diff --git a/content/posts/dota-compendium-2024-quest/data/compendium_logs.csv b/content/posts/dota-compendium-2024-quest/data/compendium_logs.csv new file mode 100644 index 0000000..7b05fbf --- /dev/null +++ b/content/posts/dota-compendium-2024-quest/data/compendium_logs.csv @@ -0,0 +1,201 @@ +level,date,description,points,total +234,29/9/2024,Used Compendium Point Booster Item,"8,000",234600 +226,29/9/2024,Used Compendium Point Booster Item,"8,000",226600 +218,29/9/2024,Lost Turbo Match,50,218600 +218,29/9/2024,First Win of the Day,"1,500",218550 +217,29/9/2024,Won Turbo Match,150,217050 +216,29/9/2024,Won Turbo Match,150,216900 +216,28/9/2024,Won Turbo Match,150,216750 +216,28/9/2024,First Win of the Day,"1,500",216600 +215,28/9/2024,Won Turbo Match,150,215100 +214,28/9/2024,Lost Turbo Match,50,214950 +214,28/9/2024,Won Turbo Match,150,214900 +214,27/9/2024,Lost Turbo Match,50,214750 +214,27/9/2024,Won Turbo Match,150,214700 +214,27/9/2024,Lost Turbo Match,50,214550 +214,27/9/2024,Lost Turbo Match,50,214500 +214,27/9/2024,Won Turbo Match,150,214450 +214,2719/2024,First Win of the Day,"1,500",214300 +212,27/9/2024,Won Turbo Match,150,212800 +212,27/9/2024,Lost Turbo Match,50,212650 +212,26/9/2024,First Win of the Day,550,212600 +212,26/9/2024,Won Turbo Match,150,212050 +211,25/9/2024,Lost Turbo Match,50,211900 +211,25/9/2024,Lost Turbo Match,50,211850 +211,25/9/2024,Won Turbo Match,150,211800 +211,25/9/2024,Won Turbo Match,150,211650 +211,25/9/2024,Won Turbo Match,150,211500 +211,25/9/2024,First Win of the Day,"1,500",211350 +209,25/9/2024,Won Turbo Match,150,209850 +209,24/9/2024,Lost Turbo Match,50,209700 +209,24/9/2024,First Win of the Day,"1,500",209650 +208,24/9/2024,Won Turbo Match,150,208150 +208,23/9/2024,Lost Turbo Match,50,208000 +207,23/9/2024,First Win of the Day,"1,500",207950 +206,23/9/2024,Won Turbo Match,150,206450 +206,23/9/2024,Lost Turbo Match,50,206300 +206,22/9/2024,Won Turbo Match,150,206250 +2U6,22/9/2024,Won Turbo Match,150,206100 +205,22/9/2024,Won Turbo Match,150,205950 +205,22/9/2024,First Win of the Day,"1,500",205800 +204,22/9/2024,Won Turbo Match,150,204300 +204,21/9/2024,First Win of the Day,"1,500",204150 +202,21/9/2024,Won Turbo Match,150,202650 +202,21/9/2024,Lost Turbo Match,50,202500 +ZUZ,21/9/2024,Lost lurbo Match,50,202450 +202,20/9/2024,Lost Turbo Match,50,202400 +202,20/9/2024,Lost Turbo Match,50,202350 +202,20/9/2024,First Win of the Day,"1,500",202300 +200,20/9/2024,Won Turbo Match,150,200800 +200,20/9/2024,Lost Turbo Match,50,200650 +200,19/9/2024,First Win of the Day,"1,400",200600 +199,19/9/2024,Won Turbo Match,150,199200 +199,19/9/2024,Lost Turbo Match,50,199050 +199,18/9/2024,First Win of the Day,"1,500",199000 +197,18/9/2024,Won Turbo Match,150,197500 +19/,17/9/2024,Won Turbo Match,150,197350 +197,17/9/2024,First Win of the Day,"1,500",197200 +195,17/9/2024,Won Turbo Match,150,195700 +195,17/9/2024,Lost Turbo Match,50,195550 +195,17/9/2024,Lost Turbo Match,50,195500 +195,16/9/2024,First Win of the Day,"1,500",195450 +193,16/9/2024,Won Turbo Match,150,193950 +193,16/9/2024,Lost Turbo Match,50,193800 +193,16/9/2024,Lost Turbo Match,50,193750 +iv3s,16/9/2024,Fantasy Reward: Top 1 percent,"25,000",193700 +168,16/9/2024,Lost Turbo Match,50,168700 +168,15/9/2024,Correct Event Prediction,"5,000",168650 +163,15/9/2024,First Win of the Day,"1,500",163650 +162,15/9/2024,Won Turbo Match,150,162150 +162,15/9/2024,Lost Turbo Match,50,162000 +161,14/9/2024,Bingo Reward,750,161950 +161,14/9/2024,bingo Keward,750,161200 +160,14/9/2024,Bingo Reward,750,160450 +159,14/9/2024,Bingo Reward,750,159700 +158,14/9/2024,First Win of the Day,"1,500",158950 +157,14/9/2024,Won Turbo Match,150,157450 +157,14/9/2024,Lost Turbo Match,50,157300 +157,14/9/2024,Bingo Reward,750,157250 +156,14/9/2024,Bingo Reward,750,156500 +155,14/9/2024,Bingo Reward,750,155750 +155,14/9/2024,Bingo Reward,750,155000 +154,14/9/2024,Bingo Reward,750,154250 +153,14/9/2024,Bingo Reward,750,153500 +152,14/9/2024,Correct Event Prediction,"8,000",152750 +144,13/9/2024,First Win of the Day,"1,500",144750 +143,13/9/2024,Won Turbo Match,150,143250 +143,12/9/2024,Won Turbo Match,150,143100 +142,12/9/2024,First Win of the Day,"1,500",142950 +141,12/9/2024,Won Turbo Match,150,141450 +141,12/9/2024,Lost Turbo Match,50,141300 +141,11/9/2024,Lost Turbo Match,50,141250 +141,11/9/2024,Lost Turbo Match,50,141200 +141,11/9/2024,Lost Turbo Match,50,141150 +141,11/9/2024,Fantasy Reward: Top 10 percent,"18,000",141100 +123,10/9/2024,Won Turbo Match,150,123100 +122,10/9/2024,Won Turbo Match,150,122950 +122,10/9/2024,First Win of the Day,"1,500",122800 +121,10/9/2024,Won Turbo Match,150,121300 +121,9/9/2024,First Win of the Day,"1,500",121150 +119,9/9/2024,Won Turbo Match,150,119650 +119,9/9/2024,Bingo Reward,750,119500 +118,9/9/2024,Bingo Reward,750,118750 +118,9/9/2024,Bingo Reward,750,118000 +117,9/9/2024,Bingo Reward,750,117250 +116,9/91/2024,Bingo Reward,750,116500 +115,9/9/2024,Bingo Reward,750,115750 +115,9/9/2024,Bingo Reward,750,115000 +114,9/9/2024,Bingo Reward,750,114250 +113,8/9/2024,Lost Turbo Match,50,113500 +113,8/9/2024,First Win of the Day,"1,500",113450 +111,8/9/2024,Won Turbo Match,150,111950 +111,7/9/2024,Won Turbo Match,150,111800 +111,7/9/2024,Won Turbo Match,150,111650 +111,7/9/2024,First Win of the Day,"1,500",111500 +110,71912024,Won Turbo Match,150,110000 +109,7/9/2024,Won Turbo Match,150,109850 +109,7/9/2024,Lost Turbo Match,50,109700 +109,6/9/2024,First Win of the Day,"1,500",109650 +108,6/9/2024,Won Turbo Match,150,108150 +108,6/9/2024,Bingo Reward,750,108000 +107,6/9/2024,Bingo Reward,750,107250 +106,6/9/2024,Bingo Reward,750,106500 +105,6/9/2024,Bingo Reward,750,105750 +105,6/9/2024,Bingo Reward,750,105000 +104,6/9/2024,Bingo Reward,750,104250 +103,6/9/2024,Bingo Reward,750,103500 +102,6/9/2024,Bingo Reward,750,102750 +1UzZ,6/9/2024,Bingo Reward,750,102000 +101,6/9/2024,Bingo Reward,750,101250 +1U0U,6/9/2024,Bingo Reward,750,100500 +99,6/9/2024,Bingo Reward,750,99750 +99,6/9/2024,Fantasy Reward: Top 1 percent,"25,000",99000 +74,5/9/2024,First Win of the Day,450,74000 +73,5/9/2024,Won Turbo Match,150,73550 +73,4/9/2024,Lost Turbo Match,50,73400 +73,4/9/2024,Lost Turbo Match,50,73350 +73,4/9/2024,Lost Turbo Match,50,73300 +73,4/9/2024,First Win of the Day,"1,500",73250 +71,4/9/2024,Won Turbo Match,150,71750 +71,4/9/2024,Lost Turbo Match,50,71600 +71,3/9/2024,Won Turbo Match,150,71550 +71,3/9/2024,First Win of the Day,"1,500",71400 +69,3/9/2024,Won Turbo Match,150,69900 +69,3/9/2024,Lost Turbo Match,50,69750 +69,2/9/2024,Won Turbo Match,150,69700 +6y,2/9/2024,Lost Turbo Match,50,69550 +69,2/9/2024,First Win of the Day,"1,500",69500 +68,2/9/2024,Won Turbo Match,150,68000 +67,2/9/2024,Lost Turbo Match,50,67850 +67,1/9/2024,Won Turbo Match,150,67800 +67,1/9/2024,Won Turbo Match,150,67650 +67,1/9/2024,First Win of the Day,"1,500",67500 +66,1/9/2024,Won Turbo Match,150,66000 +65,79/2024,Lost Turbo Match,50,65850 +65,31/8/2024,Won Turbo Match,150,65800 +65,31/8/2024,Lost Turbo Match,50,65650 +65,31/8/2024,Won Turbo Match,150,65600 +65,31/8/2024,First Win of the Day,"1,500",65450 +63,31/8/2024,Won Turbo Match,150,63950 +63,30/8/2024,Won Turbo Match,150,63800 +63,30/8/2024,First Win of the Day,"1,500",63650 +62,30/8/2024,Won Turbo Match,150,62150 +62,28/8/2024,First Win of the Day,"1,500",62000 +6U,28/8/2024,Won Turbo Match,150,60500 +60,28/8/2024,Lost Turbo Match,50,60350 +60,27/8/2024,Won Turbo Match,150,60300 +60,27/8/2024,Won Turbo Match,150,60150 +60,27/8/2024,First Win of the Day,"1,500",60000 +58,27/8/2024,Won Turbo Match,150,58500 +58,26/8/2024,Won Turbo Match,150,58350 +58,26/8/2024,First Win of the Day,"1,500",58200 +56,26/8/2024,Won Turbo Match,150,56700 +56,26/8/2024,Lost Turbo Match,50,56550 +56,26/8/2024,Lost Turbo Match,50,56500 +56,26/8/2024,Lost Turbo Match,50,56450 +56,25/8/2024,Lost Turbo Match,50,56400 +56,25/8/2024,Lost Turbo Match,50,56350 +56,25/8/2024,First Win of the Day,"1,500",56300 +54,25/8/2024,Won Turbo Match,150,54800 +54,25/8/2024,Lost Turbo Match,50,54650 +54,25/8/2024,Lost Turbo Match,50,54600 +54,25/8/2024,Lost Turbo Match,50,54550 +54,24/8/2024,Lost Turbo Match,50,54500 +54,24/8/2024,Won Turbo Match,150,54450 +54,24/8/2024,Won Turbo Match,150,54300 +54,24/8/2024,Won Turbo Match,150,54150 +54,24/8/2024,Lost Turbo Match,50,54000 +53,24/8/2024,Lost Turbo Match,50,53950 +53,24/8/2024,Lost Turbo Match,50,53900 +53,24/8/2024,Won Turbo Match,150,53850 +53,24/8/2024,Lost Turbo Match,50,53700 +53,24/8/2024,First Win of the Day,"1,500",53650 +52,24/8/2024,Won Turbo Match,150,52150 +52,23/8/2024,Lost Turbo Match,50,52000 +51,23/8/2024,Lost Turbo Match,50,51950 +51,23/8/2024,Lost Turbo Match,50,51900 +51,23/8/2024,Won Turbo Match,150,51850 +51,23/8/2024,First Win of the Day,"1,500",51700 +50,23/8/2024,Won Turbo Match,150,50200 +50,23/8/2024,Lost Turbo Match,50,50050 +50,23/8/2024,Activated Compendium,"50,000",50000 diff --git a/content/posts/dota-compendium-2024-quest/data/dota2-player-analysis.ipynb b/content/posts/dota-compendium-2024-quest/data/dota2-player-analysis.ipynb new file mode 100644 index 0000000..a7ead42 --- /dev/null +++ b/content/posts/dota-compendium-2024-quest/data/dota2-player-analysis.ipynb @@ -0,0 +1,2137 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "e6567cb2", + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "import random\n", + "import json\n", + "import os\n", + "import time\n", + "from http.cookiejar import LWPCookieJar\n", + "from datetime import datetime, timezone, timedelta\n", + "import pytz\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.dates as mdates\n", + "import matplotlib.animation as animation\n", + "from matplotlib.colors import LinearSegmentedColormap\n", + "from matplotlib.patches import Circle\n", + "from typing import List, Dict, Any, Optional\n", + "import seaborn as sns\n", + "import numpy as np\n", + "from collections import Counter\n", + "from scipy.interpolate import interp1d\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0c705123", + "metadata": {}, + "outputs": [], + "source": [ + "STEAM_ID = 340440597 # Replace with the desired Steam ID\n", + "API_TOKEN = \"\"\n", + "MAX_MATCHES = 100 # Set to None to fetch all available matches" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "0944cb82", + "metadata": {}, + "outputs": [], + "source": [ + "################################################################################################################\n", + "# #\n", + "# Use with care, don't bombard with multiple requests as it will lead to ban by cloudflare security #\n", + "# or worse, ban from the platform itself #\n", + "# #\n", + "# #\n", + "################################################################################################################\n", + "class MatchFetcher:\n", + " def __init__(self, steam_id: int, token: str, data_dir: str = \"data\"):\n", + " self.steam_id = steam_id\n", + " self.token = token\n", + " self.data_dir = data_dir\n", + " self.matches_file = os.path.join(data_dir, f\"matches_{steam_id}.json\")\n", + " self.session = self._setup_session()\n", + "\n", + " # Create data directory if it doesn't exist\n", + " os.makedirs(data_dir, exist_ok=True)\n", + "\n", + " def _setup_session(self):\n", + " session = requests.Session()\n", + " cookie_file = os.path.join(self.data_dir, \"stratz_cookies.txt\")\n", + " session.cookies = LWPCookieJar(cookie_file)\n", + "\n", + " # Load existing cookies if they exist\n", + " if os.path.exists(cookie_file):\n", + " try:\n", + " session.cookies.load(ignore_discard=True)\n", + " except Exception as e:\n", + " print(f\"Could not load cookies: {e}\")\n", + "\n", + " return session\n", + "\n", + " def _load_cached_matches(self) -> Dict:\n", + " \"\"\"Load matches from local cache file\"\"\"\n", + " if os.path.exists(self.matches_file):\n", + " try:\n", + " with open(self.matches_file, 'r') as f:\n", + " data = json.load(f)\n", + " print(f\"Loaded {len(data['matches'])} matches from cache\")\n", + " return data\n", + " except Exception as e:\n", + " print(f\"Error loading cached matches: {e}\")\n", + " return {\"matches\": [], \"last_updated\": None}\n", + "\n", + " def _save_matches(self, matches: List[Dict]):\n", + " \"\"\"Save matches to local cache file\"\"\"\n", + " data = {\n", + " \"matches\": matches,\n", + " \"last_updated\": datetime.now().isoformat(),\n", + " \"steam_id\": self.steam_id,\n", + " \"total_matches\": len(matches)\n", + " }\n", + " try:\n", + " with open(self.matches_file, 'w') as f:\n", + " json.dump(data, f, indent=2)\n", + " print(f\"Saved {len(matches)} matches to {self.matches_file}\")\n", + " except Exception as e:\n", + " print(f\"Error saving matches: {e}\")\n", + "\n", + " def fetch_matches(self, batch_size: int = 20, max_matches: int = None, force_refresh: bool = False) -> List[Dict[Any, Any]]:\n", + " \"\"\"\n", + " Fetch matches with caching support\n", + "\n", + " Args:\n", + " batch_size: Number of matches to fetch per request\n", + " max_matches: Maximum number of matches to fetch in total\n", + " force_refresh: If True, ignore cache and fetch fresh data\n", + " \"\"\"\n", + " # Check cache first if not forcing refresh\n", + " if not force_refresh:\n", + " cached_data = self._load_cached_matches()\n", + " if cached_data[\"matches\"]:\n", + " if max_matches:\n", + " return cached_data[\"matches\"][:max_matches]\n", + " return cached_data[\"matches\"]\n", + "\n", + " # Common headers for all requests\n", + " base_headers = {\n", + " \"Host\": \"api.stratz.com\",\n", + " \"User-Agent\": \"Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv:131.0) Gecko/20100101 Firefox/131.0\",\n", + " \"Accept\": \"*/*\",\n", + " \"Accept-Language\": \"en-US,en;q=0.5\",\n", + " \"Accept-Encoding\": \"gzip, deflate, br, zstd\",\n", + " \"Connection\": \"keep-alive\",\n", + " \"Sec-Fetch-Dest\": \"empty\",\n", + " \"Sec-Fetch-Mode\": \"no-cors\",\n", + " \"Sec-Fetch-Site\": \"same-site\",\n", + " \"Sec-GPC\": \"1\",\n", + " \"TE\": \"trailers\",\n", + " \"Pragma\": \"no-cache\",\n", + " \"Cache-Control\": \"no-cache\"\n", + " }\n", + "\n", + " query = \"\"\"\n", + " query PlayerMatchesSummary($request: PlayerMatchesRequestType!, $steamId: Long!) {\n", + " player(steamAccountId: $steamId) {\n", + " steamAccountId\n", + " matches(request: $request) {\n", + " ...MatchRowSummary\n", + " players(steamAccountId: $steamId) {\n", + " ...MatchRowSummaryPlayer\n", + " __typename\n", + " }\n", + " __typename\n", + " }\n", + " __typename\n", + " }\n", + " }\n", + " fragment MatchRowBase on MatchType {\n", + " id\n", + " rank\n", + " lobbyType\n", + " gameMode\n", + " endDateTime\n", + " durationSeconds\n", + " allPlayers: players {\n", + " partyId\n", + " __typename\n", + " }\n", + " league {\n", + " id\n", + " displayName\n", + " __typename\n", + " }\n", + " analysisOutcome\n", + " __typename\n", + " }\n", + " fragment MatchRowBasePlayer on MatchPlayerType {\n", + " steamAccountId\n", + " heroId\n", + " role\n", + " lane\n", + " level\n", + " isVictory\n", + " isRadiant\n", + " partyId\n", + " __typename\n", + " }\n", + " fragment MatchRowSummary on MatchType {\n", + " ...MatchRowBase\n", + " bottomLaneOutcome\n", + " midLaneOutcome\n", + " topLaneOutcome\n", + " pickBans {\n", + " heroId\n", + " isCaptain\n", + " __typename\n", + " }\n", + " __typename\n", + " }\n", + " fragment MatchRowSummaryPlayer on MatchPlayerType {\n", + " ...MatchRowBasePlayer\n", + " imp\n", + " award\n", + " kills\n", + " deaths\n", + " assists\n", + " item0Id\n", + " item1Id\n", + " item2Id\n", + " item3Id\n", + " item4Id\n", + " item5Id\n", + " __typename\n", + " }\n", + " \"\"\"\n", + "\n", + " all_matches = []\n", + " last_match_id = None\n", + " retries = 3\n", + "\n", + " while True:\n", + " variables = {\n", + " \"steamId\": self.steam_id,\n", + " \"request\": {\n", + " \"skip\": 0,\n", + " \"take\": batch_size\n", + " }\n", + " }\n", + " if last_match_id:\n", + " variables[\"request\"][\"before\"] = last_match_id\n", + "\n", + " payload = {\n", + " \"operationName\": \"PlayerMatchesSummary\",\n", + " \"variables\": variables,\n", + " \"query\": query\n", + " }\n", + "\n", + " # API request headers\n", + " api_headers = base_headers.copy()\n", + " api_headers.update({\n", + " \"Referer\": \"https://stratz.com/\",\n", + " \"Origin\": \"https://stratz.com\",\n", + " \"content-type\": \"application/json\",\n", + " \"authorization\": f\"Bearer {self.token}\"\n", + " })\n", + "\n", + " for attempt in range(retries):\n", + " try:\n", + " response = self.session.post(\n", + " \"https://api.stratz.com/graphql\",\n", + " json=payload,\n", + " headers=api_headers\n", + " )\n", + " print(f\"API Response Status: {response.status_code}\")\n", + "\n", + " response.raise_for_status()\n", + " data = response.json()\n", + " break\n", + "\n", + " except Exception as e:\n", + " print(f\"Request failed (attempt {attempt + 1}): {e}\")\n", + " if attempt == retries - 1:\n", + " # Save what we have if we're giving up\n", + " if all_matches:\n", + " self._save_matches(all_matches)\n", + " return all_matches\n", + "\n", + " wait_time = (2 ** attempt) * 5\n", + " print(f\"Waiting {wait_time} seconds before retry...\")\n", + " time.sleep(wait_time)\n", + " continue\n", + "\n", + " if \"errors\" in data:\n", + " print(f\"GraphQL Error: {data['errors']}\")\n", + " break\n", + "\n", + " matches = data[\"data\"][\"player\"][\"matches\"]\n", + " if not matches:\n", + " break\n", + "\n", + " all_matches.extend(matches)\n", + " print(f\"Fetched {len(all_matches)} matches so far.\")\n", + "\n", + " if max_matches and len(all_matches) >= max_matches:\n", + " all_matches = all_matches[:max_matches]\n", + " break\n", + "\n", + " last_match_id = matches[-1][\"id\"]\n", + " time.sleep(random.uniform(10, 15))\n", + "\n", + " # Save matches to file\n", + " self._save_matches(all_matches)\n", + "\n", + " return all_matches" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "eb3ab0c3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "API Response Status: 403\n", + "Request failed (attempt 1): 403 Client Error: Forbidden for url: https://api.stratz.com/graphql\n", + "\n", + "Fetched a total of 0 matches\n" + ] + } + ], + "source": [ + "def fetch_matches(steam_id: int, token: str, batch_size: int = 20, max_matches: int = None, force_refresh: bool = False) -> List[Dict[Any, Any]]:\n", + " \"\"\"Convenience function to maintain backwards compatibility\"\"\"\n", + " fetcher = MatchFetcher(steam_id, token)\n", + " return fetcher.fetch_matches(batch_size, max_matches, force_refresh)\n", + "\n", + "matches = fetch_matches(STEAM_ID, API_TOKEN, batch_size=100, max_matches=MAX_MATCHES)\n", + "print(f\"\\nFetched a total of {len(matches)} matches\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "425d54b6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded 3977 matches from data/matches_340440597.json\n", + "Last updated: 2024-10-22T20:47:35.012296\n", + "Found 3977 matches\n" + ] + } + ], + "source": [ + "def load_matches(steam_id: int, data_dir: str = \"data\") -> Optional[List[Dict]]:\n", + " \"\"\"\n", + " Load matches from stored JSON file for a given Steam ID\n", + " \n", + " Args:\n", + " steam_id: Steam ID of the player\n", + " data_dir: Directory where match data is stored\n", + " \n", + " Returns:\n", + " List of matches if file exists and is valid, None otherwise\n", + " \"\"\"\n", + " file_path = os.path.join(data_dir, f\"matches_{steam_id}.json\")\n", + " \n", + " if not os.path.exists(file_path):\n", + " print(f\"No stored matches found for Steam ID {steam_id}\")\n", + " return None\n", + " \n", + " try:\n", + " with open(file_path, 'r') as f:\n", + " data = json.load(f)\n", + " matches = data.get('matches', [])\n", + " print(f\"Loaded {len(matches)} matches from {file_path}\")\n", + " print(f\"Last updated: {data.get('last_updated', 'unknown')}\")\n", + " return matches\n", + " \n", + " except Exception as e:\n", + " print(f\"Error loading matches: {e}\")\n", + " return None\n", + "\n", + "\n", + "matches = load_matches(steam_id=340440597)\n", + "if matches:\n", + " print(f\"Found {len(matches)} matches\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "defcd1d1", + "metadata": {}, + "outputs": [], + "source": [ + "def process_matches(matches: List[Dict[Any, Any]]) -> pd.DataFrame:\n", + " kolkata_tz = pytz.timezone('Asia/Kolkata')\n", + " \n", + " data = []\n", + " for match in matches:\n", + " end_date = datetime.fromtimestamp(match['endDateTime'], tz=timezone.utc).astimezone(kolkata_tz).date()\n", + " data.append({\n", + " 'date': end_date,\n", + " 'match_id': match['id'],\n", + " 'duration': match['durationSeconds'],\n", + " 'is_victory': match['players'][0]['isVictory'],\n", + " 'kills': match['players'][0]['kills'],\n", + " 'hero_id': match['players'][0]['heroId'],\n", + " 'deaths': match['players'][0]['deaths'],\n", + " 'assists': match['players'][0]['assists']\n", + " })\n", + " \n", + " df = pd.DataFrame(data)\n", + " df = df.sort_values('date')\n", + " df['cumulative_matches'] = range(1, len(df) + 1)\n", + " \n", + " return df\n", + "\n", + "df = process_matches(matches)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e48f926f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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datematch_iddurationis_victorykillshero_iddeathsassistscumulative_matches
39762022-05-2365837979721791False164831
39732022-05-2865907704652146False03712
39752022-05-2865897440452697False41081373
39742022-05-2865906978952071False0361434
39722022-07-0266441736752462False12211145
..............................
42024-10-2179981538501295False568863973
32024-10-2179982230501147False279863974
22024-10-2279982554641704True61016203975
12024-10-2279983654772197False48611283976
02024-10-2379996567071804True1864303977
\n", + "

3977 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " date match_id duration is_victory kills hero_id deaths \\\n", + "3976 2022-05-23 6583797972 1791 False 1 64 8 \n", + "3973 2022-05-28 6590770465 2146 False 0 3 7 \n", + "3975 2022-05-28 6589744045 2697 False 4 108 13 \n", + "3974 2022-05-28 6590697895 2071 False 0 36 14 \n", + "3972 2022-07-02 6644173675 2462 False 1 22 11 \n", + "... ... ... ... ... ... ... ... \n", + "4 2024-10-21 7998153850 1295 False 5 68 8 \n", + "3 2024-10-21 7998223050 1147 False 2 79 8 \n", + "2 2024-10-22 7998255464 1704 True 6 101 6 \n", + "1 2024-10-22 7998365477 2197 False 4 86 11 \n", + "0 2024-10-23 7999656707 1804 True 1 86 4 \n", + "\n", + " assists cumulative_matches \n", + "3976 3 1 \n", + "3973 1 2 \n", + "3975 7 3 \n", + "3974 3 4 \n", + "3972 14 5 \n", + "... ... ... \n", + "4 6 3973 \n", + "3 6 3974 \n", + "2 20 3975 \n", + "1 28 3976 \n", + "0 30 3977 \n", + "\n", + "[3977 rows x 9 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a9c8c0b7", + "metadata": {}, + "outputs": [], + "source": [ + "# Hero id / Ability Id constants is definied in a different place which is easily accessable via network calls\n", + "with open('dota_constants.json') as json_file:\n", + " dota_constants = json.load(json_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4f8f3f6f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{1: {'name': 'Anti-Mage', 'attribute': 'agi'},\n", + " 2: {'name': 'Axe', 'attribute': 'str'},\n", + " 3: {'name': 'Bane', 'attribute': 'all'},\n", + " 4: {'name': 'Bloodseeker', 'attribute': 'agi'},\n", + " 5: {'name': 'Crystal Maiden', 'attribute': 'int'},\n", + " 6: {'name': 'Drow Ranger', 'attribute': 'agi'},\n", + " 7: {'name': 'Earthshaker', 'attribute': 'str'},\n", + " 8: {'name': 'Juggernaut', 'attribute': 'agi'},\n", + " 9: {'name': 'Mirana', 'attribute': 'all'},\n", + " 10: {'name': 'Morphling', 'attribute': 'agi'},\n", + " 11: {'name': 'Shadow Fiend', 'attribute': 'agi'},\n", + " 12: {'name': 'Phantom Lancer', 'attribute': 'agi'},\n", + " 13: {'name': 'Puck', 'attribute': 'int'},\n", + " 14: {'name': 'Pudge', 'attribute': 'str'},\n", + " 15: {'name': 'Razor', 'attribute': 'agi'},\n", + " 16: {'name': 'Sand King', 'attribute': 'all'},\n", + " 17: {'name': 'Storm Spirit', 'attribute': 'int'},\n", + " 18: {'name': 'Sven', 'attribute': 'str'},\n", + " 19: {'name': 'Tiny', 'attribute': 'str'},\n", + " 20: {'name': 'Vengeful Spirit', 'attribute': 'all'},\n", + " 21: {'name': 'Windranger', 'attribute': 'all'},\n", + " 22: {'name': 'Zeus', 'attribute': 'int'},\n", + " 23: {'name': 'Kunkka', 'attribute': 'str'},\n", + " 25: {'name': 'Lina', 'attribute': 'int'},\n", + " 26: {'name': 'Lion', 'attribute': 'int'},\n", + " 27: {'name': 'Shadow Shaman', 'attribute': 'int'},\n", + " 28: {'name': 'Slardar', 'attribute': 'str'},\n", + " 29: {'name': 'Tidehunter', 'attribute': 'str'},\n", + " 30: {'name': 'Witch Doctor', 'attribute': 'int'},\n", + " 31: {'name': 'Lich', 'attribute': 'int'},\n", + " 32: {'name': 'Riki', 'attribute': 'agi'},\n", + " 33: {'name': 'Enigma', 'attribute': 'all'},\n", + " 34: {'name': 'Tinker', 'attribute': 'int'},\n", + " 35: {'name': 'Sniper', 'attribute': 'agi'},\n", + " 36: {'name': 'Necrophos', 'attribute': 'int'},\n", + " 37: {'name': 'Warlock', 'attribute': 'int'},\n", + " 38: {'name': 'Beastmaster', 'attribute': 'all'},\n", + " 39: {'name': 'Queen of Pain', 'attribute': 'int'},\n", + " 40: {'name': 'Venomancer', 'attribute': 'all'},\n", + " 41: {'name': 'Faceless Void', 'attribute': 'agi'},\n", + " 42: {'name': 'Wraith King', 'attribute': 'str'},\n", + " 43: {'name': 'Death Prophet', 'attribute': 'int'},\n", + " 44: {'name': 'Phantom Assassin', 'attribute': 'agi'},\n", + " 45: {'name': 'Pugna', 'attribute': 'int'},\n", + " 46: {'name': 'Templar Assassin', 'attribute': 'agi'},\n", + " 47: {'name': 'Viper', 'attribute': 'agi'},\n", + " 48: {'name': 'Luna', 'attribute': 'agi'},\n", + " 49: {'name': 'Dragon Knight', 'attribute': 'str'},\n", + " 50: {'name': 'Dazzle', 'attribute': 'all'},\n", + " 51: {'name': 'Clockwerk', 'attribute': 'all'},\n", + " 52: {'name': 'Leshrac', 'attribute': 'int'},\n", + " 53: {'name': \"Nature's Prophet\", 'attribute': 'int'},\n", + " 54: {'name': 'Lifestealer', 'attribute': 'str'},\n", + " 55: {'name': 'Dark Seer', 'attribute': 'all'},\n", + " 56: {'name': 'Clinkz', 'attribute': 'agi'},\n", + " 57: {'name': 'Omniknight', 'attribute': 'str'},\n", + " 58: {'name': 'Enchantress', 'attribute': 'int'},\n", + " 59: {'name': 'Huskar', 'attribute': 'str'},\n", + " 60: {'name': 'Night Stalker', 'attribute': 'str'},\n", + " 61: {'name': 'Broodmother', 'attribute': 'all'},\n", + " 62: {'name': 'Bounty Hunter', 'attribute': 'agi'},\n", + " 63: {'name': 'Weaver', 'attribute': 'agi'},\n", + " 64: {'name': 'Jakiro', 'attribute': 'int'},\n", + " 65: {'name': 'Batrider', 'attribute': 'all'},\n", + " 66: {'name': 'Chen', 'attribute': 'all'},\n", + " 67: {'name': 'Spectre', 'attribute': 'agi'},\n", + " 68: {'name': 'Ancient Apparition', 'attribute': 'int'},\n", + " 69: {'name': 'Doom', 'attribute': 'str'},\n", + " 70: {'name': 'Ursa', 'attribute': 'agi'},\n", + " 71: {'name': 'Spirit Breaker', 'attribute': 'str'},\n", + " 72: {'name': 'Gyrocopter', 'attribute': 'agi'},\n", + " 73: {'name': 'Alchemist', 'attribute': 'str'},\n", + " 74: {'name': 'Invoker', 'attribute': 'all'},\n", + " 75: {'name': 'Silencer', 'attribute': 'int'},\n", + " 76: {'name': 'Outworld Destroyer', 'attribute': 'int'},\n", + " 77: {'name': 'Lycan', 'attribute': 'all'},\n", + " 78: {'name': 'Brewmaster', 'attribute': 'all'},\n", + " 79: {'name': 'Shadow Demon', 'attribute': 'int'},\n", + " 80: {'name': 'Lone Druid', 'attribute': 'all'},\n", + " 81: {'name': 'Chaos Knight', 'attribute': 'str'},\n", + " 82: {'name': 'Meepo', 'attribute': 'agi'},\n", + " 83: {'name': 'Treant Protector', 'attribute': 'str'},\n", + " 84: {'name': 'Ogre Magi', 'attribute': 'str'},\n", + " 85: {'name': 'Undying', 'attribute': 'str'},\n", + " 86: {'name': 'Rubick', 'attribute': 'int'},\n", + " 87: {'name': 'Disruptor', 'attribute': 'int'},\n", + " 88: {'name': 'Nyx Assassin', 'attribute': 'all'},\n", + " 89: {'name': 'Naga Siren', 'attribute': 'agi'},\n", + " 90: {'name': 'Keeper of the Light', 'attribute': 'int'},\n", + " 91: {'name': 'Io', 'attribute': 'all'},\n", + " 92: {'name': 'Visage', 'attribute': 'all'},\n", + " 93: {'name': 'Slark', 'attribute': 'agi'},\n", + " 94: {'name': 'Medusa', 'attribute': 'agi'},\n", + " 95: {'name': 'Troll Warlord', 'attribute': 'agi'},\n", + " 96: {'name': 'Centaur Warrunner', 'attribute': 'str'},\n", + " 97: {'name': 'Magnus', 'attribute': 'all'},\n", + " 98: {'name': 'Timbersaw', 'attribute': 'str'},\n", + " 99: {'name': 'Bristleback', 'attribute': 'str'},\n", + " 100: {'name': 'Tusk', 'attribute': 'str'},\n", + " 101: {'name': 'Skywrath Mage', 'attribute': 'int'},\n", + " 102: {'name': 'Abaddon', 'attribute': 'all'},\n", + " 103: {'name': 'Elder Titan', 'attribute': 'str'},\n", + " 104: {'name': 'Legion Commander', 'attribute': 'str'},\n", + " 105: {'name': 'Techies', 'attribute': 'all'},\n", + " 106: {'name': 'Ember Spirit', 'attribute': 'agi'},\n", + " 107: {'name': 'Earth Spirit', 'attribute': 'str'},\n", + " 108: {'name': 'Underlord', 'attribute': 'str'},\n", + " 109: {'name': 'Terrorblade', 'attribute': 'agi'},\n", + " 110: {'name': 'Phoenix', 'attribute': 'all'},\n", + " 111: {'name': 'Oracle', 'attribute': 'int'},\n", + " 112: {'name': 'Winter Wyvern', 'attribute': 'all'},\n", + " 113: {'name': 'Arc Warden', 'attribute': 'agi'},\n", + " 114: {'name': 'Monkey King', 'attribute': 'agi'},\n", + " 119: {'name': 'Dark Willow', 'attribute': 'all'},\n", + " 120: {'name': 'Pangolier', 'attribute': 'all'},\n", + " 121: {'name': 'Grimstroke', 'attribute': 'int'},\n", + " 123: {'name': 'Hoodwink', 'attribute': 'agi'},\n", + " 126: {'name': 'Void Spirit', 'attribute': 'all'},\n", + " 128: {'name': 'Snapfire', 'attribute': 'all'},\n", + " 129: {'name': 'Mars', 'attribute': 'str'},\n", + " 135: {'name': 'Dawnbreaker', 'attribute': 'str'},\n", + " 136: {'name': 'Marci', 'attribute': 'all'},\n", + " 137: {'name': 'Primal Beast', 'attribute': 'str'},\n", + " 138: {'name': 'Muerta', 'attribute': 'int'},\n", + " 131: {'name': 'Ringmaster', 'attribute': 'int'}}" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hero_data_mapping = {}\n", + "for hero in dota_constants[\"heroes\"]:\n", + " hero_data_mapping[hero['id']] = { \"name\": hero['language']['displayName'], \"attribute\": hero['stats']['primaryAttribute']}\n", + "\n", + "hero_data_mapping[131] = {'name': 'Ringmaster', 'attribute': 'int'}\n", + "hero_data_mapping" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "20a1a320", + "metadata": {}, + "outputs": 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hero_idmatch_idis_victorykillsdeathsassistskdaprimary_attr
02170.6470598.3529418.23529414.2352942.742857str
131110.5225232.7207215.57657714.9729733.172859all
2470.2857146.2857147.4285717.2857141.826923agi
35380.4473683.2105267.23684216.4210532.712727int
47300.4000004.2666678.16666712.3333332.032653str
...........................
97131150.7333334.1333336.26666720.6666673.957447int
98135480.5208335.3958336.43750014.0416673.019417str
99136320.4687504.4375007.65625014.6875002.497959all
100137310.4838714.7741945.00000012.2258063.400000str
101138360.5000006.7500006.27777811.7777782.951327int
\n", + "

89 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " hero_id match_id is_victory kills deaths assists kda \\\n", + "0 2 17 0.647059 8.352941 8.235294 14.235294 2.742857 \n", + "1 3 111 0.522523 2.720721 5.576577 14.972973 3.172859 \n", + "2 4 7 0.285714 6.285714 7.428571 7.285714 1.826923 \n", + "3 5 38 0.447368 3.210526 7.236842 16.421053 2.712727 \n", + "4 7 30 0.400000 4.266667 8.166667 12.333333 2.032653 \n", + ".. ... ... ... ... ... ... ... \n", + "97 131 15 0.733333 4.133333 6.266667 20.666667 3.957447 \n", + "98 135 48 0.520833 5.395833 6.437500 14.041667 3.019417 \n", + "99 136 32 0.468750 4.437500 7.656250 14.687500 2.497959 \n", + "100 137 31 0.483871 4.774194 5.000000 12.225806 3.400000 \n", + "101 138 36 0.500000 6.750000 6.277778 11.777778 2.951327 \n", + "\n", + " primary_attr \n", + "0 str \n", + "1 all \n", + "2 agi \n", + "3 int \n", + "4 str \n", + ".. ... \n", + "97 int \n", + "98 str \n", + "99 all \n", + "100 str \n", + "101 int \n", + "\n", + "[89 rows x 8 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Prepare hero performance data\n", + "hero_data = df.groupby('hero_id').agg({\n", + " 'match_id': 'count',\n", + " 'is_victory': 'mean',\n", + " 'kills': 'mean',\n", + " 'deaths': 'mean',\n", + " 'assists': 'mean'\n", + "}).reset_index()\n", + "\n", + "hero_data = hero_data[hero_data['match_id'] > 2]\n", + "# Safe KDA calculation\n", + "hero_data['kda'] = (hero_data['kills'] + hero_data['assists']) / hero_data['deaths'].replace(0, 1)\n", + "hero_data['kda'] = hero_data['kda'].clip(0, 20) # Clip KDA to reasonable range\n", + "hero_data['primary_attr'] = hero_data['hero_id'].apply(lambda x: hero_data_mapping[x]['attribute'])\n", + "\n", + "hero_data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "105f5623", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For str\n", + "['Tidehunter', 'Dragon Knight', 'Elder Titan'] ['Night Stalker', 'Earth Spirit', 'Earthshaker'] ['Mars', 'Legion Commander']\n", + "For all\n", + "['Abaddon', 'Mirana', 'Snapfire'] ['Magnus', 'Beastmaster', 'Clockwerk'] ['Dazzle', 'Bane']\n", + "For agi\n", + "['Spectre', 'Razor', 'Clinkz'] ['Sniper', 'Bloodseeker', 'Monkey King'] ['Faceless Void', 'Hoodwink']\n", + "For int\n", + "['Warlock', 'Ringmaster', 'Oracle'] ['Shadow Shaman', 'Death Prophet', 'Lion'] ['Rubick', 'Warlock']\n" + ] + }, + { + "data": { + "text/plain": [ + "{37}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Useful while tagging point of interest heroes in graph\n", + "def get_top_heroes(hero_data):\n", + " results = {}\n", + "\n", + " for attr in hero_data['primary_attr'].unique():\n", + " attr_data = hero_data[hero_data['primary_attr'] == attr]\n", + "\n", + " # Top 3 with highest KDA\n", + " top_kda = attr_data.nlargest(3, 'kda')\n", + "\n", + " # Top 3 with lowest KDA\n", + " bottom_kda = attr_data.nsmallest(3, 'kda')\n", + "\n", + " # Top 2 with highest match count\n", + " top_matches = attr_data.nlargest(2, 'match_id')\n", + "\n", + " results[attr] = {\n", + " 'top_kda': top_kda,\n", + " 'bottom_kda': bottom_kda,\n", + " 'top_matches': top_matches\n", + " }\n", + "\n", + " return results\n", + "\n", + "# Get the results\n", + "top_heroes = get_top_heroes(hero_data)\n", + "\n", + "top_unique_heroes = set()\n", + "temp = []\n", + "for i in top_heroes.keys():\n", + " print(f\"For {i}\")\n", + " top_kda = list(top_heroes[i]['top_kda']['hero_id'])\n", + " bottom_kda = list(top_heroes[i]['bottom_kda']['hero_id'])\n", + " top_matches = list(top_heroes[i]['top_matches']['hero_id'])\n", + " print([hero_data_mapping[i]['name'] for i in top_kda],\n", + " [hero_data_mapping[i]['name'] for i in bottom_kda],\n", + " [hero_data_mapping[i]['name'] for i in top_matches])\n", + " temp += top_kda\n", + " temp += bottom_kda\n", + " temp += top_matches\n", + " top_unique_heroes.update(top_kda)\n", + " top_unique_heroes.update(bottom_kda)\n", + " top_unique_heroes.update(top_matches)\n", + "\n", + "set([x for x in temp if temp.count(x) > 1])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "0ccd7683", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def get_hero_data(hero_id):\n", + " return {\n", + " 'name': hero_data_mapping[hero_id][\"name\"] if hero_id in top_unique_heroes else \"\",\n", + " 'primary_attr': hero_data_mapping[hero_id][\"attribute\"]\n", + " }\n", + "\n", + "hero_data['hero_name'] = hero_data['hero_id'].apply(lambda x: get_hero_data(x)['name'])\n", + "\n", + "# Map primary attributes to numeric values\n", + "attr_map = {'str': 0, 'agi': 1, 'int': 2, 'all': 3}\n", + "hero_data['attr_num'] = hero_data['primary_attr'].map(attr_map)\n", + "\n", + "# Set up the plot\n", + "plt.figure(figsize=(20, 12), facecolor='white')\n", + "ax = plt.gca()\n", + "ax.set_facecolor('white')\n", + "\n", + "# Custom color map for win rates\n", + "colors = ['#FF4136', '#FFDC00', '#2ECC40']\n", + "n_bins = 100\n", + "cmap = LinearSegmentedColormap.from_list('custom', colors, N=n_bins)\n", + "\n", + "# Plot bubbles and collect sizes for colorbar\n", + "scatter = []\n", + "for _, hero in hero_data.iterrows():\n", + " color = cmap(hero['is_victory'])\n", + " size = np.sqrt(hero['match_id']) * 100 # Adjust multiplier as needed\n", + " x = hero['kda']\n", + " y = hero['attr_num']\n", + " scatter.append(plt.scatter(x, y, s=size, c=[color], alpha=0.6, edgecolors='black'))\n", + " plt.annotate(hero['hero_name'], (x, y), ha='center', va='top', color='black', fontweight='bold')\n", + "\n", + "# Customize the plot\n", + "plt.xlim(0, min(20, hero_data['kda'].max() * 1.1))\n", + "plt.ylim(-0.5, 3.5)\n", + "plt.yticks([0, 1, 2, 3], ['Strength', 'Agility', 'Intelligence', 'All'])\n", + "plt.xlabel('Average KDA', color='black', fontsize=14)\n", + "plt.ylabel('Primary Attribute', color='black', fontsize=14)\n", + "plt.tick_params(colors='black')\n", + "\n", + "plt.title('Dota 2 Hero Performance Overview', color='black', fontsize=20, pad=20)\n", + "\n", + "sm = plt.cm.ScalarMappable(cmap=cmap, norm=plt.Normalize(0, 1))\n", + "sm.set_array([]) # You can use this if you don't have data directly\n", + "cbar = plt.colorbar(sm, ax=ax) # Specify the ax to use\n", + "cbar.ax.yaxis.set_tick_params(color='black')\n", + "plt.setp(plt.getp(cbar.ax.axes, 'yticklabels'), color='black')\n", + "\n", + "sizes = [100, 500, 1000]\n", + "legends = []\n", + "for size in sizes:\n", + " legends.append(plt.scatter([], [], s=size, c='black', alpha=0.4, label=f'{size//100} matches'))\n", + "plt.legend(handles=legends, labelcolor='black', title='Matches Played', title_fontsize=12, fontsize=10, loc='upper left')\n", + "\n", + "plt.text(0.02, 0.02, 'Bubble size: Number of matches played\\nColor: Win rate (Red: Low, Yellow: Medium, Green: High)\\nPosition: KDA ratio and Primary Attribute', \n", + " transform=ax.transAxes, color='black', fontsize=12, verticalalignment='bottom')\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('dota2_hero_performance.png', dpi=600, bbox_inches='tight')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9730ada0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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PD5588kmMGTPGOK4vx8qHHTt24Pjjj0dPTw+ef/55jBw5Mu/fWjn77LPxwAMPQJZlfPGLX3Q9709/+hOOPvpo3H///abju3btMgVdd8v3hAkTAKQNC4Uaetyu99xzz2Hu3Ll5GT4OPfRQHHroofjRj36E3/72t/jSl76E3//+9/iP//iPktNi5dFHH0V1dTUWLVpk8sp68MEHbecmEgmcffbZeOihh3DLLbfgiSeesC19yzevevl855130NLSYhzftm2bbfe+YtGvW1FR4YmOhfCvf/0L7733nmnpXb7lEkh7682cORMPP/wwmpubsXHjRtx9991lSTshhBASJIwxRQghhESQF154ATfeeCPGjx9v7Ng1cuRIzJgxA7/85S+xa9cu49xVq1bhmWeewYknnmgc0w1U4nlAxhtIjykEpJfvORktnOjs7MSJJ56IDz/8EH//+99ty7YK5eijj8aNN96Ie+65ByNGjHA9L5FImNIMpGMfWeMJueX7kEMOwfjx43HnnXfavrNeNx++8IUvQFEU3HjjjbbvUqmUcY+dO3farj9jxgwAMC2x85JEIgFJkkzLyjZs2IAnnnjC8fxzzjkHO3fuxEUXXYQ9e/bYYh7lm9fPfOYzqKiowN13323K85133llynnSamppw1FFH4X/+53+wZcsW2/fbtm3z7F4i77//Ps4//3xUVlbiiiuuMI7nWy51zjnnHDzzzDO488470djYiPnz5/uSXkIIISRM0GOKEEIICTlPPfUU1q5di1QqhY8//hgvvPACnn32WYwdOxZPPvkkqqurjXNvu+02zJ8/H5/+9Kfx5S9/Gd3d3bj77rvR0NBgWgo3a9YsAMB3v/tdfPGLX0RFRQVOOeUUHH/88aisrMQpp5xiGCJ+8YtfoKmpyXGib+VLX/oS3nzzTVx44YVYs2YN1qxZY3xXX1+P008/vaC8y7KM733veznPO/nkk3HDDTfgggsuwGGHHYaVK1fi4YcfNnnmAGnvniFDhuBnP/sZBg0ahLq6OnzqU5/C+PHjcd999+GUU07BjBkzcMEFF2DkyJFYu3Yt3nrrLSxatKigdM+bNw8XXXQRFi5ciGXLluH4449HRUUF3nnnHfzxj3/EXXfdhc9//vP45S9/if/+7//GGWecgQkTJmD37t34xS9+gcGDB5sMiV5y0kkn4Y477sBnP/tZnH322di6dSvuvfde7L///lixYoXt/JkzZ2LKlCn44x//iMmTJ+OQQw4pKq/Dhw/Ht7/9bSxcuBAnn3wyTjzxRCxduhRPPfWUzXuoFO69914cfvjhmDp1Kr7yla+gpaUFH3/8Mf71r39h06ZNWL58eUnXX7JkCX7zm99AVVXs2rULixcvxqOPPgpJkvDrX/8a06ZNM87Nt1zqnH322bjyyivx+OOP4+tf/zoqKipKSishhBASCYLbEJAQQggh2dC3s9f/VVZWaiNGjNCOO+447a677tI6Ojocf/fcc89pc+fO1WpqarTBgwdrp5xyirZ69WrbeTfeeKO23377abIsawC0trY2TdM07cknn9SmTZumVVdXa+PGjdNuueUW7YEHHjCd48bYsWNNaRb/jR07NmeezzvvPK2uri7rOW1tbRoA7bbbbjOO7d27V7v88su1kSNHajU1NdrcuXO1f/3rX9q8efO0efPmmX7/5z//WTvooIO0ZDKpAdAefPBB47tXX31VO+6447RBgwZpdXV12rRp07S77747Z/q+//3va07Dqp///OfarFmztJqaGm3QoEHa1KlTtSuvvFLbvHmzpmmatmTJEu2ss87SxowZo1VVVWlNTU3aySefrLW2tuZ8VvPmzdMOPvjgnOedd955tmd///33awcccIBWVVWlTZo0SXvwwQdd86BpmnbrrbdqALSbbrrJ9T658qppmqYoinb99dcbOh111FHaqlWrtLFjx2rnnXdezrwA0P7zP/8z53nvvfeedu6552ojRozQKioqtP322087+eSTtT/96U/GOXr9Wrx4cc7raVqm3On/ksmkNnToUO1Tn/qUdvXVV2vvv/++7TeFlEudE088UQOgvfbaa3mlixBCCIk6kqYV4Z9OCCGEEEIGDHfddRcuvfRSbNiwwRR7jHjPGWecgZUrV+Ldd98NOimEEEJIWWCMKUIIIYQQ4oqmabj//vsxb948GqV8ZsuWLfjb3/6Gc845J+ikEEIIIWWDMaYIIYQQQoiNzs5OPPnkk/jHP/6BlStX4s9//nPQSYotbW1t+Oc//4n//d//RUVFBS666KKgk0QIIYSUDRqmCCGEEEKIjW3btuHss8/GkCFDcM011+DUU08NOkmx5aWXXsIFF1yAMWPG4Je//GXWHSgJIYSQuMEYU4QQQgghhBBCCCEkEBhjihBCCCGEEEIIIYQEAg1ThBBCCCGEEEIIISQQYh9jSlVVbN68GYMGDYIkSUEnhxBCCCGEEEIIISTWaJqG3bt3Y9SoUZDl7D5RsTdMbd68GaNHjw46GYQQQgghhBBCCCEDig8++ADNzc1Zz4m9YWrQoEEA0g9j8ODBAadm4KGqKrZs2YKRI0fmtJKS4KBO0YFahRvqE36oUTSgTtGAOoUfahR+qFF0oFaF0dHRgdGjRxs2mWzEfle+jo4ONDQ0oL29nYYpQgghhBBCCCGEEJ8pxBZDMx/xFUVRsGbNGiiKEnRSSBaoU3SgVuGG+oQfahQNqFM0oE7hhxqFH2oUHaiVf9AwRXxF0zS0t7cj5o55kYc6RQdqFW6oT/ihRtGAOkUD6hR+qFH4oUbRgVr5Bw1ThBBCCCGEEEIIISQQaJgihBBCCCGEEEIIIYFAwxTxFVmW0dLSwl0LQg51ig7UKtxQn/BDjaIBdYoG1Cn8UKPwQ42iA7XyD+7KRwghhBBCCCGEEEI8g7vykdCgKAqWL1/OnQtCDnWKDtQq3FCf8EONogF1igbUKfxQo/BDjaIDtfIPGqaIr2iahu7ubu5cEHKoU3SgVuGG+oQfahQNqFM0oE7hhxqFH2oUHaiVf9AwRQghhBBCCCGEEEICgYYpQgghhBBCCCGEEBIIDH5OfEXTNLS3t6OhoQGSJAWdHOICdYoO1CrcUJ/wQ42iAXWKBtQp/FCj8EONogO1KoxCbDE0TBFCCCGEEEIIIYQQz+CufCQ0pFIpLF68GKlUKuikkCxQp+hArcIN9Qk/1CgaUKdoQJ3CDzUKP9QoOlAr/6BhivgOt9OMBtQpOlCrcEN9wg81igbUKRpQp/BDjcIPNYoO1MofaJgihBBCCCGEEEIIIYFAwxQhhBBCCCGEEEIICQQGPye+omkauru7UVNTw50LQgx1ig7UKtxQn/BDjaIBdYoG1Cn8UKPwU6xGW9q70ba9E+OH1WFkQ42PKSQ6rE+FUYgtJlmmNJEBTGVlZdBJIHlAnaIDtQo31Cf8UKNoQJ2iAXUKP9Qo/BSq0SOLN+Lqx1ZC1QBZAhYumIoz54zxKXVEhPXJH7iUj/iKoihobW1lkLiQQ52iA7UKN9Qn/FCjaECdogF1Cj/UKPwUqtGW9m7DKAUAqgZc89gqbGnv9jGVBGB98hMapgghhBBCCCGEkAjQtr3TMErpKJqGDdu7gkkQIR5AwxQhhBBCCCGEEBIBxg+rg2wJb5SQJIwbVhtMggjxABqmCCGEEEIIIYSQCDCyoQYLF0w1PksAblowhQHQSaThrnzEVzRNg6IoSCQS3LkgxFCn6ECtwg31CT/UKBpQp2hAncIPNQo/xWo07qq/AQC+9Kkx+NEZU3OcTbyA9akwCrHF0GOK+E5vb2/QSSB5QJ2iA7UKN9Qn/FCjaECdogF1Cj/UKPyUolHCuq6P+Arrkz/QMEV8RVEUrFixgjsXhBzqFB2oVbihPuGHGkUD6hQNqFP4oUbhp1SNunqpbblgffIPGqYIIYQQQgghhJAI0t1HIwmJPjRMEUIIIYQQQgghEWQvPaZIDKBhivhOIpEIOgkkD6hTdKBW4Yb6hB9qFA2oUzSgTuGHGoWfUjSix1R5YX3yB+7KRwghhBBCCCGERAh9V76ZY4bg8W/MDTg1hNjhrnwkNGiahl27diHm9s/IQ52iA7UKN9Qn/FCjaECdogF1Cj/UKPyUqlE3l/KVDdYn/6BhiviKoihYu3Ytdy4IOdQpOlCrcEN9wg81igbUKRpQp/BDjcJPqRr1pFSPU0TcYH3yDxqmCCGEEEIIIYSQCNLVmwo6CYSUDA1ThBBCCCGEEEJIBOFSPhIHaJgiviJJEmpqaiBJUtBJIVmgTtGBWoUb6hN+qFE0oE7RgDqFH2oUfkrVaG8fl/KVC9Yn/+CufIQQQgghhBBCSITQd+UDgA03nxRgSghxhrvykdCgqiq2bt0KVaUlP8xQp+hArcIN9Qk/1CgaUKdoQJ3CDzUKP9QoOlAr/6BhiviKqqpYv349K2/IoU7RgVqFG+oTfqhRNKBO0YA6hR9qFH6oUXSgVv5BwxQhhBBCCCGEEBJRYh6dhwwAaJgihBBCCCGEEEIiSk+KHjwk2tAwRXxFkiQ0NDRw54KQQ52iA7UKN9Qn/FCjaECdogF1Cj/UKPwUq1FVMjOV7+pVvE4WcYD1yT+4Kx8hhBBCCCGEEBIhDrruacMg9c+rjsF+Q2oCThEhZrgrHwkNqqpi06ZNDBAXcqhTdKBW4Yb6hB9qFA2oUzSgTuGHGoWfYjUS3Uu6e1Mep4o4wfrkH4Eapl5++WWccsopGDVqFCRJwhNPPGE7Z82aNTj11FPR0NCAuro6zJkzBxs3bix/YklRsPJGA+oUHahVuKE+4YcaRQPqFA2oU/ihRuGnaMMUMpYpLuUrD6xP/hGoYaqzsxPTp0/Hvffe6/j9e++9h8MPPxyTJk3Ciy++iBUrVuDaa69FdXV1mVNKCCGEEEIIIYSEjw8+6Qo6CYSURDLIm8+fPx/z5893/f673/0uTjzxRNx6663GsQkTJpQjaYQQQgghhBBCSChJKRmPqf/63VLs6UnhzDljAkwRIcUTqGEqG6qq4m9/+xuuvPJKnHDCCVi6dCnGjx+Pq6++Gqeffrrr73p6etDT02N87ujoAACkUimkUum1t7IsQ5ZlqKpqcsPTjyuKAjEmvNvxRCIBSZKM64rHAUBRlLyOJ5NJaJpmOi5JEhKJhC2NbsfDmidVVdHY2AhVVaEoSizyRJ2ikac46qQoiqGVfp845ClX2qOUJ0mSjLqUSqVikae46STLMoYNG2ZoFIc8Uado5Ik6RSNPcdNJVVUMHz7cdp0o5wmIl0762E6W5bzz9FFHD1JqJg2aBlz92Eocvn8j9tunLvA86cRJJ4D1qdA8WdOVjdAaprZu3Yo9e/bg5ptvxg9/+EPccsstePrpp7FgwQL84x//wLx58xx/t3DhQlx//fW240uXLkVdXR0AYPjw4ZgwYQLa2tqwbds245zm5mY0Nzdj3bp1aG9vN463tLSgqakJq1atQnd3t3F80qRJGDJkCJYuXWoScdq0aaisrERra6spDbNnz0Zvby9WrFhhHEskEpgzZw7a29uxdu1a43hNTQ2mT5+O7du3Y/369cbxhoYGTJ48GZs3b8amTZuM42HP044dO2KXJ4A6RSFPQPx0AoCurq7Y5SkOOu3evRs7duzAjh07YpOnOOo0bNgwLFmyJFZ5ok7RyBN1ikae4qjTrl27YpenuOkky3LeOm3oqoQVVQNeX/UePnfEtNDkKY46sT7ln6fOzk7ki6SJJrcAkSQJjz/+uOENtXnzZuy3334466yz8Nvf/tY479RTT0VdXR1+97vfOV7HyWNq9OjR2LFjh7FF4UCxUIYhT319fXj//fcxduxYJBKJWOSJOkUjT3HUSfeYev/99zFu3DhUVFTEIk+50h6lPCmKgvXr12Ps2LGQZTkWeYqbTrIsY/369RgzZgxkWY5FnqhTNPJEnaKRp7jppKoqPvjgA4wbN8507SjnCYiXTvrYbsKECZAkKW+PqcNvfdF0XVkCXrnyKHpMsT6FRqeOjg40Njaivb3dsMW4EVqPqWHDhiGZTOKggw4yHZ88eTJeffVV199VVVWhqqrKdjyZTCKZNGdXf3hWdMHyPW69bjHHJUlyPO6WxkKPB5UnWZaxY8cOjB8/3rhX1PNEnaKRpzjqlEwmkUqlDK2KSXsY85RvGqOQJ03TDH3E76Ocp7jplEqlsH37dowbNy7vcUHY8wRQp2KOUyfq5HY8TjqlUils27YNY8eOjU2edOKikzi2c5qzOqWxeWgSspT2kgIASQIWLpiK/fapC0WeROKiE8D6VOhxt/s7EeiufNmorKzEnDlz8Pbbb5uOr1u3DmPHjg0oVYQQQgghhBBCSLDIkmT8fc38SQx8TiJNoB5Te/bswbvvvmt8bmtrw7JlyzB06FCMGTMGV1xxBc4880wceeSROProo/H000/jL3/5C1588cXgEk0IIYQQQgghhASIGI+nodYec4qQKBGoYaq1tRVHH3208fmyyy4DAJx33nl46KGHcMYZZ+BnP/sZFi5ciIsvvhgTJ07Eo48+isMPPzyoJJMCkWUZzc3Njm5+JDxQp+hArcIN9Qk/1CgaUKdoQJ3CDzUKP8VqZAoVHYqo0fGH9ck/QhP83C86OjrQ0NCQV8AtQgghhBBCCCEk7Iy/+m/QZ/K3fG4ql/KR0FGILYamPuIriqJgzZo1tsj/JFxQp+hArcIN9Qk/1CgaUKdoQJ3CDzUKP8VqZHKYirWrSXhgffIPGqaIr2iahvb2dsTcMS/yUKfoQK3CDfUJP9QoGlCnaECdwg81Cj9eaER1ywPrk3/QMEUIIYQQQgghhEQEq2GEdhISdWiYIoQQQgghhBBCIopGnykScWiYIr4iyzJaWlq4c0HIoU7RgVqFG+oTfqhRNKBO0YA6hR9qFH6K0cjqIUWPqfLA+uQfyaATQOKNLMtoamoKOhkkB9QpOlCrcEN9wg81igbUKRpQp/BDjcJPMRpZ7VC0S5UH1if/oKmP+IqiKFi+fDl3Lgg51Ck6UKtwQ33CDzWKBtQpGlCn8EONwk8xGtmCb9NlqiywPvkHDVPEVzRNQ3d3N3cuCDnUKTpQq3BDfcIPNYoG1CkaUKfwQ43CTzEaWc9UKW9ZYH3yDxqmCCGEEEIIIYSQiGB3mKKhhEQbGqYIIYQQQgghhJCIQrMUiTo0TBFfSSQSmDRpEhKJRNBJIVmgTtGBWoUb6hN+qFE0oE7RgDqFH2oUforRSLOYougwVR5Yn/yDu/IRX5EkCUOGDAk6GSQH1Ck6UKtwQ33CDzWKBtQpGlCn8EONwk8xGtmW8nmXHJIF1if/oMcU8ZVUKoXFixcjlUoFnRSSBeoUHahVuKE+4YcaRQPqFA2oU/ihRuHHC40YY6o8sD75Bw1TxHe4nWY0oE7RgVqFG+oTfqhRNKBO0YA6hR9qFH4K1Yh2qOBgffIHGqYIIYQQQgghhJCIwBhTJG7QMEUIIYQQQgghhEQUq6GKkKhBwxTxlUQigWnTpnHngpBDnaIDtQo31Cf8UKNoQJ2iAXUKP9Qo/BSjkS34Oe1SZYH1yT9omCK+U1lZGXQSSB5Qp+hArcIN9Qk/1CgaUKdoQJ3Cjx8abWnvxmvvbceW9m7Prz0QKVQjqx2KdqnywTbPH2iYIr6iKApaW1sZJC7kUKfoQK3CDfUJP9QoGlCnaECdwo8fGj2yeCPm3vwCzv7FG5h78wt4ZPFGz649EClGI+sufCpdpsoC2zz/oGGKEEIIIYQQQkhOtrR34+rHVkLtt4OoGnDNY6voOVVmbB5TtEuRiEPDFCGEEEIIIYSQnLRt7zSMUjqKpmHD9q5gEjRAoSGKxA0apgghhBBCCCGE5GT8sDrIkvlYQpIwblhtMAkiAOxL+wiJGpIW81Lc0dGBhoYGtLe3Y/DgwUEnZ8ChaRoURUEikYAkSbl/QAKBOkUHahVuqE/4oUbRgDpFA+oUfvzQ6JHFG/GdR1cCAGQJWLhgKs6cM8aTaw9EitGovasP0294xvh8+XEH4pvHHuBXEkk/bPMKoxBbDD2miO/09vYGnQSSB9QpOlCrcEN9wg81igbUKRpQp/DjtUZnzhmDfWorAAD/c84sGqU8oFCNNEuUqVh7moQMtnn+QMMU8RVFUbBixQruXBByqFN0oFbhhvqEH2oUDahTNKBO4ccvjeR+b5HG+ipPrzsQKUYj65qneK+BCg9s8/yDhilCCCGEEEIIIXmj9ltCYh4VJrTYduWjzxSJODRMEUIIIYQQQgjJG90MQrtUMFgNgtSBRB0apojvJBKJoJNA8oA6RQdqFW6oT/ihRtGAOkUD6hR+/NBIVdOWEJUGEU8oVCO7xxQpF2zz/IG78hFCCCGEEEIIyZupP1iE3XtT+P1XD8WhLY1BJ2fAsX1PD2b/8Dnj88XH7I/Ljp8YYIoIscNd+Uho0DQNu3bt4vrzkEOdogO1CjfUJ/xQo2hAnaIBdQo/fmmkX47Sl04xGtmCn3ucJuIM2zz/oGGK+IqiKFi7di13Lgg51Ck6UKtwQ33CDzWKBtQpGlCn8OOXRgx+7h3FaGQNdq5Sh7LANs8/aJgihBBCCCGEEJI3hsdUsMkYuFg9pigEiTg0TBFCCCGEEEIIyRvdQ4eeOsHA4OckbtAwRXxFkiTU1NRAkqSgk0KyQJ2iA7UKN9Qn/FCjaECdogF1Cj9+aaQbQmiXKp1iNLLFmKIOZYFtnn8kg04AiTeJRALTp08POhkkB9QpOlCrcEN9wg81igbUKRpQp/Djl0YaPaY8wwuNrDGniD+wzfMPekwRX1FVFVu3boWqqkEnhWSBOkUHahVuqE/4oUbRgDpFA+oUfvzSiDGmvKMYjWyGKApRFtjm+QcNU8RXVFXF+vXrWXlDDnWKDtQq3FCf8EONogF1igbUKfz4pRF35fOOYjSyLeXzOE3EGbZ5/kHDFCGEEEIIIYSQvNENIZyfB4Mt+DkNhCTi0DBFCCGEEEIIISQvNE3jUr6AsRqiaJciUYeGKeIrkiShoaGBOxeEHOoUHahVuKE+4YcaRQPqFA2oU/jxQyPRCMLg56VTjEZcyhcMbPP8g7vyEV9JJBKYPHly0MkgOaBO0YFahRvqE36oUTSgTtGAOoUfPzQSjSC0S5WOFxpRh/LANs8/6DFFfEVVVWzatIkB4kIOdYoO1CrcUJ/wQ42iAXWKBtQp/PihkeglxdhGpeOFRvRcKw9s8/yDhiniK6y80YA6RQdqFW6oT/ihRtGAOkUD6hR+/NBItIHQHFI6xWhEO1QwsM3zj0ANUy+//DJOOeUUjBo1CpIk4YknnnA992tf+xokScKdd95ZtvQRQgghhBBCCMkgeufQUycYNFiDn1MHEm0CNUx1dnZi+vTpuPfee7Oe9/jjj+P111/HqFGjypQyQgghhJBosqW9G6+9tx1b2ruDTgoJKSwjxCtoDwkGBj8ncSPQ4Ofz58/H/Pnzs57z4Ycf4pvf/CYWLVqEk046qUwpI14hyzKGDx8OWeaq0TBDnaIDtQo31Cf8xF2jRxZvxNWPrYSqAbIELFwwFWfOGRN0sgom7joFiZdlhDqFHz80oseUtxSjkfWpU4bywDbPP0K9K5+qqjjnnHNwxRVX4OCDD87rNz09Pejp6TE+d3R0AABSqRRSqRSAdIGSZRmqqprWh+rHFUUxuUO6HU8kEpAkybiueBwAFEXJ63gymYSmaabjkiQhkUjY0uh2PKx5UlUVY8eOhaqq0DQtFnmiTtHIUxx10o+PHTvWuE9c8pQt7VHKkyRJRl1SVTUWeYqjTi0tLVAUxUhPHPKkaRo2fdJpGBwAQNWAax5bicNahmJkQ3Xk8hRXnYKsT1va99rKyNVCGaFO4dDJ6zxNmDABmqaZrlNKnvr6MtdR+s+hTqXlaezYsZBlOe88Wa+pqCpSqVSo8gTETyfA+/oUhjz5pZM1XdkItWHqlltuQTKZxMUXX5z3bxYuXIjrr7/ednzp0qWoq6sDAAwfPhwTJkxAW1sbtm3bZpzT3NyM5uZmrFu3Du3t7cbxlpYWNDU1YdWqVejuzrg8T5o0CUOGDMHSpUtNIk6bNg2VlZVobW01pWH27Nno7e3FihUrjGOJRAJz5sxBe3s71q5daxyvqanB9OnTsX37dqxfv9443tDQgMmTJ2Pz5s3YtGmTcTzMeerq6kJtbW2s8kSdopGnOOoEAF1dXRg6dChmzJgRmzwB8dBp586dWLZsGWpra2OTp7jpNGvWLKxevRp79uyJTZ50nZ55LWNw0FE04JnXluLg4RWRylOcdQqyPr21rc9WRlShjFCncOjkZZ5kWUZjYyP22WcfrFu3zpM8vb/5Y+P4zp27AIymTiXmqbu7G/PmzUNHR0deedqNGtM1t27ditbWrlDlKY46+VGfgs6Tnzp1dnYiXyQtJJHSJEnC448/jtNPPx0A8H//93846aSTsGTJEiO21Lhx43DJJZfgkksucb2Ok8fU6NGjsWPHDgwePBjAwLFQhiFPvb29WLJkCQ455BAkk8lY5Ik6RSNPcdRJURQoimJoVVVVFYs85Up7lPLU19eH1tZWHHLIIcZ1o56nuOkEAIsXLzY0ikOeRI+peT9+yWR4SEjAi9+eFzmPKSC+OgXtMXXkbS+ZlgHJEvBSfxmhTuHQycs8KYqCpUuXYtasWZAkyZM87erswSE/egEA8OPPT8PnZ4+mTiXkSR/bzZkzB4lEIq88tW3vxHF3vmp8PmtOM2487eDQ5EknTjrpf3tdn4LOE+CfTh0dHWhsbER7e7thi3EjtB5Tr7zyCrZu3YoxY8YYxxRFweWXX44777wTGzZscPxdVVUVqqqqbMeTySSSSXN29YdnRRcs3+PW6xZzXJIkx+NuaSz0eFB5Eidm+r2inifqFI08xVEn/biuVTFpD2ue8kljVPKk6yN+H/U8xUmnVCrlqFExaQ9LnoC0TqMb67FwwVR859GVxvGbFkzF6Mb6vNMeljzFWacg69PoxnqcOmMU/rxsc/q4JOGmBVNsZYQ6xavdA7zNUyIhXKd/ch71PAWtk27kyDdPkmxJgyTnNe6gTsyT23E/8uR2fydCG7XrnHPOwYoVK7Bs2TLj36hRo3DFFVdg0aJFQSePEEIIISR0iEGsJ40YFMnA58RfZo4eAgCYMboBr151NMsIKRgGPw8DtvDngaSCEK8I1GNqz549ePfdd43PbW1tWLZsGYYOHYoxY8agsbHRdH5FRQVGjBiBiRMnljuppEhkWUZzc7OjNZWEB+oUHahVuKE+4WcgaVRd4fxmNQoMJJ3Kjb7Us6GmEiMbarKfnAPqFH780Ehz/UCKoRiNrPZA2gfLA9s8/wjUMNXa2oqjjz7a+HzZZZcBAM477zw89NBDAaWKeIleeUm4oU7RgVqFG+oTfgaSRrKU+5ywMpB0Kje6h4sXni7UKfz4oRE9przFC40oQ3lgm+cfgZr6jjrqKGiaZvvnZpTasGFD1sDnJHwoioI1a9Y4Bssk4YE6RQdqFW6oT/gZSBolImyZGkg6lRsvDVPUKfz4oZFYdGgPKZ1iNLI+dxoIywPbPP+gDxrxFU3T0N7ebto9gIQP6hQdqFW4oT7hZyBpJEvRNUwNJJ3Kjb6UT9hMqWioU/jxQyONHlOeUoxGtqV8HqeJOMM2zz9omCKEEEIIiSFR9pgi/uGlxxQZmIglR2UxCgTNYopidSZRh4YpQgghhJAYEmWPKeIf+gSWE1lSLCajJgtSINg9pqgDiTY0TBFfkWUZLS0t3Lkg5FCn6ECtwg31CT8DSSM5wh5TA0mncqP2u7goHgU/p07hxg+NRC8pekyVTjEa2aovdSgLbPP8I9Bd+Uj8kWUZTU1NQSeD5IA6RQdqFW6oT/gZSBolomuXGlA6lRvFw6V81Cn8+KGRGF+HsXZKpxiNbEv5vEwQcYVtnn/Q1Ed8RVEULF++nDsXhBzqFB2oVbihPuFnIGkU5aV8A0mncmMEP/dgJkudwo8fGmn0mPIULzSigbA8sM3zDxqmiK9omobu7m42liGHOkUHahVuqE/4GUgaRXkp30DSqdzoz9SLZ0udwo8fGplCTHl21YFLMRpxV75gYJvnHzRMEUIIIYTEkESEPaaIf3BXPlIqKpfyhQ7KQKIODVOEEEIIITFBnCQmIuwxRfzDWMqnBpsOEl1EGwgNIsFAjykSN2iYIr6SSCQwadIkJBKJoJNCskCdogO1CjfUJ/zEXSNFCPgSZYepuOsUJPqufF54TFGn8OOHRmLZoedd6RSjkS34OXUoC2zz/IO78hFfkSQJQ4YMCToZJAfUKTpQq3BDfcJP3DVKqfHwmIq7TkHi5VI+6hR+/NCIwc+9pRiNbB5T1KEssM3zD3pMEV9JpVJYvHgxUqlU0EkhWaBO0YFahRvqE37irlGfklmfFeUYU3HXKUi83JWPOoUfPzQSvXOsnjukcLzQiDqUB7Z5/kHDFPEdbqcZDahTdKBW4Yb6hJ84a9SniEv5omuYAuKtU5B4HfycOoUfrzUSjZr01PGGQjWyPnbqUD7Y5vkDDVOEEEIIITEhpTCiNcmOPoHlRJYUi+idw9hGwWB97pSBRB0apgghhBBCYkKvYJhiUGLihF4uFAYHIkUi7ujIYhQMNo8pLuUjEYeGKeIriUQC06ZN484FIYc6RQdqFW6oT/iJu0YpYSlflA0PcdcpSBSPd+WjTuHGD43MHlOeXXbAUoxGDH4eDGzz/IOGKeI7lZWVQSeB5AF1ig7UKtxQn/ATZ43E4OdKxGcqcdYpSFSPl/JRp/DjtUbmXfmi3c6EhcI10rJ8In7CNs8faJgivqIoClpbWxkkLuRQp+hArcIN9Qk/cddIDH4e5dgvcdcpSDQPg59Tp/Djh0Zi0YlyOxMWvNCIMpQHtnn+QcMUIRFgS3s3XntvO7a0dwedFEIIISHG5DEV4aV8cSfIft3rXfnIwEMsOyxFwWCvvlSCRJtk0AkghGTnkcUbcdVjK6FpgCwBCxdMxZlzxgSdLEIIISEkpYqGqQATQlx5ZPFGXP3YSqgB9eu6vZJ2S1IsomGKBs5gsAU/pwwk4tBjipAQs6W9G1f3G6WA9CDymsdW0XOKEEKII72peCzliyt6v64G2K8bHlO0TJEiEUsOm5lgsAU/DyYZhHgGDVPEVxKJBGbPns2dC4qkbXun7Y2momnYsL3L0/tQp+hArcIN9Qk/cdfI5DEV4RljXHUqV7+eDdXjXfniqFOc8EMjzeQx5dllByzFaGR98cAXEeWBbZ5/0DBFfKe3tzfoJESW8cPqIEvmYwlJwrhhtZ7fizpFB2oVbqhP+ImzRikh+HnUY0zFUady9utueL2UL446xQ2vNTIFP6evjicUqpH1qUe8uY8UbPP8gYYp4iuKomDFihXcuaBIRjbUYOGCqcZnSQJuWjAFIxtqPL0PdYoO1CrcUJ/wE3eNeoXAUlGO/RJXnaz9OuBPv54NL4Ofx1WnOOGHRqIRJMLNTGjwQiPKUB7Y5vkHDVOEhBwxIOp1J09m4HNCCCGuiB5TKoOfhxKxH6+tTJS9X9cNCTQokGIRl41xCVkw2GJMUQcScWiYIiRC1FdVBJ0EQgghIaZPiUeMqYFCRaL8Q3HdUyrqSz1JcIhFh8UoGLiEksQNGqaI7zA4nHf4OYikTtGBWoUb6hN+4qyRaJiK+q5rcdZJpyIh5T7JYxQPg58DA0OnqOO1RqJRJMpLhsNEwRrZPKa8SwvJDts8f0gGnQASb5LJJObMmRN0MmJDyqdJBnWKDtQq3FCf8BN3jfrE4OcRnqnEXSedhDUSehlQPVzKN1B0ijJ+aKQxxpSnFKOR9bHTg6o8sM3zD3pMEV/RNA27du3iumePSCn+BAyhTtGBWoUb6hN+4q5RShWDnweYkBKJu046Sbn8Q3HNw+DnA0WnKOOHRipjTHlKMRrZY0x5nCjiCNs8/6BhiviKoihYu3Ytdy7wCL88pqhTdKBW4Yb6hJ+4a9SbisdSvrjrpBOMx5S3u/INBJ2ijB8amTymPLvqwMULjWgnKQ9s8/yDhilCIoRfhilCCCHxQOwnGNw6/CQDXMrH4kGKRTRqMsZUMFiX7nEpH4k6NEwREiE4ySCEEJKNPtFjihPG0BOkxxQQba86EhxiqWEzEwxcykfiBg1TxFckSUJNTQ0kqfwDrziSUvzpdahTdKBW4Yb6hJ+4a9SnxsOTIe466SQT5R+Ke+ntMlB0ijJ+aKSZypBnlx2wFKORPfg5KQds8/yDu/IRX0kkEpg+fXrQyYgNYlBbL6FO0YFahRvqE37irpG4SUaUvWzjrpNOAHYpiEOJUovIQNEpyvihkdmeGd12JiwUo5E1+DaDcZcHtnn+QY8p4iuqqmLr1q1QfTKoDDT8ijFFnaIDtQo31Cf8xF2jPiUeu/LFXSedRAC78nnpMTVQdIoyfmgkti2UvnSK0cjmMRXh9j5KsM3zDxqmiK+oqor169ez8paA+AZEfBPuJdQpOlCrcEN9wk/cNepT4rGUL+466QQR/Ny0o1qJRWSg6BRl/NBIY/BzTylKI2uMKW+TRFxgm+cfNEwREnLE/p678hFCCMlGX0yW8g0Ugg5+rtCoQIpAbFpYgsIBl/KRqEPDFCEhR+xmOMkghBCSDXGTDO64Fn4qEgHvysfJLCkCekwFj2YxCVIFEnVomCK+IkkSGhoauHNBCZiW8vk0yaBO0YFahRvqE37irlFcYkzFXSedIGJMiRv8aiWuRhkoOkUZPzRi7HNvKUYjqz2Q9sHywDbPP7grH/GVRCKByZMnB52MSCNOLPyKMUWdogO1CjfUJ/zEXaM+NR7LtOKuk04wMaa883YZKDpFGT80otedtxSjkc0w5WF6iDts8/yDHlPEV1RVxaZNmxggrgREV10/d+WjTtGAWoUb6hN+4q5RX0rwmIqwy1ScdRJ1CTrGlBe78sVVp7jgh0amAPqeXXXgUoxGtudOA2FZYJvnHzRMEV9h5S0dU/BzhYapgQ61CjfUJ/zEXaOUkK8oe0zFWac+IU9BeEyJj7RU22WcdYoLfmhkNm56dtkBS1GGKUv7ThnKA9s8/6BhipAIweDnhBBCstHL4Oehp0+Jj8cUIdwNLhxQBhJ1AjVMvfzyyzjllFMwatQoSJKEJ554wviur68P3/nOdzB16lTU1dVh1KhROPfcc7F58+bgEkxIAJg8pmidJ4QQkoVUTIKfxxlRo2BiTGX+pmGKFINYbliEgsH62K279BESNQI1THV2dmL69Om49957bd91dXVhyZIluPbaa7FkyRI89thjePvtt3HqqacGkFJSLLIsY/jw4ZAD2HUmLphiTPm0lI86RQdqFW6oT/iJu0ZiPxFlL9s46yR6TMkB7OykeLgMK846xQU/NKJx01uK0cj62PnuujywzfOPQHflmz9/PubPn+/4XUNDA5599lnTsXvuuQf/9m//ho0bN2LMmDHlSCIpEVmWMWHChKCTEXq2tHejbXsnxg+rw8iGGtN3Zo8p/wxT1CkaUKtwQ33CT9w12tOTMv6O8oQxzjr1CR5TQShkWspX4rgizjrFBT80EotNhJuZ0FCcRrljTGWbX3iB39cPI2zz/CNSpr729nZIkoQhQ4YEnRSSJ6qq4r333mOAuCw8sngj5t78As7+xRuYe/MLeGTxRtP3Ykfj11I+6hQdqFW4oT7hJ84aPbJ4I1Zv6TA+i0vGokacdRK92oKIz6N5aFSIs05xwQ+NGKfMW4rRyPrYrW1JrvlFqfh9/bDCNs8/AvWYKoS9e/fiO9/5Ds466ywMHjzY9byenh709PQYnzs60gO0VCqFVCr9FlGWZciyDFVVTYVKP64oiqlyux1PJBKQJMm4rngcABRFyet4MpmEpmmm45IkIZFI2NLodjyseerr68PWrVvR3NyMZDIZizx5qdOW9r24+rGVxpsnVQOufmwlDmsZipEN1ZBl2ZSXvpSKVCpFnfLIUxzrk6IoUBTF0KqqqioWecqV9ijlSdRHv27U8xQ3nQCYNIpDnpLJJDbv6sLVj600HVc04MOdndh3UFXk8gTEUydN09Dd22sc05dbljNPivC73r4+U76oU/zaPUVRsG3bNowZMyavtOeTJ/H6RrmiTkXnSR87jB07FpIk5ZUnsR4DaR1SqRRkWcbHu3ts84trHluJIw8cjqb6ypLztKW92/H6RxwwDE31labz46ST/rfX9SnoPAH+6WRNVzYiYZjq6+vDF77wBWiahvvuuy/ruQsXLsT1119vO7506VLU1dUBAIYPH44JEyagra0N27ZtM85pbm5Gc3Mz1q1bh/b2duN4S0sLmpqasGrVKnR3dxvHJ02ahCFDhmDp0qUmEadNm4bKykq0traa0jB79mz09vZixYoVxrFEIoE5c+agvb0da9euNY7X1NRg+vTp2L59O9avX28cb2howOTJk7F582Zs2rTJOB7WPK1Zswa7du3CkiVLUFtbG4s8eanTW9v6bPEdVA145rWlOHh4BVpaWlA9eB/ju/aO3WhtbaVOZdYpTHnSNA27du3C6tWrMXPmzFjkKU46dXR0GHVJkqRY5CluOs2cOROpVMrQKA55mjNnDt56f6tjvKDl723G0NSOyOUprjq1t7dj+YpVxvFdu3YBQFnztHdv5gXuqtWrsb02E+eKOsWv3ZPl9AKZjo4OvPPOO57kqa3tA+N4V/deAKBOJeRJ0zTjPvnmafPOhOmaXd3daG1txfDhw/ExGmz9gaIBG7Z3YdfmDSXn6b2tux2vv27zTmzsyJSNuOkE+FOfgs6Tnzp1dnYiXyQtJHt8SpKExx9/HKeffrrpuG6UWr9+PV544QU0NjZmvY6Tx9To0aOxY8cOw9NqoFgow5Cn3t5eLFmyBIcccgg9cRzytKV9L+b9+CVT4y5LwEvfnmd4TO3uUTD9+mcAANObG/Do1w6lTnnkKY71SfeY0rWix1T48tTX14fW1lYccsgh9JgKaZ4AYPHixYZGcciT7jF1+C3/sE0WXrniKIxsiKbHVBx10jQNyzd+gtPvex0AcNLUEbj3S7PKmqcjb3sJm9vTxoSnL56L/Zvqi84TEF+d4tLuKYqCpUuXYtasWYbxsNQ8/faN9/G9P68GABwzaTgeOP/fqFOJHlNLlizBnDlzkEgk8srTU6s+xjd/v8z4fEBTPZ66eK7hMTX35hdM/UFCAl696hjPPKas/U1CAl75ztEDwmPK6/oUdJ4A/3Tq6OhAY2Mj2tvbs656A0LuMaUbpd555x384x//yGmUAoCqqipUVVXZjieTSSST5uzqD8+KLli+x63XLea4JEmOx93SWOjxoPJUUVGB0aNHo6KiwkhX1PPkpU6jG+txw2lT8L0n0m9PZQlYuGAqRjdmBomalmloFE0z3Z86Daz6lEwm0+WmX6ti0h7GPOWbxijkKZFI2OpSMWkPU57ippOqqo4aFZP2sOQJAEYNqcXCBVPxnUfNy/lGDKlBMhG9PMVVJ0mSoEpiWqSsafQjT6LtUk4kHNNJneLT7smybCy19CLtsixDEo7rc2TqVHye9LGdLMt550mS7Tt66r8b2VBj6g8kCbhpwdSsAcoLyZPe31z16EpoSLdiNy2YilFDah2vERed9DR4XZ+CzpOOHzq53d+JQIOf79mzB8uWLcOyZcsAAG1tbVi2bBk2btyIvr4+fP7zn0draysefvhhKIqCjz76CB999BF6hbX5JNzoldep0JI0Cw7Zz/j79189FGfOGWP63rQrn2J5Fe4R1Ck6UKtwQ33CT5w1OnPOGIwcUm06pvi0m6vfxFmnvlTmDbMWwL58XgaujrNOccEPjcRiE9EmJlQUo5Et+Lnl+zPnjMG4xrSh6L+O2t82vyiVM+eMwef65zCfn9Xs+fXDCts8/wj0iba2tmLmzJmYOXMmAOCyyy7DzJkzcd111+HDDz/Ek08+iU2bNmHGjBkYOXKk8e+1114LMtmkABRFwZo1axxdv0kasWMZVm/39jPvyudP70+dogO1CjfUJ/zEXSMZ5rfo4QjYUDhx1knsy4PQRxxKCKswiiLOOsUFPzQSlxJFtIkJFcVopD/3RL/nlFN0Hv07J69ZL6itSnvD1FQ6e/HEEbZ5/hHoUr6jjjoq6za5IQl/RUpAD+ZHLd0Rn4yT3Ul8dn69+aZO0YFahRvqE37irpG1n1Aims8469SrZKxBpXosFYPmocdUnHWKC35oJF6J2pdOMRrp58oSoMDZQKhfrqsv/53RCkFvP4Jox4KCbZ5/0AeNkIAxvXVyaOTMHlMlvtokhBASa6wThKgu5Ysz4rL8wD2mOLkiRaAG7PVHMki6l6yDDnr97u71x7tHLwbsZogX0DBFSMBoLn8bx8oQY4oQQkg8sBoaVM4YQkdKEWNMlR/RWMniQYqBxs3wILnbpQyP2S6fDFP6C3X2M8QLaJgiviLLMlpaWhggLgua4ATl1LeLgVH7FH88pqhTdKBW4Yb6hJ+4a2T1kIrqpDHOOolL+YJYDuJ18PO46hQX/NDIvJTPs8sOWIrRSH/ucr9lyqku6wstuvt88pjqv35U+5liYJvnH4HGmCLxR5ZlNDU1BZ2MUCManhwbduFQn4+78lGnaECtwg31CT9x1yguMabirFPQS/nEe5ZqGIuzTnHBD428jFNGitNInz/IusdUlji1fi3l09MwkBym2Ob5B019xFcURcHy5cu5c0EWzFvuZo8x5ZfHFHWKDtQq3FCf8BN3jazdSFRDE8ZZp76Ag5+L9yx1WBFnneKCHxqZjJueXXXgUoxGVo8pzUEJ3WDU1etX8HP9/4FTCtjm+QcNU8RXNE1Dd3c3dy7IQi536HLEmKJO0YFahRvqE37irpHVQyqqHlNx1qlPDBwdwP29XMoXZ53igh8aieWG2pdOMRrpp0pZPKb8D36uud47rrDN8w8apggJGPOufA7fC8PWXkVlQ0gIIcQVW4ypgbTGIiL0pcQYU+W/PwNXk1IRSw2bmGDQH7vcv5bP2TCV/t+/4Ofp/7n7K/ECGqYICRixLXd6s209xMafEEKIG7Zd+Wh4CB0pNeClfGr2F2KE5IIeU+FByvKdrpNfhin9+uxniBcUbJjq7u5GV1eX8fn999/HnXfeiWeeecbThJF4kEgkMGnSJCQSiaCTElpyBT+3HvMjADp1ig7UKtxQn/ATd42s7y6i+jIjzjr5tZFJvni5lC/OOsUFPzQyx0f17LIDlmI00g2CRoypLHMI33bl0/S0+HL5UMI2zz8KNkyddtpp+NWvfgUA2LVrFz71qU/h9ttvx2mnnYb77rvP8wSSaCNJEoYMGQJJymbPH+CInbtD725t7Pt8iGRLnaIDtQo31Cf8xF0j21K+iE4Y4qyTGPw8+KV8pV0rzjrFBT80MoWh8OyqA5diNLIt5XM4R59X+BX8XBuAHlNs8/yjYMPUkiVLcMQRRwAA/vSnP2HffffF+++/j1/96lf46U9/6nkCSbRJpVJYvHgxUil/GsQ4IDbl+bzZFmNTeAV1ig7UKtxQn/ATZ42cXm5EdcIQZ52C3JXP6lVRagyyOOsUF/zQSCw2XMpXOkVpZOzK1/8xywZKe/tUX+IN6tePaj9TDGzz/KNgw1RXVxcGDRoEAHjmmWewYMECyLKMQw89FO+//77nCSTRh9tpZieXO7S1rU/59PqbOkUHahVuqE/4iatG4uSgMpEe4kV1KR8QX53EHXbLPZ+zFgcvJpRx1SlOeK2Rpjn/TYqnUI30UCDGUj4HnymxfvuxnC8TY8rzS4catnn+ULBhav/998cTTzyBDz74AIsWLcLxxx8PANi6dSsGDx7seQIJiTu5Yj1YOxrxTSshhBCiI26gkUykJytRNkzFFTHGlNNk0k/swfHLensSE7yMU0aKQ3/smRhT9nPE+u1HAHTDMMWGhHhAwYap6667Dt/+9rcxbtw4/Nu//Rs+/elPA0h7T82cOdPzBBISd3It5bPFmAo4aCohhJBwIoYgrOj3mOKcMXyYl/KV9972GGQsIKRwxFLDIhQOnNoS8WXFXl88pvT/WQhI6SQL/cHnP/95HH744diyZQumT59uHD/22GNxxhlneJo4En0SiQSmTZvGnQuyIK7NVxw9psykfPCYok7RgVqFG+oTfuKskdiHVOgeUxGdMMRZp5RoQSyzPNbiUGp8oDjrFBf80Eijx5SnFKNRJvi59YhwjqCNHx5TmRhTnl86tLDN84+CPaYAYMSIERg0aBCeffZZdHd3AwDmzJmDSZMmeZo4Eg8qKyuDTkKoMa/Tz96pAECvT0v5qFN0oFbhhvqEn7hqpJoMU9GPMRVXnXpTwU3qrffzYkgRV53ihNcaMcaU9xSqUeFL+bwP1j0Qd+UD2Ob5RcGGqR07duDYY4/FgQceiBNPPBFbtmwBAHz5y1/G5Zdf7nkCSbRRFAWtra0MEpcFsS13GiDaPaa8b/ypU3SgVuGG+oSfOGskxvnQY0xFdcesOOskekyVWx17jKnSUhBnneKCHxqJ5abccdLiSDEa2YOf2zEFP/cxxlREu5miYJvnHwUbpi699FJUVFRg48aNqK2tNY6feeaZePrppz1NHCEDAbFDzy/GFIOfE0IIsSP2IRVy9D2m4orYj5fbcOjHrnxk4CGWGjYxwaBX3X67lK0t0TTNNIfwJ/h5+n/2M8QLCo4x9cwzz2DRokVobm42HT/ggAPw/vvve5YwQsrNlvZutG3vxPhhdRjZUFO2+4qdhvMA0Xzso/a9Rd0nqPwRQryFdZm4oceTkiQgIUc7xlSc2b03s6Sm3PM56+5ZLB6kGEweUyEsRHo/WVeZQGevEsv+0ogx5eIxZW1bPmzv9jwN6gBdykf8oWDDVGdnp8lTSueTTz5BVVWVJ4kipNw8sngjrn5sJVQNkCVg4YKpOHPOmLLc2/zWyd6wWzuWb/5+KTp7UwWlL8j8EUK8g3WZZEOMOaIbplQ62YaKRxZvxCvvbDc+b9/TU9b7e72UjwxMwhxjSuwndeLcX8qGx5T5uLVu/+DPb6E6KXv6DPRbhK0MkGhS8FK+I444Ar/61a+Mz5IkQVVV3HrrrTj66KM9TRyJPolEArNnzw71zgVb2rtNHZiqAdc8tgpbfHiz4IRpVz6HV6dbO8yDVq3A9OWTvyjoRNJQq3Djpz5Bt1VxIc51SO9DEpIEqf8telQND3HUSa/DIpt2dpe1DtuX8pV2vTjqFDf80Egcu4aphbH2kzph7y+L0kizxJiytPWbd5nzqsH7Z6CHI4lqP1MMbPP8o2DD1K233oqf//znmD9/Pnp7e3HllVdiypQpePnll3HLLbf4kUYScXp7e4NOQlbatnfaOjBF07Bhe1dZ7i/e26lh/3CXPR2FpC/f/IVdJ5KBWoUbv/QJuq2KE3GtQ7phSpaB/k35Ir2UL246OdVhAGWtw9bJq3VpXzHETac44rVGucauQeFWx4Dw95eFaqRnU3JZyte2vdP2G6+fge6RG6YyUA7Y5vlDwYapKVOmYN26dTj88MNx2mmnobOzEwsWLMDSpUsxYcIEP9JIIoyiKFixYkWody4YP6wOkuVYQpIwbph9yao/CNtGOyy5cFoTX0j6xg+rM9x83X4fBZ1IGmoVbvzUJ5+6THIT5zpkWsqne0xFNChtHHVyqsMAylqHvQ5+Hked4oYfGoV1KZ9bHQPC3V8Wo1GmvdcPmL8fM9SeV6+fQSbGlGeXDD1s8/yjYMMUADQ0NOC73/0u/vCHP+Dvf/87fvjDH2LkyJFep42QsjCyoQanzhhlfE5IEm5aMKVsQRLFDt3pzfawenPsNllCQekb2VCDhQummo6VM3+EEG8Y2VCDK0+YaHxOFNgWkPij9yEJSYKsx5gaQBOGsOPUH49qqC5rHbbHmCrbrUmMEMtRmLxl9Drm9MI5bv2lZl3KZ/m+aXC16bME78cMuvRhKgMkuhQc/BwAdu3ahTfffBNbt26FanHxOPfccz1JGCHlZNbYffDnZZsBAK9edXR5d+UT/nZ6s61ZupofnT6l4MCFZ84Zg+88mo5r0VCdjGXwR0IGAidOHYWbn34bAPCPK47CmKF1AaeIhInMUj7JmKxwG+9wceacMfjN6xux8sN2AEBDbWVZ728tD5xQklIJWxE6c84YPLd6K55d8zEA4FPj98GdX5wZK6MUIO7K1//ZIoS1rp86Y5Tn43/uyke8pGDD1F/+8hd86Utfwp49ezB48GBjXSuQXuNKwxSxEoXgcGJ7Wu6OK5fHlPVQqYPYRMLZUTIKOpE01Crc+KmPOPjb1/I2lORPXOuQXj4SsrCUL8IThrjqlExkxs7WyaTfWG/nxf3jqlOc8FojsV0pdxnOh6qKzFi3oaYyEkapojWSnL1jrbq4rHAsCf0OA233V7Z5/lCwYeryyy/HhRdeiJtuugm1teFcp0vCQzKZxJw5c4JORqgxu0MXdn4xOHVM1Ck6UKtw47c+5smAb7eJNXGuQ6qxtCMdAB2IrsdUvHXK/F3uemwdQ5RaPuKsU1zwQyOxGIWxiTGnL4QJtFCMRtYYU9YVFlZdunq9j4k0ED2m2Ob5R8Expj788ENcfPHFNEqRvNA0Dbt27Qrl2xSRINNn6jydlvLZ3oCUdj/JwTIVFZ0ItQo7fusT1p2QokSc65CxlE/KLOWLajmJs05inqyTSb/xOsZUnHWKC35opAZYhvNBTF8qjJYzC8VolFnK1x9jKsfGBt19fhim4HjvOMM2zz8KNkydcMIJaG1t9SMtJIYoioK1a9eGfueCIJsWsUN3enNpfwNSamrtlqmo6ESoVdjxWx9xIBSBsXYoiXMd0pdTJGQJCTnahqlY6xSg56Mfu/LFVae44IdG5pcknl3WM8RyHQWv0WI0ygQ/7/9s+d5at/3wmNLT4BSKJK6wzfOPvJbyPfnkk8bfJ510Eq644gqsXr0aU6dORUVFhencU0891dsUEhJzcrkbe93WO3lMEUKiAT2mSDYUY6IiBj8PMkXECTEeS7nrsfUtP5sRUhzhXlZuit8aAcNUKRjxnnOssOBSPhJ28jJMnX766bZjN9xwg+2YJEm0HhJSIDkNU5bPfsSYIoREA3GA7bT0lwxsjBhTMiLvMRVnzMugyovVs4HlgxSDaFwN45ImsXuMwlK+YsgVY8pqkOvuTXmeBr0chLAIkAiSl2FKHWih9olnSJKEmpoa0+6NYSTIBtW8lM/+vXXQ6EeMqajoRKhV2PFbn0I3SyB24lyHdGNlQpKMyUpUDZix1knsyMu9lM8yzih1CU6cdYoLfmgkjl3DaNw0LXuPQBtYikb5xpjyZSmfy73iDNs8/yh4Vz5CCiGRSGD69OlBJyMngcaYKnApX6n9q+TgMxUVnQi1Cjt+6xO1nYbCSJzrkBH8XBaW8kW0nMRZpyCX5Hr9sivOOsUFPzRSg7Ot5kXUgp8Xo5FuHDQMU9bvLQe6fYwxNZDGI2zz/KPg4OcXX3wxfvrTn9qO33PPPbjkkku8SBOJEaqqYuvWrfS6y4LYlDu/1bEOIkt9u2k/Rp2iA7UKN37rY/aYGjgDQS+Jcx3SuxBZEoKfR2BS5kS8dQpuKZ/tZVeJ5SPOOsUFPzTKtaN00IhJikKMqWI00jUwQkzlWKbb1ad4vuzSiDE1gKo/2zz/KNgw9eijj2Lu3Lm244cddhj+9Kc/eZIoEh9UVcX69etDX3mDXB8v3tvpzbb1UMlL+RyORUUnQq3Cjt/6BLmbV1yIcx3Sy0dCCH4egTmZI3HWybSSr9xL+WyT1xKvF2Od4oIfGmkBGlfzQUxTVAxThWqk58rNY8qabUXV0Kd4bZjS/w//M/YKtnn+UbBhaseOHWhoaLAdHzx4MLZv3+5JoggJknK/+TG59Dvc2/Pg51wTTUhkidoW2KS8mJbyyZLpGAkPpk0MyjyhY/Bz4gViqQljEdIGQF9pC37uYIgCgLrKhHHM6+V83JWPeEnBhqn9998fTz/9tO34U089hZaWFk8SRUiQlL9xLdBjyu/kEEJCS5CxaUj40fsQWQISevBzlpPQEaTno9VDPIw7qpHwYy7D4StD5hhT8fRsscaYAiyebP1/VyZlVPR3CF19Hu/MZ3hMeXtZMjApOPj5ZZddhv/6r//Ctm3bcMwxxwAAnn/+edx+++248847vU4fiTiSJKGhoSFSXjrlblzNwYydvvf27abbrnxR02mgQq3Cjd/6iF6VIZwLRII41yG9v0jEwGMq3jqJfwfnpQ14sytfXHWKC35opOYYuwaNaIsKY/qsFKNRJsaUZDomGS8l0v/LkoSaigT6lJTnO/Ppc5IwGif9gm2efxRsmLrwwgvR09ODH/3oR7jxxhsBAOPGjcN9992Hc8891/MEkmiTSCQwefLkoJORkyB3usoV/DzXLhuF4tSORkUnQq3Cjt/60GOqdOJch5T+yZgcgxhTcdYpyODn1nFGqeUjzjrFBT80MseYCl8jEzWPqVI0Esf1pjlF/zOQJAm1lUl07E35sJTP/P9AgG2efxS8lA8Avv71r2PTpk34+OOP0dHRgfXr19MoRRxRVRWbNm0KfYA4sVMtv1t95m+nN9v24OfeJzAqOhFqFXb81kes/wNpIOglca5Deh+SkCUkDMNUNAtKnHUKcimftd0otXzEWae44IdGubz9g8a8a2Bw6ciXUjSSRcOUw869sgTU9seZ8stjKqqeucXANs8/CjZMHXPMMdi1axcAYPjw4aivrwcAdHR0GEv7CNGJYuUt9yDeFMzYKcaU5U1UqamTHPbli6JOAxVqFW781oceU6UT5zokTkSivpQv3jqJf5fZS9sWY6q068VZp7jgi2HK9EI3fG2MmL4oeEwVo5FmtPfCUj7T9zC+r67QDVPexpjS7zGQxiNs8/yjYMPUiy++iN7eXtvxvXv34pVXXvEkUYQESanxFgol57bR1rebJU4yZC6JJiSyiO1TuXcQJeFHFSYqCdl8jIQHU6y4Mt/btisf2xFSBOKcPIxNjFiso2qcz4VoeLIeA8wetLrHlF+78oWxDJDokXeMqRUrVhh/r169Gh999JHxWVEUPP3009hvv/28TR0hZcJkHCqzAVx8q+PUedrd7ku7H4P1ERJdVJObfoAJIaFEnIgYMaZYUEJHmJbylftlHIkH4tg1jMZv02qEmLaBeq5kWfSYsusiSUCNT0v5BqLHFPGPvA1TM2bMgCRJkCTJccleTU0N7r777oJu/vLLL+O2227D//3f/2HLli14/PHHcfrppxvfa5qG73//+/jFL36BXbt2Ye7cubjvvvtwwAEHFHQfEhyyLGP48OGQ5aLCmZUNp2CBQdy8PEv57ERFJ0Ktwo7f+jjFjyCFEec6JHpM6YapqBoe4q1T5u/y78rn7VK+OOsUF/zQyFSGPbuqd4jpS0XAMFWMRhmPKfsxwLwrnxFjqs8fj6mBNB5hm+cfeRum2traoGkaWlpa8Oabb2L48OHGd5WVlWhqakIikSjo5p2dnZg+fTouvPBCLFiwwPb9rbfeip/+9Kf45S9/ifHjx+Paa6/FCSecgNWrV6O6urqge5FgkGUZEyZMCDoZBRHkrnxOA9RyBD+Pok4DFWoVbvzWx7wF9sAZCHpJnOuQXj5kWULCiDEVYIJKINY6Bbgrn3UMUWo7Emed4oIfGuUMQxEwWsQ8pkrRyG0dRCYGFVBbmZ7yd3scY2og7srHNs8/8jZMjR07FgA8DfQ1f/58zJ8/3/E7TdNw55134nvf+x5OO+00AMCvfvUr7LvvvnjiiSfwxS9+0bN0EP9QVRVtbW0YP358qC3L2ZbHbGnvRuuGTyBJEkbvU4POXgXjh9VhZEON7by27Z2O3zmhn799T49xzHFXPutnH1ymoqITSWv15sp1UGob0dJUn1dZI96QTx33oi5lu0+QS4DiQpzbO907KiFl3qJv2tmFLe3djmU2nzJdaN/mFXHWyTypT38o13O2DuO92JXPL53cnok4Lps1dp8B2w/mW2b80MgeRF/DRx17A2krnMi143XYKEYjfUWFW4wp0WNKX8q37qM9rv1BMejloJQl40H1McUS574paPI2TFlZvXo1Nm7caAuEfuqpp5acKCDtofXRRx/hM5/5jHGsoaEBn/rUp/Cvf/2LhqmIoKoqtm3bhrFjx4a68poCkQqt+iOLN+KqR1fajEOyBCxcMBVnzhljnHf1YyuhavbvnBDPF0M+Ob3Z9vztpkOMqajoRIDfv7kR333iPWh4L6+yRrwh3zpeal3KdR/uylc6cW7vVCHG1LqPdwMA/rpiC/6+coutLOVTpgvt27zNS4x1srwMK+dztrYbpc7Z/dLJ7ZlYx2USgJs/N/D6wULKjB8aWcvR7xd/gO8+Hkxb4UTUYkwVo5GeRUnKHmNKliV8sKMLAPCnJZvw2NJNnulT6lK+IPuYYolz3xQ0BRum1q9fjzPOOAMrV66EJEnGpFmvFIrizdpVPbj6vvvuazq+7777mgKvW+np6UFPT8YDpaOjAwCQSqWQSqXdF2VZhizLUFXV5AGmH1cUxWQMcDueSCQgSZJxXfE4YH8WbseTySQ0TTMdlyQJiUTClka342HOk/5/mPOUEixCKVWFpmnY9EknvvPoSjihasDVj63E3AmNSCRko1EVvzvywOHYd1CVLe0f7+7BVY+tNDoU81sd1ZROWZZtRjGlP33F6NR/R+N3UdMpn+Nxrk+bPunE9/78llEmVA245rGVOKxlKEY2VEcyT1HQadMnnbY6bn3uYp7EfBWSpy3tex3bksNahmK/fWohyzJSwvPq7UtBVVXqVGCeAMQuT7pOfan08b19Cv757g7je7EsjRpSg617ek39kF6mxX4rW3kc2VBNnYrIk1GfhImyoqqOz3nuhEY0D63zPE96GTHur5jHHWHQya3s7T+8zvayUEOmXDYPrRsQ7V62utk8tM6WJ/1vTdNM1ykpTxZDxDWPm9uTqx9bicP3b8R++9QF0z+Jhqn+c8LcRojXy7fs6X9LUiYdfX0pqEm5f7yQ/j6lqHj13e2Z33nYloua67/NVyenfijb/CkMOol/e1qfwtQ/edzuWdOVjYINU9/61rcwfvx4PP/88xg/fjzefPNN7NixA5dffjl+/OMfF3o5z1m4cCGuv/562/GlS5eiri7dWA8fPhwTJkxAW1sbtm3bZpzT3NyM5uZmrFu3Du3t7cbxlpYWNDU1YdWqVeju7jaOT5o0CUOGDMHSpUtNIk6bNg2VlZVobW01pWH27Nno7e017XCYSCQwZ84ctLe3Y+3atcbxmpoaTJ8+Hdu3b8f69euN4w0NDZg8eTI2b96MTZs2GcfDmqc1a9Zg165dWLJkCWpra0Obpw82dRnHUykF3d3deOa1pciGqgEvtq5Cy4QJjjvnbdjeBWX3DluePkaD6xKcXe0dpmfc0tJiW8v3wQeb0N4+vGCddPZ270Vra2skdbLmaaDVp2deW2kra4oGPPPaUhw8vCKSeYqCTs+8tjTnc9fz1NHRYdQlSZIKytNb2/oc25JnXluKE2aOR3NzMz7cvNn4bvWaNRhTN5E6FZinmTNnIpVKGRrFIU+6Tm3vvw8A2P5Ju+2lhl6WDtt/GHZWDrf1Q0p/v9W1fTO2bduWtTwePLyCOhWRJ10nRRjI96UUx+f8z+Vv48yjD/E8T+982GO619bt203pD4NObmXviVdWOMbk0svl546YOiDavWx187z5n7blSffq6OjowDvvvONJnnbtyqQdsC8tVzVgxfot2G/W/oH0T319mcmwpgFr334bBx90UGjbCE3TjPvkW/a27+h/ESGk4/+WLMHYUftiwoQJ2LxlCwCgq3uva39QalveJxgdUqkU+vr68taps34/x3LjNn8Kg06AP/Up6Dz52e51dnYiXyStwEjKw4YNwwsvvIBp06ahoaEBb775JiZOnIgXXngBl19+OZYuzT6Zd02IJJl25Vu/fj0mTJiApUuXYsaMGcZ58+bNw4wZM3DXXXc5XsfJY2r06NHYsWMHBg8eDGDgWCjDkKe+vj589NFHGDFiBBKJRGjz9JPn3sG9L6Yr3CtXHoXmfWqx6ZNOHHHbS3BDloCXrzgKiYSMuTe/YBokyBLwz6uOcfWYOmzhC46Dq5OmjsBdZ043nf/ium248KFMo3L5cQfgv445oGCdxl/9dwDAAU31eOriuQCip1M+x+NcnzZ90okjb3vJVHYSEvDit+fRY8pnj6l5P37JVMetz13Pk6Io+PDDDzFixAjIslywx5RVX1kCXvr2PMNj6omlm3DJI8sBAI985d8wZ3wjdSowT7Is48MPP8S+++5rDDCjniddpwf/uR43/HUtjpo4DC+9vd2xLOkeU59e+IL52hLwqtBvbWnfiyN//JJp4qBfoxweU3HW6YDvPmXsFFZbKaO7T7U955evOMoXj6m/rfwI3+pvQwDgczNH4ZbPTS06T37otKV9r63NlSXgjxcdis//7HXH8AovfXvegPKYcusrnDymVFXF1q1bMXLkSNO1S8nTuQ+8iVcFr0wJsKXnlSuPCsxj6vg7XsK6rXuM42uuPx41VRWhbSNUVcVHH32E5uZmSJKUV9n7yXPv4t4X38MX54zG7xd/AABY+r1j0FBbBVmW8dLbH+O8B1ux//A6vLet07G8lNqWz7jxeezpSX//7o/mIyFLeeu0dU+vbT6Ubf4UBp0Af+pT0HkC/Gv3Ojo60NjYiPb2dsMW40bBHlOKomDQoEEA0kaqzZs3Y+LEiRg7dizefvvtQi/nyvjx4zFixAg8//zzhmGqo6MDb7zxBr7+9a+7/q6qqgpVVVW248lkEsmkObv6w7OiC5bvcet1izkuSZLjcbc0Fno8qDxVVlZizBjzWuEw5kkTIoJrmpQOdN5Yj89OGYGnV9mXjurroPUBwGXHT8SPF71t+k4P4GdN+8iGGhwzuQnPr9lqnK8PvjSHdFpNx5IkGW8lC9UpfT9zWYuSTvkej2t9Gt1Yj+MO2hfPrP44fT9Jwk0LpmB0Y33eaQ9bnqKg0+jGeixcMNVYQiIBuGnBVMfnnkgkbHUp37SPbqzHBYePxwOvtqW/629LxPuIsSQkOWH8ljoVdnz06NGO50Y5T+mykU5LfVUFTpsxCk8sS3vYWduKkQ01aKhJor07Zfpe7LdGN9bja/Mm4L4X33O8RjnyFFedxGVGEiRc9pkDcfuz69JptYwvvM6TZPmN5lK/g9RJb3P1cAoS0s9k1rhGXHvyQbjhr6uN3+jfieUy7u3e6MZ6nDRtJP66Iu0R41Q3rWlvbm52vG4xaU8fM8crPf7gfbHoLfPYZL996vLOU7HH3XRSref15yPMbYQ4dsin7Mn9O1yI4wI5kTTO0ec2VRUJzJ86An9fmZ7PeNmWiwYSVQOSLno46TSyocaxn3KbP+nHgtYJ8L4+hSFPgD/tXrY5qe13eZ/Zz5QpU7B8efpNy6c+9Snceuut+Oc//4kbbrghveyoAPbs2YNly5Zh2bJlANIBz5ctW4aNGzdCkiRccskl+OEPf4gnn3wSK1euxLnnnotRo0YZXlUk/CiKgjVr1tissmHDLaDwlFEZy25tRaa63PGFGabgfEdPHG78/feLj8gZuO+gkenrHnngMNzyuWnGccdd+RzcXEtBkuzHoqITAWaPHWL8/epVR4c+SGRcOHPOGBw9qQkA8PlZza7PvdS6dMJBmbiKiy450nYfc9DkEhuDAUqc2zu9TCRkCYcfkO6XpjU3OLYVNRWZwaJbW3JMf5mvq0yUvb2Jt07mv+dPHWl8/tPXPu3rc7bvplba9fzSSXwGFx4+zvh82oxRpvPuOmvGgOwHDxmzj/F3rrrph0aaxW/toJENAIDZY/cJxdjEWs5TpQ6efaYYjfQsyuK4XnP6XsKssUMBAIdNaPRUn1I3ZDlkbLocTx45KBTlJh/i3DcFTcEeU9/73veMtYI33HADTj75ZBxxxBFobGzEI488UtC1WltbcfTRRxufL7vsMgDAeeedh4ceeghXXnklOjs78dWvfhW7du3C4YcfjqeffhrV1dVulyQhQ18zXeCK0bLjNtkTd8lLCVmorjBbq7t7M43T8EF2jz23+w2rr8I+tZXCcfu51kN+PMqo6ETMZW/EYLaF5STRP/qrSLq/0ym1LonXbqipsH0veEzTMFUkcW7vDMOUJKG2f3vwqqTsuAW3WH7ctujWd/mTZans23jHVSfrtuoaNFMeB1Xb672n97c8z1LbkXLo1FDjPk7y+3mFFdEYkatu+qGRanFJUvqvPaS2suxthRO2GHpKuNuRYjTSjYPibttuu/Il+wvMPnXe6iO2H8UUL709HFRdEYpykw9x7ZvCQMGGqRNOOMH4e//998fatWvxySefYJ999jG5EubDUUcdlVVUSZJwww034IYbbig0mYQUhOipZDZMZXre3lTm7+4+8zreLsEwlc9LGWPpnmY2PFkHrOlzvB1EFlpPSbioFgwXPSnVZiQl/iHucOMXYvUW2xUdRTjBOjEgRC+asiyhpt8w5VSOgPz6Kr28OfVNpDisfbimmeu1m15eYW2+nDy1w4ZohLE+v1TIDQ5+EfRYzuoxpbcRYZmsW8uJEpJ0eYmepYQs2Y4BmbotS5llf14b6ExzmCKesZ4c9jEEKGIpnxNDhw4NvIEkpBTMHlOZ424dmXXgKH62dtZO6JfVNM22pa09bZbf5rx6dlhTo02VYIjyewJDzPT1j6D6fJ0IZZ+gmuM5cCBHzBhvyCWgtr+t6HZpJ/KZQOrGzzhO6oLC1qdrZuOQ3+26k2Es7IhzDGv6+3x8URBm5IAHc/adavsNUwGkxQlr+lIxfJOjZ1GcgpsNRen/ZSnjMeV1W17qmEQ3SLGPIUABHlMXXnhhXuc98MADRSeGxA9ZltHS0uIYGC1MqC4eU25r0q0D/W7LtrS50BtyVTOf73w76yCyVI8p+7Go6ETMb8a6elMYWleZ5WziJfoEKNtEqNS6JLYBVs9M6/c0TBVHnNs7vS9LyBJqK9NDPDdDRz6lRxX6qnITV51shiFopnGAU733Eq+9sMuhk2wyTJm/G6iGKcfBnAt+aGQtR7pxNSz9km3JasiLSTEaiTGkMsc029+ylBk7eu0haY2XV/jvg+tjiiWufVMYyNsw9dBDD2Hs2LGYOXNmaNw0SfiRZRlNTU1BJyMnbstj3FxerYYp81K+PN5Ca2IHLt7baSlf9s+F4maYioJOBJCkTEfo5glB/EE3VGdbOlJqXVJzeE6UGs+BxLu9U4yJSGYpX3ef21K+3AUoyKV8cdXJqU8vr8eU9XPphim/dRLHLdayOGCX8hVwrh8a2WI4qeEyMFjTF3aPqVI0col9bmghSRIS/ZXI6yDwphUnRVw7isvF49o3hYG8TX1f//rX0d7ejra2Nhx99NG4//778fjjj9v+ESKiKAqWL18e+p0LFJeAwq5L+SwD/e5SYkw5rAcXsR4pOcaUw3AmKjoRICVo5DbhJP6Qj8dUqXXJ5DHlaJgS/47OQC5MxLm9M3tMZV/Kl89EIMhlFnHVySn4uPh8/X7hYL9/adcrh07isjVrURyoHlNyAR5Tfmhki+EUshhTbh5dYaUYjZxCh2gOY4SEJCGZSJcXrw1ATvcrBKOPCbk+InHtm8JA3oape++9F1u2bMGVV16Jv/zlLxg9ejS+8IUvYNGiRaFphEj40DQN3d3doS8jbmuk3RpK21I+0TCVz2Bf8JgSz3Ya/Nverua8enacxjJR0YmYyypjTJUXI8ZUljpeal0Sf+dkeBTblygN5MJEnNs70WNKN0z1KqpjwP58sp+ZbJZ/whlXnaz9vAZzvfb7hYNtV8ASn285dBKNMNbnl609jjOFhPb1QyPrlXSPpLC8MLHFwAp5OSlKI8MjKlMenHfly9QhLz3H7MuCC7+G3jWFpdzkQ1z7pjBQ0OLIqqoqnHXWWXj22WexevVqHHzwwfjGN76BcePGYc+ePX6lkRDfMe/Klznu5vLa1WvZlU8YSOYXY0q/l2ZZmuPkMWV/u1oKDH4ebUT9uZSvvBgeUykfd+UT/s61lC/k42wSAGKwW3HHTquXb/rcfF6iOP9NikezNB+aZn625V7KF/YJO5Aj+LmP7XGYCXosZy9H/cdDIoebR1ec0HMkSZm1EE4eTKbg5x4+B/tGDkV4TJlCm5CBTtFRu2RZhiRJ0DSNrmwk8phiTOWxXto6cOwueFc+8S20kI4yxJgq6DUbCR1aGScwxIzudeJnrAqx/XE2TGX+5ts6YiWzlA+oSsrGEignI3Y+pScfD2JSGE4TsCB35QurrOL4y7yUz5zgsMcO8otClvL5gi24eP+4NiT78tl35QtHurxErwsSMsZbk2Gqv2pIkuRL8HMv2hL9GuxfCFCgYaqnpwe/+93vcNxxx+HAAw/EypUrcc8992Djxo2or6/3K40kwiQSCUyaNAmJRCL3yQGiuUz28t2VT/SgKiTGlKrBspTPIW22tHrvMRUVnQggCbuAWD33iL/oS/l6swTbLbUumWNM2fU1Lzsu6hYDnji3d/rgXpYkSFL2nfnyCn7usmNtOYirTk7PUTSuONV7b++fOz2F4JdO4gvD7LvyDdCGMIuxzoofGtk8pkK2u1rUYkwVo5GRRSlTHByX8vm0K5/NK62ItiRsQfPzIa59UxjIe1e+b3zjG/j973+P0aNH48ILL8Tvfvc7DBs2zM+0kRggSRKGDBkSdDJy4raUz60Btw7yi92VT9M080TT0WPK27ebTi/ZoqITMRtRGfy8vOhL+Zzi9eiUWpdye0wFZyiIC3Fu74wYU/2TkJrKBPb0pByN2Pm9RAnOYyquOjk9RvElmN8eU+IW8qpWuhe2XzqJ5c20K591Kd8ADX4uDuUUVTOCWzue64NGVs+o0AU/t3wOu2GqGI0ydikpE2PK9KI9/b8sekx5GWfMauQuZVe+kJSbfIhr3xQG8vaY+tnPfobBgwejpaUFL730Er761a9iwYIFtn+EiKRSKSxevBipVLg9OxQX45CrYSrLrnz5dMoZjymt4B0tSh5EOhyLik4EpqXTXMpXXvLZla/UupQruD135SudOLd3epHQtwbPtjNffn1VcIbQuOrk9NwVweunXLvyJfu9b0vV1S+dzIYpwWPK0vwOVMNUNi8yK35oZNUhbJ4vXnjzlJNSNEoHP+9fyiccN8eYStf3lIcehtZnXMwj1n8TdsOhSFz7pjCQt8fUueeea+oYCMmXKMQgMxmj8nhDbHW1N3tM5b6fpmU6cPGtUz4xpkoOfu5Sj6OgE8kdHJv4hz6gyzWwK6UuiYN9pwlqkEur4kRc2ztjKZ/uMdUfAD2XkdP9esL5Acz/46iT0wS5nB5TuqYJWQIUbyaEfugkPhM5i8eUlxPtKJHNi8wJrzVyM/yEpV+yeu9EwfBRqEbio84EP7fPZ2QpvTMf4O1z8GJ+Yhg0I6CPSBz7pjCQt2HqoYce8jEZhASLeWe8zHFXw5TFY6qUXflyeUx53cnTvBxtzLvy8W1NOenrn5n3+viG3mR4dFiqaV7661sySEQRJyJAxmOq2BhTbi9tSPE4DStMwc99XqJteEwlJKDPgw1VfMIc/Nx9Vz4/2+MwIz6TMBhdjODnwScFQCYdFQkJfYoWSwOm/mI7Hfy8/5hpTpH+X/SY8rIdtwc/L94wxf6FACXsykdInDC9FS4i+Hm3Kfh5YcsjnDoRES/eSIiTWTo+RhvuyhccfXl6TJVCLsMjl/KRbOhtfWYpX/r9Y3efUyD93NdjTDPvcfIMKGfwc72MVCS8WcrnF27jL9tuazE0OORDoR5TXmPzXAtZjCmvl6yGET1LkpSOM2X/XvegTe/UCngd/Dz753wQV5AQQsMU8ZVEIoFp06aFfucC8+A7c1xxcUkoPfh55lzTenCnpXzWz0U03uJlnTqvqOhEzLvyMfh5+VBVzRjQZduevNS6lDvGlLNRm+RPnNs721I+I8ZUcV4lbvEXy0FcdXKqtyaPKd9jTKX/14Mhe7Ernx86ic8km2d5tvZ4oJDrEfihkbXYhC3GlJ4MPSi8m6EzLJSikVvwc73NliQJCR9iTNk3ZyrCY0o3TIVcH5G49k1hgIYp4juVlZVBJyEnbm+F3drv7j7F1CDvLXgpn94QW+/nYJjy0FUWgOtavijoRKweNTRMlYs+YeTfm8o+CyilLolV1cnwSI8pb4hre6d7/8qW4OdOu/LlQ9BL+eKoU8aTI9MZi5Nmv184WO/vxXzQD50Ul3GZdUzUmxqY7aBpKV8eddNrjWwxpgzDVDj00NNR2e8q5PaiOUwUqpFeF9IeU/3HINab9P8JSRLqu58eU8XMT/r/D0m5yZc49k1hgIYp4iuKoqC1tTX0QeLMb+aEgbhLR6ZpwN6+zHeFe0wJHbjJQyu3x1Qxg0gxTU52qajoRABVcS53xF/Et4zZ3ryWWpdyGR5NMaaiNY4LDXFu7/Tyoy/b0IOfF2vEFvukcsexiatOGY0Ew1RZd+WD6f6lLr3ySydxp8Js7R49pnLXTT80st4xbB5Tejp0j6mwhyIrRaN0jCm9PmeOZ3blyxgyvfQcs704L+IZ6y8/ouQxFde+KQzkZZg65JBDsHPnTgDADTfcgK6uLl8TRUi5MXktCQ1rNpdX/Q20pmmmN5z5xe3InCu+3XD8re1Y4Y23aecOxpiKNKL69JgqH+KW5H5uT54rhpgSsAcLCTfi9uBAZilfsQG1xbkCi5s3OBmmxJdgvi/l6xdVjzEV1nZETJeYQqsRxs/2OMxk8yIrB25L+cISY8oaSy0KHlOFIj5pyeGY2B/oBjovDUBeeExlXtR7kSISdfIyTK1ZswadnZ0AgOuvvx579uzxNVGElBu3LdizNbL64HFvn5pzZz0rmvG/eVc+Z48pD95ImDymaJmKMqKWXQ4BjYk/9AlG6j5F823wbdLXMcZU5u+wTABIeND7EN3oUVtZmseU+aUNy5sXiMtrdMRn67/HlGUpX0jn66IhQXUZowHmtnmgEoRx0dr/6GkIS7ekF5nMUr4AE+MTxrMW1vI5xcxNx5jy32OqGO31csP+hQBAMp+TZsyYgQsuuACHH344NE3Dj3/8Y9TX1zuee91113maQEK2tHejbXsnxg+rw8iGGl/u4TbZy9aAb/ykC6OH1tpid+TTtopvCExvAoV76/ne1dln+q3VUJUPYVnzP9DxoiyLUu7Y04st7d2+1QugPPUvCljfyqdUDRWJzMRSf06jh1T3f96LD3btLei5bWnvxrqPdhuf9+zts+lrWtISkYFcIWUo17n693WVCXT2KgO+XFqxekzpu/Jt2L7HKEv6MxTRNM1YCiIyUD30/Gz3DI+phHOMqV5FxQefdGL00Dpf0tGxN2VKx26Hdqbc7b7T/VKqfYIN2Ce/xXhMed2OBNFP5nqp6Tc2b5mQxpjSPYW279mL197bHkjf4Vf50OcDEgSPKZelfLoh3M9d+ZzmMOOH1QGAa/71cjOQ+hfiTl6GqYceegjf//738de//hWSJOGpp55CMmn/qSRJNEwRE4lEArNnzy5654JHFm/E1Y+thKqlG9aFC6bizDljPE6l9W1c5ni2Bvzf738DNy+Yik86e03Hn1v9EWaN3Sfr/TLbo2rmtxv99xPzbZ0qFBVjShi3OS3lK1UnkhvPyrIkGkP2Yu7NL/hWL8pV/6KAdVlvStHQH77H9pxOnz4KT/z5pYKem3gNnb0p1aav2w6iYaWQMpTrXKdnVEy5jHN7Z92Vb+2WDgDAi+u2Y+7NL+CMmfvh8aUf2icUqmZM4EzHA96VLwid/G739P5Y9JiyvgSbd9uLJq28Sscjizfi4dffBwC8ty1tnPxgZ7epnSk0/36N8/L1ZC90lzGv2pFc6fcb89gx+7l+1CX77ojhMkzpyUj270b3gydXm17rlkurfMtHMRrpeZQkCC8WNNv3CTnjMeWtYUpz/Ow0h9HgnH+9+kbJAzzOY4igyWsp38SJE/H73/8eixcvhqZpeP7557F06VLbvyVLlvidXhJBent7c5/kwJb2btPgQdWAax5bhS3t3R6mLo3b7i/GIN/BmKNpwNWPrsSti942Hf+fl9fnTKM+iFA1+9sNa76tTXUxbbeYJ9klyFSxOpHceFmW27vMHnR+1Yty1r8o0GcZ+ff2v6V3ek6PLdtc0HPb0t6NqywTJR3r76O0K18hZSjXudbvdYotl3Ft78RlYlvau/HXFVtM3z26xG6UAtzfVpv7Jy9Tmh/l1qkc7Z5TjKldXb2Wc8xaeZEOPW9OMurXX/7BTlNblO99/RjnmTelMafVdO8CPKa8bkeC7CcLDSHhdV1yjzHl6W2KQjRy6H9bk1UOrQotH4VqpOdJgmTMU0zlov/G4lI+Pw1TmsscRjPOt+dfv0bUlvLFdQwRNAXvyqeqKpqamvxIC4khiqJgxYoVRe1c0La909FNdMN274Pvm7bEdvi7usLZKq7C3gmrGnKmUW+INU2zBfV0yrdIMW8VTDGmHOxSpehEcuNlWd6+Z6/tmB/1opz1LwrYlvL1f85VX4Hcz61te2fWwbz4+3xj4IWBQspQrnOzPedCy2Wc2zu9L5Ol/nKV5+/cJgVB78pXbp3K0e45Gaa27849ySk1HbnaKkXTsHjDTrvBIcd9/RrnmZfyubd7qQIMU162I27XK1c/aRo75ugL/KhLthhTIfKYMq18yJIev7UqpHyUopHoMeVULmQpE1POy10sneY/+bQzYv4zS0Cj4zUV5zFE0OS1lM/Ke++9hzvvvBNr1qwBABx00EH41re+hQkTJniaODKwGT+sDrJk7mASkoRxw2o9v5db/ALRMOUUiFiG+W0AkO4AcqUx8/ZAM91Q1dL5lmB/uwPxNwWSLT4D8R8vy/KQmgrbMT/qRTnrXxSwLhfRA+46PScruZ6bHoMhn9+7LTsOI05tmduzyFXesj3ngVwurRgTEVlKP38pvzbfLZ6i23KquFKOdk+/tui9PKg693C81HTkaqsSkoQ54/bJu856Qbbn/eHOjFeFmB7rktJCgp973Y4U0sZ5jVMYiHJi90By9kwKAvHZ1Fe51y2/tfK7PRGbZOcYU+n/ZcFjSjcAOcUULOX+QLoc5tPOiPm3ekZy5/CBTcEeU4sWLcJBBx2EN998E9OmTcO0adPwxhtv4OCDD8azzz7rRxrJAGVkQw0WLphqOnbTgim+BCt0G3wbhqmkvapIErDwc1Nx3mFjTce/fPj4nGk0XIs1+9auIxtqcMr0kab7mH6b9crZ76ffg5QXvSzrUkooviwPshimEpLkS70oZ/2LAtblIroHldNzGteQ8bDMR59s38mS+blHaSnfyIYanDZjlPE527PIVd6sdSifaw5EjF35JAkjG2rwH4ePN75LSBI+d8h+jr9zm9gOtL5jZEMNfnRGphxa658XGAGJ5Uz/XlNp9sqWJaBSiPnlRTl3q0Pi9aeP3gfzJg739L75pElEv5+7x5T5GoUEP3e6n/W+hTCyoQbHTs6sIilre+RggCgn1vYgXB5TmTTUuRimShmH5cvIhhrccNoU47P37Uk6nxIybYlmijGV8ZgSPTS98n61x5jKXsec6ke+3m1kYFCwYeqqq67CpZdeijfeeAN33HEH7rjjDrzxxhu45JJL8J3vfMePNJKIU0pwODFAXm1lwrcghW6DHn1g5LSU79LPHIgz54zB7HFDTcfnHZh7qau43txpGeGM0eng6dNHN+Cy4w50/G0h5OMxxSB+/nLmnDE4ZlK6bJxz6Niiy7KonywBr151tG/1wnrdgRr4HHAIfi5UKvG5VCYkzBpZZXwuVZ8/fu3Tpt+LbVUUxnDiRhC5noX43ZihNY7l7+RpGaP91P0GF/1849reicFuAeCzU9LPa/igSrx61dG4/QszMLy+yvY7V48phxc15SQInT53SLPx9x8u+rTn7V5msigZXlPWZ/vA+XMwfFC18dmrdv7MOWOwoN84OXdCIwBgaF2F6foH7jsIADB77D5539ercd6IhurMRg+uMaasHlOFLU1yy0+xz3fqfkOMv/3sj62IBoh86qbXdcktxpSHK8WKRkxbRcJ5qvvVI8eXRavTZ2ZeBvzywn/LuZFAIYjBz3WfKae6IsaYArwzALkFPz9zzhhMHFFvO9+pfjg5A0SBuI4hgqZgw9SaNWvw5S9/2Xb8wgsvxOrVqz1JFIkPyWQSc+bMcdzFsVASPvp3usUv0BvJKgfDlN7ZWZf45fO2yC3GlH5c/7+hphKDq80eMsWswRY7Ic3B58pLnYg7lf2ed9a344Vgdb+mp0h5sE5+3CZDvYqGxqYRxudS9RlSW2n6bPKYisAgTiyvhTwLfSclK+JLgtrKZFHPN87tnd5n6Y+9tr+t0bTM83cKFu1WlsRTy+0JEZROYj4bHYx4pV8//b8sSYb3ktUwOLimAlUVmTrgZTuv9z/1/csHE7Jsun5vKi36oOr86peXOtUKfaPJY8pkpDKXcTejarkQu+Ry9seFeM/6UZecYicB4YgTZDZMOc8dBlXbwyL4QV8q04gOqal0Pa8YjTKGKSnjMeXgSZeQJVOf6p3HlPVz5kBCsvfhTvUjisvF4zyGCJqCDVPDhw/HsmXLbMeXLVvGoOjEhqZp2LVrlzcdlY/rjhWHQY94vLrCXlW6e1P9/xdjmMqc6xTTSj+maZrt2RXzKN3ePGaOeagTcUXXt5RBQbYlDcQ/8jVMAUDHHu92+bF6amkR07/Y9wlu7aiTR2uhxLm90yeH+ttxfaIvvkCx9lmA+7M0v6jxLJl5EZROfgd8FwPU6x5T1gDeKUVDVdKfN/L640z2v1yzGiX14Mj51i8vdapMOE+ezUaY9P9V/S96rG3kQMFp7Oh+rh91yVJuFP3Fqoe3KBKx3Uq6eEyVq1kRd/S17u4rUoxG4otmyeGYsWxYSi8d1vHOmGv1mBL/zu8eURzTxnkMETQFG6a+8pWv4Ktf/SpuueUWvPLKK3jllVdw880346KLLsJXvvIVP9JIIoyiKFi7dm3ody4wrXEW+g1jKZ8wQBzUv15dH+hbPabyaab0xkzVrDGm+tOgZQwY1us5eTzlvl/29EVFp6ijDx5LGRSoloFNFLxm4oA1wG62gLtbd3zi4X3NepsmzREYFEkev1EQB7GFLuHRiXN7p/ctuoex7h3T3adA0zSkFNXRY8ptYmsOtl9mA1FAOpmXy3qf58xOWZIxm7T2CX2K6vhCzAv0W+lGINu9U+nPvan86peXOlUlnQ1TTsvWdMOdU3kuJ7KPL02zUcgOrX7UJTdvmTB4vYhpqHQzTJUpLeJYoS9LnSpFo/SufOm/TR5TaqatET2mvBo3ZvOYKsYwFZWlfHEeQwRNwT5o1157LQYNGoTbb78dV199NQBg1KhR+MEPfoCLL77Y8wQSUg7cXEn1v8WlV4NrKrC7J4WuvnSDpHtO6eQzkM3mEaWqmqmDt+96kfPyNvweaJP80CcApXlMWT9rkP10JyQAnDwa3Ctir4dv8K3GF3O8uPDX5WI9ptxyZjZMhT//5SazlE/3mEoP8zQN2Nunur6xd2uTROPnQDGCi4/ID+OvfklxKZ9T3KQqh01XvLl/+l769vFW7fsK9JjyEtFLzBz8HMLf6Q+VhsdUsIYpL3Y3KwbzS83ya+UW/DwMrYRYXtyW8pXrkYnl0+s6JeZBcowx1f+dJJkMqF6lw1oGivHoNs2/BkgfQ9wp2DAlSRIuvfRSXHrppdi9ezcAYNCgQZ4njBArfnb9boYbvUMR31zq2zrvdfGYysdwlIkx5RBAUjBGWT2qgOI8pqIWMDmu6DqUMtmxGSqpZ1noszzobG/pHVZKFX/frEv5wi9+sd4EblkTZSjWYyrO6MVFX8pXI8Tk6upNuU5IXJfyRcxDzwv8DvieCUicWcrn5JHptOmKl/ev6Dfs2AxT/WkJon5VunlMOYxhdMPdgDVQB7jM1nL7/jTo49rg9RDT4LqUr0wmNLEeee3dp+dAguS4K5+4lE8PgK6omncxpizZKSYmod8vAki0KClqFw1SJBeSJKGmpsaTN0p+vpVSXd/Mpf8X3+INrkkHTDSW8vUVH/xc1TRb56iompEeR4+qItptk2HK4XsvdSLu6DEYFA8H0lEwTsQBqwt+trgmSuGr5F2xegNELR5DsUv53CYNYv6L9ZSIc3un9x36XCwhS6hKyuhJqejqVdx33wvhrnxB6WR+g+/99U3BzyX7PYF02RZDCGia5tlz0G9V4eIxpderfA0+peokjr9MhikXI7zVY2qgGqjNISiya+VHXRKNHqqW0SsM/ZI4LKpweTtSthhTithnud+0GI30PIhGblPoDsuLCs8NU7b5SeEvwd3qeZiJ8xgiaBhOnvhKIpHA9OnTg05GTtwaRj0IqPjmUt8lL7OUz2qYyn2/TPBze+OtaebvrRTzNirX8p+o6BR1vIgxZV0bFZF+PPKkLDNU62RIn/wDQEVNLYC9ntzX+oa1mOCiUcQta2L7VaynRJzbu8xkMdNO1FYm0JNS0d2nuE7iXWNMOUxyykVQOvntlWhoJMN1V75eS4ypnpTqmQeVfv+kEWPKuW3L1+BTqk7dwss9c4ypzP2zvTAM2jAV1NzU7EWWvZz6UpcEo4eqaMYLtzD0S3kFPy9TWsTyma2sFqOR/gJHMh3LkPHO7DdMSc7G6GKxz18KbztNRueI2JjjPIYIGn8WsBPSj6qq2Lp1qy1gczH42fk7DXoA5135Gvo9pvTYUl2WGFP5dHeZ4Od2vwBFyx5jqpg+P5eXhZc6EXcUrfSBm1Ujuj6XB2vcKKtRRJw07unq8ey+1jesUVuWW3SMKZe8iQPqYiekcW7v9OdjNkxlNuxw2pFP/J0V01K+MrtCBKWTyUvMlxhT/V5tkmTopKh2j0yxTXHTrbgEpP+r0Hfl05wNvvl6JJaqkxgOIWnalU9IsoNBXjdiqZo3ZbPY+DaiV2g5l7GJd8pVTv2oS1YjuDG+CYHLVCa2UiaWmo0yaWUKfp6lThWlkZDPTPBzu3FIfwRuceWKxTqDKcSLz/hNBJeLx3kMETQ0TBFfUVUV69ev98Yw5UF63DAt5XMYiJs8pmqy78pXiMdU2jvK/ANFDH6u2pf6FWPUEB+/06+91Im4o78VL8VjytrZh+Ht5EDAOklz8pjS2d1VmLdUtt2vrN4MUdvBRnR192LS5kWMqTi3d3r5SAiTMX3zjq7elK2/0rGWM50gd4EMSie/g/HqxVYSd+WzGKCtelhDBpSCEWNKCArtZPDN1yOxVJ1Eo5u5fctczzTZ7k+ruOzPC6+pvaninrFofC9nk1yIEcCPuqTfMWExdoShV9IEo1nCbSlfmdJi9phyv2spGpljTGXQb60bDxP9dd674OfWz4W/OIviBhtxHkMETUGGqb6+Phx77LF45513/EoPIYHgtJQvvTte+pgY6yHjMeW2lC9/jynN0SNK9JiyN/zFNNumNNGQERj6QNv6drwQrOpp7BfLgnXiY504VonLbhRxcJa7vmXzhrB6aom3jYJRUpwSeDHmNG9OEf78lxsnjyk9AHp3r+JqmHIrS1HbBdILzN453l/fFJC4/5jVsNCraCZNrLv/lnb/9P8VCed4TqkyBz/v6svkTYy/aN6Vz+71Lb4MKGSi7VaO3epGLsQ2rpwvC5wCwpcTwwje39aIm/oEjeExBbgbpsqUzpQpxpQ/wc8B5135NKGtAbxfymePMeX+nes1IjamIf5SkGGqoqICK1as8CsthASG6Q1p/5/iQE1cymfEmNINU7bg57nvly2GlCIYxMSlfHrHUkx/YuqoCv858Qh9TFLSoCBLsEniH067ZomIxuvOPnt7kg1xYmYlW/DzKEgvehMUUu7dJo8mjym+rbRh7S+AjMdUd5+Cbpey5mbkM3uweJPGsGPyEvPB0CB6c8iyswdDSlFNZb1Yo4kTmRhTLh5T/fXK663t3RDz5uY94TThFQ1T1s0psuHWbha7XLLYNs5Lgriv0dZYynAYxiT6SoPsHlPlSafYT1l39y0VvS0Rl/KJo3xbjCmvl/JZx6MuxuRsRM0LnPhLwUv5/v3f/x3333+/H2khMUSSJDQ0NIR+Vz6n+AViAyku5WswduVLD/D1wUxl/9vHfN4qm2JMWZfyWTymxA423+tbUXJMZr3UibiT8ZgqvvO1Dr/DMAgcCFi9B2xL+QTj9e7ewgZn2SZE1vtELfi56LlTSHrdzhSvUWzw8zi3d3pbL07Gao2lfAq6e12W7LloE+RSvqB08nuXKNOufPo9LX1Cn6JaPKa8M0zpl62QnT2OjKV8eRp7StVpr2iYEtLh5jGlj4GSsmxMxgsxUrtpan3JmC9ijCm3JbF+YJrQ5yinftQl/ZZ6W6N/DkO/lFeMqTIh1qNsdaoYjcweU/3HTGOE9P/irnyAlx5T1s+FvZSzpiUMZScf4jyGCJqCd+VLpVJ44IEH8Nxzz2HWrFmoq6szfX/HHXd4ljgSfRKJBCZPnuzJtfys/mLDqA96zIYpwWOq3zC1ty/dwehv+2qrEujtUvNqWLPtyqeqmWPiUj+5f0/eYtptp62WRbzUibijl6lSBgXWjpAvmMqDLQaM5bPk0kLl0x5k84awGl/83jHMa4r1JshnaZmialBVzXhjny9xbu+MpXwOhqnu3sJ35Qsy/kdQOvkd8F3clU833NoN3+a+3ssYU/rLLjHGlJhnYylfnkaWUnXqcjFMmcdlmfPFyXaFLKNXUQta1usmadFL+cQYU2X0KjQ9kxzl1I+65BTPLn3c09sUhf48RK9EK2Vbymcytmbfla9QjfQ8SJJkjA3FbFmDnycM7zZvCqpt/qKJ3+X3gJUijFlBE+cxRNAUbJhatWoVDjnkEADAunXrTN/RckisqKqKzZs3Y9SoUZDl0mLt+1m8nBrGlMkwZfeYSg+GVMNzqq4yiV1dfXl1dpm1+JrjGwe9UxUnZ3rHUoz7ca5YBF7qRNzRB9qlLJGwDkCjYJyIA9ZJmnUi6TaBzUeebG/q7R5T0RvE6XhRVq3lv09VUSUnXM52u0Z82zvDi8EUYyqzYYdbjBO3NilIQ2hQOvntlWjymOqXqZweU3pTlkg4e0z1FhH8vBSdRKObu2HKXg5lWUJFQkKvUlg8LDdN7TssF055Paac/3Y814e6pN8yYRmchyEWnbik2c1jqlz9ZyHBzwvVSL+aBGePKU1oa4DMs/CqXbPHmCrcqC9eIipL+eI8hgiagg1T//jHP/xIB4kpqqpi06ZNGDFiRKgrr+bQmKouhil9Vz4gPaDSJ5X1Venj+bSrhkcU7IYmRdUMQ5miZpb6JWUZgFrUGznTWwyn7yOiU9TRB/+ldL7clS8Y+lLWiWN+OuSjdbY39VZPAPFjFHawEV9YFbQLtkvWrM85pWioKnAkE+f2zin4ecZjKuUa48StLPkdbykbQenk99IS1aRR/9Iah3ItpsOPGFOJ/vg7imq+l97m5OuRWKpOYmB30bBjXsqXOT9TxoFkQgagFLSs13UpX5HP2DSxLmN/LI4dc93Xj7rk5jEVhiFJxlNIQiLgNl4sm9kMqMVoJMaY0i1TTvMZvR824oF5tHGItS6ZDcj5XSPIPqZY4jyGCJqin+a7776LRYsWobu7G0A4LOSEFIvTmzlxUCRuS1xXmTQ64o7uPqPTqatKD/7zW8qX8Yiyu8JmjmmaPZhtMQNl1SF/pPyoHhimrKbFiPTjkcf6Jtw6wMzXkOJEth23rJ5akVvKJ/xdyKTN7Uxrnsu1c1hU0J+xOFY2x5hynny7eUyJjzcK5c0L/A74rgqTSb1ft04U+1TV1Kb4sSufLDnHnDF5eJTBA0g0upl26HKNMZX+X5YkY2fBwjymcqejEBQHQ0A5KGQpn5/3t87Lw9BOGGmQgISLXbVswc9NHlP+1CfRY8rJ41NvZ3SPKa8MqNbLFNNfuC3ZJQOTgg1TO3bswLHHHosDDzwQJ554IrZs2QIA+PKXv4zLL7/c8wQSksGftXzW5XSZ+E+6p5JkChKaTEjG9tufdPYax+v6X9vnF/y8/x6qvWtM78onGK76j+tvOoppt8sdtJY444XHlD0mGbUtB9YBZbbd8szHc187a4wpi6dWlJfyFbYrn/Nx6yWKDYAeV/T2QPRi0Hfl6+pTXJcruWnDXfl88JgSDCu6Y5veN+iy9aU007P30mNK3BXQafv4PtP29v7XLzFv+XhMiYY9PU5WYTGmvPWYEq9Xjuel4+QZE8S9rUv5wtAvGeNmSXIPnVCmdIpjBa/Lh3g1Y4Mk4aixtNsIfp6ey3gX/Nx9fJLvtKOQIP4k/hRsmLr00ktRUVGBjRs3ora21jh+5pln4umnn/Y0cST6yLKM4cOHh9rV0W1XCWOg2B/HQKciIRsD/R170oaphCyhKql7TOVzz/RJaY8ouweMaVc+vWMpYVc+c+BQ+++joFMc8CLGlIbwuc0PBKwGkN48l/LlU1+zLuWzeCyoEfNgEVNYWNuV3/Ms5g10nNs7cZmWjhj83K2s5WOYKnd5C0onpx3g/Li+LGU2TdB3bNXHESlV9c0wJXqTJI1gyC4eU3nUr1J16s4r+LndSCVLEpL9Y7PeAtoBzeXUYmNMuXl2+U2ucZ2I13VJvJ3TUs+gPfM1oY65lY1ypVAcK2Qrp0VppFdlwcgNh3KhL+XTw8qVMgYVsV6mGI/uYuJSBU2cxxBBU3CMqWeeeQaLFi1Cc3Oz6fgBBxyA999/37OEkXggyzImTJjgybX8Cn5ut/in/1eUjMdUUggSWiHLxkB/+54eAEBtRSITnLwAw5TbUj7Ra0t/+2HsuFFEu53rLYaXOhF3FEF3r69J/EWfoFUkJPQpmoPHlPPv8hlnZXtTbx3IFvNGMkhMb/ULWcrncqp14FrMG+g4t3fWmCIAUFOpBz9PuT4v1135App0A8Hp5PcbfL1OJGQps5Sv/zlXVcjo7lP6g59nfpNtg4SC79//v7hjmTnGVH7BmnVK1cm0K5/Ls3cywsgSjKV8bkH9nXANfl7kMxZv7dWEPx/EO+VjmPKyLon3s3pMpb93X0JXDkTjZU+fc9kol7d5vh5TxWiUmR9kjNxO5SKzK1+6vniVd6cX6zr5GpmiuFw8zmOIoCnY1NfZ2WnylNL55JNPUFVV5UmidBRFwbXXXovx48ejpqYGEyZMwI033hi4JZ7kj6qqeO+996B6EKfArz7OLZi0IgweK0XDVDKzlG9H/1K+6sqE4UabT8NqLOXTnIOfG7vyqZrgimtOXyHkE/zcK52IO7qxsxR3butEKSodedTRNdPrfrbd8kS8Dn4etbeLWhEDVSBbjCnz50I8JYxrxLi9U43+QtyVLxNjyq2suU2ogyxvQekkFik/8qxfX9ziXb9PdVJvXzTT5NGLHeN0xBhTSccYU87eU67XK1Gn7j4h+LniXN5MnnvCclU9zEIhS3rdjI3FLuULKsZUIctsva5LYi6twc+taQsC0VPIrY8olxExXw/EYjQSnB+Nl/fmPjf9vz4/SVgM4aXi9GLd7Ts3nOp22InzGCJoCjZMHXHEEfjVr35lfJYkCaqq4tZbb8XRRx/taeJuueUW3HfffbjnnnuwZs0a3HLLLbj11ltx9913e3of4h+qqmLbtm1FVd4t7d147b3tnqZHv+aW9m7jmM1jyogDlE5zQs64iwPA9t09xmDu/R2dANIDvB4lPajJK8aU8b/dY2prx17LUj79jYd7jCmnfJnylGNpgq7Thzu7sl6HlIYnMaayBMP2ilzlKe6I+d/S3o2/LP8Q723bDSCz1GbTzu6s7YhOPvps3bPX9Tu7AUz8u/za68/j169vwF9XbDadl6t99SK51ucpLnXMt9yW0i+Vg3w0cPtefzu/o9+bF8gs5dvasRfbhOMibhMC89LRwtJZKuXQqZgyW2q+rV4MQMYgU1WRCeYtpuP9HV2ePWdTjCknw5TwvDfvStd3sa5b81+qTnpIBGs6RCOVUxxQSZIAKf3h493mNlRvp6xtVPr3zmX93a17inrGpcZ6KrY85bOUT7/2hzu7PK1L4v32OniaBf2+TDWMv0BvyjnPfhsR9WcvxqLNZkAV61G2MiF+ZzxnwWvNHGPK3NYkHWJMldLfuK04cfrOjbDHmHLsI0I+hogyBS/lu/XWW3HssceitbUVvb29uPLKK/HWW2/hk08+wT//+U9PE/faa6/htNNOw0knnQQAGDduHH73u9/hzTff9PQ+JHw8sngjrn5spadBFMVryhKwcMFUnDlnjEOMqfT/uhEhKUt4bvXHxvfzbnvRaPZ/9+YHAICPO3rwccc20++zYTI8Wb47/6HFOGTMPsZ5+vcZj6z88iUiDpzckvfChr343z+/lPU6pDT0TreUztf6S6/HVtbyNNAQ8y/B/rz1if3za7fiHze/kGlHXMYnTyzbjK8e2ZL1fr99faPr99aBrJ9L+XK1JY8s3oirHl1peiYSgJs/NxUAHH9btMeUS+asl9Anr/m0g1EgHw3cvn9k8Ubs7Z+EfeF//mV8t3jDJwCAtz/e43pf1135XN5mx+F5u44JsgQ/9yLfomFID1Gi36cqqS9NM2/K8so72zFXaG9KQQwebjVMKar5Zdn/+9m/jPouAVhwyH54fOmHpvx/buaootPyyOKNeEYYX+3sykzi3V6o6cfXb9uDtz9Kl+lv/2E5UoqKM+eMsbVTehulPze3dvOpVR9h0VsfFfyMSwmWX0p5Eu/kZASwXvs/ptdh9uyCkufKH1s3GX9v2NFl+z5ojyl95CxLwFub2x3P8dMIYh1H6FhjRjrxh9ZN+N6f33Jt40VNDxo5GIDuMWUP92GPMWWu76X0N+nrm9NeTLw1k2dkyOw8cejnokbBhqkpU6Zg3bp1uOeeezBo0CDs2bMHCxYswH/+539i5MiRnibusMMOw89//nOsW7cOBx54IJYvX45XX30Vd9xxh+tvenp60NOTeSPY0dEBAEilUkil0u7CsixDlmWoqmqydurHFUUxdYJuxxOJBCRJMq4rHgfSSxHzOZ5MJqFpmum4JElIJBK2NLodD3Oe9P/zzdOW9r2ORilV1ZBKpYrK00cd5muqGnDNYytxxAHDUG1ZCJ+O+6ShV3cv14CfPLfO+D5XU/vJnr1QFCWHTumraJqG9i7zG2xNA5a8v1NIS/9vdTddVYWmaZAkCR/s2OOYr8NahmJkQ7VxTdObx/7nCGR0+vCTTvxiWaeRN6frRLHs6YSlPhnBzxXVlsZ886Q47A4nPrNS8rR5V7etPJnulUrFWqcPduzBVY+tNOpcrrquamljzGEtQ11d9G9+ag1OmT4S+w6qsuVp655eXP3YSsf7yFL6+n0pxdTuiQO/VH++vahPelpE7a9+bCWOPHA4RgyuxqZPOm1GKf0ZXfXoSkgSbL89rGUoUsJ9UopiSo+bHvo1nPJkHex29/Zh864ux7QfccAwjGyoseUVQOjKXiqVsvV94nMc2VCd9ftkMoGrH1tpen5XP7YSk0YMwkOvbbDl38r23d1GWRLzpJiWoSh5pdOrNgLwT6ePd/c45uHw/RtNE1a9/uUaRzTVV+aVp2QyKUzENKOR0Q2DetiA3pSC7t4+02/FNO63T13RZU9fUi4hM1Ht6etDKpWyeb9olr8fXfKhLT2HtQwtSqcPd3aZyiwAbN/Tiw927MHIhmr0psSg6Jl+Tr/PG+s/MaXt6sdWYuK+9bZ2Sv9O16m3z31ZpLXdyydPYgyh3r785xqbPul0KE+rMHdCI0YMzoRGcatPYl+gl1P9/C3t9r78f5d34t8/041RQ2py5ilbffp4dw+u+/Mq12cIAH19KSQlLbDxnhEuQwVeF8qJKY22vtW7cYT47MWy2NNn1knMk6Io2N6l4HvPvmVrl+ZOaEQiIds0XbU5PcdNp0MfXyqZtlw3TGlqf14zeXeaP+Tb3zQPrUvfy6Kf0j9/UhTF8aWp81hVLMepPOZP5ZlrZMt/U32F8dzzGX8P9PmTNV3ZKNgwBQANDQ347ne/W8xPC+Kqq65CR0cHJk2ahEQiAUVR8KMf/Qhf+tKXXH+zcOFCXH/99bbjS5cuRV1duiINHz4cEyZMQFtbG7Zt22ac09zcjObmZqxbtw7t7RkLe0tLC5qamrBq1Sp0d2dc+SZNmoQhQ4Zg6dKlJhGnTZuGyspKtLa2mtIwe/Zs9Pb2YsWKFcaxRCKBOXPmoL29HWvXrjWO19TUYPr06di+fTvWr19vHG9oaMDkyZOxefNmbNqUeWMR5jz19PRg6dKleefprW19jg1aT28fWltbi8pT246U7ZqKBqzfugfdH71rPq6q6O7uxspVqwEAvX3O6XFjTdsmrFunZdWpt6+v/14a2jZ9bLuGfjtFUY03P329aQPWns5OtLe3Y8iQIXju9eWO+XrmtaU4eHhF5ljtaOPvvXv3orW11aTTc2/YJ5zW60Sx7OmEoT6lUinhrbQKRVGKytPWbWavh0927kTrxjWe5Om1d7dnLeutra2x1um515cX7IWk9teT7p5e1+83bO9Come3LU87K4e7Pu8KWUKPouGjrdtM7V5Xd2bJyief7MT27ds9qU99Q8c7eo9u2N6FGq0Hz7zmbEAD0u2VPdZE+rls68rc+/0PNmF7W4fx2U0nID3gc8qTNY2r3lqDPeNbHNO+fuseDKmErezNmjULjY2NWLp0qXE86LK3dOlSrPhor2M+9HbYqW9UNeD5N5bjwIkTHb9bvGFnXmX6rfc+QNv4pC1PHbsz7c3WbdvQ2rrDNR16Or1qI/zUaSuGOOZhxfotqKkfbBxb39aGVm1LznHExrXrTceztXtd/fq379yJvv7YUbonRV9P2vtk+yc7sbvPOaj066vew+eOmFZ02evYna6D3d3dRliCt1avQerjCnS5BIp2Q9WAD3Z2Y1gROj2ztM2x/dPL0cdbM2WvvWO3UW4+3Jx+RtafqhrwytotznE0BZ22d9kNoNZz9XYvn/5pxyeZSdeq1avR+1F6zJSrjXh12dsO5UnDi62rsP/gzBdu9amvr974e8P7G9Fakb7H7Nmz8faHOx3L99pN27H53cyYs5j69DEaco6J/2/JElQnpcDGe1LjWABAT69zvwwAW7dtR2trqy/jCLfns33HJ0benPK0qb3HUbcXW1ehZcIE1+u2t7ejuytdL9atW4exlZ2YMGECOjvT6duwYQNalS1I9T+PD7dswc7NG4rqb555bSnOOnYWKisr8c67lvmToqC7uxvLly93TKeoq172RG/dtevWYQR2hmKukS3/U/etQnNzM3bv3o116zKOC2EYR4RxXN7Z2Yl8KcowtXPnTtx///1YsyY9GTrooINwwQUXYOjQocVczpU//OEPePjhh/Hb3/4WBx98MJYtW4ZLLrkEo0aNwnnnnef4m6uvvhqXXXaZ8bmjowOjR4/GzJkzMXhwerChb+84fvx4jB071jhXP37ggQfaLJRA2lvMaqEEgJkzZ5rSoB+fbfGZTSQSqKmpsR0H0gKLx3W3y2HDhpmeq3581KhRGDFihC2NccjTfu178aPXXrI1CNVVlZg9e3ZReRov7YUkmSdPCQloaapHomk68PcXjeMa0hXxwEmTgJfeQF1NFfb02ScMbhw4dj8ceOCBpjxZ0ygnkgBS0ACM229f/GvzJtM1jCVEwpuf2poaoLMT1TW1aGhoAAB85tDpuPFV87NKSMDxh800eUw9uybT4FVWVZl0aWhowPGHzcQP//mSOaCl5ToDoez5mSdF1YA/PwMgPZlJJBJF5ekvW1YDbR8YxwcPbsBBEzO7pJaSp/qm0Y51T2f27Nmx1ukzh07H9a+85Jx5F+T+enLv0tcAi4eD/v24YbUYNqjKlqete3oNzygr1ZVJ9HT3YfCQoZg9e7qR9sqqKgBpI3XDkCEYNmxY1jzlq5NTWvS0NwyudmwjjLwAJo8p8bm88s52YOlbAIBRo/bDAU0HZs5x0umJRcb3TnmyxkKacMCB2H/fQY5pb2mqdyx7sizjgAMOsL0VBIJtI0Y49H2y0A479Y2yBBz7qelIJhOOz2DOuH1cy5jIAWP3w/jx4215qm19HdiZHhgPHToMs2e3YL/2vbayIKbTqzbCT50+3t0DWXrP9rymtYzEuo8zg+gxY8di9uzRxjjC+iz1cURTS/7tXlVVuk8d1tiIzXvbgc4uw4tp2JAGvL1jB2rrB0PqU4BPzBNrWQIOnTLBMU/5lr26ZW8C23eivq7W2JXvgAMnYvb4oel4OH/7hy3NbsgSMH54PUYMHlawTsfXDHHsb/Ry9KeNq4ANaQ+t+kH1mD17OgDgxU/WAevabEutZQk4YtJI3PHCBls7JQs6bdrZDTzzctY86e1ePv3TM9vWAkjXkQMOnITZ49KhGHK1EYfPmAjp2S2WcamEo2ZPsXlMAfb69PJzGaPAfs2jMXv2OOP8ifvZ631CkjBl3L5oqs+8qCymPtXu7snZpkyfMRODqpOBjfdWbk7HhKytdh+/D9lnKGbPnlbWcUTd4AbMnj3LNU/7te/FzW+YfytLwFGzpyAhbMJkZZ8hDair6wDaO3DAAQdg/Ph9AQBVNdUAOjGhZTxmTx+FurVLAOzG8OH7Yu7+jUX1N8cfNhM1NWmvu5YJE4A3BSOUJKGmpgYzD5kF/PlZWzqd6pMozYQJ++PAA9NpD3qukS3/IxuqDe+iMI1hwzou11ev5UPBwc9ffvlljBs3Dj/96U+xc+dO7Ny5Ez/96U8xfvx4vPyye0NfDFdccQWuuuoqfPGLX8TUqVNxzjnn4NJLL8XChQtdf1NVVYXBgweb/gFp9zT9n2EckGXH44lEIq/juijiMf24JEl5HwdgO64XJmsa3Y6HNU+SJOGdd94xXP7yydPoxnosXDDVpm0yIRWdp5ENNbhg7njjWglJwk0LpmLUkFpI/ffXUTU97enrVVcksHDBVGNLXPs7TJiON9RW5dRJR9OA+uoK0zFZAqY2pw1PipqJMZXZ+SSzk4/1WckScNOCqRjdWG+6r7lPlmw6jRpSgxkjM+7d+vMRrxO1she2+gRBe0XVis6Tzfshz7zmk6fRjfX49vETTeVJJO46jW7MvIEGcu8EmpAkLOyvJ/oEz/qby4+fiJENNY55GtlQg4ULpjrep1KPNaNqprSLgyRNg2f1adSQWvzw9CnGtfV4CiMbaiBJEkY31huxpKzc/Lmp+NEZU22/Hd1YD0ko9xqknHpkznXOky3YKiSMGlJr6zMW6u27Q14VRcHatWtN3wVd9pLJdN/npIHeDlvbe0n4fmRDDb574mTbb6eP3gff+ewkR92ATHkdXFvpmCdTeevXb3RjPU6Ysq9xXKwHXrYRfuq03z51jmVmv33qTDFPNEk20jiyoQaXfkYwrPb3t6OG1BbU7umXTyRkI3akvnywun8HxZSqocIyEdWf83771GXNa66yZ1xPlgyPKfTnE5L7tMDaTunpaaqvLEonp7FefVXSKEei75bYdmj9z+zw/Ydl0tZf3meMGWprpyRk2oNkMmlqk6zoedLbvXzKmKoJT0aSbc/dTafmoXU4/7BxpnvftGAKmofW5dWWm1pCIa3pMV0tLv3MAcbXsgR889ON2HdQVV55ylafRjbU4LpTDnJ9hgCQSCbybvdKaSPSWbfrpPcTlUnZNH4XUWGeU3g5jhANi+KdFRWueZIkCXu2foDBVUId7S+PzUPrMLKhBiIJScLkkRmHC70tkeVEZrzQX4mMZ6Mfh5S1P3HqbwChX+9PuySZ509a//wp/fLdjlMZM71skuTQzDVGN9bjsuMy7X1CMud/zZo1UFW15PpUzjwVW5+8yFO+FGyY+s///E+ceeaZaGtrw2OPPYbHHnsM69evxxe/+EX853/+Z6GXy0pXV5dtIq+vZyTRQNM0tLe3F7xzmB/B5Y44IDOIeeU7Rxn3sBYnPa26e6kspdPz6lVH43dfORSvXX0Mzvv0WNNvjpk0HJ+dkrYY5xPwz7Q9quX0e88+BKP3qe1PS8bLSzdMWa//hdmZt1/XnDjZ8dmZ72dPn6ZpGFGTPn7c5H3x6lVHM8Cfx4jlrIgd7g2cYvF4yTGTm4y///S1T3t78Yjx5/+aCyA9sPzh6Qfj3rNn4srPpg13s8buY6onug6/vGA2vjW7HtX9u2vNnzLCdl2RM+eMwVGThtuO67FmrEGpnYIAe8XnZmU8737277NsbcCZc8YY+Zq4b9qId+6hY3HmnDH43CGZ397yuWmOgYYLSq/LqdZr6MHhxbSOGFydtf0qtl8qB5+flWnPf3aOswY6V392kunz8Qeny1qFLOGfVx1jfHfmnNGw8vuvHIrffeVQnDg1/RvX4OfCcTH20uQR6ZcnU0YN9q2/8FsnMc0zxwwxPrsFfAeAoyZm2senLzmyqHyLwcf1+bJ1V76Uag5CPmFYnWfPWc+SJEk2w1hvls7pf86dZfqsp6cUnc6cMwaTRgwyPuvB3wHzszdt4NL/5+RRg3HUgem28/LjDhTK+xiTMeAHpx2cNWCzzvTmhqKesWlXsQI75E+3NAIABlUnC763+Lid7nvClEzc3xcuPQKHNmme1aUzZmba+xmjh9jTFvA0TRPqmD5+HzWk2nSO206kXrCvYEQ6QRgDZKtfej2qrMjUgWxl4tWrjsZ+/XnSvZYB5/F+Zlc+c30/c84YQ79vHr1/1v5mSE2F7Xtrf6xnr5C+3tTehqxLPuHgjHb/uOIoYVwT3jFE1CnYMPXuu+/i8ssvNyxlQNpYdNlll+Fdy1rTUjnllFPwox/9CH/729+wYcMGPP7447jjjjtwxhlneHofEg1yeS/kQmxA9h2c6TSsO3PoBgS909K3Vx3ZUINPT2jEyIYaNA02d3DjGutRV2V+G5oNNcuAYmhdJTK79mlGjCnJ4Y0PAOwVYkKIgzoR0xtgl/Tph5sGV9nezJDSEXdjUUowrttj+XjbMXb1ZpZjDK2rynJm/BlWn85/RVLGvx86DidNG4Whtekgx0NqKkz1RNdh38FV+HRzFaqT/W8D85BHP1dEr8vWoOrZjNqlIhal2krnN1z6OROa0oapmio9n5kfi78tdtLmdqa1uKccBvoJq6tfhBCfl17W3BhUY/a27e4PXF1XnTSVzZpKe/maM34oPj2hEYP6PXYVl23MTeVN0E9vz2qrkrHrL7LtytfVm4knNLy+uPZRv6QsZbyf9edZ1d8W9Cmq6dnXVCU8e86ZyaqEZEK/f/8LuSzb2ddZ2gSv0iPW15SpjIllD8LfGaODXgds7ZXQBAyqMn/n1mcOtrTp+SJeL59d10TEPBZ6b82lbma+z/w9bJC3fbl476F19nYq8F35hDoGpJ9tvaUcFKpVIYhj8UrB89Gpv7Ki5FkmxO/SRu7+pXEWr2oAhseY7tktbmpR0d8G1FZl92qRHfpVmwdz/+d85dc0rfiXV2VAnB82DarOcibxioJjTB1yyCFYs2YNJk6caDq+Zs0aTJ8+3bOEAcDdd9+Na6+9Ft/4xjewdetWjBo1ChdddBGuu+46T+9DooGbYSZfxD4opapIyA5upMg0jIbHlENjXFNhHujXVMro30U+r4ZVyzJZUzUIhikYMzS9b7NeXxwoi0YF8/1yJsl8T+I5isuAu1Cs+nv9xqZbKENuO80NFBTDOJ1pA/SBrm1AZnhY9i/p6/9JPvo4tRmVroap7L8rBfFyYrvidI4+2NYNGmJaeoTdtMQUFpJet+emX6MqKaMnpTq+gY7yW0wx6bnaCbvRJP3cay39U2VCNsWEqUrKhjEgYXmDbsXN21Z/7nFpI3qEFzzZ6liXsGtdsfVP9GKQjGPp/zMGaQ1JWegzshiMCr9/+n8JMJb26PU4m55u4wuv0gNYPPRU57InGvYq+suvNd2iNPbvnJ9lsc9YvHyhZaKvhHpkblvt34tp8bqemuJi5WGwKDcZr8DMMdkyhyjUu60QRMNUn2ln09z3LOgFjnCqnjunPtdY6iWbDdHpc/rTlspeRpxXW1g/28cD2a9p/uynJsUgtglhS1tcycswJUZtv/jii/Gtb30L7777Lg499FAAwOuvv457770XN998s6eJGzRoEO68807ceeednl6XlA9ZltHS0mJbkhkEbm/u7RZ/8zlJh0631vIGurYyCVly3/3DnpbM39YJgQbN+D7tMZVGdngbApgHi24DRzGPToMyWZYxaPBgANsiPakLM6YyV0oHZxtcFX8pJ7pMhqmBXRb0wZsYn8J442h5NGLcmJaWFsjSctPxbDidI05QzeeKdTn3tQtBvHZ3n3NbordXFZalhmL57hEGuMUuPXQ7U79/Zb9hymkymesuYeqXrLh5KOU6F8gYla0eUpIkobYyiT09aWOj2H8ZSzsKXMqnP3cvDSZWyqmTaExVspRZ0XDvZszLhV4nErJkmyyLnpLi5NbTSZFuGJPTcVOATF6ytfluxupSdXLzUDN5eovnC4Y9azsE2Mc49jbUOR3FPmOTJ2GB9aGvhHpkesHpUBZNY15N8rQuidfWPW7M33tym6IRvQJ1rAY0Pw0N1cLLAbH8ZTMQ6vVI1ZbkfR/9yhIkx5dh1qV8TiFB9OfQV8Tz0OBct/JtG+0v5sM15lRd6liYxxBRJy/D1IwZMyBJkqmwX3nllbbzzj77bJx55pnepY5EHlmW0dTUlPtEC34YR/J5KyfeWz/u9DbIOvCvqUgYbyTyMTpkMxRpWuaY+Lebp4Y4gXSbTJoD2NqRZRlV1TWO1yfe4JXHlBXvl/JlJh9+urpHAaMNSIiD2/T/bp6WSTmBpsYmw4CVnwel/ZgR/DyLJ4DX2ovXczNy68+kIimbfiMWlR6hHdJM7W7+aXHLmn6fqmQCu5FyHOjneizF9kvlwLwsKIdhSrX2BbrhyT60q6lMCIapzPeywxt0c3qc71eKp0e+lFMn0fPObCgxnyfWi2KbRzHGk9UR3Ah+rqg5DQ/FIt5fD1VgTE6z6Nnt0iaUqpPiMEm2/q05jJkSwlLE3pSzxxtgb0Pd2s1in3GuGJ7Z0J93OqaYVtDKALe6qWNqezVgXw/rkng7q3E1fe9gx5FWgwxgH8t7OQ6z4u4xld0w1dTUVGA/qVdmN4+p/mv3a5SQnDymctf99L3sx6xtoLGUL888uC0FDAvicxKXu4d5DBF18jJMtbW1+Z0OElMURcGqVaswZcoUU1yyXPjRNrktn7MF77Ms5XMyTFkH/rWVCaMDzKevM0/W7A2zfkzRMuuv9etbL2/2mHJ+o5lr4KQoCrZt39GfntzpJ4WTchlwF4rfb5i4lC9DQUv59M+aiuXLlxsBHPPR2mkQn4k1Y2mfPCpHToiXczJMiem0Bmc3L+UTJ4nFT9qc0NNgeJY4Tchy+EwV2y+VA9MmCY5LJ0Rjhfm7LhePKcDsJVXj4DHl9kLFLaZZXx5Lv0qlnDr15llmu4U+ttjyrNdbp1Booqekm8GmVERvkoTFYy7bywhXY3WJOrnFaHILiqwflyRJ8Jhy1g/I3oaKFGuoMHkSFniNlGWZV2Uyf8NUrpcUpja5N4Xly5d7VpcysU+dx8hBmxcy9ppM2qxGP3+X8okeUxmNs5UPvR4VYiDVz0wHP7evqjDqev+ARDfkqg5zoFzxr5zGKW4rTvJfymetm3n9rGy4vVAO8xgi6uRlmBo7dqzf6SAxRdM0dHd3F/z2xMu3gzpuHlPWfsK6lM/ZMGWNMZVwnbA6p8V9IKNp5sbdWCIkuy3lyyfGlPi20fn7vv637UG/6YorbktiCsXJw85LuJQvQ2YCaTdMOcWGS5Nu82SX+uqE0ynuMaay1+WSEK7X7WDkFvOsp08f4IplWtyQwTRILiR2hsvUxojFU+HsUWa9p+O1i+yXykGupXzZvCSMGFMOhikxLqL4vR5jKK9d+Rw9pvx7huXUSTSmZlt2LbaPxU5sRS9o21K+CiH4uRgX04cYU7JgVMh4TLnfx80ju1SdVMt4TPccyivGVEKPMeXeLvZZjG3u3pilp7/QMtFrWeZV6bKBjRNiG+lsxBbvo3halzRBAyePqaA9XwzDlOgxZUmmv0v5MjrqnqpA9nqs16OC+kkjn6IJzl5vdKNVwsFDVu9Cc7XlTt9aZRY3bnJCVTVT3F7bOCroNaAW3NqgMI8hok7Bwc8BYPPmzXj11VexdetWqJYG/+KLL/YkYWRg49RhlBj73LIrmvtAQm989I7eKcaU9Y10bWWyoGDH2SZraWOUZpynDz7cDF97hcHiXre4MEI1dUudfjzoAUVcse6MaO2g88VuSPVWL3HyQY8pexvgFKMBECab/d9nPCgLM1TrWD2SMvfJ/rtSyLWUT5z8VFh28xLbsa4+Z6+SQgyybuNT/Xr683Fcypf3XcJHrl0Ms3n7dmcxTJk8pipEw5T7vQDnN+tAxiCYzy5TUcAc/Ny9zJqW8hVriBEm9dZxje4xlVI1izHGu1Ktt1USJNtEtZilfKVifcaKqiGZkEyTeFM4AsOwl4kxJabb5jGVch7j6egbAxTvMWVOeyGI9adQ42Muo785+Lm3rWLGI8l5KV/Q9oWgY0yJBsaO7j7jb6fNOqwUUw7THlPpv83lIv1/wrKUz8n4nnO855Ast01g3LKgaBpkwYTmthQwLPgVgoO4U7Bh6qGHHsJFF12EyspKNDY2mlwjJUmiYYp4glPjVKphSuyYsy2rysSYSreY+XhM1QoeU/k0XeaBr/k7Dc4DDu+CnzunST/OttcfbINvSwedL1bDp9d6iZMPPwMbRwHdmC07LOVz85jSvy/Eg9LpFH1g25ty95jy0zDl5B0hDiIr+93XxWXHxm973WJMFZBeV8NU+v+MZ0m8yqj4iJwGwvkYTWoq7EM7cfm5k8eUa/BzF0OZvoSymIC5YcQU/FzcZc2SP/HlT9HBsrN5TOmekim1oB0aCyHj7SIY2vWlfA71qTIpozel+rcrn2VyqmgakjCXPVNA5/7zZVlCUjfgZ2kHrMsTrY+yuiKBrl7FGPMVSiFx4expE+tUYfc3h6dwSpdwH48NyObloA7fB9wuWJewAQ678vloBBEv3bFX9JjyeHdE4W/dZ0o8ZjXQObX3RviSYjymLJ/1y7q9oFdUDeKmsU7j4jDhFmOK+EfB4eSvvfZaXHfddWhvb8eGDRvQ1tZm/Fu/fr0faSQRJpFIYNKkSQWvwXXq06QiJvEi4tuArLvyqfo56f8dDVOWgX9NZcIwnBXqIWHtwDVNc5x8uHlq5GOYMncS9vQlEon+XfnC98YiLlgnMUW/rbMMrrweAIplKJ+3e3EmE9DcyWPKfK7hXdXf5mUMU/nfR8QIfm6bVIltV+5rF4J4PSfvCNNOTEmzgU78rViGxOUmXjQtehqqXJY65nOfYvulciC21U55y9Z36MsvHZfyVYpL+TL9l1MwXPP9nP/Wtxb306uynDqZ8+lex8weU6XdS5bsL9yM2HKqmnNZZ7GIy3usHlNObf6wukoAmeD6VkrVyR5nRjP9D7jEzZEkVMj6Uj53jylrnqzf6wHnvdiVr+ClfMKLh0LrkluZ1THHo5M8rUvGlSW34Oee3KZoxKWGOjbDlI/GM/HZix5T2V6k6PWomPtIEozo5+KzF43QgLOHbP7Bz7O/KBE/uxmY3Jb+GZ9D9qLDVLeFtIZ5DBF1CjZMdXV14Ytf/CK3SCR5IUkShgwZUtBOI4A/HUbK1TBlubfVY8oh7dWV5vJfa4oxlTst2bwINM26nCP9v1vMGnEC6eZq7za50JEkCcmKCsfrE2+wvo0q9g14ro69VMTJx4D3mFLMRmHAeYmeOGBLJmQMGTKkoF35nBCDIIs4LWnxCvF6uZby6UvpDMOUkLBul8l7Ie26e4wps2HKuYxmv0+x/VI5EJ+x0yTGvAzd/F22GFOuwc8dguGKmJbyOSxr8LONCEon/5fy9RtWZPvrNj12Wp9ifkHlx06uspQxuuvjHSc9h9anDVNuL75K1cnaLhhly+UFomjYq3BoJ62yWPNkbTdrSjRMlbIhhfjioeClfA6xhERMba+meVqXMp78cAxJkGsDCr+xxlYCHHbl87HtcguIn834o9ejYpBMu/LZy4Vk8ZhKObTrubxfnb61/kSvW9mW8pl+79ULW58wr67JaBfmMUTUKdi69OUvfxl//OMf/UgLiSGpVAqLFy9GKuX8ps0Np0FyqfW/t8ClfAXtyleRLCimjGYZMIiomtm1XX8WCeNtiPtAOZ9d+Zwms6lUStiVL1wdQ1xweytc8HVyLEsoFXPw84HtMeW0AYJsTOScjduqkm7z9F/k8wYwm8eULfi5yxs8LxCv5jQJFe9t9egSn4fYDmVr67KmxeVUPQ2leEwV2y+VA5NXkpPHlNg3WDKqL7/MuSufKcZUdo8pxcVIo6fNT6/KoHTKFvxcNNyX6mEjSfadwnSPKUXVSjJ4ZMPwopAlW3vmVOYa66oAuBumStXJNU6Nq2FKN4pIhmEta4wpS56sWTQ2Uih6aaZ47cKuIRrUCq1LuZZJi2O97h5/6pIsSY4vb4MeRur3F1NmNaD5uTrATcpsYyq9HhWCZuRTcowxpRh1Jf056TB+0c/pSxXellvnE/q13MY9tpUDDvOfMOH2IijMY4ioU3CMqYULF+Lkk0/G008/jalTp6Ki38tC54477vAscSQeKErhcQn8WGecchm4uG53aizNcQh+XmEe+FdXyo5btbpRyFI+fbDkFsNK3D3LzWPK5BLvliZjSU7IeoaYYB30Fr2jk+Wz13rRMJUhs4w28w4n4eAZKWogSxIURTFiW+S1lM/hMVe6eASZ247c1y4Ec4yp7LvyVRgeU/3fuXhbFbscya1c64crXTzKgPzi/BXTL5UDk1dSrqV8VsOUEWPKbpiqdtuVz4iZ5lyY3Iw0etvgd/DzIHTKZhDyYle+jMePQ/BzYTevXpedAkvFyWMqW/Dzxn6PqWzBz0vRyZo1Z48p8fyMYc9pybP1enavU/Nn3RhY9K58mnt5yYX4vAv14Mm1lE/8PqWqSHpYlwwN4PzyNuhxpGYxyFj/BvwNZu3qgaqly4jTMwMKr0e6d5QkLKl0iimr38/xxVp/EbSGDbDdyyFL9s2b3M91Ot9t86mwYA5+bjFwh3QMEXWKMkwtWrQIEydOBABb8HNCvMAx+HmJ13QbADjtigfYDUIiCVlCVVI2tpgudFe+bEsFVM3l7WA+MaZct3N2/tt0X+H+xHusE79cgwA33HaD8wpT8PMBXhj0/CdNS/nsS59ETfR+MLNZQe5n6LTsocpl17lck5FSEK/t6DGlv511WAIk5tNtd1AvilNmKZ8e/NzJYyq65VZMeq/TUr4sy7uKWcqnT1jc5sSaS3nTJ/u5JlpRIqWoSCZkS57N53S5BPYvBNEwZFvKJ+zm1eObYUr/KxNjKuMxZb9PY52+lM8f7wC3+IumsZmDJmmPKX2TCOdzAbvx1B5jqjSPqVI828T2q/AXQdlfUmiW+lpd4NWzkc24ar13EIjp07F6dvm5OiBb39ynqEjIHsX6Em7jpIN1KZ/RbzvMMZz6G6drmY9Z06O5nut03Hpa2FZsuO3mTvyjYMPU7bffjgceeADnn3++D8khJI3XngCAecDl5MZq3Fszn5N0GXDXViaMgWNNRWExprK5fqc9puzfZ5YKmq8lGqPy2ZUvlydC0AOKuGIdcxZbxu0deXHXcUOcfAx4jynFbBRO/93/nYvnkn6qW311wukcfde5lKpB0zRjYJnPDpvF4hYnKpPOjLHeugRMLComj6kilx66nalfQ49x5WTgjXILZvKWdVzK5z4J7jKW8uW/K5/uEZyPx5Q4b0lZJtReTbSCpKtPweCE7Dhp0xHrRbGe3Xofm3DclS/zHEWPqWJfZDjeH5kxheExZ7yQc/KYyr6Ur1TcvCjMXlAOL+skoCIhZT0XsPdjVtmqdY+pIvUsaVc+oVIV2t/mWiatutRXLzDGiZJzHNag5/Ca0FfpWJfy+WloyNY2+PHCT5KkzK58Di8TMsHP++u7w3yomDJizYmxeZRL/m278Ll4XIWFUrwhSXEUHGOqqqoKc+fO9SMtJIYkEglMmzat4J0LnBq1UpsE0658WZbD6B1aJr6MczXRB/pVSRkJWco7xpTV8GN7g2A5x7orn/Xy4kC5N6U6Np6mQw7J4658/mMd8Bc90bDuyufrUj670XQgodc90658OTymKpJJTJs2DbIk275zxeGUSmEPbrfAvl5rL17OMfi53iYKhinV0l5af2vy8CpgYOfq2dl/XF/yZPKUyPFbnWL7pXJg9kqytxFOcZ50su7KVyF6TGWMVPrEzW0ZkbmvzPzdW8KEOl/KoZPo6aX3pf+fvTePt+uq7sO/59zhTZKeRtuSLNmWPOIJ2RIYDAQ7/KBJSABD6hTSJB3IrwltSdK0sWnSlAzYoc2vSRsSWtpPQtvEuCkGAkkYgsFgxCCDsS0P8iDLGq35PUlvuveec35/nLv2Xnvttc859w3Ss7mLj9G7Z9xnD2uvvfZ3fVdxKN88cEzRml4L5QsgptJs/vQvTT1xFFnHZLc9WwrPzCqTlU93TM21nUKL1VD25IzZRA0FWSprSZI6S71JCMLZc0yVb/yFpOU4eHu7tyxM2llUI5rXscQRSYsxlI+je0nOKmKq4NkhLicaR72IhpjKFCQd6XmNU9BEiZT0P+1saD0T0lXS7PWBAYvLxuwEAA2L2YZ4qUvPjqn3v//9+C//5b8sRFn68jKVZrPZ8z2aUp/rJBLKrhAyiiz5uf48MmZoEWBDd4rLUQZdTbPMJZwl1EYgNEjC6zW4vWPUhcqF4pCOvsxNQuEKvUqZY3OuwhcfZTvNL3fRyM+lQ0b+Hce5zqNbqqAqisjPgTCcfL65+Hg59FC+ri6KYUJoOiaky97L+1BZ5qhehfr/gMItI68pktnMS2dDtHA59zzYeffbqc3KyM+HmZOqHggRJ8kC/bwzB26cXmSh20lzqIa+GXA3gmbrKLKExBblQBJHkUEBSTLs+VpIczRJ7CGm/HesroCYmks7yTo2KEynHex5qoco4o6pcJtJR4CsRwrlS2bZjx0emh6fwa/vFbFStknh6JJOOs9jidogkJXvHNsKnIeMRO4xzycK0X9/+Fy74L29tpHhmOLHlH4Ri1A+LctlKfm+8k1Bjt7gxpK4fp7s4oUSl2PKLdtitSFe6tKzY+o73/kOPv7xj2PTpk348R//cdx2223Of33pC5ckSfDQQw/1TBKnTbJznehcItHwuyQCIIyYIsdUvvtssnCVFNRXzO75LHOPlZGfS2NRC8HhBrRmTCdJgrGxseD5vsxd5ssx5ZPlz7pIqvD+JA3lhUhKsJiFI4RIIrGQA1wjLEtTPPTQQz1xzmlXcMdUu8Pfxcdy6aN7Ev64Kc3B3e0OOWLKLY/r1LL3FoUte++v5MTL/6WQJ20hWPaU2c5LZ0OKHE+AO/7lt5PuH1bIz7mzijupYmUHnUsIPVQ1BfpcZKHbSepS6rdF9gEPnZ/r5kIc+bwwcWwTC0iZrxAgnSuu65iaBfn5XNvJQ1GQY8pBivr6liO+HMSUqCZZb6FQvtnOb7z8oZDYkDgcUz22L79a84fxQ63O/I4l3gYa28W5Rr7Q251QPg8xtXDvLwzlC6FTu+OoF8nYWNYSMEkHnUHIKnq9lPxcmVlll9XsAS5loXuLzjEVQCUuZhvipS49c0wtX76874Dqy4KLHo42N4XFla7DRxBQlGUcUxQaQQZ/1ax8niJWHGMaGkNDagA+0bAGt+cTcKh4dqdjcU0MLxeZN8SU+D3viCkeGpr4ZVbWvC8riSI7ho0OYJk5zTjkY4ojpgT5eZV1itaGfHHKd1gXMpTPcS61E4fbCnCRHuSwtxxT9t7pdoo0zXKnRw9hLtX4uPKLyHHXa4r1xS5lfDW8nuW3W/LzYo4p7qTS0oeTSL5DXja+0dPrgnqxiJx7TSgfRyyn+jXa/VXFhNfEfihfLYqCNsd8jXe+WJXjWCNAXlkSyjdXKUOtA8L5zxx7hmMq4MQCtAQS7nnO5zcbKUpmUyYc6RUK8aryXi3KwCU/T+eeQch5dv5vBJ1j6lybkRrHlAw57NWJ2IsUhvLN45xFb+HYS/5mKgZ9u8YpSGVtK2HxzruU06GN/VDVyus1jt3FJEWIqb4sjPTsmPrTP/3ThShHX/riSBkseTYSihUOKUYtjIfLcCCUr1fElL4g8M9bBIZ7rURMFYXgFJWPji7gXP0DLZ5jaraLmgB0ej4kyzJn8VGWzejlKBHsWNAyc9aUcc7bIBY7k1XqTLukFueLrnaSuVlEe3D09CousjLnuBlknkiTiCG2iCmTQUsu8tsJRgbqAjFV/f2h83SJCeXTHvoS7qZc/6qIKSeczq9zoEIoH3NSyaxs7rvc36HU2fNNrHy2xOePyuvPJZh3r3d4n2b52Ty8RqI44jhy0JJc5mthRE+JOfKxADG1bKgBYOHQDNxRlmW6TnFDgvN/46gix1RBZlOAhfLN8vuKMmWWSWjDtJIodiIXV5dks1jxhYVne9NC+c61raCG8p1Fjint2fU4QifNeuYSKxRyEEZQUdrSQafpe+q/RSGG7FXuMXGwbINboy5xzi8yG3MhqRP6okvPoXx96cvZEG2+mOscwneXXVJN/T2SdFwKGfeEnKqahctX5L6iVhFTgYWuhNdrjim54Cwq17k2KF6uIifk2fKyeP1nHo2rVuKS55cZ9C9H4QghqluOYIiFQ0b+HRnEVPcZFepMc8jwVOi8Hdxd8vJn9yKyrFK3cNJhQlrYRaR7r+Hr6YFjqqyu+HlyTGlG/ku5m5aRnxedN6F8Gvl5IJRPI8PV3pX/tn+3zwL5+UKLh4bqOvY0om1+nmT2Wdzyf7VQvhob99598+WYKkA+am2phYbOl3BnMyV8UBFTSnhlHJfrSMCfa+V5cr4naTYrxIaTCKPHNuLl1tBqhe8t2aQo0yVzkYz1Yenwyd89r6/rWSTpt/wbWGDyc+XRpIMXQl9GQCFiymTli3zHFPWTsnJpYyPEeRrSjaHQP5LFNpU4dl6fgPesSM/+80suucQx3KXs3r17TgXqy8tLarUatm7d2ntWvhJY8mwkhJgKQVHHp9oAwvB1MmamOwkOjU+ZXaPSXX9IRez+zjIBDZfILfH409MuF8z+k5O48aIV4pv4+32p1WpYsnQpcPQEsgw4ND6Fh/acQBRFuPGiFVg7OgQgP/78sQlcsnrEHOtLNZELP2rXudbpyYkWPvvIgXlpqz3HJpzfMkPTwbEp7HrxlPeuxSLz3T87cuxBR0I5Dpuuzou//x3nXJFoV0QMzfDY/jHsOzmJS1aPqCEtJPT9I80aJlpJz/UgdeGe4xNYMWIJPm0onxsCdmh8Co/uH3Pu/evHDuItV1+ghoLxdgJg/l4x7JKJSj1EJMyADb85dmYGh8annO8sq3NqoyNnWvjuC4fPWX/W+msRIgpwDfe2IE6mzZfT020A7rfwrHx8zqB2PHp6Gp979CA2rBgyfWem7Wf92/7cMVyyesTlxlkgg73Ifqg61ouukzvgh8amvOP8b5lYpOoOuiwDdwxp5OdRYMtYcx7ORufxxaoM5RybbHvXHz0zg0YceSGb9O6LVw3Pup24/dOsxZjppAY5FHTIs/I361qWMfcd9Bwqy4kzM855jhI7MDaFvScmHd2k6VOum6Y71kYcn2qr83FI5BjWJFSH/DMn2di0usSeTzKobTTbOdMNB9VC+c7tIj5lcxWJpG6rgm6ba/1wobH24vg0rlq7zDtP+g6f/kKldxwan8L4VMv8prX52ETL9AXqU8fOtHDZ+bat+LxJTrzZZOWTVXjs9DQOjU8FHZMvtVA+3kf437Nd2/alXHp2TP3SL/2S87vdbuPhhx/G5z//efzrf/2v56tcfXkZSavVwtBQbwa/5pia6+4GN3K4gnnwmWPOdUdPz+DeHXtxz7f3AgDu+fZeXH/hKG7fttG57sDYJADgkX3juPnu+/Hmq88H0DsqQCMDdMNf7O6gfP69O/biqDCyfukT38d0O3HK65QpUDyawA6fmsZr77qfxa4Dd7/zWgDAnfc9hjTLJ/u7brvWq5O+hEWDLN+7Y2/PdSq7112ff8r8PZe2unfHXtzxycecY0++eMr5/Zb/9DWvXyyWPjCbutSEm9jEw6Bl5dNQl3RZq9Xysl0ViaYzvrX7OM7M5AueX/yLh53nm/IJXUDfT9JrPchivPNPtjv3G13EQpBOTLRw8933e3rt3//VE/jgXz2BN1y+xpY3dfs83+GNI+CDP3GN8wyph3777fb8w3tPAgCeevE0br77ftx127X2Oyp86z3f3oN/99ld56w/h/orr0eNPyuEaPzf337B/P0jf/h1r92/8tQR8/d7/vu3zPntzx0HADx/bBL/vNvPAJ2O5jt7TuLdH/t2jpJgnXEhEVOa/VB1rJddJ9EtH/zsExhq1kQon/37/z6037n+gV1HcMsV5xWWXytDwhb1cp/3bx47iENj0+qzpK0wW52nhWHR2PzL7+73rufjkAuN+zgCPvjWK/DTr93cc/m4DmvUY2AmL9+9O/ZiYsY6fE5O2gV4yvSQQUyxTRSfY0rXOyT//evPm7/f8OGveLqJhL4BAO745GNqnfyfh/bj/3T7SRWd4jp4/XFUVIf8Mx989jgefPa4uIbriswbS3OZMy1iyg9HBc49YorKx4EU0oFWZqvPpX609crJrtP3H398B+4OPKvVsv08FK1Bwufd7c8dM332rr99ChlcWgLS+d/rzpvf765buD6ajR6Xdfjt50/i5rvvxz/7oc3q9aWhfOe64wgpAjHMZm3bl3LpOZTv/e9/v/Pfr/7qr+LP//zP8Vu/9VvYtWvXQpSxLy9hSZIEjz766Lxk5ZurvnLSCTO0yj3f2etct//kFO68zxodGYAP3LcTh8anzDWHxqfw7d0nnLJ9YefhSuUMIbT4bxUxZZAatgx33uc6EkLl5cafllkjSRKcPnMGAPDCiUnnigy5EXYHW/Smmf+OvhSL3I06cmracSRUrdMiY4raqtfnHhqfUg3t7zx/0ns+//vO+x5bFH2AxsJ890+NZy4W4zD/2y70SOf1EsqnheSRY9y5LtN/y+/n53uphyOn3AWxvN9k5YttNqwjp2eC35gB+NrTR83vkxMtp5wZGLddBvzmX+307ud//7vP2PN/yZwEVE5zbUmd7z8xgd9gTil6/tnqz0X9tQwx5ZKjWyTIb332CXaN226HxqfwH7+4yzv/yL6T+J/ftA4tLrxt/DK4ZVsoxJRmP1Qd61WuOzjm3kNz56kpnlXS2gr/4Yuujfs/v/lCqV7VykAOlziKvAiED38hbEfzRdJcdB7ZPzwr36nptmpPAFUSpgC/+bld2H/CIm6rlo+PVSIyPzw+7ZXl8KkZq4eYY89wTLG6keN/stXx9E7o+zTdxM/d+cnHgk4pKVV0StE4KqvDkJ1sdYk93uq4Y2mucybZkRF8JBJw7pEvVD7u25FjrQgxNdf60bLamrIFnkX6jqTEL+W0759/ey9OTeeOL7524dfe+cnH8H92+PMm6ZUyPa41qVaFaQZ89IHn1Gf4SYDE+UWGmAqRn892bduXcpk3jqkf+ZEfwSc/+cn5elxffsBFV3ZzU1gaYur5YxOV4KlJlmHPsUnzW7vPTAYlxcyEIvYmx0yE8glIMk24zx+bCC4IZXl5mYKLyIJyZ8p5+Y6+FIuckPef9OHOVeq0bBxkKO+/UkLjoEzSDIuiD2hjYbb9k9uuNDYdjilyOCk7adyQJAfWbEP5Ki18st51QZEcGPONbn4/J20u2801ZWR/H59oFTrqyp36+nOpnPZc8YP2HJ9Qj5+t/lzUX71MWkJc3phw+/N2C53fsefkHL7CytnkmKo61qtcp/WDJMswNsXROfZ5Hr9fSX8JleHMTL6AjCMfvVM0BvgcMhedx9EuNI7HJ4vHZpmkGfDCcddGqlI+/k3kZDowpocCaXqInFkO+bm4d7qdzhuCJ0VvHHZlfaQIMVVWh6Fy0DWuk7u3Z5cJ3RstUsQULx+JzB6YZWFOsLnWz4TC9VrlWbzNqs6x+X2WfiR4DYrnzdkksQjZN1XXGd7G/LnuOEIcZ1Q/M9RZkXlzTP3f//t/sXLlyvl6XF9+wKUsU91shGc8oedfsnpEDVmQ80EtinDx6mHz+5LVI941BvpdGspXrIjTLHOJPgm2HrtIDa0MofLydwQnkoIyc2LF0Dv6UixyJ+i8ZQOl/UyTsnEQQSfULXou8Wn0KnGERdEHtLEwH/1ThtECLJSPc54oRKv0Z7WsfP41VUxSrgtC0ks9XDA6WHi/cZLHeopwTfhVo0ONwl3gMjvc3f32y0lSVuUXr9Lr62z156L+yqcDbQdbC+Ur6/+h89suXjEvGeRnm8hhNnLJ6pFK+q2KTrhwud/WtSjCkgHLckF9XntvWX/RxmUtigwJci2OvDIWjQG+SAo9u0r/pafEjB9oqFkvHX9FEkfARauKbSStfFyPUjbC85YNqmWhe6kaeFa+UObS+ZYY1XSzub6kjzgbpmIcafapU4eBz6yiS+Y6Z9KcFUUh8vNz62DQOab8coYQOnMZXwCCmTXLnsVpPavOsUD+nSu62TOD18Dvu7xKZoN8DTVzSJfI+vbXPz0XYUEllKG1LwsnPTumtmzZghtuuMH8t2XLFqxduxYf+MAH8IEPfGAhytiXl7jMhhyuLMPIbKTd4Qom/3vt6BB+5NoLnOsuWDaAu2671ijwCMCHbrvGIT5cOzqEu2671kwctSjCj167tlI5izIdAYROYmVlu4Pmgm4ZfuttLicLkBsKsrxFSIMyiaKcJ+GHr7JcGrUo8t7Rl2KRyLjRoabDqRMr7darEKfFb/zYK3p67trRIbz1urXe8cvOWxJ+V5dzYTH0ARqPJNqYrSqcjJjGnouYIgexhpjq6oNazV5XwZjRVMY/vOmi0vvovWtHh/CaTf7GUK99auXIgPNb3k9GWq0iYioCcPOlq83vkYG6o1u51KIIv/HWVyhnus+K4Jz/Rzdf4tz7odt8XRiStaODePfV7sIjwtnrz0X9tSgrJuDqclrIrh0dwvvfdJk5LvWzNl996LZrcP2GFbj7nXp7FIlcLy0kYkraD2tHh/DuV1lultBcVEUnrFrq9ne6ZpARxafMVviHr3bH5E9t21iqV51v6ZZ1oPtNkRLK9+s/Fh4DvG+sHR3CRSvtwraXOZnrK9JtA/XYG5tUtLL+EUfAz29ZirXMsb12dAgf/ImrnWu08vGFH2XlWzbU8Oph9ZKmudcmm4AJKeZ8bFKdZshww8bl3neR1JQPDOmou955reFxLJMqOoU7AySn3NrRIbzrxgud9zv6WJk4eD1zO7KTps5YWjs65NRxr3MFdw5qc8G5d0zl/2qbRVxCnEZrR4dM3wJ6t3kbXe6z0MZ36FkZy3zQC2Lqp2+6CMtH3OQh/O44Au5657X4uddebJ8fRc4aop2mPYdgUjvzrK+1KMI/ed0l6vVeKJ/CvbqYpAgx1Sc+Xxjp2TH19re/HW9729vMf7fddht+8zd/Ezt37sTP//zPL0QZ+/ISlnq9jm3btqFe741nX4NzztkxpSCmAODy85cCANYuy42qZUMN3L5tI95yTe6w+sU3blZJCm/fthEP3nEL7nnvTXjwjltMJrwyj78HpdUQUxk/n/9LkxSvh3dsWW/+3nbxcgDAL/3wZV553Qxifpnq9TqGh3UUwZd++Ydw+7aNuPKCPIvIqy9ZgQfvuGXRkF6/VCQRRmeSpnjblnXm9x/+1Csr1Sk1n2Zk/UK3r/J+8clfeG2l5155QT4OXnPJSrx72wYAcDKySfnGry2uPsDL8nOvvXheykbpgWuxbyyq6csjq/M0ZFVINN32hsvX4KKVxUYw15PXrB/1zn/sZ7b2VA/SKL3zR64USRTyf2PGMSXlmnXLcMNFywEAv/Smy3DZ+da5mWUZbt+2Ebdc6RNGP3jHLXj7K9d7xwFgpFnD9jtudfr1m7rPWLd80NNHZTVer9fxT//eVufY//6nrz6r/Zm/60evvcD81jikuIRSwL/5Ffl8NTrUUPWznK/o/O3bNuIbd9zSU9n//Y+7ToOFckyF7IdXblgOIHdWFM1F/Pj7bvHncWln/MxrLvII6Hl933jxCuf6VyvO4CKhsnLHkBxF77zhQlx/oT+WAd9WWL/C6ode5mTO0UQL906aj80fuiJPVvCrb74c2++4Ffe89yZsv/NWbAqgMlcMN/CNO27FHX//DV47/QQbz//5p7ao5eOfRCiTJMmM/UUywlBsPEzLIqb0DH5A7vy54gKbBe3f/uhVAICbNq3sjodbvfn0gX/zRryCZU67adNKU8e3b9sYbCMu71dsMSmdAsQUALySOdQ8Pacouo+8+waVHL2TwhtLb3ultT++2LXzqgvvQ8HT50w4ootEQyAVZuZjp3q1eakPfugd1+CP/sEWfOTdW3DpmnwMffhd16nPqtfruPb6Lba8PTimXn/ZGmdT7eJVw45e/+y/eB1u37YRt3Y3mDesGMKDd9ziOD6zrHfycbqcUKZXr1uGB++4BW8MJIUoIztfbKF8Lt+vPT7btW1fyqXnGv3N3/zNhShHX16mkmUZxsfHMTo66u0MFom2mJtreC83nvnzp7qx4KuXDuDQqWmjKAe7RlLR4nzt6JDZ9agaulNGfp5lIl1198MFYMq7d/WS3LHGDTj7TPmOzGmPLMvQautkjWu6u8rk2Fs+3DwrqIKXm0ibM0ldQ3TZULifcaGmrMeRB72mtk+cfuGiAkIy2R0HV6xdhmvWj+IvduxDqxMedOct9cO+FosMD8zPThYZrZzcVcu2xx02pPNofM2WYyqKgGa9+Du4DcdRHiTDzR43BERBBsQzeSKGUJjBYKOG9SuG8L0XxjAyUDeZiPL783/risG9dnQIx0WGUZJGPcba0SGcmPAzFg3Wa54+KqvzLMtwctzNOLmyQM8vtHCdzYvOUb4kIUQVHR9q+PVBwucrLuuWD2OkWSvlRSGRyLqFIj8P2Q9T7byczVpceS5aPuy3r1yUDnZ3/Z3wDXbJpKifXjfLJNIljnxC5ij2x3IcdQnnhRE0wMKFektlT8+1DmYqEzl6Vow0nf4SCk2qxREuWDaIsbExr52402VZIMyI9+c6c+ZL8mgtIQwP5Uu7i+paHHkOm3aSYrBhy79sMC/LcLOO12xeZd7N+/F5Swedsi0bbDh1HFdwGjRKwrkAoMXeqTmi+Rzs6Tll5uDh2NKJLduIz2FrllazE+yz839jltlRO3+uhD6tKCsfUOyI4fqhV5uX6nbVkgG8+ercyfqxbvbH0YCtl2UZjp8c6+k9JBFcJ1wcRzh/mS3zum75abwMdOeJiRl3nHXSDCVmh1dmAGh063ZkoI61o0N49sgZ9XrpeCrjnDrXwm10jpia7dq2L+UybxxTfemLJkmS4Kmnnuo9K5+yHp6rwuo4BgBzTHWNXPL402vsorSa0jFkxyXXyc+QxnGWZQKCbReDgAghYvVEE4420UpHnyxDkiSYmtZTVNNEQoukfpz17ETCgJM0dRaWUxUXhWmXPV/jdaC2D6EqioQWXcPNmiGUnSlwTJ1rw7NI5qQqWLVSPdYZYor+5OMsMwvNyOi8nrLyqSEZ5eFy/L6mkhpput2b3pUOndBCvKhscWydVlmmhyWH+mSQwF3p13JB3UsIQpIkeO653eo7zrU4Y1dDTDmOKWWemCVR0FAPTkzZX7UF9XxIyH6gftlLk2mLBy+spFufLn+cv4ll76/+fi58Ua/xZUk0onG+iPeV8diEhKNJqL+QfUTfK53HoX6VpFmwnXj/nAroIgdtGlsbZqrlfizvchm/h9UV6RWpCzpJ5tRVFf6hJM0wyTbrpJ1WBdkxWZCZzT7XfqcM5QNcx5T8Lq0Iboi5+xzZRlqdVhXr+NGRSOfawSDD6wHdmbhQej9V9LFBUQfemSQJdj39jH1GT/rNdUxNtRLnPbXuOJHJAuTaQOuDRWIc2nXSUTRX69d7oXtSBy+y9QW322VWvtmsbftSLpUtkTiOS72CURSh0ylXxH3pS5moiKm5hvLx3WX2Nxm5tGtN70kCBlpITNa8XhFT0jEFV6kb8nO22CPRiEM1aLLGY1V2jXwHGVDn2uB4qYqXFjd1+2RVJwK1Uz2OIPEl1PYuhL9ae9H7c8dU3pdmOuEyLeZ+MBdbk4/2jhh7gCTZzpGHdqFp77WOqQqFUS4Jkcpy4c8eaPiLVOlYKhNZb/5CvFsfcdgxVWO8OTIsmXRZqE+GsulZY9cuKO07uvc6iyz1Me63LKKdWh6CoXFIcXHP+4ipUIhlmQw3q2+TS4f1QiGmQjJlHFPV36t1Vy+sJHOdM4C7cJLOldmGnZh+rJCf1+LICR0GcsfUTCf1HIBliMqQZEZfRd6Gl3VwumUI6aKi+aXK/EbvrTGdkqSZ59ThTcUde9wh3zF6wi/HAKsruq4oY1tHOMekM73KvCqda5o4G6bKOOKOqSTNnPGtdX9ezKKsfPJ8r13ZhINCd/ica/ugaE7mslCOqYSNcRJtc1lKJ9B+ZRJF7jwyKRxTtI6RyQKkDus1kQUV0TxX2UTiIp3rHhn6IrMr3eiVxVW2l6tUdkx96lOfCp775je/if/8n/8z0n4qxb7Mk+jk53N7Jjeeue4lI3dJN/yH3pMEDLSQmIVSyTCQ36E5qhzYujLB2QWxvY52QvSMhpny252lQ9VL7yDDbLFNHC8VkYipTpo6fbKyE6F7iw5L99uoKByPC71/qFk3RkbRvYu5G/S6+8uFr09SZbHP650WComy0JGOkyKZPWLK/j2gLFKr7NgXlcNbiJtFZBhBwTONpZnrbKL7Q/0q1Gz0nTz7oSSh5wZkldb39XCFmxZInD5Xgnbk39lywgy6bTPLsIK5OabOru1H/bKszbgeKEKYyt9aYgPAH0+znQv5olmyTOXOIvf6Rk1f0GooyWrvJ33FEFPdQlm7x70nmGWromMqNL/xsLw6s2EmA7qH/x3HkbNx2O6kwIDVOVGU65ROmjlhj2TzlSGmeDih7ONVFqlTAXoELhyhoo0jfl6GWWnznMsnWqxLnE2DHvsyRyRpY+tc2wccxUyi6caFQ0zBez8tJYrq2pnHeihahMgx6adaiePIpnIQKrFl7Hn3Ob3qcr5RCjAdGqhXn7pE18GLRXh5FlvZXq5S2TH1tre9zTu2a9cu3HHHHfjsZz+L97znPfit3/qteS1cX176EkURhoaGeo7BDSk1yY3Ui7i7y9xgyo2HEGKqqu2nZevSpEwRp5n7/VRUPqmmWZ5JxqKpimHC0lkmr8jrVK9XupecKH3lPDuRO6xJmjl9sqoTIQX1S83I6l7DXlUVMWUcU42aWSAUh/It3n4wX2XTwqO4/kmyDHX2PkILDQ0NoRbl7VnFSaY1UW7wF9/nLLyVi0PhM+FyuAUJLcTzbF66YuRILy+Rg0BllL1f3qchTegWLbQyJFEUodF0eT7OpV7TnKFAYDHJzvOFR6L01V5E4ygLiXQsamiM+ZCQ/UD9sqydeT+rkpGLfvONK9cxJRCEs9QzfNEsy5XP5e7YMmhogWbg4WntJDUbCmXCEUfSbghtyIXsriTNgu3E6z/kmNKczTlaqYtk73KfaegesnvIAUWhr/TMZhdpRs8nOdPl1eFjpS7qrpOmjnNM1n0VfVFls6njOKb8Z/I52FvUK89zbEdhB8g2cq/tsS93L8+dm9rpc2sfcOcriTZHLlQYMrcJzPujsI0O5GOs1rBcX2VOHPdm14JvJamjp8lx1Kx3xxiF8omyyDmnDBUquemsc1+/3g/l05+3WCREATPbtW1fymVW2y0HDx7Ee9/7Xlx77bXodDr4/ve/j49//OO46KKL5rt8fXmJS61Ww/XXX99zWs1gDPYcFg+tgIKZNIiprmNKhJtUR0zl/5bv4rq/tTA7ZzGnOMhogiIlX2O8LqpjqgQuW6vV0BjQyS8lL8ximzheKiIn+CTNnN3QqhxTZH5o/dIgpkoWt5rQ7u5ws2Z24mcKHBuLLa0vl7mF8rmIKMA1LvlihmxaGxpjdV5c4CiWohnxUVROsMufrRmQvYbyyWJ4C3G+iAyoxVpsz6Wpy5dn+Op65JjSQvmkke8gBfTH2DLWarhk86Xi3eeyP+uhfNpClbd5R0NMzdIx1Rtiyu0XrQUK5QvZD5MVQ/l4P9MWEKEMUcFQPsm5NktFYxGWPpKrJlBAgMu9xIWjgKqOdYkiCzmmZBmKEFOhduILY0lmbu5nNgy9M00zy3loNgz9b4i7GwGNbv3QeCF9yh13vCxE+BwpTgOSyZnETUQwC8RUWZskaSbGezHHlMZH6j0zgLjppPDaKMRXWkW4c1NDTJ3rABoqH5/Pz2Y5bdi7PaZl1uZSq9Ww6dLLvGeEfkuROu70tB1z9O66GCseX6B0wFbcaJcRG+FQvuLnL7b1RYhvcLZr276US0+OqfHxcfzar/0aLr30Ujz++OP48pe/jM9+9rO45pprFqp8fXmJS5qmOHLkSM9hnkGlNgedxXdGHEJTw63jGkCW+LiaoW8vq7bDoJULyBW9mzKcJjh/8cJh8OSo0NAIZeTnaZqiHYCdG0ddHzE1J9ERU8xBWhHdkhlDPvyOuZCfDzVrps8XIaayRRy5PV/GjbbYd5GLbn1HUWR0XmSuqVBepS5DpLLOfYoDm8tCcUzli8hAli6HY0pw4gn0pff+0IZE9yHWAeiH8rkLV/Ux7D0pjh0/UendZ0NCoXxlvDBumE/+91lxTLXPDmIqZD9Qvyybi3g/q8IvI8PZABc95TtqZ9dnHGJmVq6cwNgP4SUHi5zH+UK7evIM9j7YhSp9O/UjuYgv4pgKtVMlxBR3NrOwQnJk2aQ0vrOQikSLYuqHdCl33HFn6kT32fybpJ13RmQrkzqrGsdUcZt4vFXKOOJzcCLKoBWBH5Mh/bKNQtdWEb6Zojp8zrGDgW8WkWi6ccESNyihhGbOCrwyTVMcOXbc/JZVWNTnIvg6jvow52SsS/LzMsRUSTvS7XXDMaUnICDxIkR6dL6dbXE2gpyNwNmtbftSLpUdUx/+8IexadMmfO5zn8M999yD7du34/Wvf/1Clq0vLwNJ0xS7d++ehWMqdHz2Sqsd2HkyiKlBN5SPnAZV0gID1Tll5HkvzC4TO1nKBEdGAV+oySxV8pmFZUpTtNpt/Vz35lBMel+qibYI4kZR1YUFd0ZK0TKiVCUmpvcPN2smw0pRhpZzbXgWyVyKxquV9ARftPDzfoiZ1XlVkyGEJLQTLSUTZeASQimExA/lc/ukcYoW8F/xrHypcLJb3dobx1SWuQ57jtiSTvoqkqYp9h885Bw7lwhAXpO8v2hIpJDjqteNFCm9ZOU7WxxTIfuB+mVZk/H6kVxOgIIk1tB3BaF8s50LOdqEl4rGuxxbdeawcZ/Dy1YxFNxDTOV/yzBGDzFV0K86nURtJzdUPRTKZ+0sy1OTsqQ0ucOUN5W0iWhR3BaOKR7ayJFHhCQpclqcmnbtoV4QU/SssjaRz1RD+diGlbfBqDyTL/QzoStkG4W41KoI78PaXHCu7UQ1K99Z5Jii6uR1Q3+G5po0TbF3/0H7O4Do1CSKfA1HfZhvIjXFWJHvkH2wnDM3c55rN/ZD1+v3h86fa3FQ6Q56anZr276US2VL5I477sDQ0BAuvfRSfPzjH8fHP/5x9br77rtv3grXlx9cCSnguawd2iXw/BD5eXXEVDFMlySUCYh4EjxeFiWcKBNlzAmHadeweDHD7y87xt9BRua5RBa8lMXnEsvQ6vS+sCDR+qWGmKqKZpjkjqmuIVPUlRe3Y2p+ykahkU5mHSeUTzimtN3RCmUJkZ9XiSJOsy7fnPKM3hFT7jM8xBTTVUHHVORmKNUWlCFHRhEvSZrpIVDGMdejXpLXn0v70kVM2b+13Xw361Y3lCqOet5IkTI8B46pxZqVz0144l8ru6GmP92sfBQC5m8g9SIc9aqRM8uxZfhbPNROuePHf7f9O4ptSLgN5dORd0XdKoTkqBKqbkL5IpmVjzim3A1D/g1Udw2DAvH1caMWoZ1kmGaIKXq2U/fiA3kYlPaNRU6CVSNNHDk9U9om0lbT9CLnCZTvVEP5nIW0PZ63hTuhZEqdVpWMzQU6+fm5tQ9MuKcTSudft1AbEtoGognlK+g7IUcIUFzWCH4o3xlywLLvrjMHUpJm3rznOWAV572TiMk8l5znOhLL3F/ibFts64sQYqovCyeVHVM/8zM/0yf56stZk3Ao3+wVA1e4XNlI8nPJ31QFtZBfR2Usvk5O2NyISrJ8aabxsvBiGMcUg8EbfgaljmSZtAVgGUrNhDksYofEYhY5qXWSbJYLC+uMlEL92s3GU629LPl5XSUKlrKY5+i5lI1/OqkM7gSUSQj4v65jqnpZtCHFExoUSZplqCHyFtlA7+TnshyTIrzXDeXTy5aTEVv0qOZkD4byFdQV52PhxPAynNJ+S3GiDFmExaLX+NzUVkJp/R3uFLW41vNGipShOXBMne2sfNQvy8aWM+crZZSOP8mzJP826OpmHadnOpXQFuTE4kK3RYL8nBaQnmMqEMrnOs2qhvLZe/IkBtYZlP+rl6HIDgrVQ5VQdUN+HlvHVCfNzPeMKBxTPDsoYB13BjHVvS6KcrRIO0mc8NMzM9bBSOKF8gnHlHTGFumLVUsGcOT0TGmb+Igpv49yu8DnmPKf6XDi8A0qpY3mFMrHdPHiREzl/xbxiAH6Ri7gtkVDpsmsIBoNgOFFLKjrjth4cJ5ZYMuJqGAAtp9zxBT/lnaSemWROtGnHsnQFBnC8+d2HV6pfp/5hgLUJ7B45mGSTmAu6MvCSWXH1J/92Z8tYDH68nKVKIowOjrae1a+eXZMJam7c68ZmzIrnxbGUyRyBz8k8jSH/OaLLz2TlYPUECiBmmPUlS9mpH6NoghR4DvpWjLM+rp5dqIRWbYr7ChLSVl/Cb3DDeWrSH7esuTnVXaGzvWOaJHMxYHNdZXG28N3CyVZMnE5jI6OIo5nKpdFuyaqGMoXcswAvRDq5yId1n4oX/4v1zdSJP8TfyZ1qzD5ebiu0ixznLIydFpbtNcDC4o8o84wgNOV3r3QEke+bgdclK92HsjrcrBRU+eJXqQXjikvK98CTQoh+2E25Ofamk5OlZr+5K+YYmH/p2c6lebCCH7IFd+M4l9GTm9pczQFsbAsLzA7xJTkdcqfmaplKNJFKaC2kzu/BTgsg4gpPVty/nf+r8+b4+rCKMoX4lNtN/yUyM+djGkeYsoN5Qs5MTVZvSTP+FnWJnJ8a+OI63CJJtE2GEMoqHaSem2k1WlVoXdzhGxZ2c6mmD7AjvUSysfbLsSnWCSWoN8es+Tn+j1RFGFAzEt8g6UYMRV5/YdQf3xO4OGtnTTzdChH8QN+n/MRTvRcd/0RKqqPmIL4vbjsylAijNmubftSLrPKyteXvlSVWq2Gq666ahZZ+fTjsw23CPEDJGlmDBYi2ZSLzVrF3RLST1XJAqXUjGNLh4+6HFPus7TsOlykE0H+rtVqiGu6n9qE8ol66Utv4i2cs8xBjlQOu+p2A81Y0nb8q5B7ZllmdrSHm7VKO4SLbWeLy3x1UdIbobAWSbwdR5HVeTHtIFZw8inHQiESgLtoNDuUynt6DuUTaIkQ+XkcRUFido5mSmQon9AlUoqcndxhz7PymXDKQFiWJrVaDWvXr3effw71Gq9JuZiU4nHViaQUZycrn1su6aiaLwnZD1VD+dzdbqUuFTSAfC6/JrSJ1atwR7YW/iudJJKgXJYXqM4nF0JMybEpy1C8/orVdqoyvyWsLgx6K7OhfEsUjikZJuUhppxQvm6GWU5+PlOd/JwI1D3y84INn1UjuWOqlPy8AlcbR61WQkw5iBvXjpRtFEIGVhEznKJIDR8+12aiDPcEApt5gTHM2242vodi8nP9nbVaDeevdeelXtpIIvSoD4ccU+1O6pWlzAEbyqInM4dWBRdUoRk5lxJCTM12bduXcuk7pvqyoJKmKfbv3987+XlAAc/WEPSyn3SfP80Uuc3+4l5TlhmLJGKOpSIJfYNZ7AZ2KNysfJl3rsgx5XETyDKlKTqdYsMxlMWjL9VEwrA9xFTlrHz5v9omniTjBoB2p7y9Zjqpee5Qs+YYLyFZ3N1gfgpHC265aJFjjS+ESOdZR3WF0io6IRQiAcBBAhldMA+IKXoWOSm8LGRsFziOI9Vg52iqLBPZtLp/ayFq+fvDZSM0KdDNXCY4vIrCnLz3iOxHZdcvhISccJJLpyxluNTLtVns7gO9kp+7/WKhMluF7AfSlWVN1gokPLHP1xdJDs8Ld/6I8LLZZ+XL/5VZ+WiO5/omjux493nRet/YkPaH4aZMXQ7JXhBT7SRR26nK/GZ0CrdhkszYZsQx5SKBrB4CYDgRyUlLl0awdTethPK5/EMSMZVfMzrU8L4FKO57q5YMAMhpIoqc7XLcaCHOvF3LwqAAVw86Tu6OP5b4+V4R0DybomYjn2tEtYZY0qbTMGKKOQRnwaGnhcTGBTY6kOu7w0ePucfYpYVZ+SJ3PQNY8nMnqzCbt9upH8pXxjEVygxpePAU1Klzv5gqeiF4PxcS2uSd7dq2L+XSd0z1ZUFltoM3mLVilpOdnFhI2dCkH0V2MWaNU31RGhKJoghJ0DEVyLyjkp+LOO4a2/ks4xIAFM6LNEUn0Q1HulbC5PvSm2gLZ94vK4fyFThMqe0dg7TC2OPG73CzHgyB0sqxGGUutgL/8laAUFoSm9vQEqvz6I5qoXz+MYmm4NJgKyoZ1stFckRVLQc56eVikocOA3ofjCMWZpe6Ycl0f6hPFlVVmrqLIen48xz6ReirNMVR4Zg6292Zv88Nr3GvkwsF+VkUDtRr6LmUOYXyLRD5ech+qBrK56b3Lt+wseFsvjMVsDp6aQ+OKS3Uw2bxjFREh+Slsc4jvbxADxsb7G83m6/7TOmoKULitTu6Y6pK1lkenmscUwwxpXNM2fIDQKPeDeUj5xo7ryGmLMdUGE1zunvNsq5jSvbxImfsqm4oX5oVZ7atgsKaKnBMad3f4SflG1RJ5rXR3EL5cokQyBB8ju1EOyeHwzWB8Bjm46mdpnNw3LE+VrJG0DZM3ExwBY4p+GOMnKtyTqAx0UkyZaOjuI/Jfk8hm826q6PC3xhY37Cxv5jERazZ433H1MJJ3zHVl0UpYRjo7J4X2gUgRT7UqLHFZveaHkMj5P0hCeldG38ecFyxYtBk4Oxa9RDKpwFKgjschHIIpJftSzXRFkHcaK3qRKC2V2HpivMwhE7hQkZYsx6jFkcm9W9hORZxN5hTH2XV2i5BTJFNosP2qSzlrwwjpvTraw5iKvyeXkP5qBy0GGx1UjXLUyitfX7M/XYtJXmY/LzAmZTZDEIxCx8JcWwVEcUC5Tu3Cy2hha3GIcXF2+HuuIipqsk6pMwplO8skp8naWYcYxKRJ4XXnbZh428W+Pwo1B5ZxnmPauZYmWitYceRzoHjcB8p4Xa2vL1vbGSsqbjdILNpzUdWvraTdTaEyM7/zTfXLOrChvJpHFNuX6f72qZf5Odzjqn8HHemEnpK4/8hOVOCmCpySq4cbpq/i9pFPrNVgpjynAJKEUJZ+XTuUf53b/qPo4Q1kOa5Xq/rjqEeHFOs3jXkatX38zm8SqZe2QUypw0LyhApoXzTfsgqADS6fb2dpL7jKbCJb8unO668UL6KUS+pub84zPFcieuY6juhzob0HVN9WZQSUk6zhQdLkklatJAzYLhZ8xY6vTumqpUx6JgK7Iqa58f+YrRqKJ88pE2MoXIZjql+KN+cxEfCpbNCTFE7FfElVIV/23fn42ComzK+XimUb/H2g/nqoi3DMeXWh8yuY43QyLumis7SyluVY0pmEeXSO/l5LiPMScFDGqQDTkPn+OTnVpKuIyHkPC822DNnsWH1bfd8D4gpKptz/VnWay6Rqj3ucX6ULBSkQ2G2iKnBxuJDTGkyKbiUipo5lImXJOTocTKbdR8x00kZorDhXdeL8EW9k5Wv+zd3PMcxdx6F+8JsQvk4V1xSwlVWRPIbstc4MrKMY4rru06aGd01rHBMGcdeVy3TRopFa9gyN5RQPhLuqJDjhsjPlw3WzbOdsOQCfbF0sGHeW9QuvSKm5LpYIxjn5eLnNf4qzdlXVUy4ZCiUr6enzb9w5y+JhpgK2Uey3XpN8KBtFNhQvvB9ch/R4bsrcIxEiLxQPurDEgHfYLxpodBw+87i+YfKVzmUTzqmUvf+xWZXJk79n8OC/ABJ3zHVlwWVOI6xZs0axD3yXgRjsGepsyRqhCYZmnyGmjVvoROCtIelGmIqpHh5+IsmTiifsiAudkyJXQ5xPo7jIMOjRDn0/VKzE2rXppnA3V3MXrMqaQtQjXgyhE7hQu8m1MRLnfx8LvwW/Mst+bl7jQzb5XwWVueV744WlTeCTiqbl0dBTCkDs2fy8245Bhs1ow60rFD0fq18eXiSfZ4TWpJmwf4oM6d6ZUuZYyrWnIP+80ISxzGGlyx1n3+W+7PjmILfniR+KJ9cSBQ7FKrKXBBTVTN/9iqa/SCdrUXtxh1mKvdiwDmpEQ7z9xIhd5XP1qZVnjVOC+WrCwe3ndvDi8bZOKYijrQWG3IyuUZRt0oB1c5zN150RDAP5eNcWgad1vQRU9yxB/CsfF3EFMsYR98hedEAEeYlGorCoCiUL3++1fdFdtBws2Y2eYodU8XjqJOkDhqxCmJKctTZZ2VeG/E5o1cwCHf+aTrnXDsYOGqORA05rOiY6hUVKudKAB4vopQ4jjE0POI+p6JjJOeYci/QyM8BhjBMyjmmyhBVVH0UTltKfh7YQCKb8yzucVSSUAKN2a5t+1Iu/Rrty4JKHMfYvHlz746pit72qiIndFKaWiifWegEDLSQVEVMhRQ2LX5DOzPOrnr3Eg6D74n8XJQhd0zp32l4YfqIqTkJ9UHK8pOkqYM8mGonlRwqdIVGcqxlTqyyaOQOWsDlMAqWYzE7pubpOdQ+sq5tKB/Vd348iiKj82qxdUCWlpftPpPEcTjxAj+uLaZJqvLOkNAjanGEYWVhJRMxaM7RGueYylxnkyT8l+8uR0zlf0tUFv+XpGiHO45jrFy1Wrz/HDqmHN0uFgolO9ZUn71vpLjSm2PK7VdVnN+zEc1+CBHya1KGmApxTGlZ+ShrabMWo1mf2+4+R1NoC2cZyhea22eXlc/+HTGOKYkW853xBYgpRKqdx+t/MjC/cRSmhpiisOJMvSf/Xa9ZBAjAyc8jgw6RzlT5TRJVQov6ZYPWMSXRiSEZatYw3HWoFaFW5SJfjiOpv6uQnzvheY4dkHlt5FzbK2KKOf80NN25tg/o7a7j178uNE9MCWqFXlGhanh/SbhaHMcYXbHSOcaXLkW8ZhH8/kLOVWlHkBOok2ReWWQfDGXhk7/JZqTrQ+0fQmAZxNQiW19wZxTvK7Nd2/alXPo12pcFlTRN8dxzz/VMEBfMWDRLpdUSmcl8xFSdkelmzjVV9U5VjqnQeQOpL3BMGeeX4JiKIpZqWQ2TEb9lmQrIzxNRH+d6J+ylKtQutKjppJkz0WWZHm4ghaNGvHMKjLoorTXJlEBMcdRLuByljz2rEiJ97fk57G/aJQ1lqJKhfHFkdV5VRzV/p0RKhNqAh+5a9KR/neSIKi0HM6YpSxt3BNhkC/lvzTnK0ZvS2ZRmWdDAT0tQCGkmeE0YwlULDyyaK9I0xeEjR51jZxumH1oQeYgosaCW1WeQrGYjZXaOqaFGL1n5XI6ehUJMafaDdEwVh/LZkyrHVKDPaOgcE+7Mw/4rjK1IYZmix+d6xA3bA9xxxVFN8ht4Oasjbl2njqQQoJA+L3y5oF91Oolq5/H6zzLdOcSddNyGmTQZEN2kNICtd3KINCViihxTkeXT0R1T/O8QYsqOC+LMKgvrGm7WWGbTsMOQyhsaR9KpVZZdWV7DL2+nKZ599tkC8vPe5kyDmEIIMdXT4+ZdZB8BdOdqKDxOjqdedZzZRHHm9O47g+sbLSsf7/fF7/RD+XTElOFdS1KvnaTzq8gZDlh9Qo7dLCN0s15GeZzuX7ShfJzw3GmL2a1t+1Iui94xdeDAAfz0T/80Vq1ahaGhIVx77bV46KGHznWx+lJR0jTF0aNHe8/KFzTaZ1cOX9nmv8loGG7UjIEmFzqVEVMxlbG4kKHzNiufXlcRLBKBHsHhwqHMPUB4l8P8TtMC6G3+Ly2QFtuOxktFpGMqTTNv0VlkxJJQM+lZ+XyCeo1QVYoJ5WOL00YJz9RiMyB4cebSRflz7MJBOKaEE5hzH5HOi4TzuEg0otY8LFBfDHLHjAnlC7ynSp+S5Ygi66TkO8eynFoXcRzoAjGVZlkwJCIP5StyJlmdLEOgsqzcgHaflWL89Gnv+WdTnDAaZ4HoXuehfUsQU0UOhCKZTVY+QoUU7eTPRTT7QSIZisZXVcQUdSWblc+/hoc7S8d0r8KJkR0CbmVcFSKmmG6f7DErn0xgYLgkyaaQOq8AMdVOdDtPLuY151mIjkCSn5NdRn/zMpGNRpswVo9ZRJhctAPuWJEO3VOGY4qF8lVETA03awZ9XNQuVD92HLnP9dCBnlPAf2bI2ZRlwOEjRwscU8FiqmIcnAFk77m2Dyy61h5TeTkDqks6BXt2TCnjSCKt/XtSjJ+ecI+xeixETEWRgphqO+8lqRvElL9xJfkD/bWC3ge5vdhJdR5J7XlUrRK5uVjEQUwxfTvbtW1fyqX6Ftk5kJMnT+Lmm2/GLbfcgr/927/FmjVr8Mwzz2DFihXnumh9WWAJ7iiI44fGp/D8sQlcsnoEa0eHgs+Tk8rETAfbnzuGF8emAeRGy9HTM+b8wbGpIKQ9JDZ8xT93aHwKD+05kcfjh8JzSogRacGXIK+HQ+NTeOzAOACItM+ZqZeRZg0TrQTjU233YUoZQ3aEycpHRtkic0gA1fvBQr9L1ju/ZmKGMqTk1+4/OeUtIvccn0ArSU1fufGiFd47CrPyKTv+ZYipQ+NTeHT/GABgupPg0PgU1o4OlYYELbb5mPdK+v7Z9AvHqRfKysccxIfGp/DkodzJwRdvRfrAK3v3mnocgbRQka6YnGmbhcGL41O4YHQwaNDtOTaBay9cXl4IuCGJBPffeWAcM50UI80adh/NjWYbyqcgpngoX+p+/8RMB99+/rh3D+CG6qnnUz2UD/BDBoG8Xg6NTwXG6TQOnq4eEjZb0fofHRtmZOPc2JftePDkNEYG6uY5cg588JmjGGrEeP7YGQCzR0z14piiRVuzHgMzwPHTLaM3epUqY/TQ+DS+v38cURQp4Uzh5z556JT5TffxufjERCv/jlqMmS668ND4FM5Mt737jJMgA6Zm8r9PT7Wx/bljxfpFaQ5yzh6faDmhfDOdFIfGpxy0UszR0Gxuv2T1iFMXB09O4ZF9J715R4rvXM7/bXXfbeweEdpW1K1ePDWNF462sX58GhtWLTF1/MTBcee6PcfOYOWIDVU6ND6FJw7mbcRRoPtOTBrdOzHjZkd78dSU5f4Tm3HHzrTEN9qxpTmmeN1LhBihTdpJikYtQjvJcODkJJ4+fBqrlwyEK6N7L7XZk4dO4cx0G2NTbawYbjpzejtx5/KpVscZR2UE3GpopIPCds8fnQzzB4U2BULjk4dLanu3JyfzsaHZQmdD9M0evxM/d/Q0tj/XMOWj733u6BnnuoNjU3h478mgXSbrSYab8vfLcUzvffbwKa+NeJMXOW2iyLfhqQ/LOaHJQl9llZBOtO8v3vChjS8eSpyjn/Wyko41OozWF90xfWamPeu5ZL7l0PiUqUPALftALcLjTOf1Zf5kUTumfu/3fg8bNmzAn/7pn5pjl1xyyTksUV/OllRJNXrvjr24877HkGa58r/rtmtx+7aN6n1fePyw8/uBp4/hgactZPbhfWP4kT/8uvn9+g9/xewAaOEqmpB+lwr53h17cccnHzML55B9Zyatkl0RIMNfff8gfu/zT5lJa3yqbcp54OQUbr77/sJFnnYqDL2liSMrvO5cSS/9YCHfxc+R0DUA8J09JwEAB7rO0C8/dcTrC+/6k286bRMBuPud7vfQ84scUxrqp+x7AODR/eO4+e778Y4t60tDQ871jqgUGX4z236hEcfLuqbfn9/5Iv74q8+a+jt2xjq3q6SGlu/kjspIeS/JsQm7cL7tT7bjrtuuDb7nbR/5RuVvpyccHp/Cc10n1G/+1RPedS8cIweV/wyO3szLZMv1zd0n8M3dJ/R3p8VoU06kXosihxIvzXzH0nv++7crj1Nb1vkTrf8BcI7x8ofK8TN/+h3kWj+/581Xn++c/6OvPIc/+spz5vfzx9wd96rytzsPVb52rLvRQYuYpw6fxs1339+z7q0yRu/fM42PffqBIG/c//3uPvzca127UGvjpKsT+FxM0qznjqkTEy1v7qTm+MLOFwEAh05N4+Pf3JO/+3sH8H+/d6BQv8gRfO+OvTjYnQP+3//1Xbz6Eu6omcbNd9+PH7lmrTnGkUTf3zuG//iFXaa+NqwYNtc9vG8Mb/vIdgDF+s6EYHUL9reP5e0+00lx8933q2HF+TPDnqn3/q/vIcuA393+AN6xZT3u+94Btb3e9dFvmnLJNjo5MYPHu46srz5tw2zf6M7I0AABAABJREFU89+/Zf7+xI69+PVP7zT3/PVjB7FypIm/ezK37/7zl5/BuuWDOG/ZYP7MyRYeP5jXtcaDtutFi5oMbUD+/hefNpt+7/jj7d7Y1eS2P95uvv/Dn9/lnONz+tefyb+TNg6n2qkzjj776AHn3q/sOoI3XL7G/Nbq+LsvnMQ/uvkS9fwv/90YJpfsx7tvuhhAOWKqaHyGCPxJfv8Lu5z3L7RtJqUq+fn/96VnTPnesWU9PvXwAbUubv+v33JseG6XyXr60Duutag+EZ4PAI8fPGX0TNl7q2aCvP/Jw94xuvrkpOtsMskC0tQb53/y1edw0aph821FWfnu3bHXrKM+wuagPIOlXs6H9500a5c4Ai4/L09CQjpx/8npWc0l8y3aHLL/5KQ3P/zu9gfOeVlfbrKoHVN/9Vd/hbe85S34yZ/8STzwwANYv349fvEXfxHvfe97g/fMzMxgZsYuDk6dyndjOp0OOp0uYiGOEcdxHr4kWPbjOEaSuCSNoeO1Wg1RFJnn8uMAkAjOntDxer2eh46x41EUoVareWUMHV+s35SmKdatW4c0TZEkSeVvCqE82p1OHod9esZRGmkGfOC+x/CGy9fgvCVN55uOnGnhY1/frT6PC9ejacY4CdIEnU6ntJ0yFkZF33rg5IRnCIemFpofQt+epakxcrlTCsgN2pMTuWLfXWFhcuDkBFYN1512Ckm73UGr1bZonDRz+se57HuHxqeUfrATr79sNc5b0jTXzsd4OjQ+7b3rzvsew2s3rUQcR4HFLnDnJx8LeiNlX9B+39nt1xcsG3TqTEuc10nyceaifvL+K79Jfg8v8ye/dwBl0mY6FTj3eq/FQnwmZjpqW73u0lVYv2KksO9xw8uEWmap861k337kq886BtjuYxN48dQM1q1bh+hkvuNqwkuKvqn7ENdIzCrFLlOfv+WK1cHz1E/Xjg4WthOVb9fhM95zuDz0wskc2aEY+lEUmTBGLVQgJDPtNtpK5iySVrtjnE9RlCFl5U/SFInQm9o4BaD2eQDodCq0U8U5V5ufSA/wY6b8mdWpJyas/UJCl6YZ8Pmd/gKEy3eeP4F9x89g7ehg5fF0aHwaH/ys74DsRXg9X7hypFSXF+nTtaO5Y+Hw6Rl87PsThckMfuuzT+CHr1iDdcuHzJyrtfHh8Snc8e296rOoHx857dd9O02x7/gZ/Nn2PeaYfIZWdvpWLvuOn8Gd9z1mn5MB3xKO2jQD/uYx6ySMGDrwS08cdvrCCycmla/xy8Pn3HabkLsRDo5N4sNf2OXcZ94LuO1XoIsy1oZFcweV68oLlnpttPfEFPadmFLvIeFOKSB3+nAVlCG3A3/vXdcBsIvdkDyw6ygOjk1i7ehQ0NmUwd+UK1NpRadpTr/ygqW4d8c+7zzV0aVrRvDRB1y79ePb9+Afv/Yi08dair7860cP4QM/mn/TmHBIZAB+/TOP4/WXrcba0UFnzuwkidPeL55SdBibQ+3mcWZs36I60OahhVw/mdIx3RoVtExZ35U2/J33PYabN69ClmW+DfopNsZTa2vQ+7+6yzpey967/+QEVg7XVbQol49+LbzG2XtiyswJcRybTffpVsdBh/Jvo3byQv3aud135EzL1WXsmk4S5qz9wk5Xhz11+LR3Ddk0r7t0Fc5fatGJZ2utsf+EPododpHs1y+Xtft8+yNkuYpkUTumdu/ejT/5kz/Br/zKr+ADH/gAduzYgX/5L/8lms0mfvZnf1a956677sIHP/hB7/jDDz+MkZE8DeeaNWuwefNmPP/88zh61CqICy+8EBdeeCGefvppjI9bCPKmTZtw3nnnYefOnZiashPnlVdeieXLl+Phhx92GvG6665Ds9n0uLC2bt2KVquFRx991Byr1WrYtm0bxsfH8dRTT5njQ0NDuP7663Hs2DHs3m0VzujoKK666iocPHgQ+/fvN8cX+zcdPHiwp2/at183uB59bCdGkouxd2bQUxpJBuw5Nokje552vun00AWz5qYCgMd3PoZjS5ul7fTsM08DACYmJvH000/jqquuwnd37aucIYyMT0l+SLJ79+4cVgDdMNr59POVv+mBhx5DcmTE+aYQFdHTzzyLofEXzO92J3H6wbnse7sOnFT6QYbHXziKvVPWuJ+P8fT40bbqxPni9oexdu3aMOIMmFOauLTbr4eyGTz11FOYns4XT2fO+BP66TMTePrpp5HEq8yxQ4eP4qGHHvK+SfueXuTJp3Zh5pDdZj7Xeu/Ai0fM8ZOnp9S2enT3Iay/8dLCvsfRmuScfu7ZZzA0vscc58TbXr3sO4alU4dw+MVchx07noeuFX2TIV1O7OR9YP9+HD/uEnSHJMkyvHBkLHie+unVaxqF7TTTagWe4EqGvE9Gmb8gqcXA6dP5htDRY8dwpl2tk33v4e/j4JmwY+qxnTsxsmY9AGB6ahqPPPywOTcxORU0hAH7/fS3JvsPHgRwybzMudr8VKQH0jQzem/XnmKnYJlksG1ddTzNVReQUD2/8/XXluryIn169ZoGarUa2isvKVWddM9rL11t5lztW/YdOxV8VpKEjeZ2J8UXtz9cuRxXr8k5iUjvcYP97771SKV65pfEETAzNekdLxNeHj7n7umGfKZpgsdfOBIsT4TU0REnTsytX/Jy7djjz9tA+ffJezL4OjjJgMOnih1S/P7dR85geRMYHztZ6R4uhGTsVagOQvemGfDprz/qfZvsY5Mzfr/l3/TcPh8FyZ/x9ItW358cG8dDD1nUy57Jpjo+v7XzObzz9dfh8NF8vj196hSefOLx8o8W717o9VOa5bbJi4cO4qGHxgAAh07N35I3zYCvPrQTMzMttZ5IHv3+9/Gara9Es9nEkSMv9vyer+54DK1DgxgaGkJnaF3wurI1DtX7hRdeaDLo7Xr6GRxS5lzeTp3R9c65nU88gdaLDUwt3RDUHROTk9i7b796rup4SbIM3921D+dhzBw7W2uNL25/uKf5kNfXy23tDszP+mliojqSe1E7ptI0xdatW/GhD30IALBlyxbs3LkTH/3oR4OOqTvvvBO/8iu/Yn6fOnUKGzZswJYtW7Bs2TIAMOkdL7nkElx00UXmWjp++eWXex5KALjmmms8DyWViwsd37p1q3d8aGjIOw7kDcyPE0fH6tWrsXLlSu/4unXrcMEFF3hlXGzfdMMNN+CZZ57BZZddZp5R5Zu+PvYMsMvfAXjFK67GunWjqJ2eyfkDmPKoRcDFq4dx3sXXeIipCI/P2jew5ZXX4/wuNLyona684gpg+0MYHBrC5ZdfDgC48YoNiPBcpXcTXH90+Upgvz+Bbd68GbVHdwKBBdiNV23GXz5VzUB4/Q3X4JUblptv2rJlC/Dpv1Ov3bR5M67bvAr47JcBAFkUOXVwLvveFetXeOWtRRGuvmgNzltiJ9T5GE/rx6fxu9sfcPpcHAFvfu2Wbha7XepkFgMOUqJXibv9enTZILZu3YrmVx8AJqexcvkosNfdYR7o9r0Xn7E8PqMrVmLr1uu8b9K+pxe57PLLsaXbh4Bzr/fWrF1v+ujoyCAiTHgLvOs25SEyRX0vu+8L5jjxql115RXYykJuag8+2C2XbxBeeeEqnHrxDNavGwV27caKbvrnom9C9CiQZRgcaGK8i/i9aOMGXPBCB3h+r1dvUmpRhPWrR/HMCd2pTf2UI6a0dqrVG9rtnkTI+2RDyeRWiyIsWz4K4BBWrlyFeKoNHNbLxeW666/HkqMTwIM71PNXXvUKHJ/IF2IjI8PYeuMNwOdynTUwOIgsCjvV6PsB4Le/8YB6zfndfjUfc642P8XoLqSVdydpZvTeV0/swpf37Al+S5lEsG1ddTzNVReQUD2PjuabgEW6fP34NH5n+wPO+OH9FMhRG1XfuW55zkly4xUbEEXPeeNy7YqlePqY/rylwwM43dKdGVH3+b/zjXA4oVZ20nu1Wmz0yJtuuh6//WB5PXO9EkcRli5dAuBYT44QXh4+5y45NgF86euo12u4+qLzEEePq+VpNuqOjjhv305gbzmStkq5tl28whsfQLmjR56PkNeVtANXLxmsVJYIwKbzlmBoaAhrVq0C9lcPZwXykCgtRLBMqA5C3xtHwNtffx3+9+Pfcr9X9LGB7d/w7uXfdPH687H9gOsg4P3i1FNHgG/lDvuly5Zh66aLzXUXnppB/KVDnr1z0zWbAQCrV68B8CKWj47iumuvBL78YKXvlvPQQq2f7t2dI0AvXL8eW7fmZZ54+hiAYsRpVYkj4I1bcztC02NUbzfccAOGhnLUz/q1a4Fnqm8gA8DrbrgGN2xcjiiK8LVndX5GQLdFuHBd0KjnfeKiizfh/E6Ce5901w28nR49cMo5d9nlV2LrxStw5ExLHcMA0GgOYt369cATz/jlRDUdVosi3HjFBpy/9FJbrrO01njza7cE7QRNeH29XNbu8+2PoOi1KrKos/KtXbsWr3jFK5xjV111FfbuDRvqAwMDWLZsmfMfkMPT6D+qtDiO1eO1Wq3ScWoUfoyOR1FU+TgA7zh1JlnG0PHF+k1xHOP06dO5sd7DN3mMfF2J4hriOMba0SHD2UHyoduuzUmbxTetWz6Md914YbDPmGezvzmse6DZqNxOQD450PH1K0bwL269FFxC9ASEmAop7XrNZgO6cIVLDHjRymGcPzqs3abKBcuHnW9yCFukRDEydj7LFs94Wrd8GFs2Ljdlq0URPnTbNVjX/b75HE8bVi3x+txdt12LDauWYP2KEe8cleeud16rngPCfcGc7/IyrB0dMnVA/UMjnk7SbkgW5yXotpf8Ju17qMzvvGG9d1yKrLNzrfdqNeskGWjU8I4t9htqUYS7brsW61fkC+aivscNLarGgYZbdnIiv/d1m5w6ufz8JVg7OojTp08bzres28pF32RSLrM2rdVqqAviE62/xBHwoduuwcqRAfUa6kMbVi0pbSf69FesXRYkXgeA12xehbWjQ2ofzEmMu98eFQVPiHJ24d/h8zWkjPi/0bBOtAxhjihq+w2rlmDDqiVYMRxyvpW3U1W9J+enOALueue1+Eevu8Q5RpIynbp0KEysXIsi3HrlecHzAPCGy1ebtq46nkgXyDav18IE/FrZqJ6r6PINq5bgV998hVtHrJ/W63VcsGwAP//KkcL33vmjV2HDqiXOnPvzr9/kXbdsuIm/d43Lz0VfNtIM79FmiLBh1RLcxnRi2Rjj3xqxq6XOjSPgdZe6Ibi1KHJ0VxxFJvTmDZfZa6MIOH+Z3ldkXfI5N6a2786fv/HWVzj3kdRFn5G6SJMoAq5euyx4nsp1/YYVeP8PX+acu/S8JXj7Fh8Rwsv0pqvc9vu3P3YV7rrtWlPDEXI7kMb4xpVDhXPsm646H+uWD+fJHuo6+X8cwdMZVCap/2iskMNMk4jVwZtfcb53nuroxotX4fZtG5xzP7Vto9PHaB7idfTmV9hvWjLYdO6PAPzO2662c0Fcc87y9r5w5Yivw9gcar45jtFUNii874Y/DwELt34yc2rN9mPexrJ9alHkjPEq33LhyhFsWLUE/+IW5jyJgA/+xNXm90CTlV0J7y2zty4YHTbflBQ4QX/hhzY7/Y/LZecvcXQB9dsEEVYKJ65sJ8/xFOX1uW75sNM/osj2w/wefQBwfRdH+dpFCtnx61eMnJO1xoZVS7w1FqCXVeral8vafb7scvnsKrKoHVM333wzdu1yiQOffvppx6vYl5enhPia+eKDk81tXjNSSD537YWjAHxV2ehq0h+/bi2233krRgfzwfPxf/wqc01Vw9wqZVeTv+6yNc5vaZCZ93QfEEpzHke2/MuFoXT+6KBHlDw6ZK9ZPuRe70PEwxNekmbOruBiS+d66RqbEePBO25ZUBJC/uyLVg45v2/fthGvuniF+X3L5WtMeW7fthGru5xXP/uaXH9dcf4SvOVqu8sAAOuXWyPhvKVNbL/jVu97qKlU8vPuSd5EReTnt2/baMh333/rpbjnvTfhwTtuwe///Vdi85riBeEi6waQRK5bLsrbYt3ywcr9IkS+Leuafr7uMndReSEjIyZDoYjQm5dXvieOrLOa5H/83Fb80T/Ygo+8ewvWdDND/fef3Yrbt200bf8vuu34Q92yve+NmyuPCSrqxpXDePCOW/CPb75Yve7KC7obPgrRGc+Y1wuhOM+6x6VZj82zKCoqfwcrd2ozCnJZvaTptf1AYAE633rt9m0bsWokH/O///dfidu3bcTNm/MQ2zgC/sfPbjPXOn23oBwP3nELrrwgJ4v9yRsvxB/9gy14z6vcxes160dnXd4H77gFH37ndebYUKOGB++4Bfe89yZ85n2vxetFf/+hy/Pfq0Yas9K9P3atJfn+5C+8Vr3/losGCp0LP3G978y4afMq71iSprisS7QLACuGGviFN+ZIikaB04X6xQ1dfXLjRSvwvls2O9f8m7dcWfnbb7vBbpJ9/v1vwBUX2DJtvWgFHrzjFty0yZY/jq1euITNdb/z9muwZMAa+3y+/5P33BAsj8xWxsvzuX/xOvO31HlRBTvoX7/5crxZzGlc/sO7rjfluvVK1ymzdnQQr9m82vmWlSMN3P+v3miuuUTMSe/Ysh63b9to2vEt11yA27dtNHpkzdJB/Oi14fJcv8GOlVA2y4/+9I1YMew6eD7x8zep99BY2X7nrdh+x61m3PzmW68CAAzWY2dO33xe3p40jgDg/n/1RnN+68Urnedzonwu/+n2VxqH9SvW2W+Sc8+/fe1S/P2ttr3dOdPXOz95o9Utn/j5m5w+ZbLyRZE3T2nyiz3MQ/MhPMMsCe/Tv/W2q43j75Yrclvtt952jTk/1AjrhL94r1sXnJD+S7/8Q3i7cCybv5U+RvZW8DucTcbw3PD/vOJ80//+x8+5KBieJAGw+q6TpN588/ZXrnO+rYj8/PZtG7H14uUAgH//46+wz03ToH148Wo7hv/4PTeY+ertr8z1eATg67/2xrPaVzQhBC6XFSNNvO5Sq5uvXVPHA7/6Q+e8rC83WdSOqV/+5V/Gt771LXzoQx/Cs88+i7/4i7/Af/tv/w3ve9/7znXR+rLAElrQhPRykWEJ2LS7Swddr22ju+i5cOUw1o4OYclgbhANsVTeMm1ySOxCVL7b5QEYGdA9xzRphRYmUWR3eTpi56QWRZ6RxCeQkLOLpOh0mmWOc2Mh0qrPRagNAZzVFLPDAz7ygu8qrxhpOuUhvqKNq0bMtbzsgAhJ6CIvpGhODBJDUM/aSPYVKWQ4bT5/qUHCAMBwAYqAv2uxCC9O7sTID0SIKveL0Cf5jqn8t3T6uamhbVmKhC8e+BiOEHnvPW/pIN56/Tr82HXrMDyQ6yhaxFF7rBhp4jWbV5lFbC+RJlSWOM7HEl/kcKFuri1I8qx8+d9pGk4bLSVN9boa7I6RhD1LOu2STH9Plvk6IeSoXQi9RkWkjQF6d5oBS9hcxMdS0bBaOzpkzi8bauCt16/DjWLxWjWLbOj5NzLneqOW66DXbF6F6zesMCHtJKND+YI9inRdVSa8zuXcTNJOi0M/tHafUjKKJmnmZBodaNTMXNysF9dZmlp9smbJAJYLR8VwU3d2Aj4yg5fh4tUjjs5Yv2Koi0TkDmqLWptgnELnL3WJifnfa5aFQ9kyNoYAV7cR6hLQsvIFH2lkpFkrHEfceTbVFmS8cYRG19aib1ky0MBatlkzITiVSAdQv7RFtN+4bCgcnhyVOA2AfExIB/zKrsNZ2oY0VtaODjnj5oevusB8Ix8n1Bc2MYfjGkb2LHWVtOOoqlcvGcC6bj0lWViXLB0Q9oajd/x248/ifYM/O4rC2WO5nFfQJxdCeNZAEv73qpEBbOo6SchW47Z6kbNNbgxPt207nbdswNkk4XWjbXKX6U3HMVUwOURR5PQ/LrJ9aJy1k9Qbr02xcaNxuHIh9NXKkQGjM5KCeX+GEfYvHWyYOr/uwuUA8pEr+9q5kAFlTkjSzFlrLhuITVhtX+ZPFrVjatu2bfjUpz6Fe+65B9dccw1++7d/G3/wB3+A97znPee6aH2pKHEcY9OmTYUhGpqEFHDI6ClbU1jHlDuhkCKlCWOwu0tyepplG+sRMSWLIo3ktra1D5tlLexEiozxJOsnjn3Dik+y0jnm11f4G9Msc5wbRTv650IaVSzmBRBtMeNkdBP1RP2AkFNTrcRmfevKDPs9qSyucrHhTFKonXgbtQoQU0C+uwX49dgIOGSbNYtgWUzCHTxZZttC9v0iCekdWdf0uyXaj8KXN23ahFqNHCpl5bZ/u6mlfeOYl4N0l80Y5fYL2uWXmZmKxC428meEFtxUTg1lEHch4lSmqt0kDTiXBrqbBPl5+w5eV2mWqXODNoZCjqmF6M6ky+lfjjw9zbIhuYvJsk0Et53lpkzV+SokDTZXy/aVz6b5shOY08qEjzetreI4xgUXXlT5GUXPko6phDmvyxxTSZaZ99Ri32FchEqVQvMAOWK4c4TGm4uctO/jdkm9Fjm2AtdzRX1AjnF+LddnIWd8kXTSYvsgVF4qBy1y6Vy95qJxQo6poW69Ufuab0QxmoefCyGm6rXIC9mj5q461ugyqaOoLyxlm5X8GpmhORHjzDhfWFmyAl1y/tp1ji3ubOYoXTgpcFxlzPlXpW8MFiCQFkKotLxsvL3iKDIbiWQ3cVtdOk65yM0+7mxJU7cNHcTULFSzs8lY5Jhif0vbzQ/Rzr+7nWSe/pS6TLa71wdpLMTu+iSEFOdOvKlWYsYsOXvp+LkWDVndSTOnDYaGR3pe2/alXBY1+TkAvPWtb8Vb3/rWc12MvsxS4jjGeecVc2JoEjLOg0iqEiaTqa6h4yGmugqaJgxCiZxmBlCV3SAAzmKMizSSQ3HitYDTyT7fTj7SwIkVxJSLIIE4Jw4UGBZJ6jrTFptDgi/M0jQL7nzOt2g7KrxquNOp1UnNhLaquxs02Uq8BR1fGIQmZ2pLjs4iEkpqG97eZYipVve8XOCGOEUG6jFaSbogC/m5iIeYysgxVd3ICfVtuTAhY1M6/eLI6rzaU3nWxLJQPn7WQUyJcDXA1UUNY1x2UTgszA3Iw2AA4OSEmw66SGSYz1DAMUWGro6Yssd5nyyTJODEGjChfBztQe+379AWxFPtxNMJIbLihUAAkq4nY54b/dzJ4DpVi8tB5aQ6kIsQLbyyF2nU/T5GIm1wMt6lg72qcN0UckyNjK7wjnPRqmtKcUZ30sw5njFnpqbLuXCnqIYQKSLAlq1BTpfhRq3LQWVlqMvVU3P0gP19esaOZdnnXZLq4o2m/JrutezTSZ/FkR+6V80xVYyQ5GNMzm8R49Kiy5q12HnvmRlxT7fs5NCbMo4pi5YJOZwAiXDVr2soyGaat6vahgYNL6pmsuv84Ch6nui0JfqV9H/S2SjSNy1lUywdXS4cU8UOcX5InnecfxXW5oONMKpwIUT2c0Cgl+IITYYcAlwdVDQdyHmfO1vkBovTx2Zhm7rOwwI9wx7tbVaIOYEjpmSzyw1VOS9Ke5LXs4uY0svJnXiT7cQ4AJcO1tGs5bblZDtBsdZfeBlQHKlp6jry6o2BvmNqAaRfo31ZUEmSBI888oiTvrKKhBRwyGivjphyHVNGqcbuQozvZhcZNlxCoTuTYucltOtBhmBo9zkCW/CJZ/DdiioiS9DuhNsnTd1QPr5AXAzCHShFu1zzLSrU19nd0p1Mq7qIqclWxzM8uWOqlaTejinAszXZY7TjT32L98Gy3Xx6h1zQNkOOqcZLAzFF5ZvppJWdDqFPklVBY00uSOMoMjqParMqAiZ/j7u7GuK2AjhPRNf5IZw2FG50cjaIqe7v4cBiwiZq8L8tR3jkf2dZ2ED13p1m6vOaLJQvYQtOpxxZeCEx3ZH6NxDKtxCOqYwcU913O4gp6ySpGsqXn3cXXJ7zaI6IKe6ElU4v6awgHSgXM1WF9301/C5J8PCjxZlmtfFVBTGVZnYeDek6cy0LM63FkVcPmp4OCZWBbA0VMSWQHaQHzjh9psiWCL+fcwPR80lortAcLlX6VauTFIby8XOyjWqx7mTlR0KIKaq3yXZ+3n5jcWhrFcRUoxZ5aGIax5UdU93LpN1EjlInrLcHxFTG9CF9SxH68sldzzi2uORllMKfJfUjD/uughybq17qVayd5G722PK4yCGg+iaWbJfptlunpFekgzfUX4rs6aqIKS5yU1G2D6FiO6mCmBKbDL5DUjiumN1hNtcDCGbAjQqYanUcfThkHMzVUe4LJYMqYsq1JU+OjfW8tu1LufQdU31ZUMmyDFNTUz07MkJKLaSXy55ODoslgt+JJqSaMHCcUL7Kxgc5jcS7hZINhgsF7ifJsyjkf8sJSuOYKhLZHmlBKIYM5cuPVX7Vggv/7l7QMXOVUAw6CXc6Uf+rx5HhvJhu+44nuRMnnZqAdQZwY4OQCxrHVNmikdpWLs5CyIum2NVeLMLLk6SZs7tc1WEZzOzmZV/K//U5piKj86xjqvo7JbeMNOb5b1rEtQxiihZL+XkbylcdMSX5Z0I8YyEEAJXRokdROb997ijwj1OdpKkbysf/TTPfwCaROiGEblkIZ7sN5cs/jI/vMzOuk8H8XebIZCFlgL8I6WUe0ITrAd/p5V5LTupeQtm4uKFdiq7LMoxPTBc+Q2v2kGNqSiwgqa7LOCqdUL7Iz1RY9P3SiUVlGDaOKXtuSA3ls23qOjPDDvciZ7h0bGqhfLpjKvhIIzNdhGJIuGNFzm15aKPbDo1a7NSPFv4HWKSZRExxJ7km/NkhLtFGLfbK1Spw4GlSi3R9Sf2U26UOHUBFjinuFOBNL7vB5PSMt4Fj//bbzXGYS7SW2cSoRn5+tjeyLGpOdwzFrL9RPVcNIZPt4OoVf5PIvD9QT0U2Aq936Zjkwl24noNX0jR0UbGtjs8xJTduZLvJb+fzkUnglBRwTDF02WQrMXU+3KxbB/NiCOXTEFOZsPE7yaLapH+5SN8x1ZdFKcGsfD0iqUhMLL/gmKIJiRZapBhpZ1KDtIeELvN3xcSuV6CstPYtQkyZBZ+ohyjyeS+KRJagEH6fZZ7DZDGhZfhEudCx6XxS0nhJeNtzpxMZ1EPNmkGhtJLU2WnTZFr5HioCt5U5qiQvhz1XtpvfNogpf1GgCef8WUzC616Sb1blmQo6pgJcT5JjSnJEFT2ThJ8OhfBo5yU/hgzDI4LWXhBTcpe5LJRP+7ac/NyerxzKFwgD4mGB1MZUD5Gp43A9V9UJC0F+TnqaysbH4plAKF9ZfclFj8cnMkfHFHdIS50gF1rkEM+y8IZLkfCFVsh5PFMSiqySnyvPykP5OBeMdV6Xckxxp2jsOzuKnP+yNSxCoO6dJ/uDt4HDMcWcmZ00jEooago5xt0w1+5coKCMqiCyp9rhbFyAixiUc1vO+eMjO/iG3IQX/pf/K0P5+DOLEFNlxNRAl2NKlIv0flUncBnNw1CjpqKqpBPdQy2Z5zPEVAEvlIy4LUNMFeklHi5ZpW+cbXNBon8Bt41rkSXbJ5tbsxM03SDtYd7vOEpY1ktoKVGkO13y8+Blbiif3EgT5agbxFTqrVf8PldcVv6t9NycY0ovJ0cwT7YSx1EvueLOpWgbz500FYjEs1miHxzpO6b6sigl5GgKIqZKFEQolI+cGmYh1t15o1A+zUALiQ1vEe9uV0NMaYYFlyKOqVrc24JE1lfxjo2PmFpMGdn4rqKs6/kWvuDRHDeJY1T6ROZ88gWAU9PF5Q2hCAAXxUMoBxUxVeaYIvLzAA+BFIOYWkR9ABCIqczlX6nqnAh9ktxNp4WG55iK/GvKdFPYMeVzTHHHQFPs9tIQpWtWjFjEVNVdPbnLHCI/p66vI6ZsPSRpGfuf++4QAgtwM+/JUD7J/cClqpE7S9BPULLMEqWS/qxCfl7WVFRO65gqXoT0Kvx5TdHvfceUvXY2qCkH1RhwHs90yhy7/nltgZmKUL6MOTPLHFNZFs4ICfTGsUXfSWOLP0s7Fg7ly4J8ldUQU74TnXNMSamyPzfVTiovsuW4jKMoiNqlspaH8vXKMcWcsKFQvjj2ykV6P46jSvVinU5uf+VoES0UT46pUDhdBFfnksimKHIyaE7OovMGMVVxU/Rsb2RJ9C/g8qlxhF67q2M0h7Y2B0p7OBQiHNrQkqKNGcoMzqutCDHFRXKiyfeSvsvJz917y/pc6HeekKR7LNM5HwEXMZWTn3c3bRu1oIP5XIia3EiQxS8yE/hlI33HVF8WVGq1Gq688krUar0RH84Gol4kpOiWCMeUzbST/5ahfL3w2tnde7eMXla+gAFvYLAFjinrvPLvnUson2ERVSRJM6/Miwkt01EcQAslfMGjOS15NbWVUL7hZh0D9dgYS+NT+eI0lLGm6Hs4moFgx9Sf+fgpIz8no0wLo9DEckwVPvasi+RiKOIzCT4j8FGh7GQ++XlkdF5dOAtDwl03MoRH7rjy33VB3CpDvFZ0EVOtJK3+/ca5lf8bckwZFKmGcGKIKb74L5NQJh/6njTNPIJ3c64AmVWGluPPmE+RoaWAm0QiyDFV1l8yd86af8dUdcQUJzSejWOKo4O1Plqr1bDqgnUAitAG/jHtWR0RypewEPXSUL7Uzcon66Eq9wtQHMpH9cnnlji2+scpfxFiqtA55B+TCFAt8UWVcK0cMeW/wGZvZDpZbCLV4iiI2qUufcZzTOX/SqQFd5oUoXlcYmy9DzTqsYeYIgLneuyHdervsdfw+qf2HGrGKnm57FeyvVP2nZoek/r0/HXrHFu8NJQvC+sl7qitUgdnezPTIANFeDwJd1q2DWLK1xtDCs+i1HW8L8sMnlxCulmLkiBC/CKeLy68CTx7xUNMWdvBC+UT9qLsF14oH81HkYuYChVVhrMTcfxws4ZhCsk9i1yxIdFUK58zAGBgaKjntW1fyqXvmOrLgkoURVi+fHnlcDiSMERdP1425dHEsUyE8pHInTeCzM8GMRXiESAp45gKIqZgd+fkzklUAlknoUVHLyZCmpXvopxL4WEUWujbfIqEbEtJHaPSX3QNdTMxEXfPKeOY0ie3KQUBRq+oFyCmeNGk80QKlVMa36G+X1+ghfxcxYW8py5iao4cUx5XBDPsuESR1Xk0HsvJz+3fzoJU4bLhvw35uXBGmkQOjZrZ9asazicRScFQvgKOqRpbDKZZGNKvvVu7lC/YJD9OpVC+krZfKASghjZwyM/ZIrsspEZ7LtWLXITMlWMqYnyFEjXpcUyxXeUyB7gmfBrTFoVRFCFuDAKw2Uy9Z2ihfEHyc7fO6d6yrHx8sckRTCSFTjlRZ3wuACT5uZ+VLw44V5I0CzrEikP5qP/YY6Tf2gWk3lW61VRLR0zR/FaEYtUyC1P/ozoKI6byemt1E13wMK6i8eDyD+nX1BXuqxnDxRVXcti5jil/w2SoUVc5RiUiVyLkSGPyTcuiTHvNgSHnm8uy8rn8RuG5sYp5f/ZD+ahueBuzv6PIIIs6BeTn2hwox7sXIizmUZJQX5F+qTiyztyq5Ocux1Qx7yBPnGISQHTrQtqLci0WREyxqI0ijilOX8HtkuFmfVGF8mn9XdINxHG957VtX8ql75jqy4JKp9PBjh070On0FmIVmsRCerls8aeRTHKRnCoUZtHL7rNFCbhlkQZYaHLRdswccRBT7jUaIasmtAiT1dUqaJ80y7y480Xkl3LCKBZ6QuOLXK0dnRA6FoIiwzeon5GBq2UAAYpD+SK2jB8wWflSrxxlC0Yyfn3ElN6fLMnqIuoEkJB3sTM9x1A+adjRWPVD+SKj87KM2qKs3PYCuSD1svKxJmpIxBTbuQRyg5xQU1UJ0G34Q/6MZi1WdWARx1SOmII530sYocpZFfnndfJz/bllbU/1ON8cU45jihBTrJA8lI8vTKpyTFEbeATlc3RMAdZJXfbses2iP+eKmFJ5oTodPPXMcwCA1d1splKqckxpWfkSsSgLCQ/B0jLgFpKfO8/JWPhWzTs/rJCfR4rDhr5nduTn+b+xsmA3WfkUW6KKfTHRaqv6jua3IrL7Wuy3A/U/erN8tuQGzZ/bccK4imw4tw4CiCmN/Nw4pqqh6jkg3c1Eae0CDfEkkTQ+8XT3+bDfmTi6xC3H088+59ji/LwWJVbkMDeOH1Szk88V+bkTyif6PHExUb/XOD811LC0h90NS58LUXs/F9nOQ6w/SO7MKlKLXRoAqa+47SCd87IsZaF8TqIBNh8Hyc+ZzXT8TO6YirqOOBvKd+6z8mnl74jNgLFTp3pe2/alXPqOqb4suMwmnWavBlfZnGfJz3XHVE0YOAQZ78UxxXfvuchQktDOvMYR4J7niCnhmIqjYFYZLmT4SWxCcSadzCPQXkz8Qm54wEKH8rmhFFIcfggNMdXtX9LY6SWUj96gkZ+nmUu+CZQvGKn+JGFmKLzFybi2iERyMcwmlC/kRJFjK7QYN6jHJAmmCJfC61GSn8vdODcrn+WJyJ/jG+KUma8qYoqHwNC/WihDSNdRGR3C8kpv9p2J/Hn5s3xSWV7H4VC+4jFrxs48d2hu4GscU05WvhLkAhcTomIcU/OLmMqfGTv/kvgIAJZyfRb1x9sjFHI51Q31WDniOqa0LGT2WYGsfALxarPyFdcZD5uLFe63qmixNFPIz9mztKx8tUh3mmip3u17wuWRzmf+d1FWvirIgKmWnpVvUISa07VcNMRU3YTyFb97oG6z9021ksr8R7x7a+OGHFuyf3DEVBWHHb+GypZlmbFXhps1a9sFNreAYkSv2QxgdextQBZQMmjPLiJSd+q4Qh2cbXtBc8DyJo6iyNvc0XQQhZdxkfbwpMz22T3tc0zpZZXjeLhRUyMwijZPZBNw3R1CTLUZZxIlspB9Tr4yRH7uZOVLi7Ly2bo6PpHbJRRJsJgQU5oek5sBiyly5OUkfcdUXxalhBRwaJFXRrFbipii8JeusUgko70hpvQySiUbQkyZHa/AN0aAarzk7y7nmIqYgRtK/atJmvmLjoXIYDVb4cbWQu+0TJUscvlkppGf0yJfLvaDoXxqVj7ajWOhfGynWcKNS8nPu+cphTCJDO0jKXOgnitxQ/lc8s3qWfn046GQOrlzqoXHlO4UFzimZBPwctTFbq8M8QJsZr4TE1VD+ajs9pgWylCEmqvFcBZJVXfKQ+gqiyT1nW+ccy/kWOJjSM26VLNO3fkUDQXlIqYYcqFgAShFtvN8c0zxZ3pIQSWk1ZDw90AATuI6pvTFyHR3obRqiRvKR3N51VC+6U7izL1pZut9IIBY5eXkpPNSHxSFS3OHDkdtFZGf83rPkZP+c4v0etl8npfLHqPX0Xdour9KyNpkK1FtA5rfihyRsRIy1zDk58Xv5Q70yVbi6ImqoXza55lxEEBM1RX0nCZaKN9MJzXtxBEyjg1Rgpgy6OkITvi0PE8iu0xpKF8BWof3oyrRTOeK/JwXzXH4Mk6zdsVQPplwhMQJ5WNhv0UbS1zkmBlkWRp5fwglO8jf5f7mY0k6tuvsO6hdyHks+1wv5OekN9I0zDHlIqZmAFh7eHgROaZCyQD65OcLL33HVF8WpYQWGaGkFKWIqbZOfk5ChiYpSFo0VNkJIgkhSSQ8WO62kNCkFdp95TwCcnKIo3LDMU+9nP/tIaYKof+Zt+hYVIips0p+XhzKxyczJzW2ILyVi/2BgGNK/R6zQ8XuZwurTuou8KXzxHkUC9OUnFIyExFJZYfLWRbPMeWETFTMzBZCTIVC+TyOKX93tgxMwctZc+7XQvk4Yor0hZuVjz+DEFNVQ/m0jF1aKEMRWiVHdjKUU0V/RciJZVBoHDFFoXxsMRZqO74A1voBOXXn29nuIKa6Bee6ysmwVhAyI8WG8uW/F8IxVQ85vZSFFi1GNALfMuHzmBZGAwAz3Y69SiCmRrr9UqsvzQF5RmRA5QvIkBOeX8tJ56UzojpiKjObJ4Zjip0ndIYf0uvrYr7Ak7q6SmY8bcFeFMpXpVtNB8jPaX4rDOWLFMdUXA0xBVg9NdVOmHXjE9Vz4ee04W+Qg+LjW6yeqpSNX0Jtw79/uMk4plg5LDm/bvcZ5xAiR0/a8+71fihgsd4pQutw518VNN3ZDv2XyFL5d40hpkgva/MDn/+WDeUbPdKmcrnr+Oah+6xgKJ943nBTR0xV5ZgCXJ0my9FgOpumpIG67nSryjHFk0JIG5SL45gixFTT3bBdDOTn2jLNQ0wtLhP4ZSN9x1RfFlRqtRquu+66njMXhBa9YSRV+FlJmpkdrjD5ef6vJD+fDceULHvPiKnA+YhNPVooXxliqlGzcG+vvpSsfBwZIxcdi8gv5RgJZzMrXxlZqIqY6iLyvFA+wa1BRoI2QdNb6zV/J4/K5Wb2CS8Y+XWhVN1SeMa1xSTSgOOGxVyz8vlcEfm/PseUr/PKQ/mYY6rmGtFyAVxzHFNEVpo57+HXLO85lM8uNki0UL4i5yQ3UHsK5Qs4sWhNnjHngOWYgilHqO14mIXWD6ge5538XEEbtILk5/a+0v6Suu3sJy2YP8RUGfk5T7ne6vRef0WOCiAfS0uWrwSQLwrp25r1uDDrpbbAPC2Is7OMLaoCiGPbv1xkgHTcFHJMsUvTLIMM6+aihfLlyEm/bFz3DIhQ8LKNJiDAMVUQylcFGTTVDoTy1f22ko7IOPL7G6F4q+wP8jAgBzFV4HSMRdtIaQS41njIYxUbUcvKR7ZEsx47vGW8jqhfEUeX7Ouc/FxDXMmmOO/8CxxbnJ8vC+UL6SXpEAnJ2UZYy0QegHD4xv4cWoaYWjaU22/SppKIKcn3qL1fKyvJcLNeicyeSy+IKa6zLcdU13ks+WRFu4VQexydmCefCRbVCPUJu2Gb129VhPtCipqlUjimGgMD/ax8CyB9x1RfFlyaTZ20tEhCdt5sdl24kgtxTNlQvlzJ2LTJvTimqIzy/dWy8vHdBk04YkpeEleAlNdrcdCI0CY8bvi3xGS1mEL52k4o39nLyldKfq44zMwELHgL5CJladeBqoUm0jv4QoqH8nVSyTEV3r3iZZR9PcQxpYUMLA5hBpxETFXcgQt9UsjAlAtSQxrebBYShOulliE8/g4rH+J1iZgy4QP2ml7Jz214RjFiqsgxxUOPuDOpTJI0kJWPoUTlN3InaWjd44byhR1T871w0rgoOGKKOxacxWSJQS+zTXkE5T2gfENCC3IZwuSHplg0yWwQU1qGMinkTxpu1pyQjyION41rUDqRARuirhGaA+4caDim4sgjvK7Kr5WkLq8Q4KIuNfJzDTkpv0eGghcOOQVJQu1qkECqk668X+WhfPnffKNDD+UTjikWWkVCKN4qiByTap5xTIXqzrxTcRg57y8J5eNO+CLhRaD+KknwuZOdhObnAaX+8mfl/0YMtcRNNamfU4QdmDpiiuswcc6EFPv3aXK2NzMlulb7uyHQnpoO4vPfaBAxpYfySZ0SstGlLck5x6pn5XOFo/yk/VJnOtuEM1Mon8dDBvFbXwvwjbQk7W2NIDdsF0Uon1LXkvw8y+Y+1/bFl75jqi8LKkmS4KGHHuqZAD20mHN2eJydobASJAMgjvTdf8Aq7mFxvpdQvtBijRbFFMMdzMpnFmC6gR+Z//MltOPLpVGz5OmyujpK+9gMfoub/FxDJi2UuETKfjtpu52An5XPR0y5v5cN0s6RlpUv/1fLygfkPARlEH5TRvYNlR1TDEWwmMRHTPFFUFWOKc3RohiYhmPKd0yRzgO62fIqOxr8xaIWOkUi+S44pJ6kZ/JztgNPQqnYuVjHk/8MN5SvOrIudy75F3MkqRfKx3RuyLHEx9BU2+8HDZY4YD6F7zzT+Asha9zwgOKCGGJdE24nFh09bKaEJER+7jtKI4evpFfhdaRtKiRJggNHjgHoOqZIfwbIgUmK5gFuA9C8FuJotPxjFpGnhW8V8WvxK9PUd0hw5BA5cCSyQyvbTMfeN1APOxykWOezPUZ6poj8vAoQb7LVMfXEaRM08nM9lE/OQTTOy99tEVM2K18IbUYi0WxSGoExRnUvs5+FhNenRUy5vJMmFE9DTBnbUXca5Cg+/zvkF+3df8CxxfknhxAi2t/us6vpm3OWlY/zPrK/OdqTxq82P/D5jyIupK5zHFMOF6LY0ApxTIm6HWzEqn7rxe5uMJ0g54QmC9uj+caG8hVvQktEFZ+PHIdXD+09LDimFnqDuYqE5mHe9hNTU7NK7tWXYuk7pvqyKKVKthnXcx1+lkWr1IO7ZzRhyUXYbPg6/FC+fLIzZK3BcKH83+DOvYKgIImj8rI2ajFLuyx20tTdQtqBy/y480XklXAWN4phMZ/CkTcq+Tl3jiiIqVBWPhmKsaTAMWX5C2x7cyMkyTLF8RiYZNmCys/KF+prixMxVcQxVTmUr8Axoh3zQ/l8FEJV8nOeddMgggpC+Wh8tk0oX/cazjE1Qo6p3hBT/Du0kKPqoXzVyc+TAC8FR57JcEW7qxyu58kSxNQAcz7MpzhoBHJMVZjXysohw0R8jqm5m3X1nkL53H7Yi1RxHs90QwSHGjWHo09DFNAzNXQUyQhLgNJmCCFtnNcZt48ZG8q1RWgxjvbJQ/m6HFNdW4PPKSY8c46IqaLpuSiUr2X4BmeHmGonmUFdjQzYMg0qHFMSxcodBST0e7YcU2WIKX5O0z3Wae2e4+TnVWxE2QcA3ybQkMjUryziTD6ZOeCUUD76JoMMKkC/aHZpEZG6lgW2SM62uWA38HTkkONUT9024cJpFizHlAjlE1n5qCpDFABuOf1NleFmzaxJKiOmxLP5GJblsIlTbFltKF/xJrTckOVzMt9E6qW9bSTB4kFMhcrP9e4s9mL6UkH6jqm+LEqpgphy4t8LmEy4ASAJnknI8JGLsJ44prrX8qKnaYbpNhlqFJ8eckz5O2ZcooJofs1YllKvWSSDfINmlFFdJam/6FhMTomzi5hihMUlhlwrSU29mvCNhl1YcZFIPgo5Ldo54oZHXRgFniEdmEGpL2qhLOGxkv+7mFBzgItMSrLZkZ9rn1QU1jKjcEzJv8uGikEwsOdKDiX5XoCnfCbyc1qkcMQUhfJVzcrnLzaKQ/n8Z+QhiPnfofA8TTi5OReOvpK8IVqYnxQeDquG8tWL9e5shet5g5gKOEzcBWD+b2gtLsMZpROhF5RvSJoBbh0NOSj7YS+SVBijRH4+3KyzkA+dgwUoR0dyhwnNa6H5k3QgJ9ePFRSODHXnwufWJMssYoqIflt+vcmQI9UxZdBefjtV4phit9DrqA21kKOq3WqiG3vJUcA0v7mbBW47RQpqjRwHlUL5OMcUU6oeWoTVVWkonwnZ1ufTuGIoX/4uek/+LNpEk9kZnVC+rifJIs6kUyD/N4K17ZysYd3L6Zul7enw4CnfL+dU7d1Vv/+sZ+VT0L/uuAJzqofJz3nfGyWOqQLy8yzjfHTus7RxJdHdQD5eSMc4+qNwjnKf7XBMRfKc/W6bmTSAmCroM/w33xzXbNAisRu25Xbv2ZJQXXOkat8vtTDSd0z1ZVFK0DHFYc4VOS24AVALoEBIocpFWG/k5/m/vOh8J2XJgE6caO+3CCVNZKiPU04l7EdKo8ay8im7zFJocZIpiKnF5Zjixu45zsrn7S51jVCG2sv/FaF8wjFFfUXjStEMQk7Iy3f3TVkDi0ba/dHQUSHEVCj75LkWBzGVyFC+2SOmNAddMJRPIB2A8tAsMqDjyIaF0L9FO65keJKRLEmxgdmQn7tlB0qy8iluJ75YC4Xn6e8OZOVjSFKJ6LLZAcPpqbkO1gzexgIhptwwmLyfhDYl3BTUhHLQzTOJmJQL+nnJyme4dXxHlPOboVyqZqbj4pCfh7Lydcgx5SKmQpkhyxY1IwwVTXNxKBSejqUpnFA+6SgJ6VfAD8WZEhxT0x2/vLze4ygUykeondjM1fw9IVGRJOSAYUggKVUdEGfIMdVQEFNMV9GGnS1D3pf5vNPsKZTPoozp62Ml7JKjk13uJ/+ZIafrTLs3xBSVBbDOHoPkF5kY+avIxrXk5+4zU8Up4PQ3CtMKIK5KQ/kKnCI8XLKKnHWOqe63OnaS0JOEEidnkkqdwP5eMpBv9PCNPtmXedhvlVC+TpIFOKb8/lDkmJKPdsnPdadVJ7EOdxqj7TR1+kIZLQRPCmHJz8PzsSaS4mJRZOWrAI5YbJuzLxfpO6b6sqBSq9WwdevWnjMXVAnlS5ghXCWUj+9CeOUkjimxCOslw5G24+WmBNazXsj7w4ipsBFA5OdFxW3EzDEln60svhssk04ornwxCHf0hVKOz5c42Vc0xFSqT+I2fMPdGSKRoXxVyM+bzPAvQ0yFwmyofDKMD6jCMbV4J2WJvqlq6IQ4pqRQ1ch6jSJf55WHZtHNVgeQUSp3ePmC2Ox6pi5iijebQUxNVAzl4/CtrkiifoCFnSh6oMZCEtMsq5yWL0l1PW4XXJmzEAPmJ5SveVYcU/m/IVSRu5h0y+Vf6zsg+VidH46pSC2DF8oXRSykdBbk5yXO41qthrg5CCDXnXwBoyFEQs/hwrmPCJFSi4tDdpPMJTT2QvkKnHKOzZL5Wfmmte8WDm4NacH5oCQ5d9F6yTrC2fuEo322HFMAcGY6n7M47xXNbxYtpHxztwx8I6DeSyifQaB1HBSq3FgYYEguLcSOS9Axxeqpar1I+3BKhvIp8yq9l67xEFPmO9yQZ/tN+b80jleuXuNm5VMc4lyKQoy586+KnDOOKSVklY5zCoR2kvq8Z3Hk1DlxM7n0ESK5EUNXehtLikpvp6kfyjfQUPtDT+TnbB4I8YdqiCmO+JLvB9x1F+BuiHF92RPHVNce5jxx51qqOJ3ieqOflW8BpO+Y6suCS6tVbbeeS0gnOBw+juEfViKcbDS0u0UGigyxqpIi2T6DymjLQo6SoUbNcRxoQufDWfn8nVpTToEg0KRRt8GAcs4ogrEnWeah0xaTU+JsIqa4EVKWlQ+wO2tT3R01GUtPIsnPDWKqYAePt3WtxoknM29SDS0aaae/UfenArnYMe9iKJXFJNKA43VQOZRPqSatHsqy8rVaLUZGW/xOnm6Z9I2GmCriicjf4xviRH5+eqZTyXGgLTZUxJQSZsDLyRdJlTmmMp1jyiIN/J3oKuTnvO21BXFDSWU/H6IhpsKOKX8hEEIsJqnfzi7CZj4cU13EVCwdU/5Cyy5yeq8/rkNbHX+BBtjQsFBWvlCykZAs4RxThJiKY3XTivO8cN4YqRKKxpYT2p/56FkNMcXLEpUgpjjPl31PgaMspef6SJKirHxVkUGEmOKbLTS/FWU/ozLwb6G+VaVLDzG0BdepstzcYcb7s8oxZTKfinmdZ+WrWC/SPpTIOY0jit5r+H/E+LDX8oxo/JruJlb3m2cEB6fmENef78+NvdqAZxtdYtG/9lhNOKn4uGonqbex2ahFTtsTgo9vhkp9w9G7WrIIKW1F7+X6zZ9jQ4mRAD/cldst8r18M8Gi6tzMzvad7nskkoh/q7M52kN7S+7VxRDKV6V/FyFl+zJ78bdC+9KXeZQkSfDoo49i69atqNdtdzs0PoXnj03gktUjWDs65N0XUmoaMSQQNgwPjU/h0f1jAHJD7ujpafU6UqjNWow4ssq2F8QUOX140ckAa9QijwtGCg9/0c+Hdy1pDqrFUXCBUI/DoXwdxTg2IS5p5iEu+ERa1pZVpOoztOt42x89PYNH9p3ERCuZU3lC7959dML81hZRWgaTQ+NTOHxqCoCPnALyna5pYTASx9TBsUl87tGDuPGiFQCA549N2FAM9q5a5Bqmsmg7D4xh38lJXLJ6xDznktUjZiGi9fPQwphg6/wdvF3483ttyyoSuo+Xh6d3B4DDp6ZwaDxvg4f2nEAURbjxohVYOzrkPE8zRpI0b0P+LpNeXXAG1aLI6DwsvQhAuQOPh9YYJBBcBxV/J0nD7N662f+4EbpsqIEoyt8xNtnGmqUDhWXROKZ08vNu2ZVnRMzBlofyFb7SyIkzM9hzfNI7TmEzCXuWdOAVOcCOnp4xbf/w3hPeeUIT8CmkrG9W6btapr0QssblhSHHVAgxlf+rZWgEepuzQkLlme5IHiD3Op5y/diZaWx/7lhpnY00a0Y/y4XW88cmcOl5S8y1G5YP4tTkDIDcQUWvzzL7/cfPtJz37juR96F8zvXr29lcSGi3H2qYP4W2HT017YwNORbbaap+39rRIdfpmGbG0XZmJp9TeRgQ6RnpECwiP9dIw+mdh8anPH2njXH6u2UQZH7fq8LzBACnp/Pv4sgkQv5Sv9p7YsK7j9qTf4vNyqe/m+tlWtQ+d+QMLjtvqSmz55hiC3BebdrIrAecrrzuubNDzhNcqByHT01j74lJPHv4jPNeLfSb5udBgTiTZea2oYqY6s4VR44dR5IkxhYvS7pQlC005HwJydn0Sx0an8LRM7mtP8YSf/CiHjs9g/OXDZrf+09OGacqSSOO1Y3PFmORf+G425fTTA+r134DOsfUTLuj8jieng4jieSTi+YEGmNnZjo4NUUIRzteW0mKwUYNh8ansOeY+33PHTmD//WtPVgx3MSNF62wHFNxZPTGiTMtHD0zEyyrFLJhaAyPT7cLxxLgz8HzsQ7hUsXn1O4kZjwVvX8u65sfROk7pvpy1uXeHXtxx32PdY1L4K7brsXt2zY614ScN3yRx418zQC9d8de3HnfY0axP37wFF73e19Rn0s6/P88tM+ZCI6fqY72cvkKMkRRhL/6/gEAwKnpDr77whiAIsRU8fOjKLxz6MLgdY3aZFn5ZAmKYOy7Dp/Gt3efUK/ndRxqyzL5X998Af/uMzuRofgZoX7DHVN7T0zibR/ZDpQ8q1e5d8de3PHJx5x6OzHh9w25ofXJ7+7H7/7Nk+b3v7zn+5hsJXhk35g5lgH4r1973rnvuaO50brn+BT++V88DCA3PPj7nQxtsYzvd9vzF/7cPoPeGUfAL77xUgD6Iji0ML7/qSPmPQDwv7/1An7j03n7yecXteVs+k3RfTIrHx9nzxyZwGvvut+pvwjAbTesx30PHzB96n23XOq9c3yqjZvvvt95l0mv7iGm2PMDiA4pfKEoSc+dMATpmBKorUQxhmtxhNGhBsYm2xibbJU6puwus33GU4dOedeRY2hixjeUa4wrK8mywsQUXP79Z59Qj3/pycMAuogpsajmvC2hzYwXTkx6bc+FDHiaW+75zl584L7Hgn24yvwF6IjeIGJKCZ0IOqZMO9tjHDE1V46pe3fsxfbnjgMAPvrV3bh41Yj5Po8zhTlF/v1fPVFYZ3wuRve6N199gfO8N/+nB/AT16/DZ75/0OgTuuXdH/u2+ftvd76IC1fkhvuv/uUj5r0/cf06fPr7BwGEEVzf7H5bfg0RiEcql9yLp/LF1T/78+/huvWj5lo5Fk+caXl9jOqB66HPPHIQ012nxk9+9Ju467ZrcXBsypwnPfNj160zx9IM+HJX53IhBxzX/SRZluvlX//0TnMsAnD3O6/F6FDTfIctq6vP5sIxRejgI6fsJuDHvp7Pb0ma4S++/QI+8Kmd3n3Ub52w1LgYMcX18nNH8jnz848fxhceP2zuk98yGAjl23lg3Hs+OcaeO3raOc7rnhxxsjxSqP7e9dFvOpuPn9/5Iu7dsVelciAbV3J0GaFNDeaA05xNA3Xf+e5dW7LRJs+bDZWK6ubRA2PVLpyjSFvtzk89hjgGbt+2Efd9b7+57u1//A3cddu1ZiP6R/7w696z6rUITx6y/eJPvvocALsprvXlv3viMLZdvBKAHvosRUOK/tFXdptNPm5r/+3OF8s+3ym7ea8oyFd25frk8KkZ/J+H9gFwkYSdJFN1NgB87Zlj+NozxwC49CKcp+8PvvxM5XICuX649LwlJnvwxExSOJakHfiOLa4dNx92fxXEVJV1UFVbdz7WUi8X6Yfy9eWsyqHxKdzZNeqBfEL4wH07zY42ica7AAAnGXLHzXrkzrj0HqlUQ6omjiJzD5fdxya8soXEhYXnZfjjB57zrguFm5UbfuEMMJFY0GpSr7mkxFy0NR0ZZd/afcKrt8Onpr06DrVlkRwanzJOqaJnFPWbmXZgsTeL8oTKKJ1SAHCEITFIpEP1Q8wpBeT9745PPoZP7NhX+M6/ecw3QOT7x6fsWKjFsXEWdNIUp6Z0TqGMPSfNgD/+6rMAQuTnxdPD2GQLh8an8Ouftu0nn1/Ulr32m7L7JDLpjNhdlPWXAfjk9w44feojX3lWfbd8VyiUL1IWe2U5GqyBb8enFprrhfKJ3XybHce9boUhQC/nmbJZ7/JnHBqfwucePeRdNz6Z72ieUnZwxyZbjCA/Mzw+c5WTky1vl94J5SswJItKQGiCJMuRceSUyp/rtvuh8SnjlNLOc9EWmCHd75Dpdm8LhvIp7VxEdNuLyDkwg97vSeLIhroU1Zk2F6dZviiXxz7ddUrxZ8q/gRzhIN9LTqmqQqE7ZVxBWQY8un/cXCvrYYIRbpNQPfAF/e9/cZdz/s5PPoZD49PePUdPWbTBZKuDj9zv66XdXSQDJ6AnOX5mxnFKAXk93XnfYzgxkT+bqwlJfq7ZGb12q50HrUObauDI6RnVKQXYEMC6E8rnO1u4UH09su8kvvjEYe990+3EC7Vzyc+tnvvqrqPe8wkt+8g+12lFdT/TSYzzkpdH0wfkoNc+5QP37TTfyM+3BWJKOjCMvmbf4vID5f8abqQix5RSLl4WPysf6SH/Pk3uf/LInG2xMgnZanfe9xge2XfSGRPUVmXj/ltsU5aee6qL6NH68se+vhvHumgh2fc01GEnzXBERHJksH0szXy9rIl8NHe0c311aHzKsXPom6baiblu/8lJVWdLycBRzHPjeL3jk4/h9z7/lPndi/0o7bj5sPsnlU03KUkGHBqfDtqlVW3d+VhLvZyk75jqy4ILJ4d7/tiEp+ySLMOeY24Ix3QgrTZX4IkTyufyk2jvKZI4ioL3yLIVPYMkzTIn7IqLDNsy95fM8FHkw3VJaEIJ8QKZc90HyEW8tltW9KyDY9OV27JInj824RkR2jOK3jWjhCHOtjxVy0ginx2C2pcdm40cY2i+WuxmkDpRMQubCVlV2rqMRPnERAvPH/NDMrj02pZFUnafPDcecM4VSZHO4O+ioS5D+YxDqVZznCbF7yRnkH0u/etm+XPvk6muaUzLRfPyLgG6hvALlqX7O9T3j5+ZCbb94dMzjlNuvngYTky02GKo65hiHECzfU2jZhd9ZfpI0+mhvquFwYRIXTm6h76xHDGlO6bmEspXNsY8BEAcoaXoX1lnZzOMpxehsL5aADHFhT5By/QWEk6EDCgbQoF79p+0/WlScXpxqSuOqSOn9TCaNMtREoC7SJaO9rkgporkaKBcAHBqKtdPbihfOf9bkmXYseekWkcTMx3vW1yOqfzfkJ5rdXSdYJ9f3PcdKZlbJPIVsHrBZOULhvIxxBTrVKRLTLiyeC+v1rJQvtAmb9V+kaG6LT1bCbVVmgE79pxUdVtRiGqa6XjfU1Od4PyXj7F8nSIRUtqmQTtJCx0QaXdeKtOhkVgdNOv6plZoXXJ6yo6VPbPQ2XEUzYkbKoOvH6vaj1Lmw+6fqEDAnqTAnuPhObOqrTsfa6mXk/QdU31ZUKnX69i2bZuJab9k9YjnXKlFES5ePezeFzCuV440zd+SCJL/vmT1SE87fLU4Ct4jyxaSiI2mNOt+q/K80EQeyhhono8wz4NJHV5wf7Nmpy6pBNWsfAWOifOXDaj1pbVlkVTtD0XvKlr391qeqmUk4c/OsqywLCQRitsJFc4DwIUr7btrcczI81Ms62b1KxOqU20RzDkKtPKMDjUM3DwkvbZlkZTdJ+u+qP+GpEhn8HfZLFbuS+PI6rxGvVpWPm3BazmUmGMqwBNBiBVLiu0+nxBTYxWclRKRFNKJ548OBs+tWz5kOaiyrKcEEkUyOlQ332gcdwwBatKX9/jcRt06ELX+zNu9qr4CJPm561CTwo9axFR1jine1+dS32VjTM4/cQQTGha6p9e5+KyK2e2vTmKdX1vt8bUocvSSx9EFPdznkjW2Hw7W48I+zXm+SFaN+G2C7rtWL22av2258h9F5Oe9+qW0y5cPheelVSN5mLFGfh7KUAnk9bXt4hXq+5YNNhTyc7tRWqbnRofrhf13+VCj8lxW5DCuRZEJ1+POJ4oEMOcKwul4+DSJyeDbdcYtWTrqcL2WIaaKQvm0DK5FEqG6LT1bCdlqcQRsu3iF2lYDSuIXEp5kgUujFgVtnygCVi0Z6L5XOqb869tJitUj4RB7mpfK1FNVxFToWStHGma8XTA62LPOrkURRoer2Z2aRNB1YRX7USvLXPuazJStSQZg83lLg+WuauvOx1rq5SR9x1RfFlSyLMPY2JhZNKwdHcI/eJWNm61FET502zUe0RspUhqsNGaXsgW3jLfnYTVrR4dw123XepNU7tzxyxlHkbmHy1Vrl1UmoXMXFxnWjg7hPa/yY4SDmfVKEVNR0DiswmeTk593F3JiH6iIY+qGjb7Rt3y4qdaX1pZFsnZ0CK+7bLX5HeoPa0eH8C9/+DLzO47su0JZDPk1c5G1o0P4zZ94hXd82WDdeTY3GskQ/Ic3ue0fRTnPx93vdPumrN9//ZYrSu29NUstcSdPd56kGYYHylPY1qIIP/OaiwDoThxuSL9m8yrjjKGjSwYbXt3yp4Tqf7b9Rt4XiftkH5bjTKvPV1+y0invz79hk/pu2S9l6It5RhwZnWfHZOFnWYdK5DuYnSxC4ntofLbETrvUI4SYqhLKZzmm8n+pzuW71ywdCJ47f+kgQ4v5vFkkIV0MABtXDnn9bbjZ8JwyPGSQvv8Nl6/2ylQ0lmjRm6b5925iCw7Z7mtHh/CurRcGz3Ph4eWko4J9gRWQvkPLlMnP83bmi5C5IKZkm8rv07JMLR2qi2Pw6kyOd5I3XrHGu/ey85aY31JHcj4TuTCMI+CK85egF6EW4vwo9Cz57KvWLjPXlm0i5dfl9cCb/OdeczE7H+Gud16r1vf65bY/DTRq3nwB2E26ei3yEK/Lhhpe3UZRzluicUyR+uek3t739Niv/uFNF9kxHNlyvfW6ter1y7sOdKcvdwsWGgtUX9dvWOGMSyrpyEC9MCsflSuky5YONNRzVPfLhpqF44VLCIFO8xhlnORodppfKJRP2rx8ztMQuvQnOeOmZlrO8/mUqSXpcDPChdFaIeFV/4bLVy84ofPa0SHc/U5X11C/v37DCrWthpphquUlgw3nHvrUehxj7eiQ2pf/0c2XYFnXASsd2Jrt304ycz1JLQIu7+qyNCvWoSEJoWjXjg7h3/24tWfpzOhw09iBK4ab+NA73Pddet4Sfz3FDsRxVLghujLgLKfn3P3Oa/G77J292I+v3DBq/i4ag71IGb8dyZolA055eLk9m7XiN0nb9gdN+o6pviyoJEmCp556CkliIZ43bV5l/n7wjltUgjeaBP/wp16Je957E374qvMBuJOudEhI9MLt2zaa+/7JzRfjnvfehO133ortd9yKd91woXMt6e3bt23EtotXmOMXrazusdYm6Fdtyr/1FWuX4fVdB0yQ/LwCYqoMbVW0Bm7wnVdxoZaVjxTzRauGHecRYHfLeNu9ZtPKWZH1XdpdiLz+0tXB/gAAb+q2JQB84udvwu3bNiLLMqcfxBEw0J1cP/yu6+aNPPBHrrEGyB1/7woA+YKBC29WMn63bMz70lAjxkfevQXb77gVt2/biNu3bcT2O2/FH/2DLfjIu7fg1/7elc6z3rZlPbbfeSuWdbPz/dk/2uaVKcrswpcjppK0HLkVR/nYu2lT3q4q+Tkz4K9auwwP3nEL7nnvTcYY05yZf/P+15u//+Q9NwTr//ZtG3HlBXnmpKsuWFq5nfh1P/WqDc5vWR7J//SVX32jeScAvOfVG/FTr9pgft//r96IW644z3vn9RtGvX5JToEZj/w8MjqPGqEUMcWcLRIJxA1b6XCiRRs5QOg5Uo/0gpgyoXLsXbdv24gH77gFb7najj96B527fZutxzh2F0n0/X/6c9twz3tvwmfe91pHF7/6EqtvSV51ySrT396xZT2ALpG6CFekYqaZ3d2/el3eXn9w+/UA8rG4/c5bcfGqXJf/y1svxfUXWkPWhLl071/Odn01fUQk2ADwwL95Y7DvasTCkgtRnuf3NQOIPzrP27kxj+Tn1Kb3vPcmv9+LR9fiyEOz/Lef2erViVZHo4N1XHH+UufYR3/6RjPX3HjRCnzqF24CkM991F+oXOcvc1EG//4nrsYbLs+dMW+68jx85N1b8Jn3vRb/+5+8yrnu599wCQa6KLkOQwjxevvLf/Ya3PPem/DKbj/59R+7CutGB7vXVkOlPfBvbsHf37rBOfbqTbkjvFmLTd1q9c0XsFkGZ7545w35eKA5Rs/KB6du1y0fNHOPDIelZwDzG8r3Q1esMd/1b96Sz2+dNMO13fHzqotXOHrDkJ+zeYf6Fn/3P775YqNDeP983aV5v7lm3TK89/WXAAhl5bPzNh9D1A6/1p3fATsv0rlXdJ2TVPf1WlQ4XriE+swvvnEzbt+2kWXVtefaXb2goakA5hyKeSifr0uovKfOTDi2OL9WzTLMyiLnMRn2rcld77jW2AtXXLCs4Mr5E17/H3r7Nabf0znZVg3WLtesG8W/uHWz+d2oxc49v/22awDYzSDelzesyPXD6y9bHQyr12z8TpKadn3lhaP4jZuX4au/+kPGOU31fPu2jc6miRT5aHdOcPXDT7/6IvP3zZeuMmXlvJW3iTXSLVeswfY7b8Xd77jGHPvKv3qj+TuOiueeC1gGRAD45TddZuxfaqN/8KqNpj995n03F9qPJFevW4Z33Wj1SNEY7EVoOPz2267BPe+9CWuW6Ki2VruD27dtxGB3jMl1B//7X7/lisJvelV37fn2Let+YInPgX5Wvr6cA+G7MCGPMCnjNUsHcdOmVfjEjr3d4/YamWpay3hEE/JFq0fwGuYQu2iV63DiCpV27uTxMpEcU4Dd8Vq9dABDAQJLe3/x8zlcW4pmlEhpxIz8XJzTbqOJLUkzz1DVrpe7PlWFyrxipFm4Q8AJgpcM5O+Szsg0A4hrma6ZDyHS4iUDddx61fm4+/O7gkSkQL5DeRodc9/IQMPJtATkff+t1+ffS5lRSGpRhAtGB7FypIlT0x2MDPiqujArXwlMJ83y0AlaKGsLkQYzZuIIZgforx7JM01q71jNJu+inUjAjleNQLuK8HEK+KF8MmPe6FDDGaNDjZpDzL166YBDREyyfvmQ1y+puqTO4dVow9kKP8OMJe54tskMwigOWrTRN4TJzwkx1QPHlHjX2tEhbGROer5wXjs65KBXuIMtZRwe5y0bNKgTLhz5Z59h+9vnd+bk6xlzckkHHnfGEvp1azczUtYtI9XzD11xHh7aYwltaSFM/bklkLdSOIH5iuHwLjBHN5DzPJQpjg8l+g7JeSRRsbw/zBf5OQnVvRQNMSW56EYrzgPDA3VPhy4baph6WzpYN/XbrMcOAksry+hQA7u79165dpnRt1JPXbN+eXehlph38YU9AKxfPowLRgexupvFcrhZN+OLJykokvOWDvpp4BkChtdvqL4B2940XxyfaOGT3ztg0U1KKB9HEAIW+cOfxz9BhvJpTpReQ/loHK4dHTJZ7NLUciltWrMEN2xcgXu7iUBMWDmf12quAxoArlk/ius3+M5sGgPDzTpGunN/FPlzm8MxJc6tHR3CNczxzOt17egQVi3J+2NLkMQXtZ95V6D+bNhX/ps7n6iuBgKhfFDmDjeUL/83RH6uXeucV5xc5tUCvarJecsGsb6bPbPMJpkv4e95yzUXmPolkW3FHaGb1ozgdZeuwX+5P09aRO1P95zqZmAkhzbp9U1rlmC6k2LfyWlkbOxpWUyltBKblW+4WcPVayKsHR001zoIupT6XTkS250T3HP1WoxmLUYrSc03xBGzKZLUt23ifDz/yHXrcEeX9H3FiLtWKpp7lggbdtWSAbz1+nXedc16jJlO6jy7SIYaNUc3zRfKiPrR6iVNvGbzKowM1NBNlu0IjSGqx6UCNcbbj2cEVd/ZvXSw8YPtmukjpvpy1qUsRW1+Tf6vzL7kKGlh5HupdGF3qL1sQgW/h5tsR60HI58rRyo/vZ87hUKLk9JQvu7/1HtN/YTvb9RiU0aPhLUglC8VqCTA37kDgGaJ0g0JPbsoqxbgti+R1moIBJrkQ+iE2QiRFg81a85iWHsvYKH3lKWkjO8oRJJJzh0tmxfvmzHrX0mWVSKunGrZhVlTCZXgC05uYNnwKf+ZvA6mSjK0EFHm8YkZNYxAE0427qME3GfIbHCT7cRDXLZ5AoVOqo6DIcVIqAXGm1ZPRcS9gA2rzRe89Jzue1gbyz5CCy76Bhvi5T5/eU9Z+fzvMO8rcH7wxV+N9cU0g4rQ4KLpWI1bK0kzr3w1Ni/IEDdy7NAcQ0kSBuqxsxjheg7wCe2l8LEYyrLHn8fLQMa+1AfaArCnUL55REwViZyjarE/DrUNIk0G6rHPE5lYx0UnseNTS8QQIhKW18exGwI/3LA6vM0c83x80f2kF2dYSveqoXy8v5LY+aC66e3pmO5387A7TReGshbTnw75OdVHV2fOB2Iqjv0x3EkzY//kIYj+NRr5OX83t8+4cH3Inbey3IMNd8NFiotEdOuVnkV130vYbKj+SBfIzUXubCc0RmgzLI4sR5pGfj4QuL8slI/rMDmseQh6SBq12JkLzoZwO7IsoUF+jdu3tLmBhBw3NLZMP6hF1i5Kw5yCWh/oJP7cBeh21lQrf5+2USnDBOsFiCkgt2UBS+DPNxk6aeqtp6jsHCHLEw/FIhxayoiglwjxxknuzDKJ4/C6aC4iN/q4/cOrOh+nGdt8cgcKb7+ZEtuCbGYJuvhBk75jqi8LKlEUYWhoyFGafMyF+IGMERjTc9zj8m9AN4i5McmlCGLLDZ/ZGh5mkdNVro1azBZYutIpW1BEUdgIMOiMgvv5ROXDsv3r+YJNLtY0h2IRQWmRUBslJRMRz+5FTo2Qky+/fv4sIVpQDDdrDjKJCzeIyBCkhWvZQkQuvOgd1Be1bCeSV8YaFZnqYJEy1U7MDrmKmHImYu6kyv/V3sEXQGUZWia7dTrdTgsX+LLMpnyizLI4Uh9MtRJPf8y0mWMq1R1T2kIo5ETOx2iu88xCo6Qt7ELRd8QXkp/XXQPOhHiJ64jboRr5eXexoZwr2oF1nKTMwZYyJ2lYd/kntEVzwhBT9HyLIrLjj66n4SEXEQP12EEDkvOB1EWZY4r3waI+7joGus7y7kskF4dKWCx0QmTO5/+6iMlY/Xu+RXb7nHjbfV9VvTtQr6nht6TT20lqFsMN5ZvkQizNMvNuWSa5+KRb6V2yD0rS7VYntaGycTXy846iT2Y6YUdbSOQz6FtmmBNOPi9Ns6CtRH/xtpShfGXO4iriOPqYLjSbdbXY1SlmAcgdQ/nfvK1DSFzSh+0kNd8Ywa8bTn6ucf444yowL88U1FNIwo4p1/lm0PZs/iInQojnKYps/WmE5qTjUkSuLa7oHS5F561eD9dBvRap5VpI4XVUZZzyPjjUrDm6RtpF1B9ojuB9mboKn6f8DXH//Z3UopbqcWzWSwZBxzf7uhukEn0E+HM2t8c1+47smjMzHVNWw1vZcTftAH18cvupDDElnWkhHSizDZdJXLAumovI7Le8n/C6TTMx14v5j7dfUQZxwNoToXXxD4r0HVN9WVCp1Wq4/vrrUatZY6BsMuTH5QKNj1efY6rAMVUS6+2G+FgF2kuGI34p0f90mPFI7wgpnSq7sKFLqiyCc8RUfp28KlIdE9YBI8tM79EIv3sV45gqMVx4iA0hmIomLxnKNRchx8lQo+Zkv+PCKJ+M8Uv3lS1EQog+45hq++FuTdZPa2zHP0mqOaYmWx0ziWrErE6mL76IUdCLJLxKypxNfFF/YqLcaSLv8d4dWATye50d4CxznAztREeaDSmOqdBYjaPI6DzKylfWFISY4rv7KmJKOqZiuxADmMNClK0X8nOTpUz5Pu4ILApRcBBTacYQU/ordceU/+wss8aiPy9kzJDM7+MOmjS1zvWmQEyRA8giq0ocUxwxpYxLEs0xQG0lw90yZTEpnSsSgRdyWlaZR2YrWrvLRU9lxFTDR0zxEJJ2kiLJuosCZW6R/SlNw4g0Z35vWh3O7QOuGxoCMcXDbWTYX0jS1B/7tJDrCTElftO7nVA+seLljlpAd3xq/WemkPy8cpG7z/TLnCPirPNQyybpkjZ3CYjZc0OIKaqDTuLqnMJQPhUZyh1j7kd7dT9LRL37PssVBvi6ArAhQCE7LIKtb8cJaZzc3Xc0Bwpscb9sDpLTc4qFNzFIGjV3k+JsCC9zFSc9b+PhZq2w/el5MjSbI8OyzEf2kmi6udWxTuR6LTbrJRklkmWZ2czTEVPu7xDinYTsmtPT1jFFY6WT6qF8eR0wx5RATBWNh2Y9dp1lAYXCea6qSC1eCLyUjx7nuop/RxbFTl3JdQfv92W2BdnMZyvsdbFK3zHVlwWVNE1x5MgRpGzFyodcyEkjFyDarktHKADtWWYnQu4+C03G56/ZIqa0nSgTKlWL7QQd+Oay9QRPJ++dq+SYsgpcOhUSZTFRN44pf7FBEyk5iAAUpt0tEuOYKlHGaigfOVaUdppPxJRxTLFFjQS+OYipbrgA7XCVoclCYVpEeqo5eSI2kmrMKOA7dkUy2UpMu2rlC/HWFIXycWcd7xtSkjRzJuljZ2ZKyyuf2ZaGsiiP7LOTrY7LUZdkjpOhk4RC+aojpmpxZHRer+TnEez4thxT7J0S1VGnnUV3/Mgd7F7Iz0McU/n7wgs6FzHlhhbbOg/VmX+Mfzd3yHgh3rEtty175JWpk2bGYGzWY+cc9XOqv/kK5ZOOKQ73XyocU9oC0HNM0XnF0ec4jntA4/Qq3rypIKa0BYXmxB6oxx5KtpNaRE0nzdDqLnyqhJZlsDqhGDFVV/ovhGMq7pYxH/sznZSFdlRDD+mIqd5D+aRnSkN/a6F8vG7535qjmP4uQkwVIWM00cjVkzRznIe83NoC0KCJ2Odp+hiw9ko7seg2jQ+MI6Y0RwG/Xjo4vQ3OHuzD0LX0Dh8x5dsTnnNI+c4ijqnpVsexxfnjyhBTcuOwKOzbflvM7IWzs9jm64Aq7cPbeKhRE6Gk7v3Nuu1j/N967Iav280D912a3dBJU+d6Wi/JzfgZhtrUEVPCPnCcQP57h00oX25TRVFk+kk78UP5asw2oXqZZoipOCqu7ziKnE2+UHIPGy5ZFTHlhmpXpYUoExle6djDNWtvtzuJM1aLMmdyhJkmZN/2EVN96csCSpqm2L17t+uYynSDiYsJy4jdBQi/Vw5ebUFRlYSQ/x6aJceUg5iiMvWCmJpTKF/YWUBSr8W2HsU5rUykiLMs8xYbpGz5wn62acpNmEuJMm47iKnEOdaoxZ5zperOfRWh7+ShfHLidNBjNTeUr1fEFP0uCuWLWSvWa5HZzeML+CJn4VTbOqa08vFjbiifbwBTmV3YeXjRLvmnjp+phpjijgA/ll/oA+mYaruhfJ00856nGTVqKF8QMWV1Ho2y0lA+Z8GbH6PHF5Gf1xliKi0wxq1jql1qtBUtNiSPVOhcLBZJs0FMuYva/N8k5aF8/mKOmpvKxsvIQ8QG6jXH8DFhLhU5pjh6sWooX74gt78lYirN7NxG5QhtpsgQA8B1+c1WD1cRjzMl9om3i5DLXAbqNU+HtJMUrY5th1Ynr2uNo89DTGWZSTYid+N5XQ03a2pIIi8i1aHlmEpsvRdsEHFJ0sz7PnLGl3EOcvFC+RRniTyWZXooaf68/F8tXLYotLvnUD5FXyRZxhbzseCty/+tK46BKhxTDYa04A52iZrhHFPaJxWFxc7FMVU1lI+GD228xpG+WOe6PGJOAd5dLMdUXmfTrbbrmCpARPGyaOczM1eonwUgr7+zzjHVo2OK97ehZt0Zm1KP1BkqD3DtT6Ofi0L5lD7QZmjMWgyzXuLPA1zbR/I1AVpWPn1j0Xxrg9D4+XNrkUVMtZPMs5/4I6geSJ/l4XTFHFNxJDf9Q4gp1/lXJvLbyja4q4rMfsu/rR5LxxSjhAhs4gMVQvkMx1TfMdWXvpxV4eM2FL5F10gEgYN4EINXc2wYiGyJgSGzdYWuK5IixFSdTVxzcUwFCYQLwqtIGrXY7qqIy7T7eBp1X9nm//LJsiwULyR0Xxl8lSNkpGNK49mYT8eUDeWrM3SaDMGxC3AyCgh6XQYpL3NMacgMh1w2ihxOHSqXtrPGv4lD0aU0nd1seH9r3Ce8D0wWkJ9LNNXxiWqIKe7QkohJ2X3aSiifJJnmToZ2knkoOEBfCIUAD5oDr8zGcHa9yRGvoH68UD7iFGPppoFwKF8nzXB6pjgDoobGse8LI6YkOoIb1fz7NNF2kZ3n8XA9sRiyIYPFhiTvN8167Bjx1M/p/qpwe/m3FNcJmjqLyqWD/rikyw3KIdDJtOyLob/nW7SQeI9jSktIEUJMeaF8LmKqSD/J70wZ2kryz8mNJ9kXa3EkFvquY6rFEiNUDeVLsswJ7wYsV2EvPGBSz2pzhewrEjWr/c2fEptFVur85lL2yQ3xSdoY7qScByxSw4ObjmOqG8oXue2nvp/pQ/raPLTaLXhZKB9vGklP4HEO9WQf6sfpGfTZlp/UOlllmB/gOqAicMeW74RslpCn82tD5+UYrkJ+3qzbUL75QrKUicMxVaF5uCNquOkipuS4MhxMLEEDPUNFTCn6Ukqu82id4s/39DlkMzXrcc+k7tp7JVcbT2TRSTKf/NxBGed/z7Qtcbq8RkocRc7aKpTcgzvHqkgcueTns12HSJG2kHT0ca5ZXlezJT/nm2d9x1Rf+nKWhZN/h+CaNIkZxJSyGJYKoJhjyj1etLCabVY+rZw8VKomDAdt17ZIIkFc6dwrJjFNGmLByEVDddhQvsw4AeQiznFMzVKZEmquDLrLHQ1ThmMqM+WqElIyWyGjgCOmAD2bVo2hCAhRURrKFzBgiO9MzcrH+kI9toipNLUOFo2LgGSq1THtqu3g1wOOCOprmXDMNWuxG25ZhJgS547NCjGlG8qh85OtxENcSsSUZtRoZLthxBRfaOX/ljlc+e6+RUrl/0pScS4aQgBwF1ZAHg5KBuHYRDHPVJETqWgHVmaFc5y3pvz6OzWjmR/ioSAZcw7wZ/JdauncA9z+1mR8IIA1kE0oX4lD23VMVeSYytwskZL8nL4BsP3YD+VzdbwWXgssNGJK/I59VIHMhgkEEFMVOKZCnFF5WcRGRJo5yUa48KxUQ41yxBQJJz8ndRJH1bLydRSuP4OY6iHsXRbLD/uOffLzTGbl8x0QmuPIZMybBWJKhuY4TnVjS6RmfDVqLtcbXe8gE2ruOAeA4UAqdes0yBznm6yvAbY41tb3MqkIFz8rZfWxFkRM1V2OKY0GgiPOSHi/4Pw+mk1Cjim5Li4N5VP6jXl/yYYD0EVM0XfN3z5hoXDeuCrhp0UcU3JccecnAKcvW8Sa3UDxuGyV/sYRz9oGA53jqH2t28lDZYipYRESy8Oyue7VnkHXzQhHdtHcE4lQPrl5IJ9dnfw8cj5+vpw6fiifqy+5I9hFTIm1FSvPdOFm7dzXUi8X6Tum+rKgEkURRkdHnQmCD9zQAEyEt1oqae1eTZF1zCTldvWi0L6hWXJM8efSpM3TUfcSTqiJ0L/i3vzfQo6pesw4ptxzWjOQgZZlts0GRNgLR5zMNi6a2rqUY8rhL/IRU3LxIhE1cxFuFEjuGhIeNkqLNVq4loXycWM4iuxkaEP5/AVwXRgelpTdhpAUOaYmW0mQkyU/5jtZqHxAPhb5DlC95obyFS3apaOtOvk5RzgVI6bIaDSQ9VbH5d/wHFPZvITykc6LY3eshITv7ssQNReppjuD2mnqGP1a2VZ0UVMnSnimOBG7lHqgP8h35sjO7vMyvkjU60zls2HX2gUX59Fy35tlvsOf627ezo1a5CwwyflQdaOVO7mKDE2XYyp1shwtG/LHJV1Pt2m8QYDPv5j/ba/rJWFHryIXenEUeQ4Jmc0J0HV7FEWe07bDdo07SWYW0hpCQB7qJKmTbIQLr8rcMeXPvdo4JW6fVicFJ9ePKljO3FlKYsjPe2gjWXVaogzZV/LxYNvBqX/jwOXPyP8lnVnmLNZEho3zYtbZGOYochkCDEAkJugipthzSxFTaWqTOCjotjLElLYAl9+hXVsmoUuJtF0mN+C2jdGBCldYfq+rc+01+b82XFlH9tM5KXK+5FLER2i+rW43AeYLyVImkgakTOrCaa0h9uTvDtNRgBsRkaQZ09Huu7QydThiqhab9ZLcRKY5bFjRXwC8xUFDbBZJkXZNbreSg1ohP2ePsI4pGwZIzwhJHLnvDDnnZR2XSS12P33+Qvno+V2nm+CYMplG4dqict3B+/10AceUw3fad0z1pS8LJ7VaDVdddZWTCYQP4qBjSnirtbAYqbg0hIzh6/AMClFOBzE1u6x8ALzJhHaPG/XYM6R91FbJswuukQ4xTepsB8m7TLG0Ofyb2owMdUt+bpXpbDNJVCU/b7H29RxTsYaYmsdQvrZPfg4Iw45x3JBxQ5NNGdkt7xu8rw4VhPJ5WfmM8W/DTpYoXATmmxj5ubbwazjOMne3CMjHIi9XvRa7oXwFiCl57nhl8vMwx1QoVGDJoEWd8Vs6aeoYA+0kVY1zNStfYCDmoSO5zqOsfOWhfNbAN3pIOF60d3KHCkf5aGVb3uWZOlnimKI+rO00O6GdBQu0WhQ5faRsAaMd54+3yQZ88nOOppK8HjFDiJKTdKCek/Gq5OcVF07c4Vqd/NzNGKehPmSmUyK3N8+g8+Y77bmFDN/jomWZ8hFT1RxTPPSOpJVkDhpBhiJxkX2UL6YkQpX022AjR3B4Tt64GDE1w0P5qiKmUj/L5+zIz92HaPxuclMmTTPR/3wHhBZ2bN/hl69sob90eMD5rSGykpS3UYD83EFMxc65ehwFs/8apAVrq0gpNyc/1z7J1Q3Fjqj54ZjKj3OdCbgZ3/imEwnvWzxxhpaBkZxxSRY5tjjvWmqWXXZIjmG+oRKSRnwOsvIVoP40aTI9O9ysqxxnJOS4MaF8qe3LTiifQO+ShDim7DolNusluebhCXi0+bmQ/FypC2nX8CQK7cTnleVlp3qQWTyL6rwWRw76PHRtQ9RxmeTk5/ZZ846Y6j6bzyk82VCG2KkrmZSnOmLK2hVna6wsVuk7pvqyoJKmKfbv3+8QLmooE/++rvEtPPFOVj5lt1UKOa/KJgj+c7ZZ+fLnuA4iznkhJxMPJl5yPg/1CS+Iy4Rzq1TKysfg41TXZNRpjqnZevnpvvKsfLaMpODp3mbdD2eQE8RcpApiii9cqCyTxjFV3D7cMSSJegGdr4ln5eM7w0lq+19xKF9SGMoXM6NSCylLs8ydTMViqJdQvuMVEVNOf/MI+fV7lg5Yx5STeCF1y6+F3gC9ZeUDrM7rNSsfzy6jcUzJd3IDWqZtlrJiJEdMlWXm01LJ2/f5C03tnTyEgnNMBTMZKu+S/GmAS6Ru5wUqt57ogq4zIbV1H4HBQ5arCO+71R1TNstRPY5VFB5dbsJvFBRMlmXqd54lv5QSyqdxTPn1qB1Ls8yrcxcxlfaUlY8vpkLk57Tp5G0SxZG6MB9gHFM8RKgSx1TqIzBnDDl79QaTpdKcI3JjgY8HIDxPhZ6pla/MxqgJQi2NH4/zhtVF+D1do2UTo3eH0FL0PCCf97nzrVfElBtKqPcj7doyCdUfvYM74AHmyGbty+eSjPWMKHaRpeaa7iX0ze0kRZKwzUQxH0opCuXTuMqkNFjY9Nlaa5PNXcV5DAjEVLPmkp+LcWVJ6POPoUQN9VrsOOCMriiYJ0najM8pjmHWS9KhR9EJeVZR/zvkoyWiXoqHmGIO7k6aeusp/gzjsO8igOjdNcXhTmMkjiInfDDknKdyFyGmuF6VdsV8oY0kx5SkK6hKfs6LUzWKYD4zir8Upe+Y6suCiuaYqoKYkjvjfAFi7y3nmAohpqqG8lWd3Oxz3ffyrB1lsN7y3bhInZD0a32pxyyUT5yTdQnYCSJNbbYjMnBoXpiaB8QU3TerrHxk6MeRg/Dh5+ZDLMdU3TFWnJTcbCIz5OcVEVMScUISysoXAeDMuhG7z0VMzZ78nB/n3Yv3cV6uFssuA/iZ99x3uxN0VY4pB+EUCC2QQs65qXbi7CYnMpQv1RFTeiifXr4kyzzHVJlBbhZR8PVdKFwLcJ2JMyJtsxSDmCrhmLJ61z9XRH7Of+Wpy/O/s6x8AaOG8gX6m0RfcaeVnDP4s6kvDiiOKYNUSH1HiSbcSVw1K18nzRgfSaQusOnd1F80FGOauY5MknOFmMp1nXtM2+kOZfyyyUm6Rr7DMZWVOKbc30WcVNQPyMmsIb+0cUobMa3ERUxVqe7irHzVTW8/yYRwlkSRFxYjOaY0B4Or08sX0GXfHKWubtEQFilDXzdqsRouzhfUJpSvey6UkS9/nu1Dlv/I7zuNEseUS/KsI++K7g9JiK9afiP1GbOpWY8NOpK3Ke8WfO7QiO6N3YZ8IU2iIem4aHxV8v1FdVCvhXlNF0oMcrai81dyTHE70mt/Qtd2w/U6ClVHxjdQKiDs8qx85EyzjinOWQW4iCk9/F1+V9jxnD/HtQ253drqpJ4e58+wiKnEOaetl+hcFIlQvoAOpPFQFPHgZF6M3DDs2a5DpMjsty4CjaEYE9cxVRTKV7SRxdFUZyvsdbFK3zHVl7MulUL5BA9CLJR0/hz3Xi2Ur5NWmyA0lEp+vLch4nFMsd1BnyOmt924/HZ9sq2ycZcbCX49ar8BS2aaZpnhDSHi0ERMlsBcEFP5s8sWhW0tlI/CXhTy8/mM07ZZ+VziSY2DgZOfmyxMvTimHCdp16miZeUTC9MaQ37Qpxc5pqbaLJQvYMTJVNaAGz4ld3lcjqkCxFS3XpZ1w+xmFcrXkTtTentTHcisfJ00c5xn7U5amWMq5LDWMgKVI6ass0U6pPgiSb6TG9Cc60szQoljqgwxVZRpyVlEFnTnWuyGSmkIHy6lWfkYkkA6nxzCWTP+7HNIh1K/IUcDLwrPflTkTCWpmpVPGssd5gRWEVPd8tN9MpQP6Do7lDntrCGmKqB1tN3eEGKKjg9255Uc9cTJz6kulNAy8dE8k5RPfp5fS/VelWOqqSCmqobycT1MYkP5qjeYLJYcezWR3Q7w0Wg8U6sZ4/yZJWht7RopPvm5f2+HLeYbMpTPLADZApihLQCXZkEK6cMsszZFHPn6UMsEyIV/u2ynEM9fFQkjptxFveWYsk5bskODWfmiSOUZleTnQNi5pYfyuRs5XKpk5eOIqXk0xwpFy3BXJDIrH0eKh0L5gHwjy4SldkPEAUIr5tf4nHxKeVnSFS2hhQzly8nPy7+tlPxchvJFVpfz7JmyPIB10JpQvu45rc75GHb4ewNjh/NchYT34VrschXOl90vs9+69o+dA3KdFl6X8rIVb9b2yc9J+o6pvpx14QovpESkt9rsJhWEAappqgOOKWlgO6F8jP+jF8MD8HeteKhUGfm5lsLaOY+wA6pSKF8tTH6uzQGWe8UnP6d65Yp21ln5KofycQXf6R6z9euF8s0jxxQ5mIa78f1aBhw+kfmIqeL20dIEAzZzigzliyOfI4SekXOb5GUpy8rHd681oXJrfCRpJh2TqTOei9AkdN+GlcMAcvLzKumkeX8ry+JIwjmmZPIESTip9UE1K19gILqOKb+PaMLDTuLYrW++APbCkRmcnPpnFPl6BABWGI6pMsQULTb8ZxQZuo6jJ3J1nf0+/Z1qWIJzvluPmQ+vN7vxDJ0SK3XmhfIp/TkRoan0XC5JmqHFs4O2w9B8Oc/xsaY5pqj8xjGlIqYylb/k7CGm5G+f36goO648Rt862KAFkdUhvM60BY/HMcUI5kOk1VTvsrriOPJ5F2H7y0wnMXNm1VC+Tpp5/YfIb8s2KrjIqpOOwJxjykdMyTqnnxrSxePcnAfHlIOYYhljOUrX0SlmAWgRRJYvLr9GC6s272DvpzEawW8r7uTUPslBhsi69pxv1dsxRMNA3ysRMlxf1BV7g4fyxZE+31BbNwMcr5oTi4vjmMr0/lSU+Y7zY50txJQJi6uoE3mbkuOE2kSOKx5e7YQOx7HjGNR4AAHdbmgzx4ZLmZD/S+3p2qD+d8h2kAgfKVooH/FttTupZ19xW4TGkLU7Iq/85j7jmHLfGcpUzXmuQsL7cBTBQ8LPh9ArYqGXgK6zmG/cF4TyVd2snY9N/peL9B1TfVlQieMYa9asMRmqABfqHw7l6ypqE9ri77p4qaYL0lR7CCkFyk/Cvfq9Gvx0NRWNG2Fa+EDRby9deEEIQaVQPuYckzWVKbdb2LLdLbahfF3HFFvILbRjSg3lc8IC4uD1cxUOowZczgwSmsdjhiIgR4q2yOTiIqZcaDngZ+WLIndxE0XujistiMqy8lmEQWj3KhzKl2WZszBvJ5kTEjpZsGgnR8GFK4YA5PV4aip8vb3PXtOSO1NliKl2xyNzrUJ+LtMqA2HEVJplRucR30KZPZ4xZwsZePR03m20d9KCRe5cSqlKfk5F1ZEE/iLSCncG6VnLgrpLC6fREFMslE9LikFt5y4s87/J4dQUi0Dn+aI/AP5iTDquijmm3HmOoxM1Zyd9G71SG5Np5vNsAdUQs/Mh2uaKr3fD8zCXNLO78oRkayc2bDxhToxmvTyctt1x61gr91AIMRUFEFMstIUvNqukoc85ptxjhJgKLco0kQ57zZaR35ujNnynan7Odz5XCTkq62NLhlzy8zDHlHU2upk+87/pWCOOmT50HYua8H5Ijqk48vWLkwlQW0j34LDrheohVH80zqksZLZw9F+s2RusebkDjjtD6S+OmEqYsVealc/hq3IvsHOF/l0AoWfhlWshJUTfERL+jYTIo74kxxV/ZkeEDpu5KNV1tPYbyJ1ACYusoPUSDw0EOGq/rofait/O2FLUjXTycsRUO808+4qPhYa0O2K6RrEbGOreIT8PovSpr4ftdz7H5Lrbnpsvx5QMx5Q8sCYrXxa55Ocex5Q9N10YReDytf4gS98x1ZcFlTiOsXnzZscxxXeSNSWSZZm3G2MzlrBdaKEAitJU+xxT7nWhUL7eyc/zf7Vdr6J35r/d875x3Vs4jJQGy6vq2+D+/TRBcP4aE8qXupMlMHsvv3FMlazgeftOGccUTej+zv18EgjyUD7A5aUh4c5UGYajheVw0RbTADDY7YvSaRNHscn6BrjZhxK2gC/MytdOGO9Ncby/RsKdpv7CnPeVQvLzrsNu+VATS7uIpmMT5eF8buigMAACdswSRn7ucUzxUL4Q+bnGMRWYOZM0MzrPZuUr7ofcGWQc8bE9VvROmzUs8a7nYkP5Zs8xxbMXyYU5/xkKdZJZg8z1JYtgvrAxzl+zYUHl5im6fScvtTMt0Ljzlz9D9mc5P8k+XeiYEn3NJGoIhvK592nOGB7KF4s6PxviIY0ihfxcS0IScEzRtxBiqp2kDnfcNGW1VfST/OYOI5j3svLVyLGR6wKPlDjWHciUhXaGhfJVcUoBLiKMhPRjr3YFF82JJL9XQ0xZx1T+mz+mDK0NlNsYq1csc69XHF8JCxFq1N3NJEn6z+dzelQR+Tl/1kxCpMyRV24NpcWlVgvrOc/R0EM7hrPyuZs/NP45J51ZBDtoKPt3xGxD3uw8U6nVc/y8fy2XolC+KuTnedl8230hxaCPKkY7cH1F9h31PS0kmJqRk5bLkMWQrtD6S4ehfetsvRTKypeH8vnfIbuXQ+KvIqYEx1Rsv7eT+OTn/FsaNasXATsuVMeUQT1GjjOsjNe0CDHFy5YBCxrKR8XkNjxHzaaZWx4/KY/9PdlOgpEBfcSUlb5jqi8LKmma4rnnnguSn+sGq/2bw0ABdzL2EVOaQUw7Z9IQDf8eZMqzF8ODP8cipuwOblGKda2McjLhKYG991Ywlhu1iCG6hNGqLCbk5AMAgybtcP7bjYueHULJkH2WOJI4Iq4KYqpqutkqYrPy5ZM5D5sj4eg8iZDSDAMuIY4pWsCempYOhQwZJz9nu+ZJYh27RZwcUwwxFQotoWeGQp/kQn2aEasWw5ZzR9tQs4ZVIzma53gFAnTXkVSNY2pkQA/lm2q7nFM5aa7/jAGF3yY03nK0Wq7zqmbl4+ep6Q2HklLvXGTa5lA3WzFSETGlhMOR1MSOIRf+S4bykYRUqU607DtC+ULfOqbsosc4bJyxlP9LO5WmLXmds+dLDgg5x8jzRemfpW5os4xsWkiSDOXTdpTTlDkWHM9CsBjzKhr5eZUQam0McHJwyzHlLogmZ3K9p2cNdX9z8nM/5Cr/PRQI5StFTCWplym4TArJzxWdEhKf/Nz/Nqm/c54lMceL/qVlrwy9Q16vSWtqwr1emdMSFvbSiF3yc4l04d9kEG8FoXzc+UJjTSuym8TBP8+/XZ6ugiwLli9Qf5JjKhP2UJ2FwzlcYewZUcT0mBKeF0fMnmM6S9tY4+KGvouTmh5S5GxzTPU6TiVfEWD7ntQ7UWRtOzfZgs147Ybyyfv99/OkMbUIZr3EnwdYtDjxYEmRGz9FWTcBYKjp6gwels2/jYTb58bu6PYlKk8xx5Rbn6Eogjqr35Bw214mLZkvB6jkxmwI+8dk5RN1JZPy8M9I0iy4Lpmah7XUy0X6jqm+LKikaYqjR48Kx1SxEpEZFwCfCFBeB+hOLtIBnqHqGdiuEh8wO+s9OqakcZHSjoofhqcZmEW/owjBBUiVSZhPnrKmNEXYEGgMwCKmaPJ3lOks5wOa8Eo5pniYWPe9fMdKGufziphqW0cK4C5mSXjGMNnfyjimagEjgvjOfCdP5iyu+Y4pN14btUh1rOTP7Jg6lfwgttzhUL408xfy0xwxVWF3aKhZw6oleQhIFQJ0N/TOfXbIHiFE1pRATJ2edlFonUAon4aQCOkFysp39OhRkzWxzCDnnC+x0Hfa4o5LXSw2QnqAOKbKEVO2D0vhr5fvkY4k/X69bGV8NhwtK9EefCPALAbYvWTkUn8zIS3Kt6SZj4iSOkmOw0Lyc76oyzJjsNbjWEV+GPLz7hDSwr04arTMabkQIjlQIgUxJQ1zQNfFKcvKR46pDuNtAYCJ7mJMU0/ymyXni1Nu4djolfx8pm11Q1WbIGF6mGTahHZXby9ZnZqdIOcXDa1F4UIaaXUZBydQHsqXtKbdcmmIqcQNt+TtZEn/fX4fendRKF/+TOtIzO/TdCZzPKkO9PC4kjZbL8i30BClBa+0KXiYGK9L6g9sXyoP5dNQ3AxhajcxWMhQ5l/Lhc+Xsi9XRUxpm8oLKaGERyHRHAUWtefrYBNqJvqyE1YeKIM2P3cSnlgBZr3E5yXAzjWDjZqOPhaHisY3kIcEOmWLbR9pCz0MuOsAqh+y90IUIYBFrkl0bSiKwNZvAfm5yIbtRtLMTz/jdhng6o16zMjPk8Spq7KkPKFIgj75uZWXlGPq7rvvRhRF+KVf+qVzXZS+zEHc1JqKwersZnf/VeDAMnRPm2BsGtYSJ5A4Pyy4hKqKhEu3WHrosjLMJTNOCCnhhiXGZkLzjQz/XonGAOykQe0w2Z4HxFTVUD7WvmTgU5vXYz8z0XxyTE0xGDW9D9AdUxrvSll68FAoXyh0IYJvQNuYdzcUNmTMT7USwyMQQnTJrEj87yzzF+Z80s0y11GlXTfcYIipiQqIqRbntHKfnalmETDS/f7JVsdxXp2ZcR1TrUQnP9ckiJhi+owveoqMcu4MoluoCzhIOuWdTYFqDO1eUyhfGWKKhnDpgk10F3l1L+nmy9BV3OCXiC7uJLWcEOze7t8TwjHlONnYWC4L5evFMeUgphh3UqMeCOUzHFPW2e49M+Fzo+skOhui1ZtHfq4gl8s4piiUryV2n0lPaIhO3zHFsmSVZeVTuIO06ctk5WOZs6r6ADup7+ieMai5+eOYCpGfS9uKNiEkTQIwN9uDxCM/Z0XiCGOX/NzeQ81OjhonCxY5FgsQwHkZrCMR0J0mDSWMl4vLQeWeK0O9F0kwlI82QRkSGXDR4DWnnggxxXRBZMuqOZOiyNaNuzEM9rfmPHYdAFwypR9pIqMIFlpCvLIh0fQV2b7aOOXOT77x7GSIFU4NEq1M7UTPtCozkXMbVLN1ZDO4yQf892pZ+WwYnY+Y4racXRskTrlbWl12O6bcxAjZnA1Tv+EO4xL4F4eczlZkm8jkLxpvXv47TH4OhG2GvmPKykvGMbVjxw781//6X3Hddded66L0ZY7CB27IYCXRFiDmXml4FaSpLoPUSh1puCh6tPhlPL1NXauQn5fsUmplDpUmhJTgaJlGLQo6sDSjhAw4MvL4zl1iJku7uJ/tTgU9q5z83J7PnQyZzcpXV8jP51G5TwrHlJ2UeF/O/61F/g522ULEJaq0f4ecSjlCSvxmEyWHIYfC+XLycz30hURDTHGIuZxkeShf/g6d0FxHTJU7ppwsel4sv37PksHcKTMx45bttAiP7ARC+TQJOqaUsDyguG/TGY6YknoP0BcAFlIfRggAlvx8spU4O59+WezOrRQXLVOiT5X7QwsYbWjwSzmSQDoHuJNU4/Ug45cc2bQ44zvObn8WKDphZMrdTpmUgAtv8zylNIUwRU7mV3k93aaNSW4AO33jLMXy8bqlv+UCQ0Uua8hottM9WOeIKR8ZqyE6ZR/rMM6XslA+bS7Ww3jz61udNIiCCAkn6yehsVe2UcFFFkuzG+T38vFAQm1gkQDsGeKTtG8sc8gVZeXjoXw8ky7vT4YP1DgF/DFajpjqLpCTsKO+pji8nPPsHjmuylDuRRKyvTgHD2CdQU7GN6WeeL+I2NyRMQc+n1uMczCYlc8vW1G2syJ0LRdtU3khxToUqo0xTV9RXWnIRk7O3WYbz1QPIR5AQJ8D28zB5fQ99jzAt0HLhL9J6+fyOdxxxHUpCbcbJM0HFVtzTNkyuGM6nHDH76dSHOdqmrnhcvMVykebYMoGjMMxlbp1VZaUJ+SYctZSP+COqeLth0UiZ86cwXve8x587GMfw+/8zu+c6+L0pQeJ4xgXXnihQ37eFjBMLofGp/DEwVPm99HTMxgZqBvlcGhsGofGp7B2dMgbvE8cHMfnHj2IGy9agbWjebavlDmGuJShlUgJycVrmdD7Hth1BMuHG3YHtx55k5Sc6OV5qZqiKHL4AZx7AwZSlgH1COhkwPhUmyGmit8FMPJzZkzLzC8cgZFmGQ6NT+H5YxMYadYw0UpwyeoR0xZ07pLVIwBg/qZ6oImIX8fvPTg2xd4FvHB80vSlsYmWww0G6Dth2rPLJGMOGOJ6svVgr7MLYy3NcLH15oYf2b9DnBpxFKPGUkCfODNj7tt3YtJMcnEUNgBOTrTMPRMz+gKbDNzxKTsOauaeBDsPjDnXS4TUC8cnsGrJgNf2u4/mfCTtJMPqJbnT5PGD4zg0nrex1v4P7TmBA6wPSMRkWVa+sSnX8SWh6p00U41z0jdcQguS8cm20Xl1Rl59cGwKG1eNqPfwXW167unpNg6NT5kQvPyd/r1UiiOnpwvLtWywjlocIUkzjE22cf6ymvk2Pl4lNJ8LP0Z6WZND41O4YNmgX9bAECjjmOJpuFvd8p3q9kezEZBmmOqeG5/0+yo5nCgUmdcThZAmaYqdB8adckgUDT2nHkfodOtS6x/589x57vDp/D3jUy2MT/lO2MOnpvHiqWmzqFZD+ZgFfvT0DJZ2na58eguVZz5EC7GU678i5DKXNLWE8KS7ZzqJMwapTRsKEbxc5LWSNJjMgeYW2szyubLczE5Uh7Sx0+qkiBsusqVMjp6aweFxNzzZcExVJGYGfGSofP90O1ERU9K2kln5ijhofE7DcsTU0MgSAFY/q6F8qc32Jct8opv8gi+OqR2o3sqyVRm0RcECuSb0GPHvkfB+JRGmsp7GShCoXMrJz0n3d/DZRw7g4X0nu79bOHra9qP9Jydx2flLnfkuArxwvyOnpoxDnm9cvXh6Btd2r+NdRDpmD41PYd8JbnPpG0FF/eLQ+JSxa6n/FdlgIduvF5stlPAoJHx8Sd2p2UX0vfc/eQTThIAUZOW0bihKAEOy98Sk0TP1ml0vSW4u6osznVQ12F8cm8ayCxq2nDHv59NYv2LYuV6i8ccmW0YvPX/sjLdJwzcOfceUu1bgcqZLmTA503HmtBdPTavt2WSoLWk3PrTnBMam2jjF5ngZtlwWuUG2ZBRFuPGiFea5URRhw4ohs26xyVTcbwbysUa64NhEC88fmzTn5DpG9qEvPv4iRgbWe99+nCX/+UHPyveScEy9733vw4/92I/hTW96U98x9RITWqRx4RMBVyKf+M5e3Pmpx5zJ8tbf/yruuu1aPNZdMHz16aO4+e77cddt13q72Z9//DA+//hhRADufue1uH3bRmP4etB9uWPKft+7Yy/2HM8VzV1/8xRGhxq4fdvG0m+9d8deE4509+d34fc+vwsXjOYLtDpLfUzyzJEzzu+vPX3U+f2sOP+7n3sCX3jisPruOIpw74693vEx5lD4p//zIVy6ZgkAbRHvT+KE8jE7+LHd4UzS/Hu/+8KYU97X3n2/035xBNx127XIMpi2pTdl3fPLuourNMufeed9jyHN9Hu53Pr7X8Ur1i4DAHzjueNe+WX/4M+OIuBnX3MR3nD5Gu8+KV95yrbL2/7oG7jrtmtVxBRPL/vIvjHnGY8zZ6smITTKX353X+D6GH/53f3m9z/78+/hsvPytv3co4fM8e88f8L0ZSnHJlo41u2v//bTO1GLI6ef37tjL3Z2y83HAZXv7570+6J0nL7ro9/EO7asx30PHzBtz5vx9z7/FK6/cBQA8MUnDuNL3f5NfeOu23IT+o5PPubZYnLREJrLv/vCCQDhsEKS7+09iddduto7TvqG1803nj3qXQcAf7Z9D65cuxS3b9uIj2/fY46/8T9+1XsGCQ+J+NbuvB8/ffgMbr77fvzO268x18lFEddTv//FpwGEFwlRFGH5UAPHJ1o4MdHC+csGnfEgRbPpv/i47Vekl+l7HnzmmDlH9eU/Uy9bmROM/j44NoXnug7N3/nrJ7FksG7K+ej+cTx5KO+rv3bfo8iQ4fZtG41et8ibXKftOmx16zv+eDsAoJMCH/v68045Pv3wfvyzN15qft//1JHutV2H+FRb7R+A65hqdVL85mceBwA8c2QCb/gPX/W++d0f+7bTxzVUzWcfOWj+ftP/94B5Lzl6Ab2/zpdooXx/w/QNAOw55pJgAwpxMoBjZ1omVI6y33mhwSKbolsW30FDwh0/9+7Yi+/syRf5/+PB53HZ+UtUhBBfiFEdvvGK8wDkCy56Zhzrc62UX7vvMe8YjfUyxBR//r6TU7h3x17TnlIPfOI7+3BShEE/ffi0z8EpOKYcxJR45r/79ONo1mKnD5Whg/7ie65OVMnPWdhLo+bW47/9VD4HkXP40Pg0br77frxjy3p8vatfuH7VhBAuLbFg5vLZR+0Y+nt/+DVvrPAy/au/fATtJA3W/T+/52GcmelUGmuhkGV6JnWJT+zYh0/ssPP+t58/iVv+41fN77f8QV7mH77qfHOMO54A4J7v7MVvfGan6W//6UtP4/CpfOH78//re7i7+83Ogp79rc0N/nq/u6ECBMfDzXffj7+/dUN+deba+DS/U91p5wB49mBZXVubv5pj6sBJ63yj/ibnGXrnvTv24kjXSfjhL+wy9/GN5+/vO4kvPJ7bMWX9FcjnLpLHDpzC//tD+XzDo0Tu3bEX334+t2N+96+fxJaNy73nyL58/1PWPnv9h7/i1d0XH3ftt1/88+/huq4tRvqSy//+1gu4Zv0y3L5to3H6yVC+b+0+4d13tLvx87GvP49XXbLSHA/NU4SYevzgKdx89/25vQ598xzoIlM5OrkgcuPeHXtVW1JKHFldTTYEj3qoxZYf79995gnnee0kdfqyHPYf/sIu/Icv7DJrVCrX5x590Vwj+U9/0GTRO6Y+8YlP4Hvf+x527NhR6fqZmRnMzFjP46lTubHa6XTQ6ZL+xXGMOI6RpqlDyk3Hk8Ql7Q0dr9VqiKLIPJcfB4AkSSodr9fryLLMOR5FEWq1mlfG0PHF+k3tdhvPPPMMLrvsMtRqNdRqNccxNdNOkCQJjpxpqc6HNAPuFIokzYAP3LcTP3rt+dAkQz6ZvXbTSrZ7EjvflEq0RZogTXNj6E5mUPJnbVi1JNhOB05O4I5PuoZohvx5ABAjw2lll5zLfxeLIil/s/PF4LlnXxzDnZ9+ovD+LLPOsCRJ0Ol0WDtpO0NuY+SIqfzvsYkZ/OGXn3bOn1SIldMMpl7oabItyXnWThLHGNLulc/eWeDwaXVS0+Yvnppxnp1lwJ9tfwF/tv2F4P2aUN+7YDQPP2u1c70SxzELSUzxme8fdO77/M4Xse/4GaztOiq9ccOYTOtxPv5kX+TSSRO3n2a5M0PKvTt0x5aULLP9fO3oYOE4ODUVRhHuPeE6wdIM+OT3DjjPkfIIM8xk3ygyIk5OtHHg5ATWrxhBmqY4cXpava5sXJHc/+QRvOKCJd7xVKmbj39T7zdUT82Jo/jgF150nvEB9gzA6g5yzrfaidNeaQb8+qd3mt9k3yRJgoNjU177APmik/q81OXLh3PH1MmJFg6OTQadUgBw4sy0ua9er+Pg2CT+0989I75nJ1536SqkaYY/++Ye71ulMRkB6vykhg1170ySxIyN55jzher5bdevBeA6SXlfNoip7q5lIwb2HT/jbAIUbU5++Au78Nbr1uLClSM4cHJCHU+yf9Dc2ivHnSyGhqr6gy+7bXDnfY/h0jUj+M7zJ7zjr920EuuWD82rHZE5zwAOnJzAH33lWaeMjx88hYNjk1i3fNj0oUNjvrPqwNiUGQuEDJWhkeQsili/prJHYn7ijqUoS1UdSv3m6u6GBsmhExM4xRYDVId/9b7XmN+EsDzSHTtzEdLxprysPQ6c9J/PdceRU1POuQz5phyXb+8+YTbF7DfltosNkcl52aIowhmBkMrg66s0KUZ/yP5LfSVNUyC199Ji9sSZGb9tFFtPzh/Ut9evGPZsWMN10/3GLEs9W/auv3nSef4H7nsMr79sNc5b0vT7ixjbp8XcR+dv3rwKF64cKRxPkTKTNWrWLj1TMK/KOrnzvsfw6V+wCNwkSZz2+Y1P73Tu+bsnj6jf5IT1pZkZM3fc59viZ2baxtaJ49jY1mOTM/jwF1xbkJf13odynTnZ6uDO+2z70hzy2k25s0Keu+OTjyGK4NiDsk8C/vqpTfNWHJXqvUPj09jNHOlaf/vAfTtx8+ZVyLLMs/FJjp6aMp4M7vCh/vr6y1Zj7eiQt06S8tePHsJPXvoIXnfjNcaReWqq5Y2Th/eOefdyvQ8AH31gt3pu/YphHD49g9/+nLteyODaYlL42KN9AsPlFuXz6t88dqjw/m8r89QbLl+D85cOmHaiPYXtbLO5yJF0ZqbtbBC3lLU+2UxVnFJUNvPuNNcvPKwzjvL1ila2scmW05c1ID+vyziOPH1/eqZjbNuXiz9ClqtIFrVjat++fXj/+9+PL33pSxgc9EMDNLnrrrvwwQ9+0Dv+8MMPY2QkV+Rr1qzB5s2b8fzzz+fZk7py4YUX4sILL8TTTz+N8XE7QDdt2oTzzjsPO3fuxNSUNQquvPJKLF++HA8//LDTiNdddx2azSYeeughpwxbt25Fq9XCo48+ao7VajVs27YN4+PjeOqpp8zxoaEhXH/99Th27Bh277YKZnR0FFdddRUOHjyI/fstYmKxftOTTz6JsbExnDp1CsPDw7j++usxyQzuZ555BhfXx3GyuSaYVUsz75Msw8FjY/oNyBXLF7c/7BDY8W965pg1AuII5rseP9r2FippBnz524/g53705mA7PfLcoUKF99wzu7B7v75wJqmiMEPy1Ud390Quufv55/Ewjph22sv6EsnpcTFJZYnZPXhm36HK76taLC2Uai51Mn76jGnXZ05FankvXNbAqmXDaLVaaLVsv6w3GhgcGMCJ05PYN+4ajEmWYaaVH3viyaeQHW1g06ZNBhVwZnLaN9KR98er1+ToMDmeJhmaJ0KGhx56SO2LJGmih51J6aX+aMxcvaYRHAdf3P4wXpzRQ9IA4MCYjs6arZSV/1s7n8M7X38dnn/+eTzxvO6Eq1oHGYBdew6q52TdFNEYpBnwjWde9Oovydw+QLr82PHcWDs1MeGVlT9jZjrXH08//TS2P3tMbf9Wu236lNTl9STfsDk8dgZJmhT2n+/veh6bcNjo8sdfOKJ8T4ZHdx/CwYOHvPpIspzAkh+Oo0idn7SN7anJvB/t3LkTz+8eU8uYZsD+wzmSQqu3L25/2DjSj4+fBgCMnTiGv/vWmcp9Is2AbzyyC7ffcgO+u2tfwa6tbVuac8fGwkZ+FXnxpO9o1jZuPv31R4Pfv3Xjsnm1I/bvs8iILEnwyHP6PPD4C0exbvlFpu99+xldL0xM5X2SQp2PjZ12zlMozNHDh/DQQ3l90pxL44Fk7LR9x6PffxiNWhTUY2Nn3Lr90re+75UtzYCvP2Qdw4Te+uYju+ZM5Jy0Zxxbitt7X/y2/3yuO751oDx7aQZbtySdNMPOnTtx4FC+4Dty+AjGx8exfPly7Dngo1+lvjp4ujwsicuup57Aq2/cgmPHjmHnLuu8pMXsE3v8vlPFlUt9+8dffYVnwybtfA4nxNSB/fvx0EPHvfu5JBnw9MGT2HtqX+G8d/WaBp7d59twXEcUjadT0p5CvvlH/WD3gdPe+aI6+MqOvG9GXft1umMLXtY96ZtOsTEz02oZu0Ob3w4fH8NDDz1kvmmyq6Mff3Zv4XigZ5045c9vSZbhy99+BEmSqjaTNq/wPqmtn57ujo9aHJXqvcePllN1JFmGbzyyC2fO+OUn+eb3n8Dx4x1Tbi5pt3+dt8RfP0nJAHz/uYO4+Yar0eoCLPYeOlrZLqZ2BfS54ovbH8ZbtlyCvTODs7Kt6RknjuXjjFCqM1OT+OL2h3t+ZpoBe45NojZz2rTT4UO92ZBHToxjfKUNYXzyqV1onMjDc/k696G9p2b1zY8++ghuee2rkCXWsTI+dhInJ3V9ePzUVGXn1xe3P4zR5aPq+Pnurn1Yf9OVLxt/xMSEvzkVkkXtmPrud7+LI0eO4IYbbjDHkiTB1772NfzRH/0RZmZmHJ4VALjzzjvxK7/yK+b3qVOnsGHDBmzZsgXLluW7ZMR3dMkll+Ciiy4y19Lxyy+/3PNQAsA111zjeSgBYMuWLU4Z6PjWrVu940NDQ95xIG9gfpxCplavXo2VK1d6x9etW4cLLrjAK+Ni+6YbbrgB3/ve93DDDTegXs+7W8Ta7KJLNuPyy9fiyJlWEK5JCxx+rhZFWL18FDioO3viCPh/bnolfvsbX8uvjyPnm+K9J4EHv2POUfnXj0/jd7c/4CiKOAJ++NXXm2/S2un6zWsRYVdQIV179StwAC/iq3v3BK4ohquWya2vvBRf2L2zssF88cWXYMuW9QDyb1q3bj3whLvzvWrlCuf38EDTfO/F68/H9gP7Kr2Ph+4VSZrmdc2fOZc6aQ7afnnhqRnEX/mq166f+Gc3F+50Hjg5gdd/2L2vFkVYMjSAY5OTuPSyy7F186p8d+BEroCXLxnGkQl38RtFwJtfu8VDTFH5ploJ8Nd/ByDnU9m6davaF00ZakCclWe66aX+YlbG0Dh482u34LOPvQhA3xlbPthUj89Wysp/0zWbAeR678qL2/jC7uf8Z0T6rpX2rs0b1wLPP++dk3XzO9sfCD4zjoDr1y/DfbtPiX7j9gEaSytWrACwByuXLsGhM6e8Os+yvA6WjOQcEZdffjmWnLdB7Rsjg03Tp6Qu///be/M4O6oy//9TVffeXtPdSXeWztpJgLBkISFhX1XABYUBFAccYX7q6IgrMqM4OsiIBnVExPE7uIyDGxBRFpURZAuyhoQkZCMLCaGzdJZO0t3p9W71+6PuqTrn1Knldt+lbvp5v168SN9bt+rUec76nGeZunk1thw+iP60htkTxrj6Gs+iE2dh8WmOC/YpMyZA1za6+sH8Wa2Y2zbJVRZDs+qdN0zVNPX8pO9xKxTr6i3l59y5c7FH2wesXOu6RteAttbxWNmx19VO7Lba/rr17HgVgH5MmzwJ7zpzBr75grpfqZ5xzoI5AIDT5kyDhu3qOYqTLZtba+vHAHArl8Iyc2Kj6zO5LesacMV58/HbTa8o++rkJiuORaHWETPb2gBYFgWJRBwLZrdC19yKlFNmWC7SrO3tMvbgvo0bIJNIxIFk0s62xuTEYMqg6VOnYPHi2ULZ62rFmClZPQbA2jCdsWQxdF3zHMeaG8ZgV4+12Dd0DZecvVB53XvOPhXfeeV54TnnLToJ//XaihEpp+rrarF48Rz7b369d8nZtcr+xNpX7ZQe3LXyZd/7awAScatuGdmsiblz52LSni3A1rcwadJENDZabey4aZPw/C7RClQer3Z29gFPvxD6Heedcor9TovrG4DHngbg9NNFx0+F/qSo1NBzhferW9a2W3Ixc/g17JiXXwR6e+3YN9OnT8PixW3AI08Iv5fr9oTJYzHhhIm+815rYzXWDu7EH7c4LlzsezZG+PWnsWMPAftFd8fqeMwer084uAXP79rp/eLSM89fPBc/WPkKdM1avw6lMsCfnwr9+0vOXoj/2/U6cKjLqodY3F533P7ic65xrrmpAYsXL7bfqbqmBkAf5h03A49t91bWsvpuqq8FJGW9oWn22lp+pgYIFlPW9WKbZPDr8n2JDmDlOmuPEDDu+a2x+DKes2AOTNNU1gsAvGPJPHS+tgfYuUs5F50weSwMw1rX8W1RRgMwe6K1T62tsd5x6qQWrN7fEWpdzOQKwLMdTx5bC+Po0LDW1uwee17aCbz1tt3P6uvqlGNomPu1tdSiZUyVLae1g28Bb6gt8FSMaxyD2rp6AJZyffZxx2NxLkQHv88dN3XAU35+LFq4EIZhoK6myv5sfEsz0DOI7UeOuK6vq0ng8KC/EQLg1KWua9D/z72XOm2O5QJ7rOgjmPdaGCKdle+d73wn1q9fj7Vr19r/LV68GNdddx3Wrl3rUkoBQFVVFRoaGoT/AMs8jf3HKk3XdeXnhmGE+tzOSsN9xj7XNC305wBcn7N3k8vo9XlU34mZFzI3PkAKOpz7rrWxBu84aYJLnoamYelV8/D3p08XPvv2lXORyJn/v39BqxAhScv5oreOcyw7DF0sYzzm6GR1rvzTmuutGEK5ejA0DUuvnIdpzfW+cpoytg53XDXPFalpTC5AcFUihrF1/lZ/n77oON/v3zev1TPw6typY4Vys0mdx9A0zJmYe49cO2HvpBqsY1L/4oOf11cnlHFkZHTNivd10RxHtpr0PXPjMAF84V3Hu347Y5y4AeG/P26C43ol10w6Y9pymjquDl+/7GTht0uvnIepuTbi1W+mjK1ztYdvXznXSVud+51ltmp9VJ2I4WPnzhTKcvWiqZjWXO/Zb6oSzokPa6usLaowNA23X36KUK55kxtc133kzOmebYaH1Qcro18/GFfrrXyqqRLbjK7BbnOAW0aaBrzjRHXb0GDJX65LRsLQMGWsI7+G2irldf966Rzl5zJnzBqHhtzi47QZY5Xvzurmi1w75cvN5HL8uDhuv/wU4T2/zd2DHzvYr6sThrLOWcwFgxuz5bbBnp+IGUIbA5yxfFyd9W5dAylMbqr17b8TGmuEsZxdL/eDKWPrlG3l21fOc2VFsuKguPuZqn3y78rG6unjnGChrL0ymV8wZ7zru2nN9XYsjIFkNlfHlvxuv/wU21LLLxTJ5955vD1GTBlbhwXT3Moiue+wsSPI+iOoWzKlEs8NZ7fZ/2bt47S2Zs++Wuh1BB/Q39A11/gIADPG1WJyU23u+lzbq3fPfePrE2At13HlE2uNxZyqirvLLruAst8auoZEIu47jtVwmUoNTfO8rm1Cg6t9TG12vzOgnnO9SMS85eHVn1j7mtE8RnyuBly1aIpQnkUzxroKk86a1nO4mClsjGBjA0NXjFdxLpPkzJY65fvzsOt1XRfmN8a0ce65delV81yf8e/Gt23VGjZhZ1FksW+cdQ5DVbeTm2oD571YLIaWMWI7DruOsFyW3dutmKFzfUQ9f8l1y545KdfHNFj9LKGoY8YlJ4vxqNg78es+04RdBx/m1tuMRFx8JzNXqpaGas+1p6FpuO4M617xmI5TufGTzSHTmusxrbleiPdpaBruyLUFHrlNqvZPpt2+tcBxTyVvub19+8q5mDrOmudUa3wAmNEyxo5B9I4TJ9jXsLqe3FRrl5FRlzBc97py4WS01IqZQ2sSMaEedA3CPKRqq37tWNd1tDbWuN6FjSNeQxh/j0TuPZhiyjDc45bq96q+3NpYI8iJ3XvB1MZQuWar4jFx/6Lprv7H1kx3XBW8ZwHEoTMRjwkZCwEgbhh2tmeZeMywE/oA3usLVpdsDuXh17bHkj4iLJG2mBozZgzmzp0rfFZXV4fm5mbX50Q00XUds2bNkrLy8cHPnSFlVksdnuZ+O6mhGg/feDZaG2vQUr8f973ajtktdfjNJ85Aa2MNlm+xTp9ObxuHC04Yj5sfXIdpY2vwu0+dhdbGGiEYqpyhwy8jzTVLpuP8E8ZjZ2c/2lpqQ2c4Yr/7yh/W4bmtnbj+rBn407oOYMgKuisPUB9aPBW/W+WYP777lEn4MRevQ/7+Gx84BV+77CTs7OxHbULHr15+2/aHZ4Gr+XIDsK/tT2bR1lKLf3t4A7bs73VlYDEVU4BcXiErn2kFF77zr1vtbFOM2rhuu6b94oYluHDOBGw/2IdnthzAvCkNuPX9p+Dqe6wT3zs/dKoQR+fc48fjzietOCo/v34x3nHiRDyyZi/ePuw27/3e1QuwbncX3jzQi79bOBn1VXH8+pW37e/lrG3vmduK2/60CboGvPiVd+QtV749sOfwmSFZjClDA94zbxJ+/oJjeXPu8e6g2jx8G+RT6l6zZDruf3UX1krB1GOGgQ+fPh0XnTTRLtdf1u/D+r2bcNbsZhwdSGHD3h6ce/x4fPqi47Czsx+f/PUqIY4Kzx/++WwsnD428L0Bd1DRf7n0BPz+td14q7PfFWD8K+85ER3dg9iy34qvdct7T8Tn7l+LSQ1V+PplJ2PRjLHoG0rjmc0HUFdl4KmbLsBZS58BAFx7xnRcs2Q6nt1yAP/zwluYNrYGn7xgFkwT+PqjGyFvhVTp3gHg7xZOxXce36L8jqetuc4OBnvc+Hr817ULPceAKxdNtdspAHzvg/MxpakWbS21mDimCp2dtTi9pQUvbD+E/1u/D588f5ZnAFRWak1z9+HWxprcu5qu/mjVzUE8vmEfzju+BX/b1umrZGHZp1ig5GuWTMcf1+61EwcsmtaE/lQGm/cdVaa19hsXVd/d9icxhoVn8HNFoYXAzLl/j61NIG7o2H6wDz+45lRcfuoUfOsx6xlzJo3Bpr09OHB0yB5zAKdf9eXiD7Hg5x8+fTrmjY/hqFmFiQ01eOedz9nP+/r7TsJ/PfsmjvSn8K6TxDiGLAveP18wG//9nGWd9+iN52De1CbXO2QUQVivPWMazpndYikOYI3PX3pwLfZ2OSes1XEdg6msMivfGTOb8b8v7kRNXMczN19oy2C4c1a+qOTCnv3Q6t343hNb0VTrXrCzcXLu5AZcfdpUfONPm1BfHbezmrGsfHImKObKFw8R/Jz9Vs54p6qbP73uWHyypYlXHVbFDNtyiz2Xv5afXwHgxt+uwep290k6Tzwglb2fPOWf3nrZybjhnJm4+dI5+K9ntuG3K3ZhRnMtdhwUrfXYWosNk0KCAakP3vOR03DJKZOEz/jrJzZU4b5PnGG/f99QGuve2o87nn5beb1qsxqP6Z7vKX9286VzQrVtNneyGFOqMSeor/h9L3fJJ75wPo6fKCoKvVCVhe/j8tc3vet4XDBnvN223nPX8+gaSOE3HzsDZx/XYmcpZvf1y453y3tPQjKdwfKtnfjiu4635yLeSoMPhL6kbSzuf1UMaC5nCuOzyXqtPdtaarFudzd+/Uo7MlkTs1rqsXZXNwDgha9cJNRtW3MtngNw0qQx+MU/LrG/+zIX1ylMkHkW/DooWD9/z7DtjV37749sxJNcXMOYodn1f1JrA9LZLJ7b2ombL5njWeaahIFHP3Mu3sXNPWfNbsGs6VU5i/3cWjtrPfc/n9iKg73W/Pbwmj1CPYadk1Xv/drOI9A0S5nd2liDG85pw/t/9KJ93T+dNxMXnThRuEdCytjN+rdqXOTHxzB9mY31k5tq0FgTx9+2daK+ykDvUAYntY5B59EhHOQyBGayUvBzH5Ota5ZMx3cf32InqZrUUI19PW7rpi9feiLueNxyZWPtSMjKp3u3r1QmizHVcXTmyvj9D52KLy5bi+Mm1GPqWGvf+g9nzhDaxTVLpuMHT23DvlxM4tAnHMcokVZMEZWPruuYMEG0hOIVU/wgImfkGVeXsAcultpU1zX7M/ZbQ9cxMZeevK4q5vreukbs6PzfqkVTa2PNsBb3rY01OHlyI57b2gld15Bi6WQN3bVwkFOqy8WYJD1f08RytW11MmGx15HLLb8De4S8h1eaBUt1xk++9iJX8bsUV+8spTzL1labiKG+2hl2quOGoJzks1HU5k61VRmZAKtNsNTTbc31rjSxqbRYOrZxqUvE8patXK/s9JPffGazzoKoJi4OrbGAjYi44RPrfaxio2cYhn3yxcrFNmSN1XF7Q6drmn2NdZqsVky1NavjRqn6gVy+C+dMwGO5jCKDUla+qpghpExm7a6tpQ7vmz8ZgBUEGbAsKflnMbmzOm6ur8JHzmzDgaOD+PqjG5HMZO3gvYAq06RF2NTs7H6AtfnzGwNqE6J8x4+pxlmzm+2/2ZjHsmD6ZVlh5WaldLU1dsKoWAixk7kwmYiYwoBPUsBfX1cdw5DPhk5VNr/v5Ht4lSwwKx/L6MXJl433dkrtrJMymg/6zOpsUMrupus65s2eKnzHOGVKI2oTMRzpT7kym7GU2afPGof/fektDKayaPKwIFQtkM+c1WK3e8CqM5UCClBnbmMbgRrFGDbcOSsfNA9lQ2tjDeZOaQIgWUTnYGNjTcKwlXiZrGnXb3UuK9+AJAsnK5/bOl5u6uxaldJHrhu+yfFjs6oOEzHdpZjyuhYAxo8JdmeOhRiTvO4vzyVsndDaWIOZLdZ4Y5ru9sfqmsmCl6VrbdLotnDjxwp+XmH0DGYA8Iop57eqsYsdFqreU7WOCdO2WZ9hMaa89ndB9/P6XrZ6Ymnsw6CsA0PdnwDg/DkTsGBak/03G7sac+O4Ld3cz/z0MLrmWMVVcX2JnzP5f6sSN8hjoazg9Fp7btjTk7u/WAdy/bL1f03CGNE4lrUPCMNv7vNpb62NNZg/tVFQTMUN3W5rWdO02wlvOeNGc7WfeMzZL/H34/+fz7gfpp1ftkD8no0hjLF1VcLaBnAy1DGLKV2S63D6FoMFGU9lsnZ7Yc+Z0lSLRMxwKab4tikrUGX4di5n7maosmQLfVXXhSx9POmMKSSOaqqx+mt1XMecSWOwfMtBVCn2NGyvyN5pNBNpVz4Vy5cvx1133VXuYhAhyWQyeP3114VgbGmPQWRAUkwxZRTgmPrzyis7457hpO4ULFh8FFP8QqzQyula2y0hY1vtxHTN9RxeQaMqY73kFiUX0zC8F5ZesMvkYS+jWIjIE3ucs/pidasaQPmNCZMXO8FMZ01BhgOptHCPXm4Dz9qDPIjbmbaSToaheExzbeTkSYdf+IwUVvUZYWFn/V/TNNRKzwjaiGiaZi/UZes+WQkCAJl0ypVNg71/OusoWPgqiQsTq/iMfOpEZUnH7j2Ydtc5q/f+ZAaHcydVzZzbAusvyXRWaAvs5DPNKfwA8ZRZWJB4zOWGroU6PU1zAeVVFkM8bDxi8DLjx7zWnDsWy86pQmXBwMPKrlI6sXL05rLO+S3Gx+YUKMxKBRBTKwvv73mX8MhF8X4/92fCptZWhjttgbU3+1TZdMYd8WSTLXKt76psZacjI7lctQnDSW8vKTsP9VnWoS11VfYGbyitXtyqFKW1cYWCRZIrk4Gua66+xgJHh1W2FhpDoTBksA2FarHP92F+DmH9tyqucPPn/la9rvx8dm0YpY+g+Ay4XD4YCRpLgg4hALXSMSzy8/m5RrP7iunaoDEZOGMcf8/g8vGPlbtyJpPBLi5+pq6JY6imucfgkdSBF6xfZAPG1OHCj/MJw3tzqkJVFP5+7vpR1xcbs20Fo31/93hhPxuarfztG3IOJrKK9QvgoVyWxjOvgyAZVibTNIW+KVs49+eUv34WL2GQ1wvFQF4vxbmDZ2suYut+7/ahaVYZ+fWtBtOelwxNbMv2PQ0tVMzM4SKvbVRzDWuL7FCnkFXN+lQqY9qyZO0xEdNQExfrNGuawjwd1H74NY/X3H10yNmHMLny41VM15RzklXWrFLha2iafWiiKqO8t/XyABgNVJxiiqgsTNPEwMCA0MmEzZCPxRS/4GKbc/7k0hn8NSRimvAZICmmpFWB4bMgGCls0upPZrgB1Z0WfYzkoywvouKGLiyK5c0y/05h34Hdw52xwz0IqhZK7DMmT3njJsPSf7MJIJXJCgrI/mRG2Mgc5dJWs/Ygbwwacgq9gWTalndccYKRlCadAdtqa+SKKbbg4NtYhpuA5Gd4WUXwsI1WOKWRe+Ji75/0ULDwE2sDpxTVNLfyz7ecinZqL1SSbosHJseBZMa2OGmpc04S+ffjXXmYbO2JnSnuuPfgxw/PYORhFVNZZ0ERdHl1XBc2Gnyd8GMeC9LK3C5U2BZTHs9kZVEpnVisHKbQ9XvPsbbFlKOY4sfLFG8xVoANnctiyvP9FF8orDlM07RPFVl7Y6+bNU1hLGDI9cEsb3gZqTb6tmJKaF+m3X6b6xP2uCSPMwzV4lM19shyNbk2KJeNWUyFUX4UAz8XeOaC4bep5ZXEpulsPKoVCjse1fDk1UbDKDyCrHl45LE7yBLDz2qRMRLFop9iiu8PrG5ty1NbMeUe49xjurt8uqJPMkzTRJoLtK6qU0GpqWjbhUCWfaEPHfn3zveAS9Ve+fKq5lXxb/caV/6dV51qmvpwl9chB1lMeSmmguYK/vCAL5+sFGDrQq/xNCyZEiim+MNCpmDixzV7LvJZV7HSyf2XzUv8vAdwypkiKHR5ZGWZajyN2658Tly/QsG3c7ktxHTddVCbNcW1X5C1UZJr215trY9TTKld+TTPdp/KmEK/YuXRdefwPCn1L9M0XdbCo9loihRTRMlJeiiP+qWOyWvua21ljzNg8BOQbTElKL0cc255sZjPwjRf2MDZn3SsgWKKgay+Shxg5WJYLmHcaSjc3zu/DamYyv3fvchQXCvdMqY7p0JMCaOKo8LTLy02UhnJYioppq3nXZ6YrKskN46GnGlsfzJjuw3GDc21mJY3ho7F1Mg9mFndq6z/DF1zLVrDnOKz01O/jQdDU9i0sPdPZ7LKRSNfBlaHgGXFEWQhJDzb1S40+96DaUkxlUxjIGXJMZnJYn/On58PtlsVcyzx+BhYKcliKmYvEJwC8GOJ1wmurmmhzPqTacfKIKg/aZrYN73kOzmExRRfTuXnzGJK8TVrG8xiyk+OjsWUo/zl3W5TWZOz3gosbiDyPbzKpnbl4/6dW6VksqZdXjbeO4t3Z+znZSFbH6rcguVy1iRiTv/mxreegbTdFsfVJewNwpDU5hmya7F1b5VLmlgA3trDrZgqr8WUlzIWcOpatal14r6Icwjrs9UBivEgC56ga92/DX+oUyWd0GsBt5fbnIqRWAu52yu/sXX6g22NZrgPUfhr5X8DasUnf4mqL/M/UX0vxlEsztZDLnc+81q4+zv3y/eAS9UsRMWU93eAaEkCOJvxILkA1hzCH5gyvCym0op1nZcrX1AVO5ZEpjAPyx4SbL03Uoup0iimHNkzOfGud6z+4j5lYNfzihbeVZR9z9babD8TM9TJigoJ/36qtQ175yBr7+HAWwbKbSFu6K45VHblC1JM8ff0spjiPTeYCGOSx4FfjCkefi0e49boPHJsVqucI1PQVjKkmCJKTtpDMTUgBT7lB0c2GA2msvbm0XHrcCw2+EGB9WvVQpFXVBV68cLK3TPgvE885g5+7j7dEy9wKaYUCgFGmFNa/h7y0K0azFUn4k6MKeuzoEUEWwTxFlO8clGOvcOb0A6kvCymOMUUF8NLrk95gmDtqxAWU3YQeMWEqGlu97swGxG2aJMX18qTWZ9FbjrjTNS8CPmTtgbOWi9fRZ28CEnEOIuplLzYzAgL4d1HLMuhZi72guX6aJWhZ4BTmuTkxzb49skVVz/8AtrL9Nng3CRVsO8siyn1O6qoVWwIZZjFVPdAyhXYmRFkMcXahaqPy4opv2ZmBz/nLaa4hRmv0CzEmBjWXVq1wFMFTs5wJ9HMQpZ3XWJKSpUrH0OlmJLftTZu2G2C37h15tz4xlTFUB03bIWF16mrakxVueXKcuXHEXksGEq737GUiHGGxO9UczCDP6BxrNEQ3mJK8b5ebTSM0s4vvpJMvhZTYTbEI1HMyG5xfJviLabYhpa1U9liSogX5mH9xhPk/mgo+qzwveQGVwxk2RdaNcG/Q2EsprxlIM9Zcv+SYxMC3m1T15y5QhXz0fo3f0ih6MPScBZWKeG0SfEgRD6IZuVSjR/5wI81xYKXPVM+8WvjFLc38YIdLvL34psv7xpoWWE59yy2mxc/pqjeQVZWFUMxlcxkXW0hbmgud3jZlc9PMZWVlFheOAd9zjiZkNYVXuO8FRLBrfA1NM2+h6z4Va0NR7FeihRTRHExDAMnnngilxpdNPUXFFOyxRQ3OPKbQGaVwRRchu5Yy4iB1b0D+QYtokYCm2h6OLe0uK67FtLuTIFwfc9PWrKVTFAAdxX2PeSJLaCOAGsCZmMzU8gEufIxRQXbvKUlVz5ZMdUrWEzlFFPSJNiYs/YZSGUcdwWlYkp0d2P3K6RiSrCYktxVEoI5dLB8WMwweaNaG3dvZg0jJvQpwGlPVhBv6zMvi6lG3mIqz/pQLaAdxRTrc9Z3A8mMIO9dR6zsinJQUNbOuznFFOu/rEvzsZac2EG8xZS6vLouxmOTYc9OeViaBf0OkGKFcGPemOo4xuQsI/nMazxsAeJ32g14uPJJ7hl+4wALft49kOKU+6IrX1hXxjDIwZI9rwuwmOKVwLZVlG0xZV3Dv4ffZo+5KKjmJUZNwrDLxPdvFh9tXK7tJrgFtAq1YkrhyuexCjM0VYypnCtfuRRTCrkw5Bg4PBmuXzkbOGecClJMqb73alNh6oa/JNBiKs8YU2Hm4pFavPHPEBTk3LzE6pa1UyYDpSufLMtAVzxpLWIYaJvhZJlSuvIJFlPFURrIa4BCx5gSFYL5zZuq8Z1vq7IMZCW6bRGdG+tYLwtj/adrmp2IZiDNz5nqtbicOAZwH/yYCDdX8AkqeCW+fBDN5jDV+JEPvOtUsRAspmLiXJTlXM7DtHP+XolYzJ6X+Pvx81BQRs9CICjeVBZTen5jYj7EuHYuu4XHDd3V77KmuM7325OoFK4qjipidsoWU15Kx1Q2q+xXuu7OGspgbZ+vRrKYIogioWkampqahEk5bFY+fgCq5ty52HX8yYhqUex3cpKPKX++OBZTnGLKcLvy8Qo1wL1w0TVNXJBLxeTNfsPOVew6eehWncDI5YkbXApb5soX0mLKy5WPjykl/82uk5/QUOO4SvIBIVWLAFX7koM7DocYt1lmyNlgVObeYe7pDn6uspjS3PKJscCKWaUVjhBjqkat9A2Dy1IixgU/z22cmZuqbDHFXNr44OeAIxO+z7A2k+ESCDBUbkNernyG5Mon7w9qbcWUyVlMKW8l/i7Om+CL/Zgf81qbLKupjm51nClng6F+DvtcbTElKi39LJ2aaiyFStZ0lOZy8HNboVmAMZG/hd/dVOOvHDgZsMptW0XZmwHru6EUr5jiTzbFfsc2e6p5iVEV0+2xhHfHO9RrWUw15yzPqgJiTKnGRpWVhbeVg+ZSsjCLKVlZXyr83L/iHotuQHTHZa/EbzqCxuS4QoFYKFe+QIspSUEQpOvwU4IzRmrxxo91Klc+flx0YkwxSxvxWuvfweXzu17TNDQ1jOH+dpeZH7+LZfHntuQo8P15xZTiwMgP1SvzVhherrEMJ+Mgc+VjvnTONV5tk7fi5g+KVMlbAPWmWB7PnD/9K5l3cePHSnm9LyfKYeRrXSe7/hcDwdXN5VZu2vXnV3ZWPDEkgG7PS6qYVYCV6KfY8GVSxpiKyf2scGVidZZKmy6LqZihuSz8M1mxbfp5cYRVerIYU7rHmGWFr1DLlg8rAIiufF6HNwPSuhkY3Zn5SDFFFJV0Oo2VK1cinXYHNQbEBZbscy6fBNZw2e6s++QmIENXaqL9fM35/UqhDyBsxdSgGEBPLoahi4onl8WUIWagkMd+flwMH2OKTXbi57LPMyufXB7ercY0g81i5cVGKpMVLON6hySLKe5vpuSQn9HIx5ji3HdUJzv8BDBYwODn/Mk0g1Uh+05YcIRoZEyGYYKfJ5NJoU8BzilWKm26lGT894auCQqNfF0SXAoxLvA82zizwP79KVExxWQ5rk60mFL1mQFb/tbffBt33Bp4Vz51eeVYPfJikdWFEPw7xKJWMMHnrpfHPJYaucPLYkrhksFju/Ip+rjclv2U7ImYbi98mPWPEAiUd+XzvEt4wm7+VUVWHRxksqaThVMX+wofK8IvxhSLt6Oalxj8poAfFjt7xYySbMPvFacirMWUX+wtrxhT5bOY8lNM+VhMMetm7oCGb3vVcf/30RA8PznlCG69ecWYkmIcBllEhdkQj3TTzM87NYo1BL/GYuVP27GJgl3AVIc8Ymwt8ft0Oo2tWzY791Ouufi5qDiba3lsL7DBlPAOhXDlE6wwPA6a7GvtNYeoYBTk6FGvGjRU5ZQJvNuQlyufSrnsjjGVp8VUgGKKzffyWlTlfu2Hs+4v3hhZE+dd3az34w9Q+L2JF+x6fk4wzYw9L9n3y4rrnJiuFz3GVI1C8cYjf1bI6cg+dMxm3W1BZTGVNYV5WpVhnBHWTdROJqNYPwOsTXtLgV8T8PtQrwQGrC+QYsqCFFNE0eHT2meypngyww248kQlT/xOAHQfiylFzJ8gs/JCm3uzSYspWRKG5cYnb3ZlxZTbVU+XXPlE+OtDuyNyp1c8Kosp+Z4JPiWuJEcvnKx8TipgP1c+VfBzeYBm8ZEGUxknyKShNq3lTXcLGfw8Zm9cuQlIWqjVCCba4Tcrcr2rNrOqurcnPc5FRtgM5MoQN8SsgflbTLktJeQNwRguc6Jssg8ALXWSxZTCytDp526zeD7QO8NroSxn5ZMXumxjx8fmCtOdxFNT8Qf8mDc5ZzG1xyszn8KCQS4/oF78yWNk0DjQZGfm87CYyv27lDGmVEpA1aaZjwHGFvzsvvxC0L2AdOADWfMykrEV8ILFVC6jZD2zmLLqPp+sfNUxlWJKXQZNd8uTKdfLFfw8jCufMsZUrioMTtnG11uQK59qbPeOMRW8rNV83kNGHi+Crg+zniikxRB/L1YnvCsWKz+b81Vzg8uVL0+LKQAwub6iGocEi6k8lQ1hkRVqUQp+riqLEPzc5U4pu/LJil/3IYpvjCnpYBeQg5+Lc4GMV8KcoDp2LH/ERBFy6I4BD1c+vv+Fia3krPsDLx02Kmt4VvdChthQrnzOejSm6/a8xCv0+HVO3ND8dCIFoTZg7VpMl1knu6vblS9muDNe80k0rL+9763KGKuC7d34LslbicV0/7ilScFdFrl7OUm6UtLagO11aqti9jNJMUUQJUJetGb8LKakxaqTVYRl73BcfNhAmcmarvhHqpOTYsaYkgdOtlhSufL5BTc3NE3YyLgWANyfoYOf5/4vz++q8Vqutpihca584XygXa586WzernzyBq9BYTEV03XlyU5KcUJXCFc+r3Ty/Hcqc2/fe+baiewKoloAq9ZnMW5jKCvJ+DLEJYVnTZ4uCSrLP3mS5l355AVoTNcEV0KAt5hy5D8gyV+Ml+WO78NEwS9kDVupwymmXBZTfIwp9o5hFpRqiykZ22LKw5UvMPi5h8JSLgMQbP3pZOazlCz8eFzoGFN8cf2qU/VeKotWQfkkjalsw2Po4gGAKyufwiVMWSaFxdThPubKJ1pM5ePKpxqn+d/zVeGfla/8FlOy2JzYIKZrA8m746r6lpz5Tka1wfNqo2GskfKxmEoIip/gjXixs/L5YbvycXNzwnbxtmSiGm9c1joBWRDVcTu57wMOA4vlZuVKKFPg+48s+Ln7MzEenvidrGSTXWVVFlNe60A+LAQ/H3tl5VMpl+XhLMgFHdL3WdMU5mtBQZY17XLJ1lp8jDcv61Qe58C6eGOkKmsd/568JX8QXpbX4v2cQ3hN02AWWTMVtHaVx+NCxvNiCtl0RuHKp7uz8mVlxZTPviSsxVRf0u3Kx9eDfNgpI6xLeYsppnST2jHrC7UJw1l7FDnAfZQhxRRRUmQlAxtE0pmsa0KS46fIrny2L7kUXyhl39Pb11zIylPgRZI8cLLJyeWqp2uCC4PbVc/f1U9YkIR8Bfbe8pCnis+jctVg1ZwxzVBZI/ql4OepbBYDKS4rn+TKJ2Tly8k566uYyllMxXTlyQ7f3oqRlU9locfqjY9BEeaEmG0O5E2CyppAdZjCZ/xQZV5i7TAe04WyjcRiilkDyu9Xn7OY6upPucraXJ9wbe6YcowPfj6QcltG8s8F1L78YtwOuH4rLxbVwc8RSE1CHWNKhmXmY/G1ZIKslFh9q753KabytJhyKaYUbpPDJbwrn2J8hvu3qjhSrNqTtsJGUv5Lfwe5hbDf8wFYGZ0s+HmdGPx8KI/g5yr4zZY8prsVU8xiqvyKKRm+TPLJNJ/AQDXfDsdiyqssYVx/BMuvgLbOK83C9ItwMaaKo5hRufIluEM7wCPGlBAWwMMVz+N6hiHdw/299xhcKKIc/FydlS98jKmYNOfZIaYCLNnYvWWPA0DM/MWvAVWWJfI6zAw4UGHYmVN9XPkGOUsqeY/A92f58FpFmlMEFItqwf3O+r99aJsFZ8nv58pn/Z8/KFWF57BcA0t7ICG6KqoUU5IVaUEtpnLK9YypbAtqVz7O2q8AMaZsVz6fA82w78wfEsftfYPala8m7iimRpoEoJIhxRRRVAzDwPz58+3sR7LPMBtE5NSxgDj4A25XPtZxDV0XBg02qYZ35cvjhULgVkyxExX3KYMYH8K9MPFz9eMJOwmzy9wm0f51BEjBz7NmKIupAdliSgp+3uvryqe2mLKz8vExpnRNebKjWgjle9KpQmUxJSumVCmFw9xTrndVinlN191Z+Tj/dZWCwd5066I5dL4WZMIpUu6e8vuxGFOHclYmPM2SGx/AJwxwy18VM0KlOHAsptx9SlVm+dm8pUeYRQcf/03IkCmNeZObLIupvR6ufEFxnditVX1c3tAHjQNuiylxM+K4Q458UBQCwvtcp9rk8v3KiSPljBuOYop9x8YB/8Uj2+TIMmIwC1Unc5xTDjv4OcvKx2JMKeYu+bd+8O/F/8Qy/ZcUUyl3IoBSwscZkkvAK1vkuYEdQBm65pKJpgUHOK5SWHWOyGLKx41NRkgTHkYxVWJXPuHZuXdhrnya5ox3jmLKrXxXWaPKiNZysgLYwIlz5jh/qyyqSqKYcretQiJYTOU5b6rG5piH23HccCc3sYNCZ1hWPrccvdqepgP11c66iSFYTPFZ+ZTuuLIrn/vwS4UT/gGeWfnkOJR8WfjHqvYJMnx25GLBe3OwumLVwFuG+WXlY9fLWfnYvMTfLxXifoVEdFVUtNsiJhmw3d0yWZdlUUzaMwFuVz5ZgcrjlUFXRm2l7/zbNM3Q7siq4OdJj+DntQnDfn9y5SOIIpJIOIGO5YGBDSKqkxBPVz6FJQW/GGXKr4zPBOWX+nikyOVmA43L9UHXUOWjmDJ0DTUJb4sqbRjv4HVVOIspTdiwhRk4mVyH7AxrJvqGfIKfD7otpuQFEYtf1J9M2xOIlRnOPZwJWfkKGPycDwLPYP9k7Y23hgsTrJi1kzBZ+VQ1zwcEVylYWBnihi4ofUfikmBnEvSIMTWYci8E2Maeh72jYDElKSb5R8gZigBnoV6lcOXj61R2PWQLnVTaceULE5tEjg3Bw495vMWUKkaGfeLq8UwvhaVcBr97MMbaFlOWYopXIPAxnAoxJMpuaV6oNlN8v+JPjtl9WV24FFMB8YD4tsHLyP4+LvZBUTHFYkxVCffyWuyGNcUfUvQRQO3KxywLihWjJwg/pQvfB+R087wVg8pyOEhRoXTl89gNhRlrRVc+/2t5i40w3kHldOWzY0xlHAWmEzRbsrSBOCYyvJSE/Gup3rCmyulPKtkIWVWLtMGWx+FCr+34++cbq1JVFNGVz19xxx88Aby1U7CSVePK2x/ClU+VDMcdlzT3zEDFFLveFKxDeWWUvP7nXVH5MVgVr1LGObAunhInJhyEW2Xl5ynbYspnwGD9T3blY/MSK78VNkO0wCq2l5foquh+B3mMKKgrHxc/NCUdcMQN3dXvsvlk5fM4TPcas70VU+GD6/OufDHu3XgcVz4uxhS58hFEcchkMli1apUd0E82T0z7KaZcFlNOQGXrt84pgqFr9sQfxmKKH1MKPYHFDNGCi5mmys8JjDGlOB3g0aRrw+BkDpFcLUJl5dOFyTKMYkp25QPEOEJemVms3+aCn0ttpoE7+WP3tTY37jrgT/54P+6RYp9Cc2XLSNYm/IQeKlOUhwJCpThKpTOu4M38hK5SMLDv44YmKE9H5MoXc5RdPGOqvBftzXVuhYAd/FxoG2mYpslN7JyiT2ESzZq0oJhi7pG6+JmYXSmXlS9rCqdbQQhp2rnXl8c8FmOqP5kRLMKccvu7RNhWXyFc+YLGgaacxdSR/lQuDbVoMRUU7yofhPL63E9VZn5skb8W3V+s/zOrI3mBKd+btVdZRgwW0FxlEXmoj2XlEy2mPIOfhzTF94qbonTlS4lZCUuNKFP3wQVD3lDwi3N5E8MUcH6vpMpD5enKF0ox5fw7yMIpoRhPfO8dQjaFUszIj2J/J7nNsj1nh4wx5VU2P9fcTCaDjRs3OPcLcAWsXIsp59/FdOVTbZTlTLRKiymfDXZVrrjJdNbl1mn9m5sLFGs7eU+vinHl9Wx2vZcrn7wO5OclfgyWr1OhykhcTGxFGAuTYTreBHGfpDcqiymYpj0v6dz9vFzVi0VNoMVUEV35uHYuu5TKiXsAFmOK+3sYrnws9ISMcBjKLfKyJqCFjPNle1LomjIEBSB6c7C6JYspgigRruDnzJVPMeHIG/Ia2ZWPs5jSNM0eONgz/E5O8gl+OhxENy7R7YR/bj6KKbfFlPPvfC2mZGW8agx0bQi5zUPWDGsxlcvKx8mdz7zmh2fw82rn5M9eABhqiym+vbGg+YXIyqcKUChng+E3j2EW4nZWvmFaTMW4CV2lYGHtMCal3M0/uxBfZqaYEss8xmOiB4Dmej9XPqdtZE1r0873c0YiJvZ1wFmQ8BtJVla++jVNnV0p7xhTXN/0C7RakzBsS6W9igDoQQHXHcWU+7uqmC6NA/5lZuXo6k8qTxbl09+R4OUqJKOyTuPL5nIpVrhhJT2CgruCnwdYGjGLKTmGXCZr2lZmcvBzL8WSygpVBe/Kx+MX/DyMVVAx8GsWGud66HUApXLl87K65AkKxi3cL8whgOZuQ15UKVyD/SilxZTcnu3g55zFlNyWVZYufB/0GsuCxhkjoL+rsqoWGlfw8wIrJ/gDjvwVU+7P+Drhv1eNU3ImWifGFP8M7zmELy9bC/EWvPxwJbtQAe6Ncli3bz67HD9WCoeQkiUUb1GSzlMxlebchktBUnLlywjByv0spixqBMtrvk9a/8+aJrcGKo3FFL+2UVrvBRwAjQTWJ5KZrKvNxQ3d7conuX76WUx5WTd7rVcNj3kia5qh3znDjbd8giIePv4txZgixRRRYtxBUXMWUym3JYHsplIrZRXJSIO/YyYpngyqFopC/JMinKyo0smqXBh4BZYcQ8rQNcHlSv4+nw0pdxMA4YKfa5omWdzooitfCF/+/mRGOPEBwium7ODnUtl4BaUd/NzQlRsSvr3ZFlOFyMrH1QODTY6sjuKCxVSIU3yF2xkgBlFnqBYmbOGaynIKFv7EJ+aUS8jKl6eiTlB2xdzvCjgxplSoXfmsMshtYyCZUVo+sjri5euflU/8TBXENp1xAvqHsXrIx5LCLzNfkMWUnyufponWb4GufDlrtSN9KeXCh/XTQgc/97ud0mKKW7i5XIoFxaP13ZBX8HNZMRUUyyinhGBzCutHR/qTdp9jyj12rafFlLRA9honvRRbsgLVujY6wc9VbxP3WHjzbvcui6nc336yUY3tXvN2mLrhf5uPxVSYcSGMi0ehFDPuYN/W//lDOTlmiUr5LrryqcvGrwdU44NoUeX+PV/PxWq/snKz0LoJ/h3yjs2oqDMhfpkwv6mUAVKMKYVLptf7alruECP3t7O2cq7h11mqzb3sWqRSjKlgr5I1RcUAr4ySPSbEbLvuNZwfqmQpxYT1NSZffj7wG9PYGCTM39zl/FqbyZyNRaXMyqfqq7LitJB7KP95QBH83DSVB8QqPC2mqtTrVa/34i35g3DCanDuuH7Bzz28WkYTpJgiSko+FlNuVz4xK19KOhlxAsvlLKYUAewYgsVUEeYvfuPPBiN5kONT+Fp/i/eQA/25LKa4BUnYicExDxY/9xpj5RhFjiufyWUe8X72QDLjOqXoDquYSqktppgSI5nO2oGH44Y6Tgl/8jZQyBhTLKUtr5hiJyMKC4AwpytsISVvflSufCp5xbnTNJWCgbdu4pW++daHEAtDUgozquO65zurXPlYP5DbRn8qo1SAqk6eVFn5bKWOdKqsSvudFCymguUluAwGDCJOAHR3Zr6guFasPXiVKWx2QIB35UsqTw+H7Hbje5tQhM/K5/6MXz+6XIqFgMHW/5MelkR+MaZUsO9ZnbMxjsWXGlsbt58R5MonL5C9nq1af2qa1R7kscBLAVcq+OKoRCrHwWHw7gyqeY7/rQrVRt2rTYWpGyH7VaDFVH7jeBidS6FS2fPWXAC3Oc44ayP2fkwGchYx6zqubD4vwNYDqrEqyEIySPFSCGSlml/CmOHAj/OqpCR+qOpMsJji51WFC5it9GVyzNOVT9M0MA/7fsWhHz9eqYKfy/ER2fMDFVO8xVRK7b4nr/95BUJaUGaFV0wVOtu2F46VsfU3f9AQxnpTiOekCIbPZ+UrlbLNy4rL67NC6pn9LWc1V7/LmuJ62E8xpWrXgI/FlEd9M2v+MKhc+eQYjCzkSQ1vMUWufARRHAzDwOLFi7msfGoT/3CufDHhWvtkhIudY92TBdr2zmQRZjIfCWqLKfcGiw+Q7VJcyYop6RnDOaRgP5FPXLyGQDlTDK+Ysi1ZNHf2KEY/FweK0RdiccF+CzhyZPB1y+7l5cqXVCxqCpGVj7Up/tTEVqDk6szr5NkLVaBuwNoAy5+ZgCujGG9Jksy4FQx8PKiRuPLx92R17kqlq+uelml+WfnktjGQTCtPQFW++mzhrErvLi/4BFe+uJMx1HGrUxZdgD81FIKrS2MeAExuYgHQFRZTdrnUz2Gfe33Pyy9IoTbOzsqXUga4ZeNxIQ5A5RT0XqgUM3yfVyVhkL/zsiSSgzqzMVYlI8BRQsjBz52MfFWua8MqpoLcCIVya+qxwI4xFQGLKRVO5jD1PM+7ljEM3RmXvFBZdXq1qVDWqflYTClimvlRSospWdkpu/IZuu5qy6psapo0z3uh24op8XPDMHDaolO5+7l/y4/BCZ/YOyOh2BZTKhfwsKiapVeMKVXQbNsiOi278gUfAGiaJaP6amv8l9fQgLi5V2blk8YzJ8aUfyWzKuOz1QGi9dOAlG2Pf74YYypE8PNSW0xJijB+PvAbi5io+PVoIu7MS+ynfCzIUo37YqZAVVuU5tkCWkz5jT+ytT+Qnyufl2KqIW/FlBlaccTHnlVlkwbE+LdOFtVwiq9jEVJMEUUnmUw6/84nK5+HxRRzD5P9uOOSNpo9SpmVr9iufJz7FRto5WIYhqh4CnT1K0A52S3kzaAqWxgguYJxGzvZlc9rAB9IZUKfLMiwIJ0qywO5KmKGqGxgCr+0wpWvEIoptgAULKZsCz3r73wXEWxyV530hSkz//5DSospZ7MruPLl6ZIgxCMx1Bto+Rk8fln5ZPo5Vz6+Xvg4BAwmiYRisc+3T7crn9VXrew34V3Z/GLP8GMewLnyKSymbFc+j+cYinfgERRTgRZTTlY+Z/x0999CjDVinXjfT2Wyzk8T8h6N71esbrwsiVRxyRiyjADHck+OIWcHPues/Vg784oRFdZiSoVXwHs7yHu5LKYC2peXxZSTwl13vZMqJh9/YGPd1113Xv0hjDWOV7YlFSpFtx9BG2IWE7MQuBRTuT9VfTstK6a434V1s3Nc+dzfZdOO0kC1nODFUiyLKXeMqcLen5d//tls3YVRjWWAuk2ya2U5Bj2D/7w6116YIoi/Bb8GlBXLgF+MKeUjbeyEO1nTM/i5KyufIqkMX24//JIeFRPHrdwpo5+ShX3DWwAZmmbPS06iIsdqjN2vlDGm/ALxMwq5h/LLZBjTFcHPpT2Cv8WUlyufWjHl9Vom1AdS8rzFygdYsnWyScuufE78WydMiPrZowFSTBFFJZPJYN26dVxWPrG3+VlMVcfUiqmBZFo43ZFdAVKSxZRKm8/HSyhG9o4alcWUfFKsyRZR8oJddPUrRCnZM2RFlNdgLi9Ybf/nLG+x5u22BYSPKaWin7OYYchxdVjZ+I0nm+xTCospVcymfFGlk7dPRhSufKHu6aHkAdSKG3dWPud5qgC3tnVTTLaYGkGMqdw95fT1hmIBwWhRBD/3Uo7xiim+XuxFuhBjKmcxxY0bqvhMui4GYOb7KlswhBkSvCym5DEPcCymVMHPg9Ju2658Hn1MSDcdUG4WY2ooncXRXAZEy9pQ/GEhYkyJJ/ne16kVU06/dQXL5soqK9pdMXc8FFMqGQHORl+OIccspvi2yxQWXgFVR2Ixxd5L3qAO5iymwmSeKzYqkXrFmEpzi3OV5TAgjiH8mKQBgOmuY88YUyGscfifhrUCA8JtdoOUd4W0evCK9cJvzuWYJarxxlCMrSq8FKaZTAZvbNroW1ZeGVW6rHyFXduJh1/DP9BhCNaf0iGg69mS0te2tOUu9Xbls2SkZa0xXxW/U4gxpRjT5CWiymJLBWt/VlIW53Pf4OdZtcVUPjGmSq2YYu/JZ4oO0/7EdZJpz0u8C6RsMVVsJy8hPqpPIH5GIeta9znojsfcnhEZOcaUj9ZO1a4B75ioXnvDrGkqlaSqtTRvURdXhAAB+L0J78o3ejVT5V/dECOmo3sAL23vVLqJRIWO7kG8tL0Tm/f3CJ9nTBMd3QPYtLcbgHN6mjB07D8qWhewhUB/MiN0Wub3L29W/SymgGBLhJHAj2e9Q2l0dA8oTopFqxL5feWsfPt6RPny9wsre34jx7ebPoWJdEf3gLD76B1K2fLpGkhiX876Q5U9iufNg73Kz8Ps03Z29rk2eB3dA0hISsu4Lrq7Mdke6LE2lNmsM5H0DA5fUWbfP/esPUcG7LqX0xTzrnxh5MMWnH1D7gkvzEZUlXJddsUEgKODKRwdcOQdxjxevKfzb3ZP+ZTL0DVBMcfLWmVO7aUce27rQXQPJHPPdR7M+v/OQ7340+t78Od1e9E7aL2HGKzYKY9dNk2OFeK0pe25tsru5QcvE7nvyjjBz1UxpmyfCCVsMdU7oC4T3zQO9SV921pdwrBlduCo1TdihuaSXyGGRP4efutz1VqRZcAD/AOYu5Uc3n+HsVhiQw1rH139Sby0vROb9va47pHgTj/lObijewBJyZIqn8UWG59l13fbYqpIFif5oNp0sU/294jt3E5UYrjnilTGqj/eDICXsQZ1v/Fqo0PJ4AV9Pll5hfGkABZTJsyirdVUawzWlllbYpugo9yBUVgLMvZqQTGmVFtDflN4uG+oKHXgsuRQXDOS5/LzRk9/fusIVbPo5+Z6OZ6nDHu37gFrTOrMzTn8gaaXe5Htwpy7dM+RfnR0D0gxGp01oeqgWD5ACJvBlrUteSN/8KjTBuT5s6Nr0B5P+fXfln1HfeXX0T2AA7mxp1SufOy57HFO5lT/57P34scXdgACOPXa05/CgVz9qO5ZnH7kPOfQUbdlcVAsx5HiVXUqa6qsaQoH7ZmMNb6ydeHru47YbSnl0T/qq3mrNa4cHu91dDCttJhSKbLYdYbuHJrw83pH9wB2H+kHYM3vdriU0auXwshNB4iysmxlO255aD2ypjWQLb1yHq5ZMr3cxRJ4Zucgfv7oc8qAzWvePoJz7njG/o7Nk8lMFufc8YzwPrbFVCojdGw2WLH/s8k27RNjCmATplnwIInLVrZj+ZaD9t/rdnfjnDuewT+eM1O4LqZr2LCn2/773Xf9zfX9S9s77b/P/c6zQn28vOOQ/Z1cV16wBcq6Pd34wVNbkTWtxZtquD576TPC59/+v804c9Y4AMDW/b24/t5X7XJmfOrwk79+Tfl5GA+/y3/8oh042qtcgDXgP7xqr/33wdwE/9WH10PXRdPZD/zXCyPuJ5s6rI3qk2/sx9Ob92PplfMck91cXbyx76h9fZB8lq1sxys7DgMA7n56GyY3VdvXLlvZjl1Hwi0+4oYuuE7y8yTbXK/d1Y1Lubb2yd+8hjvyqA+VxdRr7YeFa3718k68ecBRSPKyftedz7nqwsst4r+Xb7f/zRaay1a249nNVv/66d/ecv1GtZHkF6lWjCnnmle4frR1v1Xmu57ehlZOBipW5NH/WhtZjKlBZLPimOPEmHL3oWUr27G6vQsAcMfjm9FUFxeesWxlO1bt7LL/fn5bp29ZNE1DU20CB48O2YvdhKFbZXDWxAXPyud3v6c27Xd99osXduKEiWNwzZLpeHjNHuE7XrEsr1NlCxJDiGujVuYsW9nulOWN/Vi2st1uLz9//i387HmnjT28Zg/OmDUO1yyZbt/v7UP99hyma8DfLZyCh1bvcY1Rbx8ewLKV7S75qUhmsspxjs2TYayCSg0/Tv3zb1cLYwrv9i1PFQeODrnedR+n2MoCOP97z+GOq8Q27dWm7n15J06aPMa37/JlCGrrgstuCH1g0CZtMGXJVn6fsPBtZvO+o0KbUoUDsK17TRPLVrbjhTetNQU/noiHDWEsptzf8cssWYmxbGU7XnnLmSOe3XIw9JolH2RlhEq2I3nuI6udseiGe1/N6z6qsvyQm2cE606lK5/12Z/X7cOf1+2z53b2/2Ur2/FGR4/rd4zfrdqNnd2WcujLD613rfsGUxlhLS7jcuUDe75/e/f6+q3OPpxzxzP2eMnz//1yJczceMo/9qE1e/DI2j3Keuf3QgCwpr0L/3CWb9EKxjl3PIMrF04F4Kw1Vf2I77s7D/Vj2cp2dPY6ip/L/uslfHxBHRYvBl7YZvXT7Z19uPXRjcI993DrwWL0o+Vbnf3LO+9c7rr/H9fuFa7fwq11R8qyle1IerjcxQ3NNWem0qIr35sHe5Vzp64BV582VXnfHdzhOf9oPhkP/9z7V7RjylhxXwI4+w4ePhERW3cmM1mYponfrdqFr/xhvV3Wf3t4g71WJIspoiLp6B4QBuKsCXz1oQ2Rspzq6B7Ez9b2eU52e7sHPb+T34ePMcWfDNlZ+XKLdaaYsmPTeLrI5P5fwDU+k4lM1gT+90VxE32wdwiPcgO8XA+H+5L4yd92CN+z+ujoHsD9K9qV3/nBquKpTfvt53kZvqo+Z8oTQPRz91uMj8QfPmsCuyWljOp2m/Z24z/+tMn9bAC3/GE9/v2PjpvBSPtJR/eAsJlm9+vJWbRomuZ5jeqZcpsxIcpZ1Z688HJl6ugewF827BOeYf87z/rQpZPdju4B/G7lbuEavp3IqOoiTCDZ/lQ6VH3wJ/OquF1yZjBe8cBzy0PrPeuko3sA97680/5bfic5qPakxmpomrVIYfGKnN9a0pB7kF+7UH3vVRaZsbk4Uwc5iyl5Q1cIDxj+9NDrdh3dA/jZCztcn7N3fX3XEXzzz2K/3ts1aL9bkMUUv79zBeg3DHR0D7rq8KsPbbBPruWxhpcBU0xtO9ArzMF/UCil+HsHyY9/lhd+cThKBV/TrrYqtUE+UYamucMlB00RJtz90W/e9uu7gDgeBBmj8grNMG7/Ya5RvU8YVG1GGHekZ1tjnfVZd3/SczwRXfl8LKaYW7HKLS2mHsOHO04NB9ntSNPcFiXDfW5H9wC+8afhryNU7ZWXgSqDLo/sxsbWVdmsZSHylT94jyUd3QP42qOiq6Xc54bSWc+1OOBtMRXU3P0Ofr3GS5MbT1W/ketd3gsBwMNr9xRtL6RqU39YY62BhjwUU6p+cMsf1uM//7pFuM/PX+/D67u7hfUFe61MTtabOAVkoftRR/cA7nnOORCU79/RPYBb/7hB+M3fth4syPOD5sTugZTr+4xpYiDlrPlee/uIcj7JmsCDr1kyktcJf93oPhyzyjOoXIebcO9LvHCyNmrCGmT3kX5BKcXuuzdnHewXK+tYp/yrG2LYvNXpVvhkTBM7O/vLUyAFu7oGR+QPzb8Pn5WP77ROUGdmMcVc+Uzhexnbla+AcQhUMmHIn+8+0u9bN3u7Bl1KHVYfb3X2uX4bRvbsTQs55GVNs+T+/DJrd3V51zvcyrGR9BOvuu/KuZwZuvc1qmf69WO/9hSLuQ1eZetA1rZV5QlTNhVCLAxdC7x3mOeFUUx196d864PBuwzY8b4kN88wrlBZE5518lZnn2ebisViWLJkiSCfuKFjfC4+kbyA84oxFTS++9WFnzybcpn5bMWU7o7bUMhEC373U9UjI2OaWLnziPId2bu5FFMu5ZPaYorJaFeX+2AkY5roPOo++eS/39nZL1jShCWs/IIoV/BzL4Laqhz3ZTjNS+6PfpZOfn1X/m1ernwh5rmwsgkqo4qgepb7GW8xdagv6flbIbGEz9jouPKJn8diMZx++unOB9xzhjtODQe3S7I1PxXiuSNdb3u1HXYPQTmosO7s8ojVmc6YgXPwSMYahleMqSCLw2IsDeV6V72fOYz+FRZVm2L14bhbB8/nqrVp1gTW7OpWzovJdLZg7dkLv7UN+95V1yhMXQe104NHh5TfD4YIig84dS3Hh/PrGkHr8CCY9ZcV3sJpE9sPBKzJSTFFVCIzW+pcJ4+aBrS11JalPCrammtHNDEZmma/D9u8DqYytlWErjkTftyOpSBaTHkGhAwIKjwcZrbUBaZ9Z8xqqfetmxmKumP1oXoOX1deFCHOO6pjekGVe8NhSds473qHIr11iLryQtXvDE2zM3sYmpaXfPyu9WtPqkyKLospzfsZYcqmQnblm9lSl3e7kp8XJsNRS31V4HsAQMsYd3B10UJCC9XndZ+x1E9mpmmiq6vLJZ/WnEvqXikzn52VT7pfUBvyqws/eTKLKRZjKhFTBT9X3zcfBFc+j5VG0DssaRur/J69m7wpcllFcd/z8aGYjFTzk6FpLvdh+fu2ltq8gpnLvwWC+6QfpUob7gdf9UFtVZ6Lh3OQIfdHvw2xX99l34e5DyAFPw8x0IV1gw0qo4qgelbFGGR1PaY65vnbsFn5vIKfs/5k/x1QZlXZC4FLKagF11lYRnofr3ahlIGiwiaNqVb+PhHTlGsSnpGMNQx3Vj7r/0G3LcbaUK73mS11rmuKuRdS1Sd7TS+LKdVvdKj6LLB4RpNSXg018YK1Zy+Gs+7QUJi6Dmqn08ap95Nh44kxGcnZ8/x+HbQOD8KJMSUqpiaPrfF9LimmiIqktbEGF588UfgsrmuhMleUign1CXx8gXvSsL8f404dzzA0Dd++cq4dOLjGDn6etl35VJleknaMqQDFlE+8hOHS2liDpVfOc03Ghqbhn86fJXw2Zax4rVwO+V58ffh95wdzopgxrpb7DMK/7dgF8m814J0nTbD/ZuVNxA3fjb7qm5Z6b7nz6Jpzre5RrrihYcG0scp61wAsvWoePn3hcfZnYevKi9bGGnxoieOrzu7HTmE0TctLPvnImUfOKAa4F7TsBF2+Dy/nfOuDf0TMsN71UxfMFq457/gWZfvxep5XVj6ecXUJ3/pgNNc6bStrjxPO9Zom/v2li49XlnXplfM868RPZplMBps3b3bJZ7IdZ8rtBmA9UyxFUBvyG2v85DnWZTGluSyNChJjirul23nLIugdWL/mOWFivf1urpg60saUl7OclW/z5s2YUJ9Q17GHYkrXYNctU1hMkBSh5x7XovxtWPkx/MZiP3ercsDehZVKA4R3ZfEy2FwsW+UEvY2qP3opO4P6LpCfxVQVt4kZbvDzRdObxHk2RBlVBI0J8jzMB5uvjhtCX+LbsipJhgo2RsnVwPoTg1fKD3ecGg7ug5n85mI/RnofXjTsn/w9+OpRKQdVBy6A5ULZ2liDO66a59mPWhtrcPvlp/iWL4wCKcttlpmMg/qEn/WtoWm4atEUz+/Vsczc9T5hTLUrucWHl0wvaNviUbWFaxZPA8ArpoLn86VXzXPtAT6+oA5zJzfg399/sv1bdqeG6ljB2nM+76aat3jeddLEgjxfdW+eyU3qsYT/85TJDcrfGpqG98ydBAAua+ePnDlD2f5njKv13G9deerkUHtH5sqnaaJFZ3NdAv9y6RzXe8zKKVm9EhmMBij4eYUzPjdZXXHqZLx9uB9r2rtw431r8PCnz847nW2xeEdbNdb3VOHlHYdx44WzcVJrA1a3H8EvXtyJWePrURUbwK4jA/j2383FzJZ61CZ09CezaGupFQY7PsaU7abHDf5sc8UCozMfeC/T9JGc3vpxzZLpOP+E8djZ2S+8y96uAdzznBNPxdA04dopTdU4/3vLhfLx38v14fedF+xVeQuVP332XHz6N6+h/cgAfvjhBVgys9m+JwC8tvMINA1YNGMsBlNZPP3GAVTHdHzn6vn4/ANrA08rrj5tqu3bzZgwphrzpzbhmc0HXNefMrkBhg6s292DW99/Mn7x4k509iZxz0cWYUx1Am0ttfj6Ixvx1BuWXzhr53x9/OaVnXhs/T78w5kzcM2S6Xhpeyd+/OybmNJUjd//89kjnkQvmjMRy1buxvET6vCrj52B1sYarN21DoDTnvKRT1g5//3PXvEtl+wCwItGfgaAvNoOg19oss35BxZMFgKVf+ai4/Ddq+cLbcfveXJWvqsWTUEqk8UfX++wP1PV6+G+Idx43xpUx3VceMIEPL5xn6CAsDMlShZT/N8fOHUKrl48Da/tPIKugSTG1iawaMbYwDrJt/95ZeZzXCLyf4bXWONXFubKxyym4iz4OUchDrnF4Ofe1wW9wzVLpuN7T2yxg8RO55XqUkHlDZ0hKKbU86Gqju/k4n4AQF2Vgb6hDL5z1Xx8MLcBYQqLqriOs2aNw8s7DmP+lEZ85MzpeOHNTsxsqcXNl8zB1LE1nnLhn33rHzfYwfdnj6/Dbz5+BgCrz/zq5Z1CjLhIWExJ2+BrlkzHYCqDW/+4CQumNgnBclnYNzZX8O3hxElj8L//uAQAXOPFqzsOYceON3H1hYsxrblefD4n+9uvmIummrj928ADGl4xlYfFVBhLS9V6Ytb4evz4ukXC+w13DvIbE1yWDpwrXyZr4pol03HX09vQ0TWIez5yGi45ZVLuvZzf+FtMsf/714M8ngxnnBoOXpafw1krqRjJffg6e9/8SbjujDbhHny7UbmDyp+dMLEeW/f32r2QlY21sVseWo8eLrvshxZPxfLXt+Ovb6kzyGoaAmM8ZEwTeu6JzoGK/29chwe6hnTWhKEDL3z5IrQ21mDX4X68uvOI67fLPnkmPniPs+ZZ0jYWd//9Qle9b9zbLSR9AazDsWIit4VVO4/ggZW7fIOfe7Uf9tnUpirs2WbFb7r+rDZ8689vIJU1ccXCyXh4zV77noVqz2HfTTVv3f30NuzJWX8vmNZY0Gfft6Idr+/udn0XN5w90ca9Pfj4L1cBcMK3AFaimYFkBjs6+3DGzLFY8dYRzJvSgJ9+dDEeWr0H/7d+n8ti6sI54/Hpi2ZjZ2c/fvnSTjy+0ZprJzY4VopynYyvi+OdE/vROOV4jKmJoz+ZtfcdPEwxZWiWpb6ha8hkTaSzJt5x0gR894ktqK8y8J2r5mPRjLG4+cHXsaOzzxXTbTRBiqkKZ19uk7Nk5jjc8t6T8N4fPo83Onpw+2ObcPsV3prnUsMm3dkT6nHZgskwdA2/eHEnMlnTtnCaP7UJc6d4D3Bs8zqQzDidnd945CZuOytfbrDyWkx6maUXAqZl5+E3pJrmlItdm5bypsek78M+xw+2IO9LOguWhuq47Qc9bWyN656XLXD+zdKAJzNZNNRYLkGGruUd4Lw2YWBcndpqyspKoQHoQSJm2HKc0FCDU6c1AbBOGxj8xoGV/fltVlYRVsfMirC5vqogkzhTkhq6bt+PJdHg22Q+8imEnIOyEsn3GU5dqFKLyzGimCUV33b8nmfoGhIx3V7UNdUmMKmhWlJMueXMB1dmigLBMoYppqSNqLgJ0JVlDUM+8p3cZC1y9nbJFlP+QWSDnpHvGCAHP48bmiKDzcjHRH7zHxSzKugdxlTHbcUUv+CXh3Z5YyrOD94bbvn58pyRsscgZ6HK7pdMZ+1DkaNDaTvV+tSxtXjf/Mmez5SfXcMpZyeMqRZOqB9eIyr2VenkS45CpPOmNgGAnfGRkckNjir3+eb6hP2uch9837xJWDW0GyxTEQ/fRlvqE3j33NbQRefFG2gxxQc/H2ZWPl3DsMcYFV79Re5nbDMEOK4hqdwYO41T8AYpRRhhrcxV64F8x6nh4IqVh+HNxX4M9z68bMZUx3HW7GbhezEAvbuhyeMXG5P4fsC3sX+Xgp0DQFO1t+AyIRZx/GbZRMjg59IFdVUxdA+kkMkCk3LjqZdxSGONuEZsqI4r6/6l7YdcnxVjXS/DtwVd6xK+8xqjVe3H3gOk02D5CTVNQ8uYKnR0D+LoYMZ1z2L3pzBzMmCN84XObN5Yq94bsPdvbazJPd8ixe2dMizVOIA5kxqw4q0jqKuyLM3YdbLRhqFr9vsu3+Iclss2DXydpNNpNNcYWDxrnB1P9G/bDkJG3qvGDUsxlUxn7bVCU23CXiuwdW7aIzPhaCACqxtiJLC0ypMaqjGxoRp3XnMqAOA3r7TjsXUdPr8sDZqmoaamxnG9yw0srJOms6bdOYPizLDv01nTDnDMb8Tt4OfZcMHP2celCtwtZl1xP1NeVBZ6sOfpH3LcjPpTabs+ZcsVGSaDrAkM5uRm6Jqvdp9XgvH38Qp4XZOICdZxWYVygW8rqoU0H4+M3QcI5zIWBnZ/PtB2JqRpe6FQbfZVrgyFRhWPRO67w3lurSRTWcmg6jO1cau9pjKmrdTiLSSZspBvI5qkmCq0WxQb81SueYDCYir3/1K1G+bKx1Ihxw1F8PMCPIev1pG+Gt9vY4JiKrzFFO+S5SUj+xlSW0sq3DOYwiKZztqLz87eoWGPNXyKeHlsdMfSKk1byZdpYy1lR0fPoF1nADjXe6vcQZtwhp+cROVSfktZQVEdMM8Kwc9DNGTV/Uq1xnC5y0kWU4AzF/JtjH8vPwWuE7xefA6TE8MsaHqV8BQjVl6h4Iumakd8WVVzkqzo6B1iWYA9nqdw66+v9g6hEOZwkc9gb1tMBcwWLsUU1+7SUpuU5SUHtU5Kh7eMlxWKqbBxhwqF/LjhjNHyeNecC2PBDoSjNO7z40eh44jVesydfL/gn8krcdJZ056P2bqUKXHZdSrFFINfy/qN26q5SVVuZsnHrmPufOmsae+hhLWvNF6PRkgxVeGwAYuZHF5wwnh8+kIr3stX/rAObx9yZ3AoJYZhYMGCBfaAwAZWtlHMZk3bmiUoMxf//dGciTI/WTM3Jjv4ucKNRyib7VZQKsWU+9le3wPFmVjZq/LKooFkxpZBfY1/7Cd+4GUyCLKY6h1yx0KqTRieisjauKO0GuDiifF1Jg7k7mGMz+Bo3SdcGwtLDac4Y7D4C6VaDxmG+11ciqkijPCqWBiyQjNM1jsZvm0lDN0d90hRsXwb6lMsbtWufKLiRc7kNFLYmCfLpzVnMdXRJWfly508F7QU3jTVxoW/Y4YWaGk3HPh7jPRufL8VFqdyTB1Jlvx7VfFBrD1k5NxX3Sb4/sUUFkPprL3wPTqYthV++Y41fNldit6A94wKLfUJVMd1mKZoGSj3Q35T4fcufnIS75FfC+PrM+gAiI9HEi7GlPt9CpHlMgzuLJWa3ZYzWROm6Rzq1Xgopvwspthl8uswOTHK5YXiUnJGZx/vSsDh+l6QgbsNycqq/iH3gR+P3CcMw8BxbdM9rg4Hb1Vlx5gKGIo06fu6KmetwPYFrE3yVjAAXPFyVVYkqUwWK3cedn1ulFiJ48qIOQyrVnm8a65jmXwHh33PYsGv+Qq9h/KaO/m1Gt/ueIuprGna7YQdXLI9YSrLLKa8D7C8FPYyqrlJtafhXfkAcZ/qGGW46zKMBeOxSnRaOZE3yXTWdm/gTd1vuvgELJ4xFkeH0vjMfWvs9KXlIJvN4sCBA3bnZIs21vkGU1lb8cAGES/ihm5PtrZiij95zf07JWfl8xhciunK5/c8rzK5zPCLoOHg653RO5S2T6KqY/7PjBm6faJ6dMiRgZ/FlGoBVZuIecq7hlNaecUT4ycPVXasWklx1J9TxAVZhIWF3Wcw6baYKtXpeDbrPj10nxgXoQ0prI1k65Dh1EGNpGyUT+5Vm89EzBkT+nLtjC+fagyQFamq1NwjgY15snwm5yym9h8dEk7D7OxGpbKYklxo44bu6kOFduUb6f34tsEvTuXbxqXxi28LQuwxDxkxvNb//MaXKSyS6azghr37yECuzPmNNXw7lBfm8nxR6DY7HFQS1TQNU3NWU6weAGdDqbK4SfjMOX5yEtpXnuMNX52BMaYEV77g55RTZyi/ipWVz/p3JmtiKJ21xxt+Lgxrwea1ZmJyKjfFSOJQKILGwyC3Y1kuzkGMx8Gr4ZZRenBkB9WqeSuojuX+xSum2LqTrc8aasQxc1CKG5VSWEyt292F/mQGY2vjwqFLqTNFy2PDcCyx5fGOhaw41OfEg4wKgmK7wGter0PruIf1Km9Jl86Y9kFRrWQxlUpb/5fXq+KhUDiFm2puUu0vUvbcx56l2WXuZ54qvEU45000WolOKyfyxjHv1IV4PTFDx91/vxBNtXGs39ONO/6y2esWRSebzWLHjh32wMGUC2wg6OWUFmFSxrNrenKn0qrYCGwgsDelHhOEE/w85MuMkHwyAYW9Jl9Udzzcl7T/XR1iMmUyODpoyUDXNGWMAFb+XoViys+Vr5b7jldM8fXHTx4qhQWbeAZS1rP7FafEI8EuXypjnxxmQy7UCoVqs1aKhTlf3bxrblWeGzgZflKPGZrr5N5r8cNkyhRT/FWOpYa4oOEVqYW2TGRjniyf8WOqEMsFvuRj8ATFmCo0Y2vdiim5DuRT7uHA33Kk7ya7eTrPkDYDfhZTkmJKJSOGl8WUKstfOrfhZ+w+0u8qcxj4jJryAte16YmAj5KXTKeNtRSwu3L1APCJSNxzrp/FlJ+chHEoX4upYbryhdnsqt4nW6JNhstiSncspviwCYC4OVO5Z6vvL/6fweTEKJ/FlDSOlacYSvg6U7vycWtZRZv0auOernwK5WH3IXcMnHzgsy1mQ1r6umNMca58tmLKapeNNaLFlOzKl1L0I+bGd+asZtQFrAuLiTveYf6TqDzeMVc+Vu1RysYquvIV9t5ebvC8TL1c+TKcK1+1rZhimdqt/1e5DlKdf/NKIr+5QTU3qeZ85tLO1q+sXaQzJgZyClnBfZDzJhqtkGKqgmGKqQkNVa7T9slNNbjzQ5Zp9f++uBNPbNzn+n0pcVz5xBhTPTnlRkzXlJYvMrWSUoQf/Nm/nUEoYjGmuNcLpZgqwk5VdUtmdadBbX0k48iAuVNqwoLFvi43wKtiTNXGfVz5EoYQ6F4VK0x07VG58okWU8Vy5eOD92cVLoelRj5pLYayQ/fYxAgLlRFaTCUUcY+8+jFbxDgxNxQWU9ytdE0M9l2qU0hD12yX671dvGLKKVcpGCu58sUNrSixycSsfCO7H6+oEYOfy6fU3ib6YcY2hldbU7nyAeIYxyyF8lZMcfeWx0a3ZVh0l27MYmrXYUcx5bhj5+b/kK5jfgS5Rvn+NkBJwMMrNMM0Y1VZShUvRNaJGbqjdM6Ypm2ZUhXThXKK7tneLxnWyly1HigFsmK6mHE680VUhiq+563WFP3bq8+HjTEFAFUjNBgXLKbs5/vXsfx1VcxwWYWw9VlDtb9iSk4QBAAv77AUU2fNbhZctEq9Dguai4ZDc31Vwe9ZKEa63gt7bx5h7ueemeaUQxnTtNsJ24OwdmYrrGKyYkq9js133aLa09iKKebKxyXpUsVXZnMjWUwRFQkf+FzFO06ciH86fxYA4F8efF1YKJYa25VPUkyxzWTYQLFsg9LDxTdi8JpogMsE5OXK5xHIs1iIC5PgrleMRZXqXQ/1WmbC1TEtVF2wQbTXloGudOVzLFnUMab8gp+z4IT9qYw96Xj5gasW0k6MKin4eaEUU1x7Zc9wLLsK8ohh4bIyKrJyk7fcqAl50uRFUPBzr3vKbpv8O7O5ne9vcrD+Ui5gmcs1yyYIcNmNSlQG+VQ6VqTg5/wQN9Ixtsajv7vi8vll5ctDmeM19vLP5pXA/Bi3J6eYkgOsBiG4KssnugpLmHLjFfR42jjLYop35ZMVxIIr3zA3W0ExG/1/668k4Inpmj3mDdfSuVTxQuTx3tCdtpzJOPE85XlQsDz3WZvYMaYKUdgiIPf/KJUzSBkqWK0p2pBXLESvOV4lx6oRmrbw7ZgdxAUN7XL5qmK6LadkOmu5QufuJc9NQyl/V76hdAardh4BAJw9u9nTPbUUyPVQiDG6WXK7H64Svxjw81uh91AqN3hdc8uU/ZlyWUyJrnxMOZSyg597H3qKsffyLLdizpdjTMVsAwrHglXlypfxsOYeDZBiqoLZlwuIN0mRSpnxL5fOwanTmtAzmMZn718jZMopBZqmobGx0Z542MKeDTBsngurMJCtI4QYU5wmGgDYHOY1QbCBolS+6CNxPSgUqqceyllMVcf0cIqpnAyODuXcKTV1ul9bgaVw5atOGJ7KyBop+Dkbn/lJiZ8UVadIsrLCzjoYEMcsLFYmM014RtYOBloa2apkJS9Gi7E4E+I1GeoJfTjtW7aCc72LR9tkixjWzvhHZxXWdl6up4WCjXkq+UxuymXm4yym7FgdJWo3MUNHQzVngaQr3CYLbDE10rvVePR3uc78lJkJQ1xIe8kICGcxFTcchQU/xjELykJaTLnjl0R36cYy8/GufBnZYkrhgq/CT075usZ7/Tao32ma5rL09kPVdsrnyqcL1imqjRAgH/B5v6NfVr7Gxkb773Kd9bsU7BGKMRXU5vjpTtW/5fh5DK83lJ+haRpamsb4ljGounj9athssvKrJmK6kJmMD3DusphK+wc/X9PehaF0FuPHVGH2+PrQGdWKQSEspuTxrkW2mIpQ0otSW0yp6lP13HTGtIOcO5ncmWKKBT/3znob9oBVNTcpXfkyale+VCar9ORgz/RIQDkqiE4rJ/LGVkx5WEwBVif40d8vREN1DGt3deE//7qlVMUDYGUuOOmkk+wBIe6xwAu7iJdd+fhFLa+JBhyNc1BWvpK58o1gIV0olBZTucCKY2qrPLNU8ciufIauK0332QCvUoYGu/KxGFGOxZSXK59qY1OTU0AxhVShXfmsZ4jKLzueUYkWwypZyYGEi9HMvGJhjPS0UlQ2ai7XBa9YcfKpGF++jEJZaOjFdTVhY55KPiwz317eYqrEMaYAMQB6XGUxVYCyiBuxkd1L7O95uPJx31fxbh4+MpJ/53V/XmGhHOPyVkyplbyASgFX/qWbVxtxXPkUFlOae871exc/OQUlE/FDsLYK8VtmbRdGYau6plRuGfKwq+ua/X5Z0/S0HPZyz3bfX3NdDzhyYkQlK18EDAttgtqr6N7qloGnJVtI5bphGDhlzvG+ZQw6UFIm7fD9hXstkDB0e25PZbLoTzneD3K7lF35ktJuncWXOmtWMzRNK6qyJIhCBD+Xx7txrkQl0WnQwnqv4BZT4RRTqrE2mXEneGB7wrSXxZSQWIkLfu7ThlRzk39WPvYe7KBAnZXPUUyNXs1U+Vc3xLCxXfl8LKYAYNq4Wnzvg1a8qZ/+bQee2by/6GVjZLNZ7N692x4Q2OAiT4BhMxg5wc8dpQjDduXLijGmvCYopqQp1YYwGoop92csxlRcy3oGA+aRLVSsjb77Or+NWW0i5pkhr4azpupPZpwYPHnEmHK78lllrS6gYoqPgwVAGaS9mCiDn+uygqHwZfGKHTTS00pZprI7g9ei2dXOuMtU8cnk4OeFho15KvmwzHx7u5xNe9Ze4JduTGiqFZNlFCObIy+ukb6bGH+Ml6V4nbyhi3m43vnJCPBuv7IS3M89MN+sfHzZ5TYd5LIYJZgrX2fvkL2xlOdi/n38FCF+chqRxZTguhb8W5aBMcxjVLIp5njDow5+7lhMsWQg8twb1i1S09zyAxw5Mcwy2UwZuiYlXYhOP+GnZqXFVIB7qZfLq5e45Gdks1l0dfpnTgwa90XFVLj1jiwDPpMuH2enNm645qFByZVPtpiyFVOzm617lFEx5XLlG2bwc368Y8HPR3LPYlEjuPIV9t5qiymFMlchY16Z6WTlkyymYt6KedGVz/vFVHOTX1Y+t8WU6XhyKNotxZgiKhIW/Hyij8UU49JTJuGGs9sAADf97nVhY1RMWOeVs/KN1GKKBU3nN69xbrKznu0f/JyN8aVz5ctvMVwMVE9lWfn0bDqUYoq5AdjBzz1iTHkpnoAwWfliwjOs53CTR1wdDJm/B2AppEzT24VhJPDPAICMQoFWaPimqpKVGBi6SGUQMmqplYUjz8qnuy2mvFz5fMyyWbPky6PrGop5GOW3mXZiTClc+UppMcUFQE8og5+P/BmiAnNk9xJiMEhWSzwJlyufOlh5kGLKS/Ej11NVzEf5nudYw288aySXY7ntDzcuUyHxmjYba+IYk4uyzDIU2nOx4ba48bMC8JMT//x8FXV8uwkzXrMA6MONMSVvqIuFO8aU46abzXpbTPFl9ntH9pVK6SEopsq4p4qVYA4cDkHjIV+nqg2xVxv3ekV5jZnNZnH4YIdvGYOC9PPrPPtAJUQd80Wpihni5pxrk/L46srKx1lMDSQzWLPLii911ixLMcWPm36x0opBIVz5XIqpOtGVLwrjPqPUrnwqpZyqn/DKzBovxZQ0N3uuY31eS62YCg5+zitlWVY+wSJcd8br0Up0WjmRN8xiqjXAYopxy3tPxLwpjejqT+Fz969RZrgoFl5Z+RjhFVOiwkKMVSG68jGNs9fCU+VWUEz4MbRc2WJUiwgW/LzKI4aBDJNVLycDvxhTDN58tjbh78onB1hnz5HLAKiVfMwyKmsCQ2m1L/dIsTP/5RZP7ASxmGuHoNNJMTB0cdqYl6UCv2gajuKVVzAlDM3tihDSYoq/LGOKlhqA1e9LZcEgw2JMiVn5yuDKJ1lMyYv4QrQdQWk0wvt5Z+UTr/OLS5ZX8HNPVz7x8yqfe+Y71ngtjgH3fBEFiykvKzhN0zBlrNXOmTtfWrImDRts24+ouvKp7leq8UZ+tKFpdpl51xG/9uWvmNKUz5Ep55aKn4dKaYUahBbQXo0AxZSXosOrTaqeERT8PMhKg/86n3lLl8Zh250pkxWsRmTlA1MysJ/ziqnX3j6CVMbE5MZqzGiute/BKLUOx62YGnnbq0kYqAsIW1EuihnPS5U4RJUQQPXYIU6ZydaUaWlPKLvyee0t8t2nKbPyMVc+yWIqnVEfFLBnksUUUXGYpon93ZZCIYzFFGCdVPzXtQsxpiqGVW8fwZ1Pbi1mEQXsOEEeFlNhs/KxAatHEWPKHfzc32LKNksvVYypPN0HioFqodaXGxyrQu6j2CDK4nzJWc4Y8uK3jttc+llM1cRjrlhi7Dmqe6vSKPPWCgPJTMGz8vFlKKUrX1CzETftxSkHv+Dl23RVfPgTOiArG91xj7wWP7LLlBBjSunKV74TfXaI0Nk7hCEpsGupXEABoImzmIobuiuwbiGKwotvpMOdd1Y+aTMgW9nx7TMPxVSY4OdAkCtfnjGmYqLinqcYqciLybRx1kaRWUzJ/TCsxZQfvD4r342R1xjmBVN2hFJMKe4XZIlSKORnG5yCP8MFmvZrX37vaGcyDlD4lNdiyilbhDz5xKx8AZtsVRvy6ide76i6h6G7s9363UNGcOXL/T/fuGuWYioXmy8jxtmRLV5Z8HPmesVnX3tpeycA4MzZzfZaXlRMldpiSvy7UGP0uHoxHmRUEGIxFbijqbwtVOt8pStfrs0YumbPz+msCdM0beulKp/kD4LCLc/3UllJOxZT1t+s/yUlpSyDH69HK9Fp5UReHO5L2prYsIopAJjRXIc7rpoPAPh/y7fjua0Hi1I+hq7raGlpsScUrxhT+Qc/d9zIGLwmGnBnApJRxbsoJsLCpEwrJr93bayrgR5iMmcyYAotQ9eUJ6QuxVRVjPsu5pkhjw9+3sdlbPGaPFQnKTFDtzcT/akMNwEUJiufVQbrXv0lVUzxGypFgFR+016k0Z1/PcEiZYQWU3JA+7CKKbmdqapfzohUzBgouq5j/PjxSvmMq0vYChJ2sGCfPBetRG54i6m4obmy/RQiNkshs/LJSkuGK+Csj2URr5jyk5Hqvs6zxc/9XCvyHWviHuObqjxRys6kwsnMZ1lMZaQYU2GDn/vJSQgWnWd95BufigXOD5WVT7HxL5Enn2+MqUzWiWni5yoaypVPuoTJyaF8myoxQUHZiuEiqI6DsvZ5xRfyUhK6Mq3mZKQal4I24GwzzR9A5pO0g7+mKqbb75LOmII7k8tiKre2YhYuac5t6uUdTuBzxkgzA48Eec4cjnWTarzj3fmiFfw8XOG2o2IAAFX/SURBVCymkd6boZKnqh85e01xDZnKmJzFlLcrX8LQub2hn5LeLSu/GGC2K5/KYiruVqiSYoqoOJgbX3NdIi8XBQB43/xWfOTM6QCAm5attWNVFQNd1zFj5iz7b7agljt82ECxrqx8igVuUrKY8horbFe+Eq1exKwrZZpgfN51wrjGUIopWVYxXfPIyideJyqmwrnyic/hLQr8Y0xZ5WQWTWk7DlQhXfnY6Qhb7GcVbmOFJkgxlSiBxZTXpo7PejacZ/PtKqEIyO21+fSLMWX/lruX5cqXd/FCo+s6Zs+erZSPpmm21RTLzGdnNyrhLmqsbDFVhLgsQhyfEb6bl8WUfFt3rCzxpN7+3EdGgLfFgiyjqrj3eJl/Vj71+AaoLMPKv0HxEykLgL7rsGUx5Rf83HcxH9CXnOtCFzv3W+ffoVz5mMVUmBhTKle+cmXl00TFlGOdIvWTkNaNXln5mJyiAK/gLdcBoApxPHR/L7ryub8fqcUUk5FqXAoOEeDeLDuxEUP0CclyNcF5N/Dupa4YU2lx457KWJYvvUNprNvdDcAJfM7uYb9TiRVTquyD+aIa71oiajEluvIV+N4qVz7FQ/zWTHFdXEOms1nbm0a+Py87TdPstb1fGwpaQ8iwZ7B2kcp4ZeVj5SXFFFFh7A+Zkc+Lr73vZJzU2oBDfUl8/oE1RdPOZrNZbNm23f6bbRBlxUzYRTwbDJnvuRhjyvo3i53lxJfx8M3X2f9LM4FpHhv6UuL31ORAb7jg54r4FKrmI19Xz/kK1sQNITsLXx18Vj7hOfxmgjPT9drYOMHJi+3KZym9snks1IYLXwfKrHwliTHl/LuQMaZEiym3K5/X/C/LVPXacnDfYmfl2759u2dfas1l5uvIKabKEWNKzMqnFaXdFNJC1DvGlP8ptXgS6rSTIBmpxmeVYlTefMjjWD74ZeWTh7hSB/bNl6ljmSuf2Mbt8V6Qi3fb8JOToNwagcVUKFc+Fvw8RDNWBj8vUepvl9WGLmXlS6qz8hkhlcjs1eRLmJwYUQl+HiG9VOB4KFhUqWJMebRxT8WU9AWTkWptFVRPdkBmIfh5eEtf+YCAjwfLW414ZeXjLVzSWRMr3zqMTNbE9HG19lgDiBv8UltMyY8bzhitGu94i6koZeUrtcWUSjHld6gQMzRBBqm0aVtTyW79rtAyuef7VXfQGsJVVl3c+3oFP2f71XLFQY0C0WnlRF7sy7mBTMrDjY+nOm7gx9cuRF3CwCs7DuOHT28rZPFsstks9h9w3AXZ4DLs4OfSpMoPVglusgMcjbPXBOV1+lcshA19mVZMfo/NJgeHpZiKeWz05Y0Zvxhm92DX8NmtauKGe+Gsu60V2D28NjaOxVTGzu5SlODnLle+gj3CBb+JCsrKV6wm5mkxxU32w1G8ylYx8kLEa6EXFI8HEPubpmlF9TTJZrM4ePCgt2KqKWcxlQuAXgqFpgzvypfg3F4LWQ7hPiO8pRBTzqessqLIy6IvSEaqtqaycpWtlcePcTYR+Y41/Bgqj53FCKxbTGyLqVyMqbQUAFa0HvZehvrJKV93POG3fHyqED+tyiP4uartlEgv5Zp7DG5zJlhM+ViZ+tWl5rFmYnKy/y7jpqoUCUCGQ1Ad80VVxqDykIuXK5/8DCYjlcI8rMUU346ZhMNY+vKX8NbQ6ayYmEae81kcRj4mUDpj2m58Z3PWUoDsElVqxZQ0Rg/DqlU13jXXi273UYEPxVGSGFOKd/eTcVyyuk9xFlNxzl1PdR82d/u9V9AaQob1k7iHUpYR4w4SRiukmKpQ9uVO2ycO02IKAGaNr8e3r5wHAPjRM9vw4pudBSmbTJrrX2ygkBUzqiwMKlQKCwaviQaATCYgK58i3kUxCRtgtJj4BS0NHfxcYQYrr0M1zX0qUV8lBj/n78U2eAnDOk3jLaLYM7zKEWQx1TOYtpWVXnGthgN7PltYldqVT0Upgp8LbjC85UOMV4oNw2IqLiofZEXAcLLyqX5r6OXdOE2WLKbYEr+U62g++HlMFy2mChXsSrQQGNm9hIWbsPEUr5PHAi+LviBUOlDV72XFFB/vsTqWn2IqzQUi8lMcxBRK+nLgVwZmxdDVn8LRwZQrxpQY/Hx4y1CvcSgM+Sq17Kx8Ia5VtZ1MicYbecw3NM0uj2/wc59Nmnh/6/8RaH6eFMMtuRCI7pIqxZS/xVSY+/J4hYtQBWgOqifblU+IMWX9P0xR+fetiuvc5lztzsRwLKacl0xmsnbg87MkxRR/XakPf11u5QWyah1XF01XvuqE//p8RPdWuMir1vl+Io4bOjTNSf6QymTtA5K4oYl7R0lWbD9ayDW0YSumcoonj+Dntut1qQITRpDotHIiL1iMqeFaTDEuP3UKPrxkGkwT+PwDa3Hw6FAhiifAZ+Rhk688EOTrysdQxZhimuaMGTWLqcJv/vIvg/d3QamEGa7AvB5m5/IkWsdpvtimzbZ6yi38+XsLg7XiGexar8maKaEO9zltujpRuCGvVrKYYsqOYrqGBt06FnKDMRK8YgcNJ6YCT41kFSMv7MJm5VNtmEsZYyoIZjHVwSymcgdupVQ28IvdmKELi75CNRu+H4w0bbtXUFu5r/m68uURi1E13qg2erzyPW5oaKm3LKaq43re4wDv7uUX+D9KKcO9qK+K2XHMdh0e4Nzqc3Mu93rDtQLgdT0jU0wFt4tEbr4Ks9lVWUyVKpCtqz/onMWUaQrxfLzwG4fCBAUGyhn6XO470ekr+biP5qPT8BpbvWSkWgMFlYeNOWyNw8cUDZeVz/l3wjA4ZYGJ/pTjzsQOlRlMkcqPs4d6h7Bxbw8AMfC5dW9OWVLicTLIrXy4sDkFKF82bxW8kYAst5GiGoNU60t/iynRQimdcVz5YoYuZWYVf8vGx0KuoVnxbaWscFDAx5jKKabIlS+6LF26FEuWLMGYMWMwYcIEXHHFFdiyZUu5i1V29vXkXPlGYDHFuPX9p2DOxDHo7B3CF5etLegiStd1tEycBMA/Y1i+WfkY/D3jssUUO6X1mDgdi6lQjx4x/DsHDXfFmn/81hCTxo/LKysfQ7UAULliseDnNXHDXggxpQJbePD3rlWYt6rK4bWxqc5939mbtMqpayNWnvC4s/JZnxfzpE4IkKqQValPi70spoaDKyufZArvtSiTT4BVC2V5U1BMiyld1zF16lTPvsQspvZ2W4opliGwlAe8blc+tbJxJOg+C7984dsGPz8FufLpHu0zSEaqKVClAE/E+DFKtxV+w8n+mfRZ3PPvEZVT86BWMm0cizPVP6KsfF5y4vvwyBRTwdfnE/xcaTFVruDnuma/XyZroj/lbZ3C8Ju/nMM8+TmWnBjljTHFj2XlK4eM0OYCxth8xmCvS+X5kslINTYFPc+OMZVrx3xzDlPH8jqBt5ga4NyZkmlxDGTBz+OGE4/0xTc7YZrA7PF1mCAdzAtW9iW2mHJlTh1m8HN5vGuOavBzbt01mC6+r7JK0ecfY0oXfpfM8K58mtA/3IYSVh/xtR4NWEO4rpeMMgaSaduIokZxCE9Z+SLMc889hxtvvBGvvPIKnnzySaRSKVxyySXo6+srd9HKyv7uwlhMAVan+PF1C1ETN/DCm534f8++OeJ7MnRdR8v4iQDEQVUeCMIObO402u57dvWn8PquI9jbZbnKsAx+MsncpNc7mA717JGSjytf8dyweCsGkboxDeGy8vmkmubpHRLrvS432McNzXZjUgU/Z9/xslamT9bYAJ9RPp+9yeYO63Qtrmu2pWEhYJvl7QeP4tev7MShnLXhkf5kwZ4hw8tvv8K6kVfSDaWznLtYcejud2TMn2oO57n8ZulIX9I1RoR15ZOv6ugeEO6la6LraaHrKGjBYltM2cHPrc9HalWUDzUJw1ZG9Q6lhPrJZM2C1Akvrs6jQyO6J+8Wd4Br93KTkPsev/js5r4LkhGLbcKjVExxn8UNzd5E6Mi/XfGufPJv+ffMFkg+I2UopR53GdNy7nyPb9hnn1R39lqyk10TvfBXTDn/7szT0lt0Mw3udyw+2YGewcC6V1lMDQbUVaGQ32UgmbbXSH2DaRzMzX+q9s3oGfCev5jioEdaM8mKqUypgmopEOMsRkczlY8ytMdjzarioMfYyq+ZOroHbBnVKRRTQXFymNyf33YQr+86gj+v22t/F2be4uXAK6bSGROHcmNCOpt1xdUZyrny6Zrjbv7Exv0AgPlTG13P4WOVFsP7ww95GOsbyn9foVRMccHPu/rDt4tiw6/H9pdgPuoZSLvnxYAYU4AzR3d0DaIvF2y8qz8l/Fa+DWuu7HoVw1VMsTX6tv1H7e+6uTGX1evbh/vw53V7IzHXl5rIK6Yef/xx3HDDDTjllFOwYMEC3HvvvWhvb8drr71W7qKVFdZYC2ExBQDHTRiDb14xFwDwg6e2YkUuuOBIyWQy2JrLyscvGB5avVu47huPbsSyle2B95NPe/hF7QvbLL/z9sP9uPzHL2HzPqvjf/OxN1z3XrayHS+8ab3jj555M9SzRwq/MAlaLxVLMbVud5f9b1kff+sfN+H+FW8H3kOORbZl31HXNX3JDJb+32bhszcP9gKwFrXn3PEMvvS7tVi/pxsA0H7Yas8d3YM4545nsGxluyBrefOybGU71ube5X9eeEsp3+VbrWCsf1rXAcBSfp699JmCyZqVfe2ubnz9kY04kFtgfeGBtUVrT/xmkNUTz9pdXfa/jw6mC/q+DP5+X35onf03S9/sVbYgntiwz/73h37ysmuM8FJMye3xhTcPCn+fc8czeGWHc42ha4LSdDhl9SOTyeCNN95AJqPe/LGsfF39KQwkM1za7YIVIZBlK9uRzCkLvvnnN7Bs1S77u6EC9ZOt3LiwZX/viO754GtO+b7+yAb7Pv+3vkO47qP/86rwjEfX7rH/ffU9L9vfBcnomTcOuD5TWWbyAdXjho7duXGssy+Zd7vatNe7/6x++4j9775kpij9Ogz8M19567BvGXpzm+uH1jgy+MCPXsSyle2hY0z5yekv653N8Tu+vzyv+sg3Q+7OTusg9OnNBwLl+iDXlxjbDvSWfI0BAD/921v4US6xTWdfEm/k+uTXuD4EiHL96sMblGVdtrIdK946DAD4zye2CNdkMhnc9ccV9t+9Q5mytE9ADn5eliIo4cuiUpjx9fXvj7jXw171uXnfUeV40H6o3/73OXc8g/tXvI033ngDe7r65Vvg6JC/4pRZ9/7w6Tdx+Y9fwucfWGt/9/Da3R6/cuDfvSrmBKV+9a3DeGy9Ne//5Lkd+OPavcLvunKHCTHdscB/ITffP7Jmr+ud/7bNmfvzHRNGiizTO/6yOe/nq8Y7fn3z0V+sKFu/kuHL8e3/y/9dw96bsbr9iGvs9evfzCCBKTQ/8j8r0Jdr5x/5+QohIQcvu2Ur2/F8bi953yvtnu+lkpVfHbB5Ztt+ax+0fKsj1wu/57TV13P7mtVvd+Ez960p21xfTiKvmJLp7rYWb+PGjVN+PzQ0hJ6eHuE/AEin0/Z/7HQgm80qP89kMqE+Z37W/Gfsc9M0Q38OwPU5a+xyGTOZDAaSGfvEanxdrGDvdMWCSbhy4RRkTeBz96/B/u7+grzT4W7HYgUA9hzpw9ce2SDIzQRwy0PrsetQr6+cErqoTjE06xm7DvXiZy/s8Gw3/L13HerFLQ+t93x2oeQkf57NONp3TVO3Sfn7Qra9vV399mmTF//2yAbsPtzn+U4d3QP4f8tFi7qnN7s3caxeeXjFQ9YE/rB6D1RkTUse/KRj6JpdjiD5dXQPCN/LZeKv9ZJfUH/afbgPv39NvSDjn1HIMWJvV79wUp01ga8+tAF7jvTZ9SLXKV+WQowRrrrPyeq1nYfwMLcBZTJkdRDUn3Yd6sXtj20S3+3h9ULGLEPXXGXfc6QP//2ck6YcAH75kqhczZrAb1c4E3vvUBrdA3I9rkdH90BB5JTNZtHV1eU5FtTGgLqcldfe7gFkzWyuLrIFG8v9xoi9Xf2u/vNqbsOpaje8nMKOe3uO9OG5bZ2e98znnbz6+2s7D+G7j2/xfMauQ7247U9im+LbJC8juey/fsWtoJfrIJvNChZTGkRFGf+8IDl1dA/g5R2Hhd9+9aH12NvVH9ivCzU/BbU91bjK+o38Tnu7+l3y58ud5Cx2dJi+/Uwlp47uAdz5lJNJmNV1R/dAqHcyTWe+1eCWKy+nXYd68fL2Q65nqdYLuw714qsPq+eekfSnsHLaJykdTKjnZzZu7+3qd8nVhNP2PMd9iHWwt2sAP3xJlLeXPIY754Yd9/jYhPx3xV6XB70Tv8bTpfIF12+/55rG6/pVnDI7a1pru9d2duLVt4543mc4/MefNgnrC5WcRDdG057X+fHSBLApZ93O6MtZw+ua2zKfvXNH9wBM08SuQ724h1sLsDGUHyOL2fYOKPpe0BpI9XlXV5f9+a5DvVj6lzfK9k6sjIC4jvBrryPtT/K9eeQ1r59iaveRAew50qdUAptw2ha/t1Ctjdg4qXqn7u5uu+x+5c6VHh3dA3h2i3s8ZnJ9bechPCopZ+W+HTV9hOpzr7YXlsKlqCoB2WwWX/jCF3DOOedg7ty5ymuWLl2K2267zfX5mjVrUFdXBwAYP348Zs+ejbfeektIcTt16lRMnToVW7dutRVgADBr1ixMmDABGzZswMCAY1Z34oknoqmpCWvWrBG0pvPnz0cikcCqVauEMixevBjJZBLr1q2zPzMMA0uWLEF3dzc2b3YsTGpqarBgwQJ0dnZixw5H4dLY2Ijq8dMBWFnUNq9fC03TCvZON190PF7f3YXtB/vwT//zAr581hjomjbsd3rjjTfQ3WOd0plZq2G+vr1DGRwzawJ/fWkNThkf95TTgT7xZOfgwQNYtaoPGw+mfOMaZE3g6RWv48RxBjYeTLliiPDPLpScTjrpJOzduxe7d1sKDN5MeWhgUKhLJicbM4tVq1YVtO1t2RO8IMmawPJVG/CRS85QvtORxPhhB47O52dZE+jt7bX/1jXNfic/+c2fVI3UuJm+ZeRlrZITEDxGvLDWP84de8ZV580r2Bix8W33hJYxTazb0YGxqU5sPKg282ZlufDkySMeI7zq/pHn17nky557/XvOCuxPXvcVFFOa5pLT7lSt63deYwujW+FqmTGBnZ392L11x4jl1NPTg66uLqxevRqapinHiKYqoC8J7O0aQH+/Vbd7du/GqlWHij4/DYyZFqoPszHzhveek/e499oWt9UIuyc/xod5p1XtPaHbHP8M9m/VO33kkjOQTqdtGfHv5DU/DaXSQjsYP3684L6aSqc8+8Ap4+O+cnrrkHvRljGBHQd6PWNq8vcuxPzE3smr7bUPVbvqk/WbAzu3Cu90tGaSssys3IeOOLLe/uZWnHNcs7I/LVy4UCmnvvoprvk+mytL5uihwHfa0eGMAfv37cOqpKP4k+W08aC/XPkxQjWO8b8Zbn8KK6e92Qb1wz3Ks/Htg6irr1PKdceBXrRvtsoSNOcONk5X1tHOzn4YQ0dH3PbyGff4gm5Yvx4H6qxDgGKvy4PeadtWZ8PZ090FYJr9TkFr0qM1kwLHbP761LiZyu+3dKYLHpiePffShTM95cQrpt7cshldR1h8xXB0d3cpHQZZG6sxh/DXl9a7xoSMNN8Us+29sMsdJoLVzd+/87RQbc80Tfs53d3d+OtL65V9s1TvBKjXEX7tNcx6j6HqT35jqPX+Jl7ZsB1T4v0YHPB3c1u3oyOwkWm5vRagXhtlc2NhUwLCOzEXvp6eHmzbti2w3Hv37EFVPOZZnExuTaMi7DqiHPqIsG0vn/BLFaWYuvHGG7Fhwwa88MILntfccsstuOmmm+y/e3p6MG3aNCxcuBANDdakzRrUzJkzMWPGDPta9vkJJ5wgZp3IfT537lzhc8OwJryFCxcKZWCfL1682PV5TU2N63PAEjD/OVuEtbS0CNZhmqbh1Z1dAIDJY2uxZMmSgr/Tj69bhMv/60W8fiCFNQPN+OT5s4b9TosWLcLmQysAHEVNteUrvWB2KzRscXVQXQMuOXshWnPuiap3OtQ7BDy53P7N1MmtWLz4BEzpHsS3XnrOc2DQNeCdZyxAa2O18lr+2YWSEwBMnjwZkyZZi/R0Jgv88UkAQG1tDRYvPs15vuSnHDMMLF68uKBtb86UsdDgP07rGnDh4rme73SgNwldc2/4VJ+p7h1WqaVrwNQJY7G9yzqFjRma/U5B8jvYl/J9Fn+tSk5AcH8699Q50P6q3sDyz2hstJThhRgjTpkxAbq2UXgvQ9Mwf1YrJo5pw5TuQdz+4nOe/WpKLubLSMYIr7q/4rz5+O2mV5QyCdOfvO4bMzRk0maubjSXnKYdHYL+f7uE32mwLA7le7G/W+qrXO3D0IC2llqMnzFyOTU0NKCpqQmLFi2CYRjKMWLmhlXYc/QQOroGUVVtjXfTpk3D4sVtRZ+fvPqwDBszgfzHvdPmTIOG7aHHeL93Gjd1wLPN/WbjK57PAKD8HXunWCxmy4gv+4LZrdC1La76aaytFupA13UktjtWO2NqqnA0Oeg5LvnJaaY2qGyTsybUY0bzQt9+3cq5849kfmLvBKjbnnF0yLPfTGgT3+lAbxIaNirHR10DJjY3YesRywpp7skn+fYnlZxUbVjPlWXimLGB79S75SCwYjUAYOqUyVh8ykTX9UxOYdYLADzHMf43w+1PYeW0t3sIwFvuhyvQNeCUGeOhaZpn25swK9yc29E96FpbMHm0jKkacdsDwo971W++bv97wfz5mDLWcp0u9ro86J060QC88CoAYNy4scI7BdWv1d43+o7Z7uvd/WNOSyyvdVgY2HMn59YXKjnxRiunzp+LjQPtwM5dgetRxvjmcWjv7QIGxMM31sYaG6pxydkLXXVoSGNkMduePv4Ifvzaq8q6qamx2mBQ28tkMli92hqXGhsby/5OrIyAuI7wa68j7U9BezlD03Dm3NmYOKYK9a++DHT3qC8EMH9WK6rj6kMyRjwWs8vk1W9mTah3vVMmk8GaNWvQ0NAQOPYDwPRp0zCzpc6zzRsh1jRB6wig9PoIIFzbY95rYagYV77PfOYz+POf/4xnn31WtCyRqKqqQkNDg/AfYC1u2H+s0nRdV35uGEaoz5lQ+M/Y55qmhf4cgOtz1pjkMhqGgX09ufhSDTVFeacTJzXgGx84BQBw51Nv4vU9PcN+p3g8jomTJgNwgtBNGVuHO66aJ5yAaBqw9Mp5mNZc7/tOY2qrwJOIWeWf1lyPL7/7RGWbkO89rbkeS6+cZ5sGG5omfF8oOcmfVyXiXJnE+8iKKV3XCt72JjfVuupdqCcA3/q7uZg6rs7znVoba/Afl4vWiu+b1yrUp/0O0oNu+8Bcoc6vWjTF/pspE3h5NEtpclk5guTX2lijLA/gbgte8gvqT1PHuduw6hmFHCMmN9Xm3ovVE/DtK+diytg6u178+lUhxgivuj+trdlTJmH6k9d9xeQGmqvsU8bW4RvvP0Wo/4+fN9N1r4+d65wgN9UmXN9/+8p5aG2sKYicDMPA7NmzEY/HPdvY1Nwifm/3AMycxGK5ei72/OS0I7EverUbXk5hx718x3i/d/Jrc37P8BsndF0XZCSXXTV+1FfFXGXkLaZqq2K+45KfnOQxi7XJyU21gf26UPNTUNvzKmNrY43rnbzmGlbu+mpnLqxOePcnLzmpyrI0V5Zw78RnAPXvT/msF+RrGfxviiknlgmRr+/3L2iFjJ6Tw+SmWt+2FzTuszqYMrYWX724jZubvOUx3Dk37LgnJCSIj2wsL7ScnDaXXxuTx2yvfuV1vaFp+NbfzcUlp83Bt/5urqt98tQljLwy2v3H5XOF9YVKTnwct7qqBKpyCXQumDPe/lzXIKwJeeKG7k58xLUxTdOUdfhtaYwsZtubkuvb/PsErYHkz+PxOGbPnp1T5pX/nVgZAXEd4ddeR9qf5HvLewN+zWv4ZKGeM7EeU8bWKbNQahrQnMugGzOcMqn6DRsn5bLH45b1klcflltxPGbNW1ed5tZfMLkGrWnylVNUxj3+3mGIvMWUaZr47Gc/i4cffhjLly/HzJkzg390jLOv2wqy3FqgwOcqPrxkGl7efgh/fH0vPnvfGjz2ufMwti4R/EMJXddR19AIwJmMAeCaJdNx/gnj8drOI9A0YNGMsXZQYD/47EyAGLj0miXTsPQvYsDtu65ZgDNmNbvuzZ6/s7MfbS21oZ49Unhf56CgnOGXBfkh1/vUsTXYdXggLxlcd8Z0IUbYohljhfqsTejoT2ZxqHcIn7l/jX3dtWdMx7tOniDU+c2XzrH/BiB8x4KLA3Bl3wiSn1yefN8xDHxdduWyaoytTRT0GV7PDHrvfPtVIcow0j6l+v03/+zEV/BKCPCRM2fg3/+40f77ojkTcPZxLcK93j7Uj589b1kSGLpW1P6v6zomTJjgew17XkfXoHPiWqxOr0D1/jdfOqeg7aaQbTGozXk9w+t3QTJiv/vlS2/bcUtU6ar59OQxXR9Ru/L7bSn69UjL6HUtGx/5sfFvXPwpv+DnfnIaSV2LGdKCO95w3pufC8uxxgCA7141Hx84dTL+9LqYJOD/PnceTmx13P7CvJ/fNbqu4xPvPAWXLZ5V0jWVipgQ/LyEg2oAQsxMRbnyWdOw9ZLfeOB1v7+fAFw4Z4LQPr/55012fKdJjdX4zcfPEL7n11D9yQz+5feO+8/Vio22+92d903EdFtGx42vx+aOo9jXM4if/MNpuPjkSbj50jn4r2e24bcrHEsXXdeEBDgnTKzHL/+/0yOxrrfLKIn03htOx/mc4i3UPRTjXTnfyY9ilkvV1lXP4afkmKGjLmHgSC5z4fRm64CdT4YwpakaX33vSVg0Yyyu+/kKHOpLuvpi2PcKktWyle14hIsXxeaZC+eMF+LTym35miXTcfLkBrz/Ry8CAF788kWY3CQeOBzrRF4xdeONN+K+++7Do48+ijFjxmDfPiuAcmNjo20eOdrYn0v5O7GIiiktp8Fdv6cbb3X24V9+/zp+9tHFykByfmQyGWx701rYJ6SFfWtjDS5bkJ8MdV1DTdzAQC47Gb+olU9UdA24/NQpnmVubawp2yAfVI9+aVBHilzvC6aNRSaTwYYNGzBh7lxbC+6FpmmoSxh28EC2YJDr87W3nWC+hq7B0DXXNaq/GX5Z+VS/9ft+wbSxvu80XIbThkfKhPoEDuzciglt6jh7pSiTV92PtE/Jv+e7iVdaeV3XUB3XMZhLLc36Fn+v3UccX3x2m2L1f9aX5vr0pdYma+ze2z2Ahpz1SKlTm6v6XqHbTSHv6dfm/J6h+l0oGTXW4KTWMfbfCYUCRbDOyCmpRtKu/H5bjrHGqxxh38+rzPxmQJXtkBEkp+HWNb9R9hpXRvKscq4teFeUKWNrkDAsi5UM52PS1lLn+l2YMntdw8up3BtnISFBdPRSQpvzWt/ls6YBEDge8NfLMuLvM6GhCptyusu4oSvLwdZQfJp7+b284C9JxHRbRumsiWQuO9r0nKV+a2MNjpswRvg9n5UPACY2VPuOk+Vog3I9TG/OX5ngNd6Vczzxo5jl8tsbMPhDBV0D6qtjtmKKtTG+3bQ21uB98y0PHjbuqw4mwrxXkKz+skE8DGCPqZX2qaq23NbsjM/j6kQvodFA5F35/vu//xvd3d248MIL0draav+3bNmychetbOzLpW6d1FA8xRRguS7817ULkYjpeOqNA/ifF8LFLuAxTRP9g5aFV8znZDQf+I7NDypsAeZcFyv5Zi8sQWvhfEypC4FpmhgYGBB8lv2o4ZRGXifOMc4Ni3d5CUtNnJdz5IeqkpGvrCoZvmX5WTbwSkzVZcICpsimSWHkM5lZTHUPwkTpLaZGO2H7EL+oVVtMOWNUnAQYGr6qYj5je7HGOv75xR4PSg2/QWZroFpuLtW14c3HfkRpTuL7aZSWf4JiqgwF85MRv9bys2AE1AfAQfDvWxXT7T6fzGTRn7QSP/DrenmvYOi6oMCWN/dRQBbpcMoYpX5UCfD7O0PTUBvn3WU14f+A2HbZniLswYRMkKzk9SrrAzVx0R5I1U749exAMuP6/lgn8rs9ltJQ/u+GG24od9HKRgezmCqyYgoATpnciK+/7yQAwHce34y1u7ryvkc6lyXX72Q0H/jBhR9UNE0TJlh5Ao0W/nURVYUaoybhDB2eiilO3olhLIRFBWTePyeOAXSpf3vB93vVRtOQFjDlhllMdXQNwM4iHoFyESKiYso9CPEb/KANHeHA99F4gZUk+T4/CuNBIeHfjY2L1dxcGuUDu0LA90OtaEER8oev8qgNFfxaOWidzs+1QLi1Kj8l8658yXTWtnSu5u4re1cYujj+quIGlRtZ2Vgd6f3HsYEhWSFWJ9wKVsGrJu7eUxTrYMIVZzD3HHlfqmrLhq7Ze6b+FCmmiApgf85iqpgxpng+cuYMvHfeJKQyJj5z32p0D6jT0nuRySmUC7Vwr/VQTAFip4/iqQojaC6P+iEufzLhpZjiTepVbjCBz1CcbhCji7Any3xbKbfFVBiYxVRfMmOPpxEoFiEhKNdVrnwxf4sqQo3gyleGhi+6VZX88UWFr042LvLjY7QP7EYOv86M0pgquh1FqGDwt1ZyXytupPOxmNI0a83OxtLewbS6DHKWasliKoptWFZE1MajV8ZjDb5PGbpoGcraS1xQaBbOYiqwbNJ6gPUBeV/q1ZbZdQPJtPL7Y5ljbEo+9slkTRzstVzjJpVIMaVpGu64aj6mjavB7iMD+Nffvx7a1NQwDIyfYKWRLJRiStB6S/cUFmARnhiCxsJSL1wMw8CJJ54YGF+KIZjEepSVX+AMx2JKcBeM1jqurOQrq0omrNj5fq86wS1lQNww8qlJGGiqtWJL7e224l9F6XT/WCdsH4pLWSFlEmQxNSz41YNfvRVrrAsKRH2swOZpfi1UjAO7KM1JccGVLzqyLbcrn5+MeGVTkMVUdVzsr+EspqxrEoaVbY7Nx/whN99GZSW/rokxpqKo9BHlO7zQJVHqR5UA3/R0TRPGNsdiildouvcUwz2oDJKVO0s5c+WTLKY82jL7vJ9c+Yio09k7hEzWhKFraKkvXVC0huo4fnztIsQNDU9s3I9fvfx2qN9pmoZ4taVAK5Rm2suVDyj+AqxQBG1CS33Sp2kampqaQi/kxBM29W/4CWGkMab84pCMNvKVVSUT9h15NwDVLwRXviI3pbDyYQEv93ZZiqkone4f64SVET+GqVzORFc+EmBYstzBlp+lWbHGOiE2yTHW8ZIsdgI8LKaKsKmP0pzErxWiJFpBGVqGgvnJKJ8YU8ORMRMJGy/ZM3oGLcVUdVwXFASydWrM0DwtX6KCxhW5eph9LEr9qBKQrRBrFFZ3MY92ExuhxVSQrOT7srKGtZhin5Niiog8LPD5+Pqqkk9u86c24Zb3WPGmvvXYG9iwpzvwN+l0Gtt37ARQSFc+72xttYIrX/T80BlBepZST0zpdBorV65EOh3ObNQrAD1PXLCYyn+iDvOM0Ui+sqpkwopddOVTxJgqoRtFWPlMzlm8pnK+zrQWLR1hZcQvalUuZ6IrHy2nwpLlMsT5rQuKNdYdy8HPuapFdYwpppy1UDHcoKI0JwkWUxGyQuXXdOWwmPKTkZ8bXSGwLaZy7TEuWUzJa3V38HNNWOvXRHBtz8t0uIqpKPWjSkA+cBQtpnKufEJCLPeeYrhhQoJkJd+XNWm5rXu78lnXUfBzIvJ0sIx8JXLjk/nHc9pw8ckTkcxkceN9q3F0MDjeVCqXDrYowc8NWTFV3AVYoQhSPJXDQCiTCT8AiiaxYRRTw3HlI8WUF/nIqpIJH2OKz8qncOUTTtGL35bCyIcFQGfQKWlpCSMj/uRepUDhLaaGE0dvtJLhlCdBB1bFGOv4MeBYduVjSrdSxN6MypwkBD+PUJcst8UU4C0jvk0kYsFly3c9x+Y2l8VUTjElW/HJewVD0wSL1Zp4hASbgxdp9QgSOkSlH1UCunTgKLqkKoKfKxVTw3++n6zk+7I+UB3XhUNIL1c+spgiKob9uYx8k0qQkU+Fpmn43tXzMaWpBm8f6sdXHlofGG+KWZYX6kS5VsisIN6zpsgm64UiaOqPWnBMGVEGXjGmOFe+EQc/j3Z9EMUhrNj5fq/qOvwwEZW2xFz5GFHv86MRfgxTzV8Jg7c0IPmFhXflK0d/lIPmHuuIrnzRszYpJHw/jdKYKlrtlrEgCqrzDJuQr+KFvS9TaMVsVz7L2kRWlsrKakPXJMuX6LVhvq1VRXjvcSwhWL7Krny5uVtw5VPsW4qVWMllMWUnANCkkDPqtlxrK6ZGn/UcKaYqjH095bWYAoCm2gR+dO1CxHQNj63rwH2vtvten87ZlhcjK5/sXlFbgpPBQhBoMRWhBZUKP6s1Bm9BUDWMEy6/7IvE6GA4Mc+iYDEVhsmyxVSZykF4I1h9KsY5flxTxaAi1PCufOWAHwJGm2IqyuuiQpAQXPmig5gJMkolk4OfB49j+XojGJLFlDyWBimmYrrmafkSFQTFFM0FJcE/K5+7ranCwBRrb+EVY8oqR3CWVHbNYIospoiIsz/nyjexTBZTjEXTx+Jf3z0HAHDbnzZh094e5XWGYaB5/AQAhXTl49zIfBRTUZy8GEE1Ueq9s2EYmD9/fuhsIEGKAEAcmIfj5sLLOWoLuXKSr6wqmbCHWVGymAorH5fFFM3GJSOsjOKBFlP+MagINZmQiqlijXWCK98okBtvJVWsrHxRmZOiajElKEPLlJXPS0aq2Dx+5BtDyYkxxQJOe3s6AIqsfLrmGcQ6KgiufMO0mIpSP6oE5HG8RtGOYx4KTbanGG5fDJKVvGfh/w7jWl1NWfmISoHFmGoto8UU4+PnzsJFc8Yjmc7iM/etRt+Q2uQwC7ev70hQpQRlFHsBViiC1sLlWFAlEonQ14YJlmnomr0YG06MqVrBvDw6C8wokI+sKpnQMabi4WNMlaIlhZHPZEkxFaVAvaOBMDKKB8SYSsT8vyfUZAPc/3mKMdaJqd2PzX4XFywFin9gF5U5SYgxFSHRRqHNecmoxmdNraI6z2Q29jqQxf2R1oOyO5MrK5+uCZYvUTx0FoOfD38uiEo/qgT4Otc0teWfVzbHmO3KN/y+6Ccrec/C/8mvV4MspkgxRUQeFmOq3BZTgKUB/v6HTsWkhmrs6OzD1x7Z4Io3lclksGdvBwD/tND54Bd7qGKy8gUsTEp9opbJZLBq1arQgRerQ8SY0jQN8ZxCYDimzRT8XE2+sqpkwkpdtOBzf8+3n2I7EYWVz8TGKuHvKG2ijnXCyoifs1SWBFWUlW9YhPXkK9ZYF4VA1MWGVx4UO/h5lOYkIStfhEQruvKV/vl+MhI27KEspvKNMZVz5cv9TrYuDbKYMlwWU9Fb2/NtbbgWU1HqR5WA4MqnaVI7ZoopTqGp2LcMd18aJCt5XuH3dDUh9ql2Vj5y5SOijGmakYgxxTOuzoo3ZegaHl6zBw+u2u26hgU/L1TWohqF1lv1XZSDnwftuKO0oFJR6+NOycMG/eFYTFXFdHsDcaxuHgh/wp4si6587t9Esf1UxQy01DvKKcrKFz34OUtltZkQsvKR/MIS1pWvWPB97VjNysfHPwsTbPdYQbCYipAVapSVoUJWvjAWU/m68univWUlvjsrnzv4eczDAjAq8GMKxZgqDbIrH98u2XwclJWvWNaLch8XXPniwQcFNbYrHwU/JyLM0aG0bdZXrqx8Kpa0jcNNF58AAPj3P27A1v1Hhe8zOSuqMNk+wsB3ar8JLoqTFyNowRR194KwGfPsAITDmKj57BVRW8gRpSFsN+D7vaqp8EqFoCyipYQPgE5NPHrw84squHmCLKaGRT6ufMVAyJB2jIqtKqZeCw3XmqNS4Mf6KI2pcmr7KMHH8wxnMTWyGFOy9akr+LnUKS1XPrWiNYpU5enqSAwPfsrVZYspnSlB1cHPbYupIg0SfhZTtSEMKMiVj6gI9uXiSzXWxCPnY/3PF8zGece3YDCVxY2/XS1oeZnFVKld+aJWRzyBMaYi3jPDutmxBUhimMEc2YLpWD3VJvwpVFY+vo2W2VhDgI8zFaXTfcKCX7TKmyVAsqgii6nQlNtiKsrWK4VCsJgaRVn5xBhT0ZGtEA+njOVQURv3nz9l8lUMOYop63eu2LAhgp/rHq5QUWQkMaaI8MjusSqXVH7eFvaOud8WK7GSvGfxar9BMaYGSDFFRBmmmIqStRRD1zX84JpTMX5MFbYd6MWtj24EYGUuaBw7DkAhXfncKT+d7yrDlS9o7i/1iZphGFi8ePGwsvL5nTiwBUjVMCdq9hza9DnkK6tKJuyaISgrXykVm/nIp5UspspCWBkJwc9jbgFpmmZbARRqfhsNhLWYKtZYp48CV75qwWKq+Fn5ojIn8X02SmMqX5ZyNDk/GfHzZyoT3DfzjzFl/b/KtpiSgp/HRfdS+fuYrgnK7KgrV0eSlS8q/agS4JVKhiZm5WPzMX/wUKNQXA3XYipIVm7lqvPv2hAHBWyfSxZTRKRh8aUmRiS+lExLfRV++OFToWvAg6/txkOrrXhTQ7ngbcWwmJLvKS7AohtLIUjxVI6TvmQyGfrasK58doypYW7a2HOO1VPt4ZKPrCqZ0Fn5Ev5Z+cRTseJba4SVj2AxdYxukKNKGBkZumZvqrxc0atY3BQao0KTzYa/thhjHd/VinViXm545UEY15GREpU5KSYEP4+ObMWylKdcXjLiYyKlM8Gdc6SufO51uxxjSg5+riPFDRr5ZgUsNSNxl41KP6oEDMFiShPWgcy1nj8EUe1bRrK38JOVy5WP+5svp1dbJospoiLYb1tMVQVcWT7Ont2Cz73zeADA1x7ZgK37unHoSBeAwqXTFmJMSZuFSnHlC7aYKk05GJlMBuvWrQudDaQmHi74+UhiTAGODI/VU+3hkK+sKpnhuPIF/aTYXkT5yIe3mKImXjrykZEq7TSPHTeFAt6GJhPSYqpYYx2vvD5WFYr85jhMFqiREKU5ifXTqI2n5W5mfjLi59lUERRT7P7sgFI+qJTX6u7g50Aq7YwZUVcmVw9zLohSP6oE+GbgijGVU24mM2qFJttTDFcxFSSrMK58NXHDsy2zaygrHxFpOuyMfDUBV5aXz77jeJw1qxn9yQw+98Dr6E9ZA4Mq3fZw8LPWqZxYCqMk+HlOcTjcLCWOxRQNVaOR4bjyRb3v8LRyY3kllXs04Sim1PKxFVM0RoWm3MHPdemk/Vik2iMRTJQP7AoB66dRG0+FGFPRKppAKsTJTf4WU9b/q0JaTMnfG7qOdD5mlmWmKsJhRI4l/Fz5mGF8OqNWaLI9RbG8MVxZ+fjg57n24bdHraWsfEQl8HZnH4Box04CrA75ww+fipb6BLbs78XGTqtj9Q0VpoPxJ35H+oek75y66R1KFeR5xWAwYLAJY05dTvh6Ptw35H2hZk0Kg8PU+rOA0IPp0XdqQIiTeUf3gOd1fHvsPOrTHgEc7ouOqTyfle9IhMpFOLA90tFB9ZjNvu9LRne+iRpZbvPr16+LBa9DPNjjP15UKoILC2fhXKh1WFRhimTTNMvStrzgN6oHA+aoctLdHzwP8XuQMHXMrFaSaXZILW49h6T1oazkPzqYEiy5oiRXFfL7EMWBt0o63D8ktN39OUMOr3bDlJ+He4eK0p5k5eqBo4P2v5kCTdO82zK7pqs/Gfn2XmhIMVUhLFvZjhe3HwIAfPeJzVi2sr3MJfJnQkM1fnDNqcJn3/zzGwUp9182dNj/vuYnrwj3fOaNA57flRu+LA+v3esqG//367u7S172fAIu+smAsWxlO7bs6wUAfP+vW/N+n2Ur2/HCm50AgPtXtEdKluVmtATHPMItNM654xnPNvD4hn32v6/4fy/69q2vP7Kh6G0prHyWbzlo//vLD62jNl5Cwsho2cp2dOcUUl/83Vplu9rdZS04/+NPhZnfRgMHe52NuV+/Booz1v1x7V773xf/4LljRm78eyzfctD++6+bnPHxhv99tSjvG5U56ancu2bN4LZVSn7/2m7739f+rDxrUy8Z8WV5bP2+wLJt2ddj/zuojpetbLfnuXtf2ollK9vxp9f3Ctd89WFxTn7wtV3C9//28Aa89Oah0M8sB3x5fvTMm8MuX1T6USWwbf9R+99vHujDed9dbv99y0PrsWxlO9bt7rY/49vNln3Wb5dv7Rx2e/KT1fPbOoW/z/vOs/YzNu21+k9nb9Lz2c9tsfayh/pSkWzvxUQzzTLbVBeZnp4eNDY2oru7Gw0NDeUuzrDo6B7AOXc8I8RGMTQNL3zlIsEVJGp0dA/g7KXPCKGGR1puv7oAENl6CpJhJck4TFlH+j6VVB9EcejoHsBZS58RPlO1gUrtW1EtF2FRqe0q6oTt18V8/rEoN6/3eujTZ+Hv/t9Lx9z7qoiqbKNaLiD/suWzrlfdW4flZSVvPHUNePEr7wAA1/1VRKX+gGjL91hFNY/I6ABk3xM2Jl7x45cKujcNUzZdAx7+9NmBzz4W21M+uhiymKoA3urscwXszZgmdnb2l6dAIXmrs881uYy03H51EeV6Cipbuctumia6uroQRk8dpqwjfZ9y10eUyUdWlcxbOddlHlUbiFrfCisfauPlI4yMotaujhXC9mugOGPdsSo3r/daufNI0d83KnNSVGUbhXJ5ySjfsuWzrlfdOwt1XtysCXsdH6YVRUGujELJNyr9qBJQzSMyqoAobEwc6d7UT1ZeZcuaCPXsKIwX5YQUUxXAzJY6VxBgQ9PQ1lJbngKFpBjl9rtnlOspqGzlLnsmk8HmzZtDZQMJU9aRvk+56yPK5COrSiZsG4ha3worH2rj5SOMjKLWro4V8qm3Yox1x6rcvN5rSdvYor9vVOakqMo2CuXyklG+ZcvnetW1OtSpf3QN9jo+TDjqKMiVUSj5RqUfVQJh2okOdwKdQo2JfrLyKpuuIdSzozBelBNSTFUArY01WHrlPCe9pabh21fOjbxJX2tjDW6//BS7gxWi3H51EeV6CipblMsuE6asI32fSqoPojiEbQOV2reiWi7ColLbVdQpd72V+/nFwuu9Fkwbe0y+r4qoyjaq5QLyL1s+16uuXXrVPNxx1Txh465pwNIr59nreNX3Vy2aEsn6A6It32MVVTsBnIyXrK2VY0z0asNLr5wX6tmjvT1RjKkKoqN7ADs7+9HWUlsxDTSdTuOJ51egccrxmD1xTMHK7VcXUa6noLKVq+zpdBqrVq3C4sWLEYvFgn+AcGUd6ftEWZblYjiyqmTCtoGo9K185UNtvPTkI6OotKtjjTD1Vsyx7liVm9d7FfN9ozYnRVW25SxXkIzyLVs+16uu7egewGs7j0DTgEUzxirX8fL3UZUrY6Tli1o/qgTkdgJA2dYKPSaGkZVfGy/F/ilK5KOLIcUUUVQymQw2bNiAuXPnUraJCENyqhxIVtGG5BN9SEaVAcmpMiA5RR+SUfQhGVUOJKv8IMUUBymmCIIgCIIgCIIgCIIgSgdl5SMiQzabxYEDB5DNqvIjEFGB5FQ5kKyiDckn+pCMKgOSU2VAcoo+JKPoQzKqHEhWxYMUU0RRyWaz2LFjB3XeiENyqhxIVtGG5BN9SEaVAcmpMiA5RR+SUfQhGVUOJKviQYopgiAIgiAIgiAIgiAIoiyQYoogCIIgCIIgCIIgCIIoC6SYIoqKpmlobGyEpmnlLgrhA8mpciBZRRuST/QhGVUGJKfKgOQUfUhG0YdkVDmQrIoHZeUjCIIgCIIgCIIgCIIgCgZl5SMiQzabxe7duylAXMQhOVUOJKtoQ/KJPiSjyoDkVBmQnKIPySj6kIwqB5JV8SDFFFFUqPNWBiSnyoFkFW1IPtGHZFQZkJwqA5JT9CEZRR+SUeVAsioepJgiCIIgCIIgCIIgCIIgygIppgiCIAiCIAiCIAiCIIiyQIopoqjouo7x48dD16mpRRmSU+VAsoo2JJ/oQzKqDEhOlQHJKfqQjKIPyahyIFkVD8rKRxAEQRAEQRAEQRAEQRQMyspHRIZsNovt27dTgLiIQ3KqHEhW0YbkE31IRpUByakyIDlFH5JR9CEZVQ4kq+JBiimiqGSzWRw8eJA6b8QhOVUOJKtoQ/KJPiSjyoDkVBmQnKIPySj6kIwqB5JV8SDFFEEQBEEQBEEQBEEQBFEWYuUuQLFhIbR6enrKXJLRSTqdRl9fH3p6ehCLHfPNrWIhOVUOJKtoQ/KJPiSjyoDkVBmQnKIPySj6kIwqB5JVfjAdTJiw5sd8bR49ehQAMG3atDKXhCAIgiAIgiAIgiAIYvRw9OhRNDY2+l5zzGfly2az2Lt3L8aMGQNN08pdnFFHT08Ppk2bhl27dlFWxAhDcqocSFbRhuQTfUhGlQHJqTIgOUUfklH0IRlVDiSr/DBNE0ePHsXkyZOh6/5RpI55iyld1zF16tRyF2PU09DQQJ23AiA5VQ4kq2hD8ok+JKPKgORUGZCcog/JKPqQjCoHklV4giylGBT8nCAIgiAIgiAIgiAIgigLpJgiCIIgCIIgCIIgCIIgygIppoiiUlVVhVtvvRVVVVXlLgrhA8mpciBZRRuST/QhGVUGJKfKgOQUfUhG0YdkVDmQrIrHMR/8nCAIgiAIgiAIgiAIgogmZDFFEARBEARBEARBEARBlAVSTBEEQRAEQRAEQRAEQRBlgRRTBEEQBEEQBEEQBEEQRFkgxRRBEARBEARBEARBEARRFkgxRYyY3t7echeBCIByHBAEMVqgOakyoHmJIIjRBM1N0YfmpfJCiili2Lz99tu49NJL8eUvfxkAkM1my1wiQkVnZycOHjyITCYDgAbdqML6D5MTES127dqFxx9/vNzFIHygOalyoHmpMqB5KfrQ3BR9aG6qDGheKj+kmCLyxjRNfPKTn8Rxxx2HV155Bc899xyy2Sx0nZpT1Ljxxhsxb948XHLJJbj00kvx5ptvQtO0cheLkLjpppvwkY98BABgGEaZS0PIbNu2DTNmzMCVV16Jbdu2lbs4hATNSZUFzUuVAc1L0YfmpmhDc1PlQPNSNKCeQeTFnXfeiaamJqxduxarV6/Gt7/9bcTjcezfv7/cRSMkbr75Zrz88st44IEH8KUvfQnJZBJXXnklnn/++XIXjcixZs0aXHzxxfjNb36DZcuW4YknngBAp9NRI5VK4dJLL0VzczNuv/32cheH4KA5qbKgeSn60LxUOdDcFF1obqocaF6KDqSYIkKzbds2PProo/jhD3+IFStWYN68eZg3bx5ef/11MnuMEKZpor+/H3/7299w+eWX44ILLsA//MM/4IknnkAsFsM999yD7du3l7uYBICVK1diypQpuPfee3Httdfi5ptvBmCdTlNfig6vv/46EokEHnzwQfzmN7/B8uXLy10kAjQnVRI0L1UONC9VDjQ3RROamyoDmpeiBymmiNDMmDEDy5cvxw033ADA6tBNTU2YNWsWnn32WQAgs8cIoGkajhw5gl27dmHRokUAgGQyiZqaGtxyyy1Yv349HnvssTKXkgCAyy+/HF/60pfw3ve+Fx/72Mdw6NAh/OAHPwBAMQjKDV//8XgcM2bMwJlnnol3vvOduPXWWwEAfX195SoeAZqTKgmalyoHmpeiDc1N0YfmpsqA5qXoQYopwpOlS5fii1/8In7yk58gmUwikUhA0zR7UtQ0DePHj8fQ0BCGhoYA0AlAOXjooYfQ09Nj/22aJqZMmYK2tjY88MADAGD7s3/wgx+0J8aDBw+WpbyjFbk/AcDEiRMxb948AMCpp56K66+/Ht/5zndw9OhRGIZBm4ASIsuHjwGxbt06u4/99re/xcsvv4z3vOc9uOCCC7B27doylXj0QXNS5UDzUmVA81L0obkp+tDcVBnQvBR9SDFFuNiyZQtOOeUU3H///ejo6MAtt9yCSy+9FCtWrADgdNpsNovW1la0tbXhhRdeKGeRRyXLly/HiSeeiKuvvtoeUHk+8YlP4MEHH8S2bdsQi8UwODgIwArw9/jjj9uLUKK4BPUntjhpamrCNddcg/Hjx9uuE0TxCZIPAOzevRuXX345AODJJ59EVVUVnnzySXz+85/HqaeeWqaSjx5oTqocaF6qDGheij40N0UfmpsqA5qXKgdSTBEuHnvsMTQ2NmL16tV44IEHsGnTJhw5cgR33nmn7WvLskokk0mccMIJOHjwIHp7e8k0tUS88cYbuOeee/Cud70Ln/jEJ/Ctb30LHR0dABzz4IsuughnnHEGPv3pTwMAqqurAQBtbW2oqqrCli1bylP4UUZQf9I0Del0GgBw0kkn4VOf+hTuv/9+bNq0Cbqu47nnnsORI0fK/BbHLn7yYX0kFovh97//Pc4//3x85jOfwc0334zm5mbs2LGjzKUfHdCcVBnQvFQ50LwUfWhuij40N0UfmpcqC1JMEQLpdBobN27EhAkT7PTAkyZNwr/927+hvb0d//M//wPAOgXIZrNIJBJoaWlBR0cH6uvryTS1RIwbNw4XX3wxbrzxRvznf/4nMpkMvv/97wvXtLW14atf/Sqef/55fO9737NNUZcvX47jjz8eS5YsKUfRRxVh+1MsFoNpmqiqqsJ73/tenHvuubjuuutw7rnn4r3vfS8OHDhQztc4ZgmSz69//WsAQH9/Px577DHMmTMHa9aswa233opbb70Vt912GzZv3lzOVzjmoTmpcqB5qTKgeSn60NwUfWhuqgxoXqowTIKQuO6668xLLrnETKfTZjqdtj+/8cYbzXe84x3m6tWrTdM0zVQqZZqmaT7xxBOmruvmm2++WZbyjlYymYz971/84hdmVVWVuXbtWtd1P/vZz8yJEyeaJ510knn11VebVVVV5u23325ms1kzm82WssijkrD9iclz69at5hlnnGFqmmZ+7GMfM3t6espS7tGCn3zOP/9886233jK3bNlirl27VugvmUzG/O53v2sODQ2Vo9ijCpqTKgealyoDmpeiD81N0YfmpsqA5qXKgRRThA0bVJ999llT13VzzZo1pmk6A+ry5cvN4447zvzd734n/O73v/+9+bGPfczs7Oykjlti+Po+44wzzA984AO2vHhefPFF8+677za/8IUvKAdjovAMpz+tXLnSPOGEE8xTTz3V3LhxY8nLPJoII59Zs2aZDz74YLmKOOqhOakyoXkputC8FH1oboo+NDdVHjQvVQaaaZIt4WginU4jFov5fjc4OIh3v/vdiMfjePLJJ2Gapu2He9xxx+H666/H17/+dWQyGRiGIXxPFIYwcmKw+n/++edx4YUX4pFHHsH73/9+ZDIZHD58GOPHjy9VsUcdvb29qK+vt//m+0K+/QkADh06hM2bN+Occ84p/cscgxRSPjTOFYdCyojmpOISRlbydzQvlZ63334bhmFg6tSpdp9g0LwUDQopIxrvikMhZURzU/EIIycGzUvRh2JMjRKSyST+9V//Ff/0T/+Em266SQiMyAJcxmIxZDIZdHd347bbbsNzzz2He+65x/aDPnLkCOrq6jBu3DgAsDs/DbKFI6yc0uk09u/fD8Cp//POOw9///d/j9tuuw1PP/003ve+9+Huu+9GKpUq/Ysc4ySTSXz2s5/FFVdcgSuvvBLLli2zJzxW3/n2J9M00dzcTIv/AlAM+dA4V1iKISOak4pDWFnRvFR+Hn30UcycOROf/exnATh9IpPJAKB5KQoUWkY03hWeQsuI5qbiEEZONC9VFqSYGgU8+OCDmDlzJlatWoWpU6di2bJl+NSnPoWXXnoJAGxt8t13343a2lo8/vjjuOCCC+wgip/85Cfx/PPP45vf/CaOHj2Kd77zneV8nWOWfORUX1+Pv/zlL67giTfeeCNWr16Niy++GABw0003IR6Pl/ZFjnF+/etfo62tDRs2bMD111+Po0eP4oc//CGeeOIJALDrO9/+RAuWwlAs+RCFg2RUOeQjK5qXys+rr76KM844A+3t7fjDH/4AAIIVAc1L5afQMiIKD8moMggjJ5qXKoyiOgoSZWfNmjXme97zHnPp0qX2Z+3t7ebMmTPN++67zzRN0+zq6jKvu+46c/LkyeYvf/lLwQ/37rvvNs877zxz3rx55oIFC8wVK1aU/B1GA/nK6Ve/+pUgp3Q6bf7yl7804/G4ecYZZ9gBF4nCsmXLFvPqq682f/CDH9if7dy505w4caL55JNPmqZpyenaa6+l/lQGSD7Rh2RUOeQrK5qXygcL7nvjjTean/3sZ82Pfexj5nnnnWcmk0nTNGmdFwVIRtGHZFQZ5CMnmpcqC1JMHeOsWLHC/NKXvmTu2bPHNE3T7rSLFi0yv/a1r5mmaZoDAwPmq6++anZ3d9u/4zMYZDIZc8eOHSUs9ehjuHJi9PX1mXfddZf5k5/8pHSFHoUcPnzYXLFihXnkyBH7s9WrV5uXXHKJ+fLLL9uBFFesWEH9qQyQfKIPyahyGK6sGDQvlZZsNmteeuml5iuvvGL++c9/Nk8++WTzhz/8oWma1kZt5cqVQjY96lOlh2QUfUhGlUG+cmLQvBRtKPj5Mcbvf/97NDU14eSTT8bkyZOV13R3d+OMM87AXXfdhXe/+90lLiEBkJwqBSanU045Ba2tra7vP/OZz+AnP/kJ5s6di927d2PJkiX46le/inPPPdcVhJEoPCSf6EMyqhxIVpWBSk6s/t/3vvfhK1/5Ck4++WTcdddd+OMf/4i5c+di3rx5uOmmm5BIJMpc+tEBySj6kIwqA5LTKKPcmjGiMPzqV78yJ0yYYJ5++unm+PHjzXPOOcd86KGHTNO0tMq8Rv/tt982jz/+ePPNN98sV3FHLSSnysBPTryMPvzhD5uPP/642dvba7744ovmhz70IfOss84qV7FHDSSf6EMyqhxIVpWBSk4PP/yw/f3hw4fNSZMmmUNDQ6ZpmuYXv/hFs7q62qypqTFXrVpVplKPLkhG0YdkVBmQnEYnpJiqcFKplHnXXXeZJ510kvnzn//cHBoaMl988UXzox/9qPme97zHHBwctK9lPrb33nuvedxxx5n9/f32d4cOHRKuIQoLyakyCCsn5sIiy+FrX/uauXDhQtslkygsJJ/oQzKqHEhWlUFYOe3Zs8e85pprzPvvv9+cN2+e2dLSYl522WXmiSeeaK5cudI0TSu+ClF4SEbRh2RUGZCcRjeUla/C6evrw8GDB3H99dfjH//xH5FIJHD22Wfj5JNPRk9PD9LptH0ty67y6KOP4rLLLkNNTQ3Wrl2LSy65BN/85jft9M9E4SE5VQZh5RSLxVxyyGQy2L59O0477TRP90xiZJB8og/JqHIgWVUGQXJiKc4zmQx+97vf4aMf/SjOP/98bNu2Dd/5znfQ1taGL37xiwBA7pZFgmQUfUhGlQHJaXQTK3cBiPzZtm0bjjvuOGiahsbGRlx99dWYN28edF1HNpuFruuYNm0a+vr6XKkv+/r67NhFn/70p/HTn/4UH/7wh/Hd736XlB0FhuRUGQxXTkwOAwMDOHz4ML7xjW9g9erVuOeeewCAFIgFguQTfUhGlQPJqjLIR04sjsq0adNw//33Y+bMmTj99NMBAE1NTbjiiitw9OhRO106yakwkIyiD8moMiA5ETblMNMihseyZcvMtrY2c86cOebpp59u/vznPxe+52NBXHvtteYNN9xgmqZjhm+aprl27VpT0zRT0zTzzDPPNDdt2lSawo8iSE6VwXDlxJsG/+EPfzA/97nPmRMnTjQvvPBCc9u2baUp/CiA5BN9SEaVA8mqMhiunFgmXx7meknuLIWFZBR9SEaVAcmJkCHFVIXw17/+1WxrazN//OMfm48//rh50003mfF43PzpT39qDgwMmKZpdcpsNmsODAyY8+fPN3/961+77vO3v/3NvPDCC80nn3yy1K8wKiA5VQaFktPGjRvN//zP/zSfeuqpUr/CMQ3JJ/qQjCoHklVlUCg50caseJCMog/JqDIgOREqSDEVcZgG+LbbbjNPO+00QUv86U9/2ly8eLGdPYexZ88es62tzdy6datpmqa5detW8wtf+ELpCj0KITlVBiSnaEPyiT4ko8qBZFUZFEpOX/ziF0tX6FEGySj6kIwqA5IT4QcFP484zDd206ZNmD17NuLxuB347fbbb0d1dTUeffRR7Nu3z/7NU089hWnTpqG1tRWf//zncfLJJ6O9vR2pVArZbLYs73GsQ3KqDAotJzPnw04UBpJP9CEZVQ4kq8qgUHJ6++23SU5FgmQUfUhGlQHJifClfDoxQsVf//pX87Of/az5gx/8wFyxYoX9+U9/+lNzzJgxtski0zD/9Kc/NU844QTz2WefNU3T0kR/8IMfNMeOHWs2Nzebp5xyip02kygcJKfKgOQUbUg+0YdkVDmQrCoDklP0IRlFH5JRZUByIvKBFFMRYe/eveZll11mTpgwwbzuuuvMefPmmY2NjXYn3rJlizllyhTz61//ummapjk0NGT/dtKkSeYPfvAD0zRNs6+vz7zsssvMqVOnmg888EDJ3+NYh+RUGZCcog3JJ/qQjCoHklVlQHKKPiSj6EMyqgxITsRwIMVUBOjr6zOvv/5685prrjF37Nhhf3766afbGQh6enrM22+/3aypqTHb29tN03T8dC+44ALz4x//uP27VatWlbD0oweSU2VAcoo2JJ/oQzKqHEhWlQHJKfqQjKIPyagyIDkRw4ViTEWA2tpaVFVV4YYbbsDMmTORTqcBAO9973vxxhtvwDRNjBkzBtdeey0WLVqED33oQ3j77behaRra29tx4MABXHHFFfb9TjvttDK9ybENyakyIDlFG5JP9CEZVQ4kq8qA5BR9SEbRh2RUGZCciOGimSZFDYsCqVQK8XgcAJDNZqHrOq677jrU1dXhpz/9qX3dnj17cOGFFyKdTmPx4sV46aWXcOKJJ+K+++7DxIkTy1X8UQPJqTIgOUUbkk/0IRlVDiSryoDkFH1IRtGHZFQZkJyI4UCKqQhz7rnn4hOf+ASuv/56O0ubrut488038dprr2HFihVYsGABrr/++jKXdHRDcqoMSE7RhuQTfUhGlQPJqjIgOUUfklH0IRlVBiQnIghSTEWUHTt24Oyzz8Zjjz1mmzAmk0kkEokyl4zgITlVBiSnaEPyiT4ko8qBZFUZkJyiD8ko+pCMKgOSExEGijEVMZie8IUXXkB9fb3deW+77TZ8/vOfx4EDB8pZPCIHyakyIDlFG5JP9CEZVQ4kq8qA5BR9SEbRh2RUGZCciHyIlbsAhIimaQCAV199FVdddRWefPJJ/NM//RP6+/vx61//GhMmTChzCQmA5FQpkJyiDckn+pCMKgeSVWVAcoo+JKPoQzKqDEhORF6UKv0fEZ6BgQHzuOOOMzVNM6uqqsw77rij3EUiFJCcKgOSU7Qh+UQfklHlQLKqDEhO0YdkFH1IRpUByYkIC8WYiigXX3wxjj/+eNx5552orq4ud3EID0hOlQHJKdqQfKIPyahyIFlVBiSn6EMyij4ko8qA5ESEgRRTESWTycAwjHIXgwiA5FQZkJyiDckn+pCMKgeSVWVAcoo+JKPoQzKqDEhORBhIMUUQBEEQBEEQBEEQBEGUBcrKRxAEQRAEQRAEQRAEQZQFUkwRBEEQBEEQBEEQBEEQZYEUUwRBEARBEARBEARBEERZIMUUQRAEQRAEQRAEQRAEURZIMUUQBEEQBEEQBEEQBEGUBVJMEQRBEARBEARBEARBEGWBFFMEQRAEQRAEQRAEQRBEWSDFFEEQBEEQRBG54YYboGkaNE1DPB7HxIkTcfHFF+MXv/gFstls6Pvce++9aGpqKl5BCYIgCIIgygAppgiCIAiCIIrMu9/9bnR0dGDnzp34y1/+gosuugif//zncdlllyGdTpe7eARBEARBEGWDFFMEQRAEQRBFpqqqCpMmTcKUKVOwaNEifPWrX8Wjjz6Kv/zlL7j33nsBAHfeeSfmzZuHuro6TJs2DZ/+9KfR29sLAFi+fDn+8R//Ed3d3bb11Te+8Q0AwNDQEG6++WZMmTIFdXV1OOOMM7B8+fLyvChBEARBEESekGKKIAiCIAiiDLzjHe/AggUL8NBDDwEAdF3H3XffjY0bN+KXv/wlnnnmGfzrv/4rAODss8/GXXfdhYaGBnR0dKCjowM333wzAOAzn/kMXn75ZTzwwANYt24dPvjBD+Ld7343tm3bVrZ3IwiCIAiCCItmmqZZ7kIQBEEQBEEcq9xwww3o6urCI4884vruwx/+MNatW4dNmza5vvv973+PT33qU+js7ARgxZj6whe+gK6uLvua9vZ2zJo1C+3t7Zg8ebL9+bve9S6cfvrp+Pa3v13w9yEIgiAIgigksXIXgCAIgiAIYrRimiY0TQMAPPXUU1i6dCk2b96Mnp4epNNpDA4Oor+/H7W1tcrfr1+/HplMBieccILw+dDQEJqbm4tefoIgCIIgiJFCiimCIAiCIIgy8cYbb2DmzJnYuXMnLrvsMvzzP/8zvvWtb2HcuHF44YUX8LGPfQzJZNJTMdXb2wvDMPDaa6/BMAzhu/r6+lK8AkEQBEEQxIggxRRBEARBEEQZeOaZZ7B+/Xp88YtfxGuvvYZsNovvf//70HUrBOjvfvc74fpEIoFMJiN8tnDhQmQyGRw4cADnnXdeycpOEARBEARRKEgxRRAEQRAEUWSGhoawb98+ZDIZ7N+/H48//jiWLl2Kyy67DB/96EexYcMGpFIp/OhHP8L73/9+vPjii7jnnnuEe7S1taG3txdPP/00FixYgNraWpxwwgm47rrr8NGPfhTf//73sXDhQhw8eBBPP/005s+fj/e9731lemOCIAiCIIhwUFY+giAIgiCIIvP444+jtbUVbW1tePe7341nn30Wd999Nx599FEYhoEFCxbgzjvvxHe+8x3MnTsXv/3tb7F06VLhHmeffTY+9alP4ZprrsH48ePx3e9+FwDwv//7v/joRz+KL33pS5gzZw6uuOIKrFy5EtOnTy/HqxIEQRAEQeQFZeUjCIIgCIIgCIIgCIIgygJZTBEEQRAEQRAEQRAEQRBlgRRTBEEQBEEQBEEQBEEQRFkgxRRBEARBEARBEARBEARRFkgxRRAEQRAEQRAEQRAEQZQFUkwRBEEQBEEQBEEQBEEQZYEUUwRBEARBEARBEARBEERZIMUUQRAEQRAEQRAEQRAEURZIMUUQBEEQBEEQBEEQBEGUBVJMEQRBEARBEARBEARBEGWBFFMEQRAEQRAEQRAEQRBEWSDFFEEQBEEQBEEQBEEQBFEWSDFFEARBEARBEARBEARBlIX/H9wgFXtuANa5AAAAAElFTkSuQmCC", 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nrTHpr8eWpk2bpg8//FDx8fFW6z2VL1/+uuc6dOiQJKlOnTrXnevm5mZ57PGKcuXKWa2ndODAAaWmplp+b/4uKSlJ0l8BR/fu3TVu3Di9++67uuuuu9SlSxf16tWrQG+BrFy5sv7zn//IZDLJzc1N1apVu+Y5r1bQ74m+ffvq22+/1a+//qpWrVpp5cqVSkxMtDxGasu1Xvn6/Pv3Q0BAgMqVK3fdnq+EThcuXLjmY4p/D6+cnJzUvXt3zZkzRxkZGXJ1ddX8+fOVlZVlFUwdOHBAe/bsyfP7+vdruCIyMvK6/RaWG/1z09ZrAgCUXARTAIBSwcfHR6GhoXnWk7mWa4U6f18A+mr5vdnuWm+7u/pOpBs51xW//vqr7r//frVq1UoffvihQkJC5OzsrJkzZ2rOnDnX3f9a7rvvPnl4eGju3Llq3ry55s6dKwcHBz300EOWObm5uTKZTFq6dGm+13nlNfE36sSJE0pNTVVUVNRNHedqhw4dUtu2bVWjRg298847Cg8Pl4uLi5YsWaJ3331Xubm5BTrO8ePH1b59e/n6+mrJkiU3dCeeq6urunXrps8//1yHDx+2Whj67yZOnKiXXnpJAwcO1IQJE+Tv7y8HBweNHDmywD0XVEHe0Jibm6vAwEDNnj073/ErYYHJZNJ3332n33//XYsWLdLy5cs1cOBAvf322/r999+v+zXi6empdu3a2dS/Ld8TMTExCgoK0ldffaVWrVrpq6++UnBwsNU5C3qtN6tmzZpauHChtm/fblkX7O+2b98uSVZ3M/Xs2VMff/yxli5dqi5dumju3LmqUaOG1cLuubm5qlu3rt555518jxseHm61fSvfgnmjf27aek0AgJKLYAoAUGp07txZn3zyieLi4hQdHf2Pc6/c4fD3Bbyv3BVRmG7mXN9//73c3Ny0fPlyqztQZs6cmWeuLXdQeXp6qnPnzpo3b57eeecdffvtt2rZsqVCQ0Mtc6pWrSrDMBQZGanbbrutwMcuqC+//FKSLG9Hi4iIkCTt27cvz9y9e/eqQoUKlrulrnWtixYtUkZGhn788UerOzVseezn3Llzat++vTIyMrRq1ap83/BYUL169dJnn30mBwcHq0Xl/+67777T3Xffrf/+979W9ZSUFKs7S6513VWrVpUk7dy50+ag51rHW7lypVq0aFGgEKNZs2Zq1qyZXn/9dc2ZM0e9e/fWN998Y/UYV2Gx5XvC0dFRvXr10qxZs/TGG29o4cKFevTRR62CkYJe65WvzwMHDli91fLMmTN53t6Xn86dO2vSpEn64osv8g2mcnJyNGfOHJUrV04tWrSw1Fu1aqWQkBB9++23uvPOO7V69Wq98MILVvtWrVpV27ZtU9u2bW/qTsripDReEwAgf6wxBQAoNZ577jl5enpq8ODBSkxMzDN+6NAhTZs2TdJfd1hVqFAhz9vzPvzww0Lv60pocPW5cnJy8rwFLT+Ojo4ymUxWd1cdOXJECxcuzDPX09PTpjfl9ejRQ6dOndKnn36qbdu25XnTVbdu3eTo6Khx48ZZ3ckg/XVnw808rrh69WpNmDBBkZGR6t27tyQpJCRE9evX1+eff251HTt37tTPP/+sjh07WmpXAqq/X++VwOHqflNTU/MNLfKTlpamjh076uTJk1qyZMk1H2MsqLvvvlsTJkzQ+++/r+Dg4GvOc3R0zPM5njdvnk6ePGlVu9Z1N2zYUJGRkZo6dWqesb8ftyAefvhh5eTkaMKECXnGsrOzLec4f/58nuPXr19fkqwesStMtnxPSH+9ne/8+fN6/PHHdfHiRau38UkFv9Z27drJ2dlZ06dPt7rmqx9//SfNmzdXu3btNHPmzDxvSpSkF154Qfv379dzzz1nFZA5ODjowQcf1KJFi/Tll18qOzs7z/fqww8/rJMnT+o///lPnuNevny5QG8NLG5K4zUBAPLHHVMAgFKjatWqmjNnjnr06KGaNWuqb9++qlOnjjIzM7V+/XrNmzdP/fv3t8wfPHiwJk+erMGDB6tx48b65ZdftH///kLvq3bt2mrWrJnGjh2r5ORk+fv765tvvlF2dvZ19+3UqZPeeecddejQQb169VJSUpI++OADRUVFWR77uaJRo0ZauXKl3nnnHYWGhioyMlJNmza95rGvrIH07LPPytHRUd27d7car1q1ql577TWNHTtWR44cUZcuXeTt7a34+HgtWLBAjz32mJ599tnrXsPSpUu1d+9eZWdnKzExUatXr9aKFSsUERGhH3/8UW5ubpa5b775pu69915FR0dr0KBBunz5sqZPny5fX1+rR+EaNWok6a+/zPfs2VPOzs6677771L59e7m4uOi+++6zBBH/+c9/FBgYqNOnT1+31969e2vjxo0aOHCg9uzZoz179ljGvLy81KVLl+se42oODg568cUXrzuvc+fOGj9+vAYMGKDmzZtrx44dmj17ttWdOdJfvyd+fn6aMWOGvL295enpqaZNmyoyMlIfffSR7rvvPtWvX18DBgxQSEiI9u7dq127dmn58uU29d26dWs9/vjjmjRpkrZu3ar27dvL2dlZBw4c0Lx58zRt2jQ9+OCD+vzzz/Xhhx+qa9euqlq1qi5cuKD//Oc/8vHxsQoSC5Mt3xOS1KBBA9WpU8eymHbDhg1v6FoDAgL07LPPatKkSercubM6duyoLVu2aOnSpXnWS7qWL774Qm3bttUDDzygXr16qWXLlsrIyND8+fMVGxurHj16aPTo0Xn269Gjh6ZPn65XXnlFdevWVc2aNa3G+/Tpo7lz52rIkCFas2aNWrRooZycHO3du1dz587V8uXL1bhxYxs+y/ZXGq8JAHANdngTIAAARWr//v3Go48+alSuXNlwcXExvL29jRYtWhjTp0830tPTLfMuXbpkDBo0yPD19TW8vb2Nhx9+2EhKSrrma8/PnDljdZ5+/foZnp6eec7funVro3bt2la1Q4cOGe3atTNcXV2NoKAg4/nnnzdWrFhhSDLWrFljdcyIiAirff/73/8a1apVM1xdXY0aNWoYM2fOtPR0tb179xqtWrUy3N3drV5fP3PmTEOSER8fn6fX3r17G5KMdu3aXfPz+f333xt33nmn4enpaXh6eho1atQwhg0bZuzbt++a+1x93isfLi4uRnBwsHHPPfcY06ZNM8xmc777rVy50mjRooXh7u5u+Pj4GPfdd5+xe/fuPPMmTJhgVKxY0XBwcLC6vh9//NGoV6+e4ebmZlSuXNl44403jM8+++yan4OrRUREWPV89cfff1/yc62viavFx8cbkow333zTUktPTzeeeeYZIyQkxHB3dzdatGhhxMXFGa1btzZat25ttf8PP/xg1KpVy3BycjIkGTNnzrSM/fbbb8Y999xjeHt7G56enka9evWM6dOnX7e//L6eDMMwPvnkE6NRo0aGu7u74e3tbdStW9d47rnnjFOnThmGYRh//vmn8a9//cuoVKmS4erqagQGBhqdO3c2/vjjj+t+rvL7PsnPzXxPXDFlyhRDkjFx4sRrnud612oYhpGTk2OMGzfO8vt01113GTt37jQiIiIs32/Xc+HCBePVV181ateubTlXixYtjFmzZhm5ubn57pObm2uEh4cbkozXXnst3zmZmZnGG2+8YdSuXdtwdXU1ypUrZzRq1MgYN26ckZqaapknyRg2bFiBev07T0/Pa15nUfy5WdBrAgCUbCbDuIH7uwEAAIASYtq0aRo1apSOHDmS5y1xAADAvgimAAAAUGoZhqHbb79d5cuXt2kRfAAAcGuwxhQAAABKnbS0NP34449as2aNduzYoR9++MHeLQEAgHxwxxQAAABKnSNHjigyMlJ+fn564okn9Prrr9u7JQAAkA+CKQAAAAAAANiFg70bAAAAAAAAQNlEMAUAAAAAAAC7YPHzAsjNzdWpU6fk7e0tk8lk73YAAAAAAACKLcMwdOHCBYWGhsrB4Z/viSKYKoBTp04pPDzc3m0AAAAAAACUGMePH1dYWNg/ziGYKgBvb29Jf31CfXx87NwNAAAAAABA8WU2mxUeHm7JU/4JwVQBXHl8z8fHh2AKAAAAAACgAAqyHBKLnwMAAAAAAMAuCKYAAAAAAABgFwRTAAAAAAAAsAuCKQAAAAAAANgFwRQAAAAAAADsgmAKAAAAAAAAdkEwBQAAAAAAALsgmAIAAAAAAIBdEEwBAAAAAADALgimAAAAAAAAYBcEUwAAAAAAALALgikAAAAAAADYRbEJpiZPniyTyaSRI0daaunp6Ro2bJjKly8vLy8vde/eXYmJiVb7HTt2TJ06dZKHh4cCAwM1evRoZWdnW82JjY1Vw4YN5erqqqioKM2aNesWXBEAAAAAAAD+SbEIpjZt2qSPP/5Y9erVs6qPGjVKixYt0rx587R27VqdOnVK3bp1s4zn5OSoU6dOyszM1Pr16/X5559r1qxZevnlly1z4uPj1alTJ919993aunWrRo4cqcGDB2v58uW37PoAAAAAAACQl8kwDMOeDVy8eFENGzbUhx9+qNdee03169fX1KlTlZqaqoCAAM2ZM0cPPvigJGnv3r2qWbOm4uLi1KxZMy1dulSdO3fWqVOnFBQUJEmaMWOGxowZozNnzsjFxUVjxozR4sWLtXPnTss5e/bsqZSUFC1btqxAPZrNZvn6+io1NVU+Pj6F/0kAAAAAAAAoJWzJUex+x9SwYcPUqVMntWvXzqq+efNmZWVlWdVr1KihSpUqKS4uTpIUFxenunXrWkIpSYqJiZHZbNauXbssc/5+7JiYGMsxAAAAAAAAYB9O9jz5N998oz///FObNm3KM5aQkCAXFxf5+flZ1YOCgpSQkGCZc3UodWX8ytg/zTGbzbp8+bLc3d3znDsjI0MZGRmWbbPZbPvFAQAAAAAA4B/Z7Y6p48eP66mnntLs2bPl5uZmrzbyNWnSJPn6+lo+wsPD7d0SAAAAAAAo5XJzDaVlZF9/Yilit2Bq8+bNSkp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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Match Statistics:\n", + "Total matches: 3977\n", + "Date range: 2022-05-23 to 2024-10-23\n", + "Average matches per day: 4.98\n", + "Max matches in a day: 17 (on 2024-07-13)\n", + "Total days played: 798\n", + "Win rate: 50.99%\n", + "Average K/D/A: 3.94/6.42/15.38\n" + ] + } + ], + "source": [ + "def plot_matches_analysis(df: pd.DataFrame):\n", + " # Plot 1: Games played per day\n", + " plt.figure(figsize=(12, 6))\n", + " df_daily = df.groupby('date').size().reset_index(name='count')\n", + " plt.bar(df_daily['date'], df_daily['count'])\n", + " plt.title('Dota 2 Matches Played Per Day')\n", + " plt.xlabel('Date')\n", + " plt.ylabel('Number of Matches')\n", + " plt.gcf().autofmt_xdate()\n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + " # Plot 2: Games played per day (Line Chart)\n", + " plt.figure(figsize=(12, 6))\n", + " df_daily = df.groupby('date').size().reset_index(name='count')\n", + " plt.plot(df_daily['date'], df_daily['count'], marker='.')\n", + " plt.title('Dota 2 Matches Played Per Day')\n", + " plt.xlabel('Date')\n", + " plt.ylabel('Number of Matches')\n", + " plt.gcf().autofmt_xdate()\n", + " plt.grid(True, linestyle='--', alpha=0.7)\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + " # Plot 3: Cumulative games played over time\n", + " plt.figure(figsize=(12, 6))\n", + " plt.plot(df['date'], df['cumulative_matches'], marker='')\n", + " plt.title('Cumulative Dota 2 Matches Played Over Time')\n", + " plt.xlabel('Date')\n", + " plt.ylabel('Total Matches Played')\n", + " plt.gcf().autofmt_xdate()\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "plot_matches_analysis(df)\n", + "\n", + "# Display some statistics\n", + "print(\"\\nMatch Statistics:\")\n", + "print(f\"Total matches: {len(df)}\")\n", + "print(f\"Date range: {df['date'].min()} to {df['date'].max()}\")\n", + "print(f\"Average matches per day: {df.groupby('date').size().mean():.2f}\")\n", + "print(f\"Max matches in a day: {df.groupby('date').size().max()} (on {df.groupby('date').size().idxmax()})\")\n", + "print(f\"Total days played: {df['date'].nunique()}\")\n", + "print(f\"Win rate: {(df['is_victory'].sum() / len(df)) * 100:.2f}%\")\n", + "print(f\"Average K/D/A: {df['kills'].mean():.2f}/{df['deaths'].mean():.2f}/{df['assists'].mean():.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d436f255", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('seaborn-v0_8-darkgrid')\n", + "sns.set_palette(\"deep\")\n", + "\n", + "df['date'] = pd.to_datetime(df['date'])\n", + "\n", + "# Group by month and aggregate data\n", + "df_monthly = df.groupby(df['date'].dt.to_period('M')).agg({\n", + " 'match_id': 'count',\n", + " 'is_victory': 'sum',\n", + " 'kills': 'mean',\n", + " 'deaths': 'mean',\n", + " 'assists': 'mean'\n", + "}).reset_index()\n", + "\n", + "df_monthly.columns = ['date', 'total_matches', 'wins', 'avg_kills', 'avg_deaths', 'avg_assists']\n", + "df_monthly['date'] = df_monthly['date'].dt.to_timestamp()\n", + "df_monthly['losses'] = df_monthly['total_matches'] - df_monthly['wins']\n", + "\n", + "# Sort by date to ensure chronological order\n", + "df_monthly = df_monthly.sort_values('date')\n", + "\n", + "fig, ax = plt.subplots(figsize=(24, 14))\n", + "\n", + "bars_wins = ax.bar(df_monthly['date'], df_monthly['wins'], label='Wins', color='#2ecc71', alpha=0.8, width=20)\n", + "bars_losses = ax.bar(df_monthly['date'], df_monthly['losses'], bottom=df_monthly['wins'], label='Losses', color='#e74c3c', alpha=0.8, width=20)\n", + "\n", + "ax.set_title('Dota 2 Matches: Wins and Losses per Month', fontsize=28, fontweight='bold', pad=20)\n", + "ax.set_xlabel('Month', fontsize=22, labelpad=15)\n", + "ax.set_ylabel('Number of Matches', fontsize=22, labelpad=15)\n", + "\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m'))\n", + "ax.xaxis.set_major_locator(mdates.MonthLocator(interval=1))\n", + "fig.autofmt_xdate(rotation=45)\n", + "\n", + "ax.grid(True, linestyle='--', alpha=0.7, color='gray')\n", + "\n", + "ax.tick_params(axis='both', which='major', labelsize=16)\n", + "\n", + "def add_labels(bars):\n", + " for bar in bars:\n", + " height = bar.get_height()\n", + " ax.text(bar.get_x() + bar.get_width()/2., height,\n", + " f'{int(height)}',\n", + " ha='center', va='bottom', fontsize=12)\n", + "\n", + "add_labels(bars_wins)\n", + "add_labels(bars_losses)\n", + "\n", + "ax.legend(loc='upper left', fontsize=18, frameon=True, facecolor='white', edgecolor='gray')\n", + "\n", + "fig.patch.set_facecolor('#f0f0f0')\n", + "\n", + "plt.tight_layout()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "75536ebc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/57/v2_7d8m567n654mwmkhgh06h0000gp/T/ipykernel_78480/2067358577.py:47: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n", + " cmap = plt.cm.get_cmap('Greens')\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/57/v2_7d8m567n654mwmkhgh06h0000gp/T/ipykernel_78480/2067358577.py:47: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n", + " cmap = plt.cm.get_cmap('Greens')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Statistics for 2022:\n", + "Total games played: 780.0\n", + "Days played: 168\n", + "Days in period: 365\n", + "Play rate: 46.0% of days\n", + "Average games per day: 2.14\n", + "Average games on days played: 4.64\n", + "Max games in a day: 13 (on 2022-09-10, Saturday)\n", + "\n", + "==================================================\n", + "\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Statistics for 2023:\n", + "Total games played: 1778.0\n", + "Days played: 341\n", + "Days in period: 365\n", + "Play rate: 93.4% of days\n", + "Average games per day: 4.87\n", + "Average games on days played: 5.21\n", + "Max games in a day: 14 (on 2023-08-20, Sunday)\n", + "\n", + "==================================================\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/57/v2_7d8m567n654mwmkhgh06h0000gp/T/ipykernel_78480/2067358577.py:47: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed in 3.11. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap()`` or ``pyplot.get_cmap()`` instead.\n", + " cmap = plt.cm.get_cmap('Greens')\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Statistics for 2024:\n", + "Total games played: 1419.0\n", + "Days played: 289\n", + "Days in period: 298\n", + "Play rate: 97.0% of days\n", + "Average games per day: 4.76\n", + "Average games on days played: 4.91\n", + "Max games in a day: 17 (on 2024-07-13, Saturday)\n", + "\n", + "==================================================\n", + "\n" + ] + } + ], + "source": [ + "def create_yearly_waffle_charts(df: pd.DataFrame, years: list = None):\n", + " \"\"\"\n", + " Create GitHub-style waffle charts showing Dota 2 games played per day for specified years\n", + " \n", + " Args:\n", + " df: DataFrame containing match data with 'date' column\n", + " years: List of years to generate charts for. If None, uses current year\n", + " \"\"\"\n", + " # Ensure df['date'] is datetime\n", + " if not pd.api.types.is_datetime64_any_dtype(df['date']):\n", + " df['date'] = pd.to_datetime(df['date'])\n", + " \n", + " # If no years specified, use current year\n", + " if years is None:\n", + " years = [datetime.now().year]\n", + " \n", + " for year in years:\n", + " start_date = pd.to_datetime(f\"{year}-01-01\")\n", + " if year == datetime.now().year:\n", + " end_date = pd.to_datetime(datetime.now(pytz.timezone('Asia/Kolkata')).date())\n", + " else:\n", + " end_date = pd.to_datetime(f\"{year}-12-31\")\n", + " \n", + " date_range = pd.date_range(start=start_date, end=end_date)\n", + " all_dates_df = pd.DataFrame({'date': date_range, 'games': 0})\n", + " \n", + " all_dates_df['dayofweek'] = all_dates_df['date'].dt.dayofweek\n", + " \n", + " year_data = df[(df['date'] >= start_date) & (df['date'] <= end_date)]\n", + " games_per_day = year_data.groupby('date').size().reset_index(name='games')\n", + " \n", + " all_dates_df = all_dates_df.merge(games_per_day, on='date', how='left')\n", + " all_dates_df['games'] = all_dates_df['games_y'].fillna(0)\n", + " \n", + " all_dates_df['week'] = (all_dates_df['date'] - start_date).dt.days // 7\n", + " \n", + " # Create the 7x53 grid\n", + " data_grid = np.zeros((7, 53))\n", + " \n", + " for _, row in all_dates_df.iterrows():\n", + " if row['week'] < 53:\n", + " data_grid[row['dayofweek'], row['week']] = row['games']\n", + " \n", + " fig, ax = plt.subplots(figsize=(16, 8))\n", + " sns.set(font_scale=0.8)\n", + " \n", + " cmap = plt.cm.get_cmap('Greens')\n", + " max_games = max(all_dates_df['games'].max(), 1)\n", + " norm = plt.Normalize(0, max_games)\n", + " \n", + " sns.heatmap(data_grid, ax=ax, cmap=cmap, norm=norm, square=True, \n", + " cbar=False, linewidths=1, linecolor='white')\n", + " \n", + " ax.set_title(f'Dota 2 Games Played in {year} (GitHub-style Contribution Chart)', \n", + " fontsize=16, pad=20)\n", + " ax.set_xlabel('Week', fontsize=12)\n", + " ax.set_ylabel('Day of Week', fontsize=12)\n", + " \n", + " ax.set_yticks(np.arange(7) + 0.5)\n", + " ax.set_yticklabels(['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun'], \n", + " rotation='horizontal')\n", + " \n", + " ax.set_xticks([])\n", + " \n", + " sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n", + " sm.set_array([])\n", + " \n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + " # Print summary statistics for the year\n", + " total_games = all_dates_df['games'].sum()\n", + " days_played = (all_dates_df['games'] > 0).sum()\n", + " \n", + " print(f\"\\nStatistics for {year}:\")\n", + " print(f\"Total games played: {total_games}\")\n", + " print(f\"Days played: {days_played}\")\n", + " print(f\"Days in period: {len(all_dates_df)}\")\n", + " print(f\"Play rate: {(days_played/len(all_dates_df)*100):.1f}% of days\")\n", + " print(f\"Average games per day: {total_games / len(all_dates_df):.2f}\")\n", + " print(f\"Average games on days played: {total_games / max(days_played, 1):.2f}\")\n", + " \n", + " if days_played > 0:\n", + " max_games_info = all_dates_df.loc[all_dates_df['games'].idxmax()]\n", + " max_date = max_games_info['date'].strftime('%Y-%m-%d')\n", + " max_day = max_games_info['date'].strftime('%A')\n", + " print(f\"Max games in a day: {int(max_games_info['games'])} (on {max_date}, {max_day})\")\n", + " \n", + " print(\"\\n\" + \"=\"*50 + \"\\n\")\n", + "\n", + "create_yearly_waffle_charts(df, years=[2022, 2023, 2024])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c6037ace", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({23: 675, 22: 480, 0: 425, 20: 418, 3: 297, 2: 287, 19: 280, 1: 267, 21: 211, 4: 208, 18: 182, 17: 121, 5: 55, 16: 45, 15: 9, 14: 6, 13: 5, 6: 4, 12: 2})\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def visualize_playtime_polar(matches):\n", + " # Customize timezone\n", + " tz = pytz.timezone('Asia/Kolkata')\n", + " \n", + " hours = [datetime.fromtimestamp(match['endDateTime'], tz=pytz.utc).astimezone(tz).hour for match in matches]\n", + " \n", + " hour_counts = Counter(hours)\n", + " print(hour_counts)\n", + " \n", + " # Prepare data for plotting\n", + " theta = np.linspace(0, 2*np.pi, 24, endpoint=False) # 24 hours in radians\n", + " radii = [hour_counts[hour] for hour in range(24)]\n", + " \n", + " # Normalize radii for color mapping\n", + " radii_norm = [(r - min(radii)) / (max(radii) - min(radii)) if max(radii) != min(radii) else 0.5 for r in radii]\n", + " \n", + " # Set up the polar plot\n", + " fig, ax = plt.subplots(figsize=(12, 12), subplot_kw=dict(projection='polar'))\n", + " \n", + " cmap = plt.get_cmap('YlOrRd')\n", + " scatter = ax.scatter(theta, [1]*24, c=radii_norm, s=1000, cmap=cmap, alpha=0.75)\n", + " \n", + " ax.set_ylim(0, 1.5)\n", + " ax.set_yticklabels([])\n", + " ax.set_xticks(theta)\n", + " ax.set_xticklabels([f\"{h:02d}:00\" for h in range(24)])\n", + " ax.set_theta_zero_location(\"N\") # 00:00 at the top\n", + " ax.set_theta_direction(-1) # Clockwise\n", + " \n", + " for angle, radius, count in zip(theta, [1.15]*24, radii):\n", + " if count > 0:\n", + " ax.text(angle, radius, str(count), ha='center', va='center')\n", + " \n", + " plt.title(\"Dota 2 Playtime Distribution (Asia/Kolkata Timezone)\", y=1.08, fontsize=16)\n", + "\n", + " fig.text(0.5, -0.05, \n", + " \"This clock shows when you play Dota 2 most often.\\n\" \n", + " \"Darker and more intense colors indicate more games played at that hour.\",\n", + " ha='center', fontsize=12, wrap=True)\n", + " \n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "visualize_playtime_polar(matches)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "058ba74b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hour 0 1 2 3 4 5 6 7 8 9 ... 14 15 16 17 18 \\\n", + "Day ... \n", + "Monday 53 43 62 45 28 7 0 0 0 0 ... 2 0 2 2 10 \n", + "Tuesday 49 39 39 28 18 2 0 0 0 0 ... 0 0 2 2 21 \n", + "Wednesday 52 33 40 30 17 4 0 0 0 0 ... 0 0 1 1 12 \n", + "Thursday 58 38 42 25 18 5 0 0 0 0 ... 0 0 1 6 15 \n", + "Friday 60 35 35 48 31 10 0 0 0 0 ... 0 0 1 13 28 \n", + "Saturday 75 36 39 61 49 17 2 0 0 0 ... 1 7 23 52 44 \n", + "Sunday 78 43 30 60 47 10 2 0 0 0 ... 3 2 15 45 52 \n", + "\n", + "Hour 19 20 21 22 23 \n", + "Day \n", + "Monday 41 60 33 72 98 \n", + "Tuesday 39 45 33 83 106 \n", + "Wednesday 33 55 30 67 96 \n", + "Thursday 36 56 20 68 98 \n", + "Friday 41 73 35 64 81 \n", + "Saturday 43 67 34 63 96 \n", + "Sunday 47 62 26 63 100 \n", + "\n", + "[7 rows x 24 columns]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Total matches analyzed: 3977\n", + "\n", + "Top 5 most active time slots:\n", + "Tuesday at 23:00 - 106 games\n", + "Sunday at 23:00 - 100 games\n", + "Monday at 23:00 - 98 games\n", + "Thursday at 23:00 - 98 games\n", + "Wednesday at 23:00 - 96 games\n" + ] + } + ], + "source": [ + "def visualize_weekly_hourly_heatmap(matches):\n", + " # Customize timezone\n", + " tz = pytz.timezone('Asia/Kolkata')\n", + " \n", + " # Extract day of week and hour of day from each match\n", + " times = [datetime.fromtimestamp(match['endDateTime'], tz=pytz.utc).astimezone(tz) for match in matches]\n", + " days = [t.strftime('%A') for t in times] # Get day name\n", + " hours = [t.hour for t in times]\n", + " \n", + " df = pd.DataFrame({'Day': days, 'Hour': hours})\n", + " \n", + " heatmap_data = df.groupby(['Day', 'Hour']).size().unstack(fill_value=0)\n", + " \n", + " # Ensure all hours are present\n", + " all_hours = range(24)\n", + " for hour in all_hours:\n", + " if hour not in heatmap_data.columns:\n", + " heatmap_data[hour] = 0\n", + "\n", + " heatmap_data = heatmap_data.sort_index(axis=1)\n", + " \n", + " day_order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n", + " heatmap_data = heatmap_data.reindex(day_order)\n", + " \n", + " print(heatmap_data)\n", + " \n", + " # Set up the plot\n", + " plt.figure(figsize=(20, 8))\n", + " \n", + " sns.heatmap(heatmap_data, cmap='YlOrRd', annot=True, fmt='d', cbar=False)\n", + " \n", + " plt.title('Dota 2 Playing Patterns Throughout the Week (Asia/Kolkata Timezone)', fontsize=16)\n", + " plt.xlabel('Hour of Day', fontsize=12)\n", + " plt.ylabel('Day of Week', fontsize=12)\n", + " \n", + " plt.xticks(range(24), [f'{i:02d}:00' for i in range(24)], rotation=45, ha='right')\n", + " \n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + " # Print some statistics\n", + " total_matches = len(matches)\n", + " print(f\"\\nTotal matches analyzed: {total_matches}\")\n", + " print(\"\\nTop 5 most active time slots:\")\n", + " top_5 = heatmap_data.stack().nlargest(5)\n", + " for (day, hour), count in top_5.items():\n", + " print(f\"{day} at {hour:02d}:00 - {count} games\")\n", + "\n", + "visualize_weekly_hourly_heatmap(matches)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "d54281c9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/57/v2_7d8m567n654mwmkhgh06h0000gp/T/ipykernel_45978/3687350385.py:20: FutureWarning: 'H' is deprecated and will be removed in a future version, please use 'h' instead.\n", + " date_range = pd.date_range(start=df['date'].min(), end=df['date'].max(), freq='24H')\n" + ] + } + ], + "source": [ + "def create_animation(interp_data, date_range, output_filename):\n", + " # Set the style to light theme\n", + " plt.style.use('seaborn-v0_8')\n", + " \n", + " # Create custom color palette - warm colors for better contrast\n", + " colors = ['#FF9999', '#FF6B6B', '#FF4C4C', '#FF3333', '#FF0000']\n", + " custom_cmap = LinearSegmentedColormap.from_list('custom', colors)\n", + " \n", + " # Create figure with light background\n", + " fig = plt.figure(figsize=(16, 10), dpi=100, facecolor='white')\n", + " ax = fig.add_subplot(111, facecolor='white')\n", + " \n", + " # Set up tracking variables\n", + " hero_stats_cache = {}\n", + " previous_positions = {}\n", + " changed_heroes_queue = deque(maxlen=20)\n", + " persistent_top_heroes = set()\n", + " \n", + " def add_fancy_background():\n", + " # Add gradient background\n", + " background = Rectangle((0, 0), 1, 1, transform=ax.transAxes,\n", + " facecolor='white', zorder=-1)\n", + " ax.add_patch(background)\n", + " \n", + " # Add subtle grid with custom styling\n", + " ax.grid(True, linestyle='--', alpha=0.2, color='#666666')\n", + " \n", + " # Add custom spines\n", + " for spine in ax.spines.values():\n", + " spine.set_color('#cccccc')\n", + " spine.set_linewidth(1)\n", + " \n", + " def add_label(hero, is_top=False):\n", + " if is_top:\n", + " bbox_props = dict(\n", + " boxstyle=\"round,pad=0.3\",\n", + " fc='#f8f8f8',\n", + " ec='#666666',\n", + " alpha=0.9,\n", + " lw=1\n", + " )\n", + " color = '#000000'\n", + " fontweight = 'bold'\n", + " else:\n", + " bbox_props = dict(\n", + " boxstyle=\"round,pad=0.2\",\n", + " fc='#f8f8f8',\n", + " ec='#999999',\n", + " alpha=0.7,\n", + " lw=0.5\n", + " )\n", + " color = '#333333'\n", + " fontweight = 'normal'\n", + " \n", + " ax.annotate(\n", + " hero['heroName'],\n", + " (hero['matches_played'], hero['win_rate'] * 100),\n", + " xytext=(7, 7),\n", + " textcoords='offset points',\n", + " fontsize=9,\n", + " color=color,\n", + " fontweight=fontweight,\n", + " bbox=bbox_props,\n", + " zorder=5,\n", + " animated=True\n", + " )\n", + " \n", + " def calculate_change(current_pos, previous_pos):\n", + " \"\"\"Calculate the magnitude of change in position\"\"\"\n", + " if previous_pos is None:\n", + " return 0\n", + " return np.sqrt(\n", + " (current_pos[0] - previous_pos[0])**2 + \n", + " (current_pos[1] - previous_pos[1])**2\n", + " )\n", + "\n", + " def update(frame):\n", + " ax.clear()\n", + " add_fancy_background()\n", + " \n", + " current_date = date_range[frame]\n", + " \n", + " if current_date not in hero_stats_cache:\n", + " current_data = interp_data[interp_data['date'] <= current_date]\n", + " hero_stats_cache[current_date] = current_data.groupby('heroId').last().reset_index()\n", + " \n", + " current_hero_stats = hero_stats_cache[current_date]\n", + " current_max_matches = current_hero_stats['matches_played'].max()\n", + " x_limit = max(current_max_matches * 1.2, 10)\n", + " \n", + " # Create scatter plot with light theme colors\n", + " scatter = ax.scatter(\n", + " current_hero_stats['matches_played'],\n", + " current_hero_stats['win_rate'] * 100,\n", + " s=current_hero_stats['matches_played'] * 2.5,\n", + " c=np.arange(len(current_hero_stats)),\n", + " cmap=custom_cmap,\n", + " alpha=0.8,\n", + " edgecolors='black',\n", + " linewidths=1,\n", + " zorder=4\n", + " )\n", + " \n", + " # Track changes and update queue\n", + " top_heroes = current_hero_stats.nlargest(15, 'matches_played')\n", + " current_top_heroes = set(top_heroes['heroId'])\n", + " \n", + " for _, hero in current_hero_stats.iterrows():\n", + " hero_id = hero['heroId']\n", + " current_pos = (hero['matches_played'], hero['win_rate'] * 100)\n", + " \n", + " prev_pos = previous_positions.get(hero_id)\n", + " change_magnitude = calculate_change(current_pos, prev_pos)\n", + " \n", + " if change_magnitude > 0.5:\n", + " changed_heroes_queue.append((hero_id, frame))\n", + " \n", + " previous_positions[hero_id] = current_pos\n", + " \n", + " labeled_heroes = set()\n", + " \n", + " for _, hero in top_heroes.iterrows():\n", + " add_label(hero, is_top=True)\n", + " labeled_heroes.add(hero['heroId'])\n", + " \n", + " for hero_id, _ in changed_heroes_queue:\n", + " if hero_id not in labeled_heroes:\n", + " hero_data = current_hero_stats[current_hero_stats['heroId'] == hero_id]\n", + " if not hero_data.empty:\n", + " add_label(hero_data.iloc[0], is_top=False)\n", + " labeled_heroes.add(hero_id)\n", + " \n", + " # Style axes with light theme\n", + " ax.set_facecolor('white')\n", + " ax.set_xlabel('Matches Played', fontsize=12, color='black', labelpad=10)\n", + " ax.set_ylabel('Win Rate (%)', fontsize=12, color='black', labelpad=10)\n", + " ax.set_title(f'Dota 2 Hero Performance\\n{current_date.strftime(\"%Y-%m-%d %H:%M\")}',\n", + " color='black', pad=20, fontweight='bold')\n", + " \n", + " ax.set_xlim(0, x_limit)\n", + " ax.set_ylim(30, 100)\n", + " ax.tick_params(colors='black', which='both')\n", + " \n", + " for label in ax.get_xticklabels() + ax.get_yticklabels():\n", + " label.set_color('black')\n", + " \n", + " return scatter,\n", + "\n", + " anim = animation.FuncAnimation(\n", + " fig, \n", + " update, \n", + " frames=len(date_range),\n", + " interval=50,\n", + " blit=True\n", + " )\n", + " \n", + " anim.save(\n", + " output_filename,\n", + " writer=animation.PillowWriter(\n", + " fps=30,\n", + " metadata=dict(artist='Me'),\n", + " ),\n", + " )\n", + " \n", + " plt.close(fig)\n", + "\n", + "def generate_animation(matches, hero_data_mapping, output_filename='dota2_dynamic_animation.gif'):\n", + " # Process data\n", + " df = process_match_data(matches, hero_data_mapping)\n", + " \n", + " # Set figure parameters with light theme\n", + " plt.rcParams['figure.figsize'] = [16, 10]\n", + " plt.rcParams['figure.dpi'] = 100\n", + " plt.rcParams['figure.facecolor'] = 'white'\n", + " plt.rcParams['savefig.facecolor'] = 'white'\n", + " \n", + " # Generate animation\n", + " interp_data, date_range = create_interpolated_data(df)\n", + " create_animation(interp_data, date_range, output_filename)\n", + "\n", + "# Run the animation\n", + "generate_animation(matches, hero_data_mapping)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "7d70c512", + "metadata": {}, + "outputs": [], + "source": [ + "def create_win_loss_animation(matches):\n", + " patches = {\n", + " '7.37': datetime(2024, 8, 14),\n", + " '7.36': datetime(2024, 5, 22),\n", + " '7.35': datetime(2023, 12, 14),\n", + " '7.34': datetime(2023, 8, 8),\n", + " '7.33': datetime(2023, 4, 20)\n", + " }\n", + " \n", + " # Pre-process all data\n", + " sorted_matches = sorted(matches, key=lambda x: x['endDateTime'])\n", + " \n", + " # Pre-calculate all data points\n", + " dates = []\n", + " net_wins = []\n", + " current_net = 0\n", + " win_rates = []\n", + " total_wins = 0\n", + " streaks = []\n", + " current_streak = 0\n", + " streak_type = None\n", + " \n", + " for i, match in enumerate(sorted_matches):\n", + " is_victory = match['players'][0]['isVictory']\n", + " dates.append(datetime.fromtimestamp(match['endDateTime']))\n", + " current_net += (1 if is_victory else -1)\n", + " net_wins.append(current_net)\n", + " total_wins += 1 if is_victory else 0\n", + " win_rates.append((total_wins / (i + 1)) * 100)\n", + " \n", + " if i == 0:\n", + " current_streak = 1\n", + " streak_type = 'winning' if is_victory else 'losing'\n", + " else:\n", + " prev_victory = sorted_matches[i-1]['players'][0]['isVictory']\n", + " if is_victory == prev_victory:\n", + " current_streak += 1\n", + " else:\n", + " current_streak = 1\n", + " streak_type = 'winning' if is_victory else 'losing'\n", + " streaks.append((current_streak, streak_type))\n", + " \n", + " # Filter patches within the match timeline\n", + " start_date = min(dates)\n", + " end_date = max(dates)\n", + " relevant_patches = {\n", + " version: date for version, date in patches.items()\n", + " if start_date <= date <= end_date\n", + " }\n", + " \n", + " # Calculate axis limits\n", + " y_min = min(net_wins) - 2\n", + " y_max = max(net_wins) + 2\n", + " x_min = min(dates)\n", + " x_max = max(dates)\n", + " x_padding = timedelta(days=(x_max - x_min).days * 0.05)\n", + " x_limits = (x_min - x_padding, x_max + x_padding)\n", + " y_limits = (y_min, y_max)\n", + " \n", + " # Set up the plot\n", + " plt.style.use('seaborn-v0_8')\n", + " fig = plt.figure(figsize=(15, 8), facecolor='white')\n", + " ax = plt.gca()\n", + " \n", + " # Initial setup\n", + " main_line, = ax.plot([], [], color='#2ecc71', linewidth=2, zorder=3)\n", + " scatter = ax.scatter([], [], c=[], s=50, zorder=4)\n", + " \n", + " # Create containers for patch visualization\n", + " patch_lines = []\n", + " patch_texts = []\n", + " \n", + " # Initialize patch lines and texts (hidden)\n", + " for version, patch_date in relevant_patches.items():\n", + " line = ax.axvline(x=patch_date, color='#3498db', \n", + " linestyle='--', alpha=0, zorder=2)\n", + " patch_lines.append(line)\n", + " \n", + " y_pos = y_max - (len(patch_texts) % 3) * (y_max - y_min) / 8\n", + " text = ax.text(patch_date, y_pos, f'Patch {version}',\n", + " rotation=90, fontsize=8,\n", + " color='#3498db', alpha=0,\n", + " ha='right', va='bottom')\n", + " patch_texts.append(text)\n", + " \n", + " # Create text elements\n", + " title = ax.text(0.5, 1.05, '', horizontalalignment='center', \n", + " transform=ax.transAxes, fontsize=14)\n", + " streak_info = ax.text(0.02, 0.98, '', transform=ax.transAxes, \n", + " fontsize=10, verticalalignment='top',\n", + " bbox=dict(facecolor='white', alpha=0.8, edgecolor='none'))\n", + " win_rate_info = ax.text(0.98, 0.98, '', transform=ax.transAxes,\n", + " fontsize=10, horizontalalignment='right',\n", + " verticalalignment='top',\n", + " bbox=dict(facecolor='white', alpha=0.8, edgecolor='none'))\n", + " \n", + " # Set fixed elements\n", + " ax.grid(True, linestyle='--', alpha=0.2, zorder=-1)\n", + " for spine in ax.spines.values():\n", + " spine.set_color('#333333')\n", + " spine.set_linewidth(1)\n", + " \n", + " ax.set_xlim(x_limits)\n", + " ax.set_ylim(y_limits)\n", + " ax.set_xlabel('Date', fontsize=12)\n", + " ax.set_ylabel('Net Wins', fontsize=12)\n", + " \n", + " def init():\n", + " main_line.set_data([], [])\n", + " scatter.set_offsets(np.c_[[], []])\n", + " for line in patch_lines:\n", + " line.set_alpha(0)\n", + " for text in patch_texts:\n", + " text.set_alpha(0)\n", + " return [main_line, scatter, title, streak_info, win_rate_info] + patch_lines + patch_texts\n", + " \n", + " def update(frame):\n", + " current_date = dates[frame]\n", + " current_dates = dates[:frame+1]\n", + " current_net_wins = net_wins[:frame+1]\n", + " \n", + " # Update main line and scatter\n", + " main_line.set_data(current_dates, current_net_wins)\n", + " main_line.set_color('#2ecc71' if current_net_wins[-1] >= 0 else '#e74c3c')\n", + " \n", + " colors = ['#2ecc71' if m['players'][0]['isVictory'] else '#e74c3c' \n", + " for m in sorted_matches[:frame+1]]\n", + " scatter.set_offsets(np.c_[current_dates, current_net_wins])\n", + " scatter.set_color(colors)\n", + " \n", + " # Update patch lines visibility\n", + " for i, (version, patch_date) in enumerate(relevant_patches.items()):\n", + " if patch_date <= current_date:\n", + " patch_lines[i].set_alpha(0.5)\n", + " patch_texts[i].set_alpha(0.8)\n", + " else:\n", + " patch_lines[i].set_alpha(0)\n", + " patch_texts[i].set_alpha(0)\n", + " \n", + " # Update text elements\n", + " title.set_text('Dota 2 Win/Loss Progression\\n'\n", + " f'Net Wins: {current_net_wins[-1]} ({frame + 1} games played)')\n", + " \n", + " current_streak, streak_type = streaks[frame]\n", + " streak_info.set_text(f\"Current {'Winning' if streak_type == 'winning' else 'Losing'} \"\n", + " f\"Streak: {current_streak}\")\n", + " \n", + " win_rate_info.set_text(f'Win Rate: {win_rates[frame]:.1f}%')\n", + " \n", + " return [main_line, scatter, title, streak_info, win_rate_info] + patch_lines + patch_texts\n", + " \n", + " anim = animation.FuncAnimation(\n", + " fig,\n", + " update,\n", + " init_func=init,\n", + " frames=len(sorted_matches),\n", + " interval=30,\n", + " blit=True\n", + " )\n", + " \n", + " anim.save('dota2_progression.gif',\n", + " writer=animation.PillowWriter(fps=60),\n", + " savefig_kwargs={'facecolor': 'white'})\n", + " \n", + " plt.close()\n", + "\n", + "create_win_loss_animation(matches)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b7cdf5a", + "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": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/content/posts/dota-compendium-2024-quest/imgs/activity-2022.png 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files /dev/null and b/content/posts/dota-compendium-2024-quest/imgs/winrate.png differ diff --git a/content/posts/dota-compendium-2024-quest/index.md b/content/posts/dota-compendium-2024-quest/index.md new file mode 100644 index 0000000..861ef71 --- /dev/null +++ b/content/posts/dota-compendium-2024-quest/index.md @@ -0,0 +1,165 @@ +--- +title: A Data-Driven Look at My Dota 2 Compendium Quest +aliases: [] +date: 2024-10-25 +time: 21:30 +categories: + - blog +tags: + - python + - gaming + - data +--- + + + +## Introduction + +I have been playing games for a while, and it has been usually FPS games, where it started from CS1.6 to CSGO for more than 3,000 hours and playing Valorant for 2 more years, and a couple of other ones, and at some point I realized I need to try some new style and started playing dota 2. + +My first-ever game of Dota 2 was at around May 2022, where I had no idea what I was doing and why I was doing it, those 5 games I remember closing them in between and had no idea what to build by looking at the items in the shop. For context, Dota has around 125 heroes and understanding all the heroes takes significant amount of time, and even on top of it when I saw Rubick hero, which steals other hero's spells, I was so impressed by the game design and I devoted a major amount of time understanding and tried being good at it. + +## The Journey Through Time + +All the visualization/animation is done via Python, you can have a look at notebook with all the code present: [Link](https://github.com/shashank-sharma/shashank-sharma.github.io/tree/master/content/posts/dota-compendium-2024-quest/data/dota2-player-analysis.ipynb) + +### Overall winrate progression + +If you notice, initially, for a few 100 games, I struggled understanding the game because of which my net wins were in negative. But slowly, I started winning more than losses because of which win rate did increase and got almost linear thereafter. + +{{< rawhtml >}} + + + +{{< /rawhtml >}} + + + +### Win and Looses per month + +This has always been surprising that my win/loss per month has been always approx 50%, still it doesn't mean a player is not improving, for example plot above shows win/loss progression has been changing, and game itself is adapting which is giving me tougher games and slowly making me grow rather than throwing me in some random unfair game continuously. + +Dota 2 Winrate + +### Dota 2 Gaming activity for past 3 years + + + +Dota 2 Activity 2022 + +Dota 2 Activity 2023 + +Dota 2 Activity 2024 + +### Playtime distribution + +One of the best visualization which I did, personally I dislike playing in the morning even if I have time, but you will notice few played time, which is there because I did play few during the weekend. + + + +Dota 2 Playtime Distribution + +### Playing patterns throught the week + +This is an interesting plot, which shows my playtime across the week/hours, where if you notice, on weekend, I have been very aggressive towards playing early or playing late until 05:00 + +Dota 2 Playing Pattern + +### Heroes played throught my dota journey + +As mentioned in the introduction, Rubick has been my favourite hero, and that was my hero which I have been aiming to reach grandmaster title (Title to prove my love for that hero); hence you might enjoy looking at this visualization of which heroes I have been playing for past few years. + +View it in fullscreen for better experience + + + + + +### Heroes played by their attributes + +Some interesting observation here, I hate playing agility heroes, and enjoy playing intelligence which are mostly supports and strength heroes which are offlaners. + +Dota 2 Hero attributes + +## 2024 Compendium quest + +One of the best things I like about dota is the events which they bring out, I do feel bad thinking about some of the great or insane events which I might have missed before 2022, and looking at them now, I feel like I missed a lot there. CSGO on its own got maybe 1–2 operations in my 4 years journey but dota 2, holy they have been playing a totally different game, just look at their prize pool for 2019-2021. + +The Compendium is like an interactive digital battle pass or seasonal passport in Dota 2 that turns watching and playing the game into an engaging collection experience. Think of it as a combination of a fantasy sports league, a digital collectible album, and a progression system. + +The end goal is to reach 300lvl which in turn gives you a miniature size trophy of "The International" which is like a major tournament which happens once every year. To achieve 300lvl, one has to complete some objectives to get lvl: + +1. Play and win one dota game every day for 8 weeks continuously +2. Play fantasy game and if you are under 99 percentiles +3. Predict tournament winners +4. Achieve patterns in bingo cards + +### Result + +#### Bingo + +In Bingo, total I missed 3 cards, which is actually good as I lost only 6 levels. + +{{< image-scroll-captions images="imgs/bingo-1.png, Bingo card 1;imgs/bingo-2.png,Bingo card 2;imgs/bingo-3.png,Bingo card 3" >}} + +#### Fantasy + +In Fantasy, I reached maximum 99% rewards for two parts, in the second part, somehow I messed up the key attributes assigned to players. + +{{< image-scroll-captions images="imgs/fantasy-1.png, Fantasy 1: 99.01%;imgs/fantasy-2.png,Fantasy 2: 96.90%;imgs/fantasy-3.png,Fantasy 3: 99.15%" >}} + +#### Oracle: Win Prediction + +Win prediction was actually tough for me, surprisingly prediction for Team Liquid has been so on point, I did hope of tundra winning, but that didn't happen hence, I lost few of the points there. + +{{< image-scroll-captions images="imgs/oracle-1.png, Decider;imgs/oracle-2.png,Lower bracket 1;imgs/oracle-3.png,Lower bracket 2;imgs/oracle-4.png,Finals" >}} + +### Point logs + +As you might have seen, I have been doing data-driven decision, and collecting data has been a challenge, when it comes to point logs for my compendium 2024, I didn't know how will I be able to export this data into a table? + +I tried using vconsole2 which shows network calls in dota 2 coordinators, but it didn't show any raw message, I tried using Wireshark as well to intercept the message, but then binary data is difficult to decrypt. Based off my knowledge, I didn't know whether it is possible or not; hence I decided to go the tough way, which is letting computer vision do its job manually. + +Hence, I recorded a points log video which scrolls from bottom to top and used each frame and fed it to Python OpenCV code to detect unique entries and created a CSV file. + +{{< image-scroll-captions images="imgs/debug_result.png, Frame from video;imgs/debug_gray.png,Grayscale;imgs/debug_thresh.png,Thresholding" >}} + +Full source code: [Link](https://gist.github.com/shashank-sharma/781652094e69b0595b88b2c841ba1136) + +Video link: [Link](https://shashank-sharma.xyz/posts/dota-compendium-2024-quest/imgs/aegis-logs.mp4) + +And finally, the parsed CSV file: [Link](https://shashank-sharma.xyz/posts/dota-compendium-2024-quest/data/compendium_logs.csv) (2 week of points missing) + +### Conclusion + +Dota 2 Hero attributes + +Overall, I spent initial money to purchase compendium 2024, and 1 extra set of levels to complete my 300 levels, and as of now I am really looking forward to Aegis 2024, hence looking forward to posting an image here :) + +I regret buying extra level, as I didn't knew if Week 8 will still be in progress hence as of now my final level is 343. + +### Bonus + +Hackerman moment + +Dota 2 Hero attributes + +{{< time-mountain data="[{\"date\": \"03 Oct\", \"hours\": 0.01, \"position\": 3.0}, {\"date\": \"07 Oct\", \"hours\": 0.02, \"position\": 20.0}, {\"date\": \"10 Oct\", \"hours\": 0.05, \"position\": 28.5}, {\"date\": \"14 Oct\", \"hours\": 0.01, \"position\": 37.0}, {\"date\": \"21 Oct\", \"hours\": 1.71, \"position\": 54.0}, {\"date\": \"22 Oct\", \"hours\": 2.99, \"position\": 62.5}, {\"date\": \"23 Oct\", \"hours\": 1.97, \"position\": 71.0}, {\"date\": \"24 Oct\", \"hours\": 3.73, \"position\": 79.5}, {\"date\": \"25 Oct\", \"hours\": 1.21, \"position\": 88.0}]" >}} \ No newline at end of file diff --git a/content/posts/how-vulnerable-was-rgpv-exam-2020/index.md b/content/posts/how-vulnerable-was-rgpv-exam-2020/index.md index f506310..4d95501 100644 --- a/content/posts/how-vulnerable-was-rgpv-exam-2020/index.md +++ b/content/posts/how-vulnerable-was-rgpv-exam-2020/index.md @@ -43,21 +43,10 @@ Now being a Computer Science Engineer, I was already curious about this scenario tool and investigated what was happening. At first, I encountered one debugger state which they initialized in their `index.html` file, which avoids people to debugging their javascript code. If you are curious, read this [here](https://stackoverflow.com/a/39784526/3523510). - - On bypassing this, I observed my Network tab and found that there was a 504 error returned, as shown in the image. RGPV 504 Error - - - Now as of the next step, I was more interested in knowing if their website is vulnerable or not? This curiosity leads me to use the Nmap tool, I started one vulnerability check script, and after 5 min, there were two exploits which I found: diff --git a/hugo.toml b/hugo.toml index 06b751a..8ac115e 100644 --- a/hugo.toml +++ b/hugo.toml @@ -18,7 +18,7 @@ ignoreFiles = ['\\.obsidian/*'] [params] author = 'Shashank' - version = 'v.2024.07' + version = 'v.2024.10' slogan = 'Just a guy, who is engineer for fun' description = 'Backend Engineer | Anime Lover | Artist' startDate = 2020 diff --git a/layouts/shortcodes/image-scroll-captions.html b/layouts/shortcodes/image-scroll-captions.html new file mode 100644 index 0000000..2b4198e --- /dev/null +++ b/layouts/shortcodes/image-scroll-captions.html @@ -0,0 +1,114 @@ +{{/* layouts/shortcodes/image-scroll-captions.html */}} +
+
+ {{- $images := split (.Get "images") ";" -}} + {{- range $images -}} + {{- $item := split . "," -}} + {{- $image := index $item 0 -}} + {{- $caption := "" -}} + {{- if ge (len $item) 2 -}} + {{- $caption = index $item 1 -}} + {{- end -}} +
+ {{ $caption }} + {{ if $caption }} +
{{ $caption }}
+ {{ end }} +
+ {{- end -}} +
+
+ + \ No newline at end of file diff --git a/layouts/shortcodes/rawhtml.html b/layouts/shortcodes/rawhtml.html new file mode 100644 index 0000000..520ec17 --- /dev/null +++ b/layouts/shortcodes/rawhtml.html @@ -0,0 +1,2 @@ + +{{.Inner}} \ No newline at end of file diff --git a/layouts/shortcodes/time-mountain.html b/layouts/shortcodes/time-mountain.html new file mode 100644 index 0000000..aeb2376 --- /dev/null +++ b/layouts/shortcodes/time-mountain.html @@ -0,0 +1,131 @@ +{{ $data := .Get "data" | unmarshal }} + + +{{ $totalHours := 0 }} +{{ $totalSessions := len $data }} +{{ range $entry := $data }} + {{ $totalHours = add $totalHours $entry.hours }} +{{ end }} + +
+
+ {{ range $index, $entry := $data }} +
+
+
{{ $entry.date }}
+
{{ $entry.hours }}h
+
+
+ {{ end }} +
+
+
In total I spent approx {{ printf "%.1f" $totalHours }} hours or more to write this blog post with {{ $totalSessions }} sessions.
Thank you for reading till the end :)
+
+
+ + \ No newline at end of file diff --git a/themes/virgo-extended b/themes/virgo-extended index 045af6b..f088978 160000 --- a/themes/virgo-extended +++ b/themes/virgo-extended @@ -1 +1 @@ -Subproject commit 045af6bf4a00f2c9e5a3a1b33d7a976824017777 +Subproject commit f0889780fba1b542e4ab92ec4e6781d5179fcf79