{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8b4405f3-ff20-45fc-b83b-8ab976285d28",
   "metadata": {},
   "source": [
    "<img src=\"https://5264302.fs1.hubspotusercontent-na1.net/hubfs/5264302/Demo%20Asset%20Resources/Demo%20Covers/CM-Demo-futures_overview.png\" width=1100 margin-left='auto' margin-right='auto'/>\n",
    "\n",
    "This notebook demonstrates basic functionality offered by the Coin Metrics Python API Client and **Market Data Feed.**\n",
    "\n",
    "Coin Metrics offers a vast assortment of data for hundreds of cryptoassets. The Python API Client allows for easy access to this data using Python without needing to create your own wrappers using `requests` and other such libraries.\n",
    "\n",
    "## Resources\n",
    "To understand the data that Coin Metrics offers, feel free to peruse the resources below.\n",
    "\n",
    "- The [Coin Metrics API v4](https://docs.coinmetrics.io/api/v4) website contains the full set of endpoints and data offered by Coin Metrics.\n",
    "- The [Coin Metrics Product Documentation](https://docs.coinmetrics.io/info) gives detailed, conceptual explanations of the data that Coin Metrics offers.\n",
    "- The [API Spec](https://docs.coinmetrics.io/python-api-client/reference) contains a full list of functions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16c3476d-c33a-421e-811e-344b59735ec0",
   "metadata": {},
   "source": [
    "## Notebook Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7fbd2927-9184-41fd-8403-b259146ee1a2",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "from os import environ\n",
    "import sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import logging\n",
    "from datetime import date, datetime, timedelta\n",
    "from coinmetrics.api_client import CoinMetricsClient\n",
    "import json\n",
    "import logging\n",
    "from pytz import timezone as timezone_conv\n",
    "from datetime import timezone as timezone_info\n",
    "import matplotlib.ticker as mticker\n",
    "from matplotlib.ticker import ScalarFormatter\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "from matplotlib.dates import DateFormatter\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6ab06f8c-e7f4-41b4-b92e-18a3de36a427",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "sns.set_theme()\n",
    "sns.set(rc={'figure.figsize':(8,6)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "abc14b24-03f4-457c-94aa-0c33ff01c79b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "logging.basicConfig(\n",
    "    format='%(asctime)s %(levelname)-8s %(message)s',\n",
    "    level=logging.INFO,\n",
    "    datefmt='%Y-%m-%d %H:%M:%S'\n",
    ")\n",
    "now = datetime.utcnow()\n",
    "last_day_date_time = now - timedelta(hours = 24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ecbe22c4-ee5a-4130-bc7f-9bf9a61b4bc1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-09-16 16:41:57 INFO     Using API key found in environment\n"
     ]
    }
   ],
   "source": [
    "# We recommend privately storing your API key in your local environment.\n",
    "try:\n",
    "    api_key = environ[\"CM_API_KEY\"]\n",
    "    logging.info(\"Using API key found in environment\")\n",
    "except KeyError:\n",
    "    api_key = \"\"\n",
    "    logging.info(\"API key not found. Using community client\")\n",
    "\n",
    "client = CoinMetricsClient(api_key)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6aadff2-e4fd-4d28-b9b0-b479031b91b3",
   "metadata": {},
   "source": [
    "# Futures Catalog"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6d3812b-d30e-4af2-a1b2-f870e463a8bf",
   "metadata": {},
   "source": [
    "Futures contracts are standardized contracts that allow counterparties to enter into an agreement to buy or sell a standardized asset under contract specifications that are defined by the exchange. Each specific futures contract offered by a specific exchange will have identical contract specifications regardless of who is the counterparty. \n",
    "\n",
    "The contract specifications include information such as the underlying base and quote asset, the margin asset, the contract size, the listing time, expiration time, and other terms. \n",
    "\n",
    "Coin Metrics offers contract specifications for both futures and options. Here we define futures to include both non-perpetual futures that expire and perpetual futures (sometimes called perpetual swaps).  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "261c7729-d184-42f9-a759-d6c04e77b9cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/victorramirez/opt/anaconda3/lib/python3.8/site-packages/coinmetrics/_data_collection.py:281: DtypeWarning: Columns (35) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df: pd.DataFrame = pd.read_csv(\n"
     ]
    }
   ],
   "source": [
    "market_reference = client.reference_data_markets(\n",
    "    type='future',\n",
    "    page_size=10000\n",
    ").to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fecf2988-993e-4559-81c0-c1f3f82fb929",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of supported futures markets: 18682\n"
     ]
    }
   ],
   "source": [
    "print('Total number of supported futures markets: ' + str(len(market_reference)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f36c074c-cbcd-494e-a236-6817c6f576da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of perpetual futures markets: 4222\n"
     ]
    }
   ],
   "source": [
    "# Perpetual futures markets are any futures market with null expiration\n",
    "print('Total number of perpetual futures markets: ' + str(len(market_reference.loc[market_reference['expiration'].isna()])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c2773c81-7abc-43d5-8f6f-86103b966f54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of supported BTC futures markets: 3109\n"
     ]
    }
   ],
   "source": [
    "# Filter by base or quote asset\n",
    "print('Total number of supported BTC futures markets: ' + str(len(market_reference.loc[market_reference['base'] == 'btc'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "25364d4c-58b9-4f19-b0c5-9b60393dae92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "market                            binance-BTCBUSD-future\n",
       "exchange                                         binance\n",
       "base                                                 btc\n",
       "quote                                               busd\n",
       "pair                                            btc-busd\n",
       "symbol                                           BTCBUSD\n",
       "type                                              future\n",
       "size_asset                                           btc\n",
       "margin_asset                                        busd\n",
       "strike                                              <NA>\n",
       "option_contract_type                                <NA>\n",
       "is_european                                         <NA>\n",
       "contract_size                                        1.0\n",
       "tick_size                                            0.1\n",
       "multiplier_size                                     <NA>\n",
       "listing                   2021-01-11T08:00:00.000000000Z\n",
       "expiration                                          <NA>\n",
       "settlement_price                                    <NA>\n",
       "pool_config_id                                      <NA>\n",
       "contract_address                                    <NA>\n",
       "fee                                                 <NA>\n",
       "price_includes_fee                                  <NA>\n",
       "variable_fee                                        <NA>\n",
       "base_address                                        <NA>\n",
       "quote_address                                       <NA>\n",
       "status                                              <NA>\n",
       "order_amount_increment                             0.001\n",
       "order_amount_min                                   0.001\n",
       "order_amount_max                                     500\n",
       "order_price_increment                                0.1\n",
       "order_price_min                                    557.6\n",
       "order_price_max                                4529890.0\n",
       "order_size_min                                       5.0\n",
       "order_taker_fee                                     <NA>\n",
       "order_maker_fee                                     <NA>\n",
       "margin_trading_enabled                              <NA>\n",
       "experimental                                        <NA>\n",
       "Name: 151, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Select first BTC futures market as an example\n",
    "market_reference.loc[market_reference['base'] == 'btc'].iloc[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b73c727-522d-4287-b88f-12ade4963561",
   "metadata": {},
   "source": [
    "# Open Interest\n",
    "\n",
    "Open interest represents the number of contracts that are currently outstanding and not settled for a specific derivatives market. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6eead2bd-1ec7-479c-95b0-bcc8c4c95015",
   "metadata": {},
   "source": [
    "### Open Interest is available at various levels:\n",
    "- Assets level (i.e btc)\n",
    "- Asset Pair level (i.e. btc-usd)\n",
    "- Exchange level (i.e. binance)\n",
    "- Exchange-Asset level (i.e. binance-btc)\n",
    "- Market level (i.e. binance-BTCUSDT-future)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "864085b3-d94e-4e70-b397-25d6c4950940",
   "metadata": {},
   "source": [
    "## BTC Open Interest at the Market Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cfd77801-1d4e-490a-bbf3-5ce7f4969e36",
   "metadata": {},
   "outputs": [],
   "source": [
    "binance_btcusdt_oi = client.get_market_open_interest(\n",
    "    markets = 'binance-BTCUSDT-future',\n",
    "    start_time = datetime.utcnow() - timedelta(days=1),\n",
    ").to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b1bc2ac0-6e83-40ef-aea3-dbb3b44c0da9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>market</th>\n",
       "      <th>time</th>\n",
       "      <th>contract_count</th>\n",
       "      <th>value_usd</th>\n",
       "      <th>database_time</th>\n",
       "      <th>exchange_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
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       "      <td>5214374094.5096</td>\n",
       "      <td>2024-09-15 21:42:31.800754+00:00</td>\n",
       "      <td>2024-09-15 21:42:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-15 21:43:00+00:00</td>\n",
       "      <td>87493.551</td>\n",
       "      <td>5213766952.1553</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-15 21:44:00+00:00</td>\n",
       "      <td>87505.378</td>\n",
       "      <td>5215066763.2038</td>\n",
       "      <td>2024-09-15 21:44:48.749434+00:00</td>\n",
       "      <td>2024-09-15 21:44:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-15 21:45:00+00:00</td>\n",
       "      <td>87499.076</td>\n",
       "      <td>5215364925.1648</td>\n",
       "      <td>2024-09-15 21:45:41.693858+00:00</td>\n",
       "      <td>2024-09-15 21:45:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-15 21:46:00+00:00</td>\n",
       "      <td>87503.139</td>\n",
       "      <td>5214338303.9517</td>\n",
       "      <td>2024-09-15 21:46:35.001759+00:00</td>\n",
       "      <td>2024-09-15 21:46:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-16 21:37:00+00:00</td>\n",
       "      <td>84817.5</td>\n",
       "      <td>4903884915.75</td>\n",
       "      <td>2024-09-16 21:37:39.951283+00:00</td>\n",
       "      <td>2024-09-16 21:37:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-16 21:38:00+00:00</td>\n",
       "      <td>84825.836</td>\n",
       "      <td>4902466778.702</td>\n",
       "      <td>2024-09-16 21:38:33.480165+00:00</td>\n",
       "      <td>2024-09-16 21:38:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-16 21:39:00+00:00</td>\n",
       "      <td>84832.474</td>\n",
       "      <td>4902417772.9756</td>\n",
       "      <td>2024-09-16 21:39:26.976255+00:00</td>\n",
       "      <td>2024-09-16 21:39:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-16 21:40:00+00:00</td>\n",
       "      <td>84842.805</td>\n",
       "      <td>4902471801.315</td>\n",
       "      <td>2024-09-16 21:40:46.680850+00:00</td>\n",
       "      <td>2024-09-16 21:40:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-16 21:41:00+00:00</td>\n",
       "      <td>84851.162</td>\n",
       "      <td>4904380193.3676</td>\n",
       "      <td>2024-09-16 21:41:40.406353+00:00</td>\n",
       "      <td>2024-09-16 21:41:00+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1440 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      market                      time  contract_count  \\\n",
       "0     binance-BTCUSDT-future 2024-09-15 21:42:00+00:00       87506.236   \n",
       "1     binance-BTCUSDT-future 2024-09-15 21:43:00+00:00       87493.551   \n",
       "2     binance-BTCUSDT-future 2024-09-15 21:44:00+00:00       87505.378   \n",
       "3     binance-BTCUSDT-future 2024-09-15 21:45:00+00:00       87499.076   \n",
       "4     binance-BTCUSDT-future 2024-09-15 21:46:00+00:00       87503.139   \n",
       "...                      ...                       ...             ...   \n",
       "1435  binance-BTCUSDT-future 2024-09-16 21:37:00+00:00         84817.5   \n",
       "1436  binance-BTCUSDT-future 2024-09-16 21:38:00+00:00       84825.836   \n",
       "1437  binance-BTCUSDT-future 2024-09-16 21:39:00+00:00       84832.474   \n",
       "1438  binance-BTCUSDT-future 2024-09-16 21:40:00+00:00       84842.805   \n",
       "1439  binance-BTCUSDT-future 2024-09-16 21:41:00+00:00       84851.162   \n",
       "\n",
       "            value_usd                    database_time  \\\n",
       "0     5214374094.5096 2024-09-15 21:42:31.800754+00:00   \n",
       "1     5213766952.1553 2024-09-15 21:43:55.721238+00:00   \n",
       "2     5215066763.2038 2024-09-15 21:44:48.749434+00:00   \n",
       "3     5215364925.1648 2024-09-15 21:45:41.693858+00:00   \n",
       "4     5214338303.9517 2024-09-15 21:46:35.001759+00:00   \n",
       "...               ...                              ...   \n",
       "1435    4903884915.75 2024-09-16 21:37:39.951283+00:00   \n",
       "1436   4902466778.702 2024-09-16 21:38:33.480165+00:00   \n",
       "1437  4902417772.9756 2024-09-16 21:39:26.976255+00:00   \n",
       "1438   4902471801.315 2024-09-16 21:40:46.680850+00:00   \n",
       "1439  4904380193.3676 2024-09-16 21:41:40.406353+00:00   \n",
       "\n",
       "                 exchange_time  \n",
       "0    2024-09-15 21:42:00+00:00  \n",
       "1    2024-09-15 21:43:00+00:00  \n",
       "2    2024-09-15 21:44:00+00:00  \n",
       "3    2024-09-15 21:45:00+00:00  \n",
       "4    2024-09-15 21:46:00+00:00  \n",
       "...                        ...  \n",
       "1435 2024-09-16 21:37:00+00:00  \n",
       "1436 2024-09-16 21:38:00+00:00  \n",
       "1437 2024-09-16 21:39:00+00:00  \n",
       "1438 2024-09-16 21:40:00+00:00  \n",
       "1439 2024-09-16 21:41:00+00:00  \n",
       "\n",
       "[1440 rows x 6 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "binance_btcusdt_oi"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bec62498-5c6a-490c-8398-b10b3f426451",
   "metadata": {},
   "source": [
    "## BTC Open Interest by Exchange (Exchange-Asset Endpoint)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d488060c-36e7-4b95-a08b-b7aac9418137",
   "metadata": {},
   "outputs": [],
   "source": [
    "oi_catalog = client.catalog_exchange_asset_metrics_v2(metrics='open_interest_reported_future_usd').to_dataframe()\n",
    "oi_catalog = oi_catalog[oi_catalog['exchange_asset'].str.split('-').str[1] == 'btc']\n",
    "exchange_assets = oi_catalog['exchange_asset'].to_list()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71a8ba82-232f-4e8b-acf8-60ae0de4777d",
   "metadata": {},
   "source": [
    "Use the **get_exchange_asset_metrics** client function to pull the all BTC exchange-asset pairs at daily frequency:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0574ef5d-9d7b-473f-ac1a-25164b53475a",
   "metadata": {},
   "outputs": [],
   "source": [
    "btc_oi = client.get_exchange_asset_metrics(\n",
    "    exchange_assets = exchange_assets,\n",
    "    metrics = 'open_interest_reported_future_usd',\n",
    "    start_time = datetime.utcnow() - timedelta(days=365),\n",
    "    frequency = '1d'\n",
    ").to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d3e047e6-bc3a-492a-87cb-6f64693da22c",
   "metadata": {},
   "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",
       "      <th>exchange_asset</th>\n",
       "      <th>time</th>\n",
       "      <th>open_interest_reported_future_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-09-18</td>\n",
       "      <td>3.074676e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-09-19</td>\n",
       "      <td>3.220249e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-09-20</td>\n",
       "      <td>3.359060e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-09-21</td>\n",
       "      <td>3.272911e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-09-22</td>\n",
       "      <td>3.280109e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3280</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-12</td>\n",
       "      <td>2.346645e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3281</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-13</td>\n",
       "      <td>2.431933e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3282</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-14</td>\n",
       "      <td>2.693548e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3283</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-15</td>\n",
       "      <td>2.608818e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3284</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-16</td>\n",
       "      <td>2.569876e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3285 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     exchange_asset       time  open_interest_reported_future_usd\n",
       "0       binance-btc 2023-09-18                       3.074676e+09\n",
       "1       binance-btc 2023-09-19                       3.220249e+09\n",
       "2       binance-btc 2023-09-20                       3.359060e+09\n",
       "3       binance-btc 2023-09-21                       3.272911e+09\n",
       "4       binance-btc 2023-09-22                       3.280109e+09\n",
       "...             ...        ...                                ...\n",
       "3280       okex-btc 2024-09-12                       2.346645e+09\n",
       "3281       okex-btc 2024-09-13                       2.431933e+09\n",
       "3282       okex-btc 2024-09-14                       2.693548e+09\n",
       "3283       okex-btc 2024-09-15                       2.608818e+09\n",
       "3284       okex-btc 2024-09-16                       2.569876e+09\n",
       "\n",
       "[3285 rows x 3 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert 'open_interest_reported_future_usd' to numeric\n",
    "btc_oi['open_interest_reported_future_usd'] = btc_oi['open_interest_reported_future_usd'].astype(np.float64)\n",
    "\n",
    "# Convert 'time' to datetime\n",
    "btc_oi['time'] = btc_oi['time'].dt.tz_localize(None).astype('datetime64[ns]')\n",
    "btc_oi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3e78451e-a282-4253-8510-274b94af9215",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop rows with missing data\n",
    "btc_oi.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "14690197-c4b9-47dc-b786-863c737c5368",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exchanges = btc_oi['exchange_asset'].unique()\n",
    "dates = btc_oi['time'].unique() \n",
    "stacked_data = [btc_oi[btc_oi['exchange_asset'] == exchange]['open_interest_reported_future_usd'].values for exchange in exchanges]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 7))\n",
    "ax.stackplot(dates, stacked_data, labels=exchanges, edgecolor='none')\n",
    "\n",
    "ax.set_title('\\nBTC Open Interest\\nby Exchange\\n', fontsize=16)\n",
    "ax.set_xlabel('', fontsize=14)\n",
    "ax.set_ylabel('Reported Open Interest (USD)\\n', fontsize=14)\n",
    "ax.legend(loc='upper left', title='Exchange Asset', bbox_to_anchor=(1,1), frameon=False)\n",
    "ax.grid(True, linestyle='--', alpha=0.5, color='gray')\n",
    "ax.set_facecolor('white')\n",
    "\n",
    "# Format y-axis in billions of dollars\n",
    "def billions(x, pos):\n",
    "    return f'${x * 1e-9:.1f}B'\n",
    "\n",
    "ax.yaxis.set_major_formatter(FuncFormatter(billions))\n",
    "\n",
    "ax.set_xlim([btc_oi['time'].min(), btc_oi['time'].max()])\n",
    "ax.xaxis.set_major_locator(mdates.MonthLocator())\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b\\n%Y'))\n",
    "fig.autofmt_xdate()\n",
    "ax.tick_params(axis='x', which='major', pad=10) \n",
    "_ = plt.xticks(rotation=0)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0213b833-0102-4271-8fa5-7633e544d778",
   "metadata": {},
   "source": [
    "# Liquidations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db48ce6c-88d2-460c-b125-8040f44a1052",
   "metadata": {},
   "source": [
    "Next, we'll take a look at liquidations data. As a reminder, exchanges which offer futures markets utilize a risk management system that will attempt to close a user’s position before the point at which the user begins to owe more than what is in the user's account. The trade or order that closes the user's position is referred to as a liquidation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a61ce21e-08e5-4c91-9f1a-1be0245a2879",
   "metadata": {},
   "source": [
    "This time, we'll use the **get_market_liquidations** client function to pull all BTCUSDT liquidations over the last 24 hours on Binance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "08758843-a810-474d-b20b-3e7c028cd94c",
   "metadata": {},
   "outputs": [],
   "source": [
    "market = 'binance-BTCUSDT-future'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ab1e7042-61e8-418c-8204-bdcd9ddc94b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "liquidations_df = client.get_market_liquidations(\n",
    "    markets = market,\n",
    "    start_time = datetime.utcnow() - timedelta(days=1),\n",
    ").to_dataframe()\n",
    "liquidations_df['amount'] = liquidations_df['amount'].astype(np.float64)\n",
    "liquidations_df['price'] = liquidations_df['price'].astype(np.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0a5260ce-cc64-4821-9583-f9925f93f7d1",
   "metadata": {},
   "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",
       "      <th>market</th>\n",
       "      <th>time</th>\n",
       "      <th>coin_metrics_id</th>\n",
       "      <th>amount</th>\n",
       "      <th>price</th>\n",
       "      <th>type</th>\n",
       "      <th>database_time</th>\n",
       "      <th>side</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-15 21:54:34.145000+00:00</td>\n",
       "      <td>1726437274145000000</td>\n",
       "      <td>0.011</td>\n",
       "      <td>59648.0</td>\n",
       "      <td>trade</td>\n",
       "      <td>2024-09-15 21:54:34.297968+00:00</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-15 21:57:52.361000+00:00</td>\n",
       "      <td>1726437472361000000</td>\n",
       "      <td>0.006</td>\n",
       "      <td>59663.1</td>\n",
       "      <td>trade</td>\n",
       "      <td>2024-09-15 21:57:53.574117+00:00</td>\n",
       "      <td>buy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-15 22:02:17.426000+00:00</td>\n",
       "      <td>1726437737426000000</td>\n",
       "      <td>0.242</td>\n",
       "      <td>59511.0</td>\n",
       "      <td>trade</td>\n",
       "      <td>2024-09-15 22:02:18.244282+00:00</td>\n",
       "      <td>sell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-15 22:02:19.433000+00:00</td>\n",
       "      <td>1726437739433000000</td>\n",
       "      <td>0.041</td>\n",
       "      <td>59503.1</td>\n",
       "      <td>trade</td>\n",
       "      <td>2024-09-15 22:02:20.362299+00:00</td>\n",
       "      <td>sell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>binance-BTCUSDT-future</td>\n",
       "      <td>2024-09-15 22:02:33.095000+00:00</td>\n",
       "      <td>1726437753095000000</td>\n",
       "      <td>0.009</td>\n",
       "      <td>59479.2</td>\n",
       "      <td>trade</td>\n",
       "      <td>2024-09-15 22:02:34.376645+00:00</td>\n",
       "      <td>sell</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   market                             time  \\\n",
       "0  binance-BTCUSDT-future 2024-09-15 21:54:34.145000+00:00   \n",
       "1  binance-BTCUSDT-future 2024-09-15 21:57:52.361000+00:00   \n",
       "2  binance-BTCUSDT-future 2024-09-15 22:02:17.426000+00:00   \n",
       "3  binance-BTCUSDT-future 2024-09-15 22:02:19.433000+00:00   \n",
       "4  binance-BTCUSDT-future 2024-09-15 22:02:33.095000+00:00   \n",
       "\n",
       "       coin_metrics_id  amount    price   type  \\\n",
       "0  1726437274145000000   0.011  59648.0  trade   \n",
       "1  1726437472361000000   0.006  59663.1  trade   \n",
       "2  1726437737426000000   0.242  59511.0  trade   \n",
       "3  1726437739433000000   0.041  59503.1  trade   \n",
       "4  1726437753095000000   0.009  59479.2  trade   \n",
       "\n",
       "                     database_time  side  \n",
       "0 2024-09-15 21:54:34.297968+00:00   buy  \n",
       "1 2024-09-15 21:57:53.574117+00:00   buy  \n",
       "2 2024-09-15 22:02:18.244282+00:00  sell  \n",
       "3 2024-09-15 22:02:20.362299+00:00  sell  \n",
       "4 2024-09-15 22:02:34.376645+00:00  sell  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liquidations_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "70ad9dce-9663-4a10-936b-1495a1a13b05",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get volume-weighted average price of the futures contract from the market-candles endpoint\n",
    "price = client.get_market_candles(\n",
    "        markets = market,\n",
    "        start_time = datetime.utcnow() - timedelta(days=1),\n",
    "        end_time = datetime.utcnow(),\n",
    "        frequency='1m'\n",
    ").to_dataframe()\n",
    "price['vwap'] = price['vwap'].astype(np.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "dc67c6b9-8a83-4136-bc0d-e552d4cd34bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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t27aNlStXsmPHDhITE9m5cycJCQkV7vFztM+dlJQEQHR09FH1fCvuZZienk7Pnj0rdMz+/fs544wzcLlc5RbV7HY7tWrVKrP91qGa4eHh1K1blzZt2nDZZZdx8803s27dOt5//30GDRpEu3btKvx6jqTkdU1PTz8h5ywehno0iud/PNKxNpuNs846i7POOguArKwsVq5cyR9//MH8+fP9f+9ffPEFzZs3L7dn6tEo2YsyKirquM8HvsV2ynuvOByOgFyf6sp7/x3Pe01ERORUpIKgiIiIVLqyik/FwsLC/F+X7FV3JMHBR//PmD179vDPf/6TP//8s9Rj0dHR9OnTh40bNx5xgYijfe7ilXlLzsFWETk5OUe1f8ljxowZU+7Q3mbNmrFw4cKjPrfT6eSRRx7hrrvuwuv1Mm3aNJ588smjPk95Ss4bWHI+wYoob8XdkJAQ/9dutxuHw3HEcxX3Ei15bEVERUUxYMAABgwYwFNPPcWXX37JG2+8gcfj4YMPPmDYsGEVev7DKZnNFi1aHNe5ig0ePJg9e/aU+djVV1/Na6+9dkKepzoo7+/0eN5rIiIipyIVBEVERKTSFRYWlvtYyaF5J6rHU1mysrIYPnw4e/bswW63069fP3r37s1pp51Gu3bt/MWVm2666YSvGFtcED2agiccKiCeeeaZ/gVRqlr37t39XyckJJzQc3ft2pXQ0FAKCgpYunQpo0aNqvCxDz30EHv27KFPnz48+eST/qJtyR5hGRkZNGjQ4IjnKp6bz9oTdM2aNSxcuJADBw4wZsyYw/acczgc3H777SQnJ/PJJ5+Qnp5OYmLicfeoXLNmDeArYJfsXXuqONr3wMk6d3V8r4mIiFQmFQRFRESk0u3Zs4czzzyzzMe2b9/u/9q6SMOJ9NVXX/l7Qb3zzjvlzmt4ooaqltSkSRPAV2jKysoqt/D5448/kpCQQPv27fnb3/5G06ZNiYuLK7f3VjFjTKnhra+99lql9OwqOc/fsQzHPRyn08lFF13E3LlzWbduHdu2batQAS0tLY3ff/+dgoICgoKCAnpwliyaJSQkVKgguG3btlLHAqxfv54JEyYAvp5zvXr1OuK5zj77bD755BPg8IXxioiLi2PLli1A4AI2x+tYeouWxW634/V6Dzv/47EuhFKcu8o4N3Bc7zWRk83tceMIcpBVmEWOK4cIZwRRIVH+7SIiFaFVhkVERKTS/fbbb+U+Nm/ePADq169/2LkGj9eqVasAX4+x8oqB+/fv9/d6K29OtWNRck6yJUuWlLvfRx99xH/+8x8mT54MQO/evQFITU319wwrywcffEDv3r258sorj3qo7dHasGGD/+vK+Pu6/fbbAd/1f/XVVyt0zPvvv+/vHVa8CmyxkkW74qwdztq1a0lNTQUOXf+yzvXll19WqG07d+4EfD0Gj7dHX3ExEuD6668/rnNVhuKesOWt0H3gwIFjzueRzl1UVMS6deuO6dxQPd9rIlZF3iLy3Hl8FPsRXcd3pfZrtWn2djNqv1abruO78lHsR+S58yjyVu0K2KNHj6Zjx44Bf04//XTOOussbrzxRqZPn17m/sWL+5Tlvffeo2PHjv5jH374YTp27MjLL7982LY8+uijdOzYkfHjxx//C5MT7q677qJjx478/vvvh91vzZo1dOzYkUceeYSOHTuWOfVLXl4eXbt2pWPHjrz33ntlnufaa6+lc+fOZGVlBWxfuXKlP6vFvxQsy4ABA8rMdvfu3bn88st5/fXXK+UXy5VFBUERERGpdN999x1r164ttX3JkiXMnz8fqPwCR/H8cpmZmaSkpJR6vLCwkGeeeca/oMSJXOX2zDPP9Pd0e/fdd8uce2zBggWsX78e8M3pBnDVVVf5h6W+/PLL/rntSkpMTOTTTz8lOzsbl8t1wuaVK4vH4+H999/3fz9o0KAT/hzdu3fnqquuAnyF5CeeeOKwK+tOmjTJvzrzGWecwZAhQwIeb9GiBeeeey4AkydPPuwHzoKCAsaOHQv4CnjF7ShW/IEW4IcffmDChAn+vJRl165dfPTRRwBcccUVpRZsORqfffYZc+bMAXyrdld04YuTqXXr1gAsWrSozKy+8847hz2+uGdnWe+94nOvXLmyzPfvJ598clxz+lW395qIldfrZXHCYpq93YyRc0ayPnl9wOPrk9czcs5Imr3djF93/npCf6l1rO677z7eeOMN3njjDf71r39x3333ERQUxNNPP824ceOO69wvvPACdevW5auvviI2NrbMfebPn8/cuXPp0aMH99xzz3E9n1SOoUOHAvD9998fdr/iOZEvvPBC4NAveUtatmwZLpcLh8NR5i9fc3Jy2LRpE127di01UmPatGn+Oa2//vrrI7a7ONdvvPEGr7/+Ok8//TTdunVj4sSJ3HzzzeTl5R3xHNWBCoIiIiJS6bxeL3feeSdTpkwhKSmJffv28cknn/Dggw9ijKFVq1bcddddldqG888/39+We++9l6VLl3LgwAF27drFrFmzGDp0aEBPxpJzGx4vm83Gc889h91uJyEhgZtuuokFCxaQlpZGQkICn3zyCY8//jgAnTp14sorrwR8vSYfeeQRANatW8f111/P/PnzSU1NZe/evcyYMYPhw4eTkZGBzWbjmWeeOa7hjC6Xi9zc3IA/OTk5pKamsmTJEu68806WLl0K+IqWnTt3Ps4rU7YxY8b4h5h/9913DBo0iIkTJ7JhwwbS0tLYt28f8+fP54477uBf//oXxhgaN27MO++8U+bCIs8//zyhoaEUFRUxYsQIXnnlFWJjY0lOTiY9PZ0tW7bw9ddfc/XVV/s/WD766KM0b9681LneeOMNmjZtCsB//vMfrr32Wr788kvi4+NJS0sjOTmZmJgY3nrrLa666ipSUlJo3rw5//jHP8p9vW63u9R1T0tLY9u2bXz//ffceeed/kJlq1atjtgjpqoMHDgQgJSUFO655x7WrFlDWloaq1at4uGHH2bKlCnUrl273OOjo6MB3y8KkpKSAnoDFp/b5XJx1113sXTpUtLS0ti0aRNjxozh7bffPuy5j+Rkv9dEjkaRt4iFCQu5/MvLySjIOOy+GQUZXPbFZfyS8EuV9xQ899xzGTJkCEOGDOHaa69lxIgRTJo0idNPP50PPvjAv+DWsahbty5jxozB6/XyzDPPlPrFUXp6Oi+++CJhYWG8/vrrZf5skKo3YMAA6tSpw/z588udB9blcjFnzhyaNWvm/wVfWUXgJUuW4HQ6ueKKK1i3bl2pnnqxsbF4PB7OO++8gO25ubn8+OOP9OvXj44dOzJr1qwjzklbnOviPzfccAOvv/46w4cPZ/v27RUqKlYHmkNQREREKt2oUaN49913GTNmTKnHWrZsyccff3xcvacqYujQocyZM4cVK1awYcMG/9DUktq2bUvnzp2ZPXs2e/bsqfCqtBXRt29fxo4dy7PPPkt8fDwPPPBAqX3at2/PhAkTAubAGzFiBLm5uYwfP574+HgeeuihUsc5HA6ef/55LrjgguNq4/PPP8/zzz9/xP0uuOACXnnlleN6rsMJDw/n008/5eWXX2bmzJns2rWL119/vdz9+/Tpw+uvv+6fq9GqdevWfPnllzz88MPs2bOHzz//nM8//7zMfR0OB48//niZ+QDfXHOTJk3iueeeY+nSpWzYsCFgGLXVWWedxdixYw87d+EHH3zABx98UO7jxfr06cNbb73lL5xVN7feeis//fQTGzZsYPny5aV6/Q4cOJCOHTuW2zOoT58+rFmzho0bN9KvXz8cDgerVq3C4XAwePBgZs+ezeLFi9m8eXOpv58ePXowZMgQXnjhhWNu/8l8r4kcDZfHxXXfXIfbW7Ge626vm6HfDGXvP/YSbK9eH/mDgoLo27cvmzdvZufOnXTr1u2Yz3X55Zczd+5c5s2bx//+97+AhaheeeUVUlNTefHFF0/JBZhqCqfTyZAhQ/jss89YuHBhmSMPfvnlFzIzM7n11ltp1KgRbdu2ZfXq1aXmdF2yZAndu3fn4osvZvr06fz+++/8/e9/9z++cuVKgFIFwTlz5pCXl0ffvn1p374948aNY86cOVxzzTVH/XquuuoqPv/8c1asWMGdd9551MefbOohKCIiIpXunHPO4ZtvvmHgwIFER0cTEhJChw4dePjhh5k1a1alLiZSzOl0MnHiRB5//HE6d+5MrVq1CA4Opm7dupx99tmMGTOGGTNmcNNNNwGQn59/2LkPj8VVV13FnDlzuOWWW2jdujUhISHUqlWLLl268MQTT/Dtt9/SuHHjgGNsNhuPPPIIM2fO5LrrrqNVq1aEhobidDpp3bo1N954I7NmzeK66647oW0tZrfbiYiIoG3btlxxxRV8+OGHfPzxx/6hNZUlPDyc1157jZkzZzJixAjOPPNMoqOjCQ4OplatWrRq1YohQ4bwySefMGnSpHKLgcXOOOMMvv/+e8aMGUP//v1p0qQJTqeToKAgateuTffu3bnvvvuYP39+ucXAYi1atOCzzz7j//7v/7j99tvp0qULDRs2xOl0Eh4eTuvWrbnqqquYMGECn3/++TENLXU4HERHR9OlSxduuOEGPvvsMyZNmlShRVGqSnh4OJMnTw54j0VERNCzZ0/Gjh3LuHHjDttL58EHH2T48OE0aNAAh8NB3bp12b9/P+ArIowfP56XXnqJHj16EB4eTlhYGF26dOHpp5/miy++OO5MVvV7TaQsbo+bz1Z/dsSegVYZBRl8tuYz3J4TN/3FibJ3716Cg4PL7IV9tIqHDn/88cfExcUBvmkLZs+eTf/+/bnxxhuP+zmkch1p2PCMGTOw2+3+/fr27UtWVpZ/kS3wzdebmJjIBRdcwDnnnENwcHCpYcMrVqwgMjKy1CJ306ZNA3yFwuKCZPFczker+Gecx+M5puNPNps53MQnIiIiIiIiIlJluo7vWmrOwAod17Ara+8vPX9vZRs9ejQzZszgf//7n3++U2MMGRkZzJ07l3HjxnH33Xfz2GOPBew/adIk+vTpU+Y533vvPcaNG8fYsWNL9dyaO3cujz76KL179+ajjz5i8ODB5OXlMXv27Gr9SxQ55Prrr2fjxo389ttvAb3g09LSuOCCCzj33HP9c/L+/PPPjBw5khdffNFf8P3yyy956aWXmDlzJp06deLmm29m586d/Pbbb9hsNgoKCujduzf9+/fnf//7n//827dv5/LLL6dr1658++23AFx55ZXExcX5z1XSgAED2LNnj7/4bPXhhx/y1ltv8dBDD/Hggw+eyEtUKapX/2ERERERERERASCrMOuYioEA65LXkV2YTWRI5AluVcWMHDmyzO29evXi3nvvPWHPU3Lo8G233cbevXt55513/jLFwG+++YYxY8aQnZ1d1U0pU2RkJC+//LK/B9+xGDp0KM899xw//vhjQK/O77//nqKiooCe2X369CEoKIjY2Fj/vkuWLKF+/fqcfvrpgK+3X0xMDBs3bqRLly6sXr0at9tdarhwce/A4sXcAP7+978TFxfH5MmTeemll8psr3XF+8zMTBYvXsz//vc/6tSp4x9tUt2pICgiIiIiIiJSDeW4jn317OLjq6og+NRTT/kLNF6vl6ysLGJiYpgyZYp/Qab69esf1TnLW8znhRdeYMWKFaxdu5Yrr7ySyy677LjbX128+eabbN68uaqbcVhvvvnmcRUEBw0axKuvvsr3338fUBCcOXMm9evX56KLLvJvi4yM5IwzzvAvLOJyuVi2bBkDBw705+OCCy7g3Xff5Y8//qBLly7++QOLF5gD37DeWbNmYbfbA+YuHDRoEG+99Rbff/89Tz75JBEREaXa27dv3zJfR69evXj++eepV6/eMV+Lk0kFQREREREREZFqKMJZuhhxMo8/Hl26dCk1BHjQoEG0bduWl156ifHjx/Pcc88REhICHH7etaIi34rJxfta1a1bl/79+zNjxozjKkxVR08++STPPfdcte4h+MQTTxzXOSIiIrjsssuYOXMme/fupWnTpsTHx7Nx40ZGjBhRaoG3vn37MmHCBFJSUti6dSt5eXkBxb4zzjiD6Oholi1bxt13382KFSto0aJFwJzVixcvJiUlhS5duuB2u9m9e7f/sQ4dOhAfH8+sWbO45ZZbSrX3008/9X9ts9kIDw+nZcuW1XbRr/KoICgiIiIiIiJSDUWFRHFGwzOOeQ7BquodeDhXXnklL730kr/XVnER5XAFr8zMTABq165d6e2rboYOHfqXK3KWZejQocyYMYPZs2dzzz33MGPGDIAyF3IqLgiuWbOGVatWYbPZAgqCdrudvn37snjxYgoLC1mzZg1DhgwJOEfxcOENGzZw8cUXl9mmKVOmlFkQPPfcc4/5dVYnKgiKiIiIiIiIVENuj5v7e9/PyDllz8d3OPefdT9ujxtHkOPIO59EXq8X8BVtADp27AjA5s2bufTSS8s8ZtOmTdhstlKLPMhfR+/evWndujWzZ8/m7rvv5ocffqB37960adOm1L49e/YkNDSUdevWsXz5cjp37kzdunUD9jnvvPOYO3cuP/zwA/n5+QEFwwMHDrB48WLCwsJ4/fXX/VksZoxh9OjRxMXFERsb618c56/GfuRdRERERERERORkcwQ5uL377USHRh/VcdGh0dx+5u3VrhgI+Ht+FS/wcN555xEVFcWUKVPYt29fqf2XLl3KmjVrOPfcc0sVfeSv5dprryUuLo5Zs2aRlJRUZu9AAKfTSa9evVi2bBkbN27kggsuKLVP8bavv/6a4OBgzjnnHP9js2bNwu12c8UVV3DJJZfwt7/9LeDPwIED/c89efLkSnil1YN6CIqIiIiIiIhUU84gJ99e9y2Xf3k5bq/7iPs77A6mXT+tyouBf/zxB/v37/d/73K5+PPPP5k7dy5NmzZlxIgRgG8Y8IsvvsiTTz7JVVddxTXXXEPbtm1xu92sXbuWH374gaZNm/LCCy9U0SuRk+Xqq6/mnXfeYezYsURGRh52cZi+ffvy73//GwhcLKRY48aNadeuHWvWrKFHjx5ERh4aPj99+nQAbr755nLPP3z4cCZNmsS8efP45z//SZ06dY71ZVVbKgiKiIiIiIiIVFPB9mAuan0Rc2+Zy9BvhpJRkFHuvtGh0Uy7fhoXtrqw1DDIk23ChAkB39eqVYumTZsybNgw7r777oACy6BBg2jTpg2TJk1i/vz5pKam4nA4aNKkCXfffTfDhg1T78AaoEGDBvTr14+FCxdy0003ERoaWu6+xfP4hYeH07179zL3Of/889m2bVtAwXDNmjVs2bKFHj16+FfBLkuzZs245JJLmDt3LjNmzODOO+88thdVjdmMMaaqGyEiIiIiUp14PB6CgoKquhkiIn5F3iJcHhf/t+b/eH/F+wELjXRt2JX7z7rfP0w42K6+PyJyeCoIioiIiJwCiiddv/rqq3nttdeO6tjhw4ezfPlyzj77bD7//PPKaN5Re++99xg3bhwAcXFxR3188fUYO3Ys11xzzQlrl9fr5auvviIhIYFnn3024LHRo0czY8YMmjVrxsKFC0/Yc4qIHI3ihUKyC7PJceUQ4YwgMiSyWi4gIiLVl35tICIiIiJy0BNPPMHs2bO5+uqrq7opIiJlKi76RYZEEhkSWWq7iEhFqCAoIiIi8hfXsGFDWrZsScOGDau6KX61a9emZcuWVd2MUpKTk8t9rF69erRs2ZLGjRufxBaJiIiInHgqCIqIiIj8xb311ltV3YRSbr31Vm699daqbsZReeKJJ3jiiSequhkiIiIix61qlx0SERERERERERGRk0o9BEVERET+4o60qEhycjKTJk1i4cKF7Nmzh8jISM477zxGjhyJ3W7n4osvBmDBggU0b94cgN27d/u3H25hjwEDBrBnz55Si6EcaVERl8vFzJkzmT59Otu3b8fj8dCpUyduu+02Bg4ceMTXvGrVKqZPn05MTAzJyckUFBQQERFBu3btuPjii7nxxhsJCwvz71+8YEixGTNm+L8vbt+RFhUpLCxk2rRpzJ07l/j4eHJzc6lTpw49evRg6NCh9OvXr8y2Fi+QMmnSJDp37szHH3/M/Pnz2bt3L06nk06dOnHDDTcwePDgMo/PyMjg888/55dffmHHjh0UFRVRt25dunXrxpAhQ/jb3/52xOslIiIiNYsKgiIiIiI12KpVq7j//vtJT0/3bysoKGDmzJksWLCAl19++aS3KS0tjfvuu481a9YEbF+xYgUrVqzgrrvuKvdYj8fDCy+8wNSpU0s9lp6ezsqVK1m5ciUzZsxg8uTJREREnJA2JyQkMHLkSLZu3RqwPTk5mXnz5jFv3jwGDRrEa6+9RkhISJnn2L17N0899RT79u3zbysoKGDZsmUsW7aMP//8s9Tfx65duxg+fHjAMQD79+9n//79zJ8/n0GDBvHWW29ht2twkIiIiPjoXwUiIiIiNdSBAwe49957SU9PJzo6mldeeYXffvuNn3/+mYceeoiCggKeeeaZk96uRx55hDVr1mC327n33nuZN28eS5cu5f3336dt27Z8/PHH5R772Wef+YuBgwcPZsqUKfz+++8sXLiQDz/8kB49egAQHx/PZ5995j/upZdeIjY2ll69egFwxRVXEBsbS2xs7BHbm56ezogRI9i6dSsOh4P77ruPOXPmsGzZMqZMmcKll14KwJw5c3j66afLPc/LL79MWloajzzyCPPnz2fp0qWMHz/e3ytz6tSprFixIuCYF154gX379lG/fn3eeOMNfv75Z5YuXcrXX3/N+eef73/eH3744YivQ0RERGoOFQRFREREaqj33nuPzMxMHA4Hn332Gddddx0NGjSgRYsWPPjgg7z++uvk5uae1Db99NNPLF++HIBnn32Wf/zjH7Ru3Zq6dety8cUXM3nyZFq0aFHmsV6vl4kTJwJw3nnn8dZbb9G9e3fq169Ps2bN6N+/P59++imNGjUC4LfffvMf63Q6CQ8PJygoCIDg4GDCw8MJDw8/Yps//PBDdu/ejc1m491332XUqFG0a9eO6Ohounfvzrvvvsvw4cMB+OGHH1i8eHGZ58nPz+edd97hgQceoFWrVtStW5cBAwbwwQcf+Pf58ccf/V/n5OTw+++/A/Dkk08yZMgQWrRoQd26denRowfjx4+nTZs2/ucVERERKaaCoIiIiEgN5PF4mDt3LgBXX301nTp1KrXP4MGD/b3MTpbvv/8egNatW3PLLbeUejw6OppRo0aVeWxubi7XXXcdf//737n33nux2Wyl9qlVqxZdu3YFfEOTj5fX62XatGkAXHLJJQwYMKDM/Z588knq168PwOTJk8vcp2PHjlx00UWltrdv395fBN29e7d/e1FREcYYAFJTU0sd53Q6eeONN/jyyy956aWXjuJViYiIyF+d5hAUERERqYHi4uLIyMgAKHexC4BBgwYF9KSrbMuWLQPgggsuKHefAQMGYLfb8Xq9AdsjIyN59NFHyz2uqKiITZs2ceDAAf/3xysuLo7MzEwA/9DgsjidTi6++GKmTJnCihUrMMaUKlieeeaZ5R5fr149du3aRX5+vn9bdHQ0p512Glu2bOGtt94iPj6eSy+9lHPOOce/YEq3bt2O5+WJiIjIX5QKgiIiIiI1UFJSkv/rli1blrtfhw4dTkZzAN+Q2eIiZatWrcrdr1atWjRp0oQ9e/aUu8+ePXtYtmwZ27dvJzExkZ07d7Jjxw4KCwtPaJtLLubRrl27w+5b/HhOTg7Z2dlERUUFPF63bt1yj3U6nQD+HoHFXnjhBe666y7y8/OZOXMmM2fOxOFw0LNnT/r378/AgQMP+/crIiIiNZMKgiIiIiI1UHZ2tv/rWrVqlbuftWhVmbKysvxfh4aGHnbfyMjIMrdnZGQwZswY5s+fX6p4Fh4ezjnnnENKSgobN248/gbjK+4VK+6VV56Sj+fl5ZW6tsHBR/9P8969e/Pdd98xfvx4fvrpJ7Kzs3G73f6Vid944w0GDBjAyy+/7B+yLCKnOLcbHA7IyoKcHIiIgKioQ9tFRCpABUERERGRGigiIsL/dV5eXrn7uVyu43qegoKCCu8bHR3t/7rk0NiylNUut9vNiBEjWL9+PQBnn302ffv2pUOHDrRt25bWrVtjt9t5/PHHT1hB0FrkO5ySC7Qcrgh7tFq2bMnYsWP9KyX/8ccf/P7776xfvx5jDAsXLiQ5OZlvv/22zHkVReQUUVQELhd89hmMHw8H73UAnHEG3H8/3H47OJ1wDL9gOJGK51f97rvviI+PJzc3l+joaLp168Z1110XMF/qe++9x7hx4454zltvvdW/8v3o0aOZMWMGkyZNok+fPoc9bvjw4SxfvpwFCxb4V20XERUERURERGqkkkNyt2/fzumnn17mfomJiWVuL16NF3yFuLJ4PJ6AXn9HEhISQr169Thw4ADbt28vdz+PxxMwVLfYjz/+6C8Gjh49mjvuuKPM49PT0yvcpiNp1qyZ/+tt27aVex0Btm7dCviKsbVr1z5hbSjmcDjo06cPffr0YdSoUezbt49nn32W3377jfXr1xMbG0uvXr1O+POKyEng9cLixTB0KBycWiHA+vUwciQ88wxMmwYXXgj2qllD1Ov18uCDD7Jw4UL69+/PPffcQ1RUFElJScyaNYv77ruP4cOH8+yzzwYcd8MNNxz2HnWkaRlE5OioICgiIiJSA7Vt25YGDRqQkpLCggULGDRoUJn7/frrr2VuL9nDrbzVejds2FBusbA8/fr1Y8aMGSxatAiPxxNQeCy2fPnyMnsQrlq1yv/1DTfcUOb58/PzWb16NUCpRUmORYcOHYiKiiIrK4t58+YxePDgMvdzuVwsXLgQgO7dux/38wIsWrSIcePGkZiYyIIFC0oNo27SpAmPPfaYf1GYkvNGisgppKgIFi2CQYN8w4IPJyMDLrsM5s6F/v2rpKfgvHnzWLBgAQ8//DAjR44MeOyee+5h+PDhfP755wwaNIiePXv6H+vevTtDhgw52c0VqbGq5lcGIiIiIlKlbDYbN910EwBz5szhzz//LLXPxo0bmTZtWpnHR0dH+4f4zp8/v1RxzePxVGgImNW1114L+BbreP/990s9XlhYyL///e8yjy1ZPCzujVeS1+vlpZde8s/7V1axsngev4oWMoOCgvxtnj9/Pr/88kuZ+/373//2r2583XXXVejcR1KvXj3WrVtHZmYmX331VZn7bNq0yf+1FhcROUW5XHDddUcuBhZzu309CY/yFzInysqVKwEChgUXczqd3HnnnQCsWLHipLZLRAKph6CIiIjIKSQhIYFvvvnmiPt1796d00477bD7jBgxgjlz5rB161buu+8+HnroIS6//HIcDge//PILb7311mELYwMHDuSbb75h48aNPProozzwwAM0bNiQuLg4xo8fz7Jly6hduzaZmZkVfn1nnXUWQ4YMYdasWYwbN46UlBSGDx9O/fr12bx5M2+//Tbr168nKCgIj8cTcOz555/PpEmTAHjssccYPXo0Xbt2xePxsH79ej799FNiYmL8+5ec069YcZFz5cqV7Ny5k8jIyMOu/gtw//33M3/+fPbs2cNDDz3EXXfdxRVXXEG9evVITExk4sSJzJ07F4BLL72Uyy67rMLX43C6du3K2WefzfLly3nnnXfIyMjgyiuvpFGjRmRmZrJ48WLeffddAM4880zOOOOME/K8InISud2+OQPLGiZ8OBkZvuPuuuukLzRSPEft5MmTef7550stmDRw4EA2bNhwTAspiciJo3egiIiIyClk1apVAUNjy/P0008fsSAYGhrKxx9/zIgRI9i2bRtvvPEGb7zxhv9xh8PB4MGD+eGHH8o8/qGHHmLp0qXs3r2befPmMW/evIDHhw8fTn5+Pt9++20FXtkhL730Enl5efz0009MmTKFKVOmBDx+00038eeff7Jjx46A7f379/e3NzExkQceeKDUuRs2bMiAAQP4+uuvyc/PJykpiUaNGvkf79OnD3PmzGH//v1ccsklAEeciL527dpMnDiR++67jx07djB+/HjGjx9far8rr7ySF1988aiuxZG8+eab3HbbbSQkJDBx4kQmTpxYap/WrVvzzjvvnNDnFZGTxOHwLSByLMaP9y00cpJdc801TJo0ialTp/LLL78wYMAAevfuTa9evWjWrBl2ux17GfMb5uXllTsFBUCdOnW0MJLICaSCoIiIiEgN1qRJE/9KjbNnzyYhIYHQ0FD69OnDyJEj2bBhQ7kFwUaNGjFjxgw++eQTfvrpJ3bv3k2tWrXo0qULt9xyCxdffLF/RcijERoayrvvvsu8efP4+uuviY+PJz8/n3bt2nHTTTcxdOjQcnvZvfXWW/Tp04cZM2YQHx9PYWEhERERtGnThgEDBnDDDTeQm5vL1KlT8Xq9/PTTTwwbNsx//PXXX09qairTpk0jJSWF6Oho9u/ff8SVKVu3bs13333H1KlT+fHHH9myZQt5eXk0atTIv6pm3759j/paHEnjxo2ZMWMGX375JQsWLGDbtm3k5eURGRlJu3btGDhwIDfddBMhISEn/LlF5CTIygpcTfhorFsH2dlgmV+0srVq1YqJEyfy9NNPs2PHjoBf7LRq1YrBgwczYsSIgNXuAV5++WVefvnlcs+7YsUKoqKiKrXtIjWJzRhjqroRIiIiIlI9TZ8+naeffho4ck85ERE5wfbuhRKrmR/T8U2anLj2HAWv10tMTAy//vorK1asYP369f5pKJo1a8YXX3xB06ZNee+99xg3bhwjRozg/PPPL/d8Z599tn+Y8ejRo/2/zOrTp89h2zF8+HCWL1+un2EiFuohKCIiIiIiIlIdWXrRnfTjj4Pdbuess87irLPOAnzzti5evJj333+fLVu28OqrrwYsPtW+fXvOPffcqmquSI2jVYZFREREREREqqOoKDjWBYG6dj3pw4Xz8vL4z3/+U+bK5+Hh4QwaNIivvvqKqKgoli5delLbJiKBVBAUERERERERqY7c7mNfGOT++33Hn0ShoaF89tlnvP/+++WuUh8VFUXTpk2pVavWSW2biARSQVBERERERESkOnI44PbbITr66I6LjvYd53Cc+DYdht1u59prryUlJYXXX3+doqKiUvusWLGC+Pj4cheHEpGTQ3MIioiIiIiIiFRXTid8+y1cfnnFevw5HDBt2kkvBhZ7/PHHiY+P5/PPP2fJkiVcdtllNG/eHJfLRWxsLD/++COdOnXi0UcfDThu9erVBAUFlXteh8PBoEGDArZ9+umn/PDDD2XuP2rUKOrUqeP//j//+Q/h4eFl7vvSSy9V8NWJ/HVolWERERERERGR6szrhV9+gaFDISOj/P2io33FwAsvBHvVDQj0er3MnDmTuXPnsmnTJjIyMggNDaVdu3Zcfvnl3HzzzTidTgD/KsNHEhkZycqVK4FDqwwfTvGqwsWrDB9OXFxcBV+ZyF+HCoIiIiIiIiIi1V1REbhc8H//B++/D+vXH3qsa1ffnIHFw4SDNRhQRA5PBUERERERERGRU4Xb7Sv6ZWdDTg5ERPhWEy7eLiJSASoIioiIiIiIiIiI1CBaZVhERERERERERKQGUUFQRERERERERESkBlFBUEREREREREREpAZRQVBERERERERERKQGUUFQRERERERERESkBlFBUEREREREREREpAZRQVBERERERERERKQGUUFQRERERERERESkBlFBUEREREREREREpAZRQVBERERERERERKQGUUFQRERERERERESkBlFBUEREREREREREpAZRQVBERERERERERKQGUUFQRERERERERESkBlFBUEREREREREREpAZRQVBERERERERERKQGUUFQRERERERERESkBlFBUEREREREREREpAZRQVBERERERERERKQGUUFQRERERERERESkBlFBUEREREREREREpAZRQVBERERERERERKQGUUFQRERERERERESkBlFBUEREREREREREpAZRQVBERERERERERKQGUUFQRERERERERESkBlFBUEREREREREREpAZRQVBERERERERERKQGUUFQRERERERERESkBlFBUAIkJSXx9ttvk5SUVNVNkWpCmRArZUKslAmxUibESpkQK2VCrJQJsVImKpcKghJg3759vPDCC+zbt6+qmyLVhDIhVsqEWCkTYqVMiJUyIVbKhFgpE2KlTFQumzHGVHUjRERERERERERE5ORQD0EREREREREREZEaRAVBCRAXF8f5559PXFxcVTdFqgllQqyUCbFSJsRKmRArZUKslAmxUibESpmoXCoISoCQkBDat29PSEhIVTdFqgllQqyUCbFSJsRKmRArZUKslAmxUibESpmoXJpDUEREREREREREpAZRD0EJ4Ha7SUlJwe12V3VTpJpQJsRKmRArZUKslAmxUibESpkQK2VCrJSJyqWCoARYt24dDRs2ZN26dVXdFKkmlAmxUibESpkQK2VCrJQJsVImxEqZECtlonKpICgB2rZty6xZs2jbtm1VN0WqCWVCrJQJsVImxEqZECtlQqyUCbFSJsRKmahcmkNQRERERERERESkBlEPQQmQkpLCBx98QEpKSlU3RaoJZUKslAmxUibESpkQK2VCrJQJsVImxEqZqFwqCEqAXbt2MXLkSHbt2lXVTZFqQpkQK2VCrJQJsVImxEqZECtlQqyUCbFSJiqXhgyLiIiIiIiIiIjUIOohKCIiIiIiIiIiUoOoICgBtmzZwqWXXsqWLVuquilSTSgTYqVMiJUyIVbKhFgpE2KlTIiVMiFWykTlUkFQAgQFBREVFUVQUFBVN0WqCWVCrJQJsVImxEqZECtlQqyUCbFSJsRKmahcmkNQRERERERERESkBlEPQQng8XjIzc3F4/FUdVOkmlAmxEqZECtlQqyUCbFSJsRKmRArZUKslInKpYKgBFizZg0RERGsWbOmqpsi1YQyIVbKhFgpE2KlTIiVMiFWyoRYKRNipUxULhUEJUDr1q356quvaN26dVU3RaoJZUKslAmxUibESpkQK2VCrJQJsVImxEqZqFyaQ1BERERERERERKQGUQ9BCZCWlsYXX3xBWlpaVTdFqgllQqyUCbFSJsRKmRArZUKslAmxUibESpmoXCoISoCEhASGDx9OQkJCVTdFqgllQqyUCbFSJsRKmRArZUKslAmxUibESpmoXBoyLAG8Xi9utxuHw4HdrnqxKBNSmjIhVsqEWCkTYqVMiJUyIVbKhFgpE5VLBUEREREREREREZEaRCVWCbB9+3auueYatm/fXtVNkWpCmRArZUKslAmxUibESpkQK2VCrJQJsVImKpcKghLA6/VSWFiI1+ut6qZINaFMiJUyIVbKhFgpE2KlTIiVMiFWyoRYKROVS0OGRUREREREREREahD1EBQREREREREREalBVBCUALGxsdhsNmJjY6u6KVJNKBNipUyIlTIhVsqEWCkTYqVMiJUyIVbKROVSQVACtGzZko8++oiWLVtWdVOkmlAmxEqZECtlQqyUCbFSJsRKmRArZUKslInKpTkERUREREREREREahD1EJQA6enpTJ8+nfT09KpuilQTyoRYKRNipUyIlTIhVsqEWCkTYqVMiJUyUblUEJQAO3bs4Nprr2XHjh1V3RSpJpQJsVImxEqZECtlQqyUCbFSJsRKmRArZaJyaciwBCgqKiIrK4uoqCiCg4OrujlSDSgTYqVMiJUyIVbKhFgpE2KlTIiVMiFWykTlUkFQRERERERERESkBtGQYQmwY8cOhg0bdsp0yVU9u/KdapmQyqdMiJUyIVbKhFgpE2KlTIiVMiFWykTlUkFQArjdbnbv3o3b7a7qphxWRkEGT/30FHfOupNV+1ZVdXP+0k6VTMjJo0yIlTIhVsqEWCkTYqVMiJUyIVbKROXSkGE5JS3csZDnFj5HrjuX67tczz8v+GdVN0lERERERERE5JSgWRnllLI4YTHfx39PhDOCFrVbkOvOpXvj7lXdLBERERERERGRU4aGDEuA1atXEx4ezurVq6u6KaWk5qXyzrJ3+HP3n/y0/Sf+1uZvTBg8gcvbX17VTftLq86ZkKqhTIiVMiFWyoRYKRNipUyIlTIhVspE5VJBUAI0bdqUsWPH0rRp06puSilujxu3101IUAjZO7N56763SNyQiM1mq+qm/aVV50xI1VAmxEqZECtlQqyUCbFSJsRKmRArZaJyaQ5BOWUYY/h247dM2zSNlW+tZNuf2wDweDzY7apti4iIiIiIiIhUhKooEiArK4t58+aRlZVV1U0pxWazcU7UOQxlKE0dh35DMGvWrCps1V9fdc6EVA1lQqyUCbFSJsRKmRArZUKslAmxUiYqlwqCEmDr1q1cdtllbN26taqbUqYHH3yQ6667jiVLlvi3vfLKK6ija+Wp7pmQk0+ZECtlQqyUCbFSJsRKmRArZUKslInKpSHDEsDlcpGcnEzDhg1xOp1V3ZxSypsvcOfOnbRs2fIkt+YEKiiA5GRo0QKq2ZyI1T0TcvIpE2KlTIiVMiFWyoRYKRNipUyIlTJRuVQQlFOG1+vF6XTi8Xj829q1a8e2bduYOXMmQ4YMqcLWHQePB0aPho0b4dZb4YYbqrpFIiIiIiIiIvIXpiHDEiAxMZF7772XxMTEKnl+YwwTJkzgnnvuITY2NuCxlJSUgGIgwAUXXABQat9TSmEh7NwJu3dDQkJVt6aUqs6EVD/KhFgpE2KlTIiVMiFWyoRYKRNipUxUruCqboBUL3l5ecTGxpKXl1clz//GG28wevRoAOLi4li8eLH/sZI3AYfDwRVXXEHPnj357LPPTu2CYFgYPPYYbNgAl15a1a0ppaozIdWPMiFWyoRYKRNipUyIlTIhVsqEWCkTlUtDhqVaueiii1i0aBHgK/qlp6cTHh4OwLfffst1111H3759mTZtGtHR0SxZsoRLL72Url27snbt2ipsuYiIiIiIiIjIqUFDhqVa+eqrr1ixYgWtWrXC7Xbz66+/Ar75A1999VUAWrRoQZMmTahVqxb169cH4MCBA1XWZhERERERERGRU4kKghJg7dq1NGjQoMp62zVp0oTevXtz0UUXAbB06VIA/vjjD1atWgXA3Xff7d+/Xr16AKSmpqLOrpWjqjMh1Y8yIVbKhFgpE2KlTIiVMiFWyoRYKROVSwVBCdCwYUP+8Y9/0LBhwyptR8+ePQFYs2YNANu3bwegf//+/O1vf/PvV9xD0OVykZOTc5JbWTNUl0xI9aFMiJUyIVbKhFgpE2KlTIiVMiFWykTl0hyCUi39+uuv9O/fn5YtW7Jz505efvllxowZw4gRI/j444/9+xljCAsLo6CggB07dtC6deuqa7SIiIiIiIiIyClAPQQlQE5ODr/99luV97Y788wzAd/KwmlpaSQkJADQqlWrQzt5vdj27aNeZCQAqV9+CVOnwvz5EB8PBQUnu9l/SdUlE1J9KBNipUyIlTIhVsqEWCkTYqVMiJUyUblUEJQA8fHxXHDBBcTHx1dpO2rXrs1pp50GwJIlS9i5cydwsCCYng7ffQcjR8Jdd1H/4BLkB77+GsaNg5deggcfhFtvhfHjYfNmUEfYY1ZdMiHVhzIhVsqEWCkTYqVMiJUyIVbKhFgpE5UruKobINVL586d2bx5c2BPvCoycOBAtmzZwvz58w8VBPftg/vugz17ICQE6tenflQU5OaSGhkJrVv7tufnQ2YmfPEFzJoFF10EI0bAwTkHpeKqUyakelAmxEqZECtlQqyUCbFSJsRKmRArZaJyaQ5Bqba+++47hgwZQvv27UlMTMTlcpHQpw+tateG5s19vf727eOGP/5galYW/61dm0dq14Y6daBFC2jUCOx2X4/CvXuhXTt44AE455yqfmkiIiIiIiIiIlVGQ4YlwO7du/nHP/7B7t27q7op9O3bF4CtW7ficrkIApq1bu3rBeh2w8qVsHo19YuKAEix2yEoCJKSICYGVq+GoiKoWxdOPx127YJ//QsWLaqiV3Rqqk6ZkOpBmRArZUKslAmxUibESpkQK2VCrJSJyqWCoATIyspi3rx5ZGVlVXVTqF+/PtHR0f7vm4WHE1y7tq/It3q1r/AXGUnz8HAAdnk8vuHC0dEQHg67d8O6db6ehMHBcNppvqHEb7/tO14qpDplQqoHZUKslAmxUibESpkQK2VCrJQJsVImKleNGTKclJREv379Sm0fO3Ys11xzDUuWLOG///0v27dvp3nz5tx77738/e9/9+8XExPDzTffXOr4SZMm0adPHwCWLl3Km2++ybZt22jSpAkPPfQQgwcP9u9bWFjIa6+9xo8//khBQQEDBgzgmWeeoW7dupXwiv8azmnfnmXbtgFwQePG/Hrllb5CX2wsREZCUBBfZWZyy7599K9Vi0Ul5xZwuXwrDfftC/Xq+bYZA3Fxvh6D//637xwiIiIiIiIiIjVIjVlUZPPmzYSEhPDzzz9js9n82yMjI4mJieHuu+/mlltu4Y033mDz5s0899xzFBUVcdVVVwEQFxdHy5Yt+eqrrwLOW7t2bQC2bdvGvffeyx133MGbb77JokWLePLJJ6lbt65/6OsLL7zAypUree+993A6nTz//PM8/PDDfPHFFyfnIpxq4uPpWFjIsoPftoqI8BX0du0Cm803PBho7XAAkOByQWGhr5cggNMJubm+AmJxQdBmg7ZtYf16+PpruPvuk/yiRERERERERESqVo0ZMhwfH0/r1q1p2LAhDRo08P8JDQ3lk08+oVu3bjz33HO0a9eOwYMHc/fdd/Puu+8GHN++ffuAYxs0aIDT6QTg//7v/+jYsSOjRo2iXbt2jBgxgssuu4yPP/4Y8PVQnDlzJs8++yy9e/emW7duvP3226xYsYJVq1ZVyTUpy/r162ndujXr16+v6qbAnDmcbj8U0RYREb6CX2YmhIb6t7fKzQVgt8dDUVISZGQcOkdICKSk+AqJxZxO37yCc+fCgQOV/SpOedUqE1ItKBNipUyIlTIhVsqEWCkTYqVMiJUyUblqTEEwLi6Odu3alfnYzp076dWrV8C2zp07s2fPHvbu3XvE4wFWrlzp7wlY7JxzziEmJgZjDDExMf5txdq0aUOjRo1YsWLFMb2mylC3bl2GDRtW9cOYU1Nh8WKGdezo39S5Th3weHzFveJCYW4uTfLycAAeYA9AVpZvrkDw9Qj0egMLguBbgTg5GZYsOQkv5tRWbTIh1YYyIVbKhFgpE2KlTIiVMiFWyoRYKROVq8YUBOPj40lLS+OWW27h3HPP5aabbuLXX38FoGHDhuzbty9g/+JVbA4c7EG2ZcsWtm/fzjXXXMN5553HHXfcwdq1a/3779+/n8aNGweco2HDhuTn55Oenk5SUhJ16tQhpHg4a4l99u/ff8yvq6ioiHXr1vm/37hxI7t27QKgoKCA2NhYsrOzAV8vxTVr1vj3jYuLY+fOnQC43W5iY2MJDw/nlVdeweFwBPRc3LJlCzt27ADA4/EQGxtLenq6/xrFxsZSPB3ltm3b2HZw3j9jDLGxsf7rmJ6eTmxsLB6PB4AdO3awZcsW//OsWrWKlJQUWL2aov37CQ0PZ+sNN/DhBRdweYMGZObl+YqBHg8FhYV4CguxA60PFgg/OFgwLCospNDl8hUQHQ4OZGSQm5fnf60p6el4goLgt9/Ys2cPGzZs8Ldhw4YN/r///Px8YmNjycnJAWDfvn0Bf++bNm0iMTER8M0RGRsb65/wNCkpidUlFi+Ji4sjISEh4HpnHOzNmJKSQmxsbMD13r59e8D1TktLAyAtLY3Y2Fi8Xi8A27dvZ+vWrf5jY2NjSU1NDbjeRQdXYt6xYwfx8fH+fVevXk1ycjLgm7A1NjYWl8sFQGJiIps3b6Zp06a88sorpKam+rOak5NDbGwsBQUFgO/9snHjRv95169f7y+m5+XlERsbS97B6793796A3/Bs3LjRf72LM1t8vffv3x9wvTdv3uy/3i6XK+B6JycnB1zv+Ph4f2aLiooCMpuamhpwvbdu3eq/3l6vt8zrXZzZ7du3B2Q2NjbWl1kgIyOD2NhY3G43AAkJCcTFxQVc76SkpIDrXVhY6L/emzZt8u+7du1a/32p+HrnHyx07969u1Rm9+zZAxzKbO7BnrP79u07ofeIzMxMmjZtyiOPPOJ/LVAF9wggMzMz4Hrv3Lkz4HqvWbPG38bs7OyAzO7atSsgs+vWrfNf79zc3IDrrXvE4e8RAE2bNuX666/HfvBerHtEzb5HADgcDq699lqaNm0K6B5R0+8R4HtfPfjggzRt2lT3CN0jSElJISkpiVdeeYWmTZvqHqF7BGvXrsVut/PKK68QFRWle0SJ611T7xGrVq3yfxbNzc3VPYKK3SOK37sVYmoAt9ttunTpYoYMGWKWLl1q1q1bZ1577TXTsWNH88cff5gZM2aYTp06mVmzZhm32202btxoBgwYYDp06GBiYmLM3r17TYcOHcxtt91mYmJizOrVq83jjz9uunbtarZs2WKMMaZTp07mm2++CXjeP/74w3To0MHs27fP/O9//zP9+/cv1babb77Z/POf/zzm15aWlmaaNWvm/75r167moYceMsYYs2XLFgOYX375xRhjzBtvvGHq1Knj3/ecc84xI0aMMMYYs3fvXgOYadOmmZiYGPP2228bp9Pp3/fiiy82N954ozHGmMzMTAOYqVOnGmOM+fTTTw1g3G63McaYK664wlxxxRX+aw+YTz/91BhjzNSpUw1gMjMzjTHG3Hjjjebiiy/2P4/T6TTjxo0z5uOPTWrnzmYCmJxhw4y55x6zqGNHM6NhQ2N69zamcWOz2W43WVFRxtSqZf7rdBrAOMEUhIaaAxERZqvTaUyjRsb0728+DwszK3r2NOaee0zS1VebCWAyLrzQmGuvNc8+/rhp166dvw0dOnQwjz/+uDHGmPXr1xvA/PHHH8YYY15++WXTuHFj/749evQwDzzwgDHGmB07dhjA/PTTT8YYY9566y0TGRnp3/e8884zt912mzHGmOTkZAOYWbNmGWOMmTBhggkKCvLve8kll5ihQ4caY4zJyckxgPnqq6+MMcZ8/vnnBjAFBQXGGGOuvvpqM2jQIP+xgPnoo4+MMcZMmzbNAObAgQPGGGNuueWWgByGhYWZd955xxhjzI8//mgAs2vXLmOMMffcc4/p3bu3yc3NNTExMaZ+/frm1VdfNcYYs2TJEgOYzZs3G2OMGTVqlOncubP/vK1atTLPPPOMMcaYmJgYA5iYmBhjjDHPPPOMadWqlX/fzp07m1GjRhljjNm8ebMBzJIlS4wxxrz66qumfv36/n179+5t7rnnHmOMMbt27TKA+fHHH40xxrzzzjsmLCzMv2///v3NLbfcYowx5sCBA/58G2PMRx99ZEre/gYNGmSuvvpqY4wxBQUFBjCff/65McaYr776ygAmJyfHGGPM0KFDzSWXXOI/NigoyEyYMMEYY8ysWbMMYJKTk40xxtx2223mvPPO8+8bGRlp3nrrLWOMMT/99JMBzI4dO4wxxjzwwAOmR48e/n0bN25sXn75ZWOM714CmPXr1xtjjHn88cdNhw4d/Pu2a9fOjB492hhjzJo1awxgli9fbowx5vnnnz+h94jZs2eb3Nxc89RTT1XtPcIYM3v2bAOYvXv3GmOMGTFihDnnnHP8+9apU8e88cYbxhhjfvnlFwP479kPPfSQ6dq1q3/fZs2ameeff94YY8zy5csNYNasWWOMMWb06NG6R5jy7xHGGJObm2uio6PNCy+8YIzRPaKm3yOMMebtt982DofD5ObmGmN0j6jp9whjjKlfv74ZOXKkyc3N1T1C9wgzbtw443Q6TUxMjMnNzdU9QvcIU79+ffPCCy+YmJgYf751j9A9oviz6IUXXqh7hKnYPaL4314VUSMKgsb4bnT5+fkB20aMGOEP4Lhx40y3bt3M6aefbi666CLz1VdfmQ4dOpj4+HhjjC90LpfLf6zH4zGDBg0yY8aMMcYY0717d/Pll18GnH/RokWmQ4cOJiMjw3zyySemb9++pdp17bXX+t+Ix8Ltdpu1a9f6v9+wYYNJTEw0xhiTn59vYmJiTFZWljHGmP3795vVq1f79928ebNJSEgwxhjjcrlMTEyMWbRokQHMzz//bGJjY/37xsfHm+3btxtjjCkqKjIxMTEmLS3NGGNMamqqiYmJMV6v1xhjzNatW83WrVuNMcZ4vV4TExNjUlNTjTG+AmZMTIwpKioyxhizfft2/zU2xpjY2FjfDe6JJ4yrXz+TfM01puiuu4y55x6TddNNJv3664256ipjmjY1Bc2aGVfbtsbUrm08ISEmDAxgNkVFGVfbtqawSRNjWrY05qabTOrQof7CouuOO0zyNdcY9w03GHPJJWbfkiX+m58xvjdd8Q+qvLw8ExMTY7Kzs40xvhtV8RvXGGM2btxodu7caYzx3dxjYmL8N5f9+/ebVatWBVzv4hty8fVOT083xvh+aBf/ECu+3tu2bQu43sU/aA8cOGBiYmKMx+Mxxhizbds2/43HGN8PxZSUlIDrXXxz3L59u4mLi/Pvu2rVKpOUlGSM8WU8JibGFBYWGmOM2blzp9m0aZP/h+zXX39t9u3bZ4wxJjs728TExPjfU7t27TIbNmzwn3fdunVmz549xhjjv4kX35j27Nlj1q1b5993w4YN/utdnNni671v376A671p0yb/9S4sLAy43klJSQHXOy4uzp9Zt9sdkNmUlJSA671lyxb/9fZ4PGVe7+LMbtu2LSCzMTEx/h/K6enpJiYmxn+v2LFjh/8fMsXXe//+/QHXu/gfWzt37jQbN27077tmzRr/D5/i652Xl+e/3tbM7t692xhzKLPF/6jYu3fvCb1HZGRk+DNR8p530u8RxvjbUny9ExISAq736tWr/dc7KysrILOJiYkBmV27dq3/eufk5ARc7927d+seYcq/RxSfEzDz5s0zxugeUdPvEcYY8/PPPwd8QNM9ombfI4wx5uuvv/ZnQvcI3SOSk5PNl19+6c+E7hG6R6xZs8bMmzfPX7DTPeLQ9a6p94jY2Fj/vzFnzJihe4Sp2D2i+L1bETZjrJOr1Ryvv/46v/32G99//z3g63qamppKgwYNWLJkCffffz8rVqwgPDy8zOMffvhhXC4XEyZMYNCgQVxyySU8+uij/se/+eYbXn31VWJiYvjxxx95/PHHWb16tX8hEoB+/foxfPhw7q4mq93m5eWxefNmTj/9dMLCwqquIffc41tNuGXL0o8ZA+vWQUKCb3GRoCDYvZvORYVs8sBb7aIZ5Y7E5i6C00+H004r+zlcLti5E/77X+jWrTJfzSmt2mRCqg1lQqyUCbFSJsRKmRArZUKslAmxUiYqV42YQ3DLli307NmTZcuWBWxfv3497du354svvuDll18mKCiIRo0aYbfbmTdvHj169CA8PJxff/2VHj16+MfCg2+egM2bN9O+fXsAevfuzfLlywPO/+eff9KzZ0/sdju9evXC6/X6FxcB33j1pKQkzjrrrEp89UcnLCyMnj17Vv2b7XB1apsNunSBtm2hqAgOHGBZQxe5B6dwnForg29b5/uKgQf/fg77PDW3Jl4h1SYTUm0oE2KlTIiVMiFWyoRYKRNipUyIlTJRuWpEQbBdu3a0bduWl156iZUrV7Jt2zbGjh3L6tWruf/++2nXrh1ff/01M2fOZPfu3Xz44Yd89913PPLIIwD07NmTOnXq8NRTT7F+/Xri4uJ46qmnyMjI4Pbbbwdg+PDhrF27ln//+99s27aNiRMn8uOPP3LXXXcB0KhRIwYPHsyzzz7LsmXLWLt2Lf/4xz84++yz6d69exVdmdL27t3Ls88+65+ktcpERcHByTvLFBTkKwqedx60asXc9tAiyPdQ5H4b03uH4T2tPR9s2sQDv/2Gt6yin9sNDgfo5nJY1SYTUm0oE2KlTIiVMiFWyoRYKRNipUyIlTJRuWpEQdButzNhwgS6devGo48+ytVXX82aNWv49NNP6dChA3379uXFF1/k/fffZ/DgwcybN4/x48dz9tlnAxAREcFnn31G/fr1GTFiBDfccAMZGRl88cUX1K9fH4DTTjuN999/n8WLF3PVVVfxzTff8Oabb9K3b19/O15++WX69u3Lgw8+yIgRI2jbti3vvvtulVyT8qSlpfHFF1/4Vz2qMh07wsEVkcpls0Ht2nDWWYQ0bEpeE1+cNwcHERIcig2477ffGL9xI7+UdQPJyYGICGjW7MS3/y+k2mRCfDZtgh9/hCr8+1AmxEqZECtlQqyUCbFSJsRKmRArZaJy1eg5BKUamz8fXn7ZN+zXfuS69RZ7Bo9k/8bcL/firGVn3p2X07egMaGffALAzEsuYUjr1oEHbd3qmzvwP/+phBcgUgni4+HJJyE5Gfr0gbfeqtD7Q0RERERERKQkfZKU6qlbN6hTB1JTK7T7ad5oPql1EcF2G658L+tWpbN43z7/4zbrAV6vrwfiuece9rzGGK677jq6dOlCenr6Ub4IkRNs3z44cMA31D0x0bcwjoiIiIiIiMhRUkFQAmzcuJEuXbqwcePGqm1I48ZwwQW+nlAV7MTaxB7OGXXqAvDwH39w6Zw5/seySsxH+Hl8PBfNnMmByEjo37/c82VnZ/P3v/+db7/9lo0bN/LRRx+VuV9ubi4JCQkVauOpqNpkQqB3b7jwQmjUCG6+2bfKdhVQJsRKmRArZUKslAmxUibESpkQK2WicqkgKAGioqK49NJLiYqKquqmwOWX++YITEmp8CH9mzQpc3tmYiLk5ODyeLh10SIWpabyQXAwNGxY5v7GGK655hrmlCgqPv/88zz00ENkZ2cH7Hv99dfTtm1bvv32W4YPH05iYmKF23sqqFaZqOnCw31D6b/+Gq69tsqaoUyIlTIhVsqEWCkTYqVMiJUyIVbKROXSHIJSvX34Ifzf/8Fpp0FIyBF3z966lUUrVuAqLGRoieGU/3I4+GezZsxq0oSrli4F4Pknn+S2++5jzZo1DBkyBJvt0MDidevW0a1bNwCuvfZaNmzYwObNmwF49dVXefrppwFf78CIiIiANvRs2JCYSZPg0kuP77WLiIiIiIiIiFQC9RCUAAUFBcTFxVFQUFDVTfG55Rbo0QO2bIESw37LtHcvkYsWcUV2Nmdb5lbLdLshMZEZq1b5t+3PzOSWW27h6quv5oMPPvBv37RpE5dccgkA5557Lt9++y1r1qxh6NChAEyePNm/7++//16qGbHJydx2662snDYtYN9TVbXLhFQ5ZUKslAmxUibESpkQK2VCrJQJsVImKpcKghJg48aNnH766dVnjH54OPzzn9C5M2zeDHl55e+7fr1vsRCgueWhTMDr9TK3xI1k48aNLD3YW/Cxxx7D6/VSUFBAly5d2L9/PwCdOnUCwOl08uGHH+JwOFi3bp1/zsAlS5aU2ZRJycmcNXQoN998M/PmzSv1eEpKCnmHey3VSLXLhFQ5ZUKslAmxUibESpkQK2VCrJQJsVImKpcKghKgQ4cOLFmyhA4dOlR1Uw5p2hReesm3IvDOnbB7t7/wF6BEr0DrqsKZwAQgucS2ksW8vLw8FixYwJQpUyg5ir64IAhQp04dOnfuDMDatWsB2LZt2xGb//XXX/u/3r17N8899xwtWrTg6quvPuKx1UG1zIRUKWVCrJQJsVImxEqZECtlQqyUCbFSJiqX5hCUU4fLBTNnwuTJvtWHIyKgQQMICwObDX791deL8KDRwOtlnObKRo34Limp1Pbrr78eu90eUMCbMmUK119/vf/7YcOG8eWXX/Kvf/2Lf/7zn5x77rn+XoYAYWFhpXr+1a1bl/379+NwOOjRowerV6/2P7Znzx6aNm161JdCRERERERERORYqYegBNi/fz9jx471D5mtVpxOuP56+N//4MEHoVEjX2Fw40bfH8scg2OB8ZZT3AZ8ZFmc5L777gNg2rRp/mJgv3796NevH4MHDw7Yt2vXrgCsX78ewD90+Pbbb+f1118nNTWVlStXEhwcTFBQEABpaWksWLCAjRs3BhQDgYBVjKurap0JqRLKhFgpE2KlTIiVMiFWyoRYKRNipUxULhUEJUBycjJvv/02ycnJR965qjRtCjfdBB99BOPGwfPPw913w4gRvqLhQTbgtBKHheEbNtzgtNOoFxzs337HHXfQq1cvPB4PABEREfz8888sXryY8PDwgKc+44wzAN9iIpmZmezbtw+AN998kyeffJJatWrRq1cv0tPTycrKYuTIkYBv2PCLL75Y6qUsX778+K9HJTslMiEnlTIhVsqEWCkTYqVMiJUyIVbKhFgpE5VLQ4blr8Pthl69YN06/6YYoPfBr68EZrVoAZdfzmXffce8g79lyMvL44MPPmDUqFEADBw4kPnz55f5FNnZ2Zx22mkkJSXRvXt3Vq9eTXh4ONnZ2dhs1pkLffMU9uvXz/+93W5n7NixfPfdd/z+++9ce+21fPvttyfk5YuIiIiIiIiIVIR6CMpfR2ws1KsHp53mm1MQOAO4ALgMeDciAi69FID7unUDoHVEBLWCg7n88sv9p+l28LGyREZG8v777wP4h/+2b9++zGIgwHnnnUdIiSHKY8eO5cknn+T+++8HICMj4xheqIiIiIiIiIjIsVNBUAJs3ryZs846i80lFuc4ZSxYAEVFcNFFMGwYdO5MSL16/Boayty6dWnVrBnYfZG/qnVrfhgwgAVdukBsbMCqRRdffPFhn+aaa67h//7v/+jZsycDBw7kvffeK3dfu93Ov/71L8LDw/nss8948sknAYiOjgYgPT39OF905TulMyGVQpkQK2VCrJQJsVImxEqZECtlQqyUicoVfORdpCYJCwujZ8+ehIWFVXVTjl58PERG+r6uVQvOPx88HliyBPbu9a1SvHevbw5CYFD79r7FSPbswWazsX79etatWxfQW7A8t956K7feemuFmvXYY48xatQo7PZD9fc6deoAB3sIGuPv0VgdndKZkEqhTIiVMiFWyoRYKRNipUyIlTIhVspE5dIcgvLXccstkJkJzZr5vi8qgrVrfUOJvV4ICoK6daFfP9/QYvAVBB96yLd68Um0ceNGunTpQh2nk7R774Vnn4WGDU9qG0RERMq1aRNs2AAXXwwHf4klIiIiIn8dGjIsAVwuF7t378blclV1U45enTpQUHDo+40bfR9ovF7f9x4PZGTArl2+771eX++8iIgqaKrvw1Wmy4V32TJYseKkt6GiTulMSKVQJsRKmfiLMQZefx3efBNmzTqmUygTYqVMiJUyIVbKhFgpE5VLBUEJsH79elq0aMH69euruilHr18/yM/3Ffry8nzDg53OQ48XD8stXsgjNdXXY7BHj5Pe1OKCoBfILl4IpZo6pTMhlUKZECtl4i/GZoNOnaB5c2jT5phOoUyIlTIhVsqEWCkTYqVMVC4VBCVA+/bt+fHHH2nfvn1VN+Xo9e8P9etDUpKvp2BREURHQ2io78ON0+n73uv1/UlK8s0z2KTJSW9q6P79hAQFAZCxdy98/DFU0wVGTulMSKVQJsRKmfgLeuIJmDTJ97P1GCgTYqVMiJUyIVbKhFgpE5VLcwjKX8unn/r+REf75g80BsLCfAVAm83XO7BpU4iK8s3Z969/nfzeeW433HknTb76iv1eL6vq1KF7SAiMGAGvvHJy2yIiIiIiIiIiNY56CEqA5ORk3n33XZKTk6u6Kcdm+HC47jrIyfH1CMzPh+xs3wrDxUOFPR5fMfDJJ6tmqO7evfDrr0QfHMKc7nD4ejTOnHlovsNq5JTPhJxwyoRYKRNipUyIlTIhVsqEWCkTYqVMVC4VBCXA3r17efrpp9m7d29VN+XYBAfDyJHw9NNw6aXQuLGvGJiV5VtluGNHuOMOeO016N27atqYmwtZWdQ52Dk3IzPTVxA8cKBq2nMEp3wm5IRTJsRKmRArZUKslAmxUibESpkQK2WicmnIsPx1eb2+lYYTEnw9BuvVg+7doUGDqm3Xd9/BLbcwKCeHucAnQUHcCb5hznPnwllnVW37REREREREROQvLbiqGyBSaex2OOMM35/qwu32FQSbN6dOfDx4vWR4PL55Dhs3hilTfD0Xi1dEFhERERERERE5wTRkWALEx8dz4YUXEh8fX9VN+WtKSIDEROjRgzoHVxlOB19B8PTTIS4OUlKqsoWlKBNipUyIlTIhVsqEWCkTYqVMiJUyIVbKROVSQVACOBwOmjdvjsPhqOqm/DXZbP7ef9HBvg66GcXbPZ5D+1QjyoRYKRNipUyIlTIhVsqEWCkTYqVMiJUyUbk0h6DIyeR2+xY92byZt9au5fHMTG4JCeGL+vWhSRO46CJ4/fVqVxQUERERERERkb8O9RCUAEVFRaSlpVFUVFTVTflrcjjgppsgLIzog0W/DK/XVyhs0ABuvLHaFQOVCbFSJsRKmRArZUKslAmxUibESpkQK2WicqkgKAHWrl1LvXr1WLt2bVU35a/rwgvhn/+kTo8eAKQHB8OVV8JLL0HPnlXbtjIoE2KlTIiVMiFWyoRYKRNipUyIlTIhVspE5VJBUAK0adOGadOm0aZNm6puyl+XzQb9+hE9ejQAGfXrw9VXw759MHs2zJ8Pa9dCRkbVtvMgZUKslAmxUibESpkQK2VCrJQJsVImxEqZqFyaQ1DkZMrJgd9/h2XLWPXrr/RcsACAPd260TQqylcsNMY3tDgy0jevYLducP75cMYZYFcNX0REjo4xhtS8VHZm7iQxM5EcVw4ujwsAh91BmCOM5lHNaRXdisYRjbHb9LNGRERE5K9OBUEJkJqaysyZM7nqqquoX79+VTfnryMxEX7+2df7b88eKCggYcMG2uTnA3CO3c7Syy+HZs18BcHCQl/xMCcHcnMhLAw6d4bLLoN+/XzfnyTKhFgpE2KlTFQ/bo+blXtX8vuu39mQsoHU3FSyXdl4vJ7AHW2AAZvNRoQzgrq16nJ6/dPp27wvfVv0JcxxbD9vlAmxUibESpkQK2VCrJSJyqWCoASIjY2lV69exMTE0LMazmd3ynG5YNYs+PJLSEmB6Gho2BAWLSJj507qlHj77a1Viybnnw+tWpXuCZid7RtS7PH4egzed5+vx+BJoEyIlTIhVspE9ZGSm8KvO39l7ta5bEvbRpG3iAhnhP+PM8hZ5nFF3iJyXDnkuHLIdmUD0DyqOZe2u5SL2lxEy9otj6odyoRYKRNipUyIlTIhVspE5VJBUKSybNsGEybAn39CVJSv95/N5uv9N3063oIC2rvd7Di4+6fA7fXqwemn+3oDlrXacGGh77xRUTB0KNxww0ntLSgiItVTYVEhMzbPYOqGqSTlJhEWHEaTiCbUctQ6/IHG0DQxHWODfS3q+H/2uDwu9ufsJ6swizq16nD5aZczvNtwokKiTsKrEREREZHKpoKgSGVYsQLeeMPXq69Nm8CinccD33wDOTmkeb08DHwJPAr8p1kzCAo6/LBgYyApCQ4c8O335JO+nociIlIjxR+IZ8LKCSzfs5zaIbVpGtm0wvMAtt20n0FTV2FsNn64oScJHRsGPG6MISUvheTcZDo16MS9ve6ld9Pe2Mr6pZWIiIiInDI0a7QE2Lp1K4MHD2br1q1V3ZRT159/wr/+Bampvp5+1sJeUJBvwRCvl7pAx4Obc202CAkBr9dXNCxHrr2ITc1DWNA5lLkbZrLwX3exKv5XFmxfwJ6sPSf85SgTYqVMiJUyUTW8xsvUDVN5fP7jrNizgrbRbWke1fyoFgUJy3ERmueiVp6LsNzCUo/bbDYahjekQ70ObDmwhWcXPsv7K9+noKjgsOdVJsRKmRArZUKslAmxUiYqV3BVN0CqF7vdTkhICHatZnts1q6FN9+ErCw47bSyh/0C1KkDycngdhN+cFOuMZCWBs2bQ3h4qUM2Bafzk3MPv4bsI8NWSKHNA3UNpmA+yV8uJC3ERtsG7fjgig/o0bjHCXtJyoRYKRNipUycfG6PmwkxE/h2w7dEOiPpVL/TMfXa23xmU0LzXWCzEd+1abn7OYOcnF7/dFLzUvlq3Vek5Kbw+LmPE+GMKHN/ZUKslAmxUibESpkQK2WicmnIsMiJkpUF//gHxMf75gE83Aez2FjYuhVcLibk5XE/cBUww26H1q3h4ov9x+fa3HxZayszQxPIsrmo6w2httdJLYKwYcNb5GJqQgJZ33kJGRpCv0H9GH7mcK7rch2hwaEn4YWLiMjJVOQt4r1l7zF903QaRzSmbq26J/X5c1w57MjYwYWtL+SZC54h3Fn6l1giIiIiUr2pzCoBvF4vhYWFeL3eqm7KqcUYmDQJNm2C9u0PXwwEaNsW6tYFp9PfQzCv+LGdO2HLFgAO2AoYE7GS/6sVT4ix07komibeMMIIxobvOfY4C8ma7QUPFE4pJMgWxAcxH/Dy4pfJKsw67pemTIiVMiFWysTJ4zVePo79mOmbp9M0sulJLwYCRDgjaFenHYsTFvPvpf+msKj0UGNlQqyUCbFSJsRKmRArZaJyqSAoAVavXk1oaCirV6+u6qacWlauhO+/h8aNweE48v7R0dCnD7RpQ5i/J6AN7HbfHIL79pFPEWMjVvOnM5n2RZE09NbyFwGLGQzbgrIDB/97PbSJbsOihEX8+49/4/a4j+ulKRNipUyIlTJx8izcsZBvNnxDw7CGRIdGH9M5DAav8WI49kEiYY4wWke35udtPzN1w9RSjysTYqVMiJUyIVbKhFgpE5VLcwhKgNatW/P555/TunXrqm7KqcMY+PpryM/3DfetqMhIaNmS8PXrwe0mzxhfMfDg4iLf1NrOn84k2hVFElrOW9WNl7SgQogC8n3b9iTE07JnG1pHt2ZRwiK6N+7ONZ2uOeaXp0yIlTIhVsrEyZGUk8TEVROx2WzUD6tfoWPyi/LJLswm25VNVmEWGQUZFHmL/MVAO3bCnGHUCa1DpDOSCGcEkSGRBNmCjnjuCGcEdULrMGXDFHo17UXnBp39jykTYqVMiJUyIVbKhFgpE5VLcwiKHK8NG2DUKKhXD6Kiju5Yl4tff/yR/vv30wGICw6GsDB2DjyLh9r7hg038YaVe7gXw/chiSRNyIdU37aON0XT/6brABuJmYmEOcIY//fxNAxveGyvT0REqpzXeBn721h+iP+BzvU7E2Qvv2DnNV5S81LZnb2b5NxkXB4XxhhsNhsOuyNgFWJjDEWmCK/X12Mw2B5MuCOcFrVb0DSyKbWCax22XcYYNqVuonuT7rw58E3NXSsiIiJyitCQYQmQlpbG5MmTSUtLq+qmnDoWLIC8PF+Pv6PldBJ+5pkA5NntviHHffvyS3M3B+yFNPYe/oOYHRs93fWw5R3a5tjs9q1WDDSPak5SbhK/7vz16Nt2kDIhVsqEWCkTlW9RwiIWbF9Ay6iW5RYDPcZDQkYCv+36jWV7lrE7czd2m53aIbWpU6sO0aHRhDvDqeWo5f8T5gwjKiSK6FrR1AmtQ63gWuS6c1mfvJ7FOxezJmnNYeejtdlstK3TllX7VvHtxm/925UJsVImxEqZECtlQqyUicqlgqAESEhI4OabbyYhIaGqm3JqyMqCxYt9C4QcaSGRcoQd7FWYGxwMF1+Mt1VLFobsI8o4Ss0ZWJZmReGYEgXBpN2FsH8/AHabndDgUH7Z8csxtQ2UCSlNmRArZaJyeY2X6ZumY4yhdmjtMvfJLMxkxZ4VrE1eS1ZhFuHOcKJrRRMaHIqtoj+fbBAcFExkSCR1Qutgx05CRgJLdy9le/p2PMZT5mGhwaHUDqnNd3Hf+YuHyoRYKRNipUyIlTIhVspE5dIcghLgzDPPJCcnh9BQDfmpkIQESE+HFi2O+RT+VYZdLli8mP3d23GgbgFR3iMvTlLk9pKWEri6Y2pqEd7kA9g7G8BG7ZDa7M7aTWZBZrkfJA9HmRArZUKslInKtWb/GjanbqZpZNNSj3mNlx0ZO9iatpWCogIiQyIJtp+Af97ZINQRSmhwqK/HYMp6knOT6dygM1EhpafHaBzRmPgD8fye+DuXn3a5MiGlKBNipUyIlTIhVspE5VIPQQkQFBREeHg4QUFHnkxcgJ07we2GkJBjPkVYqm/yv0LAU1BA0s6N5BkXYebIH+h+nbefmV/uBCAo2NcDxBjwZOeCy+U7vyOMvKI8knKTjql9yoRYKRNipUxUrgU7FlBQVECEMyJge5G3iNVJq9mQsgGv8VIntM6JKQaWZINwZzgRzgiScpNYtmcZKXkppXYLtgfjCHIwZ+scvMarTEgpyoRYKRNipUyIlTJRuVQQlADbt2/nuuuuY/v27VXdlFNDcdflox0u7HJBaips3054fLx/c15qKkUHkvGmpxO0bz8cOABZ2VBQAB6vfz8D7CSbrZsOzesUHnHoQ6Cn0A05OYBv2LAxhiJvUYWa9umnn/LVV1/5v7dm4s8//2T6dN/QNamZdJ8QK2Wi8iTl+OaBbRDWIGB7kbeI1ftXsytzF+GOcMKd4RxxlgkDBe4C0vLSSM5JJjknmbT8NArcBXCEW3qwPZg6oXUoKCogdl9smb9kahzemM0pm1mXtE6ZkFKUCbFSJsRKmRArZaJyaciwBPB4PGRlZeHxlD1PkFjs2AEV7b5sjG/Owb17YfduyMiAggJC3W5s+D6L5RYVUctlJ9hVhLvAS1C+C+x2X8ExyA5h4RAeTnItDzFJqQGnb9IijOzMTIwBb5EH8vKhru9DY5At6IgrRQJs3ryZO++8E4BatWqxa9cuBg4c6M+EMYbLLruMzMxMABYtWkT//v2P4oLJX4HuE2KlTFSeDSkbSC9I5/R6p/u3eYyHtclr2ZO9h0hnJMFBR/7nXEFRARkFGbiKXBiMf15BU2TIKczBGeykTmgdQoIP0+PdBrVDapNVmMWapDX0bNyT+mH1/Q9HhkSSmJXI+uT1nF3rbGVCAug+IVbKhFgpE2KlTFQum1E3H5Fjd//9vqJgq1aH3+/AAdi2zdcr0OWCwkL/kF68XiIKC8kFttls1A2zc9tVhmAv1C+wg9MJwcG+HoIeD9jtpEQFMX9DLrl/+G6MwQ4b193RhqkTd+ApMtx0Y30iz+8FLVuxP2c/jiAHX17z5eE/6AGvvPIKzz33XMC2Bx98kPfeew+A3bt306LEfIlDhw7lm2++ObprJiIiFfbpqk+ZuGoinRt09m+LPxDP5gObCXeE4wg68nyz+e58DuQfwOP1EGwPxmM8FHmKMBiC7cEE24N9vzyyB1G/Vn1CHUf4RZeBjMIMIpwR9G3eN+AXTnEH4rio9UU8f+Hzx/yaRURERKTyaciwyPHweg//uNsNmzfD8uWwbx84HL5jXC5fkc8YKCryLyySa7MRXWijTZohvfjzWKELiop8+4c4MUF2dppc8lb5ioHtL4zk2tvaEFnbSVCQr8eHx4N/+FdGQQadG3Q+YjEQ4Pvvvy+17f333/f/Rmbjxo0Bj8XFxR3xnCIicuziDsQFFP3SC9LZnr4dZ5CzQsXAIk8RaflpeL1enEFOirxFFBYVUmSK8BovLo8Lt9eNM8iJ1+vlQP6BI08xcbCnYHZhNptSN2FKjDeOcESw+cBmPF79Jl9ERESkOlNBUALExsYSHBxMbGxsVTfl1OB0+op6ZUlLgz//hLg437Df6GhfpS4vz1fcA1+hDwg7eEie1wteL5dsA7fN4A6y+eaEcrnAeAEbuU7YmmMw+WCPAG+PfKJCfR+8iguCXo8Bu52CogIALm5z8RFfitvtZs2aNf7vgw+20ev14nQ6iY2NZdOmTQC0b98egD179lTwQslfie4TYqVMVI7CokK2pm0l0hkJ+KaA2JiyEZfHRVhw2BGO9slz51HkLfIXD4u8RdiwYYzBa7zYbDaKvL7ego4gB0XeIvJceUc8r81mI9wRzt6svezN3uvfHuGMILMgk3lL5ykTEkD3CbFSJsRKmRArZaJyqSAoAVq0aMH//ve/gGGhchgNG/oW/LDatw9WrID0dIiKglq1fPMA5uT4CohBQb6egh4PeDz+HoJ5AF4vFyQY2qUZdkR5wWb3HeP2FQ/TnV7yMn09E01jCPWALTUVcnKwF/cQ9IJxBJOQkUCnBp3o07zPEV9KXFwchYWFREREMHnyZOLj42nUqBEAo0ePpkWLFv6C4KBBgwBIS0sjKyur3HPKX5PuE2KlTFSOpNwkclw5hDt8PyUSMhJIzUslMiTyyAuIAMYYctw52G12bDYbpsR/JffxfeEr8tlsNnLcORVaOMoZ7AQgLjWOQk8h4FuRONeVi722XZmQALpPiJUyIVbKhFgpE5VLBUEJ0KBBA+69914aNGhw5J0F2rcvPWx4715Ys8Y3XLh2bV/xDw7NHVjcO9Dr9fcuLL7axQNyI11wdyw4DCSHeX3FxCI3YPDaDLZ03362OtCywOkbHpyWxsF6IB5bEPuC8gh3hnNvr3sJDfaNP87NzSU5ORmA3Vm7+S3xN//QsNWrVwPQo0cPbrzxRtq0aUOTJk0AOO+882jQoAFbtmwBoHfv3tSrVw+AHTt2HPdllFOL7hNipUxUjsKiQrzGS5A9CLfXzc7MnTiCHATZgyp0vNvj9i8sBWDDht1mx2M8/sKgx3iwY/cvMhJsC8bj9VR4ZfrIkEiyXdn+XoJBtiA8xkN4ZLgyIQF0nxArZUKslAmxUiYqlwqCEiAjI4PvvvuOjIyMqm7KqaFVq4PFuoMfnJKTYe1a3/eRkb7HirlcviKg/eDbrkTviysO/n9qiVOfmwg3bAomPcSwP9xgvF6Mx0MdV5C/IOiobSPEa/fNTWizEYRv6HBScBF5QV5u7347PZr08J/zjDPOoFGjRixevJhrHriGFxe8yG+JvwH4hwufeeaZ/v2LC4Jz584lIyPDv9x727ZtadOmDaCCYE2k+4RYKROVo8jrm+fPbrOTlJNErju3wkOFAV9PQIO/N6HNZsNhd2Ar0b3Qho3goGB/QRCb77iKrjlns9kIsgexK2uXfwiyDRvpWenKhATQfUKslAmxUibESpmoXCoISoDt27czZMgQf+FHjqBlS4iI8A0FzsuDdet8PQOtxUA41JOweHuJD1tXH/z/EuDg2sPYgDtWw4i1weQ64I+mXhY3yufX+rl4Mnz7hERDTrCXwiAvBDvgYKcRrz2YB84ayXWdr/M/R15eHgkJCQBceOGFrPhyBbu/3c2SaUvIyMggPj4egE6dOvmPKS4Ijhs3jri4OBITEwFfQbD4sZSUlKO/bnJK031CrJSJymG32bFhw2u87Mra5evhZ6/4P938Q4VL/LwJsgUdKv4d3CfYHuz/3hiDDVvAPkcS5ggjqyCL1LxU3zkwJO1LUiYkgO4TYqVMiJUyIVbKROUKPvIuUpN07dqV5ORkoqOjq7opp4ZmzaBzZ998gXl5kJ3tWzykrA9Sxdu8Xl8PQrfb/1DTg/83QD7gPPi93eWmaRrYPF4O1IIcp4cCO/6CYFEdw6roAtZHQT1XMJ6DC07eur8Z1552pf85MzIy2LZtW6kmbZ6zmTFzxrBhxQZ/QfC0007zP15c9LvjjjuIjo7G6/USGhpK48aNiYqKAtAcgjWQ7hNipUxUDkeQA7vNTkZBBun56YQ5Kt47EMBhd+CwO3B5XQQZ37Bjt9ft+2GTARSBaWBweVw47L6hyB7j8a1gbD/yCsbFgu3BeI2Xvdl7aRDWAJvNRsfTOioTEkD3CbFSJsRKmRArZaJyqYegBHA4HDRo0ACHo+IfBGo0mw0uu8y3ovDu3b7eguX13rDZfEXAvDzfXIIlemw4S+xWcomSOe0Nb57rG/J1WTw0zoGgbKAQsIG3LoR57ARho8hmqOf2PXejfbnw/feAb+GPNm3a0Lt373JfxtSpU9m8eTMAHTp08G9v3LgxAOnp6ezatQuANm3aYLPZVBCswXSfECtlonLUrVWXkOAQ0grSfCsFH0WRDgCbb5EPr/FSUFRAQVEBbo8bb7YXJgAfgDfbi6vIRX5RPm6PG2MMEY6ICi1aUpIjyEFaQRp5RXmEBoXSIKKBMiEBdJ8QK2VCrJQJsVImKpcKghIgISGB22+/3T+0VCrgjDN8PQNdLnA6y96noMC3T/FCIpa5mWxAaPGuB/+/viG838tg8xraZthwAmFusKUePCYa6ruhX3IYg/dG0D7HSVYt37BkV2gofPEFn/33v9SrV++Icy4UDycLCQkJWMGpffv2ACxcuJAVK1YA+OcOrF27NqCCYE2k+4RYKROVo3ZIbZpENiEtP8234SiLdIB/hWKXx4XXeH3zCi7C98PGDcSDFy9er5f8onyC7EGH74loDKfvLqB+VuCiIw67g8KiQlLzUokIicBkGGVCAug+IVbKhFgpE2KlTFQuFQQlQGFhIVu3bqWwsLCqm3LqWLUKQkN9qwdbVxw2xje/YErKoYJhcUHQUhS0FgTntIeMUGiRCWDAbqd1Bjh8iwQTVAfaZdiI8PgmcG+WbfAG+z4tFtauDUlJ3DFq1FG9lI4dOwbMT9WzZ0/AV/SLi4sDoGXLlgDqIViD6T4hVspE5bDZbHSq34nMgswKryxs5cXrX0XYcPDnTnKJHeIO7Qe+wt7h5instrOAh79P4cEfUgJ+jjmCHLi9bg7kH6BV7VYEeYOUCQmg+4RYKRNipUyIlTJRuTSHoATo2LEjv/32W1U349Th9cK8edCoEQQF+YYOl5zfIDfXt81m8xUDPZ5Sw4WLlSwI7ouA31pBg9yDHUIMYLPRKN9GcIrv2LDa0C4NcBSCw4nNa6gV7CCdQvaST6ozosIvo3fv3uzdu5f//Oc/AdsbNmxI8+bN2b17N3/88QcAzZo1A1QQrMl0nxArZaLyNIlsQqGnkEhH5DEdn+fKw2Bw2B14PL6V6MkvscP+Q1+GBIXg9rgp8hQRHFT2PxHTIoLIDgtibx1HwHy5NpsNDGQXZnN6/dOVCSlFmRArZUKslAmxUiYql3oIihyP9ethw4ZDi4s4HJB/8JNWXh6kp/s+MDkOfnDyestecITAguCqJpAWCvXzSuzg8WLsQRQcrL8F1QW3I8g3L2F+PoTWotbBIcvbbdkssZz/q6++4pZbbvF///HHH3P11Vczbtw4li9fzp49exgwYECpdhX3EtyyZQsAzZs3B1QQFBE5GRqHN/atNIz3yDuXIb8oH4/xUGRKDPEtWRDMBQzYsBFk8y0q4vK4rKfx213fyTPDmvDhpfVKPeY1XrzGS/u67Y+prSIiIiJy8qggKAFWr15NVFQUq1evruqmnBpWrvQV/iIjoW5daNfO1wMwPx8yMnw9AUtOgFpUVO6pShYEs0J8PQMD36AGuzGE5Pi+a27shHp9PTLweqFWLYKCfMXGXI+bvQdXMbbbbDz//PPceOONPPDAA/6z3XjjjUyfPp2RI0f6enaUo2nTpgHfqyAouk+IlTJRedrUaUO4M5zCoqMbKuMqcpGal0qOK4ciTxHe4iktipezL1YEHKz/FRcd/UOLy1EUZCvzl1suj4uokCj6NOujTEgpyoRYKRNipUyIlTJRuVQQlABNmjThhRdeoEmTJlXdlFPDhg2++QOLtW8PrVrBgQO+wmDJYqDXe2hRkTI+SNU6+P8CwF7OZ7Ei46XQffB0Yfg+4NkP9kDMzcFu9523yOMl7eA8CyPat+eF55/HZrPRt29fXnrpJaZNm0Z4eHiFXuK5554b8L2GDIvuE2KlTFQeu81Og7AGvoU/zJF7CRpjyCzIJCk3iVxXLjabDZvNht128J98LijV2TAbGmUbPIUFFHnL/8XVkZ7XYzx0rt+ZyJBIZUJKUSbESpkQK2VCrJSJymUzpozJzETkyAoK4OabfUW+Ro0Obd+3DxYvPlQQDD44D5PX61tgxOsFu73UAiTnAkuBmUBoO3ilH3RMhSADHOwIuK0OLJoO3hyoNxx62oNo46oF9iBwufhtA2zcmM/1Z7WlaX4Y/12/nqfateO1P/6Ahg2P6WXu27cvoJdgVlYWkZGRxMTE0Lt3b5o3b86uXbuO6dwiInJ4ybnJDJs+jE2pm7BhI9xZ/i9zvF4vqfmp5Lt9qwUH24IpMkXku/MPrTCcDryDbxbpCCADbj4LbsmwsaGB4fkBNpzhUTQIb0CwveJTTRcWFZJRkMFT5z3FU+c/dZyvWkREREQqm3oISoCsrCx+/vln9fqqiMREX4EvwrJ4x969UKuWbwixMYcWEbH2CrR8X3LI8Fl7oUEeJB/83JcUBsubwppG4D04asxbC9yhDggK9p0ryI7L7us+WN8V6u8hWNfrhZ07j/llhoeH+3sDRkVFERkZ6f8a1EOwJtJ9QqyUicoTFRJFhDOCeqH1KCwqLLeXoNf4ioF57jwcQQ5fMc8GQbYgzMH/gEPDhWsBB3/GNNgFoTmG7vvhtGwnLo9vuLHH66lQG40x5LnziHBG0K5OO0CZkNKUCbFSJsRKmRArZaJyqSAoAbZu3crAgQPZunVrVTel+tu/3zdXYFjYoW3Z2ZCc7CsI1q7t65UXEgIul2/+QHv5b7nigmA+UDcfLtoBB8IgMQpimkJSBIQUAgeHDBeFQ3TRod4bJiiI/GDfB0WHx056cUEwKMjX1mO0detWsrKyuO2225g6dap/e3FBMDs7+9DcVFIj6D4hVspE5QkNDqVtnbZEhURRJ7QO2YXZZe6XWZBJvjsfZ5Dz0PBgfPMB2ijxC6gyCoLv7IehybC0vo399UJwBjkpKCogPT+9Qm3MdecSEhRC08imtK7TGlAmpDRlQqyUCbFSJsRKmahcFR8LIjVCly5d2LFjh8boV8TBgltAT7+kJF/xLzra931IiG84cXa2rzdhMWN8f0oo2UMQYPAWWNgGljaHIC9EF0BRiYngncE20p0eGhYGYzBsjywi0vjaUujxHOoh6HAcausxKJmJkJAQ//bigqAxhtzcXH/PQfnr031CrJSJytWpfif+3P0np9c/nZX7VlJQVEBo8KH5awvcBeS4cgiyBwUUA8F3jw5YJKSMgiBAugeeX26I6O4luG0wTruTPHceOa4cIpyWnvAluD1uijxFtIluQ72werSs3RJQJqQ0ZUKslAmxUibESpmoXOohKAFCQkJo3bp1QOFHylHWisEZGb5egCWLhDYbREVB48ZQr57v+zKm7rQWBNumw9/jocgOHrvv/96DvQPtTqhFEPtqFVFg9xIf6aKWx8b5B3xLkxQWFfkLgnWCgg67uvGRlJeJ0NBQnE4nAAcOHDjm88upR/cJsVImKler6FbYsFE/rD4ta7ckz5UXMJw3szATr/GWOeefx+shYLrokgXBMn6P41rnW3LYbrdjs9nIKsgqd5iyMYYcVw6NIhoRGRJJ/bD6NAhrACgTUpoyIVbKhFgpE2KlTFQuFQQlQGJiIiNHjiQxMbGqm1L9lVxBGHyLhGRkHFpExMpuhzp1IDKyzKHD1oIgQKdUaJkJtQsh1wmpB+uMJhQK7YY0p4ed4W7a5jp4dkN9OuX7bpSuwsJDPQSDg0u39SiUlwmbzUbbtm0B1IW7htF9QqyUicrVsV5HaofWJqMggw51O1AvrB5Zhb5CXWFRIYWeQhz20vd5YwxurztwyHDGwf9HAN2BblB3qI1zW/t+LkWleigoKiDfnU+Rt4gCTwF5rrwyz51ZkEmEM4JO9TuR686lZ9Oe2A7+QkyZECtlQqyUCbFSJsRKmahcGjIsAXJzc1m6dCm5ublV3ZTqLyTE19OveNXgvDzfcOGDvebKVbu2bwivZRhvWQXB0w5AyywosoE32Pb/7J13eBzV1YffmW2SVr3Lktxky72BARvTTe8QWsIHSSAhhECAJJRQAgECDgQIgRA6BEIPBEzvBhuMsSXbsixLlmV1q3dp+879/ri7K+1KNi6Sbez7Po8eaXfvzNxdnT0z9zensLpH0A1EmSHGYzDREc3t61OZ2x6FzdBZaZKhH26PJzxleBfuqGzLJvLz8yktLWXjxo0ce+yxoec7nB0sq1nG17Vf0+Zsw2f4QovGo8cezeTUyaFFo+KHh/ITikiUTYwsuQm5HJR9EJ9u/pSUmBQOyDyAVVtW0enqlCnBQqCbBqcKu/1ufEZEhPiWwO8sIBm0szWuWiIwegTfAK4+P3jAZ+rfT6ujlShLVCgCUQhBl7uLaEs0czLnAGC32Dlm7DGhwyibUESibEIRibIJRSTKJhSRKJsYWfYbQbCpqYkjjjhi0PP33HMPZ599NkuXLuXvf/87mzdvJicnh1/96leceuqpoXFut5tFixbx4Ycf4nK5OOaYY7j55ptJTk4OjVm+fDn33XcfFRUVZGVlcdVVV3HKKafs0D72NFOmTKGwsHBPT+OHwahRYLdLITA2FrxeKQ6aTNvezm6XKcQtLWFPDyUIpjnglI3w71nQGA/HfwvPAxP64PYPBVPt6Uzu7a8jZQtEHn7Q0oI30OgjOSpKznUn2ZZN5OfnA7Bx40YAtvRs4a3St/i88nMaexux6BaizFFomka9UU/hlkLeLn2bGRkzOC3/NI4Yc4QSBn+AKD+hiETZxMhz/PjjWVK5BKfXid1q54CsAyhsLKSmqyY8AhDwGT48fg8+w4dAoKOjocnU34bAoFGEtsvogS9GA21gOCDWp9FtkecTv+HH4/fQ5mgj3Z6OQEYG2i12ZmfOJjk6mbK2Mg7MOpCpaVNDc1A2oYhE2YQiEmUTikiUTSgiUTYxsuw3gmBpaSk2m41PP/00TICIi4ujoKCAX/7yl1x44YXce++9lJaWcuutt+Lz+TjzzDMBuP3221m1ahUPP/wwVquV2267jd/+9rf85z//AaCiooJf/epX/PznP+e+++5jyZIlXH/99SQnJzN//vzt2ofiB0ZOjkz/7e2VguCOdNqNjYX2dvD314AaShAE+Nka8Gtw07GCYL/HRMCCmUk9VgauA20B2+4L7NekacTEx8Po0TvwxrafoCBYVlbGhpYN/PXrv7KxbSMp0SlMSpk0qJ6VEIJudzertqxiTeMaLpxxIRfPuhiT/j0iqkKhUOznzB01l7zkPKo6qshLziPOFsfMjJnU99TLxh6GD5Nmwmt48fg9MmoQPdRQxMCADuRJxgSkyQ7EuqbzxlRBSzewGrwumNhi4NcNSjJNuE06BgZOn5Nudzd+4SfRlsisjFkkRSfh9rkxhMGJE05UN3gUCoVCoVAofkDsNzUEN27cyNixY0lPTyctLS30ExUVxdNPP83MmTO59dZbycvL45RTTuGXv/wl//jHPwAZXfjWW29xyy23MHfuXGbOnMkDDzzAypUrWb16NQD//ve/mTRpEtdeey15eXlceumlnHjiiTz11FPbvY+9gaKiIrKysigqKtrTU9n7sdkgL092EIYh6wJuFZdL1hocsHjamiBoQeeykiiSnfB1inzOEwvF42LQIrpJWiMWY89Pn46Wni6bmewk27KJoCBYXFLMnV/dSUVHBVNTpzIqbtSQxe01TSMhKoFJKZOIs8bx3JrneKHohfCC94q9HuUnFJEomxh5LCYLP5ryI3zCR49bnnfMupl4azzx1niEEDi9TtxeWS7CpJkGC3SB0xUJ9N8SFvBZHpSNlQ+9Lih93cD3nUFarwhFEfoMH33ePsYnjmdezjySopMQQrC5czPT0qaxYPSCsEMpm1BEomxCEYmyCUUkyiYUkSibGFn2G0GwrKyMvLy8IV+rrq7mwAMPDHtu6tSp1NfXs2XLFgoKCgCYN29e6PVx48aRkZHBypUrAVi1alUoEjDIvHnzKCgoQAixXfvYG0hLS+M3v/kNaWlpe3oqPwymTpW1AIWQjTt0PSzqb6u4XDK1OCpK/ta0wYKgpsn9WSzoFis/KTHhCCzmusdYObc5ddBuEwYs/jTgnLg4mD49vOvxDrItm5g2bRoAdTV1VDZVMjll8nZH+6Xb00mOTuY/Rf9hac3SnZ6fYvej/IQiEmUTu4fj847nyDFHUt1VjSEMhBDyRkt0AglRCfI5ZE1BgRTzNE0LRQmGOgzH9O8z+Jo7vv+5jk4oXA0NUT68hhe/kJ2K02PSmZE+gyizPGM1O5qJtcZy+dzLibEM2CnKJhSDUTahiETZhCISZROKSJRNjCz7Tcrwxo0bSUpK4sILL6SyspIxY8bw61//miOOOIL09HQaGhrCxtfV1QHQ1tZGU1MTSUlJg1pdp6en09jYCEBjYyOZmZmDXnc6nXR0dGzXPvYGsrKyuOWWW/b0NH44HHwwvPQSdHfL9GGrVdYS/L7GIkJIkS44zuslyicLv4cJglarjETUNG77xsJbaKzDxy3NKUyIHXyMSQM6HKdFRWG1WuHQQ3fpLW7LJlJTU0lOS6a9pZ3k3mR0bcfuMaTb02l3trO4bDGHjz5cpZv9QFB+QhGJsondg0k3cdmBl7GhdQM1XTWkxqSiaRp+w4/D68Csm2XasPBiCANDGGgMIQhGR+xXM2GYDIRNwIB+V65u0FIgxQG/W24w1lHD8mOW41xwCD7DR6ujlZ/O/imzMmcNmquyCUUkyiYUkSibUESibEIRibKJkWW/iBD0+Xxs3ryZrq4urrrqKp544glmz57NZZddxvLlyznjjDP4+OOPWbx4MT6fjw0bNvDMM88A4PV6cTqdUliJwGaz4Q50cnW5XIPGBB97PJ7t2sfOvrd169aFHpeUlFBbWxuaU2FhIT2BlNampibWrl0bGltWVkZ1dXXofRYWFlJfX8/y5cuprKwMS2UuLy+nsrISAL/fT2FhIR0dsqJdW1sbhYWFobTPiooKKioqAFkzrrCwkLa2NgA6OjooLCzEH4iiq6yspLy8PHSc1atX0xJottHV1UVhYSFerxeQkZxlZWWhsWvXrqWpqQmAnp4eCgsLcbmknFZbW0tJSUlo7Lp160Kib19fH4WFhTidcmVUX1/P+vXrQ2PXr18fEoSdTieFhYX09vYC0NDQEBauvEEIusaNg8ZG/ELQZ7FgeDzyM/X7cQ7437o9HjyB92LoOn6fD0MIsNkwrFaC1uECRGAMNhtC0/B5veAX1Drl5zbR0ILLOzxeL+7AMccMSL31+/24cnMp1DR8AbGxsrIy1AAEYM2aNTQ3NwPQ3d1NYWEhnsC+ampqKC0tpbe3l+XLl/Ptt9+GxOve3t7QZxiXGwdA88bm0H7bO9rpc8hOUD6fj9bW1tAc+hx9tHe0h8bGiBhW1qyktLU0ZLPBz7uxsTHs8y4tLQ21nPd4PBQWFtLd3S2P39zMmjVrQmM3btwYslmfzxdms62trWHFaTdt2sTmzZvl/8YwKCwspL1dzrG9vT3MZjdv3hxms4WFhSGb7ezsDLPZqqqqMJtds2ZNyGaDn3fw+19TU8OGDRtCY4uKikI2O/DzBnnDItJm6+vrgX6bDXbiamhoGFYf0dXVRW9vL++//z5ff/11aKzyEVvxERs2hGzW7XaH2WxTU1OYzZaVlVFVVRX2eXd2dgLQ0tISZrPl5eUhmw1+3pE2awTqmm7evJlNmzaFti0sLKS1tTXs894VHwHSRl944YXQ/zVos8HPu66uLuzzLi4uZssW2e7W4XBQWFiIw+EAYMuWLRQXF4fGlpSUhD5v5SM2kB2fzc9n/5zOnk5au1ux6BZ63D04PU6sJisWswWbbsOqWbHoFjRN6286MoQgqKOHIgqJJQytSsOkmTh+s8YxVZDXJjjy440UNaxhY9tGcm25HBZ/GBDuI0Da0nPPPRf6X23NRzgcDs4880xuvPFG5SP2YR8B8O233/Luu+/S29urfMR+fh0B0ma//vprli9fTm9vr7qOUD6CoqIiKioqWL58OY2NjcpHDPi891cfsXr16tBadM2aNcpHsH0+wtiR3gZiP6G3t1c4nc6w5y699FJx6aWXCiGEeOSRR8TMmTPF5MmTxdFHHy1eeuklkZ+fLzZu3CiefvppMX/+/EH7/NGPfiTuvPNOIYQQs2fPFi+++GLY60uWLBH5+fmis7Nzu/axM7S3t4vs7OzQ4xkzZoirrrpKCCFEeXm5AMQXX3whhBDi3nvvFUlJSaGx8+bNC73/LVu2CED8/e9/F4C44YYbhNVqDY1duHChuOCCC4QQQnR1dQlAvPbaa0IIIZ599lkBCK/XK4QQ4rTTThOnnXaaEEIIr9crAPHss88KIYR47bXXBCC6urqEEEJccMEFYuHChaHjWK1W8cgjjwghhHj33XcFILZs2SKEkP+vefPmhcYmJSWJe++9VwghxBdffCEAUV5eLoQQ4qqrrhIzZswIjc3Ozha33XabEEKI7777TgBi7dq1QgghbrzxRpGXlxcam5+fL/7whz8IIYQoLi4WgPjmm2+EEELceeedIjMzMzR2zpw54qHTTxfi8MNF9znniE9BuBIThZg0SbSmp4sNui7E5MlCTJ4sKqOjRV1CghCTJwtfZqboA+GOiREiMVF4zGbxjNQBxQkgvIEfERsr/AkJogtEndUqAKGBKADhnzRJiMmTRU1srKi22+VxsrIEgf1E6bpYft11AhBtbW1CCCEuvPBCceSRR4bmHxMTIx566CEhhBAffvihAERtba0QQojLLrtMzJ07VxQUFAhAJCYmirvvvlsIIcTSpUsFID5c+aEYc8IYAQjbZJu4bPFl4rLFl4nYH8eKObfOEZctvkyc/czZglMRZz9ztrhs8WVizq1zROyPY0NjEy5KEFm3ZIl/fvdPUVpaKgCxdOlSIYQQd999t0hNTQ3Nd+7cueKyyy4TQghRW1sr5/Dhh0IIIR566CERExMTGnvkkUeKCy+8UAghRFtbmwDEG2+8IYQQ4sknnxQD3d/JJ58szjrrLCGEEC6XSwDihRdeEEII8dJLLwlA9Pb2CiGEOOecc8Txxx8f2tZkMonHHntMCCHE22+/LQDR3NwshBDipz/9qViwYEFobFxcnLj//vuFEEJ88sknAhCVlZVCCCGuuOIKMWfOnNDYzMzMkG/45ptvBCCKi4uFEEL84Q9/EPn5+aGxeXl54sYbbxRCCLF27VoBiO+++04IIcRtt902rD7i3XffDdmExWIJjVU+Yus+4oorrhBCCFFZWSkA8cknnwghhLj//vtFXFxcaOyCBQvET3/6UyGEEM3NzQIQb7/9thBCiMcee0yYTKbQ2OOPP16cc845Qgh5fgPESy+9JIQQ4oUXXhCAcLlcQgghzjrrLHHyySeHtgXEk08+KYQQ4o033thlHyGECNnEb37zGyFEv48oLS0VQghx7bXXiqlTp4b2O2bMGHHzzTeHbVtQUCCEEOLmm28WY8aMCY2dOnWquPbaa4UQQvmIgI8wDEPEHxkvxtw+Rkz8x0QRdUeU4CZE3F/iROKiRGH7k03of9RF4qJEEXd3nOBWBLchOFyeHzgYwe3yR7tNE9yCMP3ZJDgBQTqChMC46Qj+hDjlJ5pYlmcRq7LN4h+zEPF3x4mF/14o5hw1Z0gfIYQQN9xwQ9j/dWs+4rnnngudt4L/V+Uj9j0fIYQQiYmJIZtQPmL/vo4QQq69LBZL6H+rriOUj0hNTRW/+c1vBCCeeuop5SMC7M8+wmq1hv6/Bx98sPIRYvt8RF9fn9he9htBcCgWLVokTj311NBjn88nGhsbhd/vF0uWLBFTpkwRvb294r333hNTpkwRbrc7bPvDDz9cPPHEE0IIIU466STx4IMPhr3+2muvidmzZwu/379d+9gZvF6vKCoqCj1ev369qKmpEUII4XQ6RUFBgeju7hZCCNHY2CjWrFkTGltaWiqqqqqEEEJ4PB5RUFAgGhoaRHFxsaiurhaFhYWhsRs3bhSbN28OfU4FBQWivb1dCCFEa2urKCgoEIZhCCGE2LRpk9i0aZMQQi5aCgoKRGtrqxBCCpgFBQXC5/MJIYTYvHmz2LhxY+g4hYWFIQfX2dkpCgoKhMfjEUIIUVVVFTopCCHEmjVrRGNjoxBCiO7ublFQUBASfWtqasT69etDY4uKikJf5N7eXlFQUCAcDocQQoi6urqQ8xNCfumCJyqHwyEKCgpET0+PEEI6quAXVwghSkpKRE1pqRA/+5nwH3GEaD3hBOHLzhZi7FjhmThROMaNCwmCrvHjhTsvT4jJk4V/wgThi44WfrtdiMRE4TebxSuBBdGRIIzAj4iJEUZCgvBZrWJpfLwAxGizWTjGjhVGYL/uvDzhGj9eiPx8ITIyQgur/Lg40VFeLgoKCkLOcfPmzaKsrCw0/9WrV4umpiYhhHSsBQUFIRutrq4WGzZsEA6HQxQXF4sVK1aIhoYGIYQQPT09oqCgQHxQ+oGY8LMJAhDp09JDIt85/z5HXPjKheKyxZeJS968RJz9zNnikjcvEZctvkxc+MqF4px/nxMae+7z54rDnzhcXP3B1SGbDX7eDQ0NYZ/3hg0bRHV1tRBCCLfbLQoKCkLOvKmpSaxevTo0tqysLGSzXq83zGZbWlpCFw1CyJNVRUWFEEIIv98vCgoKQhc2bW1tYTZbUVERZrMFBQUhm+3o6Aiz2crKyjCbXb16dchmg5938GKrurpalJSUhMauXbs2ZLPBzztos7W1tYNstq6uLsxmgxcVW7ZsGVYf0dnZKRwOh/jqq69CJyYhlI/Ylo8I2qzL5Qqz2cbGxjCbLS0tDV20BT/vjo4OIYS8sB9osxs3bgzZbPDzjrRZv98vhJA2G7w4EULabEtLS9jnvSs+Ivg5vPHGGyEbCNps8POura0N+7zXrVsn6uvrhRBC9PX1iYKCgtDFS319vVi3bl1o7Pr160Oft/IR/T5i9ZrVYtGni8TEf0wU5j+bRcydMSLhngSRuChRxN8dL8XBexKF7U5bSPxjbkDoO7JfEOR2RPQd0cJyh0Xof9aFfrsu+FlgnF0KifF3xIhfX5Ytrr8gTUy/MVFk3pcpLnj9AlFcUjykjwjO9/XXXw99jyJ9xLJly8SZZ54ZOmcBoQta5SN2k4/o6BCit3e3+AghhFixYoVYsmSJcDgcykfs59cRQkib/eabb0RxcbFwOBzqOmJv9BG78TpCCGmzmzdvFsXFxaH5Kh+xf/uIwsLC0Fq0qKhI+QixfT4i+N3dHjQh9v32nuXl5Zx//vn861//4pBDDgk9f9FFF5GamsqBBx5IZWUlt956a+i1m266ierqal588UWampo48sgjefbZZ0ONQyorKznxxBN59dVXmT17Nn/605/YtGkTL730Umgfv//97+ns7OTpp5/ern0ofsB8/TXcfjskJEBlJWzZAomJ296mo0PWHjSZwOnkHb+f04FDgG+DY6xW2Y1Y13k9JobzmptZEB3NsjFjBu+vrw/MZj7LyeGG1av51513ctA11wzjmxzMuxvf5Zbnb2HtX9YSnRTNRf++aKf2U9tVS2ZcJs+c8cwwz1ChUCj2XQxh8LsPf8c/V/0Tk2YiyhwVVovVMAz6vH34RaDZ1evAeuBEoL/HGRbdgiEMdE1HQ8Pr8SIWCfABV0D6uHRiLDE4vU6SopOYnDKZbnc39x53LweOCm/Ktr08+OCD/O53vwt77rzzzuPVV1/dqf0pdgAh4OWX4fXX5TXIpZfCSSft6VkpFAqFQqHYzewXNQTz8vIYP348d9xxB6tWraKiooJ77rmHNWvW8Otf/5q8vDxeeeUV3nrrLerq6njiiSdYvHgxV199NQAZGRmccsop3HLLLaxYsYKioiJ+97vfcfDBB4eEvIsuuoiioiL+9re/UVFRwTPPPMOHH37IL37xi+3ex95AXV0d1113XShnXbGdHHoonHyyFAKzsmR34EB9jK2SkAB2uxwnRHiXYU2TPz6f/J2URH3g9WzzEL2ADEPuJzubhX4/q37/ew767W+H5a1tyybMupmYUbKzpLPDiavbNWjM9mBgYDV9TyMWxV6D8hOKSJRN7Bl0TWd+7nzSYtLQ0HD73fiN/k73fuHHEAPqyGylqYjPkLWfNE0DDUxWE9FZ8rUL34arPulBf6uVpKok5mXPI92ejtfw0ti79aZoW7OJN998kwsvvJAlS5YM2iZYk0oxwlRWwn/+Ay6XvDn55JPy9wij/IQiEmUTikiUTSgiUTYxsuwXgqCu6zz22GPMnDmTa665hrPOOou1a9fy7LPPkp+fz/z58/nzn//Mo48+yimnnMJHH33Ev/71Lw4++ODQPu68807mz5/PlVdeyaWXXsr48eP5xz/+EXp94sSJPProo3z55ZeceeaZvP7669x3332haMDt2cfeQFdXF4sXLw4V81RsJ5oGP/sZ5OdDVxeMGiUj9rZV0FPXISVFdicGogJRHS7AY4IVORovz9C482gT1x7Wy3+S5f+kL8mgKMGFwYDg3p4eiI+Xf+fkwC9/Kfc/DGzLJuKscViiLcRmyEr0TaVNO3UMl89FSnTKLs1TsftQfkIRibKJPYfX8DImYQyj4kZh1a34hR+3z43X7x1cVHorgmAkGb0apwbuaVV1QusqL5uX9FL6z1LM9N+UCkUeDkGkTSxdupTTTz+dH/3oR7z00kssXrwYgOeee44PP/wQIFTwWzHCuN3g9crrj9hYeUNxFxrcbS/KTygiUTahiETZhCISZRMjy36RMqxQ7DaKiuCOO6ChAZqawOnsF+q2hscDjY2s9Ps52O0mzQKnnmaiMsHAZ9bRzVashsa6T900VfgZt8BM3gwrk7utnFEfxzHVOrrXJ0XIjAz47W+hvl5GKp5wwoi+3R53D5cuvpQVj6+g5rMa4hIsnH9+BnpivEyZtsdgpGegxcSEpbENxGf4KGsr48bDbuTU/FNHdL4KhUKxr/FK8Sv887t/khydTMGWAjyGB6fXidPnxBCG7B4c5O9AJ3ApkNv/dDBVWENGCJ653s/CLwS/DjSPt+kabkPu58y/ncnKF1diyjXx/EPPc+TYI793jr29vWRnZ4c6NQ7kyy+/xG63M3fuXLKzs1UEwO7A54O774YlS2TK8Omnw5VXypubCoVCoVAo9huGyD1UKBQ7zcyZcP31cM89MkLQ5ZK/7fatb2OxQGwsjaIDWqDTDLVxgtE9OlHmaFlDECjukXfvx2tW0l1m1id4KI5v4Wu7iV/VppOZmgpXXAEPPgjLlsn6gzffDNdeO2JvN84Wx3G5R1I9bwVNS6Gny0vz+joyU3WwWvGj8+rHLqKToznzL2egxcYO2kdzXzOZsZkcNvqwEZunQqFQ7K009zWzpnENPsPHmIQxTE2butUbKEORGZsJQLo9ncmp+XxbtwKP34NJaOiajjcYxScAR2CjiAhBEyb8+AlqhwlujSlROhp+BITEQIBVL66ifnU9rIbp/5m+XXN8/PHHhxQDAcaNG4ffL+eoIgR3E2Yz/PGPcNppUhCcPl2JgQqFQqFQ7IfsFynDiu1n/fr1TJgwgfXr1+/pqfxwOfhguPVWmT4cFyfTcnp7ZRHvodA0CsdH888FgYtxL4zvtRBl6RcDAfoccnt7jE6sT2dil4nMboOPxni5+Ugf1df8TIqA330nIxO7u+Hf/5aRirvANm2iu5tjXlhGSkMTqXJNSmUT+DVA06nu8tLbZdBS2UfHlx8NqlHkM3y0Ods4dvyxJEYl7tI8FbsP5ScUkSib2HF8ho9nVj/DhW9cyGXvXMbl717OT9/6KTd+eiNNvdvvt0fH52J3C/qKC7Ct24DV6QGfH6/hw+/3oxv0i4HB0rYJ/dtbdStJ0UnYLXbQwGqy0pibjCXKSrqlf9wYqwmAutX9EXyrvlnFvHnzuO222wbNK2gTr7/+Otdffz0A5557LsuWLQsbN2rUKFJSZMkIl8uFw+EYtC/FCGCxwJw58kbmMJUY+T6Un1BEomxCEYmyCUUkyiZGFiUIKsJITEzk3HPPJfH7OuQqts0BB8gowZNPhqQkWZunqwv8g+stlcd6uGdqG52B4Dm/AZhNgy7QXW5ZCyo6CvB6wO0hXliZEjeOskmp3OX6hO6mGnkMq1X++P1SHNwFtmoTXi/84Q+Mf/VjTt1sxjZeCprrNkFlh8Br1tBM/atJf3MnLPkCensA2R1zY9tGJqVM4oxJZ+zSHBW7F+UnFJEom9hxXl73MncvvZtvar+hvrueLT1bKG4u5vm1z3P7kttp6Wuhua85vClIJE1NjH70RcYUVdHUsJkOXJg0HbOmY0ZD1zQEYBJAe2CbOMAihb+kqCSyYrPQNZ1oczSx1lhiLDGU5yXy7nQbY/X+qLHDZ44adPgzzjiDFStWcMcdd+ByuaC1Vd6Mot8mioqKMAyDgw8+mJdffpkFCxZwyCGHyH0efjgmk4nY2FisVtlYSjUW2XdRfkIRibIJRSTKJhSRKJsYWVQNQYViJPF44O234Z//hNLS/iLeUVGgabh1gxtnNrMyvpextX5e/EB+HX95uoZmMoHFClYLQsCTL8pCqv93ipWYKA3i42DqVMibgE+HDa0buP/LKOYtLkRzOGSa8v/9H/z97zIlaLh56SW45hoAehPt3Dq2hscLDZxtMCoLjj7CQnuLlQ8+7wPgglNjiLd4YXQuriMXUNGxmTEJY7j1yFuZnDp5+OenUCgUeynd7m5O/M+JrG1ai8vnCqXqooFJM5EcnUx+Sj7xtnhmZ87mD4f+YXAU9Zo1cN99UFnJ21N07svYhB/BJnM3Ts2HFtinS/OjAcZ68L8hMOVC3CU2LDFxmE0WLLqFlJgUcuJziDZFU9RcRIerA6fHQdIjXqobZPf4Q+49mBXXf7fV9/TxM8+w8L330OPiZOmKwIX7lVdeyT//+U/++Mc/cvfddwPg8XhYt24dEyZMICFBhiuOGjWKhoYGCgsLmTNnzvB80AqFQqFQKBSKraIiBBVhOJ1OioqKcO5iVJkigNUK554LTz8NV10F2dkyeqKxEbq6+CC9m1VxPYxv8WEZUPi90i7YmOBjY4yTaquTHm9/9z+L3QaTJ8FRR8OkyWA2Y9bN5MTl0F1ZSt+4bBgzRtYTvO++XRYDh7QJw4BHHpE1EpOTMQm4cp2ZKwIBJI3NUGf14fD2R7a4/BodMTobnLVU1a5jevp07jzmTiUG/gBRfkIRibKJwXS7u6nrrhsyyq+oqYiK9gr8fj+h+7IaIMAwDNqcbTT1NhFtjubzys95cd2L4TsvKoK77oK6Opg6lSMtE5jgT8Ct+bEIDZvQ8TYZeNsNojARJ6zY22QJirS4KA5otzGnN5Z5mXM5auxRzM2aS1ZsFonRiczLmceouFGkx2bgnNTfFOvQGQtISk3a6vu9+o47SF+8mGu++gr6+kI2UVFRAcDYsWNDY61WKwceeGBIDARCacMtLS07+lErfiAoP6GIRNmEIhJlE4pIlE2MLEoQVISxYcMGZs2axYYNG/b0VPYt8vJkg49PPoG//AVmzsSrC95NaiHK5SfaCy5b//C1yVCaAqUpgjVJHpYlBgRBDcynnwqHzJOpyANIik7io4OSqU7U4KST4OqrZSTiLjKkTXz5JZSXQ0ICaBpWk5XsDoNF6yBDA8MPolZQr/tCm5RbvPTYTRxeo3Hnplz+fuLfGZ80fpfnp9j9KD+hiETZhEQIQWFDIfd+fS8X/+9ifvnOL7nk7Uu46v2reHfju/S4ZcmEVkerjAwENDQMDAxhYCCFQ8MwiDJHkRydTIwlhs3tm/sP0tEhI/Cam2HSJDCZSPSZ+WVNKsmdbhJ7PGhtXtxPG7ifMLB0gV2YSeiQKbmjEu1MMKcztsFJWn0nUeaosCYmDq+DeFs8D574IM///XnGLRjHLU/cwv0n3M9Rhx8VGvfwww/zi1/8gtdffx1N09hQVUWb18tDmzdDdnbIJjZu3AjI5iHbIj8/H4DFixfv2j9Bsdei/IQiEmUTikiUTSgiUTYxsqguw4owJk2axHfffcekSZP29FT2TTIy4Ne/hl/8grXL32DzK5eS0+SkMxoKMkQoQiShL/Dl1OQT3SYb4EKzanTbjIH14MOoPmQSN8928a8zbiArIX1YpjykTXz0kayLGIjoMHm86F4DAUwV0ARc/DUUZNjYhBeAnxfaOBsLTzZ2k1peQtSfnZC064KlYvej/IQiEmUTsi7qM6uf4fX1r9Pn7SM1JpVEWyKGMNjQuoGi5iI+2vQRfzz8j+Qn52M1W3H5XWH70JCdgf2Gn5ZvWqg9tBaH1UFecl7/oBdegLIymDJFniNcLlizhkObm7hgks6zU820V3jBL8APpiV+5s63srJL3liKi7fIhlVR0VBVCelpkJIKQKerk/qees6afBYnTTgJk25i87J+MfL+++9n3LhxjB49miuvvDL0/L333st1110XetzU1MSkSZNYsWIFRx99NBAeITgUV1xxBW+++SbPPvss9913H9HR0dscr/jhofyEIhJlE4pIlE0oIlE2MbKoCEFFGHa7nYMOOgi73b6np7JvY7GwubcGj2YgzGZWZ0GfDbRAdq/hRy70NA00HWufTCnTrBqrG1bj9A0dMp0UlUS7v4fNXVXDNtUhbaK0VDY9CUaVCIGmaehAUIbs9WkkdPVHncQ1ubhiSyf3+HxcWFkJb7wxbHNU7F6Un1BEomwCXlv/Gv8p+g8xlhimpU0jw55BvC2exKhEJiZPZELSBAobCrln6T3kxOcwN2suAMIroAw0X8BfapCwOYGG/zTwwRUfEPNdDGn1afK1ujoZaZ6RIUU9n0/WEmxqQouNYzTxxHgEnqr+FOXeWoG1x4GjS7YYjokN3AuOjgKvD6qqMIRBVWcVTX1NnDX5LK48+EpM+uByE+PGjeP+++/n6quvDnv+D3/4Ay0tLaSmSmFx3csvY29vZ/To0aGuwaNHj97m53fMMceQkpKCw+GgpKRkhz57xQ8D5ScUkSibUESibEIRibKJkUUJgoowGhoauP3222loaNjTU9nnqShdji6gNtZPt1WQ4OkXBIUPQECg7pQR6DBsijLR5e6irrtuyH2adBNCCGq6aoZtnkPahNstaxMagUWnxSLTk3WdxIBXKbcIOgfUemjRdT4MjF9jGPDqq9DXN2zzVOw+lJ9QRLK/20SHs4PX17+O3WIn3T50dLbVZGVi8kTWNK3hq5qvWHTsIiYmT0T/ToeXQTwjMGMmw57BfDE/tN1nT3zGzy/6OcuqllH7zouI1tZQdDYNDdDcjCs2lq/TPPx9Uge/+s6PqbL/uK4O+DbVS59DlnCIsfcnh7hjrNR01VBSV0hCVALXHXod18y7Bpt5QA2L7STV5+OoQCmLNQ88gOvii/nb8ccDMHPmTGy2be9T0zRmzZoFwNq1a3f4+Iq9n/3dTygGo2xCEYmyCUUkyiZGFiUIKsJobW3lqaeeorW1dU9PZZ+n09GObjJTFyew+EEzQA+s04Qf2XVSAJqGEYgc0W06FpOF2u5afIZva7umzzt8QtuQNpGcLBumuALpbiYTpKaC2UxcQNRs0KHD1z/Hz/z+0N/ZmgatrVBcPGzzVOw+lJ9QRLK/28TSmqU09TWRGZsZeq7L3cXGto3UddchAk2jbGYbFt3CB+UfMD19Om+e9ya5bblygy1wkOsgFs1YhN0dfhe8r7ePlRf9CO3Pf6anZA3OTz+E9eth0yYq/X6SN2/m8oZGek0+7G2CVm9gQx0Q0NJh4A6Uoq1N7GO9uYMScwfVMV6SXPDLuKP4+4l/55T8U4aMDPxehIC//51DAjeBPm5upmzNGlauWwfA6aedtl27CQqCRUVFOz4HxV7P/u4nFINRNqGIRNmEIhJlEyOLqiGoCGPGjBnU1Q0dfaYYXjSLlV6zwGHRiHMGUoKDEYL+gQM1DJnphW7TiTHH0OPpocPVQVpM2tD7Rhvy+Z1hSJsYMwbi4qCrC2Ji5HNRUWCxkOOUk20XYAvURAT4YoA42CYEQtfRjPDOm4ofBspPKCLZ321iQ8sGNDTMgbs6G9s28k3ZNxjNBsnjkmEc5MTnAJAWk0ZVZxWtjlbyU/PJsmVRRRUAKx5YwTeLvgnt97TTx7Hqo2oa3AZ6lRu7W+DBj6unDb2kB5vTwxeahlMISmo9nN5h5VGP9Kt5ZjBHQ1kPJJWZceBD1+BCJmBzmsgwYhjjiyW/pAH77HyIG7XzH8DmzbBmDWfExHAd8InbzeygAgmcXFYG33wDhx66zd0oQXDfZn/3E4rBKJtQRKJsQhGJsomRRQmCCsUeImNUPu7mrxGAHhDNQjUEBwb/GQaGWw7QbTq6rmMIA6/fy1AIBIlRiSM2bwCOOkrWsXI6obcXYmNlhIimka2bwfDhdYNLG6AIDsAFdOfmkjBt2sjOU6FQKEYIn+GjrruOmq4a1jatpbG3kVZHK73eXupb6xFPCGiHlswWHIscoe1MmglDGHj88uZJdXV16DW/xx92jIs3dGCzR/Fft4NSpw+TAd6YKJyaH8PvJ90J5R65H8MP69d4KQ/cQM+LAX+UTlmPgaNWioSjdBO/7Zki6w8G0duhqWnXPoyeHnC7mejxMEvTWCv6/b4OzN6yBe66C/7wBzjmmK3uZkKgE3H1xo2wZImsVZuaKm9CqdpBCoVCoVAoFMOKShlWhFFSUsLMmTNVQe/dwPj8g8HwI4QBuoZXB2GRr/WYoCMKuqKgzyJwdcnFnB6lh/Q1TRscBejxezDrZsYkjhm2eQ5pEwsWQF4epKdLIbC3V/72ekkPpAa3AJ1isBgYpPGUUyA+ftjmqdh9KD+hiGR/sQkhBOVt5Txe8DgXvXkRl797OTd8egMflH9AZWclFR0VNPQ0IL6VYiCAaBSYPf0CnNPnxGa2EWeLw+12s2XLliGPZQLGx8QwJjMOgA/b+xB9bpo8fnTdjBc/hg7lA7YpL+33uTGzTThz5HE7GuQ5JMtsliUeItnVaO2xY2VdQ4eDv0Wcm0xA9PTpsvbsc8/JG0mRVFXBc88x6sEHAdjS0IC4+Wa46Sb47W/h//4PbrsNli2DgACq+OGxv/gJxfajbEIRibIJRSTKJkYWJQgqwoiLi+Ooo44iLi5uT09lnye/uo9Yr47HBA0xgsZY8Fvlaw4Num3QaYOmJkHnCrnI8+teXH4XFt1CjCVm0D7bHG2kRKcwIXnCsM1zSJuw2+G00yA6WgqDmgb19eDzkRoQARs16AysC4NL4fEmE5kWqXo2TJw4bHNU7F6Un1BEsj/YRHNfM4u+XsRvP/gtz695nm53N/HWeJxeJ7om67tadAt+4YcN4dsWbSiiy90FQKujlfk580mMSqS2tnarx5tm0+nNiOPYrAQyrCaqBJzuF8xsd/Bojwe/ruE365QPIeadfISZ9KwoYhKDhWnlr1ExMf3d4YP4fJCYuLMfiyQxUZ4TDINjLRbeCfh5gFAs++jRUFMDhYX92/X1wVNPwVVXwZNPMirQkdhlGHRMmABTp0JWlhz7xRdwyy1w3XWwIeIDVvwg2B/8hGLHUDahiETZhCISZRMjixIEFWHk5ubyj3/8g9zc3D09lX0bhwPfi8/jxEOfBZwWmTYcrOVu8oDFD1Y/GMv7N3Prbpp6G7GZbcTbwqPrhBC0OdtYOH7hsKYMb9UmzjsPTjpJLiYDDUWwWLBEyZe7BXQGhn6dmMgrUVGszs8nP1AjqrGxcdjmqNi9KD+hiGRft4mvqr/i2g+v5Z2yd4i1xjItbRo58Tn0eHpo6m0iKTqJKHMUbr8bnEDQvSXKX231bSyvXU5TXxPRlmiOHX8sADU1siP85MmTBx1zbrINNI0Ys85po2X33q8Cry3qdoEG3igbmyIisTUNOibplKQYdGSGpyCfFEjJDRHcNvL5neHkk+UNotGjOTU7m0WjZE3CF4MpwlarjETs6JCP6+rghhtk1KCuw9SpWOPjSTLLE+FHK9+jctNKfDoyGn3KFCkqFhbC9dfDW2/1z1/xg2Bf9xOKHUfZhCISZROKSJRNjCxKEFSE4XK52LRpE65g91jFsCOam3nlhpO5MakAQ9Ow+3U0AT4djEBQhRtwWKHPCkZS/7a6EPh9XjqdHRQ3F8tIlAANvQ0kxyRzfN7xwzrfrdqExQK//z2cdRY0NspVaFwcCRZzyLG4Amu1bMPg/PR04jMyGJWdDUB9ff2wzlOx+1B+QhHJvmwT75e/z6Jli2jobWBq6lSSo5PRNA0hBLXdtWiahkWX0YGGMKASGZGXAgSqN2htGlt6t1CwpYAzJ5/JAVkHANDS0gJARkYGixcvDpWCuCg1mZPHJ4S6yc9JCa+fFwOYhEZTtB0HMi03KCneEmPhj2VJXLEpibtqwxtPXRS4IROit1dGek8YhqjyuDgp2OXnw/HHc80JJ7D6lFM4d+xY+brHI88T8fGwZYtMAV69Wh47LQ2Ki6lc/TkJJhnxWO7ooqhlPWsL3sdoCxRGjI6WwqBhwCOPwBtv7Pq8FbuNfdlPKHYOZROKSJRNKCJRNjGyKEFQEUZJSQkTJ05UOfojhGhp4fm//pjHjVXoaBzYGU2CR8Ong8sMRjC31gd0yW7Dwta/va8T4twQ5/Czub2CdU3rMIRBn6ePDlcHF0y7YFjTheF7bCIqCk49VS4CAxEmab1+UiKGxSYkwIEHgs/HaKvMi95Wqpxi70b5CUUkO2ITPsPHmsY1fLb5Mz7a9BFLq5fS6mjdDbPccZbVLOOR7x7BEAYTkiZg0vvr7zm8Drrd3USZo2jua6bN0YZAwLrAgHwIOkPRJtCRDaFcvv4L2vZ2WWgwOTmZ0047jbKyMnpfeYXnJk8lKz6Vbnc3hjCYHB9FnN6f6qsBdr+JGkM+N1bXecNk4t+axu0xiZxWZ+fHZRZO3OhlbiB997VjjiFmQCovAA0NMHmyFNl2lagoOPpoaG8Hn4/uri5WvPcenZ2d8vW6OsjOhhkz4IEHoLRUHttmg7IyPNWbqYhxk2yVl6ZOvwW7HkWD1kvbuhVSvAQpKubkSHHwmWegoGDX567YLahzhyISZROKSJRNKCJRNjGyqC7DijAmTpzIF198wURV32348fv55JFred67igRrHNHdnXyX6qHPLLD5waOD3ywDS0Q1+D4AbRoyFCRIGrjNGna3k1izhZquajRNQ9d0Fo5byDlTzxn2aX+vTfh8EBMDycnQ0IAGpCObigSxd3bCunWQmMjo5GQA3n//fW688UYyMzOHfc6KkUX5CUUk22MTna5OllQt4b8l/2V1w2o6XB0YwsBmsjEmcQxnTD6DE/NOZGra1CGbJu1uWh2tPLbqMVw+FxOSJgyak1/4MYRBh7ODLneXFANdwMbAgFmgd+sYGPjX+NEcGtosjffT3mfuqLkcMeYI2traACkIgvwcKZdtQmZlzqJwSyHtrg50TefBbDutTQ5u9Bj0AT5LHJu8skLfxOhoptrtTPV4pFDm88k03NGj+eDAA2m125mclBQ2f3p6ZMrtqafKscPBmWfCihWwYQOJ6emcdtJJJFgs8j1ZLHDRRfDpp3LM+PGy1ITTCbW1OKPNeEyCrIDwabR5GOcXVCZoONx9UlAcmFqdlQVlZfD443D//TJCUbFXo84dikiUTSgiUTahiETZxMiiBEFFGMGinYrhp+Gdl3mm5WP02GiijWgK0lrpthgkekzEC41Wm58eU0AQDNwAEetByw/sQIe4eRo+DdqsfpIdPRimGMrayjh36rlcv+B6bGbb1g6/03yvTSQkyEVdcXGo2/DAJDUbYPb7obsbnE5Gj5E5dOXl5Rx11FGUlpYO+5wVI4vyE4pIvs8mNndsZtGyRXxZ9SVNfU0AoTRbl89FSUsJFe0VfFD+AZfOuZTzp5+Pru25JAYhBM+sfobNHZuZkjplSIHSrJvx+r30uHukGAhQD/iRtQMzwRRvwkCmwPo2+qivrGfs8WN5qvApZqTPCEUIpqQMiKvOzASrFbtX45CceTT0NrClZwuJE6M51u7g/o1NtBgGnzmdLA80FJlotUpRb8wYmDMH/P5QXddUIDVy8j6f7Ox73HGwcOHwfXBZWXDHHfDss1hWrpRNQjwemRZ8/vlw0EFw2WUQGytvJAE0N4PLRVRSPLGeLqa6Dd4DKr0GKV0eoh0atjiTbFyVn98vXmqaFBU3bIAlS2RTE8VejTp3KCJRNqGIRNmEIhJlEyOLShlWhNHU1MR9991HU1PTnp7KvoXDwX8+fYCaaA/ZxLM2qoPuKEhwgcnnx+IzSO8D2xBBMSIQbRJ9DOgxJsxCw6cJmiwezC43GfYMzJqZaEv0iEz9e20iJweSkqCrK/TUQEEwFvqjVXw+Rg8oCFtWVobfH170XrH3o/yEIpJt2URtVy1Xf3A1i8sWU91VjdPrxOF10OHqoMXZQo+nB6vJitfvpbKjkscKHuPV4lcRe7BhRFVnFUuqljAqdhRmfeh7p9Fm6XP9BHyYAXwXeDFH/vLbI/ybF5KcSWzu2MwXVV8MihAEYOZMmDgRtmzBarIwJmE083PmcfiEhYw54jTGBMTDn3R08GzA7040B+aYmyubd0RHy4i8ofD5ZGTdpEnwq1+ByTT0uJ1l9Gi47TZa7riD52fOpPXWW+HRR6Xw+PXXsn5gsHNwcD6ahg0TkzrNzBFS5FxrCDqiIM6rkdTnl+MizxdWq3yfH3ww+DXFXoc6dygiUTahiETZhCISZRMjixIEFWE0NjZyzz33qA6ww8yWL99lKdVkmhKoNPfQrruJN2zoQkBg8WMSELWNffiiwK0Z+DSBRejYMBHnEsyJGk9ZWxlrGteMyNy/1yY0TQqCui7/ZghBMLiwT0hgtNMZtrly7j88lJ9QRLI1mzCEwdUfXs3S6qV0u7sBsJqsIbFPCIHb56bF0YLVZMXpc+I3/Dxf9DxFTUW7/X0E+aLqC7pcXSRHJ291jKZpWEwB0c0PvAKUBV4M3PcQQmCbFx657W5wE22O5v3y92kNNMsIixA0m2UHd48HHI5Bxz0wNTzezwQcZhgyZTY9fdtvrLNTRtRNmgS33gqBTsAjwRaTiWv+8x/qExPlewJYuVKeJwaKlRZL6ByR4TFzsJCXphUGxDp1YjQruscr9zGUeJmRAZs3Q3X1iL0XxfCgzh2KSJRNKCJRNqGIRNnEyKJShhVhzJo1K5TCpBg+vlr5X9osXsZhodDUjk3omDxeZGl4QoshfRuBGnYN7E6wWKxYdAsCQbfJSV/7FjypcXy2+TPmjpo77HPfLptIS5M/W7bIhwPnDTKyw2KBmBgSIxZ0NTU1jBrBRelwI4TYK+qb7UmUn1BEsjWbeLHoRb6q/gqL2YLX68WqW/EaXgQi1KBDCIHP8NHh6iA+Kh63zw3AJ5s/YVbmrEH7HGkMYbCkagnxtvjv/a6nx6RT31MP5fTXDgQYL3/pmk7sKbFkHJqBudDM5iWbaa9qZ8rcKVR1VtHaJAXBsAhBgOOPl3X2liyBvLz+9Frgj7Nn81RpKX4heHrOHE5oaCDb7Zbde51OsNvDawL6fFIIbG6WDTzOOAMuvRRSByUSDyuDbMIwZGRibGz4wLQ02ZDE6USzWBlv6KRi0AqscRscZzWkGJiTM3Stw9hYWV+wulqmECv2WtS5QxGJsglFJMomFJEomxhZlCCoUIw0hsGa1vXYzBaaTE5cmo9Ej0kujswmMIRcsAHaNr6RsSYzsZ5ARGGUBmgIDep6t5CdcwirG1fjM3xbTW8bMYK1qFpbZfqW00laoK4VBCIEzWZwuaCqCu3991ny1lscdeaZgBQE582bt3vnvAMIIajsrGRJ1RK+qf2Gbnc3Zt3MqLhRLBy3kMNGH0acTRWzVygiMYTBU4VP4fV7SYxKpNfTi2EYePweDAwMn4G2TsOUa0JL1uTzwqDP20d2fDZLq5dy0cyLyIjN2K3zbuxtpM3RRrwt/nvH5ibkUtpWirM2EPk8HVgIJIGGRqw1llEJo5gxZQabOzezeclm2qraiDZH4/K5QinDYRGCIFN+r7tO/r1smfShWVkQG8uYuDi+OuUUultbOVHX4YAD4OCD5Q2ZqioIdnDXNHmzSdelWHj88fLn4IND0dy7lfZ2WVrCbg9/PjpaphmXl4PVihYTw1nd3TwJXG0YrDcMtORkKQgCn9TVkREdzczgZxYUCVXkwA7R5epifct6ZqTPUOcwhUKhUCj2U1TKsCKMsrIy5s+fT1lZ2fcPVmwX7sY6NmntxOo2WnQXutDRfH5k+xBNLmYCCxptGxGCugXQNSnABQQ3mzDT7u/DplvocnVR310/7PPfpk34fPDQQ1BSIlO5EhPBbidjQBSHHeT7M5nkQrCmhiM/+ICfnHUWIAXBvZXmvmb+/OWfufL9K3m68Glqu2pxeV30uHsoaCjgnmX3cOniS3m1+FUMYXz/DvcRlJ9QRDKUTaxrWkdpWyl2qx1DGHj9Xlx+V6jJhvhAYLxp4F3sRUN2S3d6nZg0E2kxabS72iluLt7t76Wmq4ZeTy+x1tjvHZtuT2dq2lT0xoDPGwt6ko7NZCPDnsERo49gXvY8Yq2xJI+VUYAd1R2hyMPOjk5giAhBkKUYbr0Vrr8epkyBpibpazds4NDOTk7MzJSNOh54AG67Df75T/lz++3wm9/I5h3XXAP33gtPPSX3dcghu00MHGQTXq88dw2V9pufD+PGydetVv5qs6EBG4AWXcdtteLv6OC9ykqOf/99Tv7wQxnxuGEDlJbKjslu9255X/sC7Y52jvn3MZz8n5M55aVT8Bu7p/6iOncoIlE2oYhE2YQiEmUTI4uKEFSEERUVxbRp04iK2lY1O8WO0NLVgEPzESui6dZ7sBiEiqiH0HUwjG2mDOsWQNPB8Mvi6bqOBR0Hfgy/H4fXQWNvI2MSxwzr/LdqE0LAc8/B22/LlDaQKVsuF2MjIwQ9HujokFEgEybAunXkBhZvtcFolr2M+u56/vzlnyluLiY7LpucuJxB6YNev5eG3gYeXfUozY5mrph7RSgNcl9G+QlFJEPZRFFTET6/j2hbtIwOHCia++hvwFEpO/aaMOHxe0izp6FrOhoaDu/gGnojTXCu2xNtraEx2jGagooCANInpJOYnEhuQi658blYTdbQ2OQxUvTr2tKFs8uJv8tPX3cfMESEYJDoaDj1VFlTsLhYioJer7y5Mn16eNqv2Sz964QJO/nOh5dBNmGxyHPdUM0/TCb5ftLTYd06krq7yQFqgWKvl59u2kTW5s10BcTE+r4+WpYvl+UphJBi4JIlcPHFQ6cVK8L4qOIjikuK8Zq9rDRWsqxmGUeOPXLEj6vOHQHq6qTND2yus5+ibEIRibIJRSTKJkYWJQgqwhgzZgxPPfXUnp7GPoUXP35N4BcCHwKLCIhKkYKgpqGZt95VU7MMGB+oOWgS4NcEXuHFL/x4De+wz3+rNrF5M7z5JiQny0iW1FQZreHzkTdgmD5gvnR2wtq1MHUqowsLgb0zQrDP08eirxexvnk9k1Mm9zcOiMBisjA6YTTtznb+u/6/pEan8uMZP97Ns939KD+hiGQom/AaXtBk6nCwLmCI7gF/W8CkmTAw0NHJsMsUYYHY/SUQYLu6Gwsh+OaJb6hYVoGrywVAdEI0px52Kmbr0HOOSYpB0zWEIXjhoheISotCGILp06eTmZm57QOaTDBr99dT3BUG2URysowi7+iQ54xInE7YtAkCadTjTSZq/X5eNpmo8/upM4xQdDxAiRAcGYysbGmBdevgu+9gLy5BsafZ2LaRzyo/47VvX8PzDw/oYL7TTIerY7ccX507gPXrZbSuyQSLFvXfUN1PUTahiETZhCISZRMji7qNqgjD6/XS0NCA1zv8wtL+iiklFU03YRi+bQ80m8NqCGoR307dOvCRXLBqAtB1DE0Wrx+JxfNWbeKLL2Q9qPR0mbpVWCgjP6xWkgZ0kGzWNFkQPxAFSWsrlJQwOnCXp2bDBlizBmpq+oXDPcxX1V+xtnEtE5MnhomBHr+H5r5m2hxtYdFOydHJxFpjeWPDG3S6OvfAjHcvyk8oIhnKJmItsVh0C16/F0MYaMEmSk1A88CNwePyAJBgSyDOFofb58asmUmKHkI4GmGizNI3basMQEdtB+vfW4+ry4Vm0sielc1Jfz5pq2JgkJzZOaG/XS1SSHzjjTfQ98GotkE2oesy9bmnZ/BgjwdWr5bnByHAbGZ8IBrwC9/Q584Nvb2809NDcW+vjKQEKCgYibeyT/BO2Tv87qPf8UzhM2xav0k+aYC118rohNG7ZQ7q3IEUrzs75U9r656ezR5H2YQiEmUTikiUTYws+94VqGKXWLduHaNGjWLdunV7eir7DCmJ2URHx+Hze9HR8AcD/SK1L01DG7CY1KPCm4yEa31yJ4bhRzNb8BsGUeYoUqK3kna2CwxpEz098PHHMtpDCFnDqbdX3vG2WMKiHxuFCC3wcDpl45G6OkYHCsDXbNoE114Ll18Ot9wCX321R2tBGcLgg00fYNJN2My20PMNvQ18Vf0V39Z/y/K65SyvWx6WzpgZm0lTbxNLq5fuiWnvVpSfUEQylE3MzppNZmwmLp8Lr192FqYJ+BfwSvj2NpeNaHM045LGoaHR0NvA6ITRzM6cvTvfBiAbhditdvo8fVsdU/lNZejvCx6/gFPuPIXU8d/ftXfepfOYccYMbLHStxxy3CHk5+fv+qT3Qob0E4ccIn97POGDa2qkOBIfL4VDIcgLRANWGOHC7OlWeXfsUaeT0+vrOaSuDk9cnOxUrBYLQ7K+eT2PrXqMTlcntd21bGnaEnrN1GDi0ZWP4vK5Rnwe6twBLFggr3muvRYOOmhPz2aPo2xCEYmyCUUkyiZGFiUIKsLIy8vj3XffJW8/T2EYTuxWO7lpE3Dhw26Y8ekitOCJZKDop1vAEh/+GCGk2GYygRB4dYHFEoVAEG+LJzchd9jnP6RNrFkjOzpmZMjOkcG73CaT7CY8IKLDBFII9Hjk883N4HQy2im7crb6/Thyc2VNrKVLZSrNDTdAQ8Owv5ftoay1jNLWUrLs/bV9XD4Xxc3FOH1O4m3xRFuiaelrYUPLhtAYs27GYrLwccXHe2LauxXlJxSRDGUTE5MnsiB3AU6fE4NAhGDF0NvHeeOIscSQHZ+N3/DT6+nlxAknhqL1difZcdnE2+Lp8QwRyRZgy1opqBxx5RHEpW9/h9ak3CTmXzqfsx45i7wL8vjzvX/e5fnurQzpJ+bPh9xc2RE5iM8nOyObzfIcEhMDbjcTthIZeG6sbPayLnAOdQBvaRoekwlmzx6hd/PD5tPNn9Lp6qS+u57mvmaMjn6RVWvUKG8v59u6b0d8HurcgbxpetppcPLJqt4lyiYUg1E2oYhE2cTIos5EijASEhI45ZRTSEhI2NNT2aeYNeNY+mw6yR4dHwJhMQ8pCGqm/ot03QKx4/QBr2lyG1OgY6/Ph9uiYY9NxOl1Mjl18ogsnoe0iZ4eOReLRQqDXq8UKoMdkIXgLWAs8FxwG7e7//WoKBKAuEAkYW1fn6wpNWUKjB0LK1fCn/4kC+jvZlodrTi8jrAOo23ONpxeKQbqmo7FZCHaEk2rszWsNlqcNY4tPVt2W8fGPYXyE4pIhrIJTdNYOH4hFl2m3RsYsJUsXGenk5z4HBJsCWxs30hech4Lxy/cHVMfhMVkYV7OvFBdtabSJiqWVoRqCwoEnU2dAFgzrVvbzTbpMncx90dzWTB1wbDMeW9kSD9ht8vOyC6XjCoHmULZ2yuFQJDnCMPgiCH2mahpLExMHPT8+SUlTCwqon7M8DbV2ldY27QWj89DfU89oljAkv7X+qr78Bt+NndsHvF5qHOHIhJlE4pIlE0oIlE2MbIoQVARRktLC//85z9paWnZ01PZpzh81unEJ6YT6/BjERpes9ZfUw9AGOD3oQ1YLWsmSJ5tYLZDTI7WLyCaLSAMDMOPP8pGZtwoufAeNzKL5yFtYmDkRl9f/13u4PNCcAZQCYQtd4WQYqbJhGYYBKsW1Xz6qaxJWFUlU4onT4aSErj//rAi8rsDX6DW48COwnrAVYoBed4CgYaGPqDYo67pCERoH/sqyk8oIhnKJnyGD6/fS7o9vb9RR/fQ2ycZSYxLHEdZaxmj4kZxw4IbSLen74aZD83CcQuJMkfR2dvJB3/+gM/u+4yNn20EoL6rHmeHjHCuNCql0LkDCCHocnVxfN7xYTce9jW26idOPhkOOwwqK2XkeF9f/7lBiFCNwcj+q4uAApOJLLOZqIiO7wA1XV0cesQRvPrqqxi7+byxp3F6naxtXLtVUc+sm6noqMDr98J/w19z17oRQoSdy0YKde5QRKJsQhGJsglFJMomRhYlCCrCqKur43e/+x11dXV7eir7FBOTJzJn1ol0x1lIdWr0mvwIWyCyxOcDnx8MgW7q30a3gDkaxl8EuWcKMPwypcpsBo+X3mgTsXEp+A0/YxPHMj93/ojMfUibCBZwD4mU5vCuydtC1+Ui0O0mN7B9XXe37Fr85ZewZImMHhkzRhaZLy4evjezHURbotE1PUzUS4lJIc4WR0drBzVP1NBe3I7b5yYrLmtQ0xGbyYbVtHNRQz8UlJ9QRDLQJnrcPbxd+jZXvX8Vj616LLyD6VYEQX+Pn6a+JmZkzODOo+9kWvq03TPxrTAjYwazM2ezbsU6PH2y3t2ql1YB0NfZB35AA7/dv11diQdS31NPmj1txG7i7C1s1U+YzXD11bJrclmZ9PdBgpHkgfPJP5EXqi8BNwDjhQCPhxeTkznSamVZSnjd3Jq6Oi644AKWfP75SL61vYpeTy83f34z1350Lb/94Le8U/bOoDGzM2bTUdUBrw3e3tfrQ3QJpqWN/HdOnTsUkSibUESibEIRibKJkWX4W5IqftDMmTMH9x5s6LCvomkaF8/7FcW1q4jeVEqXp48eiyDeZwK3LzgIbaAgaAbQ5G8hAA2sFvB6cFs1hN1OTnwuuq5z8ayLR6zW1pA2kZMj07t6emQhd10Hm62/UHywRmLkQlnX5WIvUPg9M/B0I8hIQI8HKiqgrQ3mzJELxc8+g5kzB83rpZdeoqqqiptuumlY3+/k1Mmk29Np7mtmVNwoAKwmK7MyZvH+v97HscGBo8jBwU8czKSUSaHthBB0ujo5Lu+4sOjCfRHlJxSRBG2ioaeBWz6/hcKGQqwmK6PiRuE3/Hxb+i3GMgNKB2ykQcacDJoKm8gx5XDvcfcyO3P2iHRL31F0TeeyAy/j9b++Hnqur7UPV7eLOLesGWiKMzE1YyqmgY77e3B4HfR4erjq4KsYk7hvp7du00+kp8Ptt8O998J77/U3kgrWydV18Pu5ArgECJ3dAhGEZ8fFcfaYMTKSfAiqH30UFi7c/htVP1CEECwuXcwHmz4gKSqJdmc7z655llPyTwmL+Ds452D4H/3dvePBNMeErcKGo85BSkcKc7LmjPh8t2UTxcXFtLa2cuSRR3L99dfT3t7O448/jtm85/2BYuRQ1xOKSJRNKCJRNjGyqAhBhWI3MSVtCuct+BXu3FGM8drRvT56NC/CpINuAhHRVXhgExGzGRDgdOG2aDjioslJGoPb72bh+IUcM+6Y3ftmJk+GGTNk44+MDLl4i4+X4qCmDVkfEZCvDegCGSYIQv92XV2wfLlsWPLVVzKlLIILL7yQm2++mZUrVw7b2wJIjErkmHHH0O5sD0X+GMKgqqsKx4b+rsLpselhkYA9nh7sVjvHjj92WOejUPxQ6HJ1cfeyu1m5ZSV5SXlMSJ5AlDmKht4G/IV+WN4/dty141j0ziKu+fE1AOSacpk7au5eIQYGyU/Jx9oaHu3bXt2Op13e+EjOSCYnPme79+fxe6joqGBezjzOmHzGsM71B0lGBtx9N/z0pzJduLVVCoPBxlkBwm51mc2QnQ0HHyxrD/r9XBUTgwn4dswY5ga2a//kE/j66936dnY3fZ4+7vvmPh7+7mG2dG9hY9tGKjsqKdhSwCvrXsEQ/WnTE+0TQ2Kg9iMNy+8s5JyZQ/x42bkstzt3j373fD4fM2bM4Oijj+YPf/gDf/vb33jmmWd45ZVXvn9jhUKhUCgUO40SBBVhlJeXc+yxx1JeXr6np7JPct608zhx7vl4xuUy3mPH5Bd0WsFv1gZFCGoWQCNUn88Qgm6rgSveTm7yOEy6iUNyDuGKuVeMaETakDahaXDiiTKqLyEB4uKk0JeeDrGxAQEzMC4Y7WE2h9ceZAhBMEiwvmJlJWza1F98PoAnGIkIIxI+vnDcQpKik9jSIzthVnVWsb5xfdiY1Q2rcXilQOg3/NR01TA9fTpT06YO+3z2NpSfUERSXl7Ogp8v4JvN35CfnI/NbAOgsrOS2u5aGKjpa9Ad181XXV8Rmyxr6DU3Nw+x1z2LEILWGtlBPSpVylJtVW30tck3Y0+xb/e+HF4HZW1lHJh1INcvuH6fLysA2+knbDa4/no49VQpECYmyucMY3B0n9ksI8cPOUTWmu3sBLOZ+3NyaJwwgUOiozk0cO5pc7thH04tMoTB/cvv5+3St8mKzWJU2yj6/t2H8x9OxJeCJwuf5PX1ryOE4Oc//zmJgUYs2TnZPHzDw9y58E5uPOxGLjv7MgC++/q73TLvrdnE8uX9dwseeOCB0N933XUXfv++3aRrf0ddTygiUTahiETZxMiiBEFFGGazmbS0NJWiMULYzDZ+P//3nD77ArSoKHI80aR4TfSYDDqtBp4Ba0TNBIYAD366rdAVZyFKmBljScVqsrJg9AJuPeJWkqKTRnTOW7WJ+fMhP1+KduPHy+d8PsjKgtxc+TsrC5KT5UJuiIv6IQXBYJRgVFS/KBhxAujo6K9J5hpYf2qYmJQ6iZ/P/jlOv5P6nnoaexvxtvZHNhIrIwJ7Pb34DB9lbWWMTxrP1YdcvVsKs+9plJ9QROLX/PRl9mG32LGZbQghqOqsYk3jGjx+D6JPfq/1TB3zmWaMGIOW3hbq/fUANAU6ij/77LOceeaZnH322Xy+h+vANTc309nZiaZpHHGS7Hlb8lUJdWul0JSQ/f3d7oQQ1HbXUt1VzRFjjuC2o24jNSZ1ROe9t7DdfsJkgh/9CFJSYPZsOOUUGYWelia7EsfEyNcOPVSWj9A0eZNI18FiwWIYpAaOkRwlhdt2q1VGse+jrG1cy1fVXzE6YTRp9jSqnqzCVeLC2+il9u1abLqN10tep7SylOeeey603bSp0/jNQb/hhsNu4PK5l3PZOVIQXL16NV1dXdt9/CeffJLc3Fy++27HhMSt2cQHH3ww5PiysjL++9//DvmaYt9AXU8oIlE2oYhE2cTIoj5VRRjjxo3j5Zdf3tPT2KeJMkfxh/m/Z9oz7/BcXAX+aD+xXh9OZwcd/f0p8JihOwosJjNxlhjiDQv4XKQQzbkHXsZ5084j2hI94vPdqk3Y7XDddXDrrdDYCBMnymi+ri65gIuXqUj09EBHx5BpxJGC4DvIWv1n6nooVdrvcnHCT37C2OOP56mnngLCBcGR6jh19pSzEQieXf0sLY4WfN0Dohvd4PV5aextpMXRwqSUSdx42I37fE2wIMpPKCLpie5h7KyxjE6QvcPbne2UtJagoaFpGoZTpi9q8zT0A3RsJhuJUYmsb5eRt8EIwUsuuSS0z//973/9DTu2bJHlA0pLaett5pvoVjpS7Iw+4GjmzT+XqGHwhX6/nxtuuAFd1/nTn/5EWVkZAGPHjuXBGx/kgNcPoKusiy6kcJJxcAaGMAbdBBBC4Pa7aeprotvdTUZsBpfOuZTTJ50e1oRoX2eH/MQJJ8CaNfDBBzB6tLzh1NsrzyeaJgXBgNhHR4dMLz7sMFi1So6x28HvJzlQXqLd5YILLpDi4k039Z+P9hGW1izF5XMRb5Pvy9UdfmPM1mqjKamJjws/Dnv+rLPOCnucnZ1NTk4OdXV1bNiwgXnz5n3vsUtLS7nsMikkPv/88xx88MHbPe+t2cRXX30V9jguLo6rrrqKu+++mwsuuIC3336b//znP+j6vn/DbX9DXU8oIlE2oYhE2cTIogRBRRh+v5++vj7sdjsm0/YXSlfsGCbdxKnOXGZ3RvH+GA+fWutoMPqIdnsIJjnFeSG7B7T4GGyGjRQjmiOb4jj5kEuYPPunu22u27SJSZPgT3+SheHLy+VCrrNTLtB6evprBhqBWkYDisVDuCDoBk4PPG4xDFL9fjAMisxmPquthaef5uGHHyY6OjpMEAxGFg03mqZxztRziLXGcs2H19DUN+A4XlnzKNYay+VzL+focUeTHJ08IvPYG1F+QhFJa18rLq8Lm0mmCjf1NeH1e0mJScHlc+FwBtLro/1YsDA5ZTKxtlicMU4A2trawkoBBOksKiLx/fdlPbj2dtYnevnTuCpqhQtrD5hr3ubAjx/m1lPuJXH+0bv0Hl566SXuv/9+edzOTg466CAAJk2axNSpU3nl5Vc4++yzEUKQOSkTsqC0rRQhBBoyvVUgBUybyUZWXBb/N/P/OHrs0WTHZ+/S3H6I7JCfsFjg2mvl+eGTT6QAnJkp6wUG69K2tUFzsxz7ox/BGWdIsW/ZMllvtq+PlMC5pc3vlw1Hampk9/r77pMC4g8Ij9/DkqoltPS1kG5P56ixR4UE5VZHK1ZdphQIQ4AJeTctQGtZK/ohOlXVVQDMnz+fxx57jGnTBncSHjt2LHV1dVRXV3+vICiECN2YA3a4yPtQNuHz+SgsLAwbl5OTw/HHH8/dd98NwMsvv8yvf/1rDj/88B06nmLvR11PKCJRNqGIRNnEyKIEQUUYa9eu5cADD6SgoIADDjhgT09n30XTYOxYcr7ZwmVpU7jAMZ7Vtd9R3VjKd4EFZYYDjm6wka9NZKw1nVk9dtK3tMDo3ft/+V6bmD5dFob/3//giy/ke4uJkR2CfT7o7u5f0FmtcjHndILfHxIEu4GBsl6d30+qQwoIHkt/RE1NTQ2TJk0KEwQbGwdVINxlytvKWVqzFICGngZSolNINVJppTU0ZqJ9ImMSx3DG5DP2qkYIuwPlJxSRVFVW8e3ybxl1+ChSU1Nx+924vC6cXqdsbhDox2Oym5iZMZOJKRNpcbRgi7Oh6zqGYYQi8gbyzuWXc4FhYBk1ipZpY7k09VPKzV3ECDMJwso4ZxTL+8p48/GruaTzr3DSSTs8d5fLhdls5m9/+1vouSVLlhAXJ7sJT548GYAzzzyT9957j02bNvGTC39CJ51Ud1VT3VlNj6cHn+HDbrGTHZ/N6ITRTEyeuFuiuPdWdthP2O2ynuChh8JHH8Hq1VBf33/+SEiAY46B44+HefOkePjww/KG1HPPgcNB8LZMe3CfZjOUlcEf/yj3fdppI/Nmhxmv38s9S+/h86rPQ1Go39Z/yx8P+yNm3UyCLQGv4ZX2V18txUANpp09jfVvrGfLui3kHJJDT2sPAGPGjGHmzJlDHmvMmDEsW7aM6urqbc5JCME555zDm2++GXpuR2/IDWUTJSUlOJ1O4uLiWLRoEb/73e/49a9/zdy5c8O2PeKIIygrKyM/P3+Hjjlw/m3ONqo6q2hztOEXfmIsMeTG55ITnxOqe6rYvajrCUUkyiYUkSibGFn2r1Ws4nsZN24cr732GuPGjdvTU9n3OfZYGfXS2kr8xo0c2d4FHVH8FBkxc9JmWNQWBQnNMMoM0U4YOxZ2syPcLpvIyYGrroKf/ASWLoVvv5URGz4flJbKqEHDGFRLMB5IAdqAjwbsrl7TmC0E6DqdA6KGqjZtGiQIDneE4Ma2jdzy+S2yEQLQ7mgnJSaFdJEeJgiOto2mqa+JHnfPiNdx3NtQfkIRyfRx05k+ZTp6lE5DbwOb2jfR7ekGZLRtUBAkRkbRCU3Q4+4hLyWPtLQ0mpqaWLdu3aD9Xrx8OU9lZrJk1kxuj19GqbmTWL8Jq9BoM7txRRuM9seyxN7KJf/4hxSVjjhiu+ddU1PD4Ycfjs/nY8uWLaHnKyoqKCoqAmSEYJCTBgiOKaSQl5y3Ix/TfsVO+QmzGY46Co48UpagqKuTN5eiomDcOHkOHEh9vYwEzMgAwyC5uxu8XikI6rrczu8HhwP+9S9Z1zZCaNob+ab2G76o+oLs2GzibHF0u7v5fPPnHDP2GBaMXsC8nHm8VfoWX/3tK5xr5TVDTFIME+dPZP0b66lbU8d0y3T0bpliO3r06K0ea8wYWepia4LgsmXLePDBBykqKmLTpk1hr+3o+Xcom1i5ciUABx54IFdccQW//OUvsQRuBJrNZnwDmpEtWrSIn/zkJ0yfPp3MzEy2B5fPxdc1X/Phpg8pbS2lx9OD3/CjaRpCCGIsMSRFJ3Hc+OM4etzRjE8av0PvSbFrqOsJRSTKJhSRKJsYWZQgqAgjKSmJc889d09PY/9g/nxISpICmq4j7DGsnZoCBTJpuCVOo3pcMmM6DLkwstngZz+Tv3cjO2QTKSlw5pnyJ8j110NVlVyQ9fX1pw8jmyifAzwOPDpgN18bBifpOnpUFB1ud2ibyocfhnnzaG8PxX8MuyD4VfVX1HbVMiNdFqT/aPNHtDhaMPeGu8ue7h5yRuUQY4kZ1uP/EFB+QhHJoRMOZe7EuXxW+Rmdrk4cXgcmzYQhDAyPIWsCAERBUVMR7Y52EqMTOWnCSRTkFNDU1MSSJUtC+4uzWukJ3Az4qrGRjzvrKE5pJ8qAKKcHi6FhtVnpsHnpFB6y7UngdsMTT0jBJ2b7vpdXXnklNTU1occ5OTl0dXXR09PDp59+CvRHCCp2jF3yE5om69JOnLjtce++K284padDczMpMTHQ1UUbyHOl1SoFxcxMGa3+zjtw4IGDOxjvZXS4OvALP3E2GaUab4unrqeODpe8GXZQ9kEk1ySHxECA2LRYUvNSscXbcHe7meCYQE2jtO3c3NytHuv7BMFrr72WVatWhR4fc8wxXHjhhVx66aU7HKE/0CaWLl3KfffdR2dnp3xPgRR9y4CsgBUrVvDJJ59QUlLC888/z7PPPsuzzz7LiSeeuNVGJAMpbi7msVWPUdRUhK7ppMWkkRqTGurybQgDh9dBp6uTZ9Y8w1ulb3HO1HN2W41mhbqeUAxG2YQiEmUTI4uqzqsIo62tjeeee462trY9PZV9H7dbRi74/aBpvDXOzV+m9X/uXl1w04xm1qYNKAw0YOG6u9hlm9B1GbXjdvcvwgaIghcHfq8ZsMk9wHOGAS4XHQMiCquKi+H22+morw89V1dXh9/vD4si2FW0AYvFeFs8Vt1KR0t72JjOzk6OG3/cfplmpPyEIpKS2hJWlq6kzdGGx+8hyhyFhoZYKuAvgUEaWOOsaGjU99bT3NdMVmwWCxcuBOCZZ54B4JDZs2k5+mj+b0BU0xsVlejoJHjN9Bh+tnzso+kzNz63QY/m5UhvFowZI33k8uXbPe8VK1aEPT7ooIOYMmVK2HMDIwQV28+I+4m6OhmNnpEhBUGzOZQy3Ae4DQOammQdW79fnovefx+efFIKgx9+CCtXyjFDNL3ak2TFZmEz2aitq6WvvY+WvhaiTFFkxsqoOKvJSs93PWHbiERBSVsJiZMTAUhtT6WyshLYtQjByOdff/11jj32WECW7BA78NkNtIk777yTd955h6VLZXmOoCA4kAMOOIAbbriBhx9+OKyhyIcffrjN4wgheKfsHW789EbWNq1lXOI4JqVMIjk6OSQGAuiaTqw1lpz4HKalTkPTNJ4sfJKbP7+ZVkfrNo6gGC7U9YQiEmUTikiUTYwsShBUhFFdXc3Pf/7z760loxgGvvxSRjYsWEBTspXX01s4r7C/QPfYHrh0WR+fxbZgjBktU4WXL5fRdruRXbYJu70/Zdhmg4hisPOBoZLubgDw++kcsNjYbLFAQQEdgcgdkAuS7Oxs8vPzcTqdg3e0gxw++nCy7Fl8vvhzVhavZFLyJH6ZcAyuho6wcVPip3D+9PN3+Xg/RJSfUAyky9XFXUvuYn35ehItifiFH6/fi4GB+GyAWBAFXsMbarwRb43n8YLHmX/MfEAWjQYYa7Vi6+nhhRNO4N9HHQVAYU0rmf4YkrQYPCt0ujdAR4Gf7o+9zPWmcrZznIwG0zQp9GyHSNHZ2RnqbhzkhBNOCGu8kJSUtN2piYpwRtxPVFbKjsPJyTL6z+Mhoa8vdGHb4fGAxyObXH35JaxbBxs3wiOPyCYjf/kLXHcdXHqpjL7/619ll+Pu7pGZ7w5wcPbBnJR7Eh9c8QGvXf0aPc4ezpt2HgdmHQhIwWt18erQ+OxZ2fz41z/mkjmXcOHxFwJQuKqQkpISAKZPn77VY+XlyTPwpk2bBt1Y83g8tLS0AJCWlsZf/vIXkpOTycjICL0ejPDbHoI2UV5ezrJly8Lf8za6FcfHxzN//vztPs775e/z8HcPYxgGU1KmEGWO+t5tNE0jKzaLvKQ8vq37lru+uotOV+d2H1Oxc6jrCUUkyiYUkSibGFmUIKgIY86cOXi9XubMmbOnp7Jv4/PJhYfNBllZrFkwgQuK4OQyg6uBXODXBsyrhdNK/GzJTZIpT52dMCCtbnewyzbR2iqjA+12uTjzesNeDqYNR5INIAQdAxb261pbIS+PjtrasLFNTU1UVlYOWmDsDBNTJpJek07F0xWsuXkNp046lV9tycVokWJFfJJM4Tox50RirbG7fLwfIspPKAbyccXH1PvrufjUi5mQPgGbyYZf+GUzkYHEg1/I71GCNYEDsw6ktLWUhsQGkpL663Bmer0QHQ2axtGjRgGwurWN87rGY96i072qf79GseCepoNJFoEFf2qqFH16e7933hs3bgQgKyuLzZs3U1BQwC9/+UvOOuus0JjTTjstLGJYsf2MuJ8I1pdtaZFin9mMnpxM0JLaQDaxCpbZ8Hjk45wcmDIFpk6F8eNlenlzM7z3nmyQ9YtfyNTz8vI9FjlYXV3NX8//KwDeLi83HnAjvzjgFyFb9Hg9dDdI4fKAvx7Agy8+yEM/fYhLD7iUEw4/AYA333wTt9tNfHw8YyNrLw5g/Pjx2O12XC6X/E74fNz385+TP2oUnwbSci0WC01NTdx0000A2Gy20He2oaFhu99X0CZcLhdOp5PoaJmWm5eXt80oRoBXX32V66+/PvS4p6dnyHHlbeU8UfAEuqaTm5C7w9/fKHMU+cn5fFf/Hc+ufnaHIiAVO466nlBEomxCEYmyiZFFCYKKMDRNw2w2qwXQSFNdLSP9AnfZ41t7OLrcS5QX7gc2A+mA1Qe5bT7i1pfL7WJj4ZtvdutUd8km1q+HDRsgPl4Wi48QA4OMGeK5ZgCTiY4Bxy3r7aXH4WC92z3EFvD555/v+BwjeHndy7y35L3Q4xfWvsADzgp6/AYZCQmceJxsKtDdteejSPYUyk8ognj8Hj7Y9AEx5hiizFHEW+OJtcRi1s2hSMAQk2SKXowlhuSYZGxmG8lRyXxR8wVHH3t0aNiYYDdyIDc2lrz4eAwhaFzvpPS/XRg+yM+0kpcSj98nuPbLbwEwEAizSaaHbke0cLCr8aRJkxg3bhwHHHAAuq5z4oknEhOoQXjJJZcMx8e0XzLifsJul2nApaWyPq3DAT09/Z2GNU02FQmKgoYh7cI8oB6sxSJr+Y4eLUXC/Hy5r+eeg9/+Fv72N9gDKUrXX399KDIPINlIDvsca6prMHwGJquJU+eeyrHjjw29Frlgio+PD0u3jUTXdWbNmgXAtGnT2PLGG1z/3HOUNzRwSqAe8KhRowb9H0cFxPr6ASU8vo+gTQTr/5199tkUFxezZMmS77WT7Oxs/vrXv4a6fw9sAhTEZ/h4rOAx2pxtjI4PFxj9wk9jbyNrm9ayon4FK+pXUNRcRFNf06CbFzazjey4bN7f9D4r6sPLCiiGF3U9oYhE2YQiEmUTI4sSBBVhVFRUcPrpp1NRUbGnp7Jv09cnxbFA5ML04mbsgWAHofX/1jSw+CGuvlVuY7XK9KfdyC7ZxCefyEXa2LEytWsrpA34+/jA7wbAoethKcMCuOL991nV1YVV08hJTmYgA5sSCCHwbkWA3Bp9nj7eKnuL6Lj+YuKaV+P5lXK/Z5x/Punp6QD7dR0L5ScUQVbWr6Syo5JYYvnwow+J8kcRa4vtv2gbWGJTag5YdAu58TJyJyM2g4aeBiYfIRt35OXl8bPp08PqjC4I3Di5Ytky2pxuUtNsHHduHq8csRBd03irqopfa0s5L+kTLhz1LY+l11Dl2nqzA8MwqKio4OuvvwYG1wi0WCysWLGCd955hyOPPHIXP6H9lxH3E9OnS3GvtlYKfT4fWCwhQbDN78fl8eATQp5MNU3a1TbEMcxmGUE4fboUHP/3P7j2Wvjqq90WLbh+/Xpef/31sOciU9uDYva0ydP48zF/Dut0H0ztDXLeeed97zEHfgdu/c9/Br2enZ096Llgo5LaiIj9bRG0iTfeeAOQEbjTpk0jJydnu/cRFCKHEgRXN6xmdcNqxiaMDfkggaC6q5ql1UtZuWUl1Z3VtPS10NLXQlVHFd/Vf8fSmqXUdteG3cRIjk7G7XOzuGyxihIcQdT1hCISZROKSJRNjCxKEFQo9gQWi1yUGAYIQVxDGxpSBNSF/GLqQgpgOqC7XHLBE6zD90OgtVXWbUpKkildwQW+eXBz8/QBf48GEgJ/V/n9YRGCAP9xuQC4KDOTF+fOxWazcfXVVwNQWloKyAXV9OnTSU1NDesg+n10u7txeBzYTP2fsdap0VEnxcyDDz6Y1NTUwNvbdsFxIQQvvfQS5eXl2318heKHxvqW9XgNb+g7Y9bN5KfkY9JMYNDfXfj/gBT5Z7o9nVFxo0LjdU0nakYUH3zwAStWrCBpwgR5IyHArJSUsGPeccRcLvNPZVZaCilJ8rhfdzTixaBTOHkhvZE/LP8zhQ2FYds5HA5OOeUU4uPjmTBhAo8//jgAs2fPHvS+pk+fzqmnnrprH45iZNm4UTYWcblkbVqrFZzOoJlRKwTTHA7mdndjGIY8B1mt8uba96FpkJIiowbr6uCOO+D++8PsciQQQnBmICrv0EMPDTX82JoguLWGNzfddBNtbW08+OCD/PGPf/ze4w7s3vjse+8Nej0owg1kKEGwsbExVAt0a/T19VFRUYHZbObEE0/83rltbS5DCYKfVX6Gx+/BbrUDUgwsaSmhqKmIPm8fsdZYEqMTiY+KJz4qnsToRGKtsfS4e1jbuJay1rIwUTArNovVDaup6FCLUIVCoVDsmyhBUBFGXl4eixcvDhWZVowQmZkyjbazU0b8BcQyk5A19YI/wceALHTe0wO7+X+z0zZRViZTrXp7obFRiqBms4yyiGgsMjBCMA4YG/j7diFYFbgzP3lAVIcFeCQ9nSP8flxr1nDXXXcBsklAZ2cnTzzxBCUlJXR3d7No0aLvFe+CpNvTGZc0jvbO/o7C9bX1+NpkofVx48aFBMGB6VxDcdddd3HhhRdywQUXbNexf0goP6EI0uZoo9fdS4foYM5hc7DH2cmJyyE7LrtfDITQlzrOGscBWQeEdfq0mqx0u7s58cQTSUlJgaOOkr4iIL7MHBAJnB9n5WRTLDN9KbwfVQMyeJDoBhOZ/hhye01MS59Gq7ONB5Y/QI+7v87Ye++9x/vvv09fhCC0rWYGip1nRP3EsmVSpDMMeW7x+2WEoM8XihB8Fll+Y60QVLnd8maazSbHbi9mM0ycKBuXvPUWLFo0ok1Hamtr2bRpEwBvvPEGhx12GAAFBQXU1dWFxn2fIAiQnJzMNddcEzpnbYuTTjqJu+++G2DIaLihIvhyExPlnF97DRoaeOmll8jKymL27Nk0Ng4doZuXlxcS2o888kgSEhKGHLctsrKygMG1C32GjzWNa0iK6o+W3NS+iYqOCqLMUcTZ4jDpptB79Pf6EUJg0k3ER8VjNVkpby+nqrMqtH2CLYFeTy9lrWU7PE/F9qGuJxSRKJtQRKJsYmRRgqAiDCEEPp9PpUeMNElJctHb1iZFQZstTAgc+APIOkjt7VJIO+643TrVnbaJmhq5oK+slAswk0k2CjCb+9O3AgyMEIwCgsuX14UgmCA9sEfiESYTUS0tshB8TQ2xsbGkpUlZ8dVXX+Wtt94Kjf3Xv/7Fcdv5mZl0E5fPvRzN3T83S5eFvhYpIIwdOzZ0nDfffJNFixYN2kdRURFz5szhT3/6EwCFhYWDxvzQUX5CAVDUVMSbpW9S2VXJ2qa1fFf/HV/XfE23p5v8lHzM7kA0sAUwgwkT09OmD+r4OajW4IEHyhsfgQiggRGCC9IsNDua8WHwvq2G+HR5jA2Fbaz8YguG1YqWNYqD3WmM+6yAqn/cAW+8AdXVfPLJJwBcfvnlnHbaaaF9zpgxY5g/GQWMoJ/4+mvZEbi3V9b+i4uTkX8eDwgRihBcPWCTIpNJRvzp+pBR6t9LUpIsffHpp1IU3J4ow51gw4YNAEydOpXMzMxQN9+HHnqI8ePHs3z5cmD7BMEd5YADDgh7PHXq1NDfhx566KDxuYFo/Zq6OirfeScUqV9cXMw//vGPIY8hhGDx4sUAYd/BHWFrEYL13fV0ubpCzb6cPieVnZVYdSs2c3hmRctnLZTfWE7v2v7mQ1GWKEy6iU3tm/D4ZQ2XYNrxQJFQMbyo6wlFJMomFJEomxhZlCCoCGP16tVYLBZWr179/YMVu8bChbJJSFdXf+TCUGiarGXU3i4XyXPn7tZp7rRN1NXJtOFgipWuy5/oaPkTaBoAkDRgMzcQXhlQMmtATbFskCJjS4s8DrJTIsjFfmSa8Jo1a0I1BUtKSrZ5QpmePp1Mc2bocWJzIh63B13Xyc3NDYu2GCoV6+mnn2bNmjX92weiKPYllJ9QNPc1c8/Se+h0dWIz2YgiioaqBpp7milsKCQ5JplsS6DuWED/GxU3ivHJ4wfty+v3khA1IFLIYoFgCmNzM2nR0cxLSyEjyszJ2clkxWbRobup1x2MyZQ77+kTrC7oZkuTlVPeKeOiJ1dw7sf1pL74Fjz4IFxxBZ/+97+AFCLuuOMOLBYLZ5xxBpYBvkgxfIyInygqko0+HA7ZITg1Vd4wS0qSUXyaNuT5Y21UwAitVikM7gx2uzwHf/klPPCAjEgcZkqWLQNgSno6CBGqWQvg9Xq58sorMQxjRATB4Dk0yBFHHBH6+9hjj40cTu4hhwBQBSy8666wSPyXXnppyPPsypUrQ7V+jz/++EGvbw9bEwQ7XZ24/e7QDYfG3kacXifRluiwcR6fh/a3ZBZA09tNYa/ZLXacXieNvf0RjhbdQlNf+DjF8KGuJxSRKJtQRKJsYmRRgqAijDFjxvDss8+G6tYoRpCpU+H882VzEb8fEhIGpdJiMsnUYpcL0tLgN7+RC5rdyE7bREuLTHGOihoUEYjJFPZeBzoiF+ECYZCZA/7O9vtldEhvL2zeDMh03m1RU1PDVVddxbRp02TBdq9Xpn4N0bE4gX5xouCrAkDWS7JYLIPSrzweGUnQ3NfMR5s+4ru13wH9aYi2bdR8LCwsJDc3l+eff36bc9/bUH5C8WXVl9R01zAlZQoAPb4e0jLTSI5JpsfdQ3NfM5NjZaMQPUZnfNJ4jh539KDoQJ/hwxAGB2SFRydx/PHwf/8nI6hra/nmtDPYeMEFnDThSHLic9CFhgYkjYnl7DOTyRsrRb3ur5uZuroWt83E5lHRdI7PgqlTadY0Kjs60IDDZs5k9uzZbNq0iRdffHGEP6n9l2H3Ez098OijMrI+L0+eUxITpRDodMq/U1JIHqIL4RqPR0b1pabKiMKdJSYGxoyRkYKBTrnDhdHaQsnLLwMwpaYGvvhiUGOswsJCXnjhBZqapEA1nILgwP9TfHw8V199NWazmZNPPpmkpMFn5bHz5gFQ3t1NZaCO4PLly4mNjaW6ujoUzTgQd+B8Gxsbu9Nz31YNwQ3PbODd697F6/FS21WLWR/cldLT7gn9rSeFL4M0TUPXdOp66gY8OUQUs2LYUNcTikiUTSgiUTYxsihBUBFGSkoKP/vZz2QdJ8XIomlw8cVw+eUyYs7hkL+joqToZ7PJ3z6fFAXvuAPmzNnt09xpm6ivl3MPRmZERgtspY6Ti8ERgjowbcDjbJALQIdDLsz8/rD0pqFYvXp1qInAn37zG7jgAik4/PjHcMstsotkYLHi6nOFtgvWGwtGTwRThoO0trbS6erkps9u4o4v72DN+jUA/OY3vwnbfihOPfVU6urq+OlPf7rNue9tKD+hqOysxKSZSLen4zf8dFR0YPgNzGYzAkGfpw9/n/yOp6WksXDcwkFiIEBTbxNZcVkcNvqw8Bc0DX72M7jySoiKQisrI76uEbvDC319JHe5mdxhosXVRmqWnTknS3FhZVMPXo+foi2dbGr2kGhLBE2jIOBv8qOjiQ9EKI0ePRq73T5SH9F+z7D7iZdegnXr+sVAkL8nTZLnzq4uKQhG9dvZUYHfKxwORHQ05OeH35zaGeLi5PH+/W/Z4XgY+KbsG1Imj+WpQAfFaboOFRWceeaZaJrGSSedxE033QTAz372M0CWsIiPjx+W4wNYrVbuvPNODjvsMB577DEmT55MVVXVoI7HQcaPH8+ECRNCj3/+858zb948zjrrLAB++tOf8uCDD1JcXIzX66W1tZUvvvgCgLlz56Jvq9vzNthaDcFYayzNy5tp3dRKy6YWXD4XFn1w9K+/sv/aw+Q3DXrdYrLQ5+kLiYA+w0dy9FBxp4rhQF1PKCJRNqGIRNnEyKIEQUUYHR0dvP7663R0dOzpqewfmEzwi1/AP/4hC5ebzTJdzmKRYmB0NEyYIFOkTjppj0xxp23C6ZS/g9GAAwXBYAH4Afwo8PtKBguCJgIiYICYYMShYUBJCTz6KFedeir3nnEGgy/vJcFFCsAor1ce32qV+1i6FG69Fa69Fqqr6erqGrT9rFmzAAadjFpbW9nUvolN7ZsYax+Lq1WKiXMC4q3D4RgydUoIMWhB80NB+YkfBg6vgy09W0L1sIaTWGssfsNPl6cL53InxpMG7c+043JL+zfrZty9UmC3xdrQGCzC+AwfHa4Ojh1/LPG2IYQNTYMf/Qgef1x+N8eMkVG9LS1oXd2c5hmLNSsHz9gcrij3MkqTJQembm7j0qpOrivt5LKPlnHwm29y8ocfAjA3MRE++qjfPylGjGH1E4WFsqlHevrgKPmkJDjgABm919bGHKcTDZgL/BdZwrLBMKiy2WQkfuSuW1tZ394+6PltkpsLDQ3SNochdfjF/71IZ1t/B+MTxo6F2bOZPn06NTU1vPHGGyEhMMgpp5yyy8eN5JZbbmHp0qX8+Mc/BiA7O5uYmJghx2qaxvnnnx96fPnllwNw8cUXA7Bp0yZ+97vfMWPGDKxWK2lpadx2223ArtXtHBghOPDcmmZLw/DK0iJdDV1S0BtC+3U39mcF+HsG35jU0BCI0L6FEIxL3HYGgmLnUdcTikiUTSgiUTYxsihBUBFGZWUl5513HpWVlXt6KvsPmgZnnCEXO9ddJ2sETp8uFziXXQbPPCOj2fYQO2UThiEX7sG0YJst1EkZIWQkXoRI9irQDMxmsCAoCJUhAyBLiP40ZK8XHn+cxMsv57riYs7Yjnpg7qgo2ek5JQUyMmDyZFkwfu1auP12uoZYHB544IGAjKIYSGtrK7nxuWTFZrFuwzoAYhNiQ2HthmGE0qQGUlJSEvbY4XAMGrO3ovzE3o0hDF5Y+wLHPX8cxzx3DGe8fAafV34+rMeYnzMfu9VORUMFzreluCaqBS1rWrCarKTb02nZJDtxx6UPTtH0G342tm1kcupkzph0xrYPlpYmhcF//Queflr+fvJJDn/kHX51+LWc90EdozbUMsc0ePX/bkcHKwfUNps7apTseh5RZ1Qx/AybnzAMePZZmfIbEaEdIjUVDjsMsrKYAtQDy4EUIJiMvqy6GpYvD9W19RsGi6uqOPDNN5n+3//ycHHx9s9J1+U54+uv5c8uYtrY37n4WLudpFmz4KCDANnhNzo6mgkTJoSl7u5sU47h5JprruGSSy7h008/DZXJOPbYY/n3v//NGWecweTJk4fc7sQTT9zpYwYjBB0OB90DOj4PjOzvaehB13SMAbWHg3ia+m+Q+LoHi7l+4cekmdA0jV5PL1HmKCYkTxg0TjE8qOsJRSTKJhSRKJsYWZQgqAhj1qxZdHV1haKhFLuR0aPhppukMPjqq/Daa3D33VIY3IPslE309EixzmqV4l90dH9En883KKJCIG/kpwT+jqxWFJQOXwKuB04AuS+TSUYb1tbCpk1gNmMbkIY0fYi6RwA1vb20OZ0YXm+/MBkVJYXBjRvpamsD4KDAggz6BUGAG2+8MfR3a2srGbEZ/PmoPzOpXaYtHnTgQWFRFUOlDUfWV9q0adOQcx2ExyPrM+5BlJ/Yu3m//H1u+PQGVm5ZSUVnBZ9Xfs7VH1xNcfMOCB7fw+zM2Zw5+Uw6azrDnncXuRkVOwq7yU71imoAxhwUXvOl19PLhtYNjEsax42H3UhGbMb2HdRigaws2UwiOxvNbudHDUkc5UzDmjeR0239Yn2spnHngHqf548ezS8nT+aSiRP7/ZBiRBk2P7F2LWzYIKPytpXua7PJeoK6ThYQ7CV8VGCb9zweKC2FDz5g+apVWJ56ijM+/ji0+W0FBfRG1OzbJrGx0pY++mhwSYwdZNP6jQBkxcTwzIEHQnPzoDGapnHRRRcBUgw87rjjdumYw0FqaipPP/00CxcuDHv+4osv5q233mLDhg0sW7aM+fPnA7IWb1VVFSeccMJOH9Nut5MQiPQcWEdwYGR/R10H6fZ03P7BN+MGCoKGy8BwDxANBXj8HjJjM9HQaOhtYHLaZKambbskiWLnUdcTikiUTSgiUTYxsihBUBGGyWQiPj4eU2RzC8XuIz5epsalp+96raNhYKdswufrX5w5nVIQtFqlmOXxyMXTgAWUiPgZWsaDHwN/BTRdlwux4G+XS6Zbe71EDYjgW/OjH9H1k5+EHh+ZLGMP6/r6SH3hBe5++WX47DMIhqCbzRhZWfQEIvr+9a9/kZqayoQJE8jPzw/t55577uHss88GoCUgzj1171P89xHZxfTss87GbDaHogmHiv779ttvwx7/N9AB9Xv517/gzjthD94lU35i76TX08uHmz7k+k+up6m3Ca/hxWf48BpeNrZv5L3y94btWJqmcfncyzkpNlDKIPi1KwNLr4X3H3kfZ5cTS4yFlCkpOL1OmvuaWd+ynqa+JuZmz+WuY+5iYsrEXZvHJ58QHZvEuJzp/CI5naeSk6nIzaUtP59bUlP5W1oav46O5oW8PJ444gjiXS7ZLXZrkWaKYWPY/MRnn0kfHxv7/WMTE+W5YABnB36/axg4vF7o7OSO4uLQjSa72Uyu3U6H281bVVU7NrfMTFi9Wt6Q2gXWVkvx/I1x48g1jFB0YCR33303n3/+OW+++eZO1+Db3SxYsIBvvvmGrq4u1q9fz5gxY3bZJnJycgCoDnxuAJ2dnaG/W+tayYnPwaSb8Pn7xX/hE3hawksoDIwS9Pg9WHQLo+JG0ePuwRAGp+Wfhq79MD7rHyLqekIRibIJRSTKJkYWdYZThFFZWcmPf/xjFZKrCLFTNmGxyOi9jAwp2nm9ss6TpsmIvohoCi3iZ5slY3W9f/tgYxIhpADpcvGL2bMBmJ+RgUnXie/oYGxg4XRfSgrWASLrrS6XrAO1Zk2ooUil2YwALCYTM2bMoKysjMLCwkEnoWBzkdZAOuIbb7wReu3MM88ECDUsGCpCcMWKFQAceuihgBQZm4eIChnE6NGyqP2udMrcRZSf2Puo7arluo+v4+6ld9PqaA3riikQeP1eXi56mVVbVg3bMXVNRzTL4xx44oGYLWZ8Lh/LfreMxs8bAUiZmUKdo46G3gYMYXDGpDO497h7eeD4BxidMHrXJuDzQWurFIrsdvSMDC71ehnf1oY18J37fUoKj8bHYwlGAzc3w4IF8oaLYkQZFj/R1CRrvEZ0d98q6enyhprZHLqhdpAQ5AJ9wEKgyO8ncYCYlhkTw3l5eQAsa2zcsfklJMjyGP/7H7zzjmx88sorUsTs7d2uXfj9frYEugaPv+wy+MMfZLmQIbDb7Rx99NGYI0TPHwLx8fG0trYOy7kj2KF4w4YNoecGRgi6Gp146mpIMaLo8XSH6gF6271ggGbVsKTK8iJBQVAIQa+3l9SYVGKtsVR1VXHEmCNYOC48+lExvKjrCUUkyiYUkSibGFl+eFcUihHF5/PR0tKCT6VTKQLslE3ExcnoQI9HpvjV1UlBMCZmyGL+kXGQkX0/M0MDB4wc2KhE0+TfhsGhbjcbzjuP0cFoEqeTZSkpNOg6c10uDtF1lgaExESQomJnp0xzttn4MtDo4+CcHKxWK8nJQ3cXTA0sUFtbW/F6vdQEapL973//C0Uv2O12Ojo6BgmCQggqAt0k//3vf3PooYfS0tJCeXk56d8nVJx1lvzZg/xQ/ITD66Dd2Y7VZCUtJg1tL4i4HQma+5q548s7KGkpIT8lHwQsdy7HJ/r/P1GmKASCu5feze1H3c7MjJnDcuzCwkIAfnzEj3FVuKipqaGnpyf0+g2X3sAxJx6DzWQjJSaF1JjtFHa2B5NJRh8HUvwZO1ZGzg4lxOi6jOJKT4fTTx++OSi2yrD4icJCaG+X5Ry2B02Dww+XaeXr10NzM5rHwyFALfAtcCQwd0CX+9tmzybWZuN+YOmOCoJdXdL+HnoIxo0L7348ahQcfzyceaY8H251F/1CVtLllw9umrIPMVznjqlTp/Lmm29uVRD0ewyaSzaQE2PBnWKik04Six32cAABAABJREFUbAl422RKuCXFginahLfVi6/Lh9/w0+3uJikqialpU9nYtpH8lHwun3s5Jl1FpIwkP5TrCcXuQ9mEIhJlEyOLEgQVYUycOJFPP/10T09DsRexUzahaTBlClRUyN+dnXLhZLX2i3eRmwz4exxwGPA1MA14JrjP4LaaJsUArze8uYjNBq2tTJ45UwoAAbJNJrIDKcX/FoLxgedTQIqW7e1StExOZklAEDxq7NhtvsVghGBjYyMVFRX4fD7sdjunDxAbgnUEI1OGe3p6cAaE0aysLKZNm8aSJUuoqalhwYIF2zzu3sDe7ida+lpYXLaYTzZ/Qpe7C5NmYlraNE7NP5XDRh+2zwmDrxS/wvqW9UxJnYJZNzM+aTzFzcV0lHZAL2gzNCalTOKArAMo7yjniYIneOjEh3Z5oVtaWsqKFSvQdZ1zzz2X3//+9zidTurq6njooYfYuHEjl/3ksq12Kd1lNA2OPlo2XhJCii7z58uac263FPmFkL6hqwvy82W34ilTRmY+ijCGxU9UVcn/4Y6kx5rNkJMDZWUyhbi5mTnIjsMAnUBtoNnELXFx/F9WFk2B10o6Orjrm2+4JRC5vU2amqCoiH80N1MvBItyctCCXYy9Xvn6U0/BqlVwyy1SIByCYNdEu90+qGnVvsZwnTumBL7DJWvXyqjf+Hi6IrpPHlpsYe0sJ2mNfvS0ODqjW3E0yMWkJdmCZpHngZ62HoRHkBqTyvik8VR2VjI5dTI3H34zo+KG/p8pho+9/XpCsftRNqGIRNnEyKIEQYVCMTJMmQKLF0uRbuZMWWepra0/gmIbRdh14CsiIgcjxcCBzxuGfM1ikUKAw9Ffb8pqla95PGCxMM4wWI8UGkO9hIWA4mJwuykJdBg+eOq2i4jnBVLMysvLQ1EKkyZNCqvrtLWU4aZAepjdbsdutzN6tEydrFGdT3eZLT1buG3JbaxvXk9SVBKJtkR8ho9v676lsLGQS2ZfwgXTL9hnRME2RxtfVH1BWkwaZl2e0m1mGzPSZvDVH78CIC4tjoPmHISmaeTG51LaWsraprUckLVrDYteeOEFAE499dSQDUdHRzNx4kQeeeSRXdr3drNwIbz/voz+mzBBii6JibBli2w21N4um1HccIMUDzMzv3eXir2IDRtkFOiOEvx+R0dDfDwzBnSjBSgPRAj+1G5H0zQy29u5OiaGhxwO/lRczAkTJnDQtqK1Ozpg7Vq2OBxcHfDv5zc0cEBQELRYpCiZni5LUtxzD/zlL7JG8KBdSSEraStNsBQDEAIqKpgaOOeWrF5N9QUXsKWri84BEYIA+WWCk0Usz4zvwm92ENtrpnJLoH5gUn9RhShXFPkp+fgMH32ePk7NP5VfHPAL0u07UVagvV3eAI2LU3VKFQqFQvGDQNUQVISxevVqbDYbq1ev3tNTUewl7LRNHHqoXAw1N8sL4zlzZORGIDIjFNm3FWFm0LOG0S8GBsVBXZcLL5Cpv2az/D0wLTnYnEWIUPfjYNJiJ+A3mWSTASGgvp72wMIxbd68bb69YA2jjRs3Ul5eHvZckO8TBDMD4sQPTRDcW/2EEIInCp5gffN6JqdMJjs+G4Eg1hrL5NTJRJuieaHoBUpaSvb0VIeN5XXLae1rJS0mfPEZ5+6vMWmvsIcE0FhrLC6fi6+qv9qp47l8LlY3rGZzx2bWrVsHwAknnLDnbGLsWFlzLTlZpohWVckFuWFI8e/CC+Hjj+HHP1Zi4G5ml22itxdqaravmUgkug4pKdDXB4bBApMprFlVsK9sTqD+JLrO3xMSON9mQwDPlZTIRibB89VAvF4p8nV08F+XK/T0+qG6v1utMjJ19Wr4/PMhp7o/CYK7ZBM+Hzz9NPz2t0z6+GM0oMPrZc5XX3FoYSG/D5ThCLIROLYxhr+vSuVK5wwmm9IxBe4CJkZpJCTI87PWqxFrjWXhuIXcecyd/PGwPw4pBn7++ed88sknQ8+togLuvRd+/nO4/HK49FK44w7pkxTbZG+9nlDsOZRNKCJRNjGyqAhBRRg5OTk88MADoRpoCsVO20RKChx1lCywnpEhRcG8PFkTKrjICkbTDRQFIzoQh9D18O6RwS7DwQYmPp+MAjSM/v0LIReVNpsUCb1esFhI9sgoAQF0GAapbrfcT0ICHYEmIclb6fIYZOzYsZjNZpxOJyUlUmCKXNBtLWW4MVCnKiMjA/jhCYJ7q5+o7qrmu/rvyP5/9s47Pur6/uPP7+3ksncIhLACsqeKqKA40DqqldaBdaBoa8VatXVV3FbrHnXXgRV/DuoeVRQE2QkzBAgje49LLrnLzc/vj8/d5e5IIEBCAvk+edwjyX3nfe/NZ7w+7xGdgV6rZ49lD1urtxJjiOGUgaeQFpXGttptLNm7hFEpo3r6druEens9KOwT/itq2/4PNaxpwDbHRmS8tEeT1kSFteKgr9XqbmXBTwtYW7YWs97MprxNAGRnZ/esTUydCs88IwWXZcukh/CwYXDmmXDqqVLwUTniHLZNVFTI7/JQC8D07w8FBWCzkQDkKQr9gvqWTMCUmir7j4wMsFg40+Xi/xwO9hYXS0HQZJIepunp8qCSEpmnsrISFIUfXK7A+X4sKiJOq2XqwIHEOxxovV7IzMSl1zOnoIDke+7hxfPO26cKcl8SBA/ZJoSA11+HRYsgMZGIsWPJ2ryZva2tNATlgwQYqNFQ5PWyqKmJR6KiSBkwgis0Q7m4ycPxlv9SjZOLW6Jpdpl4C8jSZfHqea/SL7pfqOe4zQavvgp79mC9+GJmzpTFRWpqagI5hAHYtg0eeECmKrDb5fgjJgbKyqQQfNddcPzxh/jEjn1663hCpedQbUIlHNUmuhdVEFQJITk5mZtuuqmnb0OlF3FYNvHb38LKldJrZ/Bg6cXj9xJsp9rwfgkXA/3egv7CAgkJstqj3S7DBZuaZPhwXBxcey289570ENRo0CkKMULQBNQJQZLLBVotnqYmLL5LxMfF7fd29Ho9Q4YMYceOHWzcuBFgn1xpB/IQ9AuCAwYMAI4eQbC3thO763dT1VJFpC6SPQ172L15N42LGmk4r4HxaeOJM8URbYhmU+Wmnr7VbqexPKjiZlMrGz/ZyEnXdSIv2n7YWr2V7374jvyX8/F6vbhbZD6u7OzsnreJAQPgqqvkS6VXcNg24XS2eX4fCikpbcWnhCAduBp4G9BpYNZEhZbYCMxeL2zfDqWlZPkSlu/1eOSxLS0yncT27W25al0uuRhlNFIWlOD8bZuNt7duha1bOUGn46u4OBJdLv6j0fBhdTVUV3PnTz/R/8wzQ26z3pemoqMCVscSh2wTq1fDJ5/I7zQxESwWRrrdtFdv8kSDARwOirxevnA6+W1tLSgKEenpNNvl93VZ0hQa9+zhLcBR20JGTMa+J3r7bXj0UXA62RaUu2rTpk0BcRCPB/71L9i8GdHYyM6oVrYJF9vL6vlLUjrG6mp46SWZNsVkOvjP3Qfo8b5Dpdeh2oRKOKpNdC9qyLBKCI2NjXz11Vch1dpU+jaHZRNpaVKM83hk/sDUVDm502jkyy/o+f9uL4xYUUInhH4PQr2+bVtkpFyBHzdOCgNTpkivoXnz5GD9+uulh0dKSiAPYaLvdHX+87pcWIJCjeODPD86YujQoQABD8GIsFxXHQmCfg/BozVkuLe2E5urNlPYUMjOup1UNFfQ9GkTNIBjoQOHx9HTt9ctJEQkgACPN9RLprZEeroaomSRgsayIIHQ00p6dPpBXyvaEE39unqcVmdADIyIiKB///691iZUeo7Dtgm3u23x51AITjHhez0GXJMJr42Ek1yCbdoG6eG1axfodGT5vPQKXS5Efb3suwwGmRuuulp6m/v7HkWhor2QYmCN280zNht4vby0rS1Fwc/Llwd+v/rqq5kyZQqlpaVA3/AQPGSb+O47KRAn+nruqiqOC/IMnB8VRT9fxMEZHg9Tfe+XORxy7JGXB8uXU+frixMjIkgbNgyACn/hmjDe/fZbTmhooMTjIa8+kHE4NGRt82ZpP3Y7zQZYqnNw8e4W7m608V5NjbSXoiJYs+bgPm8fQu07VMJRbUIlHNUmuhdVEFQJYffu3Zx33nnsDsvFotJ3OWybOOMMuOQSOZmy2aTHXnDVyGBhUKeTL72+7Xe/YAjyOK9XbvcfBzLcy2SSk7Rx4+CFF2QC96uugoED5cQyIgJGjpTJviMjQwVBnQ7i46n3reBHabXoOzEJjfUlkHf5xMNwQbCjkOGOPAQtFgtNYcnveyO9sZ2wuWwsLVoKyKIaOo0Oxdb2HXrKPQghaHI0MTZtbA/dZdcztf9UksxJ1Nja8pfV2GooKSwBQDNI/t+pLq9mU+UmihqLMGgMnDrw1IO+VnZiNpENoV6ww4YNQ6PR9EqbUOlZDtsmgvPFHipmszyHL71EmsHALS4No+thbBUMt/oEm4gIMBoZYLOhAK1AdWOjrBRcVia9zT0eqK0NLEp5hKDKd2/jfP3FhSYTd/r6kZ0mE40DBpDrS0MBsGzTJnbt2oWiKLzzzjusX7+ejz76COgbguAh2URxMaxb1xY67nLB5s1MCCrgdVVrK5t1Ov5jNHKNyUSybxGxRlFk+G5cHE7A6hNwE91u0n25KWtaWnCvX7/PZa/64gvWejws0OvZmpUVeD9EECwrk1EJQtCEjvk72hYV17hcbdEQPtG3u7G5bPy09yc+2PoB3xR8Q62t9sAH9TBq36ESjmoTKuGoNtG9qCHDKiGMGTOG8vLy0PwoKn2aw7YJjUZ66gF8/LGcoNXVtVUG3t9xwQRXEjYY5KTAaJQJ530edjQ2SgEy/NjYWDnha2yUx8bGkuhwgMtFnaLI/IbR0TT4ksIn+PY5EGZHqNdZuCAY46soaVm/XuYSmjABIOAR0q9fPwCio6OJj4+noaGBkpISRo3q3fntemM7kVedh8VuoX9Mf/J/ysf9ixthabOv7Uu2o0nXEGOMYeagmT14p12D0+PE4/WQEJHAaVmn8cHWD0iKTEKn0bG9djvOJpkn05nmhC3gtDgpbCzEUe9gXOo4xqSMOaTrlu8uD/n7yiuvBHqnTaj0LIdtEwaDFAXDcsQdFFlZUtRzOuXCkKIwrlLQqtegi09EZ3PL96OjwWLB0NREf0WhRAgKgdTgnLaKIvMKut1c53azxOHAiyyA9ZPRyEKtlt+lp7PCZoPycko9HlY3NuIN6udW5ufz8ccfh9zizp07gb4hCB6STZSXy3Qfvv6S4mJoaeESkwmrx8N0IRjhC+O+3NcHJ2m14HJR6w/pVhTqDdJbWgHi8vJgyhS0iiKF3c8/J6ODvMH1xx9PWdB3uHXr1raN/kXL6Gg2VJThDBrSbFfccnxisQSiHMrLyznppJO45pprWLBgQeefwQGwu+y8sPYF3t30LlXNVXjxoqCQGJnIr4f/mr+f+neijIdQnOcIoPYdKuGoNqESjmoT3YvqIagSgl6vJz09Hb2/cqtKn6dLbEKnk5X3/vY3GD5c/u0L3T3gZM+/wg5SADQa5QROq5Xi4LBhcjJntUrRb2Y7Yk9MjCwu0NIir+12k+ibONRFRcntTif1PiExISFBvrc/li4lKicn5K1wQdDvAVi1ahU89pi8PrBnzx4ABg8eHNj3aAob7o3thEd4EAhGJI3A9bELUR4qNhcuL8Rqt3LF2CsYldy7BdeOEEKwqmQVDyx9gEs/vpTLP7mc+d/MJykyiezEbCkEepy4vC48Vvl/RpchJ6LCLsAJEboI7C47K0tWHvT1S0pKsFqtaLVazjvvPM455xzmz58P9E6bUOlZDtsmUlNlOogwD+uDYuBAWVwkIqItLYXBgCkmAd2YcVIsNJlkH9PcDEIwwnfoicDDSG9BIOChvsTl4k2vl0KfSJSiKMQrCvNjY0nV6ejv+7xlLS2s9KWHmOkT+7bt3h3IORtOXxAED8km/J52fq/9Opnow6DVcoNezwj/+ECjCRQUS/btWxM0vqjz/R6v0aBtaEBbXEyKr8+uXLlSir0+6oNChE3x8ZQEefiF9NGjRsmoh5QUtvkCFnS+VIEFHiHtNzISRo8G4KmnnqKoqIj777+/85//AKwsWckFiy7gsRWPUdJUgkDIimkCqpureSXnFc5YeAarSlZ12TW7ErXvUAlHtQmVcFSb6F5UQVAlhKKiIq677jqKiop6+lZUegldZhMaDZx9Nrz2GkyfLr0//N4X/lxR/r/9IqB/MK/XywmdXi89PUAKg0OGyAmfEDLsa9y4wMB7H846C5KS5HlaW0n0TRjqHA45EWhpCQiC8RntJBgP55dfMAcllIewoiIeD2k+j4RKl0tOZpYtw/v99+z1C4KDBgV2P5oEwd7YToxIGkGMMYYtJVvkZMhHxLkRaGI0uK1upjZN5YoxV4RWkjxK8Aovr+W8xt9/+js/7P0Bj9eDgkJeTR6vrH+FCF0EI5JHsLthN4pQEM3yISiJCopRfl5Di4ET+5+ISWfi213fHvQ9bN++HYDhw4fzxRdf8PXXX2Pw2XhvtAmVnuWwbSI2VqaDsFoP/SZMJplfduRIea70dFng6oQTZH/gL1rS2hooGHJ5kDfY34F5Yad8McyzXePvt3xeYBl+bzC3mx0+YWlWXBzpCQl4vV7+7//+D4CHH3445DyjO+q7jiEOySaiouR4weGQz9lul387nW2h3P423WYDu51kX99c09oqPQydzoAgmKjVyuPLykj3CYIV9fXS89DHrl27Ar83NDQE8v5CWGqPAQPglFOgtZWyaFkUJjPTCEClw01LURFMmiTtj33ThxwuP+z5gQeXPsiW6i0YtUa0ipYWZwvNrmaaXc148WLWmymoK+CeH+/hx70/dun1uwK171AJR7UJlXBUm+heVEFQJYTW1lby8vJoDVopVenbdLlNpKfDG2/AmWfK3yMj5WA+uPKwokjxz2iU2w0Guc0fohsVJT0NR42SQmNZmQz7vfHGfcOF/YwaJUOX09PB4yGxuRmAOqcTiopobmjgj76Q4fiYmAPnrUpLIyrsWhGNjbBoETzwAMyZQ9p77wFQ6XDIe3zsMcrvuQeny4VWURiwYAE8/jj8979k+tzgjwZB8Ei1E1aHlSbH/nMqtrpaeeTnR7j121vZsnULO77cEdg26q+jmHLJFC6acxEAv3z6y1EpBgJ8t+s73t74Ni3OFoxaIx7hIS4ijmEJwxgYO5BNVZvIis3i7lPuZmL8RPBp6dEJ0ejj5Ypqti6b5Mhk4kxxFNQX4BXtF0ToCL9tZgXl0/Kj9h0q4XSJTYwcKQWgwyEqSqZrmDFDvk4+WYqD4blpfd5ls4HgJaGFyDDTmwEHEC6pVPh/8XkupOl0aAA3kOPLH5g5ahTH+3Pg+Tj33HNJTk4O/H3KKacc3uc8CjgkmzjuOOnlWVXVNg6Ij5djA49Hfo/+HMJCgMtFki+vb60QUlAuLZWLf/gEwchIaGkh3WcDFVarPL+PLVu2BH7fs2cPDQ0NIbcUMin9wx9gxgx2+va5UzeERJ8ovGvoULj11oBgWWNvy/W6q7xNdDwUtlRt4fk1z1PfWo9G0aCgYHVacXvdeLwePF4PNpcNt8eNXqOnpqWG59c8T1513mFdt6tR+w6VcFSbUAlHtYnuRRUEVUIYPnw4q1atYvjw4T19Kyq9hG6xifR0uPlmOdAfO1Z6bMTEyEG9PyePf3DvdLZ5BZpM8tgTTpACn1bbVqzkyivBV/W3XbxeeXxDA9TXk+jzFqgDEILZLheNPhEwdts2+MtfYMmSwCRxn3NlZGD2JY/3E/HYY/DEE/DTT2C1kpYgPQYqvV55vyNHstdXWXhgZCS6ujr46it46ikyVslwnrItW9q/Zi+iu9sJIQTvb3mf3//39/z+v7/n7Y1vIzoQaP/xyz94atVTfLTlI4qfL8b7k3x2mSdlMvuc2Txx5hM88McHAFi2bBmvv/56oAjM0UJjayMPLnuQnfU72WvZS15NHmvy1vDhfR/y5T++RLErpEels7ZsLaNTRnP98OsB0Jl0nDX8LFIypBDhqJETYqfHiUlnQuHgxNGSElmoxF8EJxi171AJp0tsIiurTbA7XIxG6SHuXxQwmeR7LldbgSohMCsK2wAL8CRtA+UXARPQBCQA3wBG4Fn/+X3n0CkKab7fd/nSRGReey2n+q/hY9iwYXz88cfExsby0ksvoeloMesY4pBswmSS0QVWq/yuhJDPOjZWfn9mc1tuYV/kgV9mrYFAmpB63yJgor9QmRCk+76TSpcrEJHw5ptvcvvttwcu7/cW1Ov1jBs3DoD//e9/bfcXEwMLFrDT5204bNgwBvmE3qJf/7qtGApQVl0W+H31ttWdfwbt8OmOT6m315NoSsQrvNjddrxeLyigVbQoioLX66XF1QIKxBpjqbXV8tmOzw7rul2N2neohKPahEo4qk10L8f+6MNHVVUVw4cP3+e1ePFiAPLy8rjyyiuZMGECM2bM4Mknn8TpFyE6cTxAfn4+c+bMYfz48Zx++um8++67Iffg9Xp5/vnnOeWUUxg/fjzXX399YIKlotLnOP106dFnNktvjRNPlIJeQkKbV6A/VDg+HgYNgqlTZS7A9HR5juJimbB7zhy4+OKOr1VZCQ8+CDfcAFu3gtcbqDJcD9iB4ADKizMzZRGQhx+Ghx6SIUd+vF4Z9vzEE5jDwn8imptlfqOICMjIIM2XQ7DO4cDlm9Du8oUaDYqLk+FGxx0Hxx1Hok9cbFi1SnoUBHko9DW21Wzj7Y1vU2evo8nRxPtb3mdj5cZ2911fvh5HmQN+AFra3n/vH++xYMYCTuh/AtnZ2YG8I/PmzcNgMPDyyy93/wfpAtxeN/f+eC/5tflE6CKIN8UTZ4rD+p6Vls0tlK8s5/O/f06MNgZLq4WNlRvR2n3CRIwOs95M4kBp7XV76/B4PTQ5mjh90OkH7S25P0FQRaVbGD9e5mgLyunWZeh0su9xOqWwFJTbNgaIBW4D9gJ3hx06A5gFWIFb/OdqapL9UW0t/cMWMAZERjJr1qzA39nDhhEVFcWpp56KxWLhj3/8Y9d/vmOJM8+U+YL9FSaDi5L52zF/NekgQbAeaPJ4yPN6ZTQAPkHQh1+4rXC5ICICj8fD/PnzsVgspIR5dKalpZGYKNvS22+/PaS4SLPLxd4K6Ss68rXXyJo2DYDCioqQcyjNbW3u+8+83+FC14EobixmTekaUs2p6HV6FBRcHpfv0XhlHlmvFDj9P/VaPanmVFaVrKK06chUPVZRUVFR6f30GUFw+/btGI1Gli9fzooVKwKvc889l4aGBq699loGDx7Mp59+ykMPPcTixYt59tlnO3U8yBwj11xzDZmZmXzyySfcdNNNPPnkk3zyySeBc/zrX//i/fff56GHHuKDDz7A6/Vy3XXXhQiPPc2mTZtISEhg06ZNPX0rKr2EbrMJRYGLLoK//lUmj29slAP+M8+UYqE/vOv002X+v2nTpICm18tJ17ZtUni75Ra49tq2SUE4O3fKYib/+Q/U1AS8CwI5BPF5EQB6wKsonNfUBNnZkJYG330nj8/Plzt9+y0sXAjV1US1tIRcKiI+Xp5/2zaoryfBaETnu0613c7He/Zw7bJlAIzzeQ8CoNGQ4AsZblAUyM2FO++Et98+vIT63UR3txMlTSVsqd7CxoqN5JTnUGgpxNJqaXffEfoR2P5lo+Xntu/igQceCAm/0+v1aMO8c1555ZVuufeuJqc8hzVlazBqjUTqI0EBZ5UTR3FbhevGvY1s/u9mFEXB4XZQWyPDFCPiIihoKCA6MxqA6j3V5NflMyRhCLOGzmr3evtjf4Kg2neohNMlNtG/v1wIqq7uuhsLJiNDeqDZbHLhSavdxxsxE3gEmBP0nr8erd5fqESnk9XuzWZ52qD+SKcopD3xBMfZ7Qz1LRI98c9/ds/n6eUcsk2kpMg+cfBgKeDabG19vl9Uc7vlNkUhAQL+z4O9XkYD//N5ACYE9QXpvoW4co8H+venuLg4kOdvz549xMXFBfZNS0tjwoQJgb9zgoqKbdmyBSEEaWlppKSkBNIq7N27N+RjNNS0hR5/8/U3LPONBw6W1aWrsbRaSIxIJCkiCbPBHNjmxYtABH5qtVr0Gj0p5hQSIhJoaG1gTemaQ7pud6D2HSrhqDahEo5qE91LnxEEd+7cSVZWFikpKSQnJwdeJpOJnJwcLBYLd9xxBwMHDuSUU07h/PPPZ/ny5Z06HuDDDz9Er9fz4IMPMmTIEH7zm99w9dVX89prrwHgdDr597//zfz585kxYwYjRozgmWeeobKyMjT0oIdJS0vjrrvuIs0X1qii0q02oShwxhnwzDPwq1/JXFEFBVIc1GplKE5UlAzlqauDwkLIy5PbZ8yAp5+GX/+6YzGwsFB6+O3cKUON/EVAvF4SfZOIYEEwGd8koqxMio4xMTKHVWGh9BbcsQNefRX27IGaGsxh1a4iFEXer8MBJSVohCDVt09FWRmzf/ghsG94Pql4o0xEXu92S69BnQ5ef10Kpn4xspfQnTZRZ6vj8+2fU99cj3WnFavNiqXVQkZM+4VeBlsGB/LljTl+DJWVldx333377BdewbOwsPCQvTOOJD8X/QyASWfC5ZUeINaNssiCeaSZ1N9LgWHL51vwODzER8QHEuCPGTyGIfFDcCbLRSdLkYUT+53IgukL6Bfd76DvpahY5s3y5yQMRu07VMLpMps44wy5ENQdiyPR0bK99aeoSEyU3untMCno94nBG7RaWUF+1y5ZqVijoX9Qgan+UVFoU1NR8vP5OiuLH26+mQt/9auu/yxHAYdlEyNGwCOPyMVBf1Vof05Bf37hmBjQatEBJ/gOq/P9XOITehO12oCIODQ2FoD81lZITw8UTho9ejRms5mxY8eG3Putt94a+LuwsDDwu3+S6g8p9guCwfv8+OOPgfP7qQjzIOwsDXYpLCqKgl6rZ1DcIAxaA15CxWyBQKfRkR6dTqwxFo0ip30NrQ37nLOnUPsOlXBUm1AJR7WJ7qXPCII7duxgyJAh7W5L8HnqLFq0CI/HQ2lpKcuWLQt07Ac6HmD9+vUcf/zx6HyJhAFOPPFECgsLqa2tZfv27bS0tDB16tTA9piYGEaOHMm6desO9+N1Gampqdxxxx2k+laxVVSOiE2kp8Pdd8NLL8F118nQYbdbhvqWlMifTqesKPz738Nzz0mhr53iBgEcDnj+eSneJSRIETEoF5U/ZDhYEAxIdK2t4B+oa7VyIlJYKIuSrFghzxMXR1RYsvtI/zVMJnnPmzczxCdC/m/lypB9TwgTBBP8gqDDISenaWnSY3LTJvj736EPtBPVLdXcveRuluxdglgt4B0Q7wnidfEkRiS2e0zOauml8be//Y3NazZ3eE8LFy5kwIABfPaZzJ/U1NS0T6L43khVSxUxxhiSIpOwu+wIIWjZKb0ho0ZHETc5Dm2iFlezC/dWN1P6TaGgoACA40cfz8u/epmXfv8SEeYIPA4Pp7lPY0hCx31ZRzidzoAguKh4EVZHaOVXte9QCafLbGLSJOmx3V0pVjIzZYV6f4GruDgZQhzGcUG/BwRBRZF9hMcjRUG9HnQ6+vvTWgBZUVFSeBw2jGH9+zNz40Z4550DF646Bjlsm8jMlItz48bJ/rFfP/ldJSTIPjMhIVAs5ooOTpHY3CxD0I1GxvrGEAVWK7bW1pBK6kDIPCAtLY2MjIxAdejgwiKbN28O2X9Q//4A5C9bhvfuu2HZspC8hH6afXkND5bwglCD4gaREZ2BJmxap0FD/+j+jEkZE0gRoaAEwoh7A2rfoRKOahMq4ag20b30GUFw586d1NfXc8UVV3DSSSdx2WWX8fPP0vNi4sSJ/OEPf+C5555jzJgxzJw5k9TU1BAvk/0dD1BZWbmPau3PP1JRURHw2EgPGiT69/FvOxTcbndINbRt27YFwrpaW1vJzc3FapUTt6qqqhBX2x07dgQGNC6Xi9zcXEpLS1m6dCl79+5lw4YNgX0LCgoCoQ8ej4fc3NzAZLquro7c3NyAt83u3bvZ7cvzIoQgNzeXujq5RtvQ0EBubi4eX+jG3r17A5NXgA0bNlDjq/Ta2NhIbm5uoABAUVERO3a0VRDdtGkTVb6qcFarldzc3ED1oZKSErZt2xbYd8uWLYGV2JaWFnJzc7H7xJyysjLy8tqqruXl5VFaKvOr2O12cnNzA4O2ioqKwMAPZN5If+VNh8NBbm4uTb4ccVVVVWzcuDHkeftXi/3P22KxAFBTU0Nubm7I896zZ0/I86735VCqr68nNzdXJo9GhrX4k14D5ObmUuurbOh/3m6fKLV371527twZ2Hfjxo1U+0KxmpqayM3NDYSwFxcXs337dqxWK0uXLmXVqlUBW21ubg553qWlpSHPe+vWrZT78u7ZbDZyc3MDYTjl5eUhuXe2bdsmn7ei0JqWRu64cTQ/8QQsXEjN/fez46ab4MUX4Z132H7rrRSfcw4MH47T9wz9z7u6ujrkeVe89BKtP/8MQ4bgbW3F7Xbj9dmoQCaFB2gFCn2/J/u2ebxe3D77bnU4qKmrw6vTQW4uHrsdR2QkNDZiDgsZNjU14S4rw+vxgN2OZ+dOfuW75j+CUgOMjo8n3WCgprY28H/B4PtZ7/N0qKuro8XjgeOOw11djeWvf6XVF15UWlq6j82Wlclk5X6bbfHdW0VFRZe2EY2NjVitVj799FNWrFgR2Lcr2ogvd37JhvINDDQMROT4JsuFUPJOCYXV8lsKbyOWLFkCyAqd+2sjjj/+eD799FPOOuuswIDixx/b6oX21jbChAmnx0m/yH5ovBos9RZsO+T/JUOWAa/wYpgoPZrWvrSWK2ZfwZtvvgnA0KFD0Wv1JDgTuPzSywF4+umnD6mN+M9//oOz1Yk+Vo8pUXrG+9sIkG3wm2++GWiLuqWNoM1m/c+7srIy5Hlv37498LydTud+24idO3cGbNbtdofYbG1tbUibvGvXrkCb7PV6222T/f+X9+zZE9Kv5ebmBmzWYrGE9GuFhYUhNrtx48aAzfrbZIevTSguLiY/yFt48+bNAZv1P2+/zfZ0GwHSll5//fXAsYfcRmi17JgyBad82DgcDmpqawPteZPVGrim/7vzPweH0ynbWV9/abVaA/2u/7o2ux0yMnBOnYplyBA86elgNOLVaPD6Q4KBU4AJwEXIBSUBCI0GvF6E14vX5ZILTqNGEevzPAMYFRlJTU2N/M4TE7FHRtL09tvSo5C+MY7ws2rVKhYvXozVaj30NiI7G+uYMbTYbDLHZFQUDo0Gl/yg8nsBrgQuZF/iXS689fWg1ZLc3Ey8TocQgvT0dFavloU+RowYARDIGQiyKnRubi5JvvQeBQUFgeft/z8QFxcHQjBu/XoMCuxoaODZDxbheOABtvv+Pz766KP8+te/Bgh8dwfbRnhbvQghcDgd1NbW4hVekqOSiTXEYnQb0Vg1ROmjiNZH0y+iHzqNDpfbRU1NDW6vmyhDVK9oI2pqalixYgVLly7FarWqc40+PNfws3nzZnbt2sXSpUupqKhQxxFBz7svjiNqamrYsGFDYC66YcMGtY2gc22E92CKsYk+gMvlEqNGjRIXXnihWLVqldiyZYv4xz/+IYYPHy5WrlwprFaruPnmm8Wjjz4qtm7dKr755htx6qmnir/+9a+dOl4IIc444wzx7LPPhly3uLhYZGdni3Xr1olPP/1UZGdnC4/HE7LPHXfcIa666qpD/mz19fUiIyMj8PeYMWPEzTffLIQQoqCgQADip59+EkII8cQTT4j4+PjAvieeeKKYO3euEEKI8vJyAYhnn31WAOJvf/ubMBgMgX1nzpwpLr30UiGEEI2NjQIQH374oRBCiLfeeksAwuVyCSGEOP/888X5558feHaAeOutt4QQQnz44YcCEI2NjUIIIS699FIxc+bMwHUMBoN48cUXhRBCfPnllwIQ5eXlQggh5s6dK0488cTAvvHx8eKJJ54QQgjx008/CUAUFBQIIYS4+eabxZgxYwL7ZmRkiAULFgghhFi7dq0AxKZNm4QQQtx5551iyJAhgX2zs7PF7bffLoQQYuvWrQIIfM8PPfSQSEtLC+w7YcIE8cc//lEIIcTevXsFIL7//nshhBBPPfWUiI6ODuw7bdq0wHddXV0tAPHZZ58JIYR45ZVXhFarDex71llniUsuuUQIIURzc7MAxPvvvy+EEGLhwoUCEK2trUIIIS666CJx7rnnBo4FxOuvvy6EEOKTTz4RgKirqxNCCHHFFVeI6dOnB/aNjIwUzz33nBBCiG+//VYAoqSkRAghxLx588TkyZNFTk6OAERcXJx49NFHhRBCLF++XABi+/btQgghbr31VjFy5MjAeQcOHCjuueceIYQIHJ+TkyOEEOKee+4RAwcODOw7cuRIceuttwohhNi+fbsAxPLly4UQQjz66KMiKSkpsO/kyZPFvHnzhBBClJSUCEB8++23QgghnnvuOREZGSl3tFjET0lJYkN6uhDz5gnnqaeKehBurVYIRREeEB4Qet+c7gbfz8tBeBVFtICoy8wUYt48UXD66eIrEJ5+/YSIjxetGo1o0OuFiIgQ2/V6/9xDAKJCrxfNIDwREUKYzcKq14stQdsBcZxGIxovuUSU/OpX4hUQTZddJsS8eeK74cMD+9iuvVa8GxEhciZPFmLePFF5wQViCQjLGWcIsXGjuP3220V2dnbguQwZMkTceeedQgghNm3aJACxdu1aIYQQCxYs6NI24ssvvwx8p3q9PrBvV7QRN3xxgxj7xFjBBaHPDBD9J/cXTzzxhNBqtYE24rPPPgtsLyoq6nQbccIJJwhAZGZmBvbtrW3EQ+89JE7996nixH+cKPgtAo3vmUQgjHcbRdxjcSLpriSBsu8z81/noosuEtOmTROASE1NPeg24s9//rPQ+209FvHLtl+EEG1thBBt/89vuukmIcRR0EYIIaZPny6uuOIKIYQQdXV1AhCffPKJEEKI119/XQQPkc4991xx0UUXCSGEaG1tFYBYuHChEEKI999/XwCiublZCCHEJZdcIs4666zAsVqtVrzyyitCiDabra6uFkIIcdVVV4lp06YF9o2OjhZPPfWUEEKI77//XgBi7969Qggh/vjHP4oJEyYE9k1LSxMPPfSQEEKIlStXCkBs3bpVCCF6vI0QQoi//e1vId/r4bYRqy+9VIipU8Xu004Tr4BwXH21EPPmie+HDBFf9OsnxLx5QsybJ17XaMTWadOEmDdPFM6aJV4B0TxnjhDz5omlw4eL/6akBPZ9y2AQG084QYh580TZeeeJV0BYfvc7IbKzhVOjEY2KIkR0tBAmk3D5+g0BwgvCDcKj0wmh0QgPiGZFEeL884WYO1e8qdMF/h++aI4Qq0FUnneeEPPmiZxJk8QavV6IV18VQvSNcYSfuLi4gE0cThvx5B//KL6NiBDi7LOFmDRJ1Gi1oiouToihQ4XbYBAe33ckQDwY1i5+B8KpKELExAhHdraIC9qmKIoAxOLFi4UQQhx//PFCo9GIGTNmiNraWgGIhx9+OOR8P//8sxg/frwAxNSpU4UoKRG2M08Tl8XI7Wf2SxG5Q4cKQOh0OuF0OsVQ39933323EOLg24jbn7hdnPnumWLGizMEVyCGPztcpP4zVWjv0wrM8rrx98QLzW0aMfr+0WLe5/PEhW9cKPgN4qR/nSS2Vm3tFW3Eiy++GOhbcnJy1LlGH55r+ElKShI33XSTAMQbb7yhjiN89NVxxIsvvigMBkPg+z3++OPVNkJ0ro1oaWkRnaVLBMHKykrx6quviltuuUVcc801QghpVEuXLu2K03cJzc3Nwm63h7w3d+5cMXfuXHHfffeJ3//+9yHbVq5cKbKzs8W2bdsOeLwQQpx33nkBY/BTUFAgsrOzRV5envj2229Fdnb2PueYP3++uPHGGw/5c7lcLrF58+bA33l5eaK4uFgIIYTdbhc5OTmiqalJCCG/p40bNwb23b59uygsLBRCCOF0OkVOTo6orKwUBQUFori4WOTm5gb23blzp9izZ48QQgi32y1ycnJEfX29EEKI2tpakZOTI7xerxBCiF27doldu3YJIYTwer0iJydH1NbWCiGkgJmTkyPcbrcQQog9e/aInTt3Bq6Tm5sbaOAsFovIyckRTqdTCCFEYWFhoFMQQoiNGzeKyspKIYQQTU1NIicnJ/B8i4uLRV5eXmDfzZs3B/4jNzc3i5ycHGGz2YQQQpSWlgYaPyHkfzp/R2Wz2UROTo6wWq1CCNlQ+f/jCiHEtm3bRFFRkRBCNu45OTmBxqWyslJs2LAh5Hn7G2T/825oaBBCyE7b34n5n/fu3btDnre/o62rqxM5OTkBcXn37t2BhkcI2SnW1NSEPG9/47hnzx6xY8eOwL4bNmwQVVVVQgjZsObk5AiHwyGEEKKoqEjk5+cLu90uCgoKxNq1a0VFRYUQQgir1RryvEtKSkKe95YtW0RZWZkQQoiWlhaRk5MTaJjKysrEli1bAvvm5eUFnrffZv3Pu6KiIuR55+fnB563w+EIed5VVVVtz/uLL0TLpEmicfZsIebNE55zzxXOuDjh1euFUBTh9U0WTgmbKPzZP9GLiBBO3ySx9de/Fq1pacKbkSHEsGHCYzDISWBUlCiJigo5vik6WriiooRXp5MTyORkYTeZQva50WQS4vzzhePqq0X1xRcL99y5QsybJxovu0xofZORvZddJmp/85vAJNZ5zTWi+qKLhHvaNCGuukqUbt68j82WlpYKIdps1j+oKC8v79I2wmKxCLvdLlavXi1WrVoVYrOH20b85bu/iPH/Gi90J8jJtGaERkRlhz5jINBm5OXlBSZZLper023EpZdeKgBx2223BfbtrW1ERU2FuPnrm8XklyeLk+49KfAMUs9JFYOfHixGvDhCvLj6RfHBBx+It956S0yZMiWwj///4O7du8Xq1asD769evbpTbYTX6xU//vyjOOOMMwQgRo8eLX7++ed92gi/LX3xxReB++/1bYQQYseOHQGbdblcITZbU1MT0iYXFBQE2mSPx9Num+zv13bv3h3Sr+Xk5AT6tYaGhpB+be/evSE2u2HDhoDN+ttk/4SsqKgoMCYRQg7I/Tbrf95+my0pKenRNkII2Q9/+umnARs43DaibtcuIa66SjinTRPVF10kPNdfH2g7Lb/7XUDkq7n4YmG78krZfvvb2euuE2LePNF02WWi4be/Dexb+5vfiBbfvo5rrhHVF18sXHPnCjFlivAYDMIdESFEXJwQcXHCFRUl3FFRQpjNwqvXC2dMjPCYzULo9cKj1wtHeroQ110nxJlninVRbYtF/05B2GPMwnX66ULMmyea58wRllNOEWL2bCGamvrEOMLP2rVrxcqVK4Xdbj/sNqLwhReEmDlTiLPPFvbsbOFKShIiK0t4YmICfbwA8VJY/5Gj0QiPXi+EViu8SUniyeuvD9keGxsb+D+3Y8cOsW7dOmG32wNtxJYtW0L2T0pKEikpKQIQX3zxhRA7dwr3zJni6ZHpAhAj42LFNxMnCiAwuf7Tn/4kAHHFFVcE7Ptg2ojyinJxyze3iIFPDxSmB01C/6BeGB40COODxsB9xVweI0586UQx54M5Yt7n88Q1i68RE5+fKG7+8mbh9Xp7RRtRXV0tVq1aJQoKCoTdblfnGn14ruFn06ZNYu/evaKgoCDQD6vjiL47jqiurha5ubmBueiWLVvUNkJ0ro0Id0LbH4oQh5fE5NNPP2XBggU4nU6EECiKQn5+Pk899RRvvPEGs2fP5sEHHzycS3Qbjz/+OCtWrEAIwYwZM0Lye9hsNiZMmMCzzz7LOeecs9/jv/jiC66//nri4uL4Z1DluJUrV3LNNdewcuVKysrKmD17Nt9//z2ZmZmBfS677DKGDx/O/fff322fU0Wlz3HXXbB6tcw7BbKgyLJlMq9fUGL6j4DfBh32CHA3QHKyLFoSEwNr1sjqxHFxMnSsuFjmGDSbsQDx1rZcah6zGY2itBUviY8HvZ6YkhKsvqb2nzEx3H7mmTJ5fRgJ77xDg8+t33bttUQE5SQF5Hm3b4eLL4a//KXjYipHKQs3LWT+1/OxPGiBVoi8JpLjTjyOgocKaCptCuy3bt06Jk+ezC+//MLJJ59MVlbWPtUc98fDDz/M3//+d373u9/xwQcfdMMn6RpanC2sLFnJLyW/8O2ub9n13S7qPq4jemQ0o/8ymoSIBC467iKuGX9NIFn8xx9/zOzZswEZkuLPGyWEwGQy4XQ62bt3byDpfUcsL1rOeznv8Z+b/kNLpQwJ+emnn5gxY0a3fV4VlQOyZo3MH+t2y5yy3UVtLSxZItt6kym0oq3DIfMNJiVBebnsXzQaWQ156FBYtozCsp0MapZtfm4CDHUZiR40HE48UZ7HZpP90UsvtfVTKgeHEPDRR/Dvf8v8ja2t8vuoqZHfiY/wfr7YaGSARiPzPWo0MGkSjw8cyJ3//jcAN998M88///x+LitIT0ujqp3K11UPPUTKmWfCyy+zc+tWhufkEKnV8s/MTG7au5fzzz+fzz//nKeffprbbrutU9friBfWvMBt/7sNt9eNTqNDURS0Di32h2X4WdI1SZx/4fnoNbIIVK2tFovDwr2n3Mtpg0476OupqKioqBybHFYOwfXr13P33XcTHx/P3XffzUUXXRTYNn36dAYOHMhHH33E559/ftg3ejgUFBQwceJE1qxZE/L+1q1bGTp0KKmpqSGx4EDg70GDBh3weIApU6aQk5MTiEUHWL16NYMGDSIxMZERI0YQFRUVco6mpia2bdvGlClTuvTzHg4lJSXMnz8/EPevonLU2YTDISsVx8S0vafXy2TkEREhu54YdmigzEd8vBQAfdWEiY5umxAaDPJ3h2OfHIIau11OSqKj5bVcLtwaMOvahLvE6CiZ+Lwd/GIgwAZfbpYQdDqZRP3bb2Vxkx6iu2zCpDOhadLIxI5a8GZ5iTfFc9H5F4Xs588J4s+TcyBxK5xp06YB8Msvv3S4z6pVq5g5cyaXX355IC/OkcLqsPL2xre5/ovreejnh/hhzw8YtUZEmRQY9AP0RBuiuXz05Vw7/tqAGAjwm9/8hhdeeIGvv/46IAaCrEaZkSErNftzwHREbkUu/1jxD759+9uAGAiQPDy5w2OOunZCpdvpFps44QS4+Wb5e3Ex3VaYIyEB/MnLnU4CBakcDtm2+/LI4fHI92NjZdsMMjedS+FnA3wfAZl2iHDL9wPodPJYX56hvkKX2oSiwOzZsGCBFGL91YO1WrnNl/8xfOktUaeTfXxKihR27XYmBOWTvfbaaw9wWYXT+u1bpV2nKCR98w3cdx+kpTFw6FAUwObxsMZXudpfnDAuLi5w3AsvvHDQHz2/Jp9X1r+Cy+tCIHB5Xbg8LhxNbWMIl9NFra0WIQSVzZXU2mr53ajfMSNrxkFfrztR+w6VcFSbUAlHtYnu5bAEwVdffZXo6Gg+/PBDrrzyysBkA2Dy5MksWrSIhIQEFi1adNg3ejgMGTKEwYMH8+CDD7J+/Xp2797NY489xsaNG/nDH/7A1VdfzfLly3n22WcpLi5m1apV3HXXXcyYMYMRI0Yc8HiQk7Dm5mbuuecedu3axeLFi3n77be54YYbADAYDMyZM4cnn3ySJUuWsH37dm699VbS0tI466yzevLxhOBP2mkN8npS6dscdTZRXg7NzWA2h74/ZIgUBYMmZWlAsI9dYIhvMkFTE+zeLQXAYE89nS4gDurDPfS0WjkJcbnkpDEzkxbFjVnbNmmNHtS/U559OUGCoMvrxeFfbEhIkBPJN9+UlZN7gK62CZvLxtOrnubl9S9jq/R5cMaDTqcjITKBP/zpDyH7+xNb+5MQDzxIT6Hjjz8erVZLaWkpf/7znwPJrT0eD3fffTdz5sxh7ty5/PjjjyxatGifxaDupKalhgVLF/B6zutY7BaGxA9hVPIoRiSNwFMsbWD0hNE4vU7e3PAmb254M6TipKIo/OlPf2rXs72/r/KlP0lxR/xv9/+w2C3UrpA2aIw2MnTuUFaWr+zwmKOunVDpdrrNJs4+G+bPl+3o7t2ByvFdikYDEydK4c/rlcKd31swIUGKhBaL9FQ0meS+kZHy2KwszFoTJ7rhFCfEOTXoIswQXFTO7ZZ9Sdgi1bFOl9uEokjPzGeekWKxxyO/B51O9t1GI4k+MQ7ABESmpsoFQ69X9tlxcZzU0MBojYaLMzMZv317m5d/e3i9PJmYyEma0ClUemQkmlGj5ILgL79gnDqVDN/3u8JXkM3fBgcLggeLEIKnVz1NQX1B6PtWgahrG2t4WjxUNFeQV5OH2+vm2gnXMnfC3JCFot6A2neohKPahEo4qk10L7oD79IxmzZtYtasWYFquuHEx8dz1lln8c033xzOZQ4bjUbDK6+8wlNPPcWf//xnmpqaGDlyJG+99RbZ2dlkZ2fz6quv8tJLL/HOO+8QHx/PmWeeyS233NKp40FWInvjjTd45JFHuOiii0hOTuavf/1riNfk/Pnzcbvd3HvvvbS2tjJlyhTefPNN9Hp9jzyX9hg5cmRI1RoVlaPOJmw2KciF/7/SamHCBKiqkqIhoAdSAX+d7yEgJ4KNjVBSIr1BwgfuJpOcSGg0EBVFdGMjge7JbJbbbDY54Zg4kShbC4lffcruVhnGk5kUWo08mCdPPJHbfVUOgwXBOT/+yBdFRRRceikZZjMMGgQ7d8LPP8P55x/CQzo8utImXB4XT658ku92fUdaVBqp9lSKKEJJVhidMpqSxhJeKXiF9z5+jzmXzAGkIGi323nvvfeAg/cQNJvNzJw5k//9738899xzaLVannrqKR544AEee+yxffZfsmRJwKuwO7E6rDy24jFWl65mWMIwTDpTYFtLXQuNZY0oGoVBYwdhjDJS01LDe5vfw6QzMWfsnAOe3z8Zzc3N5Xe/+12H+zXYG7DtsmFrsGEwG5jz9hx2WHbQ6OhYgD7q2gmVbqdbbeLcc6Xw869/wbZtMnw4OrprrxETAyedBMuXS/FPUeTLV9EQsxkGDJA/ff+3AMjIgMmT0W/dKoVDsxlGjJDv+6mrk8JiO55mxzLdZhNGo3ym48fL571qlRT1DAYSvV4Zng0k+IVCkP10SgqkphKVlsYWhwOiouCVV2S/P2tW+9favJkMt5tfjj+e5+vrucVXTbWf2SztIzFRfu9ffskgvZ5Su509vsW7fr7Fp8MRBK1OK+sr1iOEQKto8QgP2ICnQNAmCLrtbuJN8cweNZvTsk5jSPyQXicGgtp3qOyLahMq4ag20b0cliDocDgwh3vhhF9ApwuUU+5JkpKS2p3o+Zk+fTrTp08/5OMBxo4dy//93/91uF2r1XLHHXdwxx13HPiGVVRUDg1fmFC76HQweTJ8/XXAA8AYtHkgSOHQ5ZKiodG477mChUZF4TOzmdNbWjg92ItQCOn5odGgNUWQKfSsRbaD/eotkNK+KHjb2LEMi4nhwv/9jxxfufu61lY+3LMHgB/KyrgqO1t+Dr0evvlGToyDQ9GOMtaWreWnwp8YGDuQaGM0kU3Sy2ZY9jDGpo7F7XWTX5vP8WOP54MPPuDSSy9l27ZtLFy4kPz8fCIjI7n00ksP+rqfffYZd999N8888wxLliwB4MMPP2x33yVLlnDfffcBsGjRIt5//30uuOACrr/++n32/fjjj7n99tuxWCzcfvvt3HvvvZ2+py93fsnasrX7iIEAFVsrAEgcnIgxSlptsjkZt3DzwdYPmNp/KkMShuz3/AMGDADgiSee4KqrrmLkyJHt7jep3yQW5UvP/swpmbR4W1AUKdCqqPQaZsyQoaKvvSYXR4xGKdB1VXtotUJZmfRAO+kkqK+XOVzdbinuXXCBbIcfeQTs9jZvP0WRAuCgQVJ0ioiQC0l+hJCLTrNn7+vJrnJorF4tQ8iHDJGC37BhctEsMpKkoLDyBL+3J8ixQmam/A4HD4YK2cbidEpxsSOWLZM2MHYsp9bWyusAJ7nd8nuNjZV5iL/+mtQw79WMJUvgj38kNjb2kD9qhC6CaEM0KKBVtOAFb5k3RAwEGBIxhI9mf0Ss6dCvpaKioqJy7HNYIcOZmZmsW7euw+1CCNauXRtSREOld7Nlyxb69+/Pli1bevpWVHoJR51NxMTICUFQPr4QkpKkZ4Yv3Cd4LxO0hRHZ7aGTOD9erxTkdDpwODhNUdgbFcV/IyLkRMLlkhNTv7dKczO6oATnyfX1+739SckyT9s2iwWb283XxcWBbUarVSa7b2qCtDRat21j6oQJ/PnPfz7AQ9kXl8vFiy++SHHQ+TvLodqE1WGlpqWGFmdbXrrv93yP2+Mm2iifV1O5LB6SniXD63QaHYkRiSzZu4Tjxh8HSA83f27a2267jREjRhz0ZzCZTIGUDrt27aK8vJwdO3a060Gxfft2eW9NTdxwww18+eWXzJs3L5DD0I/dbmfevHkUFRXR2NjI/fffj7eT4Yyt7la+2fUNUfqofcRAgKodVQCkj0oPeT/NnEaDvYGfCn864DXmzp0b+P3nn3/ucL9zhp5DpEUKs+4UN1UtVcwcPJPTsjpORH/UtRMq3c4RsYn+/WUOuTvukELM9u0yjDioeNRB4fVCdbX0OqyuhtNPh+eeg9tvh0cfhcWL4fPP4eWX4Zxz4NRTpZhUVLRvPkOjUeaqC+9HKirk+6f1vcIO3WYT/vbM7/03dKgM0bZaMdXUsFCv5xKtlke12rbiYkOGtIVxJyfLsUFlJaSlwf48wouKAuLvuMRE7klK4oGICB7RaMBf3MpqBbudxLCQ8H6NjZCbS0xwjmMIpK3oDHqtnrkT5hKpi8TlceFp8iB+3DeX5rjYcUeFGKj2HSrhqDahEo5qE93LYQmC5513Hlu3buWZZ54hvFixy+XiscceY+fOnczqyO1epdeRlJTEddddR5I/YbZKn+eos4n0dDnZam5uf7tOJycCPs+MfWRDj0eKif58gOF4vdKjICYmIPpleb3E+N9PSJChbH7PD0UJKUphbG3db86rfkYjqUYjXiHYtGEDK4I6P2tBgQyFWrECtmzhy927Wb1lC8899xz19fU8++yz3HXXXfsIVe3x9NNPc/PNN3P66acfcN9wDsYmvMLLmtI1PPTzQ1z53yu55rNrmPPfOfzzl3+SW55Lfk0+caa4ts9YLQOwo1Pbwv8SIhKwtFrQJ+jJzMzE7Xbz1VdfAXDmmWce9P37ycrKQlEUWlpaArlcJ0yYwKeffgoQ8Oaurq7G6XTy7rvvhuQv8Ycs+/nkk09o8IcTInMSdrb68ZrSNRQ3FpMW1b73aH2hFJITB4emyFcUhThTHP/b/T+aHE3tHRogOzubv/zlL0CbyNke0cZoNLXS9ufMnMPjZzzOPafcg1Fn7PCYo66dUOl2jphNaLXwq19Jke6226RAV1YmRb3iYunZ15HgIoTsKyorYdcueYzHI1MxPPEE3H+/9DrsCIMB/vhHKUbu2XPgIidVVVIsuuIKOMhUB8cC3WYT1dWh+Rj1epnXccQI8HiYo9HwkVbL+f4+fdAguc2/AGQySU/QIUPgL3/Z/3ej1wf6cKW5mYc9Hu7zeokAKQJDYHtiWF/fz+MBl4vk5NACTY0HmQ/4ynFXcuGIC2Wb/AlQse8+zpbOi4w9idp3qISj2oRKOKpNdC+KCFfyDgKn08mVV17J5s2bSUhIwGAwUFlZySmnnEJ+fj41NTUMHz6cDz74gIg+ljhZRUWlB3n0UVmJ97jj2t/e0CDDhltauAF4DRgHbPRv1+ulsOhPEh+MxSIH/a2tchIohAwfUhQ5ObTb5WRg2jQpGK5bx8XbtvFf34RUpKXB2LHtTzhaWiA3l1/t2sXXPq/CsRoNm32TiqeSk/lLfLy8nt3Of5qamOOrdNy/f/9AsYipU6fyyy+/7Ddf0KBBgwLC4dq1a7ul2rnb6+bl9S/z2fbPcLgdJEUmYdAaaHW3UmevI1IXSaOjkWRzMhnRGQiv4M1L3sTr9nLZ65cFREG7y055czkvnPMC/7j9H7z77rsAREZGUl9fj9HYsVB1ILKysgLFSUCKfFdccQUNDQ3ExMQQERGBy+WisLCQuXPnsmTJEiZMmMCGDRsAuPLKKwO5YG+88UZeffVV7rjjDpYsWUJubi6LFy8OySXbEa+uf5V3N7/L6OR9w3KFELx7xbs4mh1c/OzFJA0OHRA53A6Km4p56qynmJA+Yb/Xef3115k3bx4gn5/NZuPyyy/nvffeC9iL0+nEbDbjdrspLi4OhBqrqBwVuN2QkyMXTrZulV7VVqsU+vwoSpt4FxEhF3gGDYJJk2D69NACIJ1h+XJZ2KKqSnqbJSe3LSgJIfuNykopPF1xBVx5ZfsLTiqHxty5Ms1HeESSELB0qcwJ7HLJ7z0mRnp+JiSE7ut2S+/SJ5+UqUU64v334aWXYORI2Wf/8ov0OMzOhuHD5fjBZoOvvuJpm43bfNEKcUBDSgrceSfccgsrVq7klFNOAaCgoIChQ4ce1Ef+6//+ytKipayb136k1hlnnMH3339/UOdUUVFRUel7HNZoxGAw8M4773DVVVfhcDioqKhACMHPP/+M1Wrlt7/9Le+9954qBh5FtLS0sG7dOlpaWg68s0qf4Ki0ienTpdeIP1dQOJWVgV//CTwLfBW83eNp38PQv9o/YoScTFgscqJZUyNzDlks0hNl8GApBno80NBAclCVQ6AtKX04K1bArl3MCPIq2Bz0e5O/mInBALGxtASFogVXjl21alUgL157VFdXh3gRfv311yHb3W43VVVVHR7fWZt4f8v7fJT3EfGmeEYmjyTFnEKcKY60qDRGJY/CbDBTbatmT4PMkWi32PG6vSgaBXNiW26tOnsdCREJ9I/pz5w5bcUzLrzwwsMSA4GQSdiVV17JFVdcAciiWFqtlgxfIYAdO3awfPlyAF599dXAMQsXLuSHH34ACKTQmDJlCmPHjgXodBLkZmezzAfVDi11LTiaHSgahfgB8fts12v1uLwu7O4D5+sdPnx44HebL6zy/fffJzc3N/D+9u3bcbvdREdHBwqRHIijsp1Q6VZ6zCZ0Ollx9rbb4N//lq8nn5R///GPcP31cMMNcPPN0gPwpZfgvffgn/+ESy89eDEQ4JRT4B//gN/8RopQ+fnS29D/slrh5JNlePPvf99nxcBuswmzOVTw9aMoMGqU3OZ/xcTIKIJwPB45bjjQnGXGDBleXF4u+/mTToIzzoDRo6UYKIQMXdfpSApalOunKFIQXrwYPvuMk08+OdC/HKyH4KbKTZRaSym2dJzyw2KxHNQ5ewq171AJR7UJlXBUm+heDntEYjKZuPPOO1m7di1fffUV77//Pp999hlr167lwQcfJLqrq76pdCs7duzg+OOPZ8eOHT19Kyq9hKPSJqZMkaJcScm+25xOKC0NeIfEALcAGcH7CCHDhoNy/wFSJIyJkXmrJk+W4UWtrfJlt8vJwLhx0lNAUeTkQq/nAbOZk00m3klNlqJiuEAI8vjKSnC5mA9c2071cWtY+FG4ZDdp8OCAN9pOX6Lz9ti9e3fI335vNz833HADGRkZ/N+990qRM4zO2ESDvYHPd3xOjCGGhIiEdvdJMaeQEplCvb2eOltdIFw4MiESjU52Ty6PC0urhTMGn0G0MZozzjiDCRMmoNFouPXWWzu8fmcJLiY1e/bsfbb7J2wLFizA6XSSlZXF5MmTQ/IWVlRU0NraGhD/pkyZwujR0tNv27ZtnboPg9awT+oNPw3FUkCOzYhFq99XNBRCoEGDXnOAivVCMCI/v91NixYtCvy+Zs0aACZPntzpqpRHZTuh0q30CptQFOmtN3ky/PrXcNllUpC74gr47W9h5kxZgKK9fLEHS3a2DDd9/XX429+k8HjttXDLLfD887L4yLRpHRe96gN0m00MHtxx3siUFOmRbzBI4XDKlPa/A4tFVhlOTd3/tfr1kzbkcMicgSaTHBeAvIedO+VYITaWxKAog6FGozzGYoHPPgOHI1Bc5GDEu7zqPB5Y9gDFjcWMM4/rcL+qPQWQl9fp8/YUvaKdUOlVqDahEo5qE93LYVUZBjkR+fHHH0lOTg54RADce++9nHzyyWr+wKOM4447jk2bNjFs2LCevhWVXsJRaRMGgxywP/SQ9MYL9gawWKT4FpTXbx+EaMsl6Bfm/Dmohg1r8yIYM0aGFefnyzDik04KrRqpKJCUhLm2nDFnOlkn6vjNmhjM7eXA8IuPWi1Gk4lXdTr+HeY1sI8gGOYRMcXtRuPzbqioaCepkI/y8vKQv4MFQY/Hw7///W8ALn3kES5ITyfipptC9u+MTfxS8gtVzVVkJ2YH3rOUW9j4yUamXD4l4AE4PHE4NbYadtTtwFgivf2iU6IRQtDoaKS0qZRRKaO4+LiLAZkz7/vvv6eqqqrDKrkHw5133olWq6WoqKjd/sovCK5evTqwv6IovPfee0z2hZUVFxfz3Xff4Xa7SUtLY+DAgQHPw3DxtSMSIxPx4kUIERDhvB4vNQU1bYJgevsJ4pudzUToI4iPaMfrJZicHFIWLybZYKDGZ88GRcEpBG+/9RYPPPAAv/zySyCkeOrUqZ26dzhK2wmVbqXP2kRKisxBqLIP3WYTM2bAl19KIS4qKnSb2y09+eLi5Nigqal9D8HaWrjoIun9dyAuvlj2+YsWyTBjkOMGnU4WNNFooKaGxKBFnmytVm632aR3YWFhQBA8GA/BxdsXU9ZURmJEIhXb2vp5TZwGr6VtjNBsacJ+91+JeP5fMHBgp89/pOmz7YRKh6g2oRKOahPdy2F5CDocDm644Qb+9Kc/sXTp0sD7drudjz/+mFtvvZVbb70VT3tu/Cq9koiICMaOHauGeasEOGpt4tRT4eyzpTegPSiU0uuVYt+B0qcK0baPP4Q4I0N6BwSTmSm9TyZN2jfnYGMjVFRQF6OnKF7D3ngNVqNGehCEt4sWi5ws6PWg1aJTFP4Q5iV4IEHwBIOBtCZZWKIyKCw6nLKyMqCtIEdxcTF1dXXAviGuu4IFTh+dsYmypjIEAp1Gh8vrYkfdDj6+/WN2fr+TL574gmanDMmO0EfQL7ofx2ccT0ulDAXwxnrZVruNRkcj07Om88CMB0iKbJukJSYmdokYCKDX67n77rt59dVX0bfjlekXBEF6zPnFskmTJvHQQw8BUFJSwgsvvADAVVddhaIoAUFw165dHXr+BXPSgJOINcbS0NoWTp7/bT6f/fUzVv9bipHRae173Fe2VDI6ZTRD4ofs/yIrVkBLCx+ddRY6ReG3gwdju+YaBptM1NXXs3DhQh5//PHA7ieeeOIB79vPUdtOqHQbqk2ohNNtNjF2rMwZ3N5CWHm5fEVGtoXzhnsTNjdLT7+ZMzt3PUWB886T3qAPPCBD0P/4R3jsMXjxRZlSRFFIDAoNH+bvr/1jCyGIi4sDOi8Ibq3eykd5H1HUWERueS5bFsqiY5qJGkx/MGEca+C+wdIjv9ErsBXvhoKCDs9X0ljC0sKllDS2E01xhFDbCZVwVJtQCUe1ie7lsATBt99+m59//pmZM2fyq1/9KvB+REQEn3/+ObNmzeLbb78NeJuo9H7Kysq46667AoKBispRaxOKIgfpJ50kV/D9eSciI6Xopigdh275t2m10rugqUmGEY0cGXpMY6MUWVasgJ9/hg0bQoW+sjI8dhuKw8EDP7i5/wc3bq9Lei3W1LTtJ4QMbzabpdeBywUOB08Bf9VomKOVYaLW1lZ5TZ/AVBXm5Xh2VhbpPu+//XkI+r/LkSNHBnLE+T3Zvvvuu5B9d/smLOHHd9YmBIINlRvIr8nH2ywFzaaCJtaXrw/kvFMUhTMGn0Favaywe/b0s5l/wnyeP+d5Hjn9EdKjDyGnVxdx4YUXEukTeu+9996QEFp/sY233nqLJUuWoNPpuOGGGwAYPHgwICd69fX1B7zOwNiBTOk3hcqWyoCAuGnxppB9YtJi9jnO6XHiFV5mDZ114PDe5mbQapnerx+Fl1/OOzNmoNXp+GOafO6LFi0iPyik+LTTTjvgffs5atsJlW5DtQmVcLrNJjQaKdAJIatKB+N0yoVAo1G+3O7QdCAeDxQWSlExKNKpU0RGwmmnyRD0yy6DE0+UwuLEiVIQDEoPMlCjkfcSGSnzVGZlHZSH4PKi5dz7472UN5UjEJjtZjzVHtCCYZYBb6QXLoHkgbL/8AKWqMgOq2Rvq9nGX777C/csuYfb/ncb22s7rjzfnajthEo4qk2ohKPaRPdyWILgF198wZgxY3jxxRcZMiTUMyE7O5tnnnmG4447jsWLFx/WTaocOSwWCx999NFRk4xYpfs5qm0iJgbuvVeGExUXS9EtKkrmlNL5Mib4xb9ggdBfMdjrlSJKWpoc4AcXsBACtmyRHgk2m0wav2ePzCnkx2bD5XUR0+RgTBWMrobIRpuckAQXPGlokB6C0dFSeExKgthYIrRaHlcUzvd5BjZ5PHI/X8GTcA/B9MxM0nzn7UzIcL9+/QIecOXl5bhcLv71r3+F7Lu7nRxEnbGJjBh53urmaqqbqzFa2p6d1qSl0dFIubUch9uBBg0pESmsX7MegNsvu53fjvot2YnZnc5h111Mnz6dvXv3kpuby4UXXhiyzS8I+gW8G2+8kUGDBgFyYcz/bHft2nXA6yiKwvnDzyfaEE2ZVQ54IuNDPU7DBUGP18POup2MTB7J1P6dCO8dPToQCp9hNmPS6cBiYbbvPn/++eeA3ZSXlxMVHnq3H47qdkKlW1BtQiWcbrWJM8+UeSIrK0MLdyUny8W2hga5MJiY2BZW7HZLj8GhQ2X+x64q9nLuuZCRQVxQ1EC20ynHFrGxcNZZsHIlMVu3AtC0YIEUNF94QVbGDosGyCnP4Z8r/4nVYSU7KRsENDXIaAAiwWvyIhDEmGL51ylaNL5u0zJvnqx83A6rS1dT2lTKyOSRlDSWsKpkVdd89oNEbSdUwlFtQiUc1Sa6l8PKIVhWVsbll1++331OOOEE3nvvvcO5jMoRZNSoUZ2avKr0HY56m4iLk5UkP/9cVpLctk1ODmJi2jwF/KKTEPJ3jUa+tFo5mM7Kkr8H43QGPK5C8hEGr/THxGBweXGi0GQEBYjwj/ODQ3FtPpHQH7JqNssJgdUKLhd+Gcjqv0ff9ep8gmC8Vsv7Z50FOh3pPo+EzoQMZ2Rk0M8XAv3Pf/4zUJAkJTmZK7OyeGrdOnYvXAhz50pR1EdnbGLagGmkmlMpbizGK7x4i9omOJ5mD6JVYHVYqVAqyIzNRFelo7m5mbi4uEBBjt5CSkoKKSkp+7yflZUV8vf8+fND/h46dChlZWVs376dE0444YDXmdxvMvMmzeNf6/5FoaUQfWRoCHOwINjqbmV3w24Gxw/mb9P+htmwb2j3Ppx+OixZArm5Mgemr+pm5q9+xYkeTyBPYkxMDGlB33dnOOrbCZUuR7UJlXC61SY0GrjxRtlHfvop1NXJFB+xsbKQSFWVXAj0e8xVVMi8gccdB3feKYuFdRXjx8P8+WgefpivS0tp0mgYpNHIhcYhQ+Drr6G4GLOv+FeL1Qo//igXLb/4QlZGPuccmDkTtyJ4I/cNGlsbGZ44HJvLRp2tjuJGX4VhXwSdf/GsLkqDiFSgRWCccHKHt5gYkYheq2dPwx70Wn1IWo4jidpOqISj2oRKOKpNdC+HJQiazWZKS0v3u091dXUg3EpFRUWlR9Dr4Te/gRNOkILId99JQc/plB4D/vAhvyAXGSmrBWdk7Jug3I9OJ19Go/yp1cqJSHC1yowMNHv2YK5qxaB4UQToFZ0U1xIT2/Zzu/cNX9ZoZB4ii4VopxMcDplD0OEIeDG0+LwINowdy0DfJCfd5/lYVVWFx+NBGy5kEuoh6BcEV65cGdh+YXIyI33C5u49e2SFzNmz5TPppAdFfEQ8F464kKdXPo3b68ZVFFqx2VXhwpXswulx8uvhv2bZJ8sAmDlzJpqu8tLoZgYNGsS0adP45ZdfmDRp0j7JjqdMmcKyZctYuXIlV111FYsWLUKj0fC73/2uw3NeOPxCjFojr+e+jqXeEnhfa9BiTDZSb6+nuqUagDEpY/jbyX8jKy6rczccEwMPPgjffAOrV8vJ6fTpcNZZzDYaA4Lg8OHDe9wzU0VFReWgMRph/nzp8ffFFzJ/nsslve9jYuRCW3Gx7EdTUuDSS2W16YNcAOkUs2ZBUhLnXHKJTBGi1UpvxV27pEiZkYF53ToAbBqNHD8kJ8sIgY0b5Ssvj42/Pp4ddTsYEDMARVEwG8wcn3E89lw7JZSgmBVGJY8izhSHzWVDq9HSFNVEa0sr5TXljKb9BbZzhp1Dra2WjVUbmZA2gVlD1SKQKioqKn2Rw5p1TZkyhSVLluyThN7P9u3b+eGHH5g0adLhXEblCJKXl8fw4cPJaydMUKVvckzZRP/+cNVV8MYb8NZb8uf8+TL3zxVXSC+BuXPl6vzw4R2LgdDmPegXBBVFeiMGe42ZzTB1KtohQzFFxmCMjkMzdqwsQhIsevknA+GYzZCRQbTP68/qf7+xEY8QtPqOMQfdZ4rBgKIoeDyeQKGQcKqrpaCUmpoaEASDmdW/P2N8guUyl4v8V1/E+4c/wMsvgxCdtonLRl/Gudnn0upppbEwNEeSo9JBlCGK413Hc+n4S1mwYIG89lFUmV5RFL788kvuu+8+3njjjX22n3LKKYDMzffmm29y+eWXc+mll+43X5SiKJwz7BxeOe8VjA4ZZm1KMjH5kcmUtpRic9k4OfNkHjr9IZ6Z9UznxUA/8fFw+eVS5H3ySVkN1Whk9uzZgWTNv/71rw/unBxj7YRKl6DahEo4R8Qm/PkEX3oJHn9chu+mpcnFurg4GDMGbr9dFgSZP797xEA/u3ZJ4XHkSDlmKC2F7GxZjCw6mkhfm9vi9cr7i46Wr+xsedwnn/DT+4/idDtCvMAj9ZGkaeV9JyQmMCF9AsMShzEubRyjU0YTFS3HBGt2renw1gxaA3MnzuWZM5/h2gnXotfuW1TrSKC2EyrhqDahEo5qE93LYXkIXnfddfzwww9cffXV/Pa3v2X8+PFER0djtVrZtGkTH3/8MR6PhxtvvLGr7lelm4mNjeWCCy4IJDpWUTkmbSIyUuZTGz0afGGyAT7+WOYG7AwDBsjQy4YGOdhPT5d/BxMbCyefLL0A/aHI4fiLnHi97W6P9nkCVgOXCMHjbjepQQJipP+7EQKdopAcHU11UxMVFRX7hLq63e5ADo7ExMSQKroAGfHxnPX005g1GiZMHsMGm4d/N1q5r2wv0V98AWec0SmbaGxt5Pm1z7OyZCXCLaDKtyEb2AnxTfE8ccYTXHfOdbiDQq7PPffcDs/ZG4mLi+OBBx5od9u0adMAsFqtXHfddYH3y8rKDvj/KTkyGWu9lIC/+eEb4lLj0Gl0xBpj6R/Tv8s9+AYMGEBubi5er/eQKjgfk+2EymGh2oRKOEfUJnQ6GSo8ZYr8258S5EjS2CivaZcFtIiIaMtfXFeH2dffB2oeFxdL0dJgkD8VhaK9P2M2JENQV15nr2NXmQyfs+vt5FTkMD5tPEatXEQyRsmf5dXl+729G2+8kQ8//JCtW7e2uzh4JFDbCZVwVJtQCUe1ie7lsATBUaNG8fTTT3Pvvffy9ttvh0xQhBBERUXx5JNPMvZgq3ap9Bj9+/fnn//8Z0/fhkovos/ZxMCBUtxzudpCiPdHUpJ8HQjdfprbhATpHdDaKsXKMJIjIgJVkj8Bmr1e3gkqKBLh7yCtVoiMJC0tLSAIjhs3LuRcDQ0NgSIYCQkJIZOAAQMGUFxcLCdOzz3HdJNggw32ekBXUy/Dnlpa6D98+H5tosXZwiPLH2FF8QoidZGYHWZaXC2gBfMYMy07W2gubeajZR+FrPYtXLiwxyYl3UFiYiILFizgpZdeora2NvB+RUXFAUW3xsZGXL5Q9hOHn4gpOBS9mxgxYsQhH9vn2gmVA6LahEo4PWoTPZEGYcoUWLhQCn1Go8xpqNXK/MMbNxLpcADQ4l8QLC2Vi4ITJgQKkDi1WjTV1TDUDTodbq+bzVWbcTTJY40xRiqbK9lZt5MxKWMQQiCMso//duu3rCpZxYT0CZh0+/Yhr776KgBvv/02d9999xF6KKGo7YRKOKpNqISj2kT3ctiJms4880x+/PFHnn76aa677jouueQSfv/73/PYY4+xdOnSoyr8SwXsdjt5eXnY/auZKn2ePmcTmZkyVNhqPfC+XYV/ouBw7Bs6bLMRZbeTHfTWNrcbmy/sNFJRUPwiYkUFjBpFui9sub3CIv4w4tjYWPR6PcODKhAGvAWLi2HxYiY2y3spAYwOt0x4vnv3AW3im13fsKpkFUPjh9Ivuh/6FimsamO0mPvLsKfWila+XfUtIItPuVwu5syZ06nHdTRx//33U1xczJIlSzjlpJMAqNi4cZ8qkuFUVUmXypiYmCMiBh4ufa6dUDkgqk2ohNPnbGLiRBg7FlJT5e+jRsn3y8rAbsfsa9ttXq8s8hQZKYufNDcHThFniqXVaZfvAza3DbvLjmKXAqcuSodeq6feXk9lcyVry9dST728TE0Zt/3vNm744gYWbVlEi7MlcN7W1tbA7xHhkQ1HkD5nEyoHRLUJlXBUm+heuiRzu9ls5txzz+W2227joYce4q677uKiiy4ian/5t1R6Jfn5+YwePZr8/PyevhWVXkKfs4mUFBgxQnrDHUkyMqRHotPZ9p7TCfX14HQSXP8wHrA1NQEQqdVKTwKHQ04oZs0iLT0dgGuuuYZ1vqTlfvyeakk+r8bMzExee+01kpKS2sJaHQ6orGSkW044igGNXi/v8f/+j51r1nRoEy6Pi28KvsGkMxGhjyBCH0F/390b4g2MHT0WRaPgaHRQv1VOWkaOHIlufx6URzkRERGc3r8/A30CbcVrr7H2z3/md7Nnc8stt/Dss88GvDb9+Au/pKamHvH7PRT6XDuhckBUm1AJp8/ZRHGxfI0d2xZ9AHLBUaPB7PP0bwGZVsQfnWALBBEz1dMPp0bgKSkCBHqNHoHA3ignxnVKHRa7BZvLxvry9RRZinAbZBoOnVNHaVMpa8rW8OTKJ3lg2QNYWi2+Wys+Qg9h//Q5m1A5IKpNqISj2kT3clAzsJKSEmJjY4mJiQn83VkG+CpgqvRusrOzWblyJdnZ2QfeWaVP0OdsQlFkdcC1a6Ug5yvo0e3ExckchMXFclKg08lJgcsFQpAZtGsNbRWGzQaDnEgUFEgPhJNPJn3p0sC+s2fPprCwMPC330MwMajK8fXXX891113XlvZhwAAwGMjU6cDppBIoSI1g2IgRUFbGMIejQ5vY3bCb4sZiUs1BQpbP2TIpNYnBqYPJ6Z9DQ3ED1atkcZPBwwcf4kM7SvB64dlnSfeFh71ZUcFdL7yAJ2iXhIQErrzyysB34J+sDRw48Ejf7SHR59oJlQOi2oRKOH3OJnbvlnkEw1NhmEzg9RLpa+9bFEX2+R4PHp0Gh0HBnzzkVEc670aaqbbVkO5yY9KbUBQFb4scA3hNXuxuO5pWDQKB2+vGa5TbdE4diqJgaZWC4TcF3xCpj+S+6feFjAsaGhq6+0l0SJ+zCZUDotqESjiqTXQvByUInnXWWdx000386U9/AmS4cGcSmyuKwrZt2w7tDlWOKFFRUUydOrWnb0OlF9EnbeKkk2RF4spKGUJ8JFAUWeTE4ZChQVFRUhB0u8Hr5VFgBbALqADqfYU4InU62L5dViW8804wm0kLqproryjsxy8IJoXlPQxpyyMiYNo0oqorMNXU0wpsczahWf8DQxIGY4iKRJep4828N2lsbSQ1KpVTM09lRNII7C47bq8bg7ZNSK0ql6FOjcZG7G47SUOSaChuwOuSk5bB2ce4INjUBKWlpCcmQlkZO9oJR7/qqqvIy8vj8ccfB6CoqAg4egTBPtlOqOwX1SZUwulzNmGzyb49fK6UlgbFxQEPQZsQYDTitbWwYIZgZ9Ym7myZwERXEonCxCxbPxZG7SHa3kikLgGtog1UIlEiFRQUHB4HiqKgRYsuUocTJ26bm2ZnMy6PiyZHE9ZWK1/u/JJLRl4SIgjW19cfoQeyL33OJlQOiGoTKuGoNtG9HFTI8OTJk+nfvy1wbcqUKUyePPmAr0mTJnX5jat0DxUVFTz88MNUVFT09K2o9BL6pE1ERsLZZ0sh5wC53roUvV56+WVkyGu3tMgwYCAd2AmYfbv6l1jMDgeMHw8PPiiPg0AxCthXUPKHDAd7CLbLccfRios037LRLg24GxtosdZzV+WH/O6N3/GfDf/hp70/8e7Gd7n1u1t5Pfd1IvQR6LV6HB5H4FT2WhnapIvTIYQgeWhy23UUmHbStM4+oaOTqCiIiyM5OBwc+Nd113H99dcH/v7ogw+gsBBqaynyTdaOFkGwT7YTKvtFtQmVcPqcTXTkNJGYCMOGEenrE1oArFZadbAzI4IyrY1CbdvC0dWWLM5sSqKouZRqWzUejwd8qbQ0URo8woNXyLGKUAQR0TInoNPqwOmw4xVeFBSa3c3k1+TzyvpXeo0g2OdsQuWAqDahEo5qE93LQXkILly4MOTv1157rUcT0ap0PTU1Nbz00ktccMEFpPvykKn0bfqsTcyaBd98IwWawUfQg81gkBUGHQ6wWKQgKAQoCgqQIQQ7gb2+3SP1evjTn2SYr48LLriAO+64AwCLxRJ43+PxBDzQDigIejzoTWZi9FZwy9tpTDDww0gnS3b9j/KCciZmTSQxIREhBLW2Wt7f8j6p5lSGxA9hZ91OhiYMpTyvnKp10kNweNZwIvWRDD55MCtfXwnApF9NYmDq0SF6HTI6HfzhD5yRl0emonCcRsOV48Zx+VNPoURFkdjSwj/ef5/6sjLE5ZejJCRQ5POqH3ikPFQPkz7bTqh0iGoTKuH0OZuIjJT9t9crqwf7URQYOhTz7t3Q1IRNUSAmhsiIGO5yjGOvx8rZjjYHDKPDw99qhpM06nS+K/lJetfLIAFEhMD/T6/oGe4wY2+spxGIbPJyym4XNTE6yhP1WPRGnB4nn27/lHE7xgXO35OCYJ+zCZUDotqESjiqTXQvh5XF/ZJLLuGEE07gvvvu66r7Uelhxo4dq6rvKiH0WZtITYVrr4XHHpPeer7cqUcEj0eGGsXGQkNDwEsQIYjz7VLm+2lWFNi4EY47LnB4dnY269atY8qUKVRWVnLOOedw5ZVXYrfbAwP/A3aotbWY9ZFkurRsxkOsBQaYdDwWV8cA8zim/G5GYFdFUUg2J9PoaOSrgq+YNXQW22q20exsZsO3G3w7wZAJQwCIjI9k5j9msv377Tz44IOH86SOHqZOJS0tjSKzWeaFBFkw5u23WbBrF48DjR4Ptbt2kRQXR2FpKQAD8/ICgnBvps+2EyodotqESjh9ziZGjoSEBFmkLLxAlKJgjo+H4mJahEAoCorZzAR3EhPcoSk9qKvDdNppXDn5WuwaD+u3rZfv6wA96BQdMYYYxttjOG9lDW+YZR/jdoIiYECtiySrhy39DdQYNdhcNvJ25gVO35OCYJ+zCZUDotqESjiqTXQvh1VluKSkBKPR2FX3oqKiotK7OOMMOP10KCo6sqHDzc3SJc9gkGHEQe1snO+nXxCMbG2F3Nx9TjFx4kS0voqG3377LVdccQXvvvsuIL0Dr7766o6v7/XCrl0oNTWkaOQ5LBote8wOajUOkm3ti1Mp5hSKG4sZnTya0wefTlFjEZYiCwAj5o0gMj4St9dNaVMprhQXdz92N7PGz+rsUzn6GTdOfp9RUfI7XbwYPv4Yk9VKhs97ZJdWy6uFhex2udACI776Cr79tmfvW0VFRUXl4ElJgenTwZeqIwSHQ+YABryA026X3uQtLaH7tbaCVkvrzOk8vPwR3sh9g2ZLs9wWCRqNBoPWgF6j44oVTdRoHdhiZB/tckKrQUNjpBaT00t2hRNFgFlvpqq0KnCJnhQEVVRUVFR6lsMSBPv37x9IfK5ybJCfn8/EiRPVst4qAfq0TWg0cP31kJUFO3dKT60jgf86Op28B70+8F68b5eAh6DLBe0UbdJoNPt4Af78888AbNy4kZSUlI6vn5cnPRpSUoj3eSdaPB7QaBEGPa6iIj795GMaLKGVCWVQMxh0Bu446Q5mHzeb1opWAEz9TeTV5LGzbicR+gium3Qd8ybNQ6McVjd0dLFgAdx0E8yYAVdfDevWgdkMisJQ38Twg+ZmXvUVjLk/MpJUrxc+/VQWl+nF9Ol2QqVdVJtQCadP2sTpp8uqwk1Nbe85HLB+PZG+avLgqzRcWgpr10Jw4amyMhg0iFXpbtaUrgFA1yr7C2O0kWhDNC6vi6zKVoaVtVIZo0HnW0N0O0EIAQq0GDVE2T0k2aBfRD9aLa2BS/SkINgnbUJlv6g2oRKOahPdy2GFDD/66KPccMMN3H777ZxzzjkMGDCgw5yCA4LyW6n0XsxmM1OnTsVsNh94Z5U+QZ+3ibQ0uOMOeOgh2LULhg7t/vDNiAgpBiqKnEg0Nwc2xfl+lvt+RgLk5MCmTTBmTEieogEDBlDqCz31k5WVFVIcql22bJEC1MSJxO/ZA0A9MKRJS0JkHJbmFrJi49Hr9CGH1dhqGBA7gH7R/TBoDZyfej5/dvwZvUHPNadfg8FgoH9Mf07OPJk4U9y+1z3WMRqlHQEsWwbvvQdDhoDNxozdu1kKPB/0Xc9NTJT2tmuX/E4mTOiR2+4Mfb6dUNkH1SZUwumTNjF2LEybBt9/D9nZsh8oLITqavRaLXrABdhsNhIiImSakIICWWCspkZ67M+ezdb6Hbi9bnSKDmGTC4TaKC1mvZlWVyvpDW6MrW50aMHYtoDkcYHOAB4NKEKQ6DViaDaE3KLFYsFdW4uuslLmLrZYoLGx7XePR44JtFr5iomBuDiZ1iQuTr7S0yE5+aDHR33SJlT2i2oTKuGoNtG9HJYgeM011+B2u/nqq6/46quvOtxPURS2tePBotL7yMzM5KWXXurp21DpRag2gRRi/vpXePxxOVAfOjQ0QXhXExkpQ42Ki2XYcJB3WJzvp99XMRLkwP2WW2RI6tVXB4SjSZMmsWrVqpBTDx8+/MDX93rloF6vJ0FRQAgagDSbhhmOdD427iB75HAio6IChzTYG3B4HJyXfR4GrZxs+K89etRo5p80/6AfwzFNXZ30+jQYYOhQ7t62DcXlYkFQaHr6jBlSHN62Te7fi1HbCZVwVJtQCadP2oRGA7feKoW19eth4EDZt9ts0NqKGbAALULIdl6vl56CCQnSk3DOHJg1C2WdfG79ovtR0lwCyIIiDo+DlKgUUuMMuMUesuoVTGkaNFovXg+0WARRCQKhyErD/WMzKSySIczH9e/PzvJyPF4vVZddRobXC06n7P+FkC+tVn6G4Pf8eY2hrR+LjJSC4HHHyYWuQYPk7wcoPtknbUJlv6g2oRKOahPdy2EJgqNHj+6q+1DpJTgcDioqKkhPT1fzQ6oAqk0EOPFEuOceeOIJyM+Xg93IyO67XloabN8Odrv0KHA6weMJCIJ+zADx8XKlfuNGuPtuuPhiuOoqTjjhBF588cWQ/UeMGHHgaw8dGvBQjI+KgqYmGnz3dN32SKoHpfCTvZI9D68jpl8M/c7vh1Fn5OLjLuaC4RcETvP5558DMGtWH8oT2Fl0urbJlU6HfvBg7mtuJtvr5UqXiwWTJsmJlNcb2Kc3o7YTKuGoNqESTp+1ibg4mTLiySfhq6+k4Od2y8Ii+ARBrVa29Q4HVFfD3r1w771SEFQUxqeN55P8T0iISCBBJNBEE/ooPfER8UxIm8CfTr+epqWXMrbcwi/pXvKNgA3Wf+4mYQDMOEXLqOYI4re08MNP1eQBp7jdWHU6Sp1OytxuMjIz5XjjYLz8hJCFspqbobISdu+W7+n1kJQEU6bApEnSUzIpaZ/D+6xNqHSIahMq4ag20b0c1gxj4cKFXXUfKr2EvLw8Jk2aRE5ODhMnTuzp21HpBag2EcTkybLq8Msvw5o1MmwmI6PrQ4hbWmDDBikGRUbKsGG7Hex24oJX5gGbySSFo8REWcWwpgbeeQfq6zn+vPP2OXV2XZ30TNifmDl+vPRO+O47EhwOQIYMs2cPMYWF/LU0i68/30BtBdRSy9w/zeWs485iYvrEQE7AlpYWvvnmGwAuvPDCrngqxxbDhsn8gU1NUswdOxaMRi6NiOCClhYifd83zc1S8M3O7uk73i9qO6ESjmoTKuH0aZtISIDf/lami4BA9fho3+YmtxuhKNwGDAJuNpnkBt/44oSME5iRNYMfdv+AtUjmGIxPi2dI/BCunXAto4fMpHXOHTQvfBNvoYX/OasDl24ug1tWK0R5nAi9hQfrZP7ASydNYtO6dZRWV1Om18uxxsGiKNJDMCFBvvy0tkJ9PXz+OXzxhezHpkyBM8+U4dB6mXKkT9uESruoNqESjmoT3ctBx7zV1dVx//33M336dMaOHcvZZ5/NM888g81m6477UznCDB06lO+//56hQ4f29K2o9BJUmwhjyBB49FG4+WY5oM3Lawv/PFy8Xigvh59+kl4CJ58M55wjxaPISNDpiPNVDvYz3mCQIUh6vRyYp6RA//7w5ZcMW7WK+fPnM/uCNq+98Rs3yuq2HVFWBr/5jZy0NDUR73QCSA9BtxuEIK64nH81tgmKJ2lPYnK/yTRaGvH6Ql7/85//YLVaGTx4MFOmTDn8Z3OsMWKEFAFLS6XtaDQyvMpkInLDBti6VeYNrKyEk06Cfv16+o73i9pOqISj2oRKOH3aJhwOeOkl2dYHeeEn+zbXANsVhWeA+V4v7+p08P770vMf0Gv1/G3a3/jDuD9g2W4BYNY5s3hgxgOcNeQsAEy/+R1JaYM5f6MtpA6V0ws6hyA2azjfxw/C4vaQFR3NqenpgQr3ZdVtAmKXYDLJfmvkSDmG0Wrhu+/grrtkca3Fi6Gurm/bhEq7qDahEo5qE93LQXkI1tXVMXv2bCoqKmTVKqCoqIjXXnuNn376iUWLFqnJHo9yYmJiOOOMM3r6NlR6EapNtIPBIFf6J0yA//xHVovNy5OeXqmpcvvBYLdDRYX03HO55EB66lTp9Qcy3Cg7G/Lzidu4MZC/5zeKwm8TE2Hw4NDzxcZCayvK4sU899hjEBVFXl0dG+12pup00ouwPfbuhUsukRWVY2IgOpr48nJwOqWHYFQUeL1okpKwNTfL+wVWf/QRDoeDWbNm8eijj3LXXXexaNEiAG666SY03Zlv8WhFUeCaa+Qz37FDVrL2V6JUFDlpLCuT3hSXXdbTd3tA1HZCJRzVJlTC6dM2sW6dzEE8eLAMnS0shNbWNkFQUWgKyiH7UV0dv4+MhB9+COQFNulMxFTG4HF6yMzM5OVrXkbxRyjs3CkXKleuRGltJZwSPJy0oYjPfPO3v44bh1ajIcP3d1l3VhrW6WR+weRkOW7Ysweefho++ICYiy/mjHPPlWMOFRX6eDuh0i6qTXQvBzVLe+211ygvL+eCCy7gm2++YdOmTXz66adMnz6dgoIC3n333e66T5UjRFVVFU8//TRVVVU9fSsqvQTVJvbDsGFw//1y1f+66+SAds8eKQ7u2CG9/ZqapODncMgQGptNJhcvKZE5AvPypJdYZqY8R0qKFP/8YqAfgwFGjCAuaNB8f1wchoQEufIeTkoKWK3w7rswcCCjLriAK1JTUYYMgbPO2nf/5ma44go5qUhODgzO433nbgFcGg0IgdvtpsznOQiw/r33+OO8eQDcfffdABQUFAAwbdq0Q3u2fYGRI+Hvf5cTxMJCWTzEapU5nCIiYNQoaV9ZWT18owdGbSdUwlFtQiWcPm0T330nowBMJtk/DxsGGg0pvs3VQmAP2r2spUX2xcuXywVDQAjBUx8/BUDG6Iw2MXDvXrnAtGyZHGvo9XxtMHCORoN/efLGCjjJaqXKV8l+dHy8PE96uryeL4S324mMlJEWI0ZAczPOp59m2+mnY3n3XTlGUunz9Ol2QqVdVJvoXg5KEFy+fDnjxo3j8ccfZ9CgQRiNRkaMGMFLL71EZmYmP/74Y3fdp8oRoqKigvvvv58K3+BDRUW1iU6QlSUH42++CQ8/DDfeCNOnyxxxFosczJeUSOGvslKKb0lJcPbZMH++rF78yisy/47FIvMStofBgNE3iAcYajS2m6QbkF5m/fvL0NMdO+D22+U1Xn5ZCk3hPPecFKQSE6Ug5bteVJB3n81uB60Wt0ZDmdUaeH9vczO6xsbA31VVVZSXlwMwONx7USWUcePk9/LQQ7IYzAUXSJt48UX49ls5aTwKUNsJlXBUm1AJp8/ahMsl+9eg/pspU2Dw4ICHYDVgi4oKbC6z2WT/3tAgFxoBgaBgi1xsix7kyz64Zw9cfTXk5MjoAYMB3G7O8Xj4Wggm+c5n8cIqIdjr8wiM90UaZPjuqdyXL/iIodXCgAE09etHxcaN6J59Fv78Z8jNPbL3odLr6LPthEqHqDbRvRxUyHBFRQUzZszY532tVsu0adP48ssvu+q+VHqI8ePH09TU1NO3odKLUG3iIDCb4ZRT5Atkzr3KSukV6HS2Jd+OjpYeAuGhtD//LLe35/EHoCiMmzCBK0pKGOrxYDIapQdBR0RHQ3ExrF8vRcDMzPb3a22FTz6R9xcR0fZ+YyOGoElCq8tFLGCy2zEnJQVCjwuFwBskEC5atAghBFFRUSR1JFiqtGE0wqmnytdRitpOqISj2oRKOH3WJhwOOR4Irhav1cKJJ5JSWAguFzWAPSNDLuAB1XY7LkAPAc85BQVbkUzVcd05V8t++/XXYfPmtvGF0yk9EQGEIK2DW4praID+/Unx9fnVdnsHe3YvSampzJw7Vz6j/Hy45x749a/h8svlGEalT1BhreDrgq/ZVrONgXED2VC4gSEJQ3r6tlR6CX227zhCHJQg6HA4iOygMmV8fDwtLS1dclMqKioqxwQ6nfTS6ww2mwz7iY3d726akhLe83hkIYraWukdMHp0+zsrihSbtm/f/7W//hqKikJz+FgsUFeH4nZjAlpBhjO5XFBTQ2OQaFkvREhRlSVLlgAwaNCgtpAmFRUVFRWVvojRKMcDwZU+AEwmkhMSoKqKao0GW1j/X9HcTKZvP4C9lXtpqG0AYMx//ws7fREHWq1cYPR65UujCeQaTu/gluKqqmDUKJJ9567t6XBdoxGGD5cLje++Kz0Fb7wxkD9R5djll+JfeHT5o6wrX4fD40Cv0bM4fzG3nHALFx13UU/fnorKMc9BhQx7g5LdhqMoyn63qxwd7Nixg5NPPpkdvhVKFRXVJo4QFRVyYH+gwkwVFVKUc7tlbkJfPqAOMZth9+79V0H+7jt5Pt/EALsdqqsDkxe/z6B/uiCARt9koz3WrFkDqOHCfQm1nVAJR7UJlXD6rE3o9bKKvMUS+r6ikOLLx1vj9WLftStkc1l5uSwqNmgQAMVVxfJ0CiTlboGBA2Ufr9HIBUC3W/6EQJ/fnoegDjDb7eBykRQkCIr9jRO6CYvFwmeffYbFYpH37s+jvH27zLG7eHGbx6PKMUd1SzXPrH6GksYSFBTSzGl4PV7WbVnHs8ufZVvNtp6+RZVeQJ/tO44QaulHlRCMRiNDhw7F6M8hptLnUW3iCOEP8+koXNhPQoL86R+4d5Rv0I/fKyHcMyGY8vK2CUVLi/w7aADukwkJ9h/Yn+N+jS+UeFR7uQpVjknUdkIlHNUmVMLp0zZx9tnyp98Tz+OB774juUF6/FUDtrBKv2XV1TBtGvTrB14vsd/JxbY4nY7YCSfKAh0g+2+9PnThbz+CYBygWK3g9QY8BF1eL41BxcKOFFqtlpjYWLTBYx+DQXoLCgEvvCBfPRTSrNK9rCxZSWVzJZlxmeg0OqxOKzqNjlhdLM3uZpYWLu3pW1TpBfTpvuMIcFAhwyrHPllZWbz99ts9fRsqvQjVJo4QOl1byM/+GD9ehhY3NUmvgQED9r+/P8n4/oRGr1eKgY2NMgw5zPvPLwj6h+MK+xcE/Vx0kRrq0VdQ2wmVcFSbUAmnT9vE8cfLIlE7d8oKu1u2QFERviU+GgBb2CFVAGedJVOK/OtfNC5aBECiOQq9zlc/2OD7GRUlIwbCvPzaCxmO83sTNjZiSksjSq+n2eWiprWVuCM84Y6Ojua0dvLTBwqj1dfDhx/KhcrbbpMehCrHDLW2WgD6Rfej1d1KdUs1CREJDD1uKHsa9lBuLe/hO1TpDfTpvuMIcNCC4JIlSygrK9vn/e2+HFV33XXXPtsUReHRRx89hNtTOdK4XC4sFgtxcXHo9fqevh2VXoBqE0eI1FS52m+zta36t4dWCyecIKsWjxx54PPabDB06L4FTIKJiJAJvX0eAwFh0jexaC9k2C8IDgb2+H4foShs9x0zQKNh0rJlsoquajfHPGo7oRKOahMq4fRpmzAa4dZbYcECyMsDX3iwv2yGF6gPO6RxxAgpIv7jH/DjjzT4UorEB4t2qalQUCDHBpGRUhQMWljsyEMQg0FWME5LI9lkkoKg3c6wA+Qx7mo8Xi9OhwOD0Yi2vXFKQoJMZ7J8uVwI/fvfpcekylFPi7MFm9NGQ2sDm6s2U9RYhMPtwNJqwYiRVncrqVGpPX2bKr2APt13HAEOWhDMz88nPz+/w+3//e9/93lPFQSPHrZs2cKkSZPIyclh4sSJPX07Kr0A1SaOEDExcjV8xw44UGXeAQMO7Bnox26XuYs6oqICyspkXkK/GKjRSDHQJ+6Fhww7gEbf72cCr/p+n6TXs90XcjROq0V55RV5zvnz5WRI5ZhFbSdUwukJm7C0WlhetJykyCRO7H+iWtSol9Hn24lRo+C++6So5SvEGJw1uDps98bERHjsMVi6FAYPxlJaCkCc3ysQpGdgcjKUlkpx0OsNnBva9xCM91ck9i38JWs07AVqSkrkOY7g/5v6+noWL17MxRdfTHJHY5/ISBlCvHkz3H+/fIadLdim0qtocbawsmQl3+/5noK6AursdVQ0VbDDuQOPkNEpDa0NlNSXkBCZQHVzNTvrdjIsYZjanvdh+nzf0c0clCD42GOPddd9qPQSBg8ezGeffaYWA1AJoNrEEeTkk2HDhjZh7nBpaZEr6x1V6authYcflh4FJpPc3z/gChp4+T0E7cBGYDLgDyo+gzZBcITJJHMhAtlGo/Q6/OQT+VluuUWGRasck6jthEo4R9omhBA8tvwxVpSsIEofxV2n3MWMrBlH5NoqnUNtJ4CxY+GRRyAnB8rL0QiBGWjBFyIcROO6dbJoyJAhEBlJg8MBhHkIKoqMAmhokH15RgZUVUlvOiFIaadQiNDppEehz/Mu2WoFoGbLFhkpcMopR8yzPyY6mrPPPpuY6Oj97+jPK5iXJ8ctCxZAekc1lFV6G63uVhbnL+bLnV9S2lSKRtEQb4pnYOxA7C47Gyo3hOyv0WmIMcawZM8S1pWvY3zaeOaMncPolNE99AlUehK17+heDmp2puaDOvaJi4vjggsu6OnbUOlFqDZxBDn1VHj/fVnhN629QJ+DpKxM5ioaP37fbW43PPOMFCAnTpSTiZaWdgubBHsI/pc2MRDgBGAakAdcEBXF35tkMHF2ZKT0OjSZ4LPP5CTl0ksP/zOp9ErUdkIlnCNtEx7hYa9lLwaNgUZHo5p7qheithM+Ro2C00+Hjz6C1laikYKg30MwDagEGsvLYdasQBqRgCAY7CEIshLxhAmwcaPsy/39L6B3uQILdX72er2yb3a7obCQZN8CYDXIdCQ7d8p7PAIYjUayBg7s3M56fZun4COPSGEwLq5b70/l8NlWs42X17/MhooNRBuiGRI/BIO2zYaTzckYdUZay1uhCJgIJqOJUamj6Bfdj0ZHIyuKV7C1eiuzR85m9qjZROr3k1pHpcsQQmBz2fAIDyadKeR7O5KofUf3olYZVgmhpqaGV199NVAlVEVFtYkjSL9+cMEFUFcnvesOh4YGKexddln7nnlffSVz8gwaJCcGKSltlYY9ng6rDG8MOsUiYACwFCgGhvqrJwLpfu8CrVaGQ7//vpxkqByTqO2ESjhH2iZ0Gh2/HfVb4iPiGZs6llMyTzki11XpPGo74UNR4J57ZH5AjSaQR9DvIZjuq/zbqNeH5BS2+IS9dgt/JCXJ/MLZ2W2FxJzOfYqEGYBHoqOl16Hve0j3RSRUKIocB5SVSbHwCGC329mWn4+9s1WE/aLghg3w3HMB4VOl9yGE4MudX/K3H/7GxoqNDIkfQmZs5j6iUowhhih9FN63vXi/9MJq0Lv1mBQTiqIQZ4pjZNJItIqW13Nf594f76W6JTzAXqWrqLfX8/mOz3lsxWNc9elVXLH4Cq5cfCWXfXwZf/nuL7yR+wabqzbjFQcogtiFqH1H96IKgiohlJSUcNNNN1FSUtLTt6LSS1Bt4ghz2WUwZoxMOB42kO80drsc0M+aJUN/wikuhnfflRONqCj5Xr9+UhjUattyCPoIDhle7/v9Z+B3vt91Gg3RWi2RQSLmJN+EBo9HnruhAV555fCFTpVeidpOqITTEzZxychLeOfX7/DSuS8xILaTeVZVjhhqOxHE8OHSe/6aa4j2CXIBD8EI2es2ekMn3O2GDAcTHS2LjU2fLl+jRkFKCmN95/8oMhLboEH8bsoUKQh6PGAykeE7vNztloKb233o44+DpLmlhRUrVtAclPfwgBgMMHAg/PCDHMu0Exat0vN8tuMznl/zPG6Pm+OSjsOkM+2zT4W1gnXl66S45DMBsU7QaG1kffl6GuwNgKxHkBaVxpD4IawuXc39S+9XRcEuxtJq4dX1r3Ld59fxxC9P8E3BN9TaatEqWvQaPW6vm82Vm3lrw1vc9r/b+Mt3f2Fd2TrEEfj/p/Yd3Yua0EklhIkTJ+I+QquCKkcHqk0cYcxm+OtfZX6c/HzpQXAwBTmamqCoSOYjvOGG9pODf/aZLCYSHBKUmCir+TU1SdEuyEvQP4QrBcoBBZiAHKDhf+n14PWys18/rAYDGcEegooiPRFzc2HVKpgx46Afi0rvRm0nVMLpKZuINh4gF5lKj6G2E2EMGgRPP03UihWwY0cgHUd6RAQ0NNAYFuob8BAMDxkOx2iU+fXS06GlhWVr17K1tpZpcXEokybJvh5kZEBdHf18gmG5EDJ1iBByLJCc3JWftl2Sk5KYd/31B39gdLT0ily0SBZZO+usrr85lUNmaeFSXln/CnqNnv4x7ReAqW6pZlPVJtzCTXxEPLXUAiAaBMMGDMPqtJJbmcuUflOIMcYAYNKZGJ44nI2VG3ls+WM8MvMRNXy4C1hfvp6X171Mfm0+SRFJjEgcgVaj7XB/q8PKhooNbK/dzgXDL+Dq8Vd36/eg9h3di+ohqKKiotLbGDQIHnxQ5gTatUuKd94DuOY7nbBnD1RWSs/Ae++VA+Zw6urgp5/kQDq4cInJJKv2GY1ysmBqW8n1/7bX9zMJiFIUKfb5BT+dDhSFYQYDE02mNu8Cf7hTRIScZHz7rbqar6KioqKi4nDAww8TXR3q6RQIGQ4TBA/oIdgeu3cT19jIydHRKDYbbN3a1j9nZQHQz3fecpD9c2urTCkSdv1eR0qKHIO88goUFvb03aj4qG6p5rWc13B5XB2KgV7hZWfdTlo9rXg9XkoaS0LclCqqK9Br9FgdVvY07Ak51qA1MCxhGOvK1/Fh3ofd+VH6BEsLl/LAsgfYVb+LEYkjSI9O368YCHLhbUTSCMx6M+9veZ/Hlj9Gi/MgvHxVehWqIKgSQkFBAWeffTYFBQU9fSsqvQTVJnqIrCx44gm47jop3OXnS3GwqkpWAWxpkSv45eWwfTvs3i0Hx3feKcXAmJj2z7t8uSxakpKy77aMDCkIajQyzNc36fCHDBf5fqYAHiHwQlsREiGkKOj3XLDbpbdj8HXS0mTSc9WWjjnUdkIlHNUmVMJRbSKMtWthzRqiw/rrdF/V39KWFlxBi4GHJAhaLNKDX6uVC3MtLW2pOxQFWlro54skqAC8Qsh+va5O3l83L+A1Njby1ddf09jYeGgnGDhQjmlefVXNJ9gL8Aovr+e+TqGlkEFxgzrcr95eT31rPQ63gwZHA06vM0SVaK5pprqlGo/wUNlcic1lCznepDORGJHIR3kfsaVqS3d9nGOeDRUbeHrV09hddoYnDkevPbjq4kmRSWTFZvHj3h95dvWz3ZZXUO07uhdVEFQJQavVEhMTg1a7/5UBlb6DahM9SGQkXH01vPYa3HKLrBas0UB9vRwANzbKAf706fD3v8v9zj471PMvnNWr2yYH4cTHy6rEXq/0EIiOBq024CEYLAgqgOJ339dq5THR0W35B10uGcYTXNAkNhaam2HTpsN9Miq9DLWdUAlHtQmVcFSbCKOsDLxeosNC4dKCRMALvvsu8HunQ4aDiY2Vi4gVFbKISESEXOyrqpILhA4Hacg+3QXUCSE9CIWQhcBWrZILj90kDCqKgkGvlylIDu0EcgF15Ur48ssuvTeVg2dDxQZ+2vsTmTGZ+/Uya3I0YXVYcXgcaBQNCKQBBnYAFLA5bVidVqwO6z7nSDWn0uRoYuHmhUckj92xhtVh5eX1L9PY2sjguMGH/H/QbDCTGZvJD3t+4Pvd33fxXUrUvqN7UXMIqoQwePBgPvroo56+DZVehGoTvYCUFJg9W77sdikGut1yUJ+W1n4V4fZwOKSXYXuhxH4GDpQD7Px8eS2vlwhFASGo8N8OYatJiiI9EqOi2nIPmc3S4zB8P41G3oPKMYXaTqiEo9qESjiqTYSRlgatrURVVYW+HeQB+G1JCTa3m0id7tA8BIcPl6lEqqrkmGHcOBleu2OH7Ks1GvReLylCUAV8pCj8LARPgSw2Ul0tFyGHDQtURe5KYmJiOPPMMw/vJGazXEBduFCmWvGFQqsceX7Y8wMOt4NYU+x+97O5bLg8Low6I17hRbiEFAV9KM0KBq0Bt8eNw+1o1/NMURQyojPYXLWZHXU7GJE0oqs/zjHN4vzF5FXnkZ2YfeiCvI8YYwy1tlre2vgWx2ccT3xEfBfdpUTtO7oX1UNQJQSPx0NLSwueI1RdTKX3o9pELyMiQop2Q4bInH+dFQMBSkulp8D+BEFFkec/4QQ5yNbrCa8Ll6LRIIxGhL8qcWwsxMXJjU1N0gNx7Fh5fDhRUTLEWV3NPaZQ2wmVcFSbUAlHtYkwTjwRWlr28RAcEJbSY1NdHa1uN62+53ZQHoImE5x5poweOP98Ke7l50thz2yWYwitln6+3W8Sgv8D5oFMARIbK3/u2CE9Bru47/YKgcvlkqHKh8OAAVL0fOcddXzRQ1RYK/il5BeSIpMOuK/dZUcgUFDweD0IZ+h3JhoFXuFFo9HgER7c3vYLSsQYY7A6rPy498cu+Qx9hRZnC9/s+oZYYywGbWh74vA4qLPXUWOroc5eh91t79Q5M2MzKW0qZXnx8i6/X7Xv6F5UQVAlhE2bNhEVFcUmNaRPxYdqE8cQlZVgs7UV+jgQOh30748pbP9koMnhwOObSOB2y1Bgi0UKlhMmtJ+jEOQEpL4eGhoO66Oo9C7UdkIlHNUmQqm31/f5pOuqTYRhsYDHQ3SQd040MKBfP5444YTAezk1NYFwYQWIORhBEKT4l5oqr7djh+zbIyOlWKjRhAiCfjaD7M+1WrmfySS9+8vLD/5z7oe6ujr+/dZb1NXVHd6JFEUukv7yi8xVrHLE2VS1iQZ7Q6cEQYPOgFbR4vQ6cQs3GleYJNEITrcTj/Cg1Wj3Ea38KIpCnCmOFcUr8HhVsaizrC5dTbm1nNSoVAAEgobWBvJq8lhWtIwVxSv4fvf3fF3wNZ/v+Jz1FeuptdUi6Fhs12l0GLVGvin4pstDuNW+o3tRBUGVELKysnj//ffJUt3tVXyoNnEM4XDIlfPOhPz4cxjpdESECYKpXi/RioLG5ZJiYGurDEUaMUJ6PKSmdnxerVbmJ+rt1QtVDgq1nVAJR7WJNpYWLmXu53O56eubKG0q7enb6TFUmwhj8WKoriY6aPI8GlDq67lj3Dj+PnEiAJvq69npK7oRZzSiOZTwPiGgqEj22f4+3WiUop/LtY8g6AK5zY+v8jF793apB150dDQzTz+d6P1FLnSWuDiZ6mTRorYxjMoRo9BSiEDInIAHwKA1yHBhrxeP14PXEfZ9NYFHSIEvQhex33yE0YZoLK0WKporOtxHJZSC+gK8wotBa8ArvGyv3c6q0lUU1BXQ4myh0dGIzWWj1d1Kk6OJLVVbWFa0jE2Vmzr01gRIiEigpKmEGltNl96v2nd0L2oOQZUQEhISuOyyy3r6NlR6EapNHEMczCA+IkJ6EVitmKyhyZxTDQY0QshJhccDQ4fKvET6TlQn809k1JCeYwq1nVAJR7WJNtaVrWNPwx4i9ZFsq9lG/5j+PX1LPYJqE0EUFsK774LVytSgt2NAFt4aPpyBUVEA/FJZyRvbtwMHGS4cTFMT1Na2iYFut3zP4QBF2UcQdIP05LfZZI5gk0kea7HICsRJB/YC6wwmo5GhQ4d2ybkAyMyE9etlkZGTT+6686ockG0124jQRRx4RyDOGEeELgIhBE6nM7SgCEC99P6L0EUQa4wlxhjT7nkAogxRlDeXU2Qp6rNt68GSX5Mvnz+CvJo89lr2YtKa0Og0VNuqcXqcePGi+P4JBHaXnV0Nu3ALNxPSJqBV9hVpowxR1NhqKG4sJsXcQaTQIaD2Hd2L6iGoEkJ9fT3vvfce9fX1PX0rKr0E1SaOIQwGKch1RoyLjJQD/oYGTEE5OxTgOK8Xl6Lg0evlivzIkZ0TA0FOQrRaeS8qxwxqO6ESjmoTbZw26DRGp4xmcvpkJqRN6Onb6TFUmwjis89kLj+Ph7HAdN/bl4L0clu9mnSfh16+xRI4LNblkiLewVJeDi6X7HudTllxuKlJbjObyQjLR+wGGU1gt0shsblZLhJ6PLI6chfR6nBQUFBA66F8pvaIipL3+PHHqpfgEcQrvJRby4nUdy4lTYo5hRhjDDqNz+78X3+U72cTGN1G9Bo9GTEZHYYMA2g1WoQQXe6VdixTbavGpDNR3FhMoaWQSF0kRp2RWnstTrczUMRFIHM5ur1uvMj3yprK2FXffnFAg9aAR3hobG3s0vtV+47uRRUEVUIoLCzkyiuvpLCwsKdvRaWXoNrEMURqqvT8s9k6t7/PA2BwUHjSnYrCUK+XJqcTj9stq/l1NichtHkbxHdtBTKVnkVtJ1TCUW2ijcn9JvP2hW/z3DnPkWxO7unb6TFUm/BRVwcffSQFOh9f+15Xgly4q60lvWXfnJMWpxP27Dn4a9bUyIU7t1te3+mUIcM+IbBfmHjmhrbFO6+3zVvQaJTn6iIvf6vVyo8//YQ1LBLhsMjIgG3bIC+v686psl9cHpcsAtKJcGGQIt6IpBEYtAaiHRDhG5ZqowB/PbpaSIxMZFDcoAOeT1EUnB41FU1nEUIKfUWNRSiKgkFnoNnZTKu7NSD8AZAPPATkyZyOLo8Lg9ZASWMJLm+4W6f/5LRbFfpwUPuO7kUNGVYJYfz48bS2tqLvrLePyjGPahPHEJmZcvXcam2/AnA48fEQE8PxjY2sAgRwoqKATkd8cjLKkCGQnX1w99DcLPMMdiaPocpRg9pOqISj2kQoeq36HFSb8LFsmczFZzZLbz+vl0jgHP92RQGNhvTa2n0OLfV6pdfeweJyyX7XYpFioD9iwOsFp3MfQbAFOKmpibsiIjjf71XY0CCjArxe+dJ2nNetsyQlJnLd3LlounJMEBUFxcWwZAmMGdN151XpEH+Ov/0VnQgnLSqNk8q1NNXABhvYAUUP+gRwtUCiLZFJ6ZMw6UwHPJdAtBvCqtI+McYYCi2FNLU2EWmIBCErD4d8fUt9L4CPwDvKi1d4idBF0ORsorK5kgExA0LO6/F6UBSl056inUXtO7oXdUamEoJGo8FoNHZtx6xyVKPaxDGEyQSDB0tRrjPExEB0NDidnAhMBRQhUAYMQDNjBsqIEQcn7AkhQ3mGDTuUu1fpxajthEo4qk2ohKPaBNJD76uvpEBnNLbfh2o04HSSbLPx/+ydd3xb5dm/r6NtW7blPTOdnRAySUKABAJhQ4FCodBCS0kL/Jhlr1J4XygUWjqgrJaWtvCWlk3LKiuBBBLi7J3YTuK9LVuy5nl+fzySLB0riZ1N/Fz5+GNHes5z1q1zpK++932bDQ1EQgD5e1GbSwi57u7umCsQn0+6/gIBhiZZZImuc47HI8W/qLvQ5+v/uneDpmmYzWa0vWmUsutJISdHCq9JRFXF/sesmUmxphAM78I1lgSBYMr6Nm79AqZsl4/lh+DYgHxNTFwHQxv37PoTQoBgv4tQRzJjcsfQ5GkiLMJYTBbCIkxQD/Zcmz30iIFRuuR5NplMhKpD1DT1Lh3gCXpIs6UxOHPwft1ede84sKijqkigoqKC888/n4q9SUdQHJGomDjCmDFDvqHvS22djg5obOxpBAKgaYRaW/nvokW4o/WH+kpnp0wvnjChf8spDnvUdUJhRMWEwoiKCWDFCti2TX5Bl6xuXsQdSCCAWQgKUhKbNPxl0iSZEttfbDYpBuq6XIfP15OybLGQtbsP2vHLdXf3bON+wO1288EHH/T//cSeyMuTqc2LFu3feRVJ0TSNMTlj6Ar08QvnCH6TjgjAh+vl/8e1wxltkec21HPei0sprdi9qOsP+7GZbQzKHLTbcYoeyrLKCOpBNHre32toWLTIlwW1SRbaCSnWFNzL3TQ/0cz2l7f3GtLuayc7JZui9KL9ur3q3nFgUYKgIgFd1/H7/eiqEK8igoqJI4wTTpC1AZv6UHx5/XrweOQb/+ibf13H1NFBodstv5XtD3V1UgwcP77/2604rFHXCYURFRMKIyomgOXLpdOuoKBHkDObe+6z0XttOAwuF0VxNXrvnDSJ7x9zTOKXdH0lO1uKeSaTFCJDocT1mc27rCPVGQ5LATEiVJKaunfbkAQhBOFwuP/vJ/aE2SxdjV98sX/nVeySEdkjCIvwHscF9SCbWzbz5sY3+WRQiBfjMuDbfTAokhW6SYCn2cO0T7bsdr6uQBfp9vT97ko7kplZOlM6OiN1AM2aGZvZhqZFRMG63suY2kyk29JpfLURgI6liY1DhBC4/W5OGX5KT7OY/YS6dxxYVA1BRQIjRozg3//+96HeDMVhhIqJI4yCAjj+eHj9dZl2tLs39bW1Ms1IiARHoUnXmeByQWZm39cbqZPEaafttw8SisMHdZ1QGFExoTAy4GMiFIIlS2Qpjvx8Wecu6r6LEr0/Wq0wfDglbjfLI2mv+Qa3YL8oKJC/w+EeMTC6rkg5j7HAmiSLbjSZmK7rUsAUQoqL+4nMzExOP/30PQ/cG3JyYNMmaGjo2X/FAaMsuwyr2Up3sJsUa+9Y1dGpaK1ga9tWGj2NhPUwywaZWdodio2ZZodAIbANdnqDnLCliXO6/BReOWuX623ztXF0wdFk2DMOxG4dkRQ4CxibO5aPKz9GCIGmaThtTnwhn2wMk0QQtHXYMGMm5O45X6FACItNykkNngayU7I5ceiJ+317B/y94wCjHIIKhUIx0Dj3XPlGuTZZTkAcUfdCOMk3vv0pai6E7Io4fjwcd1zfl1McdgTDQX615Ffc98l9tHa3HurNUSgUim8OmzfL+252tnTqT5gAUZFP03oEOpMJxoyB/HwGO52xxTNttr1fd3q6FBmj9/X4L+bCYdB1/grkAMZKbEui6cLBoHTepafv/XYcTFwu2URl1apDvSUDgkmFkxjmGkZdV281SRc6axrWsL5pPW3dMic4xZJC2BsmEHk7aToVxo02MTyo44hTKN6q23U6eUgPEQwHOaXslP26LwOBH0z6AXaLHbdfHt9Uayo2s42QCEGSt3dam0Z3ZeJ7f3etXNYf8tPS3cK5Y85liGvIAd92xf5FCYKKBMrLy9E0jfLy8kO9KYrDBBUTRyAjR8J3vytrBO5O2LNak9YJ0s1mdjY00NTXYt2NjbLr39VXy1QjxTeWHR07+GDbB3xS9QlrGnq8JOo6oTCiYkJhZMDHxKpVsolHWpoU2MrK4KSTYNgweW90OKSTbfZsmDIFNG3/CYIWi2xiIkSiGBjtGAwcDTQBjxoW/a2uEw6F5Dgh9kt34ShNzc088+yzfX8/0R/MZrmvX3+9/+dW9MJmtnH6iNPpDnUT1hO/SN7cspnt7duxmq3oQsdqsqKjE26PjEsBfRa8eIKNWpeZ0X3MYazvqqcovYjjBqsvm/vLGSPPYErhFHwhH76QDzTZ6MVutkOSUpDBpiDu8kRxtq26jZAeYkvrFiYWTOSSCZcckG0d8PeOA4wSBBUJDB48mOeee47Bg1UdBoVExcQRynnnwfTpsrh5KJR8TH5+TzfCKJoGFguOwYNxxn1Q2SVdXdDSAhdcABMn7vt2Kw4pQ11D+c6E73DB2AuYUjQl9ri6TiiMqJhQGBnwMbF8uRTlooKcpsnmFyeeCBdfLL+oO/NMKRRGxgyJuz9ndvWvYUMCZrP8Yk7TEsuAGGr3aZDQcTgF2AZsjT4QDEJlZfLMgb3A6XRywgkn9O39xN7gcslGLoE9d6tV7DsnDjuR0oxStnf0NJzwBD1UdVRht9jRhY4udEyaSTa06IwMSgcTJjYX2bjrrBQCx+xZdA6EA3T4Ozhj5BkqXXgvsJqtXDP9GnJTc+nyd+ENemUtzzDglWMs0y04LnEAEGoL0b6wHQDNIq9PLdUtbGzeyKicUdxx3B2k2dIOyLYO+HvHAUYT+72Kq0KhUCi+EVRXw89+JmvsjB7dW/yrrZX1jtrbez40aJpMdTruOJl2vDu6uqCqCubPh9tvl+4HhUKhUCgGGj4fXHqp/AKusLBvyzQ18eXixcxqaADg68JCps6aJUXEvWH5cli9Wt7ro6nDcQ7BKDpwA9Ix+DiwEfgIOCk6wGKRmQbHHCMFzsOZri5oboY//AGGDz/UWzMg+GDbBzz8+cMUphWSYc9ga+tW1jWtI8uRRYe/g3ZfO3aLnWA4iOcrD7wFjADL9y04rU7pVAsIOh7rADdoJo0fvfYjNFOPs1UIwcaWjYzPG89j8x87YELUkU5YD/PEl0/wzPJncPvd+EI+/K1+fL/0gQns99tJd6TjftxNoEGK6s6RToZNHMaaV9dQMKeAi26/iFuOvUU1dfkGoxyCigTa2tp47bXXaGtrO9SbojhMUDFxBFNaCvfeK8XAjRtlKlM8RUXS1ZeaKlOHzWZISyMwYQKVbjd+v3/Xczc3SzHwlFPglluUGHiEo64TCiMqJhRGBnRM7NwJnZ39q79XV8eQqHAHpPl8UJek2n9fycnp6WjscMjfSXwhJuB3wI+AkshjCRWHQyH5ReKSJeDx7P32AH6/n8rKyt2/n9gXUlPle5vt2/c8VrFfOHn4yZw49ES2d2zHF/ax070Tq8kKGrJhBbJrbHewO8EhGNJDhPQQQhcECWK9QbYbFrog2B1MWEdtZy3ptnR+Mu0nSgzcB8wmM9fPuJ6bZt5EWVYZKZYUNE9EeE2DVFsqDrMDU2mPZDTpxkl40+TnhYJQAY+e8ugBFwMH9L3jIKAEQUUClZWVXHDBBVRWVh7qTVEcJqiYOMIZOhQefFDWLNq+XX5oiXcDjhwpOwMfdZQsgH7GGXRkZvLBhx/i7uzsPV8wKD8odHXJFKg77pD1khRHNOo6oTCiYkJhZEDHxPbtsmZvf+roahoFcV/UFXq9vdx8/cLplE1MwmF5f4/WLYyvKQiIyI8OFEceqzFsF7ouv/Rbtky6H/cSd2fnrt9P7A+idZCVIHjQMGkmrp1+LVOKprCxaSPdoW6sZinuOSwOTJqJsAgjEBApSedwgCMoa9iF9TBerxeT1QSRxBV/V49gXNdZR3eomyunXMnRhUcf7N074rCarfxk2k949uxnuf242xlulU5aS4Y8+N6Ql5z5OZhTzAw/YzjjB4/nO7O/A4DeoeOwHPgv/Af0veMg0MeSnYqBwsSJE2lpaSEjQ9ViUEhUTAwAiovhf/8X3noL/vY3WLdOdkGM1hDMypL1BiPk6DqXX345Nqu1Z46oc8HrlY7DBQtkOpHhg4biyERdJxRGVEwojAzomNixQ/7uzz0xPx9TOMxWoBtwhcP79gVbdrZsWlJbK7+8E0I2DwuHe/4fQUfWE9ylICiEXK6mRn4JePTeCTM52dm930/sb6xWmQWhOGjkpOZw9/F3c88n97C5dTPp1nTsFjtWkxWHxYEn6MGkmdDdYQSQlgIp3dCVakKYTTicDmwmG8HUILpbp7OxE7vLTrW3GjS4pOwSvjX6W4d6N48YNE1jfP54xuePR1+m81N+SmlJKb8+99ekWdNwOVyk3JhCaUYpmfZMNmzYwEM8xM6dOw/K9g3oe8dBQAmCigQsFgvZ2dmHejMUhxEqJgYIVqts/DF1Krz7Lnz0EWzeLL9ddzrlTyR12AQ4hIC2NukE9HikcDh0KJx+Opx6KmRmHuo9UhxE1HVCYUTFhMLIgI6Jmpr+deft7oYtW8BqpSzawMNqlQ09MjPlF3b9xWSCIUPkvTslRd6/g0G5XcFgr+HxgmBCynC0U7GmSVFw504YNUrO2e9NMuE40HUIU1KkCKo4qBSlF/GzOT9j8c7FNHmaCBMm3ZZOliMLf9iP3+9HRPQkWw6YNQsC2SzEarKSYc+gO6Ub3a3zzt3vkDoolTMfP5OxzWO56virqH+wnnvuueeQ7uORyPrK9QBU69Vk2jM5cdiJvcYMGjQIgI6ODjo7O0nvTymEvWBA3zsOAiplWJFAZWUll112mbLkKmKomBhgDB0KV18Nzz8Pt90mawBmZfU0CNm6le61a1n3/vt42tth0CA4/3yZdvz003DRRUoMHICo64TCiIoJhZEBHRONjWCz9X38pk2yFm9Jiaz3W1ICgweD3w9r1yYV8PpEUZG8p4NsTpKenrTTcPQDYmnkd4JDMCoIRuns3GvBzd3Zyccff3zgUoZBHvfOzn1KbVbsHYMzB3PRuIsodBbiMDto97XTHeomxZKCqBbgA1LAM8JMS7qZIGFsJhuiS+AL+jCn9Yjo3p1eHjr+IR645gEA7r333kO0V0cuIT3EiooVAOhpOsvrlicdl56ejsvlAqCqquqAb9eAvnccBJRDUJFAMBikurqa4N6+0VAccaiYGKC4XHD22fJH16G+HpqaIBCgcedOHnv4Ye5++GFGTJum0oIV6jqh6IWKCYWRARsTQkBLS98Fwe5uec9NTZXuvfi6g+np4HZDQ4MUCvuLzQaTJsmOw243ZGRAICCdfuFwrEZh9K5eFPldb5wn6hA0m2WTkdpaKCvr9+bouk6Xx4O+L7UR94TNJr/U7OhQDc4OAaeNOI2F2xeSm5pLm6+NHR07cPvdsE0+bxppwupyoaFhNVvRQzqtohUREjicDnz0CLnBtp5rh60/Artijwgh+GP5H6moqQDA6rTy7pZ3mTt0LtOKp/Uaf9RRR7Fo0SKWLl3KUUcddUC3bcDeOw4SShBUJDBq1Cg+/fTTQ70ZisMIFRMKTCZZZ7BYJg8NmT6dF84//xBvlOJwQl0nFEZUTCiMDNiY8HrlT19TY30+KbKlpUmBrrtbiooOhyzPER2zt2RkwLRpsHq1TB/2+RIFvmiKMhD1+7vjl4/WELRae74Q9Pl6Owf7gCszk3POPnvv96Uv2GxS9OzokDUUFQeNsB7GZDIRCAf4svpLclNzcTlcNHma0Go0BALzUDNp1jQ0TUPTNFLsKThTnAzOHEzm2EzeWP1GbL4lS5bE/p42rbdIpdh7GjwNvLHxDbo7ugGwpdvY1LKJf63/V1JB8IQTTmDRokUsXLiQK6+88oBu24C9dxwkBkzKcENDA6NHj+7189prrwGwbt06vve97zF58mTmzp3LY489RiAQiC2v6zq//e1vOf7445k0aRJXXXVVr0KaGzZs4LLLLmPSpEmcdNJJvPjiiwnP92UOhUKhUCgUCoVCcYTgdktBqq+NM2w2KfwFAjLVuLlZOgwbGnqEwH11R6Wnw6xZsvlXtFFJNHU4TtSLVgZLSOiNjovWRIwKhIcr8YKg4qBR0VbBje/fyF3/vYvuYDe+sI+Ktgq2tmylw9chU4YByyALxw0+jnnD5nHS0JPId+YzsWAivzr1V/zguz9ImHPRokWxvx3K7blf8QQ8tPvaCXZJF57f5qc72E2rtzXp+Dlz5gCwcOHCg7aNigPDgBEEN27ciN1uZ9GiRXz++eexnzPOOIO2tjZ++MMfMnz4cN544w0efPBBXnvtNZ544onY8k899RQvvfQSDz74IP/3f/+Hruv86Ec/iomGbW1t/OAHP2Dw4MG8+uqrXHvttTz22GO8+uqrfZ7jcGDlypWkpaWxcuXKQ70pisMEFRMKIyomFEZUTCiMqJhQGBmwMREKSaefqY8fu1JTITe3x71ns0l3YTAoxcGUlL1rKmLEZJLzFBbK2r92u3QhpqTERMFoT88g4I9fNioa6roUBuPdgv2guaWFP/7pTzS3tOzLnuwes1luZyh04NahSKCyrZJ7P7mXL3d+iSfgwR1wYzVZCYQDdPg7EM1CBpQVHMUOzCYz1e5qNjZvxBFy8O6d70I9nHPOOfz5z3+Ozbt8eU9Nu8Pp8/ORQE5KDu2+dnSPTN8P2AN0h7rJc+YlHT99+nRA1hDsOMBi+4C9dxwkBowguHnzZoYOHUp+fj55eXmxH4fDwfLly2lvb+fWW29lyJAhHH/88Zx99tmxbyECgQB/+tOfuP7665k7dy5jxozh17/+NfX19XzwwQcAvPLKK1itVh544AHKysq44IILuOKKK3j22Wf7PMfhQHFxMQ8//DDFxcV7HqwYEKiYUBhRMaEwomJCYUTFhMLIgI2JcLh/6bSaBqNHS3EuHJZCVjAoRS0hYMyY/VsLLzdXrjMlpUfgM5lA03DGDYulDUfTlgMBuT0Wi2xQshekpaZyzDHHkBZfJ/FAIESsPqLiwCKE4PdLf8/S6qVUd1azvnk9tZ21tHpb8Yf96OjQGBmcDyn2FKrd1RSlF3HdjOt47OTHeOTGR2LXicsvv5yHH34YgDVr1sTWowTB/Uurr5VMeyZ45f9t6TYy7ZmUZSWvDepyuWLnaP369Qd02wbsveMgMWAEwU2bNlG2i2K30TbWL7/8MuFwmOrqaj777DOOPvpoQLoLPR4Ps2bNii2TkZHBuHHjWLZsGQBff/01xxxzDBZLT1nGmTNnUlVVRXNzc5/mOBzIz8/n+uuvJ39/fPOoOCJQMaEwomJCYUTFhMKIigmFERUT/SA9HY4+WqbzCiF/bDYYNQoGDdq/6youlu7AaBpy1ElnsWA2m4lKdZ0ghcKIWEgoJMXDlBTZBXkvSElJ4agJE0hJSdnXvdgzh3Na8xHEusZ1vLvlXeo662jvbicQChDWwwT1IILIOYgaQnPB5XDxi5N/wTNnPcPFEy5mwtAJva4T48aN67UeJQj2n3e3vMspL57C25ve7vWcWTPj1JwQefmfPOFkhmYNJcOe0WtslAkTJgCy9NqBRN07DiwDRhDcvHkzra2tXHrppRx77LFccsklsZz3KVOmcPXVV/Ob3/yGo446innz5lFQUMB9990HQH297K1VVFSUMGd+fn7sufr6egoLC3s9D1BXV9enOfaGUCiU8G3J+vXrY3UJfT4f5eXldHbKyh8NDQ2sWrUqNnbTpk1s374dkN17ysvL2blzJ++//z4VFRWsWLEiNnbLli2xVt/hcJjy8nLa2toAaGlpoby8HBG50W7bto1t22TrKCEE5eXltERSAdra2igvLyccKVhcWVnJli1bYutZsWIFTU1NAHR0dFBeXh7rKLR9+3Y2bdoUG7tq1SoaGhoA6OzspLy8HF+ktsrOnTsTvq1Ys2YNdXV1AHg8HsrLy+nulkVTa2pqEi5k69ato7q6GoDu7m7Ky8vp6uoC5LlcvXp1bOyGDRvYsWMHAH6/n/Lyctxud+x4x1ubN23aFGvNHj3e7e3tADQ1NVFeXp5wvCsqKhKOd2urrOHQ2tpKeXl5rCNbRUUFW7dujS1bXl5Oc3NzwvEORd7cVVZWsnnz5tjYlStX0tgov6Zzu92Ul5fHbrA7duxg48aNuN1u3n//fRYvXhyL1a6uroTjXV1dnXC8165dS21tLQBer5fy8nK8XvmVU21tLWvXro2NXb9+fex4R2M2erzr6+sTjvfGjRtjxzsQCCQc78bGxoTjvXnz5ljMhkKhhJhtbm5OON5bt26NHW9d15Me72jMVlRUJMRseXl5LGbb29sTYraqqiohZleuXBmL2ejx9vv9seO9YcOG2NjVq1fHYjZ6vKMxW11d3Stma2pqgJ6Y9Xg8gIzZ/XmN6OjowO12849//COhlou6Rgzca0T0uT/84Q+xc6WuEQP7GhE9Dk8++WTs+KtrxMC+RgAsXryYl19+GbfbPaCuEe2dnXR0dsaOt9vtTkixa2pujsWS3++nqbmZsK7D0KF0jx9PICdHpvZOmEDL4MF4I2MDgYAcG3ktdHZ1xbYP5OvKEzlmwWCQpubm2Hns8nhojY51Oul2OglHGpmIUAhdRKQbkymWNuyO/F8XAqHroGnoNhve1FQCkTqE3u7u2GsV5DUvev0I6zpNzc34I/HR3d1NXV0dO3fuJBAIyPcXkbG6EHJs5Prn8/loam6OXSM63G46IudNRMZGYyl6DPXIWHdnJ90+X6zmobpGSA7UNeKZL55ha9tWgiKIxWQhLMKE9FCPGAjQHPmdA1tb5Lx2i53Vq1ezZcsW3n//fWpra2PHe968edgNTXk6OzuPmGvEwXofcfv7t/NR5Ufc94nUOOLfR2SZsyjwyqY7JquJ+u56srQsZpbOBJK/jxg1ahQAX3311QF5H9HU1MSKFStin0VXrFih3kfQt2tEvzq3iwFAMBgU48ePF+eee65YsmSJWLNmjfjFL34hRo8eLRYvXiw6OzvFddddJx566CGxdu1a8e6774oTTjhB3HbbbUIIId544w0xatQoEQ6HE+a99dZbxeWXXy6EEOLkk08WTzzxRMLzO3bsEKNGjRLLli3r0xx7Q2trqygpKYn9/6ijjhLXXXedEEKILVu2CEB88sknQgghHn30UZGVlRUbO3PmTHHllVcKIYSora0VgHjiiScEIG6//XZhs9liY+fNmycuvvhiIYQQHR0dAhCvvPKKEEKIF154QQAiGAwKIYQ4++yzxdlnny2EkMceEC+88IIQQohXXnlFAKKjo0MIIcTFF18s5s2bF1uPzWYTv//974UQQrzzzjsCELW1tUIIIa688koxc+bM2NisrCzx6KOPCiGE+OSTTwQgtmzZIoQQ4rrrrhNHHXVUbGxJSYn42c9+JoQQYunSpQIQq1atEkIIcccdd4iysrLY2FGjRolbbrlFCCHE2rVrBSAWL14shBDiwQcfFIWFhbGxkydPFtdcc40QQojKykoBiA8//FAIIcTjjz8u0tPTY2Nnz54dO9eNjY0CEG+++aYQQoinn35amM3m2Nj58+eLb3/720IIIbq6ugQgXnrpJSGEEH/9618FIHw+nxBCiPPOO0+cccYZsWUB8dxzzwkhhHj11VcFIFpaWoQQQlx66aVizpw5sbGpqaniN7/5jRBCiPfee08AYufOnUIIIRYsWCCmTZsmli9fLgDhcrnEQw89JIQQYtGiRQIQGzduFEIIcdNNN4lx48bF5h0yZIi4++67hRAitvzy5cuFEELcfffdYsiQIbGx48aNEzfddJMQQoiNGzcKQCxatEgIIcRDDz0kcnNzY2OnTZsmFixYIIQQYufOnQIQ7733nhBCiN/85jciNTU1NnbOnDni0ksvFUII0dLSIgDx6quvCiGEeO6550T85e+MM84Q5513nhBCCJ/PJwDx17/+VQghxEsvvSQA0dXVJYQQ4tvf/raYP39+bFmz2SyefvppIYQQb775pgBEY2OjEEKIyy+/XMyePTs2Nj09XTz++ONCCCE+/PBDAYjKykohhBDXXHONmDx5cmxsYWGhePDBB4UQQixevFgAYu3atUIIIW655RYxatSo2NiysjJxxx13CCGEWLVqlQDE0qVLhRBC/OxnP9uv14h33nkndk6tVmtsrLpGDNxrhBA9r/Nrr71WCKGuEQP9GiGEELfffnvCeVXXiIF9jRBCCJfLFYuJgXSNeO3JJ8U7IAIXXCDEggXig2HDxDulpUIsWCDEggXiGU0T644/XogFC0TlqaeKp0F4v/c9IRYsEB+PGiXeLCgQ4sorhViwQPzRahWrZs4UYsECsfPMM8XTINyXXCLEggVi0bhx4l85ObF5X0xJEcunTRNiwQJRf+654mkQLRdeKMSCBWLJxIni5czM2Ni309JEc2amEIWFIpCRIYIgwpomhMUiRoIAxEKTSQizWQRBhECItDQRKCkR/wRRc9ZZQixYIFbOmCFesNli876eny8+HT1aiAULRNdll4mnQVSddpoQCxaItbNni2dNJvE0iMbzzxdvFxeLD8vKhFiwQPivuEI8DWLryScLsWCB2DhnjngaRPhHPxL6gqvEn8YXixvnZYlrbhknvntrmTjmfMQlPyoWz99wgvj4zGPFH0D4r7hCBBb8SPz2mCJxz3Ep4jf/+Kl4afVLwpprVdcIcWCuEWE9LNLvTBfch8h4KEOk/m+q4F6Edr8mtPs1wf0I7kNQLGOKi+T/b/tQfubOzc0V1157rQDE888/n3CNGDZsmFwm8mOxWI6Ya8TBeB8RDAZFxuAMoZVp4v4P7xdCJHkfYZbH1pnrFMfdeZwYOmVobN5k7yPuuOMOAYhRo0YdkPcRv//974XNZoud32OOOUa9jxB9u0Z4PB7RVzQhBoZ/2uPxYDabEzoS/ehHPwKgpKSEqqoq/vKXv8SeW7JkCVdccQVvvPEGO3bs4Prrr2fVqlUJy99www0EAgH+8Ic/cPbZZ3PCCSdw6623xp7funUrZ555Jq+//jo7d+7c4xx7QygUYsOGDRx11FGAVOTT09MZNGgQPp+P9evXM3LkSNLT02loaKC+vj6WCr1p0yYcDgdDhgwhGAyyZs0aBg0ahN/vR9M0GhsbmTx5MiC/RbJYLAwbNoxwOMyqVasYNmwYWVlZtLS0sH37diZPnoymaTE1vqysDCEEK1asYMiQIeTk5NDW1kZlZSVHH300ZrOZyspKQqEQI0eOBKQiX1paSl5eHh0dHWzbto2jjjoKq9XK9u3b8fl8jB49GpCKfGFhIQUFBXR2drJlyxbGjRuHw+Fg586ddHZ2xizma9asITc3l6KiIjweD5s2bWLs2LGkpKRQU1NDe3s748ePB6Qin5mZSWlpKd3d3WzYsIFRo0bhdDqpq6ujqamJiRMnAlKRT0tLY/Dgwfj9ftatW8eIESPIyMigoaGBuro6Jk2aFDvedrudoUOHxo738OHDcblcNDU1sXPnTqZMmRI73mazmeHDh8eO99ChQ8nOzqa1tZWqqiomTZqEyWSioqICXdcZMWIEIL9FGjx4MLm5ubHjPXHiRCwWC5WVlQSDwdg3OitXrqS4uJj8/Hzcbjdbt25lwoQJ2Gw2duzYgdfrZfjw4TQ2NtLQ0EBJSQmFhYV0dXWxefPm2PGurq7G7XbHjvfatWvJzs6muLgYr9fLxo0bGTNmDKmpqdTW1tLa2hqzma9fv56MjAxKS0tjMRs93vX19TQ2NsaO98aNG0lNTWXw4MEEAgHWrl0bO96NjY3U1tbGjvfmzZuxWq0MGzaMUCjE6tWrYzHb3NzMjh07Ysd769atmEwmhg8fjq7rrFy5stfxjsZsRUUF4XA4FrPl5eUMGjSIvLw82tvbqaioiMVsVVUVfr8/FrMrV66kqKiIgoKC2PEeP348drudHTt24PF4GDt2LCC/tcvLy6OoqCh2vKMxW11dTUdHR0LMulwuSkpKYjE7evRo0tLSqKuro7m5eb9dI8rKykhJSWHDhg34/X6OOeYYdY0Y4NeIMWPGEAgE+Oyzzxg9ejSDBw9W14gBfo3IzMykpqaGNWvWcNJJJ2Gz2dQ1YoBfI0A2BNA0jQkTJhAIBAbONWLnTkzf+x4Z2dmY8vJwu90IIcjMzASkQ9CZlkZKSgp+vx93ZyfZ2dmYTSY6OzsJh8O4XC5ANuFITU0lNSVFuurcbrKzsjCbzXR2dREKBsnKygKkY8aRkkJaairBYJD2jg6yXC4sFgtdHg+BQIDsyNjWtjZSOjtJ2bQJ3eNB7+rC7POhCcE0IVgOvAOcqWmEzWY0TcOUm0t48mRaHQ4yMzOxWa14u7vp9nrJyckBpJvJbDaTnp5OWNdpbW0lIyMDu81Gd3c3nZ2dpKalkeJw0NXVhWYykZGeji4ELS0tZKSnY7fb8fl8dHZ1saNQ8EZKFV9qdbhNQTJNDqzCRCAQQFhNdJt10sNmxnemM9syiA8cNazTmwiF/JhHjkSkODD5TZw5+kxuOuEmfB6fukbsx2vEyoaVzP3zXPxhP067E2/QSzgcxmQySZdgvYB/AG0AYLrGhMgXTC2ayrIFy1i9ejUulwuTyURqaipVVVWx43333Xfz0EMPEaWwsJDly5cfGdeI1la2VGzBl+MjRIhcfy6p5tT9+j6ioqIiFqsPPvgg99xzT6/3EXPnzmX58uV85zvf4bHHHtvj+4iNGzdy6aWXMm3aNP70pz/t9/cRTU1NVFdXM378eBobG+no6CA1NVW9j+jDNSL62u0LA0YQTMYjjzzC559/jhCCuXPncsstt8Se83q9TJ48mSeeeIKSkhIuvPBCPvzwQwYPHhwbc8kllzB69Gjuv/9+rrrqKlwuF7/85S9jzy9evJgf/OAHLF68mJqamj3OoVAoFAqFQqFQKI4ghIDvfhe6umS9vsOZtjZYtw5aWuTfwSAnCsGnwMvAxSBrCBYWwsyZsiHJQUAgeNu+nWfSNtCm+TFjIkiYoCYQCGzCTIawUqin0E2Y7eZOas1eMoSNqZ5MUgM6zJmLcDho8jbR3N3MheMu5LpjrkPbRbMXX8jHmoY1BPUgY3PHkpWSdVD29ZvMg589yKNfPEpQD+KwOPAGvQgh0NHRhQ4vANt7xtvvsyMsgvy0fD7/4ecMcQ3Z5dwLFy5kzpw5sf8XFBTsU9mtw4kmTxOXv3E5i7YvIqSHGJ0zmle/8ypl2T39D4QQu4zVvvD+++9z2mmnAXDiiSfy8ccfJzzv9/tjpqVt27YxfPjwPc752WefMXfuXEaNGpWQRqv4ZjEgaghu2bKFKVOm8NVXXyU8HlX8CwoKegVx9P/Dhg1jzJgxOJ3OhOXdbjfr16+PtdyePn06y5cvj+WiA3z55ZcMGzaMnJycPs1xOLBjxw5+/OMfx/LQFQoVEwojKiYURlRMKIyomFAYGbAxoWlSOPsmNEHIyoLZs+VPQQGYzaRHnuoE2XgkMxOOP36/iIGdXV0sXLiQzkhtrF3xH/tOfulczU5TF/UmL1stHVRZuqgze2kwdbPd0slqaysLbfXUmD2ENB2PKUSr5mO1vY13M5t4peItqjuryU/LJz81n3e3vsu2tm1J17eucR3X/PsabvvwNu747x1c9fZVvLvl3X3e3yOZYDjIspplOKwOzCYzIT2EWTMTFmEpBgLEvwScoFk17BY7utBZUb8C2PV1Ytq0aQn/P1KaigghuOuju/i48mO6gl34wj7WNK7hlvdvQRc6rd2tPLzoYS7+18Vc/c7VLN65eK/WE388ozWE44nWY3Q4HAwbNqxPc0adwPF1Qw8EA/becZAYEIJgWVkZw4cP54EHHuDrr79m27ZtPPzww6xcuZKrr76aK664gkWLFvHEE0+wY8cOlixZwp133sncuXMZM2YMNpuNyy67jMcee4yPPvqIjRs3ctNNN1FYWMj8+fMBuOCCC+jq6uLuu+9m69atvPbaa/z5z3/mxz/+MUCf5jgcMBZlVShUTCiMqJhQGFExoTCiYkJhZEDHRH4+RAr7H/ZEBcyyMsjOJiPSzMFts0mRMD0drNb9sqpQKERzXLOTZKyztPK/znK2WDpoNPsIaYIM3UaWbidTt5EhbLh0O1m67JK81eJmo6UDTUCnKcQGm5sam492fwdrG2SjiZyUHDp8HSzcvrDX+rqD3Ty25DG2tGxhSOYQRmaPxO1z8+SyJ9ncsrnXeIXEE/Sgo5NqScVhdqALHR09sZlIXF8QLUPDYrZgM9twWBx0BaQovKvrRGpqKjfddFOsQeeRIghuatnEusZ1YMjZ3Na+jXWN63h88eO8vfltWrpbWFq7lF8s+gUbmjYknyyOaEqtruu0tbVxxx13xJ5LJghGG1iUlpb22YkYFQTb2tr618Sinwzoe8dBwHKoN+BgYDKZePrpp3n88ce58cYbYzVKXnjhBUaNGsWoUaN45plnePLJJ/nLX/5CVlYWp5xyCjfccENsjuuvv55QKMQ999yDz+dj+vTp/PGPf8QauSHm5OTw/PPP87//+7+cd9555OXlcdttt3Heeef1eY7DgTFjxrBs2bJDvRmKwwgVEwojKiYURlRMKIyomFAYGdAxUVwMuxG9Dkvy86GigvSIe6/T4ZAux0GDIDV1v6wiy+Xi/PPP3+2YJ1PXscHSToowkylswK7ECo0UYcEiTHSaA3RpQRCClADoJgg5bIjIP03TsJvtVLure82ysn4llW2VjMgegc0sRcahrqGsa1rHl9VfMipn1D7u9ZGJWTNj1szkp+XjC/tIJZU2f1viIC3x70y7rKPpcrgwa7IL9O6uE7/61a+4+eabGTRo0BEjCHb4OjCbzOSl5VG7ohaxVuC6wEWKNYXtHdtZ1bCKYmcxa5vW4g16CekhVtavZGze2N3O+9RTT3H99ddz2mmnYbVaYx2NYc+CYF+JCoK6rtPe3k52dnafl+0PA/recRAYEIIgQG5uLg8//PAun58zZ05CXQIjZrOZW2+9NaFpiJGJEyfyj3/8Y5/mUCgUCoVCoVAoFEcQ0frhQkgH3jcBlwsmTCB98WLwenHruhQ2IwXyDwafWWt5PaUKq9D2IAYmYsaEORTGHAaXTy4VDOtYbMFYLbawCGM323st6w/7CekhLJqZ3Do3mW1eAnYLm1N0fCHf/t1BZP24Rk8jJs1EUXoRLodrv6/jYJBmSyMrJYt2XzupllTaQ+1YTBYQEOgKwCagsme8SchGIzkpOaRaU8lN7VsKus0mRdpgMLjPdfUOB0ZkjyAvLQ+P10P136QolzY6jaIRRYzIHoFJMxHUg6SZ0wjrYSwmizyue2DJkiUAvPfee72e60qSol9TUwPIZqt9xWazkZ6eTmdnJ83NzQdMEFQcWAZEyrCi70S7Da1evfpQb4riMEHFhMKIigmFERUTCiMqJhRGBnRMDBkiXXXftJS30lIyhshGD52ZmTBtGkQaD+wPWlpa+MuLLyatQSYQ/M65Fo8WIlvY2Z0YKBB0aUG6tCBmwCpMZPghpRtq34H6ReATYQraQ5jQCIaDAEwsmNhrrrG5YxnrSeXE5z+m7t53+Ov9/2H87z/ljr9WMnuDR4q6+4F1jev45Re/5Mq3ruT6d6/nunev44dv/pAnlz5JZVvlnic4zDBpJk4bcRohPcSY3DGERRgEOCwOLIss8GbieO0YjXRbOgVpBRSlFzGjdAaw5+uELRiM/R3csQOamyGJ4+1wYU/9W3NSc7hg7AVsW9JTz7KtoY1LJlzC6JzRnDz8ZL76w1esvnU1tlob43LHMXvw7D2u1+fbtXi9vxyCcHDqCA7oe8dBYMA4BBV9Iz8/n5tvvpn8/PxDvSmKwwQVEwojKiYURlRMKIyomFAYGdAxMWgQOJ2y03Ba2qHemr7j9ZLudgPQ2dwMW7dCSorcl/R0MJv3afqUlBQmHnUUKSkpvZ6rNHeyxtKKXTehJfGwCAQdWoCAFiaIbCKiCY1CPQWnsGILBRFroWEbhACXxcS4GWmIUJBKdxWDMwdz3ODjes1b4IG7Pw7x6tcNvNAoBdyHW7r4h6uUIS++C/njYR/rv3+47UN+u/S3tHW3kZeaR2mGFGHautt4ac1LfLb9M26bfRvTiqftYabDizlD5vDSmpcQQlCaUUpFWwW+sI9wWzhhnPkCMxnTMphcOJnqzmpOHn4yGfYMwHCd8HplzO3YAVVVsH49trjGEoGrrpKOQYulx706dKh05I4Ysd9S2/eGL3Z8wesbX6eqvYoxuWO4aPxFSQVogFOGn0J6czpu5GvN2mBlxd9XMOeGOVw97WpuWCTLmK1/ZD3XvnAtxel77lbe1NQU+/vcc8/l/vvvp7KykvPPP5/u7m50Xcdk6nld7YsgWFVVdUAFwQF97zgIaGJPsrVCoVAoFAqFQqFQKPaeW26BFSukUHE4IwQ0NEB1NTQ380JbGz/s7OR0i4X/RDsLm81SbBk0CEpKpEi4n/ljykZ+lv41AkGGSEzt9WhBGkzdBDUdDdAEhDWZ+lYQTiVDWMlp9rL+wyDtFXKZ7DwTc348nIaheRQ4C7nr+LuSC25//jPi2We5vbOVX67dFHu44pKLGdbYBKWl8MwzYO+dbtwXVjes5q6P7iIYDjIkc0ivlFdd6Gxp3UJ+Wj6Pz3+cQZmD9mo9CVRVwfvvSyfdxIkwb94BS11/ceWLPPHVE7T72qlx1yAQBF8IJqQLpz6QytSSqejojMwZycPzHqbQWZi4vZ9+Ch98IGPR75fbm5pKKCUF65vSbthy3nlkW60QDMp983pl/NrtsgHO/Plw4onSoXsQ+ar6K+7/9H6q2qvQhRTexuSM4ZFTHklag1IIwdR5U1nxyYqExydPnsy8efN47LHHYo8dffTRrFy5stfy11xzDS0tLfz973/HarUyduxYNm7cyCeffMLcuXMB6Qx0Op0AdHZ2xv4GmDlzJl999RWvvfZaQg+EPXHqqafywQcf8MILL3DFFVf0eTnF4YNKGVYk0NXVxeeff560toBiYKJiQmFExYTCiIoJhREVEwojAz4mpkyRwsbh7MXweKC8HL7+GmprwWQiPSogWK2yrmBmpkwb9nph3TpYvFiKh3uxX8FgkLr6eoJxaaAAOoKP7DU4hBkRlyqsI2g0dVNj9hDQdASgI8VADUjVLaQLCxoadR4rHXEiVHu7TnDoUM4afTYPzXsouRgoBHz8MVpGBh2hRMFsY1u7FD+3b5f7vZe8velt2n3tScVAkKm3I7NHUuOu4cOKD/d6PTGqq+Huu+HPf4bXXoOHH4Z//nPf501CVPzyhXy0eFuwmGUNQQz9P3RNZ33zerJTsrnruLukGCgEfPkl/rvuovWSSwg//TS0tUkBdtw4KaRbLJibmmIR4V+1CrZsgfZ26VgdO1aOLS2Vyz73HFx7Lfz85/DVVwfttff25rfZ1raNZk8zzVua6fB2sKVlC+9vez/peE3T0Dp6x8KKFSsSxECAtWvX9uq2+9vf/pann36af/7zn3zwwQdAj0MwN7enNmO8E9eYNhytIdhfh2BeXl7C+g4EA/7ecYBRgqAigc2bN3P88cezefPmQ70pisMEFRMKIyomFEZUTCiMqJhQGBnwMXH00dJJd7jWEWxpgS+/hJ07peDncoHDQXokLdgdjqR9ahpYrVKAcbmgu1s6H9euBV3v1yrbOzp46623aO/oSHi8Wwvh1UKkCgu6JkUcHUGTqZsOU4Bea1kD4i0QQYEp8vG2cXEAISB7rB3MoAfh3hn/y53H3cmY3DHJN0jXpShqt1NnOE9b3G7pPAsG9/oc1nbW8mX1lxSkFey2GYZJM5HpyOSDbR/gDe5jvHz2GVRWwoQJMH482Gzw6qsHpOv1v9b/iz+u+CMjskYwe/BsBmcMlvsZFQSPB/M1sqOuy+5CCCFrDTY3w6OPwj33EHjvPT768ktai4tl6q/ZDJs3w8KFUF6OVlFB1JsZ6O6G+npYv17G7uLF0Ngoz9PgwXJ/HQ7473+lKPrLX8p1HUCavc38e/O/qeuso/XfrbT+rpX2T9rRhU5DV8Mul6uqqtrtvKmpqRQWFhIOh1mxQjoJPR4PxxxzDDfeeGNs3N///nfC4XCsq3BUsAMwmUykRUoWxItroVCIuro6oP+CYGGhdHY2NOx63/aVAX/vOMAoQVCRwLhx49i4cSPjDmIHMcXhjYoJhREVEwojKiYURlRMKIwM+JgYPRqKiqTwdrjR3i5FPY8HsrKkaBQhI9KcoDMY7C0iaRpkZEjRpaJCCjP9cGFlZWXxnYsuIisrK+HxADo6gizdjgaEEXSZgnRrIQSG+QPAa8AK8H0exquF0IMC73a5rWln5WAqkB95a7fW7n6DzGYpJLnd1EZEv3GRbdvS0iJdZ06nTEfdC+q76ukMdJJpz9zjWJfdRYevgxbvPsZLICDPU1SAtNmkqBkO7365frKpeRN/WfkXnFYnRelFDMoYxNSiqWQ6MmOCoHWclYzBGUwvns6Jw06kvbuNd5+9Df2GG+CttyAnh5QpUzjloovIys6G1lZYsgQ2bpTbnJkJLhe2SO27QEqKfCwrS8ZgS4t0t65dK8drGuTkSNdgTg68+SbcfLNMRz4AbkEhBL9e8mvafG1oQQ19kZSuu9/tpv7lesbmjk26XGdnZ0zAmzthQtIxGRkZTJ8+HYCvv/6ahQsX8pvf/IZly5YBMGfOHAD++c9/snTp0lgzk2jTjyhRQTDeIdiwaBHhcBiLppEfV6OxLxREXgv19fX9Wq4/DPh7xwFGCYKKBBwOB6NHj8axHzuIKb7ZqJhQGFExoTCiYkJhRMWEwsiAjwmLBWbNko1FDieCQVizRoqBmZm9asulB6Sa0ykEdHZKd1x3txSaoqKK3S5rClZWQiT1sC9YzGZcLhcWQ3MShzBjxkSmsOLUrXi1IF0EEYCGhgaYdEjdAjzas5y+QdYX9O4IIcJgyTARzNexZlmBPooWp50GQlAXEUxOiDistmzfDl98AaNG7VMdSG033ZKTDN6tk7BPTJ4sBbMtW2J1IZk9e69rIO6Kjys/pt3fTpGzKPaYxWzBpJnQAnIfMjMyybBn4LQ5sQd0rv7My5y/LaJz+xaZ7huJBZfLhaW1VYp77e0yLtPSYrFpi/wOxIt60ZR2m02K0ytWyNiO4nLBmDEyPh98EB5/fL+7davaq1hSvYQsexb66kQfa9viNqa5kjeJ2b59OyAF8pcnTWJupBlK/LUyEAhQVlYGwO9+9zvmzJnD3XffDcAFF1zAp59+yumnn04oFOK+++4DwO600xnsTFhXMkGw+o9/BKDIasX8/PP92ufCiCDYUFl5QFynoO4dBxolCCoSqK6u5uabb451GlIoVEwojKiYUBhRMaEwomJCYUTFBLKOoNUqBbXDhW3bpBMrI0MKLkLIWodtbdDQQLrfDyD7n7a1yZTMxkaZqllbK//u6OgREjdt6vP+dXk8LFmyhC5DPTMHZrJ1O51aiCxhx6OFCGo6poiYZhYa2kLwvgTEGd1EC3S3hvBUSCEodaSDQDhAqlMKLJ2dieJIUk46ifCpp9IQ2YcTIoLo+z4f32ttpa2gYK8bchSnF5NuT6fd157weMjfW0hp87WR5cgiNzW313P9YtIkuPVW6VB1ueDii+EnP9m3OQ20+9r5qPIjsh3ZMQFTIKhsryQQDiACUrjrpJOCtAJcAROnv7KCY5bV0uY0U5FDrGN1l8fD8oULCS5fLuPQ5QJTomSRVBCMYrfLdPa6OlnrMX6MxSLF3JwceP11+MUvpMi9nyivK2dd4zqqO6vxLZHOWst4S+z5qg1VSZdrjqQxFxQUUPid7/DJWWcReuIJ6mp7HK0+ny/WZXfbtm0Jy5988skAXHrppQD897//BSArJ0s6NONIJggujKYL22wJ7uA9IgQFGzYAUL9yJdx++wG5tql7x4FFCYKKBNxuN++//z5ut/tQb4riMEHFhMKIigmFERUTCiMqJhRGVEwgBcHhw6VYcTjg98OOHVIE0DTpXmxslJ1dOzrA4yEjIogFAH8gAD6fdAeGQtKB1d0tXVwNDfLx1lZZh7APBAMBdu7cSTCQ2HXCq4WwChNrrK1sN3fSrYXwaWHCyK7CaBBeu4s5l+p4tklBUBtjwWKyUFYgnVV9akpgtdL8ve8RlqvhWzk5zLBIUedvfj+vV1budvHdUegsZNagWTR6G2MpnVs/28oL33mBla+ujI3ThY7b7+bUslNxWPaDK2rOHHj6afj73+G666Tbbj+ytXUrzd5m8lJ76tV5g16q2qqwC3tMtE1JTcHk8XLaP1cwZk0NzQVOgulpNHmaY8cj6PORUlnZ41hNwm4FQZDCX1qadEQme61lZcGwYbK24EMPyXXtI8FwkHe2vINAoHVohOvCYILMCzOxT5JuzPLy8qTLRuPS6XTCWWfByy9jvuEGXHGp9D6fL5aea+S4444D4Kijjkp4fMywMZi0RLknXhBcuHAhxx9/PLd9/DEQqR94/fV93+n6egojTUwaurvhxRch4jbcn6h7x4FFCYKKBMaNG8e6detUjr4ihooJhREVEwojKiYURlRMKIyomEC6A08/XYpo+7mG215RVye3RdOkoNfSIgU/XZfbFwySHie6dIIcGw73CILRNEFNkymYHg+sXClFwj2QlZXFRYYagj5CPOxcyXJrM2Y0hBA4hBkNCGoCgUAXImJZ7E1otSDQIkCD9HEZDM8azvjS8XL79+AGq6+vZ/bs2Tzw8MMAFJeUkPLOOyy86ioKIs6pakNNtijV1dXcd999tO9hv88ZdQ7ZKdlUtFcghGDrZ1sRumDpX5bSsLEBXehsatnEENcQTik7ZbdzHS54g15CegiLqccN5wv5aPe309HZ0zDGJAJc8n4No9bV01iYQcBhxaSZEOiEdBlHWaEQ43JysBrqSsazR0EQepxuW7Ykb3aTlgZlZbJZyWOPybjfBzY0b2Bnx04mF05G1MjtshRbsDvtpA2WItyuBMGoW88Z6egd74iMdgYeP358zCEY5bXXXuOf//wnEyJ1B8eMGYPF0nMOoinG8TijTUU++IA5c+bw+eefx567/rnnpJO0r/h8FEZcjM1CEPL5pPNyP1/b1L3jwKIEQYVCoVAoFAqFQqE4GJxwAuTmQlPTod4S6Qb0eqUQGAhIZ5WuS6FP10EILEBKZHhMEIz+mM0yJTMQ6FneZpOi4BdfyJqC/ew8/LG9loW2OkaHMygJp9FqDtBpCmIXZkyADug+IJh8eSEznEkZZqcgp4CpxVMpK5TCyJ4EwZ/97GcsXryYp556Cog4rgoLsf3mNyy45hoAXnrzTUpLS3n99dcTlr3ssst48MEHOeuss3a7jvH547l51s04bU7WNa3D291Tx+7TZz5lXeM6itOLuX327RSnF+92rsMFqykq7PUIdB2+DgKhALo/cv4tcM6abmZu8tCc7yRol8JVtC6kKSqCVVfLmIkTtoz0SRAEKfq53bt+raWmwtCh0in4z3/2ZVd3iT/kJ6SHKEkvIbdVpnnnj8xnRskM8oqlc7JuF87gqEMwLYlzc9GiRZx77rn84x//SBAES0tLOe+88/j2t78de8xmszFmTE8H7eHDh/eaLy3S1Kj53/9OeHz+KafEnIZ9pqCAnKwsTMjz2JSZKVO291FcVRxclCCoSGDt2rUMHTqUtWt34cNXDDhUTCiMqJhQGFExoTCiYkJhRMVEhLw8mDtXNnc4AJ1O+0x3txTs/P4ecc/nk44/TUsQ8tIjvzshJhR6LDofDdV5aqrO9afpXHp2gEvnd3HjXB/PTBF8ltNF94Y1sHr1LpsNtLa28tJLL8U6rAK8Z9+JBY00YaWbEFGNSSfiFBT0uANTgUgWpTYKiNOQSo4bRGlmKT+a8iMyMjLk9u9BEDQ+H3VeYbVSOHIkAJs2baKmpoYf//jHCWM/++wzAL744ovdrgNg7tC5PHrKo3xnwnfwtfaIJx3bOvj2kG/zy1N+ydGFR+9xnsOF/LR80qxpuP09ts12fzsOq4OQT557sxUuWqfRkWrGn2KNjQuEA6RYUzFhAr+fQF0dO5ua8EVqV/ZC17FFHGiB5ubdp/uazTJeIzX6kuJ0yhTif/xDdsneS0ZkjyA7JZsGTwMdVdIVOfKokZhNZpzp0vm3q/jr5RCMY+rUqbzxxhuMHTs2QRCcOHFi0rlmzZoV+zupINjWBsCNkUYmUYp37pSNWPpDSgrmb3+bEqs8nxXp6TBtmhRa9yP7eu8QQvDfiv9y53/v5MHPHmRT86b9un3fdJQgqEggOzubyy67jOzs7EO9KYrDBBUTCiMqJhRGVEwojKiYUBhRMRHHOedIEeJQuQS7u2HpUvk7Wj/Q75fiickUE/2iRAVBN+CzwEsT4EdnCR6YHealCYINOeB2aHTYBeuyQ/xtQpj7Znaz4MQuXjVvIrCqPKkoaLfbGTlyJPZIx9sgOtVmDwhYYWlhh8VDWBPoQEDTcQgLDsw9gmAGmC4GywkaxWekQtwqyo4r48aZNzKpcBLp6XIP9iQIeg1dZ+NrshUVFSU819HRkfD/QYMGxf6OFzh3xaicUVx3zHWE2xPTKyeZJzEoc9Auluobra2tB1V4H541nKMLj6a+q6eLswkTutDRfVJYdumQ6YeWjB7VVhcCXegMzhgkm5F0dWEOh3FkZmI2dJ6O0d4eEwT94bCsWbkr8RCk0zAigu2SwkJZM/MPf9irphiffPIJ7fXtnD/2fDxBD+317QD4Mn3UddVxzPBjgF3HX0INwd0QLwgOHTo06Zj58+fH/k4mCJ6xi1Ts4q4u2X151ardbkMCmgY338z4IUMAWFdcDFdfvddNd3bFvt47vqr5iscWP8binYt5b+t7PLDwAZq9uxGJBxhKEFQkUFxczP/8z/9QXPzNsKgrDjwqJhRGVEwojKiYUBhRMaEwomIijuHD4dRTZcpuP1Nq95lAQNb4a22VNQ2jj+l6j6NKiIQ6ZhmR3xudcOsp8NR0aLfD8DYY36wxvEOjuEujxGNieJvGuEYY5jbRmCr4zSQfd5VuZsfW5b32NS0tjenTp8dSJc1otJn8rLW2scPSRZqwYBEaGvJDa6cWREPD1hHpNpyuUZieypmzBnOCrQhXqRSR8sbk8uAZDzJ36FyAmCC4p6Yixu6t06ZNi/1tFAQDgQD19fUkY9myZbtdT5TW1la6IwJUVMhZt25dn5bdHSeccAJHHXUUa9as2ee5+oKmaZxadiposp4ggMvhwhvwxjoMZ+qwxaVjj2uS4g16SbGkUOgslA90d2PWNPLy87EmSxkWArq6iPbBDei6jN3Ozl27bS0WmRa/u9eZpsnX5IoV/U4dXrFiBSeddBJjx47lzf95E16DQLtsklNQWMCPp/6YK2deCezZIZgsZTie1Djn3a4ajMybNy/2d68agvX1XJafz/GO3o1qiktL5fXor3/tu3NZCHj/fSZExq/btAnuvlt2Gt+P7Ou9Y2PzRroCXYzJHcOY3DFUd1RT0VaxX7fxm4wSBBUJeL1eysvLe31Dphi4qJhQGFExoTCiYkJhRMWEwoiKCQMXXAD5+bALUemAIARs3iw/+GdmSiEkFJI/UQEwXgyIOH1ckf8+OQxWFEJZKwzuBFuy3gEmDRDYAzpDPVaGeO0sKQlzb8kmKho2JgwNhkI0NTcTjLgHa0weWjU/AcK4dCuZHTZs/zBTUJXCsFAGGcJKEB1HmxSLXE4bQ8PptJj8NIpOzpydx4UXzuOrj5YyvWR6bD3xDkG3282KFStiXW17Do2gokKKBJdeeilvvvlmQhMDoyAIUgyKLhsvDm7YsCHJgenNli1bAOn8mjp1KrDvgmAoFIrN8c99rIvXH44ddCwzS2ZS0VZBg6eBzS2b0YVOesTNaTNLd2lnoJPuUDe+kI+QHqIsazh2i3SIIgS6rtPt8xGOPz+hkKwFWFcHgQC2yHOBaOx2dsrn3O7eTtSoW21PIpfDIV27b7yx+xRjAx9++CEAfr+ff/3zX3z29meEg/KF8eL3X+R7R3+P3CxZU3BfHYIAI0aMAOCiiy5K+nxWVhbvv/8+b7/9NjnGBjhLloDX26s5CUCB0wmlpbB2LWzdusftAKSb8IUXGB8RMteGw/L68qtfyTqk+4l9vXfkpORg0kw0eZqocdeQbk8nJyV5c6CBiBIEFQls3LiRqVOnsnHjxj0PVgwIVEwojKiYUBhRMaEwomJCYUTFhIHiYjj3XOnU248fnndLUxPs2AEpKdI5ZbHIdUebhETdgYaUv9Milqw1m2BUPTjCRGr77UZk0cMgdFLDJsa6HVRk6DycvpIOb086bXt7O6+99lqsM+/H9hosQiNL2OnUQjR91o13U4j6v3RjRsMmzKQKMynbpSD4rayhXOMdx0+7juLR1YX8ZfSPeOUfHzKseFjCpkQFwVWrVlFWVsaUKVMSuqvKQ9OE1+tF0zT+9Kc/cc455yQ8X1hYGPs72vk1Kvy1trYSjDuH6/tYi+6ee+4BZHfYqPi4r6+Pqqqq2N976ni8P7Fb7Nw6+1aOKjiKL3Z+QbuvHavZyuhIHw2TFUyaibDQaehqwBv0MiK7jOFZcWmtZjPhcJiqqioC0TRgj0eK5m1tUuyzWGIOQT/01L8MheSY+nrpCIwSTYM39UH2KCiQ3bYXLuzzfi9ZsiTp45mZmWQ6M4Ge+PP7/QQCAfyhxBTnvjoEAb766is2bNiQ0DzEyPz585M3t9mxA6qryUuS0m43m2U9Ra9XXpP6wtKl0NnJuNJSADY1NcmmItu2QR9F8b6wr/eO+WXzOWvUWfjDflJtqVw15SrKsnt3YB6oKEFQkcCYMWNYvnz5bi8yioGFigmFERUTCiMqJhRGVEwojKiYSMK3vgVjxsjmHgeaQEB+SA+HpRsKpJhiSA9OQMi+sYHpoJkgHAB/IP755MvIeYm5tcxojPQ6WJfu5y/eJQhdOqhcLhfnn38+LpcLgC9sDeQKBxOD2dgx4w32WBBbuvzYMDHSm0ljnUyzvSt/Mpd2j+Rb26xMcQzDfPkPktYvizqvdF2nOeL+WvPXv8Irr8A778DXX1O3cycAeXl52Gy2XnPY7Xa+9a1vMWXKFK677joAlq5ayvLa5dTW1iaM7YtDsKuri48++giARx55JCY4NvfDnZaMeNHkYDfwyU3NZe6QuaRb03HanVjDMLxGPpdqIZL6Lc9PXlo+Y3PHytqBUdLSMNvtDCstxWa3S+dfS4sU9TRNxnAwGOt6HWvH4vdLYTta/7KlBaLp4cEgZGQkxEV3KMRDK1ZQZXTsmc1SLH/33T6L9F9++SUAL7zwQsLj8Y7SqCAI8OwXz/LdV7/LS2teij3WH4dgdnb23l1DhYDPPoOWFvIN9RlHZ2Yyr6RENhWy2WR35r4QDIIQFEZS7ZvCYcTGjfIas4tGQnvDvt477BY7p5adit1iZ0TWCM4atftO4AMNJQgqEkhNTWXKlCkJNQoUAxsVEwojKiYURlRMKIyomFAYUTGRBJcLrrpK1vJraTmw66qpgfZ2iBMnYkTTKePFmchjK4rgs+FgjZR0Cxg/5xtrswmkehhNR45gFSaKAjbedTWzubNKPmaxkJebG6sX162FsAgThXoqM/x5xOsW/lfCHOsrwF5jRugwyJnG8IwM6Whyu+Gyy2QduCSkJ4m5mnffhd//Hh59FG67jcb77gMg35hmGcfrr7/O119/zdFHyw7AHy37iHs+uYeP13ycMK4vgmC08YjVamXGjBmxhgl9aUiyO+IFwUORor+6cTVDXEOYO2Qul/hHYumKpJ3bNNKsaRQ4C8hOySYYDiSKgQBOJyaHA4emYe7ulvEaHRPoUaKjslkXxAnQoqdjNki3YLR2oKGRxu1ffcXdy5Zx7Jtv9t6BoiKZMltevsd9DQaDsVTxs846i2uuuSZumh5B0Gq14oiI8J9u+ZQNzRv4YkdPN+r+OAT3mvp6eTydTvLi0qdftVjYcMYZpFos8hpRVia/pOgLEyeC2UxupMFOAPB0dEj383784md/3Dsq2ytp6Gqgor0iVudSIVGCoCKB2tpa7rnnnl7fdCkGLiomFEZUTCiMqJhQGFExoTCiYmIXzJgBZ50la6AdqNRhXYedO6UDKt4NGN9VGHpSh4WICYL/HQbdFrBHxLmgURAU9AiKgogNTJO/Dd2Kc4IW3NYwH4dkjTKPx8OyZctigkhJOI0ukzwGW6xu/N09YmNnXZCvmhqp6paurhEZGXLuykqYNUumXyejuZn03/2u18O1drusmVZSAtnZNERSbQuam+G//93lodQ0jdGjRwPQVduF3WynrUF2sZ0+XdYtbGlpIRAI7HIOgLZI59vs7Gw0TYvVe2ttbe1V37A/bN68OfZ3R0cHv0uy7weSTn8nNrONVGsqp9am4kPWBxyankNJRgmp1lQsJgtBPYmDzGzGn59PZ0sL4dbWHrEveixNJhAiURCMEo1rvz82LtY4x9CA4z8RN2hdMrE0NVUK2YsWJTz81ltvcd9996HHCeDxKdkul4thw3pS1Y01J6MuwVFdo6i6qwrb1zYqWiv46TM/ZdlW2YRmk3sTnoCn9zbtD4SQzuC0NPLinJGDQiG0zZuhqkq6Ay++WJYS6AuzZsE555DqdMZcm805OfCTn8jjuJ/YH/eOU4afwo0zb+TWY28l3Z7kS5EBjBIEFQm0trbyt7/9bZ+/nVIcOaiYUBhRMaEwomJCYUTFhMKIioldoGnw/e9LR83WrX3v8NkfmpuhoyPxQ7quy9Q+m62nfiD0iClAlw2WDIIcb49DsJcgCHjNgh3pOjvTdbxWTc4RTRsWPQKKhoYrZOGztEZCnk78fj9btmzBH6kXd7K/BAH4CNNm8iMMek1jdTdNPpkompFikzXR8vLgxz/u6ZgcT10d3HMP6UuX9nqqtqZGij6ffw7LltEYicsCkwl++Ut47bVdHs7Ro0ejaRq+Dh+3jruVcKtMbZ48eTKmiDDV0tLCO++8w9Ik64YeQTAr4l6LOgT9fn+s8/DesDMidkXFyXfeeWev59obCpwF0oElBMU72miMhHO2vUdkCuohUq0pSZfvzsrC5/OhBQJSmAqFeqW193IIRonGbqTWIH6/jHmDK9YeZz1NKgo6nbBmTcLc5557Lg8++CCvv/567LHotSwzMxOLxZIgCE6YMCFhyqgg+PBPH6bb3c0T9z/BxfdfzK9+8isaNjYA8O+qf/Pzz35Opz9585F9oqgIxo2Dhgay4vZrMMhGIgA33ABz5/Z9TosFbr4ZXnyR3Mj+Nd94Ixx//P7aamD/3DvSbGlcOP5CZpTO2I9bdmSgBEFFAhMmTKCqqqrXRUwxcFExoTCiYkJhRMWEwoiKCYURFRO7weWC66+Xv3fs2P/z19VJwS/e+RN1AZrNUkyLcwVG2Z4JnTbI9O9aENyRCYsGw4oC2YH488GCamdcGrFB38wIW2m3hKlp30F2djbf/e53Y2LYscFCpgRz2WLtID1shahWIxur0vlRiOBCOaHb5pGOyquukmmORtxueOQRWL0a+5gxWAzpqbXhsGyAYLeD2UxDxDWV7/PJ+nPPPgsff9x7XmStt7kR4eTjNz+OdScuKyuL7cv777/P2WefzYwZyQUIoyDodDqxRM7PvggfUUHw7LPPBqDyYNSnjGPu0LmYTWasTa2kdfpoDstYiAqCutDRhU5pemnS5V2lpeSVlGASQsZsKNSrU3Avh2A4nNgQJ75ztkEo1oVge5xDblljY++NSE+XKfxNTQAxwRpg9erVsb+j5yl6zk866SSmT5/OVVddxQ033GCYsrcrbf3riR2lS3JK+GLHF7y16a3e27SvaBpMngwWC2lxgmheZqZ8DUyZAmeckbQG524xm2HWLHIi6c7Nzz3Xu4zAPrKne8f29u088NkD3P3R3axpWJPwXGdnp2pktQeUIKhQKBQKhUKhUCgUh5Kjj5apdsGgdPTtL+JTJ41EP/zbbPL5cFj+RKh3gs8CjhDYktQQ7LTB+lwImcDlg0wfBEywPjuM1xKtS5i4yrSQCa9FUBfoLXqlCgt3dU1mlr8AjykEkexJbVTPGL1bztuc4oWLLoLTT0++32+8AcuWwahRaMEgj+bm8qOUFP4ZSR+tCYflPlutYLfTEBFJCnQdqqulGPTss1JYTMIVV1wByLqCUdFt+PDhsdTf5557LjY2HHdMoxgFQU3T9ksdwaggOGfOHLmfNTX4fL7dLbJfOabkGKYVT8NXsQmr109LSIpDWTYzYT1Mu6+DLEcWRelFySdwu6WglJYmU4WjIl+0UcWuUoajsRsVEYWQtQPd7p4GI8DOri48cbUt10bOQwJOp1xm+3a5TOSYAtTV1cX+bonU/Yye86ysLJYuXcqzzz7bq95dRkZGr9V4qhPdiU6nE6fNyQfbPkAX+1dUA2QdwUGDmJWXxw9TUng0MxNTSgoMHQqbN+9TI5DcSCOe+sZGun/9a/jzn+Hll6ULt7r6wDifI/xu6e94d8u7fFL1Cb9c/MuELs4/+tGPGDt2bKyBj6I3ShBUJLB+/XrGjx/P+vXrD/WmKA4TVEwojKiYUBhRMaEwomJCYUTFRB84/XQpcjU2JogY+0R3t0ydNAqC0XqC0Q6udrt0EMZ9cA+apZ6nkdwh2JwKfgs4Az3j0gPQbYZmh4g8mKgImgDdpBHsctPW2sorr7wSE8cA8vUUftE5g5HedIiWVJwAORPsCfPYCjLgB8m7CuP1wvvvy+6yZjOsXMlNJhPPDRrEyRFhpk3XaQmHqY7UbWyMiHb5aWlSGGlulincX3zRe35g2rRpAFRUVMQcgvGC4OLFi2Nj25KITlHRLyuu4YVREIzWVuwrbrcbd0TAnDJlSqxrbVWkPuLBwGa2cedxdzLHNJxAoJu2iIJsEl46A13kpuYwpWgyNnPvTs4A7qYmmhoa8GdkyJp3UYEvznXmjJzzLuhJTwcZu1GnoNMpz38oJLvnRtgSaYAR5e5ly3jQ2EAkKo5HBMHtkd8Aa9b0ONCMDsHdkcwhaMTisJBqTaUz0EkoWY3FfSUlBdLTMU2axB8HD+bWvDwYORIKC+Vzu+o2vjuCQXj/fXIjr6MftLQw8s478T33HDz1FNx1l/yi4/774csv90oY3NO9o9nbjMPiINOeidvvxh+WgqAQgldeeQWAm266qf/7NkBQgqAigYyMDE499dSk32IoBiYqJhRGVEwojKiYUBhRMaEwomKiD2iaFLlOOkkW+d8fHWK7uqTTKplD0Gbrnd5nMsWEAVs4UgaQ5IKgiNfion8LKQTqWsTZpSV+3AxrYELD5g9i03UGDRqE1ZYoDlkxkeeJOKxMoDlg7plF5Ob3iIKTjjlZbn8yliyRTVQKC6UrqrVVikMmE5kmE0WR1NzRFRUM2raN79bW0hBxRxVYLDJl1OeTXVn/85+kKZBDhgwBZOOOhgZZA27YsGExQTCeliQdpOObikSJFwTvvfde0tPT+fDDD5PvYxKiTjaXy4XT6WR4pOtyVLA8WOSk5vDdwpNxpQ8mFNF/js4byvSS6cwqnYXT5tzlslZNw26zYbLZZAq9ockNmpbcIRglvjFOtDZmnPOtorN3fb77vv4aj7GhjxAxp268oLpu3bpY05e9FQSLigqSjknJTKHN18bgzMFYTUler/vKzJnSeelwwAknwIknSndgZyfMm9d/QXD7drj3Xrj9dnLjXK01wSBb7HZZs3D0aLm+jz+WYx9/XHaA7gd7und8Z/x3yLBnYNJMnDvmXDLsGZHN6xFyt27d2r99G0AoQVCRQGlpKb/61a8oLU1e10Ex8FAxoTCiYkJhRMWEwoiKCYURFRN9xGaDW26RH9i3bZMOv33B5+vVlCGGPSKwRQWXaNdhiwVMJoo7ISUE3dbkgmCOF2w6eK09wqHHAvaQfI64WmVRPBYdZ9hMcadGmsnErFmzcEbqj8VT0CmbTmipkIKFRq0bZ3HP86dOP2fX+/zf/0oxyGqVwqCmxbZFC4c5JfJ3S8QV+LLbTXmkTlyB2SzHp6TIY7d6NSRxJqX5/eSl9DTGGJqTQ5bLlVQQTJYCbEwZhh5haeHChfzP//wPQghe201zEyNRAWTQoEEAh0wQBDD7g4TN8vikWSxML55MkbMQs6l3TMSTkppKRno6VoulJ33dZOqJJSFwRpveADt1nZd1HR1irlePyUSjx4O/uzvh3ANsizgoTykpSVhvyd//TltcrcD47sbxwlJnZycdEZdhfwTBo48+GpANSG69+ZaE58599FzO/sXZtJnaMGtmzhp1Flp/a/n1hcmTpQPZ64V16+TP9u1w3HFwwQX9m2vdOun+W7QIPB5yDenGHV98IQVVsxlycqQ46HLB669LYTAioveFPd075pTMYer2qdw14S6uOPqK2OPlcc7PefPmJV22O9jNqvpVfF37NXWddUnHHOkoQVCRgM/nY9OmTQe11oTi8EbFhMKIigmFERUTCiMqJhRGVEz0g/R0uOMO+UF969Z9cwpGU4KTkZIiP7CHwwkOLADMZgZ3QIYfOuzJawhm+GFEK6BBuwPaU+Tio9pMpAdNYOntcuqw6mQFzRR7NELBIO3t7YSS1Nhr6ZJxYs7QON1bwpgmQdnQHuFl7JCxu97n7dvlMezokG6kqHCn69DczPzdND3IjzZecTiks6yxMdZcIp7ARx9QTM92T7doUF29S4egLnS8QW8sFTSZIBhd9tlnn931vu2GqJswKj5FBcGD3VgEgECAQORPexJheFeETSaCuo4eDILHI8XpqKhntYLZjDMibncBc4DvAs9EnK0bhCAvHKagu5uCnTvZpOvoZjPdEcGqIiIIzjeISx2BAG/Gp1abTOD3I4ToVX9uR6TxT38EwVtvvZW1a9dSW1vLrOOOiz1udVppyWmhNa8VXeh8/+jvM29YcvFqn9E0uPJKePRR+OEP4dJLZSrvAw9IB21fqa6Ghx6SYvvYseB2M8XwGm4OBmX34vjXWnY2jBoF5eVy+T5e1/Z077jzzjv52Z0/47vnfDdBSI0KgldeeSVvv/12wjIhPcQ/1/2TBW8v4Kb3b+KWD25hwTsLePjzh6ntrO3Tdh0pKEFQkcD69esZM2aMqu+iiKFiQmFExYTCiIoJhREVEwojKib6SWYm3HMPzJ0LFRVS3NrfWCyQmtrThCEeTSM1bOL47dCamtwhqCEFwVnVGuObNCY0wbHVMLwNKeAYhCCBwG3VOak+BbPQ6HS7+YehhqBA0Kr5+NBfIx9Ih3MqLDxr/havPPB+bFxBQfK0S0IhWTPRYpEOv1CoJ13a5wO/n2/FOfschsXzo9scFRZCoaQuzZU1y8kz9Yggo6x+Or3tSQXBN1a8wfde/x7fffW7XPrqpfzh6z9Q0yj3L14QLCqSjTa649bXVF/Pso8+4uk//GG3Yrqu6/zrX/8C4MILLwRkCjMcGocgViv+iEjUH0GwDahqaiLU2iodejabFOfi3ILxgmBU6vybrkM4zCuaRvTodQjBXV1dXLh8OUV/+xv/2bGD1RERb7TLxfMnnMAPR4+OrbsqPp1Y18FqZfHixSxevBi73U5hYSHQIwgam4rsDovFwvjx40lNTY2dF4CZs2dy7THX8tNZP+WpM5/i8kmXHxh3YBRNkw2MrrwSrrlGpg07jK+C3RAOy2Y7lZUyHTginJ4FTIwb1gwyXb+mBoRACMG/Kiqo8vulKLh8Ofzf//VplXu6d0TjfoehQ/uKFSsAmDx5csLjQgieWf4Mv1/6exo9jQzKGERZVhlWk5W3N73NfZ/cR0NX3x2M33Qsex6iGEiMGjWKRYsWMWrUqD0PVgwIVEwojKiYUBhRMaEwomJCYUTFxF6QkQF33y3Fwf/8RwpTEVGiz5hMuy/kn5EhhTJjDbVIx9Z5lfDuSGiKaGjBxMxANAGBekHVNjhmLGSkamDRwN67vl+jPUxWwMSJDamgBXBmZHDOOefgyswEoMbk4Zm09ay0tNDeJdM3U9I0RpYdAzf/nOzCQv7yl7/Q1dVFXl5e8v2JCpHBYE8qdHzTCSDNZGJdejq/9Ps5Bzg/khqaYTLhMKZWR4QhI5UTSsnOsoAnjBXImZ5PR0FmUnHoo3UfMWbYGFKtqXQFuvjbqr+xbts6gIT9GDu2t+vx1Tfe4LU33kAAX733Hi+8+WbS3f7oo4+orq4mMzOT+fPnA4c2ZRiHIyYI2vpRmy4zOxvL5MlYtm6Vx95mk+fP55MxqWmJTUUitAsBZjMfRNZ5g83GbwIBXvd6ERHn35nvvRcbX5aRwdlDhnDlmDGUZWRw97JlbI9v5CME2O28GTneF110EW63mzfffJMdO3awffv2mOusrKysX4cmK6dHBPYM99DW3cZVU6/CYvoGSDOLF8s04aFD5bXF5wOLBQ34DBgP1AJNQkgH4IoVUF/PL8Nhbl+9mim5uTjMZvI0jVdefZVrPviA4RMnctddd+1ylXu6d3TtogFT1CE4ZcqUhMfXN63n7U1vk5uaS25qbuzxvNQ8shxZrG9az2sbX+PqaVf348B8c1EOQUUCTqeT4447LtaVSqFQMaEwomJCYUTFhMKIigmFERUTe0lamqwpuGCBdL5t29a/Tp0OR09zhWRYLFJwhJ5xQsQcWRMa4bSt0BnpiRDsnd3L2gqoqIWN25G2QZsNDLXi/CadJkeIc2ucDO+QNeGsTidFhYVYrVZC6PzCuZL/2mqwYiK9VS4/OW8IM+9/PiaEfv/73+eaa67Z9f5qmqxVFhEqEvbdZpNiYSDAOE3jBauVeXHutTSjcBURmUgSs6MnzEH/6bEcf3I25187nIYF36Iwo5iTTz6ZiRMnct5F5zF49mAAXMLF4MzB2DvtFKcVMz5vPN4WmS4ZTu85oMkEQZC1GQH+/NZbbF+0CFpaYNkyWLVKxgTw/PPPA/C9730PR8TxFS8Iiv7EzP4gO5tAZJ39cQharVZcY8diMpt74txslmnfVqusIRhJ/22PW64d8NntfBWJ2xstFiZqGsn22mYyMTIa88CQaDfmeIegpkFWFh988AEAZ5xxBoMHy/NZVVXFBRdcgMfjYfbs2Zx55pl93j+Atze/zcgfjKTsrDKKZhXxf2v/j39v/ne/5jgkCCG7d+u6TMmHBLHcBVwa+bsZWGGx8LXJRLCmhttXrwagvLmZxQ0NvFlfzw+WLuWP//gHd999N5s2bdrlavd074gXBI899ljuuusu6pYvp76+Hk3TmBh3rgEW7lhIZ6CTnJTe4r3FZCEnJYePKj6i09+7Ac2RiBIEFQnU19fz8MMPU19ff6g3RXGYoGJCYUTFhMKIigmFERUTCiMqJvYBs1nW+7rrLil2rV/f92YjTqf80G50AMaTlgZZWT1uwrgGARpwxUoYFlmdP9R7cU/kudZO5Lqsie7AoCbYkh5gcpuD727PlNtit+NFpvV5vV7WW9rYYGljeNBJbqsfZKk3ukfm4u1vw9UTTpD159LSZOOUaLMIq1U2OIjWTdQ0MuJSdn3xomk4LLezpAQmTOi1ikmFk7j9oke5+KEHOWvBz7lj7j1YTBaGDx/OqlWruPCeC9Gz5XyBzgCbP97My1e9zMpXVxIOhAl2yfOxPtCTBjlmzJjY3yPi0prjqXruObj+erj1VrjpJukgbWmJpUeed955sbFDhw4FpGDSHOmYe9AYPBj/XgiCXq+XFVu2EEpNlcJT9JyYTPJcWiwkk4WagO1AGJkGPkTXmW9J7rgrSk3FGif+Do2IW1VRYSkUAk2jzeVi1apVgGxKEW3W8sYbb7B8+XKcTid//etfMfWzO++mlk0UHV/EvAXzKHGVoAudLa1b+jXHIaG5WYrQ8e5cjyfBhRv1220Fpvh8TK+tZUiSLtsAL8XF5JNPPrnL1e7p3qHHvW6XLFnCww8/THnEcTjabift0Udlx/AINe4a7Gb7LlOzM+wZdAW6aPP1rxvyNxUlCCoSaGxs5Fe/+hWNjY2HelMUhwkqJhRGVEwojKiYUBhRMaEwomJiP3DCCfDIIzBjhqzhFanPtVtSUqSQsjtBEGTqcDTd1TBnlg+uiOhWHsBjEOg8kdJ2bZ30NPCI0GkJszHDz4QOO3duyCEtbJLb4nLR7fOxes0auru7CWo64VAAS7sbMjLoCkkxx5ZtizXi6DNz5kiBs7sbioqkWzBKSop8rLBQ/o5rpuCL32+vVzoMv/OdHjeUgWnF07hm+jVcNvEyXA5XwnMfVX5EWobsnuzr9PHpE58C8PXfvqarSQpPZoeZpc1L8YekYJket57LcntSGe1mMzPz8wGo++QTPFVVnLplC7/p7JQpnH/8I02RxifROoQADocjJmJt2LBhj4dtvzJkCP5IF+v+pAx3d3ezes0afLm5PUJ2VPAJhyEUIi1JzAeBpyIieZGmoaWlcVJqatJ1hA3LRx2C1V1dhHQdurrA6WRnRFDMy8sjLy8vlrK6ZYsU7yZMmJBQD7Cv5KbmEtSD+EN+fCEfYRFO6lY77Ni+HTo7ExuQ1NTI10lODlit5EZEtrfiFqsLh/dYp+6tt95C7MLFvLt7R2dnchffl5FzNK24GHbskNseIcOeQVDf9fXQH/JjNVtxWPpRW/EbjBIEFQlMnDiRpqYmJk6cuOfBigGBigmFERUTCiMqJhRGVEwojKiY2E+UlckOnf/v/0nX1Pr1u+/WqWmyu+eeBEGQH/R30W10dMQ8ZemGHS6oyIJui9QOo4Jgp7enxqDHrLPFGaA2JcQp9Wk8sCaPkm5rT12/TFlv7/Lvf5+c9HTGrm9isNdKxdAMGkrKcDd6QINjJx1Lhr0fHVABBg2CWbOgoQGKi3sajEQxmWIda+OJCYLhsBQTi4vhlFP6t25k0wK3301qhhSkPC2enic16GqWBzM1J5WgHsQb7Dl/7777Lvdfcw13jhwZe2xGfn5MtKoPBHjW7+eD2lpu/PpryMoisGoV7REHlLG2YrR+2vLly/u9H/tEURGBiCDXH4dgNCacgwZJd2tKioxdv1+ek7Cs2WhPsuxvI87WQpMJ0tOZtgtB8EdxTkyQjsFUi4WQEKxra5OCYFYWtZHaksXFxUDvWnRRsbW/nDfmPKYUTaGyvZKq9iqmFU/j3DHn7tVcB5XGRvnaiKYJh0JSELTbITcXysrIjROk4/nccKzONHR53r59O2eNG8ffHnlEuhA3bIi5+uLvHatWreLb3/42VZG6kMZGIlHeizRhmqbrctvitmtGyQxMmPCFejfpEUJQ76lncuFk8lJ3Uaf0COMbULlSoVAoFAqFQqFQKBSA/AD+ne/AlCnwzDPw9ddS5Bo8WD5npLAQdu6UH+B3kUaZMHc0pTaOqHdN88OtX8Cbo2FbNnQHIBxn7FkV9JGaY8Kma4xyW5nW5sBbL1hh6Wa+34nJ75e1/AoK5PZUV4PXS+ro0dx03o/5deeHfPTURwCUzSzjp6f8dO+O0be+Jevsud0wZIjs1GwyyXUbOCstjXc8Hq7OzJT73dYmx51/PkTq8PUHTdPIcmQhUqTA2LChp2Op3WnH0ywFQke2A7vZTqq1R7g67bTTOG3+fNlh+uOP5fbl5FATSa+s8HoT3H7C46E54h40mUxkZ2cnbMu0adN48803WbZsWb/3Y58wm/FH6j72RxCMUVAgnZk+n4zHtraEOpiFyBRhgGH0dBsGKAJobydv8GCoq0uY9oU5c7gsTmwFMJtMzC0q4j87d/L+zp0cbbPBrFnURlJUo4JgaWkpOTk5se7CeysI5qXl8cjJj7CmcQ0aGhPyJ5BmS9uruQ4qhmsCPp/sBB295ghBQUREjec8p5MZhsd/XVTE6MxMxvh8/MPv56Pqav6zaRP/ueMOvvvuu5gsFpnyX1oKJ58s3dE5OZx55pnU1NSwdu1aNm7cSG1tbdJN/TrSTXrq8cfL1PrIawRgRukMJhdNZmnNUoa5huG0SbE9pIeoaq/C5XBx3pjzDmy358MI5RBUJLBx40amT5/Oxo0bD/WmKA4TVEwojKiYUBhRMaEwomJCYUTFxAFg5Ej4xS/g3nthxAgpelVU9HYD5uVJcWV3TsJ4zOaezrwRooJgF3DWZvjDv+EX/4Vzvk5cdNB2K1dvdfHoynxOakjlBUcHN5Q3ctbqGp4Y3UbY55Xb096Ot7yc977+muoLL4Tf/pZJJ1/GY3Mfo/3LdgCevP9JCpwF/T4sAIwfD9ddJ91MDocUS71emfJoEDb+lpnJyzYbj+q6FJ7MZikG3nJLr+PQV04adhJ6Su8USH+nn/aadgC0TI0Th52I3WIQcU0muO02njjvPC4pLeX/FRdTFBFyf9fVxX/jzmOLyUTT7NkA5Obm9qpnN336dICDLwgC/oiY2luC3TVt7e289tprtHV1Saen39/TICZO7B4ct8wMwxxFmibPtaFW4O+OPZYrRo/GkiSF+bSIuPfBzp3y+B93XExsigqCmqYxJa6e5OCCvYxNIM2WxszSmcwonfHNEANBujWjDl9ILC0gBNTVUWaoF/iVpvGyEBAI8EBEGP6d08lIIXg8P5+rurqYahALK3Nyepy9GzfiffBBPhw5kp3PPENNTQ0AmzZt4tprr+Vf//rXLjfXZDIx6amnYPLkhMcdFgd3HX8Xxw46lgZPA+ua1rG+aT2bWzaTm5rLLcfewuSiybuY9chDOQQVCaSmpjJlyhRSd2GxVgw8VEwojKiYUBhRMaEwomJCYUTFxAHCYoF582D2bPjwQ/jnP2HLFimEFRZKIdBsloLYmjXSZbW7mm5RMdBiSRAWo0m7OuAF0nSYUQPGdgEjK2x8tyuT6pQgP5/QSdMKKb6Fg/BOoZsZWRZmB4PgcOC9/HLeW7mScd/6FkTi4t9v/htPl4fRo0dzysn9T9dNYN48uS+//a1MNx00SAp+0bpjEYEiMxDgYpDHJjMTLrhANuvYh1g9cdiJ/K3wb6xmda/nalZJUSNvSB7zy+Ynn8Dl4oZ//Uuey/Jyin72s6TD6mbPpmnIEDlfXu8Ux2iKfkVFBYFAAFsSh+SBIhDpymvvS7p6BIvFQm5uLhaLRcZstIFO9FwEAqDrDAEWRZY5DngVWUcQIg5BqxVaWlh6zjk8sX49P586lSG7qAUJMC1y7La2tcn1zpxJ3T//CfQIgrjdnNrdzYeRZQZ9/fWeX09HEoMGyfPg9Ur3nsMhj7PfL19XXV0YKyFO1jSskdqOd5lMXGCxMCY9XTp3KyvBZGL86NEyHTlCudtNWW6uFCBzcwl3dFDc2EjeCy+gaVqsY/ZTTz21280dM3bMLjsT56fl88jJj7CqYRWrG1YT0kMUpxcze9BsMh2ZSZc5UlGCoCKBwYMH88wzzxzqzVAcRqiYUBhRMaEwomJCYUTFhMKIiokDjMMBZ58Nc+fC55/Df/4DGzfKYvq5uTJlLiNDimGZu/nA63BIMVDXZUpv5MN3KjK1TAc6gainqcaw+FHiIbgAAHOqSURBVGOtrVzrctHm0um06KT4exx2gWCApkH5cMWdMG8eufn5PGFY/uNImuy3v/3tfndvTcpJJ0m30b//DQsXShEwPV3WiYuISzgcssbY1KnSGTh/fvLU636Qn5bPbXNv4h3e6fVc81aZ/vv9ed9nRPaIXU/yyivwt79BWhpFu9ieus5OWiLpxMkEwcLCQhwpDnzdPq576Toeu+Qx0u27Fsb2J7Euw7qe0Il2d6Q7nZxwwgmRCSLp5TabPFdxjrR4h+AYpAgYrSZXFE1J7+pikq7z57lz97je/EgznKZAAE47DRyOmEMw1qhl82YuMZm4Jbqe2lpobZWvr4HAkCGyeUhrqxQErVbZhXvdOtltGNCsVnmuIlgtFnkdCQQw2+2MGzKkJy1f06CkhPGGuF2xYgUXOhzydQukZ2Yy/swz6WxujomBRnLzcnGmOUlPT2fNmjUATJs6bbe7YzaZmVI0hSlFU3Y77khngMjZir4SCASorq4mkCT/XzEwUTGhMKJiQmFExYTCiIoJhREVEweJ9HQ4/XT4zW/gscfg29+WDqbqailyBQK7Tx2Optjqek/zAEADol4bd9zwqCA4Pk68u7mxkcL2IJneMB1xHYJNpjQK730ELrkE8vOTxsRnn30GwJw5c/byACRhzBj46U/huefg5pvhxBNlTbITToCzzoIbboA//xmef16KqvsoBgKwdi2zf/t/7E4C+/acb+9+jqiQZjZzVGoqDpOJHIOoVldVFeu+mkwQ1DSN7CJZV3DxmsWsa1rXr93YF/x+2T3ZZrdDpAvyngiHw3R5PITDYaivl2JSYaEUBaNOQ02jOG6Z0ZDw/6HZ2XK8ELJ2Zh/Ic8iOsl5dxxNJszamDJOfT3F+Po8MG8YP8vKYMWLELjtQH5E4HLLJTkdHjzhbUiLjVNd3LfhqmnzebI6VCyAlRX7xUFLC2KyshOGbu7pg7VrpDKUnJjbvogsxQNGZRfzhwz8wf36P43bq1Kn7tLsDBSUIKhJYu3YtgwYNYu3atYd6UxSHCSomFEZUTCiMqJhQGFExoTCiYuIgYzLB0UfLgvovvAD/8z9w5ZUy7a+9HVpa5O+uLunEin7Y1jQpclgsiTXC6Kkj2Bn3WHXk99lxjSMWeb0U+awsaBpMKNQjKs4pnc8xsy+K/d8YEzU1NezYsQOz2cyxxx67f45DPPn5cOGF8PjjUvx78UV46ilZK3DKlF5dh/ea7dvhf/4H08aNZMWl6J5VkJ8wbEgk1XeXfOc78OSTsGABhampbC3IY3WGhbdzHAyObGvdtm00NjREdi8/6TQjR8gmGjm+HMbkjkk65kAQFXrtgwbJjs+h0B6WgNa2Nv7+97/T2tYm41MIKe5FHWk2G5hMWOOWKQba48SoWdH0YrtdOtGMzTCSkA7YI3M02WwIIWL1TodHG8sMHgw338xtZ57Jn37wA0y3375/xONvEqecIt2XUaE1M1OeG5NJnqtwmDkRhWmYhjz2ut5TA7Kysqfrt8sFBQWkWixcXFYWW0W1EFL8bWyEujrcW7fyn7//ndURgXZGZiYfH398wmZpKWGeXf4sQ0bI11RBQQGXXnrpgT4aRwRKEFQkMGLECN577z1GjNiNfV0xoFAxoTCiYkJhRMWEwoiKCYURFROHEJcLjj8ebrwR3n1XOgizs3tqgoXDUhhsa5M/HR3SSWgQcJIJglGH4Cgh6MjMRAOadZ3GmTM5o/REStp7anidcvw1mLSej5/GmIhP0UxL+4Y0WkjGf/4DO3YgRo4k1dTjarps3FiWHXccdpOJ008+GfOeBEizGYYOlefu9NMpDobJwcEpWgoXR0SvOq+XryMNQ0aNGpV0msnjZIOEqY6puByufd69vhJ1CNrHj4fRo2XDmz2QmZHBGaefTmZGhozBqPNUCPm3wwEpKXw74hK8HDBpWoKokRJdxmTqSX3fA1pVFXmRY9rU1ERVVRVutxubzcaYMXEi6pw58LvfwSOPwNixfTgKRxiDBsFll0mXsTviFU5NlcKgxQLhMM9rsMAMr5mQ1xaLRV5vdF0uF61ROnZsrOv5y/PmsXSaTPGtDgbl3MuXw9KlZG7YwNk5OXRUVclNcLk4MRxmxKieVO28jla6u92cfdHZfPTRR2zZsoWcHGNFQ0UyVA1BRQIZGRmceuqph3ozFIcRKiYURlRMKIyomFAYUTGhMKJi4jChsBB+/Wv42c9k7a9Zs6TY4vHIn61boblZpvSB/AAfEVSijUWigqDQNKoj6YAlhYVkACO7utgcDrOiqYlTTSaa27tiq27p6EjYFGNMNEXSSpOlvn5j0HX49FPIyoKKCtJEjzutsK2FaVNnUBkIkHnTTX2f02yGn/4UbfFi7Js2QVERhS0tsHo177e2sikitJ144olJFy+LuK8q+iDI7U9iKcPp6XDRRXD//dKZuhuhxmazMSjS8TehWUe8MAhkC8FOIu4mIXjeYuGKcJgnXa6eZaJ1C/dUu7ClBaxW8kpKqN68mcbGxlg323HjxmG1Wne//EDj7LNls5u335Z1/nJy5JcIkTTt4XqYX5vBHgZsFin6RV3IEdGQMWNk+jBI8W/bNgZVVgJQJwQhnw9LIABWK6aUFFLsdura2wEocbth0CAuzkrjsfQW0oqtdOV2cYK5mFJXKUNPGnpIDss3FeUQVCTQ2NjIb3/721gtCoVCxYTCiIoJhREVEwojKiYURlRMHEYUFcHPfw6TJ8sP9h6PTBOuq5MfzrOz5Qf94mLpUHM6wWRKcAi+CmQKwdpIqnGp1QpOJ5MitdjWLF8OW7dSF5eu2RxpfhHFGBPNu2mO8Y0hFJLpjjYbWm0tKcEeMerotk4wmymy2UjtQ4ONBMxm2fl47FgIBMiP1FfbFBFJsrOzGT9+fNJFoymv+yoItrW18dFHH+2ysYORWMqw3S6F5zPPhNpaKQ7tgu7ubtasXUt3d3dPLUuQArXJlJD+Gy9kzBKCTSkpnBwvCIZCUoCy7MYD5fPJuD/rLPKHDQPg8ccfZ/ny5QAcffTRfdrXAYXVKt3G550nvzyIujCDQbDbMdnspGLBbLXJNOFwWB7nUEguO3YsRFOEW1th2TLYupV8jwcLsnFRQTDIDwMBfB4PoqWFUEMD1ZG4KfH7YedOHtDzePv0qdw5uYifhCZy17z7sZiU362/KEFQkUBtbS133nlnzLKvUKiYUBhRMaEwomJCYUTFhMKIionDjKIiWVfwwgtlrbZPPpFiTUaGdPpEsVhkF1VNiwmCbuAaElOHSyOiS1lk2arubgIuF91x6ZpGQdAYE1GHYO43uWur1Sq7sba1gcnEDbrOMOA/gKuxUdZeczhkM4b+Mn26bBTz05+S/93vJjx177337rIrc9QhuG3btt2KeUIIPq36lNc2vEanv7PX87fddhsnn3wyt912W582N+YQtNmkS++KK+CYY2Dz5oROtPF4vF6WLl2Kx+uVterMZik0Wa2yVl04nDwFOByWxzVa0y9ah66kJNFpGE8gIAXxGTPgiitIjaQMf/LJJzzyyCMAzJw5s0/7OuCw22WDnnvvhVGj5PkJBqWj2O+X5yMQkF82RM+10ymPdVmZjIfubli5UnY+D4UwhUKxJjytwAtC8JAQCECEw9RExOGScBjcbrSaWk6+4FZ+euXzXHHfa7iKhx+CA/HNRwmCigQmTZqEx+Nh0qRJh3pTFIcJKiYURlRMKIyomFAYUTGhMKJi4jDE5ZIddk89VTp4hEhIEY7hdoMQCQ7BeA9fqdlMRjgMHR0MjTi4qlwuOiLutShGQdAYE0dEyrCmyRqNAF4vVwAVwOkghZGlS6WAMmHC3s0/fDicdx758+b1PJSfz43HHLNLkW3o0KFomobH44kd42Qsr1vOwwsf5t4/3ctTC5/q9fzzzz8PwGOPPUaHIf07GbEaglGRLjMT7rpLNrvZtCnp9ubm5HDlD39Ibk6OdKq6XD1dsbOypJM1WbdZs1mK2VECASlsRzsE9944KUwefTTceSdkZJAe1zE4GOlofKbd3lMrT5GIpsmO3c88A//v//V0dobE31YrzJ8vYze+8U1trRQDzWZ5zQmHcRpW8W/AJARWTaMuMmexEPL8dnbKn5NPluKxYq9QgqBCoVAoFAqFQqFQDETq6uCrr2D8eNlpNzNTCjBtbbLRiNstf3Q9QRAsi5viapNJfkDPy2NopAFDVSBAh6ExSGWkRtiuOCJShgFOOknWWevo6KlhF00RNplkp9Zdudb2hN8Pzz9P3i9+EXuo2OeT6cRXXw0ff9yrO7Tdbqe0tBSQLsFdEdbDrH5mNesfW8//PfJ/vZ6P72JcFWnwsDsSUoZ7JoH77pOxtmlTj9iXDJNJdvaVk8ljmJ0tf6xWKSSZTPJvh6MnNVjXpTMtL08KiEa8XukMnDJF1tKMxNvtN97I2aNGMTsiLE5JS2PQH/8IP/1pT1ddRW/S0mSjkexsKdoWFkqBrrBQnu/0dJg5s6fJC8jfO3fKc+j1ypgVgt8BxwIfR6ZeAbQLgRAi1sCoxGrtcSCuXn3Qd/dIQwmCigQ2b97M3Llz2bx586HeFMVhgooJhREVEwojKiYURlRMKIyomDhM+fBDKQoOHy7rBc6e3ZPW53RKMTDi+ov6rzoAd0TfGgbckpYma8TNmMHQIUMAqGxvp2PHjoRVrVq1KuH/xpg4IlKGQQpTN9wAU6f21L6zWGQq8ahREKlV12+CQZky/Oc/E3+E0pxOKZxVVsrut//+d69Fh0eccluefVYKcUlSh8tSyqhfXA/A9hXbE57z+XwJ9T9bW1v3uLkJKcPxRGtYHnccVFVBdXVse9o7Onjr7bdpjzoQS0vlvsWnnmZkSJHJFqlRZ7XKx6INK9rbpTA1blxiQxEh5Lq2b5frvv9+KVpFGLd4MW+53XwK/Cknh7+feKI8X+vXw5NPJj1migjZ2TBypIz3cLinrqDFIjsTT54suxFHBWCvV/5EU8IjXAp8AZwIjAZE5P8dgCcypjjacVoIeW7UedknlCCoSMBqtVJaWqq6KSliqJhQGFExoTCiYkJhRMWEwoiKicMQrxc++ECKKVHHmskkHVMTJsCkSfJDfOScZUUWq3RAU+Q03pwB5tQUOYemMTji0vIKwbaIwFcQcYhVVFQkpJoaY+KIcQiCFEIWLJBCyLHHytTKggKYOFEKVXvD++/L8zVoELbs7NjDtvZ2mTo5cqQ8f8891+NoEwJ+/WsmrFsHwOV//jMXT5sGjz8OjY0JYkxTY086cVFhUcKqq6urE/7fH0EwwSEYJSdH1rC87joZX+vXg9eLyWTCmZbWUw/RZJLu1aFDZc25jg4pNOXmyjmysmS8pqX1OFpzcqQYG6kJCMhYX79eruu66+DBBxO7Hes6PPEENDVh6eriB6EQY5xOOb60VNa6O8hdmr9RZGbK0gNFRfJ8jRol47yoSH5ZcNxxckz09W9MLU5C9FVSCbRF/rYDaYGAPF9CyFIHkQY7ir1DtWFRJDBs2DD+9re/HerNUBxGqJhQGFExoTCiYkJhRMWEwoiKicOQNWugpmbXjrWoIyzisooKgjttsBMgAB+NN3FJnU5OczMUFOCw2Sgxm6kJhymP1CIcZrNhz8xkR2Mjq1ev5vjjj5ePG2LiiHEIRjn/fClEvfuuFC6mT4cf/zgmsPaLcBj+85+eWnlbt8aesoXDUqzKy5NurLVr4dNP4Xvfg88/h0cf5Vifjycj4//R1cXLt9+O9te/ShFx7FiYMoXmuO3q6upKWP0Og9tz3bp1fPrpp7hcLh544AG0JF2Tk6YMx2OzwUUXSdH0mWdg6VIyrFZOmjkzUcyzWOCoo6QLbefOnnT2qGjo88lUaqdT7s+gQTKFGKSzsK5OCp8zZ8JPfgIjRvTelu5uORbkvLm5PTUJnU6or5cdccvKei+rkFxxBezYAevWSbEuFILRo2V9wdRUmDsX/v53WdfRapXHOVqvNJpWHycQDor8fgd4JPK3C3ociJoGDQ3yvMTHi6JfKEFQkUAoFMLtdpORkYFldy3aFQMGFRMKIyomFEZUTCiMqJhQGFExcRiyfbv8QG5M6YwSCEixJZIyHBUEzV4IRRYp9UG2O9DjNLPbGZ2VRU1zM0sj5znDbCa/sJAdjY2sWLEiJggaY6KhoQGAgiOlQYDVCj/4AVx8sRSsMjMTU1j7Q0UFbNvWk+JqMpGpaXQIwdk2W484pmkynfbTT2Vdt4jrbVbkHEZp1HUKtm2T5625GT7+mJa4MZ6oOBbBKAj+7Gc/i/198cUXM378+F6bvMuUYSMjR8JDD8H776O/9RbhTZswh8OYCgqki89kkj+DBkm3XmsrNDXJ+AyHZdpwZqZ0YFosUixqapKCtt0u3WpnnCEdbLvalpQUKdguXCjdhlOm9DzndsvHjhSh+kBRVCRT2pcskV805OTIEgRZkSvHvHnwzjvy3OTnSwF7x44eYTBaYzAiCkYFwffjVpEZ/SP6OmppgVtugR/+UDYX2dvanAMYdcQUCaxevZqcnBxWqwKdiggqJhRGVEwojKiYUBhRMaEwomLiMKSiYvcfoH0++RMhKgj6QuCIlAJbsFZD83bHREOAMZHmE19F6oVl2mxMiji2Vq5cGRsXHxNerxd3pJtrUVFiuuo3npQU2S13b8VAkE7DQEAKXAAlJawaPZr/y8nhewUFUlSLYrdLoeTXv5YOQV1nKDAxbrpKkOJLR4cUusaOpTku9bKrszNh9WvWrNnlpn311VdJH9+jQzAemw3OPpuVV13FsYsWUTdlihQrN26UjrOtW6VLz+OR4tzw4TBmjHQ3Dh4snZNVVXLsxo1y2TPPlDUVf/c72eRld8KkyQSXXy5T5WfN6hGxfD4pbk2dKtOWFbsnLU0Kc5dfDmed1XMcQboFzzlHCrV+P5SUSNHcak2aOjw4yfSZIF9HZnOPc7SlRZ7nZ59NuA4p+ob6ek6RwLBhw3j11VcZtrfFbhVHHComFEZUTCiMqJhQGFExoTCiYuIwpKWlR2BKRiAgP6hHOoNGq9a1AtGEUlcwDCZLT8MHYIzLBYA3kg6YabfHBMGXX36Z3zz2GOlWK8MGD47FRF1dHQApKSmkJ+sMO9BJSZHCSSAQa6Yx5LjjGNLdLc9hvOu2u1uKLk1NUuxrbkYTgoXAMcBmoAqY2d0thbNt22D6dFqiabaAPxAgtHYtlgkTAFi2bBkAI0aMYGtcujJIQfCHP/xhr03ebQ3BXTBs5EjufPVVUk88Ue7Hhg3SRbZhgxSwW1qkmywq/ESFIadTinZRgXDsWJma2h/OPlseiw8+gNpa+ZjFIue99tp9E3QVkksvlaLt8uUydbu0VIq90euMELHU4UFJFs8Eec5Bio9Dhsj08JYWeOkl+Rr54Q/VueoHShBUJJCVlcX5559/qDdDcRihYkJhRMWEwoiKCYURFRMKIyomDkN256YJhWSqpMUSSweOen3q4oY5QY5pbo651KKCYJRMi4VJkcd8Ph8XjhvHezNmkOVycf5pp4Gus75edrctKipKWo9uwBPtAl1RIcUvkK62tLTEcbouBZaoeyoYlM45r5dMYCZSEKyMjg+FZM3BtDRa4tygAJ6HHiLzd78j7HJRXl4OwPz583sJgsuXL0/4f1NTE5999hnbt8tOxXtMGY4j4TqRlZUo6vn90q3n90thVNOkAORwyHH9EB6TYrXCT38K8+dDebk8diNHSsdgnFiq2AfS0+Gee2RDmeXL5XnTdVi1qlejkWSCoAvkeTeZpOMwel5ycuT17JVXZOOe6dMPws4cGaiUYUUCzc3NPP/887EuXwqFigmFERUTCiMqJhRGVEwojKiYOAxJS+sp6m8kWrjfbu/VVCRhCpCOtTiH4PBoM4YImWYzQ4VgSKTw/wcNDXQB/h07qL/3Xrpvvpm6SBfcwmiNPEUiFgucfro8zob6fgmsXy8bbowYIc+vyyVTMyNE/blbgXVAM8REweZIynYUz5Yt8MILVGzbhsfjISUlhVmzZsWej56r+Ne03+9n3LhxXHjhhdRHRN7+OAR3e52w26UwOnYsHH20FH7GjpVNcfZVDIxiMsm5f/AD2SX6xBOVGLi/KSiQguDFF8tUeLdbOmDjrjUAyQoHZIK8Lo0aJdO748nPlynezz6rOg/3AyUIKhLYsWMHV111Va/CsYqBi4oJhREVEwojKiYURlRMKIyomDgMGT5814Kg2SzFEU2LpaNmJBlmi6aqxrnAClNSEsZkBINo27dTNWMGg9LSEMDiUAh3ZiaLtm2DRYuo//3vASjSNOlYM3S5VSAFwblzobJSpgRHUrkBKRRWVEg3YH6+TJuNEgrF0iynRh76EzABuCg6pqODlmiabIQuIeCNN2hfsgSAvLw8srOzY89fcMEFAHTG1RusqanpJealGV2Mu0FdJwYImZlw3XXw4IPS8Wq3S0doWlosVs3A/xoXA9n9ecaM5GnBw4bB5s3w5ZcHeAeOHFTKsCKBKVOmIJIU9VQMXFRMKIyomFAYUTGhMKJiQmFExcRhyJAh8reu924uYrHIjrYdHTFBUIt2Eo7HZpMf4OOcfWlWK+lWK52R8TmBgBSshg/nxOpqXtyyhYVr1zLfZuPCkhLo7KQuIkYVVVTADTdIceDEE2Vn0jFj9v++fxNxOOD22+Wx+eQTWVcviskkn8/Jkc65KF4vtLXF0jCPBzQg+kr8BAghRYEWw/n1VFZCOEzXz38OgFPTGBrX8OW6667jySefxO12I4RA07Skzr7Jkyf3eRfVdWIAoWnyuuB0ytd5MCjdr/X1sGYNCMGdQpAjBD+JLOIwRZbzenuny0OPU/TDD+X1Q7FHlCCoUCgUCoVCoVAoFAONMWNkSmlLC+Tl9X6+pAR27pTpw7tLLXY6wdAZuDA1lc6ODgCGaZoco2nMtlp5EfjfHTuYnpPDuS4XOJ1URxyBhSUlstFAa6tsEvDvf8O3viWbEfTDaXbEkpYGN90E3/kOfPGFPHdms6wvuHo1vP46pKZCe7ust1ddLcWTiMjmAiYBK+KmrARGAs0GIa4rLQ10na72dgCcra2M+/Wv+dcNNzDizDNjKcOhUAi/34/D4eglCL744otYLEpyUOyCLVvkFxLRMgM5OTLGt22DQAAtEOBKiAmC6MgU4+pqWd8xWZf0rCzZabq7W6YiK3aLShlWJLB161bOPPPMXsViFQMXFRMKIyomFEZUTCiMqJhQGFExcRhSXAzHHivTT5ORnS1rdVkssfTUXu0hhOhJ+YsjJ+7/Zfn58oP5ihUc09AQe/xbLS2sr6vDHwyyOiI4jsvK6mkSMX68nPcvf4E77pDOIYWkuBguvBB+8hO46io4+WSZKmkywddfw+LFsrmIriekYQI8DMyJm2p95HdL5HdUvvO0tYHPR1ek2YjTboeGBi5Ytoyjf/tbnH/8Y2yOaNpwVBA85ZRTaG1t5Xvf+16/dktdJwYYmzbJZi7xWCyy+UhKCgiBOe6pEEgn4erVsHRp8lqB6emy5IBKO+8TShBUJGAymbDb7ZiSqe2KAYmKCYURFRMKIyomFEZUTCiMqJg4TDnlFOkoa2vr/ZymyTqDTqf80K5prASGxI/JyZFuNENDCn9cB+OCaN27nTsZb2g4slMIgqEQ6yKC4KScnMT15+dLJ9Dy5fDAA7KbsaI37e2wYoUUAWtqZCq3yyXFwPT0hKGnAp8Cl0X+vw5pvGqN/D96frs8HvB46Io0jHF2dUFDA+TmgtWK+dVXSYu4/zoj5z8qCObm5pKVlawNze5R14kBRktL74YwGRnymtTd3UssjFXNtFjkFwTl5bLrdDzRJkeGa5IiOeqVpkhg+PDhvPbaawwfPvxQb4riMEHFhMKIigmFERUTCiMqJhRGVEwcpkydKkXB6urkacEdHTItuKQE7HbGApuBW4DPrFb54T0QkEJRHN64ubTBg2VtMLMZq93O2U5n7LnOrCzGVFcTBFItFoYaxCtACgajR8OqVfDMM4nNNBSykcj990sxUAiZMmmz9TRdsNuTplYeFfldDrTTI7ZE25F4ADSNrsiyTrO5R4Tp6oLRo0mPPOd+6ilobU0QBPcGdZ0YYPz/9u47PIpqfwP4m0oooXfUgGCAADGBAEEQBREbSBGRIhcEQQW5FkDwYgFRFBQByxVF1Gu7XvwhgoiCDcGHItmFBNJ7IaSTXnfz/f0x7JA5CRCQmCX7fp4nj2Tm7Ozs2Tcnm69nztR0YxBAy7GTE+DkBCcA8wA0A7Cw6v4WLbT/QZCYeGnHJgMWBMmgsrISZWVlqOQvWjqLmSAVM0EqZoJUzASpmAk75eQEzJ4N9OhxrqBUVVmZVih0ddWLSu4AXgcw3MlJa+/sDJy9rBQAIILuVdeN+/VXbaahszOQl4fP2rZF37N3Jd6Zk4NTZzMxuH17OJ3vj3h3d+Daa7Vj7dt3ZV57Q7B/P7BokXZX1caNtS+1D0tKtEuGPTwMm4ec/e9PAO4+++9mAGz3ES4EAItFu9swgGZublqx0ckJCAsD0tLgeXaNtoK9e4FFi5AVGwvg8guCHCccTLt2xrED0GYNlpQAHToALVtCALwHIBPnitVwdtYy7eZW/X9mlJVp40WLFn/LS7jasSBIBsePH4eHhweOHz9e36dCdoKZIBUzQSpmglTMBKmYCTvWpg3wzDPa5bmRkcYZeLZCYGWldhlf1WJTkybaPhH9TsQQAeLi8E737ri7ZUv82qGDtsC/v7/21aYNWlgsGHu2ILi9SjFgw5AhuKAWLbTz+OYbzhIEgB9/BNas0S4X9vXVLg+uaZZncbH2vjk7G2YKBgBwA5AP4MjZbW2gFQUB4HERvFm1IGh77203d4mIgOfZtQkLOnUCYmKQffAggMsvCHKccDDe3tqagFVlZWmzkhs3Bjw9IS4ucAJguLDYNm40bqzNPq665EFBgbbMwbXX1vHJNwwsCJJB165d8dlnn6Fr1671fSpkJ5gJUjETpGImSMVMkIqZsHN9+wLPPaddGhwaqv1RDWg3FmnWTPuju3Vr7fJTJydtdo6np3a5sIuLVkwsLtZmjnl4oJuzM74vKsKIjAztTsWnTmk3whgyBAgMxPVn72pcePbpH2/eHL6tW9d8blV17qwVGIOD66YfrhY//ABs2KAVTrp31wp9LVtWL64AWhvbbM4qGgO4UWnaAkDVUt4iEeSe/XezqpcdN20KlJSg+dljZldUoPyGG5B1dt22tsXFl/WyOE44GG9vbZZf1VmCVTNcUgInFxcYkuvsrBW+y8vP/c+Kqo/JzdVuSKTMiKWasSBIBq1bt8aDDz6I1rX5hUwOgZkgFTNBKmaCVMwEqZiJq8CNNwJvvAGMHg2cPq3dtba4WLvcF9D+XVGhFZasVu17W6EwN1dbyyswUPvKyTnXVkQrFBYVadsiIzEyPx9V/1y/saSkdncFbdZMKx6EhV28bUP1++/AO+9o//byOjdr0zYr7xJmT7ZXvs8F4K1siz77X0NB0NkZcHKC59lCzD/27UOfbduQdvZc2u7eDURH41JxnHAwAwYAXbsCqanntlVdbgCAk7MznN3d4VT1MmEb21qDtrto2wqLo0fX7Xk3ICwIkkFOTg7++9//Iicn5+KNySEwE6RiJkjFTJCKmSAVM3GV6NwZeP554F//0mYNZmZqd+ts0UJbm6vK3YORl6f9Md6qlbYG4eLFwOrV2gw+i+VcoUpEm3GYk6PdbTgjA9e3bo3fW7ZEVwAuAG5p3Fi7XFldT6wmrq6XVWxqEGJjgY0btffiuuuM+zp21C7jVmfnubqeW+tRmSVovOeztk6bWhAMs10yrN6YpFEjeFYpPsbk5yMqLw8A0DY3F1i79pLv9MpxwsG4uwPjxmk/97bctmypZdVqBRo1QqWzMyqcnFDZqNG5GcpubudmFnp4aOOTiDa++PgAgwbV68u6mrAgSAYJCQmYNm0aEhIS6vtUyE4wE6RiJkjFTJCKmSAVM3EVcXHR7jy8caM2Y/CRR4AJE4B+/c7NxLG169IFWLgQePdd4N57tT/wKyu1S4Rt69ZZrdrsQCcnbbubG+DsDH8RBAGI8/DADa1ba3/cK3crrlHjxtplyI6mogLYtAnIyNBmbao3D3FzA7p104qxVQu3TZpoxZKq791Z6m0X3AHcoGxLP1v0q1YQdHaG53luAtP2hhu0WZyff179RjUXwHHCAd1zj7aUQFycltv27bXlCIqKgEaNYGnSBKVlZZDKSi1LtpvbANqY0bmzVhRMS9NmED/6qFY4pFpxvXgTciQ33ngjCgsL4cFr7uksZoJUzASpmAlSMROkYiauQs7O2mXEN55daa60FBgxAjCZtGJUmzZakamkxHiZ35AhwNdfn/u+slI7VqtW2rpfbm5ASQlcy8vRqlkztLZYgMJC7Rjl5bU7r5puntHQffutdjfhbt2qFwNtunbVCoYZGdpMKycnrYDq6qoVW2wF2rPUguBXADqf5+mblZZqawdWuYGMp1okPKuNp6c2Y3HnTmDgQO2rFjhOOCA3N2DBAm2ZgshIoGdPbcZxSAhQWAi3Nm3g0qwZnG1rBtrupJ2bCzRvfi7z+fnA3LnnxiuqFc4QJAMXFxc0bdoULjX8HyRyTMwEqZgJUjETpGImSMVMNAAeHsDYsUDv3lpRqkMHrSCoFoXmzdP+oBfRioEuLsANN2h/yHt46DcAcBKBc2kpnCyWc7PIalMIqqjQZgI5kthY4IsvtAJIkybnb+fios3kbNFCK5jYirGentq/XV0NxcSqlwy/BuBOAE4AJtZw6GaFhdosrKIibUNZGdrVMBPL080NjVxctDUNS0qADz6o9aXDHCcclJeXtlTB9ddrM0ubNdMu/XV2hlNuLlysVjh5eGjFw6IibbmC5s21u2ufPq1tmzULmDq1vl/JVYcFQTKIi4vD/fffj7i4uPo+FbITzASpmAlSMROkYiZIxUw0EHfeqc3IadVKuyyva1fg5puNbRo1An75RVvYv3VrICAAGDxYK0xde602u8/VFZWVlRCLBWK1agXBpk21IuPFlJRos4gcRWUl8P77QFaWdon2xTRrpt2soXVrrXBSWqoVBG1FVNvNGZydDTMEPav8+2sA65VCbzPb5eA5OVoBxmqFV6dO1Z6+bdWirq3A87//1eqlcpxwYN7e2rqT99yjZb24GOjVCyVduiAtOxsVJSXa7FZPT+1/MHTqpC0xcO21WjFx5szq/3OCLoqXDJOB1WpFfn4+rFXXnSCHxkyQipkgFTNBKmaCVMxEA9G/P7BqFXDkiFZUGjFCm92j6txZ++P+6ae1P9xts9K6dtWKVKdOQVxdIeXlcHJxgZNtto+7+4Wf33YTC9udjx3ByZPA8ePaTUTOd6mwytNTu9tzdLR29+fcXK1Q6+mpzdarqNAKgk5O+uzMqrMFnZ2dcaO7u+EmL61shcSyMuDMGaBVK3jVMEOwTdX30N1dK0zu2QNMmnRu7bfz4Djh4Dp0AJ59FrjtNi0zQUEQZ2dkubmhRfv2cPPw0DLYuLFWCLzzTmDUqIvmis7PSeQSVvkkIiIiIiIiupiKCm1tsLg4oHv3c9srK7W7F6ena2sHtm6tFbsudCmsTXq6VsDavFm7+YAjWL8e2LYN6NPn0h8rohUAU1O1G7qUl2tFvoICoKICOyorMf5s028BjLM9ztUVqY0bo0tBgX6oihYt4OrkpB2jvBxo0QKpTk7okpVleMo7PDzw4/DhWqHYyUmbERoVBTzzjHbJOVFtpadrdw5OSdFya7sU3ctLW7bAza2+z/Cq5zAzBNPT0zF8+PBq21999VVs374df/75Z42PW7NmDcaPHw+r1Qp/f3+UlZUZ9j/++ONYuHAhACAlJQWrVq3C0aNH0aRJE0yaNAkLFy40rIHwxRdf4KOPPkJmZib69u2L5557Dj4+PlfwlRIREREREdUzNzfgrruAN9/UZpXZZpM5O2szgWpzeXBVlZXazQMmTXKcYmBmJvD779oNXC6Hk5O2nmCLFtpl1kVF2ldFBZCbixbx8dq6gDDOEIQIOlWZN9QIgKuI9jjb7D0RdGzdWru8s4oMq1Wb1QhoM0JdXbWZgrt3A3ffXePdjolqdDnjBF0Sh7nIOiIiAo0aNcKBAwfwxx9/6F9333033n77bcO2AwcOICAgADfccANuv/12ANot0MvKyrBjxw5D29mzZwMAKioqMGfOHADAV199hRUrVuC///0v3n33Xf0ctm/fjrVr1+KJJ57AN998g2uuuQYPPfQQcnJy/v4OOQ+z2QxXV1eYzeb6PhWyE8wEqZgJUjETpGImSMVMOKg77tDu+hkbe+7GIWdlZmXhg82bkakUlM4rKQm45hrggQfq4ETt1P79WsGtXbu/fizbzUU6dtQut+zXDy2GDNF3e7ZooRVxnZ0BEe1mL2c1ArSZfm5uWkHPyQlo0gTONRT33Gw3momKOnfJcadO2vfHj1/wFDlOkIqZqFsOUxCMiopC165d0b59e7Rr107/8vDwQMuWLQ3b9u7di5CQELz11lto2rQpACAyMhLNmjVDr169DG1t+/fs2YPU1FSsXbsW3t7eGDVqFJ5++mn85z//QXl5OQBg06ZNePDBB3HvvfeiR48eWL16NRo3boyvv/663vpFde211+Ldd9/FtddeW9+nQnaCmSAVM0EqZoJUzASpmAkH1aQJ8Oij2hpf8fGGomCzpk0xbNgwNDv799QFZWRoBalZs2p3Y42GQERbR61x4zqbVde8yhqAzRs10m7s4uys/bdZM9x19pLMp5s21WZltmypzdR0c9NnfE44e7OS9zt2xLDGjbGpY0ft8SUl2h1gAe37sjKtwHkBHCdIxUzULYdZQ3Dx4sWwWq1Yv379Bdvl5ORg9OjRmD17NubPn69vX79+PQ4dOoStW7fW+LgVK1YgIiICX331lb4tMTERo0ePxtatW3HNNdfgpptuwpYtWzBs2DDDeeXm5uLDDz/8i6+QiIiIiIjIDv36q3bpcFGRdkMQ11quXCWirR9WUqLdRXTmzNrfWONql54OzJmjFVXr6KYJmSUlaP/ZZwCApK5dca3Foq0v2Lw50LQpcqxW/FJUhHGennB3ctJuJpKdrRUG27YFAFhEkGW1oqP6nublaZd7DhqkfZ+UpM1O/Ogjx3kPieycQ80QzMnJwfTp03HTTTdh6tSp2F/D/6HYvHkzPDw89Mt/qz7eYrFgzpw5GDp0KCZOnIgdO3bo+9PS0tCxY0fDY9qfXdvi9OnTSDu7NkMn5dbs7du31/fZg9zcXOzcuRO5ubn1fSpkJ5gJUjETpGImSMVMkIqZcHAjRwL/+pd2qWpEBJCRgbKSEiQkJlZbox2AVgjMzQXCwrT15/75T8cqBgJaAa2wEDg7A68utKxyR+C2PXpod23189NmYxYUoDWA+5s3hzugzfArKtKKuS1a6I9zLSlBx5wcrZBYlbOztuagTbNm2uXPmZnnPR+OE6RiJuqWQxQELRYL4uLikJeXh4ULF+KDDz6An58f5s2bh0OHDuntCgsLsXXrVsyZMweNlFuoR0dHIzc3FzNmzMCWLVtwxx134Nlnn8X//d//AQBKS0vhXvUW64B+jLKyMpSUlABAjW1q/CV4Ca/txIkT+vdhYWFITk7Wz8lsNqPg7OCcnp6O4OBgvW1kZCQSExMBaGsgms1mBAcHY9y4cTCZTDh27Jjh9cfHxwPQbgdvNptx5swZAEB2djbMZjNsk01jY2MRGxsLABARmM1mZGdnAwDOnDkDs9ms30o+Pj4e0dHR+vMcO3YMmWd/SeTl5cFsNqPi7C+SxMREREZG6m2Dg4ORnp4OACgoKIDZbEbp2XUqkpOTERYWprc9ceIETp+dsl5UVASz2ay/J6dOnUJoaKjeNjQ0FCkpKQCAkpISmM1mFBYWAtCKuyEhIXrb8PBwJCUlAdDeZ7PZjPz8fL2/j1dZJyMyMhIJCQmG/rYNbJmZmYZ1EaKjoxEXF2fob9takzk5OTCbzaisrAQAxMXFISYmRn+s2WxG1tm1WGz9bTm7Bkh8fDyioqL0tsePH0dGRgYAID8/H2azWb/EPSkpCREREYiLi8O4ceOwZ88evXhdWFho6O+UlBRDf588eRKpqakAgOLiYpjNZhQXFwMAUlNTcdK20DC0zNr625ZZW3+npaUZ+jsiIkLv7/LyckN/Z2RkGPo7KipKz6zFYjFkNisry9DfMTExen9XVlbW2N+2zMbFxRkyazab9czm5uYaMpuQkGDI7PHjx/XM2vrb9vOflJSE8PBwvW1ISIieWVt/2zKbkpJSLbOnTp0CcC6zRUVFALTMXskxIi8vT8/E7t279bYcIxx3jLA9x7hx4/QbdHGMcOwxAgBMJhPGjRun9xvHCMceIwBteR1bJjhGOOgY4eGB/BUrgPvuQ1lxMfIPH0bcnj0oiY9HQVISClNSgPR0VMbEoPDIEVRkZwO33IIzzz8Ps5cXbJe1OcwYkZiI4oICFJx9j61WKzKzsvSfseKSEmSdfd2Alh/be2GtrERmVpaej5KSEsNajXl5ecjPz4dbfDySGjVCnLMzGh08COTmotTLC3nXXQfx8AAKCmDJzoYlO1sr7rVqhQoPD1jOFmatFgusWVmQ4mIgNxflxcUoO3t+sFpRVFmp90N5o0YoSE1Fxdn3Th0jQkJC8Oeff2LcuHE4efIkx4izHGqMqPI5IjMzE8eOHdM/Y+7bt4+fI1C7zxG23++1Ig6isLBQSkpKDNvmzJkjc+bM0b/fvn279O3bV/Ly8qo9vqSkRAoLCw3bXnjhBbnzzjtFROSRRx6RJ554wrC/uLhYvL29Ze/evXLixAnx9vaWmJgYQ5s1a9bI2LFjL/t15eTkSJcuXfTv+/XrJwsXLhQRkejoaAEgv/32m4iIrF27Vlq1aqW3DQwM1F9/amqqAJBvv/1WMjIyZOPGjeLu7q63ve2222TKlCkiIpKXlycAZOvWrSIi8vHHHwsAqaioEBGRsWPH6q+poqJCAMjHH38sIiJbt24VAHofT5kyRW677Tb9edzd3eWdd94REZFdu3YJAElNTRUR7f0KDAzU27Zq1UrWrl0rIiK//fabAJDo6GgREVm4cKH069dPb9ulSxd58cUXRUTkzz//FAASHBwsIiLLli2T7t276229vb1l8eLFIiJy8uRJASAHDx4UEZFVq1ZJx44d9bb+/v4yf/58ERGJj48XAPLTTz+JiMi6devE09NTbzt06FCZOXOmiIhkZGQIANmxY4eIiGzatElcXFz0tqNHj5ZJkyaJiJZdAPLll1+KiMhnn30mAKS0tFRERCZMmCB33323/lgAsnnzZhER2bZtmwCQ7OxsERGZPn263HLLLXrbJk2ayMaNG0VE5McffxQAkpycLCIi8+bNk4CAACkvL5eMjAxp27atrF69WkREDhw4IAAkIiJCRESeeuop8fHx0Y/r5eUly5cvFxERk8kkAMRkMomIyPLly8XLy0tv6+PjI0899ZSIiERERAgAOXDggIiIrF69Wtq2bau3DQgIkHnz5omISHJysgCQH3/8UURENm7cKE2aNNHb3nLLLTJ9+nQREcnOzhYAsm3bNhER2bx5s1Qd/u6++26ZMGGCiIiUlpYKAPnss89EROTLL78UAPrP/6RJk2T06NH6Y11cXGTTpk0iIrJjxw4BIBkZGSIiMnPmTBk6dKje1tPTU9atWyciIj/99JMAkPj4eBERmT9/vvj7++ttO3bsKKtWrRIRkYMHDwoAOXnypIiILF68WLy9vfW23bt3l2XLlomISHBwsACQP//8U0REXnzxxSs6RuzatUvKy8vl1Vdf5RghHCMCAgJERKS8vFzatGmjZ5ZjhGOPEbb+dnd3l/LychHhGOHoY4SISNu2bWX58uVSXl7OMYJjhHz08ssyzcVFCp98Uiz33ScH27aVoM6dRSZMkNLHH5dZgOzeuFGkstJxx4jXXpOgpk3lgI+PyLx5kj91qmwCJPmee0TmzZPgwEDZ4uYmMm+eyLx58m2HDvKrt7fIvHlSPGOGbAIk/o47RObNk9Cbb5b3nZz0truuuUb2dusm4u8vlW5uUgRIhauryMiREjVihGwCxDJzpsiYMXKsXTsJattWZPJkkfvukyRActu2FenVS/I6d5YcQKweHiKenpLq6SnxTZqIeHuLdOwoPzg7S8hNN4nMmydJd90l+wHJev99Eal5jFi1apVkZGTo/c0xwnHHiHfeeUf/HJGRkSEjR47k5wip3eeIoqIiqS2HKQjW5LXXXpMxY8bo3y9YsEAWLFhQ68d//vnn4ufnJyLaD8LUqVMN+xMSEsTb21uCg4MlKytLvL299TfSZtGiRfLwww9f9muoqKiQkJAQ/fvQ0FBJSkoSEa2IaTKZJD8/X0RE0tLS5Pjx43rbiIgISUhIEBHtjzmTySS5ubkion3QNJvNetuoqCiJi4sTERGLxSImk0lycnJERCQrK0tMJpNUVlaKiEhMTIxe+KysrBSTySRZWVkiohUwTSaTWCwWERGJi4uTqKgo/XnMZrM+wOXm5orJZNL/mEhISNB/KYiIHD9+XNLS0kREJD8/X0wmk170TUpKktDQUL1tSEiI/oNcWFgoJpNJiouLRUQkJSVFH/xEtB8624fZ4uJiMZlMUlBQICLaQGX7wRURCQsLk8TERBHRBneTyaQPLmlpaXLs2DFDf9sGZFt/nzlzRu9v2y8xW3/HxsYa+tv2YTw7O1tMJpNYrVYREYmNjdUHHhHtl2JmZqahv22DY1xcnERGRuptjx07Junp6SKiDawmk0nKyspERCQxMVHCw8P1tsHBwXL69GkRESkoKDD0d3JysqG/T5w4IadOnRIRkaKiIjGZTPrAdOrUKTlx4oTeNjQ0VO9vW2Zt/X369GlDf4eHh+v9XVZWZujv9PR0Q39HRkbqma2oqDBkNjMz09Df0dHRen9brdYa+9uW2djYWENmTSaTntkzZ84YMhsfH2/I7LFjx/TM2vrb9gdZYmKihIWFGfrblllbf9sym5ycXC2zKSkpInIus7YPFampqRwjhGMExwiOERwjOEZwjOAYYbdjRHm5xBw9Kgkmk0hJCccIW2ZnzZL8YcMkf9o0kXnzxDJnjmRMnChls2aJzJsnRTNmSOZ99+lFvjOTJ0v+1Kla24cfloyJE6V05ky9QJgxcaLeNveBByRvyhSRYcOksnFjsbq4iLVZM5G77pKSmTMlY+JEqZw7V2TePMmbMkVyH3hAe+zcuVLUvbtY2rUT6dlTLN7eUnLttVLZpYvI9ddLWffuUtqtm0inTiI9ekjmuHFSPGOGyLx5UjZrluT7+UnFq6+KCMcIjhH8HFFXnyNsv99rwyFuKhIdHY0HHngA7733HgYPHqxvnzFjBtq2bavfaCQwMBALFy7E9OnTDY/Pz8/HqFGjsGzZMkycOFHfvmzZMsTFxWHr1q34/vvvsXz5cvzxxx9odnadh//9739Ys2YNDh8+DHd3d9x5552488478eSTTwLQphaPGjUK06ZNw7x58+q4F2onISEBK1aswIoVK9C1a9f6Ph2yA8wEqZgJUjETpGImSMVMkIqZuIDKSuD++7W1/JR16q+YnBzg6FFtrUYR7U7GbdsCgYHanY3PJz8fCArS1gxs2lS747BtbUeLRVv3sFEjwN9fuzNxVTEx2vFfeaXGQzMTpGIm6lYtb+90devevTuuv/56vPTSS1i5ciVatWqFrVu34vjx49i2bRsA7VrsM2fOoFevXtUe37x5cwQGBmL9+vVo06YNvLy8sHfvXuzcuRPvv/8+AGDUqFHYsGEDnnzySSxevBgpKSl48803MXv2bH3dwNmzZ+OVV16Bl5cX+vXrhw8++AClpaWYNGnS39cZF1FWVoaYmJi/tK4hNSzMBKmYCVIxE6RiJkjFTJCKmbiA8nKtKOjiUnfPkZAAlJZqBUcnJ+35cnO1uzrfcMP5H9e8ORAQAISGakXFs2vJAdDOt1UroFcvoF276o91dtae8zyYCVIxE3XLIWYIAtrCnuvWrcOBAweQn58PHx8fLF68GAEBAQC0RTXvv/9+7N69G927d6/2+MLCQrz99tvYs2cPsrOz0b17dzz++OMYNWqU3iYxMRErV65EUFAQWrRogUmTJmHhwoVwdj5375YtW7bg008/RW5uLvr27YvnnnsOvXv3rvsOICIiIiIiIvtXVARMn35u1l5d2LcPKC423sU4N1e7E7S//8UfLwKcOaPdObiiQjvX1q21863y969BfLxWLHzrrSvxCojoL3KYgiARERERERGR3SsrA6ZM0f6tXnZ7pZjNQHIy0LKlcYZg375Ajx5185xxccCNNwJvvFE3xyeiS3Ke0j05quPHj6N58+aGW6qTY2MmSMVMkIqZIBUzQSpmglTMxAW4uWmz7Cor6+45unXT1grMzdXWBczN1YqDXbrU3XNWVmrrC54HM0EqZqJuOcQaglR7nTp1wooVK9CpU6f6PhWyE8wEqZgJUjETpGImSMVMkIqZuABnZ604l5pad8/RqhUweLA2S7CwUHu+66678A1F/qrycqBNm/PuZiZIxUzULV4yTERERERERGRP1q0Dvv0W8PGp7zO5ckJDgcWLgfHj6/tMiAi8ZJgU+fn5+Pnnn5Gfn1/fp0J2gpkgFTNBKmaCVMwEqZgJUjETF9GtW32fwZVVXq5dCn3ddedtwkyQipmoWywIkkFMTAxuv/12xMTE1PepkJ1gJkjFTJCKmSAVM0EqZoJUzMRFeHkBrq5aIa0hKCjQ7mjs5XXeJswEqZiJusVLhsmgrKwMp0+fRqdOndDoAgu+kuNgJkjFTJCKmSAVM0EqZoJUzMRFZGUBDz0EeHgArVvX99n8dYmJwDXXAJs3a3c1rgEzQSpmom6xIEhERERERERkT0SABQuAyEigR4/6Ppu/LjQUmDwZ+Oc/6/tMiOgsXjJMBklJSViwYAGSkpLq+1TITjATpGImSMVMkIqZIBUzQSpm4iKcnIA77gDKygCLpb7P5q8pKNDuXnzrrRdsxkyQipmoWywIkkFRUREOHTqEoqKi+j4VshPMBKmYCVIxE6RiJkjFTJCKmaiF4cOB9u2BjIz6PpO/5vRpoHdvoG/fCzZjJkjFTNQtXjJMREREREREZI/efRf48kugT5/zrr1n1yoqgJgY4Nlngbvuqu+zIaIqOEOQiIiIiIiIyB6NHKndnTcvr77P5PKkpwMdOwLDhtX3mRCRggVBMggJCUGnTp0QEhJS36dCdoKZIBUzQSpmglTMBKmYCVIxE7XUqxcweDCQkgJUVtb32VyasjKtkDl2LODpedHmzASpmIm6xYIgGbRr1w4LFixAu3bt6vtUyE4wE6RiJkjFTJCKmSAVM0EqZqKWnJyAuXOBTp2A5OT6PpvaEwHi4gA/P+C++2r1EGaCVMxE3eIagkRERERERET27LvvgDfeAK65RruE2N6lpWl3R37tNaBfv/o+GyKqAWcIkkFhYSEOHTqEwsLC+j4VshPMBKmYCVIxE6RiJkjFTJCKmbhEd90F3HwzkJBg/5cOl5UBWVnApEmXVAxkJkjFTNQtFgTJICoqCjfddBOioqLq+1TITjATpGImSMVMkIqZIBUzQSpm4hK5ugKPPKLNEIyJ0S7JtUcWCxAdDfj7Aw88cEkPZSZIxUzULV4yTAYlJSWIi4vD9ddfj8aNG9f36ZAdYCZIxUyQipkgFTNBKmaCVMzEZTp6FHjlFaCwELj+em2NQXtRWQlERAA9egAvvQRce+0lPZyZIBUzUbdYECQiIiIiIiK6WuzfD7z+OlBSYj9FQYsFiIoCrrsOWLlSKwoSkV3jJcNkkJKSgiVLliAlJaW+T4XsBDNBKmaCVMwEqZgJUjETpGIm/oLhw4FnntFuLhIdDVit9Xs+5eXazMDu3YEVKy67GMhMkIqZqFssCJJBXl4edu7ciby8vPo+FbITzASpmAlSMROkYiZIxUyQipn4i26+GXjuOaBTJyAsDMjP//vPQQTIyNBmBvr6apcJ33DDZR+OmSAVM1G3eMkwERERERER0dUoPR3YvBn49VfAxQXw8tL+W9fKy4G4OKBpU2DCBGDaNO3fRHTVYEGQiIiIiIiI6GpVWQn88gvw0UdAYqI2a7B1a8C5Di4ItFi0WYE5OdqswEceAfz8rvzzEFGd4yXDZBAaGooePXogNDS0vk+F7AQzQSpmglTMBKmYCVIxE6RiJq4gZ2fg9tuBDRuAe+/VZu+FhWnFwfLyK/McRUVATIx2ebC7OzB7NvDGG1e0GMhMkIqZqFuu9X0CZF9atmyJ+++/Hy1btqzvUyE7wUyQipkgFTNBKmaCVMwEqZiJOtChA7BsGZCcDPz+O/Djj9plvQDQooV2E5KmTWs3c9Bi0YqABQXa+oTu7oC3N3DXXdr6ha1aXfHTZyZIxUzULV4yTERERERERFdUUXkRQtJD0L9TfzRybVTfp+OYSkqAw4eB337T7gKcn68V+UQANzetyOfsDDg5adsqK4HSUu2uxS4uWvGwVSttFuCIEdp/XTmniKihYEGQDEpKShAdHY0bbrgBjRs3ru/TITvATJCKmSAVM0EqZoJUzITj+erkV/gt4TdM7DURd/S4o9p+ZuJvVlEBpKRolxEnJWmX/ubmapcUV1RoBUIPD6BdO+1Owdddp92gpFOnulmLsAbMBKmYibrF8j4ZhIeHY8CAATCZTOjfv399nw7ZAWaCVMwEqZgJUjETpGImHM/AzgORXZwN3w6+Ne5nJv5mbm5At27al51iJkjFTNQtzhAkg6KiIoSFhcHHxwdNedt4AjNB1TETpGImSMVMkIqZIBUzQSpmglTMRN1iQZCIiIiIiIiIiMiB/D2LAdBV4/Tp01ixYgVOnz5d36dCdoKZIBUzQSpmglTMBKmYCVIxE6RiJkjFTNQtFgTJICsrCx9++CGysrLq+1TITjATpGImSMVMkIqZIBUzQSpmglTMBKmYibrFS4aJiIiIiIiIiIgcCGcIEhERERERERERORAWBMkgLCwMvr6+CAsLq+9TITvBTJCKmSAVM0EqZoJUzASpmAlSMROkYibqFguCZODp6Ylbb70Vnp6e9X0qZCeYCVIxE6RiJkjFTJCKmSAVM0EqZoJUzETd4hqCREREREREREREDoQzBMmgtLQUMTExKC0tre9TITvBTJCKmSAVM0EqZoJUzASpmAlSMROkYibqFguCZBAWFoYbbriB1+iTjpkgFTNBKmaCVMwEqZgJUjETpGImSMVM1C1eMkwGBQUFMJlMGDBgAK/TJwDMBFXHTJCKmSAVM0EqZoJUzASpmAlSMRN1iwVBIiIiIiIiIiIiB8JLhskgPT0dr7/+OtLT0+v7VMhOMBOkYiZIxUyQipkgFTNBKmaCVMwEqZiJusWCIBmkpaXh1VdfRVpaWn2fCtkJZoJUzASpmAlSMROkYiZIxUyQipkgFTNRt3jJMBERERERERERkQPhDEEiIiIiIiIiIiIHwoIgGURGRmLIkCGIjIys71MhO8FMkIqZIBUzQSpmglTMBKmYCVIxE6RiJuoWC4Jk4OHhgT59+sDDw6O+T4XsBDNBKmaCVMwEqZgJUjETpGImSMVMkIqZqFtcQ5CIiIiIiIiIiMiBcIYgGVRUVOD06dOoqKio71MhO8FMkIqZIBUzQSpmglTMBKmYCVIxE6RiJuoWC4JkcOLECXTu3BknTpyo71MhO8FMkIqZIBUzQSpmglTMBKmYCVIxE6RiJuoWC4Jk0L17d+zatQvdu3ev71MhO8FMkIqZIBUzQSpmglTMBKmYCVIxE6RiJuoW1xAkIiIiIiIiIiJyIJwhSAaZmZl49913kZmZWd+nQnaCmSAVM0EqZoJUzASpmAlSMROkYiZIxUzULRYEySAlJQVPP/00UlJS6vtUyE4wE6RiJkjFTJCKmSAVM0EqZoJUzASpmIm6xUuGiYiIiIiIiIiIHAhnCBIRERERERERETkQFgTJIDo6GqNGjUJ0dHR9nwrZCWaCVMwEqZgJUjETpGImSMVMkIqZIBUzUbdYECQDV1dXtGvXDq6urvV9KmQnmAlSMROkYiZIxUyQipkgFTNBKmaCVMxE3eIagkRERERERERERA6EMwTJwGq1Ij8/H1artb5PhewEM0EqZoJUzASpmAlSMROkYiZIxUyQipmoWywIkkFwcDBatGiB4ODg+j4VshPMBKmYCVIxE6RiJkjFTJCKmSAVM0EqZqJusSBIBt26dcPWrVvRrVu3+j4VshPMBKmYCVIxE6RiJkjFTJCKmSAVM0EqZqJucQ1BIiIiIiIiIiIiB8IZgmSQnZ2NTz75BNnZ2fV9KmQnmAlSMROkYiZIxUyQipkgFTNBKmaCVMxE3WJBkAwSExPx0EMPITExsb5PhewEM0EqZoJUzASpmAlSMROkYiZIxUyQipmoW7xkmAxEBFarFS4uLnBycqrv0yE7wEyQipkgFTNBKmaCVMwEqZgJUjETpGIm6hYLgkRERERERERERA6ElwyTQWxsLO69917ExsbW96mQnWAmSMVMkIqZIBUzQSpmglTMBKmYCVIxE3WLBUEiIiIiIiIiIiIHwkuGiYiIiIiIiIiIHAhnCJKBiMBisYB1YrJhJkjFTJCKmSAVM0EqZoJUzASpmAlSMRN1y2EKgunp6ejZs2e1r2+++QYzZsyocV/Pnj3x7bff6sf44osvcNttt8HX1xfTpk1DWFiY4TlSUlLwyCOPoH///hg2bBg2bNgAq9VqaHOxY9S3Y8eOwc3NDceOHavvUyE7wUyQipkgFTNBKmaCVMwEqZgJUjETpGIm6pZrfZ/A3yUiIgKNGjXCzz//bLhdtaenJ0aOHImKigp9m4jgqaeeQl5eHm6//XYAwPbt27F27VqsWrUKPj4++OCDD/DQQw/hhx9+QOvWrVFRUYE5c+aga9eu+Oqrr5CUlITly5fD2dkZ//znP2t1DHvg5eWFjz/+GF5eXvV9KmQnmAlSMROkYiZIxUyQipkgFTNBKmaCVMxE3XKYNQQ3b96M7777Djt37rxo288//xxr1qzBjh07cP311wMA7rjjDowaNQpLliwBAFgsFowaNQpTp07FI488gl27duHZZ5/FH3/8gRYtWgAA/ve//2Ht2rU4dOgQ3N3dL3oMIiIiIiIiIiKiuuYwlwxHRkaie/fuF22Xk5ODDRs24LHHHtOLgdnZ2UhISMCQIUP0dq6urggICMDRo0cBAEFBQejTp49eDASAwMBAFBYWIjw8vFbHsAdnzpzB119/jTNnztT3qZCdYCZIxUyQipkgFTNBKmaCVMwEqZgJUjETdcthCoJRUVHIycnB9OnTcdNNN2Hq1KnYv39/tXabN2+Gh4cH5syZo29LS0sDAHTq1MnQtn379vq+tLQ0dOzYsdp+ADh9+nStjnE5LBYLTpw4oX8fFhaG5ORkAEBpaSnMZjMKCgoAaOsoBgcH620jIyORmJgIAKioqIDZbEZISAgmT54Ms9lsuE4/Ojoa8fHxAACr1Qqz2az/UGZnZ8NsNusLfcbGxiI2NhaAdvm12WxGdnY2AO0H2mw262srxsfHIzo6Wn+eY8eOITMzEwCQl5cHs9msX86dmJiIyMhIvW1wcDDS09MBAAUFBTCbzSgtLQUAJCcnG9ZnPHHiBE6fPg0AKCoqgtlsRklJCQDg1KlTCA0N1duGhoYiJSUFAFBSUgKz2YzCwkIA2nsZEhKitw0PD0dSUhIAoKysDGazGfn5+Xp/Hz9+3NDfCQkJhv7Ozc0FAGRmZsJsNhv6Oy4uztDfOTk5ALSitdlsRmVlJQAgLi4OMTEx+mPNZjOysrIM/W2xWPT+joqK0tseP34cGRkZAID8/HyYzWaUl5cDAJKSkhAREYH4+HhMnjwZe/fu1bNaWFho6O+UlBRDf588eRKpqakAgOLiYpjNZhQXFwMAUlNTcfLkSb1tWFiY3t+2zNr6Oy0tzdDfERERen+Xl5cb+jsjI8PQ31FRUXpmLRaLIbNZWVmG/o6JidH7u7Kyssb+tmU2Li7OkFmz2axnNjc315DZhIQEQ2aPHz+uZ9bW32VlZXp/h4eH621DQkL0zNr625bZlJSUapk9deoUgHOZLSoqAqBl9kqOEXl5eXomfvjhB70txwjHHSNsj5s8ebL+P7g4Rjj2GGF73ZMnT9b7mGOEY48RALB37149ExwjOEZkZmbihx9+0DPBMYJjREhICI4ePYrJkycjNDSUY0SV/nbUMeLYsWP6Z8zff/+dYwRqN0bYfnZrRRxARUWF9OnTR8aNGyeHDh2SEydOyGuvvSY9e/aUgwcP6u0KCgqkf//+8tFHHxkef/ToUfH29pakpCTD9g0bNsioUaNERGTmzJmyZMkSw36r1Sre3t7y7bff1uoYlyMnJ0e6dOmif9+vXz9ZuHChiIhER0cLAPntt99ERGTt2rXSqlUrvW1gYKDMmTNHRERSU1MFgOzYsUPy8vLkrbfeEnd3d73tbbfdJlOmTBERkby8PAEgW7duFRGRjz/+WABIRUWFiIiMHTtWxo4dKyJa3wOQjz/+WEREtm7dKgAkLy9PRESmTJkit912m/487u7u8s4774iIyK5duwSApKamiojInDlzJDAwUG/bqlUrWbt2rYiI/PbbbwJAoqOjRURk4cKF0q9fP71tly5d5MUXXxQRkT///FMASHBwsIiILFu2TLp376639fb2lsWLF4uIyMmTJwWAnpNVq1ZJx44d9bb+/v4yf/58ERGJj48XAPLTTz+JiMi6devE09NTbzt06FCZOXOmiIhkZGTo/S0ismnTJnFxcdHbjh49WiZNmiQiIoWFhQJAvvzySxER+eyzzwSAlJaWiojIhAkT5O6779YfC0A2b94sIiLbtm0TAJKdnS0iItOnT5dbbrlFb9ukSRPZuHGjiIj8+OOPAkCSk5NFRGTevHkSEBAgFotF8vLypG3btrJ69WoRETlw4IAAkIiICBEReeqpp8THx0c/rpeXlyxfvlxEREwmkwAQk8kkIiLLly8XLy8vva2Pj4889dRTIiISEREhAOTAgQMiIrJ69Wpp27at3jYgIEDmzZsnIiLJyckCQH788UcREdm4caM0adJEb3vLLbfI9OnTRUQkOztbAMi2bdtERGTz5s1Sdfi7++67ZcKECSIiUlpaKgDks88+ExGRL7/8UgBIYWGhiIhMmjRJRo8erT/WxcVFNm3aJCIiO3bsEACSkZEhItq4MHToUL2tp6enrFu3TkREfvrpJwEg8fHxIiIyf/588ff319t27NhRVq1aJSIiBw8eFABy8uRJERFZvHixeHt76227d+8uy5YtExGR4OBgASB//vmniIi8+OKLV3SM2LVrl1gsFnnjjTc4RgjHiICAABERsVgs0qZNG3n55ZdFhGOEo48RIqJ/jrBYLCLCMcLRxwgRkbZt28oLL7wgFouFYwTHCHnnnXfE3d1d8vLyxGKxcIzgGCFt27aVl19+WfLy8mTfvn0cI85y9DHC9rfoyJEjOUZI7caIoqIiqS2HKAiKaANdSUmJYducOXP0AIqIbN++Xfr27auHw+bEiRPi7e0tMTExhu1r1qzRg/bII4/IE088YdhfXFws3t7esnfv3lod43JUVFRISEiI/n1oaKhedCwpKRGTyST5+fkiIpKWlibHjx/X20ZEREhCQoKIiJSXl4vJZJLc3FwR0X6JmM1mvW1UVJTExcWJiPaHn8lkkpycHBERycrKEpPJJJWVlSIiEhMTo7/OyspKMZlMkpWVJSJaAdNkMul/IMTFxUlUVJT+PGazWR/gcnNzxWQySXl5uYiIJCQk6L8URESOHz8uaWlpIiKSn58vJpNJf4+TkpIkNDRUbxsSEqL/IBcWForJZJLi4mIREUlJSdEHPxHth872i6q4uFhMJpMUFBSIiDZQ2X5wRUTCwsIkMTFRRLTB3WQy6flJS0uTY8eOGfrbNiDb+vvMmTN6f9t+idn6OzY21tDftl+02dnZYjKZxGq1iohIbGysPvCIaL8UMzMzDf1tGxzj4uIkMjJSb3vs2DFJT08XEW1gNZlMUlZWJiIiiYmJEh4errcNDg6W06dPi4hWPK/a38nJyYb+PnHihJw6dUpERIqKisRkMukD06lTp+TEiRN629DQUL2/bZm19ffp06cN/R0eHq73d1lZmaG/09PTDf0dGRmpZ7aiosKQ2czMTEN/R0dH6/1ttVpr7G9bZmNjYw2ZNZlMembPnDljyGx8fLwhs8eOHdMza+tv24etxMRECQsLM/S3LbO2/rZlNjk5uVpmU1JSRORcZm0fKlJTUzlGCMcIjhEcIzhGcIzgGMExgmMEx4iq/c0xgmMEx4iGOUbYfnZrw2EKgjV57bXXZMyYMfr3CxYskAULFlRrl5WVJd7e3obZhCIiixYtkocfflhEtMr41KlTDfsTEhLE29tbgoODa3UMexAXFydTpkzRf9iImAlSMROkYiZIxUyQipkgFTNBKmaCVMxE3XKINQSjo6PRv39/HDlyxLD95MmT6NGjh/59UFCQ4aYfNm3atEG3bt0Mj7dYLAgKCsLAgQMBAAMHDkRYWJh+bTcAHD58GE2bNkWvXr1qdQx7YLFYkJmZqa8DQcRMkIqZIBUzQSpmglTMBKmYCVIxE6RiJuqWk8jZlRcbsMrKSkyePBklJSVYuXIlWrVqha1bt+LLL7/Etm3b4O3tjdOnT+PWW2/Fl19+iQEDBlQ7xtatW/HKK69gxYoV6NevHz744APs378fu3fvRuvWrVFWVoYxY8bAy8sLixcvRkpKCpYvX44ZM2bg8ccfr9UxiIiIiIiIiIiI6pprfZ/A38HZ2RmbNm3CunXr8OSTTyI/Px8+Pj74+OOP4e3tDQD6nWRatmxZ4zEmT56MgoICbNiwAbm5uejbty8+/vhjvZDXqFEjfPjhh1i5ciUmT56MFi1aYNq0aZg/f36tj0FERERERERERFTXHGKGINXesWPHEBgYiMOHD8Pf37++T4fsADNBKmaCVMwEqZgJUjETpGImSMVMkIqZqFsOsYYg1d4111yDN998E9dcc019nwrZCWaCVMwEqZgJUjETpGImSMVMkIqZIBUzUbc4Q5CIiIiIiIiIiMiBcIYgGeTl5eH7779HXl5efZ8K2QlmglTMBKmYCVIxE6RiJkjFTJCKmSAVM1G3WBAkg9jYWIwZMwaxsbH1fSpkJ5gJUjETpGImSMVMkIqZIBUzQSpmglTMRN3iJcNkUFFRgaysLLRt2xZubm71fTpkB5gJUjETpGImSMVMkIqZIBUzQSpmglTMRN1iQZCIiIiIiIiIiMiB8JJhMkhMTMTDDz+MxMTE+j4VshPMBKmYCVIxE6RiJkjFTJCKmSAVM0EqZqJusSBIBqWlpQgNDUVpaWl9nwrZCWaCVMwEqZgJUjETpGImSMVMkIqZIBUzUbd4yTAREREREREREZED4QxBIiIiIiIiIiIiB8KCIBkEBwejdevWCA4Oru9TITvBTJCKmSAVM0EqZoJUzASpmAlSMROkYibqFguCZNCxY0c8++yz6NixY32fCtkJZoJUzASpmAlSMROkYiZIxUyQipkgFTNRt7iGIBERERERERERkQPhDEEyKCgowL59+1BQUFDfp0J2gpkgFTNBKmaCVMwEqZgJUjETpGImSMVM1C0WBMkgOjoaI0aMQHR0dH2fCtkJZoJUzASpmAlSMROkYiZIxUyQipkgFTNRt3jJMBmUlpYiJSUF11xzDTw8POr7dMgOMBOkYiZIxUyQipkgFTNBKmaCVMwEqZiJusWCIBERERERERERkQPhJcNkkJycjH/+859ITk6u71MhO8FMkIqZIBUzQSpmglTMBKmYCVIxE6RiJuoWC4JkwEU7ScVMkIqZIBUzQSpmglTMBKmYCVIxE6RiJuoWLxkmIiIiIiIiIiJyIJwhSERERERERERE5EBYECSD8vJyJCYmory8vL5PhewEM0EqZoJUzASpmAlSMROkYiZIxUyQipmoW7xkmIiIiIiIiIiIyIFwhiAREREREREREZEDYUGQiIiIiIiIiIjIgbAgSERERERERERE5EBYECQiIiIiIiIiInIgLAgSERERERERERE5EBYEiYiIiIiIiIiIHAgLgkRERERERERERA6EBUEiIiIiIiIiIiIHwoIgERERERERERGRA2FBkIiIiIiIiIiIyIGwIEhERERERERERORAWBAkIiIiIiIiIiJyICwIXgUqKyvx1ltv4eabb4afnx/mzp2L5ORkff+BAwdw3333wd/fH2PHjsWuXbuqHSMjIwMBAQGoqKgwbN+1axdGjhxZrf17772Hnj17VvtS3XHHHQgODgYAbNu2DWPHjoWfnx9Gjx6NDz74AFartcbXtHPnTvTs2RMpKSmX1BekqY9MFBYW4sUXX0RgYCAGDBiARx991PCcNnPmzMHu3bsBAL/++qt+HiNHjsSaNWtQWlpa42sKCgpC7969ceTIkUvqC9IwE6RiJkjFTJCKmSAVM0EqZoJUzEQDImT33n77bRk8eLD89ttvEh4eLrNnz5bRo0dLWVmZBAUFSc+ePeWll16SmJgY2bVrl/j7+8v27dsNx9i6das8/vjjhm0//fST9OvXT0aMGFHtOZ944glZsmSJZGRkGL6qSkxMlMGDB4vVapUdO3ZInz595KuvvpLExET5/vvvpX///vL2229XO3ZKSooMGDBAvL29JTk5+a93kAOqj0zMmjVL7rjjDgkKCpLw8HCZNm2a3HPPPWK1WvU2xcXF4ufnJ7m5uXL06FHp3bu3vPfeexIfHy/79u2T4cOHy7Jly6odOz8/X0aMGCHe3t5y+PDhK9NJDoaZIBUzQSpmglTMBKmYCVIxE6RiJhoOFgTtXFlZmfj7+8sXX3yhb8vLyxNfX1/57rvv5LHHHpP777/f8Jh///vf1X6IHn/8cdm6dauIiBQUFMjSpUulT58+cu+999b4A3fXXXfJxx9/fMFz+/TTT2XRokUiIjJlyhRZvny5Yf8777wjt9xyi2Gb1WqVqVOnyj/+8Q8WBC9TfWTi8OHD0rNnT4mIiNC3RUdHy6233iqxsbH6tl9++UWmTJkiIiKLFi2SWbNmGY6zfft26dOnj5SVlRm2P/3003omHG0QvhKYCVIxE6RiJkjFTJCKmSAVM0EqZqJh4SXDdi4iIgJFRUUYMmSIvq158+bw8fHB0aNHkZiYiAEDBhge4+Pjg1OnTiE1NRUAUFFRgUOHDmH48OEAgJSUFJw+fRpff/01Ro0aVe05y8vLkZCQgOuvv/6C5/b777/jlltuAQAsXrwYc+bMMex3dnZGXl6eYdumTZtQUVGBRx55pJY9QKr6yMQff/wBb29vw2XjPXr0wG+//WbISdVMzJ49G0uXLjUcx9nZGRUVFSgsLNS37dixA8eOHcO//vWvy+0Sh8dMkIqZIBUzQSpmglTMBKmYCVIxEw0LC4J2Li0tDQDQqVMnw/b27dsjLS0N7du3x+nTpw37bOvyZWdnAwBMJhM6d+6MDh06AAB69eqF//znP+jdu3eNzxkTEwOr1Yo9e/bgjjvuwK233oolS5YgIyNDb1NaWgqTyYRhw4YBAAYMGIBu3brp+wsKCvDf//4XN998s74tJCQEH330EV5//XW4uLhcVn9Q/WQiPj4eXl5e+PLLL3HPPffg5ptvxpNPPon09HRDuwMHDugDu4+PD3r16qXvq6iowCeffIK+ffuidevW+nm98sorWLt2LZo2bXpZ/UHMBFXHTJCKmSAVM0EqZoJUzASpmImGhQVBO1dSUgIAcHd3N2xv1KgRysrKMG7cOOzduxc7d+6ExWJBeHg4PvroIwDQF+jcv3+/XimvjaioKABA48aNsXHjRrzyyiuIi4vDP/7xD30RziNHjsDb2xutWrWq9viioiLMnz8fZWVleOaZZwAAxcXFWLx4MRYvXoyuXbteWieQQX1korCwEIcPH8bu3buxcuVKrF+/HmlpafjHP/6BsrIyAFohuby8vMaB3GKx4JlnnkF0dDRefPFFAIDVasWSJUvwwAMPICAg4NI7gnTMBKmYCVIxE6RiJkjFTJCKmSAVM9GwsCBo5zw8PABol/FWVVZWhsaNG2P8+PFYsGABnn/+efTr1w8LFizAww8/DADw9PQEoP3A2SrltTF+/HgcOnQIzz33HHr16oWhQ4fivffeQ0JCAn799VcA2nTcqrP/bDIzMzFjxgxERkbiww8/xDXXXAMAePnll9GtWzdMmTLl0juBDOojE66urigrK8O7776LgIAABAQE4J133kFSUlK1TDg5ORkeW1hYiEcffRS//PIL3nnnHfj6+gLQLh8vKSnBwoULL68jSMdMkIqZIBUzQSpmglTMBKmYCVIxEw2La32fAF2YbSpuRkYGrrvuOn17RkaGfg39ggUL8OijjyIrKwvt2rXDgQMH4OLigs6dOyM1NRXp6enw9/e/pOe1TaO1ad++PVq2bKlPEd6/fz/Wr19vaBMbG4uHH34YlZWV+OKLL3DDDTfo+7Zt2wZ3d3f9PKxWKwBgzJgxePTRR/Hoo49e0vk5svrIRMeOHdGhQwe0aNFC39a2bVu0bNlSnwL++++/Y9q0aYbHZWRkYO7cuTh16hS2bNmCgQMH6vu2bduGjIwMDB48GAAgIgCAuXPnYvz48XjppZcupVscGjNBKmaCVMwEqZgJUjETpGImSMVMNCwsCNq5Xr16oVmzZjhy5Ij+A5efn4+wsDA8+OCD+PzzzxEfH4/nn39evwZ/z5498Pf3R9OmTbFz504MGTIErq61f6vXr1+PH3/8ET/++KNeYU9JScGZM2fQo0cPxMbGori4GH379tUfk5ycjJkzZ6J58+bYsmVLtTUF9u7da/g+ODgYS5YswQcffABvb+/L6htHVR+ZGDhwILZv346MjAy0b98egDbAnjlzBl5eXigsLERISAjeffdd/TF5eXmYOXMmCgsL8cUXXxgWgQWAzz77DBaLRf8+PT0dM2bMwMsvv4yhQ4dedv84ImaCVMwEqZgJUjETpGImSMVMkIqZaFhYELRz7u7uePDBB/HGG2+gdevW6NKlC15//XV07NgRo0ePRlBQEF599VX069cPAQEB2L17N3bu3Klfp//777/j9ttvv6TnvP3227FlyxasWLECs2bNQlZWFlavXo3+/fvj5ptvxieffFJtOu6//vUvlJeX480334SrqysyMzP1fe3atYOXl5fhOWwzDTt37oyWLVteZu84pvrIxF133YUPPvgATzzxBJYvXw5nZ2esXr0a3bp1w6233op9+/ahb9+++jRwAHj11VeRnJyMDz/8EK1btzZkwnbeVdluNNOhQwe0adPmcrvHITETpGImSMVMkIqZIBUzQSpmglTMRMPCguBV4J///CcsFguee+45lJaWYuDAgdiyZQvc3NwwZMgQrFy5Ev/+97+Rnp6OHj164L333sOgQYNQXl6OI0eOXPJ01759+2Lz5s3YuHEjJk6cCHd3d9x2221YunQpnJycsH//fkyaNElvn56ejj///BMAMG7cuGrHi4yM/GsdQNX83Zlwd3fHJ598gtdeew0zZ86EiGDo0KFYt24d3N3dq60DYbVasXv3blRUVGDmzJnVjvfLL7/o60vSlcFMkIqZIBUzQSpmglTMBKmYCVIxEw2Hk9guliYiIiIiIiIiIqIGj3cZJiIiIiIiIiIiciAsCBIRERERERERETkQFgSJiIiIiIiIiIgcCAuCREREREREREREDoQFwQYmNzcXL7zwAoYPH47+/ftj6tSpCAoKqtYuMTERfn5+SElJuegxv/jiC9x2223w9fXFtGnTEBYWZtifkpKCRx55BP3798ewYcOwYcMGWK3WK/aa6K+prKzEW2+9hZtvvhl+fn6YO3cukpOT9f3h4eF48MEH4efnh5EjR+LTTz+96DF/+OEH3H333fD19cX48eNx6NAhw/4zZ85g0aJFGDhwIAYNGoSVK1eipKTkir82ujwXy8Tu3bsxduxY+Pr6YtSoUdi8eTMudv8pZuLqdrFMZGRk4Omnn0ZAQAAGDx6MRYsWIScn54LHPHToECZOnIgbb7wRd955J77//nvD/rKyMqxcuRJDhgyBv79/rY5Jf5+LZeLAgQO477774O/vj7Fjx2LXrl0XPSY/TzQc77//PmbMmGHY9uuvv+qZGDlyJNasWYPS0tILHoeZaDhqysRzzz2Hnj17Gr5Gjhx5wePw80TDUVMmQkNDMWPGDPj7++PWW2/FG2+8gfLy8gseh5m4urE+YeeEGpSHHnpIxowZI0ePHpW4uDhZuXKl+Pr6SmxsrN4mJiZGRo4cKd7e3pKcnHzB433zzTfi6+srO3bskOjoaFmyZIkMGjRIsrOzRUSkvLxcRo8eLfPmzZPIyEj56aefZNCgQbJx48Y6fZ1Ue2+//bYMHjxYfvvtNwkPD5fZs2fL6NGjpaysTHJycmTw4MHy7LPPSkxMjPzf//2f9OvXT/7v//7vvMc7dOiQ9OnTR/7zn/9ITEyMvPbaa9K3b1+JiYnR2zz44INy3333ycmTJ+XgwYMyYsQIeeaZZ/6Ol0u1cKFM7N+/X3r37i2ffvqpJCUlyZ49e8TPz08++eST8x6Pmbj6XSgTZWVlcs8998gDDzwgoaGhcvz4cbn77rvl4YcfPu/xYmJipF+/fvLmm29KTEyMfPjhh+Lj4yMHDx7U2yxbtkxGjRolR48eleDgYBk/frxMnz7973i5VAsXykRQUJD07NlTXnrpJYmJiZFdu3aJv7+/bN++/bzH4+eJhuPzzz+XXr16yYMPPqhvO3r0qPTu3Vvee+89iY+Pl3379snw4cNl2bJl5z0OM9Fw1JQJEZFJkybJm2++KRkZGfqX7f2tCT9PNBw1ZSInJ0cGDRokL7zwgiQkJMj+/ftlyJAhsmbNmvMeh5m4+rE+Yd9YEGxAEhISxNvbW4KCgvRtlZWVMmrUKNmwYYOIiGzatEn8/PxkwoQJtfqBGz16tKxdu1b/vqKiQm655RbZtGmTiIh899130rdvX8nNzdXbfPXVV9K/f38pKyu7ki+PLkNZWZn4+/vLF198oW/Ly8sTX19f+e6772TTpk0ybNgwqaio0PevW7dORo8efd5jzp49W5544gnDtgceeECef/55ERExm83i7e1t+EV94MAB6dmzp6SlpV2hV0aX62KZ2LZtm6xfv97wmPnz58vcuXPPe0xm4upWm0z4+flJZmamvn///v1y2223SUFBQY3HfP7552XSpEmGbU8//bTMnj1bRETS0tKkV69esm/fPn1/XFyceHt7i9lsvpIvjy7DxTLx2GOPyf333294zL///W8ZMWLEeY/JzxNXv7S0NHnkkUfEz89P7rzzTsMf+osWLZJZs2YZ2m/fvl369Olz3vePmbj6XSgTlZWV4ufnJ3v37q318fh54up3oUz89NNP4u3tbfjssHr1ahkzZsx5j8dMXN1Yn7B/vGS4AWnVqhU++OAD9OvXT9/m5OQEJycn5OfnAwB+/vlnvPrqq1i6dGmNx5gxY4Y+tTs7OxsJCQkYMmSIvt/V1RUBAQE4evQoACAoKAh9+vRBixYt9DaBgYEoLCxEeHj4FX+NdGkiIiJQVFRkeA+bN28OHx8fHD16FEFBQRg0aBBcXV31/YGBgUhISEBWVhYAYNmyZfrlHZWVlTCbzYbjAcDgwYMNmWjXrh26d++u7x80aBCcnJxgMpnq7LVS7VwsExMnTsSTTz4JQHu/Dx48iKNHj2Lo0KF6e2aiYblYJv744w8EBgaibdu2+v6bb74ZP//8M5o1awYAePvtt9GzZ099f1BQULVMBAYGwmQyQUT09z0wMFDf361bN3To0EHPDdWfi2UiMTERAwYMMDzGx8cHp06dQmpqKgB+nmiIQkND4ebmhp07d+LGG2807Js9e3a1z5bOzs6oqKhAYWEhAGaiIbpQJpKSklBcXIzrr7/+vI/n54mG50KZaN26NQDgv//9L6xWK1JSUvD7778b2jETDQvrE/bP9eJN6GrRvHlz3HLLLYZte/bsQWJiIv71r38BAL7++msAwJEjR2o8xttvv63/Oy0tDQDQqVMnQ5v27dsjIiJCb9OxY8dq+wHg9OnT1X4R0N/rQu9hWloa0tLS4O3tXW0foL1/bdu2xfLly1FRUQEAyM/PR3FxcY3vue250tPTqz2fu7s7WrZsidOnT1+5F0eX5WKZsElNTcXtt98Oi8WCYcOGYerUqfo+ZqJhuVgmMjIyEBAQgHfffRfffvutnoklS5agefPmALRiwJQpUwzHrCkTJSUlOHPmDNLT09GqVSs0atSoxuek+nWxTLRv377az65tzZ/s7Gx07tyZnycaoJEjR553/TcfHx/D9xUVFfjkk0/Qt29fvQjATDQ8F8pEVFQUAOCzzz7D/v374ezsjOHDh+Opp56Cp6cnAH6eaIgulIn+/fvjsccew8aNG7F+/XpYrVYEBgbihRde0NswEw0L6xP2jzMEGzCz2Yxnn30Wo0ePxq233lqrx7Rs2RItW7YEAH0xVnd3d0ObRo0aoaysDABQWlpa434AehuqPxd7D2vz/nl6euof5m2Lg18oEyUlJdX2q22o/tTm5xrQfoF//fXX2LBhAyIiIvDMM8/o+5iJhuVimSgsLMS3336LyMhIrFu3Di+99BJMJhPmz5+v32ymadOmaNeunf7YmsYW2/fl5eXMhJ27WCbGjRuHvXv3YufOnbBYLAgPD8dHH30EAPofcvw84bgsFgueeeYZREdH48UXX9S3MxOOJSoqCs7Ozmjfvj02bdqEZcuW4Y8//sD8+fNRWVkJgJ8nHE1hYSHi4uIwffp0fP3119i4cSMSEhLw/PPP622YiYaN9Qn7wxmCDdTPP/+MxYsXo3///njjjTcu6xgeHh4AUO3OT2VlZWjcuLHepqb9ANCkSZPLel66cqq+h7Z/A+few0t9/2yD6aVmwtaGmah/F8uETbNmzeDj4wMfHx9YrVYsWrQIS5YsQZcuXQzHYyaufhfLhKurK5o0aYJ169bBzc0NANCiRQvcf//9OHHiBHx9fasds1GjRtXec9v35xt7qj4n1a+LZWL8+PE4deoUnn/+eSxduhSdOnXC3LlzsWLFCn3mz/mOVxU/TzQ8hYWFePLJJ/Hnn3/inXfeqXF8AJgJR/DYY49h2rRpaNWqFQDA29sb7dq1w+TJk3HixIlqs3T4eaLhe/3115GXl4e33noLAPTLOmfNmoVZs2ahd+/ehvbMRMPC+oR94gzBBujzzz/HwoULMWLECGzatKnaJVm1ZZuKm5GRYdiekZGBDh06AAA6duxY434AehuqPxd7Dy/1/WvZsiWaNGlyyZkoLy9Hbm6uPl2b6s/FMhEUFISQkBDDPtvacOpjAGaiIajNONGtWze9GAgAN9xwA4Bzl4nWdMyajtekSRN4enqiY8eOyM3NrfaBrWpuqP7U5vf/ggULYDabsW/fPvz888/o3LkzXFxc0Llz58s6Hj9PXP0yMjIwffp0HD9+HFu2bKl2mVhVzETD5+zsrBcDbWy/O2paGoKfJxo+k8lkWEsOgF4YTkhIqNaemWg4WJ+wXywINjBffvklVq1ahenTp+PNN9+scQp1bbVp0wbdunUzXM9vsVgQFBSEgQMHAgAGDhyIsLAwfcFoADh8+DCaNm2KXr16Xf4LoSuiV69eaNasmeE9zM/PR1hYGAYOHIiBAwfCZDLBarXq+w8fPoxu3bqhTZs21Y7n5OSE/v37488//zRsP3LkCAICAgBomUhLS0NiYqK+39ZeXYSe/n4Xy8Snn36K1atXGx4THBwMV1dXdO3atdrxmImrX23GiYiICP3SHeDc2lBeXl41HjMgIKBaJg4fPoz+/fvD2dkZAwYMQGVlpWHB7/j4eKSnp+u/X6j+XCwTn3/+OVatWgUXFxd06NABzs7O2LNnD/z9/dG0adNqx+PniYYvLy8PM2fORE5ODr744ouL/hwzEw3fM888g1mzZhm2nThxAgDQo0ePau35eaLh69ChAyIjIw3bbN9369atWntmomFgfcLO1fdtjunKiYuLkz59+siCBQskIyPD8JWfn29oe/jw4Rpv633mzBk5c+aM/v3//vc/8fX1lW+++Uaio6NlyZIlMnjwYMnOzhYRkdLSUhk1apTMmTNHwsPD5aeffpJBgwbJ22+/Xeevl2rnzTfflEGDBsnPP/8s4eHhMnv2bBk9erSUl5dLVlaWDBw4UJYuXSrR0dGybds26devn3zzzTf64/Pz8/X3W0TkwIED0rt3b/noo48kJiZG1qxZI76+vhITEyMi2q3kp0yZIhMmTJDg4GA5dOiQjBgxQpYtW/a3v3aq2YUyYTKZpHfv3vLmm29KQkKC7N69WwYNGiSvvfaa/nhmouG5UCays7Plpptukvnz50tUVJQEBQXJmDFjZMaMGfrjCwsLJSMjQ/8+KipK+vTpI6+//rrExMTIli1bxMfHRw4ePKi3efrpp2XkyJFy+PBhCQ4OlvHjx8uDDz74t75uOr8LZeLgwYPi4+Mj27dvl+TkZHn//felT58+cuTIEf3x/DzRsC1dutTw87p06VLp06ePHDp0qNpnUIvFIiLMREOnZuLnn38Wb29vefvttyUxMVH27dsnI0eOlKefflpvw88TDZuaif3790vPnj1l/fr1kpiYKAcPHpQ77rhD5s2bp7dhJhoW1ifsHwuCDch7770n3t7eNX4tXbrU0PZ8P3APPvhgtT/IPvzwQxk+fLj4+vrKtGnTJCwszLA/ISFBHnroIenXr58MGzZMNmzYIFartW5eJF0yi8Uia9eulcDAQPHz85O5c+ca3vfg4GCZPHmy9O3bV0aMGCGfffaZ4fFLly6VESNGGLZt375dbr/9dunXr59MmDDB8Ee+iEhWVpYsXLhQ/Pz8ZPDgwfLiiy9KaWlp3b1IuiQXy8T+/ftl4sSJ4uvrK7feeqts2rTJ8DPNTDQ8F8tEfHy8zJs3T2688UYZOHCgPPvss5KXl6fvf+utt8Tb29twzN9//13GjBkjffv2lTvvvFO+//57w/6ioiJZvny5BAQESEBAgDz99NOSk5NTty+Uau1imfj666/l9ttvF19fX5k4caLs37/f8Hh+nmjYqv6hb7FYpF+/fuf9DGrLDTPRsKnFHxGR3bt3y/jx48XX11eGDh0qr732muF3Pz9PNGw1ZWLfvn1y//33i5+fn4wYMUJWr14tRUVFhscwEw0H6xP2z0nk7C0CiYiIiIiIiIiIqMHjGoJEREREREREREQOhAVBIiIiIiIiIiIiB8KCIBERERERERERkQNhQZCIiIiIiIiIiMiBsCBIRERERERERETkQFgQJCIiIiIiIiIiciAsCBIRERERERERETkQFgSJiIiIiIiIiIgcCAuCREREREREREREDoQFQSIiIiIiIiIiIgfCgiAREREREREREZEDYUGQiIiIiIiIiIjIgfw/hfKzd3ByciUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1300x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.dates import DateFormatter\n",
    "\n",
    "plt.figure(figsize=(13,7))\n",
    "scaling_factor = 300  # Adjust this value to get the desired point size\n",
    "color_map = {'buy': 'green', 'sell': 'red'}\n",
    "liqs = plt.scatter(\n",
    "    x=liquidations_df['time'],\n",
    "    y=liquidations_df['price'],\n",
    "    s=liquidations_df['amount'] * scaling_factor,  # Scale point sizes by the scaling factor\n",
    "    c=liquidations_df['side'].map(color_map),\n",
    "    alpha=0.6\n",
    ")\n",
    "\n",
    "plt.plot(price['time'], price['vwap'], color='black', linestyle='-', label='VWAP')\n",
    "\n",
    "mean_price = liquidations_df['price'].mean()\n",
    "std_price = liquidations_df['price'].std()\n",
    "plt.ylim(mean_price - 3*std_price, mean_price + 3*std_price)\n",
    "plt.xlabel(\"\", fontsize=15)\n",
    "plt.ylabel(\"Price\\n\", font='arial',fontsize=15)\n",
    "plt.title('\\n' + str(market) + '\\nLiquidations\\n', size=20)\n",
    "\n",
    "# Format the xtick labels\n",
    "date_format = DateFormatter('%D\\n%H:%M')\n",
    "plt.gca().xaxis.set_major_formatter(date_format)\n",
    "\n",
    "legend_labels = ['BUY', 'SELL', 'VWAP']\n",
    "legend_handles = [\n",
    "    plt.Line2D([0], [0], marker='o', color='w', markerfacecolor=color_map['buy'], markersize=12),\n",
    "    plt.Line2D([0], [0], marker='o', color='w', markerfacecolor=color_map['sell'], markersize=12),\n",
    "    plt.Line2D([0], [0], color='black', lw=2)  # Legend entry for VWAP\n",
    "]\n",
    "legend = plt.legend(legend_handles, legend_labels, loc='lower right', fontsize=14, ncol=2, framealpha=0, bbox_to_anchor=(0.99, 1.02))\n",
    "\n",
    "plt.gca().set_facecolor('white')\n",
    "plt.grid(color='black', linestyle='dotted')\n",
    "\n",
    "plt.tight_layout() \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15a75547-c9b6-4560-957a-3be013c304f9",
   "metadata": {},
   "source": [
    "Notice that this timeseries also includes the liquidation **type**. Some exchanges report “liquidations orders” in which they will report the creation of a liquidation **order** when a trader’s position initially enters liquidation. When a trader’s position enters liquidation, an exchange will typically enter a limit order at the price at which the trader will be bankruptcy price. The liquidation orders will show the amount of the position that is being liquidated and the liquidation price, but will not represent the matched trades that are executed as a result of the liquidation. Other exchanges will report “liquidation trades” which represent the actual matched **trade** as a result of a liquidation order but will not report liquidation orders. Some exchanges will report both liquidation orders and liquidation trades."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac4b46cf-bd1f-4f8a-a9f1-d5838e9f37fd",
   "metadata": {},
   "source": [
    "### Aggregated Liquidation Metrics\n",
    "\n",
    "In addition to examining individual liquidations, we can also leverage aggregated liquidations metrics. This allows us to quickly view the total amount of USD-denominated liquidations that have occurred over large timeframes, without needing to aggregate the amounts at the trade level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e468a5a9-6e04-47d5-8c16-0eb4860b964a",
   "metadata": {},
   "outputs": [],
   "source": [
    "metrics = ['liquidations_reported_future_buy_usd_1h', 'liquidations_reported_future_sell_usd_1h']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "24d8978c-9a45-4c2d-ab27-b2e2e17915a2",
   "metadata": {},
   "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",
       "      <th>exchange_asset</th>\n",
       "      <th>metrics</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>[{'metric': 'liquidations_reported_future_buy_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>bitfinex-btc</td>\n",
       "      <td>[{'metric': 'liquidations_reported_future_buy_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>bitmex-btc</td>\n",
       "      <td>[{'metric': 'liquidations_reported_future_buy_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>bybit-btc</td>\n",
       "      <td>[{'metric': 'liquidations_reported_future_buy_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>deribit-btc</td>\n",
       "      <td>[{'metric': 'liquidations_reported_future_buy_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>ftx-btc</td>\n",
       "      <td>[{'metric': 'liquidations_reported_future_buy_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>huobi-btc</td>\n",
       "      <td>[{'metric': 'liquidations_reported_future_buy_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1475</th>\n",
       "      <td>kraken-btc</td>\n",
       "      <td>[{'metric': 'liquidations_reported_future_buy_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>[{'metric': 'liquidations_reported_future_buy_...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     exchange_asset                                            metrics\n",
       "61      binance-btc  [{'metric': 'liquidations_reported_future_buy_...\n",
       "335    bitfinex-btc  [{'metric': 'liquidations_reported_future_buy_...\n",
       "401      bitmex-btc  [{'metric': 'liquidations_reported_future_buy_...\n",
       "577       bybit-btc  [{'metric': 'liquidations_reported_future_buy_...\n",
       "925     deribit-btc  [{'metric': 'liquidations_reported_future_buy_...\n",
       "978         ftx-btc  [{'metric': 'liquidations_reported_future_buy_...\n",
       "1213      huobi-btc  [{'metric': 'liquidations_reported_future_buy_...\n",
       "1475     kraken-btc  [{'metric': 'liquidations_reported_future_buy_...\n",
       "1688       okex-btc  [{'metric': 'liquidations_reported_future_buy_..."
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liq_catalog = client.catalog_exchange_asset_metrics_v2(metrics=metrics).to_dataframe()\n",
    "liq_catalog = liq_catalog[liq_catalog['exchange_asset'].str.split('-').str[1] == 'btc']\n",
    "liq_catalog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3e668385-dd2c-4cd8-ba0c-ffb8afc664d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_liqs = client.get_exchange_asset_metrics(\n",
    "    exchange_assets=liq_catalog['exchange_asset'].to_list(),\n",
    "    metrics = metrics,\n",
    "    start_time = datetime.utcnow() - timedelta(days=1.5),\n",
    "    frequency='1h'\n",
    ").to_dataframe()\n",
    "agg_liqs.replace('None', np.nan, inplace=True)\n",
    "agg_liqs[metrics[0]] = agg_liqs['liquidations_reported_future_buy_usd_1h'].astype(np.float64)\n",
    "agg_liqs['liquidations_reported_future_sell_usd_1h'] = -1 * agg_liqs['liquidations_reported_future_sell_usd_1h'].astype(np.float64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8e682696-a5aa-4caf-b8b7-4d848afa1740",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>exchange_asset</th>\n",
       "      <th>time</th>\n",
       "      <th>liquidations_reported_future_buy_usd_1h</th>\n",
       "      <th>liquidations_reported_future_sell_usd_1h</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2024-09-15 10:00:00+00:00</td>\n",
       "      <td>41189.76644</td>\n",
       "      <td>-123119.61981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2024-09-15 11:00:00+00:00</td>\n",
       "      <td>2219.32844</td>\n",
       "      <td>-26757.74386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2024-09-15 12:00:00+00:00</td>\n",
       "      <td>20766.66452</td>\n",
       "      <td>-540.03552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2024-09-15 13:00:00+00:00</td>\n",
       "      <td>166694.89730</td>\n",
       "      <td>-28269.05000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2024-09-15 14:00:00+00:00</td>\n",
       "      <td>208587.82170</td>\n",
       "      <td>-319846.10928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-16 16:00:00+00:00</td>\n",
       "      <td>2309.60000</td>\n",
       "      <td>-231.20680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-16 17:00:00+00:00</td>\n",
       "      <td>753306.85950</td>\n",
       "      <td>-676171.41858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-16 18:00:00+00:00</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>-245113.87800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-16 19:00:00+00:00</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>-18840.23928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2024-09-16 20:00:00+00:00</td>\n",
       "      <td>52104.18704</td>\n",
       "      <td>-131510.72160</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>172 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    exchange_asset                      time  \\\n",
       "0      binance-btc 2024-09-15 10:00:00+00:00   \n",
       "1      binance-btc 2024-09-15 11:00:00+00:00   \n",
       "2      binance-btc 2024-09-15 12:00:00+00:00   \n",
       "3      binance-btc 2024-09-15 13:00:00+00:00   \n",
       "4      binance-btc 2024-09-15 14:00:00+00:00   \n",
       "..             ...                       ...   \n",
       "167       okex-btc 2024-09-16 16:00:00+00:00   \n",
       "168       okex-btc 2024-09-16 17:00:00+00:00   \n",
       "169       okex-btc 2024-09-16 18:00:00+00:00   \n",
       "170       okex-btc 2024-09-16 19:00:00+00:00   \n",
       "171       okex-btc 2024-09-16 20:00:00+00:00   \n",
       "\n",
       "     liquidations_reported_future_buy_usd_1h  \\\n",
       "0                                41189.76644   \n",
       "1                                 2219.32844   \n",
       "2                                20766.66452   \n",
       "3                               166694.89730   \n",
       "4                               208587.82170   \n",
       "..                                       ...   \n",
       "167                               2309.60000   \n",
       "168                             753306.85950   \n",
       "169                                  0.00000   \n",
       "170                                  0.00000   \n",
       "171                              52104.18704   \n",
       "\n",
       "     liquidations_reported_future_sell_usd_1h  \n",
       "0                               -123119.61981  \n",
       "1                                -26757.74386  \n",
       "2                                  -540.03552  \n",
       "3                                -28269.05000  \n",
       "4                               -319846.10928  \n",
       "..                                        ...  \n",
       "167                                -231.20680  \n",
       "168                             -676171.41858  \n",
       "169                             -245113.87800  \n",
       "170                              -18840.23928  \n",
       "171                             -131510.72160  \n",
       "\n",
       "[172 rows x 4 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agg_liqs = agg_liqs.fillna(0)\n",
    "agg_liqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d983f672-a658-4c0f-b4ab-d37bee0f6d5b",
   "metadata": {},
   "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",
       "      <th>asset</th>\n",
       "      <th>time</th>\n",
       "      <th>open_interest_reported_future_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>btc</td>\n",
       "      <td>2024-09-14 22:00:00+00:00</td>\n",
       "      <td>27085472082.8134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>btc</td>\n",
       "      <td>2024-09-14 23:00:00+00:00</td>\n",
       "      <td>27086895034.416401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>btc</td>\n",
       "      <td>2024-09-15 00:00:00+00:00</td>\n",
       "      <td>27089846618.242401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>btc</td>\n",
       "      <td>2024-09-15 01:00:00+00:00</td>\n",
       "      <td>27103605277.447899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>btc</td>\n",
       "      <td>2024-09-15 02:00:00+00:00</td>\n",
       "      <td>27206441557.918598</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  asset                      time  open_interest_reported_future_usd\n",
       "0   btc 2024-09-14 22:00:00+00:00                   27085472082.8134\n",
       "1   btc 2024-09-14 23:00:00+00:00                 27086895034.416401\n",
       "2   btc 2024-09-15 00:00:00+00:00                 27089846618.242401\n",
       "3   btc 2024-09-15 01:00:00+00:00                 27103605277.447899\n",
       "4   btc 2024-09-15 02:00:00+00:00                 27206441557.918598"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "btc_total_oi = client.get_asset_metrics(\n",
    "    assets='btc',\n",
    "    metrics='open_interest_reported_future_usd',\n",
    "    frequency='1h', \n",
    "    start_time = datetime.utcnow() - timedelta(days=2)\n",
    ").to_dataframe()\n",
    "btc_total_oi.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b333dc93-7b3f-44be-90db-9b8b9857480f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = agg_liqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e4193ee2-0f70-48d2-b865-e2651e976034",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "melted_df = df.melt(id_vars=['time', 'exchange_asset'], \n",
    "                    value_vars=['liquidations_reported_future_buy_usd_1h', 'liquidations_reported_future_sell_usd_1h'],\n",
    "                    var_name='transaction_type', value_name='amount')\n",
    "melted_df['amount'] /= 1e6\n",
    "melted_df['time'] = melted_df['time'].dt.tz_localize(None)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12,7))\n",
    "plt.gca().set_facecolor('white')\n",
    "plt.grid(color='gray', linestyle='dotted',alpha=0.3)\n",
    "ax2 = ax.twinx()\n",
    "\n",
    "unique_assets = melted_df['exchange_asset'].unique()\n",
    "colormap = plt.cm.tab20\n",
    "colors = {asset: colormap(i) for i, asset in enumerate(unique_assets)}\n",
    "\n",
    "for asset in unique_assets:\n",
    "    subset = melted_df[melted_df['exchange_asset'] == asset]\n",
    "    ax.bar(subset['time'], subset['amount'], width=0.01, label=asset, color=colors[asset]) \n",
    "\n",
    "# Plot open interest on secondary y-axis\n",
    "btc_total_oi['time'] = btc_total_oi['time'].dt.tz_localize(None)\n",
    "ax2.plot(btc_total_oi['time'], btc_total_oi['open_interest_reported_future_usd'], color='black', label='Open Interest (USD)', linewidth=1, linestyle='--')\n",
    "\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('Amount Liquidated (USD)', fontsize=14)\n",
    "ax2.set_ylabel('\\nOpen Interest (USD)', fontsize=14)\n",
    "ax.set_title('\\nBTC Hourly Liquidations \\nand Open Interest (USD)\\n', fontsize=16)\n",
    "\n",
    "locator = mdates.HourLocator(interval=6)  \n",
    "ax.xaxis.set_major_locator(locator)\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%D\\n%H:%M'))  \n",
    "\n",
    "# Format y-axis ticks for liquidations\n",
    "def y_formatter(x, pos):\n",
    "    if x < 0:\n",
    "        return f\"-${abs(x):.1f}M\"\n",
    "    else:\n",
    "        return f\"${x:.1f}M\"\n",
    "\n",
    "ax.yaxis.set_major_formatter(mticker.FuncFormatter(y_formatter))\n",
    "ax.yaxis.grid(True, linestyle='--', which='major')  \n",
    "ax2.yaxis.grid(False)  \n",
    "ax.yaxis.tick_left()  \n",
    "ax.tick_params(axis='both', length=0, labelsize=12)\n",
    "ax2.tick_params(axis='both', length=0, labelsize=12) \n",
    "\n",
    "# Format y-axis ticks for open interest in billions\n",
    "def y_formatter_billion(x, pos):\n",
    "    return f\"${x*1e-9:.2f}B\"\n",
    "ax2.yaxis.set_major_formatter(mticker.FuncFormatter(y_formatter_billion))\n",
    "\n",
    "num_ticks = 10\n",
    "yticks = np.linspace(melted_df['amount'].min(), melted_df['amount'].max(), num_ticks)\n",
    "ax.set_yticks(yticks)\n",
    "\n",
    "# Set y-ticks based on a similar range\n",
    "yticks2 = np.linspace(btc_total_oi['open_interest_reported_future_usd'].min(), \n",
    "                      btc_total_oi['open_interest_reported_future_usd'].max(), num_ticks)\n",
    "ax2.set_yticks(yticks2)\n",
    "\n",
    "# Legend for both axes\n",
    "lines, labels = ax.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax2.legend(lines + lines2, labels + labels2, loc='upper right', fontsize=10, ncol=2, framealpha=0, bbox_to_anchor=(1.08, 1.19))\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "for spine in ax2.spines.values():\n",
    "    spine.set_visible(False)\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_visible(False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5135bfc-d7bb-4d2d-8c1c-722bd7aba5b6",
   "metadata": {},
   "source": [
    "# Funding Rates"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6be278c0-8c82-4dbf-a17e-461d81ce8374",
   "metadata": {},
   "source": [
    "Funding rates are a mechanism that exchanges use to ensure that perpetual futures trade at a price that is close to the price of the underlying spot markets. The funding rate is used to calculate the funding fee which long position holders pay short position holders, or vice versa, as a way to incentivize market participants to take positions that keep perpetual futures prices close to the underlying. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "691a4b2f-e22b-4a1f-8d66-0e97406ee000",
   "metadata": {},
   "source": [
    "Coin Metrics funding rate data from the *timeseries/market-funding-rates* endpoint includes the following fields:\n",
    "- **market:** The id of the market. Market ids use the following naming convention: exchangeName-baseAsset-quoteAsset-spot for spot markets, exchangeName-futuresSymbol-future for futures markets, and exchangeName-optionsSymbol-option for options markets. \n",
    "\n",
    "- **time:** The exchange-reported time in ISO 8601 date-time format. Always with nanoseconds precision.\n",
    "- **rate:** The funding rate expressed as a percentage over the period. For example, if the funding rate is 0.10%, expressed as an 8 hour rate and calculated over the past 8 hours, the rate is 0.0010.\n",
    "- **period:** The periodicity of the funding rate. If the rate is 0.0010then this rate would be applied every period defined by this field. \n",
    "- **interval:** The interval of time over which the funding rate is calculated. \n",
    "- **database_time:** The timestamp when the data was saved in the database in ISO 8601 date-time format with nanoseconds precision."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b281653f-b674-47e2-86ba-440ffb22d273",
   "metadata": {},
   "outputs": [],
   "source": [
    "fr_catalog = client.catalog_market_funding_rates_v2(exchange='binance').to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "482179f6-5440-416d-b3ff-b069429e2818",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>market</th>\n",
       "      <th>min_time</th>\n",
       "      <th>max_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>binance-1000BONKUSDC-future</td>\n",
       "      <td>2024-05-01 00:00:00+00:00</td>\n",
       "      <td>2024-09-16 20:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>binance-1000BONKUSDT-future</td>\n",
       "      <td>2023-11-22 16:00:00+00:00</td>\n",
       "      <td>2024-09-16 20:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>binance-1000BTTCUSDT-future</td>\n",
       "      <td>2022-01-26 08:00:00.001000+00:00</td>\n",
       "      <td>2022-04-11 08:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>binance-1000FLOKIUSDT-future</td>\n",
       "      <td>2023-05-06 16:00:00+00:00</td>\n",
       "      <td>2024-09-16 16:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>binance-1000LUNCBUSD-future</td>\n",
       "      <td>2022-05-30 16:00:00.005000+00:00</td>\n",
       "      <td>2023-06-08 08:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>binance-ZILUSDT-future</td>\n",
       "      <td>2020-06-17 08:00:00.007000+00:00</td>\n",
       "      <td>2024-09-16 16:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>binance-ZILUSD_PERP-future</td>\n",
       "      <td>2022-04-06 08:00:00.013000+00:00</td>\n",
       "      <td>2022-12-26 08:00:00.014000+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>binance-ZKUSDT-future</td>\n",
       "      <td>2024-06-17 12:00:00+00:00</td>\n",
       "      <td>2024-09-16 20:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>binance-ZROUSDT-future</td>\n",
       "      <td>2024-06-20 16:00:00+00:00</td>\n",
       "      <td>2024-09-16 20:00:00+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>binance-ZRXUSDT-future</td>\n",
       "      <td>2020-06-24 08:00:00+00:00</td>\n",
       "      <td>2024-09-16 16:00:00+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>447 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           market                         min_time  \\\n",
       "0     binance-1000BONKUSDC-future        2024-05-01 00:00:00+00:00   \n",
       "1     binance-1000BONKUSDT-future        2023-11-22 16:00:00+00:00   \n",
       "2     binance-1000BTTCUSDT-future 2022-01-26 08:00:00.001000+00:00   \n",
       "3    binance-1000FLOKIUSDT-future        2023-05-06 16:00:00+00:00   \n",
       "4     binance-1000LUNCBUSD-future 2022-05-30 16:00:00.005000+00:00   \n",
       "..                            ...                              ...   \n",
       "442        binance-ZILUSDT-future 2020-06-17 08:00:00.007000+00:00   \n",
       "443    binance-ZILUSD_PERP-future 2022-04-06 08:00:00.013000+00:00   \n",
       "444         binance-ZKUSDT-future        2024-06-17 12:00:00+00:00   \n",
       "445        binance-ZROUSDT-future        2024-06-20 16:00:00+00:00   \n",
       "446        binance-ZRXUSDT-future        2020-06-24 08:00:00+00:00   \n",
       "\n",
       "                            max_time  \n",
       "0          2024-09-16 20:00:00+00:00  \n",
       "1          2024-09-16 20:00:00+00:00  \n",
       "2          2022-04-11 08:00:00+00:00  \n",
       "3          2024-09-16 16:00:00+00:00  \n",
       "4          2023-06-08 08:00:00+00:00  \n",
       "..                               ...  \n",
       "442        2024-09-16 16:00:00+00:00  \n",
       "443 2022-12-26 08:00:00.014000+00:00  \n",
       "444        2024-09-16 20:00:00+00:00  \n",
       "445        2024-09-16 20:00:00+00:00  \n",
       "446        2024-09-16 16:00:00+00:00  \n",
       "\n",
       "[447 rows x 3 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fr_catalog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2c95bce0-3e40-4415-99bc-cfc94db5d75c",
   "metadata": {},
   "outputs": [],
   "source": [
    "fr_markets = [\n",
    "    'bitmex-XBTUSD-future',\n",
    "    'bybit-BTCUSD-future',\n",
    "    'okex-BTC-USD-SWAP-future'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "dd05e88f-e85e-488c-b2cd-2be534ad1142",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>market</th>\n",
       "      <th>time</th>\n",
       "      <th>database_time</th>\n",
       "      <th>rate</th>\n",
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       "      <th>interval</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bitmex-XBTUSD-future</td>\n",
       "      <td>2024-09-10 04:00:00+00:00</td>\n",
       "      <td>2024-09-10 04:00:55.910555+00:00</td>\n",
       "      <td>-0.000116</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
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       "      <th>1</th>\n",
       "      <td>bitmex-XBTUSD-future</td>\n",
       "      <td>2024-09-10 12:00:00+00:00</td>\n",
       "      <td>2024-09-10 12:00:40.929397+00:00</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bitmex-XBTUSD-future</td>\n",
       "      <td>2024-09-10 20:00:00+00:00</td>\n",
       "      <td>2024-09-10 20:00:01.451626+00:00</td>\n",
       "      <td>0.000048</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>bitmex-XBTUSD-future</td>\n",
       "      <td>2024-09-11 04:00:00+00:00</td>\n",
       "      <td>2024-09-11 04:00:15.978545+00:00</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bitmex-XBTUSD-future</td>\n",
       "      <td>2024-09-11 12:00:00+00:00</td>\n",
       "      <td>2024-09-11 12:00:04.727025+00:00</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>okex-BTC-USD-SWAP-future</td>\n",
       "      <td>2024-09-15 08:00:00+00:00</td>\n",
       "      <td>2024-09-15 08:00:05.108766+00:00</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>okex-BTC-USD-SWAP-future</td>\n",
       "      <td>2024-09-15 16:00:00+00:00</td>\n",
       "      <td>2024-09-15 16:00:12.545520+00:00</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>okex-BTC-USD-SWAP-future</td>\n",
       "      <td>2024-09-16 00:00:00+00:00</td>\n",
       "      <td>2024-09-16 00:00:04.734967+00:00</td>\n",
       "      <td>0.000046</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>okex-BTC-USD-SWAP-future</td>\n",
       "      <td>2024-09-16 08:00:00+00:00</td>\n",
       "      <td>2024-09-16 08:00:07.052638+00:00</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>okex-BTC-USD-SWAP-future</td>\n",
       "      <td>2024-09-16 16:00:00+00:00</td>\n",
       "      <td>2024-09-16 16:00:06.345528+00:00</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>08:00:00</td>\n",
       "      <td>08:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>63 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      market                      time  \\\n",
       "0       bitmex-XBTUSD-future 2024-09-10 04:00:00+00:00   \n",
       "1       bitmex-XBTUSD-future 2024-09-10 12:00:00+00:00   \n",
       "2       bitmex-XBTUSD-future 2024-09-10 20:00:00+00:00   \n",
       "3       bitmex-XBTUSD-future 2024-09-11 04:00:00+00:00   \n",
       "4       bitmex-XBTUSD-future 2024-09-11 12:00:00+00:00   \n",
       "..                       ...                       ...   \n",
       "58  okex-BTC-USD-SWAP-future 2024-09-15 08:00:00+00:00   \n",
       "59  okex-BTC-USD-SWAP-future 2024-09-15 16:00:00+00:00   \n",
       "60  okex-BTC-USD-SWAP-future 2024-09-16 00:00:00+00:00   \n",
       "61  okex-BTC-USD-SWAP-future 2024-09-16 08:00:00+00:00   \n",
       "62  okex-BTC-USD-SWAP-future 2024-09-16 16:00:00+00:00   \n",
       "\n",
       "                      database_time      rate    period  interval  \n",
       "0  2024-09-10 04:00:55.910555+00:00 -0.000116  08:00:00  08:00:00  \n",
       "1  2024-09-10 12:00:40.929397+00:00  0.000037  08:00:00  08:00:00  \n",
       "2  2024-09-10 20:00:01.451626+00:00  0.000048  08:00:00  08:00:00  \n",
       "3  2024-09-11 04:00:15.978545+00:00    0.0001  08:00:00  08:00:00  \n",
       "4  2024-09-11 12:00:04.727025+00:00    0.0001  08:00:00  08:00:00  \n",
       "..                              ...       ...       ...       ...  \n",
       "58 2024-09-15 08:00:05.108766+00:00  0.000062  08:00:00  08:00:00  \n",
       "59 2024-09-15 16:00:12.545520+00:00  0.000061  08:00:00  08:00:00  \n",
       "60 2024-09-16 00:00:04.734967+00:00  0.000046  08:00:00  08:00:00  \n",
       "61 2024-09-16 08:00:07.052638+00:00  0.000013  08:00:00  08:00:00  \n",
       "62 2024-09-16 16:00:06.345528+00:00  0.000011  08:00:00  08:00:00  \n",
       "\n",
       "[63 rows x 6 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fr_raw = client.get_market_funding_rates(\n",
    "    markets = fr_markets,\n",
    "    start_time=datetime.utcnow() - timedelta(days=7),\n",
    ").to_dataframe()\n",
    "fr_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6a07d779-d790-4f18-b8c7-e2ed85d62673",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert 'time' to datetime for plotting, if not already in this format\n",
    "fr_raw['time'] = pd.to_datetime(fr_raw['time'])\n",
    "fr_raw = fr_raw.sort_values(by='time')\n",
    "for column in fr_raw.columns:\n",
    "    if column not in ['time', 'market']:\n",
    "        fr_raw[column] = pd.to_numeric(fr_raw[column], errors='coerce') * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "21a4f1d7-f599-453f-92bb-fb50c3212d3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a color map\n",
    "markets = fr_raw['market'].unique()\n",
    "colors = plt.cm.jet(np.linspace(0, 1, len(markets)))  # Generating a color for each market\n",
    "color_map = dict(zip(markets, colors))\n",
    "\n",
    "# Plotting\n",
    "plt.figure(figsize=(15, 6))\n",
    "plt.gca().set_facecolor('white')\n",
    "# Plot bars for each market\n",
    "for market in markets:\n",
    "    market_data = fr_raw[fr_raw['market'] == market]\n",
    "    plt.bar(market_data['time'], market_data['rate'], color=color_map[market], label=market, width=0.07, alpha=0.9)\n",
    "\n",
    "formatter = mticker.FuncFormatter(lambda y, _: '{:.4f}%'.format(y))\n",
    "plt.gca().yaxis.set_major_formatter(formatter)\n",
    "plt.grid(True, linestyle='--', which='major', color='gray', alpha=0.3)  \n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Funding Rate (%)')\n",
    "plt.title('\\nPerpetual Futures\\n Funding Rates\\n',fontsize=16)\n",
    "plt.legend(loc='upper left', fontsize=10, bbox_to_anchor=(0.76,1.2), frameon=False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ae0fb08-6f0f-48fe-8a75-925cb2cbe62f",
   "metadata": {},
   "source": [
    "## Aggregated Funding Rates"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fb32b6e-8c5c-4ff2-9e55-a65dd63c85ba",
   "metadata": {},
   "source": [
    "Coin Metrics also calculates several aggregated funding rate metrics."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1a5dfb9-7156-4c0c-b8df-6c2b4d63ff6e",
   "metadata": {},
   "source": [
    "**Aggregate Funding Rate** is the average funding rate weighted by open interest, published once per hour and representing the average funding rate converted to 8 hour, 1 day, 30 day, and 1 year time periods.\n",
    "- **futures_aggregate_funding_rate_usd_margin_*:** metrics represent the average funding rate weighted by open interest from perpetual futures markets where the margin asset is U.S. dollars or stablecoins converted to a specified time period.\n",
    "- **futures_aggregate_funding_rate_coin_margin_*:** represent the average funding rate weighted by open interest from perpetual futures markets where the margin asset is equivalent to the underlying base asset converted to a specified period.\n",
    "- **futures_aggregate_funding_rate_all_margin_*:** represent the average funding rate weighted by open interest from all perpetual futures markets, regardless of the margin asset, converted to a specified time period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8e4a0cb5-e095-4cc1-bee8-ff478d8debd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "btc_fr = client.get_asset_metrics(\n",
    "    assets='btc',\n",
    "    start_time='2023-10-01',\n",
    "    metrics = [\n",
    "        'futures_aggregate_funding_rate_all_margin_1d_period',\n",
    "        'futures_aggregate_funding_rate_all_margin_30d_period',\n",
    "        'futures_aggregate_funding_rate_all_margin_1y_period'\n",
    "        ]\n",
    ").to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7a7ebdda-6158-484e-83fb-cc541d7e239f",
   "metadata": {},
   "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",
       "      <th>asset</th>\n",
       "      <th>time</th>\n",
       "      <th>futures_aggregate_funding_rate_all_margin_1d_period</th>\n",
       "      <th>futures_aggregate_funding_rate_all_margin_1y_period</th>\n",
       "      <th>futures_aggregate_funding_rate_all_margin_30d_period</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-10-01 00:00:00+00:00</td>\n",
       "      <td>0.000101</td>\n",
       "      <td>0.036712</td>\n",
       "      <td>0.003017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-10-02 00:00:00+00:00</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>0.031662</td>\n",
       "      <td>0.002602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-10-03 00:00:00+00:00</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.031306</td>\n",
       "      <td>0.002573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-10-04 00:00:00+00:00</td>\n",
       "      <td>0.000109</td>\n",
       "      <td>0.039942</td>\n",
       "      <td>0.003283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-10-05 00:00:00+00:00</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.025923</td>\n",
       "      <td>0.002131</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  asset                      time  \\\n",
       "0   btc 2023-10-01 00:00:00+00:00   \n",
       "1   btc 2023-10-02 00:00:00+00:00   \n",
       "2   btc 2023-10-03 00:00:00+00:00   \n",
       "3   btc 2023-10-04 00:00:00+00:00   \n",
       "4   btc 2023-10-05 00:00:00+00:00   \n",
       "\n",
       "   futures_aggregate_funding_rate_all_margin_1d_period  \\\n",
       "0                                           0.000101     \n",
       "1                                           0.000087     \n",
       "2                                           0.000086     \n",
       "3                                           0.000109     \n",
       "4                                           0.000071     \n",
       "\n",
       "   futures_aggregate_funding_rate_all_margin_1y_period  \\\n",
       "0                                           0.036712     \n",
       "1                                           0.031662     \n",
       "2                                           0.031306     \n",
       "3                                           0.039942     \n",
       "4                                           0.025923     \n",
       "\n",
       "   futures_aggregate_funding_rate_all_margin_30d_period  \n",
       "0                                           0.003017     \n",
       "1                                           0.002602     \n",
       "2                                           0.002573     \n",
       "3                                           0.003283     \n",
       "4                                           0.002131     "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "btc_fr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "39b40081-405f-45ef-a3de-1e4f96a1cab2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 8))\n",
    "\n",
    "plt.plot(btc_fr['time'], btc_fr['futures_aggregate_funding_rate_all_margin_1d_period'] * 100, label='1D Period', color='blue')\n",
    "plt.plot(btc_fr['time'], btc_fr['futures_aggregate_funding_rate_all_margin_30d_period'] * 100, label='30D Period', color='green')\n",
    "plt.plot(btc_fr['time'], btc_fr['futures_aggregate_funding_rate_all_margin_1y_period'] * 100, label='1Y Period', color='red')\n",
    "\n",
    "plt.gca().set_facecolor('white')\n",
    "plt.grid(color='gray', linestyle='dotted', alpha=0.3)\n",
    "\n",
    "plt.title('Bitcoin Perpetual Futures\\nAggregated Funding Rate\\n', fontsize=16)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Aggregate\\nFunding Rate\\n', fontsize=14)\n",
    "plt.grid(True, alpha=0.3, linestyle='--')\n",
    "\n",
    "# Set the formatter for the Y-axis to display percentages\n",
    "formatter = mticker.FuncFormatter(lambda y, _: '{:.0f}%'.format(y))\n",
    "plt.gca().yaxis.set_major_formatter(formatter)\n",
    "\n",
    "plt.gca().xaxis.set_major_locator(mdates.AutoDateLocator())\n",
    "plt.gca().xaxis.set_major_formatter(mdates.ConciseDateFormatter(mdates.AutoDateLocator()))\n",
    "plt.legend(loc='upper right', fontsize=10, ncol=1, framealpha=0, bbox_to_anchor=(0.99, 1.13))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5035091-53ce-4442-a635-dd13ec8c9471",
   "metadata": {},
   "source": [
    "###  Plotting a heatmap of BTC funding rates across exchanges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "c253bdae-657e-46fc-b033-21edaf773643",
   "metadata": {},
   "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",
       "      <th>exchange_asset</th>\n",
       "      <th>metrics</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>[{'metric': 'futures_aggregate_funding_rate_al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>bitfinex-btc</td>\n",
       "      <td>[{'metric': 'futures_aggregate_funding_rate_al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>bitmex-btc</td>\n",
       "      <td>[{'metric': 'futures_aggregate_funding_rate_al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>bybit-btc</td>\n",
       "      <td>[{'metric': 'futures_aggregate_funding_rate_al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>deribit-btc</td>\n",
       "      <td>[{'metric': 'futures_aggregate_funding_rate_al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>ftx-btc</td>\n",
       "      <td>[{'metric': 'futures_aggregate_funding_rate_al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>huobi-btc</td>\n",
       "      <td>[{'metric': 'futures_aggregate_funding_rate_al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1418</th>\n",
       "      <td>kraken-btc</td>\n",
       "      <td>[{'metric': 'futures_aggregate_funding_rate_al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1628</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>[{'metric': 'futures_aggregate_funding_rate_al...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     exchange_asset                                            metrics\n",
       "60      binance-btc  [{'metric': 'futures_aggregate_funding_rate_al...\n",
       "330    bitfinex-btc  [{'metric': 'futures_aggregate_funding_rate_al...\n",
       "397      bitmex-btc  [{'metric': 'futures_aggregate_funding_rate_al...\n",
       "569       bybit-btc  [{'metric': 'futures_aggregate_funding_rate_al...\n",
       "909     deribit-btc  [{'metric': 'futures_aggregate_funding_rate_al...\n",
       "952         ftx-btc  [{'metric': 'futures_aggregate_funding_rate_al...\n",
       "1162      huobi-btc  [{'metric': 'futures_aggregate_funding_rate_al...\n",
       "1418     kraken-btc  [{'metric': 'futures_aggregate_funding_rate_al...\n",
       "1628       okex-btc  [{'metric': 'futures_aggregate_funding_rate_al..."
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "btc_exch_fr_catalog = client.catalog_exchange_asset_metrics_v2(metrics='futures_aggregate_funding_rate_all_margin_1y_period').to_dataframe()\n",
    "btc_exch_fr_catalog = btc_exch_fr_catalog[btc_exch_fr_catalog['exchange_asset'].str.contains(r'-btc$', case=False)]\n",
    "btc_exch_fr_catalog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c3e54b4f-36c6-462e-b30e-c96918e046b5",
   "metadata": {},
   "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",
       "      <th>exchange_asset</th>\n",
       "      <th>time</th>\n",
       "      <th>futures_aggregate_funding_rate_all_margin_1y_period</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-01-01 00:00:00+00:00</td>\n",
       "      <td>0.1095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-01-02 00:00:00+00:00</td>\n",
       "      <td>0.012148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-01-03 00:00:00+00:00</td>\n",
       "      <td>0.046845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-01-04 00:00:00+00:00</td>\n",
       "      <td>0.041311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>binance-btc</td>\n",
       "      <td>2023-01-05 00:00:00+00:00</td>\n",
       "      <td>0.061746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2915</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2023-12-27 00:00:00+00:00</td>\n",
       "      <td>0.376005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2916</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2023-12-28 00:00:00+00:00</td>\n",
       "      <td>0.254648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2917</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2023-12-29 00:00:00+00:00</td>\n",
       "      <td>0.536332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2023-12-30 00:00:00+00:00</td>\n",
       "      <td>0.455873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>okex-btc</td>\n",
       "      <td>2023-12-31 00:00:00+00:00</td>\n",
       "      <td>0.548358</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2920 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     exchange_asset                      time  \\\n",
       "0       binance-btc 2023-01-01 00:00:00+00:00   \n",
       "1       binance-btc 2023-01-02 00:00:00+00:00   \n",
       "2       binance-btc 2023-01-03 00:00:00+00:00   \n",
       "3       binance-btc 2023-01-04 00:00:00+00:00   \n",
       "4       binance-btc 2023-01-05 00:00:00+00:00   \n",
       "...             ...                       ...   \n",
       "2915       okex-btc 2023-12-27 00:00:00+00:00   \n",
       "2916       okex-btc 2023-12-28 00:00:00+00:00   \n",
       "2917       okex-btc 2023-12-29 00:00:00+00:00   \n",
       "2918       okex-btc 2023-12-30 00:00:00+00:00   \n",
       "2919       okex-btc 2023-12-31 00:00:00+00:00   \n",
       "\n",
       "      futures_aggregate_funding_rate_all_margin_1y_period  \n",
       "0                                                0.1095    \n",
       "1                                              0.012148    \n",
       "2                                              0.046845    \n",
       "3                                              0.041311    \n",
       "4                                              0.061746    \n",
       "...                                                 ...    \n",
       "2915                                           0.376005    \n",
       "2916                                           0.254648    \n",
       "2917                                           0.536332    \n",
       "2918                                           0.455873    \n",
       "2919                                           0.548358    \n",
       "\n",
       "[2920 rows x 3 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "btc_fr_exchanges = client.get_exchange_asset_metrics(\n",
    "    exchange_assets=btc_exch_fr_catalog['exchange_asset'].to_list(),\n",
    "    start_time='2023-01-01',\n",
    "    end_time='2023-12-31',\n",
    "    metrics = 'futures_aggregate_funding_rate_all_margin_1y_period',\n",
    "    frequency='1d'\n",
    ").to_dataframe()\n",
    "btc_fr_exchanges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "42974e9d-1a01-4664-9d9f-f3cd0a3906d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>time</th>\n",
       "      <th>2023-01-01 00:00:00+00:00</th>\n",
       "      <th>2023-01-02 00:00:00+00:00</th>\n",
       "      <th>2023-01-03 00:00:00+00:00</th>\n",
       "      <th>2023-01-04 00:00:00+00:00</th>\n",
       "      <th>2023-01-05 00:00:00+00:00</th>\n",
       "      <th>2023-01-06 00:00:00+00:00</th>\n",
       "      <th>2023-01-07 00:00:00+00:00</th>\n",
       "      <th>2023-01-08 00:00:00+00:00</th>\n",
       "      <th>2023-01-09 00:00:00+00:00</th>\n",
       "      <th>2023-01-10 00:00:00+00:00</th>\n",
       "      <th>...</th>\n",
       "      <th>2023-12-22 00:00:00+00:00</th>\n",
       "      <th>2023-12-23 00:00:00+00:00</th>\n",
       "      <th>2023-12-24 00:00:00+00:00</th>\n",
       "      <th>2023-12-25 00:00:00+00:00</th>\n",
       "      <th>2023-12-26 00:00:00+00:00</th>\n",
       "      <th>2023-12-27 00:00:00+00:00</th>\n",
       "      <th>2023-12-28 00:00:00+00:00</th>\n",
       "      <th>2023-12-29 00:00:00+00:00</th>\n",
       "      <th>2023-12-30 00:00:00+00:00</th>\n",
       "      <th>2023-12-31 00:00:00+00:00</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exchange_asset</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>binance-btc</th>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.012148</td>\n",
       "      <td>0.046845</td>\n",
       "      <td>0.041311</td>\n",
       "      <td>0.061746</td>\n",
       "      <td>0.077517</td>\n",
       "      <td>0.096432</td>\n",
       "      <td>0.089722</td>\n",
       "      <td>0.057266</td>\n",
       "      <td>0.017031</td>\n",
       "      <td>...</td>\n",
       "      <td>0.281263</td>\n",
       "      <td>0.206533</td>\n",
       "      <td>0.154560</td>\n",
       "      <td>0.195473</td>\n",
       "      <td>0.425674</td>\n",
       "      <td>0.383043</td>\n",
       "      <td>0.379663</td>\n",
       "      <td>0.549031</td>\n",
       "      <td>0.457254</td>\n",
       "      <td>0.387193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bitfinex-btc</th>\n",
       "      <td>0.240054</td>\n",
       "      <td>0.382189</td>\n",
       "      <td>0.211039</td>\n",
       "      <td>0.229558</td>\n",
       "      <td>0.074891</td>\n",
       "      <td>0.131655</td>\n",
       "      <td>0.131765</td>\n",
       "      <td>0.160125</td>\n",
       "      <td>0.113086</td>\n",
       "      <td>0.129979</td>\n",
       "      <td>...</td>\n",
       "      <td>0.270820</td>\n",
       "      <td>0.156269</td>\n",
       "      <td>0.125486</td>\n",
       "      <td>0.308607</td>\n",
       "      <td>0.465474</td>\n",
       "      <td>0.147093</td>\n",
       "      <td>0.655639</td>\n",
       "      <td>0.688972</td>\n",
       "      <td>0.453521</td>\n",
       "      <td>0.265981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bitmex-btc</th>\n",
       "      <td>0.109500</td>\n",
       "      <td>-0.147477</td>\n",
       "      <td>-0.027653</td>\n",
       "      <td>-0.075540</td>\n",
       "      <td>0.109140</td>\n",
       "      <td>0.058906</td>\n",
       "      <td>-0.078846</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>...</td>\n",
       "      <td>0.124057</td>\n",
       "      <td>0.120385</td>\n",
       "      <td>0.105715</td>\n",
       "      <td>0.111534</td>\n",
       "      <td>0.109102</td>\n",
       "      <td>0.118988</td>\n",
       "      <td>0.178754</td>\n",
       "      <td>0.469497</td>\n",
       "      <td>0.127023</td>\n",
       "      <td>0.127770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bybit-btc</th>\n",
       "      <td>0.332716</td>\n",
       "      <td>0.328811</td>\n",
       "      <td>0.106620</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.108059</td>\n",
       "      <td>0.056104</td>\n",
       "      <td>0.076392</td>\n",
       "      <td>-0.001772</td>\n",
       "      <td>0.090156</td>\n",
       "      <td>-0.066673</td>\n",
       "      <td>...</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deribit-btc</th>\n",
       "      <td>0.004014</td>\n",
       "      <td>-0.004356</td>\n",
       "      <td>0.000194</td>\n",
       "      <td>-0.000777</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>-0.003702</td>\n",
       "      <td>-0.000003</td>\n",
       "      <td>0.000411</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.009021</td>\n",
       "      <td>...</td>\n",
       "      <td>0.162735</td>\n",
       "      <td>0.222283</td>\n",
       "      <td>0.009642</td>\n",
       "      <td>0.074016</td>\n",
       "      <td>0.344480</td>\n",
       "      <td>0.472755</td>\n",
       "      <td>0.558913</td>\n",
       "      <td>0.589233</td>\n",
       "      <td>0.398686</td>\n",
       "      <td>0.509796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>huobi-btc</th>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.099561</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>-0.031955</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.109500</td>\n",
       "      <td>0.815508</td>\n",
       "      <td>-0.012098</td>\n",
       "      <td>0.062326</td>\n",
       "      <td>...</td>\n",
       "      <td>0.261585</td>\n",
       "      <td>1.119745</td>\n",
       "      <td>0.330376</td>\n",
       "      <td>0.585262</td>\n",
       "      <td>0.487209</td>\n",
       "      <td>1.132452</td>\n",
       "      <td>0.657258</td>\n",
       "      <td>0.739781</td>\n",
       "      <td>0.549361</td>\n",
       "      <td>0.700592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kraken-btc</th>\n",
       "      <td>0.030208</td>\n",
       "      <td>0.040457</td>\n",
       "      <td>-0.095853</td>\n",
       "      <td>-0.027047</td>\n",
       "      <td>0.061041</td>\n",
       "      <td>-0.130703</td>\n",
       "      <td>-0.061580</td>\n",
       "      <td>0.036233</td>\n",
       "      <td>-0.006607</td>\n",
       "      <td>0.217927</td>\n",
       "      <td>...</td>\n",
       "      <td>0.316554</td>\n",
       "      <td>0.166807</td>\n",
       "      <td>0.167266</td>\n",
       "      <td>0.130185</td>\n",
       "      <td>0.474480</td>\n",
       "      <td>0.381600</td>\n",
       "      <td>0.226822</td>\n",
       "      <td>0.361264</td>\n",
       "      <td>0.169106</td>\n",
       "      <td>0.289377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>okex-btc</th>\n",
       "      <td>0.209290</td>\n",
       "      <td>0.191624</td>\n",
       "      <td>-0.019627</td>\n",
       "      <td>0.007415</td>\n",
       "      <td>0.206787</td>\n",
       "      <td>0.104460</td>\n",
       "      <td>-0.038630</td>\n",
       "      <td>0.124934</td>\n",
       "      <td>0.025828</td>\n",
       "      <td>0.020786</td>\n",
       "      <td>...</td>\n",
       "      <td>0.396916</td>\n",
       "      <td>0.417243</td>\n",
       "      <td>-0.002470</td>\n",
       "      <td>0.271116</td>\n",
       "      <td>0.250061</td>\n",
       "      <td>0.376005</td>\n",
       "      <td>0.254648</td>\n",
       "      <td>0.536332</td>\n",
       "      <td>0.455873</td>\n",
       "      <td>0.548358</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 365 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "time            2023-01-01 00:00:00+00:00  2023-01-02 00:00:00+00:00  \\\n",
       "exchange_asset                                                         \n",
       "binance-btc                      0.109500                   0.012148   \n",
       "bitfinex-btc                     0.240054                   0.382189   \n",
       "bitmex-btc                       0.109500                  -0.147477   \n",
       "bybit-btc                        0.332716                   0.328811   \n",
       "deribit-btc                      0.004014                  -0.004356   \n",
       "huobi-btc                        0.109500                   0.099561   \n",
       "kraken-btc                       0.030208                   0.040457   \n",
       "okex-btc                         0.209290                   0.191624   \n",
       "\n",
       "time            2023-01-03 00:00:00+00:00  2023-01-04 00:00:00+00:00  \\\n",
       "exchange_asset                                                         \n",
       "binance-btc                      0.046845                   0.041311   \n",
       "bitfinex-btc                     0.211039                   0.229558   \n",
       "bitmex-btc                      -0.027653                  -0.075540   \n",
       "bybit-btc                        0.106620                   0.109500   \n",
       "deribit-btc                      0.000194                  -0.000777   \n",
       "huobi-btc                        0.109500                   0.109500   \n",
       "kraken-btc                      -0.095853                  -0.027047   \n",
       "okex-btc                        -0.019627                   0.007415   \n",
       "\n",
       "time            2023-01-05 00:00:00+00:00  2023-01-06 00:00:00+00:00  \\\n",
       "exchange_asset                                                         \n",
       "binance-btc                      0.061746                   0.077517   \n",
       "bitfinex-btc                     0.074891                   0.131655   \n",
       "bitmex-btc                       0.109140                   0.058906   \n",
       "bybit-btc                        0.108059                   0.056104   \n",
       "deribit-btc                     -0.000004                  -0.003702   \n",
       "huobi-btc                       -0.031955                   0.109500   \n",
       "kraken-btc                       0.061041                  -0.130703   \n",
       "okex-btc                         0.206787                   0.104460   \n",
       "\n",
       "time            2023-01-07 00:00:00+00:00  2023-01-08 00:00:00+00:00  \\\n",
       "exchange_asset                                                         \n",
       "binance-btc                      0.096432                   0.089722   \n",
       "bitfinex-btc                     0.131765                   0.160125   \n",
       "bitmex-btc                      -0.078846                   0.109500   \n",
       "bybit-btc                        0.076392                  -0.001772   \n",
       "deribit-btc                     -0.000003                   0.000411   \n",
       "huobi-btc                        0.109500                   0.815508   \n",
       "kraken-btc                      -0.061580                   0.036233   \n",
       "okex-btc                        -0.038630                   0.124934   \n",
       "\n",
       "time            2023-01-09 00:00:00+00:00  2023-01-10 00:00:00+00:00  ...  \\\n",
       "exchange_asset                                                        ...   \n",
       "binance-btc                      0.057266                   0.017031  ...   \n",
       "bitfinex-btc                     0.113086                   0.129979  ...   \n",
       "bitmex-btc                       0.109500                   0.109500  ...   \n",
       "bybit-btc                        0.090156                  -0.066673  ...   \n",
       "deribit-btc                      0.000128                   0.009021  ...   \n",
       "huobi-btc                       -0.012098                   0.062326  ...   \n",
       "kraken-btc                      -0.006607                   0.217927  ...   \n",
       "okex-btc                         0.025828                   0.020786  ...   \n",
       "\n",
       "time            2023-12-22 00:00:00+00:00  2023-12-23 00:00:00+00:00  \\\n",
       "exchange_asset                                                         \n",
       "binance-btc                      0.281263                   0.206533   \n",
       "bitfinex-btc                     0.270820                   0.156269   \n",
       "bitmex-btc                       0.124057                   0.120385   \n",
       "bybit-btc                        0.109500                   0.109500   \n",
       "deribit-btc                      0.162735                   0.222283   \n",
       "huobi-btc                        0.261585                   1.119745   \n",
       "kraken-btc                       0.316554                   0.166807   \n",
       "okex-btc                         0.396916                   0.417243   \n",
       "\n",
       "time            2023-12-24 00:00:00+00:00  2023-12-25 00:00:00+00:00  \\\n",
       "exchange_asset                                                         \n",
       "binance-btc                      0.154560                   0.195473   \n",
       "bitfinex-btc                     0.125486                   0.308607   \n",
       "bitmex-btc                       0.105715                   0.111534   \n",
       "bybit-btc                        0.109500                   0.109500   \n",
       "deribit-btc                      0.009642                   0.074016   \n",
       "huobi-btc                        0.330376                   0.585262   \n",
       "kraken-btc                       0.167266                   0.130185   \n",
       "okex-btc                        -0.002470                   0.271116   \n",
       "\n",
       "time            2023-12-26 00:00:00+00:00  2023-12-27 00:00:00+00:00  \\\n",
       "exchange_asset                                                         \n",
       "binance-btc                      0.425674                   0.383043   \n",
       "bitfinex-btc                     0.465474                   0.147093   \n",
       "bitmex-btc                       0.109102                   0.118988   \n",
       "bybit-btc                        0.109500                   0.109500   \n",
       "deribit-btc                      0.344480                   0.472755   \n",
       "huobi-btc                        0.487209                   1.132452   \n",
       "kraken-btc                       0.474480                   0.381600   \n",
       "okex-btc                         0.250061                   0.376005   \n",
       "\n",
       "time            2023-12-28 00:00:00+00:00  2023-12-29 00:00:00+00:00  \\\n",
       "exchange_asset                                                         \n",
       "binance-btc                      0.379663                   0.549031   \n",
       "bitfinex-btc                     0.655639                   0.688972   \n",
       "bitmex-btc                       0.178754                   0.469497   \n",
       "bybit-btc                        0.109500                   0.109500   \n",
       "deribit-btc                      0.558913                   0.589233   \n",
       "huobi-btc                        0.657258                   0.739781   \n",
       "kraken-btc                       0.226822                   0.361264   \n",
       "okex-btc                         0.254648                   0.536332   \n",
       "\n",
       "time            2023-12-30 00:00:00+00:00  2023-12-31 00:00:00+00:00  \n",
       "exchange_asset                                                        \n",
       "binance-btc                      0.457254                   0.387193  \n",
       "bitfinex-btc                     0.453521                   0.265981  \n",
       "bitmex-btc                       0.127023                   0.127770  \n",
       "bybit-btc                        0.109500                   0.109500  \n",
       "deribit-btc                      0.398686                   0.509796  \n",
       "huobi-btc                        0.549361                   0.700592  \n",
       "kraken-btc                       0.169106                   0.289377  \n",
       "okex-btc                         0.455873                   0.548358  \n",
       "\n",
       "[8 rows x 365 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = btc_fr_exchanges\n",
    "pivot_df = df.pivot(index='exchange_asset', columns='time', values='futures_aggregate_funding_rate_all_margin_1y_period')\n",
    "pivot_df = pivot_df.astype(float)\n",
    "pivot_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9ab9d20f-9425-48df-8b2c-b92412271800",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the heatmap\n",
    "plt.figure(figsize=(16, 8))\n",
    "ax = sns.heatmap(pivot_df, cmap='viridis', annot=False)\n",
    "plt.title('BTC Perp Futures\\nAggregate Funding Rate (APR)\\n', fontsize=14)\n",
    "\n",
    "# Set x-ticks for monthly intervals\n",
    "date_labels = [pd.to_datetime(label).strftime('%b %Y') for label in pivot_df.columns]\n",
    "monthly_intervals = [i for i, label in enumerate(pivot_df.columns) if pd.to_datetime(label).day == 1]\n",
    "\n",
    "ax.set_xticks(monthly_intervals)\n",
    "ax.set_xticklabels([date_labels[i] for i in monthly_intervals], rotation=0)\n",
    "ax.set_yticklabels(ax.get_yticklabels(), rotation=0)\n",
    "\n",
    "# Formatting colorbar labels as percentages\n",
    "colorbar = ax.collections[0].colorbar\n",
    "colorbar.ax.yaxis.set_major_formatter(mticker.FuncFormatter(lambda x, _: f'{x:.0%}'))\n",
    "\n",
    "plt.xlabel('')\n",
    "plt.ylabel('')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68bcf49b",
   "metadata": {},
   "source": [
    "## Cumulative Funding Rate"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9988165",
   "metadata": {},
   "source": [
    "**Cumulative Funding Rate** is the cumulative average funding rate that would be accumulated by contract holders over a specified time period. Published once per hour, representing the cumulative realized funding rate over the previous 1 day, 7 day, and 30 day time periods.\n",
    "- **futures_cumulative_funding_rate_usd_margin_*:** metrics represent the cumulative average funding rate weighted by open interest from futures markets where the margin asset is U.S. dollars or stablecoins over the previous specified time period.\n",
    "- **futures_cumulative_funding_rate_coin_margin_*:** metrics represent the cumulative average funding rate weighted by open interest from futures markets where the margin asset is equivalent to the underlying base asset over the previous specified time period.\n",
    "- **futures_cumulative_funding_rate_all_margin_*:** metrics represent the cumulative average funding rate weighted by open interest from all futures markets, regardless of the margin asset, over the previous specified time period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "a3058492",
   "metadata": {},
   "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",
       "      <th>asset</th>\n",
       "      <th>time</th>\n",
       "      <th>futures_cumulative_funding_rate_all_margin_rolling_1d</th>\n",
       "      <th>futures_cumulative_funding_rate_all_margin_rolling_30d</th>\n",
       "      <th>futures_cumulative_funding_rate_all_margin_rolling_7d</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-01-01 00:00:00+00:00</td>\n",
       "      <td>0.00041</td>\n",
       "      <td>0.002146</td>\n",
       "      <td>0.0015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-01-02 00:00:00+00:00</td>\n",
       "      <td>0.000358</td>\n",
       "      <td>0.002479</td>\n",
       "      <td>0.001736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-01-03 00:00:00+00:00</td>\n",
       "      <td>0.000128</td>\n",
       "      <td>0.002587</td>\n",
       "      <td>0.001735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-01-04 00:00:00+00:00</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.002641</td>\n",
       "      <td>0.001754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>btc</td>\n",
       "      <td>2023-01-05 00:00:00+00:00</td>\n",
       "      <td>0.000194</td>\n",
       "      <td>0.002957</td>\n",
       "      <td>0.001745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  asset                      time  \\\n",
       "0   btc 2023-01-01 00:00:00+00:00   \n",
       "1   btc 2023-01-02 00:00:00+00:00   \n",
       "2   btc 2023-01-03 00:00:00+00:00   \n",
       "3   btc 2023-01-04 00:00:00+00:00   \n",
       "4   btc 2023-01-05 00:00:00+00:00   \n",
       "\n",
       "   futures_cumulative_funding_rate_all_margin_rolling_1d  \\\n",
       "0                                            0.00041       \n",
       "1                                           0.000358       \n",
       "2                                           0.000128       \n",
       "3                                           0.000176       \n",
       "4                                           0.000194       \n",
       "\n",
       "   futures_cumulative_funding_rate_all_margin_rolling_30d  \\\n",
       "0                                           0.002146        \n",
       "1                                           0.002479        \n",
       "2                                           0.002587        \n",
       "3                                           0.002641        \n",
       "4                                           0.002957        \n",
       "\n",
       "   futures_cumulative_funding_rate_all_margin_rolling_7d  \n",
       "0                                             0.0015      \n",
       "1                                           0.001736      \n",
       "2                                           0.001735      \n",
       "3                                           0.001754      \n",
       "4                                           0.001745      "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "btc_cumulative_fr = client.get_asset_metrics(\n",
    "    assets='btc',\n",
    "    start_time='2023-01-01',\n",
    "    end_time='2023-12-31',\n",
    "    metrics = [\n",
    "        'futures_cumulative_funding_rate_all_margin_rolling_1d',\n",
    "        'futures_cumulative_funding_rate_all_margin_rolling_7d',\n",
    "        'futures_cumulative_funding_rate_all_margin_rolling_30d'\n",
    "        ]\n",
    ").to_dataframe()\n",
    "btc_cumulative_fr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "2adb7bcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "for column in btc_cumulative_fr.columns:\n",
    "    if column != 'time':\n",
    "        btc_cumulative_fr[column] = pd.to_numeric(btc_cumulative_fr[column], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "13efd08f-eec0-4f5a-b624-e764ef8c54e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert the 'time' column to datetime format if it's not already\n",
    "btc_cumulative_fr['time'] = pd.to_datetime(btc_cumulative_fr['time'], errors='coerce')\n",
    "\n",
    "# Ensure 'futures_cumulative_funding_rate_all_margin_7d' is numeric, replacing non-numeric values with numpy.nan\n",
    "btc_cumulative_fr['futures_cumulative_funding_rate_all_margin_7d'] = pd.to_numeric(btc_cumulative_fr['futures_cumulative_funding_rate_all_margin_rolling_7d'], errors='coerce')\n",
    "\n",
    "# Plotting with safe checking\n",
    "valid_7d_indices = ~btc_cumulative_fr['futures_cumulative_funding_rate_all_margin_rolling_7d'].isna()\n",
    "valid_30d_indices = ~btc_cumulative_fr['futures_cumulative_funding_rate_all_margin_rolling_30d'].isna()\n",
    "\n",
    "plt.plot(btc_cumulative_fr['time'], btc_cumulative_fr['futures_cumulative_funding_rate_all_margin_rolling_1d'] * 100, label='1D Period', color='blue')\n",
    "plt.plot(btc_cumulative_fr['time'][valid_7d_indices], btc_cumulative_fr['futures_cumulative_funding_rate_all_margin_rolling_7d'][valid_7d_indices] * 100, label='7D Period', color='green')\n",
    "plt.plot(btc_cumulative_fr['time'][valid_30d_indices], btc_cumulative_fr['futures_cumulative_funding_rate_all_margin_rolling_30d'][valid_30d_indices] * 100, label='30D Period', color='red')\n",
    "\n",
    "plt.gca().set_facecolor('white')\n",
    "plt.grid(color='gray', linestyle='dotted', alpha=0.3)\n",
    "\n",
    "plt.title('Bitcoin Perpetual Futures\\nCumulative Funding Rate\\n', fontsize=16)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('Cumulative\\nFunding Rate\\n', fontsize=14)\n",
    "plt.grid(True, alpha=0.3, linestyle='--')\n",
    "\n",
    "formatter = mticker.FuncFormatter(lambda y, _: '{:.2f}%'.format(y))\n",
    "plt.gca().yaxis.set_major_formatter(formatter)\n",
    "plt.gca().xaxis.set_major_locator(mdates.AutoDateLocator())\n",
    "plt.gca().xaxis.set_major_formatter(mdates.ConciseDateFormatter(mdates.AutoDateLocator()))\n",
    "plt.legend(loc='upper right', fontsize=10, ncol=1, framealpha=0, bbox_to_anchor=(0.99, 1.13))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "388483fe-33fd-4a60-ad31-f10e79de1d42",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4edc909a-69a0-4af5-906d-561a662069db",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d1e0d1d-ebb2-40b2-98d0-e72fc0c8754c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}