{ "cells": [ { "cell_type": "code", "execution_count": 23, "id": "9491dd8f-8124-4a51-be3a-8f678c149dcf", "metadata": {}, "outputs": [], "source": [ "# imports\n", "\n", "import os\n", "import re\n", "import math\n", "import random\n", "from datetime import datetime\n", "import numpy as np\n", "from typing import Optional\n", "from dotenv import load_dotenv\n", "from openai import OpenAI\n", "import anthropic\n", "from huggingface_hub import login\n", "from tqdm import tqdm\n", "import matplotlib.pyplot as plt\n", "from datasets import load_dataset, Dataset, DatasetDict\n", "from concurrent.futures import ProcessPoolExecutor\n", "from transformers import AutoTokenizer\n", "from items_processing import ItemLoader, Item\n", "import pickle" ] }, { "cell_type": "code", "execution_count": 9, "id": "9cd394a2-d8e6-4e8f-a120-50c0ee12620d", "metadata": {}, "outputs": [], "source": [ "# environment\n", "\n", "load_dotenv()\n", "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", "os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n", "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" ] }, { "cell_type": "code", "execution_count": 10, "id": "846ded5d-b7f5-4581-8f56-d9650ff329c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Token is valid (permission: write).\n", "Your token has been saved in your configured git credential helpers (osxkeychain).\n", "Your token has been saved to /Users/ed/.cache/huggingface/token\n", "Login successful\n" ] } ], "source": [ "# initialize\n", "\n", "openai = OpenAI()\n", "claude = anthropic.Anthropic()\n", "OPENAI_MODEL = \"gpt-4o-mini\"\n", "CLAUDE_MODEL = \"claude-3-5-sonnet-20240620\"\n", "hf_token = os.environ['HF_TOKEN']\n", "login(hf_token, add_to_git_credential=True)" ] }, { "cell_type": "code", "execution_count": 11, "id": "e81b23f7-8aa3-4590-ae5c-2d1bebd2f7c9", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 12, "id": "8a45e4f9-4fcf-4f72-8db2-54cbb1889901", "metadata": {}, "outputs": [], "source": [ "# Constants\n", "# Used for writing to output in color\n", "\n", "GREEN = \"\\033[92m\"\n", "YELLOW = \"\\033[93m\"\n", "RED = \"\\033[91m\"\n", "RESET = \"\\033[0m\"" ] }, { "cell_type": "code", "execution_count": 13, "id": "fb2ed609-a00a-4ff8-9f4d-8f2ff8ea26dd", "metadata": {}, "outputs": [], "source": [ "dataset_names = [\n", " \"Automotive\",\n", " \"Electronics\",\n", " \"Office_Products\",\n", " \"Tools_and_Home_Improvement\",\n", " \"Cell_Phones_and_Accessories\",\n", " \"Toys_and_Games\",\n", " \"Appliances\",\n", " \"Musical_Instruments\",\n", "]" ] }, { "cell_type": "code", "execution_count": 14, "id": "29bc061b-1e8d-4df6-ad49-c6148f527d49", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading dataset Electronics\n", "Preparing data chunks... done.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████| 1611/1611 [02:37<00:00, 10.21it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Completed loading Electronics with 443,473 datapoints in 2.7 mins\n" ] } ], "source": [ "items = ItemLoader(\"Electronics\").load(workers=8)" ] }, { "cell_type": "code", "execution_count": 15, "id": "e80316d4-a84e-4b0d-8f36-988fe1bd2e2e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "443473" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(items)" ] }, { "cell_type": "code", "execution_count": 16, "id": "3d7ab348-3708-4357-b96f-65839f897223", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "179" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max(item.token_count for item in items)" ] }, { "cell_type": "code", "execution_count": null, "id": "91171f6b-4624-401a-9af5-9c9a1ce434c0", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "b01322eb-d84d-46de-a12b-c2b027bac66d", "metadata": {}, "outputs": [], "source": [ "with open('items2.pkl', 'wb') as file:\n", " pickle.dump(items, file)" ] }, { "cell_type": "code", "execution_count": null, "id": "cecfb43d-3692-475d-b80d-512e6b9b55c2", "metadata": {}, "outputs": [], "source": [ "with open('items2.pkl', 'rb') as file:\n", " items = pickle.load(file)" ] }, { "cell_type": "code", "execution_count": null, "id": "d9949f7f-81d6-45d9-8f8f-d3690a8ffa85", "metadata": {}, "outputs": [], "source": [ "len(items)" ] }, { "cell_type": "code", "execution_count": 18, "id": "011bffcf-03f8-4f0d-8999-b53d1ac88624", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 443,473 items with prices\n", "\n", "How much does this cost to the nearest dollar?\n", "\n", "HAFURY Smart Watch Activity Fitness Tracker Watch, Compatible with Android and iOS Phone, Bluetooth Smartwatch with Heart Rate Monitor IP68 Waterproof, Step Sleep Tracker, for Men Women Kids, Black\n", "★ Smart Watch for Android Phones&iPhone&Samsung This Android smartwatch is compatible with iOS 8.0 and above & Android 4.4 and above the cellphone. You can read notify of Calling, WhatsApp, Facebook, Wechat, SMS, App, Alarm, Target reaching, Calendar, Binding, and also hang up incoming calls. Soft and no easy dirty band offers your comfortable feelings. ★ Heart Rate Monitor Watch with Sleep Tracker Mens smart watch can automatically real-time heart rate monitor, sleep, steps, distance, calorie, active time to helps you optimally adjust your exercise intensity and enables a\n", "\n", "Price is $20.00\n" ] } ], "source": [ "# Let's investigate:\n", "\n", "print(f\"There are {len(items):,} items with prices\\n\")\n", "print(items[200000].prompt)" ] }, { "cell_type": "code", "execution_count": 19, "id": "fcf74830-1e97-4543-b454-eefd314fc106", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average length is 745.8 and highest length is 1,264\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the distribution of character count\n", "\n", "lengths = [len(item.prompt) for item in items]\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_xlabel('Length')\n", "ax.set_ylabel('Count of items');\n", "_ = ax.hist(lengths, rwidth=0.7, color=\"lightblue\", bins=range(0, 1000, 50))\n", "\n", "print(f\"Average length is {sum(lengths)/len(lengths):,.1f} and highest length is {max(lengths):,}\\n\")" ] }, { "cell_type": "code", "execution_count": 20, "id": "d5dde349-610a-4e96-a2ea-9178a9c1fa2a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the distribution of tokens\n", "\n", "token_counts = [item.token_count for item in items]\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_xlabel('Number of tokens')\n", "ax.set_ylabel('Count of items');\n", "_ = ax.hist(token_counts, rwidth=0.7, color=\"orange\", bins=range(0, 200, 10))" ] }, { "cell_type": "code", "execution_count": 24, "id": "da0a20b4-8926-4eff-bf83-11c4f6b40455", "metadata": {}, "outputs": [], "source": [ "def report(item):\n", " prompt = item.prompt\n", " tokens = Item.tokenizer.encode(item.prompt)\n", " print(prompt)\n", " print(tokens[-10:])\n", " print(Item.tokenizer.batch_decode(tokens[-10:]))" ] }, { "cell_type": "code", "execution_count": 25, "id": "2378cb92-305a-49d0-8193-4ae09a0cccf8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "How much does this cost to the nearest dollar?\n", "\n", "NotoCity Compatible with Vivoactive 4 band 22mm Quick Release Silicone Bands/Garmin Darth Vader/First Avenger/Polar Vantage Smartwatch Sport Breathable Strap Replacement for Gear S3 Classic Watchband\n", "☛NotoCity 22mm band is designed for Vivoactive 4 / Samsung Gear S3 Classic / S3 Frontier / Gear Live / Samsung Galaxy Watch 46mm / Huawei Watch GT / Tickwatch Pro / S2 / E2 / Pebble Classic / Time / Time Steel / Pebble 2 (Not Pebble steel) / Other Watches with 22mm lugs. ➹Wrist Size Small size fits wrist Large size fits wrist measure your wrist and make sure the size before you purchase. ➹No Tool Needed Quick Release Pin is easy\n", "\n", "Price is $10.00\n", "[17929, 374, 4228, 271, 7117, 374, 400, 605, 13, 410]\n", "[' Pin', ' is', ' easy', '\\n\\n', 'Price', ' is', ' $', '10', '.', '00']\n" ] } ], "source": [ "report(items[1])" ] }, { "cell_type": "code", "execution_count": 26, "id": "50d88feb-d0ee-4abf-a013-7d11a7e4e2cd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average price is $72.29 and highest price is $999.49\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the distribution of prices\n", "\n", "prices = [float(item.price) for item in items]\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_xlabel('Price ($)')\n", "ax.set_ylabel('Count of items');\n", "_ = ax.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 20))\n", "\n", "print(f\"Average price is ${sum(prices)/len(prices):.2f} and highest price is ${max(prices):,.2f}\\n\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "3718a8e6-6c87-4351-8c27-9e61745b0991", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from collections import Counter\n", "category_counts = Counter()\n", "for item in items:\n", " category_counts[item.category]+=1\n", "\n", "categories = category_counts.keys()\n", "counts = [category_counts[category] for category in categories]\n", "\n", "# Create bar chart\n", "plt.figure(figsize=(15, 6))\n", "plt.bar(categories, counts, color=\"purple\")\n", "\n", "# Customize the chart\n", "plt.title('How many in each category')\n", "plt.xlabel('Categories')\n", "plt.ylabel('Count')\n", "\n", "plt.xticks(rotation=30, ha='right')\n", "\n", "# Add value labels on top of each bar\n", "for i, v in enumerate(counts):\n", " plt.text(i, v, f\"{v:,}\", ha='center', va='bottom')\n", "\n", "# Display the chart\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "e741d816-25d8-4372-9caa-d006b85818be", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Minimum: 7\n" ] } ], "source": [ "from collections import defaultdict\n", "slots = defaultdict(list)\n", "for item in items:\n", " slots[round(item.price)].append(item)\n", "\n", "print(f\"\\nMinimum: {min([len(slot) for slot in slots.values()]):,}\")" ] }, { "cell_type": "code", "execution_count": 22, "id": "75541d34-37e9-4e59-bac8-87fd1d147d62", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "408635" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.seed(42)\n", "random.seed(42)\n", "sample = []\n", "for i in range(1, 1000):\n", " slot = slots[i]\n", " if i>=240:\n", " sample.extend(slot)\n", " elif len(slot) <= 1200:\n", " sample.extend(slot)\n", " else:\n", " weights = np.array([1 if item.category=='Automotive' else 5 for item in slot])\n", " weights = weights / np.sum(weights)\n", " selected_indices = np.random.choice(len(slot), size=1200, replace=False, p=weights)\n", " selected = [slot[i] for i in selected_indices]\n", " sample.extend(selected)\n", "len(sample)" ] }, { "cell_type": "code", "execution_count": 28, "id": "2a05bfa7-d848-4f33-bb69-89ab034f2998", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "202000" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "random.seed(42)\n", "sorted_items = sorted(items, key=lambda item: item.price, reverse=True)\n", "sample = sorted_items[:180_000]\n", "sample += random.sample(sorted_items[180_000:250_000], k=22000)\n", "len(sample)" ] }, { "cell_type": "code", "execution_count": 29, "id": "6f56ae0c-c802-436d-be42-6439143b177f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the distribution of prices\n", "\n", "prices = [float(item.price) for item in sample]\n", "plt.figure(figsize=(15, 6))\n", "plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n", "plt.xlabel('Price ($)')\n", "plt.ylabel('Count')\n", "plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "id": "a9bdc6d5-3766-4251-81bb-a1bcebe80ce1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "category_counts = Counter()\n", "for item in sample:\n", " category_counts[item.category]+=1\n", "\n", "categories = category_counts.keys()\n", "counts = [category_counts[category] for category in categories]\n", "\n", "# Create bar chart\n", "plt.figure(figsize=(15, 6))\n", "plt.bar(categories, counts, color=\"lightgreen\")\n", "\n", "# Customize the chart\n", "plt.title('How many in each category')\n", "plt.xlabel('Categories')\n", "plt.ylabel('Count')\n", "\n", "plt.xticks(rotation=30, ha='right')\n", "\n", "# Add value labels on top of each bar\n", "for i, v in enumerate(counts):\n", " plt.text(i, v, f\"{v:,}\", ha='center', va='bottom')\n", "\n", "# Display the chart\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "id": "8d692349-6814-4b02-aa20-705279ee5295", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "How much does this cost to the nearest dollar?\n", "\n", "RED WOLF Tailgate Handle w/Backup Camera Compatible with Dodge Ram 1500 2500 3500 Tailgate Door Rear View Reverse Backup Camera with RCA Plug Parking Guideline Available Waterproof\n", "Fitment list Tailgate door handle with rear view backup camera replacement for Dodge Ram 1500, 2002 2004 2005 2006 2007 2009 Ram **NOTE** This is an aftermarket tailgate and camera, not OEM. Parking grid lines adjustable Fit for Dodge Ram 1500 reverse camera guideline with ON/OFF switch. Without cutting wiring harness required, control Dodge Ram 2500 parking guideline by removing or inserting the small black block. Clear HD vision Tailgate Handle Ram 1500 backup camera is made of advanced & professional technology with 0.\n", "\n", "Price is $70.00\n", "[449, 220, 15, 382, 7117, 374, 400, 2031, 13, 410]\n", "[' with', ' ', '0', '.\\n\\n', 'Price', ' is', ' $', '70', '.', '00']\n" ] } ], "source": [ "report(sample[100000])" ] }, { "cell_type": "code", "execution_count": 26, "id": "6a28fa68-392a-4d8d-8c72-eeea4615d937", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "category_counts = Counter()\n", "for item in sample:\n", " category_counts[item.category]+=1\n", "\n", "categories = category_counts.keys()\n", "counts = [category_counts[category] for category in categories]\n", "\n", "plt.figure(figsize=(12, 10))\n", "plt.pie(counts, labels=categories, autopct='%1.0f%%', startangle=90)\n", "\n", "# Add a circle at the center to create a donut chart (optional)\n", "centre_circle = plt.Circle((0,0), 0.70, fc='white')\n", "fig = plt.gcf()\n", "fig.gca().add_artist(centre_circle)\n", "\n", "# Customize the chart\n", "plt.title('Categories')\n", "\n", "# Equal aspect ratio ensures that pie is drawn as a circle\n", "plt.axis('equal') \n", "\n", "# Display the chart\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "id": "38d31aa3-8a3a-4626-9c50-f55635ca6d18", "metadata": {}, "outputs": [ { "data": { "image/png": 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444/HpZdemvGYs5nvY489FiNHjsSPfvQjJJNJlJaW4vHHH8dTTz2Vdq5a27fddhsuu+wy9OrVC8ccc0xKrjbFt7/9bfzmN7/BZZddhg0bNuDzn/88nn/+ecydOxfnnHMOzjrrrIzHe+aZZ+Ldd9/NOjqPEEIIIXYovhFCCCEk7wwePBgjR47EHXfcgffffx+RSAQjRozA//zP/+Daa6/1vPbiiy/GihUrcMcdd+BnP/sZkskk1q9fj2HDhgXu/7jjjsPLL7+Mn//85/jxj3+MLVu24KCDDsKoUaP25X3z4z/+4z9wxBFH4Oabb8ZVV12FTz/9FIcccgjGjh2blvTf5PLLL8eWLVtw55134p577sGIESPwox/9CBs3bsScOXM8rx01ahQOOugg3Hzzzdi0aRN69+6NY445Jm1bY74499xzMXr0aPz4xz/Ge++9h5EjR+KBBx7AtGnTPK87/fTT8dJLL+GXv/wlbrjhBnz00UcYOHAgjjvuOHzrW9/yvLZnz5548skn8atf/QoPPvggbr31VhxwwAEYM2YMzj77bAASYfboo49i9uzZ+N3vfodf/vKXKCsrw6WXXoq5c+emRZ6FJdP57tWrFx5//HFcf/31uOqqq9CzZ0+cddZZ+Mtf/oIjjjgi5dyJEyfipptuwr333ov//d//xd69e/Hss89i4sSJae0WFxfj2WefxX/913+htrYW8Xgchx12GKqrq1FTU5PVWPfs2YP29vas2iCEEEKIO5FkMpnsbCMIIYQQQkjhEYlEcM0116C+vr6zTSGEEEII6bKw2ikhhBBCCCGEEEIIIXmC4hshhBBCCCGEEEIIIXmCOd8IIYQQQogVZichhBBCCMkeRr4RQgghhBBCCCGEEJInKL4RQgghhBBCCCGEEJInKL4RQgghhBBCCCGEEJInmPMtIHv37sWmTZtwwAEHIBKJdLY5hBBCCCGEEEIIIaSTSCaT+PTTTzFkyBAUFXnHtlF8C8imTZswdOjQzjaDEEIIIYQQQgghhBQI77//Pg4//HDPcyi+BeSAAw4AIE498MADO9kaQgghhBBCCCGEENJZbN++HUOHDt2nF3lB8S0gaqvpgQceSPGNEEIIIYQQQgghhARKTcaCC4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5AmKb4QQQgghhBBCCCGE5IlOFd+ee+45fO1rX8OQIUMQiUTw6KOPpnyeTCYxe/ZsDBkyBH379sXEiRPx+uuvp5yza9cuXHvttSgrK0NJSQnOPfdcbNy4MeWcjz76CJdeeikGDBiAAQMG4NJLL8XHH3+c59ERQgghhBBCCCGEkP2dThXfWltbMWbMGNTX11s/v/nmm/HrX/8a9fX1WLVqFQYPHoxJkybh008/3XfODTfcgEceeQSLFy/G888/j0QigWg0ij179uw75+KLL8arr76KpUuXYunSpXj11Vdx6aWX5n18hBBCCCGEEEIIIWT/JpJMJpOdbQQARCIRPPLIIzj//PMBSNTbkCFDcMMNN2DmzJkAJMpt0KBBmDdvHq666ip88sknKC8vx+9//3tMmzYNALBp0yYMHToUTz75JKZMmYKmpiYcd9xxePHFF3HSSScBAF588UWcfPLJ+Pe//41jjjnGas+uXbuwa9eufT9v374dQ4cOxSeffIIDDzwwj54ghBBCCCGEEEIIIYXM9u3bMWDAgEA6Uc8Osik069evx+bNmzF58uR9x/r06YPTTjsNK1euxFVXXYV//OMf2L17d8o5Q4YMwec+9zmsXLkSU6ZMwQsvvIABAwbsE94A4Mtf/jIGDBiAlStXuopvv/rVrzBnzpz8DZAQQgqJeByIxYDKSqC8vLOtyY58jMXWZtB+4nFARXhXVdnPDXKO2Scg30ejQENDqh0rVsjPkydLe4sXy/Hp01PPVe1Fo845VVVASwtQXQ3U1QEVFXY7J08G5s5NP6epCfjud+X7uXOBlSuB/v2BG28EfvpT4Ikn5LM775SvV1wBNDcDt98OrFoFtLYCJSXS/uzZwKhRQL9+cu477wBPPgkccAAwbBhw+OHAX/8KnHYasHUrMG4cMHGi9HX33cDRR4u9ra3pvtyxA1i7FpgzR2xUfjS/DhkCXH898JWvANu3AzfcANx6K3DMMUBZWbpPFStWAFde6dgRiwHjxwOzZjm+Wb4ceP99oLEROOkk8fvtt6f602sNrF0LTJsGfPopcM45wMEHA2+9Jfb+9rcyN7qPf/5zuXboUOC995yxjx8v9syaBTzyiMzDiBHi79Gjxf/btgFPPy3++K//AmprgWQS+NWvpA3bmlJ+XLzYmVe1vtVaam2VuXj9deDEE4GZM+Xzpibguuuc+VdrorraWS+NjeLn3r0df6o1DKTeU2pN62NUYzPtisVkDr7/fWDSJODaa1PvD/0+u/JK8YW+dt3WhG0ex4+XdV5WBvz978CxxwIvvpi6pmfMSPUlkHr/lZUBNTXAU08Bt9wivtOfEWqtXHopUFoqa62sLPUeKy+3+82cK+Ur1d6gQcA99zhrtqkp/dmhX79zJ/CvfwGf/zzQt698rny2cGHqfOrrylz76phbf0F/B6jrZ81KfQ6E+f3h11/Q5zshhJBuTcFGvq1cuRITJkzABx98gCFDhuw77zvf+Q7effddLFu2DIsWLcLll1+eEqEGAJMnT8bw4cOxYMECzJ07F7FYDGvXrk055+ijj8bll1+Om266yWoPI98IIfsVtbXAM88AZ5whwkUu6CxBLx9jsbXp1o857tpaealsbxfBJhZL94c6B5AXbTe79T4B+b6oCNi7N9WOigp5Oe7bV17i33xThKMvfEEEk+JisSMWc9pQ51x9NbB6NfDSS/Lir8Qy085IRAQN85ypU0UEAICRI0Uke/ppYPdu6adHD/ls0iT5unSp2FRWJsLAtm3yNRIRYQqQcaj+9P+2RCLycyQC9OwJDBgg33/8sfR9xRVi79atqecmkyL4AMARR4iNyo/m1+eec85VQk0iIfN52GHiyyFDgLPPTp23igrg7bdFEPv2t+WFfs8e4N13Hd8kkyJw7d4tdvXtK+Kh7k+3NTBunAhs8bjzWa9e8q+kRNoeNy7Vx0rE/OwzOU+NfcMG8W1ZmXz9+GPHB336yHUff+zYWVoKfPKJnDNiBHDUUdJXayvw8MPS18iR0sdHHwEvvyzzfthhwCWXiBibSABLlsh879gB7Nol5w8eDFx4IfDqqyJCqTkbPFg+X7tWjpWWAm1tcm3PntLf7t3OGu7fX+Z+1y6Zo/JyEfh69JC5++QTOV5SIm2p+075d9Uqsa1PH/FRW5uInMcfDyxaJO2NGiXzd/DB4rvNm8WeL35R2lX3WUuLCIljxjjiourn7bdlTbS3p6/tHj0cnxQViR0qr7F+/02cKCJaWxswcCDwpS/J86C5GbjvPuAb3wD+8AdnrfTtK3Ov32Pl5WLv1KmyVoFUnyxc6NybM2aI4Pbmm9LG2Wc7a3bq1PRnh379jh2y/nr3dtZjaanM36pVcq8WFcm9fNBBsl6qqsSPiYS0rT/rzP7icXn2trWl35M21PVlZanPgTC/P/x+5wR9vhNCCOlydIvIN0UkEkn5OZlMph0zMc+xne/XTp8+fdCnT5+Q1hJCSBdFRUmor7lACTtAx75s5GMstjbd+jHHXVkpL40rV8oLYSyW7g91jq09Pzv0SA3F3Xc7kW8XXyzfl5QAY8dKpIeyQ10TjYo4sH69CCgVFSJaqMgpva/ly0VEUBFmKpJLUVeXHvl27rnpkW+q7W3bwkW+PfaYvCAPGgSccIIT+fbhhyKUfOc7wC9+4UScJRLZRb4ddBDwxz9KW4MHS+Tb978vAkLPnvLSXlycPm933w1ccIGIU2vWyLFTTxUBbtAgGb+KfHv0UbG9f/90n5uofhIJaXv7dhFuDjlE7OnTR6Kf9Mg35WO3yLeKCkdkaWwUAU0JJGef7US+PfKICETnnivnffyxzNOwYWLPvffKsT59gK9/Xcb529+KKLZnj4hvgCMeTpvmRL4tXSri1fvvi2D07W/LdRs2SJ/Dh8t6qK4GNm2S8TY3y/z07i2233abCEKLFjlizaJFwJYtcv4hh4ios2WLCCwDBoj4Ul6eei80Nsq4/vQnmV8lrCWTco+oe3jyZBnzueeKT+fPl3Fu2SI+VfdZYyPwwguyDkpKpJ+WFhnfqaeK4NSzp/j4gAPk3psyRc7/+GP5F4mI/6JR5/6oqZF+olGx66mnxEeLFjn3dGsr8NBDwJFHSvt794rYNW1a6j321FNi95o18pm+1tTzSd2blZUSsaci6SoqRPQqL5c1pyLR9ChIdb0e+ZZMOhGPM2Y4kW/NzY5ACjjP1HHjRODS7zW9P3VuW5v9njSJx51nnfkcCPP7w+93TtDnOyGEkG5NwUa+vfPOOxg5ciRefvllHH/88fvOO++883DQQQfh3nvvxTPPPIMzzzwT27Ztw8EHH7zvnDFjxuD888/HnDlzcM899+A///M/06qbHnTQQbjllltw+eWXB7IvjKJJCCEE3Wsraxjcxt2ZkYBLlzpROIC3fbboEr0tM/IulxGGQXDzYz4iHt36s23Dc9tupm/BTCSA55935iLsFmavtt22ywVpu6YGeOABEdEefFCO+a1hIHUrHQDMmycCqr59dMUK4LzzRMC7/HInisnWtnl9LJa6dtX5+po+4QTHp3V1EjW3ZQvw5S+L0KtvSywrc3xWXW2PjtIjC/v3T98+q8arb1FVYzG3Gs+bJ2LW9deLMDhmjKyXJUtEcBs4UISu1atly+mOHSKSPfec077yCSACnW6vX0RuNCr+GDBA+ho2TIS4yy5LF3nN7ZdB16LXfad/VlmZPu9e0cPm2gp6f4S5l/L1zCCEELLfEEonShYIAJKPPPLIvp/37t2bHDx4cHLevHn7ju3atSs5YMCA5J133plMJpPJjz/+ONmrV6/kkiVL9p2zadOmZFFRUXLp0qXJZDKZfOONN5IAkn//+9/3nfPiiy8mAST//e9/B7bvk08+SQJIfvLJJ5kOkRBCCOl4tmxJJm++Wb5me77+Wdh2801H23Pzzcnk2WfL16B2bdmSTJ5zTjJ5xhn+13WknT/9aTJZVpZMjhwZzi697aDrJgxu13n59I035Oc33si+7WxtPecc8es556Se99OfJpNXX51MnnWW2LllSzL5gx8kk2eemW638vFPf5revq1P81jYezbouvaywfaZrV0/e/J9TxfaM4wQQkiXI4xO1KmRb4lEAm+//TYA4Pjjj8evf/1rnH766SgtLcURRxyBefPm4Ve/+hV+97vfYdSoUZg7dy4aGxvx5ptv4oADDgAAXH311WhoaEAsFkNpaSmqq6uxdetW/OMf/0CP/z+vzFe/+lVs2rQJCxYsACB544488kg8/vjjgW1l5BshhJBOJZvoqK4cfRg0wisXfeTDt2Z0TTbFO7z6diueAXj3BwSL4rP1q/+stgb6RRHZioZkEyWaaTJ7/bogBRL8sEVR2aLu9FyQQXJGdvQ9nK/+MmnX5iOvdoIUPujqz0NCCCEFRZfJ+bZ69Wqcfvrp+37+z//8TwDAZZddhlgshh/+8IfYuXMnvve97+Gjjz7CSSedhOXLl+8T3gDglltuQc+ePfGtb30LO3fuxJlnnolYLLZPeAOABx54ANddd92+qqjnnnsu6tV/uAghhJCuQCY59NQ1iYRsocv1tq2OQI1h2TJJNr9smSShB+x+MMW6IC/iantjY6O9IIaN8nLv/lW/KodYNOpcV1mZKhiFnVv9fGV/c7OMV/kJcLZNqv7VuPTrASdhff/+kotMrxCrC3L19bJlMpGQHFm6D/S8V15ryOzbtj5t61Zda4pS+jbpMOs1FpOxALLtc+9e+d5tTv0ESlver4qK1KIDtlyQiYSTL033T3OzbFnVizSEJZN72W1d+7UPePel2o3HxRdBbLL51Lb2zXUD2McQ5D4rtLQBhBBCug2dKr5NnDgRXoF3kUgEs2fPxuzZs13PKS4uxvz58zF//nzXc0pLS3H//fdnYyohhBDSuWRSSEJPzh9U3OmsQhluqDE0N4uoNHasJPJ384Oyv7HRW1AxX+IbG90LYoTB9F9Dg9jR0CBijDpHCT+6uBR0bvXzVX/t7XJs7FhgwgTn88pKEaeqqx0hSC8usHixUxVV+W3dOqdCbGmp2Kh80t4uOcF0wcjPB262K8z1aVu3yj51jpmEPxoNLuqo/lUSfD3yzW08qjKr6Q+FTbTSBRtz3OXl0s4zz6SKwEqkXb7cKdIwaFCwNWkKRPm8l/WqogqzL5tgFcYmm09ta1+1FaTwgdfnXvYV2nNxf4GiJyGkG1Hw1U4JIYQQgnARKeY1ZoSK1wtNJiJfPtHHoEQ3r5cwFemlJ463oY9TCRVK/Agj4ni1a/uqvterH4adW1vEmVukn1kNUr++tlaEudGjnSirCy6QCphnnCFFElR1S0AivlavtouUpphpi+oybQfs61MxfbojTra0pEYQmvNnRpYF8eGcOc7PShg1icdlHKrfkpLga8QUbLyEJDOqUFUrHTMm+L0YVozKBreqom5RarYIyUxwi7Y0P/O71g03+wrtubi/QNGTENKNKJhqp4UOc74RQgjpNnTnKn+Zji1ItdeujFeeuOXLgVdflSiyiRO9/Rd0W142a0xVMy0qAsaPT92aG9aubLHl7FMRX2al1GxsqqkR8W3atFRRMAwdGSUUpK9CjloqZNuIA+eJEFLghNGJKL4FhOIbIYSQDiWfLx3d8YUm28IMSmRRuc+6k28AbzHMqzBApmSzxpTA9eabQM+ewIwZqfm9gNyu3zBJ/JUwWFwcPD9gkL7zUUiEuNOd/wBBCCGkwwijExV1kE2EEEIIUcnG43H/c1WkTywW7jpbX+b1avuVSlxfUyP/9PZt1zc1pbbjd9yrPdWneW0YX+nnKH81NDi51sL4r7JSXsSrqhzfZILNJ2b/YeczHhdx7LTT5GtQn+io8aktk7pdZWWSD66iInVrntcc+mGuMbfrTH81Ncmc1dUBl1wikWBKkFLbMy+6SAQwr7l1W5s29HvNbxzNzRKRN2uW038m/jH7VuvWjCYM257bteZ97vV8yGR9ZmpnZ6HuB30rfmeOobP7J4QQkneY840QQgjpKPzy17glaM8k742eQ0oldrddbyb/V5/bqlKaRQzcihvY7DXb86s0GWTMZp4xt69B2jLzQYWp5GizSfcJkF4sIEx11VgMuO8+4OOPRUzySsDvNlY9z5tbEQO/djLNv+R1nekvVa1V5T4zz12yRIo+HHOM99x6Fd4wo9mC5vOKxUQkA4C5c9PbzcQ/Xn2beeDCYNpi3ueAswZPOEG2WuvnBime4NaXTr6ibLNt17zfOzu3WGf3TwghJO9QfCOEEEI6Cr+XfPUCpgSzsOJAJv2ayf+9rtG3xumfuR33as+v0mSQMZtJ921iU9C2TGziIxA8YbvpE9OOMNVVKysl4mrVKuDEE4P7xCYgjh/vFC4oK0u9xq0dr2NB8Ft/gFN5tbHRqdxqO1etm6oq73tD/Tx+vAhlqmACkC50BC14ofdvW7eq2Ifelx+ZFFIJgu1eNO9ztQaB1Cgwm0/DVrDVrwsjNAcl12JVZxdU6Oz+CSGE5B3mfAsIc74RQggBkJtIDr+k9blI+p+PiJNCaTPXdngVIwgb+RbUto7Iu6fntQLk+6IiidjKV66rbHKYBcmnFtZvttxeehstLbnLdxckj5hpfzwuEW6ACIqA97rLdF3a0HP9eVV7VfO5eLFjZ5h71SxQkc9nKCGEENKBhNGJGPlGCCGEhCEXERd+WwPNF+xMyEdETT62RmXSZthr/F7Ube2Z/su1bfmKeNKxRRu2tgIlJfmLsPHa7umHGcno1X7Qdm0RRWZU5EsviQilKr2GsdmvL5Mg20H1z722A5vnKoIKUw0NMkcNDe7im96f2r4eJFpTUV4u55uCoZ+f/cbQEfcPIYQQkkMovhFCCCFhcHvBDhOJ4feSXqgvlvnYGpVJm2Gv8XvZD9OeX2RXIW0fM9dR//5ORGWYaKFM1rZt221Ye239hvWv3qatvbq61Mi3MG372W8jyHZQLxu8tgMrggqUYbd2+9nmhumXTERKQgghpIvDbacB4bZTQgghngTZMudFR2yjymZLoMJvq5q5jS5TkQdIt1UdC2t3pr61Xae2FuZ6+2Y2fgvStu7LsPNfUyPRWdOmOYn/lb0qki4Tm722NNq2K9rGoo/Bb236bUENYr/XlvGg/sh2K2emNvpdk6/1lwmFsB2dEEII8YHbTgkhhJBc4fdCpz4fPx645x4nb1RYQaYjIj0y3RKo+6C62tmm98QT9j5s1VPD2KfwqxoalEwiCXXxR+/PK5F/Nph+q6zMnZBgri294mk2W6eXLAG2bQNKS8PPtW5XYyOwbp0cU+3EYuL74mJ74n/bGvZbm2ELCXjZrM7X8zQG9YfXuHNBJuvddt92ppiV6RgYLUcIIaRAofhGCCGEeOH3Qqe/SA8Zki4WBKUjtitmuiVQ94G+Tc+tD9s2ujD2mRUk3aqG5hOb+KOLEbGYf74sRRARw/RbLoUE3a/xuPQzblxwP1ZVOYKgaa9fDjmvsevrUUWA2bZl2rb12tZFXR1w7bUyH/F4en82QSfsfWeer+Zp3DiJDGxtleOJhN0GcwzmuDsL232rr8FcisH5opC2fBNCCCEG3HYaEG47JYSQ/ZSgkW/ZbOUsdPbH7VxeW07POCOYGOFWvTbIFr98+TxIRc5ckkl/2Yy9o8fnt05yURCkszDF5o70KyGEENIFCKMTUXwLCMU3QgghOSXIC3eu8lF1BWy2d+R48jEfSoQZN86JHCsvl+MLF8o5M2Z0rJgRVEzOVV69TNpzE6/yMUf5INN1UsjCViH4lRBCCCkwwuhERR1kEyGEENK5xOPykhuPd7YlgookicWyOyeb8xVBfJPJOWGuqa9Pt90cTz7nMIjv1LbFoOJDZaUIKtOnpx+fNk3+RaNS0KCmRsalxtjU5D3WTH3hN4ZM15DbXAHu/eljVT5oarJvi1U5+JYuTe9Dv76lxd/WTHwXj8t267POkv68yHSdmOPN9VoP2qbtvLBjyjWF9vwmhBBCQsKcb4QQQvYPCi0Zd5D8RNnmowqK8k0ikRqhZZ6zdKnktnOr5mr62Mvn+pbMZ54BNm8GzjvPsb2pCVi+HBgzxp6DKlcVRlU0j56Hq7Y2swgfMzpICRZ6gQO1hU9tN62tTU10DwQripGv9axyf3nlLAtynZt9tq2MeuGB1audKrJ63yoHXySS3od5fVtb+jq19WvapmNW3q2sBFaulL7PPVe+z1XkoC0XXa7mN+y49b69nge29vMpzAV5/rhh2sgoPkIIIZ0AxTdCCCH7B4WWjDtINb+wFf8yqRAIOD5RQhhgT0zf2CjChls1V1uyfP2rjp6ovqVFqkQ2NTkvw9XVwKuvAr17O8dyPYemGJFtJVA3cUO32zzHrUCFX1GMTEUyP8rLRXBRUWxBfWBe5zZXZhJ/QMa6cCGwZg0wa5YIW6o4hCmOqvx5eh964YLp02XtmOtU7zcalbXsVanWrLzb1gYcfDCwaxfQ3u7um1yJZpmudVNYsvnbr80gzwNFvkRgcxxBnj9uhPmjACGEEJInmPMtIMz5RgghJGO6SqRFvvKB+fXV0uJUUFWVQ5ua0o/lmlznmctlTjKv89wKOWRKriKDshm/Le9ZTY1EBU6bBsyZk16oAgieZy5s8QAz8k0VVVEin14oQ7dr+vTwhVfC+N/Px6Yfs5lLv6IgQezJFNt6yNW67CrPY0IIIQUPCy7kAYpvhBBCMqYrJFQPQ1d/ee0K9nutGbdCDn6EEb46Gpttpvhm2pmp3UGFpSA2AtkX0AgzLr+Ku7la2529JrrCPUoIIWS/J4xOxG2nhBBCSL4ptC2v2WLbttWVXpa7wrYzc83YtmCG9XWQbbEmHTWvti3TVVWOuKjbF2Rbs19fmWyt9fKfbetwUMKMy2sLM+C99TzMXHb2MyvTLfSEEEJIgcJqp4QQQroeXa3ynV4pMEzFQb0KZpjPzPb9jnm1Z7veVp3RrUpm0OqdTU3A1Kn+lSS9xuT3mToejUrUmMqXlgtU2ytWOOMwx65X5fSbt/JysfPii2X7rV4NVhcmwqwD27y5jUNdV18vUV319bm572xrTT9mVi5NJKTvpiZg3jxg2TI5rqLXEglg7Vpg0iTxk1k51W3djx8PFBXZ8765jdPNf+XlzjZYZavXmjertNbXpwtiatymj/Rzo1FnDEHmJkwlW7O6abbPEBPz2kzXVdhrs13DmVzf1X5fedGdxkIIIR0MI98IIYTklnxHysTj0nZbm/zcUdERuRqXV9SYnmQ/FkutgqmP0/xMnR+NOsnm9fZtfZoJ5VV7eptqnGayepWLDXCEDLMyqTlev+qd114rifbPPRd47LH0vFmmj1Qy+HvuAR5+2MkLt2IFcMEFwIgR6X3p4/CLfLLNiS2vmG7PSy+JPSqH3cSJUqHxnnuAIUNSq3La5tSco+pq8ckLLwDf/a4IP9GoCByKJUukAMDq1TInKidZa6tj15w5ckwX7ZR41doqhS0SCeCuu4BDDwWSSRG5JkyQ87Ztk/Pq66W/5mZg0KDUfGjqe9UmAOzYAbz1FnD77c781NcDv/0tUFIiNsdiqet5xQrgn/8EevUCbr4Z2L1bfLd6tfh3xw7Ht+qahx4C3n8feOUV4Ikn5BoAWLRIxqL7oL4eeOABGevAgcCFF6auH7e50OfbHK/igQeA7dtlDL162de8/vwy10NlpQiMf/qTzGmPHqk+Uu0r//7pT8CBB8oYpk4FXn/dqVBqFuyIxeQ+bWyUr6qirz5/XnnzYjG5L++6S6oSz5zp/gwx17bt2Wlem+siJ7k6P9PrbTkGM+2zkOhOYyGEkA6G4hshhJDcku//nMdi8uJaXNyxW6JytdXStp3LJlB5bWUzP9Ovt/nG1qd5TLUHpI9TP7eyUkQQJYAoAaylJbUyqdmPX/XOsWOBF18U0aG6Ol20MH2kqqRu2SLnP/GEnHfllcBHHwHvvOPut0RCEuObPtFRQtOyZSKk6La42XPGGSJszJ0rQlhZmXxeViZzootjNtvM43V1Ika2t4tYpfKBKZFj2jT5t3KlzHt1tSPmDB1qH5du/5IlwNatwIABIuokEuLTXr2kv40bpZ3SUvlZsWYN0FP7L+TSpeKnSARYv17aSiaBnTvl8+pqR0BqbRXBKBJxKlfq67m1FdiwAfjwQ0dE3rFDfLFwoQiFyrfqmsmTgdmzgc8+k7koLpbjb7/tCFU6n3wiAtE77wB79qSuH7e5sN2jQOpcDB8u4x87VsRJc80r4W37dvGBuR5iMeC++2Rchx0GDBuW6qPly6X9NWuAl1+Wdnr3lvGuWSN+UKK0aad+bO5c57NEQkS9ZcuABx+0i2OqKu899wAffCA26uKr+QxxE+BVW24+zsWW3Vyfn+n1mVSZ7Qp0p7EQQkgHw4ILAWHBBUIICUhHRL51VEVOv3ZzlZTcL8oq39fb2nJrQ69CWlbmRNQowSlIZVJbwnu/ipG2MdqqpK5YIQLc3XdL5JZJ0DlTyf7POEO2NY4dK9E+XvbkYz3aKjWaFT91vykxx6/qph75VlJiF7DGj09tB0gfMyBf33xTvh8+XCIggdTIt4aG1CIRfhGFFRXANdfIsUWL7HNp0tQEXHed9D9jhn9l0smTg69b23wDqXNhW486tbUiVBYXO9uHTfu/+135/s47nftLn3tlw3e/C7z2mkShNTc7fbrZqR/TP6uvB+64QwTYq67y/sOC7l/bvZDPZ3Ih5JQMY0Mh2EsIISTvsNppHqD4RgghXYSOrNLHF6zMyLY6ZDYEnTN1XiLhRDd1tK1e6Pa99FLu1nsma9omnJriWkfcK525rlT/Xs8em5Cq/xzmeiA3/rQJ4WHpiGduphV+82FDd6laTQghJGsovuUBim+EENJFoCBW+OTihT+XtvhF7RSKrTqFIEbYUHYVFUkEXUcKFX7Rk9m27fdcCfvsUdGV0Wj6NlXb9Z0p/niNrSOeuV5ic0c98/m7hRBCiEEYnYjVTgkhhHQvzCp9HUGhVcAL0rZ5Tq4qWfpVMFQvsFVVThL8XPvBq/KiaVeYCpDm9V4+i8dlC+KkSe4VXLPxuaq8WVXlvd79qlSaP5tVZ4NWsVTnNTeLIFhX5+TAU5VIw1akNKuF2uzWbSsvlzU1Z46zzdWt+m7Yipxh10kY1qyRthsa3OcyHhfhady41BxyQSoJ621kut68xt8Rz9zycmfcug/8bMu1DdmMk5VCCSFkv4YFFwghhJBsyaTIRD4LUwRp2zwnF/YEqWCYj35tdnhVijUTyQPuCcTNtoBgVRpV8nxVnVNP6O9mSxj0yqVe+FW61ecgkZDKoXoRCy9fmv3o23MrKuTf1KlSrXXNGonuCmOzKhCgKng2N6dWcPWyzW1ew/g8bNL8sEVZqqrslUnd2lYRX4CIOCoKzK+SsEIVEdGrvwYlH4n2w0aS6T7Qz+8qRQBYKZQQQvZrKL4RQggh2ZLJy18+XxiDtG2ekwt7glQwzEe/NjvMyot6Inr9uJ+IZWvL63v9WHOziE51de5tu12fK7zmxFatsqxMvlc2u43f1o/tvLo6J0l/ZWUwwUVdr0QpVcGzvT1Yn159hPG5fq7fOrFFpgHegovepl/BB90W1aaqsBtEvMuWoGJvGMKKUW5zlw/b8kFXEQkJIYTkBeZ8CwhzvhFCCCEBKNS8SHq+LFXlEcg8j1uhjjMb3AoCBK2ia/NJ2KICXu3aKnjabOqM3GhuOfjysU4ybbPQ1myh2UMIIYSEJIxOxMg3QgghhOSOfG6tCisG6ZiRQ0G2UnqR7TgLUXgwI4jM7Z+A91iDbHENEv1j+sYWIabELptNYSKMcjUPevSgblc+orIybbPQIsQKzR5CCCEkj7DgAiGEkO5PLhNdF0LS7M60wa9vVQgg7NaqIGNSQk51dXqCdT35vK1AgJ4svbISmDZN/mW6BSzTcSpbKyuBpUvzmyQ+SLEFt2OAM0ZVPMFvrDaf6MfcIuPMvvUE+m4FLlS70Wj650BqYnxVmKG6Wr7qBQqyTdZv9llVFXxdZFIYJVP73IqC5PM5UgjPykzoqnYTQggpaBj5RgghpOuRSaLuXEVjFULSbD8b8hlVZSahV9s3p0+XaDSVUy0oylaVPB5IHZM+FiVojB8PzJ2b2pcepbVunRyzRbU1NYkIU1fnRFG5bbf08l/QqB1bW7EY0NYGFBdnLt4Fsde2TurrgQceAJYtAx58UM4351RvS11XVhbMJ+b1qo2mJuDCC52ccuq8RAJ4/nmZNyWA6bnT9GIQq1eL39R4brwxNQIOcM7Vt36qSMdt24DSUmDFCmDjRsnJV1Li9JXJfeN1L3q1pwTE7dudsdv6zPZ54zW3YdrWx6La9fNTITwrM6Gr2k0IIaSgofhGCCGk65GrRN2ZUAhJs/1syPTlMUwyfHP75urVsjUx6BZF1V9lpQgqp5xijxgyx6IEl717RexTApqepH/x4tRjOtXVIvLpFUjNPrKpCuk2PtW2blcQkcdNvAtSMda2TlpbgQ8/BPbskevMraBubQVdU27nVVdLFVWzn3HjRIRsa3PEt+efl2O67YmEXbC0jdHc+qkKM7S2itjW2iri26pVIsBNm5aaj85vjDpm/0Eq/qrz2tqAlhagd29nLvzaVwQVCvXrzXUd5lkWdFy2vlV0YiFtsfaiEJ7xhBBCuh0U3wghhHQ9wr4c5TK3UEfkKfJ7sQ5SoVP/GpQgAovet15tUkW+2aLSvPpTgopb4QPbWGzHdLu8BLO6Oifyzau9XOAW4RZmDdnmRLfXrcqmiVpTAHDoocDw4c755pzqXxVBfeR2nvL7rFn2qrN6VFVjoyPGKcE1Hk+NZlOYvlTn6u2Vl6euiXgcGDRIhLeGhvBjNO9Pm+CpRGA9qk4v8uEVxanjtlaCiqH69a2tEv3X2up8ZkbDueF1HwL2Z5bq2xQ1CzHfoQ5z0RFCCMkDrHYaEFY7JaQbUej/8SekM6o1Arm5N8LYnk1/+byPg7Sdq3OytcXL3/pngL0aZz5s9iLI+siVDX7tZNpPTY1EkE2bli7qqfaUOKbGWVsLLFwo582Y4Yw903s9E9ttdufqWePVTtiKt/wdTQghpIvAaqeEEOIF87mQQqeztj3lIuIj37b75YjLBUH8ECZKUCVwz0RMyCbK0S1aKd95urzEkyDrI1eRR35jyXWEk5lfzfyqokT9ojiDkIntVVWO8Jpt/yZe7bhFB+Z62zwhhBBSwDDyLSCMfCOkG8G/qhNSGNTWSsXP4mLZltjQ4H9fqqgZvwiufBPmOWJG+uQysk7fyqhX98w04isf0Y+5fubaimbYCNpvWPvc+s92nNmsi2zHmq8owUwI2xd/p+cH+pUQQnwJoxMVdZBNhBBSOKi/wvM/kySfqGineLyzLcmMTO33u07/vLLSSbZfXS2CjcpL5tZWZaWIOtOne7edb/+bzxGv/pTNZlJ+fawmQc954AHgt791RDh1fOlSJ9dY0LbNXGm28biN05zXsOMNg140w8su27Pedl59vWwJ1X3odX5Dg1PwQyfb3y2xGPDYY8BXviICn82O+nq7L5WP6+u9173bXPjNUa7n0IuwfuxI2/Yn6FdCCMkpFN8IIYSQfNDVX1wytT/MS3x5uXw9+2yJIjKrndraUi/mDQ3pn+nnB7E/lwKdV3+mmGCKUzaCnjN8OGD+pVUXNW32uLWti3Z+Io/XcX28QQtCKILMSV2dtKcXzQi6XsOua9v5QeZGEWaNVVZK9dMtW1KFRd0OwN63sgnwHp+b7V5jss1hIf1xIcx8kODQr4QQklOY840QQkg63G6SPZ2Vty1XRKNSdTJI1VIdv3Gbn+v5oMwthJnkM3M7ZiOT3FJu90aY+Q6SryvoOYsWpUarqeOxmAhoiYTY7FUhVFFZ6VQaBdxFGv2r3/FYTKLUzjgj2LMkyJxUVDgCa1mZU7XT1r+J7byqKud701f6+frc+xUVCDMeRXk58PDD6dV4TTvctovaKr3a+vDKf2fLT2ibw0LKy2YbE3+HZQ+rvhJCSE5hzreAMOcbIWS/orOqbZLCYX9YA5nkyTKrWHY2XmPIZA5zLVrkK39XrtdnkPaCVpbVPyuE6rHZtmcbQ6GLW/vD8wso/HkghJBuThidiOJbQCi+EUL2K/gfesI14KAXeVDoBQ6yJRtfe4kMZhRUZ85nZ4t6uWgvaKEKoHCLE3R0e/lqsxD77Az2F5GREEIKFBZcIIQQkh3dqShFPnMT2dru7FxImdpknpPLNRAkSb/bsbD+zPZ6G3o+rZdekiqrQP7yxYXNExYkL5Mtd1mu1koQshmjrd9crU/VJuDfnlcBB/36XOR7DOoffWtgmAIZfu3ZxMVM17uXP/yKpGTab5j10dnP7GxgXjZCCOkyUHwjhBDSNcj0BSmfhQ9sbXd2oQVb/17VHL2uy6dNbsfNY9kmyM/FuNSLfFWV86KbS4ElGs28OqiXyKAXUDD7cOsnSN9B7cumAqrtfg9aRKOmRv4FeVZkO4/ZFmTIlV1h7rF82eP2jHbzh1oXS5e6F0npiOdpZz+zs6E7/aGMEEK6OSy4QAghpGuQaYLvfBY+CJr0vyPJtP8w14Xd0hU0Sb+tqmLY8bhdl4v50KOMctGuvqaVoFdZmTub9QIKDQ3pObxUMY2w6zeofeY9q9+3tjZsufXUtUH7jcWAJUvk+/79/Z8VQccSptCGW6L6MPdNELv09sIWwghLUN/bntG6P/S1V10NbN8u1XrdiqR0xPO0s5/ZhBBC9guY8y0gzPlGCCGdzP6SwycfZJKPKteJ/IMQNNl7V8ZtLvJVyMHmv1zMX7Y50mzoduliZJh5j8edCM+gefmC2JmLtZnrAhjZzmNn5ItTNhcViShcXCzX+PVvtu33MyGEENIBhNGJGPlGCCGka+AWTUL8MfNCBYkg9Io0zFekiN6ueplOJCTPms2OznzhzrRvt2iwfPnUdt9EoxIRpyLfMiFIJKpXBJhNINN9UF6emQBXXg7MmRNufoKMxTY/YaNxM5njfN6HmUYTuxHkGa1sjUYlGjPo3Jq2+v1MCCGEFBgU3wghhJD9iaAv7F7n5UsI1QUXJbqNG+eeP6szX7hzvQ26I8XlhgZg7175WlGRWRvZCD9uW0NNH3j52E9cCzM/QcZim5+wPshkjvN5H3bGdkvd5jBrz287eb7Gwog6QgghOYLbTgPCbaeEEBKQQnxZCWtTpmPw2t5pRvvonwP+W+WamoBrrwXGjgVmzEiNGnGzt6kJuOoqYMcOoHdvuba8HJg8GZg7F5g1C1i5Ehg/Hpg9Gxg6FHjvPWD+fHkxXrECuPJKiZZranJs/eEPgccfB267DVi7FmhpkXPVtStWSBL1s88GLrlE+qqrc162m5ok39OsWcDy5UBrqxwvKZHvGxokMmbQILnm+98HPvc5YM0aafOcc+QF/sc/Bu66C/jsM2D4cGDVKhnHokXA1VeL3Z99BkyYAPTrB/ziF8DIkcCppwJvvw18/vNA377S99atwPPPix+PPloS9j/1lLT3u9+J72bOTJ3L995zrpkwwZmHigrgu98VAfH++4GTTpLzW1tl7MuXA1/5CrBzJ5BMAscfD3z8MfDnPwNHHCFtlZcD06eLP5cuBSZOlC16r7wCtLcDPXsCBx8MPP20CGkjR8rPEybI+li4EPjLX2Sc/frJOBctkrHNni02KLtXrAAuvRQYOFDWQGMjcPLJYqveb+/eMpfLl8tY33oLuP56ae+tt8Tm5mYR1C64QNbrwoUion7uc87au+EGabtfPyASkfaVbfPmiT3t7TIvPXsCw4bJOi0vF3tmzACuuEJs6tULOPxw4MMPZT5XrQIGDBDB9p//lPEPGCDX7twJ/Pzn4tP33gP27JExnXIKsGGD9Dd8uPR/wAEyJwMHio3NzXLuokVAaams36uvlntgzBhZG+o+bmkRH65bJ31PmAD861/i79JSuSfV3JeUAN/5jqzNu++Wc5uagOuuk3E1NYmdPXsCX/yizGNJCXDiiXJfTJrk3A933526dlUBgSuvBC6/HPjv/5Z1cuutMo4//xn46leBiy+Wa444Qmw+8UQZT0uL2DFmjPj9+98HTjhBfKWvBUDW6uLFzjOspUXm/5hjgLIy+3MtHpdnyZ/+BEyZIrbrz0a36Dj1/FDPFHU/traKb1T/6pyysvTnq9szUz3z1Fxku904k23QYfvIVZ+EEEJCE0YnovgWEIpvhBASkHzlA8uGsDZlOgb9OiC1jdpaESIAEQ/0z4HUz2xRPl/5irz0FhWJMNKrV2rbel/qxW3ZMuC550TIiETkxf3ww+X7lhZ5KR02TNp9/30Rqnr1khftJ56QF9t164CDDgK+9CXH1v/6L2D3bnnRPfxwYOPGVAEtmRRxoW9feaFvaZEINlXRcNkyEdLKyuTcbdvkqxJ/3n8fmDZNtg9WVIjAp/67osSHjz4C+vSRf59+KgKF+rxvXxnjRx/J8dJSEdcUvXrJ1969RQDas0eElmRSxIIrrhBBqa1N2kom5bwf/jDV3//4h1w3cqQIAvpxVfFRRfosWABs3uz4CZC5TCZFWGlvd8ao/DpyJPDXv4p42rOn2Ltzp4htkYhzviISETu//GURnsyqk8ceK2O7+Wax47DDRHhZtEjmWaG3W1QkPt61C+jRQ2xKJmXOAemvpSXdln79ZB299BLwySfi86FDxca1a2UMOkcdJbb8z//IeJNJR5hra3PaLy2V8TU2ynluKJ+alJQ4PtT9Fok4P5u26Rx7rPjthRdkbbS1yVjVPbtwoaxf07ZIRHx39NEijO3e7dip/HvwwcDrrwMXXST3bTIptui+iESAwYOlUEFLi1zfq5fcu0cdJfM7Z46M8eijpY9161LX17HHio2trXLtgQeKvbt3S38HHyzim3p+HHigrAP9HtLXAiDfqzU0Y4bMT2OjY+8xx6TndqutdZ4lRUXAqFGpz8aiIrHHfA5PnepExT7xhPNs3bZN1ofqX50zcaLzfJ02TcThREKEczPnnHrmHXmkiKK6AAikRuV6/X7Qt82rKE/bs92NbH6Pmr9rCuX3MCGEdEOY840QQroyhRg5FoZCrByXbcXMbPrRjyUS7p/bPlPEYiJUxeMSkTN2rESFuW25Ulvuxo6Vl3K3yLerrwZ++1t5WbvtNifyra5O2rn7bnvk2xtvZBb5ptvVp4898m36dOdlNx6Xl89duyT6Ro98u+IKEfZKSuTzXbtE5Pn5z53It+uukxfy0aNFZHj6aRH4zj03NfJt1Sp54W5rc6KH1q9Pj3wz/XzNNRINdMYZYqvKpXbLLSJeJBLAPfdI5Nvy5SLyDR0qfavItw8+cITHDRuCRb5t3CiC4+DB0taePXJ+374iWIwdK//MyDc1tjfeAB56SNbFkiWyHv785/TItxdekGuHDpXx5iry7cYbRWRqaxPhpUcPOQ7IOXv3yr9PP5XIsc2bZR0XFUk7dXWyJv/4R/FJaalEvh18MPDuu2JzRYWsx61b5ZxkUv7V1gL33iufbd8uotRRR0lf5eXiH1vk24cfig21teKfNWuAr31NRKwxY1Lv46eeEvGzrU2uLy8H3nlHvs6aJX2tXy/9Dxwoa/b73wdGjJB7ZOxY4NVXZX43bhQh9oADHDuGDxe/V1aK/f37i23m2r37brHpyiul7eXLpc2775Z75MEHxc/9+onvDjpI7oPRo6Xt5maxY/RombMgkW+treKDq6+WZ8Opp4qP2tpkbGbF2zfeSI18059/pvClfjfOmuU8U1Q7iYQT+VZZ6VRTVZFv6vkKyDNo3DhH2NXtUs+8M85I37asBDGvrfAK9awbN04EP/25EYRs8jK6/a4hhBDSqTDyLSCMfCOEdBiFGDlGOhf10hk0SXlQAbej11ouq0PqbblVCnXbBqy+V/5082vYKphAMHvD9hFkLGEq2U6dCrz4oohWF1+cujUtk8q4mWBuFTS3Laq+o1HZwvuvf4lY+oc/iC1+2wF12wH52tYm4q15fpBIpjCVWG2VOM3+vap1KtuXLxfxS0V42a4Jur3Qts7ctsL73RdeberVTFXUWiaFM2zkukov4G6X7bwwRSKy/SMa/x9ACCFdAm47zQMU3wghHUZXj3wjXYdCX2vZClN+gpnbtjbzvCDby/ItVuXyZdzMa5WvfsKIQ0GFVptImG0exyBthc3zla29QHpus2ztCkrQNeAlgIatZhqEznpedYYQVujPZkIIIQAovuUFim+EENJN2F9easJEWnWkT4K8nGcjaIURzGw2ZCum5TLZuW6LnkA+0wqlijBCl/p5/PjUrcqqWIfXPIbJPdURazCoyGYm7w+bJD9IJF2uCCoMhRHFMhG9s52zQnsu50tUL7RxEkIIyQrmfCOEEELcUFsUgc7fzpOLFzG3NsxxmsKAOm47N1fYXmBV/42NEnWWSEjOKn2rW3W1bNFThLHNL1eS6S9TyKqvlzxoiYQkrld9Bo1CqqwE3nxTEuEDMjZ9boK0o9DnBRB/NTRkL755+UgViNDH09YmuetaWoC//11y1a1dK/np7rkHGDJEztfXWTQqOcMOPlg+a26Wz2xCqy52eZFtFWJz7bttD33zTcnHVloq8xdk3cXjUihhwwbg/PPTc4JlKub4rRd9W62Xf9RaamyU+WxsTC+AoNDXgDlGvX238zIhFpPcho2NMtZcR82Fxe05kC2F9PuHEEJIh0LxjRBCSPcg6It5IRWEyMWLmFsbbkUYbMnCM0nu7edvXbgBnKp/0aj0r8S2RMIRBfbudcSB4mJ7YQo/Ghq8RapMfV5dLcJNdbXk37IRi4ntw4dLpBiQ3leQdhS2teonsgTBz0cKNZ7iYtmiOneuFPp4/HEpkLBhgySz1+dKF3nWrZOCF4BUnh00KN3nsZisi61bpfiAl9hlCiJBcVv75lqIxUR0i0SAb3xDfBt03cVi4o9PPhER0S2vnCLoGvRbL0oAM+832zZQIFXcNgsgBBljroQjcw1XVjr3fnW1U3E2V/niCoVC+v1DCCGkQ6H4RgghpHsQ9MUwl9Ea2ZKLFzG3Nsxx6ueZL7FBxRgdN3/rYoMuoqmtmLowUVGRvh3Oti0uzHx5+TQeF7vGjXP3eVWVE62mU1fnRCAF6duWRD9oOwpzDs2qiypqMKwwEXTdmeNRSf8rKtK3wqr+1TXRqBRQiMelsumJJ9r7q6yUqLhVq9zPyRbbvNTWOoKU/nljo1TyHD48/LpTFSZV8QJdEDvlFFl3iYQUlwCk/9pa7/mzrReb+KoLpbpA6xbpaq7LoGPUv2aD+fwoL3fs0p8B8+YB990nayTIPeNGWMHa7TmQLYX0+4cQQkiHwpxvAWHON0IIKXCYSydzMvGd2zVKGBo3LlUYyrbaZy6orZWtbUVFEpmWbU62IORjfJ2RW8xGkHxjNTVOxOOgQe654cLkLcvUl0H8lsv5UuutuNgRlvRxZprI36/Sq14N1rwPC4Wgfp40CXjhBeDkk4FFizKfG1YPJYQQkgdYcCEPUHwjhBCyXxNUPAsrXuT6pdgrR5aZk82vCEC26JFPZ5+d+746Q3AOm7tMiW9Dh4rP8y14edHRgpTfvZFpldVcV2ftbLxs1e/nhobMnxVdyR+EEEK6DGF0oqIOsokQQggh+URtpYvHg33W1ARMnSpfg5yvonZisdTzKislukcd17dVqTa8bKusdHLAuZ3jh97+VVcBTz0lX03U1rZLLgGmTXPfmqrb4WW72zUKtRUwEpFoK/1zdU1TkwhUNTXh+lTjUTmx3M4N2pbfter7+vr0daDO1cehzp8+XUTO2293n2e1ZsJEXQZZWyZqraltn6qt6mqJsDLvBa85ygRzvvzGHY8DF18MLFjgbNtW7QT119q16fe5OVdmn2HWS6brS7/O7dlSWys5BZ94wtnqbOarDErYNUYIIYTkGOZ8I4QQEp58RxHs71EKmVRG9Mp5Z/vMK5G77XyV00qJSErI2r5dcn+ZxRrMSp2qkqFeYVHP96aSwLvlMfNaE3oi/khEju3enZ5PS7Xhtt20qQm48EJ54Vdj16swulWHdDtHzZ/a5qgnuK+vBx54ALjrLiCZlKgwVWwgSJ9eOb3UWKqrRbR4/XXn8zDRV2oOEwlg9WqZ66IioFcvmTNzjpcska/9+8s1Dzwg0UoTJ4pP9a2Wpr1+NDUB110HjBkjeQOff178c8IJ9vHrPjKrc9bUiG3Ll0t7d94pOQ8vvBB47rnUyqfbt0tF1927nTkKWgTAVnH44ouB9eudohF+/l+/XmzQx6SEOK9t06rvu+4CNm0Crr0W+MtfnM/0udL9FjR3ptv6Coq+tgBg9Oj0Z4tpB/OlEUII6cJQfCOEEBKeXFa964z2Cx1T1AjiC69k6LbPvBL/284vL5cXdRWhcuONqQnqzWINZhuqkqEuQOmVMVWyeLfxBl0Td97piALm+X5tVFcDW7ak22+zXdHUJCLO7t1OH6ZYYCu80NoKfPihVPg85hjJQRe0T30stuq1aiwvvQR89plUJvWq8OnmE108bGsDNm+W6qUHH+wkxDfPUz/X10vlz48+kmT5SuTJNGl/dbXk/lqzBrj6alkrqrKnWzSUPjZdMANE0Fq/Xr4vLwc+/VQEQuXv+nrZnhyJAIMHS39qjoKuRXOsNjHNz/9mEQcv4czW94gRwEMPAWPHpord+lx52eyG2/oKiilMFxWJAKo/W4LYQQghhHQRKL4RQgjxx4zOyPeL0f7+4mUbv58vvKJCbJ9VVKRHvOnnKwEFcCJsTLv0CoWmfWaftvP0ypi6mKOfpyJ9Wlvdq5SalQknTkxvU+/PbbtpRQWwaxcwf74cU5FzdXUSOdTc7ETmKKqrgVdfFXHDTYSw+b+kBDj0UKmquWhRegTTCSe422qOxRb9pIurSlSqrEz3gZdPdPGwf38Z/6OPis2qX31ceiSX2trZ2ipjDXIve0WB1dU5kW+6EOUVfaaPTRe51PWAzNncucCsWcDKlel2Dhki62n6dFlPZrum3aZduuhnE9PCPusqK2Ue1qxJjzZV6PasXSvjvuCCVB/MmWO/Nmh0mb6+glZItjF9uqwt837tqlFuuSxeQwghpFvBggsBYcEFQsh+DSvF7X/U1gILF8r3+S5MEMYOvy1/uaogqf8MuPvCq8CDTpjtnrm+38K052Un4C8S+PVlVgC1VcrNx3PGbZ7c+jSLZQDutplrRS/qkE1FWrd7MIiP1eeNjdL/uHGpAnhnizyZzHVHilSZ9hVkXG6Vafn7lRBCuhxhdCJGvhFCCPGnO0SiMbogHHqUTmfOu2mH35a/TNeqX0SYmy+8Igh13LZA2tZiru+3MO2Z/tXz6c2Z4y8O+PUVjUoONX2LZyZ2hqWhQbY1+m2PVrhFdQbd1p1I2LcFh3kOud2Dtsi7efMkGm72bLlm3DjxdXOzRHPW1XVMNFnQ8WUy1x2ZjiDTvoKMy2y7O/x+JYQQ4gurnRJCCPEnH5XisqnCmAm2inq5pqPHlA1+tpaXi9gyZ453NUazjbCVKM2qq+Y1uh1AqrBga9ttrdoqVzY1OW3o19mivaqqHF8EnWe9z+ZmoL1dhJ/x42Vr68UX2/2k2xK2Kq3tM9VeS4u3rwEZ87hxTvL71lbJ89ba6m2L7v9oVNppanL6WLFCrl24ULZyHnhg+hyac6f7L5Oqo/r41Liam1MrsppCkX5NS4tEjq1d6y0o6dtLlQ8B6a+qKnVMqphGZWWwMfTv715YoaXFqUB7332SE+/KKyXSrX9/ERpffx2YMkXETv2+zEX11jDVcE3C/E5RbY8fL7nh3Lbb5pLKyuCVVW33mp/wqLfNSqyEELJfwMg3QgghnUNHF1XoiOiCrlAowq9KZhhs4w1bLMKsuupXtVVt4WtoCOdrvbjDunVybPVqiYYy2/AbQ9B5tvV5443ABx+IENe7tyNSuLUXtCqtGU0XpMKtW0XJ/v1FIFq9WsTC0lLJ2+Zli86114oQdO21Ivw884xEu7W0SIL+s88OFsWo+2/v3lQ/uhUb0AU1s/3+/VOLFQDec7tsmYxj7VrgqKPc7VTXqQq1J5wg1VhVARGdykp7MQ2bEOg2v6Zfxo0Dvv1tJ/LNzF1n+gIIVrTBD9t94lYAJBvM8ZrRi15kGvEcJkow7HO/q+azI4QQkhUU3wghhHQOHb3VpiNeeLrC9iG/Kpl+6C+ztvF6HbNhVl318mHYtm3XRqPA4sXyvUqib7ah96Oin/RoG6+E+/oLvq3PyZNFIBk1KrWIhdtYglalDbKVLaivdYGopMTJtdfSAlx1lQi3TU3uAsjYsSIEjR3rtD1+vBQ20HOu+flR919DQ6of3ebdFKzMr17bOM1zVWGDyZOBYcO815ruM8CpxmpurXXbzmoTcNzm1/SLue4mTHC+t7UF5GZLudv9mOtCA7bxBqUj/iDSFZ77hBBCOh0WXAgICy4QQkg3Y3/NAaeqhwLp29mC+KQrJQfPxRwHGa86RyXZ78g1pVeDLSlx36IYtK1YzBG5bG1Oneok8HeLfstnsvqgYwjatz5mU8gK0pZbQQr9+zB2uJ2f6+dVITz/amokAm/atNRKubm0KRdtFoKvCCGEFCRhdCLmfCOEELJ/0hE54AoRta3wpZfSxx7EJ2FyIXU2uZhjv/HG404eOqDj11QsJgJGQ4PMazbigPKX2l7a1CTbJ/X8ZHV1MlZbJJ7CK4eVmWfOzMuW7drS868FyWemj9mcO7/8gUqUUdfp54e1wy/vVyY50rz6LcTnXz5sykU+tUL0VTZ0pdykhBDSjaD4RgghZP+k0EWkIMntMyUatScuD+KTjkwOnu1Lott4/NoNk0BdVQMFJEIsV2vKr5iForJSIoemTfPu1yxeYBu7WhezZsk46uqASAR4800nWlJVd9W3nLr503a8vl6KLqj23MQrm/3V1cCkSd4FI2x9eKHWSF2dv8hqE9y87plsRBtbMQO98ISbgOnXr3qujB/f+c+/6dOBkSPlKxDs+dMZwlGh/64w8fNRdxMTCSGki8Ccb4QQQvZPCj3pddDk9kHRt041NNgTl2fjkzBbs4Kem22+JrfxBE30H7Zfsz9znGF85FXMQuUiGzNG8rGpra6AvHTb2lfXLlsGbNwobQwalHquWhcrVzp9Tpgg54e11eu4Ih4H1q8H3n4b+PGP/fu47z5gxw6nkENzs9icSDjVcMOiz1lFhSNcmD50yyWnX2/LWZdIOJVjwwjWtmIGeuEJvVBIkHx/CvVcmTs3N8+VbDCfQ37PHxUdqfLqddTzO+hzsVC2p/rdd8xRRwghnQLFN0IIIaQQ8Uq0nwluCdvdxJps2vd7UQ16br5eEv3aDeOfqqpU8UtHr4CpkuwH9ZFXcYnly6UK55o1EsmkhBjAvX0lBDU2SqXVNWuAnj1Tz7X16TU+L1uDtBeLAX/4gwhqfmKQXgBh1CiJbBs0yH5uEJvdcJsjN8HN61q1xVtFGQUVi/StzKrQRWOjRCSuXOkUr1CRq6afvcSiWbOAK6+Ur51N2Ps7FhPhrbi4MIWjQql27efXQv/DEyGEdFNYcCEgLLhACCGkS2OLyshl8YR8RL51NkH84zUWPVLn7LMdwSnbipBNTcB11zmRb3oFSK/2a2tFDCwuFlE36HX5KgbQ1AR897vy/Z13uldPNVGJ+qNRKQgBZFdoQserAIN5nlm4xOaHTHxjFvBIJCRaTa1Dc12G6SOba4OQz3u70J8bbsU3CtFWQgghOSGMTsTIN0IIIWR/wBbtkG1kmfkyHFTA6yqRF0H84xXtUl7uRLy5+chPULC1X1EBPPWUc44uWgWNJCwvd65TopyK0HPbsurWfqYRPw0NQL9+IgQFFd6A9Og5t8iyTMQaNUdKpALcx6xy/fXv70S65WJdq3lKJBwRTs85Zn7NJqIy19FauWjPbd4K/bmh2+e3fgghhOx3MPItIIx8I4QQQgz0SCpTtCn0KBUbmdic7Tj9ous6wo9mhF5YEStTG7MZW5AItWx8G2TMZuSbjWyiS4P6Jxd+zHZ9BY0YDILXc6Wr0BWff4QQQkITRiditVNCCCFEJ5NqemGqPeYD1c+KFVLJcMUK/2qeNTWSU66mxn6eOqemxr1CZmWlvCC3taVXzquvBxYsAC6+OLVio/m913iC+M1WCVKNzRyfPibbsfp6J4rKtMHNJpVYX10Tdgx6JUW3iqSJhNjm175bhVzbuNXx6mrgG98AjjwSOP54KYBw8smSV+x735NrWlrk/JaW1HZUu/X1IrrEYt7VVE27W1qAxx8Hzj1X7PBbGytWSITcihVOhNXixeltqzXQ3AwMHgzcdZdcY9pRWSkij1q7uv/0KCa1nq64QvLNNTQ4wtv06fK9uk/0e6amRvy5Y4fY0tQk7Zx1Vuocea0tW/VX83y1BnU7bJVyq6tlbk87zenfrw+zwqretq0CbENDMJu9qKyUKrtvvAFcdFHHVjb1wjaGsHNHuhedUX2XENJl4bZTQgghRMdMkh/k5am+XragmVUXM92CFTaKRPVzzz0iaFx5JTBsmNOv2V5zs1SO3LsXKCtL3cKn+orFgAceAD76CFi0CDjiiNT2lPhg5g7T2b5dxIdYzOlTVdlUPtavV2NU40kkUhPnm5FGTU3AhRcCAwbI2IcMkTbffBP48EOgTx8Z4223iWgzYYL0BThbBdU4t28XEaqoSPxkzqn62VYl1JzneBz4+teB116T/v7wB3tUYDSaKh6pdhobRdBsbAROOCF9e6PyhWnPtddKQv5zzwUee0z6jkYlP9wrrwAHHZTahtoSu20b8Pe/Az16AL16AZ98Ip+/8oqIcqtXix8ff1y+793bSfyvbFPnqGqqbhVIld1vvAH83/8BO3cCySTwr3+JSPXss7Im9blXvrvySmDdOvn63HNyLJGQtbR8OfDZZ8AHH4idb7wh7SaTwMcfA1/7mghlb70F3H67+EYl71eFNR5/HPjHP8SPf/mL46MlS4AtW6SdZFLaGTxYClY8+yzw8sti47PPyvW9e8v3//63+CSZlLX66qtSMGLHDqeKcTwuAtOGDe4+M3OJ6edXVTn31113Aa2twCOPiC/09mIx4N57Za579Ejt35anTF+LeoXVZcuk72XLgLFjgUcfFd/ffrtcr0Rks81EAnj+eee5qtYCkB45WF4u9+orr8i/+nrvarZuUWa5jj7zqkCsHwtqX0fR2f13ZwqlyAYhpEtA8Y0QQgjRqax0xI8gFQrjcREi2tvtbelfg2K++ALeydFV+6oKoqqKaOZ1Uu3t2AHs2QMcfTQweXLqy7bqq7JSXqo//ljGplcYtOW7MqmqSrXv4oul3zVrRMxTPr722nSxxsx5pTD7rK4WUWTrVmDECGDTJuDuu4HZs2V8kYi0vXu3JKzv3x+YNi21DzXO9etFmOnZ0xHobASpEhqLAa+/LiLWa6+lryN9Ptatc8akV1mtrhb/AOk2u9kzdizw4osyX9XVjmiyfr0IQMOHp1dPbWgAVq0Cdu0SwSaZFNFy1y7HlgsukHW1e7e0vXu3tDl+vGPb9OkiJKpqqn48/rj00aePrOVkEnjoIZk3hflSe/fdIrzdfbcTWdTUJNe1tYmAGonIuPfsEZFpxAjx0d69Iv4C4hslAOm+jkQkB93Ysak+SiSA3/9e1u/evcCxxwIHHyzjV/dUz55y/WefyXWRiNwziYTY8PHH0u7YsSLCzZolgl8iIWKWEjxt6PcmkHq++qy9XYS3vXuBt992xHKFEt5bW6VIhaqibLZtq4isRFwl3K9ZIzZEIo7AriLegNR8Z6rNcePSo2S9niFVVeLb114Tm71wE0ByLYx4VSDONC9kR9DZ/Xdnss2bSgjZr6D4RgghhOiYSfL9iMXkhfeYY1IFJ9VWJi875ouvX3J0vZ8nnpCvEya4t9fcLP8mT04XvNTX8nIRyWzRKUqQaG2Vr/F4ekRFeXlqtMrtt4vIUVeX6uPmZhHIzGtNsRGQvnQb6+pEvDvmGIl2KykR0VHZ3doqkT5PPy1Rcbffnp7YX43TjDQEUgUxleTfPMf0v7KvuVlErRNPTF9H+nyoyDezIINZqMHEzR5V/XP6dEc0UX3YIoz+8Afx1fvvS7TcUUcBX/qSRKUNHSriVkmJiCa9e8u2xdGj5Vqzvf79RYSy3Qum3RUVMta77xYRuLJSRNRPPgEeflii38x7cMKE9O2a1dVybnGxVH9ds0ZsHTlSxDElCra2inj21lvOGlSFFVQEnC2KU63j6dOlL1PYbm2VaMH58+VnvQrthRfK5wcfLCKlPpd6RdNLLnEEJtu9ZN6b6j7QfRyNAjffLKLmbbeJEK2PQxW3iEYdsb2szFtQSiTEd2qeKyrEPn2N6evXzV79e6/7WY1fnTNxotxHqj833ASQXAsjtud5kGd8Zws0nd1/d6bQi4AQQgoKFlwICAsuEEIIsdKRW3psfWWy5SpXNmeTTD5Xtugihr5NMRe27W+YYqcqwnDKKbKt1K0gg+16v7k0z81kHdgS84dtJ5v157fGVI63urp00dfsN9/rVe9PifiqL5sPamuBhQvl+xkzOu4e0v1gboUnhBBCCowwOhHFt4BQfCOEEFKQuL20d4T4VAi5hDoq31Nn0xnjccsHZuvfS2iyUQjCbbbt5bL/jqy0G0T4C1rNNdd0pfu2K9lKCCEkL7DaKSGEELK/YKuWqSo5quMmbtUv/chVJdhcVohzqyqYabXBbGxzq5BqVoisrgYmTZLjbhVOVeVNVbm2vl6ivNQ8B+nLtK2mRiqYmtU29XN02wCn0uratZKDq6XFaau62mnvqqskr56qWupX2dZrffqNR32m2jErzWaKiggzK/ea/epVRoOuMfNavbJqpiKOsre+PnglYRu2uVDbbefMcbfJbZ6D2NDVq4TaquWq40GrEBNCCNmvYM43QgghpCuj55zRE53feKN7RFGQgglu1+kJ2dW2RNWf3zVhKgTmgyAiRza2mdeqyrmqEqvivvucipcTJ9qLa1RXi5ilKtfaEtabfdna0W1bskRyuwFOtUvTftM2tU4eekiEN/341q2Sq6y9XfLEjRsnkW9uSfzd8hTa5sVrPF5FAoKIWH6FS9wEQa+14be2zGuvvRZ44QX5OmWKvV2/aEK3wiR+69e0xStvlde43OYhExu6GrGYkytQXy+2cal72XbP5QNG5BFCSEFC8Y0QQgjpSni9WLmJB+Y1qmCC7Vwv9PbdXj69rvGzM98EeeHPxjb92nhcfByJOAUB1OeqYmRdnXwGpBdOqKtLTfAfjab3o66rrXU+VwUWzEIYas7jcYliq6uzrwvTNrVOJk+WiqeqSuby5RIt9cor0t6ECc5naky2ObdhmxezKIU+HvOzceNSc5np7QTtD0gXoWz+cRuLX9/RqAiJap7GjhU/jx3r3q4p2ti2gqqKrytWyNzNmOFuoyLMGjfHpfvE697OpQ2FhBq/mscgAq66l9X9kW+6urBJCCHdFOZ8CwhzvhFCCCkIMsmVlY/8b4UYXeFnUzYFAcLiVggiU8Lk9gtaiCDTdaFfF42Gy/VmIx4H5s0TMcpWkTbo2IPOWZDz1LZCvyITQds0bQ2SI888x60Igu14ru7Pji4MUeh0hfEX4rOZEEK6KWF0Ika+EUIIIdnQ0S86mUSM5CPKxGurWmfhF/ERxmZbW2Hm2owuzHZtuM2hW/RRY6OzRVXflgqkR5eFXRdmBOTevRK1l6n4Vl4uQtOrr6ZuzbNFGbnZodoJMr9Bzgsa2Rm0TdPWxYuBdevk65w59msqKlK3KbpFrNqO5yL6ybbezejOXIndXYWuELFXiM9mQgghjHwLCiPfCCGEWOkKkRD7C/muPhl2rjNdG7kYh9lGvoSQXAkwK1ZIfru775YtrIB3tFhZWX6FnWz8FeTamhrJmzdtmrv4lk37uZhvv/Wb7eeEEEJIF4fVTgkhhJCOwq9qYybkohpokCqj2fZjq3DoVm1TnW9WWfWqkuhln+26lhanOqet2mfQKoS6cAF4V5B1s1HlfFP5yMJgVrFsanL3m5u/VY6y+nq5DghWRbKpSaqdqqql+nHdV3rFUdWubf4uvhhYsEC2lXpVZ33kESCZlFxy6rNoNNXfeg40szKp31q2zbXXNeXl0n9lZeo1bv7Rqa+XMV90kfs5VVWyRbSqyvte1ede+WrePNlmavrUtN+cb7PCqt+977XeV6yQuRo92r6+s1n/3YVcPMcJIYR0G7jtlBBCCMmGfGzxycWWsSBVRrPtx1bt0K3apjpfVc8EJBdaIiGCit5GEPvc+l63zmnbrPYZtAqhV7VOlU+rttY7yX8sJm2fcUb4yCOziqVtXH7VTZUNelVbZa9XNFR1tVThXLMGGDTI3Ve2RPwqR5o6FosB69cD27dLez17pn6m279jhxQM+P3vpYLq66+nj0lPXK8XqqitTV1HtrVsm2u3rcWqqMGKFWK3fo2bf0w++QTYsMHxt1kowa1KsZojNR597lesADZulH6BdJ8q+93mWPeBqrLr5i/A/mxTPrvnHhG7e/d2r+6a6frvbHIVJcrCB4QQQjQovhFCCCGFRjZ5hbzyZJntZpu/yHa9WbXTPF/lpmptFWHIjG4Kap9b34sX268JU4XQrZqmQn+pDpOLLShK9NDncuFCEVvMebX5W79OzwUWRAyoqwOuuw4YM8bbV+b4bDnS1Hy3tsrPJSViU02NHBs3Dpg+XexvbgZWrwY2b5ZxTp7sCGtKBDFzoN14Y2phC68IVNtc2+ZIFyyjUaBPn9Rr3PyjCzZVVc5xFT335psilJmisGmHmiM1Hn1Nt7aK+HbiiSLA2ebea47dxEsVGamEQS9UX+PHp1a/dTsvSG64TMjntuBciWZdIT8cIYSQDoM53wLCnG+EEEK6BF0lz1I2Oa86CjdfdkYi+TDz2lF2B83BptsD2Ct22iqeBhmzsmHWLGDlyvT+w45Zj3wLIkbpYzQrzOrHi4pEsPJr08vefOR6c6ugmkvy8UzKpk2/a7tjoQhCCCF5IYxORPEtIBTfCCGEdAm6yotjIdnpZktXsDHbc7Nh6lTZWjhmDDBlSrCiC0BwcSvIOJSQUlQk21dNQSWMSJNtNJXadnv22U5fukCZaTXYfKGExtZWiUoMIzaG7acrRb51ll2EEEK6HCy4QAghpPuTz2TWXTlRti3RejbkwxduBQ06wgZbW2byfkWmvsxHwQwzR5hXEQrAvQhCNpgFM+rqZHvk2LF2/9koL5dIRxXtaBaSMM/1878qClBXZ992GqYgits6CEJ5uVx39tmpfTU0iCjY0GC/Lsz8BD036HkqL9ugQTIfQURdvciJ19zp5OqZpPefTZu5fkbqZLOGCCGEdGuY840QQkjXJFd5eWyRCt01UbaeC0zlivJ7Ac2HL+rrZctpIiE5sJYulcTyarueOSdhbfCK6LG1ZeZmMsVBr0iWsOsn6NZBs3iBQveduV03Fkv3pbJF+VrPIWaLdHKzr6kJuPBCsalPHyd32RNPOP5OJBxhRLVVXy/bQdvagGXLgAkTnH6DFoTw8pmq6qrPl5nDzG9rofKdLU+i7Tq3tWX2FaTip61whdtYg94HQc8Lk5PMXJNA6tx1xHMyjK86i6A+DWp7IY6REEJIRlB8I4QQ0jXJVTLrIGJMdyFIhUyTfPuislLsaWsT+2xVTr3EMbeE6UuWANu2AaWlqeKAbTymaOJV7dTWV5j1E0QYsRUvCILpS1XwYNw4ZxyqemZ7uxQ40POTedlXXQ1s2SL+nDYt3X/9+zsRP3p13SVLpK9IROZjwwZnPvQCHF4FIWyiosJPFHIT9MLMsY7X2rKd61fx01a4ws2WoPdi0PPCVGq2rUl97jqCML7qLIL6NNdCKiGEkIKHOd8CwpxvhBDSTdmfIgsyiXzLpx2qf7+fTYIkTM8ml1W2kW9hxurXf9ik+/rn6sVdbbtUc794sUSj7d2bmp/Mq32/4gq2z6NRYP584KmngFNOAf72N2D4cGDRonC+dMunBqQXOgBSc8rpPnAbJxAun56+tlS1Vv1a1fb48cDs2ZITb+bM4AUfCik/Wq7tyqSdrpCTMSyMfCOEkG4BCy7kAYpvhBBCuiQd8fLW0S+Iue4vrIAWpj038acjyLZyphs28dOsaKq+b2yU6K+xY4HJkzOfM7MKKZAqJqrjuRxnENx8sXQpsGkTsHs30LNn/iqJhrFx3DgnGrCzBJ9MqpR2lQrOhBBC9jvC6ETcdkoIIYR0Zzpi21JHb40Ks10uCH72hx2ffn5nbmH28lM2PrSNye1YNJq7ap+rV0v0W//+8rPysW3LqyLXa8XEbdzLlomtRxwBnHhiej68jkTfJtrZWx0zuR8KIQ0AI9AIIYRkCaudEkIIIV2JsNUrw1R7zBS9D2VfU1NuKzPmsw0/H4XxoZlkXy8IkM/quUH83lFVfPVqkhUVUpTBFN7C2mLmHNPnJBoFioqcgglhycYvbpUzIxGgRw9g4kSpJvrSS7mpgJmJrcrGqqpg69hvvYe9x222hBGw8lV1OIwv3aqYduXK2IQQQjoUim+EEEJIV8LtJdCNTF9cw6D3oeyrrk610+0lNex4bARpo6MEA5Vkv3//9OqnNvvCvrw3NQFTp8pXs1/T72bbuh3ZiAa28YSZx3gcuPhiYMECZyup+blpWzQqwtusWU4fak4WL5YiEmr7aS7GY7Mh6BqKxSSf3jHHiOClxKxoNPU6vQ+zv3hcqrbW1KT2o2ytr8/fOvYTjN3u8ULDb02GWbNugmQunl+dBYVDQgjpULjtlBBCCOlKFMIWLC+UXXpRB8B9K1suxhOkDa9Kr+Y2UT23WFjRMuiWTNMu3R4vqqtF3KuulogyvYgGkOp3r6qx2WwtDDtGk1gMWL8e2L7d/XPTtoYGmbe5c9Pnr7VVqo+2tgYdQSo22202BK0WHI3KOXV1zvq58UYnd5n62a3iqorse/NNyRenV1RVbbe2yjpwsyEobtspg1RdNe/xIO3m0kY//NZkmDXrtn250J/HXrCSKiGEdCgFLb61t7dj9uzZeOCBB7B582YceuihqKysxI9//GMUFUnQXjKZxJw5c3DXXXfho48+wkknnYTf/OY3GD169L52du3aherqajz44IPYuXMnzjzzTNxxxx04/PDDO2tohBBCiDteL5u2l8BCykek26dvNXR7SXV7qQ0zpiB5vbwEA1OUWrJEftZFj6DYbPGyL+zLe12dk0MNsL9AK7+bbet25EI0aGlJnaOgvqqslK25gFM8wfzctM1r/kpKgNJS+RoGfY2ZlVD1rcNeAqcNJRQ2NDhzYbbpNc5YTITJSET60j9XbZeU5GY7eSaiuNs9HqTdbG1U/snFcyEX+QDznVMwn3Rl4ZAQQrogBV3t9Je//CVuueUW3HvvvRg9ejRWr16Nyy+/HL/4xS9w/fXXAwDmzZuHX/7yl4jFYjj66KPxi1/8As899xzefPNNHHDAAQCAq6++Go8//jhisRgGDhyIH/zgB9i2bRv+8Y9/oEePHoFsYbVTQgghHUbY6n7dsRqgOaaOEhjNqpqdLWb60RnCq5qboiIRgjp73WXqA7f7Rj+uotDa2oCzzw4mFNvsCXOPxuPufXZ0pd+OODeMjZ1ZPZgQQggxCKMTFbT4Fo1GMWjQICxcuHDfsa9//evo168ffv/73yOZTGLIkCG44YYbMHPmTAAS5TZo0CDMmzcPV111FT755BOUl5fj97//PaZNmwYA2LRpE4YOHYonn3wSU6ZMCWQLxTdCCCEdRtgX10KKfMsV5phs4kV3HHeuyYeP9EgwFQFma7upKXeVTvOBm2/04/X1wAMPAEOGAKefbhdkgwhrnXFP53ruC0Hk5z1PCCGkgAijExX0ttNTTjkFd955J9auXYujjz4aa9aswfPPP49bb70VALB+/Xps3rwZkydP3ndNnz59cNppp2HlypW46qqr8I9//AO7d+9OOWfIkCH43Oc+h5UrV7qKb7t27cKuXbv2/bzdLS8JIYSQzMjnS5T+0l9WlhrJ1NISXBDQbQSc721tmIKEnzChrqmvd3JVlZQ4L/d67rHp051k8vr36tzycmd72tVXA7fdBowZA8ycCfz978B//AfQt69E0QwcKP1Mnx5MOJk1C1i5Ehg/XpK/H3OMtKXsnTwZmD1b+rvgAvl+1Cjgo4+Ap55yfNLUBFx3nXzWr59zvRpPPA68/jowerTYM3gwMGeOiB5f/KLYCoi/Tz4Z2LRJ5nbzZmDePBlzfb0cP+MMsfFvfwPeegs4+mjZSqrWQksL8K9/AUcdBbz3HvD1r8vYbrkFWLvWmY9164A//xkYMECKHBQXi40nngjMmCE2Kb8ceKAIE0ceKWN48UWpdJlMyvEDDhBbP/4YmDIF6N0bWLoUOOIIGeuNNwK33io//+tfwIcfyvFRo2QcPXpIvrPf/U7mIJkEXntNxtDUJD9/6UsyxhNPFF8fcACwdav0+dOfAuefL2P4619lLcyZ48x9PC7X/N//AXv2AKeeChx+uIx/yBCZs379xIZHHpG5/cUvxLcVFeL/UaOkLeWjl14CXngBOO44sfn442U9fvnLMi8ffggcdJDYV1IiP5eUOOsUEPufeQY4+GCx6/33ZX7fe09snjoVOOcc4DvfkbxvZ54pX3fvlrbmzgX+53+AP/1JfHjSSWLflCnAYYdJH9ddJ/nz9uwBhg4Fdu6Udq67Dnj4YWnrnXfE9n/+E1izRqL+NmyQ6//f/wP+8Q8R50aNAk45RezfsQN45RWgvR347DMZ5yuvAFu2iO+XL5cxvPUWcP31cuytt4CvflXGu2KF2H/yyWLzwQfLOvvVr4C775YxTZzo+CIalWuvu07O7d9ftrr+6lfAiBHA5z8va2vzZllntbVig54rTz2DALmv1qwBbr9d1lVzs4wlGpX+Zs+W62+5RdZgNOo8myZPFtvV8yMaBRYulDH17i2fqeeKOu+RR4BVq2TtzJzp/txMJMQ28/mjrjGf/+bvGVMUVs8mvQ3z91NTE3DVVbIV+M475TozShbwFnN1/5gibmeIioUo8OaKbOwq1DERQro8BR35lkwmMWvWLMybNw89evTAnj178Mtf/hI33XQTAGDlypWYMGECPvjgAwwZMmTfdd/5znfw7rvvYtmyZVi0aBEuv/zyFCENACZPnozhw4djwYIF1r5nz56NOXPmpB1n5BshhOSIfG4rnDpVXvzHjZOXUxVBPWOGJCtXnz3xRHAbAed7WxvmVrwgW/Jqa8W2rVvlpa60VGxUydmV3SNHihBkfq/O1cccichLf79+Tjuqml2vXiIkDRwo7XjZp9orKwOGDROh4b33pP1+/UTsGThQfn7/fTk2cKB8D4iAoXJTrV8v8/rXv8pnffoAu3aJuDRsmAgara0icvTuLaLPO+84Asppp8m1qo+1a6Xtnj3lazIp37e3y/e9ekk7uqhwzjnOWti4UcQQ5ZPdu+VfUZGIEq2t0s7WrfJVnde7t1x30EEiEOzd6/hl507nXH0NFBWJXV707CliifKBGkckIv9Ucn/l9/Z2EZI++0w+37PH+XzoUBGfWlqcNnS7lD19+wITJoj4UVUlIsLPfpZql35tJCJ9Hnyw2LN1q3O8rEwEkV27xEd79oiPKiqA555z2lN+8UOt00hEBKvdu9PPUbb16yffm8UWIhHx68iRwL//nX59UZHcb5GIjMW0q2dPGYf53+RevZz58bN/507nPjDtOvJI8efGjXK8Xz/nPlX3mK2ARCQi98zGjeKXSESOq3V/4IEy/4DMQSLh+K9HD2etRCLim23bZHtrcbF8XloKTJsGrF4tYmNbm9x/5nM0kRDRrL1d1oTypboXIxFZg+r5UVQkwtrWrdLPyJHOc0Wdp4Tigw6SZ5LtuaSei9u2OX2q54+6xnz+m9F6+udPPCE/q+eLasP8/TR1qgjOADBpklynP6NnzJCvXtuYi4rsz279nHHjRDTtCOEnF5GMhRANaSMbuwp1TISQgqTbRL4tWbIE999/PxYtWoTRo0fj1VdfxQ033IAhQ4bgsssu23deRP3H4/8nmUymHTPxO+emm27Cf/7nf+77efv27Rg6dGiGIyGEkP2EMAKamew5lwm69aT0ShhQfUWjqQnrw9jo1YaZEN4vKbu6JpFIjXzT+1R2u0W+6W2rMeuRb5WVIoD4Rb7ZUO2pyJWKCuD735eIqNJSx16vyLfHHgOOPVbmdtYsEc1OOUWEtffeA4YPl+s2bJCX8d69UyPfbrwRWLBAIt9UZMoFF4hdKsItEpF+DjtMXtwBe+SbvhZskW/XXy8CRM+ewLe/Le1kE/m2dKm8zB96KPD22yJS7N0rAtWoUY5AVlws4sWhh4oocdxx6ZFvTz4pQtu554ooooTDTz+VOWhpkZ/HjBFhQI9869VLBJSNGyUq6u23ZQzl5SKKvv++vOwDcv6nn8r3w4c7VURHjJDxbd0KHHKIiKcffyzzeNBBwH//t/gvmZTPhw1zfDRrlvjpyCOlnw0bxJ7PPpP5Puoo/8i3Rx8VQVmJYRUV4rd4XKLydu+WtZVIyPyVlMh6UpFvV10lY45ERNxYuzY18u2DDyTq6rPPnOuPOkp89tFH8vOuXTLW//oveTnXI9+OOEJ82aOH+OZb30qNfNu4EfjkE/l82DBZc5Mny3rUI9+uvlqi0kaPlnW1YoWcO2gQ8O67MvY9e2RdnHZaauTbunUyR2eeKX8cUJFvra0y9mRS7ttt22QtHnaY2LBkidj8uc/JnKmiFW1tYkfv3vbnaH290/7IkWKf8tv48dlHvnlVKFXPTPP5o64xn/9uz0r1/K6rc54vbsUw6uqcyDd1nf6MthUHMX/WI9/czkkkOq4CaS4KLhRq0YZs7CrUMRFCujwFHfk2dOhQ/OhHP8I111yz79gvfvEL3H///fj3v/+Nd955ByNHjsTLL7+M448/ft855513Hg466CDce++9eOaZZ3DmmWdi27ZtOPjgg/edM2bMGJx//vnW6DYbzPlGCCEByOYvxtzqkXty6VMzCX2Qdt0SpaufvbZhBSFo7rEgNDUB114LjB3rveUtaL/6ljRzi695/fLlwKuvukdj2rY/6yKv7kPz86Bb4FpaUrfetbQAF17oRErGYnKu2iatRJqXXpI51QVptdVPt0HN/7hxYoPaknz00d7FCry2Zqt504UU25ZyvwIGaivya685oqEudiuRde5c+1bzigpA/V910SKJKLTNn+5zU/wOMmfjxwM33ZS69dE8R79WHWtudtaKmjfb1lLlv1mzZE2q82z3grm+Fy502sk2v5/X/eU2TrNISqH+PnGzy9zmX2h2E0IIsdJtIt927NiBoqKilGM9evTA3v8/fH/48OEYPHgwnnrqqX3i22effYa//vWvmDdvHgDgS1/6Enr16oWnnnoK3/rWtwAAH374IV577TXcfPPNHTgaQgjZD8jmL8bl5dzikWtyGU2oz23QdvU51a9Xx2trHfEmkxfNbMZnvgRXVEg01DPPyHGzPZuQ2NjobCk0zy8vl8igZ56Rr/rnul8qKvyjMc17wxQ/9T8kKpHUzTa9Lf26WEyivgYNknNiMYkqe+89Eabq6+X8/v0lWgoQu4uK5GtFhQiHutCl22Cun6OOEpFh5crUOTTnNBZz1ohtjhsapI+GBvncJl6q8egCpj7uJUskwm7gQBl/Q4PTZ0OD2HPPPU6uR9WHvg5UHsSVKx3xTV8z5npX7Sr0Mcfjcq6aXzVn8bj827Il1Q5zXs1j8biMyyboDBok897Q4GynnzsXOOEEZ55tf6g2153eTrbim9f9Zbvn1RwCzr2Wy2dfLnGzq7ra8b1fOgRCCCFdkoIW3772ta/hl7/8JY444giMHj0ar7zyCn7961/jiiuuACDbTW+44QbMnTsXo0aNwqhRozB37lz069cPF198MQBgwIABmDFjBn7wgx9g4MCBKC0tRXV1NT7/+c/jrLPO6szhEUJI94MCWmERVgz1ijhxE9L0a83oEx3b2tDbsfUNeEevZDo+NwFR3x6mix/KDnX++PEixtTWSsSK2b8exWKOzxbhpYQrP5tttrj5VEVqRaOp7Zhzqx9PJORfU5N8Pf542aL4wQdOG4lEagSVEr6U4BKLOTnE6upS+/JaP27b/aJREWHGjxd/m/bb5swsiOIVBWVuY1TbI3fvlu/VtkU98k33xejR8nNFReq2cds8qb4SCYkW08epjitbn3lGftbzf8Vijj2zZjnjVX253SfKT7ZzdH/rIrCK0PNC96vXvRMG06+mT93Wjrn90+3Z4BUh2BHRZm52mVthCSGEdDsKetvpp59+ip/85Cd45JFHsGXLFgwZMgQXXXQRfvrTn6J3794AJHfbnDlzsGDBAnz00Uc46aST8Jvf/Aaf+9zn9rXT1taGG2+8EYsWLcLOnTtx5pln4o477giVw43bTgkhpIAp1C1G2ZKrcQV94aytlVxlmzZJ1JPbFj0gXWCrqQF++1vJO3XVVd4irFvfesEKs8iFaUfYba/l5WLjkiWSUL6qyr0N2/ZpU2jQE7ab/UydKtVODzlECg6Ul6e3GXSLtm6zijRasQK48kqpeGlucXQbg82/+vFx4ySf3PbtIl4NGSLbGzdskDxlDz6YunVYRVSF2e7nJ9B6jcOvkIk+XhXBNWaMRDMmEs58+SWz15PoT5vmHDftdfOnOV63dW76cOVKaefssx2hTNltK0qjzwXgv5bCpgQIco/Z2lTPkOJiuT7sGgji12zIxOZCpbv+3iOEkC5Et9l2esABB+DWW2/Frbfe6npOJBLB7NmzMXv2bNdziouLMX/+fMyfPz/3RhJCCOlc9G1uQPeKvMvV1qlYTF4uGxudl0u3yK/GRomuKS5236LX3i5CjfmiWlIigo2KtgozLj1yxiwEYbMjiF+8zvOK0rRFp+jnm1EqZj91dZIvTeU+U1FP5jgbG/19ZWPuXBHI1BY120u4VyTZ4sVOlJUeedXW5lSeLC6WaK6NGyUPnso5ptus+lqyRCLH1NZGPcpK+UcdM7cHmphjMdeFWyETWwRXRYUjLI4b5whcgPfcqyiq1lbgvvtEUDbtta1X03a1ZlR0ZF1d+nzo99Qxx6RGCZq5/oJGD3qNS827n1hjuz/c5sa0obFR1pI+73r0ntczxOs5kAuC2NxVfocU6tZaQgghVgo68q2QYOQbIYQUKB0RtZDvCAO39jPp1y3KTQmUKpotkz6bmiQpv6oKqUfGeSW1DzreoGQa+ZYrf9rOCZvw3RbRZkMvKKC2dprHwkY1eUX22bb9qgis3btFjNNtVuMYOlTWhBmJpX9fWenvp2yKtihsY1ECdJjnRE0N8MADUvl10SJ7FJdbZKU+p1OnpkZKmm34RQPaCm7o39u2iT/wgESgLlgAXHKJHMvWt0Gvd4vQc4v0KwThqCtGkXVFmwkhpJvRbSLfCCGEEF/0SIZ8vYDkO8LArf1McujpbelRJ2bCebe2vfpsaBCBZfx4Z/uefp1bUvswfQTB73oz0X2Yfs0XWrf8W6Y9qriCipzJVf5DvaCAEt/MHHFueaTcxqYi12yRffG4/VgsJlUzN25MbbOqSsbuF7Go/GYKjfX1IlglEvJZ0LF44RVZGeY5ocbmdo3ZT2srsG2bU5lV4ZXPy+YTr36A9O9thQmuukrsuOoqR3zTfZCJcBN0brwi9NR4TUGxs+mK+Uq7os2EELIfQ/GNEEJI16YjXkByIQh0VPt6W6Y4kMuKp26J3QvhZTAbsdSWJB8QccirzbBzqAs7XgRpN6jfzbGZVTVt5+jt61Uzzb5top0i2wi2sJGLftuGg6JfE2Rrb0kJUFrqFKNQeBXUCILZT3MzsHw5oFKu2ITPBQucyDfbeFQUGxDcL9n6MNu2CCGEkC5MUWcbQAghhBQ86kUxX5F1uWxfb6uyUrZ7qQqEukCSLzuVoGPry+uzXKLG7SZYedmhX6sLLlVVsm1Q5cwyCTuHegVKL3+Ygok6Nx6XbY41NanXq7E1NaV+VduCdb8ooS0Wc66PRiUfV3Nzal+1tfK9GmNTk2ynbGpyb8vmZ/NYVZVs02xtlbHU18v2ULVFVW+zvl7EpK9/XSLJampSx+eG2af6ecWK1DF4XWcbnznnVVXAjBny1c+GMKh+WlrELy+9BLz6quT8u/FGEffMtXfJJcCqVbJdVo1Pt8HvHgmDm3/dfrZdb1vL2diQ6/MJIYSQLKH4RgghhGSK1wtcUxNw1lkiEvgJUWFeBMOcq17aGxrShQO3tky7wr4Uz5sn18+bl95efb1UklQ5rsKOxyTTa72EIiB1y9zSpU6OsP79RfiwXWcTgfxECN0Or3aAVN81NcnW3/nzJbeXbo9qs7ra+arELDU2PXLLFGcbGoD335evuuhlzlt1tfji2mtlfTQ3izip2lJFBpT/1PjNY4Ak3n/0UacYQ3GxVF1duVLaHD8emDRJor0++gh4/XUphLBkSer4TL/W1ztrUbdfjaeyUqrSnnuuI+bpc3XRRSL21dd7i1VKiPz732ULaEtL+nzb1pwiHpf+v/IV9+eF7vNIRPxSV+f+HInHpejHiy/Kdbpf1Ho2BTtTUHU7ZmKOze9n2/VLlsg/t3P88Osj2/P9yORZRAHQH/qIENKN4LZTQgghJFO8tjdWVwMvvACsWSNb9czP3fI4+W3FymRLpdvWRVtbpl1+1SlN1qwBduyQr7b2THK5RdTvuFfOMzP3WCwmxSP0qq82P6q+bHm3TDtU0n9Vdda2RdjWjkl1NfDBB/L98OH2PGt6ddDqanslRyXAqKIljY0i6DQ3y/x5VWJVecwqKpw1MmOGI/Sq6pG6/2w+VceGDxeRTUWNXXQRsH69HJs7V+6lPn2AL34RGDNGzikpAaZPTx+fuVW4vd0+hsmT5fO2NhHzSkuddR6LARs2AJ98kuorG0oUW7UKSCbl5yeeSM+/qH/VicWAe++Vvpqa7M8L3ed68Q19+yiQ+n1ZmXOdlw3qvli2TOZd2a8EvC1bnGM23O4Pr/vGvF5VmM00Ei/stu9cpxLI5DnGaqX+0EeEkG4ExTdCCCEkU7xe4OrqJCpo7Fj757Zr1fdeua0yeWl0Ew68bNAFDPWzrfKmye23pyaXN9sz85wFGY+bP9yuDSM2umHLb6fnN6utFXEqkZAopMmTRSTSBSub+KBEKSUUqfZUO9Onp+fvAlJzxLW0SNXZMWOAmTMd+8z5UXPkVwhDt6uhQcSfnj2dIg9632ouxo+Xay+4wMlxprcfjQKLF/v71C2P4IQJTnGHujpnvErgM/PUmcVE1LZVm0/18cyeLee1tso4dHvU2rdtI1XE4+KjXbuAG24AfvtbYNYsZ30oXyjR11aJOJEAvvlN4LXXxF63eVK54/RcfdGozF006ohttvtLnW9b9+q+GDtWBE5178Zi6QJeEMznjV9+tyBFJ8L0GSQ3YK5zzmXyXM61ANgdoY8IId2ISDKZTHa2EV2BMCVkCSGEEFeCvBjW1Eg00bRp2b+U5pKpUyXCZ9y47BLIh0VF95xxRnYvzF6+D1P9UdlTVCRRamecIceD2GjrJ1fjy2Z+zOqTbr5Qtm7YICKgV1/ZjMttPoK2mSuf+gnOtn7MY+Z6GTfOEf9UNGQkIoKjLhTqAp3uC719QL7X23SbMzdfuPnaPO7mi1z5OlcUmj2EEEK6LWF0Ika+EUIIIR1JV95Go297yyfmS78e/RBUJLOd5xbtEkZ4U3YA9iqTfhEaNhtyFd2RzfzoBSDcIqQAx0a1HdSrr0zHlYvIz1z5VG0pddt2afajRzGan6n1olfOVVGHb74pkX6rV/tvX7aNzasar58vglYkdfNFvqKTMr3XOzJaKuyzgxBCyH4LCy4QQggpbAo14XKmdlVW+lcZnD4dGDlSvmbbX65QUS+zZomAEKa6pN6GnrzdLOigEs+PHy9bFr/yFTlXF4bMCphu/ZlJ9/VCBmZi+spK4LHHHHHPZpvel9pCqEcoBU1gb0O/NkiFUNPXys6yMrHNnB+9mIM5Jv2zysr0Yghm38rWCRPkvMWLpT1b5dDycvHTRRelFhKwrQO3QhTm56rNykrpUx0328y2Mq+irk62u1ZU2IthmFVrVe5A9Zlui6pKqlfOVX2UlwOffQZcfXX680E9M1QxC1XQQW+7qspe2dhPHApT+KWuzin0oF+r22Pzay4LowQ5L9/Vqb367gg6+3cBIYSQjGDkGyGEkMKmUCPFMrUrSK6hhgaJflE5t7LpLwhBojdU1MuVVwLDhnnb4WarGTmjqhwCsmUOkMTzra3Ahx9K/qnqase2tjbglFPSxQlbf3rOOrOQAZCamL6tTQSE3r2dXGyxmFQS3b5dzlHbf8MWRjAjhfx87VcEw1a4w/Sh2/WNjcC6dc65apxuBRJsfSuBSaH6fugh8aEZFWUrPGL6xSx2YUYumTbY1mJjo3eEmg2/whyVlXL/TZniVI4151yJt21twfoEnMq5umizbp0UKvntb9Pt1wtj6GsvkUjdaqqfo2w0iz6Yay9M4ReVc07hdi/YCo1k8uzq6CjHTHDrO58RcYX6O5EQQognFN8IIYQUNoWacDmfdtnazlV/tpfCIC9zakvjrFnA8uXy4q8ikYJu+zK3Raqk9q2t8nX6dKm0+eqrTvL6urrUKplVVel5qRIJYPToVJv04ghmpJrCLBCgf15ZKeNcvz51DF5bTt18pm/NVL5WwokZQRd27isrU6uTeiXd14sguG2JNMUCmxCmBLdp0+Qf4BScMLeh2gqP+G2PNQVq0wZ9La5c6RQeCLLlVl+rbn512+Zpm3OzgmtLi2wd1aNWbZh9qzkMso3Xtn1VF50TCWmvpsaxQwlvbiJ1mK3TbvaYbbl9DUrQogi5Lp5g4iWkufWdT4GsUH8nEkII8YQFFwLCgguEEEK6BbZk5GGjNNwSymea4DybhPAq6qi42Cl+kIu8bkGvCduuOj+RkEgtvWhDUN/ZEvDrSftNgdK8VkWueZ3n1XeY68P40E0A1DGT/gfZVulWrMDN30GLT6hzdX8o0cVsP4gfglQT9hqborYWWLhQvp8xI/P7PFvCzk2hEnbN2P4gQQghpFvCgguEEEIIsWOLmggbOZKryBbAnqDe/Fzf5qijRx3V1XlHomUSiRLEL2HbNSPyVOGCaDSYTbY+KytTk/arLaUKXQgwt6mGFUvLy9Mr8HoJDWakn1f0kLll0oZt67LXNUGKFdjGaFYudWvf3EIaNJouyNj8cFufKvrNtCPfEWImYeemUAmyZsyxdLSvCSGEFDwU3wghhHjDv+B3L3LxUmi2kU2bsZgIDmec4Z4DzU0s0l+Ky8vt0UJ6VBXgJKTP1XrOdktdba2T308VTPCzzeyzvNwpRmGzxcz7ZRNmsiEWk8i7xkb53rZt1asap3mu31bea691ot78cm6pedd9FSYSLIhN5jp0E8T82slVNWGbQNoZ+I25q2yfDPJ86ypjIYQQ0mmw2ikhhBBvOqOaWyHAinLe+PnHVsnUdn5lpVP5Uf9MVa8cP97JLWa+2JpVDfXKnWYFz4YGObehwV4ttaZGhA8/e03MKKkg60X3TTTqjH/ePNkuaIv0a2oCzjpLbATSqzkqwWXOHHtOvHHjpK9YTLZHVlVJP+Z4bRVRdd/axheNAps2SXEK06/19ZJ/LB4H2tvlXFuFzaYm/y2KNTWSs27CBOD119OfSWrNrFghFVbvuAO46ipHbDTbuuii9OquJm5rzFZNFJDPzMqvuh/q693XiCpooETkQnkGhbVDnQ94Vx21VSUN8lyxfb5ihfitoaFzfJZJhdV8z2+hrB9CCCEAGPlGCCHEj/31L/qFtiWq0CIQg2wp06uFqq155vnmtj31mdqCN3dusC14ev43VX3RVsHT/Kque/NNsbW01L1qqBdh1osZzafG397ufo2tamgQ9MhCJTwqbFVS9Yqo6jNbsn59PS5eDOzeLdVpzWIES5YA27bJz6Wlcu7q1anVQYNUjzULPaiKt7pdjY3Aiy8CF1wAlJSIjdu3A1u2pEZNqrZ27ZK1Ydvy63a/eVXyVGO5557Uyq+qv61bgYEDg2/3DfsM8npGZPP8CGtHkK3Gmfbl9vmVV8q6veIK4EtfCm5rZ5Lv3zGF9juMEEL2cyi+EUII8WZ/zV1TaKJjob1I+fknGgXuuktEEL/z1VbIREKihRoapJKlrXqmGyr/WyQiETAlJVLp0Uzgb65ndd3w4cCYMXKdbqPapupXDEAfg6q4qjCT8rtt/fSqoGqrGuqF27ZL/Xs3GxYvlgq0K1c6gpg5f6bo1LOnRKSZW06bm4FVq6QarfrMFETNsduEIt1neqEH3a5oFLjwQmDAAOCAA4Cvf10+M+dUtaXG19CQGm2mF8QAvCuv2ta1yuNXV+dEHqp5MG3xQp0XdKu01zOivl4EwETCe0uqm+/1r0HtDrLV2O3asFtV775bBDg94jUInflHjXz/jim032GEELKfw2qnAWG1U0IIKQAKLfqrI+lqY1cVOIuL0/OAKcxCAM88k1n1T70tJZoEvd7PryrhfhC73KoiulWfzCe5qEDrNX+631SUl1mlU49GPPvs9Ig5t3Vs2h6mkmSYyqm2dlTf48aFj9oKMpZ8tuHll5oaEd+iUYmc9Fvv2dhr2hNkLnJJmGdlLsdLCCFkv4PVTgkhhHRPCi36qyPpahGIZhJ6G2YhAMA7+kvH9mJvCjVB8PNrGLvcIk3CFjnIxfbBsFFTbtcHua6hIT2CDEitRmsreBCkb9WO21ZPs62glVPd/GjOVbZiUdDoI695DdqGl2+rquSrHs2YaWGIoISpYhuEoGs/zO8JRocRQgjpIFhwgRBC9ie6egLmykon11M+yYWfwrRhO1clj29qsn9uS/zu9nO2tvj1ZWvD7SVZH9f48cDbbwPr18tnN94o4o1KXN7UBEyaBHzvexJZdc01UnRAJedfulS2GepJ89eulZxba9d6j1NvWy8uYBZfWLtWcokBToSeKuhg820iIVv89KIPqsiB2u7n5l91TX29iAeqIEJNjVMI4RvfABYscBL3m5+r7+vrxZbFi8U/ajtn0Dk2E8irgg9qLlSxAtXPuHFOH2osiQRwxBHiw+XLgdNOA04+WeZR97mZLF/5ur5e+mpulm2rGzaIDRUVwI4dwMMPy+dNTfL1rLOkrepqaWv4cLlW+USfs4suAubPlzWoCiMAEsX30EPi/5oaYMQIsVk/Ry/soPtMX9sKXRC7/HKpaPvAA+n3kyoMUl+f/pnysW2e1DqurhZ7VFEOW+GMxkbZAvzWW04RDHPtAc68B32GxOPS56RJ9udVNCqRo7bcera23Poxi/+Y9qn7Vq0XvYiLW7uZFErIlCD3HSGEkG4Lt50GhNtOCSHdgkLaYlPI2yg7cqsY4GwJmzbNEWimTpXtk+PGARMnprdlXqP/rPKKqe1+gHN9NJq6RdCcB7OdWExeZhsa7G0re/RItOrq9M8VSiDp2xc46CBpu29f4LjjJF/biScCM2eKLWedBTz3HNCrl+TK2rEDSCZFDJkwQdpJJIBPPhF///a38vK/cSNw6KFAv36SC2rCBKf/eFyqit5zD/Dpp9J2//7A1VeLH9UWUZUcPxIRQUbNw2OPSXGGESPk8xNOcLa5JhJiw4EHAsccIz547z0ppHDUUcCiRdL3fffJ/G7ZIvOweLEIMpGIiFXHHy/jUIJUe7vY2dYGbN7s+GniRKcIwciRTqEE/ftp06TAwfbtEoE2ZowIMB98AJx/vrMFUeUEO+MMEWfGjHHmQa3HZ58FPvtM5mDwYMk/V1EBPPqonFdSAgwdKkUGhg4F3n9fbP/0U7F5zx6JuurZEzj8cBlr795i6/vvy/eHHgpcconMyfz5MpdFReLndeskF12/fsDOnVIwoU8fSbC/erUUfRg6VNbUZ5/J94lE6nwUFwNHHulE5QHAsGHA3/8u83zaabLO9u4V23fvlnPOPBOYMkV8ddFFEkHWr5/4Sa3zr3xFCj58+cvAH//o5PmbPh347ndlLQMynvHjgXPPdSLDHntM5nbIEBnX1q3AeefJ+ffcI7aecAJw+unOc6F/f2DZMumzXz9Zj++9J2MsLZX1tXu32Ni/f+o6GDpUtkCrZ4NtW7W+9VitRf0Zpe6nykopBpJIiA+mTEl9Xunt1NWlRpCqZ8bixU6bbtvGzahW9Rw6/nhZc21tYsPAgXIP6OOxPWPDku02WtvvhEL6naxTyL+fCSGkgOC2U0IIIXYKaYtNIW8hzYWfsm2jrs4RycrKgrfV2irnbd8uooOe/DyRkKT9a9akVmL0S9I+aJBzzLaVUB1XVSttnyvGjhUR4tNP5echQ+Tfa6/JsaYmp5rn2LHAq68Co0aJgLZzpwhfY8fKC/qECSIolJQA3/8+sGmTiHh9+oiAsm6dJGHXI5FiMRG/lCBUXi7ClkJtO2xtlXYnT5bk+bNmSfTW5s0iaLzzjlNMQkVj1teLz4cPd+avvV1EkB49pO81a8S2xx+X/qurRVTZvl3aKy6Wr3v3ytdp00ToUcKbGtt770nf06bJ1+nTnUIJgFN0Qm03rKwU361ZIyJYUZF839P4r+BTTwEffpheVbWuTsSiDRvk+l27ZDz19WL7hx+KKBeJyPnr14sAVlEBvPuuiGpvvSXX9ewp/157TX7+whfE5717i5Cq7J03T9rcs0d8+M1vSlRacbH4p08fKa4QicgxQETBjz92vt+yJXU+2tpkjIBc/9lncn4sJmt3926xae9eZ3vmQQfJmlu6VM45+mgRm9R8qXWuxh6JpFZnXb1axtqjhzOvLS2pz4jGRvHhBx+IPxMJWadjxojNbW3Szrhxst6amx2xNBKR8yZOlPugrEzWys6d4rs1a+Qe+8IXpL+RI0XsjEadZ4ttW7Wyq61N2rChngcHHSRrSi8IohcrUe1UVzt+BdIr7OqVbE30KMLaWuc5s2aNzHNpKXDZZenFVnKF/ozz2rrrhu13QiH9TtYp5N/PhBDSRaH4Rggh+xOFlDesUF86gFQ/ZRoBEMbXVVVOcndFRYWIYwqzLfMa9XMiIS+lBx6Ymii/f395mRo7VkQHVUXUnAe9XRW5c+KJToSUwpYrC0itlllf74g/yoczZ8rPq1Y5UW6ACC0rVogAo7anzZxpTw5vRsDEYiIKPfSQRC7NnAnMni1i2d13p/qtstKpwHniiRL9o7+kl5enR8Y88YS87L/0kkQjNTWJGLdyZaptuu/Kyx1xSgl5lZVOZODVV0uUnC6uqjaA1OqoKgIxGgWuu0626h51VGrVT8CJ3LNF0tTVybWjRkmUlClQtLSIuHP11cBtt4mYo+eLq6iQ8dbUiHiltv4BwLe/LULP8uUihn3yCXDqqSIQzp8v44vFJNpr9mxpe8YMiTBcswa4/XY5Rx9zeTnwpz8BF18sx37/e+l/zBgnckzZr0dOmSKkEiDVfCg75s5NHas+N4MGSTRfSYlEOM6dK2OLROTeKi+Xa9esEb+qObjzTkcwB+Qac6zXX+/Muz53FRUiIG3dCtxyi9ipX/vwwyJElpQ4kVxqvd5xhxOBdsQRwCmnyGfxOPD6606lWeWHmhrx5eLFsmZUrkQT3WduOQ9tORHNXG+JhAjMan7MdvT509d00Dx4toIf5nhsz9gwxOMiKL/9tsxPmIqqCtvvhEL6naxTyL+fCSGki8JtpwHhtlNCCNlPKdRtQW64vbBmIiJmKjya1T2BYBUks/G1rXJqLucsTMXNXODmC79+3bbG+fk2yJY4s2+3z8NWnA1KmLWdzVpSOeSUmGOrgOq3xsL0r+6XjRtFYJs4MVV4t43RNhd+1YUV1dUSVfftbztCoc3ebNe4ylenijzYtqF7kckc+q3BbJ5ptbUSdXraaenzQwghZL+E204JIYT4U6g5XQrNrs6OAAjrD7dIikwiLDKNynCr7plIeG9lysbXuq2ZtOPnZ9MXYbZlZbKm3cbgNyduFSbVnKgk9EEqaprHzDGbn6u+w1acDYrb2G1zkc1aMqu36m0pv/m1H6Z/NTctLbI1WAliOubYdV+rrZ2mjW6UlMgWTbVt2s3ebLcelpeLWLl3r/s2dC8ymUNls9qea16b6ZhUxKyKdiSEEEJCwmqnhBDSlcmmUppZOa5QsNnVmRXhOrIano1582Ts8+b5nxukKqlZIVOvUujXXtD+AdnONmeO+E35sKoq/YVYXbNihbP1L6yv9TEpYUmP3gpiv6qeWllprwJp+jQaDVZ5V69kaavSqJ+nV240o5zUZ7aKmjZb9Uqy8XhqFU/bvdXS4lRqVTboVTYBsUcV7dCrks6bJ2tIVf8Egt0zut1q/lasSB+fOtdctyefLFFI48d7z4XyWUNDegVhs794PLV6KyDjUNuwVRVc2xj1qq3z5kkxhJaWVPu/9730+01tdf7Nb4C//MXZOmlr11w36nnZ0GD3uW2tVVVJRKra4uy23tzWuK0KqnmfKCorJeLNLxrPhvnsDfI8Umu0qsruD/V5UEFPrZ2WFhHdnnoqdX5YrZQQQkhAGPlGCCFdmWwiEzo7osuNfERgFFo0XRhUgn63hOc6pp9sfjMTwa9aJe2rAgxe7YXtPwjqmnvucXI3hd3SpY+pf//UsbrZY64JPbm8EqdsydVtbXqtL1uBCiX0NTY6ooTerurb1mdjo2yn0/1kSwSvEvj/4Q9ScKCxUXKKAfZ7S096r3IHqsqtyqe2qDpAtjDu2CHFLYYNs/vbhq3vhx6yrwPbut26VYoYzJ3rvXaVz1atkm2d1dVOBWFz3akiI9Ompc6l6l9VwVU+0ef+yitlHFdcIf20tgIXXigFRtT1GzdKe2HWud7ul76U6l+/57i5Xm1rNchzA0jf0qnQC63oaxrIbU6zIM8Xv3ydYe2prk6/38LaRAghhIDiGyGEdG1ytU2vkLDZla1Q2FVfkOJxSbqeTEpSej9MP7ltJVTRTNOnO4ngZ81ykusH3Vrn17+J1/ZAlQTfbUuXX/J1NSa9SICXPaYtenJ5Mxm8niA+rDjstmVRF/psWzjNa9WW0Vmz0v2kztNtHT8eWLtWoqxURKHKY+ZVKEMd0yu3mv4zbVXb8WbPdopQBEHv21aQwDxXzfHkyeIHVcjCtmZ0G72KXIwfLxFpFRX+EVV6FVzbVty77xahrLZW5vdPf3KKTajr43Gp+hpm66Lerpno3+857rd12HaO233jtaVT+Vhf07lCz2Nos8sNL6HczInohl512obuq678Rx5CCCF5hwUXAsKCC4QQ0oXpqi9FHVnsoSP6UlsZAaeqYdC5CWpf0PNyWUAhX8UssikikWnBBv08c64yIWiRhNpa4LHHJArt4YfTt17q1NRItF3PnnKN17lB0H2lfB10Lr38aRZuCIKtkm9Qoch2rZ/fw+B1ba7Wi40wxST87FVzXVQkUaK5fN511PO6kH6fFZIthBDSCbDgAiGEEKITJMqvEF8iOnJrcEf0pRKwq7xjXlvcMrUv6HnZFFDwayvMNSpnlNuWVWVTrqIQg47TNldAOPHO3KLo5e/KStkCumWLs8XPq68tW5wtpPp2wGyLW3jNpVvUlNv5ZuEGW1umnbbtx+bWZze8ti4rsol49ro2FnOqi+b6+WmLFA2CVxS1GdGaCzrqeV1IkdyFZAshhBQ4FN8IIYQQoDBfIjpya3BH9RV0i5tJUPuCnmfL+RbEjlyj1l0iIWKX27bfsPPjdn6Ycdq21LmJaSZ+VSejURFU1FbC8nKJeFPbQ886C9i9W6LbzL6qqmT7p63yZCb3cVDfmrn1bHOmows9psDqZqdtfoIKRV5bl/NNPu8fty3hmbalRO9c01nP0M6kkGwhhJACh9VOCSGEdC+CVJ+znVNZGa4KXtAqd7bKgF7VSMNcH8ZGW2VJWzvmNUHPDWqHWcGwvFzEhcpK94qrepVL039u9nl9pqpH3norcPHFjl1udvhVdHTzg80Gs61oVASqlStla119faqv1DbIeFzsHjUKuPxypzLopEkiWNkqT9rsdaveq2xV1Tz1uQLEjqVLRfQqKnJEM7ON6mqpQLp+vYxr+vTUKqr6eW1tIiqpipLbtkkhhFtvBV54AXj9ddlqOH68fK5XU50xA+jdW67Rx2jex0HXva2KrEllpYypokK+xuNS1fQb33D8/73vyRytWOH4r6EhvcpsNCp+HD8+1b76ekekU/PvtuXUXHdqDV98sbSlV6q1jdHv/g3zude6CuJ/P3Jddbojq31nUxHVdm1nV+DWKSRbCCGkwGHkGyGEkO5FkMgX2zlhoxaCRtgErWIZxFbz+jA2qmvNqpZmO/o1toqXbucG9YHtPK+KgmaVS7PyqK3KqXmd+dmVVwIffSTf9+3rbGVzs8NWTTTIllWbDba2+veX74uL5Wc9Ek6PNLvnHuCdd4B33wVGjJDKoO+/LxFggwY516q2g25X1G01q3mqz9ragEhE+nLbShmLSS62jz8WsUUJTzYf6BVgKytljKpa6tixcv7YscDMmc7nlZVS3TSRkLWgX6PG6Lad2Lbu9ehHv6qWgLMVV22vbGyUdfSvfzkizr33ytiuvNIRuWzRQWpL6ty5zlzZ7kuve8f2WXW1CJcrVwJDh6a2ZY7R774MU/XUr5Kq33Ono+nIiC1z+3iYbdGFGJFNCCEkIyi+EUII6V4EeanKxYtXmBxkqlLl9On2a8029JfYbLaSuW1h06tamv3p2wEXL3aveOllf9jzvCoKKv8B4j+z8qj6zGzb67O77wYuvVREptNOcz53s8MvT5Tb+HQb1NZDFTFma0tPlJ9IpG/bHD9evp5yCnDEEVL1c/ZsqYhr26YYJq9VNAosX+7k7NLXRiIhfQLA8887oplJZaVUPl21CjjxRGcNnXGGVPiMRlPbU4n5ld9VNdIZM1KFvbo64NprgR07JNebOlZdLVVPly93KonaKuGq8ZnrXt/yW1EB7Nol7fpV1tXH+tprwOc+5xxfvx546ilZYwozv180Kn2qyEA1V6Z9pv1BqhHX1QHXXSfRd/o86j5T61t/Ninf+T17dL+ZW4q9Kql6PXeCFpTIBLeiF2H+2JJtPlDdj2HFNG7rJISQbgOrnQaE1U4JIYSkketKnZmeny16f0DmlR+7Ep3p4yD9ZVIpMx/2BakE6nYf2CpLAu5VWCsrJWrs7LPTfVRTAzzwADBkCHD66akVNcP61hR9VASXut6vvUxFo2wqbeZivXpV/ww6drd2vI77jSkXlUfd+p46VeZ23Dj3iMagdubiWVGIhX0IIYRkDKudEkIIIR1Brit1hj0/Vy9ybtF1HVnwoSNR0VejR7tHTOWasGvAq1JmPvCK3lNf3daDX/EAWwSeGcllbkW10bMn0KePiCl61Uuv6DAbpr36fWSO2UZ9vWylTSSAOXPc+zHxi6AMcq1blGwQITAWk7x9jY3yva3QSJB16rYOwj4vsvGHidsa9IqqDUouo8+66zOVEEKIL4x8Cwgj3wghhKSRryiGfEXUdaRtub42V+3rEVaRCLBxIzBtmiOimGKG+jp+vOTnqqsDyspS+8nHuMJGF3nZYIpL2VxvG1+Y8ev5wtQWVpUvzRSRdFvV9/o8mKJk0PtBn+PFi6WIRElJajSdFzU1Ir7p6wZIjVYsKxORDvBvN8ycmhGRasytrcC//y3FH9Q2cXNtAs7aV9uI3ezL5ZbQjoj2isfd/c1oM0IIIXmCkW+EEEJIR5CvKIYwEXV6ziZ1bbYvyl6iQTYJwPUcW/37+4tk8+ZJgv/bb/eO/rIlgFdbJE0xp7IS2L5dctlVVAAbNkhy+hUrRNSpqJAqm2bRgnvuAVpaRPiYONFeOEONyybYudnvJgwEiTLTt4Ha5kUJNWpMimeekXxlTU2ObfoYABFzABGl4nHgD3+Qa2bOTBfEbJVPbeOsrxd/vvee5Kzr1UuEIBXFpm97VOiRWurztjYZl4reUthymLmRSEhutPXrgU8+SS0y4Sc8VVU561fn2mul2MG11wJTpjiFJgD7elc+WbECUH8LV3Oni8RqbLEYsGwZ8MorwLnnSlVTlUeyoUFy4j31FHDUUU5b5rqIxZx7xa0gCeBfZES3X/nEK+LO65mRK0EfcMaki6IsWkAIIaQAoPhGCCGEFBpBtzmp6ovPPONED2X7kulVJdS0LexLs7pWFRNQdrpVSbzvPhEUvCpQqnPNBPA28QAQMePAAx1/NTU51SlbWoDPPpNCBn6Rb6Yv9HHZBDvTfreKkUF9aApupi3xOHDhhVKgQI1JX0/LlwOvvurYpo9hyRJg2zYRhAYOBPbskXlYs8a9gq7ysVteOLWu4nEpbNCjB3DJJekill7wo6xMvtcFusrK9GMK837QhSzdJmVLe7tEiY0ZIyKjWTjATXhyE0bHjhUfjR3rCIGtrSLuulXJVXYcc0yqH8xtuMqmsWOBDz6Qz5Ysce7RaNQpQLFypfs2Ur34g8L2nAmyJdTvWWG25fY8y4Wg70VHFC1gdB0hhBAfuO00INx2SgghpCAJsqUwbHtBt8tluu3VfFG1tRMk8s0WoQTYt426bWMME6UWdFxB2lRjHjfOPwrQrz/btbW1wGOPAZs3A+edJxFr+jluBR3U/OuRb5Mn27fcAun+V3nF1HZS1aetXdv6MteC19ZLJTTplTT1irhuRQWamoDvflc+u/PO9Lnxi3xz87vNp7W1dn/oPgH8t0qa93nQezSf6Pbb/B6mnVxFvnXWtvZsClUQQgjpsoTRiSi+BYTiGyGEEGKQq5fJTNuxvfAGFQQ7I1+eTqZ51IL6yoys66hKjWbVUrdIuGz6MKtkFhUB69bJZzNm2LdHmmLvwoXu5/sRpDKsW9RdpuSqwmi+BKDOvp86Aq8xhlm33dlHhBCyn0HxLQ9QfCOEEEI6Ga9oID3CKuwxoPAiUsIIPF7kslhC0L71CLCGhtwLUraCCUDwogm2iLMwoqZXtFq+IsFytR7yJQCFFYUL6V4LSrZFKLry2AkhhFgJoxMVdZBNhBBCSPcjHpeXWT1/UncjF2PMpg11bVOTvLQuXerka1P5q9wKFag+VV4odZ06T0Vl1denf54v3HxhHq+sdPLX6bgdd+vLFCvNvm2+cUPv22tOFy+WSLTFi+321tdL5Fl9fXB/6Kg5LisDVq+WAgSDBkmS/aDVVquqUs83/eDWfywmkYT9+6f3pX5eskSKLmS6pmxzksl6sI0hzPoJguoDSL8Xs11vXu1kSyZtqnWnBOWwc2t7XhFCCNlvoPhGCCGk+2F7scrHC5zbC3tTk7ugUFMj/zpasMt0/PoYg7RhG6PXC3dTEzB1qny12amura6WrYyRSGp11yB2uwkO6pzWVtm6GKRqpzlW3dYg/lE50ZSAZbMXsIuI+vEgL/Bmm0r0mjfPaTOIGGMTWIKKKDZ7W1ulzcZGR/isr3dsUnYpodVcU2rNzJuXWpQgCLrwp2P6wW18lZWSp6+52fs+Hjs2nEhqE16jUee46Ucv0UvhJjrb1pWXPW7H3Prw+iwT8S8TwS6fbeZawCSEELJfwGqnhBBCuh+26nluFfWy2QpkVtHzq5IYtDpgLjDHlWlFQbfqmm5t2MboVW2wuloiiVTVTbMPs+qiymFmVrr0stutOqVe4XPvXmnfLfm+bX2Ytgbxj1u1TjcfZVMJ0q3NNWuAnj2dNv3atdngNadVVelVTHVKSkTs/OAD+fmMM1Ir4AKOqBaNSjtvvik29+8v/nvpJaniqvLKZbN91bZG3ManKqq63cf62INu8zX9q2xRW0TVcZ2ga03/qvftdb36LJFwxuJ2vtc6sH3mdi96oVfAzRXZVEDNZAyEEEL2eyi+EUII6X7YXqyCihthxDjbC3siIZE9JSX2LWKJhHyvolrylf/HTcQK+7KpjzFIG/oY1XluL6vxuIhdu3ZJfjBbH/q1FRXpudqC2O13jleb9fUitCQSsk1Rx7Q1iH+UEGr25ycQ5iLKRglDZgVYP8KKKH6+r6pK/d5WzVP1F4uJEDd8uFSPrawU+22VWoOgi2NeApS+Ldm8R21rXL/Oa+xBhEyVO661VaLsvIQt8zliPr/0Meh9u12vf6YLol5iZJB1kM0fORoa3MXxTKGARgghpINhwYWAsOACIYR0U2yVELNJSF4o1Ta7QnLvrlD9r6ZGxLdp09LFt0zxStqvPs/F3HUF//qRy3UcpGCHTj78F7Qqpls1Vr/nldvP48Y5behrLtsKnkHJxpdd4VlGCCFkvySMTsTIN0IIIfs3QbebBcXvevUiOX587rdS6RRSZIfby7OKIFI53ArxxdpvC2Um+G0/zmarqU4uo+aAzhFBcrmOw/rV5r9sfRBkPF6RdX4RrWZEm3q+qO3aZ5yRfg/a+glqq4nXve7Wjx+F9CwjhBBCMoSRbwFh5BshhHQytpc6rxdh9Zm+xS7IdW79DhkiFQxHjAC+/33gF78A7r4bmDAhuN2AfFWFAzZuFPsGDZKvixfLVrMdO4C33gJuv10qOqrrW1rEhqOPFrurqoC1a4Err5QX7cZGyed1++2yPaupSc4/5BBg1Spg9mxg0SJnu15DA3DppbJF9s475fpVq4ATTwRmzhR7lQ+VbYCcX1Ul9qjtf2VlTjTX5MnS1+GHA++8A3z8sdh5yCHA3LnAT34ClJYCo0YBTz0FHHkkMHgwcPXVwHXXyWfjxskYVVtDh8rYPvoI+PnPZRyzZgGPPOKMeds2iVBrbQV+/3vgpJPEpvfeA/76V+C008TvjY3y2aZNwOjRQL9+wNatcs6YMeIDAJg0SbbE/vnPwMiRwG23AStXinA6d67Ye9ttMo7ycmD6dMdPJSXy88KF0u6HHwKHHio2HH88cM01QHu7/Pzyy05+rQsuAC65RCLujjkGSCaB11+Xdffvf8v4330X+OpXgc9/Xvx2443AggXAF78IfPObct7XviZRU9dcI+utd285ds45wP/7f9LOsGGSV237dmnj9tuByy8Hbr4ZOPVUYP16YMMGGfurrwKHHSbr+bjjZE1Mngxcf71UNp04Ueb6vffEtoMOEl+984700aOHXH/EEcBf/iL+Of106ePTT2VMPXrI94ceKmurogK46CKZ/xEjxFfbtgFPPinj6dVL/N67N7B7txRB2LtX/Lp9O7Bnj7TZuzdwwAFA375yz33lK/J5U5Ncd8gh4ht9HXz5y8CWLeKPWbMkv1xpqdi7c6dzH3zta9Lu009LX++9Bxx1lNi+fLn4/vDDZR19+ikwYIDkqSsulnktLQX+9jfghz+Ue7CkRNbPf/wH8N//LWPp10/6LCsDfvADmZ+xY2VOfvhD4H//FzjhBJmr7duB998XP/ToIXM9c6ZTWfatt+RZMnOm9DN3LvDww6lreP58KXZx9tlORdh4XPp69FFZD7NnA7feKvPZ1CRzsWCBPFMeewzYvFnun48+kvnq10/W9rXXyjnquRyNyj2yZo3Y9YtfpFY3Li+X76+7TmwE5Fkyf773FlR1zZgxch/ovwNsz/+GBuCKK4B77nGeG0B6ZKrf7xx13fTp/n02Nblvn3b7fTdvnsz7/Pmpvxv0Pmy/84LYn2sYsUgI2Q8IoxNRfAsIxTdCCOlkbNuWvLYyqc+KiuRFNOh1bv3+7W/yshqJyIvkrl3AwQfLC7TXi4XeFyAvtcXFjvg1dKgkki8qEhFj61bn5f6000TUUNc3Nso/QK6bMUNeFtetE7EDEOHutNOkeMHUqU5yf0BEgr59Rdh64gkRHfQqmnv3ysvywQc74pvy4bp1Inwkk8DAgdK3Snw/bpzYqbbKRSIiAHz2mfy8Z4+0XVQk/e/Y4Zyn7DrpJOBf/xLRBRAfH354alvt7dJ/r14iphxyiPhLjfmdd0R4UuNRotT69dJ/r17yWXu7tFtUJF8POEBEi/b21Lnr1cuxPRIRMWzYMODtt0W469vX8e3hh4soofxUWirHXnzRES0jEXlhBhy/RyIyJkVJiYxFXwumHxXl5dLXnj3ir4kTRejQ+9KrU/brJ+2bFSsjEacAgz5et/8i9uwpY41EpBCCeZ66R9S43Sgqkq/6mEx0O0pKxB/m+V62BmlX2duvnwjFah307ClrQK1XtzH06CEiXlB69nT6V32pe8FvHPqa1Mdhuz4SAc48U0TSZ55x1m0y6TxjevUScRJw1vBf/ypj7tdPROAbb5Svv/iFszbKymR+d+92RM5Jk0Rs+cpXREyNRKQfZVO/fsDJJ4sAevjhcnzTJlmPO3dKW8mkPH++9CWnouhXviKips6XviT3rVvev6lTZRz9+gFf+IL0qbaO257/hxwiz56yMjnmtu3X73eOum7kyNTfO7brpk51np9PPJHalm27e22tCK87dsi9rv9u0Puw/c4LYn+u6Q7b3gsBipiEFDTcdkoIIaRrEOY/lWGKKOjHbMnlvZKNu7XzH/+RGvn2/e/L92GqbprHVMSbHgGyapW0u3GjE1GmrolGUyPfKislCsuMfFPFC+rq3CPfABHu9Mi32loRwEaPTrXXFvlmJr4vK3O2yk2eLNFCO3aI0DBsmERBDRkikSR65Nvq1cAtt0gUyBVXiL1Dh0pEoS3ybf16+f6zzyTyUEW+1dWlRr6pCBYVfbRjB3DeeamRb3/7mwhcw4fLcRVh9vHHMg63yLcRI4CHHpKop/ffd498a20VEe3gg0VUUJFvEydKRNqePfLi/Ze/OGKHWmd6FKQt8u3II+X+OeooiWY691zgpz+Vz4JEvsXjIgIfeKB8DRL5duKJEg120kkiVFx/vczN669LOzt3yr/PfU5ElueeE8GnXz8RmUpKRBT45BPxiYp8e+01WTtKNDjwQPH7QQeJjz76CDj2WPHVyy+LT1W026GHio8GDJAxtbaKoJRIyLVKnCoqkmt27ZL5OuAAuccAEYJOPDE18m3AABF8Jk+WOVeRb83Nck5Rkfht1CiJBFyxIjXyrWdPWdN798r3yoayMokAbG6W4/36SSTXpElyfjzujOejj8Q+NYaSErlHf/1r6fevfxXbN24Un/XuLXPd0iK2fOELTvQs4Kzbww6TNRKJSFtekW/6c+DQQ2Xso0fLvN98syOu9esn92B5ubR33XUyBxs2yJjU2I8+WuwdO1bGW1Ymz6dNm6SNDz+Ue1dFvsVick57u/gIEH/t3p1aJdmkrs6JfAOcuXZ7Jt9zT2rkm9u2X7/fOeo6PfLN7bq6Ouf5GYTKSlk3r76a/rtB/+pVUCXXW9G96Mi+ujO5SkNACOl0GPkWEEa+EUJIHujsv4wXWhLwXPrDL6m/2zV+Y3I7J5PCFbm4xm8bmL5Ny4yQmTQJeOEFEYoWLQo2LnVM9y1gv1Zt+x07ViIJ3Xzqtf3MDRUZE406Qp/aDpyruXa7prnZEYzNLdO6DbW1IuJs2iTC6/HHy1j1cepzNGeOCF3Kppoa4IEHRBxV86NHkZpRPomE45NBg5yXfttWQCB1O7jblnavLXzV1cB99wHf/raztRNw1oSqWAqk+kWfb9WO8on6bNgwiWKMREQM0kVq2zZDXRx/9VURxM4+216swW8rvvKHalf3ndpyXVcnP6tiDiovorn+q6tFiJ87V6JLi4ulDfO+sc2BaZc+Zt0OfS0FvYdN/M7JV/SR23Oa0U5EwbVASEHDyDdCCCFdg87+y3hnJgG3/Yc6l/7wS+pvwxyTzUa3v8L7JYJ3szHsNaaNXlEBsZgIBIB8NYWt2293hA+3+bS1X14uPn3mGXlxXrFCInwSidSKqA0NEnGzcaOIQW5z0NAgApLNRjf0QhC5mOsgzJsnYtPIkfLzmjXOdlXAEeTUmqmslCjDsjIRXVTkmz7OWEwi56ZMkWhHPYdiVZWITm1t6XkTFUogUkU7tm2TKM9+/eTzG29MnRPVrxJ6FW5raPFiibCyfbZmjUSprVolNr35pvhDzUH//k6RA/1afb6BVJ9UVEgkVzwuNm3ZIvnkkklpY9gwxxZ9Dvv3d9bAtGn2IiH6+eY609e58kdjo0QZqvZvvNHZKqnum8ZGEf1sPlLjXLnSmb+2NmlLPU/0823r0et+NyPe3J4FQda6X3RRvqKP3O5dP5spyOw/sOAIId0Gim+EEEJyS5jog/3tP5W6D9xEnTD+8PJ1IuFERWUq5tlsNAUQPZpGPx60qiOQuv037HoIug3M9rkSOmy4jUs/nkiIsLBunXzf2pq6jdmvf7cxBCkkosQt3RbAfyt1phE+8Tjwpz850VUjR0pE0/LlEgm3apVsDdQFuRtvlLZsEVXKxmjUXvVX2aEirJQ9NrFGCaEqN9vo0RIt5+ZzdX+MGyfntLSIDePHOxVCq6tFKDrlFCf3mOkbJd5WVACvvCJ9jh/vnKv3oaPPt+pbH7/q5+67Jbrr4ovTCxGY6GstaPSjjj4PajujHvmm+tS3SipxraTE8ZHbOMvL09dCJgRJNZBJ+37X5usPRX7PCLf7kVsRCSGky0HxjRBCSG4JGhlVCOTSpiCRCHp/YQQXN8z2dGFPj7iJx/1z29nG4WdjPO5EswDysl5Zmb59Um2t0rclAs52KxVdpAQst22iNtxEPmVrJkIEEGwd9+8v4sMRRzhJ6/VrystTo66CjkH1oV7KAWcc9fUSKaOqo5rneUVqqbaXLhWhJRZLF9j0+TRtGjxYhLUJEyRa7ZFHRLxsa5McY8cckyqW6bS0OEKObmMiIeLl4sWpvjL9H4+L6KOq8U6cKDm9Bg+WtQ2ICNjc7PjTbd2r+2PcOPHnypUyjzU1EqW4bFlqEQNzW7SyqaxM7DC3cep+POUUR3BUOR31asJK5Fu8ODWSUY/uqq2ViLempvQ5td1bYbdcAqnReDfe6PRjrl89Mk+JiyrXYX19av/mus7FH1u82gjSvps//K7N1x+K/J4Rbs+hzo4aJ4QQEhqKb4QQQnKL20tBJi8L2eTwCUKut3n6CXlmJEhYcdIct96el7AXRmQ0zzVt1IWbWEyEg0hEXsSvvVYin6qrU6Nc1NaqrVulUmr//tKevk1O5ey6916JYNITqYeZb5VnqqJCBCLdP2HWS5h1nEiImOMWAaQIOg4VDbNypRQkUFsZKyvlmKqQqfpRuc4A8eW4cc42TLMftRVUbeU057etTbaI+o07FpOoty1bpBDBxRc7wosumqr11Ngo2zK3b5ccacpPSoC1+UB9VWLW3/8u1zc1yfbXlhYpMDF3riMIqRx0tbXOvACp41RRXvE48Ic/yLwdd5wUsfjnP8W24cOd65Wfgt5Xuh8BZ/yrVkkxj6YmsRNIP8/ma7foQNXXkiWy3fbAA2Wbri6qet37XkK7H7rA39Dgv+25ULZJFuIfgbxwm5f9LWqcEEK6ARTfCCFkfyfXL0VuLwWZvCzkO4ouly8wQV5evfoLcr05biXAmdsjzX7CvFj7betqbBQBREW4KZHo+ecloX6fPnLcjN5S9unbYFWkm96finyrq3PWphJBbJFgJtdeKznYXnhBqheawqRfTjtF0HWsIqzMiMCamnQ7bdFc6rqWltTE+yqqTt/KqESdXr0k2kjNf329s8W4qsrpxxTXlP1q66Ap5pjisN+49Wq3blGKuoB03XUiJpaUOG2pKEggVSzU+6utlXEPGwa8847kHfv616W9Aw+UddHUJDbceGNqMQqbGKqivN56S64/7DC5dtUq+Vnli5s+PTV3mt995bZV2Rb5prZ0nnKK+KClRYSzaDS9H6+cgEqobW0V4dsUVb3uZy+h3Q+zXb9tz4UienWliLFCESwJIYTkBFY7DQirnRJCui2dXXHUi3xHvnU1bOPu6PlbsQK44AJgxAgRQACJhisuTo24MYUzN/u87FefqWqKeoTXjBn29qqrJRdXz57A6ac7EVG29ZJr3+ljttnpVd21sdHZCulms76dUVWytI3B7/7Qr8kkKtA2Zr/rvarves2Dft3KlSLMKh8BTgEA/ZgS36ZNs2/pM6t+qvlqb5etsyeckL5mg4wzzHqyrW23+ySMj8PMpVeV3UyfsW4+6Mhndnf5/VDIv5sJIYQACKcTUXwLCMU3Qki3pbu8qOyvdPT8TZ0KvPgicMghwHPPybFMEvgH+dwWUeYm4OjXzJsnUUC33+6dNy4T33ldowsqCq+cc16Rb0H7138Gwos0KiIp0xf8oOKfn8Dm59MzzrBH2tkEpLDzaq4rIDORO0y/pjitRLhM1qKZcy7INX5zn6nwUwi/TzJda4VGV7KVEEL2U8LoREUdZBMhhJBCRW1x4n/uuya5mD+VmD4e9z8+a5YIb3ffLX3a+m9qAs46S0QRwNs+L/v17XfV1ZJXbPp0Z2ulaa+6pq4OeOopEWPUFtDqavlXU+Nc59a3mz+A1C2d5vlqm2NVlfxTue3c2tP7V8n7gdRzm5pE8GxqSr/GfDlXttXXO5Uxa2qcMSs7gNRty/rWTLM/L2wVPeNx4KKLgAULUvO5mf3oPmlpkfxx8+Y54zZ9am4TVJ+XlUnEW1mZM+b6+tQtyk1NwKRJMv+2OQVkrvRCIOp6tX7Wr5etnc3N9jaUgGdeZ/reXHvTpwNFRfJV32brZqeOmu/q6vQ1afpJtaevX3NO9PNNv6vjTU3e9pnrU53r9r0ftuv8bLCNS2G7fwuVsM/2MH4lhBDS4TDnGyGEkO6P2xa+zooqCButEya6KZNx2fIxuVW+XL5cKkEuXy5VL239VldLzrU1aySxvF8CdjPqq6lJ8nmNGSNVIVXxhu3bJafblCnAY48Bd90FnHeeUznSNm49IT0gxQFaW6UPt+12+rj1nHoNDen5vHT/qQqkpk8B/3xXqorp449LEYNEQrZMVldLpOGFF6ZGGuo51Jqb5fiqVbIdeNEiqQK6bJkUEDjwwNRtu83NMi82QWvqVOD994GrrpL+zHm69lpg7FhnXtRWSUBe/JubgVdeSR+fLqTG4yKkrl8vNq1YIdtu//pX+VzPGah81tQEnHqqnH/uuXK9KqagCga0taUWdgAcH+rr0dxqa87VAw/I9WvXynwMGADs3i2fbdkiOev695dcfHPnOhVe9aIDgPMzIHa99pr4p67O8YOqdqryuZnjXrECuPJKEbuPPtpecGX8eBH5lDBorn+9SIqZ189cj3r/up/U8WXLgA0b5P5ftMi5xqviq8K8H9T9YnuumZGB+nWNjZIDT78+aOXSXOd8K6TotELJq0cIIcQKxTdCCCHdH9tLSWe+qFRXywulXtHTy54wQk6QcXlVTdXbsVW+bG0VIUsVSrD1W1fniDRuL7n6+SrfmfKHTSxpaJDqparNe+4BPvhAqqOqypG2YgbRaGphh5ISJ3eY7n+3cSs71Qu/za960nklKrS2imATjUpUlulfnXjcqWIaiaR+VlcnwltZmROto+xZv15EojVr5N+OHSJS7dkjOe+mThWhZPhwpzADIOf21P4LqK+tjz+WcSo7zHky50WNS53X3i5iX8+eEs1lIxZzbAdkTp97TkTdNWtSfVVZKf658ELHp6raq56zTs1ZXZ0jSuo+VGKurQCHuf6XL5frH3tMfJpMAldfLZ+VlDg+u+suYNMmWesPPuhEvZlFCAAR3j791Bmf8oO+1myRhFdeCaxbJ1+vuCK94IrK+7dxo/wzxe7KyvTqtl7PO3NOlXCnBMPmZhF0169PX4/6/eH2/NC/V/eLQh+bmqNx49Kj2PRcfWGf4bmuEprr3yPZiHldqZgEIYTsh1B8I4QQ0r2xvdACnfeiEo9LhMuuXc4LrZ896piqkGiOxXau17jMF0bbC6kZIaMoKZHosZKS1Ag+8/y//MW9f7N9PZcXkC6WlJcDf/hD6kvpww/bBT49ikaN0Uy6r9vtZRfgrJ3p053IN7Oao/KfHq3T0CCfNTT4Cx719SJmDBsGzJ+f3s9zz6VGLQHOWgDEtoULRdi5/nrgt7+VsSnRb80aiVpTW2H1KCWzvenTpQro7ben3zvRqOPzaNQu4Kq51KO5gFRRobLSEab0aqcqT5/uU8DZXtreLttHy8tTc+mZa2/RolR/lZUBkye7i83m+r/9dhnDD34A/OQnEmk3c6bTX1OTVCY99VSJjBs7Vj4z15n6OR53qpEqvyphWLe7tlaqBivhs6pKIt70yDfdboXuT/Mzr+q2yjZ9HnVf6MKdWsfxuCNA2gQx07f6feJVJVgfi9v1ehtqS7l5fUeT698j2Yh5uRYWCSGE5BQWXAgICy4QQkhACmkbDlB4FeOysSdXY8kkMby5HUyJKCpZvNoams95z8busNcDdn8HTbzvVxhCx1ad06yGmalfbdVAbYQda9ik9mHXbiaFJMKMzc1Ofbvk2WfLMTe/+M2N23rzsqeyUrbN9uzpVMrN9pma6TyaYwDCF/QohN8BXQn6jpD/j713D6+qutbGR0K4JoRbAoqgXBRM0QIVogaqFBWpxGttiXiqu8Kn0oLWGuqvnB6Dpy09GPq1xbRUD+CWVgTbatX0FLAHYwtRAZWokAIidyQkXBJ2QkhC9u+P9xvOueaea+21d3YgwHifh2cna60555hjzrU2680Y4xUIzirEwhNJ5JtAIBAIEou2VnemraXitMQet7axvrDFEiHhFSXHETW2Gl0m4lFmjGaLF/RoNI4gi3VvmqmPZrSS19hmFJQXOCLNFgGkp7LGQ8Lpa+QGt+jQ3FxEPtkiprz2cbRISj8w16olzxK3sd3S0aOlS7pFZZlw229u9nD9OSZubVGc0fxgexb4iap1WxczAtFWD870QVv7DjibINFrAoFAcM5CyDeBQCAQJBZtjexye5mJlbBqaUSCnuoYzws0UWTR+nnzkMo2fDjqoRE5z0ez18815nrqbbKynNFUbkQNkbN2GhfGDwbdxSXMNLZgEIXlS0pUgXkilQ6qR+bpUWfz5hEtXYpaVVOnomC8rTC9m09yc1Hcv6FB1UljH5vCGfHuEdsetaWy6iScmXaq+8C0y4x4s6mksnBCVRXUSocORQTWyZPoi+t76b41yU0Wzpg9GzXs9LUz94W+zsuXIy0zNdWZ3kuk0m+jkbY2ERPdl0wWmX7jMfT9RGSP9DKFQIhUuxkznMIhGRmK0MzKwr9FiyBSYt7H7NMJEyDgwP5juJHA+v2hK8uyQAGP4UXoxEL26GSsF8HW0u+AWCNHuU0iI8ZO9/dDW8O5Nh+BQCBoAxDyTSAQCASJxdnyl/tYozNaGs1hE1kwYVP4cxsrGASpVFeH37mmVSz2+rnGXE+3NsXFKLiu1/nSYasJxgXgiSLnrhdwJ3IWdZ87F0XoiVB7yyz0rqtOshBBWRls27ED6qFE9mgwc34s/tCxI9E11zh9bK5pa0b85OUpxVL2hZsPou01tpOJPCY1eW1KS1Fn7qKLEAHWoYMi33Tf6oXxiZRwxrRpqF/HcCvIz+qZH32Ec927E738MlHfvuo6jrbyErwgUnNmNVyTNNDJX1ZDra2FQMHy5UrhlCgy9Vf36zvvQM21vJxo1Cj4o6kJa3DyJPZZfj7RuHGK0Jw1S4kmlJdHrgWPvWwZBC90/5nRpjZ/6OsyeXKkQAFRYlK2Wchi+XJVq89v5GM06GOa9/DpeD63tL9zLdrvXJuPQCAQtAEI+SYQCASC8xOxRme0NJrDT/qfl8KfzZ6KClXE3SS8vFIG9T70Tz/g4u6hkDN6LJb0Nb0+HMOcu5soAEdF2aK+dPv4Z13MISMDCpXNzU7VSXN+/MniGKEQ0ejRiJzTSQlzTW0+iCeKR4f5EmyLGCNC1BiPG22vmSmtTOQUF6PNbbch0u/iizFvvW+zsH9uroomnD3bGbllrt3y5Wrf8LmKCiiyXnQRft+zB4IDesSbrb3pR55zVpZ3qmduriKRWPU1OxuKsLpCqt5G9+sjj8A39fU4Nnky5lpfTzRyJEhaXewiEAC5yaIJtrVgddUJE+ALm/9s8+B9X1WFPoYPd99jsZApbum4ukJta6qGmvewHyQ64vp0fz+0NZxr8xEIBII2ABFc8AkRXBAIBAJBqyORqT6FhUQrVyJyyZbe2dK+Yym27wenK83JKz3RhDlPv2IL+jwKC6FESqQK6MeCaH4x15ko9ggnM6XTjELU59uS+dn8p/dXVKSEJ9LSYhOAMOfilabK1+bkgCxksiwRIiTx7N2WpojbBDviGcPr2paSyNFsiOW+bG1IyqVAIBAIfCIWnkjIN58Q8k0gEAgEX+BseDkzVRsTGaXiNf+2pi7rd638qKP66cucfyJICy/4UedsSd+m7Tayz+/8ohEs0ZQ1Y9l3fvZhovdqaz4XbAqrRBivogJEoxf51hbQEtVVP0iU/1v7GXY2fH8IBAKBwBdE7VQgEAgEgtbE2VAPhwvpm+mdNrQ0KkZHW0tX8rtWtuvM1Do/qXbm/GNVPo0FvBbz50em6CbC/5mZKgKN6/MFAko0g4/5nV+0uoCmf91EKBj6XjT9Hm0fuim8tgSt+VwwU4UZTMhNndp27jk3eK2JTVQiVnIqUf5v7WdYS+0U8k4gEAjOSiSfaQMEAoFAIEgoWH2xsrL1xggEImuyJWpct35iPU6kyAqO2ioowD/zWn4ZDAad15WXR7bRr/VCVZV/f+hzMOfjx6+VlUTf/S7RoEH41PvJzVVrZfOBeR0rX5rzN38uLFSf+nhEqmh8NJtt62Ee91r3QIDo9dcRTcYv4vqa2/zrZU9+PlIxr7kGP1dWwh+NjYiuWrcOSqgdO0J0YMsWHJs0CZ/mupn+0teivFy1c9uXXli3DoqsP/kJ0Te+gWOzZmHfTZqET90P7ANexylTiNauBblouz+8fKb3pX/m5BAlJzvrLEbbz173pd6Hrhg7bBjWo6ICxBsrz/I8TLu99prtWr/3X6zPPFM4Qm+n71vzGRNtHNu97gdu/druoUTC9v0RC/w+gwUCgUDQpiCRbwKBQCA4t3A6otJsEVCJGtetH6/jK1ciGsmrtpuXgqAe6aFft3GjUtTkNl5RIXoKpK7GyP26RWrocyNyztOvaisrvy5diuL5Zj9EeNH2UuvkdEXb/M2fm5shNLBvn1INdZuDm8229TCPu/UVDMLPVVVKjbQlqrbsw8OH8fuOHVACJYIIwEcfEb32GtGBAxg3HCb64x+hHHvoENGddxJdeaUag+dx8iTRwoUgyvTxAwGljMoVUDid0laHzsS0aURHj+LnjRuR+vrUU+5Kr7ra6Y4dUCjt2xdCBTyWH7+bfTU3q0jAJUvQpx7ZZ/revF+LiuCf9HR3ZU9zvORkzOHkSaT/5uUpH7mJJfDcTD+vWQMSr7xcRVD6vf/ifeZFa2c+Y6Jd31p2tBZaKlbR1qKLBQKBQOALQr4JBAKB4NzCmXoxSdS4bv14HTfTAN36dVMQ1F8GAwGlojp7NsiJ2lqlMumFoiKirVuJBgxwpkJ6veS6pf/5TR/kczt3gtSYONE9/dLmA9snX5OXpxRFT5xwqp4WF8NP+/bh2txc+KqiAuf92GxbD6/jOljN9sc/JvrpTxF15TUWtyksjKypRoQx776baMMGzOGGG3AsL8+pxrl1K/bLe+/B1/feCyKsSxcQcxydxfNYtgyRc1VVzjmwOinvMW5jEk1ETpVXJuMWLSL69rehPNq+fWS/ptKr7gNWyi0pgarozJlEL70U3e9mBJou7pCfD9GGTp2893FuLhR3m5pUrbz0dBDG+vrohKPeVlf7XbYMxKdONNruF31PEcG//Ht2NnywaRP64Wgq231hrgH366ZA64Zo9zT37ZZSHGt/8dqRaCQqXTTRSrMCgUAgOC0QwQWfEMEFgUAgELRZJLoGkFfxeiL3YuRuqotehfbPhqL3boqe+ljBYMtUTeOxac0aRKVVVYFE0SO9vNqY62j7OTkZ5BenxzHpxMSVLq7gJe4Rq4olXz97NkghXkc39d6WrHd+PtELLxDdf38kWWdDNLVVP8IThYVEzz5LVF2NFOkZM5x7yEsNNl6FUJuQha5ky+RhtH5s828tcYK2JtySCMQzJ6nvJhAIBG0aIrggEAgEAsH5BL+REF4vcrEWr7dFi8yY4VRi5H7z80HM2ArtJzL6RCeBiBL30u4WjWZGDLpFFrYGeIycHKK5c0FW2aKmbG28IgMZepSVTg7ZUmVt4h76ftJJwWhkAosylJZGpkbrEZ56ZFS86/zEE0it9bteXnvVJk7h1gdHlnK6qLmH9EgyM2pU919WVnTClSiyD1skoZ9+vPaPLUKwJYTRuZhaGc+czgZxH4FAIBD4gpBvAoFAIDg74fcFr6Uvgn7at8XoBNOmykoUmd+5Ey/3pkKl/pLHKY2cXmdGzfDPJtlTVaXaVVWBdMvKAmHSqZMSMyBC+uasWUgftEX58FhMLtmicvQ0wOJizKu+nigpyUlguK2P3n7xYqTePfOMGoejmWpriVJTQS7yvPWaZGyrHvGkRyURET3wANHevUT9+6M22JEjSNdctIhozBjneJWVRNu2wZaMDPjszTcxBl+rkzbBIFJGP/qI6M9/Jho7Vtlr7sdQiGjePJzPy4sksMrLkQb6wQeopbZzJ1JNV60iGjEC866rU2m3TzyBtX74YaSA8jF9PwUCKiqsthY2PvccriktVb5MS8NcL70U656fD5JqwQJle0MDov2+/nWizZvR77Jl6Ccri+ixxzD/iy9W62VGpJWXEz3yCNFllzkj6HitGeyj4mLnPqyqgvDEiBGYK+8xW/q0LSKuTx8QjPn5RNOnO20mghDEW29hHw8bhj753lm3TtXIs5ExvKdzcojmzMEcu3RBHzk5RDfdpI6xbzi9mgg/L16M9OPRo9X8zD2nj6XfV+XlRHfdhX1rrj2vx7x56H/YMLRjH+v9eP1Bgddv+HCnfXwulkhLN7TkmZ7I74xEkJBt8ftJIBAIzkNI2qlPSNqpQCAQtDH4TeFpafoSt8/OVlFd5gtMtDFiffmxXR/rC52ewhYIgCz44ANcd9VVICx0YkonkwIBpKRlZxONGoVop9xcvNjW14MoWLcOJMi994LIq6wkuu461KC65hqi48eJ3nkHBegnTSLavh0v/X/6E2pcHTmCgvkpKSDshgzBuDU1UNNMSsJYW7cSnTpFNHIk0c03q9THykoQUhdcgP6am/EyX15OdMklmPvkyXjh537T0yNr0a1ciVplhw5hvHHjVCH8deuIPvkE5y68kOj73wfBsnQp5peVRXTbbTj24ouo27VggarHdeQIfHHyJOzh/3JxlNS+fbB1yhQcr61VfZ86BX+OGUP085+jblpmJggnJpCY8OrQgejjj4mOHYPf2rXDNenpRK+8okiI/Hyi3/0O51NSiLp1A5F2/DjIsG3bYPf+/ahxR0R00UUgOT7+GGIMo0ZhHu++CwLnwgvxyXurUyccu+YaECw/+AFIo/bt4YfUVPRPRNS9O2zbvx9pmNXVmHdSEvbeBx/A1n79MM+9e5EOGw6renBEmEd6OtHnn6OWWlISUY8eRN/5Dvy0ZQvmOGwYCKXXXsOYjY1ox6TQb36DeXfsiM9wGPPp0QP+OnKEqGdPXLt/P1HnzpgnR/2tXAn7cnIUoVRRgXPNzURf+QpqyxGpPfnhh1iDlBSo9U6eDNLz3XexnkSY/ze/if6amiBeMX++kzAz6yvu2kW0Z4/aH/ffD0Jvzx74p317RSpfeSXRv/4FXwwYACLzxAnMLycHNttIZRZn4OcePwMOHsR9+coruHbLFox1992w4eBB/N6hA+Y2eLAi6G0pxbZad/v3w9ePP471Y4Jv3ToQtmYatu05x/eRW5pzvN8bbun3ftP33RAvidaSuQhxJxAIBJ6QtFOBQCAQnPvwGxHQ0sgBbhcKuaf/RBsjmuCA+XLjpljoR7FSjzbiz2AQL+PJySASmptVapytX71oPb/gl5WhXadO+H3XLpAl+tgc7TJ/Poih5maQHm++CYJrxw5VXL5HD5AMTU2IAHvgAbyAHzwIkiM9HWMNGoRxRoxwqlXu26cImKuvBolAhGPbtzvt0lVB8/OdKqwlJbC7d28QEvPnq/TKpibYEg6DCOEonspK9MEiAkVFIFJ27kT/rKbZuzf6e+YZkAIpKfjX2AhyomNHvBBzKmf//ph3587Yb0OGgBDIzMT4gwapdcvPB7l56hR8eeWVIKeYgDp2DPPWi/HzGnboAALm2DH8C4eJHnwQPuzUCWRaQwP6btdORVI1NICMvOIKRXgeOoT2yckYo6kJduzbh3FmzQLp1qED+j5+HD83NWG8qirYEAoRXX45CMBevdBvSgrsPHkS8wqH1b+kJPwjwvmDB2FrUhL8l5Sk5puSgjabN4NsSU3FHJmoY4TDWJPu3UE+nTyJOTc2Yp3XrFEpzRddBGK5pgbn5s9HdOAHH2AfrFsHH/Tpg35PnsQ9o993gQCIp08/hZgFC1zMmIHosN/+Fnbs24e5TJ6MsblO3IsvYnyOhispUZGWOTnof98+jP3yyyB6O3cmuvVWorffxngnT+Ka1FTcl8OHYw6Njeo+19NodTVZrh3HUab6M+CVV0By1dfD/+npeA4cOYL9+uUvOyPfODVdH8umKsv3VpcuRF27quv4HsrNxRrOn2//Y4Qp5MHzmTYNxCMfb420V7/p+27gObC6sl9CrCVzkbRXgUAgSBiEfBMIBALB2Qm/dc5aqgzH7c2UyFjG8Hr5sb3c+K2t5DWOWz0yPUpGP6enaeq1pLiOm552xy/YfJ5Ipao+9xzOjx6N46NHg0B4+WWkCg4YgDGrqkC4VVQg9XLIEFxfUUH0l7+oKDIztVOPfNu+HWTB5s2RwgB6O7aPo2f0yBe9Vhm/yGZkKH8NGYK0wCVLcH7GDETtcDokHyNSKYtZWc60z8xMEB+TJ4NkmTYNkTbl5bCnc2f0N2eOMw0zFELEWXo6/MeROUSK4GxoQHTc1KnKL5s3g9TZs8cpJLBggVNhtLYWEUSrViHlsboaKZ8LFoAw5FTXzEyi119XqX533om9MH060cKF+PzVrxCRxSTXoEEgde66C5FAv/wliDU9rZNRV4e1XLAAvtfTjadPx7hduoAUu+EGRFJ17Ij9/etfI6LyxAmka/7yl4i4I4Kv585Ffzxf27h5ec49nZcH35aVIarum99EeuOcOZEplFxjsLgY67BrF/buZZchDXj8eERT8n7lVG4iRBGePImxGxpAUhUXY17z56PdffeBlB0+3JlGHAgoFdoRI1RUKrcnwn6ZNw+RfunpRLt3g7C6+GLc3488gnGbm3E+GMR9WVamUlNTU533kU7Mm3XuzOcP+1Rfy1/9ypmuyzBrBnI/oZCK0DPTY/nn3FzndbxnOeKL++Jr9WeDqbqrPwfdnunRxDVstS+JIvuM9XvJzx+CbGjJd+C5WHtPIBAIzhAk7dQnJO1UIBAIBK2CeNN6EpkO5CctKdo1XilVsdga7VrzxZcocX5oqU/dfGSLwNHVRInc2zG5Y6qIeo3t1p9XW5uSaKzz9HOtW2q0177T1UHNWoVeNrnZyccbG0EQ5uY6hRds6Ylu0NMwmTjkaEg99dBNQZjT2c3x9LXv1EntFbd9xXbb7OW+OP1z+nTlR3PPx5qi6OeeaenedLveS5U51udOtLHM61qqbNzaNeUEAoFAcFogaacCgUAgEJhojReWRPQZb1RCItOBYo2q83uef45ljtGutSluJiodqqU+dfORGYVIZI/Os7WzRQRFG1sXvtDhtl/NiKVobWKJhjGv9RL2cGvPUYhMtvoZxxRAsKn5VlSolM4U7b/EsewBVmfliDNuY0Y/eX2yX3WBAE6X7tTJWadQh99IKt5HJmlt6yPWSCc/93ZL0i31+8UUeInm21ifrbGUMmipsnFLnjUtjeYWCAQCwRlB8pk2QCAQCATnACor8WJUWXmmLXEHv+wEg22rz3h9FwioVMuW9scvczbihfvKzFQRPfn5SCXUx+Dz7Atbf7a+y8tjszcQQDQRp5pVVsY+Z7fr2af8ou/Wn2k7fxI5o65s7dlPepST7tuCAqdPdL9yf7r9/DOPnZnpJITKyyF4UV6O/hcvViSMaZM+BsO2x72ut82X7TIJMbZz+fJIf1VWwhdFRSCLnnpK9WHzrbmHg0HU8kpLU+TTypWKnGTyZPJkpLtmZ+NYbq79vnKD7T40I9LM9YkG9tPIkUhNzciIbBvrns/MhA/Zj9FQVWVfE97vBQWRzwDbvtRTOHmvu90jtjnx9SzuYO5D3S9uzzG/8Gpvzsf0pdd62M65Pb8FAoFAcM5CIt8EAoFA0HKcDUWZ+SUnJwdkxPz5zkiTlvTp9QIVLTrO5juzja0Pt+gHU3Rh3jzUwBo9OrLOUjR7Tds46qyqShXY5+Lvtuu95s/XrlqF6KNQyD2lUAe/+HKKGL+M64XIbSmDXvMysXw5iBu382bxdp5DRQXSFysqVM02VoLVfeAmqKEX0G/fXp23rcPKlRh/1KhIWzkyp6ICe/3gQaKZM1GTjAiph2YUkZtP3KLT+PqdO6FgyaSMVxQoE2LjxysCj0jVsKqoUPXaRo+GDxkcRWbaqachmzXB2Bf8uWoV1HNnzlRCBJ064dq0NKI//xk17F59Vd13Zm0vcy31mpCFhXimPPAAat4RYU5Ll+JTr783b579uC3dVBchMP3Pc/N6XuipsdGeeZwuu2qVcw/qY7LwgbkuoZDai0Rqj/I96uce0Nu4RWf6QaIjnaOJ5vCa2c7b2rZG9JqkowoEAkGbhpBvAoFAIGg5zoaizPyyM2mSUutjUYGW9mkiFqLH5jsb2eKX3NT7CwaJXngB9bLKy0EMRWtvvtSbn6EQXo73749+vW0upp2c+mcjhLygk0Jc2J1JHFPR0I+dfM3KlSAWWS3SBjN11ExfbGqK7Ff3gVsanl5AX69BZvssKVEv+3q0HvsvLQ0kyrFjUPQcMUKlG5aWRvrHzSd6FB0TN3oE27JlKOT/wANQXLURJ6bfzLRAvl+KiyGakJwMRVRW9ySyrx2THlu3wu8bN9pJIV6nESOwTiNGgIgMBqE0+tBDIN4KC4mOHoUgRnm5PcXZbT/zce7js88w/pQpEHYoK3P6oqzMftxPuqnph2jPC12h1O8zz9yD+pgsemKOn53tjObiPaoT5GyT2z2gt9H9GytZleg/CHl9x+lrFm2tWhNnwx/BBAKB4HxGWOAL1dXVYSIKV1dXn2lTBAKBQNASbNkSDt9yCz5bC08/HQ5PnIjPQ4fUp1+Ybdz6iNb3oUPh8OOPh8PXXYdPPzb4sZev2bIlHH7ySfxzs23LFvf+Dh1S7Z98UvnMD3Qf+xnTa156u1tuCYfHj/dvh21cc3w/Yx86FNteMa998slweOhQtRZPPok1f/xx5/o8+WQ4PHhwOHzDDfHvB933a9eGw5dfHg6/8Ya77/R1to3Jfs/LC4c7dw6HL77YeX/a2h86hDZjx4bDN96Ic+Z+ZDtvuQWfTz7pnMt114XD7dvjMxxWc1m71ntcr3vxjTecfbzxRjicmYlP25zN55Ct/2j3UrTnRSzPvEQ8r2zH/e7zeMZP1DzO5FhtpQ+BQCAQxIRYeCJRO/UJUTsVCAQCgW+0VvpPS5UJE41YlAijtTdT56IhkQqqLbEjFtjsSNQaFhQodc20NPc+9ev8pPn6nYd+3Ez7jaYOydGo3bsTtWtnt81co0AAKbrp6fa0Rt2enByiuXMj0y5jSceMFzy37GyneEYse5zTOXWF3LM5sulMP7faIsQnAoFAcFZC1E4FAoFAIDiTaC01Oj/piy1BrKQhp6Gy8EGsNZr0a/Qi/n7G9+Njk7wgip7625pKgrZ6ZboAQUtgqmsS2fu0XRcNbnXOTPBxJhKI1D71UoecPx8k2OzZSIn1k2ZZXw/ibf589zXW7TFTZ4mQrjxunEpbbils9w/Pje2MJS3QTOe0KeQmys7TibOhTMHphvhEIBAIznmI2qlAIBAITh8SpUp5OuB3bFZlNJX/3PqId06Vlagt1tSkit/7VfdzU+f0o2xptue5ck0sIpAerHxpUzh0g02hkseP5if2u668aq6FTnboddHc5q8rPJaXE910E/rX+87Pj1R7jabcym137kSdr4oKVcx/xQrUu2OlU9s8zHVYt47o+uuJrr1W2ce+rKpCnbGKCme7730PIgAFBfCDqVRqKlWafly5kuiee9xt0ueem4t9umUL7Jw3TwkgzJsXqeialYUxmHirqkLE2Lp1ar6BACLYOLJu7FiITSxeTPTb3xL9/vdEw4Y5lWp5DbdsUX7naLebbiL64Q+Jfv5z9JOfb1+/ykqcu/FGnPeCriarq9COGoUaabm5sLG4GH2uW6f2mD42+3/XLtTs49qGWVl2pVBd0dYN+poWFeG+KCry3q82VWO9H9Nfph3mPWxT5jXbRJuLm6KqbbzWQLR7PV64qcCeye9AgUAgECQUEvkmEAgEgtOHeCM//F6vo6XRHX7HthVl9+oj3jlxQXqiyAgeN5iRXyxEYBMkIIqMvrC154L269aheH1urjNdsyUFv72KyJtgvx85QtSzJ3xP5FwLUxiBVUzN+duUVzduJHrnHRTE79MH1774IpRDO3ZUogazZnkrRLKtL75I9Pnn+H3/ftUnEcbYuRNplGy7bU+xnc89h4L+zc1EH39MlJqq0jTz85128/xeeAEE1NKlEEiwCVLoCqqmH0tKIGywb5/dJvYp+27nTtjR0ADyq7wce4fXa+PGyDXg8U+ehP3TphENGEC0ZAnRoUNEt9+O1FRWtV2zBnPavx/pquXlWGfeNyUlsIGIqEsXRb5t2IB2nTqB3Dp2jOj553HO5hf2nV/BgtpapX5pKoOWlxO9/z4+//pXor17MddNm9Te4/U/fJjoxAm01dVqiVSUXyBAdNdd8A9H2NlSafXn1OTJuGdZoIQI9wi3Ky6OvLd0RVPux1xDU9jBSwiC+1u1CvPnNtHEIfQ+iOIXpokX5n5P9FgtEdsRCAQCQZuGkG8CgUAgaH3otaCI/KfWtCQVJ5FEULTr3FLqTGXGeHzgZxwdNqVVM23NLX1Nj75gJcn6ekQZZWeDVMjKAtlTWwuyIDU1umJmNDuZHNXHj9YX+6O2FjbwdbqPzDRIt/Q9U3mVCCTEI48QDR+uzq9eTXTqFNHFFxONHq3SbRk2hUjuf/VqkBlERAMHqmvS0mDPI4+AsNLnZs6ffx40iOill4jCYZBROmbPJtq2DRFV+vx27SL629+IJk4EkWOuv6mgykqj7MdgECSjm03s01AIfQwcSDRhAtHmzfDV1KkgP3m98vLUXiwsVOq19fVEI0eC4OQ0VFaerayEkiiPV1ICX3z8Mfwwf75KIQ0EcM3DD4MAHDkS88jLQ3RaWRmumTkTUXpXXGFXF+V5hcM4b0Lfx5zSyz5gxVJdGZTXevhwojvvJJozBz8Tqb2n7+26OqLt23GNSZ7xPc5zZuLNRl7pe2rGDPhCtz0QUO2YZOO1ys11Pgt4b/Aa8tpkZYE4ZT+Z95eNXB8yBOTp7NnOOdh8bevLa5zWgLnfEz2Wl88EAoFAcFZDBBd8QgQXBAKBoAU4E8Wkz3RdIxOt7QMzSi1W8QCbmMPrryMF8JVXVEQR299S/57OPeHXVk4FJVIEhVs/OrHJsLXR286bB9JnwQIQJjzWhAmKhHniiUjBADdhA5uQQLx+5dTOsWNBLs6YgeNuIgZuvrT50KtNYSEi3pio0oUadBQUIHpw4ECiZcuU/5uaED02eTLG08cpL0dUWEYG0W232UVBoo0dTaBC7yMYjJyvzYemv2wiFaY/dSJuzhyQuUROAoznzOSVvsfM6/SxOdXXjJjTnylr13rPkcm5iRP97Tvb88qrnZ9919rPe3OMtvYdIxAIBILTDhFcEAgEAkHbwpn4631rFs6PB63tAzPKTY/8iqU9kSqSX1JC1KGDPUrMjJKL9SX0dO4Jmx/cIu84nTEYjGxji8zTyYNo9e369CFKSVHpwxzJ9PLLID/CYadNbtGbXkIC8fp12jSko1ZXE115JVIKs7JUNNtTT6loyJoa7A0mYsx5mj70ikLVI+44QqyoKJLI1IUiWJyDyElacfov25ufj3RMmz9Y7GLsWEXaxRIpq5NmbD/P16zfFS192k96NRHR4MHYP3PnOlNZ9XZZWSrirbDQniKqp5DqIhVmmqf+TJk40XmvmOmfHOnnd9+xj0wSzw1+/HS6Uk55DEkJFQgEAkEMEPJNIBAIBK2PtkaExQMbWRNrNEaifaATAKyaaZIWfokxG7k2fz7S8rh4v26/GQXG9bpshIxpK5Ml8frDNqfycqTzXXYZ6mStXYtr9DpZOmzKoxxNVlKCz8JCd7/FSh4QRfqYU/tOnEA9tSFDkBLJ5JEtbVmPprKlMJukqFckn45Fi9DPV79KtGcPyJSyMuc1rDJaVQVS1kZQ2ubJKY82VVwmGYNBpN0uXeqspxdtDhkZ6rqSEnzW1uKcnsLIUWGc8klE9Je/oKbcjBnuvs7LA3HFghG6L1auRATa8OHO1Gfd5gkTlGCCDlsaum1f6+mieqqunsrqBltbM2qTiXobmFjMywOpx8X/OU2VCPfJnDlI65061T2Kz+055Pe5GI1U9jofb4Sa2Y79Yd53khIqEAgEAh8Q8k0gEAgEAj8wo2qITk80hldqmCkUMHly5MtuRQVehCsqVD0yN3LOtLG4GP3u26eK99vmpkcvuREyXoXKdbLClkY3cybqqXFK5rx5IGkqKlRtKBYa4CL/p04hmstUTXSrvcdkypIlRH37Iroo0QXVTaLhqadUZNTNNyuipLZWkRyzZjnTJxm2fWWSBRw11dQEAkknRlm1cuVKRDU99RTRgw/i9+RkkJb6WhBhzxUWEv3yl0QHDsQW5WRGw5lkbG4uUkNPnUJ0l74upviDLWorGETtsORkEGFsrx7NpYtRDB+OKL9du5RNtmg1osjoQiK157duRdrr1KkqFTEQwPGUFPi9vl7VUrNFjrnNiX2np7uyDXxMJ8RsUYgc1ZeRocbR974XUR4KOeduPs9mzYIy6aZNKkLW7R5v6bMwWqStF4kX79hmu+Jipz9a+gcVSVsVCASC8wpCvgkEAoFAEC9aEo3hF/oLYEmJs5g696sLBZjtmprwe1kZyACi6Iqsuv1+xCT06KVovrAVKtcJFpuCoqneWVaG+ld6ZBYLDYwaRfTpp1CKXLQo0g63+TKZkpERWQPMCy0lFfSosAkTMH8iZ59m+mRVlT2aypY6HApBtMAkRoNBqHieOIHP3bsxZyZR09JAMOiE06xZUAadMwdEnQ26UIfuE/NeMMnYkhKiCy7AHl20yCkEoO9Bt6gt/TquV6fbFAxijzQ0gHhjAQhua4oP6LbarnEToeDowIEDERWWl4f1Y//bCLBokWheJI3b/jNrqjH87FUmt+++O9LHpl/06MKMDLsICrdxi370M08/c3ZDvM9ht3knKtJN0lYFAoHg/EJY4AvV1dVhIgpXV1efaVMEAoFAcCZw6FA4/PTT+GyN6/30s2VLOHzLLfiMNhYf27LF+Wnakyg7/djvdc2TT+Lfli3qZ57zDTeEw48/rvqw+eHpp8PhiRNxfOJE/B6rPfH4IhH96baPHx8O33ijmn84HDlfvt6co7nm3N5tf0yfHg4PHBgOX3MNxuW2bnvsu98Nhy+9FJ9u499ySzg8diw+vXxi7kvdZrf5mXOJ1b9u/tLH5L2n+z9aP259eo2j92H63Jwj74to/tCPcZsnn4zdX9ddFw63b49PtzZux3U/xrKuelv9ej/3VWs/w1oLsc7jbJ2nQCAQnMOIhScStVOfELVTgUAgEMSEM6HwmijEmg4VTc0yVj/E00ZPY+SIpmh1zlobfueh256fD0GD9PTo9fPc1idW/9lUXM22ep98nTm+TfkzHtv81lLkqK7sbKcYQ7T+vJSBQyEVhTl1qndabzyw9WH6RP+9ooLo+eeJhg0j+vOf/Y3rZx28kJ+PaMj770e0abT94BVxl5yMyEY/6st+9qHbfM/WZ60O2zzi9YlAIBAITgtE7VQgEAgEgjONs7kYd6zpUNFSV/VPP4injS6AwHW2TCXI0w2/89BrR/GLdn09UhptpFK0+lex+s9UcbWlB5ppxtGEFtwIHz+2RaulZaZphkL4PRRy+sutnqHePjtbpavy/jFttdkVLxFnm5tXeuOUKUQnTxJ17BibkjDPKR488YSqD2naaP7u5iObwEq0dbWpCfvZw4l81p7JOmy2eZi1Ac3zAoFAIDhrIJFvPiGRbwKBQCA4Z+EWGZSIyLd4xredsyko2q6rqFAqli+9ZJ+P3z4TNYd4+2KxjMmTnUX3dUSLQIrVHr1m28SJ9j5zc6HKumkT7Fq9GufjVdp1u87v8fJyRGtdcgl8MXmyUjD1moefaCI3G9jv2dmocVZWRrRggaqR52dP63Xi3OaYlQW7Fi1Syr1+/GLOq6X3eCyIdT1PF/yMr6+rVzRlrP3GizPtM4FAIBB4QiLfBAKBQCBg2F5ezocXmliIjylTIFKwejXRsmWxq/jZro/lZZ+JAjNyic+tXEn03HNE4bBTbdbWR1MTivaPGeNUn6yvV9FA69ahL5sqo80/fogEv9GCfog/9mdBAX7X1U/Na/VoGJN8WbkSc4wl9ZAFAzp1ioyw0UUS1q+H6MW0afAlkYo0tBX7t6UcMmmWlUW0eTOOeYmBuEWysQrl9u3qWFERFEcHDPCOYIsWTeS2N/n6UAjiBHV1RA89RNS1K4Qd5s5VohPm3PV5Edn3je7rAQMgmsHkm668zGqmOuFmm5e5H1qz2L9b36Z9p/sZ7GfO+rr69U9r+rKliqoCgUAgaDMQ8k0gEAgE5zZsL0bng8qc3zkGg0Q7d4LYaNfOqYiZyPH9pKbaXngDARAGTU0godzAfZhqqjqZRATSoqmJaOhQpWiam+skt2wRRKbd5nE3EsyNaPRD/M2YAcInFHIn0vSXc47a0f1mqpxGg1fqqO5jW+Sb7nNTvdPmx/x8kHMNDVB6dUtt5PXhSECTgLWtfVGRk4Q1YRJ5lZV2gtNtb+rplRz51tCA+UybRtS3ryIwvfaKOY7+u5tyqA43ws0kbcz90JopjG596ynNRUWKmE30M9jt/osl5dmMTvTqX9JBBQKBQOAHrSz+0GLs27cvfO+994Z79uwZ7ty5c3j48OHhjRs3fnG+ubk5XFBQEL7wwgvDnTp1Cl9//fXhTz75xNFHfX19eMaMGeFevXqFu3TpEr711lvDe/fujckOUTsVCASCsxTR1AfPNvi1PZbrnnwSaqI2hceW2KmrRvpVPXVTVnRToPTqw2aDrR9ThdGP6qLXfEzFRy8VWi9lQ10B1kvx0s/co9kdi1JqNNj6svXjpqxqgv153XXhcK9eSoUzVhtsffI507/xKFE+/jiUedeuTYwapx+V1lj6TsRzz+/YftVQW/JcjjaG173SFvr3GkMgEAgEZwXOGbXTo0eP0siRI+lrX/saTZ8+nXr37k07duygAQMG0ODBg4mIaN68efSzn/2MgsEgDRkyhH7605/SP/7xD9q6dSt17dqViIimT59Ob7zxBgWDQerVqxc9/vjjdOTIEXr//fepXbt2vmyRmm8CgUAgaBM4U8p+8aTqxmtrS9KCdaXHUaOUmqWfVNBE1cOyqWnGulaFhYguI4LqZqxpem6+j3ZcV6fk1NcVK7zrzsVqQ6zQa+AtXYpIsC99yV86rZ+aeJySqauDxjrvWJRti4rws5cabyzXxVvbL552+jyJ3OccTy3CRPncr+9a0n+iUmbPFaVWgUAgOE9xztR8mzdvHvXv35+ef/75L44NGDDgi5/D4TD96le/on//93+nu+66i4iIXnjhBerTpw8tW7aMHnroIaqurqbFixfT73//e7rxxhuJiOgPf/gD9e/fn/7+97/TzTfffFrnJBAIBAJBi3CmUpziSdWNZqvbS2xL0oIDAaJVq1Dv65JLQCbl5nq3MVP0WlpnyU/qWjRwih7/7McmfTyv1D/zeGUlxsrOJsrLc6bttgR+92q0Oni6P1NTUf/Mbzqtmw1edd8KC71TnGMZx0RREdHChUTp6XY1Xhtx6yUSEu+94tYuGrFkztOmjGu7jpHIGmZeY6SlYX68R+IhzM7kHAQCgUBwzqFNR7596Utfoptvvpn27dtHb7/9Nl100UX03e9+l/7P//k/RET02Wef0eDBg+mDDz6gkSNHftHu9ttvp+7du9MLL7xAa9asoRtuuIGOHDlCPXr0+OKa4cOH0x133EFPufxl7eTJk3Ty5Mkvfq+pqaH+/ftL5JtAIBCYSFSUQSLH9aMm6NWvH4EGrzHiedHz06aykmjePFVrq7TUfj37prISheyHDcM1M2YoW3NziZYvx+95eYiyMhUbuSD+lClE//EfRH36oE6arm5ZVYX25eVEPXoQXXkl7MrJIdq9G2P17En08MNEhw8T7d9PdMcdRE8/DRuffx7F6l97Ddfl5xNNn070618T9e+PfsNh2LR1K+pqNTVh3P79if7933Ftv35En3yC/mtqQLqlphIdOwaio317ou7dET1VU4OX886dib78ZaJ33kGNrvbtce4nP4HwxOzZmCsTMYcPE/3977DnppuILr4YY/z4x0Rf+Qps7diRqEMHnO/VS63J4cNEb79NNGIE1u/rX4dfZ8+GjceP44X+v/6L6NQpotGjiTZsQBRa375EV1+NcTdvxu8lJSA9evQgOnCA6OabiQ4eJNqyBaRjVRV8f/XV8HNtLdGRI5gPi1J8+ctEa9ei33AY/uneHf39f/8f0X//N+awfj1RUhJRRgZqqG3aRHT99ZjX//wP7O/fH2PU12Mu48bh96NHiXbtwvrU1mL96uqIvvtdrP2FFxKdOEHUuzfGrayEaEFtLVFjI/ZERQXs7d0bP3fqhPPt2sGuXr2IrroK/j1xAuvdoQPOnTqFNW1owNyqq+GflBSizz7DsYsugp9374ZvTp6EP5KTcV1TE9Hll0P0Y/FioldegQjCwIEY84orsFadO2O+6ekgzTZuxLhJSeivXTvM6cgR9N29O1GXLkTf+x7Rz38Om4lgY3o6/Fhfj2tOnMDn0KFE27bBpuHDMS4RUbduuLa+HiTq1q3o/+BB2LJvH9GOHbDlq1+FbUeOYJ2qq4kOHcI8OPoxI4Pom98kuvNO7NGGBvjgww+J9uwheuYZoj//GcrC7drBrpMnseeOHiW6917MNSWF6MYbiT7/HL+nphL97ndOVVjen1u2EL35JtGttxI9+yzO8zM+Lw9jrlwJm/v3V0QxE5I5ObCVCPfSr36F++2JJ+zRjfx8mz8f8/VSp7U9d/lZ6vUdEI+ism4X+8kN69ahxqCuhmva3hrfRa3ZPp4+zgcRJYFA0CYRS+RbmybfOv2/4sg/+MEP6Jvf/CatX7+evv/979Ozzz5L9913H5WWltKYMWNo//791Ldv3y/aPfjgg7R7925atWoVLVu2jL7zne84iDQiogkTJtDAgQPpWf5yNzBnzhwrMSfkm0AgEFBkypaeHtfSiAC//4kuLMQLWk0NyBr9me03NcoGW+qT3h/PWY9MMceIJ5XIT5vCQpBWdXUgfgYMcE/5WryYaO9evPB26ADyY+pUZWtyMl7Qa2pAwnz0Efq9/nqiv/4V102ahDmeOIF/nTvj/I4dOD91Kkig//kfu71JSbCxXTu04f9ytG9P9LOfwYc//zmIhIwM2FFWhp/DYdhfX4+fk5KUQIHef/fu6CccBtGi/7eGSY9YkJQEkqNjR9idmoo92bEjyJDGRlzXrh3m9tln9jHYtpQUnD92DPNkdOoEkunIEdjNfuH+TbRrp1JCm5vtY7Zrp/oiUhE6ixdjnGPH3Pu32e/lu+RkRdrF24dud6dOsJ0VQtsiMjNBLOnrmAjEsk979IANrY3kZJCavXpBCfnUKRzj/cWEoGk3E86HD6tjSUlqjikpIKaDQRBr69aBnK2uRhsmPf/rv9CWv1sGDwbRWVeHPgYNwrHmZnVf7Nqlnk2DByvbOG07EMDzLj1dfcesXw+ycty4yGc8fwcVFsKe48dB3F56aeRzn3/OzlYiKevXK9v4uB9yiJ+72dnqWeyGrCzMefBgkHYmWuu7qDXbx9OHpO8KBIIzhHMm7bS5uZlGjRpFc+fOJSKikSNH0ubNm2nhwoV03333fXFdUlKSo104HI44ZiLaNT/60Y/oBz/4wRe/c+SbQCAQCChSYU9Pj0tk317/iQ4EEMWzc6f9nGmPH9U6r7H406bk6DZuLP7IzQWRlZNjV13k/ioq7BEY5nWcCqZHvunX5uYSPfII/DdiBP6VlSHagjF/vop8mzMHETM9e+KFjxUYc3MRVWNGvl10ESKZLrgAUS+dOuGl98QJoiFD0C4jAza+/DJepocMQfTRtddinLo6RNrs348X2NpavADzC3daGl46d+yAPUwU8As6v/RfcomKagqH0T4lBeOPHOmMfDt6FGuwcSP6O3wYvrv4Yti4fDkifC68EJFP7dohEqljRxzv0kURFN27E/2/shj09tuIzGtuBgHWqRP6a2pSkWg/+5mKfOveHXNhJCVhDCJFwCUlwed792Lcyy5DVFK7dvDBkiXwz+rV2Kv19Sry7dgx1U9GBvqqqwPB2tCANVi5Uo3HSE7Gvy5d8PupU5iPHvlWU4O5nTiBteN2vXuryLfRo+H3nj2xdr1745r9+9H3jh3ol8kLEzphlZysosqI4KeUFBV51dSEcTt1gn3m9e3awY7qalzDZG5SEvZEQwNs6t8fe+nDD5XfmppU5BuRIg+HDUN/R48qAjk1FX3s3Yu9kpICYvyqq3DvJyeDkK2uhj0NDfiZ59CnD9EvfoF78uhRjPHhh2oOKSnoNz0d7Tp3xrgc+VZervYa3wuZmWjT0KBIo4EDsf9ychD59u1vg7zt2hX3a2Mj1Gm3b8fzpX172HvkCPx34YW4T5uacO6WW5yRb/Pn4znKysMDByKKb8cOpIzffrszrZXIGfl2zTWwY/ZsPGtskW9z5zpVeDlFNxBQKcv8fOPIN77Wpk5bXIz7d8IEkO5u3y2sisvfD2ybTcnZDbpdbuDvrsJC9Ldokf26eL6LWpoKm4hU2lj7kPRdgUBwFqBNR75dcskldNNNN9Ei7Qtl4cKF9NOf/pT279/fqmmnJkRwQSAQCDS0ZopHLH23tNi4rSB+tD5bKyXHreB9LIiWRtVSYYFYogvYFk7dJEKaqk5eciQIkVqPFSvwux5FyalpVVVEH3yAF/qf/1y9eM+ciaiXe+8FAfT88+j7+HEQKN/5Dvph0nLuXLyAT5zoXiie7dPTxoiQfsZRKVOn4tzq1YjgSUoCATBnDsbQ08YqK9HH4cMgRhYtchIHubnO1F9eP04Prq0FcVFbi+v1yMyCAggRpKSgjU7KMtlgzpXndOutiKbkNdD3xrx5yp7ly51j6Gtq7h324bBhIB2ZmF2+XKXG6Xuvqipy3/K8S0uxjp99BlJn714Qe+PGIf1z1y4QT1/+MgjWrl2J7rtP7TV9f7GPg0EQQb16gQwbPVr5ZPJkZ1uOfNJTFufNI3rhBaL773cSJAUFRC++CDJpwQK1rnp69/LlihRvaEBa6AUXwAdM9obD2Mtct0zfi/n5iFhNSbFHdM2fjznyHn3iCbWenN5JBAJ0+3bsVd6Hup16Oqf+ydcQqTHYNl6v5maisWMj7x+zNIBeNsDcf16wPYfMVE23Z5vf9H4/pQf8to2lvV9IpJdAIBC0CZwzaadTpkyhvXv30j//+c8vjj322GP03nvvUWlpKYXDYerbty899thj9MMf/pCIiBoaGqh37940b968LwQXMjMz6Q9/+AN961vfIiKizz//nPr160f/8z//41twQcg3gUAgOIdgEiyns05MNAW9eGoEMfR0JT2NiseJ54Ut3vp50ebpRny61fHzSjPOzwcxdN99IKhWrIAfy8oQ2TdwIMgKHsvrRdjrnEmQ8v7JyQHxwpFWNlLPT9+FhZGpv2ZbkwzkY3fdhbpd11yj2jIZNGAA0UsvOUmu/HwQY126wNZo9vJYsZDioRBqyr33HqKrLr3UOzUuOxvkzc6dIJ+eeso57/x8EImNjUT/+heiFbdsAWnVvbsiNE17mfDl9MDXXweBNWgQ1m/ECESu7d+vxjXnYxJFtn1qpuPb7j9OAeYIzJMnEanXowdI5YwMlRZp+pxJwORk7Dkem4nd+noQhBwZyr8Hg5H22O5Pc397/SHAL8nk95nTUrVYM1WzJSq9ZwOkxplAIBC0CZwzaaePPfYY5eTk0Ny5c+lb3/oWrV+/np577jl67rnniAjppt///vdp7ty5dNlll9Fll11Gc+fOpS5dutCUKVOIiKhbt240depUevzxx6lXr17Us2dPys/PpyuvvPIL9VOBQCAQnGfQo4JO94uLHwW9aEW23eCWRhVtbC+YKVgtVTr1UgLNzHR/UfZKM05NVemLM2Y4I3FyciIVPG1qhbo9bnPk9rZUsr//Pbq6qZdKIqcUm6m/DFs6NhMWRIgCs6WqpaQg2ozTjtevV9c98gjS/dzsdVv7aC/++hpv3IhC/Xv2RE+NC4WwvjU1kddwRFwwCN/X1UFk4Ec/Uuqnc+eqYvq6b2x7UY8iKytDX0OHKnLNnA9HoRUV4Wci+FJXXPVSUOWfQyG7kmpqqnOfsl/1/eL23OKUSp2c1clKfU96pcab+9skehle62/ucb/PHL/XBYNOFVjG7NkQHuC003MdiVRcFQgEAsFpQZuOfCMiKi4uph/96Ee0fft2GjhwIP3gBz/4Qu2UCLXbnnrqKXr22Wfp6NGjdPXVV9NvfvMbuuKKK764pr6+nmbNmkXLli2jEydO0A033EC//e1vY6rhJpFvAoFAcI4j0ZEELVFcTQS8UkxjsUdX0xsyxJ6OpSurjh7tTHWLJ/U1WlSNSQ7k5ESmeXLky/jxSK8bPhxpejZVVyJ7uimnezKY3IslFc28xkvJ0M03erqfm2LthAlIIRw+HP4ncqaNZmXZ11L3XUaGSk00ySAiFXFEhIg2jqpie2x7y+++q6wk+uEPoZ45eDDR738Pm/WIKCaUuAbhTTcpsvYb38D+mzwZkY48r+nTiRYudKYj6umX+tpyWijPX/fp1KnuaZW8pziF0/SXjVTjOeu2mD5/7z2iBx5A7b6rr7bvBa+os/JyEKz9+yNCsGNHp9IokT9lTbNfPdLUWbL00QABAABJREFURhS73dPR0kz97BW3e86MdGurkWFt1S6BQCAQxIVzJvKNiCg3N5dyc3NdzyclJdGcOXNozpw5rtd06tSJnnnmGXrmmWdawUKBQCAQnBPwK/QQT39Eie071vFnzYrfnrlzka44dy7RqFF4wQ2FFOnBhdNZWbW8HIXhzTF5HC+73K5hcLQHEzIlJSBC+HP5cmcdOSKiN99EsfeyMti2YQOipvLznamdLHhRWwtiackSzIcL5hOh5lhamj3SyY04MOeSn6+iz/76V3uqoukbnh9H+3D6YUkJ1mT9eohW7N2LAvzl5TheXIy+iotBrJSWIgW1tBT/1qzBPDkdddw4pKlyHTJ9roWFqh7f5MlKvIDJN7e9pftIj0bjyDgmn8rKYNOJE0gpZZt1IRJOrf3sM9R5W7MGRNusWUrw4s03kd7KPps1S83vr3/FeAsXKsEEvbYgz/HwYaSysk/LyrCn09LQrlMnRSAxSVZfD2JzwADlB/bXxo1KNILXmT9XrEAaKhGiN/Vr582DLYEACFXeC6zoqa8PEeam35/FxbCfIwPbtYvc9+Z+tMHcl2VluIfKyvxdz8fYHxw56HXf284T+Y/4aquRYYn+nhEIBALBWYM2T74JBAKBQHBakGi1NK+0rngQa8SEV5pZVRVe4j3+uPUF9FTW5cuhTlhSgkiTGTNUKp0e+ZabCyKD++ffuTh8KKTaMLmi2xJtLbgNizlwpBKRerHl9FMWQDAj38yIneJiEBQbNkCltVcvFO+/6CKijz/GNQMH+kvR1O0w52IqGeqEiU7oVFbiWHZ2ZARaIID5Myk4fryaZ0ODOj55snNs3declmxGvhUXgwy66CJ7yiT7lufstr9tfjJ9oZNP6ekQTaioQM08vqa4GGTU3LlIDT18GHuJ1UX5ugULlMBHaamaV2GhinyrrMS51FSo144bZ9+bHIl24gQULkePjpxbZibuga1boTKblkb06KMYi/2rK3Xy+un7xBxPj74LhYiuu47otdcQgaevIUe++Unl5Pvsgw9AUJr73ktZU4+85LELCjDfcBg+dxvXtE/fP277xLY//T4z+X5P1PO7tZDo7xmBQCAQnDVo82mnbQWSdioQCASChCDetKNEqtvFK7xQVITUxV27lNqirT2ngOXmImLIFFfQxyeK3Ra9PSuk2lQq/cKcGxHqf3FUl5sIhNlHPGm9boXhvdbIS5jCj2CEl6/d7GmNdDk98s1M6TXH1WuYuQla6HATFNBVS70EAaIJhgQCsJ3VTZcts4ss2OYczY88dlMTauBddBGIQq/9F63veFKkTR+wYASR+73fEuip34xocxYIBAKB4AzinEo7FQgEAoHgnEK8aUeJjJiIpy8udD5mDP75aV9WBpIuOxsv8H6KvfuB3l6vQxZvqpltbvpLvx+1RHNsv3a4Rex4rZFb0XmbHX77jGZPa6TLeQls6NfoaYleghY6eeS1x/R6dBxd6Nf/uh9mzECaqJuogdt89NRTG7GkR7mxKMSKFZFppiZZ5tW31/qZCsR8je1+tUWvJQrcJxPqRGrOUitNIBAIBGc5ks+0AQKBQCAQnFcIBJxElI7KSkR/VFZGnmMSItYXT1ufsfalkxQzZoAweeop9/YzZiAyZsECzDUvz30uNlu8/GC2z8tDgf4hQ1AjrLjY2TZaX0RqTfzMza+NtvOJWAsipFTu2qUECSorI/uurEQUW0GBOqaTM9wmPx/CBeXl3gRHbi5RcjLGzs8nuvFGtInXP+vWOdervNx+vd6Pl68qK2H3669DkGHePKSwFhWh74IC/KzPjSPX1q0j2raNaNIk5YeiIkU06QgEcB/wufnzEUmXkwPBiHnzUAPOa/0LCoh+/nPU5cvPj5w7zzMrC/0PHAj/uxGBHKHJc1q82ElKm3abNk2ZQvTss4hAZGELm7+YLLXdH373u+04/06Eec+YgcjLyZOdkaQrV6qUbBu4H/an6Vc/zwI3+J1LrO0FAoFAcN5AIt8EAoHgXIRECcSHRPktmqKnW+SQWTA9EeCX1pISvMgvXox6WboqabQ5mJFWthRLVh4158gE0euvox5W//6RiovmuIGAqlvmFWVVWQk1x08/JXrwQdQ7CwRQL6qiwpny6tWXTkqZ82CwKiTXFON+QyGleqm3M2t7zZuH+l0XXKBscVNv1VMaV68GiamrcL71FtGePZh7hw7KBl5njhBbsQKpi1wDLS9PpW6GQojaYrGA/Hy7oAb7OT+fqKYGogKHDqEe2m23gbjbvh02sloqEWwtLlZ9mamy06ZBOOCBB4iuukoJJLC/TBEKro22aRPRM884909lJdHddyPSMjkZteHKylCXrFcvzJNFCohULcDf/x71/VjU4NgxopkzURttyxZVi820n+fGQhGffkr07W8T7d6NOTzwANbXjDTj+7uhAUIeR48S/eY3mFP79mod9fuqogKiCTk5kQR1RQVEQXJyVN06G3ifVVYS/elPsPuJJ1S0286dWNvUVJVeakaeRUMswiluwiIVFbjP5s+P3H+hEFFSkooytNlkCpToe8pN3MXNV2b6uN+5uEGEFgQCgeC8h5BvAoFAcC5C/qMfHxLlNz+KnqcLenH+mTOJ3nkHL/+6KqkNJnmkf9rEBcwXXdOGJUtAIuzbZ1dW1FPf6usRTaSTCTZiNBgEcXDoEFGPHphXbi7IJreUVzeYL+48Dx531Sr0yYqW3G8oZG9npsaywmZKSqQfbWQBEQiRnTvhrx07IEzQsyfWrUsXEHmslKmvM/spFIIvdu6E7zlFMilJKWAOGwYCj4nZI0cU6cQoKkLqY1ISxuzdG6RVUxPRCy/gOKulMmnTv3+kf3VCZ9Ei+JIjlHTi0bb3QiGMZVOqDQaJPvoI/kpPh9rp8OG4dvt2JczBYJXXgwfh7+RkiBpwNOGHH2Kd9NotbP/Jk0THj0OMo6xM7b/27fEvORl9X321034dX/860UsvEVVXw3cjRiii2FSxbWqKbM/2sJrt3Llq39jShtmfn34Kn2zYoAjusWOJ7r1XtWWbY00v1fe7TlTb+nBLP1+9GkSkbX05LdxLVEFP1zXJbNt4NvgVTnGbixtEaEEgEAjOewj5JhAIBOci5D/68SFRfnN72YvWb2so9nEUFkfR7NiBF/677lIpXLZoP/1F1jxvmw+rMHJamxkh98orRA8/jGtZeVLvl6OCcnOV2qVXzSqOhpkwQamsPvEE0gffeQfKk+Xl/qMYzRd3kyAbMQIRURz5ZkY16i/8BQVoq9eN690bhM6iRep6Xc10+XKo0G7d6lR7JML5xYuRHtmhA8iW0lKn8mVVFQgbngunCOoRW6y6GQoRrV0LcomFB4gQ+dSzp1KOZdTWgti6+26n4uu8ebCJCKRVbi72WFkZlFfZT2wTR6+FQkgT5rTVq69WPjHVNfUoJI58M5U5AwHM6+OPia68EuIHLBiwcyfs4EgqXq+cHKzT0KHwNa+Vfn7uXJUyHQhgbsEgCLjkZMyR1XY3bCDavx/7ceFCpEIzCc195uWp+3vGDJDhI0Zg37I/d+5ExN4llyCqbehQ2MLEGPcXCsE/rJBqizrV/UNE9OMfY05MMHbqZBc0yMxU4iV+oY8bCIAsmzs3kmQ3r9V/5xp3+vqaKe/RhCT0iFszxdNPTUi3Z5tbRLTfOpPx1qMUCAQCwTkDId8EAoHgXIT8Rz8+JMpvbi+Xp2t8N0ydiggb/SWSFQaJIm0OBOwpoG7iAmlpqgaVLeLv7bdVG7dxOfXNBJM3TO5xNExyMqLA+vRRNldVgQCxvfi7wXxx18flT/YZizLY2tlS9nRSlUnGVasQKTV+PNqlpal2xcVop6fe9emDedfUgPDhc+zzjRsR/WSKMJiiBkxKsD36tTbyt7ISxNKpU/CzvjZ9+hB17w6SqLgYa9enD0jG0tLI/fTUU2rd9dRBPQKwvh6+GTMGhKOeumqSbnrfv/udIm54Trm56JPJPHO9/v53e1+cetncjPF5P5SXI6rus89AitlIPVv0lhnJx0SOPn5hIcaqqcGe3r4dUaL79uG+NYloXT2YyDuNWyeHg0HcH6avzOv9pGu7Yf78SBLND7KyIu9ZL3ERPu8WVRxPxLHt2eb2rDpbIWUpBAKB4IxAyDeBQCAQCFobZr2r0/nCE62GmldUXjBoTwF1QywRf+a5aFF/mZlOcs+WYlZYSDR9OsgRTnk73bCl7NlIVU41NCPD9HZmv6tXIzLKNh7Xg/OzTm4kr+14MIiIruTkyIg4HquiAiSRfixaaqB+Xl9LVvfcty8yddULxcWRZJntmF/YUq3r61FD7vnnVaSZqbBaUYHINZ140vuyEUIc3TV+vIrinDpVRTXqviovxz4YPjx6WjaRk+wNh1VKq5tf2D6/6dq2sW0kWryIZz/5besGcz7nWiS5lKUQCASCMwIh3wQCgUAgaG2Y9a5ieeExiTvuz2/UQjQCTRcb0IkGJhOI/I9li/gLBJBOV1aGovwceaWPx8XiTb/YUjo5+o0oMuJszRpFMqxejdRGN0EDnk80YtQmgmHapfdnRpqZc5kwAVFqU6cqX/D8vUQ2MjORTllUBKKtoAD2VlURvfwyUidvuy2yKL+fvWLzMxM/EyYoskdPfWSbOAVYj6jU91NVFdIrOb0zLw++LCqy7+f58yEkcdlliLQzUy5tMAkpfT5EdpIqNxeRdbwviVS0VkaGd6p1Zqa6pqICPquoQITg5s24JiNDrat+X+TmYo9WVKj0bD2KMyUF8zlyBPuEo9N4ny5bBp9yRFw0QYDaWvR17bWIPD16FCmtuvKpLd3c757xGturrd8/RnhFA3NtOVsEX7S2XtBFajgt249Aw9kSRXaukYkCgUBwlkDIN4FAIBAIWhvRopqI3F9ITeKOKLL2mfnyp7+Uur1M69cUF9uLjM+aFf3l1Y0cZCInFCJautRZKD8YhPrpkiVEkyZBcXPJEtSF0yNxiorQdt48dTwtDW1fftl5vS0KS09nrKkBGTJ0qJobj7FwIeqfmcRoZSXaVlY6SbJ582DXG2+oaLBoqqwcfciplfn5qhYfq3naUkF18PGlSzHuxo2oP3bwIBQ79fRKHvPwYfh20SIlOqDXCGPfcbrnjh2YX9euqHG3bh2ECE6exHGuMcbkHO9VUwFy5UqMsXkzCKB33kHbdevU+hBhDjU1iugoLgYBtXu3Io15PuY+NwmpXbswhk1plevw8bk33iD64AMQtfn5OLd+vRKOsK0J32+FhTi3ahXqzPXqBRLv/ffR/5tvgoy09bF8OcQhdu1Sgid69OKmTZj3tGkqPZTvGVavbd8e5F5+Pta3sJDol78EeZeb6yQYOWX4s8/g59papLRmZqrnik76+iWsdMJNT+/VnysmiamntMbyxwg39WgWQZk5k+jmmyP3RiykmBnBaIqXuPUVTxSZ7qNYIzITASlLIRAIBGcEQr4JBAKBQNDacIuG0uEWHedG3OlRaubLX36+IhL++lf7i5Z+DRdWt/UfDW7kICt3ZmcT3XcfXpI5FS8QACF06BCOV1XhZzcV1FOncA3bxG31621RWIzcXAhMNDY6+2GkpzuFBPS5ccrl9u0q5bOsDGRiUpJ/JVUmkrgeVk0N2rFPWDWVKPqLcXo6xq6vJxo5EjZmZDjTCHnMzz6D/6ZNA9FEpOrD8bhbt0LBdcQIonffxfU9ehBNngx/vvMOSJ5//QuCDBs3gqRj6OQSp1AmJRF98gnRiRMgxIYMwZqNGOGsmVdfjzXp0CEynTg/XxEgRJH+MQmppib83qMHCD4uuK/vUU5lTUqCvSkpag1YoXP1auxbtzE5LfOzz6CwW1+P6LmrrsI1e/eqedjWNTUV4+tkKSvRjh0Lf2Zl4XpdMZSfA0ye5uYSXX89otkeewzjswIq34O8f0ePxr9Nm2Ark6fxQifc9PTekhInialHkOm+mzxZzYvImywzn3GmCEpWlvs66ce8YBvDT2Sfvl/1SEcvmM9ngUAgEJwXEPJNIBAIBAIdZyqNyI1ksxF3+gugLYXIT8Fz/Ro3AYWW2G1LyWRkZiJqTbfRZu+MGSoa6JlnVD9mW7Nv21z0Nnp0DBHRvfdGpr8xiXTHHeoY11TTVRn1yBUzndYtfZeP19crcQWzrRu4Np7u3yeeUG3NlMv//E+oTjKpROSMfCsqAgE1Zgz6rqtD5FYwiGMFBUQXXkh00UUgb8zIt9paZ1oup1COGQPCjfviFGAzOonnsngx7MvNdRIoPJfly0Ha6CSHSUixTSUl+Ny+XfndRlyZqrazZ+P3piYQxqz4aSOlAwGk5E6bhqjCrCyi//5vooceUnuV17WoSKV4zpihiDYmS3VylvdhYSEI0dJS+NJ8DnBU2ZIlIN6++lUQi+Y9yD7heb/0klIz9aqxGO05qBNuuk/0eyMjIzKCjK/jqL6qKnXMb11K836y3Tuxplaa15vqrW596QIdXmSfbmO8ghQCgUAgOKuRFA7zn0EFXqipqaFu3bpRdXU1paenn2lzBAKBQNBa4JcoXUnwfEVrEZGtTXD67d9rrfVzRP72RCxtWssHse5f0w5un50dSfLZ6slxzbPJk0Ho6CnIHDHE0YFe8500CaRddnZkNJA+J05ZnDzZPZo01rQ+7n/XLqS7JicTPf549GhVt35M35vH3dIoY0mbjHV/xrovzH3gtv7R9q/bWujrzRFynTqpGmtnG2JZr/P9e0UgEAjOIcTCE0nkm0AgEAgEOs50Meq2VMC7tVTx3BQfEzVvv3Z7rbXtnNee4Ei57Gz3NuYcW+Ml3GtONh+bdnilS+rQUwinTlXk2vr1IBhMlchoa+4VDaT3w+SeF2JV2+T+c3IQ6TdkiLLPFlnltk9N37sJP5iiFLa9EG1/cDRfKISoNr1/hlnHzLzG657z2gf6vKLds26Ks/p6Z2SoMc/0My9e+Fkv/VMgEAgE5x2EfBMIBAJB20esqo0teYk708WobeqafmETbfDjE7dIHF1dVCci4hlDHycnR9WL0ouwr1mjxAFKS1XUVU4O0Zw5UMDMzHSmTWZmOqNriJzKl25+IfJea1v6ql6430xT5XWbPNmpkGmm29XUoFA8p3nG4z9bhFRODtIma2uRGpqTE6nIykIIq1ZBeGLrVqLvf5/o179Wvp0wAWszfTrSI5k4Mn3INb8mTMBa8fyIVGoot62qQr28Tz8l+vGP1XplZUGQgf3LhJkZLaWncNbWEvXujbpqN92EMf/jP1Dnb8kSZ5F/IrtfTTKN1Xhzc4n+/nfYvnIl5q/XKiNCpN/Spfg0iUJ9z5SXQ3325En4m9M9Gbqi5vz5SA/ltTP3N6O8HOICI0Yg1TgtzWknkbPumC580b490mH5Gr2mHvvfzT9mSif3u2QJUd++KqWXSImu8F5xIwZNgtRG7LmlrQsEAoFAcBZCyDeBQCAQtH34jWRqrUitswU20YZoPtGVOPkavU1aGn4OBtW5WMfQ7dPFGFiRcsUKvGyz8MK0aah3xdctWQKy5Z13iPr1cwoGzJoFEuHddyGqcNFFIFI6dHBXjHUjGmwv+ToZkJ8PwiolxZ9Ko+4XIiUu0NgIQQDTfzbFU530IiJau1YVsM/MVKTfc88hZbKxEWmTgQDRpZeC+Nm3D33PmIG2W7fCX+EwlDfr6kCg9e8PFdmqKogJDBjgrEtmCms0N6OenL4WXP9KJ2dKSqC6WVeH64kw/rZtRFOmRBIzM2dirWfOBBmm+7O4mOjIESiLJiXhutpakHv/9m8YgyOpiOz70lwXU403EHCvVTZlCq4tK3NbdSA/H2IHTU3Yi0VFzrXlMWpqlBhITY0StKipiVQAnjmT6B//IPrwQ5CNublOwpHny/soJwfnKypAAupKrjy/Tp0i/W/ez7YabCUlGJfVaM29EYuaqW1svvfZBje0pUhhInd7zvfvJoFAIBAI+SYQCASCswB+U3bOhdSeaIXQvaAXlncrUk7kfEHUi717tdGP+RnDBo6Wmj0bZI+eRpiaqkQR+LwZ+davH4gkvT0RIofuugtkwJAhID1YJdLNZka0l2KdDKivhypqTk6kP4kQ9ZaX5xQE0McMhUAU8XzNCDFbip+u6DlwoFI5ZTKUMWEC1EV37AA5NGECyLOKCviMSEVDFRWBYLNFvg0ZQvTooyB8jh93pkxGE9ZgX7DaKZMz8+dDUEFXvOX1SkuLJE1GjMC1I0Y4j7MNtbWY4/btOPZ//g/Iq507Ma5po7nm5rpUVDhtYz/ZBDAWLAAJNny4PS2V5zJ/PtEjjyi/EjnXVhfeIIKfhg9XkW933RWp6DtiBIi3K65Q927fvpEEGu+jkhKc790bkW96iqdXZFm0+9nLPyzykJurBEpiIcj06El9X7mhrZFabvacC99NAoFAIGgRRHDBJ0RwQSAQCBKEthapcD5CL6bOMNMoW3Ncvei4W0oowyQK3QrXE6n0VS7kbisUbyJacX4/aXB+i98XFDjFAvwU4i8qAtlUVoZIoLFjnfOKVrzfT3F/HZMmEb39Nn7u1w/13Pyule6LaP53s8NrDLc2vIbTpxMtXOhfaMGPPTyn118nOniQ6PbbcUwXmeDI0YkT3Qkgr1ROrzmZRLOftYwndTNRz2XbPR5tn8c6vt8afIlCa9gm34MCgUBwTkAEFwQCgUDQdtHWIhXOR+iRWHqB/JbAz8ukLfojMzMytVWHvl/M9rb0OLOGHJ9zg1tBeN0+bu9G6LhFCkbzidnOrDOnCxgsWIBIqtpab6LU7MPWp5df5s8nevhhooYG1KUza31FSyfU5+S1p9zq7ZmiDeY5m+16/TCO1IsVXqm/gQDSenftwnUjRzrbuaVv6tDny2QUz8PmB071NVPCvdbWdlyvgee1Hol6LkeLmiWy17WMZXy3+16vd3cmBFyIvNc53j4FAoFAcE5AyDeBQCAQtD706KLWSL+JFgHSVqIL/ES/8M+tUXBcH3/WLKzLxo1K5ZHIWeydKDIKyS1SjF+oKyqQbqa3YegvpnpU14kTSBvUi/vrgg/Z2fiZbdm2jejuu+0E0bZtqHP1ne+gLtj3vgebH3kEaX1TpyItrrISaYtz5kSKSnj5jX3Ahe/vvBO+01MkKypQG2z4cKQJclH9PXtw7q9/hZ+zspzEgZlqp4sUFBej7t3evaj3xX4sKCB64QX8O34c9o0bB7vmznWm8C5eTLRuHWqQmUIKlZWoy/b556gZ17cv0aZNODdhAvqaPh114S67zOkvPfKssBD9moIPPP6GDUSDB2NeV14Jcoj3XG4uCC6es74Pli+H7WvWEI0eHblfdaXSzEzsvaoqom9/G/Xrli5FP/peeOIJRdSEQkTDhkGsY9s2rNOdd6L+4De/Cbs6dEAqbyhE1KMH2lVVISX4kkvgq7w82Gruf30PsU94zkTYT5mZWKsePYg6d8bxgwdRB27hQpz74AOiCy8k+sUvYKvuA9vzgwl2TtfdsAH+mzpVjc9iD3yf8V7kiL9gEDZNmwYxlDFjIu8Rhtc9fs89EH2orMS9sGQJfu7SBdebSsFmBJ9u67Bhzj1okqf6vBm6wAnbpQtc6OPoz16v7yw/irG2dvo5XTRl7tz4IjcFsaGt/d9AIBCcF5C0U5+QtFOBQCBoASZNUqmAusKdG/wWwefztlQnIvfj8SAR/1nXU/I2blSpakSRaYvJyYjIMtP3WpJy5Zb2mJyM+l81NURf/jIK8XfqRDRqlIp04vRDfS31uk9FRUQvvgibq6vxsn7vvWir1zljcqK0FCTL55+jGHzXrkQPPohrSkuVOEHfvki1XLcORFZ6Ovo7ehT1va65RtX5+t3voDD52Wc4Fg6j3+RkzK17d6Krr8Zc9+yBcMIFF6BtOEz0jW8o4lAnNPjFfuBAorfeIurWjejjj+GjpCTMt0sX1Nbq2xcKnvX1RFddhbpdGRmw++23lS86dQJht2QJ/LF0KcizrCzY+NprqF3Hc/jlL0EU3nQT1o7X+7LL4EcdKSmo8dWxI+Y3YAB88M47RMeOwQ8zZ2JfsXrn8eMqwiopCdcQoV16Oq7r0wcEVO/emBfvoxtvRN8dO8IXyckQe+Bxa2rg84YGjMOF9Nu3x/z69sX1nTphb9XVgUC85BKQihkZuG7vXjXHLl1gY2MjCMHyctiflIR5de1KdPiwmlNqKvyclweyLCUFEX6pqVjTXbtg27FjuP5LXwI529jo9Ou4cdif4TD6SU3FPHhNq6owvy5d4OMZM7B/KiqI/vIX+GTMGKLf/hZ74ZJLsJbvvIP+dHTqRNSuHXx4/Lg6npQEtVoWaTDv2fXr0ebwYeyNW29FPcCNG9U8rr0WticnE23ZgvUcNQrzW78efa9Zg367dMEa7dqF+3rzZsxTJ+GZ1OQadzzvxYshkFFXR3TqFNblwgsh9MHrSIRjd9yB9Gqu7Th8OMbiZyE/p44eBSF5wQXYmyw2YUs75/2dnk700ENKEGTxYswhORn+a98eP9fXEx04gD3XsSPu0dTU6GnWsXzH2L6/Vq7EM6WxEfP6xz+EFGpNJPL/BgKB4LyGpJ0KBAKBoG1h/nz1ouYHfovg83m3CINERtklIk1IT/e0parZCtmb6ZOmUmNLbNIFEObMQaTViBGKyCACwaLbpq+lbsuMGXi537IF5MDAgTj+4osg2Dp3xgvtunV48U5NBQnA5AbXNdu7FyRE+/ZONcVdu9BvSgrRoEHos107tH//fZAEd91F9NWv4tyAAYhgOnkS/SUnI1pm9mz10nvyJMiW48fxos3jEzkVVXnunHrYtSuItaQk/F5bqxRMjx7FOB06qMi3pCQQFL17g4CpqYF/16+HL0eNAvkRDoMQKCsD8UYEuxsbIYJw4gTmpEdTTZgAkqV9e5BbTU2wJxwG+bBokYp8mzQJc2Vibc0aXJ+ejjF4LdLSiC6/HGOFwyADjh/H55EjuO7IEUUkskDCgAEQfOjeHeOuXo1rXnsNvm5shF9OnkS/p07BxwcOgLSZPRv/wmHsr9tuA2lz4AB8rqOhAWvXoQMImcZGtEtKQpuaGnVtSgrm88ADGJsIpM+GDSBnKisxv1OncC4pCfeCSYbl5iIyaeZMEHOVlSCjJk4ESfTxx1jXcBjrVllJdN11ah9XV8M/jY3KV+3bgxgLh7Gfk5Lwr7kZ59q1w71TWwubm5qw/osWOe/ZTZvgh6wsEAo5OUQ33wx7/vpXtVZEmOfu3djXeXnwc0MD7Bg3Du137oSy7smT8N9Xvwr7Bw0C0f7yy05BiPx8EIismst/MOCIuxMnQOQ3NuIeS0lRBGo4jOfFhg3oIxzG/UiE/a1HpD3yCNb95EnMd+hQla5uqydXUID9PXCg8/sgFMKzb/9++I/VY/PzsV6sSvzRRyD6/KRZ22D7o40ZpcfP4UGD8IeDjIxIddwzhXM1QkwEMAQCwRmAkG8CgUAgaH3oNZn8INp/jKPVymK4HY8HifjPOttTWRn5YqXbqdcYMyPddDXAxYud6ZrRYCqpcr2z0lKiZcv8RdTpa8nKiXxdMEg0bx6ImAULcL60FC/7F1+MF/vaWhBWAwfimp/8BITUHXcQ/cd/qJQ9M5WOyBlBRwTyiomuvXsxXv/+eOHmFLXKShAjo0cjzTAYhC26CienYs6Zo1L5ONWS0ycDAfx85514Sb71VkUG9O2Ll/iUFBCAejqjGY3zyCOIunvzTRAr06eDdLj/fhB1HTqAaCMCecfpo336EL3xhjO9NRjEyzpHsQUC8P+SJSCrvvlNpGFymuBf/6rSZfPy1Is/p22aaarmWvC1FRUgGXkdnnhCkRd6ul5pKeZ9++0Yu1s32NWvH4ide+4h+q//AgGTlATfd+kC8odrnt1+O47deiv62r4d8ykvR4RgZSUUW3/2M6J//QvXXnwxiNCqKhVdyDX9HnsM4+kkKUecfvgh9lgohHvwP/4Da1RdDfsuvBB9/P3vzvTr4mKQVXfcgb188cWIBiwrA0FFpMiyhgbsFY7c3LcPxNRFF4GA/P73YWNVFc4nJ4Oo+9KXEGWoqwAvWKD8XVSEvlJTVXTXFVdgfyxZQvS3v+FfejpIK46ky8pCailHrfH9XFSEdeKIs/79cR/xfuZ7n/+gYqq78h6YMQN9paaChOX05YULMfaHH+Je5GfH5s14NnTvrp4h+rNo2TL0x9GxHTs600/NZ77+zONnWWYmfOlGjOmpzpya6vbcj/YdY/ujjf5HGD6nj2v7o8uZwrlamy6R/zcQCAQCn5C0U5+QtFOBQCA4B3Au/RWfU6eInIqUsSCR/jCJJi8FTz8pw9H65nRQvwXWvRQgvRQaOeXNNh9+MW1qAvnHaZhuY+r2E0X2X1Linp7tVyHSbR0YXv72o2bqNq7bddwfk5mcpshRYQcPIsLryisjlVxtY1VW4uetW0F28t7n1D0mcojsNurXcYqmntrNa8p7LBBANFYoRHT99SBN3fwRCoFUZBv01MziYqfCMEdd9e4NQvH++3FdQQGiRS+6CIQxq9zqSqpuqsF+lVCnTAFZeO+9zv2q98u+sN0vNiVWt33g9ZzyY7PbfvXa53725+n6LvAaJ95zpxNtxQ6BQCBoo4iFJxLyzSeEfBMIBIJzAOdSnRcbUdKSenAthV7PLpZ0KT8vd9z3sGF48fdTkDwWks+LxPISvoh2jTmmbX30tmYdrZYgHhGSRBC6JrjOYL9+INnYF1zMv6pKpcb6IVKZPEtORrSebe/7JV+J/JG6ZjSnF2ESCKhajn6IJnPvMPk2cCCivNjGaIRkPER0LHvDXAOTODb9pvfph9B1g5vAi5fNfp7z59J3gUAgEAjOGKTmm0AgEAjccb79JVuf79lQ58Xv+nDqlI5E1oOL1T7Tt7FEnkSzT0/Tam4GQaSTcPoLPqdIuqk8soqjmYZmEiWshrh8uZ00MP3Aduh9c22pigoQCCw4oc+7slL1GWt6thsxoRM75jp4pVsxEdTQgMiogoLohIlJrhCh3Ztvqgg0IlW4nlME2TdEKjV23TpEw40YQfS//wu/zZ+v5tO3L4iwW28levpptOV1YhQVKTt0u9zS53JyYMtNN7k/F/r0ARHG5NiKFbCd+2X/cuo1HzP3iD4u7w9zffLyMNbWrVD0HTdOzYf3FhHG57nqSsN9+uCT7wHzGWHCXD8/xLSe+q6Lkrz+OlJcX3nFmTKvE6TmvcfQFYQ5bZtIpcZz2rAJ237285xvje+C8+27VSAQCAQxQcg3gUAgON/QmjVczvTLh1dxayJVlLsl/bU2WrI+thfKRBONbvbpL8EcVcIFxW2EnFs/XpEyXKds9WoUmOdi78EgFA0rK6FcycqFw4cjourDDxGN1L492rCYhFu0TjAIMuPIEfdi6zb7bcc2blRKsj17gmDat0+RNxwppbfhfZeTgzphl12GWma66mJlJerLHTyIz3/8Q9nAxGNJCcZ97jnUTnviCfjuoYeInn0WaYd6CuGcOSgwf/IkUiEzMtwLza9bB9szMmBLSgquJcJa1NWhXt2SJUS//z2uv/xyrBfX5yotBbHCY0ybBhGC3btRy/CVV2AzK+nu3o0U35dfRl01IqzT4cMo0l9fj343bnQq9ep7MCcHRNvw4Yjuu/NOrPOf/gSiylzDefOInn8e9fb+/GcQfUeOOKPc+FpW/Bw+HMeYFHMjwYJBRPGVlODnzEyQTE1NWFcmbtPS8DP3lZbmnFttLa5bsgTRoSxSYsJM1QyFlIpwjx7O1FvbfcqCBPPnR14XCGB8XYRBb8t//DD3OoMFG8rKQCCa9dFieY75qecVa80vP98FZ1N9tDP9XS0QCATnIYR8EwgEgvMNrRn9daZfPryKW8cz3zMxn5bYa75QtobNsUSV6EXDifwp1DLxRaRIGXMddBKA+3juORA5SUkgH+rrQdDt2gXyKi1NqY+yyqzb+nJUllexdS+ik6OeAgGQXwMHYuzUVPS5b5+aq031lu1asgS15N55B4qXvXopnxQVoW27dioVkn2cnY10utxcKFnu2oXzffqAYKurI3rwQZBv+fkgYqZNA+HV0AB7hg1D1JU5d35pf+45FPM/cABEV4cOGC8jA1FzL78MYYpZszDffftAQoZCIJw6dADJNHSoGqOwEIqkY8aAJAyH1byqq0FeVlVBNGDFCtTYmzxZRTbu3AkhAVY61ZV6+d6YNEmRPJs2Ya4dO8JWPSWYP8vK0CeLDaSmwo7t2+H/qioleGISSNEQCIB4q69H33xfsOgHi5QEAiABWWF2xgwVNRgIYC80NCi13FdeiRQr0fcV749QSKkIsxqo7V4rKVH3HCv0jhvnJNaCQaQPFxSoqDfdl257nTF/vop8088nojB+IogmP98FZ0NkNeNMf1cLBALBeQgh3wQCgeB8Q2uqfJ3plw8mTbzU72LtT/9MNGwvhX7tbekLZbztY4kqMWucEamfbamenCqpEwu2TzM9MzMTKW9MyDEZVVEB0mfCBLu6odv62lJ6dRv19maUnh79V18PokgXAMjLU8qgy5dDZMCM8NOjtMzIN93Wjh2JvvEN9BcIgHgpKcEYnKJ3++0g8dLTMeYHH4AYu+02nJ8/X0W+rV6tCEfdJpvIxIQJuP6mm3Dd+vUgfGbNIvrtb0Gk5OcT/fjH8AUR0eDBULy84ALMzRynvJzoqquIvvxl/DPXprQURNjhw5gLp2MGg0S/+x3GO3wYftB9oINVOTk6bd8+om99S62Jma67YAEIwQMHQO6xsiyTUR06qJTI+fOJHn4Y/TIRqUfd2ZCVBRKQCTxW9NTrwREp0i81NXJ/5uVh3YngB1YiNaHvd46e1PvgMfVr9bRP3it8j/F1vCdCIRB5f/kL7HzqKfsfQWzPm6wsopdecqYqxwIzBdu2Z4la97vgbFLQPNPf1QKBQHAeQsg3gUAgECQOZ/rlIzMTL7tr1qhIkpb215rzaclLYUtfKFsr8sGrzpVtHDMVjiiS+NL7cSMNTUKOyT8mpsx+bL9Hg+kzW5Qe2xgKOYk1MxV3+XJV5N8kI3S7bOqaROjXFLbg6KL8fJXG+MQTICbq60GgLFgAJc2yMhzX/TZmTPR567XaSkvtQh9EirQpLyd6+23ll4oK2KKnFjI4yspGnDF5GgiA2OnTJ7IGG9uQmupeIywrS/lU3x/6GpWUwHZeq9RUkHp/+hMixHhvjRqlfMJ95+aiDyYivfZXMKjIteXLnevJohTsd329TRQXg5wdPx426O289ntmpqpbx/vRbGOSZnpNO5NYC4VAUHLkoQ4/91pLnkl6VJ4t5VX/jAdn+rst0TjX5iMQCARnAVpEvn366ae0Y8cOuu6666hz584UDocpKSkpUbYJBAKBQBA72tpf9L0USFtiq1tbvxFtreWnWF+gzVS4aPbE0n+iXzBtkXh6lJ5JJOrEmpmKa8431khEt0LzZhqjTphwRNemTSDfmKiIZd42gtur6L0pcKGTNyb8FNf3ah/tvO16G9HEEWecItvUhIg8XbBj506Qcffd5y48Em1N9f1D5J0y7xYpGgi4R4j68UG0+88c13b/6ZGuDI5KjAUteSbpUXlmX/E8B9pKTbS2YodAIBAIWozkeBodPnyYbrzxRhoyZAjdcsst9PnnnxMR0bRp0+jxxx9PqIECgUAgEMQEftE6nS8qrOKnv3wy+GW1qAgvUCtXqtQq01avfszx3F7IeLxgMLI//r283EnG6OPZbHDrx2ZnIBCdRKusRMRSfj5s+fRTpDF6+YLbVFSAKGASpLwcxwsKcI3ed0EBztv60a/nfsw5lZcTXX890bXXoj+eXzCIc7rSZlWVWt/aWgg+cAofi0iEQojqys7GNTrxUlQEEYS771a2RfM1EQrmZ2XhkwjRWGPHwpbyctQ4Y9seeQRjDBkCG5io0MfgNuXlyldFRZhLURHRd7+LmmJ1dWp+7Kfrr8fPOp55hui//gvpsSzSkJvrVL9k32dloQZZTo7TJtu+LSrCmtTWorbb6NFo/9578Ou8efY1LijAHK6/nuh730Mf/G/OHKJVq9Q619YS7dkDQnDcOETAPfwwfLhyJXywYYNzvxFhH7/3HtGAAfDxyJFEl1xCdM89GPc730G67rZtyk8TJqC/4mL4KT8fe6GiInLNOQJQf5Zs2YL05NGj0W9FBdrn57vvHY7QzM7GvtSPm77nPgIBXM+p/XobTqtm4Q3beIWFmJ++x7h/M2072nOQ+8zPx942VX+9bLDNTYf+HD2TaCt2CAQCgaDFiCvy7bHHHqOUlBTas2cPZWlfcpMnT6bHHnuMfvGLXyTMQIFAIBAI2jy8orH0iCevguPR+ollPK57V1TkTCXjdpxWx596P35UPL3G95texmqidXUoFD93rjMKyyvFc+pUkBQ8lx07cJxf+rnv9HTUN+vb194PX6/7RJ8TF9BvaoIKaGoq2qxciTpq9fV4cb/gAihs8vqmpjojuMwxTbVKHq+mhujYMaVwqftaV47VCVdWCJ02DbXJ9Ii7QMBZIJ9TArt0we9ct0sf4+WXlWLluHHKzo0bMc6+fSju3727mt9DDxGtXYt1nDmT6O9/V0qeZWUYc/Nm2FhVhWtuvtmpytrcDBGHAwdAYt18s1ICHTVKXVdfj+uOHoVdGRkg3x54AMceeADrfvAg1sVcY30O778PX4TDqFXGe5HnXlyM39PT1b6qrASx+q1vgSjMylKKq716qTWdNw/91dWh73AY47Zrhz3VoQP8EQ4r/27ZguunTUN/x47Bb0w6munFunDIiy9CMGPjRhw7dgwiFeXl9hRf7of3y/LlTjVVN6EUt9R+89mi30f6eCwkUlUVKdzg9QxyQzCo1HX1SE63PvTj5twYOil5piOo21okt0AgEAjiRlzk2+rVq2nVqlXUr18/x/HLLruMdu/enRDDBAKBQCA4a+D1gqSnZNnIE7/9xDIevxybqWRmWh1/2gQRvI619IUwEADBtGEDivDv2aOisLzG5EgxFivgiJ3ly9U1VVUQArj2WhBC3bo5CU8eu6xMFcXnPtknnCbJBfR37QLhwu1LStDu4EH4e+BAXKv70lTONEUkzN85Tc9UWDXTVYmcRMGiRSBrFi1CRJsuOGIWyHdLcdTHYH+YbdjPlZUghPQUzMZGEEzt2kGtUvfTJZcQ7d4Nsuree0GyZmVFqrIWF0Nx9OWXleIlk21E6rr8fJChp04R9eihou8GDYL66pIlRL/+Nc6zgieD9w3P4YoroCLLOHAAe2f6dKKrr1Zz11MoTUGKykqlYpuaqnx7220QHujblyglBcRgTg7GGDQIRNycOUSvvoq9OHs2ft60CfXtXn0V9wcRyEsm2cx0df59yxbMrUMHRNF17oz2+jqZzx69HxYOqa3Fv6Ym5/3h9xlhe6aY1+TkYB+Ywg1e/btBv5/1Z4hbH162M3RSUvfXmUgBldpsAoFAcO4gHAfS0tLC27Zt++LnHTt2hMPhcHj9+vXhnj17xtNlm0d1dXWYiMLV1dVn2hSBQCAQnEkcOhQOP/00PhPZT7TfW9NG2/V++miJjU8/HQ5PnKja8+eWLeHwLbfg020sva1bv7fcEg6PH49P0z63sc1zbvPk39eutdvq5Z94fcbttmxx75N9N3683Tfm9ab9bvN0G5PHevzxcPi66/BvyxZlx9q14fANN4TDgweHw08+iTZPPonrn3wysl9zPNu4W7ZgnIEDw+GxYyPX8NAh9H/jjc51Ma+xrcEtt4TDGRn4jGct1q6FXddco87pe8k27pNPhsNDh+LTNs6TT8KH48fjZ69952YX28HtbXuPx7rxRqzX0KF2uxP5nGpNtOT55XbfRru32Ie81xOBtupfvzjb7RcIBIIoiIUniivy7brrrqOlS5fST37yEyIiSkpKoubmZiosLKSvfe1rCaQGBQKBQCBoY0iUSmi0VE6/49iiMVqq4ul2zE87v9AjUPR+SkqcqoW2sbwiY9wicPTIH1bV5Jp3tigwvW83tdVgECl2plIlXxcIqMgtm1+5D7dIGptyrKmaqvuPI8W8Upv1+Uya5PS1W3F9t/RkHmvqVKeiKq/h3LlQUN23D9FUgQDR1q2IBJs61ZnqqCvc2pQ3y8thZ1YWIp2Sk5EOqkd/FRWhntiuXRiD02LNtSBy+pD3yuzZKiLLCza/BAJEd96JyMuKChVFyftMb6fPK9o4a9dirqxEu2aNSs/lFF+G2x7JzcXPpaXuKaEcMdvcjIjBnBxnFKdbqmZrqSa3FC15ftmen2aqr1t/tnTylqCt+tcvznb7BQKBIIGIi3wrLCykcePG0caNG6mhoYF++MMf0ubNm+nIkSO0jgv+CgQCgUBwLiJRNXiipXL6HScRLzd+Uk39tmvp+JxaGC0NlWESVPqLM9elZTKCCOd0VU2z32jEpe5vJldqayPJIreXdTfS0a0ml5sCpp6GaiMc/aTFmQqRJjhd1kyFtc1Dn6u+hhkZICK45qFO7HCqozlfm/LmzJmolRYKocYbkUr95LYrViBd0kYe2daiogJtVq0iat8ex/76V1WI382PtvTtQICof3/sq1tvhZ3Llztr/9n28IwZikQ197KeeqsTrXp6rg22PZKWhn6qqhQZ6NbOTJ12ez60hdpobqmgiXh+uSnKepUNMNPJW4pEPWPPFM52+wUCgSCBSAqHudJrbDh48CAtXLiQ3n//fWpubqavfOUr9L3vfY8uvPDCRNvYJlBTU0PdunWj6upqSufCuwKBQCAQJBJ+agqZ17CSJpGTjGgt+/SxiJT6ZCykD5EixLKz7bXw3MbSSavx4/Gy++KLUJZ85pnIumt9+xI9+igIkaefVj5ju7lenDmGHsFm2sEqpxs2EO3fT3THHShqz+Pyeb02mM2PfE1enrJ72zZ8TphA9PWvEz32GH6eM0f1TaTacP2s2bMR2WRbA7/rpvuFSaWZMxFJdu+9aKv3U1UFlcl+/RDdtmCBIjw5Uo2JvYcfxufvfqeuMf1wwQVoc/vtqNum27RlC4iy4cNR1820u6gIn9u3Y71/9SuQU088ETnfnBz4k2vj3XGHvW5bVRWUXU0FTf0eJCKaMgWKvX36EHXtCtVR3p+7dztVOPW2VVXKL3Pn4l99PdRq09LQ5rHHoIw6c6baq7z2ZnSnuaf165YvR1RgOEw0caKqQ2l73qxbhyi+QYOgUqsTpfo98NZb2BsdO6Ift/1ng21sfc/Y9lFGRmQbfo6MH5+YyCozsjURfZ+JWnECgUAgOC2IhSeKK/KNiOiCCy6gp/QUAYFAIBAIzna05kuSn77jSZVyUx/0GjveecaiFBoNtugcnRAIhexj6W2ZFKiuBgmQnw87QiGlPvree1BC/OtfiZ5/Hu309DyvMUw79OuKi0GeJCeDsOF5631OnWr3r5tyKxGIpc8+I3rhBRw7cABRTgMG4LxpS0EBis0HAhA8MFM4ebwXX0Th/tpalSJqrltRkTMSrKQEfj16FMQKkeqHCD5+5x383K+fivAiwlpwSisRiMqkJJBAbB/vXZ7Tvn1Yqz/9iWjkSGdaY1MT/HzwINFdd0Uq2K5fj7VIScGxPXvgF1b61NMxlywh2rsXpNHIkYpwKy7G5+TJWFtWfQ0GnfeLrg67bh3RBx+osXfsgM/atQMRqKe/8lroKdbsv2nTMKdOnfD7ypXw08mTILkGDoxMadQjOons6r983fr1SF1lolu3xVTSnTYNa/7ZZ+o+MO8TVn49fhxznDZN7VG/KbXms46jG/V0Wn0f2ZRREx1Z5Te9Pd4+JfVSIBAIzlvERb49//zzlJaWRt/85jcdx//4xz9SXV0d3X///QkxTiAQCASC04rWfEny03e8qVLR2sVbT842tpfiaEUFyCCvCDyd+DOjb7g2V00NSIjcXHu6o54aqitRsh2lpSCX0tOJnn0W0UNLlnjPxxxDT4HkNMfaWpAOubk4pke3RevT77icLjlhAiKqCgqU+idRpGLpiBEgkQYMIPrf/3Ufr7gYhMq6dfDzgAGqxpmZhjhiBEgrXmOuFVZbCwKNyar58xH5dtllThVOPjdzJkinO+9ERF9TE/rQUzp1XwwZgjaDByub9BTPxYuJXnvNqWBbWYl919SEaLbSUmfEmO0+4ci34cMxl/Xrsc65uSDs8vLg/0AAaq1FRc60Yu6nooLoww/x88iR6FOPQrQpf+p14HJznZFvHDlGBGLz8stBIupKtpWVUGTl9tyXrtrLkW+scqr70kzNtNWCW7RI7UH9Ov6ZFYXHj8d+2LoVRKFufzTYnlkjRsD/ejqtqdhrtnFLE4/3DwxmeqnZdzz9SuqlQCAQCIjiUzsdMmRIeM2aNRHHS0pKwkOGDImnyzYPUTsVCASCsxytrd6ZiPFbC62hUGgqht5yS6RKYrR2tnPjx4fDl18eXbHTq383ldNYYKquHjqklCBtypSJRrQ1inVNn3wStg8cqOYQTY3TVM988knlWy9FUn1MVvJkJcjrrov0oV8lW57DDTc4lTyHDnXuO68+vPyot9P7tamE8n4YMACffvea3/3pR5E12jyjndfnoPs0WttY/BsLEvmMbC0bW6tfgUAgEJyVaHW10927d9PAgQMjjl9yySW0Z8+eFtKBAoFAIBC0AvxEe8WqEhoL3BQzT0cNIHNeiZinWXC/pgZRMFx83k87t3O2iCG/yMlBlFthYXz18/h3XZQhK0spmw4d6ox0ay1EU0WNZU0rK/E5YADSGNPTI6P1bH2Y90xlpV1h1S3luLaW6MgRfLLdn3wSfa76p4mUFERG6YXwzSjCWCKN9Dmb7bhfWyRnURHRzp2I0lu2zF5nz1ZXLxCAz2pqlB9t+5OvNdc9WiSYXt8vL8/bD8Eg5lBbi5RUv4IFrRXJlcgottayUaLYBAKBQBAnkuNp1Lt3b/roo48ijpeVlVGvXr1abJRAIBAIBAlHIBCpoHgmwKmVK1fihdLP9YWFikBxOxaPHfH2wS/4FRX4zM0FoXPxxUhXtBERPBa/YLu9RLNKpE6IRZu//ntBAYrc+/Exkz7BoFqX11/HZ26uc7/k5iLVcfZsdb1tjuXlLVsb7ofHZzKT7YrWb3k50aRJ+OS+OG1yyBCkDM6e7VSGdfNzIIB0TE531K/PzSVqbAShx2qXpg+IiHr2VGmqREQ9ehB95SuR5B/PlQkrm49nzECNvNRUtW6ZmUh5fOqpSGLSnJc5x+Jiot69UceO7dX3Zlqak3jT29fWgkAbMkTZqp/nvZWfj8+iIjVGMIj7hQk42z7m615/HYRyfj6OMxG8fDnRvHnONGRu8+KLRL/5DVKCTUGDG28k+t730F9FBVJLhw9XRB3bUFVl31+m2EQ8e93cJ+an2Z9+n/pFtOdMvGitft2QiGe9QCAQCNoE4op8y8vLo0ceeYS6du1K1113HRERvf322/Too49SHn95CwTnK0TVSiBom2jNqLZYEAyiHhnXrPJzvRmxFy0qyoRNEbWoCC/pq1YRvfSSe+SOXpxdLzi/YgWimtLTUZ9q/nwV4WNG/YRCzppZbigqIlq4EH1ysXhb9FUgAB9yoXi9/xEjiN59F3XQDhyIrGemw4zeq68H6dChA+zm8QoLMUZzM2pz2SK9/ESCMcrLQYwMHw41Tt33LHrAwgmFhU67dCVG25rbCtRnZ+PfsmVYs7lzIUBh+l4fl8hbzKO4GAIJ+/YpYYmCAqdgw7BhiAzLy1PkAaum2tRkly+H7W4+5GiwoiIn4eeluKvvHyLnXgoEiA4fJnrwQaJrrsG4TOhFu+9SU0Esbt+OmmclJUSjRsF+JsS4HiLfA2vWgPAqLwcBWlAAFdd77sE9OG8e0dKluGb+fNi3ZAkUdZcuVeIR+v3Xs6e6V4jgh+eeIzp1ClFt+rrNnEn0j39A1IDtHzzYKQqh72MW5dDvbd0HLEbCe8b2/x/b+pj3ivlprvv5HG3mJoohEAgEgrMOcZFvP/3pT2n37t10ww03UEoKumhubqb77ruP5s6dm1ADBYKzDqJqJRCcHThTRLlZ0NsN+kur3s7sw69CqqmUSKRUQm0qqdFIi1AI0T9lZXhJZ7KKSKkw8st0drb/qMP0dCg7uqUQ6uQl22X2n5qqisjrSpMmbCmHZsqrLrzA0Vm2lNhYUmbz80GA6GqcbtBFAgoKVLShjczkyKiTJyPTEoNBogsuANEyf777eG7jm6mNoZBdEINICTYwYcnk04oVEKowybEVKyCYMHAg5smElc2HrGw6fjz6Mfea6RN9XVgghI/ddhvRH/6Az5oa7Cu+F2zz5n0fCsHGtDT0m5+PtkSwi8ng8eOxHllZ6n5evZpo0yYQoGPGYA/wPVhWBrXXsjL0lZlJ9MoriqjVbeL7z/R/cTEiUAcMUOIdjCFDcF986UtE11+PtqavdX/xvGbOBMkaCqmIRSZBzbVxIyz19THvFfPTXPcz9YeTtvDHVD0FWv5vKRAIBGc14iLfOnToQCtWrKCf/OQnVFZWRp07d6Yrr7ySLrnkkkTbJxCcfTif/0IrEJxNOFNEud8XSS/7vOpU2WCri2Wr+aXDpqSo1wbj6CgzQk6/znypjoYZMyKjO0x/2cg4M9ImLY1owQKQLXrKpBf0cTIynDXFvMbT2zPJpadP2qKxWCV0+HClSMnX6D7Q7SosVJFmkyfbycxgkGjzZqKbb3bOQVci1dMFdbvy8hDBaGYw2ParToDp58z10/eGSdQwcnNBSDU0gJxJS1OElQ06AcZRkNyPF3FTWOgk7YgQaZaVFbm2jFAIdnOkHrdjIpvvgWDQvXagCVZE1clRIhBlxcVIyV2wQB3PyiJ6883IOfHYNv/wp22PXnwx0S23ONvrvtbXm+dVUYF9Z4LX26aqatpj3gs8Bo9tfuqIRoK1FknWFv6Yyr7y2lMCgUAgOCuQFA6Hw2faiLMBNTU11K1bN6qurqb09PQzbY5AIBAIWoq2ENXghVjsi5Z6Fw84osgkWM50X7GMpUdb6WRDNN+62RttHnw+ORlEEn9mZ6trzOL9fn1jSx22XaOnpbr1axszljWK595xa8PjZmf7T6uLZz/FanNBgUqBfughNQ6n1k6ejHXw22c0mydNAjmYnR2ZEtyS+Xilj0frzytlNJ69U16uxCJMks1rPtH2SGEh6jt26uQuYBEPErnPBQKBQHBOIhaeyHfk2w9+8AP6yU9+QqmpqfSDH/zA89r/+3//r99uBQKBQCA4M2grNeDcEIt9sdQb84tERvHqUXQ2xEMkuF2n2+0WbRUtosVt7tF84hbxxyQgkTPt10+fRGrebqQbw29EpFtKZTQ7bOP4gde6RUvDthFA8ezNeO53MwWayBndZ9bJ85pntHtAVzElik62+o3KsinJMkyyduXK6HXvzMhDM6rSi8RbtYroww+J7roLtefcavOZ84mWehkIqBp1thT6eBHPnmlJtJwQdwKBQHBOw3fk29e+9jV69dVXqXv37jRu3DhKSkqyd5iURGv0GjHnCCTyTSAQtBjn03+sz/RcW2t8r37Nc+bvXlEf8divv5xz3Saua0Wk0kqLilCsf+tWou9/H9E8s2ej9hO/1Jr9ZGURPfYY0U03OVUkdZjzYaXRlSuJvv51jL98OdGePURvvEF06aVE3/gGbOSUyzvvRBreyZMo0D92rCI2qqpw3WWXYbzt29Fm82ZVey0/H3NZvRr1r4hQnH7VKqI77sBLPqcclpcr/9TWorbW+vVEBw8S9e+PebBPTDEArq01YYJKGSSCff36Ef3rXxBDmDWL6Gc/Q5reww8TPf000a23Ev3wh0TPPEP06quoLdauHXzxwx8SLV6MGl+caqjPideRVS8PHiS6/Xb4bfZspGpefjlSAh99lOinP4W/27eHnUVFUH5NTib66lchQNG3L9F776Hm18UXY06PPkq0bRt+T05GLcDx4zH+228TXX016pI1NqI226FDROEwUa9eRMeOIX2yWzfl64YGopEjiZKS0P5f/0JU0oABsOH660GkPPoofJSUhLa//rUSeGjfHmTKqVPYH716EZ04gZ9zc4kuvBDrV1EB4YAOHWBTairm/uKLiCDr0gU+aG6GvxcuhMjCoEFEV14J0ubii7H3wmHss0AA+5L3f1UV6p5lZsJ3I0YQffwx0RVXYL8nJ+Nf+/bwR58+RH/6E9awspJowwbsv9paXHPlleiX70Xev6mpqMv3+ONEXbvi2MmTWLP9+4m6dwcZOHo0fPPPfxL98peYw7p1WK+RI2HDG2/Ar2PHwv+XXw6/NjcjtfUXvyCaNg1rd/XV2PsffYQ1/spXsN+IFPHJz5VQiOj//l/4/Dvfgc179hCtXYtrX32VaNEiXDtlCvw2cyb2V3Mz9n9TE8YJBrH/gkGl6FpRQfT736M+nX7v5eWpezc1VT3f+Dm5bRs+ec34ucbPBbO+ne0ZrT9bdcI3Nxf79I03nHU4TZjPZP1Z7CfSMJYo2HPp/xLn2nwEAsF5hVh4Ikk79Qkh3wQCQYtxOlPvzjQSMdeWpFK2lq8LC/FSWlWFF0ydrDHHNH/3k1bGL28lJXjZvvdeFVFjRsEUFoK4IYLapKkEOnEizi1eTLR3LwiRDh3wQn7iBAiE3Fy8tH/wAciDL30J1+7bhxfkLl1AQuTk4EX9kUeI/vM/obLYvj36P3UKEUJ1dXjRDYeJOncmuugioqNHQQScOoVC/6++Cjt37cKx3r2JPv8cfWVn44W8vBxEDhF80NyMPpOTiS65hOjb38aL7W23wdZ27UBUVFaC4KmrU/5s1w7jdOoEJcqOHTHXEyfQ58mT6tqLLkLbLl1A7BCBZDp6FNd37KiK6mdmgqBqbEQ/p05575sePUAmvPee8/jFF8PuxkYQgCdOgHzIzCQ6fhzrNXo0iLnbbiP69FOsX9++uK6pCf0kJeEfRz36RY8e+Dx6NLZ2bujQAfuM0b495uYHXbo4164lSErCusSCLl0U0cfo3h1rtHmzfY29xklOVtfY2vLe5D9mJyXBf7zHvMDjJiVhb584oc517uz83c1OTom2oV07on//d/Xsue02JfCht2nXDjbzeL16QeH2n/9U43Xrhn3KJJg5zqhRIM66dsWzoLER++bee/GcbG5WROTQoZjL5s24n9LScH7iRBDu//gH1jEzE/fInj24hzt3BsnYr5+qmfjUU84UYr2GZSAAkrCqCu2qqkDKnjqF/nftwrVe5BkR0bPP4t4aOTJSUdr2HRWNDDS/a2JJ1fZCLH8YioZ4iDTdFxyFGc0HiRpbIBAIWohWSTtlNDU1UadOnWjTpk10xRVXxG2kQCAQnHdIZBpfW0ci5tqSVMrW8nUgQLRkCV7opk1DJA/bZY5pfpppZTaw8mNlJV5MzeNEKm2R0794DP2lMT1djVtRQfTHP+J8jx54wW1uRiRcbi5eJE+exEt8UpKKakpOJvryl9HPddeB+JkxQ61FQ4N6gdcJg6QkRMU0NaGfCy9EtFNKCuzOyMBLcVKSeiFPTga5tXkz7D9+HL+Hw+olPhxGnxs34ve6OtjdoQPIQKJI4oJJj/p6vGB+61sgG83rkpNhS00NyMIDBxS5wXOqq1O2sI+YCKuq8iZNjh1Dm/R0jME4dEiN8fnnqo8jR3C8sZFo505E0PTtizUIh+Gfrl1BADI5aZIrSUnYQ8nJ6CclxUmEJSWpiMN4yCpGx45Yl1On8KmTOm6kJBNPOnTSrqXwMxeTfPrSl4g++cR5TSiEaDCGzW4333kRocnJqh99f+vEnxf0NjrR1r07Itzefddpn81G076kJBBLtbXYK0TqmVJWZp/PqVPO8VNTQRY3NEDR9eRJ7FEdfF83NGCcjz5CH9XVIMlOncL5N97AfC66CPdjYyPus969sf/LynBPDB0KGysqMGZzM0j7I0fwHOrdGwTquHGYmykc0dSEP6JwCi2rKevEW0YG9sKBA3iGBoNoa0vJ1T9Xr8a9b1OUtn1HuaW5mqms0dJwY0V+PsjV/Hx/9Qa9EE/are4Lt/Z+Vb3PtECGQCAQeCCuyLfBgwfTK6+8QsOHD28Nm9okJPJNIBAITjNaQ0SgpbZwOiSnBtrSFFvyl3czzZGj3PwU2zeLjrOdWVmos5ScjAi2Cy7Ai8mzzyLly0zteuYZ9DNxoko5XbcOqY49eqgUvqwspPHNno2X1eRkvEynpCDtlNNEp05F9N2mTeivtBR2zJ1LNH067CbC76++6kyfO3GC6O9/xwtyv34gB1JSkEq3bJmKfCsoQFrYiBGILuN0u48/xkt9QwPaPvAAUgDLykBe9esHsuKzz4gGDwZBV1eHF/eGBhBll1yCdM8LLkBfKSkgGDZtcqbXfvQR/NavH/zJqZ6ffoo0x9//HmTAI4/ghXzHDhAHY8ZgzmVlaBMOg6B95RWk3PJar10Le3buRCTS9u0gKxsaQFgkJ+Pnnj2xB/r2Rd91dSBuhwwBEVpcDMLyppswLyKQChUV8Nsll+B3jsLq2hURTdu2YRzuv7kZPg0Gsb5/+Qv2TPfuWOM9e5CCu3w55r9zJ9bxlltgx9tvo8/0dPTbrx9IlauuInr/fcy7Tx+l9Hn11TjOZE+HDhiroQFpkm+/rSLJOnRQRFb79iCP16+HL668kujaa+G7w4eJtmzB9TNmgKC57z747tgxrHdTk0p7nTWL6MknQQT17In5X3UV+j51CmPt24c5deyINenTB9FPe/bAnp49EQ3WtSvI15oa9J+RATK/Z0/M5eGHkZaanIyxeY69e+MeTEnB3u/RA31fdhnWYfVq7MVVq0Bc7d+PPk+exDOhfXvsy/XrQd4wMXfhhVDJfeMNRK/97nd4ftTUYG47d+LnhgbskYoK7HOOGLziCqwtP5/KyxHt+/nn8G+3bljjESOwr0pKkH7cuTP2yIkTsGHcOJwbNw526+nes2fjvv/b37AfqqoQFcpp75y+OmeOevZw6qeeBqqn6efnwx5OeTfrNfKzykwFJ4qtNEC0eo1e8BsRFy/0yDdTJTlRtra0vUS+CQSCNopWTzt9/vnn6Y9//CP94Q9/oJ49e8Zt6NkEId8EAoHgPIbfNNYzmVpsvnhwmuuIEXh5dUuPtc3BphxoprTa2rINoRDG9uMHL3tM9VA9zaqqCjXdMjJAduzYATKFyZnrr0cUR2Ulak/t3IlUNptCpZkutmYNSJe9e0EsHDgAkiE7G3bY0qPc1DH9rFVBAWqUDRwIciFafajycsy9SxfYOGgQiCL2hb5unFqXm4t2W7eCuBk8GD4jUufmzwfhYKZP6/uBC/Prv0fb825rzPNavRpkppmSradWDx6sSN7hw0FWfvABSKX+/XHu0CEQumVlRO+8AzLn0kvRpr4+0uamJhDT4TD2BaceFhaCnD54EP1zuuH118N/1dW4r1JS0Df7kX3a1ARiddQodR/s3KnW5dJL1T1kpvzpe55TH195RRFMvJfvuAPEnu67ceMi0x5ratB2yxbs3cxMkFK8f3NzsZcOHQLBx88K2zrzWnCEbLt2mKe55/Q/nJh1z2zp8uyDrCyQorxeXKOQfWXuB74X/TyT+Rmi3+P6fez2zDqfykUQec9XyC2BQCCIQKumnRIRLViwgD799FPq27cvXXLJJZSamuo4/8EHH8TTrUAgEAgEbRN+01jPZGqxmbKkp7nqdXz8KHaWlOClnV9MMzNVSha/fNlexFj5sKgIZIAfP/hR5bRFP2ZmosaT/pLPQgrbt6v03sxMEFq6rW5qiroNeuRLQQHIlqlTlR22FKf0dEQb6UqQNpg26AqafgqzFxeDlDhwQJEfzz9vjxDlvkMhEBoDB2JObgXhMzKULyor0W7sWHWNqU7qR8k2FFL7wZzPrFkqAslMydZTq/PyVJRSnz5Y03nzEMl4xRVKLGHqVFyvR6ea+0ffV7xviEACcdQTr+GGDSCaJk2CcIAZPaWLk/D50lKVQswEz913qxp9Y8cqG4qLQQpxX7pt+fmIGuNzwSCuHTqU6IknlP/1qCX2G5HTd4sXYy6jRzt9X1mJuW3ahCgyjnzi9dR9xv3pkWhm9C9RpAqs25qynVlZiijnsfPzYUunTs49p8+J19QLtmeIfk73A+9LW/vzoVwEkfd8Ja1TIBAIWoTkeBrdcccdNGvWLPrRj35EU6ZModtvv93xTyAQCARnGSor8RfvysrWub617DgdY5gvZba2rPRZVJT4qIB4fFJZCRJg1Ci8wHIf5eUqNeuee/CCW14e2T+LE9TX43puT4SXLibiXn8dKX3l5aotv3gz9L5tc6mqAnlTVYX0y6wslXrKyMhQ43r5IzUVL/tvvok2btfZ+giFVIoY16YjQrrmSy+B8NHtCARArOTkgHjZuxdpg8OGYf7clz5mQQH+6eNyalooBB+Yds2bh3933w0/FxQg5W/sWIh+JCej7ZEjOP6Nb2BduQ8mF2bMQCpvKIRoqcWLQWCkpSFV95JLECl2220gKjIz1VrW1qp9wP3xHn/mGbyQT5yIdeN9xvP44Q9B1CxejHFycoh++1v0XVkJWx9+WBHEuo8yMxV5SIR9OXYs7AsGkQp96BDSUd98ExFhixeDZAkGkba4ejVs5HTda6+FP7OyEPE1YYKax5gx2NNMsG3eDILz+HGkjj7yiPP61auR7nzsGFJoi4pACj76KOwkUs+DQYNAvh04AFXXOXNg53PPgRDl5wvfD0Qg1JKSUDMsPx/Ra3v2ILqvqAh+YrJs+XIcY98Q4V6YMQPj1NUhInDJEtjKaaHz5mGeN9+sCL41a5wkc3k5rlu3DuQdK/6OGePcC7b7bNIk9XzgZ6kZZajv1UAAY8+eDVJ5+nQ8q773PdhAhPZZWd5jm8jIQN8FBdiDOTnO8c19zXA7fjrh5zsgUd+dXvPlZ975QkQKBAJBghFT5FtdXR3NmjWL/vKXv1BjYyPdcMMN9Mwzz1AG/wdVIBAIBGcnYv2Ldmv9BTzefmNJh2nJXInci0GbggiJQjw+Me0hcopXLFmCulHvvIOIF1YunTULbdevx4s1R2PZbNDFJ9wKdZvtbP3oxb63bUP9tUAAUUy2623rsWoV+qitBTnx/PPO60IhZySOfi4QwMv9hx+ifhavH6fdlZSo9EHdDn5JnTQJfiwtRfojF4bX60MxWWnbI/rxjRsjxUXKyhCF+PHHIItYPGHqVIz5yScgh779bSXa8PHHIAv1/cLpqu+/jzTKTz/F783Nzpd223qWlWHMUCgyQu/NNzHmvn1KhEQXSXnjDZBO+/eD7Dt1SomJBINYq2PHQACVl6sUTn0d9L07frxKjX3uOYzLddFOnFC2EqENrw2r/BJh7kuXYtxp01CLrLoa/VRV4RoWPjl2DOO+/DLqk02bhjXYswfjZGai9lz//kT//d8499hjRA8+CBu50P6+fbChqQljvfAChFCOHSN66y0QkkTO+2HcOLT78EOkv7LIx2OPoY/UVOyZUaNgb1MT7OzbV60Vp1N++qkS+5g2DWTg+vWo4TZhAki7wkJnxBvfA3yf19ejnlw47F2cnwlTTonNz1fPZ44ItD0P9NR2Xu9Zs+Drd99F6m/PnrE9Y/UxKiqQitvcDB888IC6x/W0WT84nSmYbUVswE0QQiAQCAS+EBP5VlBQQMFgkO69917q3LkzLVu2jKZPn05//OMfW8s+gUAgEJwOxJpa05pqovH0G8uLR7xz5RQ1WzqlLZUqUYjHJ6Y9HE3DaWI5OTje1IR0yj59IsfRXyrdlPleeSUyXVBPoSSCHZzCZ+tHT48tKgIpwdFFtuttxyoqQGA0N4PsMa8zo9D0c8EgIouSkpwRSJx+a6YPmpg/HxFRLI5QWwsiqawMc3ZTpyVSKZm5uc7C8noK54IFSGdsbMT8OnVS60cEIuqTT0A+7d2LY6x2axIE8+cjyqyhAeQqp9F+73v419AA8ozXk9eSU/Zs6orBIIi/Pn3QjtM8ly/H9b/+Nezv0kWJVtx+uypaX1wMsnDYMLRfvBi+00kgInva4KBBGD8jAxGKnE7L1+XmqrUhAolFhLmPG6fqiJWUKIXd3/1ORT3W1qKO4NtvqwL/c+bgX0ODUsCtrgZpzGqhnA7KdhcWqjbV1Yiiy82FvY89pqJKeT/p99Tq1SCFWfQjLQ1zXbUKe5b35+TJKt21UyccW7MGz6vx44l+/GP0W1GBiMmePe215vS15XsgIwNCD+3bE33/+6htaFNt1vebmU7MKqKcRmqmI/Ne4mu4/iCnfQ8dCvIzNTX2ZyF/TpmCNN7kZOWDJUtU9GAsxJKNOGwNMs7mJxvOt/RYgUAgOBsRjgGDBg0Kv/TSS1/8/t5774VTUlLCTU1NsXRzVqK6ujpMROHq6uozbYpAIBAITBw6FA4//TQ+YzkXy7VPPx0OT5yIT7drYxnrdIDtefJJp+36uda234/fbOP7teXQIcwvLy8c7tUrHH7jDfs1jz8eDt94Yzi8ZYu9/ZNPqrF47C1bnPbo17nZt2VLOHzppeFw//4Yzzyv933LLeHw+PHKN6av3Hyj2z19OsaZPj0c7tEjHO7SBXN16y/WNY53TXhuTz4Z6UuvecW6X8y1i2U+tvGiXa+PuWULfD94MHz+5JPh8HXXqd/d7j1GtLH5PI/H81y7FnvsO99xzp331Nq1LfeLedy2fubeMPezV/+J2JuxtmP/8DNg+vRwuHPncPjqq1s+ZrS1jBet1a9AIBAIEoJYeKKYIt/27t1LX/3qV7/4PTs7m1JSUujAgQPUv3//BNOCAoFAIBD4hFc6TCxRcV7XmpEF0VIi20J6DtvD0S9m5JppY2vY78dvRJGRI7ZIHBs4TXb8eNRms4FTLjkFTk+Xy8yMLApvs7Gw0Jk2aqayMoqLiS6+OFIt1uybo+rMgvL6pzkH3Q9FRfhXX49abTk5iDAjUlFletRYYaF7CrEXzOv9KCDqEUxE3uOZ8/K7XxhuQhVetun9meOZbWyp0+vX454qLkZkoi7mwOqynP5qu/cY0cQqzAhNTmMtKUHtuDfeQE09IqxvKIToyLlzVYqu3ygst2coH7fdj2YKuLmfvfp3i6aN57njd0+zsAPjzTeRznv4cOzRan7mkwhIRJtAIBCcM4iJfDt16hR16NDB2UFKCjWxepNAIBAIBF44nXVyGLG8vMRCftiIDU4ttKldcmF9IlUHjI/V1iKdSj+eCD/ZUkh1mOP48VW8tm3bplK/du1SBc8ZbqRITg7qqunKinw9+9zLZrZ39mxVKN6ch94fEVLz6upQ4P7661FkfupUrGttrfq0+cS0h/eGmcLLaZRcIF+3v6oqcq+YqK1VKYeff45UxG3bVHs9/Y8JoYoK7DMzhU1XmdRTO4uK0NfRo8rWrCznXiYiWrsWaZAjRqhjrJDKQhoVFUpNNCcHaZjDh0O1U/e/F6lRXg7ydPp0+HXvXqjL8nlzDiwYwfOurFSppxUVsGv2bKSO5uTg+pIS1KfbuRN1EadPx9x27YIf8/LQdtkypIFybTUi9LdsmVI+1X2pz6+yEuIBr7yCsZcvjySAea6zZ6t5VVQgDfXRR0Ea9e+PMVgxlVOSOX05Jydy//F6FxSAfAoGkYbLeyArC6m6Xbuilt3vfqdUWEMh2KD7oalJkYclJbi//DwXdJVR3cZ4ni/6HuH2OTneiqxE2IMPPYTPlqK16qG15TprZ+L7XCAQCM5ixES+hcNhCgQC1LFjxy+O1dfX08MPP0ypqalfHHvllVcSZ6FAIBAIzh2ciciw1n4pskWEcISU/kJtK7gfDBK9+CLqOWVmonh6MHh6hCfYJn0c3Vc2QsYWCWQbV/+dr3/uOUTrvPcealXNnYsoFH0cnbhkFBQgioiL+RPhpf/550FeTJigIr24YDyrVU6YoGrbhULOqBc3QYa0NKK//AWE1saNqLW2ZQtqmj31FOx58UWQPpMnY2y36DDeG9wv21Zbi88ZMxRBtHMn6tZ164Y6VI2N6GPjRmf9KyaLrrgCEW8HDoCIefRR1K7iovsZGaqQfG0t1FA3bABJU1UF8oTX6p57IHTw3HOoHbdwIYQRuEB/KIQ1e+gholtvhf+DQfR15ZWoBbZrF9YpKQm1tCZPxtxKS9H3hx9ivZKT1V545x2QYrW1EEDYuVPtWxvpyGIE77wDQpAIggVXXw0yq7gYRFn79rC5tBT+KCsDUbdvH+qudeiAeS9din6SkrC/amqw7mlpIKaqqlDvrVs3on/8A2Tbxo3wd1UV6rddein21ZYt8PuJE+h72zYoohJhDzJRygRtaSnG4/9Tm/cQz1Xf95s2od2uXYpQ2rgR++Gii5R9RBhv2jTY/txzqLP3xBPqHn7hBdh6552oUch7eN48RIIRwY8cKZqZCb/wM2zdOqxpUhL2cloa9kNxsVKu1eH2hwbe/zYxFLdnn+3ZZN5zCxdivcvLUcuRiUH9WbZsGerILVuGZ4XufyY/58/HvRSNDG9ttEWiq61FegsEAkEbR0zk2/333x9x7N/+7d8SZoxAIBAIznG09RSaeF4m/M7JVnA/EEAky6lTSFGrr3dGQcXqJz/qojq80t5MlUmdQDJtY1XE1atVRBurg/J1gwaBnGDyhiPQzNS1FSvwgl5eDn8MHYpIpMJCHOPouePHQaowCbNxo1JJZMXMl19G2+TkyPnpPtajuPQ1ueACEDWjRzvny6RUWpozYjA3F+QcEwx5eTjOQgVs25EjSrWRsXIliJ/kZBBaXbvieH09SABWqeW5dewIMqy8HPO87TZEQnHR/aoq2B4MwpaePSFq8Kc/gdhjUoUFJzhS87PP4FOOpMrIQH9JSfi3Zg0IrXAYJNT+/UT33ouotw0bMAaTA6zAyUqjdXUQJcjLI/rb30Cc1dZiHevqQHiFw8q/JhnDYgSHDhF98IHyXXEx5k6kBEQ4BXPoUCXksG4drhk5EoRTfT3Il+7dIUgQCGD8piaMe+ed+P3YMawLk+QdOkCxddAgRP3V1SEF9NQpXH/iBMi6mTOJbr5Z+S8UUqnCPXrg2JVX2glcnitHbjHRRKTsmz8f697UBHKN7xkitXZbt2LcpUuVAm4gAKLz5ZeVaAXv4R49oMLasyfR5Zc7hRX0Z1htLcjAcFid0z9N8B8fjhyBIAj/ocGEHj3MkZIm4WQ+m9hnROqZ1qsXyLcLLoAv9PvI9DELQuj+N1VnW0vN2i/aItHV1r/PBQKBoI0hJvLt+eefby07BAKBQHA+oK2k0LhFEUSrwWSDOSdT7VO/zkwt4+gLW4RZPH5yqx3m9nLE6WocrWJLn/RSutTHLSnBi/7evWiTnOz044wZiODRo+MKC0HWlZSoVESOVGLyJzMT7Zh4KyqCemVDg5Po0VUS9cg3Tm+cMcMeMVNVBXJj/HhlK68Jn8/Px2dmpoqy43mbUX4rViByqFcv9aKup8LNmaNqcbGP09JAgAWDID+qq4l+8QuQgDyPuXPhr5/9DOTlnDlINS0qInr88ciUZU674zXYuBHE19ChmAuTKkx2MGE4YQIIH1ZEJSL6859BDs+dq9Ry58xRCq9MHnXpoiKk9LWvrUWkYjhM9JWv4Ppt24g+/RRrPWcO0Y9+pEg9hk3pcdw4uwJmXp6KKgyF8DsTe0eOYP906UI0caIicGtrMWa7dkQ//SnIqkOH0HbMGES95efj2ocewp7euxfkUffumOdVV2Hff//7UC5taICdoRCIwEAA6/XaazjWtStScouKnHtw9WrsU56nXp9szBis/cmTmMPXv66iKG+/XUWSEUWmUuspvnw8M5Pot7/F84gjBisqEBkXChENHozIRdvzio9xdGpZmYqi5HvAFp2l77MNGxApOGUKaubp6837Z80aJ6Gu1080n036842faddfD4XW2bMj7yPem7qPWeGW+9KJuYyMxKlZR4tgczvfFomutvJ9LhAIBGcJksJh/X85AjfU1NRQt27dqLq6mtLT08+0OQKBQHD2oC2my3Bq0vjxzpcHt+PxoiVzPx1+cxM5sM3fK7VUr1/HYBEEosg+KytVKl5SEiJU+vUD8cIEmll7jEilJ6angwxxS3t1A88vOVkVpC8pga0ZGSD5zLlPmqQK7Otpq2afXFR/3jyQC6NHqzQ//dqVKzF+To4zhY39V1qqiEe2Ufchp8hOnqxICtt66XZx++zsSIECPb3OLV2Q12riRGeqtbmmwSDs47XXz+lpe8Eg0euvg7QaOhTRW7wOI0aodGGO9uG+ot2fhYWIcCOCf15+GWRa795EffsqEQyO1NyzB+RbSoqKkDLXhQhE39KluC4YJHr1VZBOw4cjgo7t0WvSLVyofDppEtG774Lku/JK5Uf22apV6M9tj7EPr7sO8xk5EpGPW7fCpqlTvZ9XXvfHpEkgGTt1QvqumZrpBXM9+HfbPtNRUAD/8H1M5OxHJ8nz8517L9qcTIJd34/mONH2fqyI9oy0+cxEor+DBAKBQNCqiIUniinyTSAQCASCmHE2pcskOrqgJXNngsCM+ogHbi+qsSj2mdfa6sXpUTGmiICZpsqRallZIN84XZBt1F+GmWRqakKUT1JSbNGJpg16xAy/4JuCDgw9AsarT7a7Tx9EJ/XpY4/+0SME9RQ29p9bdB5HZHJUnzk2kbvwA7fPy4skGfT0Ohvxk5mpfMAF/G2px3oBfXPtzahP9sPQoSBg9HXQiZBYIzn1tEgi1Ds7fFilLLO4Bduvi15EI5w6dgShN2YM9klKCvairmS6fDnSgn/1K9RL44hSM4VUj0xbs0YJVXD0qc2GzEzUzMvPx3VcOzE31yn6Ymvr9RyaPx8CC0ePwraHH0Zqsp/njdu6hELq2WUj88zoUfNn/VnDZKm55m7PR7MWp01tln+OtvdNRCP5/aT9+9nDXucFAoFAcNZCIt98QiLfBAKBIE7Em2YT6zVtES2NfDMjjmLp3yZ6EE9Em36dHr1EFP+6mQRNtGLmeirltGmIUrvtNkX22PzkNkZenpMMiOZDvR2nNRJFpvrpRM7ixSr6bepUJ8FjKn362RccMWeLCvQTuchqp5xKWF4OwmX4cNQ1YxVYLixfWYmIrmHDQCTqacDNzfbIJj97USe5tm3DWi5apNJbTfjZP27+Ky8nuusu514pLETE3cGDSNfktXHbI7pAhi4SUFxM9G//pgQI2H728/jxUEp1U+jlfTdnDlIig0Fct2YNfF5ejui5p59W4iS6Yifv+cOHkaJ8zTUgj+67T5HEelTXkSPK15yqbM7pppsQAcdkaHm5PSLMppRqrgkRRDx27UI0afv2zj3Dqdw2/+gEs/k8MMfwej763SOxRL5Fi0oz+2tL31ttyRaBQCA4hyCRbwKBQCBoO4hWF8ZPdFhbjJ4zYXu5aUlNHD3iyC3Ky8sv+jmvaIqiIqh3vvEG0de+hmMslmBGur34IiJk1q0j+s538DKalYV0NZOAKi5GUfcVK/CzHk2jR3JlZKjaTvxybtatCgRgS0EBxAK4eD2/7B4+jH8VFaoWFb+Yc72tqirU2/rNb/DJdcGYoOH56i/Qy5er9LiNG5VYAhEK0hPBF9u2Id2UX+DXr0ch/vfeUwqfrMK5ahUi/YYP9/8ynJsLxcqmJiho7t6tSIrFi0HirFjhjOwzI6GamkB0MCm1Zw9ItT59VNRPYSH62bsXogHvvKPqm7FwAafymVFHvI9WrQLBpxN63/gGyLw33gDhEwqhrt6+fUTf/jb+mTXr9JRDrhW2aRP6mjUL9ph7lEitX1aWSjUNBNBvRQXsOH4cY2zaBIJo1SqQSFxUf+NGkIyrVhF99BH6SE0FmbpwIcaorsa/b39bRbdxvcdQCHu/oMDZv35fzZtH9N//jVTUggKcz87GGm3aBPL28GHY8fWvI3WWFUFZsfS666Aa+4c/IGV7wwb0X1mJNT54EMQjEfbt3LlEo0ZhDo2N2I9EsHv4cNSUy87Gvti0SUWEmWvy1ltYF1ZK1VVLKyrgK1br1QUw+HnEKca6kmsohP3z3HOYS0pKpLiBGe0WDMKPq1fDNp1Asz17zWe0XvPNhO2PEhUVuI/057F+nVlD0+v5b/4xwy8h5kYYxhqV1xIIkScQCARxQcg3gUAgEJxZ+EmzORtScVqDINRf5jIyIl94vPxipkO6Rc6VloJQO3oU9aQmT45M0+J+Vq+G8uOuXajVVFdH9MAD6FtXH+TPTz8F0fHRR2jP5A3XuMrPBxmwdSuIkooKFGFnRUKiSJ+mpCAFcO1a1PTKyAAJEg6j7z59cB2ntZaVQZEzKQn21tYqRciZM0FkNTXZU9FGjVJprly4XY98I4IvDh4EiVJVpV7Ck5KgfnnkCPqfMIFo4EDMcd8+2JWS4pybG4qLMb9QCBFHx44p+z7/HP564AGsn55yx33PmAGScOdOzDkjQylkmul4oRDmWVYGVc9hwyBywAQBR/QwYRoMKvurq+GPadNUdNO4cYrwSkpSdeuamuCfY8dA2jDxyqRpSYlaQyKiF16A7996C/PdutVpu1k/raFBiStwVCCrhfK8RozAtbt2gfyaPBnnOfKtogLnWJX1gQewDpddBtuJIKzx1lsguUpLnam3FRXO/vX7qqwMeyYpCX2vXQt7FyxQIg+BAOZ64oRKC+W01MxMRLLdfDPI3XAY5CARxs7IAHnHfm7XDtF0v/612tOsAhwMYo1uvdVJQM+eDb9x3TRek+HD4f9OnUAg6SnFZWUgb5uaQJBydGd5OfYMp8ly/6tXK3L12DHM98orsW9szyC2gfddebmdKLQRQ7E8o20ppLx/mFwzr4vle4rFWYjcFVRtc3FLlY02t0R+h54NfwwTCASCNggh3wQCgUBwZuEnOqwtq6rpUSFE0V9uYoka0F+YbC88Xn7x47NgEC+7X/kKXqhZNZJfMs3+li1T0RpDhkDdcckSRL4RRUa+/fjHiMpqaMALc34+xhsxAgQaR5cxoVZcrF7abTWaOLKIX94zMhCZ9dxzKlXNbFdV5UyxLCjA+DNmKDXM229Xa2GqHDLJVFqqxAL0aJjaWqTrff45IsS2bQMJEg4TXXEFSI39+9V6lJfjn1uNORv0Wmas2Mj27d2LVMolSyL9pdfQGjPGXlvPXOOnnsI8vaJyOPJKj1DU/fnoo0pwICNDkVALFijyjkilt44ejTUNBIhqarCmZnptbS0iGDt0AGG6fLnTLo68Gj9e7S09Moh9qKdbEikS1Zwnp+Dee6/y+ZQpUEUtLFTplvn5WM+mJlzPJCKTcLb+KyuxH3ftQrTZtm0QUeD7JhhEXxdeCJtvvx1r19zsTCUPhdBOT6PVa/JxdGRpKfbwrFmY1+DB2Ae6H/T9kpWlxqmvhzrr+PHOtGGOdGRCMC8P9woTfGZatf6HhFmzFHHE6bbZ2ZjLzp0g3pjQMyO9zH2n19PTiUIiuypzKIR/brX1TF/onzbFUz9/5HDrP5qCqu2Z71aDMhq5lsjv0LPhj2ECgUDQBiE133xCar4JBAKBwIpY1eniVbOLJ9XHbz0znRjwq1gYC3gss86UeY4o8nw8cyPyV88p1nqDttp5rLC5bx8It4svdqqm+lWUTZTyYrx10hKRStaSe4FI1bVzExjRiW6zLlhBAciggQNBEnvVQPTjF7NOntv83FR+veav32OlpSCc7rgDe4BrmOmqtqYQB6fjjh3rvEfd/M814pjYHDUqup16nUHbepi1FokilYT97G+zjpu5FtHUhk17WUl49GiMb9YUPJvURCW9UyAQCNo8pOabQCAQCASnC7FGAcQbNRBP5EK0mnD8Aq6/2LFdeo0mvylRXi+LHEE2cWKk4mpamj/SQofpD3NsP0qGfqMumXizRTdyBEtVFVLxnnrKGdHmV1E2VuVFN7itebS5cuRYKOSM8OM+Y43U9EMc2Hzhdb2uZGmm7M2YgT1WU4Ni/2PGOOvIMVFE5CTObMf9zE+3SY/S4tRKN3DtsMZGRIuxr0MhlWbL/TOxps+9oAD7bMCASOETt71li1S0KYi6qeW6qa/alEhzchAlaPrArIem96P73abG6qU2zNBTUnlP7NiBFOjycud1+mdbRluO+BYIBAJBzBDyTSAQCATnHk5nxACTM7YosmgiDImy060fLzIkN1eJHnAfenRaXp5K8SwoUHMjUgX+L70UpEFaGl6oH3iAaNAglWbIqWfBoCIW9P4mTMDPQ4cisoXPuUXIuZF9OTk43tSEKKLdu5H+dvIkSIqCApVOy+TA9OkqNVInAzhCRz9fXOwktCornYIGTL6YUTwFBXZSLjcXBNHQoUSdO2Ous2cruyZNctplU13ln4uKiP72N6T+HjiAWmbZ2coGM1rMjDDk2my9eyshDCLUIFu9GtF84TDWVE+X1VMQzb1dWYn57diBa0aPVntKj1gjwv4pKsLvubmoO3boENFPfoIINq4LVlUFAYsDBxDd9NWv4uedO4m+9z3l47lzibZsIXr/fbQPBnGMo75ycohuvBFpl3V1qIWXlIS1KC9Xc9LTMTlNVl/b/HzUGnvqKVULcMMGpBgvX+4kMNnHnGa9dCn8wcc4HXboUCUq8eyzKhXXFg1ZWwsfDxmCvcliDLY2lZUQJtiwAf7KzLTfWxUVSlBDn78bqqpQY6+iAimvRPBFczPmyc8PTkUnstfp09O4zXs8IwNpqESRIiI6TDKQlZEXLYoci5+/69ZFV9zVbXVTTPaDaBF+iUJLFbYl0k4gEAhaDUK+CQQCgeDcw+kuCG0Wz9ZrMrnVH0qknX6infQi/IGASl1jMYdAAATG0aMozk6El3kzyogIxe9PnCD67DP8vmYNrjt6FMe6doVSJqtpmrXruL+XXwZR9s47sIfVRZubYZNeiNw2Rz62ZAlIj+RkJUhAhGL0ixfjZ1awXLIEpMGGDSCVHnoI9jJZwRFofD4/H+Ow/V7+1o8TIQ1yzx7UtNOVHUtKMOd33yXq0gXKqWlpiHjjNDs9Ak73Gauu8s9vvw0SadcukEgbN6ItvzyzTSUlaHf4MK7jMVl5snt3+G//frTr1An7gQikECtg8jxYVMP0AY+5axdItOpqEGGZmVjvxkalZEnk3FslJcrvDz6I4+Xlipw6cQLniIj+938xh/JyzD8cBskWDKI2W2kp5jJtGsQ80tMVscB7s3t3CEEQQY13927nnNLSkMq4cSP2BhNTaWlKAOLOO9H3kSPoKy0Nx6dMAdEVCqG9LuKRno414DqIW7eCHOzWDTYQ4TgR2s2cib3MpODGjZhDKIT7rUMH5XszgpKj+955B2uxcSNR//72e6upyb6X3Z5N+fnKl5wyy2mfRE4RFrd9oquX6tGXTGjr+9etH6LI9N8xY5wRb9wPr18ggL1hi46zwbwHvWxxa68/G1rr+6kl3ykipCAQCAStCiHfBAKBQHDu4XSmFlVW4oUuNxfRLHptsOxsu3Kozc6WRB34ma9JgOkpbvz7wIFEF12kCBi+3iwMvmsXIlyCQUTeBINE//ZvSoBh8GAlcmAWItf7mzBBRaxxsf7UVNRNM9UObb7iaJqcHESZDRkCUmPr1shi/xyxZUa+MUHKZAWnuemRb2a0YiikosvcUvWI4KPGRpAjixY5I99mznRGvnEbM83O3F9m5FthIdFf/gKCaccOkFAc3abbYot8Y1u4YP2rr8JXnA6pR3NWVSmbMzJU9E9ubmREEq9xbS2ii7ZuxbpkZGDPDR+O83l5zr2Vmwty8NAhRPL9/e9EF1yA3y+9FMIdBw4QtW9P9JvfgKhjUo7XnPfDZZcRbd+OKE32e2Ymrpk5E5Fvd96JeTc0gKyZOtUp8qCnMpaVOX1aUQEBiF69QN42N+O6jAxc88EHmDMRxggEQFrqEaXsv0ceAVE3YQLRJ59gDXku+fkg/kzlzbvvxrVf/zr6dds/wSCIPV7zHj1UdByDo2DZV7xX9AhKG3RfTp2qCH39DxB6hKQJ3b9McNuuYRvd+uF5eqmH2tLpFy1yRsfpMJ/H+nNLj3zzC7cUaz+IV6QnVpxNKbkCgUBwFkIEF3xCBBcEAoGgjUMnZGJNCWoJ3Iqwx0qkxVoIvCXz9Ur3IoqeCpYI+01bQiGkOnoV3I82lu14NLu8hA5sczf78+o/USIGXoXv9ULzDQ0gTu+9N1KZ1Qv6Gthq73mdj+ZfFi7IzVVRkKZwhU10Qyf3YtnfhYVEf/4zIsJefdU7ndC2783xvNJ2dRLGTC3VxR+CQaSR1tSA1OWoLrZBJzlNO2ziEqbtXn7RxRaqqkDSjh2rzvM+Mfc07zlddTaaKElLn0U893hTJt1EXYjUfa6rDEd7xkQTAEkUoq3l2SQSIRAIBOcZRHBBIBAIBOcf/KYneSEWssSMvtKjBeIplO0n6sCmvMmRI5y6Fe1F3Kx7ZLPXLZXSa07xRk3odcL8qquaY3mtRTS7srLcBQ5sczf78+o/EQXTzeggW0QPnx83zhl1pKcZe+1rvnbYMJB4ZrF8r0jOaP6dMSNyXc16gxy1dOQIor569XJGL2VkxBb5M28eUqADARAtbm31NMe0NMzxjTeI/vUvRLbpUY+VlUg33LoVac3JyeiDibTMTJXmSaQIUK6vuHAhyNGSElyjpwUzocn28/3c3Kw++XxhoZOQq6ry9o1eC42jPmtrQZIROUUdbBF/+fnRn6ctSVeMJrgQSz+cJr9mTeS9wum4c+dGFzThaFNODbbdd4lENP9JRJpAIBCcExDyTSAQCATnBvymJ3khlpfIRNfH8UPUmIQKkUob9POSGI/Nfl/8Wko02dq7kaHmtea8TEGEaOSTG/zMPRa7/cBsW1UF0mbkSHeCTy80r6d+8me0dWcyjAgRUnfdRfTKKyoSUO/LnE80ARGbf0zlS07j3LABBCCvGcPPvtXHnjwZNdkmTIiNPA6FiH7/e5UCraOoCEIOSUlIaWWSzQQTepMnKx8UF4Osa2xEZGJRkSK9zHXidHCOONOfZ2b9vqYm1NHr29d7frpKbHMzIsMmT1bjmmvE6bkcKbZ6NXyjk4am7/TPeJGISFE3W/yqphIpQnTECETMeanXJgLR/CeqpwKBQHBOQNJOfULSTgUCgcAnEqmY1lrqa279eo0XS6qmLZXRLS0q2hzdUuP0FDgie6qVCVb3KyxU9bJM1Uu2ed06jHnTTSq654knUJg+LY3ojjsQ3TN3rnqhfeQREBOspkiEtMM333TWh9PT9LjW2IYNUMWcOhUiCayW+uGHIDzGjEGa3+LF6G/XLtS6GjMGUU5vvkn061+jTtjy5Sjqn5sLhcwTJ0Bq3HMPbNPnTYRIqU2biL7/fUQosU3r1uH8mDGYe1UViKmMDEQi6VFDrCbJyp5r18LuESOU/0+cQC2wDh3gN1bJ1Gu5vfUWUibr61FT7PHHQQT06QP/sY9YufXxx4k+/xyk1bvvEk2cqOq/rVqF3y+8EOeqqmB3r14QKfjwQ9gyaBDG6tgRvmxsRPH/pUvh0/790d+gQUQff4wItd//HoIH3/kOxs/Jge2VlRDsGDIE48ydC1+++SbR3r24fuFC1PXr2BH13JqaIFbQvTtSNTt0wBxKS7FeQ4ZgXQ8fRr03IqJf/hI2MWFXWkq0eTPqr9XVEfXrh3l85SuojfbLX+K+1NfrL3+Br7t0gQ0XXYSact27o31KCmqkrVmDOTU1YU27doW9/ftjrIwM2NzQAIGNdu2wroMH49oBAyCMcfw4rt27F3unvh5+zszE3JqaQHKxSm/79uhv4kT0tWMHUiH79cNYaWlE27YRnToFX48ejb3ywx+iJh4TeXffTbRgAcbq0wdjTJpEdMstUIqtr1d1F2+5Bfvltdewlu3bgzjs3p3oW9+C78rKUB9u8WI8D7p2xT5/7z2i736X6Le/xTPk/fdh+5VXOlNq9Wco33tPPYX77qOPiL78ZaLf/U5F97Eq8sUX4/zBg/D9/Pm4h4gw98cecz6vzGcN14G0pfnqz1+265VX4JchQ4heesneZ24u0X/8B1R6p01Tz0N+7peXq/qXTzwROZ5bOmy0NNpYICqmAoFA0GqIhScS8s0nhHwTCAQCn0hkfRquFzV5srNOUksRj41ebcxzrFiZne1UHGRVw/R0FK7niCUvW9zqmC1e7FSunDo1+lzYrowMpPcdPoyX9qlTQdS88w7RtdeC6MjKwot9585YByKif/93EBpEICwuvhgvodnZOPb22+g3NRW1rdLSsG4nTuAF9oEH1FxYZTMjA3YcPQoC49pr8YJdV4efO3SA31JSQEBs2OCMOurSBTYxAXHsmLKxfXv1MxHOd++ONWCfERE9/TTGS02F/RkZmNeRI6rdrFmw+d130XbAAJAW6elQsPzNbzCHbt1ANhw4oMgULrxfVwdftGtHdMklUJ9kZVcmVyorlVrrkCEgYnbuBAHSrh3Gy8wEOXXgAFIkdSQnw96qKswlKQm/V1fDnnbtlDpmfb3q8+hRXM//LWTiqa4ONjQ3o+9Tp3B+8GBcs3Ur2iQnq/RERvv2uO7wYfdIMROdO8POU6fQX1KSIr50pKTA10ePgsSrr1e2M5KS8K9TJ6ztlVeCDCICuXL4cOT4SUmwgfeUOad4kJQUaVus6NkT+4Ltad8e/+rq4huvSxf4xFyXpCSc04l9Hu/660G81dUpQla/v2xjJyVhH/O9ZtaW43vv4othy9GjuEevuUap+iYlgYRsbMQ+4P02ZIga68gRrKf+vDKfNdnZSM1mBWTdpuxsJ5l+3XUg+E+dgm333ou04/p67CHu89gx2JSSAlEQfh7ys33VKqVqzM9ntisQwDiHDhH17o1niu6bxYsVmW3WCowFsXzfCVEnEAgEMUFqvgkEAoHgzKEt1qexKdcRxWajVxvznE1xkNVEhw/HCyyniUazRT+v1zZjNUkipVwZrXi5mUrGURWc9ldWpiK1Fi1SkW/cX3k50tySk4m+8Q1npMeRIyDrunVT5FEgAOLozTfR35Ah6ripsvnKK3iRHjEC1735JqJrhgxRkSpukW/19UT//Ceim158ERFN6emw89gxvLw2N4OwCoVACI0Zo+ZVUeEe+dbYCOKhogLH584FMfnhh3jRZiJr2DBEhXXvrtRiL70U6804cQLRQUeOEH31q0T/+AeircaNU5FvtbU4/89/KhXGQACRPdxvczMIpUWLQKgePw6CranJHvk2aBCIiTVrFKF10UXKrqwsrG1joyJPUlPxov7rX8OHO3bAb+Ew7JswASRpbS3a5OTg923b8PugQYiyevBB+C0jA/1/+cuICkxJUUQSE3dXXgnCdfNmZ+RbUxOONTXh2nAYkUaff449260bxqyrAxF36hT6+eQTfL73HsiipCSlsvrKK4qQ7NIFbcaOJdq9G/uOI+uuuAKEb0oKfFJTg/3E0YFEOHbypPJnz55Y6/R0RbCeOoU+RoxAf2lp8B0TpESwnVVTu3fHZ3097OvWDQqwb70F4pZ9+4MfYB/27Ik98u672As7d6K/jAxc/89/gphim778ZZDp3/42/Mb3CEe+/eEP2Fft22MNJkzAGP36Yf1+/GOiX/0K+yYpCW3DYdzTRUWw9+BBqLFeeaVdQZVTasNhop//PDIC1hb59t57WJehQxFhZ4t848g0rivIzxqOfDPVm0Mh7DWdaM3IwN6YMEEp2OoK0dxnx46Yw/Dh8Ac/D/mPKkOGYE/pz1EeOxhUfetqyHw+FMIcdPXpeBDL912iyykIBAKB4AtI5JtPSOSbQCAQnAEk6q/wp1O5zoSpZhiLgqiJaBEM+nmi+NRTo9nkpu4aCIDgOXyY6PbbkWLlV/zB9EkwGPt6cfuKCrwM9+mDn3NzQRCw2mNjI0iQqVP91YLjCBQiFV1oU3ckcqYEE9lTxdh/HGkTTSHSy09uKc5usN0HfqJibHvDNq7NV5MmgUDo0gXpkIGAu7KpmfrH/nzkEZCd3bsjAokjlLi+Wp8+SHFsbgbR9I9/KBIhOVmRJqNGKXGDUAi2h8NEX/taZBH+G290RoLqe7y6GvPavBn919SAIDl1Cv0NHQqVUyLYWFKCa7t3xzm2Z/ZsEH2cqk0E+5KTVRRkczOIsawsEGcsvmCqzXL0aUkJSNB27ZBS+tRT3orCtrXV00GfeQZj8zhMlDY2Eu3bp2rH6RHK5p5i33HUmF+lXBvMqGI3xNK3eV8Q2X0SS6mCaArCXm1jvSaRkMg3gUAgiAmSdtoKEPJNIBAIzmK4vfydDiQyDTee+nCJfolyI11WrkTk16lTSBmLpijo5Zd41ov7q6uDjXffjUhDs74cR8rMmBE95Zfna9aya4k/zTWKNs9E7R8bCWzaEwvJ6UbkmGOUlxPNnIkIoFj8p5M99fX4HD7cWf9Kr5elR03ptbW8CNLKSqLt21EPzSQu8/Mh2nD//eiPCcNNm0CwjR2L68z6gW5Elh7RZQoo6CSVWdORo2TT0+0iDLy3s7JwjNNIv/IVzEsnNf0StfqeM8lSIsy3thYRpgMHRo5j7imd3OI5xPKM0vsza1P6aeNXubo1CCchswQCgeCchqSdCgQCgaDlOJdeGkxFyNaG7jsz5aclfvVSvbP1q18bLYLKhNuL+vLliMpZvlzVIOK5/ed/Iu1q9mxVd8kW1aS3sa2HuV5epKKZiltSouqiMaHBarClpYp0I0Kq5JIl+DT9xARHKIRIuW3bVDoW9+EnYoX70QmV1FQ1D47IMxUV9YLrnKrnpwi7bV2LixGV1KMH0W23gZgkQlF7Vhtlgig1FbX75s/H3E1xj7IyRD6NHQsypb5eEW5ESNObOxf+YlvHjMHniy8ibfKKKxAJxkSZrcD8hAlYy+nTkQo8fz7sWLEC4zz1FOZVX4/xeL+sXIn5mKqWVVWKcLvtNqILLgC5lJmJ47xP9cjF734Xx7leIxHIpjFj1B7gKKyiItQlW7tW7SeOxFy6FHNKS0PKrp4O+cYbSjyDiWFGaioi4woKkGK9eDHSWW+7DamlJSWI5quvx7pcey1SsomQHvrww4jIC4Vg78yZSNdevFgRaLZ9xCmPu3Yh1fXIEUTSDRsGsQhO4e7bV6nW6irD+l6urERfY8c6CW8itPFDKJtteK0zMtzvP1OFl/co70/9ueb2XI1FgMfrnKRvnj04l/7fIxAI2hyEfBMIBAKBHedS7ZdE/Yfabz9eL5it5VdOwauoQBqeaaM5Ll8fCjlT07hdfj6Ihfz8SCJs3z4QDfyirUfhEIFk+dOfQM4sXIhUOx5XJ6WI0MaMUMrMdL60ciQOEezV7dbnlZaG2ls1NXjJ5nkzwZWTA+Lpk09QE+utt1DsvKCA6OabVZTPiy8SPfccakyNHQuSpqIC89Z9GQo5U0d14oYI/ispAUGxahWipurqUHuLCGRESQnqxi1frtIpMzNh06JFSNd89FF17De/QR99+6KP2loVVXXnnajDl5EBe8vLQYROnow2dXUgp/btQ/TWXXepFM2lS1HsnoUNZsxAtN+qVbiexT3S01U9tjlz8FlRgT6am5GmWF8P8q1dO/i3oQF1v6qrMcYHH+DYli3Yq0yorFihCsyvW4d6YwsXKoJnzx6ok+7ZAxtzc7FOTU2ITnzzTaSddu+uCNclS2DvqlVIxwyFlEhAba0ixl5+GdeVlKhC/1x3bMsWzL1PH+wbJtdCIaW0unOnKtD/7W+DNFyzRokIdOgAe6ZNw16cORP1wrZsAaF2553wLRFsYRuXLcP1rLzb0AC/VFcrwYSyMuyTXbuwFqdOwZcsHsHPhw8+gA0bNuC6I0fQx7JlzlTxzEzsxd/+VtVv7NoV++DQIfTx+ecg+zp1wjpUVhJNmQI/rFqlVGn5PmCiM9Z6m0ze6bXi/DxDzTR2Jm1ffllFz7lF55opo7ZxvGyI5xnf0u+o060Mfq7iXPp/j0AgaHMQ8k0gEAgEdrQV4YRE/Oc/Uf+h9tsPR46EQrDfb8QXoyVzLitDpJZuo+0F1oQ5N100Qj+3fTs+16zBy+sbb6hILlYA3LYNRMKxYyACqqoiX5yZlDI/dbsZ3DYnBz/rypemP5cswZhz58K+QEARXHPngng7fhxEzQUXoM2IEWp+RCDrUlNBLOh1+pjUZIRCkXNhRdv77gPhwMRcRQXqlhGBFKmthS84DY/74vm/+SYIGFPNMhyGXQMH4vcXXgARU16O+R46hONlZSD7pk1DxNuJEyBQvv51+GDvXpB0vM8qKiBCsG8fxuV9N2KEilwjgl9KS9E3+7igAHadPAk/JyWpQvW//z0K73fogEiy2lrMiSPfmNDlKLsNGxCtNWIE/K2TsldfjbV/+23YwsX6QyGi11/HHInQhlNEMzLgr6wskFOdO2P9mbzkOmr19bBbr8NWUQF7jh8HoZeWBiKNSJHX/frBhoEDMX+u/caRmM88g987dEBqcU6OU7Rj2DCo1vbqhfUhUjXhGhqwjrW1uKcbGtT6v/oq1mH1avizvh4psn/7G0i1bt2QqnvppdjDRUX4vXNn+J0j3157DTYvXaqIUL6feP7DhuG+r6+HcAXXTRw9GutYXIw2O3di7/PamQIDRLFHgnF0IZN3el96/+YzU39m8fOYyBn55jUm19Hj1FsTXs/xeL47W/od1Vqk0flGRrWV//cIBIJzElLzzSek5ptAIBCcISSi5lWiaqHFQoq1xO542trSHM3aUlzk3yt9M1oaFUeNHDoEYuCqqxBBZdZWKy1VRIOe4uVmZzThASIUW3/3XaLevRGxZStwHm3MxYthN0dtmb4gQgpmWZm9Flg0nz/8MMit73zH+YJv1v5KTXUWYjf9v24dfh47FhF4XFNMr6nGtnKf48ahr0WLoEyp17kz65vZ0orXrUP00qlTICn697entppt9ZRRIve6bOxvLxEKhq0uHavt3n8/IgD1dMIhQ6B2uWQJrnPb76xSqYuDEKn6ZTk5SvRg61aQbVdcoRRpeY8WFYGwYpEHVut87TWQurfdBsLn+edBSF12GdaI697pe27bNpCk+rpxmu1vfgPCMS0N91dTE8hQJiB5n9x0k0oDt0WS8v4z97XZ3u3es+0X87kaLSU6Hvh9dttEHmw1DqON0RJBnJZAIt8EAoHgrIQILrQChHwTCASCM4RE/+c/kQIIXmhJwe9EzNksmh5NeS9W6AXpvaJIErl+XgXjE7muthd5v3MoKHAqP9r6tZFMbmPEYouXD8xztv2xahXIzXAYxBsrlrohln3rppKrE0WsVGv6zlSIjaVAv5swyXXXgUC+5hp1bX09yM60NGeU5X33Rdb54z527UKa7DXXwG+6MERtLeZz6hTSNE2/sp2rViEKrndvEMzsA45YKy3F+dpaRMe9/bZT7CQWVU/zWr/t3a6ziSskQmXZdjyaSItJOvIfHeKdm0AgEAgEUSCCCwKBQCA4d5DogtWnK60kFrvN1J5YhRVs0Oepiw8kSnTiiSciU8tsSGTaUlaWe52meNbVzZdmX15zMPuYMcMZbWWzUSeZeFy3MfzYokeX6dfaxubP3FxV+J/77N8fqZo33YRIsljX1stPtvVhgYSSEvysCze4tfWj0urn/lm0SEVImgIfTCJdfDFSPFl0ob5ezS0zk+jHP8bxlBT4a/duRNMtXUo0aBBquvXvj5p9v/61Usw113LECLStr0ck2pEjys4ZM/Bv3jyszTPPIJW2sBD9uO17m3/Ma/2ko9vWQIe55rGm1bvVT7TVW7PZbz7Pli9HO04zbcncBAKBQCBIIJLPtAECgUBwzoEV3yorz7Ql5yZa6l9+MW9LKTSBgHttIRP8shoMel9nmycfq6pChE15eWx2VlYisouVTPnl2VwLfY30uenH/fxs9sU/r1un7OdjRM65rVvn7Ke8PHLORUVIQy0ocPY3bx5SNVlAIjcXEU1ZWeq68nKiG29EDbX/+i+00X1MhPHLy9WnThQcOYJIJrafa5KZyqtFRSDriorQh0mWlJcTXX89VDanTVNkmu3+CIXQz7p1SBU+eBCfWVmY37/+hfph770H2+bMwRzXrYOP8vPxyWTfK6/g+pwcJb6h7+PKSqLvfQ+k03vvYR5TpoBcmTQJ7Y4dg68nTkSqa79+GNvmN15bVgd95hn0Z+4bfa31Pctkzeuvw1ezZ6MvTr3s2xfRbMXFqF+2Zw+uYdGFTz9V1+fno4+mJvj1ww9hy/vvw84tW5AOvHUr7AqHie69F3ObMgW28b66806MffQo2jU0EP3xjyC4H3wQNj/xBOb7yCNE3/gGSMtgEGOVlOCT92R+PtZ55Uqie+5Ra1ZUBFu3bQPBevfd2Dd8L+TnR67x9dcTPfAAbGaRFP1+rKiAD3JycP2UKfiZ9yCvi76e99yDuYwahT00bBj6XbkS6brPPot2yclO5VQmLoNBrMF112FtrrsO99+aNfBvcjLas8hCtGe9/qy02ev1fWP7Por2HbVuHe45FtEQCAQCwXkBSTv1CUk7FQgEviEpLK2L0+3f1qh547e+mlvKnHne7ZhZ80hPcysrQ3ocq3x6tWMUFoKsIkLqXCgEZdCBA6GYyGOYKXxMnNx1F6J2brsNffA6uv3MkT319SBn+NyuXegvOxsv8CtW4CW9Tx81t4wMogED1D6ZNAkRMdnZKnquoAD2HzsGcuSaa1Dbq7AQpNL11+Na3nO7diFVsWdPtN+3D0RJcjIIh9xc5UvuOylJRVBxIf2sLBX5lpbm7FuvZ1dQALXPpiZEV11+OYrz9+1L9LWvYX3uuUe9xHfujPpkqanOdNLcXKhrfvghxBfat8dYJ08iOqt3b/S5cycIOSLYGQph3EsugX+OHIFAQfv2IF2qq/F7RoYilzhdlNUvS0pgf+fO+ExORp20zp0x5t69qlbcxRdD3CA5mehLX8Jck5JQQy09Hefefx9tQyHY364dCKrMTLUXw2HsgexsrOfixRh76FCokOblod/27fHZrRv6ZuGCHj1gY3U16qt97WtQ/jx+HGID/fph/504gbHYX+3aqbkkJeFcx45IOw2HMb9Dh/DzVVfBR926YZz6eggfcH8sKpKUBP9/4xvYi7t34/ioUUSDB2PvNzcjeu6zz2Bjly7YBwcOqH6OH4cdXbooRdkuXbDns7IQrdfUpHza1ARbGhtVOu311+N5sXIlfm9ogOBC9+641955B8e6dcOzRb9nk5Mxxz17EB14/Pj/z96bh1dVne3/62QmExmZ59EUFLCAmqAiLVFLikOtoH5r4/DW0qK1r0G/pe03+LalLw2tE63DCzTVakFbB4wVY6upFWwBBVSMgECYCScJSTgJmfP74/N73rXOzj4nJxAk4HquK1eSc/Zew7PW3if7zn0/N+MODwcIXLqU+4KAbklJ9DtypFJ/+hPtiHT+3XeV+ugjxtbcTI4vvBDwVt7ft6/jnnRGMKmq7FP5HujzpqCAfMTEcG4o0tuMDBx1hw5l73Zn/VFbo82GDRs2PtewslMbNmzYOJNhJSynNz7v/J4Ot7dgbXbWn5ukzu2cwkLN/IiP95cFTpzIA2tGRmjnSeTmajmXFJ2vrQW0KSzUfQjIpJRuv6QE4EGYQnPn6nbM9s2fly2DOTRggP85pqnCqlW8Ji6vMjezwL9S/u6tEvPnK7VpE2BATQ3vpaUBLG3dqo+VNjIzYTuJ/DAuDpdKcZB05rK6Whfkl/4bGjjvjjv85yttiwOptCFunGFhADE1NTCkjh5lfSZOZKzR0bzW3OwPvIkba1kZ5w8fDqNt8WKAqMcfJ1f5+axNTAztRkRQXywqConmSy/B5FKK8TQ28nNSEj8Lk0+isJC1U4o2IyMZmwBvzc3k2QyvlzFGRQFs1tYyBmEgHjxIW7Nnw15ragJQevNNgD7Zi9deSz5kPX0+9kJtLSyu8HANiPl8gHIZGeT61Vdpv6SE9zwef4OEw4e162jfvrRVWcmcxG1VKd73ePgSkKlfP16PiOD1o0eZc0ICwNzVVwNmNTUBpB09yrofPsw6jRwJYJaQwPxeeIE+PR7YbK2t7K1x48iVUridlpUBLHo8euxhYZiCPPAA15nss+pq9lhbG+NMTKTdlhakteXl5FgA67Aw9tSECUp98AHrGhvLOpn7W4wuBICdMoXzo6K046/kJjmZ4wQkFJav1P2LiUHWW1MD0PX44/7mH5s2acBW1s4tnM7LSvnLsp1GMG6Rm8v5DQ36uu3sM2r5cq71GTNO/rMl0OfEF82d1IYNGzbOorDgmw0bNmx0d3R3jTIb/uGW3+7+b7/Z3ukA+4K1eTL9CSjm8zH29HQeGouLeSh2tulWIN/ZlvzszK3JIjEfbM225fy5czXzTcClK66AgeYE9swi/EoBuKxfz8/R0R3PkRpd0oebW2pWlm4/UL24yZP1XOQ8p0upmaMbb/QHmeLiGIOwqzIzAbIqKnj4b29nHBkZHeuKOZk3y5dzbnm5lsdeey3gzj/+AfgyZYruV8bUty8Ay/PPKzVpks6fSAIXLWIvmPOUXIisb+JEmEtJSbS9fDnn1NXxPS4OUGXcOMb23//N+uTkIIXcs4djJHJzlXrqKUC3CRMAWWSdH38cAPHDD8lLZSUg5pQp9LF1K2DGyJHkMzub9pqaYB3ecQffS0oA/QoL9e9K8b5pyPHgg5qRaYI2v/gFOSooYI28XhhUOTm0t2EDx998Mw6hc+cCIMnYx4xhzOI2O2kS+Q0LA7C6+mqApG3baGf3bl5LT2dO+fmAYkePwtCTcQrzdP9+wOXGRuZ+4ADgoey5xx6DddW3L+/v3w9ImpLCmkyYALj2738z95kzAQn/+U9yJteH1CnMyaG/ffvYb1ddBWNSAG6lYBceOQIAdsEFjFvuA2IyYbqdyvUsoHIgJ+G0NPbQm28q9dBDrKXk1Q2gN68jpzTVeZ25hVnvznSxNT9fZHzBHI+d/clrwf4GyMrSkmg5r6ufYYE+J86Vf/5ZBp8NGzbOwbCy0xDDyk5t2LBhowdHd0tRe6J0uLOHkWBulqGClW6vB3PvDBTBXBWdjpWB3BJFphYTo5kx5ri6Y41CacM8RqmOP0+dCtNm+3ZYOyNHIimrrER+N3aslqMFalvmeugQzCFpRxhvGzfCNEpK0syaQNJjKVQfFsY4lOrctVQp1vnppwGm4uMZd2amZkGKRNbNMdcJUAqguGIFx3o8zOmqqzqaRLg51zqlz4WFyD4PHlRq4EAkqW1t/nupsNBfEu02X2eh/0DHm+uycaOWIAvIkpHB8VdcoVlGZhtu++qyy3CSHTQIplhMDMDvu+8GliyWlwNUhoUBwE2ezJ5y5l7q+LW3+0s9nZJrpxS7q+H1Uifuo4+UOv98pf78586Bka7cl2ScEyYAuDul690JwvS0e3wwN+AvIgDV09bHhg0bNgKElZ3asGHDho0vVrj9t/9UHlx6InugMzmRG7vN/B5KW6FIlpx5DcVV0fmauR6B3BKdTDYnQBPqGrkBQ9JmKG04jxGGoUhgfT5AguHDAavmzoUpJOw4kw0WqG2R5KWlAcRIOyJ7E4bTVVdpOe7q1fQtgKjT0VZYTKHkSCktwf3kE5hYe/Ywjjlz9Puy3lK4X1iWZiF8qbm1ciVy4YQEDaI6GT6BnGuVYiwNDRp4EebekCHsBcmr7J3cXMCqjRsZe35+x5qFEhUVjDMnx59BaK6Lz8caDh2q1M6dSHOl/mBJCSBWerrOjzk3YWKZ7UoNuNZWfhbpsqyp27WzbJlS/fsDOE6f7s/QkigsBLCaOFGbOKSl+bclkmenFNut5lkwplhhIUy08nLGczIMLed3cz/IODMyqE/olK6fqgO0eXyoLq+fV7jdi77IEtKe+Blsw4YNG6cYlvkWYljmmw0bNmycwTgZIM35n/MzySII1RAh0LFur3dlPk5AxpSGKdXxPaU6vi8PQTfdhMRRCpk7C46bxzvHv2xZR1laMAZUsDya4zYBCTOnSiEZ/OwzmGRZWQBDLS3IIB99FKBi2TIAme3bmZPIKcVVc+FC2nriCXL09NMwuRYt4mvaNEAhM1+ZmYyppUWpW2/1NyJwjruiQqnvfhdw5pe/pH+pa7dwIfnZuhXG16xZtPHnP9Puddch573nHqV+8xulLr1UqcGDO+4pMy8VFf5gjHPt6+sBP3w+JIjDhjHHtDTOF/Bvzhz9uzCvpk1T6u23lfr4Y2SZ06bR3s6dOl979uj9U1qKtHHiRCSSYjQhOV6zRtfyys9nnPHxyH9F5iixZQu1zw4fhjkVGcm6T59O2wJmNDezh03jCtk7Xi9zLy8H9BKW47p15KOmBknu+vWaAVdQAOj39ttIP/v2pX9x8fz4Y2qvlZSQo6uvpo/9+wHXpkzRUtRFi2B+XXed3nfSR3U1RgXPPKNlskuW0HddHXmdPRt5q+xX85oy94FIaGtr2Q8C/E6YQB25f/8bSa/0ZTJXJZxGLk4Qz3mPcrvWxZgkPZ11lWvSdLh1Aw7NdqWNgQPJpchyzfuCed8QEFWYmJ3dVzq7N3cWoZ53Kvf47owvMuPOhg0bNroYlvlmw4YNGzbOrTgZBoDzP+dnkkVQWAhAVVKi5WWBjA0CjdNZR6iz+ZgPUAKWvPEGdaOUQiZnytyk6LgpV5RxmXK6sjIACIncXP+C40oFZtWtXs0DfUqKbruoiH6LijoH38w5Sz9msXSl/HOqFIDE0aMUbp84EWnnkSMAMHl5ADOrV5OX9naArGHDdLsrV+p85OUh/fN6YTDddhvn1NTgXmnOf+VKZJIej/scZC18PlhemzZxbH4+oNHKlQAPd96Jw+WJEwBwPh/gmjiuXncdEtfvf5+x7N1LfTFTjunz+eelpAS2lDlXmWNODiBSeTm1zZSivtlnn9Gv5NW5ruImOn8+IElTE+PavBmZYmsr/TU3A/goRR6vv54xb90KaJWby/nV1ezFVasA6dLTGVdNDfPZupX12bePPaUU9dXq6/m5vp58fPABx0jbSsHue+cd5vjppwBXW7cy1vp6JJ5hYeyZkhJqtiUkAE6lpWmzj8svJ0e33059v/37mffBg+Rj/XrWsqUF4GniRI7ZuZOc1NVx7NatgLfPP8/7W7fCCty/nxp4P/whgJrs8+uuoyZbXh6AcW0tOWlpwTBC8puX588uXLYMGWtiomYWCvB25Ah53LyZ1yWPd97J2M37qexh02TFeS3K62vWsJdffJHxbNjQcVy1tQCmHo9+z7wftrWRc/M6d95jxIiktJRrY9Mm9+Olv4oKzVDs7L7S2b25swj1PLfPiTPBePsiM+5s2LBh4zSGBd9s2LBhw8aZjVD+y34yEhTng8uZlLEIQFVbqx9e3QwRzPHl5AB2BcpLZ/MxH6Dq6niwnjFDF1l3nm+6+wWSK4ocTynNFnIrOB7sXGG+hSKPdYbbsU7mm2kWIb9Ln0rBdurTR7ssihtmKMw3Ob6uTqlXXgEYOXwYcMEEKJTivEWLqPG1fj3vZ2RoeeSLL2qAZtEi3q+uhi0mElaT+bZlC33n5AC+LF5MPyNGcF5UFGDTnDmAZCZIMnWqvzxSZK5O5ptS/H70KPXlWlpgWoWHs09nztRzFHDPzLkwoR59VLe/eDHj2b9fqZ/8hDFNmKBrufXuDag1ahTjELAlLY35mLF8OX3OnAlbTtwzPR5YZtOnayODPn1gq6Wn87q0nZsLGzIiAmAsMRGwa88e+pswAYCwqop+iot5fdQoPa+GBr4PHgxI9dBDtL13L+MMD6f9qCjWPDKSNbjjDn8p8WuvMVfThdaN+TZyJPdJAcdHjNDjEKfR+npAwpEj2Uuyv50RF0d/5toXFbEn//IX+hg+nPYOH+YepJT//dTt3lFS0pGdlpvLtXH0qGa8uTkOK8X8du7sOGY3GbrzPWnDZO26SXRln0dHcx8QwD+U+4rbvEONUM8z/5GxbNnpqXUXSljJpw0bNmyclrCy0xDDyk5t2LBh4zTFF6WwsrgtitxJKXcDAolTzYsb860rpglu7ZzKQ2Cwdtykh11tL5RxdsVoIth7paXaTVIAlUD9ShH5qVM122fWLIrvh4dr980rrgDokfpeTtlosL0jQJ1TunsycjdT5vfcc8xtwABAlM6YiYHalrHHxADumFLwm26CnRYWBntv7lz2wtixAHBOJ0pTuiiSYaU6l26LcYiwnbZs8QdaBXwUOWZlJaBRSgrgWVYWe1MpDZ4LACZ12/LztVvnxo2BxyXArHP/SNsyblPqKUy1SZPIgQl0mXN89lnYjH/6k/tedsrGTcmoMOlMw49Q7j/B7lWyXm7jdcbJSOlPphRBoHvuyUR3SzQlXxkZgKnn+ueiDRs2bJzlYWWnNmzYsGHj7Ikvyn/ZAzHEfD53ic+p5sVkqsyf789UChbOh8nukiAFaycvT6n33tPSw1D6cbYXyjgDybjMc4UxFmz+wkSLigI4CdavWexemIzma3feCcizcyeA0/btgESmFNlt75gMv/R0d/MCt/m6gQXOOb72GmP9+99hE+3apeWfoYZbIX0nMyo9HVBryxbNclu1CplrWZlSd93VMb9O6aIw6MxwGlJ4vfTb2AhjccgQALOsLM0EleNyc2Go7t7N+eXlSvXqRQ7i4jjOlCGK+YRSOLJKCMhn5kKcYleu1PLSuDgt5Q1kPmICc2LwsWgRIF5Fhf++qKkhdyIJdY5h4kQtPXf2KfNRqiNzLJg5g7BaTRMOiYwMvZ/eeotjnMCXMz8y/0Bhgoim6UhnYebzZIGyUO+PJwvKiQw/Lg7g7Vz/XLRhw4aNL1BY8M2GDRs2bJxcdNd//M9UXRtnfB5Fpp1zdSv2HejY7uq3s3k66w6JpMwEEyTc2GduTCSl/B98nectXaqZb6EChOJWKPJcGZ9TrhvI7dT8OTNTM7sEfBFJcH09MkRz/qZ8TmSrPh+sFScwkZYGk6242B9YELDsxReZu7CghIGVkwOTSamO7C+vF0llWZnOtdu8nMXwV6wAfEpN1eurlL/zo8lUKi9X6oUXkJ7W1XVsa+vWjgXypc+bbsL84PHHkYBWVJADAblkjebOBRgTKeqyZUhBhw/3BxoF2HFKF53ghwBtLS16r3zjGwB6YWG0u2ePln9mZGgmY2MjIGB0tN73F12E+UB7OznIz/c3DYmP1/XPhGXq9TL3xx6jfRnjuHGMoaBAqUceYc5Kcb298Qb7X/a0mGw8+ijHmKDYpk2AtPv3+9c2E/nlvn3kvbQUtuHOnUqNHq3ZaSNHardekUEXF9OvCWSZTMdly2DVPfWUUv36Md6sLP/r/Nlnqct3/vnUtJs6VbMFZY/JfM26ZgKW5uSEBjgVFrL3jx3Tkm65bgI53CoV/J4a6v2/M4A00HGd9eHmlPtFNDuwZg82bNg4h8OCbzZs2LBh4+TiXCnK3FXWRShtdeXB4WRBtpOVWcq6CVtHKf8HVrPukIAzboYIppxQKc0+czORcM5TWDByXkaGUn/7m25XgJmKCnc5amGhlnKKY6M8zJvzi4/3X1elOhZWV4pzKyoYy4AB/NzcDPihFNJDc/7C5pH8KkUfJhAiDDrpf+pUvgSkM8GCK69kLEVFGkhbtUobGTz/POOSOX3yCQX3Y2P911TCBDfMYvgbNwKkHToEICZ1pTZs0K6e11/P+9ddh5tqZCQ1wrZuxVmzqAjg5cMPASbFtMLJQiwro4h/ezvfpeae23gjImA8pqczfzFA2LEDcEXyK2wuk+UnIFlmJvvG52MNhg3j/SVLAM+amhhDfT3ssPJynEFvvhkg81//AnSbNIn5vvMOzMbaWgC7mBjOd5qGCOurvFyzsQ4fpm9h5wm4O3w4Y9u4kdp0Inf1eDjvwAEtQy0spO+77sLsQeSg8fEAj4Fkzw8+yP7cu1epP/6ROSgFc8/nQ8oYG6v3s0h5t2zpaITgjNpaciDXx4ED/tf5sWPsnfff5/3SUtZV1m/qVNZ23z4APCc7Ly4utHuh5Hz9evKZl9fRJEaprsnJnWzJYH2b37tyXLDPzHPl8/RU44uUBws02rDxhQsLvtmwYcOGjZOLc0UuahalF3DEKZ3qaltKdf+Dw8nIQd3c80w2kRtQFoqBginPS0z0Z585DQ/cxh9s75jzKilxl6OacxDHxqiojrJMk22UkwNDy9lvTg7ASWNjxxpgZgF3NwMMc+/MmOEvyXO+J6+tXQuY1tyswRQzH06ThPXrdb00pXhv40bcQ1taYDA552WCp/KayXxrbNRGFEpp1lthIW3t36/Bx1tu0SCHgJGDByPLHDkShlxxsW5DxiHX0bZt1LU7cICxmqxFAVhNZqUJBokbq7mGzuugqIi53nknAOWkSeQqIwPAp6VFA6JRUTANH3uMNaivhyF2ww0AYMJEe/llXXvPrXC/aRoie+Hpp3lt1CiAtR07lJo3j/p+x48zz507eW/PHvp99VXAzbAwpa691t+IpKgI9tiBA4xFTDiEFdfWxjWRkdERFJ8xgzWePl0z38aMQUY8ZYq/82tpKeuRkeFu0CBhgqKLFrHm5p4Tl9vPPlOqf3/2trD4Vq1iDYuLOT8tjfuGeW6osnjZI856dW4mMaGCXbm5/mzJzvoOxXXa7Z8qwe5758rn6anGFykPXySg0YYNG0qps8xw4Ze//KVauHCh+sEPfqAefvhhpZRS7e3t6sEHH1RPPfWUOnbsmLrooovUb3/7WzVu3Lj/Pa+xsVHl5eWpP/3pT+rEiRPqK1/5ivrd736nBg0aFHLf1nDBhg0bNs7RMB/m5Y9hZ5Hrkylc393/yTaLmou8TangMitnoX7nnEJpwzzezNPatTzYS50oMXQwJZBdNZBwjmnHDtqZOZOH7WBSLZERmkDJsmUavEpM1ACkGQUF/nMJZN7gHL9puuBmEhHIqOH663H4TEgATHHmPpiRhFL8nJGh1O23A2p94xsakBHDBcmjOEg++qgGaMwcK6UZSWLcsGgR4Nq+feS8uFiDTQJEFRcDjk2dqllvpomCc95idjBnDv247Z2cHA0K7dgBmPaTn2D6MHSoNqNobwccHDkSUwGlYJzt2sW4o6MBpiZNAugZPBiWXlUVedi4EaZbY6NSBw/CgrvtNtawsBAgtqioozlJIPlyejrze/ppAKc1a3j/7rsBKGtqlBo/nnlLzbuiIthhX/4yrwe6PnNzMX6oqQE0zMhgH65ZA5gnrznPCdSeGEIUFupad2IIMmECDEzndRvK/THQ3jXXftAgpTZvBogcOpQ8dMc9sqtmKbL/TemwSGoDGVV0Z/82Qo9zPX/n+vxs2PiCxDlpuLBx40b11FNPqQsuuMDv9V/96lfqN7/5jSosLFRjxoxRP//5z9XMmTPV9u3bVUJCglJKqXvvvVe9+uqratWqVSo1NVXdd999KicnR73//vsqPDz8TEzHhg0bNmz0lDAZCl2p39NZW90dTnaUSAWD/dEeiMUm73WlgL4py5LaUjk5tF1XB2vElAgq1XUDCee8CgthEg0f7j5PM98CTJjrFB8PEGMy49zYKCZTbMECdwmac/ym6UJnY5MQ51AT6At0nim/ddYJVApGmQCP11+PaYPIBk02Vns7r5v7QOYkD3/l5cz3jTdgWu3fj5xx/XrNjrzjDs2wW7RIu6s6WXedyffcZM0tLdoIQWLYMIC3hgYAo+pqvtrbAc7Cw/V6ZWUxbgHehCW4dSuAT1oaLLTSUi3lHTuWem5FRYAwJuPwjjv0fNxk6Ur577P587UbaVGRZmxGRwMoPvGEP3B28KBSF17I60qxPm4GDVLfLi4OZld8PMe98QbMRKcJRmGhZkm6Xe9vv40c9c47yYVSuo+MDPd7nJMhZn53hrO25LJl5KKlBen4xIm6jl13OJ46x+e83tyuQVMaf8cd/n14PF0fQ7B7vmU2nVqc6/nrKfVubdiw8bnFWQG++Xw+dcstt6j/+Z//UT//+c//9/X29nb18MMPqx//+Mfq+uuvV0op9Yc//EH17dtXPffcc+quu+5SNTU1asWKFeqZZ55RX/3qV5VSSv3xj39UgwcPVn/729/UlVdeeUbmZMOGDRs2emAE+mO4J0hhQgEJneFkOXX3WATsmjoVMEPqv7kVTQ/lQcM5r67m3WkOYUoundJBc1yBAErnceb4nYX/neH2AG/Ox+n06HzQ7+zB01wDAcCcY0lPh421dKl7e9JGfj4AiRhLiPxRTBImTOB1YVX5fDDe0tJCW1eRFQpYu3Sp/3ps2oSE2QkaCaOvXz9AS6WQL8bG+ks0pX1h7gkbLDFRy0ed8xEjAFOCqZQ/41BqyAk70Lmvc3P1+i1cCCCZk8OXW63C3Fxqv9XUaLloQUHHmormWsneNF2RBWx0htv+MmP5coC35cv1a2IIsWyZv3TYrc2uhIBcAnSKmUhmJu87JdzmeYGch92iq+MTSbR5jgmeCiDcHaBPT/jcOJvD5s+GDRvnWJwVstNvf/vbKiUlRT300ENq+vTpauLEierhhx9Wu3fvViNHjlQffPCBmjRp0v8ef80116ikpCT1hz/8Qb311lvqK1/5iqqqqlLJycn/e8yECRPUtddeqx4M8F//xsZG1djY+L+/19bWqsGDB1vZqY0vXpwuWryl29sIJbpzn5xqW+ICKdK+UPtxk0auWIH8bcoU/XAeyvhKS90f6gOdm58Py6Sxkb4WLFDqhz8MLON0zsN0WFy1StfwGjkSQOKzz2CmXXYZD64lJcjd7r6buQoYImBHRQVSzdGj6XvMGMbz0ENIDaWvX/0KJtT06YAyjz0G0CNysfp65JQ/+AG1s+bNwz3S56O4/5AhgDUisUtO1vLVu+/W+R83jnFkZ+txCkiwbx8Mo5oaWFZf/Spjufde3WdBAeOJiqKPt94iN1OmKPXuu4BGM2ZwzN/+xpgbGwGZRo2C/STMoLFjYXr9+c/M67LLMAkYOBDDgKuuov7a4sX0/fDDjL2khHzMmAFj7dAh2GF9+/K9upp1+OQTao317QvTbexYpKv5+Up997vMpaWFuYSHY8hw8CAS2UGDkFCGh2vTh5oa7Qzarx/Mu7AwZIUpKUrdeCM5/f3vlfq//xcgrKmJ+UdHs9bNzRw7eTL58nhof/x4pT7+mLm3tTGGsjLmGRXFXLdtY/59+rDOwngLC2MeiYlKnTjB92nTAIJiYjQzLDmZc8rLYcD178+ebWtjX3z8sVK9ejG3PXuYqzApm5oYx+DBgGAnTtBmSwtjmjmTem1eL2299x5ziYlhfrt3U+stJoZz5fzwcI47doz8xscjl83IYA/J37GHDnFMZCTzS0vD5KG6mtwmJDCfxkbGnprKdeHx0GZ9PcfEx7OfHniA92NiWLfycvZ+Sgr3q5gYQEsxNRg5knGNGQNoFRdH3pctI4evvMKe27hRG1ZcdBF7u6WFeaakkMOoKKV+9jOu09GjaX/zZnKyezd7ZO5cpb70JV138eWXuR6SkjrKqtet41pPTaX/X/5Sqfvv979Hyn3IlIyLjHz0aA3uisxa+l2zhvuM3KuEARxMduom7TclwA89RN8mc9Q8Xu75Y8bwu9yLnf3L50tmpmalBvucOpX4PP9+s38r2rBho4dHV2SnPR58W7VqlfrFL36hNm7cqGJiYvzAt/Xr16usrCx18OBBNUD+I6qU+s53vqP27t2r3njjDfXcc8+p2267zQ9IU0qp7OxsNXz4cPXkk0+69rto0SJXYM6Cbza+cBFKnaae1K6NszOcAJX8oX0q+8T54GPKyqS4d1fqt0ltpKlTgzsCOmuISX20fft4gB82jBpUx47xoHzffQBhnc3V6wWQKSvjQXfePO08WFysgR5hGK1apR0uGxt5UPV4eGiOiVHqiisYW0VFx3phwrT5/e95KB81CrlaVBTgRVOTLmKvlC4a39REHx4PD8tHjgDGNDcDiA0apBkmMTHko6EBdtbQobTV1gZgYEZsLH20tgIctLdr4EcAI4+Hn5uaGIuMLzmZ+dfX0+ewYcyxtpZ+PR6O9/kAec47D+Ckqcm9ALuUq0hMBCAx82CGxwM4M2wYTppNTYH3jFKs2113KfWb3zA3Z4SFaVlceHjn7Z3pCAvjWvnXv870SGwEC4/Hf7+Z106gY7o7evXiWpNrODyce4ZERIQ2cdi7l/GFhXH9NzZyX/nmNzl2+XKuSzPefRdASgxiGhsBRNvbATsLC3l/yxbuWbGxAON1dYDW6ekAni0tGphLTAQMl/uZ1NgzP8vy8nCpbW3l3mPW7Vu0CIAxJQUQUExCCgsZ1/z5fC7MmoVcuKWFe+jYsRoEveMOvr/1ll63sjLu6ebnVGf/EAqlXl2wmp/BalZ29npn8Xn/rdiT/uFnw4aNsyLOmZpv+/fvVz/4wQ9UcXGxipH6HS7hkT9G//9ob2/v8JozOjvmRz/6kfrP//zP//1dmG82bHzh4nTR/q2cwIYZAoyVlOgHvwULTm2fmLV9TCc9U74V7I95p0yvM5mhhLOmlfze0kLfUvvoxRf9H2idkkm38aSl8Qd9QgK1k/bvh3nT1saDqVI6j7t20eeUKbw+ZQoPkH/+MyDT9u2Ak5s2ASpKvTATpKyv58Fx506+t7Xx4CkgXFsb4FZVFQ9/YWEcp5RSn36q1PnnA2S1tTHOwYN5eG1s5KtvXxg7Hg8PjBkZjMsJANTXu+ektVWPa8AAitMLMNi/Pz8PHw6LKSwMNkxDA+yWqCgeVA8d8u9rxw76C/Q3Qmsr740cCfvqxAnaDg8n3xERGrQLD4c9FgpQVl/PmqanwyKTEDBT+lYqMODXk6KtDTAjLk67qnYWpwryeDysq1Lsr1ONUMYjx0RG+gNGZ0uY8/N4uLfU1vJ6WBjzcuYyLEwD4KGG5En2c0YG12tFBcYhR47ofSL73DzvyBHu47GxXMNf/zqmFQcOcE98+mmOF+l7eDjthIVpJ1yp/ThpEiDewYOcf911gFrV1ezb+nruGfKPA6+Xe/aePbAaN27kviL9mXJp87OsoYHjysr8azLm5nL///BDpWbPhmnY0MD1LzmSWLqUYxobaWvpUndnVzfmm4TzsyzQ560Zgc6Rfp11MgOd19nrncXn/bdid9aZO9dr1tmwYaPL0aOZby+//LK67rrr/EwRWltblcfjUWFhYWr79u1q1KhRp0V26gzrdmrDhg0bpzFC+U98V9tzOtp1JtEMNKZQx+LmhmhKTU2pkJvM1M110619Z5sVFQBWIs2UY1at0g+zpqvf6tVaejhnDpJLqQOVleU/LnGdvOceGFnZ2bRjzmXJEmSYaWmwvGpqYPk99hgyyspKHjwHD9YF5m+/nf4ffZS2y8p44BwxAgniK68AAkRG8gB84gSAloABUVEw+bKyyFl8PI6VFRWw9dLTeT0jw9+VVCl/J0uRqAlIeOmlyEN9PqUuv5yH4agoLTNLSOABuLaWsb/+OmNtaYGFs3gxjJb6ekCCwkKlXnoJB8WjR5EgHj7MOK+4gvU5doz5n3eeUr/9LSxGkbwKU+fKK8nP3/+OzHL0aBhlF13EucePAyb06sXDe10dgN9//AdrJQBKbS17ob4etlBVFfNKSlLqxz9mjePiABmamgAwhGno8TD3qipycuyYBhsvvphctrczvhMnOG/yZNq95x4e1OvqOKalBabjzp3kLT6eff/b3yr1l78ATMiY+/Vjbs3NHNPUxDzj42mvd2/21caNWpK8di37UOYXFsYaf+lLSBZPnOB1AWhiY5lTdTXfo6ORGR86xLg/+4zvwr5sawPI/drX+C7X2JgxsBfluhs4kL0kstqmJi1f/frXAX9GjNAS1eRk9tqJE1xLHg9rIYBuRIS+zqKi6LO4WIM1N9zAfti0STPI0tJY6yFDYFANGkT/w4Yp9de/Mq+UFH7PygKIysvT12dJCcYbTU3MPyMD0H/MGKWeeYa9FxWl1Fe+AhgdEUHeBg4E2IqIYH9NmaLUP//Juvfrp+vMPfss12tcHM69+fn0/8QT5Hb8eIB8pQDNdu4k/1ddBdCUm0t+Dx3i+tqwgWv+mmvIb3s7stPHH9dus3KPXrKE6zc1lZwMGcJ8L7pIz+Ff/6IvkembjOrs7I4ST7fPMie7WCn/MgampN68XzsdWs3Pj84imDvvqTLfgpVJ6G7m2+cdlvlmw4aNLsY5Izs9fvy42rt3r99rt912mzrvvPPUAw88oMaNG6cGDBigfvjDH6r7779fKaVUU1OT6tOnj1qyZMn/Gi6kp6erP/7xj+rGG29USil1+PBhNWjQIPXXv/41ZMMFC77ZsGHDxlkUZ0LW7NZnV8bh9eqC9iJh6o4xrVjBz+Lg6Hzokv/On2yugtU1CvTAaOalvJwi9Erx8FxRAdgSFoYkV0BDr5cH70WL9AO0PLwPGwbApVTwh51AgGdYGA/yXi/MwFtv1cwRr5eHdHFpXLUKALNPHwC1igqAqJgYatQJE0YAVBNUlaL88sAt8l7TfdHcO1JTbsgQpd55x31OksuwMNiOlZWACWZbctyTTwLAzZsX2OnW+WAuAEdLC3kRCbfzwV3OM+v8Sf08pfzrZ8n3vLzQ9rvXS7sHDwLixMcDOEdEAKSaMnLnPJUiv3Lc737Hnps8GVDm9tsBwCorAUYvuQRQxZTyiVS9uBg239SpGjwKBJjk59PvoEGsy/79tCWg2fz55CQvT4NC5eUwuBITYWJJzbS2NmSQV16pZeVFRQC069YBCF5yCYBVURHtSI7FUMIJmCxbxld7u1Jf/jJAuYxd9qzHAyDnBvgEul/NmgVg5fEwbo9HG2KY/1xQiv7XrQMwjIiATdrWxn1BKX2PMH8272Gyf2Ji9HlyPQnAbl4jbvc4p5utsz+3fWlec9JvV++dzjF19lkRSlkC573NlvawYcOGjdMe54zsNCEhQY0fP97vtbi4OJWamvq/r997771q8eLFavTo0Wr06NFq8eLFKjY2Vt18881KKaV69+6t7rjjDnXfffep1NRUlZKSovLy8tT555//v+6nNmzYsGHjHIvPU6pighXOPs1xdPZf8FBdN0MZiymxNd0rTWdKYWCcaq7S092BnMJC/TDrnK+zz759/cEeAW/kod/ZflaW/+/NzTzIz5+v5+eWb6czp8intm8HHBk8GBZQXJz//NykxlKfavhwwBLTaCKQw2lhIQ/rq1bpWlHTpgEUmMfKz+XlMHMEqHN7iBa58sKFsOzWrQPgccqXTZdHKdTuFmaOpN9rrmFedXWBGTOm+2pEBGtaVAQ4euwY4/rTnzhO2nW6nioVeN2uuUapP/xBm5SYLr6mtCsnRzuayjxN2flTT/E9Ohr20fnnA978+tf+wKjk1pynAD7iHrt6tWbXpaT491VXx3szZug6ZUppswelaGvDBtilw4YB6glgOHcuwPnKlTDhKiv19SDAysSJtN3SAvBbVKQl43fc0VFiL8xX2QfJyRokM/eXeV0cOMCcnHsv0P1q6VKlrr8eRuLRozAQ6+r0Wpjg0IYNXMtyPYuZgM/Hz3K8hHkPKyjQwJtzH5nrbbYhxglu+9Z573T2bYbZXiAX5c7CeQ/s7D7c2ftOiaMt7WHDhg0bPS7CzvQATjXuv/9+de+996rvfe97avLkyergwYOquLhYJSQk/O8xDz30kLr22mvVjTfeqLKyslRsbKx69dVX/eSsNmzYsHFOhdfLQ4bXe3a0290hD1RubI1Qxt+VeUrx6bw8f4ZJQQHvmw+0a9dq1kco0dV8ywPYsmX099ZbAAxz5/LeunWYNlx+Oa8rxXiFCZOff2prKy5+eXnI5VpaANMKCugvP58vpTQYtWMHD/pKkasxYzhHADAzB/KztOX1Ah7s2wfIc/PNvC7ugWvW8L201D+PXi+Mp4wMHqCHD+f7okUAcHV1WhZ2ySV8ff/7/O71csyCBfRdXg5z6sEHNWjjFhUVgApTp+pC7nv2aGBi7lw91tJS5qIUbohHjij1wQfUmyoqYjwjRrCeq1YBkixcyO9btsA8uuQSQJChQwFpbriBPh58kLHMmkU/smaSt5tuIvePP673rFLMed065MSZmUr94hfUopLzZF1kjjk5/JyeDni0YQPnrVtHH489xhj27IFZKOu5ZIlSP/85Jh8TJjCPm24CNIqOhv12ww06b9nZyEI3b2Zf3347v2/YQJs338w633yzUt/5DoBQcjKOsnv2aAfY4mKAr1mzAFLLy1nPnBz6/973AMMyMvi+Zw8gT1QUOb7kEvbzL36h1NVXK/XCC4BDa9Yw7vBwWGYxMYxZKfpLS9PS6+xs1kcYcX36IOtsbQWkLSwkRzk5sK6uu449EREBKFleDhCdnc3Pf/0re0OK/O/bB5i2bx/9X3opctKaGvbjzJmsT2EhY/N4AA8FtHLeGyoquHYrKvxfHzSI8V51lTYoMc8pKGAvhIXpPSkA+/PPc98qKtL3cOlnxw69z8rLub9kZJBDOVbuZ5IrpfTngYCTy5b5z0eut/Jy/+OdsklnDsx+A92n3L57vR37CPSZJeE2LzNyczUz0GzPvNZLS/XPzjhbPttt2LBh4yyOHi077UlhZac2bNg4q8K61LpHqOM/Vbmom6QoWD23QP12Nd+mhOrdd6lbNGCAlmWVlWmnvJkztRueU556smsr7VRW8uCekqKlZCKLlD6UYm5Odz7nWOQ4Uw4WFgaocOQIuRw1ChDho494b+JEgA7n/M28/vjHABVxcYAQ0r70PXIksr/KSn7v1Yt2GhqoWTV2rB5Dv37U+jLHKjnMzwcYlBzccguvP/44r6WlwXx7/nndltSaio1FQrp/P/OLiuK1ykrmN3asUjfeqNuqr9f1zJTyNwyIjAR4vfJKpV59lWL1l1zC7+ac167VBh5Dh+paYKtXs78EDGpvJyeDB/uvsVM22NICcFhby2u9e1M7T+pxRUfTjkhli4upbSfjDvv//08sEkYxFklKAiB6/nnApOZmfU5UFF91dcxbTB/EuCMignHv368BMamBV1HBa7GxAGCbNmlwODaW906cYMzi/Nu7N+v42WfkJjyc8UqtPNMgIywMgHnYsMAOleKsXFWlzx01CvnxVVfx+9q17O/ycq73oUM10GXu3fBwfh82TDPZ+vdn/EePUucuPJx1UEo79MqYJkzgPTd5sOkALSy4N95Aoj11KtJeU/Ir125Dg7423SSrffr4y6ylH6l3J/eSqiruMW4Sa7f7ppvEdMEC2v/HP1jfBQs6l33K3jads035vrwv6xtszl2Jk/n8NddIqcCO3Wf7Z7sNGzZsnKE4Z2SnNmzYsGHjJONcdak91QLGoY6/K/N0k18F+x6sFplTuuo2js4KWovZwrRpHetsZWYq9aMfAQiYUkpTkngqayvtmHWwzDG4ufQ53flM2aCbBEza9/kAOkaNol7VsmUUfG9vB3wzpaxOeZgwzNasUeqRR2DUiNTNHP/QoTCqmpsBc8R1cfhwmGaLFsEyElaKc6wSNTWMVYAjkeCJIUhdHQ/nUiB/4kTWaMIE2E2LFgEOHTgAY+sXv+BB/pJLtEvsuHG0uXkzIFN1NbW83n8fplfv3rT71lu0HRvL75Lv0aO1C+Xu3QAEn3yia37JeOvreYD3enlQHzKk4z4z5y/rXlyMu2NsLOekpQH+zJgB8CbS6MxM1qO5mbzGxgK4rF8P4BYVRR5FqpiWBsA3bRpzq6lhDlFRgGGNjbAHf/pT+mttpYi/AMGJiTDb0tJgj91zjzYXqKujrePHOSc2FlBr3z7GLAym6dNZp4ULObelhfaHDEFy29REWx4Ppg9LlzIfyY2YLmRk0KY4K19+OWuflER/MTH6HI+HMTc2Au5kZ/O7uXfXrQNg/MlPyGlFBXXtmpt1LcHGRsY0ZYp/TUW5LjMy2FOmo6eE6QAt4NPEiYB1Cxey5nPm+MucRbqbltaxTbM9894mr0ttPNNQRvaNGYHu38IGKy0FVJX77dKl2pQl0P3PdKMWhqsp63V731nf0G3OXYmT+fx1unQHcuw+05/tNmzYsPEFCMt8CzEs882GDRs2ekB0tej02RJdYR0EOrY7ioA7I1g+TybXgRzz3AwghFXirLvlNEkw3WOlDpiAQW6F5mWsptugyNGcjEMZgzBlzDHdfTfsoFtu0aYQSnUsTi9Syo0bdb0yZ77y8ii0f8MNAHvyABwsv+IIGRkJ0BgKY9HNBVjy3dwMOJaYCIvPzZxDxiQF/aWoveRy3jylHn4YAEbmKX16vYCj48YB8nz2GeOYN0/LLJcuhYX39NOYOzzwQEdQWxxgCwu1i6RpWCDjmj+f4ysr+UpLAzgdNQqAaeFCwNRf/hKQSCntXmm29/LLrMmjj/oDjE7zBTNXGRmsxRVXIE8dN44ciduluR/N/B844G+SUFGh66elpmogRWoFBrs+YmIA1jZvhkl2440wMI8c0QDmrbdqebfzmpEwrxOpE2nuJ6czsikLdcud04U5UL/mfg02vkDjCXZPOhmWl9s55v2rM/OQ0/3ZdLZ+9tmwYcPGWR6W+WbDhg0bNs7N6GrR6c8rPi9Gnhzj8/ElzBvz3FCLgAdzI5UIls9Qc+0GNMg5UgD+jTcAkcx5CKvkjTcAJXw+gB4pBt/QAPhggmvOgvTSnsiCzbFKsfu8PF2Hz7kOMoapU3U9JWm/rAyWleRCHEudxenT0wEZysv5np7eEdCIi0M+Z5odmHNwk85t3AjImpwM2BQqSzM+3t8IQ84rL2dOAwdqFuSCBdq1U15bvZo+q6o0iJKXh1ywpASW1/vvM0cBpQT06dePdS4rg7kVFwfItW4dUsW8PM6vr2d+5ropxc8VFQBVl10GuLVrF2NsbKSPa67RNQ4XLoSRdvw44+3Th5wtXgyLbdw4ACNhHT7+OG3feSeyx2XLAPv27NHgSkmJP+Bisr5KSmh/5UrGuXMngJ7Px+sCzJnGB8IKKy9nn2/dqhmSJSWw9ZRCKlxYqE0GzGvWBMVycug/LQ0ziQ8/BLxTCqDY6c4qY9+0SUtczf1WVOQ/djPMeWzaxJwXLICp2NLin7u2NuYjjEORKgfqVyn/6yrYcebxodyTnAzYQOBioHMk3MwfAl2HTrOX7o4z9dlnw4YNGzZCDgu+2bBhw4aNsyc6e4A5U9KZU33w6cqDmQAob73l71Do5lIZjLHm8wUGjOSYzEwtpXJGqLk2cxPoHJGJynhN90EBJcz5O2W+wZz+TMDCdDt0StycgJnTAdHMoynTFfCkM9luSwtAk9frD/y99hptBHJodLYnc50yhXOEpRUsTIDB2a4pxSstBYDYsEHPe/16xm5GVJS/K6w4XArIlZxMzqWN4mLknsOHI+0ThldpKcdNmoRU0ZTGDR3KeQMGAOBs2QIotXw5bR48CMMrKor989pr9F1aClC0di0g1IgRMN9mzgRwM9lWxcWAWykpAEbHjyO57d1b7xEJYefJvBYsoE+vV5tMSLumlNrJdDPDdI9dtQoQ1WR4mQCfCZQGA/mLinSdw/R07eYaCGDvDLQPdp3X1WkzhMWL/VmDpszcTXrufM35zwTpU64r0wlVjnNen6Hek8zrPTfX/1oM5RxnhLIupzusbNSGDRs2enxY2WmIYWWnNmzYsGEjYLjJJ5U6dVnmyR7nlE2aYMCqVYBuOTkaPDGlm2ZBcpGwmrK5YMCe2zhFcmjWk5L8LFnCg7vXSw2vgwfpq6FBqX/+k1pdJSWwoMaPp0i8MHaU6gjAmWNat07L4DZu1GN6911YV1lZusZX376aLbRkCedGRSHrVAqJaZ8+sLsuvpjC9eIieMst5HbePJhTJviwYgV5PP98zvH5AHtSU2Fq+XxI8mSOpixVALObb6ZeWWIirLH2dkCoL32J2mNRUbADx49nbVet4vV33yV/paW8/+9/k9cbboDdZoJQmZlKfetbgFdDhwJWtbbSdloac21rI0/Tp/MljJ/XX+drwgT6OHGCNd+xg9yNGUP+Bgxg3t/5Djlqa+O99evpMyGBeZ13HvXPdu0CkGts1CYPYWHM88gR8iiyy7IyAMLwcMC2d94BGBo8GCZbQQFutUePAtStWcOc5s5lnFdcwXtHjrDHdu9m7r16IYHduJHjP/hAm3TI/D/9lPf692e//OpXHDNpEvPfvJm2vvMdXFzvuYfzBLxsawNcLC/HQKN/f66T4mLa/egjruMHHuD3e+6hPt+xY0q9+aauWbhvH9d8UhIgY1YWUmQT4PJ6mcvRo0p95SvkR0Ats57foUPss4ED6Ts2lrlUVmJMcPXVjPH++8mPgHyZmbo9pfyBRKW05FkpfR2bUlmPRxuZPPaYvtfI+Nev10D6hAnM5eBBLf027weLFmkgUmrsmfcH8x8Mcm+squKesXw5ezPQfS4QW64rDOjTJRMNhdF8Ovu3YcOGjS9YdAUnsuBbiGHBNxs2bNiw0WmY9ZYmT/Z31Av1/FN1nDMfvpRiDKaboulA+OCD7v07662Z9a2CnR9oPtK/uBWazqK7dwOceDyAJ5GRPGC3t3N8SgoPxeIcmZjIA7rk13QcNB8iMzIAcEaOVOr22/W8Nm3i4T4iwt/dMj2dGlhPP61dImfOpK2SEkAlGYNS2hFzyBDa8Hi006WwjTZsQJrau7dS3/42bVdVASJFRDDPpCR+rq7mZ2HuXXYZYFBdHWCOUvTh8QAKyRgaGrQT6IwZsMp27WIsKSkAeuPGAfI1N9N3aqp2om1oQOoorq4CuEp/sbGc19TEa1/7mt5XaWkU9K+v93f1HDUKsOmttwBRxWwgJob26+u1M6mEzC08XM9X5JfirirHmefGxur9kpKiHV9lnuefDzC1a5d2aM3MVGrvXurOmX23t3ccV2qqnmdDA+1GR9NvdbX/2qSkAIrJ3hBn1PZ2zpN+BEjs3ZtzBDyUfA8ezDnSZ2IiY66s1ECy5DouDjOO3bsZi+Q5NhYA8LnnAFlWrGBvSO4jIwEqR44kN5WVjFXAMYnISPpXirm1tWnn3N27yWNMDKBhRIRuTyktLZ0xA6D58cf1NWK6lIpjtLgHt7drkFfqWO7aBRBbV0d/VVW6dt28eZoNLPeWBx/k2LAw5ilg4vTp/nJb817rds9wuxebDqImW647aneeTDil/aE4V1t3Uxs2bNjolrA132zYsGHDxrkTbqyyk/lPfXexyoK9b9YjU4qHMzc5VaDoDulQYaEG/eRhzGR3pKX5SxydRc2lf7OelCl/E1aLUjBAxCXwgQd0/04ZmPQv7DBxBPT5ABhKSujnvfcAHioryeHKlYANAgjU18P2qa3ld3moN2Wt0r/IE2fM0PLZuXP9zRGE+XbsGA/2r7wCM0zYSgsXKvXSSzCvjh2D5XTeebxXUaFBnN69YaKVlACi1NXxPSeHh/mpUxl7Swt56dULcKS0FEbd0aOwmdLSOEcYQk1N5GPfPgCBmBjGMWMG52/fzhh+8QvtkpqVpdRf/4pT6ezZ5DU3FyDmP/4DIGLKFICYhQtZl4gIQBsBWiorGWNaGl/btpGvxER/aejChYA7RUUw18rKWLdLL9Xuj3fdhQlDVhZOm717s+eUAhR87z3YSZGRGqAtLwe0vPJKgMGEBM6pqgK0SUkhJ4mJ9PXKK+SquZn3lKK+3EUXMY8TJ2BzNTUx/82bAa0SE1mXsWPpo74eQKm+nly3t5PDwYPJ6bZtMKLS03GdLShgTHv30m5rK+NOSQGUbWoiJwI+trXR1v79tN/aSj7GjgUIHDaMazMqitdOnKC95GT2/I4dGnSLiODr618HVBIZ7oABnFNZSZtyPfh8nP/aa8xr5kyOGTpUs7fq69nvXi8AY0QE4xkyhDWJjGT/tbbS1te/zrUn7FLTaXXnTs0Czc1lTycmMtYpU/xdSkVKvmwZe2D7dn2vUkoz30pKWHePh3OGDNFgmoS0uXkzcxkzBnOK559nvqWlvD9/fsfamcuX+zPfzPbMcDqIKuUvPzbvrcE+K9zaPxlGmlPaH4pz9eclUw21pl6oYRl7NmzYOIvDMt9CDMt8s2HDho0zFN3l4hnqf/o7O04K0AdifrkZDHQXuyAUYDAUyZEZBQWhMSXcxpCbiwwtNlafF2y+wXL71a8CxEyezMO22xzz8yneP2yYUn/6U8e6T1IAXtYm1L1TWurvKllY6G/cICDfs89St+y553hfGDDC6GtpAVhpbYUVZTJjZs5kfv37wwwTKW9pKUBYUpJSX/6yP0soLg7gr66O84SpJm6fTndLec3NVVaYRcJOknzk5ABg1dXBoGpt1WCSACdbtwIQ3nmnUr/7nfu6rlgBcBIW5s9Eev99cjFyJHLQQFJhcx/OmaNdZt99F8ClpYWxDxnCXGX8ublIhV98kX5SUgD8ZC+GhWl2X309oFxYmK4/J46cwhCTXIoLroz15puRh95yi/91L9fc+vXIkkXu2qsXwJwATtu20b9SgEciqRU2oDDnPB4NQg4YwO8TJ8I89fmQoTY1AdBlZpIT2TOrV7OGZWXa4XXNGg16zJqlr9cpUzRDzbzu5f42eLBmVDY3awC4uRmgbeBA5mxeo8Gut+4ATWRspiNsoLZMdpoAewLejRql11uubxO4P5nxud3bustVtbPoyYBUIJbgyYZl7NmwYaOHhWW+2bBhw4aNcye66uLZWTudnX+qjABnMe9TacsZnRk7mKy3UFl7oTIlJMz5LV2qmW9uZgHOCJaPiRMBSKZMCf5QFREBi0rGH0oh9M72TkYGwNBNNwFQLVumnVXNdjZt8jcSyMgAQHnwQV3nzVlwX+LRRzVbrLiY1woLYRBJbbrS0o5jrKhQ6g9/AFjaswf2UVSULvrvVuzdzIkAb7W1gExSl0vyUVjIPCoqALDMulfCSLrhBlhYUvvLLc8+H8CTWZNPKaX+z/9R6oc/ZH7B3FydJhZS9+7558mx1Kvbu9efUZWeDhAzfDigT2amfw5lLWbPxjH06qsBSnNzmfMrr8AQW7aMvJSUaJaOgFYFBYBJY8f6z83rBZTbvJnciDFFnz5KXX45INW4cYxx8WLqkIlEdNw4jt22jZ/FDCI7G5Bp7FgYamvXApJ94xvM89e/pp3Ro/U5AjwrxXU0cSLzSk3Ve06Yp5JjYXVu3AirTdhfc+eyzyXHAjrX1XHdifHEwoXu9xKl3K83YcK6gUShgkemMUlnIJPTUOXBB/2vBdNQwwTuxVU5WAS6j5rfA73WWZzMOV11Uv08wTo3luCphDWWsGHDxlkcFnyzYcOGDRs9O8wHi1ORrXT1ASVQOB++gz28dFefEp09eHT2vht4l56uayCFEuaDW0YGMlDzPbfjggFlIl0dPZq6aHFx/nktLaVg/8SJSMyee473pS+T6ed0DTX7q6qiTtXy5YAIbmPMyoI1tH69ds00x19YCMuquBjAYts2pJFZWXyVlgLeZGbC4Fu1CjBFgDhh4Kxbx0P+888DeIkUThxATZCuvZ08Hz0KQy01lWN9PvcxmnkV19BPPgG0XLPG3zCjooI+LrpIGz14vdS7UgoASWq9JSYC1HzvexowUoqfBwzAbOHyy7WJh4yxsJC6axs3MiYBZjIylHrqKUCz0lJd9D8ujnGJ8ceAARpU83phl/3oR0o9+aR/Af+xY5E6inRa3svL4/WZM5n7+PFK/eY39PnhhwCaERHkoaSE32fPpv/16+m3qIg2BUAoKGAet98O2B0eDjiXmoosc8oUGGZbtvB7UxNjyc5mTkeOMG+lAHsFUFy0SINc774Ly+34ceYv+Swu1kBuZSVfdXVKXXcdoNkdd5DLlhZk0mFhmGnU1AD0DhsGkLl4MXv04EGlPv6Y/hISuA63b2c806czZnGS7ddPAyniKFtSohmXpnNucTH77sABxpuR0fH+I6zBt99GFuzz+RsnyH40r3ETVA7G8s3I0G604nAsYLKA7KtW6f6cte4k3O5jwpAsLu4IZjsNHeReJHums9IJ3f2Z4RYn6859MqCdrEN3xeeRHxs2bNg4TWFlpyGGlZ3asGHDRohxpl3cTjWcsha3+YQifTmVPHT13FDr6jjru5nsp87m7HRCdR4rdeEaGpS66irOcWvT+QDqlMK1tfmbKOTm8nDu8QDEHD7MsfPm+ZsnzJmj52m6oQrz6eOPkYT26sVDc3ExIFh7O+OVMd50E0wjjwfg4tpr/SVupjx2+nT//i67DJBMTCI8Hup1iQR18mTy39YGYNPaCqDxzjs6z7NmATCFhwN41dYiV2xrIydjxwJODRiAZLGhQUsTTQdJkXslJAD2xMQAYiqlpXsvvAA4MmUKfQozqKEBed7u3eQnORk2V0MDx7e1IZv0eLThg1L8PnQo0tBDh3SB/EmTGN/LL3OsyBIPHGCOX/oSTqJhYYBGMTHU3EpIgFUp85o9W+dm4EBy09hILpqbaW/QIOawejVr4PNxTFQUc2lsDHx9hIdr04WICKUuvBBwa+9exnLbbQAJaWnM9d13tUFDcjJrExUF0LV1q26zd2/Att272bsjR7LfHnmEMZaVsbaHDtHuN76h1N//zmsHDvD7wIHUQGxsRJ4cGQk45/NxnFw7IkH93e+0WUffvtos4tgx8tW/P3Pr3RuQrKmJNR0wgGPE2CA5meumpYU+ExJYz6wsmHMCqDY16Tptl13G/mluJh+XX66BMKfU+MknmXevXvo6ckrHnXJkuWcFkssHkv7L7+Xl3IOkvTVruEauuUY7xMoY3coMBJNxu0lOhT3o8XBtyP0mlOiumqdubXa1rbNJ8tmTpbg2bNg4p8LKTm3YsGHDxpmLk/2veijtrl7Nz/Hxp++Pfyd7zG0+oUhfTiUPXT03Lw+gJS8vOMsgPV3X4tq0SYMmocxZXps6VT/Imq+L0URMjGZVlZTw0Og8TvpdsEBLV00ZnVK6/6VLAV1aWmB+/fOf2oW0oUFLKZXy3x/SxsqVjCU2Vhe9v/NOQJOWFgATkyk3cSLgmoBj69bxIPfGG9SZM+WxkkthDUqB+BkzGEtrK20OHarNKgTUmzOHc4WJZkp5pf6cgE8nTgAWpqbqemAeD0Drhg2wz7Zs0WYaCxbAXLrzTqUuuQQJori0SmzcCOjR1gZgKGska5idzXwFLBLZpDC5JkwAXPnkE8ZZVcWxERG6vllsLOCN5KyqSrcfF8exw4YBMLW2MpbGRtrdvZu1ee01ACExIhC3UK9XO3sOH67NCA4dAjiaM4fv69fTd0QEIIi4mjpdU5XidwE8W1uRo44ZQ87HjCGPFRUc26ePbiMhgZ+jogB2du/WbcbEsH5eL6BcTQ2/3347fXg8zLlXL11j7c03affAAb5v2UL/jY3k3uMBwPmv/2JNJkzwB40kvF7aEkDz8GEN/NbUsB5KsU5RUezVhx5CJtzSQl/V1dq0IjmZdWtuBnjctYvjXnuN1y+/HMfgtDRenzaNOQhjMD1d13NcupTvxcXkYdQofzMUCVOOrJRm2y1dGlgu7zQgkO/mPUzA+pwc7hFVVZqBKfLT+fPZP2Ki4mTQuf0jwxy3fF+2jD0VF6fvj6FGoPvmmYizSfJ5uv4OsWHDho1TCAu+2bBxOsP+583G2RqnsndD+QP9ZNrvam2ykw2nrMVtPqFIX8z6R+ZDm1s48xEsh26560pdHbe6TKHM2VlbTORc4iTqrMNVWMjDokgMA9WDEulqQQEMlIoKpKFKsd5pabQrrLtRowBbcnIAEIXtZ0pe3Wp+SY2rrVsBLKTuWna2BgMyMnhA7tMHcCI1VTOZdu3SxwlAKMCiM08VFYBBTU2aJZaW5i9Znj+fcZjSNMnHO+8gb926FTnh+vXkRurJLVpE25s3a1Bt4EAkinv2ACIsWgRIEhOD1FIpLcnctAlAcM8ecnr11ZrNY84nLY21PXiQfD33nD/7dNkyzs/J0TmZOxdG0pYtuhaez6dlmWKcIIBQWRljCQ8HXBUJbkYGQGtqqgYsMjJgew0ZogHXnTuRNe7apdSNN9K2jE/YUSJpraqCUZaeDpj1zjuAgcePkz+laOuvfwXkSUwEXIyPB1RLTuaYWbNYl4UL+X38eNodN479cuGFgJvixNreTvsDBvCzmC1UVnLMvn0AjS+/DLh50UXsn5//nPGIm+i3vw2Dc/x4fS+MigJ4kxp1pmxZ9s2KFeyl++6DyfWznwEqr11L/ykprJ/Uc+vXj7EqxZx27gSIPH5cS2zFlGLBAqX+3//j5+Zm+pk9W18H3/0uQGNWFuO8/nrAXvlHgbmnZN1M6bhS/C6Op8K2LCryr81msn+d9yq3f5oIOBMfj/Tbzc1Z7mFjx5IfE8yROnISTsax2a/zuu/KZ6rbffNU/7Y8WWDq85J8dsffzmcTUGjDho0vTFjZaYhhZac2TirOJoq+DRtmnO69+0W6NkKZa1fy0dXcnYxcN5SHn86cRLv6AOX1atnmxRcj6XTO06z/FhfnL3892XC68ZlF2RMT9QP5+vXM001SGyg3U6dqk4auSM2U0vLWAQMAHKUvkeEJa2/oUKX+/GdAhKNHtXx3+3bmMGECskGlAD9k7CLtdcqInfN48knamTfPvR5XIPdSM+Q4EwgVMK+iArDnxhv1OoicWCnmKDXFnGtlXgtKMdaqKgC7a66BgWdKmJ3yarM9534rKAD8qq0FcIqKItfmOOPjNRgq8linJFtcNg8e1E6pbhLu3FzaKitjLkOH4toqYzHnKXJLcUY1nSSdDrxyjnmthoUBVlZWkiuRbZrOuZMnw26LidH16ARMFrdd0x1WTB1EelpYCFv0nXdgtqWmsi9razXALmC9rIs4AJuAusigRWIt9f+EbSag1BtvAPyF6qoZ6P4UaE8H29+fd5zq52dP/8fwF+nvAxs2bJz1YWWnNmz0lLD/ebNxtsbp3rtfpGsjlLl2JR9dzd3JyHVDYUaYjIxVqwASTKOErrIk0tP9GSgi4TTnWVQEOPHhh8jbTPmrUqE/VJrHmaxBeV0Kyks7JnPFlNRmZrqzGt1kvF3d6yLVzM4mF5JfkwEq7LOUFKW+8hXYUiJBFAbP3Ln6ZydDzw1AM2tM+XzUvJOaa4H2hTi29u4NCJKV5Q/0yl4Q19D16wGhhGllAjY+n7+c2GzHyfCUXPh8tOXzAehVVenc+XzuEkS39sRIQ/L8+OPIZ/v1AwR88EGOmToVJt3q1ZhGVFdrB1ozl8KOkrphpnRRjAk2bWKehYXINPfu1VJac7zOeSrlb+Yh62Y6mz7+OOso15IAVXLNisGFMy+yx59/nnMXL4ZROGECYxan05wcLTcvLgbAlHV86y32cHMzoJ0w35x1Js1+i4thTAorzpRBy1o1NDDu66/XzMy2NvqKjvbPRbD7gNv9ye0885hTAYK6E/A61c/Pnm5a0JX59XQg0YYNGzaMsMy3EMMy32zYsNEjw/7heW7Gqa6rCaCsWsXvIs8LZMjgxvhwK/JtMunk4T8jAwmkPCR35sBpMltEAlpYyAO6c+7mOWlpSt18MxK4UaMAWkxHRGGnTZum+3Rj++XnUwB9+HByEsh4QuZ7ww3I/WbPhkXW3AwY4fHAIIqI0O6YGRmcu3w50kZnXaiMDGpqzZyp1Ne+Rr27lBSAiwceAPS46y5qbDU1IfW7/HIkmMOGUYdN5rNuHfLHigqlfvITao+ZeS8tRfbX3q7U/fcr9fDDjCk21j8fAq4pheFEWRl9NTbSdkEBQI5IGWVf+Hx837KFtfd46Ds6WrOpnPvKdCg1DSLkODN/sh+WLNFsrpISAME77mDv9emDtDMpSbty5ubCsjp4EObgpk3UMtu40X8tBGS65x7tHtvcDLtt925YWlVVAJspKcyzvR0gbtUq9trXvsbel/V27t3vfhcAT6S2e/aw9v/+N+vb3s5a9+4NO+yTTwC5Vq6E4SYsO6W0SYBZG03A1fXr2Ss1NYDYRUX+DMecHOSmr7wCYJid7c+Irajwv85uuglQNTqaORUX6+srJobc7NvH+TNmaCOOq67Sdc6kbVl3pfQ9w9xLAg5PmdJx7c37kBwrjMm0NBiO5v51M4Vxi5M10gkWwZiggdoO5V7/eZkNnY1hWXI2bNg4w9EVnMiCbyGGBd9s2LDRI6Mn/+F5tgGD3T3eUFzqAvUZ6rp2dr4pM3OThprh7LO0VLNLZs/2d/Fzyt4mToT5IywVsy8zD7NnA4hMnqzU17/OQ/Kvfw04kZKi1Pe/T7vy4JyTA/DU3Aw7yJSFmlJOpxRz8mTANZFLmi6F4nb49NPI58aO1eNeuJCvpibqdvXqBeDy/vsARomJACW9elGXa+hQgIKwMN3W5s20l5ICO0/6EWOBI0cASGJikDMKEJWaCvhWUkINvNZWXm9vpz9xnhQpolIAVZ9+qtdw2jSOEwnkunXI/qTOWGsrX4mJ2vlTjCW++13OefRRxj92LIBtWJg+f9Ikpa68UoMbw4cj9ZRC8Oefj7NmWhpzeOQRgJ5t21jvjz4CXEpOZk2lAH1BAXNKS2M/iZRSzCeOHKHPlhb6CQsj90eOaJMGj4dzKiv5amjg+NZWxj94MHlUyt+dsqSEr6Ym3X5CAuvS1gZQ2asXezQ8HMfP9nbWMCJCqQsuYA1uvZVr8OmneX3NGiTSb7+t21GKeUdGso/kT3CPhz7S0jBF6NOH3ysqGEfv3jjCfvwxAF98PAB0XR39l5Ux58ZG+ho8WNcIlLUKC6OWnVK0/b3vAahGRNBf//6sU0oKe/Wzz7he+vVDLrtpE9dTdDTX+yuvADyLM2yfPrx39dWaaSfXsVL6+hQzi4sv5nrOz2cccv3IugiAV1cHi9GUfEttyFmzGLMpFTYBx2D3XJ9Py2pF1nwyzNlA922lOnd7VqrjvcwtzHvuHXfofxScLZ+tpzPOtr8zbNiwcc6FlZ3asGHDxhclerJ882xzG+uu8TrrOQVzqQvUp7muwR4uOjvfZIw43fic4zXNA7xeDXqY7cnPbrI3kZs5+1q2DMndG2/w8O3x8CUPyd/+Nu/HxfF9zhz98J2bq8EK0zHRKe8zxyRMICmg75avceMAqESiKXK2xYsBh2pqAIrEfTU5GZBjwQLYYxMnApQtW6aNDkaMABA47zzAmMGDYSC1tHDMxIm6npe4dI4cSX+RkYxJ6n6VlgLGjRoFiDVsGGPIzPRfi+XLeWgXY4qKCl30PiWFPO7erV1Xy8qY0/DhnL9vH3NtboYVFhXFXm1thfUkrqDnnQcIMnGiv+NtcTFjb2wEeGluBrybMoXj77pLs6RefRUWmbQ5bx4AztGjFORvbgZAWrlSs+yuvx730vBwGGz19RwTF0d+jh7VDqHh4QBXhw4BBgkgvHUr/SulHS5N5puAwl4vY25tBaiKiuLYCy7g548+Yp1PnGDOSUm0s3Ytr735JqzMo0cB8qQ24fr1zPmCCwB0t29X6rbblPrpTznv2DH66dsX9uPzz+t17N8fQHP8eEDdEyfYW6mpzFGcR9PTAbXb2xl/fT25e/FF9sWSJaxvair5GzGCvDQ1se+bm8lvnz78vmcPe+8b36APr1epf/0LR+KYGMZyzTVKvfCCdmT1egEtn3+efuQ6FrZaTg59Hj/OGEyTlLg41tBkw+Xmcm2IlP1LX+p4H5Jr2k02a75n3jdNx1OpI7dkia41dyqyfKc82ByLKb2Wc5XSwH8gYx6v19/UxCnZPRs+W09n9HQJrQ0bNmwYYcE3GzZs2Diboyf/4dmTgUE3QKu7xms+3MnDZyDgK1Cf5rrKw5qAS0pp6VEo54vMNJDc1O1BrqCAh/aWFtglzrZNlz+zuLmzTzMmTkRKppQ/+JGejvTUlCPK62ZNLrNN5743xyT1tXJy9EO8UvohViR8Al4UFWmpbE6Olvqdfz4MoXXrAKKuv163Kftn7lx/J0aR977xBkBeVRWgQlQU8tDXXgNwq63VtdyeeUb3LaDt2LGBGTMyF9m/GzbAutq1C+npjh26lpdStCU1yjZuBBh74AG99mKCINLhPn1Y9/79AerEsVQkmnl5zDsjgzHdcw9A4759Sj32GGM87zyAk1GjYMvt36/Uvfeyzrt3ww676CJAojffVOo//xMwKjwcSW5hIWPq3RugRvKxbh3zPXECQOprXyMX27YxrxMnWPvRo9lrcXHk8Ic/JN9y3ZSWAorn5DCPNWuYR1oaa9erF8DslCnaBVTW97XXAJBuv519s24ducnO5vjISADBMWPIs6yDU1772mv0uX07a97eDmB63328f/gwe+XPf6b9I0cY1/jxgHRz5wLibdwIMBUTAwg6fjwg65EjunZaaSnrERdHji67DHDw7rtZ740bybcpkzbljTNnAhLt2MGaDB5MW2vXcr2sW8dxkyZpwFqu8VWrNAPuuef8WWe5uQBuzz9Pu/n5rNuqVfQXEcEYRo3iPNmzgWqyud03nce4AXTOWnNuYV5zwe678fHaRdWtppzcg5xAYiBArbCwo4S2J3+22rBhw4aNgGHBNxs2bNhQykoXTkf0ZGDQ7UGnu8ZrPhjJXgoEfIXSp7Tn83U0Tgh2vrO+Wijjdb5WXs4DdFycP+BmRmfXzvz57hIwJ5j24IP6gbmwkHllZIT2MOzWrwAvEuZDrDzsmsX45Vhh2EnMnAmosXWrf1vO8+Lj9fqsX08799yjHSIXL9bsNHHiHDZMS/QEpBDQtjPGjPlzaSlA1g9/qNQ//uEP9pqAwSefME4ncCFy3kAyaQFNCwuZS1ER4y4qAlCR99LSOhbPHziQOnWFhUq9/nrH+lrh4bSTkACAV12NecOAATCofv97//lI3bHdu3nPDK+XnDqvle98B6BI1j0vj1wL2FJUBNBTWwsI5PUCpPXty3mbNmlpooC7AqplZdH+W2+Rz6Ym5pSe7g8Ke72c+9e/sg5/+QttxMVxvIDr8fHkVOqi5eYyrlGjOhpQiLx2926YdQcPwpAUyaqYD2RksIfHjlXq73/n/IwMpf72N9bh2DFd081ZU8zrBYgsK6MNnw+W44YNjHXpUr2Ww4frPZWXB8h6ww16P8te9nq1C/Dixaz1oUOM+cABWHNXXRVYomnu3UD3gVD+MSHt5OT4G2+4hfOa78yIxg0YM+9Bzmsw0Hlur/fkz1YbNmzYsBEwLPhmw4YNG0pZGccXLU4nc6C7H4zMB1aJzsYtstGjR4OzOaR9Zw0h6TM/v/PxdXbthOoqqJR2TxQJbLAQOavP5w8MmmCfGU5Q1HSbdOtPxrhokZbWurVljr24GKBC8hkRAWAi7Li8PCR+r7wCACd1rYSpZ4IUzjw5cyM/p6Uxj9WrYSSJhLakRIOYSnV09nSbqzNnznUy5cwmEKJUR+dKM29ueyQ3F3B340bYV6WlsO169UJOK2w7AYqUgk31zDMAdFOmuAOGga4VceVctkyDUfPmwexcuFDP6/bbGZfIWz0ewC9ZU7f9JT9nZFC3sLUVtl9+vr8pSVERDMWWFpht8+f7Gw6YeZR6aNu3AyiKMYgZhYUwKkeMgA0na7ZzJ5LTjAyAsW3bqNWXkwOIJpJIGbvPp0FNWSPTxKShgTFILUFhApoOvGYelAKsrq9nLL/7nR6b7CeRjsvaZWayZyZM8AcAZe0LCrRE0+wn0P2nK/fhYCC/mSfnHN0iWL/B2gh0ngXabNiwYeOcCWu4EGJYwwUbNs7xONeYb53N51TnG4xV1RNzebrHFKj9UNbBTeZlvj53LtIuUzLoBGdEOijrkZdH7ayEBKW++U0e0M33nWMTAGjOHA1klZbC3JowQcsUly3jYXrtWpgpo0czph/+EJMDrxfpoVIU8Pf5ACoWL/Z3NiwpgeWUkKDroD33HH2uXQvgMXEiD+9S6+rwYb4PG0Zfr78OU2bsWOR6o0ZRJH7qVOq4rVqlZaxK+YMGku/CQvoLC2Mu27bB1Nq4EfneG29wXmsrLJ6RI8ntzTfzvbpaqd/8hnpgf/oToMq4cYAha9diFnHkCMyisjKAsoMH6T8xkfn1788xt9yi1K9+peW3Bw8C0sXGAtiJ8UJTk66j1tbG+mzcCGMrKQk55+uva0fW4cN5b+5cpX78Y3Ll9WoW3ogRMK927tR9VFfDburfH1ZVcjIGB83NAFPHjwNetbczhvBw8nbsGOdVVzPH2Fhqynk8tJGYyLpHROhC/SdOcGx4OPNKTOR1qSUWGws4d/gwkk6fjzlcdhk5bmsjJ0oh742Pp82GBvLh8TBeWcfwcD0+MSKRsQ4fDmgmNeIiIvhqbGRscXH+bdXU0F5iIsfU13e8xnv10nPs1Yt+Kiv1HmhvZ8++/z7zqqhgvQ4f5lr96KOObQ4dCivwgw/oPyyM36dPB3RratJz69WLXIg0WCI6Wr8vZiJtbVxfERGss9SvU4o1+NrXYFb26kWeGhpYk4QEbT7xzjtcB9//vlJ/+APrdOQIfezeTXspKUoNGsTcpdafrIfUUNy1C/OG888HwFy0iLX9xz+Y5/HjAJJVVVyPbW2Yesj9S1yUFy3i3rJwIb97vVwvR49qF1u5P4hjan4+YNyAAVwzjzzC/UEp7hHjx3P9mFJiuW5NyW2g2nNurs+B6mUq5c5GdL7Xlc98c0yBfj4dfzcEc4PtzgiV9W3Dhg0b3RDW7fQ0hAXfbNiwcVZFZ26Zp+qSOmuWlsg5GQM90YH1dI9JpGgmeBVKv04XOzdH0ZEjeVisrgZMMCVP0n5ZmXaIfO01QJ/33uMBd+zYju87xyYyPXP8zjWWMZmF+EeMAKgQJ8rISM3AefNNHqw9Hh5wJ0wAwPjkE4AVKdQv4EdysnaH3LaN1xoa+JJjJCIj6a+9nQf28HD9Xu/ejHnXLh7qPR5eT0khl8I8GjtWs8G2bwcgaGrSLqNhYdr9UikeEKdM0TXHBNgLC9MAhvwu442M5Htzc8e1d8aoUcgXV6wAUKis7DjvziIlRYNA5p934eEaKHOLiAj/ubqFx+Pf5pmOnjaenhAm0Hcy0VlOk5O1QURnIdeFXFOh7OXISH9AVildR6283N+Rtlcvpa64gp8FhI2N5f4zeTIuyuJMLE6y7e3ce+RajYjQAG1KCve/TZu4B504oUFN83oS9t3gwfqeLffGykqOHzRIy2fj4zXAL7Lh3Fz+GREZqWXi4k4t7U+erKXT5meDUu6fG87PGidQFsiJVX6eOlVLgQM5r57q52gwN9jujGB/n9iwYcNGN4d1O7Vhw4aNL3p0JpE5VdllMAlbTywGfabGFMo6SK0np4zNdO80mW9ucjeT+aYUx33yCcyRYcM6vu82NpFGiuOec41lTGvWKPXxx5r9Ie6Fl14Ks0aO/+53AbqqqmCDxMTw3uzZPHT26wdL66WXeKAeOZIHpuhoHvIHDgTcExCvrQ1gSZhvH37IA2ZWFg+6XWG+iZSuqIgH1GXLdOH+gQNxdoyNZfwJCYxv5Up/5tu3v61dRK+/noe86moAgt69ASWvuIL5e72a+Xb0KOMZNAh2W2Ii4FhhIQXvfT7NfHvjDaUuvhj2U3s76/rBBwAGLS3UyRo7FtbUzJkU3j9xgnlVVPBzTAznxsfT9sCB5Ku1la/+/WEWffwxbKvGRgCWXr1Yo88+Y73GjGHcn33GWoixgEhPhw3jfGHpRUT4M99GjuT13bv9rwEBNUTuXFXFuGtqeF2Yb4cOaaZUTIx2lRXmm4CsAn7KGJTi98RE5puSAmurrY29JnkQIFfceFtb2Ydtbayrx0NOWlvZS/X1eu5uoFV0NEy8mBjWor2dnPXvrxlo4eF8xcezX6KitNtqY6NS3/oWjErJqURSEuCPsOI8Hu2W+tpr+t4hcxJ2ogDL0re4xLa0MFdZL2GsDh0Ki0jcUK+8kusnIcG/PTNnFRX0uXgxY6mp4f6QmKgNSJKT2d8nTui5xcXBXFu/nuOlRl1DA+t//Dj9FxXRRmysvtdUVbE/Bgzg3Oee4z6zcaM78+3VVxnn+PH8o0LuD0rR34QJuj1hvg0aBFhUU8N1NnOm/z1Urtu4OL4fOKDfKykB4N+/X9fJu/xy5p6Xp80kRJou+0rceZ2fH6b5iulSbX53ynGD1fZUivG7yXrNONXP0c7G0F0R7O8TGzZs2DiDYZlvIYZlvtmwYcOGjYDRnXKc7pDguLUXSh+BmA2mLMqUbSoVmqxWHkrnz9eOmfIw7JRqmdKrwkKlnnwSYOLWWwEY3PoSmdHChbpWmHNs5vxlDIFkSQUFgIwVFfz8+OO0/dJL1LJ69FGAudtvV+qhh3hQF6fULVuQzMrD8R138P2tt3jYLivjof6KK9znHGi9TClVWlrgvEvOn3uO8UdGkl+fT6nvfQ9moxT/f/PNjuBESQnAyC230N6vfw14k5kJoFRZCQAxaxZg5dSpugbasmXIcz0eAMk77mBeGRnsp+XLtaNmXR1tvfsuQMaePZqF+eyzAEw1NcwzK4t1ePJJGFBtbbCCRo6kn7o6gJxvfpM5CUg7dared4WFrOmRI4CNvXrpnAlg6fVqeaxZM23NGnLSrx95EBm2yBOTkgCeDh1Cdn3oUMd1M/e7Uuyjtjalpk3TLqr9+5Pvl14COBo5EqBOHGcFnKmtZS3GjqXN1FTWYOJEDf68/DI5uPdeZOHC/KqspN7gAw/4OzML+C5uv1Oncox5rVRVYYaxfLk24TCvmbVrAW/EnCIvT6knnuDnW2/Vx9bVYTghgN2hQwB6qakaiP/Tn/Q1bF4fFRUwZCdO7CjBl31fVQVoLUYiS5bo61Zkns77UmfSTbf5BQqnjNR533Rez+Y9yDkGtzEFYky7jSHUz5SeWC7Chg0bNs6CsMw3GzZs2LDxxYme8NBwqkWxu9vww208ofQRiNkg55aUABi4ufUFGoe4mJqukbJe27fDTrrjDh5A5cHYHE9xMcDM1q2aySRAj1I8zIp75Z13AjhImPM156+Udu10A9+ErRIVxbkVFbx2+DDnXX894FNKCo6bkZE6N1deybHCpDFzWV4O+Hb4MKCTuNaaTqaST+d6mQ6d06f7v+csZP/uuwB8Q4eS/+JinStZl717YXT98IeAMnfeyXeR5ApL8NZbqQc3YQL192pqaDsujn1gsnDmzlXq+ec1q7C0lJ8ffBBA7M47eS0+nrmEhcFYFNabsIdqawGdWlqoV7htm2YX/fa3jGHBAsDPAQO0pE8p5iCMKnHbFCBk5UpAtOef19LkqioAIJFO9+/v78oqRhdhYTAMP/sMEHjBAnJYUcF6CrPt979nD0hkZOg9rxQ5lJqGAvxcdhmsqMOHWSsxAnnvPdq87z7mvGcPudm+HRDoww9Zn9JSXjtwgPG+8gpzysoCOK6u5rqIiqLPvn07GmgUFbHe27YBhG3bpg07RLo3axbzFVab85qRtmQvbt3KOI4fZ11lnwweTL579+Za2rKF9dq3j+OysjTwpBTAoelKfeWV/q7Icr1s2ACwWFqqWU+FheyD+np/85l161iL5GQNHgf7HHEatgQLN4dip1t0IJMH571b7gPCRszNDcyYDtZOZ2GNHWzYsGHjtIcF32zYsGHDxtkdPcGp9lQBwK7KeU6G1eDzYQYgDoVu5wV6AHM+pOfmhjYGMW2QYu/9+mkQoqGBAvcTJugxSV+1tdqt87nnANoqKpDZlZdrgwileCCdNw+m0Ne+Btiwfz+AhjlfeWD1+bTbozCJ3MwsJk/m+5Qp5OSSS5T661+Rje7fr9QLLwDI1NUxhkWL/B06hWEmOVqwgAf+p58mH83NAC2ZmYxp6lQt+83IUOqpp2BFyfgXLkSGWF6upYA5ObDEbrsNEKGoiPF6PACBHg99COMwN1ezA+fNo37f+PGAJJdcAqCzeTN9rlihmW1KwQS7/HLknh99pNdrxQr6NeWyTU20O28ehfebmwF9Cgpgi9XVsTZKAYqsX09B+9dfZ8w33MD+ePllxrRsGfnMziafcXFK/eQn/DxpkmbYma61xcWATqtW0VdxMWyoxkZqWt1yC6ywgwcBzsRYoKrKf1+vWgWwlZwMMys9nTWQNXnvPQCm6GgYcLt3w5STfGzcyM979iCjrqlhzuvWwb7LziYvN97IfiouVurCC2F/7d4NICggn9cLaDd2LOMW2ee8eYz30ksBGOvrAdhKSgAnExJgHM6f71/QXwC4m29mfNdey3p7vYzvl79kL150EWvQuzfj2beP/XLeeVwLDz6oWaHl5bpm46OPAq6lpbFmc+Zo5t/o0YC6ArybDLUpUwD6MjJ0W+Z9yZTbi1utXENOc4LcXOb25pva1XbZMvZ5Y6M2tuiKa3Oo99/uKHcQyI3WCeZ1JXrCP6xs2LBh4wsYVnYaYljZqQ0bNs7qOJf/2O4Jc/s8TCac7CZTLtaZO53PBxtK6hhNmxb8PGd/blJIkRhGRAA2uEmn3niD+mnt7TCKxo7V4Jub02p8PG1t386xM2boWmWrVwOMSGF0iblzecA/ckQ7gCpFTagvfxmwTIwknOuUnw9DpqEBYOGSS3S9ICk8rpQumP7++7rgfHIyYMvhw4Aod9/d8YFYGH/CzHr7bRhN/fpRM0tkoeefz5pIwfOPPtIGG2PHMrcBA2AI1dZyrtQPO3JEF6hPSuL1G26gr4YGAJr6ei097dMHFlRYmGZ+KYXUMjJSu5kOHgzYV1cHiNLSAoiSksI5bW200b8/YOA3vsH4P/uM9iIjAZE2buTY4cPZI8J27NOHmm3x8bouXF0d/Zh9FxWxXnv3Updu/37mmZpK/vr1A7gSqaS5B59+mnWVOnFeLz+PH08ey8p0LbWoKPI6ZgzjGTkSCek997DujY0AbE1N9HnXXYA6//M/tH3hhZq91r8/c9iwgfOkJlx0NPk7ckTv0/POg8H3u9/pOmH9+yMPFfdUWZtRozSr7rXXyPuNN/KzOM22tDDHhATtehoTw/dZs7TM98EHdSF+kXbfcAP79fBhXXcsLg7m3erV2uFUgN3wcPI2ZIge7yWXACiaskmTpZqfz7qMH881ZEpe77mH/XP8OPm68EL/tpwhhfXT0tjTge6/YoiTkwMoWV4OsHv4MDkaNQpwOVSHTPM+0hljzi266vrZFclrKHGq4z8dcTKf4z3hs9+GDRtf+LCyUxs2bNiw4R89gR12uqInyGU+D0MHcw2lH58v+LqaIF1MDA+pMTG8F+g8qUXkxjpxSjePHuUh2ZRzmcdNnMhD+ujRrNPcuf5MMGfk5gLYxcUBJMg4p07VrBmzRpNSPEimpfHwf955sLnCwzm/uVkbHhQUdCxOrhTHtbcD6NTWaqZOYqI+rqSE9xISALpSU5nLxo0akFi/3p9RKGxDjweQZv9+wAalAMT69AHkEVagyFYTE2EviWxtwQJYTseOMa+wMMbb2AhY86UvwSC68kpycPAgv4scc/NmciBgXkEBa5yZCVtvxgyAyo0bGUdsrJZgxscz3n79AFZWruQ4rxcwoL0dUKy5GanjBRcAZtTUsE7bt3N+RARS2b17AeEyM5lvfT3AR3Q0/e7ZQy6rqzUge8cdsMG2bOE4j4exibtuWhp9mPXijh0DRPvyl3mvrQ3Aq6WF3H/0kc6jxMCBvCbrWVsLoNrermuRSd9tbYz1T3/yd/l9/HHOravj/ZYWxixmA0lJzE2At969GXdmJueKI63Px14RACw+nnUWt0xhiLW3A6YNHkwuCwr4OnSIc/v2Zc9//DFru3o1+/fQIdZhwQLeLy6GgbpunQYkExI0iFdSwnGVlVyPkp+xY8m/MN82bqQdZ70ypQDJCgthoNXXc53efbe+xktKyJnXS75jYwF9zfqGSmkgLzubPGVkwNArLg7O6lWK8ZWXM5e77vKvRVhUFFiK7qwXKfky/xGiVOifQ877aFfKAXQHyGS211P+NjjVPJ7pvwFs2LBhI4Sw4JsNGzZsfBHiTLl9nk1xKv9F/zwAQOcDmNT6WraMh87S0o5F+90c8MyHWLfzpLZYU5NmnbiNQSlAhq1bO7rKBXpYFAaHSErT03UdMqV4sBVGTVaWLpQfbE2cklizuHldHUDMzp082Cvlv05m33PnMnelAEsWLqTtpUsZw003Ac5kZQG6SNH0u+/WbqxuNaiysnRx+ro62GZhYQAMv/89fdbUAJoJMzA9XQOFI0fqAvPXXQeLJzGRh86hQ2EHpaUp9YtfaKDClAfv2EEdrKYmQJWNGwFL8vMBmgTQuflm8j5kCADt8OE6tyZL8qKL+Dk5mfNnzMA9MjKS49auJf/r1sFsq60FiGtvB/SRYv1mwXmlYDG1tQEyxcUhPZT1KS8HbDxxQtcKu/pqABpzH1RUIFNub6fvyEhqookJwe7djG/6dH4vLeUa6t9fqWeeAYzMzgZ0PniQnPftq92CFy4kb5s3M8cTJ1jLa69lrAUFjKWykjwmJND2jh0AcbK/leK8CRMYZ34+oJxS5P6qq2CMXnghedi5UwN2hYWsYUQEbTz0EMBdZKRSv/kN4z1yhD05bBh7YsoU3heH1lGjyFdpKWBz795ayiyRmMje++QTcjF9OseMGqVBysxMANWUFCTbubnkRgCyN95g7HPmaJZVZib7eMQI/1prct2aALusq4CQPh9zTUykbl9FBcB8VhaAmEjR58/XYxCJuYD3RUW0L/2+8w7vFxcHluUXFur7VmMjcywr00YxMk6lQvsccfs8DvbZfKqfL84xme31lL8NTmYcPWXsNmzYsBFiWPDNhg0bNr4I0RPYYT09Tvd/0U9VIuO2hunpPMC+9ZaWLJrAlvMc82fzPLOWkMgu3eRXzvYEOBFmmdvDnRliZFBbqx9+nXNoawOEEnZbZ2thHiPjFfmn16vZP2atK3Mt5NjSUgCqiy7SQIIYHLz2Gg/4Bw4AyMi5GRlK/e1vHWVkXi+AUXMzD+cyLq9XGzHI/AoL/WV55t7wehm3gH1K0d+sWYApTU0AX/X1AHRi9pCervsUkFDqejmjrk4DHGPHsqZOENdcg/x8JK0i0zx+HGBmzx5yI5LdadMAmurr+f7uuwBMixcz5xUrdJ21VauQADY2asZgXJyWRYoJwKFDmmm2d6+WvgrwqRQsPaUAnY4cAaiKjASQ27ePsfh8Sn396wBAzz8PeLZ+PYDW8OHsCVkT2adtbRyTlQXw0tbGV3g44JMwO//4R0C1yy8nj8KAU4pxJCWxN2JjYaRNmkTetmwBVPrylwG7DhwAlP3a1/z3xNq15C0uDiCstJTxXXYZ5xw8SP9xcbQrgNScOYCPwsBTCuDt0CGAtEmTGJ/HQ06rqwHtpk/XfdfWAngtX04uiouV+uAD2rnxRtZdmLWrV2vTjG3byGtFBef94x/+e0z2l1O2nZ8Pe3LYMC1RT0ykrUWL2EtO4F8p8iHzlnvKjBlcX+KY7GSfiQGI7CVTjin3rYYG8nTwID+vXq1NU8y+nQYJzvt9sPtyd4fUuxQA0+0zpCf8bXAy4+gpY7dhw4aNEMOCbzZs2LBhw4ZSp/+/6KcL3DOZXwJ8mAwsZwhQJMwqJzAVyIUvWIQ6NwGb5GFQxulm6KCUP6B3MuClGzAXaLx5eQAgUVGcZ4KQSvHgLvXn1qxBgvnii7Tr5lAozo6rVvk/hDsBBrfXAo1T2GLz5vHawoXI/bZsAWgJtAbp6TDCTIDQnI+AKv/935o1GCjefBOQLD2dul1Ll2rGXXm5Bkvmz/eXSP7gB7CWli4FRHn8cUCku+8G0IqO1nLc48d1f1Jwvq5Or6EwjoTpaO4ZcamdNk07WiYmwqjLzgZs83jIldSXE6ahyCuVArSpreW77AGTCZiZye+NjczP6yXv5eU6J337AlS+/jpAmXV0BEYAAQAASURBVOk+KzLLvXt5zQRllywBmBs/XrO15szhvXXrYNIlJsKelDHNmsV+bG8nnwI6m+3W1Sn1hz/A8MrNhfFWWQkImZhIfqUe3YAB+jy5/jZtIrfinjtmDEBk796AatOm+bNJvV4tXRfmmAn0hxIREdr9VPasXEvmfUrWNjsbMFSkoWLG4QT6nPd72WMmK87plizXzwMP+IOzZoRaEuDzisJCDYpahpgNGzZsnNGwhgshhjVcsPGFDFvM9uTD5q5jnI6cfB557q4+QmnHWZw8FDMEpfzrETlZa8425aEymDmE2zhMmWCwmkhmzbNAc5G2xHnTDWBbsoTC7LfeSp9m0fGlS/0lagLEZGYq9aMfAa4sXkzbAs5kZsKkmTjR3x1THswrKrS803xgV8pfwrZqFUBWVRUgRnQ0QMumTYxdJJXf/S6sr8OHeRCfMEGpP/+Zfu65h98feMB//ZzGFlKXTUCE2bNh3WRmYgaQlwfD6r/+i/wcOcL52dn+5wWbS10drJ+yMsYbFqYZeuefr9SPf6zUr34FUJWZiRQxLw+W3YgRtCVr8K1vAURNmADgVFGBhLK8HDBo7VpyNXMmxykFU+3qq5X6+9/JaXs7Yxg8mGOfeILx/+UvAHtRUeyB3/6WPl5/HbZiWRnvfec7Sv3857ih/vSnjCEujvcyM1mbXbsAjO65h7nNnMmcxRzhwAF+bmwENGtp4ZwhQzQQpBRsvj17YKhlZyOzbG1lD33nO0p973usvQBOAweSp+uuY+9/9BHHDxgAmywvj1wtWICE9NJLGe/HH8NKe/pppR55BCloY6OWoK5fD8ASFkY/1dXIPSdMAChOTwe0mzNH1+Pz+Th+7FhAvgMH2DMCDG7bBjtPXGofeUTv82nTMCxoaAAAjIpibjNmsJ+2bMFJ9uGH6e+zz9hLv/yllu+uX8+8f/ADWIj336+BXwHwlixh3FFRnPfSS/6/m/eOWbP4PTycsYiT7+WXs6+3bdOOxm7XnJgQmAYQTgZosHDeAzu733dmaOM2Rrdz5bhA4+3Oz0j7d40NGzZsdIiu4EQWfAsxLPhm43OLnvTHTXc5OPakOX1e8Xm4X55tcTpy4mzzdOy107mWzvEWFCDHUwrQRPpzHifufeIQKg+NIj296ip9rrTZ0hJYVuiM/HyYSXFxMIYWLgQwaG5GFic1zExQzQTbpH6aOFuac5ExvfUW7R040NGNdOpUxnzwIODMLbfwAC1F/gcPplZWUxNf0dFI6SIitCRw6FAe0vv0wRiitRWJXWwsD/q5uUgxP/vM39lyzx5Ahh07aPPyy5V64QXOq64GbBg4kPlWVwM2tLYyr1GjAD3y88lFbS3vtbcDGE2ZAhh38CAgT2YmZhR//jNOk2JGcOed/gYEycmALU1NtPftb8NAO3hQO516PDDOBg4EcNqzh3Pi4gBubroJieD771OHbMAAfg4LI39Sv0ykoBIxMVqy1rs3ORaQLDaW4xMSGPsHH3BcdDTA0a5d/lLXXr0ALDdt8u8jKop5SR7NGDUKAOnSS2FpSURGss6trbqOWkQEDC6fT8/D/DM3IkKvhxkeD/ulpkavmVLkqLFRz1cpna85c9hX5eUaSBR5aWIiP4tbqRm9enHNHDgAUCRz3LtXHx8bS38yBxmPmJC0tDCXAQO0w29SknaNranRBhGXXsq1d+217vkNCyP/zc2M+/bbAToFyJV+hY0YHs49p6FB74uYGKUmT+a4Dz7gdamz19TE+KZOhZHW0MC4ysqQpTY3M5fBg8llnz6AlkpxD9i/n2NkfaRu3tChjD0pifW56CKuCZ+PNZN1lT6bmti/99/Pe3JPF8awAII+H2C0eb8P5XOlq58Tbsebr5ljdLbndpxIZrv7c8rNZburubFhw4aNczis26kNG2dz9CT3pu6S4fWkOX1eYQsBd4zTkRM3Q4Hu3muncy2d4xWJnbO/YPMSuVxdnbu8SNoUdkxRkXtunGyKxEQeXhsaAIOamwE8zDpSZsF0n8+/zlJDgwaTAkmzyst5CBenUFOyJUCL14tUzuPRNb48Hu0gKQyl5mZAqaIi7Zh4/Lh2qOzTB9Bp6lQ95j17AFDCw3kA37NHgxk1NZz/6qv8XlnJ9/JyHuTlgb69HdChrQ32k4THQ37kD7Hjx2HfJCYCrrS0AFTs2gXo8uabgDArVzImmVdbm3bIFPZZejo/h4Xh8Prpp/Sxfz9jWb5cqSuu4LW6Oo5bu5b3BRQ6elSDReLKabp5hocDikgRfqkFFhen10bYVg0NGmTzeAAvP/igI9jT0ABQFR3tD5C4gX5K8XpjI2szezYGFeZ74eEARwkJnH/eebAy//AHd4Bt3Di+f/wxcxPwyOPR+0vGHBHBOKOi/MG8tjbG9O67AMO7d3NsfLzOS1ISYxLJpbQXHq5roknew8O5BpqbtdlIdrZS//wnfTU1aWdWMfZQSruw1tRopmB7uwbcior4fds2ADXnWoSHAwS2tGiArKYG19p+/djnAohGRuq1b25mruefrw1EEhL0NTB+PMebzLfdu8mj3J8yMpT68EPGX1sLwL9rF+OIiPC/DxQXA2hnZzPeF17gWurXD+BcALwDBwDpX32VNk6cYJzjxvElzDfnvVFqOy5ejIzVlOWL7N00XJA6lc4I9jnhBlAFM13ozIjB7TiT+dadgJiby3aon002bNiwYcMvLPMtxLDMNxufW5yL/0U8F+dko+txNklEP6+xnIzM1ClpkocfkUu59Vda6i91dJMxSR22q67qyAYRt0epfWW2Jf2PG6clh846S8FkqevWARJMm6bHk50NK+3oUdh6vXsjcdy9mwdoaT8zkzE2NcHGe+ABLVedNYsH8tGjAYJ27lTqttv8TSKWLfOXrooMs6oKGeSAAcguH34Y0KykhPwMGADQ8o9/wIzr1Yv2H30UYMG5rkrxu9dLDTIz75ddBtBy6aUAKFOm8BD7k58o9eSTgCkLFij1wx8ClNx6q7+bY3Y2OaiuBpR45hlyUVSk1P/5P9q59MILkQpWVyv11FOsa1ERwEltLefs3cv8jx9nLo88AntRmEb3389r8fGM+f77lfqf/9HmCiUl5OPTT/k67zxAkG3bYBc2NSl18cXahKC9HaBm2DDqlTU1AQqNHQv4M3MmQG6/frBtPvwQgOTuu2HDzZzJz3l5zCE6GnBY1iYjg/0VG8t73/gGOdu4EYbgmjXMNz4ewFCYUl4vYNM3vsHekNplAwaQt/79WZ/bbweIS00lrz4fwM/o0TAn29o0qDZ0KLJcpVjj738fJ14BuNrbuTZmz2YvHT/O/q2sBMwbNozfvV6ArIgIcv3Pf2rZptR8jInhvM8+4z0B3YUl2acPObn2Wq7ZjRuZhzATw8K0UYE488bFAepKvTeRsK9ZAxutoEC7vT7xhJamy71n9GhtSrFiBX2aMtAlSwCg9+/n+r3oIi29lntPWpr/vl+0iNfeeIN9PGaMHrOYTgS7r8r47r6bPderlz7HZHnl5GAqkZbG+mRksPYrV+oagcHiVNnTXf1c60629snIZ23YsGHjCxRWdnoawoJvNmzYsHGKcaakuGfq4SDU+QY7LlQAr7NjZs2C3TF1qn+RcjnX54PJI/XURH55yy3+ZgBOkM6U+pptiPNkMLmSs8aSyZwbOVKDCJMnaydCeS0Q+8TrRb4pxerLy3m9tRW555e/zMNyZ/Ixp/TXXCOT6SfzlTGGsta/+hXMs8xMAITycsCGxESl7rqL46S2nTlPN6DWXI+YmI6yM+e43Y6VvJ84QY4GDQKIMOdqyqLNdZTfTcmbUoCGtbXaGEIk0iItNvOrFL8fPcpY+vcHGEpLA9RJSyM3UvB+zRoAk4QEfyBy3ToYZE6Zs5k3GUtVld4X7e2AW4MHM4fERH9ptlLueVNKA0+zZiHVPHjQX5IZHq7UN78J4Lp8uZZrC1Dl8wHOCQOxb18kxr17AzSfOMFeEeDu3XcB8pqb6au6GmZZcjLgoNQtHDIEUK5fP47/4APWb9QowK0ZMwBaTUCrro7+tm8HxCouBqAcN84fWDajtFSDUomJAGp1dfT/zjvuUnrn/jDvL3366HqD993HfA8dAvS86ir/a8O85mSfOs03gtVUM69/GWNVFeDrHXf4731hvnk8rOFvf8uxaWnsW7cItX5bsHGZ4+vKZ2d3fOZZUM2GDRs2QgorO7Vhw4YNGz0vTka+2R0PAGdKFhPqfAMdZwIrSgUeu9Np0y2czp0SJmvuqqv85Zi1tR3bcXPOk/7FDVFcTJXqKFcypVzmvAVIkhADBWdB8UBurgKwrF+PDC0sDFaNUv5OmxkZne8FU/or4xV2i5NpaNZDExAgWOTmArZt2QJrZ/16wJXWVoAOOb+kpOM809N1fT953VwPJ2Ak/Zk5FgDLBClMYEopzTLLyelcKiffhZ2UkwMgsWcPLKbsbIAcKWAvuRRnSZ+PtZbfldIsxLw8fhfgLT2d/lauJGcnTpA/pQBhsrI0uOWUxZkgjVK6L6W0e+hVVwFINTRoh1qlYGT961+AUMuWaaOOVatoU5iNJkNuxAiYd+3tML6ee67jPvjkEySeQ4YAeCkFkBYVRTtDhwJuiaTUdKd9910A0nnzYGANHkybkycDQL73HkCW1L9rawOUfPRRxu/zsUYiQXeCohMnwpYU9pgc6wTfiooAxmT/rVjBnMT9NpCUvrjYvxagxMqVrP155/F7TAxtmfcbuTaUct+nMkYxaDGlooE+C2SMptupmzOq1IObPZu5r1zZcQ4Szr6C3aM7+4zq6mdnKJ8JnUVXPzctWGfDhg0bnYZlvoUYlvlmw4YNGycRwRwyQwknO8rtD/tTlcUEer8zN7pgDxhdfRAx6wzJw71I6UzwIZQ23ObhJm31egEWtmzBbCAjQ0vEBg2CeTNunJaKiczTTQJmSjZFtrVjB7XiCgpo1wTPpk3T66mUnru4Hc6dC0Ps5ZdhwT3yCA/sZvumnFXYWy0tsJjKypT62c+U+sUvALtuuAEQyE1iqpRuUyn/XC1bRrs5ORwjYwvkHmpKYZXq6MhorpPPx97eupWf58xR6v/9P3I0b54e+4IFgCYFBQAJ69bRTlaWUtOn46paU0M+L7wQYCYhAemf5N3M64oVtFFdTZ6mTIEpePHFAEd9+sCQeuMNDZrt3Kllg5Kn+++nvtYjj1CLbcsWZJRXXonk9MgRcnHvvcx/0CDYQlKzLDwclltUFJLQRx/Ve0rkuVVVMLX+538A8vLzmcuxYwAySUm009oKuDRtGuyvRx/l3DvvRB76+993dLmV9X/hBeScUVG4rr7/vt4Te/fqWm6RkciWhw3DUXfQIADAl17SDreXXUb/I0Zwz3r9dY7PzITNJ66bqamw5tra/GvTpaSwLkrRb1gYv8fEcB0kJHCd7trFtRkbyzyffx7ZaE4OLLfycthwgwbRfkQEY1q3jvWdMkVf1+Z1oBRzffVV1qSujvMTEgCcHnxQOyovXAgD7KWXAMsEYLzpJq79X/+afS33jIUL9TVsXnMVFexhuV6KizWIKXM0HY1N4Pjf/+b1sWN53fyMWLdOqWuu4fzbbqMvcXN96CHWy3n/cQP8O5PPB4quuJmaP4faT1fdVbsap0vqakE6GzZsnGNhZaenISz4ZsOGDRsnEYHkjqGGCVQEkvWdqpw10PmdudGdrJQ02PEi32tuBhgZNkypP/0ptAc9pxzUbNvNQdXtdVmvtDQeukWGNXKkrqUkzoWbNmk305EjAQQCtTVsmL9s1JSMKaXnLm2MHAlzSupljR2rQQpp35yzWS/uuecATaKi9IN+RARMIpEkKqVlZlK43k0SpxTg2+DBgEBKaYdZpxRTclNW5j+PYcMCy22ff16bJaSmAhC99x5sosOHAXfEETMpibU4cIDaaElJnLN9e0dzAWlvwgRke+IoOXIk0kAxjzAjPFwX9m9r4ysykrwdOkSfiYmagfXjH9NuXBx5KCvTbfXqxbp9+9tIauvq/E0NlNK1xFpbAY4uvxww8Xe/g72olD62Vy8MJN5+W9ctU0q7nMr8PR7mefHF5PXYMSScYhYQE6OZWrt2kYfWVo4LJWJj2W8mgJiSAlCUm6vUX//qPzYZV69e5KyujpyJiYUzzHNkPzlD6pJJLmtrdXsxMZzf2KhzEx6u5aZyPfTuDTD52mvMp65Oyy1XrqRWXFQUay6uqWlp7OGSEq7dpCRyKOMdNYq98tZbupbfpZeylgcPkrukJP0PhbFjNQjz5pu0MWgQ9/r4eOScsbEAhc57j8Rvf8saikzV/IyYNYv9EhbGe/HxWvI9ZIi+LpXyv35N12hTZuyUYHcl3D7HpN+T/UwLJAE/Uw7roYJqZ3qcNmzYsNHNYWWnNmzYsGGjZ0QguWOoYUoaTZaAGScjZw3lfLfXT1VKGux4U/ZUVwfIkpUV2oOeyA89Htrxev2lgqbsyzQaEEaXjFPWa948GE0zZvgz34QxJM6p4mYqDBqzj4wMQIB770XyKeYNbqwPpdyZby++COumoADQyMypKbk0GX3Z2Zrx9MADgFhpaVpG55Q61tfD7BLJpCmJE6DJHJtS7g61snbf/z7swb59yac5Z3P8ubmM49Zb6X/2bOaydat2TS0uVuo//1Mz3zZu1KygKVM08626GpAkLg4WXEQE7ZWXa9neoEFIIb/yFQ0QVlbCkKqvBwgTgCw5GUBq1izq/smaCqBjyiavvBJwzucDzBw9mvaiowFPhg4FCBs9GhMBn4/Xhw0jP88+C/iycCHsxKeeArhpbQUQaWmBtbV9OwBReTmvpaQARIWHA+pUVzPuAwcY54gRgEjDh8OuEudej4d+V63SuaypUeqjj/zBrshI+omKAkxqaQFgGjSIdbnnHswtRoxgLy5dSk537GBcJtg8frxSkyZps41jx5hPWBjzqK1lvgLSVVdrcHXnTvoXUHT0aIwmlILd9emngGQnTgBq1dbSbkICx6SksHd+8Qv2j+R161bYieHhSt14I9dPTg5j3LcPluFLLwHa9e8POJqbqxmsw4YBrPp82pW2uVmpCy4gB6NHM/fsbPLT0oK0WkweRFa9dCl7uKmJfVRXR54HD2b8punLokWAfwcP6j0u8k8xaDDvZWIMI2xNkXw/+CBtynU9daq+x/l87lLuUylfYErVnfL0k/1MCyQBP9nPwVONUKWuZ3qcNmzYsHEGwzLfQgzLfLNhw4YNG6c13Ir6d1W2GowhaPbjZLw5WQvBxiK1lJzGCqZk9p57AD5GjeKhOdiYgjEmTtaMIpiDoVk43XxNgBaRpimlQT1TPq2UvxNsTg59lZUBVEldNueYQ5nnuHH0JTJtp2xb2hApX0YG0rvt2wGB4uOZ8/btSIlNabAwAkeOpF1nWyILFGBVjAdMkGrKFKWuu04fv3gxx06apMedlqYZiUOGKPXHPwLOXHwxgNauXewLqT9WXs53MWSQIv7HjwMO9ukDW83rBbjZsIGxzJ4NO8rMjYDKSmkQ+y9/Yb379uWYW27RAO0VV2gQbNAgZM4C7M2aBUioFKDVwYMAeRERem3d5OKSrzff1GDYNdcwnnffpa+mJuShjY2MIz0dEHLgQN7bvh3A7skndbuzZwMs9u9PfpRS6m9/IxdjxiATV4o9lJysawrK9bt2LeDojh0AnBdeSDu9ewPyST3AggINJJ9/vrtEXH6+4QZAyxEjADD79WOc5j1DKZyLTQMXt2uhoEAbWCxfrveWsFrFUEMpDfq7OZkGu86C3edMgw6380MtoeDcE055ulP6310SzK4YPHRHH1YyasOGDRtKKct8s2HDhg0bNkKPU61L5xYnU4/nVBgBoTAEzX6cBdCdrA5zLMHeS0+HIbN6NTXCIiNhpuzZw1jCw3lIFhDPLQ9m+06gzy0n5noFAuRefZUi+Zs3K/V//69uNyeH8W3fDpAhoEJJCcc3NvLQP326v7FBXh6gT14e77W1cVxbG/MWRpM5VucaSP04n8/f4dE8VorjS3F76ffuu2GYCbi6ciUgRVMT7CUBqq68EhCnthYQSPpZvRoJYEQEwIZSes8UFNCnmBfs2QNYFRVF/7t2AdokJpKvLVtgLt15J6CYx8PvMm4xgigsBOQRCeuUKQA6H35IH3ffzRr07eu/fqtWAXxt3Aj4UlvLvCdNgsl48828/uqrOkfS34YNsK8OHADMkzajogC9xo4F/LjsMubV2AhDT1wrU1NhnY0ZQ+7k2nXW9ZO9vGQJcy8vBwQrKdESyX792GdxcRpcjInR5gqRkcxj7Vrkn2KmsGwZ63n4MCC5sLHWrAHYqqxk/RsbWf/WVoDB1lb6Tk4G+PN69Zrm5rJPd+yAQffccwBh77yjgVK57vbsQQ49eDBru369PyPQvBdMn67ry/XurY0RnCyoRx9lnebO9d97bteAXKvCPqurg2EXF6fBfDfQTSIYQy3YvUwiEIOrqMj/2gwU0ofsBenLaZYSbKwnU/PNbEup02MydKbMi2zYsGHjHAkLvtmwYcOGjS92mMDKydSlcwvnQ0qwhxbzIcpZF8zt+GARivQnPT0w+OMGkDkfUAP1MXEiQIpZzN5s32SaSF2n3Fzdbk6OBgKUog+3voKtl+TZ40F2N358RwDRlKOZD64CpAh7y5zzwoWATWKk8NRTgFmDBzPPsjLYOAIKdPXBNBB4unSpUnfdBatpzRpAzBkz/I0vVqxQ6g9/gF01fz5gyZ49jEtYTEox1pUr6UMcZ831FcaiUrTlXEuRCk6aBGAlzD9x33Q64ObmkpeiIhhdUlNv/XpyrxQg2ZQp9CXrJODhrbcC7pSUIINsbgaYWrSItejdGwAyKso/Z+Xl9Cv99OtH/9On6/VZvlypb30LwKp3b83yW7ECqfNnn9HXgw9qUG/qVP/i+wUFup5dWRmgoJhCCPtw7FjyIvMVJqFSjP0Pf4BpJwBiRQXz3b+fcW/cCPBZVwfgc801mEf06kUbo0eTq9hYwMT+/QG6lOoI9mZlAb7V1yMrlz0gwKXMS+TZUpvx3Xe1nF3AM8m1yLLN/egGFpnAlTihOoElN3fR3FzmkZjIuJ57rnPGVbB/Yph7XeYfKujV1ZIDTuZbV8oYuH1eBAPbAgGJ3S3ttJJRGzZs2DilsOCbDRs2bNg4/dFT5Cpu4zjZunRdeVBzfjfPdXvQOh0POcHGaz74dhX4k3pKSvEQbkoyhaklbA9hntXV8bpS+rXycs12yc3VDDezVlx6ugakjh3jfdPB0udDdldVRf2oxYt1LauSEv1AHBEB4CPMJqfrq1L0J4DchAmwvH70I2qd+XzU++rfnzavvZZzliwJ7Mw4fz7zXr8eCZ1IWwM5xV52GWtx+DBf4eEc+9hjgH8PPUTb111HriZN4pyf/IR8r1unpZp33MFY8vN5vb1dA6A5OeR+1iyAoDFjaHPhQoCorCwYZ0ppBpjUwpI6XGPHsnaZmfQ9Zgyul2VlAEQ+H2Dl6NHavdLrBfyaPp3x79hBm2LiIHkUBtHmzYBRJSWAZ4sWIZ2U9ZWxXXcdoOzx4xw/fDjyyvx8xrV5M2s9aBBrW1kJK2zXLmoTtrXBKluxgv7d9qzs5eefR3Z59CgA4c03s+8+/hjwd+ZMgKtnn+WY3/xGqW9+EyD06quZ77FjrEl+Pjk4eJDxxsVRU6+qCtdUkV0eP64dUdvbaWvDBsasFOOurycH1dVIaZ95hppoERHk/4c/BNwrKdH3vYoK7TTb0kJNt7o6ZJ91dcxh3TqAvJtvZi1PnACc27OHvK1YQU4HDdJ5ycmBZSfXn9zvystZ93nzdE3Il17S16EAb3V1nC/3GQHNlOoo+ZXvZrixgVet8l9LpwPxypXsMec1KnnKz4ddWFjI9WGGAM/Oe60JsOfn89r8+e73WPN+JdEZ2OYE/UOV+HeF+X0y/1iwYcOGDRv/G7bmW4hha77ZsGHDxilET3E4685xnGxbTmfSrtZ362qYD5bCUFq4kAfAiRMBVsx+TZmd1EQz5xmoXtPatTxwt7ZSp2vYMNhCbs6gpmPhunU8sE+cCHNIjhW31KQkQAbT+VWcDFtaqCUWF6fdCsPCOK++HmBHxhoo3wUF2gVx+nRAC1mjf/+b8y65BIaVAIqtrYzd40GqOGWKNjBITQV8OHCA75GR/g6M4gDb3Axr6YILOFacZcVxctcu5h4Tg7T0zjsBkh58ENAjNZWaXIcO0d7mzQAwycm0IwYJkybBGFq2jK+2NqW+/GVAgw0bADf+9S/mFBMDGPLaaxT6b2ujrQceIB833cS4IiKo53boEGBEWhrgU0MDANftt1OvrKZGO55WVtL+9Okwqn77W+Y/dChtffQRY4mJYcxZWewNGVtTE+OJiGA99u9njt/9LkDqk08CZKWkACxVVGiX1wMHWN/YWFhj9fXk/cMPaXvaNH72ev2vna98BSnv2rXsKzEXESno737HuimlTSpkjBER7EtxDZaIjKRGmsdDLsVNdMQIjj12DMZmezvzN91hxXhBIiKC6+v4cV5PSOC4mhreF6dccQ2OitLXp7jGjh+vrx+RGCvl7wJcXg5A1qcP6yPOvyJ7HTFCqe98x79moIw7NlZLtWfM0IYNPh9Atji8pqWxz2tquNa/9S2Ye0rp2pTmPVcpf5dSMbg4dAigXFyf3c4Jdl96/nlAwz59dK7FzbmlhfUrK+NaGzmS68QZwT4bArlPmyFSfqmDqFT3/APLbVyn6khuw4YNG1/wsDXfbNiwYcNGz4pTYXJ1J2uuOxllwdhswcZp1jNyq4/U3WE67cXE0PeddwKWbN0KcCGgmoBuSmnGmnOebky9nBwAo8GDATaWL/dnq0m41ZIbMwa2z6JF/Cx9itTzkkuo71VWxvji43nv3/+mL4+HuQlzbO5cHm63bOG43FxAnuhoQARhp5lj2rNHO27KHBsaYNFFRSHlS0ujwPzGjdrNctQogIU77tCF9nfuhBV04IC/FDc/n5+TkngIfuQR+p04EaBJzs3MZK4tLbDbHnmEMQijRsa6aJFSP/+5ll+edx7niZtpcjLntbVpYwyPh3GL2UR+Pu95PLRz++3kJi2NXLW1kQORBO/apYEJj4eH+O3bAQjEtXT5cgCw4mLNLnvoIaV++lPAnGHDmGtcHHNMT9fg09Gj7KGJE9l/YiTQ1MSxlZUATh4P39vaaP/RR2EDtrZyzNChsPaEUXjwIGP72c94rb2dPXPkCH1OnKjUbbfxJbXYIiKYW10d/ZeVwYAsKgKMEzCvf3/GU1XF+p44wXGvvUZbUVGAYNXVgGPR0azNj3/MPpB2Fi/W4NWePYBwAv5ERbG+Xq+ug5ecrNRXv8p10Nqq3Vh376bf2FiuhRMnYNC1tgLCxcbyVVcHaFdfz7jEcEPMNcaN03tu2TLmOXw4+27RIvb4sWPk9aGH2CNiDCHAXliYNiQxXUNFWp6RwZ745z9hbP70p8xNmH1Sty+YdNNkvOXlsY8PHdKssUByzED3pblzNePWyXwTYLG+nmvu0kv9Jdxu7TkjN1e7IzudqYNFd3xOuI3rVB3Je2KcjjquNmzYsNENYZlvIYZlvtmwYcPGGYqewppzRijOeaGc93mOUyntcOlkvpmMjJwcf9fNztozWXWFhe7zcjOhWLIEkKS9nRpfplOozwf7IyfHHywT59ScHOSnHg/Ms23bOubedGadPJn2TIaZU2obiN1nOhjecw8ss6Qk+nf258asyc/XksakJGSaIt107h9h8gRjGjrnJm35fIBgR47A/hL31Zwc1nbdOi3rfOIJ5I2ffQYg9MYb2r3VKePLywMUkfplsh7CmDHnauahrAyQYupUQMoVKwDHPB7qeEVGwlISR0sp7i/uqRkZyCaPHQNUEZbYsGHk5vHH9dzXrgVQbm/XrprinJqWBiiklL+Lr8iKxXlVGG4TJgBY7d3LOYmJgC5f/jLzWLcOcPfECX7fvRtgcuhQGGDl5TCohAnZ0MCe83gYY2wsjEDTIVb2l1kv8R//YHz9+gFEfvihfk+YdiNHMo72dsCxhgZy/uKL+toVYF0A3kWLAJcEZIuN1fstmAOoKaPuqluoeR8QJmpMDGB2fb1Sl18O6zI3V6mvfx02qvPaM/t268fJKu7q50UoYzfXSfbryfR1sk7OPaWEQ1fj8xz3V7+q1Hvv8Y+bv/3t9PZlw4aNL3xY5psNGzZs2Dh7o7OC/6Ged7ojlILXbtHdTLfO5h2oFpD5UOL1AtyYQFdbGw+YTmDFrT7c1Kla0hmqC2F6OuDDkSMAHkp1LLSuFOMJJL1KSAAAiorSklUz3NZEwAuTdeJWP8mUp5pjf/RRf8MGZ3/CapEQ18m4OOSVUVGAA5JbOaa8HHBp0SLNGpSxBKoL9cYbsK3uvps6WWlpnNva6m8AUVAAcFFZCdDR3Mw5y5fDLhSmommGkZamwZjaWtbpmms0WLtuHQDT8OH+9bPMPJqF+NPSdM63bQMwFcagRFsbgIxSGswSoK5vX16Lj0eu+PDDSELT0gIXub/7bgBArxdmnIxB3H779qVPYcnI2sXFseZ5eazLggWs+7hxgMxhYQBE776r2ZLC0lyxQl9Hx48DbN54I79nZ1M30OMhfx9+yBizsgBNn3qKPSJgjslGFWOHkSMB14QduXs3ANaqVby+fTvrKfXXHn0UEO7BBwGB33oLRtcTT9D32LEdc+isNybXgwBbskcyMmC8ZmT412ILFlK3MS8PsE3qM/btq9T3v4/sdNcuji0o0HUjne6hhYWApSUlGvAXIwIByAoKOoJ2waIzN0/zWoyP1/v1ZJjUwT4vgn1GnIzjaE8A7D5Pp9SJE3UpAxs2bNjoQWGZbyGGZb7ZOCPRE/5gCjXOprHaCD0+z//Am7XJhN3UlT/S8/N5gDVrg3VlvIGYFGb9M6X0MRUVPLya7DE3VpgUgy8u7ligOxjDKtADo7OPm26iULtSuDpmZWkTAifLbOtWDe7k5ADYrF0LK6e6GnBg507kgvv3IwFcswbQ4S9/oZ9vfQvZ4a9/rQuk33uvLppuAkdLlgAMTJkCQ+j73+f1557T7LPt2wF3fvQjzh0yBHbQbbfRXksLr/34xwAugwcDOIwbBxBQUgJYcffdAA4vv4xs78orcZOUvfHqq4Amzz2ngSapPSdgWX09jImdOwGo0tIwMRCG2VVXsTc//ZRaWb/4hZ7Tb3/LWF54gXz37cucn38eZlFzM3vz+HHmd/HFSn3wAfK98nK++vShXXHLfPBBLQXcuBGJZGYme2/QIPa5FNoPC6MGnM/H/FNTqeeUmkq+XnsN0EeOj4oCONm8GSD2s894PTyc9ejVi/20fz8/19TAroqLYw22b9eyyLAw2g4PR7q6cqWuixcdzfGVlbTR1saxra20KwYHUVEw4YYOJRcVFbQbFaXrvZkxYACgTVQUuW1vBxDp2xfJb//+jF3GMWQITDGRRLa06LZEClpfT/6kr8hIxiA5y8hg3pGR9CnHhYczHqmFJjlxq9Em/cbHaxDQDGE+JiSwL82xtLTwfnQ0uaus5L24OH/AV8bXlfB4WKfDh+mnvZ0+rriC+8axY+QnPJz3pM6a+V1kzb16MZ6EBMZx4oRmLsbFMb72dq4FmaOZG9lLw4drgwlhwwpo+9hjAI6RkazPwIHs25QU2KUDBsBejIjgd6lBKXHiBHUGzz+f61yMTr71La6ZUaO4TwwYoGsw3n471+SLL3LdKsX1ExWlZcNKadBbwvwckZqBcm8uLdVgvtt922TauZ3vFsFY2fLPBLNN53jd2ujs9UAh8xs9muPd+jrZCDSWZ5+FlSzgrf27NLSwcl0bNk4quoITWfAtxLDgm40zEj1VbucWZ9NYbXSMYNK2YIWjO1vzUP5Qlz/4MjJgxIiMLVQASh5SpB5X375Kfe97HceUl0fh91tvda9v4yYZLCwE0GlpARCZPFkDg0pR5L22ljbj4vxlSEoB2hw6hHytoYEHwHnztAzwlVeQlM2e7S/5qqsD4HEbq5l3n4+H0GPH9Pvp6TygtrXpWmjPP89DtYAbaWmACMeP6/pWCQk8kDY08ADdrx+sFPldpID19fTTuzcP0E1NtFtfz0Pol7/MfHw+xl5fD3DV1saxSvGgfN55Sr3zjj9I0KsXD9ICpBw/7r5nJOQhPSEB0Or99/X4lGIsycmsi7weFsaD8F/+Qt/btwNqRUYyRhOUkeMFADEBAulf/oyKjdXyPzm2vV2DP6FGaip5b28HZBHAzPnnmtn3qYSAWzZs9PQID+ertTX4dSVgsGmMEhXF/aWpSd+3BDjs3Zv6cqtW+d9LJS691N9RNjISNmZyMqCcx8N9tbaWtufP58usoSnmEXFxgH6zZnGP3LULsDkujvu2yHGFwSdSdGEDBjJpkHCT3rq5a3fWZqDPdzcgL5gUeNYs5NOxsbTTHX8fdvaPuj59AO9jY1k7+3dpaGHNN2zYOKmwslMbNs6V6M7i8Kc7zqax2ugYgSQhnRWODvReZ+2akZfHH3xNTf5ul/JHvtu5znYLCymqHhsLY8FtTFu3AsBs3eo+DjnH59Nti4xQCm0rpR86lILpsGcPbe7fr0E6eb+kBKBLCnT360fbJSUAhT4fII0zl0VFgcfqlGaGheni84mJAHbCoPD5tNOkUuRHpIbyIBkTA3BVXY2UTaK6WgNNbW2wtEQeKoCQPAQ3N2tHyooKXRstMlIDViZoVVcHY3DLFthQLS0cN3AgD1Y1NfQVE6OdGuV8EwBrb+fn48c5LjraH3zbupWHYnEUPXSIufzgBzChlNJAV1MT57e2alBr0CDGI7mKiwNgE7DKBL8aGvx/d4J4wcIE0syHf+nXLbrrf6ddZUh1FgKO2LARLMLD2fdtbXy5sfWcr7mBbm4gdHQ094njx3U/YWHcH48e1S64ra3awGPtWu0SGxGhwaSICI6Xa97jYVzjxnHf/P3veb1fP873ePi9sFADbnPmaPOIxx6jvTVruL9FR8Ouu+Ya7tt5edxLTHazyVLr7G8sp6GPUv4y1lDbDPT5br7u9jns/MxeujSwTP9kwzQRMj+PJVauhKX40EPc8+3fpaHFuWi+YcNGDwvLfAsxLPPNhg0bZ1V0VRpyumTDXWG+OaUOwc51nuOUh7r1VVraUSYa6pg7k+AEkvA4ZaTmd2dNplBy4hyLUkg7162D2fHEEx1zuGQJYJ/XixNmSgoAUlERD4sXXAALrKICqU59PSCTMPHq63lgrari5z59YKVNngwomZTEezU1AI3PPIPMc9cuAK4pUzhv/XqkjeHhyIIuuoh5vPceDMDx45E/7tjB3C69lAfInTv5/YEHAO0WL2ZclZU8tDc0MN477+T7vn3ajfJrX6NQvUiGH3iAB+JRowAiy8th4L39Ng/UY8bwXSmYfkox7rIy5Lw7diDz/dnPeC88nHYSE2HP7NnDa83NPOxPn878+vZlvMeO8cAv7p7R0YCCgwbx+r59yIKfeIKHRqU4d/Ro1jAqiteampDk+Xz8LA/9iYn0e/w4rJy+fRn7wIGwflpbWavRo6lXJq6Y8rDe3s4+kYiI0AzE9HQkiO+8AzDb2Ehfffow1rAw1r9vX9ZZnDXFuTImhvGLpDU5GdDh00/Zj0lJHBseHpyJ16sX401Koo+oKM5vbYU1eOQIx0VFuYOXkZH+xynFuKOjGePeveQnKQmGks/HPKKj2RP//Ke/dFYAJGckJ5M381il+DkpiTyYbEmRcgp4+aUvwcqU84SBOXgwbQwZopm20m5UFDXhvF6+PB7Nyjp0SIPMSjGf/v2ZrymRlflERNBebCzzkL99jx9H+rxuHcdFRbF/KyvZW+Hh7ImpU/nnREMDcwgP1+D22LFcTydOsA+nTSOvlZXke8AArvl+/ZS67z4Yw3Fx5EMp1r2hgbXs00e7LO/ezXX4xBNcL1u3ArT/4hfMs66OOYaFcR+86irmFxfH/e/ZZ5n/TTfxWSH39Lo6fq6qAiQz7ymmnNT8DDDfM0sWxMczpsGDuW5vvNHfDVaOO9nP4s+zBEigsgld7bun/L1iw4YNGycRVnZ6GsKCbzZs2Dir4lyXAZ/s/E7WYS6UOF0PEJ25qoaSC3EyFafJlBQegg8fpkj8m292PtabbwZUGTWKumm5uTAW09J4WDalUk8+yYPl976nzRICxeWXa2e6f/xDj9fp/KlUR7lTeTk13oYPZ0ym26bUaZNi7E5ZcXEx/cbGwsqQGncREbo/yVlqKnmrqOC7gGiJiQABkycDqObmAnb+4Q9KffObjEvG+t//DXAxdChAhFK0JXXCoqN5fd48f8na/Pma6dHSAqCQmKidTDur6yQP9dKG7BOpkSjMocOHmUt8PCBYezu5yczkS2pNiSuqUgAomZlaqqQU63DwIGv33e8iXzp0iHyNH69B2sREzYrZvFnLkqUGnABAl18OqLJ/P0BuXJz/PlTKX1InMvHaWoAcYSJFRpL/qCjAnGHDGOO//qXXpaZGg20CBlZXa1dOpQDFFy5k/7z9NucLO9OsgZeaChB+8CDg5/TpMHvFgKKoSO+v9nbAI48HMGb3bswYBLgcPpz9UVbGMVlZnPOPf3RkWKan87oJ8r/4Inv2+HEN5qWmAkaLm21iopZiS8TFId0uLWVfHDjA65IrcawVB9fvfU/Xsnv3Xdb96FFAtoEDOa+9XcshZ80ifykpgFonTgCwPfaYNnEw97TIKadNA/zbtQuw8U9/4np5/HHGdNddel7C5lm7lr5TUgBRnS6lpjPujBn62lKq83/sSAT7p4l5T2toIDcDBugSBcHu4T0ZbOqOsXX33ys9MV89cUw2bNjolrCyUxs2bNj4ose5LgM+2fkFO+9U3di6en5nxzvr2shxzjmINNZ073SG04VTnBcFCHAL58PCc8/5/y4PtQJEOPtSSjM+gsW4cUpt2gQTTBwTA7lXSvsioxJjA/OBZt06XCNTU/ldxuzzARDJA7RIY81C587+JKc7d8JWefxxwLFf/QoQZORIWHvmuB54gDE55ctFRUp9/DF5T0vj9exsmG6jR1Pv8OBBXk9P9wct3aRidXWw+MrL6U/cKc38mNJtt70fEaHPe+EFAJUhQwBSlAKMbGsDiCgqAsBoaQEEU0qzrsxC9v36AfQkJLDPXnwRAK2+Huny+ecDkAhQ29YGGDJhAufX1wPGNTdz/sSJtHf0KHvtoos0CFNYyDlOmXhJCUBefDyg165dAFk7dsCUKihQ6pFHYGyJa2V2Nqy6rVthNv3977z2yisAcatWsbfeew+QJSqKvPfrR59DhrC+ra3MPTGRPMXHAyg9+yz7vLCQcTz+OEDQjBnMd8sW5vCPfwBySc2/lhb2cn4+knIBqIYPB7w5eFAz0MLDuY5MwHXLFm2iEBsLsBkTA8gn0vVdu8hXRIRm4ykFgDRiBPOVPCrlby6Qnc3YJk7U1/uSJQByqamaGdmvH8eUlgLY5ucDgO7YwXGvvabBKAGuzD1rOpnK6wcOAETKtZ+YqAFv+eeAgGFVVVwrzzxD3vPy9N73evm9d28A9ro6zvX5WDOpn9YZaCIlFPLyOtbMct7TAt3bJNzqtCnV8/6Z1h1j6+6/V3pivnrimGzYsPG5h2W+hRiW+WbDho3TEmfyv6H2P7H+cTL5cHM3DZUt0Vl/TqZWMAMKN6aXSHFNF8S4OHcnvkBmG2vXwtTIzPSXTjnH4mQumHLbFSu046mb3Pd736Mu3fnnA3KY7AdzDubYA8l9KyoAchobydl//qdmjq1Zw/svvqgf7qWdjAz6XL4c4MV0aY2LY27muaacd/duzrnySr1Oq1ZxzLZtgBeffqrlf5s2UYuotNR/r5jAqHOeTgn0kiVaBjd6NODKDTdo4EFcFL/7XcCsiAjy4vEA3HzjG7jH9u+v2XuffaadKqurYfPNnQuQcOWVgCevvUafHg9znj4d4PKuuwCeRoxgDcWlta6O/t95R6lPPgFMUgqwZeZMQI3XX2cOTz9NboU9tHAh6/HKK5wnksZrroEBduIEoFxWFsDcvfcCiopTp9cLMPTSS4AuUj8wIYE2XniBsTQ2Ir2+6CLWa+RIQKYRIwDCKio4b8wYZMU+n2YFXnABfWRnwww9cEBLR1NTkT3HxsIC27GDvuPjafP4cfI9YgRMrtWrtYRz504YZf36sb88HtblxAnaj4lhrQ8d4rimJvoaOJB879wJmFlczJyU0qYqUv8xJYW+Dx9mTiJBvfJKXtu6lbzHx5PLsDClfvMbrvubbwY0njYN0FHuDfn57MvWVoCstjbG83//L7XRrriCHB47BhAbG6vUddfhRBwdzXxra/X1kZnp/w8Ck1VmuoQ+8ICWq2dna+ao02Ha/IfGu+/6s3XXrOHaGDuWvVBayvVaXAxI+Nhj7tJQ8+d//7tjrbFA9/7OPh/Me6rJ4gvkQtld7qSdhVvJh572d4Qdkw0bNj7HsLLT0xAWfLPxhQz7x8LpjzMpDz3XpamfR7iBXvL6ihX83Jk7nURn9XOCrZebZMrn44FeDAOiongAF1mjtL1sGcfNmaPZVvJw+Pbb1L0KC1Pqtttg0ZSVwVA5dEjLPZ0PvlI03ONBVtbQwMP1JZcgETPBwWeeof5WejoAh1kDT/Io9asmTdIMPNOxr6UF4GHbNg0uhIUp9ZOfMCevV6nLLgOkufhizdoTh9333wdwGjQI4OTgQQCX5GSkcc8+y/gvu0zn7Z//1G6s6emwkjZvhvHj9QI6CGAissSYGF2HbMoUQDCl9F4ZOVK7y06YQL6PHQMUufFG5iIS1qoqzundm/n36cN5w4eTw+uv5zyRJUZFAYqIcYiE1AUTh1mppxUTQ3sihxSnSFPmOGoUoI04QUq9vDvvJCcPPwyY4hbSr7DnLryQfO/ezZwjI/kuZhyBXGYlB0rpgvmJiQBD5eWsrXmOCWSZTrW9enG+FOGPidFAWyBn2eRkpLQHDgAqOUNMQ0wTEGeEh7N3JU+1te415JzthoVpcxCPh7UT45WmJvbXe+9pGanIb93mYTrzejzs9cZGPW85R+rKiWNoWBg5yM1lr4oMNjKSa2nvXi0fTkqC+ZadzXW/bx/nS18CzDY0sBYXXsh9ra6OtoYOBRCcMAEwbd067jsVFQDFUVFaRj51KkBabS33O7kH5ObymtQ3FAlsbi513kTGmpUFOLdvH/MZMoT2TSdruRebP5eUcL8LD+efCaas1Yz8fH+JbGdSU6dk3C1CcSftjs/5UB0x7d+PNmzY+IKElZ3asGGje8LS5E9/nEl56LkuTT2dYTKvSkq0BM50lBPpZaj57ex6C7ZeRUUAb6Zkatw4ZIPJyYBb4vjn7KuuDiDHZMgVFtJGdDTneDw8+JaVAVAIWLBnD8e+8QYP2s89R7tSwL6uThftDwvjfMlTYSGgVnU1D8xhYdT1Kiryl52JjPDjj3V/pow2I4Oxbd7M74mJgAMiO5W1Wr4cFs3ChUrNng1gIqBl//6AaUlJgAgREeTu+uthXsmD+tKl2k3QdF8dOxbGWkwMr9fXc3x4OGwer5fXx4wB7GtthWlmylvr6gCEXn+dnGzezHiOHOH1p5/mIbaujnzW1ZGzrCxAj4wMvre2AiympdHnpZcCKowbB/Bpgm9SaD8qivVKSQGwUgqg4dprqQc4aBBARGtrR9fZjz7idSmm39JCzbtvf1tfA2Z/YkAQF6fBPaVY208/JWcNDRhhDB0KY27UKHKyf78GfUzXy+PHGY9EUhJrdckl+rUrrtCuxQJuyfWQmAi7af9+8i3OvQI6OQE4jwdDhEOHuE7c3F0jI2lfJJyBor2d60lcdGVN5D0JuX5jYhj/lVey7ysq9P5pb6fflhZYbd/5DqBwWxvr4/F0HE90NPLZ5mYYb0rpcQirTnKVmkp/AuSKOYTcGwSgTUtDavzii4zt618HYBO2lNwHoqJYD7lOmpoYg9yzZD/JtXPwIN9Xr9bXWUsL19ScOdyDZs7EwOCee/wBUbluKyr458G0af41E7OytIx1/nwYqv36cbzIwU0na6U6/pyTwz2jd29/t1G3MCWybuHmUBqsvUDHdPfnfKiOmPbvRxs2bNjoEJb5FmJY5puNL2TY/1zaOF3R0/dWqJJQs7j9qTq8dYXp5mxDZElSjFyYb8JQMOWQTnljMOabeezcuVpCOn48D9pKaefU6mpAD6lVdc01FHAvL4etMmkScrhFiwBBMjOV+ta3AP5GjaKPQNJUp8TMmZ+cHORehw7BmNm6FdaJMMWcRgOPPKLdJmNiAARmz2ashYUAVX/+M/2sWweTa/lyHsydUtWCgo4SUqkTt2gRsrWKCkCqqVMZ45//zJhNQELYMMKSS0piDg0NtBEezhxee41cDRkCWLF1K98TEzlv/HhARgEapTbX/PnI4m68ESAlKQnQsbKS/XHkCHK5O+7QTKTNmwFSRIbb1ARwUlvLuFet4ndZ89hYQNK4OKR7gwdzTEICAFlTkwbqRo4k3z/7GftkyBAAyZ07YSj2789YxOghJwcZ7UcfwSqKjweo7NULEEccK1tbkeBu2cI6VFYColx4IT/v2EFf7e2AbcKwu/NO+n77bd5LS+N1qQMWHk5fYWEAQPn57Mn9+wG3EhMBdfbs0ddfejrn7NgBsFlTA1gUF0cfDQ1cJ/fdx17x+ViHfv047uOPOSYhgX2Rmsq4duzgWlizhp9nzdKOscKcGzgQIOjgQY4bORJWoVzTMTEa0Bo1ivvGxo0cc/w44+3ThzVJSFDq6qvJz+DBvHbiBN9HjmQ+48bx/gcfMOa+fTl2xAhALbnuTSm6SHynTGGtH3sMJrGwy1avZozZ2fxuGnso5V8zcedOfxMFZ0kAt/uZKZ0PJKc075tusn23e/KSJYGdrM37dk/9/OuO+Dzm+EXIow0bNnp8WNnpaQgLvtmwYcNGN0ZPl7x2Nr7Pw+HNfPgLVustEAjoNkY3OWywmm/O8TnlUkpRZ6uuDpbSrFmwnnr3xo1z/XrN4Bo7lofj5mYexuPicHSUIu/p6YElugUFHWu2OWVZK1YA5IkT6ciRPJA755efr9RvfwtrprkZ8GXoUOqSKdX9D3NO59aWFgCb1lYAS5FvifvowIFa4iYsp7Iy5i7g5vDhgJePP67BlhtuAPiYMwfwx5TlynorBbhx6BBzF8OFp5/m9379YB7V1AC4XHopkr5nn6WfW28FpBBZ6vbt5HvcOOYhMtn9+6m1ZoKVZWVKrVwJsCdyw+Zm1unGGzUA/MwzHJuUBGDrrGNoyqWffZY26upoY+dOmHJHj9JHeDj5iouDwVhcDDuzqgpgKS2NnLW2AhQ99BBzbG2lf2F77dql5ZDCiBsyhL6rqjhOnE3379csvLg48uj1ktu2Nvb+5MkAV8eOAXzdfrt/fUeRjO/bp/doczP7QinGkpRELTWltJNuYiJjb24GPBMn1eZmzcY6eJBz77mH6/ODD8jFO++QW5HRiyOr3H9MMH/TJvJcU6Ml7ZmZnL9kCddodTVjiIxk76alaYfZXbsYW+/e3Bdkfb/6Ve18nJXl/0+BYP+sMMdtyv8DXYOmXNTM+YYNge/HXfnMClWaGWpYkMk9evrfETZs2PhChJWd2rBhw4aNnh09XfLa2fhMSdDp6KMzpzsTmJM2nGNyG6ObHDY93Z29F2h8TrlUeTmgy2OP8YAdF8fr8+drZp1SmmlSXq5rZLW1AWjcdhvnBcp3bi7AzdGj2knQKcsSZ9JXX+XBXtgyzjxIcXgxA9i5E4aKzLszlmGwB2A3gwinU2ldHUCF6Tbr9fL6wIGaBWQCH06WnbR1ww3agfTgQYAKMZ4oKYH59tJLsIzKy2lX8rRtm3YtjYuDNTdjBjn5xz8ATj75hOMHDtTywkcfZUyZmcwtMREgbds2AJNNmwB31q/n94oKZMlDhrDWUlvukUeU+vnPYRQWFwPiFBYiORw8WKmvfAXwySnplpg7V6nnn4eBdeIE/T/xBHLHtjbGe8EFgED9+tHHpk2AaRERWoZ8/vmwvRITAcHi42lv2DByVlMDaDNoECy1qipye8kl5MhkUb30Ent7/HjyFhsLaPnNb9LHyJHM6bHHaCc3l5xnZODQO3y4//rFxCCljIkhd5dfDuDZ3g4wKRLhOXP8HXkXLuRLxiDus1dcwThXroSZ6PUChF1xhb6O5Ht6umZtmWC3z8eaDBlCzsPDAdiWLtUuyHFxALoeD3tWxiTMN7kOtm71X9+JE3lNnFNFFmpex14vbZou0CL/lzE4r1en06h5nxFX4qlT9T8xnOfLcVOndn6/Np2gO5NmhhqnQ8J5LgB6Pf3vCBs2bNhwhGW+hRiW+WbDhg0bXYhALo0n+8f+ybTnlA2JFPDRRwGJ3NzqnO2ECricisucU+6kVEdGmwlgrVqFFLKxEcBAGCqduay6jUf6FuMBp7Oe5MkpvZo7FwBBQDBxvXSTtcqY5PUTJyhKfvgwD+2LF9OHKSmVsd1zD6DH7t0AQP/6F6BBWRlsmyee8Jd15efjqlhfT5slJXx5vbBRRFa7ZIlmpphA17JlSBlFslpRgdSxrk7XbYuORoKXlqZBl8xMwIVduwBVoqIAJYQRVl8Po2f7duZTUQHjZ/58AKjhwwHRpE7ceefBZEpOBnSJjNR1x2pryY3UTpMaafHxmo34wguARhdcABC0cqWu3RUZSbvNzQA46ekwjJRi3GIIkZREG+3tHCOMwowMQD+vV6k//pG+xfCgoYG8lJezh/74R4BQN9OFYcMAwqSW2s6d+rh+/QDNREorf6rW1WnmXFISeW1s1KYC4eHajMCs2Savx8XRR2oqbe/bp80GpBZenz7k6MQJ2r/mGvITHU07ERF8r65G7hgZybrPmAGL7MgRXZutoYG2ExLoNyyMXD32GGBbWRnjPHJE5yUtje8VFf75Sk1l/rGx7A2Ph7GIRFjMEOrrya3Xy17s1Yv9deyYdm6Nj+ccMSdRiuurooK8DBnC3ikt5b1Jkzj/tdc49/LLATIjI8nhqlUAi3ffzbkffgizLyKC8Vx7LZJcpTTgff31XDMxMYB/Bw8CcH3wAesfFaWv2YoKLSsfMIB2pSbdY4/x9Yc/wCJMStKg8ssvawMSE8w272cynkWLAE+3bKHP++5jHrm5tPGXv3AfeuklpLDmfTaQIUIwtp5SoX8enko7bjJYMZ+orOQad2MTh/IZHQo7+1wA+c7FsOtiw0a3hZWdnoaw4JsNGzZsdCHc5CAnKxGRB4WGBn/3uM7aM6VGu3bBSFGKB8fp093d6pzthDLmU3WZc5MouUklV68GuDlwQDsKDhigH/JjYpCzSTFyU87lNh7TAfTCC2FiScFwcQWVPIWFUWvryBFqYw0fzgNqXR0P/WlpPKx/+CGgkIBI8+bxsL5iBQ96AqSIq+SIETxI79sHMLJggWbhvfEGTBkpEB8RATDQ2Mhr4eEUVzdlXXl5PGCGhwNAVFby4C7Sw/x8jvvVrwBPoqJgMIms7513+C7HlpRgOCB12KTYv9Q3S04GKBD5ZUsLxyUmalAnPBxQwVnoXlw3m5s5z1lc3yzun5wMKHTkCON2C48HttjWrVpumJwMO2vXLv/2IyMZY0ICax3MjdOtnzFjtGlEsONC+RNTXE/DwrSZgxTyPxPhdFY9HWGu++cRwZxOg50jgG9sLPtXjCoiI7lGmpu5FiZNAjzbu5fXxIXVbCslhZ9ranTbMn9xyRUQVSI2FlCspARwWpxThw3j/IgIwPOnnmKPCxidlASYv3Ur+1wk7yI7lc+Eigrunf36ccyGDVwLQ4Ywl4YG+vrWt5Cq19Tw+5gxXPPSvxtz2O1zS+7BU6fyD5SyMuT58k+BUMO8lyvV+edgQQHzuvxy7pfi0i1mKRdfrF/vyme0m5z3ZD5DbXz+YdfFho1uCys7tWHDhg0bZzbc5CAnKxERlzqne1xn7TnlfsJ8E0ZXoPG5tXE6XebcJEqBZK0TJyLlU8q/EL2YLSiFBE1cHd0cWEV2WFio8yCMiIICmDmVlbBSxozh/Zwc6n+1tgJGrV+PbHTNGt6fPZsH5bIyGDRKaYdA05lUorJSqXffBfD78EMewq+5xl9mO3EiLBRhD0VEwOIaMYL3BwzoKOuKi6N/kRW+9JI/882Uyr74Iu1OnEhx+PJy9sfx4+RW3Au/+10e1IW5pBQ5qq3VzKERIwCxmpo002fXLn6fNImH+i1byN9552lXyauv5vURI5BFJicDCCYlaSAjOZl1EAOFzZsBIOPjGYMAHV/+MkDFwoXkWupwTZ+u1Pe/z2vV1VxHX/86edq6FUbVjh2MtU8f2EXt7bCHPv0UYCQ8XNdWu/pqgNYpUwAOTEfT9nbaV4q+//EPwBkncNPcTJtxcRgrHD7Meh4/zutNTaxZRISuE+iM9HTNlBOWm4BM0dHsqdZWzQgLD6evffs02OkEJHv1AuDevl2Df8nJmgEox48aRZ6mT1fq/fcZa2oqTDPpMzaWdWppIScC3Eq9tshI9ozMV9ZR3IGPH4dZJ2vQ0qJdeKWOn4CWsi+FBZmayncBxy+4gDZKS3lNDB0EpBVW4PHjHJeayj6WPTFrFtf22rX0k5rKHERSmpGh55qUxHUkzLyqKu4z553HuWIQIgDXiBGM79//Jk+lpbTf2sp1JNdhVRW5SEjgXiHy9pwcxvb664BI4nA6erQ2YhDjEZO5u2oV94Z9+/hnwtKl/JNAmG/PPsu9Ljube9WYMaxzdjbjkLqLbpJ/Ad5qawH/nJ8F5eVcxycbbp8tOTmsh5PJlJtLf1u36vulnPdf/6Wl74HaDWUcbnJet9IINnpOWMmuDRtnJCzzLcSwzDcbX/iwFHUbZypORfrZHed3Ni6n5Ka7rhU3tz6l3F36nE6ggWRK5eWcK7XBzPpkpqS1vR33Qwlxyrz9diSMOTkdHzDnzeMBdPlyHlRDkSM55bTOn7OzlfrRjwBfsrKYXyB31sJCHoYXLeooYTXXSpwWx43jPVOKHEyya8516VJyvmcPY9y2jeMWLwaYlIL5wkDMyEACJ6w4qTH23HPkaskS/dC/eDHASX29dvZMSuooQZb1+/3v6W/uXF5//nlAh+zsjm628+cjGd22jbYeeEBL0qReWJ8+gKq9ewMwmMxKk0mZn0/bbW3MLzZWqXvv1fW9Fi0iP3Fx1I5LSwOsE1fLP/2JcxMSALLCwzG+uPZa9uD27fQfHw9YExUFe2rNGsYwdizjmDJFqeuuI299+jDXqChef+45f+bnmjWwB6dNA8A9fJg1uvBCatDl5THWhgbWqm9f7eT6H/+hnTV/9zvtIut0Y/3wQ8CkP/8ZUPPrX6ePceMAoF55hTndeCPnv/giwFVsLEzOt94C8Nuxg/lHRjKmujqugSee4Drcvx8Q7aKLyK2stZh2pKYq9de/0taf/8w+ExfY1FSMLYqL2a/bt8MCS0lh3w0eDFBrSsqvv551iozUe0cpfd2Z7rr79jGPlhbNQp06FRD244857+BBALaYGECzV1/VUuo+ffQ5UvdN7mNO11KlAMdkfy5bxh4MCwOwO+885pORodepb9/QSw7k5CCnFZba3LnsE7OGnfMeJ8yyQAYQYq4yfLjeo12pKSnXf2cGOWcyetp4bNiwYeM0hWW+2bBho/vjdBT8tWEjlAjF3CDY/gxl757M/pZzSko0q2fBgu67VpztiIPlpk3+/eXl8UAdFRX4oU3aMmVu6em0KfW+pN2sLH/HRaX4XSnYVVLwXxiJFRX0vWABPy9ejIRJCp0LI89tXcRdsKjIvy+Za3w8UlB5MO0sVyUlgBJ79jBOefAVN8SVK2mrthYAKiwMAEBMHKRfYQw6jS/kwTctjYdmKUBfWgpokZ+v1JVXAnytXw9o1NAASHDXXeTt8ssBNmprydX06cxfKQ28xcT4r1VYGOfKmskY588HbKuoAGARRt6HHyKDVYpxSFuFhcy7thYAUtbg/fdh4ogc8PhxzWJbuhTwYft25i81rurqAHZEPnvllboW3eLFfB87Vr/W3EzfRUUwnnw+zS4TltTw4eRq1y6Amv37cR+VeoTl5QCRsbGANxERAClZWazfzJm0J4w5k/kpzKDmZsAan0/LgpOTGfP77/O+1GZrb4cdFhWljQQGDSKnAq6uW0f/aWkAbO+9x/6T/erxkKsPPwToPXFCXxN9+9KXsPx27tSOr7W1gKJyrUsNwbvvBphLTub83bvJf24ugNCmTazVe+8xl/JypOKzZvFefT1zl73a1qZlx/LeJ5/w++HD7NXSUuZXWcma9u3LXhSARe6Bsu7vv8+x4eGAzIcPAz7X1AD8zZlD+889B/vv1VeZb2ws7MTlyzWIbd4DzXuW10v7t96qAWLJudTza26GpZaeTi6V4ru40QZj/SxZgmlEeTnrK2ULior85+q8/5vtBgLSTDMJeT/UzynzPmneo3oaw8wyq2zYsGGjQ1jwzYYNG6GF/UPq8w23IvxnKk7VUODzCKek0im7Mb939fxg5yilWR/Ohx+na14wFpgzvN6O7nqBJD4CjkjBbAGbzAc5U/o5YQKvl5byWk6Ov2OjyagrKdFzLC7m4V/AJp8PSeWkSZxvuneWlsKUiY3lgT4zk4d9U3paXw94kZPDg/2ePci8MjO13NVkp7z1ll6f1lbtZirHlZcDKGVkMNbYWF5fupS2P/iA/nr3hr2kFMBFbS2A2KxZsPeKizn+e98DsKuvV+qXvyQ/6emAVcuWAXiJ1G3oUMCGwYOVevJJalAlJgIiSQ7EGGPlSlhU1dX0W1wMsBQby5hkLZYtA3xSijHm5Sl1881IxZqaAKFycihWv2YNQMTs2bD4+vQB5Hn5ZeYSEUG+xowhTxs20MbvfqdrdEVFIQUcMIB1ELbZPfcwrw8/ZP2+8x3YW717M9a0NPJq7pFDhwBPBgygnbY2AJK6OsY8YADH9upF23v3cszHH9PekCHUk4uK0izF4mJYV9XVSn3pSwByvXsr9dOfKvXf/01bEyZo6eWRI7CLHn9cqZ/9jOOEYXboEGsSFcX833sPIKm8HGArMZF8CSstPBw2WW0ta52ZyVru2ME18s9/8l0MDfbvhyXXrx+/y5yamphjWxt7KyGBPTVlCvmSe4XUNAwPZ5xpaZy7Zg25rq3l95gY8rFuHf0cP440e+tW9kddnT7+9dc1yNbeDhA3eDBgWm0tYFV9PWNqbCSHbW20kZjINf3VrzLGzEzyJeD49OmcO3Ike/6rX8UcZfp0ft+zBxBy1CiArLlzYaAmJbH3fvYzrpujR9kLZWUdwW+T3VpU5C9lF+m+7MFbbiH3UmfN59Os2MGDARdffJF2IiK0dHrfPqTSV13F/qqv10YF69fTnzBMneYNcm+S+5X8g8Ltfh/Iidr87hZyH3e7NyrV0Q37TH42d4cjeLDoCXO0YcOGjS6GlZ2GGFZ2asOGjc813Irwn6k4VUOBYLFuHayM5ct1LbOTiUCmDPKeU4LpJt3pbD6B/tjvivFDoKLUEm7uo8K6EpDPDZB1M1NwjtUcR20t7JgRI3iAzsrSuZBzTebbyJEdC5Y3NGj3Qcm55PaZZ2C7xMUBiMTE8BAuNaaE3ZWWhqRtwYKOe97N0a+8HNldeztGCVde6Q+CHjjAw3xrK8DFhRfCtvF6YYK1tQHSLFjAg/RDD9FWbKx2s4yL0/Xb2to0qyU2FkOLxkb6kdpo4ryZng4bacMGfydKpQCNhg6l/RkzcGasr+eYyEjWc88ejo+KQip38CAAUkoKazF2LDJUs/7Z8OFI62pqOu6l8HDGJ+OPiaG+3Y9/DKB26BB5io7WtcGGDSNPpqlDRAQ5CQtjDP/+d8fC/b16AXaEhdHGunWa3WVGRAQ53LmTPqKjacs0o/B4dI00qdcmayH5DBSBTB7i4hhPa6vew85ITQXUe/dd2hk9mmvEbLtXL4DNY8f8mXuSg9ZW7SrrDMmtrFVYmN5vHg+vu43LGcHMKIYP59quqvLPgzi0mvmT+fTqxTludfXkuLAwvRaDB5ODbdtYQ3N/KaXdVCdPRlq8ZAkAaEQEX+PGsfc/+EBfe9/+tlJvvw1LTSleE2DNvB+9+y4AmVzLSgEWCjgaHc21mZPDvdT8PMjPZxxtbbze2Mi1l5nJ/e/ZZ7kG29pYk1tvZUzCwluxgv7kfmWGmwFCKPf77nAF78wt+1xVKnwR5mjDho2zIqzs1IYNGzbO9nArwn+m4lQNBYLFnXcCytx5Jw8RJxuBTBnkPZMZ4CbdUarz+QSSBXXF+MFZlNoZeXmalZSdrWt8rV4Nm6q6Wksk3fqQ724FwMvLYcEsWkS+m5t17bEDB3QuZJ5Tp2p5mFnXyjR5SEvzz7nktrqaB+I5cwAdzFprTU2ASkOGwPgRxohzz7ux926+GbZTY6Nmmb3xBg/PUmA/NRUG0HnnAWikpQEWNDUBOElxepEQ1tVR7+vnP9dmE9HRPJg3NvIlrB0BxAQsCguj7TFjABVWrdKgQHw84EJrKw/FX/4yuRPXRo+HfpqauAYElKmvh2UWGcm5FRWMdf9+Dcq2tQGEVFUxVwkxHBA3ypgYxiuA54YN1AsTY4DwcAARAa1SUzlfxhIVpd1rRY4YEcHeEYBMgCBxjrz0UtoRww0Jcfj88EPeFyntyy/r+Xg8tHfiBMdHRdGmsPPErEEiKYljBeg47zyAU6+X8Z04QRsFBYCOJ04wZgGhTLAuOxu2lhgrmMCbrHVaGuccP67XUHIu4zl6tKO7qMxN+o2IQCL78cdcKyKBNcMEzBIS/GWyYoLR0uLf5sCB2pDh8GF/k4sRI3Rtwt69yW9Dg74exo5l7CkpgFAmeOvxALLPmsW9paSEHMg8xanW3CubN3PvElONtjYt9xZZs1wDb77JnkxM5NzsbG0eYN6PRI7d3k4txEOHYMpJXb5Zs7iXiVw3JkbLjYXBN3AguXjlFXLg8XB/E5Oa+np+j42l3eJifi8u5h8JoRrzhHK/d/tM6Ux+6gTnRAZbVKTBty+CUuGLMEcbNmycc2HBNxs2bNjoiZGRceYZbxKB5CPdIStZvlwz304lgtXYcf6R7ibdUSrwfDqrqdNZHsz35eEoEONBXAPFfdSM7GwAAVNeGmoUFgJy1NbyEPniiwBd8+bxYKpUx/k5Hx59Pgrl79ypJVVORqHIWJXiodtkFvbtywPt9Om63pE8aC5bxmtSs6mggHZEClxairRWZJznncdDdk0NErWsLJgqpnlEUZGWu06c6F8gPjcXsGjTJs0Yyc7uWMy9ogKATxg6117LPDdv1sy3MWNg+OTm8nvv3gAYjz4K0HXsGABbSgrtXnwxIOS0aTB9duyAwfevfwGSHDkC68rjgR0UFwfAd+mlAHBS7L+uDobZJ5/w8B0fD9D54x8r9fDDzLm+nrpawuYZOBAzgL//HTA2LEypr30NQLClhTnm5+OO2tioQaLdu2EceTyaFXf++YCn9fXk49NPef/VVzln9WpdNy42ljxVVDCPmBjO+egjQB8x01BKMxgFkGtvB/gUoLFPH44TkGT48I57tbAQsOiHP0TmW1oKOCpmC2++yfyjowH1+vfn+IED6aehAaCmtpYcpKaS24gIZNYlJVwH4ni5bRtg42WXIUHt3Vs757a3s/aXX64BnzFjmP+RI/oajYzkKyFBA3wtLaxbezvXj8hQe/dmLPL+nj1K3XefUi+8oF1+V65kflFRgFJKcf8QwC49XTuiDhyoDTluvpmcDBmChPX11zXA9/HHSt1/P/uvTx/2z4ED2qChpYU2e/Uif0rRplL+kvNDh9hzV10FYLllC2vwy19qEwhxVjXvR0rBIN22TRtt5OWR+yuu4PeNG7lnyJ6Se8y4cazhxIm0k5JCngW4khqOspc++ID7jXwOt7UF/gdRejrniczdeb8PFObcBGzs6j+B3I4/3ZLPzuLzkISe6TnasGHDxkmEBd9s2LBhw8aZi6ysU2O8SQT7Q1ze83r1A464ZIYSp8NsxK3NZcv82WVpaYzdLM4t55kmAObr0p7z4ScnB+acuAMKuCt1rpTyZ04oBYtrwwb9++rVPGi3t1PP7Z13/N03ldIGCm55cgM9pa6dUnr85s91dRQ9f/ttHth9PqW++U3YLuKsqJQ/yOc0SThwgK++fRmXyTAxGSNSzN2cg9cLYCI1wuLjdV/5+eQkK4vfTeaeAKTf/CZjXL6c7ykpAAXh4QA6wogaMACAq6AAhqCAmElJsG3i4jRbc/169q/XC1ASFgYQ853vaMfL5mbA1muvBdQ4ehTwITqa3H3zm8yrpYV2Jk0CXNu3D8Dq+HFAw7AwAIgrrvAHT4RZFBfH9ev1MtamJo77978BX+rqADy8XmSpu3YBvL35JjXdlCIP11+v12/NGn4/fly7oP5/7L15eFXluf7/7nnv7MwzQ5ghBlRABRUcEJXammq1noJ6tFH8WW0djhXrKfYc4NseWgo9tkhbbUWjVYpDHeOpYqvRClVBBRUiY4AwZA5JduZk798fn/Ocd+2VtTMAUYb1XFeuJHuv9c7rXeu51/08d0uLzm/m95PTS8bis880K0kEISSMuauLv194AYZkZydr4YorCDNsa2M9HzrE/HZ0aOZbezvz0tnJPImSbUEBa2nlSoCmkSOZDwmLrq/Xud+EzVZTw3h3dRHaKqHNRhMmmORBq6yMDrVtawPAmzaNcV2/nrU0aBDtWbGCMfvxj7mm3G5APrcbgLejA1CsqYl1cP75jHVyMmHlIqQRDtPGs87iWrj6aq7BykrYdDffTBnGcOEDBwAE29v53OOhDAHeNmyIDgGdN4+1tX8/5W7fTpvHjeO62raNNorIiIBSDQ2MbVMTog5K0b6VK9kztm1jXDo6GGPZ+yR3pewFOTmMi1H5VO4TEs64fj3zsGULa8ko6mC1vwlr2YqZ3JutXKnz2C1aFDt3m1UuUKv721edA80W6LLNNttsszQbfLPNNttss+3ksMN1CAYivKWnMs1qfEbny3iesT/m8sx9LSqCyeL3a4dYjo+VwHvqVJ1zTikdHvrmmwCDwlITUGj2bH28FfPBrNSplAa6BMQLhXRCcwkzbW4GlBDARSmYPgJCmc2oUnj//dYsR2PfKypw+O+4wzp8d/RoAILGxugxNYKiSjEmM2bw94IFsNIiEUCx6dMB3tau1eCMgCdOJ0CBkTloFsCortYAgjCABChJT9cgj4T9ihJkMKhZjnl5sK38fj6X9SBCEKWl5KJLS9PhnBJW+eGH0Tmsli+nzKoq2FRDhtD3sjLql78//hhmYmcnDKqODoAJAQwlB5hxbvLyAHavu47x6OiA5bR+vVLf/CZjIWMTDmuga9MmzS5UCobUtm2Mz+rVHCOAV3s7/ZP8hUqxrgVkdTh02KWwwxYv1mzP/HwtEJKXp9f6ihU6tHHKFNhU5eXU0dKiQ65vvBHm2F/+Qt3JyczJZZdpAYa77qK9zc18d8YZmhG7YAFrZ8QIPRfGEFGxCRMAWyWENj2dtqSmMvddXYCsEsprtY9IvsH9+wnT/tGPYFY2NQGg1tbCdMzLo62bN1OvUcXTmBJAAO1DhwDlvvtdjhsxQqlrrwWgra0FrBVg3KisnJ5OGeEwc75wIS8WLr0UhuXHHzMGkyZx3Lx5WnFYwuhFHGbu3O7sNOn7D34AEH3ppVzr1dWUJdef2Q4nVYSVCrXV90rplACyZ5oBtmMJ8LJDQm2zzTbbLM0G32yzzTbbvmo7GVS7+tLHgR6Hw3UIBPTqa9ushAKMzAX53+wgCZhjzKsmIhJKcbyxLcYwUTPzz9hXyffmcMAWM4pNKKUBJGlfRQWOdXV19BgIq+rKK/lMcjMVFWnGk5kVJkwOpWBIWeVNkr83bIDZsmED/cvI0MCCsNyEfTV1anSollI6ZPSFF6j35Zdxro0A2dKl0aGowSAASGUl5c+aBbBTWIhTft99Sv3kJzB5hg2DGSZKj0YnXAQ/GhpI6i75trKzGc+nnya8WphBkQhgRjAIK6qsjDY9/7xS11zD53fdBeD32GMwb/bvp/yVK2HrDB4M+DBxIqDa3r0AIxUVgHxKAT5dfjmgzlVXEd43fDj17dgBSLRzJ32vrASEqaiAgST9DQYBaJSCIbd7N8wxjwc2WSQCWLR3L+G34TBA29ChsML272d8Ojr4ThQ1L72UUNvRo2nnddcRbiuqr+PGUebOncxlRwd1p6VR/8KFfH/qqayZzk4YVP/93xpwzcxknLZtA6z1eGjPvn06zDYpCUBKmI2trfQpEAAEGjSIebvuOsJK4+JYaxUVfP7NbwII/epXAGzZ2YzvrbcCvgkolpKiFUT37qUvqanU0dxMPZ98Agj10ENaDKGpSYde79wJkLhmDesmPh4gpqWFnIIff8znf/oT5f7lL5Tb2sq4HTgA+NvertTjjwO+dXQQKishyb/5DQD22rWMkdtNnzZv5pr4/vc59oEHAKjq6jhWwM5TTwXsE0ZiRQWMvbQ0xq2qiusjEtFqryNHEt5dWwsQ+c1vMqcCNDY1sfZyc5njwkKuMwG8Dh0CZBRQf9Mmrv0VK2jLiBHR7NgFC/RYzpoVLfpj3EuN17iZKWu+XwmbuKqK8o17rHHPra7m2p44kTZKPeb8cALGmxWmjaw3o5n3/IF+puipjt5CQntTc++t/SfDM5Ntttl2QpqtdtpHs9VObbPNtgGzk0G1qy997OmYw3nYjnWOMYebODy9lSltmzq1O1hlVk61Ur6TPvV1ro1gjs8XrUba3/WydCmObV0dzn5nJ87sjTdqRcDzzqNfoRBAUXk59aak4BhPnIhDW1qKM25UPxUV06QknOPCQi0SIXmkCgvJBfbRR6iU/u1v1n3dv5+ykpPp3xdfEPI3YQLAlDC95s7FqX/ySfoRDFJnayvn1tcDAsTHR6sfNjTwWwQhgkH6WVlJPQkJABCRCKGTra2M2Y03UlcwSP8jERx6j4d2hkKAGdXV0aGCbjfj0tICwGI2YZMFAsztvn2AVh4P8yXMqylTaN+OHfxfUwOTSML/lOL/jAwAO7ebtsh3wSC55jZs4HuvV7fR7+fvnpQ2XS5+JydrJpjREhLoo5nB43YD8EhIpbTHmMw/Lg6ATBLnu918Hks1VMpVKjZjyGhOpwaxrEyUaaUsq8fixETmLxym7bGUQc3lGsvy+WiLjIWAfD2dY7aUFL4XwQdje0WVNJYSal9tzBjWniimitKpudxgkHGQeRo2DHBPKa382tnJ9ykpOldfV5cOOfb5mPuf/lSp//gPQDmvVwO18fE6DLe+njWWmsqaufJK9oGHHoKBWFjIPmncq9esAXCeNIkQW6V0eHBREfvTs8/SnpQUAEbjSxKrXILyWShkHWYvoeNKaXDN+P8bb8DsdLtp76pVsUPmjaqpfVFPNbZhoJ8pjqSO3tTc+6ogfiI/M9lmm23Hjdlqp7bZZpttx5OdDCEafeljT8ccTkhNrHPk8+Ji7cD2VqYx9LI35VRjPyRc0MhSExGBqirdHjMAKGFWiYk695LkGuptLM2gY0EBTqgkRHe7KdeoCKiUdlhHjtQJ171eALdNmzhHEswbBQ0WLsQJ2r5d50SyylMngMW4cdHtNfbV6QSECYWUeuoprch54ADOvsOhGYESkirsr9ZWQKu4ONQMExNhVRjVD0U5tL6esaivBxxLTqa9Hg+OekkJAGNJCZ+tX0954TDAl8NBPjXJF7ViBZ8LoBUfHw3mXHEF4KGMfzgMy+vgQUChjAyc/337ACmSkzk3M5NxlTC+SESpd96hHL+fc4T5FhenhQoE5FEKIOTGG/n+3Xe1kIHXS90CrBnN4WCchEEmoJOMnVIaDJC/J0xgnMVESVXGQdQ1w2HmVcCisWM1I02AKStwa9Ag1rao2hrDK/1+zV4zmoyD00kdKSnRudZEcEFCT5ViPRjBrexsvV5kPo31trXR10AgWnnWDISlptJ/AXQbGqJVTn0+frvdgEyitmu0zk6t/CpjLGMRCGjBj6qq6GMEHDWqvEquwfp63W6Xi1xwO3fqa6azk71g1y7WZWOjVqSVcfP5YMMJ+Nzaqtsm43TuuUq99x77xfz5XNNdXVzvd9+t517CgWVvGjlSqwFLfr66OkKkhQ3ocsFsnD5d74sVFSjrtrXByBNWnOxzc+dy7KxZsEJHjdJ7bKx7xH33aVbvzJlasddosXJbyv8VFUr985/0pbQ0GmwTQM947rRphMjOn08fjYzfWC+NvoxniiOpo7cQ3d7K7u890DbbbLPtGDGb+dZHs5lvttlmm21focVSBz2c0JTDYb7FKtOK+WY0qzf0PTHjrOpRqve/jfVa1VlVRSiZ5EgSJ07CW3/5S5hphYVKnX129LFr1nD+9u3dVViNLBMxY64yI4ukogIRgJEjY7M9qquVuukmQKmUFELzkpJo49atOKyStN0YurR6NYy9kSNp48qV0X01OrDSn/XrAcyWL6cs43rYtg2H3OMB7LjxRoC20lIc71NPVerhh6NZMUuWELrW1ARgOmuWVkZVinHbuZO/3W7YhkrRPgnH/PRTgLrqah2WZmTZTJgA+CZKm42NACiVlYAbb70FoDF1Kse7XIy1CJvcfDPz8PWvK/U//wPDMTOT8XnjDQCcQYNgPc2YAVPx88/5/LTTAOzS0gAlMjOZH6VgI44eTdlbtwKiFBQwX3/+M8f4fPTD6+VvYXUK2yszU6ty/uMfzEFcHODPKafAPNy5k/U1ZAhjm5PDGAwZQvskt1tSEu1JS2P8rrkGkE8pwLR772X8zj6bhPq7dzPm2dmwqIqLAYQuv5xynn0W0MfhoD0tLVoh9IMPGMdLLwXc3LIFgLmqCtCqtpY5euABcoh1dir17W8zHxUV1C0AkzAq9+xhPHbsYD5lnBwOrpuGBtrg9bKWvvY12tHZSbuU0oIPXq8OF37jDdbEz37GOlq2jHpvvBGgy+2mLRMmsMbGjiWEWBinPh9rZfVqwNJAAHDr1FNR4V24EObmF1/Qt5YWfsfHa+XaCRNo5/795LH7/HMAv7ffps2yHkRh+JVXuJ4fewwQ8eKLGZdTT9UhymZlZaXYGx57jGNGj+Z6lVyVse4J8rnsLbffrsNbZd8T8E1EG/rLvlq7lnrOO4/1IcxgK2a1Ut33c5v11bvZY2SbbbZ9iWYz32yzzTbbbDuxzCqHTG9suFh5Z4yfW+WbEYslGtAf5VQz080smmA8rqe2m4E7Mav+W5WfkYGDWlYG+CRtzsujzOeew1EWUKukhHAtSTJ/3XUAT6tXR/fXyOyQEKyiItoVCmlHUsp97bXuioHGvmZkACQ884xSl1wC4CVlT58enb9NciwpFc20E+f544/J5fTuuzpfk4g0LF1Kf77zHUA3Ya/IeigoAPRISiK8LRjUDLeMDICp1auj89oJi+OJJ2ir1PP88wA3O3dq5qJVHsCKChg9GzZwvNdLe4z5pUIhAITMTECuQ4cALEIhmEnjx+vk/hMn6j6PG6fUnXdSzg03MF7btgFcOZ3M9YQJmmn5zDOAIZWVAJCZmYzvjh2M7RlnaMbR6afz+d69sJNcLkCFJUvoYyDAZzk51DlxIv+Xl9OXTZsITQyFAH5CIcBXl0urwmZmcmxREYDZgQMASpddxtzNmwfIMnmyBqlaW8k7NmwYIJKAHOXl5CATlqWIBigFSFNUBBDtdgMMjR7NXGRlARo1NGjG58KFhGmWlwNSNTbCaktJAYR66CHavWIFudTS0hijuXOjgaAVKwCPw2Hmta0tmg06Zgx9qq4GtPnHP/i+spLx/eQTxvejjxi/zMzokMe33tKsSJeLsiQ/2V13UYfPBwC3YwcMtYQE5srvZ5wkJDQlhWviiScYo7Y2gOM1a7imdu9mzG+4gbUnfXG56LPDwRpXinnfvp12XHstxysFgDhoEPO8ejXCKcEg3+/ZQ064UEiHtlvtwcEg45CVxbUle1df7hUi5vH73/N79Wq9v5hzc/aX+bV4MddtZSWh6kp1Z8uZQ1/lc6vftnU3e4xss822Y9Rs8M0222yzzbbj047kAbsvYSk9gXt9DYM1K3yKaIIVsNaXth4OcNeXMkW58dFH+d4YFlRYyPcNDdb9E/BAEoOLWqk5RLeoCAaQqB72ZsGgBjp7mytzn5ctU+rqq6MBDqV0yJbZoTXb/Pk6Cfu6dXr+jCDfggUAGhI+rBQgQVZWdD0VFbDsJkzg7yVLOHbFCs3WkX5mZWlBCAHdlOrOdszPB1R54QWAI5dLK1saw9MEHCgsBCyrrIwW0/jOd3S4cGIix1VXc/7OnQBvwSBj+cknOmR50iStCDp9Oiy/det0UvgLL6Ss22/XjKxDhwAthanY1ARIKCYhg0uWAOZIXUOGsPYKCuhbcbGeF1l7W7dS75QpgHmNjYCROTmUNWeOzkOYnw9ILKBdMEhbAgFCDx95RIe91tTwOzeXNvj9zI8o427cyLjI+VdeCXBVXs7YiMrsk09yrohNiGhGfj7jNGcO66qiAraWUgBfIgAhIdRFRfRLKa3K2tFBf+LiYJOJ8qw55DE7m/ZceWW0SMnHHwMwjRkDC/Tcc/lfQlEvv5z1O2oUjLbaWth5997LeN93H/OxZg3AYiAAaDZrFuePHavU66/DZBOxlvZ2DbiWlNC36dNZc42NtNXn07n9ZB+VUNT8fEBDyV8p15qRcTtnDiBfZiZ1WOX8i7W3GPcLYZ6+/jprz/jioKeXN7HMKuTS6j4R6x7Tl/39ZDd7jGyzzbZj1Oyw0z6aHXZqm20nkNn5QAbOjsbYShnmUEGluocW9TeEVMKJhg/HsRHWRF/CWo0hphJa2VO9PSXttqpH+rtsGQ6u5CMKBAjXHDGCEL7qalhMubk4tJ98ghMaCCj1859rVVAJxVJKqwzKsTU1ms00bBhO5aRJMIUefJD/N25kbNasgdX03nu0s66OMLXBgwESmppgyyQk4DiffjqMjpUrcdpPPRWg4J13ABQ+/hj2TFJS91AwpXTI6/Ll/H/bbTjqkycDRMhamDoVtcz6epz0Bx6g3ptuIoz2/PMBlnbtAgR64gnYSMJykgTwki/r2mtJ+n7ppYAHpaU4+y0t1DFrFnOwfTuMp4ICjhOQrLmZ9mVl8fmYMTCFdu7UoaECejkctOXii1GkFGXU8nKdxN6YfD89HQBGgBelACciEebTLJYgKqNuNwBUKES5hw4x5zIGeXmU8+mnlDVqFEylfft0WenprBenkx8BpqR9Al5JDrieRAMcDuoTBV+jSWL/cDj6fKcTYElAJLG0NOampcVauMDj0WIAxjZ5vbAavV4N/vUmdBCrL/05x+Phd1/EGpRiTRrBSakvK0szEq1EKSTPntcLANjaqse1v+2Li2M9SF45c3+lrtNOg1XrcmnAUin2BFkzLS0AZ+3t0bnwvF4tuKEU6yMpifmtq9PCDaEQ10xbG+VJ7kEZg4wMxmXECKUuuojrypg/Lhhkv3nwQa6jf/93pf7rv1i7kyZxTd92GyDryJGAgXFxXNebN9MWyb949tkAvg89pPfqSy9V6vrruV81N3Puww/Ttttu47f8P28e6rS/+AXt+OgjHeIqvwVE7+meJvck2e/NIf/G44x7rPEcuaeWlHBfmTSJlwiHc//u6f5vdT89Ws8Kx8qz3LHWHttss+1Lsf7gRDb41kezwTfbbDuBzM4HMnAWSxU0llk9rEoZkocpPV07fXPndleWMyrC9TanorKWnIyjKOCbeU1YAWeFhdGqdbHy7xhDBM1qeD3lgJP+Tp2Kc7htG87q4ME4eCkpSn3ve+RteucdDTCIaqLbDahYXx+tCqoUbJ7ycq3E6XBodcz9+3UyeYcDpzcSwYEcNgxndvduHNukJJxs4/Fmx97nAygKBgHjWlpwkCXkrbNTt3fMGBzlZ5/FqZ0yBZZQYiJ9LS6GkdfVpfNLxVK4FNXKrq5o0QEzkCOJ8I2fezwayHI4CB00Jtk3HufxMC7p6cxXWxtAndlcru5AktHi4ihLQISBNivwxGqMbLPtWLDDAUTFjEIfRouL02CtUTDE7WZ/NbJYHQ7AQ2M5LS0cK/nrZszQe3UgANC9Y4cWVhH235tv8vvSS/n94YcaiFeKvSQ9Xe+1ch+wUgI12oIFOjRW8i5a3QfNeUZXruSekpqq72WXX06oucMBOChh2v0Bknp6thqI3HXH2rPcsdYe22yz7UsxO+ebbbbZZltPZucDGTiLpQoay6xCa6xU3oTtZJ4zc3hQb3MqIT9GVoGxHCM7zax2Z6ViZ7WWjMmzZ860DhG1+syK+ZaRAYgzYgTfi1reunU6J5hSmvl22mkk0jeqgirF+HV1wa5SijIyM3EuL7oomvm2cCHMiIoKnImSEuq+5RY+E1ApLg7n7YwzAASDQepISIA94nYDqO3di2N46JBSP/whZSYmckx6Oo5pQwPsEq+XcsJh6rr9dupPSNCO8xdfAFoFAjipopI4eTJsvRtuYC1ceinA2BtvwDx54gmc4dJSymxthUHj9cLIGzyY88aPJ9/c2rXk/Gpqoo6MDABLny867PGDD6izrQ2Q0eul3AkTYL01NQFoKqVZQcEgzn5qKnU4nQB65eWUYWZHpaUBVH7wgf7M6QTgtgoHFtaUMM3a26krLo7vtm7luLFjGduNG1lDTiffG0P0YgEZYl5vNAPLqBxqxbYygipGgFLUT6U+o1pndjYgsVUfY1lqqmb4GeuW+XE6o/s1kOw3p5M5T0+3Bmr7U3ZSEvuQkYUYy3qbO6MJoOTz6fDY5mYNlvfUxtNOgy2Znc21JUqniYm6DAlTNrcnGKTuujr+d7lY68EgeeZqanR5gwfrfICiXrtnD/28+GJCQ884gxcFwg4MBAC4HQ7WeyTCCwQz823BAoQ55OWEtPf66wHXbroJZmxaGv3du1fv1TfcACPxgQcIh62p4TgJLRXmm/w/bx7Xshw3daq+JxnvA31hUklo9owZ0cw3o5nvO6GQZr7JZ8uWIfYi83M4CuM9PVvFumceyXPYsfYsd6y1xzbbbDvmzGa+9dFs5pttttlmWz+sr+EXAxmmcSRlH01F1COxWOGwsRRWS0pwoNraCEsVVdFYIT9GgFPyhM2bBzjjdkczDUUx9b33cPynTSM8SZLFjxhBGNbKlYA5kmy+tzAkyXE2aRL1Sf1KaXVJAWa+9S0twvDkkzjYeXk44evX42SnpBA+ZQSQjOFVa9cCJP7kJ6g+JiUBYk2apEO3Vq7kuAMHAPhaW8mPdsYZ9KW6WudtKirC6e/sxNlftEiP5V13AbZcfz3lmtVZRQjDOFahEN8dOqRByrg42pCbCwi1bx+5uR5+WIflTp+u1VFlHhsaGMuODsq/7jrGYckSQnRPPZX5X7iQevfv14qkAhR6PDBEJWm/xwMw893v6iT4paWAJ5EIYEJhIZ9XVMBqrKmBbdrRAcCxZw/zZlQKdTgIST5wQDMjJdwwKYny6+sBh4JBnWdOmJ4tLbQrKQkg0+ul7zU19N3phJl00UX06403qE8pxnf8eNZiMMj419bSl0sv1WyWt9+mrLPPZo1PmgS4VFiogdzWVtRZd+2i/WeeyVq75x7G+513WG8XX4ywg9Opx1zAqnAY8LC1NRp0HDmS/Hvr1zPmDgdj3NbG9ykpiGt0dsKg+s1vGKOVKzlGmI5OJ0CyCFr86U/WeQJlXXu9rJEXX9Th6IsXM7b19fRv4ULmJD0dZld2NsytG26AefvII1xTTzxBP0pLCVGfNYs95bPPdO68s89mT1q4EGD8/vs187izk+ugsJDrR9hGTU0A86ecQh+rqzVIbrweBJCWsHa5JvPydFqC664DaMvOpk55yRGL2WT83CyoEstkH5IXHFbH98ak6imUU6n+34f6orI9EOGUdrimbbbZdhybHXY6AGaDb7bZZtuXbvYD6ZHZVxkCMtAAXCxbulSHmGZnE7rZlzBcCXlyOnH4BVybMwegSCkNXl1yiVL//Cfgz9/+BnAmieyFUXbZZT07i2ZQ0yonUXExDnlbm06+fvvtOkefKLCOHMl31dXkips4kXBXYT0JIDR7NqDHG29w3NSp1HntteTCk7BeGUdh4ggTZMwYHPkVKwA1a2uVOuccQIKrrgLMiIuLBizFmReQzuigFxREg5xKacakUtQlc7F5M+MQCND/BQtIzC/CEeZ8hCJoICDVggWAQ243c1NQoNS3v025SUmM16RJADYSVux2A+oJ87K9HbZPYqJS/9//pwGR11+njRMnMq6S923fPsZbhBqGDSPhvhxz3nkkxG9oYO4qK/WcOZ0APsJCEqXMgwc128rvp53x8cxdfT19HzFCM2/37qXdzc30MzdXMzIffliLFgwfzhjImlixAkCqvJz12dREXW1t5B175RUN5uzfz1o55RSAqdZW2tbVxZiPHMn63bs3OuRx+HDOEzatx8M1K2N/2WWAXeXlHJ+QwHzK9VBXB2BYUcG4yPmjR5ND7NAh+pydTb1790Zfi6JwOn061/ozz9A3j0evQbEPP+T4nTv5f/ZsxqSwUPezpYX1ee+9zMkf/gDI6vXy+cSJjHVpKUytigrKueMOrsFt2/RcDxlCvw8c0PtMrJcOsncUFdHv006j75InUcIw8/MBLiWv4oUXwhaLdY+QvVHWRE8vY45kv1+6lGvI79eAYn/KNe6psiZFtdic9uBwbaDvpXa4pm222XYcmx12apttttl2ItjhhH3Ypu2rDAERUELU8Y4EgOvPOpDQWHNIkZVVVcHoaGuLZmsZnculS3HKlcKhvu8+QJpNm/itlBZ1ELAoMVGrfZqdRhmXxx4jhEz6ZB6vRYtwJD//HHbM5MkkOxcl1YwMADBxOlevpj/JyUrdfTeMn3PPhX00YYJugzB5Jk4EEMvIAHzYvRuQRMq65hqOra3VOeR++EOlLrhAiwVkZmpV1I4OgI7Zs6P7vno1ANudd9Kn4mKAjiVLmKdZs7SYgPTNDEiGQtS/dSvg0X//N/P7y19qxsySJYBJqakwzSQcMTeXcn0+DWQJ2COfZWezDubP50fEFpxO+rNxI07xSy9xfnw87ENRupX1phTjKgIM+/Yxfl4vZQkbrrUVsG3OHK0aKuP58cecK/nwfD7OTUqCsfbii4ALAs45nayPhx/WgKOM5YYNgDASltvRQbvdbphjubkAQbm5hAtKknsBeC67TKnnngMI2rZNM8euvJJrRPoRidDWWbOUGjSINg4fzvp75x2uh927AQgTEgAZg0Glvv51ruvGRoC000+nT5s3s4737NGMNo+HMSkv13Pn93NsZyfA5mWXcY1MnEjfHQ7Oqa1lTRYX65BNAcr8fkIxi4spZ9w46m1qAjT1+7lO4uP1taEU3z/5JO3o6FDqxz9GPGD0aMY+L0+Hqv/kJ1yreXmUmZurwWhZ6+PGIZ5y2mkaSD//fKVefpm6FizQirDmPUWULQV8knocDoDYzz4D6Fu5kraecgrlLFsGQCfXnNmMKQoKCvR1b7UHGxWLrfa9nqyggPFvbY1WUjWW25MZUyTImvR6+c6c9uBwbaDvpXa4pm222XaSmM1866PZzDfbbLPtiK2/b8ePReZbX1RBY312rFtvbbZiXlgplYr65bXX4nRff3108mqlYofzFBUpdfPN0awmI3tKwp+s2ttTOKqEOD36KGBTVRUA02ef4QzPmhXdJzOLyqrPeXk4ho8+Sk65J5/Eue3qwrkfPRpgR8IslUJQoaAAp330aACVWbPo3+bNgBtXXQX7qr4e0CMhAcDA6YSt1dwM80gpQgLT0gCIdu7UIYhOJyyenTsBNSQXU1sbZeXmEtL24x9rIOKRR3Q4aEoKIXUTJ+LYCgPN6wUkuu46AINbb8WRDwZh1UyezGcJCYB5u3fj+Ken6/xnRjVInw8wYM8ewMiKCsZWKdbBokWMa0UFYXL/8z9KPfUUAFNcnGYv1dTovGluN6DJoEH0X/JXDRoEEPn667T3l78EyJs1i/7ccAP1NDdTv9/POFVXAwZt26ZBvdtuQ03ywQdZKxs2UL+oSubnk3h+507NIExPB8javp06MjIYy9JS/g8EOK6lBbBp7Fj6ecYZgLBjxyr1179yjMtFCOm+fYR17tgBQ0lyG8p6cbut88IFg9Th9bJmxo1jjLZvZ1yNIbcdHTrn2KhRgGVVVZR/662A0ykpjFN7uwZpXC7W+M6d3dVCRdFTVDslF50ogQozbt++2HndJDei5PYTJVG3WyvnSpjpTTdx3d98c3R+Pq+XPoqQgIQ5Jydzrfj9fB4OaxBaxtPl4vvaWsYsKYm+CztVwLVvfpO9Z+FCrskvvuD86dO51ufP5/oNhajL46HssWMp+9AhQOURIxgPYcstXMh6mDGD8oqLYbMFAoCrJSWaLerx0D5hFV59tVb0NO+bElIuqqN5eYTF7trFvrx+vT7WfL8TxmV1tVIvvGAddt8XFezDOcb8u6/33lj3l6NtA/FMcDw+Z9hmm20nnNlhpwNgNvhmm222HbGdCKEVPal19vbZsWjGh3dhEMRq89Kl0WqnEjooebW6ughDFIU6CceUcEej2pzV3/fdBxghCq+Vlbre3vIMiXqcWY1VLC8PEGD0aJytpUthS9XV4UDn5EQruMYqx2jGMr/zHRzVQ4c0WBAMkrvJ79fhal1dAFJeL4Cl2w1wsmuXDlcMBDSQJGCeUpQzbRohr8K0crsBCpKSOP7AAQ1++Hw6BNDpBOAR537QIH4LMJKWRj8rKmBRtbXRHrP4QDBI2Or06cyVqCOOHMnPBx9wvPTDGGYo+cDMJgIFojoqTmR1Ne0VUOuiiwhxFPCiNxPASEyUYOWxLy2NddbZqUM/+/NIKMwqUcY1mgA2VoIL/TEB0Vwu67Ezt+dYfKQ9Ftp1wQVc90Y1z6Nhfj/zIgrBCQmw8GbMII9hXZ1WNa6u5rhDh1iHKSnMbW1td1VgARMDAf6eMIHP9+8n72NJCWBbc3O0grHsB8Z9yO/nuk1IADitr2e/uP9+6/2uuJhwTZm38eOpr6MDUFNUka3yzk2dCvO0spJ7gTGs1cjMkxcNsRS6JRT1wAFA+csu43OjkriVmrZSfXuJZPzeGF7bm7rqkdhAPBMcL88Zttlm2wltdtipbbbZZtuXaX19+2oOrTjW39pata8ntc7ePjuc+g7X+lqWMaSztzab1U4LCzXwJkyT+fP18XfcocOkqqt1yOGaNTg6VuP14IPk0xoyBIcvLy/2uhFmnPF7sxqr2KOP6uTeCxbQHlH+y8uDUZKfT9mhkC67tBR22fLlmtG3YgUA0+TJOszq7LM5vqwMcMrthgm4ahVj8uKLhKrm5OCQjx0L22jrVsLLamoAcgQw8noJy4tECCHr6NBsqKFDYZW0tRGmNmUKjKW776Yt1dU46dOnM4bZ2bB9du9GjCI1FWd8yhSlvv99HOBLL9Vjl53NvO3dC5NGQgN9Pvq8bh1lP/YYoGNXFwDCqFGw5+6+G7Bj1y5+lKLfFRXM665d9DM+HnBu5kzGMzWVhP6ZmZQZCsHuefhhym9qIpTx4EGdh66zUyuDCpNLmFBjxtBnUfUUdpWwnEaOpH/r12sAxQiACICmFO3t6NDCFwJInH0210BlJXPz3nuAHA4Hbfb7deikz6fBP2Egeb0auHM6AQQbGvje5WKeZsxAmMBowvhrbwdArKhgjEUt1umkDcnJmsXmcjHG9fUamBFRB+l7JAITsbwcAMc8FrEA1EBAq4Ia1Tw9Hs7zeKLPk3Uu9RoBJJkDYd3J2Hm9rImegDyHg/NGjuSalpx2TU3k2Hvxxe7nCIDm8WjgSvoiY2xVp9utlZLHjlXqd79jb9mwgZ+RI7lu0tJY6xkZSv3oR1yjwr7bv5/rXsK26+tpw4gRXGtxcRy3aRNleTz839rKGpSchUOHMs8XXkh9tbWEDLe2wq4bO5bzqqt5ITJhAnvcggWMTX6+DtMXkMzIfAuHOXfpUkLa6+oIk12yBMaYcQ+eM4cw87y86D26oACQq70dtmlPCt0SipqezvwYjxF2nZWatlK9pykwfy/htaLEOlA2EKGldriqbbbZdpyZzXzro9nMN9tssy2mHe7b12P9ra2RubVo0bFRX19Btb6O7ZGEzFZVaeZbdbVmKMRizb31Vs9sBzlu6VKc5gsvhIlgbs+RrBthedTU4KRKon9J+H3WWQAo8vdvf0v/zjmH8LFQiDmSxPipqcyXmDEUy5hIXJJ/G1kbTz9N2TfeSC6uggKAPeMaMIZzSe65uXO1g2wUMpCx3b0b4CwuDmdfgFKrfHaPPEIbTj9dgyDTplGPtO+aawi5zM3FGZ4zR5ezYIFSf/wjjvvdd+t1u2CBUr/6FWWedRbgVFISwNS0aTrX2fvvA7a9+y7nTZsGGy8SoczbbuP3228DNKSkEMa8YQPntrQA6F13HQ79LbfQ7+ZmGC1FRZpZ1NLCXNx0E2F+EhLd1ATIIACb1wsA0tAAGOJ0Aki2tgJe/u1vOi+cCCmIUIXMQ3GxDj0eN47/JWealFVbSz+nTmUd3X47iqCdnTrJ/mOP0ba//707COR2Mx5JSYTtuv/3fbLPxzxlZ7MO9u0DgBo5EkCyuRn2pMsFaDN4MOHX4TBl5OVxPe/Zo0HJhATqT03lvMrKaDDN7ea47GzKr6+PBuECAc3odDoZk23bANvOOkuD8pLXz+sF+Jb8dqedxvzLdaeUHgsJVxX22aWXUlZ8PO1obmYNCQjb2Qlo/MorAG0C+gUCKNg+/zz1hsOs/Vdeoa/CokxOZnxF+EHyzd13H+t+2TLaM20abfjgA9bCjBlauMB4rWdlAZ7m5+t9wBgOaswTOHgwIKJS0TkmrYQKrrsOVu2YMdaqz4WF+vqXUFmjSQqABx+EgWYUNCgpoU/Tpin15puqm1nt0ebwzv4y1Hr7/HC/N6ckONbtWH9paZtttp10ZjPfbLPNNtu+TDvct6/2W9v+W1/FB/o6tlYJrftaR0aGtQperPb0RQihoABHdNMmzUQwt6c/68bIVAsGAY6s2iHJupXSTBilYIhs3oxjL6qWwuZQijKU6i7KIAw6h0OXNXOmzo03fz7O844d9HX5cvopogPSdun71Kka5BMnuLU1esxlDqZNAwSYNEk7aBJeZh7HNWsAOSZN0kqtwlYsLobh0tICQ6etDfBJwD6lYNx5PNQhwhNVVfQtNRVwYsIEQCARuIiP57i8PAAYyQullM5JFxfH+Zs2Aez4fABNI0fqepYs4fuFC6lvzRrACVFNlPmpqmIOR40CiJo7l9x2u3fTR6UAAIcNA8gRJdJt22BKud3MZXo67DJhCEpobTgczeicM4eQwzffBLgoLiZnW2Ul/ZB8ezfcAPgzfTohgBdcoI8pLaWee+6hjA8+oF81NTqUeMIE+idzu3Mn7CiHA2BZwmh9PkCxBx8EyFu8WDMxly+nX0aQx+djrX7+OcCVKOru2qVFHtLSAGQiEcA/YW2NHAlT8aGHAK0EhJszh7GrqmJcXC7W2MaNsLLWrYNt53IBojY1AVYrRd7BKVPo7yefAP6UldHWSAQwrK5Og3tvvsk4SAizCG10dbG3uN305dRTAcny8rTgwptvsk5qahCWUIoywmFArv376du2bYA2khdOrsE5czTQOmUKa23lSvqSl8c4S7+EGWzOVSZWWMi+IiGev/gF60b2LmmTAG9mYC0cpm3hsBYyMO73xuvfym6+mTV0zz2sy6VLNQg4Zgxzu3y59blWbOXVqwFaReRBwMdQyPplUyyxhd5EGHr63gq4uuUWrp1bbmEP7MmOBeDLFqKyzTbbjmOzmW99NJv5Zpttth2WfRUPq0crgfKX3fa+1NcbG6CvyaZ7qitWImuzqEJf+yTJvJXSrDIjU8PclpISxAHGjuV/I9MqVtLuWIm5hd1x8CDO+Q9+0N3RMyccl/Pz87XjfNppsHIiEcLBNm2ifRIWJhYManEJY34iad+rryr10UeUl5CAk97eDgiXkECo6dtvA2bExwOKSZlWjLrCQoCAggIAI4cD53/GDMCOWbN0ovetWzWwJABUWRnHf/3r/NxzD8yhRYsYk6efhm3U0gJANXgwYEAgoNTPfw5b5OWXYQZ+8QX17twJ2JaTQ/+LixmvpCTAnLFjAex27NB56TIyAF86OnDOr70WFpCsuQsvVOr//T/6/tlngCQLF8LoiUQI9f3a1zhf1s2sWYCQ9fW0KS4OsKu1lbA+EVcQxcoJE5T62c9Qp/ziCx3OqhSATXw8/XvzTcZj7FhAnI4OxkMYVFddxdwUFzOn27ZpBllaGnW2t/Ndayv1+P0AZCIQkZuryzaGbAqrLxAAADGqkHo8/C2MuFBIA1Tx8QgYyBo+6yzmJDmZcZC8h01NAGACAGZlAThJmKvfr8NRIxHaMWkSZb/4Iv3v7GTNBoOANn4/4Znr1vF3YyPtTE6mfc3N0aGm2dmsS6P5/XwXCACMiaiEw8F6KS8HiJKQ4/Z25jgtjX7U1mpmqAgzKEUZXi+gYW2tBgvHjOG70lLaKoIHp5zC/FdW8n17O/UGAqy5mhrGXUKqZ82CpRkIUFZHB2UnJLCPiNLpHXfQp6FD2auCQa7D1lbq+81vtLBHSgr1BgJ6Pf30p1wPbW30JTUVMYakJKW+8Q299y5cyJ4xcaLeA5qaKGP7dg3GFhbqFwkC7K5fzzXS0oKK7WWXEV4qYjKyT8s1K2Grws5duZKxHTECwLmpic9FQKIvgjzGe7uAxuZ9W84zi++UlCA0kZ7OSwQBrvrDfDsW2PpH8pxgm2222TYAZgsuDIDZ4Jttttl2WPZVPKx+WQmUjyXra1in+fgJE3BKjICaPLhXVOAcDR2qwZL9+wnzW7cuNmhnfOCX0Ma6OpgmHg+O9mWXaXCsokKpl17CKXvoIRykPXtw1CSkT/piDMN87z2dkNvh0EqASunQzTlzcLSqqjjmlFNwKo1OpiTuHjkSR/fSS3Eq580DrGhowBl2u2HDrF3L8cICyswkvNDh0OBWU5NmFuXlAQI9/TTOtzjnVVWMU1OTVjoURlFCAsfU1ir1L/+Cs79sGf8L0DZsGI7lBRcAwsjcS54yAYREMEES9ycm6nxRoo4q8yLHTJtG2++8E4e/vZ3+NjZqRc9zzlHq448BY+RRyuHA4Zd66uo4xyh8IG2JJUaQlkaI79/+RvsSEgBXwmENDEmi+fh45kds8GDaEwgAshw4wOd9fdQTBpeVmdss+cEGwsz54I5lE6DJPMcnmjkc/O4t55xSrFM5Nta4uN3sHbJGzebx6NDZpCT2iI4OreBqbEdcHEBdOMw5TU36e3lBIKxGYU5KOPjQoUp9+ilr7Zxz6ENpKddSZSXr/OOPae/w4QCMhw7x+ZQp7JF1dQB+2dlafMflog0TJ2qwbdMm7iNNTTqcXV4wiHiCUrEFeS65hHuPhJobQ/HN55nFgS64gH0kO5sw98MBpY4VUKu3dhwLIKFtttl20pgddmqbbbadmHasPPj1x76K0NIvK4HysWTm0EOr8TauH/l+zRpCv+bN00ClsLYkZ9OkSTBgRo1S6okn+FzCmIxmFQ4joU2HDgHcXX+9Dms01lNfTxjgnXfiHHq9/GRk4HQKUCWhSvn5OJCSkFtEE8xWVARINWIE/3/8MeyQefNgMUko6bRpsKh27VLqySd1vqshQ/gpKwP4KimhXS4X9SYn45Tu3k35ubm6Xvmdl4ezeeAA555+On2urgaYSkqCzXLllTiWBw8CElZV4Uy/+ioO8bx5tG/PHpxdCd969FHGMzkZxpaojba1RTvoXi8OfXOzFg/weGiLJLaXkM8dO6hv0iQdzujzafGA1FQYOx9/HF2Hx0NfcnJgv7W3a8XSQIAxFTCgsbH7fHm9gKZPPKFBw1BIK6K6XPS7qqq7WIBSjIuAVh0dfO736wT6oioZCNDO8vJoIEPyeEk/laL8+Hjqa2/XwF9iIn2xAk8EhPF6o8sym/RBTIQIzEqtR9uOpgJpT/2TupQ6svrM7TX+f7TGygiuer26Hik/JYU9QFhzZsvMZG3u28f6b25mz4vVNpeL9Wo0YTYqxX7ndDK+o0cDhDU1wXKTEFDJTXfhhexlSnENnn46gJpStDs7m73DyKKUeZk0iZ9NmwDKXnqJ/VqulW3b9L7w6KMwHNev12G1d92lRSqqq3XY7vnnswdMmqSBtVWrAM1KS2Ha7dunX5qYxROs/p40iVyPcs3Iyxb5PhTiR9ILyHeFhXq/fOGFw39+6i3k9cuy3kJP7ZQettlm2zFqNvhmm222HT92POb6+CoeVvPyjg3G25GIGfTXjOMsyawXLOB/Cbsxr5/77otO3G9WETWHsFZVaQcmlkKd+buMDBwucwiQ8bj8fB261NSEMzZxIow4r1ezG4zhosFgdPJypXSycqU0wCcmIaShEGVK2JLkeouPp6wbbqAcyckmrLjLLoMVl5UF+8PjoT3r1kW3X8KfhOUhYxkM4rxGIji9lZUwT6ZMiR5DUTh86CH+F9XBX/+aeb3uOoQN0tNxbNeswdG89Vbquusu6q2txel2uXCIPR5yOG3bhuM7fbrOrdXcDMBXU6NzcxUXw2DJy+P/zz8HxBwzhnpHj9Yhc+vX01Zh07jdmv23dq3ODTZkCG1pa2NchwwBmKir00BZdjZ9bG5mTDs7dbhjQwN/JyXp8QoEcOJlXHNzAcX27mWMampQJN29mzFoaCBsdfx4GLJ799L3tDTW3Xe+o9S3v804SAhmMMjxy5YRtrd1K3WNGEF43a23KrVlS3SbRo4EUG5sBEBpaeE7AXgcDi1y8fnn/M7KYs5KS2nP6aczvy4Xbd2zB3BVFDzj4vhpa1Nq0CAdpioWF8dYVVczzlKvqHo2NtI3AU6MQGAwSP927KD+5GSt4NrSogFKYRg2NGhFWwGn3G5A2qYmDQQLSy4nR7NbrcwYIhoOA0Z3djL2cXH0R8ZBwmgPHuRHgFqrsh0O+hYKRSuuJiTAANu2jb653az1008HrJEw1hEjCBt3uQCL3nxTA3Q33AA4v2cP1/c113AfqqnR67ipSYNxp57KNSUKrJmZlNXcDCO5q4v5y83l57PPYHPPmAFoLPnzsrOZ90GDmMsnn2TNL1nC9ef1ss+EQpSdmso6v/NO9kQB0lat0uP08suswfp61mV9PeOQl6dDM+V+sXx599BT2Te/9rVowZfCQq4hyXu5Zk30eUp1f2Yw/n3//TrPpvFeIhYfDwj59tuM9/LlHGO8N5nPOZI0FV/VC9HewLVjBSS0zTbbbDOZDb7ZZpttx4/ZbzOPL7MCS78sAFWSdSulc/dYrR8jUGlOyC/fi2VkHJ4Ka6zzxCkqLNSOVFUVzp4AfxL6KiZJyo1CAmLmv80JyF96SSv7CUB51lnRY5KXBxi3bl10GeKsv/IKzv3tt+OEiiNq7l9WFqCBkYFZUIDj2NREv2bM4LwFC8iN1N6Ok37jjRr0FIBx+nTCbF97DSBk714AjW3bqEMYO6tWAfx0dQGUDBvG/1deieOqVPQ8iWLtkCEAHampGkB88kkc7q4u6oqPBxT97DMAr9xcPps8mfa8+CJgnDHH386dGrw66yzWV0kJoMKNN1LXNdfgqHd20p7Fixmbs84iwb4xL1hXF0CXw6FVLqXvLpfOuZWTA8iUlIRSaGIi4csVFbCRgkEdtizqnuecQzvPPhsgY/duym5uph/r1jG+BQWAQBUVfGZkQgnjsKpKhxgPGkS7JHRXKepPSqLf4TAg1lVXwSzq6ABE6egA7OnoIExO2iJ99Xp18v329mjgTSmO9Xj4cbm08EBGBuWnpwNQNDZqFVAjY2/3bv53OGAzORya5efzaeBOgMX9+7uHEkcimsGoFCCOywVI5vN1B8gSEmjX/v30SVha+/ZpMQ5hMQobS/4XsQxzG4zMu0hEt9fISGtro01ut/5+0yZCs425/7xexrmjA9D0rruUeu45+rV2LSBhZiZg/fbtmpkWF6fFVAoLaUdKihbIiERYgwkJHJuWRlsE0BaF5cpKrp+dO7WgxvDhgEwiwrJ+PceI2EhDA+Da7Nms13CYPSEvj+M++ojfWVnseVlZAHrV1axHecFgZPMamcsSRi97ipWSqVHwpbiYNqxbp/dNq3uPlfV0D1JKC8Vs3KgZzq+91jMYNW8e1+Gdd2qwsK9A2lf1QtQG12yzzbbj1GzwzTbbbDt+zH7gOr7MCuw6mgBqT4CXqIsa6+pt/RxJ23pzQmK11XyeFYPPyGjryzVgzgv3xhuEKw0Z0r3NxjxDBQU4qomJ3eurquL/4mKAgd76lp+v1GOPASSIU2xU4ZQ+iTJoMIiTHw7DZhkzhuNCIR1mK8qpw4bBWtu8GYaMhHHKfK9eTdnnnw9AkJ1NfdI24/gVFtLnXbtoQ1ERx95xh1LPPguLx+8n/5Ow3NraAA2efVap734Xx/03v9EKpxs2aCGBri7aK/3esIF59fn4f8UK+jxokM4RN2IE/S0uhh1UWUm55eUAEC4X5Scmcq6EoA4aRJn79lHv1VfT3mAQsKGgAEBh/XqAHVHqNIIMAipkZ1PWeecxNlOm6PldtgzQZeJEwpVffBEQqrERkLS0FPCwpESz5JQCWBk/nvZ2dgJYZmbS1pwc5jMuDmDnX/4FACYSIbQ3FKK+gwdpr9erc/pdcw3jsXt399DM5mbaLLm+BHRramLMzjqL/imlRQ1SUrTa6c6dMMLKyxkzyTd2+eV6HJubNUtNADmvl7x9qamsx9paLXTQ1UVbBg8G6JKcg243QK6Ar0arrdWhvz6fznE2dChswI0bNXNQRBdaWwFci4sZz//6Lx16LOPj9dIut5u2t7YyT0rpcNpAgONOOQXw3RzmKrnYtm1jvBITAd7GjgU8Doc5Ji6OtSP5JAWUv/lm+iDA3ne/yzHm9AFGxeaVKzXoJyIlAtSHQjqfpzD9gkFAK+NepVT0Wjbu/8XFtGfNGsZ99Wr2SgHO5Djpv3nvt9qne0qNIPcrY4qBwzFheIsScl9ST0iairy8/gNp9gtR22yzzbZ+mS240EezBRdsGzA7HvOY2Xb4NpDzfTypkxq/s1LstFIyNX9uTqp8OP03O2Pmv/urnmp1vLCrWlthhBgdG6s2xwoDitVWYXAZWW6iNLphAwCI203bSkp0SKmEizY1aaZEYqIGipYs0Qp/GRndFfWqq3FcxWH81rc0s81Y3vz5hKQJSHTtteS+W7gQsGnbNpxkyRP105/q3Eh33w3YMGwYeedqapS66SbtwA8fjoPc0UG9BQUAFzffrNTFF8PGqa+HLbdqlWamCRtp/35CzAIB7dx3dSn129/CGHv2Wfoh7KyMDNrS1gaAVF6umS/NzTjstbWUkZYG2JKXB6Amqo2ffMK4V1fr0NjKSp1M3uVinERlsrYWoKarC/BEckuZLTmZtkmuKwkHzMoCrCwrA6z50590uGEgQL1erw4LlPU0Zgzj+/bbgGybN/O9x8OY+v2aSSXspcmTKeuTT/jeLN6QkkIfGxsZs8ZGzhs7FmBNBBwyMxkTp5NzamqYu23bdFmS0F6pntleSum8e9JmyVtnPs/p7C7cYTSpU3LZxXqEdjgox+HQ82Y2AdDcbq1Sm50No3DrVutyExO1mIDPp1lqxvalp1OGx0MfzjqL61HyqYk6bDisFVLj4rSC7WmnEYosSrjCvvN6dVuFRdfVpcNcw2HWTmOjFsy44grKEtAwOZm11dVF+84/H9BUwDvJg5iZCdswLw+Q9t/+TSuH5uVx7a9YwfUVDAJSC8D24ovUuWMHa2f8ePZCpejTJ5/w9/Tp5GwThdIf/5j5evhhrSS6Zg17Znw8oeaLFwNUv/oq1/KBA9Eq2AICWu3RSul9eto09r+JE2HkZmTo+5m0VSnr0FJjOb2ldDDel8yhsX29z1rZV/3cerLXb5ttth1TZqudDoDZ4JttA2a2KtPJZQM531/2WupLfT0dY1YojaVUGqsM8wPw4fTfeI5S3f/uq3qqVXkChAkDzcj86unBPZZabay23ncfoZtGhdN583ROIQGVlKJc6dPUqYBTIhpw2mlKXXQRDl9hIfUdOoSTnJODo2ocg8svV+qddzg3GNRhXJKcPTdXsyrWrdPASjCoBQlEoVDC+1JTaVdrq1IffKDFJzo6AJ2cTvrs9dKXhASAhq4ujpk6VSsXut06wXokAhg2ZgyMEGlHQ0P3cEWlACO83u5qnuecA6Nv3jzaV1en1648Thkfq9xuyhJF0pQU2rFjhz7G47Fug5XJOMVSSrVSKxVWldQRK8/Y0TCj6mR/7GgKIPRkZoGHY8kEsPsqVVMdDgC5WIq3/TG/HzZmZibXpBkolPpk7s3rWoBoj4drNRLRe+Kll7L/ybWnFNfriBEcZwQvL7kE4Lm6mutQwovT0mB0hsMAgDt28PdFF6E0vHSpUr/4Bde4HC/ho9XVrPXzz4++RygVe49WSu/hu3fTprg4nX/UyFg2qpha3Xes7nVLl5LvTe4zxnui0wkrUSlAxP7c06zsq35uPdnrt802244ps9VObbPteDKbtn9y2UDO95e9lvpSX0/HmMNwYimVxirDHNpzOP3vKTTW2La+lmksz8hAu+yy7iCh8TgjEBdLrba3tooVFeFcLV4c7WQZWReLFwPK7d4NE8bvh5ny4Yc6Z9k110SzRMx1ScjW0KGE7gkLZdgw2GcC4rW2ErJWVsZ5V1wB8+2GG2A0JSTAiNm3j/G+5RZ+Ro+GmRYI4OzGx1POxInkB1uwQOdCk9A2pQBYlIKFMm4c/RSlww8/1AyoCRNg17zzDmV+/DEAQV0dbfzgA5g4onro8dCGoiL6NGECfT5wAMDE66X/JSUakDz1VNhxTU2UM2wYoKPPx8+4cRzzz3/i/IsQgITgSoifhAWOHg2o+d571C1iAkrp5PzGZP3Jyay9L74gt5Uw3qyALjnPGFaYlsYYT5vG2EmOLgGKIhH9W8JsPR6+9/miQRxho7lcfDdokBYdmDmTMZCcbkZWmoCT48frsbUyl0uHUjoc0bnWlNJj8cwzut1KWQOF/QUDjwQ8NI67UsybsM3M5RvriQXamhl9Up7TCdgTCulyjOqicq4c43TqvHrGeuPiNGtRxCc6OqjztNMIOe3sZF9pa+Mal7YLuCjCF2PHUk5XFz81NZSVmkqotAByTif7gOyJd9/Neh42jOu1spJ2pKQQYq8UANyECVoQobiYkGjJ+xcMahbwtGkwbauquCarqjg2Ph42YijEywZhD7/yima+xQojra6mThGdkc+Vima+xQrxNx5vtlj3AhHQETVuK1EfI/OtJ+strUNP7RtoO9nrt802245bs5lvfTSb+WabbbbZ9iXYsRrO0Vu7rEJCrVRAzZ8rpfOuHckbdKv6jeFQxvBVY3iTKHKKE+/x6PCyyy7jM3Nor4Bzs2ZRfl4ezlxnJ8CQsC5KSpS67TaOnTCBcvLzdb63FSt0PrfXXgOkys5GifCtt3RuuZQUAIJHH6U+Cd8NhRBFcLupc906WHAvvUT98fE43unpAHWPP65BiOHDqVPGxQxMzp+v1NNPEyp61lkc29mJw/zHP8K8kbxUxvmsqlLq+ecBLkeO1CqzwmRsbqbP48YxfhJWdvnlSr3/PqDDpZcCYKSn05e0NBxmCU8TW7sWALOlRQMkbW2AIzffrI9RSrMSDxyg/9/4hs5p1tDAZ1//OmHKjY065HPyZI6V9XvddQCy8ugoecEEwMnK0jnQ4uMJme3sBGDcu5e6hgyh/x9/TF0eDwwkt5s+dHQgauFwcN6WLQAvwSAhxw88ANCSkADA4fOxZnNzWUMVFVqQoK2N7zMzyYF31VXkYhM2U2KiBokGD2bs33xTr++//12vQyM4NnIkfTOGtw4ZAoBaXc0xgYAO8xSTfG3CrJwxA1GPhgbKGjqU48rK9Bg7HIyr18ucnHsuDKfBg6ln8+buYJ1YZiZr5OWXATqHDmU9bd/ONdDQwDUnIaRxcQC8RUUaYEtP5+f99zkmPl6z2rZt49zMTNb6668TPtzRoRVxzztPqT//mf//+7/5aWnR4ylr7803AeAdDtp20UVcS4EA19WQIVzjSiEKUlbGWDzyCC8ramth2J17LvVJ2PyUKd3FVuTFyMyZWvF6+HA+mz2bPi5dyvzl5NAPCeO3Sh9gZX1hR/UndUNvKRCMe3OscNX+WG/tP1r36mP1nm+bbbbZ1kezmW+22WabbbYdn/ZVqaf1ZuZ2mR0G4/dK6b/j4/lbwk3Nn0+dqkNUxQ7HGTGyAIU5sWYNIEhRUTT4Zmbn1dXh9IoaZXY2QIYVw86oIvvsswAN7e04rEpFO33z5uGsCtCgFCGfwkwTQGfdOsIla2pw8pUCFNmyBec3FIKdVlQEWFBdrQGvUIhzjeqsWVk61PeuuwA/PvoIQMDjAYAYOTJ6XGT+JKH6j38MOJSRQR+amgAJFi3C+X7zTcr4y19wUq+5BqbN3r203ahwuHkzgM999zEmAjo8/TTg2J//DEB6xRUAVdu20c4NG3R+txde4BwjALd4MUCTz0ebOzsp+8wzAap++1vGVClAiZyc6Dl9/nkAit//nvP+9jfGUsJ7IxFAmt/+lnGZMQPwceFCGEvCmvrjHzk2EAAse+cdrXTq9wOSbd+uww6bmwHfRHlSKQCSYJB69u6FQTVjBqDj6tXkqduzh/EXht2ZZyp1662UU1oK8CZMxY4O2hMOs96cTua7pAQg+IMPdL6ytDQAo5wczaRqa6NOl0urdba0aEBt927moaYGdp/Px3qQXHwdHYC2TifHVlTQ7rg4+lZRQX3r1nGM263DpIcMAfyUnHKRCMd7vZy/bRvh0IcO0Z6xYwH9RMzBaI2N5HubMoV+nXMO897ZCaiYnEy5Hg/1CKidmkrOxN27NTts7Fiu+aQkgK7t2zXod/AgAPX+/bTB5aJtDz4IQ0zyGRYVAeD+7nfU097OGtm+Xa8hYd898YT+zOFgrAVcOnCAPjQ3a8XqefMYh0mTmJuNG2m3iI7IfmPczwoK+PnwQ9oyd67+rqKC/WrhQsoJhbRwTF8YT72xo4y5QJWKfb8z702xjjW+zDgaYFZv7T9a9+r+lGMDdbbZZttxbjb4Zpttttlm27Fjx2o4h7ldZodh2jRygU2bBrBgPLa3v81ORG9An1hvCqoC7OXnAwLJcUagrqAAJ1MYUmecAQBmBNEEpMvPxwHNz8eZFeabmVknJsqGkybpxOZm9kZ8PA5lWhrMNGM41JIlgE6RCADMHXfggCrVPSzXKnRLxCbq6gBHsrJgP0lbrOZE2iehu8Kqmz8f57ylBaBg1iyOXbSIz/78ZwCH4cMBL8XRF9VSY+iZWH09zDMZ3+uu06y4PXsALu65B0CjrAwwIitLz938+QAxot65cyeswV/+EhDoT3/SYNTYsYyNzFlDg1ZezczUyfIlab0IXUjo6Oefs042bGBMZO5KSwFK2tsBygRw/POfmTcpMxgEGBGhgE8+IeROAFGx/ft1fjyx+HilLrwQ4GfWLACR1FQApTlzOGbiRD5vbCTE1ukEBG1vh7XU1MS1IGzF225jbB98UKk//IE5nD6dspKTAb+8Xs73+VifTicAkFGtNCkJcDU1VYPXUufWrewJ69cDtA4ZQptFmGPhQgDyvXsBLC+8EPBvzhxA448+0iHIwuLr6mJtS2hwZych1X/8I33Zto2xPuccxiMri3Xx/vvMxfr1zHdrK8ImCxbodo8YwRwrBZhuFlhRivWSlwezctAg2l5fz/qpq9MCDq2t7BX33Qdjtb2d86+7jn7n5zNPmzeznu6+m7ZVVbE2tm6lj34/4O8990Tn6pOQ4V27AFTz8gCmjcrQkyYBmvn9uh/GfVWuI2OYv3EfM+4v06fTtvj4vgM/vSlTS0h+b2CeeW/q7d5ofMFxJKDYQKqDH245x+rLOdtss822PpoddtpHs8NObbNtgC2WwqPZ7Defx6adqPPSV+Drkktw9LKzCfOKpShnPt/oUFVXa6GEF1/EiVq+nO+tQj/XrcM5r68HpBKFPhFYEADNKMawaFH39otDM2ECbJFJk6LDtIRFduAAgMN55+l+mMObelPh++ADHPfHHiN0bOFCpf76V1hOOTm6PDlHwkhF8fKcc3DSs7NhipkFOJYs0SGeV13FWDY3AxA9/DB7S1UV/Xv2WRz6q65S6j//k/BQGXMBxa64ArBu3jwAgexs5unBB5X62c8AjnbtwtltaQGEmDABEHPHDh0KWlPDuL31FiBFSgqhpp98AmAyezbHFhVFs5fa22EZOZ2MT0sLdf72t/Rt82bAoqYm6gkEAGL+4z8AkIRV4/GQM62hgeMk1PTKKwF+JG9dZiZ1tLdzzrnn8n1rK2P3i1/AlBs+nLbu3x+dX2zECNrr99PeGTMIXb3zToA3EbAIBDQTzu2GHXfllYyPtFsUMkU5trNTK8kmJ+vQxkhEj2dxMfcSpVhfn32mhTMSE2Fc/fjH9H/0aOaiooL6fD4N6rS367DPri5yA1ZWajVOpbjeGhtph7AZJXxb+hcXx7gfPAhQV1bG9SShmpmZMDxFdETUTEUgw8xkCwZ1OK/TqUNajXnevF5Arrg4rrdt2/RYS741EVUQ5da5c7nuHnmE8cjKIhT0nXdoz6FDjM/ll8OG++wzne9NGHduN/Pu9zO+Hg/zdMopSj30EKCwsNkSE8n7uGqVBog9Hn7a2igrPh6A8IEHmPuhQxnHtDRYjgLoxcdrEPaTT2hXdbXOn3j55dR1991cq08+ydqIta/HCt3sbW9Tqndl71jn9vUe0dO9VZ6hRGjHqg+Ha0eqJH60nglO1OcM22yz7bg2W+10AMwG32yzbYAtlsKj2WyVqa/OenrwPVHnpa/9mjcPcMfrxaE2K8qZx04AsaFDcThnzgQ4eP99zh8yBCBo6lTOM54rdaWmAhp0dQFKzZgBgKRUtErevHk4nDfeqNkcVqqsa9YA6MXFKfWjH3GcMOg2bMChTkwknC6WGl8sFT75TJQC09P5/pe/BATwehkLKc+Yl27DBqXefhunWvJBjR+vc8sZ65bykpI4d+dOzRS68UZAhYoKwDMBK5xOwu3WrweoO+ccQKU9e/hu0CCcdkn8nphIec3NgHFXX83fhYUa5HA6+UlK4ncopJPSS3L9YcM4tqICULO2lp++WEYG42j1CBcIAGCYhQQCAY5vb9cgU04OwJuAOB4P60nONSbadzgAZCTEVcJLY5nLBWPos88AuYxmFiiQHGmHDln3ye2mXbEeWR0OwBbj+cZ8bGJGgQERFLASN5DvBfzqTVDBLHLwVVtPYhJWlpZGXriLLtJz6nTSbyMA6HQyV0aRhlgm4dBDhnC9rlmj2WtuN4BpY2P38Zd5iYtjzGXtmAUm3G59Tfp8HGtW2vV4yOPX1kb+PqUID7799u77n+R+27IFwPH227VojDlPnNXeplTse4XVC5DezOoe0dM9qKe2HClodaRK4uY2KGWDaLbZZtsJYydMzref//zn6oUXXlBffPGFCgQCatq0aWrJkiUqNzf3/46JRCJq0aJF6g9/+IOqq6tTZ599tvrtb3+rJkyY8H/HtLW1qXnz5qk///nPqqWlRV188cXqd7/7nRoqiW1ts822r95iKTya7VgNSzwZrKeQjxN1XowhP0uXdhdREMfh/vthpQjrzKwoF2vsJk3SoVL5+QA56el87vNxPZjDfzZtwsH0+Qjvk9DP9HSt+Gmch2AQwGjTJhygjIzo+ZLyp03j/0svjZ3vzTy/BQXRTlVBAW2oqOB6lrGQMRSlQGG+VVQAup92Gu3Pz8fprKrCUZ81i3MrK2HlxcUpNWaMzqFnDKeVEFoj823hQh0euX49DvvevQCcNTWAC3l50QIL48bhrEsI3pQpgGo1NTCg2tsBer74AibO009Tx7e+BWNRmFgSyjdnDky07GyALr8f4Ky6mvZkZSl1/vmAE8KgCgb53dqq2UliHg8O/E9/Sv1K6TAzAfWEded2A9IKECLHBwK63j/9SZcxdqxWrpWxKS1lXQ8apFk11dX0ZedOzhXwLiFBs8McDtacAJJeb3TevbIy5lja0tmpz5X8aDJmHg9jUl7O95InTVQzOzup2+PRypfnnQdA6PXSvsxMxqKkRAM0VkIF8fEANGVljGdTE6DUhx9q5U4ZbwGTRo2inl27KFPGQZRfRb1WzOGg3z5fd2DycE3ytjkctFvyrEm9fj/tkJx+stbCYfq4YAHX/l//qsNHvV7As717OW/UKMrZv1/ntxOQTvop/UtP1/M0fz7z8sknzOs11zAXxcVc18LIGzuWXHObN+s6W1oAB6dOZQ/NztZhwqWlek2dcgpAb1kZ3w8bxnnLlvFSorhYsyjNeS8lp5owLoWBKDnZJP+bUZ1Uzjf+Nv+tFHvZunV6bPoLhBnvET1ZT2050nDNw7m/95SqQSk7fNQ222w7Ke2YZr5ddtllas6cOWrKlCmqs7NTPfDAA+qzzz5TW7ZsUcH/fTBdsmSJ+q//+i9VWFioxo0bp372s5+pd999V23dulUlJCQopZS6/fbb1auvvqoKCwtVWlqauvfee1Vtba366KOPlEsePnoxm/lmm222nfR2Mod8yFt8p1MDDmbWV09mHrtYY9mX8Ou+hmgbj7/iCgCI3FxCvcyhT8L6ECU/cUr7MtdmVsfSpTi7NTU4umY2m5FtYg63XbyY8M5Dhxjr00/HsZ46VdcnoGdvbAz5vrMTh3zmTMC1tjYAtj//OZrNopRm2wlg9/zzjHFFBef5/QAxa9YAZAk45vcDBkQirI/Ro/n/ww8Bwg4cgDGYn0+5zzxDHR4PfRFAVRLyi9iAALiSTD0nRwsItLZyXl2dZgANHQroU1fHcWPGKPXuu/TzlVdYC3FxgEszZgAwPPssc3XKKTCamppor8Oh1L/+K3MoufduvJF2r1zJmHZ0EJqqFH3t7KTeYBAAKhzWIa2BAMeFw3xfUABAKuqyL75I7kEBGrdsAeQU4GrECEDBjz6iDxkZhKo2N2uFWVmrkjftk09ox/jxjP+TTwIcORyUJbnTRo7k7/PPZ7wcDvq9bRvl3XwzYyfM1HPOUeqppzSg4nSSl0wAeKUAez/9lHUjAKRSjM+gQcxzSQkMy6Qkrs0NGzTY6vHo/HcC1gn7UyktxqAU43HGGazDSASga+dOwOu33gIQHzqU3/X1zGFeHudEIvRz0iTWSUMD5TU2akbh+PGAzZ2dOiS5oYF5CQSYy1WrKFspxnzy5GghB9ljjPvWggWA1w4HYNl559E2OdbItjWqQpeU6BcViYmaZawUa9OsvFxVxR746adKffe7hB+LmcM15QWKUoTb+/30eeNGzczvz71w6VJUYP1+zWLuC4usv2GnPVlf7z8DaTbzzTbbbDtB7YRhvr3++utR/z/++OMqMzNTffTRR+qCCy5QkUhE/frXv1YPPPCAuvrqq5VSSj3xxBMqKytLrVq1Sn3ve99T9fX1auXKlepPf/qTuuSSS5RSSj311FMqJydH/e1vf1Nf+9rXvvR+2WabbbYdl9ZbAuYT2YwMOGG+9cQCMDs35rEzq5PKsZLo36xQajRR9+urFRXhANfWAvwUFuq6BdR54w0NIhnZINLP/jhKwn4TJ9bMgDCXX1yMY33LLTjTwoApLwfcmT7dOndRb2wMc6JyybUlrJmMjGhBBDNzcMUKndg/GNTqnJs3AwpceSVgTFISAMDy5Tj+n3xCu+fMAUgYNQqAa8oUxv2mmwA2Zs0C/HjhBQAajwfAZ/Fi6pLQXFGvnT1bA3LTpsHqu+IKwIPduwE+urroX1ISLJ2HH+bcUAhn//77KXPCBIAFp1Mz/RITAUbuugtAtKODY1wuynY6NYtn5kzmrKSE/u3bp8NaU1IA9srKmMe//lWHrEYiGgB98knK37UL4C0rS7PAZs4EtIuPB4yNROjDFVfwuSiSiphDaiqAkSTEX7GCtT5hAm2ZNYvxSkxkXbndur2hEJ8NGwa4mZsLGLltmxYTeOwx2isAtlxT8fGaefXcc6z55GSlvvc9xl5A785OAFwRERg5kmtg4ULyoH3rW9StFCDX8OGssa4uyvR6aa+IU7S3a/ZrWhpr7/e/B5A97zzWm99PWUlJes2vXcvYNTYCDm7bBpD45z9T7vr1rO+RIwE/u7oANzs6NMgl7Dq/H5DP7QZAHD+e68Hj0WxDrxdQLxQi79v69VwjwnC/4w4NthUVMUZPP81+9NBD0WvdyDqbN485q6lhbn7/++hreN06xkL2OhEbqavrvo/InrtuHW0RkK+gQK8neUEg7e4Pk8zMMu4ri8yomPz66+xT5lD7vpr5/vNVCBeY23CyPkvYZpttJ7dFjiPbvn17RCkV+eyzzyKRSCSyc+fOiFIq8vHHH0cdd8UVV0RuvPHGSCQSifz973+PKKUitbW1Ucecfvrpkf/8z/+MWVdra2ukvr7+/37KysoiSqlIfX39Ue6VbSelVVZGIr/8Jb9ts03seFkXlZWRyH/+Jz+x2joQfTmcMns7x/i91bE9nb9lSyRywQWRyDnnRCIFBZHIJZdEIq++GolcfDGfjR6tx+jee/nsggs4z1j2f/5nJHLZZbqeWO2J1b7bb49ERo6MRK69NhI5/3zqeu+9SOQb3+C31H3OOfy9ZYsu5957I5GUlEgkOzsSGTYsErnppkjk+9+PRMaPj0T8fsq8/fZIJCNDn3vBBZHImWfq8t57j79HjqT/997LMXPmUOZZZ3Wv9733IpHMzEjE5YpE8vIiEaczErntNtqSmBiJ5ObymdNJW848k7KuvVb35dpr+Sw3l3NGj45EkpLow3vv0Ybc3EjE641E0tMjkVNOiUTi4+nrtdcyXwUF9E3m7+yzI5ERI6gvOzsSSUigTKWYo7POos1KRSKBAPWfcQblOxx8Jpwkv59jg8FIZPjwSMTt5ke+d7sjEZ+P4xyOSCQuTn8XFxeJDBpEuZrjRFsnTKBM4+cOR/T/SkUiHg99j4/Xx3i9lO3zRbdFfsz1SV97qqe/P+YyjT+JiUde/vH009NYfJU/ycn9O97pjERmz7b+zufje/nf7Y5EUlP1dZmbyxo1r2lZn35/9OfZ2XrcsrM5zuvlf4eD62PJEq7F3Fz+j4+nzmCQ3/HxkcjEiewVF1zA/vTqq1zP2dnsL1u2RCJPPaXLGTuWegIB9q7x4zl20CDKOv98ypB99/vfp7yJE6P3/S1bOObVV9lzbr9d3ydkPx8zhrqlrIsv1vcT8z3o4ou7769W94v+3uuO9N5pbuc3vqHHoLfybLPNNtuOI6uvr4/0FSc6psNOjRaJRNSVV16p6urq1D/+8Q+llFLr1q1T06dPV/v371eDBw/+v2NvvfVWtWfPHvXGG2+oVatWqZtuukm1ST6S/7VZs2apkSNHqkceecSyvoULF6pFFklR7bBT246KnajJ6Y9VO17CJfu7Lo5GKEl/zjGqbJaWwniIFXppDjGMpSAXqw45dts2nYcsIyOalWAOYRFWmlHtU5hdsRJdmxP7S9ilOaG2hCLm58PIePNNGCfr10cn/ZaE4B4PTJzJkzUDqbkZ5suYMbCd7ryT0LDsbMpevlyz3aqqlPrmNwmTOv10pX71K1RUa2sp7/nnYWNccYUWA1BKM1KGDCF0Mz0dl1XyM02eDJPkrbfIqdTQQJ/lHun30xcJnVOKsiorlTrzTJgppaX6O7+fcLb9+yknOVmH2RkfLwIB+ul0wvJ57jnq76/1lvherLcE+JKjSo7zenUurI6OvtUhZk4Eb5ttth0fJjnpIpHoa9jhgEG4bl13xdlY5nLp3IqBgBZZUYo6LrxQh/Z2dXF8QwO/g0FYmkop9c9/agVdh4Ow7osusr6PXXIJYdIS5rtvX3T4v/F5oicBBKsw/t5EIvoiNiF1vPGGFhCKxdq2n4tts82249ROmLBTo91xxx3q008/Ve+991637xyS/+J/LRKJdPvMbL0d8+Mf/1j98Ic//L//GxoaVI6EBNhm25HaiZKc/ngBtb6KEIvDsf6uC3O/Dqef/TmnsJCH8c5OwpIkQb+VmUMMRR0zPr7neszHPvYY4NKTTyp1773RwJs5eXNxMWBWbS1haPHxPffH2M5QCEeouhqAzep7qeOddwCXurpwtlpacH7cbo4Lh3GygkH+3rSJ60NULtPTCWHavZtrqKGB742hpoWFAG8tLZx/1VX0KxxW6vPP+b64GNBLlDUzMwmr8vsJsdq9W+cxKi7mvNJS5q26GkctHCZMMC2NEK7x4xFCeOEFwrpE7VDC3YxqnJLwvq1Nqw36/bRZnFpJ3B+JAAa6XACWBw70PjdGc7loQ0oKAGA4TLk+H+0zg1+9qTw6HFp5VCnaJ0n0jcBbX4C1vgB1brfOD2abbbb1z2KB7n0B2WNdn3FxXJfNzdHXpssFGO9w6Nx3VuW6XNE5/xITOb6yUudvlHByEdF58knqkxc5r7zCfSIUYn+Wdgn41tREXRKea77fTppEmPupp/L3vn18XlVFmVOnWof9K9X93i/pAkIhHerek/Uk8CDPhqEQL8yMAkL9Kc8222yz7QSz4wJ8u/POO9Urr7yi3n333SiF0uzsbKWUUuXl5WrQoEH/93llZaXKysr6v2Pa29tVXV2dSklJiTpm2rRpMev0+XzK5/Md7a7YZht2ouTOOlFBra/K+rsuYj1UH4kiWW/HSk6s3hhsxr4Yz+uLYpvxWKMCp7FOq3abmW/ynZXTYm5nVRXMN683GgQzfi/sOmG+ieLmLbco9eijAH533omjMXeuzg1nTJxvFBdYs4ZyN28mH1hBQXTy74ICcv1kZQFidXaSFyo5mXbk55Ofa+xY2jlnTrQSq1KaRfjww9HtkTGqrUXtcs0aQM8ZM6jvrbeUuu022jZ0KKIBZWUa0Bw/nrlpbmYsBg/G6ZR8WoMGwfR45x0N1krutKYmQMC6Op27yu+nbAEBOzth0g0bRs6qSZOod/t2lEP/4z9gBt5yC/mg0tNpc00NrJPmZpiCzz0Hc+SLLxjr9nbtKEsuq2AQR1cC2+LjcbhTUmhXVxfz1tJCkvy9e2HxSft//GOlHnyQ8iMRrSR52mkAjlOmaFXG1lZA0Y4O1svQoYxbdTXtEZCzq4uy4uIAVffs0e3Zv1+vXyM4KPmuJBeYKEUabdgwDboqRXlGxU+vl/k/cIAympu7XzOibinsnb4yg5Tqnblobk9vZgZf+sqM7Iu53ay9Q4f4W9ihcXGa2el06nXTmx3NtvVUx+jRXK9KaUXT/syRubzUVK4r8+enn866FlEI+dzpZNxaW1mb4TD1+/2MYSTCy4SDBxExcDii16nDAQvM72etulwwfKdP53oXJdzhw7km5sxR6t//nToSE7l2m5tZy8OG8UImEmFPT0vju127yHVYVcX1vmMHbfja1xD22L6dfeXRR9lDhBUr+RRvuYWXCJs2sQdMmcIe+9BDMLsyMthL584lx528QFGK86ZM4f+KimihB6W0QrSct3x57GeD+++PVkKVvwsLAb0mTOD/+fNh8RlflJrBtowMxuKttzg/FuAn1lMON3k2nDpVi+X0lq/uRHkuts0222zrwY7psNNIJKLuvPNO9eKLL6ri4mI1duzYbt8PHjxY3XPPPepHP/qRUkqp9vZ2lZmZqZYsWfJ/ggsZGRnqqaeeUt/5zneUUkodPHhQDR06VP3P//xPnwUXbLVT22yzsOOF+WabbX2xo7GezW/8zSE0vYUCXX455xnDc6qqaJMw80ThrzdnZulSpR55hPNuvDHaMTOH91i1W46tqEAdsK0Nx/Pcc3XdRiW/UAjHMi6O0FiHA6BpxAgSuktotACCSpFwf+9enOMRIwCTrBRlRUHV+JmMS2sr9e/cyWeNjYAlF12k5/P993G6g8FoMYe6OoDEPXtof2cnY9vSAog3YQJO/M6dAAFeL2CCAACdnYCUSgHASQhyWhoiAuvWUe4zzwB0RiJ8l5MDmCkhXaJIW1amQR6XC9Cys1Mntk9MBBgT5t/QofSruRlAMBJBJCApCRBm924AEgGohJHodgOuSVJ/pejb3Ln0a+1ahA5EAEEpzRQKhTh2xAjGXtg2EyYA1nZ16TDeri6tzpmYqBU+6+u7MwEFOAoEOMbrpXyfj7n861+7g1ciYODx0MfmZs1otAK7+gOABQKs2cpKDdJ2dGiBhenTAaDXrWOsysqi22UEvIzgbmoq425kVBpBR6Nian/M4WBd/cu/ABo1N6NWm5dHO2fN0mCqw0E4ucxdb+MwZAjXRG0t89bRQRh6RwcM3WAQMGz7dvqXnMza3L1bizRUVNDHQIAXHatXI5RQV6eBM5eLdXTRRexDAq5KaOPrryv12Wccf8457JGyN9TWUkZGBm2SdXfqqVxzsmdJOOXMmUq9/bZeY8a95vXXOX/PHr0X5eRwDTz6KHNfVaXUkiUaIMvLY/9+5x2Ou+8+6z3dqJwtfTODTkd6L5Lz16wB4ExP53rt7X50tJ7pjOX0Vd3VNttss+04tRMm7PQHP/iBWrVqlXr55ZdVQkKCKi8vV0oplZSUpAKBgHI4HOrf/u3f1OLFi9XYsWPV2LFj1eLFi1VcXJy67rrr/u/YuXPnqnvvvVelpaWp1NRUNW/ePHXaaaf9n/qpbbbZdphmv6m0TakTB4Q90vVsBIPOO08DWEazYika2Qfz58OqmD8/ul3G/HbV1QATouQXa/wLCnC+SktxEAU4USo6HMnYd3NZ8tn69Ti9p51G2667DoBt7lxdl5HVt24dzvbOnTiwknPu2mtxyK+/XjMrtmxBnTElBbacUtqRlxDgggLK27RJf1ZYqAHJRx/V7JGaGkC9+fNxjt9/HxArLk6zMIqKYMVUVFBnMEg5W7cq9W//ptSvf61Dhz/8EKXOt96CafjAAxo4krBiYdR5POReeuwxwIWnnwa4EHXQqir+vvNOzYZUSjvHVVU651wwqJmAPp9eJ8Ksy8ykX6eeSrsXLUIpdcsWAMiODkAQUZ9MSqKPAg6GQtFhdS4XY75xI3VKaF1XF8elpbGGkpP5fOZMzTLcvp2+3HGHBj+dToCY6moAxfh4zjn9dPpuzPknjKnTTuO7zk7GYNQoQvPOPz8aNMvOBhQbMYI5SE0lbE/mxefTIKbR4uL4LeF8xjKTkvhfmFxuNyBhWxv9TU7WfXO7AXFnzWKtZ2bSHqkzHNahxg4HLKgvvtAsumHDuA58Pv3zv8+4qqnJOkxZwCRpszA4Dx0CvGtvh4E6dy5rcuJE1pCEyycna/Dtnnsob/XqaCal1PO/0SOquVmpq69mnh99VIOacXGUvX49x7W0sM90dTFGV1+tgdhhw7T67VNPsY6KijQ7t6xMqX/8g/aVlDAWc+YwrsLqFVbzeecp9f/+H+tcQhhFKTUlBVBM8nAqxdqvrFTq8cf13ij7TijEeDmd0SkUCgoYr61baf/QoczHn/5E+WIZGYyT263Z0qIWbFRmXbZM74tLl+r9a9o0+mFMcyAmuUpDIet8a0az2v9l787Pj96Te7sfDcQz3fESeWCbbbbZ9iXYMc18i5WT7fHHH1cF/7uJRyIRtWjRIvXII4+ouro6dfbZZ6vf/va36tRTT/2/41tbW9V9992nVq1apVpaWtTFF1+sfve73/Urh5vNfLPNNttOausJYDtWEiUfLeZaX8UhzGZkTEyfrs/vrV2xElcbRSWM5YjTtmwZDp+RfWZmwxnDZYuKNLNNBCTEITL2WSldz8KFOMACWgSDJM9evx6w4s47KcfcppISpW6+mXxE7e041JMm4ehXV8NuSUoC6LrhBg0gTJkCs6u1FSbL7Nkw0/LyaKsIPDgcmhHmdOLcv/ceII2EyGZn046mJqXOOov2f/qpUt/5DoCAsIsEPLr7bkC33FzABqVow2uvwc5JTycs7bnnOGf0aM3AefddHbp15ZUcu3cvDrvLBThUWanDWiXUdepUQM3zzsPhlxC9mhq+NzK7Tj+dejo6lDrjDMbW7SbfYHs7Y/jAA5T3yisAmPv36/EPhylH2HQ7dmhWUlwcfcrIoBz5XH7cbvrU3s5YuN2AKMGgZgZZ5d8ygmBOJ30fMgQhlb6EQmZkwBxav565jJXfy6puI7jWW+6+QIDx/eCD2Md4vYxTQ0PvOQWVYu5kHJ1OPuvLebFMRF1aWzWDzpiDUSnWyrRpMLoiEcbP7ycx/0cfsf57suRkrgsBP6UfEn7d0cF1VVHBS4LCwu5hwh6PDtOV/vp8lC15If/935X6xS80a1Mpvcd0dMB8e/111ltmJvOTksLYT5nCevj//j/2m+nTObajg/66XACATie/vV7OkbB3CemU8M/779d75tq19OsnP1HqD3/gs/vuY18YNox9ZflyroUVK7qHipoFf4x7sVnAwLhvL1vG/iz7dEWFUi+9xLUyY0Z06gIrBrHs6WLGfdxKkMn8nVJHdu8z21f1THCivAi0zTbbjivrD050TINvx5LZ4Jttttl2Ulush+mj+cDeU1l9eai2UliN5QjFKjdWeKOV02L+2+wMWYWWCqAmTA6lonO1GZ0sc7iO5IMbPpzPxYkzMu4mT9asl/vvj25jRkb3MvLz+WzrVhzmmTNRUs3JgbFWX6+VW1NScLw//5zPBw8GFAuHAcyqq/nf4cDJP3Qoeqzdbsqtq9MMvIQEjpNHkexsyhaAIRjEOW1u5jMRWZDvHQ5APIeDcp1OfbyYhONVVmpF1tNPB5gaMYK2NjfTR2FESRhgOBydjyolJToUU0IIjSylQACQyevtziqKZX6/zqMmAJz58ay35PLGce5J3KE/ecqM9mXkLLNtYCwpCSDqSMC/o2VyfZnzEZqPMa41AR6tzrHK+xcIsMft2EFdAgYGAoD5H3/MOdnZsCsfeoi9Ky8PMDkxUe8vKSnsbxJuPGwYgPCTT3LciBGE7w4dyu+aGoDp2bP1C46MDPbdJ58kBcCyZdbpBMrLqfdb32Jf3rKFPen006nbeE+R+5TUI+HtSmlGcqwUB+bvlLK+9x2ufVUg2LHyItA222w7qeyECTu1zTbbbLPtGLFYoSOS2HnmzP4/ZJsf0HtSRe2LuIcxhFPCdozKp1bnxVJ8a2rSoaBWyqqhEHmLjKwPc64085hNm6bUBRfgZL3xBqBPYiJtk0TXxnaaz583jzpKSnDYios126qwUOf4+ec/AeCysrRDJuFLRUU4ndu3A9C8/DIO6JAhgEWvv86YHToE46SlRSfy7+zUoXF+P8wvEUtYupR2NzfDyLLKueX3K3XZZdS9YQOsltGjYWoJO6q6mjEwhsjW1eE0BwIwzw4eJGSvslI7x2lpmglmDDcUsE7UYIVV9+mnOLOTJgHMvfoq4/vww5QViZCUfdQowgWF4TJuHGGZbW2sKyOrSSlYNxkZmmklwIARILAC0dradD45YYRJKKawp6QcAQmtgLDUVM1ckjKMx6WkMB4dHcxxXxPxO52ca0y8LwynnkAUK8vIYJ30lNfMCujz+/ndH0GG/pR/opjV+pJceEe7HjOIK2vLqi4Zc4dDKyWb50AYmMbP5TpISIhea4GAzs2YkMB5fj8gY1oa+4OoS+fksCeKyIqISNTWwjKbNw+G66OPwnw791wUn5uaCC2urAR0Ky5m/a1fz949ciQvOvbtYy+ZNAn2nNfLuR9+SFuN957mZvZL832iuprrtqFB55G77TZedowbR135+Tp0VfZHeWEjIdDGkFelos9RylqdVP7uqzBSb/ZVpSSxQ1xts822Y9xs8M0222yzzbbeLdbD9JE87MYCvqzK60s9RrW2qVNhBJiVT3trf0YGIJWECCmlQ3iMZYRCOtG/5DsrLsbBMY+V/H/55ThxShFW9ckngF5WjpIAkkamXF4eIE1uLqGP+/frvG/GHD+33QawVVER3deqKj7r7CScdPFiHL3ERMIyJbfZc8/haHo8OLYPPqhzOzU1KfWXv2hFQlFZnTcPJlxzMw64xwPbZsgQWHWNjdS7eTM5ykQhcO5cxqWsTIcyulw4yO3ttM3jAfgZMgTgMT1dg3FtbTibGzdqIDM1FXAuLg4nXgDEKVOoX9RKvV76tHMnxzz8MKy7Q4dgx6WmEvIVDBLuqRShewIcSGL/YJBjDx3C+X7sMZzhwYOV+u53OU+OC4cBAiQ/lrDdBJS45hql/ud/aI/Ho0MXW1qo1+UCECwtZUzT0wERIhHGOzWVehITOebee5X61a8YJ7ebsqqrtSKq08mcBgLMT2YmYyDXoccDU2j7dp0bTindFnnD63Jp1uDYsVrR1QzCOJ2sUb8ftmdXF2tQ8ozNmAGAUFWlgRaXi+8XLSLfV0/m9VJHaytt/PGPlfrjHzVoLNYT8Ob16rx7h2sOhwaLJNzV6dQiEkrp0GPJMZeWpnO31dUxP1YApVHMwe3Wf8saSkhgLo3ndnVRfyAQ/XlamhYCkXYby4mL0yCtMWxXwLDmZuqStRUIkO9NrpcpUxAgaGmhjK4ujpGceB4P/R03jmPi4gC7pU8TJ7J/tLayJlNSOMbl4vqqqKC9Y8ZQ3tSp9G/TJq6zl1/m9623EqbqcsEODgYJfXY4UGYePpw9/4472GNKSgjddrtZi3/7G+2R+8KUKaxjK5XRqiodHjt1qn6JI7Z5M9emUuzZhYXRIaybNjE+RUVcDxUVen8XZpdSOhectOmNNxhPyddnFjyQ+sTM93O59x3PZuchts02245xs8E322yzzTbbDt+O5GE3FvB1JPUYy4zFxLMSFTBbUxNOaVNT92MkFNUYUlRYqB2mvDzreiXx9rJlAA8ZGThX0k6zcyWOmSRMD4dhfhUUALoY+yuWl4dTuHIlbZk9mx+lcPCKivh73TrNljOH0C5cqFl0O3agSGhUXt24kbCtZ59V6gc/oEwBIidPBjjIz9cO6YIFSj3xhM6DtmEDDm9+vmal1NcD4u3ejUCCADI+H2XK2CmlGSISWvqPf+jwU7+fn0GDGMubbwZ4KikBPDKHaL30kgZa0tKoV8o94wwNmCUkcM6sWTjtNTUaXMnNpc6yMr6X8LXLL7cGcKqqABAEwKitpc7MTOr3eKhLQlCVAgSQENc9exjvc84B6PjkEwDTuDj66vPBMNy8mXXj8+n1Ulam2XodHfR50CC+r6oC4BSlyEgERcvp0zlPwDfJxyt599LTmT+XSwtXuN3Mf0sLgNPBg5yTlMRcfPop5wpDLxKh7evW6TYqRTuHDKHMhx+OZr0lJTF+ov7q93MtiYJnfDwqu34/IKERPJTzg8HuocFjx3LO559rgFVYfgJKihiFUroPxrxuQ4aQ08x4fYbDnCOMsa6uaCCsthZgyufj/9bWaOakAGcCjkk7jGtM1G6FESrgX3w8/xtBIKU4Viw+XqlTTmGuKio0gzIujrGqqKA8Y7h3QwP/d3ZqUPCVVzRj9KOPWEM7duhxlv54vfpaC4Xo365d+vuUFHLVbdum+zZ5MvkR5Rp+7z2dM01C94NBHeJ+zjmM4z33aOGMjAytiCqA/fPP67/vu0/v49XVMNCU0mM3e3bsfJ5GkZtgUL8MKizUIP2UKXpvFBMW9WWXKbVqVXRqAmGsSZiqUtYvk8aNY2/Iz48G3PLz9Ysh22yzzTbbvlKzwTfbbLPNtiM1O8nv4dnhAHe9jXVfyuxLCKs4SsFg7LqN5/bGzKuqwqETQQRR3CsoiC7XWI4w1To6ACVFrc4MUppFFYwhSXfcofsrbECltINmTMYtZlbKE1VB+W76dAA4cfrNfZcxk7IzMnCEZ85U6s03AXwkhErYji4XCqrjxin1ox8Big0fjvMtCdEFLMzPR1EwHMZ5v+IK5krshRdgOt1zD8BYeTmgmIgoGOeouBimidiIETDh4uO1aMaGDZqVdNZZ3ZkqkmxdcvXJfNx+OwDOoUMavAuFKCs3F5bcJ58ANEycqNswfDigwp49zH1Li2YyZWXxmcMBEKEULD2fT7OQMjLo07RpAAGhECqiU6Yo9dvfwjTyeLQy5dixzE18vB7b9es5TgASydMlobTjx3PujBmAn+3ttCUpCdBR1DDnzIGJKSqtSUma2WRkl/n9ADabN+tcf14v4hVxcQC9aWmMiVK0Py+PY4WFeu21AHf19bRNfhITaW95uQYMfT5AooceAlw2msyXKMx6vQCjgwdTfkUFYyXKqAKmZWayfqqraev3vtc9rDcxkXIHDQKgERApGNRg2+jRgFDx8cx5XR1r3OFQ6sUXKUfGTQQMlKKd0t7OTq71557T4GVjI/XIunW7WYc7d1L2qadS1+jRjK/DARiUkcHauesuxkUpxqGzU7PfZK/s6mL979jB383NmmX7s5/x96WXonZ81VX0WcYoPx9Q+623GOvHHgPYra1lrn7zGw3EyTVsfAFiZD0blaYLC9kL7rkH4E4p1qVYUxOg/8iRGjhfulTXI/cZY4oFpXipsG6dBsjlfjBtGj/CmLZqr5QnzDQji9rIcvvwQw3ACsvZfM8yqreWlup7gABukmqgpxdDttlmm222fSlmCy700WzBBduOKzuaSfAH0gYStBpoQMxYvjkxfn/q/qqBu6+6/p6sqkqpJUsAEhYuxNERtU4r4YdYym7mfpnBqljHmK+hnkQnehNkkDUyYQLA1aRJhFyuXKnzrl1xRXSY6Z13wjBzOmGYCZBmVha96SalnnoKR9XvB+i66CKt6vfmmziXOTkAUG43TntFBeFay5fDENu4EZAiPz/2vlFSghM+dKjOibZ1K87d+PE48qEQn3V2AkaEQgBEZWU6xNLjwcGWHGydnfTr5z+H3dfWxmfZ2QAA+/ahRipOsTinUt/ppwMaPPccAFVpKe2/4QY9zi+8QJkpKTrsUynN5jGG87lcgD6DBxMqXFfH/3/4AzmdXnlFC0q4XDjuHg/llJUBGIhypIRStrZG56NLSqI9Iu4g7C+lAFDMudQktM+YO86Ycys5mTEoK9PMPGljXBz1GNUxjf2VUEVpT1MT9bW3954fzfi9MK4kzFipIwvflJDTngQkjNaT2MSJnOdtIC07u3vYrtGM4yprUin9OyUFQFTWrVwnnZ2x58Tj0QzC8nId0urzsaZzcth3RdH14EH2sgsuAKBdswYwtLqa6+Ib3wAQXb8eYLC+nrV/332wcru62H9few12rtMJ8FtTw57tcACI79rFtTJ4MHuIy8XekJvLPqWUBr+UYq9obuZ6+OlPYbXNn8/Pp58Civ/853o/T0/X94zqal5+XHedBi0XLYpWJ7US0xHlVLP4kFLWjD2len8GONznhL6cd7w8r9pmm222xTBb7XQAzAbfbDuu7GiqVg2kDaQy1UCrXlkpWBoVM/ta91etzvVV19+TLV3KT3MzztaIEbAajGwH47GxlN1iAaK99d38vdG5EQaBUWlUnK/XX9csKbMIw5o1OGQOB0m9N20C6Bg+nDxJAtI5nQBYBw9SlrAonnkGR/HQIcbitddgndTVaXaSUjiHubnULznBlOIYCeeUfEe5uUq9/TZgj8uFE2tWehWg8o03aHN6OmXu2xedm0sp7VgbLZaTLeF74TD92b49Oqm/UjjiXq/OP6UUIFNNTXS+s/Z23YfOTsbwoouoY+1aDWwdjtKnWFwc9fQVDFKqd/XRo2ki9GCbbSejmVm8Yh4PIFw4zF4pQKCE7yrFnmZUKBZhCI+H/40Kym63DruV6y0jAwZrWRkvADZsiA7TjYvT+66oN6ekEBobDndXIZW/d++mzLi4aOZbT/e83p5JYimfGtnORpbc4T4n9PU+fDw8r9pmm222xTBb7dQ22052O5qqVQNpA6lMNdCqV+bcYv0JQYxVzldhX1b9h/PmvKAAdpaR+RbrfHM/zL+tQk1767v5e6vwHXPIkFJaEU8p7QhJPqCKCthakYhWx9u4kfA3OUYpne9HBCPuuEOzA2bNwiGTcNBvfQvm2/jxOIR798LEEoZFdTXOWyAA2BYIELIooYGzZhEeWVlJ6NmUKYCEArgZc85NmoQDOX8+x0gOuHAYUPSdd2CflJTAWHG7qS8nB2Cto0OHLyYnwyI55xwYKZMnw4SrreWYtjbG5KKL6IMw39rbyccWiRC26XDgIDc10fdFizguK4v2vvSSzgWXkMCPhMVJbimfD8d7xw7GVNiBfr9WX3Q4CBsUh1qS50sC+MZGyktLY7wTEznn7LMZK8nzZWScKUXdZoXWpCTKc7kIC21sZBz37eNYI4vIeK7ktGpupp9lZfo7GVPpS1ZWz4wmAUVlPCTMUAQC5BhzaKWV2qaViYplb4qrfS2vr3aiMOAGoh9HWqbbrRWHzeVYlR1rbj0e1puAyT6fXifCzjQyQ71eXkIMHkyZ1dXsbQ0NtGfcONau5KR89VXKPf98wqAdDqW++U1+P/UUe8zXv65zFXZ2EvIaiXBdT5nCnvmjH8Fai4uDsZuWBoNX9qJwmH1OmG8/+5lWns3OJmfj3LmagS1m/HvaNO5/ZhXTnu55vT2TWN37JO3Bhx9q9Vfjyxfz8X2xvt6Hj4fnVdtss822o2A2862PZjPfbLPNthPaBjr89EgZdrHCSnsKHe3p/Fif9XSuVV19LdfIkJO8Q0p1D7ORcyW0dP58DToqpXONST4tM0CnVHSo6yuvAIR1dek8VOaQ2SuuAECbOBGntKAA0YPMTObtnnsIj/rsM5RPS0qsx0zCvNLTyd0lbV2/HjZJRgbg1pgx1DtiBKDjnXcCJs6aheO3ebMGdeLi6NeiRTo86e23Aem+9S36XVXFORMmaEBRxnXtWkJP09LoQ0mJztm1bx8g5Tnn0OY5c2jPm28q9cMfEo77k5/g+FZV4dTn5uLoT5lCW9evp77f/AZwMC6Ofol6a2Ehc7hpE3V6vTrs9dAhnPn4eIAASQg/ZQrjWFkJCJCZSd1jxhC2JnMswhp/+hPHpqfz8+ij5AZ77jnANQEtJk2izowM3YerrmIuJa9bUxNtaWrSaqgtLQAI3/oW13BtLZ8NGwZ48NBD0Tnfpk9nzbrdAB1W4NrEiYghrF7NGmtp0eCMy6UZnC4XIc6hEO3evl3nthMWZ2amXsvhMGVkZ1OvhN82NTF3AkhWVtJPWWcuF+zTPXu0Cq3Un5REne3trKNDh3R/jfaNbxAmbgQ08/JYc0oBnra36xDKtjYd4mtlwpYS8Fc+S0kBlBK2a1sbAO+GDbRd8vkJYBoL3DKqpAqolJzMWEt4soh4uN2IMezbx5impgJo7d7N9STg9re+xTVeVsb6OHSIazMYVOp3v2PdDh0K4HXggJ5HUS9tb2cOvvlN9srnn6cd8fG0T5RVBw+mDa+/Ttn/+q+sj7ffpu7Ro5X6t38jnN7jIcw0O5v2rV5Nm1NTKW/CBMqwYozNm6fU44/T11mz2FeqqwHtQiHaMXq0FvwQBpswyOQlhezRs2ZpIE1yWYod7Xtwf+95kuZBXgZJ7rujyYw/ltNc2GabbbYdptlhpwNgNvhmm222ndA20OGnR/rQHStsRpgTh9PupUt1iKgIIfRWt9k5O9y6zHkCzXXt3q2BrMGDo8+TEJ2hQ7VinxlUU4oxlxxISpE/6ZVXuocTLVwI+DF6NOBGSQmgSno6bdi7F6DC48GhFnaJJBWXcSgqwtl97DHNlFi6VKlHHsH5/e53YVtVVGgl1vh4nPLKSsJ0P/qItvj9OOStrUrdcgvHSFn79gEcTJwIiNXQAJg0bJgGKaTsN95Q6p//jAYyurpw8iMRHT6WlsY5a9cy9g4HwIGMf2kpfRg3jjESBdQDB6LVK30+QK0tW6jf7QasqK/nGMkX1dQEIBkOc4wAPl4v7ETJydfRgdMu+e9kngXM3bJFlzNypFaxXbo0OtxYWHyBAHW1tLAexo9n/EpKNPAmbUlMZI1t3ky/4uIAfMQSEhiPjz7Sn4mKpZH5JMxEo8CCw4GjX1Cg1DXX0G7JBxjL/H7GwhiW7HAwnnV10WGBwWA0aBUIUH9fwn97Yn8JI9IKUBRALRZLLzGRNkkYo7BjjWPyVT+Sx2KnSRj9unWMoeRfk3WtlFZyld+ZmXx/6BDXWHo614vsAQI+pqVxTcfFMXai2GsM7xZGXVeXvq5SUzlm3z7WaW4ux2/cSH0eD/uKw8FaHTYMYK60VPfV7Sb8X8RfzCBVURH7R0KCFjZ44w3Goa2Nz10uGHUPPaRfzhjTB+zcCZiZmqqBOqv71dG+B1uV19O9bMEC0hrMnq0FfWywzDbbbLOtV7PDTm2z7Xiw4/Gh5kjYQ7Yd23a0w0/7m9DZfK45AXOscBkjG62/lp+vFfVESc7KjHVahc30Rdxh2jRCN5ct0/0JhXBCFyzo3s9p0/g8NxfG2Z49jMmcOTApRB1TlAoF7FIKIOXOO3E24+O14mhNDWIJy5frMSsowBl9/XXYHPPmUcbll/O7pQU1y927cbhdLkI94+NxZJuaYHVNnKjz9Zx9ts6PN38+ANHLL1P//fdTblYWfRQgqbUVNkx2NknNOzqoo7OT+i68UINDSuHAlpfrHG8pKfwMH45jvHIlzvc552iwo6YGwKmyEoBI1DxragAAqqqoKxwGoBw+XKlvf1upf/93wsYiEdhFIgBQX49z3d6uAbiEBMqTJOsCuAgg095OP8rKABiysmCKvfIKY+By0afGRs6RcFqPhzWwYIFSv/oV56anU5eMSWcnrModO3SePPmuq4vyOzo0O2zPHvrs8ehcemKRCP0T8KOtLTo/llK0ccuW6M/CYQ3AGAUX2tujQ1QjEa4FUZuNi4sOZxUzgkGtrRqwMrZTcnQZzQi8KdVdvKIn6wkAk/m2st7qaGjQ82sFchn/z8xknX6ZFisEVFSFBXhTSs+FtDkjg/UigJnDwZ4h1tCg19jevVzbLS2s0QMHqENCD5WiPr9fA9rt7ToEvK2Nz889l3WzejX7xsiRXL8jRtAuUVKdOZPrRABvsZQUQLv2dvbhbdsAggX8c7sB0pXimP/5H/bKSy9lHznvPPaq/fu5hkUpVSn24zVrCBmXz4T5Nn8++++0adGpFEShdNo0QDLjvdN8n+uLuFCs0FL53Zvqt/kevnRp35nmttlmm222WZrNfOuj2cw32466HcuJ7mNZb29Sj5d+nAh2LIOeViIE/VkjVgmY+6sgG0s9zfidUijYmZlvPQGHVmUvWKDU00/rMEqjc2LF0BPHp6JCqSefjM1ck3M7OwFrhM0lDLplywC4GhooQ/pwySWINxjzlCUmAlZ5PABEtbUohD7+OO3dsoU+OJ3UkZzMsenpOLTm0DiXC0fynXfoVzBI3enp1NXWxnmZmfwt4N3ChVp97/HHo3OSmS0QgG3z+ef0MRzGKRan3OHQgFV2tgbIhBnldOJc79vXt5xhogSbmEh/hw1jXPrKlnI4utfTm9hCaiogRH/AIWPZRvVT22w7mSwpCYbuiy9yjbW16fxwwpoVdmt8fLTiqpiEAksOxAMH9Dmnn871OXEieSONOdwmToxOHzBnjlY5LSoCSHzmGb6bPVsf19Sk1O9/r5mzp51GOfHxWsm7o4M9y7jfHzgAw/O883gBIPdWYYFbMbh7S83Qm0K4lSjDkTDNbbPNNttOULOZb7bZdjzYV51o/3Cstzeptn151ttb66/SzCIE1dW80Rd2Vm9AmlUC5v70t7BQOz7x8dHHG7+bPRsHRupYsEAf9+GH/BYnKhQiFCcjgzLfeiuaLVdXx8+dd2qm1X33WTP0pC+dnQA9I0daXz9GFtzixTh46ela0KGoSI9ja6v+W0IVhw8HtJLE+g4H31VUUPemTTivgwfzd0cHTueECVpMoLxch/AppZkuXV1K/e1vWnhgwgScsupq/p88GUZIXBxl+Hw4s/n5Sl17LcCc5BmTMp1OnGH5/GtfA3jr6mKc4uIADRMSaJuww1wupWbMoF9ZWYB6SmkHV8LLRAFVQEmXK1oZVJz1lhbq/OwzaxaUUVFUyrnmGnLF1dZGnyM5vWK955TcWr2ZFSvpy1JQHUgzi03YduzZVyl4IaHYHR2wyPbs0ezH1lbEEczqvp2dCMe0twP6t7ezd8h+oRR9EoZmOEw9xnDmzk7y93m97P2SWzAU4rumJlhrra3sTUpxzxBhmqlTo0E3uedkZbHmlVJq1Cid2/Cttzhn5kz2sX37+FzY2UlJ+lizwE9BAfU2NOj7S0aGvs9Im5SKvhcK09p4L+5NOOpImOax7Fh+kWibbbbZdpTNBt9ss+2rMvODzvFgVm0+HvtxItjhgp5fxoOuWXWtsFCrhKana7BIKeu1k5Ghc85YlSnWU7iNqKQawzHlOwH2hK2gVHdQThhqRpZcrLbccQeOWGkpSe2zsvR3xutDwo/MoJqEolqNw333wW5bvx424LJlmvEmfTvrLJzBigqArXCYss86C4dw6lQtfDBhAuDSO+/QzkgEVsVvfgMr7dJLSRx/zz38ffbZSj38MA6jhE29+y5O63e/q9R//zd52M44g5DWiy6i3XPmcPyqVToMraNDqZtuIry0rQ0GiYRnRiI41zk5hE263YBfXV04vVdeSV+fegow72c/I6yruRlFwrIy6qqups9bttAOcbgdDkDOnByccWmDz8f3N96o1B/+QB3CqktPZ6xEOEAp7QA7nYCb5eUAfBdcoNQHHzCmZWXUcdpp9GvjRp3U3+nsDhaYzeVCXEHCb51O3R6nk/C9ri7aPWQIY1Bbq4EKpfh8717GXsI9HQ7GxCqc0ecj15ywe8w2ZgzAh7RdcruZw0CtTFRNJVzXKGZgFD04HDvawNCR2JH0oz/m9/dt3PtaluT5szK3G+CqtbV7uG1SEntpT32Oi2NdlZXBIhsxgmuzrY21IIrDLpfOpSc52hoaUBzNy2PvkvxywlANBvlfhEuCQa7TcJg8haISrBRh5Tk57CkCzs2YQY5HEcQQQZS0NPIYRiKMjeST9Pvp70cfAdR5PEpt3QqItm4de67cU4wvjSS8dOJErtWSEsB640sXI0Nt7lx9DyksjM75uW2bUs8+i6iK3DPkHmt8CRPrxY/ZenqpZX62M9/HjpYdyy8SbbPNNtuOstngm2222Wbb8WiHC3p+GQ+6Pb1BN7PiDrdMpWL3JSMD58XtxukwOgtGYE/CaqRtAsoZQ1Ulybaxrea2ZGQA/PQV1JTzly7VoKSVQyPg4vr1OG2bNvF5URHnrV6tQ5D8fvK/dXaSJ66wUI9RQQHJ7UtKyGH0u9/p8gsKcCIff1yp666jvxdcAJD45JMkF1eKupcvj27nJZfgoD7+OABeWRk/c+fSxrfe0uqLLS2aSSIiA5IfSlgwLS04qpGITsY+cSJ1f/IJbLraWhziZcsAkUQcQpxOpShz1CjGYcQIVDWVApCSxOrXXaeVV1etos8Scutycawojb73nu6zqC2KkEJjIz933027U1IQMdixA/CtuJjzXC76npqqmYdiErIqqpN+P8wXY347pej7qFG0S3K3XXIJeekKCgA6qqsZx9JSzfDzeHTIbkYGx4jwQmurZjumpNA2CYF1ODguPR3gzQg85uQwhj//uTWYKAxDnw+AdsECwBOl+FzELwSYO+MM1k5jo86hp5ReJwICWeWmk/x9VibqsevXR4NEfWVf9Qfc8/k0c9JYv9TbGzjXW5tk3cn1I2vI4WDdtrUx12lpzOWnn1KeAJ/C/jL2zXj9xaozOZnrW/5XSuc8NLffHHrd3AxA3dGhVWAzM2lHRQX/S+i02w3o1tkJsL19O8e0t8OiFeEXabfLRX8zM1nH8fEaiGttjc5H2NgIiJWZybUVDLKHLFgAYCciELNnA6DdeCPAWm4u/y9YgNLzJ59Q56JFvDgZNQqQPDeX+o153+T+UlxM36QOpZgLI+tM9qTSUs2yVqr7iyxhki9erNRrr+n+CQBnTJdg9eLHbJJnzvyS6su0/r5ItJlyttlm23FsNvhmm2222XYy2VcRJmx0AszOxJFYT33pSz/NbTGz7WKZ1cO/sY99dQ56a6OAi1Om4NgtWxZ9fEUFDuKIEXy3ejUMt2Cwe5s2bYoG8KSNwqLbsgVnXSlYFbNmARQsWEB4qZVNmkR5kyZZhwo/9hgO+mmnAazU1sKWcTphkkyZAlDxwQd89/Wvw1qbPl0DngLWVlfj4GZm4iw/9hh9mDcPcMjno/45c6JBVKUYH2F/5OdT5vLljJfYT35C3r0VK+h7QYEWAJAQWq8X8YWlSwHRhg1jbBwOcstVVdGue+6h3888Q3uHDdNKnm434EhlpQZGrriC8Skv57uyMsCF5GQAr8ZGxmDQIB06K8nnX3sNFqOofY4aBevH7eY4j4dysrIAJhob+VyYeEpRZmkpY56SwrkOB+zPUAig7eWX+T4SiQ69y89X6tVXATYqKgBRurqYk4YGQL2//IW5Ky3VCe8FYAuHAfhSUpiTefN0qGBTE2siO5t+1td3z6EnAOOQIdQnSrYeD2DUhAkcJ0qZSjF3ra0arBRLTaVvHg9j6XQyH9XV3QE4CZc1AmoCJhpNxtPrZV0/84wGmnw+nUvRzA6UNgcC/O3xaFaXMDnFJOx7507AqZYWBFOammjjkCGsqYMH9TluN8C2w8F4VVWxPlpaNDAqdvnlfP7MM1y/VVXRfZR2p6Wx1vftYy0IkHzKKewTAtjdeiu5McUkLDwjgzFxOlmnnZ3sS4MHwxK74AKl/v53xjQQ0Kq6NTWsw40bua46O1l/HR3M3aBBSv3pT7DPRo2COSZCCvJyxZwWID2dazcc1gDd974HE/iyy1D5PessmHO5uYSemvdxK+bZihWss2Aw+uVRKMTLCfP6Mb/omT+fchITYSYbX4hYhZHGMtn/Q6GeXwANtB0OkHa0XyDaYJ5tttn2JZotuNBHswUXbDup7Xh5ODla7Rzo/h5u+UejXcdKGQNRR1/O6Wu5Iqywdi0OnlHQQBJcO50wte64Aydv3jzArKIi6wTYZhNF0GXLcHzMbVu7VqlbbgEMGzeue3JsM3tLKc2eOP98pd5/X6ub3nSTUr/8JcDS4MGULSFTwSAOeHk5zvOMGbBMVq/GCZ09GzabgFWi2FdfD+Dx05/CfsvNBUQrKmJsfvEL/l62jHJ+9CMSlw8apEPGPB76vmMHANb77+Pc3nmnVgS84QbKDQRwggMBnOn/+i8cVqUAmDo6lLr5Ztp62218ft999Lujg3r+/nfKcLsJZS0uxuHt6qL/LhcAnt+PAml1Nc5+VhZOfns7v0Ux1Oej7vp6nHjJB1dTo8PpcnI0aycQiGZGZWbCXHviCQAPSbzucOCkd3YyJ6EQ4IawenbtshZpkBBBAWjkEU/+Nua+MwJKsVhX0h85XgC9tjbNTusrM8wYLtmfvF+xmG19yRcXF6cZlv1pn1KMtzEPmJX1Jqgh9mWEx8bH95xf0Mr6Mw9yfHKyDsPuzZxODeZJmHRODnuUsMCMZcfHA7yJaEIkwu/Jk2H5DhoEgOtwMPduN4BgczNl794N2H/66TB3w2H27quv5pqJj2cPSE0lzPyFF7jOf/pT/h47lvYqxfX12WeU++abmrn2ne9wTFERAPXnn3NsIEAIvuzlkrJAQlGnTWPfrKkBoJw+nXvAjBn8LimhXa+91v1+oJQGy555hvMjEdo0erQG4YwiCQLETZtGSoGJE1GbNoopTJ0aDT7m5+t93ixWNBB2OIJdR/v5wxYNs802247Q+oMT2eBbH80G32w7qe1YfjgxPojJG9EjbedA97e38mM9XB6Ndh0rZViZ1VyKc9CXB+2+tMvsdMQqd8ECVOmCQZzywYO1upyEa27divM3dy7hmf/8p1LnnkuY47XX4ghef31sRt0ll+hz/va36LYpBcBUXo7z9LWvRQN6hYXRKniTJ+M8HjyI49rRoVX8lAIwaW/XbCuXi/8ldCs9XedHS0+HaSIJxVNSYLdt3KhzLgmDSVg9bW3RrB2l+P+73wV0e+ghHFMBhcTpF8GCSESDOykpOM87dwJqNTfr8uWRJRjUfTTWN2IEf+/ercE9yY8WC2hwOhkzY7hlcrIOYevNjlQ0wAzI9XRMf8ES22w72UxC2817kfm6SUnRIKLLpcOqhw4F0Nq5E9A/MREA7rPP2COTkmAabt7MPlRdrVmP551HTky5fyQm8lIiHGZP2ruX61jaIgxI2X/8fkKw//zn6OcZAd1mziQcd+hQwuHlhcCFFwLaGe+hK1ZwTlcX94W4OO5fVurhRlXunTtpm6itDuRLyFiq5FbHDtQLv+Pl5bJtttl2zJqtdmqbbbYdXTuWFU2NIQhHq50D3d++hhsq1bv6mNn6oiTaWxm92UCNj9VchkJ9DzHpT6hpX8oVJdLly6MTVkt+HXEcjAIPkybx/fTpWrEulk2aRA6hjg4N6EnbnnkG8Mfh0GGdRkU7CUEVxsKaNYSWhcM4hGPG4OgtWkTOrWCQZN0dHTh+mZkAVaNGaSeusRHHVfp82204nBMm6LY6HDpUTnKk+f04oBKuKDnAIhGlnn6aULB33okOs5Q8UB4PbJbXXyffUzAIyLl5M+cJuCZhZsIKO+UUnFD5Xs4tL9dhcJLAXdha8r+w1sS8XsZ01SrAPodDCy2Ew5o9ZQWwJSRQfk/gmzmMz2ySq6ujIzaQZwTn+grASZ4vyUN2OKDdsSRoYNuxYX0VljDmODsck7yBwSBr0OoakjBuYz2x8v+53QBhu3fTh2HDNMB+yimU097O3n3VVbDFZs5kL/r8c9ogIb5TpvB5VRWf+f3RYiJK6fuHpAQYNYr9ND1dqb/+lTakpbGHBwLkJdy8mfYZGW9G4Z/t22lHZSWMvZUrOU+Ycla5UWfNYu8fO5b90+o4Y4isMRz/aIR3xnomKSwkzcDMmb2DXgOZq9YWDbPNNtu+RLOZb300m/lmm23HqJ0Iby3NfTiSPh3LLMXeTPptVmcbiPntbYz7MwfyBl/yrUmusd7OF7GA9HQAKWPOOHN5GRmxj5eybr4ZJ3T5cv6XcayoINxzyBAcx+3bo3MFybkHDpDfadGi7utQKe0AjhtH/qOkJJzGkSMJaVIKR3D/fpzTN96AQfLrXwPCvfkm5U2fHj0Ol1wCyy47m/5t2gTjrrOTNmVmUl5rKwDkjBmErpWV4Sj6fDjVO3ZocM7l0uGXCQmAh0rhRAcCOh9WWxvhp+eey3j84AfR+dimT6dN997LuJeX6+T/HR2MRVsbIW0XXKDU22/rvGduN055UhL/V1Z2FyeQkEqfD/ai5MaTBPKSIN/j0aDi6NE40yIsceBA91DWb3yDXGxjxlD2unVanKClRYNq5rBJySfX2cmxw4fTJgkT7uoCAE5I0PmikpJosxUgI7nMhNUox3g8egwl1HP8ePpcWwtwPH68DivuyYQ9JEIURgsEolVWzQzKwzGPB2DFGJLaG0hpJUag1NFRSDX3x++nn4fTxzPPZO389Kexj3E6WWOHDul6HA4NAFVVsV6uuII8kjt36pBxAYRlroJBWKahEOdv367H1eNhT8jNRdDkxhv1NSuqqGecAUhWUMC10tERXb5YIMAxixZpIGfCBPYr2WcFUJs5k3OMrLOnn2b/nDFD7+/XXQf72edDjOH3v7dOIaCUViI97zzWeEWFDvPMytKgl3nPV4r9+a672GPnziVVQWurZmLHuufHYrdZPRtY3e+O1rNVX9vXk50Iz3m22WbbCWs2880222w7eexEeGtpfqt7JH36sliKVvlojvTB2KgCahyPgZhf8xib86/1Zw7kDb444IWF3dttFWJTVETIqCi/GsfUKlTVfLzR0tPJFxQXR1+M4ygKnTNmxC63qkonWzfOpbEPixZpht7kybRj7FgcVqXIJ1RdjaPo98Pq8PsBfkRh1TgeUo8IN+TkABLW1VH+zJkwABsbUdvcuRNHeN06nNCcHJ1n7fPPAaLKy/n/4MFoFdUJEwgBLiggUfmiRUpdcw1hvxs3avDq1FNhAnZ2kttp2DCl/uM/+H7fPsYnJ0erN1ZX08fJk5X64gsc57Fj6Z8kui8vB0Rwu7uDQ/K/08nfEs7r91PvAw/weUeHVrtMSAD8EZDKXOaoUTpkt7ISJ339+uhjhCFpZBMZQ5RbWgAwtm7V+e6MgI7bDTgmwFwwSFsEXBJAKD5ehwcL+1BCm1tadChtIEAC++JigImODlhC2dmMsTmvmlGgQFRbzcBWIKBBHyMQJcCqqMuay5VjYlk4TF/E/H5rxVdzaLVRndTlYgxaWzkmKYl1LqIRfTWrfHgCZrrdGjDtq+3aBUieksL6MY6py6VZo0OGMAb79/N/QgLzVlvLsU1NWmXY5QKsa2tjDNrbAZI2b6b90oft25X65jeVevFF/h8/nnJaWwG21q4FCC8v10zULVvI6ZiczHUna8XMOs7K4iWBUuwhU6fqffjyy9m/ldL5z5TSKqDp6d3DL6uqtDJzJMKea1Yflb1z6VKtSN3UxJ6Wn09Y57p1jGlxMb+Nudqkvnnz2KO8Xu5NZlVTq3u+FVjV07OBFbPsaD1bxaq3P+WfCM95ttlmm23KBt9ss8022756O5qA2Zf1kGp8WFfq6IaEfBVhzvPm4YDNmxftRPXF8vNxnubPx5mK5dw88wx/x8czTma1VTPoaLaelGJFFdQIzFmFEolSodExKyggbLW0FBDM7e7eBgEPJQ9cYiL9veoqnNmSEo577TW+X7cOB7mrS4c6KaUByKYmQL9QCCCtpITyFi7k++nTcY6bmnC66+pgp+3aBUNF+nTjjeS66+oCyHnnHcA/hwNgyePBIf/kEwC63bsJcV20SDNfEhNx2PPz+RF2YVkZ4NysWZyTmUmfli7lp7qaeh59VKnFi3H4hS0nbJbbbgPE+PrXqX/TJgChqiqtgOpwMG8ej1blzMzEuR83DoBBQle7ugC55PPW1mjmk99P/QK2dXUBcogi7A9/CIvI4aCOxETa5fPxd2YmYyzluVwAb0YhgoQEgI49e2jzoUOE7SUlwXTyeqm3q4sylaKMCRMA6TZvBmhobWX9hULM3euvc5yEBofD1H/mmTD9JPef2OTJzEFrK21wOvWcd3QAyAwfzjiJcm18vAaRRBVXLBDQAKnLpcEiswmLUQDAQADQduNGfXwwyFjGxdFfM7swLw/GYkICgLrPx/h88glzZ2YKxrJY3zudgMspKUo99ZRWuZX+eTzUKcxKpZi31lbWqN/PsQLsud20b/duLfghwgQulwYfExL4XtRslaIvbW2A8bIPnHoq81NaSn7Hl16ijJdfRmRGwj5POw0wvKMDEZaZMwFlx4xhz5Xrx+3mOr3jDqWWLNGiBEoB4H7728z3ihWUJ6HyhYXsO4sXMyebN7MvSbtXr7bOe7ZkCYIO11wDqCd7bW+gl+x/wSDlhsO0RYR6jPlOQyGOkfZJqgHzPd7qnt9fMG0g77lW9dpMNttss+0kNTvstI9mh53adkLYif7AczTDNwfKYrXRGGr5ZSuI9sZi6y0kpadzpk3TjoOEOfalfaIeevvtsB7ktxHg6sscV1XhKK1fD2gzd671OJuZb0Yzfpee3j0kVMQPjE5UXh4gUGoqjLMZM5S65x7YPQcO0BZRnrPq/wcfEAr62GNKnX129BoxhigppUOm7roLh7ixESc1LU2X/eabgBCXXoqiaFcXbTzzTMCX+HhCJqdNg+3kdDJvjz8O+6u4GFZLZyfnjh4NCNTUpEM7g0GOkbBLhwMnPy0NgGH7ds0w8/t1qFokQp1paTj3KSlK/cu/ACLdems0q0nYX+3t3ZlO48bBnNm1i5xKGRlaFdBs2dmUIUwdpxOm2549tLOxkaTmZmaZw0GY6ltvAeg4nayJzk5dVjAI6LNnj54jn49jhPllZcGgPl7qivWI1lu44tlns4asLCEhGnSxzbavwiRUuL9uiMvFb+P6l3DWlpbecxQmJlJvUpLej8aMIbz1zTe5jlNT2VOLi9kbHQ5A9JEjuU5LSjRr9PzzARO3b9eMvqlTuYe98ALHffvb3IeU4v5RXc31WVuLsM706foFx7ZttGPqVOo//XRCyJWyvudKmUqhrGq+N5jFDEpKADKHDeMFw8KF3FPNzyBr1/L3+efD9pWylYpOhWC+b/Z0T5bvQiGd781mtB079vTTpJR45BGY4rbZZlufzFY7HQCzwTfbTgg7nvOB9cXM/TsW+xurjRKyOJBtjTUexs+V6n7M4aizyjm7d+NoTJ3aO6PMWE9xMQ/nxtCtSASgY8SIvs+xsJQOHcLZmjgRQGb27O4hmLGA0MsvB7DKzASgeeYZGDpJSThsy5bhgDQ00Nf0dBgsTU20Oy2Nz4Qp1dwM+CSgmhVomJ5OHYEAjpkwJMJhyt2wAVAoPh6WlcNBqKExjFFUTxMSuoeQKUV5onoqwJDRJM+XfN9brqyeACGrnFhOp/4RIQixjAzGyQhG9cVSUzUI1l/rq7iAMKtss82249fM+9mRiIvExVHeuefCwAuFlPrVr6LFaX7yE+45S5cq9YtfsE85nUpddJFWu165kpcHXV06VNnv5zwR4hEVUlHG3rCBlxdKRe9NHk+0SrfY5Zdzf+3ogO2Yk8M91fgMUlAAmFZTw8uO0aO1AqxSvMS67z4dsmu8v5vvyUeqYn4827H4Argni4/XLxbNzGDbbLMtptk532yzzTZrO5ZVS4+GxcqB0tf+fhkPSrHaZhYZ+DLq7ulzq7/7o84qxxqZb/1pX35+78w34zn5+Tz0WzEKKyo0800pAMF167Tqm7kfkn9H+rNsGU5GRQXnzJ7NA6oIAxQVRbMQqqsJw9u1i/xbM2YQRrVgAWwDcWBaW3V+OLNdcYVSTzyBA7VjBw7Yo4/S7qIiHX6XkkJ7Zs1S6sc/JvStqQnATULGkpOV+trXlPrLXyivvR1ncfx4EpZ//jmgVVER/XY4YIc89BDMt/p6ylVKixUoRVkZGZxbU6PZIZLH6oILACEFkJMwulAIxzI+XoczJiZS1u7dOHn5+YQV3norfW9s1ACg5Pky26BBhEN+9BFtFDDQysn2+XQ7xTweHQrqdsOGKSmJdsh9PqUuvhghgMZGxkNCFA8diq7DKqfYl2UpKYTq9sX8fs1AOp7fx9rKrMev9WfuPB7NrjWa+TqPBa6JinF8PHtOWZneK4JBfd1kZLDnDB4czWI1XyMpKQBY+/cT0p2fz32irEyp559nb0hN1fecggL2Wnm5NG4c9678fPbGsjKl/vEPQsT/+79hK+fnw4QuK6MMEX0IhdjHJJ+dpB5ob4e163B0v28vW9Y7862wkHtEQwMvrL7xjWjmm5QpL56M93fzvTmWIv3xAEYdqQ2kSutA2COPaOabbbbZNiBmM9/6aDbzzTbbTgI7Fplyx4MdLmjZlzDYvpYXi1FofsMuzo9RLc5cr1Wo7KWXkv/r3HMJCbJqp1mldNYsyhHAMBQi35DTiUNjpYwqf+fnw4KQ3F1ut1bKmzaNMqWehx+GKSdt//GPcRqHD4cVUViI83fbbTiCZ57J8XPmdA8zuuEGmHpTpvCZtE9Cdzs6ABUbGgi/HDJEh0u+9BLnxMdrNVXjmCgFm23zZsqfMQOHMj2dHFpXXKHDm6RdIuAgaqpFRczBq69q8YEHH1TqZz/D+c3KIpTsiy8AxpQCMMvIoOxPPtH5tEIhHO7UVJzVGTNI5t7cDLC2fDlA7KOPAioqRZmDB2u1zq1bCTmLjweQE8fd4SC0taGBuZg5k3XT2QljUlgFEn7b1qZFFZxOLXogec9GjmTcPZ7ovGc+H2NQU6NBAYdDMyedTtrp9zPGspaMifgDAc2Ccbt1zi6lqM/h0Dm8nM7o/GWHoxwq4chJScyvnG8WD5A8d30xUeCsq4seH6O5XJrpaWVZWYyDMCcF6J00iTxjMg59Nb8/Oldeb+3vL3DYF3GIvpi0U3LYSXs6OnpnhwlolZHBuEtuPQG4jSq8crzHA0geCiGMEmuMJDxacvQlJ1PHjBnsxaJkW1PDnlVfr4H9YcPY37dv1+BSXp4O/X/zTfonYLuwxS68kOveqCotYFRREaGibW3UceON7IsrVii1ahXr5pxzujPARo4EhBs1ipcgIurw0EO049JL2Uf8/u5MaLnHVFTw8kn2Kat7UHU1oJooO7/0EnWvWsX//bmnWgkEHa4db+yvo2knc99ts+0kMjvsdADMBt9ss+0ksJPxQemr7HMssHPBAh1eY6XOaWWxculZ5Zbprc9W7eopJ1yscyV0VkJljSFCbrcO3VmwgFwrI0cCnkl7laKsCROoXxKCC6D4xhuASRIOK+cZ6xV11MZGGGGDB8PokvKNuermzaNt9fU4tampuo3St1dewQENh/k+NTU6JHXkSA1uTZumHbcFC3Ae/X7AuhdewJl9/XWAjVCIc7Kzo8OlQiGlfvtbyr7iCsJ/g0EtQjBxIsf94Q8wBJWijrY22HS33MJnAobecAMAzVVXwS4RJdhDhxivSARmouS1e+UVzpPk7YmJOLfhMGCbJPi//nqSxR86pMOkk5OZJwkzrq7GaV+2DFaLgA7SXvPjmDm81UrZ0pwnTs4T0QIp35gjz+WiH9LWnsztpg4BH2WehbmoFGtL+jxiBEn0eyo3EKC/VmHIR8Jc8/liA28DZT0BYG63tWDDkdTV30d2Yxv62x6/XwNg4XD30HBzPUpZly+52MQSE2GptrYCdlut/bg4LaBhZLoax8Dh0HMuORWl/pQUyjh4EKD/8ccB1jo62GPS09lT/X6uqwsv5BpfvpzvjHlCJTfnvHnsYV1dtO373+daXrAA8QW3m/1CXjosWQJjuKNDs4sHD+YlwfXXcy/48EP2ExG7ML8QWrqUPXLvXt1PqcNsEraqFPfODRt0mUodWy8WT8ZnLdtss+2ENTvs1DbbbLPtcOxklLMfqLCIvjxcD6TKq/xvFoawOtaqXaGQVunMyMDZ6YsKqiifinLmvHndQ2WXLCFkNT9fn3foEGDOxIk65051NWUppVUIp03j/7fewmnbvx9nsakJh9Bc7+LFsFH278fRnDULgETaUlxM2fPm6fAlYZkFg93DjyUB+N69iEGsXx+tgGoE8crKOE/yyAjg09SkgcziYsr55S9xnCWkrKMDgO7AAa3O+N57sEsiEZzQceNgAxYUEK66e7fOT/TFFwAHc+dqR3XpUs0qy8lhXdxyC7mYHn+c/H2BAIqpW7YwVvPmARCIuVw45MEgff7oI8p87z2YLZ9/Thvy8jhu9Wr6LGqio0bh4IsJu+r002l/Z6cG5YJBxqK5GcDg0CENvjmdMO4aGwmJC4dx4CUZvd8P4JGaSjkTJ8KWcTgYn1AIUHftWuYnFIoGNWSM586lnCee4LP4eMCH2bPpo7CJysspY/du3TefT+cMNJoRiAkGtUiIzJsAeeFwNCjjckULVphDez0eLQji8zE+LS2AqeGwBlr7kq/PqNTpcGjWnBHcGzlSs7727tVKnmJnnhlb9MKoCNuTSZ+CQY6VtdEbCCdtFlDKmF9RACsBtWTN5OVxfR04wHfmtdjZyVoMBlnLAkj7fAD6paXsLTt3WoNpAozl5XHN33UX9VdX851OwixNAACSmElEQVTMa1cX7RPWpcy7lOFy6f1u3DjWf1sb+2BHB0IpZWUaFN63D3BNWJRLlwK8nXaaUs8+y7r75S+j85UWFTEW+/dzbGEhINymTcxpS0s0K9Pn45pIT+f8UEirpubnc93k5cFGq6tjz1y4UDOshblslRKiuFgz+154IfbLH7lvKWXNqJZjjsT6y1aP9flXEY5pA3622WbbMWA2862PZjPfbDvpzH5Q6Zsd7+PUn/b351gje23OnGjWWG/lCMusN2XT3pRie3IIjCE1SsUWjBAgTOoxq70Zy5M8cOFwdwaDsT0VFbR35kwcx9tvB8BoawMAWr4cBsPLLwMGHTiAc+vxAKoMHQrY8+CDgF9NTfzevx/AaPt2nLkPPsDp/PRTwKTUVKWuvVYrr156KQyMxYtpw29+Q9n79pG7SP7/4gvaP306edi+/336eM01qPj94AcALEOH0s7iYhzfYJD2pqfrMNXMTKUeeAAQKhAApBs3jjGRXHkJCbRZnNuUFMJT4+IILxXgKzGRvqekUO/771NWaqoO7x0+nHBCAan8fs3m2rUL5zwhgbLq6uhHVxfnORzM4X33UY/Xq9k/AvzIZ36/Bg2MIiFK6RxyRgaZWFYW6yI5WYteJCdr4FJUHEW8w/zIZiVy4fFwnJGF5HRybFxc9zYcjp1xBoDbgQPW30sIY2/gkhxrP4oeXTscFuHRyJnXmwqv2JAhsNL6W585dFjASVk/TifXpISpVlZGtykzk8937Yq+HrOyUHuurUVpubZWqa9/netw82YAuuZm9s6//pW1HwyyX0k48qFDMNuEYXjgAHUFg7woiYujrrVrdbj6X/7CZ6KA+vnngPZXXaWBudpa9s64OBjOwSDnyD2or/flkhIdwn///XzWmyqp+btYrPS+iDkZX4aZc9z29xnqaKSmsM0222w7SmYz32yzzbYjt+MtUexXZSfTOB1uX+fNI7xm3jzYY72VI4n/Fy+OFj4wnxdLIEGp6Nxu5noKCwnzlPxESuFQhELaoTCy8oz1iFhCfLwus7CQ82trAXFyc60ZBlKOhEc9+yxO465d5CgqLYX99r3v4fAZ21dTA7C0dSv5jqRPolK3fz/Hv/kmTm1LC2VXVuqQpooKwqMKCwGaHn+cXES5uYRTlZXpsjdtwtkUpVOlAPWefFK366mnlHruOR32WFlJ+2UuhJ1y8CBA28sv45B2diq1bZt29j/9VPezpIRjjaySpCSc40WL6JOwOyQ3V3m5Zqdt2aLPC4f5vLRUf2al4NbYyI/RhMH1wx9qtpORwSV9lO8kPE4pDQQYAaXOTmvQq6Iiui/SHrFIJHaid6WsgQ4rZlc4zM/RAN6UYp57MmNOud7MBt6Ovh0OiHY0xCr6Ouf79x9++cY6zGs9HNZ7vuQ4NB5fWak/N14LFRXkS/v0U81gFFZoayv7sVK8mBAQrakJ5qsRPK6qArg/eFAzjp1O9tNAgJcXXi/X+IYN+iXQ739Pee3tlPncc5Txve/xcqC5mT190yb2M9mDFy3S95VQqLuCqBHsuvpqGJqbNrGfKhX7PtyXe70RAOurmJNVuQKK9VSX2cwiDmYgzgqcO9EFx2yzzbbjwmzwzTbbbLM2+0Glb3a8j1NhITlliou7J3s2W3/6escd2hGQRNDCeuutnFgKsD0pxa5eHR0mWliold+sHII1a6JBmZ5MwnmamnCstm+nL5dcAqNh7lz9vYgoWI2jsb3z5gGo1ddHq5hWVuJQSq6wyy6Defboo4BvK1bgQL33XnS4pLRLGGvCfLvsMsbhmWdwGuvqOLajA+CoqYm8catXw56rqqKcggKl/uM/ABOrq3WY4q238tPSAhskPh7wcOhQQq86OnA4Rf00GKTdu3dTtsvFnIwdS3lvvIHDKaGIGRkwQt57j/NTUmCgFBTAKiko0KGpTifnGZ1fI8vF7+e3w8HfwoZpacEBPnSIsjwe2llV1T1nVUcHZcbKleVy0Q4Jk5QE7kfTbBVP2040y8zUIFh/zHh9x8ph5/ezt2za1P17t1ureBr3jexs9vK6OvaFri5CwT//nO/j4rgGJbzV52PvDgQA0nw+vp80Cdby5Zezt2Znw/Jtb+eFQ2mpUt/6Fi86amu5706Zwj47ZgwvC4yh1Q4H7DdhrM2dy9+lpZQvKqlKASA+8wy/s7L0faa1lXoENLz88t5DUWPdo+W+np+vX25ZgX5i5hQPPSmr9+cZyurlmFLRL8TMn52MaUVss822Y87ssNM+mh12attJbcd7aKVtsa0n9c+jaQMd8hErvKW3kNVYYS/m8Bop3+lkrEQkIBhU6kc/6n+frNTkJNxWcgM1NBAOahadMLZFmHijR+OwmdVdjXU99BDOpccTnXMqGCSXXGGhbpNS9F8pxkDKLCykPc3NhHf+4Ae6/dKu3bsRPwiHyck2YwbO36ef4jz/4Ae6TyUlCClUVuJMSq6xzk7aGAjgdH7ta9S/ZAnsu9GjqSMU0gnbJ02i/M2bo5O4i/qnsFdEFXb+fJzgIUNYN+vWAfq1t5MQ3uulHaGQVjFVSofMORw4zcnJOOyHDvG95KgSkECS1osJQy4hIZrdKGYEFbKzASN37GCMJAdZR0fPyfONIIXUpxTtCgQ414ohZ6XQ6XbHBhWzs3XOrqNtEirblxxtRjOOnxVw+WWBmYcjuOD3A0zt3TswbTLb4arVxjrHSh1VcstJHj25brxezfxUKlpQxJhzT0zGpqqK67m2trvYSDCICmlGBsyyNWsoV8B9AeI9HsAzt5vQ/D//me8LCghfl+tVhEuMCsFOJy8F6ur0XhUfTyj29OmkWVi5Erb31Kk6xNO43y9ZAtvN5yOkPisr+l6Ul8c9RV669CYmVFDAPrppE/tlcrK+V4mgztVXs4cYFVkP10QIwu9HPdYsavRlmtXzqf3Maptttn2JZoed2mabbUfXTqbQypPNhCVmlez5SMz88Bvr7fbRekg2l29+y21ew+bvY61rM7tA2ASjRsHuuvJK63HrS79EjU5CWEXUoaoqOq9PrL4ac9DNmQNzLhSyfuMfH48Tt2OHUt/8JiyIrVuV+rd/I9l4KIRDKEnCZ8/mR5xb4zyWlhIyO2aMVrw0jpEAW3JuUxPO61ln8d2sWbAvli2j/ZJEXXI5SQ62hQuVeuQRmHWvvEIb166lvFNOwdF97jkcSoeDnG4OB8nJq6t1rrVIhPx4En5VWkrZ4TDOo89Hm5qaYKc0NDCec+cy1/n5ONCtrbR73z7mPi0NB/fQIcZh9GjakplJW7/4gjEbPZrxfvddGIKiMurzcZwADAI2zpxJiG44jIOfk8NxHR30SynYjiKiUVMTDVBlZhLGvH074Fh9vWblNTUpde65AI3mvHCBAHMQCGiwwuMBiExI0OCl8fjMTNokOd6SknR9fQF1rIAcn491kJUFyPLZZ307V5LzS588HthLZWW00SjUoFR0nj4xs6hDb9aTcmtcHCB1LAAuFoh16JA+93BtxAhYVGYgVczjIV/jCy90F8Qwts8sUCE51VpbY7dfrsFDh5jDJUtg5Pp8fCchmcL2qq3lJyeH6+WLL+i/hM2LIIRYejrtuvRSpf7+d8apq4tzvF7WaUUFAKbDodT48ewNCQm8GBAw0O1m/U6apPfqwkKtdDpqFG1pbORac7m41gYPpu5nnqHNlZXcB4YNA4TasEELoBQVaTa08aWI5MMUdrD5hVFhIXO4bh0/Vvcu8/HbtumXFjNnauZ4fj5gYEoK5y5b1ocF1ItZhZMeyfNDb/lbezIrRpvNcrPNNtuOUbOZb300m/lm20lnvTGDbOufHe03sUdSXm+ssKNhsZhu5roOhxF3OO01iiKYQ0NjvTlfsQLG1t69OImrVvHdkiVKbdwIe8ssCGFkjgnzQZTujCIHt9wCUJGWRt1KdWfC9dQupQCMRCzh17/GiZwxg3H8yU84V8JPzzkHB/LUU/lMwLqCAqUuvhiAIzUVMEEppS64gOPb23Hic3LoS00NaqATJ8KyuPBCwChhuTU1AZB5vQBGn31G39vbadNDDzF2nZ0wyFJSKMfp1Kwrt5vvXnuNnEf//CdOfCBAW0Q5NT0d5l96OiHAb7zB+QIcJSfjmHd04JgL48nIlnG7NYggrBYBZ1JS+NyoYulyAVy0t8M0eecdzYpLSdHhvGa2lpHVczTM/b/vToUFZ7YhQ3QI8/FqdrjtiWFGoZKBMo+H37LejaxDl4s9OFa+QwFchw8HMJw8mbxrY8fycuLWW9lXZC2OHs3ef8897CXNzfQxL496QyHAvlGjAO4EFB4yhD0jL4999/zzAR2HDIFtl5XFPnXZZdF5zLZt437x6KO8cDALJ1RX8396OsBfYaFOUaAUbfz97xmbCy5Q6m9/6z4Gvd1TB5pdJkzzoUOZy4Fi0R1OP22zzTbberH+4EQ2+NZHs8E3244Z+7IeDmxlqKNrR3s8j6Q887kDMddWAN+KFYBVRjXQnhRJY61zq/ZahXFa9XvlSv6ePTv6O2PYjBF4+/RTHYb4ve9xrJQhyqD5+ThOImiQmAjAFh+vQ4M++gjgKhCgrP37YSVdfTVgYFNT93NFFfXcc3HOHn2UMKrf/55zGhtx/Px+ncNo8GANFnV06NBDAZXECczNxaFsbqZsKxOn0eOBtdLWpoEtpTQAFAwC3OXkALbV1WkmlDC8rM43CxQYzeViTMvLWS9SRkeHViQ1WkoK4zEQ4Y+xLC6uO3PKNttsO/HN72ffam+PDm83KvzK/tnVpfNXFhSwj9fXU0YwyH4ZDrOfnHuuDl2VlyMSCpuZCXu2oADQPy6OFy/PPqsZt4MH61BQSRuQkwOTr7kZEO93v+ven96eAay+P5rPDQK+yb10oJ5vD6efttlmm229mB12apttJ7J9WSGgx7uQwLFmR3s8j6Q8K8GC4mIdNjgQJoqgnZ3RaqCxwkN6WudWfZfylYpWIjWfZ1S7lOPz8wF1Kio06PfMM/ztdOLIzJih65MympoA3zZt0kyLxESlRo7szl77wQ80883hwGHKydFhnjk5+lyltCqqUkq9+irg2i23KPWd73Cc5C6qr4fhZcwdJiCbwwF7o66O4xobcRSHDCEs9JZbdKimUjAnBLgTRzIQ4PPUVJREhSWWmYnjWFvL2ImynwgatLczJm43IaK7dmnml4SRSVibMTTO4QBkGzSIcEFhm7hcjHturh53+S4+XodVHm2GWU/W3h6dT81sAj5GIhqIjWVWudZss822L8eMLwKM+RLFRABH9hzZYzIyAN8DAV7G7N9PWK1S7NMCzCck8PPSS7pMj4d64uOp89prKeeZZ2APC5tP8rWlp3MvMQowKMXnSgHqLVhAOoG8PO5rmzYRYr9wIeH2sQAtq2cAYyhoKATzOZZQwpG+FDaH5Q6U9VXsaaDSY9hmm20nvTm/6gbYZptt/bSCAp1g92hYVRVv+4yhVUppUMR+0Dg6drTH80jLC4Vgd0mS/9ZWDQQdDRPwTEIqCwpgm11/fbSqaqz1l58PeDFtWvfvrfpeUMA5OTmxQcSMDP2QP2eOzmumFIqfku8nFKKMm27i+Oef57f0ZdEifu6/n7xgy5dzTS5cCDi0fHn3eTn7bFh/GRlaHGDxYurPz8eRuv56zlUKR2f5csr/zW8AtX7yE4CnESN0Uu5AgLGZMAGA8Le/hT1x/fXM65//TKjp6NE6YbnXC4Nu8GDyISUnM36PPQb4l52NozhkCOU6nQBtovIXHw+g9qc/0e7TT9eg4k9/Svjp7NkwGMaOxYlMSABo8/tpT24uny1aRJtcLvqVk0MC8tdeU+pf/oX6MjMpw+nUDA+3m+/OPJM+5uVp8QOxhATaLXmVJKRWKcKI/f7ofFLiQGdmEhKclcVvMTPQJknNlaI9Tmf0sXFxtCEujjn2+azX5SmnMB5SfjCo2x0IaBBT8tOZ22L8OyVFO+3G7wMBfa7kmxo9OrrNh2OpqfzuTzlHWqdtvVtPoLCVZWRwjoDfAzFH5vVvbKM5r5tSWp1T/k5MZO16vbHrkOtG1rzVOMh+JuUEg+yFgwdz/QweTP62QYPYC7KzuVamTuWeMGyYFq3JyUGt9PnnlfrGNwhdTUkhzH/mTOq/5hrAtG9/m/9Hj2a8s7PZz7/xDb4fMUK3cdKk6LxtL7xAyGpBAXvdqlXsT7NmMS4vvABjbvp09opgkO/dbu47q1bB3JYcolVVAHULFvB3URHA4urV+n4r9/B582BvK8Vnci823ofN9/v+2pf1vNlbPbG+P9L+2Wabbbb9r9nMN9tsO97saCeStcUUTjzr7S2tkSUmSf/9/qPLcrQSQDCrdkpbrNafOAOLF2u2gdX6NPZVnI2iIhwUKzPWJ+1ZsEAzuoTFJgD3ihU6nFUcEGM+HmlTXh5OSzgcXb+xvlCInGeNjYA869bRBqOyalGRDoHNy+NnwQJAjscfh/GllHao8vJ03qE336QNbjcgmoQUNzTAcEtL47vSUkAxv5/8RqEQ5VVUcN7evTA7xMFsaCA/UUkJ//t8lLN4Med0dpJ7ratLqZ/9DCeyvh4G3ObNOhTL7abMzz7TzLo//pFw3K4u6h03jiTnRUW07cMPqf8b3wAwHDmSujo6KC8ri3bV1Wl2nMylMcQ1HKadbjftu+46pZ5+mrEQc7kYRxF/SElBYOHXv7ZW+6yrA0jcsoXyjfnJIhHKyszk+nrppdjhqXv3Rudwczi08mtLi8591tmpQ9mU0uycSIRjRo1S6sABPTZS5tixjJnU39TEPBjZg4ejeiljIMqPRrP6TMzO4zbw1t+5NL7cGKgwanO5xjZKvkXj2jBev62tfJ+TwzUfK1TemM9R2MGtrdQl/0+cSDoBYRbL/pmaCvCvFPeB1lbC3vfvJ69acjIMtJwcXoy0tzNuW7YguCDA/xlncA2++ir92riRFxclJQBuiYlKPfUUoF1HB6IR48bpsMu5c7vnRFXKWkCouDj6nmNkkIlJWebzjUxxI6tb6jMy42OJ+RjrMP4+0exE759tttn2pZkNvtlm28lu9kPFiWe9AarG8Etjbpmj+da5ryBxrPVnfvCPFdpSWKjU66/jhIiKW09redo0GF7TpunPjIqixvEwOiizZ2tALtb4WvXF+NmKFdoBdbut22luX0kJIFtnJ2yI6dN1eRkZqGJKMm6rNhQUMDYJCcz5+PEAZtu3a3AmJYXPrrsO8CwtDYBq2jQc04oKwkaDQZhgDz4IIJWVpddRejqAm+Sla2qCBbJ5M45ufT2AjygVBoM417NmoWS6bx+ftbbqEGAJ8woGAclaW/l81CiSkCcmEj47bhyfr19PvV98wTj/138xly0t1JmXh9rr1Kk4vqtWwSZ54w2dEL6tTan//E+Azp/8RKk//IFxrq/X4J6Yw4HQwyWX6DBlYfdIWFpLiwbDJO+ez6dBAlFjrKmJBtwEmJBcdxJWLEqcXi9lSYJ5j4dx8nh0KJzUvWWLrjsQiD5PLBZYYw7BE5BO1DhFDbW5mTqdTq38umsXYclWYXxWJmwlM3DaX4uLY51K+N9XbR6PFsboDRRzu62BXvnOnNMwNZUxPlIzA1+9gbFyvLlNqak6l6RYQoIWHpAyrdaV5M0Mh3XItlKs/9RUrsGEBIAxo3m9WpV1+HD2CpdLqa99jVybdXWayRoMwuYtL+fztjbWank555aUkGYgHAZw6+wEsMvIYE/Mz2cPW7eOekTtV5RLr7ySOp5+WoeTLl1KSOnOnQB3eXnkDf3mN9l7Lr6YPVOUjI15TK3CPZWyvj8q1XcVb+MzgBGcKynhhVx+vla3NgpvrVjBeSUl0c8NJ7q66IneP9tss+1LM1twoY9mCy7YZttJasdjro/DETHobz/7c7xZObc3YYRYFktooaAAh09EHHpq5yWXoJ557rmovhnz2hidGPls9Wr+N4Jy8n1vym/mz9auVeqGG3DYHn9c5/CRuqdNU+qqq3AI09JwCtvaALBSUwnt3LwZ4Oj++3U7pk2DhbZsWTTjz6jwun8/jt7kyTivP/0pfdu9m+OEuZWaCnhx9dVaSW/ePNr82muEUG3ejIMmoZ8XXwzrLi+PzxMTKWPGDBgqZ5+t1BNP4DgnJgJ4XX89wFlNDU5sW5t2xpOTOfbAAf5PS8PxbmvTeZLk0eXUU3GqJ04kdLi0lFxxXV1KnXYafbztNvqcmEg/duzQ9bndhK6+/360cqiAS2I+H+04eJAx3LEDgKClBfCvsxNA85RTaP/atZptE4kw13FxOP6vvx6dpN3noy3hMP8Lw00pQINDh3q+LsxmBlLM/ycn40DHAnlss+1YMxFsETPmUxRzuwG7zAw7pxPGbGlpdG43ETkYNow9IxLReTtFZCcU4rqvqQHkbG1ln/vDHwDgRMVaXiokJrIPr17Nvrp9O3vTX/5CyHxeHsBVJEJ4a24uoFxFhd73hw7VL1mKinjxs2iRDhV9/XXudXfeCYi3cSOMarmfFBTofbune4JR9VvuVSIQFEuMqSdV0r6IHtlmm222nYBmq50OgNngm222naR2rKpfHQ4o2FNf+tvP/hxvPFYprRY6d27sc/sCZvV0rLHu11+HmTB/Puyuykpy9/zud7ptAlDMnIkDImGgEppqLEdy1hnrXbHC+hzjGF1wASDPOeegWmcus6AAh66jAzZHWxvA0tChfCahUKmpGnx76y0AtMpKPr/uOu34LF2q1COPwJoKh7WqnlKaKSWMKmP4YXIyoI/fr9RFF8HKEDbKyJEwzBoacFxFgbSxMXrcPR4tMtDZGe0kB4MAYk88odkeZhO2TG8moWTZ2YBJlZXRwgVGx1qOlzDNLzv80Yq5ZJttth1/5nazZ//sZ+w548ZpZlt8PODdF18Azg8ezN786aca3Pf5APG9XgD5zZvZV2XvSk0lXPyzz8h9GQgg0tPUxH0hLk6pCy8EKGtu5gVCVRUA3MyZHFtezr747rv6flVQgCBDQwN1yD04ltqo+d7akyqpUU28p3u7bbbZZtsJZrbaqW222Wbb0bLDDcsdaMZcb6GlVm+he+pLf/vZn+PNxxrDXWKZVf9ihX70FBIiYZetrYRnVlXBjpA5sQrfkXGLVU5hIfUZ2xirbuNvYV3Ib3OZy5bBVpg/X6kXXySkVMQPtmzBcfP5cNaMYzdtGv/X1BDupBQO4LRpMDSCQUC0f/yD80tKdNJxYUBJkvWkJC1MUFkJo62+ns+CQaXuvhv2nqgCpqTgDIZCHNPVBfujsxPm27vvIm7w0UewzsrL6cf69Up997uINlRWdg9zS0ykbGG/dXXhWIbDMMHOOgtnNiGB+svLOaazE+CvowMHdd++7uwYEY2oqeE4ybPmcPQtPNJsZiBv2DDyuJmtr8Cb2w0DRhiJR9sCAQDLWDnZbLPtWDenk+ukr8rGcXE6lDkSAfTqLQxYXlA0N3evp7MTAYPcXPafhgaup1BIq1BLXcJcNYZ6Dx5MGzZsoJ7nn0fs57nnOHfCBH3se+/BuG1pYd8KBAhv/dGPNPOto4N9VCw9nf3NyIYrKKCdI0fCxgsGue8tXarD4IPB6Hup+d5qzilnfMYxh7Iej1EDttlmm20DbLbklG222WZbT3a4KlwDrY7Vm+qt5Ct75hndhp760t9+9ud447EivLBoUc/nWvUvljJqb3UXFhKm8+ijhGyeeSZhpMa25eXpNt5xB2/ujbngMjIAx/x+rcCan6/bOGcOYaKzZuk2GnPmVFUp9fDDhI4+/HD3tomK3WuvwaJQCgft7LOpd9gwgKapUzm/sFCzxsaNwxlzOChz3TrCnK68EscwJ4efdeuUevttwqTOP5/2xscDRknusQkTUDnNySHHUXs7/Rw5EpDwnntwZJ1O2pObq9QvfsFno0fTXpcL1trevbDoPv+cfEqJidQVDlNuMIgCYDColUpFFXXqVOo/6ywcRb+fcxoacForK3U+tKQk+tnezv/XXAPgFx+vQz/lWKUov62NdiYlMU6jRpEjyunEGfb5tOqoCBzI+R6PzpdnZZWVtDs7m3ONypFWiqcCemZmamVWl0sDbyJUYWXBYPT/2dndvzeqRiqlgUm/X5frdDLeVqqT/bHcXNbqkCHR6rJittLp8WeHsybkHPN14vGwzmOZHO90sj5l/RqVgAMBvYfEx0crGRvVhxMSdDucTphakYhWXxa1U4+HutLTdT2BAAB4MAhDTPYlKcvpJCxV8suVlmqGb24u+9fkyeyjSUlKff3r7K0uF/v8n/5E+yMR9m+5v7z+OiGnAnideip79SmnsIf+67+yx44fTznLlpE+4eGHYVS/8AL3rSuuUOqdd7RCamEh+3diImIRWVkcV1SkXyCNHq3vi2I93XONzzgCtN1xh763H81noMO599tmm222HYNmM99ss8022wbCBlrIorcEwOa30MebWfXPig3Xl7frxrLy8ymjJ0XUWGPbkwJrYaH1d+Y2v/Za3/r55JOwESorCTGdMYO8QDNmaIdJlO6UwknMyMChLC2FbdHcjMOVm0t4kjD27r8fdl9VFY5nczPfb9wIOBkMAk5t3crv999H9VNYGvHx2nEdPlyphQv5XJQBJQF8VRWOZVcX4N3ddyv1gx8AoO3cyVgFAjinPh+O6t69rNuNG2GtJSSgHpierhUHw2Ec4337cGDT0vQ4tLRwTH09AKCAb+EwDnZcHH0SFtrEiYSHVVfDXBk2DCe7sZHxVoq+hsM6l1Q4TH8lT56ZndbaShhZJNKdSWeVj0rAPMnB5nR2dzLNAglK0a+kJOZPGDzl5dHHuFzWrJ2DB2l3fDxlh8Mo4sYCWkTh1qgmKe2XMVGKNdOTxcVpYQkrE3XKIzVjbq9j3fobjhwIHJkgRX/NvIZ7E2OQcHQR4TBaR0fPbDUZh3DYeh2Ew9F9b26mLvlM1mFnJ+dL21taossLBtkjBEQLBACk/vlP2tjWBnOss5PvBg/mmvz/23vz+Kiq+///PTOZTJZJAoFADJtBQSKoiIAKuNGKC4hLq6RaNbW0aotbix9buoD9VK3Cp59vlRY/1mrUatEqWI0tBReoiAoq4EIEBSTIkoUlyWRP5v7+eP3enDs3M5PJRkLyej4eeczMnXvPOffOzT3nvM57qarC71Vbi7iPIvj/HTEC7v/9+mEBZs4c9EmJiRC8FizA5+JilHX//fhf1ee2on3M3XfjmZSSgsWLjAyRH/2oeQIERRduRMILVPbxwNKlJnP3jBnoR/TaOftFDacQCEBUs/dn9jFOuL65LWOgSP15S5b+hBByjMAlSEII6QzaajHXkfXbLcyO5spxZ9UVzhqutavrLVkMxnLsokXNy5g0CZOvW28N/S4vD1YQgUDk6+G8Xnl5IjfcgEmaug3ZLes0A96iRabs3FxY602YgMnhzJmwPrrhBlg6jB6N2G2FhSjv2Wfh6jR5MupWi6wvvsC21FRYW/TtC4tBtS7xeCBGNTZiIrl0qXFvWr4csfQGD4aIMmgQ6v7Rj5BZdMMGTCgrKyF0NTZiMtvQAHHu/PPR3h/9CO/j4rB9xAiTWTMYNFYo48ZBPMvOhnWKCF5XrMAEv08fIxTopL+yEhPnuDi0UwQCltcLIVHj79nFELt7WnIyzkvbImICvSsJCfiLi0P9+up2G+sXEbxefjkEsGHDTPy9igocr9jFveRkU1ZcHMRZuxCi9Ypgn6oqk4lRj01KMmUOGoTfPj4ev6GWYcfrxX3gFBmTk0WuuQa/mR5rJ5x1YDhXP7UObEnUUddgO+npOAf7PsnJOKeUlPDlRIvHYrcw7AwrPc16K9I2gdDtbrs4Gev5uN3Rrd2cv4GTpib8Lmlpzb8bNMgIYhpfUq3cNH5jpDpdLrTLbsmpArTzXktMDBWsJ0xA7LR+/ZDs5uqrYZ16+umwxBs4EILY7NkQ4MeNg1Xu8cfjHu/f3yRJOOGE0GupyVLGjUOSl9xcEwagrMxk4R4wAGUMGYLf8MQT8ayzW1jPmIGyFy7Esz0z02SVtWcltffphYWh/Yf2iXPnmr4xIwPPGRXdtI9SsS85GdvUDTVSX2XvP+1tCdevtmUMFKk/b0+/TQgh3QmLxER5ebklIlZ5eXlXN4WQrqekxLJ+/Wv8lZR0dWvQhoce6h5tiZXWttm5f2uPf+ghy7r4Yry2p32x1NvaulqqO1KdW7ZY1je/aVk//Wn4fTvqvojUni1bzPZzzrEsrxevzuN+/Wtcj5/+1LIuvRTH2fn1ry3rhBMs69xzsc+vf21Za9fi8ymnWNbQoZZ15pmWNWWKZY0aZVlTp5p6v/lNHHvrrSj71Vfxeuut2H7WWfhLSbGsuDi0b+1ay0pLs6z4eHx36634nJxsWYMGWdaPfoR9zjoLdd96q2X99a8oIynJsvr1w7EJCSizXz8c6/VaVmYm2nDOOZbVty9et2zBeWVn4xiTpxDl5eaac9brk5eHsgcMwDGJiZbldluWy2VZHg/+UlIsa8gQyxo/3rL8fmzz+7GvvQ77X1wcjjvrLNSRnIxy+/bFdy6XZfl8aLfbHb4M3Vc/ezw4Tj/7fLj2zuO9XmyP1rZI39n/PB7z3l5vuM9H4y8jo/1ldEW7+de9/hIS8L/TmmPs/2Px8eY+sv+PiFjWLbeY91dcgeeR3x+6z/HH4/mXmmpZWVl4Bvz0p5Z16qmm3KwsPMfcblP3wIGWdcYZeF5rnzBlCv4vxo3DM/vWW/GsSUrCM/uhh/CcHDUKz9ZLL8VrRgae9fp8v/VWPONOPdWUr33LpZdi34wM1Kf9rbN/0uev9i/2/tDZtzn77tb0oR3R37Zn3EEIIV1Ea3QiZjuNEWY7JcRGd8tq1V0zkkajvdlFW3t8a4MfRyo/lnrbG2g51nOdPh0r+RMnwuVGs7lVVMC6Zfx4fK8r5vY2taaNkdpjz5C6bJlpy7vv4ri5c+E++u1vo45nnoGr0aRJiNOjzJ8vsmSJySiang5ril27jAWWWvIMGQIrsMcfh6XGli2wbvL7UXZSEtyG9u83AcDV9cvlQvwgrxfttyxYmhx3nElMoJYkEyfCHUktzlJTYcnhRC1S7FZR2dkmDlJ8PM5382aTqc9pQZWYiOv6wQfmGm7bBrcuu5WNc7iiVmXqOqvbWhrWqBvZ4cPhz4kQ0nPxeGCBFy4piuJ2G6u8AwfMMyUxEZZvn34afv+f/cwkNzhwAPt5vbCca2zE8+qVV/CMzsmB+726HWsCiYQEWAkXFCBbdVERrPg8HlgB/+c/6LtWrEA21IaG0KymThYuxF91NTKkOkMfiJj+0J54qLV9d2eOw47FMR4hpNfAbKeEkM6lu8UT6+z4ap1Be7OLtvb4lmLEtVRfS9vbU5dinwCEq8tZp2YHVbeexYsRc8rlMjHJ7MKbPWZMa2LIRGrHpEkQwGbMgAvml1/CZVPZsAECz2efYR8Vt8aODS1f3Y7sGefKykT+9jecR00NhLeBA0V270YMt/vvh8gYFwe3v5oanJMe268fBDz9P42Px+9SX4/kAgkJmLQlJiIY+LZtEPDWrEFbv/UtTBwPHcKkcsoUkX/9C8fX1Bj3vvh4ZN372c/MBLWpCW6KKhju2IEyd+9Gubff3jzGVWkpJqOVlXDBTEtD/LjEREwahw1DLLnycuO2lZkJN6+tWyH0lZVBfBwyBJPa+noIfS4XYs/t2oXrcuGFyCCYlYVr6Iyn5nJBAK2sxHsVL51ZTRWPB+eu3znjoOm2pCS0W89dhU7NhtgS4WKDxcfHnvGxo/B42pYVlpBoxBLvT8V1zWjs/M7jQTkZGXgmKElJRqBPTzfZSO2kpJjn2qBBcFUVEXn5ZTzf4+Lw//bFF81F/vh4LDqsXIlnnS7sjBmDuh5/HAlvtO9QQezuu/Gc/OwzPGfr6+GOunQp9hs0CM+12lqTmEXLDgTwXHz7bZQfaVFJY81t3mz6SkWzoq9b1zyOaWvpzHFYpLKZUZUQcoxBy7cYoeUbIaRD6A2DxbaeY3ut+ebPR3DoGTMgVNnrd+7bEb+DtnfiRLNtzhxT3ty5Ik89JXLjjSbJge4j0rw9+n1uLiZf77yDOHKHD2Oil54Owcnng4C3aRMmYDq5W74cE6wFCyDObd2KCWpNDa7J88+jnMmTMXn997+R4fOpp1DvuefCYk7jdx08iMmj3w9hbONGWGFUVqLOMWNg2VdQIHLffRCy/H5MIg8fRt2aSbVvX1iMPPwwzm3RIkw0U1IwodQ4ZllZmIjW1qKc0lJj4TZiBCa+o0bhGuXkiMyaBYGuqQmxmvr0gbj4yis45sABXKsFC3BPPf44JshPPw1hMdwkXCfZNTWh4lZODib0ar3n84lcdRUsHcvL0Y6kJJGf/ETkF7/A+9RUiH4ag2/VKlirWBa+T0vDOUYKuO+c5MfFYcL91Veof9o0WMBEEy2col18vAkaP2IE4sbpPeasL1z96qink/X4eJynZt+1E04kiVS2HXvWyljERW2XXRRsjUio8ccOHWo5Fpvbjd/amXzC2Z7WJFHoSsKJyj5f82QJIiYr7xdfhC9LY6+15tw1ictFFxnRScVqlwtlaUIFtxv7BgKh958meGhqMvEr7e2332uamKaszNzHGkPxmmuwSFBUBAF/5kwTg3HAADxD3W60RxcGvF48e7KyYImsltiFhVhoGDwYlsULFuDZs3o1Fhauuw59wYMPivzjH3i2T51qzk+tgEVw3NateOa+9BLOQT0QGhuxIJOfbxaVJk5EOSpWOfs67f8CAZyTvYz29I/2fszeF8Z6bGvrpEUcIaQbQMs3QgjprvSGrF1tPUf76nYsA3FnPXPmmAmH8xinNV4s1nktCXba3uJiWEdkZ4cGz77nnlAR8N57zXc6adC25+djEiQC98tgEKKRy4UJ0v79mNydfz4m/QUFmHC88AK+v/56iE51dRDeFi0yE9ncXJFbbsEkMT0dAthpp6GO1183E7m0NEw6S0shpmgSg9paE6y/sRHiW309JppqeVhQANEsOxuvOlnu0wcT4rIyTEBvuw0WfVVVEA/vvde4z5aXQ6ByudDWw4cx6dUJ9SefoM0ffyxywQUiDzyAya9atAQCmOiuX28sRUQwib7pJpRz//1wRw4EQrMmut1mcm5ZuI6WhfPU7778MlQIamrCb5KQAKHy0CGUuXAh9rMsnENjI35bvz8002d1NfbXzypc2DOoOgUgrxfCW1MTjn/55eb3rR178gW1AqyvN+e1c6c5p7g43Av79kUuL5yo0tQU2XovkvAmEt09WM8/Vqs+Z7tamzXV68Xv11K7tG3RhLdw7REx99HRXPN2uyGwbtsWud5w1pzhhDeXC1ayL74Yub7GxpYTMoRrY2UlLGvtbVKrXXtyg2DQJCZR9F72es3/rpO4OHMvqoVsfT2eeZdcAvErGMTzVP+fRbD9G9/AM+6WW0z209RUvAaDeE5aFpKp+P0i8+bhGRAIQMjTMAR5eXjGNTSY/8v8fDwvr70Wx6rb54QJaMuPfwwRTxcBfD7TFxUXo3+pr4cwt3ix6X+Ki02WUr+/eX9sF+lmzcI2PXbhQhxfUGDqiNUd1d6P+f3h+9iOzGh6LHo9EEJ6NbR8ixFavpFjlt5gaVVYaESAnJyjV29rr61zVVikbdZYnfmbtqdsPT+7+6Sep92qq6Ag8mDeviJvj9em5WqZ9us1aRKsCk47DYJXJGs357ayMnPfaFZRe7sWL8ZEYtYs1Knx5DTO2ejRmMS98w6EJBGRk082Apfei2oBcdppiJG4eDEmmuedB4uJOXPQlttvRzvWrUN7vV60d9o0WExVVOC6TJsG91AVaWpqjKVKQgIsfnJyjAusts/thlCi2T337MEEybLgqqmuVQcPorymJlzv6mpYrZWWwpKsTx9sq63FBPSaa+CiunUrPh86ZCa6ycm4HnV1OMfzz4fgk56O99//PgS5N95AnTk5iEG3apVxFdO21dWFWjKpVVVcHLbbJ9giJstoMIhzjI/H+yFDcC8VF4cKX3bBRK2m1AolEi4XMiZu2mREjNYKP4SQrkPdzGtrjUu93bLTvp9ahw4ciOdcfb15huqzRK32LAti2+DBKFufRY2N2B4Xh+dQejr6mEsvRQiBpiY8fxoacFxCAp6/FRXoMxITYVm3fz/q6tcPz8lTToEwmpERGm80KQkW0Xfcgdii8+bBkk6keV+q/W5jI57TahV4/PF43rZkYRbJ8s3e74azzmtp/HMsjGOPhTYSQjqF1uhEFN9ihOIbOWbpDWb5zsD7R4uOSJqwYgUG13aXEWd5zkFdW37TWAeG7blf7Ik4TjjBJCMQCd1eWyuydy+shi6+2NRjT5iQkABRLTcXotSHH2JilJyMfXQ1/i9/EXniCUxmfD4co9ZUOTmwKrC7hYrgXhk9GpOThgaRM87AsRUVmNBYlsgVV0C0+vhjuI1mZ8OVUV05q6owGUlOxufychzn8aCsrCxYM+TmwjVx1y5MYsaMQSy4YBC/wxlnmGu0YoXIe+9hIhUXB+sKjwei3c6diJ1mWZh8NTYaK5MBAyCK2YUntxvtiI+HVUk46xYnLpdxpWoNiYmhVmThylXLDY8nNObZwIG45oQQcqyQkGCsY2NBrXktC88/53EJCXhV0T45OdS6Ul3hfT48z+0LBfrdccfBldXvR3/x4otY3Pn8c/Q1CQlYAOnfH2KavY+3h1BQC7y5c7GoUFKCPmj69NBFQ12oamkhzS642WOwqnVduDARTpxjJW1DdxK6esNYmxASFrqdEkIMvcEs3xl4/2jREUkTVq/GgFsHkuHKc7pjtOU3jdWloz33iz2w87x5oQGm1XooNxe/Vf/+GEjb68nPx7UoK4N45fdjcL5zJ8SdxkZYBWzejAnH6tUQ0iorTRlffSUyezbKqK+HlVggIPLssxDXbrgBg+OVKyFWeb1w79y4ESLQgQOYKG3ejLhGdXVw/8nPh8g3ZAgsHkaNgsVTUhLEtM2bUd/o0aGuhh98gHMtLUV8s337jDD2xBOwipsxAy6iGhutoQEWdGlpcD/6/vfx/bZtsAi78EKIdMXFRvhTSwmPx8RIcwbjV+sulwvX3imY+XywwHjuOeO6ZbcIC5fZVATf+/0Q7cKJfGpF0qcPrDS+/NJsLy6O5c6KjtsdauFGCCGtwevF87Ild2LlggtM3+185oSLCWjPzCyCPsluXWd3RU1Lw191tVnQSUzE93364Ji6OvQr6sqcnQ1LYhH087qAUlpq3M2nTsXi0Z13wgJOExuJhPb7KmapVbnLhT7Y7w9d/Fu9GmXrq0jo2MI+5nCWf/fdiNEqYvpz5/F2nGMlPc9oxxxtesNYmxDSbmj5FiO0fCOEtJpYrM1iSQTQUjltqacjibTCbbdoi3aO9iynzpV0dcfUuGcnngiXTt3vL3+B+DV8OCzDJkwQufJKDOzHjoUbalkZAmc3NiLbZnIyYputXYt6R47E686dEMzGjBF59FGUnZ8PwS8zE4JgUREmPnFxsGi75x6c44MPYhLx8MOYFDmTJ+zejax0I0dCQLvuOpEnn4T4dtVVOGbqVEzYNmyAaLZnD+o5/3wcr66s6mZ9660if/gDjn37bdR34YXGDem11+BCWl9vBLf6erR/2DBM6urqYHVw4AAmfNu3Y1tDA8TCb3wDLrJpaRDn+vaFNaEzptXQobCmWLfOfOfxYHKoFnmaua+uzgh5IijXKQR6vSYIekMDJpgNDc2D9CclIaZVXBzE0tpaIziOGAGhz25tJ4KJrH3SrBNjv9/E/YpES26ohJC2ESmb8NEk0gKDneRkuHh+/jn2Pekk9A8as+7aa/GM/uADk4H1iivw3Fm9WuSss7B4cvCgWeQYMABC1wcfoM9ZvlzkT3/CMy8rC8/W+Hj0Fb/6lchll4k89BCOtS/cab+jcUG/8Q0sSKkVuFpZx2qh5QyZYO+fW2P5Fm3cYj/efj7RXE+j7UcIIUcZWr4RQkh3IBZrM2fg/3DHtJQcoC31dCSRVrgjta+lcy4tNd8VFEAYmTYtNHubCEQntXZcuBDi3MCBiHV20UUoU1fJhw6F+JScDIHt4EHE2lm3DvvrSnxGBsSunByU/f3vG6FryRKIW08/jUnTU0+hvrvvxmtcHNp7991wfdXJgggCd1dWmnPbsQOvc+fCrccuDhUWQkCqrIRA9MwzEKhuuw3npZn+Cgsh5E2fDtEoKQkWc+rSXFUFEU4Fq9NPFxk3DlZ/dtFR49stXGhEMJcL1+LAAUwea2vRnuJiiJE6qdRYR5aF6zZ6NCwFa2tRd1KSObeDB41VSGYmrADtYpmi7Y2LQ5DzwkIELdeMnHaqq2HNcdxxxhVX0YyMTqEwLS00JpsKe+GEN6fY5xQJVTBQ67tYs2u2BbvbGSE9jfYKb9Gy50bCGZ/Rvigggv9rXQTQ/TRZzIAB6FdmzsQz+T//MfHjyspwzODB5hl74ADO8cUXTegAnw/7DR2KxZbycghvV16JPmPKFCymbN6MY+fPhwX3e++ZhSsRs0i1cycWdpzJfpzClUhsFlo5ObCEXrwY/Y9eX3s/3b9/+LFFpDGHvS36vcZHdSYiilZed7F4I4SQVkDxjRBCOou2uCEcrWM6itJSTDwmTgx1KbHjbF+krKGa5TQvDxMdtTCaODE0eLPGf1m9GuU4ywj36nyvyRvs2+zZUu1tfO011Klx2m65xcQY1ONnzEB77K489sDSY8YgKcHw4bBEmDAB+6jLdE6OCXSdmhqa7VETOzQ0iLz0EiZxl19u6l60CBOjsWND21NQgOM1ePbkyc1ds+2/lVrGiUDMmjYN1hIZGZhUqhVdcjIs0y6/HCJiUREmjyIIGr5iBb73ejGJ3L4d11stzE4/Hfu++ioEU3XRsiwIY1dcgXJHj0ZdixbBymPpUiNuaRw5uzXc+PHIiFpebtxca2uNS662PZyIZ3fT1bK9XpN1UQXGpiZMxgcOhGgaDMJCMDsbVnZxcZgca7KIWImWCdPjMe3TCXtDQ3OxoqXYe7G242hYH3UHKycnzqQb3YG2CEpHk9a2r7XJSFp7n+gzxpllNzOzeWxJv99Y/1oW/q/S001GUrcbzzPN/rt1qxHo6+oggickGAtsETyzRHAfqfA2ezYslzWBjbqPHn+8sXDevx8iVnU1LJ/VarmkBM/WnTux/xNPmMUVzai6fj36ni+/RL9VVdVydu9oMWWdaAbTxkZY+dktz9ri+hntOLpuEkJ6OHQ7jRG6nZJeR0dknuou2Z+6S3sjld/eDKMd0ea2luMMhBzLedkDE6urqj2ZxEsvQXz59rcx4XG5IBzZM6XOnYtJnD1hg73OSZOQdCFSBtx33kGdF14IKzW1DlC3nW3bYKEwdqzIP/+JbdGCTDsDVjtdYzSz6rXXIjPr+PHYtmABrO80Y+uQIZhEDRoEV1KPR+SPf4TV3e7dEMMSEyGOXXghPqur7Z13Quj62c9w3sOHw1JOBALZmjUil1yCv7vugrg2Z45xi1250kwq+/XDhLWwUOTUU0X+53/Q9pIS/NaHD0NgmjkTYuLevZjAlpVBAPJ4ICKefTYmhjU1+KxCliZ3SEszMYy03kWL4JJbVob6ExJQV0kJJsQej4lt19iIY9PT0ZbycpGXXzaCQEYGym1qwl+4ibxmTbXTpw8mseGOCSc4aMbVllzWwtHdBRZCjiUiCXbhttv/98M9B8JtUytXFctPPBHiWXU1xDeXC8/l734X+z/9NF6Tk9FvvPMORLzGRpOEpn9/1FNWBrHt8GE80/77v7Gw0tCABZxp00zc1NpaWMaJ4Fm1ahUWeLKy8EzXmKuR+mSR6IkPnNnER4zAc1gzjqu1nbqkLl2KMu0LZeHoLuNCQgjpIJjttBOg+EaOOl09QImWuSnWrE7dJfvT/PlYuZ01C0JLJMIJKB157SNdj/ZmGG3vNbZbmznFLPs+kYRDPXbKlNDrFq5tpaWIj7Zpk8gjj2DQb9+nsFDkvPMw2Rg/HtY+W7fiWK/XZEi1i3YizWPOffUVJgeaAdfZ/pwcCGyJibg/1JpALRh278ZkyusVue8+0369lwYMgBg0axYmGyraiRirOPu1mD8fkzBNktDUBFHJ70f8oIQECGcHD6KM6mrjMjp8OCZk779vYgRpNrzGRrTxuOMgsIkYV6m+fZFgoqAA1+LQIWPdFQyijLPOQkbXw4cjTzyHDoVr6//9X8tClH6OxQ3T5cJ+zn003pueq56T1hNp2OLxdK7bJyGExEqfPlh00OdYUhKErHXrmlvFOq1WvV4sXBQW4tntcqG8vn3xXf/+sNQbO9a4pG7eDKtotxshBZwZTUVCx0J+P/pKtYxuaMBCxSmnYOHpwQfRZ40ahb7C7UYfJQKxTQT9pfZBmjTi+99vnWVde+jqcXJr6ej2HmvnT0gPhTHfCOkJtNWkv6OIZv4fq2vAseZCYM/M2RnXPtL1aG+G0bYeq2iWUWf2Uec+4a5JRga+y89vft0ixX8rKMB7e5BlfS0ogGtLWZlJXvDgg4h/k5Zm2mh3o7HHidFy7JZv4dr/+OPG8s3eBnV1HTlS5I47TLbU0tLQwa09LlB+vhHcRMyr3TVWBGWou2ByMl6HDME5LVoEywGN07ZpE8S06mq04fjjYa12991w21y+3IhQatWVmory585FsO5vfhP1FxVBwEtNRRtqa9H+fv1Q/7Zt4d3t7BYhK1Y0F97cboh56ralwltiIqw2qqpwrMYGGjLEiI8JCSaOklMwGzIEliQeD+pMTUV2wbfewm8RTmBTF9FI+HxoX2tc3gghPZtwVqd219WkJDznwiVZcVrSqUWuuu5XVGAfETzDfvADCFO5uXCPD5fwpaoKAltaGqzo6urwbD7hBFg4f/YZnuc+H6zB7e6g+fmwRMvMRJ9ozzYeDntfqRnCKyqQ9GHxYoh5ugA0darJym0/NhBAPTp+mDSpeXgJdY0V6fixbFePk0VaJ4B1dHu7w/kTQloFLd9ihJZv5KjDFa3Y6YhsoO3Z/1ino7KlxrqPPTOo3SXU7vYZLsaburaKhNZjz8h2zz2tuwecdW7bhonI449jcqN1u1ywMhCBcKZZTEWMO6yKj2VlOP7++401YV4ezvuttyBAeTywVlM3y5ZcWO2Zb6+9VuTDD/E5JQXWCqNGYeKTnIztTz+NWEKabdTvh9WgxyOyZQuOi49HgobCQrS9pgaTzeOPN65TInh/6qn4zURQ5umnwxouMxNi35AhIl9/jfO96CJcx7o6TCbT07GfzwcLOy23qSl8BlOPB65ce/ZgEvroo2Yy6RQJXS60edgwWDvW1OCa2mMGer0QBFNTsb2srPn90dugqys5lgln5RoXh+dAcTFEsZZiLrrdeDY0NpqMyLp4oBmtzzwT7zdsMEJbfLx55jQ0ICbcxRcjKcyBA6hXxbvERBNHcvp0WJWtXg0xyr4QkJqKZ3FxsXE5ve46PD//8Q8803w+WGRbFiyap00Tuf56uIouWoQFGWe/qv2bxji191vax2of19gYWr66t2qyoUghHFoKL6H9WKSsqO2hO4zVWuN9QMs3QnokdDvtBCi+EdKN6S7urd2Zoz1Ic9ZnF7lEMPloyf1Wy3AO2p1uxHZ3UafLS0s4j33sMcSbGz4c2TLVrVaDbXs8mJgMHGhW9DV23eLFyEy6bx+Cbb/ySmi7S0tFzj1XZNcuTN7OPBMTmptvhiD1ve/hc0suvgcOmKQLV14JsTApCROn4cMx0du8GZNTnw+TTL8fwlRaGuKiDR2K9l94ochHH+FPhbCpU3ENdu40dXs8JumDzwehc8IETAw1c6yKbz4fhNLqamM9cuqpEDOffBL7q/ijrqdeb3irNM2O6vGYLK8tkZBgrNzUBbYtwf0jxXZrb1D+cOWmpKCdxx9vst12FBTaSE8iXBw2O5Hcz9PSIKTZnzNeL56NCQkmsYLi82GBpLw8NBOy/fk2eDD+b/v0waKGuphmZuL/rrQ09H85Lg6xTDdtwjNWY74NHYp6NGPz+PFw/czLQ2ZTPafqajwr1qxBLLj//AfC3dix2M+y4K560UUmNurWrSi7Xz/jLursZ7Vv1oUke98zfbqx7H7ttRZ/niM4+7H580WefRbPuL/9rXkW1q6Kd9teuks7CCFdRmt0IvdRahMhhHQeeXlGACHhUfcEtRw72vVpxrTnn8fncL+X83fUMgoKMEmINLDNy4MQN2tWqMvLwoXG5bGwEJOIwsLox06bBrFn2jR8r261112HgNepqRC2VqyAJdbEiZjk5OWJrF0LCzDNoDd3buiAPD8fbrQZGbBCGDYMVgiffQbrNbUsU8rKQs9B3YMPHMAkKzkZbejfHxOsujpM6LZtw/5er7HAOOEExHd75hm8Hj6MCZkIylOBKyEBLrc6YfT7UUYwiEnhxIkQ3fbsEXnqKWxLT8f18vlwTGMjLC10glxdDVemZcuQFGHoUNSTmop6x45FuWecAasSxePBZ02ykJaGVxG0ye7663IZIa9PH1zjrCwkrrALT0lJzY+zYy9Xr4kdtxvttqPZYBMTUZ9+DofLhQm9naQkc722bYMVY1yYqCAuF651LHi95n1bhTevF20jpDsRTXgTCS+8DRoEa1qfr/lzJD0d7pZ2NKNxXBwEtoQE811dHcpJTkZdhw5BeNOQApp45vDh5m1pbEQincGD0R/17Sty9dXoN1JTIZAdd5zI+efjObJoEZ7Xy5djcWbwYLiYFhTguZmaCvfUsWNxHomJeH6/+aZJypCdLXLjjeinAgFYSLvdJjN3Rgae8+vXh/a12mfeeiuez85M2SLN+1n7Zw0NYe+3Dx0S2bjRiH3tGZcc7TFNJMKdJyGERICWbzFCyzfS4zkWV++6os3trbOrrnNhIQbjkVxHnLTXzTSa5Vus2dA0btu8eaGZ2+znIgILgLFj4XKqWUVzciBqqcvLv/8NcWviRJRtd33t37958oZJk1BvVRW2eb0os6gI1nbz58PN8Yor0J6dO5Gl9Jxz8CoCkWnmTGOBoJlOAwHENHO5MClKTMTkqrYW1+i55yCIqYh2+eVI7nDrrZjYbNsG4WzWLBz7wgsQmhoa8P1998EKLiMD2/bsQTv/679g5ffOOyjj4EEIVZWVmFz26YP9NfmCZWEyWF+PyWZFBV4HDICV26BBmIjW16O9Xi8+263anEMMtxtlNjWhHs0YKIKy7UkWdP9gEGVpfLlo+HwoW63TwpUZjrZaxxFCjl18Pjx/2mJp6vPhuLQ0vDY24jlSW2sWAQ4exPuhQ9F3BIOhyWgyMmAVHAhg4WTuXPR5Ph+smJ94Av2OhmtYvRpl3n039jt4EJZwAwfiGRwIQGTs0wfZr//wB5OldO1aWHOPGIFnr2Y3zclBPNEpU/BsTk7GYsq0aVg4GTECFsuzZ4v88pfon3Qc8aMfIcTBDTcgzqi6sLrdOO7TT9Hnat88cyau0w03oB/tbMu3Y3FcSwg55qDbaSdA8Y30eI5F1832xNpo66Csvdepq65za+uNZf9Ys8i2ta0qiOirtsXettWr8ZeUBHFJ4+mMHWuSJaxfD+uAwkITX23hQkwszjsPVgZanmZMffVViFQqyLjdEKiSkyGCVVVh0pGTA+uIt982FhlxcbBIOP10uFq+8w6EPsuCgBUMGouIE08U+eEPRX7+c2xLTIQF2Ecfmex36ek4Vl2PDh/G9uHDIcJVVKDO//s/kd/+FpO/khKT1dTtxgRNreDsVmlKUhLOT7OtOklMNG6cdujSSAghbefcc0X27sWzV+NkiuC5ffHFcPVcuFDkoYewj1oE636KWtv6fNhn3Dj0AwcP4hmt2bEHD8bxQ4agT/jwQ/QpffqgfystxQKLhh3Q7Knbt+O4xETjgjpiROQwDfv2oZ9JS0PfLBIau/VoiGHH4riWEHLMwWynhJDWc6xlJhVpXZudWaHamiWqvdepq66zZvJ0Zu6MJEqqS0pHtLM1FnJaZ3ExglxPmIA4NeEyo+bloZ1q+Wb/fNppoZZs9vL798fEYtUqWLeNHGnKW7wYcWkaGjDRsCzsP2QIJi7bt0PgGz0ax4weDbeeb38bSR/i47H/1VdjIqNCoAiEsi+/hOBmWZgU5edDXLvvPnw/ciSEu759IZ4NHAgR8e23TdBtdXv64Q/R/spKTLbuuAOCYmYmLOpWrEAZ8fF43b/fxF8LBDBBUs4+G5OzykpY9FkWLAZFsO3yy7F91y4zSfT5jIhnF+B0EujxmIymIrDOKy7GcbW1nWdp1pIgGBcHKz0VNykgEkJEICzpcyEa9meGxqXUzKD6XEtJwXPW/myJj8f3+lxMToZF3CWXwEqsogKiVU0N+oJ58yAgzZiBZ6fd8u13v0MZNTXGOlmtiktL0ZZZs0wG7Y0bUf/dd4v8v/+H8vv3F/nxj82i1l13oX39+pmxwi9+Aau6xkZYbqvlmwj6L7WImz4d2/Pz0Y+WlhrLN/s4IicHguPChVgQ60yrtGNxXEsI6dEw5hshBByLcSta02ZnPLFIceKcMUzaU2e4smI9vqV2tLZue1wXe4yUcLHZwsVZC9eeOXMgjM2ZE70t+fkQgr71LQT417hrmrnz//4vNBmDupZu2YLXnBzTFqdYl5OD4M0iKEsE1mYvvyzyne/gs/N6Z2RAMDvxRLh7fuc7mNgoFRWYUE2ciKQIublInnDeeRCdioqwyp+eDjGruFjk979HrJ7kZCO8VVWhjCuvhOunx4Nsd336wB3o+utFVq6EK2jfvmjPb3+LiZRmBy0uhtXctdciiPb558Mq7/77kaihuNhk/KyqMrGKRCAY5uaKvP8+ymtqCp0MDh1qzvmNN0Q+/hiWFvPnY/J16BD+R8aPx29RXAz3VaWuzsQ4EkE70tLgjjpwIK6BPTlBIIB4RWqN5/Hg1Y7LBcuIzMzm34lgW1oa2p6SYmK9JSRgAizSspDm84XGZGuL8BaubU7scaJETPy6SG1yxpcLR6RYcp1FZubRrY+QjiDc/0lqKu7ncP9ncXGIqRYtpmKkOIrHHYfnekIC+iNNnqLu/JmZeCYOHYq+JykJlmUjR0IU08WwlBT0E8nJaM/+/egjXnoJCzvJyRC4TjoJz9JduyBu3XUX+rA+ffDc/eMf8cwWwcLNwIGo89Ah9B+FhQgb8MYbJgtpYSFe8/MRi3TCBJzTpZfiWu7YgcWeadNQRv/+aPe6dUj68NxzGFvMnYtzufdeuKG+9JLpj3Tsc/fdWMS66aaOi9kWabxkH2+1dkzV3jEYIYSEgZZvhJDegQ7CIn1W2moRp9jFofaU1d52hDs+3Cqwvp8xw6ywBwIQWubPN/HZwpUX6Ro6mTEDsWv274el1Ny5cFnJz4cFmjPYtQhW/GfPhovn/PkQllTQKihAG+fMQRmBAFxAq6tR9vjxsCLbtg0r7I8/bmLG6bVRy76VK/Hdu++i/NxcfB4xApYCH38Ma7XXXhO54AJMtLKzEStu6VLsu3Ej2pWYiAlLdTXq0GQEzzyD+2LHDhNLTV14GhuxraxM5JprcD01a6gKV5s2QYBLS4OA9tZb2Efdjvr1w/GNjZgoffYZJkIiOO6ddzBRE0Hdn3yC19TU0MyA1dWw+rvqKrgrNTTgHO38/e+RY6hZFtqwZ0+oBYhSUQERT1ERTC3j1L1YrfQi1VFfj99Xr6VI+EypkXC6a7WFWKz2nG2KFlcqlrh0IkffQo8TT3IsEu7/pKIifF8jgufW889H/78Ol+ghJQV9xjvvoIzqajyPKyvxfU0NBLibbsKzeP16811lJdpZXY0ycnPRf+3Zg37x0CGIcIEAntW7d6PfsidLyM9HLLdPPoFF3Ndfw6otPh59Wl4eFnUaG/GMee4502dWVaGfnzsXfd+cOejPjj8effuuXeYZZg/JoOMAEfN+0aLQOKxKuHHD44+Hxo/Tc2kPsYyXWjumau8YjBBCwkDxjRBC7LTXTcE+YGtPWZ3h3hpOLNNtGhtFBKvhmpXU78f37WlPQQFcDgcMwKRAB+jqCivS3HpOJwFLlkCoOngQQtaQIWYfvdbZ2RC+EhND3Uifew4i0uzZKEt5803U6/fDjSYvzwhdBQWY8OzaBfGuvh7xcGprYe12883G6s7vx2Rt9GjE7Kmrg/C1ezcErepqTHBSUpoH9e7XD5YK9fWYODU0YBKVmYnztVuM6YTw4EEjrp10konJU1EBS4TiYrRJJ0yWhQmeCnH28pqaTPwgOyUlENzs9ds5dCj8dqWuLjSJgkhkt063W+Tkk2G9oVZ02r5Ix2gG14oKtN3p/uWsO1r9pGXCZY4k5FhGMxrbxbR+/WCd9tVXoda8LWVWVUvj00/HQs355+P5X1xs3Ffj4rA4pJmw/X686qJJRgaEq/x8/J15Jr5PTMR3Dz+MEAxKMIh+KicHfdHq1Yi5Vl+PvyFDRD7/HOdwzjnYb8YMs6hy//0mjtxf/gKX0n790C5nPx8uJIT9Vd9nZKBMJ+H2nzwZlnYLF4aeS0tEC18Ry/iktWMYuqwSQjoBJlyIESZcIN2eYzHzZ0fV19qYYm2pI9Z9WlNfuH01K6haes2ZYzJ4xpqptDVttsd4Uyun3Fy8VwshbYdI266NfZuIcTHNzcXgf8MGCFhJSc3Lq6lB8gERDNqvvBKTh0WLIB7Nng1B79NPIcyMHg2B6OKLRa67DlZzJ50Eccp+LVNTRf7xD4hyZWUo6/zzcc4aF+e++zAZc7lg8XbWWZjQfPEF4qv94Q8IXv3114iZdt99aKeKQqmpmHgNHIi2FRVh8uPzwU2oqAgC3e7dOOb++yEYDh0q8uijKCs9Hee0di3KCAaxbzCIcmpq4I6amgrX2JoafO/1YjKlrqapqThPnw9t3rcPgldTU6g4pe6P1dXhf1/7vuryabcWSUoKPTY9Hd9rkggndsu7jkDdizobZkclhPj9eMZpkpu4OBNjs6kpdGEgGMSCS1WVyKhReP5qRuvUVHyOizP7Jyfj2Z2ejuzba9eivJkz0bdpJvDly2FVN3gwBLATTkC5loW+Lz4ebqRXXhnaH06Y0DzLaW6uia9q778ffBAW2PfeG5p5XL939vnRsquHG3O0lAFdhMkTCCHdFiZcIKQ3crRM5DvKrbItRKovWjs6w9Ug2j6xumJGKic/H1Znaunl95sMnuquGSux/Fb27X4/3vv9GGQvXIh4bOqqo9+HO+9o52S/JvPnw5otNVXkgw8gvB0+jIxriYkmVk96OiYRW7fCBTEzE5ODBQtg8bV0KY4vKYHgFAzCSmHjRkw68vNhEXfRRWiPutIsXgzLsr17cZzGnxNBDByvFxOkJUsg4mmg6fJyWMPV1KCNmr1040Zse/11U46KMmVlOKeyMnxWkamuDm3yeIwrbmoq4r1lZUGQVDRT3QknoN3q2ilirDJWr8aril6NjfizBw7XNtTV4frZLcTsa3AtuT/a97UskzxBcYp2hw5FtzrraMuqo+UmSeGNEKJJjBR99jrR58Xhw+g/iorQpyjax9qfv+qeWl2NMYE+R198EeLa5s1YfLI/X9PTIbalpuL4zz+H2FdYiEWgiy4y/csLL6A9JSWwQF6xAtuysvD93Xeb7KXvvYfnvN2K3D5mcfb5c+dGHrM4XVfVyr6ljOmdbYnW0sLhsRQPORw96VwIOYah+EZIT+FomciHc6vUeGGd3alHOsdo594ZrgYdda3t5dhXgzUeS3KyyeDpjKcSy0DK+VuFy3Zq/w3/8hdMHOyZTleuNO6Nrb02kQazgQCsu3JyENz5s88iW74FAhBoBg3CivuXX+LaVFXh+G3bEAttxw5McDTuTno66i0rgzjljCuTloYyMjIweTl8GK47yckQ4AYOhPB18smYKCUlQczKycH2UaMwuTj3XGQizcpC2+LiIN7V1EAci4tD+4NBTFq++grbSkrQDs0ImpiIejduhJVdUZFp67vvwpXIsrCvPYOo243jEhNRnwpyamkRzuVSLediFb5cLlNPfX2o8JSW1nybkpSE9uj5dzVqkUIIIZ2J14vwB6WlWIDQ57Jatvn9ENz02dy3L/aprQ21mIuLw3fV1fjzevEcO3wY4QxycmCR5rT09nrRd5aUoK+aPNlYms2YgX5uwgSIZRqqYfVqWMQlJIS6ndbWiowZgzLV8s0+5gs3LogUA660FC65Os7QEAfr1oWOS8IRaWGzo0SlSIuhPSXuW086F0KOYeh2GiN0OyW9jta4eNIdoP209hqG29/52zg/RzsmEMAKdGMjBu/5+eHLaO05rViBwbyWd+GFEJOOOw6BoCOdr7Z14kRMVIqLkcF00CC4h4pA/LJ/X1AA0e2LL0RuvFHknnvQ7tpauNb4/RDJ7rgDsXAqK0UeeQQTGK3P7TbWdgkJmIzMmoX6qqpgbfDllwiK7fXCHWjSJIiU69dDZEpMxLG1tZg81dQYgaxvX4hZanmXmAhrB68XE6LDh40raLikBV4vhMv9+9GeuDgIc+npEDFVlHO5YJXmduP7rVtNGZFcPadORTIHy8I+8fHGzfWaa2D9oC6+2q5I8dQ8HlgrHjqE84y2z549ZhvdOQkhxzqvvgox6+mn8YzfuxfPtaQkPKNHjzYLSR6PyFNPIeTAli2wsLa7q3o8+Bwfb7KMer3Gws7lQibu8eONVfl118EyvKICnzWenL3/d44HWmP5Fa5vV6KNGTTOnAgypat4V1sLAbEt48eOGn/S8o0Q0kbodkoIaT/hVskidd6xWoKx8zc4r0VHWOg5fzPnSnG0YyZOhMi0bh0Gwvn54cuIFbVw02yWWt7DD2NFfN680Ayk0c4vIwMr+nFxEN7uvdfExrPvO3CgseDbsEHk29/GhCc1FZOc55+HJdyhQxDLFizAZEazvIrg9fbbIU4NHYr6NAbe5s1GUMvMhLj18MMQ/UpLYYngdmOCVVxsrNoGDMBrVpaJW3fBBZhQaew2nw+xfF5+2ViwNTRgkuV2o+yGBmRhTUpCnDkRTMAOHoQYZ7fqcrlQZ3p6qHvTgAFwpQ3Hxo2IG3T4MASzlBTz/tlnUVdqKtqk7lEpKSZrnwi+69sXk76DB3F9S0rM/m63EfW8Xlwne5vj4/FerQb1OGdiBadAp4Ki87uOjinXGpjogZCeQbSkMc5nkcuFPkQEfWBiImKCjhkDwWr3blhsa/bupiaRH/4QmbJPPBGxRV97Dc/5wYNhlfbee+jfdKHC7TZJIvx+9KcLFkAMCwZRrlqfaf+r1u+ayTw3F2Vp/6njEHt81mgJDlavDi1bXxcvRl9bXGz65IICY9WvlndargqDHZlcqqNo6/inO9KTzoWQYxhavsUILd9Ir8IubNgD4cayUhqNtqxQdoZgF+n8OqO+WK9la8oLZ90WLXhxNIs4EbSvtNQkEliyJDRQsv0cNCCzDqgjXSc9v9GjEW9m3jwIXto+keZtsieasCd9qK42rqkZGea7lSsxiZk5EwKPtnn6dJE1ayBonX46BK/SUsTK+eY3IcxpkOlNmzAhOHBA5PLLsRpvv44iIpddBiuCpiZMbn7/e5GXXoKFYGIi9tm+He255RaRP/0JEyD76nl9vUm08N57qPPrr2GVNmgQ2vnZZ3DxdblwjMZs8/mM65EI7pl//hNl2i0gRDApc4pNcXFmn0gZQUVwLh4P6m1qap48QSSyRZ4TrTM9He20x0UihJBjCZ8vNB5bay10TzoJz8DaWhPH00lSEvqQkSNFrr0WVnD63PT7sRi0dy9ELQ0/cPzxeG5XVyO+W1MTPvfvD+Fr3z70HYmJ6AeTk7GQcvAgwiNcfDH6KR0z/OhHsNa74QbETNWFOcU+trCPPVTku/hiY0U/ZAjaqNdKX6dONWKdXZiLZVzRHloa29GDgxDSRmj5RghpH/n5cKGbOjW6hVtrY0i0ZYWyM+JUaFIDEQxqY03e0JF1hYuXp/vHGsdt0iRYUQ0fjlVoHdg6j3Wek/NzVZXI449joPz11xjQFxQY8c1+Dh98gHq0vkAA5xXJGjIQwH733w+BSq+DSPM22RNNfPAB9j94EO1raMDE48QTzXe7d2P7q69i0nHOOah33jwIPiNGQNB69lkIXOnp2Pbcc8b9pa4Owl1tLbKXrl0Lay91Nc3Lg8WbClq1tSK/+AUmT2++ideUFJPg4Pe/x35qxVVcbCzS6uog7FmWmcjt3o3z83pxXiKoy27FVlcHyzbl5ZfNe40lpDQ1QUBLSDDZau3iXDSrMHuCBpHwGU8jCXdOtM6DB1velxBCujPORDStdY23u/1Hq2P+fJGxY9EP2RPZVFbCYtvnQ99SXY3n8ObNzcupqkJf9+GHeA7v3o1jtm2DeJadDVGuqAj9/qBB6HsWLULfWFUFy7sVK9DPV1VhPCASOoZRS6r583F+xx9v+n2/P1RQ04U0tXjTMYiOI5yvIs3HX+1dGG1pbBdtfBqt7miZXQkhxAHFN0JIcyINQmJxY4xGW8zeO8OlQN0vwpXb0fVFqkuvha62Ki0JfzNmmAQCV12FAfmOHSL/8z8QuJyJBez1RnrdvBnCW1ISBuPqDmpf2S4uxn633grLOHUbDQTCt1ldWBYvxsr5tGlwiznttNDrYG+LPdFEbq5xH62qQqKCadMwwNfBfFERJikLFojcdReOf/ppHD9tGj7v2QMxbdAgCGpqzab1vfYaBEddmS8pwaRGJyEan+eLL4wr6NCh+KwilCZ/KCyEdcGWLXAXKi+HWLhzJ8pRl0sNnN3QAAHM78d7bYM9MUD//viuurq50KYMGACRSwWvMWMw4dLg3eFwu9E2+6TwWI231pWupYQQEg2XC5Zvhw/Dwjrcc1wXa8aORZ9XX4/P2k/07YvP2dnYf+NG9F+ahCcjAws0loV+/Pjj8V6TGxUVoV+YMwd96y23oE9tbMQY4t13RW6+2Vg2DxqEPnb7dvRt9sWoaOcpEjrOUzHK7w9d0LUvPkayfHPS3oXRlsZ20can0eqOltmVEEIc0O00Ruh2SkgLHI14bt0hZlxnuqVOmwYBLdoKqt01YtIkkdmzjWDWGpcJ+2qtSOjKrZ6jJjGYNQuDZ01IEAyaRAeTJoVvc2EhxMG0NLh3jh9vBt/R2ldYKHLbbZiEVFfDGm7kSFwbdXnRtg8bhjbNmoXv8/KQ0CEjA6Kc2w1LtxUrMMkYORIJFgoK0O5580Tefx8WBz4fJifx8RDsiosxibnpJrTr5ZeNOHbOOai3ogJ/GRki48aJvP46XF7r6yGIvfoq6q2vh+jo96M969fDIs/lQt2ZmXB5ffJJE1MuGMTkyefDq8bOE8H7pCTsV1mJurKyjIWexyNywgmYXGkcNPuET+MXuVxwPTp0CNu9Xvz5/Tin7dtDrS/aw7Eq7BFCiJ2kJDw/nZbCSkqKEcYSEvA8vvlmxAfVOJ/OqZfPh2d2IIByDxwwYQCqqtAvjR+PWKG5ueiXNm1C35qbi3AJ06dj0SUlBX2PhnlwhooIBEyyonfewdihoQF94oQJEP/GjEFinT17RK64AgtaGppiwQKzQKf98VVXYaFo5szwIUnaajnmDJERSzy6jiZamBIRXEMdh02e3LltIYR0S+h2Sgg5+hyNNObdIVV6R7chI8MIW+rSWVCAgaw9JooOMu2Wb2ptJQJhSSR2iz3nam1+vhlgikC8KiqCeLRuHSYOgYAZgFdV4Xh1E7G7qWr5JSWYRCQnY9vUqaFutjqItQ++b7sN8drWrYMoVVGBSYYIBrn33ouB7v79WK23LLRBBJZc2dkoWzO9afbOAwcgRs2di/Y+8QTEJc0sOmAAytyzB5Orujr8/f3vaHdREdo7diwsDTV7XTCIa/Lmm5jArFiB3zMlBcKVxwPhSQQTo0mTYMXQ0GCstQ4exG+g1m52N9Fw4pdlGZdSESSRGDHCZA5taoKLkeIUvXTiZ1lGeBMxln363ulq1R4ovBFCegIeT+hCiFNIq6w077UP0HAEitttrMwsC8/8nTtDBT37Mz4+Hvs+/zy2FxfjmCFDENutf38IYEuW4FmrVubqLnrvvaEZxLUvXrkS9WdliTz6KPrw+fNRTnKyyMkn4/X5502Sn9mzsf/q1Rg3FBTgc0JC5JAk0azKolmOOctRl9VAAGMUbUNnxu2NFIZFWbcOlobr1lF8I4S0iLurG0AI6SHk5ZlAusdyHV3RBi1z0SIMjAMBCGFvvgkx6i9/McJYQYERu+zo4DbWwea8eRiwz5uHzxpzTWO7uVwY3KsVVkEBRKWVK02cGW2zXo/SUgzwS0ux/ayzRJYvRxBmzay2dCnOKz/f7H/bbWbwPXYsrK9EkGlUA0p//DHEttmz0W6vFwJXfb3JAKftyMhA/WVlxkLsmmsgzM2bBzfSvn1FTj0V1/vGG+EWpJMme6yzvXshBqpbbn4+rAPi43E9+vTB5ETFpZQUTHouuQTt6NcPLj72QfmCBWYy5XZjcqZxeXy+8L+XTtZSUpBx1I7Phxg+as0mgrYqaoGh5cRFWXfzeiFi2t04NalELEQ7B0IIOdZJTERYgeRk87wVCX2vaP+pC1Dx8Xg+JibCKjwrC8elpopcdJEpw+dDv6Bl6MJWZSWEsepqbP/8cyT4WbwY1m9ZWXjef/QRFqsOHjT97IwZ6CPtffG2bXjWjxwZuniWmop+ID8f1l6zZiEJw9lnw8IrIcFkOp00Cf3kvHlm/NGacZKOe9QK346znMWLMR6qqgptgx0V7Jzb20pL59IdxqWEkGMGup3GCN1OCYmBaCuOLZnuH01iWRltjdtErPWpi6bGSwtXln112u/HCvfLLyMGy/nnGxeSltww7PHawmUPmzvXZDVbtMjsc9llELjy8iC+XXKJyK5daPPy5SLLlmH7gAGIaZafb7KJ5uVhMDxlCj6vWIE2DxmCz88+C7EsN1fkoYdwPzz/PAb0K1dCdJw+HROCLVtgzdWnDxJKbNqEdsyZg+N0pd3rRf333GPOe8ECkb/9DZOT8nJMfrKzYb1mt1oIBtG24mLjCtTUZOLsiGCSdMEFsKA77jic++jRIv/5D/YZNQrCoJ2kJONuKoJ29OsHC4X4eAhlarkQa/ZQ5cwzYeFwzz2h23XSZu/Sw7l6ejxoT0datRFCCIkdfe5rdmqvF33aV1+hz0lMhOV2MIj3Z5yB5/a6dei/dCFG3VtPPhmW28OGwZpZs2Wnp6OMYcNQ3uWXm3AO2dlmoev0003WUxGTAV2zjNsXc5zZyJctQ582eDDaF4sVWiR30pbGVvZxyz33tFx2V4wzu7p+QhTei0cNup0SQrqGaC6Z0TKMdiSxdDaxuI62lCG0NeixTzwBa6zZs2HRFa4se1BgFZMKCxEY//nnzbWzi12BANws9b3fb+K6OLOH6fXZsAGDcLViu+surJL/4x9w5ygrgxtjRgbcYTRbqduNVfnNmyEeXXklBuiLF5uMZyIiTz2F8ouKMAHQyYQI6vj6a7SxsRHvS0shZr34IiYKjY0in3yC/bdvx4QiGBR54AETJDouDgP+wkK0V91R8vObZ+r88svwWTp3726+zR4fraYGFgQ1NXA3FcE5KU7hTaR53Y2NENuKi5vvG2v2UOX99/EXrhwn4QS9piYmJyCEkK5En/v6jK6vh/Amgr7G7n5aW4s+0OUyz27LghWcPve3bDHhFS65BGVZFvrFtDT0zcEg+samJiR/qKzEYtC4cVj8OnzYhJjQWHC1tRgraIZyy8JCkt+PP81QXl+PBZ38/ObZ4zVrqn2Rzz6eEol9bJWcjPFEcnJzV1b72K+rwpKIdI/wKISI8F7splB8I6S305ErI9GySUXLMNqRxNLZONsZ7hq0lCG0Negx4Szf7ESytlu0CKvMIiZmWnFxqNilq+GrV5sgyRrXxW4pp9ZmU6di1fu001DPtGkif/4zBuiNjRDeli0LjT2nbaiqEnnhBQz0hw8Pde9wubAq/tprsFZLSICYlZWF1fHGRtS7bh3EM68X5zp6NCYYJ50kcuedsF4rLsYEoawMkwTLwsC7rAz1eDwQ4bZsgeuqZZkkC59+CpFQ46elpeE4nawkJRnXHW2Tim5pabCYE0G98fHm3JwiV0ckErDXTQghpGcQrs+ItF9aGvrx005D3+l2Q2SqrDShFexYFvomjwf9psZGff11CGOVldiekQEX0u3bIZJt3Ij91Oru669hAX7oEBba5s7Fvg0N2Ofkk2HBriQnm/FEIIAxR1ER6giXPX71apzXbbeZRbc5c/BaWIjvL744trHVnDk4t3D76tgmEECMu66iPWNFQjoS3ovdEopvhPR2OnJlJFpQ3YyMozMgiqWzsbfTbkEmYrY7z8X+OVp2rmiMHAlRqrQU4pOiIptaq2k77L/NnDn4vHQp9qmuhiXZ2LFmQBoIwLWzvBwDZG2vs42NjUiaMHkyylq8GJZpZ58NEUzdT1QAFIEIpy6f1dUQ0wYPRv2BAAS3d97B4H3pUgzWP//cCGxpaXhtasKqfmIiPpeUwK126FC42n71FYS3oUMhCP7975hgHDiACUpmJo6rrIToVV9vrsPatbBEy87GpEFj1vXtC+HP5UK9waBJtKAZTO3WYGlpOMblgtj30UfYruKeim2aTEHL0MykrckQ6vGExgpyu9H+7dtbPjaa8KeiIiGEkKNPXBz6BHvihEi43aZf3LbNxO884QT0aZFEvPp69ImLF2PBrawMfVlDA/rJ2lr04V4vFtACASzaeTxwQV25EvXu3o24bupeevAg3FhF0Jfb47HZFwnvvTc0pIhaoOsCYkYGPmv2dE3aoImmXngB9b/1FmLXtUS0MaZSVdU8qVNraO+CdCxtJORowHuxW0LxjZDeTk9bGWltZ5OfjwGqPVNXS2h2rttuQ5DklgZpToHTuUKr32sWMm2HPbOpc58tW0Q+/BBCmJ6zCmU62H/nHVja2UXCOXOMi6oIygoETAKHGTNCr5+9rXY3k+pqTAY+/xwTh6oqiHk6uFa3EJcLMcquvFLk2msxAPd40J4vv4R4lJKCejdsMCLbsGFoa//+OK+//hWC286daHswaKzSRo5EfSUlcH3ZudPEb1PhTkUqnw/1qeuoZWGSlJyMc0hORlssC+606gokgnbFxZlYbm43JktqtaYWd+Hweo0YZp9EhXMD3bkzfBlOolncxSq8xWqZQQghJHbi4pqHIIiE9gMNDRiL1Nfjb/NmLCyNGoW+9qOPTP+jFBejnx84EOKX2434pOedh2RBFRVoR0EB9rPz7rvoC+PjEVM1Jwcx1YYORd+QkGCSRSjhMpk6M7brdyL4Pi8PY4lZs0xcubw89K8rVyKJQ3uxL0K2dkHZLrg5z49xswghHQiznRLS22ltlsyeRl4eXB40Xb09Y2ckNDvX2LGxZdWKNVvWnDmhv0VBAYSmuXNNprI5c7D/2rUQTb74AvvqAHHOHAzC169HbDnNIqpoJtCEBFiraZumToXryaRJOP/CQrzaV+21nX4/EjNkZWGgXVEB4UzEDK7nzMGqvbrOrFsHASouDkkUXC7EmBHBhCM52VipuVxoy1VX4fpu22YmMYmJyFKqll319Th+yRL8HsnJEPfS07GKX1uLzwkJ+Bs1CvUr6ekQ4+bNgwvviSciJt2f/4zYaocOQbBLSjIZTvWcMjMh/CUk4LdQV9dwNDSg3lNOiZ4NNBhsmxurM9NetIymQ4ea7ym8EUJIx1Nb2/z5Gi1ztGa09npNIoS6OlilrVkDYUzHBm43+iQN23D88WbM0tiI/vPrr1H/4cMQ5TZswJggNxf9WG4u+oLUVIh1ixZB7KuuRlmJiXBbFQkdD+Xlmazsun3GDLTp1lvxOmNG6Lnl52Ms4vebc8jIEPnjHzE2WLcu+pgrFnQsO2dO67OP2jOkOsdrHZ09lRDSq2G20xhhtlPSbemIVTln5ilnVtKWMmeGKyuWfTuaaBm0Ys1e6sw2Gm1/ZwZXe5363nkdCgtFbrpJZO9efLdgQfhMXZMmQRDavRuZTqdOxfdVVRggFxfDNXHmTAhAVVVw3zz+eFjTzZ+PgXVRET6vW4fB+49/bJIXDBiA7Jkvv2yEsUOH4PZ4+DAG7ldcgRX3vXth2favf8ECLTMT5dfXYxIwcSJiySQkYBD/yCPIOBoMQkTbsQNllpRAxMrIgFhVX49MazNm4HqvWyfyyismuLQGdlYXmLg4iGn2bJ0+Hz5Hip3m9Yqcey6sCNUVx4nPh8mGJoEQQT0pKUYktJOZCfFRXVIVtdqzW8w5v2e3SwghpLXoopOKdPHxZoHJ3id6PPh++HD0RTU1OHbUKISlKC7GQld8PI7TLOSTJyP50je/CcGvpATjhO98B4t6znHJzJkQvBYuRGKFnTtR/ve+h2ykixeHLuAlJyOchD32rYbbcI65RFo3vi0shDfC2LEm+3msOMdy3Sl7KiE9jR74P8Vsp4T0JiLFbGvNw82ZecqZlVS/d2bOjFZWLPt2NNEyaMWavdQeSLil/e3uFroq6qx/9Wq4PS5cKLJ8OQadH34IYemFF+BWaR9w2jOj7t4NUUhdRp98EoGXMzMhMlkWhKrkZOxTXg5BbvZsfP/VV1i5Xr4cAmBZGdqiFBVhEF5bGypI7dxp4oktX46V8IYG41IaDEKM278fq+b9+pl9du3CwHvDBuzncuF89u3DOes9UVyM71JTMUn45z/RtpKSUMuvQMAk6hDBxMPpUqmTjkhJCxoaRN54A+8jZfrUCYhdGHO7wwtvIriWlZXNt1tWZOFNvyeEEEJaiz10QX29cVd19ona127bZr5raECfXVmJ/m7/fhNztLER1t4vvICyS0sxnmhsRN/9j3+gr/7FL1C2xjjNy8O+xcUYT2hIis2bTYb7AwcwRhg8GH3jH/+IOjTr++jRJnSFPeZtpHi8inOMO3cu3Gg3b4ZQ2Jpxp3MsF+3Ytsb8JYSAXp6FleIbIcc6kWK2tebh5izDmZXUHoPMnjkzWlmx7NvRhLsWLWUtdbbPHj9NLdcWLjRuFOGyeUWqUwTHnXceLMry8hDk+OBBfDd5Ml7tv5M9M+qCBch8ds89EHsWLsSAuqZG5NVXRX7+c4hdKujceCMGnrW1GMzu3o3YcIEABtuJiVjFPnQI+ycnQwz86U+N5VhdHSy6Dh/GIDoQwIp5SkpoxtKaGuNuqUkW+vXDwFwDRovg2IYGM8jXeDV1ddiWkYHB+Y4dOMbvl5joiCyjTpzCmGZ7C1dPYyOFNEIIIZ1PuH5IEwaFIy0Nx2hSIxH098uXi9xxByy2XS70t5Mmifz73+iPk5NhDXfaabBYnzsXsUwTEhDPrakJotuZZ4o8+ij67/nzEScuORnHxceLPPwwFhbVNfWLL1DOxx9jv6QkxHlTy7dgENud7p7R4vE6x7iLFhnLt5bGnbFkuI9Uj8b8nTsXCbQIIa2jp8UabyV0O40Rup2SY47WmvUeDTPgrjI1bs+1sCc68PuNqBjOrdbpMiqCAer27XA1nTED4tXUqUbgW7wYrxs3Yv/Jk5u7TJSWwu1jwwYIYtdfj1hluhq9ezcs3GbORB1z52JF9oUXsLr9rW+JrFqFleUBAzAYb2jAsTfdhDr+/ndYtgWDJuaMPVj0oEEYCKuFW2MjtlVWIuab243BdkMDBLeyMiNO+XxGrNI/JTNT5JJLMIg9dAjH1tSExjCLpZuyu3Pa36emorxIVnHRcP//YVE9nsjHd4YISAghpPeSkmIsq30+xCLdvh2LV5psSMRYwDvDGWRno3/eswfHBAIQxl58UeTBB5FZ1LJM/NGmJgh2J5wgMmECxiNFRei3hw7FeGDDBvT1Q4dCiNMxyvz5yLKenS3y3HPNx1j2UB6K3bWztBRt2rwZop1ak6kb6ciRoRnYlXChRCK5jjr313GdjsWi4bR0o+UbIcQB3U4JIW3L+tkWM+C2urd2tqlxtOxVzu+d7db91QJQB412d1p9tbtEimBF9IknMFAWwSDt/PNFzjgDQZBzckJXdtevhyvG9u0YAG/f3txlIj8f+3i9KCs9HYPnmhpYs+XkQGTbuRNi2hdfIO6YzwfhaNUqk3xAxMSMEYHoVllptrlc2NfpxrJ3r8i4cchQquJY//5wNxHBtdB4bs5sbOrqGU6k2r8fq+bBICYDKnK1dl3I5zPnZz+2oqJ15djR9kYT1yi8EUII6UgCASzsqHvpli3GelzEWJFrX+fsL0tKYGGfnIwFs7g4WJvn5WFskJiIvlqt4txu9L0lJRhffPIJth08iP77pJNErrsOY4l+/VDOokWweK+qQmxYEYhfI0cibtz//q+JbSvSfKFy4UJsu+oqJJASCbUmKyjAguDHH2MR7YMPTGIskeZjXHVzFTEhU+zYM7fbM64qkcaEP/wh2ldRIfL22xhv2S3eCgow7nriieaJJgghxAHFt95MDwx4SNpBODPgSPeIfeWvoKDt7q0t3YOxfj9pEtwn7SuRdsEt3LlFEwJnzIC4VlqKfTSDp9a1YAFcKLRNOuCbNQtC3fDhGLju2IHVZKfLqp6T1vPLX4r86ldY7e7TB3XMn49BbXIyAiHv3ImAxoMHYwVaV7vj4zEoPHBA5KmnMFCur4eod/nlsI5LTMQg9pRTELPlD39AOWvX4hwrK02Cg1NOgQCYnBwaKNnlQoDmYcMwGBaBdVtcnMnQaXcrtWNZGLCXloYX1VSc83iMCKfJE7ReddWNRLgkCoQQQsixhtNCXCR0QayhAX1xUVH4BSDtuwMBlOPxIBzEyJFIdFRTg/Li401W0w8+wLZ//xt9smYhd7lEtm7FuOD88yFAeb0YA+oi4+DBRiTbvx/1f+97Iuecg+/V0l8FN/v4S4U3EYzhlLw8tL+qCmOerVshoN17b/hrpvvr+2iEW5y2i3P2OrR99nbaueEGWO3fcEPL4xRCSK+H4ltvppcHPOxRdISQGm4w4rxHtJ5//xsuAnPnmkQDsfjuh1upjHYPxvr9E09ACLKvmtoFt3DnFi3mQEEBxJxVq8wAWMtYuBBunrt3i3z/+6HHq0C3fj2uVX09EiKcfrqpX10wlGAQrhonnWRcGBcswPVtajKBgLdtg4D2wgsixx0Hkc+yjFXe44+jPp8Pr19+CeHv2mtxTG0tBsqFhTivhQuxT309yt+7F+V8+ile6+sRa0UH4GPHol2XXWbaHgjgu4kTcT327zcuqYrPh/MIBEKt0+z4fPjz+/FaXo5jqqpMRrfWoBZ83cEqjW6phBBCOgqPB/1jSQlcQO1xX+2o5ZwujtXWYpFOEy54vVjwW74cotz8+RgbjB+PMYOIiQH74Yfo15cuxefUVGP5JoK++quv4Hp6770iN98MF1Z7vLZIC6KvvAJha8qUUDfOjAwjgs2di7GLfUHQiX3/cMyZY5JbtYZzzoHgqEKikxNOwPU54YTWlUsI6ZVQfOvN9PKAhz2K9gip0YQ75z2i9YwdC5Fk0aLWu7dGK7+t36s1Wk4OzicjI3K77Odrd0G1xwrJy4NFWmYmBpnqoqB16urqjBkoyx5fRNv04x/D9eLCC5snYyguFlm5EoGPV69GfLh164wF34gRsHQbNAgrzRpfzu+HSDdtWvOYKcuWmeQICQkYbH/+Ocr57/8Weewx02Ztx+rVGKAfOICyDh0SOfdcBGNOScG+X31lLAoXLoTrbHk5XE5HjUL75swx4ue11yIRxMGDGKyPGoWV9cZGCHo7dsANJhhE3YMHi1x9tchLL+E8LrsMK/DnnAOxcM+e0MQH48aJbNpkPg8ciMnA3r0mk6vbjXq3bsU+mlFWV+ldLlwnTUyRkIAJTUUF3ofLqKrohKW83LjqOL93u00G1hNPxORIP3e0GBepPJcL5xTpPAghhHQ9Hg/GU9XVJnab241Fp9pa9Lma6CgrC4tvO3aIPPIIFuV27xZ5+WX0/5rc6JprYEW/fj0WxbTPu/xy1PnOOxiHDBgA0W3yZAhXf/oTRK5du9D3Tp+OMBRbt6Itp51mxh8iJg7uX/6CzKUas23atOgJDezjs7ffbvkaJSdjLLZ5sxnjtZaWxqqRxLmXXjLnEo6nnzaeIIQQ0gJMuBAjTLhAujXtsXyzB8PVgUekMjraVbkjy9PzaCmAbrj9Fi7E4FEE1mx2K79obYtUZ0vHTp8u8t57GCSfcgpWfP1+DJ7Xr2+e3GHnTrhDjBmDgMnbtonMng1rt5EjUdeWLQh63K8fhB51KwkG4QY7ciTEJZ8PAt7WrXALueMObBs6FIPxxkasXquoZg9kXFSEdjQ2QmR67DFY7d16K1xZR4zAQD05Gcc89RTa4/NBjAsGTdtEsH3iRJEHHoAA+emnOO8DB3Bd/H4M9q+8EqJeSYnI6NHItPbpp3ivgZi3bcN+Xi/K79NH5OKLETh661YIZqWlzS3z3G6cezCIyYa6z4YTtNxutPfjjzFRUitDZzc6ejTqTE/H+ZaXh36vcXvsCSJUROuILtnlMm677OIJIaTzSU9Hf9DQYBZbYkHjrwWD6Fc0DEN8PASzU09F31Rejud5aioEOb8fi44rV6Jve+YZjCE8HpELLoAAFmlMEQjA2mzvXohqgYDIj34EAc45rnEuTopgzKFlu93o7yoqMBaIZn3WGuzjKBG81taiX6e3DiGkG8GEC4T0BpwCT3utzwKBlq3n2lNPODrS9TkWS87SUpznxInNrdGcsUJaOtdwZelvooNSLc+ZgWvRIgQZTkuDpZWIEUCnTjUrydOnm9hudXUYjGdkwEJuxw6U/cMf4ljNSuZymTKTkjAQ798fgtaOHRDG3nsP5X78MV6TkmC5pm6j1dXIeKb31+LFWBGvqsL3TU0o9667cLxmYV23DhMJEbRBhR8VAUXMqn4wiInKO+8ge+sll0BQCwYhahUXQ1D76itzbWtr4d5RUgIBceNGrNI/8wws4AIBI3iVlsIFuaQEnysqcJ5OS7VgEL+DXgtto52xYyEepqRgkqHJK8IJbyIQQi0rcow7Zx2Whbh2ZWXh920NGpRbXY4IIYR0Pm2N91VTYxakFO3HPR4TEqK6Gn1pVRX686Ym9J2VlXivZbhcsChfsQLvx47F9hkzkD30q6+QIOHii0O3KWqdX1CA13vuCRXUFi5E2W43xiK5uSK3345FQiXcAmSkRclI253jw/z86BZobambEEKOMhTfCDlW6eiYfbm5bYuH0R460vU5FmFQ47FNnRo6AGspVkisZelvoiKaBhZ2ZuDq3x9uISKhK8kzZiCGyu23Q1gqL4cQddlliMWSkQEXkXPOwUp4fT0Gv8XFELEGDYLb6sqVEMLUiuurr/A6fDgG7ddcAyu2731P5Le/xSr5J5+gHf36obxlyzC4Li6Gm6ffDxdKEUwAkpJwLn/4A85n3Tq4sFRXw91V3UoHDcIK/Lp1iDGn52RZRsA6eBDCW20tJhGnnQb3mldeQXlPPhk6OQkEMNDfs8es2h88aFwt4+MhshUXGwuEhASUnZ5uXGKVr7+GhUFDA14HDkS7SkshuI0di7ao5Vx8PM7BOWFSIol4IhAnwx1XU2Ni+bSHpiaTPIMQQkj3I9qz3u+HlbsIFpdKStDfaH+ek4M+y7JQRmIi+sCEBPSXloWFNr8fi06vvYb+9IMPMBawW2L37w/31blzMQZUXnsNrqdbtjTPvq4hK2prUUdODizg7cJYuPHp4sWwzv/3v0X+9rfm4yb7vlqP/bUlwi1+anmMcU0I6SZQfCPkWKWjhKtwgxIdxKiLQkurhW1dVWyvJV1r621NRteW6gtXljOmib63x4ibPx8D1z17RK67zux39934bskSDKKTk/E3fbrIF19gUP3ii7Buu+IKiF8lJTjG5YJFWGoqRK577zUZaQcONN+5XBCdNGvZxo3G8u2UU9CmrCxYnKmI85e/GMHpt7/FX1oaPm/YgMH3889DtKqqMsGdRVB2dTXeP/wwyvr730UOHzbCVFwcRD3LwgTD7cb25cshnDU0YLu6UbrdaOPhw6GJFRobjQWZuv5oO7zeUHcgrzdUfDv5ZIiXIjjvYNAEdg4GIURWVOBzQoLIRRchzk5LAaDDoS6nIkYIFGl9OdGgxRshhHRfoi2OBAIi77+PxbK6OohctbXoKxMTIaDV1qIf036zTx9jca391/33IzyFWthrgoTSUvTDBw9CEMvIwGLWQw9hTJGTA1Gurg7urTk5GIdo7NeMjJat0MKNj6qqELuuqQn16mKvjpECAbRNpHlcXt0WSwIu++JntPa0BVrQEULaCcU3Qo5VOsoFNNygRAcxq1cbASNaXV21qtjaemPJ6Nqa+pz7hyvfblW3cCGEqtJSrHyHQ0Uyy8JgOzsbbiEzZ2IwfPzxEOVSUjAAV5eSjRsRa0x/x4IC/HZFRRCdSkshmFVVwcqsuBgDaxGUpyvdu3ZB4PJ6jbtrUxNe77gDYlpSEgb7u3djhd2yjLvq5ZdjZbuiAsdt2wZBUcS4hgYCxvVUhcY9exCXLiUFsePWrcMx6uZqj8G2Ywfao9tcLohrcXGwCDh0KPQ7+/FqcWfnnXeMkOd2w/1WBayqKiOY6T5r1qB+yzITIGccObcbv7HTNVXFSBEIiB2J3jeEEEKOXdR6LTXV9FfqcmpZpu+prYUl+9NPG0FPj509GyJaairGLjoWmT4dIpj22fv24bhXXzV9/syZxvX0rrvQV9mzybeUuT7cWCg5GckisrPx2b6/34/P+fnNv1Nak6DLKYx11HiZFnSEkHZC8Y2Q3k64QYkOYuyWb9Hoqsy5HVFva8pob326wltVhYGoPYuqiMm2pe6nekxGBsSocCvNWsbAgeEzi2n8uM2bTXBmrT831/y+06bhdcIECFg6CC8pgYVWcjJW4l97TeTb3zb1ZGZiUJ6djYnAyJGwcvv2t+HKmpKCSYK2qbgYFnPDh2OCMGECvisuxr5xcSj7Bz9AXX36QOyrqYGQd/LJWNneuBETh4MHce5nnmnize3Zg+xvcXGIDef1Yt8DByA4XnihyH33QZDzelFmaqpx9dmwAdegqspYzHk8sLibPl3ks88gamZmQtAcPhzXsawM1+nqq5HBLSMDnzMyRP7xD1zHiRPxGzQ2ivzmNxBjt2zBtZ4yBW3cvt24EmkMvMZGtMPlCs0eq/h8OP7dd3E91NU4NdXE6rOLc2pJqNiz7LUlG6u97Lg4tE9f7URztwpXd1JSqGBJCCFHC4/HLKTYF23i4vDsj/Zssj8T+/c3C0lqCR/tOLcblmslJXDp3L8fz8J+/dCfeL0ip59uEg5pUqL6eoR6SE7Gs9QuvCmLFonccgv6Ba8XmcG//hqLa0uWGAu3+fOx/7RpJut5JGIZGzmziTqTKTiPd5bVkoDW0TGJw9FVY11CSI+B2U5jhNlOCSG9itYGLXZ+1xrX5Vj2ba27Ryz7t7RPaanIgw9CjJswAYGn7ecW6dqIhL8WrXVVcZbpzDg3fz5iAebni0yeHNtv5izzwQcR0++RRzDhsh+jInBpKVyfH34Yk0g9vqwMwuu8eRCHY/ntnWWLhIrA4a5PYSECi+/YAQuPE04QuflmTFLvvx8uyuo2PGoUkmIEgxBVd++G6Lx8OQRo+znk5MCq48ILjXVquN9Jk4L06ydy3nlw2b7rLsReVGF62jRch/p6/Bbf/745vwkTMCl8/HF8p+WpsHj33SK//71pR0YGzvl734NVytSpqFsE4uzatTin/HxMZt94A+d72WVoz9ataM+vfw2RYNo0XLuiIojOL70EsfattxDvUV2fs7ORjCU7G7/nCScgKPv556ONCxfif0FdpA8cgJVrICDyjW/gdcECxHVatQrvFy9GwPgzzsCxjY0Q1PfsgWg9aBAsrG+5BbEdBw2CYLF9OwTpyZONgJuZifo0PmLfviLDhsEV//XXIWykpuKcdu6E2NHQgID0t9wi8rvfoc5nnsE55+WJjB+PtpxyCu6LadPwfzV2LASN++9HBsff/hYCRUoKXn0+lH3ppVhwyM3F7/3JJyL//Cf2S0/H75ecLHL22fg/O+ss3Ifbt8OKuW9fnNebb+KY229HnQkJCJpfX48yXS6U5/Vi+ymn4B5RUT0YhBg0ahR+66ws/IZ9++L6ff014oN+8AHO/ZFHsBCRl4f75qGHcI0XLICbfXk56tZs0BUV2HbyyUjy86tf4bhvfQv/C+PH43fWRZUxY7BIUF2N+FulpeYZpYtARUU474wMLEro/4M+a5zPo0mTzO/xhz/gOnz9NfYVaf4s0v9nfQ7Zn0fbtuF1yhTzv6ULYvYM3yJmm51wz7ht28xzYsIEnI+Wq88453Nv6VLz/2Sv31lXtLaEoyPcI+liSQghMdEanYjiW4xQfCOEEEIIIYQQQgghIq3TidxHqU2EEEIIIYQQQgghhPQ6KL4RQgghhBBCCCGEENJJUHwjhBBCCCGEEEIIIaSToPhGCCGEEEIIIYQQQkgn0avEtz/96U+SnZ0tCQkJcsYZZ8jbb7/d1U0ihBBCCCGEEEIIIT2YXiO+Pf/883LnnXfKL37xC9m4caOcc845cskll0hRUVFXN40QQgghhBBCCCGE9FBclmVZXd2Io8GZZ54p48aNkyVLlhzZlpOTI1dccYU88MADLR7fmhSyhBBCCCGEEEIIIaTn0hqdqFdYvtXX18uHH34o06ZNC9k+bdo0WbduXdhj6urqpKKiIuSPEEIIIYQQQgghhJDW0CvEt7KyMmlqapKBAweGbB84cKDs378/7DEPPPCApKWlHfkbMmTI0WgqIYQQQgghhBBCCOlB9ArxTXG5XCGfLctqtk35+c9/LuXl5Uf+du/efTSaSAghhBBCCCGEEEJ6EHFd3YCjQf/+/cXj8TSzcispKWlmDaf4fD7x+XxHo3mEEEIIIYQQQgghpIfSKyzf4uPj5YwzzpBVq1aFbF+1apVMmjSpi1pFCCGEEEIIIYQQQno6vcLyTUTkJz/5iVx//fUyfvx4Ofvss+Wxxx6ToqIiueWWW7q6aYQQQgghhBBCCCGkh9JrxLdZs2bJgQMH5De/+Y3s27dPxowZI//85z9l2LBhXd00QgghhBBCCCGEENJDcVmWZXV1I44FKioqJC0tTcrLyyU1NbWrm0MIIYQQQgghhBBCuojW6ES9IuYbIYQQQgghhBBCCCFdAcU3QgghhBBCCCGEEEI6CYpvhBBCCCGEEEIIIYR0EhTfCCGEEEIIIYQQQgjpJCi+EUIIIYQQQgghhBDSSVB8I4QQQgghhBBCCCGkk6D4RgghhBBCCCGEEEJIJ0HxjRBCCCGEEEIIIYSQToLiGyGEEEIIIYQQQgghnURcVzfgWMGyLBERqaio6OKWEEIIIYQQQgghhJCuRPUh1YuiQfEtRiorK0VEZMiQIV3cEkIIIYQQQgghhBDSHaisrJS0tLSo+7isWCQ6IsFgUPbu3SspKSnicrm6ujm9joqKChkyZIjs3r1bUlNTu7o5hBw1eO+T3gjve9Jb4b1PeiO870lvhff+sY9lWVJZWSlZWVnidkeP6kbLtxhxu90yePDgrm5Gryc1NZUPJtIr4b1PeiO870lvhfc+6Y3wvie9Fd77xzYtWbwpTLhACCGEEEIIIYQQQkgnQfGNEEIIIYQQQgghhJBOguIbOSbw+Xwyf/588fl8Xd0UQo4qvPdJb4T3Pemt8N4nvRHe96S3wnu/d8GEC4QQQgghhBBCCCGEdBK0fCOEEEIIIYQQQgghpJOg+EYIIYQQQgghhBBCSCdB8Y0QQgghhBBCCCGEkE6C4hshhBBCCCGEEEIIIZ0ExTfSZTzwwAMyYcIESUlJkQEDBsgVV1whW7duDdnHsixZsGCBZGVlSWJiopx//vny2WefhexTV1cnt912m/Tv31+Sk5Nl5syZ8vXXXx/NUyGkzTzwwAPicrnkzjvvPLKN9z3pqezZs0e++93vSr9+/SQpKUnGjh0rH3744ZHvee+TnkZjY6P88pe/lOzsbElMTJThw4fLb37zGwkGg0f24X1PegL/+c9/5LLLLpOsrCxxuVzy8ssvh3zfUff5oUOH5Prrr5e0tDRJS0uT66+/Xg4fPtzJZ0dIeKLd9w0NDXLPPffIKaecIsnJyZKVlSU33HCD7N27N6QM3ve9B4pvpMtYs2aN/PjHP5b33ntPVq1aJY2NjTJt2jSpqqo6ss9DDz0kv//972Xx4sWyYcMGyczMlAsvvFAqKyuP7HPnnXfK8uXLZenSpbJ27VoJBAIyY8YMaWpq6orTIiRmNmzYII899piceuqpIdt535OeyKFDh2Ty5Mni9XrlX//6l2zZskX+53/+R/r06XNkH977pKfx4IMPyqOPPiqLFy+WwsJCeeihh2ThwoXyyCOPHNmH9z3pCVRVVclpp50mixcvDvt9R93n1157rWzatElWrFghK1askE2bNsn111/f6edHSDii3ffV1dXy0Ucfya9+9Sv56KOPZNmyZbJt2zaZOXNmyH6873sRFiHdhJKSEktErDVr1liWZVnBYNDKzMy0fve73x3Zp7a21kpLS7MeffRRy7Is6/Dhw5bX67WWLl16ZJ89e/ZYbrfbWrFixdE9AUJaQWVlpTVixAhr1apV1nnnnWfdcccdlmXxvic9l3vuuceaMmVKxO9575OeyPTp062bbropZNtVV11lffe737Usi/c96ZmIiLV8+fIjnzvqPt+yZYslItZ77713ZJ93333XEhHr888/7+SzIiQ6zvs+HOvXr7dExNq1a5dlWbzvexu0fCPdhvLychERSU9PFxGRnTt3yv79+2XatGlH9vH5fHLeeefJunXrRETkww8/lIaGhpB9srKyZMyYMUf2IaQ78uMf/1imT58u3/zmN0O2874nPZVXXnlFxo8fL1dffbUMGDBATj/9dPnzn/985Hve+6QnMmXKFHnjjTdk27ZtIiKyefNmWbt2rVx66aUiwvue9A466j5/9913JS0tTc4888wj+5x11lmSlpbG/wVyTFBeXi4ul+uI1T/v+95FXFc3gBARxIH4yU9+IlOmTJExY8aIiMj+/ftFRGTgwIEh+w4cOFB27dp1ZJ/4+Hjp27dvs330eEK6G0uXLpWPPvpINmzY0Ow73vekp7Jjxw5ZsmSJ/OQnP5F58+bJ+vXr5fbbbxefzyc33HAD733SI7nnnnukvLxcRo0aJR6PR5qamuS+++6T73znOyLCZz7pHXTUfb5//34ZMGBAs/IHDBjA/wXS7amtrZWf/exncu2110pqaqqI8L7vbVB8I92COXPmyMcffyxr165t9p3L5Qr5bFlWs21OYtmHkK5g9+7dcscdd8jKlSslISEh4n6870lPIxgMyvjx4+X+++8XEZHTTz9dPvvsM1myZInccMMNR/bjvU96Es8//7z89a9/leeee05Gjx4tmzZtkjvvvFOysrLkxhtvPLIf73vSG+iI+zzc/vxfIN2dhoYGyc3NlWAwKH/6059a3J/3fc+Ebqeky7ntttvklVdekbfeeksGDx58ZHtmZqaISDNFv6Sk5MjKWWZmptTX18uhQ4ci7kNId+LDDz+UkpISOeOMMyQuLk7i4uJkzZo18vDDD0tcXNyR+5b3PelpHHfccXLyySeHbMvJyZGioiIR4TOf9Ezuvvtu+dnPfia5ublyyimnyPXXXy933XWXPPDAAyLC+570DjrqPs/MzJTi4uJm5ZeWlvJ/gXRbGhoa5JprrpGdO3fKqlWrjli9ifC+721QfCNdhmVZMmfOHFm2bJm8+eabkp2dHfJ9dna2ZGZmyqpVq45sq6+vlzVr1sikSZNEROSMM84Qr9cbss++ffvk008/PbIPId2Jb3zjG/LJJ5/Ipk2bjvyNHz9errvuOtm0aZMMHz6c9z3pkUyePFm2bt0asm3btm0ybNgwEeEzn/RMqqurxe0OHW57PB4JBoMiwvue9A466j4/++yzpby8XNavX39kn/fff1/Ky8v5v0C6JSq8ffHFF/L6669Lv379Qr7nfd/L6IIkD4RYlmVZt956q5WWlmatXr3a2rdv35G/6urqI/v87ne/s9LS0qxly5ZZn3zyifWd73zHOu6446yKiooj+9xyyy3W4MGDrddff9366KOPrKlTp1qnnXaa1djY2BWnRUirsWc7tSze96Rnsn79eisuLs667777rC+++MJ69tlnraSkJOuvf/3rkX1475Oexo033mgNGjTIKigosHbu3GktW7bM6t+/v/Vf//VfR/bhfU96ApWVldbGjRutjRs3WiJi/f73v7c2btx4JKtjR93nF198sXXqqada7777rvXuu+9ap5xyijVjxoyjfr6EWFb0+76hocGaOXOmNXjwYGvTpk0h8926urojZfC+7z1QfCNdhoiE/XvyySeP7BMMBq358+dbmZmZls/ns84991zrk08+CSmnpqbGmjNnjpWenm4lJiZaM2bMsIqKio7y2RDSdpziG+970lN59dVXrTFjxlg+n88aNWqU9dhjj4V8z3uf9DQqKiqsO+64wxo6dKiVkJBgDR8+3PrFL34RMvHifU96Am+99VbYcf2NN95oWVbH3ecHDhywrrvuOislJcVKSUmxrrvuOuvQoUNH6SwJCSXafb9z586I89233nrrSBm873sPLsuyrKNnZ0cIIYQQQgghhBBCSO+BMd8IIYQQQgghhBBCCOkkKL4RQgghhBBCCCGEENJJUHwjhBBCCCGEEEIIIaSToPhGCCGEEEIIIYQQQkgnQfGNEEIIIYQQQgghhJBOguIbIYQQQgghhBBCCCGdBMU3QgghhBBCCCGEEEI6CYpvhBBCCCGEEEIIIYR0EhTfCCGEEEJIVFwul7z88std3QxCCCGEkGMSim+EEEIIIb2ckpISufnmm2Xo0KHi8/kkMzNTLrroInn33XdFRGTfvn1yySWXdHErCSGEEEKOTeK6ugGEEEIIIaRr+da3viUNDQ3y1FNPyfDhw6W4uFjeeOMNOXjwoIiIZGZmdnELCSGEEEKOXWj5RgghhBDSizl8+LCsXbtWHnzwQbngggtk2LBhMnHiRPn5z38u06dPF5FQt9MFCxaIy+Vq9pefny8iIpZlyUMPPSTDhw+XxMREOe200+TFF1/sorMjhBBCCOl6KL4RQgghhPRi/H6/+P1+efnll6Wurq7F/efOnSv79u078rdo0SJJSkqS8ePHi4jIL3/5S3nyySdlyZIl8tlnn8ldd90l3/3ud2XNmjWdfSqEEEIIId0Sl2VZVlc3ghBCCCGEdB0vvfSS/OAHP5CamhoZN26cnHfeeZKbmyunnnqqiMDybfny5XLFFVeEHPfee+/JBRdcIE899ZRcc801UlVVJf3795c333xTzj777CP7zZ49W6qrq+W55547mqdFCCGEENItoOUbIYQQQkgv51vf+pbs3btXXnnlFbnoootk9erVMm7cuCOupOEoKiqSK664QubOnSvXXHONiIhs2bJFamtr5cILLzxiUef3++Xpp5+W7du3H6WzIYQQQgjpXtDyjRBCCCGENGP27NmyatUq2bVrVzPLt6qqKpk8ebJkZ2fLsmXLxOVyiYjI+++/L2eddZasXr1aBg0aFFKez+eTIUOGHO3TIIQQQgjpcpjtlBBCCCGENOPkk08+kmTBjmVZ8t3vfleCwaA888wzR4Q3Pcbn80lRUZGcd955R7G1hBBCCCHdF4pvhBBCCCG9mAMHDsjVV18tN910k5x66qmSkpIiH3zwgTz00ENy+eWXN9t/wYIF8vrrr8vKlSslEAhIIBAQEZG0tDRJSUmRuXPnyl133SXBYFCmTJkiFRUVsm7dOvH7/XLjjTce7dMjhBBCCOlyKL4RQgghhPRi/H6/nHnmmfK///u/sn37dmloaJAhQ4bID37wA5k3b16z/desWSOBQEAmTZoUsv3JJ5+UvLw8+e///m8ZMGCAPPDAA7Jjxw7p06ePjBs3LmxZhBBCCCG9AcZ8I4QQQgghhBBCCCGkk2C2U0IIIYQQQgghhBBCOgmKb4QQQgghhBBCCCGEdBIU3wghhBBCCCGEEEII6SQovhFCCCGEEEIIIYQQ0klQfCOEEEIIIYQQQgghpJOg+EYIIYQQQgghhBBCSCdB8Y0QQgghhBBCCCGEkE6C4hshhBBCCCGEEEIIIZ0ExTdCCCGEEEIIIYQQQjoJim+EEEIIIYQQQgghhHQSFN8IIYQQQgghhBBCCOkk/j/sHJ7yTyfLHQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sizes = [len(item.prompt) for item in sample]\n", "prices = [item.price for item in sample]\n", "\n", "# Create the scatter plot\n", "plt.figure(figsize=(15, 8))\n", "plt.scatter(sizes, prices, s=0.2, color=\"red\")\n", "\n", "# Add labels and title\n", "plt.xlabel('Size')\n", "plt.ylabel('Price')\n", "plt.title('Is there a simple correlation?')\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "id": "f8cfa1af-aadd-416b-b0f9-2bb5fd4d2263", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the distribution again to check it looks as expected\n", "\n", "token_counts = [item.token_count for item in sample]\n", "fig, ax = plt.subplots(1, 1)\n", "ax.set_xlabel('Number of tokens')\n", "ax.set_ylabel('Count of items');\n", "_ = ax.hist(token_counts, rwidth=0.7, color=\"purple\", bins=range(0, 300, 10))" ] }, { "cell_type": "code", "execution_count": 33, "id": "59ef7aef-b6f6-4042-a2af-ddd5ae1c9999", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "How much does this cost to the nearest dollar?\n", "\n", "AuviPal USB-C Gigabit PoE Splitter, PoE to USB Type-C 5V/4A Max Power + Ethernet Data Adapter for Raspberry Pi 4 and More, Compliant | (AP-POE-USBC)\n", "AuviPal Gigabit PoE Splitter is used for separating PoE signal into Ethernet data max) and USB-C power (DC 5V/4A max), ideal for providing faster & stable wired Ethernet and DC 5V Power for Raspberry Pi 4 simultaneously, Eliminate the need for a nearby AC outlet. What's more, It also can be used for providing constantly DC 5V power for any other USB Type-C devices, such as phone, tablet, camera etc which is placed far alway from AC outlet. ★★★\n", "\n", "Price is $26.00\n", "[13, 38334, 49617, 271, 7117, 374, 400, 1627, 13, 410]\n", "['.', ' ★', '★★', '\\n\\n', 'Price', ' is', ' $', '26', '.', '00']\n" ] } ], "source": [ "report(sample[-2])" ] }, { "cell_type": "code", "execution_count": 34, "id": "cacb9059-5f44-4601-860a-30860cebe9c2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Divided into a training set of 200,000 items and test set of 2,000 items\n" ] } ], "source": [ "random.seed(42)\n", "random.shuffle(sample)\n", "train = sample[:200_000]\n", "test = sample[200_000:202_000]\n", "print(f\"Divided into a training set of {len(train):,} items and test set of {len(test):,} items\")" ] }, { "cell_type": "code", "execution_count": 35, "id": "bf435bcd-accf-427c-82d5-02b33a56737c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the distribution of prices\n", "\n", "prices = [float(item.price) for item in test[:250]]\n", "plt.figure(figsize=(15, 6))\n", "plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n", "plt.xlabel('Price ($)')\n", "plt.ylabel('Count')\n", "plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "6b26000a-e5a9-4ab7-83fc-8eb44cb12f94", "metadata": {}, "outputs": [], "source": [ "# del items, slots\n", "# import gc\n", "# gc.collect()" ] }, { "cell_type": "code", "execution_count": null, "id": "3615bfdd-f23e-4005-96d8-7b52a1a439be", "metadata": {}, "outputs": [], "source": [ "import csv\n", "with open('test.csv', 'w') as csvfile:\n", " writer = csv.writer(csvfile)\n", " for t in test[:200]:\n", " writer.writerow([t.title, t.details, 0])" ] }, { "cell_type": "code", "execution_count": null, "id": "cb6907e9-37d7-4283-b1a9-8124f9f3439b", "metadata": {}, "outputs": [], "source": [ "human_predictions = []\n", "with open('human.csv', 'r') as csvfile:\n", " reader = csv.reader(csvfile)\n", " for row in reader:\n", " human_predictions.append(float(row[2]))" ] }, { "cell_type": "code", "execution_count": 34, "id": "dd7c5db1-4510-4768-bef1-bdac2a7b392f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "220.45738687487398" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "average = sum(t.price for t in train)/len(train)\n", "average" ] }, { "cell_type": "code", "execution_count": 35, "id": "95353e68-07ac-4f57-8d57-dd48cacb0e04", "metadata": {}, "outputs": [], "source": [ "class TestRunner:\n", "\n", " def __init__(self, predictor, data, title, size=250):\n", " self.predictor = predictor\n", " self.data = data\n", " self.title = title\n", " self.size = size\n", " self.guesses = []\n", " self.truths = []\n", " self.errors = []\n", " self.sles = []\n", " self.colors = []\n", "\n", " def run_datapoint(self, i):\n", " datapoint = self.data[i]\n", " guess = self.predictor(datapoint)\n", " truth = datapoint.price\n", " error = abs(guess - truth)\n", " log_error = math.log(truth+1) - math.log(guess+1)\n", " sle = log_error ** 2\n", " color = RED if error>=40 else YELLOW if error>=20 else GREEN\n", " color_str = \"red\" if error>=40 else \"yellow\" if error>=20 else \"green\"\n", " title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+\"...\"\n", " self.guesses.append(guess)\n", " self.truths.append(truth)\n", " self.errors.append(error)\n", " self.sles.append(sle)\n", " self.colors.append(color_str)\n", " print(f\"{color}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n", "\n", " def chart(self, title):\n", " max_error = max(self.errors)\n", " plt.figure(figsize=(12, 8))\n", " plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n", " plt.xlabel('Ground Truth')\n", " plt.ylabel('Model Estimate')\n", " plt.title(title)\n", " plt.show()\n", "\n", " def report(self):\n", " average_error = sum(self.errors) / self.size\n", " rmsle = math.sqrt(sum(self.sles) / self.size)\n", " hits = [e for e in self.errors if e<20]\n", " title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={len(hits)/self.size*100:.1f}%\"\n", " self.chart(title)\n", "\n", " def run(self):\n", " self.error = 0\n", " for i in range(self.size):\n", " self.run_datapoint(i)\n", " self.report()\n", " return self" ] }, { "cell_type": "code", "execution_count": 36, "id": "e3a8519f-c139-4c72-8d9c-39ccedda2f7b", "metadata": {}, "outputs": [], "source": [ "train_average = sum(t.price for t in train)/len(train)\n", "\n", "def flat_predictor(item):\n", " return train_average" ] }, { "cell_type": "code", "execution_count": 37, "id": "739d2e33-55d4-4892-b42c-771131159c8d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[91m1: Guess: $220.46 Truth: $374.41 Error: $153.95 SLE: 0.28 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[92m2: Guess: $220.46 Truth: $225.11 Error: $4.65 SLE: 0.00 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[91m3: Guess: $220.46 Truth: $61.68 Error: $158.78 SLE: 1.59 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[91m4: Guess: $220.46 Truth: $599.99 Error: $379.53 SLE: 1.00 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[91m5: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[91m6: Guess: $220.46 Truth: $31.99 Error: $188.47 SLE: 3.63 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[91m7: Guess: $220.46 Truth: $101.79 Error: $118.67 SLE: 0.59 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[91m8: Guess: $220.46 Truth: $289.00 Error: $68.54 SLE: 0.07 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $220.46 Truth: $635.86 Error: $415.40 SLE: 1.12 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[91m10: Guess: $220.46 Truth: $65.99 Error: $154.47 SLE: 1.43 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[93m11: Guess: $220.46 Truth: $254.21 Error: $33.75 SLE: 0.02 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[91m12: Guess: $220.46 Truth: $412.99 Error: $192.53 SLE: 0.39 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[92m13: Guess: $220.46 Truth: $205.50 Error: $14.96 SLE: 0.00 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[93m14: Guess: $220.46 Truth: $248.23 Error: $27.77 SLE: 0.01 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $220.46 Truth: $399.00 Error: $178.54 SLE: 0.35 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[91m16: Guess: $220.46 Truth: $373.94 Error: $153.48 SLE: 0.28 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[91m17: Guess: $220.46 Truth: $92.89 Error: $127.57 SLE: 0.74 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[91m18: Guess: $220.46 Truth: $51.99 Error: $168.47 SLE: 2.05 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[91m19: Guess: $220.46 Truth: $179.00 Error: $41.46 SLE: 0.04 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[91m20: Guess: $220.46 Truth: $19.42 Error: $201.04 SLE: 5.68 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $220.46 Truth: $539.95 Error: $319.49 SLE: 0.80 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[91m22: Guess: $220.46 Truth: $147.67 Error: $72.79 SLE: 0.16 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[91m23: Guess: $220.46 Truth: $24.99 Error: $195.47 SLE: 4.59 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $220.46 Truth: $149.00 Error: $71.46 SLE: 0.15 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[91m25: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[91m26: Guess: $220.46 Truth: $7.99 Error: $212.47 SLE: 10.27 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[93m27: Guess: $220.46 Truth: $199.99 Error: $20.47 SLE: 0.01 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[93m28: Guess: $220.46 Truth: $251.45 Error: $30.99 SLE: 0.02 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[92m29: Guess: $220.46 Truth: $231.62 Error: $11.16 SLE: 0.00 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[91m30: Guess: $220.46 Truth: $135.00 Error: $85.46 SLE: 0.24 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", "\u001b[91m31: Guess: $220.46 Truth: $356.62 Error: $136.16 SLE: 0.23 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[93m32: Guess: $220.46 Truth: $257.99 Error: $37.53 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[91m33: Guess: $220.46 Truth: $27.99 Error: $192.47 SLE: 4.13 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[91m34: Guess: $220.46 Truth: $171.20 Error: $49.26 SLE: 0.06 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[92m35: Guess: $220.46 Truth: $225.00 Error: $4.54 SLE: 0.00 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[91m36: Guess: $220.46 Truth: $105.00 Error: $115.46 SLE: 0.54 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[91m37: Guess: $220.46 Truth: $299.99 Error: $79.53 SLE: 0.09 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[91m38: Guess: $220.46 Truth: $535.09 Error: $314.63 SLE: 0.78 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[91m39: Guess: $220.46 Truth: $12.33 Error: $208.13 SLE: 7.90 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[91m40: Guess: $220.46 Truth: $84.99 Error: $135.47 SLE: 0.89 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", "\u001b[91m41: Guess: $220.46 Truth: $15.99 Error: $204.47 SLE: 6.59 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[91m42: Guess: $220.46 Truth: $62.44 Error: $158.02 SLE: 1.56 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[91m43: Guess: $220.46 Truth: $82.99 Error: $137.47 SLE: 0.94 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[91m44: Guess: $220.46 Truth: $599.95 Error: $379.49 SLE: 1.00 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[93m45: Guess: $220.46 Truth: $194.99 Error: $25.47 SLE: 0.01 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[91m46: Guess: $220.46 Truth: $344.95 Error: $124.49 SLE: 0.20 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[91m47: Guess: $220.46 Truth: $37.99 Error: $182.47 SLE: 3.02 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[92m48: Guess: $220.46 Truth: $224.35 Error: $3.89 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[91m49: Guess: $220.46 Truth: $814.00 Error: $593.54 SLE: 1.70 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[91m50: Guess: $220.46 Truth: $439.88 Error: $219.42 SLE: 0.47 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[91m51: Guess: $220.46 Truth: $341.43 Error: $120.97 SLE: 0.19 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[91m52: Guess: $220.46 Truth: $46.78 Error: $173.68 SLE: 2.35 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[91m53: Guess: $220.46 Truth: $171.44 Error: $49.02 SLE: 0.06 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[91m54: Guess: $220.46 Truth: $458.00 Error: $237.54 SLE: 0.53 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[91m55: Guess: $220.46 Truth: $130.75 Error: $89.71 SLE: 0.27 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[91m56: Guess: $220.46 Truth: $83.81 Error: $136.65 SLE: 0.92 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $220.46 Truth: $386.39 Error: $165.93 SLE: 0.31 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[91m58: Guess: $220.46 Truth: $169.00 Error: $51.46 SLE: 0.07 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[91m59: Guess: $220.46 Truth: $17.95 Error: $202.51 SLE: 6.04 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[91m60: Guess: $220.46 Truth: $269.00 Error: $48.54 SLE: 0.04 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[91m61: Guess: $220.46 Truth: $77.77 Error: $142.69 SLE: 1.07 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[91m62: Guess: $220.46 Truth: $88.99 Error: $131.47 SLE: 0.81 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[91m63: Guess: $220.46 Truth: $364.41 Error: $143.95 SLE: 0.25 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[91m64: Guess: $220.46 Truth: $127.03 Error: $93.43 SLE: 0.30 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[91m65: Guess: $220.46 Truth: $778.95 Error: $558.49 SLE: 1.59 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[92m66: Guess: $220.46 Truth: $206.66 Error: $13.80 SLE: 0.00 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[91m67: Guess: $220.46 Truth: $35.94 Error: $184.52 SLE: 3.21 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[91m68: Guess: $220.46 Truth: $149.00 Error: $71.46 SLE: 0.15 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[93m69: Guess: $220.46 Truth: $251.98 Error: $31.52 SLE: 0.02 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[91m70: Guess: $220.46 Truth: $160.00 Error: $60.46 SLE: 0.10 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[91m71: Guess: $220.46 Truth: $39.99 Error: $180.47 SLE: 2.85 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[91m72: Guess: $220.46 Truth: $362.41 Error: $141.95 SLE: 0.25 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[91m73: Guess: $220.46 Truth: $344.00 Error: $123.54 SLE: 0.20 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[91m74: Guess: $220.46 Truth: $25.09 Error: $195.37 SLE: 4.57 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[91m75: Guess: $220.46 Truth: $175.95 Error: $44.51 SLE: 0.05 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[91m76: Guess: $220.46 Truth: $132.64 Error: $87.82 SLE: 0.26 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[91m77: Guess: $220.46 Truth: $422.99 Error: $202.53 SLE: 0.42 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[91m78: Guess: $220.46 Truth: $146.48 Error: $73.98 SLE: 0.17 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[91m79: Guess: $220.46 Truth: $156.83 Error: $63.63 SLE: 0.11 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[93m80: Guess: $220.46 Truth: $251.99 Error: $31.53 SLE: 0.02 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $220.46 Truth: $940.33 Error: $719.87 SLE: 2.09 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[91m82: Guess: $220.46 Truth: $52.99 Error: $167.47 SLE: 1.99 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[92m83: Guess: $220.46 Truth: $219.95 Error: $0.51 SLE: 0.00 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[91m84: Guess: $220.46 Truth: $441.03 Error: $220.57 SLE: 0.48 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[91m85: Guess: $220.46 Truth: $168.98 Error: $51.48 SLE: 0.07 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[91m86: Guess: $220.46 Truth: $2.49 Error: $217.97 SLE: 17.23 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[91m87: Guess: $220.46 Truth: $98.62 Error: $121.84 SLE: 0.64 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[93m88: Guess: $220.46 Truth: $256.95 Error: $36.49 SLE: 0.02 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[91m89: Guess: $220.46 Truth: $30.99 Error: $189.47 SLE: 3.74 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[91m90: Guess: $220.46 Truth: $569.84 Error: $349.38 SLE: 0.90 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[91m91: Guess: $220.46 Truth: $177.99 Error: $42.47 SLE: 0.05 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $220.46 Truth: $997.99 Error: $777.53 SLE: 2.27 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[92m93: Guess: $220.46 Truth: $219.00 Error: $1.46 SLE: 0.00 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[92m94: Guess: $220.46 Truth: $225.55 Error: $5.09 SLE: 0.00 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $220.46 Truth: $495.95 Error: $275.49 SLE: 0.65 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $220.46 Truth: $942.37 Error: $721.91 SLE: 2.10 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[91m97: Guess: $220.46 Truth: $1.94 Error: $218.52 SLE: 18.68 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[91m98: Guess: $220.46 Truth: $284.34 Error: $63.88 SLE: 0.06 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[91m99: Guess: $220.46 Truth: $171.90 Error: $48.56 SLE: 0.06 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[91m100: Guess: $220.46 Truth: $144.99 Error: $75.47 SLE: 0.17 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[91m101: Guess: $220.46 Truth: $470.47 Error: $250.01 SLE: 0.57 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $220.46 Truth: $66.95 Error: $153.51 SLE: 1.40 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $220.46 Truth: $117.00 Error: $103.46 SLE: 0.40 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[91m104: Guess: $220.46 Truth: $172.14 Error: $48.32 SLE: 0.06 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[91m105: Guess: $220.46 Truth: $392.74 Error: $172.28 SLE: 0.33 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[91m106: Guess: $220.46 Truth: $16.99 Error: $203.47 SLE: 6.30 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[91m107: Guess: $220.46 Truth: $1.34 Error: $219.12 SLE: 20.70 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[91m108: Guess: $220.46 Truth: $349.98 Error: $129.52 SLE: 0.21 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[91m109: Guess: $220.46 Truth: $370.71 Error: $150.25 SLE: 0.27 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[91m110: Guess: $220.46 Truth: $65.88 Error: $154.58 SLE: 1.43 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[92m111: Guess: $220.46 Truth: $229.99 Error: $9.53 SLE: 0.00 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[91m112: Guess: $220.46 Truth: $9.14 Error: $211.32 SLE: 9.51 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[93m113: Guess: $220.46 Truth: $199.00 Error: $21.46 SLE: 0.01 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[91m114: Guess: $220.46 Truth: $109.99 Error: $110.47 SLE: 0.48 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $220.46 Truth: $570.42 Error: $349.96 SLE: 0.90 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[91m116: Guess: $220.46 Truth: $279.99 Error: $59.53 SLE: 0.06 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[91m117: Guess: $220.46 Truth: $30.99 Error: $189.47 SLE: 3.74 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[91m118: Guess: $220.46 Truth: $31.99 Error: $188.47 SLE: 3.63 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[91m119: Guess: $220.46 Truth: $15.90 Error: $204.56 SLE: 6.62 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[91m120: Guess: $220.46 Truth: $45.99 Error: $174.47 SLE: 2.40 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[91m121: Guess: $220.46 Truth: $113.52 Error: $106.94 SLE: 0.43 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[91m122: Guess: $220.46 Truth: $516.99 Error: $296.53 SLE: 0.72 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[93m123: Guess: $220.46 Truth: $196.99 Error: $23.47 SLE: 0.01 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[91m124: Guess: $220.46 Truth: $46.55 Error: $173.91 SLE: 2.37 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[91m125: Guess: $220.46 Truth: $356.99 Error: $136.53 SLE: 0.23 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[91m126: Guess: $220.46 Truth: $319.95 Error: $99.49 SLE: 0.14 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[91m127: Guess: $220.46 Truth: $96.06 Error: $124.40 SLE: 0.68 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[93m128: Guess: $220.46 Truth: $190.99 Error: $29.47 SLE: 0.02 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[93m129: Guess: $220.46 Truth: $257.95 Error: $37.49 SLE: 0.02 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[91m130: Guess: $220.46 Truth: $62.95 Error: $157.51 SLE: 1.54 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[91m131: Guess: $220.46 Truth: $47.66 Error: $172.80 SLE: 2.30 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[92m132: Guess: $220.46 Truth: $226.99 Error: $6.53 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[91m133: Guess: $220.46 Truth: $359.95 Error: $139.49 SLE: 0.24 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $220.46 Truth: $78.40 Error: $142.06 SLE: 1.05 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[91m135: Guess: $220.46 Truth: $172.77 Error: $47.69 SLE: 0.06 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[91m136: Guess: $220.46 Truth: $316.45 Error: $95.99 SLE: 0.13 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[91m137: Guess: $220.46 Truth: $87.99 Error: $132.47 SLE: 0.83 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[92m138: Guess: $220.46 Truth: $226.63 Error: $6.17 SLE: 0.00 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[91m139: Guess: $220.46 Truth: $31.49 Error: $188.97 SLE: 3.68 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[93m140: Guess: $220.46 Truth: $196.00 Error: $24.46 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $220.46 Truth: $78.40 Error: $142.06 SLE: 1.05 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[91m142: Guess: $220.46 Truth: $116.25 Error: $104.21 SLE: 0.40 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $220.46 Truth: $112.78 Error: $107.68 SLE: 0.44 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[91m144: Guess: $220.46 Truth: $27.32 Error: $193.14 SLE: 4.23 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[91m145: Guess: $220.46 Truth: $145.91 Error: $74.55 SLE: 0.17 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[91m146: Guess: $220.46 Truth: $171.09 Error: $49.37 SLE: 0.06 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[91m147: Guess: $220.46 Truth: $167.95 Error: $52.51 SLE: 0.07 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[91m148: Guess: $220.46 Truth: $28.49 Error: $191.97 SLE: 4.06 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[91m149: Guess: $220.46 Truth: $122.23 Error: $98.23 SLE: 0.34 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[91m150: Guess: $220.46 Truth: $32.99 Error: $187.47 SLE: 3.51 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[91m151: Guess: $220.46 Truth: $71.20 Error: $149.26 SLE: 1.26 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[91m152: Guess: $220.46 Truth: $112.75 Error: $107.71 SLE: 0.44 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[91m153: Guess: $220.46 Truth: $142.43 Error: $78.03 SLE: 0.19 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[91m154: Guess: $220.46 Truth: $398.99 Error: $178.53 SLE: 0.35 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[91m155: Guess: $220.46 Truth: $449.00 Error: $228.54 SLE: 0.50 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[93m156: Guess: $220.46 Truth: $189.00 Error: $31.46 SLE: 0.02 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[91m157: Guess: $220.46 Truth: $120.91 Error: $99.55 SLE: 0.36 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[92m158: Guess: $220.46 Truth: $203.53 Error: $16.93 SLE: 0.01 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[91m159: Guess: $220.46 Truth: $349.99 Error: $129.53 SLE: 0.21 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[91m160: Guess: $220.46 Truth: $34.35 Error: $186.11 SLE: 3.37 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[91m161: Guess: $220.46 Truth: $384.99 Error: $164.53 SLE: 0.31 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $220.46 Truth: $211.00 Error: $9.46 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[91m163: Guess: $220.46 Truth: $129.00 Error: $91.46 SLE: 0.28 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $220.46 Truth: $111.45 Error: $109.01 SLE: 0.46 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $220.46 Truth: $81.12 Error: $139.34 SLE: 0.98 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $220.46 Truth: $457.08 Error: $236.62 SLE: 0.53 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $220.46 Truth: $49.49 Error: $170.97 SLE: 2.19 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[91m168: Guess: $220.46 Truth: $80.56 Error: $139.90 SLE: 1.00 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[91m169: Guess: $220.46 Truth: $278.39 Error: $57.93 SLE: 0.05 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[91m170: Guess: $220.46 Truth: $364.50 Error: $144.04 SLE: 0.25 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[91m171: Guess: $220.46 Truth: $378.99 Error: $158.53 SLE: 0.29 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[91m172: Guess: $220.46 Truth: $165.28 Error: $55.18 SLE: 0.08 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[91m173: Guess: $220.46 Truth: $56.74 Error: $163.72 SLE: 1.81 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[91m174: Guess: $220.46 Truth: $307.95 Error: $87.49 SLE: 0.11 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[91m175: Guess: $220.46 Truth: $38.00 Error: $182.46 SLE: 3.02 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[91m176: Guess: $220.46 Truth: $53.00 Error: $167.46 SLE: 1.99 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[91m177: Guess: $220.46 Truth: $498.00 Error: $277.54 SLE: 0.66 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $220.46 Truth: $53.99 Error: $166.47 SLE: 1.94 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[91m179: Guess: $220.46 Truth: $350.00 Error: $129.54 SLE: 0.21 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[91m180: Guess: $220.46 Truth: $299.95 Error: $79.49 SLE: 0.09 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[91m181: Guess: $220.46 Truth: $94.93 Error: $125.53 SLE: 0.70 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[91m182: Guess: $220.46 Truth: $379.00 Error: $158.54 SLE: 0.29 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[91m183: Guess: $220.46 Truth: $299.95 Error: $79.49 SLE: 0.09 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[91m184: Guess: $220.46 Truth: $24.99 Error: $195.47 SLE: 4.59 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[91m185: Guess: $220.46 Truth: $41.04 Error: $179.42 SLE: 2.76 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[91m186: Guess: $220.46 Truth: $327.90 Error: $107.44 SLE: 0.16 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[91m187: Guess: $220.46 Truth: $10.99 Error: $209.47 SLE: 8.50 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[91m188: Guess: $220.46 Truth: $14.99 Error: $205.47 SLE: 6.91 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $220.46 Truth: $84.95 Error: $135.51 SLE: 0.90 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[91m190: Guess: $220.46 Truth: $111.00 Error: $109.46 SLE: 0.46 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[91m191: Guess: $220.46 Truth: $123.73 Error: $96.73 SLE: 0.33 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $220.46 Truth: $557.38 Error: $336.92 SLE: 0.86 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $220.46 Truth: $95.55 Error: $124.91 SLE: 0.69 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[91m194: Guess: $220.46 Truth: $154.00 Error: $66.46 SLE: 0.13 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[93m195: Guess: $220.46 Truth: $198.99 Error: $21.47 SLE: 0.01 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $220.46 Truth: $430.44 Error: $209.98 SLE: 0.44 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[91m197: Guess: $220.46 Truth: $45.67 Error: $174.79 SLE: 2.42 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[93m198: Guess: $220.46 Truth: $249.00 Error: $28.54 SLE: 0.01 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[91m199: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[93m200: Guess: $220.46 Truth: $181.33 Error: $39.13 SLE: 0.04 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[91m201: Guess: $220.46 Truth: $6.03 Error: $214.43 SLE: 11.90 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[91m202: Guess: $220.46 Truth: $29.99 Error: $190.47 SLE: 3.87 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $220.46 Truth: $899.00 Error: $678.54 SLE: 1.97 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[91m204: Guess: $220.46 Truth: $399.99 Error: $179.53 SLE: 0.35 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[91m205: Guess: $220.46 Truth: $4.66 Error: $215.80 SLE: 13.45 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[91m206: Guess: $220.46 Truth: $261.41 Error: $40.95 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[91m207: Guess: $220.46 Truth: $136.97 Error: $83.49 SLE: 0.22 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $220.46 Truth: $79.00 Error: $141.46 SLE: 1.04 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $220.46 Truth: $444.99 Error: $224.53 SLE: 0.49 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[91m210: Guess: $220.46 Truth: $411.94 Error: $191.48 SLE: 0.39 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[91m211: Guess: $220.46 Truth: $148.40 Error: $72.06 SLE: 0.15 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[93m212: Guess: $220.46 Truth: $244.99 Error: $24.53 SLE: 0.01 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $220.46 Truth: $86.50 Error: $133.96 SLE: 0.86 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[91m214: Guess: $220.46 Truth: $297.95 Error: $77.49 SLE: 0.09 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $220.46 Truth: $399.99 Error: $179.53 SLE: 0.35 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $220.46 Truth: $599.00 Error: $378.54 SLE: 0.99 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[91m217: Guess: $220.46 Truth: $105.99 Error: $114.47 SLE: 0.53 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $220.46 Truth: $689.00 Error: $468.54 SLE: 1.29 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[91m219: Guess: $220.46 Truth: $404.99 Error: $184.53 SLE: 0.37 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[92m220: Guess: $220.46 Truth: $207.76 Error: $12.70 SLE: 0.00 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $220.46 Truth: $171.82 Error: $48.64 SLE: 0.06 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[91m222: Guess: $220.46 Truth: $293.24 Error: $72.78 SLE: 0.08 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[91m223: Guess: $220.46 Truth: $374.95 Error: $154.49 SLE: 0.28 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[91m224: Guess: $220.46 Truth: $111.99 Error: $108.47 SLE: 0.45 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[91m225: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $220.46 Truth: $116.71 Error: $103.75 SLE: 0.40 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $220.46 Truth: $118.61 Error: $101.85 SLE: 0.38 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[91m228: Guess: $220.46 Truth: $147.12 Error: $73.34 SLE: 0.16 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[91m229: Guess: $220.46 Truth: $119.99 Error: $100.47 SLE: 0.37 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $220.46 Truth: $369.98 Error: $149.52 SLE: 0.27 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[91m231: Guess: $220.46 Truth: $315.55 Error: $95.09 SLE: 0.13 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[93m232: Guess: $220.46 Truth: $190.99 Error: $29.47 SLE: 0.02 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[91m233: Guess: $220.46 Truth: $155.00 Error: $65.46 SLE: 0.12 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[91m234: Guess: $220.46 Truth: $349.99 Error: $129.53 SLE: 0.21 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[93m235: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[91m236: Guess: $220.46 Truth: $42.99 Error: $177.47 SLE: 2.61 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[91m237: Guess: $220.46 Truth: $17.99 Error: $202.47 SLE: 6.03 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $220.46 Truth: $425.00 Error: $204.54 SLE: 0.43 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[93m239: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[91m240: Guess: $220.46 Truth: $138.23 Error: $82.23 SLE: 0.22 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[91m241: Guess: $220.46 Truth: $414.99 Error: $194.53 SLE: 0.40 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[91m242: Guess: $220.46 Truth: $168.28 Error: $52.18 SLE: 0.07 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[93m243: Guess: $220.46 Truth: $199.99 Error: $20.47 SLE: 0.01 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[91m244: Guess: $220.46 Truth: $126.70 Error: $93.76 SLE: 0.30 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[91m245: Guess: $220.46 Truth: $5.91 Error: $214.55 SLE: 12.02 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[93m246: Guess: $220.46 Truth: $193.06 Error: $27.40 SLE: 0.02 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[93m247: Guess: $220.46 Truth: $249.99 Error: $29.53 SLE: 0.02 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[91m248: Guess: $220.46 Truth: $64.12 Error: $156.34 SLE: 1.50 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $220.46 Truth: $114.99 Error: $105.47 SLE: 0.42 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $220.46 Truth: $926.00 Error: $705.54 SLE: 2.05 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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Qp/uZDxusWLGiLrvssnzHcdVVV3mc0d+6dav279+vESNGeFxmXL58eV133XWaPn26jh8/ruDg4ELrvvLKK7V27dpizY8kTZkyRVdffbVq1qypChUqqFmzZpKk3r175/swN298+OGHWrRokTZs2FDk5bz/+te/PL537dpVLVq0UJ8+ffTqq6/m6X+mxx9/3ON7jx49VKtWLY0aNUoLFizQNddcc1bzUJDWrVt7fG/QoIEWLFhQ6H49ePBgdejQQT/88INmzpypOnXqqH379lq3bl2etpUqVdIXX3yhb7/9VsuWLdO3336rFStWaMyYMZo+fbrWrl2rypUrF7vuzz77LM+D6M48pixatMirW0RK6mGa+Xnttdc0YcIEjRw5UldffXWB7U6ePKlrr71Wu3fv1vLly/N9M0F+6tSpk+9T05OTk8/quJOjVatWkqS+ffvqtttuU9u2bVWtWrU87bzdR+Pi4tz/z7my4YYbbtCTTz4pSerUqZOioqLUu3dvzZ49W7fffnuh4ytsP8zd7/HHH9eoUaP022+/qU6dOvLz89Njjz0mybk8fvfu3RoyZIi++uorRUVFacKECSW+jwGwF6EdwN9SgwYN3Pe8eiMhIUF9+/bV9ddfr9GjRysqKkp+fn56+eWXz/pp17n17dvXfV9kaGio6tSpI19f3zztznyidM79ujmXhubnyJEjcrlcys7OVlRUVJ7++XU70+HDh1WjRo0i2+UnKSlJxph8n4adEzL++OMPj+7FfXJ29erVvVqfhY33zH45NRVUd3Z2tpKSkjxCe35tIyIi8n06eFEaN26sLVu2aMWKFZoyZYp+/fVXDR8+XPfdd58++OCDAv/4UJBjx45pyJAhGjZsmGJiYtz3cp86dUqS88wCf39/j3tnz3TNNdcoJCREa9asKfb8SNKAAQM0atQorVmzpsQDRc4f4lJTU/Xuu+9q+vTpuvHGG/XJJ58UOEz79u11wQUXaPr06Xrvvfc0YsSIIv+YER8f797WMjIy9MADD+jZZ5/V5MmTNXny5GLX3axZsyLDfsOGDfN9Pd2ZSuve+hkzZuiuu+7SnXfeqSlTphTYLj09Xddcc41WrVqljz76SJdcconX0yhXrly++/Dvv/9+VjXnaN++vebPn6/nn39et9xyi9LT09WoUSONHTtWN954o7td8+bNvRpf7uNypUqVJEndu3f3aNO9e3f3My4KU6lSpTzHPknuW1AiIiI8uleoUMH9B7tt27Zp4sSJWrp0qfz9/TVgwADVq1dP+/bt04oVK3Tttdfq+++/L/D2EAB/L9zTDgByHtwVFxend999V71791br1q0VHx9fIg9Ik6QqVaooPj5eLVu2VL169fIN7FLeszI5v+y/8MILWrt2bb6fqlWrqmLFinK5XDp48GCecebXLb/69u3bdxZz5pzd9vHxyfedzTn3fZ4ZWs7moU7e8PaslnT6F/KC6vbx8cnzKrH8xj9r1iz5+/t79TmTv7+/unbtqjZt2mj06NHavXu3oqKivH4HdG6///67fvvtNz399NOqWLGi+zNnzhylpaWpYsWKuummm4ocjzHmT4fD0giXOX+I69Spk6ZNm6bbb79dS5Ys0QcffFDocLfeeqtefvll9xUrxeHv769x48ZJOn3/cWmoU6eOV9vPo48+WuLTnjFjhm6//XYNHDhQ06ZNK3AfSk9PV+/evZWYmKj58+fneZVeWbr66qu1bNkyJScna8WKFapevbr69+/v8UBJb/fR3FclFfVsiaK28yZNmuinn37Kc5XUDz/8IEkFvrteku666y7dcsstatu2rY4dO6ZVq1ZpxIgRCg4OVo8ePdSwYUMtXbq00OkD+PvgTDsAyAljAQEBHr+wHjx4MM/T4yUpMDDwnD1sq23btqpQoYI2b96soUOHFtguICBAF198sRISEjRlyhT35bepqalevb/5iiuu0MMPP6zly5cXeIY3MDBQkvLMe0hIiC655BIlJCToqaeecr/nOzs7W2+//baqV69u5dmgCy+8UNWqVdPs2bM1atQo97pPS0vThx9+6H6ifFHO9vJ4Y0yegFShQgW1aNGi0LPHBYmKinI/ET+3SZMmaeXKlfrkk0+KPOP7wQcf6Pjx43kuRfdWTuA52+GLY/Lkyfrwww/18MMP69prry0wQA0cOFBff/21GjRokO9l0zlyHrh4ppz3YpfmpelldXn8zJkzdfvtt2vAgAF67bXXCg3s11xzjZYvX66EhIQ8Z57PhdzHn5xjTH5tOnTooAoVKui///2vNmzYoEsvvVTS2V0ef80112js2LH65JNPPK4c+eSTT2SMKXI7v+aaa/Tqq6/qww8/1A033ODuPmvWLMXExBR4pcKMGTP0008/ad68eZLkvgoj921bx44d8+rqDAB/D4R2AJDUq1cvJSQk6N5771WfPn20d+9ePfbYY4qOjta2bds82jZp0kQrVqzQokWLFB0drdDQUF144YWlUlf58uX1wgsvaODAgTpy5Ij69OmjyMhIHT58WN99950OHz6sl19+WZL02GOP6fLLL1fXrl01cuRIZWVl6cknn1RISEiRTwQfMWKE3n33XV199dV68MEHdfHFF+vEiRNauXKlevXqpU6dOik0NFQ1a9bUggUL1LlzZ0VERKhy5cqqVauWJk6cqK5du6pTp04aNWqUAgICNHXqVG3atElz5sz502fW9+zZk+8l21WqVDnrV6/5+Pho8uTJuummm9SrVy/dddddSk9P15QpU3T06FFNmjTJq/FUqlTJfda+ODp16qRevXqpTZs2Onr0qPbt26fnnntOH3zwgfr37+/RdvPmzdq8ebMk549Jx48fd59hbtiwoRo2bKhy5crl+/rBmTNnytfX16Pf7t271b9/f/Xr109169aVy+XSypUr9dxzz6lRo0Z57tP18/NThw4d3G8r+OKLL9z31NauXVsnT57UJ598oldeeUWXXXaZrrzySo/hV65cqcOHD0tynsS9e/dud/0dOnTI8xYFb1SsWFFjxozR/fffr9mzZ+f7zAPJCbrz588vcnzdu3dX9erVdeWVV6p+/frKzs7Wxo0b9fTTT6t8+fIaPny4R/uUlJR8z/JXqVJFHTp0cH9ft25dvrdPNGzY0P0U+yZNmhRZX36+/fZb92vPUlJSZIxx19SqVSvVrFlTknNrweDBg/XGG2/olltukeQ8w+O2225T8+bNddddd+mbb77xGHeLFi3cQblPnz765JNPNHbsWFWqVMljXwwLC1PDhg3Pqv7iyFlGTz75pK644gr5+vqqadOmevzxx7Vv3z517txZ1atX19GjR/Wf//xH/v7+HuuhOLdL5ahfv76GDBmiqVOnKjQ0VFdccYV+/vlnPfTQQ2rRooX69u3rbvvoo4/q0Ucf1bJly9zTveKKK9S1a1fdc889SklJUd26dTVnzhwtWbJEb7/9dr5XXB0+fFijR4/Wyy+/7N5uQkNDdemll2r06NH697//rc8//1w7d+606moHAKWs7J6BBwAlL+dJ02vXri20XX5Pj580aZKpVauWCQwMNA0aNDCvvvqq+wnQuW3cuNG0bdvWBAcHG0lFPrFZkhkyZEihbXKelvz+++/n23/lypWmZ8+eJiIiwvj7+5tq1aqZnj175mm/cOFC07RpUxMQEGBq1KhhJk2alO885Df/SUlJZvjw4aZGjRrG39/fREZGmp49e5otW7a423z22WemRYsWJjAw0EjyGMcXX3xhLrvsMhMSEmKCgoJM69atzaJFizym4e36yVHU0+Nvuukmd9uCnuidM44pU6bkO4358+ebSy65xJQrV86EhISYzp07my+//NKjTc4yPHz4sFd1e+ONN94wXbt2NdHR0cbX19f4+/ubuLg4M3r0aHPs2LF8p5/fp7AnihuT/9Pjjxw5Yq655hpTq1YtExQUZAICAswFF1xg7r///nyfwn3mdr5t2zbTo0cPU61aNRMYGGjKlStnmjRpYiZMmGBOnjyZZ/jCnh6e+wnh+Slsmzlx4oSpUaOGueCCC0xmZqZ7WkU92T2/p8e/++67pn///uaCCy4w5cuXN/7+/qZGjRrm5ptvNps3b/Z6fnKWU2HrTEW8qcFbAwcO9Oop6DnLMHe3woaVZHbu3OluW1g7b55YX9g6ye+tFPk9PT49Pd3cfvvtpkqVKu6nrO/cudN89NFH5oorrjDVqlUzAQEBJjIy0vTo0cPjzRJ/RmZmppk0aZKpW7eu8ff3N9HR0eaee+4xSUlJHu1y1veZ23Nqaqr55z//aaKiokxAQIBp2rSpmTNnToHTGzBggOnZs2ee7tu3bzddu3Y15cuXN3Xr1i10HAD+flzGcG0NAABlafz48apVq5YGDRpU1qUAAADL8CA6AAAAAAAsxT3tAACUsY4dO571u9kBAMDfG5fHAwAAAABgKS6PBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBSPIhOUnZ2tvbv36/Q0FC5XK6yLgcAAAAA8DdnjFFqaqpiYmLk41Pw+XRCu6T9+/crNja2rMsAAAAAAJxn9u7dq+rVqxfYn9AuKTQ0VJKzsMLCwsq4GgAAAADA311KSopiY2PdebQghHbJfUl8WFgYoR0AAAAAcM4UdYs2D6IDAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALFWmoX3ixIlq1aqVQkNDFRkZqd69e2vr1q0ebcaPH6/69esrJCREFStWVJcuXfT11197tElPT9ewYcNUuXJlhYSE6KqrrtK+ffvO5awAAAAAAFDiyjS0r1y5UkOGDNGaNWu0dOlSZWZmqlu3bkpLS3O3qVevnl588UX98MMPWrVqlWrVqqVu3brp8OHD7jYjRozQvHnzNHfuXK1atUrHjh1Tr169lJWVVRazBQAAAABAiXAZY0xZF5Hj8OHDioyM1MqVK9W+fft826SkpCg8PFyfffaZOnfurOTkZFWpUkVvvfWWbrjhBknS/v37FRsbq48//ljdu3cvcro540xOTlZYWFiJzhMAAAAAAGfyNodadU97cnKyJCkiIiLf/qdOndIrr7yi8PBwNWvWTJK0bt06ZWRkqFu3bu52MTExaty4sb766qt8x5Oenq6UlBSPDwAAAAAAtrEmtBtjdN9996ldu3Zq3LixR7+PPvpI5cuXV7ly5fTss89q6dKlqly5siTp4MGDCggIUMWKFT2GqVq1qg4ePJjvtCZOnKjw8HD3JzY2tnRmCgAAAACAP8Ga0D506FB9//33mjNnTp5+nTp10saNG/XVV1/p8ssvV9++fXXo0KFCx2eMkcvlyrffmDFjlJyc7P7s3bu3ROYBAAAAAICSZEVoHzZsmBYuXKjExERVr149T/+QkBDVrVtXrVu31uuvvy4/Pz+9/vrrkqSoqCidOnVKSUlJHsMcOnRIVatWzXd6gYGBCgsL8/gAAAAAAGCbMg3txhgNHTpUCQkJWr58ueLi4rweLj09XZLUsmVL+fv7a+nSpe7+Bw4c0KZNm9SmTZtSqRsAAAAAgHPBrywnPmTIEM2ePVsLFixQaGio+x708PBwBQUFKS0tTRMmTNBVV12l6Oho/fHHH5o6dar27dun66+/3t32tttu08iRI1WpUiVFRERo1KhRatKkibp06VKWswcAAAAAwJ9SpqH95ZdfliR17NjRo/uMGTM0aNAg+fr6asuWLZo1a5Z+//13VapUSa1atdIXX3yhRo0auds/++yz8vPzU9++fXXixAl17txZM2fOlK+v77mcHQAAAAAASpRV72kvK7ynHQAAAABwLv0l39MOAAAAAABOI7QDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGCpMg3tEydOVKtWrRQaGqrIyEj17t1bW7dudffPyMjQAw88oCZNmigkJEQxMTG65ZZbtH//fo/xdOzYUS6Xy+PTr1+/cz07AAAAAACUqDIN7StXrtSQIUO0Zs0aLV26VJmZmerWrZvS0tIkScePH9f69ev173//W+vXr1dCQoJ+/vlnXXXVVXnGdccdd+jAgQPuz/Tp08/17AAAAAAAUKL8ynLiS5Ys8fg+Y8YMRUZGat26dWrfvr3Cw8O1dOlSjzYvvPCCLr74Yu3Zs0c1atRwdw8ODlZUVNQ5qRsAAAAAgHPBqnvak5OTJUkRERGFtnG5XKpQoYJH93feeUeVK1dWo0aNNGrUKKWmphY4jvT0dKWkpHh8AAAAAACwTZmeac/NGKP77rtP7dq1U+PGjfNtc/LkST344IPq37+/wsLC3N1vuukmxcXFKSoqSps2bdKYMWP03Xff5TlLn2PixIl65JFHSmU+AAAAAAAoKS5jjCnrIiRpyJAhWrx4sVatWqXq1avn6Z+RkaHrr79ee/bs0YoVKzxC+5nWrVun+Ph4rVu3ThdddFGe/unp6UpPT3d/T0lJUWxsrJKTkwsdLwAAAAAAJSElJUXh4eFF5lArzrQPGzZMCxcu1Oeff15gYO/bt6927typ5cuXFxmsL7roIvn7+2vbtm35hvbAwEAFBgaWWP0AAAAAAJSGMg3txhgNGzZM8+bN04oVKxQXF5enTU5g37ZtmxITE1WpUqUix/vjjz8qIyND0dHRpVE2AAAAAADnRJmG9iFDhmj27NlasGCBQkNDdfDgQUlSeHi4goKClJmZqT59+mj9+vX66KOPlJWV5W4TERGhgIAAbd++Xe+884569OihypUra/PmzRo5cqRatGihtm3bluXsAQAAAADwp5TpPe0ulyvf7jNmzNCgQYO0a9eufM++S1JiYqI6duyovXv3asCAAdq0aZOOHTum2NhY9ezZU+PGjSv0KfS5eXsvAQAAAAAAJcHbHGrNg+jKEqEdAAAAAHAueZtDrXpPOwAAAAAAOI3QDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABY6qxC+xdffKEBAwbo0ksv1a+//ipJeuutt7Rq1aoSLQ4AAAAAgPNZsUP7hx9+qO7duysoKEgbNmxQenq6JCk1NVVPPPFEiRcIAAAAAMD5qtih/fHHH9e0adP06quvyt/f3929TZs2Wr9+fYkWBwAAAADA+azYoX3r1q1q3759nu5hYWE6evRoSdQEAAAAAAB0FqE9Ojpav/zyS57uq1atUu3atUukKAAAAAAAcBah/a677tLw4cP19ddfy+Vyaf/+/XrnnXc0atQo3XvvvaVRIwAAAAAA5yW/4g5w//33Kzk5WZ06ddLJkyfVvn17BQYGatSoURo6dGhp1AgAAAAAwHnJZYwxZzPg8ePHtXnzZmVnZ6thw4YqX758Sdd2zqSkpCg8PFzJyckKCwsr63IAAAAAAH9z3ubQYl8eP3jwYKWmpio4OFjx8fG6+OKLVb58eaWlpWnw4MF/qmgAAAAAAHBasUP7rFmzdOLEiTzdT5w4oTfffLNEigIAAAAAAMW4pz0lJUXGGBljlJqaqnLlyrn7ZWVl6eOPP1ZkZGSpFAkAAAAAwPnI69BeoUIFuVwuuVwu1atXL09/l8ulRx55pESLAwAAAADgfOZ1aE9MTJQxRpdddpk+/PBDRUREuPsFBASoZs2aiomJKZUiAQAAAAA4H3kd2jt06CBJ2rlzp2JjY+XjU+zb4QEAAAAAQDEU+z3tNWvWlOS88m3Pnj06deqUR/+mTZuWTGUAAAAAAJznih3aDx8+rFtvvVWffPJJvv2zsrL+dFEAAAAAAOAsXvk2YsQIJSUlac2aNQoKCtKSJUs0a9YsXXDBBVq4cGFp1AgAAAAAwHmp2Gfaly9frgULFqhVq1by8fFRzZo11bVrV4WFhWnixInq2bNnadQJAAAAAMB5p9hn2tPS0tzvY4+IiNDhw4clSU2aNNH69etLtjoAAAAAAM5jxQ7tF154obZu3SpJat68uaZPn65ff/1V06ZNU3R0dIkXCAAAAADA+arYl8ePGDFCBw4ckCSNGzdO3bt31zvvvKOAgADNnDmzpOsDAAAAAOC85TLGmD8zguPHj2vLli2qUaOGKleuXFJ1nVMpKSkKDw9XcnKywsLCyrocAAAAAMDfnLc5tNhn2s8UHBysiy666M+OBgAAAAAAnKHYod0Yow8++ECJiYk6dOiQsrOzPfonJCSUWHEAAAAAAJzPih3ahw8frldeeUWdOnVS1apV5XK5SqMuAAAAAADOe8UO7W+//bYSEhLUo0eP0qgHAAAAAAD8T7Ff+RYeHq7atWuXRi0AAAAAACCXYof28ePH65FHHtGJEydKox4AAAAAAPA/xb48/vrrr9ecOXMUGRmpWrVqyd/f36P/+vXrS6w4AAAAAADOZ8UO7YMGDdK6des0YMAAHkQHAAAAAEApKnZoX7x4sf773/+qXbt2pVEPAAAAAAD4n2Lf0x4bG6uwsLDSqAUAAAAAAORS7ND+9NNP6/7779euXbtKoRwAAAAAAJCj2JfHDxgwQMePH1edOnUUHByc50F0R44cKbHiAAAAAAA4nxU7tD/33HOlUAYAAAAAADhTsUP7wIEDS6MOAAAAAABwBq9Ce0pKivvhcykpKYW25SF1AAAAAACUDK9Ce8WKFXXgwAFFRkaqQoUK+b6b3Rgjl8ulrKysEi8SAAAAAIDzkVehffny5YqIiJAkJSYmlmpBAAAAAADA4VVo79Chg/v/cXFxio2NzXO23RijvXv3lmx1AAAAAACcx4r9nva4uDgdPnw4T/cjR44oLi6uRIoCAAAAAABnEdpz7l0/07Fjx1SuXLkSKQoAAAAAABTjlW/33XefJMnlcunf//63goOD3f2ysrL09ddfq3nz5iVeIAAAAAAA5yuvQ/uGDRskOWfaf/jhBwUEBLj7BQQEqFmzZho1alTJVwgAAAAAwHnK69Ce89T4W2+9Vf/5z394HzsAAAAAAKWs2Pe0z5gxwyOwp6SkaP78+dqyZUuJFgYAAAAAwPmu2KG9b9++evHFFyVJJ06cUHx8vPr27asmTZroww8/LPECAQAAAAA4XxU7tH/++ef6xz/+IUmaN2+ejDE6evSonn/+eT3++OMlXiAAAAAAAOerYof25ORkRURESJKWLFmi6667TsHBwerZs6e2bdtW4gUCAAAAAHC+8vpBdDliY2O1evVqRUREaMmSJZo7d64kKSkpife0l7YjR6RVq6S6daWKFaXt2yU/P6lqVSk5WYqMlJKSJF9fKS5O2rFD+uYbae9eqXFjqX59qXZtKefJ/z/9JK1bJ3Xv7rSrWlVKT5e++EKqXl1q2dIZvzHOMDt2SPXqSQcPShUqSCtXSr17S1u2SD/8ILVoIVWr5kw/MFD6+mvJ5ZIuvtj5NzlZqlXLmfbx407/rCwpJkY6dsyp/eKLnXk7eVLas8ep1y/XZrprl/TJJ1Lr1s746tSR9u93hs9ZFpmZUkaG1LChU8fu3VJQkPTzz9KJE1L79s4yiYpyat23z5lOUpK0c6dUs6azLNPSpE2bnG6pqdKFF0qVKzs1+Pk585Ke7tQaHOwso9BQKSLCWYb16jnTCwyU/P2dGqtVk379VQoPlw4dksqVc9any+XMb0iIU/tPP0m//y5lZzvLv3dvp212trR1qzPNyEinX7VqTo2VKjnjlaSUFGf4atWc5ZWeLjVqJL3+urNer7vOWU6//SaVL+8sj7g4qfJxSSGSKp2x8R2X9KukdEknJFWRFCRpv6RTkqpK2itpp6RuMqaqtidtV1hgmA6kHlBmdqbCAsNUN6KuDqUdUpbJUkxojMcUjDHakbRDSSeS1DCyoYL9g3U847gWbFkgl3GpYnBF/aPGP3Qi84SOnjyqLJOlWhVqKcA3QEXb87/5qiDpe0mb5fzNMltSa0lGUpSkY5LWSqovmbrOuq5Y0dnec0tOlv74w1lmLlfeyR09Kh0+7KyvWrWcbSBnneQMc/Sos83l7BO5p2WM893lkpYtc9bXmTWkpjrbUO3anjUY4+yTJ05ITZo4NezenXdfyqkzp4b85iO37GznmBMT40z399+dfSwkxOk/a5ZT/1VXnR4mM9M5ZtWr5/Tbt8/ZJvftc/a9/fuldu1OT3vHDmfcF13kHCOWL3emUb++8/2LL6RLL5VynquSleXUlJUlRUd7LqP85i0tTfroI2df6tnTWR4544iNdY4TOU6dcvZDf39nn87Kcmo/0549zvpNTpZq1HDGLTnTzn3MO1NSkrNeKlRw2mRkOPtxrVrOsWTfPme8Vap4DmeMtG2bs/4bN3baFOaPP5z5rlGj8HbFYYyzrsLDnZ9LcXHOciqugpa9t/bvd9ZhZKTz/fBh51hXvXrxx5Vz/K105rHvDCdPOj8vL7jA2eZKQ1KStHq1Mx9Nm5bONApS0M9em52576Bou3Y5+2/FiudumpmZznGjZs2ij1vno9w/Y3N+rpaUnGWf+2dUYc48xv+Vjgc5cpZntWrO7+h/B6aYXnrpJePn52cqVKhgmjVrZrKysowxxjz//POmY8eOxR2dFZKTk40kk5ycXNalFOzTT41xuYxxdqWiPyEh+XevXduYP/4w5rHHvB/Xn/24XMb4+zv/HzbMmF9+MSY4uOC2c+caExvrfG/WzJhjx5xlMHly8aZbrZoxd96Zt7ufn/NvWJgxlSo5/7/wQmN8fE7X8OSTxoSGnt38BgUV3C9nOeT+9OplzKhRzv99fQse7uBBYy67LG+/Zs2cf4ODjVm92pivvz69/gsb35nzN1nGGBlj/I0xi3NtfNuNMVX+16/oT3a2zF2LLjIaL+Ma7zIaL/en+cvN3d2eW/2cxyZ+16K73O0qTKpgEncmGr9H/DyG93/U3/iO93V/r/OfOub3tN+L2HlG/682P2NMzUJqD/b8flvz0+vz889Pj+6rr05vvwMG5J3cihXGlCt3ernWqGHM4sWn18mNNxqTmHi6zZ13GnPbbZ7TuvXWvOts48bT01i//vT6u/ZaY7Kzne7Z2cb06HF6mNjY0/tSkybGpKbmX+eddxa+CDMzjena1WkbGHh6/KGhxmzdakzlyqe7NW7sDHPsmDFVqpzuHhaWd3jJmHr1nLpHjz7dLWe/zPkMGnR6OD8/Y3780Zj0dGPatj3dJiDAmOXL887bHXc43Xbu9NwfwsKMSUoyJj7e+R4dbczevU7bP/5w1tuZ6+CJJzyXS85+m3t5799vzLJlp+u99968y3P5cs9jwd13G9OggfP/2rWNGTvW+b+Pj3M8zO2mm04PFxlpzIEDBa+3jz46PZ3Rowtfx97KzjamX7/Tx8qc42dSUvHGc+KEMRdf7AwfFWXMnj3FG/6pp04vo1mznOWUcwyfMKF448rZ9vz9nWVWkP37T2/HkjPdkvbpp6fnQ3LW97ly4MDp40Xz5qd/9trs6FFj6td3aq5Tx9l3Ubh77z19LF627NxMMzXVmKZNT/9MPHjw3Ez3ryIj4/Tvd5UqGfPzzyU37mPHTv+eGBtb+M8MY5xjfO/ensf4pk09f3+wXXq6Mf/4h1N7lSrG7NhR1hUVytscqrMZ+bfffmsSEhJMaq4V+NFHH5lVq1adzejK3F8itHfqVHAQLO5n5kxjKlQoufEV9/N//1d4/8aNPb8vWuQsg/Dwkq2jsD+C5A4h5+LjzR9k7rqr8P6+vsYMHGjM4MEFh/WCpukrYzJljJExxmWM6Zpr43vEGOPzv35Ff7KzZZ76Sh5hO79P1SlV3VNITU/N07/TzE5FjkPjZV5f/3ohO05msWp3f/7ItZx8fJyQkuOWWzx/qT7zl4/rr8+7Plu39lwnvXp5jiP3tK65Jv/11bnz6Wncfbfn+LZvd7pv21b4Op83z7PO3DUcPVrwYtywoeBx5rc/G2PM/Pneb/+//FL4Nnvm8rzpJmO++CJvu+uuc6bdt6/nvCUlGXPPPXnb5w7dLpcTBI0xZsaM/OsIDT29TDIy8l+Hzz/vrMPcNZ8Zfq67rvDlkfsPGxdddHq4Q4fytn3xxYLXW5cup+vw8XH++PJn7d2bf83vvFO88Xz2meeyf/LJ4g2f+w87DRs6yynne/ny3o8nM9PzD7ZduhTc9j//8ZznOnWKV7M3rrwy7zHhXHnhBc9p5/zstdmcOZ41z5hR1hXZ7dgxz/3ummvOzXTP/Hkwdeq5me5fxdq1nvv82LElN+5FizyX/QsvFN6+oN8j5s8vuZpK26pVnsvz0UfLuqJCeZtDi31PuyS1bNlS11xzjcqXL+/u1rNnT7Vt27ZEzv4jHyV5idyFF57d5YPeKugyW19fZ7qNGxc+fMOGp9v7+DiXwEvOZeTFFRnpjONMPj7O7pwznTNrzplmaThzWiEhzmV9vr6FD9ehQ95Lynx8nOF8fZ1LgerXdz5ZWUVf7pwz/5KUJefK9qycYRrmalhfzmXk3nG5pB1JvvJx5V3uvi5fueSSr8tXDSo3cHcP8gtS1ZCqHm2bVW3m1fTqV65fSF8fSbUl+UoqYnnkFiop8n/L1RhnmbonWN/p5uvrXEp75mXr9fOpJ+cydV9f51LrJk1Oj6NqVWc7zZlW48bO9zPXX7t2ntPIynKGCQs7fXlwZGT+l4Hl7Eu596Hc8xEVVfjleNWqOZcv57cvnTm/OdvxBRfkbVvQvhgT41wyWZAzL+Fs1cppf+Yl2Tm15J63qlWdW0AuuSTveDt2dC75O3M9X3hh3ra+vp7dc25DypmnnPWVsw/mtMlZdvnVmSMqyhk+Z1w5xwMfn9PHQyn/y1nz295yNGzojNfX17m8sahjjDciIpwacs+3y+XcAlEccXGey75Bg6KHya1+/dPLqFEj55NzPMxv/RXEx+f0snG5PJd3ftPMrVGj4tXsjTOXw/+eIXRO5N5uc//stdkFF3juO8VZ9+ejcuVO38YoFX78KEl1657ePyXW05liY511k/t3uZJSp47nsi9q3JGRzq2euY/xZ/7+YLuaNZ1bZUpjeZYhr29QaNiwoVatWuV+CN2dd96pCRMmqMr/7rc7dOiQatWqpePHj5dOpee7J5907lFdsMD5BbdxY2nFCucX9Jo1nftlc+4NDwqSOneWZs927lnPzHTatW4tDR3q/PvNN84vsb/+6vyS8ssvzgHjxAnnvkA/P+egmnOf6O7dzv2ZMTHOtNLSpAMHnPvYf/nFuTc6Jsb5Zbp6def+0w8+cHb0/v2dcPP779I//+n8gnT4sPTMM879c7VrO/fJnzwpDRggPfaYdM01zvxde+3pX2I+/VTq1UvasMH5pTE83PmF/MgRp5bAQOfgdPKk8//hw6XmzaXnn3fafPWVc+/bLbc43xs1cpbLN98494x/9plzD23btk4Ns2dLzz7rLKOMDGeadeo495T7+jrr4OhR597XChWc5deypXPAmzHDmecaNZxlERDgrJfoaGfejx937iOPjpZGj3baPvecEy4OHJA+/ti5ZzUz0xnvv/4l3XijM/1HHnGmGxPjjP/KK51lXbu2s3xdLmf9bd/u1PXSS85By8/PmW9/f+nxx52Qtn69M50dO6QP4qWRvpJvtKRRuTa+6+Xc650o6Ts5Ab6ZJCNph6QkSdUkbZGUIuly3dr8fmWbGUpNT9Weo3t0NP2oLoi4QMNbD9eSX5YoMztTo9uMdk/B18dXX9z6hcYsG6N9Kft0+0W3a3DzwapQroKe+uopZWRnqEpIFd3W4jb5+fhp7a9rVT6gvPo07KM2sW0K2XFckpZKek5SZUnxkv5P0k//q99fUpykSyRdKGmj096/nrRyivTSO84yHjHi9ChHj3bW586d0j335P1Dyr//7azHL7901vm11zr3pDdo4KyTu+929q0KFZxtYOhQJ7S89NLpafXv73xfscJp062bNH786WkMG+as561bpTvvdKYnOQF+1Srp//7PWa/33+/c47tsmbNP5f6D2UMPOdvAvn1ODYXdr1alipSY6Ny3Xq2a9N13zj2RgwY5+2xQkDRwoDOO5cudYRo2lN58U5o82fmB2a2bs73FxDjDfv+9s+9MmuQMv2KFU8evv0ojRzrz8f77znb93nvSzJnS3LnSFVc4+7bkzNfUqc6xpXNn6b77POctZ/n6+Tn1bd3qLNeAAGnCBOe+9v/+1xl/u3bOd8m5bz4hwTl2+Ps7NVeqJI3KtV+4XM4x47nnnP3R39+poWtX5w9sYWHOPdfDhuX9Y8XDDzvz/NFHTugYN855DsGiRc4zRlq3lp56ypmH++8/PVxAgLNdPfigc+//sGHONAsyaZKz7n7/3XMb/jOCg53nmUyf7vy88PNzjsvx8cUbT+3a0tKl0rvvSm3aOMex4khIkKZMcZbJ/fc7x+RatZyfTbnXU1FcLqeO555znllS2LDdujnb27Rpzh/epk0rXs3eePRR57j/zjvOz4dz+SrdLl2kOXOcfTHnmGW7li2lhQudfenyy519FwXz9XWO5S+84BzXco6Zpa1RI+f3mnnzpMsucz44rWrV0z9jL7pIuummkht3gwbOs40SEqROnZz9vDBhYc4x/rXXnGO8v7/ze0xp/JGytFSv7vx+8M47zrOy+vQp64pKhMuY3KfbCubj46ODBw8q8n9ndMLCwrRx40bVrl1bkvTbb78pOjpa2dnen5GzRUpKisLDw5WcnKywnAccAQAAAABQSrzNoWd1ebwk5Zf1XUVdjgsAAAAAALx21qEdAAAAAACULq9Du8vlynMmnTPrAAAAAACUHq8fRGeMUefOneX3v4cVnThxQldeeaUCAgIkSZmZmaVTIQAAAAAA5ymvQ/u4ceM8vl999dV52lx33XXFmvjEiROVkJCgLVu2KCgoSG3atNGTTz6pC//3KoiMjAw99NBD+vjjj7Vjxw6Fh4erS5cumjRpkmJiYtzjSU9P16hRozRnzhydOHFCnTt31tSpU1W9NF9rBgAAAABAKfP66fGl4fLLL1e/fv3UqlUrZWZmauzYsfrhhx+0efNmhYSEKDk5WX369NEdd9yhZs2aKSkpSSNGjFBmZqa+/fZb93juueceLVq0SDNnzlSlSpU0cuRIHTlyROvWrZOvF++l5enxAAAAAIBzydscWqah/UyHDx9WZGSkVq5cqfbt2+fbZu3atbr44ou1e/du1ahRQ8nJyapSpYreeust3XDDDZKk/fv3KzY2Vh9//LG6d+9e5HQJ7QAAAACAc6nUX/lWGpKTkyVJERERhbZxuVyqUKGCJGndunXKyMhQt27d3G1iYmLUuHFjffXVV/mOIz09XSkpKR4fAAAAAABsY01oN8bovvvuU7t27dS4ceN825w8eVIPPvig+vfv7/5LxMGDBxUQEKCKFSt6tK1ataoOHjyY73gmTpyo8PBw9yc2NrZkZwYAAAAAgBJgTWgfOnSovv/+e82ZMyff/hkZGerXr5+ys7M1derUIsdnjCnwlXRjxoxRcnKy+7N3794/VTsAAAAAAKXB66fHl6Zhw4Zp4cKF+vzzz/N94ntGRob69u2rnTt3avny5R7X+0dFRenUqVNKSkryONt+6NAhtWnTJt/pBQYGKjAwsORnBAAAAACAEuRVaH/++ee9HuE///lPr9saYzRs2DDNmzdPK1asUFxcXJ42OYF927ZtSkxMVKVKlTz6t2zZUv7+/lq6dKn69u0rSTpw4IA2bdqkyZMne10LAAAAAAC28erp8fmF6XxH5nJpx44dXk/83nvv1ezZs7VgwQL3u9klKTw8XEFBQcrMzNR1112n9evX66OPPlLVqlXdbSIiIhQQECDJeeXbRx99pJkzZyoiIkKjRo3SH3/8wSvfAAAAAABW+ku88q2ge85nzJihQYMGadeuXQX+wSAxMVEdO3aU5DygbvTo0Zo9e7ZOnDihzp07a+rUqV4/YI7QDgAAAAA4l0o9tJ86dUo7d+5UnTp15Odnxa3xZ43QDgAAAAA4l0rtPe3Hjx/XbbfdpuDgYDVq1Eh79uyR5NzLPmnSpLOvGAAAAAAAeCh2aB8zZoy+++47rVixQuXKlXN379Kli959990SLQ4AAAAAgPNZsa9rnz9/vt599121bt3a4570hg0bavv27SVaHAAAAAAA57Nin2k/fPiwIiMj83RPS0sr8MFyAAAAAACg+Iod2lu1aqXFixe7v+cE9VdffVWXXnppyVUGAAAAAMB5rtiXx0+cOFGXX365Nm/erMzMTP3nP//Rjz/+qNWrV2vlypWlUSMAAAAAAOelYp9pb9Omjb788ksdP35cderU0aeffqqqVatq9erVatmyZWnUCAAAAADAeems39P+d8J72gEAAAAA55K3OdSry+NTUlK8njChFwAAAACAkuFVaK9QoYLXT4bPysr6UwUBAAAAAACHV6E9MTHR/f9du3bpwQcf1KBBg9xPi1+9erVmzZqliRMnlk6VAAAAAACch4p9T3vnzp11++2368Ybb/ToPnv2bL3yyitasWJFSdZ3TnBPOwAAAADgXPI2hxb76fGrV69WfHx8nu7x8fH65ptvijs6AAAAAABQgGKH9tjYWE2bNi1P9+nTpys2NrZEigIAAAAAAF7e057bs88+q+uuu07//e9/1bp1a0nSmjVrtH37dn344YclXiAAAAAAAOerYp9p79Gjh7Zt26arrrpKR44c0R9//KGrr75aP//8s3r06FEaNQIAAAAAcF4q9oPo/o54EB0AAAAA4FzyNocW+/J4STp69Khef/11/fTTT3K5XGrYsKEGDx6s8PDwsy4YAAAAAAB4Kvbl8d9++63q1KmjZ599VkeOHNHvv/+uZ555RnXq1NH69etLo0YAAAAAAM5Lxb48/h//+Ifq1q2rV199VX5+zon6zMxM3X777dqxY4c+//zzUim0NHF5PAAAAADgXPI2hxY7tAcFBWnDhg2qX7++R/fNmzcrPj5ex48fP7uKyxChHQAAAABwLnmbQ4t9eXxYWJj27NmTp/vevXsVGhpa3NEBAAAAAIACFDu033DDDbrtttv07rvvau/evdq3b5/mzp2r22+/XTfeeGNp1AgAAAAAwHmp2E+Pf+qpp+RyuXTLLbcoMzNTkuTv76977rlHkyZNKvECAQAAAAA4X531e9qPHz+u7du3yxijunXrKjg4uKRrO2e4px0AAAAAcC6V6nvaJSk4OFhNmjQ528EBAAAAAEARvA7tgwcP9qrdG2+8cdbFAAAAAACA07wO7TNnzlTNmjXVokULneUV9QAAAAAAoBi8Du1333235s6dqx07dmjw4MEaMGCAIiIiSrM2AAAAAADOa16/8m3q1Kk6cOCAHnjgAS1atEixsbHq27ev/vvf/3LmHQAAAACAUnDWT4/fvXu3Zs6cqTfffFMZGRnavHmzypcvX9L1nRM8PR4AAAAAcC55m0O9PtN+JpfLJZfLJWOMsrOzz3Y0AAAAAACgAMUK7enp6ZozZ466du2qCy+8UD/88INefPFF7dmz5y97lh0AAAAAAFt5/SC6e++9V3PnzlWNGjV06623au7cuapUqVJp1gYAAAAAwHnN63vafXx8VKNGDbVo0UIul6vAdgkJCSVW3LnCPe0AAAAAgHPJ2xzq9Zn2W265pdCwDgAAAAAASpbXoX3mzJmlWAYAAAAAADjTWT89HgAAAAAAlC5COwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYClCOwAAAAAAliK0AwAAAABgKUI7AAAAAACWIrQDAAAAAGApQjsAAAAAAJYitAMAAAAAYKkyDe0TJ05Uq1atFBoaqsjISPXu3Vtbt271aJOQkKDu3burcuXKcrlc2rhxY57xdOzYUS6Xy+PTr1+/czQXAAAAAACUjjIN7StXrtSQIUO0Zs0aLV26VJmZmerWrZvS0tLcbdLS0tS2bVtNmjSp0HHdcccdOnDggPszffr00i4fAAAAAIBS5VeWE1+yZInH9xkzZigyMlLr1q1T+/btJUk333yzJGnXrl2Fjis4OFhRUVGlUicAAAAAAGXBqnvak5OTJUkRERHFHvadd95R5cqV1ahRI40aNUqpqakFtk1PT1dKSorHBwAAAAAA25TpmfbcjDG677771K5dOzVu3LhYw950002Ki4tTVFSUNm3apDFjxui7777T0qVL820/ceJEPfLIIyVRNgAAAAAApcZljDFlXYQkDRkyRIsXL9aqVatUvXr1PP137dqluLg4bdiwQc2bNy90XOvWrVN8fLzWrVuniy66KE//9PR0paenu7+npKQoNjZWycnJCgsL+9PzAgAAAABAYVJSUhQeHl5kDrXiTPuwYcO0cOFCff755/kG9uK66KKL5O/vr23btuUb2gMDAxUYGPinpwMAAAAAQGkq09BujNGwYcM0b948rVixQnFxcSUy3h9//FEZGRmKjo4ukfEBAAAAAFAWyjS0DxkyRLNnz9aCBQsUGhqqgwcPSpLCw8MVFBQkSTpy5Ij27Nmj/fv3S5L7Pe5RUVGKiorS9u3b9c4776hHjx6qXLmyNm/erJEjR6pFixZq27Zt2cwYAAAAAAAloEzvaXe5XPl2nzFjhgYNGiRJmjlzpm699dY8bcaNG6fx48dr7969GjBggDZt2qRjx44pNjZWPXv21Lhx47x+Cr239xIAAAAAAFASvM2h1jyIriwR2gEAAAAA55K3OdSq97QDAAAAAIDTCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiqTEP7xIkT1apVK4WGhioyMlK9e/fW1q1bPdokJCSoe/fuqly5slwulzZu3JhnPOnp6Ro2bJgqV66skJAQXXXVVdq3b985mgsAAAAAAEpHmYb2lStXasiQIVqzZo2WLl2qzMxMdevWTWlpae42aWlpatu2rSZNmlTgeEaMGKF58+Zp7ty5WrVqlY4dO6ZevXopKyvrXMwGAAAAAAClwmWMMWVdRI7Dhw8rMjJSK1euVPv27T367dq1S3FxcdqwYYOaN2/u7p6cnKwqVarorbfe0g033CBJ2r9/v2JjY/Xxxx+re/fuRU43JSVF4eHhSk5OVlhYWInOEwAAAAAAZ/I2h1p1T3tycrIkKSIiwuth1q1bp4yMDHXr1s3dLSYmRo0bN9ZXX32V7zDp6elKSUnx+AAAAAAAYBtrQrsxRvfdd5/atWunxo0bez3cwYMHFRAQoIoVK3p0r1q1qg4ePJjvMBMnTlR4eLj7Exsb+6dqBwAAAACgNFgT2ocOHarvv/9ec+bMKZHxGWPkcrny7TdmzBglJye7P3v37i2RaQIAAAAAUJKsCO3Dhg3TwoULlZiYqOrVqxdr2KioKJ06dUpJSUke3Q8dOqSqVavmO0xgYKDCwsI8PgAAAAAA2KZMQ7sxRkOHDlVCQoKWL1+uuLi4Yo+jZcuW8vf319KlS93dDhw4oE2bNqlNmzYlWS4AAAAAAOeUX1lOfMiQIZo9e7YWLFig0NBQ9z3o4eHhCgoKkiQdOXJEe/bs0f79+yXJ/R73qKgoRUVFKTw8XLfddptGjhypSpUqKSIiQqNGjVKTJk3UpUuXspkxAAAAAABKQJm+8q2ge85nzJihQYMGSZJmzpypW2+9NU+bcePGafz48ZKkkydPavTo0Zo9e7ZOnDihzp07a+rUqV4/YI5XvgEAAAAAziVvc6hV72kvK4R2AAAAAMC59Jd8TzsAAAAAADiN0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYitAOAAAAAIClCO0AAAAAAFiK0A4AAAAAgKUI7QAAAAAAWIrQDgAAAACApQjtAAAAAABYyq+sC7CBMUaSlJKSUsaVAAAAAADOBzn5MyePFoTQLik1NVWSFBsbW8aVAAAAAADOJ6mpqQoPDy+wv8sUFevPA9nZ2dq/f79CQ0PlcrnKupx8paSkKDY2Vnv37lVYWFhZlwPki+0UtmMbxV8B2yn+CthOYbu/wjZqjFFqaqpiYmLk41PwneucaZfk4+Oj6tWrl3UZXgkLC7N2owNysJ3Cdmyj+CtgO8VfAdspbGf7NlrYGfYcPIgOAAAAAABLEdoBAAAAALAUof0vIjAwUOPGjVNgYGBZlwIUiO0UtmMbxV8B2yn+CthOYbu/0zbKg+gAAAAAALAUZ9oBAAAAALAUoR0AAAAAAEsR2gEAAAAAsBShHQAAAAAASxHa/wKmTp2quLg4lStXTi1bttQXX3xR1iXhPDFx4kS1atVKoaGhioyMVO/evbV161aPNsYYjR8/XjExMQoKClLHjh31448/erRJT0/XsGHDVLlyZYWEhOiqq67Svn37zuWs4DwyceJEuVwujRgxwt2N7RQ2+PXXXzVgwABVqlRJwcHBat68udatW+fuz3aKspSZmamHHnpIcXFxCgoKUu3atfXoo48qOzvb3YZtFOfa559/riuvvFIxMTFyuVyaP3++R/+S2iaTkpJ08803Kzw8XOHh4br55pt19OjRUp477xHaLffuu+9qxIgRGjt2rDZs2KB//OMfuuKKK7Rnz56yLg3ngZUrV2rIkCFas2aNli5dqszMTHXr1k1paWnuNpMnT9YzzzyjF198UWvXrlVUVJS6du2q1NRUd5sRI0Zo3rx5mjt3rlatWqVjx46pV69eysrKKovZwt/Y2rVr9corr6hp06Ye3dlOUdaSkpLUtm1b+fv765NPPtHmzZv19NNPq0KFCu42bKcoS08++aSmTZumF198UT/99JMmT56sKVOm6IUXXnC3YRvFuZaWlqZmzZrpxRdfzLd/SW2T/fv318aNG7VkyRItWbJEGzdu1M0331zq8+c1A6tdfPHF5u677/boVr9+ffPggw+WUUU4nx06dMhIMitXrjTGGJOdnW2ioqLMpEmT3G1OnjxpwsPDzbRp04wxxhw9etT4+/ubuXPnutv8+uuvxsfHxyxZsuTczgD+1lJTU80FF1xgli5dajp06GCGDx9ujGE7hR0eeOAB065duwL7s52irPXs2dMMHjzYo9u1115rBgwYYIxhG0XZk2TmzZvn/l5S2+TmzZuNJLNmzRp3m9WrVxtJZsuWLaU8V97hTLvFTp06pXXr1qlbt24e3bt166avvvqqjKrC+Sw5OVmSFBERIUnauXOnDh486LGNBgYGqkOHDu5tdN26dcrIyPBoExMTo8aNG7Mdo0QNGTJEPXv2VJcuXTy6s53CBgsXLlR8fLyuv/56RUZGqkWLFnr11Vfd/dlOUdbatWunZcuW6eeff5Ykfffdd1q1apV69OghiW0U9impbXL16tUKDw/XJZdc4m7TunVrhYeHW7Pd+pV1ASjY77//rqysLFWtWtWje9WqVXXw4MEyqgrnK2OM7rvvPrVr106NGzeWJPd2mN82unv3bnebgIAAVaxYMU8btmOUlLlz52r9+vVau3Ztnn5sp7DBjh079PLLL+u+++7T//3f/+mbb77RP//5TwUGBuqWW25hO0WZe+CBB5ScnKz69evL19dXWVlZmjBhgm688UZJHEthn5LaJg8ePKjIyMg844+MjLRmuyW0/wW4XC6P78aYPN2A0jZ06FB9//33WrVqVZ5+Z7ONsh2jpOzdu1fDhw/Xp59+qnLlyhXYju0UZSk7O1vx8fF64oknJEktWrTQjz/+qJdfflm33HKLux3bKcrKu+++q7fffluzZ89Wo0aNtHHjRo0YMUIxMTEaOHCgux3bKGxTEttkfu1t2m65PN5ilStXlq+vb56/8Bw6dCjPX5SA0jRs2DAtXLhQiYmJql69urt7VFSUJBW6jUZFRenUqVNKSkoqsA3wZ6xbt06HDh1Sy5Yt5efnJz8/P61cuVLPP/+8/Pz83NsZ2ynKUnR0tBo2bOjRrUGDBu4Hy3I8RVkbPXq0HnzwQfXr109NmjTRzTffrH/961+aOHGiJLZR2KektsmoqCj99ttvecZ/+PBha7ZbQrvFAgIC1LJlSy1dutSj+9KlS9WmTZsyqgrnE2OMhg4dqoSEBC1fvlxxcXEe/ePi4hQVFeWxjZ46dUorV650b6MtW7aUv7+/R5sDBw5o06ZNbMcoEZ07d9YPP/ygjRs3uj/x8fG66aabtHHjRtWuXZvtFGWubdu2eV6Z+fPPP6tmzZqSOJ6i7B0/flw+Pp7RwNfX1/3KN7ZR2KaktslLL71UycnJ+uabb9xtvv76ayUnJ9uz3ZbF0+/gvblz5xp/f3/z+uuvm82bN5sRI0aYkJAQs2vXrrIuDeeBe+65x4SHh5sVK1aYAwcOuD/Hjx93t5k0aZIJDw83CQkJ5ocffjA33nijiY6ONikpKe42d999t6levbr57LPPzPr1681ll11mmjVrZjIzM8titnAeyP30eGPYTlH2vvnmG+Pn52cmTJhgtm3bZt555x0THBxs3n77bXcbtlOUpYEDB5pq1aqZjz76yOzcudMkJCSYypUrm/vvv9/dhm0U51pqaqrZsGGD2bBhg5FknnnmGbNhwwaze/duY0zJbZOXX365adq0qVm9erVZvXq1adKkienVq9c5n9+CENr/Al566SVTs2ZNExAQYC666CL367aA0iYp38+MGTPcbbKzs824ceNMVFSUCQwMNO3btzc//PCDx3hOnDhhhg4daiIiIkxQUJDp1auX2bNnzzmeG5xPzgztbKewwaJFi0zjxo1NYGCgqV+/vnnllVc8+rOdoiylpKSY4cOHmxo1aphy5cqZ2rVrm7Fjx5r09HR3G7ZRnGuJiYn5/i46cOBAY0zJbZN//PGHuemmm0xoaKgJDQ01N910k0lKSjpHc1k0lzHGlM05fgAAAAAAUBjuaQcAAAAAwFKEdgAAAAAALEVoBwAAAADAUoR2AAAAAAAsRWgHAAAAAMBShHYAAAAAACxFaAcAAAAAwFKEdgAAAAAALEVoBwAAJWL8+PFq3rx5WZchSRo0aJB69+5d1mUAAPCnEdoBALDMwYMHNXz4cNWtW1flypVT1apV1a5dO02bNk3Hjx8v6/LOyvjx4+VyuQr97Nq1q9jj3bVrl1wulzZu3FjiNQMAYAO/si4AAACctmPHDrVt21YVKlTQE088oSZNmigzM1M///yz3njjDcXExOiqq67Kd9iMjAz5+/uf44q9M2rUKN19993u761atdKdd96pO+64w92tSpUq7v+fOnVKAQEB57RGAABsxJl2AAAscu+998rPz0/ffvut+vbtqwYNGqhJkya67rrrtHjxYl155ZXuti6XS9OmTdPVV1+tkJAQPf7445Kkl19+WXXq1FFAQIAuvPBCvfXWW+5h8jszffToUblcLq1YsUKStGLFCrlcLi1btkzx8fEKDg5WmzZttHXrVo9aJ02apKpVqyo0NFS33XabTp48WeB8lS9fXlFRUe6Pr6+vQkND3d8ffPBBXXfddZo4caJiYmJUr1499zzOnz/fY1wVKlTQzJkzJUlxcXGSpBYtWsjlcqljx44ebZ966ilFR0erUqVKGjJkiDIyMopcBwAA2ITQDgCAJf744w99+umnGjJkiEJCQvJt43K5PL6PGzdOV199tX744QcNHjxY8+bN0/DhwzVy5Eht2rRJd911l2699VYlJiYWu56xY8fq6aef1rfffis/Pz8NHjzY3e+9997TuHHjNGHCBH377beKjo7W1KlTiz2N3JYtW6affvpJS5cu1UcffeTVMN98840k6bPPPtOBAweUkJDg7peYmKjt27crMTFRs2bN0syZM91hHwCAvwoujwcAwBK//PKLjDG68MILPbpXrlzZfRZ7yJAhevLJJ939+vfv7xGm+/fvr0GDBunee++VJN13331as2aNnnrqKXXq1KlY9UyYMEEdOnSQJD344IPq2bOnTp48qXLlyum5557T4MGDdfvtt0uSHn/8cX322WeFnm0vSkhIiF577bViXRafc0l9pUqVFBUV5dGvYsWKevHFF+Xr66v69eurZ8+eWrZsmccl+QAA2I4z7QAAWObMs+nffPONNm7cqEaNGik9Pd2jX3x8vMf3n376SW3btvXo1rZtW/3000/FrqNp06bu/0dHR0uSDh065J7OpZde6tH+zO/F1aRJkxK9j71Ro0by9fV1f4+OjnbXDwDAXwVn2gEAsETdunXlcrm0ZcsWj+61a9eWJAUFBeUZJr/L6M8M/cYYdzcfHx93txwF3eed+6F2OcNnZ2cXOR9nq6B5yV2rVHC9ZzrzoXwul6tU6wcAoDRwph0AAEtUqlRJXbt21Ysvvqi0tLSzGkeDBg20atUqj25fffWVGjRoIOn05eQHDhxw9z+b16U1aNBAa9as8eh25veSUKVKFY9at23b5vHau5wz81lZWSU+bQAAbMCZdgAALDJ16lS1bdtW8fHxGj9+vJo2bSofHx+tXbtWW7ZsUcuWLQsdfvTo0erbt68uuugide7cWYsWLVJCQoI+++wzSc7Z+tatW2vSpEmqVauWfv/9dz300EPFrnP48OEaOHCg4uPj1a5dO73zzjv68ccf3VcFlJTLLrtML774olq3bq3s7Gw98MADHmfQIyMjFRQUpCVLlqh69eoqV66cwsPDS7QGAADKEmfaAQCwSJ06dbRhwwZ16dJFY8aMUbNmzRQfH68XXnhBo0aN0mOPPVbo8L1799Z//vMfTZkyRY0aNdL06dM1Y8YMj1ehvfHGG8rIyFB8fLyGDx/uflVccdxwww16+OGH9cADD6hly5bavXu37rnnnmKPpyhPP/20YmNj1b59e/Xv31+jRo1ScHCwu7+fn5+ef/55TZ8+XTExMbr66qtLvAYAAMqSy5x5oxgAAAAAALACZ9oBAAAAALAUoR0AAAAAAEsR2gEAAAAAsBShHQAAAAAASxHaAQAAAACwFKEdAAAAAABLEdoBAAAAALAUoR0AAAAAAEsR2gEAAAAAsBShHQAAAAAASxHaAQAAAACw1P8DbxGuFVGGKyQAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "runner = TestRunner(flat_predictor, test, \"Flat Predictor\").run()" ] }, { "cell_type": "code", "execution_count": null, "id": "9d3a5d83-d90b-40af-979f-85aa21816578", "metadata": {}, "outputs": [], "source": [ "human_predictions = []\n", "with open('human.csv', 'r') as csvfile:\n", " reader = csv.reader(csvfile)\n", " for row in reader:\n", " human_predictions.append(float(row[2]))\n", "\n", "def human_predictor(item):\n", " index = test.index(item)\n", " if index==-1:\n", " raise ValueError(\"Index not found\")\n", " return human_predictions[index]" ] }, { "cell_type": "code", "execution_count": null, "id": "6c87c385-d6b7-4a4f-89eb-f4e250337d03", "metadata": {}, "outputs": [], "source": [ "runner = TestRunner(human_predictor, test, \"Human Predictor\").run()" ] }, { "cell_type": "code", "execution_count": null, "id": "d6a6c4a5-e817-46b8-99d2-9c4ecf9c8685", "metadata": {}, "outputs": [], "source": [ "stop = set(['the', 'and', 'for', 'is', 'to', 'this', 'with', 'a', 'of', 'your', 'are', 'in','from', 'you', 'or', 'an', 'on', 'by'])\n", "\n", "def words(item):\n", " text = f\"{item.title} {item.details}\"\n", " text = re.sub(r'[\\(\\)\\[\\]\\{\\},\\'\"\\- \\s]+', ' ', text)\n", " words = text.strip().lower().split(' ')\n", " filtered = [word for word in words if word not in stop]\n", " return \" \".join(filtered)" ] }, { "cell_type": "code", "execution_count": null, "id": "56682e9c-46c9-48f2-baea-e943804290f6", "metadata": {}, "outputs": [], "source": [ "documents = [words(item) for item in train]\n", "from collections import Counter\n", "count = Counter()\n", "for doc in documents:\n", " ws = doc.split(\" \")\n", " for w in ws:\n", " count[w]+=1\n", "count.most_common(30)" ] }, { "cell_type": "code", "execution_count": null, "id": "262fc576-7606-426c-8aea-5799b3952d2c", "metadata": {}, "outputs": [], "source": [ "from sklearn.feature_extraction.text import CountVectorizer\n", "from sklearn.linear_model import LinearRegression\n", "import numpy as np\n", "\n", "np.random.seed(42)\n", "\n", "labels = np.array([float(item.price) for item in train])\n", "\n", "vectorizer = CountVectorizer()\n", "X = vectorizer.fit_transform(documents)\n", "\n", "regressor = LinearRegression()\n", "regressor.fit(X, labels)" ] }, { "cell_type": "code", "execution_count": null, "id": "bd782b21-8e44-409d-a7b6-f136974958b4", "metadata": {}, "outputs": [], "source": [ "def linear_regression_predictor(item):\n", " np.random.seed(42)\n", " x = vectorizer.transform([words(item)])\n", " return max(regressor.predict(x)[0], 0)" ] }, { "cell_type": "code", "execution_count": null, "id": "80e77aae-0071-42e9-8e24-d3aec5256015", "metadata": {}, "outputs": [], "source": [ "runner1 = TestRunner(linear_regression_predictor, test, \"Linear Regression\").run()" ] }, { "cell_type": "code", "execution_count": null, "id": "a70d16ce-bdf1-4071-8c5a-5bddc2aa37e4", "metadata": {}, "outputs": [], "source": [ "from sklearn.feature_extraction.text import TfidfVectorizer\n", "from sklearn.svm import SVR\n", "\n", "np.random.seed(42)\n", "\n", "labels = np.array([float(item.price) for item in train])\n", "\n", "vectorizer = TfidfVectorizer(max_features=20)\n", "X = vectorizer.fit_transform(documents)\n", "\n", "regressor = SVR(kernel='linear')\n", "regressor.fit(X, labels)" ] }, { "cell_type": "code", "execution_count": null, "id": "64560112-3bfb-45cc-b489-de619a2eca20", "metadata": {}, "outputs": [], "source": [ "def svr_predictor(item):\n", " np.random.seed(42)\n", " x = vectorizer.transform([words(item)])\n", " return max(regressor.predict(x)[0], 0)" ] }, { "cell_type": "code", "execution_count": null, "id": "392598d4-2deb-4935-9175-fd111616b13c", "metadata": {}, "outputs": [], "source": [ "runner2 = TestRunner(svr_predictor, test, \"SVR Accuracy\").run()" ] }, { "cell_type": "code", "execution_count": 41, "id": "60010699-d26b-4f93-a959-50272ada6a57", "metadata": {}, "outputs": [], "source": [ "def messages_for(item):\n", " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", " user_prompt = item.test_prompt().replace(\" to the nearest dollar\",\"\")\n", " return [\n", " {\"role\": \"system\", \"content\": system_message},\n", " {\"role\": \"user\", \"content\": user_prompt}\n", " ]" ] }, { "cell_type": "code", "execution_count": 42, "id": "2d5c1a62-9c6e-4c1c-b051-95a78e6e32a7", "metadata": {}, "outputs": [], "source": [ "def get_price(s):\n", " s = s.replace('$','').replace(',','')\n", " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", " return float(match.group()) if match else 0" ] }, { "cell_type": "code", "execution_count": 43, "id": "9c845d34-1c73-4636-a6ec-cc6666bb39fa", "metadata": {}, "outputs": [], "source": [ "def gpt_predictor(item):\n", " response = openai.chat.completions.create(\n", " model=OPENAI_MODEL, #\"gpt-4o-2024-08-06\", \n", " messages=messages_for(item),\n", " seed=42,\n", " max_tokens=6\n", " )\n", " reply = response.choices[0].message.content\n", " return get_price(reply)" ] }, { "cell_type": "code", "execution_count": 44, "id": "1b3eb3ef-90a8-4642-b503-c22e72c457f5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[91m1: Guess: $274.99 Truth: $374.41 Error: $99.42 SLE: 0.09 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[91m2: Guess: $85.00 Truth: $225.11 Error: $140.11 SLE: 0.93 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[92m3: Guess: $45.99 Truth: $61.68 Error: $15.69 SLE: 0.08 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[91m4: Guess: $399.99 Truth: $599.99 Error: $200.00 SLE: 0.16 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[92m5: Guess: $24.99 Truth: $16.99 Error: $8.00 SLE: 0.14 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[92m6: Guess: $25.99 Truth: $31.99 Error: $6.00 SLE: 0.04 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[93m7: Guess: $79.99 Truth: $101.79 Error: $21.80 SLE: 0.06 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[92m8: Guess: $299.00 Truth: $289.00 Error: $10.00 SLE: 0.00 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $499.99 Truth: $635.86 Error: $135.87 SLE: 0.06 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[93m10: Guess: $39.99 Truth: $65.99 Error: $26.00 SLE: 0.24 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[91m11: Guess: $149.99 Truth: $254.21 Error: $104.22 SLE: 0.28 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[91m12: Guess: $180.00 Truth: $412.99 Error: $232.99 SLE: 0.68 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[91m13: Guess: $32.99 Truth: $205.50 Error: $172.51 SLE: 3.26 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[91m14: Guess: $299.99 Truth: $248.23 Error: $51.76 SLE: 0.04 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $299.99 Truth: $399.00 Error: $99.01 SLE: 0.08 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[91m16: Guess: $500.00 Truth: $373.94 Error: $126.06 SLE: 0.08 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[92m17: Guess: $79.99 Truth: $92.89 Error: $12.90 SLE: 0.02 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[92m18: Guess: $35.99 Truth: $51.99 Error: $16.00 SLE: 0.13 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[91m19: Guess: $100.00 Truth: $179.00 Error: $79.00 SLE: 0.33 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[92m20: Guess: $12.99 Truth: $19.42 Error: $6.43 SLE: 0.14 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $399.00 Truth: $539.95 Error: $140.95 SLE: 0.09 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[91m22: Guess: $75.99 Truth: $147.67 Error: $71.68 SLE: 0.43 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[93m23: Guess: $49.99 Truth: $24.99 Error: $25.00 SLE: 0.45 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $49.99 Truth: $149.00 Error: $99.01 SLE: 1.16 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[92m25: Guess: $12.99 Truth: $16.99 Error: $4.00 SLE: 0.06 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[92m26: Guess: $10.99 Truth: $7.99 Error: $3.00 SLE: 0.08 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[92m27: Guess: $180.00 Truth: $199.99 Error: $19.99 SLE: 0.01 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[91m28: Guess: $179.99 Truth: $251.45 Error: $71.46 SLE: 0.11 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[91m29: Guess: $134.99 Truth: $231.62 Error: $96.63 SLE: 0.29 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[91m30: Guess: $239.99 Truth: $135.00 Error: $104.99 SLE: 0.33 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", "\u001b[91m31: Guess: $315.00 Truth: $356.62 Error: $41.62 SLE: 0.02 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[91m32: Guess: $179.99 Truth: $257.99 Error: $78.00 SLE: 0.13 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[92m33: Guess: $29.99 Truth: $27.99 Error: $2.00 SLE: 0.00 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[91m34: Guess: $75.00 Truth: $171.20 Error: $96.20 SLE: 0.67 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[91m35: Guess: $329.99 Truth: $225.00 Error: $104.99 SLE: 0.15 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[92m36: Guess: $100.00 Truth: $105.00 Error: $5.00 SLE: 0.00 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[92m37: Guess: $299.99 Truth: $299.99 Error: $0.00 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[91m38: Guess: $749.00 Truth: $535.09 Error: $213.91 SLE: 0.11 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[92m39: Guess: $12.99 Truth: $12.33 Error: $0.66 SLE: 0.00 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[92m40: Guess: $99.99 Truth: $84.99 Error: $15.00 SLE: 0.03 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", "\u001b[92m41: Guess: $25.99 Truth: $15.99 Error: $10.00 SLE: 0.21 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[91m42: Guess: $15.99 Truth: $62.44 Error: $46.45 SLE: 1.74 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[91m43: Guess: $149.99 Truth: $82.99 Error: $67.00 SLE: 0.34 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[91m44: Guess: $398.00 Truth: $599.95 Error: $201.95 SLE: 0.17 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[93m45: Guess: $229.99 Truth: $194.99 Error: $35.00 SLE: 0.03 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[91m46: Guess: $399.99 Truth: $344.95 Error: $55.04 SLE: 0.02 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[92m47: Guess: $49.99 Truth: $37.99 Error: $12.00 SLE: 0.07 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[93m48: Guess: $250.00 Truth: $224.35 Error: $25.65 SLE: 0.01 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[91m49: Guess: $1,100.00 Truth: $814.00 Error: $286.00 SLE: 0.09 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[91m50: Guess: $379.99 Truth: $439.88 Error: $59.89 SLE: 0.02 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[91m51: Guess: $299.99 Truth: $341.43 Error: $41.44 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[93m52: Guess: $25.99 Truth: $46.78 Error: $20.79 SLE: 0.33 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[91m53: Guess: $370.00 Truth: $171.44 Error: $198.56 SLE: 0.59 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[91m54: Guess: $315.99 Truth: $458.00 Error: $142.01 SLE: 0.14 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[92m55: Guess: $129.99 Truth: $130.75 Error: $0.76 SLE: 0.00 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[91m56: Guess: $32.99 Truth: $83.81 Error: $50.82 SLE: 0.84 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $100.00 Truth: $386.39 Error: $286.39 SLE: 1.81 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[91m58: Guess: $129.00 Truth: $169.00 Error: $40.00 SLE: 0.07 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[92m59: Guess: $25.99 Truth: $17.95 Error: $8.04 SLE: 0.13 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[91m60: Guess: $179.99 Truth: $269.00 Error: $89.01 SLE: 0.16 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[91m61: Guess: $25.99 Truth: $77.77 Error: $51.78 SLE: 1.15 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[91m62: Guess: $179.99 Truth: $88.99 Error: $91.00 SLE: 0.49 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[91m63: Guess: $260.00 Truth: $364.41 Error: $104.41 SLE: 0.11 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[93m64: Guess: $150.00 Truth: $127.03 Error: $22.97 SLE: 0.03 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[91m65: Guess: $490.00 Truth: $778.95 Error: $288.95 SLE: 0.21 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[92m66: Guess: $199.99 Truth: $206.66 Error: $6.67 SLE: 0.00 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[92m67: Guess: $35.99 Truth: $35.94 Error: $0.05 SLE: 0.00 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[91m68: Guess: $89.99 Truth: $149.00 Error: $59.01 SLE: 0.25 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[91m69: Guess: $150.00 Truth: $251.98 Error: $101.98 SLE: 0.27 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[92m70: Guess: $150.00 Truth: $160.00 Error: $10.00 SLE: 0.00 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[92m71: Guess: $49.99 Truth: $39.99 Error: $10.00 SLE: 0.05 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[91m72: Guess: $179.99 Truth: $362.41 Error: $182.42 SLE: 0.49 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[91m73: Guess: $239.99 Truth: $344.00 Error: $104.01 SLE: 0.13 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[92m74: Guess: $24.99 Truth: $25.09 Error: $0.10 SLE: 0.00 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[91m75: Guess: $75.99 Truth: $175.95 Error: $99.96 SLE: 0.69 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[92m76: Guess: $149.99 Truth: $132.64 Error: $17.35 SLE: 0.01 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[91m77: Guess: $239.99 Truth: $422.99 Error: $183.00 SLE: 0.32 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[91m78: Guess: $199.99 Truth: $146.48 Error: $53.51 SLE: 0.10 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[93m79: Guess: $120.00 Truth: $156.83 Error: $36.83 SLE: 0.07 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[91m80: Guess: $129.99 Truth: $251.99 Error: $122.00 SLE: 0.43 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $329.99 Truth: $940.33 Error: $610.34 SLE: 1.09 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[93m82: Guess: $32.99 Truth: $52.99 Error: $20.00 SLE: 0.21 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[91m83: Guess: $150.00 Truth: $219.95 Error: $69.95 SLE: 0.14 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[91m84: Guess: $367.99 Truth: $441.03 Error: $73.04 SLE: 0.03 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[92m85: Guess: $149.99 Truth: $168.98 Error: $18.99 SLE: 0.01 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[92m86: Guess: $5.99 Truth: $2.49 Error: $3.50 SLE: 0.48 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[92m87: Guess: $99.99 Truth: $98.62 Error: $1.37 SLE: 0.00 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[91m88: Guess: $69.99 Truth: $256.95 Error: $186.96 SLE: 1.66 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[92m89: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[91m90: Guess: $499.99 Truth: $569.84 Error: $69.85 SLE: 0.02 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[91m91: Guess: $59.99 Truth: $177.99 Error: $118.00 SLE: 1.16 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $1,199.99 Truth: $997.99 Error: $202.00 SLE: 0.03 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[93m93: Guess: $199.00 Truth: $219.00 Error: $20.00 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[91m94: Guess: $150.00 Truth: $225.55 Error: $75.55 SLE: 0.16 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $1,199.00 Truth: $495.95 Error: $703.05 SLE: 0.78 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $699.99 Truth: $942.37 Error: $242.38 SLE: 0.09 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[92m97: Guess: $15.99 Truth: $1.94 Error: $14.05 SLE: 3.08 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[91m98: Guess: $199.95 Truth: $284.34 Error: $84.39 SLE: 0.12 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[91m99: Guess: $99.99 Truth: $171.90 Error: $71.91 SLE: 0.29 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[92m100: Guess: $129.99 Truth: $144.99 Error: $15.00 SLE: 0.01 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[91m101: Guess: $349.99 Truth: $470.47 Error: $120.48 SLE: 0.09 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $25.99 Truth: $66.95 Error: $40.96 SLE: 0.85 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $49.99 Truth: $117.00 Error: $67.01 SLE: 0.70 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[93m104: Guess: $139.99 Truth: $172.14 Error: $32.15 SLE: 0.04 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[91m105: Guess: $299.99 Truth: $392.74 Error: $92.75 SLE: 0.07 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[92m106: Guess: $25.99 Truth: $16.99 Error: $9.00 SLE: 0.16 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[92m107: Guess: $0.50 Truth: $1.34 Error: $0.84 SLE: 0.20 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[91m108: Guess: $249.99 Truth: $349.98 Error: $99.99 SLE: 0.11 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[91m109: Guess: $1,200.00 Truth: $370.71 Error: $829.29 SLE: 1.38 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[92m110: Guess: $79.99 Truth: $65.88 Error: $14.11 SLE: 0.04 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[91m111: Guess: $159.99 Truth: $229.99 Error: $70.00 SLE: 0.13 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[92m112: Guess: $15.99 Truth: $9.14 Error: $6.85 SLE: 0.27 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[91m113: Guess: $300.00 Truth: $199.00 Error: $101.00 SLE: 0.17 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[93m114: Guess: $129.99 Truth: $109.99 Error: $20.00 SLE: 0.03 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $299.99 Truth: $570.42 Error: $270.43 SLE: 0.41 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[91m116: Guess: $130.00 Truth: $279.99 Error: $149.99 SLE: 0.58 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[92m117: Guess: $25.99 Truth: $30.99 Error: $5.00 SLE: 0.03 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[92m118: Guess: $25.99 Truth: $31.99 Error: $6.00 SLE: 0.04 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[92m119: Guess: $24.99 Truth: $15.90 Error: $9.09 SLE: 0.19 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[91m120: Guess: $129.99 Truth: $45.99 Error: $84.00 SLE: 1.05 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[91m121: Guess: $199.99 Truth: $113.52 Error: $86.47 SLE: 0.32 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[91m122: Guess: $579.99 Truth: $516.99 Error: $63.00 SLE: 0.01 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[91m123: Guess: $80.00 Truth: $196.99 Error: $116.99 SLE: 0.80 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[93m124: Guess: $15.99 Truth: $46.55 Error: $30.56 SLE: 1.06 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[91m125: Guess: $179.99 Truth: $356.99 Error: $177.00 SLE: 0.47 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[93m126: Guess: $299.00 Truth: $319.95 Error: $20.95 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[93m127: Guess: $120.00 Truth: $96.06 Error: $23.94 SLE: 0.05 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[91m128: Guess: $149.99 Truth: $190.99 Error: $41.00 SLE: 0.06 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[91m129: Guess: $75.99 Truth: $257.95 Error: $181.96 SLE: 1.47 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[92m130: Guess: $75.99 Truth: $62.95 Error: $13.04 SLE: 0.03 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[92m131: Guess: $32.99 Truth: $47.66 Error: $14.67 SLE: 0.13 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[91m132: Guess: $299.99 Truth: $226.99 Error: $73.00 SLE: 0.08 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[91m133: Guess: $499.99 Truth: $359.95 Error: $140.04 SLE: 0.11 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $25.99 Truth: $78.40 Error: $52.41 SLE: 1.16 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[93m135: Guess: $150.00 Truth: $172.77 Error: $22.77 SLE: 0.02 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[91m136: Guess: $239.99 Truth: $316.45 Error: $76.46 SLE: 0.08 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[93m137: Guess: $119.99 Truth: $87.99 Error: $32.00 SLE: 0.09 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[91m138: Guess: $179.99 Truth: $226.63 Error: $46.64 SLE: 0.05 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[92m139: Guess: $25.99 Truth: $31.49 Error: $5.50 SLE: 0.03 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[91m140: Guess: $99.99 Truth: $196.00 Error: $96.01 SLE: 0.45 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $35.99 Truth: $78.40 Error: $42.41 SLE: 0.58 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[93m142: Guess: $150.00 Truth: $116.25 Error: $33.75 SLE: 0.06 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[93m143: Guess: $150.00 Truth: $112.78 Error: $37.22 SLE: 0.08 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[92m144: Guess: $32.99 Truth: $27.32 Error: $5.67 SLE: 0.03 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[91m145: Guess: $49.99 Truth: $145.91 Error: $95.92 SLE: 1.12 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[93m146: Guess: $149.99 Truth: $171.09 Error: $21.10 SLE: 0.02 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[91m147: Guess: $49.99 Truth: $167.95 Error: $117.96 SLE: 1.44 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[92m148: Guess: $45.99 Truth: $28.49 Error: $17.50 SLE: 0.22 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[93m149: Guess: $149.99 Truth: $122.23 Error: $27.76 SLE: 0.04 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[92m150: Guess: $49.99 Truth: $32.99 Error: $17.00 SLE: 0.16 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[92m151: Guess: $79.99 Truth: $71.20 Error: $8.79 SLE: 0.01 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[91m152: Guess: $45.99 Truth: $112.75 Error: $66.76 SLE: 0.78 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[91m153: Guess: $85.99 Truth: $142.43 Error: $56.44 SLE: 0.25 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[91m154: Guess: $249.99 Truth: $398.99 Error: $149.00 SLE: 0.22 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[91m155: Guess: $749.00 Truth: $449.00 Error: $300.00 SLE: 0.26 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[91m156: Guess: $129.99 Truth: $189.00 Error: $59.01 SLE: 0.14 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[93m157: Guess: $89.95 Truth: $120.91 Error: $30.96 SLE: 0.09 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[93m158: Guess: $239.99 Truth: $203.53 Error: $36.46 SLE: 0.03 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[92m159: Guess: $349.99 Truth: $349.99 Error: $0.00 SLE: 0.00 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[92m160: Guess: $15.99 Truth: $34.35 Error: $18.36 SLE: 0.54 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[91m161: Guess: $299.99 Truth: $384.99 Error: $85.00 SLE: 0.06 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[92m162: Guess: $219.99 Truth: $211.00 Error: $8.99 SLE: 0.00 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[93m163: Guess: $150.00 Truth: $129.00 Error: $21.00 SLE: 0.02 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $32.99 Truth: $111.45 Error: $78.46 SLE: 1.43 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $15.99 Truth: $81.12 Error: $65.13 SLE: 2.48 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $239.99 Truth: $457.08 Error: $217.09 SLE: 0.41 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[93m167: Guess: $79.99 Truth: $49.49 Error: $30.50 SLE: 0.22 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[91m168: Guess: $25.99 Truth: $80.56 Error: $54.57 SLE: 1.22 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[91m169: Guess: $179.99 Truth: $278.39 Error: $98.40 SLE: 0.19 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[91m170: Guess: $300.00 Truth: $364.50 Error: $64.50 SLE: 0.04 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[91m171: Guess: $209.99 Truth: $378.99 Error: $169.00 SLE: 0.35 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[91m172: Guess: $350.00 Truth: $165.28 Error: $184.72 SLE: 0.56 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[92m173: Guess: $43.99 Truth: $56.74 Error: $12.75 SLE: 0.06 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[91m174: Guess: $150.00 Truth: $307.95 Error: $157.95 SLE: 0.51 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[92m175: Guess: $49.99 Truth: $38.00 Error: $11.99 SLE: 0.07 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[92m176: Guess: $49.99 Truth: $53.00 Error: $3.01 SLE: 0.00 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[91m177: Guess: $599.99 Truth: $498.00 Error: $101.99 SLE: 0.03 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $150.99 Truth: $53.99 Error: $97.00 SLE: 1.03 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[91m179: Guess: $249.99 Truth: $350.00 Error: $100.01 SLE: 0.11 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[91m180: Guess: $199.99 Truth: $299.95 Error: $99.96 SLE: 0.16 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[92m181: Guess: $89.99 Truth: $94.93 Error: $4.94 SLE: 0.00 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[91m182: Guess: $299.00 Truth: $379.00 Error: $80.00 SLE: 0.06 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[92m183: Guess: $299.99 Truth: $299.95 Error: $0.04 SLE: 0.00 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[92m184: Guess: $29.99 Truth: $24.99 Error: $5.00 SLE: 0.03 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[93m185: Guess: $75.00 Truth: $41.04 Error: $33.96 SLE: 0.35 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[91m186: Guess: $199.99 Truth: $327.90 Error: $127.91 SLE: 0.24 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[92m187: Guess: $15.99 Truth: $10.99 Error: $5.00 SLE: 0.12 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[92m188: Guess: $15.99 Truth: $14.99 Error: $1.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $15.99 Truth: $84.95 Error: $68.96 SLE: 2.63 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[92m190: Guess: $129.99 Truth: $111.00 Error: $18.99 SLE: 0.02 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[91m191: Guess: $79.99 Truth: $123.73 Error: $43.74 SLE: 0.19 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $399.99 Truth: $557.38 Error: $157.39 SLE: 0.11 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $149.99 Truth: $95.55 Error: $54.44 SLE: 0.20 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[91m194: Guess: $199.99 Truth: $154.00 Error: $45.99 SLE: 0.07 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[91m195: Guess: $150.00 Truth: $198.99 Error: $48.99 SLE: 0.08 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $239.99 Truth: $430.44 Error: $190.45 SLE: 0.34 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[92m197: Guess: $25.99 Truth: $45.67 Error: $19.68 SLE: 0.30 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[91m198: Guess: $99.99 Truth: $249.00 Error: $149.01 SLE: 0.82 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[92m199: Guess: $25.99 Truth: $42.99 Error: $17.00 SLE: 0.24 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[92m200: Guess: $179.99 Truth: $181.33 Error: $1.34 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[92m201: Guess: $6.99 Truth: $6.03 Error: $0.96 SLE: 0.02 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[92m202: Guess: $39.95 Truth: $29.99 Error: $9.96 SLE: 0.08 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $500.00 Truth: $899.00 Error: $399.00 SLE: 0.34 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[91m204: Guess: $299.99 Truth: $399.99 Error: $100.00 SLE: 0.08 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[92m205: Guess: $15.99 Truth: $4.66 Error: $11.33 SLE: 1.21 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[91m206: Guess: $210.00 Truth: $261.41 Error: $51.41 SLE: 0.05 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[92m207: Guess: $120.00 Truth: $136.97 Error: $16.97 SLE: 0.02 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $129.99 Truth: $79.00 Error: $50.99 SLE: 0.24 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $199.00 Truth: $444.99 Error: $245.99 SLE: 0.64 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[91m210: Guess: $599.99 Truth: $411.94 Error: $188.05 SLE: 0.14 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[91m211: Guess: $189.99 Truth: $148.40 Error: $41.59 SLE: 0.06 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $85.00 Truth: $244.99 Error: $159.99 SLE: 1.10 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $149.99 Truth: $86.50 Error: $63.49 SLE: 0.30 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[91m214: Guess: $100.00 Truth: $297.95 Error: $197.95 SLE: 1.18 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $499.99 Truth: $399.99 Error: $100.00 SLE: 0.05 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $250.00 Truth: $599.00 Error: $349.00 SLE: 0.76 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[91m217: Guess: $29.99 Truth: $105.99 Error: $76.00 SLE: 1.54 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[92m218: Guess: $699.99 Truth: $689.00 Error: $10.99 SLE: 0.00 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[92m219: Guess: $399.00 Truth: $404.99 Error: $5.99 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[91m220: Guess: $150.00 Truth: $207.76 Error: $57.76 SLE: 0.10 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $349.99 Truth: $171.82 Error: $178.17 SLE: 0.50 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[92m222: Guess: $299.99 Truth: $293.24 Error: $6.75 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[93m223: Guess: $399.95 Truth: $374.95 Error: $25.00 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[91m224: Guess: $59.99 Truth: $111.99 Error: $52.00 SLE: 0.38 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[92m225: Guess: $32.99 Truth: $42.99 Error: $10.00 SLE: 0.07 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[93m226: Guess: $150.00 Truth: $116.71 Error: $33.29 SLE: 0.06 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[93m227: Guess: $150.00 Truth: $118.61 Error: $31.39 SLE: 0.05 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[92m228: Guess: $150.00 Truth: $147.12 Error: $2.88 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[93m229: Guess: $99.99 Truth: $119.99 Error: $20.00 SLE: 0.03 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $179.99 Truth: $369.98 Error: $189.99 SLE: 0.52 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[92m231: Guess: $299.99 Truth: $315.55 Error: $15.56 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[91m232: Guess: $299.99 Truth: $190.99 Error: $109.00 SLE: 0.20 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[91m233: Guess: $99.99 Truth: $155.00 Error: $55.01 SLE: 0.19 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[93m234: Guess: $329.99 Truth: $349.99 Error: $20.00 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[92m235: Guess: $239.99 Truth: $249.99 Error: $10.00 SLE: 0.00 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[92m236: Guess: $35.99 Truth: $42.99 Error: $7.00 SLE: 0.03 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[92m237: Guess: $19.99 Truth: $17.99 Error: $2.00 SLE: 0.01 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $315.00 Truth: $425.00 Error: $110.00 SLE: 0.09 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[92m239: Guess: $239.99 Truth: $249.99 Error: $10.00 SLE: 0.00 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[91m240: Guess: $35.99 Truth: $138.23 Error: $102.24 SLE: 1.76 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[91m241: Guess: $329.99 Truth: $414.99 Error: $85.00 SLE: 0.05 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[92m242: Guess: $150.00 Truth: $168.28 Error: $18.28 SLE: 0.01 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[92m243: Guess: $199.99 Truth: $199.99 Error: $0.00 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[92m244: Guess: $110.99 Truth: $126.70 Error: $15.71 SLE: 0.02 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[92m245: Guess: $10.99 Truth: $5.91 Error: $5.08 SLE: 0.30 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[92m246: Guess: $199.99 Truth: $193.06 Error: $6.93 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[91m247: Guess: $299.99 Truth: $249.99 Error: $50.00 SLE: 0.03 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[92m248: Guess: $59.99 Truth: $64.12 Error: $4.13 SLE: 0.00 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[91m249: Guess: $209.99 Truth: $114.99 Error: $95.00 SLE: 0.36 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $599.00 Truth: $926.00 Error: $327.00 SLE: 0.19 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "runner = TestRunner(gpt_predictor, test, \"GPT-4o-mini Prediction Accuracy\").run()" ] }, { "cell_type": "code", "execution_count": 45, "id": "c43e2865-ac54-4ea8-9d2c-bbbeedf89029", "metadata": {}, "outputs": [], "source": [ "def frontier_predictor(item):\n", " response = openai.chat.completions.create(\n", " model=\"gpt-4o-2024-08-06\", \n", " messages=messages_for(item),\n", " seed=42,\n", " max_tokens=6\n", " )\n", " reply = response.choices[0].message.content\n", " return get_price(reply)" ] }, { "cell_type": "code", "execution_count": 46, "id": "4bf517b2-9a7e-4def-93ba-f728f16d91e2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[91m1: Guess: $209.95 Truth: $374.41 Error: $164.46 SLE: 0.33 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", "\u001b[91m2: Guess: $74.99 Truth: $225.11 Error: $150.12 SLE: 1.19 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", "\u001b[92m3: Guess: $50.00 Truth: $61.68 Error: $11.68 SLE: 0.04 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", "\u001b[91m4: Guess: $450.00 Truth: $599.99 Error: $149.99 SLE: 0.08 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", "\u001b[92m5: Guess: $15.99 Truth: $16.99 Error: $1.00 SLE: 0.00 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", "\u001b[92m6: Guess: $15.99 Truth: $31.99 Error: $16.00 SLE: 0.44 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", "\u001b[93m7: Guess: $129.99 Truth: $101.79 Error: $28.20 SLE: 0.06 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", "\u001b[92m8: Guess: $299.00 Truth: $289.00 Error: $10.00 SLE: 0.00 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", "\u001b[91m9: Guess: $450.00 Truth: $635.86 Error: $185.86 SLE: 0.12 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", "\u001b[92m10: Guess: $59.99 Truth: $65.99 Error: $6.00 SLE: 0.01 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", "\u001b[91m11: Guess: $209.99 Truth: $254.21 Error: $44.22 SLE: 0.04 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", "\u001b[91m12: Guess: $367.99 Truth: $412.99 Error: $45.00 SLE: 0.01 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", "\u001b[91m13: Guess: $59.99 Truth: $205.50 Error: $145.51 SLE: 1.49 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", "\u001b[91m14: Guess: $299.99 Truth: $248.23 Error: $51.76 SLE: 0.04 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", "\u001b[91m15: Guess: $299.99 Truth: $399.00 Error: $99.01 SLE: 0.08 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", "\u001b[93m16: Guess: $350.00 Truth: $373.94 Error: $23.94 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", "\u001b[92m17: Guess: $99.99 Truth: $92.89 Error: $7.10 SLE: 0.01 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", "\u001b[92m18: Guess: $43.99 Truth: $51.99 Error: $8.00 SLE: 0.03 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", "\u001b[91m19: Guess: $100.00 Truth: $179.00 Error: $79.00 SLE: 0.33 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", "\u001b[92m20: Guess: $12.99 Truth: $19.42 Error: $6.43 SLE: 0.14 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", "\u001b[91m21: Guess: $599.00 Truth: $539.95 Error: $59.05 SLE: 0.01 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", "\u001b[92m22: Guess: $150.00 Truth: $147.67 Error: $2.33 SLE: 0.00 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", "\u001b[92m23: Guess: $37.99 Truth: $24.99 Error: $13.00 SLE: 0.16 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", "\u001b[91m24: Guess: $25.99 Truth: $149.00 Error: $123.01 SLE: 2.94 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", "\u001b[92m25: Guess: $15.99 Truth: $16.99 Error: $1.00 SLE: 0.00 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", "\u001b[92m26: Guess: $13.99 Truth: $7.99 Error: $6.00 SLE: 0.26 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", "\u001b[93m27: Guess: $229.99 Truth: $199.99 Error: $30.00 SLE: 0.02 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", "\u001b[92m28: Guess: $239.00 Truth: $251.45 Error: $12.45 SLE: 0.00 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", "\u001b[91m29: Guess: $125.00 Truth: $231.62 Error: $106.62 SLE: 0.38 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", "\u001b[91m30: Guess: $180.00 Truth: $135.00 Error: $45.00 SLE: 0.08 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", "\u001b[91m31: Guess: $280.00 Truth: $356.62 Error: $76.62 SLE: 0.06 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", "\u001b[91m32: Guess: $150.00 Truth: $257.99 Error: $107.99 SLE: 0.29 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", "\u001b[92m33: Guess: $25.99 Truth: $27.99 Error: $2.00 SLE: 0.01 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", "\u001b[91m34: Guess: $50.00 Truth: $171.20 Error: $121.20 SLE: 1.48 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", "\u001b[93m35: Guess: $249.99 Truth: $225.00 Error: $24.99 SLE: 0.01 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", "\u001b[92m36: Guess: $100.00 Truth: $105.00 Error: $5.00 SLE: 0.00 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", "\u001b[92m37: Guess: $299.99 Truth: $299.99 Error: $0.00 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", "\u001b[91m38: Guess: $625.00 Truth: $535.09 Error: $89.91 SLE: 0.02 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", "\u001b[92m39: Guess: $14.00 Truth: $12.33 Error: $1.67 SLE: 0.01 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", "\u001b[91m40: Guess: $129.99 Truth: $84.99 Error: $45.00 SLE: 0.18 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", "\u001b[92m41: Guess: $19.99 Truth: $15.99 Error: $4.00 SLE: 0.04 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", "\u001b[91m42: Guess: $18.99 Truth: $62.44 Error: $43.45 SLE: 1.33 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", "\u001b[92m43: Guess: $79.99 Truth: $82.99 Error: $3.00 SLE: 0.00 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", "\u001b[91m44: Guess: $399.99 Truth: $599.95 Error: $199.96 SLE: 0.16 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", "\u001b[91m45: Guess: $249.00 Truth: $194.99 Error: $54.01 SLE: 0.06 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", "\u001b[91m46: Guess: $399.99 Truth: $344.95 Error: $55.04 SLE: 0.02 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", "\u001b[92m47: Guess: $49.99 Truth: $37.99 Error: $12.00 SLE: 0.07 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", "\u001b[93m48: Guess: $250.00 Truth: $224.35 Error: $25.65 SLE: 0.01 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", "\u001b[91m49: Guess: $1,000.00 Truth: $814.00 Error: $186.00 SLE: 0.04 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", "\u001b[93m50: Guess: $400.00 Truth: $439.88 Error: $39.88 SLE: 0.01 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", "\u001b[91m51: Guess: $299.99 Truth: $341.43 Error: $41.44 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", "\u001b[93m52: Guess: $25.99 Truth: $46.78 Error: $20.79 SLE: 0.33 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", "\u001b[91m53: Guess: $250.00 Truth: $171.44 Error: $78.56 SLE: 0.14 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", "\u001b[92m54: Guess: $450.00 Truth: $458.00 Error: $8.00 SLE: 0.00 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", "\u001b[92m55: Guess: $129.99 Truth: $130.75 Error: $0.76 SLE: 0.00 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", "\u001b[92m56: Guess: $75.00 Truth: $83.81 Error: $8.81 SLE: 0.01 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", "\u001b[91m57: Guess: $100.00 Truth: $386.39 Error: $286.39 SLE: 1.81 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", "\u001b[92m58: Guess: $180.00 Truth: $169.00 Error: $11.00 SLE: 0.00 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", "\u001b[92m59: Guess: $25.99 Truth: $17.95 Error: $8.04 SLE: 0.13 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", "\u001b[93m60: Guess: $239.99 Truth: $269.00 Error: $29.01 SLE: 0.01 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", "\u001b[93m61: Guess: $49.99 Truth: $77.77 Error: $27.78 SLE: 0.19 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", "\u001b[91m62: Guess: $150.00 Truth: $88.99 Error: $61.01 SLE: 0.27 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", "\u001b[91m63: Guess: $300.00 Truth: $364.41 Error: $64.41 SLE: 0.04 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", "\u001b[93m64: Guess: $150.00 Truth: $127.03 Error: $22.97 SLE: 0.03 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", "\u001b[91m65: Guess: $650.00 Truth: $778.95 Error: $128.95 SLE: 0.03 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", "\u001b[91m66: Guess: $250.00 Truth: $206.66 Error: $43.34 SLE: 0.04 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", "\u001b[92m67: Guess: $49.99 Truth: $35.94 Error: $14.05 SLE: 0.10 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", "\u001b[92m68: Guess: $149.99 Truth: $149.00 Error: $0.99 SLE: 0.00 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", "\u001b[92m69: Guess: $250.00 Truth: $251.98 Error: $1.98 SLE: 0.00 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", "\u001b[92m70: Guess: $150.00 Truth: $160.00 Error: $10.00 SLE: 0.00 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", "\u001b[92m71: Guess: $39.99 Truth: $39.99 Error: $0.00 SLE: 0.00 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", "\u001b[91m72: Guess: $250.00 Truth: $362.41 Error: $112.41 SLE: 0.14 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", "\u001b[91m73: Guess: $180.00 Truth: $344.00 Error: $164.00 SLE: 0.42 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", "\u001b[92m74: Guess: $15.00 Truth: $25.09 Error: $10.09 SLE: 0.24 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", "\u001b[91m75: Guess: $75.00 Truth: $175.95 Error: $100.95 SLE: 0.71 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", "\u001b[93m76: Guess: $169.99 Truth: $132.64 Error: $37.35 SLE: 0.06 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", "\u001b[91m77: Guess: $599.99 Truth: $422.99 Error: $177.00 SLE: 0.12 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", "\u001b[91m78: Guess: $250.00 Truth: $146.48 Error: $103.52 SLE: 0.28 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", "\u001b[93m79: Guess: $135.99 Truth: $156.83 Error: $20.84 SLE: 0.02 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", "\u001b[91m80: Guess: $80.00 Truth: $251.99 Error: $171.99 SLE: 1.30 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", "\u001b[91m81: Guess: $525.00 Truth: $940.33 Error: $415.33 SLE: 0.34 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", "\u001b[93m82: Guess: $29.99 Truth: $52.99 Error: $23.00 SLE: 0.31 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", "\u001b[91m83: Guess: $299.95 Truth: $219.95 Error: $80.00 SLE: 0.10 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", "\u001b[91m84: Guess: $370.00 Truth: $441.03 Error: $71.03 SLE: 0.03 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", "\u001b[93m85: Guess: $199.99 Truth: $168.98 Error: $31.01 SLE: 0.03 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", "\u001b[92m86: Guess: $3.99 Truth: $2.49 Error: $1.50 SLE: 0.13 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", "\u001b[92m87: Guess: $79.99 Truth: $98.62 Error: $18.63 SLE: 0.04 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", "\u001b[91m88: Guess: $150.00 Truth: $256.95 Error: $106.95 SLE: 0.29 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", "\u001b[92m89: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", "\u001b[91m90: Guess: $490.00 Truth: $569.84 Error: $79.84 SLE: 0.02 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", "\u001b[91m91: Guess: $59.99 Truth: $177.99 Error: $118.00 SLE: 1.16 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", "\u001b[91m92: Guess: $799.00 Truth: $997.99 Error: $198.99 SLE: 0.05 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", "\u001b[92m93: Guess: $199.99 Truth: $219.00 Error: $19.01 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", "\u001b[91m94: Guess: $175.99 Truth: $225.55 Error: $49.56 SLE: 0.06 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", "\u001b[91m95: Guess: $1,499.00 Truth: $495.95 Error: $1,003.05 SLE: 1.22 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", "\u001b[91m96: Guess: $749.99 Truth: $942.37 Error: $192.38 SLE: 0.05 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", "\u001b[92m97: Guess: $5.99 Truth: $1.94 Error: $4.05 SLE: 0.75 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", "\u001b[92m98: Guess: $274.95 Truth: $284.34 Error: $9.39 SLE: 0.00 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", "\u001b[93m99: Guess: $150.00 Truth: $171.90 Error: $21.90 SLE: 0.02 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", "\u001b[92m100: Guess: $149.99 Truth: $144.99 Error: $5.00 SLE: 0.00 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", "\u001b[93m101: Guess: $499.99 Truth: $470.47 Error: $29.52 SLE: 0.00 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", "\u001b[91m102: Guess: $25.99 Truth: $66.95 Error: $40.96 SLE: 0.85 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", "\u001b[91m103: Guess: $60.00 Truth: $117.00 Error: $57.00 SLE: 0.44 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", "\u001b[91m104: Guess: $125.00 Truth: $172.14 Error: $47.14 SLE: 0.10 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", "\u001b[91m105: Guess: $350.00 Truth: $392.74 Error: $42.74 SLE: 0.01 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", "\u001b[92m106: Guess: $19.99 Truth: $16.99 Error: $3.00 SLE: 0.02 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", "\u001b[92m107: Guess: $0.50 Truth: $1.34 Error: $0.84 SLE: 0.20 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", "\u001b[91m108: Guess: $200.00 Truth: $349.98 Error: $149.98 SLE: 0.31 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", "\u001b[91m109: Guess: $650.00 Truth: $370.71 Error: $279.29 SLE: 0.31 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", "\u001b[92m110: Guess: $50.00 Truth: $65.88 Error: $15.88 SLE: 0.07 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", "\u001b[92m111: Guess: $229.99 Truth: $229.99 Error: $0.00 SLE: 0.00 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", "\u001b[92m112: Guess: $6.99 Truth: $9.14 Error: $2.15 SLE: 0.06 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", "\u001b[91m113: Guess: $250.00 Truth: $199.00 Error: $51.00 SLE: 0.05 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", "\u001b[93m114: Guess: $129.99 Truth: $109.99 Error: $20.00 SLE: 0.03 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", "\u001b[91m115: Guess: $450.00 Truth: $570.42 Error: $120.42 SLE: 0.06 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", "\u001b[91m116: Guess: $169.99 Truth: $279.99 Error: $110.00 SLE: 0.25 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", "\u001b[92m117: Guess: $25.99 Truth: $30.99 Error: $5.00 SLE: 0.03 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", "\u001b[92m118: Guess: $24.95 Truth: $31.99 Error: $7.04 SLE: 0.06 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", "\u001b[92m119: Guess: $15.99 Truth: $15.90 Error: $0.09 SLE: 0.00 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", "\u001b[91m120: Guess: $129.99 Truth: $45.99 Error: $84.00 SLE: 1.05 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", "\u001b[91m121: Guess: $169.99 Truth: $113.52 Error: $56.47 SLE: 0.16 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", "\u001b[92m122: Guess: $500.00 Truth: $516.99 Error: $16.99 SLE: 0.00 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", "\u001b[91m123: Guess: $120.00 Truth: $196.99 Error: $76.99 SLE: 0.24 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", "\u001b[93m124: Guess: $15.99 Truth: $46.55 Error: $30.56 SLE: 1.06 Item: Technical Precision Replacement for GE G...\u001b[0m\n", "\u001b[91m125: Guess: $274.99 Truth: $356.99 Error: $82.00 SLE: 0.07 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", "\u001b[92m126: Guess: $329.00 Truth: $319.95 Error: $9.05 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", "\u001b[92m127: Guess: $100.00 Truth: $96.06 Error: $3.94 SLE: 0.00 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", "\u001b[92m128: Guess: $179.99 Truth: $190.99 Error: $11.00 SLE: 0.00 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", "\u001b[91m129: Guess: $75.00 Truth: $257.95 Error: $182.95 SLE: 1.50 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", "\u001b[92m130: Guess: $50.00 Truth: $62.95 Error: $12.95 SLE: 0.05 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", "\u001b[92m131: Guess: $29.99 Truth: $47.66 Error: $17.67 SLE: 0.20 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", "\u001b[91m132: Guess: $299.99 Truth: $226.99 Error: $73.00 SLE: 0.08 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", "\u001b[92m133: Guess: $350.00 Truth: $359.95 Error: $9.95 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", "\u001b[91m134: Guess: $25.99 Truth: $78.40 Error: $52.41 SLE: 1.16 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", "\u001b[93m135: Guess: $150.00 Truth: $172.77 Error: $22.77 SLE: 0.02 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", "\u001b[91m136: Guess: $239.66 Truth: $316.45 Error: $76.79 SLE: 0.08 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", "\u001b[91m137: Guess: $129.99 Truth: $87.99 Error: $42.00 SLE: 0.15 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", "\u001b[93m138: Guess: $250.00 Truth: $226.63 Error: $23.37 SLE: 0.01 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", "\u001b[92m139: Guess: $32.99 Truth: $31.49 Error: $1.50 SLE: 0.00 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", "\u001b[92m140: Guess: $180.00 Truth: $196.00 Error: $16.00 SLE: 0.01 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", "\u001b[91m141: Guess: $32.99 Truth: $78.40 Error: $45.41 SLE: 0.72 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", "\u001b[93m142: Guess: $150.00 Truth: $116.25 Error: $33.75 SLE: 0.06 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", "\u001b[91m143: Guess: $180.00 Truth: $112.78 Error: $67.22 SLE: 0.22 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", "\u001b[92m144: Guess: $32.99 Truth: $27.32 Error: $5.67 SLE: 0.03 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", "\u001b[91m145: Guess: $100.99 Truth: $145.91 Error: $44.92 SLE: 0.13 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", "\u001b[91m146: Guess: $250.00 Truth: $171.09 Error: $78.91 SLE: 0.14 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", "\u001b[92m147: Guess: $149.99 Truth: $167.95 Error: $17.96 SLE: 0.01 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", "\u001b[92m148: Guess: $45.99 Truth: $28.49 Error: $17.50 SLE: 0.22 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", "\u001b[93m149: Guess: $100.00 Truth: $122.23 Error: $22.23 SLE: 0.04 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", "\u001b[92m150: Guess: $34.99 Truth: $32.99 Error: $2.00 SLE: 0.00 Item: Learning Resources Coding Critters Range...\u001b[0m\n", "\u001b[93m151: Guess: $32.99 Truth: $71.20 Error: $38.21 SLE: 0.57 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", "\u001b[93m152: Guess: $80.00 Truth: $112.75 Error: $32.75 SLE: 0.12 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", "\u001b[93m153: Guess: $120.00 Truth: $142.43 Error: $22.43 SLE: 0.03 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", "\u001b[91m154: Guess: $350.00 Truth: $398.99 Error: $48.99 SLE: 0.02 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", "\u001b[93m155: Guess: $480.00 Truth: $449.00 Error: $31.00 SLE: 0.00 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", "\u001b[92m156: Guess: $169.99 Truth: $189.00 Error: $19.01 SLE: 0.01 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", "\u001b[93m157: Guess: $149.95 Truth: $120.91 Error: $29.04 SLE: 0.05 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", "\u001b[92m158: Guess: $189.99 Truth: $203.53 Error: $13.54 SLE: 0.00 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", "\u001b[92m159: Guess: $349.99 Truth: $349.99 Error: $0.00 SLE: 0.00 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", "\u001b[93m160: Guess: $12.99 Truth: $34.35 Error: $21.36 SLE: 0.86 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", "\u001b[92m161: Guess: $399.99 Truth: $384.99 Error: $15.00 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", "\u001b[93m162: Guess: $180.00 Truth: $211.00 Error: $31.00 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", "\u001b[93m163: Guess: $150.00 Truth: $129.00 Error: $21.00 SLE: 0.02 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", "\u001b[91m164: Guess: $32.99 Truth: $111.45 Error: $78.46 SLE: 1.43 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", "\u001b[91m165: Guess: $32.99 Truth: $81.12 Error: $48.13 SLE: 0.78 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", "\u001b[91m166: Guess: $329.99 Truth: $457.08 Error: $127.09 SLE: 0.11 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", "\u001b[91m167: Guess: $99.99 Truth: $49.49 Error: $50.50 SLE: 0.48 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", "\u001b[93m168: Guess: $45.99 Truth: $80.56 Error: $34.57 SLE: 0.30 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", "\u001b[91m169: Guess: $370.00 Truth: $278.39 Error: $91.61 SLE: 0.08 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", "\u001b[91m170: Guess: $280.00 Truth: $364.50 Error: $84.50 SLE: 0.07 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", "\u001b[91m171: Guess: $296.99 Truth: $378.99 Error: $82.00 SLE: 0.06 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", "\u001b[92m172: Guess: $150.00 Truth: $165.28 Error: $15.28 SLE: 0.01 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", "\u001b[92m173: Guess: $45.99 Truth: $56.74 Error: $10.75 SLE: 0.04 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", "\u001b[91m174: Guess: $175.00 Truth: $307.95 Error: $132.95 SLE: 0.32 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", "\u001b[93m175: Guess: $65.00 Truth: $38.00 Error: $27.00 SLE: 0.28 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", "\u001b[92m176: Guess: $59.99 Truth: $53.00 Error: $6.99 SLE: 0.01 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", "\u001b[92m177: Guess: $500.00 Truth: $498.00 Error: $2.00 SLE: 0.00 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", "\u001b[91m178: Guess: $100.00 Truth: $53.99 Error: $46.01 SLE: 0.37 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", "\u001b[91m179: Guess: $250.00 Truth: $350.00 Error: $100.00 SLE: 0.11 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", "\u001b[91m180: Guess: $199.99 Truth: $299.95 Error: $99.96 SLE: 0.16 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", "\u001b[92m181: Guess: $80.00 Truth: $94.93 Error: $14.93 SLE: 0.03 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", "\u001b[93m182: Guess: $399.00 Truth: $379.00 Error: $20.00 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", "\u001b[91m183: Guess: $250.00 Truth: $299.95 Error: $49.95 SLE: 0.03 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", "\u001b[92m184: Guess: $29.99 Truth: $24.99 Error: $5.00 SLE: 0.03 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", "\u001b[92m185: Guess: $32.99 Truth: $41.04 Error: $8.05 SLE: 0.05 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", "\u001b[93m186: Guess: $299.99 Truth: $327.90 Error: $27.91 SLE: 0.01 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", "\u001b[92m187: Guess: $14.99 Truth: $10.99 Error: $4.00 SLE: 0.08 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", "\u001b[92m188: Guess: $14.99 Truth: $14.99 Error: $0.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", "\u001b[91m189: Guess: $15.99 Truth: $84.95 Error: $68.96 SLE: 2.63 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", "\u001b[93m190: Guess: $79.99 Truth: $111.00 Error: $31.01 SLE: 0.11 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", "\u001b[93m191: Guess: $85.99 Truth: $123.73 Error: $37.74 SLE: 0.13 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", "\u001b[91m192: Guess: $500.00 Truth: $557.38 Error: $57.38 SLE: 0.01 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", "\u001b[91m193: Guess: $250.00 Truth: $95.55 Error: $154.45 SLE: 0.91 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", "\u001b[92m194: Guess: $149.99 Truth: $154.00 Error: $4.01 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", "\u001b[91m195: Guess: $150.00 Truth: $198.99 Error: $48.99 SLE: 0.08 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", "\u001b[91m196: Guess: $129.99 Truth: $430.44 Error: $300.45 SLE: 1.42 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", "\u001b[93m197: Guess: $15.99 Truth: $45.67 Error: $29.68 SLE: 1.02 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", "\u001b[91m198: Guess: $150.00 Truth: $249.00 Error: $99.00 SLE: 0.25 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", "\u001b[92m199: Guess: $45.99 Truth: $42.99 Error: $3.00 SLE: 0.00 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", "\u001b[93m200: Guess: $150.00 Truth: $181.33 Error: $31.33 SLE: 0.04 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", "\u001b[92m201: Guess: $2.99 Truth: $6.03 Error: $3.04 SLE: 0.32 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", "\u001b[92m202: Guess: $30.00 Truth: $29.99 Error: $0.01 SLE: 0.00 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", "\u001b[91m203: Guess: $500.00 Truth: $899.00 Error: $399.00 SLE: 0.34 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", "\u001b[92m204: Guess: $399.99 Truth: $399.99 Error: $0.00 SLE: 0.00 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", "\u001b[93m205: Guess: $32.99 Truth: $4.66 Error: $28.33 SLE: 3.21 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", "\u001b[91m206: Guess: $315.00 Truth: $261.41 Error: $53.59 SLE: 0.03 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", "\u001b[92m207: Guess: $134.99 Truth: $136.97 Error: $1.98 SLE: 0.00 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", "\u001b[91m208: Guess: $180.00 Truth: $79.00 Error: $101.00 SLE: 0.67 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", "\u001b[91m209: Guess: $400.00 Truth: $444.99 Error: $44.99 SLE: 0.01 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", "\u001b[92m210: Guess: $399.99 Truth: $411.94 Error: $11.95 SLE: 0.00 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", "\u001b[92m211: Guess: $165.00 Truth: $148.40 Error: $16.60 SLE: 0.01 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", "\u001b[91m212: Guess: $65.00 Truth: $244.99 Error: $179.99 SLE: 1.73 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", "\u001b[91m213: Guess: $150.00 Truth: $86.50 Error: $63.50 SLE: 0.30 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", "\u001b[91m214: Guess: $100.00 Truth: $297.95 Error: $197.95 SLE: 1.18 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", "\u001b[91m215: Guess: $490.00 Truth: $399.99 Error: $90.01 SLE: 0.04 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", "\u001b[91m216: Guess: $450.00 Truth: $599.00 Error: $149.00 SLE: 0.08 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", "\u001b[93m217: Guess: $75.00 Truth: $105.99 Error: $30.99 SLE: 0.12 Item: Barbie Top Model Doll\u001b[0m\n", "\u001b[91m218: Guess: $749.99 Truth: $689.00 Error: $60.99 SLE: 0.01 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", "\u001b[92m219: Guess: $399.00 Truth: $404.99 Error: $5.99 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", "\u001b[93m220: Guess: $180.00 Truth: $207.76 Error: $27.76 SLE: 0.02 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", "\u001b[91m221: Guess: $275.00 Truth: $171.82 Error: $103.18 SLE: 0.22 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", "\u001b[92m222: Guess: $299.99 Truth: $293.24 Error: $6.75 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", "\u001b[93m223: Guess: $399.95 Truth: $374.95 Error: $25.00 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", "\u001b[91m224: Guess: $69.99 Truth: $111.99 Error: $42.00 SLE: 0.22 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", "\u001b[92m225: Guess: $32.99 Truth: $42.99 Error: $10.00 SLE: 0.07 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", "\u001b[91m226: Guess: $180.00 Truth: $116.71 Error: $63.29 SLE: 0.19 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", "\u001b[91m227: Guess: $175.99 Truth: $118.61 Error: $57.38 SLE: 0.15 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", "\u001b[92m228: Guess: $150.00 Truth: $147.12 Error: $2.88 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", "\u001b[92m229: Guess: $129.99 Truth: $119.99 Error: $10.00 SLE: 0.01 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", "\u001b[91m230: Guess: $299.99 Truth: $369.98 Error: $69.99 SLE: 0.04 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", "\u001b[91m231: Guess: $269.95 Truth: $315.55 Error: $45.60 SLE: 0.02 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", "\u001b[92m232: Guess: $179.99 Truth: $190.99 Error: $11.00 SLE: 0.00 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", "\u001b[93m233: Guess: $180.00 Truth: $155.00 Error: $25.00 SLE: 0.02 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", "\u001b[91m234: Guess: $399.99 Truth: $349.99 Error: $50.00 SLE: 0.02 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", "\u001b[91m235: Guess: $329.99 Truth: $249.99 Error: $80.00 SLE: 0.08 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", "\u001b[92m236: Guess: $35.99 Truth: $42.99 Error: $7.00 SLE: 0.03 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", "\u001b[92m237: Guess: $16.99 Truth: $17.99 Error: $1.00 SLE: 0.00 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", "\u001b[91m238: Guess: $350.00 Truth: $425.00 Error: $75.00 SLE: 0.04 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", "\u001b[93m239: Guess: $229.99 Truth: $249.99 Error: $20.00 SLE: 0.01 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", "\u001b[91m240: Guess: $30.00 Truth: $138.23 Error: $108.23 SLE: 2.26 Item: Schmidt Spiele - Manhattan\u001b[0m\n", "\u001b[92m241: Guess: $399.99 Truth: $414.99 Error: $15.00 SLE: 0.00 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", "\u001b[92m242: Guess: $150.00 Truth: $168.28 Error: $18.28 SLE: 0.01 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", "\u001b[91m243: Guess: $299.99 Truth: $199.99 Error: $100.00 SLE: 0.16 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", "\u001b[93m244: Guess: $150.00 Truth: $126.70 Error: $23.30 SLE: 0.03 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", "\u001b[92m245: Guess: $10.99 Truth: $5.91 Error: $5.08 SLE: 0.30 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", "\u001b[93m246: Guess: $229.99 Truth: $193.06 Error: $36.93 SLE: 0.03 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", "\u001b[91m247: Guess: $299.99 Truth: $249.99 Error: $50.00 SLE: 0.03 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", "\u001b[92m248: Guess: $50.00 Truth: $64.12 Error: $14.12 SLE: 0.06 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", "\u001b[93m249: Guess: $150.00 Truth: $114.99 Error: $35.01 SLE: 0.07 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", "\u001b[91m250: Guess: $999.00 Truth: $926.00 Error: $73.00 SLE: 0.01 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "runner = TestRunner(frontier_predictor, test, \"GPT-4o Frontier Prediction\").run()" ] }, { "cell_type": "code", "execution_count": 47, "id": "059b6c74-917f-4cb1-b810-ce70735a57be", "metadata": {}, "outputs": [], "source": [ "train_prompts = [item.prompt for item in train]\n", "train_prices = [item.price for item in train]\n", "test_prompts = [item.test_prompt() for item in test]\n", "test_prices = [item.price for item in test]" ] }, { "cell_type": "code", "execution_count": 50, "id": "b8ba48cb-da5e-4ddb-8955-8a94e62ea8e0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'How much does this cost to the nearest dollar?\\n\\nDorman Front Washer Fluid Reservoir Compatible with Select Ford/Lincoln/Mercury Models\\nThis washer fluid reservoir is designed to match the fit and function of the original equipment reservoir. It is engineered to withstand the stresses of underhood heat and engine vibration on specified vehicle makes, models, and years. This part is compatible with the following vehicles. Before purchasing, enter your vehicle trim in the garage tool to confirm fitment. Ford Explorer 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010 - Lincoln Aviator 2003, 2004, 2005 - Mercury Mountaineer 2002, 2003, 2004, 2005, \\n\\nPrice is $'" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_prompts[2]" ] }, { "cell_type": "code", "execution_count": 51, "id": "f9ee2e90-79b6-4232-b955-b1c67bc3d600", "metadata": {}, "outputs": [], "source": [ "# Create a Dataset from the lists\n", "train_dataset = Dataset.from_dict({\"text\": train_prompts, \"price\": train_prices})\n", "test_dataset = Dataset.from_dict({\"text\": test_prompts, \"price\": test_prices})\n", "dataset = DatasetDict({\n", " \"train\": train_dataset,\n", " \"test\": test_dataset\n", "})" ] }, { "cell_type": "code", "execution_count": 52, "id": "e69e26a5-4b24-4e0f-8944-731c534b285b", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a36a1255a7ee40169af4b99eb723659b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Uploading the dataset shards: 0%| | 0/1 [00:00