From eb68403f504c9f524e6f37fd4bcaf4e337558860 Mon Sep 17 00:00:00 2001 From: Zijun Mu <165925089+zjmagou@users.noreply.github.com> Date: Thu, 22 Aug 2024 19:19:22 +0800 Subject: [PATCH] Update B1FGLS.ipynb --- rf1.ipynb | 1 + yaumain.ipynb | 7500 ------------------------------------------------- 2 files changed, 1 insertion(+), 7500 deletions(-) create mode 100644 rf1.ipynb delete mode 100644 yaumain.ipynb diff --git a/rf1.ipynb b/rf1.ipynb new file mode 100644 index 0000000..d3f5a12 --- /dev/null +++ b/rf1.ipynb @@ -0,0 +1 @@ + diff --git a/yaumain.ipynb b/yaumain.ipynb deleted file mode 100644 index 367b9ee..0000000 --- a/yaumain.ipynb +++ /dev/null @@ -1,7500 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 3, - "id": "1f7a147b-7b53-42ed-b939-30222b68c387", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import geopandas as gpd\n", - "import xarray as xr\n", - "import rioxarray\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib as mpl\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "id": "2022e153-cd2e-4491-95bd-cc6718135439", - "metadata": { - "tags": [] - }, - "source": [ - "# Prepare Data for Modeling" - ] - }, - { - "cell_type": "markdown", - "id": "c9f4d868-2099-407d-931e-035f699fe46b", - "metadata": {}, - "source": [ - "## Read Grids" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "b2dcdad6-ab4b-4034-9179-77b4240e77e7", - "metadata": {}, - "outputs": [ - { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: b'/Users/maeko/YangtzeModel/model/data/grid/precip.1990_2021.nc'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/file_manager.py:209\u001b[0m, in \u001b[0;36mCachingFileManager._acquire_with_cache_info\u001b[0;34m(self, needs_lock)\u001b[0m\n\u001b[1;32m 208\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 209\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_key\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 210\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/lru_cache.py:55\u001b[0m, in \u001b[0;36mLRUCache.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m---> 55\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 56\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache\u001b[38;5;241m.\u001b[39mmove_to_end(key)\n", - "\u001b[0;31mKeyError\u001b[0m: [, ('/Users/maeko/YangtzeModel/model/data/grid/precip.1990_2021.nc',), 'r', (('clobber', True), ('diskless', False), ('format', 'NETCDF4'), ('persist', False)), '954d4f8a-9ebc-493e-9ad5-ee2154d4097b']", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[4], line 17\u001b[0m\n\u001b[1;32m 13\u001b[0m soil_mu\u001b[38;5;241m.\u001b[39mrio\u001b[38;5;241m.\u001b[39mwrite_crs(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEPSG:4326\u001b[39m\u001b[38;5;124m'\u001b[39m, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 15\u001b[0m \u001b[38;5;66;03m# Precipitation\u001b[39;00m\n\u001b[0;32m---> 17\u001b[0m origprecip\u001b[38;5;241m=\u001b[39m\u001b[43mxr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmodel/data/grid/precip.1990_2021.nc\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 18\u001b[0m precip_mu\u001b[38;5;241m=\u001b[39morigprecip\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtime.year\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39msum(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtime\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 20\u001b[0m precip_mu\u001b[38;5;241m.\u001b[39mrio\u001b[38;5;241m.\u001b[39mwrite_crs(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEPSG:4326\u001b[39m\u001b[38;5;124m'\u001b[39m, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/api.py:539\u001b[0m, in \u001b[0;36mopen_dataset\u001b[0;34m(filename_or_obj, engine, chunks, cache, decode_cf, mask_and_scale, decode_times, decode_timedelta, use_cftime, concat_characters, decode_coords, drop_variables, inline_array, backend_kwargs, **kwargs)\u001b[0m\n\u001b[1;32m 527\u001b[0m decoders \u001b[38;5;241m=\u001b[39m _resolve_decoders_kwargs(\n\u001b[1;32m 528\u001b[0m decode_cf,\n\u001b[1;32m 529\u001b[0m open_backend_dataset_parameters\u001b[38;5;241m=\u001b[39mbackend\u001b[38;5;241m.\u001b[39mopen_dataset_parameters,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 535\u001b[0m decode_coords\u001b[38;5;241m=\u001b[39mdecode_coords,\n\u001b[1;32m 536\u001b[0m )\n\u001b[1;32m 538\u001b[0m overwrite_encoded_chunks \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124moverwrite_encoded_chunks\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[0;32m--> 539\u001b[0m backend_ds \u001b[38;5;241m=\u001b[39m \u001b[43mbackend\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_dataset\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 540\u001b[0m \u001b[43m \u001b[49m\u001b[43mfilename_or_obj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 541\u001b[0m \u001b[43m \u001b[49m\u001b[43mdrop_variables\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop_variables\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 542\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mdecoders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 543\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 544\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 545\u001b[0m ds \u001b[38;5;241m=\u001b[39m _dataset_from_backend_dataset(\n\u001b[1;32m 546\u001b[0m backend_ds,\n\u001b[1;32m 547\u001b[0m filename_or_obj,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 555\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 556\u001b[0m )\n\u001b[1;32m 557\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/netCDF4_.py:572\u001b[0m, in \u001b[0;36mNetCDF4BackendEntrypoint.open_dataset\u001b[0;34m(self, filename_or_obj, mask_and_scale, decode_times, concat_characters, decode_coords, drop_variables, use_cftime, decode_timedelta, group, mode, format, clobber, diskless, persist, lock, autoclose)\u001b[0m\n\u001b[1;32m 551\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mopen_dataset\u001b[39m(\n\u001b[1;32m 552\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 553\u001b[0m filename_or_obj,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 568\u001b[0m autoclose\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m 569\u001b[0m ):\n\u001b[1;32m 571\u001b[0m filename_or_obj \u001b[38;5;241m=\u001b[39m _normalize_path(filename_or_obj)\n\u001b[0;32m--> 572\u001b[0m store \u001b[38;5;241m=\u001b[39m \u001b[43mNetCDF4DataStore\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 573\u001b[0m \u001b[43m \u001b[49m\u001b[43mfilename_or_obj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 574\u001b[0m \u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 575\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mformat\u001b[39;49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mformat\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 576\u001b[0m \u001b[43m \u001b[49m\u001b[43mgroup\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 577\u001b[0m \u001b[43m \u001b[49m\u001b[43mclobber\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mclobber\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 578\u001b[0m \u001b[43m \u001b[49m\u001b[43mdiskless\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdiskless\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 579\u001b[0m \u001b[43m \u001b[49m\u001b[43mpersist\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpersist\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 580\u001b[0m \u001b[43m \u001b[49m\u001b[43mlock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlock\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 581\u001b[0m \u001b[43m \u001b[49m\u001b[43mautoclose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautoclose\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 582\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 584\u001b[0m store_entrypoint \u001b[38;5;241m=\u001b[39m StoreBackendEntrypoint()\n\u001b[1;32m 585\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m close_on_error(store):\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/netCDF4_.py:376\u001b[0m, in \u001b[0;36mNetCDF4DataStore.open\u001b[0;34m(cls, filename, mode, format, group, clobber, diskless, persist, lock, lock_maker, autoclose)\u001b[0m\n\u001b[1;32m 370\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mdict\u001b[39m(\n\u001b[1;32m 371\u001b[0m clobber\u001b[38;5;241m=\u001b[39mclobber, diskless\u001b[38;5;241m=\u001b[39mdiskless, persist\u001b[38;5;241m=\u001b[39mpersist, \u001b[38;5;28mformat\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mformat\u001b[39m\n\u001b[1;32m 372\u001b[0m )\n\u001b[1;32m 373\u001b[0m manager \u001b[38;5;241m=\u001b[39m CachingFileManager(\n\u001b[1;32m 374\u001b[0m netCDF4\u001b[38;5;241m.\u001b[39mDataset, filename, mode\u001b[38;5;241m=\u001b[39mmode, kwargs\u001b[38;5;241m=\u001b[39mkwargs\n\u001b[1;32m 375\u001b[0m )\n\u001b[0;32m--> 376\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mcls\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmanager\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgroup\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlock\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mautoclose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautoclose\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/netCDF4_.py:323\u001b[0m, in \u001b[0;36mNetCDF4DataStore.__init__\u001b[0;34m(self, manager, group, mode, lock, autoclose)\u001b[0m\n\u001b[1;32m 321\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_group \u001b[38;5;241m=\u001b[39m group\n\u001b[1;32m 322\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m=\u001b[39m mode\n\u001b[0;32m--> 323\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mformat \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mds\u001b[49m\u001b[38;5;241m.\u001b[39mdata_model\n\u001b[1;32m 324\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_filename \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mds\u001b[38;5;241m.\u001b[39mfilepath()\n\u001b[1;32m 325\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mis_remote \u001b[38;5;241m=\u001b[39m is_remote_uri(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_filename)\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/netCDF4_.py:385\u001b[0m, in \u001b[0;36mNetCDF4DataStore.ds\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[38;5;129m@property\u001b[39m\n\u001b[1;32m 384\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mds\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 385\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_acquire\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/netCDF4_.py:379\u001b[0m, in \u001b[0;36mNetCDF4DataStore._acquire\u001b[0;34m(self, needs_lock)\u001b[0m\n\u001b[1;32m 378\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_acquire\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[0;32m--> 379\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_manager\u001b[38;5;241m.\u001b[39macquire_context(needs_lock) \u001b[38;5;28;01mas\u001b[39;00m root:\n\u001b[1;32m 380\u001b[0m ds \u001b[38;5;241m=\u001b[39m _nc4_require_group(root, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_group, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode)\n\u001b[1;32m 381\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ds\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/contextlib.py:119\u001b[0m, in \u001b[0;36m_GeneratorContextManager.__enter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 117\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39margs, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkwds, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfunc\n\u001b[1;32m 118\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 119\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mnext\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgen\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 120\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m:\n\u001b[1;32m 121\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgenerator didn\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt yield\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/file_manager.py:197\u001b[0m, in \u001b[0;36mCachingFileManager.acquire_context\u001b[0;34m(self, needs_lock)\u001b[0m\n\u001b[1;32m 194\u001b[0m \u001b[38;5;129m@contextlib\u001b[39m\u001b[38;5;241m.\u001b[39mcontextmanager\n\u001b[1;32m 195\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21macquire_context\u001b[39m(\u001b[38;5;28mself\u001b[39m, needs_lock\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[1;32m 196\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Context manager for acquiring a file.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 197\u001b[0m file, cached \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_acquire_with_cache_info\u001b[49m\u001b[43m(\u001b[49m\u001b[43mneeds_lock\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 198\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 199\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m file\n", - "File \u001b[0;32m~/opt/anaconda3/lib/python3.9/site-packages/xarray/backends/file_manager.py:215\u001b[0m, in \u001b[0;36mCachingFileManager._acquire_with_cache_info\u001b[0;34m(self, needs_lock)\u001b[0m\n\u001b[1;32m 213\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 214\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmode\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode\n\u001b[0;32m--> 215\u001b[0m file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_opener\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_args\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 216\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mw\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 217\u001b[0m \u001b[38;5;66;03m# ensure file doesn't get overridden when opened again\u001b[39;00m\n\u001b[1;32m 218\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_mode \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ma\u001b[39m\u001b[38;5;124m\"\u001b[39m\n", - "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2463\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4.Dataset.__init__\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32msrc/netCDF4/_netCDF4.pyx:2026\u001b[0m, in \u001b[0;36mnetCDF4._netCDF4._ensure_nc_success\u001b[0;34m()\u001b[0m\n", - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: b'/Users/maeko/YangtzeModel/model/data/grid/precip.1990_2021.nc'" - ] - } - ], - "source": [ - "# Temperature\n", - "\n", - "origtemp=xr.open_dataset('model/data/grid/ghcncams.air.mon.mean.nc')\n", - "temp_mu=origtemp.groupby(\"time.year\").mean(\"time\")\n", - "\n", - "temp_mu.rio.write_crs('EPSG:4326', inplace=True)\n", - "\n", - "# Precipitation\n", - "\n", - "origprecip=xr.open_dataset('model/data/grid/precip.1990_2021.nc')\n", - "precip_mu=origprecip.groupby(\"time.year\").sum(\"time\")\n", - "\n", - "precip_mu.rio.write_crs('EPSG:4326', inplace=True)\n", - "\n", - "# Heatwave\n", - "\n", - "hw=xr.open_dataset('waves/observed_cpc_heatwave.nc')\n", - "hwave=hw.transpose('lat','lon','time')\n", - "\n", - "hwave.rio.set_spatial_dims('lon', 'lat')\n", - "hwave.rio.write_crs('EPSG:4326', inplace=True)\n", - "\n", - "# Coldwave\n", - "\n", - "cw=xr.open_dataset('waves/observed_cpc_coldwave.nc') \n", - "cwave=cw.transpose('lat','lon','time').where(cw['tmin'] >= 0)\n", - "\n", - "cwave.rio.set_spatial_dims('lon', 'lat')\n", - "cwave.rio.write_crs('EPSG:4326', inplace=True)" - ] - }, - { - "cell_type": "markdown", - "id": "da99b492-f594-4320-8e05-579cae3d19a5", - "metadata": { - "tags": [] - }, - "source": [ - "## Clip to Geography" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b8009127-f558-4747-9cdb-006d4e38e4ae", - "metadata": {}, - "outputs": [], - "source": [ - "# Read SHP as GDF for clipping\n", - "\n", - "gdf = gpd.read_file(\"model/data/shp/chn_adm_ocha_2020_shp\",layer=2)\n", - "\n", - "#Filter GDF\n", - "\n", - "JS=gdf[gdf['ADM1_PCODE']=='CN032']\n", - "HB=gdf[gdf['ADM1_PCODE']=='CN042']\n", - "HN=gdf[gdf['ADM1_PCODE']=='CN043']\n", - "ZJ=gdf[gdf['ADM1_PCODE']=='CN033']\n", - "JX=gdf[gdf['ADM1_PCODE']=='CN036']\n", - "AH=gdf[gdf['ADM1_PCODE']=='CN034']\n", - "SH=gdf[gdf['ADM1_PCODE']=='CN031']\n", - "\n", - "multiGDF=gpd.GeoDataFrame( pd.concat([JS,HB,HN,ZJ,JX,AH,SH], ignore_index=True) )\n", - "\n", - "multiGDF" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "924bd005-44d8-45c3-b229-c491928518b8", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#Clip grid data with GDF\n", - "\n", - "JStemp=temp_mu.rio.clip(JS.geometry.values, JS.geometry.crs, drop=True)\n", - "HBtemp=temp_mu.rio.clip(HB.geometry.values, HB.geometry.crs, drop=True)\n", - "HNtemp=temp_mu.rio.clip(HN.geometry.values, HN.geometry.crs, drop=True)\n", - "ZJtemp=temp_mu.rio.clip(ZJ.geometry.values, ZJ.geometry.crs, drop=True)\n", - "JXtemp=temp_mu.rio.clip(JX.geometry.values, JX.geometry.crs, drop=True)\n", - "AHtemp=temp_mu.rio.clip(AH.geometry.values, AH.geometry.crs, drop=True)\n", - "SHtemp=temp_mu.rio.clip(SH.geometry.values, SH.geometry.crs, drop=True)\n", - "\n", - "JSsoil=soil_mu.rio.clip(JS.geometry.values, JS.geometry.crs, drop=True)\n", - "HBsoil=soil_mu.rio.clip(HB.geometry.values, HB.geometry.crs, drop=True)\n", - "HNsoil=soil_mu.rio.clip(HN.geometry.values, HN.geometry.crs, drop=True)\n", - "ZJsoil=soil_mu.rio.clip(ZJ.geometry.values, ZJ.geometry.crs, drop=True)\n", - "JXsoil=soil_mu.rio.clip(JX.geometry.values, JX.geometry.crs, drop=True)\n", - "AHsoil=soil_mu.rio.clip(AH.geometry.values, AH.geometry.crs, drop=True)\n", - "SHsoil=soil_mu.rio.clip(SH.geometry.values, SH.geometry.crs, drop=True)\n", - "\n", - "JSprecip=precip_mu.rio.clip(JS.geometry.values, JS.geometry.crs, drop=True)\n", - "HBprecip=precip_mu.rio.clip(HB.geometry.values, HB.geometry.crs, drop=True)\n", - "HNprecip=precip_mu.rio.clip(HN.geometry.values, HN.geometry.crs, drop=True)\n", - "ZJprecip=precip_mu.rio.clip(ZJ.geometry.values, ZJ.geometry.crs, drop=True)\n", - "JXprecip=precip_mu.rio.clip(JX.geometry.values, JX.geometry.crs, drop=True)\n", - "AHprecip=precip_mu.rio.clip(AH.geometry.values, AH.geometry.crs, drop=True)\n", - "SHprecip=precip_mu.rio.clip(SH.geometry.values, SH.geometry.crs, drop=True)\n", - "\n", - "JShwave=hwave.rio.clip(JS.geometry.values, JS.geometry.crs, drop=True)\n", - "HBhwave=hwave.rio.clip(HB.geometry.values, HB.geometry.crs, drop=True)\n", - "HNhwave=hwave.rio.clip(HN.geometry.values, HN.geometry.crs, drop=True)\n", - "ZJhwave=hwave.rio.clip(ZJ.geometry.values, ZJ.geometry.crs, drop=True)\n", - "JXhwave=hwave.rio.clip(JX.geometry.values, JX.geometry.crs, drop=True)\n", - "AHhwave=hwave.rio.clip(AH.geometry.values, AH.geometry.crs, drop=True)\n", - "SHhwave=hwave.rio.clip(SH.geometry.values, SH.geometry.crs, drop=True)\n", - "\n", - "JScwave=cwave.rio.clip(JS.geometry.values, JS.geometry.crs, drop=True)\n", - "HBcwave=cwave.rio.clip(HB.geometry.values, HB.geometry.crs, drop=True)\n", - "HNcwave=cwave.rio.clip(HN.geometry.values, HN.geometry.crs, drop=True)\n", - "ZJcwave=cwave.rio.clip(ZJ.geometry.values, ZJ.geometry.crs, drop=True)\n", - "JXcwave=cwave.rio.clip(JX.geometry.values, JX.geometry.crs, drop=True)\n", - "AHcwave=cwave.rio.clip(AH.geometry.values, AH.geometry.crs, drop=True)\n", - "SHcwave=cwave.rio.clip(SH.geometry.values, SH.geometry.crs, drop=True)\n", - "\n", - "multitemp=temp_mu.rio.clip(multiGDF.geometry.values, multiGDF.geometry.crs, drop=True)\n", - "multisoil=soil_mu.rio.clip(multiGDF.geometry.values, multiGDF.geometry.crs, drop=True)\n", - "multiprecip=precip_mu.rio.clip(multiGDF.geometry.values, multiGDF.geometry.crs, drop=True)\n", - "multihwave=hwave.rio.clip(multiGDF.geometry.values, multiGDF.geometry.crs, drop=True)\n", - "multicwave=cwave.rio.clip(multiGDF.geometry.values, multiGDF.geometry.crs, drop=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4dc682f5-9c25-407f-8069-7ae948da1c07", - "metadata": {}, - "outputs": [], - "source": [ - "JShwave['HeatWaveOccurence'][:,:,1]" - ] - }, - { - "cell_type": "markdown", - "id": "b7f277a2-0f8d-4884-b607-d0cb24d99f0c", - "metadata": {}, - "source": [ - "## Make DataFrame" - ] - }, - { - "cell_type": "markdown", - "id": "2fbd7ffa-c4fa-4816-a06c-67025c56424d", - "metadata": { - "tags": [] - }, - "source": [ - "### Modeling\n", - "\n", - "The model was based on a formula developed by Holst et al. (2013) structured after the Cobb-Douglas production function.\n", - "\n", - "The Cobb-Douglas utility function generally asserts that\n", - "\n", - "$$ q = f(x) = A \\prod _ {n=1}^{N} x_n^{\\lambda_{n}} $$\n", - "\n", - "From that we fill in our variables. We will distinguish, for now, only between sown area $s$ and means of production $x_n$ (we will later add extraneous influencers $c_m$), therefore, we can express the expected total grain yield ($E(y_{it})$) as\n", - "\n", - "Derived from this form, we therefore have an estimate of the average grain yield\n", - "\n", - "$$ \\bar y_{it}=\\exp(\\beta_0+\n", - "\\sum _ {n=1}^{N}\\beta_{ni} \\ln x_{nit}+\n", - "\\sum _ {m=1}^{M}\\gamma_{mi} c_{mit})+\n", - "\\epsilon$$\n", - "\n", - "The impact of a unitary change in a certain climate variable ($\\delta c_{mi}$) on mean grain yield ($\\bar{y}_{ic}$) is then assessed via\n", - "\n", - "$$\\Delta \\bar{y}_{ic}=\\frac{\\delta \\bar y_i}{\\delta c_{mi}} $$" - ] - }, - { - "cell_type": "markdown", - "id": "c1ab6231-09d2-48f2-990a-04e30c54b0d0", - "metadata": {}, - "source": [ - "### JS, HN, HB" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "28a561aa-789d-46d5-b9f1-a4e144f05589", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Jiangsu\n", - "\n", - "df=pd.read_csv(\"model/data/province/data.jiangsu.csv\")\n", - "\n", - "df['TGrainOut']=df['TGrainOut']*10 #10kt - kt\n", - "df['SownArea']=df['SownArea']\n", - "df.drop('HHPopul',axis=1,inplace=True)\n", - "df['PrimInd']=df['PrimInd']*10 #10kpeople - kpeople\n", - "df['MechPower']=df['MechPower']*10 #10kkW - MW\n", - "\n", - "temp=[]\n", - "for yr in JStemp['air'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " temp.append(s/np.count_nonzero(~np.isnan(yr))-273) \n", - "\n", - "soil=[]\n", - "for yr in JSsoil['soilw'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " soil.append(s/np.count_nonzero(~np.isnan(yr)))\n", - " \n", - "precip=[]\n", - "for yr in JSprecip['precip'][:32,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " precip.append(s/np.count_nonzero(~np.isnan(yr)))\n", - "\n", - "hwave=[]\n", - "for i in range(10,42):\n", - " f=JShwave['HeatWaveOccurence'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " hwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - " \n", - "cwave=[]\n", - "for i in range(10,42):\n", - " f=JScwave['tmin'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " cwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - "\n", - "linvars=pd.DataFrame()\n", - "linvars['dt']=df['dt']\n", - "linvars['temp_mu']=temp\n", - "linvars['precip_mu']=precip\n", - "linvars['hwave']=hwave\n", - "linvars['cwave']=cwave\n", - "\n", - "df.drop('dt', axis=1, inplace=True)\n", - "od_JS=df[[c for c in ['TGrainOut'] if c in df]+[c for c in df if c not in ['TGrainOut']]].join(linvars)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b8a035e1-0d33-4309-9a07-e6e405ec67bf", - "metadata": { - "scrolled": true, - "tags": [] - }, - "outputs": [], - "source": [ - "# Hunan\n", - "\n", - "df=pd.read_csv(\"model/data/province/data.hunan.csv\", na_values='NONE')\n", - "\n", - "df['TGrainOut']=df['TGrainOut']*10 #10kt - kt\n", - "df['SownArea']=df['SownArea']\n", - "df.drop('HHPopul',axis=1,inplace=True)\n", - "df['PrimInd']=df['PrimInd']*10 #10kpeople - kpeople\n", - "df['MechPower']=df['MechPower']*10 #10kkW - MW\n", - "\n", - "temp=[]\n", - "for yr in HNtemp['air'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " temp.append(s/np.count_nonzero(~np.isnan(yr))-273) \n", - "\n", - "soil=[]\n", - "for yr in HNsoil['soilw'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " soil.append(s/np.count_nonzero(~np.isnan(yr)))\n", - " \n", - "precip=[]\n", - "for yr in HNprecip['precip'][:32,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " precip.append(s/np.count_nonzero(~np.isnan(yr)))\n", - "\n", - "hwave=[]\n", - "for i in range(10,42):\n", - " f=HNhwave['HeatWaveOccurence'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " hwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - " \n", - "cwave=[]\n", - "for i in range(10,42):\n", - " f=HNcwave['tmin'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " cwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - "\n", - "linvars=pd.DataFrame()\n", - "linvars['dt']=df['dt']\n", - "linvars['temp_mu']=temp\n", - "linvars['precip_mu']=precip\n", - "linvars['hwave']=hwave\n", - "linvars['cwave']=cwave\n", - "\n", - "df.drop('dt', axis=1, inplace=True)\n", - "od_HN=df[[c for c in ['TGrainOut'] if c in df]+[c for c in df if c not in ['TGrainOut']]].join(linvars)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0125bc7a-9a9d-4ab9-893f-9bb3d0dd7ca7", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Hubei\n", - "\n", - "df=pd.read_csv(\"model/data/province/data.hubei.csv\", na_values='NONE')\n", - "\n", - "df['TGrainOut']=df['TGrainOut']*10 #10kt - kt\n", - "df['SownArea']=df['SownArea']\n", - "df.drop('HHPopul',axis=1,inplace=True)\n", - "df['PrimInd']=df['PrimInd']*10 #10kpeople - kpeople\n", - "df['MechPower']=df['MechPower']*10 #10kkW - MW\n", - "\n", - "temp=[]\n", - "for yr in HBtemp['air'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " temp.append(s/np.count_nonzero(~np.isnan(yr))-273) \n", - "\n", - "soil=[]\n", - "for yr in HBsoil['soilw'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " soil.append(s/np.count_nonzero(~np.isnan(yr)))\n", - " \n", - "precip=[]\n", - "for yr in HBprecip['precip'][:32,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " precip.append(s/np.count_nonzero(~np.isnan(yr)))\n", - "\n", - "hwave=[]\n", - "for i in range(10,42):\n", - " f=HBhwave['HeatWaveOccurence'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " hwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - " \n", - "cwave=[]\n", - "for i in range(10,42):\n", - " f=HBcwave['tmin'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " cwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - "\n", - "linvars=pd.DataFrame()\n", - "linvars['dt']=df['dt']\n", - "linvars['temp_mu']=temp\n", - "linvars['precip_mu']=precip\n", - "linvars['hwave']=hwave\n", - "linvars['cwave']=cwave\n", - "\n", - "df.drop('dt', axis=1, inplace=True)\n", - "od_HB=df[[c for c in ['TGrainOut'] if c in df]+[c for c in df if c not in ['TGrainOut']]].join(linvars)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4061fae7-af94-4954-9ae8-4b573f71c76d", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Zhejiang\n", - "\n", - "df=pd.read_csv(\"model/data/province/data.zhejiang.csv\", na_values='NONE')\n", - "\n", - "df['TGrainOut']=df['TGrainOut']*10 #10kt - kt\n", - "df['SownArea']=df['SownArea']\n", - "df.drop('HHPopul',axis=1,inplace=True)\n", - "df['PrimInd']=df['PrimInd']*10 #10kpeople - kpeople\n", - "df['MechPower']=df['MechPower']*10 #10MW - MW\n", - "\n", - "temp=[]\n", - "for yr in ZJtemp['air'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " temp.append(s/np.count_nonzero(~np.isnan(yr))-273) \n", - "\n", - "soil=[]\n", - "for yr in ZJsoil['soilw'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " soil.append(s/np.count_nonzero(~np.isnan(yr)))\n", - " \n", - "precip=[]\n", - "for yr in ZJprecip['precip'][:32,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " precip.append(s/np.count_nonzero(~np.isnan(yr)))\n", - "\n", - "hwave=[]\n", - "for i in range(10,42):\n", - " f=ZJhwave['HeatWaveOccurence'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " hwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - " \n", - "cwave=[]\n", - "for i in range(10,42):\n", - " f=ZJcwave['tmin'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " cwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - "\n", - "linvars=pd.DataFrame()\n", - "linvars['dt']=df['dt']\n", - "linvars['temp_mu']=temp\n", - "linvars['precip_mu']=precip\n", - "linvars['hwave']=hwave\n", - "linvars['cwave']=cwave\n", - "\n", - "df.drop('dt', axis=1, inplace=True)\n", - "od_ZJ=df[[c for c in ['TGrainOut'] if c in df]+[c for c in df if c not in ['TGrainOut']]].join(linvars)\n", - "\n", - "# kt/hectare\n", - "\n", - "df['avrGout']=df['TGrainOut']/df['SownArea']\n", - "ZJldf=df.drop(['YEAR','TGrainOut', 'SownArea'], axis=1).transform('log').join(linvars)\n", - "ZJldf = ZJldf[[c for c in ['avrGout'] if c in ZJldf]+[c for c in ZJldf if c not in ['avrGout']]]\n", - "\n", - "ZJldf" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "646837f4-7c5e-41b4-8b18-26b228024622", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Anhui: Interpolated\n", - "\n", - "df=pd.read_csv(\"model/data/province/data.anhui.csv\", na_values='NONE')\n", - "\n", - "df['TGrainOut']=df['TGrainOut']*10 #10kt - kt\n", - "df['SownArea']=df['SownArea']\n", - "df.drop('HHPopul',axis=1,inplace=True)\n", - "df['PrimInd']=df['PrimInd']*10 #10kpeople - kpeople\n", - "df['MechPower']=df['MechPower']*10 #10kkW - MW\n", - "\n", - "temp=[]\n", - "for yr in AHtemp['air'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " temp.append(s/np.count_nonzero(~np.isnan(yr))-273) \n", - "\n", - "soil=[]\n", - "for yr in AHsoil['soilw'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " soil.append(s/np.count_nonzero(~np.isnan(yr)))\n", - " \n", - "precip=[]\n", - "for yr in AHprecip['precip'][:32,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " precip.append(s/np.count_nonzero(~np.isnan(yr)))\n", - "\n", - "hwave=[]\n", - "for i in range(10,42):\n", - " f=AHhwave['HeatWaveOccurence'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " hwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - " \n", - "cwave=[]\n", - "for i in range(10,42):\n", - " f=AHcwave['tmin'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " cwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - "\n", - "linvars=pd.DataFrame()\n", - "linvars['dt']=df['dt']\n", - "linvars['temp_mu']=temp\n", - "linvars['precip_mu']=precip\n", - "linvars['hwave']=hwave\n", - "linvars['cwave']=cwave\n", - "\n", - "df.drop('dt', axis=1, inplace=True)\n", - "od_AH=df[[c for c in ['TGrainOut'] if c in df]+[c for c in df if c not in ['TGrainOut']]].join(linvars)\n", - "# kt/hectare\n", - "\n", - "df['avrGout']=df['TGrainOut']/df['SownArea']\n", - "AHldf=df.drop(['YEAR','TGrainOut', 'SownArea'], axis=1).transform('log').join(linvars)\n", - "AHldf = AHldf[[c for c in ['avrGout'] if c in AHldf]+[c for c in AHldf if c not in ['avrGout']]]\n", - "\n", - "AHldf" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8e775d3b-b9a3-4a69-8f76-0b75498e27a2", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Jiangxi\n", - "\n", - "df=pd.read_csv(\"model/data/province/data.jiangxi.csv\", na_values='NONE')\n", - "\n", - "df['TGrainOut']=df['TGrainOut']*10 #10kt - kt\n", - "df['SownArea']=df['SownArea']\n", - "df.drop('HHPopul',axis=1,inplace=True)\n", - "df['PrimInd']=df['PrimInd']*10 #10kpeople - kpeople\n", - "df['MechPower']=df['MechPower']*10 #10kkW - MW\n", - "\n", - "temp=[]\n", - "for yr in JXtemp['air'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " temp.append(s/np.count_nonzero(~np.isnan(yr))-273) \n", - "\n", - "soil=[]\n", - "for yr in JXsoil['soilw'][42:74,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " soil.append(s/np.count_nonzero(~np.isnan(yr)))\n", - " \n", - "precip=[]\n", - "for yr in JXprecip['precip'][:32,:].to_numpy():\n", - " s=np.nansum(yr)\n", - " precip.append(s/np.count_nonzero(~np.isnan(yr)))\n", - "\n", - "hwave=[]\n", - "for i in range(10,42):\n", - " f=JXhwave['HeatWaveOccurence'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " hwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - " \n", - "cwave=[]\n", - "for i in range(10,42):\n", - " f=JXcwave['tmin'][:,:,i].to_numpy()\n", - " s=np.nansum(f)\n", - " cwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - "\n", - "linvars=pd.DataFrame()\n", - "linvars['dt']=df['dt']\n", - "linvars['temp_mu']=temp\n", - "linvars['precip_mu']=precip\n", - "linvars['hwave']=hwave\n", - "linvars['cwave']=cwave\n", - "\n", - "df.drop('dt', axis=1, inplace=True)\n", - "od_JX=df[[c for c in ['TGrainOut'] if c in df]+[c for c in df if c not in ['TGrainOut']]].join(linvars)\n", - "# kt/hectare\n", - "\n", - "df['avrGout']=df['TGrainOut']/df['SownArea']\n", - "JXldf=df.drop(['YEAR','TGrainOut', 'SownArea'], axis=1).transform('log').join(linvars)\n", - "JXldf = JXldf[[c for c in ['avrGout'] if c in JXldf]+[c for c in JXldf if c not in ['avrGout']]]\n", - "\n", - "JXldf" - ] - }, - { - "cell_type": "markdown", - "id": "3759af37-7716-41f3-a379-bf052967c545", - "metadata": {}, - "source": [ - "## Correlation Matrices" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "19ded0ae-4725-4cb0-80aa-145174c36ac8", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "import seaborn as sn\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f3b2fb7e-c830-455c-934e-5ed903b06fdb", - "metadata": {}, - "outputs": [], - "source": [ - "multi = pd.concat([od_JS, od_ZJ, od_AH, od_HN, od_HB, od_JX], keys=['Jiangsu', 'Zhejiang', 'Anhui', 'Hunan', 'Hubei', 'Jiangxi'])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e5d3b23f-98da-42a4-b0b9-79b51223e789", - "metadata": {}, - "outputs": [], - "source": [ - "multi" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "17657853-5aa3-4822-83b2-7dfe53c9e6ea", - "metadata": {}, - "outputs": [], - "source": [ - "multi.reset_index(level=[0,1],inplace=True, names=['Province', 'Case'])\n", - "multi['avrGout']=multi['TGrainOut']/multi['SownArea']\n", - "multi = multi[[c for c in ['avrGout'] if c in multi]+[c for c in multi if c not in ['avrGout']]]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f21e45b8-222d-4d8b-9c76-9e9d0b08c02a", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "cmap=['#2f9147','#2f9158','#2f9170','#2f9989','#2f8191','#2f6491']\n", - "sn.set_palette(sn.color_palette(cmap))\n", - "\n", - "sn.lmplot(\n", - " data=multi, x=\"YEAR\", y=\"PrimInd\",\n", - " hue=\"Province\", height=6, \n", - ")\n", - "\n", - "cmap2=['#b55626', '#b56926','#b57826', '#b58f26','#b5a026','#a4a425']\n", - "sn.set_palette(sn.color_palette(cmap2))\n", - "sn.lmplot(\n", - " data=multi, x=\"YEAR\", y=\"MechPower\",\n", - " hue=\"Province\", height=6, \n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "d2e204c1-afc8-4dfe-b791-13b786fc335d", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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S0vs+fvw4AGDcuHFo06aN3HxXrFgBQDQyZ05Ojtx85s2bJ+mXUl7btm1hb28PAAgMDFS6XACQkZEBADAwMKhSuvJu3LiBzMxMAFA4oe5nn30Gc3NzAMDRo0flbsNms/H1119Xuj99fX18+umnctcFBATg6dOnUFNTw/LlyxXmMWPGDADAzZs3FfbNqypLS0u4u7uDYRj4+PjUSp7lNebzqLz58+fLzb9Vq1YYN24cAODYsWNS6/7++28AwPTp0xWOvmllZYU+ffoAAP77778ql6tXr15gs9nIzs7G8+fPJcvFw9/37dsXffv2BQDcvn1bsv7x48coKioCj8dD165dJctres06fPgwCgsL0bFjR/Tr109uWlVVVUyePLnCY+Zyufjyyy/lrhs5ciSA6n+ec+bMAQDcv39fbv9K8SiVffv2lZw7yhg6dCgAICoqqsJr6VdffQUVFZWqFLnKZajo90BdXV3he/vTTz8BADIzM3Hjxg2l9lnT65N4YKmq/P4QQmgQE0KqrPxgAvr6+ujfv7/kJmbatGn4/vvvAQChoaGSIGDWrFkwMzOT+2dubi4ZKCIuLk5mfw8ePMCsWbPg4uICLS0tqf1v2LABgKgTuCLdu3dXuE5dXV1yozVo0CD89NNP8PX1RWlpqcI0paWlkpun/v37K9xOPLWCUCiUurksr0uXLgrTW1hYAIDkPayqygYuqYifnx8AwNraGs7OznK3UVFRkdwci7d/n6Ojo9wb//d16tQJHA5H7jrxzZhQKETLli0VnkfiYL6goEASxCpDKBTiyJEjGDFiBGxsbKCuri51jj158gRAxedYdTSV8wiA5HOuaF1gYKDUgCTiz23Pnj0KPzMzMzPcvHkTgPzvfmX09PTg4eEBQDpAE7/u27evJECUt75bt27gcrmS5TW9ZomPOTg4uMJjXr16dYXH7OrqCi0tLbnravp5Tpo0CZqammAYRmZKgZCQEMmAGeJAr7y8vDz8/vvv6NWrF0xMTMDhcCTfEw0NDcl2FQ1sU9H1WBkBAQH47LPP4ObmBh0dHclANiwWC5999hmAir+rHTt2hI6Ojtx1Tk5OktF4FV3T3lfT69OwYcMAADNnzsTy5ctx7949FBYWKrVvQj5k8h+vEUIUMjU1lbwWj0ro4eGBqVOnSm6WAEhq5AAgLS1Nqbzf/+H6+uuvJUEaIAoa9PX1JTf7+fn5KCgoQEFBgcI8Kwsg/v77b4wYMQIBAQFYs2YN1qxZAw6Hg06dOmHkyJH4+OOPpWqzMjMzJU9QK5rXq/yw/KmpqXK30dbWVphe/PT//VH6KmNoaIjExMQqBTHvE5e3snnLxMeo6PiUCd4q2058HgkEAqSkpCiVn7I3QIWFhRg2bJikxgYAOBwODAwMJJNuZ2ZmoqysrMJzrDoa+3lUXkXlE6/j8/nIzMyEqakpysrKJCMt5uTkKKw5LK+6N619+vTBs2fPcPv2baxYsQJFRUXw9fWFtrY2OnbsCD6fDx6PhwcPHoDP50NVVVXyeZe/XgE1v2aJ0xcVFckd2bKitOUp83lWd6oWLS0tTJgwAfv27cOBAwewatUqSSuEf/75B4AoMB4zZoxUulevXqFfv35SwZGGhgb09PQk6cXfz5pcjyvy559/YvHixRAKhQBED6l0dXUlQXhRURFyc3Mr3H9l1zRLS0skJiYq/K69r6bXpw0bNiAyMhJ37tzBpk2bsGnTJqioqKBdu3YYOnQo5s2bR/NHEiIH1cARUkXlJ/KOi4vDs2fP8Pfff8vcDJVvJpKcnAxG1Oe0wr9Zs2ZJ0ty4cUMSvH322WcICgpCSUkJMjMzJftfunQpACgcvhpApc11bGxs8Pz5c1y7dg1ffPEFOnToAKFQiIcPH2LFihVwdHSUenpfXkW1XOXX1aQ2rKpcXV0BAC9evKhxXsqWW9F2yjaVqmg78Xnk4uKi1DnEMIzUMP4V+fXXX3Hnzh2oq6tj8+bNiIuLQ3FxMTIyMiTnmLh2q6JzrKYa43mkqAzKKP/dP3bsmFKf2ftTRihLfN3x9vZGWVkZHj58iJKSEvTs2ROqqqrg8Xjw9PREfn4+njx5gsLCQsnUCu/XLNb0miVOP3/+fKXSKppWoq6JpwZISEiQ1ICWlZXh0KFDAICpU6eCx+NJpZk9ezYSExNhZ2eHkydPIiMjAwUFBUhNTUVycrJUrVtNrseKvHz5EkuWLIFQKMT48ePx5MkTFBcXIysrS/Jd3bRpU6X7r+3vUE2vT3p6erh9+zYePHiAFStWoHv37lBVVcWzZ8+wevVqODk5KWyiTsiHjAI4QuqImZmZ5HVQUFCV04v71AwcOBA7duxAmzZtZH78k5OTa1bIt9hsNgYOHIitW7fCz88PmZmZOHz4MGxsbJCVlYUpU6ZImlUaGBhIypGQkKAwz/LrjI2Na6WcyhA3CU1LS6uwL0hFxE/JKzo+4F1Tpbo8PvF5FB0dXeu1YOJz7KeffsKSJUtgY2Mjc4NXW+fY+xr7eVReRU3SxDfuqqqqkppqHo8HXV1dANX77leFOFArKCiAr6+vVPNJsfLNKL29vVFaWgpNTU106tRJKq+aXrPE6ev6mGuqe/fucHFxAfBuTrhLly5Jah3fbz6ZkJAg6QN69OhRjBs3TqaPbV19T8ROnToFgUCAVq1a4dixY3KbXStThsqaQovPZ2VrCmvr+uTl5YX169fD29sb2dnZOH/+PNq2bYuioiLMmTNH6do9Qj4UFMARUkfatGkj6Wvw/gAHyhDfuIr7uLyPYRiFNWM1pa2tjSlTpkiaFKWkpEhuyjgcDtzc3ACIJrxVRPxkm81mo3379nVSTnlmz54t6Y+ycuVKpWuOxM2SAFE/EUB0s/Pq1Su52wsEAklTtPdvhGuTuM9MaWkpzp49W6t5V3aOxcbGIjIyUmF6cbBXndq5xn4elVe+iamidW5ubpJmp8C7z+3kyZNS55ayxM3yKntvtbS0JOfr7du3pQYwESs/kIl4vZeXl1R5gZpfs8TH/Pjx42r16atP4iDt3LlzyMrKkgRy7dq1kznPyj9EUPRdEZ+ndUVcBnd3d8m5UZ0y+Pn5IS8vT+66yMhISYAnPqcqUxfXJx6PhxEjRuDMmTMARJPKV/dhHCHNFQVwhNQRVVVVyU3CgQMHKv0Ber9TvvgJfkBAgNztd+3aJXcUtaqoaLASQDTIiVj52r9JkyYBED0VDg4OlkmXn58vaf45ZMgQybHUByMjI/zwww8ARIHB8uXLK70JfvjwIRYvXiz5f8CAATA0NASgeBTK3bt3S/p/iEfVqwsdO3aU3DR+//33lfZNqsrgDpWdY998802F6cU3+9nZ2Urvs7zGfB6Vt2vXLkmftvLCw8Nx6tQpAMDEiROl1s2bNw+AqO/U77//XmH+BQUFMt/Fqry34gDtwoUL8PPzg6GhIdzd3SXrO3fuDE1NTTx69AhXr14FINv/Daj5NWv69OlQV1eHQCDA559/XuFoqEKhsNrnTW2YMWMGVFVVUVJSgk2bNuHatWsA3jWvLK/8eSfvu5KXl4dffvml7gpbrgxBQUFyr2dXr17F3bt3K82nqKgIGzdulLtOfAwGBgaSwYMqU5PrE5/Pr/DhhqLfH0IIBXCE1Kkff/wRDg4O4PP5GDRoEDZt2iT1A5eTk4Nr165h5syZ6NGjh1Ra8ahdV69exZo1ayTNU7Kzs7F27VosWrRIEmRUl4+PD9zc3LB582a8fPlS8mMqHjZ+wYIFAEQDSbRt21aSbsGCBbC3t0dZWRkGDx6Mq1evStIGBQVh4MCBiImJAYfDqfMbG3m++eYbyQ315s2b0b17d5w9exa5ubmSbfLy8nDp0iWMGTMGPXr0kHrKrq6uLgncjh49ivnz50ua8BQWFmL79u1YsmQJANGNe4cOHersWFgsFnbt2gUul4v4+Hh06dIFp06dkhoI4PXr1zh06BAGDBig1LQFYuJz7JdffsGZM2ckA0PExMRgypQpOHHiBPT19RWmFw/9Lx4+vqoa+3kkVlZWhgEDBkhGKGQYBjdv3sTAgQNRUlICa2trzJ8/XyrNyJEjMXr0aACi83HBggVStbmlpaXw9fXF119/DVtbW5lBI8Tv7ZUrVyoc1RB4F4w9e/YMfD4fvXv3lmoKq6amBi8vLxQXF0sCEHkBHFCza5aZmRl+++03AMDly5cxYMAAPHz4UBLIMQyDsLAwbNq0CW3atMGlS5cqPK66ZGpqKhkBce3ateDz+eByuZg6darMtq1bt4aNjQ0AUc1d+akTHj16hN69eyMrK6tOyyv+roaEhODzzz+XBEIFBQXYvXs3xo0bp9Tvga6uLtasWYN169ZJauLS09OxePFiHDhwAIDoHHi/D6AiNbk+JSYmwsnJCb/88gv8/f2lBqYJDAzEtGnTAACampro2bOnUuUh5INR7RnkCPmAVDaRd0Wio6MZd3d3SXq8nXhXR0dHapmjo6NUutLSUqZHjx6S9SwWi9HX12fYbLZkYuMffvhB4aS0ykwIW36CWbydUNnQ0JBRVVWVLNPR0WHu378vkzYoKIixtLSUbMfj8aSOicvlMidPnpS7X/E2FU0AXZMJbRmGYYRCIbNq1SrJRLHiP21tbUZbW1tqmYGBAXPw4EGZPJYuXSrz/pd/b/r06cPk5ubKpBOfL4omCxaraHLc912/fp0xNDSU7FtFRYUxNDRkNDQ0pI5l7ty5Uukqmkg7NjaWMTU1laxXVVVldHV1Jf+vXbu2ws/h33//lTp3LC0tGVtbW6Z79+5K7Z9hGu95VL7cx44dk5wzWlpaUu+5np6ezETuYgUFBcykSZOkPh9NTU2p77H47/3Jvl+9esXweDwGAMNmsxlTU1PG1taWsbW1ZRISEqS2LSwslEwoDoDZsWOHTFnEk6aLv9MVTSZd3WuW2IYNGxgVFRXJdhwOhzE0NGTU1NSk0h86dEgqnTLfm/LXrJq6ePGiVHkmTZpU4bblv/saGhqS80BDQ4O5efOmwvOxKmWu6Hx9/1zS09OTvM8dOnRgtm/fzgBgbG1tZdKWv9ZMnDhRcg3R19dnWCyWJM8ZM2ZITQovL7081bk+lf+OidMYGBhIncscDkfh95+QDxnVwBFSx+zt7eHn54eDBw9i2LBhMDc3lzSZsre3x+jRo7F37148evRIKp2amhquX7+On3/+Gc7OzlBTUwPDMOjcuTN27tyJCxcu1LhZSadOnXDixAksWLAAHTp0gJGREXJycsDj8dCuXTusWLECL1++lHnSDohqCEJCQrBy5Uq0a9dO0hzJwcEB8+fPR0hIiGSS44bAYrHw008/ITo6GmvXrkXfvn1hYWGB0tJS8Pl82NraYtSoUfj7778RGxuL6dOny+SxadMm3L59G2PHjoWpqSny8/Ohra2NPn36YO/evbhx40aFQ57XpgEDBiAyMhLr1q2Dl5cXdHV1kZ2dDTabjdatW+Pjjz/GhQsXsH37dqXztLW1hZ+fHz7++GPJ/Fo8Hg/Dhg3Df//9h2+//bbC9NOmTcO///4LLy8vaGhoICkpCXFxcVWaM66xn0eAaJ45Pz8/zJgxA7q6uuDz+bC0tMQnn3yCoKAghf2FNDQ0cPToUdy5cwfTp09HixYtIBQKkZ+fDxMTE/Tt2xcbNmxARESEzFDpTk5OuHPnDkaMGAFjY2NkZGQgLi4OcXFxMkPoq6urS03ILW/euvLLevToUeG1o7rXLLGvvvoKYWFhWLp0Kdzc3MDj8ZCdnQ0tLS106tQJK1asgI+PD6ZMmaKwDPVh8ODBkvMekD/3m9iwYcNw//59DB06FHp6euDz+TAyMsLs2bPx/PlzhROX16bDhw9jy5YtcHNzA5fLhUAgQNu2bbFu3To8fPhQ4dx57zt69Ch27twJDw8P8Pl8aGpqwtPTEwcPHsSBAwcU9rGrSHWuT5aWlrhw4QKWLl2Krl27SuYXVFVVRevWrfH5558jODi4wb//hDRGLIapw7GhCSGEEEIIIYTUGqqBI4QQQgghhJAmggI4QgghhBBCCGkiKIAjhBBCCCGEkCaCAjhCCCGEEEIIaSIogCOEEEIIIYSQJoICOEIIIYQQQghpIiiAI4QQQgghhJAmggI4QgghhBBCCGkiKIAjhBBCCCGEkCaCAjhCCCGEEEIIaSIogCOEEEIIIYSQJoICOEIIIYQQQghpIiiAI4QQQgghhJAmggI4QgghhBBCCGkiKIAjhBBCCCGEkCaCAjhCCCGEEEIIaSIogCOEEEIIIYSQJoICOEIIIYQQQghpIiiAI4QQQgghhJAmggI4QgghhBBCCGkiKIAjhBBCCCGEkCaCAjhCCCGEEEIIaSIogCOEEEIIIYSQJoICOEIIIYQQQghpIiiAI4QQQgghhJAmggI4QgghhBBCCGkiKIAjhBBCCCGEkCaCAjhCCCGEEEIIaSIogCOEEEIIIYSQJoICOEIIIYQQQghpIiiAI4QQQgghhJAmggI4QgghhBBCCGkiKIAjhBBCCCGEkCaCAjhCCCGEEEIIaSIogCOEEEIIIYQ0iGfPnuG3337DmDFjYGlpCRaLBR6PV+38srOzsWTJEtja2oLL5cLW1haLFy9Gdna2wjRCoRBbtmxB27Ztoa6uDmNjY4wfPx6hoaHVLkddYjEMwzR0IQghhBBCCCEfnlGjRuH8+fNSy7hcLoqLi6ucV0ZGBjw9PREREYEWLVqgY8eOCAkJQUhICBwdHfH48WMYGhpKpWEYBhMmTMCpU6egp6eHfv36IT09Hffv3wePx8OdO3fQpUuXGh1jbaMaOEIIIYQQQkiD8PT0xE8//YSLFy8iOTm5RnktXboUERERGDNmDMLDw3H8+HEEBwdj0aJFiIyMxLJly2TS7Nu3D6dOnYKTkxPCwsJw6tQp3L17FydPnkRRURGmTp0KPp9fo3LVNqqBI4QQQgghhDQKLBarWjVwycnJsLS0hIqKChISEmBqaipZV1JSAmtra2RmZuL169dS61xdXREaGoqzZ89i1KhRUnmOHDkSFy5cwKlTpzB27NgaHVdtoho4QgghhBBCSJN29epVCIVC9OzZUypAA0RNMocPHw6BQICrV69KlsfExCA0NBTq6uoYOnSoTJ7jxo0DAFy8eLFuC19FFMARQgghhBBCmrSAgAAAQPv27eWuFy8Xb1f+dZs2baCmpqZUmsaAAjhCCCGEEEJIkxYfHw8AsLKykrtevFy8XXXTNAaqDV0AQgghhBBCSNPk6uqqcF1ISEi9lSM/Px8AoKGhIXe9pqam1HbVTdMYUABHCCGEEEJIMzHeg1PPe3Sq5/3JJx6XkcViVbi+KmkaKwrgCCGEEEIIIdVSn7VsFdHW1gYAFBQUyF1fWFgIANDS0lI6jXh5+TSNAQVwhBBCCCGENBPsplWZVGtsbGwAAImJiXLXi5eLt6tumsaABjEhhBBCCCGENGnu7u4AgOfPn8tdL17u5uYmkyY4OBhlZWVKpWkMKIAjhBBCCCGkmWCz6/evsRg0aBDYbDYePHiA1NRUqXUlJSW4ePEi2Gw2Bg8eLFlub2+PVq1aoaioCJcvX5bJ89SpUwCAYcOG1W3hq6gRve2EEEIIIYQQotiff/4JFxcXfPvtt1LLzc3NMXnyZJSWluKzzz4Dn8+XrFuxYgXS0tIwZcoUmJmZSaVbtmyZZJvygd+ZM2dw4cIF2NvbY9SoUXV3QNVAfeAIIYQQQghpJlSa2IiKly9fxpo1a6SWlZaWomvXrpL/f/zxRwwdOhQAkJ6ejvDwcCQlJcnktWXLFjx+/BinT5+Gi4sLOnbsiJCQEAQHB8PBwQGbN2+WSTNnzhxcuXIFZ8+ehYuLC/r164f09HTcu3cPPB4Phw4dkjvJd0OiGjhCCCGEEEJIg0hLS4Ovr6/kDxAN719+WVpamlJ5GRkZ4enTp1i0aBFKS0tx9uxZ5OTkYOHChXjy5AmMjIxk0rDZbJw8eRIbN26EhYUFLl26hKCgIIwePRp+fn7o1q1brR5vbWAx8iZFIIQQQgghhDQ5Mzpz63V/B5+U1Ov+CNXAEUIIIYQQQkiTQX3gCCGEEEIIaSY+1HngPiQUwJEmabwHp6GL0Kid9C+VvP789sUGLEnTsKPvcMnrsAufNWBJGj+XEX9JXqcE7GrAkjR+pu7zJa8Lc+IasCSNn4aureR1+st/G7AkjZ9Rq+mS169zsxuuIE2EpY5eQxeBkFpHARwhhBBCCCHNRGOam43UDfqICSGEEEIIIaSJoBo4QgghhBBCmgnqA9f8UQ0cIYQQQgghhDQRFMARQgghhBBCSBNBTSgJIYQQQghpJlRY1IayuaMaOEIIIYQQQghpIqgGjhBCCCGEkGaCphFo/ugjJoQQQgghhJAmgmrgCCGEEEIIaSZoGoHmj2rgCCGEEEIIIaSJoBo4QgghhBBCmgmqgWv+qAaOEEIIIYQQQpoIqoEjhBBCCCGkmaBRKJs/+ogJIYQQQgghpImgGjhCCCGEEEKaCRUWdYJr7qgGjhBCCCGEEEKaCKqBI4QQQgghpJmgUSibP6qBI4QQQgghhJAmgmrgCCGEEEIIaSaoBq75oxo4QgghhBBCCGkiKIAjhBBCCCGEkCaCmlASQgghhBDSTNBE3s0ffcSEEEIIIYQQ0kRQDRwhhBBCCCHNBA1i0vxRAFdHXr9+jZ07d+L69euIjo5GTk4OtLW14eTkBC8vL0yePBkdO3Zs6GJ+kFq08oBb1/5wdO0Ep7adYGBiidKSYkztqlOt/DS0dDFh/o/o3Hck9AzNkJ2RjKd3LuD4ztUozM+Rm4bFYmHw5IXoN2o2zKwdUFyUjxC/+zixazUSo1/W5PDqXHZULGKu3kROTBwYgQCaZqaw6tUNFp6dapx3yMHjSHr0FADQ6atF0G1hq3DbzLAIJNz1Rk50HMqKisDR1ISWlQWsenjC2N21xmWpjtIyAU7djsODF8lIyy6BloYq2rc0xJSPWsBIj1ftfN+kFWLxJl+U8oXwcDbAyk88ZLbZeiwUt58lKcxj/piWGOxpVe0y1IWSUj4On3uCmw/DkZqeB20tHrq422HORE+YGGorlQdfIMTB074Ii0pB3OsMZOcWQSAQwthQG53cbDF1VEeYGkl/t/l8AZ6HJOKhXxRCXiUhKTUHJaV8mJnowtPDHlNHdYSejkZdHHK1lZSUYu+BY7j23x0kp6RCR0cb3T07YcG8GTA1Na5SXnl5+dj1v39x++5DZGRkwdBQH316dcOCeTOgra0lN010TDz27j8Gv2cvkJGRBS6PC4cWdhgxbABGjxwMdiNqs1VSyse/px/i5oMQpKTlQFtLHV3bO2Du5F4wMVLuOp+XX4xHzyLh4xeBiJgUJKflgMViwd7aCAN6tsGYwR2gqqoiN21sQjr2n3yA50FxyM0rgqG+Frp3csKcST0b3Xn1vuCAQBzauxcvg0NQVlYGW3t7jBo/DgOHDa1Wfo8eeOP4v4cQ9eoVGDBwdG6JidOnwbOHl8y261euxn+XL1ea59GL52FqZlat8hDSXFAAVwd2796NJUuWoLi4GAYGBujcuTMMDAyQk5ODFy9eYNOmTdi0aRO++OILbN26td7Lt3LlSqxatQr79u3DrFmz6n3/DW3sJ9+jc58RtZKXlq4Bfj3wABa2TkhOiMLTOxdg5dAaQ6YsgofXIHw3owfyczJl0i1dfwSeA8YiPzcLz72vQlvPEF36jUZ7r8FYOW8AIoOf1kr5alvqiyAE/e9fMAwDPUd7cLQ0kRkWidCDx5H/OgnO46r/vmaGR4qCNxYLYJgKt404exlx1++ApaoCvRZ24OhooyQ7B9mR0eDq6jRIAFdaJsCPu/0RFpcDfR0OOrsaITWzGLeeJsEvNB3rF3aEuVH1bt7+Oh2GMoFQqW09nA2gr82VWW5p3LhuHEtK+Vi65hSCw5NgqK+J7h0dkJyWiyt3Q+DzPBo7f5kESzO9SvMpLeNj/6nHUOepwcHWCC1bmKKML0BkbBrOXQ/ATe8wbP5pLFq2MJWkeRGaiC9/PQMAsDTVhYerNfgCIUJeJeH4pWe44f0S21aOh42FQV0dfpWUlJTi089XICAwFEZGBujdsxveJCXj/MX/cN/7MQ78sxXWVhZK5ZWdnYuZHy9GfMJrWFmao0+vboiKjsXR4+fg7fMEB//ZBj096SDH/0UwPlv0LYpLSuDQwhZubVsjJzcP/i+CERgUiid+L7D+1+/r4tCrrKSUj8U/HUJQWCIM9bXg1bklklOzcflWAB76RWD3b7NgZV7553r0/CMcOPkQbDYLTvZm6N7JCdk5hQgKS0BoxBvc8XmJzSungMdVk0r3LDAGK349geKSMthZGaFNSytEx6fi9BU/eD95hd3rZ8HYsHoPC+vagzt3serb78AIhXDz8ICuni6eP/XD+lWrERURgc+WLqlSfmeOHcefGzdBRUUFHTp3hhpHDX6PffH9suVYuHwZxkyaKLV9m3buCvNKiI9DaFAwTM3NYWJqqnA7IqLCoiq45o4CuFq2e/duzJ8/H9ra2ti9ezemTZsm82Ty8ePH+OWXXxAeHt5ApfywvQp8jLhXgYgM8UNUiB/+vpVY7bxmffkHLGyd8PjWWWz+egqEAgEAYPaKTRgyeSFmLv8dO376WCpNn5Ez4TlgLN7EReCnOX2Qk5kKAOjSbzS+/OM4Fv96AIvHtJXk1ViUFRQi9OBx0Y/7vJkw8WgLACjJzYPfHzsQf+s+jNq2hkFLxyrnLSgrQ9iRU9A0N4WqujpyomMVbpt4zwdx1+9Ax9YabvNmgmeg9y6f0lIUpWVUef+14eTtWITF5aClrS5WfdIO6lzR5fX8vXjsvRSB7SdfYu2CDlXO98aTNwiKysLALhb4z/dNpduP7WuHtg76Vd5PfTt09gmCw5Pg6myOjT+MgQaPAwA4fukZdhy8j992Xsf2VRMqzYejpoodqyeglZM5VFXeXWsFQiH+OeaDQ+eeYvM/t7Hr18mSdSw2C/27t8SkER3hbG8iWZ5fWIKVmy/jSUAc1v11HTt/mVSLR1x9/+w/ioDAULi1bY2d29dBQ0MdAPDv4VPYtHUPVq7ZiH92b1Qqrz8270J8wmv07eOF9b9+L6lFWv/HDhw7cR4bt+zCmpUrpNJs2PgXiktKsGTRXMyc/u4ziYt/jVlzl+D6jXsYN3ooOnVsVzsHXAMHT3kjKCwRbVpaYfPKKdBQF51Xx84/xvZ9N7Huz0vY8euMSvNR53EwY1x3jBncQSrgSniTicU/H0LgywTsP/EA86f3lawrLinDyk3nUFxShjkTe+Djyb0AAEIhg+37buDExSf4bcdlbPxpssz+Glpebi42rF4DoUCAlet/Q8++fQAAmRkZWPzJPJw6chSePbzgoWTLoYS4eOzcshVqHA427fwLrm5tJcsXfTwXO7dsRedunrCysZGkGTpqJIaOGik3v9Xffo/QoGD0HzwILApOCKFBTGpTQkICFi9eDBUVFVy5cgUzZsyQ26yka9euuHTpEn799dcGKCU5v/8PnNi1Gs8fXJEET9WhZ2iKHoMng19Wir/XLpIKuP7d/A1yMlPRY/Bk6BqYSKUbPn0pAODQlm+l9u976yye3r0IMxtHdOpdOzWEten1Q1/wi4ph7O4qCd4AgKujDacxouY18bfuVSvvmCs3UZiWgVZTxoGloviyVFZYhIhzl6HC48J9wWyp4A0AVDgcaFmaV6sMNcEXCHH5oehBwPzRLSXBGwCM7GUDO3MthERnIzIxt0r5ZueXYv+lCLg7GaCHR/NpMsTnC3D62gsAwNKP+0qCNwCYOKwDHGyNEPDyNcKjUyrNS1WFjbYullLBGwCosNmYM7EbOGoqCI1IRlFxmWRdhzY2+GnxEKngDQC0NLj45rOPAAAhr5KQnFa1z6sulPH5OHbiPADg2xULJcEbAEyfOg5Oji3w3D8IoS9fVZpXenomrv53G6qqqvhuxSKpJoBLv/gE+vq6uPrfbWRkZEmWFxYWISw8EjweF9OnjpPKz9bGEkMGiQKYkNDK91/X+HwBTl/2AwAs/3SQJHgDgEkju8LRzgQvQuIRFqm4qbHY9LHd8em0PjK1ZdYWBljwNmi7+SBEat29R2HIzC6AjaUhZk/sKVnOZrOwYEZfGBtq4/HzKETGVn5e17fL58+jID8f3Xv1lARvAGBgaIh5ixYBAE4ePqp0fmeOHYNAIMDwMaMlwRsAWNvaYOqc2RAIBDhz/IRSeRXk5+PRgwcAgAGDByldhg8Zm12/f6T+Nau3/fLly5gzZw5atWoFHR0daGpqwt3dHWvXrkVJSYlku40bN4LFYuGbb75RmNeQIUPAYrFw48YNyTIWiwU7OzuUlpZi9erVcHFxAZfLxahRowAA27ZtQ0lJCSZPngwvL9n23e/r0EH+0/h///0XXl5e0NHRgYaGBtzc3LBu3ToUFxfLbNu7d2+wWCzExsbKrIuNjQWLxULv3r0ly+zs7LBq1SoAwOzZs8FisSR/d+/erbTM5J123QeCraKC0OcPZAJBflkpnt2/DBVVVXh0HyhZbmJhB2uH1igpKsRz7ysyeT6+KWrW1bFn9fob1KX0YFHfPBMPN5l1Rm1aga2misywCAjKymTWVyT/dRLibtyFhWcn6DnaV7htylN/CIpLYNbRA1zdxtMMKTQmGwVFfJgZqqOFpWzfrW5tRYHC09D0KuX7v3PhKC0TYsGYlrVSzsYiMOwN8gtKYGmqKxNEAUDvLk4AgId+0TXaD4slunlms1hQUVHuqb2Rvhb0dERBUnpWfo32XxtevAhGXl4+rK0s4CKndrt/P9Fvzf0HjyvN6+GjpxAKhWjv0RaGhtK1tBwOBz29ukIgEOLho3dNuFVVVcBmsyut9dDRUa7PYl0KeJmAvIJiWJrpw7mF7AOP3p6tAAAPn9Ys2HS0FzXhS8+UPj/CokSBYbvWNmC/N4oER00VbVqK+qA+8G34YPd9jx88BAD07NtXZl1Xr+7gcLl4/vQpSsvdS1Xkkbcov179ZPPr/XbZowfeSuV1//YdlJSUoGXr1rCxs1MqDSHNXbMK4D7++GOcPHkSurq6GDRoEHr06IGEhAR8//33GDJkCARva0gmT54MNpuNo0ePgpHT1yY9PR03btyAmZkZ+r53MRMKhRg1ahQ2bNgABwcHjBw5Eubmoif+V69eBQBMnDhRJk9lffrpp5gxYwaePXuGHj16YOjQoUhKSsJ3332Hvn37oqioqNp5A8C4cePg7i5qZ969e3fMnDlT8mdGnYKrxM5ZFMjEvHwhd330S38AgK3zu4BH/DohKgQCPl+pNI1FfqLo5kTbxlJmHVtVFVoWZhCW8VGYkqZ0noxQiJeHT0FVnQenMcMq3T4zPAIAYNDKCSW5eYi7eQ8vj5xCxOmLSH0RDEaoXD+x2habJLqRc5ATvAGAg5Voecwb5QMCv5fp8A5Ixbi+dlXqO/coKBV7zoVj15kwnLkbh8TUAqXT1pfIONE5Ii94AwDnFqLlUXHKn0vvYxgGh889RXEJH+3bWIOjplyPgbyCYuQViG5SDfQ0q73/2vIqQhTEygveAKBVSyep7ZTJq5WivFze5vUqSrKMw+HAo10bFBUV49/Dp6S2j4t/jSvXbkNLSxN9enerdP91LTJGVLPVUk7wBgAtHUTLI2Or3/ICAN4kZwMADPSlz4/it7W82lryByzSebu8MdbARUdGAgCcXGQfFqmpqcG+RQuUlpQgIS6u0rzy8/KQmpwMAHBsKZufsakpdPX0kJKUhPz8yq+JN69eA0C1b1XBZtXvH6l/zaoP3K5duzBgwABoar67qObl5WHKlCm4dOkSDh8+jBkzZsDCwgK9e/fG7du34e3tjR49ekjlc+LECfD5fEyaNAkqKtKjTCUkJIDL5SI8PByWlu9uZMvKyhAaGgoA8PCQHSFOGadPn8aePXtgaWmJu3fvwtFR9CObm5uLoUOHwtvbGz///DM2bNhQrfwB4I8//sDKlSsREBCAuXPnfpCDmNQWIzNR2/2MVPl96DJSX4u2M3/Xxt/I3Fq0LuW13DSZb/MyMrOutXLWBn5RMfhvHx7w9PTkbsPV0wPiElGcmQVtJQdUSLjng5yYOLSeOQlqmpUHKflJohuf4swsPFq5HvyicrXSN+9B29oS7p/NAU9PV6n915a0LFE5DHVlBw8pvzw9W7YWXZ7iUgF2nw2HpbEGxvRRPBKnPOKmnGIHr0RiUFdLfDLSGSoVNE+tT6npeQAAYwUjTRobiJanvN1OWTsPPUBWTiEKikoRHZeG1yk5sLE0wJef9lc6j7P/BUAgEKKFjREsTOr3PJInKVkUbJiYGMldL16enFJ5UJIszsu04ryS3nsI893XX2DBom+wZfvfuHj5Bhxa2CEnNxfP/YNhbWWBVT8th349f+fkSUkXNXk1VjDSpLg5ZEqa/NGBlXXi0hMAQI/O0sGJnq7oGpasIH/x8qTUmu2/thXk5yM/7+130kT+QxUjUxOEv3yJlOQUODg7V5hfytvgTVtHB+rq6nK3MTYxQU52NlKTk6HlqLjfdFpqKgKeP4eKigr6fDRAmcMh5IPQrAI4cVPG8rS1tbF582ZcunQJ58+fx4wZos7LU6dOxe3bt3H48GGZAO7IkSOSbeRZt26dVPAGAJmZmZLaPCMj2R/HsLAw/PbbbzLLt27dCl1d0Q/ftm3bAACrV6+WBG8AoKOjg7/++gvu7u7YtWsXfvnlF3A4HJm8SP3iaYgeFJQUF8pdX1Ikqvngqb97oMBT16owTbE4jYb8obwbiqBcsxk2R03uNipcztttS5XKszgrG1EXrkLf2QEWXZXrGM8vFAWRkWevQMvKAi6TRkPT3BQFb1IQduwM8hJeI2jPQXT8amG9dnQvLhXV7nM58ocV571dXlSq3MA0h65FITWrGGs+9YCaqnJBVwtLLbS0bQk3RwMY6nGRnVeKZ2EZOHwtClcfvYaqKhtzR1R841VfiopF5wiXK/8niMdTe7td1Zrj3veNwOuUdzfH9taG+OmLwUoHYq9iUnHwtC8AYP7UypvB1wdxqwt1nvyHA+rqolqdwsLKHw4Uih/CcOXXEInzKiqUbunRwt4G+/ZswvKvVyMsPBJR0aJaGFVVVXTt0h4WFo2j9UZRkei84ik4r9TfnleFxcpdo+Q5e+0Z/AJioK3Jw7Sx0rWO7VxtcPDUQ/j4RSI7t1BqyoDktBw8DxK9b4VFyjVDrC/lW/bweArODZ76223l/3ZJ5ff2/OEqOGcBgKfgXHvfrWv/QSgUoqtXd+gbNI5RYZsCqhVr/ppVAAcAERERuHLlCiIjI1FQUAChUCgJrCIiIiTbjR07Fp9//jlOnTqF7du3Q01NdGGPj4+Hj48PnJ2d5c7TxmKxMHz4cJnl8ppilpecnIwDBw7ILP/tt9+gq6uLsrIyPH78GCwWC1OmTJHZrm3btnBzc0NAQAACAgLQqVPN59yqLldXxUO0h4SEKFzX3EgCBAWfPQuyV9DK0jRWSpW2iscUduwshHw+XCaPVb4cb5tIsjlq8Fj0CThaouBYt4UtPBbOxcOf1iEnJg6ZYREwbFV/wYr40BX9ZlblrYlIyMXlh4no08EMbo7K37AM72Ej9b+pgTqGdLOCaws9LNvyBJcfJmJkTxsY12A+utry7v2S/45Vdj1V5Oj2OQCA7NwivIpOwf+OPcTcb45gxaf9Mbh3xVNLZGQX4Ic/LqK0TIDxQzzQ1aPi/pj1RfJWKHggUZW3Svy+Kny2oSCzJ0/98eU3a2Bmaow9f21A61bOyMnJxdkL17B3/zE89HmKA/9sgW4D90tlJFeqmr9X8vgHx2Hr39fBYgHfLhomqSkW69yuBVwczREWmYTlq4/iy08Hw9bKCJGxKdiw8wqEbwvwfv+4hqbM961q38m355nCK6Lyn8W75pODq7B/Qpq/ZhPAMQyDL7/8Eps3b1Z4ocnLe9ccR1dXF0OHDsXp06dx7do1SVB25MgRMAyjsPbNxMQEXK7sUyVDQ0OwWCwwDIOMjAxYWEg3Ievdu7dUuezs7BBXri15RkYGSktLYWZmpvAJmJ2dHQICAvDmTeVDiZO6V1QgarvPVZffT4ajLnr6Kq5VA4CiwrwK04hr64oL63/whJADx2SWGbu3gUm7NlAtd84LS8vAVpetaRKUimpLxDVxFUl5Hoj0wBDYD+kPTTP5TXbkUeVyUZZfAGM3V0nwJsbR0YZRm1ZIeRaArFdR9RrAqXNF70exghq2kjLRcnUFNXRiAoEQO069hCZPBbOHOdVK2WzNtNDZ1Rg+gakIiMhE/07KNW+tS+LRAYtL5NewlZSI+oeKa0yqSk9HHZ3b2aG1szlmf/kvNv19G+3b2MDUSH6TzfzCEqxYexbJabno09UJn8/oVa391gXxqJNFRfJr2MSDW2loVB6Ya2qIrklFcgbEEi0X1QyplxvpMjc3Dyu+/QUCgQB/bvlV0sxSU1MDn8+fhfz8Ahw7cR4HD5/Cos/mKHlUdUNDXXSdUnReiZeXH/VUWZGxKfh23UmU8QVYMncgenV1kdmGxWJh7dfj8NUvxxEWmYS5X+2VrNPVVsfsCT3w99F70NaU36ywLq1fuVpmWffeveDVuxc0NN7VFBYXF0NTS7YFSHGJ6JxRV6+8qbv62/zkDbwmVvJ2Xflz7X3RkZGIjoyEpqYmuvXsoXA7IquRPSMgdaDZBHDHjx/Hpk2bYGVlhS1btsDT0xPGxsZQU1NDaWkpuFyuTGA3depUnD59GkeOHJEK4ADIrQUDFDcvUFNTQ6tWrRAaGornz5/LBHDKUqbZl7JNw4R1NKDDh1TLVpH05HgAgKGJldz1hiaiZrbpSfHv0iQliNaZyg4EAgAGb/NKT06otXIqK+mxn8wynqG+KIBT50FVnQd+UTGKs7OhpS7bZKokO1uUxqDyOcjSg0T9RTNfRiDrvcEX8hNFDyjCjp2BCo8L697dYdreXVKeooxMhfvgvR1Zr0yJjvG1yVhfdF3IyJHfNEq83KiS2q/0nBLEvMmHvjYHG/4NklpXUCQKaiIScvH9zmfgcVXw45x2SpXPwkh0k5SVW/2mY7XJ5G0glZYhv49bWqZouaKAS1laGlx4tm+Bc9cD4BcYh6F928hsU1LKxzfrzyMiNg2d3G3xwxeDG1UNifnbBxypqfJHMBUvNzOt/EGImTivlIrzMjc1liy77+2LnNw8dOnsIbcf3kf9e+HYifPwexZY6f7rmunbvm9p6fKnf0jLEC03Na5af73EpEwsW3UUeQXF+HhST4wfprgFjKmxLvZumosHvuEICktEcUkZbC0N8VGvNrjrEwYAsLeR3wexLv13+bLMMlMLc3j17gVNLS1oammhID8faampcgO49Ld9LE3NKp9E2/TtgGh5ubkoKiqS2w8uLfVtf8wKBk+7cUU0MFyPvn3AVXDvRciHqtkEcGfPngUA7Ny5E8OGSY9mFx0tf3SuoUOHQk9PDxcuXEB+fj7i4uIQFBSELl26SPVBU9bgwYMRGhqK48ePy5ShMoaGhuBwOEhOTlZ4wRPX2IlHvQQg6QsnbySnhIT6DwI+JLGvRDcs9q3ayV3fopVoMJu4iHc34nFv01g7uEJFVVVmJEp5aepL/51/VLhey8oC2RHRyIt/DS1z6R9doUCA/DfJYKuqQqPczV9lcmIUj2iWlyAa6MXE/d1Nt7a1JbJeRaGsQH4/jLJ80XIVObXkdcnOXHTDE/VafkASlZgntV1lsvJKkZUnP9jKL+IjODobmjzlL9/5haLzjMetuAawvjjais6RVzHyB954FS1a7mBb8xtdPR3RjV92rmxfG75AiJ82XULgy9do09IcvywfDjXVxvEeiTk7tQAAhIVHyl3/8u3IrE5vt1Mmr5eK8gqTzSslVTSgSfnBwcrTfDv4UG5uw8+ZJx7ePzw6We768CjRcgc75Wv90zLzsHTlEWRk5WP8sM6YM6lnpWlUVdjo060V+nRrJbX8aUAMAMCjTdUGJqoNt5/6VrjewckJgf7+iAgLh10L6XOJz+cjJjoaahwOrG0rL7uWtjZMzMyQmpyMyPBwtG3XTmp9WkoKcrKzYWJmBi05wSIgegB9+7/rAIABQ6j5ZFWpNKKHUKRuNI4hyWpBVpZo4lFra9nR+06ckD9ZJIfDwbhx41BYWIhz587h8OHDABQPXlKZRYsWgcPh4OjRo/D2Vm5+EzE1NTV07doVDMPg6FHZyTKDg4MREBAAbW1tyTQAwLtg7tUr2Xllrl+/Lndf4qCPL2cYe6K8Fz7XIRQI0MrDCzr60kGLqhoHHXoOhVAgwIuH/0mWp76JRWL0S3DVNdDea4hMnl37jwEAPLsvO0dcQzNqI7oZSfWXfdKeHhQKYRkf+i6OUFGrvNmb68xJ6L/zD7l/em9vHjt9tQj9d/4Bm37vbpiM3UT9mLIjomSmDGCEQmRHim6QtK3l13DWlVZ2etDkqSI5owjRcoI4nyBRQNKpdcUBiamBOs7/3k/u3y/z2wMAPJwNcP73fjiyRrlmfmV8IfzCRDUrjgqmOahvbV0soKXBxeuUHLlB3F1fUSDh2b7yoKQyL0JFDwIszaRrXRiGwbod/+HR8xg42Rlj/Tejqt1ksy61c3eFlpYmEhLfyA3ibt4S/db09OpSaV7dPDuCzWbD/0UwMjOzpNaVlpbivvdjsNlsdPd8V8NkZCjqhxkeHimZiqe8kNBwAICFecMPZOLmYi06r5Kz8EpOEHf3kWguy+4dlWuenJtfhGUrj+BNSjaG9nPH4o+rPwpiwptM+PhFQFdbHb3lNL9saF29ugMA7t++LbPu0QNvlJaUoH2njuAo+XCsa3dRfvduyeZ39+0yz7f7lOfFs+dIS02Fiakp3Nu3V2qfhHxImk0A5/x2WNs9e/ZINZV88OABfv/9d4XpxMHa4cOHcezYMaioqFR7HjdbW1ts2rQJAoEAQ4YMwcGDB+U2Y/T19ZX7tHLRokUAgJ9//lmq1jAvLw8LFy4EwzD49NNPpUag7NVLdBO3ceNGFBa+q5W4efMmtmzZIrec4uad4eHhVT/ID9CgiQuw5UwQpiz6RWp5dnoyvK8dhxqHi0++2w52uSknpi9ZB10DE3hfPYbsDOk5fy4e2gIAmLZknVTg17nvKHTqPRwpidF4evd83R1QNVl27wIVHg9pASFI9X9XQ1iam4eIM6LmObb9ZIMKn5Xr4bNyPYqzaz50tr6zA3Rb2KIgORUxV29KrYu+fB2FqWngaGvBpJ1sU7m6pKbKxpDuouavu8+GS/WFO38vHrFJ+Whtrwsn63eDPFx+mIDPNjzCwSvya0OqIjG1AL7BaRAIpZuJ5+SX4vdDwUjPLoG9uRZc7Bp+qHcAUFNVwehBogdRW/belhpt8vilZ4iKS4ebiwVaOb4LCk5fe4FpS/Zj9xHph2PeflF47B8j00S+uKQM/zv6EC9CE2Ggp4HO7eyk1m/bdxc3vMNgY2mAjT+MgbZm42yipaamhknjRwAAfvv9T6kRA/89fAoRkdHwcG8D19bvhrQ/duI8Ro+fg207/pHKy9jIEIM+6o2ysjKs3bAdfP6783TL9r+RlZWDwQP7wMjo3eA53Tw7gsNRw+s3yfhr9wGp37TYuATs3HMQANCvb8P3UVJTU8HYoaLBxzbtuSYZ7RQAjp1/jMjYVLi1skYrp3ddHE5dforJn+/Ezn+lA43ikjJ8ueYYouPT0Ld7a3z92VClui9Ex6ehpFT64WhiUia+/U3Uf27h7P7gchvfg4IhI0dAU1MTD+/dx/3bdyTLszIzsWf7dgDAeDldS2aOm4CZ4yZImkSKjZk0EWwVFVw8cxahQe9+LxLj43F47z6wVVQwuoJ7rZtv59XtN2gg2Oxmc6tKSK1pNk0ov/jiC+zfvx9//fUX7t69Czc3N7x+/Rre3t5Yvnw5/vhDfvOwXr16wcrKCteuiUY6GjRoEEwUzIOijM8//xwAsGzZMsycORPLli1Dp06dYGBggKysLERFRUlqy4YNGyaZQgAQTbI9b9487NmzB23atEHfvn2hoaGBu3fvIi0tDV27dsWqVauk9jd58mRs2LABPj4+aNWqFTp16oSEhAT4+flh2bJlco/7o48+Ao/Hw+bNmxEcHAwLCwuwWCx89dVXaCln0s3mpr3XYIz95DupZapqHPx64IHk/9P/W4vn3qIfEG09I1jat4R+kOwT5v1/LIdz287o2n8Mtp4JQtTL57Bu0Ro2Tm2QHB+J/Ru/lElz59x+tO8+GF36jcLWs0EIenIH2nqGaN2hJ0qLi7Dth1lyJ/luaGqaGmg9fQKC/v4Xgf87CH2nFlDT0kTmywjwi4pg3ccLBi6yT7bFE3szcp7eV4frrMnw+/1PRF+6jhS/F9A0N0V+UgoKk1PBVlOD6+wp9d6EEgAm9LNDQEQmwuJyMH+9D1rb6yEtqxiv4nOhraGGLya0lto+t6AMr9MKa6VfWlZeKdYeCIS2hhqsTDRgoMtFTn4pohLzUFQigKEuF19Nb1uvUytUZsaYLngWFI/g8CRMWbwPbi6WSEnPRWhEMnS1efjms4FS2+fkFiH+TRYysqQnJn8VnYr9px7DSF8TTvYm0NTgIjO7AJGxacjNL4aWBherlg6VGrjiwdMonL72AgBgYqiFv/59AHmmjuoEW8uGH7p87pyp8H3qj4DAUIwYOxvt27VFUnIKgoLDoKerg5U/LZfaPjs7B7FxiUhPz5TJ68tlCxAUHIZbt70xZsLHaNXKCdHRcYiMioW1lQWWL50vtb2xkSGWfjEPGzb+hb37j+H6jXto2dIBOTl5CAwKRWlpGby6d8aIYR/V6XugrJnje+BpQCyCwhIxccFfcG9tg+S0HIS+eg1dbXV8/4X0KNI5uYWIf52BjEzpbgi7D91BSPhrqLBZUFFhYd2fl+Tu74fFI6T+P3L2ER74hsPZwQyGelpIz8pHUFgC+HwhZk3wwpC+7nLzaWg6urr46qcfsPrb77Hqm2/h3t4DOnp6eP7kKfLz8jBm4gS07yzb9088sff7v1k2drb49ItF2Ll5CxZ/8ik6dOkMNTU1+D32RUlJCRYsXQIbO/nNMUtLSvDgbRDZn0afrBZqQdn8NZsAztnZGU+fPsXXX38NX19fXLhwAS1btsTu3bvxySefKAzgWCwWJk+eLKmlUzR4SVV8/vnnGDFiBP766y/cuHEDvr6+yMvLg7a2NhwcHLB48WJMnz4dHTp0kEm7e/dueHl5YdeuXbh37x74fD4cHBywZMkSLF26VKZvnLq6Om7duoWvvvoK165dw5UrV+Dq6orjx4+jY8eOco/bwsIC58+fx+rVq+Ht7S3pPzdt2rQPIoDT0TeCs5t0cyM2my21TEdfub43edkZ+GZaN0xY8BM69x6Bzn1GIicjBVeP7cCJnauRn5slk4ZhGGxaMQlDpixCn5Gz0KHHEBQXFeDJnfM4/tcqJEaH1uwA65Bpezdwl3+GmCs3kRMTD6GAD00zU1j36gaLbp3rpQwaxkbo8v0yRF++jvTgl0gLDIWapgZMO3rAfnA/aDXQnFQcNRX8Mr89Tt2OxX3/FPgGp0FLXQ19O5hjyqAWdTp8v4WRBob3sMaruBwkZxQhIiEXqqpsWBppoFNrIwz3soaWRuN66s/lqGLrz+Nx6OwT3PQOg/fTKGhrcjGoV2t8PLGb0gOY9OriiMLiUgS+fI2wqBTk5heDy1GFpZkeRvRvizGD28FIX7qfTX7Bu9Hx/ALj389SYnDv1o0igONyOdjz1+/Ye+AYrv13B3fu+UBHWwvDhw7AZ/NnKjWAiZi+ni4O7d+OnXsO4u49H9y56wNDAz1MHD8SC+ZNlzsVwKQJI+HoYIcjx84iKDgM9+49Ao/HRUtnRwwb0g9jRw+Fikrj6DvI5ajizzXTcPD0Q9y4H4IHvuHQ1uJhcB83fDKll9IDmOTli84RgZDBjfuKB+56P4Dr2aUlMrPzERmbisCXCdDWVIdne0dMGN4Z7dvaVfu46kPPvn2xZc8uHPpnH0KDg8EvK4ONvR1GjhuHwSNkp0+qzPgpk2FpZYXjhw4h6EUAAMC5lQsmTJuG7r0U9yX0uf8ABQUFcGzZEvYONW9GTUhzxGKqO+EOIQ1ovAdNZF6Rk/7vanU+v32xAUvSNOzo++7mJOzCZw1YksbPZcRfktcpAbsasCSNn6n7u9qswhzFA/YQQEP3XW1M+st/G7AkjZ9Rq+mS169zsxuuIE2EpY5eQxeh3v0xWv6gQ3Xly7MFlW9EahU1LCaEEEIIIYSQJqLZNKEkhBBCCCHkQ9eY5rIkdYNq4AghhBBCCCGkiaAaOEIIIYQQQpoJqoFr/qgGjhBCCCGEEEKaCKqBI4QQQgghpJmgGrjmj2rgCCGEEEIIIQ2quLgYP//8M5ydncHj8WBhYYE5c+YgMTFR6Tz2798PFotV6d/Bgwel0s2aNavC7XftalzT5lANHCGEEEIIIc0Em9306meKi4vRr18/+Pj4wNzcHCNHjkRsbCz27duHS5cu4dGjR3BwcKg0H0dHR8ycOVPuupycHJw7dw4A4OXlJXebgQMHwszMTGZ5y5YtlT+YekABHCGEEEIIIaTBrF27Fj4+PvD09MT169ehpaUFANi0aROWL1+OOXPm4N69e5Xm4+XlpTA427lzJ86dO4fu3bujRYsWcrf55ptv0Lt372ofR31peiE6IYQQQgghRC42i1WvfzVVVlaG7du3AwB27NghCd4AYNmyZXBzc8P9+/fx7NmzGu3n0KFDAIDp06fXKJ/GgAI4QgghhBBCSIPw9vZGdnY2HBwc4OHhIbN+3LhxAICLFy9Wex8xMTHw8fEBh8PBhAkTqp1PY0FNKAkhhBBCCGkmmlofuICAAABA+/bt5a4XLxdvVx3i2rehQ4dCX19f4XZnzpzB6dOnIRAIYG9vj+HDh8PFxaXa+60rFMARQgghhBBCGkR8fDwAwMrKSu568XLxdtVx+PBhAJU3nxQ35RT7+uuvsWDBAmzduhWqqo0nbGo8JSGEEEIIIYQ0Ka6urgrXhYSEVJo+Pz8fAKChoSF3vaamptR2VfXkyROEh4dDX18fQ4cOlbuNh4cHPD090bdvX1hZWSE5ORlXr17FDz/8gL/++gscDgebN2+u1v7rAgVwhBBCCCGENBNNbSJvhmEAACwFA6KI11eXuPnkxIkTweFw5G6zePFiqf/t7e3x2WefoWfPnujQoQO2b9+OZcuWwdraukZlqS0UwBFCCCGEEEKqRZlatopoa2sDAAoKCuSuLywsBACp0SmVxefzcfz4cQDVG32yTZs2GDFiBE6dOoWbN29i9uzZVc6jLlAARwghhBBCSDPR1GrgbGxsAACJiYly14uXi7eriuvXryM1NRUtWrRAt27dqlU+JycnAEBSUlK10teFpjVMDSGEEEIIIaTZcHd3BwA8f/5c7nrxcjc3tyrnLW4+OW3atGqWDsjKygJQvRrAukI1cIQQQgghhDQTTW0age7du0NXVxdRUVHw9/eXmQvu1KlTAIBhw4ZVKd/8/HycP38eQPUDuJKSEly+fBkA0KFDh2rlURea1idMCCGEEEIIaTY4HA4WLlwIAFi4cKFUX7hNmzYhMDAQXl5e6NSpk2T5n3/+CRcXF3z77bcK8z1z5gwKCwvRtWtXSTNIecLDw3H+/HkIBAKp5WlpaZg0aRISEhLg7u5e7SaYdYFq4AghhBBCCGkmmlofOAD44YcfcPPmTfj4+MDJyQk9evRAXFwcfH19YWhoiH379kltn56ejvDw8Ar7pYmbT1Y2eElSUhJGjRoFQ0NDuLi4wNLSEqmpqXj27Bny8vJgZWWFEydOKBwlsyFQDRwhhBBCCCGkwfB4PNy5cwc//vgjNDQ0cO7cOcTGxmLmzJnw9/eHo6NjlfJLSkrC7du3oaamhokTJ1a4rbOzM5YsWQInJydERUXh7Nmz8PPzg5OTE37++WcEBgbC2dm5JodX66gGjhBCCCGEkGaiKdbAAYC6ujpWr16N1atXV7rtypUrsXLlSoXrzc3NwefzldqvhYVFo5qkWxlUA0cIIYQQQgghTQTVwBFCCCGEENJMNLVRKEnV0SdMCCGEEEIIIU0E1cARQgghhBDSTDTVPnBEeVQDRwghhBBCCCFNBNXAEUIIIYQQ0kywWVQ/09yxGIZhGroQhBBCCCGEkJo79rlNve5v0o74et0foSaUhBBCCCGEENJkUBNKQgghhBBCmgkaxKT5owCONEmf377Y0EVo1Hb0HS55Pd6D04AlaRpO+pdKXsflZDVgSRo/W119yWuX39c0YEkav7CvfpS8Hnp0bwOWpPG7PHmO5PXx6NAGLEnjN7FFa8nrwryUBixJ06ChbdrQRSCk1lEARwghhBBCSDNBNXDNH/WBI4QQQgghhJAmgmrgCCGEEEIIaSbYbKqfae7oEyaEEEIIIYSQJoJq4AghhBBCCGkmqA9c80c1cIQQQgghhBDSRFANHCGEEEIIIc0E1cA1f1QDRwghhBBCCCFNBNXAEUIIIYQQ0kzQKJTNH33ChBBCCCGEENJEUA0cIYQQQgghzQT1gWv+qAaOEEIIIYQQQpoICuAIIYQQQgghpImgJpSEEEIIIYQ0E2wW1c80d/QJE0IIIYQQQkgTQTVwhBBCCCGENBM0iEnzRzVwhBBCCCGEENJEUA0cIYQQQgghzQTVwDV/VANHCCGEEEIIIU0E1cARQgghhBDSTLDZVD/T3NEnTAghhBBCCCFNBNXAEUIIIYQQ0kxQH7jmj2rgCCGEEEIIIaSJoBo4QgghhBBCmgmWikpDF4HUMaqBI4QQQgghhJAmotnXwLFYLJn/dXR00LZtW8ycORMff/yxzDYVuXv3Lvr06YOZM2di//79tVzad2JjY2Fvbw9bW1vExsbW2X4AYNasWThw4ADu3LmD3r171+m+GqvsqFjEXL2JnJg4MAIBNM1MYdWrGyw8O9U475CDx5H06CkAoNNXi6DbwlbhtplhEUi4642c6DiUFRWBo6kJLSsLWPXwhLG7a43LUlUtWnnArWt/OLp2glPbTjAwsURpSTGmdtWpVn4aWrqYMP9HdO47EnqGZsjOSMbTOxdwfOdqFObnyE3DYrEwePJC9Bs1G2bWDiguykeI332c2LUaidEva3J4dS4kMBBH9u5DWHAIysrKYGtvj+HjxuKjYUOrld/jB944eegwol69AsDAwbklxk+biq49vORuLxAIcPHUaVy/fBkJsXFQUVGBg7MzRk+aCK8+vat9XHXFw8IK8z294G5uBTUVFURlpOGIvx/OhQRWKz8WgHFuHhjl6gZHI2NwVVSRVpCPF28SsfvxQ0RmpEm2tdTRxa1Pv1CYV1pBPnr8tbla5agLrYxMMNHVHS6GJlBlsxGfm43LES9xKyaySvn0t3fE0q49Fa6/FxeNDT53K82nr50jlnuK8tn/wg8nX1bvM6sL8aFhuHf0JBLDXkHA58PYxgqdhw2Gx4C+VcrnTUQUwnyfIvpFILKSklGYmwdNPV3YtXWF1/jRMLO3k5tOKBDgyaVr8L95G+kJr8FWUYFZCzt4jhqO1t271sIRVl9JSQn27j+Ma//dRHJyKnR0tNHdswsWzJ8DU1OTKuWVl5eHXXv24fadB8jIyIShoQH69PbCgk/nQFtbW2b7n1auxcVL1xTm9903yzF+3MgqHxMB2GyqgWvumn0AJzZz5kwAohuaqKgoPHz4EN7e3rh16xaOHj3awKUjDSn1RRCC/vcvGIaBnqM9OFqayAyLROjB48h/nQTncSOqnXdmeKQoeGOxAIapcNuIs5cRd/0OWKoq0GthB46ONkqyc5AdGQ2urk6DBHBjP/kenftU//jL09I1wK8HHsDC1gnJCVF4eucCrBxaY8iURfDwGoTvZvRAfk6mTLql64/Ac8BY5Odm4bn3VWjrGaJLv9Fo7zUYK+cNQGTw01opX23zvnMXv3z3PRihEG092kFHTw8vnvrhj9VrEB0RgflLl1Qpv7PHj2Pnxs1QUVGBR+dOUFPj4LmvL35a/iUWLF+K0RMnSm0vEAiw8qsV8PV+CHUNDbRt1w4CAR+hgUFY/fU3mDHvE0yb+3EtHnHN9HdqiS0jxoHNYsEvIQ5ZRUXoamuH34aMhIuJKX67c6NK+fFUVbFzzCR42toju6gIzxMTUCLgw0pXD4NdXHE/JkoqgBNLK8iHd0yUzPK8kuJqH1tt87Syxbfd+4DFYiE4NRm5JcVoZ2aBZV17wl7PAH/7P6lyntFZGYjOkv3+hct5j96nw+FirkcnCBkG7Co8EK0PoQ8f48Ta38EwDGzbtIaGjg6iAwJxdtN2JMfEYvC8OUrlIxAIsOuLLwEAGjo6sGzpBA6Xg6SoGATeuY+QBz4Yt2IpXHt0k0onFAhwZPVvePXEDxx1HmzbtIZQIEDCyzAc+2U9+kybhD5TJ8rbZZ0rKSnBpwuWIiAwGEZGhujdqzvevEnG+YtXcN/bBwf27YS1laVSeWVn52DmnAWIj0+ElaUF+vT2QlRULI4eOw3vh49xcN8u6Onpyk3bzbMzDA0NZJbb2VnX6PgIac4+mADu/dqyGzduYMiQITh27BimTp2KYcOGKZVP586d8fLlS+jqyr8QkaalrKAQoQePgxEK4TZvJkw82gIASnLz4PfHDsTfug+jtq1h0NKxynkLysoQduQUNM1NoaqujpzoWIXbJt7zQdz1O9CxtYbbvJngGei9y6e0FEVpGVXef214FfgYca8CERnih6gQP/x9K7Haec368g9Y2Drh8a2z2Pz1FAgFAgDA7BWbMGTyQsxc/jt2/CQdUPQZOROeA8biTVwEfprTBzmZqQCALv1G48s/jmPxrweweExbSV6NRV5uLjau+QVCgQA/rV8Hrz59AABZGRlYOu9TnDl6DF179EC7jh2Uyi8xLh57tmyDGoeD3//agdZubSXLl8z9BHu2bENnT09Y2thI0pw9dgy+3g9hZmGB9Tu2w9xSdCMWFx2Drz9fiIN7/ocOXbugVZs2tXz0VafD5WHtoBFQZbOx6NxJ3IgIAwAYamji8JSZmNWxK+5EvoJvQpzSea4dPAKetvY4FeiPX25dQzGfL1lnrKkFVQXzJMVkpOPbqxdqdkB1SEuNgyVdvKDCZuPXB7fgkyh6T/R4PGzoPxSjXdrgyet4BKYmVynfR4nxOBLsX60yfdK+C3iqargbG4W+9lW/VtaVorx8nNu8HUKhEJN+WIHW3T0BAPlZ2fj7y+/w6OxFtOzSCS3c2yqVn1VLZ/SaMh5OHdtL5tkSCoW4/e9R3D92Cuc2/wk7tzbQ1H3XQuHRuUt49cQP+mammLl2JQzMzQAAqXEJ2P/tz7hz6BgcO3jA2sW5lo++cv/sO4SAwGC4ubli558boaGhAQD499BxbNqyAytX/4Z/9mxXKq8/Nv2J+PhE9O3TE+vXrYSqquj2cv3vW3Hs+Gls3Pwn1qz6Xm7a2TOnomNHj9o5KAKA+sB9CD7YPnADBgzA9OnTAQDnzp1TOp2GhgZcXFxgbm5eRyUj9en1Q1/wi4ph7O4qCd4AgKujDacxomZu8bfuVSvvmCs3UZiWgVZTxoGlovirVlZYhIhzl6HC48J9wWyp4A0AVDgcaFk2zPl2fv8fOLFrNZ4/uCIJnqpDz9AUPQZPBr+sFH+vXSQVcP27+RvkZKaix+DJ0DWQbrIzfPpSAMChLd9K7d/31lk8vXsRZjaO6NS7dmoIa9PV8xdQkJ8Pz549JcEbAOgbGmLuwoUAgNNHjiid39njxyEQCDBszGhJ8AYAVrY2mDx7FgQCAc4dPyGV5tLpswCAWfM/lQRvAGDbwh5T5swGAJw4+G/VD64OjHPzgA6Ph5sR4ZLgDQAyCgvwx71bAIBZHZVvatbFxg5DXFwRmPQaP/53SSp4A0S1bEl5ubVT+Hr2kYMztDhcPEqMkwRvAJBdXIx9L/wAAKNc6i8ob2dmgb72jjgeEoCk/Lx6268ynv13A8UFhXDx7CwJ3gBAS18PH82ZAQDwOaNcsK6iooJ5W9ajZeeOUpMks9ls9JsxBUbWligpKsKrJ35S6Z5eFjUR7DdjiiR4AwATW2v0mjwOAOB98kz1DrAGyvh8HDt+GgDw7YqlkuANAKZPmwgnJwc8fx6A0JfhleaVnp6Bq9duQFVVFd99s0wSvAHA0sULoK+vh6vXbiIjQ7aGlxBSPR9sAAcAHh6iJz4JCQmSZSwWC3Z2digtLcXq1avh4uICLpeLUaNGARD1gWOxWJg1a5ZUXitXrgSLxcL+/fvx7NkzDB48GHp6ejAwMMCECROQmCiquSgoKMBXX30FOzs78Hg8tGnTBqdOnVK6zOX3n5mZiQULFsDc3BxcLhdt2rTB3r17FaY9ffo0OnfuDHV1dZiammLGjBl48+aN0vtujtKDRX2oTDzcZNYZtWkFtpoqMsMiICgrq1K++a+TEHfjLiw8O0HP0b7CbVOe+kNQXAKzjh7g6lavb1lj1677QLBVVBD6/IFMIMgvK8Wz+5ehoqoKj+4DJctNLOxg7dAaJUWFeO59RSbPxzdFNz0de1avP1ld8vV+CADo0a+PzLouXt3B4XLh/9QPpSUlVcuvr2x+Pfv1AwA89vaWLCvIz8ebt9cc9w7tZdK4tRct83v0GGVVPLfrQh8HJwDAf69k+zTei4pAcVkZPG3twVHyqfJEd9HxHfDzRcUNl5uezpaiZmUPE2Jl1j19k4ASPh/tTC2gVg99YDgqKljYsRvic7JwOiyozvdXVeG+omDK1ctTZp1z5w5Q5XAQ/SIQZaWlNdoPi8WCqZ2ob3NeZpZkeXFBATKTRDWhdm6yQbX922WRz/zBr+fv4YsXgcjLy4e1lSVc5NT+9e/XGwBw//7DSvN66OMLoVCI9u3dZZpCcjgc9OzRDQKBAA99fGul7ISQD6gJpTx5eaKnhVwuV2q5UCjEqFGjcP/+ffTq1Qtubm4wNDRUKk9fX1/Mnz8fjo6O6N+/PwICAnDy5EkEBATgyZMnGDBgAKKjo+Hp6Ql7e3vcu3cPEyZMwNWrVzFw4MDKd/BWdnY2PD09kZOTg86dOyM/Px/379/Hxx9/DKFQiLlz50pt/+eff2LRokVQUVFBr169YGRkhJs3b6Jr165wd3dXer/NTX5iEgBA20a2nT9bVRVaFmbIjUtEYUoatK0slMqTEQrx8vApqKrz4DSm8qa5meERAACDVk4oyc1D8pPnKExNgyqXC10Hexi7tQZLQXOvpsLOWRQgx7x8IXd99Et/9B01G7bO7wJp8euEqBAI3qtBEacpv11jEhMpGkjCqaWLzDo1NTXYtWiBVy9fIiEuHg7OThXmlZ+Xh9Rk0U2gQ8uWMuuNTU2gq6eHlKRkFOTnQ1NLC8VFRZL1WnIGD9B++6CgpKQEifHxsHdwUP7g6oCzsajmNTQlSWZdmVCIiPQ0tDW3gL2BEcLTUirNr6uNHQDAJy4GTkbGGNSyNYw0NZFeUID70ZEISHqtMK2hphYWde8FY00t5JUUIzDpDW5HhqNMKKzewdUyez3RDXJkpmyzar5QiLicLDgbGsNKRxcx2crXeDgaGGJOu07QUFNDVlERAlKSEJxWcTPMqW09YK6tg69vXgG/kbw/5aXEimoozeWc36pqajCxtcGbiEhkJL6GWYuKH7RVJitZdF5q6etJlpUWv3tAo66lKZNGXVsLAFBWUoqM128kQWB9ePVKdI2SF7wBQKu3y19FyPYHlckrQpRXq5aK8zp/4Ypkn++7dec+bt6+B6FQCEsLc/Ts2Q329fheNEcs9gd9e/9B+GA/YYZhcOnSJQCAm5v0DWBCQgK4XC7Cw8NhaalcB16xXbt2YfPmzViyZAkAoKysDEOGDMHNmzfRrVs3mJiYICIiAvr6+gCAf/75B3PnzsXatWurFMCdP38eY8eOxYEDB6CpqSlZNmrUKKxZs0YqgIuNjcWXX34JLpeLa9euSUaaLCwsxKhRoyTvw4eGX1QM/tsbXZ6entxtuHp6QFwiijOzlA7gEu75ICcmDq1nToKapkal2+cniX74izOz8GjlevCLyg2WcPMetK0t4f7ZHPAUdABvCozMRH2zMlLl96HLSBXdUBuZv+vDZWQuqmnISJF/s535Ni8js8bV0b0gvwD5bx8OGZnIH8XNyMQEr16+RGpKcqUBnDh409bRgbq6usL8crKzkZqcDHtHR2jr6ICtogKhQICU5GTY2NlJ55n07sY85U1SgwZwmhwOdHmi40pW0KwxOT8XbWEBCx2dSgM4Qw1NGGhoIruoCOPatsOSHn2gUu4ByOfdeuJ8SCC+v3ZRbtDhYGiEz7tJj8r4OicbSy+eRmBSw7ZYUFdVgxZH9MAxvbBA7jbphYVwNgSMNTSrFMB1sbRBl3I/d1PaeiAwJQnrfe4gu1h2AJcWegYY1bINrke/qjTQawjFBYUozhe9RzpG8h/A6hoZ4k1EJLJT02sUwMUFh+JNRBRUVFXhVK4vl7q2FthsNoRCIbJT02BsbSWVLjslrdzr1HoN4JKSRS0hTEyM5a4XL09OrvyBiXgbE9OK80pSkJe4KafY1u27MH7cSHy1/Aup5piEkHc+uG+GQCBAdHQ01q5di0ePHoHL5WL27Nky261bt67KwRsA9OzZUxK8AaKn7V988QVu3ryJ8PBwnD9/XhK8AaIh/L/55hs8evQIZWVlUFNTU2o/Ojo62LNnjyR4A4CRI0eibdu2CAoKQmxsLOze3rTt3bsXJSUl+OSTT6SmCdDQ0MD27dvRqlUrMJWMkNgcCco1X2Nz5L/vKlzO222Va2JTnJWNqAtXoe/sAIuuHZVKwy8UBZGRZ69Ay8oCLpNGQ9PcFAVvUhB27AzyEl4jaM9BdPxqYZWmvGhMeBqi87SkuFDu+pIi0Y0WT/3d+cxT16owTbE4jYZWrZWzNhQXvSsvj8eVuw1PnSfatrBI7vryit4+ZOAqyKt8fkVv8+NwuXBp3RqhQUG4cekyPl74udT2/5V7aFNUKP/9rS+aahzJ62IFzciK3i7XKLetIjo80XuhyeFgea9+OBcSiF2PHiCjsACetvZYOWAIRrq6ISU/D5vu35akKxUIcMTfD1fDQhCVmY4SPh+OhsZY4NkDvR2c8L9xUzDmwP/wOlf+dBf1QV3t3U92iUC2Vlq0vOzttsr9lmQWFeFQ0HP4JsYjKT8PXFUVOBsYY067TnAzNcfKnh9h2Y2LEJb7jWCzWFjUuTsKykqx179xjgJbWi7oVFPw3REvL5UToCqruKAQ57b8CQDwHD0c2gbvmhCqcTiwbOmEhJfh8L9xW9LvTsz/xrvzr6Sofkc5FV9X1BW8N+pvrymFSlyjxNvw3n73ZPNSl9qnmEtLJ7i1dUWnTu1hamKCjIwMPPTxxY6df+PEyXNQU1XDl8sXKXdARAoNYtL8Ne12WVXAYrHAYrGgqqoKZ2dn7N+/H9ra2jh69Cgc3nv6zGKxMHz48GrtZ8CAATLLWrRoAQCws7ODo6P0CF0qKiqws7NDWVkZ0tPTld5Px44dYWAgO+yus7OoCUNS0rumSN5v+8ZMmDBBZvuWLVtK+gIqy9XVVeFfU6JUyFrFwDbs2FkI+Xy4TB6rfDne1gKwOWrwWPQJdO1tocrjQbeFLTwWzoUKl4OcmDhkhkVUqSyNiSTwVPB+siAbmFaWprFS5mFIlR6YSLZVHLzLy2/iLNHN4qnDR3Dq8GFkZWQgIy0Nh/7Zi2vnL0Dl7Q88i93ADwWUeChRlRKqsEQ/a2oqKvB/nYBvrpxHbFYm8kpKcP1VmGSEyentO0OT8y4gTCvIx+qbV/E0MR6ZhYUoKC1FQNJrzD9zDBdDg6DLU8enXeXPt1df5H1P5G1VFc+TX+No8AtEZ2eiiF+G7OJiPHmTgCXXLyAxNwdOhkboYSNdOzXCuTWcDY2x1/8p8kqV68dZ75T5jtXw0iIUCHBqwyZkvE6CZUsn9J0+WWabHhNEvwU+Zy7g4enzyM/KRm5GJu4eOYFn/90EW/w9rOeHc5JrhoL9VuUaJcmqsg3eM2XyeIwbOxK2Ntbg8biwtLTAhPGj8c+e7VBTU8OxE2eUqgEk5EP0wdTAieeBY7PZkom8x4wZI1UbJmZiYiLTL05Z8mrtxLVkimr0xOtLlBzQAACsrKzkLtfS0pLJSzxQiU25IcbLs7GxwfPnz5Xed1MScuCYzDJj9zYwadcGquU+Y2FpGdjqsk+sBKWip9nimriKpDwPRHpgCOyH9IemmfIToKpyuSjLL4Cxmys47/WT4Ohow6hNK6Q8C0DWqygYtqr/oaZrQ1FBPgCAqy7bDwQAOOqipqbiWjUAKCrMqzCNuLauuDC/1sqprN9XrZZZ1q1XL3Tv3QvqGu/KW1xcAk0t2ctsydu+MTwN+U0iy1N/OzpcSQW1BOL81Mvl59mjB+YtXoR//vwLe7Zux56t74YD7ztoIJLfvEFoYBC0tOt+4Jx1g2VHCr0ZEY5bkeEoKBcA8NTUUCBnQAne29qkwrLKa8LL53c66IXM+nvRkUgryIexphbczC3xKC6m0jx3P36I4a3bortdi0q3ramlXXrILHuUGIfHr+NRWK6GkquiiiK+bI0lV0V0vhXVcFCMYj4fF16F4rOOnmhvbol7cdEARE0zp7Vtj6DUJNyMadiHSmc2bpNZ1sqzC1p16wJOuebGZcUlUJHTnL3s7e8kR0HNUWUubNuJV0+ewcjKEtNW/QBVObWeLl07YeDcWbix71/89/d+/Pf3fsk6tz49kZWSioTQMKhr1W9LAvGok0UKav6K315TNJS4Rmlqvq1hU3CNEi9X1AT8fY6OLdCrZ3fcvHUXvk+eYeSIIUqlI+/QRN7N3wcTwL0/D1xFFDUDUEZFT9Fq8wlbVfISP0mrrf2HhITUSj71Iemxn8wynqG+KIBT50FVnQd+UTGKs7OhpW4ms21JdrYojYFsoP++9KBQAEDmywhkRURLrctPFAXRYcfOQIXHhXXv7jBt7y4pT1FGpsJ98AxFy8vy6z9QqS3pyfEAAEMT+Q8eDE1EDzfSk+LfpUkSjQ5raCr/wYfB27zSkxPkrq9LNy7Ljoppam6O7r17QVNLE5paWijIz0d6aio0tWT71qSnvu1/Yip7zr3PxEy0TV5uLoqKiuTeBEnyM5POb9zUqejWqxce3LqNpDdvoKGpiY5du6B9586YOEh0U2RXw8EblDG6jexASa9zst8GcKXILS6GDo8HM20dRGXItkQw0xIFmW9yKx/6PzU/D6V8PjiqqnijoLnjm5wcGGtqwVBD/sOB98VliQYMMdaSHRCmtvVvIdsnMqUgH49fx6OIX4b80hJocbgw0tBEQm62zLZGb2/M0xT0kauKN3mi98+A9y74cTc1h7qaGvS46ljXd7DU9qaaoiBkkGNLtDe3RGhaCv4NqruHgy9u3pFZpmdqglbduoCnqQGepgaKCwqRm54BnpwALidd9LnqmRhVed///b0fz6/fgq6xEWauXSk199v7uo8diVaenRHi/QhZySngaqjDsYMHHDzcsWGKqAuHiW399uU1f/uQMTVV/kTt4uVmZqaV5iXeJjWl4rzMlchLzMbm7fU9vWHmQCWksftgArgPmYWFBV69eoW4uDg4OcneHMTHx8tJ1Tz03/lHheu1rCyQHRGNvPjX0DKXvvkVCgTIf5MMtqoqNBR0zpYnJ0bxZMN5CaIBOUzc3w0prW1tiaxXUSgrkN8XqSxftFylmrXCjUHsq0AAgH2rdnLXt2glasYbF/FuKPK4t2msHVyhoqoqMxKlvDT15fqTxxWub+HkhCB/f0SEh8H2vQCJz+cjNjoaahwOrG3l14qXp6WtDRMzM6QmJyMqPBxt2rWTWp+Wkoqc7GyYmJlBU85TfAsrK0ycKd33JiYyElmZmbCwtlI40Eptcvl9TYXrw9NS0MnaFq1NzWUCOFU2G05Gxijh8xGTWXkzcwHDICI9Da5m5pLBUd6n9zYIllfbJ4/O23wKazjcvDKGHlU8FQwAxGRnoq2JORwNDGUCOBUWC7a6+igV8JFYC331xAOmFMup6bPW1YO1rp7cdGZa2jDT0kaBEjWmNbH66tkK15va2yEuOBRJUVEyAZKAz0dqXDxU1dRgaFW1/u73j5/Gw9Pnoamni5lrV0LXuPIA0MDCHD0mjJFalhITh/ysbBhYmCscaKWuODuLunOEhb2Su/7l2+VOTpUPcOTsJMrrZXjN8xLLzRW1wFBXogaQyKI+cM0fBXAfAC8vL9y9excnT55E//79pda9evUKL168aJiCNQJGbVohOyIaqf6BMO/SQWpdelAohGV8GLZxgYoSAwK4zpwE15mT5K7z2/QXsiOi0emrRdBtIT3SmLGbK+Jv3Ud2RBQYoVBqygBGKER2pKiJl7Z11QfVaSxe+FyHUCBAKw8v6OgbIzfr3ZNaVTUOOvQcCqFAgBcP/5MsT30Ti8Tol7Bq0QrtvYbg6V3pCXe79hfdDD27L1sb1tC6dO+GIH9/PLh1B/0HS9dSPH7gjdKSEnTu3g0cJYPyzt274dLpM3hw+45MAHf/lmii6y5e3ZUu3+kjRwEAQ97Ob9nQ7kZHoJO1LQY6t8LFUOmAvLeDE3hqargbFYHSchPAV+R21Cu4mpmji40droaHSq2z1NGF5dvA42WqcqMnfuQsmg4iRM40B/Xt6ZtEtDUxR3drO9yJlR7ivbOlDbiqqnj6OgFlQuXeq4p0t7YDID1lwc2YSNyMkT8c/JQ2Hpja1gP7X/jh5MvAGu+/ppw7d0RccChCvB/BvW9vqXXhvn7gl5bCqVMHqHEqbyIv5nflOm7uPwSeliZm/PIzjKoY/JXnc1Z0Tes4WLbvfF1r594WWlpaSEh8jbCwVzLTCdy8dRcA0FPOHHrv69atM9hsNvz9A5GZmQWDcq1JSktLcf+BD9hsNrp366JU2UpLS+Ht/QgA0NpFduoUQsgHNIjJh2z27NngcDg4ePAgHjx4IFleVFSExYsXQ9gI5++pL5bdu0CFx0NaQAhS/d/dOJbm5iHizGUAgG2/XjLpfFauh8/K9SjOrvlTbn1nB+i2sEVBcipirt6UWhd9+ToKU9PA0daCSTvZiWAbm0ETF2DLmSBMWfSL1PLs9GR4XzsONQ4Xn3y3XdJxHwCmL1kHXQMTeF89huwM6Q7rFw9tAQBMW7IOOvrvakE79x2FTr2HIyUxGk/vnq+7A6qmQSNHQENTE4/u34f3nXfNvLIyM/H3n6IR68ZOlh3wYM74iZgzfqKkSaTY6EkTwVZRwaUzZ/EyKFiy/HV8PI7u2w+2igpGTZQepKioqAjxsbFSy4RCIU78ewjXL12Gla2tTJqGcirQH3klxejv1BIDnN7NnWegoYEve4kmKt/vJ1vreWXOAlyZswAm7zVtPOLvh7ySYoxp445utu9qQDXU1PDzgCFQZbNxN+qV1LQFI13dYCqnieQAJxcs7ykqw9EXsk2y69t/UaJmp55Wtuhm9e5hkC6Xh9ntRCPfng0Plkm3a+gY7Bo6Bobq0k0Jhzu3Bu+9odpVWCxMbtMOPWzsUcznN3hft+rqMKg/uBoaCHv0BKEPH0mW52dn4/regwCAbqNl+2du+2Qhtn2yELnvNd8LeeCDizt2g6POw7TVP8DcofLmx6XFxUhLkJ4+RSgUwvvUWfjfuA0jK0t0HVH5fKG1TU1NDZMmjAYA/LZhi9QIkf8eOo6IiCh4tHODq2sryfJjx09j9Nhp2Pbnbqm8jI2MMGhgP5SVlWHtb5vAL9daYsu2ncjKysbggf1hVK6WMTY2HnfuPoDgvYcymVnZ+Oa7VUhOSYWzsyPc3Rv/715jxGKr1OsfqX9UA/cBaNGiBdavX4+lS5eiT58+6N27N4yMjPDgwQOw2WwMGzbsg50LTk1TA62nT0DQ3/8i8H8Hoe/UAmpamsh8GQF+URGs+3jBwEW22Wnh27b+jJI1ApVxnTUZfr//iehL15Hi9wKa5qbIT0pBYXIq2GpqcJ09pUGaULb3Goyxn3wntUxVjYNfD7x7EHD6f2vx3PsqAEBbzwiW9i2hHyTbt2v/H8vh3LYzuvYfg61nghD18jmsW7SGjVMbJMdHYv/GL2XS3Dm3H+27D0aXfqOw9WwQgp7cgbaeIVp36InS4iJs+2GW3Em+G5qOri6W//g9fv3uB6z55ju4tfeAjq4e/J8+RX5eHkZNnACPzp1k0iXGiZrf8t87JmtbW3yyaCF2b9mKZfM+RfsunaGqqobnvr4oKSnBp0sWw9pWumY3JysLcydMgp2DAyytrcBmqyA8NBSpyckwNTfHr1s2g1OFmoe6lFNcjO+vXcTm4WOxdeQ4PE2IQ1ZRITxt7aHLU8fBZ754HB8rk66Foajpmtp7E91nFRXi26sXsHn4WPxv3BQEJL1GRmEB3M0tYaKljYTsLPx0Xbrmdmwbd6wdNBzRmRl4nZONUgEfDobGcHi7j7+f+OBmRHjdvAFVkF9aii2+D/BN9z741qsvglOTkVtSjHZmFtDicHE+PAQBcmoKrXX0AEBqTjwAmN+hK2a5d0RCTjZSC/PBYavAXt8ARhqaKOHzsfHRPWQUNexUE9Wloa2NUUsX4sS6P3D8199h29YVmjraiHoRiOL8AnQdORQOHm4y6dITRU3dywcX+dnZOLVhMxihEPqmpvC7ch1+V67LpBUPoiJWkJOL7fMWwcTOBoYW5mCz2Uh8FYmc1DTomZpg+pofoapgGpu6NvfjGfB98gwBgcEYMXoK2nu4ISkpBUHBodDT1cXKn7+R2j47OwexcfFy+6V9uXwRgoJCcev2PYwZNx2tWrVEdHQMIqNiYG1lieXLF0ptn56egWVffg89XV3Y2dnAxMQImZnZeBkWjoKCQpiaGmPDulVNduocQuoaBXAfiCVLlsDS0hLr16+Ht7c3tLW18dFHH2HDhg34/vvvG7p4Dcq0vRu4yz9DzJWbyImJh1DAh6aZKax7dYNFt871UgYNYyN0+X4Zoi9fR3rwS6QFhkJNUwOmHT1gP7gftCwqH+yiLujoG8HZTbrZC5vNllqmo6/cAAB52Rn4Zlo3TFjwEzr3HoHOfUYiJyMFV4/twImdq5GfmyWThmEYbFoxCUOmLEKfkbPQoccQFBcV4Mmd8zj+1yokRofK2VPj0KNvX2zcvROH9+5DWHAIysrKYGNnhxHjx2Hg8Ko/cR87ZTIsrK1w8t/DCH4RAABwcnHB+OlT4dmzp8z22jq6GDZmNIL8X8D/6VMIBEKYWVhg2tyPMX7aVMnolo3F9VdhmHbsABZ07QF3C0uosVUQnZmO9f43cCY4oMr53YwIx+Qj+zC/aw90sLRGG1NzJOXlYu/TR9jz+CGyi6XnpDoR6I/MokK4mJiig5U1uKpqyCoswPVXL3H0xTOlRqusLz6Jcfj61hVMcm0HFyNjqLLZSMjJwaWIJ1WuLTsS5A8XIxNY6ejCWlcPLADpRQW4EhGGc+HBeK1gcvWmwtXLE3M2/IJ7x04iMewVBGV8GNtYofOwwWj/UT+l8ykrKZU8LEqJjUNKrPy+zuJBVMTUtbTQachAxAaHIto/EEKhEPpmJug9dSK6jx0JrpIjM9YFLpeLPbu2Yu/+Q7h27Sbu3PWGjo42hg8bhM/mf6zUACZi+np6OHRwD3bu3ou7dx/gzt0HMDTQx8QJY7Dg0znQfW+QFxtba0ydPB6BwaFITHyN4JCX4HDUYGtjjZ49umHK5PHQ0an7QYOaK+oD1/yxmA9xBmfS5H1++2JDF6FR29H33TyG4z0aRy1LY3bS/91gC3E5soEkecdW913/lsoGJ/nQhX31o+R1ZYOTfOguT54jeX28ET+YaQwmtmgteV2YR/OkVUZDW/lAtLl4urt+p17o9Gnt9EUvLi7GunXrcPToUcTHx8PAwACDBg3C6tWrFU6fJY+dnR3i4hQPKPfy5Uu4uLjILBcKhdi2bRv++ecfREZGQktLC71798aqVavQunVrOTk1HKqBI4QQQgghpJloivPAFRcXo1+/fvDx8YG5uTlGjhyJ2NhY7Nu3D5cuXcKjR4/g4KD8SKbAuzmg36erqyuzjGEYTJw4EadOnYKenh6GDh2K9PR0nD59GpcvX8adO3fQpYtyA/HUBwrgCCGEEEIIIQ1m7dq18PHxgaenJ65fvw6tt9PibNq0CcuXL8ecOXNw7969KuVZlTmg9+3bh1OnTsHJyQkPHjyAqamo5vb06dMYN24cpk6dirCwMKiqNo7QiUahJIQQQgghpJlgqajW619NlZWVYfv27QCAHTt2SII3AFi2bBnc3Nxw//59PHv2rMb7UmTjxo0AgA0bNkiCNwAYO3YsRowYgaioKJw/33hGvaYAjhBCCCGEENIgvL29kZ2dDQcHB3h4eMisHzduHADg4sW6Gf8gJiYGoaGhUFdXx9ChQ+t9/9XROOoBCSGEEEIIIR+cgADRSMPt27eXu168XLydsn7//XdERUWBy+XC1dUVo0ePhrGxscx24nzbtGkDNTXZaT2qu/+6RAEcIYQQQgghzURTm0YgPj4eABSONCleLt5OWStWrJD6f+nSpdi2bRs+/vjjetl/XaIAjhBCCCGEEFItrq6uCteFhIRUmj4/Px8AoKFgflJNTU2p7SozYsQI9OnTBx06dICxsTGio6Oxd+9ebN26FXPnzoWhoSFGjRpVZ/uvDxTAEUIIIYQQ0kywmtg0AuIpqVksVoXrlbVt2zap/11dXbFx40a0bNkSn376Kb7++mupAK6y/TdGFMARQgghhBBCqkWZWraKaGtrAwAKCgrkri8sLAQAqdEpq2Pu3Ln48ccf8erVK8TExMDe3l6p/YuX13T/tYkCOEIIIYQQQpoJdhPrA2djYwMASExMlLtevFy8XXWx2Ww4ODggNTUVSUlJkgCuvvZfm2gaAUIIIYQQQkiDcHd3BwA8f/5c7nrxcjc3txrvKysrC4B0bZp4/8HBwSgrK6vT/dcWCuAIIYQQQghpJlhslXr9q6nu3btDV1cXUVFR8Pf3l1l/6tQpAMCwYcNqtJ+QkBCEh4dDQ0MDLi4ukuX29vZo1aoVioqKcPny5Trbf22iAI4QQgghhBDSIDgcDhYuXAgAWLhwoVRftE2bNiEwMBBeXl7o1KmTZPmff/4JFxcXfPvtt1J5/ffff3j27JnMPgIDAzF+/HgwDIO5c+eCw+FIrV+2bBkA0dQDqampkuVnzpzBhQsXYG9vLzXwSUOjPnCEEEIIIYQ0E01tHjgA+OGHH3Dz5k34+PjAyckJPXr0QFxcHHx9fWFoaIh9+/ZJbZ+eno7w8HAkJSVJLX/06BFWrVoFW1tbODg4wNjYGDExMXj+/Dn4fD569eqFdevWyex/zpw5uHLlCs6ePQsXFxf069cP6enpuHfvHng8Hg4dOiR3ku+GQjVwhBBCCCGEkAbD4/Fw584d/Pjjj9DQ0MC5c+cQGxuLmTNnwt/fH46OjkrlM3DgQMyZMwc6OjoICAjA6dOnERkZCS8vL/zvf//DrVu35M73xmazcfLkSWzcuBEWFha4dOkSgoKCMHr0aPj5+aFbt261fcg1QjVwhBBCCCGENBNNbR44MXV1daxevRqrV6+udNuVK1di5cqVMss9PT3h6elZrf2rqKhg2bJlkuaUjRnVwBFCCCGEEEJIE0E1cIQQQgghhDQTTW0eOFJ1VANHCCGEEEIIIU0E1cARQgghhBDSTLDYdHvf3FENHCGEEEIIIYQ0ERTAEUIIIYQQQkgTQXWshBBCCCGENBNNcSJvUjVUA0cIIYQQQgghTQTVwBFCCCGEENJMUA1c80c1cIQQQgghhBDSRFANHCGEEEIIIc0Em001cM0d1cARQgghhBBCSBNBNXCEEEIIIYQ0E9QHrvljMQzDNHQhCCGEEEIIITUXdWtFve7Pod+Get0foRo4QgghhBBCmg0W9YFr9qgPHCGEEEIIIYQ0EVQDR5qksAufNXQRGjWXEX9JXsflZDVgSZoGW119yevxHpwGLEnjd9K/VPI6OjuzAUvS+LXQM5C8LsxLa8CSNH4a2saS10VpTxqwJI2funFnyevCnIQGLEnToKFr3dBFqHfUB675oxo4QgghhBBCCGkiqAaOEEIIIYSQZoL6wDV/VANHCCGEEEIIIU0E1cARQgghhBDSTLBYVAPX3FENHCGEEEIIIYQ0ERTAEUIIIYQQQkgTQU0oCSGEEEIIaSZoEJPmj2rgCCGEEEIIIaSJoBo4QgghhBBCmgkaxKT5oxo4QgghhBBCCGkiqAaOEEIIIYSQZoLFpvqZ5o4+YUIIIYQQQghpIqgGjhBCCCGEkGaC+sA1f1QDRwghhBBCCCFNBNXAEUIIIYQQ0kzQPHDNH9XAEUIIIYQQQkgTQTVwhBBCCCGENBPUB675oxo4QgghhBBCCGkiqAaOEEIIIYSQZoLmgWv+6BMmhBBCCCGEkCaCAjhCCCGEEEIIaSKoCSUhhBBCCCHNBA1i0vxRDRwhhBBCCCGENBFUA0cIIYQQQkhzQRN5N3tUA0cIIYQQQgghTUSt1MCxWCzJax8fH3h6esrd7sSJE5g4cSIAwNbWFrGxsbWxe6XExsbC3t4evXr1wt27d5VOZ2dnh7i4OKll2traaNmyJSZOnIgvvvgCHA6nlktL6lppmQCnbsfhwYtkpGWXQEtDFe1bGmLKRy1gpMerdr5v0gqxeJMvSvlCeDgbYOUnHjLbbD0WitvPkhTmMX9MSwz2tKp2GepaSGAgjuzdh7DgEJSVlcHW3h7Dx43FR8OGViu/xw+8cfLQYUS9egWAgYNzS4yfNhVde3jJ3V4gEODiqdO4fvkyEmLjoKKiAgdnZ4yeNBFefXpX+7hqqkUrD7h17Q9H105watsJBiaWKC0pxtSuOtXKT0NLFxPm/4jOfUdCz9AM2RnJeHrnAo7vXI3C/By5aVgsFgZPXoh+o2bDzNoBxUX5CPG7jxO7ViMx+mVNDq9ehAYG4uje/QgLCQa/jA8bezsMGzcWA4ZW7dzKyc7Go3v3ER4SilehoYiNjoZQIMDXa1aj90cD5KYRCAR4eOcOwkNCER4SisjwcJQUF2PI6FFY9M3XtXF4NVJSUoK9+w/h2n83kJycCh0dbXT37IIF8+fC1NSkSnnl5eVh1569uH3nPjIyMmFoaIA+vXtgwacfQ1tbu9L0ZWVlmDhlNmJiYsHhcODrc7u6h1UnSkpK8c+hi7h24zGSUzOgq62Jbl3c8NncsTA1MVA6Hz//l/Dzf4ngl9EIeRmNrOw82NmY49yRDRWmi459jb3/XsRT/5fIyMgBl6sGhxZWGDG4B8YM7w12IxrivaSkFHsPHMW1/24jOSUVOjo66O7ZEQvmzYKpqXGV8srLy8eu/x3E7bveyMjIgqGhPvr06o4F82ZCW1tLats3b5IxdNS0SvMcOXwgVv74VZXKQagP3Ieg1ptQHj58WGEAd+jQodreXb0ZO3YstLS0wDAMYmNj8ejRI/j5+eHixYu4ceMGBXFNSGmZAD/u9kdYXA70dTjo7GqE1Mxi3HqaBL/QdKxf2BHmRhrVyvuv02EoEwiV2tbD2QD62lyZ5ZbG1dt3ffC+cxe/fPc9GKEQbT3aQUdPDy+e+uGP1WsQHRGB+UuXVCm/s8ePY+fGzVBRUYFH505QU+Pgua8vflr+JRYsX4rRbx/4iAkEAqz8agV8vR9CXUMDbdu1g0DAR2hgEFZ//Q1mzPsE0+Z+XItHrLyxn3yPzn1G1EpeWroG+PXAA1jYOiE5IQpP71yAlUNrDJmyCB5eg/DdjB7Iz8mUSbd0/RF4DhiL/NwsPPe+Cm09Q3TpNxrtvQZj5bwBiAx+WivlqwsP797F2u9+ACMUoo1HO+jo6iHAzw+bVv+CmIhIzFuyWOm8QgICsHXtuirtv6iwEOu+/7Gqxa4XJSUl+HTBEgQEBsHIyBC9e3nhzZsknL94Bfe9fXBg325YW1kqlVd2dg5mzvkU8fGJsLK0QJ/ePRAVFYOjx07B++FjHNy3G3p6uhXm8c/eg4iNjatwm4ZSUlKKeUt+Q0BQBIwN9dDbqz3eJKXh/JX7uO/jj4O7f4a1palSeW3YegivIuOrtH//gHAsWLYBxSWlcLC3hJurI3JzC/A8MByBwZF4+jwU61ctrM6h1bqSklJ8+vlXCAgMEZ1XPbvhTVIKzl/8D/e9fXHgn22wtrJQKq/s7BzM/PgLxCe8hpWlOfr06oao6DgcPX4W3j5PcPCf/7N31+FRXF0Ah39xN2IES0IIJHhwJ1ix4lKkFKlCaSm1jzqFUkqhWGmhlOJetLgHLe4BAiQkWISEuNv3x2YTlt2QDfH0vM+Th2XkzszuzO7cOfeeO1/lvDIxNaFXz1dyLW//QR+Sk1PwalivwMcpRHlUaBU4IyMj3Nzc2LBhA3PnzkVfX7XoiIgI9u7dS6NGjbh48WJhbbbYzJo1CxcXl+z/X758GW9vb44dO8bixYsZP750fCGLvP19OJBbQdHUcrbi+7cbYmKkOFe3H73P0p13+PXvm/w4tnG+yz1w9jHX/CPp2rwS+848znP5AR1dqOdmk+/tlJTYmBh+mfoDGenpfDtjOm06dAAgMiKCie+8y5Z162nRti0Nm2j33j0Mus/iufMxMDRk5u+/Ubt+vezpH731NovnzqdZy5ZUrlYte52t69dz5sRJKlaqxIzffsWpsuKmNSjgHv97fzwrF/9J4xbN8axbt5CPPm+3r54m6PZV7vqex9/3PEsOPXzpskZ9OotKzu6cPrSVOf8bRkZ6OgCjP59Nj6HjGfnJTH77VrWi2qHPSFp2GcDjoDt8O6YD0U/DAGjeqR+fztrAhGkrmNC/XnZZpUlsTAxzpk4jIz2dr3+aTusO3gBERjzl03feZeu69TRv04YGWp5bNhUq8OqA/tSsXZuatT35e+UqDu3Z+8J19PX16dS9G+61a1PT05OAO7dZMGNmAY+scPy1bBVXrl6jfv26LFwwG1NTxUOeVavXM3vuAiZPmc5fixdoVdas2fO5f/8hHTu0Z8b077N/q2fMnMv6DZv4Zc6vTP3+61zXD7gXyNLlq+nftxebt/5T8IMrZH+t2sGVa3eoX7cGi2b/D1NTRYuKVev38MuCtUye/id/Lcj9+J7VslldXunYnDqerthYWTBkTN4V/BnzVpGUnMJH44YwalhO5DjoQQijxk5h36EzDOzTkaaNar/cARaiv5av5cpVX+rXq83CX2dgamoCwKo1m5g9bxGTp87irz9ma1XWrDkLuf/gER07tGHGtG/Q11dEgGbMWsD6jdv4Ze4ipk7OiWTbWFsx5bvPNZZ1L/A+O3btx9jIiE4d2hbwKP+bZCDv8q9QP+Hhw4cTHh7Ovn371OZt2LCB1NRUXn8975B5WdCwYUM+/vhjALZt21ayOyO0lpaewa6Tihvr9/rVyq68AfRpXw0XJ3N8A6K4+zAmX+VGxaWwfOcdGrhXoK1XxULd59Jiz/Z/iI+Lo2W7dtmVNwAbW1veynqAsXntWq3L27phA+np6bzav1925Q2ginM1ho4eRXp6Ots2bFRZZ+fmrQCMeu/d7MobgHN1V4aNGQ3AxpWr8n9whWD78llsXDSFi8d3Z1eeXoa1rSNtuw8lLTWFJT9+oFLhWjVnEtFPw2jbfShWFVSbzfUaMRGA1XO/UNn+mUNbOeezg4rVatDUu3AihIVt3zPnlrLyBmBjW4ExH7wPwJZ167Quz7NePd7//DO6vNoT5+rVtbqZMTYx4dPJ39Fn8CA869XF0FA9Ol4SUtPSWL9hEwBffP5xduUNYMTrQ3B3d+PixcvcuHkrz7LCwyPYs/cA+vr6fDnpE5UHrRMnjMPGxpo9ew8QEaEe3QXIzMzkh2k/Y2FhzocfvFfAIyt8qWlprNu0H4AvPx6ZXXkDGDGkOzXdqnLhsh83bt3TqryJ44by1hu9adm0HhYWZnkun5CQxK3bQRgbG/LGkO4q85yrVqR7l1YAXL8ZoO0hFZnUtDTWb9wGwBeff5BdeQMYMXwg7jWqc/HSVW7cvJ1nWeHhT9mz77DivPp8QnblDWDih+8ozqt9h4iIiNRq33btPghA+/atMDfP+30X4r+o0CtwOjo6GptKrl69GnNzc/r06fPCMq5du8bw4cOpXLkyRkZGVKpUidGjR7+wv9yePXt49dVXcXBwwMjIiGrVqtG3b1927dqlcfnExEQmTZqEs7MzRkZG1KhRgxkzZpCZmZmv4/XyUvRvevDggcr03bt306VLF2xsbDA2NqZWrVpMmjSJqKgoleWWLVuGjo4O33//vcr0J0+eoKuri46ODitWrFCZd/78eXR0dBg0aJDa/uzYsYOuXbtia2uLsbExNWvW5JtvviEuLk5tWW9vb3R0dAgMDGTt2rW0aNECCwsLrK2t8/UelDU37kURn5hGRVsTqldW7+vRqp7ipvjcjfB8lfvnNj9SUjMY279WoexnaXTmxEkA2nbqoDaveZvWGBoZcenceVKSk/NXXkf18tp16gTA6RMnsqfFx8Xx+KGi8t2gcSO1deo3Ukw7/+9pUlNTtdqH0qhh667o6ulx4+JxtYpgWmoKF47tQk9fH6/WXbOnO1RyoapbbZITE7h4YrdamacPbgGgSbuX66dY1M6cVJwLbTScC81at8bQyJDL585pfW6VJ5cvXyU2No6qVSrj4VFTbX7nrOvx2LGTeZZ18tRpMjIyaNSoAba2qn3BDA0Nade2taIv4KnTGtfftHk7ly5f5eOPxmNp+XJ9O4vS5au3iY1LoGplBzxquqjN79yhGQBHT14qku3r6+uhq6ujkhdAEytL8xfOLw6XL1/POq8q4VHLXW1+507tADh2/N88yzr571nFeeVVD1tb1VYlhoaGtGvTgvT0DE7+ezbPsjIzM9mzT9Gnsmf3ztocitBAR0evWP9E8SvUCpyzszOtW7fmn3/+Uak03Lt3j3///Zf+/furPD183ubNm2nSpAlr167FycmJ3r17U7FiRZYvX06TJk3w9fVVW+eTTz6hR48e7N27l1q1atG/f39cXV05cuQIM2eqN39JSUnhlVdeYfHixXh6etKhQwcePXrEpEmT+Oab/PV/iI2NBRTNR5WmT59Oz5498fHxoXHjxvTt25eEhARmzJhB8+bNCQ0NzV7W29sbgCNHjqiUe/To0ezK5PPzlAlY2rdvr/Y+9O7dm2PHjlG3bl169uxJSkoKP/zwA97e3sTHx2s8hunTpzNixAgMDQ159dVXqVsCTc+KU2Cw4rx001B5A3Croph+77F6pTc352+Gc+JKGAM7uuSr79y/18JYvM2PRVtuscUniIdhmj+j0uLe3bsAuNfyUJtnYGCAS/XqpCQn8yAo7z4jcbGxhIWEAOBWS73Sa+/ogJW1NaHBIcRnfZckJSZmzzfXkGjBwkpxQ5mcnMzD+/nrt1KauNSsD8C9m5c1zg+4qbj5dM5a7tnXD/x9SU9L02qd0iTwrj+g+VwwMDDAubobKckpPNTi3Cpvbt9WXHeaKm8AnlnTb9+5m3dZWct4anifVcq6rV7Wk/Bw5i9YRLOmjenZo6va/NLAL6u/mqbK27PT89uvTVuGhgZ41a9FYmIyK9fvUZkX9CCEPQdOYW5uSoe2+W+iX9hu31Fccx61amic75k1/fadvKOFymU8NVQEATw9FNNv3/bPs6xLl6/zODgEGxtrWjZvkufyQvxXFXoSk9dff50TJ06wZcsW3njjDSAnecnw4cNzXe/evXu88cYbmJiYcODAAdq1a5c9b+XKlYwcOZLRo0dz9mzOE5zVq1cze/ZsqlSpwq5du6hfP+fmJD4+njNnzqht599//6Vt27bcvn0bOzs7QBHVatmyJXPmzGHSpEmYm2v3dGzHjh0A2ds9d+4cX3/9NRYWFhw8eJBmzRRP+5KTkxkxYgR///03H3zwARs3KpqFubq6Uq1aNU6fPk1SUhLGxormHj4+Pujo6ODp6amWMVP5f2XlDxTZPWfPno2XlxdbtmzJ7quXmprK+PHjWbx4MZMnT9ZYoV25ciWHDx9WqxCWV08ikwCwtdLcPEo5PTwqSavyklLS+WOrH5XtTenfwTlf+6Jsyqm0cvddurWozNt9aqKnV7rar8fHxROX9cDCzkFzxjs7Bwdu37xJWGgIbjU1/5ArKStvFpaWmJiYaFzGzsGB6KgowkJCcK1RAwtLS3T19MhITyc0JIRqz/RJBQgLDsl+Hfo4GFc3N20Pr1Sxq6jo8xcRprkPXUTYI8VyTjl9A+2cqirmhT7SuM7TrLLsKlYttP0sLNqdW/bcyTq3qudxbpU3wSGKh34Oubw3Dg6KTIEhIaEa5z9LuYxDLtkFldsI1lDWTzPmkJKSwpeTPsl7p0tISGgEQK6ZJh3tbVSWKwpffTqK9ybOYO7v69mx5zhurlWIjonj4hU/qlZ25Psv38bGOu9Mn0UtOEQR3VeeP8/LPq9C824OHqIsK9fzSnGvFaxFWbv3KppPdnulg0pTTJE/OjIOXLlX6HeJgwcPxtDQkDVr1mRPW7NmDRUrVqRTVrMoTebNm0dCQgI///yzSuUN4I033qBv376cO3dOJQHKjz/+CMDcuXNVKm8AZmZmdOzYUW07urq6LFmyJLvyBtCkSRO6d+9OQkIC58+ff+HxZWZmEhQUxKRJk1i/fj06Ojq8++67ACxYsICMjAw++uij7MobKCJ0CxYswMTEhM2bN/PoUc5NVvv27UlOTub06ZwmK0ePHqVu3br069ePoKCg7OajGRkZnDhxAjs7O+rUqaP2Pqxbt04l0YqBgQHz5s2jYsWKLFmyhIwM9eyIb7755n+m8gaKCheAkaHmLzfjrOmJKdoleli915+wyCTe618LA33tLqfqlc0Z278WCz9vycYfvVn8RSve7VcLM2N99vz7iGW78n6SXtySEhOyXxsba678GpsoHkAkJSRqnP+sxKxomlEuZT1bXmJWeYZGRnjUVnT8P7BTvXn0vp07c8pPSFCbX1YYmyr6fCQnaT6G5ERFpNbYJKdviLGJ+QvXSVKuY1ryTbeep925pajka3NulTeJWe+PSS7vjfIBSIIW741yGeXDQvWysq65RNWyjvgc5/CRo4weORxn52qaVi0VEhIUD96MjTRnhVYeX0Kidg/oXkZ1l8os+/0bPGo643/vEfsPn+HMeV8yMzNp0bQulZ3yl5q/qCg/49zPq6z3SpvzKqssY6MXl5WYR1mpqakcOHQMkOaTQuSl0CtwNjY29OjRg0OHDhESEsK5c+fw8/Nj6NCh6Onl/kTgwIEDALn2kWvTRjEm1LlzijTYjx8/5ubNm9ja2jJgwACt98/FxYWaNdWboiinBQdrHp/L1dUVHR0ddHV1cXFxYcaMGRgaGvLbb7/Rtq0iS9Lx48cBzZFGBwcHXnnlFTIyMjh16lT2dGUkTRlZCw8Px9fXF29vb7V5ly5dIjo6mnbt2mW3sQ8LC+PKlSt4enpSS0OzGGNjY5o0aUJUVBR37txRm9+7d+lMalBUlN0cc+uhkJ9ukHcexLDr5EM6NK5I/Rrajy3Uq201urWsQiV7U4wM9HCsYEKPVlX4cVxj9PV02HXyIU+0jAAWF236h+arD2n2srn3FdFU3mujFFH9TWvWsmnNGiIjIoh48oTVfy1l7/Z/sr9jdHRf3AelNMvuP5PL+6mj4T3La53SrNDPrXIm51LRfE7n571RLqvpHFIsoD4pPj6BGTPnUK1aFcaMHqH1tkpCzltV8PfqZZ294MuQ0V+Tnp7Bn/O/4OT+xez6ezajh7/K+s37GT1uKtEx2jfRLyrZ70Vhnle59f3TsqhjJ04TExOLq0s16tQuv/3Ji4P0gSv/Cr0JJSiaUW7bto3169dz79697GkvoowyVaz44gx+4eGK5BLKxCFu+WwmVaWK5gGSlc0mk3PpJK8cB05HRwdzc3M8PDzo168flSrljJHy+PFjdHR0cHbW3JROGR17/DgnxfzzlTRl/7cOHTrQunVrDA0N8fHxYdSoURqbTyoHGb9582aeHafDw8PVKnnVquX/aeqz0b/naeqnWJqYGCm+aJJyibAlpyqmm+QSoVNKT8/gt003MTPWY/SrhdOky7miOc3q2HPqahhX7jylc1Ptxt8pLDO/n6I2rVX79rT2bo+JaU60JykpGTNz9a+O5CTFtWNsqrlJ5LNMsvrCJiflXlFVlmfyTHkt27blnQkf8NeC31k871cWz/s1e17Hbl0JefyYG1evYW5R+hIsaCsxXnFzZ2SiOfuaoYnivVNG1QASE2JfuI4yWpeUUDI3jr9Mmao2rWX7drRqr+25lRVZ0eLcKm+U/cYTc4kaJWW9N6ZavDdmZlllJWmOhCRmlfVss+Zff/uD0NAwFv0+t9SPd2qWlXUyMUnz73hS1nRTE80RyIKKiYnns28WkJ6ewYJZn+JoXyFrv0x4/+2BxMUnsG7TAVas282H7w4ukn3QVt7nVdZ7pc15pSwrl+/z7PMqj7J27zkESPTtvywpKYnp06ezbt067t+/T4UKFejWrRtTpkzJ9f79eVFRUezevZudO3dy+fJlgoKC0NXVpXbt2gwbNoxx48ZhYGCgtt6oUaPUEgc+a+HChbz3XunJvlskFbhXX30Va2trVq5cyePHj/H09KRRI/Wscc9KT09HR0cnu99cbp6vPORVaXlefpdXen4cuIJ4dh+qV69O1apVs/vBHT16FB0dHdq1a4eJiQlNmzZVqdyBagUuPSvFuJOTE6+8kvugmAC2trZq03JrSlNe2dsojjciWvMPvHK6nfWL35fw6GTuPY7DxsKQn1ddU5kXn6hIInHnQQxfLbyAsZEe34xpqNX+VbJT/MBFxqRotXxhOrBLPXuho5MTrb3bY2Zuhpm5OfFxcYSHhWFm7qq2bHiYsh9E3sMoOGQ9qImNiSExMVFjP7js8p57qDNw+HBatW/P8UOHCX78GFMzM5q0aE6jZs14rVsPAFyqq+9fWREeokiwYOug+cfK1kExfEJ4cE4ihvBgxQMtW0fNgzlXyCorPOSBxvlF7WAu51ar9tqeW08A7c6t8sapomLQ6bAwzf2HwrLem4oV8x6cWrlMWOiTXMoKU9kmwLHjJzEyMuTPJcv5c8lytXVSU1N56x3FMCLffjOJalW1u8kqChUdFb9xoWGah0EIfRKpslxhO3bqEtExcTRvUie78vasVzo0Z92mA5y/dLNItp8fThUV/R2V58/zss8rR819L59VUVlWrueV4sG70wvKio2N48SpM+jo6NC9W+7dbYR2yuI4cElJSXTq1IlTp07h5OREnz59CAwMZNmyZezcuZN///1Xq6DNrFmzmDZtGrq6unh5edGrVy+ePHnCyZMnOXv2LJs2bWLfvn25JlXs2rWrxmCSplZuJalIKnBGRkYMHDiQJUuWAPDhhx/muU6VKlXw9/dn/vz5WqUnrlpV0Rn/7t3S01+oUqVK3Lt3j6CgII0ftDJa5uTkpDK9ffv2rF69mtOnT+Pj40O9evWyK1ve3t5MmzaNgIAAjh8/jq2trUqmSOUTCWW2zuJQ2qNsL+LipIi0+j+K1Tjf/2GsynJ5iYxNITJWc2UrLjGN6wFRmBlrf5nFJSgqf8ZGxd8kYf9ZzanDlaq7u3Pt0iXu+N3C+bkKUlpaGoEBARgYGlJViz4y5hYWOFSsSFhICP5+ftRt2FBl/pPQMKKjonCoWBEzDUmFKlWpwmsjVR/23Lt7l8inT6lUtUquyTDKgsDbVwFw9WyocX51T8XwJUF3ch4cBGWtU9WtDnr6+mqZKDWtU5z2nHlxKnJX9xpcv3QZfz8/jedWUIA/BoaGVCnF/a+KSs2aimyAt25pHo/rZtZ0d3fN2QRVyspa5qafXx5lqd4kJSencOHiZY3rZGZmZs/Lq49TUatVQ3F+3LodqHG+crp7jaJJ5hP6RFFxNDfTHGkyy5oeE1PyGYdrZn3Gt/w030PdzJru7l5di7KqZ62j3k0D4OatO3mWtf+gDykpqTTyqk8lp7wfRojy58cff+TUqVO0bNmS/fv3Z7eMmz17Np988gljxozJDmS8iLm5OV9++SXjxo2j8jPjxd65c4fOnTtz4sQJfvjhh+z8Ec+bNGmSSqCktCqyKvobb7yBra0tdnZ2L8w+qdS5syJkru2g2JUqVcLT05OIiAi2bNlSkF0tNMq+cM8mcFF68uQJ+/fvR1dXl1atWqnMU54omzdv5vr163R4ZpBk5by5c+cSFRWl0v8NFBW4WrVqcfXq1ezmqiJ3ni7WmBnrExKRSICGStypa4on0E1r26nNe5ZjBRO2z+yk8e+H9xTRZq+aFdg+sxNrp2qXJCY1LYPztxRPKmvkMsxBSWreWnHeHj90RG3e6eMnSElOxqtpEwxz6cj+vGbK8g6rl3fskKIpTfM2rbXev81rFQM99+jbV+t1SqPLp/aTkZ6Op1cbLG1UEx7oGxjSuF1PMtLTuXxyX/b0sMeBPAy4iZGJKY3a9FArs0Xn/gBcOKYeCSsNmrVWfM4nNJwLZ06cICU5hYZNtD+3ypOGDephbm7Og4ePNFbiDmZdj+3atFKb97xWrZqjq6vLpUtXefpUdVDllJQUjh0/ia6uLq1btcievnvHJi6dP6HxDxTjfCn/XyuXNPLFpWG9mpibm/LgUZjGStzBI4os1u1aeRXJ9m0rWANw63YQ6enqScN8bynS7Veq+OLfl+LQsEEdzM3NePDwMbc0VLwOZiUTademeZ5ltWrZVHFeXb6u+bw6cVpxXrVslksJsEuaT/6npaam8uuvii4Rv/32m0o2+I8//pj69etz7NgxLly4kGdZkyZNYtq0aSqVNwB3d3d++uknQJH0r6wrsgpc27ZtCQ8P58mTJ7n2CXvWJ598gomJCRMnTsxOz/+sp0+f8vvvv6tkx5o0aRIAH330kVpUKD4+nsOHDxfwKPLn/fffR1dXl3nz5qlks0xJSeGDDz4gISGB/v37q51UyiyQS5YsITMzU6Xm36pVKwwNDfnzzz8BND4V+Prrr0lPT2fAgAFcv35dbb6/vz9Lly4thCMs+wz0denRWhG1/GOrn0pfuO1H7xMYHEdtVyvcq+ZEgXedfMC4n/9l5e6CR3sfhsVz5voT0jNUe3VHx6Uwc/V1wqOScXUyx8PFqsDbKmzd+vTG1MyMf48d48Qz4xNGPn3KkgULABgwdKjaemMGvcaYQa9lN4lU6jfkNXT19Ni5ZSs3r+Wct4/u32fdsuXo6unR9zXVfiKJiYncz+ovq5SRkcHGVavZv3MXVZyd1dYprbq9Npa5W64x7IMfVKZHhYdwYu8GDAyNePvLX9F9JvnTiI+mY1XBgRN71hMVoZrqfcfquQC8/tF0lYpfs459aerdi9CHAZzz2V50B1QA3Xr3yj63Th7xyZ4e9fQpS3/9DYB+w4aorff24Nd4e7D6uVWeGBgYMGSwogL+089zVH4DV61ez507/ng1rE+dOp7Z09dv2Ey/AcOYv2CRSln2dnZ069qZ1NRUfvzpF9KeidTOnf87kZFRdO/aBTu7omliWNQMDPQZ0l9RAZg+Z6VK/65V6/dw2/8BXvVrUtczJxK0fvMB+g77nPmLNhR4+62b18fQ0IBHwU/4bckmlczPgfeD+X2J4mGzckDxkmRgYMCQQYqkcT/NXKB6Xq3ZxJ27AXg1qEud2jnjfq7fuI1+g0Yz/7clKmXZ29nS7ZUOivPq5/mkpeX8rs799c+s86ojdnaak309Dg7l8pXrGBoa0KVzO43LiPwpa0lMTpw4QVRUFG5ubnh5qT9gGThwIIDG+kF+NGjQAFDNRVFWFUkTypfh7u7O6tWref311+nduze1atXC09MzO23/jRs3SElJYdiwYdn9Zd544w3OnTvHggULaNCgAa1ataJKlSo8fvyYS5cu4eXlpXEogaLSrFkzpk6dyldffUXLli3x9vbGzs6OkydP8uDBA9zd3VmQdaP7rBo1alClShUePnyY3f9NydTUlKZNm3Ly5ElAfQBvUCSIuXbtGj///DMNGzbEy8sLV1dXYmJiCAoK4tatWzRo0IAxY8YU3cGXIYM7uXDlzlNuBUXz3oxT1Ha15klkErfvx2BhasCHg2urLB8Tn8qjJwmF0i8tMjaFH1dcxcLUgCoOplSwMiI6LgX/h7EkJqdja2XEZyPqvXRfzaJkaWXFJ998xbQvv2bqpC+p38gLSytrLp07R1xsLH1fG4xXs6Zq6z3Majqc9lyzvqrOzrz9wXj+mDuPj995l0bNm6Gvb8DFM2dITk7m3Y8mUPW5hz/RkZG8NXgILm5uVK5aBV1dPfxu3CAsJARHJyemzZ1TYokWGrXpzoC3v1SZpm9gyLQVx7P/v/nPH7l4QjHAr4W1HZVda2FzTb2t/fJZn1CzXjNadO7PvC3X8L95karVa1PNvS4h9++y/JdP1dY5sm05jVp3p3mnvszbeo1rZ49gYW1L7cbtSElKZP7XozQO8l0aWFhZMfHrr5j+1ddM++JL6nl5YWltxeVz54mLjaXP4MF4NdV0bin6AaanqScl+mjMW9mvg7OGbln1x2K2rVfcqNfwqMX4zz9TWWfBzzO5e0vRvDA6KgqAUz5H8b+dE6GYu1T15rU4vPXmSM6cPc+Vq9fo3W8IjbwaEBwcwrXrN7C2smLyd6rnXVRUFIFB9wkPVx/v7NNPPuTaNV8OHfah/8DheHp6EBBwj7v+AVStUplPPvmguA6rSLw9sg9nzvty5dodeg/5DK8GtQgOCefaDX+srcz5/st3VJaPjIol8H4wTyKi1MrassOHrTt8AEhJVVw7wSHhjHhncvYyX34yCs9aLgDY21nz8ftDmTF3FUtX7WD/oTN41HQmKjqOq753SUlJpU3LBvTu3rbwD/wlvDXmdc6cu8iVq770HjCKRg3rEhwSyrXrt7C2smTyt6rXR1RUNIFBDwgPV+9j+OnH47h2/SaHDh+n/+DReHrWJCAgkLv+gVStUolPJo7NdT/27D1EZmYm7du2xELLcXhF+XLlyhWAXPNlKKcrl3tZAQGKKPiLEiZu2bKFzZs3k56ejqurK7169cLDwyPX5UtKqanAAfTv358rV67wyy+/cODAAfbs2YOxsTGVKlVi+PDhDBgwACsr1cjEr7/+SqdOnVi4cCHnzp3jzJkz2WPOvf3228V+DF9++SUNGjRgzpw5nDt3jsTERKpVq8bnn3/OpEmTsLGx0bhe+/btWbNmDfXr16dCBdWnVN7e3pw8eZIKFSqojXenNGPGDLp27cqCBQv4999/uXLlCjY2NlSpUoXPPvuMIUPUn17/Vxka6PHDe43YdDiQY5dCOXP9CeYmBnRs7MSwbtWxzyOBSUFUsjOlV9uq3A6KJiQikTsPYtDX16WynSlNa9vRq01VzE3VsyOVFm07duSXPxayZukybl33JTU1lWouLvQeNJCuvV7Nd3kDhg2lUtUq/L1qDdcvK76Y3T08GDRiOC3bqT+JtbC04tX+/bh26TKXzp0jPT2DipUq8fpbbzLo9eHZ2S1LgqWNHTXrqzY30tXVVZlmaaNd06nYqAgmvd6KwWO/pZl3b5p16EN0RCh71v/GxoVTiIuJVFsnMzOT2Z8PocewD+jQZxSN2/YgKTGes0e2s+H373kYcKNgB1jE2nTswM+Lfmf9suUq59arAwfwykucW34a+uo+fvgQHioGNTfUMFbY/Xv31NaLiowkKlL9/S5ORkZGLF70K0uXr2Lv3gMc8TmOpaUFvV7tzrj33tIqgYmSjbU1q1f+ycI/luLjc4wjPsewrWDDa4MHMPbdN7GyKrsZXAFFwpVfv2Tpqh3sOXCKI8cvYGlhRq/ubXj/rYH5SmASGvaUazf8VaYlp6SqTIuLV+33N2RAF9xcq7D2731cu3EXn+MXMTY2xMPdmZ5dWzOwT0f09EpHggkjI0MW//4LS1esY+++wxw5egpLC3N69XyFce+N0iqBiZKNtRWrl//GwsUr8Dl6kiM+J7GtYM1rg/ow9p2RLzyvdu9VNJ/sIc0nC01ZG8j7/n3Fw7jcMk0qpyuXe1nz5s0Dch+yDMhuyqn0v//9j7FjxzJv3jz09UtPtUkn8788wI4os279M66kd6FU8+j9e/broOiSvfksC5ytch6sDPIq3anSS9rfl3Ii0QFRmrP9CYXq1jkP4xJiNWfoEwqmFjnNfhOfnC3BPSn9TOxzmmAmRJdMZtmyxNSqaJLWlGbR94q3uXyrV7/MdZ42ie/eeecd/vzzT7766it++OEHtfl3797F3d2dmjVr4pdLEqa8LFq0iLFjx2JtbY2vr6/KMGCgqNwZGxvTsWNHqlSpQkhICHv27OHrr78mMjKSjz76iDlz5rzUtotC6alKCiGEEEIIIQqkrA2unddg8AWNNR09epQJEyago6PD0qVL1SpvABMmTFD5v6urK+PGjaNdu3Y0btyYX3/9lY8//jg7C35JkwqcEEIIIYQQ4qUUdHgpCwtF5u34eM1DbCQkJACoZKfU1tWrV+nbty8pKSnMnz+ffv365Wv9unXr0rt3bzZt2sTBgwcZPXp0vvehKEgFTgghhBBCiPKijA3kXa2aYgzHh1l9lJ+nnK5cTlv+/v507dqVqKgoJk+ezAcfvFySJnd3xRApwcHBL7V+UShbn7AQQgghhBCi3FCm97948aLG+crpuSXy0+Tx48d06dKFkJAQJkyYwHfffffS+xeZlcjqZSKARUUqcEIIIYQQQpQTZW0cuNatW2NlZYW/vz+XLl1Sm79p0yYAXn1Vu4zEkZGRdO3alXv37jF69OgCJR9JTk5m165dADRu3PilyylsUoETQgghhBBClAhDQ0PGjx8PwPjx41X6ws2ePZurV6/Spk0bmj4zHuiCBQvw8PDgiy++UCkrISGBHj16cP36dQYPHsyff/6Z59i6fn5+bN++nfR01TFFnzx5wpAhQ3jw4EH2eNOlhfSBE0IIIYQQopwoa+PAAXz99dccPHiQU6dO4e7uTtu2bQkKCuLMmTPY2tqybNkyleXDw8Px8/NT65f21Vdfcfr0afT09NDX1+fNN9/UuL3ly5dnvw4ODqZv377Y2tri4eFB5cqVCQsL48KFC8TGxlKlShU2btyYZ0WwOEkFTgghhBBCCFFijI2NOXLkCNOnT2ft2rVs27YNGxsbRo4cydSpU7VO36/sr5aens7atWtzXe7ZClzNmjX56KOPOH36NP7+/pw9exYjIyNq1qxJr169mDBhAjY2NrmWVRJkIG9RJslA3i8mA3nnjwzkrT0ZyFt7MpC39mQgb+3JQN75818cyDv+8ZFi3Z5ZpQ7Fuj0hfeCEEEIIIYQQosyQJpRCCCGEEEKUEzplbBw4kX/yCQshhBBCCCFEGSEVOCGEEEIIIYQoI6QJpRBCCCGEEOVEYQyuLUo3icAJIYQQQgghRBkhETghhBBCCCHKCx2Jz5R38gkLIYQQQgghRBkhETghhBBCCCHKDYnPlHfyCQshhBBCCCFEGSEROCGEEEIIIcoL6QNX7sknLIQQQgghhBBlhETghBBCCCGEKDckPlPeyScshBBCCCGEEGWEROCEEEIIIYQoL6QPXLknn7AQQgghhBBClBESgRNCCCGEEKLckPhMeSefsBBCCCGEEEKUERKBE0IIIYQQoryQPnDlnnzCQgghhBBCCFFG6GRmZmaW9E4IIYQQQgghCi4x4mqxbs/Etn6xbk9IE0ohhBBCCCHKEWlgV97JJyyEEEIIIYQQZYRE4ESZFHplUUnvQqnm2OC97NceM6eW4J6UDbc++yb7dUDU0xLck9KvunWF7NeDvAxLcE9Kv78vpWS/3jTBpeR2pAwYOC8w+/XT2xtKbkfKgAo1X8t+vf/RvRLck7LhlcquJb0LxU+SmJR78gkLIYQQQgghRBkhETghhBBCCCHKDYnPlHfyCQshhBBCCCFEGSEROCGEEEIIIcoL6QNX7sknLIQQQgghhBBlhETghBBCCCGEKDckPlPeyScshBBCCCGEEGWEROCEEEIIIYQoJzJ1dEp6F0QRkwicEEIIIYQQQpQREoETQgghhBCi3JD4THknn7AQQgghhBBClBESgRNCCCGEEKK8kHHgyj35hIUQQgghhBCijJAKnBBCCCGEEEKUEdKEUgghhBBCiHJD4jPlnXzCQgghhBBCCFFGSAROCCGEEEKI8kKSmJR78gkLIYQQQgghRBkhETghhBBCCCHKDYnPlHfyCQshhBBCCCFEGSEROCGEEEIIIcoL6QNX7sknLIQQQgghhBBlhETghBBCCCGEKDckPlPeyScshBBCCCGEEGWEROCEEEIIIYQoL6QPXLlX6ipwgYGBuLq60r59e3x8fEp6d0Q5lZySxpptZzl40o+w8FgszI1p3sCFMa+1xMHWQqsy0tIzWLn5DLf8Qwl6FEFUTCLp6RnY21rQtL4zw/s2wdHOUnWdtHQu+j7k5Hl/fG8HExwWTXJKGhUdrGjp5crwvk2wtjQtikMuNF6VqvBeyzY0cKqCgZ4e/hFPWHvpPNt8r75UeTrAwPpe9K1Tnxp29hjp6fMkPo7Ljx/yx+mT3I14kr1sZUsrDr37Ya5lPYmPo+3vc15qP4rCjatXWbd0Obd8r5OWmkY1VxdeHTiALj175quc6Kgo/j16DD/fG9y+cYPAgAAy0tP539QpeL/SReM66enpnDxyBD/fG/j53uCunx/JSUn06NeXDyb9rzAOr0Cqe3pRv0VnatRpinu9plRwqExKchLDW1jmvbIGpuZWDH7vG5p17IO1bUWiIkI4d+QfNiycQkJctMZ1dHR06D50PJ36jqZiVTeSEuPwPX+MjYum8DDgZkEOr9Dp6hvh0WUcVRv1wtSmMikJUYTcPMqN3bNJjA7Jd3lmds7U6vQejrXaYmxpT1pyHHFPAnl0dR+3Dy9WW97C0Q2PzuOwd2+JsaU96alJxATfJvDMJu6dXg+ZmYVxmIUiOSWVlX8f58Cxa4Q+icbSwoTmjWrwzvCOONhZaVVGbFwip87f4eQ5P+7cCyEkLApdXR1cqtrzSvv6DOjRDH19PY3rBj54woq/j3Hx2j0iIuMwMjSgurMDPTt50fuVRujqlt6b64DrN9i3eh2BN2+SlppGRedqtOvbi+ZdNX/P5Ob+7TtcP3Uav0uXCX8cTEJMLObWVtRoUI/Orw2islt1rco5s/8gq3+aBUCvt0bzyrDX8n1MQpRHpa4CJ0RRS05JY+LUTVz3C8bWxozWTdwIeRLDbh9fTl0MYOEPQ6hc0TrPclJS01i+6TQmxga4OdtRq7ojqWnp3A18wrb9Vzh44hZzvh1AreqO2etcvvGQT6dtAaCyoxVedaqSlp6B7+1gNuy8wIETN5k/eRDVKlUoqsMvkM7utZjbeyC6OjqcfxBEZGIiLZxd+KlHHzwcHPnpyIF8lWesr8/C/kNo6exKVGIiFx8+IDk9jSpW1nT3qMOxe/4qFTilJ/FxnLjnrzY9NjnppY+tsJ308eHHL78mMyODul4NsbSy5sr588ye8gP37tzlnY8maF2W75UrzPtxer62n5iQwPSvvsnvbhebAW9/RbMOvQulLHOrCkxbcZxKzu6EPPDn3JF/qOJWmx7DPsCrTTe+fKMtcdFP1dabOGMtLbsMIC4mkosn9mBhbUvzTv1o1KY7k9/pwt3r5wpl/wpKV9+Idu+vwa56ExKjQ3l87QBmFarg2mIwTnU6cmROf+Ij7mtdXqX6XWk+Yh66+oZEPfIlIvAiRmbWWDp5UL3VMLUKnG31JrQduwp9QxOig/2ICLyIoak1dm5NaezaGIearTiz4oPCPuyXkpySygdfL+fazQfYVbCgbXMPgsMi2XXwEqfO3WbxzLep4pT39+varSdZvvEYuro61KzuRJtmtYiMjufazQfcuL2HIyd9mfv9GxgbG6qsd8U3iAnfriQ5JZXq1RyoW6sqMXGJXPEN4vqtB1y4GsDUzwcX1eEXyJXjJ1n6/TQyMzNxq18Xcysr/C5eZvWMX3jkH0D/ce9qVU56ejoz31OcD+ZWVlTzqImhkREP7/pz/uARLvkcZ+RX/8OrfdsXlhMXHc22hX+io6NDZil6QFA2lN6HBKJwSAVO/Oes3nqW637B1KnpxC9f98c06wd4w84L/LbyGD8t3M+v3+f9A2tooM9vUwbj6e6Evl7Ol2V6RgZ/rT/F6m3nmPPXYRZNG5o9T0dXh86tazGkdxNqujpkT49LSGbynF2cvRLE9N/3s/CHIYV4xIXD0siYH7v1Rl9Xlw+2/c2BO7cAsDU1Y82wkYxq0oIjd29z5kGQ1mX+2L03LZ1d2XT1Ej8c2ktSWlr2PHszc/RzeVJ9LyKcL/b8U7ADKkKxMTHMmTqNjPR0vv5pOq07eAMQGfGUT995l63r1tO8TRsaNGmsVXk2FSrw6oD+1Kxdm5q1Pfl75SoO7dn7wnX09fXp1L0b7rVrU9PTk4A7t1kwY2YBj6zw3L56mqDbV7nrex5/3/MsOfTwpcsa9eksKjm7c/rQVub8bxgZ6ekAjP58Nj2GjmfkJzP57ds3Vdbp0GckLbsM4HHQHb4d04Hop2EANO/Uj09nbWDCtBVM6F8vu6yS5NFlHHbVmxBx7wLHfh9BekoCAO7eb9Kg3zc0GTaTo79qF5mwquRJ85HzSUuK59TC14kIOJ8zU0cHmyp11dZp2H8y+oYmXN3+o0rlztzehQ4fbaZqo14EnFzLk7v/Fug4C8OKjce4dvMBdT2qMm/KG5iaGAGwbttJ5v+1j2nztrLwpzfzKAVMjA0ZOagd/Xs2w8E2Jyr84HEEH369nCs37rNs41HGvqEamZq9eDfJKam8P/oVXu/fRmW9dz77k4PHr9O3WxMa19cuAlVcEmJjWfPzbDIyMnhz8tc0bKfY95inkcyd8AlHNm2lbssW1PRqoFV5Lp4edB0xlNrNmmZHHDMyMti9bCX71qxn7cw5uDesj7lV7hHRLb/9QXJiIk06deDcwcMFP0hR6iUlJTF9+nTWrVvH/fv3qVChAt26dWPKlClUqVIlX2VFRUUxefJktm7dSkhICBUrVqRv3758//33WFtba1wnIyOD+fPn89dff3H37l3Mzc3x9vbm+++/p3bt2oVwhIWnVFXRJ0+ejKurKwBHjx5FR0cn+2/UqFHZyz158oRPP/2UWrVqYWxsjI2NDd27d+fYsWNqZfr4+GSvHxYWxptvvknFihUxNzenTZs2nDp1KnvZRYsWUb9+fUxMTKhatSrff/89GRkZamXq6Ojg4uJCSkoK3333HW5ubhgbG1O9enW+/fZbkpJePgpQ2PsbGBiIjo4O3t7eGrc3efJkdHR0WL58+Uvvc1mSlpbO5r2XAZj4ZsfsyhvAa682xs3Zjis3H+EXEJpnWfp6utTzqKxSeQPQ09VlzGutMDTQ48adEBKTUrPnNa5bjW8n9FCpvAGYmxoxadwrAPjeDibkSczLHmKRGVjfC0tjYw7e8cuuvAFEJMQz6+ghAEY1aaF1ec2rudDDow5Xgx/xzb6dKpU3UETZgmNL3/ugjX3b/yE+Lo6W7dplV94AbGwrMOaD9wHYsm6d1uV51qvH+59/RpdXe+JcvTo6WjTBMjYx4dPJ39Fn8CA869XF0NAov4dRpLYvn8XGRVO4eHx3duXpZVjbOtK2+1DSUlNY8uMHKhWuVXMmEf00jLbdh2JVQfWa6zViIgCr536hsv0zh7ZyzmcHFavVoKl34UQIC0JHV58a7UYBcOnvb7MrbwB3fP4i6tFN7Gs0x1pDxUuThgMmo6dvxPm1n6pW3gAyM4l8cE1lkp6hKTZV65KWnMDtI3+qzIt7Esj989sBsKlWP59HVvjS0tLZtPMMAJ++92p25Q1gaN/W1HBx5LJvELfuPs6zrDcGteO9NzqrVN4AqlayZexIRaXtwFHV9yohMZnbAcEYGxkwrG8rtfVe8Va8RzfvPMr/wRWxU7v2khgfT73WLbMrbwCWFWzo846iwnvk7y1alaWnp8cnv82lbovmKs1FdXV16TlmJI7VqpKUkIDv6bO5lnHr/EXOHTxM19eHYlfJ6SWP6j9MR7d4/wpBUlISnTp1YsqUKcTFxdGnTx+qVq3KsmXLaNSoEf7+6q1uchMREUGzZs2YN28e+vr69O3bFwsLC+bPn0/Tpk2JiIhQWyczM5PXXnuNiRMn8vDhQ3r27EmdOnXYvHkzTZo04cyZM4VynIWlVFXgGjZsyIABAwBwdHRk5MiR2X9t2ii+UG7duoWXlxe//PIL6enp9OjRg/r163P48GE6dOjA2rVrNZYdGRlJy5Yt2bt3Ly1btqRu3bqcPHmSLl264Ovry4QJE5g4cSIVKlSgc+fOREdHM3nyZL75RnMTpMzMTAYOHMjMmTOpXbs2PXv25OnTp0ydOpVXX32V9AI+tS3s/RUKV289Ji4+mcqOVmqVKADv5u4AnDwfUKDt6OiArq4Oujo66OnpaLWOnY051pYmAIRHxhVo+0Whg5vivdl3W71v0FH/OySlptLS2RVDPc39Qp73WoNGAKw4f4by1jjmzMmTALTp2EFtXrPWrTE0MuTyuXOkJCcX966VOw1bd0VXT48bF4+rVQTTUlO4cGwXevr6eLXumj3doZILVd1qk5yYwMUTu9XKPH1QcaPapF3++ioWBbvqTTE0tSLuSSBRj3zV5j+6rNj/SnU751mWhaMb9jWaExvqT7CvdhGNzPQ0MjPSIY+rNCUhSqvyitKVG0HExidR2akCtdzUb/o7tK4DwImzt9Tm5Ye7a0UAwp/GqkzX19dDV1fx0PlFLM1LXz9nZWXK65nKm1KdFs0wMDTE7+IlUlNSCrQdHR0dKrm6ABCt4SYaICU5mQ1zfqWiczU6vTawQNsTZcePP/7IqVOnaNmyJbdv32bDhg2cOXOGX375hSdPnjBmzBity5o4cSJ37tyhf//++Pn5sWHDBq5fv84HH3zA3bt3+fjjj9XWWbZsGZs2bcLd3Z1bt26xadMmfHx8+Pvvv0lMTGT48OGkPfeguSSVqgpc3759mTVL0VnVw8OD5cuXZ/+99dZbpKenM2jQIB49esS8efO4c+cOW7Zs4ejRo5w+fRobGxveeecdwsLUn+b+888/NG3aFH9/f7Zu3crp06f57rvvSEhIYPDgwWzevJnz58/j4+PDjh07OH36NIaGhsydO5e4OPWb6fv373Pp0iWuX7/Ojh072Lx5M3fu3KFu3bocOnSI3377rUDvRWHvr1C4G6ToT6Wp8gZQs7piun+Qer8rbWVmZrJm2zmSktNoVLcqhgbatVSOjU8iNl5xQ1/B2uylt19Uator3psbocFq81IzMrgT/gRjAwNcK9hpVV6Lai4AnAq6h7udPR+0bs/3r/Tgg9btaeBU+YXr2pqZ80Hr9kx5pSefte9E15qeGJSixACBdxVPCt1q1VKbZ2BggHN1N1KSU3gYpH2/JaGZS01FVOPezcsa5wfcvASAc82cCJHy9QN/X9I1/CBrWqekWFX2BCDy4XWN85XTlcu9iEPN1gCE+p1AV98I56YDaDhgMg36f4dLi9fQNzJXWycjPYVw/3PoG5lRs8PbKvPM7V2o1qQPKQkxPL62P1/HVRTu3FMkc6lVXXPERlmpu3Mv7xYWL/IoJBIAWxvV98vQQJ8GtZ1JTEph7bZTKvMePI5gv89VzM2MadfCo0DbLwqPAu4BUMW9hto8fQMDnFydSU1JIfTByzd1VgoPVnxOljaa+yLuXr6K8OBgBn80Hn0DgwJvT5R+qamp/PrrrwD89ttvmJvnXFsff/wx9evX59ixY1y4cCHPskJCQlizZg0GBgb8/vvv6Ovn3IPNnDkTe3t71qxZQ2io6vfAL7/8AsDPP/+Mo2NO7oIBAwbQu3dv/P392b59e4GOszCVnjseLezYsYPr168zdOhQPvzwQ5WnXF5eXnzzzTfEx8ezevVqtXWtrKxYtGgRxsbG2dM+/vhjdHR0uHHjBlOnTqVOnTrZ85RRtYSEBM6fP69WHsC3335L9eo57djt7e2ZOVPRx6SgFbii2F8BYeGKJ6b2uWSatK+gmB4aHqtxfm4Wrj7Oj7/t46tZOxj24TKWrD9FtcoV+PTdvJ+KK23dd4X09AyqV7OjkoN2mdKKi5mhIVbGiuhgSC7NGkPiFNMrWeadRdDW1IwKpmZEJSYysF5Dto18h/dbteO1Bo15v1U7Nrw+hhk9+uTaB87N1o73W7VjcINGvNmsFfP6DGTvW+9T36nSSx5h4YmPiycuVnH+2DloflBg52APQFho/rMHClV2FasBEBGm+cYyIkzRXM3OqVrOOk5VFfNCNTdle5pVll3FqoW2ny/L1EZxTidGaT5XlNOVy72IZcWaAKSnJtH58900ff0XarQbhXv70TQZOoPu3x7Fzq2Z2noX//6KhKhg6vf5ki6T9tF85ALajltFl0n7SIqN4PjCEaTER77sIRaa0CeKbKMOdpq/g5QZKEOfRBVoOxt3KPr6tW2uXhH7fFwv7G0t+W3Zfoa/v4CvZ2zkw2+WM/z9BdhYmTF3yhtYW5WuB3SJ8fEkZj34tbbX/ADO2k7xnRUZ+vLNnQH8r13nwe076BsY4NlMvQ/ww7v+HNm0lRbdXsG9Qck/QCm7dIv5r2BOnDhBVFQUbm5ueHl5qc0fOFARid2xY0eeZe3Zs4eMjAzatWunUhEDMDIyolevXqSnp7Nnz57s6ffu3ePGjRuYmJjQU0OW6Pxsv7iUqSQmBw4oMtz17dtX43xlM8tz59QzhzVp0kSt06KlpSW2traEh4fTpYt6ilw3NzcAgoPVIw4AQ4aoJ5ro1q0bNjY23L59mydPnmBvb5/r8bxIUeyvgMQkRfMPIyPNp76xsUHWcqka5+fm2Jk7PArNSVXuWtWWbz/srnVF7Pa9MFZuVrSvfm+4ehOWkmZmkNNXMClV83uTmDXd1MBQ4/xnWWY9mDAzNOST9p3Y5nuVRf8eJyIhnpbOrkzu0oM+deoTGhfL7GM5Tb1S0tNZe+k8e2754v80nOS0NGrY2jO2ZVu83dz5c+Aw+q/4k0cxmtPGF4ekxJw+SsbGmvudGZsoKsNJCYnFsk/lmbGp4mY4OSlB4/zkxHjFciY5N83GJuYvXCdJuY6pekSquOkbKZrbpadoPlfSsvrE6Rvm3SzP0FTxfeTuPYaUhGhO/fUuYbdPYWxhR+1uE6jWpC+t3lzM/p+6kBST0wohNtQfn3mDaDlmETZV62LlpIgsZ6SlEOZ3gviIBwU6xsKi/H43NtIctVFOVy73MrbsOce5ywFYmBkzYqB6FkWXqvb8MeNNJv24ntsBwQTcV1R49PX1aOrlRiVHm5fedlFJSczpt2/4zEPjZxlm9SdMTnz576zE+HjWzFQM8+I9oB9WtrYq8zPS01n3y1xMzMzo++5bL70dUfZcuXIFgEaNGmmcr5yuXK6gZS1dulSlLOXrunXrYqAh6puf7ReXMhWBCwwMBOC1115TSXCi/GvSpAkA4eHhautWrqy5SZaZmVmu85XzkjX0U7GxscHCQnMUx9nZGYDHj/PuKJ2bwt5foaDMRKyD5j4KL5uqeN2vYzi2cSL/LHmPWV/2w9BAj7cmrWWPj3qfledFRMXz9awdpKSmM6iHFy28XF9qH4pUHn06gFzeUc30sjo9G+jpcenRAybt3k5g5FNik5PZf/tWdobJEY2aYWaYUyF8Eh/HlIN7OPfwPk8TEohPSeFK8CPe27KeHTeuYWVswrstSrYCrM05JCmxC092S4xc3lNN13pe65Quyv3P5fi0uDZzllVcd7p6BpxbNZHHV/eRlhRL3JN7nF31EU+DLmNoZo1bmzdU1rN3b0nnz3aho6fH0V+Hsu3zOuz+vg1+hxZRo91IOkz4GwPTkm81kP1x5uM9yY+L1+4xd/FudHR0+HJCX+xt1SN9568EMHLCQtIzMlgwbRQHN3zFliUTeX1AGzbtPMN7/1tCdKzmBwclRavvowJeKhnp6ayYNoMnDx/h7FGLnqNHqC3js2Ub9/3u0PfdtzCzernxIEWWMpbE5P59RXeC3DJNKqcrlyvssgpz+8WlTEXglIlBunfvjkMuTZNA0X/ueXn9yOXnRzAvhXFzVlz7qynLZl6ebbr5PF/fvCssJcnURFEZSErWHEVKTlb0hzExfrl299aWJjRr6ELtmk6M/nQVs5ccplHdajjaaa7sxyUk8/mPWwl5EkOHFu68/0b7l9puYZjeXT3j3sE7fhy660d8Ss5DAWMDA+I1dGQ3znpqlZCa99PtZ8vbfO2y2vyjAXd5Eh+HvZk59Z0q82/QvTzL/OP0SXrVrkdrl6JPz/3LlKlq01q2b0er9u0xMc2J9CQlJWNmrv41m5yVqdbY1KTodvI/IjFe0fTLyERzszRDE0VkShlVA0hMiH3hOspoXVJCyfcnTktW7LdeLhE2PQPFOZSWknelIDWrrISoYEL9jqvNDzyziQrODbF3z8kma2BiSYvRv6Ojq8eJRaNIig7N3i/f3bPRN7bAvf1oanV8h+s7S3aYiuzv91wibMrvfRPjvFsJPO/uvRAmTVtHalo6H7/TA++W6inFY+IS+WrGBtIzMpg9eUR2BkszUyPefb0T8fFJ/L3zDGu3nlQbfqCorZoxS21a/dataNCmFUbPfA+lJCVhYqZ+XaQkKb6zjUxe7jtr3ex5+J4+i0PVKrw3fYpa37anIaHsWraKGvXr0bxb8b43ouAKel+ozN1gaqr5e04ZoNAmx8PLlFWY2y8uZaoCp6wBv/fee/TuXbLpnSMjI4mNjdUYhVPW0J2cSj71rWFW9CK3k+7Bg9LR9KW4OGRVpJ5EaO7j9iQrq1huFS5tmZsa0bJRdbbtv8L5q0H07Kie4js5JY1JM7ZzJ/AJTRs48/WH3dHVLZonx9roV1d9fJ9H0VFZFbgUYpKSsDQ2pqKFJf4R6lHuiuaKm5XHMXmn/g+LiyUlLQ1DfX0e59Lc8XF0NPZm5tiaatdfJChSkdHM3rxgn502Du5Sz1zo6OREq/btMTM3w8zcnPi4OMLDwjAzV4+ohocpmqc5OFYs8n0t78JDFN+3tg6an5zaOihaK4QH5zw5DQ9WfO/ZOmpu6VAhq6zwkJL/fkyIVLTkMLHWfK4opyuXe2FZTx9m/au5759yvpF5TtM2pzqdMDKzIdTveHbl7VkPL+/Cvf1o7GtoP4RIUXG0V0QBw8I1fweFhUdnLWedr3IfBj/lo+9WEhufxFvDOjCol+ZjPXnWj5jYRJo2rK42/ABApzZ1+XvnGS5eC8zX9gvD2X0H1abZOjrSoE0rTMzMMDEzIzE+nqgn4RorcFHhiu8sG8fcH57nZtuiPzm9Zz82DvaMnzld49hvty9fISUpidioKOZ//LnKvKchivPu1K493Dx3Hre6dXj1zVH53o//ksx8tYkpecrAR27BifwERl6mrLzWKY1KXQVOWeHQlKqzc+fO/PXXX2zbtq3EK3AAGzZs4K23VNtp79u3j8jISNzd3V8YJSwudnZ2GBgYcO/ePdLS0lSy8aSkpHD06NF8l1nao2wvUsNZ0Sfx9j3NHbFvByimuzlrl0nxRawtFX0JomLU+wykpWfw7eydXL35iLq1nPjhk14Y6GuXfr+oeMxUjyo9y+9JKE2rOlPb0UmtAqevq4u7nT3JaWnce6peuXteemYmd8KfUKeiU3ZylOdZZz3p1RTt08Qyq5yEAqa51saeMy8esNjVvQbXL13G388P5+qqFbi0tDSCAvwxMDSkinO1XEoQ2gq8fRUAV8+GGudX91R0iA+6kzNmV1DWOlXd6qCnr6+WiVLTOiUl+pFi2A5NA2w/Oz36cd6p8aMeKr67DU2tNc43NFNMT0vOieaZWCseRKYmaX4ImJY13SCXMouTMr2/X4DmfuB+/orpNVwcNc7X5ElEDBO+WUFEZByDe7fgzaHqQ4MohUUoKo5mJpr7kZmZKvqRxcQWf9/XXw/vfeH8ym7VuXv1Gg/v3MXJxVllXnpaGsH3gtA3MMCxav4GU96/dj2HNm7Gwsaa93/+ERuHF+cFCL3/gND7mh+cRASHEBEcgol5yfdNFaoKel+oDIbEx8drnJ+QoPhOMtfis3+ZsvJaRzldm+0Xl1LXB05Z4fD391cbS23gwIHZwwvMmDGD1OeSKaSkpLBlyxauXSueH90pU6Zk98sDRd+7zz9XPDkaN25csexDXgwNDWnRogVPnz5VyYyZmprKxIkTuXcv76Zp5Uk9j0qYmxrxKDRaYyXO58wdAFo2KngzvMs3FE+5K1dUfdqYmZnJ9N/28e/Fe7i72DNjUt+XbrJZnHwCFO9N15rq6cq93dwxNjDg36B7pGg5BuJh/9uAYkDv51W2tKKylTUAN8O0y9T4Sk1F02lfDcMcFLdmrRXp2k8cPqI278yJE6Qkp9CwSRMMjUrX4Npl0eVT+8lIT8fTqw2WNqo3h/oGhjRu15OM9HQun9yXPT3scSAPA25iZGJKozY91Mps0bk/ABeOqUdai1v4vfOkJMRgbu+CdWX1ZkqVGyr2P9j3UJ5lhd0+SVpyPOZ21bIrZs9SRtGinhmyIClWEXmxrlxHY18X5QDeyuhdSarvWQ1zM2MeBT/Nrqw968hJxU1m66bqw3toEhOXyEffreRxaCQ9O3vx0VvdX7i8cliB2wHBpKerd0+4kTWAt5OjtVbbL051Wiiyj146dkJt3vV/z5CakkLNRg0xMNS++enJnbvZsWQ5JubmjJsxDcdquWd1bdHtFX49vFfjX/c3hgPQ663R/Hp4L+9M/S6fR/ffk5GZWax/BVWtmuJh5sOHmr9HlNOVyxV2WYW5/eJS6ipwhoaGdOvWjZCQEBo0aMAbb7zBW2+9xbJly9DX12fr1q1UrVqVSZMm4ezsTLdu3Rg8eDAtW7bE0dGRAQMG5Gu09pdVrVo1GjRoQJ06dejduzcDBgzA3d2dq1ev0qFDB8aPH1/k+6Ctb7/9Fl1dXT766CNatWpF//79qVGjBhs3bmTkyJElvXvFykBfj37dFE0F5y49rJJtcsPOC/gHhVPfoxKeNXKaK23ee5nXP1rOH2tVf9hOnPfn9KV7auH4pORU/lx3kss3HlLB2pRmDV1U5s9f5sOBE7eoVrkCv3zdHwszzU9rS5tNVy8Rm5xEZ/dadHHP6WdawdSUT9t3AmD5+dNq6+0eM5bdY8bi8FzTxrWXzhObnET/ug1o5ZwTpTI1MOC7Lj3Q19XFx/+2yrAFferUx1FDE8ku7h580k6xD+sul/wwGt1698LUzIx/jx3j5BGf7OlRT5+y9FfFg5R+w9Sz2L49+DXeHvwa4RrGsvyv6/baWOZuucawD35QmR4VHsKJvRswMDTi7S9/RfeZgeRHfDQdqwoOnNiznqgI1eZ/O1bPBeD1j6arVPyadexLU+9ehD4M4JxPyY/5k5meiv/xFQA0HPg9eoY5EWt37zexruxJuP9ZIu9fzZ7u1vYNXvnyEHVfVW2Klp6axN1jK9DVN6TR4B9UynL0aI9zswFkZmQQcGpd9vTQmz6kpyZjbleNuj0/UUkQYu5QnTrdFQPiPrxc8pVdAwN9BvZUVER++WOnSrbJddtOcjcwlAa1q1G7Zk7T2b93nuG19+bz+4oDKmUlJaXwyeRVBASF0alNXb4Y3yfP5lUtGrljaKDP49BIFq85pNLHPOhhOH+uUWTU7dgq9/5CJaVlj24Ym5ly7eS/XH6mEhcbGcX2xX8B0HFQf7X1po58i6kj3yLqiWrLi0tHj7Nh7gKMTEwYO30KVWq4Fe0BiDKtQQPFfdnFixc1zldOr18/76ElXqYs5TrXr19XCw7ld/vFpdQ1oQRYsmQJn376KQcOHGDt2rWkp6eTlpbG6NGj8fDw4PLly8yfP5+tW7dy4sQJMjMzcXJyol27dvTr14/OnbUfe+tl6ejosGnTJqZMmcLatWt5/PgxTk5OvP/++3z11VcqTRVLWufOnfnnn3/4/vvvuXjxImZmZnTu3JkZM2awfPnykt69YvdG/+ZcuHaf637BDJuwjPoelQkNj+HGnRCsLIyZNK6ryvLRMYncfxxJRKRqaP12QBjLN53GzsYMd1cHzEyNeBoVz93AJ8TEJWFuasT3E3ti+kyH+ePn/Nm89zIADrbm/L5KPZEAwPC+TXGurHmQ05ISnZTEV3t3MKfXAOb1Gci5B0FEJibQ0tkVK2MTVl44w+n7gWrrVbdVNEd9fqDtyMQEvtjzD3N6DeDPgcO4EvyIiIR4GjhVxsHcggdRkXy7X/WmcEDdBvzYrRcBTyN4FB1FSnoabrb2uGVtY8nZUxy841c0b0A+WFhZMfHrr5j+1ddM++JL6nl5YWltxeVz54mLjaXP4MF4NW2qtp5yYO/0NPUo5kdjcpprBz9SPMlf9cditq3fAEANj1qM//wzlXUW/DyTu7cU70d0VBQAp3yO4n/7TvYyc5cuKcCRvrxGbboz4O0vVabpGxgybUXONbH5zx+5eEIxVo+FtR2VXWthc029L9jyWZ9Qs14zWnTuz7wt1/C/eZGq1WtTzb0uIffvsvyXT9XWObJtOY1ad6d5p77M23qNa2ePYGFtS+3G7UhJSmT+16M0DvJdEm7uX4BDrTbYVW9Ct699CPc/h2mFyti6eJEc95Rza1U/dyOzClg6uvHUUr0Z/42987Bza4pTnU50+9qHp0GXMTK3xdbFCx1dPa7v/JnI+zmpspNinnB1+zQa9p+MR5f3qeL1KlEPfTE0s8HWpRF6BkYE+x4m6Oymon4btDLqtfacuxLAtZsPGPzuPBrUdibkSRS+fg+xsjDlqwn9VJaPjonn/qNwIp6q9otetOoQ1/0eoqeri56eLj/O36Zxe99MzKnU2FWwYPyYrsxZvJuVfx/n0PHr1KzuRHRsAtdvPSQlNY1WTdzp0blhYR92gZlZWjD8s49ZOuVHln4/jRoN6mFmaYnfxcskxsXRvn8fajVSH58rLGtg7/T0nGslNjKKlT/+TGZGBrZOjpzYuZsTO9Ur+MokKqLwZRQ0bWgxa926NVZWVvj7+3Pp0iW1seA2bVJ8v7z66qt5ltWtWzd0dXU5fvw4YWFhKt2ZkpOT2bFjB7q6unTvnhNRd3V1xdPTk5s3b7Jr1y614crys/3iUnpqGc9wcHBg5cqVuc63sbHhu+++47vv8g6je3t7v7Dz47NNIJ83efJkJk+enOt8IyMjpk2bxrRp0/LcD20V1f727NlT4+CEeR1jeWRkqM+87waxeutZDp64xYlz/liYGdGtfW3efK2V1glM2jevQUJSCldvPuKWfygxcUkYGepTuaI1vTvXo3/3htjZqLaXjovPGW/n/NXc09F2965d6ipwAPtv3+L19SsY26ItDSpVxkBXj4Cn4cy4dIAt1/M/PsrBO34MXbuM91q0pXHlqtR1dCI4Noal5/5l8emTRCWp9hXZePUSTxMT8HBwpHGVqhjpGxCZEM/+2zdZd/mCVtkqi0ubjh34edHvrF+2nFvXfUlNTaWaiwuvDhzAK73y/yPgp6GPweOHDyGraYehkXrTpvv37qmtFxUZSVRkyQ+6bGljR836zVWm6erqqkyztNGuL2psVASTXm/F4LHf0sy7N8069CE6IpQ9639j48IpxMWoH29mZiazPx9Cj2Ef0KHPKBq37UFSYjxnj2xnw+/f8zDgRsEOsBBlpCVzdMEQPDqPo1rjPlSq34XUhBgCz2zCd/cvJEZp32xYUdYwanV8m2pN+lHR05v01GTC7vzLHZ+/CLmh3uzX//hKYoJvU6P9aCo4e1GpXhfSUxKJeuhL0PktBJxcC5n5z2hcFIwMDVgwbTQr/z7G/mPXOHb6JhbmJvTo2JB3Xu+UnegkL7Fxiu+e9IwM9h+9mutyz1bgAAa92hw3Zwc2/HMaX78HHDtzC2MjA2pWr0i3Dg3p260JenqlrvETAA3bteGjuTPZu3odgTdukZ6WimO1arTr04sW3V/RupyU5CTSsqIYjwMCeRwQqHE5ZRIVIQwNDRk/fjzTpk1j/Pjx7N+/Pzvz4+zZs7l69Spt2rSh6TMPPhcsWMCCBQvo168f06dPz57u5OTE0KFDWbNmDePGjWP9+vXZQZXPP/+cJ0+e8Prrr1OxourDwI8//pi3336bzz//nFatWmVX/LZs2cI///yDq6trruNQlwSdTBmQKN90dHRwdnZ+YWVKFK3QK4tKehdKNccG72W/zis5iYBbn32T/Tog6mkJ7knpV90658HCIK/8p2P/L/n7Uk4Tvk0TXEpuR8qAgfMCs18/vb2h5HakDKhQ87Xs1/sflZ6HVqXVK5VL4diqRSyqmNPdWxdCco+kpCS8vb05c+YMTk5OtG3blqCgIM6cOYOtrS2nT5+mRo0a2ctPnjyZ77//npEjR6q1JgsPD6dFixb4+/vj5uZGkyZN8PX15fr167i5uXH69Gns7FQfEGZkZDBw4EC2bt2KjY0NnTp1Ijw8nKNHj2JkZMShQ4do1ar0PHAonY+BhBBCCCGEEP8JxsbGHDlyhG+++QZTU1O2bdtGYGAgI0eO5NKlSyqVt7zY2dlx7tw5PvjgA1JSUti6dSvR0dGMHz+es2fPqlXeQNEC5O+//+aXX36hUqVK7Ny5k2vXrtGvXz/Onz9fqipvIBG4l5KfCNynn35KeHjeadWB/2R/tJclEbgXkwhc/kgETnsSgdOeROC0JxE47UkELn/+ixG4p3Gax7otKhWKYfxVoapU9oEr7fJT5920aRNBQUFaLSsVOCGEEEIIIcSLSAWuiEk/OSGEEEIIIURhkQqcEEIIIYQQ5UTpyAkripIkMRFCCCGEEEKIMkIicEIIIYQQQpQTGZKfsNyTCJwQQgghhBBClBESgRNCCCGEEKKcyEAicOWdROCEEEIIIYQQooyQCJwQQgghhBDlhHSBK/8kAieEEEIIIYQQZYRE4IQQQgghhCgnpA9c+ScROCGEEEIIIYQoIyQCJ4QQQgghRDkh48CVfxKBE0IIIYQQQogyQiJwQgghhBBClBMZJb0DoshJBE4IIYQQQgghygiJwAkhhBBCCFFOSBbK8k8icEIIIYQQQghRRkgFTgghhBBCCCHKCGlCKYQQQgghRDkhowiUfxKBE0IIIYQQQogyQiJwQgghhBBClBOSxKT8kwicEEIIIYQQQpQREoETQgghhBCinMiQTnDlnkTghBBCCCGEEKKMkAicEEIIIYQQ5URGSe+AKHISgRNCCCGEEEKIMkInM1MaygohhBBCCFEe3Hj6pFi3V7uCfbFuT0gETgghhBBCCCHKDOkDJ4QQQgghRDmRKePAlXtSgRNlUkJ0UEnvQqlmauWc/brnuqUluCdlw66hY7JfJ8QWb9OTssbUIqepzKYJLiW3I2XAwHmB2a8HeRmW3I6UAX9fSsl+nRAbWoJ7UvqZWjhmv74dGV6Ce1I21LSxK+ldEKLQSQVOCCGEEEKIckKyUJZ/0gdOCCGEEEIIIcoIicAJIYQQQghRTmRIgvlyTyJwQgghhBBCCFFGSAVOCCGEEEIIIcoIaUIphBBCCCFEOSFJTMo/icAJIYQQQgghRBkhETghhBBCCCHKCUliUv5JBE4IIYQQQgghygiJwAkhhBBCCFFOZCIRuPJOInBCCCGEEEIIUUZIBE4IIYQQQohyIkMCcOWeROCEEEIIIYQQooyQCJwQQgghhBDlRIb0gSv3JAInhBBCCCGEEGWEROCEEEIIIYQoJ9JlHLhyTyJwQgghhBBCCFFGSAROCCGEEEKIciI9M6Okd0EUMYnACSGEEEIIIUQZIRE4IYQQQgghyokM6QNX7kkETgghhBBCCFGmnTp1ih49elChQgXMzc1p1qwZK1asyHc5Fy5cYPLkybRt25ZKlSphZGRE1apVef3117l69arGdQIDA9HR0cn1r2LFigU9PBUSgRNCCCGEEEKUWVu3bmXQoEFkZGTQrl077OzsOHToEKNGjeLKlSvMnj1bq3LS0tJo0qQJAHZ2djRr1gxTU1MuXbrEmjVr2LhxI2vXrmXgwIEa13d0dKRbt25q062srF7+4DSQCpwQQgghhBDlRHrGfyuJSWRkJKNHjyY9PZ3NmzfTv39/AEJDQ2nTpg1z5syhV69edOjQQavymjdvzjfffEP37t3R1VU0VszIyODbb79l2rRpjBkzBm9vb+zs7NTW9fDwYPny5YV2bLmRJpRCCCGEEEKIMmnJkiVER0fTp0+f7MobKKJhP//8M4DWETh9fX1Onz5Nz549sytvALq6ukydOhUPDw9iY2PZtWtX4R5EPkkFTgghhBBCiHIiPTOzWP9K2s6dOwE0Nmvs2bMnxsbGHDx4kKSkpAJtR0dHh3r16gHw+PHjApVVUFKBe4HJkyejo6NTLKFQIYQQQgghRP4oE4s0atRIbZ6hoSF169YlKSkJPz+/Am8rICAAINekJKGhoXz33Xe88847fPbZZ2zatImUlJQCb/d50gdO/CclJ6ewdMV69u47QkhoGJaWFrRu2ZSx77yBo6N9vsqKjY1j0Z+rOOxzkoiISGxtbejQvhVj33kDCwtzjesE3LvP0uXrOX/hMhERkRgZG+FW3YXer3ahX5/uKmH70sbTzoHX6jTAw9YBfV1d7sdEsevOTQ7du5uvcjq71mBii3a5zj8aFMDPp3zyLKejSw0+aakoZ/nl8/x9U3OGqOKQnJzM0uWr2bvvACEhyvOqOWPfewtHR4d8lRUbG8uixUs5fOQYERFPsbWtQAfvtox9900sLCzyXD81NZXXho3m3r1ADA0NOXPq8MseVpHR1TfCo8s4qjbqhalNZVISogi5eZQbu2eTGB2S7/LM7Jyp1ek9HGu1xdjSnrTkOOKeBPLo6j5uH16stryFoxsencdh794SY0t70lOTiAm+TeCZTdw7vR5KwZNlgOqeXtRv0ZkadZriXq8pFRwqk5KcxPAWli9Vnqm5FYPf+4ZmHftgbVuRqIgQzh35hw0Lp5AQF61xHR0dHboPHU+nvqOpWNWNpMQ4fM8fY+OiKTwMuFmQwyt0iutwDXv3HXzuOhzzktfhMg4fOf7MddiGse+O0Xgdfjv5R3bs3JtreV9O+oRBA/vk+5iKy82r19iwbDl+vr6kpaZR1dWFngP606lnj3yVEx0Vxemjx7hz4ya3b9wgKOAeGenpfDb1e9p16axxnbDgEM4cP86Ff0/zMOg+EU+eYGJqirunBz3696N5u7aFcYj/CaUhKlZcYmJiiIqKAqBKlSoal6lSpQrnz5/n/v37NGjQ4KW3deLECS5cuIChoaHGRCUAt27dYsqUKSrTqlWrxsaNG2nevPlLb/t5UoF7gfHjxzNkyBCcnJxKeldEIUpOTuHd9z/nytUb2NlVwLtdKx4Hh7B9xz6OnTjNir/mUbVKJa3KioqKYeSbE7j/4BFVKjvRoX0r/AMCWbdhGydOnWXlX/Oxtla9ybp0+TrjPviCpORk3Ko7U79ebaJjYrl0+TpXr93g7PnLzJj2VVEceoG1rOLMF607oKOjw/WwEGKSk2hYsRIft2iHq3UFllw6m+8yAyIjCIh8qjbdL+JJnutaGhrxlldTMjIz0dXRyfe2C1NycjLvjv2IK1evYWdni3f7Njx+HMz2Hbs5duIUK5b9QdUqlbUqKyoqmpFj3uX+/YdUqVyJDt5t8fe/x7r1mzhx8jQrl/2BtfWLM1r9tXQlgYFBhXFoRUJX34h276/BrnoTEqNDeXztAGYVquDaYjBOdTpyZE5/4iPua11epfpdaT5iHrr6hkQ98iUi8CJGZtZYOnlQvdUwtQqcbfUmtB27Cn1DE6KD/YgIvIihqTV2bk1p7NoYh5qtOLPig8I+7Jcy4O2vaNahd6GUZW5VgWkrjlPJ2Z2QB/6cO/IPVdxq02PYB3i16caXb7QlLlr9epw4Yy0tuwwgLiaSiyf2YGFtS/NO/WjUpjuT3+nC3evnCmX/CkpxHU7kytXrWddhax4/DnnmOlyYz+tw7DPXYRv8/QNZt35z1nW4KNfrsFXLZtjaVlCb7uJStUDHV5T+9TnKT199Q2ZGBnUaNsTS2oor5y8wd+o07t25y1sffah1WTeuXGXB9Bn52v6s777n5tWrGBoZUatObWrVqU3wo0dcPH2Gi6fP0GfIa/naB1F86tSpk+s8X1/fIt12XFxc9mtTU1ONy5iZmaktm18xMTGMGTMGgIkTJ6rVDYyMjBg7diyvvfYanp6eGBsbc+PGDaZOncru3bvp1q0bly5dwsXF5aX34VlSgXsBOzs7jRlmRNn21/J1XLl6g/r1arPw1+mYmpoAsGrNJmbPW8zkqb/w1x+/aFXWrDmLuP/gER07tGHGtK/Q19cDYMas31i/cTu/zF3E1Mmfq6zz8y+/k5SczEcfvMXIEYOzpwfdf8Sotz5i/4GjDOzXk6ZNGhbOARcScwNDPmreBj1dXaYdP8Sph4rKgbWxMT937kk/j7qcfXSfq2H5i5z8+/A+a69feql9ertRc4z1DfAJ9Keja42XKqOw/LVsFVeuXqN+/bosXDA7+4dk1er1zJ67gMlTpvPX4gValTVr9nzu339Ixw7tmTH9e/T1FV/VM2bOZf2GTfwy51emfv91rusH3Atk6fLV9O/bi81b/yn4wRUBjy7jsKvehIh7Fzj2+wjSUxIAcPd+kwb9vqHJsJkc/fU1rcqyquRJ85HzSUuK59TC14kIOJ8zU0cHmyp11dZp2H8y+oYmXN3+o0rlztzehQ4fbaZqo14EnFzLk7v/Fug4C8Ptq6cJun2Vu77n8fc9z5JDD1+6rFGfzqKSszunD21lzv+GkZGeDsDoz2fTY+h4Rn4yk9++fVNlnQ59RtKyywAeB93h2zEdiH4aBkDzTv34dNYGJkxbwYT+9bLLKkl/LVvNlavXqV+/DgsX/PLMdbiB2XN/Y/KUn/hr8a9alTVr9oKs67AdM6ZPfuY6nMf6DZv5Zc4Cpn6v+WHb6JHDadLEq3AOqhjExcQw74cfyUhP54vp02jVwRuAyIin/O/dsWxfv4FmbVtTv3FjrcqzqVCBHgP64+7pgXttTzavWsORPblHJgHsKzrSoftndOjWFWMTk+zp506eYtrnk9i+fgONWjanUSFGMcqrjMyylYVy4MCBXL9+PV/rrFy5kmbNmpGpRbRRm2VeJD09nWHDhnHnzh2aNWumFmEDcHJy4vfff1eZ1qJFC3bt2sXw4cNZu3YtP/74I4sXq7cGeRnF1k5LOcCdt7c3MTExTJgwgapVq2JsbIynpydz5swh47m0py4uLujo6JCZmcmvv/5KgwYNMDU1pWHDhtnLpKSkMG/ePJo2bYqFhQVmZmY0a9aMv/76K9cPLDw8nC+++IK6detiZmaGtbU1DRs25KuvviIiIiJ7udz6wHl7e6Ojo0NgYCCrV6+mcePGmJqa4uDgwMiRI3n06FGB3isdHR1cXFxIS0tj6tSp1KhRAxMTEzw9PVm2bFn2cocPH6ZDhw5YWlpiY2PDG2+8obL/z7+Pmvj4+KCjo8OoUaMKtM9lRWpaGus3bgfgi8/HZ1feAEYMH4h7jepcvHSNGzdv51lWePhT9uw7jL6+Pl9+/kF25Q1g4odvY2NjxZ59h4mIiMyenpCQyC2/uxgbGzFiuGpnW+dqlenRrSMAvjfy3n5xe8WtJuaGRvz7MCi78gYQlZTEssuKG+a+Huo3ykWlYcVKdHStwQbfKwTHxRbbdjVJTUtj/YZNAHzx+ccqTwFHvD4Ed3c3Ll68zI2bt/IsKzw8gj17DyjOq0mfZN80AkycMA4bG2v27D1ARIR6lAQUP1Q/TPsZCwtzPvzgvQIeWdHQ0dWnRrtRAFz6+9vsyhvAHZ+/iHp0E/sazbHWUPHSpOGAyejpG3F+7aeqlTeAzEwiH1xTmaRnaIpN1bqkJSdw+8ifKvPingRy/7ziO8KmWv18HlnR2L58FhsXTeHi8d3ZlaeXYW3rSNvuQ0lLTWHJjx+oVLhWzZlE9NMw2nYfilUF1WaGvUZMBGD13C9Utn/m0FbO+eygYrUaNPUunAhhQSiuw80AfPH5xOeuw9eyrsMr3LiZdz8Y1evw4+euw7FZ1+HBXK/Dsmb/PzuIj4ujebu22ZU3ABvbCowePw6AbWs3aF2eR726jP3sEzq/2hPn6tVzvQd51mdTJtO9X1+VyhtA09at6NzrVQCO7T+o9T6I4uPr65vrnzYCAwPx8/PL119CguJ349mmzMppz1NONzfX3K0lL++88w67du2iVq1a7Nq1C0NDw3yt/+WXXwKwb9++l9q+JsXe0SY5OZmOHTtm15y7dOlCUFAQH3/8MW+++abGdd577z0++eQTHBwc6N27N9WrVwcgPj6ezp0789FHHxEYGEibNm3w9vbm7t27vPXWW4wdO1atrBs3btCwYUN++uknnj59Srdu3fD29iY5OZkff/yRa9euqa2Tm1mzZvHGG29gbm5Onz59MDMzY+XKlbRo0YKHD1/+CanS4MGDmTlzJm5ubrRr14579+4xZswYli1bxqZNm+jatSuxsbF06dIFMzMzVq1aRd++fQv8pKE8u3z5OrGxcVStUgmPWuoRm86d2gBw7PjpPMs6+e85MjIyaORVD1tbG5V5hoaGtGvTgvT0DE7+m9O0SF9fD11d3Tx/zCwt8+7jVNyaVVY0/Tn5IFBt3rnHD0hOS6OhYyUMdPXU5hc2Qz09xjdpxf3oSDbf0v6aLSqXL1/NOq8q4+FRU21+506KsWeOHTuZZ1knT51WnFeNGqg1wTI0NKRd29akp6dz8pTmc3TT5u1cunyVjz8aj6Xly/WRKmp21ZtiaGpF3JNAoh6p/8A/urwbgEp1NfeVeZaFoxv2NZoTG+pPsK92/fwy09PIzEgHXvxdmZIQpVV5ZUXD1l3R1dPjxsXjahXBtNQULhzbhZ6+Pl6tu2ZPd6jkQlW32iQnJnDxxG61Mk8f3AJAk3Y9i3bntZD3degNaHsdnsnjOmyVdR2eKZR9L2lnT54CoLWGcbKatG6FoZEhV86fIyU5ubh3DQDXGorf66fh4SWy/bKmrGWhPH/+PJmZmfn68/b2BsDS0jJ7kOzc7r2V06tVq5bvffvss89YunQpVatW5cCBAy/VMs/d3R2A4ODgfK+bm2JvQnn69Gnq16/PnTt3st8Ef39/2rVrx/Lly+nXrx+9e6s+yduyZQuXLl1Sa2P72Wefcfz4cUaMGMHvv/+eXbN+8uQJvXr14o8//qBXr1707Kn4YUlLS2PAgAE8evSITz75hOnTp2NgYJBd3qVLl7C31z6BxR9//MHOnTvp0UPRuTc1NZXRo0ezZs0aPvzwQ7Zs2ZL/NyhLUFAQFhYW3LhxI7tT5pEjR+jYsSNfffUVKSkprF+/ngEDBgCKtrmtWrXixIkT+Pj4aD1Y4X/N7TuK7EGaKm8AnrXcVZbTpizP3MrycGf7jn3cvu2fPc3Q0BCvhnW5cPEqq9ZsUmtCuXvvYczNzejg3Uq7AypGrtaKm5i7T9WjvGkZGQRFR1LT1p4qllbci9L+qXSNCraMadgUUwMDIhMTuRIazPUnL26GObyeF04Wlvzv4G7SSsGApbdvKxK4aLppBPDMmn77Tt6JXpTLeNaqlWtZ2//Zlb3NZz0JD2f+gkU0a9qYnj26ali7dLCq7AlA5EPNTWaU05XLvYhDzdYAhPqdQFffiKper2JTrR6ZmZlEP77Fw0u7SEtW7feQkZ5CuP857N1bULPD22pNKKs16UNKQgyPr+1/qeMrrVxqKiKK925e1jg/4OYlOvYdjXPNnMij8vUDf1/S09I0rvPsciVJ++vQX+N8lbKyr8Pcy9r+z26N1yHAoSPHOHj4KBkZGVSu5ES7dq1wdXHOc7slJfCu4j1x0/DeGRgYUK16de7evMWj+/dxzboZLU4hWSnbbTT0KxSiQYMGHDt2jIsXL1K7dm2VeampqVy/fh0jIyNq5fK7mpvp06cza9YsHBwcOHDgAFWrvlwf1shIRUusl40AalIiqe5mzZqlUoN1c3Pjm2++AeC3335TW/5///ufWuUtLCyMJUuW4Orqyp9//qnyptjb2/PHH38AZP8LiorgrVu3qF+/Pj///LNK5Q3Ay8sr1ww2mgwePDi78gaKL7l58+ZhZmbG9u3bC9yUcv78+Sr706FDBxo1akRwcDA9e/bMrryB4gnEO++8A8DRo0cLtN3yLDhE8dTZwUHzExTl9JDQvJsphSjLcnxxWcGhqsk4vvzfhzg42DH31yUMHPI2//tyGu+N/x+Dhr5DBRtrFv46HZs8ElQUNxN9A8wNjQAIT4jXuEx4VhMFe1OzfJXdvHI1BnjWo3sND4bV82JG5x5M79gda2NjjctXt65A31p12R9wO8+KXnEJDgkFwMFBc4Y7BwfFg6GQrOVeRLmMQy7ZUJXbCNZQ1k8z5pCSksKXkz7Je6dLkKmNIklQYpTmz085Xbnci1hWVNxwpqcm0fnz3TR9/RdqtBuFe/vRNBk6g+7fHsXOrZnaehf//oqEqGDq9/mSLpP20XzkAtqOW0WXSftIio3g+MIRpMRHqq1XltlVVDx9jgjT/JQ6Ikzxm2XnlPOU2s5JccMSEar59+xpVll2FUs+OUfO93tu105hXof2WdvUXNb6DZvZsHELf2/axtz5Cxkw6A2mz5hNmoZKcElLiI8nPlbRDN0ul+8w5fQnWrx3hS0uNpYje/YA0LytZKLURnpmRrH+lTRloGbTpk1q83bu3ElSUhKdOnXCOJf7Ck0WL17Ml19+ibW1Nfv27ct35e9ZmzcrmnY31rIPqTaKvQJXoUIFunTpojZ92LBhAJw6dUqtCeDzETlQVFJSU1Pp1q0bRkZGavMbNGiAhYUF587lNF87eFDRdvrtt98ulDTtQ4YMUZtma2tLly5dyMjI4NSpUy9dtqGhIe3bt1ebrmw+quk9dHNzAwo3RFveJCYmAmBirH7OAJiYKC7uhIS8B3tMyCrL2EjzF4KyrMSERJXp1V2rsWzxbDxq1cA/IIj9B49y5uwlMjMzadG8EZUqaR5bpCSZGOQE65PTNd+AJKenZi1roHH+854mJrL62kU+2LONgX+vYvjWtXx/9AAPoqOo7+jE5HavqGWW1NXR4YNmrYlPTWHppdKR9Q4gMVFRec39vFL06Uh47lzQRLlMbj802edVompZR3yOc/jIUUaPHI6zc/6biRQnfSNF36T0FM3vR1pWnzh9Q80ZxZ5laKp42OHuPQZDUytO/fUu2/5Xj70/dOD++W0YmdvS6s3FGFuq3ojHhvrjM28QkQ+uY+VUi6qNXsWxVlt00CHM7wTxEQ8KcoilknHWw5XkJM39RJITFQ9njE1yHsIYm5i/cJ0k5Tqmhfdk+WVp//1eGNehico2lTxqufPVF5+wbcsa/j1xgJ3b1/PF/yZiYWHOxr+3MXfeQu0OphglPtNvSNP9FOS8D88fb3FY+PMsoiOjqFW3Di291e+LhHjrrbewtLRk+/btKq3fwsLC+PxzRSK5jz/+WG09Dw8PPDw81AIumzZtYuzYsZibm7N7926V3Bu5WblypcYmnFu2bGHSpEkAjBs3Lj+H9ULF3oTS2VlzEwJLS0usra2JiooiJiYmuz0raG6zGhgYCMDChQtZuDD3L8Rnv2wePFD8ICsrOgWV27EoU4QWZJT2ihUraqxkKlOhVq6sngZZOS+5iNuol2S62ILKfjaQSx+0/DTlVj5oyLU7Wy6FnT13iU8nTaWioz2Lf/+Z2p41iY6OYes/e1m6fD0nT51jxV9zsbIqPf2XdNAmRX/+0vhfDHnExZCcL83EtFTOPn7A1bBg5nXtg7utHW2ruXI0KKc5a++atalpa8+c08eJTSmZvhia5H1eaX9iZZ9Xub2fGoqKj09gxsw5VKtWhTGjR2i9rZKjPDbN74s2CQ9yllV8T+rqGXBu1URC/Y4DEJcUy9lVH2Fu70IF54a4tXkD39052WXt3VvScswiEqIec/TXoUQ+uIqhmQ2uLQbj0eV9Knq25/Dc/qQmaB4XrSzKfl9zOR81nXN5rVOaZF9nhXIdZhWV1wLPGTZ0kMr/K1euxOBB/Wjk1YBhI95m/cYtvD58MBUrOmq9L0VOi7elpPrW/71yFccOHMTC0pJPv/8uX98N/2X/pXHgQBEcWrp0KYMHD2bgwIG0b98eOzs7Dh48SFRUFB9++CGdOnVSW085sHdqamr2tLCwMIYPH05GRgaurq788ccfKq35lPr27Uvfvn2z/7906VJGjx6Nh4cHLi4u2cMI3LqlSF722Wef0a9fv0I75lI1jEBuXxCanoClZ2XP8vLyon79/LW9L+ovgML4ostrHwvrGJ7P/FneKbNOJiZqjrAlJSVlLZd3mN0sK8NZYpLmshKTFBUMk2cyXcbExPL5Fz+Qnp7OgrnTsptZmpmZ8v57o4iLi2f9xu2sXLOJD8aN0fKoCsfE5upNU/59GMTpR/dJeObLzUhPn8S0VLVljfQUXyeJqerz8iMpLY1/bt9gXJOWNHKqnF2Bszc14/V6jbgWFszBe3cKtI3Cpsx2l/d5ZaJx/rPMzJTnleYn3crzzeSZTG2//vYHoaFhLPp9br6zY5WEtGRF1EYvlwibnoHi2NJSNEd9npWaVVZCVHB25e1ZgWc2UcG5IfbuLbKnGZhY0mL07+jo6nFi0SiSokOz98t392z0jS1wbz+aWh3f4frOmfk7uFIsMV7RF9DIRHMzZ0MTxeehjKoBJCbEvnAdZbQuKeHlx1cqLHlfh8lZy2lzHWb9VuT6/a5+Hb5IjRrVad+uNQcP+XDm7AX69M7fwNgFNWfKD2rTWrRvR8v27TAxy7kOk5OTMdVXvzVUPhjW9ngLw6Fdu1m18A+MTUz4dvZMKmp4cC2E0oABAzh27Bg//PADp0+fJiUlBU9PT95//31Gjx6tdTkJCQmkpKQAcO3atVyTG7q4uKhU4N5++23s7e25fPkyJ06cIDExEXt7e/r378/YsWPp3DnvpFz5UewVuPv3NQ/MGhMTQ3R0NGZmZlplTlP2DfP29mb27NlabVvZ+fDu3bwTCWgjKChIY+VReYyVKmk3GHRRU97QxcXFqXWgVEYl86O0R9lexKmioh1/WJjmTFbK6RUdNfcDeFZFZVmhLy7L6Zk+FMdOnCE6Jpbmzbw09sN7pXN71m/czvkLV/PcfmHrXF29Y3pofBynH90nMS2VuJRkzA2NsDM140FMlNqydlk3T09y6SOXH49jFVGPCsY5NxYNHJ0wMTDA2siE6R27qyzvaKY4r7vVqEUjp8rceBLKqmsXC7wf2nLKepoeFqa572RYmKIfpDZP3ZXLhD3XdzKnrDCVbQIcO34SIyND/lyynD+XLFdbJzU1lbfeGQ/At99MolpV7fv6FoWESEXrBBNrzc2FldOVy72wrKcPs/7V3EdLOd/I3DZ7mlOdThiZ2RDqdzy78vash5d34d5+NPY1WqjNK8vCQxS/TbYOmj9/WwfFDXJ4cM7vdHiw4jfC1lHzzXOFrLLCQ0q+yWnO93tu105hXodPsrapfSStWrWs9ypcPRFUUTu8e4/aNEcnJ1q2b4epmRlm5ubEx8URHhZGNVdXtWXDs7537Ispcnj62HHm//gTevr6fPHTNDzqFt8QNeVB+n/s4bxS69at2bNH/VzPjaaAi4uLy0sFYoYPH87w4cPzvd7LKvYKXEREBAcPHlSria5btw6AVq1aaRVd6tChA3p6euzcuZOZM2eip5d36vLOnTvz559/smTJEt5///0CR7E2bNhAr169VKY9ffqU/fv3o6OjQ8uWLQtUfmFxcnLizp073L59m0aNGqnM27+/fGVZy0tNd0Ufwlt+mivxN/0UkR33rOW0KetmbmXdUi8rNOtHX9nc9XnK6EtMTEye2y9sPdctfeH8e1FPqefgRI0KtmoVOD0dHZytbEhJT+NhTMGbnCkTpiRpiPRVtbKmqpW1xvUqmltQ0dyC+NSUAu9DftSsqchEeuuW5vH7bmZNd3fPe7DxmlnL3PTTPFZVTlmqTcGTk1O4cPGyxnUyMzOz5z3fJ7MkRD+6CaBxgO1np0c/znvcvKiHigdKhqbWGucbmimmpyXnRPNMrJ0ASE3SHDVKy5pukEuZZVXgbcWDIVfPhhrnV/dUDDwddCfniXNQ1jpV3eqgp6+vlolS0zolRfvrMO9uFDnXYcHLUoqJUUQzTbSIABa2HadfPHSCi3sNfC9dxv/WbbUKXFpaGvcDAjAwNKTyS6Rhz69rFy7y89ffAvDp99/JwN1CaFAiWSg/++wzlQGn7927x9SpUwHtO/hVrlyZUaNGcefOHUaMGEG4hrFBTp06xe7dOePW9O/fn5o1a3LlyhUmTZqklg3q8uXL+Rq/bePGjSqD8qWlpTFx4kTi4+Pp3bt3vjJaFiVlMpTp06dnNz0FWL16NevXry+p3SoRDRvUwdzcjAcPH2usxB08dAKAdm3y/sFo1bIJurq6XLp8nadPVbPVpaSkcOzEaXR1dWndsmn2dLusFMh+fndVPgsl3xuKm/ZKTqUvkcm5x4pro3VVF7V5zSpXw0hfnyshwaRmqB9Xfim38eyQBQfv3aXnuqUa/9ZcU6QyX375PD3XLeWH44cKvA/50bBBPczNzXnw8JHGm8eDh44A0K5N3sNDemSGnwAAv8ZJREFUtGrVXHFeXbqq+bw6flJxXrXKiQ7t3rGJS+dPaPwDRRRe+f9atYo/Bfjzwu+dJyUhBnN7F6wrq/eprdxQ0bws2DfvzzHs9knSkuMxt6uWXTF7ljKKFvXMkAVJsYoHKdaV64CO+s+gcgBvZfSuvLh8aj8Z6el4erXB0kY1qYu+gSGN2/UkIz2dyydzftfCHgfyMOAmRiamNGqj3uyvRef+AFw4pj5GXHHL+zr0AaBdm7wfrrZq1SyP6/BU1nWoXeUiJSWFEyf+BaC2x8tnsysqTVspvptOHjmiNu/ciZOkJKfQoEljDHNJclJY7t66xdTP/kdaaioffPE/WneUIZGE0KTYK3AtWrRAV1cXd3d3Bg4cSO/evalbty6PHj3i9ddfV2lPmpf58+fToUMH1q1bR/Xq1WnXrh1DhgzB29ubKlWq0Lp1a5UIk76+Pps3b6ZixYr8/PPPODs7M2jQIPr160ft2rXx8vLKV/PKd955h+7du+Pt7c2wYcOoWbMmK1eupFKlSsyfPz8/b0uRev/997G3t2fTpk3Url2bQYMG0bBhQ0aNGsWECRNKeveKlYGBAUMGKbKa/jRzgUqSm1VrNnHnbgBeDepSp3bOD+z6jdvpN2gM83/7S6Useztbur3iTWpqKj/+/CtpaTkVl7m/LiEyMpruXTtgZ5czbk2rlk0wNDTg0eMQfv9jhUofxMCgByxcvBKATh1LX6rkff5+xKek0LKKM62q5CTwsTIyZnTDJgBs9VMf12tRz/4s6tkfWxPV/k69atbG+Lm+Fno6Ogyt25C21VxJSksrdX3dcmNgYMCQwYob2Z9+nqN6Xq1ez507/ng1rE+dOjnjmq3fsJl+A4Yxf8EilbLs7ezo1rWz4rz66ReVB01z5/9OZGQU3bt2wc7OlrIqMz0V/+MrAGg48Hv0DHMiEu7eb2Jd2ZNw/7NE3s9pSuzW9g1e+fIQdV/9XKWs9NQk7h5bga6+IY0G/6BSlqNHe5ybDSAzI4OAU+uyp4fe9CE9NRlzu2rU7fmJStILc4fq1OmuyFb28HLJV0peRrfXxjJ3yzWGfaDa7ykqPIQTezdgYGjE21/+iu4zLVdGfDQdqwoOnNiznqgI1WalO1bPBeD1j6arVPyadexLU+9ehD4M4JzP9qI7IC0prkNFkoCffp773HW44QXX4evMX6CapEBxHXbKug5nP3cdLsy6DjurXIeBgfc54nNc7eHc08goJn35PSGhYdSsWYMGDUpfc8BXevfC1MyMM8eOc+qIT/b0qKeRLFvwOwB9h6pn3n7vtaG899pQInJptpofD4OCmDzxExITEnh74gQ6v1ryg8OXVRmZmcX6J4pfsTehNDIyYu/evXz55Zds27aN8PBwXF1defvtt/noo4/yVZapqSn79+9nxYoVrFq1iqtXr3LmzBkcHBxwc3NjwoQJDB06VGWdunXrcvnyZWbOnMk///zDjh07MDU1xdnZma+//jpfCVE+/fRTmjZtyty5czlz5gxmZmaMGDGCH3/8sdRE3wAcHR05duwYn332GUePHuXRo0c0btyYAwcOoKOjw5w5c0p6F4vVW2OGc+bcJa5cvUHvAaNp1LAewSGhXLt+C2srSyZ/qzqGVlRUNIFBDwkPVx+c+tOPx3Lt+i0OHT5B/8Fv4unpTkBAEHf9A6lapRKfTHxPZXl7O1smfvgOP//yO0uXr2f/gaPUquVGdHQsV6/dICUllTatm9H71VeK9D14GXEpKcw9c5xJrTvwRZuOXA8LISY5iYYVK2FuaMR2P1+uhKoPYVHV0hoAveeyqr7XuAWjGjThQXQUYQlxGOrq4WpTATtTM5LT0vjl36NEJOadxKK0eOvNkZw5e54rV6/Ru98QGnk1IDg4hGvXb2BtZcXk775UWT4qKorAoPsa+8N8+smHXLvmy6HDPvQfOBxPTw8CAu5x1z+AqlUq88knHxTXYRWZm/sX4FCrDXbVm9Dtax/C/c9hWqEyti5eJMc95dzaz1SWNzKrgKWjG08t1fun3tg7Dzu3pjjV6US3r314GnQZI3NbbF280NHV4/rOn4m8fyV7+aSYJ1zdPo2G/Sfj0eV9qni9StRDXwzNbLB1aYSegRHBvocJOqs+plBJaNSmOwPeVj1/9A0MmbYiJ2nL5j9/5OIJRd8PC2s7KrvWwuaaeiR/+axPqFmvGS0692felmv437xI1eq1qeZel5D7d1n+y6dq6xzZtpxGrbvTvFNf5m29xrWzR7CwtqV243akJCUy/+tRGgf5LglvvfkGZ85e4MrV6/TuN4xGXvUJDg595jqcpLK84vs9t+vwA65du8Ghw0fpP3AEnp61sq7De1nX4XiV5cPDI/j406+wtrLCxaUaDg52PH0axc1bfsTHJ+DoaM/P078vlZkULaws+fCrL/j562/56cuvqevVEEtray6fO098bCy9Bg+iQdMmaus9ClL0l9Q0vt2nb76d/Tr4kaI/6+o//uSf9RsAqF6rFuM+zznfZn7zHdGRUVjZWHP3lp/GxCtVXJwZ9EZZyLQrRNEqkSyUVlZW/PbbbxoH7X6WcqiAF9HX1+fNN9/kzTff1Hr7jo6OzJo1i1mzZr1wucmTJzN58uQXLjNy5EhGjhyp9ba18aLOk8uXL2f58uUa53l7e+e6roeHBzt27Mj39sojIyNDFv8+k6Ur1rN33xGOHD2FpYU5vXp2Ydx7I7VKYKJkY23F6uW/snDxSnyOnuKIzylsK1jz2qA+jH1nhMahAIYM7kMNNxfWrt/Kteu3OHr0X4yNjahVswav9ujEgH49terTWRJOPQzif4d2M6ROQzzs7NHX1eVBdDQ775zNd7Rs7bVLeNg5UMXSiqpW1ugA4Ynx7L5zi21+13kUW/z9AAvCyMiIxYt+ZenyVezde4AjPsextLSg16vdGffeW/lKG25jbc3qlX+y8I+l+Pgc44jPMWwr2PDa4AGMfffNUjXExMvKSEvm6IIheHQeR7XGfahUvwupCTEEntmE7+5fSIzSfjxLRVnDqNXxbao16UdFT2/SU5MJu/Mvd3z+IuSGerMw/+MriQm+TY32o6ng7EWlel1IT0kk6qEvQee3EHByLZSCAWoBLG3sqFlftamerq6uyjRLG/WkSJrERkUw6fVWDB77Lc28e9OsQx+iI0LZs/43Ni6cQlyM+uDlmZmZzP58CD2GfUCHPqNo3LYHSYnxnD2ynQ2/f8/DgBsFO8BCpLgO57F0+Wr27j3IEZ8TWddhN8a99+ZLXIeLs67D4xzxOZ51HfZn7Ltj1K7Das5VGT50EFev3+Dhw0dc972JoaEBztWq0q5tK4YNHYSlpUVhH3Khad2xA9MX/saGZSvw8/UlLTWVqi7O9Bw44KWiYX6+6udF8MOHBGe1TDYwVG2OGZfVRzA6Mkpj0hWAul5eUoHTwn9tGIH/Ip3MYrp7DwwMxNXVlfbt2+Pj41Mcmywy3t7eHD16lHv37mWP+SaKV0J0UEnvQqlmapXTxDGv5CQCdg3NGbIhIbbgTYHKM1OLnCZ0mya4lNyOlAED5wVmvx7kVfqHdyhJf1/KSTyUEKueGVTkMLXIqYTejtScBVnkqKnlw43yZPVd9e4MRen1GqWvWXB5V6rGgRNCCCGEEEK8vPRS0npAFB2pwBWxJUuWcOLECa2WnTRpEh4eHkW8R0IIIYQQQoiyqtgqcC87MF5plJ8moCdOnGDFihVaLTtq1CipwAkhhBBCiJcmfeDKvxIZB+6/ZPny5WRmZmr15+3tXdK7K4QQQgghhCjFpAmlEEIIIYQQ5YT0gSv/JAInhBBCCCGEEGWEROCEEEIIIYQoJzKkD1y5JxE4IYQQQgghhCgjJAInhBBCCCFEOSFZKMs/icAJIYQQQgghRBkhFTghhBBCCCGEKCOkCaUQQgghhBDlRHqGDCNQ3kkETgghhBBCCCHKCInACSGEEEIIUU5IEpPyTyJwQgghhBBCCFFGSAROCCGEEEKIciIjU/rAlXcSgRNCCCGEEEKIMkIicEIIIYQQQpQT0geu/JMInBBCCCGEEEKUERKBE0IIIYQQopyQCFz5JxE4IYQQQgghhCgjJAInhBBCCCFEOZEuWSjLPYnACSGEEEIIIUQZIRE4IYQQQgghygnpA1f+SQROCCGEEEIIIcoIicAJIYQQQghRTmRkSB+48k4icEIIIYQQQghRRkgFTgghhBBCCCHKCGlCKYQQQgghRDmRLk0oyz2dzExJVSOEEEIIIUR58M25I8W6valNOxTr9oRE4IQQQgghhCg3JAJX/kkfOCGEEEIIIYQoIyQCJ8qk8JurSnoXSjU7zxHZrzcE3CjBPSkbXqteO/t14pOzJbgnpZ+JfbPs109vbyjBPSn9KtR8Lft1QmxoCe5J6Wdq4Zj9epCXYQnuSen396WU7NcJUfdKcE/KBlNr15LehWInEbjyTyJwQgghhBBCCFFGSAROCCGEEEKIciI9XSJw5Z1E4IQQQgghhBCijJAInBBCCCGEEOWE9IEr/yQCJ4QQQgghhBBlhETghBBCCCGEKCckAlf+SQROCCGEEEIIIcoIicAJIYQQQghRTkgErvyTCJwQQgghhBBClBESgRNCCCGEEKKckAhc+ScROCGEEEIIIYQoI6QCJ4QQQgghhBBlhDShFEIIIYQQopyQJpTln0TghBBCCCGEEGXaqVOn6NGjBxUqVMDc3JxmzZqxYsWKfJezfPlydHR0cv0bMmRIruvevHmTQYMGYW9vj4mJCfXq1WPOnDlkFHKlWiJwQgghhBBClBP/xQjc1q1bGTRoEBkZGbRr1w47OzsOHTrEqFGjuHLlCrNnz853mQ0aNKBhw4Zq05s3b65x+dOnT9OpUycSEhJo1qwZLi4uHDt2jI8//piTJ0/y999/o6Ojk+/90EQqcEIIIYQQQogyKTIyktGjR5Oens7mzZvp378/AKGhobRp04Y5c+bQq1cvOnTokK9y+/bty+TJk7VaNi0tjddff52EhARmz57NxIkTAYiLi+OVV15h8+bNLF++nNGjR+drH3IjTSiFEEIIIYQoJ9IzMor1r6QtWbKE6Oho+vTpk115A3B0dOTnn38GeKkIXH5s3boVf39/GjRokF15AzA3N+e3334r9H2QCpwQQgghhBCiTNq5cycAAwcOVJvXs2dPjI2NOXjwIElJSSWyD15eXlSvXp3r168TGBhYKNuTJpRCCCGEEEKUE6UhKlacrl69CkCjRo3U5hkaGlK3bl3Onz+Pn58fDRo00LrcCxcu8NlnnxETE0PFihXp2LEj7du317jslStXct0H5fSAgACuXLmCi4uL1vuQG6nACSGEEEIIIV5KnTp1cp3n6+tbpNuOiYkhKioKgCpVqmhcpkqVKpw/f5779+/nqwK3c+fO7MgawJQpU2jfvj0bNmzA0dFRZdn79+/nuQ/PLldQ0oRSCCGEEEKIciI9PbNY/0pSXFxc9mtTU1ONy5iZmakt+yJOTk5MnjyZS5cuER0dTUhICP/88w8eHh4cPXqUnj17kp6ernE/Cmsf8iIROCGEEEIIIcRLKWiUbeDAgVy/fj1f66xcuZJmzZqRmZl3BVKbZZ7VtWtXunbtmv1/S0vL7CyWjRs35sKFC2zYsIFhw4aprZvbMAH53Ye8SAVOCCGEEEKIcqKs9YELDAzEz88vX+skJCQAYGFhoTLN0tIy12XNzc0LsJeK9T/88EPGjx/Pvn37VCpw5ubmREZGEh8f/8L9Leg+KEkTSiGEEEIIIUSJOH/+PJmZmfn68/b2BhTRMSsrKwAePnyosXzl9GrVqhV4X93d3QEIDg5Wma4suzj2AaQCJ4QQQgghRLnxXxsHTpmY5OLFi2rzUlNTuX79OkZGRtSqVavA24qMjATUI2kv2odnp9evX7/A+wDShFJFYGAgrq6utG/fHh8fn5LeHVGEklPSWLX5JAeP+xL6JBoLcxNaNHLjraHtcbBTD79rEhuXxL8X7nLq/B3u3Asl5Ek0Ojo6uFa1o0u7uvTv3hh9fT2N6wY+CGf538e5eC2ImNhEbG3Mad3UnTFD2mFtqbkDbGlx/8Ytjq77m4e3bpOeloZ9tSo0e7U7Xl065qucx3f8uXXmHAGXrxIZHEJCTCxm1la41KtDm0H9qOjqonG9jPR0zu7cy6WDhwl/8AhdPT0qVnehZd9e1G7dohCO8OUlJ6fw1+od7D1wmpCwCKwszGjVvD7j3hqAo0MFrcs5f+km5y/d5PrNAHxvBhAZFYtLNSe2rf35hesFBD5i6aodnLt0k4iIaIyMDHCrXoXe3dvSv5c3urql65ldckoqK/8+zoFj1wh9Eo2lhQnNG9XgneEdcbCz0qqM2LhETp2/w8lzfty5F0JIWBS6ujq4VLXnlfb1GdCj2Quuwyes+PsYF6/dIyIyDiNDA6o7O9Czkxe9X2lUqt6v5ORkli5fw959BwkJCcPS0oLWLZsz9r0xODo65Kus2NhYFi1exuEjx4mIeIqtbQU6eLdh7LtjVJojKX07+Ud27Nyba3lfTvqEQQP75PuYikJ1Ty/qt+hMjTpNca/XlAoOlUlJTmJ4C+2+159nam7F4Pe+oVnHPljbViQqIoRzR/5hw8IpJMRFa1xHR0eH7kPH06nvaCpWdSMpMQ7f88fYuGgKDwNuFuTwCl1ycgpLV2xg734fQkKzzqsWTRj7zggcHe3zVVZsbByL/lzN4aOniIiIxNbWhg7tWjL2nRFYWGhuNhZw7z5Llq3j3PnLRMfEYWdnQ7s2LXj3reHYWGv3HSBEz549OXbsGJs2beL1119Xmbdz506SkpLo0aMHxsbGBd7W5s2bAWjcuLHaPqxcuZJNmzbx9ddfq8y7dOkSAQEB1K5dG1dX1wLvA4BOZmH3qivDpAJXdoTfXPXS6yanpDHh29Vcu/UQWxtzGtSuRkhYFDfuPMbaypQ/fhpFFae8b7YXrznCir9Poqurg7trRao42RAVncC1Ww9ISU2nvmdV5kwehrGRgcp6F67e4/NpG0lKTsWlih3OVewIuB/Gg8dPcbSz5I8Zo7C3fbmbDSU7zxHZrzcE3ChQWc+6cfI0G3+cSWZmJs51a2NqaUnAlaskxcXTsl8vur8zRqty0tPT+f5VxWCXppaWVK7ljqGRIcH+93gaHIKevj4DP59InbatVNbLSE9n7ZSfuH32PIb/Z+++w6K4ujgA/4YqvUiVIhYQLCh27L333nuJfho1ahJjrIlGjT222GLvvfeCiqioiGKjiEoRpArS2fP9sey4yy6KijTP+zw+2Uy5OzPMzM6Ze++5OiVgX9EFksxMvH7yFOmpaWg6oA+a9u/92fvVu2xF8XPy29ufvT4gfRAaNXEBHjz0h3lJY7hVrYCw8Ld49CQIJsYG2PbvLNjZWH66IAC9hkzH8wDFVMOfCuDuP3iGMT8tQkpqGsqVsUFZBxu8e/ce93yfIT09A62b18HCOeO+aN/k6ZjXFj/HPN/7xeWkpqVj/O9b8PDJa5iZGqBqxdIIj4zF4+ehMDHSw/q/R+bqOvx3+wVs2ecBNTUBTmWtYWttitj493j45DXS0jNQtaI9ls8ZhBIltBTWe+D3EhNmbkNqWjrK2lvAwc4c7xKT8cDvJdIzMtGiYWX88XOvL94/ADB1+nAuJiVEfHE5qampGD1mEh74PoKZWUlUd3NFWNgbPPJ7AhMTY2z9by3sbG1yVVZcXDwGDxuDV69CYGtTChUrVkBgYDACg17Azs4G2/5bB+NsD86yAK6ee22ULKn8N+nYoQ1q1VQ99lFu6Rp8uDZ6uml9ZMmPm7r0AGo37aQw7UsDOH0jU8zbeg2lSjvizetABD2+B9tyFWFfvhLCX/njt0ENkRgfo7TeT4t2w71ldyS+i8Wj25dhYFwSLtUbIj01BbNHtUTAoztfvH8AsP9+mvg5Ke7FF5eTmpqG0eN+xQPfxzAzM0X1apURFh6BR37PYGJihK0bl8HOtlSuyoqLf4fBwyfh1etQ2NpYo6KLIwKDXiIw6CXsbEth2+blMDZS/Bvc9vbBhMmzkJKSijIO9ijjYIeAwGC8eh0KK0tzbN24DBYWZl+8fzK6xnnzwFyUdNm/LV+/70jPQfn6fdnFxMSgTJkyePfuHQ4ePIhu3boBACIjI1G/fn0EBATgwoULaN68ucJ6zs7OAICLFy/CxubDPXTlypUYNmyYQi1beno65s+fj9mzZ0NHRwf+/v4K66Snp6NChQp48eIFli5dikmTJgEA3r9/j5YtW+LmzZvYuHEjhg8fnif7zDVw7Luz7cB1PHwagsoVbLFsdj/o6kgfFvYc9cI//13AX6tOYPW8T9+MdEpoYVCP+ujWtoZCwPU6LAYTZu2A75PX2LLvGn4Y+KFmKiU1HbOXHkFKajqG9W6I4X2lA0JKJIR//juPfcdvY8Hqk1gys28e7/XXS05IxJFl/0AikaDP7z+jYn13AEBibBw2TvkNNw8fR4U6tVC2apVclWdbwQmN+/WEY80PNR0SiQSXtu+Gx54DOLJsFRxcK0NP7kf/5pETeH7bGyZWlhg8fzZMra0AAJEvX2PLtFm4vGMPytdwg52zUx7v/adt2n4cDx76w7Vyeaxb+gt0daVv+rbvOY0lq3Zh9l8bsGnV758oRcq9dmW0alYHlVzKwMTIAH2GzfjkOgtXbEdKahomju2DIf3ai9Nfvn6DIWPm4uzFW+jRuRlqVa/4kVLyz9Z9Hnj45DUqO9thxdxB0NXRBgDsPnIDKzedxbwVh7F2wad/6HRKaGFwz0bo1r42LBSuw2j8+PsWPHj8Cv/tu4oxg1oqrLd0/SmkpqXjf0NbYUC3BgrrjZq6AReuPUKXNjVRw7VsHu3xl9v03w488H0EV9dKWLtqiZimevuOvVi6fDVmz12ATev/yVVZi5euwqtXIWjWtBEW/jUbGhrSx4CFf6/Anr0HsWTZKvwxZ7rKdYcO7o+aNd3yZqe+kee+Xnj53BcBft4I9PPGxouq+6PkxpApi1GqtCO8Lh7Gsl/6QZKVNnzoz0vRru84DJ78N1bPVDxHm3YeDPeW3RH20h8zhzVFfEwkAKBO866YsngvJszbigndqohlFaRNW/bgge9juFZxwdqV86GrqwMA2L7rIJau2IDZfy7DpnV/56qsxcv+xavXoWjWpD4WzvtNrPVeuGQN9uw7hiXL1+OPWVPE5ZNTUvDbjIVISUnF6BH98cNI6UtHiUSCpSs2YOeew5gzfzlWL/8zj/eaFUempqbYvHkzevXqhR49eqBx48YwMzPDhQsXEBcXhx9//FEpeAMgJk5JT09XmD5hwgT8+uuvqFixIkqXLo2UlBT4+PggLCwMJUqUwI4dOxSCNwDQ1NTEjh070KJFC/z000/Yu3cvSpcujWvXriE8PBxdunTB0KFD82yfC0/7EMbyQUZGJg6e9AYATB7dRgzeAKBP57oo72ABH79XeBoQnlMRooHd62P0gKZKtWV2pUwxJitou3BNMbXu1ZtPERP3HvY2JTG0dyNxupqagDGDmsG8pAG87gUiIPjL39Z/K3fPnkfK+yQ4u9cWgzcA0DcxRqth0oDX89CxXJWlrq6OUcsXokLtmgrN1NTU1NB8UD+Y2dkgNTkZz297K6x356S0GVfzQf3E4A0ALErboXFfaY3e9f2HvmwHv0J6RgZ2HzgHAPjtp8Fi8AYAA/u0hVM5O9z1eYbHT3P3tnzS2L4YMagT3GtVgYGB3ieXT0pKwdPnL1GihBYG9WmrMK+0nRXatpTWZD56EpTbXfqmMjIyceDELQDAlB86iMEbAPTtUh/lHSzh4/cSTwPCPlnWoJ6N8MOgFgrBGwDYlSqJMYOlQdv5qw8V5iUlp+J5UDhKaGuiX5d6Suu1aiLto/DEP/Tzdy6PpWdkYM9eaZOdaT9PUhhjaOCA3nB0LId79x7g8ZNPZ3CLiorG6TPnoaGhgd9+/UkM3gBg0oQxMDExxukzFxAdrVyrVFQc3bIY+9bNxb1rp8Tg6UsYl7REw7Z9kZGeho3zxysEXNuX/Yr4mEg0bNsXRqaKzVc7DpS+dd+xfJrC99+6eBh3rhyHlX151GqiWENYENIzMrBnv/R+PW3q/8TgDQAG9usOx/JlcO/+Qzx+4v/JsqKiY3D67GXpefXzOIUmy5PGj4CJiRFOn72E6OhYcfqlyzcQHRMLh9K2GDW8vzhdTU0NP/5vKCzMzeB50xvP/QvHPYsVft27d4eHhwdat24NHx8fnDp1CuXKlcPmzZuxYsWKzypr5syZaNCgASIjI3H69GlcunQJurq6GD16NHx8fMQavuzq1auHO3fuoHv37ggICMDRo0dhYmKCxYsX48CBA3naLJ8DuBwkJyfj119/RenSpaGtrY3y5ctj4cKFCuM4ODg4QEdHBykpKQrrjhs3TtoXSkU71w4dOkAQBIUxM65du4Zx48bB1dUVJiYm0NHRgbOzM3799VdxdHmZgwcPQhAE9OnTJ8dtHzt2LARBwIYNGxSmJyYmYu7cuahSpQp0dXVhaGiIxo0b48iRI59xZIq2B09eI+F9CmysTOBU1kppfhN3FwDAjTvPv+p7ypeRNgeKilEcsPFpoDQwrFbRHmpqimOFaGlqoHIFWwDAtVtf9/3fwrNb0mCqUgN3pXlOtWtAQ0sLQT6+SE9LU5r/OQRBgKVDaQBAQsyHH/yU9+8RE/4GAODgWllpvTJZ0wLu3kdGtrdp35qP73MkJCbBzsYCzk4OSvNbNJU2O7x64/43+X4NDXWoqQk5jj8jY2SYN+mLv9aDxy+l16G1KSqUs1aa37R+JQDA9dtPv+p7HMtIr/GomASF6bk9Xob6Bd8f1cfHFwkJibCztYGziprlFs2bAAA8PG58sqwbnrcgkUhQvXpVpaaQWlpaaNSwHjIzM3HD81aebHtRVq1+a6ipq+PxvWtKgWBGehruepyEuoYG3Op/GCvKopQD7MpVRGpyEu5dP6VUptcF6culmo3aK83Lbz4+flnnlTWcK5RXmt+imbRW2uO61yfLuuHpLT2v3CqjZEkThXlaWlpo1KAOMjMluHHzQ9PRJ08DAADVq1VReqjV0tKCaxVp07YrHjc/b8cYAGlNZn7+Kyzq16+P06dPi+n8vb29P1rrJcto6eDgoDB9zpw5OHfuHF69eoWkpCQkJyfD398f69at+2QilEqVKuHAgQOIiopCSkoK/Pz8MHnyZKirq+6L/aU4gFMhLS0NrVq1wvr16+Hi4oKmTZsiNDQUv/76K2bM+NCUqXHjxkhJSYGXl+INTtZ/Ljg4GMHBweL0zMxMXL9+HWZmZqhY8UMzpqlTp2Ljxo3Q0tJCs2bN0Lx5c7x79w4LFy5EgwYNFEZt79ChA4yMjHDs2DGVo7lnZGRg//790NLSQo8ePcTpERERqFOnDmbNmoXY2Fi0bNkSderUwd27d9G1a1csWLDgaw9bkRDwQlqzVUFF8AYAFcpJpwcEf/mbWwAIexMHADA1Uaw9SUmRBhYG+qo70hpmTS+MNXARwS8BANblyinN09DUhEVpe2SkpSE65OtrLWLfSPdf38RYnJaWkip+1tFXrpXSyeokn56ahujQT9fc5KVnWf3VVAVv8tOz92vLK1pamnBzrYDk5FRs23NaYd7L129w+rwn9PV10bRhjRxKyF/+L6SBeIWyysEbADGo83/xdddB6BvpC4CSJoqBq5amBqpWLI3klDTsOuKpMO91WDTOXfGFvl4JNKrr/FXfnxeeP5c+6KoK3gDAJWv6c//AT5flLy3LpcInysr6zuwuXvbAgkXLMX/BUmzdthsvsu4JxZGDk7QW9sUTH5Xzg55IX8aUdvqQUU72+XWgHzIzMnK1TkGR1WypCt4AwCVr+nP/T7cakJXl8hllJSdLX3wb5vBSycjQINffz9j3iAM4FW7evAlBEPD8+XOcOXMGZ86cwbVr16ChoYFly5aJgZNsDAr5hCdRUVF4/PgxKlWqpDTv/v37iI+PR+PGjRXe/M6cORPh4eHw9vbGwYMHceLECbx48QKjRo2Cn58fli5dKi6rra2N7t27Izk5GYcPH1ba9nPnziEqKgrt2rWDicmHN2FDhw7F48eP8fPPP+PFixc4evQozp8/D19fX5QrVw6///47fH198+LwFWoRUe8AAOY5ZJqUNYeMeKs6u1hu7TshTYTRsLbimxpjI+kb/Tc5lC+bHh75dd+f11LeJyElUTo4paFZSZXLGGVNj4uM+qrvevnoMcL8A6GuoQFHuf42Ogb64pvauMi3SuvFRbyV+/x1AfjnehMRDQA5Zpq0NDdRWO5bmD5lCCzMTbB8zR50H/grfp65CqMnLkCPQdNgYmyItUt/homxcobBgiC7vnLK+CrLQBnxNu6rvmffcenb+4Z1lAOxn8d2hHlJQ6z+7xz6/28Vfl+4Dz/O2IL+/1sFEyM9LJ87CMZGn26++q2Fv5GeyxYWqjMCyqa/efPpYFe2jEUO2QVlZYXnUNaevQexd98h7D9wBMtXrkX3noPw18KlyFARrBR1ZlbSsZqiI1X3oYuOlL6oMrP+MKaTmbWddF6E6pdYMVllmVnZ5dl2fqnwCNl5pTpJyIfz6tP30je5LCtcriwTE+k1HhauunzZsmHhhe9lZlHwvQ0j8D3iAE4FNTU1bNy4EWZmH25GNWvWRNu2bZGUlARvb2lTssaNpQko5IO0q1evgogwbdo0aGlpKc0DPgR+MtmDLUAaqC1fvhwaGho4evSowrz+/aXtxXfu3Km07bt27VJYBgB8fHxw+vRp1KtXDwsWLICm5oesiGXLlsWSJUuQmZmJjRs3fvS4FAfJydLmfSW0Vefv0SkhPTZJKV/eDPDwmbvwfvACBnolMKC7Yv+aapWkP/ae3gGIe5ekMO/N23jceyh9o52UnIrCJE2umbBmCW2Vy8imp2VrUvw5Ut4n4cjyVQAA964dYWD6ISDS1NKCTQXpAJr3z19SWld+Wmryl2/Dl0hKkn5fCW3V2fN0dKQ1q0nfcLvKOtjgvzUz4OxUGoEvQnHu0i3c8vYDEaFurcqwsf68lODfUnKK7DrUVDlfNj35K67DQ6fv4I5PEAz0SmBgj4ZK8x3szPHvwuFwKmuNoFeRuHj9Ee74BIEA1HIrh1KWJsqFFoDk5GQAgE4O1514biUlf7Is2TI5pdLW0dFR+E4Z5wqOmD5tMo4c2omb18/jxNE9mPbLJBgY6GPf/iNYvmJt7namCCmhKw3eU1OSVM5PTZa+0Cqh8yHIL6Gj/9F1UmTr6BZ8U+bkrHvWJ8+r5NycV1n3vxzLkk6XP69quEmTXV33vI3YOMUXluFvInHnrm9W2aqPJWPfO85CqYKDgwOcnJSbmMimyUZfL1u2LOzt7eHl5YWUlBSUKFECV65cgSAIaNOmDWrVqqUQwMk+ywI/eaGhoTh+/DiePn2Kd+/eiW2KtbS04O+v2Im4SZMmsLGxwYULFxAZGQkLC2kn6qSkJBw9ehSGhobo0KGDuPz58+cBAJ07d1bZ56NBA2lb9zt3cpfaWFa7qIp8377CiCDrw6i678vXDqpx/9FLrNh4DoIATBvfAeamijUetauVhXN5azwNCMfkubsxZXRblLY1Q0BwBBatPQVJ1gZk7x9X4HJzYL7y2EkyM3Fg0VJEh4bDpoIjmg1UzsTZsFd37JozH56HjkHPyAhVmzWGRCLBvbMXcPfsBaipq0OSmfnJvk15TTyrcvje/Bit5fZdP0yevhJWliWxYeU0VHQug7j4RBw5cRWbth/DDa8H2PbvrELRD44+HLBvUv69hy+wfP0pCIKA3yZ0UTksh/eDIPz21x5YmBth1bwhcC5vg3cJSTh2/h627feA111/rP97JIwMCrYfnHju5MG5JRb1qQWy6de3p8L/29iUQq+eXVHdrSr6DRyJPfsOYUD/XrCyyt0wGUWBeC3ncEwEFUfxU+sUJp/+LfyM8yqrrBzvuyqKqlunOiq6OOLxE3+Mm/g7fvt5HMo42OO5fxD+XLASlPUMVJjGYixKuFas+OMATgVbW1uV02XjQaSmfqgdady4MbZv3w4vLy80adIEV65cQZUqVVCyZEk0adIE8+bNQ3BwMOzt7cX+b5UrKyZgWLp0KaZNm4a0XCZ/UFNTQ58+fbBkyRLs3bsX48ePBwCxX9zQoUMV3rDK+uH98ssv+OWXX3IsNyrq65q+FQWybHcpqaqTXMim65b4/HGIAoIjMO2v/UjPyMTEEa3RWEX/GUEQMP+XHpj65148DQjHiKmbxXlGBjoY2qshNu6+CgM9HaV1v7VDS1YqTXNxrwOXenWgpfNhe9JTUqGup/xQm551XWh94UCZx1auxfPbd2Fma4MBc36HhqZy7Yxz3VpoPWIIzv+3HWc3bsHZjVvEea5NGyE2IhKvHz+Fjn7+Bil6WVknk1NU15ymZE3X1fn6QURVeffuPabOWIXMTAlWLZ4CS3PTrO3Swf9G9kDi+yTsPnAeW3efwo+jv25ss7wgy/6akkMNm+w61PmS6/DFG/w6bzfSMzLx06h2aOKuPGzCu8RkTF+4F5kSCZbOHihmsNTT1cboAc3x/n0K9p+4hV2HbygNP5DfZFknk3OovRXPLd1P3zP0su4ryTnUksum6+jk7v5TvnxZNG5UHxcuXsGt23fRuVO7XK1XFCS/l3aV0NZR3YxWS0f6d5HVqgFAclLCR9eR1dalJCn3X89vsvMlp3Phwz0rF+eVrKwczlHZfVH+vBIEAUsWzsSPP83A4yf+GDB0gjjP2MgQI4f3w9r123McAJyx7x0HcCp8ztt7WQAnC9z8/PzEgEoWwF25cgWurq6Ii4tDt27dFMr38vLC5MmTYWRkhPXr16NJkyawsrKCtrY00ChVqpRY4yevf//+WLJkCXbt2iV+n6rmk4A0eQoANGzYEGXL5jymkXyT0Y8p7LVsH2OZ1efmbVZfuOzeRkunW5obqZyfk5DwGPw0ZzcS3qdgeJ9G6NmhVs7bYG6EzUtH4NqtZ3j4NAQpqekobVMSrRpXxhVPada9MvZfP3jp5/K5cFlpmrGlBVzq1UEJPV2U0NNFyvskvIuKRgkVAVx8lLR/l/EXDLx6duMW3Dt3EUbmZhg8f7bC2G/Z1e/eGS7uteF3/SZi30RAW1cH5Wu4oZxbVSzqJ802ZVE6f/uYWFlK+/9FRKpOvx7xNlZhubzm4Xkf8e8SUadmJTF4k9eqaR3sPnAe3veffJPv/1yy6ysyh+swMio+aznjzyo3JDwGE2dtQ8L7FIzo1xQ9O9ZVudyN28/wLiEZtaqVVRp+AACaN6iM/Sdu4d7D4M/6/m/B2krawiJSRb9P+em5qf2SLRMZ8fGyrD+jJs3eXvrCMyrq2/XvLAhRb6QJh0paqH6hW9JCOgZUVPiHxERR4a+l8yxVD6pumlVW1JvXebadX8raUnZeqX5x++G8slA5X55VLsuyzlaWlaU5dm1djSseN+Hj6ycd0Lu0Hdq2aYoLl64DAMqVLZ2LvWHZcQ1c8ccB3FeST2Ti6uoKIhKn1atXT+wHFxMjfbDL3nxSlojkzz//xODBgxXmJScn482bNyq/183NDS4uLvDy8kJQUBBMTExw9uxZWFtbo2nTpgrLymoUe/TogR9//PGr9reok6X3fxak+rg+C5ROL+fw6R8tmbcxCZg0exeiYxPRs0NtDOvT6JPraKiroWk9FzSt56Iw/c4DacYtt8r5/6M197RyUhx5lmUc8PLRY4QHBioFSJkZGYh8+Qoampooaav64SUnHnsP4sbBo9AzNsLg+bNhZP7pANC0lDUa9lIchyXixUskxsbBtJR1jolWvpUK5aV9G58+D1Y5Xzbdsfy3CSwj3krvL/o51NzKal7evXuvcn5+k6X3fxakerzFZ1nDbZR3yH0g8Tb6HSbM2Iro2ET06lQXw/s2zXHZyKwXNXo51Ijq6UpfoL1L+HT/n2/NyUmawe/pU9VDizzJmu7oqJwdVqksR2lZT559fVky795Ja510clEDWJQEP5f2wSrjUk3l/LIu0gRLL/0/jDH4Mmsdu3KVoK6hoZSJUtU6BcXJUfoy9+kz1RlHn2RNdyyvPBxSTmU9+YKyNDTU0aJZA3HYAplbt6UZO2tWL/iMnYwVRty4+CuVK1cOtra28PLywpkzZyAIghik6erqiv3gZP3fsicwiY2Vvpm3s1N+sNu/f/9H26HLatp27dqF/fv3Iy0tDX379lVqM96iRQsA+K7Ge8uJq7Md9HW1EfomFs9VBHFXbkprKOrXdMxVee8Sk/HT7F0Ii4hD++ZVMWH4lze3eh0WA09vfxgZ6KBJIUhfnp1T7ZoAAL/ryuPyPLvljYy0NJSp5gpNrdw3e/M+dQ4XtuxACX09DPpzFsw+M/iT53lYOihtzbb53+StWhUn6Ovr4nVopMog7sJlaVbSRvXclOblhZKmxgCAp89fIjNT+c2r31Npmu9SVvlfs6uKq4s99PVKIDQ8RgzW5F2+Ia3lr1/r4+PtyLxLTMbEWdsQFhGL9i3cMHFE248uLxtW4HlQuMrj9ThrAG9rS+Ncff+3VK1qFejr6+N1SKjKIO7CxSsAgEYqxmfMrl692lBTU8P9+76IkRtjEZAOn+NxzRNqamqoX69OrrYtLS0N17PuBxWdc/e3Kip8PM9BkpkJF7cGMDRRTACkoamFGo3aQ5KZCZ8bZ8XpkWHBCAl6Am0dXVRvoNyctG4L6Uunux7KY8Tlt2pVK0JfXw+vQ8JVBnGyGrBGDWp/sqx67jWk55WPH2Ji4hTmpaWlweP6razzqmautu3lq1Bcu3EbxkaGaNakfq7WYYoyMyX5+o/lPw7g8kDjxo2RmpqK7du3w9XVFaZymfOaNGmCly9f4vz58zA1NUWVKlUU1pUlRtm0aRPS5QYffvz48Uf7qwFAv379AEizUebUfBIA6tati+bNm+Py5cuYNGmS0vhxEokE586dw/Xr1z9jr4smTU11dG8v/RFZuv6MQpa7PUe9EBAcCVcXO7g4lhKnHzh5B33/txZrtytmPkxJTceUP/Yg6NVbNKtfEb+MbZ+r5rdBr94iNU3xzWxIeAymLZD2nxs3tAW0c8jOV5BqtGkBbV1dPL15G49vfAjiEuPicG7zNgBAva6dlNZbOXIcVo4ch3fZmlj5XfPE8dX/QkunBAbM/R3W5T79pjctJQVvXyum9ZZIJLh+4DDun78EM1sb1O3UIYe1vx1NTQ306SZ9UfLXsm0KfUG27zmN54Gv4ebqhMouH5ow7zl4Hl36/YyV6/Z+9ffXr+MKLS1NhIa/xeqNBxQGVg1+FY41G6UDCMsGFC9ompoa6NFeui1L/j2hcB3uPnIDAcERqFrRHhWdPgT0+0/cQu8fVmLN1vMKZaWkpGHy7O0IehmJ5g0qY9o41cma5NWt7ggtTQ2ERcRi/c6LCsfrZUgUNuyUXuvN6uWcsCm/aGpqok+vrgCABYuWK2Ty275jL/z9A+FWzRWVKn2ozd+z9yC6dh+Alav+VSjL3MwMbVo3R3p6OuYvUEz/v3zlWsTGxqFt6xYwk6vBDg5+hctXrolN8WViYuPw629z8CYiEk5O5VG1qmLf7qKiTe8xWH7oIfqN/1NhelzUG1w/sxeaWtoY+ds/UJMbhHfgxL9gZGqB66f3IC5aMc398R3LAQADJv6lEPjVbtYFtZp0RERIEO5cUcwsXRA0NTXRp2dHAMCCxWsU71m7DsI/4AXcqlZCpYofAvM9+4+ha68RWLl6s0JZ5mYl0aZVY+l5tWgVMjI+nCvL/9mE2Nh4tG3VBGbZBo8PDApGaqpiP9jXIWGY/MtcpKenY9KEkTlmtmTse8dNKPNAkyZNsHPnTqSkpCjVsMn6waWkpKBNmzZKDxZDhw7FkiVLcPz4cVSoUAG1atVCTEwMrl69ii5duuD27dt4+VL1YKllypRBvXr14OnpiadPn8LZ2RnVq1dXuezOnTvRqlUrLF++HNu2bUO1atVgbm6O0NBQPHv2DG/fvsWyZcvEjJTF2eCeDXHnQTAePg1B7zFrULWiPd68jcfj56EwMtDB9B87Kiwf/y4Jr0KjER2jGPj+u+My/J6FQl1NgLq6gL9WnVD5fb9PUAxqdh2+iWu3nsGpnBVKGusjKjYRD5++RkaGBEN6NUC7ZlXzdofziK6BAbpMGod9fy3G3nl/o3SVStAzNECgjy9SEt+jbuf2KOem3NwlKmtgb/kHwMS4OBxYtAwkkcDE0hLep87B+9Q5pXVlSVRk3se/wz+jxsPCwR4lS1lDTU0NIc8DEB/5FsaWFhj4xwxoaBVM8DtycGfc8vbDg4f+6NRnKtyqVkD4myg8fBwIYyN9zPltlMLysXEJCH4VjrfRcUplHTp+BYePXwEApKVLH7LD30Rh4KjZ4jK/TR4ClwoOAABzM2P89L++WLh8OzZvP45zF2/B2ak04uIT4esXgLS0dDRwr4pObZXT6ReUIb0b486DIDx88hq9Rq9A1Yql8eZtHPyehcDIQBfTJ3RVWD7+3Xu8Co1CdEyCwvR12y/i0bMQqKupQV1dDfNXHlH5fTMmfWhya2ZqgHHDWmPZ+lPYtv8aLl57BKey1ohPSMKjpyFIS89AvZqOaNeiWl7v9hcZMXwQbt2+iwe+j9Cpaz9Ud3NFeHgEHj56DGMjI8ye9avC8nFx8Qh++Uplv7Qpk8fj4cPHuHjpKrr1GAgXlwoICnqBgMAXsLO1weTJ4xSWj4qKxk9TpsPYyAgODvawsDBDTEwcnjx9hvfvk2BpaY5Ff83J98yvOaneoC26j/xNYZqGphbmbb0m/v/BDfNx77p0wHsDYzPYlKkAk4dWSmVtWTwZTlVqo26Lblhx6CECn9yDXdmKsHesjDevArBlyRSldS4f2YLq9duiTvMuWHH4IR7evgwD45KoWKMR0lKSsfL3ISoH+S4II4b2w63bPnjg+xidegxD9WqVER4eiYd+T2FsZIjZMyYrLC89r0IQFa3c13fKpB/w8NFTXLx8Hd16j4CLsxOCXrxEQGAw7GytMXnSaKV1tu44gMtXb8KlQnmULGmCqKgY+Pg+RkZGBkYO64dO7Qs2gVBRxn3gij8O4PKAfNCWPYCT9YNLS0tTmgcAJUuWxJ07d/DLL7/g6tWrOHbsGMqUKYO5c+di6tSpKFfu430R+vfvD09PTwAfauRUsbS0hJeXF9atW4e9e/fizp07SEtLg7W1Ndzc3NC5c2f06lXw2enyg7aWBlb9MQDbDt7AeQ8/XLv1DAb6JdC2qStG9muc6wQmCYnSN5aZEsJ5j5wTu2QP4BrVqYCYuEQEBEfC98lrGOjpwL16efTqWBvVqzh88X7lh0oN3DFs0Z+4umc/Qp4+R2Z6BsztbVG7Q1tUb9U81+Wkp6aJDzERwS8REaz6JYUsiYqMjr4+arVrjeBHjxF03xcSiQQmVhZo0r836nfvDO1cZs/7FrS1tbDhn9+weftxnD7vicvX7sLQQA8d2zbA/0b0+KwEJhGRMXj4OFBhWmpausK0xPeK/bP6dG+JcmVssWv/WTx8HIAr1+6hRAktODuWRvvW9dGjczOoqxeeRhfaWppYNW8otu33wDmPh/DwegIDfR20a1YNowY0/4zrUHocMiUSnLvqm+Ny8gEcAPTsUAflSltg7zEv+D17DY9bT1FCWxNOZa3Qpmk1dGlTs9AcL21tbaxftwKbt+zAmTMXcPnKdRgaGqBjhzYY+8Pwz0rfb2JsjB3b1mPtv5tx5co1XL5yDSVNTdC7VzeMGT0MRtkSCNmXtkP/vj3h++gxQkJC8cjvCbS0NFHa3g6NGtZDv749YWhYOAaIBwBDEzM4uSo2AVVTU1OYZmiSu6bECXHR+HVAPfQaMxO1m3RC7aadER8dgdN7VmPf2rlIfBertA4RYenPfdCu33g07TwENRq2Q0rye9y+fBR718xBSNDjr9vBPKStrYX1axZi89a9OHPuMi5fvQlDA310bN8CY0cPhlUOA76rYmJshB3/rcTaDdtx5epNXL7qiZKmxujdsxPGjBwIIyPlc6Rp43qIjo7Fc/8g3H/gB0MDfTSoVwv9+3RBzRqF80UmY4WFQPkxQBFjeSzqyfaC3oRCzcxloPh5byF6YCisepf9kGo++e3tAtySwk/H/EMzzJjnX9/8szgzdeotfk5KiPjIkkzX4EMQ2tPt84eP+J7sv/+h2WFS3IsC3JKiQdf4083zi5sGG1fl6/ddHzHu0wuxPFU4Xi8yxhhjjDHGGPskbkLJGGOMMcZYMcF94Io/roFjjDHGGGOMsSKCAzjGGGOMMcYYKyK4CSVjjDHGGGPFBDehLP64Bo4xxhhjjDHGigiugWOMMcYYY6yYkHANXLHHNXCMMcYYY4wxVkRwDRxjjDHGGGPFBNfAFX9cA8cYY4wxxhhjRQTXwDHGGGOMMVZMcA1c8cc1cIwxxhhjjDFWRHANHGOMMcYYY8UE18AVf1wDxxhjjDHGGGNFBNfAMcYYY4wxVkxwDVzxxzVwjDHGGGOMMVZEcA0cY4wxxhhjxQTXwBV/XAPHGGOMMcYYY0UE18AxxhhjjDFWTEiICnoT2DfGNXCMMcYYY4wxVkRwAMcYY4wxxhhjRQQ3oWSMMcYYY6yY4CQmxR/XwDHGGGOMMcZYEcE1cIwxxhhjjBUTXANX/HENHGOMMcYYY4wVEVwDxxhjjDHGWDHBNXDFH9fAMcYYY4wxxlgRwTVwjDHGGGOMFRNcA1f8cQ0cY4wxxhhjjBURAhFRQW8EY4wxxhhj7OvZz5mWr9/3atZf+fp9jGvgGGOMMcYYY6zI4D5wjDHGGGOMFROZ3Aeu2OMAjhVJoe/iCnoTCjUbQ2Pxc1JCRMFtSBGha2Apfk6Kf12AW1L46RrZiZ/Phb4owC0p/FrZlBE/P4+NKsAtKfycTMzEz0lxfF59jK7xh/Oqp5tWAW5J0bD/flpBbwJjeY4DOMYYY4wxxooJzkJZ/HEfOMYYY4wxxhgrIjiAY4wxxhhjjLEigptQMsYYY4wxVkxwE8rij2vgGGOMMcYYY6yI4Bo4xhhjjDHGigmugSv+uAaOMcYYY4wxVqR5enqiXbt2MDU1hb6+PmrXro2tW7d+djkODg4QBOGj/8qWLauwTnBw8EeXt7KyyqvdBMA1cIwxxhhjjBUb32MN3OHDh9GzZ09IJBI0atQIZmZmuHjxIoYMGYIHDx5g6dKluS6rR48eiIpSPXbn1atXERwcjIYNG6qcb2lpiTZt2ihNNzIyyvX35wYHcIwxxhhjjLEiKTY2FkOHDkVmZiYOHjyIbt26AQAiIiLQoEEDLFu2DB07dkTTpk1zVd7ixYtVTpdIJLCzswMADBw4UOUyzs7O2LJly+fvxGfiJpSMMcYYY4wVExKJJF//FbSNGzciPj4enTt3FoM3QFobtmjRIgD4rBq4nFy8eBFhYWEoVaoUmjVr9tXlfQ0O4BhjjDHGGGNF0okTJwBImz5m1759e5QoUQIXLlxASkrKV33Pjh07AAD9+/eHmlrBhlDchJIxxhhjjLFiojDUiuUnX19fAED16tWV5mlpaaFy5crw9vbGs2fPULVq1S/6juTkZBw+fBgAMGDAgByXi4iIwKxZsxAeHg4jIyPUqVMHnTp1gpaW1hd9b044gGOMMcYYY4x9kUqVKuU4z8/P75t+97t37xAXFwcAsLW1VbmMra0tvL298erVqy8O4I4cOYKEhAS4urrC1dU1x+WePn2KuXPnKkyzt7fHvn37UKdOnS/6blW4CSVjjDHGGGPFhIQoX/8VpMTERPGzrq6uymX09PSUlv1c27dvB5Bz8hJtbW2MGTMGV65cQUREBOLj43Hz5k20a9cOr169Qps2bRAcHPzF358d18AxxhhjjDHGvsjX1rL16NEDjx49+qx1tm3bhtq1a4NyEUDmZpmPefv2Lc6fPw81NTX069dP5TLW1tZYs2aNwrS6devi5MmT6N+/P3bt2oX58+dj/fr1X7UtMhzAMcYYY4wxVkwUtT5wwcHBePbs2Wetk5SUBAAwMDBQmGZoaJjjsvr6+l+0fbt370ZGRgZatmyJUqVKffb6v/32G3bt2oWzZ89+0ferwgEcY4wxxhhjrEB4e3t/8bqGhoYwMjJCfHw8QkJCULFiRaVlQkJCAEj7on0JWfbJjyUv+RhHR0cAQHh4+Betrwr3gWOMMcYYY6yY+N7GgZMlJrl3757SvPT0dDx69Aja2tqoUKHCZ5f9/Plz3LlzB7q6ugpjzH2O2NhYAF9eA6gKB3CMMcYYY4yxIql9+/YAgAMHDijNO3HiBFJSUtC8eXOUKFHis8uW1b517dr1iwOwgwcPAgBq1KjxReurwgEcY4wxxhhjrEgaMWIEDA0NcfToURw6dEicHhkZiZ9//hkA8NNPPymt5+zsDGdnZ4SGhuZY9s6dOwHknH1SZtu2bWJTTXmHDh3Cr7/+CgAYO3bsp3cml7gPHGOMMcYYY8VEYWjWmJ9MTU2xefNm9OrVCz169EDjxo1hZmaGCxcuIC4uDj/++COaN2+utJ4scUp6errKcj09PREUFAQrKyu0aNHio9uwefNmDB06FM7OznBwcECJEiXw+PFjPH36FAAwdepUdO3a9Sv39AMO4BhjjDHGGGNFVvfu3eHh4YE///wTXl5eSEtLg4uLC/73v/9h6NChX1SmrPlk3759oa6u/tFlR44cCXNzc/j4+OD69etITk6Gubk5unXrhjFjxnwyAPxcAn3t4AiMFYDQd3EFvQmFmo2hsfg5KSGi4DakiNA1sBQ/J8W/LsAtKfx0jezEz+dCXxTglhR+rWzKiJ+fx0YV4JYUfk4mZuLnpDg+rz5G1/jDedXTTasAt6Ro2H8/raA3Id9pjh2Wr9+XvmZzvn4f4z5wjDHGGGOMMVZkcBNKxhhjjDHGionvrQ/c94gDOMYAPHrgix2bN+PJIz+kp6ejdJky6NKzB1p3aP9F5d28dh17t+9A4PPnIBDKO1VA74ED4N6wgdKyC2fPxdmTJz9Z5u7jR2FpZfVF2/M1UlNTsXnLTpw5ewFv3kTC0NAA9d3rYMwPw2BpafFZZSUkJGDd+v9w6fI1REfHoGRJUzRt0gBjRg+DgYGB0vIzZ8/H8RNncizvt18no2ePzp+9T99KamoaNm/djTNnL+FNRCQMDQ1R370mxowaAktL888qKyEhEes2bMOlK9cRHR2LkiVN0LRxfYwZNRgGBoqpjMPC3qB9l08PMNq5Y2vMnjH1s7YjPwU9eoyzO3Yj+MkTZKRnwKq0PRp16Yg6rVt+VjmvnvvjkacXnt33QVRYOJLeJUDf2Ajlq1ZBi949YVOubK7KuXXuAnYsWAwA6DhiKFr16/3Z+/StPPF9iL3/bcEzPz9kpGfArowD2nfvhubt231WOfFxcfC66gH/x0/w/PFjvAx6AUlmJqb+MQeNWqrusxEZ/ga3rl3D3ZteCHn5CtFv30JHVxeOLs5o160r6jRqmBe7+MWk1+FenDl3Jes6NED9ujUxZtTAL7wOd+DSVc8P12Ejd4wZNVDpOpQJevEKG//bjTvePoh/lwgzMxM0alAXo0f0h4mxUV7sYp4o6+IG17otUL5SLThWqQVTCxukpaagf13DLypPV98IvX6YgdrNOsO4pBXiot/gzuVj2Lt2LpIS41WuIwgC2vYdh+ZdhsLKrhxSkhPh5+2BfevmIiToydfsHmPFGgdw7Lt37fIVzJn2G0gigaubG4yMjXDvjjcWzpmLQH9/jJ008bPKO7RnL1YtWQp1dXXUqF0bmlqa8Pa6hek/Tca4yT+hWx/Fh8DK1armWNbrVy/x+OEjWFpbw8LSMsflvpXU1FSMHjMJD3wfwcysJJo0ro+wsDc4evwUPK57Yut/a2Fna5OrsuLi4jF42Bi8ehUCW5tSaNqkAQIDg7F7z0Fcv+GFbf+tg3EODzf13GujZElTpekODnYqli4YqalpGP2/qXjg6yc9Vo3qISw8AkePn4XH9VvYumkl7GxL5aqsuLh4DB7+I169DoWtjTWaNq6HwKCX2L33MK573sa2TSsVjpWOrg46tm+VY3nnLlxBamoa3KpV+er9/FYeXLuBzXPmgYhQzrUy9I2M8OyeD3YsXILQwCB0Gzs6V+VkZmbi7x/GAwD0jYxg7+wELW1thAQEwvvCZdy/cg2Dp/8Ct8YfDzIS4+NxZO0GCIKAwtZV/OaVq1gwfQZIIkGlatVgaGyEB953sfyPeXjhH4ARE3/MdVmPH/hi1V8LP+v7F8+agye+vtDS1kaFShVRoVJFhIeG4p7XLdzzuoXOfXp/1jbkpdTUNIwe9yse+D6GmZkpmjRyl16HJ87B48YtbN24LPfXYfw7DB4+Se46dJdeh/uO4rrnHWzbvBzGRorBzm1vH0yYPAspKako42AP1yoVERAYjL37j+Gqx01s3bgMFhZmOXxj/uo+cjpqN+2UJ2XpG5li3tZrKFXaEW9eB+LO5WOwLVcR7fqNh1uDNvhtUEMkxscorTdp4S64t+yOxHexuHf9NAyMS6JO866o3qAtZo9qiYBHd/Jk+743xDVwxR4HcOy7lvDuHRbN/QOSzEzMXrgAjZo1BQDEREdjwshROLBrN9wbNoBbzZq5Ku/1y1dYu3wFNLW0sHTtGlRyrSJOHz98BNYuX4Ha9dxha28vrtO+S2e076K6FmnutOl4/PARWrRtA0EQvnJvP9+m/3bgge8juLpWwtpVS6CrqwsA2L5jL5YuX43Zcxdg0/p/clXW4qWr8OpVCJo1bYSFf82Ghob09rPw7xXYs/cglixbhT/mTFe57tDB/VGzplve7NQ3smnLLjzw9YNrlYpY+89C6OrqAAC27zyApSvWYfYfi7Hp36W5KmvxsrV49ToUzZo2wMJ5M6ChIc1+tXDxKuzZdwRLlq/DH7N/EZc3MTbC3Fk/qyzrRfArHD95DiW0tdG8acHWjOQkKSEBOxcthUQiwfDZv6NaI2lN9buYWCyfMBmXDxxGZfe6cHLL+WWHPAcXZ7Qe2BcVa9eCmpq0q7dEIsGp/7bh7M492PX3MjhWc4W+Uc61IYdW/4vU5GTUbN4Udy5c+vqdzCOJ795hxZ/zIcnMxLS/5qFe0yYAgNjoGPwyegyO7tmL2g3rwzWXA8aamJqiXfducHRxhmNFFxzcvhOXT+dc6w0A5laWaNp2Kpq2aY0SOjri9Ds3PDHv519xdM9eVHevg+p16nzpbn6xTVv24IHvY7hWccHalfM/XIe7DmLpig2Y/ecybFr3d67KWrzsX+l12KQ+Fs777cN1uGQN9uw7hiXL1+OPWVPE5ZNTUvDbjIVISUnF6BH98cNI6bhREokES1dswM49hzFn/nKsXv5nHu/1l3nu64WXz30R4OeNQD9vbLyoPIZVbg2ZshilSjvC6+JhLPulHySZmQCAoT8vRbu+4zB48t9YPXO4wjpNOw+Ge8vuCHvpj5nDmiI+JhIAUKd5V0xZvBcT5m3FhG5VxLIYYx9wEhP2XTt59CjeJyaifuNGYvAGAKYlS2LUeOlb/P07d+e6vEN79iAzMxMdu3UVgzcAsCttj/7DhiIzMxOH9u7LVVnvExNx89o1AEDLtm1yvQ15JT0jA3v2HgQATPt5khi8AcDAAb3h6FgO9+49wOMnzz5ZVlRUNE6fOQ8NDQ389utPYvAGAJMmjIGJiTFOn7mA6GjlN7RFQXpGBvbsOwIAmPbzePGhEQAG9u8Bx/Jlce++Lx4/ef7JsqKiYnD67CXpsfp5gvjQCACTfhwlPVZnLyI6OjZX23by1AUAQOPG9aCvr/cZe5V/PE+eQfL796hS310M3gDA0NQEnUdJH/ou7z+U0+oK1NXVMXn1clSuW0cM3gBATU0N7YcNhqW9HVKSkuDndTvHMp5638OdC5fQekBfmJWy/sK9+jbOHTuO94mJqNOooRi8AYBJSVMMHScdJPbIrr25Ls+5SmWMmToZLTq0R+myZXP1omjq3Nlo27WLQvAGALXq10OLjh0AAB7nLuR6G/JKekYG9uw/BgCYNvV/itdhv+5wLF8G9+4/xOMn/p8sKyo6BqfPXs66DscpXofjR8DExAinz15SuA4vXb6B6JhYOJS2xajh/cXpampq+PF/Q2FhbgbPm9547h+UF7v71Y5uWYx96+bi3rVTYvD0JYxLWqJh277ISE/DxvnjFQKu7ct+RXxMJBq27QsjU8Um9x0HTgIA7Fg+TeH7b108jDtXjsPKvjxqNcmbGsLvDkny9x/LdxzA5eDVq1cYN24cHB0dUaJECZQsWRK1a9fG/PnzkZycjMGDB0MQBFy9elVhvQMHDkAQBAiCgODgYIV5ixcvhiAIWL16tTgtICAAs2fPhru7O6ysrKClpQVbW1sMGjQIz58rPuxFRkZCQ0MDNjY2OXZQ3bdvHwRBQP/+/RWmExG2bt2KRo0awdjYGDo6OnB1dcXixYtzHMDwe+B17QYAoFGzZkrz6jaoDy1tbdy7cwdpqam5Ku/mdWl5jZsrl9cka9rNa9dzVZbHpctITU1FhYoVYe/gkKt18pKPjy8SEhJhZ2sDZ2cnpfktmjcBAHh43PhkWTc8b0EikaB69apKTSG1tLTQqGE9ZGZm4obnrTzZ9vzm4/Mo61iVgnMFR6X5LZo3AgB4XLv5ybJu3LwtPVZuVVCypInCPC0tLTRqUBeZmRLcuJlzACJDRDh9Vlp71L5t3o5Bk5dkwZRbI+U+opXq1oamlhae3buP9LSvSwcuCAJKlXEAAMRHR6tcJi01FXuX/QOr0vZo3rvHV33ft3D7hicAoH7TpkrzatavBy1tLTzwzv09K6+VKV8eABATlf/DJvj4+GVdh9ZwrlBeaX6LZtLzy+O61yfLuuHpnXUdVs7hOqyTdR1+aOL35GkAAKB6tSoKLw9k67hWcQYAXPH49H2gKKlWvzXU1NXx+N41pUAwIz0Ndz1OQl1DA271W4vTLUo5wK5cRaQmJ+He9VNKZXpdkL6wqdnoy/qhM1bccQCngoeHB1xdXbF69WpIJBJ07twZ7u7uiIqKwvTp0xEREYEmTZoAAC5fvqyw7pUrV1R+lv//xo0bi9M2btyIOXPm4N27d6hZsyY6deoEQ0NDbN++HbVq1YKvr6+4rIWFBVq0aIGwsDCl75XZtWsXACgEcBKJBL1798aQIUPw4MED1KxZE61bt8bbt28xdepUdOnS5bvNWBQUIP3BdXSuoDRPU1MTZcqWRVpqKl6/fPnJshITEhD55g0AoHwF5fLMLS1hZGyMiPBwJCYmfrK8C1nNmAqi9g0Anj+XHhtVwRsAuGRNf+4f+Omy/KVluVT4RFlZ35ndxcseWLBoOeYvWIqt23bjRfCn/x75SXYMVD00AoBL1vTcvHmXLeOiIhAEABdn6fTnzz993O/7PEJY+BuYmBjDvU7umgEXhNAg6bhfto7Kx09DUxPWZUojPS0NEa+/vImXTFS49Bo1NFHuUwkAp7ZsR1R4OHpNHAcNTc2v/r68Fhwg/buXU3Fdampqwr5sWaSlpiH01av83jQAwJuwMADSGsH8Jrt2Pn0dfnqcuQ/XYe7LSk5OAQAYGqpObmJkaJDr7y9KHJxcAQAvnvionB/05D4AoHTWcvKfXwf6ITMjI1frsM8gkeTvP5bvOIDLJjY2Fj169EB8fDyWLVuGgIAA7N27FydOnEBQUBCuXr0KExMTMYBTFaQ5OjpCS0tLYZ5EIsH169dhZmaGSpUqidO7dOmCgIAA+Pn54cSJEzhw4AAeP36MzZs34927d5g4caJC+bLATBaoyYuLi8Pp06dhZmaGVq0+JDRYvHgx9u/fj5YtWyIgIAAXLlzAkSNHEBAQgI4dO+LUqVNYu3bt1x24Iuh9YiISExIAAOYWqrMpmmVlWYx48+nBsCOygjcDQ0PoZGtaJCP7Hlmgl5O3kZF4cO8e1NXV0bTV52Xgyyvhb6RvUi0sVGdtk01/k4tjI1vGIocMcLKywnMoa8/eg9i77xD2HziC5SvXonvPQfhr4VJkqPjhLwi5PlYRn26m9EZWVo7HSpoAITwXZZ06I23G1qZVU4UmYIVJ8vv3SM56oWFsrjq5g7GZ9FjE5mKfPybw4SO8fu4PDU1NuNRW7iMWEhCIywcOo26bVnCsWvgeHJPev8f7rHuWWU73rKzpb3NxXea1xIQEXD59GgBQp2H+97eUXRM5JQn5cM/KxXWYy7LC5coyMZH2qQwLV12+bNmw8Pz/23xLZlbSPt3RkapfsERHhkqXs/7Q99vMWpqAKjoiVOU6MVllmVkVnkRVjBUmHMBls2HDBrx9+xYdOnTAxIkTlfoDNGrUCEZGRihTpgzs7e3h5eWFlBTpW7eoqCg8fvwYbdq0Qa1atRQCuPv37yM+Ph6NGzdWKLNu3booV66c0nYMHToU9evXx5UrVxAf/yH9bteuXaGrq4uDBw8iNVsTmQMHDiAtLQ29e/cW+xhlZGTg77//hoGBAXbt2gVz8w8PhXp6etiwYQO0tbXx77//fvlBK6KSk5PFzyVKlFC5jE4Jnaxlkz5dXpK0PO0S2jkuU0KnhMKyObl45iwkEglqudeFiWn+v8kGPhwfnRz2RydrX5I+sS/yy+R4nHVkx1mxLOcKjpg+bTKOHNqJm9fP48TRPZj2yyQYGOhj3/4jWL6icLx4yNNjlVVWCe2Pl/Wpcyg9PR3nL3oAKNzNJ9Oyai0AQCuH80NLR3osUpM/ffxykvz+PXb+vQwA0KR7VxiVLKkwX5KZid1LlkNHTw9dRo/44u/5lpKTPtyHtHM4P2TXWPZrKT+sXbQY8bFxqFC5EtybNP70CnksOUl6Ln3yOszFsUnKKqtEjmVJp8sf5xpu0n7P1z1vIzZOMW1++JtI3Lnrm1X2p39PipISutK+takpqvcrNfm9dDmdD31wS+jof3SdFNk6uqprM9knSCh//7F8xwFcNhcuSN9Yjx796ZTVjRs3RmpqKry8pO3pr169CiJCkyZN0KRJE7x8+VLsB6eq+aRMYmIidu/ejV9++QUjR47EkCFDMGTIEISHh4OIEBj4oamUvr4+OnXqhPj4eJzMNnaYquaT9+/fR1RUFBo0aAAzM+U3iZaWlnB0dMSjR49y/YNfqVKlHP8VJblJDf556cOlywrIOQlAbov70Hyy7Wd8f94S9z2HpAafc2zEoj61QDb9+vZEj+6dUdreDiVKaMPGphR69eyKTev/gaamJvbsO5SrGsBvLW+PVdZ5lFMyiVwW5XHdC+/eJaCMgz0qVVRu0ltY5OrYfOXzgSQzE1vnLcTbkFCUdq6A9kMHKi1z5dARvHrmjy6jR0AvW2r4QiM3h6qAhjzYv207PM5fgIGhIabMmVUgWXNJPEB5cB3i86/DunWqo6KLI5KSkjFu4u/we/wMSUnJ8Hngh/GTZoip3bP3jyvqxGOUw/FV9Zv4qXUYYx/Hwwhk8/r1awBQWSuWXZMmTbB9+3ZcuXIFTZo0wZUrVyAIAho3bgxDQ0PMmzcPV65cwZAhQ8QATtb0UubSpUvo06cP3r59m+P3JGQ1mZHp378/9uzZg507d6Jbt24AgLCwMFy9ehVlypSBu7u7uKwsgDx9+vQnf1BjYmJgY5O7Mb2KioWz5ypNq9+kMRo0aayQVTElJQV6+spv+lJSs97o6ugqzctOJ6s8WY2sKqlZ83R0VTexBKT98oICAqCnp4d6BTggruz4JCer3p+UlNSs5XLeFxk9vawathyOjWx6Tk1PsytfviwaN6qPCxev4Nbtu+jc6fMGL85reXqsZGV96lh9oqxTpy8CKBy1b9sXLlaa5lq/Hqo2qAdtuf1IS0mBjp5ypsy0rOOnncvzI7vdS1fAz+s2LOxs8cNfc5X6tsW8icDJ/7ajvGsV1GlTME2WZZbNVU4xX7dxI7g3bgQdvQ/3odTUVOhqKP+Ey1pm5PZaygsXT57C9rX/ooSODmYu/RtWBfQ7Iru+crp2xOswF8dGT1ZWDtd0corycRYEAUsWzsSPP83A4yf+GDB0gjjP2MgQI4f3w9r123McALyoSn4vbQKtraM6y61W1u+nrFYNAJKTEj66jqy2LiXp0/3FmQqcGbLY4wAuB7l5eyirTZMFZ1evXkWVKlVQsmRJ1K9fX+wHN2jQIFy/fh0lS5ZE5cqVxfUTExPRq1cvREdHY8aMGejbty9Kly4NHR0dCIKAfv36Yffu3UpvDVu3bg0zMzOcPHkS8fHxMDIywp49eyCRSJSyT2ZmpfN1dHREvXr1Pro/OTXJyc7Pzy9XyxUGZ7PVUgKAZSlrNGjSGHr6+tDT18f7xES8jYxUGcBFZfWDsLT69CDallZWAKRjyyUnJ6t8gHobmdWvImtZVc6fkvYhadisKbRzaFKWH6ytsvrrRap+uSCbbpWLYyNbJjLi42VZ56IsGXt7WwDSIQoKWq6PlaXqfkvyrGRl5XispNn9rD9SVkJCIq573oIgCGjbpvknv/Nbu31WOaV8SUtLVG1QDzp6etDR00Py+/eIexulMoCLi5IeC5NcHL/sjqzbAK/T52BiYY5xf/+lcuy35z4PkJaSgoS4OKz8SXE8vZisGl7Pk6fx5I43ylWuhA7Dh3z2duTWpazrX56ltTXcGzeCrp6eeM+KioyEfZkySstGZd1jzD/jWvoaXh7XsHL+AqhraGDagnlwlvuNy2+ya0J2jWT34Z6Vi+swl2VZZyvLytIcu7auxhWPm/Dx9ZMO6F3aDm3bNMWFS9IMxOXKls7F3hQdUW+kCXNKWtiqnF/SQhrQR4V/SKwTFS59WV7SUnWwb5pVVtSb13m2nYwVJxzAZWNnZ4enT58iICAAzs7OH122XLlysLOzg5eXF0JDQ/Ho0SOMzxo7TEdHR+wH5+Pjg7i4OHTt2lUhMLx27Rqio6PRvXt3zJ2rXFMUFKQ6Y52mpiZ69uyJtWvX4uDBgxg2bJjYfLJfv34Ky9raSm+ClStXxpYtW3J9HIqLS3c+npa+nKMjfO/fh//TZ3AoW1ZhXkZGBl4EBUFTSwt2pT/9g6tvYAALKytEvnmDgGfPUKVaNYX5byMiEB8XBwsrK+irCBYBabKbS2fPAQBatiu45pMA4OQkzbL29KnqscueZE13dPx0bbVTVnbBJ8++viyZd++kb3A/VROVH5yytvvpM9VZNJ9kTXd0LKtyvmJZZbPWUT1W1ZOn/p8s69yFK0hLS0d1N1eUss6fB/mP+efSxweGtilXFgG+DxHiHwBrB8VrLTMjA+EvXkJDUxOWdqofEHNybtceXNx3EAYmxvjfovkwySHJjEzEq9eIeKX6gTE6/A2iw99AJ4drN68c9/r4sBwOjuXhd98HgU+fKwVwGRkZeJV1z7Kxt8+hhLzz8O49LPp9JgBgypxZBTJwtzzZtfPJ67C8cuCbU1lPvqAsDQ11tGjWQBy2QObWbWlmxZrVC1+CnK8R/Fzat6+MSzWV88u6uAEAXvo/FKe9zFrHrlwlqGtoKGWiVLUOY+yD4tUQOw+0aCFtbrR+/fpcLS/rB7dw4UIQEZrKjc0j6wcnC5yyN5+MjZUOAGpnp5xlKSAgAPfu3cvxe+WzUT5//hx3795F9erV4eLiorBcrVq1YGRkhMuXL+Pdu3e52qfvSd0G9QEAHpcuKc27ee060lJTUb1WTWjlsnaybn1peVcvKpd3JWuae9Z3quJz9x7eRkbCwtISVatXz9V3fivVqlaBvr4+XoeEqgziLly8AgBo1MBdaV529erVhpqaGu7f90VMjOIA1GlpafC45gk1NTXUr5e7B8C0tDRcvy4dS6miiiEg8lu1qpWgr6+H1yFheKoi8LqQlUykUYNP718991rSY+XzSPWxuu4lPVbutXMs42Qhaj6ZG5XqSvflvofyGImPbt5CeloanKpXg6aWVq7LvHHiFI5v3AIdfX2MXTgPlvY5Z7Or26YV/rl0RuW/toOk99qOI4bin0tnMOqPWZ+5d3mrVlZLihsqhpK5c/0G0lLTULVmjVzfs75UwNOn+GPqL8hIT8f4ab+gfjPlcenyW7WqFbOuw3CVQZysBqxRg5yvHZl67jWyrkM/xMTEKcyTXoe3su5ZuRue4+WrUFy7cRvGRoZo1iTn34CiyMfzHCSZmXBxawBDE8WXJBqaWqjRqD0kmZnwuXFWnB4ZFoyQoCfQ1tFF9QbKTeDrtpB2D7nroTxGHMsFHkag2OMALpsRI0bAzMwMx48fx6pVq5SaL167dk0hK6SsGeWGDRsgCAIaNWokzpMFbBs2bFD4fxknJ+k4PocOHVLoAxcXF4fhw4d/dIDtevXqwcHBAZcvX8aSJUsAQKn5JCBtFjllyhTExcWhe/fueKliPDNfX1/s3bs3x+8qztp17gQ9PT3cuOoBj0sfHohiY2Kw/p9/AAA9s9VqAsDgHr0wuEcvsUmkTLc+vaGmro7jhw7j8cMPbw5DXr3Czs3/QU1dHV17985xey5kpeBu3qZ1gXd019TURJ9eXQEACxYtV0hys33HXvj7B8KtmisqVfrw0mDP3oPo2n0AVq5SzGpqbmaGNq2bIz09HfMXKKb/X75yLWJj49C2dQuYmX3IDBgc/AqXr1wTmwHLxMTG4dff5uBNRCScnMqjatWCa7Ilo6mpiT49OwMAFvy9SvFY7TwA/4AguFWtjEoVP9Tq79l3BF17DsXK1RsVyjI3K4k2rZpKj9WilcjI+LD/y//ZkHWsmsHMTHV20rDwCPg8eAQtLU20bNFI5TKFjXu7Niihp4uHN27CRy6IS4iNw9H1mwAAzXp2U1rvj8Ej8MfgEYh7q9jM7f7Va9i7fBW0dXQw5q+5sC2f+5rdwq5Vp47Q1dPDLY9r8Lx8RZweFxOL/1atAQB06dtHab0fevfFD737IjqHZr6fI+TlS8yeNBnJSUkYOWkCWnQoHIMtS6/DjgCABYvXKPRf277rIPwDXsCtaiWFpD579h9D114jsHL1ZoWypNdh46zrcFW263ATYmPj0bZVE5hlG+8uMCgYqamKA86/DgnD5F/mIj09HZMmjMwxs2Vh16b3GCw/9BD9xiv204yLeoPrZ/ZCU0sbI3/7B2rqH4YsGTjxLxiZWuD66T2Ii1ZMOHV8x3IAwICJfykEfrWbdUGtJh0RERKEO1eOfrsdYqwI4yaU2ZiammLfvn3o3Lkzxo8fj+XLl6NGjRpISkqCn58fXrx4gRcvXsAoqx+FLChLSUlB1apVYSqX8r1evXrQ0tJCSkoKTE1NUaVKFYXvqlmzJlq2bInz58/DyclJYWw5MzMzdO7cGUePqr55yfrIzZ8/H+vXr4eamhr69FH+0QaA3377DY8fP8bu3btRoUIFVK9eHfb29oiKikJQUBBevHiBzp07o/dHAoviytDICFNn/o6506Zjzq/TULW6GwyNjXHv9h0kJiSgW+9eqF67ltJ6soG9szf7sHcojdE/jsfaZcsxYeRo1KhTG5qamvD2uoXU1FSMmTQR9g6qm2OmpabiWlYQ2aIAs0/KGzF8EG7dvosHvo/QqWs/VHdzRXh4BB4+egxjIyPMnvWrwvJxcfEIfvlKZb+0KZPH4+HDx7h46Sq69RgIF5cKCAp6gYDAF7CztcHkyeMUlo+KisZPU6bD2MgIDg72sLAwQ0xMHJ48fYb375NgaWmORX/NKZBsd6qMGDYAt+7cwwNfP3TqPgTVq1VG+JsIPHz0FMZGhpg9c6rC8tJj9RpRUTFKZU35aSwePnqCi5euoVuvoXBxcUJQUDACAoNhZ1sKkyeNyXE7Tp+5CCJC44buMPjGzf3yip6hAfpP/Qmb587H5jnzUL5qFegZGuLZPR8kJyaicbfOqFDdTWm9yKyBvTMzP1yHCbFx2DZ/EUgiQUlrS1w/cQrXTyi/xZclUSlqDIwM8eP0aVj0+0ws+O13VHarBkNjY/jc8cb7hAR07NUTVWsp1wqFvpT2P1I1duKU4SPFz+Gh0oG4d/y7Acf2SF/sla1QAWN/niIu8/eMWYiPjYORiTECnj5TmXjF1qE0eg5Szvb5rY0Y2g+3bvvgge9jdOoxTHodhkfioV/WdThjssLy0uswBFHRKq7DST/g4aOnuHj5Orr1HgEXZycEvXiZdR1aY/Ik5WzVW3ccwOWrN+FSoTxKljRBVFQMfHwfIyMjAyOH9UOn9gWbJEde9QZt0X3kbwrTNDS1MG/rNfH/D26Yj3vXpS8WDYzNYFOmAkweKvfh3rJ4Mpyq1EbdFt2w4tBDBD65B7uyFWHvWBlvXgVgy5IpSutcPrIF1eu3RZ3mXbDi8EM8vH0ZBsYlUbFGI6SlJGPl70NUDvLNcoFrxYo9DuBUaNq0KXx8fLBw4UKcPXsWR44cgaGhIcqVK4dRo0bBSi4BRfny5WFra4uQkBClGjZdXV3UqlULN27cQKNGjVQ+aB49ehTz5s3Dvn37cPr0aVhYWKBPnz74888/MXnyZKXl5fXv3x/z588HIA0kS5UqpXI5NTU17Nq1C927d8fGjRvh7e0Nb29vmJmZoXTp0hg8eHCOwd/3oFGzZli+fh12bPoPjx89QkZ6OuzLOKBzjx5o26njZ5fXs19f2NjaYu+OHXjo8wAA4OTijF4DBqB+45xrRDw9ruH9+/coX6ECypT7dF+p/KCtrY3161Zg85YdOHPmAi5fuQ5DQwN07NAGY38YnqsEJjImxsbYsW091v67GVeuXMPlK9dQ0tQEvXt1w5jRw2CULXW7fWk79O/bE76PHiMkJBSP/J5AS0sTpe3t0KhhPfTr2xOGhgZ5vctfTFtbC+vXLMHmrbtx5uwlXL7qCUMDfXRs3wpjfxiSqwQmMibGRtixZTXWrt+KK1dv4PKVGyhpaozePTtjzKjBSsdK3qkz0uaT7YpI80mZao0aYOLyv3Fmx24EP36KzIx0WNrbo1HnjqjbtlWuy0lLTUFGVuuFsKBghAUFq1xOlkSlKKrfrCn+Wrsae//bimd+fshIT4edQ2m079H9i2rDnvk9VpoWHhKC8KxxmTW1FGuMErP6n8bHxqlMugIAld3cCiSAk16HC7F5616cOXcZl6/ezLoOW2Ds6MGwsvx4P0h5JsZG2PHfSqzdsB1Xrt7E5aueWddhJ4wZORBGRsr3n6aN6yE6OhbP/YNw/4EfDA300aBeLfTv0wU1a1TNy139aoYmZnByVWzWraampjDN0ET1QObZJcRF49cB9dBrzEzUbtIJtZt2Rnx0BE7vWY19a+ci8V2s0jpEhKU/90G7fuPRtPMQ1GjYDinJ73H78lHsXTMHIUHK5yVjTEqggho0hrGvEPourqA3oVCzMTQWPyclFPw4aYWdrsGHQDQpnrOefYyu0Ye+ZOdCXxTglhR+rWw+JLh4Hqs6myGTcpILFJLi+Lz6GF3jD+dVT7fc9wv9Xu2/n/bphYoZtf5d8/X7JDsP5+v3Me4DxxhjjDHGGGNFBjehZIwxxhhjrLiQcOO64o5r4BhjjDHGGGOsiOAaOMYYY4wxxooLzkJZ7HENHGOMMcYYY4wVEVwDxxhjjDHGWHFBXANX3HENHGOMMcYYY4wVEVwDxxhjjDHGWHHBfeCKPa6BY4wxxhhjjLEigmvgGGOMMcYYKy64Bq7Y4xo4xhhjjDHGGCsiOIBjjDHGGGOMsSKCm1AyxhhjjDFWTBBRQW8C+8a4Bo4xxhhjjDHGigiugWOMMcYYY6y44CQmxR7XwDHGGGOMMcZYEcE1cIwxxhhjjBUXXANX7HENHGOMMcYYY4wVEVwDxxhjjDHGWHFBXANX3HENHGOMMcYYY4wVEVwDxxhjjDHGWHHBfeCKPa6BY4wxxhhjjLEigmvgGGOMMcYYKy6ICnoL2DfGNXCMMcYYY4wxVkRwDRxjjDHGGGPFBfeBK/a4Bo4xxhhjjDHGigiugWOMMcYYY6y44Bq4Yo9r4BhjjDHGGGOsiOAAjjHGGGOMMcaKCIGIc40yxhhjjDFWHAgt6ubr99EFr3z9PsY1cIwxxhhjjDFWZHASE8YYY4wxxooLTmJS7HENHGOMMcYYY6xIev/+PbZv347x48ejdu3a0NbWhiAIWLBgwVeVe+LECTRu3BhGRkYwNDRE48aNceLEiY+u8+TJE/Ts2RPm5ubQ0dFBlSpVsGzZMkjyOKjmGjjGGGOMMcaKC8n3ld7C398fgwYNytMyV65ciQkTJkBDQwMtWrSAtrY2zp07h44dO2LFihX48ccfldbx8vJC8+bNkZSUhNq1a8PBwQEeHh746aefcOPGDezfvx+CIOTJ9nENHGOMMcYYY6xIMjAwwPDhw/Hvv//i3r17mD59+leV9/z5c0yePBna2trw8PDA6dOnceTIEfj4+KBkyZKYPHky/P39FdbJyMjAgAEDkJSUhKVLl+LWrVvYu3cv/P394e7ujoMHD2LLli1ftV3yOIBjjDHGGGOsuCBJ/v4rYOXKlcPGjRsxatQouLm5QUPj6xoYrlixAhkZGfjhhx/g7u4uTndycsL06dORkZGBlStXKqxz+PBhBAYGomrVqpg0aZI4XV9fH6tXrwYALF269Ku2Sx4HcIwxxhhjjDEGiP3cevTooTSvZ8+eAIDjx4/neh03NzeULVsWjx49QnBwcJ5sIwdwjDHGGGOMFRcSSf7+K0bi4uLw6tUrANLAKztbW1uYmZnh5cuXiI+PF6c/ePAAAFC9enWV5cqmy5b7WpzEhDHGGGOMMfZFKlWqlOM8Pz+/fNySrycL3kxMTKCnp6dyGVtbW0RFReHVq1eoUqWKwnq2trY5riO/3NfiAI6xryS7cRW1m1RB4GOVe3ysco+P1efh45V7fKxyj49V4UHX7ufr930sgCtqEhMTAQC6uro5LiML7GTL5mY9Vet8DQ7gGGOMMcYYY1/ka4P2Hj164NGjR5+1zrZt21C7du2v+l5ViKRDMHws3b9sGVVyWu9j63wJDuAYY4wxxhhjBSI4OBjPnj37rHWSkpK+ybYYGBgAkA4O/qnv1tfXF6fp6+sjNjY2x/VUrfM1OIBjjDHGGGOMFQhvb++C3gSRvb09AIjBmKp+cCEhIQrLyj7HxsYiJCQErq6uuVrna3AWSsYYY4wxxth3z9jYWAyy7t9X7ksYEhKCqKgo2Nvbw8jISJxetWpVAMC9e/dUliubriq4+xIcwDHGGGOMMcYYgPbt2wMADhw4oDRv//79AIAOHTrkep379+8jKCgIFStWRJkyZfJkGzmAY4wxxhhjjH1XnJ2d4ezsjNDQUIXpEyZMgLq6OtatWwcvLy9xur+/P+bNmwd1dXX8+OOPCut07doVZcqUwYMHD7Bs2TJx+vv37/G///0PAPDTTz/l2bYLlNdpURhjjDHGGGMsn3Tt2hXh4eEApM0cQ0NDYWdnh1KlSgEArK2tcfjwYYV1ZBkjX7x4AQcHB4V5y5Ytw08//QQNDQ20bNkSWlpaOHfuHJKTk7F06VJMmjRJaRs8PT3RokULJCcno06dOihdujSuXbuG8PBwdOnSBQcPHoSaWt7UnXEAxxhjjDHGGCuyHBwc8PLlyxznly5dGsHBwQrTPhbAAcDx48fx999/i33hqlWrhqlTp6JTp045fo+fnx9mzZqFK1euIDExEeXKlcOwYcMwceJEqKurf/6O5YADOMYYY4wxxhgrIrgPHGOMMcYYY4wVERzAMcYYY4wxxlgRwQEcY4wxxhhjjBURHMAxxhhjjDHGWBHBARxjjDHGGGOMFREcwDHGGGOMMcZYEcEBHGOMMcYYY4wVERzAMcaKheDgYCQkJBT0ZjDGGGOMfVMcwDFWREgkkoLehELr2LFjKFu2LDZs2ICUlJSC3pzvQkZGRkFvAmOMMfZd4gCOsUKGiMTPsmAkPT0damrSy/X9+/cFsl2FWUJCAiwtLbFgwQKcPn0amZmZBb1JxVpmZiY0NDQAAB4eHgW8NQVHdq0mJSUpXLcs9/i4McbY5+MAjrFCRhAEAMDUqVOxZs0axMfHQ1NTE69evUKVKlWwfft2pKenF/BWFi79+/fHzJkzkZGRgalTp8LLy4sfDL8hdXV1AEDfvn3RpEkTHDlypGA3qIAIgoBz586hY8eO8PT0LOjNKXIkEgkEQfgu72d8f/o4Pj6MfRwHcIwVQlevXsWqVauwbNky+Pr64vLly6hRowb8/PyQkpIiBnnsQ9PSYcOGYdy4cQgODsaUKVPw9OnTAt6y4oWIxIcqIsKff/6JM2fOoFevXnBwcCjYjSsgSUlJOHz4MC5fvow1a9bg2bNnBb1JRYqamhp8fX3Rrl07nDx5sqA355tRFYzwPfzjVB0fDuoY+0CjoDeAMaasevXqWLp0KWbNmoWBAwfi1atXcHBwwJIlS9CvXz+x+Rr7QFtbGz///DPCwsKwdetW/Pnnn1iwYAHs7OwKetOKBdkDVWhoKMzNzXHkyBG4u7tj7dq1MDExKeCtKxi6urr48ccfkZCQgF27dsHc3BxTp06FjY1NQW9akZCZmYnDhw/j4sWLUFdXh62tLapWrVrQm5WnJBKJ2Pz95s2buHjxIkJCQqCnp4fu3bvD2dkZpqamCst9786fP4+nT5/ixYsXqF+/PipWrAgXFxcIggAi4uCXMQAgxlihIpFIiIgoMzOT6tevT2pqamRiYkIrV64Ul0lPTy+ozSs0ZMeJiOjBgwfUv39/6ty5M5UvX550dHRIEASaNm0aRUdHF+BWFi9nz54lQRBo5MiRVKtWLbp16xYRfR/no/z5Jv+ZiMjT05OaNm1K2tratGDBAoqJicnvzSuyIiIiaPTo0SQIAvXr149evXpV0JuUZ+TPkyVLlpCWlhYJgkDq6uokCALp6OhQ3759KSgoiIik9/zv3dixY8XjI/tXpkwZ2rVrV0FvGmOFCr/uYawQIbm3i7t374anpyfs7e0RFxeHR48e4dWrVwDANXD4UCN0/Phx1K1bF1euXIGWlhY6deqEZs2aAQAWLFiAbdu2ITk5uSA3tdhIS0tDyZIlsXXrVnh7e+Ply5cAiv/5KLsu4+PjAUCsCaCsJl3u7u6YPHkyHB0dsWjRIhw9epTPuWxyyqJrYWGBX375Ba1atcLu3buxbNkyJCYm5vPWfRuye9Tff/+NKVOmoGbNmti5cyfCwsJw+PBhdO3aFXv27MHAgQMRHx//XdfApaenY+DAgVi7di1at26NEydO4PTp05g7dy5CQ0PRv39/7Nu3r6A3k7HCo2DjR8aYjOzta0pKijht06ZNdPToUeratSupq6vTb7/9RhEREQW1iYVOYGAglStXjgwNDWnfvn0K85YvX04lS5YkAwMD2rt373dRS5QfNmzYQDY2NqSurk5z586l1NTUgt6kfHHlyhWysrKi9evXK0yXrzHfsmULlSpVihwdHen48eOUkZFREJta6MiOg+wazF6DSUR07949cnV1JV1dXVqwYEG+bt+3FBQURE5OTlSmTBm6c+eOwjxvb2/S1NQke3t72r59ewFtYcGSnQv79+8ndXV16tChAwUHByssM3bsWBIEgWrXrk2vX78uiM1krNDhAI6xQuTu3bvk5uZGBw8eVJh+8eJFqlOnDunp6dE///xD7969E+d9z81uZE36Jk6cKE5LS0sTPy9fvpx0dXWpbNmydOXKle/6WH0OVQ/Y8gHwrFmzSENDg8qUKUOPHj3Kz00rMFu3biVBEKh8+fJ04cIFIvpwnGT/TUxMpNmzZ5MgCNSsWTO6du1agW1vYfPkyRMyNzenQ4cOEREpBbeZmZl07tw5srKyImtra/rvv/8KYCvz3vbt20kQBIUm8EREhw4dIi0tLbK2tqYlS5bQ+/fvC2gLC4fhw4eTlpYWBQQEKExfsmQJCYJAdevWpQ0bNhTQ1jFW+HAAx1ghsnDhQvFN44MHDxTm7d+/n8qXL0+lSpWivXv3KtV8vH79+rurZdq0aRMJgkAzZ84kog/BrOy/6enpNGTIEBIEgZo2bUq+vr4Ftq1FgXzgFh4eTnfv3qWTJ09SWFgYxcfHi/PS09PFfkvNmzenuLi4gtjcfPfXX3+RIAhUq1YtMXCVnWuyYxcUFET29vYkCAL179//uwlwP2XDhg0kCALp6+vTkydPiEi572RaWhr9+++/pKWlRdWqVaPjx48XxKZ+kZxeDq1atYoEQaD9+/eL0xYtWkSCIFCVKlUUWg7Ex8dTWFjYN9/WwkR23OrVq0eWlpYUGRkpzhs5ciQJgkAtWrSgy5cvi9PlW6GoetnE2PeAAzjGChGJRELjxo0jQRCobdu2FB4eLs5LTU2ltWvXkpmZGVWpUoXOnTtHRNI32YsWLaK6deuSh4dHQW16gbhw4QIJgkCdO3em2NhYhXmyB4Pnz5+ThoYGCYJAPXv2VGqew6TkH0CPHTtGlSpVIiMjIxIEgUqVKkWtW7emly9fistERERQx44dSRAEGjZsWLFpLqjqQVy+meSIESNIEATq2LGj+LCZvYlg7969ycTEhNTV1alPnz705s2bfNr6wm369OkkCAKVLVtWbEWQPYgLCgqiJk2akLq6OrVu3Vqp2WFhd+zYMYWXb0uXLiVBEGjhwoVERDRq1CjxxYd8UEJEtG/fPpo+fTpFRUXl5yYXiKNHj4rXTVpaGnXq1Ik0NDTEmsimTZuSIAg0cOBAevjwocK6CxYs+G6bnDImwwEcYwXgY035EhISqE2bNuKDsXxNW2xsLM2ZM4d0dHSobt26tGjRIho+fDiVKFGCjIyMilUGNyLlZlYyEomEJBIJBQQEUJUqVcjCwoJu3ryptFxaWhrFxMSQi4sLVa9enQRBoOHDhyv0M2SK1qxZQ4IgkLW1NY0ePZqmTZtGjRs3JkEQyMnJiW7evCk2U/Xz86NatWqRIAj0xx9/FPCWfx2JRCJel7GxseTp6UlPnjwRaxdlQVxcXBy1bNmSBEGgUaNGicdC/pyqV68e9ejRg9zd3alv3775vCcFS9U1K39s+vXrJzYxzWmdAQMGkCAIpKGhQS1atCgy9zVZc8kdO3aI0wIDA8nMzIxq165NNWvWFIOS7K0BQkJCyMLCglq0aEEJCQn5ven5asiQIaSvr0/+/v7itGnTpomZSMuUKUPq6uo0efJkCg0NVVj31KlTpKmpSX/88QfXvrHvGgdwjOUz2UPix5I/vHr1iipXrkyCINCMGTMU5oWGhtLMmTMVUi23bdu22PWhkH+ou3z5Mu3cuZNOnTql9DA3efJkEgSB6tWrp9D8SPZgHRcXR+bm5jRx4kRq2rQpHTt2LH92oAi6ceMGlSxZklxcXOjs2bMK82Q1wx06dKDXr1+LD08XL14kBwcHpQfXour69etUoUIF0tHRIQMDA6pfvz49fPhQoW/lixcvyNnZmQRBoF9++UVh/W3btpGhoSFduHBBIeHC9/CwKV8T+ejRI3r69KnSMvHx8dSgQQNxOAr5dWXHaNCgQTRixAhq2LAh1a1bl5KSkvJnB77Snj17xObasibH8fHxNHbsWHEIgVGjRinVyD558oRatGhBurq6tGnTpmJ9riQlJYnNr+X7eoeEhIjXlLGxMS1ZskTpN/LcuXPk6OhIZcuWpdu3b+f3pjNWqHAAx1gBePr0Kdnb29POnTtzXOb27dtUsmRJKlGiBK1bt05hXkpKCnl4eNA///xDu3fv/tabm+/kH2D+97//KYwJ5ODgQJ6enuIyMTEx4gNh586d6caNG+K8N2/e0KhRo8jS0pKio6O55u0T5s2bR4IgKAW5/v7+ZGVlRVZWVvTjjz8qNVfduXMnGRoakiAI5OPjk49bnLc8PDzI2NiYDAwMqG3btuTq6kqCIJCLiwudOHFCIYjz8vIiU1NTMRDZv38/zZgxg+zs7Khs2bIUGBgoLltcmpfmRlBQENWvX5/MzMxIW1ubunXrRhcvXlQ4Bs+ePaOyZcuSIAg0d+5chfXPnj1L+vr6tGbNmiLZ16lBgwZkaWmp0PTTw8ODmjRpQmpqajRu3DiFWqVTp05R69atSRAEmjJlSkFscr7bt28fCYJAjRs3Fu8lqamptHHjRjIxMSFTU1OlJDY7d+4kNzc30tHRUcoEy9j3iAM4xgrAxo0bSRAEsrS0/OibxF27dpEgCGRnZ0dHjx4Vp38P2RQzMzNpzJgxYu3a77//Tp07dyZBEMjGxoYuXLggvqH18/Oj2rVrkyAIZGtrS0OGDKFFixZRo0aNSBAE6tOnj8LD9/cu+8Nweno6JScnU6tWrUhXV5dCQkLEeQcPHiRNTU2ysrKif/75h5KTk4mIlI7njBkzaNiwYd9+47+hSZMmka2trVgzEB8fT9OmTSN9fX1yc3OjS5cuKSx/7do1Mjc3V3jBYGFhQTdu3CiIzS9wjx49Emtja9euLQZpFSpUUHogv3TpEpmYmJAgCDRu3Dg6ePAgrVq1iipXrkwWFhYK/cgKUwCcUyCZmZlJEolETHSzaNEihflHjhyhhg0bivevjh07UtOmTcWWFNlbWhRH8seucePGZGtrS35+fuK0iIgIWrhwoXhMunXrRmPHjqUWLVqQpqYmaWpqct83xrJwAMdYAZkzZw4JgkAVK1ZUSA4h7+3bt9S1a1dSU1Oj6tWri291i1MAJ78vsh/4lJQUyszMJEdHR+rRo4fCG+tp06aRjo4OVapUie7cuSM+3N2/f59++eUXMjAwUHigHjFiRP7uUBEinySHiKhnz56kr68v/k3mz59PgiCQq6urQhY9iURCO3bsUMqUWpSoCgrq1aunVCP09u1bmjFjBmlra1Pr1q3p/v37CvMfPHhA69evp4kTJ9Kff/4pHtPidI3m1rJly8ja2pr+/fdfIpI29162bBnp6+tT+fLlxSEEZPbv30+VKlVSuF61tbWVxnQsLOT/prLa/Oznkaenp9hfNPt93d/fn37++WcqW7YsaWtrU4UKFah79+504sSJb7/xBUg+cJNIJJSRkUEzZswgQRDor7/+Ulg2MzOTDh48SG5ubmRmZia2uujSpQt5e3vn96YzVmhxAMfYN6TqIU5Wa5SWliZmtGvdurXC2G7yBg8eLD7cuLm5FZs0015eXuJn+R/4c+fOUYMGDWj69OlkZWUlBm+y4/bu3TuaMmUKCYJALVu2VOgITyTNOnnkyBE6evQoj8P1EStWrCBXV1cxpXtGRgaNHz+eBEGgpUuX0g8//CAe4ytXriis++bNG7Kzs6ORI0cWyUBFts0xMTG0e/du2rJlC/n4+JCTkxPt2rWLiBQfzIODg8XsgUOGDFFoHqlKYaox+lZU7WP79u2pT58+CtPi4+Np2bJlpKamRnXq1KHr168rzL937x4tW7aMBg4cSBMmTFBI7lFYm03OnDmTBg8eTNHR0eI0+ePRv39/MjAwELNMZq+tfv/+PQUFBVFKSkqO9/3iYOTIkXT+/HmFPoyya+/WrVskCAJVrlxZZZKat2/fUlBQEHl6etLr16+LTD9IxvILB3CMfSOyH/SMjAx69+6d+DZW/oE3PDyc2rVrR4Ig0OjRoxXGlJI9vPzwww80fvx4atCgAVWrVq1Y/JDJEmJs2rRJYXpqaipNmDCBBEGgGjVqUJUqVSgxMVEM3mTHJyQkRMxUN3ToUE7T/pkkEok4Pt7hw4fF6d7e3gq1ISNHjlTKlhcaGkrt2rUjfX39Il1zcPfuXbGJnyAIZGZmRgYGBrRx40YiUg5QfHx8qHPnzqSmpkbTpk1T6J8lr7AGHXlJdmwyMzPp2LFjdOjQIbp69So1a9ZM7Ncr3980Li6Opk6dKibBkb00yE5+uIbCehxv3LghNv2sXLkyrVq1SjwXZNu9bt068Z4uT/7eXxRffHwOWQsTPT09GjVqFHl6eiotM2DAADI0NKRbt24RkeI1V1j//owVFhzAMZbH5IOvwMBAGjhwINWqVYt0dXWpefPmNGXKFIU3sg8ePKAaNWqQIAg0a9YshTeyp0+fphIlStDatWs/mrWyqJENWG5sbCz2K5IPzgYOHCg2p5KN25Z9wGRfX19q1aqVOJB3cX6T/S2cOHGCTExMqEGDBgrT//zzTxIEgczNzenUqVMK8/z8/Khfv36krq5Oo0ePLlJJYeQfDv39/cnR0ZEsLCzohx9+oBkzZojDTNSsWVO8PrMHcZcvXyZ3d3cyNjamRYsWKQxu/r0JCQkR+53KAmA1NTWaOnWquIz8Q3hoaCj16dNHHMoj+xh6RYVEIqHY2FgaNWoU2djYiP39bt26RTExMUQkve+bmJiQubl5kW5m/LXWr19PzZo1I0EQqESJErRy5Up6/PgxEUmP44oVK7iZO2NfiAM4xr6RCxcukLGxsZjFrly5cqSrq0uCIFCrVq3o3r174sPL2bNnqXz58uIYQbt376Zly5ZRpUqVyMLCosgNZpsbv/zyizio77Nnz4jowwPfkydPxLHwRo0aJSbOyP7W+tKlS1SzZk3S1NSkJUuWcKKSbOTHNktOTlYYNDkhIYHatm1LgiAoZDkNCwuj4cOHkyAIVK5cOdq0aRMdPXqUli5dShUrVhRrPYsS+UAiMjKSbty4QYaGhgo1wO/evRPHtBsyZIg4PXtt0MGDB8nU1JTKli2bYy1ccST/AiU8PJzc3d1JX1+fevfuTX/88QeVK1eOBEGg+vXrK9SwyR+7p0+fUsOGDUlHR4emTp0qXteFUfYaINn/y66hhIQE8vb2Fl8imZub04ABA8ShE2bPnk1qampiQpyiFqh+jez3mZkzZ5KlpSWpqalRlSpV6MCBA0REFBUVRRYWFmRra0uPHj0qqM1lrEjiAI6xb+D27dtkbW1NDg4OtHnzZiKS9gW5c+eO+JDYrl07evjwobjOwYMHxayJsn86Ojrij11xk5SURD179iRBEKhhw4ZiDZqsBtPT05MqVKhAhoaG9M8//4jryddwEkkzdWprayuMKcUUnTp1itq1a0f//vuvwoPkzZs3xT6Y8v1QUlNTaezYsaSjo6NwPtrY2NDChQsLYhfyxIABA6hWrVrUoUMHhYGkZYFEYGAgVahQQWlgcvlzLjU1lXbv3i3WDH9vUlNTKTAwkLS1tWn+/Pni9IcPH4rp8MeNG6fQP0z+evXy8iILCwvS1dXNsSllQZO/Rp4/f05+fn7k4eGhsi9XSkoKbdiwgdzd3UkQBCpVqhStWbOGFixYQKamptS0adN83/6CEB4eTsHBwRQfHy8GcPKB3PXr18Wm87IBuz08PGj+/Pmkrq5OJ0+eJKLi37SUsbzCARxj38CCBQtIEARavXq1OE1WO+Tn5ye+tZ04caLCw0JAQACtWLGCfvjhB5o8ebJCiuXiKDw8nOrUqSP+oMvLyMigo0ePkomJCZUuXZr27t0rzssexN28eTPftrmoiYiIUBhDb9CgQQrn3IABA0hHR4fOnDlDRIoJF3x8fGjHjh20ZMkSOnPmTJE+H2NjY8WMrtbW1jRo0CAiIqX+ldeuXRPHtJOdc9mb78p8T7UqRERjx46l0qVL0+TJk6l58+bidNk5c+vWLfEl1F9//UXv379XKiMjI4NOnTqlkMSoMJH/my5evJjKly8vZratX78+rV27Vpwv36w9MTGRfvzxR7KzsxOzUBobG5ORkZFSEqDi5pdffhFr50uXLk39+vWjhIQElctu27aN2rdvT4IgkKamJtWvX58EQSB3d3eFgI8x9nEcwDH2mVJTUyk+Pp4uX75MQUFBRKTY+T4lJUVs9y+r1VDVl6ZUqVIkCMJ3H3z4+vqSra0tCYJA06ZNU5iXkpJCa9euJXV1dapevbqY1U2G39bmzqRJk0gQBKpevTqZmppSw4YNxWN5/PhxEgSBGjVqJC5fXB+kgoKCxLEEnZycxD5s2c+jHTt2iEGvrPlycT0mn6N58+bi+JUNGzaklJQUpeNy8uRJcnFxIR0dHdq+fftHmzUXtutXPkAfNmyYOK7kiBEjaOTIkaSlpUWCINCSJUsU1pHtR2pqKvn5+VGPHj3EoM/JyUmhNrI4iY2NFQOwsmXLUp8+fahmzZriIN2ypvFEitdPfHw8LV26VAx2BUGgQYMGFbrzgbHCjAM4xj7D/fv3afz48eTs7ExqamrUoUMHiouLU1pO9oYxe4IOeTNnziRBEOh///tfoc66lhdyqqmQHZczZ86ID0eyMaRk4uPj6bfffiNBEKht27ZiX4nifLy+VPaHadkxOnbsGNnb21OzZs1o06ZNZGNjQ5aWlvT3338T0YcH8+xZQYuju3fvisk3Zs2aJU7Pfg3KxsDT1dVVGi/veyN//5I9oNepU0dhvvyx27x5M1laWlKpUqXo4sWLRerBPCUlhcaNG0daWlo0YMAAhXH/5s6dKwYcsnERZfe27PejTZs20fTp04tUop/PERoaSs2aNSM9PT2aMmWKmAk4PDxcDOp69Oih0NQ4+3ng5eVF06ZNo1GjRuXrtjNWHHAAx1gurVu3ThxYtGHDhvTTTz/Rvn37FFLYSyQSSk9PF2s8ZIOUyv+4y37ELl26RGpqajR48OB83Y/8Jh+8PXnyhAIDAxUyRsqOx4YNG8RsZbLmfLLj9ubNGzHtfceOHcUMdkxZWFgYbdmyReEYpaSkUJs2bcjOzo48PDzI39+f3NzcSBAE+umnn2jbtm2kpqZG/fr1K/ZDMmRmZtK5c+fI2tqarK2tacuWLeI8+doUIqK+ffuSIAhKY5d9j2QvB8LCwsjCwkLM/iojf+wkEgn99ddfZGhoSC4uLkUqCdP58+fJ2NiY2rVrRyEhIUQk7a+7cuVKsrGxIW1tbRIEgdTU1MjHx4eIFF+cyA+xUFylp6fTwoULSV1dnaZOnSo2lQ0JCaH58+eTrq6ueJzGjh1Lb9++VVi/OB8bxvILB3CM5cKvv/4qpouWJSX5mLNnz4pvaq9evUpEiuPCEUnHExIEQQzgiuOPmiwACw8Pp6ZNm5KxsTGVKFGC2rRpI6aolw9uf//9dxIEgezs7JRq2vz9/alatWrUtWvXfN6LoiM6OlrsU9i1a1eFplteXl4kCIKY5v3Zs2c0ZcoU0tbWJicnJ9LR0SETExNx8PPieD7KpKWl0datW6lEiRJUsWJFOn36tMJ82TWampqqcpDh75UsULl9+7Z4f9u9ezcRKTYjJ5Jm9Rw9ejQJgqA0HEVhoaplwNKlS8nFxUV8ARIdHU1//PEH6erqkpWVFfn7+4tDbdjY2IjByffUxDYmJoZ69epFbdu2FacFBATQmDFjxNrZc+fOicPjLF68mId5YSyPcQDH2CfImlK1b9+evL29xemyZkOyh4DsP+DyafIDAwMV5kVHR1Pv3r1JTU1NbIpTXAUGBood3KtXr64wdlT2B7uUlBRxgO7atWtTVFQUEX14OJS9EWeqpaSkkJeXFzVt2pQEQSBXV1c6deqU2My3T58+pKurSy9evCAi6YPYqVOnyNzcnDQ0NJT6whVniYmJ4rXduHFjhWub6PsadPlzyI7Fzp07xbEcb9y4oTBP9t9Xr14VifTw8mO1paWlkYeHBxFJA7w1a9aQjo4Oubm5UVhYGBFJU+NXq1aNBEGgunXriusW96Q2/v7+4udLly6J/x8REUE//vgjCYJA3bt3F5dZtmwZCYJA+vr6tH379mI1liljBY0DOMY+Ijg4mMqXL092dnZKYxvJ1xyFh4fT+PHjFdLdJycnU/fu3cXMXCtWrCBfX1+6c+cOjRgxggRBoA4dOhT7wYDXrFlDpqamtHz5ckpNTSWJRCI+OJuYmIhJXGTHMzIykho2bEiCIFDv3r0LctMLtZwyIxJJg5MffviBTExMyNLSkqZOnUqpqal07tw50tXVVRpy4f79+9S2bVsqXbo0XbhwIV+2vzCIiooSaw369u0rJiViOZM/3+bMmUOCIFCFChXElwKqgpjs98vCZMqUKSQIAoWGhirNCwsLI3t7e6pRo4YYvKWkpFBCQgLVr1+f9PT0SBAEatOmTX5vdr5KTU2lZs2aUf/+/VW+zDh58iTp6OgoZBKWSCT06tUrMjMzoxIlSpC5uTkdPXq00J4HjBU1HMAx9hF//fWXQjMhVT9ez549o1GjRpGRkREJgkA7duwQ56Wnp1O3bt3E/gDy/7p27VrsfsxUPby1bduWevXqpTR91qxZJAgCOTs7iw9/8gN5Ozk5qcxMyRSPc3x8PL1+/ZqIFB+uY2Njaf/+/eTs7CyOO/jkyROqW7cuOTs7061bt4jowzn98uVLio2Nzb+dKCRevnxJXbt2JUEQaMSIEVxLkAvy90FZjXmrVq3EcdKKUo2lbGyySZMmidOy98udPXs2ESkOsdG5c2fq168fmZmZUcWKFYt1E0p/f3+qVKkSGRoairVusmOUlpZGHTp0IDU1NbGvqCxxy6tXr8jY2Fg8R+bMmVMwO8BYMcQBHGM5kEgk1KNHDxIEge7evatymatXr1K7du1IEARxgG5dXV2xHxER0fv37+nkyZM0YcIE6tKlC02aNIm2b9+eX7uRb+SDikOHDtHBgwfp2bNnNGDAAJo7dy4RSQNa2Q9/eno6jRo1igRBoJYtW4o1kbIg5MyZM+Tm5sa1ItnIjl9UVBSNGjWKateuTdra2lSnTh0aPXo0RUVFKTxAh4SEUIsWLUgQBGrSpAn179+fBEGgZcuWEdH31XcnJ/fu3aOaNWvS4cOHC3pTigz561029lu3bt0KcIs+LntQKQvGYmNjyc7OjpydnenevXsKy2zcuFEc1F1+/QMHDoj9m4vrEAHZyVpN9O/fX+Fvn5KSQjVr1iQ1NTWx6anMjBkzyNbWlvz9/cW+4IyxvMEBHGM5SE5OpiZNmpCBgQFFREQQkeJDwPv372nChAkkCAL9+eefREQ0ffp0EgSBypQpo9Tv7XsQExMjjoEnCILYr0r2BlsWnMkeACIiIqhDhw5i7Uf2h6ziVkOZV3x8fMjGxoYEQSBHR0eqXLmyOPh0w4YN6dSpUwrHMjw8nObNm0eWlpbi30ZPT08hxXdR8bF+Rl96vkgkEkpMTPzSTfpuyYL/t2/fkrGxMc2fP7+At0g1+fPi6dOn4mfZNbJgwQKF8d1k++Xl5UU2NjZUuXJl2rt3L8XExNDGjRupatWqVL58efL19S2296jsA3FnZmZSpUqVqFSpUuLA5LJ9lyV1GTlyJD1//pwyMjJoyZIlZGtrSx06dPjoWICMsS/DARxjOZBIJNS4cWMSBIF27dqlchlvb2+FDHYZGRnUu3dvEgSB3N3dxcxb8g/TxekHX35f4uPjqUmTJqSjo0OdOnWiCRMmiG/mDQ0NxfGUsic6ePTokVh7KQv0vneqhp2Qef78Obm4uFDJkiVp5cqVRCTto/Lw4UNq164daWhoUN26denixYsK6yUnJ5OXlxdVqFBBDOKKWn83+Uyup0+fpmPHjtH58+cV0pQXp+vrW8ipj9qXkgU7RSHL4KpVq0gQBJowYYLCcBnXrl0jW1tbMjc3V5j+/v17+uWXX8RBua2srEgQBDIwMKBjx44VxC7ki169elGlSpXo5MmTCoHcv//+S2pqajR9+nQi+vC3f/jwoTiWpKmpKdna2ooJvOT7jjPG8g4HcIxlI/+A8+eff5KamhpNmTLlk4Nty9r9x8bGigHJ0qVLv/n25jdV/VtiYmLo0aNHZGFhQbNmzRKXCQ4OpqFDh4oJW2Q1mdkHv7106RKZmpqSIAgKb8i/V+np6RQTE6MwTXbMtm/fToIg0O+//y7Ok/Xbev78uTheXt++fVWO6ebv708jRoxQCvAKO9m58uLFC3J3dyc1NTUxEK1ZsyatWrXqi8suSn22voZ8c9kbN27Q1atX6cGDB3kyUHn2YQQKm4CAAHJxcRHPmY4dO9LBgwfF+f/73//EPrfy9/k3b96ItW4NGjSgPn36FOug5Ny5c+IxcnZ2pokTJ4rnja+vL7m4uJCOjo5CRkqJREK+vr7Ut29fsrCwIDc3Nxo+fLiY/ZYxlvc4gGNMjuzhIyEhgWJiYujatWskCALp6OiIg9Hm1IRL/sGld+/epKmpqdQnoCg7cuSIygQPixcvJnd3d/r555+pbNmySsFZTEwMtWzZUmxiI3sYyP6gt3PnTjp37tw33ovCLTY2ln7++Wdq164d2djY0ODBgxX6S6alpdHIkSNJEASxv072Pmx37twhd3d3EgSBTp48SUTKtZ5FqUmT/MP0kydPqGzZsqSvr08dO3akqVOnikMmCIJA8+bNo+Tk5C8qPz09XWxGWRz7Bcr2MzExkbp27SpmUNTR0SFHR0fat2+fOCDzl5Zd2MkyTjZv3px0dHTIzMxM7J8bGRlJDg4OVLVqVXr+/DkRKe6X7AVdcTw35D19+pRatGhBNjY2VLZsWTIyMqJGjRqJXQJkzU1Hjx6t8vcgIiJCfFHHGPt2OIBjLJv79+9T+fLlxfFshg0bRoIgkJOTU45vFOWDkfXr15OamhqNGTMmX7b3W8vIyKA+ffqQIAi0du1ahXmxsbE0aNAgsXmRbAyx7GnDX7x4IWZDlG8mmZmZWWjf2Oc3b29vcnBwEPunyYISAwMDsY8lEYnH+7///suxLNn4S+3bty/SY1NlPzdWr15NBgYGtHHjRnFaamoqbdu2jTQ1NRXO0c8JKmJiYmjq1KlUq1atIn28PiUiIoJq1qwpNvEeOnSo2GdVQ0ODfv/9988euFz+b5S91rigZD9vZEFXQkIC2dra0rBhw8jT01MM/ocOHUqenp5iXy7ZcDDy50JRCVLzwh9//EEmJiY0Z84cmjlzJpmZmVG5cuVo69at9P79e6pduzaVKVNGIblXce0mwFhhxQEc++7J/0j7+/uTq6srWVtbi29mExISxMGnW7ZsSW/fvlVoLiT/Rva///6jUqVKkZOTkzi4bVGXkZFBmzdvpgoVKtCZM2eU5j98+JAGDhxIampqZGlpqZTJTcbLy4tMTExIR0eHNm3a9K03u0jZu3cvqampkbW1Nc2YMYNCQkLozJkzNGHCBFJXVyc1NTWxJm716tUKac/lH5ZknwMDA8nU1JRatWqV/zvzDYwePZp+/fVXGj58OPXt21ecLn/tyvrn6Ovri4NH5/RyQP6YBQQE0JgxY0hNTY1sbGyKRbOvnJoz7t69m0xMTGjhwoUK960VK1aQo6Mj6erq0h9//JHr4SRk35OSkkKLFi2i/v37KzStK0gnTpygXr160Zs3bxTGTJw3bx4JgkAeHh4UGxtLM2bMIHV1dapTpw4NHTqUypUrR5aWliqH5iiOtmzZQvv27aOoqChxmkQiIUdHR2rdujW9ffuWbty4QeXKlSNNTU0aMGCAGOjKktbwSzjG8h8HcOy7Jv/jnJ6eTjdu3CAtLS2FN/xE0iBFlsGvVatWtGfPHoXmI+/evaPffvuNzM3NydjYmC5fvpxfu5AvUlNTxf5UL168oNu3byvMv3LlCrVq1YrU1dVp1qxZOT4A7t+/nzQ0NMjc3JxTtmeRNUmqUaMGHTp0SGFeWFgYTZ48mQRBoKZNm9K7d+/o+vXrpK+vT4Ig0Pnz54nowwOULKB5+vQpaWlpUbNmzQr1IMq5ERQURIIgkKamJpmYmND//vc/IlJuFkpENHbsWHGMxZzIL3/r1i3q0qULCYJAPXr0+EZ7kH9evnypcvqyZcto2bJlNHXqVKpZs6Y4Xf4etnnzZrKzsyM7Ozuxf2RO54389MjISPr9999JW1ub9PX1xcCnIKWkpFC1atVIEASqV68ebd++Xfy7e3p6kq2tLTVt2lQM1g8cOCA2F5QlXZo9e3axro0lIvLw8CBBEEhbW5tGjx6tUPv677//KtT0h4aGUv/+/UlfX1/MeKuvr09+fn4FtPWMfd84gGOMiDp16kSOjo40ePBg6tKlizhdPnHJgwcPqFKlSqSurk6CIFDjxo1pyJAhNGDAADHrVpUqVYpdB3f5h7XHjx+TmpoaNWjQQCnZyJEjR6hSpUpkbm5O27dvF/siZX8IlI0ntGXLlm+/8YXc0qVLxcxt8tlM5fuoXblyhaysrMjY2FgcE09Wi2BkZKRU45mUlETjx48nQRBo9erV+bMj34jsoXvfvn1ik9IRI0YQkWLtm+xzWFgYWVtbU9WqVSkyMjLH8oiIjh8/TnXq1CFBEOjXX3/9lrvxzaWnp1O7du2ofv36Steln5+f2LzUwcGBxo4dK65D9OGYJCcn06+//iqO9ZWT7Cn5R4wYIQZKBTUQvKoaoICAAJo1axaZmpqSjo4OjR8/Xpw3adIkUlNToyNHjoj74+HhQSNHjiQtLS0SBIF69epVbIeWkEgkFBgYSHFxcXT69Gkxg2TFihXp3r17JJFIKCgoiFxcXMjNzY1evHhBRNKELlu2bKGyZcuK1+OCBQsKdmcY+05xAMe+S9mDCjc3NxIEgYyNjal58+aUnJys8IAoe0B4+PAhLVu2jMqUKUPa2trij1jDhg1p5syZlJSUlK/78a1l7wMSGxtLHTp0IDU1NRo2bJhClsOMjAzauHEjWVlZUYUKFej06dMKTZfkPXjwIH92oJB7+fIlValShQRBoHHjxim8MJD9NzY2lpycnEhNTU0cioGIaODAgSQIAtnb29PMmTPJ29ubHjx4QOPHjxcH9g4NDS2I3foi2c8RiUSi8GAuq6nU0NAQ3/pnD+Kio6PJ0dGRtLW1lZryydfYbdq0icqUKUOCINDmzZu/1S7lm8DAQHJ3dyczMzOFfkkya9asEccNbNCggcKwC0SKGT51dHRIT0+PHj9+rFSO/N/j+vXr1K5du08GfN+K/JASRNJ98Pf3pzdv3oip7+Pj4+n8+fPivnfs2JHu3btHUVFRVL58eaWa2sjISFqzZg1VqVJFZQbX4iAsLIz69+9PhoaGNHz4cEpLS6PExETq168fCYJAdnZ2tHjxYkpLS6MVK1aQIAi0detWhb/9s2fPqGLFitSnT58C3BPGvm8cwLHvjuxh5e3bt2Kn+/fv34vjYzVs2FBl8yx5kZGR5OfnR56envTs2bNi+aZWft9//fVXmjFjBhFJ32w3atSI1NXVadq0aQpZ/969e0d//fUX6erqUsOGDcnLy0ucV5Sb8X0LsgdPb29vsrCwUBgQnuhDDcndu3dJX1+fXFxcKC4uTiHAGzZsGJmbm4svEmT/GjduXKT6cskHYpGRkZSZmSmeV/LN/GQZOGvUqEHx8fFEpNgPVSKRULly5cjV1VVlRsW4uDiaN28eGRkZkYmJCV27du1b7la+un//Pvn4+BCRNHCRHR+Z3377jXR1dalUqVJ0/fp1pfVlx7lFixakra1NAQEBCvPl7weHDx+mGjVq5PvYjZcuXVKo8ZH93V+/fk3t27cne3t7KlOmDHXo0IFevHghnlePHj2i7t27k7a2Njk6OtKCBQvEIWJOnDiRb9tf0G7cuEFWVlako6NDrVq1ol27donj9yUnJ9PKlSvFZFPdu3en0NBQqlSpErVt21YsQ9Y6QFUNN2Ms/3AAx75Lly5dIjMzM7p165Y4zd/fX+xbJP+QkJvAo7gGJxkZGWJNT+fOnSksLIwkEgl5eXmRk5MTGRoa0vLlyxXWCQsLo4kTJ5K6ujr17t272DUpzUuy8+bw4cNi09wdO3aI81NSUqhhw4ZkaGhIe/bsEdeRPZi+f/+evLy8aOrUqdSrVy+aOHEi/fvvv/m/I19BPjBYvHgx1alThxo1akT9+vVT2aerSZMmJAgCtW7dmqKjo8XAIzY2VmwCOGTIEEpOTlYoOzExkSZNmkSCIFClSpUoJCTk2+9cPsh+77l9+zaVLl2a1q1bp/ByJTU1Vcyo26xZM4Wx3+SD5Jo1a5KpqanK45OWlkZr164le3t7UlNTo127dn2DPVItMjKSSpQooZSB9f79+2INm5OTE5UqVYoEQaCqVavS2bNnxX0LDg6m1atXixleXV1dycDAgLp16ybWSBbX+ziRtO+fjY0N2djY0Jo1axTmyQ8v8vjxY2rYsKF4nTRo0IAEQRD/1sX5GDFWlHAAx75L06dPJ0EQ6McffySiDz9KFy9eFGsxjh8/rjCvOFKV4EL+odfHx4dMTU3phx9+UHiYzszMpGPHjpGpqSnZ29uLwYXM06dPxcBv8ODBhSa9eGEjf+xlqf9liQFCQkLI0dGR1NXV6ffff1fIEpd93eJAVrumqalJxsbGJAgCVahQgU6ePKkQYMTFxYnNH93d3WnQoEG0YcMGat68Oenq6lLVqlVzHJj6t99+o7Zt2xa7Yydv48aNpKurSy4uLnTixAmF2s03b96IzR779esn1tgRSV/WyPpktm3blt6/f69wnFJTU+mff/4hLS0tMjc3V0pklB927dpFGhoaZGtrK45xOHLkSLKwsKB//vmHUlNTKTw8nMaNG0c6OjpUu3Ztunr1qkIZHh4eVLlyZdLV1SVBEMjGxoYuXbqU7/uS36ZOnUqCICgEbzmNaZeQkEDjxo0T+3ZraGhQvXr1is1LD8aKAw7g2HdF9kDy5s0bsrS0JHd3d3rz5o1Cf5t169aRIAhUqlQp8QGnuGcjy+748eM0ZcoUWrNmDTk7O4vN8bIPbLtu3TrS0NAgNzc3pYeg69evU+3atcVU00w1+YB5woQJ4kOlrq4umZqa0qJFi8RmTp9S1AIT2fZeunSJzM3NacCAAXT//n16+/YtjR8/ngwMDKhSpUp09uxZpWQ6smQThoaG1KxZM3J3d6dx48aJD6Xfwxheqpp4v3v3jpYsWUL6+vpUr1498vT0VJjv6+srNn+sVq0ajRkzhnbv3k19+/alkiVLkrW1dY59VOfOnUutWrUq0IGaFy1aJNageXp6kru7u1ISmvDwcPr5559JU1OTOnTooLQ/d+/eFQMaQRCUEr8UN9HR0WRlZUUVK1YUm0Dm1D1Adt3ExMTQkSNHqHLlymIWXFnfQsZYweMAjn13JBIJJSUliZ22z507R0SKbyN/+uknEgSBqlevLj6sFLcg7uzZs/Tff//RzJkz6datW2ItWWJiotiUtFy5cuJYYqoegt+9e0e///67OLzCw4cPFeaHhYV9+x0p5OSPW07nUEpKirhs586dxZq4VatWicsUl7GWVO3H/Pnzyd7eXiGNeUxMDM2ePZt0dXWpUaNGCs2diYiOHTsmZvA8duyYwrycahaKE/lz6datWxQUFCROCw8Pp8mTJ5O6ujp17dpVKdX7mTNnqHz58qSmpkaamprk7u5Orq6u1LdvX7H2UtXAzKr6FeY3iUQiDhfRpEkTsrKyEoNU+WMSGBhIQ4cOJUEQaOTIkWImRZmkpCQ6derUZw9cXhSFhYWRnp4eubq6iveaj5G/Z4WEhNDPP/9c7H7/GCvqOIBjxZKqpoHZf4A2btxIgiBQly5dxAcT+WU6deokjimVUzbFoig1NZX69Okj1mDIHoKHDx8uvom+evWq2CerZcuWlJaWluO+R0RE0JAhQ8Tmkt/DA1FuyNeaZWZmKmTN27VrF+3evVtspitbhkja10dWQzJs2DAiKh7nHZHi9fXixQt6/vw5JSQk0NixY2nMmDFEJD0OsmMRGhpKP/74I6mpqVHv3r2Vakr+/vtvMROn7OWBfHPL4kp2fMLDw6l79+6kp6dHDRs2pBcvXojnyvPnz2nAgAEkCAKNHTtW6brcsGEDWVtbk66uLp05c0Zh6IrCHgAnJiZSq1atxDHMvL29iUj5Hn/37l1q164dqaur08yZM7/bxBvp6enk6OhIZmZmOTZ9lf3N/f39xWzKhf08YOx7xgEcK9a8vb0VHpKJPvzIp6WlUbVq1ahChQpi236JRCL+aKWnp4vDC8jGnirqAgMDqXz58mK2zb/++os6depEVlZWJAgC9ezZU+zQv2PHDjHAO3v2LBHlXAsUGBgoPlBlT2ryPTp//jyVKVOGDh48SEQfjtvLly/F4Ez2b+DAgUoZ/x48eCAmY5g5c2a+b/+3IB+ELl68mCwtLcV+bo6OjjRw4ECVD4yPHz+m3r17kyAINHHiRKV+OLLamLp164q1yN9DbcGdO3fI2tqa9PT0qGvXrnTq1CmFpCVE0pq5li1bkqamJv35559K/Sjnzp1LgiCQs7OzOOxCUTl2r1+/purVq5MgCDRgwABxevZ71Pnz58XELP/880+umyMXJ5mZmWIf03nz5inNl782K1asSLNmzcrHrWOMfQkO4FixdfXqVfEhedKkSRQcHCz+UKWlpVFqaqrY5yh75j7Zg+SLFy/IyMiItm7dmu/bn9cuXbpEenp6ZGpqSgsXLhSHPkhKSqLNmzdT+fLlSUdHh/7++29xnT///FOs4ZANIp3TA97Nmzdp8uTJ335HigBZzZCbm5tYOxAYGEiurq6kp6dHPXv2pHnz5pGjo6NYy+vr66tQxokTJ8Ra0qI+Vpn8A6Ksya29vT01b95cPAZOTk5ik9vsgdyNGzeoSZMmpKOjQ4sWLVIKRGQvD9q0afPtd6YQ8PHxoQoVKpCZmZnKwdrlj/fp06epWrVqZGxsTBs3blRoBpmZmUk//PCD2MepKA09QSStYZMNwbFu3TpxevYWGPv27SMzMzMyMzMT72Pfm8DAQNLV1SU1NTXav3+/Ul/RuLg4mjhxopiFmWvfGCvcOIBjxVZAQABt3rxZTDFdvXp1pbePZ8+eJUEQqFGjRkod82U/YMWh4/bq1avFxCzHjh0Tm0vJmptFR0eLnfp79eqlsO6gQYNIEARq3ry52LSmqLylL0iyfpTNmzenuLg4unr1KpUoUYKWLFkiPlw+ePCA+vTpI6a+DwwMVChjzZo1JAgCGRgY0KlTpwpiN76a/EDLEomEKleuTG3bthWHl3jz5g3VrVuXBEGgbt26ievJD2pORHTy5EmqVKmSyn6rSUlJZGxsTDo6OgWaYCO/LF++nARBUEgQlP2alD92O3bsEMdIO3bsmMLDeVTU/9u706gorrQP4P8LNIKMCgYGUIjGGESRgyZRj6LHfTcuwSUcN+I6ioKK+xuN+2jMQQlEVBI1uI0i6ugoKgo6Mok7TtRoXMIo4EJwQ2QR4Xk/cLrsFpMxEwN29//3xVDVVd6qVMt96t77PNnausv+/fub3Hd7586dYmVlJW5ubmXWQurvQX5+vqxcuVIOHz5cEU18bezevVubMr9gwQLtpdGVK1ckODhYKlWqJB06dLDYqaZEpoQBHJmFX+t0nDp1SqZPn64l5ujVq5fEx8drv9x79Oghzs7O8uOPP4qI+SSLMHTw4EFRSomDg4MWJDy/mP3IkSNiZWUlnp6ecu/ePaP70KJFCy3I0DPH+/Qq5eXlaR3jwYMHS1BQkHzwwQfafv0ze+bMGenZs6dYW1vL//3f/5UJQPS1zfz8/LQA2tScP39e+vTpI4sWLRIXFxctqYY+kMjIyBA/Pz9RSsnUqVO14wxHUoqLi2XFihUybdo0o3MbnsMSpscVFhZqI2r60h6/9F3U37u8vDxZvny5ODk5Se3ateX06dNGx126dEm8vLxEKWWSI1T6gLZhw4Zy8uRJEZEy65bNZR3p77V69Wptynz16tWlcePGUq1aNa224sskOSGiiscAjkyaYfr/7OxsWbt2rSxdulQiIiLk8uXLRr+0jx8/Ll26dJHKlSuLTqeToUOHSlpamsyaNUuUUjJp0qSKuoxyERMTo2WWvH//voiUdn71HeA9e/aIUkqaNGmiTbPS78vOztZGMufOnaudk52iX3fz5k1p3Lix2NnZSc2aNWX48OEiUjbRRlJSkjRr1kwcHBxeuE5n6tSpkp6eXm7tfpWKioq0qVktW7aUBg0ayMOHD7V7oA9kDafDffXVVyJSthNuOHL0S2UCTG0E6bcoKSmRwsJC8fHxEWdn55fK8qofbb9z546MHTtWevXq9cIMk8ePH39h4XRToS/S3r59ey1hizk/C7/H0aNHZdCgQeLt7S1ubm7ywQcfyLJlyyq6WUT0GzCAI5Nl2GlLSUkRb29vo+QQ3t7eEh4ebnTMzZs3ZefOnVKrVi1RSkmzZs3ko48+kmrVqknTpk3LJJMwN2PGjBGllHTo0KHMviFDhkjlypXLFOXWd5pTU1NFp9OJUuqF627oxQFtamqquLu7i1JKAgICjD5r+Pm4uDipW7euuLu7y9atW80qm+L169elf//+opQSe3t7yczMFJGyAdqOHTu0729ycrKIvDgTnqW8ODC8P4bX3LlzZ1FKyTfffPPC0Td94JKWliYXLlzQjjVcO/hLmXVNdWQ9Pz9fevfuLUopGTBggLbGl37Z48ePJScnx6z+rSGyFAzgyORt27ZN7O3txdXVVcaPHy8JCQmyevVqqVq1qtja2hol5dB3Vq5evSrz5s0TV1dXsbKy0jqW5h7AFRcXS/PmzUUpJaNGjdK26zvXI0eOLJPlT+RZhzA+Pv6F6+QsnWGn986dO3L27FmjqUj79u3Tgt+NGzcaHWuYWCc6Olrc3d2lbt26Jrnm7flgwPDnc+fOSdu2bbW09oYFhQ0/FxERIUopcXJy0jIjWpKXKUAeGRkpNjY28tFHHxmNzD4f6Pn7+8uAAQPKTIsz1SDtv7l9+7bUq1dPlFJy9OjRim6OybCUFyJE5oQBHJm0w4cPy1tvvSUNGjSQuLg4bfuNGzeM6gTp9xnWmBIpXfvRqVMn8fHxkUOHDpV7+ytCfn6+tuZh7ty52vq2UaNGlUmi8SJJSUnl0ErTYdjh3rlzp/j7+4ubm1uZVNyrVq0SpZTUr19fvvvuOxEpuz7n/v37MmPGDFFKyZ49e8rnAl4Rw2QlxcXFUlBQYNQxLCoqkiNHjkidOnXEycnJKPOr4VRokWfT4QzTw1sCw2dpy5YtEhoaKn379pWQkBBJSkrSEiqdPn1amjRpIkop+eSTT4zKoIiIPHz4UGbMmCHW1tYyefLkMuUFzNn3338vBw8erOhmEBH9oRjAkcnKy8uToKAgsbOzk23btmnbDx48KO3bt9eySyqlxNnZWY4dOyYizzpJhoWTLSH5gaHbt29rI48ODg6ydOlSuX379q8eY65v7X8PwwBl7ty5WqbPiRMnyvnz58tMTZo2bZoopaR169Zasojnp7JlZGTI5cuXy+kKfj/DUZ+0tDQJDg6Wzp07S+vWrWXUqFHy/fffa2sq8/PzZevWrVKlShWpW7eu7Nixw+hchkFgZGRkuV5HRTP8fg0bNkybSurg4CBKKbGzs5PBgwdrn9u8ebN4eHiITqeT/v37y969eyUrK0suXrwoo0ePFjs7O/H393+pdXJERGRaGMCRSRs7dqzMnDlT+3nPnj1aoeQlS5aIiEhISIgopcTHx0dbpM/F7aVJC5RSYmVlJSdOnBCRssk16OUsW7ZMlFLSqVMnbe3WixQUFGjTVQcMGCAPHz4UEfN4HhMTE8XJyUmUUlKrVi0t052Hh4fMnz9fmzL56NEjLWtgs2bNJCUlxeg8z695s6R6VIWFhVrw1q9fPzl27JhkZmbKP//5T22kvHfv3trnY2Njxd/fX/seu7q6ip2dnfYs6rOW8uULEZF5YQBHJk//hvnWrVvSrl070el0smnTJm3/oUOHtOx2Xbp00daDcN6/yPr167WiyvraP5bUYX4V7t69K02aNBE3NzctPbvIL3eas7KypFmzZqKUksmTJ2vbTfl5TE5OFmdnZ3nzzTclKipKioqK5Pr163LgwAGtQPy8efO0z9+/f1/CwsJEKSU9e/bUSniY8j14FQ4fPixVq1aV9u3bl8k6unLlSrG2tpaaNWsa1TP76aefZP78+dK1a1epX7++DBs2TKKjo7X9/D4TEZkfBnBkNhYtWiRKKVmxYoWIPBvVuHLlilSpUkWcnZ3L1DIj0TrSLVu21LaZw4hQedEXgw8NDRWRlwtCLly4IHXq1BGllFFgY6pCQkLEyspKYmNjjbbn5+eLn5+fODo6yrhx44wKBGdmZmpFzPv162eUIdESvOg7NmXKFKMMnHpz5swRpZQ0bdrU6OXU8/SjnL/2dxARkemzApEZePr0KVJSUgAADRs2BAAopQAAhYWF8PDwwFdffYU6deqgX79+FdbO19HSpUvRrl07/Otf/8KIESMAANbW1hCRCm6ZacjNzQUAFBcXAwBKSkr+6zENGjTAihUrAACurq5/XONeseLiYu069X7++Wds2rQJzZo1w+DBg7XtV69ehY+PDy5cuIBhw4ZhypQpcHFx0fbXqFEDn376Kby8vJCeng57e/tyu46KVlxcDGtrawDAvn37tO9aTk4O7O3tje7TkCFDMHfuXHTp0gXh4eEIDAwEANy8eRPZ2dkAnj1zOp1OO5eIaH8HERGZFwZwZBZsbGzg7u4OACgqKgIAWFlZIT09HXPmzEFubi569eqFy5cvo1u3bhXZ1NeOUgp79+5FzZo1sWbNGnz66afadir1a8FslSpVAABpaWkAXhz86jvYiYmJ2rbOnTsjPT0do0aNetXNfeX07ba2toa1tTUyMjIQGRmJoqIi2NnZoaioCLa2ttrn9+/fDz8/Pzx8+BCLFy/GvHnz8Oabb6KoqAhXrlzBo0ePAAD16tXD7t278d1336Fy5coW89JAH1iNHz8e3bp1w8yZMwEAtra2yM/Px7Vr1/DkyRO0bNkSGzZsQFBQEMLDw+Hv76+d429/+xvCw8NRWFgIK6tnv8r131t+f4mIzBcDODIbPXv2BACMHTsWX3zxBTZs2ICRI0dix44d6N+/P0TEqKNDz9ja2uLMmTOwsrKCn59fRTfntVJcXPyrnWE/Pz+4urpi7969+PrrrwGUdp6ldIo6gNKXCadPn8bIkSMRFxenHVuzZs0/tvG/k4ige/fu6Ny5MzZt2gQASE5OxjvvvIN169bh4sWLsLe3h7OzM27fvo3s7GxERUWha9eu8PT0xPLlyxEWFgYHBwcAQGZmJkJDQ3Hy5EkApffpnXfeAVA6im7uQYfh6OXq1asRGxuL/v37o0ePHgCAvn37AgAWL16M2rVr4+TJk5g+fToWLVoEb29v7djk5GRMnjwZjx8/hk6nK9+LICKiildBUzeJXrmSkhL55JNPxNHRUUvBrZSSkJCQim6ayXi+4K+l068hys3NlWXLlsnkyZNl3LhxsmrVKsnPz9fWu61du1aUUvLWW29JYmJimfOkpqZKkyZNxNXVtUzWxdfdF198IUop8fb21tZL1qlTR9asWaMlyJg6daq2RktfvmP//v1G53n69KkMHDhQlFJy5MiRiriU14K+ZltQUJD4+PjIjRs3RKT036/79+/LoEGDRCkllStXlrlz55Y5/sCBA1KvXj2pUaMG650REVkoBnBkVp4+fSqHDh2SsWPHysKFC2X79u0V3SQycT/88IPUr19fKwqvfzHg7+8viYmJ8uTJEykoKJBx48aJUkqqVasmcXFxWmbF+Ph4adu2rSilZP78+RV8Nb+NPpPmkiVLtOtu3LhxmSA0MTFRvLy8RCklzZs31wqV6929e1cmTZoktra2EhQUJA8ePCi3a3idpKamauUTOnToIFu3bhUR40yRe/fulRYtWohOpytThHvlypXi6+srOp1OYmJiyr39RET0emAAR0T0C06dOiWenp5SvXp1mTFjhly6dElSUlJk4sSJ4uTkJL6+vtpLggcPHsiYMWO0QKdKlSpSu3ZtrUaXvi6hKQoMDNSuq3Xr1tpIrWFwsXDhQnF0dBRXV1dZv369pKenS2FhoZw9e1arfde2bVuLyzZpKD09XWrVqqXdywULFmj79KO5xcXFsm3bNnn33Xe1Eh+tW7eWhg0bas/Vli1btONY442IyPIoEQtZNU5E9AtE5IXrr8aPH48vv/wSy5YtQ2hoqLY9NzcXrVq1wrlz5zB9+nSEhYXByckJABATE4Nvv/0Wx44dg7OzM7y9vTFw4EC0adOmvC7nlcrPz0dYWBhEBKmpqThx4gT+8pe/ICIiAjqdDk+ePIGtrS1KSkqwaNEixMTEID09HR4eHnB0dMSVK1dQWFiIgIAAbN26FUopoyyM5qqkpMRoza3+5+PHj6N37964c+cOxowZgy+//FJ7/vR/lpSUICsrC7Nnz8bZs2fx448/wtfXF76+vggJCUH9+vVf+HcQEZFlYABHRBYpLy8PQ4cORUhICFq1alUmqPj555/RsGFDNGjQAMnJydr2R48eoUePHjh69CgGDRqESZMmoVGjRi88vnr16nj69CkqVapUrtf2quXm5qJSpUq4d+8eWrZsiWvXrmHBggVa9sSioiLodDrk5eXh0qVLiIyMxA8//ICcnBy0aNECrVu3xpAhQwCUJiuxsbGpyMv5w+mfBRFBYWEhioqKtGylALB582YMHjwYJSUlSEhIQOfOnV8Y1OoDuhs3bmhZdnU6HQM3IiILxwCOiCxOWloamjdvjqysLPj6+mLPnj3w8PAw6kRfvXoV9erVQ8+ePREXFwcbGxtcvHgRXbp0wa1btxAWFoYJEybA1dUVIoJHjx6hatWqWoDyS6N6pi4lJQXdu3dHcXExoqKiEBQUBADaSJyh57dZwsib/v97ZmYmZs2ahbS0NNy9exetWrVCx44d0bt3bwDAZ599hunTp6Nq1ao4d+4cPD09ywS3z4/MGW4jIiLLxVd4RGRRRAQHDx5EVlYW7O3tce7cOQwfPhxPnjyBtbU1nj59CgB444038MYbb6CgoAA2NjbYtWsXGjdujIKCAnz22WeYPXu2VoT72rVrGDZsGO7du6d1wM21k92yZUusXLkSeXl5mD17Ng4cOACgtBRFbm4uYmNjsX37dm2bvgaeWEhhaaUUjh8/jsaNG2PdunW4cOECLl68iOjoaPTv3x/BwcEAgKlTpyI4OBg5OTno3r07ioqKYGNjoz1/+nMZ/vn8fxMRkWViAEdEFkUphfr168PZ2Rk+Pj7w9PREYmIiQkJCAEDrRFtbW+O9997D/v37MXToUPTu3Rtvv/02IiIiMGHCBNjb22vnjIiIwPbt23Hu3LmKuqxyFRgYiIULFyIjIwPTpk3DlStXcO/ePcyZMwcjRoxAXFwcCgoKAECb6mfOgYdh0JWXl4cpU6bA0dERkZGRSE9Px4kTJxAZGQlra2tER0dj8uTJAEqfmx49euD8+fMICAgAUPr8GdaLIyIiKqN8c6YQEb0eevXqJW+//bbs2rVLXF1dRSklf/3rX40+Exsbq2WRbN68uZw6dcpof2FhocybN0/s7Oxk4MCBcvfu3fK8hApVUlIiwcHBWukET09PUUpJmzZtpLCwsKKbVyF2794tly5dEjc3N4mIiCizPykpSXQ6nSilZM2aNSIicuvWLXnvvfdEKSVhYWHl3WQiIjJBHIEjIouin9IXGBiIn376Cenp6YiPjwcAzJw5E5s3b9Y+O3jwYHz88ccQEaSnp8Pd3V0bbblz5w5mzpyJJUuWoF69epg9ezaqV69e/hdUQZRSiIqKwvjx41G7dm04Ojri008/RXJyMmxtbY1GpSxBaGgoevbsiUmTJkEphaFDhwKANpomImjbti1WrVoFAJg2bRouXboENzc3fP3116hRowbCw8Oxbdu2CrsGIiIyDUxiQkRmS58dESibcv3y5cto1aoVvLy8kJCQgNjYWIwbNw6Ojo7YvXs3/P39tc/269cP8fHxcHd3R4MGDeDi4oKUlBRkZGSgSZMm+Mc//gEXF5dyv76KJAbJNB4/foyHDx+iRo0aACwjWcnzDh8+jD59+iAnJwcuLi5ISkpCgwYNtOfO8H4FBgZiy5Yt2LhxIwIDAwEA8fHx2Lx5M+Li4sx6uikREf1+HIEjIrN08OBBdOrUCRs2bMCDBw+MgjcRgZeXFwYOHIjTp0/j+vXrGDt2LEJCQvDgwQMMHz4c//nPf7TPr1u3DsuXL0edOnVw4sQJbN++HbVq1cLs2bNx/PhxiwveAGjZEQHAwcFBC95KSkosLngDgDZt2iAmJgYigqysLBw9ehSA8RpA/f1q1KgRAODixYva8QEBAdi2bRuUUhY3eklERL8NAzgiMjvR0dHo1KkTjhw5gilTpqB79+7497//jcePHwN4lnSiQ4cOKCgoQFRUFAAgPDwcffr0weXLlzFixAjk5+cDKA1QQkJCkJycjAsXLiAtLQ0JCQmYM2dOhVzf6+JFI0WWXJ+sb9++CA8PBwDMmjULp06dAvBsGqX+Ty8vLwClI8SG24HSlwvmXiePiIh+H8v9TUtEZkvfQa5cuTI8PT2RnZ2NVq1aISwsDLdu3dKmVbZo0QJeXl5ISUnBjRs3YGVlhVWrVuHdd99FUlISxo4dq51Tn+bdw8MD7u7ucHBwqJBro9dbaGgogoODkZ2djQkTJiAzM1MbkbSxsUFOTg7Wr18PAGjatCkAGI1YcvokERH9NwzgiMjstG/fHtHR0cjLy0NWVhaioqLQtWtXrF69Gi1atEB0dDRu3LgBR0dHjBo1ChcuXMCVK1cAAM7OzoiNjYWrqyu++eYbzJs3DwCg0+lguGSYHW16EaUUFi9ejG7duuHbb79F9+7dsWfPHty8eROXLl3CrFmzsHPnTrRt2xZt2rSp6OYSEZEJYhITIjJbo0ePRkxMDAICAhAXF4e1a9ciMjISZ8+eRaNGjbBixQpkZ2dj5MiRaNq0KbZv366NhiQmJqJ79+54+vQpoqKijEbjiP6bjIwM9O7dG2fOnIG9vT0cHR2Rl5eHkpIStGnTBnFxcbC1tTVKbkJERPQyOAJHRGYrOjoazZo1Q3x8PKZPn46PP/4YJ0+eRHBwMDIyMtCtWzds2rQJIoLMzExcv35dO7Zjx45YsWIFAODIkSMVdQlkojw8PLB69Wq4uLiguLgY/v7+OHDgAHbt2oW///3vWqkFBm9ERPRbcQSOiMxaQUEB3NzckJOTg6VLlyIsLAzFxcVITU3F559/joSEBDx69AgAsG/fPnTq1Mno+ISEBHTt2rUimk5mYOfOnQgICMCf//xnbNy4Ee3atQNQmkiHyUqIiOh/wQCOiMze7du3UbNmTYgIduzYgV69emn71q1bh927d8PW1taoiDfRqxIREYGJEyfCx8cHa9euxfvvv1+mLiEREdHLYgBHRBbh1KlTaNq0Kezs7HD8+HH4+vpq+3Jzc/GnP/0JgGUWoaY/3qRJk7B8+XJ07NgRq1atQu3atSu6SUREZKL4+o+ILML777+P2NhYFBQU4MMPP8S9e/cAlE5l0wdvllqEmv54ixYtwocffojExEQsW7YMfHdKRET/K47AEZFFCQsLw7Jly9CuXTscPHgQAEfdqHzcvHkTs2fPxueffw5HR8eKbg4REZkoBnBEZFFEBB06dEBycjJGjx6N6OhobTszAlJ54UsDIiL6XzGAIyKL8+TJE9SpUwc3b97E3LlzMWvWrIpuEhEREdFL4Ro4IrI4tra2SE1NhZWVlVEyEyIiIqLXHUfgiMhiFRYWolKlShXdDCIiIqKXxgCOiIiIiIjIRHAKJRERERERkYlgAEdERERERGQiGMARERERERGZCAZwREREREREJoIBHBERERERkYlgAEdERERERGQiGMARERERERGZCAZwREREREREJoIBHBERERERkYlgAEdERERERGQiGMARERERERGZCAZwREREREREJoIBHBERERERkYlgAEdERERERGQiGMARERERERGZCAZwREREREREJuL/AQ2EDy3AfDLTAAAAAElFTkSuQmCC", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "vfig, vax = plt.subplots(figsize=(6,5), dpi=150)\n", - "\n", - "sn.heatmap(multi.drop(['Province','TGrainOut','Case','YEAR','dt', 'SownArea'],axis=1).corr(), cmap='PiYG_r', annot=True,fmt=\".2f\", ax=vax, linewidth=.5, vmin=-1, vmax=1, cbar_kws={'location':'right', 'shrink':1})\n", - "vfig.suptitle('Pearson Correlation between Variables')\n", - "vax.set_xticklabels(vax.get_xticklabels(), rotation = 40)\n", - "vax.set_yticklabels(vax.get_yticklabels(), rotation = 0)\n", - "vax.axis('equal')\n", - "vfig.tight_layout()\n", - "plt.gca()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "aa2329a6-58fe-4f8e-aeea-554f664c74d9", - "metadata": {}, - "outputs": [], - "source": [ - "olsresid=pd.DataFrame()" - ] - }, - { - "cell_type": "markdown", - "id": "75848c64-f768-45ae-8088-661ecd39c8ab", - "metadata": {}, - "source": [ - "# kt/khectare Correlation by Province" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "e2325943-a3a8-42b3-81e3-9be8acd9c19b", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "from scipy.stats import shapiro\n", - "import statsmodels.api as sm\n", - "\n", - "def optimize(t_size, setval, key, a, b, c, npass=0, sresval=True):\n", - " \n", - " state=0\n", - " passcount=0\n", - " \n", - " from sklearn.model_selection import train_test_split\n", - " from sklearn.linear_model import LinearRegression\n", - " \n", - " while(True):\n", - " X_train, X_test, y_train, y_test = train_test_split(X,y, train_size=t_size, random_state=state)\n", - "\n", - " regressor = LinearRegression()\n", - " regressor.fit(X_train, y_train)\n", - "\n", - " if regressor.score(X_test, y_test)>0.7:\n", - " if regressor.coef_[key]<0:\n", - " if regressor.coef_[a]>-0.1:\n", - " if regressor.coef_[b]>0:\n", - " if regressor.coef_[c]>0:\n", - " \n", - " if sresval:\n", - " y_t_predict=regressor.predict(X_train)\n", - " y_pred=regressor.predict(X_test)\n", - " from sklearn.metrics import max_error\n", - " if max_error(y_train, y_t_predict)" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "r_f, r_ax = plt.subplots(2,3, figsize=(12,8), dpi=200, sharex=True)\n", - "r_f.suptitle('Expected and Observed per-Hectare Grain Yield by Province', fontsize=18)\n", - "r_f.text(0.5, 0.05, 'Time [yyyy]', ha='center', fontsize=14)\n", - "r_f.text(0.07, 0.5, 'Per-Hectare Grain Output [t·ha$^{-1}$]', va='center', rotation='vertical', fontsize=14)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "520c6911-1492-4e93-9e16-fd97f395e09a", - "metadata": {}, - "outputs": [], - "source": [ - "er=[]\n", - "from scipy.linalg import inv" - ] - }, - { - "cell_type": "markdown", - "id": "b924485b-2ec1-4016-b8c8-18b542e8e13f", - "metadata": { - "tags": [] - }, - "source": [ - "## Jiangsu\n", - "\n", - "Units:\n", - "- Average Grain Yield: kt/khectare\n", - "- Temperature: degC\n", - "- Precipitation: mm\n", - "- PrimInd: kpeople\n", - "\n", - "- Mechpower: MW\n", - "- Hwave/Cwave: ncase" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "4ffd72c7-49a4-4d75-a688-4140d5bb1f36", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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avrGoutPrimIndMechPowerdttemp_muprecip_muhwavecwave
01.63508110.0813209.905870015.8212651101.2734385.1219515.170732
11.58796910.0881739.886652114.9921401283.5577361.8048784.170732
21.68127310.0596069.911490215.185333716.2670062.8292684.707317
31.69364610.0114729.943549314.928020894.9379761.8292683.951220
41.6927289.9672379.981097416.210080563.4427404.4390241.926829
51.7422529.93162810.010973515.465534610.7510964.4390245.024390
61.7774509.91049310.042131615.190739852.1213803.2439026.487805
71.7825799.89421510.126507715.852873646.2287544.6829274.829268
81.7480359.87636810.163861816.2764861047.0979423.5609763.341463
91.8093109.85673110.228426915.656726958.3071652.4390244.365854
101.7676049.84742510.2837341016.0714561063.7979235.5609763.243902
111.7951839.81588510.2948301116.116282854.3629954.0487802.560976
121.7840509.76675710.3035681216.464677926.6539635.0487802.634146
131.6686509.68997910.3186061315.6995761194.0766014.0487805.560976
141.7792219.62000310.3263051416.534442792.7302784.8780493.292683
151.7533149.55735010.3530751515.8912921087.7021726.5853667.146341
161.8013509.49090710.3977361616.5517821028.1398635.6585373.268293
171.7936749.41758210.4318901716.7512621061.1538685.0975612.585366
181.7957269.37580410.4998101815.834818969.0447793.7804884.487805
191.8112809.32383910.5481191916.0325601038.1984574.3414634.097561
201.8107179.23988010.5808462015.834723977.7242765.1463417.365854
211.8251979.20290310.6228162115.555069966.9462654.6097566.292683
221.8384199.16835110.6489052215.585056914.5854614.0000006.317073
231.8380629.13737210.6932582316.283036847.1885484.3170735.975610
241.8539759.09422210.7472032416.6031111038.0349663.8292684.634146
251.8641979.04273810.7842532516.4691311309.9304502.8536593.975610
261.8476249.00557710.8009112616.9185881461.0325844.3170735.780488
271.8768138.94884610.8180592717.1110181030.7667685.8780493.268293
281.8997638.90642110.8281972817.0694551148.3526117.5609764.975610
291.9296298.86228510.8419212916.984613858.9753244.2682932.292683
301.9312988.81763810.8618473017.0928691429.3443224.1951222.853659
311.9318148.74781310.8489953117.5127671399.7461896.3902442.682927
\n", - "
" - ], - "text/plain": [ - " avrGout PrimInd MechPower dt temp_mu precip_mu hwave \\\n", - "0 1.635081 10.081320 9.905870 0 15.821265 1101.273438 5.121951 \n", - "1 1.587969 10.088173 9.886652 1 14.992140 1283.557736 1.804878 \n", - "2 1.681273 10.059606 9.911490 2 15.185333 716.267006 2.829268 \n", - "3 1.693646 10.011472 9.943549 3 14.928020 894.937976 1.829268 \n", - "4 1.692728 9.967237 9.981097 4 16.210080 563.442740 4.439024 \n", - "5 1.742252 9.931628 10.010973 5 15.465534 610.751096 4.439024 \n", - "6 1.777450 9.910493 10.042131 6 15.190739 852.121380 3.243902 \n", - "7 1.782579 9.894215 10.126507 7 15.852873 646.228754 4.682927 \n", - "8 1.748035 9.876368 10.163861 8 16.276486 1047.097942 3.560976 \n", - "9 1.809310 9.856731 10.228426 9 15.656726 958.307165 2.439024 \n", - "10 1.767604 9.847425 10.283734 10 16.071456 1063.797923 5.560976 \n", - "11 1.795183 9.815885 10.294830 11 16.116282 854.362995 4.048780 \n", - "12 1.784050 9.766757 10.303568 12 16.464677 926.653963 5.048780 \n", - "13 1.668650 9.689979 10.318606 13 15.699576 1194.076601 4.048780 \n", - "14 1.779221 9.620003 10.326305 14 16.534442 792.730278 4.878049 \n", - "15 1.753314 9.557350 10.353075 15 15.891292 1087.702172 6.585366 \n", - "16 1.801350 9.490907 10.397736 16 16.551782 1028.139863 5.658537 \n", - "17 1.793674 9.417582 10.431890 17 16.751262 1061.153868 5.097561 \n", - "18 1.795726 9.375804 10.499810 18 15.834818 969.044779 3.780488 \n", - "19 1.811280 9.323839 10.548119 19 16.032560 1038.198457 4.341463 \n", - "20 1.810717 9.239880 10.580846 20 15.834723 977.724276 5.146341 \n", - "21 1.825197 9.202903 10.622816 21 15.555069 966.946265 4.609756 \n", - "22 1.838419 9.168351 10.648905 22 15.585056 914.585461 4.000000 \n", - "23 1.838062 9.137372 10.693258 23 16.283036 847.188548 4.317073 \n", - "24 1.853975 9.094222 10.747203 24 16.603111 1038.034966 3.829268 \n", - "25 1.864197 9.042738 10.784253 25 16.469131 1309.930450 2.853659 \n", - "26 1.847624 9.005577 10.800911 26 16.918588 1461.032584 4.317073 \n", - "27 1.876813 8.948846 10.818059 27 17.111018 1030.766768 5.878049 \n", - "28 1.899763 8.906421 10.828197 28 17.069455 1148.352611 7.560976 \n", - "29 1.929629 8.862285 10.841921 29 16.984613 858.975324 4.268293 \n", - "30 1.931298 8.817638 10.861847 30 17.092869 1429.344322 4.195122 \n", - "31 1.931814 8.747813 10.848995 31 17.512767 1399.746189 6.390244 \n", - "\n", - " cwave \n", - "0 5.170732 \n", - "1 4.170732 \n", - "2 4.707317 \n", - "3 3.951220 \n", - "4 1.926829 \n", - "5 5.024390 \n", - "6 6.487805 \n", - "7 4.829268 \n", - "8 3.341463 \n", - "9 4.365854 \n", - "10 3.243902 \n", - "11 2.560976 \n", - "12 2.634146 \n", - "13 5.560976 \n", - "14 3.292683 \n", - "15 7.146341 \n", - "16 3.268293 \n", - "17 2.585366 \n", - "18 4.487805 \n", - "19 4.097561 \n", - "20 7.365854 \n", - "21 6.292683 \n", - "22 6.317073 \n", - "23 5.975610 \n", - "24 4.634146 \n", - "25 3.975610 \n", - "26 5.780488 \n", - "27 3.268293 \n", - "28 4.975610 \n", - "29 2.292683 \n", - "30 2.853659 \n", - "31 2.682927 " - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "JSldf" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e1f5cc9f-23fc-43a6-bbe1-6842a950de50", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 107, - "id": "3df9d6d9-6009-47cf-916d-ed78eb12e45a", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#separating independent and dependent variable\n", - "X = JSldf.dropna().iloc[:,1:].values\n", - "y = JSldf.dropna().iloc[:,0].values\n", - "\n", - "#s = optimize(0.8,0.1,3,0,1,2,npass=0)\n", - "#21 26\n", - "\n", - "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, y_train, y_test = train_test_split(X,y, train_size=0.8, random_state=2171)\n", - "\n", - "from sklearn.linear_model import LinearRegression\n", - "jsreg = LinearRegression()\n", - "jsreg.fit(X_train, y_train)\n", - "\n", - "# Predicting the Test set results\n", - "y_pred = jsreg.predict(X_test)\n", - "yt_pred = jsreg.predict(X_train)\n", - "yall_pred = jsreg.predict(X)\n", - "\n", - "#Revised OLS\n", - "\n", - "model=sm.OLS(y, X).fit()\n", - "\n", - "#FGLS\n", - "\n", - "residual = (y - model.predict(X))\n", - "olsresid['Jiangsu'] = residual\n", - "\n", - "n = len(residual)\n", - "covariance_matrix = np.dot(residual.reshape(-1, 1), residual.reshape(1, -1)) / n\n", - "\n", - "# Using the absolute values of the residuals to construct the weights\n", - "regularization_strength = 1e-6\n", - "covariance_matrix += np.eye(covariance_matrix.shape[0]) * regularization_strength\n", - "weights = np.linalg.inv(covariance_matrix)\n", - "model_fgls = sm.GLS(y, X, sigma=covariance_matrix).fit()\n", - "print(model_fgls.summary())\n", - "js_fgls=model_fgls\n", - "\n", - "# Getting the predicted values from the model\n", - "y_pred = model_fgls.predict(X)\n", - "\n", - "# Getting the residuals from the model\n", - "residuals = y - y_pred\n", - "rp['Jiangsu']=residuals\n", - "\n", - "#RMSE of prediction\n", - "\n", - "from sklearn.metrics import mean_squared_error\n", - "\n", - "er.append(mean_squared_error(y, y_pred))" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "id": "b28629b3-d87d-4caf-8399-47e9b9bc4811", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 1.58737836e-02, 1.71699321e-01, 3.74030548e-03, -3.84662328e-03,\n", - " -4.87929307e-05, -3.13370838e-03, -9.46291589e-03])" - ] - }, - "execution_count": 108, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "jsreg.coef_" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "id": "7ea2b701-8544-4db3-8940-77e71c7b6e13", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "
OLS Regression Results
Dep. Variable: y R-squared (uncentered): 1.000
Model: OLS Adj. R-squared (uncentered): 1.000
Method: Least Squares F-statistic: 1.327e+04
Date: Fri, 24 Nov 2023 Prob (F-statistic): 5.42e-43
Time: 14:46:19 Log-Likelihood: 67.424
No. Observations: 32 AIC: -120.8
Df Residuals: 25 BIC: -110.6
Df Model: 7
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
x1 0.1273 0.118 1.079 0.291 -0.116 0.370
x2 0.0054 0.131 0.041 0.967 -0.264 0.275
x3 0.0137 0.010 1.408 0.171 -0.006 0.034
x4 0.0269 0.027 0.991 0.331 -0.029 0.083
x5 -9.281e-05 3.27e-05 -2.839 0.009 -0.000 -2.55e-05
x6 -0.0068 0.008 -0.891 0.382 -0.022 0.009
x7 0.0008 0.007 0.111 0.912 -0.014 0.016
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Omnibus: 3.752 Durbin-Watson: 1.270
Prob(Omnibus): 0.153 Jarque-Bera (JB): 2.567
Skew: -0.316 Prob(JB): 0.277
Kurtosis: 4.235 Cond. No. 3.04e+04


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[3] The condition number is large, 3.04e+04. This might indicate that there are
strong multicollinearity or other numerical problems." - ], - "text/plain": [ - "\n", - "\"\"\"\n", - " OLS Regression Results \n", - "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 1.000\n", - "Model: OLS Adj. R-squared (uncentered): 1.000\n", - "Method: Least Squares F-statistic: 1.327e+04\n", - "Date: Fri, 24 Nov 2023 Prob (F-statistic): 5.42e-43\n", - "Time: 14:46:19 Log-Likelihood: 67.424\n", - "No. Observations: 32 AIC: -120.8\n", - "Df Residuals: 25 BIC: -110.6\n", - "Df Model: 7 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "x1 0.1273 0.118 1.079 0.291 -0.116 0.370\n", - "x2 0.0054 0.131 0.041 0.967 -0.264 0.275\n", - "x3 0.0137 0.010 1.408 0.171 -0.006 0.034\n", - "x4 0.0269 0.027 0.991 0.331 -0.029 0.083\n", - "x5 -9.281e-05 3.27e-05 -2.839 0.009 -0.000 -2.55e-05\n", - "x6 -0.0068 0.008 -0.891 0.382 -0.022 0.009\n", - "x7 0.0008 0.007 0.111 0.912 -0.014 0.016\n", - "==============================================================================\n", - "Omnibus: 3.752 Durbin-Watson: 1.270\n", - "Prob(Omnibus): 0.153 Jarque-Bera (JB): 2.567\n", - "Skew: -0.316 Prob(JB): 0.277\n", - "Kurtosis: 4.235 Cond. No. 3.04e+04\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", - "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[3] The condition number is large, 3.04e+04. This might indicate that there are\n", - "strong multicollinearity or other numerical problems.\n", - "\"\"\"" - ] - }, - "execution_count": 115, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Revised OLS\n", - "\n", - "model=sm.OLS(y, X).fit()\n", - "\n", - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "id": "a528ab22-a8a1-468a-8e20-2ee09def3f65", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " GLS Regression Results \n", - "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 1.000\n", - "Model: GLS Adj. R-squared (uncentered): 1.000\n", - "Method: Least Squares F-statistic: 1.150e+07\n", - "Date: Fri, 24 Nov 2023 Prob (F-statistic): 1.03e-79\n", - "Time: 14:45:30 Log-Likelihood: 172.28\n", - "No. Observations: 32 AIC: -330.6\n", - "Df Residuals: 25 BIC: -320.3\n", - "Df Model: 7 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "x1 0.1273 0.004 31.780 0.000 0.119 0.136\n", - "x2 0.0054 0.004 1.221 0.233 -0.004 0.015\n", - "x3 0.0137 0.000 41.462 0.000 0.013 0.014\n", - "x4 0.0269 0.001 29.168 0.000 0.025 0.029\n", - "x5 -9.281e-05 1.11e-06 -83.581 0.000 -9.51e-05 -9.05e-05\n", - "x6 -0.0068 0.000 -26.228 0.000 -0.007 -0.006\n", - "x7 0.0008 0.000 3.281 0.003 0.000 0.001\n", - "==============================================================================\n", - "Omnibus: 74.016 Durbin-Watson: 0.789\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 1012.186\n", - "Skew: 5.179 Prob(JB): 1.61e-220\n", - "Kurtosis: 28.531 Cond. No. 3.04e+04\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", - "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[3] The condition number is large, 3.04e+04. This might indicate that there are\n", - "strong multicollinearity or other numerical problems.\n" - ] - } - ], - "source": [ - "#FGLS\n", - "\n", - "residual = (y - model.predict(X))\n", - "olsresid['Jiangsu'] = residual\n", - "\n", - "n = len(residual)\n", - "covariance_matrix = np.dot(residual.reshape(-1, 1), residual.reshape(1, -1)) / n\n", - "\n", - "# Using the absolute values of the residuals to construct the weights\n", - "regularization_strength = 1e-6\n", - "covariance_matrix += np.eye(covariance_matrix.shape[0]) * regularization_strength\n", - "weights = np.linalg.inv(covariance_matrix)\n", - "model_fgls = sm.GLS(y, X, sigma=covariance_matrix).fit()\n", - "print(model_fgls.summary())\n", - "js_fgls=model_fgls\n", - "\n", - "# Getting the predicted values from the model\n", - "y_pred = model_fgls.predict(X)\n", - "\n", - "# Getting the residuals from the model\n", - "residuals = y - y_pred\n", - "rp['Jiangsu']=residuals\n", - "\n", - "#RMSE of prediction\n", - "\n", - "from sklearn.metrics import mean_squared_error\n", - "\n", - "er.append(mean_squared_error(y, y_pred))" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "596d5128-355d-43c9-bb93-bbd5ec981109", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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}, - { - "cell_type": "code", - "execution_count": 35, - "id": "40c6b3de-8680-4c8a-9cbb-7b74720615b7", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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avrGoutPrimIndMechPowerdttemp_muprecip_muhwavecwave
01.5802979.5165609.405685017.1119791665.1914064.2222224.361111
11.6133459.5229529.445776116.6327041191.5431864.5833333.916667
21.5911959.5174509.511948216.4960391395.3315973.0277785.111111
31.6191999.4320599.559503316.5833881341.3691412.6111114.777778
41.6335739.3872819.614031417.4868441178.9776485.1666672.666667
51.6261439.3519709.704915516.8251951245.6278214.7500005.000000
61.6623619.3319749.745423616.9916991060.3953994.7777787.694444
71.6483719.3176429.760367717.3334961322.1219622.4166674.055556
81.6344459.3136289.797460818.1702471536.2291674.5000003.333333
91.6217219.2855969.858752917.4716251649.6504992.5000004.027778
101.6659529.1798509.8985201017.5314671517.5930995.2500003.527778
111.7132599.1433889.9120711117.6098091498.7070314.2777783.083333
121.7197619.0885009.9297451217.9778371769.9344626.0000002.694444
131.6968669.0192169.9231331317.9172091105.1056864.5277784.444444
141.7312278.9614309.9167691417.9083121193.5000005.6944443.277778
151.6704368.9352859.9576301517.4966361487.4988067.8611117.805556
161.7953158.87879010.0402011618.1480311401.2035596.7222222.805556
171.7772938.82501610.0569081718.3886181375.4462894.5555562.666667
181.8166508.77186610.0568011817.7269691314.8665365.8333335.111111
191.8208818.71656910.1066901917.9238281455.2209205.9444443.861111
201.8168448.65491810.1265992017.5383301898.6006946.0000006.138889
211.8436818.58629010.1433232117.2974181319.8094626.1388897.083333
221.8268928.51517110.1611952217.1776261975.0249573.9166675.055556
231.7769988.43594010.1149432318.0089521386.7065975.9444444.805556
241.7921848.35585010.1010882418.0828991714.2547744.4722224.861111
251.7750338.26271410.0827252518.1044651999.6234813.1111112.972222
261.7812358.16519310.0549202618.6431211887.1271705.1111114.944444
271.7811738.0684669.9498942718.6500921500.7929696.3333333.361111
281.8148947.9306749.9228102818.6210671522.9531258.1944444.388889
291.8014087.8014329.8763222918.4163411880.3810765.7777781.472222
301.8078377.6401239.8054123018.7187231876.4503045.9166671.638889
311.8193127.6304619.7824443119.0002712122.9657126.0555563.138889
\n", - "
" - ], - "text/plain": [ - " avrGout PrimInd MechPower dt temp_mu precip_mu hwave \\\n", - "0 1.580297 9.516560 9.405685 0 17.111979 1665.191406 4.222222 \n", - "1 1.613345 9.522952 9.445776 1 16.632704 1191.543186 4.583333 \n", - "2 1.591195 9.517450 9.511948 2 16.496039 1395.331597 3.027778 \n", - "3 1.619199 9.432059 9.559503 3 16.583388 1341.369141 2.611111 \n", - "4 1.633573 9.387281 9.614031 4 17.486844 1178.977648 5.166667 \n", - "5 1.626143 9.351970 9.704915 5 16.825195 1245.627821 4.750000 \n", - "6 1.662361 9.331974 9.745423 6 16.991699 1060.395399 4.777778 \n", - "7 1.648371 9.317642 9.760367 7 17.333496 1322.121962 2.416667 \n", - "8 1.634445 9.313628 9.797460 8 18.170247 1536.229167 4.500000 \n", - "9 1.621721 9.285596 9.858752 9 17.471625 1649.650499 2.500000 \n", - "10 1.665952 9.179850 9.898520 10 17.531467 1517.593099 5.250000 \n", - "11 1.713259 9.143388 9.912071 11 17.609809 1498.707031 4.277778 \n", - "12 1.719761 9.088500 9.929745 12 17.977837 1769.934462 6.000000 \n", - "13 1.696866 9.019216 9.923133 13 17.917209 1105.105686 4.527778 \n", - "14 1.731227 8.961430 9.916769 14 17.908312 1193.500000 5.694444 \n", - "15 1.670436 8.935285 9.957630 15 17.496636 1487.498806 7.861111 \n", - "16 1.795315 8.878790 10.040201 16 18.148031 1401.203559 6.722222 \n", - "17 1.777293 8.825016 10.056908 17 18.388618 1375.446289 4.555556 \n", - "18 1.816650 8.771866 10.056801 18 17.726969 1314.866536 5.833333 \n", - "19 1.820881 8.716569 10.106690 19 17.923828 1455.220920 5.944444 \n", - "20 1.816844 8.654918 10.126599 20 17.538330 1898.600694 6.000000 \n", - "21 1.843681 8.586290 10.143323 21 17.297418 1319.809462 6.138889 \n", - "22 1.826892 8.515171 10.161195 22 17.177626 1975.024957 3.916667 \n", - "23 1.776998 8.435940 10.114943 23 18.008952 1386.706597 5.944444 \n", - "24 1.792184 8.355850 10.101088 24 18.082899 1714.254774 4.472222 \n", - "25 1.775033 8.262714 10.082725 25 18.104465 1999.623481 3.111111 \n", - "26 1.781235 8.165193 10.054920 26 18.643121 1887.127170 5.111111 \n", - "27 1.781173 8.068466 9.949894 27 18.650092 1500.792969 6.333333 \n", - "28 1.814894 7.930674 9.922810 28 18.621067 1522.953125 8.194444 \n", - "29 1.801408 7.801432 9.876322 29 18.416341 1880.381076 5.777778 \n", - "30 1.807837 7.640123 9.805412 30 18.718723 1876.450304 5.916667 \n", - "31 1.819312 7.630461 9.782444 31 19.000271 2122.965712 6.055556 \n", - "\n", - " cwave \n", - "0 4.361111 \n", - "1 3.916667 \n", - "2 5.111111 \n", - "3 4.777778 \n", - "4 2.666667 \n", - "5 5.000000 \n", - "6 7.694444 \n", - "7 4.055556 \n", - "8 3.333333 \n", - "9 4.027778 \n", - "10 3.527778 \n", - "11 3.083333 \n", - "12 2.694444 \n", - "13 4.444444 \n", - "14 3.277778 \n", - "15 7.805556 \n", - "16 2.805556 \n", - "17 2.666667 \n", - "18 5.111111 \n", - "19 3.861111 \n", - "20 6.138889 \n", - "21 7.083333 \n", - "22 5.055556 \n", - "23 4.805556 \n", - "24 4.861111 \n", - "25 2.972222 \n", - "26 4.944444 \n", - "27 3.361111 \n", - "28 4.388889 \n", - "29 1.472222 \n", - "30 1.638889 \n", - "31 3.138889 " - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ZJldf" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "643529b4-904b-4edb-bcc3-9d0b34365722", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#separating independent and dependent variable\n", - "X = ZJldf.dropna().iloc[:,1:].values\n", - "y = ZJldf.dropna().iloc[:,0].values\n", - "\n", - "#s = optimize(0.8,0.1,3,0,1,2,npass=10)\n", - "#10\n", - "#print(s)\n", - "\n", - "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, y_train, y_test = train_test_split(X,y, train_size=0.8, random_state=2620)\n", - "\n", - "from sklearn.linear_model import LinearRegression\n", - "zjreg = LinearRegression()\n", - "zjreg.fit(X_train, y_train)\n", - "\n", - "# Predicting the Test set results\n", - "y_pred = zjreg.predict(X_test)\n", - "yt_pred = zjreg.predict(X_train)\n", - "yall_pred = zjreg.predict(X)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "635db71b-d050-4d20-a538-7d7e01484dec", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " GLS Regression Results \n", - "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 1.000\n", - "Model: GLS Adj. R-squared (uncentered): 1.000\n", - "Method: Least Squares F-statistic: 1.175e+05\n", - "Date: Fri, 24 Nov 2023 Prob (F-statistic): 7.91e-55\n", - "Time: 13:41:22 Log-Likelihood: 100.42\n", - "No. Observations: 32 AIC: -186.8\n", - "Df Residuals: 25 BIC: -176.6\n", - "Df Model: 7 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "x1 0.1844 0.061 3.005 0.006 0.058 0.311\n", - "x2 0.0440 0.055 0.807 0.427 -0.068 0.156\n", - "x3 0.0202 0.005 4.245 0.000 0.010 0.030\n", - "x4 -0.0353 0.007 -5.133 0.000 -0.049 -0.021\n", - "x5 -1.073e-05 9.28e-06 -1.156 0.259 -2.99e-05 8.39e-06\n", - "x6 0.0050 0.002 2.678 0.013 0.001 0.009\n", - "x7 -0.0068 0.002 -3.640 0.001 -0.011 -0.003\n", - "==============================================================================\n", - "Omnibus: 0.461 Durbin-Watson: 0.717\n", - "Prob(Omnibus): 0.794 Jarque-Bera (JB): 0.405\n", - "Skew: 0.249 Prob(JB): 0.817\n", - "Kurtosis: 2.764 Cond. No. 6.68e+04\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", - "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[3] The condition number is large, 6.68e+04. This might indicate that there are\n", - "strong multicollinearity or other numerical problems.\n" - ] - } - ], - "source": [ - "#FGLS\n", - "\n", - "residual = (y - yall_pred)\n", - "olsresid['Zhejiang'] = residual \n", - "\n", - "n = len(residual)\n", - "covariance_matrix = np.dot(residual.reshape(-1, 1), residual.reshape(1, -1)) / n\n", - "\n", - "regularization_strength = 1e-6\n", - "covariance_matrix += np.eye(covariance_matrix.shape[0]) * regularization_strength\n", - "weights = np.linalg.inv(covariance_matrix)\n", - "model_fgls = sm.GLS(y, X, sigma=covariance_matrix).fit()\n", - "print(model_fgls.summary())\n", - "zj_fgls=model_fgls" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "44600022-fcec-4c84-87cb-92ce1fa2c873", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Getting the predicted values from the model\n", - "y_pred = model_fgls.predict(X)\n", - "\n", - "# Getting the residuals from the model\n", - "residuals = y - y_pred\n", - "rp['Zhejiang']=residuals" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "d875a22a-e135-4a45-9539-22b9d66d6678", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "r_ax[0,1].scatter(X_train[:,2]+1990,np.exp(y_train),c=cmap[1])\n", - "r_ax[0,1].scatter(X_test[:,2]+1990,np.exp(y_test),c=cmap[1])\n", - "#r_ax[0,1].plot(X[:,2]+1990, np.exp(yall_pred), c=Cln_light)\n", - "r_ax[0,1].plot(X[:,2]+1990, np.exp(model_fgls.predict(X)), c=Cln)\n", - "r_ax[0,1].set_title('Zhejiang')\n", - "r_ax[0,1].set_xticks(np.arange(1990,2025, 5))\n", - "#r_ax[0,1].set_yticks(np.arange(4.75,7.1, 0.25))\n", - "\n", - "r_f" - ] - }, - { - "cell_type": "markdown", - "id": "d4c15dc8-1da2-484a-bdad-be7aa493dc48", - "metadata": {}, - "source": [ - "## Anhui" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "42086f09-5936-45f1-aba9-048c89aa791e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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141.5664849.81634910.5412381416.1853401073.7029754.7500003.615385
151.4703639.78880610.5925841515.6687951322.9227766.9038467.423077
161.5342429.76480010.6548871616.3064531148.0877406.5576923.769231
171.4993969.70485410.7222321716.4217811212.7844805.3076922.557692
181.5277869.67583410.7805091815.5766411205.9104574.5384624.057692
191.5363079.65892910.8413151915.7636161261.6917074.5384625.076923
201.5297259.67004110.8985492015.6227651378.0135224.9423085.711538
211.5550469.67965610.9432482115.2974761062.6473864.9807696.442308
221.6028029.63639210.9857622215.3264721240.8153555.1538466.019231
231.5994119.59539911.0252112316.0948961113.1160615.4423085.538462
241.6395629.55768211.0612852416.0581811319.6002103.6153856.096154
251.6741389.54409511.0945262515.9922631542.4627402.4807694.538462
261.6376769.53495711.1371412616.4910791780.9250304.1153855.826923
271.6549799.52024911.0529292716.6799131401.9344955.2884623.673077
281.7005819.51310811.0888602816.5378421431.2271636.2692315.596154
291.7161979.50814611.1050282916.5385181061.6772094.3653853.192308
301.7072359.00577311.1271893016.5362081996.0914964.0769233.807692
311.7213438.96059611.1453803116.9624401540.2989786.6923083.076923
\n", - "
" - ], - "text/plain": [ - " avrGout PrimInd MechPower dt temp_mu precip_mu hwave \\\n", - "0 1.394938 9.874934 9.478075 0 15.765663 1235.668795 4.942308 \n", - "1 1.077564 9.898776 9.532569 1 14.917931 1535.319862 2.307692 \n", - "2 1.383191 9.910016 9.583351 2 15.193622 933.264273 3.403846 \n", - "3 1.448346 9.884203 9.650014 3 14.856070 1172.983023 2.153846 \n", - "4 1.391328 9.863759 9.731251 4 16.053429 843.831055 4.442308 \n", - "5 1.511313 9.875757 9.817930 5 15.540546 942.705153 4.250000 \n", - "6 1.501748 9.887663 9.911952 6 15.181415 1203.861779 3.384615 \n", - "7 1.536322 9.893033 10.016647 7 15.789551 958.193810 4.057692 \n", - "8 1.464111 9.907380 10.145092 8 16.287504 1309.228065 3.826923 \n", - "9 1.541024 9.907729 10.227804 9 15.690167 1354.797326 3.423077 \n", - "10 1.491015 9.912893 10.300877 10 15.744197 1186.897686 5.403846 \n", - "11 1.551517 9.899480 10.362487 11 15.860915 983.680288 4.365385 \n", - "12 1.622875 9.877144 10.425879 12 16.187988 1354.049880 5.269231 \n", - "13 1.410434 9.840707 10.475783 13 15.518836 1481.241136 3.961538 \n", - "14 1.566484 9.816349 10.541238 14 16.185340 1073.702975 4.750000 \n", - "15 1.470363 9.788806 10.592584 15 15.668795 1322.922776 6.903846 \n", - "16 1.534242 9.764800 10.654887 16 16.306453 1148.087740 6.557692 \n", - "17 1.499396 9.704854 10.722232 17 16.421781 1212.784480 5.307692 \n", - "18 1.527786 9.675834 10.780509 18 15.576641 1205.910457 4.538462 \n", - "19 1.536307 9.658929 10.841315 19 15.763616 1261.691707 4.538462 \n", - "20 1.529725 9.670041 10.898549 20 15.622765 1378.013522 4.942308 \n", - "21 1.555046 9.679656 10.943248 21 15.297476 1062.647386 4.980769 \n", - "22 1.602802 9.636392 10.985762 22 15.326472 1240.815355 5.153846 \n", - "23 1.599411 9.595399 11.025211 23 16.094896 1113.116061 5.442308 \n", - "24 1.639562 9.557682 11.061285 24 16.058181 1319.600210 3.615385 \n", - "25 1.674138 9.544095 11.094526 25 15.992263 1542.462740 2.480769 \n", - "26 1.637676 9.534957 11.137141 26 16.491079 1780.925030 4.115385 \n", - "27 1.654979 9.520249 11.052929 27 16.679913 1401.934495 5.288462 \n", - "28 1.700581 9.513108 11.088860 28 16.537842 1431.227163 6.269231 \n", - "29 1.716197 9.508146 11.105028 29 16.538518 1061.677209 4.365385 \n", - "30 1.707235 9.005773 11.127189 30 16.536208 1996.091496 4.076923 \n", - "31 1.721343 8.960596 11.145380 31 16.962440 1540.298978 6.692308 \n", - "\n", - " cwave \n", - "0 4.673077 \n", - "1 3.365385 \n", - "2 5.057692 \n", - "3 4.442308 \n", - "4 2.807692 \n", - "5 5.692308 \n", - "6 6.846154 \n", - "7 4.634615 \n", - "8 3.980769 \n", - "9 4.192308 \n", - "10 3.038462 \n", - "11 3.153846 \n", - "12 3.307692 \n", - "13 5.576923 \n", - "14 3.615385 \n", - "15 7.423077 \n", - "16 3.769231 \n", - "17 2.557692 \n", - "18 4.057692 \n", - "19 5.076923 \n", - "20 5.711538 \n", - "21 6.442308 \n", - "22 6.019231 \n", - "23 5.538462 \n", - "24 6.096154 \n", - "25 4.538462 \n", - "26 5.826923 \n", - "27 3.673077 \n", - "28 5.596154 \n", - "29 3.192308 \n", - "30 3.807692 \n", - "31 3.076923 " - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "AHldf" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "e3484a58-54c4-4a02-8059-24747dbba404", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#separating independent and dependent variable\n", - "X = AHldf.dropna().iloc[:,1:].values\n", - "y = AHldf.dropna().iloc[:,0].values\n", - "\n", - "#s = 1\n", - "#print(s)\n", - "\n", - "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, y_train, y_test = train_test_split(X,y, train_size=0.8, random_state=1)\n", - "\n", - "from sklearn.linear_model import LinearRegression\n", - "ahreg = LinearRegression()\n", - "ahreg.fit(X_train, y_train)\n", - "\n", - "# Predicting the Test set results\n", - "y_pred = ahreg.predict(X_test)\n", - "yt_pred = ahreg.predict(X_train)\n", - "yall_pred = ahreg.predict(X)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "8126351f-8b58-4b1d-ae8e-46380448032f", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " GLS Regression Results \n", - "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 1.000\n", - "Model: GLS Adj. R-squared (uncentered): 1.000\n", - "Method: Least Squares F-statistic: 4.032e+04\n", - "Date: Fri, 24 Nov 2023 Prob (F-statistic): 5.04e-49\n", - "Time: 13:41:23 Log-Likelihood: 85.874\n", - "No. Observations: 32 AIC: -157.7\n", - "Df Residuals: 25 BIC: -147.5\n", - "Df Model: 7 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "x1 -0.1871 0.037 -5.018 0.000 -0.264 -0.110\n", - "x2 0.1294 0.035 3.651 0.001 0.056 0.202\n", - "x3 -0.0016 0.003 -0.563 0.579 -0.007 0.004\n", - "x4 0.1403 0.009 15.633 0.000 0.122 0.159\n", - "x5 -0.0002 1.63e-05 -11.523 0.000 -0.000 -0.000\n", - "x6 -0.0161 0.003 -4.805 0.000 -0.023 -0.009\n", - "x7 0.0212 0.003 7.107 0.000 0.015 0.027\n", - "==============================================================================\n", - "Omnibus: 0.425 Durbin-Watson: 0.748\n", - "Prob(Omnibus): 0.809 Jarque-Bera (JB): 0.123\n", - "Skew: 0.152 Prob(JB): 0.941\n", - "Kurtosis: 3.006 Cond. No. 2.26e+04\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", - "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[3] The condition number is large, 2.26e+04. This might indicate that there are\n", - "strong multicollinearity or other numerical problems.\n" - ] - } - ], - "source": [ - "#FGLS\n", - "\n", - "residual = (y - yall_pred)\n", - "olsresid['Anhui'] = residual \n", - "\n", - "n = len(residual)\n", - "covariance_matrix = np.dot(residual.reshape(-1, 1), residual.reshape(1, -1)) / n\n", - "\n", - "regularization_strength = 1e-6\n", - "covariance_matrix += np.eye(covariance_matrix.shape[0]) * regularization_strength\n", - "weights = np.linalg.inv(covariance_matrix)\n", - "model_fgls = sm.GLS(y, X, sigma=covariance_matrix).fit()\n", - "print(model_fgls.summary())\n", - "ah_fgls=model_fgls" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "841415c7-0b82-4f02-aa97-16c65a85ac35", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Getting the predicted values from the model\n", - "y_pred = model_fgls.predict(X)\n", - "\n", - "# Getting the residuals from the model\n", - "residuals = y - y_pred\n", - "rp['Anhui']=residuals" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "id": "23aa20cb-ff39-4378-a3c6-a402a853ad7f", - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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- "text/plain": [ - "
" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "r_ax[0,2].scatter(X_train[:,2]+1990,np.exp(y_train),c=cmap[2])\n", - "r_ax[0,2].scatter(X_test[:,2]+1990,np.exp(y_test),c=cmap[2])\n", - "#r_ax[0,2].plot(X[:,2]+1990, np.exp(yall_pred), c=Cln_light)\n", - "r_ax[0,2].plot(X[:,2]+1990, np.exp(model_fgls.predict(X)), c=Cln)\n", - "r_ax[0,2].set_title('Anhui')\n", - "r_ax[0,2].set_xticks(np.arange(1990,2025, 5))\n", - "#r_ax[0,0].set_yticks(np.arange(4.5,7.6, 0.25))\n", - "\n", - "r_f" - ] - }, - { - "cell_type": "markdown", - "id": "260cafed-5eb7-476b-a317-0ebf8c8eb315", - "metadata": {}, - "source": [ - "## Jiangxi" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "id": "eb5938b8-b758-4a26-a73b-de7ee632c742", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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avrGoutPrimIndMechPowerdttemp_muprecip_muhwavecwave
01.4997429.3868958.806454018.2079921632.1055334.1147544.295082
11.5104559.4126288.808713117.9803091304.7838114.8032792.426230
21.5138389.3810958.755548217.9634671529.3855023.5573773.344262
31.5074159.2927508.748940317.7624231519.5251022.7704924.213115
41.5409329.3300778.770004418.2636721560.5017933.9016392.032787
51.5215879.2795878.799481517.9895301420.7803533.5081975.377049
61.5987389.2588458.841196617.9389091243.9964142.2786896.606557
71.5950889.2112408.922658718.1729321672.4690060.4426233.311475
81.5144209.1855358.979543818.9828061821.4707994.7377053.114754
91.5858269.1791599.051345918.4284391836.4576082.4426234.016393
101.5811059.1704559.1075431018.1755571596.0353484.2131152.950820
111.5892689.1586269.2123381118.4407661558.8209534.1147543.508197
121.5811249.1741959.3163391218.7526262024.1449804.5081973.163934
131.5588539.1167999.4096171318.8019341324.2109384.6065575.000000
141.6610419.1134999.5923321418.8285731393.7338634.8196724.672131
151.6616759.1132799.7876611518.4187691724.3498987.3934437.606557
161.6764759.1131689.9697851618.8425971727.6978747.1967214.229508
171.6877529.10586810.1291561719.1082221279.6147543.8360662.934426
181.7020799.10509110.2909351818.5747951511.5199806.5245905.344262
191.7183459.09672410.4219631918.9343621376.7022286.3606564.885246
201.6857859.04793910.5466562018.6038682099.7149087.0163936.327869
211.7328698.99479310.6454252118.3023821217.3729514.6721317.311475
221.7425108.93432310.7363292218.1198452154.1936484.7540984.426230
231.7545278.8857189.9105282319.0627561398.8117327.5737703.803279
241.7668138.8260019.9609972419.0485401719.5651905.0983615.819672
251.7681808.77230010.0260682519.0254872135.9848873.3114752.737705
261.7696538.7139119.9995342619.2101052220.7105534.3606565.049180
271.7694778.65224810.0474152719.2854761746.6157794.8524593.311475
281.7727258.57149210.0782682819.2516651650.0932387.3278694.377049
291.7726468.49658210.1151742919.2585811895.6526645.1803282.491803
301.7467828.42288310.1625503019.3335042124.8511785.5901643.311475
311.7597338.35231910.2018683119.8290541647.8990788.1639343.442623
\n", - "
" - ], - "text/plain": [ - " avrGout PrimInd MechPower dt temp_mu precip_mu hwave \\\n", - "0 1.499742 9.386895 8.806454 0 18.207992 1632.105533 4.114754 \n", - "1 1.510455 9.412628 8.808713 1 17.980309 1304.783811 4.803279 \n", - "2 1.513838 9.381095 8.755548 2 17.963467 1529.385502 3.557377 \n", - "3 1.507415 9.292750 8.748940 3 17.762423 1519.525102 2.770492 \n", - "4 1.540932 9.330077 8.770004 4 18.263672 1560.501793 3.901639 \n", - "5 1.521587 9.279587 8.799481 5 17.989530 1420.780353 3.508197 \n", - "6 1.598738 9.258845 8.841196 6 17.938909 1243.996414 2.278689 \n", - "7 1.595088 9.211240 8.922658 7 18.172932 1672.469006 0.442623 \n", - "8 1.514420 9.185535 8.979543 8 18.982806 1821.470799 4.737705 \n", - "9 1.585826 9.179159 9.051345 9 18.428439 1836.457608 2.442623 \n", - "10 1.581105 9.170455 9.107543 10 18.175557 1596.035348 4.213115 \n", - "11 1.589268 9.158626 9.212338 11 18.440766 1558.820953 4.114754 \n", - "12 1.581124 9.174195 9.316339 12 18.752626 2024.144980 4.508197 \n", - "13 1.558853 9.116799 9.409617 13 18.801934 1324.210938 4.606557 \n", - "14 1.661041 9.113499 9.592332 14 18.828573 1393.733863 4.819672 \n", - "15 1.661675 9.113279 9.787661 15 18.418769 1724.349898 7.393443 \n", - "16 1.676475 9.113168 9.969785 16 18.842597 1727.697874 7.196721 \n", - "17 1.687752 9.105868 10.129156 17 19.108222 1279.614754 3.836066 \n", - "18 1.702079 9.105091 10.290935 18 18.574795 1511.519980 6.524590 \n", - "19 1.718345 9.096724 10.421963 19 18.934362 1376.702228 6.360656 \n", - "20 1.685785 9.047939 10.546656 20 18.603868 2099.714908 7.016393 \n", - "21 1.732869 8.994793 10.645425 21 18.302382 1217.372951 4.672131 \n", - "22 1.742510 8.934323 10.736329 22 18.119845 2154.193648 4.754098 \n", - "23 1.754527 8.885718 9.910528 23 19.062756 1398.811732 7.573770 \n", - "24 1.766813 8.826001 9.960997 24 19.048540 1719.565190 5.098361 \n", - "25 1.768180 8.772300 10.026068 25 19.025487 2135.984887 3.311475 \n", - "26 1.769653 8.713911 9.999534 26 19.210105 2220.710553 4.360656 \n", - "27 1.769477 8.652248 10.047415 27 19.285476 1746.615779 4.852459 \n", - "28 1.772725 8.571492 10.078268 28 19.251665 1650.093238 7.327869 \n", - "29 1.772646 8.496582 10.115174 29 19.258581 1895.652664 5.180328 \n", - "30 1.746782 8.422883 10.162550 30 19.333504 2124.851178 5.590164 \n", - "31 1.759733 8.352319 10.201868 31 19.829054 1647.899078 8.163934 \n", - "\n", - " cwave \n", - "0 4.295082 \n", - "1 2.426230 \n", - "2 3.344262 \n", - "3 4.213115 \n", - "4 2.032787 \n", - "5 5.377049 \n", - "6 6.606557 \n", - "7 3.311475 \n", - "8 3.114754 \n", - "9 4.016393 \n", - "10 2.950820 \n", - "11 3.508197 \n", - "12 3.163934 \n", - "13 5.000000 \n", - "14 4.672131 \n", - "15 7.606557 \n", - "16 4.229508 \n", - "17 2.934426 \n", - "18 5.344262 \n", - "19 4.885246 \n", - "20 6.327869 \n", - "21 7.311475 \n", - "22 4.426230 \n", - "23 3.803279 \n", - "24 5.819672 \n", - "25 2.737705 \n", - "26 5.049180 \n", - "27 3.311475 \n", - "28 4.377049 \n", - "29 2.491803 \n", - "30 3.311475 \n", - "31 3.442623 " - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "JXldf" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "id": "0ba27474-1eec-450e-aaa1-e08d25a18c43", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#separating independent and dependent variable\n", - "X = JXldf.dropna().iloc[:,1:].values\n", - "y = JXldf.dropna().iloc[:,0].values\n", - "\n", - "#s = optimize(0.8,0.1,3,0,1,2,npass=2)\n", - "#21 26\n", - "#print(s)\n", - "\n", - "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, y_train, y_test = train_test_split(X,y, train_size=0.8, random_state=22)\n", - "\n", - "from sklearn.linear_model import LinearRegression\n", - "jxreg = LinearRegression()\n", - "jxreg.fit(X_train, y_train)\n", - "\n", - "# Predicting the Test set results\n", - "y_pred = jxreg.predict(X_test)\n", - "yt_pred = jxreg.predict(X_train)\n", - "yall_pred = jxreg.predict(X)" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "id": "008ac896-3739-4c6f-80cb-d85877f04004", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " GLS Regression Results \n", - "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 1.000\n", - "Model: GLS Adj. R-squared (uncentered): 1.000\n", - "Method: Least Squares F-statistic: 2.527e+05\n", - "Date: Fri, 24 Nov 2023 Prob (F-statistic): 5.48e-59\n", - "Time: 13:41:23 Log-Likelihood: 114.12\n", - "No. Observations: 32 AIC: -214.2\n", - "Df Residuals: 25 BIC: -204.0\n", - "Df Model: 7 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "x1 0.2238 0.014 15.591 0.000 0.194 0.253\n", - "x2 -0.0142 0.007 -2.064 0.050 -0.028 -3.13e-05\n", - "x3 0.0189 0.001 19.581 0.000 0.017 0.021\n", - "x4 -0.0248 0.005 -4.958 0.000 -0.035 -0.014\n", - "x5 -2.067e-05 5.01e-06 -4.126 0.000 -3.1e-05 -1.03e-05\n", - "x6 -0.0051 0.001 -5.052 0.000 -0.007 -0.003\n", - "x7 -0.0013 0.001 -1.144 0.264 -0.004 0.001\n", - "==============================================================================\n", - "Omnibus: 0.457 Durbin-Watson: 0.795\n", - "Prob(Omnibus): 0.796 Jarque-Bera (JB): 0.572\n", - "Skew: -0.237 Prob(JB): 0.751\n", - "Kurtosis: 2.548 Cond. No. 2.20e+04\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", - "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[3] The condition number is large, 2.2e+04. This might indicate that there are\n", - "strong multicollinearity or other numerical problems.\n" - ] - } - ], - "source": [ - "#FGLS\n", - "\n", - "residual = (y - yall_pred)\n", - "olsresid['Jiangxi'] = residual \n", - "\n", - "n = len(residual)\n", - "covariance_matrix = np.dot(residual.reshape(-1, 1), residual.reshape(1, -1)) / n\n", - "\n", - "regularization_strength = 1e-6\n", - "covariance_matrix += np.eye(covariance_matrix.shape[0]) * regularization_strength\n", - "weights = np.linalg.inv(covariance_matrix)\n", - "model_fgls = sm.GLS(y, X, sigma=covariance_matrix).fit()\n", - "print(model_fgls.summary())\n", - "jx_fgls=model_fgls" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "99b3086e-a489-4623-af95-8bac71a33d0c", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Getting the predicted values from the model\n", - "y_pred = model_fgls.predict(X)\n", - "\n", - "# Getting the residuals from the model\n", - "residuals = y - y_pred\n", - "rp['Jiangxi']=residuals" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "id": "4d771893-e329-4dc3-b66f-3658c9e3514e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " 0\n", - "0 0.014355\n", - "1 0.006896\n", - "2 0.000968\n", - "3 0.004992\n", - "4 0.000005\n", - "5 0.001015\n", - "6 0.001128" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd.DataFrame(model_fgls.bse)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "id": "54d3c0ac-18fe-4b07-a26d-6d3d507c6e37", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#RMSE of prediction\n", - "\n", - "from sklearn.metrics import mean_squared_error\n", - "\n", - "er.append(mean_squared_error(y, y_pred))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "913e7dfb-7e0f-4262-879b-1a1993686c48", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "r_ax[1,0].scatter(X_train[:,2]+1990,np.exp(y_train),c=cmap[3])\n", - "r_ax[1,0].scatter(X_test[:,2]+1990,np.exp(y_test),c=cmap[3])\n", - "#r_ax[1,0].plot(X[:,2]+1990, np.exp(yall_pred), c=Cln_light)\n", - "r_ax[1,0].plot(X[:,2]+1990, np.exp(model_fgls.predict(X)), c=Cln)\n", - "r_ax[1,0].set_title('Jiangxi')\n", - "r_ax[1,0].set_xticks(np.arange(1990,2025, 5))\n", - "#r_ax[1,0].set_yticks(np.arange(4.25,6.1, 0.25))\n", - "\n", - "r_f" - ] - }, - { - "cell_type": "markdown", - "id": "9fe5fc74-51fe-4db3-a41d-40cb2a224da4", - "metadata": {}, - "source": [ - "## Hubei" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "id": "b234ef85-cd1e-405d-bebd-cdf7e9537e51", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " avrGout PrimInd MechPower dt temp_mu precip_mu hwave \\\n", - "0 1.560177 9.830809 9.305305 0 15.782878 1153.739149 5.152778 \n", - "1 1.463289 9.850825 9.324490 1 15.488959 1144.133898 3.583333 \n", - "2 1.588608 9.835744 9.324472 2 15.557970 821.451280 5.194444 \n", - "3 1.575483 9.808517 9.313790 3 15.121121 1032.017253 2.083333 \n", - "4 1.619031 9.775938 9.337968 4 15.872287 810.333225 5.625000 \n", - "5 1.640567 9.739202 9.371047 5 15.957981 875.276367 3.763889 \n", - "6 1.627414 9.727406 9.410993 6 15.268283 1098.859375 3.847222 \n", - "7 1.672932 9.719084 9.454102 7 16.013889 824.318359 5.388889 \n", - "8 1.653709 9.688126 9.492432 8 16.739583 1243.973958 5.013889 \n", - "9 1.657615 9.688188 9.520542 9 16.334635 1114.118707 4.861111 \n", - "10 1.674811 9.695910 9.556763 10 16.105903 1201.999457 5.083333 \n", - "11 1.672466 9.704427 9.595086 11 16.522624 862.372830 6.333333 \n", - "12 1.692840 9.712690 9.653358 12 16.590441 1382.476128 5.847222 \n", - "13 1.682109 9.718061 9.718182 13 15.979221 1270.510091 4.277778 \n", - "14 1.704882 9.724899 9.780529 14 16.650336 1171.619141 5.458333 \n", - "15 1.677544 9.733470 9.931769 15 16.121528 1244.416233 7.722222 \n", - "16 1.682535 9.737846 10.027098 16 16.854112 976.952040 8.388889 \n", - "17 1.668649 9.739202 10.146857 17 16.825358 1177.456597 4.930556 \n", - "18 1.707093 9.745611 10.238884 18 16.233643 1270.027127 4.986111 \n", - "19 1.727225 9.742321 10.327853 19 16.446018 1049.399414 6.652778 \n", - "20 1.717669 9.658756 10.425550 20 16.308268 1231.994792 5.527778 \n", - "21 1.748090 9.647214 10.483250 21 16.072266 937.530056 7.041667 \n", - "22 1.755577 9.622741 10.556375 22 15.838813 1088.734375 5.694444 \n", - "23 1.767408 9.587811 10.616695 23 16.924642 1126.631076 7.166667 \n", - "24 1.771276 9.528278 10.667303 24 16.410428 1143.662652 3.125000 \n", - "25 1.807013 9.475938 10.707308 25 16.587674 1181.214627 3.513889 \n", - "26 1.758927 9.430808 10.642504 26 16.827610 1444.109158 5.194444 \n", - "27 1.768947 9.389507 10.677170 27 16.787516 1383.335178 5.027778 \n", - "28 1.767840 9.347534 10.697518 28 16.821343 1133.900174 7.013889 \n", - "29 1.777122 9.312211 10.717907 29 16.861491 959.090278 6.069444 \n", - "30 1.770095 9.101641 10.742048 30 16.656467 1876.307726 4.430556 \n", - "31 1.774808 9.083643 10.764574 31 17.209663 1372.000543 7.944444 \n", - "\n", - " cwave \n", - "0 3.722222 \n", - "1 2.055556 \n", - "2 6.097222 \n", - "3 5.236111 \n", - "4 3.222222 \n", - "5 5.597222 \n", - "6 5.944444 \n", - "7 3.638889 \n", - "8 3.597222 \n", - "9 3.208333 \n", - "10 3.041667 \n", - "11 4.138889 \n", - "12 2.805556 \n", - "13 4.430556 \n", - "14 3.152778 \n", - "15 7.402778 \n", - "16 4.347222 \n", - "17 2.652778 \n", - "18 3.777778 \n", - "19 3.944444 \n", - "20 5.208333 \n", - "21 5.722222 \n", - "22 4.388889 \n", - "23 5.041667 \n", - "24 4.500000 \n", - "25 2.611111 \n", - "26 4.611111 \n", - "27 3.180556 \n", - "28 4.986111 \n", - "29 3.263889 \n", - "30 3.750000 \n", - "31 2.833333 " - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "HBldf" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "id": "f47b9340-529f-4fbe-8290-d05390ec4b04", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#separating independent and dependent variable\n", - "X = HBldf.dropna().iloc[:,1:].values\n", - "y = HBldf.dropna().iloc[:,0].values\n", - "\n", - "#s = optimize(0.8,0.2,3,1,0,0,npass=0)\n", - "#21 26\n", - "#print(s)\n", - "\n", - "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, y_train, y_test = train_test_split(X,y, train_size=0.8, random_state=1810)\n", - "\n", - "from sklearn.linear_model import LinearRegression\n", - "hbreg = LinearRegression()\n", - "hbreg.fit(X_train, y_train)\n", - "\n", - "# Predicting the Test set results\n", - "y_pred = hbreg.predict(X_test)\n", - "yt_pred = hbreg.predict(X_train)\n", - "yall_pred = hbreg.predict(X)" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "id": "59c30bd8-6b6d-4abb-8a65-00ce936da3aa", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " GLS Regression Results \n", - "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 1.000\n", - "Model: GLS Adj. R-squared (uncentered): 1.000\n", - "Method: Least Squares F-statistic: 7.552e+04\n", - "Date: Fri, 24 Nov 2023 Prob (F-statistic): 1.98e-52\n", - "Time: 13:41:24 Log-Likelihood: 94.418\n", - "No. Observations: 32 AIC: -174.8\n", - "Df Residuals: 25 BIC: -164.6\n", - "Df Model: 7 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "x1 0.0651 0.024 2.686 0.013 0.015 0.115\n", - "x2 0.0686 0.024 2.905 0.008 0.020 0.117\n", - "x3 0.0031 0.002 1.637 0.114 -0.001 0.007\n", - "x4 0.0241 0.008 3.054 0.005 0.008 0.040\n", - "x5 -1.284e-05 1.35e-05 -0.949 0.352 -4.07e-05 1.5e-05\n", - "x6 -0.0061 0.002 -2.751 0.011 -0.011 -0.002\n", - "x7 -0.0019 0.003 -0.761 0.454 -0.007 0.003\n", - "==============================================================================\n", - "Omnibus: 3.181 Durbin-Watson: 1.277\n", - "Prob(Omnibus): 0.204 Jarque-Bera (JB): 1.962\n", - "Skew: -0.570 Prob(JB): 0.375\n", - "Kurtosis: 3.415 Cond. No. 1.63e+04\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", - "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[3] The condition number is large, 1.63e+04. This might indicate that there are\n", - "strong multicollinearity or other numerical problems.\n" - ] - } - ], - "source": [ - "#FGLS\n", - "\n", - "residual = (y - yall_pred)\n", - "olsresid['Hubei'] = residual \n", - "\n", - "n = len(residual)\n", - "covariance_matrix = np.dot(residual.reshape(-1, 1), residual.reshape(1, -1)) / n\n", - "\n", - "regularization_strength = 1e-6\n", - "covariance_matrix += np.eye(covariance_matrix.shape[0]) * regularization_strength\n", - "weights = np.linalg.inv(covariance_matrix)\n", - "model_fgls = sm.GLS(y, X, sigma=covariance_matrix).fit()\n", - "print(model_fgls.summary())\n", - "hb_fgls=model_fgls" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "id": "2d6aae4a-249b-482a-acd8-d6bd6bdde397", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "# Getting the predicted values from the model\n", - "y_pred = model_fgls.predict(X)\n", - "\n", - "# Getting the residuals from the model\n", - "residuals = y - y_pred\n", - "rp['Hubei']=residuals" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "id": "049fe948-874b-4ff2-ad1a-b1065244b9f2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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avrGoutPrimIndMechPowerdttemp_muprecip_muhwavecwave
01.5976469.9881509.400275017.3872001470.8621585.6712334.356164
11.60921410.0077669.449767116.9619011228.0393844.4931512.191781
21.60878910.0048799.460609217.0794091183.2114734.8082195.520548
31.6270829.9715019.528321316.7250371274.4353602.1232886.095890
41.6564889.9408519.588140417.2150041297.4912244.8219182.547945
51.6604269.9386669.637267517.2540941161.8041523.7397264.945205
61.6605649.9009349.690474616.9107451132.6639553.0821925.027397
71.6928589.9027829.736748717.1708321361.3024404.0684933.109589
81.6520659.9047429.812233817.9879601388.3880574.6438363.410959
91.6690829.9164489.906966917.5513971532.2829623.2328773.410959
101.7051669.96221910.0032151017.1057901448.1668454.3561642.876712
111.7267499.94191910.0681631117.5256051354.9114945.2191784.383562
121.6819699.92036410.1258671217.6873391927.4723894.0547952.575342
131.6850119.88426910.1903381317.6398491228.6944564.3287674.657534
141.7143579.84430010.2832691417.7893841441.6986304.3698633.739726
151.7112549.82384910.3703171517.4614991355.5446287.1232886.780822
161.7646139.79281310.4389891618.0580051519.5202276.5205484.712329
171.7824229.76632110.5144561718.1295481216.3255574.6986303.328767
181.8125109.75292010.6019061817.5784461394.4831984.9452053.082192
191.8029139.73687210.6811231917.9301161224.0061006.4246584.602740
201.7824009.73508710.7475412017.6114081639.7613446.1917816.315068
211.7999299.72909810.8068132117.2679531025.2623075.5616444.164384
221.8171399.72255910.8569282216.8631211628.1210404.6438365.753425
231.7862579.71475110.9033712318.0876231336.0549024.9589044.068493
241.8046779.71194610.9473512417.8931671436.5125213.7397263.849315
251.8120009.69197010.9842842517.9438411600.4873722.7123291.178082
261.8069139.67238711.0182262618.0662721714.1441573.6301375.054795
271.8202169.62586111.0436942718.0990211581.4379283.4657532.643836
281.8510999.59040611.0569942818.0473831481.4186645.7260274.493151
291.8631519.55339111.0777982917.9543291624.1070214.5753423.726027
301.8470749.03121411.0957343017.8599371874.7007714.0547954.136986
311.8657908.98844611.1089193118.5940441603.8068288.9452052.534247
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" - ], - "text/plain": [ - " avrGout PrimInd MechPower dt temp_mu precip_mu hwave \\\n", - "0 1.597646 9.988150 9.400275 0 17.387200 1470.862158 5.671233 \n", - "1 1.609214 10.007766 9.449767 1 16.961901 1228.039384 4.493151 \n", - "2 1.608789 10.004879 9.460609 2 17.079409 1183.211473 4.808219 \n", - "3 1.627082 9.971501 9.528321 3 16.725037 1274.435360 2.123288 \n", - "4 1.656488 9.940851 9.588140 4 17.215004 1297.491224 4.821918 \n", - "5 1.660426 9.938666 9.637267 5 17.254094 1161.804152 3.739726 \n", - "6 1.660564 9.900934 9.690474 6 16.910745 1132.663955 3.082192 \n", - "7 1.692858 9.902782 9.736748 7 17.170832 1361.302440 4.068493 \n", - "8 1.652065 9.904742 9.812233 8 17.987960 1388.388057 4.643836 \n", - "9 1.669082 9.916448 9.906966 9 17.551397 1532.282962 3.232877 \n", - "10 1.705166 9.962219 10.003215 10 17.105790 1448.166845 4.356164 \n", - "11 1.726749 9.941919 10.068163 11 17.525605 1354.911494 5.219178 \n", - "12 1.681969 9.920364 10.125867 12 17.687339 1927.472389 4.054795 \n", - "13 1.685011 9.884269 10.190338 13 17.639849 1228.694456 4.328767 \n", - "14 1.714357 9.844300 10.283269 14 17.789384 1441.698630 4.369863 \n", - "15 1.711254 9.823849 10.370317 15 17.461499 1355.544628 7.123288 \n", - "16 1.764613 9.792813 10.438989 16 18.058005 1519.520227 6.520548 \n", - "17 1.782422 9.766321 10.514456 17 18.129548 1216.325557 4.698630 \n", - "18 1.812510 9.752920 10.601906 18 17.578446 1394.483198 4.945205 \n", - "19 1.802913 9.736872 10.681123 19 17.930116 1224.006100 6.424658 \n", - "20 1.782400 9.735087 10.747541 20 17.611408 1639.761344 6.191781 \n", - "21 1.799929 9.729098 10.806813 21 17.267953 1025.262307 5.561644 \n", - "22 1.817139 9.722559 10.856928 22 16.863121 1628.121040 4.643836 \n", - "23 1.786257 9.714751 10.903371 23 18.087623 1336.054902 4.958904 \n", - "24 1.804677 9.711946 10.947351 24 17.893167 1436.512521 3.739726 \n", - "25 1.812000 9.691970 10.984284 25 17.943841 1600.487372 2.712329 \n", - "26 1.806913 9.672387 11.018226 26 18.066272 1714.144157 3.630137 \n", - "27 1.820216 9.625861 11.043694 27 18.099021 1581.437928 3.465753 \n", - "28 1.851099 9.590406 11.056994 28 18.047383 1481.418664 5.726027 \n", - "29 1.863151 9.553391 11.077798 29 17.954329 1624.107021 4.575342 \n", - "30 1.847074 9.031214 11.095734 30 17.859937 1874.700771 4.054795 \n", - "31 1.865790 8.988446 11.108919 31 18.594044 1603.806828 8.945205 \n", - "\n", - " cwave \n", - "0 4.356164 \n", - "1 2.191781 \n", - "2 5.520548 \n", - "3 6.095890 \n", - "4 2.547945 \n", - "5 4.945205 \n", - "6 5.027397 \n", - "7 3.109589 \n", - "8 3.410959 \n", - "9 3.410959 \n", - "10 2.876712 \n", - "11 4.383562 \n", - "12 2.575342 \n", - "13 4.657534 \n", - "14 3.739726 \n", - "15 6.780822 \n", - "16 4.712329 \n", - "17 3.328767 \n", - "18 3.082192 \n", - "19 4.602740 \n", - "20 6.315068 \n", - "21 4.164384 \n", - "22 5.753425 \n", - "23 4.068493 \n", - "24 3.849315 \n", - "25 1.178082 \n", - "26 5.054795 \n", - "27 2.643836 \n", - "28 4.493151 \n", - "29 3.726027 \n", - "30 4.136986 \n", - "31 2.534247 " - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "HNldf" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "id": "d7943b0c-abcb-492e-92ff-16ed85426a59", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "#separating independent and dependent variable\n", - "X = HNldf.dropna().iloc[:,1:].values\n", - "y = HNldf.dropna().iloc[:,0].values\n", - "\n", - "#s = optimize(0.8,0.1,5,1,0,0,npass=7)\n", - "#21 26\n", - "#print(s)\n", - "\n", - "from sklearn.model_selection import train_test_split\n", - "X_train, X_test, y_train, y_test = train_test_split(X,y, train_size=0.8, random_state=1010)\n", - "\n", - "from sklearn.linear_model import LinearRegression\n", - "hnreg = LinearRegression()\n", - "hnreg.fit(X_train, y_train)\n", - "\n", - "# Predicting the Test set results\n", - "y_pred = hnreg.predict(X_test)\n", - "yt_pred = hnreg.predict(X_train)\n", - "yall_pred = hnreg.predict(X)" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "id": "c0a21c18-239a-41c9-a93e-579721e89025", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-8.85650284e-04, 3.91047594e-02, 7.19293505e-03, -1.99400716e-02,\n", - " -3.77515334e-05, 2.96957612e-03, -4.95029413e-03])" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hnreg.coef_" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "aa3b7d8b-b4fa-4bbe-8e43-3bfcb61c343b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " GLS Regression Results \n", - "=======================================================================================\n", - "Dep. Variable: y R-squared (uncentered): 1.000\n", - "Model: GLS Adj. R-squared (uncentered): 1.000\n", - "Method: Least Squares F-statistic: 8.474e+04\n", - "Date: Fri, 24 Nov 2023 Prob (F-statistic): 4.69e-53\n", - "Time: 13:41:24 Log-Likelihood: 95.388\n", - "No. Observations: 32 AIC: -176.8\n", - "Df Residuals: 25 BIC: -166.5\n", - "Df Model: 7 \n", - "Covariance Type: nonrobust \n", - "==============================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "------------------------------------------------------------------------------\n", - "x1 -0.0206 0.027 -0.775 0.446 -0.075 0.034\n", - "x2 0.1969 0.030 6.503 0.000 0.135 0.259\n", - "x3 -0.0038 0.002 -1.640 0.113 -0.009 0.001\n", - "x4 0.0007 0.007 0.099 0.922 -0.014 0.016\n", - "x5 -2.421e-05 1.3e-05 -1.856 0.075 -5.11e-05 2.65e-06\n", - "x6 0.0009 0.002 0.405 0.689 -0.004 0.005\n", - "x7 -0.0043 0.002 -2.137 0.043 -0.008 -0.000\n", - "==============================================================================\n", - "Omnibus: 2.899 Durbin-Watson: 0.831\n", - "Prob(Omnibus): 0.235 Jarque-Bera (JB): 2.240\n", - "Skew: 0.647 Prob(JB): 0.326\n", - "Kurtosis: 2.940 Cond. No. 2.51e+04\n", - "==============================================================================\n", - "\n", - "Notes:\n", - "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", - "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[3] The condition number is large, 2.51e+04. This might indicate that there are\n", - "strong multicollinearity or other numerical problems.\n" - ] - } - ], - "source": [ - "#FGLS\n", - "\n", - "residual = (y - yall_pred)\n", - "olsresid['Hunan'] = residual \n", - "\n", - "n = len(residual)\n", - "covariance_matrix = np.dot(residual.reshape(-1, 1), residual.reshape(1, -1)) / n\n", - "\n", - "regularization_strength = 1e-6\n", - "covariance_matrix += np.eye(covariance_matrix.shape[0]) * regularization_strength\n", - "weights = np.linalg.inv(covariance_matrix)\n", - "model_fgls = sm.GLS(y, X, sigma=covariance_matrix).fit()\n", - "print(model_fgls.summary())\n", - "hn_fgls=model_fgls" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "35c96e95-2a58-4af8-8157-8a7867b83831", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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}, - { - "cell_type": "code", - "execution_count": 71, - "id": "30ec9fd7-493b-4081-96f9-4475f8423efc", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "r_ax[1,1].scatter(X[:,2]+1990,np.exp(y),c=cmap[4])\n", - "#r_ax[1,1].plot(X[:,2]+1990, np.exp(yall_pred), c=Cln_light)\n", - "r_ax[1,1].plot(X[:,2]+1990, np.exp(model_fgls.predict(X)), c=Cln)\n", - "r_ax[1,1].set_title('Hunan')\n", - "r_ax[1,1].set_xticks(np.arange(1990,2025, 5))\n", - "r_ax[1,1].set_yticks(np.arange(5,6.7, 0.2))\n", - "\n", - "r_f" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "id": "52f96eea-5f8f-482e-826d-975f5583edd3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.0010211742701726483,\n", - " 0.0007829285521484318,\n", - " 0.0040021703990352426,\n", - " 0.00048084493712285405,\n", - " 0.0011796207806821805,\n", - " 0.0003991806374463031]" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "er" - ] - }, - { - "cell_type": "markdown", - "id": "f74f0434-0560-4c3f-a906-6549a03ce070", - "metadata": {}, - "source": [ - "# Evaluation" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "id": "935414be-b38b-46e3-bae9-a9ffe9e71c48", - "metadata": {}, - "outputs": [], - "source": [ - "prov=['Jiangsu','Zhejiang','Anhui','Jiangxi','Hubei','Hunan']" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "id": "e8cb4db7-8606-443c-9f86-f8986d76ae6e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1 -0.154906\n", - "Name: Hubei, dtype: float64" - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "olsresid[prov[4]][olsresid[prov[4]]<-0.15]" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "id": "03f76b0e-cdc6-493a-9596-026a301883ea", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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AQLbSoXLLjF2vSsauBwAAACBn61C5acauVyVj18suHjx4oJ07dya0mzVrprp166Y4pmHDhmrTpk1Ce+vWrQoLs96xF0ePHlWfPn304YcfKjo6OiHu6emZ5jkvX75smIsdPmCODpVT/m/B6utVqZeh6wEAkJEo+AAAANlKpULlVK94zQxZq37xp1TRq2yGrAUAAAAAklSpUGnVK54xX6rXL15VFb1KZcha2c2+ffsMhRBdunQxa1znzp0Tfo6IiNDvv/9ulXzef/999e3bVydOnEiIOTk5acKECerbt2+a5z1//ryhTcEHzFGpUHHVK14+Q9aqX7yCKnolvbMOAADZAQUfAAAg23mlfq+MWadBxqwDAAAAAE96pb55xQPpXqfBCxmyTnZ08OBBQ7tJkyZmjWvcuLGhvXfvXqvk888//xjalStX1ooVKzR06NB0zXvu3LmEn/Pnz68SJUqkaz7kHK/Ub50x6zTImHUAAMgsFHwAAIBsp3m5xmpv46NdOlRppWfLNrLpGgAAAACQlObl6qm9jY926VClmZ4tm7HHLmQnFy5cSPjZ09NTRYsWNWucp6enihQpktA+deqUVfPy8PDQ5MmTtWbNGtWqVSvd8z25wwe7e8ASzcvVUPvKtj1qpUOVenq2bHWbrgEAQGbLldkJAAAA2MLkFsN19OYp3QsNsPrc3u5emtT8davPCwAAAADmmtziFR29eU73Qh9afW5v94Ka1Hyg1efNSa5cuZLwc5kyZSwaW7p0afn7+0uS/Pz8FB8fLwcHh3TlU7RoUbVv3179+vVT/vz50zXXk54s+KhSpYqioqK0e/du7dy5UydOnND9+/fl6Ogob29v1a5dW+3atVPbtm3T/XyQPUxu0UNHb17WvdBHVp/b272AJjXvYfV5AQDIaij4AAAA2ZKHa3590XWGhqyZoKDIEKvNmz93Xn3RdYY8XK33ARkA+3T9+nWtWrVKhw4d0rVr1xQWFiZPT08VL15cLVq0UNeuXVW8eHGb5hAfH699+/Zp06ZNCR+oS1LhwoVVvnx5denSRW3atFHu3Lmtuu5PP/2k6dOnS5JKlCihPXv2WHV+AADsRXx8vEKjwhUdFyNnx1xyd3HNsC+yPVzz6YuukzVkzTQFRYZabd78ud31RdfJ8nDNZ7U5c5rAwEBFRkYmtJ/cscMc3t7eCT9HRUUpICBAhQoVSldOX331VbrGJ+X27dsKDAw0tNu3b6+bN2+a9L127ZquXbumjRs3qnr16po+fbpq1qxp9ZxgXzxc3fVF12EasmahgiLDrDZv/txu+qLrMHm4ulttTgAAsioKPgAAQLZVqVA5fdfzYw3f8K5VdvrwdvfSF11nqFKhclbIDoC9iomJ0eeff67vvvtOsbGxhsf8/f3l7++v48ePa+HChRo9erSGDh0qR0frn6bp5+enCRMm6Pjx4yaPXb16VVevXtWePXtUqlQpzZkzR3Xq1LHKulevXtWcOXOsMhcAAPbo4v3r2uZzQGf8L+vcXV9DsUX+3O6qVricahSpoI5VmqmiVymb5lKpUGl91/M9Dd8wyyo7fXi7F9QXXSerUqHSVsgu5woIML7/LFCggEXj8+UzFts8evQo3QUftnDu3DlDe9euXWaNO3v2rF5++WXNmTNHbdu2tXpeERERiomJsfq8thYREZFiO7sq6V5QCzsP1dhti3U/LCjd8xVyy69PO7yiku4FFR4eboUM7U9OfS3B+ngtwVqy82spK1xzUPABAACytUqFyml13y81e9+X2nbhtzTP06FKK01q/jo7ewA5XGxsrMaOHatff/011b7R0dGaO3euzp8/r08++cSqeVy+fFkDBw7UvXv3Uu3r5+enfv36acGCBWrVqlW61o2NjdXkyZNz7AenAICcbZ/vMS0+uknHbp1Ptk9QZKgO+Z3WIb/T+v7IBtUrXlX9nmovDxt+DFupUGmt7jtbs/ct0bYL+9M8T4cqzTSp+UB29rCCsDDjTgXu7pbtMpC4f2io9XZwsaYnj3N5LF++fOrVq5c6deqkMmXKyMnJSTdu3NDvv/+uH374QQ8ePJAkhYeHa9y4cfr555/11FNPWTUvHx8fq86XWZ48FignmFLzeS278rcO3b+a5jkaFyqrvuUbKurOA52988B6ydm5nPZagu3wWoK18FqyLgo+AABAtufhml8zn5+kDpVbasnRX3T01imzx9Yv/pReadBLz5ZtZMMMAdiLefPmGYo9PDw8NGrUKLVu3VpeXl66c+eONm/erG+++SahKGLLli2qWLGihg8fbpUcQkNDNWLECEOxR6NGjfTqq6+qdu3acnJy0rlz57R48eKEuyxjYmI0fvx4rVq1ShUrVkzz2t9++22SO4oAAJCdBYYHa9bexdruc8DiscdundexW+fVuFA19S3fWnmdXW2Q4b/Hu8x8fqQ6VG6qJUc36WgKRSmJ1S9eVa80eEHPlq1rk9xyoqioKEPb2dnZovG5chk/to+Ojk53TraQuOCjRo0amjdvnkqWLGmIV65cWZUrV1bv3r01cuRI/f3335KkyMhIjRs3Ttu2bTN5zsh58jrn1rAqz6ixd1ltv3lWPkF3zR5bOX9hdShRQ7U8S9gwQwAAsiauogAAQI7RvFxjNS/XWJcCrmrbhd912v+Czt29qKDIkIQ++XPnVbXClVSzSBV1qNJSFb3KZl7CALKUS5cu6ZtvvkloFytWTMuXL1exYsUSYmXKlNGIESPUrl079e/fXw8f/ru1+hdffKEXXnjB5MPvtFi0aJF8fX0T2j179tSMGTMMx8Y0bNhQDRs21DfffJNw/EpoaKg+/PBDff/992la9/z585o/f376kgcAwM743L+mERtmp/u4lEP3z+lCkJ/GVu+p6lbKLSnNy9VT83L1dCnAT9suHNBp/0vJHjtTs0hFdajS1ObHzuREcXFxhraDg4NF4xMfBxgfH5/unGyhZs2aioqK0o0bNxQXF6dvv/1Wnp6eyfb38PDQokWL1K1bN/n5+UmSrl+/rnXr1qlXr14ZlTayuNqeJVXbs6RuhAbq8P2r8g2+r6uhDxQW83+FVG65XFTW3VPl8hVSo0JlVdLdI/MSBgAgk1HwAQAAcpyKXmU1qukrkv794CwsOlxRsdFycXKWm7OrxR/GAcgZFi5cqNjYWEn/fmj/6aefGoo9nlSpUiXNnz9f/fv3V3x8vKKjo7Vw4ULNnDkzXTk8evRIP/74Y0K7cuXK+uCDD0y+FHjs1Vdfla+vr9asWSNJ2r9/v/7++281bNjQonWjoqI0adKkLHt3KQAAtuBz/5qGrpluKJZIj8CoEM0+vVLlK1TQUyUqWWXO5FT0KqVRTftIevyeJ+KJ9zx5eM9jY05OToZ24gKQ1CQ+C97FxSXdOdnCsGHDLB6TN29ejRs3TmPHjk2Ibdy40aoFH5UrV7bLHUMiIiIMW9yXL19eefLkycSMMld1Se3UVNLjv2NRio6LkbNjLrk5u/B3LAW8lmAtvJZgLdn5tRQTE5Ppx8nZ31UPAACAFTk4OMjdxU2WnagMIKd58OCBdu7cmdBu1qyZ6tZNedvzhg0bqk2bNgnHqmzdulVTpkyRm5tbmvPYsGGDIiIiEtqvvfZaqluEjx8/Xhs3bkwo1li9erXFBR8LFixI2LLb29tbnp6eunDhgoXZAwBgPwLDgzViw2yrFXs8FhYTobHbPtEv/T6Sh2s+q86dnH/f87jKXbY5TgamXF2Nv+vIyEiLxifun1ULPtKqXbt2cnNzU1hYmCTp+PHjioiIsNoXP3ny5LH4GJ2sKE+ePCavpZzMTWl/H5XT8VqCtfBagrVkp9dSVrg5KunbwAAAAAAACfbt22d4A9elSxezxnXu3Dnh54iICP3+++/pyuNx8Yj07xcJbdq0SXWMl5eXmjZtmtDes2ePybnyKfnnn3/07bffJrRnzJihAgUKmD0eAAB7NGvv4nQf45Kc+2GBmr1viU3mRtaQ+FopJCQkmZ5JCw01Fhp5eHikN6UsJVeuXKpZs2ZCOzo6Wv7+/pmYEQAAgP2i4AMAAAAAUnHw4EFDu0mTJmaNa9y4saG9d+/eNOcQFRWlY8eOJbTr1Klj9l2QT+YRHBxsmCcl4eHhmjRpUsJRNj169FDLli3NTxoAADu0z/eYtvscsOka2y7s1z5f8/7/GPanUKFChuMmHjx4YNH4+/fvG9qenp5WySsr8fLyMrQfPrRNgRUAAEB2R8EHAAAAAKTiyeNLPD09VbRoUbPGeXp6qkiRIgntU6dOpTmHK1euGHYZqV69utljq1WrZmibm8ecOXN09epVSVKxYsX09ttvm70mAAD2avHRTRmyzpIMWgcZz8XFRYULF05o375926Lxd+7cSfi5cOHC2e5IF0mKj483tLPjcwQAAMgIFHwAAAAAQCquXLmS8HOZMmUsGlu6dOmEn/38/Ew+3DbX5cuXDe2yZcuaPbZUqVKG9vXr11Mdc/DgQf38888J7RkzZihfvnxmrwkAgD26eP+6jt06nyFrHb11XpcC/DJkLWS8SpUqJfx87dq1hB3TUhMTE6Nr164ltCtXrmz13KwhPj5egYGBunz5sg4dOmRxUUviXU8KFixozfQAAAByDAo+AAAAACAFgYGBioyMTGg/uWOHOby9vRN+joqKUkBAQJryuHv3rqFtSR5P5iClfpdpSEiI3n777YTilD59+uiZZ54xez0AAOzVNhsf5WKy3oWMXQ8Zp3bt2gk/h4eH6+LFi2aNO3/+vOHa88l5spKlS5eqcePG6tixowYMGKBffvnF7LFxcXE6e/ZsQrtgwYJm76AHAAAAIwo+AAAAACAFiQs0ChQoYNH4xLtiPHr0KMPzyJMnj2Gb7NRymDFjhm7duiVJKlGihCZOnGhBpgAA2K8z/pdT72RFp/0vZeh6yDiJi2V/++03s8Yl7tesWTOr5WRNVapUMbT/+OMPs8f+8ccfCgkJSWg3btxYDg4OVssNAAAgJ8mV2QkAAAAAQFYWFhZmaLu7u1s0PnH/0NDQTMnDzc1NUVFRqeawe/durVu3TpLk4OCgDz/8UHnz5rUwW+uIiIhQTExMpqyd0SIiIlJsA9kJr3dkVfHx8Tp71zdD1zx711dhYWF82Z1FWPO6o06dOipRooRu3rwpSVq1apUGDx6s3LlzJzsmPDxcq1atSmiXKlVK9erVs1pO1lS3bl15eHgoMDBQknTixAmdPHlStWrVSnFcbGysFi5caIi99NJLtkoTAAAg26PgAwAAAABS8LhI4jFnZ2eLxufKZXzbFR0dbZU8Es+bmifzTu7LjAcPHmjKlCkJ7X79+qlJkyYWrWNNPj4+mbZ2Zrty5UpmpwBkGF7vyCrCYyIVHJm2wsy0Co4M1bFTJ+SayyX1zlYUHx+viNgoxcTHKpeDk/I4uVB0YmWOjo7q27evPv74Y0nSrVu3NH36dM2YMSPZMVOnTjUc49e/f/8s++/i4uKibt26afHixQmxKVOmaPny5XJzc0t23Mcff6wTJ04ktOvWraunn37alqkCAABkaxR8AAAAAEAK4uLiDG1LP3R3dDSepBkfH5+mPGJjY1OcNzVP5p34OT02derUhKNjSpcurfHjx1uYJQAA9ismPjb1TjZZN0aS7Qs+boTe06H75+UbfFvXQu8qLOb/dtdxy5VHZdwLq1y+YmpcqKpKunvbPJ+coF+/flq2bFnCLh+rV69WfHy83nnnHUNRRFhYmKZPn67169cnxMqWLav//Oc/Sc5748YNtWnTxhC7cOGC9Z9AKoYPH66NGzfqwYMHkqTz589rwIAB+uijj1S+fHlD3wcPHmjmzJnauHFjQixPnjz68MMPMzRnAACA7IaCDwAAAABIgZOTk6GdXLFEchLvpuHikrYvdBLv6JG4ACQ1T/ZPKocNGzZox44dkv4tJpk5c2aKd2cCAJDd5HJwSr2TTda17Ue0Jx5c1rabf+ti0I1k+4TFROjco+s69+i6tt44pEr5S6pjiUaq5Vk+2TFInaurq+bOnatBgwYpPDxckvTLL7/o119/VatWrVSkSBHduXNHv//+u4KCggzjPvvsszRfN2aUAgUKaP78+Ro8eLAiIyMlSadOnVLnzp3VuHFjVa1aVZJ09epVHThwwHCEl4uLixYsWGBSGAIAAADLUPABu3H9+nWtWrVKhw4d0rVr1xQWFiZPT08VL15cLVq0UNeuXVW8eHGb5hAfH699+/Zp06ZNOnHihO7fvy9JKly4sMqXL68uXbqoTZs2KZ7FKUmHDh3SgAEDrJZXShX8DRs2NLxhNJeTk5POnj2bnrQAAACyBVdXV0P78YfZ5krcP60f3OfJk8fQTnzES2oSf8D+JH9/f8P24gMGDFCDBg3SkKV1Va5c2eKja+xVRESE4ViL8uXLm/ybA9kFr3dkVfHx8cr3j3uGHuuSL7e76j1V2ybHdjyKCNHcAz9r5+VDFo+9GHRDnwfdULsKTTSuaV8VyJPX6vllRTExMVY/Uq5u3br66quvNGLECAUHB0uSgoKCtGHDhiT758+fX1988YWqVatm1TxspUGDBvr22281fvz4hONoYmNjdeDAAR04cCDJMd7e3po1a5aeeeaZjEwVAAAgW8oZn5zBrsXExOjzzz/Xd999Z3IXo7+/v/z9/XX8+HEtXLhQo0eP1tChQy3e3tocfn5+mjBhgo4fP27y2NWrV3X16lXt2bNHpUqV0pw5c1SnTh2r52CpGzdupKnYAwAAAP+nQIEChnZISIhF40NDjV8aeXh4ZHge8fHxCXeVJpXD22+/nXDdWLZsWY0dOzZNOVpbnjx55OzsnNlpZIo8efKYFBsB2RWvd2Ql1QuX0yG/0xm6ni121PK5f00jNszWvdCH6Zrn18t/6fidC/qi62RVKlTaStllXdHR0TaZt3Hjxtq2bZs++eQTbd261VCI+5izs7M6duyo8ePHq0iRIjbJw1YaNWqkjRs36ocfftDKlSsVGBiYZL9ChQqpS5cuGjFihPLly5exSQIAAGRTFHwgS4uNjdXYsWP166+/pto3Ojpac+fO1fnz5/XJJ59YNY/Lly9r4MCBunfvXqp9/fz81K9fPy1YsECtWrWyah5JKV06+Tfb58+ft/n6AAAA2V2hQoXk4OCg+Ph4SUo4o9xcj3eFe8zT0zNNeXh7exvaAQEBZo998OCB4SgaLy+vhJ+XLVumP//8U9K/R7nMmjWLO+0BADlWjSIVMrTgo2aRilaf0+f+NQ1dM11BVtqp5F7oQw1ZM03f9XwvRxR92Iq3t7dmzpypKVOm6O+//9bNmzf16NEjubm5qWzZsqpbt67y589v1lwlS5ZMccdfS40aNUqjRo1K1xwFCxbUuHHjNGbMGJ09e1YXLlxIKPwoVKiQypQpo9q1a9vkRj0AAICcjIIPZGnz5s0zFHt4eHho1KhRat26tby8vHTnzh1t3rxZ33zzTcIdi1u2bFHFihU1fPhwq+QQGhqqESNGGIo9GjVqpFdffVW1a9eWk5OTzp07p8WLF2vXrl2S/t2VZPz48Vq1apUqVjR94964ceM0vSm7du2aevbsmbD9Y758+bRo0aJk+z9Z8JE7d24dO3Ysx2yJDQAAYC0uLi4qXLiw/P39JUm3b9+2aPydO3cSfi5cuHCaj3QpVaqUoW1JHon7lixZMuHnbdu2JfwcFxenl156yaK8bt68qSpVqiS0S5QooT179lg0BwAAWUWHyk31/ZGkj9qwyXpVmlp1vsDwYI3YMNtqxR6PBUWGaviGWVrdd7Y8XNmZIT3c3NzUokWLzE7DZpycnPTUU0/pqaeeyuxUAAAAcgTKaZFlXbp0Sd98801Cu1ixYlq/fr1efvllFS9eXLlz51aZMmU0YsQIrV69WgULFkzo+8UXX+jGjRtWyWPRokXy9fVNaPfs2VNLlixR8+bNVaBAAeXNm1cNGzbUwoUL9eabbyb0Cw0N1YcffmiVHCQpPDxcI0eOTCj2kKRZs2apQoUKyY45d+5cws8VK1ak2AMAACCNKlWqlPDztWvXTI4aTE5MTIyuXbuW0K5cuXKac0g89sqVK2aPTdz3yecDAAD+T6VCpVWveNUMWat+8aqq6FUq9Y4WmLV3cbqPcUnOvdCHmr1viU3mBgAAAJA2FHwgy1r4/9i78/go63P//+8Bsg7EQDYMW4JZiKBA2DxBQ1FPNVTAloN+hS8HPILHErFWa8Fj9YhyBNyrEmopFNQvrSCeRqxB6wKpYFNJcAlmhQCBSDYIIZMd5vcHP8ZMSMg2c88keT0fDx+P+Uzu+7quwUEz91z351q3znYh3WQy6aWXXtKVV17Z4rGRkZF69dVXZTKZJF0Y77Ju3bou13DmzBm98cYbtnVUVJRWrlzZ6taDS5Ys0Zw5c2zrvXv36ssvv+xyHZL07LPPKjc317a+6667dPPNN1/2nKYNH6NGGXOxAgAAoCcaO3as7XFNTY3y8vLadV52drbq6upajNNRgYGBCg0Nta2/+eabdp/79ddf2627UgcAAD3dogkzjckzcZZD46UWZGhX7j6HxmwuJWevUgsynJoDAAAAQPvR8AG3dOrUKf3tb3+zradOnarx48df9pxJkybppptusq0/+OADVVdXd6mO5ORk1dbW2tb33XefPDw8LnvOww8/bHfM9u3bu1SDdKFxZOvWrbb1sGHDtGLFisuec/bsWZ04ccK2puEDAACg866//nq79Weffdau85ofN3XqVIfVkZ2dbTcupjVWq1W7d++2rUeMGGE3HubNN99UTk5Oh/6ZPHmy7fwhQ4bY/YxxLgCA7i4+PFa3Rjl21EpzCdFTdUPY5a91ddTm9J0OjdeaLQblAQAAANA2Gj7gllJTU9XQ0GBbz5zZvjsrbrvtNtvj2tpauwvbnfHxxx/bHvv4+Ng1lLQmICBAcXE/XBT49NNPVV9f3+ka6urq9N///d92zz311FPy9va+7HnZ2dl2axo+AAAAOm/cuHEaMmSIbb1t2za7nTtaUlNTo23bttnWw4YNU2xsbJfqmDFjhu2x1WrVm2++2eY5n3zyid24w1mzHHs3MQAAPdGKaYsUZB7Y9oGdEOjrr+XxCx0aM6/smDKKsts+0AHSi7KVX15oSC4AAAAAl0fDB9zSF198Ybe+7rrr2nXelClT7NZ79uzpdA319fXKyPhhi8px48a12WTRUh1nz561i9NRr7/+ugoLf/gQfdttt9k1lLSm6TgXSYqOju50DQAAAL1dnz59NG/ePNu6qKhITz/99GXPefLJJ1VSUmJbL1iwwDaCsLOuu+46RUVF2dZbtmzRP/7xj1aPP3nypFauXGlb+/j46I477uhSDQAA9Ab+PgOUNHuF/LzMDo3r289bLyU8JH+fAQ6Nm+LkUS6X5MsxNh8AAACAltHwAbeUk5Njezxo0CANHjy4XecNGjRIISEhtvW3337b6RoOHz5st8vI1Vdf3e5zY2Ji7NadraO4uFgbN260rb29vfXwww+369ymO3wMGTJEV1xxRadqAAAAwAXz58+32+Vj+/bteuyxxy4ZI1hdXa1HH31Uf/nLX2zPhYWF6a677mox7vHjxxUdHW33T2tMJpN+9atf2dYNDQ1KTExUSkrKJcdmZWVp4cKFdk0nixcvVnBwcJuvFQAASJGBw7VxzhMO2+nD37O/lo+5UxGDhjokXlMHiw85POblZBbnG5oPAAAAQMv6uboAoCWHDx+2PR4xYkSHzh0+fLiKi4slSYWFhbJarZ26k/LQIfsPymFhYe0+t+lMdEk6duxYh/NL0m9/+1vV1tba1osWLVJoaGi7zm3a8BEdHa3z58/r888/V0pKig4cOKDi4mKdP39eAQEBGjNmjG688Ub95Cc/kYeHR6dqBQAA6Ol8fHz0wgsv6O6771ZNTY0k6Z133tFHH32k6dOnKyQkRCdPntTu3btVWVlpd97LL78sT09Ph9Qxbdo0LVq0SJs3b5YkVVVV6cEHH9T69es1adIkeXp6Kjs7W1988YWsVqvtvEmTJum+++5zSA0AAPQWkYHDtX3eWq1N3aKUnL2djjMlMEbzRt6o/h4+DqzuAqvVqqySAofHvZyskoJOX3MDAAAA4Dg0fMDtVFRU2M1Db7pjR3sEBQXZHtfX16u8vFyBgYEdrqPpnZAdraNpDZL0/fffdzj/kSNH7O4K9fPz0+LFi9t1bmNjo/Ly8mzrmpoazZ49W7m5uZcce+LECZ04cUIffvih1q1bpyeffFJTp07tcL0AAAC9wfjx4/X6668rMTFRZ8+elSRVVlYqOTm5xeP9/PyUlJR0yQ5wXfXoo4/q/PnzeuONN2zP5eTk2O2U19TkyZO1fv169evHR0AAADrK32eAVt9yvxKi4rQlfafSi7LbPun/NyF0lOZdc6v8q5z3/2BLfY0q6yxOi9+SyjqLqhtqZfZ0fAMLAAAAgPbjah/cTnl5ud26o6NIBgywn4F65syZTjV8dKUOb29veXp6qr6+3lZDR/3+97/XuXPnbOuFCxde8tpac+jQIVtuSfriiy/add6xY8e0ZMkSPf74461uOQ4AANDbTZkyRSkpKXrxxRf1wQcf2O3IdpGHh4dmzJihhx9+uMMNzO312GOPafr06XrhhReUmZnZ4jGDBw/W3XffrQULFqhv375OqQMAgN4iPjxW8eGxyi8vVErOPmUW5yurpMCu2cLPy6yY4HCNCYlQQnScIgKGqaamRt99953T6mo43+i02JdTf65BZtHwAQAAALgSDR9wO81noJvN5g6d3/x4i6Vzdzh0tQ5fX19b00VHayguLtZ7771nl3vhwoXtPr/pOJeLvLy8dPvtt+v2229XWFiYfH19dfLkSe3du1cbN27UiRMnJEnnzp3TypUrFRwcrJtuuqlDdbeltrZWjY2uuQhxOc2/pGnpSxvgcngPoat4D6EreP+0zNm/cwQFBWn16tV6/PHH9eWXX+rEiRM6c+aMfH19FRYWpvHjx8vPz69dsYYOHdrqzhxtiYuLU1xcnI4fP66vvvpKpaWlqq+v18CBAzVq1CiNHj3aKY0eb775psNjAgDQXUQEDNOyuDslXRinUt1Qq/pzDfLs6yFfD2/Dx5x49HHNJV7PvowFBgAAAFyNhg+4naY7U0gX7o7siObbVDc0NDikjo5uf9207o5+4fD222/b1f2zn/2s3bt7SJc2fAwbNkyvvvrqJVuJh4WFKSwsTP/2b/+mRx55RB9++KGkCxcrVqxYoY8//rjDO6xcTksjZdzR4cOHXV0CujneQ+gq3kPoCt4/xvL19dW0adNcXYaGDh2qoUOHuroMAAB6HZPJJLOnj0t3ujB7+sjPy2zoWBc/L7N8PbwNywcAAACgZX1cXQDQ3Pnz5+3WHb0rok8f+7e11WrtVB1Nx6m0FLctTetu/poup7GxUdu3b7eLs2DBgg7lHjlypP71X/9Vo0aN0pVXXqk//OEPl50b7+XlpRdeeEHjxo2zPVdZWalNmzZ1KC8AAAAAAACMZTKZFBMcbmjOmOBww3cyAQAAAHApGj7gdppvOd2RZgnp0t00PD09O1VH8x09mjeAtKXp8R2p4e9//7tKSkps67i4OI0YMaJDuefOnavXXntNycnJ2r17t8LCwto8x8PDQ//1X/9l99zOnTs7lBcAAAAAAADGGx1ylaH5xoREGJoPAAAAQMsY6QK34+NjvwVmXV1dh85vfnxnGz68ve23pWw+4qUttbW1narh/ffft1vPnj27Q3m7YuzYsRo5cqRtK/gTJ07o2LFjGj58uEPiR0VFdXg0jhFqa2vttr8fOXLkJf/+gcvhPYSu4j2EruD907LGxsZuM04OAACgqxKi4rRpf7Jx+aLjDMsFAAAAoHXu980rer0rrrjCbl1VVdWh8y0W+3ml/v7+htdhtVpVU1PT4Rrq6ur06aef2ta+vr768Y9/3O68jjB27Fi7L42OHz/usIYPb29veXh4OCSWM3l7e1/SeAR0BO8hdBXvIXQF758LGhoaXF0CAACAYSIDhys2dJQyirKdnmtC6ChFBAxzeh4AAAAAbWOkC9xOYGCg3QzQU6dOdej8srIyu/WgQYM6VUdQUJDdury8vN3nnjp1ym4UTUBAQLvOS0tLU3V1tW19ww03GP6FTfNaT58+bWh+AAAAAAAAdNyiCTONyTNxliF5AAAAALSNhg+4HU9PTwUHB9vW33//fYfOP3nypO1xcHBwp0e6DBtmf6dCR+pofuzQoUPbdV5qaqrd+qabbmp3TkexWq12687++QEAAAAAAMA48eGxujXKuaNWEqKn6oaw8U7NAQAAAKD9aPiAW4qMjLQ9Pnr0qM6dO9eu8xobG3X06FHbOioqqtM1ND+36ZiTtjQ/tunruZwvvvjC9thkMmnatGntztnU2bNnVVBQoP3796ugoKBD5zbfUWXgwIGdqgEAAAAAAADGWjFtkYLMzrmWE2QeqOXxC50SGwAAAEDn0PABtzR27Fjb45qaGuXl5bXrvOzsbNXV1bUYp6MCAwMVGhpqW3/zzTftPvfrr7+2W7enjoqKCh06dMi2HjlypPz9/dud86JPPvlEEydO1K233qr58+fr9ddf79D53377re1xnz59FB0d3eEaAAAAAAAAYDx/nwFKmr1Cfl5mh8b18zIrafYK+fsMcGhcAAAAAF1Dwwfc0vXXX2+3/uyzz9p1XvPjpk6d6rA6srOz7cbFtMZqtWr37t229YgRIy4ZD9OSr776ym6cyrhx4zpU60XNGzT27t2r8+fPt+vc/Px8u6aT0aNHa8AAPsgDAAAAAAB0F5GBw7VxzhMO2+kjyDxQG+c8ocjA4Q6JBwAAAMBxaPiAWxo3bpyGDBliW2/bts1u546W1NTUaNu2bbb1sGHDFBsb26U6ZsyYYXtstVr15ptvtnnOJ598ouPHj9vWs2bNaleugwcP2q072/AxdOhQu3E0JSUl+vDDD9t17iuvvGLXdHLnnXd2qgYAAAAAAAC4TmTgcG2ft1YJ0V28GSpsnLbPW0uzBwAAAOCmaPiAW+rTp4/mzZtnWxcVFenpp5++7DlPPvmkSkpKbOsFCxbIZDJ1qY7rrrvOrnliy5Yt+sc//tHq8SdPntTKlSttax8fH91xxx3typWbm2u3vvbaaztY7Q/mzp1rt16zZo1KS0sve84bb7xh1xgybNiwdjerAAAAAN2F1WpVVV21TtdUqqqu2q7hGQCAnsTfZ4BW33K/Xpn5iCaEjupUjM+PfKWH/vqi/n7kgIOrAwAAAOAI/VxdANCa+fPna+vWrTpx4oQkafv27bJarXrsscfk6+trO666ulpPP/20/vKXv9ieCwsL01133dVi3OPHj+umm26yey4nJ6fFY00mk371q1/p3nvvlSQ1NDQoMTFRq1atUkJCgt2xWVlZevDBB+2aThYvXqzg4OB2vd4jR47YrYcOHdqu81py11136e2331Z+fr6kC40o8+fP1/PPP39JI0l1dbVeeeUV/fGPf7Q916dPHz3zzDPy8vLqdA0AAACAu8grO6aU3H06WHxIWSUFqqyz2H7m52VWTHC4RodcpRnRUxUR0PY4RgAAupP48FhdOzhSj320TnuPft3h8zOKspXxXrYSoqdqefxC+fsw/hcAAABwFzR8wG35+PjohRde0N13362amhpJ0jvvvKOPPvpI06dPV0hIiE6ePKndu3ersrLS7ryXX35Znp6eDqlj2rRpWrRokTZv3ixJqqqq0oMPPqj169dr0qRJ8vT0VHZ2tr744gu7uwMnTZqk++67r915vv/+e9vjAQMGqH///p2u2cPDQ6+88ormzZuniooKSdLRo0c1d+5cjR8/Xtdee608PT1VWFiozz//XFVVVbZzTSaTVq1apcmTJ3c6PwAAAOAOUgsytDl9pzKKsls9prLOorTCTKUVZmrT/mTFho7S3RNn6Yaw8QZWCgCA8+SWHVVi8lqVWk53KU5Kzl7tP/6dkmavYMQLAAAA4CZo+IBbGz9+vF5//XUlJibq7NmzkqTKykolJye3eLyfn5+SkpIUExPj0DoeffRRnT9/Xm+88YbtuZycnFZ3Bpk8ebLWr1+vfv3a91essbFRZ86csa2vvPLKrhUs6aqrrtIbb7yhX/ziFyooKLA9f+DAAR040PI2nAMGDNDjjz+u2bNndzk/AAAA4CoVNWe1Zs9m7crd1+FzuYsZANCT5JYd1eIdT9vtbtUVpZbTumfHU9o45wmaPgAAAAA30MfVBQBtmTJlilJSUvSzn/1M3t7eLR7j4eGh2bNn6/3339ekSZOcUsdjjz2mP/7xjxozZkyrxwwePFiPPvqoNm/e3KEdOi7uYNI0jiNER0fr3Xff1cMPP6yQkJBWj/Pz89PcuXP1wQcf0OwBAACAbi237Kjmbl3eqWaPplJy9mru1uXKKzvmoMoAADBWRc1ZJSavdVizx0WVdRYtTV6jipqzDo0LAAAAoOPY4QPdQlBQkFavXq3HH39cX375pU6cOKEzZ87I19dXYWFhGj9+vPz8/NoVa+jQoa3uzNGWuLg4xcXF6fjx4/rqq69UWlqq+vp6DRw4UKNGjdLo0aPVt2/fDscdMGBAp2tqi6+vr+69914tWbJEeXl5+u6773Tq1Ck1NjYqMDBQoaGhmjBhgjw8PJySHwAAADAKdzEDAPCDNXs2d3mMS2tKLae1NnWLVt9yv1PiAwAAAGgfGj7Qrfj6+mratGmuLkNDhw7V0KFDXV1Gh5hMJkVFRSkqKsrVpQAAAAAO5+y7mLfPW8t4FwBAt5FakNHl3a7akpKzVwlRcYoPj3VqHgAAAACtY6QLAAAAAKDbM+IuZgAAuovN6TsNybPFoDwAAAAAWkbDBwAAAACgWzPqLubUggyn5gAAwBHyyo4poyjbkFzpRdnKLy80JBcAAACAS9HwAQAAAADo1riLGQCAH6Q4uQnyknw5xuYDAAAA8AMaPgAAAAAA3RZ3MQMAYO9g8SFD82UW5xuaDwAAAMAPaPgAAAAAAHRb3MUMAMAPrFarskoKDM2ZVVIgq9VqaE4AAAAAF9DwAQAAAADotriLGQB6J6vVqqq6ap2uqVRVXTUNB/8/S32NKusshuasrLOouqHW0JwAAAAALujn6gIAAAAAAOgMV97FbDKZDM0LALgwxisld58OFh9SVkmBXWODn5dZMcHhGh1ylWZET1VEwDAXVuo6DecbXZK3/lyDzPJxSW4AAACgN6PhAwAAAADQLbnyLmazJ19qAYBRUgsytDl9pzKKsls9prLOorTCTKUVZmrT/mTFho7S3RNn6Yaw8QZW6noefVxzudezr4dL8gIAAAC9HQ0fAAAAAIBuibuYAaBnq6g5qzV7NmtX7r4On5tRlK2M97KVED1Vy+MXyt9ngBMqdD9mTx/5eZkNbYj08zLL18PbsHwAAAAAftDH1QUAAAAAANAZ3MUMAD1XbtlRzd26vFPNHk2l5OzV3K3LlVd2zEGVuTeTyaSY4HBDc8YEhzPqDAAAAHARGj4AAAAAAN3SxbuYjcRdzADgfLllR7V4x9MqtZx2SLxSy2nds+OpXtP0MTrkKkPzjQmJMDQfAAAAgB/Q8AEAAAAA6Ja4ixkAep6KmrNKTF7r8JEklXUWLU1eo4qasw6N644SouKMzRdtbD4AAAAAP6DhAwAAAADQbXEXMwD0LGv2bHbYzh7NlVpOa23qFqfEdieRgcMVGzrKkFwTQkcpImCYIbkAAAAAXIqGDwAAAABAt8VdzADQc6QWZGhX7j6n5kjJ2avUggyn5nAHiybMNCbPxFmG5AEAAADQMho+AAAAAADdFncxA0DPsTl9pyF5thiUx5Xiw2N1q5ObIhOip+qGsPFOzQEAAADg8mj4AAAAAAB0a9zFDADdX17ZMWUUZRuSK70oW/nlhYbkcqUV0xYpyDzQKbGDzAO1PH6hU2IDAAAAaD8aPgAAAAAA3Rp3MQNA95fi5FEul+TLMTafK/j7DFDS7BXy8zI7NK6fl1lJs1fI32eAQ+MCAAAA6DgaPgAAAAAA3R53MQNA93aw+JCh+TKL8w3N5yqRgcO1cc4TDvt/ZJB5oDbOeUKRgcMdEg8AAABA19DwAQAAAADo9riLGQC6L6vVqqySAkNzZpUUyGq1GprTVSIDh2v7vLVKiJ7apTgJ0VO1fd5amj0AAAAAN0LDBwAAAACgR+AuZgDoniz1Naqssxias7LOouqGWkNzupK/zwCtvuV+vTLzEU0IHdWhcyeEjtKrs36t1bfcTwMkAAAA4Gb6uboAAAAAAAAc5eJdzGtTtyglZ2+n4yRET9Xy+IV8sQUABmg43+iSvPXnGmSWj0tyu0p8eKziw2OVX16olJx9yizOV1ZJgV3DjZ+XWTHB4RoTEqGE6DhFBAxzYcUAAAAALoeGDwAAAABAj3LxLuaEqDhtSd+p9KLsdp87IXSUFk2cpRvCxjuxQgBAUx59XHOJ0rOvh0vyuoOIgGFaFnenpAsjdaobalV/rkGefT3k6+Etk8nk4goBAAAAtAcNHwAAAACAHom7mAGgezB7+sjPy2zoWBc/L7N8PbwNy+fOTCaTzJ4+vW63EwAA4P6sVqss9XVqON8ojz79ZPb0ojEVaIaGDwAAAABAj8ZdzADg3kwmk2KCw5VWmGlYzpjgcP77DwAA4IbyyoqUkntAB4uPKqvkhCrrqm0/8/PyVUzwEI0OGaEZ0bGKCLjShZUC7oGGDwAAAABAr8FdzADgnkaHXGVow8eYkAjDcgEAAKBtqQUHtTn9U2UUHW71mMq6aqUV5imtME+b9n+s2NCRunviTboh7GoDKwXcCw0fAAAAAAAAAFwqISpOm/YnG5cvOs6wXAAAAGhdRY1Fa/a8q125GR0+N6PosDLeO6yE6Fgtj/+Z/H3MTqgQcG99XF0AAAAAAAAAgN4tMnC4YkNHGZJrQugoRQQMMyQXAAAAWpdbVqS5W5/rVLNHUyk5GZq79TnllRU5qDKg+6DhAwAAAAAAAIDLLZow05g8E2cZkgcAAACtyy0r0uId61RqOeOQeKWWM7pnxzqaPtDr0PABAAAAAAAAwOXiw2N1a5RzR60kRE/VDWHjnZoDAAAAl1dRY1Fi8u9VWVft0LiVddVamvx7VdRYHBoXcGc0fAAAAAAAAABwCyumLVKQeaBTYgeZB2p5/EKnxAYAAED7rdnzrsN29miu1HJGa1PfdUpswB3R8AEAAAAAAADALfj7DFDS7BXy8zI7NK6fl1lJs1fI32eAQ+MCAACgY1ILDmpXboZTc6TkZCi14KBTcwDugoYPAACAbshqtaqqzqLTNWdUVWeR1Wp1dUkAAACAQ0QGDtfGOU84bKePIPNAbZzzhCIDhzskHgAAADpvc/qnhuTZkv6ZIXkAV+vn6gIAAADQPnllBUrJ3a2DxTnKKslXZV2V7Wd+Xv0VExyh0SHRmhE9XREBYa4rFAAAAOiiyMDh2j5vrdamblFKzt5Ox0mInqrl8QvZ2QMAAMAN5JUVKaPosCG50osOKb/8e0UEXGlIPsBVaPgAAABwc6kFadqcvl0ZRZmtHlNZV6W0wq+UVviVNu1/W7GhY3T3xDt0Q9hkAysFAAAAHMffZ4BW33K/EqLitCV9p9KLstt97oTQUVo0cZZuCBvvxAq7B6vVKkt9jRrON8qjTz+ZPX1kMplcXRYAAOiFUnIPGJsvJ0PL4n5iaE7AaDR8AAAAuKmKmkqt2ZOkXbm7O3xuRlGmMt7LVEL0dC2P/7n8ffwcXyAAAABggPjwWMWHxyq/vFApOfuUWZyvrJICVdZZbMf4eZkVExyuMSERSoiOU0TAMBdW7Hp5ZceUkrtPB4sPtfpnNTrkKs2Intrr/6wAAIBxDhYfNTRfZvExQ/MBrkDDBwAAgBvKLTusxOTHVWop71KclJzPtP/4N0qavUqRgeEOqg4AAAAwXkTAMC2Lu1PShV0rqhtqVX+uQZ59PeTr4c2uFZJSCzK0OX2nMi6zG0plnUVphZlKK8zUpv3Jig0dpbvZDQUAADiZ1WpVVskJQ3NmlRyX1Wrl90T0aDR8AAAAuJn88iNK/Ovjqqyrcki8Uku57tnxiDbOeY6mDwAAAPQIJpNJZk8fmeXj6lLcQkXNWa3Zs1m7cvd1+NyMomxlvJethOipWh6/UP4+A5xQIQAA6O0s9XWqrKs2NGdlXbWqG+pk9vQ2NC9gpD6uLgAAAAA/qGqo1i93Pe2wZo+LKuuqtDT5N6qoqXRoXAAAAACulVt2VHO3Lu9Us0dTKTl7NXfrcuWVsfU5AABwvIbzjS7JW3/ONXkBo9DwAQAA4Ea2Ht6psupTToldainX2tT1TokNAAAAwHi5ZUe1eMfTKrWcdki8Ustp3bPjKZo+AACAw3n0cc3gCc++DLxAz0bDBwAAgJv4+lS20sq+cWqOlJzPlFqQ5tQcAAAAAJyvouasEpPXqrLO4tC4lXUWLU1eo4qasw6NCwAAejezp5f8vHwNzenn5StfDy9DcwJGo+EDAADATaSc+Lshebakv2NIHgAAAADOs2bPZoft7NFcqeW01qZucUpsAADQO5lMJsUEDzE0Z0zwUJlMJkNzAkaj4QMAAMANHLecVF7lEUNypRd9q/xyY3IBAAAAcLzUggztyt3n1BwpOXuVWpDh1BwdZbVaVVVXrdM1laqqq5bVanV1SQAAoANGh4wwNN+YkOGG5gNcgaFFAAAAbsDZo1yaS8nZrWVxiwzNCQAAAMAxNqfvNCTPlvSdig+PNSRXa/LKjikld58OFh9SVkmB3QgbPy+zYoLDNTrkKs2InqqIgGEurBQAALQlIWq8Nu3/2Lh80a79PQYwAg0fAAAAbqDg7HFD82UW5xiaDwAAAIBj5JUdU0ZRtiG50ouylV9e6JJGitSCDG1O33nZ11pZZ1FaYabSCjO1aX+yYkNH6e6Js3RD2HgDKwUAAO0VGRiq2NCRyig67PRcE0KvUkTAlU7PA7gaI10AAABczGq16qilyNCcWSV5bH8MAAAAdEMpTh7lckm+HGPzVdSc1Ypdr+qBnc91uLEloyhby957Vo9++Joqas46qUIAANAViybcaEyeicbkAVyNhg8AAAAXq26oUXVjjaE5K+uqVN1gbE4AAAAAXXew+JCh+TKL8w3LlVt2VHO3LteuLja1pOTs1dyty5VXdsxBlQEAAEeJDx+tW6OcO2olITpWN4Rd7dQcgLug4QMAAMDFGs43uiRv/bkGl+QFAAAA0DlWq1VZJQWG5swqKTBkd8DcsqNavONplVpOOyReqeW07tnxFE0fAAC4oRXTfqYg8xVOiR1kvkLL43/mlNiAO6LhAwAAwMU8+vRzSV7Pvh4uyQsAAACgcyz1Naqssxias7LOouqGWqfmqKg5q8TktQ5/bZV1Fi1NXsN4FwAA3Iy/j1lJs++Vn5evQ+P6efkqafa98vcxOzQu4M5o+AAAAHAxXw8f+fbzMTSnn1d/+XoYmxMAAABA1/TU3QHX7NnssJ09miu1nNba1C1OiQ0AADovMjBUG+ckOmynjyDzFdo4J1GRgaEOiQd0FzR8AAAAuJjJZNIIs7EfRGKCI2UymQzNCQAAAKBreuLugKkFGdqVu89p8SUpJWevUgsynJoDAAB0XGRgqLbPe0QJ0bFdipMQHavt8x6h2QO9Eg0fAAAAbiB8wFBD840JiTY0HwAAAICuM3v6yM/L2C3K/bzM8vXwdlr8zek7nRa7qS0G5QEAAB3j72PW6lsW6JWZizUh9KoOnTsh9Cq9OmuJVt+ygDEu6LVc0xIOAAAAO1MCr9UHx/cYli8h+keG5QIAAADgGCaTSTHB4UorzDQsZ0xwuNN2B8wrO6aMomynxG4uvShb+eWFiggYZkg+AADQMfHhoxUfPlr55d8rJSdDmcXHlFVyXJV11bZj/Lx8FRM8VGNChishOlYRAVe6sGLAPdDwAQAA4AaGmgcr0i9MeZVHnJ5rQug1iggIc3oeAAAAAI43OuQqQxs+xoREOC12ipNHuVySL2eflsXdaWhOAADQMREBV2pZ3E8kSVarVdUNdao/1yjPvv3k6+HFmGqgGUa6AAAAtMJqtaqqzqLTNWdUVWeR1Wp1ar6EITc4Nf5FiybONSQPAAAAAMdLiIozNl+08/IdLD7ktNgtySzONzQfAADoGpPJJLOntwb69JfZ05tmD6AF7PABAADQRF5ZgVJyd+tgcY6ySvJVWVdl+5mfV3/FBEdodEi0ZkRPd/guGWMHjdKUwGuVVvaNQ+M2lRA9XTeETXZafAAAAADOFRk4XLGhowwZhTIhdJTTRqBYrVZllRQ4JXZrskoKZLVa+bIIAAAAPQYNHwAAAJJSC9K0OX27Mopa3xq5sq5KaYVfKa3wK23a/7ZiQ8fo7ol3OLSBYt7ImTpUfVxl1accFvOiIHOAlsf/3OFxAQAAABhr0YSZhjR8LJo4y2mxLfU1qqyzOC1+SyrrLKpuqJXZ08fQvAAAAICzMNIFAAD0ahU1lVqxa40e2Pnfl232aElGUaaWvfeEHv1wrSpqKh1ST38PX72U8IT8vPo7JN5Ffl79lTR7lfx9/BwaFwAAAIDx4sNjdauTR7skRE/VDWHjnRa/4Xyj02JfTv25BpfkBQAAAJyBhg8AANBr5ZYd1tytP9eu3N1dipOS85nmbv258socsx1xxKAR2jjnOQWZAxwSL8gcoI1znlNkYLhD4gEAAABwvRXTFinIPNApsYPMA7U8fqFTYl/k0cc1m0979vVwSV4AAADAGWj4AAAAvVJu2WEt3vFrlVrKHRKv1FKue3Y84rCmj8jAcG2ft14J0dO7FCcherq2z1tPswcAAADQw/j7DFDS7BXy8zI7NK6fl1lJs1fI32eAQ+M2Z/b0cXjtbfHzMsvXw9vQnAAAAIAz0fABAAB6nYqaSiUmP67KuiqHxq2sq9LS5N84bLyLv4+fVt+yXK/MXKkJodd06NwJodfo1VlPafUtyxnjAgAAAPRQkYHDtXHOEw7b6SPIPFAb5zyhyMDhDol3OSaTSTHBxjamxwSHy2QyGZoTAAAAcCbX7JsHAADgQmv2JDlsZ4/mSi3lWpu6XqtvWe6wmPHhUxQfPkX55UeUkrNbmcU5yirJs2tY8fPqr5jgSI0JiVZC9I8UERDmsPwAAAAA3Fdk4HBtn7dWa1O3KCVnb6fjJERP1fL4hU7f2aOp0SFXKa0w07B8Y0IiDMsFAAAAGIGGDwAA0KukFqRpV+5up+ZIyflMCVE/Unz4FIfGjQgI07K4RZIkq9Wq6oYa1Z9rkGdfD/l6+HCnGgAAANBL+fsM0Opb7ldCVJy2pO9UelF2u8+dEDpKiybO0g1h451YYcsSouK0aX+ycfmi4wzLBQAAABiBhg8AANCrbE7fbkieLenvOLzhoymTySSzp6+MnXgNAAAAwJ3Fh8cqPjxW+eWFSsnZp8zifGWVFKiyzmI7xs/LrJjgcI0JiVBCdJwiAoa5rN7IwOGKDR2ljA40qHTWhNBRLn2tAAAAgDPQ8AEAAHqNvLICZRQZs11wetG3yi8/wmgVAAAAAIaLCBimZXF3Srq4O2Btk90Bvd1qd8BFE2Ya0vCxaOIsp+cAAAAAjNbH1QUAAAAYJcXJo1wuyZdjbD4AAAAAaO7C7oA+GujjJ7On+42CjA+P1a1Rzh21khA91SUjawAAAABno+EDAAD0GgeLcwzNl2lwPgAAAADojlZMW6Qg80CnxA4yD9Ty+IVOiQ0AAAC4Gg0fAACgV7BarcoqyTc0Z1ZJnqxWq6E5AQAAAKC78fcZoKTZK+TnZXZoXD8vs5Jmr5C/zwCHxgUAAADcBQ0fAACgV7DUV6uyrsrQnJV1VapuqDE0JwAAAAB0R5GBw7VxzhMO2+kjyDxQG+c8ocjA4Q6JBwAAALijfq4uAGivY8eOadu2bUpLS9PRo0dVXV2tQYMGKTQ0VNOmTdPs2bMVGhrq1BqsVqtSU1O1c+dOff311yorK5MkBQcHa+TIkZo5c6ZuuukmeXl5tTtmZWWlJk2a1Kl6hg8frr/97W/tOjY7O1vvvPOOvvzyS504cUK1tbUKDg7WkCFDdPPNN2vmzJkaNGhQp+oAgO6g4XyjS/LWn2uQY+9RAwAAAICeKTJwuLbPW6u1qVuUkrO303ESoqdqefxCt9vZwx2ub7bmtdde06uvvipJ+uSTTzR06NBOxdm/f7/+93//VwcOHNDJkyfV2Nio4OBgjRgxQrfeeqsSEhLUv39/R5YOAADQq9HwAbfX2Nio3/72t9q4caPOnTtn97Pi4mIVFxfrwIEDWrdunR544AEtXrxYffo4fvOawsJCPfLIIzpw4MAlPzty5IiOHDmiTz/9VMOGDdPzzz+vcePGtStuVlaWgyu1V11drVWrVmnHjh2X/OzEiRM6ceKE/vnPf+rll1/Wb37zG82ZM8ep9QCAq3j0cc2vPZ59PVySFwAAAAC6I3+fAVp9y/1KiIrTlvSdSi/Kbve5E0JHadHEWbohbLwTK+w4d7m+2Zrs7Gz9/ve/71KMU6dO6b/+67/02WefXfKzwsJCFRYW6vPPP9eLL76o1atX60c/+lGX8gEAAOACGj7g1s6dO6df/vKX+uijj9o8tqGhQS+88IKys7P14osvOrSOQ4cOaeHChSotLW3z2MLCQs2fP1+vvfaapk+f3ubxzmz4sFgsWrx4sTIyMto8trq6Wv/1X/+lgoIC/epXv3JaTQDgKmZPX/l59Td0rIufV3/5evgYlg8AAAAAeor48FjFh8cqv7xQKTn7lFmcr6ySAlXWWWzH+HmZFRMcrjEhEUqIjlNEwDAXVtwyd7m+2ZrS0lItXbpUdXV1XYqxYMECFRQUtHnsqVOn9J//+Z968sknddddd3U6JwAAAC6g4QNu7ZVXXrH7MOTv769ly5bpxhtvVEBAgE6ePKn3339fGzZsUE1NjSTpr3/9qyIiIrR06VKH1GCxWJSYmGjX7DF58mQtWbJEY8eOVd++fZWVlaXNmzfr448/lnSha//hhx/Wtm3bFBERcdn4OTk5tscjRoxo14e/9nriiSfsmj2GDBmiZcuW6frrr9eAAQN07Ngx/e///q/eeOMNNTZeGHWwYcMGRURE6Pbbb3dYHQDgDkwmk2KCI5RW+JVhOWOCI2UymQzLBwAAAAA9TUTAMC2Lu1PShXHL1Q21qj/XIM++HvL18Hb7z1zucH2zNSUlJbr77rt14sSJTse42NDStNkjOjpaS5cu1eTJk+Xt7a1Dhw7pT3/6k90OxKtWrVJ4eLiuu+66Lr0GAACA3s64feGADsrPz9eGDRts6yuvvFJ/+ctf9H//7/9VaGiovLy8NGLECCUmJmr79u0aOHCg7dikpCQdP37cIXX87ne/s/vAMmfOHG3ZskXx8fG64oor1L9/f02aNEnr1q2z2xnDYrHomWeeaTN+0x0+Ro0a5ZCaJenzzz/X+++/bxc7OTlZP/3pTxUUFCRvb29FRUVp+fLl+uMf/yhvb2/bsatXr1ZVlXF3wAOAUUaHRBuab4zB+QAAAACgJzOZTDJ7+migj5/Mnj5u3+zhLtc3W3LgwAHdcccdys/P71Kc7du368svv7Str7/+er3zzju69dZbNWjQIPn6+uqaa67RM888oxdffNE2qqaxsVFPPfXUJSNuAAAA0DE0fMBtrVu3zvYLv8lk0ksvvaQrr7yyxWMjIyP16quv2j7kNTQ0aN26dV2u4cyZM3rjjTds66ioKK1cubLVGZpLlizRnDlzbOu9e/fafeBprqGhwe5DVXS0474YfOWVV2yPvby89Nprr2nAgAEtHjt58mStXLnStq6oqNDmzZsdVgsAuIuEqB8Zmy/a2HwAAAAAAPfhDtc3m7NardqyZYsWLFig77//vkuxGhsblZSUZFsHBgbq5ZdflqenZ4vH/+QnP9H9999vWx86dEg7d+7sUg0AAAC9HQ0fcEunTp3S3/72N9t66tSpGj9+/GXPmTRpkm666Sbb+oMPPlB1dXWX6khOTlZtba1tfd9998nDw+Oy5zz88MN2x2zfvr3VYw8dOqSGhgbb2lE7fGRnZ+vrr7+2rW+//XYNG3b5Gaa33367YmJibOumWywCQE8RGRiu2NAxhuSaEHqNIgLCDMkFAAAAAHAv7nJ9s6n09HTdeeedeuaZZ+yuSQ4aNKhT8fbs2aPi4mLbeuHCha3ecHbRkiVLFBAQYFtf7topAAAA2kbDB9xSamqq3YeOmTNntuu82267zfa4trZWu3fv7lIdH3/8se2xj4+P3Qeu1gQEBCguLs62/vTTT1VfX9/isdnZ2XZrRzV8NK1b6tyfX1FRkV3TCAD0FIsmzDUmz0Rj8gAAAAAA3I+7XN+86L//+781b948u+t9ffv21SOPPKJ58+Z1Kmbza5BNa2+Np6enbrnlFts6IyNDJSUlncoPAAAAGj7gpr744gu79XXXXdeu86ZMmWK33rNnT6drqK+vV0ZGhm09btw4eXt7d7iOs2fP2sVpKisry/bYz89PQ4YM6WS19v7xj3/YHnt5eWncuHHtOs+Rf34A4K7iw6foViePdkmInq4bwiY7NQcAAAAAwH25w/XNpr766iu7dVRUlP785z9r8eLFnY7Z9Brk8OHDFRoa2q7zmr7G8+fP6+9//3unawAAAOjtaPiAW8rJybE9HjRokAYPHtyu8wYNGqSQkBDb+ttvv+10DYcPH7brwr/66qvbfW7T0SiXq6PpDh+O2t1Dsv/zi4qKanMMzUXR0dHq0+eH/yx05c8PANzZimlLFWQOaPvATggyB2h5/M+dEhsAAAAA0D24w/XNlvj7+2vFihXasWOHrr322k7HOXv2rIqKimxrZ1w7BQAAQNv6uboAoCWHDx+2PR4xYkSHzh0+fLhtdmRhYaGsVqtMJlOHazh06JDdOiwsrN3nDhs2zG597NixFo9r2vARHR2t+vp6ffLJJ/rb3/6mr7/+WmVlZerTp4+CgoI0duxY/fjHP9bNN9982ddTWlqqyspK27ojf36enp4aPHiw7cNaa3UDQHfn7+OnpNmrdM+OR1RZV+WwuH5e/ZU0e5X8ffwcFhMAAAAA0P24w/XNpgYPHqxbb71V8+fPl59f1z+zduXa6ZAhQ9SnTx+dP39eEtcgAQAAuoKGD7idiooK1dXV2dZNO9rbIygoyPa4vr5e5eXlCgwM7HAdzWdHdqSOpjVI0vfff3/JMd9//70qKirs1rfeeqtOnDhxybFHjx7V0aNH9d577+nqq6/W008/rTFjxji87ou1X2z4aKluAOgpIgPDtXHOc1qa/BuVWsq7HC/IHKCk2asUGRjugOoAAAAAAN2Vu1zfbOr111/v0vnNNb8GGRwc3O5z+/Xrp0GDBqmsrEwS1yABAAC6gpEucDvl5fZful1xxRUdOn/AgAF26zNnzhheh7e3tzw9PS9bQ1ZWlt36448/brHZo7nvvvtO//f//l99/PHHLf68ed3+/v7tqPgHTf/86urqVFtb26HzAaA7iQwM1/Z565UQPb1LcRKip2v7vPU0ewAAAAAA3Ob6pjM58hqkO74+AACA7oIdPuB2qqur7dZms7lD5zc/3mKxuKQOX19f1dfXt1pD03EuFw0YMEBz587VT37yE40YMUJ9+/bV8ePHtXv3bv3xj3/UqVOnJEk1NTV66KGH9P/+3//TNddc49C6W/rz8/b27lCM1tTW1qqxsdEhsRypeVMLTS7oKN5D3ZuXPPRE/AO6KSxOb339v/rq5HftPnfc4Ku1YOzPFDd8gqQL/33uDN5D6ArePy0z4neOY8eOadu2bUpLS9PRo0dVXV2tQYMGKTQ0VNOmTdPs2bMVGhrq1BqsVqtSU1O1c+dO20hA6cIdliNHjtTMmTN10003ycvLq8Oxa2tr9de//lX79u1TZmamTp06pZqaGg0YMEBBQUGKjY3VzTffrOuvv97RLwsAAKBbc5frm87kiGunFzn69bnrNci28NkOjsJ7CY7CewmO0pPfS+7wOwcNH3A7F5skLvLw8OjQ+f362b+tGxoaHFJH87htaVp3S3/Zmzd8jB49Wq+88oqGDh1q93xUVJSioqJ0xx136P7779eXX34p6cLuGw899JBSUlLsautq3c2Pd+R/qHJzcx0Wy5mazlgFOoP3UPc0UL5adtV8HR9crH+Wfa2Cs8d1xFKk6sYfmjh8+/kozByq8AFDNTlwrIaaQ6SqC7svORLvIXQF7x/na2xs1G9/+1tt3LhR586ds/tZcXGxiouLdeDAAa1bt04PPPCAFi9erD59HL+5YmFhoR555BEdOHDgkp8dOXJER44c0aeffqphw4bp+eef17hx49od+91339Wzzz6r06dPX/KzU6dO6dSpU8rJydGf/vQnjR49WqtXr1Z0dHRXXg4AAECP4S7XN53J2ddOu6K7XINsC5/t4Ci8l+AovJfgKLyXHIuGD7id8+fP261NJlOHzm9+Md1qtXaqjuYX7zt6kb5p3c1fkySNGTNG9fX1On78uM6fP68//OEPGjRoUKvx/P399bvf/U633367CgsLJV24q/R///d/NXfu3FZzdaXu1moHgJ5sqDlEQ80/lnTh/yG15+rVaG1UP1M/eff17PD/lwD0LOfOndMvf/lLffTRR20e29DQoBdeeEHZ2dl68cUXHVrHoUOHtHDhQpWWlrZ5bGFhoebPn6/XXntN06e3PcJq5cqV2rp1a7trOXjwoO6880799re/1bRp09p9HgAAQE/lLtc3ncnZ104BAADQPo6/zQzoor59+9qtO/oLf/OOcE9Pz07V0bwrvfmHmLY0Pb6lGu6991797ne/0/vvv68PPvjgss0eF/Xv318PPfSQ3XPvvfee3br5n19X6pY6/+cHAD2ByWSSTz8vDfAwy6efF80eAPTKK6/YNXv4+/vr8ccf12effaZvvvlGH330kR544AH5+PjYjvnrX/+qpKQkh9VgsViUmJho1+wxefJkbdiwQf/85z+Vnp6ut956SzfffLPt542NjXr44YeVn59/2dgbNmywa/YwmUy67bbbtHnzZqWlpSkzM1N79uzRs88+q1GjRtmOq6mp0YMPPthj7qYEAADoCne5vulMzr52CgAAgPZhhw+4naYXx6ULo0s6ovnxnf3A4O3tbbduvk1hW5rOn3Lkh5Yf//jH8vX1tc3JPHDggGpra231dvXPr/ncLEfWHhUV1eHtHY1QW1trt33UyJEjL/n3D1wO7yF0Fe8hdAXvn5Y1NjY6vPkgPz9fGzZssK2vvPJK/elPf9KVV15pe27EiBFKTEzUj3/8Yy1YsMA2EiUpKUmzZs26ZHxfZ/zud79TQUGBbT1nzhytWrXK7q7KSZMmadKkSdqwYYOef/55SRcaRZ555hlt2rSpxbjff/+9XnvtNdvaw8NDL7/8sl3jiCQNHjxYs2fP1owZM/Tkk0/qnXfekXRhjvtTTz2lt956q8uvEQAAoDtzl+ubztT8M0dXrkE6+vW56zXItvDZDo7CewmOwnsJjtKT30vOuAbZUd3vtx70eFdccYXduqqqqkPnWywWu7W/v7/hdVitVtXU1HS5hpb069dPY8aM0T//+U9JF7YKLy4u1ogRIyQ59s+vX79+6t+/fxcr/oG3t3eHZ5a6gre39yUfzIGO4D2EruI9hK7g/XOBM+acr1u3znYnoslk0ksvvWTX7NFUZGSkXn31VS1YsEBWq1UNDQ1at26dVq9e3aUazpw5ozfeeMO2joqK0sqVK1vdQnvJkiUqKCjQjh07JEl79+7Vl19+qUmTJl1y7FtvvWV34f2hhx66pNmjKQ8PDz311FPKz8/XV199JUn68ssv9fXXX2vs2LGdeXkAAAA9grtc33Sm5jV15TU6+vV1l2uQbeGzHRyF9xIchfcSHKUnvZeccQ2yoxjpArcTGBhot2X+qVOnOnR+WVmZ3bo9o1JaEhQUZLcuLy9v97mnTp2y26oxICCgUzW0pnm8i3eOShf+/JrX0hFNX+fAgQMZXwAAAKALv1P97W9/s62nTp2q8ePHX/acSZMm6aabbrKtP/jgA9subZ2VnJxs15Rx3333tXkx++GHH7Y7Zvv27S0e9+GHH9oe+/v7a/78+W3W07dvXy1ZssTuud27d7d5HtAbWK1WVdVV63RNparqqmW1Wl1dEgDAIO5yfdOZunoNsunxjr52CgAA0Juwwwfcjqenp4KDg1VcXCzpwtbSHXHy5Enb4+Dg4E5vCThs2DC7dUfqaH6sI7bubqr5hcKmr3HIkCHq06ePreGkK39+jq4bAACgu0pNTbXr2J85c2a7zrvtttv08ccfS7qwfeXu3bs1Y8aMTtdxMZZ0Yavwpg0lrQkICFBcXJz27NkjSfr0009VX19v9zvkqVOnVFhYaFtPmTJFXl5e7aopNjbWbt103AzQ2+SVHVNK7j4dLD6krJICVdb9cPeyn5dZMcHhGh1ylWZET1VEwLDLRAIAdGfucn3Tmbpy7fT06dN2uyMPGTLEYXUBAAD0NuzwAbcUGRlpe3z06FHb1tltaWxs1NGjR23rqKioTtfQ/Nyms6Xa0vzYpq9HutCwUVFRoUOHDiktLa3DH/qad8wPHDjQ9tjT09M23qWlWi6nuLjYbjvFrvz5AQAA9CRffPGF3fq6665r13lTpkyxW19suuiM+vp6ZWRk2Nbjxo1r97zTpnWcPXvWLo504ffLqKgo23baHbno3vwLiLNnz7b7XKCnSC3I0H+8s1Jzty7Xpv3JSivMtGv2kKTKOovSCjO1aX+y/u3//Vr/8c5K/f3IARdVDABwNne4vulMQ4cOla+vr23dlWun7voaAQAAugMaPuCWms78rqmpUV5eXrvOy87OVl1dXYtxOiowMFChoaG29TfffNPuc7/++mu7dfM63nzzTU2ZMkUzZszQv//7v+udd95pd+zz58/ru+++s60HDhyowYMHt5rvyJEjOnPmTLtiX5y93lrdAAAAvVVOTo7t8aBBgy75/as1gwYNUkhIiG397bffdrqGw4cP2+0ycvXVV7f73JiYGLt18zoiIiK0c+dOpaWl6euvv1ZiYmK7Yzff0aNpMzLQ01XUnNWKXa/qgZ3PKaMou0PnZhRla9l7z+rRD19TRQ2NUgDQ07jD9U1n6tu3r0aPHm1bZ2Zm2o24vpy2rp0CAACg/Wj4gFu6/vrr7dafffZZu85rftzUqVMdVkd2drbddoqtsVqtdnPLR4wYcckWh9HR0Xbrv//97+2u6e9//7uqqqps6ylTptjNBG1et9VqbfedpI7+8wMAAOgpmt6F2HQ3tfYYPny47XFhYeEl4/na69ChQ3brsLCwdp/b/PfRY8eOtXqst7e3+vfv3+7Yu3btsluPHDmy3ecC3Vlu2VHN3bpcu3L3dSlOSs5ezd26XHllrf+9BAB0P+5yfdOZmr7GiooKHTjQvp2rmr5GX1/fS0YEAgAAoP1o+IBbGjdunN020tu2bbPrbG9JTU2Ntm3bZlsPGzasyx8Wms5Xt1qtevPNN9s855NPPtHx48dt61mzZl1yzPjx423bZUsXutrbs4PIuXPntG7dOrvn/s//+T+XHDd9+nS7LRXfeuutNr9YKC4uVkpKim09efLkdt+5CgAA0JNVVFTY/S7adMeO9ggKCrI9rq+vV3l5eafqKCkpsVt3pI6mNUgdnyPfmvLycv35z3+2e+7GG290SGzAneWWHdXiHU+r1HLaIfFKLad1z46naPoAgB7EXa5vOlNCQoLdjWjtuXb63Xff6Z///Kdtfeutt14yIhAAAADt18/VBQAt6dOnj+bNm6fnnntOklRUVKSnn35aq1atavWcJ5980u4i+IIFCy7Z+aKjrrvuOkVFRSk3N1eStGXLFt1www2tzmw/efKkVq5caVv7+PjojjvuuOQ4T09P3X777dq8ebPtuccff1x/+tOf7Bo1mnvuuefstjwcP368/uVf/uWS4/r376/bb79dW7dulXShoeR3v/udfv7zn7cYt6GhQb/+9a9VW1tre27hwoWt1gEAANCbNG/QuOKKKzp0/oABA+zWZ86cUWBgoKF1eHt7y9PTU/X19bYaHGHlypV2u8+NHz9eo0aNckhsSaqtrVVjY6PD4rmzpr+Lt7SG+zhTW6Wlf1mjyjqLQ+NW1ln087+s1ltzntIV3u3fZac74v2O3ob3fPfhyN873OX6pjONGDFC8fHxtt2FU1JSNH36dM2ePbvF46uqqrR8+XLb2mQy6d///d8NqRUAAKCnouEDbmv+/PnaunWrTpw4IUnavn27rFarHnvsMbumiOrqaj399NP6y1/+YnsuLCxMd911V4txjx8/rptuusnuuaYz2ZsymUz61a9+pXvvvVfShcaIxMRErVq1SgkJCXbHZmVl6cEHH7T7ULZ48WIFBwe3GHvp0qV67733dOrUKUkXRsb8+7//u5599tlLtsE+deqUVq9erffee8/2nLe3t5555pkWY0vSz3/+c+3cuVNnz16YBf3b3/5WdXV1SkxMlIeHh13s5cuX6x//+IftucmTJ+vmm29uNTYAAEBvUl1dbbc2m80dOr/58RZL574k7modvr6+toaPztbQ1Ouvv64PP/zQ7rlf/epXXY7b1MXG696o6RghuJff57yvsuoKp8Quq67Qf6es173RP3FKfHfF+x29De/53sMdrm8620MPPaR9+/apoaFBkvTYY4+pqqpK8+bNs2tWKSws1C9/+Uu73+9++tOfKiYmxvCaAQAAehIaPuC2fHx89MILL+juu+9WTU2NJOmdd97RRx99pOnTpyskJEQnT57U7t27VVlZaXfeyy+/7LCtAKdNm6ZFixbZduOoqqrSgw8+qPXr12vSpEny9PRUdna2vvjiC7uxKZMmTdJ9993XatwrrrhCr776qv7jP/7Dtp3jt99+q9tuu01Tpkyx3Rl55MgR7du3z+7uD09PT7322muXnY8eHBys1atX6xe/+IXOnTsnq9Wq9evX65133tG0adM0cOBAFRYWavfu3XaxAwICbHceAAAAQLYmiYuaNs+2R79+9h+7Ll4M72odzeO2pWndXb17ddu2bXrppZfsnlu4cKEmTpzYpbiAu/v61CGllWU7NUdaWZamBI3S2EFXOTUPAMD53OX6pjONGjVKv/71r/U///M/ki78rvvUU09p8+bNiouLU//+/XXo0CH9/e9/t/sdNDw8XI899pirygbQg1itVlnq69RwvlEeffrJ7Onl1rsjAYCj0fABtzZ+/Hi9/vrrSkxMtO1UUVlZqeTk5BaP9/PzU1JSksM7wx999FGdP39eb7zxhu25nJycVjvnJ0+erPXr17d5EX7ixIn6wx/+oIcffti2M8i5c+e0b98+7du3r8VzgoKCtGbNGl1//fVt1v2v//qveu6557RixQrbFwSlpaV65513Wjx+8ODB2rhxowYPHtxmbAAAgN7i/PnzduuOXjjq06eP3bppk3BHnDt37rJx29K07uavqSP+/Oc/68knn7R7HePHj9cjjzzS6ZhAd5Fy4ktD8uw68SUNHwDQQ7jL9U1n+vd//3c1Njbqueees/2eeezYMR07dqzF46OiovSHP/xB/fv37BFmgKtZrVbVnmtQRa1F5/qYelQjRF5ZkVJyD+hg8VFllZxQZd0PO2L6efkqJniIRoeM0IzoWEUEXOnCSgHA+Wj4gNubMmWKUlJS9OKLL+qDDz5occ6ph4eHZsyYoYcfflghISFOqeOxxx7T9OnT9cILLygzM7PFYwYPHqy7775bCxYsUN++fdsVd/LkyXrvvff0xz/+UW+//bYqKipaPC4wMFAzZ85UYmLiJXPgL+cnP/mJxowZo2effVZ79uxp8Y5SX19fzZkzRw888ID8/PzaHRsAAKA3aP57XUebJZrvptHZOzWbNxM3bwBpS9PjO1vD+vXr9fLLL9s9FxkZqfXr13d455P2iIqK6vBOJt1VbW2t3Rb/I0eOlLe3twsrQnP5p44rb+9xQ3LlVh6X12A/XTVoqCH5jMb7Hb0N7/nuo7Gx0Skj5dzl+qYz/cd//IemTJmitWvX6ssvv2zxd2Z/f3/Nnz9f//mf/ykvLy8XVAn0fHllRdr53T/1ZUGOjlpOqbqxXkq78LOe0AiRWnBQm9M/VUZR6+PRKuuqlVaYp7TCPG3a/7FiQ0fq7ok36Yawqw2sFACM0zuunKHbCwoK0urVq/X444/ryy+/1IkTJ3TmzBn5+voqLCxM48ePb3ejwtChQzs90zIuLk5xcXE6fvy4vvrqK5WWlqq+vl4DBw7UqFGjNHr06HY3ejQ1cOBAPfTQQ/rFL36h7777Tjk5ObbGj8DAQI0YMUJjx47t8F2cF40YMULr1q1TZWWl/vnPf+rkyZM6e/as/Pz8FB4ernHjxtnNDQUAAMAPfHx87NYXx/G1V/PjO9ts0fyLoeYjXtrSfERgRzQ2Nuqpp57S22+/bfd8VFSUNm/erIEDB3YoXnt5e3s7pZGkO/D29r7kvQfX+uxousH5MjRmSKShOV2F9zt6G97z7quzo/faw12ub7Zk2bJlWrZsWZfjjB49Wm+88YZKS0u1f/9+lZSUqKamRn5+foqKitK1117bLcbUAN1RT2+EqKixaM2ed7UrN6PD52YUHVbGe4eVEB2r5fE/k7+P2QkVAoDr0PCBbsXX11fTpk1zdRkaOnSohg51/J1Wffv21TXXXKNrrrnG4bGlC1tC3nzzzU6JDQAA0FNdccUVduuqqqoOnW+xWOzW/v7+htdhtVptc+M7WkNlZaV+8YtfXDJy8JprrtGGDRuc1uwBuJuDxYcMzZdZnG9oPlyc/17TZP67T4/Z9hyA+3CX65vOFBQUpISEBFeXAfQKvaERIresSInJv1ep5UyX4qTkZGj/8UNKmn2vIgNDHVQdALgeDR8AAAAAcBmBgYEymUyyWq2SpFOnTnXo/LKyMrv1oEGDOlVHUFCQ3bq8vLzd5546dcpuW+2AgIB2nVdYWKj//M//1KFD9l90T506Va+++qrMZve8IAg4mtVqVVZJgaE5s0oKZLVaaThwsryyY0rJ3aeDxYeUVVKgyrofmvT8vMyKCQ7X6JCrNCN6qiIChrmwUgAAAHu9oREit6xIi3esU2VdtUPilVrO6J4d67RxTqLbvVYA6CwaPgAAAADgMjw9PRUcHKzi4mJJ0vfff9+h80+ePGl7HBwc3OltrIcNs/+isSN1ND+2PbvVffPNN7r33nt1+vRpu+d/+tOf6umnn+61o1bQO1nqa+waAYxQWWdRdUOtzJ6MfXCG1IIMbU7fqYyi7FaPqayzKK0wU2mFmdq0P1mxoaN098RZuiFsvIGVAgAAXKo3NEJU1FiUmPx7h73GiyrrqrU0+ffaPu8Rt93VBAA6oo+rCwAAAAAAdxcZGWl7fPToUZ07d65d5zU2Nuro0aO2dVRUVKdraH7u4cOtz2ZurvmxTV9PS7744gstXLjwkmaP+++/X2vWrKHZo5uyWq2qqqvW6ZpKVdVV23atQdsazje6JG/9uQaX5O3JKmrOasWuV/XAzucu2+zRkoyibC1771k9+uFrqqg566QKAQAALs/ZjRAVNcY2OrdmzZ53u7x7SWtKLWe0NvVdp8QGAKOxwwcAAAAAtGHs2LH6/PPPJUk1NTXKy8vTqFGj2jwvOztbdXV1dnE6KzAwUKGhoSoqKpJ0YQeO9vr666/t1per4x//+Ifuu+8+1dbW2p7z8PDQqlWrdPvtt3esaLgc4yocw6OPay6fePalucqRcsuOKjF5rUotp9s++DJScvZq//HvlDR7hSIDhzuoOgAAgPYxohFi9S0LnBK/vVILDmpXboZTc6TkZCghKlbx4aOdmgcAnI0dPgAAAACgDddff73d+rPPPmvXec2Pmzp1qsPqyM7OthsX0xqr1ardu3fb1iNGjLhkPMxFeXl5Wrp0qV2zh6+vrzZs2ECzRzeTWpCh/3hnpeZuXa5N+5OVVph5yUiSi+MqNu1P1r/9v1/rP95Zqb8fOeCiit2b2dNHfl7Gbvfs52WWr4e3oTl7styyo1q84+kuN3tcVGo5rXt2PKW8smMOiQcAANAeRjVCpBYcdGqOtmxO/9SQPFvS2/fZHgDcGQ0fAAAAANCGcePGaciQIbb1tm3b7HbuaElNTY22bdtmWw8bNkyxsbFdqmPGjBm2x1arVW+++Wab53zyySc6fvy4bT1r1qwWj6urq9NDDz0ki6XJDhB+ftqyZYv+5V/+pQtVw0iMq3AOk8mkmOBwQ3PGBIfLZDIZmrOnqqg5q8TktZc0PXVVZZ1FS5PX8PcFAAAYpjc0QuSVFSmjqP0jTLsiveiQ8su/NyQXADgLDR8AAAAA0IY+ffpo3rx5tnVRUZGefvrpy57z5JNPqqSkxLZesGBBl7+8ve666xQVFWVbb9myRf/4xz9aPf7kyZNauXKlbe3j46M77rijxWNfeukl5ebm2tYeHh5KSkrStdde26WaYZzcsqOau3W5duXu61KclJy9mrt1OTsXNDM65CpD840JiTA0X0+2Zs9mh+3s0Vyp5bTWpm5xSmwAAICmeksjREqusbsOpuQ4d8cUAHA2Gj4AAAAAoB3mz59vt8vH9u3b9dhjj6m6utruuOrqaj366KP6y1/+YnsuLCxMd911V4txjx8/rujoaLt/WmMymfSrX/3Ktm5oaFBiYqJSUlIuOTYrK0sLFy60azpZvHixgoODLzm2pKREW7dutXvuF7/4hSZNmtRqLXAvjKtwvoSoOGPzRRubr6dKLcjochNUW1Jy9iq1gC8KAACAc/WWRoiDxUcNzZdZzGceAN1bP1cXAAAAAADdgY+Pj1544QXdfffdqqmpkSS98847+uijjzR9+nSFhITo5MmT2r17tyorK+3Oe/nll+Xp6emQOqZNm6ZFixZp8+bNkqSqqio9+OCDWr9+vSZNmiRPT09lZ2friy++kNVqtZ03adIk3XfffS3GfOutty4ZUfP888/r+eef73B9kydPbteoGTiOs8dVbJ+3Vv4+AxwauzuKDByu2NBRHR6V0xkTQkcpImCY0/P0BpvTdxqSZ0v6TsWHd21sFwAAwOX0hkYIq9WqrJIThubMKjkuq9XKOEUA3RYNHwAAAADQTuPHj9frr7+uxMREnT17VpJUWVmp5OTkFo/38/NTUlKSYmJiHFrHo48+qvPnz+uNN96wPZeTk6OcnJwWj588ebLWr1+vfv1a/gi4e/duh9YHYxkxrmL1Lfc7JX53s2jCTEMaPhZNnOX0HL1BXtkxQ/59SVJ6Ubbyywtp1AEAAE7RWxohLPV1qqyrbvtAB6qsq1Z1Q53Mnt6G5gUAR2GkCwAAAAB0wJQpU5SSkqKf/exn8vZu+YKQh4eHZs+erffff99pY1Eee+wx/fGPf9SYMWNaPWbw4MF69NFHtXnzZvXv37/V4woLC51RIgzAuApjxYfH6lYnj3ZJiJ6qG8LGOzVHb5Hi5L8bl+TLMTYfAADoPVzZCGGkhvONhua7qP6ca/ICgCOwwwcAAAAAdFBQUJBWr16txx9/XF9++aVOnDihM2fOyNfXV2FhYRo/frz8/PzaFWvo0KGt7szRlri4OMXFxen48eP66quvVFpaqvr6eg0cOFCjRo3S6NGj1bdv3zbjHDhg7CxoOA7jKoy3YtoipZ/IcsquKkHmgVoev9DhcXurg8WHDM2XWZxvaD4AANB7uLIRwmxgPo8+rvna0rMvX5cC6L74LxgAAAAAdJKvr6+mTZvm6jI0dOhQDR061NVlwGCMq3ANf58BSpq9QvfseEqVdRaHxfXzMitp9gr5+wxwWMze7MK25wWG5swqKWD+OwAAcIre0ghh9vSSn5evobuZ+Hn5ytfDy7B8AOBojHQBAAAAAKAbYlyF60QGDtfGOU8oyDzQIfGCzAO1cc4Tigwc7pB4kCz1NQ5tyGmPyjqLqhtqDc0JAAB6h4uNEEZyRSOEyWRSTPAQQ3PGBA+lYRdAt0bDBwAAAAAA3RDjKlwrMnC4ts9bq4ToqV2KkxA9VdvnraXZw8Fct+15g0vyAgCAnq03NUKMDhlhaL4xIfweDqB7o+EDAAAAAIBuxpXjKvADf58BWn3L/Xpl5iOaEDqqQ+dOCB2lV2f9WqtvuZ8xLk7gum3PPVySFwAA9Hy9pREiIWq8sfmiYw3NBwCO5ppPvwAAoFuzWq2y1Fer4XyjPPr0k9nTl60PAQAwkCvHVZg9fQzN2x3Eh8cqPjxW+eWFSsnZp8zifGWVFNj9O/LzMismOFxjQiKUEB2niIBhLqy45zN7+sjPy2zo3xM/L7N8PbwNywcAAHqXhKjx2rT/Y+PyuagRIjIwVLGhI5VRdNjpuSaEXqWIgCudngcAnImGDwAA0C55ZQVKyd2tg8U5yirJV2Vdle1nfl79FRMcodEh0ZoRPV0RAWGuKxQAgF7AleMqzKLhozURAcO0LO5OSRcaZKsbalV/rkGefT3k6+FNg6yBLmx7Hq60wkzDcsYEh/PvGAAAOE1vaoRYNOFGQ17nook3Oj0HADgbDR8AAOCyUgvStDl9uzKKWr9YXllXpbTCr5RW+JU27X9bsaFjdPfEO3RD2GQDKwUAoPdgXIX7M5lMMnv60CDjQqNDrjK04WNMSIRhuQAAQO/UWxoh4sNH69aoWO3KzXBajoToWN0QdrXT4gOAUfq4ugAAAOCeKmoqtWLXGj2w878v2+zRkoyiTC177wk9+uFaVdRUOqlCAAB6r4vjKozEuAp0NwlRccbmizY2HwAA6H0uNkI4k7s0QqyY9jMFma9wSuwg8xVaHv8zp8QGAKPR8AEAAC6RW3ZYc7f+XLtyd3cpTkrOZ5q79efKKytwTGEAAEDSD+MqjMS4CnQ3kYHDFRs6ypBcE0JHKSJgmCG5AABA79ZbGiH8fcxKmn2v/Lx8HRrXz8tXSbPvlb+PsQ30AOAsNHwAAAA7uWWHtXjHr1VqKXdIvFJLue7Z8QhNHwAAONjokKsMzce4CnRHiybMNCbPxFmG5AEAAOhNjRCRgaHaOCfRYQ0uQeYrtHFOoiIDQx0SDwDcAQ0fAADApqKmUonJj6uyrsqhcSvrqrQ0+TeMdwEAwIEYVwG0LT48Vrc6+e9KQvRU3RA23qk5AAAAmupNjRCRgaHaPu8RJUR3bZRNQnSsts97xC1fIwB0BQ0fAADAZs2eJIft7NFcqaVca1PXOyU2AAC9EeMqgPZZMW2RgswDnRI7yDxQy+MXOiU2AADA5fSmRgh/H7NW37JAr8xcrAmhHdvpcELoVXp11hKtvmWBW+1eAgCO0s/VBQAAAPeQWpCmXbm7nZojJeczJUT9SPHhU5yaBwCA3mLRhJnKKMp2fh7GVaAb8/cZoKTZK3TPjqdUWWdxWFw/L7OSZq+Qv88Ah8UEAADoiIuNEAlRsdqS/pnSiw61+9wJoVdp0cQbdUPY1U6s0LHiw0crPny08su/V0pOhjKLjymr5Lgq66ptx/h5+SomeKjGhAxXQnSsIgKudGHFAOB8NHwAAABJ0ub07Ybk2ZL+Dg0fAAA4yMVxFbty9zktB+Mq0BNEBg7XxjlPaGnyGpVaTnc5XpB5oJJmr1Bk4HAHVAcAANA1TRshdh78p74syNYRyylVN9bbjulJjRARAVdqWdxPJElWq1XVDXWqP9coz7795OvhJZPJ5OIKAcA4NHwAAADllRUooyjTkFzpRd8qv/yIIgLCDMkHwD1ZrVZZ6qvVcL5RHn36yezpywUZoJNWTFuk9BNZDvkSuznGVaAniQwcru3z1mpt6hal5OztdJyE6KlaHr+QnT0AAIDbiQi4UvdN+rHizUNltVpVe65RV0VFyM/cv8c2QphMJpk9vcWwFgC9FQ0fAABAKU4e5XJJvpzdWha3yNCcAFwvr6xAKbm7dbA4R1kl+aqsq7L9zM+rv2KCIzQ6JFozoqfTFAZ0AOMqgPbz9xmg1bfcr4SoOG1J36n0DoxEmhA6SosmzmLHGwAA0C2YTCb59POQv7dZPp7eri4HAOAkNHwAAAAdLM4xNF+mwfkAuFZqQZo2p2+/7E5ClXVVSiv8SmmFX2nT/rcVGzpGd0+8QzeETTawUqD7YlwF0DHx4bGKD49VfnmhUnL2KbM4X1klBXZNU35eZsUEh2tMSIQSouMUETDMhRUDAAAAAHApGj4AAOjlrFarskryDc2ZVZInq9XaI7eRBPCDippKrdmTpF2d2EUooyhTGe9lKiF6upbH/1z+Pn6OLxDoYRhXAXRcRMAwLYu7U9LF+e+1qj/XIM++HvL18Ob3VQAAAACAW6PhAwCAXs5SX203VsEIlXVVqm6okdnT19C8AIyTW3ZYicmPq9RS3qU4KTmfaf/xb5Q0e5UiA8MdVB3QczGuAui8C/PffWSWj6tLAQAAAACgXWj4AACgl2s43+iSvPXnGmR2SWYAzpZbdliLd/zaYc1kpZZy3bPjEW2c8xxNH0A7Ma4CAAAAAACg56PhAwCAXs6jj2t+HfDs6+GSvACcq6KmUonJjzt856DKuiotTf6Nts9bz3gXoAMYVwEAAAAAANBz9XF1AQAAwLXMnr7y8+pvaE4/r/7y9WCrbKAnWrMnqctjXFpTainX2tT1TokN9AYXx1UM9PGT2dPHbZo9rFarquqqdbqmUlV11bJara4uCQAAAAAAoFtghw8AAHo5k8mkmOAIpRV+ZVjOmOBIt/mSCYDjpBakaVfubqfmSMn5TAlRP1J8+BSn5gHgXHllx5SSu08Hiw+1OmpmdMhVmhE9lVEzAAAAAAAAraDhAwAAaHRItKENH2NCog3LBcA4m9O3G5JnS/o7NHwA3VRqQYY2p+9URlF2q8dU1lmUVpiptMJMbdqfrNjQUbp74izdEDbewEoBAAAAAADcHyNdAACAEqJ+ZGy+aGPzAXC+vLICZRRlGpIrvehb5ZcfMSQXAMeoqDmrFbte1QM7n7tss0dLMoqytey9Z/Xoh6+pouaskyoEAAAAAADofmj4AAAAigwMV2zoGENyTQi9RhEBYYbkAmCcFCePcrkkX46x+QB0Xm7ZUc3duly7cvd1KU5Kzl7N3bpceWXHHFQZAAAAAABA90bDBwAAkCQtmjDXmDwTjckDwFgHi3MMzZdpcD4AnZNbdlSLdzytUstph8QrtZzWPTueoukDAAAAAABANHwAAID/X3z4FN3q5NEuCdHTdUPYZKfmAGA8q9WqrJJ8Q3NmleTJarUamhNAx1TUnFVi8lpV1lkcGreyzqKlyWsY7wIAAAAAAHo9Gj4AAIDNimlLFWQOcErsIHOAlsf/3CmxAbiWpb5alXVVhuasrKtSdUONoTkBdMyaPZsdtrNHc6WW01qbusUpsdEzWK1WVdVV63RNparqqmkSBAAAAAD0SP1cXQAAAHAf/j5+Spq9SvfseMShX976efVX0uxV8vfxc1hMAO6j4XyjS/LWn2uQ2SWZAbQltSBDu3L3OTVHSs5eJUTFKT481ql50H3klR1TSu4+HSw+pKySArvdZfy8zIoJDtfokKs0I3qqIgKGubBSAAAAAAAcg4YPAABgJzIwXBvnPKelyb9RqaW8y/GCzAFKmr1KkYHhDqgOgDvy6OOajxWefT1ckhdA2zan7zQkz5b0nTR8QKkFGdqcvlMZRdmtHlNZZ1FaYabSCjO1aX+yYkNH6e6Js3RD2HgDKwUAAAAAwLEY6QIAAC4RGRiu7fPWKyF6epfiJERP1/Z562n2AHo4s6ev/Lz6G5rTz6u/fD18DM0JoH3yyo5d9ot3R0ovylZ+eaEhueB+KmrOasWuV/XAzuc6/J7LKMrWsvee1aMfvqaKmrNOqhAAAAAAAOei4QMAALTI38dPq29ZrldmrtSE0Gs6dO6E0Gv06qyntPqW5YxxAXoBk8mkmOAIQ3PGBEfKZDIZmhNA+6Q4eZTLJflyjM0H95BbdlRzty7v8uiglJy9mrt1ufLKjjmoMgAAAAAAjMNIFwAAcFnx4VMUHz5F+eVHlJKzW5nFOcoqyVNlXZXtGD+v/ooJjtSYkGglRP9IEQFhrisYgEuMDolWWuFXhuUbExJtWC4AHXOw+JCh+TKL8w3NB9fLLTuqxTueVmWdxSHxSi2ndc+Op7RxzhOKDBzukJgAAABAT2O1WlVVV6uG843y6NNPZk8vbsYB3AANHwAAoF0iAsK0LG6RpAu/3Fc31Kj+XIM8+3rI18OHX+6BXi4h6kfatP9t4/JF/8iwXADaz2q1KqukwNCcWSUFslqt/C7SS1TUnFVi8lqHNXtcVFln0dLkNdo+b638fQY4NDYAAADQXR23nFZa2REVnC3X8f07dLauxvYzPy9fxQQP0eiQEZoRHauIgCtdWCnQe9HwAQAAOsxkMsns6SuzqwsB4DYiA8MVGzpGGUWZTs81IfQadhIC3JSlvsbhX8S3pbLOouqGWpk9fQzNC9dYs2ezSi2nnRK71HJaa1O3aPUt9zslPgAAANBdpBYc1KYvP9ZXJ4+0ekxlXbXSCvOUVpinTfs/VmzoSN098SbdEHa1cYUCUB9XFwAAAACgZ1g0Ya4xeSYakwdAxzWcb3RJ3vpzDS7JC2OlFmRoV+4+p+ZIydmr1IIMp+YAAAAA3FVFjUUrdr2pB3b+4bLNHi3JKDqsZe9t0KMfvqmKGmNvBAB6Mxo+AAAAADhEfPgU3Rr1I6fmSIierhvCJjs1B4DO8+jjmo1EPft6uCQvjLU5fachebYYlAcAAABwJ7llRZq79Tntyu1aA3RKTobmbn1OeWVFDqoMwOXQ8AEAAADAYVZMW6ogc4BTYgeZA7Q8/udOiQ3AMcyePvLzMnbom5+XWb4e3obmhPHyyo4poyjbkFzpRdnKLy80JBcAAADgDnLLirR4xzqVWs44JF6p5Yzu2bGOpg/AADR8AAAAAHAYfx8/Jc1epQEO/sLXz6u/kmavkr+Pn0PjAnAsk8mkmOBwQ3PGBIfLZDIZmhPGS3HyKJdL8uUYmw8AAABwlYoaixKTf6/KumqHxq2sq9bS5N8z3gVwMho+AAAAADiUVVb1c+BYh4E+V2jjnOcUGWjsl8gAOmd0yFWG5hsTEmFoPrjGweJDhubLLM43NB8AAADgKmv2vOuwnT2aK7Wc0drUd50SG8AFNHwAAAAAcJjcssNavOPXOl3juAsFDecaHRYLgPMlRMUZmy/a2HwwntVqVVZJgaE5s0oKZLVaDc0JAAAAGC214KB25WY4NUdKToZSCw46NQfQm9HwAQAAAMAhKmoqlZj8uCrrqhwat6reoqXJv1FFTaVD4wJwjsjA4YoNHWVIrgmhoxQRMMyQXHAdS32NKuuM3Qa6ss6i6oZaQ3MCAAAARtuc/qkhebakf2ZIHqA3ouEDAAAAgEOs2ZOkUku5U2KXWsq1NnW9U2IDcLxFE2Yak2fiLEPywLUazrtmp6f6cw0uyQsAAAAYIa+sSBlFhw3JlV50SPnl3xuSC+htaPgAAAAA0GWpBWnalbvbqTlScj5TakGaU3MAcIz48Fjd6uTRLgnRU3VD2Hin5oB78OjTzyV5Pft6uCQvAAAAYISU3APG5stx7ugYoLei4QMAAABAl21O325Ini3p7xiSB0DXrZi2SEHmgU6JHWQeqOXxC50SG+7H7OkjPy+zoTn9vMzy9fA2NCcAAABgpIPFRw3Nl1l8zNB8QG9BwwcAAACALskrK1BGUaYhudKLvlV++RFDcgHoGn+fAUqavcLhX9T7eZmVNHuF/H0GODQu3JfJZFJMcLihOWOCw2UymQzNCQAAABjFarUqq+SEoTmzSo7LarUamhPoDWj4AAAAANAlKU4e5XJJvhxj8wHovMjA4do45wmH7fQRZB6ojXOeUGTgcIfEQ/cxOuQqQ/ONCYkwNB8AAABgJEt9nSrrqg3NWVlXreqGOkNzAr0BDR8AAABAN2a1WlXTWKuzDRbVNNa65E6Jg8U5hubLNDgfgK6JDByu7fPWKiF6apfiJERP1fZ5a2n26KUSouKMzRdtbD4AAADASA3nG12St/6ca/ICPVk/VxcAAAAAoGPyygqUkrtbB4tz9F1Jvs7WVdl+NuCr/ro6OEKjQ6I1I3q6IgLCnFrLhS1A852ao7mskjxZrVa22ge6EX+fAVp9y/1KiIrTlvSdSi/Kbve5E0JHadHEWbohbLwTK4S7iwwcrtjQUcrowHunsyaEjlJEwDCn5wEAAABcxaOPa74i9uzLV9OAo/G3CgAAAOgmUgvStDl9uzKKMls95mxdldIKv1Ja4VfatP9txYaO0d0T79ANYZOdUpOlvlqVTRpOjFBZV6XqhhqZPX0NzQug6+LDYxUfHqv88kKl5OxTZnG+skoKVFlnsR3j52VWTHC4xoREKCE6ji/eYbNowkxDGj4WTZzl9BwAAACAK5k9veTn5WvoWBc/L1/5engZlg/oLWj4AAAAANxcRU2l1uxJ0q7c3R0+N6MoUxnvZSoherqWx/9c/j5+Dq3NdVuANsjskswAHCEiYJiWxd0p6cJOQdUNtao/1yDPvh7y9fBmBx+0KD48VrdGxWlX7j6n5UiInspuMgAAAOjxTCaTYoKHKK0wz7CcMcFD+awHOEEfVxcAAAAAoHW5ZYc1d+vPO9Xs0VRKzmeau/XnyisrcExh/z/XbQHq4ZK8ABzPZDLJ7OmjgT5+Mnv6cAEQl7Vi2iIFmQc6JXaQeaCWxy90SmwAAADA3YwOGWFovjEhww3NB/QWNHwAAAAAbiq37LAW7/i1Si3lDolXainXPTsecWjTh9nTV35e/R0Wrz38vPrL18PH0JwAAPfg7zNASbNXyM/Lsfs8+XmZlTR7hfx9Bjg0LgAAAOCuEqKM3dkuITrW0HxAb0HDBwAAAOCGKmoqlZj8uCrrqhwat7KuSkuTf6OKmkqHxLuwBWiEQ2K1V0xwJDsAAEAvFhk4XBvnPOGwnT6CzAO1cc4TigzkjkMAAAD0HpGBoYoNHWlIrgmhVyki4EpDcgG9DQ0fAAAAgBtasyfJYTt7NFdqKdfa1PUOizc6JNphsdpjjMH5AADuJzJwuLbPW6uE6KldipMQPVXb562l2QMAALgdq9Wqqrpana6pUlVdraxWq6tLQg+0aMKNxuSZaEweoDdyzcBtAAAAAK1KLUjTrtzdTs2RkvOZEqJ+pPjwKV2OlRD1I23a/7YDqmpnvugfGZYLAOC+/H0GaPUt9yshKk5b0ncqvSi73edOCB2lRRNn6YYwY7exBgAAuJy8siKl5B7QweKjyio5ocq6atvP/Lx8FRM8RKNDRmhGdCy7JcAh4sNH69aoWO3KzXBajoToWN0QdrXT4gO9HQ0f6DaOHTumbdu2KS0tTUePHlV1dbUGDRqk0NBQTZs2TbNnz1ZoaKhTa7BarUpNTdXOnTv19ddfq6ysTJIUHByskSNHaubMmbrpppvk5eXV4di1tbX661//qn379ikzM1OnTp1STU2NBgwYoKCgIMXGxurmm2/W9ddf36G4kyZNUmVlx7ds79u3r7777rsOnwcAALpuc/p2Q/JsSX/HIQ0fkYHhig0do4yiTAdUdXkTQq9RRECY0/MAALqP+PBYxYfHKr+8UCk5+5RZnK+skgJV1llsx/h5mRUTHK4xIRFKiI5TRMAwF1YMAABgL7XgoDanf6qMosOtHlNZV620wjylFeZp0/6PFRs6UndPvIkv0tFlK6b9TOknDqnUcsbhsYPMV2h5/M8cHhfAD2j4gNtrbGzUb3/7W23cuFHnzp2z+1lxcbGKi4t14MABrVu3Tg888IAWL16sPn0cP62osLBQjzzyiA4cOHDJz44cOaIjR47o008/1bBhw/T8889r3Lhx7Y797rvv6tlnn9Xp06cv+dmpU6d06tQp5eTk6E9/+pNGjx6t1atXKzq67a3Mjx8/3qlmDwAA4Dp5ZQWGNE5IUnrRt8ovP+KQBopFE+YaUveiiXOdngMA0D1FBAzTsrg7JV24YaO6oVb15xrk2ddDvh7eMplMLq4QAADAXkWNRWv2vNup3RUyig4r473DSoiO1fL4n8nfx+yECtEb+PuYlTT7Xt2zY53drjJd5eflq6TZ9/LeRLtZrVZZ6uvUcL5RHn36yezpxee4dqDhA27t3Llz+uUvf6mPPvqozWMbGhr0wgsvKDs7Wy+++KJD6zh06JAWLlyo0tLSNo8tLCzU/Pnz9dprr2n69OltHr9y5Upt3bq13bUcPHhQd955p377299q2rRplz02O7v929kCAAD3kOLkUS6X5MvZrWVxi7ocJz58im6N+pFTR9EkRE/XDWGTnRYfANBzmEwmmT19ZJaPq0sBAABoUW5ZkRKTf9/lXRVScjK0//ghJc2+V5GBzt0FHT1XZGCoNs5J1FIHvCelCzt78J5EezDKquto+IBbe+WVV+yaPfz9/bVs2TLdeOONCggI0MmTJ/X+++9rw4YNqqmpkST99a9/VUREhJYuXeqQGiwWixITE+2aPSZPnqwlS5Zo7Nix6tu3r7KysrR582Z9/PHHki7sSvLwww9r27ZtioiIaDX2hg0b7Jo9TCaTfvKTn+jf/u3fFBMTI7PZrPLycqWlpWnTpk22Bo6amho9+OCDevvttxUVFdVq/KYNH15eXsrIyFC/fvy1BwDAnR0szjE0X6YD862YtlTpJ75VqaXcYTEvCjIHaHn8zx0eF0DLLtxVU9Pkrhof7qoBAAAAHCS3rEiLHbibQqnljO7ZsU4b5yRqqHmgQ2Ki94kMDNX2eY9obeq7Ssnp+K4zF7HrDNqDUVaOwze/cFv5+fnasGGDbX3llVfqT3/6k6688ofurREjRigxMVE//vGPtWDBAttIlKSkJM2aNUtDhw7tch2/+93vVFBQYFvPmTNHq1atshsbM2nSJE2aNEkbNmzQ888/L+lCo8gzzzyjTZs2tRj3+++/12uvvWZbe3h46OWXX9bNN99sd9zgwYM1e/ZszZgxQ08++aTeeecdSVJ1dbWeeuopvfXWW63WnpWVZXscERFBswcAAG7OarUqqyTf0JxZJXmyWq0O+SLX38dPSbNX6Z4dj6iyrsoB1V3g59VfSbNXyd/Hz2ExAVwqr+yYUnL36WDxIWWVFKiyzmL7mZ+XWTHB4RodcpVmRE9VRMAwF1YKAAAAdF8VNRYlJv/eoaMzpAtfjC5N/r3e/Nkyh8ZF7+LvY9bqWxYoISpWm778WF+dPNLucyeEXqVFE2/ky3hcVlVDnZ749M/626FvOnwuo6xaxre/cFvr1q3TuXPnJF3Y+eKll16ya/ZoKjIyUq+++qoWLFggq9WqhoYGrVu3TqtXr+5SDWfOnNEbb7xhW0dFRWnlypV2zR5NLVmyRAUFBdqxY4ckae/evfryyy81adKkS4596623VFtba1s/9NBDlzR7NOXh4aGnnnpK+fn5+uqrryRJX375pb7++muNHTu2xXOaNnyMGjWq9RcKAADcgqW+2qGNEu1RWVel6oYamT19HRIvMjBcG+c8p6XJv3HITh9B5gAlzV6lyMBwB1QHoCWpBRnanL5TGUWtj4SsrLMorTBTaYWZ2rQ/WbGho3T3xFm6IWy8gZUCAAAA3d+aPe86ZGRGS0otZ/Tivp26c/A1TomP3iM+fLQmDR6pj77cp3+WHVHB2TIV1p7R2boa2zEXxm0M1ZiQ4Upg3AbaodByWi9/96kq6mvaPvgyGGVlj4YPuKVTp07pb3/7m209depUjR9/+QuJkyZN0k033WQbq/LBBx/o8ccfl69v57+8SE5OtmvKuO++++Th4XHZcx5++GG99957amhokCRt3769xYaPDz/80PbY399f8+fPb7Oevn37asmSJUpMTLQ9t3v37hYbPs6ePasTJ07Y1jR8AADg/hrON7okb/25BjmyHz4yMFzb563X2tT1Ssn5rNNxEqKna3n8z9nZA3CSipqzWrNns3bl7uvwuRlF2cp4L1sJ0VO1PH6h/H0GOKFCAEBnMJYLANxXasFB7crt/KiM9vjo0Nca5TlQYwd1fQd0YKjZX0PN4yRJMTExsvbro/pzjfLs20++Hl78joF2K7Sc1rOZf1N1Y71D4jUdZdXbmz5o+IBbSk1NtTVMSNLMmTPbdd5tt91ma/iora3V7t27NWPGjE7XcTGWJPn4+Oimm25q85yAgADFxcVpz549kqRPP/1U9fX18vT0tB1z6tQpFRYW2tZTpkyRl5dXu2qKjY21WzcdN9NUdrb93Xk0fAAA4P48+rjm13PPvpdvaO0Mfx8/rb5luRKifqQt6e8ovejbdp87IfQaLZo4VzeETXZ4XQAuyC07qsTktSq1nO5SnJScvdp//DslzV6hyMDhDqoOANBRjOUCgO5hc/qnhuTZdeI7Gj7gcCaTSb6e3g69aQi9w5naar383acOa/a46OIoq+3zHunV411o+IBb+uKLL+zW1113XbvOmzJlit16z549nW74qK+vV0bGD52248aNk7e3d7vruNjwcfbsWWVkZNi9hlOnTikqKkolJSWqqKjQkCFD2l1X08aRi/Fb0nSciyRFR0e3OwcAAHANs6ev/Lz6GzrWxc+rv3w9fJwWPz58iuLDpyi//IhScnYrszhHWSV5dq/Rz6u/YoIjNSYkWgnRP1JEQJjT6gFwodlj8Y6n7b4M7IpSy2nds+MpbZzzBE0fQDPstABnYywXAHQfeWVFyig6bEiu3MoSHbdUaKjZ35B8AHA5L+x7r8tjXFpTajmjtanvavUtC5wSvzug4QNuKScnx/Z40KBBGjx4cLvOGzRokEJCQlRcXCxJ+vbb9t9J2tzhw4ftdhm5+uqr231uTEyM3frbb7+1a/iIiIjQzp07JV3YiaSxsf3btzff0WPgwIEtHtd0h48hQ4boiiuuaHcOAADgGiaTSTHBEUor/MqwnDHBkYZ88RQREKZlcYskXfjyq7qhRvXnGuTZ10O+Hnz5BRilouasEpPXOqzZ46LKOouWJq/R9nlrGe+CXo+dFmAExnIBQPeTknvA0Hz/LDtiG8UBAK6SWnBQfzv0jVNzpORkKCEqVvHho52ax13R8AG3dPjwD12uI0aM6NC5w4cPtzV8FBYWymq1duoLhEOHDtmtw8LC2n3usGH2F2yOHTvW6rHt3TXkol27dtmtR44c2eJxTRs+oqOjdf78eX3++edKSUnRgQMHVFxcrPPnzysgIEBjxozRjTfeqJ/85Cfy8HD8lu4AAKD9RodEG9rwMSbE+F3ATCaTzJ6+bAEKuMCaPZu7PMalNaWW01qbukWrb7nfKfEBd8dOCzAKY7kAoHs6WHzU0HwFZ8sMzQcALTFqlNWW9M96bcNHH1cXADRXUVGhuro62zokJKRD5wcFBdke19fXq7y8vFN1lJSU2K07UkfTGiTp+++/71QNzZWXl+vPf/6z3XM33njjJcc1NjYqLy/Ptq6pqdHs2bO1ZMkSvfvuuyooKFB1dbVqa2t14sQJffjhh1q+fLlmzJihvXv3OqRWAADQOQlRPzI2X7Sx+QC4TmpBRqfuBO+IlJy9Si3IaPtAoAepqDmrFbte1QM7n7tss0dLMoqytey9Z/Xoh6+poqblka1AUxfHcjmqee/iWK68stZvVgIAdJ3ValVWyQlDcx6xnJLVajU0JwA0ZeQoq/SiQ8ovd8z3sd0NO3zA7TRv0OjoKJIBA+y3oTxz5owCAwMNrcPb21uenp6qr6+31eAIK1euVFXVD/Pux48fr1GjRl1y3KFDh2y5JemLL75oV/xjx45pyZIlevzxx3XXXXd1veBmOjq+xii1tbWXXQNt4T2EruI9hKaGmgdr3OCr9dXJ75yea9zgqzXEN0Q1Nc6ZoelK7vg7B+Bqm9N3GpJnS/pOxYfHGpILcDV2WoCRGMsFAN2Xpb5OlXXVhuasbqxX7Tk+GwNwHaNHWaXkZGhZ3E8MzekOaPiA26mutv+lx2zu2GbfzY+3WDr3Ibirdfj6+tqaLjpbQ1Ovv/66PvzwQ7vnfvWrX7V4bNNxLhd5eXnp9ttv1+23366wsDD5+vrq5MmT2rt3rzZu3KgTJy50F587d04rV65UcHCwbrrppi7X3VRubq5D4zlL05FCQGfwHkJX8R5C/MAJhjR8TBs4Ud995/w8AFwvr+xYh3ce6Kz0omzllxcqImBY2wcD3djFnRYc9eX7xZ0WNs55gqYPtIixXADQfTWcd03jRaP1nEvyAoBk/CirzOLeuWsdI13gdpruTCFJHh4eHTq/Xz/7PqaGhgaH1NE8blua1t3VO0y3bduml156ye65hQsXauLEiS0e37zhY9iwYXr77bf11FNPKTY2VoMGDZK3t7fCwsI0f/58paSk6JZbbrEdb7VatWLFCoftTAIAADpm7KBRmhJ4rVNzTAkcq2sHRTs1BwD3keLkUS6X5MsxNh9gNGfvtMB4FzTHWC4A6N48+rjm/ut+pr4uyQsArhhllVVyvFeOsqLhA27n/PnzdmuTydSh8/v0sX9bd/Yv9rlz9p2vzeO2pWndzV9TR/z5z3/WE088Yfc6xo8fr0ceeaTVc0aOHKl//dd/1ahRo3TllVfqD3/4g2JiYlo93svLSy+88ILGjRtne66yslKbNm3qdN0AAKBr5o2cKX9P52yp7e85QPNG3uaU2ADc08HiQ4bmyyzONzQfYDQjdloAmjJyLBcAwPHMnl7y8/I1NKdvP09592WjfwCu4YpRVpV11apuqDM0pzvgv/RwO3372necdrRZovluGp6enp2qo/mOHs0bQNrS9PjO1rB+/Xq9/PLLds9FRkZq/fr1l935ZO7cuZo7d26Hcnl4eOi//uu/dMcdd9ie27lzp375y192KM7lREVFdXinFCPU1tbajU8YOXKkvL29XVgRuhveQ+gq3kNozavDntbS93+js3VVDos5wKu/Xr3taUUMGuGwmO6osbGx24yTA5ztwl01BYbmzCopkNVq7XADP9AdGLXTQkJUnOLDY52aB90DY7kAoPszmUyKCR6itMI8w3KGmQfx+zgAl3HVKKv6c40yuySz67jfN6/o9Xx8fOzWdXUd68Rqfnxnmy2af9HWfMRLW2praztdQ2Njo5566im9/fbbds9HRUVp8+bNGjhwYIfitdfYsWM1cuRI25eOJ06c0LFjxzR8uGNmB3t7e3d4RI8reHt7X/I+BDqC9xC6ivcQLrpmyChtmvOclib/RqWW8i7HCzIHKGn2KkUGhjugOvfW2bF+QE9kqa9x+NiJtlTWWVTdUCuzJ/8/Q89j5E4LNHxAcs1YrmVxdxqaEwB6g9EhIwxt+AgfEGhYLgBozlWjrDx74c5GjHSB27niiivs1lVVHbuj1WKxv5Dp7+9veB1Wq1U1NTWdqqGyslJLliy5pNnjmmuu0RtvvKGAgIB2x+qMsWPH2q2PHz/u1HwAAODyIgPDtX3eeiVET+9SnITo6do+b32vaPYAYM91d9XQeIWexxU7LQCM5QKAniEharyh+SYHhhmaDwCacsUoKz8vX/l6eBma0x3Q8AG3ExgYaLfN2KlTpzp0fllZmd160KBBnaojKCjIbl1e3v67ak+dOmU3iqa9TRqFhYX6P//n/2jfPvs7N6ZOnaotW7Y4bWePpprXevq0c2YSAwCA9vP38dPqW5brlZkrNSH0mg6dOyH0Gr066ymtvmW5/H38nFQhAHfmurtq3H93P6CjXLHTAno3V47lAgA4VmRgqGJDRxqSK8ovWEPN/obkAoCWXBxlZaSY4KG9cpRV79vTBG7P09NTwcHBKi4uliR9//33HTr/5MmTtsfBwcGdHukybJj9rNKO1NH82KFDh7Z5zjfffKN77733kgaLn/70p3r66acNG4XS/AN9Z//8AACA48WHT1F8+BTllx9RSs5uZRbn6LuSPJ2t+2EnsgFe/XV1cKTGhEQrIfpHiggIc13BANyC2dNHfl5mQ8e6+HmZ5evh3faBQDfDTgswGmO5AKBnWTThRmUUHXZ6noQho52eAwDaYvQoqzEhww3L5U5o+IBbioyMtDV8HD16VOfOnVPfvn3bPK+xsVFHjx61raOiojpdQ/NzDx9u/y9hzY+NjIy87PFffPGFli5dqurqarvn77//fi1btqzdeS86e/asysrKVF5eroCAAIWHt3/r9uY7qhixqwgAAOiYiIAwLYtbJEmqrq5WxrdfqdHaqH6mfoq9Zpx8fY3dLhGAe7twV0240gozDcsZExzeK++qQc/myp0W+PvUe7lyLJdZlzZ8WK1WWepr1HC+UR59+sns6cP7EwA6ID58tG6NitWu3Ayn5fjxVWN17SBj76oHgJYkRI3Xpv0fG5cvOtawXO6Ehg+4pbFjx+rzzz+XJNXU1CgvL0+jRo1q87zs7GzV1dXZxemswMBAhYaGqqioSNKFHTja6+uvv7ZbX66Of/zjH7rvvvtUW1tre87Dw0OrVq3S7bff3rGiJX3yySdaunSpbf3Tn/5Ua9asaff53377re1xnz59FB0d3eEaAACAcUwmk3z6eUnysq0BoLnRIVcZ2vAxJiTCsFyAUdhpAa7gDmO58sqOKSV3nw4WH1JWSYHd3wM/L7NigsM1OuQqzYieqoiAYS2FAwA0sWLaz5R+4pBKLWccHjvIfIUeipupE4ePODw2AHTUxVFWRuxsNCH0KkUEXOn0PO6oj6sLAFpy/fXX260/++yzdp3X/LipU6c6rI7s7Gy7cTGtsVqt2r17t209YsSIS8bDXJSXl6elS5faNXv4+vpqw4YNnWr2kHRJg8bevXt1/vz5dp2bn5+vQ4d+2J529OjRGjBgQKfqAAAAAOA+EqLijM0XbWw+wAiu3GkBvdfFsVxGujiWK7UgQ//xzkrN3bpcm/YnK60w85Kmp8o6i9IKM7Vpf7L+7f/9Wv/xzkr9/cgBQ+sFgO7G38espNn3ys/Lsbtz+nn5Kmn2vbrCm10/AbiPRRNuNCbPRGPyuCMaPuCWxo0bpyFDfthybNu2bXY7d7SkpqZG27Zts62HDRum2Niubd0zY8YM22Or1ao333yzzXM++eQTHT9+3LaeNWtWi8fV1dXpoYceksXS5K4IPz9t2bJF//Iv/9LpmocOHWo3jqakpEQffvhhu8595ZVXZLVabes777yz03UAAAAAcB+RgcMVG9r2romOMCF0FHd4o0dyh50W0PtcHMtlpMjA4Xr0w9f0wM7nlFGU3aFzM4qytey9Z/Xoh6+pouaskyoEgO4vMjBUG+ckKsh8hUPiBZmv0MY5iYoMDHVIPABwlPjw0frXq651ao6E6FjdEHa1U3O4Mxo+4Jb69OmjefPm2dZFRUV6+umnL3vOk08+qZKSEtt6wYIFXd7S/LrrrrNrntiyZYv+8Y9/tHr8yZMntXLlStvax8dHd9xxR4vHvvTSS8rNzbWtPTw8lJSUpGuv7fp/9ObOnWu3XrNmjUpLSy97zhtvvGHXGDJs2LBWm1UAAAAAdD+LJsw0Js9EPkegZ3LlTgvo3UaHXGVovqySAu3K3delGCk5ezV363LllR1zUFUA0PNEBoZq+7xHlBDdtRtXE6JjtX3eIzR7AHBbD8fNkr+TxlQGma/Q8vifOSV2d0HDB9zW/Pnz7Xb52L59ux577DFVV1fbHVddXa1HH31Uf/nLX2zPhYWF6a677mox7vHjxxUdHW33T2tMJpN+9atf2dYNDQ1KTExUSkrKJcdmZWVp4cKFdk0nixcvVnBw8CXHlpSUaOvWrXbP/eIXv9CkSZNaraUj7rrrLkVE/DAz++TJk5o/f76++eabS46trq7WmjVr9D//8z+25/r06aNnnnlGXl5eDqkHAAAAgOvFh8fqViePdkmInqobwsY7NQfgKq7YaSEmOLzLN7Og+zN6LFd1Q23bB7VDqeW07tnxFE0fAHAZ/j5mrb5lgV6ZuVgTQjvW4Dch9Cq9OmuJVt+yQP4+xjalAkBHXOHtq19efaN8+3k6NO7FUVa9/b+BrtmLEmgHHx8fvfDCC7r77rtVU1MjSXrnnXf00Ucfafr06QoJCdHJkye1e/duVVZW2p338ssvy9PTMf/RmDZtmhYtWqTNmzdLkqqqqvTggw9q/fr1mjRpkjw9PZWdna0vvvjCbhzKpEmTdN9997UY86233rpkRM3zzz+v559/vsP1TZ48+ZJRMx4eHnrllVc0b948VVRUSJKOHj2quXPnavz48br22mvl6empwsJCff7556qqqrKdazKZtGrVKk2ePLnDtQAAAABwbyumLVL6iSyVWk47PHaQeaCWxy90eFzAnYwOuUpphZmG5RsTEtH2QejxLo7l6uh4FXdQWWfR0uQ12j5vrfx9Bri6HABwW/HhoxUfPlr55d8rJSdDmcXHlFVyXJV1P9wA6+flq5jgoRoTMlwJ0bGKCLjShRUDQMcMNQ/U8jH/qpe++1QV9TVdjhdkvkJJs+9ldyPR8AE3N378eL3++utKTEzU2bMX5n5WVlYqOTm5xeP9/PyUlJSkmJgYh9bx6KOP6vz583rjjTdsz+Xk5CgnJ6fF4ydPnqz169erX7+W/4rt3r3bofW15KqrrtIbb7yhX/ziFyooKLA9f+DAAR04cKDFcwYMGKDHH39cs2fPdnp9AAAAAIzn7zNASbNX6J4dT6myzuKwuH5eZiXNXtEtvsyzWq2y1Neo4XyjPPr05qerPgABAABJREFUk9nThx0U0G4JUXHatL/laxJOyRdt7M4OcF+LJszslg0f0oWdPtambtHqW+53dSkud+zYMW3btk1paWk6evSoqqurNWjQIIWGhmratGmaPXu2QkOd+6WF1WpVamqqdu7cqa+//lplZWWSpODgYI0cOVIzZ87UTTfd1KGdfysrKzu9c/Hw4cP1t7/9rVPnAj1RRMCVWhb3E0kX/r5WN9Sp/lyjPPv2k6+HF7+3AujWhpoHauW42/TX8lx9dOjrTsdJiI7V8vif9fqdPS6i4QNub8qUKUpJSdGLL76oDz74QLW1l24r6eHhoRkzZujhhx9WSEiIU+p47LHHNH36dL3wwgvKzGz5bp7Bgwfr7rvv1oIFC9S3b99WYxUWFjqlxuaio6P17rvv6q233tJbb72l4uLiFo/z8/PTLbfcogceeKDFETQAAAAAeo7IwOHaOOcJLU1e45CdPoLMA5U0e4UiA4c7oDrnyCs7ppTcfTpYfEhZJQV2zS5+XmbFBIdrdMhVmhE9VREBw1xYKdydkTstTAgdxfsRNhfHcu3K3efqUjolJWevEqLiFB8e6+pSXKKxsVG//e1vtXHjRp07d87uZ8XFxSouLtaBAwe0bt06PfDAA1q8eLH69HH8NPbCwkI98sgjLd4MduTIER05ckSffvqphg0bpueff17jxo1rV9ysrCwHVwpAurAbt9nTW0Z/nXmhQbquSYM0jSYAHKe/h5dW3ninbrt6krakf6b0okPtPndC6FVaNPFG3RB2tRMr7H5o+EC3EBQUpNWrV+vxxx/Xl19+qRMnTujMmTPy9fVVWFiYxo8fLz8/v3bFGjp0aKs7c7QlLi5OcXFxOn78uL766iuVlpaqvr5eAwcO1KhRozR69OjLNnpc1NoOG87g6+ure++9V0uWLFFeXp6+++47nTp1So2NjQoMDFRoaKgmTJggDw8Pw2oCAAAA4FqRgcO1fd5arU3dopScvZ2OkxA9VcvjF7rtzh6pBRnanL7zsl/OV9ZZlFaYqbTCTG3an6zY0FG6e+Is3RA23sBK0Z0YtdPCoomznJ4D3Yszx3IZYUv6zl7Z8HHu3Dn98pe/1EcffdTmsQ0NDXrhhReUnZ2tF1980aF1HDp0SAsXLlRpaWmbxxYWFmr+/Pl67bXXNH369DaPp+ED6P7yyoqUkntAB4uPKqvkRAujZIZodMgIzWCUDAAHYZSV49DwgW7F19dX06ZNc3UZGjp0qIYOHerqMjrEZDIpKipKUVFRri4FAAAAgBvw9xmg1bfcr4SoOG1J36n0DnyBPSF0lBY5uCnCkaNWKmrOas2ezZ26Ez6jKFsZ72W7fTMLXMeInRYSoqfSdIRLOGssl1HSi7KVX17Y63aueeWVV+yaPfz9/bVs2TLdeOONCggI0MmTJ/X+++9rw4YNqqm5MM/+r3/9qyIiIrR06VKH1GCxWJSYmGjX7DF58mQtWbJEY8eOVd++fZWVlaXNmzfr448/lnRhV5KHH35Y27ZtU0RExGXjN725bsSIEe1qbgHgHlILDmpz+qfKKDrc6jGVddVKK8xTWmGeNu3/WLGhI3X3xJu4wx6AQzDKquto+AAAAAAAoBeLD49VfHis8ssLlZKzT5nF+a2OPRkTEqGE6DiHfVnnjFEruWVHlZi8tst3wKfk7NX+49+5/bgauIYzd1oIMg/U8viFDo+LnsHRY7l8PbxV3XDp+GRnScnZp2VxdxqWz9Xy8/O1YcMG2/rKK6/Un/70J1155Q93p44YMUKJiYn68Y9/rAULFuj06Qv/XpOSkjRr1iyH3HT2u9/9TgUFBbb1nDlztGrVKruxMZMmTdKkSZO0YcMGPf/885IuNIo888wz2rRp02XjN93hY9SoUV2uF4DzVdRYtGbPu9qVm9HhczOKDivjvcNKiI7V8vifyd/H6KEzAHoqV42y6u5o+AAAAAAAAIoIGGb7Eu7CXTW1qj/XIM++/x979x4XdZn+j/81IAMzgyPKSfEAKDAiWIoHXEyUbNOxjDY/tp/Vj2VpByVrO5i2ZruVm7p2LnHLcLF265tILVnhWquAZVGCpihHRUVRjuLIzDAMML8/+DExyGGGmXnPAK/n49FjueG+r/saFnBm3tf7ut0gdfOw6V019jpqpaj6PFamvmyzO9+r1FexIvUlJC16gUUfZMJenRbk7jIkxq9nZxnqli2P5aq4XiPIEUVt8ipKBNvLGWzfvh3Nzc0AWi9gvPHGGybFHu2FhobinXfewbJly2AwGKDX67F9+3Zs3rzZqhyuXbuGDz/80DgOCwvDiy++aFLs0d5DDz2E0tJSpKamAgC+//57/Pzzz5g2bVqn8/V6PUpKfv3/VaFQWJUvEdlfUXU5EtLeR5X6mlVx0gtzcfTiGSTGP4xQnwAbZUdERJbq/FkdEREREREREQ1YrXfVSDBUIrfqaJWO6rTXsX7/O3h83zaLLzDmlhdgzRd/w3P/eRd12uudxk5I22rzYw5UOjVWp23pdE8a2No6LfjKhtoknq9sKIuLyGxtx3K9vXAtpgRY1lFhSsB4vHPXs3jl9gSU1JTZKcPO5VeWwmAwCLqno9TW1uKbb74xjmfOnInJk7s/qmnatGmYO3eucfz1119Do9F0s6JnaWlpaGj4tYvLo48+Cjc3t27XPP300yZzUlJSupx75swZ6PV645gdPoicW1F1OVambre62KNNlfoaVqRuR3F1uU3iERGR5VjwQURERERERER2V1R9Hos/Xof9RUesipNe+D0Wf7wOxdUXTD6/JTPZLsdrAK2dPrZm7bZLbOrb2jotKBUzrYqjVMxEypKtLPYgi8UGRyHpf/6MvUv/hhVT70b06EjI3U2bYMvdZYgeHYkVU+/G3qV/Q9L//BmzgiZD3ai1eZFcT1Q6taBHyDhSVlaWSSHEwoULzVp35513Gj9uaGhARkaGVXl8++23xo8lEolJQUlXvL29ERMTYxwfPHgQjY2Nnc4tKDAt4GTBB5HzqtOqkZD2PlQ66wrJOlLpNFid9j7qtML+m0JERK14pAsRERERERER2ZW9j1rJKs21upCkJ+mF30MZFoPY4Ci77kN9T1unBWVYDHbn7EOOBd1rpgSMx/IejioiMkdvjuXStzQJnSYAoLFZDxkkDtlbSD/88IPJeMaMGWati46ONhlnZmZiwYIFvcqhsbERubm5xvGkSZPg4eFhdh6ZmZkAgOvXryM3N7fTx5Cfn2/8WC6XY+TIkb3KlYjsb0vmZzbr7NFRlfoatmZ9hs3zltklPhERdY0FH0RERERERERkN/Y+aiVlyVYk5+yzaeyu7M7Zx4IP6lJscBRig6NQUlOG9MIjyKsoQX5lqcnPvtxdhnC/YET6h0CpiEGI92gHZkx9gcFggLpRC31LE9xcBpl1zFbbsVw9FVW4uTjmrWGxa/fHifQXhYWFxo+HDRuG4cOHm7Vu2LBh8Pf3R0VFBQDg5MmTvc7h7NmzJl1GJkyYYPba8PBwk/HJkyc7Lfho3+GD3T2InFdW6SnsL8rteaIV0gtzoQyLQmxwhF33ISIiUyz4ICIiIiIiIiK7sfdRK88fSESuBR0VrJFTXoCSmjJepKdu9abTAlF7xdUXkF50BKcqznRZNBThPw4LFDOt+nskE0sgd5cJeqyL3F0GqZt5HSb6urNnzxo/DgwMtGjtmDFjjAUfZWVlMBgMvfrbcebMGZNxUFCQ2WtHjzb92bpw4UKn89oXfCgUCjQ2NuK///0vvvnmG/zyyy+orq6Gi4sLfH19cfPNN+P222/Hbbfdxr+FRAJLzjkoyD67cw6x4IOISGAs+CAiIiIiIiIiuxDiqJXvzh+3a/yO0guPGC/mE/XE3E4LREDr38zknH3dFrGpdGpkl+UhuywPu46mISpgPB7o5bFAIpEI4X7ByC7LsyZti4T7BQ+IC/11dXXQ6XTGsb+/v0XrfX19jR83NjaipqYGPj4+FudRWVlpMrYkj/Y5AMDly5dvmHP58mXU1dWZjOfPn49Lly7dMPf8+fM4f/48vvjiC0yYMAEvv/wyIiMjzc6HiHqvpPYKcsvP9jzRBnLKz6Ck5jJCvEcIsh8REbHgg4iIiIiIiIjsRKijVoSUV1Hi6BSIqJ+p017HlszkXhXI5ZYXIPeLAigVM7Eu9n54SQZbtD7Cf5ygBR+R/iGC7eVINTU1JuMhQ4ZYtH7wYNP/H69du9argg9r8vDw8IBYLEZjY6Mxh47y8/NNxt9++61ZsU+fPo3/+7//w6uvvorbbrvN7JzM1dDQgKamJpvHtbeGhoZux0Tm6vizk16YI+j++079hEen3S7onmQf/LtEttKff5ac4TkHCz6IiIiIiIh64cKFC9izZw+ys7Nx/vx5aDQaDBs2DAEBAZg9ezbi4+MREBBg1xwMBgOysrKwb98+Y8tsAPDz88PYsWOxcOFCzJ07F+7u7r2Kf/ToUXz++ec4duwYrly5gqamJvj5+SEwMBDz58+HUqmEp6enLR8S9SPF1RcEO2pFSPmVpb1urU9E1FFR9XkkpG21+uir9MLvcfTiaSTGr0eozxiz1ynDYrDraJpVe1tCqYgRbC9H0mg0JmOZTGbR+o7z1ereHbtjbR5SqdRY8NFZDu2Pc2kzePBgLF68GHfccQcCAwPh6uqKixcvIiMjA//4xz9QW1sLANBqtXjqqafwr3/9CxMnTrQor54UFRXZNJ6jtD8WiMgax8rO9DzJhn4uLUCsbJSge5Iw+HeJbIU/S7bFgg8iIiIiIiILNDU14a233kJSUhKam5tNvlZRUYGKigocO3YM27dvx+OPP46VK1fCxcXF5nmUlZVh7dq1OHbs2A1fO3fuHM6dO4eDBw9i9OjRePXVVzFp0iSzY9fW1uJPf/oTDh061Om+ZWVl+O677/D6669j8+bNmDNnjhWPhPqrdDsf5eIoKp0aGn0DZGIe0UFE1imqPo+VqS9DpevdxfyOqtRXsSL1JSQtesHsoo9QnzGIChgvSIHelIDxCPEebfd9nEFbkUQbNzc3i9YPGmT6tr1er7dJHh3j9qR93p3dvdqx4CMiIgJvv/02Ro0yvdAbFhaGsLAw3HvvvXjsscfw888/AwB0Oh2eeuoppKenW5wbEZnHYDDgvLpW0D3PqWtZIE1EJCDbv+tIRERERETUTzU3N+PJJ5/E+++/f0OxR0d6vR6vvfYannnmGZvncebMGfzhD3/otNijo7KyMixdurTT4o3OVFVVYcmSJWbNr62txSOPPIJPPvnErNg0sJyqEPZOQiE1NvfuwhsRUZs67XUkpG21WbFHG5VOjdVpW1CnvW72muVTFto0hy73mXqXIPs4g5aWFpOxpRc9OxYLGwyGXuXR8fmqpUXI7fPu+JgAIDIyEnFxcQgNDcW4cePwwQcf3FDs0Z6Xlxf+/ve/Y/ToXwt/Lly4gM8//9yivIjIfA3NemiaGnueaEOapkY0NDv+iAMiooGiz5bNarValJSUoLy8HJcuXUJtbS0aGhqg0Wjg4uICqVQKmUyGIUOGYMyYMQgMDMSYMWMsrqYmIiIiIiJq8/bbb+PAgQPGsZeXF9asWYNbb70V3t7euHLlCr788kvs3LkTWq0WAPDVV18hJCQEq1evtkkOarUaCQkJqKqqMn5u+vTpeOihh3DzzTfD1dUV+fn5SE5ONp6j3tTUhKeffhp79uxBSEhIl7HbClpKS0uNn1MoFFi9ejWmT58ODw8PnDlzBp988glSU1ONczZt2oTg4GDMmDHDJo+R+j6DwYD8ytKeJ/ZRYle+t0BE1tmSmWz1MS5dqVJfxdas3dg87zGz5scGR2F+WAz227Ezk1IxE7OCJtstvrNxdXU1GXdWLNGdjt00xGJxr/Lo2DWjp4LljtrP7yyHhx9+2OKcPD098dRTT+HJJ580fu6LL77A4sWLLY7VlbCwsD7ZMaShocGkxf3YsWPh4eHhwIyor2r/s9RksOzvj62MCwuBl4dlx0iR8+HfJbKV/vyz1NTU5PDj5PrMsx61Wo3vvvsOhw8fxokTJ3DmzBmLnyi7uroiIiIC06ZNw7Rp0/Cb3/ym10+WiYiIiIhoYCkpKcHOnTuN4xEjRuCTTz7BiBEjjJ8LDAxEQkICbr/9dixbtgxXr7ZeyElMTMRdd93V7R2P5vr73/9uUpCxaNEibNq0yeSOzbbXPDt37sSrr74KoPU11SuvvIJdu3Z1GTslJcXYYhsAbrnlFuzYscPkddPEiRMxceJEzJw5E8888wxaWlrQ1NSEl156Cfv27bvhAgcNTOpGrc3vWncWcncZpG79440pInKM7y/8YtfiCgBIL/weyrAYxAZHmTV//ezlyLmUb5ciFF/ZUKyLvd/mcZ2ZRGJ67JdOp7Nofcf5vX0Pu+OFlI5HvPSkoaHB6hw6c/vtt0MqlUKj0QAAjh07hoaGBptd+PHw8OgXN356eHjc8LNEZKlBIsc0+pfLPCER8zlzf8O/S2Qr/elnqbdH79mSUx/p0tzcjAMHDuChhx7CjBkz8Mc//hGpqakoKipCc3MzDAaDRf81NTXhxIkTSEpKwqOPPoqYmBisX78ehw8ftrh4hIiIiIiIBpbt27cb73IUiUR44403TIo92gsNDcU777xjbIOt1+uxfft2q3O4du0aPvzwQ+M4LCwML774YpftuR966CEsWrTIOP7+++9NCjraa2pqQmJionHs4+ODN998s8s39++44w489tivdw6fOXMG+/bts+jxUP+lb+m/LZzD/YJ5HjkRWeWfv6QLss/uHPP/XfaSDEZi/HrI3W17N7bcXYbE+PXwkgy2aVxnN2TIEJNxfX29RevVatOiSS8vL8HzMBgMxo511uTQmUGDBiEyMtI41uv1qKiosFl8IvqVh6sbBrsLe1FV7i6F1M1d0D2JiAYypyz4qK2txRtvvIHZs2fjiSeewHfffQe9Xm8s3BCJRL3+D4AxTn19PdLS0vDwww/jtttuw65du3D9uvnnWxIRERER0cBQW1uLb775xjieOXMmJk/uvi35tGnTMHfuXOP466+/Nt7F2FtpaWkmd1o++uijPd69+PTTT5vMSUlJ6XReZmamyRvt999/PwYP7v7izEMPPQRvb+8eY9PA4+bSZxqKWizSv+tjkYiIenJRXYXjV4Rp+ZxTXoCSmjKz54f6jEHSohfgKxtqk/19ZUORtOgFhPqMsUm8vsTHx8ekOLC2ttai9dXV1SbjYcOG9SoPX19fk3FNTY3Za2tra01ukmz/nM8WOsZr64xHRLYlEomg8A4QdM9wv1EskCYiEpBTFXxUVVVhy5YtmDt3Lt5//31UV1fDYDAAQKcFG+3/8/DwgJeXF/z8/ODr64vBgwdj0KBBnc7tLF55eTm2bduG2NhYbN261eIn4URERPQrg8GAep0aV7XXUK9TG//9JSLqq7KyskxaNC5cuNCsdXfeeafx44aGBmRkZFiVx7fffmv8WCKRmBSUdMXb2xsxMTHG8cGDBztt590+NmCae1fEYjHmzZtnHOfm5qKysrLHddT/ycQSm98l7iyUipieJxERdSG7ukDQ/dILLTs6JtRnDFKWbIVSMdOqfZWKmUhZsnVAFnsArc+R/Pz8jOPLly9btP7KlSvGj/38/Hp9nMro0aNNxpbk0XGuLY4mbK/j+wQ8ep3Ifib42fb3tyeR/gPzbz+RM2h9X74BV7X1qNc18H35AcIpbrlpbGzE+++/jw8++AA6nc6kKKN9kYZUKkV4eDgiIiIQGhqKMWPGYNSoUfD29u7yfD+NRoPLly/jypUrKC0txenTp1FQUICioiI0NTUZ9wF+bVOXnJyMTz/9FPfddx8eeughyGT9800qIiIiWyquLkV6UQZOVRQiv7IEKt2vrWLl7p4I9wtBhL8CCxRxCPEOclyiRES98MMPP5iMZ8yYYda66Ohok3FmZiYWLFjQqxwaGxuRm5trHE+aNMnsc86jo6ORmZkJALh+/Tpyc3NveAw//vij8eMxY8YgIMC8u8Cio6Px8ccfAwBaWlpw+PBhk2NkaGASiUQI9wtGdlmeo1OxqSkB4xHiPbrniUREXSi9btmFf2vlVZRYvMZLMhib5z0GZVgMdufsQ065+UUqUwLGY/nUuzArqPtOaANBaGiosXva+fPn0dzcDFdX1x7XNTU14fz588ZxWFhYr3PouPbs2bNmr+04NzQ01GRsMBhw7do11NTUoLq6GmPGjOnyuMPOdLzhcuhQ23SWIaIb/XbczfjweKZg+ykVUYLtRURAcXU50ouO4VTFeeRXXoJK92t3Wbm7FOF+IxHhH4gFiiiEeJv/bzX1HQ4v+Pjmm2+wZcsWlJeXmxzX0vbxTTfdhJiYGMycOROTJk3CoEGWpSyVSjFu3DiMGzcOM2f+WpmuVqvx008/4ciRI8jIyEBZWWt7w7biD41Gg/feew+fffYZ1q9f3+s3ZYmIiPq7rNJsJOekILe86ws6Kl09ssuOI7vsOHYd/RRRAZF4YOq9mBU0XcBMiYh6r7Cw0PjxsGHDMHz4cLPWDRs2DP7+/sY3+0+ePNnrHM6ePWvSZWTChAlmrw0PDzcZnzx50qTg4/r16ygvL7dZbBZ8EABE+I/rdwUfy6fe5egUiKgPMxgMOK8WthNWfmWp8X1WS8UGRyE2OAolNWVILzyCvIoS5FeWQqVTG+fI3WUI9wtGpH8IlIoYFsW1c/PNN+O7774DAGi1WhQXF2P8+PE9risoKIBOpzOJ01s+Pj4ICAgwPs87ceKE2Wt/+eUXk3HHPD766CP89a9/NY4fe+wxrFmzxqzYLS0tOH36tHE8dOhQs59fE5HlQoYNR1TAWOSWm1/01VtTAsbxgjKRQLJKTyE552C3v9sqnQbZZcXILivGrqPfIipgLB6YOhezgsx/34ecn8MKPurq6vDCCy+YnIMNtL7wGT16NH73u9/hd7/7nUVVwZaQyWSIi4tDXFwcNmzYgBMnTuCrr77CV199ZXJGYmVlJZ5++mmkpqbilVdegb+/v13yISIi6mvqtCpsyUzE/qIMi9fmluch94s8KBVxWBe7Cl4Sue0TJCKyofZ3OAYGBlq0dsyYMcaCj7Kysl5fdDlz5ozJOCgoyOy1Hdt5X7hwwWaxR44cCRcXF+MZ7x1j08ClDIvBrqNpgu03M/BmfH/+l54n9pJSMZN3rBORVRqaG6FpahB0T5VODY2+ATKxpNcxQrxHY03M7wG0vner0TegsVkPsasbpG4evXpeMxDccsst2L59u3F86NAhswo+Dh06ZDJufxNjb/PYs2cPgNZikitXrvRYXGEwGEyOIgwMDLzh+aRCoTAZHz582OyCj8OHD6O+/teuoNHR0fw5IrKz5VNuFaTgY/nUW+2+B9FAV6dVY0vmZ9hflNvz5A5yy88i94uzUCqisC72HnhJeMpFf+CQgo+DBw/ihRdeQE1NDYBfz+ubPXs2HnzwwRvaHgvhpptuwk033YRnnnkG+/fvx8cff4xjx44Zv37kyBHEx8dj06ZNuO222wTPj4iIyJkUVZ9FQtpGVKlrrIqTXngIRy+eQGL8JoT6BNsoOyIi26qrqzO5y9LSInBfX1/jx42NjaipqYGPj4/FeVRWmt4RbEke7XMAbjyTvWPs9mfO92TQoEEYNmyYsXDe0jPqu1NWVgYXFxebxXNmDQ0NJl1WZDKZ2Uf2OCs3AKGD/HGq4kyPc60V6T8OjyjuxC8FeajVXLN5/GHSIfhD4BycO3fO5rEHov74807UnbafeXWTFo019T0vsLGSsyUY4jFY8H37orYCVluYNGkSRo4ciUuXLgEA9uzZgwcffBDu7u5drtFqtcbiDKC1aDcqyrqjERYsWGCMaTAY8NFHH2Ht2rXdrvnvf/+LixcvGsd33XVjh6vJkyfDy8sLdXV1AFo7gpw4cQI33XRTt7Gbm5tNCmEA4H//93/NeShEZIXY4AjMD4vq1QVicykVUewaQGRnRdXlSEh7H1Vq6173phfm4ujFM0iMfxihPuYd6UvOyyEFH6tXrzYe2wK0Fno8/vjjiIiIcEQ6Jtzc3LBw4UIsXLgQx44dw7vvvovvv/8eQOsbvY8//rhJuzkiIqKBpqj6LFamPguVzjZvVFapa7AidS2SFm1j0QcROaW2QvU2Q4YMsWj94MGmF1iuXbvWq4IPa/Lw8PCAWCxGY2OjMYfuYnt5eVmU2+DBg40FHx1jW2PKlCnGiwhE3ckHkIK37LrHzev/Zdf4RET2MumlLx2dQp/h5eWFb7/91iaxXFxcsGTJEmzbtg0AUF5ejpdffhmbNm3qcs1f/vIXk0LcZcuWWd35YsaMGQgLC0NRUREAYPfu3Zg1a5bJ8X7tXblyBS+++KJxLJFIcO+9994wTywW4+6770ZycrLxcxs3bsQnn3wCqVTaZT7btm0zOS5m8uTJ+M1vfmPpwyKiXlg/+x7kXDpj9YXizvjKhmBd7D02j0tEvyqqLsfK1O1Q6TQ2iVelvoYVqduRtCiBRR99nMNulTIYDLj55pvxz3/+E++9955TFHt0NHnyZCQlJeHTTz/F9OnTAfzajYSIiGggqtOqkJC20WbFHm1UunqsTnsedVqVTeM6E4PBgHqdGle111CvU/M5BVEfotGYvpCWySxrd9lxvlqt7mKmffNo/8Z7xxzsGZuIiIhooFq6dClGjhxpHKekpGDDhg03PPfSaDR47rnn8O9//9v4uaCgIPzhD3/oNO7FixehUChM/uuKSCTCM888Yxzr9XokJCQgPT39hrn5+fm4//77TYpOVq5c2WX3t9WrV2PYsGHGcUFBAe677z6T4xDb1NbWYu3atfjHP/5h/JyHhwdeeeWVLnMnItvyksiQGP8w5O5dF2X1htxdisT4h3k0BJEd1WnVSEh732bFHm1UOg1Wp72POi3fy+nLHNLhY9SoUXj66aehVCodsb3Fbr75Znz44Yc4cOAAXn31VUenQ0RE5DBbMhOtPsalK1XqGmzN2oHN89bZJb4jFFeXIr0oA6cqCpFfWWJSKCN390S4Xwgi/BW4NZB3MxE5s7auGG3c3NwsWj9okOnLLr1eb5M8OsbtSfu8m5qaBItNRERENFBJJBK89tpreOCBB6DVagEAe/fuxYEDBxAXFwd/f39cuXIFGRkZUKlUJuvefPNNiMVim+Qxe/ZsLF++3NiNo76+Hn/84x+xY8cOTJs2DWKxGAUFBfjhhx9Mbk6YNm0aHn300S7jDhkyBO+88w4efPBB4xGIJ0+exJ133ono6GiMHz8eAHDu3DkcOXIEDQ0NxrVisRjvvvsuxo4da5PHSETmCfUJQNKiBKy2wZEQQGtnDx4JQWR/WzI/s0t3HqC108fWrM+wed4yu8Qn+3NIwcfXX39tsyerQrr99tsRFxfn6DSIiIgcIqs0G/uLMuy6R3rhISjD5iA2ONqu+9hbVmk2knNSkFue1+Ucla4e2WXHkV12HLuOfopQeRAWjIzFTcO6vjOLiByj41nulrbVdnExbazY2w4/zc3N3cbtSfu8Oz4me8YmIiIiGsgmT56M9957DwkJCbh+/ToAQKVSIS0trdP5crkciYmJCA8Pt2kezz33HFpaWvDhhx8aP1dYWIjCwsJO50+fPh07duzosRB46tSp+OCDD/D0008bO4M0NzfjyJEjOHLkSKdrfH19sWXLFtxyyy29fDREZI1QnwCkLFmLrVmfIb0wt9dxlIoorIu9h509iOwsq/QU9hf1/nfVHOmFuVCGRSE22PlO5KCeOeRIl75Y7NHG0rv5iIiI+ovknBRB9tmds1eQfeyhTqvC+v1b8Pi+P3db7NGZYtU5vJX/Id4v3INrDf33aBuivsjV1dVkbGlBQ8eOF719PdTxzfaORRo9aT+/Yw72jE1EREQ00EVHRyM9PR333HMPPDw8Op3j5uaG+Ph4fPnll5g2bZpd8tiwYQP+8Y9/IDIysss5w4cPx3PPPYfk5GR4enqaFXf69On44osv8Mgjj8DLy6vLeT4+PnjggQeQnp7OYg8iB/OSyLB53jK8vXAlpgSMs2jtlIBxeOeuh7B53jIWexAJIDnnoCD77M45JMg+ZHsO6fBBREREfUtxdanFBQy9lVN+EiU15xDiHWTROoPBAHWjBvqWJri5DIJMLLX4LnxrFFWfRULaRquPvMmu/gX/l/okdtz9V4T6BNsoOyKyhkQiMRm3tas2V8f5vS2I6HhxoOMxLD3p2EK7u9iWPsbuYhMRERFRa1eLzZs3Y+PGjfj5559x6dIlXLt2DVKpFEFBQZg8eTLkcrlZsUaNGtVlZ46exMTEICYmBhcvXsTx48dRVVWFxsZGDB06FOPHj0dERMQNBc/mGDp0KJ566ik88cQTOH36NAoLC1FXVwegtdAjMDAQN998s8Wd5IjIvmKDIxAbHIGSmstIL8xFXsUF5FdehEqnMc6Ru0sR7jcKkf5joFREIcR7hAMzJhpYiqvLkVt+VpC9csrPoKTmMn/H+yAWfBAREVGP0u18lEtHCWkb8fytazAraHq384qrS5FelIFTFYXIryyBSldv/Jrc3RPhfiGI8FdggSLO4gISSxRVn8XK1GdN9rdGtaYWK1LXImnRNhZ9EDmBIUOGmIzr6y37XVer1Sbj7u56tFceBoPBeG58Zzl0HFvzGHv7+DqTk5MzYC4KNDQ0oLi42DgODQ3t8g7g/iC7LA+pJ79FXsUZs9dE+o/D/9z0W0wfxRazfd1A+3kn+8suy8Pek9/ilAV/UyL8x2GxQH9TOv7MX5M24ZWsXXbf9y+/fZR/My3U0tKCq1ev2nUPqVSK2bNn23UPc4waNQqjRo2yeVxXV1dMnDgREydOtHlsIrKfEO8RWBNzB4DW148avQ6NzU0Quw6C1M1d0JuqiOhX6UXHhN2vMNf4t4D6DhZ8EBERUY9OVfTuzqHeqqivwpovXoBSEYd1savgJTG9yymrNBvJOSnddh1R6eqRXXYc2WXHsevop4gKiMQDU+/tsYjEUnVaFRLSNtqs2KONSleP1WnPI2XJjhsePxEJy8fHByKRCAaDAQBQW1tr0frq6mqT8bBhw3qVh6+vr8m4psb8jkK1tbUmR9F4e3ubfN3Hx+eG+ZZoP79jbGuMHj16wByrqdVqTQpnAgMDb+gu058EBQXh97PuRElNGdILjyCvogT5laVQ6X79HsjdZQj3C0akfwiUihiEeI92YMZkSwPt553sp057HVsyk7G/6AgAQOxt3vETAFDcVIFXcv8JpXom1sXeDy/JYHulecPP/G0TJiBPf9GYtz0oFTNx7y18s95Ser3e7gUfRETOTiQSQSb2AA9rIXK8UxXnBd0vr+KCoPuRbbDgg4iIiLplMBiQX1nikL3TCw/h6MUTSIzfhFCfYNRpVdiSmYj9veg4klueh9wv8rosIumtLZmJVh/j0pUqdQ22Zu3A5nnr7BKfiMwjFovh5+eHiooKAMDly5ctWn/lyhXjx35+fr0+8mT0aNOL3Zbk0XFux7s5rYl99epVk+4hI0eONHstUYj3aKyJ+T2AtjsJG9DYrIfY1Q1SNw/eSUhEXSqqPo+EtK2oUlt3cT698HscvXgaifHrEeozxkbZ9Wz97OXIuZRvdf6d8ZUNxbrY+20el4iIiIiE0/q+/CVB98yvvAiDwcDX4n2Mwwo+fv75Z0dt3alp06Y5OgUiIiKnpG7U2Lx7hSWq1DVYkboWL8x9Alsz/251cUXHIhJrZJVm96r4xBLphYegDJuD2OBou+5DRN0LDQ01FnycP38ezc3NZp1t3tTUhPPnf70bIywsrNc5dFx79qz5Z7h2nBsaGmoyHjVqFKRSKTQajdWxrXmMNLC13kkogQzs9EBE3SuqPo+VqS+bdAWyRpX6KlakvoSkRS8IVvThJRmMxPj1WJH6ks0eB9DaHSkxfr1dO5YQERERkf2pG3VQ6TSC7qnSaaDR6yAT88jNvsRhBR/Lli1zmuogkUiE06dPOzoNIiIip6RvaXJ0ClDp6rH261dggMEm8dqKSJIWbbOq6CM5J8Um+fRkd85eFnwQOdjNN9+M7777DkBrW/bi4mKMHz++x3UFBQXQ6XQmcXrLx8cHAQEBKC8vBwCcOHHC7LW//PKLybhjHq6uroiIiDAW5ufl5aGlpQUuLi5WxyYiIrKlOu11JKRttWmRBACodGqsTtuClCVbBSuWCPUZg6RFL2B12habdPrwlQ0VvFMJEREREdmHo96Xb2xu4pFOfUzP797ZmcFgcIr/iIiIqHNuLs5xApytij3aqHT1WJ32POq0ql6tL64uRW55nk1z6kpO+UmU1JwTZC8i6twtt9xiMj506JBZ6zrOmzlzps3yKCgoMDkupisGgwEZGRnGcWBg4A1HuHSMXVdXh2PHjpmVU/vHKJVKERUVZdY6IiKi3tiSmWyXY1CA1k4fW7N22yV2V0J9xiBlyVYoFdY9R1AqZiJlyVYWexARERH1E456X17s6hzXA8h8Di/4EIlEDv2PiIiIuicTSyF393R0GnZRpa7B1qwdvVqbbuejXG7Yr1DY/YjI1KRJkzBy5EjjeM+ePSadOzqj1WqxZ88e43j06NFWF0MsWLDA+LHBYMBHH33U45r//ve/uHjxonF81113dTpPqVSavEYyJ/bp06fx008/Gcfz58+HWCzucR0REVFvZJXmYn/REbvukV74PbJKc+26R0deksHYPO8xvL1wLaYE9NxBrL0pAePxzl3PYvO8x3iMCxEREVE/IhO7Q+4uFXRPubsUUjd3Qfck6zm04MPRXT3Y2YOIiKhnIpEI4X4hjk7DbtILDyGrNNvidacqCu2QTdfyBN6PiEy5uLhgyZIlxnF5eTlefvnlbtf85S9/QWVlpXFsi2MtZ8yYgbCwMON49+7d+PHHH7ucf+XKFbz44ovGsUQiwb333tvp3MDAQMTGxhrH6enpSEtL6zJ2fX091q1bZxyLRCLcd999Zj0OIiKi3kjO2SfIPrsF2qej2OAoJP3Pn7F36d+wYurdiB4dCbm7aUNtubsM0aMjsWLq3di79G9I+p8/Y1bQZIfkS0RERET20/q+/MieJ9pQuN8oNkzogxzWk+W///2vo7YmIiIiC0X4K5BddtzRadjN7py9iA2ONnu+wWBAfmWJHTO6UX5lMQwGA59wEznQ0qVL8fHHH+PSpUsAgJSUFBgMBmzYsAFS6a93XGg0Grz88sv497//bfxcUFAQ/vCHP3Qa9+LFi5g7d67J5woLOy/yEolEeOaZZ/Dwww8DAPR6PRISErBp0yYolUqTufn5+fjjH/9oUnSycuVK+Pn5dfkYn3rqKRw5cgR6vR4AsGHDBtTX12PJkiUmf3/Kysrw5JNPoqioyPi53/3udwgPD+8yNhERkTWKqy8gt7xAkL1yygtQUlOGEO8bj0ATQoj3aKyJ+T2A1tceGn0DGpv1ELu6QermwdcERERENmIwGKBu1EHf0gQ3l0GQid357yw5lQj/QGSXFQu2X6Q/jwfsixxW8NG+HTIRERE5N2XYHOw6+qmj07CbnPKTKKk5hxDvILPmqxs1UOnq7ZtUBypdPb4t+Q6/DZ0l6L5E9CuJRILXXnsNDzzwALRaLQBg7969OHDgAOLi4uDv748rV64gIyMDKpXKZN2bb75ps6NOZs+ejeXLlyM5ORlAa6eNP/7xj9ixYwemTZsGsViMgoIC/PDDDyZdDadNm4ZHH32029jjx4/Hs88+i7/+9a8AWgtKXnrpJSQnJyMmJgaenp44c+YMDh8+jKamJuO64OBgbNiwwSaPj4iIqDPpdj7K5Yb9Co8Yiy4cSSQSQSaWQAaJo1MhIiLqF4qry5FedAynKs4jv/ISVDqN8WtydynC/UYiwj8QCxRRCPEe4cBMiQBl2GTsOvqtcPsprDuKmBzDYQUfRERE1HeE+gQjKiASueV5jk7FbtILM7AmZrlZc/UtTT1PsoO16X+F8mwc1sWugpdE7pAciAa6yZMn47333kNCQgKuX78OAFCpVF0efSKXy5GYmGjzzhfPPfccWlpa8OGHHxo/V1hY2GVnkOnTp2PHjh0YNKjnl4D33XcfmpqasG3bNrS0tAAALly4gAsXLnQ6PywsDB988AE8PT178UiIiIjMc6rijKD75VUI29GPiIiI7Cur9BSScw4it/xsl3NUOg2yy4qRXVaMXUe/RVTAWDwwdS5mBU0QMFOiX4X6BCAqYGy3P7e2MiVgHIuc+igXRydAREREfcPyKYsdnYJd5VV0fpG0M24ujquZTS88hMUfr0JxdanDciAa6KKjo5Geno577rkHHh4enc5xc3NDfHw8vvzyS0ybNs0ueWzYsAH/+Mc/EBkZ2eWc4cOH47nnnkNycrJFBRkPPvgg9u7di+joaLi4dP6y0cvLCwkJCdi7dy/8/f0tzp+IiMhcrUcqCvv8N7+y1KRTFhEREfVNdVo11u//CI/v+8Dii+a55Wex5oudeO4/H6FOq7ZThkTdWz7lVmH2mSrMPmR77PBBREREZokNjsb8sDnYX5Th6FTsIr+yGAaDwaxzOmViKeTunoIf69KmSl2DFalrkbRoG0K8g6Bu1LQ7a1TKs0aJBODr64vNmzdj48aN+Pnnn3Hp0iVcu3YNUqkUQUFBmDx5MuRy8zrxjBo1qsvOHD2JiYlBTEwMLl68iOPHj6OqqgqNjY0YOnQoxo8fj4iICLi6uvYqdkREBD788ENUVVXh6NGjqKyshFarhVwuR1hYGG666SabHVNDRETUHXWjFiqdsBdZVDo1NPoGyMQ8SoWIiKivKqouR0La+6hSX7MqTnphLo5ePIPE+IcR6hNgo+yIzBMbHIH5YVHYX5Rrtz2Uiih2sunDWPABICMjA3PmzHF0GkRERE5v/ezVyLl0ElXqGkenYnMqXT00ei1kYmmPc0UiEcL9QpBddtz+iXVBpavHkv/3ODzcxLje7s1vubsnwv1CEOGvwAJFHEK8gxyWI9FAIJVKMXv2bEengVGjRmHUqFF2ie3r6wulUmmX2EREROZw1JGKjc16yMCCDyIior6oqLocK1O3Q6XT2CRelfoaVqRuR9KiBBZ9kODWz74HOZfOWF281Blf2RCsi73H5nFJOH224KO+vh4ajQZ6vd54rnRXWlpa0NTUBL1eD51Oh/r6elRVVSEvLw9ZWVkoKytDfn6+QJkTERH1XV4SORLjN2FF6lqHdbewp9Y3dM0T4a9waMEHAOhb9NDr9CafU+nqkV12HNllx7Hr6KeICojEA1Pvxayg6Q7KkoiIiIjIOo46UlHs6uaQfYmIiMg6dVo1EtLet1mxRxuVToPVae8jZclaeEnMfReRyHpeEhkS4x/GChsWMQGA3F2KxPiH+fPcx/Wpgo+MjAx89tln+P7776HR2OaH2dzW7URERNQq1CcYSYu2YXXa8/2u04clb+gqw+Zg19FP7ZiNbeSW5yH3izwoFXFYF7sKXhLzjpggIiIiInIWMrEEcneZoMe6yN1lkLp5CLYfERER2c6WzM/s0gkBaO30sTXrM2yet8wu8Ym6EuoTgKRFCVhtg2OKgNbOHjymqH9wcXQC5tBqtUhISMCqVavwzTffQK1Ww2Aw2OQ/IiIislyoTzBSluyAUhHn6FRsRu7uCamb+e2aQ32CERUQaceMbCu98BAWf7wKxdWljk6FiIiIiMgirUcqBgu6Z7hfMG8SIyIi6oOySk9hf1GuXfdIL8xFVukpu+5B1JlQnwCkLFkLpSLKqjhKRRRSlqxlsUc/0ScKPtatW4f//ve/xiINkUhks/+IiIiod7wkcmyetw5vL3wRwz19HZ2O1cL9Qi1+brB8ymI7ZWMfVeoarEhdy6IPIiIiIupzIvzHCbpfpH+IoPsRERGRbSTnHBRkn905hwTZh6gjL4kMm+ctw9sLV2JKgGXPkacEjMM7dz2EzfOW8RiXfsTpj3T54YcfcODAgRsuwFjanaP9eoPBAFdXV4waNQoTJ07EnXfeaZNciYiIBqLY4GiMGOyHxR+vcnQqVon0V1i8JjY4GvPD5mB/UYbtE7ITla4eq9OeR8qSHTzehYiIiIj6DGVYDHYdTRNuP0WMYHsRERGRbRRXlyO3/Kwge+WUn0FJzWWEeI8QZD+ijmKDIxAbHIGSmstIL8xFXsUF5FdehEqnMc6Ru0sR7jcKkf5joFRE8ee1n3L6go/du3ebjA0GA7y8vDBv3jyEhIRAJpPh+++/x1dffQUAcHd3xwsvvACRSISGhgbU1taiqKgI33//PdRqtbHww83NDW+88QYmTJgg+GMiIiLqb9qON8ktz3N0Kr2mVMzp1br1s1cj59JJVKlrbJuQHVWpa7A1awc2z1vn6FSIiIiIiMwS6jMGUQHjkVteYPe9pgSMR4j3aLvvQ0REROYxGAxQN+qgb2mCm8sgyMTunXbqTS86Jmhe6YW5WBNzh6B7EnUU4j3C+HNoMBig0evQ2NwEsesgSN06/12h/sWpCz4aGhpw5MgRiEQi41EuM2bMwLvvvgtPT0/jPIVCYSz4aGxsRGBgIKZOnWoSS6vVYvv27UhKSjIWgzz++ONIS0uDTMaWNURERNZaPmVxny34mBIwESHeQb1a6yWRIzF+E1akroVKV2/bxOwovfAQlGFzEBsc7ehUiIiIiIjMsnzKQkEKPpZPvcvuexAREVH3iqvLkV50DKcqziO/8lInXQtGIsI/EAvadS04VXFe0BzzKi4Iuh9RT0QiEWRiD/DK98Di4ugEupOfn4/GxkbjWCKR4NVXXzUp9gCACRMmQCaTGSuUsrKyboglkUjwzDPPYPPmzQBaf+AvXbqEbdu22fEREBERDRxtx5v0RcunLrZqfahPMJIWbYOvzNtGGQljd85eR6dARERERGS22OAozA+z71ErSsVMzAqabNc9iIiIqGtZpafw4N53sPjjbdh19FtklxWbFHsAgEqnQXZZMXYd/Rb/86+/4cG97yCr9BTyKy8Jmmt+5UUYDAZB9yQi6sipCz4uXPi1Mk4kEkGpVMLHx+eGeSKRCBMnTjT+Uf3pp5+6jHn33Xdj6dKlMBgMMBgMSElJwZkzZ2yfPBER0QC0fvbqPlf0oFTEYVbQ9G7nGAwG1OvUuKq9hnqdutMXcqE+wUhZsgNKRZy9UrW5nPKTKKk55+g0iIiIiIjMtn72cvjKhtoltq9sKNbF3m+X2ERERNS9Oq0a6/d/hMf3fYDc8rMWrc0tP4vH931wQ2GIval0Gmj0OkH3JCLqyKkLPmprawHAeFFl2rRpXc4NCwszzi0oKEBLS0uXcx9//HFjR5CWlhZ89NFHNsyaiIho4Go73kTu7tnzZAuIYJ9zBn1l3lgXu6rTrxVXl+LtI//AI5+vx+z3F+OW9xYhbufvcct7izD7/cV45PP1ePvIP0wKJrwkcmyetw5b5z9nl3ztIb0ww9EpEBERERGZzUsyGInx6yF3t22jarm7DInx6+ElGWzTuERERNSzoupyLP54G/YX5To6FYs1Njc5OgUiGuCcuuCjoaHBZDxmzJgu54aGhho/1ul0KC0t7XKuXC7H7bffbuzycejQIeuTJSIiIgC2P97EV+aNbQs22LyIRO7uicT4TfCSyE0+n1WajQf3PoPFH6/CrqOfIrvsOFS6epM5Kl09ssuOY9fRT/E//3oUD+59BofP/dph7PbQWJvnay95FYWOToGIiIiIyCKhPmOQtOgFm3X68JUNRdKiFxDq0/V7j0RERGQfRdXlWJm6HVXqa45OpVfEroMcnQIRDXBOXfDh7u5uMpbJuq7c71gMUlJS0m3sGTNmGD+urKzE2bOWtYciIiKirtnqeBOlIg4pS3bgtpBbbF5EkrRoG0J9go2fq9OqsH7/Fjy+78/ILc+zKF5ueR7WfPECnvvPVtRpVRCJRAj3C7FJrvaWX1nMs0aJiIiIqM8J9RmDlCVboVTMtCqOUjETKUu2stiDiIjIAeq0aiSkvS/4USy2IneXQurm3vNEIiI7cuqCjyFDhpiMdbquz8EaPXo0AEAkam353l2HDwAIDAw0GRcVFfUmRSIiIupC2/Emby98EVMCJlq0dkrARLxz10vYPG+dsQOHrYtI2hd7FFWfxeKPV2F/UYZVsdMLD2Hxx6tQXF2KCH+FVbGEotLVQ6PXOjoNIiIiIiKLeUkGY/O8x/D2wrWYEjDeorVTAsbjnbuexeZ5j/EYFyIiIgfZkvlZn+3sAQDhfqOM1yWJiBzFqfsMeXl5mYwrKyu7nDt8+HAMGjQIzc3NAHru8OHh4QHg1wKR2tpaKzIlIiKirsQGRyM2OBolNeeQXpiBvIpC5FcWmxyTInf3RLhfKCL9FVAq5iDEO6jTWG1FJMqwOdidsxc55SfNzmNKwEQsn7oYs4Kmm3y+qPosVqY+e8OxLb1Vpa7BitS1eGHuH20STwiNzXrY9gR0IiIiIiLhxAZHITY4CiU1ZUgvPIK8ihLkV5ZCpVMb58jdZQj3C0akfwiUihiEeI92YMZERESUVXoK+4tyHZ2GVSL92SGMiBzPqQs+goKCAPxalHHixAncdtttnc51cXHBqFGjcP78eRgMBuTn53cbu77e9KLO9evXrU+YiIiIuhTiHYQ1McsBAAaDARq9Fo3Neohd3SB1k1hUDW+rIpI6rQoJaRttVuzRRqWrx9bMHbhpeDhOXOn+OYkzELu6OToFIiIiIiKrhXiPxpqY3wNoe83R0O41hwfvwCUiInIiyTkHHZ2C1ZSKKEenQETk3AUf48aNg7e3N2pra2EwGPDll1/iscceg1gs7nT+2LFjce7cOQDA2bNnUVNTA29v707nFhQUAGh98ScSiSCRSOzyGIiIiOhGIpEIMrHU6q4S1haRbMlMRJW6xsosOlelrsEYrwC7xLYlubsnpG58HkRERERE/Uvraw4JZOBzXSIiImdTXF2O3PKzjk7DKlMCxiHEe4Sj0yAigoujE+jJ9OnTYTAYAACXL1/Gyy+/bBx3FB4ebjJOSUnpMu7nn39uMh42bJiVmRIREZEjtRWRDJUMgUws7bHYI6s0G/uLMuyaU86lk5gycqJd97BWuF8o73QkIiIiIiIiIiLBpBcdc3QKVls+9VZHp0BEBKAPFHzcfffdAFov4hgMBuzduxdLlixBdnb2DXNnzZplMve9995DTk7ODfNef/11nDp1yuTixoQJE+zzAIiIiMgpJed0XRhqS03NTfCVdd5xzBlE+iscnQIREREREREREQ0gpyrOOzoFqygVUZgVxOuKROQcnPpIFwCYPXs2Jk6ciLy8PGMhx/Hjx7F8+XKMHj0aBw4cMM6dNGkSgoKCcP78eYhEImi1Wtx///1QKpWYNGkSdDod/vOf/+DEiRMmxR4jRozA2LFjHfHwiIiIyAGKq0uRW54nyF6/XMnHaws24sX/vgGVrl6QPS2hVMxxdApERERERE7PYDBA3aiFvqUJbi6DIBP3fIQkERER3chgMCC/8pKj0+g1X9kQrIu9x9FpEBEZOX3BBwC88sor+P3vfw+tVmss+gAAF5cbG5SsWbMGTz/9NEQiEUQiEZqamvDll1/iyy+/NM4xGAzGOCKRCEuWLBHssRAREZHjpdv5KJeOTlcWI2nRNqxOex5V6hpB9+7OlICJCPEOcnQaRER9Hi8CEhH1T8XVF5BedASnKs4gv7IUKp3a+DW5uwzhfsGI8B+HBYqZCPEe7cBMiYiI+g51ow4qncbRafSK3F2KxPiH4SWROToVIiKjPlHwERoaip07d2LNmjWora01vnE2evSNL6TuuOMOfPXVVzh48KCx6KOtQKRN+zfeFAoF7r//fvs+ACIiInIqpyoKBd0vr6IQa2KWI2XJDmzN2oH0wkOC7t+V5VMXOzoFIqI+ixcBiYj6r6zSXCTn7ENueUGXc1Q6NbLL8pBdloddR9MQFTAeD0y9C7OCJguYKRERUd+jb2lydAq94isbgsT4hxHqE+DoVIiITPSJgg8AmDJlCr788ku89dZb+Pe//w2dTtdpwQcAvP7660hISMD3339vLProyGAwIDg4GDt27ICbm5u90yciIiIn0do2skTQPfMri2EwGOAlkWPzvHVQhs3B7py9yCk/KWge7SkVcZgVNN1h+9PA1NoFQdOuC4KUXRCoz+FFQCKi/qtOex1bMpOxv+iIxWtzywuQ+0UBlIqZWBd7P7wkg+2QIRERUd/n5tJnLk0aKRVRWBd7Dzt7EJFT6lN/VYcNG4YXX3wRa9euxcGDB+Hr69vpPA8PDyQlJeFf//oXdu/ejQsXLph8XSaT4d5770VCQgI8PT2FSJ2IiIichLpRA5WuXtA9Vbp6aPRayMRSAEBscDRig6NRUnMO6YUZOHE5H6cqiqBp0hrXeIpl0DU3Qt+st3k+vjJvrItdZfO4RJ0pri5FelEGTlUUIr+yxOT3T+7uiXC/EET4K7BAEccjhsip8SIgEVH/VlR9HglpW1GlvmpVnPTC73H04mkkxq9HqM8YG2VHRP1BawG8rl0BvDsL4GlAkondIXeXCnqsi9xdik2/XYLduYeQU37G7HVTAsZh+dRbMStogh2zIyKyTp8q+Gjj6emJu+66q8d5S5cuxdKlS1FYWIiLFy+isbER/v7+mDhxIrt6EBERDVCOahvZ2KxHx3sAQryDsCZmObRaLU6dOoWG5kY0GZoQGR4Jb/lQlNScw4rUtTYtUJG7eyIxfhO8JHKbxSTqTFZpNpJzUpBbntflHJWuHtllx5Fddhy7jn6KqIBIPDD1XnafIafDi4BERP1bUfV5rEx92eR4LmtUqa9iRepLSFr0Av/eEw1wxdXlSC86hlMV55FfecnkArfcXYpwv5GI8A/EAkUURkq9HJcokYBEIhHC/UYiu6xYsD3D/UYhdmwEYsdGoKTmMtILc5FXcQH5lRc7+b0chUj/MVAqohDiPUKwHImIeqtPFnxYSqFQQKFQODoNIiLqg3j8QP/jqLaRYtfui01FIhEkg9wBuEMmlkAkEiHUJxhJi7ZhddrzqFLXWJ2Dr8wbifGbEOoTbHUsoq7UaVXYkpmI/UUZFq/NLc9D7hd5UCrisC52FQuTyCnwIiARUf9Wp72OhLStNvs730alU2N12hakLNkK94HxFiwRtZNVegrJOQeRW362yzkqnQbZZcXILivGrqPfYtLwIMweGoybho0UMFMix4jwDxS04CPS/9fXXiHeI7Am5g4Are/9avQ6NDY3Qew6CFI3dt4hor6HrzaIiIg64PED/ZtMLIXc3VPQY13k7p6Qukl6tTbUJxgpS3Zga9YOpBce6nUOvIBOQiiqPouEtI1WFyilFx7C0YsnWKBEDifERUAe70JE5FhbMpOt7uDUlSr1VWzN2o0XYlfYJT4ROZ86rRpbMj/D/qJci9cev3IOx6+cQ7RPEJaMnWaH7IichzJsMnYd/Va4/RRRnX5eJBJBJva4oSsvEVFfwoIPIiKi/19vjx9YOvFueKF3F/NJeK1tI0OQXXZcsD3D/UKtujvASyLH5nnroAybg905e5FTftLstVMCJmL51MU8IoPsrqj6LFamPmuzYqoqdQ1WpK5F0qJtLPoghxHiIuDmeY/ZJT4REfUsqzQX+4uO2HWP9MLvMTdoKoaCx0sT9XdF1eVISHsfVeprVsXJrj6HQlUF3hk9AhNH8rUQ9U+hPgGIChjbbRccW5kSMI5HsxBRv8aCD+ozLly4gD179iA7Oxvnz5+HRqPBsGHDEBAQgNmzZyM+Ph4BAQF2zcFgMCArKwv79u3DL7/8gurqagCAn58fxo4di4ULF2Lu3Llwd3fvVfyjR4/i888/x7Fjx3DlyhU0NTXBz88PgYGBmD9/PpRKJTw9PXsVu6CgAHv37sXPP/+MS5cuoaGhAX5+fhg5ciRuu+02LFy4EMOGDetVbKK+zurjB8rzEO1zM5aMvROeblLbJ0g2F+GvELTgI9LfNkfLxQZHIzY4GiU155BemIG8ikLkVxZ30oUmFJH+CigVc9iFhgRRp1UhIW2jzTvnqHT1WJ32PFKW7GB3GhKcUBcBlWExiA3u/G4zIiKyr+ScfYLs889f0rFm3F2C7EVEjlFUXY6Vqduh0mlsEq+uUYvVX+7ErkWPIdTHvu95EznK8im3ClLwsXzqrXbfg4jIkZy+4OPnn38WZJ9p09gizVk1NTXhrbfeQlJSEpqbm02+VlFRgYqKChw7dgzbt2/H448/jpUrV8LFxcXmeZSVlWHt2rU4duzYDV87d+4czp07h4MHD2L06NF49dVXMWnSJLNj19bW4k9/+hMOHbqxVX9ZWRnKysrw3Xff4fXXX8fmzZsxZ84cs2NrNBps2rQJqampN3zt0qVLuHTpEn766Se8+eabeP7557Fo0SKzYxP1B7Y6fiC7+hcUqs7iyQnLMQETbJQd2YsybA52Hf1UuP0Uc2waL8Q7CGtilgNoO2tUi8ZmPcSubpC6SXjWKAluS2ai1X9Hu1KlrsHWrB3YPG+dXeITdUWoi4C7c/ax4IOIyAGKqy8gt7xAkL2OXynCxeFVGCXzFWQ/IhJWnVaNhLT3bVbs0ea6TovVae8jZclaeEl44AT1P7HBEZgfFtWrI5DMpVREYVYQ36slov7N6Qs+li1bZveLFiKRCKdPn7brHtQ7zc3NePLJJ3HgwIEe5+r1erz22msoKCjA66+/btM8zpw5g/vvvx9VVVU9zi0rK8PSpUvx7rvvIi4ursf5VVVVWLZsGUpLS3ucW1tbi0ceeQR/+ctf8Ic//KHH+Wq1GitXrkRubs9PmDQaDf70pz+htLQUzzzzTI/ziZydwWCAulEDfUsT3FwGQSaW3vDvia2PH6hrvI6teR9g7LhxmDhyvE1ikn2E+gQjKiCy2+N7bGVKwES7dtloPWtU6rRnjZrzu0h9W1Zpdq86JFkivfAQlGFzEBscbdd9iNoIeREwp7wAJTVlGCn1EWQ/IiG1Pg/QtnsewMJUch7pdu7i1NFP1QUs+CDqp7Zkfmb1MS5dqVJfw9asz7B53jK7xCdytPWz70HOpTN2+R3ylQ3Buth7bB6XiMjZOH3BRxuDweDoFMgB3n77bZNiDy8vL6xZswa33norvL29ceXKFXz55ZfYuXMntFotAOCrr75CSEgIVq9ebZMc1Go1EhISTIo9pk+fjoceegg333wzXF1dkZ+fj+TkZHz77bcAWruSPP3009izZw9CQkK6jN1W0NK+2EOhUGD16tWYPn06PDw8cObMGXzyyScmHTo2bdqE4OBgzJgxo9vcX3jhBZNij5EjR2LNmjW45ZZbMHjwYFy4cAGff/45PvzwQzQ1NQEAdu7ciZCQENx9990WfZ+InEFxdSnSizJwqqIQ+ZUlnRxzEYIIfwUWKOLgIx1ml+MHNE1aPJn+EvYu/TuPH3Byy6csFqTgY/nUxXbfw9lY8rvII2f6vuScFEH22Z2zlwUfJBihLwKmFx7Bysls9U/9Q3H1BaQXHcGpijPIryyFSqc2fk3uLkO4XzAU3oEYBx9e/CaHOlVxRtD9Sq9fEXQ/IhJGVukpu3YnAID0wlwow6IQGxxh132IHMFLIkNi/MNYYcMjkQBA7i5FYvzD7I5DRANCnyn4sPUdICwgcX4lJSXYuXOncTxixAh88sknGDFihPFzgYGBSEhIwO23345ly5bh6tWrAIDExETcddddGDVqlNV5/P3vfzcpyFi0aBE2bdpkcmzMtGnTMG3aNOzcuROvvvoqgNZCkVdeeQW7du3qMnZKSorJsUW33HILduzYAbFYbPzcxIkTMXHiRMycORPPPPMMWlpa0NTUhJdeegn79u2Dq6trp7G/++47fPnll8bx+PHj8c9//hODBw82fi4sLAzr1q1DXFwcHnroITQ0NAAANm/ejNtuuw2enp7mfpuIHCqrNBvJOSndXrxX6eqRXXYc2WXHsevopxgqGYKrWvvcfVGtqeXxA31AbHA05ofNsWtnAqUiDrOCptstvrPpze9iVEAkHph674D6PvUnxdWlghROAUBO+UmU1JxjkRAJQuiLgHkVJYLuR2QPWaW5SM7Z1213HJVOjeyyPGSXtf7bESofhQUjp/NIRBKcwWBAfmXPnVZt6Zy6AgaDgV1uiPqZ5JyDguyzO+cQCz6o3wr1CUDSogSsTnvfJp0+fGVDkBj/MEJ9AmyQHRGR83PpeYrjGQwGm/zX3oQJE7BgwQIsWLAASqXSQY+MurN9+3Y0NzcDaC34eeONN0yKPdoLDQ3FO++8Y3zRrNfrsX37dqtzuHbtGj788EPjOCwsDC+++KJJsUd7Dz30EBYtWmQcf//99yYFHe01NTUhMTHROPbx8cGbb75pUuzR3h133IHHHnvMOD5z5gz27ev6XPG3337b+LG7uzveffddk2KP9qZPn44XX3zROK6rq0NycnKXsYmcRZ1WhfX7t+DxfX+2+IKjvYo92qQXHkJWabZd9yDrrZ+9Gr4yb7vE9pV5Y13sKrvEdjbW/C7mludhzRcv4Ln/bEWdVmWnDMle0u18lMsN+xUKux8NTI64CJhfWcqbEqjPqtNex/r97+DxfdssPgqpWHURb+V/hj8ffB912ut2ypDoRupGrUn3GSFomhrQ0KwXdE8isq/i6nLklp8VZK+c8jMoqbksyF5EjhDqE4CUJWuhVERZFUepiELKkrUs9iCiAcXpO3z897//7dW6pqYmNDQ0oLa2FmfPnsVPP/2EjIwM6HQ6AMD58+fxxBNPYPbs2bZMl2yktrYW33zzjXE8c+ZMTJ48uds106ZNw9y5c43Hqnz99dfYuHEjpFJpr/NIS0szdr0AgEcffRRubm7drnn66afxxRdfQK9vfRGfkpKCadOm3TAvMzMTFRUVxvH999/fZUFGm4ceegj/+te/UFNTY4zd2dErBQUF+OWXX4zju+++G6NHj+429t13343k5GTk5+cDAFJTU00KTIicTVH1WSSkbUSVusbRqXSJxw84Py+JHInxm7Aida1Nj/eRu3siMX7TgDjWx1a/i+mFh3D04gkkxm9CqE+wjbIjeztVUSjofnkC70cDkyMuAqp0amj0DT1PJHIyRdXnkZC2FVXqq1bFOXDmRxy7UojE+PUI9Rljo+yIuqZvaXLIvk2GJgCd3+hDRH1PetExYfcrzMWamDsE3ZNISF4SGTbPWwZlWBR25xxCTrn5nRenBIzD8qm3YlYQO8cROSuDwYCGZj2aDC1QNzbAw8OD3e9sxOkLPkaOHGl1jN/85jdYunQpKioqsH79evzwww9Qq9VYs2YNPvjgA0yfzhbiziYrK8tYMAEACxcuNGvdnXfeaSz4aGhoQEZGBhYsWNDrPNpiAYBEIsHcuXN7XOPt7Y2YmBhkZmYCAA4ePIjGxsYbOne0j92We0/EYjHmzZuHjz/+GACQm5uLyspK+Pn5dRvbku9fW8FHeXk5fvnlF9x8881mrSUSUlH1WaxMfdamF+jtgccP9A2hPsFIWrQNq9Oet0kBka/Me8AULdj6d7FKXYMVqWuRtGjbgPj+9XWtXRCEPYYiv7KYrdDJ7hx1EdBR+xL1VlH1eaxMfdlmBVJV6qtYkfoSkha9wKIPsjs3F8e8JTpI5PRvxRKRBU5VnBd0v7yKC4LuR+QoscERiA2OQEnNZaQX5iKv4gLyKy9CpdMY58jdpQj3G4VI/zFQKqIQ4t15d3gicqzi6nKkFx3DifJSnK4sg6apsfULP7X9Ho9EhH8gFvD32CoD6lWGv78/3n//faxYsQI//fQTGhsb8dRTTyE9Pb3HzgokrB9++MFkPGPGDLPWRUeb3kmfmZnZ64KPxsZG5ObmGseTJk2Ch4eH2Xm0FXxcv34dubm5NzyGH3/80fjxmDFjEBBgXoux6OhoY8FHS0sLDh8+bHKMTMfY7u7umDRpktmx28vMzGTBBzmdOq0KCWkbnb7Yo016YQbWxCx3dBrUg1CfYKQs2YGtWTuQXnio13GUijisi13V5zt7GAwGqBs10Lc0wc1lEGRi6Q0X2O31u6jS1WN12vNIWbKjz38f+zt1o0bwv8UqXT00ei1k4t53cCPqiaMuAjpqX6LeqNNeR0LaVpt3w1Hp1FidtgUpS7bCS8L3ach+ZGIJ5O4yQTs6SQd5wMO1+66xRNR3tBbAXxJ0z/zKiyyApwElxHuEsauNwWCARq9DY3MTxK6DIHVz5+8CkRPLKj2F5JyD3R59ptJpkF1WjOyyYuw6+i2iAsbigalz2amnFwbcO0pubm7YsmUL5s+fD71ej5qaGrz33nt45plnHJ0atVNY+Gu77mHDhmH48OFmrRs2bBj8/f2NR6WcPHmy1zmcPXvWpMvIhAnm/4EJDw83GZ88edKk4OP69esoLy+3WeyOBR/tv39hYWE9HkPTRqFQwMXFBS0tLcbYRM5mS2aiUx/j0hGPH+g7vCRybJ63DsqwOdidsxc55eb/DZwSMBHLpy7GrKC+2zWsuLoU6UUZOFVRiPzKEpML+XJ3T4T7hSDCX4EFijiEeAfZ9XexSl2DTYfewYa4x7osOCHHc1Q3gsZmPWQO2ZkGCkdcBJS7yyB1M6+4nMgZbMlMtvoYl65Uqa9ia9ZubJ7HI0bJfkQiEcL9gpFdlifYnkEyfz6nJepH1I06k24DQlDpNNDodZCJ+byRBh6RSASZ2IPvBxA5uTqtGlsyP8P+otyeJ3eQW34WuV+chVIRhXWx98BLwt94cw24gg8ACAgIgFKpRFpaGgAgJSUFTz75JFxdXR2cGbU5e/bXiq/AwECL1o4ZM8ZY8FFWVtbrquczZ0zPhwsKCjJ77ejRo03GFy6YttuzJvbIkSNNijI6xq6qqoJKpTKOLfn+icViDB8+3FiM0jG2tcrKyuDi4mLTmLbQ0NBgUoAjk8nM7uZCwsouO4Yvfkh3dBoWOXb9OEonlfKNvT5kjMgfG6cm4NzVi8g4+yOKqs+gpPoc6ht/fSPHUyxFiE8QwnzGYc7YGQgaOgoAcO7cuV7t6ci/Q9llx7D35Nc4VVHU5ZxqaHG4vAqH8QP+/p9kjPEaiQt19r2T6euaA/g6+wCAX7/foT5jETf2N8bvN7Vy1M+PWqdBY43W7vt0dLmsHNfEPV9kbHuuRGQpR1wEDPcL5nMF6jOySnOxv+iIXfdIL/weyrAYxAZH2XUfGtgi/McJ+rc+eLB5NzMRUd/guAL4Jl7wJiIip1RUXY6EtPdRpb5mVZz0wlwcvXgGifEPI9THvNMRBroBWfABALNnzzYWfKhUKvzyyy+IiuIbCc6grq4OOp3OOPb397dova+vr/HjxsZG1NTUwMfHx+I8KisrTcaW5NE+BwC4fPlyt7H9/PzMjj1o0CAMGzYM1dXVZsXuzfev7aJRx9jWmjJlCurq6mwak6gvGPv8WEenQHbw8///vy86NAvHyHfAnm3f75ccsDc5l4iXzOuM5uXlhW+//dbO2VB/JfRFwEj/EMH2IrJWcs4+QfbZnbOPBR9kV8qwGOw6mibYftN9xgu2FxHZn6OO4xO7DthLOkRE5MSKqsuxMnW7zbpfVamvYUXqdiQtSmDRhxmc71Z7gYwZMwYAjHdRFRcXOzIdaqemxrQ9/JAhQyxaP3iw6Tm/1671rpLMmjw8PDwgFou7zKFjbC8vL4tya/8Y7Rlbp9OhoaHBovVERERERH2dMixG2P0Uwu5H1FvF1ReQW14gyF455QUoqSkTZC8amEJ9xiAqQJgijEnDwzBK5tvzRCLqM2Rid8jdpYLuKXeXQurmLuieREREPanTqpGQ9r7NjzpT6TRYnfY+6rTCHbnbVw3Ygo/2HSSA3hcFkO1pNKZ/EGQyy5rUdZyvVvfuD4G1eUilvz7h75iDM8e21fePiIiIiKivEvIi4JSA8QjxHt3zRCInkG7no1xu2K9Q2P1o4Fk+ZaEg+yy7eYEg+xCRcFqPARwp6J7hfqN4DCARETmdLZmfWX2MS1eq1NewNeszu8TuTwZswceFCxcAAAaDAQDg7s7KWGfR2NhoMnZzc7No/aBBpm3t9Hq9TfLoGLcn7fNuajI909GZY3ec3zE+EREREdFAINRFwOVT7xJkHyJbOFVxRtD98ipKBN2PBp7Y4CjMt3NXJ6ViJmLG3GTXPYjIMSL8AwXdL9J/jKD7ERER9SSr9BT2F+XadY/0wlxklZ6y6x593YAt+EhLMz2j09eXbRWdRUtLi8nY0qplFxfTH+u2oh5LNTc3dxu3J+3z7viY7Bm749ia2J3FIyIiIiIaCIS6CDgraLJd9yCyFYPBgPzKUkH3zK8s7fVreiJzrZ+9HL6yoXaJ7SsbinWx99slNhE5njJM2OdxSkWUoPsRERH1JDnnoCD77M45JMg+fdWALPjYt28ffvzxR5ML2xMmTHBgRtSeq6urydjSgoOOHSnEYnGv8ujY6aJjkUZP2s/vmIM9Y3f8/lkTu7P4REREREQDBS8CEv1K3aiFSifskZ8qnRoafYOge9LA4yUZjMT49ZC7W3Ykbk/k7jIkxq+Hl2SwTeMSkfMI9QlAVMBYQfaaEjAOId4jBNmLiIjIHMXV5cgtPyvIXjnlZ1BSc1mQvfoiy8566OOuXr2Kf/3rX9ixY4dJscfYsWMRFBTkuMTIhEQiMRnrdDqL1nec39uCBQ8PD5Nxx6NSetLQ8OubUh1z6Bjb0sfYXWxrv3/tY3cW3xo5OTkWdxwRQkNDA4qLi43j0NDQG/4/Ise61qDCHz5Z4+g0eiXx7r8iaOgoR6dBTk6Iv0Nrv/4rTlUU2TSmM/rzbX9E9OiBdbe8M/w7tjVzBzLP/mi3+LPHzsC62assWtPS0oKrV6/aKSMaKNouAq5IfcmmF7p5EZD6In2LY477bGzWQwZJzxOJrBDqMwZJi17A6rQtqFJb//zBVzYUifHrEerD4xeI+rvlU24V5GLX8qm32n0PIiIiS6QXHRN2v8JcrIm5Q9A9+wqnL/h47rnner3WYDBAr9dDrVajuroaRUVF0Ov1MBgMEIlExv9dtGiRDTMmaw0ZMsRkXF9fb9F6tdr0jVgvLy/B8zAYDNBqtV3m0HFszWPsGMuW379BgwbB09PTovXdGT16NNzc3GwWz1a0Wq3J4w4MDLyhcIYcq16nhti77/1/MiVgIuZMvsXRaVAfYO+/Q8XVpShuKuuTv0eWOlBxBL+f9TtHpyEoZ/h3bLP/Biz+eBWq1DU2j+0r88bmezfASyK3aJ1er2fBB9kELwIStXJzccxbSGJX53sNSf1TqM8YpCzZiq1Zu5Fe+H2v4ygVM7Eu9n4W9RENELHBEZgfFoX9Rbl220OpiMKsIHYoJyIi53Kq4ryg++VVXBB0v77E6Qs+Pv/8c5NuHL3V/szXtngikQhjxozB//3f/1kdn2zHx8fHWJADALW1tRatr66uNhkPGzasV3n4+vqajGtqzL+AUVtba3IUjbe3t8nXfXx8bphvifbzbR27/eMcOnSoTX7/iKwlE0shd/eESmdZAZOjLZ+62NEpEAEA0osyHJ2CYHLKT6Kk5hxCvIMcncqA4iWRIzF+E1akrrXp32q5uycS4zdZXOxBZGu8CEgEyMQSyN1lgh7rIneXQerG7oskHC/JYGye9xiUYTHYnbMPOeUFZq+dEjAey6fehVlBA6vbHBEB62ffg5xLZ1Clvmbz2L6yIVgXe4/N4xIREVnDYDAgv/KSoHvmV140NnMgU05f8NGmfcGGpUQi0Q3/5xsMBgwdOhTvvvuuTY+sIOuJxWL4+fmhoqICAHD5smVnMl25csX4sZ+fX6///x09erTJ2JI8Os4dNcr0OAdrYl+9etWke8jIkSNNvj5y5Ei4uLgYC06s+f51zJvIUUQiEcL9QpBddtzRqZhNqYjDrKDpjk6DCABwqqLQ0SkIKr0wA2tiljs6jQEn1CcYSYu2YXXa8zbp9OEr80Zi/CaE+gTbIDsi6/EiIA10rc/Jg5FdlifYnuF+wXwzjxwiNjgKscFRKKkpQ3rhEeRVlCC/stSk4EnuLkO4XzAi/UOgVMQgxHt0NxGJqD/zksiQGP8wVqRuh0qnsVncwe4SJMY/DC+JzGYxiYiIbEHdqLPpv3nmUOk00Oh1kIl5U0BHfabgwxodi0VcXFywcOFCPP300/D393dQVtSd0NBQY8HH+fPn0dzcDFdX1x7XNTU14fz5X1sIhYWF9TqHjmvPnjX/LMaOc0NDQ03Go0aNglQqhUajsTp2xzzFYjECAwNRWlpqceyKigqTlvDWfP+IbC3CX9FnCj58pMOwLnaVo9MgAtBWbV3i6DQElTfAClycSahPMFKW7MDWrB1ILzzU6zhKRRzWxa5iZw9ySrwISANZhP84QQs+Iv1DBNuLqDMh3qOxJub3AFqfV2v0DWhs1kPs6gapmwcLkojIKNQnAEmLErA67X2bdPrwEkvwzp0PIdQnwAbZERER2Za+pckh+zY2N4FlkDdy+oKPadOmWbVeJBLBzc0NMpkMPj4+iIiIwJw5c244BoOcy80334zvvvsOQOu59MXFxRg/fnyP6woKCqDT6Uzi9JaPjw8CAgJQXl4OADhx4oTZa3/55ReTccc8XF1dERERgZ9//hkAkJeXh5aWFri4uFgdu+1zbQUf586dw7Vr1zBkyJAeYx8/frzH2ESOogybg11HP3V0Gj2SDpLgDeULvEhJTkPdqOlzxyFZK7+ymO39HMhLIsfmeeugDJuD3Tl7kVN+0uy1UwImYvnUxeyQRH0CLwLSQKQMi8Guo2nC7aeIEWwvop6IRCLIxBLIIHF0KkTkpEJ9ApCyZC22Zn2G9MLcXseJ9gnCkrHTEDJsuA2zIyIish03F8eUGIhdnb60wSGc/rvy0UcfOToFcoBbbrkF27dvN44PHTpkVsHHoUOmd5LOnDnT6jz27NkDoLWY5MqVKxg+vPsn2gaDARkZGcZxYGDgDUe4tMVuK/ioq6vDsWPHMGXKlB5zav8YpVIpoqKiOo3973//25hPZmYm7rrrLotiA9Z//0h4BoMB6kYN9C1NcHMZBJlY2m8uNoT6BCMqIBK55cLdUWgpL/FgPDlhOUKGBTo6FSIjR1VbO5JKVw+NXguZWOroVAa02OBoxAZHo6TmHNILM5BXUYj8ymKTAiS5uyfC/UIR6a+AUjEHId5BjkuYyAq8CEgDRajPGEQFjEeuBUca9daUgPHsjkNERH2Ol0SGzfOWQRkWhd05h5BTfsbstZOGB2H20GDcNGxkz5OJiIgcSCZ2h9xdKuixLnJ3KaRu7oLt15c4fcEHDUyTJk3CyJEjcenSJQDAnj178OCDD8LdvetfZK1WayzOAIDRo0d3WgxhiQULFhhjGgwGfPTRR1i7dm23a/773//i4sWLxnFXhRZKpRJvvvmm8cihjz76qMeCj9OnT+Onn34yjufPnw+xWHzDvLi4OJMjY/75z39i4cKF3V74r6ioQHp6unE8ffr0HotbyDkUV5civSgDpyoKkV9Z0smFtBBE+CuwQBHX5y+kLZ+y2GkLPqJ9bsaSsXfC040XmMm5OKra2tEam/Vs7+ckQryDsCZmOYC2Lgjadl0QJP2mMJGIaKBYPmWhIAUfy6f2fNMCERGRs4oNjkBscARKai4jvTAXeRUXkF950eTCmNxdinC/UYj0HwOlIgojpV44ffq0A7MmIiIyj0gkQrjfSGSXFQu2Z7jfKL6P2IWBeQWAnJ6LiwuWLFmCbdu2AQDKy8vx8ssvY9OmTV2u+ctf/oLKykrjeNmyZVb/4s+YMQNhYWEoKioCAOzevRuzZs3CjBkzOp1/5coVvPjii8axRCLBvffe2+ncwMBAxMbGIjMzEwCQnp6OuLg4xMfHdzq/vr4e69atM45FIhHuu+++Tud6enri7rvvxscffwyg9RiYv//971i1alWn8/V6PZ599lk0NDQYP3f//fd3OpecR1ZpNpJzUrotgFDp6pFddhzZZcex6+iniAqIxANT7+2zrfJjg6MxP2wO9hdl2G2PoZIhuKo1/6zVKQETsWRiPLzqeUcvOSeZWAq5u+eAO9ZF7Orm6BSoE61dEKQsxiEi6sNig6MwPywG+4uO2G0PpWImZgVNtlt8IiIiS7V21dW166rrbtZ7zyHeI7Am5g5jDI1eh8bmJohdB0HqZhpDq9XaLX8iIiJbi/APFLTgI9J/jGB79TUs+CCntXTpUnz88cfGLh8pKSkwGAzYsGEDpNJf76DXaDR4+eWXjUeYAEBQUBD+8Ic/dBr34sWLmDt3rsnnCgsLO50rEonwzDPP4OGHHwbQWhiRkJCATZs2QalUmszNz8/HH//4R5Oik5UrV8LPz6/Lx/jUU0/hyJEj0Ov1AIANGzagvr4eS5YsMXmyX1ZWhieffNJYeAIAv/vd7xAeHt5l7FWrVmHfvn24fv06AOCtt96CTqdDQkIC3Nx+vQhWW1uLdevW4ccffzR+bvr06bjtttu6jE2OVadVYUtmYq+KHnLL85D7RR6Uijisi10FL4nc9gna2frZq5Fz6SSq1DU2j+0r80bKkh2o1tRadPyAVqvlHRjktFqrrUOQXXbc0akIRu7uCakbi7CIiIjsZf3s5ci5lI8q9VWbx/aVDcW6WN6AQEREjldcXY70omM4VXEe+ZWXOunOMRIR/oFYoIhCiPeIHuO1FsB7sACeiIj6BWXYZOw6+q1w+ymsO9WhP2PBBzktiUSC1157DQ888ICxunnv3r04cOAA4uLi4O/vjytXriAjIwMqlcpk3ZtvvtnpUSe9MXv2bCxfvhzJyckAWjtt/PGPf8SOHTswbdo0iMViFBQU4IcffjAezwIA06ZNw6OPPtpt7PHjx+PZZ5/FX//6VwCtBSUvvfQSkpOTERMTA09PT5w5cwaHDx9GU1OTcV1wcDA2bNjQbWw/Pz9s3rwZTzzxBJqbm2EwGLBjxw7s3bsXs2fPxtChQ1FWVoaMjAyTzh7e3t7GzirkfIqqzyIhbaPVxQ7phYdw9OIJJMZvQqhPsI2yE4aXRI7E+E1YkbrWph0L5O6eSIzfBC+JHF4SOY8foH4lwl8xoAo+wv1C+XtKRERkR16SwUiMX48VqS9BpVPbLK7cXYbE+PXwkgy2WUwiIiJLZZWeQnLOQeSWn+1yjkqnQXZZMbLLirHr6LeIChiLB6bOxaygCQJmSkRE5DihPgGIChjb7b+XtjIlYJxZxZUDFQs+yKlNnjwZ7733HhISEoydKlQqFdLS0jqdL5fLkZiY2G3ni9547rnn0NLSgg8//ND4ucLCwi47g0yfPh07duzAoEE9/4rdd999aGpqwrZt29DS0gIAuHDhAi5cuNDp/LCwMHzwwQfw9PTsMfZvf/tbbNu2DevXr0djYyMAoKqqCnv37u10/vDhw5GUlIThw4f3GJuEV1R9FitTn7VZkUOVugYrUtciadG2Plf0EeoTjKRF27A67XmbdPrwlXl3WfzC4weoP1CGzcGuo586Og3BRPorHJ0CERFRvxfqMwZJi17A6rQtNun04SsbisT49Qj1YZteIiJyjDqtGlsyP8P+olyL1+aWn0XuF2ehVERhXew98JLwnSQiIur/lk+5VZCCj+VTb7X7Hn2Zwwo+2h+/4QzuvvtuR6dAXYiOjkZ6ejpef/11fP311ybdKNq4ublhwYIFePrpp+Hv72+XPDZs2IC4uDi89tpryMvL63TO8OHD8cADD2DZsmVwdXU1O/aDDz6I6OhobN26FT///LOx8KM9Ly8vLF26FI888gjc3d3Njn3HHXcgMjISf/vb35CZmWk8PqY9qVSKRYsW4fHHH4dc3veO+BgI6rQqJKRttGlHCwBQ6eqxOu15pCzZ0eeOdwn1CUbKkh3YmrUD6YWHeh2nLx9vQ2SuUJ9gRAVEIre883+/+hulYo6jUyAiIhoQQn3GIGXJVmzN2o30wu97Hef2cTPwp1sfZGcPIiJymKLqciSkvY8q9TWr4qQX5uLoxTNIjH8YoT4BNsqOiIjIOcUGR2B+WFSviiXNpVREsYNWDxxW8LF+/XqnarXNgg/n5uvri82bN2Pjxo34+eefcenSJVy7dg1SqRRBQUGYPHmy2YUKo0aN6rIzR09iYmIQExODixcv4vjx46iqqkJjYyOGDh2K8ePHIyIiwqJCj/YiIiLw4YcfoqqqCkePHkVlZSW0Wi3kcjnCwsJw00039fqYmsDAQGzfvh0qlQo//fQTrly5guvXr0MulyM4OBiTJk2CVCrtVWwSxpbMRJt0suhMlboGW7N2YPO8dXaJb09eEjk2z1sHZdgc7M7Zi5zyk2avnRIwEcunLsasoOl2zJDIeSyfsliQgo8Q70CU1Jy3+z5dmRIwESHeQQ7bn4iIaKDxkgzG5nmPQRkWg905+5BTXmD22jD5KChHTsf/3nInJBKJHbMkIiLqWlF1OVambodKp7FJvCr1NaxI3Y6kRQks+iAion5v/ex7kHPpjNVFk53xlQ3Buth7bB63v3H4kS4Gg8HRKThV4Ql1TyqVYvbs2Y5OA6NGjcKoUaPsEtvX1xdKpdIuseVyOW677Ta7xCb7ySrNxv6iDLvukV54CMqwOYgNjrbrPvYSGxyN2OBolNScQ3phBvIqCpFfWWzSEUXu7olwv1BE+iugVMzhBWEacGKDozE/bI5d/54oFXHYPG9dt7+L9rZ86mLB9iIiIqJfxQZHITY4CiU1ZUgvPIK8ihLkV5ZCpVMb58jdZQj3C8Z470CMhQ9GyXwdmDEREVHrMS4Jae/brNijjUqnweq095GyZC2PdyEion7NSyJDYvzDWGHD4kkAkLtLkRj/MP8dNYPDCz5sWWzRWfFIV/GdodCEiMgcyTkpguyzO2dvny34aBPiHYQ1McsBtP6d1+i1aGzWQ+zqBqmbhAV+NOCtn70aOZdO2qVjkK/MG+tiVwHo+nfxlUPv4puSwzbfu41SEceuPURERA4W4j0aa2J+D6DteUBDu+fkHhCJRNBqtTh9+rSDMyUiIgK2ZH5mlzuSgdZOH1uzPsPmecvsEp+IiMhZhPoEIGlRAlbb4Hg0oLWzB49HM59DCz56W3TRdsGubf2gQYMQFBQEf39/yGQyuLu7Q61W4/r16yguLkZdXZ3JOgAYMmQIJk+ebN0DICKys+LqUkGOYACAnPKTKKk51286X4hEIsjEUrD2k+hXXhI5EuM3YUXqWpt23ZC7eyIxfhO8JDcer9b+d3FD3Bocv3za7gUnRERE5BxanwdIIAOPayEiIueTVXoK+4ty7bpHemEulGFRiA2OsOs+REREjhbqE4CUJWuxNeszpBf2/t9XpSIK62LvYWcPCzis4KOgwPwzXQEgKSkJr776KoDWQg83NzcsXLgQ8fHxmDx5MsRicZdry8rKkJaWhv/3//4fqqurAQAqlQqBgYFYt24dXFxcev9AiIjsKN3OR7ncsF9hhvGufCLqn0J9gpG0aBtWpz1vk8ILX5k3EuM3IdQnuMe5jig4ISIiIiIiIupMcs5BQfbZnXOIBR9ERDQgeElk2DxvGZRhUdidcwg55WfMXjslYByWT70Vs4Im2DHD/snhR7qY4x//+IdJsUdERAT+9re/Ydy4cWatHz16NB577DEsW7YMGzduxIEDB2AwGPDhhx9Cq9XipZdesmf6RES9dqqiUND98gTej4gcI9QnGClLdmBr1g6kFx7qdRylIg7rYldZVGjhyIITIiIiIiIiIgAori5HbvlZQfbKKT+DkprLCPEeIch+REREjhYbHIHY4AiU1FxGemEuTlw+h1MVF6BpajTOkbtLEe43CpH+Y6BURPHfSSs4fcFHQUEBXn/9dRgMBohEItx8881ISkqCp6enxbGGDBmCN998E0888QS++eYbGAwGpKSkYNasWfjtb39rh+yJiHrPYDAgv7JE0D3zK4uNf2+JqH/zksixed46KMPmYHfOXuSUnzR77ZSAiVg+dTFmBU3v1d6OLDghIiIiIiIiSi86Jux+hblYE3OHoHsSERE5Woj3CKyJuQNarRanTp1CQ3MTmgzNiAyPgLd8CK9F2YjTF3y89dZb0Ov1AAAPDw+89tprvSr2aOPi4oJNmzbh6NGjqKurg8FgwI4dO1jwQUROR92osemRB+ZQ6eqh0WshE0sF3ZeIHCc2OBqxwdEoqTmH9MIM5FUUIr+y2OTvj9zdE+F+oYj0V0CpmIMQ7yCr93VkwQkRERERERENbKcqzgu6X17FBUH3IyIicjYikQiSQW4A3CATu7PYw4acuuCjuroahw8fNv4ffuedd2LUqFFWxx0yZAjuueceJCUlAQDy8/Nx5swZs4+IISISgr6lySH7NjbrIXPIzkTkSCHeQVgTsxxAa4chjV6LxmY9xK5ukLpJ7PYE3FEFJ0RERERERDQwtXbVvSTonvmVF9lVl4iIiOzCqQs+fvnlFzQ1tV7wFIlEmD17ts1iz5gxw1jwAQCFhYUs+CAip+Lm4pg/0WJXN4fsS+RoBoMB6kYN9C1NcHMZBJlYOmDfiBGJRJCJpYIWfzmq4ISIiIiIiIgGFnWjDiqdRtA9VToNNHodZGIPQfclIiKi/s+pCz6uXLliMh4xYoTNYnt7ewOA8eJBZWWlzWITEdmCTCyF3N1T0GNd5O6ekLpJBNuPyNGKq0uRXpSBUxWFyK8s6aSrRAgi/BVYoIhjVwkBOaLghIiIiIiIiAYGx3XVbeLrXCIiIrI5py74UKvVJmONxnZVt1evXjUZt3USISJyFiKRCOF+IcguOy7YnuF+obyLngaErNJsJOekILc8r8s5Kl09ssuOI7vsOHYd/RRRAZF4YOq9mBU0XcBMyR7YzYWIiIiIiGjgclxXXae+HEMkmNb3ZXTt3pdx5/syRERWcOpnGEOGDDEZnz59GtOmTbNJ7J9++gkAjOfm+fj42CQuEZEtRfgrBC34iPRXCLYXkSPUaVXYkpmI/UUZFq/NLc9D7hd5UCrisC52FbwkctsnSHbDbi5EREREREQEADKxO+TuUkGPdZG7SyF1cxdsPyJnU1xdjvSiYzhVcR75lZdMfv/k7lKE+41EhH8gFiiiEOJtu27/REQDgVMXfISFhQFovcvdYDDgs88+w3333Wd1pV99fT1SU1ONcQFg4sSJVudLRGRryrA52HX0U+H2U8wRbC8ioRVVn0VC2kZUqWusipNeeAhHL55AYvwmhPoE2yg7shd2cyEiIiIiIqL2WrvqjkR2WbFge4b7jWIHAxqQskpPITnnIHLLz3Y5R6XTILusGNllxdh19FtEBYzFA1PnYlbQBAEzJSLqu1wcnUB3IiIiIJf/evdsUVERPvjgA6vj/uUvf0F1dbVxPGbMGIwbN87quEREthbqE4yogEhB9poSMJF3tVO/VVR9FitTn7W62KNNlboGK1LXori61CbxyPbqtCqs378Fj+/7c7fFHp3JLc/Dmi9ewHP/2Yo6rcpOGRIREREREZGjRPgHCrpfpP8YQfcjcrQ6rRrr93+Ex/d90G2xR2dyy89izRc78dx/PkKdVm2nDImI+g+nLvgQi8W44447jMeuGAwGvPHGG/jwww97Fa+xsREbNmzAl19+aYwnEomwZMkSG2dORGQ7y6csFmafqcLsQyS0Oq0KCWkbTY7wsAWVrh6r055nQYATKqo+i8Ufr+rV0T3tpRcewuKPV7Gwh4iIiIiIqJ9Rhk0Wdj9FlKD7ETlSUXU5Fn+8DfuLcq2Kk16Yi8Ufb0NxdbmNMiMi6p+cuuADAFatWgWJRAKgtdVaS0sLNm/ejOXLl+OHH34wHsnSHZ1Oh7S0NNx111347LPPjJ8XiUQYM2YMli5darf8iYisFRscjflhc+y6h1IRx6MLqN/akplos84eHVWpa7A1a4ddYlPvsJsLERERERER9STUJwBRAWMF2WtKwDiEeI8QZC8iRyuqLsfK1O2oUl+zSbwq9TWsSN3Oog8iom4McnQCPfHz88Of/vQnbNy4ESKRyNiZIzs7G9nZ2Rg6dCgiIyMRGhqKoUOHQiaTAQCuX7+O2tpanD59GqdOnYJGozEWh7TFcHd3x5tvvolBg5z+20BEA9z62auRc+mkXS5a+8q8sS52lc3jEjmDrNJsq7s89CS98BCUYXMQGxxt132oZ/bu5pKyZAe8JPKeFxAREREREZHTWz7lVouPmujVPlNvtfseRM6gTqtGQtr7UOk0No2r0mmwOu19pCxZCy+JzKaxiYj6gz5R6bB48WJcvHgR7733nknRBwDU1tbi8OHDOHz4cJfr2xd6tI3d3d3x7rvvIjw83P4PgIjISl4SORLjN2FF6lqbXsiUu3siMX4TL2BSv5WckyLIPrtz9rLgwwkI0c1l87x1dolPREREREREwooNjsD8sCirj53ojlIRhVlBE+wWn8iZbMn8zGadPTqqUl/D1qzPsHneMrvEJyLqy5z+SJc2Tz75JF5++WVIJBIYDAZj4Udb8UdX/wEwzgNaiz0CAwPxySefYNasWY58SEREFgn1CUbSom3wlXnbJJ6vzBtJi7Yh1CfYJvGInE1xdSlyy/ME2Sun/CRKas4Jshd1TqhuLlml2Xbdg4iIiIiIiISzfvY98JUNsUtsX9kQrIu9xy6xiZxNVukpuxZPAUB6YS6ySk/ZdQ8ior6ozxR8AK2dPtLT07FkyRJ4eHgYizraF390/K998Ye3tzeeffZZ7Nu3DxMmsKqWiPqeUJ9gpCzZAaUizqo4SkUcUpbsYLEH9Wvpdr74f8N+hcLuR6aE7OZCRERERERE/YOXRIbE+Ichd5faNK7cXYrE+Id5/AQNGMk5BwXZZ3fOIUH2ISLqS/rEkS7t+fv744UXXsDatWtx6NAh/PDDDzhx4gQuXLgArVZrMlcikSA4OBiTJ0/GrFmzMGvWLLi6ujoocyIi2/CSyLF53joow+Zgd85e5JSfNHvtlICJWD51MWYFTbdjhkTO4VRFoaD75Qm8H/3KEd1cQryDBNmPiIiIiIiI7CvUJwBJixKwOu19mxxH4SsbgsT4hxHqE2CD7IicX3F1OXLLzwqyV075GZTUXEaI9whB9iMi6gv6XMFHG4lEggULFmDBggXGz12/fh0ajQYikQhSqRSenp4OzJCIyL5ig6MRGxyNkppzSC/MQF5FIfIri6HS1RvnyN09Ee4Xikh/BZSKObxASQOGwWBAfmWJoHvmVxYbO4+RsBzRzWVNzHJB9yQiIiIiIiL7CfUJQMqStdia9RnSC3t/LIVSEYV1sfewswcNKOlFx4TdrzAXa2LuEHRPIiJn1mcLPjozePBgDB482NFpEBEJKsQ7yHjh0WAwQKPXorFZD7GrG6RuEl58pgFJ3agxKX4SgkpXD41eC5nYtm1gqWfs5kJERERERETW8pLIsHneMijDorA75xByys+YvXZKwDgsn3orZgXxKHkaeE5VnBd0v7yKC4LuR0Tk7PpVwQcR0UAnEokgE0vBewhooNO3NDlk38Zmvcnvn8FggLpRA31LE9xcBkEmlrIIy8bYzYWIiIiIiIhsKTY4ArHBESipuYz0wlzkVVxAfuVFqHQa4xy5uxThfqMQ6T8GSkUUj5egAav1fZlLgu6ZX3mR78sQEbXDgg8iIiLqd9xcHPMUR+zqhuLqUqQXZeBURSHyK0s6OWYpBBH+CixQxNnsmKWBXFjCbi5ERERERERkDyHeI4zHRrR21dWhsbkJYtdBkLq5D5jX3UTdUTfqTIqhhKDSaaDR6yATewi6LxGRs2LBBxEREfU7MrEUcndPQQsBJIM88NgXL+BYeV6Xc1S6emSXHUd22XHsOvopogIi8cDUezHVf6LF+zmisMQZOUs3FyIiIiIiop5cuHABe/bsQXZ2Ns6fPw+NRoNhw4YhICAAs2fPRnx8PAICAuyag8FgQFZWFvbt24dffvkF1dXVAAA/Pz+MHTsWCxcuxNy5c+Hu7t6r+EePHsXnn3+OY8eO4cqVK2hqaoKfnx8CAwMxf/58KJVKeHp62vIhCaK1q64HXwcSdeC492Wa+PtIRPT/c1jBx3333WcyFolE2L17d4/z7KGrvYmIiKhvEolECPcLQXbZccH21DY1dFvs0Znc8jzkfpGH28fF4g7vWfB067ljRFZpNpJzUpDbi8KSWUHTLcqvL3BkNxciIiIiIiJzNDU14a233kJSUhKam5tNvlZRUYGKigocO3YM27dvx+OPP46VK1fCxcXF5nmUlZVh7dq1OHbs2A1fO3fuHM6dO4eDBw9i9OjRePXVVzFp0iSzY9fW1uJPf/oTDh061Om+ZWVl+O677/D6669j8+bNmDNnjhWPhIichePel+H97EREbRz2F/Gnn34ytjzr7qyt9vPsged8ERER9U8R/gpBCz6sceBMFn4qO4YnJyzHKNnwTufUaVXYkpmI/UUZFsdvKyxRKuKwLnYVvCRyKzN2Ho7o5iJ394TUTSLYfkRERERE1Hc1NzfjySefxIEDB3qcq9fr8dprr6GgoACvv/66TfM4c+YM7r//flRVVfU4t6ysDEuXLsW7776LuLi4HudXVVVh2bJlKC0t7XFubW0tHnnkEfzlL3/BH/7wB7NyJyLnJRO7Q+4uFfRYF7m7FFK33nUhIiLqj2xfJkxERETkBJRhcxydgkXqGq9ja94HuKi+csPXiqrPYvHHq3pV7NFeeuEhLP54FYqre34TzlYMBgPqdWpc1V5DvU4Ng8Fg09jqRo3gR9aE+4WyYJiIiIiIiMzy9ttvmxR7eHl5YePGjTh06BBOnDiBAwcO4PHHH4dE8mtR+VdffYXExESb5aBWq5GQkGBS7DF9+nTs3LkTP/30E3JycvDPf/4Tt912m/HrTU1NePrpp1FSUtJt7LaClvbFHgqFAm+99RZ++OEHHDt2DHv37sWiRYtM1m3atAk//vijjR4hETlKa5fdkYLuGe43iu/LEBG149CeR+a+4W/LCwNEREQ0MIT6BCMqILLbo0+cjaZJizdOJyN64lTjm31F1WexMvVZm3WwqFLXYEXqWiQt2oZQn2CbxOyouLoU6UUZOFVRiPzKEpPc5e6eCPcLQYS/AgsUcRYXa3QXWyiR/grB9yQiIiIior6npKQEO3fuNI5HjBiBTz75BCNGjDB+LjAwEAkJCbj99tuxbNkyXL16FQCQmJiIu+66C6NGjbI6j7///e8mBRmLFi3Cpk2bTI6NmTZtGqZNm4adO3fi1VdfBdBaKPLKK69g165dXcZOSUnBzz//bBzfcsst2LFjB8RisfFzEydOxMSJEzFz5kw888wzaGlpQVNTE1566SXs27cPrq6uVj9GInKcCP9AZJcVC7ZfpP8YwfYiIuoLHFbw8bvf/c6m84iIiIg6Wj5lcZ8q+ABaO328fiQJf7vjT6jTqpCQttHmRQ0qXT1Wpz2PlCU7bHq8S1ZpNpJzUrr9nqt09cguO47ssuPYdfRTRAVE4oGp92JW0HSrYwtFqZjj6BSIiIiIiKgP2L59O5qbmwG03gX/xhtvmBR7tBcaGop33nkHy5Ytg8FggF6vx/bt27F582arcrh27Ro+/PBD4zgsLAwvvviiSbFHew899BBKS0uRmpoKAPj+++/x888/Y9q0aTfMbWpqMulE4uPjgzfffNOk2KO9O+64A+fOncPbb78NoPWYmX379uHuu+/u7cMjIiegDJuMXUe/FW4/RZRgexER9QUOK/gw94mqtU9oiYiIaOCKDY7G/LA5Vh+FIrQDZ7JwZ+lcfF14CFXqGrvsUaWuwdasHdg8b53Vseq0KmzJTOzV9zm3PA+5X+RBqYjDuthVNxSgWBPbHqYETBT8CBkiIiIiIup7amtr8c033xjHM2fOxOTJk7tdM23aNMydOxffftt64fTrr7/Gxo0bIZVKe51HWloaGhoajONHH30Ubm5u3a55+umn8cUXX0Cv1wNo7eLRWcFHZmYmKioqjOP7778fgwcP7jb2Qw89hH/961+oqakxxmbBB1HfFuoTgKiAscgtP2v3vaYEjEOId+eFc0REA1XnZbxERERE/cT62avhK/N2dBoWe/v7XXYvckgvPISs0myrYhRVn8Xij1dZnWt64SEs/ngViqt/bTNsq9i2tHzqYkenQEREREREfUBWVpaxYAIAFi5caNa6O++80/hxQ0MDMjIyrMqjrXgEACQSCebOndvjGm9vb8TExBjHBw8eRGNjY7exAdPcuyIWizFv3jzjODc3F5WVlT2uIyLntnzKrcLsM1WYfYiI+hIWfBAREVG/5iWRIzF+E+Tuno5OxSIltecF2Wd3zt5ery2qPouVqc/arAtJlboGK1LXori61OaxbUGpiOvx6BkiIiIiIiIA+OGHH0zGM2bMMGtddHS0yTgzM7PXOTQ2NiI3N9c4njRpEjw8PCzO4/r16yZx2vz444/Gj8eMGYOAgACLY7e0tODw4cNmrSMi5xUbHIH5YfY9akWpiMKsoAl23YOIqC9iwQcRERH1e6E+wUhatK1Pdvqwt5zykyipOWfxujqtCglpG6HS1ds0H5WuHo/++09Y/e8NNo9tDV+ZN9bFrnJ0GkRERERE1EcUFhYaPx42bBiGDx9u1rphw4bB39/fOD558mSvczh79qxJl5EJE8y/UBoeHm4y7pjH9evXUV5ebpfYRNQ3rZ99D3xlQ+wS21c2BOti77FLbCKivo4FH0RERDQghPoEI2XJDigVcY5OxemkF2ZYvGZLZqLdum/UaK6iWnPVLrF7Q+7uicT4TfCSyB2dChERERER9RFnz541fhwYGGjR2jFjxhg/Lisrg8Fg6FUOZ86cMRkHBQWZvXb06NEm4wsXLtgs9siRI+Hi8uuliY6xiahv8pLIkBj/MOTuUpvGlbtLkRj/MLwkMpvGJSLqLwY5OgF7aWxsxCeffIKvv/4axcXF0Ol0GDZsGKZOnYrf//73ZrfQIyIiov7DSyLH5nnroAybg905e5FTbv5dRFEjIlFQfQYavdaOGTpGXkVhz5PaySrNxv6iDPsk42R8Zd5IjN+EUJ9gR6dCRERERER9RF1dHXQ6nXHcvmOHOXx9fY0fNzY2oqamBj4+PhbnUVlZaTK2JI/2OQDA5cuXu43t5+dnduxBgwZh2LBhqK6u7jS2tcrKykwKSvqKhoYGk64pMpnM7CN4iNpz5M+SG4AXp92Fjd98glqNyup4w6RyvHjLXXCrb8S5+nNWxyPL8O8S2Up//llqaWlxdAp9q+BDo9Hgs88+w4EDB3D16lXs27ev03lXr17FypUrcfr0aQAwVkBXVVVh//792L9/P37729/ilVdegaenp2D5ExERkXOIDY5GbHA0SmrOIb0wA3kVhcivLDY5QkTu7olwv1BE+iugVMzBcE9f3PLeIgdmbT/5lcUwGAwQiURmzU/OSbFzRs5BqYjDuthV7OxBREREREQWqakx7YY4ZIhlRxwMHjzYZHzt2rVeFXxYk4eHhwfEYjEaGxuNOXQX28vLy6LcBg8ebCz46BjbWlOmTEFdXZ1NYxKR49y6/i1Hp0BE1CUvLy98++23Ds2hzxR8ZGRkYMOGDaitrYXBYMCgQYPQ3NwMV1dXk3ktLS1YsWKFsdgDgMnFi7bij2+++QaXLl3Chx9+CJmMbaCIiIgGohDvIKyJWQ6g9TmCRq9FY7MeYlc3SN0kJs8hrmpt+waUM1Hp6qHRayET99xys7i6FLnleQJk5ThTAiZi+dTFmBU03dGpEBERERFRH6TRaEzGlr7/3HG+Wq12SB5SqdRY8NExB1vEbtPbx0dEREREfaTgIysrCwkJCWhubjZ+rrm5GeXl5TecJfjJJ5/g9OnTnRZ5AL8WfxgMBpw+fRovvfQStm7daudHQERERM5OJBJBJpaiq7eo3Fz6xNOmXmts1nf52NtL74dHuXTs5hLiHeTolIiIiIjISgaDAepGLfQtTXBzGQSZWGJ2Rzsia7UVSbRxc3OzaP2gQaavP/V6vU3y6Bi3J+3zbmpqEiw2EREREZnP6a9caDQabNiwAc3NzSbFGkDrWXztCz4MBgOSkpJumDdhwgTExMSgtrYW3377LVQqFUQiEQwGA7744gssXboUN910k8CPjIiIiPoSmVgKubunybEv/YnY1bw3IE9VFNo5E+FEBUzEO3e9eEM3F6KeaLVa7Nu3DwcPHsSpU6dQV1cHiUQCf39/REZG4ne/+x2mTZsmyM/VhQsXsGfPHmRnZ+P8+fPQaDQYNmwYAgICMHv2bMTHxyMgIKBXsXNycvCf//wHubm5uHz5Mq5duwaxWIyhQ4ciPDwcv/nNbxAfH89jMomIyGkUV19AetERnKo4g/zKUqh0v3YNkLvLEO4XjAj/cVigmIkQ79HdRCKyTsez3C19Xuji4mIybn9DoyXa30DZWdyetM+742OyZ2wiIiIiMp/TF3ykpKSgqqrKpIgjICAA//u//4uQkBCTuUePHkV5ebmxmEMkEuHOO+/E3/72N+P6p556Co888ghOnTplXLd792689tprwj0oIiIi6nNEIhHC/UKQXXbc0anYnNzdE1I3SY/zDAYD8itLBMhIGCU1pVYXe7TeOappd+eolMUj/dyRI0fw3HPP4cqVKyafb2xsxLVr11BUVITPPvsMMTEx2LJlC/z9/e2SR1NTE9566y0kJSXd8GZ7RUUFKioqcOzYMWzfvh2PP/44Vq5cafab8KWlpXjuuedw7NixG76m1+uhVqtx8eJFfPPNN3jrrbfwxBNPYOnSpTZ5XERERL2RVZqL5Jx9yC0v6HKOSqdGdlkessvysOtoGqICxuOBqXdhVtBkATOlgaKzY8gt0bHjhVgs7lUeHbtudHze2JP28zvmYM/YRERERGQ+py/4SE9PBwBjAUdcXBxef/11SCQ3XpT4z3/+YzJ2c3PDn/70J5M33X18fJCYmIgFCxZAo9HAYDDg4MGDaGpqsrjtHBEREQ0sEf6KflnwEe4XalaRgrpR0686nKh09dDotZCJpT1Pbqe4uhTpRRk4VVGI/MoSk+9J6/EwIYjwV2CBIo7Hw/Qz6enpeOaZZ8xqOX3kyBHcc8892LNnD0aOHGnTPJqbm/Hkk0/iwIEDPc7V6/V47bXXUFBQgNdff73H+dnZ2Xj00UdvOJO9K9euXcNLL72EU6dO4a9//SsLnoiISFB12uvYkpmM/UVHLF6bW16A3C8KoFTMxLrY++ElGWyHDGmg6vjetU6ns2h9x/m9LYjw8PAwGXc8hqUnDQ0NXebQMbalj7G72ERERERkPqeucKivr8fJkyeNHTv8/Pzw2muvdVrsAQAHDx406e5xyy23YOjQoTfM8/f3x5133olPP/0UQOuTy1OnTuHmm2+26+MhIiKivk0ZNge7jn7q6DRsLtJfYdY8fUv/O1e5sVkPmZlzs0qzkZyTgtzyvC7nqHT1yC47juyy49h19FNEBUTigan3YlbQdNskTA5TWFiI9evXmxR7/M///I+x86BGo8HPP/+MxMREFBa2Hn1UXV2NRx99FHv27OnyNUxvvP322ybFHl5eXlizZg1uvfVWeHt748qVK/jyyy+xc+dOaLVaAMBXX32FkJAQrF69usu4586dw+rVq02KPUJCQrBixQpER0fD19cXDQ0NKCgowOeff45///vfxrtVU1NTMWLECKxZs8Zmj5OIiKg7RdXnkZC2FVXqq1bFSS/8HkcvnkZi/HqE+oyxUXY00A0ZMsRkXF9vWeG8Wq02GXt5eQmeh8FgMD6X7CyHjmNrHmNvH19XcnJyLD5ixhk0NDSguLjYOA4NDb2hsIbIHPxZIlvhzxLZSn/+WWppacHVq9a9JrGWUxd8/PLLL2huboZIJIJIJMKiRYsglXZ+B2ZJSYnxOJc2cXFxXcaOjo42FnwArW2LWfBBRERE3Qn1CUZUQGS3F/z7IqVijlnz3Fyc+qljr4hd3XqcU6dVYUtmIvYXZVgcP7c8D7lf5EGpiMO62FXwksh7kSU5gz//+c8mdyFu3rwZ99xzj3EskUgwf/583HrrrXjqqafwzTffAACKioqwe/duPProozbJo6SkBDt37jSOR4wYgU8++QQjRowwfi4wMBAJCQm4/fbbsWzZMuOLzsTERNx1110YNWpUp7E3b95s8kb9woUL8corr5jccSkWizF9+nRMnz4d8+fPx2OPPWa8U/Tvf/877rzzTgQHB9vksRIREXWlqPo8Vqa+DJVO3fNkM1Spr2JF6ktIWvQCiz7IJnx8fIw3JgJAbW2tReurq6tNxsOGDetVHr6+vibjmpoas9fW1taaHEXj7e1t8nUfH58b5lui/fyOsa01evRouLn1/FrP2Wi1WpNCmMDAQJsWjtPAwZ8lshX+LJGt2PtnqfXYbV27Y7fdBetCq9frHV7w4dRlrm1PbNueGE+e3PWZmocPH77hc7fcckuX89vaKrf9n23Jk10iIiIauJZPWSzIPuOGBQqyz5SAiWYfOyITSyF397RvQgKSu3tC6tb9C4ui6rNY/PGqXhV7tJdeeAiLP16F4upSq+KQY2RlZeHYsWPG8e9//3uTYo/2xGIxXn31VYSFhRk/l5SUhOvXr9skl+3btxvPOxeJRHjjjTdMij3aCw0NxTvvvGN8zaPX67F9+/ZO5545cwYZGRnG8YQJE7B58+Zu22vPnj0b69evN46bmpqQnJxs4SMiIiKyTJ32OhLSttqs2KONSqfG6rQtqNPa5t9sGtjEYjH8/PyM48uXL1u0/sqVK8aP/fz8en3kyejRo03GluTRcW7HomFrYl+9etWke4itj0AkIiKi/q+4uhxvH/kKj3yeiNnvP49b3nsOcTs34pb3nsPs95/HI58n4u0jX6GkxrLnYX2RUxd8dKyG6Vg13N53331nMh4zZkyXb3wCgLu7u8lYr9f3IkMiIiIaaGKDozE/bI5d97h9XCyemPmgXfdos3yq+QUsIpEI4X4hdsxGWOF+od1WehdVn8XK1GdRpbZNYXCVugYrUtey6KMP2rNnj/FjV1fXbo9FAVrPM3/iiSeMY5VKhf/85z9W51FbW2vsHAIAM2fO7LYoHgCmTZuGuXPnGsdff/21yZEtbfbv328yfuSRR8y6K/J///d/TY7RzMzM7HENERGRNbZkJlt9jEtXqtRXsTVrt11it2m9+1CLq1oV6nUa441u1P+EhoYaPz5//ryxaLcnTU1NOH/+vHHcvpDYUh3Xnj171uy1Hee2fzxAawFI+27c1sS25jESERHRwJJVegoP7n0Hiz/ehl1Hv0V2WTFUOtP3ulQ6DbLLirHr6Lf4n3/9DQ/ufQeHz512UMb259QFH22tgdt09QJIp9Ph6NGjxjZ5IpEIM2bM6DZ2x3MQ2YKIiIiIzLV+9mr4ymzbcraNl3gwnopZIUhhiVIRh1lB0y1aE+GvsFM2wovs5rHUaVVISNsIlc6yc6h7otLVY3Xa86jTqmwal+ynsbHRpJvg1KlTMXz48B7XzZkzB4MHDzaOOxZU9EZWVpZJofrChQvNWnfnnXcaP25oaDDp5NHml19+MX7s4uLSbbfE9lxdXXHTTTcZx5cvXzY5+oaIiMiWskpzsb/oiF33SC/8HlmluTaNWVJ7EannD+PVvD14/KftuG13AuJ2PoJb3luB2e8/hEc+/yvePvL/UFJTZtN9ybHaHx+u1WpNzq3vTkFBAXQ6XadxLOXj44OAgADj+MSJE2avbf/8sLM8XF1dERERYRzn5eWZHAFjTWwiIkczGAyo1zXgqrYe9boGFmgSOYE6rRrr93+Ex/d9gNxy8wtNASC3/CzWfLETz/3nI9Rpbdsp0Bk4dcFH+zdIAeDatWudzvvpp59MngQDQExMTLexS0tb76xs+yPdcS8iIiKirnhJ5EiM32Tz402kgyR4csJyDPGQA7BvYYmvzBvrYldZvE5p5yIUISkVc7r82pbMRJt19uioSl2DrVk77BKbbC83N9ekgKGnwvI2gwYNwpQpU4zjH3/88YaCdkv98MMPJmNzc4mOjjYZd9aFQyKRYPjw4Rg0aBCGDBkCT0/z/7517J6oUrGgiYiI7CM5Z58g++y20T5Zpbl4cO+LWJb6Ar6+mI38axegaTItjFTp1Mguy8Ouo2n4n389iwf3vojD5451EZH6ko4FtIcOHTJrXcd5M2fOtFkeBQUFJsfFdMVgMJgUCQcGBt5whEvH2HV1dSbHIHan/WOUSqWIiooyax0RkT3xeAgi51VUXY7FH2/D/iLrCrPTC3Ox+ONtKK4ut1FmzsGpCz7aqo/bWm0XFRV1Oq/jG5aurq49PhFuf5ceAAQFBfUySyIiIhqIQn2CkbRom80KMrzEg7EuciVGyX7tHGCvwhK5uycS4zfBSyK3eG2oTzCiAiJtmo8jTAmYiBDvoE6/llWajf1FGXbdP73wELJKs+26B9lGYWGhybj9XYw9GT9+vPFjvV6PgoICm+UybNgwszqNtM319/c3jk+ePHnDnLfeeguZmZk4efIkvv76a4vyaiumB1pfu7U/4oWIiMhWiqsvILfcun9LzfX/sXfncVGW6//APwMyMDOKyKqICsqiQi6AaZq4VF9FU4+aWZqGRzPTzOMpQ+tki6fQ9jSpTDraYidRjx4zzFMuVBQpuISyKiKLgKCCzMAw4Pz+8MfEsM4wzzwzwOf9evlq7vG57+saGnB4nuu5r6SCNJN227hZeQtrD2/BMwffMjrn5II0rPzvm1j3/Ye4WXmrzTmQ5Q0bNgy9e/fWjXfv3t3opsWGKisr9doJ9unTx+RiiClTpugea7VafPHFF63O+fHHH5GXl6cbT58+vcnjwsPD9dpkGrL2hQsX8Pvvv+vGkydPhlQqbXUeEZG5sD0EkXXLKCnAkr1bcU3Z9MYQxrqmLMPivVs7VNGHVRd83HXXXXrjuLi4Rseo1WocPnxYr53LiBEjWrwjLSsrCz/++KPuw6iNjY3eyVgiIiIiQ/i5+iB23kcID5hg0jr/NyAMrw57Rq/Yo34MIQtL3BQuiJn9Fvxcfdq8RkTIHEFysaSI0OZfw46kWFFy2Jm0R5Q4ZJqLFy/qjfv162fw3L59++qN6/dib4v6vc6NyaNhLrm5uc1uR2tjYwNnZ2eD17148aLe9uR9+vSBnZ2dUbkREREZIs7MrVwaxUtvW7yMkhzM2RVpcuuZuPRfMGdXJDJLrpi0DlmOjY0N5s2bpxsXFBRgw4YNLc555ZVXUFxcrBsvWLBAr6CiLUaNGgV/f3/deOfOnfjtt9+aPb6wsBCvvvqqbiyTyfDwww83eWy/fv0QFhamG8fFxeHAgQPNrl1RUYHIyEjdWCKRYOHChQa9DiIiobE9BJH1u1mpxIoD2xoVYZmqXK3C8gPbOsz3r1UXfDg7O+uKPrRaLc6ePYsdO3boHfP222+jpKRE77nw8PBm1ywuLsbKlStRU1OjVyAil8sFz5+IiIg6PieZI6ImRWLztFcR4nlX6xPqCfG8C1umv4ZXJ65GV7vmP4sIVVgSHjABsfM+MqnYAwDCfEZicjtu7RIeMAFjve9u8u8yS7KRXJAiSh5JBX8gq/SyKLGo7eqfcAegt1NGa9zc3PTGV6+2fdvXmzdv6t0RakweDXOprq5GaakwLYu2bt2qN54wwbSfU0RERM05X3Sx9YMElFKUZfScjJIcLNm7AdeUNwTJ4ZryBhbvfY1FH+3Y/Pnz9Xb5iI2NxYsvvgiVSv+ihUqlwrp167B//37dc97e3nj00UebXDcvLw8BAQF6f5ojkUjw3HPP6cYajQYrVqxo8ubK1NRUPP7443qfgZcsWQJ3d/dm1//73/+uV/D74osv4quvvmpUYJybm4uIiAi9XbxnzpyJQYMGNbs2EZG5sD0EUfuw8cQ+wXb2aOiasgyb4veZZW2xdbF0Aq2ZOXMm/vjjD90OHps2bcJPP/2EwYMH4/Tp00hKStKrcnZwcNDbpq7O9evXceDAAXz88ccoLy/XrQcADz30kGivh4iIiDqmMJ+RCPMZiazSy4hLP46UonSkFKZBqals8viuUjm62NridMF59LBrvbVKXWFJuP947Ezag6SCxi0ZmhPieRciQuc0W+TQFmvHLUdS/h+4phTmonF9LvIekAAoUQlzorw+N4ULIsOeavbv48zcyqVRvPTjWDk6QtSYZJzr16/rHkulUshkMoPnOjrqf2+XlbX9F9SGBRrdu3c3an63bt0a5eLq6trmfADg6NGjOHTokG5sa2vb7N2fbVVVVYWamhpB17RWVVVVLY6JOhK+38lYWq0WF4qzWz9QQBeKs6FSqQzeXaGsqgLL929EuVrYuwTL1Uo8tT8KX85+Dd0dhG31SI0J/blDJpPhnXfewaJFi1BZeed3wz179uDIkSOYMGECPDw8UFhYiOPHj6O8vFxv3vvvvy9Yq5Nx48YhIiJCdzNlRUUF/va3v+Gjjz7CiBEjIJVKkZaWhl9//VWvUGPEiBFYtmxZi2sPHDgQzz//PF5//XUAdwpKXnvtNezYsQOjR49G165dcfHiRfz00096X18fHx+8+OKLgrw+IiJj1LWHEGrHgLr2EDGzV8DP1VOQNYnoTrslU4uyWhOXnoxw/2CE+RjewtkaWX3Bx8MPP4zPP/8cOTk5uiKNhIQEJCTc2RaxbpeOuv8++eSTjdq5fP3113jttdf0jgfuVDcPHToUDz74oLgvioiIiDosXxdvDO01CKcLUpot9gCAimoVEnPPIDH3DD479Q38HL0xpXcYhjg3f2cW0HRhSWpxJsrVFbpjHO27YpC7H4I8AhAeMB6+Lt5CvTwdJ5kjomf8E4v3rtGLbSpH+674+C9vAIBZ1o6e8U84yZovsDlflC5YPEOkiByvozpx4gRyc3P1nqutrUV+fr7ecykpKbC1tW11vccee0z3uP7dlwqFwqi8Gu4iqFS2/QJQw7tAjc2l4fGm5ALcaeXy/PPP6z03c+ZM+Pr6mrRuQ/XvAO1s6rfwIero+H6n1lTWqHFL4EKK1txSK5H8x1nIuhh2wX1b+rcoUd00Sy4lqpt4Oe4jLA2Yapb1ybyGDx+OTz75BCtWrMCtW7cAAOXl5c22PnF0dER0dLTgO1+sW7cOt2/fxueff657Lj09HenpTf9Ocvfdd+Ojjz5Cly6tX0JYuHAhampq8NZbb+H27dsAgCtXruDKlaZ3p/H398f27dtbbMtORGQO5m4PETtvDZxkxv2+TkRN25F0VJQ4L3z/JaImL8BY78GixDMHqy/46NKlC6Kjo/Hoo4/qduYA/izcqF9lP2zYMDzxxBON1ujVq1ej47VaLXr27Im3335bnBdCREREHd7NynJsPBGNw23YJSKz/DI+KL+Mka5D8Wr/v7e6i4Cvi7duZwitVguVphLVtRpIbe0gt5OZ3OfZEH6uPoiZ/RaWH/iHIDt9uClcED3jn7qWM+ZcuylarRapxcZv3W2K1OJMvYJkaptvvvkGP/74o2Dr1S/4qK6u1j025GR3fQ2PN+WO0fp5ANDbNrstuWg0mjbnkpubi8WLF+suWACAl5eXXj92IiIiIdVoay0UtwZA6wUfZ69fRGJJmllzSSxJxUi3gRjqPMCsccg8Ro4cibi4OLz77rv47rvvmtzZyM7ODlOmTMGzzz5rdPs+Q7344ouYMGEC3nnnHaSkNN3KsmfPnli0aBEWLFhgULF0nb/+9a8YOXIkNm3ahJMnT+oKP+pzcnLC/Pnz8eSTT8Le3r7Nr4OIqK3EaA8RNWmBWdYn6kwySwqQXCDOjQEV1VVY+d9PER4QjMiwWe2yaMvqCz4AoH///vjmm2+wZs0a/PHHn9uX199eLjw8HFFRUU1+CO3fv3+jOXfddRfeffddeHl5mTFzIiIi6iwySi5hxYGXTC5OSCw5i8f2rsZHf3m9xeKE+iQSCRRSOSzxUdTP1Qex8z7CpviPEJd+rM3rhAdMQGTYU3q7b5hz7aYoq1WC7ihiiHJ1BVSaSiik8tYPJouorf3zApONjY1Rcxse39RJb0M1nGtskVDDXBr2VDdUTk4OFi1ahKtXr+qes7e3x+bNmxu1sCEiIhJKF4nhF52FjWvYqdO4/JNmzuSOw/knWfDRjrm5uSEqKgovvfQSTp48ifz8fJSVlUEul8Pb2xvDhw83+POUl5dXsztztGb06NEYPXo08vLycObMGVy7dg3V1dXo0aMHBg4ciMDAQKMKPeoLDAzE559/jmvXruHUqVMoLi5GZWUlHB0d4e/vjyFDhgjWpoaIyFhsD0HUfsRlnBY/ZnoyTuVdRPSMpe2uPVO7KPgAAG9vb8TGxuLXX3/Fjz/+iLy8PEilUvTr1w8PPvggAgKa3/7cy8sLUqkU1dXV8PX1xcKFC/HQQw8ZfcKWiIiIqCkZJZewZO/zghULlKiuY/HeNYiZ/ZbBRR+W5CRzRNSkSIT7j8fOpD1IKvij9Un/X4jnXYgInYOx3neLvnZDmtvC9us2VHWtxiLFOmSY+jtjGFuwUb9YBIBJJ7cbnnQ3NpeGu4u0JZcLFy5gyZIlKC39s7CtS5cu+OCDDxAYaJ6TWf7+/kbvrNJeVVVV6bW16N+/PxwcHCyYEZH58P1OxtJqteh2RiFqW5du9goE3zW01SLLrOt5yPwlT5ScMsrzYN/TEQOceQObudTU1Ji9pZxcLse4cePMGsMQXl5eZrsZ0s3NDeHh4WZZm4iorcRqD7Ez6RgLPohMdL4oxyJxrynLsHjvVsTMXtGuij7a3Zmze+65B/fcc49Rc2xsbPDmm2/C399fb7cPIiIiIlPdrCzHigMvCb4zRLm6AssP/AOx8z5qdWcKaxHmMxJhPiORVXoZcenHkVKUjtTiTL2vjaN9Vwxy90OQRwDCA8bD18Xb4mvXsbOxzEdjqa1xrTmosejo6EbPaTQanDt3Tu+5IUOGGN0Kpf4FSLVabdTchlt1m1Lw0bDNk7G5NDze2FxOnDiB1atXQ6n880KbnZ0d3n//fUyYMMGotYzh4OBg9P+zjsLBwaHV9l5EHQXf72SIwe4+SMxtugWFueLJ5a3vwnYsJ0mEbOrHS0ZQbz9RY3YmprS9IyIi6yVme4ikgovIKr0KX5deosQj6mjutN3Ot1j8crUKyw9sQ+y8Ne2mvUu7K/hoq8mTJ1s6BSIiIuqANp6INrmNS3OuKUuxKf4jRE2KNMv65uLr4o2VoyMA3PmArtJUorpWA6mtHeR2MqNbUYi1tkIqh6N9V1Hbujjad4Xcjhe4rFn37t11j5VKJbRarcHvs/rFEcCdnuVC5AEAFRXGvU9NyeXzzz/Hxo0b9XYskclk2Lx5M8LCwozKg4iIqK0CPQaIWvAR5OFr0HHniy6aORN9KUVZosYjIiLqCMRuDxGXnoyVo6eKGpOoo1BWq1GuVlk0h2vKMmyK34eoSQssmoeh2NOEiIiIqI3isxNxOOO4WWPEpR9DfHaiWWOYk0QigUIqRw9ZdyikcpMKMsy9tkQiwSB3w07sC2WQu5+gXxMSnpubm+5xbW0tbt68afDckpISvbGLi0ub83B1ddV7r1y/ft2o+Q1zcXZ2bnVOTU0NXn31Vbz++ut6xR5OTk7417/+xWIPIiISVbj/aHHjBbQe787dh9kiZPOn1OJsaLVaUWMSERG1d2K3h0gpuiJqPKKOxFJttxuKS09GfPZ5S6dhEBZ8EBEREbXRjqRYUeLsTNojShwCAj0CRI0XJHI8Ml7DvuaFhYUGz214rCk90qVSKdzd3XXjq1evGjW/fi7u7u6ttnRRqVR46qmnsGvXLr3nvby88PXXX2P48OFGxSciIjKVn2tfBHsOFCVWiOdA+Lr0afU4ZXUlytXKVo8TUrlaCZWmqvUDiYiICIBl2kOkFuexQJOojSzVdrspO5OOWToFg7Trgo+ioiIcOnQIGzZswJNPPolHHnkE4eHhuP/++xsdu2HDBvz+++8WyJKIiIg6osySbCQXiLOldFLBH8gqvSxKrM4u3H+8uPECxI1HxvP399cbX7pkeM/fhsf6+fmZlEv9+Tk5OXq7brSkpqYGOTl/3s3U8DU1dOvWLSxatAjx8fF6zw8ZMgTffPMN+vfvb0TWREREwokImSZOnNDpBh1nqbsPq2s1FolLRETUHlmiPUS5WgWVRi1qTKKOQiG1h6O93NJpAACSCi4iq9S4m64soV0WfCQkJGDx4sUYP348nnvuOezatQvx8fE4e/YssrOzkZ+vX6lXWlqKr776Co8//jhmzZqFhIQEC2VOREREHUWcmVu5NIqXLm68zsrP1QfBnkGixArxvAu+Lt6ixKK2GzJkiN747NmzBs+tf6ynp6feDh1tMXToUN3jyspKZGZmGjQvLS0NavWfJ5rqr9NQRUUFFi1ahDNnzug9/8ADD+CLL76Aq6urcUkTEREJKMwnGJPN3NolPGAMxnobtpOVpe4+lNraWSQuERFRe2S5Ak3raEtB1N7cabvd29Jp6MSlJ1s6hVa1q4KPW7duYcWKFVi8eDESEhKg1Wr1/jSnrgBEq9XiwoULWLx4MTZt2oTbt2+LlToRERF1MOeL0kWNlyJyvM4sImSOOHFCxYlDpunTpw+8vb114xMnThg0Ly8vDxkZGbrxmDFjTM7l3nvv1RsfO2bYtpINj2sul9u3b+OZZ57BH3/8off8/PnzsXnzZjg4OBiRLRERkXmsHRcBN0UPs6ztpuiByLDHDT5eIZXB0V5hllya42ivgNyO/yYTEREZynIFmtbTloKovQn06GfpFHRSiq5YOoVWtZuCj5ycHMyYMQNHjx7VFXdIJBLdn5bk5eXpHa/VarFjxw68+OKLZs+biIiIOp47vT+zRI2ZWpzJ3p8iCfMZiclmbu0SHjABY73vNmsMEk54eLju8eXLlw0q+ti5c6feePp0w7aGb8mwYcPQu/efdzjs3r1bb+eOplRWVmL37t26cZ8+fRAcHNzksR999BF++eUXveeWLVuG9evXw8am3fzqSEREHZyTrBuiZ6wVvNDC0V6B6Blr4STrZvCcO3cf+giaR2sGufu0ei6UiIiI/mSJ9hCO9nLI7exFjUnUkYT7G7bjnhhSi/Os/rx8uzhrd+PGDSxduhQFBQXQarW6og2tVgsbGxv07dsXPXr0aPaLfevWLb1x3fz9+/cjJiZGjJdAREREHYiyWoVydYWoMcvVFVBpKkWN2ZmtHbccbgoXs6ztpnBBZNhTZlmbzOORRx6BVCrVjV9++WUUFxc3e/zPP/+MXbt26caDBw/G3XebXuBjY2ODefPm6cYFBQXYsGFDi3NeeeUVvVwXLFjQ5EWiCxcuYOvWrXrPzZ07F6tXrzYxayIiIuH5ufZFzOz1gu304abogZjZ6+Hn2tfouYEeAwTJwVBBHr6ixiMiImrvLNEeYpC7Fws0iUzg5+qJYM/+lk4DAFCuVkGlafmGK0trFwUfL7zwAnJycvR26AgKCsK7776LxMREfP/99xgxYkSz8+fOnYvY2Fjcc889eruDaLVafPjhh7h69apYL4WIiIg6AMv1/tRYJG5n5CRzRPSMf8LRvqug6zrad0X0jH/CSeYo6LpkXj179sTChQt146tXr2LhwoVIS0trdOyhQ4ewcuVK1NTc+TkhkUgQGRnZ4voLFixAQECA7s++ffuaPXb+/Pl6u3zExsbixRdfhEql0jtOpVJh3bp12L9/v+45b29vPProo02uu2XLFtTW1urGAwcOxEsvvdRi3kRERJbk59oXsfM2ITzAtLZp4QFjEDtvU5uKPQAg3H+0SfGNjhcgbjwiIqKOQOz2EEEebftcQUR/igiZaOkUdKprLXM9wFBW30Dq999/x7Fjx3QFGhKJBEuWLMGzzz5rVHXcXXfdhc8++ww7d+7Exo0bdc9XVVXhyy+/xJo1a8yRPhEREXVAluv9aWeRuJ2Vn6sPYma/heUH/oFrylKT13NTuCB6xj/h5yrutt8kjFWrViEpKQmnT58GAGRnZ2PmzJkYNWoUBg4cCLVajZMnTyIjI0Nv3pNPPolRo0YJlodMJsM777yDRYsWobLyzq4/e/bswZEjRzBhwgR4eHigsLAQx48fR3l5ud68999/X2+nkjqXLl3CsWPH9J5LS0tDUFBQm3L88ccf4eXl1aa5RERExnCSdUPUpKcR7j8aO5MOIqmgcTFmc0I8ByIidDrGepu2XbSfa18Eew5EshGx2yrEcyB8XfqYPQ4REZFYtFotlNVqaG7XwM6mCxRSe7PsjBHuPxyfnfpB8HWbjRfQdCtVIjJcmE8gJvsH43BGsqVTgdTWuksqrDs7ANu3bwcAXbHHnDlz8Nxzz7V5vccffxxqtRrvvvuurojkwIEDLPggIiIigymkcjjadxW1rYujfVfI7WSixaM7/Fx9EDvvI2yK/whx6cdan9CM8IAJiAx7ijt7tGNSqRTbt2/Hk08+iVOnTgEAbt++jYSEBCQkJDQ5JyIiwiwtUYYPH45PPvkEK1as0LWvLC8vx4EDB5o83tHREdHR0Rg0aFCTfx8fH2/1vUiJiIhaEuYTjDCfYGSV5iIuPQEpRVlILc5GuVqpO8bRXoFB7j4I8vBFeMBoQQsnIkKmiVLwERE63ewxiIiIzC2zpABxGadxvigHqcX5KFf/uWOlo70cg9x7I9CjH6YEBMPXpZcgMevaQyQXXBJkvZaEeA4QLG+izm7tuFlIyr+Ia8oyi+XgaC+H3M7eYvENYdUFH1VVVUhMTNQVZri4uLS6HbIhlixZgv/85z+4fPkyAKC0tBTZ2dnw8eHdltaosrISBw8exNGjR3H+/HncvHkTMpkMHh4eCAoKwsyZMzFixAhR+qFduXIFu3fvRmJiInJycqBSqeDs7AxPT0+MGzcOM2bMgKenZ5vWTkpKwvfff4/k5GRcvXoVZWVlkEql6NGjBwYNGoR77rkHM2bMQNeuhm8t//rrr+Pzzz9vUz5vvvkmZsyY0aa5REQd3Z3en75IzD0jWsxB7n7s/WkhTjJHRE2KRLj/eOxM2oOkgj8MnhvieRciQudgrPfdZsyQxNK1a1d88cUX+Prrr7F9+3YUFBQ0eVxgYCBWrVqFcePGmS2XkSNHIi4uDu+++y6+++47VFVVNTrGzs4OU6ZMwbPPPgsPD49m17py5YrZ8iQiIhKTr0sfrBw9F8Cdm8dUmipU12ogtbWD3M7BbJ+nw3yCMdl/NA5nNF0EKoTwgDEm70ZCRERkSfHZ57Ej6WiLRRflahUSczORmJuJz079gGDP/lgUeh/Geg82OX5EyERRCj4iQq2nDQVRe+ckUyB6xlIs3rtVrzhMTIPcvaz+vLxVF3ycPn0aarUaEokEEokEU6dOhUKhMHldGxsbzJw5E++++67uudTUVBZ8WKGEhASsW7cOhYWFes9XV1ejrKwMGRkZ2LdvH0aPHo2NGze2eCLbFDU1Nfjggw8QExOj19scAIqKilBUVITTp09j69ateOaZZ7BkyRLY2NgYtHZ2djbWrVun2x68Po1GA6VSiby8PPzvf//DBx98gFWrVmH+/PkGrd1UX3kiIhJGoEeAqAUfQR4BosWipoX5jESYz0hklV5GXPpxpBSlI7U4U2+nF0f7rhjk7ocgjwCEB4yHr4u35RIms7CxscH8+fMxf/58pKSkICMjAyUlJbCxsYGbmxuGDh0Kb29vo9b84osv2pSLm5sboqKi8NJLL+HkyZPIz89HWVkZ5HI5vL29MXz4cDg6tr6rzPr167F+/fo25UBERGStJBIJFFIZFBBnl7y14yKQlJ+Ka8obgq/tpuiByLDHBV+XiIhIDDcrldh4Yl+b2jIkF1xC8n8vITwgGJFhs+Aka/s1QjHaQ4QHBAtSnEJEf/Jz9UTM7BVYfmCbRXb6CPLoK3pMY1l1wUdRURGAP9u5CNn7+q677gIAXUXO9evXBVubhBEXF4fnnnsONTU1rR6bkJCAWbNmYffu3ejdu7egedTW1mL16tU4cuRIq8dqNBq88847SEtL0ysoak5iYiKWLVsGlcqwqrSysjK89tprOH/+PF5//fVWK8rS09MNWpeIiIwX7j8en536Rrx4AeNFi0Ut83XxxsrREQDq7hytrHfnqMzqK75JOEFBQQgKCrJ0GpDL5WbdTYSIiIha5yTrhugZa7F472t6rWRM5WivQPSMtXCSdRNsTSIiIrFklBRghQAXaePSk3Eq7yKiZyyFn2vbdlkHzNsewk3RHZFhswRfl4juFH3EzluDTfH7EJduvqKtpoQHBIsary2suuCjpKREb+zm5ibY2j169NAbK5XC/SJGpktPT8fatWv1ij0eeughPPLII/D19YVKpcLJkycRHR2tK2ooKSnBsmXLsHv3bshkwt29sXnzZr1iDycnJ6xcuRITJ06Ei4sLCgsL8e233+LTTz9FZWUlAODQoUPw9fXF8uXLm1338uXLWL58uV6xh6+vLxYvXoyRI0fCzc0NVVVVSEtLw3/+8x/s378ft2/fBgDs3bsXvXr1wsqVK5tdv+4OzzpvvfUWpk9nr1ciIqH4ufog2DMIyQUpZo8V4nkXd4qwUnfuHJXD9D3oiIiIiKi983Pti5jZ67H8wEZBdvpwU/RA9Iy18HO1/rsKiYiIGsooKcASAdswXFOWYfHerYiZvaLNRR/mag/haC9H9IylJu1AQkQtc5IpEDVpAcL9g/HC91+iorpxe2OhhXgOgK9LL7PHMZVhPScspEsX/XoUjUYj2Nq3bt3SG8vlcsHWJtO9/PLLen3Io6Ki8Prrr+Ouu+6CTCaDi4sLJk+ejD179uCBBx7QHZeRkYGdO3cKlkdWVhY+/fRT3bhXr17Yv38/HnvsMXh6esLe3h79+vXDihUrEBsbq1dIFB0djby8vGbXjoqKQkXFn1vAT5s2Df/5z38wa9Ys9O7dG1KpFI6Ojrj77rsRFRWFjz/+GFKpVHf8xx9/jOzs7GbXT01N1RsPHDjQqNdOREStiwiZI06cUHHiEBERERGRafxc+yJ23iaEB4wxaZ3wgDGInbeJxR5ERNQu3axUYsWBbYIWVQBAuVqF5Qe24WZl22/irmsP4aboLkhOboruJhWhEJFxwnwC8cakx0SJFRE6UZQ4prLqgg8XFxe9cUsXz4118eJFAHe24QYAZ2dnwdYm08THx+P06dO68dy5czFrVtPbYEmlUrz99tvw9/fXPRcTE9OooKettm7ditraWgB37uB977330KtX05Vcfn5+2LJli24bd41Gg61btzZ57MWLF3H8+HHdePDgwYiKitIr6Gho3LhxWLt2rW5cU1ODHTt2NHt8Wlqa7rFUKkX//v2bPZaIiNomzGckJvuPN2uM8IAJGOt9t1ljEBERERGRcJxk3RA16WlsnrYGIZ7G3YAT4jkQW6Y/j6hJT7ONCxERtVsbT+wzS9sU4M5OH5vi95m0Rl17CFNbNYQHBCN23hoWexCJLMwnEJP9zdtqJTwgGGO9B5s1hlCsuuCj7sJ63QX0n3/+WbC1//e//+mNPT35w9ha7N69W/fY1ta2xbYoAODg4IBVq1bpxuXl5fj+++9NzuP69et675MxY8Zg+PDhLc4ZMWIE7rvvPt34u+++02vZUufw4cN64yeffBJ2dnat5vTII4/o7SJy4sSJZo+tX/Dh6+vbaMccIiISxtpxy+GmcGn9wDZwU7ggMuwps6xNRERERETmFeYTjJiHXsaXs1/DVK+RGNy9H+RdHPSOcbRXYGSfICwO/Qv2zH8TMQ+9jLHeLZ9/IiIismbx2edxOCPZrDHi0pMRn33epDXq2kNsnrYEIZ4DjJob4jkAW6Y/gahJC9jGhchC1o6bJdhOPQ25KbojMqzpzQiskVVfAR42bBgUCgVUKhW0Wi3i4uKwevVq9OzZ06R1k5OT8csvv0AikUCr1UKhUGDIkCECZU2mqK6uxk8//aQbh4aGGvT/e/z48ejWrZtuZ4/Dhw/joYceMimX+Ph4vTZC06ZNM2jegw8+iB9++AEAUFVVhePHj2PKlCl6x5w9e1b32MbGBvfee69Ba9va2mLIkCG6Qo+rV6+iqqoKDg4OjY6t39KF7VyIiMzHSeaI6Bn/xOK9a1Curmh9goEc7bsiesY/4SRzFGxNIiIiIiIS3wBnL8zqNxbAnd2Gvf36w1baBVJbO8jtHHQ3uxEREXUEO5KOihJnZ9IxhPkEmrxOmE8gwnwCkVV6FXHpyUgpuoLU4jy9djSO9nIMcvdCkEdfhAcEw9el6Z3giUg8TjIFomcsxeK9WwVtH+VoL0f0jKXtqpjLqgs+unTpgjFjxuDIkSOQSCSorq7GmjVrsGPHDtja2rZpzdLSUqxZswbAnV+wJBIJRo0a1eb1SFjJycmoqqrSjUeNGmXQvC5duiAkJETXJuW3335DdXV1iy1SWvPrr7/qjQ3NZeTIkXrjEydONCr4kMlk6NmzJ0pKStCtWzd07drV4Lzs7e31xuXl5Y0KPioqKpCfn68bBwQEGLw+EREZz8/VBzGz38LyA//ANWWpyeu5yp3x0V9eh5+rjwDZERERERGRtZBIJFBIZZDJZJZOhYiISHCZJQVILrgkSqykgovIKr0qWPGFr0svrBw9FcCd64cqjRrVtTWQ2naB3M6eBZpEVsjP1RMxs1dg+YFtgrSRclN0R/SMpe2uTZNVt3QBgKVLl+r9ED116hSeeuopVFQYfwdtRkYG5s+fj/z8fL01IyIihEiVBJCenq43Dgw0vDqz/i4WGo1Gr6WJqbk4OzsbvLOMs7MzPDw8dOM//vij0TEffPABTpw4gT/++APfffedUXllZ2frHkskEr0WL3XS0tKg1Wp140GDBhkVg4iIjOfn6oPYeR8hPGCCSeuMdB2KL2e/x2IPIiIiIiIiIiJqV+IyTosbL908rWPuFGg6oIesKxRS7sZFZM38XD0RO28NwgOCTVonPCAYsfPWtLtiD8DKd/gAgKCgIEyZMgWHDh3StWD56aefMHnyZCxduhTh4eFwc3NrcY20tDTs2rUL+/fvR3V1tW4diUSCMWPGIDQ0VKRXQ625ePGi3rhfv34Gz+3bt6/eOCcnx6RWPZcu/VmFakwedbkUFRUBAHJzc3Xvt4ZsbGzg7Oxs8LoXL15EZmambtynTx/Y2dk1Oq5+Oxfgzg4fOTk5+M9//oPffvsN2dnZUCqVcHJygpeXF8aOHYuZM2fC07P9/RAjIrImTjJHRE2KRLj/eOxM2oOkgsZFf83xd/RGeO8wDHEOQHcHtnEhIiIiIiIiIqL25XxRjqjxUoquiBqPiKyTk0yBqEkLEO4fjJ1Jx5BUcLH1Sf9fiOcARIROxFjvwWbM0LysvuADAF599VVkZGQgKytLV6xRUlKCqKgoREVFwc3NDWq1Wm/O+vXrUVBQgLS0NJSW3tlaveFFd3d3d7zxxhuivhZqWXFxsd64/k4ZrWlY+HP16tU253Hz5k2995QxeTTMpbq6GqWlpXB1dW1zPnW2bt2qN54woem7yOsXfHTr1g1RUVE4cOCA3q4fAHDt2jVcu3YNp0+fxieffIJFixbhmWeeYYsjIiIThfmMRJjPSGSVXkZc+nGkFKUjtTgT5eo/dyhztO+KQe5+CPIIwIR+o6AuVFowYyIiIiIiIiIiorbTarVILc5v/UABpRbnNXvDLRF1PmE+gQjzCURW6VXEpScjpegKUovzUK5W6Y5xtJdjkLsXgjz6IjwgWLC2UJbULgo+unbtim3btmHBggXIy8vT/eCuu3jdsEhAq9UiNjZW7xgAevMcHR3x0Ucfwd3dXYyXQAa6fv267rFUKjWqn6mjo/7d0GVlbe/VVFckVKd79+5Gze/WrVujXEwt+Dh69CgOHTqkG9va2uLhhx9u8tj67Wxu3bqF/fv3t7q+Wq3Gxx9/jJSUFGzZsgVyudykfImICPB18cbK0REA6np/VqK6VgOprR3kdjLdZ5PKykpcKLxgwUyJiIiIiIiIiIjaTlmt1ruoKoZytQoqjRoKqYOocYnIuvm69MLK0VMB1J2XV6O6tgZS2y6Q29l3uCKxdlHwAQC9evXC/v378cILL+DIkSMA0OL/jLpCj4bHaLVaBAYG4oMPPoCXl5f5Eu7ATpw4gdzcXMHWe+yxx3SPVao/PwwoFAqj1mlYoKBUtv1O6fp5tCWXhsebkgtwp5XL888/r/fczJkz4evr2+jYmpoavbYvdUJCQjB//nwMHToU7u7uKC8vx7lz57B7924cO3ZMd9zPP/+MtWvXYvPmzSbl3JSqqirU1NQIvq6pqqqqWhwTtYbvITKUDSRwgBSoBapq/3yf8D1EpuD7p2nW+JmDiIiIiIiIqKPS3LbM7+HVtTUw7goOEXUmEokECqlDh/450W4KPoA7O31s3rwZx44dw2effYaTJ0/q/X394o6Gu4AAQL9+/fDXv/4Vs2bNgp2dnThJd0DffPMNfvzxR8HWq1/wUV1drXvcpYtxb8+Gx5tykr9+HgCMfr80zEWj0bQ5l9zcXCxevBi3bt3SPefl5YXIyMgmj7906ZJe/ra2toiMjMTjjz+ud5yrqysmTpyIiRMn4uDBg1i3bp0uz++//x579+7F7Nmz25x3UzIyMgRdz1wuXbpk6RSoneN7iEzF9xCZgu8fIiIiIiIiIhKbnY1lLjlKbdvVpU4iIsG1y5+CEyZMwIQJE3Dp0iUkJiYiKSkJWVlZKCsrw82bN6HRaODo6Iju3bujd+/eCAkJwYgRIxASEtLhtmjpaGpra3WPbWxsjJrb8Pjbt2+3OY+Gc4193zTMpX7hkTFycnKwaNEiXL16Vfecvb09Nm/e3KiFTR2JRIK//OUvyM3NRW5uLiIiIhoVezQ0bdo0lJWVYcOGDbrntm7dihkzZhhdeENERERERERERERERJ2LQmoPR3u5qG1dHO3lkNvZixaPiMgatesruf3790f//v3x6KOPWjoVEkj94gJjCzbqF4sAgFQqbXMetra2emNjc2m4u0hbcrlw4QKWLFmC0tJS3XNdunTBBx98gMDAwGbn+fn5YdOmTUbHmz9/Pnbt2oWLFy8CAPLz85GcnIy7777b6LWIiIiIiKjz0Wq1UFZXQnO7BnY2XaCQynjTBRERERFRJyGRSDDIvTcScxu3nDeXQe5e/J2DiDq9dl3wQZYRHR1ttrUdHBx0j9VqtVFzG/arN6XgQyaT6Y2NzaXh8cbmcuLECaxevRpKpVL3nJ2dHd5//31MmDDBqLUMVbczyDvvvKN7LiEhQdCCD39/f6vcMaSqqkpv+/v+/fvrvReJWsP3EJmK7yEyBd8/TaupqWk37eSI2rPMkiuIy0jA+aKLSC3ORrn6z99hHO0VGOTug0CPAZgSMAa+Ln0smCkREREREZlboEc/UQs+gjz6ihaLiMhaWd+VVwu4fPkyvL29LZ0GAejevbvusVKphFarNbg6s35xBAA4OTkJkgcAVFRUGDXflFw+//xzbNy4UW/HEplMhs2bNyMsLMyoPIw1dOhQvXFeXp6g6zs4OMDOzk7QNc3BwcGhUdEPkTH4HiJT8T1EpuD75w6NRmPpFIg6tPjsZOxIOojkgrRmjylXK5GYm4LE3BR8duoAgj0HYlHodIz1Hi5ipkREREREJJZw/+H47NQP4sULCBYtFhGRterUBR8ajQaffPIJPv30U5w9e9bS6RAANzc33ePa2lrcvHkTPXr0MGhuSUmJ3tjFxaXNebi6ukIikUCr1QIArl+/btT8hrk4Ozu3Oqempgavv/46du3apfe8k5MTPv74Ywwfbv6Toq6urnrjGzdumD0mERERERG1Hzcrb2HjiR04nJFg9NzkgjQk/zcN4QFjEBn2OJxk3cyQIRERERERWYqfqyeCPfsjueBS6webKMRzAHxdepk9TlvcaXeprtfu0p6tZ4jIbDptwcfJkyfx8ssvIzs729KpUD1eXl5648LCQoMLPgoLC1tcyxhSqRTu7u4oKioCAFy9etWo+fVzcXd3b7Wli0qlwqpVqxAfH6/3vJeXFz799FP079/fqPhtVVfgUseUtjhERERERNSxZJTkYMWBTbimNK0wPC79F5zKu4DoGWvh58otmImIiIiIOpKIkImiFHxEhE40ewxjZJYUIC7jNM4X5SC1OB/lapXu7xzt5Rjk3huBHv0wJSDYagtViKh9srqCD7VajXPnziEzMxMVFRVQKBTo2bMnRowYAUdHR5PXv3nzJjZt2oT9+/cDgFEtQ8j8/P399caXLl3CoEGDDJpbv3c9APj5+ZmUi5+fn67gIycnB7W1tbC1tW11Xk1NDXJycnTjhq+poVu3bmHJkiU4c+aM3vNDhgzBRx991GjXjdao1WqUlpaipKQElZWVGDlypMFzS0tL9caGFtsQEREREVHHllGSgyV7N6BcrWz9YANcU97A4r2vIWb2ehZ9EBERERF1IGE+gZjsH4zDGclmixEeEIyx3oPNtr4x4rPPY0fS0RaLXMrVKiTmZiIxNxOfnfoBwZ79sSj0Pqt5DUTUvllNwUdhYSGio6Nx6NAhqFSqRn9vY2OD8ePHY+XKlRg4cGCbYuzfvx+bNm3CzZs3WehhpYYMGaI3Pnv2LKZOnWrQ3PpteTw9PeHu7m5SLkOHDsXPP/8MAKisrERmZqZB7720tDSo1Wq9dZpTUVGBRYsW4Y8//tB7/oEHHsDbb78NBwcHo/MOCwvDzZs3AQB2dnZITk42eKeOhnkMHswPG0REREREnd3NyltYcWCTYMUedcrVSiw/sBGx8zaxvQsRERERUQeydtwsJOVfxDVlmeBruym6IzJsluDrGutmpRIbT+xrU2FLcsElJP/3EsIDghEZNgtOMoUZMiSizsLG0gkAwJ49exAeHo7Y2FgolUpotdpGf2pra3H06FE89NBD2LFjh1HrX758GQsXLsS6detw48YNFntYsT59+sDb21s3PnHihEHz8vLykJGRoRuPGTPG5FzuvfdevfGxY8cMmtfwuOZyuX37Np555plGRRbz58/H5s2b21TsAejvKKLRaPDbb78ZPPf777/XG48aNapNORARERERUcex8cQOk9u4NOea8gY2xe80y9pERERERGQZTjIFomcshaO9XNB1He3liJ6x1OIFEhklBZiz6y2TdzGJS0/GnF1vIbOkQKDMyNpotVpUqKtwo7ICFeoqaLVaS6dEHZDFCz62bduGl156CZWVlbpCjOb+aLVa1NTUYNOmTdi2bVura9fU1ODDDz/E9OnTcfLkSb316zO0ZQiJIzw8XPf48uXLBhV97Nypf4Jw+vTpJucxbNgw9O7dWzfevXu33s4dTamsrMTu3bt14z59+iA4OLjJYz/66CP88ssves8tW7YM69evh41N2781x48frzf+8ssvDZp3/PhxnDt3TjcOCQmBr69vm/MgIiIiIqL2Lz47GYczEswaIy79F8Rnm2+7ZyIiIiIiEp+fqydiZq+Am6K7IOu5KbojZvYK+Ll6CrJeW2WUFGDJ3q2C7V5yTVmGxXu3suijA8ksKcDmhEN48j/RGLftH7j3k3WY8OlLuPeTdRi37R948j/R2JxwCFmlVy2dKnUQFi34+PXXX/Hee+81KsRoaocPAHqFH++//z5+/fXXZte+dOkSHn74YWzduhXV1dWNdvXQarVwcHBAZGQkYmNjzftCySiPPPKIXguSl19+GcXFxc0e//PPP2PXrl268eDBg3H33XebnIeNjQ3mzZunGxcUFGDDhg0tznnllVf0cl2wYEGTu8lcuHABW7du1Xtu7ty5WL16tYlZ3yl2qb87yIkTJ3DgwIEW5+Tk5ODFF1/Ue2758uUm50JERERERO3bjqSDosTZKVIcIiIiIiISj5+rJ2LnrUF4QNM3xhoqPCAYsfPWWLzY42alEisObEO5WiXouuVqFZYf2IablcK20SRxxWefx1/3bMGcXW/hs1M/IDE3s9F7pVytQmJuJj479QMe+upN/HXPFvx0+YKFMqaOwqIFH2+++WaThRhBQUFYvnw5Xn31Vfztb3/D5MmT0aVLF73Cj9u3b+PNN99sct3Y2FjMnj0bqampTe7qodVqMXHiRHz33XdYtGgRbG1tzftCySg9e/bEwoULdeOrV69i4cKFSEtLa3TsoUOHsHLlStTU1AC4896IjIxscf0FCxYgICBA92ffvn3NHjt//ny9XT5iY2Px4osvQqXS/wGtUqmwbt067N+/X/ect7c3Hn300SbX3bJlC2pra3XjgQMH4qWXXmoxb0O5ublh2bJles+9+OKL+Ne//qX7OtX3ww8/YN68eSgpKdE9N3v27EYtbYiIiIiIqHPJLLmC5ILGv4eZQ1JBGrJKc0WJRURERERE4nGSKRA1aQE2T1uCEM8BRs0N8RyALdOfQNSkBRZv4wIAG0/sE2xnj4auKcuwKb7561VkvW5WKrH28Bd45uB2JBdcMmpucsElrPzvp1j3/Rcs+KE262KpwOfPn0dqaqrerh7dunXDpk2bMHHixEbHFxcXY/369Th+/LhuTlpaGuLj4xEWFqY77v3338cnn3yiVxxSR6vVomfPnvjHP/6B+++/35wvj0y0atUqJCUl4fTp0wCA7OxszJw5E6NGjcLAgQOhVqtx8uRJZGRk6M178sknMWrUKMHykMlkeOedd7Bo0SJUVlYCAPbs2YMjR45gwoQJ8PDwQGFhIY4fP47y8nK9ee+//77eTiV1Ll26hGPHjuk9l5aWhqCgoDbl+OOPP8LLy0vvuaVLl+KPP/7Ajz/+CADQaDTYuHEjduzYgTFjxsDNzQ03btzA77//juzsbL259957L1555ZU25UJERERERB1HnJlbuTSKl56AlaPnihqTiIiIiIjEEeYTiDCfQGSVXkVcejJSiq4gtThPbwcER3s5Brl7IcijL8IDguHr0suCGeuLzz6PwxnmbUUZl56McP9ghPkEmjUOCSejpAArDmwzuRAoLj0Zp/IuInrGUovvZEPtj8UKPn755RfdY61WCzs7O/zrX/9q9qK3u7s7oqOj8be//Q1HjhzRPf/dd9/pCj5effVV/Pvf/25y1xBbW1s89thjWLVqFeRyuZleFQlFKpVi+/btePLJJ3Hq1CkAwO3bt5GQkICEhKZPOkZERAjSEqWh4cOH45NPPsGKFStw69YtAEB5eXmzbVIcHR0RHR2NQYMGNfn38fHxuoIkc7G1tcV7772HV199FXv37tU9X1hYqDdu6MEHH8Trr7/eZKEKUWej1WqhrFZBc7sGdjZdoJDKm2zRRERERNRRnS+6KGq8lKIsUeMREREREZH4fF16YeXoqQDunINVadSorq2B1LYL5Hb2VnsOdkfSUVHi7Ew6xoKPdiKjpABL9m4VrMXPNWUZFu/dipjZK1j0QUaxWMFHamoqAOiKMx577LFWdziwsbHB+vXr8fPPP6OyshJarRbx8fEAgC+++AJff/11k+1bAgMD8c9//rPZC/Bknbp27ar7/7p9+3YUFBQ0eVxgYCBWrVqFcePGmS2XkSNHIi4uDu+++y6+++47VFVVNTrGzs4OU6ZMwbPPPgsPD49m17py5YrZ8qzP3t4eb7zxBsLDw7Ft2zacPHmyyUITGxsbhISEYNmyZWzjQp1eZkk24jKO43xROlKLs1CurtD9naN9Vwxy90WgRwCmBEyAr4u35RIlIiIiMjOtVovU4uzWDxRQanF2oxs4iIiIiIio45JIJFBIHWD5Zi0tyywpMLpVR1slFVxEVulVq9rdhBq7WanEigPbBCv2qFOuVmH5gW2InbfGKtoYUftgsYKPnJwcSCQS3QXouXMN27bV1dUVf/nLX7Br1y4AwI0bN3DmzBm88847jQo9HBwcsGrVKjz++OOwsbER/kWQ2dnY2GD+/PmYP38+UlJSkJGRgZKSEtjY2MDNzQ1Dhw6Ft7e3UWt+8cUXbcrFzc0NUVFReOmll3Dy5Enk5+ejrKwMcrkc3t7eGD58OBwdHVtdZ/369Vi/fn2bcmiLsWPHYuzYsbh+/TqSk5NRWFiIW7duoXv37nB3d8ewYcPg6uoqWj5E1ig+OxE7kmKRXJDS7DHl6gok5p5BYu4ZfHbqGwR7BmFR6MMY6323iJkSERERiUNZXYlytbj9g8vVSqg0VVBIZaLGJSIiIiIiaklcxmlx46Un63ZBIeu08cQ+k9u4NOeasgyb4vchatICs6xPHY/FCj6uX7+ue9yjRw+jLtrfc8892LVrl67A47nnnkNVVZVurNVqMXToULz55pvo16+foHmT5QQFBbW6C4wY5HK5WXcTMRdnZ2fcf//9lk6DyKrcrCzHxhPROJxx3Oi5yQUpSP5vCsIDJmDV3RGC50ZERERkSZrbNRaJW12rgQIs+CAiIiIiIutxvihH1HgpReLsFE9tE599Hoczks0aIy49GeH+wWzvQwax2LYX5eXlAO5s1+Tj42PU3AEDBuiN8/Ly9Hb3ePLJJ7Fr1y4WexARUbMySi5hzq6n2lTsUV9c+jE8tnc18pSFwiRGREREZAXsbCxzf4jU1s4icYmIiIiIiJpyp91lvqgxU4vzdB0SyPrsSDoqSpydScdEiUPtn8UKPqqrq3WPu3XrZtRcd3d3vXFdaxg7Ozu8//77WL16NWxtbQXJk4iIOp6MkktYsvd5XFOWCrJeieo6NqVsZ9EHERERdRgKqQyO9uL2C3a0V0Bu5yBqTCIiIiIiopYoq9UoV6tEjVmuVkGlUYsakwyTWVKA5IJLosRKKriIrNKrosSi9s1iBR81NX9uD2tvb2/UXJlMf3tXrVYLW1tbbN68GZMmTRIkPyIi6phuVpZjxYGXUK6uEHRdVU0l3ruwAxUacT/8ExEREZmDRCLBIHfjduM01SB3H73dO4mIiIiIiCzNcu0uLROXWhaXcVrceOnmbR1DHYPFCj5MUX/3Dq1WC4lEgjlz5mD8+PGWS4qIiNqFjSeiBdvZo6Gb1bew69K3ZlmbiIiISGyBHgNaP0hAQR6+osYjIiIiIiJqjeXaXVomLrXsfFGOqPFSiq6IGo/ap3ZZ8NGQRCLBsmXLLJ0GERFZufjsRBzOOG7WGIklZ/HLlVNmjUFEREQkhnD/0eLGCxA3HhERERERUWsUUns42stFjeloL4fczrjuCGR+Wq0WqcX5osZMLc6DVqsVNSa1Px2i4CMgIAA9e/a0dBpERGTldiTFihLny7P/ESUOERERkTn5ufZFsOdAUWKFeA6Er0sfUWIREREREREZ6k67y96ixhzk7sV2l1ZIWa1GuVrclu7lahVUGrWoMan9afcFHxKJBB4eHpZOg4iIrFxmSTaSC1JEiXWm8AKySi+LEouIiIjInCJCpokTJ3S6KHGIiIiIiIiMFejRT9R4QR59RY1HhtHcrrFI3Opay8Sl9qPdF3wAgFQqtXQKRERk5eLM3MqlUbx0ceMRERERmUOYTzAmm7m1S3jAGIz1Hm7WGETU/mm1WlSoVbhRWY4KtYpbWxMREZFowv3F/X0lPCBY1HhkGDubLhaJK7W1TFxqPzrEO4TbGhERUWvOF6WLGi9F5HhERERE5rJ2XASS8lNxTXlD8LXdFD0QGfa44OsSUceQWXIFcRkJOF90EanF2ShXK3V/52ivwCB3HwR6DMCUgDFsC0VERERm4+fqiWDP/kguuGT2WCGeA+Dr0svscch4Cqk9HO3lorZ1cbSXQ25nL1o8ap86RMEHERFRS7RaLVKLs0SNmVqcCa1Wy6JEIiIiavecZN0QPWMtFu99Te9iq6kc7RWInrEWTrJugq1JRB1DfHYydiQdRHJBWrPHlKuVSMxNQWJuCj47dQDBngOxKHQ6dwwiIiIis4gImShKwUdE6ESzx6C2kUgkGOTeG4m5maLFHOTuxWsM1KoO0dKFiIioJcpqFcrVFaLGLFdXQKWpFDUmERERkbn4ufZFzOz1cFP0EGQ9N0UPxMxeDz9X9qYmoj/drLyFtYe34JmDb7VY7NGU5II0rPzvm1j3/Ye4WXnLTBkSERFRZxXmE4jJ/uZttRIeEIyx3oPNGoNME+jRT9R4QR78nZlax4IPIiLq8DS3aywSt7pWY5G4RERERObg59oXsfM2ITxgjEnrhAeMQey8TSz2ICI9GSU5mLMrEoczEkxaJy79F8zZFYnMkisCZUZERER0x9pxs+Cm6G6Wtd0U3REZNsssa5Nwwv3F3U0uPMC8RUbUMbDgg4iIOjw7G8t0MJPa2lkkLhEREZG5OMm6IWrS09g8bQ1CPAcaNTfEcyC2TH8eUZOeZhsXItKTUZKDJXs34JryhiDrXVPewOK9r7Hog4iIiATlJFMgesZSONrLBV3X0V6O6BlL4SRTCLouCc/P1RPBnv1FiRXiOQC+Lr1EiUXtm2WugDWQkpKCdevWWWy+RCLBG2+80eb5RERk3RRSORztu4ra1sXRvivkdjLR4hERERGJKcwnGGE+wcgqzUVcegJSirKQWpyNcrVSd4yjvQKD3H0Q5OGL8IDR8HXpY8GMicha3ay8hRUHNun9/BBCuVqJ5Qc2InbeJhaZERERkWD8XD0RM3sFlh/YhmvKMpPXc1N0R/SMpfBz9RQgOxJDRMhEJBdcMn+c0Ilmj0Edg8ULPrRaLQoKCrB///42zQXQ5vl1a7Dgg4ioY5NIJBjk7ovE3DOixRzk7geJRCJaPCIiIiJL8HXpg5Wj5wK48/u1SlOF6loNpLZ2kNs58PMQEbVq44kdgu3s0dA15Q1sit+JqElPm2V9IiIi6pz8XD0RO28NNsXvQ1x6cpvXCQ8IRmTYLO7s0c6E+QRisn8wDme0/f99a8IDgjHWe7DZ1qeOxSpaumi1WqP/mDq/qXWIiKjjCvQIEDVekMjxiIiIiCxNIpFAIZWhh8wRCqmMxR4t0Gq1qFCrcKOyHBVqFc9PUKcVn52MwxkJZo0Rl/4L4rPNdzKeiIiIOicnmQJRkxZg87QlCPEcYNTcEM8B2DL9CURNWsBij3Zq7bhZcFN0N8vaboruiAybZZa1qWOy+A4flj4BxJMqRESdQ7j/eHx26hvx4gWMFy0WEREREVm/zJIriMtIwPmii822vwn0GIApAWPY/oY6jR1JB0WJszPpIMJ8gkWJRURERJ1LmE8gwnwCkVV6FXHpyUgpuoLU4jyUq1W6Yxzt5Rjk7oUgj74IDwiGr0svC2ZMQnCSKRA9YykW792q9//aVI72ckTPWMpCIDKKRQs+WGxBRERi8XP1QbBnEJILUswea1jPwfB18TZ7HCIiIiKyfvHZydiRdBDJBWnNHlOuViIxNwWJuSn47NQBBHsOxKLQ6RjrPVzETInElVlypcXvCyElFaQhqzSXxVRERERkNr4uvbBy9FQAde0u1aiurYHUtgvkdvYWvwGehOfn6omY2Suw/MA2XFOWmbyem6I7omcshZ+rpwDZUWdisYKPH3/80VKhiYiok4oImSNKwceCodxujYiIiKizu1l5CxtP7GhTu4rkgjQk/zcN4QFjEBn2OJxk3cyQIZFlxZm5lUujeOkJWDl6rqgxiYiIqHO60+7SAdyjoePzc/VE7Lw12BS/D3HpbW8jGB4QjMiwWdzZg9rEYgUfvXv3tlRoIiLqpMJ8RmKy/3gczjhuthgjXYdidN8Qs61PRERERNYvoyQHKw5swjXlDZPWiUv/BafyLiB6xlr4ufYVKDsi63C+6KKo8VKKskSNR0RERESdg5NMgahJCxDuH4ydSceQVGD459wQzwGICJ2Isd6DzZghdXQWbelCREQktrXjliMp/w9cU5YKvraTtBvm9X9Q8HWJiIiIqP3IKMnBkr0bUK5WCrLeNeUNLN77GmJmr2fRB3UYWq0WqcXZosZMLc6GVqvldupEREREZBZhPoEI8wlEVulVxKUnI6XoClKL81CuVumOcbSXY5C7F4I8+iI8IBi+Lr0smDF1FCz4ICKiTsVJ5ojoGf/E4r1rUK6uEGxdeRcZVg+OQFc7uWBrEhEREVH7crPyFlYc2CRYsUedcrUSyw9sROy8TWzvQh2CsrpS8O+T1pSrlVBpqqCQykSNS0RERESdi69LL6wcPRXAnUJnlUaN6toaSG27QG5nzwJkEpyNpRMgIiISm5+rD2JmvwU3hYsg67nKnREZtAReip6CrEdERERE7dPGEztMbuPSnGvKG9gUv9MsaxOJTXO7xiJxq2s1FolLRERERJ2TRCKBQuqAHrKuUEgdWOxBZmGRgg+Npv3+ctWecycioj/5ufogdt5HCA+YYNI64QET8OXs91jsQURERNTJxWcn43BGglljxKX/gvjsZLPGIBKDnY1lNh2W2tpZJC4REREREZG5WKTgY/LkyYiLi7NEaJN8//33mDJliqXTICIigTjJHBE1KRKbp72KEM+7jJob4nkXtkx/DVGTItHdwdFMGRIRERFRe7Ej6aAocXaKFIfInBRSGRztFaLGdLRXQG7nIGpMIiIiIiIic7NIOX1+fj7+/ve/Y+fOnXjuuecQGhpqiTQMdvbsWbz99ts4deqUpVMhIiIzCPMZiTCfkcgqvYy49ONIKUpHanEmytUVumMc7btikLsfgjwCEB4wHr4u3pZLmIiIiIisSmbJFSQXpIkSK6kgDVmlufB16SNKPCJzkEgkGOTug8TcFNFiDnL34RbaRERERETU4Vhm/8T/7+zZs1iwYAHGjRuHVatWYdCgQZZMp5HTp0/jww8/RELCnS1ZtVotfzEkIurAfF28sXJ0BIA7P/NVmkpU12ogtbWD3E7GfwOIiIiIqElxZm7l0iheegJWjp4rakwioQV6DBC14CPIw1e0WERERERERGKxSEuXjz76CC4uLtBqtdBqtThx4gRmzZqFp556yuK7aGg0Ghw8eBCPPPII5s2bh4SEBF2eTk5O2LJli0XzIyIicUgkEiikcvSQdYdCKmexBxERERE163zRRVHjpRRliRqPyBzC/UeLGy9A3HhERERERERisMgOHxMmTMC3336Ll19+Gd9//z2AO3dSHz9+HMePH0efPn0wa9YszJgxA7169RIlp3PnzuHQoUP49ttvcf36dV1OdcaMGYM33ngDHh4eouRDRERERERERNZPq9UitThb1JipxdnchZTaPT/Xvgj2HChKO6QQz4Fsg0RERERERB2SxVq6ODk54YMPPsAPP/yAjRs3Ii8vD8CdEyVXrlzBBx98gM2bNyMwMBD33nsvxowZg+HDh8PW1laQ+BUVFfj999+RkJCAY8eOoaCgQBcfgO6kiZubG9auXYupU6cKEpeIiIiIiIiIOg5ldSXK1UpRY5arlVBpqqCQykSNSyS0iJBpohR8RIRON3sMIiIiIiIiS7BYwUed+++/H2FhYdi2bRtiYmJQWVkJiUSia6Pyxx9/ICUlBR9//DFkMhkCAwMxePBg+Pr6om/fvujduzdcXFwgkzV9kkOpVKKwsBBXr15FdnY2Lly4gLS0NGRmZqK2thaAfpFHXWwHBwcsXLgQTzzxBLp27Sra14OIiIiIiIiI2g/N7RqLxK2u1UABFnxQ+xbmE4zJ/qNxOCPBbDHCA8ZgrPdws61PRERERERkSRYv+AAAqVSKp59+Go8++ig+/fRTfPPNN7rCD+DPggyVSoVTp07h1KlTjdawt7eHg4MD7OzsoNVqUVVVhaqqKl1RR331W7UA0Isjk8kwd+5cLF26FM7OzkK/VCIiIiIiIiLqQOxsLHNqRWprZ5G4REJbOy4CSfmpuKa8IfjabooeiAx7XPB1iYiIiKh902q1UFarobldAzubLlBI7dkyk9otqyj4qOPi4oK1a9di6dKl2LlzJ/bu3YuSkhIA0Psma1iwAUBX4GGIhmtptVr06tUL8+bNw9y5c+Ho6GjiKyEiIiIiIiKizkAhlcHRXiFqWxdHewXkdg6ixSMyJydZN0TPWIvFe18T9PvI0V6B6Blr4STrJtiaREREZBm8OE9CyCwpQFzGaZwvykFqcT7K1Srd3znayzHIvTcCPfphSkAwfF16WTBTIuNYVcFHHWdnZ6xevRrPPPMMjh49ir179+KXX36BRqMBAJN+iNcVeACAQqHAfffdh6lTp+Lee++Fra2tIPkTERERERERUecgkUgwyN0HibkposUc5O7DE9zUofi59kXM7PVYfmCjIDt9uCl6IHrGWvi59hUgOyIiIrIEXpwnocRnn8eOpKNILrjU7DHlahUSczORmJuJz079gGDP/lgUeh/Geg8WMVOitrHKgo86tra2eOCBB/DAAw9ApVLhl19+wU8//YRz584hKysLNTXG9cnt0qULAgMDERoairvvvhv33HMPpFKpmbInIiIiIiIios4g0GOAqAUfQR6+osUiEoufa1/EztuETfE7EZf+S5vXCQ8Yg8iwx7mzBxERUTvFi/MklJuVSmw8sQ+HM5KNnptccAnJ/72E8IBgRIbNgpNMYYYMiYRh1QUf9cnlcl3xBwCo1WpcvHgR+fn5yM/Px40bN6BSqVBVVQWJRAK5XA65XI7u3bujb9++6NevH/r06QM7O/a4JSIiIiIiIiLhhPuPxmenDogXL2C0aLGIxOQk64aoSU8j3H80diYdRFJBmsFzQzwHIiJ0OsZ6DzdjhkRERGQuvDhPQsooKcCKA9twTVlm0jpx6ck4lXcR0TOWws/VU6DsiITVbgo+GrK3t8fgwYMxeDCr9YiIiIiIiIjIcvxc+yLYcyCSjbg43VYhngPh69LH7HGILCnMJxhhPsHIKs1FXHoCUoqykFqcjXK1UneMo70C/q79EODWD5P8RuGunn5sdURERNRO8eI8CSmjpABL9m7VawNkimvKMizeuxUxs1fwfUVWqd0WfBARERERERERWYuIkGmiFHxEhE43ewwia+Hr0gcrR88FAGi1WvxRmIXDGQnIKMlB+rUcnMq/gFP5F/DVmTg42iswyN0HgR4DMCVgDAujiIiI2glenCch3axUYsWBbYK9n+qUq1VYfmAbYuet4Q4yZHVY8EFEREREREREZKIwn2BM9h+NwxkJZosRHjCG7SqoU4rPTsaOpIMtFlWVq5VIzE1BYm4KPjt1AMGeA7GILV6IiIisGi/Ok9A2nthn8k4xzbmmLMOm+H2ImrTALOsTtZWNpRMgIiIiIiIiIuoI1o6LgJuih1nWdlP0QGTY42ZZm8ha3ay8hbWHt+CZg28ZvYNOckEaVv73Taz7/kPcrLxlpgyJiIjIFGJcnKfOIz77PA5nJJs1Rlx6MuKzz5s1BpGxWPBBRERERERERCQAJ1k3RM9YC0d7Ye8idLRXIHrGWjjJugm6LpE1yyjJwZxdkSbvmhOX/gvm7IpEZskVgTIjIiIiIfDiPAltR9JRUeLsTDomShwiQ7Hgg4iIiIiIiIhIIH6ufREze71gO324KXogZvZ6+Ln2FWQ9ovYgoyQHS/ZuwDXlDUHWu6a8gcV7X2PRBxERkRXhxXkSUmZJAZILLokSK6ngIrJKr4oSi8gQLPggIiIiIiIiIhKQn2tfxM7bhPCAMSatEx4wBrHzNrHYgzqVm5W3sOLAJpSrlYKuW65WYvmBjWzvQkRERtNqtahQV+FGZQUq1FXQarWWTqnd48V5Elpcxmlx46Wbd3caImN0sXQCREREREREREQdjZOsG6ImPY1w/9HYmXQQSQVpBs8N8RyIiNDpGOs93IwZElmnjSd2CLazR0PXlDewKX4noiY9bZb1iYio48gsKUBcxmmcL8pBanE+ytUq3d852ssxyL03Aj36YUpAMHxdelkw0/bJEhfnV46eKmpMEtf5ohxR46UUcec4sh4s+CAiIiIiIiIiMpMwn2CE+QQjqzQXcekJSCnKQmpxtt7uBY72Cgxy90GQhy/CA0bD16WPBTMmspz47GQczkgwa4y49F8Q7j8aYT7BZo1DRETtU3z2eexIOtri7hPlahUSczORmJuJz079gGDP/lgUeh/Geg8WMdP2jRfnSUharRapxfmixkwtzoNWq4VEIhE1LlFTWPBBRERERERERGRmvi59sHL0XAB3TkiqNFWortVAamsHuZ0DTxQSAdiRdFCUODuTDrLgg4iI9NysVGLjiX04nGF8m4bkgktI/u8lhAcEIzJsFpxkCjNk2HHw4jwJTVmt1tuFRwzlahVUGjUUUgdR4xI1xcbSCRARERERERERdSYSiQQKqQw9ZI5QSGU88UwEILPkCpKNaH1kiqSCNGSV5ooSi4iIrF9GSQHm7HqrTcUe9cWlJ2POrreQWVIgUGYdkyUvzlPHpLldY5G41bWWiUvUEAs+iIiIiIiIiIiIyKLizNzKpVG8dHHjERGRdcooKcCSvVtxTVkmyHrXlGVYvHcriz5awIvzJDQ7G8s0tJDaspEGWQcWfBAREREREREREZFFnS+6KGq8lKIsUeMREZH1uVmpxIoD2wTfbaJcrcLyA9tws1Ip6LodBS/Ok9AUUns42stFjeloL4fczl7UmETNYcEHERERERERERERWYxWq0VqcbaoMVOLs6HVakWNSURkLlqtFhXqKtyorECFuoo/3wy08cQ+wXb2aOiasgyb4veZZe32jhfnSWgSiQSD3HuLGnOQuxdbc5LVYDkbERERERERERERWYyyuhLlanHvgi5XK6HSVEEhlYkal4hIKJklBYjLOI3zRTlILc7X26XC0V6OQe69EejRD1MCguHr0suCmVqn+OzzOJyRbNYYcenJCPcPRphPoFnjtDd1F+cTczNFi8mL8x1foEc/Ud9TQR59RYtF1BoWfBAREREREREREZHFaG7XWCRuda0GCrDgg4jal/js89iRdBTJBZeaPaZcrUJibiYSczPx2akfEOzZH4tC78NY78EiZmrddiQdFSXOzqRjLPhoAi/Ok9DC/Yfjs1M/iBcvIFi0WEStYcEHERERERERERERWYydjWVOUUpt7SwSlzqfyspKHDx4EEePHsX58+dx8+ZNyGQyeHh4ICgoCDNnzsSIESNEufv8ypUr2L17NxITE5GTkwOVSgVnZ2d4enpi3LhxmDFjBjw9PY1ac/ny5fjxxx/blM9XX32F0NDQNs3tbG5WKrHxxL427UqRXHAJyf+9hPCAYESGzYKTTGGGDNuPzJKCFgtmhJRUcBFZpVe5y0oDvDhPQvNz9USwZ39RvrdDPAfwe5qsCgs+iIiIiIiIiIiIyGIUUhkc7RWitnVxtFdAbucgWjzqvBISErBu3ToUFhbqPV9dXY2ysjJkZGRg3759GD16NDZu3AgPDw+z5FFTU4MPPvgAMTExqK2t1fu7oqIiFBUV4fTp09i6dSueeeYZLFmyBDY2NgatnZaWZo6UqZ6MkgKsOLAN15RlJq0Tl56MU3kXET1jKfxcjSvs6UjiMk6LGy89GStHTxU1prXjxXkyh4iQiaK8pyJCJ5o9BpExDPvEZuVu3LiBP/74Az///DO+++477N+/v9ExpaWl4idGRERERERERERELZJIJBjk7iNqzEHuPqLspkCdW1xcHJ544olGxR5NSUhIwKxZs5Cfny94HrW1tVi9ejW2bdvWqNijIY1Gg3feeQfPPfecQWuXl5ebJWf6U0ZJAZbs3WpysUeda8oyLN67FZklBYKs1x6dL8oRNV5K0RVR47UXESHiXDTnxfnOI8wnEJP9zbubS3hAMNtjkdVptzt8nDlzBnv37sXJkyeRk9P4H+e//OUvusfV1dUICwtDcHAwIiIicN9994mYKREREREREREREbUk0GMAEnNTRIsX5OErWizqnNLT07F27VrU1NTonnvooYfwyCOPwNfXFyqVCidPnkR0dDTS09MBACUlJVi2bBl2794NmUwmWC6bN2/GkSNHdGMnJyesXLkSEydOhIuLCwoLC/Htt9/i008/RWVlJQDg0KFD8PX1xfLly1tcu+HuHrt27UJISIhguXd2NyuVWHFgG8rVKkHXLVersPzANsTOW9Pp2rtotVqkFotbpJRanAetVstCwwbCfAJx34Ah+PHiObPF4MX5zmftuFlIyr8oWJFcfW6K7ogMmyX4ukSmanc7fJw7dw6PPvooHn30UezZsweXL1+GVqvV+9NQfn4+amtrcerUKTz99NOYN28erl69aoHsiYiIiIiIiIiIqKFw/9HixgsQNx51Pi+//DKqqqp046ioKLz++uu46667IJPJ4OLigsmTJ2PPnj144IEHdMdlZGRg586dguWRlZWFTz/9VDfu1asX9u/fj8ceewyenp6wt7dHv379sGLFCsTGxqJHjx66Y6Ojo5GXl9fi+qmpqbrHEokEAQEBguVOwMYT+8xy0RK4s9PHpvh9Zlnbmimr1YIX0LSmXK2CSqMWNWZ7kFFSgDNXs822Pi/Od05OMgWiZyyFo71c0HUd7eWInrG00xXJUfvQrgo+duzYgfnz5+PMmTO64g6JRKL3pyn1t5TTarVITk7GX/7yF5w7Z76qQSIiIiIiIiIiIjKMn2tfBHsOFCVWiOdA+Lr0ESUWdU7x8fE4ffq0bjx37lzMmtX0RUepVIq3334b/v7+uudiYmJw69YtQXLZunWrro2LRCLBe++9h169ejV5rJ+fH7Zs2aI7z67RaLB169YW16+/w4eXlxe6du0qSN4E/HIlDYczks0aIy49GfHZ580aw9pobte0fpAZVNdaJq61qmtVVKoS5mddQ7w437n5uXoiZvYKuCm6C7Kem6I7YmavgJ+rpyDrEQmt3RR8fPjhh9i0aRM0Go1eoUdLO3vUqV/wUfdhtaysDE888QQuX75s7tSJiIiIiIiIiIioFREh08SJEzpdlDjUee3evVv32NbWttW2KA4ODli1apVuXF5eju+//97kPK5fv47//e9/uvGYMWMwfPjwFueMGDFCryX6d999B5Wq+d0Q6hd8DBwoTtFWZ/Hl2XhR4uxMOiZKHGthZ9PFInGltpaJa43M1aqojqu8Gy/OE/xcPRE7bw3CA4JNWic8IBix89bw/URWrV0UfBw8eBAffvghAOgVenh7e2PRokV46623MGLEiGaLPoYOHYpx48bp/r5+0ccLL7wgzosgIiIiIiIiIiKiZoX5BGOymVu7hAeMwVjvli94E5miuroaP/30k24cGhqKnj17tjpv/Pjx6Natm258+PBhk3OJj4+HRqPRjadNM6yo6sEHH9Q9rqqqwvHjx5s8rqamBllZWboxCz6Ek6e8gTOFl0WJlVRwEVmlV0WJZQ0UUnvBWz20xtFeDrmdvagxrZk5WxUBwFBPH16cJwB32rtETVqAzdOWIMRzgFFzQzwHYMv0JxA1aQF3iiGrZ/UFHxUVFXjjjTd0Y61WC1dXV0RHRyMuLg6RkZGYNm2aXm/BhgYOHIhPPvkEX331Fby8vHQ7hADA6dOnBfnwTERERERERERERKZZOy4Cbormz/OZwk3RA5Fhj5tlbaI6ycnJqKqq0o1HjRpl0LwuXbogJCREN/7tt99QXV1tUi6//vqr3tjQXEaOHKk3PnHiRJPHZWVl6eXIgg/hJJZcFjVeXLp5W8dYE4lEgkHuvUWNOcjdS3dNqrOLzz5v9lZFP2ad63StiqhlYT6BiHnoaeyZ/zwWh96PkX38GxV+OdrLMbKPPxaH3o89859HzENPY6z3YAtlTGQcq99D6rPPPsONGzd0u3q4u7vjq6++Qp8+xvfZDAkJQWxsLBYsWICsrCzdP7D//ve/MXnyZKFTJyIiIiIiIiIiIiM4ybohesZaLN77GsrVSsHWdbRXIHrGWjjJurV+MJEJ0tPT9caBgYEGzx04cKBuNw2NRoO0tDQMGTJEkFycnZ0N2mmk7lgPDw8UFRUBAP74448mj6vfzgVgwYeQsm+VihovpeiKqPEsLdCjHxJzM0WLF+TRV7RY1m5H0lFR4uxMOoYwH8N//lLn4OvSCytHTwVwZ4MBlUaN6toaSG27QG5nz8IsaresfoePb7/9VlfsIZFI8Oabb7ap2KOOk5MTPvjgA3TpcqfWRavV4vfff4dSKdwvkERERERERERERNQ2fq59ETN7vWA7fbgpeiBm9nr4ufKCG5nfxYsX9cb9+vUzeG7fvvrv0ZycHJNyuXTpUpvyaJhLbm5uk+3U6xd8dO3aFV5eXkhLS8PGjRsxa9YsjBgxAkFBQQgLC8PChQt1N3dSy7RaLXKU10WNmVqc1+T/444q3F/c1l7hAcGixrNWmSUFSC641PqBAuhsrYrIeBKJBAqpA3rIukJuZw9ltRo3KitQoa7qVD8PqWOw6h0+srOzceXKFUgkEkgkEowePdrgbeda0r9/f0yePBkHDx4EcOcDVEpKSqOt6oiIiIiIiIiIiEh8fq59ETtvEzbF70Rc+i9tXic8YAwiwx7nzh4kmuLiYr2xh4eHwXPd3Nz0xlevtv1i5c2bN6FWq9uUR8NcqqurUVpaCldXV71jUlNTdY979OiBZcuW4dixY43WKioqQlFRERITExEdHY2nn34aERERRuXTmVTVaqCqMa2dj7HK1SqoNGoopA6ixrUUP1dPBHv2F6X4IMRzAHxdepk9TnsQl3Fa3HjpybrdHIgayiwpQFzGaZwvykFqcT7K1Srd3znayzHIvTcCPfphSkAwv4fJ6ll1wUdGRgYA6Hb3eOCBBwRbe/z48bqCDwC4cuUKCz6IiIiIiIiIiIishJOsG6ImPY1w/9HYmXQQSQVprU/6/0I8ByIidDrGeot7FzfR9et/7swglUohk8kMnuvo6Kg3Lisra3MepaX6LUG6d+9u1Pxu3fSLpMrKyhoVfNTf4SM3Nxe5ubmtrnvr1i1ERUUhNTUVb7zxBmxtbY3KqzOo0d62SNzq2hooLBLZMiJCJopS8BEROtHsMdqL80Wm7VpkrM7WqogME599HjuSjrb4/V+uViExNxOJuZn47NQPCPbsj0Wh92Gs92ARMyUynFUXfJSUlOiN+/fvL9jadW1h6voxlZeXC7Y2ERERERERERERCSPMJxhhPsHIKs1FXHoCUoqykFqcjXL1ny2aHe0VGOTugyAPX4QHjIavS9tbQlPHd+LEiSaLE2pra5Gfn6/3XEpKSqtFCY899pjusUr15x3CCoVxl8/lcrne2JQ25PXzaEsuDY9vmEthYSFu3rzZaN748eMxd+5cDB48GM7Ozrhx4waSkpLw5ZdfIikpSXfc/v374ezsjMjISKPyMkRVVRVqamoEX9fcqqqqAABdJDYWiV9bXYNKVFoktiWM6NkfDwwYgv9dPGe2GP83YChCPXxQWSnu17XuvdTc2BK0Wi0uFOeJGvNCcS5UKpXuOiAZzxrfS21VVqXCOwn/bdP3fHLBJST/9xL+b8BQ/H30NHR3kLc+ifR0pPdSQ9bwmcOqCz4afohsWFVsChsb/Q9Nt29bpmqWiIiIiIiIiIiIWufr0gcrR88FcOfCkUpThepaDaS2dpDbOfCCDhnsm2++wY8//ijYevULPqqr/2zF0aWLcaffGx5vygWE+nkAgJ2dnUm5aDQavXH9di4AIJPJ8Prrr2PqVP32CR4eHpgyZQqmTJmCmJgYvPXWW9BqtQCAzz77DGFhYbjnnnuMyq01dTuHt1cOtnaQd5GK2tZF3kWKy5lZne7n6IMuATiZm4mb1cIXZDhJZZjq4o8LFy4IvraxLl0y/04mramsqcYttbiFL7fUlUj+4xxkXYz7+UfNs4b3UlvkKm/g/QtHTf5eP3LxLH7PzcDqwRPhpeghUHadU3t9L1kry5SKGsjJyUlvfOPGDcHWruulWPfhsmEsIiIiIiIiIiIisk4SiQQKqQw9ZI5QSGWd7iIlWa/a2lrd44Y3HbZGyJsUG8419nukYS5159HrdOvWDQ8++CCGDRsGV1dXREVFNSr2aGjx4sVYtGiR3nObN282Kq/OQCKRoJ/CWdSY3grnTvlztKudPVYPngh5F6mg68q7SLF68ER0tbMXdN32zFKtimq0ta0fRB1arvIG3kz5n2CFXTerK7Ep5X/IUwp3zZrIVFa9w4ez850PNXUfNM6ePYvRo0cLsvbvv/+uN3ZxcRFkXSIiIiIi6tgqKytx8OBBHD16FOfPn8fNmzchk8ng4eGBoKAgzJw5EyNGjBDlhOmVK1ewe/duJCYmIicnByqVCs7OzvD09MS4ceMwY8YMeHp6ChqzsLAQ06ZN07XF/PzzzzFy5EhBYxARERG1V/V3xjC2YKN+sQgASKVtvwjdsA2Nsbk03F2kYS6hoaEIDQ01Oq9nnnkG+/bt07WDSU5ORn5+Pnr37m30Wh2ZTzcXpJYVihjPVbRY1sZL0QORQQ/gPQHu/gfu7OzBu/8bs1Sroi6SlltyUcdWoVHj/QtHBd8xSVVTjfcuHMWrwx5kYRdZBasu+AgMDNQ91mq1OHToEJ566imT11WpVPj2228hkUh0lclBQUEmr0vm0dFPqC9fvrzNW0h+9dVXBv1iVVZWhn379iE+Ph4ZGRkoKytD165d0bNnT4SGhuIvf/kLvweIiIiIDJCQkIB169ahsFD/5Gt1dTXKysqQkZGBffv2YfTo0di4cSM8PDzMkkdNTQ0++OADxMTENLowUFRUhKKiIpw+fRpbt27FM888gyVLlhh9h2lzXnzxRV2xBxEREVF7FB0d3eTzGo0G586d03tuyJAhRrVDcXBw0D1Wq9VG5dWwn70pBR8ymUxvbGwuDY83JZf6ZDIZJk+ejH//+9+65xISEjBnzhxB1gcAf39/o9vpWIOqqirdFvcjXb3xXd550WI/OnIiBjj3FC2etRkMYORdw/FuwkEcuXi2zev834Ch+PvoaejuIBcuuTao/14CgP79++v9bLIErVaLbmcOitrWpZu9DMF3DemUu9cIxRrfS8ZYf/TfZmnZBNzZ6eNQaQZenTjXLOt3NO39vdSSmpoai7eTs+pPPb169YK/vz8yMzMBABcvXsQ333yDuXNN++b54IMPUFJSovsh7+vrC3d3d5PzJeF1hhPqaWlp5khZ5+DBg9iwYQPKysr0nr9x4wZu3LiB1NRUfPHFF3jwwQfxyiuvoFu3bmbNh4iIiKi9iouLw3PPPWdQL/WEhATMmjULu3fvFvxuxdraWqxevRpHjhxp9ViNRoN33nkHaWlpePfdd02O/dVXX+Hnn382eR0iIiKijqp79+66x0qlElqt1uCLjUqlUm9sShvy+nkAQEVFhVHzhcyloaFDh+oVfOTl5Qm2NnCn6MaYIh1r5KXogWE9vXGm8LLZY4V4DkBQbx+zx7F2MpkMb06NwIPZ57Ez6RiSCi4aPDfEcwAiQidirPdgM2bYdg4ODo2KwCxhsLsXEnMzRYzXB3K5ZYtvOhpreS8ZIj77PP538VzrB5rgyMWzeHDwCIT5BLZ+MOlpT++l1mg0GkunAMvsoWSEadOm6T4Ua7VavPHGG0hMTGzzejt27MDOnTt160kkEkyZMkXAjEkocXFxeOKJJxoVezSl7oR6fn6+4HnUnVDftm1bo2KPhupOqD/33HMGrV1eXm6WnOvs2LEDzz33XKNij6Z8++23ePjhh3m3JhEREVET0tPTsXbtWr1ij4ceegh79uzBmTNnkJCQgA8++AABAQG6vy8pKcGyZctQWSns3SSbN2/WK/ZwcnLCSy+9hGPHjuHcuXM4cuQInnnmGb1fnA8dOtTsnayGunLlCt5++22T1iAiIiLq6Nzc3HSPa2trda1LDFFSUqI3NqUNuaurq16hyfXr142a3zCXuvbrQmj4um7cuCHY2h3JY0PDRIkTETpRlDjtRZhPIGIeehp75j+PxaH3Y2Qffzja6xcNONrLMbKPPxaH3o89859HzENPW22xhzUJ9Ognarwgj76ixiPrsiPpqChxdiYdEyUOUUuseocPAFi4cCG++uorFBUVQSKRQK1WY8mSJfjb3/6GhQsXGlype/XqVbz99tv47rvv9J7v3r07Fi5caI7UyQTNnVB/5JFH4OvrC5VKhZMnTyI6Ohrp6ekA/jyhvnv3bkGrwpo6ob5y5UpMnDgRLi4uKCwsxLfffotPP/1UdzL/0KFD8PX1xfLly1tcu+HuHrt27UJISIggef/888/YuHGjbtylSxcsXLgQs2bNQt++fVFWVob4+HhER0frik4uXbqEv/3tb4iJieE2Z0RERET1vPzyy3pbbEdFRWHWrFm6cd3W1BMnTsTf//53/O9//wMAZGRkYOfOnVi2bJkgeWRlZeHTTz/VjXv16oWvv/4avXr10j3Xr18/rFixAv/3f/+HBQsW6E6gR0dHY/r06fDy8jI67u3bt/H8889DpVKZ/iKIiIiIOrCGn7UKCwvRo0cPg+Y2vPGtLZ/b6kilUri7u6OoqAjAnfPjxqifi7u7u2AtXZpizrXbszF9B2KyfzAOZySbLUZ4QDALFZrh69ILK0dPBXCnHYlKo0Z1bQ2ktl0gt7Pn+fM2CPcfjs9O/SBevIBg0WKRdcksKUBywaXWDxRAUsFFZJVeha9Lr9YPJjITq9/hw97eHv/4xz90Y4lEAo1Gg7fffhsTJkzAyy+/jNjYWFy7dk1vXklJCc6ePYuvv/4aK1aswAMPPIDvvvtOb7cQiUSCZ599FgqFQuyXRa1o6oT666+/jrvuugsymQwuLi6YPHky9uzZgwceeEB3XN0JdaE0dUJ9//79eOyxx+Dp6Ql7e3vdCfXY2Fi9X96io6Nb3Y4wNTVV91gikejdEWqK6upqrF+/HlqtFgBgZ2eHbdu2ITIyEn5+frC3t4e7uzseeugh7N+/H8OHD9fN/eWXX/Dtt98KkgcRERFRRxAfH4/Tp0/rxnPnztUr9qhPKpXi7bffhr+/v+65mJgY3Lp1S5Bctm7dqtt1TiKR4L333tMr9qjPz88PW7Zs0Z2I1Gg02Lp1a5vibt++Xe9rQERERERNq/85EIBev/rWNDzWz8/PpFzqz8/JyWl19+I6NTU1yMnJ0Y0bviYAqKysRG5uLs6cOYOzZ88alVdpaane2NCCmM5o7bhZcFN0b/3ANnBTdEdkWNO/15A+iUQChdQBPWRdoZA6sNijjfxcPRHs2V+UWCGeA3gBvhOLyxD3/EVcuvkK84gMYfUFHwBw//334/nnn9ddvK4r2CgpKcHu3buxfv16nDlzRne8VqvF2LFj8cgjj+C1117D0aNHUVNT06hf4vz58zFnzhyxXw61ojOdUK+/w4eXlxe6du0qSN579+7VaxXzzDPPYMyYMU0e6+joiOjoaLi6uuqe27Jli8G/ABIRERF1dLt379Y9trW1bXUXNwcHB6xatUo3Li8vx/fff29yHtevX9ftHAIAY8aM0SvcbcqIESNw33336cbfffed0bt0ZGRkYMuWLbpxWJg4W0sTERERtUdDhgzRGxtTDFH/WE9PT7i7u5uUy9ChQ3WPKysrkZmZadC8tLQ0qNXqJtcBgIqKCgwbNgz3338/5s6di9WrVxuV1x9//KE3HjyYO0w0x0mmQPSMpY1aipjK0V6O6BlL4STjzbAkrogQcVoIsVVR53a+KKf1gwSUUnRF1HhEDbWLgg8AWLRoEV588UV06XKnC41EItEVftT9qa/+83WFHvWPX7BgAV544QVLvBRqRWc6oV6/4GPgwIEmZKuv/tewe/fuWLBgQYvHOzs7Y+nSpbpxTk4Ofv/9d8HyISIiImqvqqur8dNPP+nGoaGh6NmzZ6vzxo8fj27duunGhw8fNjmX+Ph4aDQa3XjatGkGzXvwwQd1j6uqqnD8+Ny8dKUAAQAASURBVHGDY2o0Gjz//POorq4GAEyePBnh4eEGzyciIiLqbPr06QNvb2/d+MSJEwbNy8vLQ0ZGhm7c3M1bxrj33nv1xseOHTNoXsPjGubStWtX9O7dWzfOz8/HxYsXDVpbo9Hgxx9/1I3t7OwEa3HdUfm5eiJm9grBdvpwU3RHzOwV8HP1FGQ9ImOE+QRisr95W62wVVHnptVqkVqc3/qBAkotzmt0nZpITO2m4AMAFixYgK+//hqDBw9uVMjR2p+643v16oUtW7bgxRdfhI1Nu3r5nUJnOqFeU1ODrKws3Viogo+CggJcuHBBN77vvvsgk8lanTd16lS9HXCE+BoSERERtXfJycl6rQZHjRpl0LwuXbronbj+7bffdEUTbfXrr7/qjQ3NZeTIkXpjQy86AMCHH36oa0Po4uKCl19+2eC5RERERJ1V/QLZy5cvG/T5q2Gb6unTp5ucx7Bhw/QKM3bv3q23c0dTKisr9W4m69OnD4KDG1+cHT9+vN74yy+/NCin3bt3o6ioSDcODw+Ho6OjQXM7Mz9XT8TOW4PwANMulIcHBCN23hoWe5BFsVURmZOyWo1ytXE7m5qqXK2CStPyv69E5tTuKh6CgoKwd+9efP7555gyZQpcXFwa7ebR8I+9vT1GjhyJN998Ez/88AMeeOABS78MakZnOqGelZWll6NQBR9tzdvV1RW+vr66cXx8vCD5EBEREbVn6enpeuPAwECD59b/fKfRaPR2dzM1F2dnZ4MKo+uO9fDw0I0bbqHdnHPnzuHTTz/VjV955RU4OzsbmC0RERFR5/XII49AKpXqxi+//DKKi4ubPf7nn3/Grl27dOPBgwfj7rvvNjkPGxsbzJs3TzcuKCjAhg0bWpzzyiuv6OW6YMECvZvE6jz88MN6z+/evRuJiYktrn327Fm8+eaburGdnZ3ersPUMieZAlGTFmDztCUI8Rxg1NwQzwHYMv0JRE1awDYuZHFsVUTmpLldY5G41bWWiUsEAF0snUBb3X333boPvTk5OcjMzERZWRnKysqg0WjQrVs3ODk5oXfv3ggMDNS1giHrZuoJ9brdNOpOqDfsmdnWXNpyQr2uUr25E+oNT/gLVfBh6tewrpdnQUEBSktL4eLiIkheRERERO1Rw62p+/XrZ/Dcvn376o1zcnJM+nx66dKlNuVRl0vd59Pc3FzdbonNqaqqwvPPP4/a2loAd3ax+7//+782ZE1ERETU+fTs2RMLFy7E9u3bAQBXr17FwoUL8f777zc6B3jo0CH84x//QE3NnQtFEokEkZGRLa6/YMECvXbMUVFRmDWr6Tva58+fj127diE//8729rGxsdBqtXjxxRchl/95sVWlUmHDhg3Yv3+/7jlvb288+uijTa47cOBAPPTQQ4iNjQVwZzfjZcuW4ZVXXsH06dP1PmtqtVrs3bsXr7/+ut7Nfk899RT8/PxafK3UWJhPIMJ8ApFVehVx6clIKbqC1OI8vTvaHe3lGOTuhSCPvggPCIavSy8LZkzUWF2rouUHtuGasszk9dwU3RE9Yyl3ryHY2VjmerDUltehyXI6xLuvX79+Rp/wJOvUmU6o1y/46Nq1K7y8vJCWlob9+/fj999/R25uLiorK+Hs7Axvb2+MHz8eM2fORI8ePVqMXf9rKJFIGn1dWsu7vpycHBZ8EBERUafW8E7M+jtltMbNzU1vfPXq1TbncfPmTb3tt43Jo2Eu1dXVKC0thaura7PHv/3228jOztbNfemll4zMmIiIiKhzW7VqFZKSknD69GkAQHZ2NmbOnIlRo0Zh4MCBUKvVOHnyJDIyMvTmPfnkkwbv2GsImUyGd955B4sWLUJlZSUAYM+ePThy5AgmTJgADw8PFBYW4vjx4ygvL9eb9/777+vtVNLQCy+8gPT0dJw7dw7AnaKR559/HtHR0Rg1ahScnJxw7do1JCQkNPosPGvWLCxfvlyw19kZ+br0wsrRUwHcKapRadSorq2B1LYL5Hb2LRZ4E1mDulZFm+L3IS49uc3rhAcEIzJsFnf2IACAQmoPR3u5qG1dHO3lkNvZixaPqKEOUfDRmhs3brR6kZysQ2c6oV7XCx0AevTogWXLluHYsWON1ioqKkJRURESExMRHR2Np59+GhEREc3Grv817NGjR4u/lLWUNwAUFhYaPJeIiIioI7p+/brusVQqhUwmM3huw17kZWVtv2uptLRUb9y9u3H9jrt169Yol+YKPn777Te9HuyvvfYanJycjIpHRERE1NlJpVJs374dTz75JE6dOgUAuH37NhISEpCQkNDknIiICKxevVrwXIYPH45PPvkEK1aswK1btwAA5eXlOHDgQJPHOzo6Ijo6GoMGDWpxXblcju3btyMyMlLvvObly5dx+fLlJufY2Nhg4cKFiIyMZEGCgCQSCRRSB/ByN7U3da2Kwv2DsTPpGJIKLrY+6f8L8RyAiNCJGOs92IwZUnsjkUgwyL03EnMzRYs5yN2L/6aRRbXLgo+8vDwcPnwYpaWlrW5vV1RUhPHjx8Pb2xv33Xcf5s6diz59+oiUKRmrM51Qr7/DR25uLnJzc1td99atW4iKikJqaireeOMN2NraNjqm/tfQ2Lwbfg1v3rxp1PzWVFVV6bantCb1t5JsakzUGr6HyFR8D5Ep+P4BfvrpJ90W1XVqa2sbFROnpKQ0+fmpoccee0z3WKX6844QhcK406f1t8gGAKVSadT8+urn0ZZcGh7fXC4VFRV44YUXoNVqAQAzZ87ExIkTjYolJGv9/GgO7eF7+c6do1XQ3K6BnU0XyO0ceFKL2qQ9vN+JhMT3fPsh9OeOrl274osvvsDXX3+N7du3o6CgoMnjAgMDsWrVKowbN07Q+PWNHDkScXFxePfdd/Hdd981+T60s7PDlClT8Oyzzxp8A1z37t3x8ccf49ChQ4iJicH58+ebPM7Ozg6jR4/G008/bdKuzETUMbFVEQkp0KOfqAUfQR6G77RPZA7tquCjuLgYUVFROHLkCG7fvg1nZ+dWCz7q2mlcvnwZMTEx+OyzzzBnzhysWbMGXbt2FSnzjuXEiRMGFScYqjOeUC8sLGyymGL8+PGYO3cuBg8eDGdnZ9y4cQNJSUn48ssvkZSUpDtu//79zb7/reVr2JSGW1Raq/rtfIjagu8hMhXfQ2SKzvj+2bFjh95nJVPV/3xaXV2te9yli3G/PjU83pQLCPXzAO6cMDclF41G0+Rxr7/+uq54pmfPnnjhhReMiiO09vL50Rys5Xs5T3kNiSVpyL51FTnKYqhq/rw4JO/igH4Kd/h064WRrgPhpXBrYSWi5lnL+51ILHzPdy42NjaYP38+5s+fj5SUFGRkZKCkpAQ2NjZwc3PD0KFD4e3tbdSaX3zxRZtycXNzQ1RUFF566SWcPHkS+fn5KCsrg1wuh7e3N4YPH97ohjBDTZ06FVOnTkVhYSFOnz6Na9euQaVSoUePHnB3d0dISEib1yaizoOtikgI4f7D8dmpH8SLFxAsWiyiprSbgo/ffvsNq1atQnl5ue5us+vXr6OioqLFwo36hQlarRZarRa7d+9GQkIC/vWvf8HLy8vsuXc033zzDX788UfB1uuMJ9Trt3MB7vTEfP311zF16lS95z08PDBlyhRMmTIFMTExeOutt3Tv/88++wxhYWG45557ms3d1Lw7y92URERERM2pra3VPbaxsTFqbsPjb9++3eY8Gs419iRXw1zqPlPWd/ToUezbt0833rBhA0/Kd2Jnr19EXP5JZJbnNXuMqqYKqWVXkFp2Bd/lJcLP0QtTet+NIc79RcyUiIio/QgKCkJQUJCl04BcLjfbbiI9e/ZEeHi4WdYmos6FrYqorfxcPRHs2R/JBeYvsg3xHMDdZsjijDtjaSGnT5/GU089hbKyMmi1Wr2Tm61VxNcVfNTNk0gk0Gq1yM3Nxfz581FUVGTW3Mk4neWEerdu3fDggw9i2LBhcHV1RVRUVKNij4YWL16MRYsW6T23efPmRsfV/xqamrcpX0MiIiKijqB+Qayxn43qfy4D7rQsbKuGrWiMzaVhIW/DXG7cuIGXXnpJN54zZw7CwsKMzJI6ggpNJbalf4vNqf9psdijKZnlefggdR+2pR9ChabSTBkSERERERERtSwiRJz2tBGhlmuDS1TH6nf4qKqqwvPPP4/KykrdxWutVgsbGxuMGDECMpmsxfmPPvoo/Pz8EB8fj++//x4qlUpX9FFUVITIyEjs2LFDhFdChugsJ9RDQ0MRGhpqdF7PPPMM9u3bp2sHk5ycjPz8fPTu3Vt3TJcuXXQ7igidt6n8/f2N3rlFDFVVVXrFY/3794eDg4MFM6L2hu8hMhXfQ2QKvn+AmJiYRs/V1NQ0agcyZMgQo3dAq/+1VKvVRs1t2BfdlM9WDX/vMTaXhsc3zOWVV15BSUkJAKB3795Yu3ZtG7IUnrV+fjQHa/hezirNxYbD21GiumnSOoklqbiouor3wv8OX2fuqkmNWcP7nUhMfM+3H019hiQiIqL2J8wnEJP9g3E4I9lsMcIDgjHWe7DZ1icylNWfOfvyyy+Rm5urK9IAgDFjxuCll14yqLehm5sbwsPDER4ejjVr1mDDhg2Ii4vTrZeYmIjvv/8ekyZNMvMr6Tiio6PNtnZnOaHeVjKZDJMnT8a///1v3XMJCQmYM2eObuzg4KAr+LCWvOs4ODgYfZHFEhwcHFotJiNqCd9DZCq+h8gUfP/c0bClXlt1795d91ipVDbacbAlSqVSb+zk5CRIHgBQUVFh1PyWcjl48CAOHz4M4M4Oca+//nqLbTPF1F4+P5qD2N/LGSU5WHHoTZSrla0fbIAS1U2s+HYTYmavh59rX0HWpI6L/3ZRZ8P3vPUS6jMkERERWd7acbOQlH8R15Rlgq/tpuiOyLBZgq9L1BZW39Llm2++0RVnSCQSzJw5EzExMQYVezTk7OyM9957D7Nnz9atp9Vq8a9//Uv4xKlNmjqhbqj2ckLdVEOHDtUb5+Xpb7NcP3drypuIiIioPXJzc9M9rq2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Onaq3337bqYoWZ8+eVUJCgp5//nlFRERo2rRpunTpkptPe43turf6Na5UqdIt3c8V/fv3N1RaycvL08qVK03zcnNzTck89tp5OcvedxYJHwAAAADsIeEDAAAAAAAH1q5de9MqHpw9e9bhr/1hNmPGDD3++OPatGlTiXM9PDzUpEkTDRo0SJ988okSExNv/gHdoE2bNmrYsKEh5ijhyLadS2RkpIKDg0vc45dfflGvXr00a9Ysp6qi1KxZU507d9Zrr72mlStXqnXr1iVeU945SrS62WtbLBY9+eSTWrt2rT744AN16tRJlStXLnHNc+fOaerUqYqJidHRo0fdeVzruW5UEdv03CyhoaF68MEHDTF7n8kVK1YYPk9169bVww8/XOp97b0GHh78My4AAAAAM1q6AAAAAADgQEJCgmFcpUoVdejQoVRrXblyRWvWrDHE4uPjFRMTY5pbtWpVw/jixYul2rM8c+Wm+8yZMzVlyhS7j9WqVUutWrVS06ZN1ahRI4WFhalJkyby8/OzzklPTy/zeW+VAQMGaPLkydbx0qVL9frrr8vT8///E865c+e0fv16w3UDBw4sce3U1FQ9/fTTdhM9fH19dc8996hZs2YKCwtTo0aN1LRpU9WuXdswrzwnAzj7nrL9fHXo0EH/+c9/bsaR7PLx8VFcXJzi4uKUl5enzZs3Kzk5WZs2bdLBgwcdXnf8+HENGzZMP/zwg4KCgtx2Hj8/P0NlkptVSaSi6tevn7Zu3Wodb9iwQRkZGapRo4Y1tnDhQsM1cXFxZUrQsFfN48bvNAAAAAC4joQPAAAAAADsyMjI0Lp16wyxXr166d133y31mr169dKhQ4es482bN+t///ufGjdubJgXGBhoGF++fFm5ubnl9oZfYWGhy9dcvnzZqXn79u3TJ598Yor37dtXI0aMUNOmTd22V3nQr18//fOf/1RBQYEkKTMzU8nJyYqKirLOWbRokSG5oVatWoqIiChx7VdeecWU7NGkSRONHj1aERERTrW+uZXJAIWFhS7dNHf2dbb9fB0/ftylc7mTr6+voqKirK/vb7/9po0bN2rNmjX66aefTK/X8ePHNX36dL3xxhtuOwMJH8Xr2bOn3nvvPetrcfXqVS1dulRDhgyRdK1a08aNGw3X9O3bt0x72nsN/P39y7QmAAAAgDsTtQABAAAAALAjMTHRVDGgV69eZVozLi7OFPvuu+9MsZCQEFOsuF/+O7J161bNmDFDixcv1q5du5SZmenyGvbYtoBwtUVGfn6+Lly44NTcr7/+2pr8cN2YMWM0adIkp5I9pGvJOxVFcHCwOnbsaIjZtpCwrSbQv39/VapUqdh1t27dql27dhli4eHh+v7779W1a1enkj2ka9VFbgbb95Tk+vvK2dfZ9vN17Ngx5eTkuLTXzRIcHKzY2FhNmTJF69ev17Bhw0xzli5d6tY9bRNgsrKy3Lp+Refv76/o6GhDbNmyZdb//vHHH3X16lXruHXr1mrUqFGZ9rT3Gti+TgAAAAAgkfABAAAAAIBd8+bNM4xr1aqltm3blmnN2NhYU8WCxMREU2WCBx54wHTtzp07Xd5v0aJFmjJlisaMGaOBAwdaf5FeVje2F5Fkt0VIcVJTU51uDbJy5UrD+He/+51GjBjh0n4HDhwwxUpTleRWeeyxxwzjNWvWWN8jR48e1e7du62PWSwWDRgwoMQ1V6xYYYq9/PLLLlWNyc7O1smTJw0xd7V4sX1PSa61MsrJydGZM2ecmvvggw8axgUFBaYKDc5KSkrSwoULlZKSotOnT9t9XxUVFen48eNav369vvzyS6cTWapUqaJx48apc+fOhvjZs2fdmnhTv359w9j2Nca1yjs3SklJsb7fli9fbnisrNU9JPNrEBAQoGrVqpV5XQAAAAB3HhI+AAAAAACwsXPnTkPrFUmKiYlxqb2EPXXq1NHDDz9siGVlZWnJkiWGWEhIiOrUqWOILV682KW9ioqKTC1pbG90S/YrK5TEtrVAbm6uSxUSfv75Z6fm5eTkGFpNSNK9995bYjULW/aSHWyrhpQnUVFRCg4Oto4vXrxofS1tq3089NBDphv29hw7dswUs5dYVJxVq1aZEhrc9Tzaa1dx9uxZp6/funWr08kn9hK3Zs+e7fRe150+fVrjx4/X2LFj9dRTTykiIkIjR440zNm+fbtat26tzp07a8SIEZowYYJ+/fVXl/axrfgiubftSoMGDQzjU6dOuW3tO8XDDz9sqAxTWFioVatW6fz584bvs8qVKysmJqbM+9m+BravEQAAAABcR8IHAAAAAAA2EhISTLGytnO5zl5bl/j4+BLn7dixQ5s2bXJ6n3Xr1un48eOGmG2lAEmlSmKpWbOmKebs2QoLC+22sbHHtvKJ5PqN7nXr1mnz5s2muKvtQm4lT09PxcbGGmLXqwjYVhMYOHCgU2teuXLFFLP3/DqSm5uradOmmeLueh7tvadcqbph7zPkyO9+9zs98sgjhtiGDRu0fv16p9eQpKlTp5r+/m7duhnGzZo1M81JTEx0aR/bah4eHh6qXr26S2sUx7b9yNmzZ51uuXS3sFgspu/kdevWacOGDYZ2Ll27dlVAQECZ90tNTTWMy9oiBgAAAMCdi4QPAAAAAABucOnSJVPFjfr16+u+++5zy/rdunUztdHYsWOH9u3bZ4gNHjxYXl5ehtgbb7yhjIyMEvfIzs7W+++/b4iFhIQoIiLCNNfb29swzsvLK3H9Vq1amWJfffWVUxUWpk2bpv3795c4T5KqV69ueg5+/vlnp9tZ7Nu3T2PHjrX7mCvJDreDbVuX9evXKy0tzdCeJjAw0JRg4Ejt2rVNsWXLljl17eXLlzVmzBilp6ebHnNXpYmmTZuqcuXKhtjs2bPtJqrYSkhI0Jo1a1zab/jw4abY2LFjTTfaHVm5cqV++OEHQyw4ONiUGObv768OHToYYnPnzjV93h25dOmSKUEkPDxcvr6+Tl3vDHuVXlytQnI3sG3rsmnTJtP7zh3tXAoKCnTw4EFDrHXr1mVeFwAAAMCdiYQPAAAAAABusHz5cmVnZxti7qruIUl+fn52b9LPmTPHMK5du7aGDRtmiKWnp2vw4MHF3iw+efKkhg8friNHjhjio0ePtlvNIzAw0DDOzMwsMakkNDRUTZs2NcS2bNmid9991/Br9xvl5ubqH//4hz799NNi176Rh4eH2rVrZ1pnzJgxxbaQKSgo0OzZs/XUU08pKyvL7hxXWtDcDo0bN9bvf/976zgrK0sfffSRYU6fPn1MSRKO2LYSkqTJkydrx44dxV63e/duPfnkkw4TKi5evOjU/iXx9fU1Vd04cuSIRo0a5TDpIz8/XzNmzNAbb7zh8n4dO3ZUp06dDLHMzEw98cQTWr16dbHXJiQkaPTo0aYEpxdffNFuIsYzzzxjOveIESO0devWYve5cOGCXnzxRVOizaBBg4q9zlVhYWGqUaOGIUbCh1n9+vUNbbFyc3O1aNEi67hWrVqm5J7SOHTokOk9/9BDD5V5XQAAAAB3Js/bfQAAAAAAAMoTe+1cevfu7dY9+vbta/rVflJSkl555RX5+/tbYy+99JJ+/vlnbd++3RpLTU1V//79FR0drc6dOys0NFTe3t46efKkkpOTtWDBAlOVjq5du6pPnz52z1K3bl3DuKioSC+++KJeeOEFBQcH6/z58woLCzO13Hj22WdNN9pnz56tDRs26KmnnlKTJk1UvXp1nTlzRps3b1ZiYqKhMkebNm1KvOEtSUOGDFFycrIhtnHjRsXExGjgwIFq3bq1goKCVFBQoFOnTmn79u1atmyZTpw4YbjGz89Pubm51vHZs2dL3Pt2GzBggLZt22Yd27Zzsa0CUpyuXbuqbt26OnnypDWWk5OjwYMHq1evXoqKilK9evXk5eWlrKws7du3T6tXr9aWLVsM69g+j5mZmbp69aoqVark6p9nMnToUP3000+G2KpVq9SlSxc9/fTTat68uYKDg3Xu3Dlt27ZNiYmJhrZFzr6nrps0aZL69etnWCMrK0svvPCCWrdurR49eqh58+aqVq2asrOztXfvXi1cuFB79uwxrRUdHe0wEePRRx9VdHS0VqxYYY399ttvGjJkiDp06KDOnTuradOmqlq1qvLz83Xq1Clt27ZNCxYsMFWzCQ8PV//+/Z3+G53Vpk0bw/tr27ZtGjp0qNv3qej69eunlJQU6/jGBLfY2Fi3fA5u/L6XpKCgIIWFhZV5XQAAAAB3JhI+AAAAAAD4P+np6aYb3M2bN1eTJk3cus/DDz9suvl+8eJFJSUl6YknnrDGPD09NX36dI0cOVI7d+60xq9evaply5Y51ZLjoYce0uTJkx0+ft9998nLy0v5+fnWWEpKikaMGGEdv/POO4ZzSdeSERISEkw3J48cOWJqJ2Nr5MiRqlOnjlM35zt16qRevXpp8eLFhvjp06c1bdq0Eq/39fXV22+/rZSUFM2dO9ca3717d4nX3m4xMTF67733DAkW14WHh6tly5ZOr+Xj46N33nlHL7zwguEmdUFBgRYsWKAFCxY4dZ7HHntMzz33nOH6vXv36t5773X6LI488sgjdl/rM2fOFPselq7dbO/du7dLCR+BgYH66quv9Ic//EGHDx82PLZ9+3bTe9uR9u3ba9KkScXOeffdd3X06FFDS56ioiIlJyebEpocCQkJ0dSpU92SVGCra9euhoSPzZs3q7Cw0G5VoLtZz5499d5779ltfeWuRJwNGzYYxl26dJHFYnHL2gAAAADuPPxfGwAAAAAA/2fevHmmNg3uru4hSRaLRbGxsaZ4fHy8KRYUFKSvv/5aAwYMcPnm6+DBg/X555/Lx8fH4ZyAgAD9+c9/Lnad/fv3m2IeHh6aOXOmHn30UafP4+XlpfHjx2v06NFOXyNJEydOVM+ePV26RpLatWun+fPnq2/fvqaEhIMHDxoqO5RHfn5+iomJsfuYK9U9rouMjNTEiRP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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f, ax=plt.subplots(2, 3, figsize=(8,7), dpi=300)\n", - "\n", - "f.suptitle('OLS Residuals')\n", - "f.supylabel(\"Observation-Prediction Difference (Residual)\")\n", - "f.supxlabel(\"Actual Values (ln y)\")\n", - "\n", - "x='avrGout'\n", - "ax[0][0].scatter(JSldf[x], olsresid[prov[0]], c=cmap[0])\n", - "ax[0][1].scatter(ZJldf[x], olsresid[prov[1]], c=cmap[1])\n", - "ax[0][2].scatter(AHldf[x].drop(1), olsresid[prov[2]].drop(1), c=cmap[2])\n", - "ax[1][0].scatter(JXldf[x], olsresid[prov[3]], c=cmap[3])\n", - "ax[1][1].scatter(HBldf[x].drop(1), olsresid[prov[4]].drop(1), c=cmap[4])\n", - "ax[1][2].scatter(HNldf[x], olsresid[prov[5]], c=cmap[5])\n", - "\n", - "for a in ax:\n", - " for x in a:\n", - " x.axhline(0, c='#000000')\n", - "\n", - "for i in range(0,6): \n", - " ax[int(i/3)][i%3].set_title(prov[i])\n", - " #plot_pacf(olsresid[prov[i]], ax=ax[int(i/3)][i%3], lags = 10, title=prov[i]) \n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "id": "52b5b55f-0117-4f9e-8f54-b8d1d7ee9831", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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0.016000\n", - "29 0.001356 -0.007003 -0.015615 0.011119 -0.005214 0.028263\n", - "30 0.029879 0.023130 0.038111 -0.006774 0.004407 0.010124\n", - "31 0.035245 0.039245 -0.044738 0.019357 0.005434 0.010888" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rp" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "id": "f3c26237-cc32-4499-9f9c-bc15f00145d6", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ShapiroResult(statistic=0.9405938386917114, pvalue=0.0778292715549469)\n", - "ShapiroResult(statistic=0.9460240602493286, pvalue=0.11107685416936874)\n", - "ShapiroResult(statistic=0.9776425361633301, pvalue=0.7287077903747559)\n", - "ShapiroResult(statistic=0.9127491116523743, pvalue=0.013283824548125267)\n", - "ShapiroResult(statistic=0.7284311056137085, pvalue=2.3817094643163728e-06)\n", - "ShapiroResult(statistic=0.960237443447113, pvalue=0.27881237864494324)\n" - ] - } - ], - "source": [ - "for lines in rp.columns:\n", - " print(shapiro(rp[lines]))" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "id": "e23e279f-8458-48ec-beb3-555f249489eb", - "metadata": {}, - "outputs": [], - "source": [ - "ldfy=pd.DataFrame()\n", - "\n", - "ldfy['Jiangsu']=JSldf['avrGout']\n", - "ldfy['Zhejiang']=ZJldf['avrGout']\n", - "ldfy['Anhui']=AHldf['avrGout']\n", - "ldfy['Jiangxi']=JXldf['avrGout']\n", - "ldfy['Hubei']=HBldf['avrGout']\n", - "ldfy['Hunan']=HNldf['avrGout']" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "id": "4d99cf9f-6a4c-4822-bea3-d692773d966a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from scipy import stats\n", - "from matplotlib.lines import Line2D\n", - "\n", - "prov=['Jiangsu','Zhejiang','Anhui','Jiangxi','Hubei','Hunan']\n", - "\n", - "fig = plt.figure(figsize=(5.5,5.5), dpi=200)\n", - "ax = fig.add_subplot(111)\n", - "custom=[]\n", - "for i in np.arange(0,6):\n", - " res=stats.probplot(rp[prov[i]], dist=\"norm\", fit=False, plot=ax)\n", - " ax.get_lines()[i].set_markerfacecolor(cmap[i])\n", - " ax.get_lines()[i].set_markersize(6)\n", - " ax.get_lines()[i].set_alpha(0.8)\n", - " custom.append(Line2D([0], [0], marker='o', markersize=6, color=cmap[i], alpha=0.8,lw=0,label=prov[i]))\n", - "\n", - "ax.legend(handles=custom, loc='upper left')\n", - "ax.text(0.7, -0.21, \" Shapiro-Wilk Test\\n Statistic = 0.9122\\n P-value = 2.878e-9\", size=11.,\n", - " ha=\"left\", va=\"bottom\",\n", - " bbox=dict(boxstyle=\"square\",\n", - " ec='#000000',\n", - " fc='#ffffff',\n", - " )\n", - " )\n", - "\n", - "ax.set_title('Residuals Q-Q Plot')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bb4dfb36-8906-4f48-9ee9-b7c80dceee93", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "c8524eb2-c23b-4201-8468-6280788d49a4", - "metadata": {}, - "source": [ - "# Predicting Future Behavior" - ] - }, - { - "cell_type": "markdown", - "id": "17f68e34-6a4f-4958-855d-3983af287952", - "metadata": {}, - "source": [ - "## Fetching CMIP6 Emission Scenarios" - ] - }, - { - "cell_type": "raw", - "id": "5b0c64cd-f4a4-4ebe-88e1-1a0fd3652da4", - "metadata": {}, - "source": [ - "Tmean Temperature\n", - "Precipitation\n", - "Tmax Derived Heatwave\n", - "Tmin Derived Coldwave" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "id": "6b39e461-939b-4919-8a78-6c86470aedec", - "metadata": {}, - "outputs": [], - "source": [ - "def fetch(ssp,d1,d2):\n", - " sspshort=ssp.replace('_','')\n", - " if (d1==1) & (d2==1):\n", - " return (xr.open_mfdataset(f'/Users/maeko/YangtzeModel/data_cams_csm1_0_{ssp}_near_surface_air_temperature/*.nc').groupby(\"time.year\").mean(\"time\"), xr.open_mfdataset(f'/Users/maeko/YangtzeModel/data_cams_csm1_0_{ssp}_precipitation/*.nc').groupby(\"time.year\").sum(\"time\"), xr.open_dataset(f'/Users/maeko/YangtzeModel/sspwave_NEW/{sspshort}_miroc6_coldwave.nc'),xr.open_dataset(f'/Users/maeko/YangtzeModel/sspwave_NEW/{sspshort}_miroc6_heatwave.nc'))\n", - " \n", - " elif (d1==0) & (d2==0):\n", - " return (xr.open_mfdataset(f'/Users/maeko/YangtzeModel/data_cesm2_{ssp}_near_surface_air_temperature/*.nc').groupby(\"time.year\").mean(\"time\"), xr.open_mfdataset(f'/Users/maeko/YangtzeModel/data_cesm2_{ssp}_precipitation/*.nc').groupby(\"time.year\").sum(\"time\"), xr.open_dataset(f'/Users/maeko/YangtzeModel/sspwave_NEW/{sspshort}_bcc_csm2_mr_coldwave.nc'), xr.open_dataset(f'/Users/maeko/YangtzeModel/sspwave_NEW/{sspshort}_bcc_csm2_mr_heatwave.nc'))\n", - " \n", - " elif (d2==0) & (d1==1):\n", - " return (xr.open_mfdataset(f'/Users/maeko/YangtzeModel/data_cams_csm1_0_{ssp}_near_surface_air_temperature/*.nc').groupby(\"time.year\").mean(\"time\"),xr.open_mfdataset(f'/Users/maeko/YangtzeModel/data_cams_csm1_0_{ssp}_precipitation/*.nc').groupby(\"time.year\").sum(\"time\"), xr.open_dataset(f'/Users/maeko/YangtzeModel/sspwave_NEW/{sspshort}_bcc_csm2_mr_coldwave.nc'), xr.open_dataset(f'/Users/maeko/YangtzeModel/sspwave_NEW/{sspshort}_bcc_csm2_mr_heatwave.nc'))\n", - " \n", - " elif (d1==0) & (d2==1):\n", - " return (xr.open_mfdataset(f'/Users/maeko/YangtzeModel/data_cesm2_{ssp}_near_surface_air_temperature/*.nc').groupby(\"time.year\").mean(\"time\"), xr.open_mfdataset(f'/Users/maeko/YangtzeModel/data_cesm2_{ssp}_precipitation/*.nc').groupby(\"time.year\").sum(\"time\"), xr.open_dataset(f'/Users/maeko/YangtzeModel/sspwave_NEW/{sspshort}_miroc6_coldwave.nc'),xr.open_dataset(f'/Users/maeko/YangtzeModel/sspwave_NEW/{sspshort}_miroc6_heatwave.nc'))" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "id": "17a29309-4ba8-4918-b560-34620e24a25b", - "metadata": {}, - "outputs": [], - "source": [ - "ssps=['ssp2_4_5', 'ssp5_8_5']" - ] - }, - { - "cell_type": "markdown", - "id": "91e4a7a9-0323-439e-9fcc-ae84a0ee37ff", - "metadata": {}, - "source": [ - "## Economic Data" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "id": "cdfee30b-9c7d-471b-96be-095518b7473f", - "metadata": {}, - "outputs": [], - "source": [ - "YR=28\n", - "\n", - "# Make empty df\n", - "empty=pd.DataFrame(index=np.arange(0, YR), columns=JSldf.columns)" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "id": "72301f08-e290-4022-99be-5658ee024e8f", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "from sklearn.linear_model import LinearRegression\n", - "import numpy as np\n", - "from scipy.optimize import curve_fit\n", - "\n", - "def extrap(df):\n", - " \n", - " # Function to curve fit to the data\n", - " def func(x, a, b):\n", - " return a * x+ b\n", - "\n", - " # Initial parameter guess, just to kick off the optimization\n", - " guess = (0.5, 0.5)\n", - "\n", - " # Create copy of data to remove NaNs for curve fitting\n", - " fit_df = df.dropna()\n", - "\n", - " # Place to store function parameters for each column\n", - " col_params = {}\n", - "\n", - " # Curve fit each column\n", - " for col in fit_df.columns:\n", - " # Get x & y\n", - " x = fit_df.index.astype(float).values\n", - " y = fit_df[col].values\n", - " # Curve fit column and get curve parameters\n", - " params = curve_fit(func, x, y, guess)\n", - " # Store optimized parameters\n", - " col_params[col] = params[0]\n", - "\n", - " # Extrapolate each column\n", - " for col in df.columns:\n", - " # Get the index values for NaNs in the column\n", - " x = df[pd.isnull(df[col])].index.astype(float).values\n", - " # Extrapolate those points with the fitted function\n", - " df[col][x] = func(x, *col_params[col])\n", - " \n", - " return df\n", - "\n", - "# Usage:\n", - "# Assuming df is your pandas DataFrame with NaN rows at the end\n", - "# df = pd.read_csv('path/to/your/data.csv')\n", - "# df_extrapolated = extrapolate_dataframe(df)\n", - "# print(df_extrapolated)" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "id": "3573e3a5-608b-4565-a792-3ebe3b8f55b7", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "def makedf(tup, dropbnds=True):\n", - " \n", - " def clip(tup):\n", - " def clipa(ds, drop=False):\n", - " li=[]\n", - " if(drop):\n", - " ds=ds.drop_vars([\"lat_bnds\", \"lon_bnds\"])\n", - " for shp in [JS, ZJ, AH, JX, HB, HN]:\n", - " ds.rio.set_spatial_dims('lon', 'lat').rio.write_crs('EPSG:4326', inplace=True)\n", - " li.append(ds.rio.clip(shp.geometry.values, shp.geometry.crs, drop=True))\n", - "\n", - " return li\n", - " \n", - " clipped=[]\n", - " ifdrop=[True, True, False, False]\n", - " for i in np.arange(0, 4):\n", - " clipped.append(clipa(tup[i], drop=ifdrop[i]))\n", - " \n", - " return clipped\n", - " \n", - " clipped=clip(tup)\n", - " \n", - " ## new is a list with dims [4 (tmean, precip, cw, hw)][6 (JS, ZJ, AH, JX, HB, HN)]\n", - " \n", - " def makeprovinces(li, provnum):\n", - " temp=[]\n", - " for yr in li[0][provnum]['tas'].to_numpy():\n", - " s=np.nansum(yr)\n", - " temp.append(s/np.count_nonzero(~np.isnan(yr))-273.15) \n", - "\n", - " precip=[]\n", - " for yr in li[1][provnum]['pr'].to_numpy():\n", - " s=np.nansum(yr)*86400\n", - " precip.append(s/np.count_nonzero(~np.isnan(yr)))\n", - "\n", - " hwave=[]\n", - " for i in range(0,28):\n", - " f=li[3][provnum]['heatwave_frequency'][i,:,:].to_numpy()\n", - " f[f == -2147483648] = 0\n", - " s=np.nansum(f)\n", - " hwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - "\n", - " cwave=[]\n", - " for i in range(0,28):\n", - " f=li[2][provnum]['coldwave_frequency'][i,:,:].to_numpy()\n", - " f[f == -2147483648] = 0\n", - " s=np.nansum(f)\n", - " cwave.append(s/np.count_nonzero(~np.isnan(f)))\n", - "\n", - " linvars=pd.DataFrame()\n", - " linvars['temp_mu']=temp\n", - " linvars['precip_mu']=precip\n", - " linvars['hwave']=hwave\n", - " linvars['cwave']=cwave\n", - " \n", - " return linvars\n", - " \n", - " return makeprovinces(clipped, 0), makeprovinces(clipped,1), makeprovinces(clipped,2), makeprovinces(clipped,3), makeprovinces(clipped,4), makeprovinces(clipped,5)" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "id": "2b3e1ae0-8991-4634-8c1c-79fae2e4ff81", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "def find_X(ssp, econs):\n", - " def find_one(ssp, a, b):\n", - "\n", - " jss, zjs, ahs, jxs, hbs, hns = makedf(fetch(ssp, a, b))\n", - " temp=[jss, zjs, ahs, jxs, hbs, hns]\n", - " \n", - " for i in range(0,6):\n", - " temp[i]['PrimInd']=econs[i]['PrimInd']\n", - " temp[i]['MechPower']=econs[i]['MechPower']\n", - " temp[i]['dt']=econs[i]['dt']\n", - " \n", - " li=[]\n", - " \n", - " for i in [0,1]:\n", - " for j in [0,1]:\n", - " li.append((i,j,find_one(ssp, i, j)))\n", - " \n", - " return li" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "id": "dd85487d-9b10-4030-83ee-1782a7810c1a", - "metadata": {}, - "outputs": [], - "source": [ - "def ceteris_paribus(num_rows, ldf):\n", - "\n", - " # Create a dictionary where keys are column names and values are lists \n", - " # with the unique value repeated num_rows times\n", - " data = {\n", - " \"PrimInd\": [ldf['PrimInd'][31]] * num_rows, # Fill column A with the value 1\n", - " \"MechPower\": [ldf['MechPower'][31]] * num_rows, # Fill column B with the value 2\n", - " \"dt\": range(int(ldf['dt'][31]), (int(ldf['dt'][31])+num_rows))\n", - " }\n", - "\n", - " return pd.DataFrame(data)\n", - "\n", - "def fitstatus(plist, ols, fgls):\n", - " def status_quo(num_rows, ldf):\n", - " data = {\n", - " \"PrimInd\": [ldf['PrimInd'][31]] * num_rows, # Fill column A with the value 1\n", - " \"MechPower\": [ldf['MechPower'][31]] * num_rows, # Fill column B with the value 2\n", - " \"dt\": range(int(ldf['dt'][31]), (int(ldf['dt'][31])+num_rows)),\n", - " \"temp_mu\": [ldf[\"temp_mu\"][31]] * num_rows,\n", - " \"precip_mu\": [ldf[\"precip_mu\"][31]] * num_rows,\n", - " \"hwave\": [ldf[\"hwave\"][31]] * num_rows,\n", - " \"cwave\": [ldf[\"cwave\"][31]] * num_rows,\n", - " }\n", - " return pd.DataFrame(data)\n", - " li=[]\n", - " for i in range(0,6):\n", - " li.append((ols[i].predict(status_quo(28, plist[i]).values), fgls[i].predict(exog=status_quo(28, plist[i]).values)))\n", - " \n", - " return li" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "id": "e1725dfc-58cd-4cfa-a664-281f683919ce", - "metadata": {}, - "outputs": [], - "source": [ - "import warnings\n", - "\n", - "def fxn():\n", - " warnings.warn(\"deprecated\", DeprecationWarning)\n", - "\n", - "with warnings.catch_warnings():\n", - " warnings.simplefilter(\"ignore\")\n", - " fxn()\n", - "\n", - " \"\"\"\n", - " JSF=extrap(pd.concat([JSldf, empty], ignore_index=True)).drop(['avrGout'], axis=1).apply(pd.to_numeric)[32:60].set_index(pd.Series(range(0,28)))\n", - " ZJF=extrap(pd.concat([ZJldf, empty], ignore_index=True)).drop(['avrGout'], axis=1).apply(pd.to_numeric)[32:60].set_index(pd.Series(range(0,28)))\n", - " AHF=extrap(pd.concat([AHldf, empty], ignore_index=True)).drop(['avrGout'], axis=1).apply(pd.to_numeric)[32:60].set_index(pd.Series(range(0,28)))\n", - " JXF=extrap(pd.concat([JXldf, empty], ignore_index=True)).drop(['avrGout'], axis=1).apply(pd.to_numeric)[32:60].set_index(pd.Series(range(0,28)))\n", - " HBF=extrap(pd.concat([HBldf, empty], ignore_index=True)).drop(['avrGout'], axis=1).apply(pd.to_numeric)[32:60].set_index(pd.Series(range(0,28)))\n", - " HNF=extrap(pd.concat([HNldf, empty], ignore_index=True)).drop(['avrGout'], axis=1).apply(pd.to_numeric)[32:60].set_index(pd.Series(range(0,28)))\n", - " \"\"\"\n", - " \n", - " JSF=ceteris_paribus(28, JSldf)\n", - " ZJF=ceteris_paribus(28, ZJldf)\n", - " AHF=ceteris_paribus(28, AHldf)\n", - " JXF=ceteris_paribus(28, JXldf)\n", - " HBF=ceteris_paribus(28, HBldf)\n", - " HNF=ceteris_paribus(28, HNldf)\n", - " \n", - " olsregressors=[jsreg, zjreg, ahreg, jxreg, hbreg, hnreg]\n", - " fglsreg=[js_fgls, zj_fgls, ah_fgls, jx_fgls, hb_fgls, hn_fgls]\n", - " ldfs=[JSldf, ZJldf, AHldf, JXldf, HBldf, HNldf]\n", - " plist=[JSF, ZJF, AHF, JXF, HBF, HNF]\n", - " \"\"\"\n", - "\n", - "\n", - " for i in np.arange(0,6):\n", - " plist[i][plist[i]<0]=1\n", - " plist[i]['MechPower']=plist[i]['MechPower'].transform('log')\n", - " plist[i]['PrimInd']=plist[i]['PrimInd'].transform('log')\n", - "\n", - " \n", - "JSF, ZJF, AHF, JXF, HBF, HNF = plist\n", - "\"\"\"\n", - " \n", - " " - ] - }, - { - "cell_type": "markdown", - "id": "50166cde-74c7-4678-9364-8c1f871257dd", - "metadata": {}, - "source": [ - "### Assemble New Models" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "id": "d8b12e55-c9d4-4ea5-bd79-4ed86d57c84b", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n" - ] - } - ], - "source": [ - "mli2={}\n", - "mli5={}\n", - "\n", - "def etes(sspshort, shp):\n", - " hw=xr.open_dataset(f'sspwave_NEW/{sspshort}_miroc6_heatwave.nc')\n", - " cw=xr.open_dataset(f'sspwave_NEW/{sspshort}_miroc6_coldwave.nc')\n", - " \n", - " hw.rio.set_spatial_dims('lon', 'lat').rio.write_crs('EPSG:4326', inplace=True)\n", - " cw.rio.set_spatial_dims('lon', 'lat').rio.write_crs('EPSG:4326', inplace=True)\n", - " \n", - " hw.rio.clip(shp.geometry.values, shp.geometry.crs, drop=True)\n", - " cw.rio.clip(shp.geometry.values, shp.geometry.crs, drop=True)\n", - " \n", - " return pd.DataFrame(data={'hwave':(hw['heatwave_frequency']*~hw['heatwave_frequency'].isnull()).sum(dim=['lat', 'lon']) / hw['heatwave_frequency'].count(dim=['lat', 'lon']).to_numpy(),\n", - " 'cwave':(cw['coldwave_frequency']*~cw['coldwave_frequency'].isnull()).sum(dim=['lat', 'lon']) / cw['coldwave_frequency'].count(dim=['lat', 'lon']).to_numpy()\n", - " })\n", - "\n", - "def temperature(ssp, shp):\n", - " temp=xr.open_mfdataset(f'data_cesm2_{ssp}_near_surface_air_temperature/*.nc')\n", - " temp=temp.drop_vars([\"lat_bnds\", \"lon_bnds\"]).groupby(\"time.year\").mean(\"time\")\n", - " temp.rio.set_spatial_dims('lon', 'lat').rio.write_crs('EPSG:4326', inplace=True)\n", - " temp.rio.clip(JS.geometry.values, JS.geometry.crs, drop=True)\n", - " return pd.DataFrame(data={'temp_mu':(temp['tas']*~temp['tas'].isnull()).sum(dim=['lat', 'lon']) / temp['tas'].count(dim=['lat', 'lon']).to_numpy()})\n", - "\n", - "for model in ['ACCESS-CM2', 'ACCESS-ESM1-5', 'BCC-CSM2-MR', 'CESM2-WACCM', 'CESM2']:\n", - " mli2[model]=pd.concat([JSF, temperature('ssp2_4_5', JS), pd.DataFrame(data={'precip_mu':pd.read_csv(f'ssp245/pr.{model}.csv')['js'][2:].values}), etes('ssp245', JS)], axis=1)\n", - " mli5[model]=pd.concat([JSF, temperature('ssp5_8_5', JS), pd.DataFrame(data={'precip_mu':pd.read_csv(f'ssp585/pr.{model}.csv')['js'][2:].values}), etes('ssp585', JS)], axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 99, - "id": "2a0abf22-a964-4a1c-b88c-a15f765fc70e", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n", - "/Users/maeko/opt/anaconda3/lib/python3.9/site-packages/xarray/core/duck_array_ops.py:187: RuntimeWarning: invalid value encountered in cast\n", - " return data.astype(dtype, **kwargs)\n" - ] - }, - { - "data": { - "text/html": [ - "
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"hw=xr.open_dataset(f'sspwave_NEW/{sspshort}_miroc6_heatwave.nc')\n", - "cw=xr.open_dataset(f'sspwave_NEW/{sspshort}_miroc6_coldwave.nc')\n", - "\n", - "hw.rio.set_spatial_dims('lon', 'lat').rio.write_crs('EPSG:4326', inplace=True)\n", - "cw.rio.set_spatial_dims('lon', 'lat').rio.write_crs('EPSG:4326', inplace=True)\n", - "\n", - "hw.rio.clip(shp.geometry.values, shp.geometry.crs, drop=True)\n", - "cw.rio.clip(shp.geometry.values, shp.geometry.crs, drop=True)\n", - "\n", - "ds=pd.DataFrame(data={'hwave':(hw['heatwave_frequency']*~hw['heatwave_frequency'].isnull()).sum(dim=['lat', 'lon']) / hw['heatwave_frequency'].count(dim=['lat', 'lon']).to_numpy(),\n", - " 'cwave':(cw['coldwave_frequency']*~cw['coldwave_frequency'].isnull()).sum(dim=['lat', 'lon']) / cw['coldwave_frequency'].count(dim=['lat', 'lon']).to_numpy()\n", - " })\n", - "\n", - "ds" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "id": "58faa1f6-217c-437b-be70-0f362b5c6b1a", - "metadata": {}, - "outputs": [], - "source": [ - "import copy\n", - "ref2 = copy.deepcopy(mli2)\n", - "\n", - "for model in ['ACCESS-CM2', 'ACCESS-ESM1-5', 'BCC-CSM2-MR', 'CESM2-WACCM', 'CESM2']:\n", - " ref2[model]['hwave']=0\n", - " ref2[model]['cwave']=0" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "id": "5a3a0393-188c-4da7-a1c1-d5da0a621e48", - "metadata": {}, - "outputs": [], - "source": [ - "# Fit and Plot\n", - "\n", - "yproj2=pd.DataFrame()\n", - "for model in ['ACCESS-CM2', 'ACCESS-ESM1-5', 'BCC-CSM2-MR', 'CESM2-WACCM', 'CESM2']:\n", - " yproj2[model]=js_fgls.predict(mli2[model])\n", - " \n", - "yref2=pd.DataFrame()\n", - "for model in ['ACCESS-CM2', 'ACCESS-ESM1-5', 'BCC-CSM2-MR', 'CESM2-WACCM', 'CESM2']:\n", - " yref2[model]=js_fgls.predict(ref2[model])\n", - " \n", - "yproj5=pd.DataFrame()\n", - "for model in ['ACCESS-CM2', 'ACCESS-ESM1-5', 'BCC-CSM2-MR', 'CESM2-WACCM', 'CESM2']:\n", - " yproj5[model]=js_fgls.predict(mli5[model])" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "id": "20a9c503-09a7-41f7-a852-5290bcfbd268", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 104, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax=plt.subplot()\n", - "ax.plot(yproj2['BCC-CSM2-MR'], c='r')\n", - "ax.plot(yproj5['BCC-CSM2-MR'], c='c')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c1007bce-2476-4ce2-89c8-78644cdff1ea", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "dce129a0-32af-4b14-b88d-c35f12c5e0a2", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "80d0ce54-0b04-4852-be67-f2e33634df26", - "metadata": {}, - "outputs": [], - "source": [ - "def preds(ssp):\n", - " \n", - " def predict1(a, b):\n", - " with warnings.catch_warnings():\n", - " warnings.simplefilter(\"ignore\")\n", - " fxn()\n", - "\n", - " jss, zjs, ahs, jxs, hbs, hns = makedf(fetch(ssp, a, b))\n", - "\n", - " jss['PrimInd']=JSF['PrimInd']\n", - " zjs['PrimInd']=ZJF['PrimInd']\n", - " ahs['PrimInd']=AHF['PrimInd']\n", - " jxs['PrimInd']=JXF['PrimInd']\n", - " hbs['PrimInd']=HBF['PrimInd']\n", - " hns['PrimInd']=HNF['PrimInd']\n", - "\n", - " jss['MechPower']=JSF['MechPower']\n", - " zjs['MechPower']=ZJF['MechPower']\n", - " ahs['MechPower']=AHF['MechPower']\n", - " jxs['MechPower']=JXF['MechPower']\n", - " hbs['MechPower']=HBF['MechPower']\n", - " hns['MechPower']=HNF['MechPower']\n", - "\n", - " jss['dt']=JSF['dt']\n", - " zjs['dt']=ZJF['dt']\n", - " ahs['dt']=AHF['dt']\n", - " jxs['dt']=JXF['dt']\n", - " hbs['dt']=HBF['dt']\n", - " hns['dt']=HNF['dt']\n", - "\n", - " def reorder(df):\n", - " return df[[c for c in ['PrimInd', 'MechPower', 'dt'] if c in df]+[c for c in df if c not in ['PrimInd', 'MechPower', 'dt']]]\n", - "\n", - " jss=reorder(jss)\n", - " zjs=reorder(zjs)\n", - " ahs=reorder(ahs)\n", - " jxs=reorder(jxs)\n", - " hbs=reorder(hbs)\n", - " hns=reorder(hns)\n", - "\n", - " olspred=pd.DataFrame()\n", - " olspred['Jiangsu']=jsreg.predict(jss.values)\n", - " olspred['Zhejiang']=zjreg.predict(zjs.values)\n", - " olspred['Anhui']=ahreg.predict(ahs.values)\n", - " olspred['Jiangxi']=jxreg.predict(jxs.values)\n", - " olspred['Hubei']=hbreg.predict(hbs.values)\n", - " olspred['Hunan']=hnreg.predict(hns.values)\n", - "\n", - " fglspred=pd.DataFrame()\n", - " fglspred['Jiangsu']=js_fgls.predict(exog=jss.values)\n", - " fglspred['Zhejiang']=zj_fgls.predict(exog=zjs.values)\n", - " fglspred['Anhui']=ah_fgls.predict(exog=ahs.values)\n", - " fglspred['Jiangxi']=jx_fgls.predict(exog=jxs.values)\n", - " fglspred['Hubei']=hb_fgls.predict(exog=hbs.values)\n", - " fglspred['Hunan']=hn_fgls.predict(exog=hns.values)\n", - "\n", - " return pd.concat([olspred, fglspred], keys=['ols', 'fgls'])\n", - " \n", - " li=[]\n", - " for i in [0,1]:\n", - " for j in [0,1]:\n", - " li.append((i,j,predict1(i,j)))\n", - " \n", - " return li" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e7e14d3c-7326-4f8d-abef-8b406c051ed8", - "metadata": {}, - "outputs": [], - "source": [ - "ssp1=preds('ssp1_2_6')\n", - "ssp2=preds('ssp2_4_5')\n", - "ssp3=preds('ssp3_7_0')\n", - "ssp5=preds('ssp5_8_5')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4dbae73e-11d5-4c41-9d6b-cb91513905c3", - "metadata": {}, - "outputs": [], - "source": [ - "statusquo" - ] - }, - { - "cell_type": "markdown", - "id": "11386edb-5bdc-4caa-91e3-8d93c2c986d1", - "metadata": { - "tags": [] - }, - "source": [ - "## Fitting, Graphing" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7378e6b6-b41f-4d32-9e2d-b72c682951db", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "from scipy import stats\n", - "from sklearn.linear_model import LinearRegression\n", - "\n", - "def get_conf_int(alpha, lr, X, y):\n", - " \n", - " \"\"\"\n", - " Returns (1-alpha) 2-sided confidence intervals\n", - " for sklearn.LinearRegression coefficients\n", - " as a pandas DataFrame\n", - " \"\"\"\n", - " \n", - " coefs = np.r_[[lr.intercept_], lr.coef_]\n", - " X_aux = X.copy()\n", - " X_aux.insert(0, 'const', 1)\n", - " dof = -np.diff(X_aux.shape)[0]\n", - " mse = np.sum((y - lr.predict(X)) ** 2) / dof\n", - " var_params = np.diag(np.linalg.inv(X_aux.T.dot(X_aux)))\n", - " t_val = stats.t.isf(alpha/2, dof)\n", - " gap = t_val * np.sqrt(mse * var_params)\n", - "\n", - " return pd.DataFrame({\n", - " 'lower': coefs - gap, 'upper': coefs + gap\n", - " }, index=X_aux.columns)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2d4c3685-cc80-4372-a43b-a6e49c80a806", - "metadata": {}, - "outputs": [], - "source": [ - "ssp1[3][2].loc['ols']['Jiangsu']" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "067a7c5e-5620-4907-923a-93b388c902a1", - "metadata": {}, - "outputs": [], - "source": [ - "#predict_ax[0].plot(np.exp(statusquo[0][0]), c='#000000')\n", - "#predict_ax[0].plot(np.exp(statusquo[0][1]), c='#000000')\n", - "\n", - "colors=['r', 'brown', 'b', 'cyan']\n", - "\n", - "def expsum(statusquo,index):\n", - " sum=np.exp(statusquo[0][index])\n", - " for i in range(1, len(statusquo)):\n", - " sum=np.add(sum, np.exp(statusquo[i][index]))\n", - " \n", - " return sum\n", - "\n", - "def dfsspsum(tup, regtype):\n", - " dss=[]\n", - " for i in [0,1,2,3]:\n", - " dss.append((tup[i][0], tup[i][1], tup[i][2].loc[regtype].transform(np.exp)))\n", - " \n", - " ret=[]\n", - " for i in [0,1,2,3]:\n", - " ret.append((dss[i][0], dss[i][1], dss[i][2].sum(axis=1)))\n", - " \n", - " return ret\n", - "\n", - "status=expsum(statusquo,0)\n", - "gr1=dfsspsum(ssp1, 'ols')\n", - "gr2=dfsspsum(ssp2, 'ols')\n", - "gr3=dfsspsum(ssp3, 'ols')\n", - "gr5=dfsspsum(ssp5, 'ols')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "856e14a3-a0c5-40fb-b502-5402f33a42df", - "metadata": {}, - "outputs": [], - "source": [ - "cmap" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d5dff473-e8d7-493a-aaeb-db9d3d0f7b03", - "metadata": {}, - "outputs": [], - "source": [ - "c1='#2f9189'\n", - "c2='#919191'\n", - "c3='#809724'\n", - "c5='#9e7b1b'\n", - "\n", - "yo=1990\n", - "yf=2052\n", - "dyyyy=10\n", - "\n", - "plt.style.use('seaborn-v0_8-whitegrid')\n", - "\n", - "predict_f, predict_ax = plt.subplots(2,3,sharex=True, figsize=[12,8])\n", - "\n", - "predict_f.suptitle('Prediction of Average Grain Yield compared with the Status Quo as of 2021', y=0.95, fontsize=18)\n", - "predict_f.text(0.5, 0.05, 'Time [yyyy]', ha='center', fontsize=14)\n", - "predict_f.text(0.07, 0.5, 'Difference in Mean Grain Yield [t·ha$^{-1}$]', va='center', rotation='vertical', fontsize=14)\n", - "\n", - "\"\"\"\n", - "predict_ax[0,0].plot(status, c=c2)\n", - "\n", - "\n", - "for i in range(0,4):\n", - " predict_ax[0,0].plot(gr1[i][2], c=c1)\n", - " predict_ax[0,0].plot(gr2[i][2], c=c2)\n", - " predict_ax[0,0].plot(gr3[i][2], c=c2)\n", - " predict_ax[0,0].plot(gr5[i][2], c='cyan')\n", - "\n", - "\"\"\"\n", - "for n in range(0,6):\n", - " for i in range (0,4):\n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp1[i][2].loc['ols'][prov[n]].values), c='b')\n", - " #predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp2[i][2].loc['fgls'][prov[n]].values), c='#999999')\n", - " predict_ax[int(n/3)][n%3].axhline(y = 0, color = '#000000', linestyle = 'dashed') \n", - " \n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp3[i][2].loc['ols'][prov[n]].values), c='g')\n", - " #predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp3[i][2].loc['fgls'][prov[n]].values), c='#777777')\n", - "\n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp1[i][2].loc['ols'][prov[n]].values), c='y')\n", - " #predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp1[i][2].loc['fgls'][prov[n]].values), c=Ctr)\n", - "\n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp5[i][2].loc['ols'][prov[n]].values), c='#000000')\n", - " predict_ax[int(n/3)][n%3].plot(range(2022,2050),np.exp(ssp1[i][2].loc['fgls'][prov[n]].values)-np.exp(ssp3[i][2].loc['fgls'][prov[n]].values), c=bymodel[i])\n", - " \n", - " predict_ax[int(n/3)][n%3].set_title(prov[n])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "04fd7b52-c04e-4a7c-9e39-8c99cbc0b7a0", - "metadata": {}, - "outputs": [], - "source": [ - "fglsreg" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "71101024-9e50-47ec-8a47-3875ab5358c0", - "metadata": {}, - "outputs": [], - "source": [ - "bymodel=['darksalmon','lightblue','slategray','crimson']\n", - "plt.style.use('seaborn-v0_8-whitegrid')\n", - "\n", - "predict_f, predict_ax = plt.subplots(2,3,sharex=True, figsize=[12,8],dpi=300)\n", - "\n", - "predict_f.suptitle('Change in per-Hectare Grain Yield under Different SSP Emission Scenarios', fontsize=18)\n", - "predict_f.supxlabel('Time [yyyy]', ha='center', fontsize=14)\n", - "predict_f.supylabel('Difference in per-Hectare Grain Yield [t·ha$^{-1}$]', va='center', rotation='vertical', fontsize=14)\n", - "\n", - "n=0\n", - "\n", - "predict_ax[int(n/3)][n%3].axhline(y = 0, color = '#000000', linestyle = 'dashed') \n", - "\n", - "predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp2[i][2].loc['fgls'][prov[n]].values), label=\"SSP1-2.6\", c='goldenrod')\n", - "\n", - "#predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp3[i][2].loc['ols'][prov[n]].values), c='g')\n", - "predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp3[i][2].loc['fgls'][prov[n]].values), label=\"SSP2-4.5\", c='#dddddd')\n", - "\n", - "#predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp1[i][2].loc['ols'][prov[n]].values), c='y')\n", - "predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp1[i][2].loc['fgls'][prov[n]].values), label=\"SSP3-7.0\", c='#999999')\n", - "\n", - "predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp2[i][2].loc['fgls'][prov[n]].values), c='goldenrod')\n", - "\n", - "#predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp5[i][2].loc['ols'][prov[n]].values), c='#000000')\n", - "predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp5[i][2].loc['fgls'][prov[n]].values), label=\"SSP5-8.5\", c='chocolate')\n", - "\n", - "predict_ax[int(n/3)][n%3].set_title(prov[n])\n", - "\n", - "for n in range(1,6):\n", - " i = 3\n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp1[i][2].loc['ols'][prov[n]].values), c='b')\n", - " \n", - " predict_ax[int(n/3)][n%3].axhline(y = 0, color = '#000000', linestyle = 'dashed') \n", - " \n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp3[i][2].loc['ols'][prov[n]].values), c='g')\n", - " predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp3[i][2].loc['fgls'][prov[n]].values), c='#dddddd')\n", - "\n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp1[i][2].loc['ols'][prov[n]].values), c='y')\n", - " predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp1[i][2].loc['fgls'][prov[n]].values), c='#999999')\n", - " \n", - " predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp2[i][2].loc['fgls'][prov[n]].values), c='goldenrod')\n", - "\n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp5[i][2].loc['ols'][prov[n]].values), c='#000000')\n", - " predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp5[i][2].loc['fgls'][prov[n]].values), c='chocolate')\n", - " \n", - " predict_ax[int(n/3)][n%3].set_title(prov[n])\n", - "\n", - "predict_f.legend(loc='center right')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f358ba0c-cdce-4a00-bf3b-8f5871dc1e3e", - "metadata": {}, - "outputs": [], - "source": [ - "c1='#2f9189'\n", - "c2='#919191'\n", - "c3='#809724'\n", - "c5='#9e7b1b'\n", - "\n", - "yo=1990\n", - "yf=2052\n", - "dyyyy=10\n", - "\n", - "plt.style.use('seaborn-v0_8-whitegrid')\n", - "\n", - "predict_f, predict_ax = plt.subplots(2,3, sharey=False, figsize=[12,8],dpi=300)\n", - "\n", - "predict_f.suptitle('Model Yield Prediction Difference between SSP2-4.5 and SSP5-8.5', y=0.95, fontsize=18)\n", - "predict_f.supxlabel( 'Time [yyyy]', ha='center', fontsize=14)\n", - "predict_f.supylabel( 'Difference in per-Hectare Grain Yield [t·ha$^{-1}$]', va='center', rotation='vertical', fontsize=14)\n", - "\n", - "\"\"\"\n", - "predict_ax[0,0].plot(status, c=c2)\n", - "\n", - "\n", - "for i in range(0,4):\n", - " predict_ax[0,0].plot(gr1[i][2], c=c1)\n", - " predict_ax[0,0].plot(gr2[i][2], c=c2)\n", - " predict_ax[0,0].plot(gr3[i][2], c=c2)\n", - " predict_ax[0,0].plot(gr5[i][2], c='cyan')\n", - "\n", - "\"\"\"\n", - "\n", - "\n", - "\n", - "\n", - "n=0\n", - "ds=np.exp(ssp1[i][2].loc['fgls'][prov[n]].values)-np.exp(ssp3[i][2].loc['fgls'][prov[n]].values)\n", - "predict_ax[int(n/3)][n%3].axhline(y = 0, color = '#000000', linestyle = 'dashed') \n", - "for i in range (2,4):\n", - "\n", - " ds=pd.concat([pd.DataFrame(ds), pd.DataFrame(-np.exp(ssp1[i][2].loc['fgls'][prov[n]].values)+np.exp(ssp5[i][2].loc['fgls'][prov[n]].values))],axis=1)\n", - "\n", - "#predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp5[i][2].loc['ols'][prov[n]].values), c='#000000')\n", - "predict_ax[int(n/3)][n%3].plot(ds.index, ds.mean(axis=1).values, label='Mean', color='teal')\n", - "predict_ax[int(n/3)][n%3].fill_between(ds.index, ds.max(axis=1).values, ds.min(axis=1).values, label='Range', color='cadetblue', alpha=.2)\n", - "z = np.polyfit(ds.index, ds.mean(axis=1).values, 3)\n", - "p = np.poly1d(z)\n", - "predict_ax[int(n/3)][n%3].plot(ds.index, p(ds.index), label='Trend', color='lightseagreen')\n", - "\n", - "predict_ax[int(n/3)][n%3].set_title(prov[n])\n", - "\n", - "for n in range(1,6):\n", - " ds=np.exp(ssp1[i][2].loc['fgls'][prov[n]].values)-np.exp(ssp3[i][2].loc['fgls'][prov[n]].values)\n", - " predict_ax[int(n/3)][n%3].axhline(y = 0, color = '#000000', linestyle = 'dashed') \n", - " for i in range (2,4):\n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp1[i][2].loc['ols'][prov[n]].values), c='b')\n", - " #predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp2[i][2].loc['fgls'][prov[n]].values), c='#999999')\n", - " \n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp3[i][2].loc['ols'][prov[n]].values), c='g')\n", - " #predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp3[i][2].loc['fgls'][prov[n]].values), c='#777777')\n", - "\n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp1[i][2].loc['ols'][prov[n]].values), c='y')\n", - " #predict_ax[int(n/3)][n%3].plot(range(2022,2050),-np.exp(statusquo[n][1])+np.exp(ssp1[i][2].loc['fgls'][prov[n]].values), c=Ctr)\n", - " \n", - " ds=pd.concat([pd.DataFrame(ds), pd.DataFrame(-np.exp(ssp1[i][2].loc['fgls'][prov[n]].values)+np.exp(ssp5[i][2].loc['fgls'][prov[n]].values))],axis=1)\n", - " \n", - " #predict_ax[int(n/3)][n%3].plot(-np.exp(statusquo[n][0])+np.exp(ssp5[i][2].loc['ols'][prov[n]].values), c='#000000')\n", - " predict_ax[int(n/3)][n%3].plot(ds.index, ds.mean(axis=1).values, color='teal')\n", - " predict_ax[int(n/3)][n%3].fill_between(ds.index, ds.max(axis=1).values, ds.min(axis=1).values, color='cadetblue', alpha=.2)\n", - " z = np.polyfit(ds.index, ds.mean(axis=1).values, 3)\n", - " p = np.poly1d(z)\n", - " predict_ax[int(n/3)][n%3].plot(ds.index, p(ds.index), color='lightseagreen')\n", - " \n", - " predict_ax[int(n/3)][n%3].set_title(prov[n])\n", - " \n", - "predict_f.legend(loc='center right')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3d947b45-9e46-4bd9-bca1-d68ceb6b95cf", - "metadata": {}, - "outputs": [], - "source": [ - "ds" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1d0e3b16-78d2-49d6-b6b0-2f1652ab2c08", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ba9ff147-deac-4497-8862-fd4a0a5232b0", - "metadata": {}, - "outputs": [], - "source": [ - "predict_f" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2cdfa200-ac71-4138-bb6b-34263ddef21f", - "metadata": {}, - "outputs": [], - "source": [ - "plt.style.use('seaborn-v0_8-whitegrid')\n", - "\n", - "f, ax = plt.subplots(2,3,sharex=True, figsize=[12,8])\n", - "\n", - "for n in range(0,6):\n", - " df=ssp1[i][2].loc['fgls'][prov[n]]\n", - " for i in range(1,4):\n", - " df=pd.concat([pd.DataFrame(df), pd.DataFrame(ssp1[i][2].loc['fgls'][prov[n]])],axis=1)\n", - "\n", - " ax[int(n/3)][n%3].plot(df.index, np.exp(df.mean(axis=1).values), color='blue')\n", - " ax[int(n/3)][n%3].fill_between(df.index, np.exp(df.max(axis=1).values), np.exp(df.min(axis=1).values), color='blue', alpha=.1)\n", - " \n", - " df=ssp5[i][2].loc['fgls'][prov[n]]\n", - " for i in range(1,4):\n", - " df=pd.concat([pd.DataFrame(df), pd.DataFrame(ssp5[i][2].loc['fgls'][prov[n]])],axis=1)\n", - "\n", - " ax[int(n/3)][n%3].plot(df.index, np.exp(df.mean(axis=1).values), color='red')\n", - " ax[int(n/3)][n%3].fill_between(df.index, np.exp(df.max(axis=1).values), np.exp(df.min(axis=1).values), color='red', alpha=.1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8cd30cab-0096-4fb7-a444-1ec092b4db57", - "metadata": {}, - "outputs": [], - "source": [ - "df" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f74ea05b-d012-4af6-a6e4-19f65829f9e6", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "b575e30b-d4db-4dcd-ad32-c4b0972fe534", - "metadata": {}, - "source": [ - "# Plotting and Figures" - ] - }, - { - "cell_type": "markdown", - "id": "9c56c312-8a40-4f00-b6aa-a4773d6f2e85", - "metadata": { - "collapsed": true, - "jupyter": { - "outputs_hidden": true - } - }, - "source": [ - "## Climate Indicators" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c4650510-f925-4912-b252-5ba01de489e8", - "metadata": {}, - "outputs": [], - "source": [ - "import cartopy.crs as ccrs\n", - "\n", - "%matplotlib inline\n", - "f, ax = plt.subplots(1, 5, figsize= (15,3))\n", - "\n", - "yr=1990+13\n", - "\n", - "ax[0].pcolormesh(multitemp.air[yr-1948,:], cmap='Greys')\n", - "ax[1].pcolormesh(multisoil.soilw[yr-1948,:], cmap='Greys')\n", - "ax[2].pcolormesh(multiprecip.precip[yr-1990,:], cmap='Greys')\n", - "ax[3].pcolormesh(multihwave.HeatWaveOccurence[:,:,yr-1980], cmap='Greys')\n", - "ax[4].pcolormesh(multicwave.tmin[:,:,yr-1980], cmap='Greys')\n", - "\n", - "ax[0].set_title(str(yr)+' Mean Temperature')\n", - "ax[1].set_title(str(yr)+' Soil Moisture Index')\n", - "ax[2].set_title(str(yr)+' Mean Precipitation')\n", - "ax[3].set_title(str(yr)+' Heatwave Frequency')\n", - "ax[4].set_title(str(yr)+' Coldwave Frequency')\n", - "\n", - "for sub in ax:\n", - " sub.invert_yaxis()\n", - " sub.axis('equal')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cf4e4676-e0da-4ac5-994d-f11d748e2658", - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.7" - }, - "toc-autonumbering": false, - "toc-showcode": false, - "toc-showmarkdowntxt": false, - "toc-showtags": false - }, - "nbformat": 4, - "nbformat_minor": 5 -}