvY6ckZBgyuywMctMIGnjaM45+E+7Ml+sFe6+uHVyzui6QZ07JQhOZ481uO38/gU+ePwAR8PwRog7iW1ZhBBCCCGvjBhutc7KXAmec0acAkJITbiJU0AqGTUAWqmJtszGIqhEGLEtqBiYm29FBM5pfk5tvsXiUHR5gFoFHT18VQEJxYWvh6H6e4L3HsOwgakiTMol/zIihIgw9TAuwkRBnObn0INhDY82nYPv3HygmpI696G/M3S9h7SmLNP+nN87x8nlSXMEVSGnHigbp3vx9ckaR+dH+ODxA3z3wQOcrFbw+7QXr7YtQsjBsRfiDoCmzKcEHW0SQQh6QpCKS8Y63wLSat5MhkGMk54ipLQIWk4LwWcOXq4nDqmk8mdUgWUeowKg41cx7pwY1IUs56wOIJkbBPp+rWFurivPXVP/pQg1PWKcEIK+maowo5+vJw5an66iFbyH6zw2mzOM4zXCNMJZXdB87zHe1Ap2V9L+56rFd3/6XXz88AE+vHcPzr4ZYcpvwjUSQgghhLyppFBGl/quhSunoIeeOSWEKeLm+TVySshITaBZijDWOgzDBtvtdWt/9V0PI/M4VhWBuq6HiC2HnLfFnIwQYtvnpxxbFAGge+ub7TPEFEvhyNAOQquDHUAZBXMQKXXoU8BY/rZjgHO2HYI6X5q0jKi2kVIrVbHWwFqDnHtYp9/LcLTCyeUJnNPyk7N7Z1gfrwEA/aqHHzy6oYMp9/VDh5PLEzy5fwf3Tk/w6PwCR8Owf+NYLwiaJoQcBnsj7gDVwaNvqDVAuVZ6o4gfOc9ijd6wiDRlIUJGE0rmGvM6vpXKWFVEyguhRvREwDmvOTbG7ox81ceoIpNe7PxGXfN2rNVRshSLBVVMmy+21jahqab7O9fDOQeBzhIvrzuVBgPXOeTct1MV6y2ct4jRwkYdzTLF5bM+XuHi/jneu3cXD87OcDQMFE0IIYQQQkhDs2fMYiubW3OWHpiWKIASlGyta3vp6nSvDVt1T1sd94hANrU1yhfhBbB+foxUw5yBts/X549tT63PUarMU1w8t7TfF2oTre9noQfATq15ACAxqbhkF+21NpXxreUoGZoAlHOGsQbd0CGGiJRyE3SMMVgdDbDewRUX0HC0wupohYcX53h8cYGz9RpHw7Bfjh1CyMGzJ+JObgtEbiJObtbPltCfUhF50q3bpR1xpM4CpzTbT2tWTr1vddZU107X9dpe1Q0AUL4+3z6lhCmMbTFxRawBlrk7evIxTSOQM8QYDP1Gm60AxLjVesTqwPF9WfSkXW9KoY1mhTGoI2fo4aNHCFGD6kQ0xT9lSDmJ6Nc9Tu+e4b0Pn+D7jx69sQsK27IIIYQQQl4+Yg0EaI4cJLS9bM4ZOabSjhUQS76Oc67FGNQxphhDORQ18H3X9rFIGUEMJOl+vl/pnlrDhg1iqM52HaVCzrDGIZmk+TtlL1xjB5xzuqcGynhX3xq5+lUP67TOvFt1et+Yd9w/KepeOpfRMtc5bZS1pglOph3MajV8t+qQY4IOCWT4QYUj6yz6VQfX6e8lR2cbYNEw9ujqAvdPz/Dk8hKD93u/B+fZLyGHyV6IO1WQEVE1vAovQAlLgwAGrXK83idMY6lFjM2qOYsksS0c7XmQ2/31MdLO49X71NMHFVlUeKrzwnpN0haX9lhJFyxjckn6N3Di2mMD0BauUo1eRas6o1uT9oFlqLQKRnEKmKZJmwFsnY/WBck6i9XJCpcPL/How4f4+Q/ex8lqtX8W0K8IA5UJIYQQQl4yy0PUmDCFaeHG0TGlGANimBDihFgKSkJQcWW9Op7LQuIEaz1EjAo6pe1KR6Q0/xFG4LxtocwpabV6jUaYwtiyKnNKEDHo+pUefBrd43bdgJubZ0gpwLkOq80a1tvWTLXcl4sxEFMd+erIQVdKVcoI2Bz4DEyj5gmlEGFcjTpQoUYDp1XQcc5BVlI+b9APHY7Oj/GzH76nIo5z2PQ91l2Hwfs3Jg6BEHKY7IW4A+ym6+/k2ixYjki1cS3MwoyIWXycdsSb5czwMqBZRL+u4pI6ZmqLlRED2LlGsbpsNBROFl8zLbsHQLOTetcBi1Ysa2ypV7c714KkVtAdi+riexZr4KEZPK7zOpYVEsQIrNcA5ZOrE1weHeOo38PZ3q8AA5UJIYQQQl4dTQyxBkjzaJQa41W0aZk5OeHm5hkAwBqLWBqqTG1yLXvvGKUcqibkHJGz1z10loWwk2HyHMxsrIWDa/vxed+e64WWyAQNZI5RSgxBrRs3MFaKI2f3+zNGmgs8x6SjWM7AG729mNKk5ee9eBh1/MsYQQq3fncwAmfm8avV8Rr371zg3ukpeufgrIW3Fp1zb+T+mxByWOyFuFOFFgC7jVcvUL6XAogGqtk2hpVzRK1QrAtNrSyvteI5J2AhELWRrxgx5QxgLBXjHYZhA6RYAppzS+uvJx+ymD+u16YikWbt+K5vdezG2DbyVUWreaws73zfy8XWAFqf3nldWPoSNj3N88f9usfJ5QkuNhv0fm4HI4QQQgghBCgV6PVANSbkXGvHofvgSR3yubRVXV9/Wso/unncKanQElOAKdXiOSWkXBzzQGl9dcg5aJNVaaMCqjt9ztjccQ2VIpQawWCMgzVuIdrUzB2oAGRQDkjn3w1axXnWanRX8neMd8hJc3Sst23cLKWEsN22TMwwzTXvmr8DiDFYHa00AuH8GB/cvYur4+O9H70ihLx97IW408KKF/WIxmjLlDZmTQhBnTXqhpndM8Zo9k0I046ok3NCmLZIZbyqvmnHOGEct5rMn+ZE/3G60VGvMGK1OmoCTj0SEAic73adRTuhbrbd3/se3g9Yr0/VzllHy1BaBHKGyx1S0oavCF04dJEJmKatOoXKSYGeFuhIFqCL5rSddHFb9eh6j6vTE5xtNjuuH0IIIYQQQooeouP+SQ8Wl4JKjLr/1LwdbbAKYUSKpu1vAcBa3atWsaceiBpj0PkB/TBoO5UxCCEg3IzYbp9ro6zvVLCxHaxXZ3sNQ45TRBgnxJiagJOzunwQgZub58hZw5OHzQBZHIhqHGVx7CS0Uaza0FUFHaSFCFRuW39HqLfzXT0M1tfNWItu8Dg6O8Lj9x7ig3v38PTy8o0XdmiYJ+Qw2QtxR4Am2NTsHBVvzDwCBa39rl+LMZTGqnmGdhZbDHKahRC9bwayaScCs+VTr6GFxcnSVZNm91Bp1dJVA7eu1bTb55xbMHPXDXDOL4Kep3ZfzfaR1rKFPDeC1Yr0pVMnxghjnZ6OxLI4GQPnLXzf4XS9xrrrOOdLCCGEEEJ2SCljvB5hFlk1lboHzjkjlVbZjIyuG8pedXa/x4hyEDlCRND365K/o84a42wZnRJM27oH1zr0uq+vyGKPDei4mDW71es1l3K7vcY0bjU+obRY3Y5cyDHPe3wrZXxrPjBOUkpSQkS2Vke0oMUkxgisd7ClLasepDrv0K96HJ0f4cnFBe4cH8O7vfj1iRBCPsN+vDst1pgqzkixei6zdWoF4mfuXvNzkD7ztZRq5bnm59QadBGBETPfo41Y2R2xRhaV5/o8dnbtQEpAnUUqo2HWOvTdgL5ftxOKnOuIWH2qGrosJUROdkQmEQvnLLrew3lXxsZSmy3WXCCdO7beoVt1OBkGrLrum/0cCCGEEELIwZFzwjRNsCmriwWzayXnhIzdNloApeJ8PszUryeM4xbjeA1jLLzrihNeD0xn142ORenzlAryRQzD4sIQwxyXYIsjRoy089UUM8ZxVCdRjnA3KiC1UOWc0Ywoi8Ne/TqaKweobbjVwQOI1fxKa21r0xIBJAnGmxGu1JyfXJ3g3ukpTlergzhIPYBvgRDyAvZD3MkoCwbmFqoSdBzCVFqytE0rlnGqMG0RSqp/jLHVNtbxrBAmxBSRF+1YNVunzgInSUCrQ7fNRVMXnprXUxclgcCUUGV9vFiqz280o8cPGPoNTk6u4HwHI7uWzdrCVUfBrHWlBWxCjBOM0bnmlAK2WyCEiCFmGKunIfMiKeiGDsbZlrdzvtlgTXGHEEIIIYTcwhhTcmYwV563WAMds6pNsRpNsOvwmaMM9Lb1c8+vP0Es9eV9n2FvXBONttvnumftekjZE6cUAbPcS2eEcYLY2UHTBBozZ2P2Yw8AyDliHEfgucA5jS4wycBadQ0ZOx8E19EuIOshacvb1DYtU9w7HbQW3VqLaTu2O+aUsT5e4+L+Bb7/5DEuj44wHNBee9n6Swg5DPZD3JHZMQOgjWRlVDungXPzm2m1jdYAYmutLhYJJbk/LOZnbVvAYtw2YaW6ZqrWP491aRiytR7O+iZtt8DnIvjULB+BWlL7fg3nOnS+L0HK1cIaEWOcZ5lLo1bXDXMbWM7t+zfGwMi8oNZxLGNNG9HKOSNOEb5z2JyscXnvHKuuY0o/IYQQQgh5IbXyO8dU8mg8gHXL3UmlRGSctojhk0XBR1w0SFkYk1vOTi0s0X3uzU5hSXXcL934GsqcATsLMK7kSlaxJZeQZFsOfKswo621Ht3QtWvLKSEbQUpz0Ul9rkp1vbfpAK+Hpsvb+s7BdR7b59v2PXSrDidXJ7i4e4aH5+fwzh2Ea4cQcrjsh7iTZ3fMUkWus7lGbHG4hJagP99IINBZ3px2a8+NGKSSk6NzwmGeKwaKBXV3IRAxMKKLlZhZZBGRVndeFzhrHazz6LoVvO/hnId1vjVqzaKSBtbNmTumtQQAJQyu3Me0VoDdExMRgfOu3T5OEb7vMGwGXB0fo3OW4g4hhBBCCPlcRAS5tGZZyQBqi1VEzsVdkyOkONrbfXLeEWyc88Vx7kuOpNkpSMm5uOFvCTvGWMAs8nCshZg50Pi2myTn3Pb3xmitufMWYYqtcRYhQnyz6bT7ATKLQDEBZTRr2XKbQyo5QTqSVcfSjDEYNgOOL45xdXyM0/WK+2xCyN6zF+JOyvNoUxM9yiLgvdYvpinungiIQS631aR+D+c6ZORS5ahhbzmM2pxV6hl1/MqUkSsDac4d0xR9lPGpnCLE7oY4hzAihAne9xiGDfp+jdXqSB9j4cSp1tUwjRinbbt2bdLq5lGvIuB4P7TFxphZ1PGda01a5WUBIDDOYH2ywsnlCd69cwVv9+JHSQghhBBC9ow6jpXNfGgJKzBFyMh5bo3yfsBqleB3WmKT7qHFQLxF53sY6+Ccm10xMotD6lqPECfl0NM2caYv0QLGGFhnWlEIAB2L0gtEmOqhroYtS8nKiUHFnhZ6XPbKUhzuqYydIedWnx5D1NYsayCdRxhDadfNOL06XeTtSGvxOrk8wfuP7uOdqyusuv7gXDts2CXk8NgbRaCFIpfQ4ip0CAyMyTom5boW9hYlIudQqs1vAJQwYsyp+bWiUa2cCSJ+DnUDFhZTafZSrVafs3YytCXLWrcz7uV934Sdrhva/LExBjHp7WKY8Pz6kzaKtV4f68InUnJ+qqDk2vVoQv/ua2OsgSunCTV92nmH44tjnNw5xdl6A/eGVzISQgghhJBXRW77ZM2XXBwktmBl3T8759vBZXWfhxB2Hq061l3nmiBinUEMCePNiGncIpT7iUQ462G6vgUrV6qwswxyrsJPDBEZgDG6v04oIpLVDEwAyH3C9ac3SCEijAHr03XLy0lJa9tzykgxagnJ0KFf920sq41k+fkwt1/32Jxu8OiDh3h6dYk7J8cHJ+zUnzUh5LDYC3FnrhNPSEmtoSntKspzi1XaeTOqIkrN4FH7ZtxZJGbhqLplTBNpAMBZr81WRczR0a20uB7MJwBFMNI/tT1g982xzi2ryKMnHdZovfkyjHlJbeaqLQP1utv1Gz2JALRBwDmL9ckGZ8dHGLx/iT8NQgghhBDyNqCiyVxcm2MCzNxaZaKBDQ4i4879vO9gnGmiTq1Ctw6w3iJGC4s0H6Qao61UxR2zm4mTW7bO8nNiBEgoAs88UlXDj+vtXBdKDEJECmkRpFz20kbbr+IUkJxFzoC1BtZaFYrc/FjGGayOdBzryeUlTldrdI77bELIm8H+iDvQgOOQRqTkddTK+p1QZQAtw6bdT0RbsqZR27FKG5UuFLH9u95e53NDCVXWRanrhzYWFUsDF1DdP1WsGYuw4+FKzo5ASntXgjW2ZPQYpBiQynM76+G7Hl23gjXzyx1ldhjllJBFBRvXuZ3XJWeovdQYABGptGf1qx5nd89w7/QEHQPeCCGEEELI5zILKjHGHfdOc5JbwTSGtr9u41bOwCZXbqfCiSmCjooymmQJJBVLjIHvO7joEKMelvarAd3QtVyb+hy5RhnE1BSZKvIYa7QSHfqkFgZi5oIRQAOVj842GG+mNmo1f18C41wZ1Yq4eXaDECKmmxHd0MF1Dr5Toaheh+90HOve4zv47oMHOF6t4A/QHV8r4gkhh8VeiDvIaK1V+vHSdWPVyZIzOt8jp4hxvMY0je12xtgS3pYwTds2PpVS1AWhuG2WFY7TtC3V5w4i6qxpFs/yuCKCabrRk4AUMQwbGDEAivjk+zbOVQWnnBPEOBhYwALO+TlkLs+OolTcRcbYZj+ti1w7SSiLiRhdYK33QIwQY3B0foRH967w8Oz8IAPe5lDs130lhBBCCCFvNjknrRCHCiLGamCy9Vbbq4zAoY4n6X1uno/NFW+t1pSLNYhTbAHF9pbwISJwnYODA3JGDHr/bqWttykl5JRhnbbZxilgezO2+y5dPelWTkHXe23TikmlpNKq5XuPbtXBdw79um+3t36uZR9vRogxSDHh+SfXOL44hvMW1jutgY8JEMHFgwt88NFTfHjvHk7X64PcYwM72dOEkANiP8QdzGHEVagRlZRnVT+XMaYSpqyNV6nND7exKzFAEXLaY5exLKCOPqVWc66LldG6cWOQopTcnTkMro5W6amGK66i8rdzMGKLQyghhABra3Vk0rwgI03M2VHJi8iDdn3LmWO9nXV25/swVmeDjy+OcbZeY9PPi9ghwTlgQgghhJCXR4zT7HjJC9HCLFw9Ie7EAtTtmGZFChDVQe+cm0eyFu1Txs5ZNgAgJrX2qXn8Krbbzc8z750bRXSq/04pA83NPu+ZjTVan16ut4pQdQ+dU4ZzFsNmUBe+U1GnHq7mnCHOwncOV4+v8PD8HJdHRwcr7FS41ybk8Ngfcadk4ejiYVvdYq0ur2/2xlhY54Httd5vIQJZYyHd0OrKUwk2BuaAZeSFoCMWxmqNo62tWMbClMrzGCfknEq+jm+tXN538N1QaiBV5JEwamr/tIV3ejqh+T0l0BkOIrmJRBrWfFuAgi5ekiBRIJK0Gr02GxiBgUW36nF+7xwXR0cHK+5UEtcdQgghhJBvRM65lX84N4cH14/bbaY5+sB6CwmycMTr+FWME7z3sM7CdR7WleiERThyfYy5Rl2Qs6gbPs4OeTGmjUUB0FycVIOV51bZjIwY9PqjRB3XavXqBlk0sydMQZtmgTZCJkbgOnX3GKsiju99cx2JCHzvsT5e4zuPHuLh2RlO1+tX+eMghJBXwl6IOxlzvs1yIRjHufq8vvF7ETjnm5ASwhZAzeRxsAsrZwijLkgpIuaIrCnNsGUcy7kO3nXo+lULbDbGIoQR1mquTldEnCru9P0KXbdSAaedckxIMcxtWmYes6rVkMa6z1hXASwCmg2WM0jtNMJp+JwxgpQyunWHk8sTfOejp7jYbODdXvwIXzptXppjWYQQQggh3whthp1FHN3zCnzn2xgWIDBWDw3rvtMM0lSSGDS02PoN+lUP3/kdAcZIOZCNQJiC7rv1yXevo3M74cnWzQ1aS4d7jHHeS3uHnPR3hdu5PXN+zLz3BlRsUhEIMN6iL+KOdRbGmpbPIyK4enSJd548wPcePcLg/cG7dgBm7hByiHzpO5eI/AUR+Wci8ncWn/tTIvLrIvKr5c8fWHztT4rIr4nIPxCR3/fVLiOX/JyEXAKTQ5iKODO1PBtrrbpmav2ida1GfPH8+og5tfrGKYwI06gjXcbsOHFM+XcdiwLUHVQdOtY6WKOOnb5fwblORZrlG2IZ13IlbNk5/be1fkfYWc4S15MGY0wb2ao2ldsnHnoSEZFiwrDRBP/7p2cYvGeQMiGEEELIG8y3sdduwcWlaCSGCdM0YbzeIoYaYGyLG8fB+uJu8U4broxpTvJcwo+ru36ZVbncH6ekglAYA8brUavNSwtWLiHKKSbNzkn6O0DbAxuB8w7OWzivh5zG1kauWVDS4pPcxsfqSFYtYqnCT/0ejK2h0PNe++zuKe4/uMI7V1cYvD/IAOUXwbEsQg6Pr2L7+GUA/xcAf+nW5/9szvk/WH5CRL4P4A8B+CkADwH85yLycc454ktIOcIkIKYwf64o6jUM2dq5itBaj2gDbJpng/UaTBunSklFIh2xCui6oYxk1bEs00SWmplTTzP087YtVFplrmLP4vttz+mcRzIGIUxN0KmP21w8Sy1NBNboaJaGPFtYazR7KGXAAsZZiBFdDGOCWINhM+Dk8gR3T04O1rVDCCGEEPIW8cv4Fvbac9us0RbYKEjRl0zHDqaIIiIqrkBKeHGu7a61FKT+STBJIAazqLMQe/Q5Y3mMDDF9GcWa22D1LnMmZd03m3oQWqrTU0xAddoYzdGs7IhLi3GtOrplXBWIdp09KvoYXDy4xNPLKzy+OH9rhB1CyGHypepAzvm/EpF3v+Lj/SKAv5xz3gL4hyLyawB+HsD/54ufA9p+hZKpY21z0qirRj5Tf17/bYyB9zWBP+6o0NZ6FVuMNgL0/brl3aQUkZHbeFcdyxLBzpt/XWSs8/X1mFuuFrdTYaiEKscJrthfzcLWWUOhjdgiWEUgAeN0U2ahXRkB01MJ51TwySkj5Yyu97j79C7eeecBTtdrLkCEEEIIIW84385eO+3EHdSMy75fo8u97jVjOZAsYcR1/5nCLMLkmDTbMiakEJGMgTXz2NY0TkgxIYbY9smwZpGBk5GKG70+Zgq1TbZoRA5AAJyf97mpZPVYp/epOT/1uisac6D/NiVrxzqjf1v93mr8w7AZcHp1it/znY9wdXyCTT98xR8BIYTsJ9/E+vHHROR/C+BXAPzxnPNvA3gE4G8ubvOPy+e+hDr7a3ScqQgpMUwt/Pi2qj83YAECzcpZkpIGNC/VfO/7Nq6VYkAyFsZUq2oEoA6fFnqMGvSmGT8oaf86puXUidPEprEJS3Uxq9e5FJxEpLR86SlGLg1epox+ua7WUAqmMcCUpH/rHdanG5zfP8eTy4u3YhYYYKAyIYQQQt5aXtpeO+eMEEakFOFc1w5TAWAcx1YrDgA225Kdk0sAsoonGrJcWqZK21UMsY1bLXN5UojIxXVj6jhU3R9ntPvnlJFM0j13udZ6+1plrjk9HmGc9PsYgwo/IhArrS0L0BEtuVWmorXv0vbUANCvepzfP8cH7zzE5dExBj9PB7wtMHOHkMPjJ1UI/hyADwD8LIDfAPAfft0HEJE/IiK/IiK/Mk3b9uYvS8vkwqVTqTPD7XEgO1k61aVTm63qH++71m6ldeuLBP68m/MzjTcYxxtsx2sNg6v20jKqZevj2Nm900QkaIAygJ3Z5tt/9PNzPbq1DtZbOO90wauPWb5Xaw2OTje4Oj3B5dExs3YIIYQQQg6Xl77XXjrcrbUtpiDGCWEatakqxiLYzCJNKhk7Yup+27YprBgiwhj0zxTbvhdYiisa3rzc05sSdHy79cpaFY7qiFjN2nHetsr12prVfncoI1g733v52Ng6ojX/fiEi2JxucHF1hneu7mDT93TDE0IOgp/IuZNz/qf13yLyHwP4f5cPfx3Ak8VNH5fPvegxfgnALwHAyclVrqNYIYwIYWy3i3Gqty9v4MvgY6NBxs4jTBkxh/rg8/iUaD2i5uJ0sDYjZw1lrg6dEKYW3FxPNurzWevQAxqo3K3gux7eD3BF/c85Y5qm1szlfNecRylFiMy3K69X+do8Zuash+/9LOxAmwCc14rJemLx4IOHeHJ5gYvN5mv8tAghhBBCyJvEy95rHx9fZGc9jHXo+7WKKKIHljHoXjuECBs+m4NTP17+O4b5sHKJHlhamM7DlNweY5cHqlqLrv/WVq3q1DGmBibbFoy8k59zM7WD33o7KW1ZKWldugg0iLlzzbXjvAZF16gF33t89J138OG9e3h6efnWuOEbItCuYkLIofETiTsi8iDn/Bvlwz8IoKb7/1UA/3cR+TPQkLePAPy3X+UxjdjijEELNF4KOTV3Zw46LnbOnFUAKouG1qNPyCVTRyDl8ZajXQZdt2pqvzEW06SG0KnUoBujYlDXreB8p7XpXd8ygGqgXAgTtjfPMI43AABr3c6JRfv+jNlZJOv3BGgWTz3ZcN4162iterTeYnW0wrvvPsTF5giOpwuEEEIIIQfLy95r55yQkUtWZd9iDwAg6hOqi2cKyNnCeQDL3MhaK250v1xHtepj1Dwe2zltsyrtWjlpEDMM2uhU3bOL5Ba9kFNGFmjeZLl/Tmm3Rt3oHn4WdQSmZO8YJIjY1u7lnIVYA985SKk9B4D18Qp3n97Fdx8+wOXR8dsn7ADA4veUTJGHkIPiS8UdEfl/APi9AK5E5B8D+D8B+L0i8rNQ2fcfAfi3ASDn/HdF5K8A+HsAAoA/+lXS+0WfSMWOLE1wsQsRozpg5naruSVLoGNNKOJNXcA0md8sxCIp+TZl/rcISt7PuTj1TU7EoOsGeKfCjoYju+b2yVmdOSkFTAunUX3+W6/hzolF/Vylik76vc3CjjGCMCX4zmN1vMKDszOs+/7tXIgIIYQQQg6Qb2OvnbO2ZdXm2TrylKrg0lzvtyqyy8Fr3dnmNFeqL65f/2F2x6M0Z7JEG6TPVm8v98e3P759UJpj2StbKeJPGesqB65SQpurS8c4jU6ov1+kmNCvexydH+PJvTs43xxh1XWMOQCQWIlOyMHwVdqy/vALPv3nv+D2fxrAn/5aV1HEHABIiDA1XNn1C1GmumJ0QaljVClFiLHorEP2fb0Gde/kBGtdE4uc803QaYuBCKztIdA68xj7dlLgnEffr1Tk8QOcW7p2os4lx4gYJ1ij9efLuvbaqFUJxfYKAN53EJgSrjyH2ImRJuwA2g6wOl7h6tElHp2fY911X+ulfdMxXHMJIYQQcsB8K3ttZIzjDVJKZSzLNVd7LtKNNmg5WGtbmDGgAkpKSXN1gubrtPyenOG7vh1OtkasEHcOL1OcD2XLjQBoJg4wZ23mnJGiunrElCp2oF2HZvDYHUd8HQWzzqAbuibsaIhzEYtSwsX9Czx9eh//0tOnOFmt3mph5y3+1gk5aL5JW9YrQSCIcWoLzDJnpwo7Na/GGAvvh/a1nBOmyTdxyNqaraNtVMOwacLQnOEjixp2A+fWLefHWg/fzaJOzeRBWQjHcdtu63wHW5w9OWsDVp1nbt+bxHItBiK1kcuoyFPCk3NpK4hRlzLXeVw+uMS7Hz7G8TBwJIsQQgghhHwt5oPPjOvrT5BiKIeStokkMU4wxjZXTj3QjEEPNMMUkBfNWTvNtdZo6HE7PAVSTM1dU+5UL6a5hAC0rB0xCyd9RqtM1egCgeTPHoLmmLTBy6q45IduJ7w5J403OH1wiZ/+7vt4enmJ0/X6rRZ2gKatAcBb/1oQckjsibiT51GmqubnrCJOtgCiVoYXp4sGotUTh+p80XlaazVN30JdNG2uWExx/kxt4Wl/2iKmwkkspwvWoghF82KFnJFyXIQwxzLqNaf4y7KJq1y3fl5mQWdhPRW7sI6WkbF6baujASeXJ3hwegZnLd+ACSGEEELI12bZEptyBJJ+XAWeuj+tqIsmIaeEGFLJuKliUDlsNLIjwswxCyrwzPk60kpD9DHznMFj531yfd6lw758ESK1uVZ2rN3armVLA9hCKIoJ1lmsjgbceXIH98/OcLbZMN4As842F9ATQg6B/RB3MnZC0+qIVowREbEJOK60UOWc4X3XBJC5XSu0/B0RA++6hfV0Pg3Qx0iIUevIY4xwtjZcBYQwNoun7IQ3x9YMME1bxBiAnGGdRw1tBmYRp9WjS94Rc5bfo4jAerWSWmfVauoMckxICTi+OMHlvXM8urjgYkQIIYQQQr42uq91RcSZBRfdY5eCkSqOlIyaOk6VYta9snNljGqXaQw7I1KthnwRtrzcGwNogcy3W7jaYyzEnfqc9QB0FpiWo1oGttSlVxEppozV0OH0zil+9t138OD0FMNbFm/wRdwueiGEvPnsh7gDzNWGC4GkhR7XmxRHizW5OXhimDBurwEAMUVsy7+dc+j64TNvXCkFjOM1rq8/RYyxOYbqgldrErtujfX6VDN3/ABXxKRxvG5V6bVpwFrfcnj0e7A7Cxmwu7BVEctaA+sduqFTm6nVBSlO85zyk+88xnt37ry19ec8USCEEEII+WZoXICvH8Baj84PsM6XKARtmKrCSU4JIaTFQaWUcS0VUZYuHN+5ecRq6c6RvCPe6FPr4WlAmEewygFvzrO7J+cM523bM+eYWluX8xZZTTww1sJ3rrVkGWuacDRserzzU+/go3v38P7du+i9pwOeEHLQ7Ie484L32TYyJWWsaaHQ6yAvoONaGSFOLYtnnG5Kno6FtRMEgmz14xgDQpgwTSNCmNo4lbnliHFOs3q6btUWPhFBKPerlezVIaTjYbFc31y5vrSTVtFn/vfijykuIWtKQ1aEdRbDpsf9h3dwttkwa4cQQgghhPzELCMGlp/TbMn54+q8qTEFxpgiqOw6awAVc7RtaY47qMQQUVWYth8u9egpppZ/WR5Ux6tu7clNGbGKmA9+a9GKGAPnnQYolz10KiKQ7xzuvnMP7965g4fn5xR2CCFvBfsh7mB3ZKmSUn3jzzCwO4tDBppbpjZWqfiiI1oarqzCi8U8vhXC2MapjDVw1sNYV1L/NQi584MKO506dupzTmEsYc8J3ndFGPrsYnd7cav3t/bWy22Wi+O8YKWU0PkOm9MjvHN1hfP1miNZhBBCCCHkJ2InSweaN5lybPEAAFpYciNliFNhpxs6hBCbK2Zn314ydlLMEDM/RpzmhvY6WpUDWnkIgFJpLrNj38hOHXvLojS5CThVCNJWL6sCT/l8TgnOdxiOVvjgnYd49+oKl0dHFHaWiMx5R4SQg2IvxB0RQeeHnYrynCNCCJiKE8caB2PnWkYVa7Yl+V8Djqci7Fjrm+gSwhYxqDASSrNV369wfHwBaz2stXDWI8RJR7ymLYZhg2HYoO/X6qQJAdO0RQhbAFpj3nVDu446jgWgVUPW+nVj3M73WTFmrm28HV5njMHp1Smefu8pnlxc4Hi1elUv/V7DWWBCCCGEkJdDbX+te1Pdc6rLBdDsnGk7wXoddXKdb+IJgJ368dqolVNurvqcNXy5tWzF2ISbFFFc9qlci9O8Se9KbXkJQq7jX21kKyOVqvZat55TgvGuXadxtt3WOIu7T+/i6dP7+Ln33seq6+Dpft8lU9gh5FDZC3Enp4QQJ1hrAVjkHHUBiKG5d3KeICm0XJ5aiz4/iL5RWevhnNcFCAYpR6Q8z/U662HdbouWsQ4OGnJsrGtfSylgu63OoKBjXIvMnOa6MbuLRgwT6tvm7QC5ZfaOsaYshrk9ZkoZ3UrD3548uYdV170Vrp3bbqeKEVkWIhBCCCGEkJ+A6jivDa0AME0TxJrPHKiJMZCcSnttQs6zwwYo+7Y05/HoiBTa11LM7cDSWFOezrQxK2Pr52VH2DFWv17HtqpzBwYtV8cWYcc6DVCujiPjLK4eXeGddx7gw3tvzx76J4Hnp4QcJvsh7iCXkGIP51TZjzEglXaqZZgbAIikzwgBGXMwsjVuVv/D/Bi6wFg41zVhR0rNubEOknMRhxwEghgjUtJ54YyMnYrzF4xdvYhl5o5eh4bRLRWLNkNsBDFEHJ0f4eTyBE+vLtE591ZbSeneIYQQQgj55lRhx5S9r4owEXGK2pJVRJg5F1LvV0exbAlbvr0Xrhk9YqwKPjG+8MBOR7A0BLkGJ+sX5gxKHcuaD0btQniyTgUd5xajWOU6jNPRsftP7uLdqys8PDujY+dLeNHPiBDyZrMf4k7OGMcbGDMhRt9Gm4BZ+LDG7cjMWmUekHNCCDpu1eyiTVAx7f6ABiVXV0+MAbAOJgsAnds1oicA9ZpC2C7Cmef75ZQwxmt9fOhpQ1swxSK73Fq0lt9jSqE4jMoYV8rwQ4dhM6BbdUghYrqZ8PD9B3j33Yd45+rOW3Hi8KIaTEIIIYQQ8vKokQHL+vO670XNtrG5HTiiRuYs6suXbVjL0anqsElIkCQ74k2KCTFGzfCx6vDJObcA5d14AsA43ZdXwSenjGk7wjqLbvDwfQfXOd1bhwgxBmd3znD36V38L77zMY6HFVasPP9SeIBKyOGxF+IOgFLBqFk5Vdypbpu6+Hivb9Rz0LIKKuO4bW1YVUCZx6KsnhIYUzJ0dLHQ25ZVK2eYrgdEkFIsOT7qsum64TONWtXFo+KSXmfne8B5aLHXohVAjH4/KSEjQUQfy3pb5o1tqz83RrA52+DRx4/w5PICg/d4G1guLlxoCCGEEEJeLpqBEwDoPrrv/cLFo7dZ7l8BHYOqwbt1vxtDbONUGaXGvIxtAVXoMTCSW8gxADg43Qtnzc5BEWYqxgokG61jX4xyiQiy6MhVcwjJPBYmxuDu07t49M59fPfBA5yu1vBub3692U9KADYh5PDYm3c/FXFMy69pwgsMat24Ma6IOrPDQy2bFsg12K3k8CyCjqs449wsltTsHkDFmkqMASmGxRiWmW+3HMXCMvxZGwcQBYCD3HIY5Zzb2Jheh1Nhp84Ll/A46z2OL47x5OISl0fHtJMSQgghhJCXQs2rTCkUoaXsYZPASnHfZA03zqk4a5yZIxIWDUvG6ufTwmkPLEa0MD9G/XoMc+nIbgblLALB7I6E6WMadEWM0qxKFZGcd/C9x91HVzqKVSrPCSHkbWUvxB0RgTWujUzN2TSz6COl3jBDF6bd5imLbHMTaTJKJk+M6LoVrLHAQqCJMaDr5gaqWoGOUpeeUipjVa6JTTGG9u96Pc6ok0jr1WNL97fOtzEsEQ2IzjnDuQ7ee7jOw3UO3eBhrLZ6xSng6OwIjz56hPfu3MHFZvPqX3hCCCGEEPJWoAKNloSEOAGTwIhFjBNS0v1pt+paUPLntVjlMl6FnBHLvl0PU+ca85xzq1ivWGfbQam1poxoqUCTUkIKaeHamQtHrLM4Oj9CnLSKvbqH1qdr3H16F7/w8cc4W6+x7vvX8bK+edC1Q8jBshfiTs7qnlk2WuWcMU3bIuQkhDC2/BxjTDl5iHr6UESZadxiu30OY51m6JSqxxADYpggIvC+Q9+vMQybNmo1jVukHBGKQKMizO26c73WWrFer0OgjqAqGk3TtlW2W+vLWJYUccc1W6l1Fq7TSsppnDAcrXD16BLf/957OF2vaCklhBBCCCEvhXooGkv0wTRtdUyrHEqKWI09KG4bEWkO81ZBXhqswhRbFo4YgzCGsi+fn0+dNbO4k6KOaYkxOrZV8na0at0iZ82s1Gud72ONHvTmRXuWsxYP3n+Ah4/v4qceP8bl0RH3zYQQgj0Rd0TUvtk+NhqklqItAoo08ae6dkKYEOOEMI3Ybp9jmm4wTSNiCkANUS6jWcuxKBED7zo41y1OBUakmNoYl/ddadTyyCkh5nDrendzYYxYZEkAHGKc2ijWHOhsiztI2omEdbujXscXxzi7d45H5xfw9u1ryGLWDiGEEELIq6EeOuqhaNr5Wj2wBNCCkY2rAoy2aGlYMoCYWlU5gIVrZ3dfK3XUqnx8u+58+bhtDKtk9LSKdJfhOwfraiyDwHUeR+dHePTkLp5eXuH+6Qn8W94sSwghlT0RdwyM1UupQcki2jxlS05OXSw0TDlhHG+w3T7HOF7jk09+q30eQAtXBoCUY1k0rNakWwfrPKx1KsKU2eN6euGcOnas1duENJbnjW0sq6JCU5kZhoExUEEozy4k/f5EXURGYJ2B7zysd2322BiDO0/u4PHT+3hycQH3lmbt3A5WFiMUfQghhBBCviEiBp3vEZPuMY1Rl7t1XiMMvG0ij3GacZPSZ4WblDJSTAhjWBSfaAYPRJCL+FOFHR3xAvzg223VFTRnVKojRwUd36nLvTqGfK+HsdvrLVznsDnb4OlHj/E/e/c9jmIRQsgt9kTc+aziX0OKJZnWOJVSQAgB03SD7fZa3TrjFiGoACMQWOcRo4o1N9efwncDvO+xWq3Q9yt4P8C5rlSpT5imESGEFrrs/aBOnJwxTTcIYT7haNk8hZ3abkkQaCNXvZ5putHHK4uZtbbl7VTXkHUWJ5cn+Pin3sP3Hj7C0HU8fSCEEEIIIS8Ndcy40gyb4JyHtR6r1ZGOX1kL620LOc4ZiCEihghsJ4QxNDEmJc29qSUm1jsdsXIGMZYqdFMO6Yx683PKc6NsdeYUN4/vfBvFapk9KcN0DmGcABEMmx6PP36Mx/fu4GeePMHpev3WHoZ+Y9iWRcjBshfiTh23qk4aQB03Iaj7ZimoLDFiYayD931zyywXHmAOQq5OHilvaClGxKiNXM45GLFtnCsjARkt16feT8WcamVdWknVuVOxxrUxMK1L13Bm1zlYZ3ROuVxrN3S48+QOHp1f4GKzeWuFndbEwMWGEEIIIeSlknNatMFqY2wVdHznYKz+LYsw4+WebNlSG6cw77lFs3cSEvKUF7cTIOXm4qmjWFi4sqWEJYssW7bmPXeOCdY7dEOHq8dXeP/RAzw8P8fJagVn7Vu7ZyaEkM9jL8QdICPFsCPoqLMmIKcIMXqiUIUUbbEygPOaom8tQphavg6AUpdukWJANKY0AahYk63dceR4PyxOKuaFqQpOgoW9tCT31/Wkjnwt0basVEKWJwAO1gL9qoMppwwpJhhrsDpa4eGHD/Hg7AzHqxXeRjQTicIOIYQQQsirIKWEcdrO2TqiTVnaVtUVkcfv3L5S98iVGFKrL3feIUwBOei+11gLsfVAVJo7v7ZjtUPRIvpYuzjAXTj59Roy1usep1en+KkP38WHd+/idL1Gx/Dkbwb324QcLHvy7lisoklgTGoLyjCs28mAiFkIJqEFKtfacuc8AI8QJthFfk8MaueMMWIcr4tLKO6MWOlj5+Ycqvk/KYYWsmzyZ08HdDZZc3xCmPTNUgQ5pzLmJei6DqjhdNbC2PJcKeH8wQUefvgI/8r3voOLzQb+LbaXJq4zhBBCCCGvhBpHkLNmUIqYknOjX6/tWCKCFCJi0DydpbO61Zg7A9f5JghN2xEx6KjWsBlaILLvvWbxQMeyrNd9cIpaqb6TtWhME4pqPfrlw0u8/8FjvHN1hffu3EHvPd06LwOOZRFysOyJuDOjwkwAoIHKCbE5YKZpixAmhDCWBapWJqp7pi4SVXBx1mkNeqkoj0X4SaksXnXkqrVxqbBkUZ07sQlL7U1wcXpRRZokervcrsW02si6MLZxsRI053sdx3r43n2cb444N0wIIYQQQl4Zu2NWaXGAOrvX6+1qI1ZOCSnuRh9YX6MGrIYvS9e2yb5X908Vi8xizEtd+EBs+3UViepj55zRDR2Ozo5wcnmCjz54jCcXl7g8OqKwQwghX4G9EHd2W5JMc96oslyC2+KEcbxujp1l9aK1vjRs6cJQQ+L6foUuJ4zba4QwIsQAGwO875twlFJCTKGdSNzO2DHG7tS012tsAg8SctZTiWolrVk8y0yeSs4ZSMDqZMCdJ3fw/t27OB4GWPPiXKG3CY5lEUIIIYS8WpoLpzjONdhYM3Iy5oPTGmys7bCzCGSsjmMZV9u1XKlQ14Dk+hy2HHIaq7k8Ulw8FqVy3VpYN+9/RQSb0w3O75/j4f0rfO/hI5yuViwbIYSQr8heiDvALIhUctYcnmkai/PmRkefAHTdSkUc6+B8D+97zdZJEcaUxH7r4H0HYxyc6wAxSCmoo8d16PyAWCrQl3k8wBzC7H0PY2w73VAb6+48sKA+ri+OHa2QrItinAK6VYd+1cNYgxgifOfw9Pvv4Kfffxcf3b9PYafA2nNCCCGEkJdPzhkhTIswZQfnO/jOtxErYwymre61peTpwAMegDGCGDU2wTmLvoxfadV5brmUYTu1TJ2cElznS/wBkEOCCOCHDtZZ5JQwbif4zmN9ssbJ5Qm+/9338PTqCvdPT7Dqeoo6hBDyNdgbcSel1EKVgblBq87kOtfBWj/P+1q3I+Bk55FSnIPioDk7RnSx6vsVUopwrltk7YiKNykBFjuzxUsBxxhb/jZzM9ZysSm1jSK6+C0bu/zQ6cJWhJ1+3avV9Hvv4v7pKQY/h9cRQgghhBDySsip7YWttRpyLGhV6LfLRWqUgDEG1juIVXHHaGuJZucAKtTkjBSitsKWFq05xkCfvoYwx1DyLK3B0ekRLh9d4vzeGZ5cXOL9u3dxNAwYPN06rww65Qk5WPZI3ImIKZSGqsWbjggMjJ4OYJ4FttbDOQfn+oWYovXmtQWrNWeJhfed5ukU902tKm85PWKRJb9wBnnnTxF2zMJ2mvOLR4pERGeSF00Aq6MVzu+d48N793C8Wr3VIcpLDNdvQgghhJBXRsoJUkesUNqrzLzHBXazdnPOEEg5vJwd9sbujlI153WNJLhVd972yMXhDqigNKwHHF8c4/HTe3h4do4nlxc43xzBGkNhhxBCfgL2QtypgcnjeAMjBmLUbeOsR4bm4KSUEMLY3DbGaOAyAFhryzywLhq1vdFaWxYaCyu+jV0tE/9rDXf9mjH2MwvKjrCz83kDFJEIpcUrpYiu6+CHDr738L1vdlXXedx/9x4+/MH7eO/OHXhWORJCCCGEkFdMdcQbibDWaWX5Yr+bUkIKESl9NnMnGyDG2PbDrnOaoWPmw05jDEx3e588C0UxRlhYWGexOhpw9egKl/cu8N0HD/D06gqD9zzwJISQb8jeqAvGWHTd0BaflBLgBNa4Njply5t+E3Wch7MeEIG1FsZEpOgRJcyp/iUk2VqHGOscsdkZu1q2YrXw5NZ6VUORy4KTM3KOSDEDiMhImKaxzC9bDMMa/brXJgG/WKREcPfpHTz5zhP84PFjeOd4KvEV4GtECCGEEPJNKQeZrgNQCkycRTd0mLaTNmPljFxGsaSWg1jNkvSda59TB7wKP2po15BlYy3CuOvCN0YbZI9ONzi5PMHR+TEePr6D9+7cwdl6g/PNGoPvmD/5muA+m5DDYi/EnWWlubpq5pGpKqzEnGHEzdXkKDO/O1ZSDYfDBKQcIWL0b5gSnFzdOXPy//zcRdhZ2Eh3An6r0we6YMU07XxdFy8H6x2MK3PMi9MMP3jcfXoXTy4vcXV8zDfTW6QXjP/yJSKEEEII+ea0yajb7nRrELcTUtC9d4yaX2mdVp4bU0etTKs1v/0YNUunHdAWoch36mDv1z3O7p7h/P45rk5P8N6dO7h3eop116Fn9uS3Tzn8ZpEJIYfHXog7WIxFxRiQcyp142YWe3KGsW6nXryOSdUmKxVYbHuclCJCCO1ZUgqtxjzFsKMeVGGn3l+KG6jdN6u7p55GjON1q2B3zmMY1nBlEXPOQqxp7Vj9usfp1Sl+5gcf4b07d3CyWr3yV/RN5PNyi25X0RNCCCGEkK+OyFxGAkAzJlNGCgkppDZ2FaeAZAwAh24wMG4e31o6dcTUsOQMU+IRxpsR080EMQLrLDZn6tY5vjjG995/iscXFzjfbHA0DDzkfJ0s9tsvEusIIW8ueyLuoAUhV5FHoDk8y1/sNex4TvJPWcevvO/L13NrzMrZIqVY7qOnEX2/LqNWKtos27kqywC4+pitNSDNt3WuW1Ste3SrHq5zzbYKAHEKMNbi8sEF3vmpd/G9hw9xslpxQfsK3P45EEIIIYSQn5RlOYgeVsaomZaA5lS6zrV9l/UWxln4TvN5AG3Fss7Adb65c0QE482IGCJSTFgdDVifbnB8cYynHz3Gk8sL3D05wdXxCXrn4Oxnsy0JIYS8HPZG3FHBZv43yuJTG7IAQLDr7qiCS0pzxk4qjVtV2NHHMyWEWf+IiDqEkOdsnkUjVruGW8+TU1JbqrEl40dPQFzndCa5jIkZa1o95NH5ES4fXuG9J/dxNAwMUf4CPmMV5uJPCCGEEPJSWBaK1D1viqlFFQCAMdKCko0xMFYFHqCMaVnN0EmxPF5xtFtn0a86XD68wunVCS7vXeCj+/dx5/gYJ6sBq66nqLMvLJOuCSEHxd4oDbUFS8ONjVaWG4OcltXmprwf5Z0q8hACjNHbLIUdFW50cfK+b46dKtbEqCNbdbzqRa6d+njVtWONhXMdnPNlYQSc1/R/c6v6EcbgzpM7ePzBQ3z/0WP03nNh+5qwIp0QQggh5JsxH4hGZOTWPJtCRAwRxmoUQh3Dss7CWA1ddp2HdTqiBQBxiqVdKyFMQYWddY/ji2O8+72neOfqCk+vrnB5xFpzQgj5NtkbcQfQ4OGuG+bmKjEQyfNoVl5WlpuSqTMCALzvVRBqIhEARHTd0BawMI3FrZPmRq7yuJXlGBagTVrIeg3WeRWVagOAM3DOwXV+x3kUQ0Q/dDi+OMbP/e6fxkf37+Hy6IiL25fwoswdQgghhBDyzck5I8WAGIOGJnurbpwQkVNGGAO6VdcOUFNU8cYYQb8+QhgnTGNo7VrWWaxP1rj79C4uH17iu48e4r07d7AqQcnc9xJCyLfLnog7opXmADJyCzeuQcp6k92w45RSs4JWW2iSOV8HUEdOFXxSSsiL4Gb9fFRBYSdfJ+2KDOXrxthWu16trNbq7LG1BrJoEHDe4fjiGI8+fox3rq5wvjmCX4Qzk8+HAg8hhBBCyMvlts5iSuixGN3P6h46N9HHeY0dsFZLQqbthGnUVi1jDIbNgNXRgIsHl3j33Ye4d3qKxxfnOBoG5uq8ITD+gJDDYy/EHRGBWaT316rzZYBxzbnR2xRBB3kWZLAQZoog44rTZjlataw+t0aaNbWNfqX5sWo9urqBDKzzi+vRbB3jNHDOeVeuOaFf9zi/f4H3P3qCh+fnWHfdq38RCSGEEEII+RJERFtdi0PHWAFQxrKMHlJ2Qwffl4PXnDFtR8RSl94NHU4uT3B25xQfvv8Y33v4iLk6bzj8uRFyGOyFuJNzacYqwcfVAWOMQYyhZPDY5sCJMSCnhBAmxDgBQMvqERGk4vipeTw1g2cp4tRadADtMfRaZudPdRDV29XHMEZgnObsuDKbXEWjnDLe+al38OH33sUvfPwxNj0XOkIIIYQQ8vqoe+1gLKwpjhwBxuuxHFgKrPfwQwdjBDFEWGe0Lj1p+Ui/7rE+XuHBBw/x3Xef4MHpKR6cncE7x73uG8AXmeNTzvwZEnIA7I24k1KEfUF6bh2rEpEdoQaYQ5jVhaPNVQCaS2eabhY15mmugGxvXrM7p1GEnBrqPD+PKZ8zsN7B917rId3sJvK9x9mdM3z4vXfx4b17FHYIIYQQQsheUN3u88fqOI8hw3kH3xutNBcBoO5536mLZ3O2weWDS1zcPcPHDx7g3ukpjoeews4bBH9MhBw+eyHuAPOYVftMDS02pjljUqsvT82l08SfRXuWNmHNIhDKY1dnUKU1W5X71tsi55axk1GFJFvmkHUGuQo7xuqphjEGq6MV7r17Dx/fv4/7Z2foWHtOCCGEEEJeO3O+pBgDKQeqKSakmCBGG2BTiMCi/dUPHTanG1w9vsI7j+/j0fk53rtzB733sMv9MyGEkNfOXqgPrfocghTDLC3njGRMEWxCmQW2MEYv27lZqKnNWWEaERfV5bUpyxQL6nz7tPPcn72mMpIF20Qk33t0K51BtotxrDAGnN87x8MPH+J/9Xt+B965usKKOTuEEEIIIWRPMMbAOY9h2MAYaTmVKSbEKWDcTqX63KFf9Ti/d447T+7g4eO7+F3vv89cnQOkinj8mRJyGOyFuIPixsEtZ03G7OCx1je3jimCz4ualTIyQpiAnGCsgzUWUsKYa+ZOzjo7bMQ250+luXlg2tiXcxau8/CDbxk7ItJOOo4vjvHBz36A9997hMcXl3TsEEIIIYSQvSKVltlu6FuswDSGFqy8fb7F8fkRjk6PcPHgAh/+zPt4enmJh+fnuNhs2IJFCCF7zl6oEHXm1xggZzMLLO1v08az9I9FzvGFAk/7uIYzF2HHGlecOIKE+EJhSEQgMK3uvAo71jtYb1sd5FLY8b3H1eMrPH16H+/duYPjYaBN9RvAWkZCCCGEkFdHdbLHEBHGUFqxdO+7Ol7j7O4p7r5zFx8/eIC7Jye42Gx4cEkIIW8Ae/JOnRHDhGQsjEk6RiUWzndNlAFu/+JvIcjIklrOzjSNCGFqLh2zEHac71oteowBMd4gQ+9Xnw8AUo4w4sp9DfzQwTrbMnas07asm2dbrI4GnN05w+/8hZ/G73j3XVweHVHYIYQQQgghe0cbwbGC6WZCCAE3N89g3DFc57A+WePxdx7jyYeP8Dvfew9PLi7o1jlw6mE327IIOQz2QtzJOWEKI6x1mKYIZz2c7+ClR0aCZBVM0gvcOjmrMDSON4gxoOuGNmqVc4b3Q6tRX6KjXQk51zye8lJEzdcxxkCsgetcc++IEYQpADmjX/d472fex+PvPMbPf/A+Tldr+EWmD/nJeJGjihBCCCGEfDM0Q9IjxYzt9RZhGgEA/dDh7O4Znnz3Cf7l3/UDPDo/x73TU7p1CCHkDWMv3rVrVbkx2mhVnToxxiLKaDhya80qYcn1vlMYS4OWtADlWnFehR2BWTRfldGqlJDz1B6rBicbY2CcgXMawlxbsVIsz+Es7j69gwcfPMDH9+/jbK1zyIQQQgghhOwf5XA0J4QQEMKElCOc67A6XuP83jkef/wYjy8ucHF0xGKQtwQGKhNyWOyFuAMAKLXlXTe0bJ1xvAYwv/E41xXnTmrByCklTNMW1liY6rgR/eOcn3N0CjWQ2YjFFMfyOBEpqbDjnG3jV67T2nNTcnbiFFol5Hd+/rv4uQ80aI4nG4QQQgghZF/JKWGaRngfMG1HxDhBRLA+2uDy4QUefvgQv+c7H+HB2Rn3tYcOXfKEHCx78e5tjEU/bOCchzUOZtFg1cSclBDjpGNYMSIv3Dve96XuvObsFJFnIepABDmpGJRShBitQI8xYJpGrFa9ijlexRzrLLqha46dFCP6dY8n332Cp99/B//aT/8Ap6sVTzZeJSUAmxBCCCGE/OSkxSGqMRZdt4LrHM7vneGDn/0A33n/KR6enVPYeRsQocBDyIGyF+/gIgLvOxjj2lhVrWVUd47oQFWMiDEiBJ0Rrm4dHb3SMaw6clVbr1qrVsqIMbRMF23C6uBKxboxRsOXXf1jIEYQg4pIrvN4+OEjPP7uE3zv8SOcr9fwXAAJIYQQQsjeI+i6Hn2/hrUGxlkMmwEnd05xdfcCV8fH3NcSQsgbzl68i+sIVd8Enea6EYEgoxpwYpyQU0SYtkXUcWX0yqgCfXteNFenTkKKATGFMvJlYG0H7/uSvRNgnIF1Rp07TsWenDLiFOEHj/XJGh/87Af4wdMn+PDuXfTef8uvEiGEEEIIIV8fEUHfr7FaHcF1Hv26x/p0jbM7Z7h/doaLoyPmrhBCyBvOXog7AHYarTToOJYRrAkpxdaKFeKEjNxmhQHA+04dOxmtASvmgBgDUorlT2otAd538H6A69T1AwCmnGJ0qw7WGqSUMW1HbM42ePjhQ3z0L32Af/X738fxMFDYIYQQQgghbwwigPcDhmGDYTNgdbLC0ekRjs6PcDz0GLi3JYSQN569EHdyzpimsblqcpkLBgCBNmDVhqxahV5HuLT23LRslpwzQtAGrJSCPoYInPNlFMvDWq/15raOXxnEKSKMATFEpJhgrMHqWN06jz94iJ9+8gTHw0DLKiGEEEIIeaMwxmKzOcXmbAPrLZzT0pB+3aN3Ht6aL38QQgghe81eKBUqyIytxaqOV4mIjmaVzK+MOfxLb2vKCJcsHwwZGsKs9er6mMY6eNdBjLZoWe9gnYEpOTthDIhTRJwijDPoVh0u7p/jo++9i4/u38e7V1d07HxLCG3BhBBCCCEvDRGL9foEq6OVOtmdgfMW/dDBWd1TE0IIebPZC3EHmN04dtGUBQAhTEg5IkwjQpja7ZzzgAhijIDV3J6KQGCsR9fpt1cfz1h1+livNeddryIPAIw3Y2viuvPkDh5++BA//3M/hR88foxN38MaLnrfJrIQ+Cj2EEIIIYT85FhbWmCNwHoH13m4zqNbdeid5z6XEEIOgD0Rd9DClFOKyCk1902MJTOnOHFynsezgIQYE3LO6HwPMQY5JZhShW6MQc4ZIgJjHLqhb1XnvvMQq18PY4DvPTanG9x79x4+/l0f47379/DRvXtYdR0XvNeEiDDcjxBCCCHkGyKiTh2gFJeIwBgDX/bMPEgjhJA3n70Rd7TyPJS/k2bs5IyUU8nZScAyi0fmjJ1c8niMsUiY3R4iFoIMMQbee3S9hxij4clW9PGjPubmbIOTyxM8+c4T/OCdp3h8cY7L42OKC98StaKeEEIIIYS8XEQExlkYZ3c+b42BEXC/SwghB8DeiDvTtJ3DkHNq+To1QLm6b1wZrfK+L66e0G67FHwAaFV651ponHXayJVzRpgiYlBR6OTiGB/8zPt4/PFj/C+/9z1cbDboGJxMCCGEEEIOBN97DJsB159ea4usATprmbdDCCEHwl4oGFXUqcHKMQYgZ6C0XNX6ciMGYlSgmaZtc/h03arUo4cm/Hjv4ctssRgDW04qYoxIIUKMwcnFMU7vnuG7P/8dfO+dJ3h4fo6LzQbO2i+5YvIqoYuHEEIIIeRlInDewXcOo7VzHqUxMMw3fOsQEYjhz5yQQ2MvxB1AR6uWDpwMXXCsKZXl1i/GrQQh6G2d8+h8D+s8nNWxK993cE6zdeqbVy4jWGIErvM4Oj/C3ad3cefJHfzgvXfw9PISp+s1HTuvEYo6hBBCCCGvBgo4hBBy2OyFkpFLtg6gaf7OOkBMEXUcpFaeL04WRKQ4dHqsVsfohq65c6pbR4zePsWEEAJyyhg2AzZnG3z8cx/j4+++i+88uI/HF5dl5piL3uuCwg4hhBBCyKtBBEgpIYZaUJKRk34ucQ/2VrD8MevPf/5Eypm/BxFyAOyFuAPo4qINV1qHrmKOadXoG0RKOgABAABJREFULXPHeTjXYbM5g3MO1uvXjTUwRoDy75y0BSuGqA4gb3H/w/t48N59PP74MX7+g/dxtt5g0/fwHMN67aScgZR3Vx5CCCGEEPLSyDkjThFxCogxIhShh7wd5DzvtZdjWRR2CDkM9kbcAdBqGauwY4wts8C2NF51sNbDOQex6uwx1pT7lgcp1eYAkFNGv+6xPl7j7O4p3v3Be3j05C7ev3MX905O4Z2jsLOH0DZMCCGEEPIykR0HfM4ZKUSMQYtJcsm6JG8BIjxMJeRA2S9xB1Jyc+yOW8daB+c6dF3XRJ22OKWsteYAUtJcnTipuOOHDmd3znDnyR288/2n+N3f+w4uj45wul7DGjYDvAlQ6CGEEEII+ebM2ZX6u32MCdtxQkz8Rf9tgftqQg6bvRF3VLzp4bt+FnSsh7EWxlhYa+CHri1IYQrIMbX7x6i2Utc5HF8c4/TOKZ587yl+8DMf4fHFBR6en2PT98zW2VNoCSaEEEIIeTXknDGNE6btqB+njBgittdbhBgRU+LBJyGEvOHshbhjjMVqdQTvOviuh7W+CTpi54UmFQEnpYTUAuESnHPoVz36dY/LR5e4/+59nN8/xwdPH+L9u3dxslrheBi4aL0h5BfMAhNCCCGEkG9Azm2PlVJCTglhOyGkyEM2Qgg5APZC3BExGIYNnOvgnIf1trVjASXJP0SEmJCzfqyfjxARdKseJ5cnOL06wTs/eBff+egdPDo/x5PLCwy+o6jzhsCNBSGEEELIq2C3HSnnjBgSpjEgpszGLEIIOQC+VNwRkScA/hKAewAygF/KOf9HInIB4P8J4F0A/wjAv5Fz/m1RReY/AvAHADwH8G/lnP/WFz2HMQZdN8BavZw4RURE/XcMSClgmkbknCEicM7j+PQMR+dHOLk6wdPvPsXjDx7i3asrvH/3LtZdB+8cx68IIYQQQshe823stYEapAxY74q4EzFtJ2ynCSmnL747eeNJC+dWhb8rEXJYfBXnTgDwx3POf0tEjgH8dyLy1wH8WwD+Rs753xeRPwHgTwD4PwL4/QA+Kn/+ZQB/rvz9hcQ4IcZJXTpl3ArQkS0RQecHDJs1VkcrHJ0f4eEHD3B+/wIX98/x4d17uDo+xslqhaMyfsU3qzcPhrwRQggh5C3kW9hr51aQZJ1FDPUQNSLmzFDlt4D2u9FC4KFji5DD4kvFnZzzbwD4jfLvT0Tk7wN4BOAXAfzecrO/COC/hC44vwjgL2WVhv+miJyJyIPyOJ/3HM2Zg5yRUTJXIHB+gO96rI4GXDy4xPHFMS7un+Pxx4/x5PISD8/OcPfkBL33HL8ihBBCCCFvFN/GXrs8NgDAGEESKXXoeqjKX/LfLnigSshh8rUyd0TkXQC/A8B/A+DeYhH5J1ArKaCL0f+0uNs/Lp/73AUnpYjnz38MIwZdv8LQb9D1PdanG5zfO8fp1QnuPr2LDz56igdnZ7h/dobz9RrOWgo6BwgXHEIIIYS8jbyqvTYg8/5q4eAIU0CIseVZksNGRNCqh8GxLEIOja8s7ojIEYD/FMC/m3P+8fIX8JxzFpGvJfmLyB8B8EcAYBiOcHn5CMN6wMnVCc7unOKkCDr37l/hfLPB3ZMTnG/WGHyHwXs4a/mGdGDUE6WcM6RodvwZE0IIIeRt4FXutVerY6SUEKYAB4cYtZQkThFjjAgpvsxvhewpLC8h5LD5SuKOiHjoYvOf5Jz/s/Lpf1otoCLyAMA/K5//dQBPFnd/XD63Q875lwD8EgBc3X2UH3/8GJuzDS4fXOLs7ilOLk7w7p0r3D89w/Ew4GgYKOi8ZdDBQwghhJC3gVe91z47u5fL8yy/jhgjQozM3HkLaKN3FHgIOVi+SluWAPjzAP5+zvnPLL70VwH87wD8++Xv/9fi839MRP4yNNztR182A7w52eBf+YO/gAdnZ3jvzh0cr1ZYec/Gq7eMF4k5IsL/BgghhBBysHwbe20RwHkL3zmIMZjGUmISIqYi8JC3C53QEh6mEnJAfBXnzi8A+DcB/G0R+dXyuX8PutD8FRH5PwD4HwH8G+Vrfw1azfhr0HrG//2XPcHZ8Qb/6x/8AN459M7BGsNf6gkAuncIIYQQcvC88r02IMgpI6UMs5juijHhehyxDeHlfCdkL+E4FiFvB1+lLeu/BvB5v2H/ay+4fQbwR7/ORXhrcbbZUMx5y7m98FDYIYQQQsih823stUUAMSrwwM57rBgitiFgDAEpZ+7FCSHkDeZrtWW9SriYvN0sKzjrhoOnDIQQQgghL4lFS1bba6WE7TjhZppe44URQgh5GbBHnOwdVdShc4cQQggh5OWQQkIYJ+ScNW8nJcSQcP3pNT69uUFkHTohhLzR7I1zh5AKw90IIYQQQl4BRiDGwFqrbVkhYrwZcTNNdEwfOPz5EnL40LlDCCGEEELIgSMCGGNgrIF1BsYYpBgxXqu4E2LcGZMnhwd/vIQcNhR3yF6Qc0bO86kCTxcIIYQQQl4OOWszVgoR1loYa2GstLGsT55fszGLEELecCjukL2EY1mEEEIIIS+LXA7SNG9neZgWxoDxRuvQebhGCCFvLhR3CCGEEEIIeQsQEaSYgIVjehonhHHCdpo4lkUIIW8wFHfI3sFTI0IIIYSQl4nAGAOxBmJEHTwxIYwB03bC9nrEs+2WezBCCHmDobhD9g6OZBFCCCGEvEwywjhhvB4RJ83Wqe2kKanI83y7ZR36W4SA+21CDg2KO4QQQgghhBw4KWXEKSBFdeeI0V/uU0iIU8A169AJIeSNhuIO2QsyuJkghBBCCHkViAhMEXNqQ2klpYRpDPj05gYxZ+buEELIGwrFHbIXpMysHUIIIYSQV0ENTxYjsM7AWAMRlJGsCdN2UnGHY1kHDZMPCDlsKO6Q1w5PiAghhBBCXiUZKc5/gOrmMcgZiDFinMJOTTo5fJhzSchhQXGH7B3LTYXhmkMIIYQQ8o2oAk6YAkIIQM4QY+A6BwCIU8R4MyKmxEO3A4Y/WkIOG/e6L4CQ2/AUgRBCCCHk5SEicN7BOgsAiCEB0JYszdyZcPPsBlOMSCkB1r7eCyaEEPK1obhDCCGEEELIgZNTRs4ZxhgYKy1kWUSQY8neiZHOHUIIeUOhuEMIIYQQQsiBk1JCDBEiAusdjDEIU2ztWdMYEFJCygxVJoSQNxFm7pC9RUQg4IgWIYQQQsg3JWtlFuIUAADGCIw1yDkjTAHb51tcj1uMIb7mKyWvFMYfEHKw0LlDCCGEEELIW0DOGSFExCnoIZoAOSbklDRUOUSESHHnoOHYHSEHC8Udsp/wVIEQQggh5CUx15/HEBFDgphZxEkpI4SAbdDRLHJ4MEuJkMOHY1lkbxFhcxYhhBBCyDclZ8BaC9936IdO91c5699G91pximUsK7zmqyWEEPKTQHGHEEIIIYSQA0ZEA5XDFAAj2pZlDFznYYxBThkxRNywMetgMfXAtPxteIBKyMFBcYcQQgghhJADJ+eMFCNy1LErMXMVuhhBzhljZObO24ShvkPIQcHMHbIXaA3nZ0+JjAhHswghhBBCvhHzfmq8GWGc1Y+dhbF61ptCxHaaEBLFnYOGrixCDhY6d8heIBRxCCGEEEJeGXqQBhhr254rxoQUE3LSr4UQEWJ64YEbIYSQ/YbiDiGEEEIIIQdOFWykjGJBRIWd4p7OOSPGiJgSM3cOkBf9TAU8WCXkkOBYFtlL6vw3IYQQQgj5ptQqdP3IOgNjDVJMSClBRDN3Ukgcyzp0yn8EwmBlQg4OOncIIYQQQgg5YHLOQFKBJ9VAZRHktPh3zpjGCWOISOXz5AChK4uQg4XiDiGEEEIIIQfNrjtDRGCMgRizm3n4OQUXhBBC9h+KO4QQQgghhBwwIgBq7bkIxBgYK3DeqchTBJ4UVdxh5s4BwzEsQg4WZu4QQgghhBBywNSxrJwzrLOIIWIaVeixTs96jTFIKSFmtmUdNDlT4CHkQKG4QwghhBBCyEEjQCmqSEmrz1NMQM6IIcHY2b1DXYcQQt5MKO4QQgghhBBywGjzuYo3sQQmmySIISHGuBB2qOwQQsibCsUdQgghhBBCDpicgRwTcgZSSIhT2BnJAoAYI1JMiCkhgyLPwcKRLEIOFoo7hBBCCCGEHDhiDYwRmIWgIyJlJEs/zikh5Vxb08khwswdQg4WtmWRvUa4+BBCCCGEfCPaWFatQK/7K5Gdka2cOZpFCCFvKhR3yF7SNiAUdwghhBBCvhG1An1JzhqqXOvPjeGvBW8F5b8D4T6bkIODY1lkL0hJazdzmj9H1w4hhBBCyDdHJ3F0BEs/VneOsQYwOqYTwyJzh+4dQgh546C4Q/YaCjyEEEIIIS+H6s6pTh4RgViDnNS9k3NGRkaiuEMIIW8c9F+SvYAiDiGEEELIq8M6DVQGAOMsnLewzsI5/RtAEXj09hR4CCHkzYLiDtkLaP8lhBBCCHm1iDXwnYN1FvKCjB3uxwgh5M2F4g7ZGzJ7NwkhhBBCXgEZKWXkmCCl+lzMHLJ8+29CCCFvHhR3yF5A6y8hhBBCyKsh54wwBYQQd/J2jJ3FnBq23D6m0HPwUMwj5LCguEP2ghriRwghhBBCXi4iBtZaiAim7YQYtBFLjIEUUSfFBGMMDCuy3wr4Mybk8GBbFtlLllZhQgghhBDyzRAjrS0L0HH4nFJryqpV6dYY7sEIIeQNhOIO2WuqbZgQQgghhPykZIgAxkprzMo5I8WMlBIAwDoLYwTWGBhuvQ4aZiwRcphwLIvsBbdFHBHREyauOYQQQggh3wjN3IkIU4RxFmIEyCrsqMiTkFKCcbaIO/wV4dChsEPI4cF3bkIIIYQQQt4CRKRlHIoxMMbstJXWzB1CCCFvHhR3yF7AMGVCCCGEkFfFwiGdcqtCN05/Faj7sHksiwIPIYS8aVDcIXsL7aKEEEIIId8ckcW+qpRWmOLckcUMfB3L4h6MEELePCjukL3hRe4dATcXhBBCCCEvg5ZxWP5ujh2rVenGmp1GLUIIIW8OfPcme4VWcdK1QwghhBDyKvi8JlJt0tKmLO7DCCHkzYPiDtkrbjdmEUIIIYSQl0cLVJZd13ROGcYIXdNvCUaE2UqEHBjudV8AIbdZTmdR4CGEEEII+Wa8aG+VMyCLj8UIxBpYjmUdFFXAe2H8AffZhBwUfPcmhBBCCCHkgFn+Dp9zRooRKaXytd0cHqGj46D4PAGnfpoCDyGHA507ZO8o+wtwrSGEEEIIeRlIa8VKIWLMGSlmuM4VQQetPYvCzmFCEYeQw4fiDiGEEEIIIQdOPTgzzsJ3Dta71piVM2ByhrEvDlsmh4eAP2tCDg2OZZG9hbZgQgghhJCXg4i6d/Rv05w6c8CywIqBNfylnxBC3kTo3CF7yXJTQYGHEEIIIeQbUkSdnDOQsx6i2V1xx1kLIzz7PUReFKhsuMUm5KDguzfZa3hyRAghhBDyEsgZOSUYYyClEWvajsipiDtG4NiWdXC8sCWLqg4hBwnfvcn+woWHEEIIIeQbU8/KcsolY6cKOqb9ol/HsuiYPjwyXuTa4c+ZkEOD4g7ZT8xcx0kIIYQQQl4OtQId0IYsoOQcGmFj1luEiEDAnzMhhwTFHbIX1BOk5dw3hR1CCCGEkJeACIyzEFu2/sW9k1Jqbh4A8NbCcv91ULxIxKl7bO61CTksvlTcEZEnIvJfiMjfE5G/KyL/Tvn8nxKRXxeRXy1//sDiPn9SRH5NRP6BiPy+V/kNkMMgLS3CXGgIIYQQ8hbwbe6z1Z1j4JxToUcEYQyIISLFpAIQD9cOjpzzC8eyCCGHx1dpywoA/njO+W+JyDGA/05E/nr52p/NOf8HyxuLyPcB/CEAPwXgIYD/XEQ+zjnHl3nhhBBCCCGEvOF8O/vscoBmrIF1OnolAoQpIoYIY43+KQIPOTyWWUuEkMPkS507OeffyDn/rfLvTwD8fQCPvuAuvwjgL+ectznnfwjg1wD8/Mu4WHK43N5I1LEsbjAIIYQQcqh8m/vsnLO6dNL8C74tDp4KXTtvD/xZE3J4fK3MHRF5F8DvAPDflE/9MRH570XkL4jIefncIwD/0+Ju/xhfvEgRsgNPFQghhBDytvFK99m3MlbqXss6A+ftjsjDX/oPk9t5lnRpEXJ4fGVxR0SOAPynAP7dnPOPAfw5AB8A+FkAvwHgP/w6Tywif0REfkVEfuU3f/M3v85dyQGSXiDocHNBCCGEkLeBl73PLo/Z9trbm+efdyOIqWNazNt52+DPm5DD4iuJOyLioQvOf5Jz/s8AIOf8T3POMeecAPzHmC2hvw7gyeLuj8vndsg5/1LO+edyzj93586db/I9kAOgBr3VjQUXG0IIIYS8DbyKfXZ5jLbX7vsVALRsHc1fKc9vBMbqH8sa9IOFmTuEHD5fpS1LAPx5AH8/5/xnFp9/sLjZHwTwd8q//yqAPyQivYi8B+AjAP/ty7tkcojUisbbCw9FHkIIIYQcKt/mPrvuqVJMiFPAtB2RY/rc25HDhdmWhBwmX6Ut6xcA/JsA/raI/Gr53L8H4A+LyM8CyAD+EYB/GwByzn9XRP4KgL8HbQD4o2zKIl/GsqKxuXcMFxxCCCGEHDTfzj677K1yzsgpQ6zs5vDQOf3WUYUdCjyEHA5fKu7knP9rAC/6v/6vfcF9/jSAP/0Nrou8ReSckTJaTSegFmERwAhPkAghhBBymHxb++y6lcqpVqJbGGt0JCtr5g6433qrEO6xCTk4vlZbFiHfFiKAFdPGtQghhBBCyE9OG8tKCcYauM7BWIuUElJKO4ds5PC4XV7CHzchhwfFHbLXLMe1CCGEEELIT44Yac1YwMK5kTMgQsf0WwR/zIQcHhR3yGtHymZiucrk/OJ6dEIIIYQQ8jWpzVgisM68MN9QROiYJoSQNxjZh0o8EflNAM8A/PPXfS17zBX4+nwZfI2+GL4+Xwxfny/ny16jd3LOd76tiyGEEPLVEJFPAPyD130dew73AV8MX58vh6/RF8PX54v5xvvsvRB3AEBEfiXn/HOv+zr2Fb4+Xw5foy+Gr88Xw9fny+FrRAghbyZ8//5y+Bp9MXx9vhy+Rl8MX58v5mW8PhzLIoQQQgghhBBCCHmDobhDCCGEEEIIIYQQ8gazT+LOL73uC9hz+Pp8OXyNvhi+Pl8MX58vh68RIYS8mfD9+8vha/TF8PX5cvgafTF8fb6Yb/z67E3mDiGEEEIIIYQQQgj5+uyTc4cQQgghhBBCCCGEfE1eu7gjIv+6iPwDEfk1EfkTr/t69gUR+Uci8rdF5FdF5FfK5y5E5K+LyP+3/H3+uq/z20JE/oKI/DMR+TuLz73w9RDl/1z+m/rvReR3vr4r//b4nNfoT4nIr5f/jn5VRP7A4mt/srxG/0BEft/ruepvDxF5IiL/hYj8PRH5uyLy75TP878jfOHrw/+GCCHkDYZ77c/CffZn4V77i+E++4vhPvvL+Tb22q9V3BERC+D/CuD3A/g+gD8sIt9/nde0Z/yrOeefXVSi/QkAfyPn/BGAv1E+flv4ZQD/+q3Pfd7r8fsBfFT+/BEAf+5busbXzS/js68RAPzZ8t/Rz+ac/xoAlP/P/hCAnyr3+b+V/x8PmQDgj+ecvw/gfw7gj5bXgf8dKZ/3+gD8b4gQQt5IuNf+QrjP3uWXwb32F/HL4D77i+A++8t55Xvt1+3c+XkAv5Zz/h9yziOAvwzgF1/zNe0zvwjgL5Z//0UA/5vXdynfLjnn/wrAb9369Oe9Hr8I4C9l5W8COBORB9/Khb5GPuc1+jx+EcBfzjlvc87/EMCvQf9/PFhyzr+Rc/5b5d+fAPj7AB6B/x0B+MLX5/N46/4bIoSQNxDutb86b+0+G+Be+8vgPvuL4T77y/k29tqvW9x5BOD/z96/xVi2pdl52Jj/nGvvyDxV1QJFqkFLalAwCL9Ytmw0ZAEWDBqCZVkwQPuFEA1YtECg/UA++M2EX/SqFxvwk2AaJiQDliwCNiE+EJJsAoYFgbSaLZFidxW7q+rU5dzznJP3iNh7rTn/3w//nHPNtSPyZOTJc8mdOb7CqYzYl7XX3pmINWPM8Y/xwfD9h/jqN/guYQD+kxDC74UQfqfe9ptm9kn9+lMAv/n9nNobw4s+D/672vKXq93xrw0W43f6Mwoh/CkA/x0A/z/w39ENTj4fgP+GCCHkXOHP6tvhOvtucI30crhGOoHr7Jfzba21v29xh7yYf9HM/rtwy9pfCiH8D8Y7zWvOWHVW4efxQv5tAP91AP8cgE8A/O+/17N5Awgh/ADA/wPA/8bMno738d/RrZ8P/w0RQgh52+A6+xXhZ3IrXCOdwHX2y/k219rft7jzEYB/evj+n6q3vfOY2Uf1zwcA/gbcgvVZs6vVPx98f2f4RvCiz4P/ripm9pmZFTNTAP9nrFa+d/IzCiFM8B+m/zcz+3/Wm/nvqHLb58N/Q4QQctbwZ/UtcJ19Z7hG+gq4RtrCdfbL+bbX2t+3uPO7AP50COGfCSHs4IFBf/N7PqfvnRDCeyGEH7avAfzLAH4f/tn8hfqwvwDgP/x+zvCN4UWfx98E8K/XFPZ/AcCTwQ74TnEyu/o/h/87Avwz+tdCCPsQwj8DDzP7z7/r8/suCSEEAP8XAD8xs//DcBf/HeHFnw//DRFCyFnDtfYJXGe/ElwjfQVcI61wnf1yvou1dvpmT/nVMLMcQvjLAP5jABHAXzOzP/g+z+kN4TcB/A3/+0cC8O+Z2X8UQvhdAH89hPAXAfwKwJ/7Hs/xOyWE8O8D+DMA/ngI4UMA/yaAfwu3fx5/C8C/Cg+dugLwb3znJ/w98ILP6M+EEP45uAXylwD+1wBgZn8QQvjrAH4MT27/S2ZWvofT/i757wP4XwL4hyGEv19v+9+B/44aL/p8/jz/DRFCyHnCtfatcJ19C1xrfzVcZ78UrrNfzre+1g4++kYIIYQQQgghhBBCzpHveyyLEEIIIYQQQgghhLwGFHcIIYQQQgghhBBCzhiKO4QQQgghhBBCCCFnDMUdQgghhBBCCCGEkDOG4g4hhBBCCCGEEELIGUNxhxBCCCGEEEIIIeSMobhDCCGEEEIIIYQQcsZQ3CGEEEIIIYQQQgg5YyjuEEIIIYQQQgghhJwxFHcIIYQQQgghhBBCzhiKO4QQQgghhBBCCCFnDMUdQgghhBBCCCGEkDOG4g4hhBBCCCGEEELIGUNxhxBCCCGEEEIIIeSMobhDCCGEEEIIIYQQcsZQ3CGEEEIIIYQQQgg5YyjuEEIIIYQQQgghhJwxFHcIIYQQQgghhBBCzhiKO4QQQgghhBBCCCFnDMUdQgghhBBCCCGEkDOG4g4hhBBCCCGEEELIGUNxhxBCCCGEEEIIIeSMobhDCCGEEEIIIYQQcsZQ3CGEEEIIIYQQQgg5YyjuEEIIIYQQQgghhJwxFHcIIYQQQgghhBBCzhiKO4QQQgghhBBCCCFnDMUdQgghhBBCCCGEkDOG4g4hhBBCCCGEEELIGUNxhxBCCCGEEEIIIeSMobhDCCGEEEIIIYQQcsZQ3CGEEEIIIYQQQgg5YyjuEEIIIYQQQgghhJwxFHcIIYQQQgghhBBCzhiKO4QQQgghhBBCCCFnDMUdQgghhBBCCCGEkDOG4g4hhBBCCCGEEELIGUNxhxBCCCGEEEIIIeSMobhDCCGEEEIIIYQQcsZQ3CGEEEIIIYQQQgg5YyjuEEIIIYQQQgghhJwxFHcIIYQQQgghhBBCzhiKO4QQQgghhBBCCCFnDMUdQgghhBBCCCGEkDOG4g4hhBBCCCGEEELIGUNxhxBCCCGEEEIIIeSMobhDCCGEEEIIIYQQcsZQ3CGEEEIIIYQQQgg5YyjuEEIIIYQQQgghhJwxFHcIIYQQQgghhBBCzhiKO4QQQgghhBBCCCFnDMUdQgghhBBCCCGEkDOG4g4hhBBCCCGEEELIGUNxhxBCCCGEEEIIIeSMobhDCCGEEEIIIYQQcsZ8a+JOCOFfCSH8YQjhZyGEv/JtvQ4hhBBCCCHvElxnE0IIOSWY2Td/0BAigD8C8D8C8CGA3wXw583sx9/4ixFCCCGEEPKOwHU2IYSQ2/i2nDv/PICfmdn7ZjYD+L8D+LPf0msRQgghhBDyrsB1NiGEkBukb+m4/ySAD4bvPwTw33vRg//4H//j9qf+1J/6lk6FEPJNYWZ4fjxiyRl5zkAISFPExTTh3n6P8H2fIPle+b3f+70vzOxPfN/nQQghbzmvtM4GuNYm5JxYSsGcM64PR6gqgghiivjRvXuIISCEN2/FbQCOy4KrecZ8PddbADP/PzODqv8JMyCEeuf67eZ4Zn6IG7effFM/D4kBpv4aJRdoUZgW5LLATGFm9c96bNhwe3sHN9/V+nrtXF809RTqexj/fvw2/95vb18D9T3Xt2mm26MF6Y9vr5nzjJyXr/zL/7bEnZcSQvgdAL8DAL/1W7+Fv/f3/t73dSqEkDugZsil4O/89Kf44Isv8eVHXyImwR/7k/84/hv/tT+J/9Zv/RamGL/v0yTfIyGEX33f50AIIcThWpuQ8+STx4/xyy++wO//0fs4XB6wv7fHD//xH+F//M/+s/jBxQV26Xv7Ff6FFFV8+PAh/uDDD/Hjf/BTlOJiRVkySlbkJeN4fURZCsysixYlF5Sl9OMEce2i5AJVP8YocrTHNm1IJEBSxP7+HsthweHqgMcPHuNweYXD8RKPHz/A9fVz5DxjmQ/IZUEpBaUsyMuMohml5EH8Gf+0/n1TeZY8d7HlVGSLMUGCQGLqXyMETNMOMU5IacJud8/FqCAIEqGaoarIyxFaBR4Jgt3+HkQS4vC71a9+9Qcv/Xv4tsayPgLwTw/f/1P1to6Z/VUz+20z++0/8Se40UvIOfMm7iAQQgghbykvXWcDXGsTQr47QgjYTxN+4/59SIqDS2V1u8QYEZMgRkFMgjRFxBS7oAMApqtw0p5/+mf7WiQA9bnu2lGYGqwoDLpxw5gpDM055Lcb2mtJP7aqi0q3OXT688fbuitpfU4XiGAbq1F7TyIRQeLmNTefpUQEjO9fEMLdZJtvS/b7XQB/OoTwz8AvNv8agP/Ft/RahJDvELWbP9gIIYQQ8p3BdTYhbzHdMaLns96WEHB/t8M//oMfIE0JmgtK0VX4UEWaXMjRensIAQmoI1TriFR73yICVe0OHr9tFXRWsUQg0UfXJApClP66InLrJvTo0AEAU12FHS113EvqY9v7KLccw0e8ABdpQgjYRXfqSBVwmmvH/9z5+UpEKXl9f0HcdRPEnT5pcvePRIQgN8a2XsS3Iu6YWQ4h/GUA/zGACOCvmdnLfUSEkDcaM+sqd2NU2wkhhBDy7cJ1NiFvN+e6kZpEfGzsYoe85D6aJSJActFmdOQAqPmdCaUUd92ooqgNwgmA5uaJAsTB5TOMTmlRaNHhsKEKO7E/tgkpW8dOfZ0q5ogYbpNR2rn4MWW4fR3hksGN097n6F4a/yslV3GnAKYIEiFVEHIByN07IrEeL94qUt34O3jpI74mZva3APytb+v4hJDvhzWIbEU4lkUIIYR8Z3CdTcjbz7npOyl6ycq0nxCvIhYsXWQBgFKdL0ECoINgEgPMBAqF6c3fMxqjuGFmXfQxuCg0Pi6ECAlxI7J4ds7q1gkIJ88JN8Snbb6O3DgPQGBW+nscjzm6gkwMpgWmBaW6cFrWD+CikTt1Uhd0br7371HcIYS83Yw/ePXcrj6EEEIIIYSQb4wognu7Cfd/dB+HywNwBUiMQFAEhTd/KQAEQAAra7Byd9+ooZSyzdeJshFdVLWPffXsnRB8NKs+1ke1PNg4iv93mluzOnhcuAnQ7uZpo2Bm6oJNbb06zdUZQ5/bMdsIVwjrY9UKzHbAxvVTPFtHIkRiHeUSSJB+bqVkAKiCz8t/36K4Qwh5dYYZ4HOaByaEEEIIIeRNxsWA81tfhxCQJOKHFxd4trspM6xhyQDgQsmYzdMYc3JUdfO1mQcmq7oY5Bk7sTt3et5OKdAqjAQRBBE/rkSEOh7WRp9ceDEACai5OSGUKuCETQgzsIo5qkA17ECqQNPGqlKauhgUJXmdfUztg+gi0Jits2bsrDXxo4vnLv8kKO4QQu6MnunFhhBCCCGEkHNhkzlzJkh117y33yNOt4k7zQ1Tv68Bylq0Z3iGgBujUf35VdQZP5v2WC0nLVbQjTMnBOkjU62JKoQACwEBAkCH8a2b762FGgeEk+PGfvwmzrT/Ajz8uQUonx5fggyC0DQ8xs9n8/5UQecOIeQb5xwvNoQQQgghhJwD57yRGkXwG/fvY7qozpVaB67FUPIq4pgaNGsNUm6BwgJrLp1ivVELcNdOc/g0B1BM0UeyAJTieT5WmoDko1FmWoOSxUe3RFAGJ86YpQPo5vec2xqyRtz9k7p4I2FwCNXXjDG5QIMA1Mp1C4Jgipim/twWouzvtWYT1cdHSVCd7/T7F8UdQshrESQwUJkQQgghhJBvgHPeSA0h4Ef37mG/30EkQEvN3QEQk7jzprpvJAYA2xaoEAO0lLVCffgcuqNHXOzJS0ZMESEKYnRxCBMw7SfI81ZD3sQXuTWoGAAw1qIPws76uuuYmAc5F6hpD2luWc4Sm6gTX/h6bVTMhR7pLqKUps3rNhdPD2p+gZvpFHnpIwghhBBCCCGEEEJewj4l7KcJkgZxY2yjkvanQOIqYIzcELiaICShj27ZUH8uUbqLpx07VAFFgiBgFWjGxqzTgOT2/Bdx4zFDsHLRDK315mPt+aZB6w6jVT4CNuSbouUOsS2LEPINo3U+lhBCCCGEEPLtYGe45pYQcDFN2KeENCXM1zOAKrhEAerIkdTgYwth0yrlf371a4QoECjcaNPq1JtAZKt4VMUdhDaSFb1py7aOILVyq0vI/5R+bl6lbi5UIQwuH789m8Ki9dcChkDkIEAVgWJ19rhQdHvteW8QU+0Onrs4dyjuEELuzLlaRAkhhBBCCDkHDLcXmNzll/s3gf004WKaMO2nNWOnGGKM0Fy6eOOV5tX1suTNMZqg4W4dqRpIrsdyYWe6mJBSxLSr+T7qTh5T6+NRpgWoI1RSc3BUg1eM14rynBfkPG9ev7tueuZPWbNwUIWjKtwEuMAzBipvjgWDaUYp2cevqmCU4gSpmTwtM2gVldYxsPE8XgbFHULIK3HOc8CEEEIIIYS8yajdbXznTSWJYJcS0lCH3pw6LlJ4jfmpRafdH0J9vFoXPUbaY0IQdwPhJCNHAmLN4QmyHQ1rLVajO+a2321OG7nG1zgVYFoocw9Vbs4euChUSoaZ1j+t1qRPrRPeH1cygggAP+/bz4uByoSQbxDDNkGeEEIIIYQQ8s3RxrHOda0dRbBPCbv9dMOB0lDV3nrVhJZGEHFpROyGANMdLBJWkUatPxaAhxmnCBF3xTSnTHPvhBpWfNun+1Uumda85cfaBh130aiNT7X3ZIYlz57FY9rHq/zcVmGqaEYMU88T+rpQ3CGEvDKnF5tzsYkSQgghhBByjpyL2CMiuNhNuLh/0W9rQo67ZwJO/ThBpIYT2yD6eMPWMmdoLrUpKwC1Rj0EQOG/h5Ss/VgxCdKUME07pDQhpQmqGaVMSNOujkkVLJh70LOf5JjDo+66yUuvZ09xqo9fA6BbVbnEtRK9jWeVkjEvR8zzdW3umm44glptevveXT8ChNbGNQY+v/yzp7hDCHklTmeAqesQQgghhBBCAA9V3qcJ9/c7hBCgtStcRNZ2KxEPHy6KsQUqhOC5OYMA0jJ2AENQDE4eINzScBVq+1Z73dZw1Y+JsFaRB4MEF2Ray9VGRdkcd1vb3uvOayV6CLHn8bhIpShl2biBmvgT4yoCNRGnf42bbV4np/JCKO4QQu7EuewWEEIIIYQQcs7cFqh8LoQQkKLgYtphNcVYr0E39VycoO7EsbK6egC/T7P252xqwUcni3ozFjI240wtr8fFmlXY8eO15qyhfj2s7VpmW0+R3zaOY61jZiFIHw0bj+X3a4+zWJu7/M/Y3D019HkVfm7mB70qFHcIIa/FGV97CCGEEEIIeaN40S/35xKD0Jw77+33Xlte305Z1kaoGKtDpz5n44ipIckll96u1Z06J5+BqcGC3yeyjjr5fdorztf/bgY5owsw/p8ObqCUJuS8bAQeoLp2gtSMHemun1FMCgjdndNIaUJME2Kcej7Pjfd0cj4+phUwOpxeBMUdQsidaeOyfW6WEEIIIYQQ8o1ym8BzTi76KUbc3+18FAsenmxmsKJQNYRw4sIZ39sQjKyiqJ6ZzXhTCAKrWkvTRuKUEFNEXjJiEkhsI1A+BuU16NqbyLxqXQERBDWE0Nw4WnUUqRXnEWZb504YhJ0mArkLx5/T3s807evZe9jyNO29Al22uT3b9+bfN2EKPaGIbVmEkG+Yc65mJIQQQggh5E3mRSNZ5+LcAbwxa6qCSuO283/RhnEILmWEEFzEaY+TKoBoc7gM41gikCiIGiHJhZ02NhUQelPV9nW2o1it6SoYusDTz+eW8azxeZsRrZ4Z1NqxYs/ZCVUEuvn8cVTMHUCqHuzsh6S4Qwj5lnndyj5CCCGEEELIVtgZhY9zW2qnGLGfJnfQSIBKgMQASRHIZZPBAzVIrGHLPnvlo1ISILa6bcy2g0nd7SLbDydOEdMuIe3S+sEFQajByaXk7ZjWcLye8wMg1DGwtrHdApO3r18PX508AKCloGgG4AHKKe0R44QYI1LarSNdYRWbmqjUv7aAAENIAfNcNuf5lZ/7nR5FCCFY5127cnxuVxpCCCGEEELIt0oSwT4lF3OkKyBdxGiNWB58rL1FC/CsnG1hVYBJQJlzO8wQbOwZP10oas8RQUxxzbsxHdw1WwfPbY6YJvC0F2lC0EaQwdqSNZKHhizP3anCTpzW4GZYbdJq4cpxI/T0IGl1gcjsbpk78tJHEEIIIYQQQggh5DvhnNuygNaY5aNIL3P4m9b68ZfUfo8V6GNOz428nts+u7AG9DTxRGpmjsgtrVc4qVevosz4emMLlr8PH6FyZ1ANZRbZPPfGabXnj66dk9u/6vmn0LlDCCGEEEIIIYS8AZxTcPKLkBAQJSBO29ydfr8E6C3umY1rBYOIo+biSXGHzlhJbkVhIdTmrKrvDG6gnruzEWsEIp7JozUAWRCr4ybe2qw1Bh+PDqB2XLWCUgpKWfr4VYzp1kas9Ryku3ZGYWf7uHb7yz93ijuEkFfi3HcSCCGEEEIIId8eIoIknn0jUXz8KitKLr16HIDn6kSpo1jWm7Rc7ABMBDlnaM0fkrg6ZURuF01MPbenP3YQgjYV4yHAgqANYLXq8ua8MVUUzb0FK4QA0zo+dtJsZVaQl7ln7fh9q9PHamDQKmJJHxkzKGDbkSzVAtVbattf9rm/0qMJIYQQQgghhBDyrfEi9845lZiICOKUxkzjTS5Oy9yxGqJ8W7hw+z4EQGKESIDI8Djx/8Yxrebs8ceejlLJDYGnnwus15jf+PxtPc/xXNt5qCq0jmJFSb2pqx1LtcBQ/zxxBNnJ16VkaCkw82DmUjJKXlzseQl07hBCCCGEEEIIIW8At7nkwx3CdN8kJARICEjTEBQsPoakgI9SVaeO6dBQFQxB5Ia4EtqxYq0iPx2XKgoT65pJTF6HLpJuycqR/h8wtmUpSim9erw99pTbMnDac0IQSEyIknp7llmBKlBKRorTDTFn87UZDDqIQp7jsywzq9AJId8s7WLzNswCE0IIIYQQ8qaxBgcPv/jjvNbgoWbuXEy7Vaw5ETKsqNecmyGmiJJLz8sxM2gx5FzHnCQApebr1EBlEfhtgI9zRekOn7RLmPYTUpqQUsI07VDKgnm+7mHHzaXTHDFNSPEadvHRLts6dABvrxKR+vgWorxsxrdGd4+qIgQDbB3pEokIprX5XQAs28+mZv6YKubjNYoWijuEkG+e236wyHltJhBCCCGEEEK+RQICdjFC4i3uFxGEKBA1aC5DFs8LDqbWc3ca7VcSF09Oxr0GMSkEgQRBlIiUpjr6NLpz1vYswDN3tvcNjVgnvwf1MSuswc1jgLTItna9OYakO4fGwOT1NbTkWpeeUXTrJvoqKO4QQgghhBBCCCHkG6PVoa/hxYPIUfNwNFQ3y+hUCj6EFmQMLN46mTZZOWoIcVCFTke6UJ00EhHjhFLKrbXnEiIggOppq9ZNcWoUkDyoWapbZxRtXMTBMMK1bcXahihLiB6uDEBNe6hyF4/YlkUI+VY4E0soIYQQQggh50yQcGud95tMy9zZp4SYxMWc2uVkOrpq/P+0qIs00oQdgQSDzesoVqiPAwBJq2DSWrAAoOQ1Q6eNZwWRLtJsw5QFIWh123hzFQoQo23cO+0+H79abx9dO+0x7bjdsRMEKU39/FLaIcbUz3s8J4SAYAKzPAQ7a3887pC7RHGHEHJnzmXOlxBCCCGEkLcFORNR55QUIxACTA0lZ5Q6gpWXDM2eWdPGtiy4iIOhPSvGiKIGoIYu98pwP34TfUKtGW8ZPlaa2yX0jJxxDMqPtR2nCkEQxCCI/fxv+93HqqvmNKg5xoQUPeenoZphFhHCGiytWryzvI5aSc0kCqEJXgEp7fpxm9Bzm4Poxuf90kcQQsjAaYL/uaX3E0IIIYQQQr5dWv5MFzXKEKrcmqCKbh7fGrQk2OpoqWHKL3IttepzqMEEgG7Ht05zb8YRr9vEmyb2jN+3Y73s/TbV6fT4pw1bLti4WNUazrdZPasTaBzNehkUdwgh3wjnuqNACCGEEEII+eZpgcqhtq9I8jrzaT/h8vElypKxzBkxRTRtZJkzEhJEwprNA7h4U4UbG0wsXQBqNDFIAmISSIgQicOo0zbDpzWRnXIq/Eh33wiiBBT1ES13BsX2JJSS+3ObYyjU8Sw/3/XkPSi51KfGfl+sWUWvOjVBcYcQQgghhBBCCHkDMNgNp/y5EgfXTEwCsQBTb7iKU4Rqgqph2k9DeLLn8hS13oQVY0RBQRAf8Wr15cDNtqkQAhSAmOfuBBEEhNqStfQcm5QmzPOxN2eN7pjbxB8zRUoTVBWl5N6iNQo3agWi/rr+GjvEWpGuqt2d057XBKf2mi5w1TExCBC0jm0FMHOHEEIIIYQQQggh3ynb8OLQc3QABXS8/3QkycWZJuKklDbHNKwOnuYIsqJ+/DiKJ4BEcVdNFX7cfVM2QtA6biUAdOPj8TGx8fGCEF48IraeZ61fj8kzh0z7RFoIBpF4o/3qtmN6Vo/d2cHz8lQeQgi5A2/LDgMhhBBCCCHk9YkSuhulMdaY3/qcKa2jXLVBS+JW+OhuFzVoUeSlQNV6qHJ7nRi3DVkxTYixtV9pPcc4tFbJjdwcVd04hdp97q4JdRSr9Ep0iX48VGcPauuVakHOM0rJPo41vH8Jt8gyNS9o/MxeBp07hJCvxcvmVAkhhBBCCCHvLhJOwoxVoWUdtxqdM20UymvRPWy5FEVYsoscal2syUvevI6qIiL244kITFwgUi0wVYhEpLRzJw6OddxJqksob9w8LUPndPyq16F3R4/U0OPiAlEf/8ouCJli2l345yACVAEIWH+H2opdCpFWlV66aOTi0st/56K4Qwh5LdiWRQghhBBCCDlFThw7L5Inbgo7Q+ZNUZTaogW4kGOqCDH2DJ5TZ1CQACutUt2FFR+FqtXoNQ/HX3vZnMPNc1Oo3rxfJPrvQYMYZDBID0JWFC2IWhCiu3zC4BLq54ubrqTRKdRGw+4CxR1CyCtjevMHH9uyCCGEEEIIIYD/bhBFALnZ+rTNummCjcFUUbJuRqFUDVZq01XN4TE1oBZUSZQeRtzGpdpriAhilB6gvCzu2JnSrocZj+1WQBNxtkHHZj5GFVo2UAiIskopNwSbXuteemBzipOPm1UxqIs6L6hpf9H5fBUUdwghd0JPagNH6N4hhBBCCCHk9Slqb1fsgdoN8aQsLqhIDEg7b8rSoN5yFc2dMsVHs6ZdAupYVinqrhxxQcefgD6u1V9jaNQKUeoIlvVWKzODYa1G9/GnNga1CikisYo/npkTw9Rfo+XhjNXqPnlliDH1Ma12XmqKUMfRxuMLZCPwtGM2Sll8FIxjWYQQQgghhBBCyPlg1v7vvAkhAOIOGh+5cpdOyVVAuaUxy9032ser+nFigJh5LbjUoOOi0KzVOYP+/PacaZcQY6ytUz6iJX00KnZ3Tzu/UJutNjk44wZ3de+0Ea9tjfktQdFB6vFjzx9a//NGreHE6x9647X92C/fTGdbFiHktXmrdhcIIYQQQgghr00TT1pjVhutaqNK/hivNG+PkSg+vlQdN5BtpbpIgKTVqdNHtm4Rw+KUEJMfJ0oawpHX/J0eoDw0VjUR6LSlqv3O4+9pFWu2gtD2fPrjTlq5/LZBKGr/G4SkV/0di84dQsidWUeztrdzLIsQQgghhBAyIsOvCKGJNNXJ08WPGorcfr9wh4+7Vab9OkZVltydQMCa2xOioOQCi4IIQLug5I9Luwm7iz1KWTAvx1vyf6qoU0UZkdSFldMK9JvvLwISPAeoizlN4BnPc83a6Y/Der+Zf++vWdbn1bEuO8koehEUdwghhBBCCCGEEPKN0zaGTQ1B3PUSU8QyL8Mo0jZMWKI7Xdqo1PiYMI5CSUCw1RGkwRCKwgYhJO0SdvsJy3GPGCNUV8fNeo41nycExJh63TkAd9coYEGr2CL1sbIZzTp9z/6FthtgZsh5WR8UE0SBMrh0xmasUQzq1eovgeIOIeS1YEsWIYQQQggh5DbGLJp1vMrvaw28Yyjx+hzb1ppjFYpOjz8+/1RsiSki7SakFOsIlPR8Hz9mFU2CQKQJLKGKSe2+Nro15OUMGUEj/px462exCjf1uTAEuxlxMR5TtUAZqEwI+a64i02QEEIIIYQQ8u4RgleWF21hwVWUQa06N/NxLDNIFGiuIsiQxQPAx6/MuvsH8BaqNCUPVy7aR7JiEpSsSClCdwlxSpimfRdsRA69KSvFCSLRq8vzsjZcaemZOJ7TMwQkV1dNCDfDlHs+UFzlFh/VcvcPwjp2hRA2Ak87j3Y8Ve2i0suguEMIeW3o3iGEEEIIIeT1MTPoW9CU1bjdbVP/lAABUEodsULL37n5HBmDlYcwn3ZbTHGtNl8yzFz8kRSR1JCmiCgJIgkh5F5x7jk+ESjqTV5aaoaODgJOze9J0yZseesYUoQgSHGqVegJMSbEOPVzVNUuDrWxLsA9OcHgog8Csi7D+xZ4DxbbsgghhBBCCCGEEPKGcJsLZW2eOh1RWse2RlFnDDG+7RhaXT5+u2fnoDtstIo2ghjTxnmjWoYKctl83QKOx8d2R87QgNUr1k/qz9e2rPU4XeRpTp72vrV49s8LPq/boLhDCHlt3qbdBUIIIYQQQsg3S3PkAECI0m9TPcnaqU4ZqS1a2hw1tUWr0cawtlk97vBRNeRchpr0ta0LZsh5BgCklLDf39sIPKraR6RUC7SLN6GLQy7qGEy1j1CJrELRKAKdhjc3kaiLR/12F4a0jo0ZtkHKHMsihBBCCCGEEELId05peTqqyHNeR5jUemYOcgEgLuAsGcucEVNECEApBWXxMakm5ABArONSIgKJ4kKQtSyfYVRrSv05LiRlLHnGshwxTbsqGuXNOYuIC0m2ZuCIRKS0Q0pTd+yUkrsI5GNYLZMnAmEMbF7Fp/7+RRAl9fyfbcZOQYwRItLHuO4KxR1CCCGEEEIIIeQN5VzLS8wM0LXevOQqdIzBwxJg1YVTsvYwZRHZiEGb455+35rHzaBrwRUkCkwNIgESW4V5gLS2qhqG7ONT0t03WkqvIm8ZOc2Vc1v1+ejWOXXq3HjcWMHeA6bt5DECYMznudvfP8UdQgghhBBCCCHkDeYcC0x0EHHilKDFg4JPBZI2YlVKQc4FCYDFVRgan3MqsIzft9atmCJCc/QEHwOLURCCizRp2iPnBUBr5XJRx8xHwCS6m0fEuiuniU2jQNPygHpmTheKmkCznmP7c6xBb0HM63Gr88dfHWZleA7HsgghhBBCCCGEkDee1pQ1jhKNt58TejKK1DAz5KUgzxl5ycjzmisjIthd7NZgZBGE6G6e+ah9lMvUuuvHdZNV4CnLOmZVsvZw5ZxdKIlxwm53ARHBPKOPZbmAkxDC7OcMq+NYU60sFwQoFB6e3IQqb8RaBaBQx7hOx6lOHTg3g6MNgEKCSzQhBEiKg9jzcijuEEJeiXO7sBBCCCGEEEK+e4pqH5lqwcimBolSG6yqQGNhI9b0Xze0ul3iVihprVmn40qmhhClH2cMI47RhZpSltpaJX3sCWgNWtuA5i6sVDeOZ/oMYclwx04XdnBzJGusUu/PqefkmT3uMGr3SVyzePrj7vj7F8UdQsidedEPlnO0iRJCCCGEEPImM1Z/nyNZV5HCWnW5eQZOkFoXLgFAE3uqiKIKbVk9smblmNraeoVV3NkKMtIrx1W1PyZOEWmXkPMECWv4cYz+dRuRgukmE+g2+u1jxXl192zOCwaYwiycHsD/aGJRf49Sg5RPXqce7WVQ3CGEvDJ3VY8JIYQQQgghd2czwqTnu+ZuLVklF2/Hmlx6yCFgOS6rMJIiULYiUMnahRmJgmABaUpYjjNQgGm/A9A1kvo8F3hiipAkayBzbb6adgnTfoLmgmWZEPJcXTgRKSWUklDygiXP7sbpbh0DUBDCVjppQpQLMrWVyxSqQAilCzWhZ/CE7tpptV5SQ5rbufZj19dt7VnNUfQyKO4QQgghhBBCCCFvEG/TZqqLLNZFG6BmysQAM9mIWGM4cnPrNKFIi9Wxrfb4sHlOP0Zx588YwgwJQ9DyyZgXXITB4PYZXUG3OXhahs4qxJQu8LioU8esWuMVVrdPe36MERIiDLo59hi0fFdhB6C4QwghhBBCCCGEvDG8LRmXLRx6FGxO3UgiATqMn/lU1FbsMTN3AJmhhSdvWrJ0+zo+0lWdPFGAOgIWo3RBpTE2XW1cNicjViNm1ke/AkIdvbIuDI3nLxJ79ToG0UhEfDxMBFDAanPX+J5HgecuUNwhhNwZq/875W25ABFCCCGEEPKm8aLslzcdD1BeM2waoyijunXGmLXAZc/l0aI+WlW0u31OnTf9mFX0KblAi4slaXdRc3V8BCwmQUxTHYeKSAlIacI8XwMAdtMeRUsXa1LadfdNNgNqPbkEb8by91EwuoRa7o+fl8LGkSxsm7M2wlcbxSoZagrVUh978/3eBsUdQshrw0BlQgghhBBCvlmCrK6Sc1xvL7Udy8x6aHDjtipwf6xPLoUYoKUKJlEgKaIspTt/WsNUE0RaMPH4MUmMm9daH7O6cyS05/vtMU0IGvuo1frY0MOOA3QbniwRUp1CXqdehR2suTkisYpcAtXq0hEf3WpCkpn28TCBwMJNJ9BXQXGHEELIa1FUUfRudlFCCCGEEPL2swoWN+7of7rZZhitUnVhp7tatpXg47GB7ffN6TMeM0gA1IA2FdWq1wfBxsaa8l5r7uJOzuPrrY8xrMLOmrsTEaB9XOv03Po51TmI9vmMDp/ta+DOjp0GxR1CyJ1Rdzve+AFH3l2KKi6PRzy9vv6+T4UQQggh5K3inNuyAGDOeXXt2EnA8QmmirwUpCkO1eBrmPD6J5DnBWG/27h02jHzkqG5wAyQ6GNfUEVKqWfuhADEOPURqPb8GBNynhHj1G9blrm6eJZ+WxNrmvvHHTcBCHHz3sIm8Lnm5wSt4pE3dbX8HqkjXn7s0MfM2njWXaC4Qwi5M9UZeotyTt41iirmnPH+gwd4//MH+OiDB9/3KRFCCCGEvFUEOd9NVDVD1m3T0yru1JGpoBALOF7PNQR5i8SAkldRKO1SHd9qxx1ElurIKUupx/cadZE1xDhEgcSAOCWkNCHnGUVLz8gJCIhxQoypn+9aR24wLdA6apXSbvO++muMbpswuoQEqK1YquVGYPNYh65aYKpQU5QqPt0FijuEkNeCzp13j+Oy4PJ4xOfPnuEffvgBPv/gczz49eff92kRQgghhLzVnEvuTitbKU2EMas15qGGC6+/Q2gxD02+pQ4dqKHMRatQI7U5awgg1qEyveXeRIHE6Lk8sjptACCIIKa1MUu1QII3V6Hm6qxCTUCU9XEWBKiV5y+qSD9l4+SpLp+vor8v3L0lq0FxhxDytaGw8+5RVPHk+gofPnyE3//Vr/GP/u4/wrOHz3D19PL7PjVCCCGEkLPnNle8DBXa54KZYSkZWtQFHG1tV9WhshRYUSzzAi0uYvT7moOlGMpSamtVhCQXWmIUzMelPzZOyV8nl3qciDT547uIpApUIUiibGrJg/goWBuNQhVX/LGrZOJNXNrf3zhuNebvnH4Ot93m2T7ShafRJeROIb3138JXQXGHEELIS5lzxuXxiF998QV+98d/hM9//QCfvP8prp5dodcaEEIIIYSQ1+ZtiD0wGObs40VBAIHUgGUXbEopdQkZkKZY82/McyAqOgQsqxqQW8tUgKmiZN20bKkqdhc7F28Ar1AfnDshumtnt5+qsLKKK2OFuepaQ97PxRSA16iLJcSYqhCjMC1ArTcPrfa8hjO30OTW7hXCmq3jjxWoraNX49+9P/9ueTvAa4o7IYRfAngGoADIZvbbIYQ/BuA/APCnAPwSwJ8zs0ev8zqEkO8fM7sRqPw2XHjIV6NmOMwzPn78GJ89eYI//NWH+PAffYCnD5/heH1ETLFXXBJCCPlm4VqbkHcPfQvWVGaGou7cGd+OmcGKdqdOCEBMESUDqCJQCPX3jeqyCVEgUKgaSq1GRwEOlwfk6uq5uH+BmCJiFEhsgg0AGIKi9lMBIbnI0hxAfg5SK88FUZo80muyqqhzU3RpOTohGCzIxn1zm8sq4OZtZgaE7eiV197LpsXrrrxat9bt/A/N7J8zs9+u3/8VAH/bzP40gL9dvyeEEHJmFFUclwVfPn+OH3/0Ef6rn/wcP/k7P8HHP/8ET794AgC4uH+B6WL6ns+UEELearjWJuQd49w3zdQMaoZlzl3IcWeOohTtI1rupJFhTGo9RhAfn4oxItRxLS2KkgvyknG4POL6+SUunz1FycUdQPvppPgFUF1FFwDdvbNp7jJ318Q0QWJElIQYY3em+/O1tmLVIGSE3nI1jn6pli4mteP3cwoBQQRBtmJQew3AhSOJyY+7adt6Od/GWNafBfBn6tf/LoD/D4D/7bfwOoQQQr4l5pzxyePH+OjRI/ze33dB5/mj55gPM/b39x5EFwXH6yOun177eBYhhJDvAq61CXmLOcd8ndtQVZSlbMSLPi6lnsEDoGbdGDQoSjFIDDceIyJIuwR0oQa4/6P7mA8Jec7YXewwXUyY9hOs6DrapYacC0z9tZtfpzVohSAephxTd73M8wEIioDt34PXlzeRx3rQcqtQb+NTa9OWIucyVJwrBGsjlkFhJpvsnfa5tddorqG7/nt4XXHHAPwnIQQD8H8ys78K4DfN7JN6/6cAfvM1X4MQ8oYyJsmTt4OlFMx5wS8+/xw//fQzfPbxF/j0F5/h8PzaL2RThOaCsmSoGi4fP8fh8oCrq+ff96kTQsjbCNfahLxjvC1jWWpWnSwK062DJUiAlTqiZeihyi6ehOHrdcRJRGDBgHpfkNAdOGvuTv3s9PYIiRaqrGo9b0diQsL6+H6eJpu68jH4uAtTVQCyMDh1mtumBjLH6sLZfD6t1UtbOfrwuWnp42A2iDt3+X3rdcWdf9HMPgoh/BMA/l8hhH+0OWkzqxejG4QQfgfA7wDAb/3Wb73maRBCCHldiiqu5xmPLi/xk48+xgc/+whffPgFnnzxpF9URATHwxHLccFynPHs8TMcj1c4HuncIYSQbwGutQl5hxnrwc+NNkZlZWiTEgCoLhVzkaXkgjznYUzKn98FlBNhwyRA6xiWSECMq8DTnD3t8U3bCYOTp72mmUIkIqWpn69pqXXrEcVOR6sEWylmPVkf0WoZOv7eWqhyjAkBYTOq1d8LDFCtmT1N0Fr/fFVeS9wxs4/qnw9CCH8DwD8P4LMQwp80s09CCH8SwIMXPPevAvirAPDbv/3b5/uvlhBC3gKKqgcmf/IJfvbLD/GLf/hLD6qbM3b7CcucMR9mXD29wvWzK8zHIw7HS8zHaxQtKCW//EUIIYS8ElxrE/Jucu6ZO2aGUluxeiPWLqHk3BuzmtPGqogTU/RGqRAQU2vIWvN6mnNGs2I51Pr0EBCT+LFUqyOnZeSgvw4AhLjm1zQxKcYIkYu19QqASKrPlyHcWDcuHhFZhZt6nloMCOhrYhHZhCj3r2ubltTGL4NBh3X06gYKUC2vNCHxtQOVQwjvhRB+2L4G8C8D+H0AfxPAX6gP+wsA/sOv+xqEkDcf/6HHsaxzRc3w9PoaH3z5Jf7TP/xD/MGPf46Pf/6JX/RUUUrB0y+f4vFnj/Dos0d49ugprq8vcTxeYVlmGAwigmnafd9vhRBC3iq41iaEBDnPNXZRRS5edw4AEgO0FJQ8NGVFQYyCOCWkXXJxp2Y6ustnrSaXFkBcA5Wb6NPQUqDFBjHIb/exK+lZP6qGPLv73F07e0zTBWKs1ehjnXlYc3Da11EiYkxIaepiTxulaqNWG6eRGUrJKJp9zArbYOZQ69i7XamOiUlMngcksf93F17HufObAP5GPfEE4N8zs/8ohPC7AP56COEvAvgVgD/3Gq9BCCHkW0LN8PxwwOfPnuFXX3yOj37+MZ58/gSXTy5RcsEyZyzHBVdPr3G8PiLnBaUsyHmBml+s112Mb6J8kRBCyADX2oSQs8RgKKrQ7OtFhADNnr+DUQCRADHZqBKjaylI6NXowUJvvroNd89461U7zqnrpTlsSlbEKiJBAuIxwczPTyRunDSr00agGroDZx39ujlC1e/DeL6KEOKN818fu7qCzMzPox32227LMrP3Afy3b7n9SwD/0tc9LiHk/GCg8vmhZjguC/7Rxx/jjz7+BL/+8a/w5ScPfTfFDM8fX+Lq6SWunx+Ql9lrIWPy/yTB6sxxztl3K77GXDAhhJAXw7U2Ie8m1sN9zzdzRw3IdUyq0Vw87lLZvq9RiNFcXMSpz5Uk1diyNk3FKChL7tXiTfywGuA8Hrd/Xdu32nlc/OBez/2JMaJkf/0oEZam/vfQRBYRADa7u6Y2XPXqczNIaBXnaxi0P99d7lGS368KNe3tWmOez+gGGu+76zr726hCJ4QQ8gZzXBY8vLzEzz77DP/g93+KJ58/xpPPn2K+nnG8PuJwecDzR8+R8wKYIaYJcbCzTrt9d4+mVC9qSnGHEEIIIYQMY1m5VqGboSz5xO2y5u70PJ2iKHldU45jae1YVgWZ49URkiJ2Fzt37MSbLvIQAvKSu/gzjoVNu8lzduYFYUirMawtX+OI1cZR1HJ2arOVCzt1dMo8e2d8bOjCj22ClXsduwhaYs64af6qzniKO4QQ8g4x54zPnz3Dx48e4ecffoIvP/4Sl48vcfXsCscrF3YOVwfM8zUkRAQRpBSBenEVKEKU4ULnFyGT89xZIoQQQggh3yxmPpY1OlhuPKZoH7PqzVqquG2caqwfh1nN3TGEemx/7i1tVDWnp4Urt7EwiQJJAmR47o0MuTdYhRwJEQqt4pPeODYAdw/VTJ4QAoqto2e3nFB9yjbL57bHtlyeV3HHU9whhNyZMXG+wTDl82EpBU+vr/EPP/gAH3zwKT74ww/x/NEzHA8zjldHPP3yKfKcUUqGSMI07RCniBgjcvbZ4zildXdlqKgkhBBCCCHfDPoWtGXlmrmjtQo9TmkVW9RQirtoQq02L1k3a0uJAWbuGtei0MHRU3JBCN5IJVF665YWg0Trjh8bq8+bOBQC0i4iJnfaRF2jB0pZoCX07BuJEWKltlZJe3P9PFtb1ihIhbCOiaHe10a1+v24uX7uY2mqw2hXeaXPneIOIeTOtB9K517P+C7y9PoaXz5/hr/7s5/j1z/5NZ58/gTPHz3Hs4fPcLw+Yr4+wgxIu4R93PuFcgitS2m9XKwzxALIOhdOCCGEEEJen3PfPM1aMC9Lz9wJIkgTkJcCNVvzdwCUJd9otwLWzKE2ItXGpFAfs7u374+ddglpN/mmZBVtzAxqtV2rvl6oYpCIr3NFxJu6pgiZZSO4NEdRKS7u5LxsXDotuLmd9zpCVXrrltQ2rNBSodt7lFhDk9uxUn3N0qvUb26evvzfBMUdQgh5i1EzXB6P+ODLL/HBw4f45P1P8OjThx6Y/OQSh8sDcvYZ6Dh5OFxM1Zoq1i/Kp46ttkvRxrXCHS44hBBCCCHk7aeoodjJiFUIa6bOcPu4QbgRV3TYVK5CDOCbi2lKKKH0+4MIREZhaB33ChIQTPprtrVuc/cEC11kAdZA6/X8tLtvWiX5KOaMt4/PO61Tb5/B6NzpI1l32kB/+U4qxR1CCHlLUTPkUvDFs6f4/Q8/xCe/+BQf/fQjPHv4DIfLA66eXKIUr4Kc9jukXdoE15kaBPWChsGx08KVh7pJjmYRQgghhHwztLEsrwK/PZPlTcbMkEvNqoGLKlqzckop23wbNcQksABouX1TEeKRx1bzcqb9BJGAUrSOaAWE5shp+T1m0KxduGlOmZgEcUr9scCJqNSr2uNG4AHQnTh+SlLfW+xOnNseN7INS16/VlvDov2+tXXrVaC4QwghbyFqhofPn+OzJ0/wn/39P8Anv/gUjx88xpMHjzEfZpSsSLsJ9/YTYooQCZgPM8x8AaGldDtskIBSyqbNYHNBUoUVtmURQgghhLwuZ9p+vqG1ZQGAlgIthuU491EoAMjW8hxjd9XEqQoi0kKWq9gzhCKftlaFEJCGTMjj1bE3azUhKITQK9bb80QC2qiTRHGRJkRM0x4iEaVkLMvBz1ES4i51UWo7huWY5s0aeQ1CHlxBqrBgt4hBq/NH6kiXmT+njWlxLIsQ8o3DvJ03n6KKh8+f4/3PH+D9B5/j4/c/waNPH+H54+eYD3MNkkuIKfpOSQ2b8wue1YtdvX5JWLN31GByc3cDaszcIYQQQgh5TV4UpHxOGTxq5i4dWwOM20iRRPHRrJ6BExDg41ohBA9XLurjSwCCAEGryDFUoTexpx1T4voYVQ9pliBIYwaPalfO+shWFXlEAmJMkJgQtIkpqDXlEYrVTdNuv1GTHvy9xJhuCFANgyEYoCXDsJ7DWoe+fc52Q5VjWYQQ8k5RVDHnjI8fP8YfffQJPvzDD/Hg1w9w+fgSy3GBqWG6mDDtEqb9DqqKsmTk49JtrYB0gQewr2xsWO2j3/57I4QQQgh5V5EzWmupKcpQzBEEPjYV/Ps8L5uRKHfOrK4YwKWMENbHNAdQa2zdZNtUYcQbsxRp8pDkNCWIBK9c18FVowYNhhjrOFeKiFFqQ+w2NDnGdTxrLdzaBiqPuKPn5khVE3Napk9z5PhrTJv3vh3funsdOsUdQgh5S2iOnQ8ePsR/+nf/AT75xSd4+MlDPH/03PORo2D/gx0kRt8ZUcVyWHzkSrVWPvoFUuuYVbsQxhgRUr3gDG4eEYEFY10WIYQQQggB4AaZJWeUZW1+CiFAtVQHDtb7hjpzAJtQ5GUZsmhCgFltzsqlP6+XfLSG1ylh2k9Ikzt2WhW6qiHtUj92Yww2DiFAQoSIwlQgkhDjhBCauLIMbpsATwICFKWOWtX4AgQgAKoFwJqfU0ru5ykxYUo7SPT8HxFBgKxCVa1CdzHrbutsijuEEPIWUFTxyePH+MXnn+Onv/4In7z/MZ5+8RTLYcHuYoeYBBLdmlqyX1jL4tZVAJAYUfLi87267g40m+vaCGB916R9z1E9QgghhJBvDsOp+PA9nszXQFXXtqxBrADWxlWJLr6MYk5jDEX2/1YRpsUJpOTuGUkujLQMyJgEMUWEKLAauKx5zY5sx2+OdZFaSV5zd9DEIgAxRpSyVquPIcwuOK1rZn9f9U9/QBV0luExrYrdQ5hjTIj1cwiQ2qa1vr6LR2tt/MuguEMIIWdOUcVhmfHRo4f4xcef4sM//BAPP32E5bBAVau446HJkIC8ZJSlIM9Lv4gECf1C2i6yvblyaBnwC2qbNz6ZNSaEEEIIIa/F27CmUjOU5jZprpsT90lbb94QTOCNrNY2G3V19JSl1p+rddGrrWPRRqZE+u1FzUe1NiNiAVYMmgtKP0ZruNqqaC7CtPPTKsC8uMWqjXO1zVBVhWlpd1YxJ3Vhx18z3nqsDXfcTKW4QwghZ0xRxZOrK/z6yy/xd/7z38dnv/oMn3/wOY5XR6QpYXexQ5qi21+LohwLjldHaAuyCwGmipJX0aaUgpQSQqzijbX5ZsN8ffTnRfHHDLsLhBBCCCHk3cbMeltWCAElax+bao1Xa1sVaojy9vlaHTcAaumHIkaB1lGrdl9Di24iAswAzcU3NHMd5SoKLQXBXIApRQHk7gwC1taqUBUfgSCgjWzF+j4CgNJHsgxj/XnL5lFoAUrxMa4o3sKV0m7zuIA1mLm5lNpzutCldO4QQr5l3GZ5Zh7Rtww1w2dPnuAXn3+Of/iP3scHf/gBrp5coiwFu3vNrSOYjwusaL84Ar6rgWGXZKymXHdPgJbM30ax0m7qOyTtojxeFAkhhBBCyLuNmiJry8WxLt6suTpDg9ToqgkBeV42o1SnwcumujZgGVaHTwiQVDNwVP24VSTq7h01BHEXUIzibV0hIE4R036CmWGePdxYRLAsM4JENG9Nqy9vL9kycdr5tbDnnGfk7ONYKe0QY4TURqwxEDrEUMUi9GMAEW0US1WHti5WoRNCvgPu8sOGfLO0Uaxfffkl3v/0M3zy84/x/NFz5HmBxNDbAXznwncs2k5I//vqrpx1F6WHxHXhZr3o+kV1HcUKzaZaxSFCCCGEEPJu00aytKyiB3DLWNGwDgXWHMdlztAagKxFhzXput4cc3pKrmvU1MSfNa/Hj1H6uYynECT0DAKJgjQlaClIabcJaI4xQUOoQotA1Vu8xlGysTlLtaCUXG+PLuxI3OTpqLYAZltjEMbfp0xgQ9aOZ19S3CGEkLcONcNhmfHBlw/xX/7+H+HT9z/Bxz//xBuvYkSaPEROs7odtbTAuGpDHays7ULZLqhrW0C7v160otejS4pbIWeYKSaEEEIIIa/POTui21hWW39av31137R145jlWHJBnjMOl4e+MRlCwLSfIFGwzJ4ZOQYbt3GrmCJkcMCYra6dXJ8z7dKwvvVA53aMFL06fYc9dselOn0KQhBEaVXo2UWXJuzYKF6t4lRzEokIUrpY/zLb+eoo2qyCzzoSBhTzxq0WFH3XUG2KO4SQrwXdOt8fD58/x0ePHuHv/P0f4xf/1S9w+fg5JAqm+/t1ZndoBxgvHKXOHp86dWKKvgvS8nXKtqVBovRdksYYUMfcHUIIIYSQ1+fc11RNMClL2bhm2jpSi27iArQo8pyR5wV5KUhTQgkFomHdtKxr1vkwb13oaK6bCImxhiiXG8709dzq+rU+LyD0cOaYXOxp7VX97yGEnrszHqjoWvMeo49y+UjWghgTAgJSmnw8q4ZKnwo7m9fBOtoFoIc3v8rvXBR3CCF3Rs/8YnPuqBmu5yN+/eWX+PlnPop19ewKpShSWi9E3YZaxZfT218oxgy3tV0Cid444H+GnrVkatXKum03IIQQQggh7zbF9EbosUTZjEu1LJxNro4ExFhdOUCvNO/HaPmQQ2SAHzv2tWpzlTd3TXelD6NT43O9QARAdcpszrmOYfWcSmwzgEIINRRZYLa2yWIISh7dS40bgk3N8gHW44yPves6m+IOIeS1oIPnuyOXgi+ePcfv/+JX+PCPPsQnv/i07hYIposd5utjF3PctaObcak2gwwMF6Qq1HiDwPpaZcmIk18i4pQ2f88tAM53TuqNzNwhhBBCCHnn8aYsb6ZCCJAIaHGhpCy5N2G5uLOKNGk3IQ7OclODpLFaXBGniGiCkrfiUZrGgOXaOlUDmVtepLvQq1umKMKuijthzQUaaZEGZgZDHTcrpbtvYqwlI2EIcbZS69DX35Ha9/6Yta12FW1aeHLYZPkAeGn1+ikUdwghr40EijzfNpfHA7549hz/79/7B/j53/85Hn/2CACwu9h1m2uIAiu5XjgNy7z0OWRgG5pcis81p7ojMjZl+cWpundKQFnyxjraZpcBrIF3r1DTSAghhBBC3k4MNXMn11yd6szJ84LD5RF58bDhaT/155TcRqkM83GBqlUXz7qGnXYJpfgYV9pJH+mysg1lVjXkKiKZVnFHBDHGTeyA59xsm1/XYhGBSEQpy/a9mVYhat+DkUvJXawBIkTW+AMJ0fMq4RlEjVCbs1qdelN/TLVXq7fzWtfgL//sKe4QQl6bcIf0dvL1mXPGJ4+f4P0HD/DRTz/C80fPUYpi2k99pyIvLtaUJa/ii90cmZIYYBZuDUDutlj1i127mPiFsDqCypDjU+2vMbp7iBBCCCGEvNuouXtHVfuIVCkFpTq+26YjsK49u1vH3FUDoBeBNCS1wOGwzcapI14900fVRRJto17SYwbmo4s1LV/HzEeyWmwB4GvlGBNKWaorpzqQJFYXTl0fa+luHY/UWc+viz3tTwsQMZgNjzkRdmDWhZ31Pq1jX2ur1ldBcYcQQt5g1AzPDwe8/+ABfvrTX+PT9z+pF8eA3cXOL3D1ApqPC3INUW5XgH4h6BesCFNFjBFFtqFurS4dEjYX1O7mKWuAsgggIQDV9XMatkwIIYQQQt49iirUzN3dVdjROoIVoiBKDReuBR8tMgBoI1VNIPHbggRAa95OAoIZNGsdsYoo8ODmUNevpmuTa1ujNof6clzW9a0aLBgAb5Jtt8cpIUaBSOpiTnPaxNqwBcDDom11s0cRF4FCXCvWhwwfCRFYdS1s1BozqK0jW30db/WYiGAVOiGEnDFLKbieZ/xnP/0j/OTv/wwf/+wjzMcF935wD2mXINFnl+fjguPVse9GhDofjGHnYHXl1N2QGJB2CWXJsDqTHEJASgkx+YWkCUItnBkSEMyQdlM/bkzSd0QIIYQQQsi7TS4Fx2XZjPEHEcS0hirneVlFkeQtV3nJ3Vku4g5xX7v6cUdnDoCNgJOXurFZ1Q2tG5/TfkKMsS9rNRdIikjTVgbxmvRQx8cyJEXEnDBNOwBAKQtUs7dr4WYxSVt3x5g8W6jkfg49M8hON1XXtq3xeL4mb221CWZ6q+P+NijuEEJem/5Djrk73xhqhseXl/j48WP87Ce/wsNPH2KZM/b39y6+wC9Q83FBWUq3sALrGNbovGlW1/GvSESg9UIpIl6HLj5nHGTd1ZBgiBr9IoVtNXocLLKEEEIIIeTdJqui2CpsxBihQVF0zeABxvElINfmrE0RSM2IbG5yK8PolIQugDT3j8cT1OP0MOU1RFmzVmHH17suKmHzembwjcthg3Qdw1IEiRAFFAqJEdDQXTftsRIEpR+zAIi3RiXYyW2n6/fTx90FijuEEPIGclwWfP7sGX722Wf47Jef4vLJFawo9u9drKHIWVGWUoPp6hPbF83OKX4xRL97SOAfgurchRMRhqydEAIg6DPTyOOFB93m+sJqdUIIIYQQ8kpobYo6R7SO8ufi4/xBAKiPS2lYMx9Pl43eoKWAbrNlrChs2Kzswod442uoBSBafDTLjzVuaobNzqavdaXmRp5uhNaQ5aFWvdWc+2O0ro1d4EFMCEGhWhCqkOWvV93sLU8Ia5bONl/oFvcPsF2Hr3fitM3rNijuEELuTHeAnFxwAsINlZl8fYoqfvH55/i9n7+Pn/0XP8OTz59AUsR0sUNMsab/K5bj7DWPpSbw33KRsGK9slxkCKsb/g6bA6dfyIY55/oIv1qE0B09m/asecHxMH/LnwohhBBCyLuD1caoc+OYF8w5oxR3tygKrAAIwfNw1NelrfmqjUKVUt02KbqoUwbBBFXoaZ+HmscQZC8TOVweu3AUW+HHFJHauJUq8pIhEvp6F1hFnVarHqpoJPU/ANA6YiXiG6KqBQpAFDWzx1nzebZ/Z20cayNODbxog9TPrUC1fTYv/+wp7hBC7sxtP5CEos43ynFZ8OT6Cr/38/fx0R99hCefP0acUrWkVotqdrfOUu2n7WIWhjrzF3E619vaA9rz2oUnxmE0q1ZJolZGNtfQMmdoLliWBTlT3CGEEEIIeV3a2vochR0AmHNx91HfFEZvcW0FHbkGLPv9urpWmvASZc1+rCNWeSndYd5HoCRAaqZOW+OG6MHHrVFWc/Fq9dr0CniwMrC60NcNTs+ajFNC2imOhwMMLZdy16vRPY5CEIJum6/QRBwBgkIQUTRvnDp9zGy4zV1B0gtOQsg9mDlAIMK2LELINwxHb75diiouj0d88vgJHvzyMzz54gnm44JpN/Uf6FqFnVyFFR0viBJWR84QsDOKNyGErWtHVrtqv71dT7W1AbhTaMRqC8I8zyhlQc7Lt/CJEEIIIYS8W+gt6+1wh6akN4Wi1ZEzrDdtFHsM1VXe3DM1AkC9sRVY83jMDEUVpa55BYLeEi7BM3TMG65szlAtgBpk54UfqK8HrEKO1uO1JqsmtqwCkdZ8yaG1qp6PloBej15p35spzASh1ZmH0Aep/H23tfTW4dPEoPV7hapHI8imXuvlUNwhhNyJF82FqhkDlb8hDsuMDx4+xO/++I/wyS8+RVky9vf23U5asmI5HpGXglKdO6e5N21npP3pF6Lx786Qc0YIAbv9BKmByG33BGb98Wu2T+kX6HEsq+1+SIhIvJoQQgghhHxjbMSRO+StvAmYGZZSvP68ZjaOG5GNsO48uhBU1GMDigITkFKCxOBr3uzr3lBjBJq7RsTXwGlKUFVc6RWWuWCu7h0RXwNLDB6EHGUYCwsopfix6nq2CTultnaZVeEHt2TgDO9X1SvRoQFAhgaBaunr6vGxMaYq7MRaq97qzyNUc/+svG0rIMabQcxfBZfjhJCvBTN2vlmWUvCHn3yKH3/wIT74ya+R52oXFXGXTm0QKMUvOqWsuwIAelNAE3a0+Jy22XZeW4tit5829eUbYUetfp/XGkZxe2x/LVVYAICIlCYcj1eY58N392ERQgghhLyFnBZf9K/PyLmz5NzzcrbtUOiOmITkOTLVzOJrTDtZ18JFHQmIU8J0MUGz+lrVDDGKO320fq2GJc+Y52uk9E9A3rvAdDEN419r/EDape5KL0vu+UbeGFtHtcSrzYMIgoXelhUBIAF5OfaxMo9IyDBz4WYNVw4QyLoprqW/R3cRocYeCMxWwQvw+ORSMmJM481fCcUdQshrw0Dl12MpBc+ur/GLzz/Hlx99iedPLgEMzpniocmq7qIZA+g2Sv7w/WZBMNafR+ktAJvH6rqgMDN4Uly90A6zyABQhp2IduxS8rfwyRBCCCGEvJuMgcoSwtkIPIuuAsyLQoSB1ZnU3eAnLhdfA7sA0zckT47ZHD8AqltHUEreNE8111PPqAweqmw136Ydo51lz/JJEZIEItHHvVAFq2GkKgQXhMTWzB0Mx/G2LM/mGc9fNUNkt3m/t9Gauu4KxR1CCPkeUTNczzM+fPQIv/zJr/DlJw+R67gV2m5ALshLqTWPVu2iHqxW8ta9A6y7H37b1mUVp9jHuDQXSKq7CzGgmCGEtaJR6gXLL3JryJtVq+ooBjGPiRBCCCHk9XiRENJiEN501AxLzt4+VUWYG5Xjg/DT1o8+orSOcLUMHi3ahR3NvrnZQpXbZqfWJqk0Jex293A4XPaMybzUzcdaBiISEOraV5IgaECBCzstWLk1dkUDpt10YzQrhFWsiRJvBCT79/WcNbt7R1wkKmVByQtUxAOT2+c2jGQ1bmveehkUdwghd0aHH8L8Zf6b4fJ4xAdffom/+w9+jM8/+gLz9Yy0S92Zo8V6xk5L+t9gt+yMBL8EtQtoaVbT4LskijXkTmv14xgY502Pq7DTL7Koz6+ZPDEJ8uwXw5Smb/mTIoQQQgh5uzn3DTMzw2FZvM21GIJsw5RbBEDL42mbhaMTprnVVfVGbXkTegCvL/f4AUGKAXnJiCehyXnOG5EkxDXMuI9oTamLSF5/HnqAsxaFhIiYJkhMWJY1hiBN+xp+rBBpolSpmT42bI5KDVpez90dReq3hYBRtzPYRkxqm7JsyyKEkDeYoooHT5/ig4cP8cXHX2I5LrA6z2uq0LKKKkECQm0TaKJNiG2XoB1xaMoCoGW9mAoEIYY1EFkCMMwAj88DVssqAFixXiOpRVFKFYRmw3w8Yp6PbMsihBBCCPmGOEeBp20Cz3l1oUgQmG2bsxqji0eiu2NMDSru2mljaZvcnpPb2nq1bYoC6I6YnimJ4fM8Gf1qx2huoPYQq8drcQYRTcSJ9XkJQPbMHOhGLAIAkbgVrCzUnKC4/bs9cd8D23wlOncIIeQM0Hrx+9UXn+PXv/4EX378ZXfRaPFmrG3NuUCgKMW66BMkeogytnWLwDjTW2eVh/Gq9nhE1DC77cXPbK2LbOfT3EPzPPfxrFxD6/IyIxeKO4QQQgghX5fbKtDPDbXallVdNSNtVGpdc26dSiIBkABVgQXtG5JtrevP8VzI5r4J4mvbXDdIzXzN3B57YxwsCkzWgGV/4TUfZz0nF4ckClJqgcYzYpwQEFBChlebr+fmr+Xun3GUCwAUgzBkBrVSs3iG8xvW/KY3i1Pu8s+D4g4h5GvRlWkGKX8tjsuCnz/4DD/+8ft48OsHLuyMbVTth/xoXa0XIYm+A9DmiEUEMUkXhLReUNtFIE51B+OWYLsQgl/UsF5AQ9tBqY+LKWI5Lsi5YFmOKCWjlAWHwyWW5ejn8IqBb4QQQggh5OUECWcTqGxmOGYXWtomYb0DJRcss+fxmJo3w0rAtJsQ03atCrSNSQwbk7e9Xq1fn7PXnkvorpm2qVlKgeaCkl0wioYuniAEBAuDuGO1kUsRU8Tu3g4SBcerI8rzpZ5LAkJAXmZ3JVWHEkSG140wW93uUv9PNUCtCl89TSEgSoKhjXYFWF1X5+xr7hq48NLPn+IOIeRrcY520TeF47LgyfU1fvLRx3jyxRMcLo+u0jc1v4zCjnVhp+0iAFubppnn8vTbJCAofAwrBMQYu930thDksZLxtLZyDMEDgJIX5LIg5xk5zz04DhR3CCGEEEJem3NdY1sNfS55bbAa6aUcdbSqFAXKen8Iq1jTb4uC0CrMT/J3UG/XopuN0ZZ9U0rpws647vXn+PElrpJJi0RY5qU72EMImGoW5nS8wOFwWQWdtf0KpkBYH++By+7iAQpa3/vpiFXP3Klfn+YtacnIZeli0V2guEMIeWXO9aLzpnA1z/jy2TN89P4neP740gPgUkSuocmtlrFVn3dhZ2PZDAi6XuBUFTH6D34fuQrd0bMRgtQAwWbGGWgNAX5B0lvmogFAtXRhZ1lm5Lz47gjCdneGEEIIIYR8bc5xra3mJR5lyX2UaiNW5DVHsrVStaycMfS4PQ6o41IC37Q8qSAvxbN9VG8RRqqTfSwoGelCj+syMHhWZSkFZSk1a6dukk4JUzGkXUI4BheBtPT2Mg9A3ubsjOc/jtuFEOo41jYL6PT8zRRqimU5Ypr2d/47oLhDCPnavGrIFwGWUvD+gwf4yYcf4eOffezhatWKinqR01yQ2wVJFbkKPA2pIo5I6AKQ5oK5undCAC7eu4Ckofa8DDsaZXuR6cKOCBAMAheW2miXqmI5LpjnA+b5gJwXLMsBh8Ml3nvvNyAxYUq77/RzJIQQQgh513iT195mhlwK5uNSW14V0Cq0qGE+HCExYprc5XJx/wLLccZ8mPs618xQloK0S0hT7HmUp85yAL3ow8oaaKxqSCmtm47mbVoxuKPoRjTBevLd5QNUN3sdC4tRoFPEbj/heL3zeIKlIOcFWnI9r4IQdn0cy9fQ69pbgkCiSy8lCIKuuUCm3shlQbsjPsbY69QlyO0zabdAcYcQ8sqMyjm5O0UVXzx7hvcfPMBnv/oMeclIk/8YzkteM3OGynNT63k84+feLxYSEKbouTiHGaghbk3YAbwq0oUiW9uywhgeZ+4YDbY2bVXbrKnieJhxPF5hWQ5QLTger5DzXC2vGSntEFmFTgghhBDyrXAO624zQxmyH0dBJgRgd7HvLpvlOPc8miCCmOJmM1JLwdLXuuJOGgvAEHw8NmQBNYMyCkpJ3UWjapDoz5O4bdlqH6nVGITmam9r5ZHgC2dM0wSzewAA1YwSAsJmJGwdwdo2a9WA5xO3uzuA2ge4OnvU1nk1Nb1z3hLFHUII+Q7Qupvx4OlTPHzwGE8/f7KxYGopwzjWamVt41inGTuNINJ/3Oc6ixxT3IpAqv0CKH221+eMV9tsQNjsmuRuTz1eH7AsR+RlhtYw5VJ3Ktq5cSyLEEIIIeTdppih1GiBkRAC0i5hqa6e42Hu93m+Taj7i/VrNZgWP06qwkl8UbtUWDdBo6zjUfU4iK1ARHyjM65NW0ATd3QjRJ2eexsli1PCZADMMM+H+ohW/a7QOj7mbhv07MvTrMtTgcdPRDx7B7oRivzPu62zKe4QQsh3QC4FT6+v8V/+9H18/sHnuHx6hTQllOx1kUu9yDWLqeaCUhQl16DkHhDnbh3fgYibmeW17jysuxl1zjiEUOeHpVatFyzHjFidQ01YamJSzou/JhQ5ZyzLjHk54nC8hIhgt/P53xbwdo6z4YQQQggh5JuhqOK4LJvMnU4ISFPE4fKA49URTx8+w4/+2A8Rp4RYzd9mhlAU8Yf3UBZfH6NHEyiKKydrI1VcBQ+Zc83CGaYLqmgzxanHFAA1ZzLVAOQqAC2zN9CGQXQ53VwVEaRpjUbI5T0cj1dQVaQUuyCjakAdwVodRIpS6muEOAhIub6WwkIA6jq8baK6SCQ93+dlUNwhhHxt+Av93Xl8dYlff/ElPv75x7h6drW5TyRAks8VtwA4r3QsfT54E7SWIqSGv+V5gZa1TlJEEDRgt1t3CWIVkUwVec51ptgdQpLWEDvfiBh3QgSwAMDdOqoZAYLd/gIAup3WL1gFhBBCCCHk3SSrYs4ZeSk3Q47NBZTD82scr49IU0KcPFen1WSVrCioTpldQIyCXDclW0V567YKAZv2rBgjTA3RgPkwo5SMEAJ23dUuffyqnc9IkADo+nVMPioWokDrRmucIvIiEDFYNOz393upyTxfu/O+BiGXsiCEWEfFUs/f2bTL2nasrG3k+ija2o5V8uLjW3f4vYviDiGEfMvMOePh80t8+OgRLh9foiz5xmNEBFl9p6OHJA+zxN0uWi9KWncsShWESlHEk5pEH8ly+6mp+kWzFNiwm9J2JTy4zeeGNSvMhqC3evEJCEjTDqmHJ/u8tL8OxR1CCCGEkHcVNcOcfRPRdOvc8ZydBcvsGZNxcvd5qO4ZLbppgvWWrOHroVXK8RSacZSquXDGIOP2fLfKbJ04Y7aOj235iFZ7/GmIc9sMDRKA4kHLMUaklLAsATBFLhmlZMSY4P0nt4xT1XErte341enrnNa3nwpSt0FxhxByZ+jU+XpcHo/45Rdf4Jd/9IE3ApzUHrb/8pKR5+whc3mr0HvLlQs/uSb5xyi91WoUaEzdyZOXglJ8t6EsZQ1gjlLzdQSo4o+3EqRaAZkxXwcsi7t1cp59VnraYx89pE7VRaVlmWFWoCcXJkIIIYQQ8uroma63cyk45uzu8LKuT0MIsKA4XB6Q6/jT/mLnMQNwQQW2BhoD6BuafUO0OmfaehZAz60x86Elb5t15ztCQIypRxY0+lpYZG2UtdUlHwZBCUB3upve/ncikpDSHvu94jI/xrIccDxe4733fgMh7BBj6uHKQHXhmPaMnjG/sr1ugItevgbPd27KAijuEEJeAcNWjCAvZykFP/30U3zw4ad4+MmX/cLUxJvmqJkPs49MDZWPgF+EYoqIaBeFUse3WmBdtYrGVGd0i9czLnO/sN37wb0uDu3u7ZF2qV/E5uu5H3fa+UVQ28VO13DndlFKtRWr2UN9Z2JCjGzLIoQQQgh5V1FTHJZls5ZtwoiqYXexg/7A149pN21Fi+HrsvjzfYypVVp5vmRrew0SBqeOr4nzUpDnDLWC/e4+pv2EaT9V085aUgKszpjmko9JEEroTvmyuPtIxjDkKv70c4ht5KqglISUdpgm3/wMoY6Dxal+DqWPZYXqIGojYl3YEUHAmg3kY11r+9ZdfvOiuEMI+dqcQy3j90lRv8h98PAhnj16jvkwrxWO2qoeqyAzOHVaSFwLo2sXEQBAqqNXqkBuifue2eO3G1QLclkwTXuk5DXpQLOaor9Gm0EuWd01lJOHLS9150NzF49aneOpRbXNEqfEywkhhBBCyLuImqGo4bgsm+ap7sppwkgUwLyevG9kbqrErQtCXzWKZLoKM1aLQkopUC2QEBGniLRLdfRrHcu6cZz6/BvvR1tDVVlDnEUQo/VsH2RUZ1BECIIUJ5RUUPLSjw20Nbc7hUSkilRtbb1+Vm0jta29Ww286t3d8VyNE0LuTADFnFdhzhnPrq/x8S8/wbOHz6DFICnUhiz/Qd3DjdsuhwQAAgkuxLRA5abKiABIEaGEXqXYKiRLVihKvTAWpDRh/94FdhcTTBNUDctx7qKRtwQIzArmwxEiglJ81yPnNU/Hdx/WevaGX6x8TCul/Xf3wRJCCCGEvMWco0M+l4LDstyatzMSauNrE29K1lXUKeqija6jXSJhk4/THDg2OHy8aVahmpHSHlONG2iiDABIDDALXS/qr6M3Ny+bG141dJEo1c3SdaPURaCoyZ3sacIOBtVc35ui1Zg3gSfWFi2oAsgwCz3qoH0244gWEOvj2JZFCPmWOccLz3eFmuGLZ8/wk48/xucffI75uLhYs3hQcs65umz8YtbC2dzmGXoFekyysaq2kGQANQcn+k5CikDwH/5JDTH+CNN+GsLqgGAGYOd5PHP26sfjjHmecTxcIucZEmJ/Pa9zzFjmI+blCADY7+8jxlgFnQnLMkO1YFkO3/lnTAghhBDyNnJu7ngzw1wKrmYf93cBZ13PNtdMz5AsBWYusLSyjybaSBTk5sQp6mvZQfQA0MWQ5ji/fPYcy3KElowYpxrarJh2yZ1BNc4AQM/60VI2AlL7tSaE0F1BbSM1RvExrFp5ngw41ve2NnZ5RMJ+fx85L377SRuWBIH2x0+rEISWwXNzI/U0cPmroLhDCLkzdqdpTwIAh3nGl8+f46PPvsAy5z6nW6qoEkLwqsTadjXaSz0UeWi0Gr5uF6EevhbCJvwthABJ0ke7TM0rHMeAuBDcARQFwA5m6MKOwc/leLzycbGyIOdWgx6gmntwcz8e8EqWUUIIIYQQcpObrVDngVbnzZxzK4Pqf/YW2Fx662tzsKuqByeXbWhxkHBjvTmKO2NQ8qlTqJQFpew8ozJGNI2ljTm1121r6pHmApIoCDWbx1tpt44aHyvbfgYBfs5mU8/YyWVBqONXrXxkI94g1GBnQQgtIHptoB3X/HcR/CjuEELuzAuC4sktPD8e8ODpU3z+weebkSstY8ic9V0Dv8j4LsY4jtXqIRunuTynSAwQFXf0VItpKQox2ebtVHtpjh7clrOPVWkpWJYZh8NVt4matXC4gFIypmm/HufMdpYIIYQQQt5kznUzdSkFy7xsNyFbaHEdf4IEoK57WyPWGGwMtMDkGlGw6hx9o7Jtkkqqwo1az7Mxkx550Nw7rRXLakMsgNpAe3N8zNRzMUOKVUCqAc9VGOrCzMkauJ+zAikBqgk5Lyh56Vk6LTbhVMAb27Ta92sGkX8A4/1fBcUdQsidEf4efyeKKn766Wf41Yef4tFnjxCn5OLNkLNTloI8L7VBQFGW3Hcxmv0UQLWRrle2VnkucZ0hNjVA4FXm1VYap1QvdH7xMzNoVhyvj57RU3cHypKxHBccj1c4HC5xPFzieLwGAOz39zDtLhDjhJx9/CrG1C/IrS1rv7+Hexc//M4+X0IIIYSQt5mzc+6oYimlt7AC/h5CFIShICTGCKuuGzODBUMAEHVsrlqFjBJKz+bRUoOYh83N1pqVUsI0TQhRoLn0opEWXtzOp69h1ZCm26WQMIxhWX1+izIwrcHQImvQ8qYVSxFUkJIiIOCoinm+Hka8ElrLbc5LF/Ja7uVYj96CqEUiVO82qkdxhxByJ9TMnTu073wlRRWXxyN+9fkXePbwmVtFRfoOQbOFqnplY9vN2IS4nXzGKaVtQ1VcLyZeyRj6/DAwtkYaVAFb3HlTcns9r3hU9Qr2ZTkg5xnH4zWWPEOtYLe7B6mhbx6unPtFyV/Ddxlc3LmP/f1739ZHSgghhBBC3mCKKpackecMYF3rai6brMjG+HUXPqLcELVaxICZIWjpi9wWYVBqKYm7eIJn4gyboG3DVFVreHPxcOQpQZJ00cid87VePStyLhC1vr42Q6+V0WJAKZuWLwz5PEAVa+r3Lsyg3+fHc2f86HJSrcfE1rH/Kk55ijuEkFfnzHYTvkvmnPH0+hqPPnuEqydXANCtqE1YcatoQVkyVG3dBTj5wd3spyLh5uM2wo7U8a0TgUjWnZ+y5D7+1cLslmVBzjPyMiPnBfN8DVW/KEdZx7pyrXRsltdGjAm73T1M0wV2++nb+1AJIYQQQsgbSzHDooq85D5mBfPikNMWqpuBwVY1m5sChohAoYDCXUCDuNOyfFqUQRujkil2UWdct6oa3HATEOtjSi4AbNNWpWqwJUNFMO2mdYxqmOI6ddX72QsQtL+mt826497fS4Tq2vB1+lmYKrRGIfRRsj66dTOK4TYo7hBCyDeEmuH54YA/+vQTfPnxl7h6dlXHrmqQXPHk/+PVEcfrI5Z56ReelNKwA7ApyFpngM1gxfrFos0OqypU0cWiZkFtOxHtua1iMme3ffqIVUbRjOPhEvN86OeTS8aS5/767733G5imPVKcUDTXtqwd7t//AeILbK2EEEIIIeTVOMc91FwKlpxRlm2mzLbhahUrJAZowerusZvCT6M1yY7OnhACyrI6hNbRKyANeTlttKoJTjFN3n5VIwvaebY/tSiWefFJBelWeG+enZI7ggBITD3UeRnKRcw8Q1NCRAgtZ1MQJSIm3wgteUEuCyQILKzOHYP2MpOe09NsP3eEK3JCyKvDEN1bOS4LHl5e4pcffYY8L/3qvKrzwHJc6kUI2F/sNhex5s4BAEnSn1Ny2VzwfP62zh0Pjh9JEaOu724dv1DEGJGmBBXtF7qcCy4vn+L66imePX+E6+tnCEGQ0tTnh1OaEOO0XmRgSGmHlCaktOtzz6NriBBCCCGEvB5mhnCLm+VNJJeCrJ4n2fBxIlRHT40GqPk7eSlV1Dlpq1LrhSGbYOaTxxQtyLms41DRcyZPg46be6jl+UgUH8fq5xe6e6hFJbQ4BDPDfJgRY0ScvCFLYuxr7yBb904Pci7L5vxjFITBEe/nOLR21QKT9esqCmH7Pu4CxR1CCPmGuJ5nPL66xOMHj70RYKReNJpQE+quQakXJqtzwAAGO2d4aaBec9qMM7khoLpz3DZqRYFqCW2PKbXu/PLyMa6unuHq6inm+RoiCWaK3e5eDYeLmNJuYwedpl0VflLNEjKosAqdEEIIIeRdJKtizgWlrG2vQPA16NCG1da1epI3CawunNGh02IGTjN6rOhWsKljWF14aaabWlzSxJHmthkbqUZCCEi72CMV5utjr2QPNQahFZb4Zmuoa/q6kRt0c6xQhZwb0QsnIc/t/G5k67TH4XZX0ykUdwghr845+kW/Ax48fYoPHz7C488e1XwcqfXmdTRr8aC5HvjWbJhN+Fk87wZTQvPgiASEKfa8HLeSCiTFupOwNgqYah3BAjQX5MXtsZ7Zo/0Ccrw+4HB4jocPP8EXX3yI6+vnOB6vIBIxTXuYGS4u/Fx8NyRBS0Yxra6dPVJtITgej/z3QAghhBDyDjPnjKVk5LqWbRuVOZfN49r4VQy2ab1CFWs0K8rQf26qEEQ0a3qPKTBvwhIJSLuENMUehTBS6vraDEhT3JSOlFx64UmLNJAUMe0nmCqWOWM5zIhTxLRLiDW02Rveh9wgCQhaw5Oj1OydGrsQJ8Q+wiUwU4wSTGvOAoCggiipZ/OMolArNnkZFHcIIV+buya3v+2oGZac8f6DB3jw8ReYj9WOWS8YZfGLneoq5gBDSBwEwQritNpA24iWV0LKYAVddxwkrqFyACBTghZFnjOOV0fM8wzVjBAicDSoFRyPV7i6eobr6+d4+uRzXF0+9bnfKuykOovcZoZVM5bl6K8Hv/1wuPQxr7RDrrk8Y2AdIYQQQgh5d1hKwVzd6KdhwI3mdAFcRNnc39qymqPH1iIRVQ9UbqGUVjy4ublmxrydJtQ0IaYsGSWvYcmlaC0hCfW16ssPjhyJ4g54dQEqpuiRBj0eobV1bYtOmqMITbAxA6b1vW/bsXzdHCUCVcSZ52sY1kbabUtWwm2B06dQ3CGEfG3uYg98F2j1518+fYbLx8+HrJ0WzmbDD/PqojmZKW7jVS2tf7Sviq1zxN12Gm6ZK8Y631vq3LDn+1gPaDscrnA8XmGer1G0wGD1YpaGcasJAR7spqrIeXFLagzw6kaFmbuSxtYCQgghhBDy7pFLQS7bMGWt4snqtqm/N8jta0YRgcW4zZlUA2C9QbZl6PTsmiqumFrNvCl9M7WNd40hzK2kBBF1Hb2KUS4WrUIRAMQY+yhXKzJpBAkIJojReuxCex1/Ly616CDqtNDlPoZVRRx/ngDYrq0lRBj0zutsijuEEPKa5FLw5fPnePzZIzx/cokg685DCzTGYBNtgW2+c6A9cydIQJTYL1At3T8DmHZu6fS5X0//T83p09qwsttZtXggW7OENmFnng+Y52vkPLvNVcRDkUNASjvspj0kJhd3xG2lLdRt7H9s9lKD1lweCjuEEEIIId8Yp9mNbzBqhmPOyLWWPCYBFH0da4ZVLZG1WeoUkQDZJeRcoAAQfG1rZgjmZSOatW6SKuKUhrElrZEEpR9Lsc226cIOsG6wnmT5AOhrdzND2qUewLwVb7ZZOmHOw/uo1echIocAy4NrRwvU2jpdbrx2EIFYqM57d+37Uvxu2ZYUdwgh5DUoqnh+OOAPPvoIzx4+w3w91zleD08uS8FyXLwKPdeLxbCTAcB3DuA7AKYKbU6eWjE+2jJD8MfBDHleNq6gsQp92u98tyEKlnnBcpwxTXuoFhwOl8jFW7v2+3uIMSGlHUQiRCJiTD04rtlCpT5mmi6Q0q7uPmSoLj4fHOMLPiFCCCGEEPJKvMDd8qZyXJaabTM6d3xNCqCPU/mXAZCt+7zoNnB5bYKVLvDkQUAJ0tpaFXlefN29uMDkLvmEOKxNm5MnDJ+rRKkbot7iFWQdr2obsXE3rS6gQXBrotXoEGrr9Vhd9tmW+jmUvtHavh/FrSb6DDds76vOnbvspVLcIYSQ12DOGc+PB3z+4CGO1zO0+A/ntf7cevXj9oJ1siPj6WybbOIxV2ek1Y63C0PbiSh5aB5QQ0h+wUkp9cd5SJv257oLJ1Xrp1RxJyKEuJn3ndIO07RDilOfG/aRr/NafBBCCCGEkG8OM8NSvCkLWM3ebYnoSQLDGL/cHivQhSCgP3YcZ2qhx77u9dRK1PiDfgwtEIn9OePrtPMIw+sHCe4yMvjaOYaWqwAzINYmrpG+/tZ1XCymWDdva2FKUZilnk3pkQZWA5Vvtn81N49v8pbNfQFSP0tm7hBCyLfK9Tzj0eUVHn36CMtx2Vxg2rjVGNgG1N2GW4LmWogysAo7Ev1i0Y5ptd5ca6tAy+I5PV4pimg118cMZrGn8fvFo9TXGSylfewrDsn+ASIJafKWLIkROc9VICqYph3utJVACCGEEELuxhmNZQG+2dnEmSZ+uLumeFhxy4wcsiNvuFeGfMqRJuyYKtqEl4cmr/mWWxHn5rp0daRLDWHe3t+PMWRlthiEdjy1tX5dawuYJHfJp2kNiDYDSigQtRcWjvRjqgJN+KnCjqr6erw151YH0jfSlhVC+GsA/qcAHpjZf7Pe9scA/AcA/hSAXwL4c2b2KPgr/h8B/KsArgD8r8zsv3jpWRBCyBmiZvjk8WP84vPP8ezhM3fGxOAXBR2spSIQKEyBkusP79HaqdZbtUJ0gSVNsVtDS5svNnMBSRUYjx8F027CtJ9QcsF8fURefKegLBnz7Bk783LA9fUz5DyjDPbPNXuniTnS27BSnDDt9v5+y9qcleIE2V24U+kWoYoQQsjd4FqbENJQM+iZranUDIdlQZ63Y1nrJueat2NFYRI2I1O9WKSOPmkpdR29utObk6YJSBIFcVo3IkehyLMkU1+TN7dOTBESm7C0uuvXcOM2lqW9uKS1brWcn+Nh2Z6v1br2GDHtPIB5PhxvfEbuhpc+mmVDlqXBHUctbyeE4huqQ+uY/+h/ubhzl+7afwfAv3Jy218B8LfN7E8D+Nv1ewD4nwD40/W/3wHwb9/h+ISQM+VdH8k5Lgs+e/oED794jDzMGTchRosr+1bbsbYjV/5fC21r1tGxCQvA0Lzl9Yp5zjW7R5Fz9lasonUsq3i+zrKgaEbOi4fSacaSZ8zzAYfDJUrJw2tJ/88bATxQuWXrSEyQ4LdLTJ6vE/yCrKWGNseIlKbv9LMnhJC3iH8HXGsTQs4QreJDrjkyvRlLb9/4U7WeQak1m1LHWAG0TU/rMQKhVp7HFBGTICapgcYebByniLRLiEn62Fc/1ukG5BCwrDWEuWTP7ZkPC5bjgsPlAcvsTqSyZCzzgnxckJeyEXakOYDaqJeIi0fS3EnYrO1FBDI45kfG5twQxgat4XeDO/BSccfM/r8AHp7c/GcB/Lv1638XwP9suP3/as7fBfCPhRD+5J3OhBBCzoi2S/Hg6VM8/fLpOjqlawibqosw7rwZLi5h/cHfQtygdusMMoCeu9MudOP8ccPMsMyLXyQ11wtiRsm+Q1DKgmU54ni8AobQt83rVGEnpV39b+rNWf61Byf3EDsr1fWTECcGKhNCyNeBa21CSENCgJysz17ll/vvAzNDLl4kAmDjtNk4ebBWpLeNyibgtPWz6rpmHrMqY4pIU3K3zrAWbY6cNKV+21fR27PUN2BLUeQlIy8FJRfkObtLPvv3HtRc6nq+rK8Zm5Az1JZHqfXq27+vEFwI8pGwuPk8Tv9e22NHx86r/N1/3cyd3zSzT+rXnwL4zfr1Pwngg+FxH9bbPgEh5K3jXR7FyaXgo0cP8eXHD/HkweNq+7Q+bqXF26vyvCAvuf/QbzPHrd2qfYaSVpW+WVmDCEJsP+Srql/Qqx9LqUHJRXF9eeUCU83IibHtpLi4czxe4Xi8QikFadoBQG3uKlD1c9rvLhDThBgTVDNSStjtLvCDH/1GvRD7xc2GoLdpmnze+A4XVEIIIXeGa21CyFmgZphzhlWXTRvDWkezquAzunqCIdagYlXD8XDs920arUQQp1iFkYBwXHN2pv3U19VtbKoUBQpqOLK70reOIhePSlEsx6W/XjtWo7luVBUpRQChr3VbFo+XpQAhGDC1inTp7Vn+WC8oMQ0w2BCsbMNrRUzTDjkv3V0PaHXwRKQUUfKCG2Ust/DagcpmZiGEV/4NL4TwO3A7KX7rt37rdU+DEEK+M5pr59dffImrp1eYjwskeXBx+2moY9252ebH8eq88aA1C7cr86HOJPeb62hXT/9Xw7Is3aUz5ubkPCMvM+bq1pnna+Q8Y7+/hxAEZoqU1gatEAJyycjFaybv3/8hdrt7uHfvPaRd8jnqaJBa+4jowcyhXgjfZaGPEEK+TbjWJuTd4Rwzd4A2nuVft4rxEMIqqrTNTBFAVoEEaquQUsOKA1b3S5xi3xTVwQnfxB6gOoeOS11Xr3k6MEOeFz+p1Nz1hlIKlsNSXT9Sx6mki0syiEtaFGVYo/u5AKjV6V5iNbh0JCBNEUtcN2hjTNCg0JKr2KUbV46v23MNV7a1jr3lY5pCbdsk9iK+7lbrZ80CWv98UG//CMA/PTzun6q33cDM/qqZ/baZ/faf+BN/4mueBiHk+2RTa/gOkUvBYZnxxaMnOFweoHmtWhzT/lu7lXZ76mBJrTk5TeW/TRxpjVnjxcts2PmwNqbVMnvaDkhBKRnH+RqHwyUuLx/jcLhEzgt20wVSSn3karfb91C7khfkfETOR4TgIctpt+6K9NnmKPXPdX+A4g4hhHyjcK1NCHnjaevRkksPO76t5hwAIL6OlBfEEIy0NWdzy7TsydvWmx4/UF+7bzoCmrVmT7Yq9dIbZ0spLirJWnVuat0F31+zNnWNUQjDSa4NXGO2ToxDJlDs9wOo7p3tqFr/2gyGbfxCKRml5hndha8r7vxNAH+hfv0XAPyHw+3/enD+BQBPBkspIYS8FVzNM7549hyf/eoBDpeH4cJW53bnjLIU5CWjFJ/Z1TpL3HYm+u7EsBtQige1SQyIU3K7aggoeRWC2u6F1YvYVCvKU9q5oHO8wvPnj/D06Zd4+uQLPH3yOa6unmGeD1AtiENYsh9v3RE5Hq+gqpimC9y//yOIRJRSevuBiGB3rwo+yQUhf6+Z4g4hhHyzcK1NCOnIG5y7U6wWiIxulL4xiZ5FGYJXoaO6a/z+mhlZ82xiiogx+ihWimssQM29CaFuMqa6oTlk4Uj0HEh3wixYlhml5L5unq9nzNczylLquFfyMTIb8zK369m8lH7uHti8GnXSlGrIc4TUkOfR9dPeX1trq5V+PgBQyuJO++zn2WrQVTPMCsxKvX9ZXTwv4S5V6P8+gD8D4I+HED4E8G8C+LcA/PUQwl8E8CsAf64+/G/Bqxl/Bq9n/DfudBaEkLOAv8C77fTx5SU+efwYzx89g6pCJPhFpzZjqfqFprVYjbRdgHJ6EawOnpikCzvtwjiGKDd7apsD1hZeZwXz8VDdOs/x5MkXdRRr8VDkIFBdnT2q3rYVo59DihNSnLC/eA/37/8Q7733Q39sLjguxXcgoiCUMb0faLWMTWwihBDyanCtTQgZudHwhLWV6k2kOWdabMDa/ORrRRdPXADqI1aq0Fl7fMG0S32sq611AdSMydWx0wWu6hZCPXYLQ87zgmXeVpG7MBIhApQlVweR3JINZFgP78eNKSLtpj6+hWC9yVbraNZtSIqIWZFDruegfRPX33/GssxVxNn+vbqraGz8Kj1n6GW8VNwxsz//grv+pVseawD+0ktflRBCzpRcCp5cX+PB06eYjx5WHCT0HYv2w7dl7gBN0DEgotpWb16g1xEsWYWdIdG/Pb6NULXn+Ov5BTXXHYB5PmKZD670l4yQdjVXR2ogG6rtUwF4WFuMCSKC/e4C+/19xCmhlAKU2y8kbfclAN70RQgh5GvBtTYh5FxpGUFjbAAwtEEN0QKNJly0MS6EAEnSRRaJq/AytlHVh/rx1AD4uruUKvKcOG8MdZyqCyURZuqjXgnQsopN47I81O9DdeJ0YecEf8/wWSi1ze8BfV3v6lbP2akn3w7QN3DHeAfVUjdR5YXRDS/itQOVCSHkXeKYMz578gRffvSF2zrjoKzXudwmdoSANaCtXrCWuQam1RT/nv4fAIle5Sgp9h/04+5Ns4SWvDp5SsnV1rnUr93GGSQipQlIE3b7e5BavXg4XtaLhd8vkupolwtA+/197Pf3++shBKRd2sz6eoBcqFk8qDWR+bv6KyCEEEIIeWt5U8evXkQfa2p5k2UNPsYwTmaGPk4VyppXKXU93FqtxuNaqa1XYif3oebobMepWuaNhxMDy1JdPJZW93wIkOLn0TJ9NJe+Lgd8xCqI+NjV5JJJc+UDJ6KVomf+WB1R6+ciPo5lOuQRBXGBp7r22xp7/H2hfW7j/XeB4g4h5GtzWyDY20xRxaePH+OTz7/Eo88eA8DmQrMJVR4ubJp1s5vRxJ9R2AH8QqGqwFJ3Ierxl+PSf7DPx6UHyoUoOB6vMc/XXnOeFyx5hqri3r0feB2jeHiyaoGWguN87fZUM0xph91uD5EEkYgoETFNSClid2+32TXJc+47LKXaar0N4c21CRNCCCGEnBu3rave5MydRs9NThHIBaVYH5/KNVfHs2kEaZdurJdDCD0RuG0kAuiZOu01VPVG3uMovKSUaoiyYL8Hcs4o5QBThcRUm2gnX59L3WxNa+yBDO75EEJ/fS9QqefWQpSryJOXvHEBzddzfd3VsdOEJJjeEHRUh/Gs6toB/PeBtR79O6hCJ4S8u7zpF5lvEjVDLgWfP3uGy6dXOF4f6xzxOnbVxZz6dcvgAYCcC5ALUoqArDk7rf5xFMrykmE9Z6dm7pQ65qUFuY5WRU3Qkrtjp+ia4xMluVATEyQm5Cr6bNL6UdsCEGAiiOliMysd4hoy56HQurGHWmsfuCWAjhBCCCGEvP2cuszvSggBiIIw1HyPa+LNa+g6gqW5IC9l23J1Mvbl62tBCBFaDijqYtAkAo8kCD1PsrVZ9fcxhEKrKkJZRSWRGkkAF3n6Jq+ZSy9drPG1e3PfBBEEXUWb9hxfQ6+/L6x3rfEOAKoD/+WfLcUdQgi5A2aGuRR88OWXeP7oOebrGZIEOgQpl1x69k7Jpf8HoFaMZ+z397C/d4HUwuLazgDWi1NZ6g5BFU7QL2htBMtHoGKM9WKl9fGDuJMmpLTDNO0AeCJ/m9/ts86qyPkIM61jXLsq3gzvuzqHWmMWou9wbALxslc1EkIIIYSQb5axWfVNw8xQ+ibkGjQMbIWe/rUaLJzmTg6PkdAdMgCGVi1fty6HxSMIiiKmXT3kKC4BkDBEJISeSRmCYJr2aBXlcUp1JKxtZq55Ob3UZBi3as21QG2v7Tk79b5mzBmyN0UCUtr75m2e+1hWCKFmApXN+r3TnD2wvj6/CxR3CCGvxG1q+pt6wfkmOSwzHj5/js9+/QBXz678xvbDuzpXWiga4PWIzYUDrELKD370G0iTX1BSiqvzp80r1zR9wBuoSvE2rtUho1iWA/Iyo2gTgZqANPuOhhZM00W/z2/z3YNp2mNKOxjWHQIRD1ROaUKMU69xbLPJm1lfWWvbNSuWZf6WPnFCCCGEEHIO4+9NhIkxQuuolRb18f02dlVFFLQg5SrCNFHn9Hi+4Zn78/O8bnBOFzuk3YQQAnYX7tRZ5ozluNS2qeoCahXsQRCC1AKRVFu4Sn/tIIIY1jgCzaW78NuGbBCp42WCmNZ2MGCIqlBfO/v7gucFmaGUhFhjEEQEOVtfs7cN0hQntLGAFuAc8Gp//xR3CCGvxLsg5NzG9bzgy+fPcfnkEnmugk1rkmpzsNVh0xLyY/KA5LL4xcOFkxrcVhR6osJ7IPNga42CKAHTbsIyL8Cgo6gp8nL04SrVIUxZazPW7bs87eLkjQGGGBOmaY+Li/uYpj1SSr5rMgTj9fnjulOhudTKy7IJfSOEEEIIId8s57DG6nEDUjNpbskAbi2vLTvmtscAa0CzqqLkurlZR7Gg5jXjKdZxKvSG2SA1D1IVVo9j0Foigr4+7puqWVFC6Wv2MUezCTst2yfGiJi8RCTILVX1dTO2PRf1M1hjGFpOj9RN1dhFJ5Hoa+rqKNpkeJq+0t8/xR1CyGtzDjsKr4Oa4fJ4xBfPnuHw/NoD4WLwiwxOgpSbLVQEMRq0Nl9JiJim0MeerLQLitzI7GnHbIHL037yC85Jg0Cp+TuqLuxoyfV1x1C42HcWfM5XNxeOlHbY7+/j4uI97C726/F1O/+MOtccQkDOGVoK1Gqwcki9jYsQQgghhLxbtKSBrZixHctqGkVzrYuso1iogojfP4z9Zy8EKVl7o1XbPJUY+gZjH6cKq4jkI09t3euunXYC6ygUoDEi7dasSXffWHXdZ8RWby6Tu320tnwN55uX7OtvqQHMJ2t2f3wcPp+IKAkq2gWctvbvzWHD7xV3/V2L4g4hhLyE47Lgi2fP8MHHD3C4PHj4WoxAdeQYrAe9bWdyHdWCabfvleLl6M6fi/cuULQ1UK3zydMuIS/1omMBeV4wH2Ys8xG5LF3Jn+drHA6X/QKQ0oRddLHm3r0fYZq83vx4vMayHFDyglxyb9Ha7S569fm99+5DRPoc8zj761bY3C+SaDshIUJirBbTN39XiRBCCCHkTcbMaobM930md8fQCkAMWqzn1IgExCkiTr7RGcaGqFaFXktGrJnZ2zhX9piCPOfuyAlhQkzi0QatbatmVTa3z+a8VHE8XtV1asQ07bEsR2RdgAU1l3JykQirY2jMB9IabSBF+jmbBNhimHZpzbHMBWUpPYahjX7p8YjS1+6nG7irg7/XtCMDSDV+wTdvd7uL+piXV6JT3CGEkJdweTzi8dUVLp9cQtUQB5NKy8nJOXdhZ0RLQUoJaTchTRHLnLsI1EPiTlL+S7YezAwAeQaW+eg152Wtfsx5GXYDBPcufoDd/gK73b0+/uWtW+qzxhIhpohxwjTtcf/+j7Df30faJaQpdkEJqNNW9YLbRsv8nHPfcRARTNPkJ01xhxBCCCHkG+EMJrE6OuRHllJ6J7qZr0NzzcJxscflh3Li1MHQNDsf5r42jknc2a6e2ROnhNhasnxB3b92cWZocjUXW6IkxLgKMa2xare7t55PLt0909fkEiDRHfBaCuZSIDHW3J6A+ejttVYU8/HYX6+UjJRWIau1cTXWwOXt7wyGWh1fMtSGgOqarXkX9w7FHUII+QrUDM8PBzy9vsbV06ubF5I2D5xv/pBuOxhxSohJICkiLGV47u12S784areMmuoq7GBN5h/T9VOcurCT0s53C/rFQLvaL0EwpR32u3vY7+9jd7FDTLHuHvjjcWKj3QQs1xEzzxBKkBRvnD8hhBBCCHl1fNz9fJSdcR2rQ2PW2pxVsyFzAVJEquNaZUEfXWobnqW6X8qS10bZlmuJ6gSK0teeGDZV23q5CUWl5C6ghDrqBGAQeNxV1FuozKvMWwjz6rLxSAODl4gkm6CqSGmCLrev0wFvuG0iUggBAbIpM2m3+wiWrPEGZrf8PlHu/PdBcYcQQr4CM8MnT57g4ZdPcP3sCmnnPza1+MVnmTPKUjzweAgXznPu2TzAGqIsUSBJIDqk9GNV9lUVZfEsHa89X/q5BJE6J5yxLEcsy9yFnXv3f4j9/j5inLwivWbwqPkOQrtQTLsLXNz7gY9i/eBetbmui4g1r6e6foBNyLOIIE27fnH1DKGbFyJCCCGEEPLuIFGQkufItBDkOHk+TgtENjMEjNk6Lgotx8XFnVw8LLmuT/O89FEpSREhtjV1qSHK8BGuJffw5VIUOc/IefYg5JgQIH08KoTQN0IBrEJSddTkpQxtWQsMdUSsHrPlWDZnPLDm+wBwV3xKCGEMcC6eWam+9t/t9sAwZpWzH8NgkCBIaQctGbMeN1EJL4PiDiHkzrzoB8s5pPh/HYoqjsuCz548weWTSyyzh6X57kTZJO63r9uM8PXz656f47sGtTkrFGhRFHi2DaL08DRgDZyLMcGsbC4gZoZ5PmA+XiNXYWea9tjt9l3YSWlCCJ6dgxAQEPw2BEj0nJ3793+EaT9Vx06dFS7az7WdB+Duozz7xTDGhN3Ffh35GgSdt/XfACGEEEII+WrGlta2WelryNzdNctx6SP/Wnxcaw1CDn1dOo4xxSkhTqk7bZqzxZ3x0kecljnDagX74XCJZTn4SFZMyHlBhm+aRkk96+b60jBNu+7gaWv6dpxSchd22kapj3e506aUOpZVRZpp2iPG5JXmJ7S8TJEIM1/XS0wIee6fXzt2z+QJARNWp/5doLhDCCEvoKjisCx4+vQ5DpcHlCVjf3/v4cfdKrqOK/Vk/TljPhyR0oRUZ3nH5oB2wSpFkaLc+tqjgGLm88tqxd08JaOoByPHmKpbJ/mFAENLQd1N8CA5QZSE3e4epr3n/wQJ62iYebVkyxCyGuan9QInEhCiYH+xA7BWRNKxQwghhBBCGqeNU5u17+KlIloMy9GFDYSAaTdVgSNuWrXGuvMmCtWn+GN6AHNBKe5Wn+drLwgxrZulHnWQlxmYgIiEglwFm4Kk+xublM2JU0pByQuK5ioWjRug67hUE2dSnBCqUDQyCl8uSKGv1f22tUnLH5cQQoFqXH8XuAMUdwgh5AUsJePR1RWefvm0O3fu/eg+AGx2GkK1cpp5INtyWG2bwH4d5VLt88hWFMtygMg9IOGGG6btRPTRLDOoKZbZW6+83txrz9ucrt9WIIph18OrFmOakOKE/X6PNHnLlRYfAQMAibWmXQ1qQF5yDXUGJAl2+wkSI6Zd6sIO4O9XVd2FRAghhBBCXgs9o42z06DgVgve1rsiAonecLW7t0M+LlhqwPI41p9qPmUTRtq6sjVZAdiuWauTvtSRrmVxZ86yzLi+fl7dLxE5LzWH0nNxEAIsGiISlqWNbh37iFUTaFo48rIcMM+HusYOmKadh0TrjOPxGlEiYpowTRdIadfFpPHziTGhlIAYtZeTtBGu1mDbRrja5+iCT0BKNUso3G2dTXGHEHJnXuTSeBvdG2qGy+MRnz5+jMunV5gPcx/FAtbgNnfPCDKAZV5qZbjhh7/xj/XHzofVctnGt9qF5ni8Rjh6yFqMUxd0VL3q/Hi86rZSb67ao9SdAr9wpS4MaWmzvKulUyQCQ+WimWG+nr0BoNpm3VGUkOcFeSlevT7P7jzaJRd2UvTdlCgQKJBi35nxWsjbHUiEEEIIIeRujK2l54IEbDc8KyEEpF3qG4IxCqw62r0JaxU0xvW11uwcAJCUhhgE9ZKP+v1yXHC4POD6+SWuD89qpk2GlgyJbWO11LBkg0isUQcec7Asxy4CSfBMydZW1cpIWkaQb5r6OFVRRclLFa5cDEr9PJtIJBsH0qkrZzdF7KY9ljyjlMUjF8qaybN+tkNxCduyCCHfBW9j3oqZ4bhkPLq8xHJYuouljSlZnSVuAW8So4coLxkhYAheXt0xIQBSRZFWg+4V6lrneIvbRvNcdwuOyMMsrufpBESJ0BgRNA+unYJiuZ9/G9cCAM9htuF1DUEDIPUiEX08Kxe3n6oaUpoQpyroVBdQ20kxWxcfQQKgb+e/AUIIIYQQ8tW0gGRgWB+2USoLPd+xNDdOipiqM7w+CVpa3fkt7vj2OoNa0sSd5bjgOF9jmY/IZXF3uymgCiBjbJd1h3qBVRFmXGPvdvegqhAxBGuvJ8MY1eqcsSoWNQd9TBPkpG5d0rp2DmoA1lzL3j5bN15zFuS8QKzVp2t/zKtCcYcQQm4hl4LDsuDx80ssxxmlaJ/r9TR/RV6y20glIqaI5egjVLuLPWLNrwHQG69EoufaZJ8JBtxtUzT35iwtGfNyhGlBUQ9wE4ldqAkIQA1yGwPncp6xLPPaijXtkNIOqV5wfLciIGf0XQozr5QEav36kv19muH+D+9B4jaXx8xQ8nChMfOLdwwUdwghhBBC3kF6y6qZF3oMosTYynq8OmLaT96qNSW0+nQPX/Z1sKC6eloraxRfT9c1p5m3Y7kT/Yjj8cr/mw/IeXZHTWw5NQItGbmuuWOM9Xz9nJb5CK3lJdN0AcCFlSAJEtypM9VWLc/g2TrnY4xIad/X23Fa27Fa5qYWhQbP6km7BM27ng3ktffuJmqjX0CGKjZ5m61eHXdYalPcIYTcmXfpF/i5FFwej7h+ft13ECQGF3aWgrz4D2VTQ84Zzx8/RykZMSZc3L9AWVoDAOqsrQe37cKu/vB3QcbguwGmBXO3Zh5QNPdE/9PP3QUbQYyTVykCLuzoAYZ1Z8FHvLI3ak0XSNOup/23i4pfgz2oLcYJ+3sXuHjvAruLXR89y0vps9Mw660FQPRQ5epiIoQQQggh7w7uKPdMnViFHGtZlDVQubvHa6V5qpXm7op3B3iaYm/V8tDlKo7kNUhYdT1OnjPmeXZh53DpZSO13crMnTBmpQtOIoLd7h5ibLXkM+blAJHYa9GbwBSCAhAANacH6I9LcUIuC3Kea2PtPewudn7+hv57gbuQbtn8lADL/j58PR+re+dezStSKLYuIR8Li7iLukNxhxBCbuG4LDjmpQa++W0tJ6cUF3ja95r9IjNNkwfGXUw4XvkcL1p1I1CV/Krq79aZYwCY626A+WBuP492MZnSDhITVEvP2BGJCAjQat9c8gytuxMhRIhkqCaktMOSZxi0ziOX7t5Zs3kSpv0O065enCX4zHNZXTvtgxhtoquj524p/oQQQggh5O1hbINtX7dM4XVMa606b4zra4SwjmT1kpFxRGs9Xl971tKRJc831qmq42ZmO55Wx3zBPF/XNfXqhG+Pay9uAETC6p4PwTddNfTQZF9D1+NXMUuzIiOvmZi55uhEAWqkA4DuWDLVNVsHni3UQpdVtW4Esy2LEEK+NnPOuDrOyHPuF5bmBy1LRs4ZMUZodhdPWTJ293ZIuwlpN2GZV9W+1TtaUcQp+Y6F+AWiOV5Kych5hkhCSn5RQr1I7qY9pt0eEmIVcKzXnrcf+Kq5jmYd/QJQ0/ljjNjt7tVayIR5PgDAOicsCdNuj91uh/29PdKUfDeleANWa/garsA+poVV8ClZNzsrhBBCCCHk3UDqRiEkDGLMmo/j7nfZjC213BxgKw61oGV/qq1rcODGMZsrfm2obWJS2QgncUo9O2fJ3pB1PF7X8OMaqFwLSrpQA8/ecafRrocpN07zc7RUsSaX6pKPMFGEKMi5RiwMn1lzCrUSFQyfWXMbtaygVsvOQGVCyDfK29iK9SKeHQ54fjxgOcw+ilXq+FExLHPGfD0jpujNUodlDYmr6v+0S6vrpY0sSXBL6i5Bos8RxyjuzJlc4S+lQEtGlAhUASZIDWFGtZdW9T5KxDwffedimTcJ/ahBbdN0gWnaI8WpCz5aW76m6QLvvfdDd+xcTJj207qbkEsXnlp+ULvAWrfYemW6V1Aevvu/JEIIIYQQ8r0hPfgYgPoGqFRxRqJAVRCCt1ytDplQRZXgY1lj8Ucd3eqbi2iiTuhrztb0ejx6q2zOC6Zp150uvlkafZNz2vkx0JplfU3fohSiuMO9CTsh+OZpTJNvgtYmLDNgWXIXY6J45MI8XyPnpZeetDgGkeA1YkAfTQth8tGr7LXt631bkcns2KMRiuY6Yqa4y29hFHcIIWRAzZBLwbPrazw/HHvAsOaC+XqGxPWCJRIgMSJN5s1SU4Ik8fT/OSAE21hOu3BSfFeh4e6cCyxBABz7D3ygVa4XlPo4GyoSfRzLL1BFfRxrDFmWENeUfysIkH7xcodQ8hnpmujfAura627Ooe2y9NvQBZ+W/0MIIYQQQt4tJAAhiv9XXTwKIFjZrH8B1NBgQUreNmtl3TBsDh/fRAy91KM7WtqYUlHkol1YAUYnjXbhxtfE61rYVDEvh54/KeJttzHWcGdViABBthKJGapLaOmtWTHVRtp6/JG0S5v3PI5hjQJX3zQdW2jDKoKNMQ3hLmnKoLhDCCEbzAyHZcGT62scr46eJWOGvBTMxwVpN3VBo80PqypSSoNwUgPlMAgjqD/cB/tma6EC/CLRBJourJhC1UWcoB6oVkZxp9o0Tdf2LZEICVI7KANCiPVCVxCCbhw8IqnOP/tFKdcQ6HqFHeamrV5oAVR5Zzz3EDzkmRBCCCGEvFt44G8daRqcOes4lf+fmcHKMIoVAhSA5TI8NkBFEEIVPga/yhpl4MKON0ytmTqbcwq+kblm6Siy5j7KtXXLrM2xTeAZs32aI2iz1q7PCSI9w9KX3gGpZ22ii1NtTKz9jiAhdke+P3Ydu2oV7Kqhf49wt2IbijuEkDvztrdlFVU8Oxzw888+w0dffIlnD58izxl5KViOCw7PrwGs4ktX6utsbMkFMUlX9Zu7pX0PrBem9lF6HeKCEGK1afoP+nYxC0CfuW0BcTFOddbYXTtq23rGdqFpF5BSMpbl6BbVewnBhouWrhdZLV7xvtpHQ78glWV9DT92QIj1Qi43L6qEEEIIIeTtpq0Vpyl1100bqTKzYTTLx/pLVsQkwL19f74MGTstcLitk8cAZomCkAPyMuPRo89wPF65+3130dexTcxpFebutvFw4mXxspMYU18f51zHrOKJy75Wn5dSkJJLJm30qr93rKKQiL8P6Rum69q9oZoB+JgXUsJ8PKLUNfzxeOVr+io8uSNIq9BzkmP0FVDcIYS8FiH4vO3bwJOrKzx4+hTvP3hQXTvueFmOC+brI+bjgvu/8Z5n2gCYD3OtPCzIc8a9H9zzLJ2Wjq/aA5mhLteEELAcPfjteJjdUrp4Jfo8H6oQc/Bq8+bqqRehFqpWSqnH9yC2Jgi16vR1hnjajGl5+n5BrHbT0eZaNyP8wlkFHX+ObYSdkXGn413KYyKEEEII+TY4x41UCV6HHoJvYoZyEv47fJ2XDFVBWTJCXU+P79ngghCQEOJ6HC3uIj9eH3B1/RRXV0+Q4oSYJkzT3iMMxDc9RVJfO+c893Bib85qzbcLYpxqbuWx16GPDiJ32meUOiolIUJt3UxtbiR39KT+ftqIWTvG7mLfx89CCH18LRaFQTebuKjCVA6+MG8i012huEMIIQCWUvCoijuPq2OnlNLbsJqAA6Ar84fLY0/GB2odYlzFFC1ePe4/0P11giqQXRBZjjNyXpDLgpIXzIvn7SzLPFQgln6BCv0isoawtSYAAJC4joaF2qbl6f7b/BxgEHbM3E2kpbd7SQwApDt4VldQm6X23YnNxZjiDiGEEELIayODc+UcCF3cuXnSvVSkosVdPcuckabYhY7TGAOJglCLSPx2b2ddliPy4oLNfr/HNO0xTTssywyBwaxmY8q6/m0CSQtibl+L+MhV0VKbsF7iRA/bDCB/gwaDwmx97uljQgiArM7+lquTUoRqQozbsbQgCbFWosf/f3t/FiNZlt4Hnv/vLPeamS+xZWZUblVZJIuiSKm7yGYLBNQYaTDAqCU0wNZLg3yQhIYw1AOFkQC9SHppvQjoh5YENGaGAAURlAB1CwSkRnMGxHSrBc30CGgtJYItbipWsZbcM/YIdzeze+9Z5uE755iZZywemREZi/9/QFZ4mJubm1t4+T3+ne/8v+TacbCzYHGHiM69mBKOVit86+OP8fH1W1jeXWqa/RgQg3bfjKvSZTNMOjK8czBWEKPm08z3ZzC2FD6sKbsOKEWi0IozxpWJWCFhGFZIKSCGCav1Mdbrk1awSSlimob2sS3137qt0Yibi0Qdey4iJTjZIuWEaVqXdlHX2knrBAAAmIZNEJ21Bq7zMN7CGgATyi5DyRJyBr7zOgFAP7F+bEqI4QVahRARERHRE+OsaRmOmteIT0UAG2sxrUeEsik6P5jDeQd4tI3Q2t2ia019hDjphuu4HluActfNMJ/vl6gA2zretUs9tbyaelvN2Ekx6JhzkdbhDmjkAFADnwOMaCalsTpNq9IjXDpFK6VUCju5bYDWvEpAizzb0Qz1+bSOnnkHsdpxr+Pc121DVYtPCc51W4/BY1lERI80hoD3bt3Cjbv3cHL3BCGUts2yWxDGSY9mjWusjtfws06LNyJ67CplLC4s9AIFbTm11sCWDp+pBBXXrptamNHjVwOmacQ0jVguj9r7p2ndzgHrNK0ezvfo+3l73jV8LZcdgHFcQ0ehO/T9HCmnNm6x6+bI2bZuHP34XC5SBta73e6bXLp4ssFsoYWrei56u211GsZ2fI2IiIiIPjudcLqZtvq8q6PQe+fh/KbTHAbIcdONY6xBv+jhZx3ScsC0HuH7suloDVLKbd3tO9cKPXEKZbBHLh07EzIyvOs2BZkYEMK4tb6NACxQus91PR3b/WtX+nYw8vbHe99DnIEAJdhYO2e0IKQDSTbFIEBKsSiFiBwTUMa+3/f1qoHKpRimHfebTVwAW8HNBjlbdN2s/f1RWNwhonMt5YwpRtw5OcH6ZK3FmpgAa9pFJUx6YQhhQhgnhCnoFC0AMWzaPK3XwkeOqe06GGdgRouYQ+vI2d5Z0McdEYJ2BtVune2LjDEGoVxErLGQ8jZy1klakHKeeDNisapFpdr9A2yOZG1PM/hUK63oKHfryhGvshPxqZGWMbexlERERER0vhgROGvKsf77HNUvBRzfOXSzDikmLdrU+xkBYglPTnWduilw6dSpmk9Tg5pdiR7QY1XbuTX6uLEVceok2Nq1s7nfpgO+HtUCdK0dW7CybV30tnTx1PV0/dg6HTfGst7Ogry11t59KUqHf+n0r++vxR39+vT3COStKWRnxOIOEZ1rMSUM04TrR0eYhhpOrBeqnBLG9YhhOegZ3zBiHEc9ajUFvVCEiBC0VXTvwh6MEQzLQQsq1qDrPXJMGEcpxZyhjVSsQW86znGFYVhivT4pox0jnPNwroO1ro1tTDnB+x7G2J08HGNSqfA7GBORygXLWu3I8X4G7/u2K1CPbllv24UjpdQ6dMQIYDctptvdPtV2plBKL8gWExEREdEL5nkfXuKta8eyctJiSp2WJSJIIvB9h8XBHMYI1suhfWydRoWU2/oZOcNKRhApx6oyBKYMEgmwJWcyxq1A4lIAAtBClEOYdB1b1tyAHnnKKWIc1+i6Gaz15Xnr+nkE4FFHoOtjGGPhfY+um983WyiEASK2bKb6namzdV1tjK6npWR0OmcRjHbpWGuRkoW1FtNUunY0oRrlyYHHsoiIHiHnjJgzhnFq3Ti+9xjXI1bHaxzdPi5nfEfEGLBeHWNc7aGbdZuU/DDh+PYxZnsz9PMe/d4MJ3dPMK60MFTP0yJn7cIJOpZxmkZM44BhWGG1Om4dPMOwLEn+GqrsnIdASi6Ox2JxCOe6TXGndPDknGCtR9f1O7sSXde3vB5rfZsu4LpNALOxAjF6vrgG2G1SoKW9LcZo4ahetMvFR16U/mEiIiIiemJEBIuuQ9d7XTKWDcw6/lyLKVqgsd6hm/fIuUzOChEhBO1OMdjdUIT+GaaAcZiwHk7a5qgxtq2VQxixXp+0IlDfz1snu3cdMjJiFEzTUDpkDNLWY0zToLmVkM2kLWhRKUa0NS8AxDC1dXEoA04ALc6UMVlIKcNoCxISylGsUpixW0fXxJpyNA2IdcN0a1KurrPr5mriKHQiokepRZDailknXq1P1lgdr1p4W23X1AtERIqxHVcCgBAmDMtB0++9RQw6Qn0YVnCu10JN3moNTUkLRkkDl1M7X2vhnFb8netKt43X263DbLbXbqsJ/fV4F2BLt0/fpgTkrBcqlFGNIlutnSkjy2YyQb1mnJ5sUF8n4D7heGYzVYuIiIiIzp/eO7jO6yZgTLqm3JqCldNWTIAzsN6W7pqMOEVIJ5+OFjgVB1C72AGUwkso2ZKhdPToJm0da346YxLYRBJs59toV73byuDxGrpcV731OeSMmDaTq1KKLUi53m9Hef71GFYbRLJ13ky7egysNZsNV2PL46Jt4D5yklfB4g4REbbOwFr9YXpy5xjLuycIY9CJVjECpTsmx4QYErq504DhErbWijudQxgDpmHCen0C7/ViUztpYpmQNQyrVjgCACPa8lkLMN53cK5D181b583e3mEr9ujHWYik9vjOdXDWAWIg0FEFIoIQJ83nEUHKHSQZxCiwAJIILDRbZ2cUZW2v3SrciBHkMiFMABgL5HyfzB4iIiIieukZEcy7Hn2nocpDGEoTi7RNzZz1OL+UsGFf1so5Z4yrEdZqJ7ixBuVk1c6RJs3F2ax3a2bldmEnpdCGl4gugMumbNgJRbbWw/u+fPyEcciwdaKsqbk6pt3fGFeydTTUebuII1JDkndzeNqUXKMDVrYnaLWJWXYTrmychTWudA5tptpmbXFCzGcbXMLiDhGda/qDXOC8he8c4hSwPFphdbzGWMaE1wtGTFG7YLAZZWiddsuEUMPUoo5sDHpGdxzXGIZV+0GdUioZO2ssT+5iGFfaUWMs+tlee17G6FEuIwZibKvk6/nfoV2ctBijHUGunBmewthC5gDAYVOcqQn82hXUIecetk4HKFMLAJ1qkLNOLkgxwRjZBCtv7cTEkNprQURERETnz8Gsx8Fshn7RY1hpno4YaQUcXVNGiECLHSLoF2Ui7RgwjQHeCCy0ECLYdL3k0t2jxRhdk4cwtUJOmMZSYPHtc4VYu+5jW6PWeAIR0Y+r62WbMYyrFpg8m++3dXvt+tEjYLGtzzUGYVbWxaYNVrHWtkKUdRa+93C+FGpSRtwaQKJfJwDo7yDT4OGSFqK21/HWeSCebSOVxR0iOtesMXDGYtH1WPoVAGBYDqVTJ2+OKtWOlpzbuMYUa4unFoniFBAnq+HCtftFtKtHdxM0mC3Wbp1yQdAjVKZ17OSctFBT3q+PIzBiWrhb/QG/GbEeWgcQgNLSKe0iJCItt+d+x6jq11a/4DqOMqekuwy1NbTc3nZheCSLiIiI6Fzz1mHedejnvR7vL9021hmEKeqErLApbLSNQRHkpIWfOJUiibWwzrTHiCFimsa2rs25bjKWuAMRONeVgs2EYVi2bvk6SRbYhCzXtXVdT9c/tyfLbj9PXQ9HZGRYqx321tp2jEtzj3cHj9Tb69eohSqB2JJbmTRYOZWpuzp9tg5JKZ1C2bTfHXZiFR6CxR0iOtdEBM5a7PU97jiLnIFxPbbR3jtjv1NELC2fNSCu3kfEIIQAOznEEDdHm2RztCln7eaJJdV/c5Eym/A2ZKQEGLv58az33VyItos4reCUt6YF5KwXRuNgrIP3GUaMHtXaVKu2HmO3eLUJwMu7+Tv1PqVzJ0U9osbiDhEREdH51TuHuffoF3Woh95undOiTulu37a9fowhARI2XTbOlI5xYBq1y6ZuXOrHDVuFFFsyICNyTlivT051mjsgJ4QYEONmXd+OXkHQ9fOtDddNoaUWdlIJa9bPZbeOXm19QVtZlsaaFm+AMiHLOguL0oUfU3l+uqEaY0Quv1e4ckQspYRYpn2dtUOexR0iOteMCLy1ePXwENfu3QOgnTsAyuQo00aPAyjBxdtp9/o49cwvAMzHeRufnlIoOTrSzghrgSaUi8hmhyDGgJwSwjQgpQjve3jft4tVLNOwAO3uqSMdAWx19Jh2sULd/TC754Cd02lZOxevKWNMOn6yhkq3j9k6ktXOCWO7ayi1415ERERE9OSIAGf83f6Z8c7hwmKBi69dwPu/ZzCVKbS+960IE4MWMVKImMbNutF5B+s3x5niSu8j1mBcjxhWa4QwYj4/KGvdJYZh2YpFmyKOrkfHcbVT+Om6GUxZH4cwISfNv3Su0yNWxpacHV0vT9MayAmmdL7HsvYXY7WTJgaMZf0sJejYlIwcSblMo90qLqWMXKZeuc5p13tM2tGUUhvCAgDWuPaPbUQ3a8dx2Jmk9TAs7hDRuWeNwYX5HJ3TH8Z1VKON5bys7+DcdogxWmXfWAvjLDBocaYWX4zTcORZv1fGIgaEEFpxRc/n1gtZbGMjQ9CLx+bY1aYzpt63HsHa7uCphR1rLPJW6BxybueLtwtUWgTq2uc5fcwrbZ0JNluBdkjYeT7bgXFERERE9GTVk/PPM2sM9voerx0eop/3rWBhnS0dL6JFjyhI1kKswbSeWie8BN04dU7jDVLKiOOI4zsnbUO0TqyqneRtjVymWI2jFoFad7xYWOd1MImxEGOxXh0h5YROZrDWlymzm/UwoOvc9XACQIs3UnN2xJTjYVoo0vV8hpF6REvHmzuvw1ZM2TC13mnXjtfXAvXrmwLG1YhpGFtcQ84RMWi2jz6ugzGhZfk8Cos7RHTu1QtS78r0K9GA5Rj1zK8GpNVA5LpLAOSt1P92ZKn8aYyB9x457yGlgGkCjEmw1u0UR5AzkjHajokMYzZng3UHQrt2amEmJR2bnnJqYXLICWmrq0cvDknbSG2CnYYWCici+vHWImffnsf29aIWeO7XBlqnZbX3GYHJAmD3jDIRERERnQ9GBDPvcXlvH/2ix/pkjRhiiyoQo0NIAEAkQYxHCpuIg5QyTNasHgMghIQwBgyrdTsOVSdWZWyiD3IKiCkgTCOmaWwd9jp1ysH7vgQle1jrMU1rSNL1uCnd+c51O93wABCCbqQaY+Fd1zpvYgwtUiGl1KZabW92ytaGZ11Gb2d41uzOGBNCCJ/qytHP0ZUOfKe/f0QHgMUdIqJHEhHs9T32+h7drGvtlAAQp4hu1qHv5uj7xaboYQQx6JnZlBKmMGphB9peKSLwfQfXeUzDVCrvm6r7NGWt9lsLRCBJapMBrHXabhomiNFpXDmnlpxfj2DlFBFLB08bD5k01wc5AVtHtLpuhs7rrkeIEyRYeJ/bToheU3JrW40x7hR3dKehnCEu/cHWi97PWbBvh4iIiOj8mncdrl64gIPLB1ifrDGsBqQYkeJm09BYg1wKOMYauMFhfbLGNEyIU8SIEc67NsBjO9/SGocx6/CTruuBnDGUde8URoTynzUOfTeDK/EGLVcSZRBIiggln1LXwaZl6Vjj0PeLshkaYayF9zONObBOIxRyzcxMqJubKdV1eh2+kvRrtxYhRITRwnUOYkR/dwix5e4YYzdDTHJuU7usdTDOwAQH5/OZuuRZ3CGic8+UUOULiwUOLu5jvj/XUOUMdFPEsBzgux5dNyup+4IUM8IUECcdfZ5zgi27AjURXwkAD1M6fDTwTX94T+WsbcpaoMmoIcuujVyvP/Rb507MJYG/bgWUo1jQC0lImzPM2mmEMupR2oVNpwWkcqGyrfBkt3N2to5i5QykSTuWrDMtKE9kczyNiIiIiJ6O5z1zBwCctdifzXB45RDHt49xfPsY43pq68R6RAsAUojttn7RwzqLME6asbMc9FjXOCHGTaDwOK0xjmuM44BpGjFO69ZRX3MvTSns+G4G5zp41yGmgJQSxlG7gFLpbu/7Obpyv66bAdhMufV+BumkdfjU0ee1i8hai66bt+73Oi0rhYh1iBhHXXt77+E6HYdeJ3ellBCngDDFNsClrtX1Y/ryefUfvQYs81gWEdEZWWNwMJvhcD5Hv+hbkr3rXCmwSDmbayDW7EzMqrUNZz28963tdFvOFq5U8p3zSDEgYPODWqdh1UDkXI5vpa3dhDItK2qqPwSt4JOzQCeVTy0kue4C7FwHckbKESj1n3H0sMbBOg9nPYzpdfpVC6bbjD6/bwHHnOrsISIiIqIn6kUo7AC6lu6sxeWDfdza62G9xTSMW4HKm/DjGDbrS826tIil4BPGgHE9YhqHkmepJYsQxlLY0WwdHWaii9qdEeRmM6YcW2vanDYBzCKCrpuVQorm8uS20apd89ZYmK3ijvcdRGzJ23Hwfdc+9zRMqNNnQ9gUpax1JTRZkPMEMUZ/f4ibriQA7es0oh1C2//m1hoY41ncIaIn60G/wKeX4Bd7I4JLe3t47fAQe4cLPSOcMlKMOqXAGnjfwfsZfFcuMqXzpo4q7/oe3Xz3WBcAjEOGMRnZWcgkcE4vBiFOcLm0ZIpecFIMECvtQlZD2+qRrIysx7dQz/baFihnxABm69xv+Vi9IPVwzrfPG1NowczOejjfYYFDWOdhUpmChc0YyO2Rks5pWymAFrJ81hGNRERERPT4zHO+1qqd8G9fuYxrV27j5ke3sLy3RC5dLTmE0gEO7dIZJj2elDIWFxboei1gjKsR6/UJVqvjlhmJnDEMK6zXRxiHNaYwtm4d/dy6Bs5ZNt01RjdKY5hK0UbX8oBukC4Wh/Cug/M9rLGIZTqt5txo1qZzPZxzrcvddQ6+8+VPhxR1xLtOAdNpXcOwbBk/+juBbgpPY9zJ3TTGIOYMRLS8Tjl19EpEYDsHY2Vnku2DsLhDRJ/b836xOauD2QyvHR7iS1++ihhSO5bUzXv0Y0COCbP9Obp5B2MMVscroFywvO8x25+jn3ewzraLVZVzbq2XteAyn+/DuQ4xBh27CGBCHcGYy1GrOp2rtoF6va0UXFqocqEXH1Oq/7p7Uad9Wetb7k/9/N51Zcy5gbF6NMu4TZo/oIWtB3Xo1M4eIiIiIjrfrDG4engBr16+iBuXD3By52RnkzBGzZoxzsLWzJmax+NtO8LkvEV3b47lyV19YBHMZosSNuyQV0dtUqwxBuM4aN4kNt1Bqfy96+dlJPocOW9GmM/nB3Cu0+KNWAzjCjEGCHT4SIwThmGlocq+Q98v4Lp93fRtnffl7aQdO9M0IISxrb27Xo9labdS1NiHqJu1say1RQR9N9cNVmNgnGkbqSJAP+/1bWbuEBGdnbMWe32PNy5dwt1LRwC0mOF7j27eIaeEftHDedfel1pxp4PvPKzfdO3UH+TTMG11+GimjtSJVi3gzcPYCTbrlC5jnV60sF0g2ox8TLmEKm9P3iqj1Y2xuoNxarx5vZ8tFyndrei2Ev63xizWwlTNCrIGOeWW1yNZP6Z+XUgs8BARERGdd4u+w8W9PRxeOcSN92+0fB2xWrhIIbXQYVOyHeta0xiBdTO9zdkyNCSUYSIWs9leiyrQSAPtwolhakNGdENzs6Y1ZTiJ911bgwNoI9BTSqXrJ21NxRWkFNtwE+SseT4hIdoEMVqkyikhhoRp0sJOLNO6ahbP9vq7Fp3q7w86bVYZuxvpYJ1uttZR6sBZZmWxuENE1FhjsD+b4YeuvoY7Jye47vUH7Xx/3kLQ/Eyr6ilEpBDbWd/53kIT7Y3+MBZrkMqZ4fVyVcKUbfsvZ1cS+xOyzWXsuS8p+bEEusV2kQFQLmx6gdMjVaGd/dWLxlaHDWpafyw7JaF19Egp/kjpIKrHvvQCm5FDbIHJAmkX2wQgj0nLTUY0sLl0KLF7h4iIiOjpkDP9av98mPkOrx0e4s7rr+KDb32AYTkghajHnMra2pY/a/aOTmMFIIJ+3sH3HeYHc1hrcXLvpGyURnjXYeoX6Lo5vO92Nk9jmJByamvcGmngnNfOdjGYz/dbccgah3EaMI4rWOswTSNS0o6dOthkKiPSc4ow1mEahzbFS38P0GNfw7hCCGPJ1nQQschZvz4xQQs7KQEp68fUjB1jSvdPydZMCQha2PKdg+v8ZjP1DK89iztERFs653Bl/wA/9UM/hJvHx3j36k0sj5aw3mJ1tMS4GpFFf7x28x7hKOhFxQiQdYLWuBp0d8Ia2FOVeK3Yp02ImtQpWnqet/MC5zymcWhTAKx17aKuR7FGAO5Uon65SJY20mnSi1E955uSngf2vuxG5IRh0HGS9chWVXcrcs7ApMF2tWiUUkSKsT33Ghhn5NMh0kRERET0+WXkFybj0hqD1w4PAQC/9+r3cO3da1gdr2HdCOtd62BZHq002HimeZUAkFNGmCJc5zDv5sgpwXqLYTlgvVwjxwQxphVgUhpLoUTXoZIiFotD2LIuHqehjRZfLA7g/Qw5Jw1kTrrx6f0M07RuG6iat6PPx/tZWSc7WGsxTmtkJOTcl49Jrbuobvh6P2tFmxgjTKxDUVLZEE1t4zXGrRcu57LxauCcbd0806hj4vNWAPODsLhDRHRK7eCpBY1vXb2kbZdTxPJoBZN0CpV1Fs45xKiTtSD1qFJGChNSTLDOoO/7rTHkuR2tOt3tYoxBFoHkjOxzCz0G0B7bSdfOLOcU4X3fdiha4SiWsec5IeYMZ2PrAtL/kgY8592LRP17zkCKETGFnXPSIgKBXqAy9GsOYdJOJPNiLDiIiIiIXkQvUsZl7xwO5zMcXD7ArY9utmP9YSqjy6eA5b0lnHew3qIr69ssGmlgra6JrXfoeq+d7kmLI6ZMpZ2msU2nqutVa50WdraObOm0W50Qa4zRdXvSAk9di4fSoWNLREGMoayrI3K2pSAUyn8jrB221s0JMWoeZp3OpY8fkKeMaSjdP3k7aqE+9la8AgDoiTXEmAAEpCiYxqC/Z5wBiztERPfROQdrDHrn8OrrVzANI5ZHK0zrCa5zsKVdMvQdJIR2bKtOkRpXI4w1cJ1Dv+gRJu2cQfnhrFV/LfJUdXw5gDKVqkMIUznnuzl+pReqeq642wk7zlmLTMhJg+RyQkwRpl4UY0R2ESmZ1vFjSlZP+9wp6UStMCHl2L42IxbOd7DWQ7JBSqEUkzJSenEWHEREREQvkhfpWBYAeOew1/e4ePkQH3QeOSbEOo01RAzLAaujJXzfoV/0ADa5NOM0IlgDB7TMGZ+0cBLGAOssut5jHLXbZprWiDHvdpKXCbMaSaAFnhpInFMqYcnLreLOhK7rYbbGruuRrwQRq3mTMpU/pR2pqhk+qWzG1qNg2gWkj5vKFC4A6PtFe44tt3Lra4eUwtM4IZVJYXGKMFZwltQdFneIiB7AGoPee7x1+RJOjpe4c+0uhtXQzgZ3817D3kLENAZMw1SC4EwJYM7IKcOVoOUYIpAyxjGW3JyphSSLSDvrm3PGfL4PazX4eJrGduxKLzITYtwck6oBy+24V86aq5O0jXcqx7ti1LPIEEHfCUy/KNMEIsrUc6SsRagQBoSguT5ACZ0rIxj1eZejad2s7VAQERERERkReOvw9uXL+N7hAtY7rO8cQ4yU9XGCWO06Xx2vIII2KQvQTdJJdE0tIjDOwCaLaZj0eJII9vYOYK2FMQ6r1b0ykjxgPZy00eX1uFZKAeO4Lp07sUy20nHqdRMzJQ9jMpzzSDEgQTdFJ+hE281gFC269P0cOUUk5JK1o5O3UoqYxtSm3oYSlSDGwtoJOhsX7ehXXVNb42CsbuaGKcJEjX1wndtkEj0CiztERA8hIpj5bjMeHJpgb61BSlmPZnmH2cFcL0TDhPF4RL/oIVbaD+KcBXAoox/d1jEtLeYYk+B9hxiNXlBqQBw0g8eU9tJxGnYq/fWoVQ2Rq/k6OcVPfzFAexwAbcxjSrFNyqofX3cetv9eA9020wdM22mo4XRERERERCKC/dkM/d4M3bzDvZsJUju9ReCcliLiFDAsB4QpwpYjV6YUdcI4ISXt9gljwLSeEEJAnLRoknMuG42pjSHf7sgRbI5JiURd+yb9s3bfbIorZTqV9TAzCxfDzmPVwSMAWsZOzajUx0nl8+SdyVjOd2WdbbY2a3P73DlnWOPaBNsYA0wqRS2pg002U3AfhsUdIjozOUvJ+CXUO7e52BiBsRbWO6RhgrU6HWu+P0cKCdMwYVgN6Oad7jYY09LxjTGwzu50udT8nJSgLaMiiNuBxmI0U2f72FQpuOjbmrgf4rRzdrg+9jaBlOkBgoyMmGLpCipTtMRoFhDK8a7yeWpbaowR1m4KQS2Dp7aSEhEREdETo5OUXsw1lhHBousw25uhn/ctN0aMrhut2xQ3pjEgxhIDYAUue1hrSt5MRIo6tCRGLfKM46qEH1v03bxNoxURjOOqrWGz3ay7jTF6TKoUeLSrx2oBCKXr3WjXvEAQUyh5PnU8um05OXUtnmJAygkiXVuTaxFnswHqXNcKSQDaxxuz2ezVwGZ9fwgZOSZko79H1HDms2Bxh4jO7DyOuzYi2Ot7zeBxBrP9OfpFD9e5Uo3XNHsRwXx/VtL/l1geLeE7rxezpOHDOefWWhldRLg3amEnBqQc4X2HOiJ9moZW4Kkj0LUIpMekjLE6Scs4JKOFl2FYtaJPvchp0aae49UrQwhjOW8cYe0axjh438G5buuCFUqKf0TOEeOgIyB1qkAPqeeFc4SBbeeYiYiIiOjJeJGX3iKCw/kcV165iNtXL+HDb3+IaRiRxgzrbQtGBqARByG29fLiYIF+0cPPPFb3AsK0ydoBgBgmeG81s6cUjlbHKyxP7mKaBqzXJwjDiGny8L6H91pgSTFgCiNCGNF18zIZy5Ziiy0bqpsw5q7rt45juRafUL++ACDHaed4lzG2HdHqunnLx6yfQzN7DFznN11B1iDFujZ3rSvedx7G6lG2s3wzsLhDRPQIM++x6Dp0sx79ovw31z+RNVdnGgPGQSdkdb3H+mTAGAeEKZSLTkQMCd28g/MOzmsRR5YG47jGuB5alR8ox6cMNtOygNYqKjAlkLl0E5WLQEraPjqNQxmxXtpLzeZMr4jRY17GwueIGB2c0x2NzThHDWIGULp4dDdj+9iWPla5KBkgnzHFn4iIiIjOpnZsvEiTsiojAu8cLizm2L+0j/n+DGEKyEGnP/muFGpiLOtWDSROMSPGiGkY0bsZjBWYpF0+xln4nJHjrB1tqhus9SVaDycAgMk4DOMKANomqW546vhz73vtqBGjw0fKRuU0DeVjypErMRBTJ+RKy7sE0Io+srXuNsah7+dwzrex6ICuw601EFu6eoy0f1frHVJMMNFo107ZbK1d/Pr2o19zFneIiB7BO4eZ9+hmWpix1mrWjljEkBBDQAwRcdLCiPUOxoxIKSOMWtzJGa2DxzkLMaLTtkaPlEL7wV9bR2tRpY40F7EQ0aJPNLUldBPGDMzRdesyenEqraJlipUDJGx2IXJOeuY3Zzi/uVJosn9qGTvbxabNfSJi1CkB9bnGeP98HyIiIiI6v5wx2Ot7LA7mmO3PsTxaIZwa7Z1i2imWiCmdPAB8n9rtdd0pRrtewqjBxDklPb5kLZyz8L5v+ZTDuGrZODX0uI5L966DlAwc1M1NADHFnUm0KEfjjFjA1kiFoANMxMAYbLp+yrEu53zpCtp0tmswtP10bELp0smpxi+gfe6c9YiWPjd27hARfW69cziYzbC4sGiZOdMwwnVep16FhHE1YFwNyBnwnQMOF4hTQAypnC0uF6aY9Exx1h/21lt0mENgsFofIYSAEEZM03rTqlm6bTap+qnl4Izjupzn7WGMQd/P0XUz3LlzTa8O5cJQJ1wZ48p5YME0DZjlPRgzIUa9CJVPACDCdH07h4yckJKUAOhaVDJlUlc8l0f2iIiIiJ6mF3151TmHK/sHuPrKZRxeOcTqaIUYIsZ1jSZIGE7WsL50v5QjSCEmYIo6dba8L4XYOljEiAYtDxPCGAARTMOEaZpgrUfX5Za/M47rEm0QW4eN8z1815d1/IQwDQgxtDVy5/vWGQ+UEGTkko9Zpt6mqXQC6ah15xyMcei6vmzK6nOsHUamZA3VwlOcAoyzcF6PhY3rUUOjx6FkZKL8LiHIKbXiz8OwuENEZ3a/QDfByx+m66zFou+xf3Ffj2JhMykqjAHjesQ0Bu3YsQauc3BjwLQesV4Om/Bh0QtWDBHZamupS7mNeDTWYhhWWC7DZndCRHcQYiif05T2Ty3u1N0JQM8f6wVtjoODSxiGFaZpgLO+FGh0LHo9yxvCiJQinPNwrkPXzdvX7Ev+Tt2tkNJqmnMCYHS0Y9DRjq3DiIiIiIiemBd9iW2NwSsHBwgx4ttvv4rlvSViydaJU8C4GnFycqRd8aVAsj1EJMaoRRMryBlYn6x1ozEljGUj9PTvIc759nbXzUtX+7hV3Clr+BCQUsA0jUg5lfiDHrN+r3X0xDjBWO3ar9mUglRyc3xb38cwISUDI5uAZOds2wiWMvWq0rHtdSptKt32CSKALc8/Z2BYDq2gdZa1Nos7RHRmp3+ovOxFncoag9577M96+M7tdOPknFtrqXVWizS1Om/0B3kMEam1WuZN+2kp9gAo3TcOIdgW5LZdNMkpIsYAZz0g9XiVgTGbvJyMtPVYHaZp1JHmZfpVBpDj1mO2C0poF8c68tw5DYzO2Dw//XNrlHo9QpZTKfoQEREREW3MvceFxQJX3riCmx/exPpkjXE9YlyNbX08jgOsjUipQ9d1rZghOSFKBGDbdK1akIlRj2VJyaTRCbZdixYAAO97nZ6Fmi2p/9VMy82Yc9emx/oSory90bpZm28mb9X3AUAym+NW21Nxt+8LADntrsNjzEDUqbrtPrlm7iSkpBur2+vvh2Fxh4joEeoox8t7++hmPYbVgBQTxG5+sHe9h/Wb4OK4VfBZn2gWDlKGWLNVFMmlG0azeYzRULZ6/KoGuVnrkHICgl7EfOmiqSHKMepRLt2BqG2nm7yc7VDmGMedi1QII4J1COU8sk7Y8ui6Wfs4Z7eC4sS0baScoo5UjwGxPDciIiIioqr3HhcXC/zYW2/h5gc3MK5GPUI1TDBG4H2P1eq4Ta3qug4A2sajDvYQ9Isew3JADAa5FV60q911rmVjhnHCsNYjUtM0YLm8WzZXdbR5XR8718EYjT6oG6POeljnsV6ftEiDtp4ua92MOvWqFFxyhrUZ1jiIMZ8qHrkSHJ2jHsXa3iyPYUJqA05qwPTU8izbMBWOQicienLmXYdXDg4wP5xjGidMwwhbunRc59puQs5o7aa5HLlKIUKsge02baU5ZVhnEIPm9wzDEtM0lPHjoRR9bBttHmNAEoOU9WywsW5zdAolh6cWY5xHCGN5rAnz+YGe1cX2roBe5KQUiWIMmKahtZiWO+nnt64VizIyUoxt52J7Z4OIiIiInpyX5dR75xzevnwZV99+DWGKCOMEEWBcjxhWI7pZjxS0KCLWQAAYmNbRkqIeXQIAYy1m8/0WpOy9x+GVw5LNAxzfiSWEOMC7Dnt7F+H9DOO40nHlYmGtLdk42q1TizoigvX6pBV3ALQNzjpMpHb4IGfEMozEGKMZlEELSCkGON/B+37npMM4jhrobA2s1bW+TseKCAFAzgghlLDnOlbdAuZsMRgs7hDRZ1aP7ZyHvJXOWuz1PfYO97C6t8KwXGN1vEaYNC3fOIuctPABAMaa1k4KbIogxtr2mNvHrlJKGIZlCSzO5SxuQM7aTaP30aJKBCBb3TjaAWRhnYcpbZzWDm1XwVqHJBEpxtYpBKAUdsxOG6kpIXEhTHAOMFk2x7qybO1gmFZ40qLP2dpFiYiIiOh8ERHMvMeVg33cu3yAWx/16FeaY1kjCsb1qDEDpTteRJCNdq8YqwHDxlnURJ0WKWAN4qR5OtbZnc+rIcgO1np4X9fIDl03R98vIBouWe5jITAtlyclDT+eprH8PcKIQQJgTEIsHTq64el3soK0GydshpUY0SJOSshmE3mwPfI851i+Li1aWetgTFl7n3EflcUdIqIz8M5hfzbD/qV9HN06wvGdI5zcOQYAWO8w7zskKT+0c9Zx5yKY4gixpuwgRORSBNLOmc3j55wwDiuEUrQJYWhp+m7rJ3WMUwtmyznBO21dNcag62baRZMzpmlA53ukFHe7cZLoBC3krfPCm3PEKad2zMsYC2Owc+GpAcz18+vn3r2QEhEREdFn8zJumhqRNjnr1qUTzPbnGJYDUswlWBiIU8SYB4SQ4MVDnGkFG+ssxAh875G9rdGVyFm7eoaVrptd5zZFH5S8GogWbkS7aLzr0PVzzGb7+uTKg9V1sbUezvqSz6MTbEUMnHXw3QwmC2KMmKZhs9FZikSa92MRo0YkpBQA9O11yEglQsG0wk3aKRKhbM6K5neWwhWQz9TFxeIOEZ3ZeQlQvh9vLRZdh6+98SWsjpY4vn3UxhvCbFVp6lSs+ldrMNubYVpPegZ4OeiZ4M611HzXOZ20ZSximBBTwMnxHUxhRIoRIQwQbGXd1CDkpFk+Wtnf7ZyZzfZgjEU/22ttpDlFjNPQsnK2A91yzpqtU/J8xnHdHqvreqQYWlFpe5fDua5NCiAiIiKiJ+dlWl5ZY3B5bw+vX7yIjy8f4OjWEcTocJFpLLmSfYdhtdbsSiNlvLgOKQGArvc6Aj1EiBGdSNX7Nsxku0MGRtD1PcZhQCj5OcAmFBkAvO9gvR6NilE713NOsM6jNxad7xFL53wtusQYMAyrnWNbuhnrdVqWsUhJN0rHQcOcdRKYTrQ1RmCc1THnccI06ah27zpYp4UlLQyVQOkYysbqo1/jRxZ3ROSXAPxnAK7lnP9Que1vAPi/ALhe7vbXc86/Vt731wD8eQARwP815/w/PfppEBE9/3Sc4yH2LuxjcWEPexf3kEJsV9465tAYAz08VSdXWWAGGCsaBBdjm6Slox+182U220MIE1B2HEIoP/THdSvGaIFlM7qxTg1o4xlFtJXT+RISp509KQYNZS7bHCmnFthc/5PalrrVidPugwxBhogruxsWQA125pEsIqLPimttIjovvHPonYPrPLpZV7p3IqZhasNHgNK9VDdRS1eNsRamMzrUZCto2RgD6+1mQtas08KI6GakcRYp6OjxGnnQNkedrsVDzrAwAHSoSAgTYpwQAqCr4hKRUNbPANqRK13r+zZ0JKe4GZ4iGrVgxG5N3zJIZZKuFqW028j5DtZ6WOtaeHPN3TFGzlTpO0vnzi8D+L8B+Aenbv87Oef/ZvsGEflRAD8D4McAvAHgfxGRH871ABkR0QtMRHBpscCl/T3cOlxg73CBMOkP8DhF/cELA2M3P3xr9o432hI6jZqpE6agLaZOu3s89CLnkv6AN9aWi0rA4JYlOX8T2haCYBzXpZU1wRj9cW5a+FoHay2c0zO/ydYW0U33TwgTUgpbBR59bNka57idC3T6tTDGwIitNzzdF5+I6OX1y+Bam4iK7W7ol+2EljMG3jlYb9EveqyOVkhRp8YC0C6dU53q9YiS8xbWu1IYSUghlY55tDDlnAHfe+3sEdGij9ViSh1iUos8zukGq3UGMQpgBdYIfJ615xBCgJRNTx1eEnc2ROv9as5lzqllVYoYCKTEHkSYrI8TI8rE2wiBTutC1mlbznkYIxjL7wsml/Bmc7Z19iOLOznn/1VE3jnjv9dPA/hHOecBwHdF5NsA/giA/+2MH09E9NwyIjiYz/HGpUu48+YSNz+6Besd4hRwvBohbRT65rx0PSucYoKRjPn+HGGcEKaI9XKNFHWEuu8c5vtzDVKeQpmy5WCtXuxSDIipTrTaHIcKYdw8wayBziklONfB+xn63iDGgHFct/GPNVTZWh0RmVun0FjO/a7h/axNBtCHrsHPeia47T5Y00ZHEhHR4+Nam4ge5GXbO3PWwhntcj+8fIAwBtz+5Da0yUZakLIxBsZZOK8xBsZZzA8WSDFiLJuqNRZARNDPNdcmpYQUUwtW7npfCika1OxnHmEMGJZDeXwL4yykFJdENNenDjipR6ZQijYxRlhr4f0MznVIZVpWy6oUHV1eN12dc+WIVWpr9tp1NI0DUqnLez+Dsba8b1Pga0WgIGeq9H2ezJ2/KCJ/FsA3APyVnPNtAG8C+Jdb93m/3EZEL6Gav3Ke8lasMbi4WOCNixfx3d4jThFJ9Cxw3WHIKbfzwK3rJec2DUCPTQF5ygiT7iTklOG7ktQvghS1Y8aksltQUny8L5MFcob3PYZh1dpLtbMnIMXtC4gv4W5mJxtHSuibs74cuZJSsAnIuQbPmVL0mUog3Obf3Pke3vetsLM9BYyIiJ4IrrWJ6KXSWYtZ16Gbd5iGCbO9GS68egHLeyetG76b6VrXGAPfe/jeo+u9duDECKRNR4+F3elqOZ0nGWNqhZ2UMqy1SDbBGEEYQ9kQde1IWM3THMdV6ZCPrYCjk2Nzy92pf68RCcZoBqY3FjlpbMPmKFbtBNpk/0xhLPEMvnTc6zExEcFMFqc2i8/2+n7WoIRfAPCDAL4O4CMAf+txH0BEfk5EviEi37h+/fqjP4CI6DlgRHAwm+HKwT76Rb8581tbSNNuVT3H1Ao7tRKvuTx1zKJedGI5ewvUkY/SwuG2i2ibjpwF5vMDzOf7mPV76LpZaQ+15WJWCj0lBO5BR6vqWV4xtQBkWuFnExw3IYQJ0zTqf2FsOxrW2rLTwNwdIqIniGttInrpjmVZY9A7h8V8BustulmH/Uv7mO3N4LyuO53fbHZaa+A7zeipm58xJqSwyY3cPsa1/ScAxLA5saqxB7oOF2s0V2eKCOMEpNyOa4VpLN3sASjd6mkrRyelWNbGI1IMLWOnFYFSRMqpdbpvr8Nz+3s9bqZHsWqws7XardTNe3SzDr73sOX5nsVn6tzJOX9S3xaRvwvg/1X++gGAt7fu+la57X6P8YsAfhEAfvInf/Il+7YlopfZ/myG1w4PceX1K/ho9RHicYLzFmHSoGTrLVzUc7gB0NBloLWc5lxDj3ObmAUA43osEwHMTjdU182QXIecy9lc37Wk/cV0gBg1ePno6DamacA4rpFSLGFw+rnrFK7TRZ46xlxEdLIAgBhDu10LT1MLdM45IQQPUyYIyGfeIyAiogfhWpvo/HoZR6FX3jkczud455VXcHx0grDo8cobV3B06wj3btzDyd0TXRubGgeQ0S96zPZmAID1co3V0QrDesRsobedzofc7ppPMcF6BxiDnIOuv62F7xzWJwlTWiNMBl3ft6LNOA6lY6eOJt+sy+uaexzX8L5vuTvt6FeeMG2t4a3NSKkrG6/1Nl+mgGlhpxZ1aj4QcDp3Ke8McHmYz1TcEZHXc84flb/+aQC/Vd7+VQD/nYj8bWjI29cA/OvP8jmI6PnzMl9sHoezFvOux9tfehV3r9/F+nhVLgB6/rcrx7VyzrDZtqJJ7d6JISJFPRNcu3hka5S5nsPVY1Cu85jtzRBDKnk8p3YgjEDElTO9FtM0YBiWWK2Ot84B14tU3Nnh0DPAsU3PqsevUkoY1idtLHoNcdaPkfJ5Dbp+DmNtGcV+fo7mERE9bVxrE9HLyIhg5j3evnIZ1+7dw03vsLx7glffehW+09LE+mSNjE3+TT/v4fsOy6MlctIJWdZaxKDr4lyOXrUCzKT5lWHS9XYdox6m0NbB3azH4mAfcQqYpgmr1Yl27JQBJiGMunbOaecoFXKGwMB7h9lsr62LQxhhjW1DSba7fFKKsEZgrEOKJUszJYhsfq/SkfAJsXwd9feCnDNySkgxP5nMHRH57wH8cQCviMj7AP4rAH9cRL4OIAP4HoC/UD75b4vIrwD4HQABwM8zvZ+IXjZGBJ21ePXwUNtIO9+mYNUwOOsMcrZAygiyCUHbtGXu7jLIdnEkoRVTjBX4voNxETYYBGMQy8UphXqOV4ONu65rF7YUA6Ywtuyd7YDnTdtqbMe2tttJ620WGTkbPVbWQutKkQdbbwvOnOJPRES7uNYmogd5GWMtnbU4mM1x9cIFWGNww5iWLxPK5mgK2g0/35+jX/RtnHkt7LjOtbV1SvX+OjBEN1FzG5VeN1dTaZ1x3sF1Dt28wwi041gxhRJrsNW1I7vd9DqW3ZZQZc0GQln/10BllBDknfyfMkFL/56Qs7TMTBMFyWyyecQA1pTfDZJ+TjF4Mp07Oeefvc/Nf+8h9/+bAP7mIz8zEb1wzlNw8qM4a/HGxYu48OohTu6dYH2yBoBWdKnHrnIZe7iduXM/tYtHRGCc2TmupeeDHdA52CliXAmmYcQ4riAw+rmSds/oCEX9nHZcYRg0ENnaUqgBEKbx1FngzQWnPZ+UYEzW60gp7BhjWw5PvUhpMSjDCru6iIg+C661iei0TWHgGT+Rp8CIYN51+JHXX8fdixdx7d49fHRwB/PDORYHCxhjsD5ZI6WEK29eQT/vyzTYDOcszMKgm3ealVM7Z6YIQAsqoY4RNwbWW6TS/V5fS2MFfubLOPWIadiMM7c2l3iCuoHpATFATvonUEKQHbzvYIxrY9ErEcE0jS2zUgOXo45FRwZKh84m9NnBRQ151im0DtbZ1hVfQ57P8nvY55mWRUR0blljcDif48tXXsG4GnHro1vwndvZKZCkocjOO0SJra3S2NINM5Wg5ZLFs1PgqWHLMSHK7kQy6y2ADiGEreJMRkpoH+t9OTscJljrEEubaaWPZ2AM2sfWAo8px7FqZ46GykXN2elmrd10GJblaFcH57ov8uUnIiIieum9zPuqs66Ddw4X5nN8+coVHK/XuPnOMf7N4Ry3Pr6N5d0TxClgwCa/0jgLpIQUEozVjBrrrcYQjAFhnDANI3yvAcUiAtgMEduKPcYYpKATtABdV+/vX9DuntLBDtT1cSjHriZM07BTZHGuh3cdnO9grWlFmBAmdJ0A0M6eEEIJUN5s3Nb1un6eiBgF1vdaOCoTs2pXvwGQdvdgH4jFHSKiz8hZi8t7e7h08QC+90gxIacAQH9gZ5Oh/ZRq5yhWmZrVOnq27pOwybi5H524pbsEKQ7ISIghl5C4TQdPCA7Gus3FIyWkUx06Iga1o78m+gOAoIw2L+PdtWNnU/BJKWIcB3TdDDFaGOGpACIiIqIn4Tx0yxsRGGvhrUXvPXrnMPMeH77xGlLUMOSTuyeQMlHWGAGchcTa0ZI2YcYhIkxBMytFtoaYnJpYawzE6CallOEkPmckaxFjhMkGrUSSNAw5pQRr/af+TbzvNRDZGsAIJG936dvW9S5idVMXSQeRtOleZeDKqeEkuay9c95MAYshPpnMHSIiuj8jgiv7+zgZLuGbhwuEUTtpJGdAzE56fy4/8OtFBgCMEcT6tjVbYx03nTq1k6eqwXCSdfdhGmtRJkKS3s/aDtYbuMnDOQ+BXsRi0vGOpiT7G2N3jmPV8eYA4KxvQcs5ZxjR6QL6MRkpRkxYY5rmbXw6EREREX0+53FNZY3Bou/Re48/8MYbWI4jVscrHN062nTKdB5hChDR9XGcor5tDKY4IYwBcQo6Nt1uNjZD7frZ2jjV9bSOWTfGIEza3R5jhPOurdXbbdHCOb/J1xSdjptz1iJQSDubpLUD3loD3883sQ2l6AQjGFbr9jmM0ZzOJAl52i3i6Pj3TQ7Qw7C4Q0SP7xxedB7kcK6BcK+9cxXDatBjVEHP6hqjwcrAptvGWIsoogn/cTNFK5aLyibpf3OEKplNBo9eRLCp3m+NX9THSogxofPaJurihJRTmaK10pweEQg0x6eOcATQApVFrzyw1sGihrtpy2v9+PpcUoywzsNZXk6IiIiI6LOzxuCtS5cwhYBF12F1vML6ZI1pmJBSwvLeEjln9PMei4N5myoVY0QYJgSgrL8trDWQmYfvtfCiQcsRcUgIU9jqoM+Yhgm+c/AzD985xKCbm87bnclVVY4Jw2rAOEwIISLG0DZObZmECyNA29A1EK9h0HXz15QAaH3shHGsRSgLkV6PZxkDK3knM+hhuBonIvocnLVYdB1ev3IZ1+afYFgOCGNGNlmPTnkHa/WHt9ZkSqL+1o5C6+pJGWI06A3YdPsY2TrOlTMyUNL6TTl+hfJDPyOmAEx61zCNO904uXThbIo5CSKbc8UxxrYbsTmOZVpYnBZzAqzz7QIWU0AOm/PJRERERESflXcOV/b3EVLE+69fxs2PbmmnTcmn1HydSbvb67DAOiLdOx1MYgyMK5k7ZtMVH2uHTUpIWxulvvclxNjAWFs6d3Qk+U7+TSnIZJfbJq2IwEybgo7ZKgbpAJJcQpctjBXkLOXrMXDO6JRda1uOJoCWu1PzOms+0KOwuENEZ2LYrXNf1hjMuw5vX76Mb+7PsTxaYVhq4BpE4JyF9a4dx9oEu+mFJ8aoWT0xbbpyTAlIjrWyL5uLWsqt+GOs0VGQ0NBjLeSkdgRLxzmGnedbu3bQsnMScoqIScei67Qtp2n+OSElbF1wEkKcWsePMZsL0VlaRYmIiIiIHsaI4OLeHpy1eOst7Ywf12PLy0HS8eVhCq3YEmMqXedWizSlwJNPtbvUYSX6tq6xRQTdvNvJtKnHuraPyOnGppSYBS0ISckNCja09Xldr6eoR8IkATBoHfx1JLsGPDv4zqGbdfoxKSFOQbuFckYM+vfI4g4RPWmG9Z376pzDm5cv4+pbryJOEcujJeIUYUpQmytp/WIDxtW487HOWeTSolnbRXWcI1qHT5giTGnxdJ3bCWauyf8z7GG5vNcet6b9hxAQgrbyOOvb+zfjF3VMY4wTvJ/BlKKTTsGKyDkgZ1c/qOXrGGPR9wtkHdF1Ls+HExEREdGT563F4XyO//gHfgApZ7jO48PxQ1x45UI70jSuh7YRWjdKa3HEOYtsNmPRa/eM771ujOashRYdFwsAravHmNQmbYkRHXYSS7ePtTvP03qdbuU71+5bp27FSad3pZQhW537OuErtw1aQJ+Cjj43SKVj53Rhh6PQieiJSmc463keWWPQO4c3Ll3CarnGrY9uYhXWLUBZjIGY/KkfytrxsrVLYASmpOvXs7512JZO0QIkbY5nxRLAjFRHocc2alFHoddCjcCIgRgLkxNM7drJCTFOmxBl12nqv7GlKye2/1oWUIzt/TFOMGJhrYP3/dN9kYmIiIjo3LDG4HA+xw9dvQpnLdYna9z++NZm09PpSPMwaQEnOtuCkQG07negTM0qecq1e6cWiep9rTMwqRzBqpugaZOPqREKQQebbHcFiUCstCJRPTYWQwlX3uoi2kzv2qznAbRohNO/G8AIcsiIYdoZgvIgLO4Q0Zm0c6l0X85aXL1wAbdPTvD+oi/hynpGVgPbUiu01Fey7jRUxhq9OFiDlCYgbcLbaqEnp00r6Wa6lubp6DEsfb9zXcvN+VRLaZ2WlTPGcVUubK4VdsRowaYWfmKcdid2lc81TSO6roe1Ft53T/cFJiIiIqJzpfceX7p4EdYYXHvzDoblgPVyretr4xFtanNegg06iTYmHU0uuqYGAAG2cmtMK+7U7pwUUtmMLd3tMbVN2qplUaKlG6DMPt+MXc86iat2FNU8HX0/dtbuxujxrVrsqY8RwyYPUz9vREzhTBEILO4QET0BRgSvX7yA9TTigzdewcndJVLUVkxXxiyK0RGN45CRU4S1prV5hinqjkE5K+x7rxO1ps3ow5wz0piQyqStaVq3sOM6onya1ghhREp6HCuEEev1CULUir8xDl03g7WuPW6KARkZ1voWqOxcpxeTGLBcLtsFbTbbK8e9xpbRo0fAmLlDRERE9DSc5+PvFxcLzL3H7A/9GP4/Irj+3nXc/OCmboqWCITeWfSLHjlnzb5MaWe6VIoJsYwjjyG2WIGUEpCwGVO+dbSqddrUjdaUIVa0YOPspoO+FHjq+HTrLHw5ctWOaJU1fYhp87glkyfnVKbX6v1DmHaKSnXNfZZvARZ3iOhMjIhm7phNWBjt6pzH5b19vP32VVx/7zpijJiGCRJkk4Bv9Lxt/aHtO6dV+1btL3k79XU2ghxzK7qICOzMwgPoYrfz7zAf9vUM8mjRdTN437c2z/X6BNM0lgKPnhcWEcxme6U4pM9J83dCub8WijTNv4xNL62tRgz6bg7nunJMy4CIiIiI6EmrE7T+8Fe+jO8u5sgx4e6Nu5sYA2CzTnYWKYqOPQ+bzUdrbeveySnD+q38HLsbk4C06cLRYlAux7FKTIFEhDG0z2ukvF8fYGd9brKBtQbBGs3QCXUYSW6DUKxF+32gfmwtHKUUP1WsehAWd4iInhBvLRZ9jzcuXcK/v7DANIyYhmmn6t8KKaYcmSoXkDresZy8haRPF8/qD3tTzvrWcGVALwDe9+1zeT8DgJbDowUZiymMu+eLrYW1vnXgtJbQuNRJXkkzfHQ6lmkjHQHA2HKUy3mIsLhDRERERE+eEcGs6/DGpYtIOePOG0dYL9dIx2udLlU2Tus6G6jHmu4fRry9iQoASLJbVEHt1tlM1xJIe3v7+JQYaV0/pz9XLTglaP0oxQRj0TZ9d+IXUH9PcDoMJWfk8vwzNs/pYVjcIaLP5PRoQVJ7fY93Xn0Vr7xxBSlEDKthZ/qVtbVrBhiWAdMYSjU+tx/0MWKnU6deJOr7xegOgXeujU3MIcF7nYalGTha3NFCTwcRg8EuIcNSL1RZj1xZq+HIznWliONhrcdqddQukDVPp3b2OJeRnB7h6vsFvO9hLS8nRERERPR0GBG8cnCIme+w6Dr8f1cjbn54A7eXA6zR7JqUNyPHW5EnbWXgyKaDvh7JAjYTakWkBDTX41SpTawVY9qmbdWKNy7CelcyeTbdQi1nM9WNUc3hrJupdY0vIjDOtMeLMSBDg5YBwBh7po1UrsaJiJ4gawz2+h5fe/tNpJRxdPsY6WiFGPVcruscbDKI1iKWsLaa2u/LlKwwTkC5wOgELdN2A6ZxwjROm3DmlLTAU8LjvPdwTn+0a+EnwlqPvb1D9P0c07SPcVxjHFflyFYZ9VguGFqAcuj7BYysEVPJC4IgI2McBwB6kdmekMXOHSIiIqKng5uqyohgr+/x9pXL+PEf/SF869I+xLyLezfvwdhyZKoUZwDAd76sdyNSyogT2tGtME5IUYs8ztvN2lsE0zAihgTrDFLKCFNEzqF9rDGCnRCcnPXIVf17eRwtDG3WyBqorG+7zu1s4u6+bQDElqtZ1/2PwuIOEZ1ZOUlKD2FEAGPw2uEhrl86xPWL+xjX4+5krFK0sdYgOoM81XO8tiXrb7p20HKO8tZoxJwzwhha0SjHhBjTqU6fTbW/K/k4znndVTCmdOFop04t4NSP7fs5jBjEFGCN06C4MmYdOZe8Hf/FvbBEREREdO5ZYzDverx1+TKGELA6XmFcjwhjQIppJzNHpBRNjAFS3H0gEQCb7hkdcpLLMJNyZEoEIjomvU64EmNal89mfHnaWacD28e09O85Qz8WCeItRDalmDo1q6pjz3XT1e+s7x+GxR0i+kwYqPxgRgRfunCIu8vLuP76bRzfPiodNgYpxPYD3HoHG5OeqZ3KxcU75AzEELVrx2oafx3ZWIOPc86YhhHjOKJuAdQ8nXoRaNk4RmC9g0iHOHkY4+Bc37pxBLr74H1Xcni0aBP7SXczrENGRowR3q/aNK2dz8MdJSIiIqKnguvuXUYEVy9cgLMGc+9xdOsIR7eOsDpewTqnm59Bu9urtmFaOt7rUSgAuhZPCTFmjOuhvV9EYMpxK+3E0TVz7cZpmT3QtXurKG1N2DJOIxlSiHDebY6HOd0wTVHX9GFrPHuKESlHGLHo+75t/D4KiztE9JmwPfThdEfhEoYf/Aquv3ddLwR2QooRJ3eXmIYJAGCtgYhvYxdru2f9+d2mZ23vDMRNYn7Xde19UxgRphHjuIIxDsZYWGsRo4NxWhjys67926V+UUak1wA6nYhlrcX+/oUSqBwhYhDCgBhjeWxbHtttCk1h/MJfYyIiIqKXiU5ekt2x14aFnfuxxuDS3j7mXY/VfzThW+9+gI+/8xFO7i43hRgIhtWoo88B9LOuHLPSSVc5agEohjpERNfEztsy3jzBOq8dO+WIVcvrAXaiE0QEGYAxRt9fuvE1Zye3jiJjzU4ByFjdhAXQJmn5rocxAj/r9P7Qrp9HYXGHiOgpMCKYdz2+dOEQF1+72FL1a+5OLmdzK7EGOaSdoDeUwokxAhiBhUGYIlIp5uSyq1BZa/XoVB2tGHMZfe5gg1b8rbEQq9OvnO9gnS8TtbLeZj1cCVC2Np4Ke5vKn5ug5zphi4iIiIjoi+SthRHBl69cwWocEaeAafwI0zAhlmW2867lWxprgJhgk0YhJACSNxupKMeumlNr3NOb2znnT8VW1MLOaWIMxNRjYtK68gEtCMXyuTQjCDDObo5/GTn9VO6LxR0ieizboV/0cIuuw2uHh7j6xisY1yOW95YwxqBf9LDOYnm0bAUa6yxyTAC0cGOd1YyenFsYm4gAMrXU/5C02KLdM4AxDt4LYowIYURMATnmFnbsM9rjWGvgfQ9jLFKKiLF0EjkP67V91MK2f+cYJ+Sc0HVWp3uhFo4MRAzzmIiIiIieEq67H8wagzcuXULKCc4a3Ll2Fyf5pHXL1M3IMGq1x9hyHCrlU5uYmpvZNlmxed1zBiTnNv1qO/6g/r1l94RNto/Yzch1gZR18+ZjYohletbmc8Upls5+2SrsnO3fn8UdIjozXlgeTw18+4l33kHKGdN6xK2Pb+vxqN5j3+xjdbwqqf7lhzcA4zQ9v+XzbF08tOgjEJNhrGgnT2kldc5DpIMIMAwrDMMK47jGanWEEAaEMIPIvp7btQY2O83jsQa+75BC2uwKlDPC9YhYnOYlY8foeMYcEWOEtRYCc6ZWUSIiIiKiJ81bizcvXcbFxR5CTPi9b34PNz68ifXxCq7zrQNmfbJuo8hbQcVsdc0n6JGsQoxpR7rwgA3ums+TYkSKuj5PsRSH8ibfp3bfbAKcY1vra2eRFoV8XwadGGkbumLMmeItWdwhInqKjAgu7e3hrcuXcPL2Endv3C3jFDOMM3Cd/hjOeSo/uLd2AbZD306fty7dOiltwtdqC6e1elESaFfNNGleDrDGOHZtypUex9JxjrqbsDlPDLu7W2G9bceDUxIgGxiTITDlPsxgIiIiIqJnw1mLvb7HD169ipNhgBiDD7/9IYASbGwMnHetW6YWYIwxSJJajiS2unCMNUjAZnjIqUEidY2eRXamXZnWsbM5VrU9znw7twfQNbfr/O503SKnDDnjOpvFHSKip2yv73H18AKOXxvw3uI9pON1y6qxzgJZJ1EZa9r527w1UlHzdTbtoTnV+2Qg1ds3hR3XORirhRotGCWEMLXjWu1x2oXCwlq0wo4eA5N23GszUcBiGjSAOSOV4LhyAWJth4iIiIieESOCzjm8cfEijtdrpJxx++PbGFYD6oGqGj0Qpk1nfN0grbaPWG2PO2/KhCt9U9fip7t5akf79rGq7bvkjFYgalO5bO3oya3QpBmdsay2H73YZnGHiOgps8bg9YsXMes6vP/D1/Hh73+EezfvbUabO4uu9y1/J+eMYTlsCjhVzghT3KTyG2njFQHAd64VeMzMw/cd+nmP2WKOYbVGCCOmcShjzB2st4iliyiMoUzM0qJQP+taYSeME6ZpQowTxnGNWBLq6sQAY2zL9SEiIiKizy7dp0vD1AIAIxIead51+NrVq7iyv48pBnzvt76Pk7sniEHjBIwxsF4zJKcxaPGkdNHUfJ7NSPLN7W3YSdoUXqq6pq+Tr7aLQ9u5PjtFoq1R7CnEduzLWCDFrbuZms3D4g4R0XPBWYuDWY8f/vJbGJYD4hRxfPdYO2ykBBj7CAkRsZ7NFQEM2gVHg+F0etZmR0AL//VCk6KGHOd2PFi06GMWiLHHNMy2pmPZVqDJOSOFTRtoDEnP/4aIcRgQ4oSUIrzvYa1vjz2Oq1bsISIiIiJ61nrvcWlvgT/81tsYVyOuf3ADtz68BQBlsIiF7zuICCYRTIMOFoHR8eYpJe2U3+rigQhS2Bzf2llD1w3apGvyklpwqrCzue10nIHY0xO6atdO2HT1M3OHiOj5YI3BzHd4+/JlfPDaLSyPVji5d4IMQIx2wVinYxklbSf3A/UKkSUjxQhpR6cMJg3BaWn8AMqRL7tpNzUG1gus07O+w2qtj1emctXCELZ2BOquRc4ZKUekFCFi4FzXPhY5Y5L1fS9SRERERPT47tedc79uHnqwuu5+8/JlfHL1LmJMOLlzgnE9tiladis4WYeblL8YQLLoIaiSs1Ntr3n1ZtnEKWTT/o6t2JztNXo7bnWqC+fT07c+29fN4g4R0RfEGoOrFy7gR998E51zuP3JbQzLNWLpmNHJVTp+fBqndkEx9aRtFhhrW2HHOAOZdGxjHZ2uHThx5/O2NtKye2CMRYwBq5Ml+vkMzjlYZ5Cz1aJO3OxUGGfhXAfvZzDGoJt1LQQujAE+zhDDhJjYvUNEREREzwdrDC4uFvj6l7+CK/sHCFPAR7//UevSceX4lB7FypjGCXGKuuFaOmlSyghT0LVxqb20Ddgy+OR+04QftOkZQ9zJ+tFczd3BKTlliDVwZvPc9P6P/ppZ3CEi+gJ5a/HGpUswIvjkD9zEh9/+EKujZdlFMLAOyNOmo0aMIALlorI545tSQp5yGZ++fUFIiCEh1wwdWzqCAB2zXkZBtjGMIWGKo7aD1otHKR7FKSDGWnjSkGUA7UIUY9CWVMtLCREREdGTsL1Oq39n1s5ndzCf4+3LlxH/4NfwjZhw98Y9HN851pHo3m1lSAqCjTphdqugYp1FEimbp7v/Drp/uunu0aiE7bYdzcup4hTb48KadswLpzp5DE5NzOK0LCKi59Oi63Blfx9vvv4q7t28hxQihtUA6yxiAIzNLW9nWy3WAPj0qMRT963TuAC0j6lneEUAY8oRsHqNqhcV8+nWUWN0XDqM7BzX0vfprkcyDFQmIiIioueLtxb7sxneunwJ77/xKsRoh/xwsm5r4hjtTgEliXayA7rB2W4vhZrtvMuc8876PO/UZTJgWwDP1ufQrdnto12tkydn5Lw9rQv37Q66HxZ3iOixnfUHDN1f5xwu7u3hx995B7ePTwAA19+91jJxgK1WzaRHqrRDBzDWIUwRMUQ9hlW6e4wRoI1SNK27J8YIE83W+7Uzx0oGyjEwYLMjsN0ZpIFzpk3kqsFu+nbt5rEwptuZ2kVERERE9LzonMMrB4f4iXfewe/P55jGgE++94lm79jdNawYgzCG0jkfylrYASljhHbm5JiRUi5TrBJ837W1dEq707G2Hz6ltJmq5SxyDWVuw1M0hqGuw+sQFRF27hARPbe8tbiyv4+vv/MV/P5ijmE54N6Nu/q+zqGbdQghIIXUjkelmOBK+6h4QbJpp3tHtLQPI+ViE1M7p+s738YzupgRo77f9gbGWm05Tfq5QmkZNV4vEdtFp5yzHvvKGSaZ1l7KQGUiIiIiel4ZEbx2eIjeOVxYLPC/ieDezXtY3tWNVt95WGsRQyjd9BHOO0zjtLOm1hHmOq5Wp2ptOuZ3u29K3mXY3GathXElO9MYZCndPNZoJ5DRz2FynYorsDHtHvV6CBZ3iIiekc45vHZ4iCEEfPL2qxhO1hjWoxZdvG1ncF3vgRL+tnPcypjdo1lbjDHIzkKitpXW874ioqFtEWXHIen0LSMADNKprqzt8Y/1cTcsxtqS+oDnQURERET0POicw/5shjcuXcRbX76Kj6xBDBHr41XJ19EBI1UtyMSUAewGIYsxcM4ilqLO6e57QI9uhRTa321fijZmqwhUuvA1oBntMernP53B9DAs7hARPUOX9/chIjj5gQF3r91BvnkPq+M1fOeBrB023azTsefjhHE16gVAZFNo2QlyKxcPb2GdQUoZ42rYBDDL5oxwjAEybjJ5ti8cu504oqFzZQR7TfTX4lJGGCdM0/T0XywiIiKilxiDk5++edeh9x4//pV3MPMdYkz48GilR6Csgd1aAqdk4MrI9BjHdnuNQTDWwKa8M0q95ugAeoQrTJsN1tx5CHQtnrbCeepwlLrG3kzS2nnQR2Jxh4jOjBecJ88agwuLBf7DL38Zx+s13n33Y7z/e+9jGkZt+zRGz+c6g068FnmGCTHETfq+bFpD9a/leJazLWc5TAEpRKzGANe5Mta8b10943qEGAOIwHeuPabuKuhj7HTn5IyYdSdCrIE33Rf3ohERERG9hBKPuX8hjAhev3gRi67D25cv41/0Hjc/vImjW0cIU4DzDtZZQAQTAJszfO9hrW6cbgaLGBgn8DMPpE0OD4C2LgfqIBTdtAWALLsd7ynEll+ZQtQptqWrR49+8VgWET0FDFN+8ry1QNfhB157DTElrE/WuPbuNVinockStXqfAPjy+ltnMK433TIZQK3C5JwhQDuyZbbD4rbGMdb7pjI+3c8sjGyn/WuYcy7BzdsTuurxrjpanZk7RERERJ8PN1K/ONYY7PU9Xjs8xB/46tv4TufgOofbH98GgFa8cc6WEOSoQcsxIoWIGLWQE4G2Hm4fZw2ssTu31certjt96jGtensOW4WhdPY1Nos7RETPAW8t3rp8CTlnHA9r3L1xFzFqd44IkEpbpnEGYjXIOGyFGQsE8dQOAUrXjTECYwViHAJw6kwwgJgQJaKTriX4x5BayFtOCRmbQhCSduuYrK2qWdBGNhIRERERvQh67+Gdw4+9+SasMbDeYXl3iWkYEUMq0QUOJmfYcjxLgiAAOuwkpRK2bGCd3eTxnMrhqevyqm6a7mRblo3VFsS8Uxg629fD4g4RPZb7dWhwl+HJ2Otn+Morr+DCYoFxmPDJdz/BjfevYxoDoPsCWz/wgX7RI04BKWrRxXqnF4WUNuMZc4bzmx/1vnO6I1DC21KICCFiGFaw1sLPPERKXk95XDEG1gA2ayvqNE66Y5HLVC1rznoUmIiIiIjouWFEcHl/H1//8pfx1VdfxTf2F/jet9/H7U/u4OjWEazXzh3rrA49cTpl1hiDME5ts9W27h23c9Jhu8hTB6NYr9OxUoxIMUNaYUc/pnbL55wRp6hTbs9Q4GFxh4gey/2OZfF88JPTOYcL8zl+7Mtvw1qdmHXj/RuYcobkBKTScYMSaGwMDBJy3j0aJVImZm3tAujtm/uloAUhlIDmOgpdROCM1W4f2X0MEcA5h2QSUoi7OT9ERERERC+g3ntcAPCH3noLvfP46MpNfPDtD7G8t2xZl2IEBoDpnB69cgZmDKUAk9oRqhqMvDOtdruTZ3usukUJTN7EK7Q/y9vGbAaaPAyLO0REzxFrDBZ9j6+88gqGEDCuRxzfPkLOGVMaIVaQkqb5S9IzvQmAMRkPylqr3T7bfwd098A5t8njgV5DYojteJYYDXWOaZPVY6yOTc92K+OHxR0iIiIiekHVNfibly5DINifzTAOE66/dx3DyRrjoFmXOrZcYxJqwWbIGXEdkUpgMpIes4ohlclaAinr7dNdPbneZgQ5bvItgc2a/axd8izuENGZpVNFgorHsp68Vw4O0DmHqxcuYFqP+OT713D3xl2kmOBF2rErZwRIGblzyCcDQtIJVmGKpbMmt9GOdWxjPa4FACGENlZ9s5uQMI1TC4eruwU5AWGK7UJWj3gZIy3hn4iIiIjoRdU5hy+/8gquXriAd155Bf/2S9/Fxx/dwMff/QRHt45KMHKG9Q6mNzqFtuTtTMOE1dGqRR8M6xHWWnTzDrM9V0KWtZgzDlObgmWcRUxpsyG79TuX65zej8eyiOiLwGNZT8e86/Da4SH+ox/7Yfz23gyffP8arr17DWGsU7DKZCvR6Vh+5ksYskXOY0nyDwhBc3ggAuc8rNcLUD32lZIesQL04mKthUHSf1cRZJtb+2gt9Gznv4kxO+n/RERERPT4uKZ+PhgR9N7jyv4+fvwr7+DG5Sv43tUr+P633sfJ3WMsj1YYV2O7v7UWe4d7SClhvj/HtB4xrAYM6xEx6pSt0YywzgBlk7SuzQEgDBNSGXuOnDGNoXXGO+jmajrDOHQWd4iInlPeWlhj8OUrV3AyDDpJ6/YRlkfANIybNk5o26Ytif6QCBsskncaxBZT2Q2ICEEf25bjXNutobpRUEeeA2IAkfyphcZ2oxaPYxERERHRy6YWeF47PMSi69A5hykE3L5+B3eu38Xd63cRgw42MVZgyrErV0aqizUYViPipJNva+e8dsvXz5LLGPStT1zyMet/MQjiFO57euI0FneIiJ5jRgSvHh7CO4fXL17ENAZ8+O0Pce/mPQzLYae4I9bAWW0Pdd5p+NsUEaaAaZgQxgnDsMI4aoXHGIe+73Wsud+9HOSckeN2QPPWKEeUQLg2tjG1biIiIiIiopdF5xwu7+/j4t4evnThAj66cwffv3ED3/r338fRrSMsj5ZIUWMLrDPoZguNSLgwYb4/x72b9xCGCdMYEENEEh2xXidiAYDvfOuqt9YixYQwBe3CTxnTNLG4Q0RPnxFh5s4X4GA2Q2ct/tjX/xB+/eI+rr13De/9+/exPlnvtGm2JH6bt/4OWGeR5h26sce0HpHK9KuUMl8MafoAABvlSURBVJB0R8GUsY7t47ZS+VNMSKmOZAyAKRcgV46GsYuYiIiIiF5SRgQXFgvMvMfVCxfw1pUrePfGDXxy7RY++d7HWJ+sy/GpNXzv4TqPi69eRD/vEcYJ43rE0e1jTMOEOAXEkNoa3lgD5yzE6rp6tugxjRbr5Vq79c84vITFHSKiF4A1BrOuw5cuXsQPXb0KZy1Wx2vceP8GhtWAaZx27i/WwOQMwCAlHZcuYpFdRu685uykpGHMtcgTIrLNLUR5u3NnZ5T6fRLd2khHIiIiIqKXUF2P997DiKCzFgezGcQIbn9yG6t7KwyrAamsqY0pgcvWwDiLlDLWJ+uyOTu1tXaKCcmU9bop02qtgbUW0dgzde0ALO4QEb0wjAgOZjP8wTfewGuHh7BGJ1/d+eS2FndSRt7KNTbOQmJCDDpeESnDOqsJ/jG1/2KMyDFgHEYYa2Gt0yJQTCiZylosKsHJqXQH1WlaZ73gEBERERG9yEyJJri8v48LiwW+fOUKvnTxIr555SN88vENfPK9axhWA8KgRZ7Z3gzGGnS2QzfrsLy3hLUGR7ePkUuIcooJAaF1ztcuHdc53YwdH/GkChZ3iOhzSfnTgbv0dM26DlcvXMAf+5EfweW9PXzvo0/wnd/8Lm68fwNxCkhlPLmUXYLeGuSYEGNCGCdI3KT0T8OEGANinBBjhMka9ubFt8+XUkYKelWx1tWoHf17mbzFYGUiIiKiz6+Nw6bnXu3k+eqrr+K1w0Pcfftt/P5XruE7736Ie9fv4u6NuwhTRAwB0xhwcPkA+5f2sXdxDweXD3Byb4n1yRqro2V7zNrtk0LUIOWYkFI80/NhcYeIPjdm7nyxjAg65yAi+Morr8A7pxk6KeP4zjFW95YIIcIBEGd3PjYnTfQXMUDngZMBAGCth4gt3Tm2FWv0D9FJXCWDRzt6MmKswczS3kdEREREdF5sr8u7su52xuDjSweY7c9x98ZdDCdr5JQRxtDyMMUa9IseIoI4xZ0IBOcdkjWIMUHsBAnmYU+hYXGHiD4XFnaeHW8t3rp8GRcWC1yYzzENI669ew3XxoDx7gli/bcxu+POjTE6stFlLczAfapAs92JY4yBdXoEK6VcjoBF5JQQY0BKhp07RERERHRueWvhrcX8lR4X9/bw1vExvrO/j9937+Po1hEAYFgNyCm32APfOVhrEUadppVLwLL1FiYKUu8xrkYECWd6DizuENFntunu4C/2z4o1BofzOfb6HhcXC/z+D17DN7/7Hn7v3/wejm7dw+p4DT/zcM7Ceguf9biVjls0mO3PkWJsF5mcdydjIWXEmJCzbTk7dUzjbG8GAO28MBERERE9eVxrvziMCC4uFjiYzfDGxYv42tWr+OjuXXzv+nV88Hvv4+TeEqvjFYblgDhFxLh15Gor6sA4i84IwhjKux7dvcPiDhHRC86IwFiLi4sFvvrqq5h7j5wzrn3/E9z88BZO7p4gxgRE7OTj5JzRzTxSdHrMKsQyahEwWcOas2iwcgp64QljaRm1mwtMna5FRERERES6Adt7j1cPDzDrOhzOZtif9bhx8y7uXLuD2x/fwvpkwLgesJ4iwhgQpgBjDXJKsN61zdkayvwoLO4Q0efG0Lfnw6Lv4Z3DhcUCMSd8c9bBOocPv/0hxvWIGOLOhSFnwHV+p7CTc0YuYctwtkzTSprps52zEy3gMmC0sMMdJSIiIqLPj4NKXh5GBHv9DPOux6XFAofzOd4/uI33DxYAgOPbxzi5Z/RIVs667p40SNl1Hlj0GrA8d5p/+Qgs7hDRZ8aizvOnnvf9iXe+iq+++io+/qEfwL/80u/gg299gNuf3MHJ3WOkqN05ftbBlrC2XMaiG2vgOotxmKDNOAYpGRhTOniSYJo0hDkGh5SjdgOBnTtEREREn0ddW59eYnPN/WIzIui9x9tlbPp/8PZbeP/LX8Z3r1/HR9du4oPf+wC35rewvLfE0a17WJ8MyMdrLO+eYO/iPmZ7M8gZhpewuENE9BLy1uLCfAFvHfAf/ii+dfUyrn90E+/+7ru488ltDOsRw3KA6zTd3ziLtBogZYR613uEEJHLCMacs45ET0nHqOeMKYzIOUGEnTtEREREn9futNJP304vPmsMZr7DG5cu4WA2w5evXMH3X72M9977GDc/uqUbsh/fwrAcMI4jcO8E43pEmB49Dp3FHSL6XNg6+vzqvYd3Dn3574O9RTuadXTrCMd3jpFTQv0XTDHD2AzkDLEGJmUkY2Cc1SyemJCzFoNySsh50gDm9OiLDRERERHReWdEABEczGZYdF0LX555j/nhAinqsawjc4x4N2EaRoQxIEUWd4joC8ACz/PLiGDR9/jal76Ed155BT/y+hv4jR/4Pj748Bq+/zvv4tq717A+WWNcjTrqPEYMqwzrdDqW7/zWVKyEaQyIU0AMCWGcMAwrTNOIGKdn/JUSERERvdgedCyLXk7WGCz6Hou+x9ULF3Dv7RW+//Zb+P9d+N/x0e9/iA++/SHu3bqLaVq13MuHYXGHiD4XI6IVaHquGRF45/DKwQH+4x/4AXztS1/Ce++8iX//e9/HzQ9u4sYHN3D3+l2EcUIYA3JKMNZCjCBMYeecr7G2Td3KGTDGIaVHX3CIiIiIiOjTnLW4sFjga1/6EsIfifjmly5BrMH1dzusT9aw1j/6Mb6A50lEL5m6q8Dzvy8WI4LOOVze38de32Ov75Ez8MGlfSwuLPDxdz7GyZ1jnNxbIk5a4MlJ/70la66OsQa5HOQyVmCcgYNHjPxeICIiIiL6LIwIjLWwsxm+8sqrGKaAm1+5hfXxCmIMjGWgMhF9AVjkebFst4Be2d/HvbdX+OQH7+LfvvH7uPbudVx79xquv3e9hLcFWGthDSBl7HmcdFyjiP4dDjDm0bsJRERERET0YEYErx4cYAoBd//gErc/vqW3cxQ6ET1JHMP48um9x2VrcTif4+rhBdz8kWN8cvcufvdb38e1d6/h9se3cPMjTeyPU0BKGTlnGGPgOgfrLLxxnx7rQEREREREj80ag4t7e/jhL72O77zxHlLKZ9pMZ3GHiB4bO3VeLtYYvYgYg957HM7nMMbgwqsXcPuT2zj4zke4/ckdLI+WWN5dYhpG5AyEEq4slqPQiYiIiIielM5aXNpbYP/SPk7uHkMMO3eIiOiMvLXw8zkO53O8cnCAH3n9ddz56hK//fYHeO87H+DWx7fxyfc/wb0b9zCsBozrASGMz/ppExEREb2U6gALbqKdP85a7PczXL5yASd3T2AMO3eIiOgz6JzDlYMDXN7fx5uXLuH4az+Eu8sV3r91C9/+/ge4/fFtXH/vOm68fwPLoyVWJ8tn/ZSJiIiIXkpn+L2eXjK2dNT/wGuv4Xi50pzLR2Bxh4jOjLsG54sRAUQw6zo4azHvdMLW4XyOW2+f4NrX7uL6e9dx7+Y93Lt5D/h/PutnTERERET0chARXN7bw6WDfRjH4g4REX1OdYR65xwOZjO8eniIMUw4GQa8+8ZNfHT3Dq7fuPOsnyYRERHRSylxpsm5ZERwYbHA5f19GGsfff9H3UFE3haRfy4ivyMivy0if6ncfllE/qmIfKv8eancLiLy34rIt0Xk34nIT3zur4qIiJ4b3lrs9TO8dngBP/7OO/gTf/g/wM/+sf/kWT8tIqIXEtfaRET0IHt9jzcvXcKs7x5530f39gABwF/JOf8ogJ8C8PMi8qMA/iqAf5Zz/hqAf1b+DgB/EsDXyn8/B+AXHv9LICKiF4E1Bp1z6L1/1k+FiOhFxbU2ET0UM3fOL2sMLu3toXePPnT1yOJOzvmjnPOvl7ePAPwugDcB/DSAv1/u9vcB/Ofl7Z8G8A+y+pcALorI64/9VRAR0QvDMI+JiOgz4VqbiIgeZq/v4Z/EsaxtIvIOgB8H8K8AXM05f1Te9TGAq+XtNwG8t/Vh75fbTj/Wz4nIN0TkG9evX3+cp0FERERE9NLhWpuIiE6zxpxpsM2Zizsisg/gHwP4yznne9vvyzlnAI8V85Rz/sWc80/mnH/y1VdffZwPJaLnjP4IICIios+Ka20iehAGKtNZnKm4IyIeerH5hznnf1Ju/qS2gJY/r5XbPwDw9taHv1VuIyIiIiKiU7jWJiKiz+ss07IEwN8D8Ls557+99a5fBfDnytt/DsD/uHX7ny1J/j8F4O5WSykRERERERVcaxPRozBQmc7i0ZHLwB8F8GcA/KaI/Ea57a8D+K8B/IqI/HkA3wfwX5T3/RqAPwXg2wCWAP7LJ/mEiej5weNYREREnxvX2kRE9Lk9sriTc/4XAB5UK/w/3ef+GcDPf87nRURERET00uNam4iInoTHmpZFRERERERERETPFxZ3iOhzSTkj8XgWERERERHRM8PiDhERERERERHRC4zFHSL6XIwIjDDCn4iIiIiI6FlhcYeIPjMpRR1hcYeIiIiI6InhOpseF4s7RPS58IJDRERERPRk5ZJpmZltSWfE4g4RERERERER0QuMxR0i+ly4m0BERERE9HSwS57OisUdIvrcWOAhIiIiInryuM6ms2Jxh4iIiIiIiIjoBcbiDhF9bmwXJSIiIiIienZY3CGiz43tokRERERETw43T+lxsbhDRJ8ZizpERERERE8Pizx0VizuENHnkljgISIiIiJ6agQs8NCjsbhDRERERERE9Bxhhzw9LhZ3iIiIiIiIiJ5TGSz00KOxuENERERERET0HGIHD50ViztEdGZGhKFuRERERERPQV1nizBImR4fiztEREREREREz9j9unRY5KGzYnGHiIiIiIiI6DlxusbDaVnnW8pnS11icYeIzkS2jmSJkXab4W4CEREREdETc3p5zUDl8+14vcYUwiPvx+IOET2W7dbQnDMSQ96IiIiIiD43bpzSaTEl3F0uMbK4Q0RERERERET04okp4d5qhSnGR96XxR0iOjPuJBARERERPT3siqdty3HEjaMjTCM7d4iIiIiIiIheCNxMpSrljJvHx7h+dIQU0yPvz+IOEREREREREdFzJOeMOycnWJ6skBOLO0REREREREREL4yUM0KM+OTuXRzdPj7TcT0Wd4joc+PZYCIiIiKip0PAo1rnTYgRJ8OAG7fvYnW0BFjcISIiIiIiIiJ6ccSUsBxHrI7XGIfpTB/D4g4RERERERER0XNiihF3l0usT9YIZ5iUBbC4Q0RERERERPRcEBEIJ2adaylnLMcR1+7dw7AaECcWd4iIiIiIiIheGDlnZOZZnms5Z0wh4Gi9RpgCUsrAGb4lWNwhIiIiIiIiInoOxJQwhICj5QphDIghnqW2w+IOEREREREREdHzIMSI9TRiebRESunMnVws7hDRY+E5YCIiIiKip+P0WjvnjHymvg16WYSUMEwB42pEnCKLO0REREREREQvusTazrkSYsQYI8IYkGICWNwhoidtexeB3TtERERERE+XiMBw2X2urKcJq3HANIzatSOCs/zqxeIOEREREREREdFzYAgT1uOEaQxIKSGFs+XusLhDRERERERE9BziWPTzZwwRQwhIMW5u5Ch0IiIiIiIiouefEYFh9MG5lnLGepowhAkp5hKwfbaPdU/3qRHRy0REIDz0S0RERET0VKRTnTrMuTx/hkmPZIUpIE4RKaUzfRw7d4iIiIiIiIiInrGcM0JKSCEip4SUzpa3A7C4Q0SPIeeMzFmMRERERERPhREBx2OdbyFGhCkipfxYv3/xWBYRnVk9lsX2UCIiIiIioicr5Ywp6lEsYwS+c0gxAxyFTkRERERERPQCYaf8uRZTQo6bnJ2cM6dlEREREREREb0IUs6fClSm8yNlPYYVU0JKWf+L+cy5OzyWRURERERERPSMtVHoW5k7OWc28pwzsQQpxxAxjROQM84yD52dO0RERERERETPKeYrnx85Z2RkpLjp1hFjzhK5w+IOET0eZikTEREREX0xOMjk/Mm5/E/Oj/Xvz2NZRHQmvLAQEREREX3x5Ex9G/RSEYEYg1zydpi5Q0RPFFtCiYiIiIi+WPkso5LopbEdqt2OZJ1ho53FHSIiIiIiIiKi50Up8BhrkHNm5g4RERERERHRi4zHss6nehQrp7P1brG4Q0RERERERET0jKWSr5O3wpRzSq2T52FY3CEiIiIiIiIieg6kU4WcswYqs7hDRI9FIDuTszLO9sOGiIiIiIjORoycKUSXXn46Gv3R92Nxh4g+l9PFHiIiIiIi+nxyyu0oDqdlnS9G9Pcr6yxE5Mw1PhZ3iIiIiIiIiJ4j2507DFQ+P2phByJa4KvO8C3A4g4RnRkvLERERERET4/+Xs8193lmapBy6dzS74dHf0+wuENEn0lLb2fmDhERERHRE8HIg/NNROCMgfMO1lnknJG2jug9DIs7RPRYDC82RERERERET1Q9kuWshTH6O1cMUY9nneF3MBZ3iOjM6i4C6ztERERERERPnrMGYrVUk2ICcLbfv9zTfFJERERERERE9GgPOo7FaVnnhxFB7zyc11JNDPHsH/uoO4jI2yLyz0Xkd0Tkt0XkL5Xb/4aIfCAiv1H++1NbH/PXROTbIvJNEfkTj/8lEdGLJDFzh4iI6LFxnU1EpzEC4XzTY1kG1uvRrMfJXzpL504A8Fdyzr8uIgcA/q2I/NPyvr+Tc/5vTj2ZHwXwMwB+DMAbAP4XEfnhnPPZS05E9NxiwBsREdETw3U2ERHt8NbBWguxBsYazd05w176Izt3cs4f5Zx/vbx9BOB3Abz5kA/5aQD/KOc85Jy/C+DbAP7IWb4IInq+1Z0EMZsCD5t2iIiIPhuus4nofrY3U3POSFxvnxtGBJ2zcM7CGC3X6GTiJzwtS0TeAfDjAP5Vuekvisi/E5FfEpFL5bY3Aby39WHv4+EXKSIiIiKic43rbCIiArRzp3MOxhjklJFjejKdO5WI7AP4xwD+cs75HoBfAPCDAL4O4CMAf+txnrCI/JyIfENEvnH9+vXH+VAieoZ4LIuIiOjJetLr7PKYXGsTEb2ArDFw1sBY2Tkx8ShnKu6IiIdecP5hzvmfAEDO+ZOcc8w5JwB/F5uW0A8AvL314W+V23bknH8x5/yTOeeffPXVV8/8hIno+ZN5NouIiOgzeRrr7PIYXGsTvei4xj6XvLXw1sFYC+ssjLM4S4nnLNOyBMDfA/C7Oee/vXX761t3+9MAfqu8/asAfkZEehH5KoCvAfjXZ/5KiOi5ZOTTae0s6hAREX12XGcT0VlwzX2+aHHHwlgt16QQz/Q9cJZpWX8UwJ8B8Jsi8hvltr8O4GdF5OvQZJ/vAfgLAJBz/m0R+RUAvwOdAPDzTPAnesnwaBYREdGTwHU2Ee3gZioZY2BEYMqRrJzzGeKUz1DcyTn/C+C+XUC/9pCP+ZsA/uYZPj8RvWAMCztERERPBNfZRFS1qbTslj/3rAhcGYWec9bTeWf4HnisaVlEROnUD5aUMzIyLzpERERERJ9RXWPrL/OZjfLnmLMWnbOwLXPHnOnkBIs7RERERERERETPAWsMBAJjDUQExpgnE6hMRPQgdWchsWmHiIiIiOgz244+EBEOyjrHRATWGBijuTsicqbOHXkejlKIyHUAJwBuPOvn8hx7BXx9HoWv0cPx9Xk4vj6P9qjX6Cs5Z87bJSJ6zojIEYBvPuvn8ZzjOuDh+Po8Gl+jh+Pr83Cfe539XBR3AEBEvpFz/sln/TyeV3x9Ho2v0cPx9Xk4vj6PxteIiOjFxJ/fj8bX6OH4+jwaX6OH4+vzcE/i9eGxLCIiIiIiIiKiFxiLO0REREREREREL7Dnqbjzi8/6CTzn+Po8Gl+jh+Pr83B8fR6NrxER0YuJP78fja/Rw/H1eTS+Rg/H1+fhPvfr89xk7hARERERERER0eN7njp3iIiIiIiIiIjoMT3z4o6I/Kci8k0R+baI/NVn/XyeFyLyPRH5TRH5DRH5Rrntsoj8UxH5Vvnz0rN+nl8UEfklEbkmIr+1ddt9Xw9R/235nvp3IvITz+6Zf3Ee8Br9DRH5oHwf/YaI/Kmt9/218hp9U0T+xLN51l8cEXlbRP65iPyOiPy2iPylcju/j/DQ14ffQ0RELzCutT+N6+xP41r74bjOfjiusx/ti1hrP9PijohYAP93AH8SwI8C+FkR+dFn+ZyeM//HnPPXt0ai/VUA/yzn/DUA/6z8/bz4ZQD/6anbHvR6/EkAXyv//RyAX/iCnuOz9sv49GsEAH+nfB99Pef8awBQ/n/2MwB+rHzM/6P8//FlFgD8lZzzjwL4KQA/X14Hfh+pB70+AL+HiIheSFxrPxTX2bt+GVxrP8wvg+vsh+E6+9Ge+lr7WXfu/BEA3845fyfnPAL4RwB++hk/p+fZTwP4++Xtvw/gP392T+WLlXP+XwHcOnXzg16PnwbwD7L6lwAuisjrX8gTfYYe8Bo9yE8D+Ec55yHn/F0A34b+//GllXP+KOf86+XtIwC/C+BN8PsIwENfnwc5d99DREQvIK61z+7crrMBrrUfhevsh+M6+9G+iLX2sy7uvAngva2/v4+Hf4HnSQbwP4vIvxWRnyu3Xc05f1Te/hjA1Wfz1J4bD3o9+H216y+Wdsdf2moxPtevkYi8A+DHAfwr8PvoU069PgC/h4iIXlT8WX1/XGefDddIj8Y10ilcZz/a01prP+viDj3Yf5Jz/gloy9rPi8j/YfudWceccdRZwdfjgX4BwA8C+DqAjwD8rWf6bJ4DIrIP4B8D+Ms553vb7+P30X1fH34PERHRy4br7MfE1+S+uEY6hevsR3uaa+1nXdz5AMDbW39/q9x27uWcPyh/XgPwP0BbsD6p7Wrlz2vP7hk+Fx70evD7qsg5f5JzjjnnBODvYtPKdy5fIxHx0B+m/zDn/E/Kzfw+Ku73+vB7iIjohcaf1ffBdfaZcY30EFwj7eI6+9Ge9lr7WRd3/g2Ar4nIV0WkgwYG/eozfk7PnIjsichBfRvA/xnAb0Ffmz9X7vbnAPyPz+YZPjce9Hr8KoA/W1LYfwrA3a12wHPl1NnVPw39PgL0NfoZEelF5KvQMLN//UU/vy+SiAiAvwfgd3POf3vrXfw+woNfH34PERG90LjWPoXr7MfCNdJDcI20wXX2o30Ra233ZJ/y48k5BxH5iwD+JwAWwC/lnH/7WT6n58RVAP+D/vvDAfjvcs7/bxH5NwB+RUT+PIDvA/gvnuFz/EKJyH8P4I8DeEVE3gfwXwH4r3H/1+PXAPwpaOjUEsB/+YU/4WfgAa/RHxeRr0NbIL8H4C8AQM75t0XkVwD8DjS5/edzzvEZPO0v0h8F8GcA/KaI/Ea57a+D30fVg16fn+X3EBHRi4lr7fviOvs+uNZ+OK6zH4nr7Ed76mtt0aNvRERERERERET0InrWx7KIiIiIiIiIiOhzYHGHiIiIiIiIiOgFxuIOEREREREREdELjMUdIiIiIiIiIqIXGIs7REREREREREQvMBZ3iIiIiIiIiIheYCzuEBERERERERG9wFjcISIiIiIiIiJ6gf3/ATVJR1Ag/jNfAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"ds = pydicom.dcmread('../input/rsna-breast-cancer-detection/train_images/10006/1459541791.dcm')\nformatted_and_scaled = rescale_img_to_hu(ds)\n","metadata":{"execution":{"iopub.status.busy":"2023-03-11T21:12:17.539716Z","iopub.execute_input":"2023-03-11T21:12:17.540086Z","iopub.status.idle":"2023-03-11T21:12:21.864103Z","shell.execute_reply.started":"2023-03-11T21:12:17.540047Z","shell.execute_reply":"2023-03-11T21:12:21.863037Z"},"trusted":true},"execution_count":49,"outputs":[{"name":"stdout","text":"(256, 256)\n","output_type":"stream"}]},{"cell_type":"markdown","source":"Getting all filenames, also splitting the training data into test and train.","metadata":{}},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/rsna-breast-cancer-detection/train.csv')\ntest = pd.read_csv('/kaggle/input/rsna-breast-cancer-detection/test.csv')\nbase_path = \"/kaggle/input/rsna-breast-cancer-detection/train_images/\"\n\nall_paths = []\n# taking every 5th row for test\nfor k in tqdm(range(len(train))):\n    row = train.iloc[k, :]\n    all_paths.append(base_path + str(row.patient_id) + \"/\" + str(row.image_id) + \".dcm\")\n","metadata":{"execution":{"iopub.status.busy":"2023-03-12T21:11:54.200082Z","iopub.execute_input":"2023-03-12T21:11:54.200458Z","iopub.status.idle":"2023-03-12T21:12:02.280747Z","shell.execute_reply.started":"2023-03-12T21:11:54.200422Z","shell.execute_reply":"2023-03-12T21:12:02.279686Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stderr","text":"100%|██████████| 54706/54706 [00:07<00:00, 6850.10it/s]\n","output_type":"stream"}]},{"cell_type":"code","source":"f = train['age'].hist(figsize=(10,7))\nf.set_xlabel(\"Age\")\nf.set_ylabel(\"# of People\")","metadata":{"execution":{"iopub.status.busy":"2023-03-12T21:14:56.720103Z","iopub.execute_input":"2023-03-12T21:14:56.720452Z","iopub.status.idle":"2023-03-12T21:14:56.958379Z","shell.execute_reply.started":"2023-03-12T21:14:56.720422Z","shell.execute_reply":"2023-03-12T21:14:56.95748Z"},"trusted":true},"execution_count":24,"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":"Text(0, 0.5, '# of People')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x504 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"train.head()","metadata":{"execution":{"iopub.status.busy":"2023-03-12T21:18:19.910285Z","iopub.execute_input":"2023-03-12T21:18:19.911286Z","iopub.status.idle":"2023-03-12T21:18:19.930875Z","shell.execute_reply.started":"2023-03-12T21:18:19.911247Z","shell.execute_reply":"2023-03-12T21:18:19.930021Z"},"trusted":true},"execution_count":30,"outputs":[{"execution_count":30,"output_type":"execute_result","data":{"text/plain":"   site_id  patient_id    image_id laterality view   age  cancer  biopsy  \\\n0        2       10006   462822612          L   CC  61.0       0       0   \n1        2       10006  1459541791          L  MLO  61.0       0       0   \n2        2       10006  1864590858          R  MLO  61.0       0       0   \n3        2       10006  1874946579          R   CC  61.0       0       0   \n4        2       10011   220375232          L   CC  55.0       0       0   \n\n   invasive  BIRADS  implant density  machine_id  difficult_negative_case  \n0         0     NaN        0     NaN          29                    False  \n1         0     NaN        0     NaN          29                    False  \n2         0     NaN        0     NaN          29                    False  \n3         0     NaN        0     NaN          29                    False  \n4         0     0.0        0     NaN          21                     True  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>site_id</th>\n      <th>patient_id</th>\n      <th>image_id</th>\n      <th>laterality</th>\n      <th>view</th>\n      <th>age</th>\n      <th>cancer</th>\n      <th>biopsy</th>\n      <th>invasive</th>\n      <th>BIRADS</th>\n      <th>implant</th>\n      <th>density</th>\n      <th>machine_id</th>\n      <th>difficult_negative_case</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2</td>\n      <td>10006</td>\n      <td>462822612</td>\n      <td>L</td>\n      <td>CC</td>\n      <td>61.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>29</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>10006</td>\n      <td>1459541791</td>\n      <td>L</td>\n      <td>MLO</td>\n      <td>61.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>29</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>10006</td>\n      <td>1864590858</td>\n      <td>R</td>\n      <td>MLO</td>\n      <td>61.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>29</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2</td>\n      <td>10006</td>\n      <td>1874946579</td>\n      <td>R</td>\n      <td>CC</td>\n      <td>61.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>29</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2</td>\n      <td>10011</td>\n      <td>220375232</td>\n      <td>L</td>\n      <td>CC</td>\n      <td>55.0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>21</td>\n      <td>True</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"x = ['Cancer', 'No Cancer']\ny = [len(train.loc[train['cancer'] == 1]), len(train.loc[train['cancer'] == 0])]\nc = ['red', 'blue']\n\nplt.figure(figsize=(15,10))\nplt.bar(x,y, color=c)\nplt.ylabel(\"# of People\")\n#f = train['cancer'].bar(figsize(10,7))c","metadata":{"execution":{"iopub.status.busy":"2023-03-12T21:21:53.188968Z","iopub.execute_input":"2023-03-12T21:21:53.189337Z","iopub.status.idle":"2023-03-12T21:21:53.382622Z","shell.execute_reply.started":"2023-03-12T21:21:53.189305Z","shell.execute_reply":"2023-03-12T21:21:53.381746Z"},"trusted":true},"execution_count":39,"outputs":[{"execution_count":39,"output_type":"execute_result","data":{"text/plain":"Text(0, 0.5, '# of People')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA4cAAAI/CAYAAADEA6w6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAAd9UlEQVR4nO3df7Std13Y+ffHRBArCso1ZRJiKKZ2BZci3IE4OLOE2hAcR9BaF45KSrPI6vgDO2s6Cq5OoWqnta1Qo0iLBQzUGqmWRepgYwSdsVODuQEBA7K4VSlJQcDww+qIhn7nj/NcPcbk5lzCOef+eL3W2us8z/f5sb+bP9j3nWfvZ89aKwAAAM5tn3LYEwAAAODwiUMAAADEIQAAAOIQAACAxCEAAACJQwAAAKrzD3sCB+1hD3vYuuSSSw57GgAAAIfi1ltv/eBa68jdx8+5OLzkkks6duzYYU8DAADgUMzMu+9p3MdKAQAAEIcAAACIQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQHX+YU8AADj9zBz2DADOfGsd9gxOjSuHAAAAiEMAAADEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAC0z3E4M781M2+bmV+dmWPb2GfPzE0z867t70O38ZmZa2fm+My8dWYeu+s8V237v2tmrto1/rjt/Me3Y2c/Xw8AAMDZ6iCuHD5prfWYtdbRbf251evXWpdWr9/Wq55aXbo9rqleUjsxWT2/ekL1+Or5J4Jy2+fZu467cv9fDgAAwNnnMD5W+rTqum35uurpu8ZfuXbcXD1kZh5ePaW6aa1151rrQ9VN1ZXbts9ca9281lrVK3edCwAAgFOw33G4qp+bmVtn5ppt7IK11nu35fdVF2zLF1bv2XXs7dvYycZvv4dxAAAATtH5+3z+L1tr3TEzn1vdNDO/vnvjWmvNzNrnObSF6TVVF1988X4/HQAAwBlnX68crrXu2P6+v3pNO98Z/O3tI6Ftf9+/7X5H9Yhdh1+0jZ1s/KJ7GL+nebx0rXV0rXX0yJEj9/dlAQAAnHX2LQ5n5s/NzINPLFdXVL9W3VCduOPoVdVrt+Ubqmdudy29vPrI9vHTG6srZuah241orqhu3LZ9dGYu3+5S+sxd5wIAAOAU7OfHSi+oXrP9usT51b9aa/27mbmlevXMXF29u/r6bf/XVV9ZHa9+v3pW1Vrrzpn53uqWbb/vWWvduS1/S/Vj1YOqn90eAAAAnKLZudHnuePo0aPr2LFjhz0NADit+eVggPvvdE2tmbl1108N/rHD+CkLAAAATjPiEAAAAHEIAACAOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAOoA4nJnzZubNM/Mz2/ojZ+aNM3N8Zn5yZh6wjT9wWz++bb9k1zmet42/c2aesmv8ym3s+Mw8d79fCwAAwNnqIK4cfkf1jl3r31+9aK31+dWHqqu38aurD23jL9r2a2Yuq55RPbq6svqRLTjPq15cPbW6rPqGbV8AAABO0b7G4cxcVP2P1b/Y1qd6cvVT2y7XVU/flp+2rbdt/8vb/k+rrl9rfWyt9ZvV8erx2+P4Wus31lp/WF2/7QsAAMAp2u8rh/+0+s7qv27rn1N9eK1117Z+e3Xhtnxh9Z6qbftHtv3/ePxux9zbOAAAAKdo3+JwZr6qev9a69b9eo5TmMs1M3NsZo594AMfOOzpAAAAnHb288rhE6uvnpnfaucjn0+ufrB6yMycv+1zUXXHtnxH9YiqbftnVb+ze/xux9zb+J+x1nrpWuvoWuvokSNH7v8rAwAAOMvsWxyutZ631rporXVJOzeUecNa6xurX6i+btvtquq12/IN23rb9jestdY2/oztbqaPrC6tfqW6pbp0u/vpA7bnuGG/Xg8AAMDZ7Pz73uWT7ruq62fm+6o3Vy/bxl9WvWpmjld3thN7rbVum5lXV2+v7qq+da318aqZ+bbqxuq86uVrrdsO9JUAAACcJWbn4ty54+jRo+vYsWOHPQ0AOK3NHPYMAM58p2tqzcyta62jdx8/iN85BAAA4DQnDgEAABCHAAAAiEMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAADtIQ5n5tNn5v+YmR/d1i+dma/a/6kBAABwUPZy5fAV1ceqL93W76i+b99mBAAAwIHbSxw+aq31j6o/qlpr/X41+zorAAAADtRe4vAPZ+ZB1aqamUe1cyURAACAs8T5e9jn+dW/qx4xMz9ePbH66/s5KQAAAA7WfV45XGvdVH1tO0H4E9XRtdYv3tdxM/NpM/MrM/OWmbltZv7eNv7ImXnjzByfmZ+cmQds4w/c1o9v2y/Zda7nbePvnJmn7Bq/chs7PjPPPcXXDgAAwOZe43BmHnviUX1e9d7qP1cXb2P35WPVk9daX1w9prpyZi6vvr960Vrr86sPVVdv+19dfWgbf9G2XzNzWfWM6tHVldWPzMx5M3Ne9eLqqdVl1Tds+wIAAHCKTvax0h84ybZVPflkJ15rreq/bKufuj1OHPc/b+PXVS+oXlI9bVuu+qnqh2dmtvHr11ofq35zZo5Xj9/2O77W+o2qmbl+2/ftJ5sXAAAAf9a9xuFa60n39+Tb1b1bq89v5yrff6w+vNa6a9vl9urCbfnC6j3bc981Mx+pPmcbv3nXaXcf8567jT/h/s4ZAADgXHSfN6SZmU+rvqX6snau/P1S9c/WWn9wX8eutT5ePWZmHlK9pvpL92u2n6CZuaa6puriiy8+jCkAAACc1vbyUxavbOf7fj9U/fC2/KpTeZK11oerX6i+tHrIzJyI0ouqO7blO6pHVG3bP6v6nd3jdzvm3sbv6flfutY6utY6euTIkVOZOgAAwDlhL3H4hWutq9dav7A9nt1OIJ7UzBzZrhi2/U7iX6ne0U4kft2221XVa7flG7b1tu1v2L63eEP1jO1upo+sLq1+pbqlunS7++kD2rlpzQ17eD0AAADczV5+5/BNM3P5Wuvmqpl5QnVsD8c9vLpu+97hp1SvXmv9zMy8vbp+Zr6venP1sm3/l1Wv2m44c2c7sdda67aZeXU7N5q5q/rW7eOqzcy3VTdW51UvX2vdtqdXDQAAwJ8yOxfnTrLDzDuqL6j+0zZ0cfXOdkJtrbW+aF9n+El29OjRdezYXtoWAM5dM4c9A4Az332k1qGZmVvXWkfvPr6XK4dX7sN8AAAAOI3cZxyutd49M19c/ffb0C+ttd6yv9MCAADgIN3nDWlm5juqH68+d3v8y5n59v2eGAAAAAdnLx8rvbp6wlrr96pm5vurX27npy0AAAA4C+zlpyym+viu9Y9vYwAAAJwl9nLl8BXVG2fmNdv60/uTn58AAADgLLCXG9K8cGZ+sfqybehZa6037+usAAAAOFB7+Vhp1adXv7vWura6fWYeuY9zAgAA4IDt5W6lz6++q3reNvSp1b/cz0kBAABwsPZy5fBrqq+ufq9qrfWfqwfv56QAAAA4WHuJwz9ca61qVc3Mn9vfKQEAAHDQ9hKHr56Zf149ZGaeXf189aP7Oy0AAAAO0l7uVvpPZuavVB+tvqD6u2utm/Z9ZgAAAByYe43Dmbm0+ifVo6q3VX97rXXHQU0MAACAg3Oyj5W+vPqZ6q9Wt1Y/dCAzAgAA4MCd7GOlD15rnfhu4Ttn5k0HMSEAAAAO3sni8NNm5kuq2dYftHt9rSUWAQAAzhIni8P3Vi/ctf6+XeurevJ+TQoAAICDda9xuNZ60kFOBAAAgMOzl985BAAA4CwnDgEAALj3OJyZJ25/H3hw0wEAAOAwnOzK4bXb318+iIkAAABweE52t9I/mpmXVhfOzLV337jWes7+TQsAAICDdLI4/KrqK6qnVLcezHQAAAA4DCf7KYsPVtfPzDvWWm85wDkBAABwwPZyt9LfmZnXzMz7t8dPz8xF+z4zAAAADsxe4vAV1Q3Vf7M9/u02BgAAwFliL3H4uWutV6y17toeP1Yd2ed5AQAAcID2EocfnJlvmpnztsc3Vb+z3xMDAADg4OwlDv9G9fXV+6r3Vl9XPWs/JwUAAMDBOtlPWVS11np39dUHMBcAAAAOyV6uHAIAAHCWE4cAAACIQwAAAPYQhzPzd3YtP3B/pwMAAMBhuNc4nJnvmpkvbefupCf88v5PCQAAgIN2sruV/nr116q/MDO/tK1/zsx8wVrrnQcyOwAAAA7EyT5W+uHqu6vj1ZdXP7iNP3dm/sP+TgsAAICDdLIrh0+p/m71qOqF1Vur31trPesgJgYAAMDBudcrh2ut715r/eXqt6pXVedVR2bm38/Mvz2g+QEAAHAATnbl8IQb11rHqmMz87+stb5sZh623xMDAADg4NznT1mstb5z1+pf38Y+uF8TAgAA4ODdZxzuttZ6y35NBAAAgMNzSnEIAADA2UkcAgAAIA4BAAAQhwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAA2sc4nJlHzMwvzMzbZ+a2mfmObfyzZ+ammXnX9veh2/jMzLUzc3xm3jozj911rqu2/d81M1ftGn/czLxtO+bamZn9ej0AAABns/28cnhX9b+ttS6rLq++dWYuq55bvX6tdWn1+m296qnVpdvjmuoltROT1fOrJ1SPr55/Iii3fZ6967gr9/H1AAAAnLX2LQ7XWu9da71pW/7d6h3VhdXTquu23a6rnr4tP6165dpxc/WQmXl49ZTqprXWnWutD1U3VVdu2z5zrXXzWmtVr9x1LgAAAE7BgXzncGYuqb6kemN1wVrrvdum91UXbMsXVu/Zddjt29jJxm+/h3EAAABO0b7H4cx8RvXT1d9aa31097btit86gDlcMzPHZubYBz7wgf1+OgAAgDPOvsbhzHxqO2H442utf7MN//b2kdC2v+/fxu+oHrHr8Iu2sZONX3QP43/GWuula62ja62jR44cuX8vCgAA4Cy0n3crnepl1TvWWi/ctemG6sQdR6+qXrtr/JnbXUsvrz6yffz0xuqKmXnodiOaK6obt20fnZnLt+d65q5zAQAAcArO38dzP7H65uptM/Or29h3V/+wevXMXF29u/r6bdvrqq+sjle/Xz2raq1158x8b3XLtt/3rLXu3Ja/pfqx6kHVz24PAAAATtHsfO3v3HH06NF17Nixw54GAJzW/HIwwP13uqbWzNy61jp69/EDuVspAAAApzdxCAAAgDgEAABAHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAA7WMczszLZ+b9M/Nru8Y+e2Zumpl3bX8fuo3PzFw7M8dn5q0z89hdx1y17f+umblq1/jjZuZt2zHXzszs12sBAAA42+3nlcMfq66829hzq9evtS6tXr+tVz21unR7XFO9pHZisnp+9YTq8dXzTwTlts+zdx139+cCAABgj/YtDtda/091592Gn1Zdty1fVz191/gr146bq4fMzMOrp1Q3rbXuXGt9qLqpunLb9plrrZvXWqt65a5zAQAAcIoO+juHF6y13rstv6+6YFu+sHrPrv1u38ZONn77PYwDAADwCTi0G9JsV/zWQTzXzFwzM8dm5tgHPvCBg3hKAACAM8pBx+Fvbx8Jbfv7/m38juoRu/a7aBs72fhF9zB+j9ZaL11rHV1rHT1y5Mj9fhEAAABnm4OOwxuqE3ccvap67a7xZ253Lb28+sj28dMbqytm5qHbjWiuqG7ctn10Zi7f7lL6zF3nAgAA4BSdv18nnpmfqL68etjM3N7OXUf/YfXqmbm6enf19dvur6u+sjpe/X71rKq11p0z873VLdt+37PWOnGTm29p546oD6p+dnsAAADwCZidr/6dO44ePbqOHTt22NMAgNOaXw8GuP9O19SamVvXWkfvPn5oN6QBAADg9CEOAQAAEIcAAACIQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABA4hAAAIDEIQAAAIlDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAEDiEAAAgMQhAAAAiUMAAAAShwAAACQOAQAASBwCAACQOAQAACBxCAAAQOIQAACAxCEAAACJQwAAABKHAAAAJA4BAABIHAIAAJA4BAAAIHEIAABAdf5hT4DNzGHPAODMttZhzwAAzmiuHAIAACAOAQAAEIcAAAAkDgEAAEgcAgAAkDgEAACgsyAOZ+bKmXnnzByfmece9nwAAADORGd0HM7MedWLq6dWl1XfMDOXHe6sAAAAzjxndBxWj6+Or7V+Y631h9X11dMOeU4AAABnnDM9Di+s3rNr/fZtDAAAgFNw/mFP4CDMzDXVNdvqf5mZdx7mfOAM9bDqg4c9CbhXM4c9A+BgeV/itHcavzV93j0NnulxeEf1iF3rF21jf8pa66XVSw9qUnA2mplja62jhz0PACjvS7AfzvSPld5SXTozj5yZB1TPqG445DkBAACccc7oK4drrbtm5tuqG6vzqpevtW475GkBAACccc7oOKxaa72uet1hzwPOAT6aDcDpxPsSfJLNWuuw5wAAAMAhO9O/cwgAAMAngTiEc8TM/PmZuX5m/uPM3Dozr5uZv3jY8wLg7DQza2Z+YNf6356ZF5ziOZ46M8dm5u0z8+bd5wM++cQhnANmZqrXVL+41nrUWutx1fOqCw5yDjPj/3MAzh0fq752Zh72iRw8M19Y/XD1TWuty6qj1fFP4vz2Oo8z/h4dsFf+oQbnhidVf7TW+mcnBtZab6nePDOvn5k3zczbZuZpVTNzycy8Y2Z+dGZum5mfm5kHbds+f2Z+fmbesh33qG38f5+ZW2bmrTPz93ad550z88rq1/rTv0sKwNntrnZuGvO/3n3D9v7whu094/Uzc/E9HP+d1d9fa/161Vrr42utl2zH/08z88btauLPz8wF2/gLZublM/OLM/MbM/OcXc/5zO353jIzr9rGjszMT2/vX7fMzBN3nedVM/P/Vq/6JP/vAqctcQjnhi+sbr2H8T+ovmat9dh2AvIHtquMVZdWL15rPbr6cPVXt/Ef38a/uPrvqvfOzBXb/o+vHlM9bmb+h13n+ZG11qPXWu/+pL8yAE5nL66+cWY+627jP1Rdt9b6onbeV669h2Pv7b2r6t9Xl6+1vqS6vp2QPOEvVU9p5z3p+TPzqTPz6OrvVE/e3r++Y9v3B6sXrbX+23be5/7FrvNcVn3FWusb9vZS4cznMjmc26b6P7eQ+6/Vhf3JR01/c631q9vyrdUlM/Pg6sK11muq1lp/ULXF4RXVm7f9P6OdKPxP1bvXWjcfwGsB4DSz1vro9umR51T/365NX1p97bb8quofneKpL6p+cmYeXj2g+s1d2/6vtdbHqo/NzPvbeV97cvWv11of3OZ157bvV1SX/cl/F+0zZ+YztuUb1lq75wxnPXEI54bbqq+7h/FvrI5Uj1tr/dHM/Fb1adu2j+3a7+PVg05y/qn+wVrrn/+pwZlLqt/7BOcMwNnhn1Zvql5xisfdVj2uess9bPuh6oVrrRtm5surF+zadvf3r5P9e/dT2rkC+Qe7B7dY9P7FOcfHSuHc8IbqgTNzzYmBmfmi6vOq929h+KRt/V6ttX63un1mnr6d44Ez8+nVjdXfOPFfW2fmwpn53P15KQCcSbardK+urt41/B+qZ2zL31j90j0c+o+r7z5xZ+2Z+ZSZ+Zvbts+q7tiWr9rDNN5Q/bWZ+ZztXJ+9jf9c9e0ndpqZx+zhXHDWEodwDlhrreprqq/YfsrituofVK+rjs7M26pnVr++h9N9c/WcmXlrO2/uf36t9XPVv6p+eTvXT1UP3oeXAsCZ6Qeq3Xct/fbqWdt7yTf3J98B/GNrrbdWf6v6iZl5Rzs3NvsL2+YXVP96Zm6tPnhfT77Wuq36+9X/PTNvqV64bXpOO++Db52Zt1d/897OAeeC2fk3IwAAAOcyVw4BAAAQhwAAAIhDAAAAEocAAAAkDgEAAEgcAgAAkDgEAAAgcQgAAED1/wPTE57k+1J0hwAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"# all_processed_data = []\n# for img in tqdm(all_paths):\n#     ds = pydicom.dcmread(img)\n#     formatted_and_scaled = rescale_img_to_hu_and_resize(ds)\n#     all_processed_data.append(formatted_and_scaled)\nprint(len(all_paths))","metadata":{"execution":{"iopub.status.busy":"2023-03-11T21:59:04.046115Z","iopub.execute_input":"2023-03-11T21:59:04.046566Z","iopub.status.idle":"2023-03-11T21:59:04.065592Z","shell.execute_reply.started":"2023-03-11T21:59:04.046525Z","shell.execute_reply":"2023-03-11T21:59:04.063512Z"},"trusted":true},"execution_count":2,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_23/2955485354.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m#     formatted_and_scaled = rescale_img_to_hu_and_resize(ds)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m#     all_processed_data.append(formatted_and_scaled)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall_paths\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;31mNameError\u001b[0m: name 'all_paths' is not defined"],"ename":"NameError","evalue":"name 'all_paths' is not defined","output_type":"error"}]},{"cell_type":"code","source":"train.loc[train['cancer'] == 1]","metadata":{"execution":{"iopub.status.busy":"2023-03-11T20:31:20.614609Z","iopub.execute_input":"2023-03-11T20:31:20.614971Z","iopub.status.idle":"2023-03-11T20:31:20.643114Z","shell.execute_reply.started":"2023-03-11T20:31:20.614941Z","shell.execute_reply":"2023-03-11T20:31:20.642029Z"},"trusted":true},"execution_count":37,"outputs":[{"execution_count":37,"output_type":"execute_result","data":{"text/plain":"       site_id  patient_id    image_id laterality view   age  cancer  biopsy  \\\n0            1           1           1          1    1   1.0       1       1   \n1            1           1           1          1    1   1.0       1       1   \n87           1       10130   388811999          L  MLO  71.0       1       1   \n88           1       10130   613462606          L   CC  71.0       1       1   \n89           1       10130  1360338805          L   CC  71.0       1       1   \n...        ...         ...         ...        ...  ...   ...     ...     ...   \n54485        2        9707  1900919592          R  MLO  56.0       1       1   \n54593        2        9840   111786935          R  MLO  59.0       1       1   \n54594        2        9840  1559360810          R   CC  59.0       1       1   \n54595        2        9851  1409270544          L  MLO  58.0       1       1   \n54596        2        9851  1434430689          L   CC  58.0       1       1   \n\n       invasive  BIRADS  implant density  machine_id difficult_negative_case  \n0             1     1.0        1       1           1                       1  \n1             1     1.0        1       1           1                       1  \n87            1     0.0        0       B          49                   False  \n88            1     0.0        0       B          49                   False  \n89            1     0.0        0       B          49                   False  \n...         ...     ...      ...     ...         ...                     ...  \n54485         1     NaN        0     NaN          21                   False  \n54593         1     NaN        0     NaN          21                   False  \n54594         1     NaN        0     NaN          21                   False  \n54595         0     NaN        0     NaN          48                   False  \n54596         0     NaN        0     NaN          48                   False  \n\n[1160 rows x 14 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>site_id</th>\n      <th>patient_id</th>\n      <th>image_id</th>\n      <th>laterality</th>\n      <th>view</th>\n      <th>age</th>\n      <th>cancer</th>\n      <th>biopsy</th>\n      <th>invasive</th>\n      <th>BIRADS</th>\n      <th>implant</th>\n      <th>density</th>\n      <th>machine_id</th>\n      <th>difficult_negative_case</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>1</td>\n      <td>10130</td>\n      <td>388811999</td>\n      <td>L</td>\n      <td>MLO</td>\n      <td>71.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>B</td>\n      <td>49</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>88</th>\n      <td>1</td>\n      <td>10130</td>\n      <td>613462606</td>\n      <td>L</td>\n      <td>CC</td>\n      <td>71.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>B</td>\n      <td>49</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>1</td>\n      <td>10130</td>\n      <td>1360338805</td>\n      <td>L</td>\n      <td>CC</td>\n      <td>71.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0.0</td>\n      <td>0</td>\n      <td>B</td>\n      <td>49</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>54485</th>\n      <td>2</td>\n      <td>9707</td>\n      <td>1900919592</td>\n      <td>R</td>\n      <td>MLO</td>\n      <td>56.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>21</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>54593</th>\n      <td>2</td>\n      <td>9840</td>\n      <td>111786935</td>\n      <td>R</td>\n      <td>MLO</td>\n      <td>59.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>21</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>54594</th>\n      <td>2</td>\n      <td>9840</td>\n      <td>1559360810</td>\n      <td>R</td>\n      <td>CC</td>\n      <td>59.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>21</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>54595</th>\n      <td>2</td>\n      <td>9851</td>\n      <td>1409270544</td>\n      <td>L</td>\n      <td>MLO</td>\n      <td>58.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>48</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>54596</th>\n      <td>2</td>\n      <td>9851</td>\n      <td>1434430689</td>\n      <td>L</td>\n      <td>CC</td>\n      <td>58.0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>0</td>\n      <td>NaN</td>\n      <td>48</td>\n      <td>False</td>\n    </tr>\n  </tbody>\n</table>\n<p>1160 rows × 14 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}