{

 "cells": [

  {

   "cell_type": "markdown",

   "id": "46113492-8d02-4dc6-af74-6e12f193cd70",

   "metadata": {},

   "source": [

    "## Atlas subset of T cells"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "4a0ec7db-5ebb-4777-818f-05b630d7a9b3",

   "metadata": {},

   "source": [

    "We are subsetting to T cells and performing a simple clustering analyis on the unintegrated space."

   ]

  },

  {

   "cell_type": "markdown",

   "id": "c01df305-1c9e-4f1a-a0e6-22d44b5ed2bc",

   "metadata": {},

   "source": [

    "__created__ = \"2024-06-24 Mon 11:23:47 BST\" \n",

    "\n",

    "__updated__ = \"2024-06-24\"\n",

    "\n",

    "__version__ = \"0.0.9\"\n",

    "\n",

    "__status__ = \"Prototype\"\n",

    "\n",

    "__copyright__ = \"Copyright 2024-06-24, The Wellcome Sanger Institute\"\n",

    "\n",

    "__license__ = \"GPL\"\n",

    "\n",

    "__maintainer__ = \"Ciro Ramírez-Suástegui\"\n",

    "\n",

    "__author__ = \"Ciro Ramírez-Suástegui\"\n",

    "\n",

    "__email__ = \"cs59@sanger.ac.uk, cramsuig@gmail.com\""

   ]

  },

  {

   "cell_type": "markdown",

   "id": "202c7b19-1f42-4532-90a3-a6ff9718ed78",

   "metadata": {},

   "source": [

    "#### Structure <a class=\"anchor\" id=\"menu\"></a>"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "432c6fae-f829-4947-85b8-31e08b0d290d",

   "metadata": {},

   "source": [

    "* [Global variables and paths](#bullet1)\n",

    "* [Loading data](#bullet2)\n",

    "* [Pre-processing](#bullet3)\n",

    "* [Main](#bullet4)\n",

    "* [Conclusions](#bullet5)\n",

    "* [Save](#bullet6)"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "650302e9-9be3-4d64-9259-52a2f496bfaa",

   "metadata": {},

   "source": [

    "### Environment setup"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "9aa8ce32-3b24-40f1-8462-6f7eec2725bb",

   "metadata": {},

   "source": [

    "Dependencies: functions and packages"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 1,

   "id": "8b71f7c9-1c35-415b-893c-4dde7534f054",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "import importlib.util as importlib_util\n",

    "is_pynb = importlib_util.find_spec(\"get_ipython\")\n",

    "if is_pynb is not None:\n",

    "    %load_ext autoreload\n",

    "    %autoreload 2"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 2,

   "id": "cde17e42-7e06-48da-81db-d8eff7282307",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "style = importlib_util.find_spec(\"lab_black\")\n",

    "if is_pynb is not None and style is not None:\n",

    "        %load_ext lab_black"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 3,

   "id": "fb5cd368-58cc-4ba8-912b-0bf1d528d951",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "# basic modules\n",

    "import warnings, os, sys, re, time\n",

    "import inspect, pickle\n",

    "import logging, yaml"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 4,

   "id": "689e6a9e-12a1-416a-abb5-557dc440d6d8",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "# Script's directory\n",

    "try:\n",

    "    __file__\n",

    "except NameError:\n",

    "  temp=!echo $(pwd)\n",

    "  __file__=temp[0]"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 5,

   "id": "fd5f0747-c816-41ef-b598-0c82edc55d33",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "project_dir = os.path.dirname(os.path.realpath(__file__))\n",

    "if os.path.basename(project_dir) != os.path.basename(os.getcwd()):\n",

    "    os.chdir(project_dir)"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 6,

   "id": "e595ca5f-3c14-4d54-b932-cde5e4c39f96",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n",

    "warnings.simplefilter(action=\"ignore\", category=UserWarning)"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 7,

   "id": "8a70d113-c6e3-48a1-90a3-27c3842f3367",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "# in-house/developing modules"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 8,

   "id": "6cd68fb6-c181-4831-8c97-ba01f5ece441",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "# tools modules\n",

    "import numpy as np\n",

    "import pandas as pd\n",

    "import scanpy as sc\n",

    "import matplotlib.pyplot as plt\n",

    "import matplotlib.figure as mplfig # to check for Figure type"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 9,

   "id": "517fa9d7-b4fa-4ebc-a7bc-6431b5aa12fd",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "if is_pynb is not None:\n",

    "    !echo \"${HOSTNAME} | ${SLURMD_NODENAME} ${PBS_NODEFILE}\"\n",

    "homename = os.environ.get('USER', os.environ.get('USERNAME'))\n",

    "logging.info(f'Environment: {re.sub(\".*\"+homename+\"|.os.py\", \"\", os.__file__)}')\n",

    "logging.info(f'Working at: {re.sub(\".*\"+homename, \"\", os.getcwd())}')"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "c04ac600-e3e7-4323-9e95-927c1b93d77e",

   "metadata": {},

   "source": [

    "### [Global variables and paths](#menu) <a class=\"anchor\" id=\"bullet1\"></a>"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 10,

   "id": "3b2ebeb4-f365-4ea2-83f3-66639782daca",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "inputs_file = \"/lustre/scratch126/cellgen/team298/ab72/CTCL/objects-new/8_CTCL+PRJ+HRA+flex_4k_5dim_100hidd_raw_flex_corrected_leiden_broad_ct.h5ad\"\n",

    "markers1_file = \"data/markers_paper-epidermis_wang-drummond.yaml\"\n",

    "markers0_file = \"data/markers_paper-ctcl_li-strobl-poyner.yaml\"\n",

    "output_dir = \"results/atlas_annotation\"\n",

    "figure_dir = \"figures/atlas_annotation\""

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 11,

   "id": "3adf7a9a-16c0-4d62-9143-5c3088679c03",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "OUTPUTS = dict()"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "da31a0d0-46b0-4d87-a314-57db29cbd6b2",

   "metadata": {},

   "source": [

    "#### Visualisation parameters"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 12,

   "id": "ce68f057-2895-44ea-89a1-675b71f6caf3",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "name": "stdout",

     "output_type": "stream",

     "text": [

      "figure.figsize         [6.4, 4.8] > [7.0, 7.0]\n",

      "figure.dpi             100.0 > 150.0\n",

      "figure.frameon         True > False\n",

      "savefig.dpi            figure > 190.0\n",

      "savefig.bbox           None > tight\n",

      "savefig.transparent    False > True\n"

     ]

    }

   ],

   "source": [

    "rcParams_dict = {\n",

    "  \"figure.figsize\": (7, 7), \"figure.dpi\": 150, \"figure.frameon\": False,\n",

    "  \"savefig.dpi\": 190, \"savefig.bbox\": \"tight\", \"savefig.transparent\": True\n",

    "}\n",

    "for i in rcParams_dict.keys():\n",

    "  print(i.ljust(22, ' '), plt.rcParams[i], end=\" > \")\n",

    "  plt.rcParams[i] = rcParams_dict[i]\n",

    "  print(plt.rcParams[i])"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "86ac881b-bbce-43d1-8d33-54af2dcc748e",

   "metadata": {},

   "source": [

    "#### Scanpy settings and logging"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 13,

   "id": "4765ac6f-08b7-44a9-aafb-ecd47cc44973",

   "metadata": {

    "scrolled": true,

    "tags": []

   },

   "outputs": [

    {

     "name": "stdout",

     "output_type": "stream",

     "text": [

      "-----\n",

      "anndata     0.10.6\n",

      "scanpy      1.10.0rc2.dev29+gc68557c5\n",

      "-----\n",

      "PIL                 10.3.0\n",

      "asciitree           NA\n",

      "asttokens           NA\n",

      "cloudpickle         3.0.0\n",

      "colorama            0.4.6\n",

      "comm                0.2.2\n",

      "cycler              0.12.1\n",

      "cython_runtime      NA\n",

      "cytoolz             0.12.3\n",

      "dask                2024.4.0\n",

      "dateutil            2.9.0\n",

      "debugpy             1.8.1\n",

      "decorator           5.1.1\n",

      "exceptiongroup      1.2.0\n",

      "executing           2.0.1\n",

      "h5py                3.10.0\n",

      "igraph              0.11.4\n",

      "ipykernel           6.29.3\n",

      "jedi                0.19.1\n",

      "jinja2              3.1.3\n",

      "joblib              1.3.2\n",

      "kiwisolver          1.4.5\n",

      "legacy_api_wrap     NA\n",

      "leidenalg           0.10.2\n",

      "llvmlite            0.42.0\n",

      "lz4                 4.3.3\n",

      "markupsafe          2.1.5\n",

      "matplotlib          3.8.3\n",

      "mpl_toolkits        NA\n",

      "msgpack             1.0.7\n",

      "natsort             8.4.0\n",

      "numba               0.59.1\n",

      "numcodecs           0.12.1\n",

      "numpy               1.26.4\n",

      "packaging           24.0\n",

      "pandas              2.2.1\n",

      "parso               0.8.4\n",

      "pickleshare         0.7.5\n",

      "platformdirs        4.2.1\n",

      "prompt_toolkit      3.0.42\n",

      "psutil              5.9.8\n",

      "pure_eval           0.2.2\n",

      "pyarrow             15.0.2\n",

      "pydev_ipython       NA\n",

      "pydevconsole        NA\n",

      "pydevd              2.9.5\n",

      "pydevd_file_utils   NA\n",

      "pydevd_plugins      NA\n",

      "pydevd_tracing      NA\n",

      "pygments            2.18.0\n",

      "pyparsing           3.1.2\n",

      "pytz                2024.1\n",

      "scipy               1.12.0\n",

      "session_info        1.0.0\n",

      "six                 1.16.0\n",

      "sklearn             1.4.1.post1\n",

      "sparse              0.15.1\n",

      "stack_data          0.6.2\n",

      "tblib               3.0.0\n",

      "texttable           1.7.0\n",

      "threadpoolctl       3.4.0\n",

      "tlz                 0.12.3\n",

      "toolz               0.12.1\n",

      "tornado             6.4\n",

      "traitlets           5.14.3\n",

      "typing_extensions   NA\n",

      "wcwidth             0.2.13\n",

      "yaml                6.0.1\n",

      "zarr                2.17.1\n",

      "zipp                NA\n",

      "zmq                 26.0.3\n",

      "zoneinfo            NA\n",

      "-----\n",

      "IPython             8.22.2\n",

      "jupyter_client      8.6.1\n",

      "jupyter_core        5.7.2\n",

      "-----\n",

      "Python 3.10.14 | packaged by conda-forge | (main, Mar 20 2024, 12:45:18) [GCC 12.3.0]\n",

      "Linux-5.15.0-112-generic-x86_64-with-glibc2.35\n",

      "-----\n",

      "Session information updated at 2024-06-24 17:48\n"

     ]

    }

   ],

   "source": [

    "sc.logging.print_versions()"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 14,

   "id": "234ad278-9aa3-46f0-a09d-a27368012cbd",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "sc.settings.figdir = figure_dir"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "7cc5d1f8-3bb2-4e01-bdb3-6a65d85010e5",

   "metadata": {},

   "source": [

    "### [Loading data](#menu) <a class=\"anchor\" id=\"bullet2\"></a>"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 15,

   "id": "d9484830-7c05-490b-be30-137589ee93db",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "adata = sc.read(inputs_file, backed=\"r\")"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 16,

   "id": "13cae06b-c19e-472a-b733-37c44ad9794d",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "data": {

      "text/plain": [

       "AnnData object with n_obs × n_vars = 419579 × 15790 backed at '/lustre/scratch126/cellgen/team298/ab72/CTCL/objects-new/8_CTCL+PRJ+HRA+flex_4k_5dim_100hidd_raw_flex_corrected_leiden_broad_ct.h5ad'\n",

       "    obs: 'batch', 'n_counts', 'n_genes', 'percent_mito', 'study', 'donor', 'tech', 'cell_type', 'groups1', 'groups', 'broad_ct', 'tissue'\n",

       "    uns: '_scvi_manager_uuid', '_scvi_uuid', 'broad_ct_colors', 'groups1_colors', 'hvg', 'leiden', 'log1p', 'neighbors', 'tech_colors'\n",

       "    obsm: 'X_scVI', 'X_scVI_MDE', '_scvi_extra_categorical_covs'\n",

       "    layers: 'raw_counts'\n",

       "    obsp: 'connectivities', 'distances'"

      ]

     },

     "execution_count": 16,

     "metadata": {},

     "output_type": "execute_result"

    }

   ],

   "source": [

    "adata"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 17,

   "id": "70d1c77a-3ef4-4955-bebd-c10883dbd125",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "with open(markers1_file, \"r\") as stream:\n",

    "    try:\n",

    "        markers1 = yaml.safe_load(stream)\n",

    "    except yaml.YAMLError as exc:\n",

    "        print(exc)\n",

    "\n",

    "with open(markers0_file, \"r\") as stream:\n",

    "    try:\n",

    "        markers0 = yaml.safe_load(stream)\n",

    "    except yaml.YAMLError as exc:\n",

    "        print(exc)"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 18,

   "id": "db67381e-94a8-4150-9c54-453d1dffff39",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "data": {

      "text/plain": [

       "{'Keratinocytes': ['KRT5', 'KRT14', 'KRT1', 'KRT10'],\n",

       " 'Fibroblasts': ['COL1A1', 'COL1A2', 'DCN', 'FBN1'],\n",

       " 'Immune Cells': ['CD3D', 'CD3E', 'CD19', 'CD79A', 'CD14', 'CD68'],\n",

       " 'Melanocytes': ['PMEL', 'MLANA'],\n",

       " 'Langerhans Cells': ['CD1A', 'CD207'],\n",

       " 'Adipocytes': ['ADIPOQ', 'PPARG'],\n",

       " 'Endothelial Cells': ['CDH5', 'PECAM1'],\n",

       " 'Mesenchymal Cells': ['CD90'],\n",

       " 'Merkel Cells': ['ATOH1', 'KRT20'],\n",

       " 'Dendritic Cells': ['CD1C', 'CD11C'],\n",

       " 'Basal Stem Cell (BAS)': ['KRT14',\n",

       "  'KRT5',\n",

       "  'CDH3',\n",

       "  'ASS1',\n",

       "  'COL17A1',\n",

       "  'POSTN',\n",

       "  'KRT6A',\n",

       "  'KRT16',\n",

       "  'KRT19'],\n",

       " 'Spinous Cell (SPN)': ['KRT1', 'KRT10', 'DSG1', 'CDH1'],\n",

       " 'Granular Keratinocyte (GRN)': ['DSC1', 'KRT2', 'IVL', 'TGM3'],\n",

       " 'Melanocyte (MEL)': ['MITF', 'MLANA'],\n",

       " 'Basal Type I (BAS-I)': ['PTTG1', 'CDC20'],\n",

       " 'Basal Type II (BAS-II)': ['RRM2', 'HELLS', 'UHRF1', 'PCLAF'],\n",

       " 'Basal Type III (BAS-III)': ['ASS1', 'COL17A1', 'POSTN'],\n",

       " 'Basal Type IV (BAS-IV)': ['GJB2', 'KRT6A', 'KRT16'],\n",

       " 'Granular Keratinocyte Genes': ['ZNF750', 'SPINK5', 'CALML5'],\n",

       " 'Langerhans Cell': ['CD74'],\n",

       " 'T Cells': ['CD3D', 'CD3E'],\n",

       " 'B Cells': ['CD19', 'CD79A'],\n",

       " 'Macrophages': ['CD68', 'CD163'],\n",

       " 'Mast Cells': ['TPSAB1', 'TPSB2'],\n",

       " 'Neutrophils': ['S100A8', 'S100A9'],\n",

       " 'Eosinophils': ['CLC', 'EPX'],\n",

       " 'Basophils': ['CPA3', 'HDC'],\n",

       " 'Pericytes': ['PDGFRB', 'RGS5'],\n",

       " 'Schwann Cells': ['MPZ', 'S100B'],\n",

       " 'Hair Follicle Cells': ['KRT15', 'KRT19'],\n",

       " 'Sebocytes': ['FASN', 'ELOVL6'],\n",

       " 'Sweat Gland Cells': ['CA2', 'SLC26A4'],\n",

       " 'Fibroblasts Group 1': ['CD26', 'COL6A5', 'PRG4'],\n",

       " 'Fibroblasts Group 2': ['MFAP5', 'COL6A5', 'PRG4'],\n",

       " 'Fibroblasts Group 3': ['COL6A5', 'COL23A1', 'HSPB3'],\n",

       " 'Fibroblasts Group 4': ['CD26', 'MFAP5', 'PRG4']}"

      ]

     },

     "execution_count": 18,

     "metadata": {},

     "output_type": "execute_result"

    }

   ],

   "source": [

    "markers1"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 19,

   "id": "2d1d3487-6e90-466d-9338-f34e33f551cf",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "data": {

      "text/plain": [

       "{'APC': ['CCR7', 'IDO1'],\n",

       " 'B/Plasma': ['CD79A', 'IGKC'],\n",

       " 'Fibro': ['LUM', 'DCN'],\n",

       " 'KC': ['KRT14', 'KRTDAP'],\n",

       " 'L-Endo': ['PDPN', 'TFF3'],\n",

       " 'Mast': ['TPSAB1', 'TPSB2'],\n",

       " 'Melano': ['TYRP1', 'PMEL'],\n",

       " 'NK/ILC': ['NKG7', 'XCL1'],\n",

       " 'Pericyte': ['RGS5', 'TAGLN'],\n",

       " 'T cell': ['CD3D', 'CD3E'],\n",

       " 'V Endo': ['PLVAP', 'PECAM1']}"

      ]

     },

     "execution_count": 19,

     "metadata": {},

     "output_type": "execute_result"

    }

   ],

   "source": [

    "markers0"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "e47a1362-c840-45fa-b61a-b211ca9719e3",

   "metadata": {},

   "source": [

    "### [Pre-processing](#menu) <a class=\"anchor\" id=\"bullet3\"></a>"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 20,

   "id": "aadb9b7c-242c-4071-b986-3a12f433737a",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "data": {

      "text/html": [

       "<div>\n",

       "<style scoped>\n",

       "    .dataframe tbody tr th:only-of-type {\n",

       "        vertical-align: middle;\n",

       "    }\n",

       "\n",

       "    .dataframe tbody tr th {\n",

       "        vertical-align: top;\n",

       "    }\n",

       "\n",

       "    .dataframe thead th {\n",

       "        text-align: right;\n",

       "    }\n",

       "</style>\n",

       "<table border=\"1\" class=\"dataframe\">\n",

       "  <thead>\n",

       "    <tr style=\"text-align: right;\">\n",

       "      <th></th>\n",

       "    </tr>\n",

       "  </thead>\n",

       "  <tbody>\n",

       "    <tr>\n",

       "      <th>SAMD11</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>NOC2L</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>KLHL17</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>PLEKHN1</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>HES4</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>...</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>MT-ND4L</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>MT-ND4</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>MT-ND5</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>MT-ND6</th>\n",

       "    </tr>\n",

       "    <tr>\n",

       "      <th>MT-CYB</th>\n",

       "    </tr>\n",

       "  </tbody>\n",

       "</table>\n",

       "<p>15790 rows × 0 columns</p>\n",

       "</div>"

      ],

      "text/plain": [

       "Empty DataFrame\n",

       "Columns: []\n",

       "Index: [SAMD11, NOC2L, KLHL17, PLEKHN1, HES4, ISG15, AGRN, RNF223, C1orf159, TTLL10, TNFRSF18, TNFRSF4, SDF4, B3GALT6, C1QTNF12, UBE2J2, SCNN1D, ACAP3, PUSL1, INTS11, CPTP, TAS1R3, DVL1, MXRA8, AURKAIP1, CCNL2, ANKRD65, VWA1, ATAD3C, ATAD3B, ATAD3A, TMEM240, SSU72, FNDC10, MIB2, MMP23B, CDK11B, CDK11A, NADK, GNB1, CALML6, TMEM52, CFAP74, GABRD, PRKCZ, FAAP20, SKI, RER1, PEX10, PLCH2, PANK4, HES5, TNFRSF14, PRXL2B, MMEL1, PRDM16, ARHGEF16, MEGF6, TPRG1L, WRAP73, TP73, SMIM1, LRRC47, CEP104, DFFB, C1orf174, AJAP1, NPHP4, KCNAB2, CHD5, RNF207, ICMT, GPR153, ACOT7, HES2, ESPN, TNFRSF25, PLEKHG5, NOL9, TAS1R1, ZBTB48, KLHL21, PHF13, THAP3, DNAJC11, CAMTA1, VAMP3, PER3, UTS2, TNFRSF9, ERRFI1, SLC45A1, RERE, ENO1, CA6, SLC2A7, SLC2A5, GPR157, H6PD, SPSB1, ...]\n",

       "\n",

       "[15790 rows x 0 columns]"

      ]

     },

     "execution_count": 20,

     "metadata": {},

     "output_type": "execute_result"

    }

   ],

   "source": [

    "adata.var"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 21,

   "id": "41644751-df78-4ff7-9266-d7ef78d1c707",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "name": "stdout",

     "output_type": "stream",

     "text": [

      "Mesenchymal Cells has no features in data\n",

      "Merkel Cells has no features in data\n",

      "Mast Cells has no features in data\n"

     ]

    }

   ],

   "source": [

    "markers1_genes_dict = {}\n",

    "for i in markers1.keys():\n",

    "    temp = list(markers1[i])\n",

    "    intersetion_i = set.intersection(set(temp), set(adata.var_names))\n",

    "    if len(intersetion_i) > 0:\n",

    "        markers1_genes_dict[i] = intersetion_i\n",

    "    else:\n",

    "        print(f\"{i} has no features in data\")"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 22,

   "id": "3dd65ab5-f868-403b-a506-417f26c74f35",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "name": "stdout",

     "output_type": "stream",

     "text": [

      "Mast has no features in data\n"

     ]

    }

   ],

   "source": [

    "markers0_genes_dict = {}\n",

    "for i in markers0.keys():\n",

    "    temp = list(markers0[i])\n",

    "    intersetion_i = set.intersection(set(temp), set(adata.var_names))\n",

    "    if len(intersetion_i) > 0:\n",

    "        markers0_genes_dict[i] = intersetion_i\n",

    "    else:\n",

    "        print(f\"{i} has no features in data\")"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 23,

   "id": "8f620f43-a724-47e6-8c13-cb37eeec5e07",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "name": "stdout",

     "output_type": "stream",

     "text": [

      "TPST1\n",

      "TPSD1\n",

      "TPST2\n"

     ]

    }

   ],

   "source": [

    "for i in adata.var_names:\n",

    "    if i.startswith(\"TPS\"):\n",

    "        print(i)"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "76482ab4-e400-4195-bafa-74e8f8b6ab76",

   "metadata": {},

   "source": [

    "### [Main](#menu) <a class=\"anchor\" id=\"bullet4\"></a>"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 24,

   "id": "2a326b3a-007f-4bd5-9afc-a79a0f11fcd9",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "fname = \"markers0_broad-ct\"\n",

    "OUTPUTS[fname] = sc.pl.dotplot(\n",

    "    adata, markers0_genes_dict, groupby=\"broad_ct\", return_fig=True\n",

    ");"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 25,

   "id": "607c76e6-55e5-41a4-b89a-ffd023973720",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "fname = \"markers0_broad-ct_scaled-var\"\n",

    "OUTPUTS[fname] = sc.pl.dotplot(\n",

    "    adata, markers0_genes_dict, groupby=\"broad_ct\", standard_scale=\"var\", return_fig=True\n",

    ");"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 33,

   "id": "6ad4bda0-6c2a-402f-9565-9d614ba0aecd",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "fname = \"markers1_broad-ct\"\n",

    "OUTPUTS[fname] = sc.pl.dotplot(\n",

    "    adata, markers1_genes_dict, groupby=\"broad_ct\", return_fig=True\n",

    ");"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 38,

   "id": "e1b600a8-2f0f-4786-b939-2aa850e7d2ff",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "fname = \"markers1_broad-ct_scaled-var\"\n",

    "OUTPUTS[fname] = sc.pl.dotplot(\n",

    "    adata, markers1_genes_dict, groupby=\"broad_ct\", standard_scale=\"var\", return_fig=True\n",

    ");"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 39,

   "id": "4a31e62d-80ec-44cd-bfe5-4e72289a16a4",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

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dCg4O1sKFCxUbGyvDMOTk5KQOHTrIz89P7dq1k6OjI3Ofy7B2BgAAAJCR/Pnzq0uXLgoNDU29VrFiRaWkpOj06dOp11566SVt375dly9fNiMmgEzUt29fXbt2TUuXLpXFYlHt2rVVtmxZSdLZs2e1f/9+paSkqH379qkHLN1nGIYCAwPNiJ2rMEe5F3NvH5gnAPaMQggAAAAAgGypUqVK8vDw0Pbt2yVJe/bsUcOGDTVs2DB99tlnqf26deumX375RVevXjUrKjLRiRMntGPHDvn4+KR5mHX37t165513dOjQIZUtW1bjxo1Tp06dTEwKILu7efOmtm3bpoMHD+rKlSuKi4uTq6urPDw85O3trcaNG8vFxcXsmACykT9vuntUhmEoKSkpkxMByK4ohJCxzp07a9myZVq5cqXatGkjSYqNjVWlSpV048YNLVy4UF26dEk3rlq1asqTJ0+6AgrImfbt26fQ0FDNmzcv9QF0fpfwZ/fXZJ6ennrjjTfk7++vChUqpOvHZvicKykpSStXrlRISIhWrFihu3fvyjAMubm5qVu3blq3bp2io6OZewAAAADIxUqUKKG6detq+fLlkqSLFy+qZMmS6tmzp2bPnp3az9/fX4sXL9atW7dMSgogs1gslsceaxgGnyXZAHOUezH39oF5AmDPHM0OAAAAAABARho1aqR58+bp559/VvPmzfXpp5/KMAx16NAhTb+jR4+qZMmSJqVEZps0aZJmzpyZpkJ/TEyMWrdurfj4eBmGoaNHj6pbt27as2ePvL29TUwLIDtzcXFRmzZtUjfhAcA/KVOmzGMXQgAASIMHD9bSpUvVuXNnvfLKKypWrJh+/PFHxcfHq2TJkurYsWO6MWfOnNGxY8fk5+dnQmLYyvnz5xUWFqbQ0FAdPXpU989qqF69urp3725yOmQ3n332mcLCwhQZGakxY8ZozJgxevbZZ+Xv769XX31VRYsWNTsispijo6M6duyojh07Kj4+XgsWLFBISIi2bdumqVOnpq7ZP/zwQ3Xv3p3PBwEAAAAgF3rqqae0devW1GL4YWFhMgxDL774Ypp+v/76qzw9PU1KCSAzbdiwwewI+AfMUe7F3NsH5gmAPTOs958yAAAAAAAgG4mKilLdunV19+5dSZLValXz5s21fv361D5nzpxRhQoV1K9fP82YMcOsqMhENWrUUN68ebV3797Ua+PHj9eHH36oDz74QP/3f/+nVatW6eWXX5afn5+Cg4NNTAsAAAA8mo0bN2rz5s26ePGiEhISMuxjGIYCAwNtnCx3Gjt27GONmzFjhi5cuMCpFxkYNWqUPvnkE0l//CxbrVbly5dPS5cuVcuWLdP1HzZsmCZMmKCQkBCKIeQw8fHx+uGHHxQSEqItW7bIarXKarXKMAx9+OGH6tGjh6pXr252TGRj+/fvV3BwsObPn69Lly7JMAw5Ojqqbdu28vPz04QJExQREcF7cS5y9uxZhYSEKCwsTMeOHUstiFC5cmX16NFDI0aMMDkhMhtrZwAAAAAPMn/+fL322muqUKGCnnnmGa1YsUJFihRRdHS0XFxcJEl37txRsWLF1Lx5cy1btszkxAAAAACAx0UhBAAAAABAtrVv3z599dVXiomJUd26dfXvf/9bBQsWTG2fPn26pk2bpk8//VS+vr4mJkVmcXNzU9OmTbV48eLUa82aNdOuXbsUExOTesO6SZMmiomJ0fHjx82KCgAAADy0uLg4derUKXUz8N8xDINNnTZisVhSN+s/rPv9macHi4iI0OLFixUTE6NSpUrJz89PFSpUyLDviBEjdPPmTY0YMYJT3nOA5ORkrVy5UqGhoVq2bJkSEhJktVpVtGhRdevWTb/88ouio6P53cEjSUlJ0dq1axUcHKyff/5Zt2/fTt0AL0krV65Uy5Yt5eDgYGJK2NqePXsUHByshQsXKiYmhn+XcxjWzgAAAAAexn/+8x999dVXSkhIUKlSpTRnzhw1b948tX3OnDnq06ePJk2apPfee8/EpMgNnuSzKcMwlJSUlIlpAAAAgJyFQggAAAAAACDbcHZ2VseOHTVv3jxJf2yicHV1Vf369bVhw4bUfn5+flqyZIlu3bplVlQAAJBDJSUlaffu3Tp//rycnJz0zDPPPHADL/CwBg4cqP/+97+qVKmS3nzzTT399NOpRb4y8vzzz9swXe41ZsyYJxo/atSoTEoC2Lddu3YpJCRECxcu1NWrV2W1WuXk5CRfX1/5+/vL19dXefLkkY+Pj7Zv386GVTy2W7du6YcfflBISIg2btyolJQUGYYhNzc3devWTa+++qqaNm1qdkzY0J8LsCxYsMDsOMgkrJ0BAAAAPKyEhATFx8erWLFi6drOnz+va9euqWLFin/7NwWQGcqVK5emeOejOn36dCamAQAAAHIWCiEAAAAAAIBso0qVKsqfP7/27dsnSdq4caNatGih0aNHa+TIkan9Xn75ZW3dulVXrlwxKyoAAMiBli9froEDB+rixYtprrdq1UrBwcHy8PAwKRnsXYkSJSRJhw8f5tR74E+sVqvWrl2rkJAQhYSEmB0Hj8lisaQ+5Ovj4yN/f39169ZNrq6uafpRCAGZ6cKFCwoNDVVoaKgiIyMl/fGzyOl5gP1j7QwAAAAAAP7KwcHhofsahsHnhCZgjnIv5t4+ME8A7Jmj2QEAAAAAAADue+GFFzRt2jR99dVXat68uYYPHy7DMNSpU6c0/Q4dOqTSpUublBIAAORE+/btU5cuXZSYmCgXFxc9/fTTunHjhk6dOqW1a9eqY8eO2rlzp9kxYafi4uLUtm1bNnIB/8++ffsUGhqqefPm6fLly5JEIYQcwNPTUy1atFCLFi3SFUEAMpuXl5eGDh2qoUOH6sCBAwoODtb8+fPNjoUslpKSolWrVunYsWNydnZW69atVb58ebNjIZOxdgYAAAAAAH9VunTp1IK8f5aSkqJLly4pMTFRklS2bFlbR8P/wxzlXsy9fWCeANgzw2q1Ws0OAQAAAADAo1Qb/Suqj+Ycv/76q2rXrq1r165J+uN00FdffVXz5s1L7XP48GHVrFlT//rXv/T111+bFRUAAOQwr732mubPn68BAwboyy+/VIECBSRJR44c0csvv6wTJ05o9erVatWqlclJYY+8vb3l6uqqzZs3mx0FmeDXX3/VtWvX9Mwzz5gdxa6cP39eYWFhCg0N1dGjR3X/NnX16tXVvXt3ffzxxyYnxOMaP368wsLCFBkZmfoA1bPPPit/f3+9+uqrqRtZfXx8tH37diUnJ5sZFzlYSkqKLBaL2THwBK5cuaJx48Zp8+bNSkpKUrVq1fT++++rQYMG+u2339SmTRsdPXo0tb+Dg4M+++wzffDBByamRmZj7fxkuNcCAACAnKhv376PPdYwDAUGBmZiGgDZTUpKitavX6+3335b3t7emjdvXoabfWEe5ij3Yu7tA/MEILujEAIAAAAAIFsoV67cE31wdvr06UxMAzP99ttvmjFjhmJiYlS3bl317t07zUPsoaGh+vHHH/XBBx/oueeeMzEpAADISUqXLq08efLoxIkT6TaOrF+/Xq1atdLw4cM1duxYkxLCns2cOVP/+te/tGfPHtWsWdPsOPh/HBwc1Lt37wwfgn355ZfVokUL/etf/0rX1qdPHwUHB7OZ+yHEx8frhx9+UEhIiLZs2SKr1Sqr1SrDMPThhx+qR48eql69utkxkUn279+v4OBgzZ8/X5cuXZJhGHJ0dFTbtm3l5+enCRMmKCIigt8dZIr4+HhFR0fL2dlZlStXNjsOMsHVq1dVr149nTt3Tn9+lCl//vzatGmT3n33XW3fvl316tVT+fLlderUKUVERMgwDG3YsEFNmzY1MT0yE2vnJ8O9FgAAAORET1L40DAMPo+CaVatWqXp06drz549io2Nlb+/f+o9iVWrVmnt2rUaMmSIvLy8TE6aM5w6dUrPPPOMhg8frv/85z9mx0EGmKPci7m3D8wTgOyKQggAAAAAAAAAACDXc3JyUqdOnbRw4cJ0bbdv35aLi4sGDBig6dOnm5AOOcGwYcMUFhamTz/9VK1atVLJkiXNjpTrWSwW9e7dW0FBQY/URiGEv5ecnKyVK1cqNDRUy5YtU0JCgqxWq4oWLapu3brpl19+UXR0NP//5WApKSlau3atgoOD9fPPP+v27dtpNmSuXLlSLVu2fKITq5HzLVmyRJs3b1ZSUpKqVq2qgIAAubi4KDExUW+99ZaCgoJS30cqVKigoKAg+fj4mJwaT2LIkCGaPHmyqlevrvfff1/FixdXeHi4JkyYoKpVqyoiIkKBgYHq3bt36pigoCD1799fXbt2zXAdD/vF2hkAAADAn23atOmJxj///POZlAR4eIMGDdL06dNltVpVsGBB3bhxI819hx07dqhJkyaaOHGi3n//fZPT5hwtW7bUuXPndPz4cbOj4AGYo9yLubcPzBOA7MjR7AAAAAAAAAAAAABmS0xMlIuLS4ZtBQoUSO0DPI77m32tVqv69ev3t30Nw1BSUpItYgGZateuXQoJCdHChQt19epVWa1WOTk56aWXXpK/v798fX2VJ08e+fj4KDo62uy4yEIWi0Vt2rRRmzZtdOvWLf3www8KCQnRxo0blZKSonbt2snNzU3dunXTq6++yinuSCM5OVkdOnTQmjVrJP3xb6dhGPriiy+0fft2DR8+XLNmzZJhGHJ3d1dsbKxOnjypdu3a6cCBA6pQoYLJrwCPa8WKFXJ1ddXmzZtVpEgRSVK7du1UunRp9evXT9WqVUtTBEGS+vbtq8mTJ2vHjh0mJEZWYe0MAAAA4K8oZAB7ExQUpGnTpqlhw4aaPn26nnnmGVksljR9GjVqpJIlS2rZsmUUQshEzs7OOn/+vNkx8DeYo9yLubcPzBOA7IhCCAAAAAAAwDTnzp17ovFlypTJpCQA7NmTnCTLA/MAAFsoXbp0mtPQgZyoUaNGqT/nPj4+8vf3V7du3eTq6mpyMpjJ2dlZvXr1Uq9evXThwgWFhoYqNDRUkZGRmjp1qqZPn856HGl8++23Wr16tfLnz6+uXbuqePHiCg8P18aNGzVkyBAtWrRI/fr105dffikXFxfdvHlT7777roKCgjRp0iR99913Zr8EPKazZ8+qWbNmqUUQ7vP19ZUkVa1aNcNxVatW1dKlS7M8H2yHtTMAAAAAwN5Nnz5dRYsW1fLly+Xm5vbAfpUqVdKpU6dsmCxnO3v2rDZv3qzixYubHQUPwBzlXsy9fWCeAGRXFEIAAAAAAGQLbIjPncqVK/fYD7WyeRnAfTwgDyCzbN26VX379n3kdsMwFBgYmJXRYOfOnDljdgTAZjw9PdWiRQu1aNGCIghIw8vLS0OHDtXQoUN14MABBQcHa/78+WbHQjYzd+5cOTo6avv27fL29k69PnToUE2cOFFeXl6aOnWqHB3/eNzFxcVFU6dO1erVq7Vu3TqzYiMT3L17V56enumue3h4SJIKFiyY4TgXFxc+I8xhWDs/Ge61AAAAAID5Dh8+rObNm/9tEQTpj8/Td+7caaNU9i04OPiBbTdv3tTx48cVGhqq+Ph4DRo0yIbJcB9zlHsx9/aBeQJgzyiEAAAAAADIFtgQnzs1bdqUzcsAnhgPyAPILNHR0YqOjn7kdgohAID02WefKSwsTJGRkRozZozGjBmjZ599Vv7+/nr11VdVtGhRsyMiG/H29takSZM0YcIEs6Mgm4mKilKTJk3SFEGQpMGDB2vixImqXbt2ahGE+/LkyaPatWtr/fr1towKANkS91oAAACQE7Vo0eKxxxqGwWcGsDmLxaKUlJR/7HfhwgU5OzvbIJH9692799/+vWu1WiVJPXv21JgxY2wVC3/CHOVezL19YJ4A2DMKIQAAAAAAsgU2xOdOGzduNDsCAACAJGnWrFlmRwAAuzZs2DANGzZM+/fvV3BwsObPn68dO3Zo586devfdd9W2bVv5+fkpISHB7KgwSXx8vKKjo+Xs7KzKlStL+uOBYODPbty4keFp5KVLl5YkFStWLMNx7u7uvL8AgLjXAgAAgJzpSZ4tYX0MM1SpUkXh4eG6ffu2ChQokGGfq1evav/+/apbt66N09mnkSNHPvD3OW/evCpRooSef/55lS9f3sbJcB9zlHsx9/aBeQJgzyiEAAAAAADIFtgQDwAAADP16tXL7AjIQTZv3ixJatCggfLly5f69cNq2rRpVsRCBqKjoxUcHPxIbdHR0Vkdy67VqlVLtWrV0sSJE7V27VoFBwfr559/1tKlS7Vs2bLUfmvWrFHLli3l4OBgYlpkpiVLlmjz5s1KSkpS1apVFRAQIBcXFyUmJuqtt95SUFCQkpOTJUkVKlRQUFCQfHx8TE6N7Cij9wWKZuQOq1evfuApnw9qi4qKyupYyGKsnTMX91oAAACQE50+fdrsCMAj8fPz03vvvafBgwdrxowZcnRMu3XLarXq7bff1s2bNxUQEGBSSvsyevRosyPgHzBHuRdzbx+YJwD2zLBarVazQwAAAAAAAADA4zp37twTjc/otFEAAJ6ExWKRYRg6evSonn766dSvH9b9jcLIWn83L/dvoWbUbrVaZRgG8/QIbt26pR9++EEhISHauHGjUlJSZBiG3Nzc1K1bN7366qtsYrRjycnJ6tChg9asWSPp//8dKVOmjLZv367hw4dr1qxZMgxD7u7uio2NldVqlbOzsw4cOKAKFSqY/AqQnVgsFvXu3VtBQUGP1NanTx8FBwfz3mzHnqTYBf8u2zfWzgAAAACAnCYxMVEvvPCCtm7dqooVK6pNmzb6/vvvVadOHTVr1kzLly/X8ePH1aJFC/3vf/+jCCgAAADwNxz/uQsAAAAAAOZLSEjQtWvX5OTkpKJFi5odB5nkUU/3+is2ygCQpHLlyj3SA/J/ZhiGkpKSMjkRgJzq/PnzWrNmjWJjY+Xl5aUXX3xRHh4eZsdCNtSzZ08ZhiFXV9c0XyN76dWrl9kRcg1nZ2f16tVLvXr10oULFxQaGqrQ0FBFRkZq6tSpmj59OmsyO/btt99q9erVyp8/v7p27arixYsrPDxcGzdu1JAhQ7Ro0SL169dPX375pVxcXHTz5k29++67CgoK0qRJk/Tdd9+Z/RKQzezfv19jx459pLb9+/dncSpktQ0bNpgdASZh7Wxb3GsBAAAAgKyXJ08erV69WkOGDFFgYKC+//57SdLevXu1d+9eOTg4qF+/fvr6668pgvAYdu/erS1btujChQsyDEMlSpSQj4+PGjRoYHY0/D/MUe7F3NsH5gmAvTGs948zAQAAAAAgG7q/ISIyMlJWq1W9evVKPfVt4cKFmj9/vsaPH6+nnnrK5KR4HI96utdfcdoXAElq1qzZE72XsNkCgCQdOHBA06dP17PPPquePXuma58yZYqGDRuWZqNu/vz5NW3aNPn7+9syKgDkGAcOHFBwcLDmz5+v3377zew4eEwNGzbUvn37tGfPHnl7e6deHzp0qCZOnCgvLy+dOXNGjo7//zkNiYmJKl++vJydnXXs2DEzYiObepwHvw3DkNVqlWEYfFYEAA/AvRYAAADkRLGxsQoNDdWePXsUGxurF154QUOHDpUkRUZG6tSpU2rZsqUKFChgclLkZjExMdq0aZPOnDmj5ORklSpVSs2bN5eXl5fZ0ezO8ePH1bNnT+3Zs0eSdH873P3nRRo0aKDg4GD+tjURc5R7Mff2gXkCYK8c/7kLAAAAAAC2l5SUpJdeekkrV65U3rx5Va1aNUVGRqbpU7VqVS1ZskR16tTR8OHDTUqKJ8HpXgAyw8aNG82OACAHWLRokaZPn65OnTqla1u7dq3ef/99SVLp0qXVoEEDnTx5Uvv371ffvn1Vq1Yt1ahRw9aRAcDueXt7a9KkSZowYYLZUfAEoqKi1KRJkzRFECRp8ODBmjhxomrXrp2mCIL0x4lotWvX1vr1620ZFXZg1KhRZkcAgByFey0AAADIqebPn6/XX39dt27dSi2QWLJkydT2EydOqGvXrpo9e7YCAgJMTIrcrlixYuratavZMezexYsX9fzzz+vy5cvy8vJSt27dVK5cOUnS2bNntWjRIu3atUvNmjVTeHi4SpQoYW7gXIg5yr2Ye/vAPAGwZxRCAAAAAABkS1999ZVWrFihDh06aMaMGfLw8Eh3IlzNmjVVvnx5rVq1iofz7NTs2bPNjgAAACBJ2rJli4oWLapWrVqla/vss88kSU2bNtWqVauUP39+SdKnn36qkSNH6ttvv9W0adNsmhf2pUKFCurWrZvGjx//t/0+/PBDLVy4UCdPnrRRMsD24uPjFR0dLWdnZ1WuXFnS450Aj+zjxo0bKlOmTLrrpUuXlvTHg74ZcXd3V0JCQpZmg/2hEAIA1s6Zi3stAAAAyIm2bNkif39/FSlSRJ9++qmaNGmi+vXrp+nTvn17ubq66qeffqIQAmzi6NGjiomJUbly5TL8vPTPzp49q7Nnz8rDw0NVqlSxUUL79umnn+ry5ct677339Nlnnylv3rxp2sePH68PP/xQkydP1rhx4/TNN9+YlDT3Yo5yL+bePjBPAOyZYbVarWaHAAAAAADgr7y9vRUbG6vo6OjUjWYWi0W9e/dWUFBQar9WrVrp6NGj+vXXX82KCthEVFSUIiMjVaZMGTVo0MDsOIBdSUhI0LVr1+Tk5KSiRYuaHQdANlW2bFlVq1ZNq1atSnM9Pj5ebm5uSklJ0datW9WoUaPUtqSkJJUtW1aurq46cuSIrSPDjmT0t0xGBgwYoKCgICUnJ9soWe4WHBz8RON79uyZSUlyliVLlmjz5s1KSkpS1apVFRAQIBcXFyUmJuqtt95K8zNeoUIFBQUFycfHx+TUeBJ/9x73d219+vRRcHAw73kAJElNmjTR6NGjMyxM9rBWr16tsWPHavv27ZmYDLbG2jlzca8FAAAAOVG7du20YcMG7dy5U97e3pIyXuc2btxYsbGxOn78uFlRkUvExsaqUqVKKlCggCIiIv7xFO2LFy+qbt26unfvnqKjo1W4cGHbBLVj5cuXV758+XT06NEH9rFarapWrZru3r2r06dP2zAdJOYoN2Pu7QPzBMCeOZodAAAAAACAjJw4cUIvvvhi6oN5D+Lu7q7Y2FgbpYKtnThxQrGxsXJzc9PTTz9tdpwst2DBAk2fPl2fffaZGjZsmHr9P//5jyZMmJD69csvv6wFCxZwairwD6ZOnarp06crMjJSVqtVvXr1Sn3wZeHChZo/f77Gjx+vp556yuSkALKDmJgYubu7p7u+Y8cOJScny93dPU0RBElydHRUrVq1tGnTJlvFRA5369Yt5cmTx+wYuUbv3r1lGMYjj7NarTIMg0IIf5GcnKwOHTpozZo1kv7//5+++OILbd++XcOHD9esWbNkGEbq3/InT55Uu3btdODAAVWoUMHkVwAAMFNsbKxefPFF1a5dWz179lT37t3l4eHxj+MuXLigefPmKSQkRAcPHlTlypVtkBbZAWvnh8O9FgAAgOwvNjZWRYoUkYODg9lR7MbOnTv17LPPphZBeJDSpUvr0KFDNkqF3GzWrFmKj4/XlClT/rEIgiSVKFFCn3/+uXr37q1Zs2bpvffes0FK+3bx4kV16dLlb/sYhqE6deroxx9/tFEq/BlzlHsx9/aBeQJgzyiEAAAAAADIlpycnHTz5s1/7Hfu3Dm5urraIBFs5c6dOxo9erRmzpyp33//XZLSbF6eNWuWvvnmGwUFBalWrVrmBc0CoaGh2rdvX5rXtWvXLn3xxRcqVKiQfH19tXPnTv3000+aN2+e/Pz8zAsLZGNJSUl66aWXtHLlSuXNm1fVqlVTZGRkmj5Vq1bVkiVLVKdOHQ0fPtykpACyE4vFoitXrqS7vmPHDklS/fr1MxxXuHBhTiDFE0tJSdGxY8e0YcMGlSlTxuw4uU6dOnVUr149s2PYvW+//VarV69W/vz51bVrVxUvXlzh4eHauHGjhgwZokWLFqlfv3768ssv5eLiops3b+rdd99VUFCQJk2apO+++87sl4AnsH//fo0dO/aR2vbv35/FqWCPPv74Yw0ZMkRFihR57O9x9epVTZo0SePGjcvEZMhqR44c0bRp0/TJJ5/o3Xff1fvvv68qVaqofv36qly5sooUKaKCBQsqPj5e165dU1RUlHbv3q0TJ07IarWqePHi+u677/T666+b/VKQxVg7PxrutQAAAJgvPDxcK1euVNeuXVWtWrXU60uXLtUbb7yhK1euqFChQvrkk0/0r3/9y8Sk9uPOnTtyc3P7x37x8fGPVQwXeFQrVqyQq6ur/P39H3qMn5+f3n33XS1dupRCCA+hUKFCOn/+/D/2O3/+vAoVKmSDRPgr5ij3Yu7tA/MEwJ5RCAEAAAAAkC3VrFlTe/bs0dWrVx948/LcuXPau3evWrRoYeN0yCq3bt1S8+bNFRERoeLFi8vX11fLly9P06dp06bq16+fFixYkOMKIURGRuqZZ56Rk5NT6rXg4GAZhqGFCxeqdevWun79usqXL6///ve/FEIAHuCrr77SihUr1KFDB82YMUMeHh6yWCxp+tSsWVPly5fXqlWrKIQAQJL01FNPadeuXbpx44YKFiyYen3lypUyDEPPPfdchuMuXbr0UCe7IPf56+ldc+bM0Zw5c/52jNVqZfOeDVWpUkVRUVHau3evbt68KX9/f/n5+alcuXJmR7NLc+fOlaOjo7Zv357mJLahQ4dq4sSJ8vLy0tSpU+Xo+MctahcXF02dOlWrV6/WunXrzIqNTLJ///4HFjbIqM0wDFmtVh5ERzoTJ07Ut99+qwEDBiggIOAfT3b8s4iICIWEhCgoKEj37t2jEIKdcXBw0ODBgzVgwAAtWrRIM2fO1NatW3XkyBFJSvN+YbVaU8c8//zzGjBggLp06aK8efOakh1PjrVz1uFeCwAAgPm++eYbzZ8/X4MGDUq9dvbsWb3yyiu6d++eSpQoocuXL+udd96Rt7e3fHx8TExrH8qWLauDBw/+bZ+kpCQdPHhQlSpVslEq5GaHDx/Ws88+m/r598NwcHBQw4YNFRERkYXJco5GjRppxYoVWrVqldq2bZthn5UrV2rbtm3q0KGDjdNBYo5yM+bePjBPAOwZhRAAAAAAANlSv3791KdPH/n7+2vu3LnpToG7efOm+vfvr3v37ql///4mpURmGz9+vMLDw/X666/rq6++kpOTU7rNyxUrVlSVKlW0bt06ffbZZyYlzRpXrlxRo0aN0lzbsGGDPDw81Lp1a0lSkSJF5OPjw41Q4G8EBwerRIkSmj9/vvLnz//AfhUqVNDRo0dtmAxAdta+fXv93//9nwICAjRlyhS5u7tr2rRpCg8Pl8ViUdeuXdONSUpKUkREhGrXrm1CYmR3pUuXTt2wd+7cORUoUEDu7u4Z9s2bN6+8vLzUsWNHvf3227aMmasdOXJE+/btU0hIiBYsWKARI0Zo5MiRaty4sfz9/fXKK6880YnkuU1UVJSaNGmSbtPy4MGDNXHiRNWuXTvdQ6B58uRR7dq1tX79eltGRSYbNWqU2RGQgxw+fFgffvihJk+erC+//FJVq1ZVs2bNVL9+fVWuXFlFihRRwYIFFR8fr2vXrikqKkq7d+/Whg0bFB0dLavVqm7duuW4z4xyk7x588rPz09+fn66efOmtm3bpoMHD+rKlSuKi4uTq6urPDw85O3trcaNG8vFxcXsyMgErJ2zDvdaAAAAzLdz507VqlUrzRo3MDBQ9+7d06RJk/Tee+9p3759atiwob788ksKITyE9u3b68svv9R3332nwYMHZ9hn8uTJunTpkgYOHGjjdMiN4uLiHlh87u+4ubkpLi4uCxLlPP/5z3+0cuVKde7cWa+99ppee+01lStXToZh6PTp0woLC9O8efPk4OCg//znP2bHzZWYo9yLubcPzBMAe2ZY75dJBwAAAAAgm3nllVf0ww8/qFChQnruuee0cuVKPf3006pRo4Y2bNig69ev67XXXlNoaKjZUZFJKleurMTERJ04cSL1FDCLxaLevXsrKCgotV/btm21f/9+Xbx40ayoWaJYsWJq0qSJlixZIkm6du2aihUrpm7dumn+/Pmp/QICAvTDDz/ozp07JiUFsrcCBQroxRdf1E8//ZR6LaP3kh49emjx4sW6e/euGTEBZDNxcXF65pln9Ouvv6a5brVa1bNnT82ePTvdmCVLlujll1/WqFGj2ASKv5XRv0PIXlJSUrRu3TqFhYVpyZIlunHjhvLmzau2bdvK399fHTp04JTpf2CxWBQQEJDu9OaUlBQ5Ojo+8HegT58+Cg4OVnJysq2iArADe/fu1dSpU7VgwQLdvHkzdYN0RqxWq1xcXNSjRw8NGjQoXUEWAPaFtXPm414LAACAuQoXLqxWrVpp0aJFqdeeffZZHTlyRLGxsamfO7Zo0UJnzpzRqVOnzIpqN2JjY1WrVi1dvHhRr732mjp16qRXXnlF7dq108CBA7VkyRLNnj1bpUuX1v79++Xq6mp2ZORwHh4eqlevnlauXPlI49q1a6c9e/YoJiYmi5LlLKGhoXrjjTd0586ddJ8XWq1W5c+fX//973/l5+dnUkIwR7kXc28fmCcA9srxn7sAAAAAAGCOBQsWaMKECZo4cWLqjaLjx4/r+PHjcnV11SeffKKPPvrI5JTITOfOnVP79u1TiyA8SKFChXT9+nUbpbKdChUqaMeOHUpMTFSePHlSN3G3bt06Tb9Lly7Jw8PDjIiAXXByctLNmzf/sd+5c+d46AVAKldXV23ZskWDBw/WmjVrlJSUpHz58ikgIEBTpkzJcMznn38uSXrxxRdtmBT2aMOGDfL09DQ7Bv6GxWJR69at1bp1a929e1eLFy9WaGioVqxYoaVLl6pQoUIKCAjQ119/bXbUbC2jv+UsFosJSQDYuzp16mjGjBmaMmWKNm3apC1btujgwYO6cuWK4uLi5OrqKg8PD3l7e8vHx0dNmzaVs7Oz2bEBZALWzpmPey0AAADm+msB0ISEBO3fv1/NmzdPU3zVy8tLO3futHU8u+Tu7q5169apW7duCgsL09y5cyVJq1at0qpVq2S1WlWlShUtXryY+8GwiUqVKmnXrl1KTk7+x2ee7ktKStLOnTtVpUqVLE6Xc/j7+6tZs2aaMWOGtm7dqgsXLkj64/3Tx8dH/fr1U+nSpU1OmbsxR7kXc28fmCcA9opCCAAAAACAbMswDA0dOlQffPCB9u3bpzNnzig5OVmlSpVS/fr1OY0zB3J2dlZsbOw/9jt9+rTc3NxskMi2+vbtqzfffFNNmzZVo0aNNGvWLLm4uKhTp06pfZKSkhQeHq569eqZmBTI3mrWrKk9e/bo6tWrD3yvOHfunPbu3asWLVrYOB2A7KxMmTJatmzZ/8fefUdFcb5vA78GRFBAREGlKypio9hAlG7vPbGjYok1tkT9aiyJDTWWGI1iRbFg7w1FEQUjil2xYwGlRlQUBPb9w9f9ZSOIZdlhdq/POZ6TnXkm59J7WGb3mbkfvH37FmlpaTAxMYGOjk6+448cOQIAvImOCuTp6Sl2BPoCenp66N69O7p3746EhAQMGDAAhw8fxpYtW9gIgYhIxfT19dGqVSu0atVK7ChEpCK8dlY+zrUQERERicvGxgZXr16Vvw4NDUVWVhZ8fX0VxqWnp3O+4QvY29vj8uXL2Lt3L0JDQxWuc5s0aYIuXbp89gPpRN+qZcuWOHfuHJYuXYpRo0Z91jFLly7Fixcv0LJly0JOpx6WLFmCkiVLwt/fH9OnTxc7DuWBNdJcrL00sE5EJGWCTCaTiR2CiIiIiIiIiAgAmjdvjoiICNy6dUveWVZLSwt+fn5Ys2YNAOD69etwcnJC+/btsX37djHjKl12djZ69eqFkJAQAO9v9g8MDMT3338vH7Nr1y507twZM2fOxMSJE8WKSlSkrV+/Hv369UPz5s2xadMmGBsbK7yXvHr1Cp06dcLx48exfft2dOzYUezIRESkQa5fv447d+7g5cuXyG+ark+fPipORf917tw5bNy4ESEhIUhKSoIgCGjTpg327NkjdrQiS0tLC05OTujQocNH+6ZNm5bvvl27duHKlSsfrYxH0vG///0P48aNg7Gx8Vf/P1JSUrBgwQLMmjVLicmIiEjqeO1MREREROpg0qRJmDt3LkaOHAlvb29MnDgRsbGxuHnzJqpWrSofZ2VlBQsLC0RFRYmYloi+RmpqKmxtbfHmzRusXr0avXr1+uT4DRs2YMCAAShZsiTu37+PMmXKqCipdOno6KBVq1acpynCWCPNxdpLA+tERFLGRghERERERERUZJw4cQJPnjxBvXr1UKNGjU+OvXHjBqKjo2FlZQVvb28VJaTCtm/fPrRv3x5169bF5s2bUaVKFYWHl+Pi4tCpUydcunQJx48fh5eXl9iRC0VcXBwSExNhb28PQ0NDhX2XLl1CXFwcXF1dUb58eZESEhV93bp1w/bt21GqVCk0btwYBw8ehJ2dHWrVqoWwsDCkpaWhR48e2Lhxo9hRiYhIQ4SGhmLo0KG4d+9evmNkMhkEQeAD4SK5c+cOgoODERwcjPv370Mmk6F27dro2bMnevbsCQsLC7EjFmlaWlpffIwgCDzv1YCuri709PQwcOBA9O7dG46Ojp997IULF7BhwwasWbMGWVlZePv2bSEmJSIiqeC187fhXAsRERFR0ZKamgoXFxfcu3dP/n3YmDFjMH/+fPmYc+fOoWHDhhg3bhwCAgJETEtEX2vv3r3o1KkTZDIZXF1d0b17d9SpUwempqYAgKSkJFy8eBGbN29GVFQUBEHAjh070L59e5GTS4OVlRXc3NywdetWsaNQPlgjzcXaSwPrRERSxkYIRERERCQJd+7cQWRkJNzd3VGpUiX59r///hujRo3C1atXYWNjg1mzZvGLYSKJevz4Mezs7GBlZYULFy589PD3f718+RL16tXDkydPcOfOHZibm6soKRW2sWPHYuHChRAEAdWrV8fNmzdhZmaGChUq4MqVK8jOzsbPP/+M2bNnix2ViIowmUyGefPmYf78+UhOTlbYZ2RkhHHjxmHSpEkQBEGkhERU1HA1aypM0dHRaNSoEQRBQNeuXXH16lVcvXoVEyZMwL179xAaGoq0tDT4+fnB2toaU6dOFTuyxkhMTMSWLVsQHByM6OhoyGQyWFhYoHv37ujVqxccHBzEjigZ06dP/6bjed5L1927dzFx4kTs2LFD/lney8sL9evXR7Vq1WBsbAxDQ0Okp6cjNTUVt27dwt9//42wsDDcvXsXMpkMXbt2xezZs2Frayv2X4eIiETGa+dvw7kWIiIioqLp9evX2L59OxITE1G3bl34+Pgo7N+zZw9OnjyJfv368TvJPLx79w41atTA48ePceLECbi5uX1yfGRkJLy9vVGpUiVcu3YN2traKkpKmu7IkSPo06cPkpKS8r0XQSaTwdTUFOvWrUPLli1VnFC6/P39cejQITx48ADFixcXOw7lgTXSXKy9NLBORCRlbIRARBohOTkZxsbG/CKLiEjChgwZglWrVuHBgwewsrIC8L5DbtWqVZGeni7vll2sWDGcP3/+i1YdI6KiYerUqfjtt9+wY8cOdOjQ4bOO2bt3Lzp06IDp06djypQphRuQVCokJASzZs3ClStXFLZXq1YNkydPRs+ePUVKRkRSk5OTg5iYGDx8+BA5OTmwtLRE/fr1OaFDRB/hatZUmDp37ozdu3fj8OHDaNq0Kfr164egoCD56rX//PMPBg8ejJMnT8pXY6XC17JlSxw/fhw5OTkwNDRE586d0bNnT3h7e7NZEtFXuHjxIpYvX46tW7fi1atXn/w5kslkMDAwQPfu3TF06FB+n0tERHK8dv42nGshIiIiInW0YcMG9O3bF5MmTcJvv/32Wcd8uDYODg7G999/X8gJif7PmzdvsH79ehw8eBAxMTFISUkBAJQtWxZOTk5o3bo1+vTpg5IlS4qcVFqeP3+O+vXrw8XFBUuWLIGZmZnYkeg/WCPNxdpLA+tERFLGRghEpBaio6Nx8OBBdOnSBTVq1JBv37t3LwYPHozExESUKlUKv/76K4YPHy5iUiIi+lq1atVC8eLFcfHiRfm2uXPnYuLEiRg7dixmzpyJQ4cOoVOnTujZsyeCgoJETEtEX8PNzQ3379/Hs2fPvug4MzMzVKpUCWfPni2kZCSmpKQkxMXFyR9etrCwEDuSUs2YMeOrjxUEgTelEhERKRFXs6bCZGZmBgsLC0RHRwPARw9zAUBmZiYqVqyIZs2aYf369WJF1ShaWloQBAHOzs5o164d9PT0vuj4n376qZCSEUnb69evcerUKZw+fRpXrlxBYmIiXrx4ASMjI5QrVw6Ojo5wd3eHh4cH9PX1xY5LRERFDK+dvw3nWoiIiIhIHbVv3x5HjhzB8+fPYWRk9FnHpKeno1y5cmjZsiV27dpVyAmJqLD1798fSUlJOHjwIHR1dVGnTh1YW1vnObcjCAJWr14tQkrNxhppLtZeGlgnIpIyNkIgIrXQt29fbNmyBU+fPoWJiQkAIC4uDtWqVUNWVhbMzMzw/PlzyGQynDx5Eu7u7iInJiKiL1W2bFl4eHgoTEp4eXnh3LlzSEpKgoGBAQCgUaNGSEpKwu3bt8WKSkRfqUyZMmjUqBH27dv3Rce1bdsWZ8+elXfPJpKSDw9efc3XM4IgKNz8S6TpTpw4gSdPnqBevXoKTRLzcuPGDfmKgd7e3ipKSERSwdWsqTDo6uqiY8eO2LJlCwBg8ODBWLVqFdLT0xUeAu7WrRsiIiIQHx8vVlSNoqWlJf/vf/+sy2SyAn/2eT1ORESkXL1790afPn3QpEmTT/4eJvXHa+dvw7kWIiIiIvGFh4d/0/EeHh5KSqI+LC0tYWtr+8X/tp6enrh//z4eP35cSMmISFX+PadTEM7hiIM10lysvTSwTkQkZcXEDkBEpAxRUVFwcnKSN0EAgNWrVyMrKwsLFizA6NGjERMTAxcXFyxcuJCNEIiIJOjt27cKHQdzcnIQHR0NV1dXeRMEAKhYsSIuXbokQkIi+lavX7/+7K7t/2ZkZIRXr14VQiJSlQ0bNuDBgwdo06YN6tSp88mxFy5cwIEDB2Bra4tevXqpKGHhWbt2rdgRiNTC48eP0bp1a1hZWeHChQsFjreyskLHjh3x5MkT3LlzB+bm5ipISURSUadOHQQGBmLRokVczZqUxtTUFOnp6QqvAeD+/fuoXbu2fPubN2/w4sULlefTVFOnThU7glr53//+h3HjxsHY2Pir/x8pKSlYsGABZs2apcRkREQkBcHBwdi0aRPKly+PHj16oGfPnnB2dhY7FomA187fhnMtREREROLz8vL6pgZvfOjsY8nJyfD09Pzi4ywtLXHu3LlCSEREqhYWFiZ2BCoAa6S5WHtpYJ2ISMrYCIGI1MLz58/h4OCgsO3o0aMwMDDAsGHDAADOzs5o3LgxH44lIpIoKysr3Lp1S/769OnTyMjI+GgF3zdv3vABFCKJMjY2xvPnz7/4uOfPn3/TQxYkrlu3bqFfv35wcnLCxIkTCxzv4OCAIUOG4PLly3B1dUWVKlVUkLLw9O3bV+wIRGph1apVyMrKQkBAAAwNDQscb2hoiHnz5qFDhw5YvXo1pkyZooKURCQ1+vr6aNWqFVq1aiV2FFIDVapUwb179+SvGzRoAJlMhhUrVmDp0qUAgLt37+LEiROwtbUVK6bGYSME5Zo/fz6WLl2KgQMHonfv3nB0dPzsYy9cuIANGzZgzZo1yMrKYiMEIiINNG3aNGzatAm3b9/G77//joULF6J69ero3bs3evToASsrK7Ejkorw2vnbcK6FSJoyMjKQnJyMsmXLKtzv8OLFC8yZMwdXr16FjY0Nxo0bh0qVKomYlIiIPkefPn2+qRECfUxPTw9v3rz54uPevHmjsPgSEUnX1zRDIdVijTQXay8NrBMRSZkgk8lkYocgIvpWhoaGaNGiBbZt2wYAyMzMhJGREby9vXHo0CH5uF69emHnzp3IyMgQKyoREX2lYcOG4a+//sLvv/8Ob29vDB06FJGRkbh48aLCTdVVq1ZFqVKlPmslYCIqWnx8fHD+/HkkJiaiRIkSn3VMRkYGypUrhwYNGuDEiROFnJAKw7hx47Bw4UIcP34cXl5en3VMeHg4vLy8MH78eMydO7dwAxKRJLi5ueH+/ft49uzZFx1nZmaGSpUq4ezZs4WUjIiI6L2AgABMmDABV65cQa1atZCVlYVq1arh0aNHqFevHiwtLXHixAmkp6djwYIF+PHHH8WOTPTF7t69i4kTJ2LHjh0QBAHVq1eHl5cX6tevj2rVqsHY2BiGhoZIT09Hamoqbt26hb///hthYWG4e/cuZDIZunbtitmzZ/OhRiIiDRYdHY2NGzdi69ateP78OQRBgCAI8PDwQO/evdG5c2eUKlVK7JhUiHjt/G0410IkTZMmTcLcuXNx7tw51KtXDwCQlZUFJycnxMbG4sNtvuXKlcPly5dRvnx5MeMSERGpXO3atfHq1Ss8ePDgi46rVKkS9PX1ce3atUJKRkRERERERIWtmNgBiIiUwcbGBlevXpW/Dg0NRVZWFnx9fRXGpaenw8jISNXxiIhICSZOnIiQkBCMGTMGACCTyfDdd98pNEG4fv067t27h+HDh4sVk4i+Qdu2bXHy5En89ttvmDlz5mcd89tvv+HNmzdo27ZtIaejwhIWFgYrK6vPboIAAB4eHrCxscHx48cLLxgRScqtW7fQqFGjLz6uXr16bIJAREQq0adPHxgZGclXAStevDj27t2Lbt264fz58zh//jy0tLTg7++PUaNGiZyW6OtUqVIF27Ztw8WLF7F8+XJs3boVy5Yt++TqdzKZDAYGBvD398fQoUMVvusjIs3k4+Pz1ccKgsDvi9RAvXr1UK9ePfz+++8IDQ3Fhg0bsGfPHpw8eRKnTp3CsGHD0K5dO/Tq1QstW7aEtra22JFJyXjt/G0410IkTcePH0elSpXkTRAAYNOmTbh16xZ8fHzw888/49ChQ1i0aBEWLlyIOXPmiJiWiIhI9by9vfHnn3/iyJEjaN68+Wcdc+jQIcTFxfFeQiI19ODBAyQlJeW5r1KlSjA1NVVxIvov1khzsfbSwDoRkdQIsg+tYomIJOxDV+yRI0fC29sbEydORGxsLG7evImqVavKx1lZWcHCwgJRUVEipiUioq/19OlTBAYGIikpCXXr1oWfnx+0tLTk+zdu3IgdO3Zg7NixaNy4sYhJiehrZGRkoEqVKnj+/DmmT5+OSZMmKfyM/1tubi5mzpyJqVOnokKFCrh79y5Kliyp4sSkDKVLl4aXlxd27979Rcd16NABJ0+exD///FMouVSlf//+X32sIAhYvXq1EtMQSZeuri66du2KjRs3ftFxvXr1wrZt25CZmVlIyYiIiAp269YtpKWloUqVKryhQMX+97//Ydy4cTA2Nv7q/0dKSgoWLFiAWbNmKTGZenj9+jVOnTqF06dP48qVK0hMTMSLFy9gZGSEcuXKwdHREe7u7vDw8IC+vr7YcYmoiMjv+8DPIQgCcnJylJiGioo3b95g165dCA4OxrFjx5CdnQ1BEFC2bFl899136NmzJ1xdXcWOSSrAa+eCca6FSJrMzMzg7OyMgwcPyrd16NAB+/fvx8OHD2FpaQkAqF69OooVK6awYBAREZEmuHXrFmrXro1y5cohLCwMdnZ2nxwfGxsLb29vJCUl4cqVK6hevbqKkhKRMnXs2BG3b9/Gxo0b4ezsLN/er18/BAUF5XlM48aNcerUKVVF1HiskeZi7aWBdSIidcFGCESkFlJTU+Hi4oJ79+5BEATIZDKMGTMG8+fPl485d+4cGjZsiHHjxiEgIEDEtERERESUn6ioKPj6+uLt27ewtLRE165dUadOHfkNjUlJSbh48SK2bduGJ0+eQFdXF8ePH0fDhg1FTk5fS09PD507d0ZwcPAXHdezZ0/s2LEDb9++LaRkqsGb+4mUo0KFCqhduzaOHTv2Rcc1bdoUV69exbNnzwopGRER0XtLlixByZIl4e/vL3YU+hddXV3o6elh4MCB6N27NxwdHT/72AsXLmDDhg1Ys2YNsrKyJP/ZhIioqPjWm+s8PT2VlISKquTkZGzZsgXBwcE4d+4cBEGAIAjIzs4WOxopCa+dvx3nWoikJ6/5snLlysHCwgIxMTHybd999x2OHDki+UbhRETqLr+Hyj5Xnz59lJREvUydOhW//vorSpYsiVGjRqF79+6oWbMmBEEAAMhkMly/fh2bNm3CkiVLkJGRgcmTJ2PGjBkiJyeir3Hy5En4+Pigd+/eWL9+vcK+fv36Yf369R99F/j06VPcu3cPYWFh8PDwUGVcjcQaaS7WXhpYJyJSJ8XEDkBEpAxlypTBpUuXsH37diQmJqJu3brw8fFRGPPs2TOMGjUKvXr1EiklERERERXE1dUVkZGR6NWrF65du4aFCxd+NOZDP7+aNWti48aNX/SgChU9ZcuWxZMnT774uCdPnqBMmTKFkEi1wsLCxI5ApBZq1KiBqKgovHnzBiVKlPisYzIyMhAZGYkGDRoUcjoiIiJg7NixaNWqFR/mKmKuX7+OiRMn4vfff8fChQtRvXp1eHl5oX79+qhWrRqMjY1haGiI9PR0pKam4tatW/j7778RFhaGu3fvQiaToWvXrpg9e7bYfxUiIrXBRgZUEBMTE/j6+iI+Ph53795FSkqK2JFIyXjt/O0410IkPRUqVEB8fLz89fXr15GcnIwePXoojPvwoCcRERVtfn5+X/WeLZPJIAgCGyHkY/r06cjJycHs2bMxZ84czJkzB7q6ujA2NgYApKWlITMzUz7+559/ZhMEIgnbtm0bBEHAhAkT8twvCMJH913duHEDtWrVwpYtW/gArwqwRpqLtZcG1omI1AkbIRCR2tDX10ffvn3z3d++fXu0b99ehYmIiOhbPHr06JuOt7a2VlISIlI1BwcHXLlyBUeOHMGBAwcQExODlJQUyGQymJiYwMnJCa1bt0aLFi3EjkpK4OjoiLCwMKSlpcknpwuSmpqKc+fOfdT8TIp4cz+RcrRt2xYnT57Eb7/9hpkzZ37WMb/99hvevHmDtm3bFnI6IiKi9w806OnpiR2D/qNKlSrYtm0bLl68iOXLl2Pr1q1YtmzZJ29SlslkMDAwgL+/P4YOHcoHxoiIiFQkISEBmzdvxsaNG3H58mUA738v16xZE7179xY5HSkTr52Vg3MtRNLi7OyMAwcO4NKlS3BycsLChQshCALatGmjMO7OnTswNzcXKSUREX2uX375hc1rCslvv/2GDh06YP78+Thy5AhevHiBhIQE+X4jIyM0b94cY8aMYUN8UqmgoKBvOp4NUD4WGRmJypUro3r16p99TI0aNVC7dm1ERkYWYjL6gDXSXKy9NLBORKRO2AiBiNRSZmYmUlNToaurqxarxBIRaaKKFSt+9YSQIAjIzs5WciIiUrXmzZujefPmYsegQtapUyccPnwY48ePx6pVqz7rmPHjx+Pdu3fo1KlTIacjIqkYPHgw5s2bhzlz5qBEiRKYNGkStLS08hybm5uLmTNnYs6cOahQoQIGDx6s4rRERKSJmjdvjkOHDiErKwvFixcXOw79R506dRAYGIhFixbh1KlTOH36NK5cuYLExES8ePECRkZGKFeuHBwdHeHu7g4PDw/o6+uLHZuIiEjtvXr1Ctu3b0dwcDBOnjyJ3NxcyGQyVKhQAd27d0fv3r3h5OQkdkxSMl47KxfnWoikYcKECdi3bx/q1asHIyMjpKWlwcnJSaEpeGJiIi5fvozu3buLmJSIiD7HtGnTxI6g1urVq4ctW7ZAJpPh/v37Cg2/bG1t2YSCROHn5/dV555MJoMgCGyEkIf79+/Dy8srz30ymQwymSzPfTY2Njh9+nQhJqMPWCPNxdpLA+tEROqEjRCISK0sX74cK1aswLVr1yCTydC3b1+sWbMGABASEoItW7Zg7ty5qFq1qshJiYioIB4eHpyUILWSnZ2N1atX4+rVq7CxscGgQYNgZGQkdiwi0fn5+WH+/PlYu3YtAGDBggX5/my8ePECY8eOxdq1a2FnZwc/Pz8VJlWt7Oxs7N+/H+fPn0dycjJcXFzQv39/AEB8fDySk5NRo0YNFCvGr3aIAKBkyZLYuXMnfH19MXXqVAQGBqJr166oU6cOTE1NAQBJSUm4ePEitm3bhidPnkBPTw87duxAyZIlRU5PRESaYObMmTh69Ch69uyJJUuWwMzMTOxIlAd9fX20atUKrVq1EjsKkaT8++GsLyUIAo4fP67ENCR1PJ8oOzsbhw4dwsaNG7F//368ffsWMpkMJUuWRIcOHdC7d280bdo03waIJH28diYiTeTi4oI9e/Zg3rx5SEpKQuvWrTFr1iyF33ebNm2CoaEhWrRoIWJSIiKiokMQBFSuXBmVK1cWOwoRfvnll4/ud7179y6Cg4NhYGCAZs2awdraGgDw6NEjHD16FK9evUKvXr14DucjIyMDBgYGee5bsGABpk+fnuc+Q0NDZGRkFGY0+v9YI83F2ksD60RE6kSQ5de+hYhIQrKzs9GxY0ccPHgQxYsXR9WqVXHt2jX4+fnJGyFcvXoVjo6OmDFjBiZPnixyYiIiIlJXM2bMwPTp03HixAl4enoCeN8508vLCxEREfIuzpUrV0Z0dDRKlSolcmIi8d2+fRvu7u5ITk5GiRIl0KJFizwfXj58+DAyMjJgYmKCiIgI2NnZiZy8cJw6dQq9e/fG06dP5e8Z/27ytmHDBvj5+SEkJASdO3cWOS1R0XLlyhX06tUL165dy7Op1oevQmvWrImNGzfC0dFR1RGJiEhD9e/fH0lJSTh48CB0dXVRp04dWFtbQ09P76OxgiBg9erVIqQkIvo63/IwsiAIyMnJUWIakjqeT5rrzJkzCA4OxrZt25CamgqZTAYtLS14e3ujd+/e6Ny5M/T19cWOSSrAa2ciIiIiUmepqam4cOECkpOTYWNjAzc3N7EjEVEhiI2NhYuLCzp16oTff/8dpUuXVtj/4sULjBkzBjt37kRkZCTs7e3FCVqElS9fHo6Ojjh69OgXHde0aVNcvnwZiYmJhZSMPmCNNBdrLw2sExGpEzZCICK1sGDBAowfPx5t27ZFYGAgypUrBy0tLYVGCABQuXJlVKhQAWfOnBExLREREakzd3d3xMXF4dGjR/JtO3bsQNeuXeHg4IBhw4bhyJEj2LlzJ2bOnImJEyeKmJao6EhISMCgQYNw4MABAPjoAeYPX1+0atUKK1asgIWFhcozqsLVq1fh6uqKnJwcDB06FI0aNULXrl0VPttkZGSgfPnyaNu2LTZt2iRyYqKi6ciRIzhw4ABiYmKQkpICmUwGExMTODk5oXXr1lwxi4jyxNWHqTB9yUOdfIiTiKTm1KlT33T8h2aiRADPJ02mpaUFQRAgk8lQq1Yt9O7dGz179oS5ubnY0UjFeO1MREREROro+fPnGDlyJHbu3Inc3FwAUFgQYdmyZZg8eTL27NkDd3d3MaMSkRJ06tQJV69eRWxsbL6fc3Nzc1GtWjXUqlULu3btUnHCos/DwwNXrlxBUlISdHR0PuuYrKwsmJqawsHBAadPny7khMQaaS7WXhpYJyJSJ8XEDkBEpAxBQUEwMzPDli1bUKJEiXzH2dra4ubNmypMRkRERJrm/v37qFWrlsK27du3QxAEbNmyBfb29vD390elSpWwbds2NkIg+v/MzMywb98+3Lp1CwcPHszz4eVWrVqhevXqYkctVDNmzEBmZiaOHj2a78OYJUuWRPXq1RETE6PidETS0bx5czRv3lzsGEQkMSdPnvzqY//bxInov8LCwsSOQERUaPjgOSkTzyfNVaFCBfTo0QO9e/eGo6Oj2HFIRLx2JiJNlpycjI0bN+L8+fNITk6Gr68vfvrpJwDAtWvXcP/+fTRp0gQlS5YUOSkREX2J5ORkuLm54cGDB3B2dkajRo2wdOlShTEdOnTAqFGjsH37djZCIFID4eHhaN68+Seb/WlpaaFBgwY4fPiwCpNJR8uWLXHmzBksW7YMo0aN+qxjli1bhlevXqFly5aFnI4A1kiTsfbSwDoRkToRZB+WVCQikrCSJUuiRYsW2Llzp3yblpaWwqqpANC9e3fs2rULb9++FSMmERF9gfDw8G863sPDQ0lJiL6Mnp4eunTpgo0bN8q3WVpawtDQUKEhU5cuXRAWFoaUlBQxYhJREVWuXDnY2dkhIiJCvi2vzzZdunTBsWPH8OLFCzFiEhERqaW4uLhvOt7GxkZJSYiIiIiINE9ubu4nHw4gIiJSd1u2bMGgQYPw+vVryGQyCIKgsFL4rl270KVLF6xbtw69e/cWOS0REX2JUaNG4Y8//sCMGTMwefJkAHnfB+Dg4ABtbW0uikCkBgwNDeHk5FTgatru7u64dOkSXr58qaJk0vHPP/+gYsWKePv2LYKCgtCtW7dPjt+6dSv69OmDEiVK4MGDBzA2NlZRUs3FGmku1l4aWCciUifFxA5ARKQMurq6ePXqVYHjHj16BCMjIxUkIiKib+Xl5fVNK2rm5OQoMQ3R5zM1NUVSUpL89f379xEfH49BgwYpjCtevDiysrJUHY+Iirj09HRYWFgUOC4zM5O/64iIiJSMjQyIiIiIiMTDJghERKTJTp8+jV69esHY2Bi//fYbGjVqhPr16yuMadOmDYyMjLBz5042QiAikpi9e/eievXq8iYI+bGxsUFUVJSKUhFRYapbty5Onz6NkJCQfB883bZtG86cOcNFv/JRunRpBAUFoVOnTujevTuWLVuGbt26wdnZGSYmJhAEAcnJybh48SK2bt0qX3Rm3bp1fHhXRVgjzcXaSwPrRETqhI0QiEgt1K5dG+fPn0dKSgrKli2b55hHjx7h4sWL8PHxUXE6IiL6Gn369PmmRghEYqlRowZOnz6Nx48fw8rKCoGBgRAEAa1atVIY9/DhQ5iZmYmUkoiKKjMzM9y8ebPAcdeuXePDmkREREQSlJycjI0bN+L8+fNITk6Gr68vfvrpJwDvr/Hu37+PJk2aoGTJkiInJfpy3zL/IggCjh8/rsQ0pEqsPSkTzyfNxdrTf/HamYg0yezZs6Gjo4PQ0FA4OjrmOUZHRwf29va4fv26itMREdG3SkhIQPv27Qscp6enx1XhidTE9OnT0aRJE3Tv3h1r165F165dYW1tDUEQEBcXh23btuHo0aPQ1tbGtGnTxI5bZLVr1w779u1D3759ER4ejtOnT+c5TiaToWzZsli7di3atGmj4pSajTXSXKy9NLBORKQu2AiBiNTCgAED0K9fP/Tq1QubNm36qPvUq1ev4O/vj6ysLPj7+4uUkoiIvsS6devEjkD0VcaMGYNjx47BwcEBlSpVwqVLl2Bra4sWLVrIx7x48QIXL15E27ZtRUwqbbdu3cK1a9dgbW2NBg0aiB2HSGmaNWuGVatWYdeuXejYsWOeY9atW4e4uDiMGzdOxemIiIiI6Fts2bIFgwYNwuvXryGTySAIAiwsLOT779y5gy5dumDdunVc2ZEk6eTJk199LBuiShtrT8rE80lzsfb0b7x2Vg3OtRAVHVFRUXB1dc23CcIHVlZWuHr1qopSERGRshgZGeHp06cFjrtz5w4qVKiggkREVNg8PT2xfft2+Pv748iRIzh69KjCfplMhjJlymDlypXw8vISJ6REtGzZEg8fPsTatWtx+PBhXL58GcnJyQCAsmXLwtHRES1btoSfnx/09fVFTquZWCPNxdpLA+tEROqAjRCISC307dsXBw4cwPbt21GpUiU0btwYAHD27Fl06dIFYWFhSEtLQ48ePfJ9mIiIiIhIGZo3b45ly5Zhzpw5iI2NRePGjfHnn3+iePHi8jFBQUHIysqCr6+viEmLvq1bt2LFihWYPXs2XFxc5NsnTJiAefPmyV936tQJW7duhZaWlhgxiZRq0qRJ2LJlC7p3747x48fLV4XIyMjAtWvXsHv3bsyaNQtly5bFmDFjRE5LRESkXmxtbb/6WEEQcO/ePSWmIXVz+vRp9OrVC8bGxvjtt9/QqFEj1K9fX2FMmzZtYGRkhJ07d/JhLpKksLAwsSOQSFh7UiaeT5qLtacPeO2sXJxrIZKGN2/eoGzZsgWOS09PZwMgIiIJcnNzw4EDB3D9+nXUrFkzzzFnzpzBlStX0KtXLxWnk7Zr165h1apVOH/+PJKTk9G+fXsEBAQAeP9veuHCBfTq1QtlypQROSlpovbt28PX1xfbtm1DREQE4uPjIZPJYG5ujsaNG6Nr164wNDQUO6YklCxZEsOGDcOwYcPEjkL5YI00F2svDawTEUmdIJPJZGKHICJSBplMhnnz5mH+/Pny7lQfGBkZYdy4cZg0aRIng4iI1MSdO3eQnJyMsmXLws7OTuw4RF/kzZs3yMrKgoGBAbS1tcWOU2S1bdsWERERePbsGXR1dQEA586dQ8OGDVGqVCm0bt0aUVFRePjwIYKCgtCzZ0+RExMpR0REBLp27Yrnz59/9PlFJpPB1NQUu3btgpubm0gJiYiI1NO3PuyRm5urpCSkjlq1aoWwsDBERUXJV3fU0tKCn58f1qxZIx/n5uaG5ORk3L59W6yoBCA7Oxv79++X3zzr4uKC/v37AwDi4+ORnJyMGjVqoFgx9pwnIiIiUjZeOysX51qIpMHe3h65ubkK72n/fe/Lzs6GjY0Nypcvj4sXL4oVlYiIvkJERAQ8PT1RsWJFrFy5Et7e3ihWrJj8fT4iIgJ9+vTBkydPcO7cOTg7O4sdWRICAgIwefJkZGdnA3jftLpv377y353Hjh1DixYtsGzZMgwePFjMqERERERERPQN2MKZiNSGIAj46aefkJCQgL///hshISHYvHkzTp8+jefPn+N///sfmyAQEUncmzdv8PPPP6Ns2bKwt7dH48aNMWfOHPn+tWvXok6dOrh06ZJ4IYk+Q4kSJWBkZMQmCAW4du0aHBwc5DfmAUBQUBAEQUBISAiCg4MRHR0NQ0NDrFy5UsSkRMrVuHFj3L59G7///jtatmyJ6tWrw87ODj4+Ppg9ezZiY2PZBIGIiKgQ5ObmftMfok+JioqCq6ur/EGu/FhZWSEhIUFFqSgvp06dgq2tLTp37ozZs2dj1apViIiIkO8/fvw4nJ2dsWfPHhFTEhEREakvXjsrF+daiKShTZs2uHfvHv788898x/z+++949uwZOnbsqMJkRESkDI0bN8bChQsRFxeHZs2aoUyZMhAEATt37oSpqSk8PT3x6NEjLFq0iE0QPtOePXswYcIE2NjYYPfu3UhKSsJ/1wdt0qQJTExMsHv3bnFCEhERERERkVJwmRIiUjva2tqoV68e6tWrJ3YUIiJSotevX8Pb2xsXLlxA+fLl0bp1a+zfv19hjIeHBwYMGICtW7fCyclJnKBE/x9Xj/x2iYmJaNiwocK2sLAwlCtXDs2aNQMAGBsbw93dHRcuXBAjIlGhMTQ0xI8//ogff/xR7ChEREREpARv3rxB2bJlCxyXnp7Ohr4iunr1Klq1aoWcnByMGjUKjRo1QteuXRXGdO7cGUOHDsWOHTvQuXNnkZISERERqS9eOysX51qIpGHChAnYsmULRo4ciaioKLRv3x7A+5/h/fv3Y/fu3Vi3bh2sra0xcuRIkdNK261bt3Dt2jVYW1ujQYMGYschIg0ycuRINGjQAHPmzMGJEycgk8mQnp4OXV1dNGvWDJMmTYK7u7vYMSVj4cKFMDAwwLFjx1CxYsU8xwiCgGrVquH27duqDUf0LxkZGYiOjkZCQgIyMzPzHdenTx8VpiIiIiIikhY+cUNEakFbWxt+fn5YvXr1J8cNHDgQa9euRXZ2toqSERGRssydOxfR0dEYNGgQFi9eDF1dXWhpaSmMqVy5Muzt7REaGorZs2eLlJTo/eqRvXv3xtOnTyGTySAIAt69eydvhHD8+HH4+fkhJCSED018QsmSJZGRkSF/nZqaitjY2I8eQildujTS0tJUHY+IiCTg1KlTOHXq1CdvKhAEocDvE4iIiL6VjY0Nrly58skx2dnZuHLlCqpUqaKiVPRfM2bMQGZmJo4ePQofH588x5QsWRLVq1dHTEyMitMRERERaQZeOysX51qIpMHExAShoaHo2rUrgoODsWnTJgDAoUOHcOjQIchkMtjb22PXrl0wMjISOW3Rt3XrVqxYsQKzZ8+Gi4uLfPuECRMwb948+etOnTph69atH917QkRUWFxdXbF7927IZDKkpKQgJycHJiYm0NbWFjua5MTExKBhw4b5NkH4wMLCAtHR0aoJRfQfv/zyCxYuXKjwmey/PtxbyEYIRERERET5YyMEIlILMpkMMpnss8cSEZH0bN26FRUrVsSff/75yckfGxsbXLp0SXXBiP6Dq0cqj62tLSIjI/Hu3Tvo6Ohg586dACBfoeiDZ8+eoVy5cmJEJCWYMWPGVx8rCAKmTJmixDSqJ5PJ0KxZMzx48AAbNmz4aGWu/4qMjETv3r1RtWpVHDp0SEUpiaQnNTUVHTt2RERERIHfA7ARAhEV5Nq1a1i1ahXOnz+P5ORktG/fHgEBAQCAM2fO4MKFC+jVqxfKlCkjclIqytq0aYOFCxfizz//xLBhw/Ic8/vvv+PZs2cYMmSIitPRB6dOnYKrq2u+TRA+sLa2xrFjx1SUioiIiEiz8NpZuTjXQiQd9vb2uHz5Mvbu3YvQ0FA8fPgQOTk5sLS0RJMmTdClSxc+KPuZNm7ciJiYGDg5Ocm3nTt3DgEBAShVqhRat26NqKgo7Ny5E5s3b0bPnj3FC6tiR44cwdWrV2FtbY1OnTqhWDHeRk4kBkEQYGJiInYMScvOzkbJkiULHJeUlITixYurIBGRooCAAPz2228oVqwY2rRpAzs7OxgYGIgdi4iIiIhIkvgNFhFplBcvXkBXV1fsGERE9BUePXqENm3aFDixX6pUKa5WQqLi6pHK079/f/zwww/w8PBAw4YNsXbtWhgYGKB9+/byMdnZ2YiOjka9evVETErfYtq0aRAE4asalqlDI4Q9e/bg+PHjGDJkSIFNEACgYcOGaNGiBZYvX44DBw6gdevWKkhJJD2jR4/G6dOnUbNmTQwaNAiVK1eGvr6+2LGISIICAgIwefJkZGdnA3h//ZGcnCzfn5GRgdGjR0NXVxeDBw8WKyZJwIQJE7BlyxaMHDkSUVFR8s81iYmJ2L9/P3bv3o1169bB2toaI0eOFDmt5kpPT4eFhUWB4zIzM5GTk6OCRERERESah9fOysW5FiJp0dLSQocOHdChQwexo0jatWvX4ODgoHCfYFBQEARBQEhICJo1a4a0tDRUqlQJK1euVLtGCMuWLcP8+fMRFBSExo0by7d3794dISEh8tcuLi4ICwvj/ZREhWTmzJm4d+8eBg8eDBcXl0+OPXfuHFasWAE7OztMmDBBRQmlrXLlyrhw4QJycnLyvZ/w9evXuHTpEmrUqKHidERAYGAgSpQogdOnT6NOnTpixyEiIiIikjQ2QiAiyXr06JHC61evXn207YPs7GzExsbi6NGjqFy5siriERGRkunr6ys8bJKfBw8eoGzZsipIRJQ3rh6pPAMGDEBYWBhCQkJw7tw56OvrIzAwUOFnfN++fXjx4kWB/97q5NatW7h27Rqsra3RoEEDseN8s7Vr14odQVSbN2+GtrY2fvnll88+ZsqUKVixYgWCg4PZCIEoH/v27YOlpSUiIyO5qgIRfbU9e/ZgwoQJqFy5MhYsWIBGjRrB1NRUYUyTJk1gYmKC3bt3sxECfZKJiQlCQ0PRtWtXBAcHY9OmTQCAQ4cO4dChQ5DJZLC3t8euXbtgZGQkclrNZWZmhps3bxY47tq1a7CxsVFBIiIiIiLNw2tn5eJcCxFposTExI8akIeFhaFcuXJo1qwZAMDY2Bju7u64cOGCGBEL1a5du/D69Wu4ubnJtx07dgxbt26FpaUlevfujRMnTuDcuXNYvXo1hg4dKmJaIvV0/vx5TJkyBT4+PgU2QQDeNyaZPHky1q9fj+bNm8PZ2VkFKaWtS5cumDZtGqZMmYJZs2blOWbKlClIS0vDd999p+J0RMDjx4/h4+PDJghERERERErARghEJFkVK1aEIAjy1zt27MCOHTs+eYxMJsPAgQMLOxoRERWCunXrIiIiAo8fP4aVlVWeY65fv46YmBiFFUyIVI2rRypPsWLFsGXLFsydOxeJiYmwt7eHoaGhwphKlSph165dcHV1FSll4di6dStWrFiB2bNnK0yKT5gwAfPmzZO/7tSpE7Zu3QotLS0xYipF3759xY4gqr///ht169ZFhQoVPvuY8uXLo169eoiKiirEZETSlpOTAxcXFzZBIKJvsnDhQhgYGODYsWOoWLFinmMEQUC1atVw+/Zt1YYjSbK3t8fly5exd+9ehIaG4uHDh8jJyYGlpSWaNGmCLl26QFtbG3FxcXzIXiTNmjXDqlWrsGvXLnTs2DHPMevWrUNcXBzGjRun4nREREREmoPXzsqjyXMtRFISHh7+WeOKFy+OsmXLokqVKgr3zZGikiVLIiMjQ/46NTUVsbGx6Nq1q8K40qVLIy0tTdXxCl1sbCxq1aqlMIe8adMmCIKA7du3o0GDBsjMzIS1tTWCgoLYCIGoEKxduxaCICAgIOCzj5k/fz6cnZ2xZs0a/PHHH4WYTj2MHTsWW7duxdy5cxEREYF27doBAO7fv4+lS5di9+7dOHHiBBwdHTFkyBCR05Im+pL7gOjbpaen4/bt27C0tOS/fRHFGmku1l4aWCciKurYCIGIJMvDw0M+oXPq1CmUK1cO9vb2eY4tXrw4zM3N0a5du3xvXiQioqJt+PDhOHbsGDp16oTNmzejSpUqCvvj4uLQp08f5ObmYvjw4SKlJOLqkYXBxsYm338rJycnODk5qTaQCmzcuBExMTEKf7dz584hICAApUqVQuvWrREVFYWdO3di8+bN6Nmzp3hh6Zs8e/bsq24urVixIi5fvlwIiYjUQ506dRAXFyd2DCKSuJiYGDRs2DDfJggfWFhYIDo6WjWhSDLmz5+f54PyWlpa6NChAzp06JDncbdu3ULTpk3x+PHjQk5IeZk0aRK2bNmC7t27Y/z48fJmmxkZGbh27Rp2796NWbNmoWzZshgzZozIaYmIiIjUA6+dVUMT51qIpMTLy+uLGhvo6+vj+++/x8yZM2FqalqIyaTJ1tYWkZGRePfuHXR0dLBz504A7xsg/tuzZ89Qrlw5MSIWqqSkJHh4eChsCw8Ph7W1NRo0aAAA0NXVhZubG86ePStGRCK1Fx4ejqpVq37RSvCOjo6wt7fHyZMnCy+YGtHX10dYWBj8/Pxw+PBhnDlzBsD7f/vTp09DJpPB19cXwcHB0NXVFTktaaLvv/8eq1atQlpaGoyNjcWOoxaOHj2KLVu2YMSIEXB2dpZvX758OcaMGYOsrCwIgoAff/wR8+fPFzGp5mKNNBdrLw2sExFJmXSXjCQijXfy5EmEhYUhLCwMANCyZUv56//+OXLkCNauXcsmCFRkpaenIzo6Gs+ePRM7ClGR1bZtW4wePRoXLlxAtWrVUKtWLQiCgKNHj6JevXqoWrUqYmJi8NNPP8HLy0vsuKTBmjVrhuvXr2PXrl35jvmwemTr1q1VmIyk5Nq1a3BwcFCYjA0KCoIgCAgJCUFwcDCio6NhaGiIlStXipiUvpWOjg6ysrK++Lh3795BW1u7EBIRqYcpU6bg0qVL2L17t9hRiEjCsrOzUbJkyQLHJSUloXjx4ipIRFLy008/YdGiRV90zKVLl+Dh4YH4+PjCCUUFsrGxwYEDB2BsbIyZM2fCxcUFgiBg27ZtcHR0xC+//AJDQ0Ps2bOHK2F8gUOHDqFDhw6wsLCArq4uBgwYoLBvzJgxPO/VFGtPysTzSXOx9uqP185ERECfPn3Qtm1byGQyCIKAOnXqoEOHDmjfvj3q1KkDQRAgk8nQpk0b+Pr6Qk9PD6tWrULDhg2RkpIidvwip3///vJmAGPGjMH48eNhYGAgb3gIvP/uLzo6GnZ2diImLRylS5fGP//8I3+dkJCABw8ewNPTU2Gcvr4+Xr16peJ0RJrh0aNHqFmz5hcfV716dTZ7/wLlypXDwYMHERMTg7lz52Lo0KEYPHgwZsyYgcjISBw7dkwtG96QNEybNg01atRAp06dcO/ePbHjqIVVq1Zh69atCouo3bhxAyNGjEBOTg5cXV1RqlQpLFy4EPv27RMxqeZijTQXay8NrBMRSVkxsQMQESnDgwcPYGBgIHYMok9iBzWib7dgwQK4uLhg1qxZuHLlCgAgPj4e8fHxqFatGiZPnsxV0Ul0XD1SuTIzM7F582aEh4cjISEBmZmZeY4TBAHHjx9XcbrCk5iYiIYNGypsCwsLQ7ly5eQrlRgbG8Pd3R0XLlwQI2Khi4iIwJ49e3Dnzh28fPkSMpnsozHqUHczMzPcuHHji4+7ceMGzM3NCyERkXrw8fHBpk2bMGjQIOzduxdNmjSBhYVFvitq/XdlJCIiAKhcuTIuXLiAnJycfBsQvX79GpcuXUKNGjVUnI6KOn19fYwdOxba2toYMWJEgeMjIyPRunVr/PPPP+jWrZsKElJ+GjdujNu3b2P16tUIDQ3Fw4cPkZOTA0tLSzRp0gSDBw9G6dKlxY4pGUOHDsWKFSsgk8lgaGiId+/eKXy+K126NBYtWgRLS0t+T6JmWHtSJp5Pmou11wy8di58mjrXQiQlAQEBcHV1RevWrbF48WLY2toq7H/w4AFGjRqFK1euICoqCoaGhhg8eDCCg4MREBCAuXPnipS8aBowYADCwsIQEhKCc+fOQV9fH4GBgShbtqx8zL59+/DixQv4+PiImLRwVK1aFREREXjx4gWMjIwQHBwMQRDQokULhXFPnjxho0eiQvLu3buvaqBcvHhxvHv3rhASqTdHR0c4OjqKHYNIQatWrZCbm4szZ87A3t4eFStWhKWlZZ73LPCz2Oe5ePEinJ2dYWhoKN+2du1ayGQyrFu3Dj169EBcXByqV6+OZcuWoW3btiKm1UyskeZi7aWBdSIiKRNkeT1JQEQkMbNmzUL//v35xTwVad26dcOBAwfw7Nkz+YeHGzduwMHBAVpaWqhfvz5u3ryJFy9eYPfu3fzgQFSApKQkxMXFyW9Et7CwEDsSkVxERAS6du2K58+ffzR5IZPJYGpqil27dsHNzU2khNLw9OlT+Pr64s6dO3k+BP9vgiAgJydHRckKn6mpKRo1aiRfyTw1NRWmpqbo2rUrtmzZIh/Xu3dvbN++HW/evBEpqfLJZDIMGDAA69evl9f9wyo3H3x4rQ51HzhwINasWYOzZ8/CxcXls46JioqCm5sbBgwYgMDAwEJOSCRd69atw//+9z88e/aswLFSfy8hosIxY8YMTJs2DRMmTMCsWbMAAFpaWvDz88OaNWsAAGPGjMHixYvx+++/Y9SoUWLGpSLm9OnTaNmyJd68eYM//vgDQ4cOzXfs8ePH0aFDB7x+/Rr9+/fHypUroaWlpcK0RIVjzZo18Pf3h4uLC1asWCH/Lvzf76MAYGVlhSpVqiAsLEzEtKRMrD0pE88nzcXaaw5eOxcuTZ5rIZKS/v37IzQ0FHfv3s33wdnMzExUrVoVvr6+WLt2LV6/fo1KlSqhbNmyuHnzpooTS0NcXBwSExNhb2+v8KAHAFy6dAlxcXFwdXVF+fLlRUpYOLZs2YIePXrA1tYWDg4OOHDgAIyNjXH37l35YlNv3ryBqakpvL29udInUSGwtraGhYUFIiMjv+i4hg0b4unTp3j06FEhJSMiVfmSz6r8LPZ5DA0N0bp1a4V755ydnfHo0SMkJSXJ/81btGiBGzdu8L1UBKyR5mLtpYF1IiIpKyZ2ACIiZZg8eTKmTZuG1q1bY+DAgWjZsmW+qzwSiYUd1IiUy9TUFKampmLHIMoTV49UjvHjx+P27dtwc3PD2LFjYWdnJ78xQ93Z2toiMjIS7969g46ODnbu3AkAaNasmcK4Z8+eoVy5cmJELDR//fUX1q1bh3r16mH27NlYvnw5du3ahdjYWNy/fx9bt27Fhg0bMGbMmE/eECsVAwcOxOrVq9GvXz+Eh4fDxMTkk+OTk5PRr18/CIIAf39/FaUkkp5169ZhwIABkMlkqFOnDmxtbaGvry92LCKSmLFjx2Lr1q2YO3cuIiIi0K5dOwDA/fv3sXTpUuzevRsnTpyAo6MjhgwZInJaKmrc3d1x8OBBtGrVCiNGjIC2tjYGDx780bi9e/fi+++/x9u3bzFy5EgsWrRI9WFJbsaMGXBycpL/vOdn3759iImJwS+//KKiZNK0YsUKlClTBvv371dYdfO/qlSpgvv376swGRU21p6UieeT5mLtNQevnQuXJs+1EEnJwYMH4ePj88nVw3V1ddGoUSMcOnQIAKCvrw9nZ2dERESoKqbk2NjYwMbGJs99Tk5OcHJyUm0gFfn+++9x6dIlLF68GPfv34elpSXWr1+v8P4fEhKCjIwM+Pj4iJiUSH3Vr18f+/btw9OnTz97cZ8nT54gOjq6wO8mNVV4ePg3He/h4aGkJESf58GDB2JHUDvFihVDVlaW/PWrV69w7do1tG7dWqHxhKmpKZKSksSIqPFYI83F2ksD60REUsZGCESkFqZOnYp169Zhz5492Lt3L8zNzTFgwAD0798f1tbWYscjAgA8f/4c9erVU9gWGhqK0qVL4/vvvwfwfgLOw8MD169fFyMiUZGzYcMGPHjwAG3atEGdOnU+OfbChQs4cOAAbG1t0atXLxUlJMqfoaEhfvzxR/z4449iR5GsI0eOwNraGqGhodDT0xM7jkr1798fP/zwAzw8PNCwYUOsXbsWBgYGaN++vXxMdnY2oqOjP7q+kLp169ZBX18fhw4dQtmyZbFx40YAQNWqVVG1alU0b94crVq1wnfffQc3N7d8b16SigYNGsDf3x+rVq2Co6Mjpk2bhu+++w6lSpVSGJeeno4tW7Zg2rRpeP78Ofr37w8XFxeRUhMVfQEBAdDV1cXBgwfh5eUldhwikih9fX2EhYXBz88Phw8fxpkzZwC8v9nu9OnTkMlk8PX1RXBwMHR1dUVOS0WRh4cHDhw4gFatWmHYsGHQ1tZWaGa1adMm9OvXD+/evcP//vc//PrrryKmJQCYNm0a/Pz8CrzZeO/evVizZg0bIRTg+vXr8Pb2/uTDqwBQoUIFREVFqSgVqQJrT8rE80lzsfaahdfOhUeT51qIpCQ9PR3JyckFjktJSUF6err8tbGxMRcLojzNmTMH06dPR3p6ep6LjPj4+CAmJgaVK1cWIR2R+vvuu++wa9cuDB06FLt37y7wvVomk2Ho0KHIzc3Fd999p6KU0uLl5fVNv/NycnKUmIaoYFK/n6koqlixIi5cuCB/feDAAeTk5KBp06YK41JSUgr8PokKB2ukuVh7aWCdiEjK2AiBiNTC1KlT8csvv+DIkSNYtWoV9u3bhxkzZuC3335Ds2bNMHDgQLRr1w7a2tpiRyUNxg5qRF/m1q1b6NevH5ycnDBx4sQCxzs4OGDIkCG4fPkyXF1dUaVKFRWkJPoYV49UnszMTPj4+GjkjXkDBgxAWFgYQkJCcO7cOejr6yMwMFDhy8V9+/bhxYsXardKx82bN9GwYUP53/XDRHZOTo78er5Lly6oW7cu5s+fr9AcQqqWLVuGjIwMbNq0CUOGDMEPP/wAW1tb+U1JSUlJuH//PmQyGWQyGb7//nv89ddfIqcmKtoePnwIT09PNkEgom9Wrlw5HDx4EJcvX8axY8fw8OFD5OTkwNLSEk2aNGFjIiqQp6cn9u/fjzZt2mDIkCHQ1tZGv3798Ndff2H48OHIzc3F3LlzMX78eLGj0hfIyclR+E6X8qalpYXc3NwCx8XHx0NfX18FiUhVWHtSJp5Pmou11zy8di4cmjzXQiQlNWvWxMmTJ3H27Fm4ubnlOSYyMhJhYWFwcnKSb3vy5AnKlSunopRF14wZM776WEEQMGXKFCWmKTp0dXXzbIIAAFZWVrCyslJxIiLN0a1bNyxatAj79+9Hy5YtsWTJEtjZ2eU59vbt2xgxYgRCQ0PRoEEDdOvWTcVppaFPnz5s/iOyW7du4dq1a7C2tkaDBg3EjkMa6Pvvv8fEiRPRuXNneHp6IiAgAMWLF0eHDh3kY2QyGS5cuIBq1aqJF1SDsUaai7WXBtaJiKSMjRCISG0IgoAWLVqgRYsWSEpKwtq1a7F69WocPnwYR44cgampKfr164cBAwbw4VgSBTuoEX2ZVatWQSaTYf78+dDR0SlwvI6ODhYsWAAvLy8EBgZi7ty5KkhJ9DGuHqk8tWvXxpMnT8SOIYpixYphy5YtmDt3LhITE2Fvbw9DQ0OFMZUqVcKuXbvg6uoqUsrCkZubCxMTE/nrkiVLAgDS0tIUtletWhUHDhxQeb7CUKxYMWzcuBEdO3bEvHnzcP78edy9exd3795VGNegQQOMGzcOXbp0ESkpkXRYWFiIHYGI1IyjoyMcHR3FjkES5e3tjX379qFNmzYYOHAgjhw5gpCQEAiCgD///BM//PCD2BHpC12/fh3GxsZixyjy7O3tER0djYyMDPlnu/9KSUnBpUuXULduXRWno8LE2pMy8XzSXKy9ZuK1s/Jp8lwLkZSMHz8e33//PZo2bQo/Pz906dIFVlZWEAQBjx49wvbt27Fu3Trk5ubKG8Kkp6fjwoUL6Nixo8jpxTdt2jQIggCZTPbFx6pzIwQiEtfu3bvh6emJo0ePonr16nB2dkadOnUUFkS4ePEiYmJiIJPJULVqVezevVvc0EXYunXrxI6gEbZu3YoVK1Zg9uzZCs3AJ0yYgHnz5slfd+rUCVu3bmXD4C/wzz//4OXLl/ler1hbW6s4kfSMGDECe/fuxa5du7Br1y5oaWlh/vz5CveHnDhxAklJSRgyZIiISTUXa6S5WHtpYJ2ISMrYCIGI1JKpqSl++ukn/PTTTwgPD8fy5cuxdetWBAQEICAgAF5eXhg+fDgngkil2EGN6MuEhYXBysrqi1bx9fDwgI2NDY4fP154wYiUhKtHFuznn39Gly5dcOrUKXh6eoodRxQ2NjawsbHJc5+Tk5PCii/qwsLCQuGmzA9//5iYGIUGUrdv30axYur1tUbnzp3RuXNn+Q3cKSkpkMlkMDExgZOTE5tlEX2BPn36YMGCBUhISICZmZnYcYhIQlJTU/Hq1SsYGRnByMjok2NfvHiBFy9ewMDAAGXKlFFRQpIqHx8f7N+/H23btsW2bdtQrFgxrFmzBr169RI7msbr37+/wuuIiIiPtn2QnZ2N2NhYREdHK3yvS3nr2bMnRo8ejWHDhiEwMPCjz3AymQwjR47Eq1ev0Lt3b5FSUmFg7UmZeD5pLtZec/HaWbk410IkDd26dUN8fDwmTJiA5cuX46+//lLYL5PJoKOjg4CAAPlK4SkpKZg2bRp8fX3FiFykrF27VuwIosrve4zPIQgCVq9ercQ0RPRBuXLlEB0djQkTJmDNmjW4ePEiLl68CEEQAED+MLSenh769++POXPmwMDAQMzIRNi4cSNiYmIU7kc6d+4cAgICUKpUKbRu3RpRUVHYuXMnNm/ejJ49e4oXVgKePXuGyZMnY8+ePUhNTc13nCAIyM7OVmEyaSpZsiROnz6N06dPIzExEU5OTqhatarCGG1tbSxcuBBt2rQRKaVmY400F2svDawTEUmZIPuaFqhERBLx4MEDrF69GuvWrUN8fDwAwNzcHPHx8RAEAfXq1cOOHTtgaWkpclLSBBkZGWjatCkiIyMBQN5B7ccff5SPOX78OJo2bYopU6Zg+vTpIiUlKhpKly4NLy+vL+503aFDB5w8eRL//PNPoeQiKoiWlhb8/PywZs2aT45zcXHBgwcPkJiYqKJk0vPo0SP8+eefWL58OcaMGYOmTZvC0tJSPin8X+raGTs1NRUXLlxAcnIybGxs4ObmJnakQtW9e3ccO3YMz549Q7FixXD58mU4OzvDwcEBmzdvhqWlJf766y/8/PPP8PX1xbFjx8SOTERFUE5ODrp164a7d+/ijz/+gIeHh9iRiEgCXr9+jSpVquDNmzc4d+5cgY0qY2Nj4eLiglKlSiE2NhYlSpRQUVKSghkzZuS5PTw8HCdOnICrqytatGiR5xiuRKha/25S+LmrRzo4OGDnzp2wtbUtzGiS9+7dO/j6+iIiIgKVK1dG8+bNsWzZMtSpUwdeXl7Yv38/bt++DR8fHxw9epQNI9UIa0/KxPNJc7H2moPXzoWLcy1E0vLhXrfIyEj5vW5mZmZwc3NDv379ULlyZZETUlH0LddBgiAgJydHiWmIKC9paWkICwtDTEzMRwsi+Pj4wNjYWOyIkpOZmYnnz5/D2NgYhoaGeY55+fIl0tLSUKFCBRQvXlzFCaWpUqVKsLa2xqlTp+Tbhg0bhr/++guHDh1Cs2bNkJaWhkqVKsHR0VFhHClKSEhA/fr1ER8fDwsLC7x79w6JiYlo2LAh7t+/j+fPn0MQBDRs2BA6OjoICwsTOzIRERERUZHFRghEpHbevXuHXbt2ITAwEGFhYcjNzYWxsTH69OmDwYMHw97eHmfPnsWsWbNw8OBBtG/fHrt27RI7NmmI3NzcT3ZQO3nyJC5fvow2bdpw8pI0np6eHjp37ozg4OAvOq5nz57YsWMH3r59W0jJiD727xUW1q1bhypVqqBx48Z5jv3v6pE7duxQVUzJ0dLSkj+Ekt8NeR+oY2fs58+fY+TIkdi5cydyc3MBAH379pU32Vi2bJm8a7i7u7uYUZXqQ8f4nTt3yldY7dGjB7Zs2aJwHmhrayMiIgINGjQQKSkRFWUfHkqMi4sDABQvXhwVKlTI8/eJIAi4d++eSvMRUdG0fPlyDBs2DAEBARg3btxnHbNo0SKMGTMGK1aswMCBAws5IUnJvz/PfPC5r3kDump9uFFTJpPBx8cHLVq0wM8//5zn2OLFi8Pc3Bw2NjaqjChpGRkZGDduHFavXo13794p7NPW1oafnx+WLFnCZjJqiLUnZeL5pLlYe83Aa+fCpelzLUREmuBbH0L19PRUUhIiItWZPXs2Jk+ejFOnTuV7j1ZERAQ8PT0xZ84cjB8/XsUJpUlfXx/t27fHpk2b5Ntq1KiBtLQ0JCQkyLe1bdsWFy5ckDduoo8NGzYMy5cvx4wZMzB58mT069cPQUFB8s+w4eHh+OGHH1CmTBkcO3YMenp6Iicu+mxtbdG1a1fMnTv3k+MmTpyIkJAQ3gciAtZIc7H20sA6EZGUsRECEamNmzdvYtWqVdiwYYO8Y6qrqyuGDBmCbt265fkFgaurK27dusVVw4mIiiALCwtUqVLliydsPT09cefOHX7JTirF1SMLh5eXV4E35f2bOnXGTk5OhouLCx48eABnZ2c0atQIS5cuhZ+fn7wRQnx8PGxsbDB06FAsXrxY5MTKlZmZiWLFikFbWxvA+2ZnCxYswO7du5GWlgY7Ozv89NNPatUAgoiU60tXP/rQcIaINFvz5s1x5swZJCcnf/bNRm/fvoWJiQnc3d1x6NChQk5IUjJ9+vRvOn7q1KlKSkJfws/PDx4eHgoND0k5kpKScOrUKTx8+BA5OTmwtLSEt7c3zM3NxY5GhYy1J2Xi+aS5WHv1xmvnwqXJcy1EREREpL5cXFyQkpKCu3fvfnJc5cqVUb58eZw9e1ZFyaTN1NQUjRo1wu7duwEAqampMDU1RdeuXbFlyxb5uN69e2P79u148+aNSEmLvg+L4X14iPS/jRAA4OnTp6hWrRpGjRqFmTNnipJTSrS0tBTuncvPwIEDsWbNGjZOFAFrpLlYe2lgnYhIyoqJHYCISBnc3d1x9uxZyGQylCpVCkOGDMGQIUNQu3btTx5Xs2ZNnD9/XkUpSdOxgxrRl3F0dERYWBjS0tJgbGz8Wcekpqbi3Llz8PHxKeR0RIo+3BTG1SOV6+TJk2JHEM2vv/6KBw8eyLuCA8DSpUsVxpibm6N69eoIDw8XI2Kh0tXVVXito6ODCRMmYMKECSIlIiKpYWMDIvoaly9fhqur6xetuKKnpwdXV1dcunSp8IKRJPFhLGlavnw5V5QuJKampujSpYvYMUgErD0pE88nzcXaqzdeOxcuTZ5rIZKyf/75By9fvsy3Ab+1tbWKExVt/fv3hyAImDVrFsqXL/9FDQ4FQcDq1asLMR0RERWGe/fuwc3NrcBxNWvWxLlz51SQSD3Y2toiMjIS7969g46ODnbu3AkAaNasmcK4Z8+eoVy5cmJElIynT5+idevW8tcfFoPJzMyU3xdlYWEBb29vhISEsBGCEr1+/Ro6Ojpix6BPYI00F2svDawTERVFbIRARGrhzJkzqFu3LgYPHowePXqgZMmSn3Wcv78/PDw8Cjkd0XsPHz5EUlJSgeOSk5Px8OHDwg9EVMR16tQJhw8fxvjx47Fq1arPOmb8+PF49+4dOnXqVMjpiBR5enrK/7tPnz7w8PBQ2Eb0pfbu3Yvq1avLmyDkx8bGBlFRUSpKRURERKTe0tLSUKFChS8+rkKFCjh9+nQhJCIiVTM3N0fPnj3h7+8PJycnseOonZSUFMTHxwMAzMzMYGJiInIiUhXWnpSJ55PmYu2JiEjdPXv2DJMnT8aePXuQmpqa7zhBEJCdna3CZEXfunXrIAgCfv75Z5QvXx7r1q377GPZCIGISJpev34NfX39AseVLFkS6enpKkikHvr3748ffvgBHh4eaNiwIdauXQsDAwO0b99ePiY7OxvR0dGoV6+eiEmLvlKlSik0tSpdujSA9w0SbG1t5dv19PTw9OlTVcdTS7m5uYiNjUVYWBgbhxVRrJHmYu2lgXUioqKMjRCISC38/fffX/WFSsOGDdGwYcNCSET09dhBjeg9Pz8/zJ8/H2vXrgUALFiwAEZGRnmOffHiBcaOHYu1a9fCzs4Ofn5+KkxKpIirR5IyJCQkKEwi5kdPTw8vX75UQSIiIiIi9WdgYPBVN8Olp6d/1s12RFT05eTkYNmyZVi+fDnq1KmDQYMGoXv37jAwMBA7mmTJZDL8+eef+PPPP3H79m2FfXZ2dhg6dCiGDRsGLS0tkRJSYWHtSZl4Pmku1p6IiDRFQkIC6tevj/j4eFhYWMDU1BSJiYlo2LAh7t+/j+fPn0MQBDRs2JD3FOUhLCwMAOQPanx4rSl8fHwgCALWr18PS0tL+Pj4fPaxgiDg+PHjhZiuaMjOzsbq1atx9epV2NjYYNCgQfneg0RE0mBlZYXo6OgCx124cAFmZmYqSKQeBgwYgLCwMISEhODcuXPQ19dHYGAgypYtKx+zb98+vHjx4ot+32gia2trhUXxatWqBQA4ePAghg8fDgDIyMjAmTNneI5+gra2tsLr9evXY/369Z88RiaTYdCgQYUZi/6FNdJcrL00sE5EpC4E2b/bjBEREVGh0dLSgp+fH9asWZPn/g8d1Hx8fGBoaPjRzTxEmuj27dtwd3dHcnIySpQogRYtWqBOnTowNTUFACQlJeHixYs4fPgwMjIyYGJigoiICNjZ2YmcnDSZsbExV49UsoyMDISFheHOnTt4+fIl8voYKwgCpkyZIkK6wlG+fHlUrVoVERER8m15XUs4OTnhn3/+UZg4kxpbW1sIgoDQ0FBUqlRJoet5QQRBwL179woxHRFJ3aFDh7BixQqcP38eycnJ6NWrl3xlp0OHDuHYsWMYN24czM3NRU5KREVB3bp1ER8fj4SEhC86zszMDGZmZrh48WIhJSMiVcnIyMDmzZsRGBiIv//+G4IgoGTJkvj+++/h7+8PFxcXsSNKSmZmJtq2bYvjx49DJpPB2NgYNjY2kMlkePToEdLS0iAIAnx8fLB//37o6uqKHZmUhLUnZeL5pLlYeyLl0sS5FiIpGTZsGJYvX44ZM2Zg8uTJ6NevH4KCgpCTkwMACA8Pxw8//IAyZcrg2LFj0NPTEzkxFSVaWloQBAE3b96EnZ3dFzWJEgRBfp6pgxkzZmD69Ok4ceIEPD09Abx/iMfLywsRERGQyWQQBAGVK1dGdHQ0SpUqJXJiIvpaw4cPx/Lly7Fo0SKMGDEizzF//vknRowYgcGDB2P58uUqTihtcXFxSExMhL29PQwNDRX2Xbp0CXFxcXB1dUX58uVFSlj0/fTTT1i0aBEeP36M8uXLIzU1FRUrVkRWVhZGjRoFS0tLbNy4EdHR0fjhhx+wdOlSsSMXSRUrVoQgCACAR48eoWTJkjAxMclzbPHixWFubo527dph5MiRHz38S4WDNdJcrL00sE5EpC7YCIGI1MLBgwcxf/58/PLLL/Dy8spzTFhYGH799Vf8/PPPaN68uWoDksb698X/h4mUgshkMkyZMgXTp08vzGhEkpGQkIBBgwbhwIEDAPDRz9GHy9lWrVphxYoVsLCwUHlGon8rVaoUXr16BUEQuHqkEqxbtw6jR49WWJn3v79TP7xWpxs0OnbsiAMHDiAmJgY1a9YE8HEjhDNnzsDd3R29evVCUFCQmHG/yYcbcW7duvXFN+YA75tJERHlZejQoVixYgVkMhkMDQ3x8uVLhffRyMhINGrUCPPnz8eYMWNETktERcHPP/+M+fPnIygoCD179vysYzZu3Ig+ffrgp59+wpw5cwo5IRGp0vXr17Fy5UoEBwcjNTUVgiCgZs2aGDRoEHr16oXSpUuLHbHImzp1Kn799VfUqlUL8+bN+2hu5siRI/jpp59w7do1TJ48md+JqxHWnpSJ55PmYu2JlEdT51qIpKRy5coAIG8A/t9GCADw9OlTVKtWDaNGjcLMmTNFyUlFU1xcHADAwsICxYoVk7/+XDY2NoURSxTu7u6Ii4vDo0eP5Nt27NiBrl27wsHBAcOGDcORI0ewc+dOzJw5ExMnThQxLRF9i8ePH6N27dp4+fIl2rZti0GDBqFy5coQBAF3797FypUrsW/fPhgaGuLSpUuoWLGi2JFJw1y+fBlz5szB4MGD5c82bN68Gf369UNWVhYEQYBMJkPNmjUREREBIyMjcQNLQEELEpL4WCPNxdpLA+tERFLGRghEpBY6duyIkydPIj4+HiVKlMhzTEZGBszNzdG0aVNs27ZNxQlJU7GDGpHy3Lp1CwcPHkRMTAxSUlIgk8lgYmICJycntGrVCtWrVxc7IhEArh6pTKGhoWjevDmMjIwwbNgwhIWFITIyEn/99Rfu3buHXbt24c6dOxg+fDjq1q2Lvn37ih1ZaSIiIuDp6YmKFSti5cqV8Pb2RrFixeRfQkZERKBPnz548uQJzp07B2dnZ7Ejk5KcPXsWq1atwsCBA9GwYcNPjhk8eDDfU4jysWbNGvnv3RUrVsDBwSHPyRwrKytUqVIFYWFhIqYloqLiyZMnsLOzg46ODvbt2wcPD49Pjj916hTatm2L7Oxs3L59G5aWlipKSkSqlJWVhe3btyMwMBDh4eEAAF1dXXTp0gUDBw6Eu7u7yAmLrsqVKyMtLQ137txB2bJl8xyTnJwMOzs7lC5dGvfv31dxQiosrD0pE88nzcXaEymHJs+1EEmJnp4eWrdujR07dgAA/P39sXbtWmRkZEBXV1c+rm3btrh16xbu3LkjVlSiIs3CwgK1atXCkSNH5Nu6d++OkJAQXL9+Hfb29pDJZKhUqRLKlCmDixcvipiWiL5VeHg4unTpguTk5DwXVzIxMUFISEi+C+zRp6WmpuLChQtITk6GjY0N3NzcxI6kFh49eoSDBw8iLS0NdnZ2aNeuHXR0dMSOJQmnTp1ChQoVUK1aNbGjUD5YI83F2ksD60REUsZGCESkFmxsbGBra1vggwve3t54+PAhHjx4oKJkRP+HHdSIiDQPV4/8Ni1btsSxY8dw4cIFODo6frTySU5ODsaPH4+VK1ciKioKtWrVEjmxci1ZsgRjxoxRWMnc0NAQOjo68vNpyZIlGDp0qNhRSYl69uyJ3bt34+nTp/m+R6SlpcHCwgJdu3bF+vXrVRuQSCJcXFxw7949xMbGyh+WyOszmbe3N+7fv//FqyMRkfpasWIFfvjhB2hpaeG7775D9+7dUadOHZiamgIAkpKScPHiRWzatAkhISHIzc3FsmXLMGTIEJGTE1Fhe/HiBaZPn45FixbJtwmCgFq1amHWrFlo3bq1eOGKqBIlSqBNmzYFNqfu0qULDhw4gDdv3qgoGRU21p6UieeT5mLtiZRD0+daiKSiXLlyaNy4MXbu3AkAGDduHBYuXIg7d+7A1tZWPq5r1644cOAAMjIyxIoqGTdu3EBAQADCw8ORkJCArKysPMcJgoDs7GwVp6PCoqenhy5dumDjxo3ybZaWljA0NMTNmzfl27p06YKwsDCkpKSIEZOIlOiff/7BypUrcfz4cTx+/BjA+2b4TZo0gb+/P4yNjUVOKD3Pnz/HyJEjsXPnTuTm5gIA+vbtK59nX7ZsGSZPnow9e/awUTAVGenp6fLG9RUqVBA7DuWBNdJcrL00sE5EVNRpiR2AiEgZnj9/DnNz8wLHmZub49mzZypIRPSxsLAw/Pzzz2LHICIiFapZsyYWL16M+Ph4bNy4ER4eHrh+/TpGjRoFc3Nz9OnTB6dPnxY7ZpF1/vx5uLq6wtHRMc/92tramD9/PsqVK4epU6eqOF3hGzlyJCIiItC2bVvk5uZCJpMhPT0dr169QrNmzRAWFsYmCGooKioKzs7On2yUYmxsjDp16uDMmTOqC0YkMdevX0fDhg3zXTHygwoVKiAxMVFFqYhICgYPHoyVK1eiePHi2Lx5M9q3bw8rKyvo6elBT08PVlZWaN++PbZs2QIdHR0sX76cTRCI1NyZM2fQr18/WFhYYPHixShevDi6deuGFStWwNfXF9euXUO7du2watUqsaMWORYWFvk+aPJv7969+6w5HpIO1p6UieeT5mLtiZRD0+daiKTC2toaDx8+lL/+0JTk4MGD8m0ZGRk4c+YMzMzMVB1PciIjI1G/fn0EBQXh4cOHMDAwgLW1dZ5/rKysxI5bqLKzs/H8+XM8evQo3z/qxNTUFElJSfLX9+/fR3x8PDw9PRXGFS9e/LOuNenTjhw5gvnz5yMkJIQNRT5DYmIipk2bBh8fH1SvXh22trZ5/qlcubLYUSWldOnS+Omnn3DkyBHcuHEDN27cwJEjRzB+/Hg2QfgKycnJcHNzw7Zt2+Dg4IBhw4bhv+uudujQAS9fvsT27dtFSkma6ujRo+jfvz9iYmIUti9fvhzly5eHi4sLLC0tMW7cOJESEmukuVh7aWCdiEjKiokdgIhIGYyMjPDkyZMCxz158gT6+voqSET0sf9OqPwbO6gREam34sWLo0ePHmjdurV89ci3b99i48aNCA4O5uqR+Xj16hWsra3lr/X09AAAL1++hKGhIYD3q3u7uLjg+PHjomQsbK6urti9ezdkMhlSUlKQk5MDExMTaGtrix2NCkl8fDxcXFwKHGdtbf3RF9JE9H+0tLTkq1N8Snx8PL8nIKKP+Pv7o2XLlvjjjz9w8OBBXL9+XX6TlyAIqFGjBlq3bo3hw4fD0tJS5LQkFXXq1EHlypULXNGYioaUlBQEBQVh1apVuHXrFmQyGWxtbTFw4ED0798fpqamAICBAwfi77//RrNmzRAQEAB/f3+RkxctPXv2xIIFCxAXFwcbG5s8x8TFxeH48eMYPXq0itNRYWLtSZl4Pmku1l5z8dpZuTjXQiQNPj4+WLRoEZ4/f47y5cujXbt20NfXx7hx4/D48WNYWlpi48aNeP78OX744Qex4xZ5EydOxJs3b/Djjz9i8uTJKFOmjNiRVC40NBS//fYboqKi8O7du3zHCYKgVg+w16hRA6dPn8bjx49hZWWFwMBACIKAVq1aKYx7+PAhm4p8pmXLlmH+/PkICgpC48aN5du7d++OkJAQ+WsXFxeEhYVBV1dXjJhF3s2bN+Hp6YmUlJSPHionKkp+/fVXPHjwADNmzMDkyZMBAEuXLlUYY25ujurVqyM8PFyMiEXWt/57eHh4KCmJ+lq1ahUOHDiAxYsXy7fduHEDI0aMgJaWFlxdXXHz5k0sXLgQnp6eaNu2rYhpNRNrpLlYe2lgnYhIyrTEDkBEpAz169dHZGQkrl+/nu+YGzdu4OzZs6hfv74KkxH9H3ZQIyLSXFw98utUqFABycnJCq8B4Pbt2wrjUlNT8ebNG5VmK2zh4eEKf09BEGBiYoLy5csrNEG4c+eO5CcWtbW1v/pPsWLq199RX19f4bzPT3JyMooXL66CRETSZG9vj+joaGRkZOQ7JiUlBZcuXYKDg4MKkxGRVFhYWGDOnDm4cuUK3r59i2fPniEhIQFv377F1atXMWfOHDZBoC8SGxsLHR0dsWNQAY4fP47vv/9e/j3tnTt30L59exw+fBh3797Fzz//LG+C8EGDBg3QunVrPHjwQKTURdfkyZPh6+sLDw8PrFmzBq9fv5bve/36NdasWQNPT0/4+vril19+ETEpKRtrT8rE80lzsfaai9fOyqXJcy1EUtKzZ0907twZN2/eBACUKVMGK1asAADMmzcPP/74I86fP48aNWpg5syZYkaVhOjoaDg5OeH333/XyCYI+/fvR8uWLREeHg59fX3UqVMHHh4eef5xd3cXO65SjRkzBm/fvoWDgwPq1KmDuXPnolKlSmjRooV8zIsXL3Dx4kU4OjqKmFQ6du3ahdevX8PNzU2+7dixY9i6dSssLCwwYcIENGjQAOfOncPq1atFTFq0jR8/HsnJyejUqRMuXLiAly9fIjc3N98/RGLZu3cvqlevLm+CkB8bG5vPWsBQk3h5ecHb2/ur/1DBLl68CGdnZ3lTPwBYu3YtZDIZ1q1bhzNnziAmJga6urpYtmyZiEk1F2ukuVh7aWCdiEjK1O+JASLSSMOGDcPBgwfRunVrLFq0CB06dFDYv3v3bvz444/Izc1lV2wSDTuoERFpFq4e+e3s7e1x69Yt+Ws3NzfIZDLMnTsXW7duhSAIOHv2LE6cOKF2Nyl4eXmhX79+Bd4oEBAQgDVr1iAnJ0dFyZTPysoKgiCIHaPIcHR0REREBJ48eZLvw5VPnjzB6dOn0aBBAxWnI5KOnj17YvTo0Rg2bBgCAwM/apwik8kwcuRIvHr1Cr179xYpJRFJhY6ODsqVKyd2DJK4qlWrIiUlRewYVICmTZsCeP85xd/fH/7+/p+1OqCVlRWbo+ShWrVqkMlkePLkCQYOHIiBAwfC2NgYAJCWliYfJwgCqlWrpnCsIAi4d++eSvOS8rD2pEw8nzQXa6+5eO2sXJo810IkJY6Ojti8ebPCtu7du6NRo0Y4ePAg0tLSYGdnh3bt2rFZzGcoXrw4qlSpInYM0UyfPh25ublYtGgRhg0bptBoX901b94cy5Ytw5w5cxAbG4vGjRvjzz//VGgwHxQUhKysLPj6+oqYVDpiY2NRq1YtaGn939qLmzZtgiAI2L59Oxo0aIDMzExYW1sjKCgIQ4cOFTFt0XX69GlUq1YNISEhvD/iK2lpaUFLSws3btyAnZ3dF723CYKA7OzsQkynPhISEtC+ffsCx+np6eHly5cqSCQdffr04c93IXv+/Dnq1aunsC00NBSlS5fG999/D+B9kw4PD49PLq5JhYc10lysvTSwTkQkZWyEQERqoWXLlhg9ejQWLlyIzp07o2zZsqhcuTIEQcDdu3eRkpICmUyGESNGoF27dmLHJQ1VUAe1Hj16IC4uDtWrV8eyZcvYCIGISKKOHz+OwMBA7NmzB1lZWdDW1kb79u0xZMgQNGvWLM9jPqweGRISouK0RVvr1q1x9OhRREVFwdXVFb6+vnBwcMCOHTtgYWEBMzMzXLt2Dbm5ufjxxx/Fjqt0MplMKWOKuocPH4odoUjp378/wsLC0LZtW6xZswbOzs4K+2NiYjBgwABkZWWhf//+IqUkKvqGDh2KHTt2YP369YiIiEDz5s0BAFeuXMG4ceOwf/9+3L59Gz4+Pujbt6/IaYmISBMMGDAA48ePx61bt2Bvby92HMpHq1atMGTIELRq1Urh5u6CzJkzB3PmzCnEZNKU1+e91NTUj7bFxcWpIA2pEmtPysTzSXOx9pqL187KpelzLURSZ21tjSFDhogdQ3IaN26Mq1evih1DNNevX0fDhg0xcuRIsaOIYsiQIZ/8ufH390efPn1gYGCgwlTSlZSUBA8PD4Vt4eHhsLa2ljfu19XVhZubG86ePStGREmQyWSoXbs2H5L+BtbW1hAEQd4QiItuFA4jIyM8ffq0wHF37txBhQoVVJBIOtatWyd2BLVXrFgxZGVlyV+/evUK165dQ+vWrRXmdExNTZGUlCRGRI3HGmku1l4aWCcikjI2QiAitbFgwQI4Oztj1qxZuHXrFpKTk+X7qlevjgkTJnCVRxIVO6gREWkGrh6pPH369IGdnZ38309LSwsHDhzAgAEDEBoaimfPnsHIyAg//fQTevXqJXJaccTHx/MGDTXTs2dP7N69Gzt27ED9+vVRp04dhSZvFy9eRG5uLjp27MiHt4k+QUdHB4cPH8a4ceOwevVqLFu2DMD7BnUXL16EtrY2BgwYgCVLlnzRQ45ERERfa8SIEbh+/To8PT0xYcIEtG3bFtbW1gqr0ZH49u/fL3YEtZKbmyt2BBIJa0/KxPNJc7H2movXzsrFuRYi0kSzZs2Cq6srFixYgLFjx4odR+UMDAxQvnx5sWMUWSVKlECJEiXEjiEZpUuXxj///CN/nZCQgAcPHqBPnz4K4/T19fHq1SsVp5OOevXq4e7du2LHkLT/NsvjohuFw83NDQcOHMD169dRs2bNPMecOXMGV65c4ecHUrmKFSviwoUL8tcHDhxATk6O/H7ND1JSUlC2bFlVxyOwRpqMtZcG1omIpEyQqcPykURE/5GQkIDHjx8DeP9Q4ec8fEhU2IyNjeHt7Y2dO3cCeN9BzdjYGK1bt8bu3bvl43r37o3t27fjzZs3IiUlIqJv0aZNm69aPZK+TEZGBl68eIFy5cpBW1tb7DhKERQUJP9vPz8/NG7cGP7+/nmOzc7ORmxsLBYuXAhXV1eEh4erKiapQG5uLmbNmoXff/9d4aYS4P2NJqNHj8akSZPU5twnKmxJSUk4deoUHj58iJycHFhaWsLb2xvm5uZiRyMiIg3y4dpNJpMVuEqVIAjIzs5WRSz6j7S0NFy9ehVVqlTJ91rh6dOnuHfvHhwcHFC6dGnVBiQiIiLSALx2Vh11nGshkroHDx7g9OnTSEhIQGZmZp5jBEHAlClTVJysaPv3POsH58+fx7Jly+Du7o6mTZvC0tIy398r/32gW+p69OiByMhI3Lt3j/cs0Dfz8PDAlStXEBcXByMjI8yfPx8///wzgoOD5Ys/AYCXlxceP36Me/fuiZi26AoPD4evry+Cg4PRrVs3seMQ5SsiIgKenp6oWLEiVq5cCW9vbxQrVgx+fn5Ys2YNIiIi0KdPHzx58gTnzp2Ds7Oz2JFJg8ydOxcTJ05Ex44d4enpiYCAACQnJ+PevXuwsLAA8P67hAoVKqBatWq8n04ErJHmYu2lgXUiIiljIwQiIiIVcXZ2RmpqKuLi4gAAW7duRffu3fHHH39g2LBh8nGtWrXClStX8OTJE7GiEhV5qampuHDhApKTk2FjYwM3NzexIxERfTMtLa0Cb+r8N5lMBj09PezduxdNmjQpxGTiOHToEFasWIHz588jOTkZvXr1wurVq+X7jh07hnHjxqn1g8zv3r1DdHS0QpO3evXqQUdHR+RkRERERPSlKlas+EXX+w8ePCjENJSfyZMnY/bs2bh48SIcHR3zHHP58mXUqVMHU6ZMwbRp01QbUGLOnj3L7+00FGtPysTzSXOx9pqL185EpImysrLg7++P4OBgAO/nAfMjCAJycnJUFU0S8ptn/fDvmN/vlQ9Nd9Tt3/Px48eoX78+unfvjvnz56t1sxsfH5+vPlYQBBw/flyJadTTli1b0KNHD9ja2sLBwQEHDhyAsbEx7t69CwMDAwDAmzdvYGpqCm9vb+zbt0/kxEVTeHg49u7di8WLF6Nnz54FNmjx8PBQcUKi/7NkyRKMGTMGMpkMhoaGePnyJQwNDaGjo4PU1FQIgoAlS5Zg6NChYkctcs6cOYOnT5+iXr16sLW1lW///fffERoamucxHTt2xMCBA1UVUdIyMjLQtGlTREZGAnh/DTh//nz8+OOP8jHHjx9H06ZNMWXKFEyfPl2kpJqLNdJcrL00sE5EJGVshEBEaichIQFnz55FfHw8BEGAmZkZ3NzcYGZmJnY00nDsoEb07Z4/f46RI0di586dyM3NBQD07dsXa9asAQAsW7YMkydPxp49e+Du7i5mVNJgXD2Svta0adMgCAJkMhlmzJgBJycntG/fPs+xxYsXh7m5OZo1a6aW17lDhw7FihUrFCZVP3SXB4DIyEg0atQI8+fPx5gxY0ROS0RFka2tLbp27Yq5c+d+ctzEiRMREhLC1WmIiIgIwPtmtllZWbh+/fonx9WsWRN6enq4cOGCipJJk5aWFmrUqIGBAweid+/eKFOmjNiRSEVYe1Imnk+ai7UnIiJNMmHCBAQEBMDY2Bi9evWCnZ2d/AHjvPTt21eF6Yq+D/OsX2vq1KlKTKN6M2bM+GjbgwcPEBQUBFtbW3h5eeX7wLUgCJgyZYoqYhYKLS2trz5WHZtgFJYJEyZg8eLFyMzMhKWlJdavXw9vb2/5/vXr16Nfv35YsGABRo8eLWLSoutDw5aCGrR8wHPzY48ePfqm462trZWURDNERUVhzpw5OHHiBF69egUA0NXVhZeXFyZNmsR7M/OQnJyMSpUqwcTEBFeuXIGhoaF8X79+/bB+/fo8jzMwMMDDhw/5vcdnys3NxenTp5GYmAgnJydUrVpVYf/Jkydx+fJltG3bVqEZBakOa6S5WHtpYJ2ISKrYCIGI1EZSUhJGjBiBHTt2yB+O/UBLSwudO3fGH3/8AVNTU5ESkqZjBzWib5OcnAwXFxc8ePAAzs7OaNSoEZYuXarwYGx8fDxsbGwwdOhQLF68WOTEpKm4eqRyJSYmYtmyZQgPD0dCQgIyMzPzHCcIglo9xFqxYkV069YNAQEBYkdRuTVr1sDf3x8uLi5YsWIFHBwcoKWlpfB+DwBWVlaoUqUKwsLCRExLREVVXu8beRk4cCDWrFnDm4mIiIgIAGBsbAxvb2/s3Lnzk+M6deqE8PBwJCcnqyiZNHl7e8sb/hYvXhydOnXCwIED4eXlJW4wKnSsPSkTzyfNxdoTKY+mzrUQSYm1tTVevXqFmJgY2NjYiB2HJOa/D1h/Cak3A4iLi/um4/nz9vkyMzORnp6e5/23jx8/RmpqKipXrvzJJi6azM/P74satqxdu7YQ00jTh/e6ryEIArKzs5WcSDPIZDKkpKQgJycHJiYm0NbWFjtSkfXHH39g1KhRWLVqFfr376+wr1+/fggKCsKJEycUtp86dQrTpk3D4sWLMWLECFXGJSIiIiKSFDZCICK18OLFC7i6uiI2NhYlSpRAs2bNULFiRQDvv+w+evQoMjIyUK1aNURFRcHIyEjcwKSx2EGN6OuNGjUKf/zxB2bMmIHJkycDyPsBNwcHB2hrayMmJkasqKThuHqk8ty8eROenp5ISUn5rJs2/tsMi6TJxcUF9+7dQ2xsLMqWLQsg7/d7b29v3L9//5tvbhHbjBkzIAgChg0bhjJlyuS5Ykt+pL5CC1Fh+txGCD169MDOnTvx9u1bFSUjInWSnJwMY2Nj3vRFpEYMDAzQsmVLbNu27ZPjunXrhv379yMjI0NFyaTr3r17CAwMRFBQEJ49ewZBEFC5cmX4+/ujb9++KF++vNgRqZCw9qRMPJ80F2tP9O0410IkDXp6emjevDn27NkjdhSSoPxWmP5cffv2VVISIqLC4+Xl9dWNEABwkY3PFB4ejgoVKsDOzu6T4+7cuYOEhAR4eHioKFnR17p1a5w6dQqpqakoXry4wr4PjRD+23woMzMTFhYWcHFxwYEDB1QZl4iIiIhIUtgIgYjUwsSJEzF37lx07doVS5cu/ajrbHJyMoYPH46QkBBMmDABs2bNEikpERF9rUqVKqFkyZIKD5fn9YBb27ZtERUVhaSkJDFiEnH1SCVq06YNDh48iM6dO2PSpEmws7ODvr6+2LFUolmzZhg0aBDat28PHR0dseOolIGBAby9vbFv3z75trze77t3747du3fjzZs3YsRUmg+rFty8eRN2dnZftGKL1FdoISpMBTVCyM3NRWxsLHx8fGBoaIjbt2+rOCERSUF0dDQOHjyILl26oEaNGvLte/fuxeDBg5GYmIhSpUrh119/xfDhw0VMSlJz/fp13LlzBy9fvsz3uq9Pnz4qTkUAULt2baSlpSEuLi7fJic5OTmwsbGBgYEBbt26peKE0pWTk4O9e/ciMDAQR48eRW5uLnR0dNC2bVv4+/ujefPm33QjMxVdrD0pE88nzcXaay5eO387TZ5rIZKSatWqwcrKCqGhoWJHUTsJCQk4e/Ys4uPjAQDm5uZo2LAhzM3NRU5GJD2XLl3C+fPnkZycjJo1a6Jdu3YA3j/Im5mZiVKlSomckIi+lZaWFvr164fVq1d/ctzAgQOxZs0a3rPyL1ZWVqhSpUqeTTfya4QAvF8I5u7du3j8+LEqYqqFjIwMhIWFffL7Ai4uIy7WSHOx9tLAOhGRFLERAhGpBXt7e7x58wZ3797N90Gxd+/eoUqVKtDT00NsbKyKExIR0bfS09ND+/btsXXrVvm2vB5w69q1K/bt28dVfUk0XD1SeYyMjGBubo4bN25o3E2sHx6GL1u2LPz8/DBgwABUq1ZN7FgqUapUKbi7uyt0Os/r/d7T0xPXr1+XfDORDyu0dOrUCYaGhl+8YgtXaCH6P/9+WFEmk33W7w6ZTIYpU6Zg+vTphRmNiCSqb9++2LJlC54+fQoTExMAQFxcHKpVq4asrCyYmZnh+fPnkMlkOHnyJNzd3UVOTEVdaGgohg4dinv37uU75sPvMN48KI6JEyciICAA48aNw9y5c/McM2HCBMybNw9jx45FQECAihOqhydPnmD16tVYu3at/OZOS0tL+Pv7Y+DAgahQoYLICamwsPakTDyfNBdrrxl47aw8mjzXQiQlAQEB+O2333D9+nVYWVmJHUctxMfHY+TIkdizZw9yc3MV9gmCgPbt22Px4sWwtLQUKSGRdNy8eRP9+vXD+fPn5dv69u0rn79fvnw5hg8fjgMHDqBFixZixSQiJShowYEP/P39sXbtWn4e+5cSJUqgU6dOCA4O/mjf6tWrERERgbVr1360r0ePHti9ezfvIfxM69atw+jRo5Geni7f9t/7Q/h9gbhYI83F2ksD60REUlVM7ABERMoQFxeHjh07fnK1XB0dHTRq1Ai7du1SYTKij7GDGtHXMTIywtOnTwscd+fOHd7kRqKqVKkSIiMjkZOT88nVI8+ePQtra2sVp5MWmUyG2rVra+SNeSdPnkRgYCB27NiB+fPnY8GCBXB3d8fAgQPRpUsX6Orqih2x0Njb2yM6OhoZGRkoWbJknmNSUlJw6dIl1K1bV8XplO+/jQzY2IDo61lZWcl/Zzx69AglS5aUP7j8X8WLF4e5uTnatWuHkSNHqjImEUlIVFQUnJycFN5LVq9ejaysLCxYsACjR49GTEwMXFxcsHDhQjZCoE+Kjo5G69atIQgCevTogatXr+Lq1auYMGEC7t27h9DQUKSlpaFfv378rCiicePGYcOGDZg/fz6OHTsGf39/VK5cGYIg4O7du1i1ahUuX76MChUqYPz48WLHlSxLS0s0atQIV69exaNHjwAAjx8/xtSpUzFr1iwMHz4cs2bN+uScD0kTa0/KxPNJc7H26o/XzsqlyXMtRFIybtw4xMTEoGXLlli6dCk8PT35c/sN4uPj0bBhQzx+/Bj6+vpo2rQpKlasCJlMhkePHuHo0aPYtWsXzp8/j6ioKJibm4sdudCcO3cOERERiI+PBwCYm5ujUaNGcHV1FTmZctja2kIQBISGhqJSpUqwtbX97GMFQfhk0yV6Ly4uDh4eHkhJSUGHDh3QqFGjj74X+/777zF69Gjs2LGDjRA+ITMzE5s3b0Z4eDgSEhKQmZmZ5zhBEHD8+HEVpyP6MvHx8TAwMBA7RpFSrFixfBfvGjBgAAYMGJDnvqysLGhpaRVmNLURGhqKAQMGwMjICJMmTUJYWBgiIyOxYsUK3Lt3D7t27cKdO3cwfPhwtbinTIpYI83F2ksD60REUsZGCESkFkqUKPFZK8EmJyejRIkSKkhElLcv6aDGRghEitzc3HDgwAFcv34dNWvWzHPMmTNncOXKFfTq1UvF6Yj+T5s2bRAQEIBJkyblu3rk//73PyQkJGDs2LEqTict9erVw927d8WOIQoPDw94eHhg6dKl2LBhAwIDAxEeHo7Tp09jxIgR6N27NwYMGAAHBwexoypdz549MXr0aAwbNgyBgYEoVkzxqwuZTIaRI0fi1atX6N27t0gpC8+jR49gYGCAMmXKfHJcWloaXr58yRt9if7l4cOH8v/W0tJC165dC1ypgojoU54/f/7R9dbRo0dhYGCAYcOGAQCcnZ3RuHFjXLp0SYSEJCWzZ89GdnY2Dh8+jKZNm6Jfv364evUqZs6cCQD4559/MHjwYOzfvx/R0dEip9VcZcuWxdGjR9G5c2dcunQJI0aMUNgvk8lgZ2eHHTt2wNTUVKSU0pWQkIA1a9ZgzZo1ePjwIWQyGRwdHTF48GD4+vpi27ZtWLp0KX7//XdkZ2dj4cKFYkcmJWHtSZl4Pmku1l5z8NpZuTR5roWoKMvvYe24uDj4+vpCR0cHZmZmeTZD4MPbBZs0aRIeP36Mnj17YvHixR/Nu6WlpeHHH3/Ehg0b8L///S/P1Zml7urVq+jfvz8uXrwIAPKFej6cU05OTli7dq3k55s/zA29e/dO4TUpz/Tp05Gamor169fL5+f/2wjB2NgYNWrUQGRkpBgRJeHp06fw9fXFnTt38lw469/YCCdv4eHh33S8h4eHkpKon6CgIIXXd+/e/WjbB9nZ2YiNjUVoaKjaNNVRlgoVKiA2NvaLj7t16xYX/vpMCxYsgCAICAsLg6OjI/r164fIyEgMHDgQADBz5kyMHz8eK1euxKBBg0ROq5lYI83F2ksD60REUibICvo0TUQkAU2bNkV4eDjOnj2bb+epCxcuoGHDhvDy8sLRo0dVnJDofQe15s2bw8jICMOGDZN3UPvrr7/y7KDG1YCJFEVERMDT0xMVK1bEypUr4e3tjWLFisHPzw9r1qxBREQE+vTpgydPnuDcuXNwdnYWOzJpqJSUFDg6OiIhIQGOjo6fXD3y0qVLfHDiE8LDw+Hr64vg4GB069ZN7DiiO3/+PAIDA7F161a8fPkSgiCgfv36GDRoEL777jvo6+uLHVEp3r17B19fX0RERKBy5cpo3rw5li1bhjp16sDLywv79+/H7du34ePjg6NHj6pdV3RtbW34+flh9erVnxw3cOBArF27FtnZ2SpKRiQtp06dQoUKFVCtWjWxoxCRhBkaGqJFixbYtm0bgPerNRkZGcHb2xuHDh2Sj+vVqxd27tyJjIwMsaKSBJiZmcHCwkL+oFa/fv0QFBSEnJwc+ZjMzExUrFgRzZo1w/r168WKSgBycnKwc+dOhIaG4vHjxwAAKysrNGnSBJ06dYK2trbICaUjNzcXBw4cwKpVq3Do0CFkZ2ejRIkS+O677zB48GC4uLgojE9PT4ezszNev36NZ8+eiZSalIG1J2Xi+aS5WHvNxGtn5eJcC1HR9K3zW7m5uUpKop7Kly8PAwMD3L59O9/P8Dk5ObCzs8PLly+RmJio4oSFKzY2Fg0bNsQ///wDKysrdO7cGRUrVoRMJsOjR4+wY8cOPHr0CEZGRoiMjIS9vb3YkakIs7CwgJmZmUIDKi0tLfn9Wh907NgRp06dQmpqqhgxi7wePXpgy5YtcHNzw9ixY2FnZwcDA4N8x9vY2KgwnTRoaWl9U5OIf3+eIEVf+m8rk8mgp6eHvXv3okmTJoWYTFr8/PywYcMGXL16FTVq1PisY65duwYHBwf07t2bn20/g4mJCezt7REREQEg7+8LcnNzUaVKFTg7O2PHjh1iRdVYrJHmYu2lgXUiIikrVvAQIqKib/To0Th+/Dh8fX0xevRo9OjRQ/5FYFxcHIKDg7F48WLk5ORg9OjRIqclTcUOakTfpnHjxli4cCHGjBmDZs2awdDQEIIgYOfOndi3bx9SU1MhCAKWLFnCJggkKq4e+fXy6t4+atQo9OzZEwcPHkTTpk1haWmZ7+Sbundvr1+/PurXr4+FCxdiypQpWLRoEc6fP4/z589j9OjR8PPzw4QJE2BmZiZ21G+io6ODw4cPY9y4cVi9ejWWLVsGALh48SIuXrwIbW1tDBgwAEuWLFG7JgjA+/eIz+1Zyd6WRPnz9PTMc/vbt2/xzz//wMTEBMWK8atRIvo0GxsbXL16Vf46NDQUWVlZ8PX1VRiXnp4OIyMjVccjiUlNTVX4/VS8eHEAwOvXr+VNzXR1deHu7o5jx46JkpH+j7a2Nrp27YquXbuKHUVS/tvYbcqUKVi7di0SEhIgk8lQo0YNDBo0CH379s33fbNUqVJwd3fHhg0bVBmdvhFrT8rE80lzsfb0Aa+dvw3nWoikgY0MCterV6/QpEmTTzYy1NbWhqurK3bv3q26YCoyadIk/PPPP5gwYQJmzJjx0XxIQEAAfvnlF8yePRv/+9//+HALfVJKSgoaN25c4DhBEPD27VsVJJKmI0eOwNraGqGhodDT0xM7jiT16dPnmxohUP5++eUXCIIAmUyGGTNmwMnJCe3bt89zbPHixWFubo5mzZpJ/v4kZevTpw+CgoIwePBgHD9+XP5ZNj9ZWVkYPHgwBEFA7969VZRS2l69egVra2v56w/vpy9fvoShoSGA9409XFxccPz4cVEyajrWSHOx9tLAOhGRlPFuXyJSC61atcLMmTMxZcoUzJgxAzNmzJB/4fXh4SBBEPDbb7+hZcuWYkYlDXb+/Hm4urrC0dExz/3a2tqYP38+du/ejalTp3KSiSgPI0eORIMGDTBnzhycOHECMpkM6enp0NXVRbNmzTBp0iS4u7uLHZMINWrUwLVr17h65Bfy8vLKc9JSJpMhKCiowJtX1b17+5s3bxASEoLAwEBERkYCAMzNzeHh4YGDBw/ijz/+QFBQEPbv349GjRqJnPbblCxZEsuWLcP06dNx6tQpPHz4EDk5ObC0tIS3tzfMzc3Fjii65ORklChRQuwYREXGy5cvcfPmTZQuXRp2dnYf7b9z5w6GDx+OsLAw5OTkoHjx4mjTpg0WLVoECwsLERITkRS0a9cOc+fOxejRo+Ht7Y2JEydCS0vro5u/YmJiuDoTFcjU1BTp6ekKrwHg/v37qF27tnz7mzdv8OLFC5XnI1KG/zZ2mzlzJnR1ddG9e3cMHjz4s7+3y+/7ASq6WHtSJp5Pmou1pw947fxtONdCRARUr14d8fHxBY6Lj4+Hvb29ChKpVlhYGGrWrIlZs2bluV9bWxszZ87E3r17ERYWpuJ0JDUmJiZ48OBBgeNu3rzJObdPyMzMhI+PD5sgfIN169aJHUFtTZs2Tf7f69atQ5MmTTB16lTxAkmUj48P2rZti3379qFhw4ZYsGABvLy88hwbFhaGsWPH4vLly2jVqhWaNGmi2rASVaFCBSQnJyu8BoDbt2+jbt268u2pqal48+aNyvMRa6TJWHtpYJ2ISMrYCIGI1MbEiRPRtGlT/PHHH4iIiJBPZpibm8Pd3R3Dhg1D/fr1RU5Jmowd1IiU40NHfplMhpSUFOTk5MDExIQPlVORw9Ujvxy7t+ctJiYGgYGB2LRpE16+fAkAaNasGYYMGYK2bdtCS0sLb968wdKlSzFx4kSMHTsWUVFRIqdWDlNTU3Tp0kXsGIXuvyt0PXv2LM9VuwAgOzsbsbGxOHz4MGrVqqWKeESSsH79eowaNQq///77R40QEhIS4O7ujqSkJPkDFZmZmdixYwcuXbqES5cuyVcTJCL6t3HjxmHbtm1YvHgxlixZAplMhjFjxqBq1aryMefOncPTp0/RvXt3EZOSFFSpUgX37t2Tv27QoAFkMhlWrFiBpUuXAgDu3r2LEydOwNbWVqyY9P9du3YNy5Ytw+nTpxEfHw9BEGBmZgYPDw/88MMPvBb/TAEBAejXrx/Kli37Rcf5+fnBz8+vcEKRSrD2pEw8nzQXa6+5eO38bTjXQkQE/Pjjj+jbty+OHDmC5s2b5znm6NGjCA8PV8sHa9+9ewcHB4cCxzk4OODhw4eFH0gkjx49QkJCAjIzM/Md4+HhocJE0uTp6YktW7bgzJkz+S7IsH//fsTGxmLIkCEqTicdtWvXxpMnT8SOQVQgdf69oArBwcFo2bIlzpw5A19fX5iamsLR0REmJiYQBAHJycm4dOmS/N4FNzc3bNq0SezYkmFvb49bt27JX7u5uUEmk2Hu3LnYunUrBEHA2bNnceLEiXwXLaTCxRppLtZeGlgnIpIyNkIgIrVSr149rF+/XuwYRHliBzUi5RIEASYmJmLHICIlUsebTL7Wy5cvERwcjMDAQFy6dAkymQzly5fH0KFDMWjQIFSsWFFhfIkSJTB+/HiEh4cjNDRUnND01f67QteRI0dw5MiRfMfLZDIIgoCxY8eqIh6RJJw8eRLFihVD7969P9o3Y8YMJCYmwsTEBGvXroWXlxfu3r2LIUOG4O+//8ayZcswfvx4EVITUVFXpkwZXLp0Cdu3b0diYiLq1q0LHx8fhTHPnj3DqFGj0KtXL5FSklS0atUKEyZMwLVr11CrVi20aNECNjY2WL58Oc6fPw9LS0ucOHECb9++xYABA8SOq9EWL16M8ePHIycnR2FV6tTUVFy/fh2BgYGYN28eRo0aJWJKaRg3bpzYEUgkrD0pE88nzcXaay5eO38bzrUQSduVK1ewfPnyjxYBaty4MQYNGgRnZ2eRE0qDh4cHhg4dinbt2uG7777Dd999BxsbGwBAXFwctm7dipCQEAwbNgyenp549OiRwvH/XuhGihwdHRWaCuXn3r17avlwy5o1a/Drr79+VNe85OTkqCCRtE2cOBE7duxA27ZtMW/ePLRr106+79WrV9i9ezdGjx6NkiVLcv76E37++Wd06dIFp06dgqenp9hx1FJKSopCU9svbapH7zVr1gyDBg1C+/btoaOjI3YcyTEwMMDJkyexYMECLFq0CM+ePcOxY8c+Gle+fHn8+OOPGDt2LIoV4yNdn6t169Y4evQooqKi4OrqCl9fXzg4OGDHjh2wsLCAmdn/Y+/O42pM//+Bv+5Typ4KKW2SypJUlpAWakxEsn4Uylr2fRljGzODsYx17NJiJ9kKKS1CJsZSpEQLslVEU6K6f3/4db7itBin++4+5/18POYxc859ncfjNV1351yd67relyYSEhJQUlKCGTNm8B1XLlEfyS/qe2GgfiKECBnDfr6ChxBCCCHV5scff8T9+/fFFVMvXLiA3r17Y/DgwWUqqNna2sLMzAzXr1/nNzAhhJDvQqdHfj8LCwu0bNkSR48e5TsK5+rXr4+CggKwLAt7e3t4e3vD1dW10smvcePGwcfHByUlJRwlrT6RkZGIjo6u8JQOhmGwZ88ejpNJn6enp7gQgp+fHwwNDcs9TUNJSQlaWlro168fLCwsuIxJSI1mYmKCRo0aITY2tszzJSUlUFdXx9u3b7Fr1y6MGTNGfC0zMxMGBgbo2LEjYmJiuI5MCCFEzjx//hwnT56EtbU12rZtCwCIj4/H0KFDkZSUBAAQiUQYO3Ystm/fTie48qT0O9u6devC29sbI0eOhL6+PhiGQVpaGgICArB9+3bk5+cjNDQUvXr14jtyjSISieDp6QkfHx++oxCOUd8TaaL7SX5R35NSNHaWLnmeayFEaH799VcsX7683I3ZCgoK+Pnnn7Fs2TJugwmQSCQCwzDi4uKSlHeNYRgUFRVVd8RqdfbsWTg7O381L/K5vXv3Yty4cTh9+jT69OnDccLqs3fvXnGhJFNTUxgZGaF+/foVtieVCwwMhIeHR5nDnUp/xwCgdu3a2LdvH1xdXfmKWONlZGTgr7/+wrZt2zBr1iw4OjpCW1u73PcooRdk4dL27duxadMm8d8KpUxMTDB16lR4e3vzlEyYSj9D1dXV4enpibFjx8LY2JjvWIJUUlKCmzdv4vbt28jKygLLsmjcuDHMzMxgbm4OBQUFviMKTm5uLmJjY2FiYiIucvX06VOMHTsWYWFhKCkpgYqKCubNm4effvqJ57TyifpIflHfCwP1EyFEyKgQAiFE5hQVFSE7O7vczVIAfUlI+LF582ZMnz4dV65cgZWVFUpKSmBhYYH4+HhoaGiIK6gVFRXBz8+PThIkRIJ79+5h9erV4o2xHz58kNhOFiamibCVd3pkKUVFRTo9sgrq1asHFxcXHDhwgO8onGvcuDE8PT3h5eWFVq1aVfl1OTk5ePfunfhLSiHKzc2Fi4sLLl26JPH353MMw8jcKR204JuQ/0ZVVRVOTk5ffWbcvHkTlpaWUFJSQlZW1leL3WxtbXH37l1kZWVxGZcQQggp4/79+3j9+jUMDQ3RpEkTvuPINScnJ4SHhyMyMhLdunWT2Obq1auwsbGBo6MjQkJCOE5Ys4lEIhgaGsLa2vqbXysrhe7kFfU9kSa6n+QX9T2pCho7fzt5nmshREgCAgLg4eGB+vXrY/LkyRg+fDj09fUBAOnp6Thw4AC2bt2KvLw8+Pr6YuTIkfwGruHs7Oy+q1BORESEFNNwLzo6GkeOHMG2bdvQvXt3DBs2TDx/nJ6ejsOHD+Py5cuYOHEihg4d+tXrbWxsuI4sNaampkhKSkJgYCD69evHdxyZkpaWhg0bNiAsLAxpaWkoLi6GtrY2HBwcMHv2bBgaGvIdsUarSoGWUrTurWpKSkowdOhQBAUFgWVZNGrUSPxel5GRgdevX4NhGLi6uuLo0aNUQK2KoqOjsWvXLgQGBuL9+/dgGAY9evTA+PHjMXjwYCgrK/MdkRCJ8vPzkZubi6ZNm1KRiRqK+kh+Ud8LA/UTIaSmo0IIhBCZERYWht9++w2xsbH4+PFjue3oS0LCF6qgRsj3uXr1KhwcHMTVxdXV1Sus2p6amspVNELKoNMjpadDhw7Q0NDA+fPn+Y7CuQ8fPkBJSYnvGLzw9vbGzp07YWhoiIkTJ1Z6SoetrS2H6QghNZWysjL69OmDoKCgMs9v3boVU6ZMQadOnXDt2rWvXufm5obAwMAKiykSQuSXv7//N7UfNWpUNSUhhHBFXV0dFhYWuHDhQoXtHB0d8c8//yA7O5ujZMLw+YLubyWLhe7kCfU9kSa6n+QX9T0h1UOe51qI9OXn5yMrKwvq6uqoV6+e+Pnc3FysWrUK8fHx0NPTw5w5c9CiRQsekwqPpaUlEhIScOXKFVhaWkpsc+PGDXTr1g3t2rXDjRs3OE5IhOTLcdWXm3/Le76UkMdVtWvXhrW1NcLCwviOQkgZ31qgRegFWbiwfft2TJo0CcbGxlizZg2cnZ3LXA8ODsbcuXORlJSErVu3wsvLi6ekwpSbm4uAgADs2rUL8fHxYBgGKioqGDlyJMaOHYv27dvzHZEQQgghhBAiRxT5DkAIIdJw5swZuLq6ori4GKqqqjAwMKhwsxQhfFBRUUHv3r3LPNe8eXOcO3eOKqgRUgU//fQTCgoKMGPGDCxatAhqamp8RyJEoj///BOKiooIDQ396vTI9u3bY82aNRg4cCBsbGywbt06KoRQgbFjx2Lu3Lm4f/8+TExM+I7DKXktggAAJ0+ehIaGBmJjY+m9nhBSZRoaGrh3795Xz0dGRoJhGFhZWUl8XX5+PlRVVas7HiFEoDw9Pau0MLH0BCcqhECI8OXn51fpZOEmTZogPz+fg0TCY2ZmBhcXF75jEB5Q3xNpovtJflHfEyJ98jzXUpn79+8jISEBurq66Ny5M99xBOG3337DH3/8gWvXrqFjx44APhX37tq1K5KSksSbqwMDA3H79m1oaGjwGVdQEhMTYW9vX24RBOBTsYSePXsiKiqKw2REiEaNGiW3J5+rqanRulEp8/f3h6Gh4VfrX74UGxuL5ORk+p68HJGRkXxHkDl79+5Fw4YNERkZKXHM0bdvX1haWsLY2Bg+Pj5UCOEbqaioYMqUKZgyZQri4uKwa9cuHD58GJs3b8aWLVvQqVMnTJgwAcOGDStTIIsQQgghhBBCqgPD/pdS6oQQUsN06tQJ//zzD9avX4/JkyfTRnJCCJFB9evXh5GREf755x++oxBSITo9Urq8vb0RFBSEBQsWoF+/ftDV1ZWLIgGbNm3CzJkzcfr0afTp00dim7Nnz8LZZH7NwAABAABJREFU2RmbN2/GpEmTOE5YferWrQsnJycEBgbyHYUTy5cvB8MwmDx5MtTU1LB8+fIqv5ZhGCxevLga0xEiHG5ubjh8+DD27NkDT09PAEBKSgrat2+PwsJCBAcH48cff/zqdS1btkSjRo3o9CxCiETLli2TuGC4pKQEjx8/RlRUFFJTU+Hp6Qk9PT0sXbqUh5SkpvqWcd2XaJzHHyMjI3z8+BEpKSnlzjMUFRWhVatWqFWrFpKTkzlOWLOJRCJ4enrCx8eH7yiEY9T3RJrofpJf1Pfyi8bO1U9e51oA4PDhw9ixYwdWrlyJLl26iJ9fsGAB1qxZI348cOBAHD58GCKRiI+YgtGlSxdkZ2cjJSVF/Jyvry/GjBmDnj17Yv78+Th79iw2bNiAefPmYdWqVTymFZZmzZrB3t4eBw8erLDd//73P0RGRuL58+ccJZMN2dnZyMzMBMMw0NTUhLq6Ot+RSDWZOHEiTp48iYcPH6JOnTp8x5EJVR2njx8/Hj4+PiguLuYoGZF3DRo0gKOjI44fP15hu4EDB+LChQt49+4dR8lk17///ovFixdjw4YN4vmz+vXrw9PTEwsWLICmpibPCYmsGTNmzH9+LcMw2LNnjxTTEEmoj+QX9b0wUD8RQmQJFUIghMiEunXrwsLCAjExMXxHIYQQUk3U1NTg4OCAI0eO8B2FkArVqVMHrq6uOHDgQIXt3NzcEBQUhIKCAo6SCU/pppPSE3YrwjAMioqKuIjFCVtbWzx69AiPHz8utw3LstDR0YGRkREuXrzIYbrqZWZmBhUVFURHR/MdhRMikQgMwyAxMRFGRkbix1X5uoZhGFpIQsj/d/36dVhZWQEAunfvjiZNmiA8PBy5ubkwMTHB3bt3v/osuXv3LkxNTTFu3Djs3LmTj9iEEIH7+PEjZsyYgWPHjiEuLg66urp8RyI1yLeM675E4zz+zJ07F+vWrYOHhwc2btyIhg0blrn+9u1bTJ8+Hf7+/pg9ezZWr17NU9KaiTawyi/qeyJNdD/JL+p7+UVj5+olz3MtANCvXz/ExMTg+fPnUFZWBgBcu3YNXbt2RcOGDdG3b1/ExsYiLS0N/v7+cHd35zlxzaapqQlzc3OEhISInxswYADOnDmDtLQ0aGtrAwBat24NRUVFxMfH8xVVcDw9PREaGlrh5u2CggK0bNkSjo6O8PPz4zihMG3fvh2bNm1CUlJSmedNTEwwdepUeHt785SMVJfXr1+ja9euMDMzw44dO9CoUSO+IwleVcfpY8eOhZ+fn8yNJUjNVdVCCIMGDUJoaCgVQvgOBQUFOHLkCHbt2oWrV6+CZVk0b94cNjY2CAkJQW5uLlRUVHDmzBl0796d77hEhnxPoTr6voAb1Efyi/peGKifCCGyRJHvAIQQIg3169eHhoYG3zEIKYMqqBEiXdbW1rRQggiCjo4Orl69iuLi4gpPj7x69Sp0dHQ4TicsOjo6lS7Kk1VJSUkwNzevsA3DMDA1NcXt27c5SsWNqVOnYsqUKYiPj4epqSnfcard3r17AUBcGd/Hx0du73tCvkfHjh2xY8cOTJkyBZcuXRI/36RJExw4cEDi79XmzZsBAD/++CNnOQkhsqVWrVrYuHEjgoODsWDBgkqLoRH5UjrOI8Ly008/4fjx4/D398eJEyfQp08f6Ovrg2EYpKamIjg4GG/fvoWBgQF++uknvuMSQgghhMgEGjtXL3meawGAhIQEtG/fXlwEAQD8/f3BMAyOHDmCH374Aa9fv0aLFi2wc+dOKoRQidevX0NVVbXMc1euXIGpqam4CAIAtG/fHufPn+c6nqCtWrUKkZGRGDhwIDZv3gxDQ8My11NSUjBt2jQoKyvjjz/+4CmlcJSUlGDo0KEICgoCy7Jo1KgR9PT0AAAZGRlITEzE5MmTERYWhqNHj8r0+2RRURFu376NzMxMMAwDTU1NmJmZQVFRNpaPS1qf17p1axw7dgyhoaHo2LEjtLW1JfYxrc+TrkePHn1VVJR8LT8/HxEREXjw4AHevXsnsRgYwzBYvHgxD+mExdjYGBEREcjOzoa6urrENllZWbh48SKMjY05Ticbbt68iV27duHAgQPiQhI//PADvL290a9fP4hEIhQUFGDLli346aefMHv2bMTGxvKcmsiSiIgIviOQSlAfyS/qe2GgfiKEyBLZ+CaLECL3HBwccPXqVZSUlHxX1SpCpMnX1/c/v5YmWgj52ooVK2BlZYV169Zh9uzZfMchpFwuLi5Yt24dxo0bV+HpkRkZGXQvVyItLY3vCLx58+YN1NTUKm2nqqqKnJwcDhJxZ9y4cXjw4AGcnJzw22+/wdHREc2bN+c7VrXx8PAo89jT05OfIITIgLFjx8LJyQkhISF49eoVtLW14eLiUu6iKzMzM6xfvx4//PADx0kJIbJEUVERlpaWuHDhAt9RSA3z5TiPCIOamhouXboELy8vBAcH4+DBg1+16du3L3bs2PHV5h9CCCGEEPLf0Ni5esnzXAsAvHz5El27di3zXEREBJo2bSr+XlBVVRU9evTAjRs3+IgoKM2aNUNmZqb48d27d5GVlQU3N7cy7WR5U3l1WbhwITp06IBTp07BxMQE5ubm4o376enpuHXrFkpKSuDs7IyFCxeWeS2tMfrazp07cfz4cRgbG2PNmjVwdnYucz04OBhz585FUFAQdu7cCS8vL56SVp/CwkIsXboU27dv/+oU9AYNGsDb2xvLli1D7dq1eUooHRWtz8vNzUV4eHi51+l3p3zLly8v8/jWrVtfPVeqqKgISUlJiI6OhqOjIxfxBMvX1xczZ87E27dvxc+xLFvmc7P0MRVCqJyHhwemT58OBwcHbNiwAba2tmWuR0ZGin/etA6j6t69e4f9+/dj165duHXrFliWhYaGBiZNmoQJEyZAX1+/TPs6depg7ty5iI6ORlhYGD+hicz68vea1DzUR/KL+l4YqJ8IIbKEYSWVEiSEEIF5/PgxOnXqhOHDh2Pt2rXlnr5MCJeioqK+6/X0hwchZfn7+yMuLg5bt25Fjx494OjoWG7VdgAYNWoUxwkJ+SQnJwedOnVCWloaGjZsWOHpkXFxcbRxgkikr6+Phg0b4s6dOxW2a9++PXJycvDkyROOkklfeWP3Lyf8JWEYBkVFRdURizezZs2CqqoqLWwghBBCBKR79+64efMm8vPz+Y5CCJGi1NRUxMTEiDf5aGlpwdraGi1atOA5Wc2lr6+PoUOHYvXq1XxHIRyjvifSRPeT/KK+J4RUhyZNmqB79+44ceIEgE/zeE2aNMGQIUNw6NAhcbuRI0fi2LFjKCgo4CmpMLi6uiI4OBh///03OnTogHHjxmHv3r04f/48HBwcxO0sLS1RUFCAe/fu8ZhWWL7n4B+GYVBcXCzFNMLXpUsXJCUlISkpCRoaGhLbPH/+HMbGxjAxMcG1a9c4Tli9CgsL0atXL1y9ehXApznl0o2r6enpuH37NgCga9euCA8Ph7KyMl9Rvxutz6seIpEIDMOI5+yrstWgadOmCAkJgYWFBQcJhScsLAy9e/eGiooKJk+ejIiICFy9ehXbt2/Hw4cPERQUhAcPHmDKlCmwtLSkYmFVUFxcjP79++Ps2bNgGAbNmjUrsz7r+fPnYFkWffr0walTp+iQvSqqX78+CgoKwLIs7O3t4e3tDVdXVygqVnz+6rhx4+Dj44OSkhKOktZ80dHRaNasGYyMjCps9+DBAzx79gw2NjYcJSOEEEIIIUR4qBACIUQmLF++HKmpqfD394eBgQHs7OzK3RxL1VIJIUSYPp9kA8o/RaJ0Eo4m+gmfMjMzxadHSlJ6eqSWlhbHyYStsLAQOTk5UFZWhpqaGt9xqtXo0aPh7++PI0eOYNCgQRLbHD9+HIMHD4a7uzsCAgI4Tig9pRPR/1VqaqoU0/BPSUkJLi4uOHr0KN9RCCGEEFKJkpIS/PXXX5g+fTo6d+6M2NhYviMRQgghhBBCCCEVkqe5FuDTZui0tDQ8efIEtWrVwu7du+Hl5YVdu3ZhzJgx4naOjo5ITk5Geno6j2lrvmvXrqF79+4AABUVFbx+/RodOnTA9evXxZsLX758CS0tLQwfPlzQ81dco83c0tWgQQM4Ojri+PHjFbYbOHAgLly4gHfv3nGUjBurVq3CwoULYW1tja1bt6Jdu3ZlrickJGDKlCm4dOkSVqxYgfnz5/OUlNRUfn5+AD6twRozZgysra0xduxYiW2VlJSgpaUFKysrQRfVqG5OTk64cOECbty4ATMzM/GakNL1bcXFxZg7dy527tyJ2NjYr35viWQlJSVYv349Nm3ahMePH5e5pquri6lTp2LmzJlUBOEbNG7cGJ6envDy8kKrVq2q/LqcnBy8e/cOenp61ZhOWEQiEUaPHo09e/ZU2G78+PHw8fGh9a7f6Nq1a18Vs+7evTusrKx4TkZKUR/JL+p7YaB+IoQIDRVCIITIhC83x1aENscSQogwLVu27Js2yi5durQa0xBSNXR6pHRs27YNO3bsQEJCAliWhYeHB3x8fAAAR44cwaFDh/DHH3980wRcTZeYmAgLCwuwLAtvb29MmDABBgYGYBgGDx8+xM6dO7F9+3YAQFxcHExNTXlOTKTFwMAA5ubmCAwM5DsKIYQQIvd69uxZ7rW8vDykpqYiJycHDMPg9OnTcHJy4jAdEZqK7qcvMQyD8PDwakxDCCGEEEJIzUVj5+ohj3MtALBjxw5MnDgRXbp0QdeuXbF3716UlJTg0aNHUFdXBwAUFRWhSZMm6NixIy5cuMBz4povODgYa9aswatXr2BpaYkVK1ZAW1tbfH3Dhg345ZdfsGXLFri7u/OYlMizqhZCGDRoEEJDQ2WuEIKZmRmeP3+Ohw8fon79+hLb5OXloWXLltDQ0MCdO3c4TkiExM7ODn369MG8efP4jiJojRs3homJCWJiYgDgq0IIwKdN/YaGhrRe4D96/PhxmfVZOjo6PCcSpg8fPkBJSYnvGDJBJBLB09NT/HdXecaNG4e9e/fS3oYqio+Px5gxY/DPP/8AwFcHq3Xo0AF79+5F+/btecso76iP5Bf1vTBQPxFChEqR7wCEECINe/fu5TsCId+EKqgR8u2WLVvGdwRCvlmLFi2o6MF3KCoqgqurK0JCQqCkpIQ2bdogISGhTJvWrVvjxIkTsLCwwKJFi3hKKn2tW7eGv78/PDw8sHnzZmzevBkAxMW/WJZF7dq14ePjQ0UQZIyrqyv8/Pzw7t07NGjQgO84hBBCiFyLjIys8HqtWrVgbW2NJUuWoFevXtyEIoJV2f0E/N94/1sKQZLqERkZiejoaDx79gyFhYUS2zAMU+lJToQQQggh5NvR2Fm65HmuBQDGjh2LiIgIHDlyBNeuXUO9evWwa9cucREEADh9+jRyc3O/qQiHPOvbty/69u1b7vUZM2ZgxowZ3AUiRAJjY2NEREQgOzu7zO/757KysnDx4kUYGxtznK76paSkwNnZudwiCABQv3592NnZ4cyZMxwm486HDx8QFBQkcX2eq6srlJWVeU4oHFUZm5HK5eXlQVdXV/y4du3aAFBmXYBIJEKXLl2o0Fc5MjIyUL9+faipqUm8rqOjQ8UPpICKIHAvMzOzws9s8n+SkpJga2uLN2/eQEdHB4MGDYK+vj5YlkVGRgYCAwNx8+ZN2Nra4urVqzAxMeE7styhPpJf1PfCQP1ECBEyKoRACJEJHh4efEcgpEqoghohhBBSdRs3bkRwcDD69euHXbt2oWnTphCJRGXamJqaokWLFjh79qzMLc4bMmQIzM3N8eeffyI8PByPHz8G8Gny1sHBATNmzJC5k5mAT6d9/fjjj5WeKLF27VqEhITg4sWLHCXjxrJlyxAREYE+ffpg06ZNMDc35zsSIYQQIrdSU1PLvaakpITGjRujVq1aHCYiQlbe/VRSUoLHjx/j/Pnz2LhxIyZPnoxJkyZxnI6Uys3NhYuLCy5duiT+7rY8VAiBEEIIIaR60NhZuuR9rkVRURGHDh3CH3/8gZcvX8LExOSrIsQtWrRAUFAQHVxBaoSPHz8iKCgIly5dQmZmJhiGgaamJnr06AFXV1f6LqqKPDw8MH36dDg4OGDDhg2wtbUtcz0yMhIzZ87E27dv4enpyU/IaqSoqIj8/PxK2+Xn50NRUfaWkYeHh8PT0xOZmZlffb+zdetWaGpqYu/evXB0dOQpobAYGxtj/Pjx8PDwQJMmTfiOI1jNmjVDVlZWmccAkJycDEtLS/HzOTk5KCgo4DyfELRo0QKenp4Sv5PdtGkT2rRpAwcHBx6SyZZNmzZh5syZOH36NPr06SOxzdmzZ+Hs7IzNmzfT32Rf8Pf3L/M4JSXlq+dKFRUVISkpCWFhYfS3SBUtXLgQb968wYIFC7B8+fKvxjGrV6/GkiVLsHLlSvz8888IDAzkKan8oj6SX9T3wkD9RAgRMoatbBUPIYQQQqQiKSkJXbt2rbCCWkZGBlRUVKiCGiGEyAA6PfL7mZmZISsrCykpKahTpw6ATxXwPT094ePjI27n6OiIxMREPHnyhK+oRIok9bEk48ePh4+PD4qLizlKxo2ePXuioKAA165dEy9u09XVFZ8I8TmGYeg0CEIIIYQQGRIWFgYnJyccOXIErq6ufMeRS97e3ti5cycMDQ0xceJEGBkZVXgS05cbKQghhBBCCDdo7Fx1NNdCiHBcvnwZbm5uePLkyVebtxmGgY6ODg4cOIBu3brxlFA4iouL0b9/f5w9exYMw6BZs2bQ19cHwzBITU3F8+fPwbIs+vTpg1OnTn1VIEborK2tcfPmTSQkJKBFixYS26SmpqJdu3awsLDApUuXOE5Yfa5duwZbW1t8+PABXbp0wfDhw8uszzt48CBiY2OhpKSEqKgodOnShe/INZ5IJALDMFBUVISLiwvGjx9PRST+gx9//BH3799HWloaAODChQvo3bs3Bg8ejMOHD4NhGFy5cgW2trYwMzPD9evX+Q1cA1W0lqSq60xI5WxtbfHo0SPxYS2SsCwLHR0dGBkZydzhJd+r9D2zqliWRe3atXHq1Ckq5FEFampqaN68OeLj4ytsZ2pqiqdPnyInJ4ejZKQU9ZH8or4XBuonQoiQyV4pT0IIIaSGogpqhHyfnj17VrktbQwlfKLTI6XnwYMH+PHHH8UL88rTuHHjMpXziXx4//69TJ5QEhkZKf5vlmWRmZmJzMxMiW2/ZfKUEEIIIYTUfA4ODrC0tMSqVatoMxdPTp48CQ0NDcTGxkJNTY3vOIQQQgghpBw0dq46mmsh38PAwOA/v5ZhGDx8+FCKaWRbcnIynJyckJeXB0tLS4wYMQL6+voAgPT0dOzbtw/Xr1+Hk5MTrl+/jlatWvEbuIZTUFDA6dOnsX79emzatAmPHz/Gs2fPxNd1dXUxdepUzJw5U+aKIACAl5cXPDw8YGdnh+XLl2P48OFQUlICABQWFuLgwYNYunQp3r9/D29vb57TStfixYvx8eNHbNu2DV5eXl9dnzp1Knbu3Alvb28sWbIE58+f5yGlsKSmpmL37t3w9fXFsWPHEBgYCF1dXYwbNw6jR4+GlpYW3xEFoW/fvggNDUVsbCysrKzQq1cvtG/fHoGBgWjevDk0NTWRkJCAkpISzJgxg++4RI4lJSXB3Ny8wjYMw8DU1BS3b9/mKJVwLFmyBAzDgGVZLF++HB06dICLi4vEtkpKStDS0sIPP/wATU1NjpMK08ePH9G+fftK27Vv315ceIZwi/pIflHfCwP1EyFEyGRvxwAhRC707NkTDMPAz88P2tratDmWCEJERATatm2LFStWSLyuoKCA33//HadOnUJERATH6Qip+T7fGFqe0i+RaWMo4dP8+fMRHR1d5dMjSfmUlZWRl5dXabuMjAyoqKhwkIh7Hz9+RFBQEC5duoTMzEwwDANNTU306NEDrq6uqFWrFt8RefH27VtcuXJFJicCU1NT+Y5ACCGEkC8kJCRg69atX43JbGxsMHHiRLRr147viESG6Ojo4OzZs3zHkFu5ublwcnKiIgiEEEIIIQJAY+eqkbe5luXLl//n1zIMg8WLF0sxjfDRonfu/P7778jLy8P69esxffr0r65PmzYNmzZtwowZM/D777/D19eX+5AC8vbtWzAMg9mzZ2P27Nl4/PixuPC4lpYWdHR0eE5YvUaOHImYmBjs2rULY8aMwdixY6GhoQGGYfD8+XOwLAuWZeHl5QV3d3e+40rVtWvX0LFjR4lFEEpNmDABe/bsQWxsLIfJhEtPTw+//vorfvnlF4SEhGDXrl04e/YsFi9ejGXLlqFPnz4YP348+vTpI5OFRaRl1KhRMDIyEq9xEIlECA4OxtixYxEWFobnz59DRUUF8+bNw4gRI3hOS+TZmzdvqvT9uKqqKp0SLcGyZcvE/+3r6wsHBwcsXbqUv0AyxszMrErF1h4+fAgzMzMOEpEvUR/JL+p7YaB+IoQIGRVCIIQIUmRkJBiGQX5+vvhxVdHmWMIXqqBGyPcpb2NoSUkJHj9+jPPnz2Pjxo2YPHkyJk2axHE6Qv4PnR4pPaampoiLi0N2djbU1dUltsnIyMA///zzTYWxhOLy5ctwc3PDkydPwLJsmWtbt26Fjo4ODhw4gG7duvGUUHq+PFHo2LFj5Y7xi4qK8OLFCxQVFWHKlCkcpOOWnp4e3xEIIYQQ8pmNGzdi7ty5KC4uLjMmy8nJwd27d7Fr1y6sWbNG4gJ1Qr5VQUEB4uLiULt2bb6jyK1WrVrh1atXfMcghBBCCCGVoLFz1cnbXMuyZcvExfO/FRVC+FpJSQnfEeRGeHg4zM3NK/yOadq0afDz80NYWBiHyYSpUaNG6NKlC65evQrgU/EcWS9+8KUdO3bghx9+wKZNm3Dt2jU8e/YMwKfTp62srDB16lQMGjSI55TSJxKJYGhoWGk7Q0NDJCUlcZBIdohEIjg7O8PZ2RnPnz+Hj48P9uzZg9OnT+PMmTPQ1NTEmDFjMGbMGOjr6/Mdt8ZRUVFB7969yzzXvHlznDt3Dvn5+cjNzUXTpk2hoKDAU0JCPmnWrBni4+MrbZeQkIDGjRtzkEi4aB249P38889wdnaGj48PxowZI7HN3r17ERcXh9OnT3OcjgDUR/KM+l4YqJ8IIUJGhRAIIYJUuhm2efPmZR4TUpNRBTVCvk9FG0NbtGgBGxsb2Nvbw8nJCVZWVrSRlPCGTo+UnrFjx2L06NEYMWIEDhw4AFVV1TLX8/LyMG7cOHz48AHjxo3jKWX1SE5OhpOTE/Ly8mBpaYkRI0aIFwukp6dj3759uH79OpycnHD9+nW0atWK38Df6fPJP4ZhkJeXV+4JVbVq1YKWlhb69++PlStXcpSQEFLT0UlvhJDqcOHCBcycORN169aFt7c3Ro4cCX19fTAMg7S0NAQEBGD79u2YNWsW2rVrh169evEdmdRgGRkZ5V7Ly8tDcnIy1q1bh8ePH2P48OEcJiOfmzp1KqZMmYL4+HiYmpryHUdwaEwmv6jviTTR/SS/qO9JKRo7S5e8zbXs3buX7wiE/CevXr2Cra1tpe1MTExw9+5dDhIJm4qKyleF2OXRoEGDMGjQIBQVFSE7OxsAoK6uDkVF2V063rlzZ9y5c6fSdnfu3EHnzp05SCSbmjVrhoULF2L+/PmYO3cuNmzYgMzMTPz2229YsWIF+vbti+XLl9MayCqqW7cu6taty3cMQgAA9vb28Pf3R2BgYLkFc44fP46EhAS4u7tznI7Im+jo6DKP69Wrh4kTJ2L8+PHw9fXFsGHDxOuE09PTcfjwYVy+fBkTJ05E/fr1+Ygsd6iP5Bf1vTBQPxFCZAnD/pfyx4QQQgj5ZmfPnoWzszN27dpVYQW1cePG4fTp0+jTpw/HCQmRDVZWVmBZFteuXeM7CpFTZmZmUFFR+eoLJPLfDB06FMeOHUPDhg1hbW2NkJAQGBkZoV27doiIiMDr16/h5uaGffv28R1Vqjw8PBAQEID169eXe/LLpk2bMGPGDIwaNQq+vr7cBqxGIpEInp6e8PHx4TsKJypa1FsVurq6UkpCiLCJRKLvOumtuLi4GlIRQoTOyckJ4eHhiIyMRLdu3SS2uXr1KmxsbODo6IiQkBCOExIhKf2sqgjLsjA2NsbFixehqanJUTLypfnz52P//v347bff4OjoKC7ITCpHYzL5RX1PpInuJ/lFfU9K0dhZ+uR1roUQIdHS0kLz5s0RFxdXYbtOnTrh6dOnyMzM5CiZMPXs2RP5+fmIjY3lOwrh2N9//w0bGxvMmzcPy5Ytg0gkKnOdZVksW7YMf/zxB6KiotClSxeekgrb48eP4ePjAx8fHzx58gQsy6Jz587o1asXjh07hgcPHkBRURFHjx6Fi4sL33FrhGHDhsHOzg62trZo06YN33EESSQSwdraWmLxLk9Pz3KvlRo1alR1xpMZiYmJsLCwAMuy8Pb2xoQJE2BgYACGYfDw4UPs3LkT27dvBwDExcVRQeEqiImJwcmTJ/HgwQO8e/dO4vceDMMgPDych3Q1W3nfD5T+DL+89uXz9F1R9aM+kl/U98JA/UQIkSVUCIEQIhP8/f1haGhY7oLkUrGxsUhOTqYvtAgnJG2APXLkCLZt24bu3btXWEFt6NChsLGx4ToyITJhyJAhOHv2bLkniRNS3Xbv3o0pU6bQZI+UsCyLNWvWYO3atcjKyipzTUVFBXPmzMHChQsrXRQpNNra2tDQ0MCNGzcqbGdpaYkXL17gyZMnHCWrfn5+fjA0NET37t35jsKJqizqLQ/DMCgqKpJyIkKEyc/P77te7+HhIaUkhBBZoq6uDgsLC1y4cKHCdo6Ojvjnn3/Ep6oRIomdnV254z4lJSVoamrC1tYWw4cPR+3atTlOR0opKCgA+PS3aGXjdBqPf43GZPKL+p5IE91P8ov6npSisbP0yetcCyFC4u7ujkOHDmH79u0YP368xDa7du2Cl5cXFS6pgvPnz6NPnz44fPgwBg8ezHccwiF/f39cvnwZu3fvhp6eHgYNGlRmfV5gYCDS09Mxfvx4iWtNaV1p+YqLi3Hq1Cns2rULFy5cQHFxMRo0aAA3Nzd4e3vDzMxM3Pbo0aMYNWoUWrVqhTt37vCYuub4fF1A48aNYWNjAzs7O9jZ2aFt27Y8pxOGitZWlLeZ73O0ka/qjh49Cg8PDxQWFoqfKy1cyLIsateuDR8fH/zvf//jMWXNx7Isxo4dCz8/vzL36Ofbt0ofU4FHyTw9Pb/r79S9e/dKMQ2RhPpIflHfCwP1EyFEllAhBEKITKjqqbHjx4+Hj48PfVlAOEEV1AjhXkFBAVq3bo28vLyvFvEQwiU6PVL6iouLcfPmTaSlpaG4uBja2tro1KkTlJSU+I5WLZSVlTF48GDs37+/wnbu7u4IDAzE+/fvOUpGpE3Sot7CwkLxCTVqamrQ1dUFAGRkZCAnJwcAYGVlBWVlZURERHAbmBBCCJEjderUgaurKw4cOFBhOzc3NwQFBaGgoICjZISQ6qKvr/9Ni0FSU1OrMQ0hhBBCCCHSJW9zLeT7lRaL+y+oeNy3SUxMRMeOHfH+/XvY2NjAzc1N/Ddqamoq9u/fj0uXLqFOnTqIi4tD69at+Y5co0VHR2P//v3YvXs3nJ2d0a9fP+jq6pZbQEcWD6u5d+8eVq9ejejoaDx79gwfPnyQ2E7WfldL1+t9uckUgMTnStEm1PKlpKRg9+7d8PPzw8uXL8GyLMzNzeHl5QV3d3fUq1dP4uuGDBmCU6dOldlILc9u3LiByMhIRERE4PLly8jNzRXfh+rq6uLCCLa2tnToSjlGjx79Xa+njXzfJiUlBX/++SfCw8Px+PFjAICOjg4cHBwwY8YMtGrViueENd+2bdswefJkdOzYEStXrsS2bdsQFBSE+/fv49GjRzh8+DACAgIwa9YsTJo0SVy4hxBCCCGEEPI1KoRACJEJVS2EUFpZUZa+vCc1F1VQI0S6MjIyyr2Wl5eH5ORkrFu3DleuXMHw4cPpBATCGzo9kkiDlpYWmjdvjri4uArbderUCU+fPkVmZiZHybiTkJCArVu34tKlS8jMzATDMNDU1ISNjQ0mTpyIdu3a8R2xWrx9+xb29vYoLi7GmjVr4OjoWOb6hQsXMH/+fDAMg4iICDRs2JCnpIQQQojsMzIywsePH5GSklLuwv+ioiK0atUKtWrVQnJyMscJCSGEEEIIIYQQ8rkxY8b859cyDIM9e/ZIMY3wfWuxuC9R8bhvEx4eDnd3d7x8+VLiJm0NDQ3s378fPXv25CmhcHy5Gb6y+1jWNr9fvXoVDg4O4sKt6urqqF+/frntZel3ddmyZd/1vrV06VIpppENpb9PderUwbBhw+Dt7Y1OnTpV+rpx48bBx8cHJSUlHKQUFpZlcfPmTURERCAqKgoxMTF48+ZNmcIIL1++5DklIeR7denSBffu3UNaWhrU1dUxevRo+Pv7lxl3HDt2DMOGDcPx48fh4uLCY1pCCCGEEEJqNiqEQAiRCVUthGBvb4/bt2+LT1ElhBAiHKUTaxVhWRbGxsa4ePEiNDU1OUpGSFl0eiSRBnd3dxw6dAjbt2/H+PHjJbbZtWsXvLy84ObmJnPFXzZu3Ii5c+eiuLgYkr62UFRUxJo1azB9+nQe0lWvadOm4cCBA3jw4AFUVVUltsnJyYGRkRH+97//YcuWLRwnJIQQQuTH3LlzsW7dOnh4eGDjxo1fFSB6+/Ytpk+fDn9/f8yePRurV6/mKSkhhBBCCCGEEEKAT3PK/xWdBE5qgvz8fBw5ckRcKBz4VEC9R48eGDp0KOrWrctzQmH41sNrZO2wGjs7O0RHR2PGjBlYtGgR1NTU+I5EBKxdu3bw9vbGqFGjqEh/NUlNTcWGDRuwa9cuvH//nsYkhMiIhg0bwsrKCqGhoQA+FW3z8/PDhw8fyhRg79y5M5SVlXHp0iW+ogpSUVERbt++XeZwHTMzMygqKvIdjfx/1Efyi/peGKifCCFCQ4UQCCGCtXz5cvF/L1u2DB06dMCAAQMkti0qKkJSUhKOHTsGR0dHnDt3jqOUhBBCpMXOzq7ciWolJSVoamrC1tYWw4cPR+3atTlORwipDlU9tUdJSQnq6uro0KED+vbtKxMLgBITE9GxY0e8f/8eNjY2cHNzExfZSE1Nxf79+3Hp0iXUqVMHcXFxaN26Nd+RpebChQvo3bs36tatC29vb4wcOVL8/56WloaAgABs374d+fn5CA0NRa9evfiOLFXa2tro1q0bjhw5UmG7oUOH4sqVK3jy5AlHyQgRppiYGJw8eRIPHjzAu3fvJBZXYRgG4eHhPKQjhNR0OTk56NSpE9LS0tCwYUP06dOnzJgsODgYb9++hYGBAeLi4sotYkRIqcLCQhw8eBDR0dF49uwZCgsLJbajzyYia2hMJr+o74k00f0kv6jv5RONnaVH3uZaoqKivuv1tra2UkpCyLeZNWsWVFVVsXjxYr6jEBlQv359GBkZ4Z9//uE7CiFEgoyMDERGRor/SU9PB8uyUFJSQqdOnWBnZ4dff/2V75hEzn38+BFBQUHi4kylGyR79OgBV1dX1KpVi++INV79+vXRv39/HDhwAAAwZcoUbNu2DS9evEDjxo3F7dzd3REcHIw3b97wlFRYCgsLsXTpUmzfvh3v3r0rc61Bgwbw9vbGsmXLaA0xj6iP5Bf1vTBQPxFChIoKIRBCBKv0ZHCWZcX/rkzTpk0REhICCwsLDhISUj6qoEYIIYRUrvTUntIiKF+O9758nmEYNGrUCFu3bsWwYcM4TFo9wsPD4e7ujpcvX35VCIZlWWhoaGD//v3o2bMnTwmrh5OTE8LDwxEZGYlu3bpJbHP16lXY2NjA0dERISEhHCesXnXq1EGvXr1w5syZCtv169cPYWFhKCgo4CgZIcLCsizGjh0LPz+/Mp8Tn3+WfP6dAp2qQggpT2ZmJry8vBAcHCzxet++fbFjxw5oaWlxnIwIzdOnT9GrVy88ePCg0u+y6bOpZrh7926FGy4BYNSoURynEhYak8kv6nsiTXQ/yS/qe/lFY2fpkve5FkKEQklJCS4uLjh69CjfUYgMUFNTg4ODQ6WF12Xds2fPcOXKlTLr87p16wZNTU2+owlKYWEhXrx4AVVVVTRo0EBim3fv3uH169do1qwZlJSUOE4oDAEBAYiIiCi38IGdnR26deuGOnXq8B2VEFy+fBlubm548uSJxL8fdHR0cODAgXLX9JBPjI2NoaGhgejoaADAmjVrsGDBApw7dw6Ojo7idp06dUJqaiqysrL4iioYhYWF6NWrF65evQoAaN++PfT19QEA6enpuH37NgCga9euCA8Ph7KyMl9R5Rb1kfyivhcG6idCiJDRbktCiGDt3bsXwKfJ2DFjxsDa2hpjx46V2FZJSQlaWlqwsrKiwRjhFVVQI4QQQqouIiICgYGB2LJlC2xsbDBkyBDo6uqCZVk8fvwYR48eRXR0NCZPnoyuXbvi0qVL2LNnD0aMGAFdXV107dqV7/+F79KrVy88evQIR44cEVdYBwAtLS306NEDQ4cOFeyJTBX5+++/YWtrW+GEadeuXWFnZ4dr165xmIwbhoaGuHjxIu7fvw8TExOJbe7fv4+wsDC0atWK43SECMf27dvh6+uLjh07YuXKldi2bRuCgoKQlJSER48e4fDhwwgICMCsWbMwadIkvuMSQmowLS0tnD59GqmpqYiJiSkzJrO2tkaLFi14TkiEYu7cuUhOTka3bt0we/ZsGBkZoX79+nzHIhKEhYVh0qRJePjwYbltSjdcUiGEitGYTH5R3xNpovtJflHfyy8aO0uXvM+1kOpx9uxZ7NixA3FxccjKysKIESOwZ88e8bULFy5gzpw5VDjyG2hra6OkpITvGDJDQUEBnp6e4vuyPOPHj8fevXtRVFTEUTJuWFtbIz4+nu8YvHn16hWmTp2KwMDAr36vRCIRBg0ahM2bN6NJkyY8JRSWP//8E4sWLUJUVBSsra0ltrl9+zZsbW2xatUqzJ07l+OEwuDh4QGGYdCmTRv8/PPPsLW1Rffu3WmdKKlxkpOT4eTkhLy8PFhaWmLEiBFlNkju27cP169fh5OTE65fv07rVipgYWGBCxcuoKioCIqKivjhhx8wf/58zJ07FwcPHoS2tja2b9+OGzduoFevXnzHFYT169fjypUrsLa2xtatW9GuXbsy1xMSEjBlyhRcunQJGzZswPz583lKKr+oj+QX9b0wUD8RQoSMYatyhDohhNRw9vb2cHJywrx58/iOQki5qIIaIYTIHzo98vuEhoaib9++8PX1hbu7u8Q2+/fvh4eHB4KDg9G7d28EBgZiyJAhcHV1RWBgIMeJiTTUqVMHrq6uOHDgQIXt3NzcEBQUhIKCAo6ScWPnzp3w9vaGuro65syZgyFDhkBHRwcAxItS//zzT2RlZWHbtm2YMGECz4kJqZm6dOmCe/fuIS0tDerq6hg9ejT8/f3LnBB47NgxDBs2DMePH4eLiwuPaQkhhMgDdXV1NGjQAPfv36fFrTXY9evX0b17dzAMgyFDhiA+Ph7x8fFYsGABHj58iLCwMLx+/Rqenp7Q1dXF0qVL+Y5co9GYTH5R3xNpovtJflHfyy8aO0sXzbV8UlRUhDNnzog37nfp0gVjxowBAGRmZiIrKwtt2rSBoiKdK1WZSZMmYceOHWBZFg0aNMC7d+/g6ekJHx8fAMDVq1fRvXt3rF27FrNmzeI5rXDMnj0bfn5+SE1NLffEdVJ1IpGozH1ZnvHjx8PHx6fM+EIWJCQkwMrKCr/88gtmz57NdxxO5ebmwsrKCklJSahTpw5++OGHMuvzQkNDkZ+fD2NjY8TGxkJFRYXfwALQpUsXZGdnIyUlpcJ2LVu2hIaGBq5cucJRMmERiUTif7dr1w52dnbo2bMnevToAVVVVZ7TEfJ/PDw8EBAQgPXr12P69OkS22zatAkzZszAqFGj4Ovry21AATl48CDc3d1x/PhxDBgwAMCntU6HDh0CwzDidgoKCoiJiUHnzp15SiocZmZmeP78OR4+fFhuwcS8vDzxZ9KdO3c4Tkioj+QX9b0wUD8RQoSMCiEQQgghHFm1ahUWLlxYpQpqK1asoApqhEhQWFiIQ4cOISoqCs+ePUNhYaHEdgzDIDw8nON0hPyfbzk9UtYWVUhTjx49UFJSgsuXL1fYrnSTSkxMDACgbdu2yMnJwbNnz7iISaTMyMgIHz9+REpKChQUFCS2KSoqQqtWrVCrVi0kJydznLD6zZkzB3/++ad44rP036Vf4bAsi5kzZ2LdunW8ZSSkpmvYsCGsrKwQGhoKABgzZgz8/Pzw4cOHMu8tnTt3hrKyMi5dusRXVEIIIXKifv36cHJywtGjR/mOQiowaNAgnDhxAufOnYOjo+NXGy7fvHkDLy8vREZG4vr16+KiZUQyGpPJL+p7Ik10P8kv6nv5RWNn6aK5FiAqKgojR47E06dPxfNzHh4e4g3SAQEB8PT0xJEjRzBo0CCe09ZsPj4+GDduHLp06YIdO3agffv2Ejec6+jowNDQEBERETymFZZ3797B1tYW9erVw6ZNm2Bubs53JEGraiGEoUOH4syZM8jPz+coGTf8/f0RFxeHrVu3okePHnB0dIS2tnaZTZefk6XDG3766Sf88ccfGDJkCLZs2YImTZqUuZ6VlYUpU6bgyJEjWLBgAVasWMFTUuFo3LgxunXrhlOnTlXYrn///rh27RpevHjBUTJhycrKQlRUFCIjIxEVFYW7d++CZVmIRCKYmprC3t4ednZ2sLGxQaNGjfiOS+SYtrY2NDQ0cOPGjQrbWVpa4sWLF3jy5AlHyYSpsLAQioqK4u8xPn78iHXr1uHEiRN4/fo1jIyMMG/ePPTo0YPnpMJQr149ODs74/DhwxW2GzZsGM6cOYN///2Xo2SkFPWR/KK+FwbqJ0KIkFEJY0IIIYQjBw8eRJMmTRASEiKxglq7du1w5swZtGzZEvv376dCCIR8ISMjAw4ODnj48CEqq+VV3uQtIVy4fv06+vbtC4Zh4ObmVu7pkaNHj4auri7fcWu0W7duoX///pW209fXLzPp3rp1a5w+fbo6o3Hmzp072LZtG2JiYpCZmQkA0NLSgrW1NSZMmCCTi6BcXFywbt06jBs3Dhs3bkTDhg3LXH/79i2mT5+OjIwMmT3BZO3atRg0aBC2bduGy5cvi/teU1MT1tbW8PLyQvfu3XlOSUjNVlJSgsaNG4sf161bFwDw+vXrMs+3atUKwcHBnOcjhAhLZGQkoqOjKy3It2fPHo6TESExNTWlBYECcOXKFZibm8PR0VHi9UaNGsHf3x/6+vpYtGgR/Pz8OE4oLDQmk1/U90Sa6H6SX9T38ovGztIl73Mt8fHx6NOnD4qLizF9+nR0794dQ4YMKdNm0KBBmDRpEgIDA6kQQiV27NgBNTU1nDlzBurq6uW2MzQ0xKNHjzhMJnwuLi5QVlbG5cuX0bFjR2hqakJXVxe1a9f+qi0dDCFZRkZGmcd5eXlfPVeqqKgISUlJCA0NRcuWLbmIxylPT08wDAOWZREdHV1uwajS4jCyVAghKCgIOjo62LdvH2rVqvXV9caNGyMgIABXr15FYGAgFUKogn///Rf16tWrtF3dunXx9u1bDhIJU+PGjTFo0CDxWCM7O1tcFCEqKgobN27Exo0bwTAMzMzMKt2ETkh1efXqFWxtbSttZ2Jigrt373KQSNiUlZXLPK5VqxYWLFiABQsW8JRI2BQVFatUwCo/Px+KirRVjg/UR/KL+l4YqJ8IIUJG70qEEJnBsiz279+PkydP4sGDB3j37p3EjbIMw1R4OjMh1SUlJQXOzs4SiyCUql+/Puzs7HDmzBkOkxEiDNOnT0dKSgp69uyJ6dOno2XLllWaaCOEaytXrkRRUVGZ0yPj4+Px+++/A/i/0yPPnDmD69ev85y2ZlNSUsLNmzcrbXfz5k0oKSmJH3/8+BENGjSozmic+PXXX7F8+XLxyaOlXr9+jbt372L37t34+eefsWzZMn4CVpOffvoJx48fh7+/P06cOIE+ffpAX18fDMMgNTUVwcHBePv2LQwMDPDTTz/xHbfadO3aFV27duU7BiGC1bx58zIL5vX09AB8+sz4fGNjcnIyTdwQQsqVm5sLFxcXXLp0qUoF+agQAqnI/PnzMXjwYERFRVVpESHhR05OTpn+Kf1b8/MF38rKyujRowcuXLjAS0YhoTGZ/KK+J9JE95P8or6XXzR2li55n2tZvnw5CgsLERoaip49e0psU7duXbRu3bpKPyd5d/fuXdjb21dYBAEAmjVrhtjYWI5SyYbIyEjxf7Msi8zMTHGh7C/RwRCSlc4nlgoMDERgYGCFr2FZFuPHj6/uaJxbsmSJ3N4n6enpcHV1lVgEoVStWrXQvXt3BAUFcZhMuHR0dKq0tuXGjRvQ1NTkIJFsUFdXx6BBg9CvXz9xYY7du3fj/fv3uHXrFt/xBGHgwIHQ1NTEX3/9xXcUmaKuro7k5ORK2yUnJ0NNTY2DRIT8H1NTU1y8eBGpqalo0aKFxDapqam4ePEiLCwsOE5HAOojeUZ9LwzUT4QQIaOZQEKITPjw4QP69u2LixcvlrsoubTKMSF8oQpqhHyf8PBwtGrVCufOnaPfEVKj0emR0tOrVy8EBgZi5syZWLFiBerUqVPm+vv377Fw4UIkJSVh8ODB4ucfPHgAHR0druNKVUBAAJYuXYr69etj8uTJGD58OPT19QF8Wrxx4MABbN26Fb/++itatmyJkSNH8htYitTU1HDp0iV4eXkhODgYBw8e/KpN3759sWPHDqiqqvKQkBAiBBYWFrhw4QKKioqgqKiIH374AfPnz8fcuXNx8OBBaGtrY/v27bhx4wZ69erFd1xCSA01f/58REdHw9DQEBMnToSRkVGFBS4JqYiFhQVmz56Nfv36YdasWXB0dIS2tna5i9J1dXU5TkgAoEmTJmVOrmvSpAkA4NGjRzA1NRU/X1BQgNzcXM7zCQ2NyeQX9T2RJrqf5Bf1vfyisbN0yfNcCwBERUXBysqq3CIIpXR1danYWRWIRCKUlJRU2i4zM5MONfhGqampfEcQPBsbG/FnRVRUFJo2bQoTExOJbZWUlKClpYX+/fvD1dWVy5ickLVC+t+iTp06yMrKqrRdVlbWV5+JRLIffvgB27Ztw+bNmzF16lSJbf766y88fPgQXl5eHKcTng8fPiA2NhaRkZGIjIxEbGwsCgsLAXwqzqKtrU3FwKooJCQEAwYM4DuGzLG3t8ehQ4ewa9eucosF7dq1Czdu3ICbmxvH6YQpKysL+/btQ1xcHLKystCrVy/MmzcPAJCQkIBHjx7BwcEBdevW5Tlpzefl5QUPDw/Y2dlh+fLlGD58uLigX2FhIQ4ePIilS5fi/fv38Pb25jmtfKI+kl/U98JA/UQIETKGpV3BhBAZsHLlSvz888/o168f/vzzTyxfvhz79u3D+/fv8ejRIxw+fBhr167FxIkT8ccff/Adl8gpa2tr3Lx5EwkJCRVWUGvXrh0sLCxw6dIljhMSUrOpq6ujV69eOHLkCN9RCKmQsrIyXF1dcejQIQCfvjjavXs33r59W2bBz9ChQxETE1PuSR7k0+di586dkZOTAzU1NfTp0wc6OjpgGAYZGRkICQkRX7t27RoMDAxw//59tGnTBnPmzMHq1av5/l/4zywtLZGQkIArV67A0tJSYpsbN26gW7duaNeuHW7cuMFxQm6kpqaW+T3R0tKCtbV1uWMpWVNUVITs7GzxwgdJaJEvIZIdPHgQ7u7uOH78uHgBjJubGw4dOlRm0byCggJiYmLQuXNnnpISQmqy0tOr7t69S6fakO8mEonExXorO5GPYRgUFRVxlIx8zs7ODs+ePUNSUhIA4NSpUxgwYAAmTZqELVu2AABSUlJgZmYGAwMDxMfH8xm3xqMxmfyivifSRPeT/KK+l180dpYueZ5rAYDatWvDxcUFhw8fFj8nEong6ekJHx8f8XP9+vVDREQE8vLy+IgpGJ07d0Z6ejpSU1PFG7W+/HlmZ2fDwMAAlpaWuHjxIp9xiRyT9HtO5IOjoyOio6MrnWfv2rUr7OzsEBoaynFC4Xn8+DFMTU3x7t079OvXDxMmTEDLli3BMAxSUlKwc+dOnD59Gg0aNMCtW7fEBzyQsn799VdERESICx+Ubt/Q0dGBra0t7OzsYGtri5YtW/KcVDhat24NQ0NDnD59mu8oMiUxMREdO3bE+/fvYWNjAzc3N+jr64NhGKSmpmL//v24dOkS6tSpg7i4OLRu3ZrvyDXaoUOHMGHCBPz777/iv3E9PDzEY5SgoCAMHjwYvr6+MnUITnXy8vLCrl27wDAMGIaBhoYGGIbB8+fPwbIsWJaFl5cXtm3bxndUuUV9JL+o74WB+okQIlRUCIEQIhM6dOiAJ0+eID09HfXq1cPo0aPh7++P4uJicZtLly7B3t4eO3fuxJgxY3hMS+RVQEAAPDw8oKOjU2EFtSdPnsDf3x/u7u48JyakZnF2dkZ6ejotMCc1nra2Ntq3b4+QkBAAwKJFi7By5UrcunWrzOmR/fr1w8WLF/Hvv//yFVUQUlJS4O3tXe5CKXt7e2zbtg1GRkYAPn2mvnnzBioqKqhduzaXUaWqbt26sLGxwblz5yps5+TkhKioKOTn53OUjHAhLCwMv/32G2JjY/Hx48dy29EiX0IqVlhYCEVFRSgoKAAAPn78iHXr1uHEiRN4/fo1jIyMMG/ePPTo0YPnpISQmqpu3bpwcnJCYGAg31GIDLCzs6t0E9fnIiIiqjENKc/q1auxYMEC3LlzB+3atcOHDx9gbGyMjIwMdOzYEdra2rh48SLevn2LdevWYcaMGXxHrvFoTCa/qO+JNNH9JL+o7+UTjZ2lT17nWgCgRYsWaNCgAe7cuSN+TtIG6RYtWqBu3bq4e/cuHzEFY+PGjZg5cyY8PDywa9cuKCoqlvl5siyLESNG4NChQ9i9ezdGjx7Nd2Qip9LT01G/fn2oq6vzHYVwLCQkBM7OzmjYsCFmzpwJNzc36OnpAfh0X+zfvx8bN27E27dvcebMGTg5OfGcWBiio6MxePBgZGVlfTVOY1kWjRs3xpEjR2BnZ8dPQAEQiUQAPh10UFr4wM7OTm4OgagOy5cvx9q1a5GcnIxmzZrxHUemhIeHw93dHS9fvpT4O6+hoYH9+/ejZ8+ePCUUhtJ9C6qqqli8eDG6d++OTp06lflb5OPHj9DQ0ICtrS2CgoJ4TiwcgYGB2LRpE65du4YPHz4AAJSUlGBlZYWpU6di0KBBPCck1Efyi/peGKifCCFCRIUQCCEyoX79+rCxsRFvOBw7dix8fX3x4cMH8aIIALC1tcW///6L69ev8xWVyDmqoEbIf/fPP//AxsYGK1euxNSpU/mOQ0i56PTI6vHw4UNcuXIFmZmZAD6dztutWzcYGhrynKx6NGvWDPb29jh48GCF7f73v/8hMjISz58/5ygZqW5nzpyBq6sriouLoaqqCgMDA9SvX7/c9rTIlxBCCKk+ZmZmUFFRQXR0NN9RCCEcef78OU6ePAlra2u0bdsWABAfH4+hQ4eK/84XiUQYO3Ystm/f/k0b9AghhBBCCOGbvM21AJ/WaOzevRvHjh2Dq6srgK8LIfj6+mLMmDGYM2cOVq9ezWfcGu/jx4/o1asXYmJi0LJlS/Tu3Rtbt26FhYUF7OzscObMGSQnJ6Nnz54IDQ0Vb/oklQsJCcHatWuxZMmScjcSR0RE4Ndff8X8+fPRu3dvbgOSGm3MmDFgGAYrVqyAhobGNx0SxTAM9uzZU43puLdy5UosXrwYpcvjS7+/+fzxr7/+ip9++om3jEL05s0b7Ny5E+Hh4Xj8+DEAQEdHBw4ODhg3bhxUVVV5Tliz+fr6ws7ODvr6+nxHkRkfP37EgAEDkJKSglWrVsHZ2Rm1atXiO5bMyM/Px5EjR3Dp0iXx3w9aWlro0aMHhg4dirp16/KcsObr06cPIiIiEBsbCzMzMwCSi7J169YNWVlZSE5O5iuqYNy5cwcikQjt2rUDABQVFSE7OxsAoK6uDkVFRT7jEVAfyTPqe2GgfiKECBkVQiCEyAQVFRU4OTnh0KFDAIBp06bhr7/+wtOnT8tU+nRzc8Pp06fx7t07vqISQhXUCPkOV65cwYgRI6CnpwdHR0c0b9683AXno0aN4jgdIZ/Q6ZFEGjw9PREaGoqHDx+iTp06EtsUFBSgZcuWcHR0hJ+fH8cJpWf58uX/+bUMw2Dx4sVSTMO/Tp064Z9//sH69esxefLkMoXdCCGEEMKt3bt3Y8qUKYiLi4OpqSnfcQghPLt//z5ev34NQ0NDNGnShO84hBBCCCGEkCpIT09H+/btUVhYiLlz58LFxQWdO3fG0KFDsWjRIpw4cQIrVqxAvXr1EB8fT6cJV0F+fj7mzJmDPXv24OPHj2WuKSgowNPTE5s2bSp3fotI5urqisjISGRmZpb7s8vPz4eWlhYcHR1x9OhRjhMKy7fMP8rCfKNIJALDMEhMTISRkdE3FSFhGAbFxcXVmI4f169fx+bNmxETE/PVBt7JkyejU6dOPCckhHwvAwMDlJSUiAtzMAyDpk2bonbt2l+1ZRgGDx8+5DoikXNqamowMzMrc8CJpEIIw4YNQ0hICO1tqAKRSARbW1s6NKYGoz6SX9T3wkD9RAgRMiqEQAiRCW3atEGjRo1w5coVAMCmTZswc+ZMBAYGYsCAAeJ27dq1Q3Z2Np49e8ZTUiLPqIIaId/vl19+wZo1a5Cfn19uAQSWZWV2opYIA50eSaTh+fPnsLKyQuvWrbF58+avTmNKSUnBtGnTkJiYiKtXrwp6YV7pwpwvv574/Hfjy9M6Sp+Txff7unXrwsLCAjExMXxHIUTQXrx4gaSkJBgbG0NDQ0P8fGpqKhYuXIj4+Hjo6elh6dKl6Ny5M49JCSE13fz587F//3789ttv4oJ8hBBCqobGZPKL+p5IE91P8ov6nhAiLTExMRgyZAhevHjx1bwcy7Jo0qQJgoKC0K1bN54SCtOrV68QFRWFtLQ0FBcXQ1tbG/b29tDS0uI7miDp6enBwMCg0s0I9vb2SEtLQ2pqKkfJhKm8+cdSpe8FsjLfGBUVBQDo0qULateuLX5cVba2ttURixBCqtW3FH0BgJKSkmpKQohkderUQd++fXHs2DHxc5IKITg5OeHy5ct4+/YtHzEFpXHjxujduzf279/PdxRSDuoj+UV9LwzUT4QQIaNCCIQQmTBmzBgEBgbi+fPnqFOnDlJSUmBsbAxtbW1s374d2tra2LlzJ7Zu3Yp+/frhxIkTfEcmcogqqBHyfdasWYP58+dDWVkZffv2hYGBAerVq1du+6VLl3KYjpCqodMj/5vIyEhER0fj2bNnKCwslNiGYRjs2bOH42TVZ8yYMcjJycGpU6cgEolgbm4OPT09AJ9OL7p16xZKSkrg7OwMdXX1Mq8V2s/Cz8/vq+euXLmCXbt2QVdXF4MHD4auri4AICMjA4GBgUhPT8f48ePRrVs3eHh4cB25WjVt2hQ9evRAYGAg31EIEbSZM2di06ZNuHfvHoyNjQEAeXl5MDY2xvPnz8WLH+vVq4fbt2/DwMCAz7iEkBpKQUEBwP8tiK4IwzAoKiriIhYRuPz8fERERODBgwd49+6dxAX5snASISEAjcnkGfU9kSa6n+QX9T2hsbN0yeNcy+fevXuHPXv2ICwsrMzGfQcHB3h5eaFRo0Z8RyRyrnbt2hg0aFClmxHc3d1x/PhxFBQUcJRMmCTNPwIQnxx+/vx5XL16FZMnT0bHjh1lbr6REFIzvXz5Elu3bq3SmOzhw4ccpyOkrDt37mDbtm2IiYlBZmYmAEBLSwvW1taYMGECzM3NeU5Y85mYmKCkpATJycni574shFBUVAQ9PT1oaGjgn3/+4SuqYDg7OyMjIwN37tzhOwopB/WR/KK+FwbqJ0KIkFEhBEKITAgODsa4ceOwY8cO9O/fHwAwe/ZsrF+/vkwF53r16uH69evihRKEcIkqqBHyfQwMDJCTk4Nr167R+zghciI3NxcuLi64dOlSuad1lJKFkzo+962V6z8n9J9FbGws7OzsMH/+fCxZskS8AbFUcXExfv31V6xatQoRERHo2rUrT0mrh5ubG65evYqHDx9+131AiLwzNzfHx48fkZCQIH5uy5YtmDZtGtzc3LB06VKEhIRg5syZ8Pb2xtatW3lMSwipqfT19SstgPA5OomPVMbX1xczZ84sc6rPl4U2ZOUkQqFYvnz5f34tbbqrHI3J5Bf1PZEmup/kF/W9fKOxs/TI81wLkY7ExES8evUK+vr64sLV5UlPT0d6ejqaNm0KExMTjhLKBg0NDZiYmCAqKqrCdra2trh79y6ysrI4Sia7Vq5cid9//x1Xr16Fqakp33GIlLx48QJJSUkwNjaGhoaG+PnU1FQsXLgQ8fHx0NPTw9KlS9G5c2cek9ZcIpEIIpEI9+7dg5GR0Vfz9RWhgsHlS0xMhK2tLbKzsysdkwGfCrcQwpdff/0Vy5cvL/dvAwUFBfz8889YtmwZt8EEZs6cOVi/fj02bdqEyZMnA/i6EMLq1avx008/YdmyZTTfUAVxcXGwtrbGihUrMHv2bL7jEAmoj+QX9b0wUD8RQoSMCiEQQmTaoUOHcOLECbx+/RpGRkaYNm0aWrVqxXcsIqeoghoh36du3bpwdHTEyZMn+Y5CCOGIt7c3du7cCUNDQ0ycOBFGRkaoX79+ue1tbW05TFe9KlvkVBkh/yx++OEHvHjxArdv366wnZmZGTQ0NBAaGspRMm48fvwYnTp1wvDhw7F27dpvWlhCCPk/TZs2hZWVFU6dOiV+7scff8TFixfx7NkzqKurAwAsLCxQUFCAxMREvqISQgiRE2FhYejduzdUVFQwefJkRERE4OrVq9i+fTsePnyIoKAgPHjwAFOmTIGlpSWdRMgRkUgEhmGqtPj4S7RJrHI0JpNf1PdEmuh+kl/U9/KLxs7SJc9zLeT7ZWVlwdDQEHXr1sWNGzegqalZYftnz57B0tISHz58QEpKCho1asRNUBng7OyM0NBQ3Lx5E23btpXY5t69ezAzM4ODgwPOnj3LcULZZGJiglatWuH06dN8R5Gq/Px8ZGVlQV1dHfXq1RM/n5ubi1WrVomLAcyZMwctWrTgMan0zZw5E5s2bcK9e/fEh6zk5eXB2NgYz58/F38HVK9ePdy+fRsGBgZ8xq2RSgsEX7x4ES1atKCCwVLi7OyMkJAQDBo0CAsXLoSRkVGZ309CaoqAgAB4eHigfv36mDx5MoYPHw59fX0An4peHThwAFu3bkVeXh58fX0xcuRIfgPXYFlZWejQoQOePXsGNzc3uLi4YOjQoejTpw+8vb1x4sQJ+Pr6QkdHB7du3YKKigrfkWs8f39/REVFwdfXF6ampnB2doauri5q164tsf2oUaM4Tkioj+QX9b0wUD8RQoSMCiEQQgghHKEKaoR8H1NTUzRt2hTh4eF8RyGkDDo9svqULqa6e/cu1NTUeE5DuNKoUSP07dsX+/fvr7Cdu7s7goOD8ebNG26CcWT58uVITU2Fv78/DAwMYGdnB21tbYmLS+g9hJDy1alTBwMHDhS/l7AsCzU1NZiYmODq1avidsOHD8eZM2fw7t07vqISQgiRE05OTrhw4QJu3LgBMzMzjB49Gv7+/uKN9MXFxZg7dy527tyJ2NhYtGvXjufE8sHPz++7Xk+b7ipGYzL5RX1PpInuJ/lFfS+/aOwsXfI218KyLH744QekpqYiICAAXbt2rbD91atXMXLkSLRq1Yo2lkuwZs0azJ8/Hz4+PvD09KzSa/z9/eHp6Yl169Zh5syZ1RtQhpw9exZ9+/aFrq4uNmzYgAEDBpS5fuLECcyYMQOPHz9GUFAQ+vfvz09QGTNkyBCEhYXh9evXfEeRqoULF+KPP/7AtWvX0LFjRwDAhw8f0KFDByQlJYmLATRt2hS3b9+GhoYGn3GlytzcHB8/fkRCQoL4uS1btmDatGlwc3PD0qVLERISgpkzZ8Lb2xtbt27lMS2RJyoqKtDS0sK9e/e+qbAE+T8ZGRkAgObNm0NBQUH8uKp0dXWrI5bMsbS0REJCAq5cuQJLS0uJbW7cuIFu3bqhXbt2uHHjBscJheX+/fsYMmQI7t69Ky7KXPoewLIsTExMEBQUJC7eQyomqbi1pPfU0p8zFbPmHvWR/KK+FwbqJ0KIkCnyHYAQQqRBTU0Npqam331yLiHVKTExESNGjMC8efMQEBBAFdQI+Ube3t6YN28e7t+/DxMTE77jECK2bNmy7zo9kjYxly83NxdOTk5ysTCPlHX//n2ptBGiz99THj58iIcPH5bblt5DCClf8+bNy5w4c/36deTm5sLOzq5Mu6KiIigpKXGcjhBCiDyKi4uDlZUVzMzMJF5XUFDA2rVrceLECSxduhSBgYEcJ5RPVMigetGYTH5R3xNpovtJflHfyy8aO0uXvM21nDx5EuHh4fD29q60CAIAdO3aFT/++CO2bduG4OBg9O3bl4OUwhEcHAwVFRWMGDGiyq9xd3fHjBkzcOrUKSqE8A2cnJwwc+ZMrF+/HoMGDYK6ujpatmwJhmGQkpKC7OxssCyLqVOnUhEEKXr48CGKior4jiF14eHhaNGihbgIAgAcOHAA9+/fR8+ePTF//nycPXsWGzZswPr167Fq1Soe00rX06dPYWVlVea5M2fOQFFRERs3boS6ujqmT58OPz8/RERE8JRSWN6+fQuGYdCgQQO+owgay7IwNTWlIgjfQV9fHyKRCPfu3YORkRH09fWr/PNkGEYm3++rQ2JiIuzt7cstggB8KpbQs2dPWrNfBSYmJrh9+zZOnTqFsLAwpKWlobi4GNra2nBwcMDgwYOhoKDAd0zBWLJkCb2P1nDUR/KL+l4YqJ8IIUJGhRAIITKhqKgI2trafMcgpEKenp7iTW137tzBnTt3KqygRoUQCClr8uTJePjwIX744Qf89ttvcHBwgJaWFt+xCMHevXv5jiCzWrVqhVevXvEdg3DM2toaZ8+exZo1azB37lyJbdauXYubN2+iT58+HKerfvSeQoh0dO3aFQcPHsTJkydhb2+P3377DQzDoF+/fmXaJSYmonnz5jylJITUNNHR0QCAzp07o3bt2uLHVWVjY1MdsYiMyMvLK3PiVGlx1Hfv3okXEYtEInTp0gXh4eG8ZCRE2mhMJr+o74k00f0kv6jv5ReNnaVL3uZaDh48CAUFBSxZsqTKr1m8eDF27NiB/fv3UyGEL9y9exdWVlZQVKz6MlMFBQV06dKFTgf+D9atWwdzc3OsWLEC9+/fR1ZWlvha69atsWDBAowcOZLHhLLjzZs3+PXXX3Hr1i3Y29vzHUfqMjIyYG5uXua5EydOQCQSwdfXF9ra2nB0dMTZs2cRHBwsU4UQPh8vAJ/W4V27dg2WlpZQV1cXP29sbIwzZ87wEVFwGjVqhC5duuDq1at8RxG0jh07IiUlhe8YgmZjYwOGYVC3bt0yj4l0NWzYEKqqqpW2U1FRQcOGDTlIJHwikQgDBgzAgAED+I4ieMuWLeM7AqkE9ZH8or4XBuonQoiQUSEEQohMaNu2LZ4+fcp3DEIqRBXUCPk+pZVvWZbF6NGjK2xLVZwJl+j0yOozdepUTJkyBfHx8TA1NeU7TrUyMDAAwzAICwtDixYtYGBgUOXXMgyDhw8fVmM6bq1YsQKRkZFYsGAB9u7di8GDB0NXVxcMwyA9PR2BgYG4f/8+6tatixUrVvAdV+roPYUQ6fj5559x/PhxDBw4EMCnMaS9vT26desmbpOWloZ79+5h7NixfMUkhNQwdnZ2YBgGiYmJMDIyEj+uquLi4mpMR4SuWbNmZTYwNGvWDACQnJxc5mSlnJwcFBQUcJ6PfO3WrVuIi4tDVlYW2rZtKz5xs7CwEIWFhbTIswpoTCa/qO+JNNH9JL+o7+UXjZ2lS57mWgDg77//hqWlpfi+qQoNDQ107NgRsbGx1ZhMmHJzc8tsHK4qdXV15ObmVkMi2TdixAiMGDECz549w+PHjwEAOjo60NTU5DmZsFQ015qXl4fs7GywLIs6depg5cqVHCbjxuvXr7/axHrlyhWYmpqWOWyqffv2OH/+PNfxqlXz5s2Rmpoqfnz9+nXk5ubCzs6uTLuioiIoKSlxnE6YVFRUvmn9ApFs2bJl6NWrF44cOYKhQ4fyHUeQIiMjK3xMpOPHH39EaGgoCgoKUKdOHYltCgoKEB0djd69e3OcTlgSExPRunVrvmMQQgghhBAiE6gQAiFEJkydOhWjRo1CTEwMrK2t+Y5DiERUQY2Q76Ojo0PFRAiRM+PGjcODBw/g5OSE3377DY6OjjJ7sldaWhoA4OPHj2Uey6P27dsjPDwcnp6euH//vvikN+DTYmcAMDIygq+vL9q3b89nVEJIDWZiYoKYmBhs3LgRr169gqWlJebOnVumzfnz52FmZkYnLxBCxEaNGgWGYaCiolLmMSHSYGJigvv374sfd+vWDSzL4o8//sDhw4fBMAyuXLmCixcvwszMjMekJDExEaNHj0ZcXJz4OQ8PD3EhBB8fH0yZMgXBwcH48ccf+YopCDQmk1/U90Sa6H6SX9T38ovGztIlT3MtAPD8+XNYWVl98+v09fVx+/btakgkbI0aNUJOTs43vy4nJ4eKx30nTU1NKn7wHSqaa61VqxZ0dHRga2uL+fPno02bNtwF40izZs2QmZkpfnz37l1kZWXBzc2tTDtZ/O6za9euOHjwIE6ePAl7e3vxXHO/fv3KtEtMTJTpz0NpMjc3l6mDGbgSHR391XPTp0+Hu7s7QkJC4OjoCG1t7XJ/D21sbKo7IiESrVq1CpGRkRg4cCA2b94MQ0PDMtdTUlIwbdo0KCsr448//uAppTC0bdsWTZs2hY2NDezs7GBra4u2bdvyHUtmPHv2DFeuXBGPebS0tNC1a1doaWnxnIyUoj6SX9T3wkD9RAgRGoYt3UVACCEClpGRgRUrViAgIADjxo1Dv379oKuri9q1a0tsr6ury3FCQgghhMgjOj3y+ygoKAD4tPm9skUYDMOgqKiIi1iEIyzLIjIyEjExMcjMzATLstDS0oK1tTXs7e1lcmHO54qKinDmzBnxe0iXLl0wZswYAEBmZiaysrLQpk0bKCpSjUtCCCGEECHYvHkzpk+fjitXrsDKygolJSWwsLBAfHw8NDQ0oKmpiYSEBBQVFcHPzw8jRozgO7JcSk9PR8eOHZGdnY0BAwage/fumDt3Ljw9PeHj4wPg06mKmpqaGDlyJHbt2sVzYkIIIYQQ2UNjZ+mSt7mWhg0bwtHREYGBgd/0usGDB+P8+fN49+5dNSUTpm7duiEpKQkvX74U30uVKSoqQtOmTWFiYoIrV65Uc0JCiCSurq4IDg7G33//jQ4dOmDcuHHYu3cvzp8/DwcHB3E7S0tLFBQU4N69ezymla779+/D0tIS79+/B/Dp88/e3h7h4eHiNmlpaTAwMMDYsWPpu50qOH/+PPr06YPDhw9j8ODBfMcRDJFIJHHsVbpto7JxWXFxcbXkIuRLpetQPpednY3Tp09DJBLB3Nwcenp6AD59f37r1i2UlJTA2dkZjRs3xp49e7iOLBjOzs64fPkycnNzxb/zjRs3ho2NDWxtbWFnZ4d27drxnFJ4MjMzMW3aNJw8eRIlJSVlrjEMAxcXF2zcuBHa2to8JSTUR/KL+l4YqJ8IIUJFhRAIITKh9EtDeZm4JcJHFdQIIUS2lXd6ZOmmiW3bttHpkVWgr6//TZvdU1NTqzENIdyJiorCyJEj8fTpU/HfOJ+/hwQEBMDT0xNHjhzBoEGDeE5LCCGEEEKqIjc3F7GxsTAxMREvGnz69CnGjh2LsLAwlJSUQEVFBfPmzcNPP/3Ec1r5NWbMGPj5+cHX1xcjR44E8Gn+4fNCCABgYWGBDx8+ICEhga+ohBBCCCEyi8bO0iVvcy3GxsYQiURITEz8pte1adMGxcXFSEpKqqZkwvTrr79i2bJl+PPPPzF9+vQqvWbDhg2YPXs2li1bhsWLF1dzQtkTExODkydP4sGDB3j37h0kLe9lGKbMpm5CvnTt2jV0794dAKCiooLXr1+jQ4cOuH79OkQiEQDg5cuX0NLSwvDhwxEQEMBnXKm7efMmNm7ciFevXsHS0hJz585FgwYNxNd37NiB7du347fffkPfvn15TCoM0dHR2L9/P3bv3g1nZ+dKDymzsbHhOGHN5Onp+V2HO+zdu1eKaWTf3bt3K/zsBIBRo0ZxnEoYSj8X/guGYahoRyVKSkpw8+ZNREVFISIiApcvX8abN28AfPr5qampwcbGBvb29pgyZQq/YQUgMzMTXbt2xePHj1GvXj04OjpCX18fLMsiIyMDoaGh+Pfff6GtrY3Y2Fhak88D6iP5RX0vDNRPhBAho0IIhBCZYGdn901fGkZERFRjGkLKRxXUCCFE9tHpkYSQ7xEfHw8rKysUFxdj0qRJ6N69O4YMGVLmPSQ/Px8aGhro168fDhw4wHNiQoThzZs3FS580dXV5TgRIUSIsrOzxUUtNTU10bhxY54TEVmRn5+P3NxcNG3atMonbJLq0bx5c2hqauL69evi5yQVQnB1dUVUVBRycnL4iClYNCaTX9T3RJrofpJf1PcEoLEzqdz48ePh4+ODK1euoEuXLlV6TWxsLLp160Yng0uQk5MDAwMDFBQUYM+ePRgxYkSF7QMCAjB27FjUrVsXjx49gpqaGkdJhY9lWYwdOxZ+fn5lTgv//HPv80OCaNPhtyksLEROTg6UlZXl5r4MDg7GmjVrxMUAVqxYUWY92oYNG/DLL79gy5YtcHd35zEpqek+P6QMQKXrdOn9iXApLCwMkyZNwsOHD8ttQ5+dFYuKivqu19va2kopiXxgWRa3bt1CZGQkIiMjceHCBRQWFtIhj1Xk6ekJf39/uLu7Y+PGjV+N616/fo0ZM2YgICAAHh4eVFSGB9RH8ov6XhionwghQkaFEAghhBCOUAU1QqQjLS0N0dHRePbsGQoLCyW2YRiGTpcgvKHTI8l/kZGR8V2vl8VFvqmpqbh06ZLcvd8PGTIEQUFBCA0NRc+ePQFIfg/p3Lkz3r17982nWhEiT54/f45Fixbh5MmTFW5SpEUFhJCKsCyLv/76C3/99ReSk5PLXDMyMsKkSZMwefLk7zoxh8iHWbNmQVVVVebGr7Kmdu3acHFxweHDh8XPSRqPDxw4EOfOnUN+fj4fMQWFxmTyi/qeSBPdT/KL+l4+0diZfI+///4bVlZWMDExQXR0dKVFDLOystCjRw8kJyd/U/EEeXLq1CkMHDgQLMvCysoKw4cPh4WFBZo0aQIAePXqFf755x8cPHgQsbGxYBgGgYGBcHFx4Tm5sGzbtg2TJ09Gx44dsXLlSmzbtg1BQUG4f/8+Hj16hMOHDyMgIACzZs3CpEmToKenx3dkQdi2bRt27NiBhIQEsCwLDw8P8d/3R44cwaFDh/DHH3+gVatWPCclpOby9PT8pkPKaLMU4cr169fRvXt3MAyDIUOGID4+HvHx8ViwYAEePnyIsLAwvH79Gp6entDV1cXSpUv5jkwIMjIyxEUQIiMjkZaWBgBQUlLC+/fv+Q0nABoaGqhfvz6Sk5PLLY5YXFwMIyMjvHv3Di9fvuQ4IaE+kl/U98JA/UQIETJFvgMQQggh8mLhwoV4/PhxlSqo/fzzzzQpQMgX3r9/j/Hjx4tPvq6onpcsbowlwnH+/HmYm5uLiyCUR09P77urahPZoa+v/02LBz4na4t8P3z4gHHjxmH//v0A5O/9PioqClZWVuIiCOXR1dXFhQsXOEpFiPA8e/YMnTp1QmZmJpo3b44mTZrg5cuX6Nq1Kx49eoQXL16AYRh07doVtWrV4jsuIaSGKiwsRL9+/RAeHg6WZaGqqgo9PT1xUcukpCTMmDEDp06dwpkzZ6CsrMx3ZFKDbdmyhTaBCEDjxo2RmppaabvExEQ0b96cg0TCRmMy+UV9T6SJ7if5RX0vv2jsTL5H586dMW7cOOzevRtmZmZYtmwZhg0bhoYNG5Zp9/btWxw6dAjLli3DixcvMGbMGCqCUI7+/fsjODgYo0aNwtWrVxEbGyuxHcuyaNKkCXx9feHk5MRxSuHz9fVFvXr1cPbsWairq2Pfvn0AgFatWqFVq1bo3bs3+vTpg2HDhqFbt25UCKESRUVFcHV1RUhICJSUlNCmTZuvDiho3bo1Tpw4AQsLCyxatIinpKS6vXnzBu/evSt3zlkWDxyQNl9fX74jyITXr18jPj4ehoaG5R6Q9fTpUzx8+BDt27dHo0aNuA0oQCtXrkRRURHOnTsHR0dHjB49GvHx8fj9998BfPr99/LywpkzZ3D9+nWe0xJ59WXhg/T0dLAsCyUlJXTq1Anu7u6ws7NDt27d+I4qCHl5eXBwcCh38y4AKCgowMrKCidOnOAuGBGjPpJf1PfCQP1ECBEyKoRACJFJDx48QFZWFtTV1WFkZMR3HEIAAGfPnkWLFi3g6+sr8Y8HVVVV+Pj4ICYmBsHBwTwkJKRmmz9/Pvbv34+mTZvC3d0dLVu2RL169fiORchXsrOzYW1tXWk7hmGokvM3uHv3Lh48eFDhIoVRo0ZxnEp6bGxsviqEUFhYKF5MpqamJl6EkZGRIT79zMrKSuY23C1ZsgT79u2DqqoqRowYASMjI9SvX5/vWJx5+/ZtlTZUFRYWori4mINEhAjTb7/9hszMTCxfvhyLFi3C6NGj4e/vj8uXLwMAoqOjMXHiRDAMg7Nnz/KclhBSU61YsQJhYWFo164d1qxZg969e5e5fv78ecybNw8XL17EihUr8Msvv/CUlAiBtrY2SkpK+I5BKmFra4tDhw7h8uXL6N69u8Q2Z86cQVJSEry9vTlOJzw0JpNf1PdEmuh+kl/U9/KLxs7VR9bnWkpt3boV+fn5OHDgALy9vTFx4kQYGBigSZMmAIBXr17h0aNHYFkWLMvif//7H7Zv385z6pqtd+/eSEtLg5+fH0JCQnDz5k1kZ2cDANTV1dGhQwf07dsXo0aNQt26dXlOK0yJiYno2rUr1NXVAUA8b1hcXCxeYzR48GBYWlpi7dq1VDCmEhs3bkRwcDD69euHXbt2oWnTphCJRGXamJqaokWLFjh79qzMFkL4+PEjgoKCcOnSJWRmZoJhGGhqaqJHjx5wdXWV2WJSz58/x6JFi3Dy5EnxvLoksnbgAKnZ1q1bh5UrV+Kff/4ptxBCVlYW7O3tsXjxYixbtozbgAJ05coVmJubw9HRUeL1Ro0awd/fH/r6+li0aBH8/Pw4TihsWVlZ2LdvH+Li4pCVlYVevXph3rx5AICEhAQ8evQIDg4ONParQMuWLZGWlgYAqFWr1leFD+rUqcNvQAFq3bo1MjMzK22XmZkJExMTDhKRL1EfyS/qe2GgfiKECBpLCCEyIj8/n503bx6rpqbGikQiViQSsaNHjxZf9/HxYc3NzdmbN2/yF5LItbp167Jubm6VtnNzc2Pr1q3LQSJChEVDQ4Nt0qQJ++zZM76jEFKh5s2bs506dSrzHMMwZcYlLMuyJiYmrKGhIZfRBOnChQtsq1atxOM7Sf8wDMOKRCK+o0pVbm4ua2FhwZqZmbGhoaFfXQ8NDWXNzc1ZCwsLNjc3l4eE1UdHR4dVVVVl09LS+I7CC319fdbU1LTMc5LeQ/T19dk2bdpwGY0QQTEwMGANDAzEjz09Pb/6rHjy5Albr149duHChVzHI4QIhIGBAauqqspmZWWV2+bVq1esqqoq26JFCw6TESGaNWsWq66uzr59+5bvKKQC8fHxrLKyMquqqsru3r2bffnypXg8/u7dOzYgIIBt3LgxW69ePTYlJYXvuDUejcnkF/U9kSa6n+QX9b38orGz9MnrXMuxY8fYLl26iP//vvynS5cu7NGjR/mOSQjLsixbr149dvjw4eLHkydPZkUiEfvq1asy7dzc3FgVFRWO0wlP+/btWS0tLTY/P1/8nKT5NgcHB7Z58+Zcx+NETEwMq6urK/E9UCQSsXp6euzly5f5jil1mZmZbPPmzVmGYVhtbW1WQ0ODZRiG7datG9usWTPx/3/37t1ZOzs7vuMKTnZ2NhsaGsoeOHBAJu+f6tShQ4cqze+3adOGtbCw4CCR8CkpKbHDhg0TP54wYQIrEonYvLy8Mu2GDBnCampqch1P0A4ePMg2aNCgzN8Jn3+GHj9+nBWJRKy/vz+PKWu+0p+dqakpe+DAATYnJ4fvSIIXEBDAikQi9ty5c+W2OX/+PN2fPKI+kl/U98JA/UQIETJR5aUSCCGk5vv3339ha2uLtWvXQllZGX379v2qer2NjQ1u3bqFw4cP85SSyDuqoEbI98nLy0OPHj3QrFkzvqMQUiFbW1vcuHFDfCqVJKWnR5ZXlZx8cv36dfTt2xcZGRlwc3ODqakpAGDBggUYMmQIVFVVAQCjR4/GkiVL+IwqdYsWLUJ6ejoiIiIk3ieOjo4ICwtDeno6Fi5cyEPC6vPy5Uv06NEDenp6fEfhxQ8//IC7d+8iKCio3Da+vr5IT09H3759OUxGiLA8ffoUHTp0ED8uPTGrsLBQ/Fzz5s1hb2+PI0eOcB2PECIQmZmZ6NWrl/gkPkkaN26Mnj174tmzZxwmI0K0bNky6Orqok+fPrh58ybfcUg52rVrh/379+PDhw+YMGECmjVrBoZh4O/vDxUVFXh4eCA/Px8BAQFo2bIl33FrPBqTyS/qeyJNdD/JL+p7+UVjZ+mS57mWQYMGITY2Fi9fvsSFCxdw6NAhHDx4EBcuXMCrV68QGxuLwYMH8x2TEACfPtOePHkiflw6T/bl+2BycjIUFRU5zSZEDx48QJcuXSo9ablx48bIysriKBV3kpOT4eTkhMePH8PCwgLr169HUFAQgoKCsGHDBlhaWiIjIwNOTk548OAB33Gl6rfffkNmZiaWL1+Ox48fw8nJCQzD4PLly3j27BkiIyNhYmIChmFw9uxZvuMKxosXLzBs2DBoaGjgxx9/xIgRI7B7927x9a1bt0JNTQ2XLl3iMWXNlpaWBmNj40rbGRsbIz09nYNEwtekSRO8ffu2zGMAePToUZl2BQUFyM3N5TSbkF26dAkjRoyAsrIy1q9fj7i4uK/W4zs7O0NFRQXHjx/nKaUwTJo0CW3atMHdu3cxYsQINGnSBObm5pg1axZOnjyJN2/e8B2xxsvIyCjzj42NDSZNmoT+/ftj1KhRCA4ORkJCAhISEhAcHIxRo0ahf//+mDx5MmxtbfmOLxeoj+QX9b0wUD8RQmQJfSNKCJEJf/zxB65fv44JEyZg48aNUFZWhkhUttZLy5YtYWJigrCwMKxcuZKnpESezZgxAx4eHjh//jx69+4tsU1oaCiio6Ph6+vLbThCBKBt27Z48eIF3zEIqdRPP/2EwMBA9OvXD2vWrEH//v3F1/Ly8nDixAnMnDkTdevWxezZs3lMWvOtXLkSRUVFOHfuHBwdHTF69GjEx8fj999/BwC8efMGXl5eOHPmDK5fv85zWuk6fvw4evbsKV6AKImamhp69uyJEydOYMuWLRymq156enr4999/+Y7Bm4ULF+LQoUMYPnw45s6dCxcXFwBAfn4+EhIScOLECaxYsQLq6uqYNWsWz2kJqbkaNmxYZkFGo0aNAHzaRGFgYCB+vnbt2nj69CnX8QghAtG8eXN8+PCh0nYfP36ElpYWB4mIkLm4uEBZWRmXL19Gx44doampCV1dXdSuXfurtgzDIDw8nIeUBPi0WcrS0hIbNmxAWFgY0tLSUFxcDG1tbTg4OGD27NkwNDTkO6Yg0JhMflHfE2mi+0l+Ud/LLxo7S5c8z7WUUldXR69evfiOQUiFLCwscOHCBRQVFUFRURE//PAD5s+fj7lz5+LgwYPQ1tbG9u3bcePGDbqfq0BZWRl5eXmVtsvIyICKigoHibj1+++/Iy8vD+vXr8f06dO/uj5t2jRs2rQJM2bMwO+//y5T69TOnTuHFi1aYNGiRRKv29jYIDQ0FMbGxvj111/Fn4ekfFlZWejWrRtSU1Nhbm6O7t27f7U+YcCAAZg+fTqOHTuGHj168JS0Zvv48aO4uFtFFBUVkZ+fz0Ei4TM0NMTDhw/Fjzt37gyWZbFjxw7xPZqSkoKLFy+W+RuSVGzlypWoVasWwsLCYGZmJrFNrVq1YGJigrt373KcTlhK78Ps7GxERkYiMjISUVFR2LhxIzZs2ACRSIT27dvDzs4OdnZ2ZdYYkk/09fXBMMxXz7Msi/3792P//v0Sr/3111/YunUrioqKuIgp16iP5Bf1vTBQPxFCZAkVQiCEyITDhw9DX18ff/31V4VfFurp6eHWrVvcBSNyLSMjo8zjzyuoDRs2DMOGDRNXcE9PT8fhw4dx5MgRqqBGSDnmzJkDd3d3XLlyBd26deM7DiHlKj090sPDAxMmTMCECRPEp0f6+fkB+LQwc9++fXR6ZCWuXLkCc3NzODo6SrzeqFEj+Pv7Q19fH4sWLRL/fGVBdnZ2lSa3CwoKkJ2dzUEi7owdOxa//fYbHj9+DB0dHb7jcE5PTw/BwcEYMmQIfv/9d6xYsQIMw+Do0aM4evQoWJZFkyZNEBQUhGbNmvEdl5AaS1dXF2lpaeLH7dq1AwCEhIRgypQpAD4VGLl8+TI0NTX5iEgIEQB3d3esW7cO6enp4u9wvpSeno7w8HDMnDmT43REaCIjI8X/zbIsMjMzkZmZKbGtpMUIhFv6+vrYsGED3zEEj8Zk8ov6nkgT3U/yi/peftHYWbrkea6FECHp378/Dh8+jDNnzmDAgAEwMzPD//73Pxw6dEj8GQh82iBLG7crZ2pqiri4OGRnZ0NdXV1im4yMDPzzzz/o2bMnx+mqX3h4OMzNzSUWQSg1bdo0+Pn5ISwsjMNk1e/p06fo27ev+HHpWtLCwkIoKysD+FQA197eHkeOHKHfpyr49ddfkZqaiuXLl4sLTHxZCEFLSwutW7dGdHQ0HxEFoUWLFrh69SqKi4vLXeNcXFyMK1euQFdXl+N0wtSnTx8sWLAACQkJaNeuHX788Ufo6elh27ZtiIuLg7a2Ni5evIj3799j7NixfMcVjNjYWFhZWZVbBKGUjo4O4uPjOUolbOrq6hg0aBAGDRoEAMjJyUFUVBTOnTuHgIAA3L59G5s2baLNphLY2NjQ3/01HPWR/KK+FwbqJ0KILKFCCIQQmZCRkQFnZ+dKK6Y2bNgQr1+/5igVkXdUQY0Q6RoyZAiePHkCFxcXTJ06FQ4ODmjevHm5f6DTpBDhE50eKR05OTlligMpKSkBAP7991/Uq1cPwKfTPHr06IELFy7wkrG6GBoa4uLFi7h//z5MTEwktrl//z7CwsLQqlUrjtNVrzlz5uDmzZtwcnLCli1bYGtrK3dfxlpbWyM5ORl79uyR+B7i5eUlPgGPECJZz549sWHDBrx48QIaGhro378/6tWrhzlz5uDx48fQ1tbGvn378OLFC0ycOJHvuISQGmrRokW4desWbGxssHTpUgwbNkw8Dv33339x+PBhLF++HL169cKSJUt4TktqutTUVL4jEMI5GpPJL+p7Ik10P8kv6nv5RWNn6ZLnuRZChGT48OEYOHAgFBX/b0mvn58f2rdvjxMnTuD169cwMjLCvHnz0LlzZx6TCsPYsWMxevRojBgxAgcOHICqqmqZ63l5eRg3bhw+fPiAcePG8ZSy+rx69apKh/DI4mneDRs2BMuy4selc6pPnz4tcyJ87dq18fTpU67jCdKpU6fQunVrcRGE8ujp6SE2NpajVMLj7OyM1atXY+HChfjjjz8ktvn555/x7NkzzJ49m+N0wjRq1CioqKiI15MoKSnh1KlTGDp0KOLi4hAXFweRSIRx48ZVWBiGlFVQUFBuEaHPvX37Vu7W8nyvDx8+IDY2FpGRkYiMjERsbCzev3/Pd6wa7fNCiaRmoj6SX9T3wkD9RAiRJVQIgRAiE+rVq4esrKxK26WmplbpCxpCpIEqqBEife3bt4eqqip++eUX/PLLL+W2YxiGiokQ3tHpkd+vSZMmePv2bZnHAPDo0SOYmpqKny8oKEBubi7n+arT1KlT4e3tjR49emDOnDkYMmQIdHR0AACPHz/G0aNH8eeff+LDhw/i089kRWmRkPT0dPTq1Qu1atWCpqamxHEVwzB4+PAh1xE50aBBA8yYMQMzZszgOwohguTu7o7Hjx8jMTERGhoaUFNTw44dOzB69GisWbMGDMOAZVm0bduWTvshhJTL2NgYLMviyZMnGD9+PMaPHy9eNP15sVWGYWBsbFzmtbI8TiH/jZ6eHt8RCOEcjcnkF/U9kSa6n+QX9b38orGzdMnzXAshQlN6Wn2pWrVqYcGCBViwYAFPiYTLw8MDwcHBOHbsGFq0aAFra2sAwJUrVzB48GBERETg9evXcHNzg6urK89ppU9dXR3JycmVtktOToaamhoHibijq6uLtLQ08eN27doBAEJCQsTz6vn5+bh8+TI0NTX5iCg4z549g4uLS6XtateujXfv3nGQSJjmzJmDgIAArF27FhcuXMC4cePQsmVLMAyDlJQU7N69G7dv30azZs0wd+5cvuMKQrNmzeDl5VXmOVNTUyQmJuL+/ft4/fo1DA0NxeNfUjV6enq4c+dOhW2Kiopw584dOgSoEpIKHxQWFooL9mhra8PW1hZ2dnaws7PjNywhhBBCCCE1HMN+XvqSEEIEqnfv3oiJicH9+/fFG8REIhE8PT3h4+MDALh79y46dOgAFxcXHDt2jM+4hBBC/oMzZ85g4MCBKCoqQpMmTaCnpyc+pUSSiIgIDtMRQqqDnZ0dnj17hqSkJACfThoYMGAAJk2ahC1btgAAUlJSYGZmBgMDA8THx/MZV+rmzJmDP//8U1wAoPTfpX/GsyyLGTNm4M8//+QtY3UQiUTf1L6kpKSakhBCZFFGRgZCQkLEp2f1798ftWrV4jsWIaSG+tZxyZdonEJIzff5SYDfigqe/Hc0JpNf1PdEmuh+kl/U94R8G3mfayGEyC+WZbFmzRqsXbv2qwOWVFRUMGfOHCxcuFAmD7lxd3fHoUOHsH37dowfP15im127dsHLywtubm7Yt28fxwmrz7x587BhwwY8fvwYGhoayMnJgb6+Pj58+IDp06dDW1sb+/btw/Xr1zFx4kTxZyEpn4aGBlq1aoWYmBjxc1+uzQWADh064M2bN2UKUZCy7t27h0GDBiEpKemr9x6WZWFkZITAwEC0bduWp4SEfFqrtH79emzatAmTJ08G8PXv/OrVq/HTTz9h2bJlWLx4MZ9xa7R69erh/fv34nVeurq6sLW1FRc/+J75CUIIIYQQQuQNFUIghMiE06dPw8XFBZaWljh48CAMDQ3LfPGSnp6OgQMH4tatWwgPD6fKiYQQIkCWlpa4c+cOdu/ejVGjRsnkZDQhpKzVq1djwYIFuHPnDtq1a4cPHz7A2NgYGRkZ6NixI7S1tXHx4kW8ffsW69atw4wZM/iOLHVXr17Ftm3bcPnyZWRmZgIANDU1YW1tDS8vL3Tv3p3nhETarly5goiICCQmJuL169dgGAZqampo06YN7O3t0aVLF74jEkIIIYSQ7xQXF4fU1FSJ1zp06AAjIyOOE8kvkUgkPk36WzEMg+Li4mpIRQghhBBCStHY+fvRXAshRN4VFxfj5s2bSEtLQ3FxMbS1tdGpUycoKSnxHa3aJCYmomPHjnj//j1sbGzg5uYGfX19MAyD1NRU7N+/H5cuXUKdOnUQFxeH1q1b8x1Zam7fvo1Vq1bBy8tLvEb04MGDGD16ND58+CD+Hqht27aIiYmBiooKv4EFwNXVFcHBwbh586Z4g/6Xm6IvX76MHj16YMSIEfD39+czbo1XXFyM48ePIywsDI8fPwYA6OjowMHBAQMHDoSCggLPCYm8y8rKQocOHfDs2TO4ubnBxcUFQ4cORZ8+feDt7Y0TJ07A19cXOjo6uHXrFr2PVkBfXx92dnaws7ODra0tWrRowXckwSn9THF1dUWDBg2++TNm1KhR1RGLfIb6SH5R3wsD9RMhRJZQIQRCiMyYPXs21q9fD4Zh0Lp1ayQmJkJTUxPNmjXDnTt3UFRUhPnz52PlypV8RyWEEPIf1K1bF127dkV4eDjfUQgpg06PrD7Pnz/HyZMnYW1tLZ5Qj4+Px9ChQ8UnF4lEIowdOxbbt2+XuwIp9+7dw759+3DgwAE6VUEG3LlzB2PGjMHNmzcB4KuNWKX3d+fOnbFnzx60adOG84yEEEIIIaTqWJaFubk5UlNTERkZCXNzc/G10aNHl7vIoF27drh165bc/X3Dl9JCCBYWFhgxYgRcXFxQp06dKr9eQ0OjGtMRQgghhMgHGjtXL5prIaRmojlmUt3Cw8Ph7u6Oly9fSjx5XkNDA/v370fPnj15SsitjIwMhISE4PXr1zAyMkL//v1Rq1YtvmMJQkxMDGxtbaGvr4+dO3fC3t4eioqK4kIIMTExGDVqFJ48eYJr166VGcsRIk3Lly//z69lGAaLFy+WYhrZdv/+fQwZMgR3794VF5Ap/SxhWRYmJiYICgqCsbExz0mJrCudw0lMTISRkZH4cWVK71kqZl39qI/kF/W9MFA/EUJkCRVCIITIlCNHjmDFihW4c+dOmeeNjY2xaNEiuLu785SMyCOqoEaIdOnq6sLc3BwnT57kOwohZdDpkfy4f/8+Xr9+DUNDQzRp0oTvOJx58eIFDhw4gH379uHWrVv0haOMiIuLQ8+ePfHvv/+iXr16cHJyQocOHdC4cWOwLIusrCzcunUL586dw7///osGDRp8tSCYEPJ/3r59i6KiIqipqZV5Pj09HVu2bEFSUhLq1auHvn37YsSIETylJIQQIuvOnDmD/v37Y9q0adiwYUOZa6NHj4afnx88PDzKPJ+cnIzY2FicPn0affr04TCt/Dpy5Aj279+Pc+fOoaioCPXr18egQYPg7u6Onj170iaw70BjMvlFfU+kie4n+UV9L19o7MwfWZxrMTAwwJAhQ/DHH3/wHUXm0HuzdNEcM+FCfn4+jhw5gkuXLiEzMxMAoKWlhR49emDo0KGoW7cuzwmJUGzatAmzZs0Cy7Jo0KAB3r17hwYNGqBWrVrIyckBwzDYtGkTJk2axHdUIsMq+uz8fJP+l8/Tupr/pqSkBKdOnUJYWBjS0tJQXFwMbW1tODg4YPDgwVBQUOA7IpEDy5YtA8MwmDp1KtTU1MSPq2rp0qXVmI4A1EfyjPpeGKifCCGyhAohEEIE6dmzZ9DU1Cz3+qtXr5Ceni7+4qV58+biaz///DN+//13LmISOUcV1AiRrlmzZmH//v148OABGjZsyHccQsTo9Ej+HT16FM+ePcO0adP4jlIt8vPzERQUhICAAISHh6OkpAQsy6Jp06YYPHgwhg8fju7du/Md8z8bM2YMrK2tMWbMmK+unTp1Crq6uujQocNX15YuXYozZ87gxo0bHKSsPsXFxWjdujVSUlIwduxYrFu3rtzPubdv32LWrFnw8fGBsbEx7t69C5FIxHFiQmquqKgoTJ8+HfHx8QCAxo0b4+eff8a0adMQHR2NH3/8EYWFheIFMAzDoH///ggKCuIzNiGkBikqKkJOTg6UlZWhoqLy1fXs7GwsXLgQwcHByMrKgpaWFgYNGoQlS5agQYMGPCQmNdmYMWPg5+eH1NRU6OrqlrlWeqrtl9//paeno2XLlhg5ciT27t3LZVy5l5OTg0OHDmHfvn2IjY0FwzBo1qwZ3Nzc4O7uLvFvEiIZjcnkF/U9kSa6n+QX9b18orFzzSArcy0ikUh8QjWRDnpvrh40xyxdq1ev/q7Xz5s3T0pJCJFdsbGxWLVqFS5evIi8vDwAgLKyMuzs7LBw4UL06NGD54Q1C803SN8vv/wi8XmWZbF8+XJ06NABLi4u5b6eNvKR6ka/94QQQgghhFQfKoRACBEkExMTREVFffOkztSpU7F161baYE44QRXUCJGu/Px89OrVC/Xq1cOuXbvQokULviMRAoBOj6wJunbtir///lumxngsy+LChQvYt28fgoKCkJ+fX2YB2fnz59GzZ0+Z2ARf0aLEiq6VtwBWaI4fP47Bgwdj2LBhOHjwYJVeM2zYMBw7dgzHjx+vcCKfEHmSkJCAjh074sOHD2WeZxgGBw4cwNy5c5GbmwsvLy+0aNECjx49ws6dO5GXlwcfH5+vThUkhMin3bt3w8vLC0uXLsWSJUvKXMvNzUXnzp2RkpJS5kQhhmHQsWNHXL58GYqKilxHJjVY27ZtoaCggDt37nx1raKxbKdOnZCfn4+7d+9yEZNIkJaWhoCAABw4cABJSUlgGAatW7fGyJEj4ebmBh0dHb4j1lg0JpNf1PdEmuh+kl/U9/KLxs41g6zMtVAhBOmi9+bqQ3PM0lXVw2kAlJlzLSX09z7yydu3b1FUVAQ1NbUyz6enp2PLli1ISkpCvXr10LdvX4wYMYKnlMLHsiyys7NRXFyMxo0b06nw5aD5Bm7RGPC/o8370kO/99LXs2dPODk5Ye7cuV9de/v2LZSUlFC7dm0ekpFS1Efyi/peGKifCCEyhSWEEAFiGIZt06YN++LFiyq1LykpYT09PVmGYdgGDRpUczpCCCHVwd7enu3evTsrEonYWrVqsa1atWLt7OxYe3v7r/7p2bMn33GJHMrOzmb/+usvtmvXrizDMKxIJGK1tLTYOXPmsDdv3uQ7nkyzsrJiRSIR3zGk4ubNm+ysWbNYTU1NViQSsQzDsLVq1WKdnZ3ZQ4cOsZ06dZKZ/9dSDMOwo0eP/uZrnp6eMvGz8PT0ZBUUFNhHjx5V+TUPHz5kRSJRuT8bQuSRu7s7yzAMO2rUKPbRo0fsv//+y0ZFRbHGxsZss2bNWEVFRfbWrVtlXvPPP/+wCgoKNHYkhIi5u7uzCgoKbGZm5lfX5s2bxzIMw9avX5/dsmULm5CQwJ44cYJt2bIlKxKJ2O3bt/OQmNRkDRo0YAcOHCjxmoeHB8swjMRrAwYMYBs2bFid0cg3+Pvvv9np06ezzZo1Y0UiEauhocF3pBqNxmTyi/qeSBPdT/KL+l5+0di5ZpCVuZaK5hXIt6P35upHc8zSsXTpUnbZsmVV/mfixIls3bp1xT9zoRs9ejS7Z88eiddOnjxZ7r20ZMkS1sLCohqTcSMyMpI1MzNjRSIRKxKJ2KZNm7IbN25kWZZlo6Ki2Dp16ojn3kv7fMCAATynrvmCg4PZ8ePHsz/++CPr4uLCLl68+JvmtOUdzTdwi8aA/92uXbtYkUjE/vLLL19de/PmDduqVasy76Gl76OdO3dmP378yEPimot+76Wvot9tkUjEjhkzhuNE5EvUR/KL+l4YqJ8IIbKECiEQQgRp0KBBLMMwbNu2bdmXL19W2Pbjx4/s4MGDWYZhWFVVVfbq1ascpSTyzt7enl29erXEa7m5uWxBQQHHiQgRts+/TK/sH1mYqCbClpqayi5fvpw1MTER35Nt27ZlV61axWZkZPAdT+bIwuK8VatWsW3bti0zedilSxd28+bN7KtXr8TtrK2tBf//+iV5L4RgamrKtmnT5ptf16ZNG7Z9+/bVkIgQYdLR0WH19PTYoqKiMs+HhoayDMOw3bt3l/i67t27s40bN+YiIiFEANq0acN26NBB4jUNDQ1WJBKxa9euLfN8cnIyq6CgwPbq1YuLiERAlJSUWDc3t29+3fDhw1llZeVqSET+ixcvXrAbN25kLSwsWIZh2CZNmvAdqUajMZn8or4n0kT3k/yivpdfNHauGWRhroVlaROctNF7M7dojrn6ZWVlsXPnzmXr168v3ow4f/58vmN9N3meb42Pj2eVlZUlrhs6dOgQq6OjwzZs2JCdO3cuu3XrVnbOnDlsw4YNWZFIxPr6+vIdv8Zyc3MTF5b4/Gdap04d9uTJk3zHEwSab+AWjQH/O9q8Lz30ey99/3WMQ7hDfSS/qO+FgfqJECJLFEEIIQJ0+PBhDB06FEFBQejVqxcuXryIxo0bf9Xu/fv3GDhwIM6dO4cmTZogNDQUZmZmPCQm8igyMhL6+voSr6mqqsLT0xN79uzhNhQhApaamsp3BEKqTF9fH4sXL8bixYsRFxeH/fv34/Dhw1i4cCHWr1+P58+f8x2R1DA//fQTGIZBs2bNMGHCBLi7u8PQ0JDvWIQDz549g7W19Te/zsjICDExMdWQiBBhevHiBZydnaGgoFDm+S5dugAA9PT0JL5OT08P165dq/Z8hBBhePHiBRwcHL56/t69e3j58iUUFBTg6elZ5lqrVq3QuXNnxMfHc5SSCIW6ujoyMzO/+XX/j737jo6i+t84/mw6CSSk0KsgSpFuQUSkinQB6V1FRUTFgmCjiHRBFClKLyJFpPcmUqRJR4pILwkhvbf5/eEXfiKBBLK7s0ver3M4Rzczd56dmW0z937u5cuX5e/vb4NEyKy4uDgtXrxYc+fO1caNG5Wamio/Pz+9+uqr6tKli9nxHBrfybIvjj2sifMp++LYZ198d4a1HThwQIMHD76vdT///HMrp3FuvDfbF/eYbScsLEyjRo3Sd999p9jYWOXIkUMffPCB+vbtm26fQziP4cOHKykpSZ07d9bAgQOVL18+7d27V6+99preffddhYaGau/evbf0Ge3QoYOeeOIJzZo1S127djUxvWOaOnWq5s2bJzc3N3Xu3FmVK1dWdHS0VqxYoZ07d6pLly46d+6c/Pz8zI7q0LjfAGexf/9+lS9fXgUKFLjtbzNnzpTFYtHAgQPVq1cvSVK5cuVUtmxZlSlTRgsXLtTrr79u78gOi9c9AAAAYDsUQgDglFxdXW8WQ1iyZInq1aunTZs2KSAg4OYyMTExatKkibZu3apChQppw4YNevTRR01MDfw/wzBkGIbZMQCncqdOFICjK1asmEqUKKGCBQsqODhYaWlpZkeCgzIMQ8HBwfr1119VtGhR5c2bV76+vmbHgo1FRkbeVycRX19fRUVF2SAR4JySk5PTfS3deB/19PRMdz0PDw8+mwHcFB0drdTU1Nse37lzpyTpscceU2Bg4G1/L1q0qPbt22fzfHAu5cuX17Zt2xQbGysfH59MrRMTE6Pdu3frmWeesXE6/FdaWprWrl2rOXPmaNmyZYqLi5O7u7uaNGmiTp06qUmTJvLw8DA7psPjO1n2xbGHNXE+ZV8c++yL786wtoMHD+rgwYP3tI5hGLJYLBRC+A/em83DPWbrCA8P1+jRozV+/HhFR0crR44c6tOnjz766CPlyZPH7Hiwgq1bt6po0aKaNm3azaItNWvW1LfffqsGDRqoevXqt02cVblyZVWrVk2HDh0yI7LDmzlzplxcXLR69WrVrVv35uP9+/dX9+7dNWvWLC1evFjdu3c3MaXj434DnAWD962H1z0AAABgOxRCAOC03NzctGDBAr300ktatmyZ6tWrp40bN8rf31/h4eFq0KCB9u7dqxIlSmjjxo0MoAUAAHbD7JG4V7///rtmzZqlBQsWaMuWLfr111/Vq1cvNW3aVB07dlSjRo3k5sZP+AdRSkqKXFxc7nk9FxcXpaSk2CARAADZV0BAgE6ePHnb47/99pssFsvN2Q7/Kzk5mQJWuE2TJk20fv16DRs2TEOGDMnUOkOHDlViYqKaNm1q43S4YdeuXTdn2Lx27ZosFoueeeYZderUSW3atFHu3LnNjggAAPDA47szrK1kyZIUyYBT4h6z9UREROirr77St99+q+joaHl6eurdd9/VRx99pHz58pkdD1YUHBysJk2a3CyCcMONa7l36jNarFgx7dq1y+b5nNHhw4dVrVq1W4og3PDxxx9r5syZDH7OBO43wFkweN96eN0DAAAAtsMoCgBOzc3NTYsWLVKrVq20fPly1a9fX7NmzVK7du105MgRlS1bVuvXr1eBAgXMjgoAAB5wzB6JrHjyySf15JNP6uuvv9aqVas0e/ZsrVy5UgsXLtSiRYsUGBio1q1bKyQkxOyoAAAAD6ynnnpKy5cv19q1a9WgQQNJUmhoqJYsWSJJql+/frrr/fnnnypYsKC9YsJJvPrqqxo+fLiGDx8uPz8/ffjhh3ddfsSIERoxYoTy5cunHj162Cklnn76aVksFpUtW1Z9+vRRx44dVaRIEbNjAQAAZCt8d4a11ahRQ9OmTTM7BpAp3GO2rsjISI0ZM0bjxo27WQChd+/e6tevn/Lnz292PNhAcnKy/Pz8bnv8xoBST0/PdNfz8PBQWlqaTbM5q6ioKJUsWTLdv914PCoqyp6RnBL3G+AsGLxvPbzuAQAAANuxGIZhmB0CALIqOTlZLVu21MqVK+Xi4qK0tDRVqVJFa9euTbcSJWAPLi4u6tatW7o32O/2NwD/+G+19nthsViYJRt2w+yR1pOV172kdCuUO7OoqCjNnz9fs2fP1vbt22UYhiwWiySpb9++ateunSpWrGhyyqxzcXG5+bzuh7Mf9+z+/AFr4bUEwBrWr1+vBg0ayNPTU23atFGePHn0888/69y5cypUqJD+/vtvubu737LO2bNnVbJkSXXs2FGzZs0yKTkc1c6dO1W3bl0lJiaqWLFieumll1S5cmUFBQXJYrEoNDRUf/zxhxYtWqRz587Jw8NDGzduVPXq1c2Onm3c+A5xp07xd2OxWBQbG2uDVM6L72TZF8ce1sT5lH1x7LM3vjtbT3a/10JfDOvivdl2uMdsXVFRURo7dqy+/vprRUZGytPTUz169FD//v2zxQRK99tHrXv37po1a5ZTv1az83O3lYw+S/mszRzuN1gffQlt48UXX9Ty5cu1atWqWwbvP/zww4qOjtaCBQvUqlWr29YrW7as3N3ddfDgQXtHdli87q0vK79HeN3bB8co++LYOweOE4AHiZvZAQDAGtzd3bV48eKbxRBq1KihlStXKleuXGZHAwDcp6zU66LWF+yJ2SOtJyuv3ax0wnJUvr6+6tGjh3r06KFz585p9uzZmjt3rk6cOKGRI0dq5MiRevTRR9W+fXt99tlnZsfNkvs99g/Kcc/uzx+wFl5LALKqfv36+uyzz/TFF19o9uzZslgsMgxDXl5emj59+m2dkyRp4sSJMgzjZucw4N+efvpp7dixQ506ddKxY8f01VdfpbucYRgqU6aMZs+erSpVqtg5JQzDUEJCgtkxHhh8J8u+OPawJs6n7Itjn33x3dl6uNcCa+O92Ta4x2xdxYsXV2RkpDw8PNSrVy99/PHH2aIAAgDHxf0G66MvoW306tVLy5Yt04svvnjL4P2oqCgVKlRIzZo1u22ds2fP6sSJE+rYsaMJiR0Xr3v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",

      "text/plain": [

       "<Figure size 5053.5x727.5 with 5 Axes>"

      ]

     },

     "metadata": {},

     "output_type": "display_data"

    }

   ],

   "source": [

    "OUTPUTS[fname].show()"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "c6c674b4-1ce9-4f94-b702-2663f068b634",

   "metadata": {},

   "source": [

    "### [Conclusions](#menu) <a class=\"anchor\" id=\"bullet5\"></a>"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 40,

   "id": "227b2ffa-dacf-4058-8713-ea22d28bafda",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "data": {

      "text/plain": [

       "dict_keys(['markers0_broad-ct', 'markers0_broad-ct_scaled-var', 'markers1_broad-ct', 'markers1_broad-ct_scaled-var'])"

      ]

     },

     "execution_count": 40,

     "metadata": {},

     "output_type": "execute_result"

    }

   ],

   "source": [

    "OUTPUTS.keys()"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "8a6d59f7-5966-4020-80d7-d75ae1d35a8d",

   "metadata": {},

   "source": [

    "### [Save](#menu) <a class=\"anchor\" id=\"bullet6\"></a>"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 41,

   "id": "863bbcc6-2770-4355-8688-ce38c5cf78f5",

   "metadata": {

    "tags": []

   },

   "outputs": [],

   "source": [

    "for i in [figure_dir, output_dir]:\n",

    "    if not os.path.isdir(i):\n",

    "        os.makedirs(i)"

   ]

  },

  {

   "cell_type": "code",

   "execution_count": 42,

   "id": "95bd8a8f-aa31-463e-b150-acdb3d4879f3",

   "metadata": {

    "tags": []

   },

   "outputs": [

    {

     "name": "stdout",

     "output_type": "stream",

     "text": [

      "Storing <class 'scanpy.plotting._dotplot.DotPlot'> figures/atlas_annotation/markers0_broad-ct \u001b[1;32m√\u001b[0m\n",

      "Storing <class 'scanpy.plotting._dotplot.DotPlot'> figures/atlas_annotation/markers0_broad-ct_scaled-var \u001b[1;32m√\u001b[0m\n",

      "Storing <class 'scanpy.plotting._dotplot.DotPlot'> figures/atlas_annotation/markers1_broad-ct \u001b[1;32m√\u001b[0m\n",

      "Storing <class 'scanpy.plotting._dotplot.DotPlot'> figures/atlas_annotation/markers1_broad-ct_scaled-var \u001b[1;32m√\u001b[0m\n"

     ]

    }

   ],

   "source": [

    "pflag = \" \\033[1;32m√\\033[0m\"\n",

    "for filename, item in OUTPUTS.items():\n",

    "    # output_dir vs figure_dir\n",

    "    if isinstance(item, (pd.DataFrame, dict)):\n",

    "        fname = os.path.join(output_dir, f\"{filename}\")\n",

    "    else:\n",

    "        fname = os.path.join(figure_dir, f\"{filename}\")\n",

    "    print(\"Storing\", type(item), fname, end=\"\");\n",

    "    eflag = \" \\033[1;31mX\\033[0m\"\n",

    "    if not os.path.isdir(os.path.dirname(fname)):\n",

    "        os.makedirs(os.path.dirname(fname)); eflag = pflag\n",

    "    # file type\n",

    "    if isinstance(item, (mplfig.Figure, tuple)):\n",

    "        (item[0] if isinstance(item, tuple) else item).savefig(f\"{fname}.png\")\n",

    "        plt.close(); eflag = pflag\n",

    "    elif isinstance(item, pd.DataFrame):\n",

    "        item.to_csv(f\"{fname}.csv\"); eflag = pflag\n",

    "    elif isinstance(item, dict):\n",

    "        with open(f\"{fname}.pickle\", 'wb') as handle:\n",

    "            pickle.dump(item, handle, protocol=pickle.HIGHEST_PROTOCOL)\n",

    "        eflag = pflag\n",

    "    elif item is not None:\n",

    "        item.savefig(f\"{fname}.png\")\n",

    "        plt.close(); eflag = pflag\n",

    "    print(f\"{eflag}\")"

   ]

  },

  {

   "cell_type": "markdown",

   "id": "1182102f-6484-4d28-96ec-cad7c33fbda4",

   "metadata": {},

   "source": [

    "Done."

   ]

  }

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