838 lines
764 KiB
Plaintext
838 lines
764 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "d9b9eaa6-a12f-4cf8-a4c5-e8ac2c15d15b",
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"metadata": {},
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"source": [
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"# 🔍 Predicting Item Prices from Descriptions (Part 2)\n",
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"---\n",
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"- Data Curation & Preprocessing\n",
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"- ➡️ Model Benchmarking – Traditional ML vs LLMs\n",
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"- E5 Embeddings & RAG\n",
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"- Fine-Tuning GPT-4o Mini\n",
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"- Evaluating LLaMA 3.1 8B Quantized\n",
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"- Fine-Tuning LLaMA 3.1 with QLoRA\n",
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"- Evaluating Fine-Tuned LLaMA \n",
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"- Summary & Leaderboard\n",
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"\n",
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"--- \n",
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"\n",
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"# ⚔️ Part 2: Traditional ML vs LLMs\n",
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"\n",
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"- Tasks:\n",
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" - Vectorize text (BoW, Word2Vec)\n",
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" - Train SVR, LR, XGBoost models\n",
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" - Predict with LLMs (GPT-4o, Claude, LLaMA…)\n",
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" - Compare traditional ML vs LLMs\n",
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" \n",
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"📊 Which model predicts prices best? Let’s find out.\n",
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"\n",
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"- 🧑💻 Skill Level: Advanced\n",
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"- ⚙️ Hardware: ✅ CPU is sufficient — no GPU required\n",
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"- 🛠️ Requirements: 🔑 HF Token, Open API Key, Anthropic API key, Groq API key\n",
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"\n",
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"⚠️ This notebook assumes you're familiar with NLP techniques (e.g., converting text to vectors using Bag-of-Words or Word2Vec) and traditional ML models (like SVR, Logistic Regression, XGBoost) along with basic evaluation metrics.\n",
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"\n",
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"---\n",
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"📢 Find more LLM notebooks on my [GitHub repository](https://github.com/lisekarimi/lexo)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "4ce6a892-b357-4132-b9c0-a3142a0244c8",
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"metadata": {},
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"outputs": [],
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"source": [
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"# imports\n",
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"\n",
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"import os\n",
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"import importlib\n",
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"import re\n",
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"import csv\n",
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"import tiktoken\n",
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"import math\n",
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"from datasets import load_dataset\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"from sklearn.linear_model import LinearRegression\n",
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"from sklearn.feature_extraction.text import CountVectorizer\n",
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"from gensim.models import Word2Vec\n",
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"from gensim.utils import simple_preprocess\n",
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"from sklearn.svm import LinearSVR\n",
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"import xgboost as xgb\n",
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"from dotenv import load_dotenv\n",
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"from openai import OpenAI\n",
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"from anthropic import Anthropic"
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]
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},
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{
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"cell_type": "markdown",
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"id": "6f82b230-2e03-4b1e-9be5-926fcd19acbe",
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"metadata": {},
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"source": [
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"## 📥 Load Dataset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "4292a45d",
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"metadata": {},
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"outputs": [],
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"source": [
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"# #If you face NotImplementedError: Loading a dataset cached in a LocalFileSystem is not supported run:\n",
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"# %pip install -U datasets"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "55f1495b-f343-4152-8739-3a99f5ac405d",
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"metadata": {},
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"outputs": [],
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"source": [
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"HF_USER = \"lisekarimi\"\n",
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"DATASET_NAME = f\"{HF_USER}/pricer-data\"\n",
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"\n",
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"dataset = load_dataset(DATASET_NAME)\n",
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"train = dataset['train']\n",
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"test = dataset['test']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "85880d79-f1ba-4ee8-a039-b6acea84562c",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(train[0][\"text\"])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "88842541-d73b-4fae-a550-6dedf8fab633",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(train[0][\"price\"])"
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]
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},
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{
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"cell_type": "markdown",
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"id": "1e3501c5-a52d-4ace-a988-b86b7e7dbb31",
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"metadata": {},
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"source": [
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"## 🛠️ Prepare Data for models"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "0a87cd82-127b-4a66-9ad9-90978a2376b5",
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"metadata": {},
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"outputs": [],
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"source": [
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"def mask_price_value(text):\n",
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" return re.sub(r\"(\\n\\nPrice is \\$).*\", r\"\\1\", text)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "84ad6155-2708-4810-80a6-7efcf3bbd886",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Extract prices\n",
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"prices = np.array([float(datapoint[\"price\"]) for datapoint in train])\n",
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"\n",
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"# Extract cleaned prompts\n",
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"documents = [mask_price_value(datapoint[\"text\"]) for datapoint in train]\n",
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"\n",
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"# Set random seed for reproducibility\n",
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"np.random.seed(42)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "c1c82371-5e92-4354-a064-38db1b6a8339",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(documents[0])"
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]
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},
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{
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"cell_type": "markdown",
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"id": "f05dd862-cc64-43d3-a0c3-c3a16d66e1bf",
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"metadata": {},
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"source": [
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"## 📊 Model Evaluation with testing.py\n",
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"\n",
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"- Runs predictions and computes errors on test data\n",
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"- Metrics: Absolute error, RMSLE, and hit rate\n",
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"- Visual: Scatter plot of predicted vs. actual prices (color-coded)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "45965754-7107-4023-bb33-81730b73db2e",
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"metadata": {},
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"outputs": [],
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"source": [
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"import helpers.testing\n",
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"importlib.reload(helpers.testing)\n",
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"\n",
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"from helpers.testing import Tester # noqa: E402\n",
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"\n",
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"results = {} # Store each model's tester to compare and find the best performer"
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]
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},
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{
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"cell_type": "markdown",
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"id": "2d8b08a8-f0a3-468f-91ea-7da60aecc32a",
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"metadata": {},
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"source": [
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"## 🎯 Price Prediction with Traditional ML"
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]
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},
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{
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"cell_type": "markdown",
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"id": "35475efe-0751-443a-9605-89e2025c3eb4",
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"metadata": {},
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"source": [
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"## Bag-of-Words + Linear Regression"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "ded239d6-4dca-439b-8748-67aa2d2fa2a9",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Use the CountVectorizer for a Bag of Words model\n",
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"vectorizer = CountVectorizer(max_features=1000, stop_words='english')\n",
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"X = vectorizer.fit_transform(documents)\n",
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"regressor = LinearRegression()\n",
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"regressor.fit(X, prices)\n",
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"\n",
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"def bow_lr_pricer(datapoint):\n",
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" x = vectorizer.transform([mask_price_value(datapoint[\"text\"])])\n",
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" return max(regressor.predict(x)[0], 0)\n",
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"\n",
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"tester = Tester(bow_lr_pricer, test)\n",
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"tester.run()\n",
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"results[\"Bag of Words LR\"] = tester"
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]
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},
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{
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"attachments": {
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"image.png": {
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"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "4b861fe5",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "25dfc7c6-a258-4b56-8c02-f01003c4674d",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Word2Vec + Linear Regression"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "efa22fd1-e81d-4142-b0a1-f1399c7a98a3",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Preprocess the documents\n",
|
||
"processed_docs = [simple_preprocess(doc) for doc in documents]\n",
|
||
"\n",
|
||
"# Train Word2Vec model\n",
|
||
"w2v_model = Word2Vec(sentences=processed_docs, vector_size=400, window=5, min_count=1, workers=4)\n",
|
||
"\n",
|
||
"# This step of averaging vectors across the document is a weakness in our approach\n",
|
||
"\n",
|
||
"def document_vector(doc):\n",
|
||
" doc_words = simple_preprocess(doc)\n",
|
||
" word_vectors = [w2v_model.wv[word] for word in doc_words if word in w2v_model.wv]\n",
|
||
" return np.mean(word_vectors, axis=0) if word_vectors else np.zeros(w2v_model.vector_size)\n",
|
||
"\n",
|
||
"# Create feature matrix\n",
|
||
"X_w2v = np.array([document_vector(doc) for doc in documents])\n",
|
||
"\n",
|
||
"# Run Linear Regression on word2vec\n",
|
||
"\n",
|
||
"word2vec_lr_regressor = LinearRegression()\n",
|
||
"word2vec_lr_regressor.fit(X_w2v, prices)\n",
|
||
"\n",
|
||
"def word2vec_lr_pricer(datapoint):\n",
|
||
" doc = mask_price_value(datapoint[\"text\"])\n",
|
||
" vec = document_vector(doc)\n",
|
||
" return max(0, word2vec_lr_regressor.predict([vec])[0])\n",
|
||
"\n",
|
||
"tester = Tester(word2vec_lr_pricer, test)\n",
|
||
"tester.run()\n",
|
||
"results[\"Word2Vec LR\"] = tester"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "daaf6101",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "5f1fe808-f80e-4d15-8ec7-d31710cf68c5",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Word2Vec + Linear SVR"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "35d01455-6619-4f29-8f95-90c03763407e",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"svr_regressor = LinearSVR()\n",
|
||
"svr_regressor.fit(X_w2v, prices)\n",
|
||
"\n",
|
||
"def svr_pricer(datapoint):\n",
|
||
" np.random.seed(42)\n",
|
||
" doc = mask_price_value(datapoint[\"text\"])\n",
|
||
" doc_vector = document_vector(doc)\n",
|
||
" return max(float(svr_regressor.predict([doc_vector])[0]),0)\n",
|
||
"\n",
|
||
"tester = Tester(svr_pricer, test)\n",
|
||
"tester.run()\n",
|
||
"results[\"Word2Vec SVR\"] = tester"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "48cb9c88",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "469ca205-3e5e-4aca-8b77-53f6acd92e40",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Word2Vec + XGBoost "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a55acfe0-9633-45aa-a4c4-96b434a5a43b",
|
||
"metadata": {},
|
||
"source": [
|
||
"I initially tried Random Forest, but it struggled with high training time and didn’t scale well with this data.\n",
|
||
"That’s why I opted for XGBoost — it’s faster, handles large datasets efficiently, and often delivers better performance on structured data."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "b0e3e1d7-2e62-4866-924e-7ed4483db8bc",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"xgb_model = xgb.XGBRegressor(n_estimators=100, random_state=42, n_jobs=-1, verbosity=0)\n",
|
||
"xgb_model.fit(X_w2v, prices)\n",
|
||
"\n",
|
||
"def xgboost_pricer(datapoint):\n",
|
||
" doc = mask_price_value(datapoint[\"text\"])\n",
|
||
" doc_vector = document_vector(doc)\n",
|
||
" return max(0, xgb_model.predict([doc_vector])[0])\n",
|
||
"\n",
|
||
"tester = Tester(xgboost_pricer, test)\n",
|
||
"tester.run()\n",
|
||
"results[\"Word2Vec XGBoost\"] = tester\n"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "d35050fa",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "4db1051d-9a7e-4cec-87fc-0d77fd858ced",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 🚀 Price Prediction with Frontier LLMs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "0ef3fa58-87b7-4c30-8088-1a4999f0d25a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"load_dotenv(override=True)\n",
|
||
"\n",
|
||
"# Get API keys from environment\n",
|
||
"openai_api_key = os.getenv('OPENAI_API_KEY')\n",
|
||
"if not openai_api_key:\n",
|
||
" print(\"❌ OPENAI_API_KEY is missing\")\n",
|
||
"\n",
|
||
"anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n",
|
||
"if not anthropic_api_key:\n",
|
||
" print(\"❌ ANTHROPIC_API_KEY is missing\")\n",
|
||
"\n",
|
||
"groq_api_key = os.getenv('GROQ_API_KEY')\n",
|
||
"if not groq_api_key:\n",
|
||
" print(\"❌ GROQ_API_KEY is missing\")\n",
|
||
"\n",
|
||
"# Initialize clients\n",
|
||
"openai = OpenAI(api_key=openai_api_key)\n",
|
||
"claude = Anthropic(api_key=anthropic_api_key)\n",
|
||
"groq = OpenAI(api_key=groq_api_key, base_url=\"https://api.groq.com/openai/v1\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "d86b3bca-513b-4621-8c66-4b89c134b895",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def messages_for(datapoint):\n",
|
||
" system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n",
|
||
" user_prompt = mask_price_value(datapoint[\"text\"]).replace(\" to the nearest dollar\", \"\").replace(\"\\n\\nPrice is $\",\"\")\n",
|
||
" return [\n",
|
||
" {\"role\": \"system\", \"content\": system_message},\n",
|
||
" {\"role\": \"user\", \"content\": user_prompt},\n",
|
||
" {\"role\": \"assistant\", \"content\": \"Price is $\"}\n",
|
||
" ]\n",
|
||
"\n",
|
||
"messages_for(train[0])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "f502d428-98aa-4160-bebe-726efcce5c65",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# A utility function to extract the price from a string\n",
|
||
"\n",
|
||
"def get_price(s):\n",
|
||
" s = s.replace('$','').replace(',','')\n",
|
||
" match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
|
||
" return float(match.group()) if match else 0\n",
|
||
"\n",
|
||
"get_price(\"The price is roughly $99.99 because blah blah\") # Testing"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "3845eda0-d37d-4605-a00f-83b1d8fc6945",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# A utility function to Count the tokens before passing the prompt to the model\n",
|
||
"\n",
|
||
"def count_tokens(messages):\n",
|
||
" encoding = tiktoken.get_encoding(\"cl100k_base\")\n",
|
||
" token_count = sum(len(encoding.encode(message['content'])) for message in messages)\n",
|
||
" return token_count\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "4737e678-5d57-4dee-984b-ae5c56f9542d",
|
||
"metadata": {},
|
||
"source": [
|
||
"### gpt-4o-mini"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "dca067d0-a4ff-4a48-bb74-d2914f3704b7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Count tokens once before running\n",
|
||
"total_tokens = 0\n",
|
||
"for datapoint in train:\n",
|
||
" messages = messages_for(datapoint)\n",
|
||
" total_tokens += count_tokens(messages)\n",
|
||
"print(f\"Total tokens: {total_tokens}\")\n",
|
||
"\n",
|
||
"def gpt_4o_mini(datapoint):\n",
|
||
" messages = messages_for(datapoint)\n",
|
||
" response = openai.chat.completions.create(\n",
|
||
" model=\"gpt-4o-mini\",\n",
|
||
" messages=messages,\n",
|
||
" seed=42,\n",
|
||
" max_tokens=5\n",
|
||
" )\n",
|
||
" reply = response.choices[0].message.content\n",
|
||
" return get_price(reply)\n",
|
||
"\n",
|
||
"tester = Tester(gpt_4o_mini, test)\n",
|
||
"tester.run()\n",
|
||
"results[\"gpt 4o mini\"] = tester"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "5c4c8ee4",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "00a72937-9cde-472c-bd22-84996a42ab4c",
|
||
"metadata": {},
|
||
"source": [
|
||
"### gpt 4o (the big guy 😎)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "20d18e1a-ccbf-4481-84ed-16b1c5760176",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def gpt_4o_frontier(datapoint):\n",
|
||
" response = openai.chat.completions.create(\n",
|
||
" model=\"gpt-4o\",\n",
|
||
" messages=messages_for(datapoint),\n",
|
||
" seed=42,\n",
|
||
" max_tokens=5\n",
|
||
" )\n",
|
||
" reply = response.choices[0].message.content\n",
|
||
" return get_price(reply)\n",
|
||
"\n",
|
||
"tester = Tester(gpt_4o_frontier, test)\n",
|
||
"tester.run()\n",
|
||
"results[\"gpt 4o (the big guy)\"] = tester"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "0c307928",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "20af42a7-8889-4091-bee9-80aeaf63816f",
|
||
"metadata": {},
|
||
"source": [
|
||
"### claude 3.7 Sonnet"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "f4e343ef-2097-4395-86b2-90c489f133fe",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def claude_3_point_7_sonnet(datapoint):\n",
|
||
" messages = messages_for(datapoint)\n",
|
||
" system_message = messages[0]['content']\n",
|
||
" messages = messages[1:]\n",
|
||
" response = claude.messages.create(\n",
|
||
" model=\"claude-3-7-sonnet-20250219\",\n",
|
||
" max_tokens=5,\n",
|
||
" system=system_message,\n",
|
||
" messages=messages\n",
|
||
" )\n",
|
||
" reply = response.content[0].text\n",
|
||
" return get_price(reply)\n",
|
||
"\n",
|
||
"tester = Tester(claude_3_point_7_sonnet, test)\n",
|
||
"tester.run()\n",
|
||
"results[\"claude 3.7 sonnet\"] = tester"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "fdbba849",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "0ff3a6bd-99b8-438e-abc1-295bf0bb9961",
|
||
"metadata": {},
|
||
"source": [
|
||
"### groq model"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "58a0c852-0811-4156-9c08-fa5bf4b54cd2",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def llama3_groq_pricer(datapoint):\n",
|
||
" response = groq.chat.completions.create(\n",
|
||
" model=\"llama3-70b-8192\",\n",
|
||
" messages=messages_for(datapoint),\n",
|
||
" max_tokens=5,\n",
|
||
" seed=42\n",
|
||
" )\n",
|
||
" reply = response.choices[0].message.content\n",
|
||
" return get_price(reply)\n",
|
||
"\n",
|
||
"tester = Tester(llama3_groq_pricer, test)\n",
|
||
"tester.run()\n",
|
||
"results[\"llama3-70b-8192\"] = tester"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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kNJ0Skf6dva1aterXr1++h+D/kRRt6k+IvR4/fuzh4TFt2jS+RL92euDAAQsLixs3bjz5iXhqOiWitLS0t99+Wxyxe/fujx49Eofz9/fnzyE/ubOD/21u2LBhPXr0EBtgAgIQqMoCSKdVefRx7hCowAKFT6cqlWr+/PnNmze3sLAQvy298cYb/OT5b1rS6uVPP/0kq5/wopP4Rf/KlStvv/02f3GlaPDcuXNSzSePIJ4/f37Xrl2vv/56tWrVgoKCpGvFtH46vXr1qmjzyd284kFQxlj//v3Fjunp6SYmJqNGjRJLiIhXXW7dukVEtWrV6tOnj3QtT2vit17pqifT+vGvS5cu4k0znp6e1atXl+0iTacff/yxtbV1vlHq66+/NjExSUhIEJFbpVJ17NhRPOCXb+OyY/HuHT169KLkw39XFr/oi7848H35Ln/99ZdoasqUKYyxBw8eiCVardbOzo7fqMxLRu3atRNr+YRSqZQcUz4p9Vy6dKmVlVXNmjWtrKymTZt25MgRWVN89qnp9NGjR61bt35Sz5Te/yxt6tChQ5aWlu+//74oGErX8umjR4+amJj079//9u3b8fHxM2bMMDMzY4wtXLhQf2MiOn/+vKmpqfSPMrLNpO/s5ZeoCDN8S5FO+Ut627dvr1KpXF1d58yZ8+RpW1k65Y/1+vv7T5o06ZVXXuE/mz4+PvpNybrBh6lr166ykeDPMfJcJFslmxWvKbKwsBgxYoS0fZ5ORc1fuko6/ejRIysrq3xvyE9PT7948eLJkydXrFhRp06dl19+uaAHnjnXuHHjZN0bN26c9K9IT02nn3/+Ob8LPSgoSPakdGJioqxx2aw4KR8fH+mbcmXplD+POmPGDL79U9Npbm7um2++6e7uvm7dulOnTm3atKlx48bt27dPSUkRR8zOzr5161Z6ejoRnTx50tbWNiIiIjMz08fHp3bt2u7u7r6+vgYub9EOJiAAgcongHRa+cYUZwSBKiFQ+HQ6ZswYU1PTadOmBQYGnj9//uLFi23atBEPTOr/pqXfMs85PCjeuXPHzs6uffv2v/zyy+nTpy9evMifzywof6pUqlatWrVu3TrfUeEvC5Fm48zMTP4b5JdffilLp9IsGhsbyxgT9SLe+C+//CLeY/SksPPFF19ID7p69Wrpb73SVU+mpfHv2rVrsqe/PD09W7RoIdtFmk579OjRsGFD2QZ8lr8mRxq5+bTYPt/GZU1Jh0C2SqRTaVH0yTZ8F2kWHTZsmLm5uWz35557ThRtFArFW2+9JdugkHf28r3i4uI2b97s6OjYsWNHExOTLl26iD9qiGYNp9OkpKT27du7uLhIc7XYl4gCAwOtra179+4tUpZ0rXR648aNLi4uXLtFixb8oUrxmiXplny6WbNm4k8G+ms9PT2fe+65ixcvXrhwYdeuXW3atGGMSYOcNJ3++eefT447a9YsU1PTmJiYfNOp9BB37txp0aIFY+zmzZtiQA18o0y+yZA3WPjbWYt8Z++KFSsYY0/9Zpdz584xxpYuXSo9UzEt5RILn1RHDTx3mm/tND09febMmfxmDWtr6759+4aFhT0Txfnz501MTPz9/ZP/+bi7u3t5eSUnJ/Ob3n18fDw8POLj4/n6/fv3M8Y2bdqUnJycb4Dk/6mRft3X7du3+fUgPVM+nZOT06xZM/589YwZM9q1axcXFxcWFubm5rZhwwb97bEEAhCo9AJIp5V+iHGCEKicAvoZUpwn/7VPfN9p9erVhw4dKtYSkZubW5HTKf/FNDo6WjTI77EsKJ0S0eDBg62trcX20gkDb0WS5TH+ViSxb3p6uqmpqTSvitopf6S2aLVTUaoVB+IT+s8cyt6KZKB2+tVXX5mYmPz555+yuo14N1W+jcs6INOQrc33F339XQqqnYpX+MhKRuLcecDL99/izl5pl/hzp/xG4m+//Va6qqB39vJteDStXr269EtEpLvzaOrl5SWelZWu1Z9WqVQhISHh4eFEtGDBAhMTE+mlK9u+adOmHTt2lC0Us7JhSkxMdP37I+K3bBSaNm1qamrq5eXFW9CvnYqW+cTy5csZYzt37ixmOuV/b8p3sPhCUe7u2bNns2bNpN349ttvn3xNzr1796QL9adbt27t6uqqUqn0V0mXqNVqU1NTWXlWbCDjEsufNZ2KHePj4/38/FxdXcWrnvh/JA1Q8H0NbLZs2TLDN7dLXyomejJ8+HAzMzPZnRQuLi7vv/++2EZM+Pr6tmrVit+T/8ILL/zwww981YQJE/LdXuyICQhAoLIKIJ1W1pHFeUGgkgsUPp06OztLny7jLz4pcjr94YcfpO8p1Wq1HTp0YIwVlE6zsrKevMe1VatWBY0H/0YZaQ2KbykLV7J0SkSdOnWqXbu2uJdPo9E8//zz9erVK85zp0VOp/y50/Xr1+ufJi+j8dShv5b/7iv9qpJ8t5FpyLbJ9xd9/V3++OMPWS2Lv1VVPC6bbzot5J290iIST6dZWVmmpqay+40NpFMeTZ2cnKRFJ+mZ/vHHH9bW1j169BBf4iJda3g6JSXFw8OjoAcU+ePBpqam48ePL6gdWTp9coct/xkUbxWWjcIvv/zCv9OSNyhNp2lpaSLTisMNHz6cMXb69OliptO0tDTZ30Fks6LmzL/xRdyTr1KpWrZsKXvRseiemOAvHBZPTYvl+hPHjh1jjH3//ff6qwyco+F06uzs/OGHH+bbIF/IH5vntxMX8s7euLi4IN2Pq6trx44dg4KCYmNjiejq1avS9cuWLXuSeGfNmhUUFJRvROdvkxawRBQaGsoY07+6lEqljY2NeI90+/btxV9zvvzyy/fee8/AmWIVBCBQWQWQTivryOK8IFDJBfhvxosWLdql+8nIyOC/JYva6eDBg62srJYtW3bs2LHvvvuuZs2a9erVK3I6vXXrlqWlZffu3Q8dOvTbb7/17NmzcePG0nTaqVOnb7/9du/evUFBQX5+fh06dDAzM5O+8UU2MJmZmT179jQ1Nf3444937Nhx6tSpwMDA5cuXN23a1NraWjyppZ9O+Tt7X3755V27dvG38krf2Xvjxg0bG5sWLVrs2LFj3759Xl5e7u7uT72zt8jplL+z18LCYsqUKb///vvBgwef3G0oIre3t7etre3kyZP3799//PjxrVu3jhw58j//+Q+n0I89MqInszxqBgYG8reVin/z76WQ5SK+u3465e/sffKI46xZs44cObJkyRJ7e3vZO3sN3DKq3yvpkhMnTvTq1evXX3+9fv16vXr1zp49279/fxMTk+PHj4vNDh06tGvXrg0bNjDGPvjgA37l8iCRmZn50ksvmZiYrFixQpzd2bNnIyIi+O6nT5+2sbHx8PA4fvy4dAPxzRybNm0yMzPbtGkT3z4hIWHKlCkBAQHHjx//z3/+4+Hh0bBhQ2lVsHXr1t99993+/fufvKx1/vz5Tk5OdevWFU9vij6LCf1h4n8QcXZ2NjAKYndpOr148aKzs/OoUaN27tx56tSpgIAA/jea7t2784IbH9DBgwfr/nDv4oVfhULRpUsXKcLZs2cLqjaLDuhPZGdnt2zZ0t3dfevWrUeOHOnfv7+5ufmJEyfElq+99pqZmZmY5RMjRoxgjMlenUVE+/fvf+edd37++ecjR44cOnRozpw5zs7OjRo1Ej/CsnbyvWifemevp6dnrVq19u3bd/HiRX6XRIcOHebMmbN3796TJ0+uWbPGxcWlU6dOsmM962y+f6YRjeg/DXHixAkzM7PZs2fzbWJiYpycnNzc3FavXn38+PGff/65YcOGdnZ24k3pfDOtVvvKK69IbwCZNm1anTp1du/evXHjRjs7O/FnI3FoTEAAAlVBAOm0KowyzhEClVCAp1P9m9ai/v4wxkQ6TU5OHjZsWK1atWxtbbt27Xr69GnpA5P6v2nxlqX1K1nO2b9/P//qTjc3t8mTJ//+++/SdDpx4sQ2bdo4Ojqam5vXrl27f//+4ms/CxoGjUazefPmnj171qhRw9zc3NHRsUOHDt988430jaD66VR836mdnZ2NjU3Hjh33798vPURwcHDHjh2trKxq1649efLkZ/2+U2lT+slEdmcv/yrRmTNnNm7c2NLS0sXF5bXXXjtz5oxoZMOGDS+//DLv6nPPPTd48GDxLTv5Ni525BN8CPSHm795KN9f9GWjxtvJysqaOnWqQqGwsLCoU6fOyJEjpbcmGv6lXNYl2eyDBw+mTJnCh/5JhdbBwaFDhw67d++Wbpbvy2b5jab8FPRPUNw5XJCAKNrz61Zc9o8ePerVq1fNmjUtLCzq168/ZswY2Z8ePvroo0aNGtnZ2VlYWCgUihEjRhiIpgWVuA8ePMgY47Ek31EQpy9Np8nJyfPmzXvttdfc3NwsLS3t7Ozatm07b948cSNAQRr87PJldHNzE8cq/ER8fPzgwYOdnZ2tra07duwoe5EVfxGUtLXMzExHR0fZV/XwDW7duvX+++8rFArrvz/NmjWbPHmy9EW10naKXDu9du1aly5dbG1tn/w3h/+J7auvvnrxxRerV69uZWXVsGHDCRMmyB4alx23MLOGfxD0/5vJl/j6+orGw8PDP/30U/4trPXr1x8wYIB4xZrY5ueff65bt6748woRpaenf/HFFy4uLq6url999ZXs3mCxIyYgAIHKLYB0WrnHF2cHAQhA4H8CPL2Ih+7gUnoChr/vtPSOi5YhAAEIQAACFV0A6bSijyD6DwEIQKBQAkinhWIqiY2QTktCEW1AAAIQgEBVFEA6rYqjjnOGAASqoADSaZkNOn/TaZkdDgeCAAQgAAEIVBoBpNNKM5Q4EQhAAAIQgAAEIAABCEAAAhVYAOm0Ag8eug4BCEAAAhCAAAQgAAEIQKDSCCCdVpqhxIlAAAIQgAAEIAABCEAAAhCowAJIpxV48NB1CEAAAhCAAAQgAAEIQAAClUagkqdTjUYTGxubkpKSig8EIAABCEAAAhCAAAQgAAEIlJ9ASkpKbGysgS80ruTpNDY2Vv/LzbEEAhCAAAQgAAEIQAACEIAABMpFIDY2tqBibyVPpykpKYyx2NjY8vsDAY4MAQhAAAIFCwQHp37xRerChalJSQVvhDUQgAAEIAABCFQYgeSU1LP3Ur+/lfr55dShl/79Z8zV1LXX8mqHKSkpVTSdpqamMsZSU1MLOn8shwAEIAABCEAAAhCAAAQgAIHiCyTl0v6HNDWCvJX//jNcSSti6UoaqbX01HRWyWunTz3/4o8BWoAABCAAAQhAAAIQgAAEIFBlBTRa+usx/XiXhktCqbeSJkfQ3oeUmPsvzFPTGdLpv1iYggAEIAABCEAAAhCAAAQgAIFCCjzKpX0PaYpesXRlLF17TBqtvBmkU9zZK78mMA8BCEAAAhCAAAQgAAEIQKDIAmotXU2jH2LlxdKpEXlh9ZGkWCo7BNJpgelUq9Xm5uZm4QOB0hTIzc3VavX+aiT7McUsBCAAAQhAAAIQgAAEKoLAwxzyf5B3y67sydJVd+l6fsVS2TkhneafTnNycqKjo0PwgUDpC0RHR+fk5Mh+MjELAQhAAAIQgAAEIACBiiKg0tDlNFoeqxNKvZX01W06mEjJBRdLZSeIdJpPOtVoNEqlMjw8PCUlJTMzszQrZ2i7SgtkZmampKSEh4crlUoDXzos+6HFLAQgAAEIQAACEIAABIxEICGH9jygieE6uXREKK2+SzfT83my1HC3kU7zSadZWVkhISEZGRmG7bAWAiUikJGRERISkpWVVSKtoREIQAACEIAABCAAAQiUtoBKQxdTaWmMTij1VtL023QokVJURTw+0mmB6RRpoYjXFHZ7RgH+1xBcb8/Ihs0hAAEIQAACEIAABMpBID6Hdj+g/9Mrlv50j0LSqZgvVEE6RToth2sah5QKIJ1KNTANAQhAAAIQgAAEIGCEArkaOp9K3+sVS2dEUuAjSi1qsVR2pkinJZxO1Rq1jLJYGWEAACAASURBVBizEDAsgHRq2AdrIQABCEAAAhCAAATKUeB+Nu1MoAm6xdJRobTuHikzilsslZ0X0mnJpFOVJu/PBcExwdtvbA+OCSYivkTGXWVnExMTa9asGRUVVY4CCQkJNWrUuHv3bjn2Id9DI53my4KFEIAABCAAAQhAAALlKJCrobMp9N0d+ZOl30TS4UeUVkLFUtkJIp2WQDrVaDUByoDGPzRmsxj/p/EPjQOUARqtRsZdtNng4GBTU1MvL6+i7V5Se0VFRTHGrl69WoQGJ06c+Pnnnxdhx5LdZcKECcOGDSvZNovfGtJp8Q3RAgQgAAEIQAACEIBASQnczabt8TRer1i6/j6FlXSxVNZnpNPiplOVRhWgDDCdbSqiKZ8wnW0aoAwokQrqsGHDxo0bZ2dnd+fOHdn4lexsbq6hryIqcjrNzMx0cnI6c+bMM/VWrVaX+JesXL9+3draOikp6Zl6UtobI52WtjDahwAEIAABCEAAAhB4qkC2hoJTaKFesdQ3ko4mUXqZPL+IdFrcdEpE0qqpNKM2WdnkqRfBUzdIT0+vVq2aUqkcMGDA7NmzpdsHBAS88MILVlZWLi4u/fv356uys7MnT55cr149S0vLRo0a/fzzz0Tk5+fn6Ogo9vX392eM8VlfX982bdqsX7++QYMGJiYmWq32999/79Kli6Ojo7Ozc+/evSMiIviWTPLx9PTkCzds2NCsWTMrK6umTZuuWrVKHEI6sWfPnho1akiXBAQENGrUyNraunv37hs3bmSMJScni37u37+/efPmZmZmkZGROTk5kydPrlu3rq2tbYcOHYKCgkQ7wcHB3bp1s7a2rlev3pgxY9LT0/kqhUIxf/78zz77zN7e3t3d/aeffhK7EJGHh8f69eulS8p9Gum03IcAHYAABCAAAQhAAAJVWSAmi7bF09gwnZt4fULJ7z5FZJbwk6WGnZFOi5tOg2OCpYlUNs2fQTU8BobXrl+//sUXXySi/fv3e3h4aP95SfOBAwfMzMxmzpwZEhJy7dq1+fPn83Y+/PBDd3f333777fbt20ePHt2xY4dIfeJAsnRqZ2fn5eV15cqVv/76S6vV7t69e8+ePWFhYVevXn377beff/55XsO8cOECY+zo0aNxcXGPHj0iorVr19apU2fPnj2RkZF79uxxdnbeuHGjOIqYGDdu3BtvvCFmo6KiLCwsJk2apFQqt2/f7ubmJk2nFhYWnTt3Dg4OViqV6enpAwcO7Ny586lTpyIiIhYvXmxlZRUWFkZE169ft7e3X7ZsWVhYWHBwcLt27YYOHcoPoVAonJ2dV61aFR4e/u2335qamt66dUsc/cMPPxRbioXlO4F0Wr7+ODoEIAABCEAAAhComgLZGjqdTAuidUKpt5JmR9HxJMook2KpTB7ptFjpVK1Rb7+xXZZIpbM7buwo5lt8O3fuvHz58rzXLKlUNWrUOHLkCB/CTp06DRo0SDacoaGhjDGxjVhruHZqYWHx4MEDsbF04sGDB4yxGzduEJH+nb3u7u7btm0T28+dO7dTp05iVkz07dtX+tDp1KlTW7VqJdZ+/fXX0nTKGLt27RpfGxERYWJicu/ePbHx66+/Pm3aNCL69NNPvb29xfLTp0+bmpryrwxVKBSffPIJX6XVamvVqrV69Wqx5YQJE7p37y5mjWEC6dQYRgF9gAAEIAABCEAAAlVHIDqLtsTTGN1i6egw2hRHkWVbLJWZI50WK53y9/RK46hsupi1U6VSaW5uHh8fz4fNx8fn448/5tM2NjYbNmyQDefOnTvNzMz0Hx81nE4bNWokbSciIuLjjz9u0KBBtWrV7OzsGGMHDx7UT6c8uNrY2Nj987GysqpVq5a0KT7dq1evUaNGieX9+vX77LPPxGxAQIA0nVpaWor68K+//soY+6f5vP81Nzf/8MMPiahFixaWlpZila2tLWMsJCTkSaFYoVB89913ov3WrVtL74iePn16hw4dxFpjmEA6NYZRQB8gAAEIQAACEIBApRfIUtPJZJqnVyydG0UnkimzPIqlMnOk0+Km01J97nTy5MmMMbN/PqamplZWVvylPs7OzvrpdN++ffmm002bNjk4OIix56mPz/LnTsUqImrevHmvXr2OHj0aEhJy8+ZNxpi/v79+Oo2Pj2eMbdmyJVzyiYyMlDbFpwcOHChCNRHJSql79+6VplPp87E7duwwMzNTKpWSI4THxcURUbNmzcaMGSNdHh4enpOTw9PpsmXLRDfatGnj6+srZkeMGNG7d28xawwTSKfGMAroAwQgAAEIQAACEKisAlotRWXm1UVH6xZLx4TRL3EUnVWmT5YaRkY6LW46Lb139qpUKldX1yVLltyQfJo0abJy5Uoi6t69u/6dvVFRUSYmJvp39h46dMjExES8N2j69OmytyKJqyQxMZExdurUKb7k9OnTIp3eu3ePMXbp0iWxsZub25w5c8RsQROLFy9+EhHF2qlTpz7//PNidsaMGQWlU36jsuiM2IWIBg4c+Nprr0mXiGmFQmEgnXbt2nXGjBliY2OYQDo1hlFAHyAAAQhAAAIQgEDlE8hQU1ASzYmSP1k6P5pOJVOWERRLZeZIp8VNp0Sk/32nTVY2Kf73nfr7+1taWqakpEjHbPr06W3btiWioKAgU1NT/lak69evL1q0iG82dOhQd3d3f3//yMjIoKCgnTt3EtGjR4/s7OzGjh0bHh6+devWunXrFpRONRqNi4vLJ598Eh4efuzYsZdeekmkU5VKZWNjM2/evPj4eN6rdevW2djYLF++PDQ09Pr16xs2bFiyZIm0t3z6+vXr5ubm4ntcIiMjLSwspkyZEhoaunPnznr16jHGeIOyO5CJaNCgQR4eHvzFSxcuXFi4cCG/zfivv/6ysbEZNWrU1atXw8LCAgICRo8ezQ9nIJ1mZGTY2NjkG3f1u11mS5BOy4waB4IABCAAAQhAAAJVQUCrpduZtDGOfEJ1cunYsLzHTe9kGa8B0mkJpNO8VxZpVPwZ1B03dvBnTYv/Tad9+vR56623ZNfO5cuXGWOXL18moj179rRt29bS0rJGjRrvvvsu3zIrK2vChAl16tTh3ygj7v719/fnX+LSp0+ftWvXFpROiejIkSPNmze3srJq3br1iRMnRDolonXr1rm7u5uamopvlNm6dSvvQ/Xq1V955ZXffvtN1mE+27FjxzVr1ohV/BtlrKysunfvvnr1asYYf6GRfjrNzc2dOXOmh4eHhYVF7dq1+/fvf/36dd7OhQsXevbsaW9vb2dn17p1a/HWYgPpdNu2bU2bNhXdMJIJpFMjGQh0AwIQgAAEIAABCFR0gQw1HUuiWXrF0m+j6c8UytYY+/khnZZMOhXjXMw39Ip2KtnEwYMHmzdvzr+ZRnZq8+bNq1evnmxhKc2+9NJLW7duLaXGi9ws0mmR6bAjBCAAAQhAAAIQgABR3oOjYRm04b68WDoujLbHU6wRF0tlw4d0WsLpVOaLWSGwfPnymJgYPrtq1aoLFy7cvn178+bNjo6OX3/9tdis9CYSEhIWLVokXghcegd61paRTp9VDNtDAAIQgAAEIAABCHCBdDUdeUQzI3Xu4PVW0qI7dCaFcoy+WCobR6RTpFPZJVEWs+PHj69Tp46VlVXjxo3nzJmjUuXdF11lP0inVXboceIQgAAEIAABCECgaAJaLYVm0Lp7NEr3ydLx4bQzge5lF63V8t8L6RTptPyvwireA6TTKn4B4PQhAAEIQAACEIBA4QXSVPTHI5qhVyxdfIfOpVJuRSuWyk4c6RTpVHZJYLasBZBOy1ocx4MABCAAAQhAAAIVTUCrpVvptPYejdQtlk4Ip18TKK7CFktl44B0inQquyQwW9YCSKdlLY7jQQACEIAABCAAgYojkKqi3xNp+m35k6VLYuhCKqkqeLFUNg5Ip0insksCs2UtgHRa1uI4HgQgAAEIQAACEDB6Aa2WbqbTmns0QrdYOjGc9jyghByjP4EidRDpFOm0SBcOdio5AaTTkrNESxCAAAQgAAEIQKDCCyTn0sFEmqZXLF0WQ5fSKluxVDZaSKdIp7JLArNlLYB0WtbiOB4EIAABCEAAAhAwPgGNlm48plV35cXSSRHk/4AeVNJiqWwckE5LOp1q1DJizELAsADSqWEfrIUABCAAAQhAAAKVWyApl/Y/pKkROk+WDlfSili6kkZqbeU+e52zQzotoXSq+fsbOx8EU/R2ehCcZ8yX6GiX50xQUBBjLDk5mYj8/PwcHR3LszclfezExMSaNWtGRUWVdMMl097169fd3NzS09PzbQ7pNF8WLIQABCAAAQhAAAKVW0Cjpb8e0493abhSJ5dOjqC9Dykxt3Kfff5nh3RaEulUq6HYANrXmLay//2zr3HeEm1xX6E1ZMgQxtjw4cOlozdy5EjG2JAhQ6QLnzotTaeZmZkJCQlP3aUCbTBx4sTPP//cmDvcv3//uXPn5ttDpNN8WbAQAhCAAAQgAAEIVFaBxFwKeEhT9IqlK2Pp2mPSVKViqWyIkU6LnU41qrwgus3032jKM+o207zlxaugDhkyxN3d3dHRMTMzk49cVlaWk5NT/fr1i5NOZRdB2c+q1WqNRie65+QU9lZ6/S0zMzOdnJzOnDnzTCei384z7f6sG+/bt69u3bpqdT43fiOdPismtocABCAAAQhAAAIVUUCtzbtT94dYebF0akTenb1JVbJYKhtHpNNip1MinaqpKJ9uZbSviYz7WWeHDBnSt2/f559/fsuWLXzfrVu3Pv/883379hXpVKvVLlq0qEGDBtbW1q1bt961a5c4ysGDBxs3bmxtbd29e3c/P7987+zlhxC7jBs3ztPTk896enqOHj163LhxTk5OtWrV+umnn9LT04cOHWpvb9+wYcNDhw6JvaQTOTk5kydPrlu3rq2tbYcOHYKCgvhafjvx/v37mzdvbmZmFhkZqVAo5s6dO2TIEAcHh8GDBxPR7t27W7RoYWlpqVAovv/+e9Gs/pZiFRHt2bOnRo0a0iUnTpx46aWXLC0ta9euPXXqVJXq7/uuiTw9PX18fCZMmODi4vLKK68Q0ZIlS1q1amVra1uvXr2RI0c+fvxY2tvAwMBmzZrZ2dl5eXndv3+fr1KpVGPGjHF0dHR2dp4yZcrgwYP79u3LVxkYi5ycHCsrq2PHjkn7yaeRTvVNsAQCEIAABCAAAQhUJoGHOXlvNpqkWywdEZr3DqTrVbtYKhtlpNNip9MHwfKqqTSg8mdQZeqFnuXRcenSpa+//jrf6fXXX1+2bJk0nU6fPr1Zs2aBgYG3b9/28/OzsrI6ceIEEcXExFhZWY0bN06pVG7ZssXV1bUI6bRatWpz584NCwubO3euqanpm2++uXbt2rCwsJEjR7q4uGRkZOifysCBAzt37nzq1KmIiIjFixdbWVmFhYXxh10tLCw6d+4cHBysVCrT09MVCoWDg8PixYvD//5cunTJ1NR0zpw5oaGhfn5+NjY2fn5+vH3ZlrKDjhs37o033hAL7969a2trO2rUqFu3bvn7+z8Jrr6+vnytp6envb395MmTlUrlrVu3iGjZsmXHjx+PjIw8duxY06ZNR44cybf08/OzsLDo0aPHxYsXL1++3Lx584EDB/JV8+bNc3Z2/u23327dujVixAgHBweRTgsaC75jhw4dZs2axael/0Y6lWpgGgIQgAAEIAABCFQaAZWGLqfR8lidx0q9lXnfFnMwkZJRLNUbaaTT4qVTjTrvNUjSOCqbjt5BxXiLL0+nDx8+tLKyioqKio6Otra2fvjwoUin6enp1tbW0ptahw0b9vHHHxPRtGnTmjdvrtX+7771qVOnFiGddu3alV8zarXazs7u008/5bNxcXGMsbNnz8quqIiICBMTk3v37onlr7/++rRp03g6ZYxdu3ZNrFIoFP369ROzAwcO7Nmzp5idPHlyixYt+KxsS7ENn+jbt6/0odPp06c3bdpUnPiqVavs7e35jcSenp5t27aV7S5mf/31VxcXFz7LS80RERF8dtWqVa6urnza1dV18eLFfFqtVtevX5+nUwNjwTfu37//0KFD+bT030inUg1MQwACEIAABCAAgUogkJBDex7QxHCdXDoilFbfpZvpVfrJUsODi3RavHRKlPeGXlkilc6WRO2UiN59990nZTdfX9/33nuPiEQ6vXDhAmPMTvKxsLDo0KEDEfXr1++zzz4Tw793794ipNNRo0aJFurXr//dd9/xWa1WyxgLCAgQa/nEr7/+KuuPubn5hx9+yNOppaWlCI1PligUinnz5okW2rVrJy0t7t2718LCgj+oKdtS7MInevXqJe2nLAReu3aNMXbnzh36+87eL774Qrr78ePHe/ToUbduXXt7e2tra8YYf7Oun5+fra2t2PK3334zMTEhopSUFMbYyZMnxar+/fvzdGpgLPjGAwcO5BRiXz6BdCoDwSwEIAABCEAAAhCooAIqDV1MpaUxOqHUW0nTb9OhREr539NmFfTkyqLbSKfFTqel/9wpER04cMDj78/Bgwel6fTcuXOMsRMnTvCbY/m/Y2Ji+DaFSaefffbZO++8I661UaNGSZ87HTdunFilUCiWLVsmZhlj/v7+YpZP7Nixw8zMTKlUSvsTFxfH06nsa2xkDbZt23b27NmiQX9/f2k6lR5abMMnBg4cyMvFfFYWy69evcoY4yaenp7SM+K16PHjx589ezY0NHT9+vX5Bngi8vf3Z4yJdHrq1CnRh379+vF0amAs+MZvvPGGj4+P2FFMIJ0KCkxAAAIQgAAEIACBCioQn0O7Euj/dIulI0Ppp3sUkk7/3M5YQU+u7LqNdFrsdFrK7+zlyUetVtf9+8NriaJ2mpaWZmVltXnzZv1Lht/ZK5Z/9dVX+UavKVOmvPTSS2Kzzp07FyedhoaGMsak4U20rP8lq7J0qn9nb8uWLfnusi1Fm3xi8eLFbdq0EQv17+ytVq2auLNXmk53795tbm4u3h48d+7cfImk6ZSIXF1dxRub1Gq1QqHgY2RgLHjf6tWr9/PPP4t+igmkU0GBCQhAAAIQgAAEIFCxBHI1dD6Vvtcrls6IpD8eURqKpc84nEinxU6nRHnfayr/vtMmJfV9pzz5EFHq3x8+viKdEtHXX3/t4uKycePGiIiIK1eu/Pjjjxs3biSiO3fuWFpaTpgwQalUbt26tXbt2vlGr8DAQBMTk02bNoWFhc2cOdPBwaE46ZSIBg0a5OHhsWfPnsjIyAsXLixcuJDXe5+aTi9fvizeirRx40bZW5EM1E6vX79ubm6elJTEcfhbkXx8fG7durV3717ZW5Gk6ZSXVZcvX3779u3Nmze7ubnlSyRLp/PmzXNxcdm7d69SqfTx8XFwcBBPzxY0FkQUFRVlYmISHR2t/xOKdKpvgiUQgAAEIAABCEDAyAXuZ9POBJqgWywdFUrr7pEyA8XSIo4e0mlJpFOi/32v6YNgit6R9ySqWFLEcfnfbrKvexGNSdOpVqtdsWJF06ZNLSwsatas6eXlJZ6K3L9/f6NGjZ58kUm3bt02bNhQUPSaOXOmq6uro6PjhAkTRo8eXcx0mpubO3PmTA8PDwsLi9q1a/fv3//69euFubNXfKOMhYVF/fr1xZuH+BOqBtIpEXXs2HHNmjXCx8A3ykjTKREtXbq0Tp06NjY2Xl5emzdvLohI3Nn75M8BKpVq9OjRDg4O1atXnzp16gcffPDRRx/xQxsYiwULFnh5eYkeSieQTqUamIYABCAAAQhAAALGLJCrobMp9N0d+ZOl30TSkUf0GMXS4g0e0mkJpVMxDMV4Q69oAxPPKnDw4MHmzZuLe3Sfdfcib6/RaJo0aTJjxgzDLWRnZ7u7u//555/5boZ0mi8LFkIAAhCAAAQgAAGjEribTdvjabxesXT9fQpDsbSEhgrptKTTaQkNDJp5VoHly5fzVx89647Pun10dPTatWtDQ0OvX7/u7e1tYWEREhJiuJHQ0FBpaVe2MdKpDASzEIAABCAAAQhAwHgEsjUUnEIL9YqlvpF0NInS1cbT08rQE6RTpNPKcB2X5TnExMR07tzZwcGhWrVqnTp1EvdRF7kPSKdFpsOOEIAABCAAAQhAoPQEYrJoazyNDdO5idcnlPzuU0QmniwtFXikU6TTUrmw0GjhBZBOC2+FLSEAAQhAAAIQgEBpC2Rr6HQyLYjWCaXeSpodRUFJlIFiaWkOANIp0mlpXl9ouxACSKeFQMImEIAABCAAAQhAoNQForPolzgao1ssHR1Gm+IoEsXSUufPOwDSKdJpmVxoOEjBAkinBdtgDQQgAAEIQAACECh1gSw1nUymeXrF0rlRecuzUCwt9RH49wBIp0in/14NmCoXAaTTcmHHQSEAAQhAAAIQqOICWi1FZebVRUfrFkvHhOVVUKOz8GRpOVwgSKdIp+Vw2eGQUgGkU6kGpiEAAQhAAAIQgEBpC2So854gnRMlf7J0fjSdQrG0tPUNto90inRq8ALBytIXQDotfWMcAQIQgAAEIAABCOTVQiMy89646xOqk0vHhuW9mzcmC0TlL4B0WtLpVI0708v/sq5YPUA6rVjjhd5CAAIQgAAEIFDhBNLVdCyJZukVSxfeoT9TKFtT4U6o0nYY6bSE0qlKlXeNBAfT9u15/yYivqQ0rxw/Pz9HR8enHmHIkCF9+/Z96mbltcEnn3wyf/78Yh5doVAsW7aMiLKzs93d3S9dulTMBstyd6TTstTGsSAAAQhAAAIQqDoCWi2FZdD6+zRKt1g6Loy2x1MsiqXGdykgnZZEOtVoKCCAGjcmxv73T+PGeUs0xf07jH6wDAoKYowlJycTUWZmZkJCwlMvKv1GnrpLmW3w119/Va9ePS0trZhHFOmUiFasWPH6668Xs8Gy3B3ptCy1cSwIQAACEIAABKqCwGMVHXlEMyN17uD1VtKiO3Q2hXKK+0t6VSAsn3NEOi12OlWp8oKoqem/0ZRnVFPTvOXFq6DqB0tpOi3kJaPfSCF3zHez3Nxc6XLZrHSVbDrfLb/88ktvb2/Zlnw2Jycn3+X5LpSm08TEREtLy5CQkHy3NMKFSKdGOCjoEgQgAAEIQAACFVFAq6XQDFp3T14sHR9OOxPoXnZFPKeq1Wek02KnUyKdqqkonzJGTZoU82rSD5bSdCq7s3fu3Lk1a9a0t7cfNmzY1KlT27Rpw4/OG1m8eHHt2rWdnZ1HjRqVb1Akon379rVv397KyqpBgwazZs1S/ROtGWOrV69+5513bG1tZ86c6evr26ZNm/Xr1zdo0MDExESr1d65c+edd96xs7OrVq3aBx98EB8fzw+tv6UURKPRODk5HThwQCxUKBRz584dMmSIg4PD4MGD/75XOrhbt27W1tb16tUbM2ZMeno63zghIaFPnz7W1tYeHh5btmyRplMi6t69+zfffCOaNfIJpFMjHyB0DwIQgAAEIAAB4xdIU9Efj2iGXrF08R06l0q5KJYa/xD+3UOk02Kn0+BgedVUGlD5M6hFvRoKn063bNlibW29YcOG0NDQ2bNnOzg4SNOpg4PDiBEjbt26tX//fltb27Vr1+r3KDAw0MHBYePGjbdv3z58+LCHh8esWbP4ZoyxWrVqrV+//vbt29HR0b6+vnZ2dl5eXleuXPnrr7+0Wm27du26du166dKlc+fOtW/f3tPTk++ov6X0uFevXmWMiShLRAqFwsHBYfHixeF/f65fv25vb79s2bKwsLDg4OB27doNHTqUt/Dmm2+2atXqzJkzly5d6ty5s42NDX/ulK+dMmVK9+7dpccy5mmkU2MeHfQNAhCAAAQgAAFjFtBqKSSdfrpHI3WfLJ0QTrsSKA7FUmMevPz6hnRavHSqVue9BkkaR2XTO3ZQMd7iO2TIEDMzMzvJx9raWjx3Kq2dvvzyyz4+PmKIu3TpIk2nCoVC/U83PvjggwEDBogtxUS3bt0WLFggZn/55Zc6derwWcbY+PHjxSpfX18LC4sHDx7wJYcPHzYzM4uJieGz//3vfxljFy5ceDIr21K0wCf8/f3NzMy0Wq1YrlAo+vXrJ2Y//fRT6X2/p0+fNjU1zcrKCg0NZYydO3eOb3nr1i3GmDSdrlixwsPDQ7Rj5BNIp0Y+QOgeBCAAAQhAAAJGKJCqot8Tafpt+ZOlS2PoQiqpUCw1wjErRJeQTouXTvl7emWJVDpb7Nppjx49eCGR/3vLli35plMnJ6dNmzaJEZ8wYYI0nb711lti1dixY1999VUxKyZsbW2tra1FEOYxOCMjg4gYY1u2bBFb+vr6NmrUSMzqR0HRGdmWYhc+sW3bNltbW+lChUIxb948saRFixaWlpaiS7a2toyxkJCQvXv3mpubi7xNRE5OTtJ0unbt2lq1aol2jHwC6dTIBwjdgwAEIAABCEDAeAS0WrqZTqvv0gjdYunEcNrzgBKe4b0lxnNO6Mm/AkinxU6nxvHcqZOT0+bNm8XAjh8/XppOpd8oM27cOHHnrdieiKytrRctWiRNwuHh4Zq/XzvMGPP39xcb86dJxezy5csbNGggZonI0dGRd0a2pXQbIjp8+DBjTPr2I9njo82aNRszZoysSzk5Of7+/ubm5rxvvE1ZOl24cGHLli1lhzPaWaRTox0adAwCEIAABCAAAeMRSM6lg4k0Ta9YuiyGLqehWGo8A1WsniCdFjudlt87e2V39o4ePVpcC127dn3WdNq5c+fPP/9ctCCdMJxO872z9+LFi09aMJxOHzx4wBi7evWqOJYsnQ4cOPC1114Ta8WEUqlkjJ0/f54v4bPS2uknf3/E9kY+gXRq5AOE7kEAAhCAAAQgUI4CGi3deEyr9IqlkyLI/wE9RLG0HMemFA6NdFrsdEqU972msu87bdKkDL7vVJpOt2zZYmNjs3HjxrCwsLlz5zo4OLRt25ZfMLJXKxVUHwLn+AAAIABJREFUOw0MDDQ3N/f19b1582ZISMiOHTu+/vpr3oLhdMrfitStW7fLly+fP3/+hRdeELVZw+n0yVuC27dvv3LlSnFhy9LpX3/9ZWNjM2rUqKtXr4aFhQUEBIgE/sYbb7Ru3frcuXOXLl3q2rWr7K1ICoVCWkkW7RvnBNKpcY4LegUBCEAAAhCAQPkKJOXS/oc0NULnydLhSloRS1fSSP3vq0vKt5s4ekkKIJ2WRDol+t/3mgYH044dxJ81/efrWIozXLJgSUQGvlFmzpw5NWrUsLe3//zzz8eOHduxY0d+aFkjBaVTIgoMDOTvv3VwcOjQoYN4ta/hdEpEhr9RxoDAmjVrRD/5O3ulJVAiunDhQs+ePe3t7e3s7Fq3bj1//nzeWlxcXO/eva2srOrXr79582ZprD1z5oyTk1NmZqaB4xrVKqRToxoOdAYCEIAABCAAgfIV0Gjp2mP68S4NV+rk0ikRFPCQEnPLt3c4eukKIJ2WUDoVw/TPq3HFgnKZ6NGjxyeffFIuh36mg2ZlZdWvX//MmTPPtJfhjd9//30RYg1vaSRrkU6NZCDQDQhAAAIQgAAEylcgMTcvf07RK5aujM3LqxoUS8t3eMrk6EinJZ1Oy2TY9A+SkZGxZMmSmzdv3rp1a+bMmYyxI0eO6G9mhEtOnDixb9++kupYdnb23LlzK1DhlIiQTktq9NEOBCAAAQhAAAIVUUCtzbtTd0WsvFg6NSLvzt4kFEsr4qAWtc9Ip5UknWZmZr7++uvVq1e3tbVt167dnj17inpJYL+yFkA6LWtxHA8CEIAABCAAAeMQeJiT92ajSbrF0hGhee9AuoFiqXGMURn3Aum0kqTTMr5ucLgSFEA6LUFMNAUBCEAAAhCAgPELqDR53wGzLEbnsVJvZd63xRxMpGQUS41/CEuth0inSKeldnGh4cIJIJ0WzglbQQACEIAABCBQ4QUScmjPA5oYrpNLR4TS6rt0Mx1Pllb48S3+CSCdFphOK9azi8W/FNBCeQlkZmaGhIRkZWWVVwdwXAhAAAIQgAAEIFCqAioNXUilpXrF0um36fdESlWV6sHReEUSKOd0umDBghdffNHe3r5mzZp9+/ZVKpUCT6vV+vr61qlTx9ra2tPT8+bNm2JVdnb26NGjXVxcbG1t33777djYWLEqKSnpk08+cfj788knnyQnJ4tV+U7ke/5qtTokJCQxMTHfXbAQAiUrkJiYGBISojaOtz2X7KmhNQhAAAIQgAAEqrhAfA7tSqAJusXSkaH00z0KSSctXsNbxa8PvdPPN51Jt2LSmRKf9vLy8vPzu3nz5rVr13r37l2/fv309HR+lIULF1arVm3Pnj03btwYMGBAnTp10tLS+KoRI0a4ubkdOXLkypUrr776aps2bcRv9m+88UarVq3O/P1p1apVnz59DPe5oPO/f/8+D6iZmZlZ+ECgdAQyMzN5NL1//77hCxVrIQABCEAAAhCAQAUSyNXQuVRafEfnDl5vJc2IpD8eURqKpRVoLMu2qwWlM9GL0k2n4jBE9ODBA8bYyZMniUir1dauXXvhwoV8g+zsbEdHxzVr1hBRSkqKhYXFjh07+Kp79+6ZmpoGBgYSUUhICGPs3LlzfNXZs2cZY9J6rPRwfLqg89dqtTyghuADgVIWuH///pM7BfQvTiyBAAQgAAEIQAACFU7gfjbt1CuWjgqldfcoNAPF0go3nmXd4YLSmehH2aXT8PBwxtiNGzeI6Pbt24yxK1euiH688847gwcPJqJjx44xxpKSksSq1q1bz5w5k4jWr1/v6OgolhORo6Pjhg0bpEuIKDs7O/WfT2xsLGMsNTVVtg2fVavVpVMzQ6sQ+J+AKPvnewViIQQgAAEIQAACEKgQArkaOptCi/SKpTMj6cgjeoxiaYUYRSPopLGkU61W+/bbb3ft2pWbBAcHM8bu3bsniL788stevXoR0datWy0tLcVyIurZs6e3tzcRzZ8/v3HjxtJVjRs3XrBggXTJk2lfX1+m+ykoncp2xCwEIAABCEAAAhCAAAQgIBW4m03b42m87pOlo0Jp/X0KQ7FUKoXpQggYSzodNWqUQqEQ7zfi6VT6MN4XX3zh5eWVbzrt0aPH8OHDeTpt0qSJ9KwbNWr07bffSpc8U+1UtiNmIQABCEAAAhCAAAQgAIG836g1FJxCC/WKpb6RdDSJ0tVAgkBRBIwinY4ePbpevXqRkZHiDEr1zl5xFCJ66vlLN8Y0BCAAAQhAAAIQgAAEqrhATBZtjaexYTpvPPIJJb/7FJGJJ0ur+NVR3NN/ajor3edOtVqtj49P3bp1w8LCpKfC34q0aNEivjAnJ0f2VqSdO3fyVffv35e9Fen8+fN81blz54r8ViRpZzANAQhAAAIQgAAEIACBKi6QpaZTyTQ/WieUeitpThQFJVEGiqVV/PooodMv53Q6cuRIR0fHEydOxP3zyczM5Ke2cOFCR0fH33777caNGx9//LHsG2Xq1at39OjRK1euvPbaa7JvlGnduvXZvz/PP/98kb9RpoR40QwEIAABCEAAAhCAAAQqtkB0Fv0SR2N0i6Wjw2hTHEWhWFqxx9boel/O6VT35UR5c35+fhzpyXds+Pr61q5d28rK6pVXXuHv8uWrsrKyRo8e7ezsbGNj06dPn5iYGOH66NGjQYMGVfv7M2jQoOTkZLEq34mnnn++e2EhBCAAAQhAAAIQgAAEKrdAlppOJtPcKHmxdG5U3vIsFEsr9/CX09k9NZ2V7p295XTW/x72qef/76aYggAEIAABCEAAAhCAQGUX0GopMjOvLjpat1g6JiyvghqdVdnPH+dXrgJPTWdIp+U6Pjg4BCAAAQhAAAIQgAAEykQgQ533BOkcvWLpgui8J05RLC2TQajqB0E6TWWM4ftOq/rPAc4fAhCAAAQgAAEIVFUBrTbvXbt+98knVOcm3rFhee/mjUGxtKpeGOVy3kinSKflcuHhoBCAAAQgAAEIQAAC5SyQrs77btJZesXShXfyvss0W1PO3cPhq6AA0inSaRW87HHKEIAABCAAAQhAoOoKaLUUlkHr79Mo3WLpuDDaHk+xKJZW3Uuj/M8c6RTptPyvQvQAAhCAAAQgAAEIQKAMBB6r6Mgjmhmpcwevt5IW3aGzKZSDYmkZjAEOYVAA6RTp1OAFgpUQgAAEIAABCEAAAhVcQKslZQatuycvlo4Pp50JdD+7gp8eul+JBJBOkU4r0eWMU4EABCAAAQhAAAIQkAikqeiPRzRDr1j6fQydS6VcFEslVpg0BgGkU6RTY7gO0QcIQAACEIAABCAAgRIT0GopJJ1+ukcjdZ8snRBOuxIoDsXSEpNGQyUsgHSKdFrClxSagwAEIAABCEAAAhAoL4FUFR1KpOm35U+WLo2hi6mkQrG0vAYGxy2cANIp0mnhrhRsBQEIQAACEIAABCBgrAJaLd1Mp9V3aYRusXRiOO15QAk5xtpv9AsCugJIp0inuldE0eaOHqWFCyk0tGh7Yy8IQAACEIAABCAAgaIJJOfSwUSaplcsXRZDl9NQLC0aKvYqNwGkU6TTYl98gYHEGJmYkIMDPXxY7ObQAAQgAAEIQAACEIDAUwQ0Wrr+mFbpFUsnRZD/A3qIYulT/LDaSAWQTpFOi31pzpxJpqZ5AZUxOn262M2hAQhAAAIQgAAEIACBAgWScmn/Q5oaofNk6XAl/RBLV9JIrS1wR6yAgPELIJ0inRb7Kr12jWxs8qJpkyaUkVHs5tAABCAAAQhAAAIQgIBcQKOla4/px7s0XKmTS6dEUMBDSsyVb495CFREAaRTpNOSuG5jY+nwYXr8uCTaQhsQgAAEIAABCEAAAv8KJObm5c8pesXSH+/m5VUNiqX/UmGqwgsgnSKdVviLGCcAAQhAAAIQgAAEKp+AWpt3p+6KWHmxdGpE3p29SSiWVr4hxxkRIZ0ineLnAAIQgAAEIAABCEDAiAQe5uS92WiSbrF0RGjeO5BuoFhqRAOFrpS8ANIp0mnJX1VoEQIQgAAEIAABCEDgWQVUmrzvgFkWo/NYqbcy79tiDiZSMoqlzwqK7SugANIp0mkFvGzRZQhAAAIQgAAEIFCJBBJyaM8Dmhiuk0tHhNLqu3QznbR4srQSjTVOxbAA0inSqeErBGshAAEIQAACEIAABEpFQKWhC6m0VK9YOv02/Z5IqapSOSgahYAxCyCdIp0a8/WJvkEAAhCAAAQgAIFKKBCfQ7sSaIJusXRkKK29RyEollbCAccpFVYA6RTptLDXCraDAAQgAAEIQAACECiOQK6GzqXS4js6d/B6K2lGJP3xiNJQLC0OLvatFAJIp0inleJCxklAAAIQgAAEIAABIxa4l007E2i8brF0VCitu0ehGXiy1IhHDl0rWwGkU6TTsr3icDQIQAACEIAABCBQZQRyNHQ2hRbpFUtnRtKRR/QYxdIqcyXgRAspgHSKdFrISwWbQQACEIAABCAAAQgUVuBuNm2Pp3FhOjfxjgql9fcpDMXSwipiuyongHSKdFrlLnqcMAQgAAEIQAACECglgWwN/ZlCC/WKpbOi6FgSpatL6bBoFgKVRADpFOm0klzKOA0IQAACEIAABCBQjgIxWbQ1nsbqFkt9QmljHEVk4snSchwZHLoiCSCdIp1WpOsVfYUABCAAAQhAAAJGJZClplPJND9a5w5ebyXNiaKgJMpAsdSoRgudMXoBpFOkU6O/SNFBCEAAAhCAAAQgYGQCWi1FZ9EvcTRGt1g6Oow2xVEUiqVGNl7oTkURQDpFOq0o1yr6CQEIQAACEIAABMpfIEtNJ5NpbpS8WDo3Km95Foql5T9E6EEFFkA6RTqtwJcvug4BCEAAAhCAAATKRkCrpcjMvLroaN1i6ZiwvApqdFbZ9AJHgUAlF0A6RTqt5Jc4Tg8CEIAABCAAAQgURyBDTceT8p4j9Vbq/LMgmk4nU7amOG1jXwhAQEcA6RTpVOeCwAwEIAABCEAAAhCAAFHeW3YjMsnvPvmE6oTSsWG0LZ5iUCzFVQKBUhBAOkU6LYXLCk1CAAIQgAAEIACBCiuQrqajSTRLr1i68A4Fp6BYWmHHFR2vCAJIp0inFeE6RR8hAAEIQAACEIBAKQtotRSWQevv0yjdYun4cNoeT3ezS/nwaB4CECBCOkU6xc8BBCAAAQhAAAIQqNICj1V05BF9E6lzB6+3kr67Q2dTKBdPllbpqwMnX6YCSKdIp2V6weFgEIAABCAAAQhAwEgEtFpSZtC6e/Ji6YRw2plA91EsNZJxQjeqkgDSKdJpVbreca4QgAAEIAABCECAKE1FfzyiGXrF0u9j6HwqiqW4RCBQbgJIp0in5Xbx4cAQgAAEIAABCECgLAW0WgpJp5/u0UjdJ0v/L5x2JVB8Tln2BceCAATyEUA6RTrN57LAIghAAAIQgAAEIFCZBFJVdCiRpt+WP1m6NIYuppIKT5ZWpsHGuVRkAaRTpNOKfP2i7xCAAAQgAAEIQKBgAa2WbqbT6rs0QrdYOjGc9jygBBRLC6bDGgiUiwDSKdJpuVx4OCgEIAABCEAAAhAoRYHkXDqYSNP0iqXLY+lyGoqlpSiPpiFQHAGkU6TT4lw/2BcCEIAABCAAAQgYkYBGS9cf0yq9YumkCPJ/QA9RLDWisUJXIJCPANIp0mk+lwUWQQACEIAABCAAgYolkJRL+x/S1AidJ0uHK+mHWLqaRmptxTob9BYCVVQA6RTptIpe+jhtCEAAAhCAAAQqgYBGS9ce08pYGq7UyaVTIijgISXmVoJTxClAoAoJIJ0inVahyx2nCgEIQAACEIBApRFIzKW9D2mKXrH0x7v012PSoFhaaUYaJ1KVBJBOkU6r0vWOc4UABCAAAQhAoIILqLV0JY1W6BVLp0bk3dmbhGJpBR9fdL+KCyCdIp1W8R8BnD4EIAABCEAAAhVD4GFO3puNJukWS0eE5r0D6QaKpRVjDNFLCDxFAOkU6fQplwhWQwACEIAABCAAgXIUUGnoUhoti9F5rNRbmfdtMQcTKRnF0nIcGxwaAiUtgHSKdFrS1xTagwAEIAABCEAAAiUhkJBDex7QxHCdXDoilNbco/+mkxZPlpYEMtqAgFEJIJ0inRrVBYnOQAACEIAABCBQ1QVUGrqQSkv0iqXTb9PviZSqquo+OH8IVGIBpFOk00p8eePUIAABCEAAAhCoSAJx2fRrAk3QLZaODKW19+gWiqUVaSTRVwgUUQDpFOm0iJcOdoMABCAAAQhAAAIlIpCroXOptPiOzh283kqaEUl/PKI0FEtLRBmNQKAiCCCdIp1WhOsUfYQABCAAAQhAoDIK3MumnQk0XrdYOiqU1t2j0Aw8WVoZhxznBAGDAkinSKcGLxCshAAEIAABCEAAAiUtkKOhMym0SK9YOjOSjjyixyiWljQ42oNARRFAOkU6rSjXKvoJAQhAAAIQgECFF4jNou3xNC5M5ybeUaG04T6Fo1ha4YcXJwCB4gognSKdFvcawv4QgAAEIAABCEDAsEC2hv5MoW+jdUKpt5JmRdGxJEpXG94bayEAgaoigHSKdFpVrnWcJwQgAAEIQAACZS8Qk0Vb42msbrHUJ5Q2xtHtTDxZWvYDgiNCwKgFkE6RTo36AkXnylTg3DlavpwiIsr0oDgYBCAAAQhURoEsNZ1Kpvl6xdI5URSURBkollbGQcc5QaD4AkinSKfFv4rQQqUQ+PNPMjUlxsjBgeLjK8Up4SQgAAEIQKCsBbRais6iX+JojG6xdHQYbYqjKBRLy3pAcDwIVDABpFOk0wp2yaK7pSXw7bdkYpKXThmjP/4oraOgXQhAAAIQqKQCmWo6kUxzo+RPls6LppPJlIViaSUdd5wWBEpWAOkU6bRkryi0VmEFrl8na+u8aFqvHiUnV9jTQMchAAEIQKBMBbRaiszMq4uO1i2WjgmjLfF5dVR8IAABCBReAOkU6bTwVwu2rOwC0dEUEEBJSZX9PHF+EIAABCBQAgIZajqeRLP1iqULoul0MmVrSuAQaAICEKhqAkinSKdV7ZrH+UIAAhCAAAQgUHQBrZYiMsnvPvmE6tzEOzaMtsVTDIqlRafFnhCAACGdIp3ixwACEIAABCAAAQg8XSBdTUeTyDdSJ5R6K2nhHQpOQbH06YDYAgIQeKoA0inS6VMvEmwAAQhAAAIQgEDVFdBqKSyD1t+nUbrF0vHhtD2e7mZXXRmcOQQgUOICSKdIpyV+UaFBCEAAAhCAAAQqg8BjFR15RN/oFUu/u0NnUygXT5ZWhkHGOUDAuASQTpFOjeuKRG8gAAEIQAACEChfAa2WlBm07p68WDohnH5NoPsolpbv8ODoEKjUAkinSKeV+gLHyUEAAhCAAAQgUGiBNBUFPqIZesXS72PofCqKpYV2xIYQgEBRBZBOkU6Leu1gPwhAAAIQgAAEKoWAVksh6fTTPRqp+2Tp/4XT7gcUn1MpThInAQEIVAQBpFOk04pwnaKPEIAABCAAAQiUgkCqig4l0vTb8tfwLo2hi6mkwpOlpWCOJiEAAQMCSKdIpwYuD6yCAAQgAAEIQKASCmi0dDOdVt+lEbrF0onhtOcBJaBYWgnHHKcEgYohgHSKdFoxrlT0EgIQgAAEIACB4gsk59LBRJqmVyxdHkuX01AsLT4wWoAABIolgHSKdFqsCwg7QwACEIAABCBg/AIaLV1/TKvu0nClzk28kyLI/wE9RLHU+IcQPYRA1RBAOkU6rRpXOs4SAhCAAAQgUCUFknJp30OaGqETSocr6YdYuppGam2VRMFJQwACxiqAdIp0aqzXJvoFAQhAAAIQgEBRBTRauvaYVsbKi6VTIvLCamJuUdvFfhCAAARKUwDpFOm0NK8vtA0BCEAAAhCAQNkKJObS3oc0Ra9Y+uNd+usxaVAsLdvhwNEgAIFnEkA6RTp9pgsGG0MAAkYgkJRE0dFG0A90AQIQMCIBtZaupNEKvWLp1Aja/5CSUCw1orFCVyAAgQIFkE6RTgu8OLACAhAwRoGjR8nKitj/s3cfcFLV9/7/z8zShWA0KlxIYoyYa8SSxNw0Y8WSf0iiSUxUVDTRZZWiiAWx7KKAEBW7IgqCsLRQLKAgICi9LWUp23vvs7uzbXbO5/87zDJM2d0zuzvlzOxrHvuIZ0/5luc53Mubz5xzFBk/3ojDY0wIIBB0gdJG7clGj7sXS2OS5d08SaRYGvTTQYcIINAVAdIp6bQr1w/HIoBA0AX+8hcxmbR0qihitQa9ezpEAAGjCNjssr9aXstxe9xRdJL2tph1ZVJJsdQoJ4pxIIBABwRIp6TTDlwu7IoAAqEXePJJLZ1GRcnQoWK3h348jAABBIIuUNwoK0tkUqpbLo1Jljn5cqxWVO4sDfoZoUMEEPCXAOmUdOqva4l2EEAgKAINDTJ9uowbJ6mpQemPThBAwCgCNrvstcirXsXSZ9JlfblYbEYZJ+NAAAEEOi1AOiWddvri4UAEEEAAAQQQCIZAYYOsKJaJ7sXSh5Jlbr6coFgajDNAHwggECQB0inpNEiXGt0ggAACCCCAQIcEmuyy2yIvZ7t9gzc6SZ7NkA3lUk2xtEOa7IwAAuEgQDolnYbDdcoYEUAAAQQQ6E4C+Q2yvFgedS+WPpwsHxZIspU7S7vTpcBcEehmAiFOp998883IkSMHDx6sKMqaNWuc+KNHj1ZcPr/61a+cmxoaGsaNG3f22Wf369fvT3/6U25urnNTRUXF3Xff/Z2Tn7vvvruystK5qa0F3fm3dSDrEUAAAQQQQAAB/wo02mVnlczyKpbGZsjGcqmhWOpfblpDAAHjCeimMyWgY/7iiy+eeeaZVatWeafTW265pfDUp7y83DmMmJiYIUOGbNy4MSEh4brrrrv88subm5sdW2+55Zbhw4fvPPkZPnz4yJEjnUe1taA7/7YOZD0CCCCAAAIIIOAvgdx6WVIkj6S4fYl3bLLML5BUiqX+UqYdBBAwvIBuOgtsOnX6eKfTv/zlL86tzoWqqqqePXsuW7bMsSY/P99sNq9fv15Ejh8/rijK7t27HZt27dqlKEpSUpLz2FYXdOff6lGsRAABBBBAAAEEui7QYJftVfJSllsojU6SuEz5ukKsLf/83vV+aAEBBBAIDwHddBaydDpw4MBzzjln2LBhDzzwQHFxsYNz8+bNiqJUVFQ4dS+77LLnn39eRObNmzdw4EDnehEZOHDg/PnzXdc4lhsaGiynPrm5uYqiWCwW791Yg4BPAl98IU88Idu3+7QzOyGAAAIIIHBSIKdeFhfJBK9i6YJCSa/jzlKuEgQQ6KYCBk2ny5YtW7t2bWJi4meffXb55ZdfcsklDQ0NIhIfH9+rVy/Xc3XjjTdGR0eLyPTp04cNG+a6adiwYTNmzHBd41iOjY11uadVWySdeiuxxieBbdtEUcRslh49JDnZp0PYCQEEEECgGwvUN8u3lTLdq1j6QqZsoVjajS8Mpo4AAg4Bg6ZT19NTUFDQs2fPVatWtZpOR4wYMWbMGEc6veiii1wPvPDCC1966SXXNY5laqfeJqzppMDbb2vp1PHj8livTrbGYQgggAACESqgqpJVL4sKZbx7sXR8inxcKJkUSyP0vDMtBBDoqEAYpFMRufDCC2fOnCkifvlmr6uR7vxdd2YZAU+B3Fw591wtnV54ofD9cE8dfkcAAQQQkLpm2VopL2Z63lk6LUu+qZR67izlGkEAAQRcBHTTWWjuO3UZoZSVlfXu3XvhwoUi4ngq0vLlyx07FBQUeDwVac+ePY5Nu3fv5qlIrowsB0qgulr27ZO6ukC1T7sIIIAAAmEooKqSUScLC2WcV7F0cZFWR+WDAAIIIOAtEOJ0WlNTc/DkR1GU2bNnHzx4MDs7u6amZtKkSTt37szMzNyyZctvfvObIUOGVFdXO0YfExMzdOjQTZs2JSQkXH/99R5vlLnssst2nfxceumlvFHG+3yzBgEEEEAAAQQCKmBt1h63O9WrWDojS3s8b4M9oJ3TOAIIIBDeAiFOp1u2bPF4QNHo0aPr6upuuummc845p2fPnj/4wQ9Gjx6dk5PjZK6vrx83btxZZ53Vt2/fkSNHum4qLy8fNWrUgJOfUaNGVVZWOo9qa0F3/m0dyHoEEEAAAQQQQMApoKqSVqe9nnRsstuXeCekaC8yzaFY6pRiAQEEEGhbQDedBembvW2PMLBbdOcf2O5pHQEEEEAAAQTCXKC2WTZVSGyGWyiNTpKZ2bKDYmmYn1yGjwACQRbQTWe+ptNvv/121KhRv/71r/Py8kTk448/3rZtW5An04nudOffiTY5BAEEEEAAAQQiXkBVJcUq8wrkYfdi6aOpsrRI8rQX4fFBAAEEEOiYgG468ymdrly5sm/fvg888EDv3r3T09NF5J133vnDH/7QsbGEYm/d+YdiUPSJAAIIIIAAAsYVqLHJV+XynFex9D/ZsqtKmriz1LinjpEhgIDRBXTTmU/p9IorrnA8U7d///6OdHrw4MHzzjvP6LMX0Z2/8afACBFAAAEEEEAgCAKqKklW+SDfs1g6MVVWFEsBxdIgnAO6QACBSBfQTWc+pdO+fftmZmaKiDOdpqen9+7d2/h6uvM3/hQYIQIIIIAAAggEVKDaJuvL5VmvYukrObLXQrE0oPY0jgAC3UtAN535lE4vuOCCjRs3uqbThQsXXnzxxca31J2/8afACBFAAAEEEEAgEAKqKsdrZU6+xLjfWfpYqqwskaLGQPRJmwgggEC3FtBNZz6l01mzZv30pz/dvXv3gAEDtm3btnjx4nPOOeett94yPq3u/I0/BUaIAAIIIIAAAv4VqLLJF2UyJd3zMbyzc2SfRWzcWepfblpDAAEETgnopjOf0qmITJkypW/fvqaTnz59+jz77LOnujD0f3Xnb+jRMzgEEEAAAQQQ8J+AXZWjtfJenmexdFKqrCqRYopLDQsEAAAgAElEQVSl/qOmJQQQQKBVAd105ms6FRGr1bpv3749e/bU1NS02pkBV+rO34BjZkgIIIAAAggg4F+ByiZZWyZPexVLX8+VA9UUS/2LTWsIIIBAmwK66cyndHr//fdXV1e7dlJbW3v//fe7rjHmsu78jTlsRoUAAggggAACXRewq3KkRt7JkzFJbl/ifTxNPimVUoqlXSemBQQQQKAjArrpzKd0ajabi4uLXfstLS2NiopyXWPMZd35G3PYjAoBBBBAAAEEuiJQ0SSflcpTaW6hdEySvJkrB6ulWe1K2xyLAAIIINBJAd10ppNOLRZLVVWVyWRKS0uznPpUVFQsXLhw8ODBnRxUEA/TnX8Qx0JXCCCAAAIIIBBYAbsqh2rkrVzPYumTaVpYLWsKbO+0jgACCCDQvoBuOtNJpyaTydzaJyoqatq0ae33bYStuvM3wiAZAwIIIIAAAgh0UaCsSfuy7pNexdK38+RwjdgplnbRl8MRQAABfwjopjOddLp169YtW7aYTKbVq1dvPfXZuXNnfn6+P4YX8DZ05x/wEdABAggggAACCARMoFmVhGp5w6tYOjldPi+VCoqlAZOnYQQQQKATArrpTCedOrrMysqy28Py5V+68++EKYcggAACCCCAQMgFShpldYk87l4sjUmWd/MkkWJpyE8PA0AAAQRaE9BNZz6lU0fLVqv1xIkTh10+rfVorHW68zfWcBkNAggggAACCLQrYLPL/mp5LcftcUfRSdrbYr4ok0qKpe3qsREBBBAIrYBuOvMpnZaUlPzxj3/0vv80tHPzpXfd+fvSCPsggAACCCCAQMgFihtlZYlMSnXLpTHJMidfjtWKyp2lIT9DDAABBBDQE9BNZz6l07vuuuu3v/3t3r17zzjjjK+++mrRokU/+clP1q5dq9d76Lfrzj/0Q2QECCCAAAIIINC2gM0uey3yqlex9Jl0WV8uFlvbR7IFAQQQQMBgArrpzKd0OmjQoD179ojIgAEDkpOTReTTTz/93e9+Z7DJtjIc3fm3cgyrEEAAAQQQQMAAAoUNsqJYJroXSx9Klrn5coJiqQFOEENAAAEEOiqgm858SqcDBgzIzMwUkR/+8Ifbt28XkYyMjL59+3Z0NMHfX3f+wR8SPSKAAAIIIIBAOwJNdtltkZez3b7BG50kz2XIhnKppljajh2bEEAAAWML6KYzn9LplVdeuX79ehH5y1/+cs899+Tl5T355JMXXHCBseeujU53/safAiNEAAEEEECgmwjkN8iyYnnUvVj6cLJ8WCDJVu4s7SZXAdNEAIFIFtBNZz6l08WLF3/00UcikpCQcM4555jN5j59+ixbtsz4crrzN/4UGCECCCCAAAKRLdBol51VMsurWBqbIRvLpbY5smfP7BBAAIFuJKCbznxKp65gVqv1wIEDpaWlrisNu6w7f8OOnIEhgAACCCAQ8QK59bKkSB5JcfsS79hkmV8gqRRLI/70M0EEEOh+ArrprMPpNLwMdecfXtNhtAgggAACCESAQINdtlfJS1luoTQ6SeIy5esKsVIsjYBzzBQQQACB1gR005lP6VRV1RUrVjz00EN/+9vfbnP5tNajsdbpzt9Yw2U0CCCAAAIIRLRAdr0sLpIJXsXSBYWSXsedpRF97pkcAggg4MNTgXxKp+PHj+/du/ctt9wyevTo+1w+xhcmnRr/HDFCBBBAAIGIF6hvlm8rZbpXsfSFTNlSIXUUSyP+CmCCCCCAwEkB3XTmUzr97ne/u27dunAk1Z1/OE6KMSOAAAIIIBAWAqoqmXWyqFDGuxdLx6fIx4XaJlUNi3kwSAQQQAAB/wjopjOf0un5559/4sQJ/4wouK3ozj+4w6E3BBBAAAEEuoVAXbNsrZQXMz3vLJ2eJd9USj3F0m5xFTBJBBBAwFNAN535lE4XLFhwxx131NXVeTZv+N9152/4GTBABBBAAAEEwkZAVbXbRxcUyjivYuniIsmqD5uJMFAEEEAAgUAI6KYzn9Kp1Wq9+eab+/fvP3z48J+5fAIxYv+2qTt//3ZHawgggAACCHRPAWuz9rjdqV7F0hlZ2uN5G+zdU4VZI4AAAgi4CeimM5/S6e233/69730vJiYmNjY2zuXj1pUhf9GdvyFHzaAQQAABBBAIDwFVlbQ67fWkY5PdvsQ7IUV7kWkuxdLwOI2MEgEEEAiSgG468ymd9uvXb9u2bUEasl+70Z2/X3ujMQQQiCCBpiZ58kkZMUJWrYqgWTEVBPwmUNssmyokNsMtlEYnycxs2UGx1G/MNIQAAghElIBuOvMpnf7kJz85fPhwOMLozj8cJ8WYEUAgGAJvvCEmkyiKmM2SkxOMHukDgXAQUFVJtsq8AnnYvVj6aKosK5b8hnCYA2NEAAEEEAiRgG468ymdrl279uabb87MzAzRLDrfre78O980RyKAQGQLPPecREVp6VRRJDExsufK7BDwRaDGJl+Vy3NexdKXs2VXlTRxZ6kviOyDAAIIdG8B3XTmUzo988wze/XqZTab+/fv/12Xj/Ftdedv/CkwQgQQCI1AQYFcfLFWPh0zhncyhuYU0KsxBFRVTtTK3HzPYunEVFlRLAUUS41xmhgFAgggEBYCuunMp3S6oI2P8Ql052/8KTBCBBAIpYDNFsre6RuBkApU22R9uTzrVSx9JUf2WiiWhvTc0DkCCCAQngK66cyndBqec9dGrTv/8J0aI0cAAQQQQCAQAqoqx2tlTr7EuN9Z+liqrCyRosZA9EmbCCCAAALdQkA3nbWXTi0WiwPJ0sbH+IS68zf+FBghAggggAACwRGosskXZTIl3fMxvLNzZJ9FbNxZGpzTQC8IIIBA5AroprP20qnZbC4uLhYRk8lkdv841hjfTXf+xp8CI0QAAQQQQCCgAnZVEmvkvTzPYumkVFldIiUUSwOqT+MIIIBAdxLQTWftpdOtW7faTt5ztbWNj/Eldedv/CkwQgQQQAABBAIkUNkka8tksnuxdEySvJErB6oplgZInWYRQACB7iugm87aS6dOtuzsbFVVnb+KiKqq2dnZrmuMuaw7f2MOm1EFT+DIEdm6VZqbg9dj13uqqZGamq43QwsIINBtBeyqHK6Rt/NkTJLbl3ifSJNPSqWUYmm3vTKYOAIIIBBgAd105lM6dX7F1znasrIys9ns/NWwC7rzN+zIGVgwBObPb3mb5V13BaM7v/SxcKH06CE9e8rSpX5pj0YQQKBbCZQ3yWel8lSaWygdkyRv5sqhGrG7/UN0t4JhsggggAACwRDQTWc+pVOTyVRSUuI63qysrH79+rmuMeay7vyNOWxGFSSBa69tSacmU9iUT4cObRnzhRcGSYluEEAg/AXsqhY+38z1LJY+maaF1fKm8J8hM0AAAQQQCAcB3XSmk04nnvyYzeYxY8Y4lidOnDhhwoRf/epXv/3tb40voDt/40+BEQZQ4PnntaRnMsn//V8Ae/Fv07/7nURFaT833ujfhmnNDwIJCfLRR1JU5IemaAIBPwmUNWlf1n3Sq1j6dp725V6KpX5iphkEEEAAAZ8EdNOZTjq99uTHZDL99re/dSxfe+21N910U3R0dEpKik9DCOlOuvMP6ejoPNQCdrssWiSvvy6VlaEeis/95+XJgw/KmDFSWOjzMewYFIGtW8Vs1v69Y/Bgqa4OSpd0gkCbAs2qJFRrDzfyuLN0crr2GKQKiqVtyrEBAQQQQCCAArrpTCedOoZ23333Od99GsDBBqBp3fkHoE+aRACBbinw9NMt6VRRZNeubknApA0hUNKovQbmcfdiaUyyvJunvTaGYqkhThKDQAABBLqrgG468ymduupZLJY1a9acOHHCdaVhl3Xnb9iRMzAEEAgzgW+/bUmnQ4bwUOUwO3cRMVybXfZZ5LUct8cdRSfJ0+nyRZlU2SJikkwCAQQQQCDMBXTTmU/p9Pbbb3/rrbdEpK6ubtiwYT179uzRo8fKlSuNj6M7f+NPgREigEDYCBw5IosXi/sz5MJm8Aw0bAWKGmVliUxKdculMckyJ1+O1Yr7++DCdpIMHAEEEEAgIgR005lP6fS88847dOiQiMTHx1944YVWq/Xdd9+94oorjE+kO3/jT4ERIoAAAggg4C1gs8tei7ziVSx9Jl3Wl4uFYqk3GWsQQAABBEItoJvOfEqnffr0ycnJEZF77rnnqaeeEpHs7Owzzjgj1LPT7193/vpNsAcCCCCAAAJGEihskBXFMtG9WPpQsszNlxMUS410phgLAggggICHgG468ymdDhs2bPny5bW1teecc87mzZtF5NChQ2effbZHZwb8VXf+BhwzQ0IAAQQQQMBboMkuuy3ycrbbN3ijk+S5DPmqXKoplnqTsQYBBBBAwGACuunMp3T6zjvv9OjR48wzz7z88svtdruIvPnmm9dee63BJtvKcHTn38oxrEIAAQQQQMBIAvkNsqxYHnUvlj6cLB8WSLKVO0uNdKoYCwIIIIBAuwK66cyndCoi+/fvX716dU1NjaO7tWvXbt++vd2uDbFRd/6GGCWDQAABBBBAwEug0S47qmSWV7E0NkM2VUhts9cBrEAAAQQQQMDYArrpzNd0auxptjk63fm3eSQbEEAAAQQQCJFAbr0sKZJHUty+xDs2WeYXSCrF0hCdFLpFAAEEEOi6gG4600mnF198cXl5uWMcDz74YMmpNyUUFxf37du36+MLdAu68w/0AGgfAQQQQAABHwUa7LK9SmZkuYXS6CSJy5SvK8RKsdRHR3ZDAAEEEDCqgG4600mnJpOpuLjYMbsBAwakp6c7louKikwmk1FnfXpcuvM/vStLCCCAAAIIhEggu14WF8kEr2LpgkJJr+PO0hCdFbpFAAEEEPC3gG4660A67d+/v2s6NZvN/h6t/9vTnb//u6RFBBBAAAEEfBOob5ZvK2W6V7H0hUzZWil1FEt9Y2QvBBBAAIFwEdBNZ6TTcDmVjBMBBBBAIEIEVFUy6+TjQhnvXiwdn6KtzKRYGiHnmWkggAACCHgKdDWdms1m572m/fv3z8jIcPRQVFRE7dQTm98RQAABBBBoV6CuWbZUyIuZnneWTs/Siqj1FEvb1WMjAggggEC4C3Q1nZpMpksvvfRnJz9RUVGXXHKJY/nSSy8lnYb7xcH4EUAAAQSCI6Cq2u2jCwplnHuxdEKKdrtpdn1wRkEvCCCAAAIIhFigq+k0rt1PiCfnQ/e68/ehDXZBAAEEEECgkwLWZu1xu3FexdIZWdrjeRvsnWyWwxBAAAEEEAhHAd10pnPfaTjO2XXMuvN33ZllBBBAAAEE/CKgqpJWp72edGyy25d4J6RoLzLNpVjqF2UaQQABBBAINwHddEY6DbdTyngRQAABBAwsUNssmyokNsMtlEYnyaxs2VkljRRLDXzuGBoCCCCAQKAFSKcWRVEsFkugoWkfAQQQQKA7C6iqJFvlwwJ52L1Y+miqLCuW/IbubMPcEUAAAQQQaBEgnZJO+cOAAAIIIBBAgWqbfFUuz3kVS1/Olt0WaaJYGkB7mkYAAQQQCDMB0inpNMwuWYaLAAIIhIWAqsqJWpmbLw+5F0snpsqKYimgWBoWZ5FBIoAAAggEV4B0SjoN7hVHbwgggECkC1hssr5cnvUqlr6SI3splkb62Wd+CCCAAAJdEehSOn1D79OVkQXnWN35B2cY9IIAAgggEO4CqirHa2VOvsS4F0sfS5WVJVLUGO7zY/wIIIAAAggEXEA3nbX3zN7z2/386Ec/Cvjwu9yB7vy73AMNIIAAAghEuECVTb4okynpno/hfS1H9leLjTtLI/z8Mz0EEEAAAb8J6Kaz9tKp30YRuoZ05x+6odGzi0BurixbJtnZLqtYRCA8BVRV0tOlqio8R8+o3QTsqiTWyHt5nsXSx9NkdYmUUCx10+IXBBBAAAEE9AV001kH0mljY2NSUpLNZtPv1jB76M7fMCPtxgPJyZHvfEcURfr3l4yMbgzB1CNC4L77tIu5Xz/Zvj0i5tNNJ1HZJGvLZLJ7sXRMkryRKwnV0qx2UxamjQACCCCAQBcFdNOZT+nUarX+61//ijr5SU9PF5Hx48e/9NJLXRxcEA7XnX8QxkAXOgKLFml/m3f8zJunszObETCyQGlpy5VsNsuoUUYeKWNrVcCuyuEaeTtPxiS5fYn3iTT5pFRKKZa2qsZKBBBAAAEEfBbQTWc+pdMJEyb84he/2LZt2xlnnOFIp59++ukVV1zh8zBCtqPu/EM2Mjp2CqSlSd++2t/pe/eWpCTnahYQCD+BxkY55xyJihKTSV58MfzG341HXN4kn5XKU2luoXRMkryZK4dqxE6xtBtfG0wdAQQQQMCPArrpzKd0+oMf/GDXrl0i0r9/f0c6TU1NHTBggB8HGqCmdOcfoH5ptmMCyckyZ46cONGxo9gbAQMKHD8u48bJyy9LU5MBR8eQPATsqhY+38z1LJY+laaF1XLOoYcXvyKAAAIIINA1Ad105lM67du3ryOUOtPpoUOHvvOd73RtbME4Wnf+wRgEfSCAAAIIGEygrEn7su4TXsXSd/K0L/dSLDXY6WI4CCCAAAIRIqCbznxKp1dfffWbb77pqJ1mnHxuzdixY2+++WbjI+nO3/hTYIQIIIAAAv4SaFblQLX2cCOPO0snp2uPQaqgWOovaNpBAAEEEECgNQHddOZTOt2xY8eAAQNiYmL69OnzyCOPjBgx4owzzti/f39rPRprne78jTVcRoMAAgggEBiBkkbtNTCPuxdLY5K1F8YcraVYGhh0WkUAAQQQQMBdQDed+ZROReTIkSP33nvvJZdccvHFF48aNerIkSPuHRn0N935G3TcDAsBBBBAwB8CNrvss8jsHLfHHUUnyZR0+aJMqsLpFWn+4KANBBBAAAEEQiqgm858TachnUXnO9edf+eb5kgEEEAAAQMLFDXKyhKZlOqWS2OSZU6+HK8VlcfwGvjcMTQEEEAAgUgV0E1n7aVTi97H+Gq68zf+FBghAgggEMEC1ibrxPUTb1t22/bs7X6ZZpNd9lrkFa9i6TPpsr5cLBRL/aJMIwgggAACCHRKQDedtZdOTSaTud1Pp4YU1IN05x/U0dAZAggggIC7wOSNk81TzeY4c/8Z/eua6tw3duy3ggZZUSwT3YulDyXL3Hw5QbG0Y5bsjQACCCCAQEAEdNNZe+l066nPggULBg0aNHny5E9PfiZPnjx48OAFCxYEZMh+bVR3/n7tjcYQQAABBDomMHrN6KipUUqcosQpZdayjh18cu8mu+y2yMvZbt/gjU6S5zLkq3KppljaCVMOQQABBBBAIDACuumsvXTqHNL111+/ZMkS568iEh8ff80117iuMeay7vyNOWxGhQACCHQTgSNFR859+VxTnGnyxskdnXJ+gywrlkfdi6UPJ8u8AkmxcmdpRznZHwEEEEAAgYAL6KYzn9Jp3759U1JSXAebnJzct29f1zXGXNadvzGHzagQQACB7iPQbG+2Nll9n2+jXXZUyUyvYmlshmyqkNpm31tiTwQQQAABBBAIqoBuOvMpnV500UWPPfaY68Afe+yxiy66yHWNMZd152/MYTMqBBBAAAFvgdx6WVIkj6S4fYl3bLLML5C0Ooql3mCsQQABBBBAwFgCuunMp3S6bt26Pn36XHLJJf8++bnkkkv69Omzbt06Y821tdHozr+1g1iHAAIIIGAggQa7bK+SGVluoTQ6SeIy5esKsVIsNdC5YigIIIAAAgi0J6CbznxKpyKSm5v79NNP33bbbbfeeuuUKVNycnLa69Yw23Tnb5iRMhAEEEAAAU+B7HpZXCQT3Iul41JkQaGkUyz11OJ3BBBAAAEEjC6gm858Taedm+g333wzcuTIwYMHK4qyZs0aZyOqqsbGxg4ePLhPnz7XXHPN0aNHnZsaGhrGjRt39tln9+vX709/+lNubq5zU0VFxd133/2dk5+77767srLSuamtBd35t3Ug6xFAAAEEQiVQ3yzfVsp0r2Lpi5mytVLqKJaG6sTQLwIIIIAAAl0T0E1nvqbTysrKV1555d///vcDDzwwe/bsqqoqXwb2xRdfPPPMM6tWrfJIpzNnzhwwYMCqVasSExP/+c9/Dh48uLq62tFgTEzMkCFDNm7cmJCQcN11111++eXNzS1/E7nllluGDx++8+Rn+PDhI0eO1B2D7vx1W2AHBBBAAIHgCKiqZNbJx4Uy3r1YOj5FFhVKVj13lgbnPNALAggggAACgRLQTWc+pdN9+/adddZZQ4YMcXyzd+jQoWefffaBAwd8H7VrOlVVddCgQTNnznQc3tDQMHDgwDlz5ohIVVVVz549ly1b5tiUn59vNpvXr18vIsePH1cUZffu3Y5Nu3btUhQlKSmp/THozr/9w9mKAALhJ3D0qFx5pVxyiXzzTZcGX5koO+6WA49JU8u/nXWpNQ5uV6CuWbZUyIuZnneWTs/Siqj1FEvb1WMjAggggAAC4SKgm858SqdXXXXVfffdZ7O1vNTcZrONHj3697//ve8Kruk0PT1dUZSEhATn4X/+85/vvfdeEdm8ebOiKBUVFc5Nl1122fPPPy8i8+bNGzhwoHO9iAwcOHD+/PmuaxzLDQ0NllOf3NxcRVEsFov3bqxBAIHIFLj6ajGbxWSS73+/8xNUVVk1SOLN2s/ehzvfDke2K6Cq2u2jCwplbLJbLp2Qot1uml3f7sFsRAABBBBAAIFwE/BPOu3Tp8+JEydc537s2LEOve/UNZ3u2LFDUZT8/Hxngw8++OBNN90kIvHx8b169XKuF5Ebb7wxOjpaRKZPnz5s2DDXTcOGDZsxY4brGsdybGys4v4hnXorsQaBiBW46qqWdDpkSOfnaG86GU0ViTfJlj92vh2ObEPA2qw9bjfOq1j6Upb2eN4GexuHsRoBBBBAAAEEwlnAP+n03HPP3bBhg6vD+vXrzz33XNc17S97p9OCggLnIQ888MDNN9/cajodMWLEmDFjHOnU4w2rF1544UsvveRsxLlA7dRJwQIC3VHg0CG59FK58ELZvLlL0098UYumy/tL8bYutcPBLgKqKqlW7fWkHsXSR1K0F5nmUix1sWIRAQQQQACByBPwTzodP3780KFDly1blpOTk5ubu3Tp0qFDhz7yyCO+e7mm00B/s9d1VLrzd92ZZQQQQMBNoLFKmhvc1vBLZwVqm2VThcRmuH2DNzpJZmXLzipppFjaWViOQwABBBBAIIwEdNOZT/edNjY2TpgwoVevXuaTn969ez/66KMNDR34S5trOnU8FWnWrFkOx8bGRo+nIi1fvtyxqaCgwOOpSHv27HFs2r17N09FCqMLkaEigED3FFBVSbbKhwXysPudpY+myvJiye/A/xvpnn7MGgEEEEAAgYgS8E86dZBYrdYjR44cPnzYarX6iFRTU3Pw5EdRlNmzZx88eDA7O1tEZs6cOXDgwNWrVycmJt55550eb5QZOnTopk2bEhISrr/+eo83ylx22WW7Tn4uvfRS3ijj41lgNwQQQCD4AtU2+apcnvMqlr6cLbst0kSxNPinhB4RQAABBBAItYA/02kn5rJlyxb35xMpo0ePFhFVVWNjYwcNGtS7d++rr746MTHR2Xh9ff24cePOOuusvn37jhw5Micnx7mpvLx81KhRA05+Ro0aVVlZ6dzU1oLu/Ns6kPUIIIAAAp0QUFU5UStz8+Uh92LpxFRZUSwFFEs7YcohCCCAAAIIRIqAbjrT+Wbv/e1+jK+kO3/jT4ERIoAAAmEhYLHJ+nJ5Jt3zztJXc2QvxdKwOIUMEgEEEEAAgQAL6KYznXRqMpnOP//822677dbWPgEevB+a152/H/qgCQQQQKBdgXpb/Z68PRV1p9/k3O7uYbZRVeVYrczJlxj3YuljqbKyRIoaw2w6DBcBBBBAAAEEAiegm8500ulDDz303e9+9/LLL3/jjTfKy8sDN9AAtaw7/wD1S7MIIICAQ8DaZP3pOz9V4pTvzvxuWnlaJLFU2eSLMpniVSx9LUf2V4uNO0sj6WQzFwQQQAABBPwhoJvOdNKpiDQ0NCxZsmTEiBH9+vW7/fbb169f///uGvXH2ILRhu78gzEI+kAAgW4ssDF9oxKnKHGKKc700rZWXtEcdjZ2VRJr5N08z2Lp42mypkRKKJaG3RllwAgggAACCARLQDed6adT51CzsrLi4uIuuOCC73//+zU1Nc71Rl7Qnb+RB8/YEEAgAgRyqnJ6v9jbPNWsxCnrU9eH9Ywqm2RtmUx2L5aOSZI3ciWhWprD5t8tw/okMHgEEEAAAQTCWEA3nXUgnWZnZ0+dOvVHP/rRkCFDSKdhfFEwdAQQCK7Avvx9kzdO/izps+B267fe7KocrpG382RMktsTj55Ik09KpazJbx3REAIIIIAAAghEtoAf0qnzm719+vT5+9//vm7dOrs9bG4n0p1/ZJ9+ZocAAgh0RaC8ST4rlSfT3ELpmCR5K1cO1YidYmlXcDkWAQQQQACB7iegm850aqfOpyK9/vrrZWVlYQeoO/+wmxEDRgABBAIt0KzKwWp5M9ezWPpUmhZWyymWBvoE0D4CCCCAAAIRKqCbznTSqclk+uEPf3jrrbfe1trH+Gi68zf+FBghAgggEDSB0kbty7pPeBVL38nTvtxLsTRoJ4KOEEAAAQQQiEgB3XSmk05Hjx59X9sf45Ppzt/4U2CECCCAQKAFmlU5UC2vexVLJ6fLujKppFga6BNA+wgggAACCHQPAd10ppNOw11Jd/7hPkHGjwACCHRFoKRRVpfI4+7F0phkeS9PjtZSLO0KLccigAACCCCAgKeAbjojnXqS8TsCCCAQ8QI2u+yzyOwct8cdRSfJlHT5okyqbBEPwAQRQAABBBBAIAQCpFOLoigWiyUE9nSJAAIIGE+gqFFWlsikVLdcGpMsc/LleK2oPIbXeKeMESGAAAIIIJ0ivu4AACAASURBVBAxAqRT0mnEXMxMBAEEOi/QZJc9FnnFq1j6bIasLxcLxdLO03IkAggggAACCPgqQDolnfp6rbAfAghEpEBBg6wolonuxdKHk+WDfDlBsTQiTzmTQgABBBBAwKgCpFPSqVGvTcaFAAKBFGiyy64q+U+22zd4o5PkuQz5qlyqKZYGEp+2EUAAAQQQQKBVAdIp6bTVC4OVCCAQsQL5DbKsWB71KpbOK5AUK3eWRux5Z2IIIIAAAggYX4B0Sjo1/lXKCBFAwA8CjXbZUSUzvYqlsRmyqUJqm/3QBU0ggAACCCCAAAJdESCdkk67cv1wLAIIhIFAbr0sKZJHUty+xDs2WeYXSFodxdIwOIMMEQEEEEAAgW4iQDolnXaTS51pItDtBBrssq1SZmS5hdLoJJmaKV9XiJViabe7IpgwAggggAACRhcgnZJOjX6NMj4EEOioQHa9LC6S8e7F0nEpsrBQ0imWdlST/RFAAAEEEEAgWAKkU9JpsK41+kEAgQAL1DfLN5UyzatY+mKmbK2UOoqlAfaneQQQQAABBBDoogDplHTaxUuIwxFAIMQCqiqZdfJxoWexdHyKLCqUrHruLA3xCaJ7BBBAAAEEEPBRgHRKOvXxUmE3BBAwnEBds2ypkBcyPe8snZ4l31ZKPcVSw50xBoQAAggggAAC7QmQTkmn7V0fbEMAAQMKqKp2++iCQhmb7JZLJ6Rot5tm1xtwyAwJAQQQQAABBBDQFyCdkk71rxL2QAABgwhYm7XH7cZ5FUtfypLtVdJgN8gwGQYCCCCAAAIIINAZAdIp6bQz1w3HIIBAMAVUVVKt2utJPYqlj6TI0iLJpVgazJNBXwgggAACCCAQMAHSKek0YBcXDSOAQJcFaptlY7nEZrh9gzc6SWZly84qaaRY2mVhGkAAAQQQQAAB4wiQTkmnxrkaGQkCCLQIqKokW+XDAnnY/c7SR1NlebHkNwCFAAIIIIAAAghEoADplHQagZc1U0IgfAWqbbKhXJ7zKpa+nC27LdJEsTR8Ty0jRwABBBBAAAE9AdIp6VTvGmG78QWOHJGvvpL16yU11fiDZYStCqiqnKiVufnykHuxdGKqrCiWQoqlraqxEgEEEEAAAQQiS4B0SjqNrCu6G85m/nxRlJafqCgtpvIJKwGLTdaXyzPpnneWvpojey1io1gaVmeTwSKAAAIIIIBAVwRIp6TTrlw/HGsAgWuvdUun//63AcbEEPQFVFWO1cqcfIlxL5ZOSpWVJVLUqN8CeyCAAAIIIIAAAhEmQDolnUbYJd39pvP886fTqaLIRx91P4Iwm3Flk6wrk6e9iqWv5cj+aoqlYXY2GS4CCCCAAAII+FGAdEo69ePlRFOhELDbZdEiiYuTF16QTz8NxQjo0ycBuyqJNfJunmex9PE0WVMiJRRLfVJkJwQQQAABBBCIZAHSKek0kq9v5oaAEQQqmuTzUpnsXiwdkyRv5EpCtTSrRhgjY0AAAQQQQAABBEIvQDolnYb+KmQECESkgF2VwzXydp6MSXJ74tETafJJqZQ1ReSkmRQCCCCAAAIIINB5AdIp6bTzVw9HIoBAqwLlTfJZqTyZ5hZKxyTJW7lyqEbsFEtbVWMlAggggAACCHR7AdIp6bTb/yEAAAE/CTSrcrBa3sz1LJY+laaF1XKKpX5yphkEEEAAAQQQiFQB0inpNFKvbeaFQPAEShu1Jxs94VUsfSdPjlAsDd55oCcEEEAAAQQQCG8B0inpNLyvYEaPQAgFmlU5UC2vexVLn07X3hlTSbE0hOeGrhFAAAEEEEAgDAVIp6TTMLxsGTICoRYobpRVJTIp1e3O0phkeS9PjtZyZ2moTw/9I4AAAggggEB4CpBOSafheeUyagRCIWCzyz6LzM5xC6XRSTIlXb4okypbKMZEnwgggAACCCCAQKQIkE5Jp5FyLTMPBAIpUNQoK0vkMa9i6fv5crxWVB7DG0h82kYAAQQQQACBbiJAOiWddpNLnWki0BmBJrvsscgrXsXSZzNkfblYKJZ2BpVjEEAAAQQQQACB1gVIp6TT1q8M1iLQzQUKGmRFsUx0L5Y+nCwf5EuSlWJpN786mD4CCCCAAAIIBESAdEo6DciFRaMIhKlAk112Vcl/sj3vLH0uQzaWSw3F0jA9rwwbAQQQQAABBMJBgHRKOg2H65QxIhB4gfwGWVokj3oVS+cVSArF0sD70wMCCCCAAAIIIEA6JZ3ypwCBbi3QaJcdVTLTq1gamyGbKqS2uVvjMHkEEEAAAQQQQCCYAqRT0qn/rjeeW+o/S1oKgkBuvSwpkgkpbl/iHZssHxVIWh13lgbhDNAFAggggAACCCDgJkA6JZ26XRCd/KWmRq69Vsxm+cc/xMadeZ1U5LDgCDTYZVulzMhyC6XRSTI1U76uECvF0uCcBnpBAAEEEEAAAQS8BEinpFOvi6ITK+bOFUVp+Vm/vhMNcAgCQRDIqpfFRTLevVg6LkUWFkoGxdIgnAC6QAABBBBAAAEE2hUgnZJO271AfNy4YsXpdLp7t48HsRsCwRGob5ZvKmWaV7H0xUzZWil1FEuDcxroBQEEEEAAAQQQ0BMgnZJO9a4RX7bb7RIbK7/7nbz9ti+7sw8CQRBQVcms0+qiHsXS8SmyqFCy6rmzNAgngS4QQAABBBBAAIEOCJBOSacduFzYFYGwEKhrli0V8kKm552l07Pk20qpp1gaFmeRQSKAAAIIIIBA9xMgnZJOu99Vz4wjVEBVJb1OFhTK2GS3XDohReKLJKc+QqfNtBBAAAEEEEAAgUgRIJ2STiPlWmYe3VjA2iybKyTOq1j6UpZsr5IGezemYeoIIIAAAggggED4CJBOSafhc7UyUgTcBVRVUq0yv8CzWPpIiiwtklyKpe5c/IYAAggggAACCBhcgHRKOjX4JcrwEGhFoLZZNpZLbIbbN3ijk2RWtuyskkaKpa2YsQoBBBBAAAEEEDC6AOmUdOpyje7eLatWSV2dyyoWEeiqgF21r09d/2Xql3a1q6lRVSXZKh/ky8Pud5Y+mirLiyW/oatD5XgEEEAAAQQQQACBEAqQTkmnpy6/jz9ueWfpVVfxqo1TKPzXDwIT109U4hQlTnnky0c63Vy1TTaUy3NexdKXs2W3RZq6Gns7PS4ORAABBBBAAAEEEPCbAOmUdHrqYvrrX8VkagmoFRWn1vJfBLoqMHT2UEc6/Z9X/6ejbamqnKiVufnykHuxdGKq/LdYCimWdhSU/RFAAAEEEEAAAQMLkE5Jp6cuzzlzWqLpz35G7fQUCv/1g0D0Z9GOdPrApw/43pzFJuvL5Zl0zztLX82RvRaxUSz1nZI9EUAAAQQQQACBMBEgnZJOXS7Vr76S+fPFYnFZxSICXRVotjcvP7p8WeIym92m25aqyrFamZMvMe7F0kmpsqpEiht1G2AHBBBAAAEEEEAAgXAVIJ2STsP12mXcESZQ2STryuRpr2Lpazmyv5piaYSdbaaDAAIIIIAAAgi0IkA6JZ22clmwCoGgCdhVSayRd/I8i6WPp8maEimhWBq0M0FHCCCAAAIIIIBAqAVIp6TTUF+D9N9dBSqa5PNSeSrN7c7SMUnyRq4kVEuz2l1dmDcCCCCAAAIIINBdBUinpNPueu0z7xAJ2FU5XCNv58mYJLdc+mSafFoqZU0hGhbdIoAAAggggAACCIRagHRKOg31NUj/3UagvEk+K5UnvYqlb+XKoRqxUyztNlcCE0UAAQQQQAABBFoVIJ2STlu9MDqyUlXljTdk5Ej56KOOHBZu+xYVyb/+JXfcIUlJARl64UbZ+hc5OFmaI+1Wy2ZVDlbLm7mexdKn0rRv9lZQLA3I9USjCCCAAAIIIIBA+AmQTkmnXb5q161reVGqosiePV1uzqgN3HqrREVpP//7v/4fYkOZLO0l8Sbt59hMv7efa8m9cu6VZ806683db/q98XYaLG3Unmz0hHuxNCZZewbSEYql7cCxCQEEEEAAAQQQ6JYCpFPSaZcv/A8/PJ1OP/mky80ZtYFf/lJMJm2mZ57p/yHWpEu8ov0siZL9j/i9/YfXPhw1NUqJU0xxpjJrmd/b92jQZpcD1fK6V7H06XTtnTGVFEs9vPgVAQQQQAABBBBA4KQA6ZR02uU/ChaLXHmlFttuuEEaGrrcnFEb2LBBzjhDevSQDz7w/xBVVfY+rKXTNUOlOs3v7T+2/jFHOu3xQo/K+kq/t+9ssLhRVpXIpFS3xx3FJMt7eXK0ljtLnU4sIIAAAggggAACCLQiQDolnbZyWXR4lapKbW2Hjwq7A5qaAhu/bVZR7YFQqair+Nvyv1327mUrjq4IRPs2u+yzyOwct1AanSRT0uXLMrHYAtEnbSKAAAIIIIAAAghEmgDplHQaadc08wmmQFGjrCyRx9yLpQ8ly/v5crxWVB7DG8yTQV8IIIAAAggggECYC5BOSadhfgkz/FAINNllj0Ve8SqWPpshG8qlmmJpKE4KfSKAAAIIIIAAAuEuQDolnYb7Ncz4gypQ0CDLi2Wie7H04WT5IF+SrBRLg3ou6AwBBBBAAAEEEIgwAdIp6TTCLmmmExCBJrvsqpL/ZHveWfpchmwslxqKpQFRp1EEEEAAAQQQQKB7CZBOIy6dpqfL3r1iD8jDdYz1hyMvT3bulKbwfz+JvUlsdcaydRlNXoMsLZJHvYql8wokhWKpC1RXF6uOS/l+qs9dZeR4BBBAAAEEEAhnAdJpZKXT//5XzGbt5S6jRoXzZenD2Ldvl169tJn+/vfhHcVLtsuKgRJvluOv+DDt4O3SYJcdVTLTq1gamyGbKqS2OXgj6RY9pcxpeeHtvgndYr5MEgEEEEAAAQQQaE2AdBpZ6fQPf9ACm+Onvr61Mx4p6x56SKKiWmaanBzGs/r6Zok3aclkSQ+xGyLz5dTLkiKZkOL2Jd6xyfJRgaTVUdsLzLX2xc9b0umyvoHpgFYRQAABBBBAAIEwECCdRlY6jY3VApvZLBdfHOExYv78lpl+73titYbBH7W2hrj737LErNVOVw8O7SlrsMu2SpmR5RZKo5NkaqZsqRCrIYJzW4jhv37v2JPp1Cwbrw7/yTADBBBAAAEEEECgkwKk08hKp83N8sEHMm2aFBV18ooIl8NUVZYtk7g4SUsLlyG3Ps7GStn7sGz7h1Qcbn2HwK/NqpfFRTLevVg6LkUWFkoGxdLA+2s9NDdK8jty7D/SWBmcDukFAQQQQAABBBAwoADpNLLSqQEvMYZkVIH6ZvmmUqZ5FUtfzNTW11MsNeqJY1wIIIAAAggggECkCpBOSaeRem0zr9YFVFUy67S6qEexdHyKLCqUrPrQfr+49TGzFgEEEEAAAQQQQKA7CJBOSafd4TpnjpqAtVm7g/SFTM87S6dnybcUS7lGEEAAAQQQQAABBEItYNB0Ghsbq7h8zjvvPAeUqqqxsbGDBw/u06fPNddcc/ToUSdgQ0PDuHHjzj777H79+v3pT3/Kzc11bmpnQXf+7RzLJgTCQkBVJb1OFhTK2GS3XDohReKLJCeiH+0cFieIQSKAAAIIIIAAAgg4BHTTmRISqdjY2EsuuaTw1KekpMQxjJkzZw4YMGDVqlWJiYn//Oc/Bw8eXF1d7dgUExMzZMiQjRs3JiQkXHfddZdffnlzs/6dc7rzD8n06RQBvwhYm2VzhcR5FUtnZmvvMm2w+6UTGkEAAQQQQAABBBBAwD8CuuksZOn08ssv95iiqqqDBg2aOXOmY31DQ8PAgQPnzJkjIlVVVT179ly2bJljU35+vtlsXr9+vUcL3r/qzt/7ENaEWGD/fpkzR7Kz2xtGcrK8954cO9bePjt3ypgx8v77rdxnabNK+gLJ/bSVTe21GNhtqqp+mvTpRwc/sjbpvEFHVSXFKvMLPIulj6TI0iLJ9blYui9/35x9c3KqcgI7MVpHAAEEEEAAAQQQQOCkgG46C1k67dev3+DBg88///x//vOf6enpIpKenq4oSkJCgvPc/fnPf7733ntFZPPmzYqiVFRUODdddtllzz//vPNX14WGhgbLqU9ubq6iKBaLxXUHlo0rsGOH9jZXRZGzzpLS0tbHmZEh/fpp+/TqJcePt75PUZH07i1RUdpuH3/suc+mG06+fFKRxGmem0L3+7RvpilxihKn3LDwhrZGUdssG8vl+Qy3b/BGJ8msbNlVJY0dKZZuy95mnmpW4pSzZ51dZi1rq0fWI4AAAggggAACCCDgLwGDptMvvvhi5cqVR44c2bhx4zXXXHPeeeeVlZXt2LFDUZT8/Hzn5B988MGbbrpJROLj43v16uVcLyI33nhjdHS06xrnssdNraRTp0wYLLz4ophMWqRUFNm8ufUBL1nSsoOiyNy5re+zb1/LPmazTJnito+qSry5JZ1+dZXbppD+ctX8qxzp1DzVbFfdgqaqSrJVPsiXh93vLH00VZYXS35DZ8Y9detUU5zJ0eOWzC2daYJjEEAAAQQQQAABBBDoiIBB06nrFGpra88777xXX33VkU4LCgqcWx944IGbb7651XQ6YsSIMWPGOPd0XaB26qoRZssHDkjPnlqwHDxYKitbH3xenpx5prbPGWdIWlrr+9hscsMN2j5nny0pKZ77fHNbSzpNesNzU+h+f2P3G46seNuy25yjqLbJhnJ51qtY+nK27LZIk1uGdR7k08K+/H09X+ipxClDXh1SVV/l0zHshAACCCCAAAIIIIBAFwTCIJ2KyIgRI2JiYvz1zV5XLt35u+7MsiEEUlJkxYo2v9brGGJenixfrnNvqt0uqalibe0eTnuT5H4mxdsMMV+XQWzL3vZZ0mdNzU2qKidqZW6+POReLJ2YKv8tlsJOFUtd+mlZTC5LXnF0BV/r9ZZhDQIIIIAAAggggEAgBHTTWWjuO3WdakNDw5AhQ6ZOnep4KtKsWbMcWxsbGz2eirR8+XLHpoKCAp6K5GrIcsQIWGzyZZlMSfe8s3R2juyziK0LxdKIIWIiCCCAAAIIIIAAAmEqYNB0OmnSpK1bt2ZkZOzevXvkyJEDBgzIysoSkZkzZw4cOHD16tWJiYl33nmnxxtlhg4dumnTpoSEhOuvv543yoTpFcmwWxVQVTlaK3PyJca9WDopVVaVSHFjqwexEgEEEEAAAQQQQACBcBIwaDp1vMu0Z8+e//M///PXv/712KlXg6iqGhsbO2jQoN69e1999dWJiYlO7Pr6+nHjxp111ll9+/YdOXJkTo5Pr8HQnb+zfRYQCIlAZZOsK5OnvYqlr+XIgWqKpSE5J3SKAAIIIIAAAgggEBAB3XQW+m/2BmTepxrVnf+pHfkvAkEVsKuSWCPv5HkWSx9PkzUlUkqxNKhng84QQAABBBBAAAEEgiGgm85Ip8E4DfSBgFOgokk+L5Wn0tzuLB2TJG/kSkK1NKvOHVlAAAEEEEAAAQQQQCCiBEinFt53GlFXdNhOxq7K4Rp5O0/GJLnl0ifT5NNSKWvy28T+39fj/dYWDRlHQFXl5ZflN7+RadOEU2yc88JIEEAAAQQQQKAjAqRT0mlHrhf2DYBAWZOWP5/0Kpa+nSeHasTu1ywZuyW2xws9LnrrooyKjABMhSZDJ/D119r7ex0/a9eGbhz0jAACCCCAAAIIdF6AdEo67fzV06Ujm5rkwQdl2DC57z657DK54Qad15N2qTMjHtysat/UfTPXs1j6VJr2zd4K/xVLnZMvqC5Q4hQlTomaGjV23VjnehYiQWD16tPpdPHiSJgRc0AAAQQQQACB7idAOiWdhuiq//DD03+ZNpkkKkpuvz1EQwl2t6WN2pONHncvlsYka89ASvR3sdR1bpX1lT1f6GmKM5mnmp/d/KzrJpbDXqCxUW67Tftz9Ic/SH192E+HCSCAAAIIIIBAtxQgnZJOQ3Thv/uumEynA6rZLLfeGqKhBKlbm117B8zruW63lUYnaW+LWVcmlQEolnpPbG3y2ms+uib68+jaxlrvraxBAAEEEEAAAQQQQCCEAqRT0mmILr+6Oi2OnnWWjBwpgwdrX+5NSgrRUALebXGjrCqRSaluuTQmWd7Lk6O1fr6zNOCToQMEEEAAAQQQQAABBAIjQDolnQbmyqJVEZtd9llkdo5bKI1Okinp8mWZWGwYIYAAAggggAACCCCAwGkB0inp9PTVwJK/BIoa5b/F8ph7sfShZJmbL8dred+Hv5hpBwEEEEAAAQQQQCCiBEinpNOIuqBDO5kmu+yxyCtexdJnM2RDuVRTLA3t6aF3BBBAAAEEEEAAAWMLkE5Jp8a+QsNkdAUNsrxYJroXSx9Olg/yJdlKsTRMziLDNJpAYaHU1BhtUIwHAQQQQAABBAInQDolnQbu6or8lpvssqtK/pPteWfp8xmysVxqKJZG/iXADAMmMGmS9kzvfv3km28C1gcNI4AAAggggICxBEinpFNjXZHhMpq8BllaJI96FUvnFUgKxdJwOYuM07ACVmvL66ZMJu09rnwQQAABBBBAoHsIkE5Jp93jSvfTLBvssqNKZnoVS+MyZXOF1Db7qRuaQaCbCzQ3y6BBEhUlZrM8/ng3x2D6CCCAAAIIdB8B0inptPtc7V2aaU69xBfJhBS3L/GOTZYFhZJWx52lXbLlYARaETh+XB58UJ5/XurrW9nKKgQQQAABBBCIRAHSKek0Eq9r/82pwS7bKmVGllsojU6SFzJlS4VYKZb6j5qWEEAAAQQQQAABBLq5AOmUdNrN/wi0Of2sellUKOPdi6XjUmRhoWRSLG2TjQ0IIIAAAggggAACCHRSgHRKOu3kpROph9U3yzeVMs2rWPpipra+nmJppJ545oUAAggggAACCCAQagHSKek01NegMfpXVa0iurBQxrkXS8enaBXULG58M8ZpYhQIIIAAAggggAACESxAOiWdRvDl7dPUrM3aHaQvZHreWTojS76lWOoTITshgAACCCCAAAIIIOAHAdJp2KbT48flnnvkkUekqsoPF0KHmti4Uf7xD5kxQ5rb/Z5rVZU8+qjcd5+kpOg0X54g2++ShCfFZtXZswubLQ2W13e9Pi9hns1uE9GesptWJx8VyNhkt1w6IUVeTs176tu3N6ZtnPbNtH/+95+bMza30216Rfp9n9w3dt3YMmtZO7sFfFN9iewdK7sfkNrsgPcVeR1kZcm//iUxMVJcrD+5zz/Xrv9XX+VJzfpW7IEAAggggAACCHREgHQanulUVeWHP2x5GeC//92RM97lfQsLpWdP7SWEiiLvvttec6NHayOMipILL2xvN3uT/PdsWWKWeLMkBPDFhtd+dK0pzqTEKePXT95Ybr/nQNqf9xdGJ52OpjOztXeZZlkK+8/o79hTiVPMU829XuxVXNtmaBn+7vCoqVFRU6P+vuLv7U0z0Nu2/kmWRGk/X/6ik13Vl8qxmZL6gZxM751sJEwPu/LKlmt15EidGaSnaxe/yaRd/4sW6ezMZgQQQAABBBBAAIGOCJBOwzOd2u1aRFQU7W/JN9zQkTPe5X2PHNH6VRTtb/OTJ7fX3NVXt/wlvnfv9nZrqpZ45eSPWbb9o709u7at54u9lFkXKnPuP3fNiv/dsFWJn6PEz/m/rQmPpMjSIslraGl9U/omJU5x/Dgz6rGSY211PvClgUqcYooz/eL9zsbCtpru0Pq1l7Ywrvxeh447vfMXP9f+gSBekUNTTq/sJkvnnNNyVQ8frjPjHTta9jSbZfp0nZ3ZjAACCCCAAAIIINARAdJpeKZTEZk1S8t+Z5whm9v73mlHLgbf9rXb5Y47tL+gDxkiGRntHbNhg/Ttqw3y5Zfb201EDk7WQtGKgVK6R2fPTm2uscnGcvn5+s8cifSqbUd7LJunLc974oL5dzXa3Rqtaay54I0LlDilz7Q+5/7nXCVOuWvlXaqquu3k8ss7e98xTzX3mdZnbfJal9VBX8xZJUt7afEyZU5n+rY3S7ypJd9uvK4zLYT1MR98oP1rS69esnq1zjxsNhk5Urv+L7hA8vN1dmYzAggggAACCCCAQEcESKdhm05FxGKR+hA9TLa8XGza3Zs6n7o6qazU2cexubFSmht92tPnnVRVkq3yQb48fPLO0geT1D/vL/zbwbJHU+UXa2YpMwYpccpj6x/zbq+6oXpj+sb86nyb3VZeV+69g8ea6obquqY6j5U+/dpUoxUq942T2iyf9m9/J1utNFna36W9rTtHn0ynJsnoll9YrakRq2+3PauqlJXp3HTdHjTbEEAAAQQQQAABBFoXIJ2Gczpt/ZyyVqptsqFcns04fU+p4/7SV3Jkt0Wa7FJvq5+XMG/JkSXN9nYf7BRoy533a9XOJVHy+U8D3ZV++6pdSneLJVl/T/ZAAAEEEEAAAQQQQCAAAqRT0mkALqsQNamqcrxW5ubLQ+6P4X0sVf5bLIWn7iwN0eha63bDb1u+TLu03VtzWzuUdQgggAACCCCAAAIIRJgA6ZR0GgmXtMUmX5bJlHTPYunsHNlnEZv7naUGmnDuJ7KkpxZQE6cZaFQMBQEEEEAAAQQQQACBUAiQTkmnobju/NSnqsrRWnkvT2Lci6WTUmVViRT7+T5WPw3ao5nGSqkr9FjHrwgggAACCCCAAAIIdEMB0inpNCwv+8omWVcmT3sVS1/LkQPVRi2WqnZRDVvGDcvLgEEjgAACCCCAAAIIRJIA6TTS0+ncufK//yt33im1tRFw4dpVSayRd7yKpTHHa362curF7//+8+TP25rmhwc+/M6M7wyYMeDtPW+3tU9n1hdvky9+Ll9dLZaU9g7PWSPLzpDl/SWvzRG2dzjbEEAAAQQQQAABBBCIdAHSaUSn06ws7cWMiiJms0wL2Z2NdtVeVFPUxafjVjTJ56XyVJrbnaVjkuTNXEmoltGf/CtqapQSp/Sd1rextTfTVNRVmOJMSpzi+CmoLtD5o91cLw1lOvs4Nq8eor0pdEmUkCSvCwAAIABJREFUbB7R3v6fnN/yAKTPLmpvN7YhgAACCCCAAAIIINBdBUinEZ1O09Ja0mlUlDz/fEgucmuT9dcf/FqJU4a/O7yy3rd3n7oM1K7K4Rp5O0/GJLnl0ifT5NNSKWtq2XXUqlGOdNrzhZ71tlbeAVtSW+KMpkqcklOV49KJ12LZXlkxUAuTB1p5G6rn3ivPORk7zVr5tJ3Pl7/UEuySKNnwu3b2YhMCCCCAAAIIIIAAAt1WgHQa0elURKZPl7POkuuuk/LykFzlq46vcsbCeQnzfB9DWZOWP5/0Kpa+naflVbvq1lJ6RfrP5vzsvJfPW3hoodsGl19mfDujxws9erzQ47mvn3NZ3dri9ru015DGK9pPo16izlsrq4fIZz+R8oTW2jq1rjpVvvmrfPs3qck4tYr/IoAAAggggAACCCCAwGkB0mmkp9PT5zo0S3vz9ipxiuNbtZvSN+kOolnVvqn7Rq5nsfSpNO2bvRWniqW67XRph4NPa+l0SZT89yxp7XvCXWqcgxFAAAEEEEAAAQQQQKA1AdIp6bS160JEVFUqDkl1ahubO7B6WeKyO1beMT9hfvvHlDbKmhJ53L1YGpOsPQMp0atY2n5TXd3aXC+HnpEd9+iUQ7vajcvx9iYp3SXWfJdVLCKAAAIIIIAAAggg0L0ESKek0zau+P2Pnvxqq0nSdFJlG8f7utpm194B81qO222l0Una22LWlUllcIqlvg42MPupdu2e1XhFlvaWku2B6YNWEUAAAQQQQAABBBAwugDplHTaxjW6tHfLjZdfXtnGHl1dXdwoq0pkUqpbLo1Jlvfy5GitVrvtLh9Lcgv1kijZE9NdZs08EUAAAQQQQAABBBBwFyCdkk7drwjnbxt+c/LJQCbZ+7BznV8WbHbZZ5HZXsXSKenyZZlYbH7pJKwasVll5fdansOU9mFYDZ3BIoAAAggggAACCCDgNwHSqTHS6bFjsmCB5Hf5tsPFi+Wdd6S2VucCKd8vR1+SlPekru3XfjaUS+I0SXrD9bFAx0uOT944+a3db9U21u7M2bnkyJKaxhrXvlRVXZeybs2JNTa7bXfu7kWHF61LWTcvYd6u3F1ZlVk7CtNWFKuPpcrdidbrdqbcfqgiOkkeSpa5+XLcpVhaai1ddHjRocJDri07l1PLU/Msec5fO79gLZAjL0rxts60UJsj6Quk4Cvtf2vSO9OC45icHO28JyVJdZocjpXMpd2pZNx5No5EAAEEEEAAAQQQiEgB0qkB0um+fdKzp/Zi0rPPltLSzl9nN9/c8nbTiy5qL+TkrW35Hmm8IivPkQZf3zRzuOiw452iSpxy/mvnO94TM3T20Hpb/dLEpR8c+GD6t9NHLBzhWH/dguucL5JRpvZQXv0/5cNJSvycSzftHH2svs/yhUr8HPPC6W+lJFe7F0trG2t/8NoPlDjFPNX8dcbXIpJUmvTu3nePlRwTkSmbpjg2xR+J7zyUiDbrJT1bHDI+7lhTdQWy4szThsv6dTKgFhTIwIHaKevVSxITOzYG9kag6wINDbJokaxZ097/ueh6L7SAAAIIIIAAAgj4LEA6NUA6feklMZlaguWGDT6fO68dnY0oilgsXptPrdj7sMSbToerfeN9DKiv7XrtdOCMU5zLv5z7S+eyc6HXi73MU83KjEHKO7cri15V4uc4fkxL3v/Tvhxlzr+VWcOUONP0b6efGlbLf/fl73M0Yp5qfuKrJ9LK0/pO66vEKb1e7HWi9ESfaX0cW38595ceB+r8WrhJTsyW2uyW3VLnnhbY8DudYz02535y+ljHO1HTF3js4tOvq1e3nHRFkTff9OkQdkLAjwJ//nPLFfjMM35slaYQQAABBBBAAIFOC5BODZBO9+9vqZ1+73tSVtbpcynf/37L3zXPO6+9Ykje557hau1wUe26/R4pOtJjag9HOBzyyhBnEO0/vb9zuWVhao+fLXlImfeEM5S2LCyYev6CB7Kqy773n+8pcUqPF3rsydvj0W9tY+3Q2UO1AmmceVP6psWHFzsb//DAh794/xdRU6NMcaYHP3vQ48D2fs39tGXKK8+RpmptT0vqaYTDce0d69jWXC8p72o/zfVSV+i32umZZ2qnrFcvOXpUfwzsgYB/Bfr0afm/GFdc4d+GaQ0BBBBAAAEEEOicAOnUAOlURI4dk4ULu3rfaWGhjBold9yhRdzGCjk64+Rdow2tXBmlu7V7StddcbqI2lih7Va6S/LWir3Nt7gklSY9venpt/e8XdNQc9W8q5Q4ZcCMAfeuvtcZIJUZ/zPiyw//uDvlgRP2Ww8UXbcz5ZY92Zdu/Pb36z668uM7fz//6sRi7Sus+dX5Hx38yLHsPbyS2pIFBxccKDggIrmW3IEvDVTilP4z+mdUZBTVFE3ZNOWlbS/VNdVJQ5kcnS5Jb7neGavF8sx4Ofy8dien83NgkiyJaomj5Vqz2id/g2y+SVPy5enA2+88aWWS7Xdqx3b6vtPqapk1S159VaxWrR3nfacnR8T/IBBUgTvvbEmnM2YEtV86QwABBBBAAAEE2hAgnRojnbZxejq/+qvftzxxd8+YNhvJWtYS2DbdoCW0lHdbfv3m1jYPcdmgqmpaeVp1Q/X/exLSLz+4Spn9G2Xek+evWx+ddPoNMXGZsrlCapvl8Q2PO+4X/fn7P3dpw6fFPEveiqMrcqpyPPde/6uWOe4bf3pTy1d2zdottba6lvUlO1ruMv38YmluLa6fPr6NpdVDWnBWD21jD99W//GPYjZrX+S+6y7fDmAvBAImYLPJZ5/J11/79A80ARsFDSOAAAIIIIAAAk4B0mmEptPlZ7SkqXXtfmev4pDkf9FSe9x4bcsh8SaxNzsvkar6que+fu7pTU+XWVv51nFOvcQXyUNJTb/59sjvth3994nm6CQZmywLCiWt7vRfeq+arxVaHQFV9aVW6ey+nYWlvVoGvP7/Tu+1J/p0mdS1fFqdJnnrpMntCcOnj9JdOhzb0tfhWN1929vhnHNaqlU//nF7u7ENAQQQQAABBBBAAIHuJ0A6jdB0euDxljSVOtfXq/ro9JZDvrra9ZBbl91qnmqOmho1YuEI5/r6Zvm2UmZknS6TOkqmL2TKlgqxns62LUcsPrzYFGdS4pSYtTHORrq6sG/CyQGbJP2j000VbxNHat10nS83054+sP0lVZWyvdpPF6P11Kkt6XT27PY7ZCsCCCCAAAIIIIAAAt1NgHQaoelUVaXikFiSO3BBq6rkrJG0Dz0KjD9+48eOsud5L58nIln1sqhQxqe45dJxKbKwUDJdiqXe/aaVpyUUJPitcCqiBcWKg1Kd6tmXNV9Kd4vd/U01njuF7vfERDl+PHTd0zMCCCCAAAIIIIAAAgYVIJ1GaDr13/U2d/9crew5tfe4HStezHQLpdFJ8mKmfFMp9V7FUv/1T0sIIIAAAggggAACCCDQLQRIp6TTlgv9wwMf3rDwhunfTneWN4tqip7fEvvcjvmvpJXcl1jt+rij8SlaBTWr3h9/SMr3y9Y/y65/+fTaVXuz9jzer2+WrOWd6fvjj+WGGyQ2Vuz6b9DpTPscgwACCCCAAAIIIIAAAp0VIJ2STrVr50DBAedbYVYcXSGi3Tv644X/Nn30vBL//vCNO5zRdEaWbKuUBn+FO1XVHq4bb9YeZbTrfv3LOO3Dlptj482tfKe3/eOPHWu551NRtPf38EEAAQQQQAABBBBAAAEjCZBOSafa9fhV2lfOdDp19+KPCuThZFVZ8r4SP0eJnzPos08npMiSIsnxS7HU9Q+A3SZLepwMnGbZ8v+5bml9+eiMk2+RUbRDSve0vk9ba7dta0mnJpP2xlE+CCCAAAIIIIAAAgggYCQB0inpVLsebXbbn5fdqbx+/ZCVc+871uiolF6ycZsSP8c076mpCRv9Viz1vvqT3tAC6n/P9ilt1pfI2uFaNN1xd4cfydvcLHfeqQXUn/1Mysu9B8IaBBBAAAEEEEAAAQQQCKEA6dR/6XTXLrnkErn0Utm3LyBn1G6T3dGy5vty4PGOvtekqbnpX5/8a8irQ5746gnnbaWOQaqqpFhlnlYslQdOvq3UEU0fTZX4QvsDX8besviW+MPxf4z/4/mvnz9n3xyPqdnstujPor8/+/uPf36/uu0O2TtWGis99tH/1d7Ugaipqi0vaNVvt7U9mppaW8s6BBBAAAEEEEAAAQQQCLEA6dR/6fTii8Vs1n4uvzwgZzVz6albLhUp3NihLhYdXuT84u7mjM2OY2tssrFcns/wfAzvf7JlV5U02WXBwQVKnGKKM5niTOY4s2O5oLrAteuliUudLW/8wKTdPrpztOsOLCOAAAIIIIAAAggggAACvgiQTsMoncafTqcFG3w5u859XNPppvTNSVb5IF8rlt5/vOk7K5cq8XN6Lps3aM2SWzcvya07/XKYad9MM0/VQqkSpzjSqRKn5FfnO5sVkfgj8c50umHuydtBN/zOdQeWEUAAAQQQQAABBBBAAAFfBEin/kunjm/2Dh8ue/f6Qt/hfexN2lNtVw2W/Y904pu9931y3+DXLvrbV+8/k646H8B75ZYD2nOPPnxMefWXytQeSpyy4OAC58AKqgt+/MaPlTjlj/F/vHHhjUNeHfLO3necWx0LTc1NWssvn/fIa4q6+GQ63fonj334FQEEEEAAAQQQQAABBBDQFSCd+i+d6mKHaAdVleO18n6+PJTs9iXex1Llvu1rlennOoufpjjT7J2zXYdpV+1V9VWua1pfbrLI0p5aaXdJlOyf2Po+rEUAAQQQQAABBBBAAAEE2hYgnYY6nap2qS/paC3U44RW1FU0Njd6rBQRi02+LJMp6adD6ehj9Q+esM/OkX0Wsdm1R/XevOjm3i/2PmvWWeap5l9/+OvK+pPPNGool6a6jg0sZ7Ws+5ls/Ys0tP043Lo6qanxHmfI1pSWis0Wst7pGAEEEEAAAQQQQAABBFwESKchTaeNFS3vR9nwO7HVnT4vNqtY807/2u7SxPUTlTjluzO/e6DggGNHVZWjtfJensS4FEsfTFKHrf1Eefu2oW/9PKcqx7vJ08/y3Tv25A2uZu1/N/xWslZIfbH3/p5r6ovls4u0QzbfJHb35+Kqqjz3nJx5ZstTo9591/PY4P9ut8vf/669XWboUMnMDH7/9IgAAggggAACCCCAAAIeAqTTEKVTa640lEnq3JM58OTtmrmftJyb8gRZMVBbv/Ne3ZpqmbWs5alFU833rL4no7piXlbh5DT1nqN1dx2pdt5f+nquLEo/psRFac83+v/buxOoKK58DeC3u21QQIkbiBIxRo1EI4ZkUOM2cYz6lMRJZhx1NCGTowkoURLfJGbMkyUCGoO4hIgi7o2ggjsaN8AFXEFFEEVQIIAriyA7/X9TVFPdNNDSCDTL1yfHuVV1q+rWr256/HKrb7mKHY84lpUrZz9SnDfzBIWYc2+skVW0R/XPvd2o4IFa11FfjPcimUixb6ZiWmBFnStXuBwo/GNsrL5v0y/HxCjaI5HQkiVNf36cEQIQgAAEIAABCEAAAhBQE0A61UU6vb6US3EB7ei6c0Wcqwh1TxUjn3RhrjxAooh5z9OIKCotqpdXr87LO++J26N2/wpLC409jUWuErbyrXcPbRYHbGAyX/NDR0QVhaG/nwh5JH9c8cxvak5qO7d2IhcRn2ZH+o9Ufxh4f5+KeCkmmViZM4WMmqJ+arWWUMruymsRUc6tKlujo5XRVCSiwYOrbNXJQno6SaXcWC5jtGGDTpqAk0IAAhCAAAQgAAEIQAACqgJIp7pIpwEVEwjJGB0fxQ2fnv0H3Q8U7krmRafynax0JyuQSak0n4hG+o/kU2WXFV2EanK5PDojOvrRvVW377wZenDoqYsWh48yGZdOmWw92+jIVloxF7FjqKOwS+id0EE+g4SAejblrLCJKxyyVETifRbc07mnJlDou4qYGtiB8l70+KtcTlc9aN84StxV5bD8gocHmZmRhQXNnk1JSTVUeOGqxESKjX3hYPILD6OscPw4TZ9OK1ZQeblyJRFlZVFkJD1/XmVlvReSk+nKFfVT1PtoOt+xpISioiijyjtvdd4oNAACEIAABCAAAQhAoHUIIJ02eToteUa79BQ58NxMtW50LuXcqE3DF68R+f3G3vZkabnc2Okgn0H8gGcnz058/XI5/f2IG9s4j8l8x0Um8k/wDj11kW1bIV43tZ2HqTANL3NhpeXKiX/2xO1hLkziKtH7SY8/uLIBt30UreLHSw+9qVjc3YmEcV1l7Wqlu3epc2duKHLAgBqmPvL2VgyfLltWbc86rNi4UbH7Dz/UofZLVElOpi5duHP170/Pnr3EgSp23btXMTz72Wcve6jmsH9ZGY0axeG0b08XLjSHFqENEIAABCAAAQhAAAKtSQDptMnT6R9HlCHwpqdqZwq/Fy4MbIpcRIbuhnnF3Ay3QjrV/0n/SQkdeEyfX39QMUbqy2S+ZgcPfpVAv/5BV3JLPM4sXxC6oM+qPkI67fZzN+V0R0RyuXxrzFaHww7qA6dEdO6fyoYpHuitmBhJxuhptGo7ay7//LMiQDJGx46p1+nbV7HVxER9U12WrawUu3fsWJfq9a/j5aW8isOH638cfs+JE5VHKyp62aPpfP/4eMXlSCTkqByT13m70AAIQAACEIAABCAAgdYhgHTa5Ok0L7li7LQi+D04rdqNlkUsE9LpuG3jIlMj+a1fHfqKuUhEv1j33bv6qwTu9TA9Dx5SpNNtnp+c2JxVdYpcu312QjoNuhmkegpN5dR9KulUREEdK36AyuhAPyor1LQjv+3UKS66iMWkr08pKer1p08nkYjbOmWK+qa6LM+Zo9h9zJi6VK9/nfBwxVXo6VFycv2Pw+/544+Ko1laNuQzyS/brPrun5fHDSzzP9bdurW+R8F+EIAABCAAAQhAAAIQqFkA6bRJ0+mp5FOBsYFFD89SzA/0xxG1e3L9wfX2y9ozF2bhbZFblMtvfVxMux+UjDt75U/h0XZxRfxDvK8eOizaOI/9PNjIo1NJWdVsSlRcVrzo90VjNo/ZFVvTT0DVzqq6eH83RfyVLi+kaz9S7m3KiaOUvVSco1pFU/noUW7+26uV0zupVs3Pp59/Jk9PylVcl+rGF5cLC2nVKlq2jPtRaGN/jh6l//yHLl1qgPOUlXFTLrm50YMXzXjcACdrkkPcucO9HCgwsDWE7SYBw0kgAAEIQAACEIAABOougHTadOl07YW1/JDm+G3ja7tDKTkph28fzinMKS2nq8/IO5UbKVX954ckOvKErj5KGr15tNV6q/B74bUdCushAAEIQAACEIAABCAAAQi0IAGk06ZLpx9s/0B44JYf8CwpK9kas9U/2r+olPtRYk5hjtNRp1kHv9l4//GixCqh1P42+aZTXH4NQ1ank0+vu7gu45mW06hm/E63f6XCh03XWW/d4gYk5fKmOyPOBAEIQAACEIAABCAAAQi0HAGk06ZLp6ujVvPpdNzWcXwPmXNgDr9m5t6ZJeXynhunMj8nJvNtF+j/r/gSfsj0P0l09AnlKqfdrdK5QuJD+CP09Or5vKTOL0FJ3qH4ien+16is4nWoVY7aCAubNikm1HFwaISj45AQgAAEIAABCEAAAhCAQIsXQDptlHSamZfpfsZ9S8yWcnmVd2meTDoZcCOgoKSA7zh9vCsm13U36bTpC8fbJcI0vEzmOy3m8cZ0ulUxWFpcVrzu4rrlZ5dnF2ar9bivQ7+WuEr4gBr7MFZta62LUV9QQOV8vHl1nvsnP58OHKCbN2s9rIYNNjaKdCqV1lBr/35aupTi42vYhFUQgAAEIAABCEAAAhCAQNsQQDpt+HRaLi/vt7af2FXMXJjn2SrvjFHtVCXl9MXpDWzTIibzfetk5JcJZLI/hAuoW926bJzxuFD5AhKHww4iF5HYVTxmi/qMtaeTT/PpdJDPoOK6jIIePUqLFtFRT8V8vKHWVF6m2qpay6WlNHSoYgba0NBaq9W2wclJse+IEepVgoMVmzp2pCdP1LdiGQIQgAAEIAABCEAAAhBoGwJIpw2fTnOLcvnBTJGL6OPAj2MfxjoddVp7Ye2Kcyu+OfZNUlZSehEFPaRvEmlugvyjKxm2l9PnJsjn3SbfP0p/uhS0KtKbf82p0APf9n2bP6CBu4GwUijcenzrQMIBtV2ErVUKUVGKHCgW05X9lHaQSuv8MPDdu9y+jJFEQnPmVDlsXRZKSsjXl5u2t/qku4sXK15SwhhdvFiXg6EOBCAAAQhAAAIQgAAEIND6BJBOGz6dEtHfgv7GXJjYVRwYG/jK8lcUD9+6SsWr3jPe6T43Qa46De/SZDrxlPJq+WUpEW24soFPp98c++aluuCGDYqEyRjt3q3doYqLqU8fxe4BAdrtq7l2TAwZGHBHHjqUipvkR7Ca24OtEIAABCAAAQhAAAIQgIAuBJBOGzidBsYGvrPhneF+w385/0tSVlJSVhIXLD16Mp/pbIc3/8vSmTeeDTp+tvehQ0P3rfnhvH9ZeZXfplbpBlnXKepzuvZjwsPr0RnR8hdOeFuaT9HfUaQd96rS6p/MTOrZk8uBfftStvpPWKtXV1/z8CH5+NCJE+rra1w+d45mzeLeUFpae+wWdnzwgM6doyLlw8zCFhQgAAEIQAACEIAABCAAgTYigHTakOn00h+X+EFOfuA07vHds9lyywNbmMxXHOAnDtjIZL6Wx88MOLBTvGY8czPgK2+J2VJzbysvoT1dKUBCMhHFLK65jtray19zPygNkFCIWc3vbsnLo6tXqUAxLZPa3g22mJ1NenqKgVYvrwY7LA4EAQhAAAIQgAAEIAABCLReAaTThkynu2/uVqRTT3P228wPLyZ9mcD9uHTatSy7uKIv4gpWJD64+1xu+eubQohlLuzTkE9r7mDFOYr3vsjEdHZ6zXXU1obZclFWxriMWqa7ocg9exTRlDGaOlWtjViEAAQgAAEIQAACEIAABCBQXQDptCHT6ZPC/Ne2fMY2/8A/wWuwe8c/rmV/mUBu9ygsi55XTo67++Zu4TUwzIV9feTr6jdGsebKN1zUDOpIjy/UWkd1w8MzFGTI7XJ9qepq7cpHj5KJCfcMcESE+o5ZWfTpp/TnP9Pp0+qbVJf37lWmU3d31S0oQwACEIAABCAAAQhAAAIQqFEA6bSGdFpUWvTloS/f9n1709VNNaqprZTL6X4hbc0oc7wjn3OrnH+ClwuoO9Z03ep0r0D5jG1xWfH8I/Otfa1H+48Whk9fXfWq4oDlpcqqwjkKH1FpAcV7Uag1xXxP/AtUH0fR7yPp9P9Q/n2hoqJQWkBFT+mXX+jtt+n774n/UWtkJI0cSZMnU0qKev07d8jcnIyMSIiRFhYkEnH/DBmiXtnBgZtfVyQiQ0NNMxgVFNCYMVxAtbamZ8+4g/j50Tvv0Pz5mvZSPxmWIQABCEAAAhCAAAQgAIE2JIB0WkM6XRW5SuQi4tPj3ad3VbvD1Yyrn+//3C3cjX+5aGEZRWTTT/do7Plb4gA/vcDNH15OH3n2Jtv8H+Y9mrnqMxc2accky18tt1/bXlpeOsxvmBBKhUIvr17cKW6tpoB2tLc7PbmkOOOtVXTwDYr8nB5EVD7iy+jwW5SfSiE9Fb8vDbNVbZ6i/Ne/Kocud+3iVpqZcalSLOaC6Btv0Lp1yr0sLZWV+de9DBrE1ZRIqPq7SWfO5DYxxv2Zn688SPWSXE65uYqwffu24hQiUZVTV98LayAAAQhAAAIQgAAEIACBtiqAdFpDOv0p4iexq5hPj7EPY4W+UVBSYOxpXPFQruibsLXbMmnW9azu+0OMgwMluzZVDJau7eTvYLZueM9fegrhkz+U2FW8LWabsFIoSN2kvyf+TuWlXDTlfi8qot2v0C492mtamUhFdGl+Zbmiwpm/c3X4H5ceHUUTJlDv3txsuvzn6lVl2uR/9tm7N7Vrx60UiZSb4uPp4UNuZFV4TwxjlJnJHePaNRo7lv7yF0pIEK5dUYiL4+rr69Pq1eqbNCxHRyvOKxaTp6eGitgEAQhAAAIQgAAEIAABCLRZAaTTKum0rLxs7sG53X7u1mNlDwN3g++Of6f6EpdFvy9ibh3Y6j+LNv9fv6Oneh8+Kg7wY7INTLZBtPkHUeVgqZA8+YIQdGU3ZGqb/hb4t7Lyil+jysu5UVOZuHJOI1Yljsat5F4Sw8XRinQabkspe2hPF9pvQZNVRj5TU7l+HBWljKB8KGWMW2NgQK+8ogyob77JrbS2ppAQxfy6//hHXf81eOGLbdQOJJeTkxN16ECjRtHcudStG82ciUd81ZCwCAEIQAACEIAABCAAgTYugHSqSKePnz9OfJoYHBcsBMiNVzYWlBTEPYorKSuRy+lIagJbb8d2rmMyX0mA3+AT51nABrZjNfOZwTzNO3l0spXZDl0/VNidLwxcN/C9Te91+7mbd5S3XC5fdnzhuF/7WHhbdHE3cPNpT0eGUF4y1wXzUyj9GIXZ0oHXK1NoRRbd04X7cWlJHlfnmDP5ismrHYX6KXrt3bvKIMoYdexINjaUnk4ODlzgNDWlbdsUFUQiWruWcnK4gdYuXejjj5U77tzZdP8OnDihPO+2bU13XpwJAhCAAAQgAAEIQAACEGj2AkinXDrdF7NP6iblfyOqFi+Zm0Ev/88sD+3qti+Yn4m34uWlGwce2MJWjWCuesyFvbrq1d03d7++5nX1fV1YvzX9CrNv0aGBtKs9N/4ZIOXC58V5FcOkjHsxadS/6IZrRSIVU9xKCjJSptP9fav0nyFDFCOffSvWJyRwY6H8uKjwp0RC336r3EsuJxcXbvbdadOqvOP03DluR/5B37NnlfUbuxQWpmywTNbYZ8PxIQABCEAAAhCAAAQgAIEWJIB0yqXTyf6ThWmQ5h2eJ3ap+NGjiaWKAAATXUlEQVTpin7M919s569cKA3gHt/l5j2S/cp8pjMP7melIhdR1xVdvSK9iGj7te3Voym/5viRKVwKFZ7L5Z/ODdDj1gRI6KIDySq37u2urBnxsWJYVehN1taKaNe5Mzfb0A8/cBMX8bl01izlZEVLlgh7aCps307Tp3ODq035kcvpxx+pb19udLe0tCnPjHNBAAIQgAAEIAABCEAAAs1cAOmUS6f/lP1T5CKSuEq4UdD4ULZ6PNviIoyUKtLppv+VeI9ceOx/hd+R8gE1v5ibuvbSH5eEfCt2EQ/2GcxcmMRVInWTJp2dW/mD0oqflQZIuMd3U/dT6NsU8TFlnKwMroxCeisia5Ah91YYtc+8ecqBx+vXaccOblEi4X7P+fAhBQSQlRXNmMHNlIsPBCAAAQhAAAIQgAAEIACBlibQCtOpj49Pnz599PX1ra2tz5w5o/mO8NfPFrO3fhvy0f5/eyQ+Mty9tUou3eHVaeMX5r/+ycDdYP3l9blFubNDZpuuNBWy6MpzK/lTHL59eMaeGUN9h06RTUnKSgq4ETD/yPzwe+FUksu9Feb3kZQaQjc96eq3VV5SmpesnAkpfhUlbqTLjvT0ag3NXrNG8SyuWEz373PDp/7+5OhIlyrfQFPDPlhVIfDgAUVE0PPn4IAABCAAAQhAAAIQgAAEmq1Aa0ungYGBUqnUz88vPj5+4cKFhoaGKSkpGvQV6XTF+2yrG5P5WoddNti9XZFON33LvP7EXNt9GvKp2hGyC7NNV5ryD+62X9ZebavWi/d20cn3KeZ77r0yGj4lJbRoEY0ZQ4GBGmphk7pAXBwZGnLjzAMHIqCq42AZAhCAAAQgAAEIQAACzUagtaVTGxsbe3t7gXfgwIGLFy8WFqsXFOnUz5tPpKKADRPOx7JfP2HuJsyFGbkbeUd5F5QUVN9xdvBsiatE4irpt7Zf9a1Y04wEXF0VP8pljMLDm1HD0BQIQAACEIAABCAAAQhAQEWgVaXT4uJiiUQSEhIiXOCCBQvGjBkjLPKFoqKi3MpPamoqY4yt9WR+3mytg9mayU+zc+cHz2eLGVvM/n3w35UV1f/3/oP7X+39aoZsxpXkK+rbsNysBIKDcxnLFYlyDQxyExObVdPQGAhAAAIQgAAEIAABCEBAEEhLS2OM5eTkqCU4YZEJpeZfSE9PZ4ydP39eaKq7u/uAAQOERb7g7OzMJVJ8IAABCEAAAhCAAAQgAAEIQKCZCaSlpaklOGGx5aXTyMhIofXLli174403hEW+oDp2mpKSwhhLTU0V8joKEGjpAvx/c0pLS2vpF4L2Q0BVAB1bVQPlViOAjt1qbiUuRFUAHVtVA2WtBHJyctLS0srLy9USnLDYktJpHZ/sFa6NiF74ZLNqZZQh0CIE0KtbxG1CI7UVQMfWVgz1W4QAOnaLuE1opLYC6NjaiqF+3QVaUjolIhsbGwcHB+HyLC0t6zIrUi7eESqQodDyBfB/CS3/HuIKahBAx64BBatavgA6dsu/h7iCGgTQsWtAwaoGEmhh6ZR/o4y/v398fLyTk5OhoeH9+/c1UOBfHg042NRCBdCrW+iNQ7M1C6Bja/bB1hYqgI7dQm8cmq1ZAB1bsw+2voxAC0unROTj42NhYaGnp2dtbR0REaH54ouKipydnf/7p+Zq2AqBFiSAXt2CbhaaWncBdOy6W6FmCxJAx25BNwtNrbsAOnbdrVBTW4GWl061vULUhwAEIAABCEAAAhCAAAQgAIHmL4B02vzvEVoIAQhAAAIQgAAEIAABCECg9Qsgnbb+e4wrhAAEIAABCEAAAhCAAAQg0PwFkE6b/z1CCyEAAQhAAAIQgAAEIAABCLR+AaTT1n+PcYUQgAAEIAABCEAAAhCAAASav0BrTqc+Pj59+vTR19e3trY+c+ZM878ZaCEE/ivg7OzMVD6mpqY8i1wud3Z2NjMza9++/dixY2/evClwFRUVOTo6du3a1cDA4MMPP0xLSxM2oQABHQpERETY2tqamZkxxvbt2ye0pH6dOSsra/bs2Z0qPrNnz87OzhYOiAIEmlKgto5tZ2en8uXNhg0bJrRKw7c0OraghIIOBTw8PN59910jI6Pu3btPnTo1ISFBaAy+sQUKFJpGoNWmU/7NqH5+fvHx8QsXLjQ0NExJSWkaU5wFAi8j4OzsPGjQoMzKz6NHj/ijLV++vGPHjsHBwbGxsdOnTzczM3v27Bm/yd7evlevXidOnIiOjn7//fetrKzKyspepg3YFwINIhAaGrpkyZLg4GC1dFq/zjxp0qTBgwdHVnwGDx5sa2vbII3EQSCgrUBtHdvOzm7SpEmVX96ZT58+FY6s4VsaHVtQQkGHAhMnTtyyZcvNmzevXbs2ZcqU3r175+fn8+3BN7YO70vbPHWrTac2Njb29vbCTR04cODixYuFRRQg0GwFnJ2drays1Jonl8t79OixfPlyfn1RUZGxsbGvry8R5eTkSKXSwMBAflN6erpYLD527JjaEbAIAR0KqKbT+nXm+Ph4xtiFCxf4q4iKimKMqf7XfR1eHU7dZgVUOzYR2dnZTZ06tbqGhm9pdOzqXFijc4FHjx4xxiIiIogI39g6vx1tsAGtM50WFxdLJJKQkBDhji5YsGDMmDHCIgoQaLYCzs7OBgYGZmZmffr0mT59elJSEhElJSUxxqKjo4Vmf/TRR5999hkRnTp1ijGWlZUlbBoyZMjSpUuFRRQgoHMB1b/E168z+/v7Gxsbq16IsbHx5s2bVdegDIEmFlDt2Hw6NTY27t69e//+/efMmfPw4UO+PRq+pdGxm/iW4XR1EUhMTGSMxcbG1vuvH+jYdXFGndoEWmc6TU9PZ4ydP39euGx3d/cBAwYIiyhAoNkKhIaG7t2798aNGydOnBg7dqypqemTJ0/Onz/PGEtPTxeaPXfu3AkTJhCRTCbT09MT1hPRBx988OWXX6quQRkCuhVQ/Ut8/Tqzu7t7//79Va+if//+Hh4eqmtQhkATC6h2bCIKDAw8fPhwbGzswYMHraysBg0aVFRUpPlbGh27iW8ZTvdCAblc/uGHH44aNYqviW/sF4qhQoMLtOZ0GhkZKXgtW7bsjTfeEBZRgECLEMjPzzc1NfXy8uL/7yEjI0No9pw5cyZOnFjj33vGjx//1VdfCTVRgIDOBVT/El+/zlz9vzD269fP09NT55eGBrRlAdWOreaQkZEhlUqDg4M1f0ujY6u5YVHnAvPmzbOwsBCmV8Q3ts7vSBtsQOtMp3iytw125dZ6yePHj7e3t6/fw5Ct1QTX1eIEVP8SX7/OjOfEWtxNbwsNVu3Y1a+3X79+/GQBeLK3Og7WNE8BR0dHc3Pz5ORkoXn4xhYoUGgygdaZTonIxsbGwcFBcLS0tMSsSIIGCi1FoKioqFevXq6urvy0BCtWrOBbXlxcrDYrUlBQEL8pIyMDsyK1lPvbdtqp+pf4+nVmfvKYixcv8mgXLlzArEhtp/802ytV7dhqjXzy5Im+vv62bduEuetq/JZGx1Zzw6KuBORy+fz583v27Hnnzh3VNuAbW1UD5aYRaLXplH+jjL+/f3x8vJOTk6Gh4f3795vGFGeBwMsILFq0KDw8PDk5+cKFC7a2th07duS77vLly42NjUNCQmJjY2fOnKn2Rhlzc/OTJ09GR0ePGzcOb5R5GX/s24ACeXl5MRUfxtiqVatiYmL4N3vVrzNPmjRpyJAhURWft956C2+UacA7hUNpJVBjx87Ly1u0aFFkZOS9e/fCwsJGjBjRq1cv1fd+1fYtjY6tFT4qN5KAg4ODsbFxeHi48EqkgoIC/lz4xm4kcxy2NoFWm06JyMfHx8LCQk9Pz9ramp8XuzYFrIdA8xHg32UqlUp79uz5ySefxMXF8W3jX4fdo0cPfX39MWPG8JPp8ZsKCwsdHR27dOnSoUMHW1vb1NTU5nM5aElbFggLC2NVP3Z2dvwrCpydnbXtzE+fPp01a1bHis+sWbOys7Pbsi2uXYcCNXbsgoKCCRMmdO/eXSqV9u7d287OTvWrWMO3NDq2Dm8lTi0IVP2q5pa2bNnCb63fXz/QsQVbFLQVaM3pVFsL1IcABCAAAQhAAAIQgAAEIAABXQkgnepKHueFAAQgAAEIQAACEIAABCAAAaUA0qnSAiUIQAACEIAABCAAAQhAAAIQ0JUA0qmu5HFeCEAAAhCAAAQgAAEIQAACEFAKIJ0qLVCCAAQgAAEIQAACEIAABCAAAV0JIJ3qSh7nhQAEIAABCEAAAhCAAAQgAAGlANKp0gIlCEAAAhCAAAQgAAEIQAACENCVANKpruRxXghAAAIQgAAEIAABCEAAAhBQCiCdKi1QggAEIAABCEAAAhCAAAQgAAFdCSCd6koe54UABCAAAQjUR8DZ2dnKyqo+e2q5j52d3dSpU7XcCdUhAAEIQAAC9RdAOq2/HfaEAAQgAIG2I5CZmblgwYLXX39dX1/fxMRk5MiR69evf/78edML1JhOnZ2dWS2fe/fu1aWR9+7dY4zFxMQIlZFOBQoUIAABCECgaQSQTpvGGWeBAAQgAIEWLJCUlNSjR4+BAwcGBQXFx8ffuHFj7969kydPPnDgQPWrKikpqb6yAdfUmE7z8vIyKz/m5uZubm6VS5llZWX82YuLizU0A+lUAw42QQACEIBA0wggnTaNM84CAQhAAAItWGDixInm5ub5+flq1yCXy/k1jLH169d/9NFHBgYGS5cuJaLffvutb9++Uql0wIAB27dv56upJcDs7GzGWFhYGBGFhYUxxk6ePPnOO+906NBhxIgRCQkJwuk8PT1NTEyMjIy++OKL77//XvOTvRYWFt7e3vy+/Pinh4eHmZmZhYUFETHG9u3bJxzZ2Nh4y5Yt/Hph8HXs2LFExO+7cuXKHj16dOnSZd68eY0dvIVWoQABCEAAAm1TAOm0bd53XDUEIAABCNRV4MmTJyKRyNPTU8MOjDETExN/f/+kpKT79++HhIRIpVIfH5/bt297eXlJJJLTp0//N++9MJ0OGzYsPDw8Li5u9OjR7733Hn/GoKAgPT09Pz+/hISEJUuWdOzYUat0amRk9Omnn968eTM2NlZDOr106RIfjzMzM58+fcqn006dOtnb29+6devQoUMGBgYbN27UgIBNEIAABCAAgZcUQDp9SUDsDgEIQAACrVzgwoULjLGQkBDhOrt27WpY8fnuu+/4lYwxJycnocJ77703d+5cYXHatGmTJ0+uSzo9efIkv9eRI0cYY4WFhUQ0YsQIe3t74WjDhg3TKp2ampqqPtNb29ipWnLm06mFhYXwYPC0adOmT58uNAMFCEAAAhCAQIMLIJ02OCkOCAEIQAACrUqAT6eqT8MmJSUlJiba2NgsXLiQv1TG2M6dO4XL7ty589atW4XF1atXv/baa3VJp48ePeL3io6OZoylpKQQ0SuvvLJt2zbhaE5OTlql0/Hjxwv7ahg7rTGd8qGa333BggXvv/++6qFQhgAEIAABCDSsANJpw3riaBCAAAQg0NoEanuyd+zYsarpVDW+du7cWTVPent79+3bl4hSUlIYY9HR0bzRo0eP1H53mp2dzW+KiYlhjPHT7b5kOlV7K4xIJFIdBzYwMOB/d1pjOlXdd+HChfzvUVvbDcb1QAACEIBAsxFAOm02twINgQAEIACB5iowYcKEXr16qc2KpCGdVn+yd8qUKURUUFDAGDty5Ah/ocePH69LOh0xYoSDg4NgM3z4cK3GTlUT5n+nazIxMfHx8eGPdufOHcYYn07T09MZY1euXBFOpPZGGaRTQQYFCEAAAhBoJAGk00aCxWEhAAEIQKD1CNy9e9fU1HTgwIGBgYHx8fEJCQk7duwwNTX99ttv+YtU+zHnvn37pFLp+vXr79y5w8+KxE/MS0TDhw8fPXp0XFxcRESEjY1NXdJpYGCgvr6+v7//7du3ly5dqu2sSGrpdMaMGZaWllevXr18+fK4ceOkUimfTktLSzt06LBs2bIHDx7k5OTwvztV3RfptPV0aFwJBCAAgeYqgHTaXO8M2gUBCEAAAs1JICMjw9HR8bXXXpNKpUZGRjY2NitXrnz+/DnfRrV0WtsbZYgoPj5++PDhHTp0GDp0aB3HTonI3d29W7duRkZGdnZ233333cuMnaanp0+YMMHQ0LB///6hoaHCG2WIyM/P79VXXxWLxapvlBFuAtKpQIECBCAAAQg0kgDSaSPB4rAQgAAEIAABCEAAAhCAAAQgoIUA0qkWWKgKAQhAAAIQgAAEIAABCEAAAo0kgHTaSLA4LAQgAAEIQAACEIAABCAAAQhoIYB0qgUWqkIAAhCAAAQgAAEIQAACEIBAIwkgnTYSLA4LAQhAAAIQgAAEIAABCEAAAloIIJ1qgYWqEIAABCAAAQhAAAIQgAAEINBIAkinjQSLw0IAAhCAAAQgAAEIQAACEICAFgJIp1pgoSoEIAABCEAAAhCAAAQgAAEINJIA0mkjweKwEIAABCAAAQhAAAIQgAAEIKCFANKpFlioCgEIQAACEIAABCAAAQhAAAKNJIB02kiwOCwEIAABCEAAAhCAAAQgAAEIaCGAdKoFFqpCAAIQgAAEIAABCEAAAhCAQCMJ/D9K4aOfNBtfQAAAAABJRU5ErkJggg=="
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "daf7f96c",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "b4cd8f25-9a8d-4227-ba58-c163b4d601cb",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def deepseek_qwen_pricer(datapoint):\n",
|
||
" response = groq.chat.completions.create(\n",
|
||
" model=\"deepseek-r1-distill-qwen-32b\",\n",
|
||
" messages=messages_for(datapoint),\n",
|
||
" max_tokens=5,\n",
|
||
" seed=42\n",
|
||
" )\n",
|
||
" reply = response.choices[0].message.content\n",
|
||
" return get_price(reply)\n",
|
||
"\n",
|
||
"tester = Tester(deepseek_qwen_pricer, test)\n",
|
||
"tester.run()\n",
|
||
"results[\"deepseek-qwen-32b\"] = tester"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "7280870e",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "af7d0190-d89b-4525-8a34-21033e99abb0",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 🕵️ Human Judgement Baseline (Ed)\n",
|
||
"\n",
|
||
"We include a human baseline from our instructor Ed, who manually estimated prices based on item descriptions (💪 thanks Ed for taking on this exhausting task!). This allows us to compare model performance against human intuition."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "4d63970d-a2d2-4329-8fe7-d0bdc2ff1bcb",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"human_predictions = []\n",
|
||
"\n",
|
||
"with open('data/human_output.csv', 'r', encoding=\"utf-8\") as csvfile:\n",
|
||
" reader = csv.reader(csvfile)\n",
|
||
" for row in reader:\n",
|
||
" human_predictions.append(float(row[1]))\n",
|
||
"\n",
|
||
"def human_pricer(datapoint):\n",
|
||
" # `Tester` runs in order, so use the index from Tester itself\n",
|
||
" idx = human_pricer.counter\n",
|
||
" human_pricer.counter += 1\n",
|
||
" return human_predictions[idx]\n",
|
||
"\n",
|
||
"human_pricer.counter = 0 # initialize counter\n",
|
||
"\n",
|
||
"tester = Tester(human_pricer, test)\n",
|
||
"tester.run()\n",
|
||
"results[\"Human Predictions\"] = tester\n"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "c302d2f3",
|
||
"metadata": {},
|
||
"source": [
|
||
""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "08c0d367-d596-43e6-81af-5889691fa34b",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 🥇 Benchmark Showdown: ML, LLMs, and Ed"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "830ae9a5-a185-41af-b17f-8d6a3f3752b7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"def truncate(x, decimals=2):\n",
|
||
" factor = 10 ** decimals\n",
|
||
" return math.floor(x * factor) / factor\n",
|
||
"\n",
|
||
"df_results = []\n",
|
||
"\n",
|
||
"for model_name, tester in results.items():\n",
|
||
" avg_error = truncate(sum(tester.errors) / tester.size)\n",
|
||
" hit_percent = truncate(sum(1 for c in tester.colors if c == \"green\") / tester.size * 100)\n",
|
||
" rmsle = truncate(math.sqrt(sum(tester.sles) / tester.size))\n",
|
||
"\n",
|
||
" df_results.append({\n",
|
||
" \"model\": model_name,\n",
|
||
" \"avrg_error\": avg_error,\n",
|
||
" \"rmsle\": rmsle,\n",
|
||
" \"accuracy_%\": hit_percent\n",
|
||
" })\n",
|
||
"\n",
|
||
"df_results = pd.DataFrame(df_results)\n",
|
||
"df_results = df_results.sort_values(by=\"avrg_error\")\n",
|
||
"\n",
|
||
"# Display with .2f formatting\n",
|
||
"print(df_results.to_string(index=False, float_format=\"{:.2f}\".format))\n"
|
||
]
|
||
},
|
||
{
|
||
"attachments": {
|
||
"image.png": {
|
||
"image/png": 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"
|
||
}
|
||
},
|
||
"cell_type": "markdown",
|
||
"id": "e78ddc21-1ffc-431b-902b-4562bdd4e789",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"\n",
|
||
"🏁 **GPT-4o, GPT-4o Mini and XGBoost** clearly outperformed both LLMs (like Claude 3.7, LLaMA3-70B, DeepSeek-32B) and traditional ML approaches (LR, SVR).\n",
|
||
"\n",
|
||
"Now let’s take the top-performing frontier LLM — **GPT-4o Mini** — to test if retrieval (RAG) boosts its performance, and the best ML model — **XGBoost** — to see if contextual embeddings enhance its predictions.\n",
|
||
"\n",
|
||
"Let’s find out.\n",
|
||
"\n",
|
||
"🔜 See you in the [next notebook](https://github.com/lisek75/nlp_llms_notebook/blob/main/09_part3_e5embeddings_rag.ipynb)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.11.7"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|