2661 lines
1.2 MiB
2661 lines
1.2 MiB
{
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||
"cells": [
|
||
{
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||
"cell_type": "code",
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||
"execution_count": 1,
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||
"id": "71f85f2a-423f-44d2-b80d-da9ac8d3961a",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"import simpy\n",
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"import random\n",
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"import numpy as np\n",
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||
"import matplotlib.pyplot as plt\n",
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"import pandas as pd\n",
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||
"from enum import Enum\n",
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||
"import os\n",
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"import shutil\n",
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"from tqdm import tqdm\n",
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"from collections import Counter\n",
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"\n",
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"# Types of cache\n",
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"class CacheType(Enum):\n",
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" LRU = 1\n",
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" RANDOM_EVICTION = 2\n",
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"\n",
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"# Constants\n",
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"SEED = 42\n",
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"DATABASE_OBJECTS = 100 # Number of objects in the database\n",
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"ACCESS_COUNT_LIMIT = 100 # Total time to run the simulation\n",
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"EXPERIMENT_BASE_DIR = \"./experiments/\"\n",
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"TEMP_BASE_DIR = \"./.aoi_cache/\"\n",
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"\n",
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"ZIPF_CONSTANT = 2 # Shape parameter for the Zipf distribution (controls skewness) Needs to be: 1< \n",
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"\n",
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"# Set random seeds\n",
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"random.seed(SEED)\n",
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"np.random.seed(SEED)\n",
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"\n",
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"os.makedirs(TEMP_BASE_DIR, exist_ok=True)"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"id": "9a37d7a3-3e11-4b89-8dce-6091dd38b16f",
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||
"metadata": {},
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||
"source": [
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"How to set certain parameters for specific scenarios\n",
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"\n",
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"\n",
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"| Name | Cache Capacity | MAX_REFRESH_RATE | cache_type | CACHE_TTL |\n",
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"| -------------------- | -------------------- | ---------------- | ------------------------- | --------- |\n",
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"| Default | DATABASE_OBJECTS | 1< | CacheType.LRU | 5 |\n",
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"| No Refresh | DATABASE_OBJECTS | 0 | CacheType.LRU | 5 |\n",
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"| Infinite TTL | DATABASE_OBJECTS / 2 | 0 | CacheType.LRU | 0 |\n",
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"| Random Eviction (RE) | DATABASE_OBJECTS / 2 | 1< | CacheType.RANDOM_EVICTION | 5 |\n",
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"| RE without Refresh | DATABASE_OBJECTS / 2 | 0 | CacheType.RANDOM_EVICTION | 5 |\n",
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"\n",
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||
"\n"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 2,
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||
"id": "3d0ab5b1-162a-42c8-80a3-d31f763101f1",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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"# Configuration (Just example, will be overwritten in next block\n",
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"\n",
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"CACHE_CAPACITY = DATABASE_OBJECTS # Maximum number of objects the cache can hold\n",
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"\n",
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"# MAX_REFRESH_RATE is used as the maximum for a uniform\n",
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"# distribution for mu.\n",
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"# If MAX_REFRESH_RATE is 0, we do not do any refreshes.\n",
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"MAX_REFRESH_RATE = 0\n",
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"\n",
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"cache_type = CacheType.LRU\n",
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"\n",
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"# CACHE_TTL is used to determin which TTL to set when an\n",
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"# object is pulled into the cache\n",
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"# If CACHE_TTL is set to 0, the TTL is infinite\n",
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"CACHE_TTL = 5\n"
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]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 3,
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||
"id": "5cea042f-e9fc-4a1e-9750-de212ca70601",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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"class Database:\n",
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" def __init__(self):\n",
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" # Each object now has a specific refresh rate 'mu'\n",
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" self.data = {i: f\"Object {i}\" for i in range(1, DATABASE_OBJECTS + 1)}\n",
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" self.lambda_values = {i: np.random.zipf(ZIPF_CONSTANT) for i in range(1, DATABASE_OBJECTS + 1)} # Request rate 'lambda' for each object\n",
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" # Refresh rate 'mu' for each object\n",
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" if MAX_REFRESH_RATE == 0:\n",
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" self.mu_values = {i: 0 for i in range(1,DATABASE_OBJECTS + 1)} \n",
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" else:\n",
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" self.mu_values = {i: np.random.uniform(1, MAX_REFRESH_RATE) for i in range(1, DATABASE_OBJECTS + 1)}\n",
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" self.next_request = {i: np.random.exponential(1/self.lambda_values[i]) for i in range(1, DATABASE_OBJECTS + 1)}\n",
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"\n",
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"\n",
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" def get_object(self, obj_id):\n",
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" # print(f\"[{env.now:.2f}] Database: Fetched {self.data.get(obj_id, 'Unknown')} for ID {obj_id}\")\n",
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" return self.data.get(obj_id, None)"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 4,
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||
"id": "499bf543-b2c6-4e4d-afcc-0a6665ce3ae1",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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"class Cache:\n",
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" def __init__(self, env, db, cache_type):\n",
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" self.cache_type = cache_type\n",
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" self.env = env\n",
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" self.db = db\n",
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" self.storage = {} # Dictionary to store cached objects\n",
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" self.ttl = {} # Dictionary to store TTLs\n",
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" self.age = {} # Dictionary to store age of each object\n",
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" self.cache_size_over_time = [] # To record cache state at each interval\n",
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" self.cache_next_request_over_time = []\n",
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" self.request_log = {i: [] for i in range(1, DATABASE_OBJECTS + 1)}\n",
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" self.hits = {i: 0 for i in range(1, DATABASE_OBJECTS + 1)} # Track hits per object\n",
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||
" self.misses = {i: 0 for i in range(1, DATABASE_OBJECTS + 1)} # Track misses per object\n",
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||
" self.cumulative_age = {i: 0 for i in range(1, DATABASE_OBJECTS + 1)} # Track cumulative age per object\n",
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||
" self.access_count = {i: 0 for i in range(1, DATABASE_OBJECTS + 1)} # Track access count per object\n",
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||
" self.next_refresh = {} # Track the next refresh time for each cached object\n",
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" \n",
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" def get(self, obj_id):\n",
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" if obj_id in self.storage and \\\n",
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" (self.ttl[obj_id] > env.now or CACHE_TTL == 0):\n",
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||
" # Cache hit: increment hit count and update cumulative age\n",
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" self.hits[obj_id] += 1\n",
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" self.cumulative_age[obj_id] += self.age[obj_id]\n",
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" self.access_count[obj_id] += 1\n",
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" else:\n",
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" # Cache miss: increment miss count\n",
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" self.misses[obj_id] += 1\n",
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" self.cumulative_age[obj_id] += 0\n",
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" self.access_count[obj_id] += 1\n",
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" \n",
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" # Fetch the object from the database if it’s not in cache\n",
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" obj = self.db.get_object(obj_id)\n",
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" \n",
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" # If the cache is full, evict the oldest object\n",
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" if len(self.storage) > CACHE_CAPACITY:\n",
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" if self.cache_type == CacheType.LRU:\n",
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" self.evict_oldest()\n",
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||
" elif self.cache_type == CacheType.RANDOM_EVICTION:\n",
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" self.evict_random()\n",
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" \n",
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" # Add the object to cache, set TTL, reset age, and schedule next refresh\n",
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" self.storage[obj_id] = obj\n",
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" if CACHE_TTL != 0:\n",
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" self.ttl[obj_id] = env.now + CACHE_TTL\n",
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" else:\n",
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" self.ttl[obj_id] = 0\n",
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" self.age[obj_id] = 0\n",
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||
" if MAX_REFRESH_RATE != 0:\n",
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" self.next_refresh[obj_id] = env.now + np.random.exponential(1/self.db.mu_values[obj_id]) # Schedule refresh\n",
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"\n",
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" \n",
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" def evict_oldest(self):\n",
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" \"\"\"Remove the oldest item from the cache to make space.\"\"\"\n",
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" oldest_id = max(self.age, key=self.age.get) # Find the oldest item by age\n",
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" print(f\"[{env.now:.2f}] Cache: Evicting oldest object {oldest_id} to make space at {self.ttl[oldest_id]:.2f}\")\n",
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" del self.storage[oldest_id]\n",
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" del self.ttl[oldest_id]\n",
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" del self.age[oldest_id]\n",
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"\n",
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" def evict_random(self):\n",
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" \"\"\"Remove a random item from the cache to make space.\"\"\"\n",
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" random_id = np.random.choice(list(self.storage.keys())) # Select a random key from the cache\n",
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" print(f\"[{env.now:.2f}] Cache: Evicting random object {random_id} to make space at {self.ttl[random_id]:.2f}\")\n",
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" del self.storage[random_id]\n",
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" del self.ttl[random_id]\n",
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" del self.age[random_id]\n",
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" \n",
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||
" def refresh_object(self, obj_id):\n",
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" \"\"\"Refresh the object from the database to keep it up-to-date. TTL is increased on refresh.\"\"\"\n",
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" obj = self.db.get_object(obj_id)\n",
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" self.storage[obj_id] = obj\n",
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" if CACHE_TTL != 0:\n",
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" self.ttl[obj_id] = env.now + CACHE_TTL\n",
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" else:\n",
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" self.ttl[obj_id] = 0\n",
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" self.age[obj_id] = 0\n",
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" # print(f\"[{env.now:.2f}] Cache: Refreshed object {obj_id}\")\n",
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" \n",
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" def age_objects(self):\n",
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" \"\"\"Increment age of each cached object.\"\"\"\n",
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" for obj_id in list(self.age.keys()):\n",
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||
" if CACHE_TTL != 0:\n",
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||
" if self.ttl[obj_id] > env.now:\n",
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||
" self.age[obj_id] += 1\n",
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||
" # print(f\"[{env.now:.2f}] Cache: Object {obj_id} aged to {self.age[obj_id]}\")\n",
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" else:\n",
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" # Remove object if its TTL expired\n",
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" # print(f\"[{env.now:.2f}] Cache: Object {obj_id} expired\")\n",
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" del self.storage[obj_id]\n",
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||
" del self.ttl[obj_id]\n",
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||
" del self.age[obj_id]\n",
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||
" else:\n",
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||
" self.age[obj_id] += 1\n",
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||
" \n",
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||
" def record_cache_state(self):\n",
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||
" \"\"\"Record the current cache state (number of objects in cache) over time.\"\"\"\n",
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||
" self.cache_size_over_time.append((env.now, len(self.storage)))\n",
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||
" self.cache_next_request_over_time.append((env.now, self.db.next_request.copy()))"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
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||
"id": "7286d498-aa6c-4efb-bb28-fe29736eab64",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def age_cache_process(env, cache):\n",
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||
" \"\"\"Process that ages cache objects over time, removes expired items, and refreshes based on object-specific intervals.\"\"\"\n",
|
||
" while True:\n",
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||
" cache.age_objects() # Age objects and remove expired ones\n",
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||
"\n",
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||
"\n",
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||
" if MAX_REFRESH_RATE != 0:\n",
|
||
" # Refresh objects based on their individual refresh intervals\n",
|
||
" for obj_id in list(cache.storage.keys()):\n",
|
||
" # Check if it's time to refresh this object based on next_refresh\n",
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||
" if env.now >= cache.next_refresh[obj_id]:\n",
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||
" cache.refresh_object(obj_id)\n",
|
||
" # Schedule the next refresh based on the object's mu\n",
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||
" cache.next_refresh[obj_id] = env.now + np.random.exponential(1/cache.db.mu_values[obj_id])\n",
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||
" \n",
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||
" cache.record_cache_state() # Record cache state at each time step\n",
|
||
" yield env.timeout(1) # Run every second\n"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
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||
"id": "687f5634-8edf-4337-b42f-bbb292d47f0f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def client_request_process(env, cache, event):\n",
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||
" \"\"\"Client process that makes requests for objects from the cache.\"\"\"\n",
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||
" last_print = 0\n",
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||
" with tqdm(total=ACCESS_COUNT_LIMIT, desc=\"Progress\", leave=True) as pbar:\n",
|
||
" while True:\n",
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" obj_id, next_request = min(cache.db.next_request.items(), key=lambda x: x[1])\n",
|
||
" yield env.timeout(next_request - env.now)\n",
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||
" if (int(env.now) % 1) == 0 and int(env.now) != last_print:\n",
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||
" last_print = int(env.now)\n",
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||
" pbar.n = min(cache.access_count.values())\n",
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" pbar.refresh()\n",
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" if env.now >= next_request:\n",
|
||
" # print(f\"[{env.now:.2f}] Client: Requesting object {obj_id}\")\n",
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" cache.get(obj_id)\n",
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" \n",
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||
" # print(f\"[{env.now:.2f}] Client: Schedule next request for {obj_id}\")\n",
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" next_request = env.now + np.random.exponential(1/cache.db.lambda_values[obj_id])\n",
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||
" cache.request_log[obj_id].append(next_request)\n",
|
||
" cache.db.next_request[obj_id] = next_request\n",
|
||
" if all(access_count >= ACCESS_COUNT_LIMIT for access_count in cache.access_count.values()):\n",
|
||
" event.succeed()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "342d1932-94b5-4e0b-89b5-d4edaaccc59c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"configurations = {\n",
|
||
" \"default\": (DATABASE_OBJECTS, 10, CacheType.LRU, 5),\n",
|
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" \"No Refresh\": (DATABASE_OBJECTS, 0, CacheType.LRU, 5),\n",
|
||
" \"Infinite TTL\": (int(DATABASE_OBJECTS / 2), 0, CacheType.LRU, 0),\n",
|
||
" \"Random Eviction\": (int(DATABASE_OBJECTS / 2), 10, CacheType.RANDOM_EVICTION, 5),\n",
|
||
" \"RE without Refresh\": (int(DATABASE_OBJECTS / 2), 0, CacheType.RANDOM_EVICTION, 5),\n",
|
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" \"No Refresh (0.5s ttl)\": (DATABASE_OBJECTS, 0, CacheType.LRU, 0.5),\n",
|
||
" \"No Refresh (1.0s ttl)\": (DATABASE_OBJECTS, 0, CacheType.LRU, 1),\n",
|
||
" \"No Refresh (2.0s ttl)\": (DATABASE_OBJECTS, 0, CacheType.LRU, 2),\n",
|
||
" \"No Refresh (3.0s ttl)\": (DATABASE_OBJECTS, 0, CacheType.LRU, 3),\n",
|
||
" \"No Refresh (4.0s ttl)\": (DATABASE_OBJECTS, 0, CacheType.LRU, 4),\n",
|
||
" \"No Refresh (5.0s ttl)\": (DATABASE_OBJECTS, 0, CacheType.LRU, 5),\n",
|
||
"}\n",
|
||
"experiments = configurations.keys()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "6b9680ed-19bc-4f5b-8f22-95ffb319f068",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"['No Refresh (0.5s ttl)',\n",
|
||
" 'No Refresh (1.0s ttl)',\n",
|
||
" 'No Refresh (2.0s ttl)',\n",
|
||
" 'No Refresh (3.0s ttl)',\n",
|
||
" 'No Refresh (4.0s ttl)',\n",
|
||
" 'No Refresh (5.0s ttl)']"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"experiments = [e for e in experiments if \"ttl)\" in e]\n",
|
||
"experiments"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "3ff299ca-ec65-453b-b167-9a0f7728a207",
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
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"text": [
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},
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{
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"output_type": "stream",
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"text": [
|
||
"CPU times: user 9.09 s, sys: 3.93 s, total: 13 s\n",
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"Wall time: 9.48 s\n"
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||
]
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},
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{
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"data": {
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||
"image/png": 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||
"text/plain": [
|
||
"<Figure size 3000x500 with 1 Axes>"
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||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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||
"text/plain": [
|
||
"<Figure size 3000x500 with 1 Axes>"
|
||
]
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},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 3000x500 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
|
||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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XLl3s48nJySXexx9FRUVp27ZtunjxYrE3hUVFRemLL75Qp06dSh0iCr6E4ccffyy07IcfflDNmjWdunoWFRWls2fPFrp7/o8+/PBD+fn5ac2aNfL19bWPL1q0qND+8vPztX//frVu3brU9bhLcHBwoXPowoULOn78uNtrKfizPXjwoLp3724fv3jxopKTk9WqVatC2xw8eNDhvTFGhw4d0jXXXHPZYzVp0kTSb+f6n637+9pKct4V1VOpdD+bv1erVi35+/sX+qxF1RMVFSVjjCIjI+3/Q1YUZ3qdnJwsLy+vy+4XcAfm3ALl6Mknn5S/v79GjBih06dPOyxLT0/Xgw8+qCpVqujJJ5+UJHl5ealPnz769NNP9d133xXaX8GVmri4OO3evVsrVqwodp2COXq/nwual5enhQsXlrj+gis7v79CdOHCBc2fP7/E+/ijuLg4nTp1Sq+++mqhZQXH6du3r/Ly8jRlypRC61y6dKnIYFCgTp06at26tZYsWeKw3r59+/T555/r1ltvdaruvn37auvWrVqzZk2hZRkZGbp06ZKk33pms9kcrsKlpKRo5cqVDtv06dNHXl5emjx5cqEr4BXl6qX023n0+3NI+u3xUGW9cuuMdu3aqVatWlqwYIHDY/EWL15c7Dnx1ltvOUwNWr58uY4fP25/ekdxYmJiJKnIn8OilOa8i4qKUmZmpsNvdY4fP17kz3NJVKpUST179tTKlSt1+PBh+/iBAwcKna933XWXKlWqpOeff77QeWaMsf895Uyvd+zYoebNmxc7JxdwF67cAuUoOjpaS5Ys0YABA9SyZctC31B26tQpvffeew43i0ybNk2ff/65unbtquHDh6tp06Y6fvy4li1bps2bNysoKEhPPvmkli9frnvuuUdDhw5V27ZtlZ6erk8++UQLFixQq1at1Lx5c11//fWKj49Xenq6QkJCtHTpUnsIK4mOHTsqODhYgwYN0ujRo2Wz2fT222+XKXwNHDhQb731lsaOHatvv/1WnTt31rlz5/TFF1/o4YcfVu/evdW1a1eNGDFCCQkJ2rVrl3r06KHKlSvr4MGDWrZsmV555RXdfffdxR7jxRdf1C233KKYmBgNGzbM/kimwMDAIp/ZWhJPPvmkPvnkE9122232x3CdO3dOe/fu1fLly5WSkqKaNWuqV69eeumll3TzzTfr73//u06cOKF58+apUaNGDmGmUaNGeuaZZzRlyhR17txZd911l3x9fbV9+3aFh4crISHBqTpd7f7779eDDz6ouLg43XTTTdq9e7fWrFnjkV89V65cWVOnTtWIESPUvXt3/e1vf1NycrIWLVpU7DzQkJAQ3XDDDRoyZIjS0tI0e/ZsNWrUSA888MBlj9WwYUO1aNFCX3zxhYYOHVqi+kp63vXr10/jxo3TnXfeqdGjRysnJ0evvfaarr76aoebDkvj+eef1+rVq9W5c2c9/PDDunTpkubOnavmzZs7nHdRUVGaOnWq4uPjlZKSoj59+qh69epKTk7WihUrNHz4cD3xxBOl7vXFixe1ceNGPfzww07VD7iU25/PAPwF7dmzx/Tv39/UqVPHVK5c2YSFhZn+/fubvXv3Frn+L7/8YgYOHGhq1aplfH19TcOGDc3IkSMdHslz+vRpM2rUKFO3bl3j4+Nj6tWrZwYNGmROnTplXycpKcnExsYaX19fExoaap5++mmzdu3aIh8F1rx58yJr2bJli7n++uuNv7+/CQ8PN0899ZRZs2ZNifdR1GOPcnJyzDPPPGMiIyPt/bj77rtNUlKSw3oLFy40bdu2Nf7+/qZ69eqmZcuW5qmnnjLHjh0rrtV2X3zxhenUqZPx9/c3AQEB5vbbbzf79+93WKc0jwIzxpjs7GwTHx9vGjVqZHx8fEzNmjVNx44dzaxZs8yFCxfs673xxhsmOjra+Pr6miZNmphFixYV+ZgnY357NFqbNm2Mr6+vCQ4ONl27djVr1661L69fv77p1atXoe26du1a5OOYfq/gsVUvvvhiiT53wePjfv8Yury8PDNu3DhTs2ZNU6VKFdOzZ09z6NChMj8K7OTJk0Ue+4+PrivK/PnzTWRkpPH19TXt2rUzmzZtKtSPgs/43nvvmfj4eFO7dm3j7+9vevXq5fC4rMt56aWXTLVq1Rwe7VZcTwuU5LwzxpjPP//ctGjRwvj4+JjGjRubf//738U+CmzkyJGFti+q/xs3bjRt27Y1Pj4+pmHDhmbBggXFnncffvihueGGG0zVqlVN1apVTZMmTczIkSPNjz/+6LBeSXptjDGrVq0ykszBgweL7AvgTjZjKtDvvwAAqCAyMzPVsGFDzZw5U8OGDfN0ORVanz59ZLPZnJ5aAbgS4RYAgGLMmDFDixYt0v79+ws9jxi/OXDggFq2bKldu3b96WMMAXcg3AIAAMAy+N9QAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGXyJg377ru1jx46pevXqxX7nNwAAADzHGKPs7GyFh4df9uklhFtJx44dU0REhKfLAAAAwJ84cuSI6tWrV+xywq2k6tWrS/qtWQEBAR6uBgAAAH+UlZWliIgIe24rDuFWsk9FCAgIINwCAABUYH82hZQbygAAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAluHRcLtp0ybdfvvtCg8Pl81m08qVKx2WG2M0ceJE1alTR/7+/oqNjdXBgwcd1klPT9eAAQMUEBCgoKAgDRs2TGfPnnXjpwAAAEBF4dFwe+7cObVq1Urz5s0rcvnMmTM1Z84cLViwQNu2bVPVqlXVs2dPnT9/3r7OgAED9P3332vt2rX67LPPtGnTJg0fPtxdHwEAAAAViM0YYzxdhCTZbDatWLFCffr0kfTbVdvw8HA9/vjjeuKJJyRJmZmZCg0N1eLFi9WvXz8dOHBAzZo10/bt29WuXTtJ0urVq3Xrrbfq119/VXh4eImOnZWVpcDAQGVmZiogIKBcPh8AAACcV9K8VmHn3CYnJys1NVWxsbH2scDAQHXo0EFbt26VJG3dulVBQUH2YCtJsbGx8vLy0rZt24rdd25urrKyshxeAAAAuPJ5e7qA4qSmpkqSQkNDHcZDQ0Pty1JTU1W7dm2H5d7e3goJCbGvU5SEhAQ9//zzLq64dKYnnvLo8QEAAMpifJuani6hSBX2ym15io+PV2Zmpv115MgRT5cEAAAAF6iw4TYsLEySlJaW5jCelpZmXxYWFqYTJ044LL906ZLS09Pt6xTF19dXAQEBDi8AAABc+SpsuI2MjFRYWJjWrVtnH8vKytK2bdsUExMjSYqJiVFGRoZ27NhhX2f9+vXKz89Xhw4d3F4zAAAAPMujc27Pnj2rQ4cO2d8nJydr165dCgkJ0VVXXaUxY8Zo6tSpio6OVmRkpCZMmKDw8HD7ExWaNm2qm2++WQ888IAWLFigixcvatSoUerXr1+Jn5QAAAAA6/BouP3uu+/0f//3f/b3Y8eOlSQNGjRIixcv1lNPPaVz585p+PDhysjI0A033KDVq1fLz8/Pvs0777yjUaNG6cYbb5SXl5fi4uI0Z84ct38WAAAAeF6Fec6tJ3niObc8LQEAAFzJ3P20hCv+ObcAAABAaRFuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZVTocJuXl6cJEyYoMjJS/v7+ioqK0pQpU2SMsa9jjNHEiRNVp04d+fv7KzY2VgcPHvRg1QAAAPCUCh1uZ8yYoddee02vvvqqDhw4oBkzZmjmzJmaO3eufZ2ZM2dqzpw5WrBggbZt26aqVauqZ8+eOn/+vAcrBwAAgCd4e7qAy/n666/Vu3dv9erVS5LUoEEDvffee/r2228l/XbVdvbs2Xr22WfVu3dvSdJbb72l0NBQrVy5Uv369fNY7QAAAHC/Cn3ltmPHjlq3bp1++uknSdLu3bu1efNm3XLLLZKk5ORkpaamKjY21r5NYGCgOnTooK1btxa739zcXGVlZTm8AAAAcOWr0Fdux48fr6ysLDVp0kSVKlVSXl6eXnjhBQ0YMECSlJqaKkkKDQ112C40NNS+rCgJCQl6/vnny69wAAAAeESFvnL7wQcf6J133tG7776rnTt3asmSJZo1a5aWLFlSpv3Gx8crMzPT/jpy5IiLKgYAAIAnVegrt08++aTGjx9vnzvbsmVL/fLLL0pISNCgQYMUFhYmSUpLS1OdOnXs26Wlpal169bF7tfX11e+vr7lWjsAAADcr0Jfuc3JyZGXl2OJlSpVUn5+viQpMjJSYWFhWrdunX15VlaWtm3bppiYGLfWCgAAAM+r0Fdub7/9dr3wwgu66qqr1Lx5cyUmJuqll17S0KFDJUk2m01jxozR1KlTFR0drcjISE2YMEHh4eHq06ePZ4sHAACA21XocDt37lxNmDBBDz/8sE6cOKHw8HCNGDFCEydOtK/z1FNP6dy5cxo+fLgyMjJ0ww03aPXq1fLz8/Ng5QAAAPAEm/n91339RWVlZSkwMFCZmZkKCAhwyzGnJ55yy3EAAADKw/g2Nd16vJLmtQo95xYAAAAoDcItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALMOpcLtz507t3bvX/v7jjz9Wnz599PTTT+vChQsuKw4AAAAoDafC7YgRI/TTTz9Jkn7++Wf169dPVapU0bJly/TUU0+5tEAAAACgpJwKtz/99JNat24tSVq2bJm6dOmid999V4sXL9aHH37oyvoAAACAEnMq3BpjlJ+fL0n64osvdOutt0qSIiIidOrUKddVJ+no0aO69957VaNGDfn7+6tly5b67rvvHGqZOHGi6tSpI39/f8XGxurgwYMurQEAAABXBqfCbbt27TR16lS9/fbb2rhxo3r16iVJSk5OVmhoqMuKO3PmjDp16qTKlStr1apV2r9/v/7xj38oODjYvs7MmTM1Z84cLViwQNu2bVPVqlXVs2dPnT9/3mV1AAAA4Mrg7cxGs2fP1oABA7Ry5Uo988wzatSokSRp+fLl6tixo8uKmzFjhiIiIrRo0SL7WGRkpP2/jTGaPXu2nn32WfXu3VuS9NZbbyk0NFQrV65Uv379XFYLAAAAKj6nwu0111zj8LSEAi+++KIqVapU5qIKfPLJJ+rZs6fuuecebdy4UXXr1tXDDz+sBx54QNJvV4pTU1MVGxtr3yYwMFAdOnTQ1q1biw23ubm5ys3Ntb/PyspyWc0AAADwHKefc5uRkaF//etfio+PV3p6uiRp//79OnHihMuK+/nnn/Xaa68pOjpaa9as0UMPPaTRo0dryZIlkqTU1FRJKjQVIjQ01L6sKAkJCQoMDLS/IiIiXFYzAAAAPMepK7d79uzRjTfeqKCgIKWkpOiBBx5QSEiIPvroIx0+fFhvvfWWS4rLz89Xu3btNG3aNElSmzZttG/fPi1YsECDBg1yer/x8fEaO3as/X1WVhYBFwAAwAKcunI7duxYDRkyRAcPHpSfn599/NZbb9WmTZtcVlydOnXUrFkzh7GmTZvq8OHDkqSwsDBJUlpamsM6aWlp9mVF8fX1VUBAgMMLAAAAVz6nwu327ds1YsSIQuN169a97HSA0urUqZN+/PFHh7GffvpJ9evXl/TbzWVhYWFat26dfXlWVpa2bdummJgYl9UBAACAK4NT0xJ8fX2LvAnrp59+Uq1atcpcVIHHHntMHTt21LRp09S3b199++23WrhwoRYuXChJstlsGjNmjKZOnaro6GhFRkZqwoQJCg8PV58+fVxWBwAAAK4MTl25veOOOzR58mRdvHhR0m8h8/Dhwxo3bpzi4uJcVtx1112nFStW6L333lOLFi00ZcoU+2PICjz11FN65JFHNHz4cF133XU6e/asVq9e7TBdAgAAAH8NNmOMKe1GmZmZuvvuu/Xdd98pOztb4eHhSk1NVUxMjP773/+qatWq5VFrucnKylJgYKAyMzPdNv92eqJrv8kNAADAnca3qenW45U0rzk1LSEwMFBr167Vli1btHv3bp09e1bXXnutw/NmAQAAAHdzKtwW6NSpkzp16uSqWgAAAIAycWrO7ejRozVnzpxC46+++qrGjBlT1poAAAAApzgVbj/88MMir9h27NhRy5cvL3NRAAAAgDOcCrenT59WYGBgofGAgACdOsWNUgAAAPAMp8Jto0aNtHr16kLjq1atUsOGDctcFAAAAOAMp24oGzt2rEaNGqWTJ0+qe/fukqR169bpH//4h2bPnu3K+gAAAIAScyrcDh06VLm5uXrhhRc0ZcoUSVKDBg302muvaeDAgS4tEAAAACgppx8F9tBDD+mhhx7SyZMn5e/vr2rVqrmyLgAAAKDUyvScW0mqVauWK+oAAAAAysypG8rS0tJ03333KTw8XN7e3qpUqZLDCwAAAPAEp67cDh48WIcPH9aECRNUp04d2Ww2V9cFAAAAlJpT4Xbz5s366quv1Lp1axeXAwAAADjPqWkJERERMsa4uhYAAACgTJwKt7Nnz9b48eOVkpLi4nIAAAAA5zk1LeFvf/ubcnJyFBUVpSpVqqhy5coOy9PT011SHAAAAFAaToVbvoUMAAAAFZFT4XbQoEGurgMAAAAoM6fm3EpSUlKSnn32WfXv318nTpyQJK1atUrff/+9y4oDAAAASsOpcLtx40a1bNlS27Zt00cffaSzZ89Kknbv3q1Jkya5tEAAAACgpJwKt+PHj9fUqVO1du1a+fj42Me7d++ub775xmXFAQAAAKXhVLjdu3ev7rzzzkLjtWvX1qlTp8pcFAAAAOAMp8JtUFCQjh8/Xmg8MTFRdevWLXNRAAAAgDOcCrf9+vXTuHHjlJqaKpvNpvz8fG3ZskVPPPGEBg4c6OoaAQAAgBJxKtxOmzZNTZo0UUREhM6ePatmzZqpS5cu6tixo5599llX1wgAAACUSKmfc2uMUWpqqubMmaOJEydq7969Onv2rNq0aaPo6OjyqBEAAAAoEafCbaNGjfT9998rOjpaERER5VEXAAAAUGqlnpbg5eWl6OhonT59ujzqAQAAAJzm1Jzb6dOn68knn9S+fftcXQ8AAADgtFJPS5CkgQMHKicnR61atZKPj4/8/f0dlqenp7ukOAAAAKA0nAq3s2fPdnEZAAAAQNmVOtxevHhRGzdu1IQJExQZGVkeNQEAAABOKfWc28qVK+vDDz8sj1oAAACAMnHqhrI+ffpo5cqVLi4FAAAAKBun5txGR0dr8uTJ2rJli9q2bauqVas6LB89erRLigMAAABKw2aMMaXd6HJzbW02m37++ecyFeVuWVlZCgwMVGZmpgICAtxyzOmJp9xyHAAAgPIwvk1Ntx6vpHnNqSu3ycnJThcGAAAAlBen5twCAAAAFZFTV26HDh162eVvvvmmU8UAAAAAZeFUuD1z5ozD+4sXL2rfvn3KyMhQ9+7dXVIYAAAAUFpOhdsVK1YUGsvPz9dDDz2kqKioMhcFAAAAOMNlc269vLw0duxYvfzyy67aJQAAAFAqLr2hLCkpSZcuXXLlLgEAAIASc2pawtixYx3eG2N0/Phx/ec//9GgQYNcUhgAAABQWk6F28TERIf3Xl5eqlWrlv7xj3/86ZMUAAAAgPLiVLjdsGGDq+sAAAAAysypObfJyck6ePBgofGDBw8qJSWlrDUBAAAATnEq3A4ePFhff/11ofFt27Zp8ODBZa0JAAAAcIpT4TYxMVGdOnUqNH799ddr165dZa0JAAAAcIpT4dZmsyk7O7vQeGZmpvLy8spcFAAAAOAMp8Jtly5dlJCQ4BBk8/LylJCQoBtuuMFlxQEAAACl4dTTEmbMmKEuXbqocePG6ty5syTpq6++UlZWltavX+/SAgEAAICScurKbbNmzbRnzx717dtXJ06cUHZ2tgYOHKgffvhBLVq0cHWNAAAAQIk4deVWksLDwzVt2jRX1gIAAACUiVNXbhctWqRly5YVGl+2bJmWLFlS5qIAAAAAZzgVbhMSElSzZs1C47Vr1+ZqLgAAADzGqXB7+PBhRUZGFhqvX7++Dh8+XOaiAAAAAGc4FW5r166tPXv2FBrfvXu3atSoUeaiAAAAAGc4FW779++v0aNHa8OGDcrLy1NeXp7Wr1+vRx99VP369XN1jQAAAECJOPW0hClTpiglJUU33nijvL1/20VeXp4GDRrEnFsAAAB4jFPh1sfHR++//76eeOIJpaSkyN/fXy1btlT9+vVdXR8AAABQYqUOtxkZGXrmmWf0/vvv68yZM5Kk4OBg9evXT1OnTlVQUJCrawQAAABKpFThNj09XTExMTp69KgGDBigpk2bSpL279+vxYsXa926dfr6668VHBxcLsUCAAAAl1OqcDt58mT5+PgoKSlJoaGhhZb16NFDkydP1ssvv+zSIgEAAICSKNXTElauXKlZs2YVCraSFBYWppkzZ2rFihUuKw4AAAAojVKF2+PHj6t58+bFLm/RooVSU1PLXBQAAADgjFKF25o1ayolJaXY5cnJyQoJCSlrTQAAAIBTShVue/bsqWeeeUYXLlwotCw3N1cTJkzQzTff7LLiAAAAgNIo9Q1l7dq1U3R0tEaOHKkmTZrIGKMDBw5o/vz5ys3N1dtvv11etQIAAACXVapwW69ePW3dulUPP/yw4uPjZYyRJNlsNt1000169dVXFRERUS6FAgAAAH+m1F/iEBkZqVWrVunMmTM6ePCgJKlRo0bMtQUAAIDHOfX1u9Jv30rWvn17V9YCAAAAlEmpbigDAAAAKjLCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsIwrKtxOnz5dNptNY8aMsY+dP39eI0eOVI0aNVStWjXFxcUpLS3Nc0UCAADAY66YcLt9+3b985//1DXXXOMw/thjj+nTTz/VsmXLtHHjRh07dkx33XWXh6oEAACAJ10R4fbs2bMaMGCAXn/9dQUHB9vHMzMz9cYbb+ill15S9+7d1bZtWy1atEhff/21vvnmGw9WDAAAAE+4IsLtyJEj1atXL8XGxjqM79ixQxcvXnQYb9Kkia666ipt3bq12P3l5uYqKyvL4QUAAIArn9PfUOYuS5cu1c6dO7V9+/ZCy1JTU+Xj46OgoCCH8dDQUKWmpha7z4SEBD3//POuLhUAAAAeVqGv3B45ckSPPvqo3nnnHfn5+blsv/Hx8crMzLS/jhw54rJ9AwAAwHMqdLjdsWOHTpw4oWuvvVbe3t7y9vbWxo0bNWfOHHl7eys0NFQXLlxQRkaGw3ZpaWkKCwsrdr++vr4KCAhweAEAAODKV6GnJdx4443au3evw9iQIUPUpEkTjRs3ThEREapcubLWrVunuLg4SdKPP/6ow4cPKyYmxhMlAwAAwIMqdLitXr26WrRo4TBWtWpV1ahRwz4+bNgwjR07ViEhIQoICNAjjzyimJgYXX/99Z4oGQAAAB5UocNtSbz88svy8vJSXFyccnNz1bNnT82fP9/TZQEAAMADbMYY4+kiPC0rK0uBgYHKzMx02/zb6Ymn3HIcAACA8jC+TU23Hq+kea1C31AGAAAAlAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWEaFDrcJCQm67rrrVL16ddWuXVt9+vTRjz/+6LDO+fPnNXLkSNWoUUPVqlVTXFyc0tLSPFQxAAAAPKlCh9uNGzdq5MiR+uabb7R27VpdvHhRPXr00Llz5+zrPPbYY/r000+1bNkybdy4UceOHdNdd93lwaoBAADgKTZjjPF0ESV18uRJ1a5dWxs3blSXLl2UmZmpWrVq6d1339Xdd98tSfrhhx/UtGlTbd26Vddff32J9puVlaXAwEBlZmYqICCgPD+C3fTEU245DgAAQHkY36amW49X0rxWoa/c/lFmZqYkKSQkRJK0Y8cOXbx4UbGxsfZ1mjRpoquuukpbt24tdj+5ubnKyspyeAEAAODKd8WE2/z8fI0ZM0adOnVSixYtJEmpqany8fFRUFCQw7qhoaFKTU0tdl8JCQkKDAy0vyIiIsqzdAAAALjJFRNuR44cqX379mnp0qVl3ld8fLwyMzPtryNHjrigQgAAAHiat6cLKIlRo0bps88+06ZNm1SvXj37eFhYmC5cuKCMjAyHq7dpaWkKCwsrdn++vr7y9fUtz5IBAADgARX6yq0xRqNGjdKKFSu0fv16RUZGOixv27atKleurHXr1tnHfvzxRx0+fFgxMTHuLhcAAAAeVqGv3I4cOVLvvvuuPv74Y1WvXt0+jzYwMFD+/v4KDAzUsGHDNHbsWIWEhCggIECPPPKIYmJiSvykBAAAAFhHhQ63r732miSpW7duDuOLFi3S4MGDJUkvv/yyvLy8FBcXp9zcXPXs2VPz5893c6UAAACoCCp0uC3JI3j9/Pw0b948zZs3zw0VAQAAoCKr0HNuAQAAgNIg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMuwTLidN2+eGjRoID8/P3Xo0EHffvutp0sCAACAm1ki3L7//vsaO3asJk2apJ07d6pVq1bq2bOnTpw44enSAAAA4EaWCLcvvfSSHnjgAQ0ZMkTNmjXTggULVKVKFb355pueLg0AAABu5O3pAsrqwoUL2rFjh+Lj4+1jXl5eio2N1datW4vcJjc3V7m5ufb3mZmZkqSsrKzyLfZ3zp/NdtuxAAAAXC0ry8fNx/stpxljLrveFR9uT506pby8PIWGhjqMh4aG6ocffihym4SEBD3//POFxiMiIsqlRgAAAKspnKTcIzs7W4GBgcUuv+LDrTPi4+M1duxY+/v8/Hylp6erRo0astls5X78rKwsRURE6MiRIwoICCj3410p6Evx6E3R6Evx6E3R6Evx6E3R6EvRPNEXY4yys7MVHh5+2fWu+HBbs2ZNVapUSWlpaQ7jaWlpCgsLK3IbX19f+fr6OowFBQWVV4nFCggI4AelCPSlePSmaPSlePSmaPSlePSmaPSlaO7uy+Wu2Ba44m8o8/HxUdu2bbVu3Tr7WH5+vtatW6eYmBgPVgYAAAB3u+Kv3ErS2LFjNWjQILVr107t27fX7Nmzde7cOQ0ZMsTTpQEAAMCNLBFu//a3v+nkyZOaOHGiUlNT1bp1a61evbrQTWYVha+vryZNmlRoasRfHX0pHr0pGn0pHr0pGn0pHr0pGn0pWkXui8382fMUAAAAgCvEFT/nFgAAAChAuAUAAIBlEG4BAABgGYRbAAAAWAbh1k3S09M1YMAABQQEKCgoSMOGDdPZs2dLtK0xRrfccotsNptWrlxZvoW6mTN9GTFihKKiouTv769atWqpd+/exX7V8pWqtH1JT0/XI488osaNG8vf319XXXWVRo8erczMTDdW7R7OnDMLFy5Ut27dFBAQIJvNpoyMDPcUW87mzZunBg0ayM/PTx06dNC333572fWXLVumJk2ayM/PTy1bttR///tfN1XqXqXpy/fff6+4uDg1aNBANptNs2fPdl+hblaavrz++uvq3LmzgoODFRwcrNjY2D89v65kpenNRx99pHbt2ikoKEhVq1ZV69at9fbbb7uxWvcp7d8xBZYuXSqbzaY+ffqUb4HFINy6yYABA/T9999r7dq1+uyzz7Rp0yYNHz68RNvOnj3bLV8L7AnO9KVt27ZatGiRDhw4oDVr1sgYox49eigvL89NVZe/0vbl2LFjOnbsmGbNmqV9+/Zp8eLFWr16tYYNG+bGqt3DmXMmJydHN998s55++mk3VVn+3n//fY0dO1aTJk3Szp071apVK/Xs2VMnTpwocv2vv/5a/fv317Bhw5SYmKg+ffqoT58+2rdvn5srL1+l7UtOTo4aNmyo6dOnF/utllZQ2r58+eWX6t+/vzZs2KCtW7cqIiJCPXr00NGjR91cefkrbW9CQkL0zDPPaOvWrdqzZ4+GDBmiIUOGaM2aNW6uvHyVti8FUlJS9MQTT6hz585uqrQIBuVu//79RpLZvn27fWzVqlXGZrOZo0ePXnbbxMREU7duXXP8+HEjyaxYsaKcq3WfsvTl93bv3m0kmUOHDpVHmW7nqr588MEHxsfHx1y8eLE8yvSIsvZmw4YNRpI5c+ZMOVbpHu3btzcjR460v8/LyzPh4eEmISGhyPX79u1revXq5TDWoUMHM2LEiHKt091K25ffq1+/vnn55ZfLsTrPKUtfjDHm0qVLpnr16mbJkiXlVaLHlLU3xhjTpk0b8+yzz5ZHeR7jTF8uXbpkOnbsaP71r3+ZQYMGmd69e7uh0sK4cusGW7duVVBQkNq1a2cfi42NlZeXl7Zt21bsdjk5Ofr73/+uefPmWfKKgrN9+b1z585p0aJFioyMVERERHmV6lau6IskZWZmKiAgQN7elviuFkmu682V7sKFC9qxY4diY2PtY15eXoqNjdXWrVuL3Gbr1q0O60tSz549i13/SuRMX/4KXNGXnJwcXbx4USEhIeVVpkeUtTfGGK1bt04//vijunTpUp6lupWzfZk8ebJq167t8d8aEm7dIDU1VbVr13YY8/b2VkhIiFJTU4vd7rHHHlPHjh3Vu3fv8i7RI5ztiyTNnz9f1apVU7Vq1bRq1SqtXbtWPj4+5Vmu25SlLwVOnTqlKVOmlHjqy5XCFb2xglOnTikvL6/QtzCGhoYW24fU1NRSrX8lcqYvfwWu6Mu4ceMUHh5e6H+QrnTO9iYzM1PVqlWTj4+PevXqpblz5+qmm24q73Ldxpm+bN68WW+88YZef/11d5R4WYTbMhg/frxsNttlX87e6PTJJ59o/fr1V+TNDeXZlwIDBgxQYmKiNm7cqKuvvlp9+/bV+fPnXfQJyoc7+iJJWVlZ6tWrl5o1a6bnnnuu7IW7gbt6A6D0pk+frqVLl2rFihXy8/PzdDkVQvXq1bVr1y5t375dL7zwgsaOHasvv/zS02V5THZ2tu677z69/vrrqlmzpqfLkXV+X+kBjz/+uAYPHnzZdRo2bKiwsLBCE7AvXbqk9PT0YqcbrF+/XklJSQoKCnIYj4uLU+fOnSv0D1F59qVAYGCgAgMDFR0dreuvv17BwcFasWKF+vfvX9byy407+pKdna2bb75Z1atX14oVK1S5cuWylu0W7uiNldSsWVOVKlVSWlqaw3haWlqxfQgLCyvV+lciZ/ryV1CWvsyaNUvTp0/XF198oWuuuaY8y/QIZ3vj5eWlRo0aSZJat26tAwcOKCEhQd26dSvPct2mtH1JSkpSSkqKbr/9dvtYfn6+pN9+u/bjjz8qKiqqfIv+HcJtGdSqVUu1atX60/ViYmKUkZGhHTt2qG3btpJ+C6/5+fnq0KFDkduMHz9e999/v8NYy5Yt9fLLLzucPBVRefalKMYYGWOUm5vrdM3uUN59ycrKUs+ePeXr66tPPvnkirrC4u5z5krn4+Ojtm3bat26dfZH7eTn52vdunUaNWpUkdvExMRo3bp1GjNmjH1s7dq1iomJcUPF7uFMX/4KnO3LzJkz9cILL2jNmjUO89ytxFXnTH5+foX/N6g0StuXJk2aaO/evQ5jzz77rLKzs/XKK6+4/54Yj9zG9hd08803mzZt2pht27aZzZs3m+joaNO/f3/78l9//dU0btzYbNu2rdh9yGJPSzCm9H1JSkoy06ZNM99995355ZdfzJYtW8ztt99uQkJCTFpamqc+hsuVti+ZmZmmQ4cOpmXLlubQoUPm+PHj9telS5c89THKhTM/S8ePHzeJiYnm9ddfN5LMpk2bTGJiojl9+rQnPoJLLF261Pj6+prFixeb/fv3m+HDh5ugoCCTmppqjDHmvvvuM+PHj7evv2XLFuPt7W1mzZplDhw4YCZNmmQqV65s9u7d66mPUC5K25fc3FyTmJhoEhMTTZ06dcwTTzxhEhMTzcGDBz31EcpFafsyffp04+PjY5YvX+7w90l2dranPkK5KW1vpk2bZj7//HOTlJRk9u/fb2bNmmW8vb3N66+/7qmPUC5K25c/8uTTEgi3bnL69GnTv39/U61aNRMQEGCGDBni8JdEcnKykWQ2bNhQ7D6sGG5L25ejR4+aW265xdSuXdtUrlzZ1KtXz/z97383P/zwg4c+QfkobV8KHnFV1Cs5OdkzH6KcOPOzNGnSpCJ7s2jRIvd/ABeaO3euueqqq4yPj49p3769+eabb+zLunbtagYNGuSw/gcffGCuvvpq4+PjY5o3b27+85//uLli9yhNXwrOlz++unbt6v7Cy1lp+lK/fv0i+zJp0iT3F+4GpenNM888Yxo1amT8/PxMcHCwiYmJMUuXLvVA1eWvtH/H/J4nw63NGGPcc40YAAAAKF88LQEAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYA/iJSUlJks9m0a9cuT5cCAOWGcAsAbjR48GDZbDZNnz7dYXzlypWy2WweqgoArINwCwBu5ufnpxkzZujMmTOeLsUlLly44OkSAMCOcAsAbhYbG6uwsDAlJCQUufy5555T69atHcZmz56tBg0a2N8PHjxYffr00bRp0xQaGqqgoCBNnjxZly5d0pNPPqmQkBDVq1dPixYtKrT/H374QR07dpSfn59atGihjRs3Oizft2+fbrnlFlWrVk2hoaG67777dOrUKfvybt26adSoURozZoxq1qypnj17Ot8MAHAxwi0AuFmlSpU0bdo0zZ07V7/++qvT+1m/fr2OHTumTZs26aWXXtKkSZN02223KTg4WNu2bdODDz6oESNGFDrGk08+qccff1yJiYmKiYnR7bffrtOnT0uSMjIy1L17d7Vp00bfffedVq9erbS0NPXt29dhH0uWLJGPj4+2bNmiBQsWOP0ZAMDVCLcA4AF33nmnWrdurUmTJjm9j5CQEM2ZM0eNGzfW0KFD1bhxY+Xk5Ojpp59WdHS04uPj5ePjo82bNztsN2rUKMXFxalp06Z67bXXFBgYqDfeeEOS9Oqrr6pNmzaaNm2amjRpojZt2ujNN9/Uhg0b9NNPP9n3ER0drZkzZ6px48Zq3Lix058BAFyNcAsAHjJjxgwtWbJEBw4ccGr75s2by8vr//9rPDQ0VC1btrS/r1SpkmrUqKETJ044bBcTE2P/b29vb7Vr185ew+7du7VhwwZVq1bN/mrSpIkkKSkpyb5d27ZtnaoZAMqbt6cLAIC/qi5duqhnz56Kj4/X4MGD7eNeXl4yxjise/HixULbV65c2eG9zWYrciw/P7/ENZ09e1a33367ZsyYUWhZnTp17P9dtWrVEu8TANyJcAsAHjR9+nS1bt3a4Vf7tWrVUmpqqowx9seDufLZtN988426dOkiSbp06ZJ27NihUaNGSZKuvfZaffjhh2rQoIG8vfknAsCVh2kJAOBBLVu21IABAzRnzhz7WLdu3XTy5EnNnDlTSUlJmjdvnlatWuWyY86bN08rVqzQDz/8oJEjR+rMmTMaOnSoJGnkyJFKT09X//79tX37diUlJWnNmjUaMmSI8vLyXFYDAJQXwi0AeNjkyZMdpg40bdpU8+fP17x589SqVSt9++23euKJJ1x2vOnTp2v69Olq1aqVNm/erE8++UQ1a9aUJIWHh2vLli3Ky8tTjx491LJlS40ZM0ZBQUEO83sBoKKymT9O7AIAAACuUPxvOAAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMv4fVvQCaHUDfkEAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 3000x500 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
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||
{
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||
"data": {
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||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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||
"text/plain": [
|
||
"<Figure size 3000x500 with 1 Axes>"
|
||
]
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||
},
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||
"metadata": {},
|
||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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H9fDDD6tVq1a64447lJ+fr8TERBlj1KJFiws+8cKd2rdvrxYtWujuu+9WlSpV9Omnn2rfvn26/fbb1bdvX0dd586dNWTIEMeHqvTp00c5OTlaunSp2rdvr5UrVzrtt1evXqpdu7Zmz56t3bt3q2nTptq3b59WrlypPn366MMPP7zkud57772aPHmyZs+ercqVKzvNr1Dv3r0VEBCg9u3bKyYmRnl5eUpMTNSPP/6oO+64wxHmi2O327Vw4UKXH3Bx9913a+zYsVq8eLGef/55+fn5afHixerUqZOGDRumd955R/Hx8crOztaePXu0Y8cOR+gNCwvT22+/rX79+qldu3a69dZb1aBBA508eVJbtmxR7dq1tWLFCklS9+7d9eSTT2rGjBmqW7euunfvrpiYGJ06dUoHDhzQl19+qaefflqNGjXSuXPndMMNN6h+/fpq06aNatWqpTNnzmjlypVKSUnRY489Jl9f38vuUaGWLVvq008/1V133aV+/fpp+vTp6tChg0JCQnT69Gl9/fXX+uGHH1S3bl3H93To0EEPP/ywXn75ZTVt2lR9+/aVMUb/+c9/9Ouvv2rMmDHq0KGDo77wbvl7772nNm3aqHv37jp+/LiWL1+u7t27X/KH1RTn5ptv1ocffqi+ffuqR48e8vPzU4sWLRyfdgjgPGX5vDsAV57C5zRf7Ktjx47GmN+ftzt//nzTpEkT4+fnZyIiIszQoUPN8ePHi31+bOFzmtevX1/kuIXPXU5OTi6yrbh9FdYfPHjQzJo1y9StW9f4+PiYmJgYM3XqVJOTk1NkP/n5+WbmzJnm2muvNT4+Pubaa681//jHP8yBAwcu+Jzmvn37mtDQUFO5cmVz3XXXmSVLllzwGbuuHDlyxFitViPJ9O/fv9iaV1991dx6660mJibG+Pn5merVq5t27dqZ1157zeTm5l50/6tWrXL6+7mYgQMHGklm8eLFjrGUlBTzyCOPOPoTEhJi4uLizAsvvFDk+3fs2GHuuusuEx4ebipVqmQiIyNNjx49zMqVK4vUJiYmml69epnQ0FBTqVIlExERYeLj482MGTPMkSNHjDHG5ObmmmeffdZ069bN1KxZ0/j4+Jjw8HDToUMH89577zl9IMvl9OiPTp06ZWbMmGHat29vgoODjbe3t6levbrp1KmTeemll5yeL11owYIF5rrrrjOVK1d2XBcLFiwodv9nz541Y8aMMeHh4cbX19c0b97cLF68+KLPab7Q319MTIyJiYlxGsvLyzMTJ040tWrVMt7e3sVexwB+ZzHmD/9GBQAAAMAJa5oBAAAAFwjNAAAAgAuEZgAAAMAFQjMAAADgAqEZAAAAcIHQDAAAALjAh5t4iN1u19GjR1WtWjVZLJayng4AAAD+wBijzMxMRUVFOT419EIIzR5y9OhRRUdHl/U0AAAA4MIvv/yimjVrXrSG0Owh1apVk/T7X0JAQIBHjmG323XixAmFhoa6/O0IJUNPPYO+uh899Qz66n701P3oqfvYbDZFR0c7ctvFEJo9pHBJRkBAgEdDc3Z2tgICAvihcRN66hn01f3oqWfQV/ejp+5HT92vJEtp6TQAAADgAqEZAAAAcIHQDAAAALhAaAYAAABcIDQDAAAALhCaAQAAABcIzQAAAIALhGYAAADABUIzAAAA4AKhGQAAAHChXIXmmTNn6rrrrlO1atUUFham3r17a9++fU412dnZGjVqlKpXr66qVauqb9++Sk1Ndao5cuSIevbsqcqVKyssLEwTJkxQfn6+U82GDRvUunVr+fr6qm7dulq0aFGR+cybN0+1a9eWn5+f4uLi9O2337r9nAEAAFD+lavQvHHjRo0aNUrffPONEhMTlZeXp27duikrK8tRM27cOH366adatmyZNm7cqKNHj+r22293bC8oKFDPnj2Vm5urzZs366233tKiRYs0ZcoUR01ycrJ69uypzp07a+fOnRo7dqweeOABrVq1ylGzdOlSjR8/Xk899ZS2b9+uFi1aKCEhQcePH/9zmgEAAIDyw5Rjx48fN5LMxo0bjTHGpKenm0qVKplly5Y5an766ScjySQlJRljjPn888+N1Wo1KSkpjprXXnvNBAQEmJycHGOMMRMnTjRNmjRxOtbdd99tEhISHK/btWtnRo0a5XhdUFBgoqKizMyZM0s094yMDCPJZGRkXOJZl1xBQYE5duyYKSgo8Ngxrjb01DPoq/vRU8+gr+5HT92PnrrPpeQ177KN7BeXkZEhSQoJCZEkbdu2TXl5eerataujpmHDhqpVq5aSkpLUvn17JSUlqVmzZgoPD3fUJCQk6KGHHtKePXvUqlUrJSUlOe2jsGbs2LGSpNzcXG3btk2TJ092bLdareratauSkpKKnWtOTo5ycnIcr202myTJbrfLbrdfRhcuzG63yxjjsf1fjeipZ9BX96OnnkFf3Y+eut+V2lO73a4ff/xRaWlpCg4OVuPGjWW1enZRxKX0sNyGZrvdrrFjx+qGG25Q06ZNJUkpKSny8fFRUFCQU214eLhSUlIcNecH5sLthdsuVmOz2XTu3DmlpaWpoKCg2Jq9e/cWO9+ZM2dq2rRpRcZPnDih7OzsEp71pbHb7crIyJAxxuMX1dWCnnoGfXU/euoZ9NX96Kn7XYk9/emnn/TZF6v0W+op5RfY5e1l1TXh1dWze4IaNWrkseNmZmaWuLbchuZRo0Zp9+7d+uqrr8p6KiUyefJkjR8/3vHaZrMpOjpaoaGhCggI8Mgx7Xa7LBaLQkNDr5gfmrJGTz2DvrofPfUM+up+9NT9rrSeJiUlacozs3UusLZi2yaoSo1wZZ1M1cZta7XlmdmaNe0JxcfHe+TYfn5+Ja4tl6F59OjRWrlypTZt2qSaNWs6xiMiIpSbm6v09HSnu82pqamKiIhw1PzxKReFT9c4v+aPT9xITU1VQECA/P395eXlJS8vr2JrCvfxR76+vvL19S0ybrVaPXpBWywWjx/jakNPPYO+uh899Qz66n701P2ulJ7a7Xa9+q9/62xAjFr8dYgsFoskKSAyRs16DtGulQv02utvKD4+3iPnein7LFedNsZo9OjRWr58udatW6fY2Fin7W3atFGlSpW0du1ax9i+fft05MgRx28g8fHx+uGHH5yecpGYmKiAgAA1btzYUXP+PgprCvfh4+OjNm3aONXY7XatXbvWY7/pAAAAXG327NmjfYd/U+x1XR2BuZDFYlFM2y7am/yr9uzZU0Yz/D/l6k7zqFGj9N577+njjz9WtWrVHGuQAwMD5e/vr8DAQA0dOlTjx49XSEiIAgIC9PDDDys+Pl7t27eXJHXr1k2NGzfWvffeq9mzZyslJUVPPPGERo0a5bgTPGLECL3yyiuaOHGi7r//fq1bt04ffPCBPvvsM8dcxo8fr8GDB6tt27Zq166d/vnPfyorK0tDhgz58xsDAABwBUpLS1NufoGq1Cj+X/KrVo9Qbn6B0tLS/uSZFVWuQvNrr70mSerUqZPT+MKFC3XfffdJkl588UVZrVb17dtXOTk5SkhI0Kuvvuqo9fLy0sqVK/XQQw8pPj5eVapU0eDBgzV9+nRHTWxsrD777DONGzdOc+fOVc2aNfXGG28oISHBUXP33XfrxIkTmjJlilJSUtSyZUt98cUXRd4cCAAAgNIJDg6Wj7eXsk6mKDAypsj2M6dS5OPtpeDg4DKYnTOLMcaU9SSuRDabTYGBgcrIyPDoGwGPHz+usLCwCr+mqbygp55BX92PnnoGfXU/eup+V1JP7Xa77r3vfu3L8lPzv97vtETDGKNdKxeoYdUcvb3wTY+c66XktYrdaQAAAFRYVqtVo0YMk1/6Ye1auUDpxw4rPzdb6cd+f+2Xflgjhz9YLn45KFfLMwAAAHB1uf766zV7xhTNm/+69v33deXmF8jH20sNY2tq5KNTdP3115f1FCURmgEAAFDGrr/+erVv31579uxxfCJgkyZNysUd5kKEZgAAAJQ5q9WqZs2alfU0Lqj8xHcAAACgnCI0AwAAAC4QmgEAAAAXCM0AAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAuEZgAAAMAFQjMAAADgAqEZAAAAcIHQDAAAALhAaAYAAABcIDQDAAAALhCaAQAAABcIzQAAAIALhGYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAuEZgAAAMAFQjMAAADgQrkKzZs2bVKvXr0UFRUli8WiFStWOG23WCzFfj333HOOmtq1axfZPmvWLKf97Nq1SzfddJP8/PwUHR2t2bNnF5nLsmXL1LBhQ/n5+alZs2b6/PPPPXLOAAAAKP/KVWjOyspSixYtNG/evGK3Hzt2zOlrwYIFslgs6tu3r1Pd9OnTneoefvhhxzabzaZu3bopJiZG27Zt03PPPaepU6fq9ddfd9Rs3rxZ/fv319ChQ7Vjxw717t1bvXv31u7duz1z4gAAACjXvMt6Aufr0aOHevToccHtERERTq8//vhjde7cWddee63TeLVq1YrUFlq8eLFyc3O1YMEC+fj4qEmTJtq5c6deeOEFDRs2TJI0d+5cde/eXRMmTJAkzZgxQ4mJiXrllVc0f/78yzlFAAAAVEDlKjRfitTUVH322Wd66623imybNWuWZsyYoVq1amnAgAEaN26cvL1/P9WkpCR16NBBPj4+jvqEhAQ9++yzSktLU3BwsJKSkjR+/HinfSYkJBRZLnK+nJwc5eTkOF7bbDZJkt1ul91uv5xTvSC73S5jjMf2fzWip55BX92PnnoGfXU/eup+9NR9LqWHFTY0v/XWW6pWrZpuv/12p/ExY8aodevWCgkJ0ebNmzV58mQdO3ZML7zwgiQpJSVFsbGxTt8THh7u2BYcHKyUlBTH2Pk1KSkpF5zPzJkzNW3atCLjJ06cUHZ2dqnO0RW73a6MjAwZY2S1lquVNhUWPfUM+up+9NQz6Kv70VP3o6fuk5mZWeLaChuaFyxYoIEDB8rPz89p/Pw7xM2bN5ePj4+GDx+umTNnytfX12PzmTx5stOxbTaboqOjFRoaqoCAAI8c0263y2KxKDQ0lB8aN6GnnkFf3Y+eegZ9dT966n701H3+mCMvpkKG5i+//FL79u3T0qVLXdbGxcUpPz9fhw8fVoMGDRQREaHU1FSnmsLXheugL1RzoXXSkuTr61tsKLdarR69oC0Wi8ePcbWhp55BX92PnnoGfXU/eup+9NQ9LqV/FbLTb775ptq0aaMWLVq4rN25c6esVqvCwsIkSfHx8dq0aZPy8vIcNYmJiWrQoIGCg4MdNWvXrnXaT2JiouLj4914FgAAAKgoylVoPnPmjHbu3KmdO3dKkpKTk7Vz504dOXLEUWOz2bRs2TI98MADRb4/KSlJ//znP/X999/r0KFDWrx4scaNG6d77rnHEYgHDBggHx8fDR06VHv27NHSpUs1d+5cp6UVjzzyiL744gvNmTNHe/fu1dSpU7V161aNHj3asw0AAABAuVSulmds3bpVnTt3drwuDLKDBw/WokWLJElLliyRMUb9+/cv8v2+vr5asmSJpk6dqpycHMXGxmrcuHFOgTgwMFCrV6/WqFGj1KZNG9WoUUNTpkxxPG5Okq6//nq99957euKJJ/S3v/1N9erV04oVK9S0aVMPnTkAAADKM4sxxpT1JK5ENptNgYGBysjI8OgbAY8fP66wsDDWNLkJPfUM+up+9NQz6Kv70VP3o6fucyl5jU4DAAAALhCaAQAAABcIzQAAAIALhGYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAuEZgAAAMAFQjMAAADgAqEZAAAAcIHQDAAAALhAaAYAAABcIDQDAAAALhCaAQAAABcIzQAAAIALhGYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAvlKjRv2rRJvXr1UlRUlCwWi1asWOG0/b777pPFYnH66t69u1PN6dOnNXDgQAUEBCgoKEhDhw7VmTNnnGp27dqlm266SX5+foqOjtbs2bOLzGXZsmVq2LCh/Pz81KxZM33++eduP18AAABUDOUqNGdlZalFixaaN2/eBWu6d++uY8eOOb7ef/99p+0DBw7Unj17lJiYqJUrV2rTpk0aNmyYY7vNZlO3bt0UExOjbdu26bnnntPUqVP1+uuvO2o2b96s/v37a+jQodqxY4d69+6t3r17a/fu3e4/aQAAAJR73mU9gfP16NFDPXr0uGiNr6+vIiIiit32008/6YsvvtB3332ntm3bSpJefvll/eUvf9Hzzz+vqKgoLV68WLm5uVqwYIF8fHzUpEkT7dy5Uy+88IIjXM+dO1fdu3fXhAkTJEkzZsxQYmKiXnnlFc2fP9+NZwwAAICKoFyF5pLYsGGDwsLCFBwcrJtvvllPP/20qlevLklKSkpSUFCQIzBLUteuXWW1WrVlyxb16dNHSUlJ6tChg3x8fBw1CQkJevbZZ5WWlqbg4GAlJSVp/PjxTsdNSEgoslzkfDk5OcrJyXG8ttlskiS73S673e6OUy/CbrfLGOOx/V+N6Kln0Ff3o6eeQV/dj566Hz11n0vpYYUKzd27d9ftt9+u2NhYHTx4UH/729/Uo0cPJSUlycvLSykpKQoLC3P6Hm9vb4WEhCglJUWSlJKSotjYWKea8PBwx7bg4GClpKQ4xs6vKdxHcWbOnKlp06YVGT9x4oSys7NLdb6u2O12ZWRkyBgjq7VcrbSpsOipZ9BX96OnnkFf3Y+euh89dZ/MzMwS11ao0NyvXz/Hn5s1a6bmzZurTp062rBhg7p06VKGM5MmT57sdHfaZrMpOjpaoaGhCggI8Mgx7Xa7LBaLQkND+aFxE3rqGfTV/eipZ9BX96On7kdP3cfPz6/EtRUqNP/Rtddeqxo1aujAgQPq0qWLIiIidPz4caea/Px8nT592rEOOiIiQqmpqU41ha9d1VxoLbX0+1prX1/fIuNWq9WjF7TFYvH4Ma429NQz6Kv70VPPoK/uR0/dj566x6X0r0J3+tdff9WpU6cUGRkpSYqPj1d6erq2bdvmqFm3bp3sdrvi4uIcNZs2bVJeXp6jJjExUQ0aNFBwcLCjZu3atU7HSkxMVHx8vKdPCQAAAOVQuQrNZ86c0c6dO7Vz505JUnJysnbu3KkjR47ozJkzmjBhgr755hsdPnxYa9eu1W233aa6desqISFBktSoUSN1795dDz74oL799lt9/fXXGj16tPr166eoqChJ0oABA+Tj46OhQ4dqz549Wrp0qebOneu0tOKRRx7RF198oTlz5mjv3r2aOnWqtm7dqtGjR//pPQEAAEDZK1eheevWrWrVqpVatWolSRo/frxatWqlKVOmyMvLS7t27dKtt96q+vXra+jQoWrTpo2+/PJLp2URixcvVsOGDdWlSxf95S9/0Y033uj0DObAwECtXr1aycnJatOmjR599FFNmTLF6VnO119/vd577z29/vrratGihT788EOtWLFCTZs2/fOaAQAAgHLDYowxZT2JK5HNZlNgYKAyMjI8+kbA48ePKywsjDVNbkJPPYO+uh899Qz66n701P3oqftcSl6j0wAAAIALhGYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAuEZgAAAMAFQjMAAADgAqEZAAAAcIHQDAAAALhAaAYAAABcIDQDAAAALhCaAQAAABcIzQAAAIALhGYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAuEZgAAAMCFchWaN23apF69eikqKkoWi0UrVqxwbMvLy9OkSZPUrFkzValSRVFRURo0aJCOHj3qtI/atWvLYrE4fc2aNcupZteuXbrpppvk5+en6OhozZ49u8hcli1bpoYNG8rPz0/NmjXT559/7pFzBgAAQPlXrkJzVlaWWrRooXnz5hXZdvbsWW3fvl1PPvmktm/fro8++kj79u3TrbfeWqR2+vTpOnbsmOPr4Ycfdmyz2Wzq1q2bYmJitG3bNj333HOaOnWqXn/9dUfN5s2b1b9/fw0dOlQ7duxQ79691bt3b+3evdszJw4AAIByzbusJ3C+Hj16qEePHsVuCwwMVGJiotPYK6+8onbt2unIkSOqVauWY7xatWqKiIgodj+LFy9Wbm6uFixYIB8fHzVp0kQ7d+7UCy+8oGHDhkmS5s6dq+7du2vChAmSpBkzZigxMVGvvPKK5s+f745TBQAAQAVSqtB85MgRhYaGyt/fv9jt586d04kTJ5yCrCdkZGTIYrEoKCjIaXzWrFmaMWOGatWqpQEDBmjcuHHy9v79VJOSktShQwf5+Pg46hMSEvTss88qLS1NwcHBSkpK0vjx4532mZCQ4LRc5I9ycnKUk5PjeG2z2SRJdrtddrv9Ms+0eHa7XcYYj+3/akRPPYO+uh899Qz66n701P3oqftcSg9LFZpjY2P1zjvvaMCAAcVu/+STTzRgwAAVFBSUZvclkp2drUmTJql///4KCAhwjI8ZM0atW7dWSEiINm/erMmTJ+vYsWN64YUXJEkpKSmKjY112ld4eLhjW3BwsFJSUhxj59ekpKRccD4zZ87UtGnTioyfOHFC2dnZpT7Pi7Hb7crIyJAxRlZruVppU2HRU8+gr+5HTz2DvrofPXU/euo+mZmZJa4tVWg2xlx0e15enkf/EvPy8nTXXXfJGKPXXnvNadv5d4ibN28uHx8fDR8+XDNnzpSvr6/H5jR58mSnY9tsNkVHRys0NNQp1LuT3W6XxWJRaGgoPzRuQk89g766Hz31DPrqfvTU/eip+/j5+ZW4tsSh2WazKT093fH61KlTOnLkSJG69PR0LVmyRJGRkSWexKUoDMw///yz1q1b5zKQxsXFKT8/X4cPH1aDBg0UERGh1NRUp5rC14XroC9Uc6F10pLk6+tbbCi3Wq0evaAtFovHj3G1oaeeQV/dj556Bn11P3rqfvTUPS6lfyWufPHFFxUbG6vY2FhZLBaNHTvW8fr8r1atWunzzz/XiBEjSjX5iykMzPv379eaNWtUvXp1l9+zc+dOWa1WhYWFSZLi4+O1adMm5eXlOWoSExPVoEEDBQcHO2rWrl3rtJ/ExETFx8e78WwAAABQUZT4TnO3bt1UtWpVGWM0ceJE9e/fX61bt3aqsVgsqlKlitq0aaO2bdte8mTOnDmjAwcOOF4nJydr586dCgkJUWRkpO644w5t375dK1euVEFBgWONcUhIiHx8fJSUlKQtW7aoc+fOqlatmpKSkjRu3Djdc889jkA8YMAATZs2TUOHDtWkSZO0e/duzZ07Vy+++KLjuI888og6duyoOXPmqGfPnlqyZIm2bt3q9Fg6AAAAXEVMKUydOtX88MMPpfnWi1q/fr2RVORr8ODBJjk5udhtksz69euNMcZs27bNxMXFmcDAQOPn52caNWpk/vGPf5js7Gyn43z//ffmxhtvNL6+vuaaa64xs2bNKjKXDz74wNSvX9/4+PiYJk2amM8+++ySziUjI8NIMhkZGaXuhysFBQXm2LFjpqCgwGPHuNrQU8+gr+5HTz2DvrofPXU/euo+l5LXLMa4eFcfSsVmsykwMFAZGRkefSPg8ePHFRYWxpomN6GnnkFf3Y+eegZ9dT966n701H0uJa+V+sNN0tLS9P777+vQoUNKS0sr8kQNi8WiN998s7S7BwAAAMqNUoXmVatW6Y477lBWVpYCAgIc64XPZ7FYLntyAAAAQHlQqtD86KOPKiIiQh999JGaNWvm7jkBAAAA5UqpFsIcOHBAY8aMITADAADgqlCq0FyvXr1L+thBAAAAoCIrVWh++umn9eqrr+rw4cNung4AAABQ/pRqTfPatWsVGhqqRo0a6ZZbblF0dLS8vLycaiwWi+bOneuWSQIAAABlqVSh+ZVXXnH8eeXKlcXWEJoBAABwpShVaLbb7e6eBwAAAFBu8TEyAAAAgAuEZgAAAMCFUi3PsFqtJfrEv4KCgtLsHgAAAChXShWap0yZUiQ0FxQU6PDhw1qxYoUaNGigv/71r26ZIAAAAFDWShWap06desFtx44dU/v27VW/fv3SzgkAAAAoV9y+pjkyMlIjRozQjBkz3L1rAAAAoEx45I2AVapUUXJysid2DQAAAPzp3B6ad+/erZdeeonlGQAAALhilGpNc2xsbLFPz0hPT1dGRoYqV66sFStWXO7cAAAAgHKhVKG5Y8eORUKzxWJRcHCw6tSpo379+ikkJMQtEwQAAADKWqlC86JFi9w8DQAAAKD8csua5nPnzuncuXPu2BUAAABQ7pQ6NB85ckRDhgxReHi4qlatqqpVqyo8PFz333+/fv75Z3fOEQAAAChTpVqesXfvXt14441KT0/XLbfcokaNGjnG3377bX366af66quv1KBBA7dOFgAAACgLpQrNjz/+uKxWq3bs2KFmzZo5bdu9e7e6dOmixx9/XMuXL3fLJAEAAICyVKrlGRs3btSYMWOKBGZJatq0qUaPHq0NGzZc7twAAACAcqFUoTkvL0/+/v4X3F65cmXl5eWVelIAAABAeVKq0NyqVSu98cYbysjIKLLNZrPpzTffVOvWrS97cgAAAEB5UKo1zdOmTVP37t3VsGFDDRkyxPGR2fv27dNbb72lU6dOad68eW6dKAAAAFBWShWab775Zn3++eeaMGGCZs2a5bStZcuWeuedd9S5c2e3TBAAAAAoa6UKzZLUtWtX7dixQykpKY7nMsfExCgiIsJtkwMAAADKg1KH5kIREREEZQAAAFzRSvxGwP3798vPz08TJ068aN2ECRPk7++v5OTky54cAAAAUB6UODS/9NJLioiI0DPPPHPRumeeeUYRERF66aWXLntyAAAAQHlQ4tC8evVq9evXT5UqVbponY+Pj/r166f//ve/lz05AAAAoDwocWg+cuSIGjRoUKLaevXqOd4cCAAAAFR0JQ7Nvr6+OnPmTIlqs7Ky5OPjU+pJAQAAAOVJiUNzw4YNtWbNmhLVrl27Vo0aNSr1pAAAAIDypMSh+e6779bKlSu1YsWKi9Z9/PHHWrlype6+++7LnRsAAABQLpQ4NI8cOVKtWrXSnXfeqYceekhff/21bDabjDGy2Wz6+uuv9dBDD+mOO+5QixYtNHLkSE/OGwAAAPjTlPjDTXx9fbVq1SoNHjxY//rXv/T6668XqTHGqHv37nr77bfl6+vr1okCAAAAZeWSPhGwevXqWrlypb799lt98skn+umnn2Sz2RQQEKCGDRuqV69eat++vafmCgAAAJSJUn2Mdrt27dSuXTt3zwUAAAAol0q8pvnPsGnTJvXq1UtRUVGyWCxF3nRojNGUKVMUGRkpf39/de3aVfv373eqOX36tAYOHKiAgAAFBQVp6NChRR6Vt2vXLt10003y8/NTdHS0Zs+eXWQuy5YtU8OGDeXn56dmzZrp888/d/v5AgAAoGIoV6E5KytLLVq00Lx584rdPnv2bL300kuaP3++tmzZoipVqighIUHZ2dmOmoEDB2rPnj1KTEzUypUrtWnTJg0bNsyx3WazqVu3boqJidG2bdv03HPPaerUqU5rtDdv3qz+/ftr6NCh2rFjh3r37q3evXtr9+7dnjt5AAAAlF+mnJJkli9f7nhtt9tNRESEee655xxj6enpxtfX17z//vvGGGN+/PFHI8l89913jpr//ve/xmKxmN9++80YY8yrr75qgoODTU5OjqNm0qRJpkGDBo7Xd911l+nZs6fTfOLi4szw4cNLPP+MjAwjyWRkZJT4ey5VQUGBOXbsmCkoKPDYMa429NQz6Kv70VPPoK/uR0/dj566z6XktVKtaS4LycnJSklJUdeuXR1jgYGBiouLU1JSkvr166ekpCQFBQWpbdu2jpquXbvKarVqy5Yt6tOnj5KSktShQwenTyxMSEjQs88+q7S0NAUHByspKUnjx493On5CQsJFn1Gdk5OjnJwcx2ubzSZJstvtstvtl3v6xbLb7TLGeGz/VyN66hn01f3oqWfQV/ejp+5HT93nUnpYYUJzSkqKJCk8PNxpPDw83LEtJSVFYWFhTtu9vb0VEhLiVBMbG1tkH4XbgoODlZKSctHjFGfmzJmaNm1akfETJ044LR9xJ7vdroyMDBljZLWWq5U2FRY99Qz66n701DPoq/vRU/ejp+6TmZlZ4lq3huZDhw4pJyfnqvwI7cmTJzvdnbbZbIqOjlZoaKgCAgI8cky73S6LxaLQ0FB+aNyEnnoGfXU/euoZ9NX96Kn70VP38fPzK3FtqULzSy+9pM2bN2vJkiWOsSFDhujtt9+WJLVq1Uqff/55kbu+lyMiIkKSlJqaqsjISMd4amqqWrZs6ag5fvy40/fl5+fr9OnTju+PiIhQamqqU03ha1c1hduL4+vrW+wHulitVo9e0BaLxePHuNrQU8+gr+5HTz2DvrofPXU/euoel9K/UnX6jTfecFq+sGrVKr311lsaNmyYXn75ZR06dKjYpQqXIzY2VhEREVq7dq1jzGazacuWLYqPj5ckxcfHKz09Xdu2bXPUrFu3Tna7XXFxcY6aTZs2KS8vz1GTmJioBg0aKDg42FFz/nEKawqPAwAAgKtLqe40//zzz05LMD744APFxsbqtddek/T72uB33nnnkvd75swZHThwwPE6OTlZO3fuVEhIiGrVqqWxY8fq6aefVr169RQbG6snn3xSUVFR6t27tySpUaNG6t69ux588EHNnz9feXl5Gj16tPr166eoqChJ0oABAzRt2jQNHTpUkyZN0u7duzV37ly9+OKLjuM+8sgj6tixo+bMmaOePXtqyZIl2rp1a7EfHQ4AAIArX6lCszHG6fXq1at12223OV7Xrl37om+au5CtW7eqc+fOjteFa4QHDx6sRYsWaeLEicrKytKwYcOUnp6uG2+8UV988YXTepTFixdr9OjR6tKli6xWq/r27auXXnrJsT0wMFCrV6/WqFGj1KZNG9WoUUNTpkxxepbz9ddfr/fee09PPPGE/va3v6levXpasWKFmjZtesnnBAAAgIqvVKG5fv36Wr58uUaMGKFVq1bp6NGj6tGjh2P7r7/+qqCgoEveb6dOnYoE8vNZLBZNnz5d06dPv2BNSEiI3nvvvYsep3nz5vryyy8vWnPnnXfqzjvvvPiEAQAAcFUoVWh+7LHHNGDAAAUHBysrK0uNGjVSQkKCY/u6descb84DAAAAKrpSheZ+/fqpevXq+vzzzxUUFKSRI0fK2/v3XZ0+fVohISG699573TpRAAAAoKyU+jnNt9xyi2655ZYi4yEhIfroo48ua1IAAABAeeK2Dzc5e/aslixZopycHP3lL39RTEyMu3YNAAAAlKlSheahQ4dqy5Yt2r17tyQpNzdX7du3d7wODAzUunXr1KpVK/fNFAAAACgjpfpwk/Xr1+v22293vH7vvfe0e/duLV68WLt371ZERITbP9wEAAAAKCulCs0pKSmqXbu24/WKFSvUtm1b9e/fX40bN9aDDz6oLVu2uGuOAAAAQJkqVWiuUqWK0tPTJUn5+fnasGGD0yPnqlWrpoyMDLdMEAAAAChrpVrT3Lp1a/373/9W586d9cknnygzM1O9evVybD948KDCw8PdNkkAAACgLJUqND/zzDNKSEhQ27ZtZYzRHXfcoXbt2jm2L1++XDfccIPbJgkAAACUpVKF5rZt22rv3r3avHmzgoKC1LFjR8e29PR0jRw50mkMAAAAqMhK/Zzm0NBQ3XbbbUXGg4KC9Mgjj1zWpAAAAIDypFRvBJSkgoICLVmyRMOHD1efPn30ww8/SJIyMjL00UcfKTU11W2TBAAAAMpSqUJzenq6brjhBg0YMEDvv/++PvnkE504cUKSVLVqVY0ZM0Zz585160QBAACAslKq0Pz4449rz549WrVqlQ4dOiRjjGObl5eX7rjjDn3++edumyQAAABQlkoVmlesWKGHH35Yt9xyiywWS5Ht9evX1+HDhy93bgAAAEC5UKrQnJGRodjY2Atuz8vLU35+fqknBQAAAJQnpQrNderU0fbt2y+4ffXq1WrcuHGpJwUAAACUJ6UKzQ888IAWLFigpUuXOtYzWywW5eTk6O9//7u++OILDR8+3K0TBQAAAMpKqZ7T/Mgjj2jPnj3q37+/goKCJEkDBgzQqVOnlJ+fr+HDh2vo0KHunCcAAABQZkoVmi0Wi/79739r8ODB+vDDD7V//37Z7XbVqVNHd911lzp06ODueQIAAABlptSfCChJN954o2688UZ3zQUAAAAol0q1pjk5OVmffvrpBbd/+umnPHIOAAAAV4xS3Wl+7LHHZLPZ1KtXr2K3z5s3T0FBQVqyZMllTQ4AAAAoD0p1pzkpKUm33HLLBbd36dJFX375ZaknBQAAAJQnpQrNaWlpqlat2gW3V61aVadOnSr1pAAAAIDypFShuVatWvr6668vuP3LL79UzZo1Sz0pAAAAoDwpVWju37+/3n//fb300kuy2+2O8YKCAs2dO1dLly7VgAED3DZJAAAAoCyV6o2AkydP1ldffaWxY8fqmWeeUYMGDSRJ+/bt04kTJ9SpUyf9/e9/d+tEAQAAgLJSqjvNvr6+Wr16td588021a9dOJ0+e1MmTJ9WuXTstWLBAa9aska+vr7vnCgAAAJSJUn+4idVq1ZAhQzRkyBB3zgcAAAAod0p1p/n06dPatWvXBbf/8MMPSktLK/WkAAAAgPKkVKF53LhxGjZs2AW3Dx8+XI899lipJwUAAACUJ6UKzevWrdOtt956we29evXSmjVrSj0pAAAAoDwpVWg+ceKEatSoccHt1atX1/Hjx0s9KQAAAKA8KVVojoyM1I4dOy64fdu2bQoNDS31pAAAAIDypFShuXfv3nrzzTf1ySefFNn28ccfa+HCherTp89lTw4AAAAoD0r1yLmpU6dqzZo16tOnj1q0aKGmTZtKknbv3q3vv/9ejRo10rRp09w6UQAAAKCslOpOc2BgoL755hs98cQTysvL04cffqgPP/xQeXl5evLJJ7VlyxYFBQW5eaoAAABA2Sj1h5tUqVJF06ZNu+Ad5bS0NAUHB5d6YgAAAEB5Uao7zReSk5OjZcuWqXfv3oqMjHTnrgEAAIAyU+o7zYWMMVq7dq0WL16s5cuXy2azKTQ0VAMGDHDH/AAAAIAyV+o7zdu2bdP48eN1zTXXqFu3bnr77bfVs2dPff3110pJSdGCBQvcOU+H2rVry2KxFPkaNWqUJKlTp05Fto0YMcJpH0eOHFHPnj1VuXJlhYWFacKECcrPz3eq2bBhg1q3bi1fX1/VrVtXixYt8sj5AAAAoPy7pDvNhw4d0uLFi7V48WLt379f11xzjQYOHKh27drp7rvvVt++fRUfH++puUqSvvvuOxUUFDhe7969W7fccovuvPNOx9iDDz6o6dOnO15XrlzZ8eeCggL17NlTERER2rx5s44dO6ZBgwapUqVK+sc//iFJSk5OVs+ePTVixAgtXrxYa9eu1QMPPKDIyEglJCR49PwAAABQ/pQ4NMfHx+vbb79VjRo1dMcdd+iNN97QjTfeKEk6ePCgxyb4R3/80JRZs2apTp066tixo2OscuXKioiIKPb7V69erR9//FFr1qxReHi4WrZsqRkzZmjSpEmaOnWqfHx8NH/+fMXGxmrOnDmSpEaNGumrr77Siy++SGgGAAC4CpU4NG/ZskWxsbF64YUX1LNnT3l7X/Zy6MuWm5urd999V+PHj5fFYnGML168WO+++64iIiLUq1cvPfnkk467zUlJSWrWrJnCw8Md9QkJCXrooYe0Z88etWrVSklJSeratavTsRISEjR27NgLziUnJ0c5OTmO1zabTZJkt9tlt9vdcbpF2O12GWM8tv+rET31DPrqfvTUM+ir+9FT96On7nMpPSxx8n3llVf03nvvqU+fPgoJCVHfvn3Vr18/derUqTRzdIsVK1YoPT1d9913n2NswIABiomJUVRUlHbt2qVJkyZp3759+uijjyRJKSkpToFZkuN1SkrKRWtsNpvOnTsnf3//InOZOXNmsY/fO3HihLKzsy/rPC/EbrcrIyNDxhhZrW59EMpVi556Bn11P3rqGfTV/eip+9FT98nMzCxxbYlD88iRIzVy5EglJydr8eLFeu+99/Tvf/9bERER6ty5s+NNd3+mN998Uz169FBUVJRjbNiwYY4/N2vWTJGRkerSpYsOHjyoOnXqeGwukydP1vjx4x2vbTaboqOjFRoaqoCAAI8c0263y2KxKDQ0lB8aN6GnnkFf3Y+eegZ9dT966n701H38/PxKXHvJayxiY2P1xBNP6IknntC2bdu0ePFiLV26VMYYjRw5Uv/973916623qmvXrpc0kUv1888/a82aNY47yBcSFxcnSTpw4IDq1KmjiIgIffvtt041qampkuRYBx0REeEYO78mICCg2LvMkuTr6ytfX98i41ar1aMXtMVi8fgxrjb01DPoq/vRU8+gr+5HT92PnrrHpfTvsjrdpk0bvfDCC/rll1+0evVqJSQkaOnSpbr11ltVo0aNy9m1SwsXLlRYWJh69ux50bqdO3dKkuPDVuLj4/XDDz/o+PHjjprExEQFBASocePGjpq1a9c67ScxMdHjTwYBAABA+eSWX0+sVqu6du2qRYsWKTU1Ve+//766dOnijl0Xy263a+HChRo8eLDTGxIPHjyoGTNmaNu2bTp8+LA++eQTDRo0SB06dFDz5s0lSd26dVPjxo1177336vvvv9eqVav0xBNPaNSoUY47xSNGjNChQ4c0ceJE7d27V6+++qo++OADjRs3zmPnBAAAgPLL7ff0/fz8dPfdd+vjjz92964d1qxZoyNHjuj+++93Gvfx8dGaNWvUrVs3NWzYUI8++qj69u2rTz/91FHj5eWllStXysvLS/Hx8brnnns0aNAgp+c6x8bG6rPPPlNiYqJatGihOXPm6I033uBxcwAAAFepsn9uXCl069ZNxpgi49HR0dq4caPL74+JidHnn39+0ZpOnTppx44dpZ4jAAAArhysHgcAAABcIDQDAAAALhCaAQAAABcIzQAAAIALhGYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAuEZgAAAMAFQjMAAADgAqEZAAAAcIHQDAAAALhAaAYAAABcIDQDAAAALhCaAQAAABcIzQAAAIALhGYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFypUaJ46daosFovTV8OGDR3bs7OzNWrUKFWvXl1Vq1ZV3759lZqa6rSPI0eOqGfPnqpcubLCwsI0YcIE5efnO9Vs2LBBrVu3lq+vr+rWratFixb9GacHAACAcqpChWZJatKkiY4dO+b4+uqrrxzbxo0bp08//VTLli3Txo0bdfToUd1+++2O7QUFBerZs6dyc3O1efNmvfXWW1q0aJGmTJniqElOTlbPnj3VuXNn7dy5U2PHjtUDDzygVatW/annCQAAgPLDu6wncKm8vb0VERFRZDwjI0Nvvvmm3nvvPd18882SpIULF6pRo0b65ptv1L59e61evVo//vij1qxZo/DwcLVs2VIzZszQpEmTNHXqVPn4+Gj+/PmKjY3VnDlzJEmNGjXSV199pRdffFEJCQkXnFdOTo5ycnIcr202myTJbrfLbre7swUOdrtdxhiP7f9qRE89g766Hz31DPrqfvTU/eip+1xKDytcaN6/f7+ioqLk5+en+Ph4zZw5U7Vq1dK2bduUl5enrl27OmobNmyoWrVqKSkpSe3bt1dSUpKaNWum8PBwR01CQoIeeugh7dmzR61atVJSUpLTPgprxo4de9F5zZw5U9OmTSsyfuLECWVnZ1/eSV+A3W5XRkaGjDGyWivcPxqUS/TUM+ir+9FTz6Cv7kdP3Y+euk9mZmaJaytUaI6Li9OiRYvUoEEDHTt2TNOmTdNNN92k3bt3KyUlRT4+PgoKCnL6nvDwcKWkpEiSUlJSnAJz4fbCbRersdlsOnfunPz9/Yud2+TJkzV+/HjHa5vNpujoaIWGhiogIOCyzvtC7Ha7LBaLQkND+aFxE3rqGfTV/eipZ9BX96On7kdP3cfPz6/EtRUqNPfo0cPx5+bNmysuLk4xMTH64IMPLhhm/yy+vr7y9fUtMm61Wj16QVssFo8f42pDTz2DvrofPfUM+up+9NT96Kl7XEr/KnSng4KCVL9+fR04cEARERHKzc1Venq6U01qaqpjDXRERESRp2kUvnZVExAQUObBHAAAAGWjQofmM2fO6ODBg4qMjFSbNm1UqVIlrV271rF93759OnLkiOLj4yVJ8fHx+uGHH3T8+HFHTWJiogICAtS4cWNHzfn7KKwp3AcAAACuPhUqND/22GPauHGjDh8+rM2bN6tPnz7y8vJS//79FRgYqKFDh2r8+PFav369tm3bpiFDhig+Pl7t27eXJHXr1k2NGzfWvffeq++//16rVq3SE088oVGjRjmWVowYMUKHDh3SxIkTtXfvXr366qv64IMPNG7cuLI8dQAAAJShCrWm+ddff1X//v116tQphYaG6sYbb9Q333yj0NBQSdKLL74oq9Wqvn37KicnRwkJCXr11Vcd3+/l5aWVK1fqoYceUnx8vKpUqaLBgwdr+vTpjprY2Fh99tlnGjdunObOnauaNWvqjTfeuOjj5gAAAHBlsxhjTFlP4kpks9kUGBiojIwMjz494/jx4woLC+ONAG5CTz2DvrofPfUM+up+9NT96Kn7XEpeo9MAAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAuEZgAAAMAFQjMAAADgAqEZAAAAcIHQDAAAALhAaAYAAABcIDQDAAAALhCaAQAAABcIzQAAAIALhGYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4RmAAAAwAVCMwAAAOACoRkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAuEZgAAAMAFQjMAAADgAqEZAAAAcIHQDAAAALhAaAYAAABcIDQDAAAALhCaAQAAABcIzQAAAIALhGYAAADAhQoVmmfOnKnrrrtO1apVU1hYmHr37q19+/Y51XTq1EkWi8Xpa8SIEU41R44cUc+ePVW5cmWFhYVpwoQJys/Pd6rZsGGDWrduLV9fX9WtW1eLFi3y9OkBAACgnKpQoXnjxo0aNWqUvvnmGyUmJiovL0/dunVTVlaWU92DDz6oY8eOOb5mz57t2FZQUKCePXsqNzdXmzdv1ltvvaVFixZpypQpjprk5GT17NlTnTt31s6dOzV27Fg98MADWrVq1Z92rgAAACg/vMt6Apfiiy++cHq9aNEihYWFadu2berQoYNjvHLlyoqIiCh2H6tXr9aPP/6oNWvWKDw8XC1bttSMGTM0adIkTZ06VT4+Ppo/f75iY2M1Z84cSVKjRo301Vdf6cUXX1RCQoLnThAAAADlUoUKzX+UkZEhSQoJCXEaX7x4sd59911FRESoV69eevLJJ1W5cmVJUlJSkpo1a6bw8HBHfUJCgh566CHt2bNHrVq1UlJSkrp27eq0z4SEBI0dO/aCc8nJyVFOTo7jtc1mkyTZ7XbZ7fbLOs8LsdvtMsZ4bP9XI3rqGfTV/eipZ9BX96On7kdP3edSelhhQ7PdbtfYsWN1ww03qGnTpo7xAQMGKCYmRlFRUdq1a5cmTZqkffv26aOPPpIkpaSkOAVmSY7XKSkpF62x2Ww6d+6c/P39i8xn5syZmjZtWpHxEydOKDs7+/JO9gLsdrsyMjJkjJHVWqFW2riF3W7XkSNHdObMGVWtWlW1atW67D5c7T31FPrqfvTUM+ir+9FT96On7pOZmVni2gobmkeNGqXdu3frq6++chofNmyY48/NmjVTZGSkunTpooMHD6pOnToem8/kyZM1fvx4x2ubzabo6GiFhoYqICDAI8e02+2yWCwKDQ296n5okpKS9Nrrb2jf4d+Ul1+gSt5ealD7Gj007AHFx8eXer9Xc089ib66Hz31DPrqfvTU/eip+/j5+ZW4tkKG5tGjR2vlypXatGmTatasedHauLg4SdKBAwdUp04dRURE6Ntvv3WqSU1NlSTHOuiIiAjH2Pk1AQEBxd5lliRfX1/5+voWGbdarR69oC0Wi8ePUd5s3rxZk6bM0LnA2ortPkxVakQo62SK9m5do0lTZmj2jCm6/vrrS73/q7Gnfwb66n701DPoq/vRU/ejp+5xKf2rUJ02xmj06NFavny51q1bp9jYWJffs3PnTklSZGSkJCk+Pl4//PCDjh8/7qhJTExUQECAGjdu7KhZu3at034SExMv6w4m3MNut2ve/Nd1LrC2WvS6X4GRMfKu5KvAyBg1/+v9yg6qrVf/9W/WeQEAALeqUKF51KhRevfdd/Xee++pWrVqSklJUUpKis6dOydJOnjwoGbMmKFt27bp8OHD+uSTTzRo0CB16NBBzZs3lyR169ZNjRs31r333qvvv/9eq1at0hNPPKFRo0Y57hSPGDFChw4d0sSJE7V37169+uqr+uCDDzRu3LgyO3f8bs+ePdp3+DfFXtdVFovFaZvFYlFM2y7am/yr9uzZU0YzBAAAV6IKFZpfe+01ZWRkqFOnToqMjHR8LV26VJLk4+OjNWvWqFu3bmrYsKEeffRR9e3bV59++qljH15eXlq5cqW8vLwUHx+ve+65R4MGDdL06dMdNbGxsfrss8+UmJioFi1aaM6cOXrjjTd43Fw5kJaWptz8AlWpUfwjBatWj1BufoHS0tL+5JkBAIArWYVa02yMuej26Ohobdy40eV+YmJi9Pnnn1+0plOnTtqxY8clzQ+eFxwcLB9vL2WdTFFgZEyR7WdOpcjH20vBwcFlMDsAAHClqlB3moEmTZqoQe1rdHjrmiK/RBlj9PPWtWoYW1NNmjQpoxkCAIArEaEZFYrVatWoEcPkl35Yu1YuUPqxw8rPzVb6sd9f+6Uf1sjhD/JuYgAA4FYVankGIEnXX3+9Zs+YonnzX9e+/76u3PwC+Xh7qWFsTY189PIeNwcAAFAcQjMqpOuvv17t27fXnj17lJaWpuDgYDVp0oQ7zAAAwCMIzaiwrFarmjVrVtbTAAAAVwFuywEAAAAuEJoBAAAAF1iegT+F3W5n/TEAAKiwCM3wuM2bN//+pIvDvzmedNGg9jUaNWIYT7oAAAAVArf64FGbN2/WxCena+8ZP9XuMVythkxX7R7DtS/LTxOfnK7NmzeX9RQBAABcIjTDY+x2u+bNf13nAmurRa/7FRgZI+9KvgqMjFHzv96v7KDaevVf/5bdbi/rqQIAAFwUoRkes2fPHu07/Jtir+sqi8XitM1isSimbRftTf5Ve/bsKaMZAgAAlAyhGR5z6tQpZWadVY7VR7ZMm4yM0/aq1SOUm1+gtLS0MpohAABAyfBGQLjN+U/I+Pnnn/X+0mU6evSozm3dIt/gCFWt7KfaMTEKCQ6WJJ05lSIfby8F///XAAAA5RWhGW6xefNmvfLav/T9j/9TWtopZWTYVK3udaoaWlP5p35RUP12OpNxUj/t+58aNaiv4KAg/bx1rRrG1lSTJk3KevoAAAAXRWjGZdu8ebNGjBmn306dkXz8dS7byO5TTWcz01W5xjXKT/mfTn3zkYKadFC2vLR3xzeqcuao/DIOa+SjU3heMwAAKPcIzbgsdrtdU6c/rcMpaarWIF5V67VTVtZZWXz8dPbAt8r8ZY9CajeWb85pnVj3pvLz8pRnO6mO7VrqbzOm8JxmAABQIRCaccnOX7ucmpqqbbt2q0q9mxTRcaByztqk7F/lF3atfMOv1emv3lfG0WTdMnyK7GdO61zGSR1KfEePjXuEwAwAACoMQjMuyR8/3S8z7ZTOZOepVv12slgssnp5y2KR7Pk5svr4qVqjm3TiyG6lHT2k2CZtle7trYDAQFWvXr2sTwUAAKDEWEyKEivu0/1Cr/uL5FtVZ7OzlZNlUyW/yvKu5KO8zFOSkbyq1ZAsFtlzs2WM4c1/AACgQiI0o0Qu9Ol+UfWayce/qvLPndWZ06mSpKoh4TI5Wco5/ZuyU5NltRh5qUC7Vi6QX/phjRz+IG/+AwAAFQrJBSVyoU/3C7mmjoJqhCnn193KzsrUOVuaKlWuqqohYSo4k6bM77+Q9cwJpW//Qg2r5mg2b/4DAAAVEGuaUSJpaWnKzS9QlRoRTuMWq1UtbrlL3/zndWXtzpTXuVbKDgxVQVa6zC8/KEppemTq33XTTTepSZMm3GEGAAAVEqEZxTr/CRnBwcEKDAyUj7eXsk6mKDAyxqk2vF5zNe3USz988rr8TJpk9VblSl5q0aiuRo2YxJ1lAABQ4RGaUcT5n+6XnZMjP19fNW9UT9Wr+Orw1jVq/tf7nZZoGGN05sSv6t71Zk18dJwyMjIUHBzMnWUAAHDFIDTDyfmf7mfxqSx5+SrjTL5Wf71NQb5GVQPStGvlAsW07aKq1SN05lSKft66Vn7phzXq0Slq0aJFWZ8CAACA2xGaIen35Rg//PCDHhk3Tod+O6HAxjcpuGlH+QSGKzcjVWm7N+rEviTVCDKqU/mc/vff15WbXyAfby81jK2pkY/yBj8AAHDlIjTDsRxjy849OpJ8SP51rlOla6+TxT9Q1ko+8qsRrYiOA1WQn6eD+7/W/Nfmydvb27HemWUYAADgSkdovorZ7XYtXrxY02bNUWbVmlJEC3ll5Khy0y7Ks1uUduywgiNry7dKgCwWi0Ka36wj+zZr586dGjJkSFlPHwAA4E/D7cGr1ObNmzVw0H16aMw4Hc32kolsLktAhKyVfOUbfq28A8Nl9/JVxvFfZWQkSV6VA2Xx4vcsAABw9SEBXWUK7y5PnfEPpWacVY7FR975eTqze40sVqsKzp1Rvu24fGrEyKtqsPJO/aq8c2dVyb+KbL/uk5+3Va1bty7r0wAAAPhTEZqvIps3b9bLr87XJ/9drdx8u/xqNVdgTHNVrnOd7Gdtytr7pXJPbVTGt8tVPWG0vHyrKM8Yncs8rbMZJ5X1vyS1aVJfzZo1K+tTAQAA+FMRmq8Smzdv1uBho5Rqra6CqmGqHFlfVZrdIntWmuz5efIOjlDg9f1kz89R1k9fKX3zElWuc51MXo7O/vKTTOr/dI0lXU898Rxv+gMAAFcdQvMV7syZMxowYIDWrFmnPP8QVb2+qyx71qtq067yCgxTXk6W7NmZKqjkK2+/qqratItyftsrc/Kw0g5tlcnLVnRUuOJaNuXT/QAAwFWL0HwFa9eunbZ+v1tW/wBZKofI5OcqY/WrsvpXk3dQmCzeleRVNUT5thOS/bgsFou8qlaXxeolb/+qKkg/qsZ1auqN1+erWbNm3GEGAABXLULzFSg3N1d16tTR0bQsVWncSZUbdVCl4EjlpR3T2Z826dyBLUrb8JZCug6TV5VgGXuB8tOOyeSdU77tlAoyT8qel6k60RGa++IcPuUPAABc9bh1eIWZOHGi/AOC9WvKCfnXbqUqzW5RpdAYeVUOlF/NxgrsNET+deOU9dMm5edly+LlJatvFcliUUFejrKTt8lXefrLzTdq/ksvshwDAABA3Gm+okycOFHPPf+C5OUtrypB8q3dQib3rPKO7Ve+bxX5RtSVl4+/KjfuqHPJ23Xq42cV3GmITEGe8jNSpdT/Kdx+Uk/983kNHDiQ5RgAAAD/H6H5CrBgwQI9+OCDv7+weMnrmibyVoGq1L9exl6ggsyTKjiTppyUA/KNaqBKNWrL4u2jnKN7deqzF2TycmS15+n2nt00+qEp3F0GAAD4A0JzBXfrrbdq26498goMl8XbRyY/V/ZjPylHFuXbTsqnRvTvyy8kFWSekr0gT/npR2Xyc2Xy82Vys+WVl6UJY0dr6tSp3F0GAAAoBqG5AqtUqZLaXt9BVZvcLP+mN8snJFq5p39R1g9rdW5/klI/eFLXjFggq9Uqr2o1VJCVrryTvyhr9zrZszNl9fLSNSFV9PhjT2j48OFlfToAAADlFqG5gnrjjTekSn7yvaaRgmt1l7H8fofYN6KefMLrSjLK2rNepza+o8BmnWWtWl35Z04qZ/c6ZR/ZJau9QIvfWaC+ffvK25vLAAAA4GL4t3gX5s2bp9q1a8vPz09xcXH69ttvy3pKkqQHH3zw9ydixLSQxWJx2maxWFSlaRdZ/QN0bs8apW1YqJMr/qGMr95X1v+SpLxzmvfyXN19990EZgAAgBIgNF/E0qVLNX78eD311FPavn27WrRooYSEBB0/fryspyZJsnj7yLtajSKhWZIqhUTL4u0jq7evAm+6R1YffxVkpSkstIbm/XMOyzEAAAAuAaH5Il544QU9+OCDGjJkiBo3bqz58+ercuXKWrBgQVlPTZJk8nOVn3lSkooE57zTv8jk58riW1lZ369SztF98vO26refDxGYAQAALhH/Nn8Bubm52rZtmyZPnuwYs1qt6tq1q5KSkorU5+TkKCcnx/HaZrNJkux2u+x2u9vnV6lSJSnnjHKO7JKiI2S1ekkWyRgjY4zO7Vkn5ZyRPTdXZ3/coGp+lXTaluWYE4pnt9tljKFHbkZf3Y+eegZ9dT966n701H0upYeE5gs4efKkCgoKFB4e7jQeHh6uvXv3FqmfOXOmpk2bVmT8xIkTys7Odvv8vv/+e913332K9s2Wflkt31rN5FW1hgrOnFT2kV2KqJwle7PGCggI0CuvvKKgoKBys6ykPLPb7crIyJAxhsfvuRF9dT966hn01f3oqfvRU/fJzMwscS2h2U0mT56s8ePHO17bbDZFR0crNDRUAQEBbj9eWFjY/w/vFu3Y/aPkW/X/ntN8ziaTm6PKlf2UkZHh9mNfyex2uywWi0JDQ/kPkRvRV/ejp55BX92PnrofPXUfPz+/EtcSmi+gRo0a8vLyUmpqqtN4amqqIiIiitT7+vrK19e3yLjVavXYBZ2WlqaOHTuqIPuc7DnZkrFLFqtUUKDKlf0u6bcn/B+LxeLRv7erFX11P3rqGfTV/eip+9FT97iU/tHpC/Dx8VGbNm20du1ax5jdbtfatWsVHx9fhjNztmzZMv366xGF1wiRj7eXwmuE6Nix35SVlVXWUwMAALhicKf5IsaPH6/Bgwerbdu2ateunf75z38qKytLQ4YMKeupOQkPD1dKSkpZTwMAAOCKRWi+iLvvvlsnTpzQlClTlJKSopYtW+qLL74o8uZAAAAAXNkIzS6MHj1ao0ePLutpAAAAoAyxphkAAABwgdAMAAAAuEBoBgAAAFwgNAMAAAAuEJoBAAAAFwjNAAAAgAuEZgAAAMAFQjMAAADgAqEZAAAAcIHQDAAAALhAaAYAAABc8C7rCVypjDGSJJvN5rFj2O12ZWZmys/PT1Yrv/+4Az31DPrqfvTUM+ir+9FT96On7lOY0wpz28UQmj0kMzNTkhQdHV3GMwEAAMDFZGZmKjAw8KI1FlOSaI1LZrfbdfToUVWrVk0Wi8Ujx7DZbIqOjtYvv/yigIAAjxzjakNPPYO+uh899Qz66n701P3oqfsYY5SZmamoqCiXd+250+whVqtVNWvW/FOOFRAQwA+Nm9FTz6Cv7kdPPYO+uh89dT966h6u7jAXYiEMAAAA4AKhGQAAAHCB0FyB+fr66qmnnpKvr29ZT+WKQU89g766Hz31DPrqfvTU/ehp2eCNgAAAAIAL3GkGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4TmCmrevHmqXbu2/Pz8FBcXp2+//basp1ShzJw5U9ddd52qVaumsLAw9e7dW/v27XOq6dSpkywWi9PXiBEjymjG5d/UqVOL9Kthw4aO7dnZ2Ro1apSqV6+uqlWrqm/fvkpNTS3DGZd/tWvXLtJTi8WiUaNGSeIaLalNmzapV69eioqKksVi0YoVK5y2G2M0ZcoURUZGyt/fX127dtX+/fudak6fPq2BAwcqICBAQUFBGjp0qM6cOfMnnkX5crGe5uXladKkSWrWrJmqVKmiqKgoDRo0SEePHnXaR3HX96xZs/7kMylfXF2r9913X5Gede/e3amGa9VzCM0V0NKlSzV+/Hg99dRT2r59u1q0aKGEhAQdP368rKdWYWzcuFGjRo3SN998o8TEROXl5albt27KyspyqnvwwQd17Ngxx9fs2bPLaMYVQ5MmTZz69dVXXzm2jRs3Tp9++qmWLVumjRs36ujRo7r99tvLcLbl33fffefUz8TEREnSnXfe6ajhGnUtKytLLVq00Lx584rdPnv2bL300kuaP3++tmzZoipVqighIUHZ2dmOmoEDB2rPnj1KTEzUypUrtWnTJg0bNuzPOoVy52I9PXv2rLZv364nn3xS27dv10cffaR9+/bp1ltvLVI7ffp0p+v34Ycf/jOmX265ulYlqXv37k49e//99522c616kEGF065dOzNq1CjH64KCAhMVFWVmzpxZhrOq2I4fP24kmY0bNzrGOnbsaB555JGym1QF89RTT5kWLVoUuy09Pd1UqlTJLFu2zDH2008/GUkmKSnpT5phxffII4+YOnXqGLvdbozhGi0NSWb58uWO13a73URERJjnnnvOMZaenm58fX3N+++/b4wx5scffzSSzHfffeeo+e9//2ssFov57bff/rS5l1d/7Glxvv32WyPJ/Pzzz46xmJgY8+KLL3p2chVYcX0dPHiwue222y74PVyrnsWd5gomNzdX27ZtU9euXR1jVqtVXbt2VVJSUhnOrGLLyMiQJIWEhDiNL168WDVq1FDTpk01efJknT17tiymV2Hs379fUVFRuvbaazVw4EAdOXJEkrRt2zbl5eU5XbcNGzZUrVq1uG5LKDc3V++++67uv/9+WSwWxzjX6OVJTk5WSkqK07UZGBiouLg4x7WZlJSkoKAgtW3b1lHTtWtXWa1Wbdmy5U+fc0WUkZEhi8WioKAgp/FZs2apevXqatWqlZ577jnl5+eXzQQrkA0bNigsLEwNGjTQQw89pFOnTjm2ca16lndZTwCX5uTJkyooKFB4eLjTeHh4uPbu3VtGs6rY7Ha7xo4dqxtuuEFNmzZ1jA8YMEAxMTGKiorSrl27NGnSJO3bt08fffRRGc62/IqLi9OiRYvUoEEDHTt2TNOmTdNNN92k3bt3KyUlRT4+PkX+hxkeHq6UlJSymXAFs2LFCqWnp+u+++5zjHGNXr7C66+4/6YWbktJSVFYWJjTdm9vb4WEhHD9lkB2drYmTZqk/v37KyAgwDE+ZswYtW7dWiEhIdq8ebMmT56sY8eO6YUXXijD2ZZv3bt31+23367Y2FgdPHhQf/vb39SjRw8lJSXJy8uLa9XDCM246o0aNUq7d+92Wn8ryWkNWLNmzRQZGakuXbro4MGDqlOnzp89zXKvR48ejj83b95ccXFxiomJ0QcffCB/f/8ynNmV4c0331SPHj0UFRXlGOMaRXmXl5enu+66S8YYvfbaa07bxo8f7/hz8+bN5ePjo+HDh2vmzJl8PPQF9OvXz/HnZs2aqXnz5qpTp442bNigLl26lOHMrg4sz6hgatSoIS8vryJPHUhNTVVEREQZzariGj16tFauXKn169erZs2aF62Ni4uTJB04cODPmFqFFxQUpPr16+vAgQOKiIhQbm6u0tPTnWq4bkvm559/1po1a/TAAw9ctI5r9NIVXn8X+29qREREkTda5+fn6/Tp01y/F1EYmH/++WclJiY63WUuTlxcnPLz83X48OE/Z4JXgGuvvVY1atRw/MxzrXoWobmC8fHxUZs2bbR27VrHmN1u19q1axUfH1+GM6tYjDEaPXq0li9frnXr1ik2Ntbl9+zcuVOSFBkZ6eHZXRnOnDmjgwcPKjIyUm3atFGlSpWcrtt9+/bpyJEjXLclsHDhQoWFhalnz54XreMavXSxsbGKiIhwujZtNpu2bNniuDbj4+OVnp6ubdu2OWrWrVsnu93u+EUFzgoD8/79+7VmzRpVr17d5ffs3LlTVqu1yPICXNivv/6qU6dOOX7muVY9rKzfiYhLt2TJEuPr62sWLVpkfvzxRzNs2DATFBRkUlJSynpqFcZDDz1kAgMDzYYNG8yxY8ccX2fPnjXGGHPgwAEzffp0s3XrVpOcnGw+/vhjc+2115oOHTqU8czLr0cffdRs2LDBJCcnm6+//tp07drV1KhRwxw/ftwYY8yIESNMrVq1zLp168zWrVtNfHy8iY+PL+NZl38FBQWmVq1aZtKkSU7jXKMll5mZaXbs2GF27NhhJJkXXnjB7Nixw/Ekh1mzZpmgoCDz8ccfm127dpnbbrvNxMbGmnPnzjn20b17d9OqVSuzZcsW89VXX5l69eqZ/v37l9UplbmL9TQ3N9fceuutpmbNmmbnzp1O/43NyckxxhizefNm8+KLL5qdO3eagwcPmnfffdeEhoaaQYMGlfGZla2L9TUzM9M89thjJikpySQnJ5s1a9aY1q1bm3r16pns7GzHPrhWPYfQXEG9/PLLplatWsbHx8e0a9fOfPPNN2U9pQpFUrFfCxcuNMYYc+TIEdOhQwcTEhJifH19Td26dc2ECRNMRkZG2U68HLv77rtNZGSk8fHxMddcc425++67zYEDBxzbz507Z0aOHGmCg4NN5cqVTZ8+fcyxY8fKcMYVw6pVq4wks2/fPqdxrtGSW79+fbE/74MHDzbG/P7YuSeffNKEh4cbX19f06VLlyL9PnXqlOnfv7+pWrWqCQgIMEOGDDGZmZllcDblw8V6mpycfMH/xq5fv94YY8y2bdtMXFycCQwMNH5+fqZRo0bmH//4h1P4uxpdrK9nz5413bp1M6GhoaZSpUomJibGPPjgg0VumHGteo7FGGP+hBvaAAAAQIXFmmYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC4QmgEAAAAXCM0AAACAC4RmAECp1K5dW3/9619L/f2LFi2SxWLR4cOH3TcpAPAQQjMAVCCFQXPr1q1lPRUAuKoQmgEAAAAXCM0AAACAC4RmALiC5ObmasqUKWrTpo0CAwNVpUoV3XTTTVq/fr1T3eHDh2WxWPT8889r3rx5uvbaa1W5cmV169ZNv/zyi4wxmjFjhmrWrCl/f3/ddtttOn36dLHHXL16tVq2bCk/Pz81btxYH330UZGaPXv26Oabb5a/v79q1qypp59+Wna7vUjdxx9/rJ49eyoqKkq+vr6qU6eOZsyYoYKCAvc0CABKyWKMMWU9CQBAySxatEhDhgzRd999p7Zt2xbZfvLkSTVv3lz9+/dXvXr1lJmZqTfffFOHDh3St99+q5YtW0r6PTTHxsaqZcuWys3N1QMPPKDTp09r9uzZat26tW6++WZt2LBB/fr104EDB/Tyyy/rvvvu04IFCxzHql27tnx9fXX8+HGNGDFCYWFhWrhwofbs2aMvvvhCt9xyiyQpJSVFzZs3V35+vh555BFVqVJFr7/+uvz9/bVr1y4lJyerdu3akqQ+ffrIx8dH1113napWrap169Zp2bJleuyxx/Tcc895vL8AcEEGAFBhLFy40Egy3333XbHb8/PzTU5OjtNYWlqaCQ8PN/fff79jLDk52UgyoaGhJj093TE+efJkI8m0aNHC5OXlOcb79+9vfHx8THZ2tmMsJibGSDL/+c9/HGMZGRkmMjLStGrVyjE2duxYI8ls2bLFMXb8+HETGBhoJJnk5GTH+NmzZ4uc0/Dhw03lypWdjg0AfzaWZwDAFcTLy0s+Pj6SJLvdrtOnTys/P19t27bV9u3bi9TfeeedCgwMdLyOi4uTJN1zzz3y9vZ2Gs/NzdVvv/3m9P1RUVHq06eP43VAQIAGDRqkHTt2KCUlRZL0+eefq3379mrXrp2jLjQ0VAMHDiwyH39/f8efMzMzdfLkSd100006e/as9u7de0m9AAB3IjQDwBXmrbfeUvPmzeXn56fq1asrNDRUn332mTIyMorU1qpVy+l1YYCOjo4udjwtLc1pvG7durJYLE5j9evXlyTH85d//vln1atXr8ixGzRoUGRsz5496tOnjwIDAxUQEKDQ0FDdc889klTs/AHgz+LtugQAUFG8++67uu+++9S7d29NmDBBYWFh8vLy0syZM3Xw4MEi9V5eXsXu50LjxoNvg0lPT1fHjh0VEBCg6dOnq06dOvLz89P27ds1adKkYt84CAB/FkIzAFxBPvzwQ1177bX66KOPnO4AP/XUUx453oEDB2SMcTrW//73P0lyvLkvJiZG+/fvL/K9+/btc3q9YcMGnTp1Sh999JE6dOjgGE9OTvbAzAHg0rA8AwCuIIV3iM+/I7xlyxYlJSV55HhHjx7V8uXLHa9tNpvefvtttWzZUhEREZKkv/zlL/rmm2/07bffOupOnDihxYsXu5x7bm6uXn31VY/MHQAuBXeaAaACWrBggb744osi4506ddJHH32kPn36qGfPnkpOTtb8+fPVuHFjnTlzxu3zqF+/voYOHarvvvtO4eHhWrBggVJTU7Vw4UJHzcSJE/XOO++oe/fuTo+ci4mJ0a5duxx1119/vYKDgzV48GCNGTNGFotF77zzjkeXhABASRGaAaACeu2114odP3LkiM6cOaN//etfWrVqlRo3bqx3331Xy5Yt04YNG9w+j3r16unll1/WhAkTtG/fPsXGxmrp0qVKSEhw1ERGRmr9+vV6+OGHNWvWLFWvXl0jRoxQVFSUhg4d6qirXr26Vq5cqUcffVRPPPGEgoODdc8996hLly5O+wOAssCHmwAAAAAusKYZAAAAcIHQDAAAALhAaAYAAABcIDQDAAAALhCaAQAAABcIzQAAAIALhGYAAADABUIzAAAA4AKhGQAAAHCB0AwAAAC4QGgGAAAAXCA0AwAAAC78P33ekWfTqORkAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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||
"text/plain": [
|
||
"<Figure size 3000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
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||
{
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||
"data": {
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||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"%%time\n",
|
||
"for experiment_name in experiments:\n",
|
||
" config = configurations[experiment_name]\n",
|
||
"\n",
|
||
" CACHE_CAPACITY = config[0]\n",
|
||
" MAX_REFRESH_RATE = config[1]\n",
|
||
" cache_type = config[2]\n",
|
||
" CACHE_TTL = config[3]\n",
|
||
"\n",
|
||
" # Initialize simulation environment\n",
|
||
" env = simpy.Environment()\n",
|
||
"\n",
|
||
" # Instantiate components\n",
|
||
" db = Database()\n",
|
||
" cache = Cache(env, db, cache_type)\n",
|
||
" stop_event = env.event()\n",
|
||
"\n",
|
||
" # Start processes\n",
|
||
" env.process(age_cache_process(env, cache))\n",
|
||
" env.process(client_request_process(env, cache, stop_event))\n",
|
||
"\n",
|
||
" # Run the simulation\n",
|
||
" env.run(until=stop_event)\n",
|
||
"\n",
|
||
" statistics = []\n",
|
||
" # Calculate and print hit rate and average age for each object\n",
|
||
" for obj_id in range(1, DATABASE_OBJECTS + 1):\n",
|
||
" if cache.access_count[obj_id] != 0:\n",
|
||
" hit_rate = cache.hits[obj_id] / max(1, cache.access_count[obj_id]) # Avoid division by zero\n",
|
||
" avg_age = cache.cumulative_age[obj_id] / max(1, cache.access_count[obj_id]) # Average over access_count\n",
|
||
" statistics.append({\"obj_id\": obj_id,\"hit_rate\": hit_rate,\"avg_age\": avg_age})\n",
|
||
"\n",
|
||
" stats = pd.DataFrame(statistics)\n",
|
||
" stats.to_csv(f\"{TEMP_BASE_DIR}/hit_age.csv\",index=False)\n",
|
||
" stats.drop(\"obj_id\", axis=1).describe().to_csv(f\"{TEMP_BASE_DIR}/overall_hit_age.csv\")\n",
|
||
"\n",
|
||
" avg_age = {\n",
|
||
" obj_id: cache.cumulative_age[obj_id] / max(1, cache.access_count[obj_id]) \n",
|
||
" for obj_id in range(1, DATABASE_OBJECTS + 1)\n",
|
||
" }\n",
|
||
"\n",
|
||
" hit_rate = {\n",
|
||
" obj_id: np.round((cache.hits[obj_id] / max(1, cache.access_count[obj_id]))*100,2) \n",
|
||
" for obj_id in range(1, DATABASE_OBJECTS + 1)\n",
|
||
" }\n",
|
||
" \n",
|
||
" access_count = pd.DataFrame.from_dict(cache.access_count, orient='index', columns=['access_count'])\n",
|
||
" hits = pd.DataFrame.from_dict(cache.hits, orient='index', columns=['hits'])\n",
|
||
" misses = pd.DataFrame.from_dict(cache.misses, orient='index', columns=['misses'])\n",
|
||
" mu = pd.DataFrame.from_dict(db.mu_values, orient='index', columns=['mu'])\n",
|
||
" lmbda = pd.DataFrame.from_dict(db.lambda_values, orient='index', columns=['lambda'])\n",
|
||
" hit_rate = pd.DataFrame.from_dict(hit_rate, orient='index', columns=['hit_rate'])\n",
|
||
" avg_age = pd.DataFrame.from_dict(avg_age, orient='index', columns=['avg_age'])\n",
|
||
" \n",
|
||
" merged = access_count.merge(hits, left_index=True, right_index=True).merge(misses, left_index=True, right_index=True)\\\n",
|
||
" .merge(mu, left_index=True, right_index=True).merge(lmbda, left_index=True, right_index=True)\\\n",
|
||
" .merge(hit_rate, left_index=True, right_index=True).merge(avg_age, left_index=True, right_index=True)\n",
|
||
" merged.to_csv(f\"{TEMP_BASE_DIR}/details.csv\", index_label=\"obj_id\")\n",
|
||
"\n",
|
||
" # Extract recorded data for plotting\n",
|
||
" times, cache_sizes = zip(*cache.cache_size_over_time)\n",
|
||
"\n",
|
||
" # Plot the cache size over time\n",
|
||
" plt.figure(figsize=(30, 5))\n",
|
||
" plt.plot(times, cache_sizes, label=\"Objects in Cache\")\n",
|
||
" plt.xlabel(\"Time (s)\")\n",
|
||
" plt.ylabel(\"Number of Cached Objects\")\n",
|
||
" plt.title(\"Number of Objects in Cache Over Time\")\n",
|
||
" plt.legend()\n",
|
||
" plt.grid(True)\n",
|
||
" plt.savefig(f\"{TEMP_BASE_DIR}/objects_in_cache_over_time.pdf\")\n",
|
||
"\n",
|
||
" # Count occurrences of each number\n",
|
||
" count = Counter(list(db.lambda_values.values()))\n",
|
||
"\n",
|
||
" # Separate the counts into two lists for plotting\n",
|
||
" x = list(count.keys()) # List of unique numbers\n",
|
||
" y = list(count.values()) # List of their respective counts\n",
|
||
"\n",
|
||
" # Plot the data\n",
|
||
" plt.figure(figsize=(8, 6))\n",
|
||
" plt.bar(x, y, color='skyblue')\n",
|
||
"\n",
|
||
" # Adding labels and title\n",
|
||
" plt.xlabel('Number')\n",
|
||
" plt.ylabel('Occurrences')\n",
|
||
" plt.title('Occurance of each lambda in db')\n",
|
||
" plt.savefig(f\"{TEMP_BASE_DIR}/lambda_distribution.pdf\")\n",
|
||
"\n",
|
||
" # Plotting lambda against access_count.\n",
|
||
" plt.figure(figsize=(8, 6))\n",
|
||
" plt.scatter(merged['lambda'], merged['access_count'], alpha=0.7, edgecolor='k')\n",
|
||
" plt.title('Lambda vs Access Count', fontsize=14)\n",
|
||
" plt.xlabel('Lambda', fontsize=12)\n",
|
||
" plt.ylabel('Access Count', fontsize=12)\n",
|
||
" plt.grid(alpha=0.3)\n",
|
||
"\n",
|
||
" plt.savefig(f\"{TEMP_BASE_DIR}/lambda_vs_access_count.pdf\")\n",
|
||
" \n",
|
||
" # Count occurrences of each number\n",
|
||
" count = Counter(np.array(list(db.mu_values.values())).round(0))\n",
|
||
"\n",
|
||
" # Separate the counts into two lists for plotting\n",
|
||
" x = list(count.keys()) # List of unique numbers\n",
|
||
" y = list(count.values()) # List of their respective counts\n",
|
||
"\n",
|
||
" # Plot the data\n",
|
||
" plt.figure(figsize=(8, 6))\n",
|
||
" plt.bar(x, y, color='skyblue')\n",
|
||
"\n",
|
||
" # Adding labels and title\n",
|
||
" plt.xlabel('Number')\n",
|
||
" plt.ylabel('Occurrences')\n",
|
||
" plt.title('Occurance of each mu in db (rounded)')\n",
|
||
"\n",
|
||
" os.makedirs(EXPERIMENT_BASE_DIR, exist_ok=True)\n",
|
||
" folder_name = experiment_name.replace(\" \", \"_\").replace(\"(\", \"\").replace(\")\", \"\").replace(\".\", \"_\")\n",
|
||
" folder_path = os.path.join(EXPERIMENT_BASE_DIR, folder_name)\n",
|
||
" os.makedirs(folder_path, exist_ok=True)\n",
|
||
"\n",
|
||
" file_names = os.listdir(TEMP_BASE_DIR)\n",
|
||
"\n",
|
||
" for file_name in file_names:\n",
|
||
" shutil.move(os.path.join(TEMP_BASE_DIR, file_name), folder_path)\n",
|
||
"\n",
|
||
" del env\n",
|
||
" del cache\n",
|
||
" del db"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "b0827d71-e5bd-4303-b806-a19e17b28855",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "graphs",
|
||
"language": "python",
|
||
"name": "graphs"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.7"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|