From the uDemy course on LLM engineering.
https://www.udemy.com/course/llm-engineering-master-ai-and-large-language-models
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935 lines
834 KiB
935 lines
834 KiB
{ |
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"cells": [ |
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{ |
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"cell_type": "markdown", |
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"id": "28a0673e-96b5-43f2-8a8b-bd033bf851b0", |
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"metadata": {}, |
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"source": [ |
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"# The Product Pricer Continued\n", |
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"\n", |
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"A model that can estimate how much something costs, from its description.\n", |
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"\n", |
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"## Data Curation Part 2\n", |
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"\n", |
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"Today we'll extend our dataset to a greater coverage, and craft it into an excellent dataset for training.\n", |
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"\n", |
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"The dataset is here: \n", |
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"https://huggingface.co/datasets/McAuley-Lab/Amazon-Reviews-2023\n", |
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"\n", |
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"And the folder with all the product datasets is here: \n", |
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"https://huggingface.co/datasets/McAuley-Lab/Amazon-Reviews-2023/tree/main/raw/meta_categories" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 2, |
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"id": "67cedf85-8125-4322-998e-9375fe745597", |
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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 random\n", |
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"from dotenv import load_dotenv\n", |
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"from huggingface_hub import login\n", |
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"from datasets import load_dataset, Dataset, DatasetDict\n", |
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"from items import Item\n", |
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"from loaders import ItemLoader\n", |
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"import matplotlib.pyplot as plt\n", |
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"from collections import Counter, defaultdict\n", |
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"import numpy as np\n", |
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"import pickle" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 3, |
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"id": "7390a6aa-79cb-4dea-b6d7-de7e4b13e472", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# environment\n", |
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"\n", |
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"load_dotenv()\n", |
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"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", |
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"os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n", |
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"os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 4, |
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"id": "0732274a-aa6a-44fc-aee2-40dc8a8e4451", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Token is valid (permission: write).\n", |
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"Your token has been saved in your configured git credential helpers (osxkeychain).\n", |
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"Your token has been saved to /Users/ed/.cache/huggingface/token\n", |
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"Login successful\n" |
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] |
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} |
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], |
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"source": [ |
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"# Log in to HuggingFace\n", |
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"\n", |
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"hf_token = os.environ['HF_TOKEN']\n", |
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"login(hf_token, add_to_git_credential=True)" |
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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": 5, |
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"id": "1adcf323-de9d-4c24-a9c3-d7ae554d06ca", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"%matplotlib inline" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"id": "01065d69-765c-42c8-9f90-68b8c8754068", |
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"metadata": {}, |
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"source": [ |
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"## The ItemLoader code\n", |
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"\n", |
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"Look in loaders.py - there's some useful code to make life easier for us" |
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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": 6, |
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"id": "049885d4-fdfa-4ff0-a932-4a2ed73928e2", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Loading dataset Appliances\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"100%|███████████████████████████████████████████| 95/95 [00:11<00:00, 8.48it/s]\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Completed Appliances with 28,625 datapoints in 0.2 mins\n" |
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] |
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} |
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], |
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"source": [ |
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"# Load in the same dataset as last time\n", |
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"\n", |
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"items = ItemLoader(\"Appliances\").load()" |
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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": 7, |
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"id": "ffba41b5-ddb6-4359-9790-9b2db900eee1", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"How much does this cost to the nearest dollar?\n", |
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"\n", |
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"Door Pivot Block - Compatible Kenmore KitchenAid Maytag Whirlpool Refrigerator - Replaces - Quick DIY Repair Solution\n", |
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"Pivot Block For Vernicle Mullion Strip On Door - A high-quality exact equivalent for part numbers and Compatibility with major brands - Door Guide is compatible with Whirlpool, Amana, Dacor, Gaggenau, Hardwick, Jenn-Air, Kenmore, KitchenAid, and Maytag. Quick DIY repair - Refrigerator Door Guide Pivot Block Replacement will help if your appliance door doesn't open or close. Wear work gloves to protect your hands during the repair process. Attentive support - If you are uncertain about whether the block fits your refrigerator, we will help. We generally put forth a valiant effort to guarantee you are totally\n", |
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"\n", |
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"Price is $17.00\n" |
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] |
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} |
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], |
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"source": [ |
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"# Look for a familiar item..\n", |
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"print(items[1].prompt)" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"id": "e2b6dc50-ac5c-4cf2-af2e-968ed8ef86d7", |
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"metadata": {}, |
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"source": [ |
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"## Now to SCALE UP\n", |
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"\n", |
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"Let's look at all datasets of all the items that you might find in a large home retail store - electrical, electronic, office and related, but not clothes / beauty / books." |
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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": 8, |
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"id": "d1d06cd3-f3c2-44f0-a9f2-13b54ff8be5c", |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"dataset_names = [\n", |
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" \"Automotive\",\n", |
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" \"Electronics\",\n", |
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" \"Office_Products\",\n", |
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" \"Tools_and_Home_Improvement\",\n", |
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" \"Cell_Phones_and_Accessories\",\n", |
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" \"Toys_and_Games\",\n", |
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" \"Appliances\",\n", |
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" \"Musical_Instruments\",\n", |
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"]" |
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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": 9, |
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"id": "aa8fd0f0-509a-4298-8fcc-e499a061e1be", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Loading dataset Automotive\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"100%|███████████████████████████████████████| 2004/2004 [04:52<00:00, 6.84it/s]\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Completed Automotive with 911,688 datapoints in 5.0 mins\n", |
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"Loading dataset Electronics\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"100%|███████████████████████████████████████| 1611/1611 [02:24<00:00, 11.17it/s]\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Completed Electronics with 443,473 datapoints in 2.5 mins\n", |
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"Loading dataset Office_Products\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"100%|█████████████████████████████████████████| 711/711 [01:10<00:00, 10.06it/s]\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Completed Office_Products with 240,394 datapoints in 1.2 mins\n", |
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"Loading dataset Tools_and_Home_Improvement\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"100%|███████████████████████████████████████| 1474/1474 [02:46<00:00, 8.87it/s]\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Completed Tools_and_Home_Improvement with 541,051 datapoints in 2.8 mins\n", |
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"Loading dataset Cell_Phones_and_Accessories\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"100%|███████████████████████████████████████| 1289/1289 [01:30<00:00, 14.27it/s]\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Completed Cell_Phones_and_Accessories with 238,869 datapoints in 1.6 mins\n", |
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"Loading dataset Toys_and_Games\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"100%|█████████████████████████████████████████| 891/891 [01:33<00:00, 9.55it/s]\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Completed Toys_and_Games with 340,479 datapoints in 1.6 mins\n", |
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"Loading dataset Appliances\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"100%|███████████████████████████████████████████| 95/95 [00:12<00:00, 7.85it/s]\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Completed Appliances with 28,625 datapoints in 0.2 mins\n", |
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"Loading dataset Musical_Instruments\n" |
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] |
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}, |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"100%|█████████████████████████████████████████| 214/214 [00:20<00:00, 10.70it/s]\n" |
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] |
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}, |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Completed Musical_Instruments with 66,829 datapoints in 0.4 mins\n" |
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] |
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} |
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], |
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"source": [ |
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"items = []\n", |
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"for dataset_name in dataset_names:\n", |
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" loader = ItemLoader(dataset_name)\n", |
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" items.extend(loader.load())\n", |
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"\n", |
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"# Now, time for a coffee break!!\n", |
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"# By the way, I put the biggest datasets first.. it gets faster." |
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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": 10, |
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"id": "3e29a5ab-ca61-41cc-9b33-22d374681b85", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"A grand total of 2,811,408 items\n" |
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] |
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} |
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], |
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"source": [ |
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"print(f\"A grand total of {len(items):,} items\")" |
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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": 11, |
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"id": "89078cb1-9679-4eb0-b295-599b8586bcd1", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"image/png": 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", |
|
"text/plain": [ |
|
"<Figure size 1500x600 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"# Plot the distribution of token counts again\n", |
|
"\n", |
|
"tokens = [item.token_count for item in items]\n", |
|
"plt.figure(figsize=(15, 6))\n", |
|
"plt.title(f\"Token counts: Avg {sum(tokens)/len(tokens):,.1f} and highest {max(tokens):,}\\n\")\n", |
|
"plt.xlabel('Length (tokens)')\n", |
|
"plt.ylabel('Count')\n", |
|
"plt.hist(tokens, rwidth=0.7, color=\"skyblue\", bins=range(0, 300, 10))\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 12, |
|
"id": "c38e0c43-9f7a-450e-a911-c94d37d9b9c3", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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|
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"text/plain": [ |
|
"<Figure size 1500x600 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
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} |
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], |
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"source": [ |
|
"# Plot the distribution of prices\n", |
|
"\n", |
|
"prices = [item.price for item in items]\n", |
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"plt.figure(figsize=(15, 6))\n", |
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"plt.title(f\"Prices: Avg {sum(prices)/len(prices):,.1f} and highest {max(prices):,}\\n\")\n", |
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"plt.xlabel('Price ($)')\n", |
|
"plt.ylabel('Count')\n", |
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"plt.hist(prices, rwidth=0.7, color=\"blueviolet\", bins=range(0, 1000, 10))\n", |
|
"plt.show()" |
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] |
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}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 13, |
|
"id": "eabc7c61-0cd2-41f4-baa1-b85400bbf87f", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
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"image/png": 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", |
|
"text/plain": [ |
|
"<Figure size 1500x600 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"category_counts = Counter()\n", |
|
"for item in items:\n", |
|
" category_counts[item.category]+=1\n", |
|
"\n", |
|
"categories = category_counts.keys()\n", |
|
"counts = [category_counts[category] for category in categories]\n", |
|
"\n", |
|
"# Bar chart by category\n", |
|
"plt.figure(figsize=(15, 6))\n", |
|
"plt.bar(categories, counts, color=\"goldenrod\")\n", |
|
"plt.title('How many in each category')\n", |
|
"plt.xlabel('Categories')\n", |
|
"plt.ylabel('Count')\n", |
|
"\n", |
|
"plt.xticks(rotation=30, ha='right')\n", |
|
"\n", |
|
"# Add value labels on top of each bar\n", |
|
"for i, v in enumerate(counts):\n", |
|
" plt.text(i, v, f\"{v:,}\", ha='center', va='bottom')\n", |
|
"\n", |
|
"# Display the chart\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "markdown", |
|
"id": "e5b6e987-83ba-4262-a082-57c6b0741062", |
|
"metadata": {}, |
|
"source": [ |
|
"# Objective\n", |
|
"\n", |
|
"Craft a dataset which is more balanced in terms of prices. Less heavily scewed to cheap items, with an average that's higher than $60. Try to balance out the categories - fewer Automotive items." |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 14, |
|
"id": "3b9424c1-44e0-499a-b45e-a35246655469", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"# Create a dict with a key of each price from $1 to $999\n", |
|
"# And in the value, put a list of items with that price (to nearest round number)\n", |
|
"\n", |
|
"slots = defaultdict(list)\n", |
|
"for item in items:\n", |
|
" slots[round(item.price)].append(item)" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 15, |
|
"id": "7805a7f1-4ad8-48f6-bea3-d64b64894804", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"There are 408,635 items in the sample\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"# Create a dataset called \"sample\" which tries to more evenly take from the range of prices\n", |
|
"# And gives more weight to items from categories other than Automotive\n", |
|
"# Set random seed for reproducibility\n", |
|
"\n", |
|
"np.random.seed(42)\n", |
|
"random.seed(42)\n", |
|
"sample = []\n", |
|
"for i in range(1, 1000):\n", |
|
" slot = slots[i]\n", |
|
" if i>=240:\n", |
|
" sample.extend(slot)\n", |
|
" elif len(slot) <= 1200:\n", |
|
" sample.extend(slot)\n", |
|
" else:\n", |
|
" weights = np.array([1 if item.category=='Automotive' else 5 for item in slot])\n", |
|
" weights = weights / np.sum(weights)\n", |
|
" selected_indices = np.random.choice(len(slot), size=1200, replace=False, p=weights)\n", |
|
" selected = [slot[i] for i in selected_indices]\n", |
|
" sample.extend(selected)\n", |
|
"\n", |
|
"print(f\"There are {len(sample):,} items in the sample\")" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 16, |
|
"id": "430b432f-b769-41da-9506-a238cb5cf1b6", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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mzZuXm2++OQceeGBatWpV+b02bdrkzTffbHCeJX0pwTnnnJNBgwZl0KBB+eEPf7jQumnTpmWvvfbKpEmTMmLEiMrKrk/6+Nlzn37G1seBzmetPFqYj4OPT688mj17dg488MA8+uijueeee7Lnnnsu1u898sgjeeONN3L99dfnu9/9bnbffffssMMOadmy5VL1lyy7/z5WlnN//JKKsWPHLvBz5ZVXVmq/9rWv5X//939TV1eXJ554It26dcuAAQMybNiwpT7/vvvum1deeSUvvvhinnvuuUyaNKkSXu6+++6VusaNG+eyyy7LO++8k2eeeSZvvPFG7rvvvrz66qvp1KlTNtxww0rt5ptvntGjR+f111/PM888k6lTp+Zb3/pW3n777Xq/uSATJkzIyy+/nNra2sq9+/EqxCOOOCKtWrVKXV1dpf7000/P22+/nWeffTYvv/xyRo0alWnTpqVFixaLXKEKANTXuOwGAIDVx7x583LTTTdls802y69+9asG8/fdd18uvfTSPPDAA+ndu3datWqVAw88ML/+9a/TrVu3TJkypd721iTp3r17Lrnkkjz33HP1trkuSSjyk5/8JIMGDcpZZ52Vs88+e6F1H4dzL730UkaMGJHtt99+gXX77LNPmjVrlhtvvLHeSrYbb7wxVVVVOfDAAxe7t4/NnTs3t99+e9q2bZvNN9+8Mv7xyrlHHnkkd911V3r16rXYv/nxVttPP8j/l7/85RL397E99tgjd9xxR+69995621Rvu+22pf7NxdW9e/fccccdeeCBB7LvvvtWxj9PQNa7d+8MGzYs8+bNW6xVicm/3/i70047Zcstt8ytt96ap556KocccshirQJckKqqqsqKuDlz5uRnP/tZtttuuwWGaeuss04lIH7qqafy8MMPV1bcfdoXvvCFyiq2s846Ky1atMjRRx+9yF6uuOKKTJ8+vd7Y+PHj8/3vfz+DBg1K9+7dG2ytrq6uroTSr776am6//fb0798/zZs3/+yLBwCSCOgAgGXogQceyBtvvJELL7wwPXr0aDDfpUuXDB06NNddd1169+6d5N/b5G6//faccMIJ2XDDDbPXXnvVO2bAgAG5/vrrs+++++bcc89N+/btc9ttt1W2xX7Wc64uvfTS/PjHP84+++yT/fffP0888US9+Z133jnJv0OVXr165emnn84VV1yRjz76qF7t+uuvn8022yxJ0rp165x11ln50Y9+lNatW6dnz54ZO3ZsBg0alO9+97v1gsRf//rXOeqoo3L99dfn8MMPT5KccsopmTt3bnbdddfU1tbmtddey5AhQzJ+/PjccMMNadSoUeX4b37zm3nggQdy5plnpk2bNvV6WnfddRs8m++Tdtlll7Rq1Srf+973cvbZZ6dJkya59dZb87e//W2Rf7NFOfzww3P55Zfn8MMPz3nnnZfOnTvn/vvvzx//+Mel/s3FdcQRR+Tyyy/PYYcdlp/+9KfZfPPN88ADD1TOvTTPPDvkkENy6623Zr/99svJJ5+cHXfcMU2aNMnrr7+eRx99NF//+tfzjW98I1dffXUeeeSR7L///tloo43y4YcfVrZrf/zPbMuWLbPxxhvn97//ffbcc8+0bt06bdu2zSabbLLQ85944onp0aNH2rRpk5deeik///nP8/rrr2fkyJH16j7enrztttumKIqMGTMmF154YfbZZ58G27Uvuuii1NbWZqONNsqbb76ZO+64I/fcc09uvvnmettOX3nllWy22WY54ogjct111yX597P2FuZLX/pSvft6woQJufPOO7PDDjukuro6f/vb33LBBRekc+fO+clPfrI4f34A4GNlvqECAFi9HHjggUXTpk2LqVOnLrTmkEMOKRo3blxMmTKlKIp/v6GyY8eORZLizDPPXOAxEyZMKPbaa6+iWbNmRevWrYujjz66uOmmmxq8iXRBunfvXiRZ6OdjkyZNWmTdEUcc0eC3f/aznxVf/OIXi6ZNmxYbbbRRcfbZZxdz5sypV/PxW0s/+YbR6667rthxxx2L1q1bF40bNy5atWpV9OrVq/jjH//Y4ByL6umTbzhdmFGjRhXdunUr1l577WL99dcvvvvd7xZPPfXUAt962qJFiwbHn3322cWn/yfj66+/Xvznf/5nsc466xQtW7Ys/vM//7MYNWrUEr3FdezYsfXGP35T6Cffyvvpt7gWRVG8+uqrxUEHHVTv3Pfff3+DN8suyfXMnTu3uOSSS4ovf/nLRbNmzYp11lmn2HLLLYtjjz22+Mc//lEURVGMHj26+MY3vlFsvPHGRXV1ddGmTZuie/fuxb333lvvtx566KFi++23L6qrqxf6z80nff3rXy822GCDokmTJkVtbW1x5JFHFi+//HKDur/85S/FTjvtVKy77rpFdXV10aVLl+KSSy5p8M9bURTFOeecU2y22WZFdXV1sd566xX77LNP8ec//7lB3cf/zH9Wjwt7i+sLL7xQ7L777kXr1q2Lpk2bFptvvnlx1llnFe+9994ifw8AaKiqKP7fw04AAFYhxxxzTH7zm9/knXfeSdOmTctuhxINHjw4Z511Vl599dV6z2IDAFhV2OIKAKz0zj333HTo0CGbbrpp3nvvvdx333351a9+lbPOOks4t4YZOnRokmTLLbfM3Llz88gjj+TnP/95DjvsMOEcALDKEtABACu9Jk2a5OKLL87rr7+ejz76KJ07d85ll12Wk08+uezWWMHWXnvtXH755Xn55Zcze/bsbLTRRjn99NNz1llnld0aAMBSs8UVAAAAAEq05K+6AgAAAACWGQEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFCixmU3sDqZP39+3njjjbRs2TJVVVVltwMAAABASYqiyMyZM9OhQ4estdai18gJ6JahN954Ix07diy7DQAAAABWEq+99lo23HDDRdYI6Jahli1bJvn3H37dddctuRsAAAAAyjJjxox07NixkhctioBuGfp4W+u6664roAMAAABgsR6D5iURAAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJRLQAQAAAECJBHQAAAAAUCIBHQAAAACUSEAHAAAAACUS0AEAAABAiQR0AAAAAFAiAR0AAAAAlEhABwAAAAAlEtABAAAAQIkEdAAAAABQIgEdAAAAAJRIQAcAAAAAJSo1oPvzn/+cAw44IB06dEhVVVXuueeeytzcuXNz+umnZ5tttkmLFi3SoUOHHH744XnjjTfq/cbs2bNz4oknpm3btmnRokX69OmT119/vV7NtGnT0q9fv9TU1KSmpib9+vXL9OnT69W8+uqrOeCAA9KiRYu0bds2J510UubMmbO8Lh0AAAAAkpQc0L3//vv58pe/nKFDhzaY++CDD/LUU0/lRz/6UZ566qncddddefHFF9OnT596dQMGDMjdd9+dYcOG5fHHH897772X3r17Z968eZWavn37Zvz48Rk+fHiGDx+e8ePHp1+/fpX5efPmZf/998/777+fxx9/PMOGDcudd96ZU089dfldPAAAAAAkqSqKoii7iSSpqqrK3XffnQMPPHChNWPHjs2OO+6YV155JRtttFHq6uqy/vrr5+abb863v/3tJMkbb7yRjh075v7770+vXr3y/PPPZ+utt84TTzyRnXbaKUnyxBNPpFu3bvn73/+eLbbYIg888EB69+6d1157LR06dEiSDBs2LEceeWSmTp2addddd7GuYcaMGampqUldXd1iHwMru6qqSxY6VxQDV2AnAAAAsOpYkpyo8QrqaZmoq6tLVVVV1ltvvSTJuHHjMnfu3PTs2bNS06FDh3Tp0iWjRo1Kr169Mnr06NTU1FTCuSTZeeedU1NTk1GjRmWLLbbI6NGj06VLl0o4lyS9evXK7NmzM27cuOyxxx4r7BpZeosKkpJVN0xaHgHZ6vq3AgAAgFXRKhPQffjhh/nBD36Qvn37VlLHKVOmpGnTpmnVqlW92vbt22fKlCmVmnbt2jX4vXbt2tWrad++fb35Vq1apWnTppWaBZk9e3Zmz55d+T5jxoylu7jVxJKEPqvSqqxVqVcAAABg1bNKBHRz587NIYcckvnz5+fKK6/8zPqiKFJVVVX5/sn//HlqPu3888/POeec85n98PmsKgGZVWmrzn9XAAAAsDJZ6QO6uXPn5uCDD86kSZPyyCOP1NuzW1tbmzlz5mTatGn1VtFNnTo1u+yyS6XmzTffbPC7b731VmXVXG1tbZ588sl689OmTcvcuXMbrKz7pDPOOCOnnHJK5fuMGTPSsWPHpbtQVqiyw7Syz1+2Nf36AQAA4JNKfYvrZ/k4nPvHP/6Rhx56KG3atKk337Vr1zRp0iQjRoyojE2ePDkTJkyoBHTdunVLXV1dxowZU6l58sknU1dXV69mwoQJmTx5cqXmwQcfTHV1dbp27brQ/qqrq7PuuuvW+wDLVlXVJYv8AAAAwKqu1BV07733Xv75z39Wvk+aNCnjx49P69at06FDh3zzm9/MU089lfvuuy/z5s2rPA+udevWadq0aWpqanL00Ufn1FNPTZs2bdK6desMHDgw22yzTfbaa68kyVZbbZV99tkn/fv3zy9/+cskyTHHHJPevXtniy22SJL07NkzW2+9dfr165eLL7447777bgYOHJj+/fsL3QAAAAB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", 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"<Figure size 1500x1000 with 1 Axes>" |
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] |
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}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"# Plot the distribution of prices in sample\n", |
|
"\n", |
|
"prices = [float(item.price) for item in sample]\n", |
|
"plt.figure(figsize=(15, 10))\n", |
|
"plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n", |
|
"plt.xlabel('Price ($)')\n", |
|
"plt.ylabel('Count')\n", |
|
"plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 17, |
|
"id": "0d570794-6f1d-462e-b567-a46bae3556a1", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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VKhUnTJigs+2+ffvYvHlzTpw4kRs2bOCzZ8/Yvn17VqhQgR8+fEjrQxdp7ObNmyxRogQdHR05cuRIFi9enA0bNuSpU6eYkJDAtWvXcv/+/QwODmZUVBRPnjxJCwsLnjhxIr0PXXxnEsQTGV5qFaW9e/eyevXqfP/+PUny8ePHLFKkCPPkycO3b98q26nVapLk/v37WbZsWZ4/fz5tDlqkidOnT6dYFhwczDJlyijB23v37tHa2poVK1bkrVu3lO3ev39PjUbDtWvX0tHRkZs2bUqz4xbf39cf4FrR0dHs2bOnTsCOJD98+EA3Nzf++uuvys/Lly9n0aJFaWtryyFDhqTJcYvvLy4uLtVnx759+2hnZ6fznPg73t7eHDFixL99eOIHs3XrVvr4+PDgwYN89+4dT5w4wTx58nDp0qUkqTQGfW3YsGGsW7cuX79+nZaHK/5lGo2G8fHxdHNz44oVK3TWfR3ADwgIYKVKlXj37l3GxcVxwIABzJ49e4pgzMSJE9mrVy++efPmux+/SFvJ6x7Jv18WL17MmjVrsmrVqiT/+j5JzahRo9isWTNpVM5kUquXDhs2jG3atFF+3rdvH01MTNi2bdtUr//s2bNZo0YNaQD4CUgQT2RY3/oIJ8mRI0eyY8eOJMlBgwYxe/bsbNOmDe/evatsc+XKFa5YsYLNmjWjiYkJR44c+b0PWaSR5B9Nr1694o4dO5QX2rRp01izZk2SZKNGjZgzZ04OGTJECfiSZFhYGNu2bUsPDw+am5tz+fLlaXsCIs3MmTOH/v7+HD9+PMPDw0mS169fZ/bs2Tlr1iySf1WmDx48SENDQx45ckTZ/8mTJ/z06ZPys1SqM4+XL19y165dys/+/v6sWLGizjbJr/enT5946NAhbtmyhW5ubnR0dGRwcHCaHa9IWy9evKCXlxctLCw4bNgwHj16lBqNhm/evKG/vz8LFCigvIsSEhKYkJDAgwcPcvjw4SxZsiTt7Ox47NixdD4L8X+lfQasWbOGsbGxyvLp06ezbdu2OkH/kydPMnfu3Hz06BHJpJ7ftra2rFu3LhctWsTjx4+zfv36LFCggDQcZjJff7OMHz+effv2ZUBAgLLszJkzNDAw0BkFoHX16lVevHiRvr6+zJ07N7ds2ZI2By6+u+T3Rnx8PF++fEkyaVRZtWrVePjwYX758oW+vr7Mnj07/fz8GBERoexz4MABbt++nfXq1WOuXLm4cuXKND8HkfYkQYvIsLQ5aDZt2oTJkyfjwoULyrpXr17h3r17sLGxwYkTJ7Bjxw6sX78ejo6OuH79Ol6/fg19fX1cvnwZ2bNnx+3btzFu3Lj0OhXxL9HOHGloaAiSeP36NdatW4euXbsiODgYAFCmTBmcO3cOhoaGMDU1xblz5zBlyhTkzJkT58+fR3BwMGxtbeHq6oqmTZsiKioKvr6+ACBTt2cioaGhcHV1xbx585AzZ05s2rQJPXr0wM6dO+Hs7IzevXtj3LhxiImJUXKZ1a5dG3Xq1IGvr69yrxUsWBDGxsZQq9WSYDoDU6vVKZYNGTIE48aNw6lTpwAATk5OuHbtGhISEgDoJpl+8eIF1Go1tmzZgkmTJqFWrVq4e/cu3N3d0+4kxHeT2v2xYcMGREdH488//8TEiRNRs2ZNqFQqmJubo23btjAxMcHIkSMBAFmyZMGHDx+gVqvx4sULdOrUCY8fP0aNGjXS+lTEvyB5XUD7PGjfvj1MTEyUuoadnR2ioqLQpEkT3L9/HxqNBp6enjA1NcWBAwcAAG5ubtizZw8MDAywbNky+Pv7I1u2bPjzzz/RsmXLtD8x8d1ov1levnwJLy8vrF+/Hk+ePIGPjw8mTpyIz58/w8PDA76+vhg4cCCAv2ZBj4iIwIEDB9C8eXM8ffoUZ8+eRfPmzdPtXMS/S3tvzJo1CyVKlMC0adOQkJAAMzMz3Lt3DytXroSdnR0ePHiAI0eOYNGiRciXLx/u3r0LAAgPD8fChQthZWWFBw8ewMfHJz1PR6SVdA0hCvFf0Gg0KVorWrVqRWtra7q4uDBfvnycM2cOSfLo0aNUqVTs3r27zj6RkZHs1asX169fTzJp6JxWYmKi9KLJJEJCQpgtWzb27NmTcXFxdHFxoZ+fH9++fcuHDx+yTp06dHd319knKiqKrVq14syZM0nq9rBJSEhI0+MX39+ECROUobEkGRQUxBw5cvDXX39lYmIinz59SgcHB/bo0YPkX/dDaGgo9+zZky7HLL6P5H/rX758Uf594cIFVqhQgYMGDeKXL18YGhrKAgUKsE+fPjr737p1ixMnTuTnz5/55MkTnV69InPRXtvo6Gi6uLhw4MCBJP+6h7Tvik+fPnHOnDlUqVTcsGEDe/fuzZo1a/LPP//UqZPIuyXjunr1aophsDt37qRKpeK5c+dIJt0HlSpVYo0aNZQeV40aNeLvv/+ukzdPo9EwOjpap3eNyFzi4uJYp04d9u/fn/369WN8fDzJpGG0uXLl4v79+0km1TEsLS05ePBgkuTZs2c5Z84cPn78mH/++adSnnyzZB7R0dFs3LgxCxUqxPXr1zMoKEh5towcOZIqlYpr1qzR2SckJIT9+/fnw4cP+fnzZ0ZGRirr5N74OUgQT2QIyR9GMTExfPr0KcPCwti/f3+l4jNu3DgaGhry6dOnJMm6deuyfPnyXLZsGcPCwnj+/HlWr16d7u7uvHLlik75f5d7QmQcYWFhnDp1Kv39/TlnzhwlSLtixQoWLFiQ27ZtI0lu2LCBOXPmpK+vL1euXMnVq1ezcOHCrFKlSop8V/IizLhSG3KvVqsZHR1NLy8v7tixg2q1mj169GD27NnZqVMnnckKVq9eTZVKxWvXrqXlYYs0kvz+OHnyJOvUqcNmzZpx/fr1SjBv6NChdHd3Z2BgIEly1apVVKlUHDJkCLdt28bVq1fT1taWvr6+koMmE3v79i0bNmzIsWPHKoE3baJxksoHeXIfP35k79696eTkRDc3N4aEhCjrvk5sLzKW4OBgFi1alJMmTeK7d+9Yr149Zfirk5MTW7ZsqeQ6fPr0KQcPHkxTU1MePXqU9erVY5cuXUh+Oz+ayNi+FZxv3bo1VSoVhw4dqrO8QoUKbNSoEZ8/f06SXLlyJQ0MDFi2bFmqVColv6bW36UTEj+21P7OT5w4QWdnZ164cCHFups3bzJPnjzs2bMn//zzT378+JHHjx+nu7s7mzdvrgy91ZYt37M/DwniiQxl0qRJNDExYbly5ejo6Eg/Pz/lgfjy5Uu6ubmxUaNGJJMqTr1796axsTErVKhAc3NzdurUSaenhci4tJWY5C/ECRMm0NramoULF+azZ890KlLVqlVjo0aN+OTJE5Lk7t276eHhwQoVKrBkyZKcPn162p6ASDM7duzg1q1bdZKE29ra0tvbmwUKFGDFihV56tQpZd29e/f44cMHfvz4kW5ubpwyZUp6HLZIAx8+fODVq1dZtGhR9u/fn/Xr12eJEiU4ZswYkkkz0np6evK3335TJsOZN28ePT096eTkxEKFCnH+/PnpeQriX/Dq1Ssl6JJaQI4kmzdvzpo1a/Ls2bMkyb59+7JYsWJKY5H2XXTjxg2eOXNG2U/7ziGlwTCzUKvVHDRoEPPkyUNDQ0O2bt1a+Zg+ceIEVSoVd+zYoRNsGTFiBMuXL09bW1vmzZtXZq3+CRw+fJgXL15Uni2xsbE0NTVl7969dXLpnj17ltmzZ2dAQIDy/Nm/fz+XLVsmjUOZxN8FXqdMmcICBQroLEv+/XLgwAGWKFGCFhYW9PT0pImJidJTU/y8JIgnfmjaSvHZs2e5f/9+1q9fn7t37+bcuXNpbW3N1q1b6zzo9uzZQ5VKpUytnZCQwAcPHvDChQs6PWykFSvj+vojKHlFKDw8nN7e3jQ3N+e7d+9I/jU87uTJk8yfPz8XLVqkE8h9/fq1zkeb3BsZV/Ih9xqNhq9fv2alSpVobW3NPHnysF69egwKCiKZFPBVqVRcsmSJThnXrl3jwIEDld53Xw+XEhnX1y3gV65cYZkyZejp6akE4t6+fctx48axYMGCvHHjBkly4cKFLFOmTIp75f79+xKUyQRu3rzJChUqsH///soytVrN7du389mzZ8qy+/fvs0SJEhw8eDDj4uJ46tQpli5dmu3bt2d8fDwTExMZGhrKxo0bc/78+SmCNPJuybiS/51rNBq+e/eONWvWpL6+Phs3bqys017jBg0asFy5csrIEK1ly5bRzs6OHTp04JcvX6T3XSZ18OBB2tnZ0cXFRZm4RDsh1uTJk2lmZsaLFy/q7NO+fXs6OjqmGClEyrD7jOzr535AQACHDh3KrVu3KssmTJhANzc3ZSRQ8ufCx48fSSY1Bp08eZIbNmxQGhRTK1/8PCSIJ344X1dq4uPjqVKpaGZmxmnTpinLN27cSAMDA50X4YcPH9iqVSsWLVo01bLVarV8dGUSW7ZsYaVKlVi3bl2OGDFCGYawefNmOjs7c/z48cq22nuqU6dOdHZ2VnpSJF8nL8KMLflzIzo6mhqNhkFBQfT396dGo+HBgwfZqFEj1qlThxqNhmFhYcyfPz99fHx47do1fvjwgWfOnKGHhwcbNWqk8/FOSg+ajOxbz/07d+6wVatWzJYtG2/fvq0sv3btGmvUqMEmTZqQTHo2NG3alDVq1NDJSSQyh7i4OPr5+bFatWrKcKbt27fTwMCAq1ev1tl2zJgxLF26NA8cOEAyqUd3rly5aG9vzzp16jB79uz89ddflUYkkfElrxtoG3XUajVv377NOXPmsFixYjx8+DBJKoHbZ8+eUU9Pj3Pnzk3RSBgVFZWGRy/S2uPHj1mhQgWlN/eTJ0/YrFkzmpmZKdtoA7nJ86c+f/6crq6uvHfvnk55EujNHGJjY+nt7U0bGxvWqFGDhoaGHDJkCMmkTgZ2dnacN2+ezj5//vknFy9enGp5kvdOSBBP/DBSa2nSfnitXLmSKpWKK1as0Fnv6elJLy8vxsXFKcvOnz9PCwsLpReFyFw0Gg2HDh1Kc3NzTpkyhb169WLJkiXp6urK2NhYfvnyhd26dWPVqlWV3lTa+yMsLIzVq1fn/fv30/MUxL/o60rMgAEDaGVlxYYNG7JGjRo6uWQ2btzIkiVLcu7cuSTJY8eO0cnJiblz52bVqlVpYmLC3r17S8UoE0kevLt9+za3b9/O0NBQZdnOnTuZN29eTpw4UWcfbR7N3bt3kyS3bt3K5s2b6/ToFhmbRqNRemVfvHiRdevWpa+vr7K+QYMGbNCggU6ANyYmhk5OTmzTpo0yCcG1a9e4YcMGjhgxItUGIpHxvXz5km3atGGNGjXYo0cPnj59miR59+5dNm7cmHXq1FG2TZ5PM0+ePLx69Wp6HLL4zr7V8LtgwQK6uLiQTPqu8ff3Z86cOdmhQwclpUdgYCCNjIy4b98+kvKsyMzUajV9fX05dOhQ9u7dmzExMfzy5Qs3btxIPT09Hjx4kCTZs2dPlipViqNGjeKtW7d4+vRpVq1alV5eXnz79q1OmXK/CFKCeOIHtGzZMk6bNo3bt2/XWV6kSBE2b95cJ6/VhQsXaGRkpNMtWa1W6wT1RMaVWmA3MjKSbm5uXLRokbIsIiKCZmZmSrLgY8eOsWrVquzbt+/fliUyj8uXL/Po0aP09PTkxo0b2bRpU+rp6en0pHn9+jV79+7NUqVKKT3tHj9+zNOnT3PDhg06Q5+kZ2bm8fnzZ3bo0IGmpqZ0dHSkpaUl/fz8qFar+eHDB/bp04cuLi461z8sLIytWrWinZ1dOh65SAuRkZHctm0bfX19Wbp0ae7atYtkUv3C2tqaM2fO1EnbMHToUObPnz/F8GotSS6euZw4cYJWVlZs1qwZx4wZw6pVqzJHjhxKaoZ169axePHiXL58eYp9c+XKJbOZZ3LJc15qNBpOmTKFffr04YIFC5g3b15WrlxZJ7ivrYuWLl2aZcuWTTGbudQ9Mq5vXbt+/fpRpVIpE9po1a9fn+7u7kxISGBUVBRnz57NbNmy0cXFhTlz5mS3bt3kfhDfJEE8kab+rmJ76tQpFi9enIULF2a9evVobGzMgQMHKsMkDx48SJVKxd27d+u0QrRp04YWFhYpkr/Kgy/jUqvVOtf4+PHjvHPnDkny4cOHVKlUys/aoSoLFixg9uzZlVbw4cOH09HRMdUKtNwbGVdqszqeOnWKKpVKZ5hbREQEf/vtN9rb2+tse/ToUVapUoVdu3ZNtXwZopCxpXbtpkyZwpIlS/L+/fsMCwvj7t27aWBgwEmTJlGj0fDMmTOsVKkS/fz8dPbbuXMnx40bx4SEBAnKZDLa+2TevHnU09Nj69atWa1aNapUKjZr1kwZDtutWzeWK1dOmfhGrVazbdu2NDc3Z5MmTXRyE2nXi4zp62unvUcGDx6s09OOJGvWrMnq1aszIiKCUVFR9PPzo4ODA69fv84ZM2awY8eOjI+PZ2xsbJodv/i+vn63nDlzhiVLlqSDgwPbtWvHmzdvkiRnzJhBlUrFQoUK6TQiJiQkcMWKFdywYQPJpBzOly5dSrsTEN/N1w032u9WrXfv3tHBwYGdOnXS2TY0NJT6+vo6DUJPnz7l5cuXdVK6yDeLSI0E8USaSP4AevXqFW/cuKHzkHvy5AmbNm3KgQMHKssCAgJobm7OZcuWKT3rateuTQ8PD52HW2RkpLR0ZlIHDx5kkSJF6ObmxoCAAMbGxjIsLIwuLi5KzjvtvRUREUFzc3MGBgaSTBriNGTIEJ1WUpGxJe9NmbxC/fbtW3bq1Ik5cuRgeHi4svzUqVMsWLAgx40bpyz78uULBw8ezHLlyvHVq1c65UvwLmNLXoles2YNf//9d5JkpUqV2K9fP51txo0bx0KFCvH27dtMSEjglClT6OTkpEyK9HV5ImNL7W87MjKSJUqU4MKFC5Vlw4cPp5OTE2fPnk0yqb7i5ubGatWqcd26dZw6dSo7duzIEydOKLORiowveR316177pUqVUp4l2kbCu3fv0tjYmNu2bSNJBgcHs169eixQoACtra25d+/eNDpykRZSC6K0bt2aEydO5JIlS+ju7s5SpUop6/Lnz8927drpjBzav38/a9WqxdWrVzMhIUF5Jkm9I+N58OBBqpOeXblyhdWrV2epUqVYu3Zt7tixQ1m3cuVKGhkZKXl1tdd90KBBtLCw0EnzoZWYmCj1EPFNEsQTaUatVrNv374sU6YMW7duzVatWinTrr98+ZLbt29nXFwc1Wo1+/Tpw5w5czJfvnz08PBQJq94/PgxVSoVp06dqpMsWGR8X7+oli5dyvz583Py5Ml8/vy5kgw6OjqaPXv2TJHb7sCBA7SxsVFaQ0XmNW3aNPbt25eTJk1S8lJduHCBWbNm1RnS9OHDB44ZM4Z58+ZlZGSksvz58+fy/MjA/q5VOioqikFBQSxYsKDy4V2qVCllqH3ymanNzMy4YMECkuSlS5dYqVKlb/bQFBlT8hmrky8jk/Lg5cuXT5k1kkwact+yZUud98uhQ4fYsmVLFipUiMWKFdPZXj6wMo+YmBj6+/uzZ8+ePHbsmNJ43LFjR1aoUEHZThvkq1q1Kjt37qwsj4+PZ3BwcNoetPiuvn52jB07lhMmTOCUKVPYuXNn5e//2rVrzJEjB6dMmUKS3LBhA4sXL05HR0cOHz6cv/76K01MTDh69Oi0PgXxLzty5AgrVKjA48ePK8vUajXnzJnDPHnysE+fPtyxYwdHjhxJExMTnjt3TnnnlC9fno0bN9ZpKIiNjaWdnR3Pnz+f5uciMjYJ4ok0sXv3blpbW9PDw4OHDh1iSEhIikSdcXFxjIyMZN26dVmlShVevHiR4eHhVKlUHDt2rLJ9ly5d2K9fP6k8ZxJfV5K0wZVu3bqxffv2JP9KQK7NSxQcHEwPDw9WrFiRx44d4/Xr19m4cWPWrVuX0dHROuXJfZLxaStAN27cYPHixVmsWDGOHDmSxYsXZ+PGjZUhtP7+/rSystLJiXnz5k0WLVqUjRo1SlGuDFHIuBITE1OkUDh+/DiLFi1KDw8Prl27lmTSB/fIkSNZtGhRZYik9hlToUIF+vv7K/tfv349bQ5epInkPVzev3/P1atXMyQkROlBFxwcTDMzMyW3mfZdERAQQGNjY44dO1anvK9njRQZ19fP/ufPn7NChQqsVq0aa9euTXNzc65Zs4YkuWPHDhYuXJjr1q0jmXRfxcTE0M3NTenlLe+SzO3JkyesVKkSixUrxkqVKtHY2Jhdu3ZVnhnx8fEcO3Yss2XLpuS4u3r1Kvv168du3brxt99+05kUSXrfZTzaIFt0dHSKNAovX77kmDFjdPKzL1myhCqVir/++qsy8uzkyZM0NDRURo9p7wN5foj/hQTxxHf39OlTVq9enb///js/fvyos+7cuXNKBZokt2/fThcXF2Vm2SdPntDCwoIlSpTgzp070/KwRRpIXpFZsWIFO3fuzJCQECYmJvLXX39l48aNOX36dHbv3l3pCfHbb7+RJO/cucOyZcuyePHizJMnD+vWravT20pkbKkFX3///Xe2bdtW+TkwMJAmJiZKsPfBgwe0trbmkCFDlG3i4+O5bds2Hj58+PsftEgTT58+pYWFhdIjaubMmTx69ChDQ0NZv3595syZU2eo44kTJ1iuXDmdXjOhoaEsUqSI3BeZ0NcfyDNmzKCxsTFLlSrFfPny0c3NTUmzUK5cOTZv3lwnd9mhQ4eYK1cuFilShMeOHUtRvnxwZVxf3xvBwcG8efMmz507x169einL27Vrx+rVqzMkJIQfPnygn58fc+XKxe3bt/Pu3btcuHAhbW1teebMmbQ+BfGdaesearWaHz9+ZLVq1di3b18OHjyYJPnixQv27NmTNjY2OsGc8PBwFitWLEVv7uTPC8m5m/Go1WrOnj2bFhYWyrcpmTT6Y/r06crPISEhJJNyJTo7O9PZ2ZmzZs2iSqXSSQvVuHFjFihQIEW+THmviP+WBPHEd6N9EU6YMIG5c+fm7du3lXWRkZH85ZdfqFKpmCdPHmVbf39/uru7K3mt1qxZw549e7JKlSq8cOGCTrnSwypzuHHjBl1dXVmwYEGOHz9eae06fPgwO3bsyEKFCrFPnz6cNGkSFyxYwFy5cin5ij58+MCnT5/y7t27SnlyX2QecXFx3L59O9++fcv379+zatWqPHz4ML98+UJfX19mz56dfn5+So5MjUbDhQsXUl9fnw8ePEjnoxffU61ateji4kIbGxtaWVkpuexWrlxJU1NTrlq1Stn2y5cv3LBhA7NmzcpKlSqxW7duzJ8/P+vXr6+kdBCZw9fP/+DgYDo4OHDTpk388uULz5w5wwoVKrBChQr8/Pkzz549Sz09Pc6cOZMPHz4kmTSRgY+PD6dMmSJ57zKp6OhoVqtWjTlz5mTu3LlpZ2fHP/74Q1l//fp1litXjv369ePnz5/58eNHtm3bloUKFaKdnR3z58/P7du3p+MZiO/py5cvStClfv36VKlUnDBhgrL+1atXtLCw4MiRI5VlGo2Ga9asoUqlSjWti9RNM65Tp06xdu3a9PHxUZZ169aNJUuW1Mmjq62nDhw4UBk95u7uzipVqigBwOfPnyujR4T4v5AgnvjuGjduzIYNG5JMamn48uUL/f392aZNG27ZsoXFihXjgAEDSCblJcqaNSurVavG+vXrM1u2bDx9+nR6Hr74F6VWifntt9/o7e2d6vba4bPaFqp3796xfPny3LhxI0ndVvXUch+JjCO11umlS5fS2NiYZNKwSEtLS7Zq1YpWVlasVq2aEtgnk3pmfvr0ie/evWPJkiW5aNGiNDt28f19nWy+Ro0a1NPTY8OGDXXy3IWHh7NDhw50d3dXnh9aQUFBHDNmDJs3b86VK1emyXGL7+Pr50Xyd8utW7fYtGlTfvjwgaNHj6aTk5NOgvDw8HAaGRkp+TPHjh3LEiVK0M7OjnZ2dixatKhOo6PIPNRqNefNm8f58+ezT58+jIiI4OLFi2lra5uiHjJmzBiWL19embxCo9Hw1atXUifN5IKCgujp6alMShAVFUUDAwP+/vvv/Pz5s7LdggULaGpqyjt37ijL3r17xyVLlqR4X4mMTaPRcPbs2XR0dFQmrdFOZtOxY0fl3bJx40YWKFCAV69eJUk+evSIZcqUoUql4qhRo+S+EP8qCeKJ7yo+Pp4dO3ako6OjTiJ57YxNX7584Zw5c2hubq7MzLN161YOHjyYHTp0UFrGSelqnJF969o9efKEZcuW5axZs0iSZ8+e5alTp7hhwwaditGbN2/4+PFj+vj40MXFRWdCC5HxfeuD/ObNm8yXLx9PnTpFkhw2bBhVKpWSm0grJCSEAwcOVO6Z1GYNExnT14H/7du3MzExkQcOHGCnTp1oZ2eXIuCyY8cOurq6Kj0n5N2Refxdb5aEhAQGBwezZs2abN26NWNjYzlz5kwWLlxY2UYb8PX19aWbm5tS5sOHD7lkyRIuW7bsH/8+8WNL7doFBQWxZMmSNDMz08lfNXr0aFaqVIm7d+9Wlr1584Y1a9Zk48aNZZb7TCq1xsOIiAgWL16c/v7+Si6zYcOG0dLSUplZlEx6r5QtW5a//PKLvGMymeTXU/scuXv3Lr29vVmzZk1l3ZQpU+ju7q7kzwwODqaenh7Xrl3LR48eceDAgZwzZw6PHj2q5OQV4t+iByH+RyT/4zYGBgaws7PD+/fvsWnTJgCARqOBubk5SMLIyAgeHh5ISEjAkiVLAADe3t6YOnUqVq9eDXt7e6jVagCAvr7+9zsZ8V1pr92WLVswaNAgzJs3D2/fvkXBggVhY2OD9evXw8bGBmPGjEHfvn0xcOBAtGvXDi9evMD+/fvh7+8PDw8PhIWFYffu3ShSpEg6n5H4N6lUKrx+/RqLFi1CZGQk9PSSXk1qtRo2NjZ49eoVAKB169bInTs3Lly4gOvXryM2NhbHjx9Hr1698PTpU5ibmwMAsmXLBpLQaDTpdk7i36G9F1atWgVLS0vMmDEDAQEBqFu3LlasWIH3799j+fLliI2NVfapUaMG6tSpgy1btuD+/fvQ19f/R+8r8eNiUqOzcj9s2rQJc+fORVBQEN6+fYvXr1+jadOm6NmzJ4oXL44NGzbAxMQENjY2yJ49O9asWQMAyJIlCwDAysoKhoaGiI6Ohkqlgr29Pbp27YrOnTsDABITEwH8df+JjIMk1Gq1cu2SPxvKly+Ptm3b4tOnT7CyslKWt2rVCrly5cK6deuU7c3NzdGsWTNYWFjAxMQkbU9CfFfav2+VSoWHDx9i//79yrJ8+fKhR48eOHHiBI4fPw4AmDhxIkhi8eLF+PjxI4Ckeu3o0aPx6NEjREdH65Qv75uMS6PRKN8sL1++VJ4jjo6OaNSoEV6+fIn58+cDAFq2bIkCBQpg69atiIyMhLu7O9q0aYNhw4bB1dUVhw4dQs2aNVGzZk2YmZlJnVT8u9ItfCgytOHDhyvJW7+VpFXbehEWFkY7OztWr15dyXWX3ObNm1mzZk3eunXrm2WIjC0iIoK1atWipaUl/fz8WLhwYdarV49Hjx7lp0+fuGrVKi5fvpxBQUEMDw/nqVOnaGdnx8DAQL5584YLFy7UGcIi90XGllqr9bJly1isWDFWq1ZN6alLkg4ODpw8ebLy8/79+1m8eHFaWFjQ09OTJiYmSsJpkTmtWbOGhQoV4pIlS/j+/XtGRUUp65YsWUITExOePXtW51107tw5Ojo6cvz48elxyOI72bdvH+3s7Ghvb89SpUrR2NiYvXv3Jkl2796dxsbGXLhwobJ9eHg427dvz/Lly+tMfFSvXj0ljYfInJ48ecLmzZuzdu3a7N27Ny9evEiSvH37NmvUqMFffvlFZ/s//viDHh4enDdvXnocrkgDyeuO79+/Z3R0NLt27crixYvz8uXLOtvWqFGDLVu2VHp6r1u3jqampjx69GiaHrNIG8nrpc+fP2fdunVZqFAhNmjQQOmh/fr1a3bv3p2urq7K+2TVqlWsWLEip06dSjKpR/itW7d48uTJtD8J8VORIJ74n8ydO5cqlYr37t0j+Z8DeXPmzGG+fPno6enJ69ev89atW7x8+TK7dOlCCwsLzpgxQ2ZsyiRSC9AsWrSI1atXZ0xMDMmkWURz5crFJk2aKMuS27Nnj84Mgv+pfJFxJP87v3z5sjKMXqPR8MmTJ7S3t2eTJk24b98+kmSvXr1Yq1YtnTKePHmiDLtOnnhe7o2MTXv9vs51WatWLXbp0oXkX++U5Nu4uLiwcePGfPjwIR88eMBhw4aRZKrJxUXG9OHDB7Zt25YqlYqzZ8/mhw8fGBUVRX9/f+bNm1eZndjFxYVNmzbV2TcoKIhVq1alubk527VrR1dXVxYqVEiZTVBkPF/XF7/ONbVv3z5aWFiwbdu2HDFiBD08PGhhYaFMnLV8+XI6Ojpy/fr1yj5v3rxhgwYNWKdOHRn6lskFBQVRpVJx7NixSr1jzJgxOvXRPXv2ME+ePJw3b55yv9nb27NatWopUnZIrrPM4/bt2xw4cCDbtGnDtWvXsnPnztTT0+OKFStIksePH2e5cuXYv39/kknvps6dO9PZ2VlnuLWW1EvF9yJBPPFf0X5AxcTEsEqVKqxdu/bfbq998SUmJnLt2rUsXLgwjYyMWLJkSdrZ2dHDw0Nnym6RcX3dO+7Fixckk15w9evX54YNG0gmJRG3sLBg/fr1dXpfnj59moGBgezWrRuzZcvGMWPGUK1WK/eQBHkzj3PnzrFEiRJ0cHBgnjx52LNnT2WSigsXLrBTp060sLDgtWvXOGLECLZo0YKvXr365j2QmJgo90cG9vWzI3n+1CdPntDZ2flvJyo5d+4cra2tWapUKRoaGrJ9+/ZyP2Qyb9++pYuLC1u0aKHzoX316lXmypWLkyZNIpn0fnF3d+euXbt09o+Li+PMmTPZs2dPjhs3Lk2PXXw/X08yoZ14wM/Pj40bN9ZZV7FiRWVG6hcvXrBDhw6sXLmyzgQ4ly5d0unpKzK25HVIMmnW4Z49e3LIkCFcvXq1kiNzxIgRdHJy4pEjR3T2L1q0KGvWrKnMQHr//n35Zskkvq53fP78mT169KBKpWL16tV1Zq739/dnsWLF+OeffzIuLk6ZMOnSpUskkwK+Y8eOTbVTghDfiwTxxD+W/IEXERHBAwcOUKVSKS+9bw1xTP4CjYyM5OnTp7lv3z6lRVS7r3x0ZQ7bt29n2bJl2apVK+WaOjs709vbmyVLlmSxYsWUWb/IpG7riYmJ3LFjBytUqMD69eun2polMqavWyHv379PFxcX9u3blw8ePOCSJUtYs2ZNli9fXmnNjomJYYsWLVijRg3WqFGD+fLl48ePH1MtX54bGU9cXFyqyzds2MBKlSqxadOm7NKli/KBVaRIEfbs2VO5P7TX/NmzZ0qPiEuXLnHNmjV88OBBGpyBSEvaukVAQADLli3LuXPnKusiIiJoaWnJLVu2kCTv3bvHhg0b0tvbW7k3kgeFkz8vpPdMxrZjxw5aWlpy3759vHbtGr28vJSgXuHChZXhbdrnyMWLF2lsbMyDBw8q+zs6OnLIkCHpcwLiu9BoNIyMjOSwYcOUQMzTp09JJg2ZtrS0ZKFChfjixQvl2RAXF8eSJUuya9euymQWd+7coaurK3PmzMkZM2YwISFBeX5ISpeM7Vu94/bs2UNHR0fWq1ePJHXuj7x58yqNRRcuXGCVKlVSjBIRIi1JEE/8V+Lj4+nj48NChQqxQ4cOVKlUygxv/0RqH9zS1ThziIuLY69evZgrVy7OnDmTO3bsUCpQc+bMoUqlStED4s6dOxw8eLDSspn8A1ytVktFKQP7+u96yZIlDA0N5datW5k7d26dVs7Dhw/TxcWFY8aMUZYlJCRw3LhxzJMnD1UqFa9fv55mxy7+fWq1mnFxcaxTpw7/+OMP5f5Qq9VMSEigv78/raysOG3aNK5YsYKlS5eml5cXX758yYCAAGbNmlWZpVhr3LhxXLlyZXqcjkhDyesN3t7ebNKkCZ8/f85r166xUKFCdHd35/Pnz5XtlixZQg8PD2XW89TKk+B/xqWtF7x9+5YtWrSgpaUlDQ0NOWjQIMbGxpIkmzdvrswiqdFolH3Kli3Lfv36kUwaPjt69GidRkWROTx+/JgqlYoLFiygr68vVSoVT58+reTINDMzU+4JbZB3w4YNdHJyYvPmzRkUFMTWrVtzwYIFPHbsWHqeivgXJf+meP36NYcPH86AgABeu3aNZFKexH79+tHU1FRpONY2Onbt2pWenp7K/suXL+f27dt1ypVvFpGWJIgn/iuTJk2ig4MDQ0JCeOvWLY4bN46GhoZKZfnvHmBfr5NKdMaVWuD1+vXrLFWqFPfv359i3eXLl1miRAl6e3vzxYsXjI2N5d27d9moUSNWr16d9+/f/4/li4zp+fPnrFKlCitWrMg///yTCxcuZMWKFXVy2UVHR3PAgAGsUqUKo6OjleUajYZBQUF89OhRehy6+Bd8/dxv164dCxcurBOwj4iIoIeHB48fP64sa9y4MXPlyqUE7mrUqMFSpUrR19eXmzZtYp06dWhra6v0qhGZm/adcOzYMZYuXZrFihVjzpw5OXz4cGWb5MGdX375Rac3nsh8wsLCaG9vTyMjI53JjTQaDdesWUMHBwfu3r1bWRYVFcWSJUt+M7grMjbt37+2h22VKlVoYGBAV1dXXr16Vdluz549LFq0qNKonLy+uWDBAlauXJkFChRg/fr1+fbt2xTlix/ff/q+PHbsGE1NTVmmTBkWL16cpqam3Lx5M9VqNW/evEk7Ozt27txZZ5/69euze/fuch+IH4YE8UQKGo0m1SBKQkICnZ2dlWSeJBkbG8vhw4czR44cOi+7vytPm7NEgngZz9fDnq9cuaIkgF63bh1z5cql08Mq+fC3c+fO0cbGhgUKFGDNmjWZPXt2ent7SwLpTOrz58+sVasW/f392bNnTyU4t2XLFubLl4/Hjh3TqQyNGTOGZcuWVVrFvyaB3Yzl6+f7uHHjOHToUMbFxdHExISjR49W3gXbtm2jo6MjSXLatGk0MzNjzZo1ldkkyaRW8zlz5tDDw4Ply5dnhw4ddAK+4ucxcOBAWltbK4nGSer07CSTkpPLx1bmdOTIEU6cOJFkUgPhsGHD6OzszIcPHyrbhIWF0dfXl5aWlty9ezfv37/P6dOns1ChQilmIRUZ29ffGNpZZ8uWLUtjY2P+/vvvOtu/f/+eAwcOZMmSJZUGwuQpHmJjYxkWFqZTvsg4Urte2mWXL1+ml5eXTi/+uLg4+vr6smzZskqj4OzZs6lSqdi7d28GBgZy5syZzJEjh85EOEKkNwniCR3JH34vX77k/fv3dZL+enl5sUePHjr73Lx5k3ny5KG/v3+KMpLnnHn06BHbtGnDVatWfaejF2nlyJEjdHJyYuXKlZWX3vz58+nk5JRq0l/tx/rdu3d55MgRLlq0iFeuXFHWy8dWxvat3FLNmzenSqXigAEDdJaXKVOG3t7eysy0JNm3b182atRI8lRlAsn/nnft2sX8+fPTzs5OeVZMnz6dZmZmymQmZ8+epa2tLa2srFisWDFu2rRJ2f/Bgwc6z5TPnz9/s8FIZDz/TT5c7X0VGhrKChUqsHfv3koj0LfeIRL8z9i+nrFarVZz5syZVKlUSm/eo0ePskqVKsoM1lqvXr2it7c3CxUqRFtbW9rY2CiznovMJyIigh06dKCPj4+S1y4gIIAmJiYpJkA5deoUPT092b1792+W960ODeLH9+DBAzZq1IgLFizQWX7hwgVmz56dhoaGDA4OVpZHRUWxUqVK7NmzJz9//sxHjx6xYcOG1NfX56hRo+jm5ibD7sUPR4J4IlUDBw5k1qxZWaJECdapU4cxMTFUq9Xs3r0769evr/NR9fr1azo4OFClUiktnF8nku7Tpw+zZ8/OFi1aMDIyMs3PR/xz/6nSsnLlSlpaWnLChAm8efOmMizy6dOnNDY25uzZs3UCv2FhYUqC6a9J3ruM7euP71OnTvHevXvKzzExMTQxMWG3bt10JqY4e/YsnZycWLJkSU6dOpWdO3dmjhw5uHnz5jQ7dvF9PX78mB4eHsyZMyenTZuWYr29vT3btGnDuLg4Pnz4kDVr1mSpUqV0nh0ajYaDBg3SGTIpMo/k75qvZ/X7VmBPu3zq1KmsWLEiAwICvt8BijTzd/UAbSOgVkREBKtVq8bq1auTTOpJM2XKFDo6OvLkyZMp9o+MjOSZM2f+3QMWP5S5c+fS1NSUTZo04Z49e3j79m1lXYkSJfjrr7/yzZs3yrKEhAROmzaNuXLlUmaeFZnHokWLaGVlxezZs3P+/PlKL92PHz9y8uTJNDIyUtL4aL9XZ82aRTs7OyYkJDAxMZGbN29m7ty5uXXrVp2y5ZtF/CgkiCdI/lUxPnXqFHfs2MEmTZrw6NGj3LNnD3PlykVfX1+q1WoeP35caQHXunXrFps3b85SpUrpJKYnyaVLl9LKyooVK1ZMtXIlMg5tcugGDRqk6I2p/RgbNmwYCxcuzIkTJzI0NJS3b99m27Zt6ebmpjM8QVueyLiSV2ROnTrF/Pnz09bWljlz5uTvv//OW7dukSTHjh3LXLlypRjCdPXqVfr7+7NBgwb08vKSGYkzkbdv39LZ2ZkFChRQEs1rff78mR8+fGBQUBBVKhUDAwNJkgsXLmThwoXZu3dvnjlzhleuXGHTpk3p4OAgLeCZWExMDLt06cJatWqxa9eu3LBhA8n/HMSLiYmhq6srf/vttxQBQJFxJQ++kEkBuxIlSnDQoEEk/7r+e/fupZ6envL8uHr1Kps1a8by5cszPDycffr04bBhw/j+/fu0PQHxXaUWQHn27BnLlCnDjRs3prrP8ePHqaenp/MeCQ8P54sXLzhp0iSdFDAic5g9ezZHjBjBXbt2sWXLlvT09FQakp8/f85ChQqxW7duOvsEBgbS1NRU+VZ5+fIlO3ToQGdnZ2Ub+W4RPxIJ4v2kUnsQvXz5kiqVivnz59fJNbNnzx7mzJlTmYVnxowZLFiwIMuVK8f+/fvTwcGBffv21Ukg/eLFC1apUoU2NjZcuXKltFxkIPv372fOnDm5fPlyPn78mORfQbr379/T2NhYqThrr2vyHhVjx46lpaUlnZycaG5uTi8vL2Vog8hcnj59ygMHDrB169acPHkyw8PDOXPmTFauXJm1a9dWtrO2tmanTp1SzWGW/AP8vxlaJ35sEyZMYLVq1XQmq5g3bx4tLS05d+5ckmTNmjVZsWJFvnv3jp8+feLmzZtZoEABlixZkgULFmTjxo356tWr9DoF8Z2FhITQxsaGXl5eXLFiBQcPHkwjI6P/OORR+765cuVKil5aImOKiYlhyZIlaWhoyE2bNilpFd69e8cRI0bQ0tJSZxTH+/fv2a5dOxYqVEhZduDAAbq5ubFAgQIsVqyYzGieySSvZyYf7aNNx3DgwAG+efOG27Zt45IlSzht2jRlpEjTpk1ZuHBhDhw4kPb29jr1E5F5aOuP58+fp4WFBb98+cKoqCiWK1eOzZo14549e0iSy5Yto56eHjdt2sSIiAiSZIcOHfjLL7/o3GdBQUHMnj07R40alfYnI8R/IEG8n1BqOae0D74JEyZQpVIpM3pp1a5dm1WrVlUedhcvXmS3bt1Yo0YNzp8/P0U5nz594sqVK6UVNAMaN24cVSoVBw8ezJo1a+r0pImIiGC5cuVSzX/4/v17paUrLCxM6U2jJYHcjC21Ydbt2rWjgYEBy5cvrzNUZdu2bbS3t+fixYtJklu3bmXWrFl54MCB/6p8kXG9e/eOXl5e7Nq1K48cOUIXFxcWLlyYK1euVJKIP3z4kCqVin/88YfyURYVFcWwsDCdfIkiY/tW2oThw4fr9Oo+dOgQVSoVu3btqvOR/rXExESd8uTZkfG9evWKHTp0YKdOneju7s4hQ4YoAdqbN2+ybNmybNOmDUnd3ngqlYpLlixRlr99+1an3iEynq8b8pL/fb97947dunVj165duWbNGpJJqRtatWpFCwsL2tjYsHHjxnR2dmbhwoVZpUoVkknvlaFDh7JmzZqcMWPG3/4+kfFph9zv3LlTWda6dWvmzJmTx44d47Nnz9iiRQuqVCo2bdqUFStWpJWVFQ8fPkzyr3siOjqaM2bM4P79+9PjNIT4WxLE+4nNnTuXc+fO5d69e3WW586dm7169dLJYXXr1i2am5tz3rx5SlDn6xeftlItL8SMSXvdDh48yMaNG/Py5cusV68e69atqySk//LlC/v27ctKlSrx/Pnzyr5qtZrLli1jUFBQiusvyYEzvuTXNPlz4cWLF3RwcKCLi4vOLMORkZH87bff2LBhQ+Vj3NnZmRUqVJAZRX8imzdvpr29PbNkycJJkybpBHq1gbzevXszX7580msmk0r+7H/69CkvX76sNCRWqVKFy5cvZ2RkJKtWrUoLCwtOnTpVp3fd1++T5I2Q2mFw0kCU8X369ImlSpViUFAQz549y+rVq7Nu3bpKL/4VK1Ywe/bsPHfunLLPli1bqFKpqFKpUgzbF5nP1atX6e7uTk9PT7Zs2ZIqlYpz585lQkICY2NjuWHDBl65coU3b95kXFwct23bRhMTE2V4ZEJCggT/fxIvXrygm5ubkveuR48eNDY2pqurK52dnTlkyBCeOHGCOXLk4IIFC3QmuRAio9CD+Ons3bsXdnZ2WLp0Kfbv34+mTZti6tSpeP36NQBgypQpWLFiBS5fvgwAIIkSJUqgYcOGmDJlCl6+fAkAUKlUAACNRgMA0NPT01kuMhbtdfv06RPev3+PMmXKYPXq1ShatCiGDh2KLVu2wMjICD4+PsiZMyd8fHywYcMGnD59Gt27d8eoUaMQFxeX4vqrVCro6+unxymJ/wOSyr9VKhWOHj2KqlWrokWLFti9ezeio6NhZWWFzp074/379zh58qSyfd68eWFoaIiEhATl+RAYGIhFixYhR44caX4uIn00bdoUZcuWRZUqVdC9e3eYm5sjMTERAGBoaIj4+HjMnTsXcXFxiIiISOejFf9XarUab9680Vmmr6+PhIQEdOnSBa6urti6dSvu3buH2NhY5M6dG4sWLYK9vT0cHBxw+fJlDB48GEZGRjh48CCAv95LarUaAJAlSxYkJCSga9euKFCgAKKiopS6h8iY1Go1jI2NUb58eaxduxaVKlXC5s2bYWBggJ49e+LcuXNo0aIFatWqBV9fXzx58gRv375FcHAw5s6di/Hjx0Oj0ei8s0TGdeXKFfTp0wd37twBAISHh6NevXqYPXs26tati5MnT2LTpk0YPHgwAgICcODAAZiYmKB169ZwdXWFk5MTDA0NceTIETRv3hw2NjYAkp4denp6Sp1E6qWZE0lYWVnBzMwMv/zyC3Lnzo0LFy5g//79uHLlCrp27YrVq1dj0qRJ+OWXXzBnzhy4u7sDABISEtL56IX4L6RvDFGktdu3b9PLy4uTJk1Slo0ePZoFChTQSQrr7OzMpk2bMioqSln2+fNnmeHrJ/Dp0ydmz56dp06dUpZ5eXnR3Nyc48ePJ5mUGLZRo0YsVqwYCxUqxGrVqunMSioytq+H3N+4cYNlypTh8OHD+csvv7BEiRKcOXMmyaSeMqVKlWLTpk117oHWrVsrw5+Sk566P5cLFy6wYsWKnDBhgrJMo9Fw0qRJNDIyYnBwML98+ZKORyj+DeHh4bS1tVXypWq9ffuW9erVo6enJ8+ePctnz54pvXPHjh3L7Nmzc/bs2Tr7XLt2jQ0bNmRISAhJ3WfGvHnzaGFhwVq1aum8o0TGptFoOHXqVHbo0EFZtmjRIqpUKhYsWJC7d+/m9evX6eTkxEKFCjFHjhysWLEinzx5ko5HLb6HzZs308HBgdOnT1eWVa9enSqVSid9T3R0NN3d3enr68vw8HCS5I4dOzh//nyWLFmSDg4OPH36dJofv/gxjB07ljY2Nly0aJFOegaNRsNz584xJCSEDx8+ZJ48eThu3DhlnRAZhQTxfjJhYWFKjoCYmBj6+PgwR44ctLS0ZP369ZWZwc6dO0eVSsWAgAB5qGUC//QaajQaRkdH09vbm3v37uWNGzfo5uZGCwsL+vj4sFSpUmzVqpUyJDI6Olrprk7K8ISM7uvrt2TJEp46dYoLFy7kyJEjSSYllPbz86Onp6dSQd68eTNNTU1ZsmRJTp48ma1bt6aRkVGKofri56PRaNinTx/WqFGD9+7d49GjR2lra0sbG5sUAR+R8Rw6dIgFChTgixcvdFIsaJ06dYoFCxZMdd27d+9YtmxZ1q5dm5s2beLt27e5bNkyFipUiL/99ptOI+LBgweVPFfr16+Xekkmor2WS5cuZeXKlRkZGcl69erRyMiIkydPpq+vL8uXL89BgwYxLCyMgYGB3LVrVzoftfiefH19WatWLQYFBZFMmsQmT548HDlypM5w+1WrVrFEiRJcu3YtSXLmzJn08vLi5MmT0+W4xY9j4sSJLFu2LMlvfwPFx8dzyJAhdHBwUFJ8CJFRSBDvJ6RWq/nw4UN6eHjQy8uLDx8+5MWLF5VWLm1ukQYNGnDKlCnpfLTi/2rcuHHs2LEjyX8ezKtWrRrz5ctHY2NjdujQQZnQ5MqVK8yaNStbtGih84FFSgAvo/m7e+Hu3bu0sLBgoUKFaGZmRmtra51ZRs+cOcMaNWqwc+fOyrLmzZvTwsKCgwcP5pAhQ5SZjYV4+vQpK1WqxKxZszJr1qzyXskkAgMDmT9/fg4ZMkRZ9vLlS+7cuVPJnTlhwgTa29vr7KfRaJTnz+nTp+nj40MzMzO6urqyQIECXLZsmc72O3fupKGhIUeNGsUPHz5857MS6eXp06fU19enSqVi48aNlQkqPn78yHXr1tHAwEBGg2Ry2px1ly9fppubGwcOHKg8S7p06cLy5cvr5EUkyV9++YVVqlTh/fv3+fnzZ52e3alN5Cd+DtevX6ehoSEfPHhA8tt1XnmniIxKEolkEvwvcoHo6enh8OHDSEhIwNKlS2Fvbw99fX2YmJhgzZo1OH/+PABgz549GDJkyPc6ZJFGLC0tsWbNGty4cQMqlepv7xVt3iEvLy98/vwZ58+fx+rVq5EvXz5oNBq4urri3LlzCAgIQO7cuXX2lfwiGYtKpcK1a9ewa9cuZVl4eDi8vb1x8OBBjBo1Co8ePcKcOXOQNWtWBAQEKNt5eHigWrVquHXrFrZu3QoAGDRoEIyNjWFtbY0pU6bAzs4OCQkJkqdIwMbGBi1atEDfvn3x7t07ea9kcHv27AEAPH/+HIaGhpgyZQoAICYmBkuXLoWfnx9CQkIAAM7OzoiMjMSNGzcAJL1jVCoVVCoVwsPDUblyZaxcuRK3bt3C0qVLER4ejs6dOwP4K99u5cqVERYWhrFjxyJbtmxpfboijcTGxqJUqVKYPn06du3aBVdXVwCAqakp2rZti6ioKHh4eKTzUYr/i/Dw8L9dr81vWaZMGXh5eeHs2bM4cOAAAGDcuHGIiorCrl278O7dO2Uff39/2NrawszMDFmzZoWRkZGSIzFLlizf72TED83Q0BB58+bF3bt3AXw7X7u8U0RGJUG8TCAxMfG/nkwiKCgIefLkgYmJCQDg1KlT8PHxQbZs2WBtbQ0ASsBHW5EWGYv2urVr1w61atVCjx49APz9xCPaQJyFhQVcXV2RK1cuZZ12P1dXVxgbG8t9kcFpNBqsW7cOv/76Kz59+gQAePz4MS5evIiRI0eiQoUKAID27dujS5cuuHjxIk6dOqXs36ZNG5ibm2PhwoV4//49ypUrh0aNGimTnQCAgYGBTHQjACR9aE2ePBlZs2ZN70MR/6OjR4/CzMwM48ePR0JCAgoWLAgLCwt07NgRuXLlwurVq9G/f3/kzp0bO3fuRExMDIoXLw43NzeMHj0awF/vmLt372Ljxo14+vQpACB//vxwc3MDAGXyE+0HvYWFBfLly5fWpyvSWLFixRAdHQ0DAwMAfzUqasmkSBnb0qVL0axZMxw7dgzAtzsfaOuWvXv3hoGBAfbt24dnz57BysoK3bp1Q2BgoFLHAIDatWtj7dq1yJMnj7JMT09P6h4/uaJFi+LgwYNo0KBBeh+KEN+FBPEyMO0LUDtb26RJk3D06NG/3Uf7cuzQoQOOHTuGdu3aoXbt2hg3bhy6d++O48ePo1ixYgCgtJbLzG8Zj0ajUa7bhw8fMHjwYJw7dw779u1T1qdGe09ZW1vjypUrMDIyUtZ9XSGS+yJj09PTQ+/evVG4cGEMHjwYAFC6dGn4+/vj48ePsLCwULZr0KABihQpgmnTpin7Ozg4oGHDhmjevLnSkjl27FjcuXMHO3fuxOfPn9P+pMQPSz6oMr4lS5agSZMmuHjxIgwMDKCvr4979+5h06ZNGDduHHr37g1TU1P07NkTe/fuRVBQEIoUKYLevXvj6NGj6Ny5MwICArB27VrUr18fV65cSTUwI71nfl6VKlXC9u3bAUjv/sxCW6/UBukPHDiA2NjYb44M0c4ga2lpiTZt2uD69esIDAwEAAwePBgfP37E9u3bERMTo7Pf10Ff8XNTqVRwcnICk1KHpffhCPGvk6/wDEz7UbRo0SJYWVlhz549uHnzJuLj47+5jzbwUr9+faxYsQKOjo6wt7fH3bt34eTkBEBehJmBthLUvXt3VKhQAevWrQNJ/P7778r61GjvqaJFi0JfXx8RERFpdswi7dna2mLo0KFYvHgx7ty5gxw5cqB+/fpwc3ND//79le1KliyJpk2b4unTp1i6dKmyvGvXrujZsyeyZMmCxMRE5M6dG2vXrkX//v1hbGycHqckhPgXJP/oIYkPHz4ga9asePfuHd68eYOBAwdi3rx5aNq0KVxdXREdHa1s7+fnB2tra6xZswbh4eFo1qwZ1q5di/v372POnDkYN24c/P39sWnTJpiZmaXD2Ykflb29PZo0aSIf3ZmINlhXpkwZ/PLLLzhz5owyRPZbjTva5V26dIGdnR0OHz6My5cvAwC2bduGmTNnpmgAkKCvSI22Q4oQmY2K8qbMUJL3sAKSWrT69euH4cOHo3379vj06ZMyRPaflJH832q1Wl6CmcisWbMwf/58bNiwAbly5cL27dsxYcIEjBgxAsOHD09xLyUXExMDPT09yRXxE3j37h2aNGkCIyMjJVfm5s2b0bNnT+zcuRM1atQAADx79gx9+vSBgYEBNmzYoHPvkJRKkhCZwN/9LS9duhRjx47Fixcv0KlTJ0ybNg3m5uYYNGgQgoKCsGzZMpQuXRpA0tDbjh07YsyYMfjtt99gYGAAkoiIiICVlZVS15B6h0ju7+olImPRfl6qVCrl7/zNmzdo3rw5ChQogEmTJqFAgQLffOZo74V9+/bBz88PY8aMQadOnVKsF0KIn5EE8TKgV69e4fz582jcuDH69u2Ly5cv4/Tp03j//j1ev34NtVqNnDlzKjlkUntBJiYm6gxZkYp0xqTNWfj1tdNoNKhQoQLc3NywaNEiAMCXL18wY8YMTJo0CY8fP4alpWWKe0ObDFhb3sePH5EtWzYJ0mRyx44dg5eXF3bs2IFGjRohPDwcAwYMwJMnT3DhwgVluydPnsDW1jYdj1QI8b0kf87v2bMHZ8+ehYWFBezs7FCxYkU0bdoU9+7dQ+HChRESEqLUIc6ePYsxY8bAxsYGK1euVMpr3749bt68icWLF8Pd3V3nd0mdQ4jMK/k3xtfBtlWrVmH+/Pno3Lmzkqv5P7lw4UKKZ4gQQvzMpAnjB5dajHXMmDEYOXIkAKB8+fI4f/48fH194e3tjR49esDV1RUNGjTA/v37Aeh2V9cOldW+XJ88eQJAuqFnRNoPLn19fURFReH+/fvKBAV6enqwsrLSGVqdNWtWNG/eHLly5cKoUaNSlJeYmAg9PT3o6+sjPDwc7dq1w6ZNmwBIPquM5r+ddMTDwwPt2rVThtDa2Nigc+fOuHTpEubPn69spw3gyZB7ITIflUqF0NBQVKxYEd26dUN4eDhWr16Nli1bonv37vD398euXbtgYGCgzEgLJD0/atWqhWvXrmHv3r3K8pEjR8Lc3Fwn4byW1DmEyLy03xiTJk1Cv379MH36dLx58wYA4OPjA3t7exw4cAB//vkngG/XWbR1WG0ATyZUE0KIJBLE+8ElD54kJCQAAOrUqYNPnz7h1atXaNOmDaZNm4ZPnz6hefPm6N69O8LCwhAdHY0TJ04o+2o0Gp0eW6tWrULWrFmxdu1a+SDPoLT3xogRI1CwYEE0bdoUDRs2xPv37wEAhQoVwrNnz3D16lVlH0tLS5iZmWHZsmU4f/48VCqVcl9pK12DBw9GyZIlERsbK7M6ZTAkoVar/+shJlmzZsWgQYPw/v17TJ8+HUDSLMSLFi1C3bp1U2wvH+BCZD5v375Fjx494OTkhNu3b2Pt2rVKT7rbt29j5cqVKFu2LNzd3bF3717cuXNH2bdp06YoUqQIFi1ahLi4OABJuVWPHTsGe3v79DolIUQ6OHLkCAoXLoyNGzdCpVJh1qxZ6N+/Py5dugQA6NatG54/f46dO3eCZIo6i/abxdDQEEBS2g/g2zPaCiHEz0aCeD+4e/fuYcaMGdBoNDAwMACQ9BIzNzdXWrX69++PjRs3olu3bmjWrBksLS1RtGhR5M2bFwCUj3o9PT2cP38eZcuWxbhx4zBv3jwMGzZMPsgzGG0l5syZM9i7dy9u3LiB3bt3Y/r06bhx4wZ69eqFhIQENG/eHDExMToTEbx+/RpOTk4oU6YMdu/eDQDKfRUQEABra2ucPHkSO3fuxM6dO5Uh2SJj0PbMDA0NRd++fTF37lycOnVKWf93rdjFihVD7969MWTIEERHRyNPnjzo1q0bihQpIhVnIX4Ce/bswZ07d9CvXz+YmZkpDUW+vr4YMWIETp48iT179qBz584wMDDAvHnzlH2LFi2KqlWrIjw8HMHBwTrlSkOhEJmTtuEwuXfv3mHZsmVo27Ytbty4gTlz5mDSpEk4cuQIVq1aBQCoXbs2KlasiJMnT+L48eNKWckbIvX09HDt2jUUL14cHTt2BCANiEIIoaBIN2q1WufnuLi4FNtMnTqV+fPnZ8uWLfn06VOS5OvXr2lkZMRz584p5cTFxfH8+fMMCgqip6cnixUrxuvXryvlREZGslWrVsyRIwcHDhzIt2/ffsczE/8mjUaTYtm7d++oUqloaWnJRYsWKcsPHz7MHDlycOPGjSTJuXPn0t7enq6urhwwYACLFClCPz8/fvjwQdnn1atXrF69OvPnz88lS5YwMTHx+5+U+Ndp75MJEybQxMSETZo0Yf369eno6MiJEyf+o+v6/PlzLlu2TKe81O4/IUTm06tXLzo5Oeks0/79h4eHs0GDBixatChJctKkSSxTpgyPHDmibPv+/XtGRESk3QELIdJN8jrFx48fef78ecbExJBMqou+ffuWHz58oK+vL7Nnz87y5cvT1dWVW7ZsIUnevXuX5cqVY7t27fj+/XudsmNiYti+fXtmz56d/v7+fPnyZdqdmBBCZADSEy8d8P/3atF2Hz98+DAAKN3GL126hLCwMABJQxuPHDmCGzduoGvXrkqi6SpVquDYsWNKOffu3cPixYvRvn17FC9eHH/++SecnZ2V31mrVi1ERUXhwoULmD59OnLlypVWpyv+DxITE1Pko9NoNDAzM8P06dPx6tUrnXxDtWvXRtWqVTF//nyEh4fD398f27dvR/ny5XH16lV0794dixYt0pl11szMDO3atVPuMWnpzBj4Ve84lUqFBw8eYMeOHdixYwd27tyJffv2wdraGosXL0ZISMh/LC9//vzo3LmzUl7y/xdCZG7Pnj2DkZERIiIilGXav/8CBQqgfPnyeP36NZ48eYImTZogb968GD9+vPIs0k6oxf/fo0YIkXm8ePFC52dtXXHixIkoWLAglixZouS4q127NlQqFVq1aqX0zt2zZw9ev36NLVu24N27d3B0dMQvv/yC0qVL69RJJ02aBDs7O0RFReH06dOYO3cuLC0t0+5EhRAiI0jPCOLPRqPR6PS+W7t2LXPkyMHWrVtTo9Fw8+bNzJ8/P52cnGhubs6xY8fywYMHJMkLFy6wW7dutLKy4u7du+np6cmZM2cqZcXFxfHy5ct89uyZsiwxMZEJCQkkk3riiYxrwYIFnDVrFnfv3q2z3MrKil26dFFaP0nywYMHzJ07N2fMmKH0uNNoNDo9qrQtqNLLKuPRaDQpetVpnyvz589nw4YNSZIHDx6kq6sr7ezsuHnz5n9c3ufPn5XlQoifx8KFC2lkZMSgoCCd5drny4YNG2hsbKy8V5YuXcqAgIA0P04hRNqJjY2lq6sr586dq1NXSExMZM+ePVm8eHHu2rWL4eHhjI2NVdYfOnSINjY2vHHjBkny7du3LFasGK2srDhmzBiSuvWML1++sGvXrrS2tuauXbvS6OyEECJjkiBeGkn+4rtz5w4rVarEvHnzcs6cOSTJc+fO0cHBgTNmzOCDBw84fvx4VqhQgY0aNdIpx8fHhy1atKBKpWLjxo1T/V1qtTrFUF2RMR04cID29vYsXrw469atSwMDA44bN04ZWrBu3ToaGhry6NGjJP+qEPn5+TFPnjy8d++eTnlyX2QeERER3LBhAx8/fqw8X6ZNm8YCBQqwVatWNDMz4/Dhw5VhKp8+fWJYWJhOGdogP0k+ffqUbdu2VYbTCiF+LhEREbS1tWXz5s35/Plzkn+9U+Lj49mqVSvWrVtXSf0hgX4hMjft3/ipU6dSrHv27BmLFCnCVatWpbrvkiVL6ObmpjQKBAQEsH379hwxYgQvXLigU772348ePVIaEoUQQnybBPHS0IcPH9iqVSuqVCqqVCpGRUUp6wYPHkwXFxed7Tds2EBbW1slfwRJRkdHc9++fcyfPz/Lli0r+WcysXv37rFevXocO3assmzq1KnMly8f165dq1R+3NzcWL9+fb569UrZLiEhgSdPnkzzYxbfx9c9JxcvXkwjIyMWLlyYNjY2XLlyJUny9u3btLGxoaurq07vzC9fvnD69Olct24dExMTU/TkGzRoEHPkyMEmTZrIM0WIn9jKlSupUqnYpUsXvnv3TnnmrFq1isWLF+e2bdtS7CPBPCEyp+QNvwkJCdy2bZtSR9i/fz+NjY118tklH/Vx7do1enh40NbWlpUrV6apqSkDAwPT9gSEECKTkpx4aWT48OEwNzfH+/fvsXnzZri4uGDixIkAgPj4eMTHx6NIkSJISEhQ9vH09IS7uzt27NihLMuRIwfq16+PyZMnIyoqCqampml+LiJtGBsbo0uXLhg1ahQ+ffqErl27YuLEiSCJNWvW4ObNmwCApUuX4sCBA9ixY4cy+2iWLFng6emZnocv/iUkldwz0dHRAICLFy/iwIEDuHjxIjw9PbFq1SocPHgQxYoVQ8OGDfHgwQNERETg1atX+PjxI6ZOnYrly5fDwMAAenp6SnkyI7EQIjkfHx8MHjwYO3fuRIECBVCvXj1UqlQJ/fv3x5AhQ9CsWbMU+0jeTCEyF7VaDZJK7m4A2Lx5M9q2bYsTJ04AAOzt7WFkZITAwEAAf+VwVqlUeP78OUqVKoVly5ahb9++qFy5MsLCwtCgQQMAUOqqQggh/jcqUrIPp4X169fDyMgI3t7eAIBZs2Zh7NixCAkJgaOjI0aMGIFdu3Zh48aNOhNStGzZEiqVCps2bVISRWtfkMWLF0dQUBDKlCmTLuckvj+1Wo3nz5+jQ4cOMDAwwIIFCxAfH49SpUphxowZ6Nq1K7JlywZvb2+4uLhg1KhR6X3I4l+iVquVYFtISAj69OmDuLg4VKxYEZGRkdi4cSMMDAwQGhqK/v37w9jYGKtXrwYANGnSBDdu3ECBAgXw/v17aDQaLF++HNWqVQMAvH79Gi1btsS9e/cwevRo+Pr6yoQmQggASQ0H4eHh2LVrF758+QIjIyP06dNHZ70E7oTInDQajRK8Cw4Oxp07d+Dj4wMA8PLygrGxMWbPng1zc3P07NkTd+7cQUhIiFKHeP36NVauXIm6deuiVKlSOmUnr9cIIYT430kQL41pK7+hoaHo2rUrjIyMcPDgQXz69An29vZo27Ythg4dijx58oAkGjVqBEdHR8yYMUOnnAULFmDFihUIDAyEtbV1Op2N+F/8tx9Aq1atwsKFC7FlyxbY29vj1q1bqFixIgoXLozJkyfDy8tLPqoyqZiYGLx69QpDhw6Fra0t9PX1sXr1auTLlw/Xrl1Ttvvjjz8QEBCAjh07okePHvj48SOuX7+OBw8ewMTERGk80N4nCQkJWLt2LZo0aQJzc/N0OjshxI/oW++TxMREZMmSJR2OSAiRliIiItCpUydcvXoVTZo0QY8ePVCqVCmcO3cOzZs3x9ChQ9G7d2+cO3cOv/32GwoVKoRff/0V+fPnx4QJE0ASmzZtgr29vVJm8uCgEEKI/xt5mqYxbcXYwcEBfn5+CA4Oxq5du2BiYoJx48bh4MGD8PLywh9//IEmTZrg0qVLyge4Vnh4OIYOHYomTZpIAC+D0Q43+G+cOnUKuXLlQrZs2QAAJ0+eRMeOHZEjR44U11+GKGRcX7envH37Fk2aNEH58uWRJ08ezJw5E9OmTcOECRPw8eNHrFu3Ttm2ZcuWKF68OHbv3o379+8jW7ZsqFSpEjp06KA8P7T3HkkYGBigU6dOEsATQqSQ2juKpATwhMiE1Gq1zs/h4eFo3bo1cuTIgYsXL2LOnDlKj7pKlSrBy8sL69atw5UrV1CpUiVs3boVALBkyRL069cPlSpVQkhIiE4AD4AE8IQQ4l8kPfHS0cuXLzFo0CBcvnwZt2/fBgCcOXMGy5YtQ2RkJMzMzDBv3jzkzZs3xb6xsbGSDy8DSd6zQaPRYNq0aShVqhTq1av3zX20rZYnTpxAvXr14OnpCZVKhZCQEJw4cQKlS5dOo6MX35M28Pp1BTc+Ph5r167FoEGDMHToUAwePBgA8PTpU4wePRp3797F8ePHYWxsDADYunUrxo4diyFDhqB9+/ZpexJCCCGEyLDevHmD3LlzIzg4GE2aNMHt27dhbm6OiIgIZM+eHa9fv4a9vT2eP3+OypUro23btujXrx9y586NxMRExMTEQE9PD2ZmZgBk6KwQQnxPEsRLZydOnEDHjh3Rt29f9O/fX1n+8eNHpeeVvAgzj2XLluH333+Hvb09WrRogV69eiFr1qzf3F4b/Nu8eTMuXLiAmJgYjB8/Xpl8QO6NjOXvhj3funULu3fvhrOzM8qWLYv8+fMjIiICXbp0wfPnz3WGz+7atQvjx49Hs2bNMGzYMKXs+/fvw9HRMS1ORQghhBAZwN/VPb58+YLOnTvD0tISEyZMwN27d9GqVStUrFgRQFKDYkhICGJiYjB9+nR07NgRkydPxh9//IG5c+eiadOmOr9Do9EoE1wIIYT4PiSIl060L7sPHz5gwoQJmD59OmJiYpTAnZbkkMg8Tpw4AT8/PwwaNAi+vr749OkTTExM/naf5BWv5P+W4F3Gpb2O2v9Xq9UYNGgQFi5ciHLlyiEsLAxGRkZYtWoVPD09cfjwYbRu3RrTpk2Dr68vgKRZaidMmIDVq1cjODg4xbAVyZEohBBC/Nz+ab2xV69euHjxIqZOnQpPT0/s3bsXEydORKlSpeDq6gp7e3scPnwY69evR2RkJACgWrVqmDBhAipXrpxm5yOEECKJJDhJJ9qXavbs2dG6dWvY2toiW7ZsKT6+JYCX8Xwr+feBAweQI0cO+Pr6IiYmBpGRkdBoNDA1NUWBAgUApAy+qFQqpTwJ4GV8O3fuxPnz5zF8+HDkzJkTAHD27Fns2bMHQUFBcHd3R2xsLBo2bIjJkyfDzMwM1atXR5s2bTB27Fh07NgRWbJkQc6cOdGwYUPkz58/1byYEsATQgghfm7ausD06dMRHh6OadOmIWvWrNixYwdcXFxQuHBhAMD48eNRu3ZtbNy4EcWKFUPjxo3xyy+/6NQ179+/D2dnZ2XY7YkTJ6SuIYQQ6UQiRD+A0qVLo0ePHgDk4zsz0AbwVq9ejX379uHGjRsAgIoVK+LSpUvo1KkTmjRpgl69eqFMmTKoV68e9uzZA0D3+muTDWvLCwsLAwAJ4GVgFy9exMGDB3Ho0CFl2eHDh2FmZgYnJyeQRPbs2TFz5kw8f/4chw8fhoGBATp27Ihs2bKhT58+yn6enp7o168fjIyM0uNUhBBCCPGDW7NmDYYMGYKgoCDs378foaGh8Pb2RmBgIBISEgAAuXLlQpcuXXDu3DkcOXIEQFJd89mzZ3j48CFmzZqFSZMmoWHDhsidOzcAKENnhRBCpD0J4v1AZGRz5rBz505YWVlhzpw5GD16NOrWrYtdu3ahadOmWLhwIWJjY9G8eXN06dIFYWFhSEhIUCpNQNIQao1GowTr1q1bB1NTU6xYsQKJiYnpdVri/0AbkB08eDAsLS2xe/duPH78GEBSRTk6Oho5cuSAnp4e1Go1ypYti1KlSinBvmLFiqFFixY4deoUPn36pFO2PDeEEEKIn9vXs8xqA2x2dnYAABsbG2zduhX29vbo3bs3tm7dqpNrt1u3bjAzM8PGjRvx6NEjvH37FitWrIC3tzeWLFmCJUuW6DQkAjJaSAgh0os8fX8g0gsv43v37h3mzp0Lf39/XL16FZcuXUKNGjXg4+ODO3fuwM/PD5s3b4afnx+8vb2RJ08eODo6KjMQq9Vq6OnpQU9PD5cvX4a7uzuGDRuGqVOnYvTo0akO0xU/punTp+Ply5cAkgJ1cXFxMDMzQ//+/XHnzh3s3bsXANC0aVM8e/YMu3btUnLlAUkV7+fPnyMhIUHphXfjxo0UeRTluSGEEEL83PT19fHlyxfcvn0bwF91A0dHR9StWxcWFhZ49uwZAgICMGbMGDx//hy7du1CdHS0Uka7du1w/vx57Nq1C+bm5mjUqBEmTZqEe/fuoXHjxgAgve+EEOIHIEE8If4H3+oRt2PHDrx+/RrDhg1DVFQUOnTogL1796Jz584oWLCgsu+FCxdw+vRp1KxZE7dv38Yvv/wCIKkS9vbtW7Rv3x41atRApUqVcPXqVfTq1UsCeBlIdHQ0hgwZglmzZoEkSCrDXp8+fYo///wTgYGBuHHjBlxcXNCuXTt06dIFDx8+RGJiImJjY3Hy5Em0bt0aBgYGAJKGuwDfvveEEEII8XPav38/8ubNCy8vL5w+fVoJ4sXExIAkfH19UahQIWzYsAFqtRr9+/fHtm3bcO7cOaWM27dvw8DAALt370ZYWBhcXV1Rr149AH/VPaT3nRBCpD95EgvxP9AG1K5fv47Xr18ry3PmzAkrKyuMGzcORYsWxZs3b3D69GlMnz4dpqamAICHDx9i6dKlaNeuHQoVKoTr16/D1dVVKaNu3boIDw/HuXPnMHv2bCX/iMg4cubMiWXLlmHRokV4+vQpVCoVTp8+DRcXF8ycORMDBw5EVFQUtm7dCgCYOXMmihYtiqpVq6J+/fooXrw4YmNj0bp16xRlSzBXCCGEEMmZmJjAysoKcXFxGDRoEBYsWAC1Wo0iRYrg5cuXuHXrFgYMGICYmBgsWLAA/v7+sLGxwYQJE7B48WIsX74cz549w5YtW7Bq1SplGK6W1D2EEOLHoaIkVBLiH9FoNEoL5JEjR+Dj4wNDQ0Po6elh2bJlqF69Onbt2oXevXuDJJYuXYr69esr+0+ZMgV2dnZo1aoVLl++jDx58ii989RqNUgiS5YseP36NfLkyZMu5yj+PSRRtmxZWFlZwdjYGMePH4efnx8GDRqEXLlyoV+/frh06RKGDx+OunXr4u3btwgODkZISAiKFCmCtm3bpvcpCCGEECIDIIlevXohMjISlpaWePnyJYyMjLBhwwZMmzYN4eHhmD9/PgYOHIhz585hwYIFyJEjB8aPH4+zZ8+CJCZOnIhWrVop5Um6DiGE+DFJEE+I/8KjR4/w5s0bzJo1CxUrVoS7uzumTZuGkJAQBAYGonjx4mjWrBliY2OxZMkSFClSBACwd+9eTJw4Ec2bN0f//v2VipE2t4gMT8icTp8+japVq6JChQpYu3YtHBwcoFaroa+vj8ePH6Njx45wcnLCuHHjUg3carcVQgghhPg7oaGh6NGjB1xcXNCvXz/UqVMHdevWxY0bN1C8eHHMmzcP169fx4ABA1CwYEHMmzcPpqamCA0NVeqrQgghfnwSORDiG1JL3tuhQwe4u7tDrVajZ8+ecHd3x/bt22FoaIh58+bB0NAQQ4YMgZGREcqWLYuWLVuiVq1aaN26NZo1a4YBAwbotGxqJ7EQGcPTp09RpEgRXLx48R9tX6VKFbRp0wbx8fHInz8/gKS8hxqNBoUKFYKXlxeOHz+OO3fu6OynbVuRAJ4QQggh/okiRYqgRo0aOH36NN6+fYs9e/bAxMQEx44dw7Zt25CQkAAXFxd4enoiJCQEV65cUfYDUs5wK4QQ4sckPfGE+IpGo4FKpUp1GMHjx49RpEgRtGnTBgEBAUoAbtOmTfDz88OaNWvQsGFDxMXFYfHixfjw4QNiY2MxaNAgmJubK+VL4C7jKlWqFAoVKoRt27b9oxwxjx49QsmSJTFt2jT06tULwF/3wJcvXxAaGgpnZ+fvfdhCCCGEyOTev3+Pli1bwsrKCitWrECWLFkwfvx4uLu7o06dOgCSJt+KioqCg4NDOh+tEEKI/4UE8YT4hkOHDmHDhg3Inz8/mjZtihIlSiBbtmzw8/PDvn37cPjwYRQrVkzZvkaNGjAxMcGcOXNQuHDhFOWp1Wro6elJjpEMKiEhAQYGBggODoaHhwe2b9+OJk2a/KN9R40ahZUrVyI4OBgFChRIdRvJPyOEEEKI/6stW7Zg5syZ6N69O3x8fL7ZeCz1DiGEyJikO5AQX4mLi0O3bt3g7e2NrFmz4uDBg+jYsSNGjBgBAJg/fz7evXuHgIAAfP78WdlvxowZ2L9/P4KDg/F1bFyj0UBfX18qSxmYgYEBAMDa2hrNmzfH1KlT8ebNm3+07+DBg/H27VtMnjz5m9vIvSGEEEKI/6umTZuicOHC2L59OyIiIqCnp5dqihipdwghRMYkQTzxU0utUnP9+nWcPn0aBw4cwJIlSxASEgJfX1/s3LkTO3bsQJYsWTBhwgQsXLgQf/75J4Ck1swyZcpg7969aNeuXYqKkQyfzfgOHDiAggULonv37rh37x4uXLiAjRs3/qN9s2XLhn379qFv377f9yCFEEII8VMzMDBAjx49EBYWhgsXLgCQeqgQQmQmMpxW/FQOHDiAevXqQa1WQ6VS6VRqtMMKtm/fDj8/P1y7dk2ZjCA8PBwjRozA06dPceLECQBAiRIlYGtri/Xr1yv57r4uS2QOUVFRqF69Ory8vDB69GiEhIRg1apVOHz4MEJCQmBnZ/e3+ycfyiI5EYUQQgjxPZHE48ePYW9vn96HIoQQ4l8mX5Lip3Hv3j00aNAACxYsgL6+PvT09HDu3DkMHz4chw4dwsePHwEAb968gZWVFV6+fKnsa2Njg7JlyyI+Ph5Pnz4FAMyePRtv375NNVgnAbyMKTExMdXlISEhCAsLQ48ePZA9e3bUrFkTs2bNgqmpKaZNm/bN8rQzvenp6en8WwghhBDie1GpVEoAT/prCCFE5iJfkyLT+nqorJ2dHYYMGYIJEybg06dPGD9+POrWrYsjR47gt99+Q4cOHQAAzZs3x4sXL3Dw4EElsAck5cp78uQJcufODQDw8vLChQsXkCtXrrQ7KfFdaWebDQ4ORmhoqLJc2yNTG+RLSEhA3rx5MWDAAKxcuRIhISE65ajVapCEvr4+AGDWrFlo3LgxHjx4kBanIYQQQggBQBqWhRAis5Egnsh0tC2O2h5PoaGh0Gg0MDIyQq9evZAlSxb069cPsbGxuHDhAs6cOYPly5cjMDAQy5cvR65cudC/f38sXboUf/zxByIjI/H06VMcO3YMLVq0QNasWXV+37d6b4mMIXmw9/Lly3BwcECLFi1QqVIl/PHHH/jy5QuMjY1RpkwZLF68GMBfk1xky5YN8fHxGDt2rDLJiVqtViYxOXz4MJycnLBgwQL89ttvqc5aLIQQQgghhBBC/BMSxBOZikajUVoc165dCxcXF/z666/w8PDAqlWrYG1tjVGjRmHZsmUICQlBwYIFYWhoiAYNGqBfv34YMWIEPn36hN9//x1t27bFnDlzUKdOHZQuXRrx8fEYNGiQ0rtKS9t7S2RMenp6ePnyJY4cOYLly5ejc+fOCAoKgo+PDyZNmoStW7fC0dER1atXx7Fjx7Bv3z5l38jISHTp0gW3b99GVFQUAEBfXx+PHz9GgwYN0Lp1a7Rs2RI3btyAt7d3ep2iEEIIIYQQQohMQCa2EJnO7du30aZNG0RGRmLIkCEwNzfH0qVL8eeff+LSpUuwt7dHvXr18OXLF5w5c0aZhOLFixdwc3NDmzZtMH36dKjVaoSFheHmzZuwsLCAh4cHAJm0IqNLbWKJnj17YsmSJShXrhwCAwOVIdNNmjRBfHw8Fi5ciKxZs2LUqFFYuXIlmjdvjujoaFy9ehXHjx9HiRIllLLWrFkDf39/NGjQAJMmTYKtrW2anp8QQgghhBBCiMxJgngiU3n+/DmaNWuG8PBw3LlzBzly5AAAXLx4ES1atFAmtjh8+DDq1auHwMBA1KtXTwnMLV++HN27d8f169d1AjNa2qGSIuPRDptNbWKJ6OhoVK5cGSYmJti/f78SxDt//jx+++03dOzYEYMGDYKBgQEWLFiAO3fuICYmBlOmTIG1tTWApDx5BgYGOHPmDLJmzQo3N7e0OzkhhBBCCCGEEJmeDKcVmYq1tTV+/fVXODg46Ax7dHJygkajUYJ6Hh4eaNOmDfr16wfgr6S/rVq1QsmSJXHu3LlUy5cAXsZEEnp6esqMxH369MGcOXOUySty5syJbt26ITIyEqdOnVL2q1ixIurWrYuDBw/i6NGjAIBevXphwYIFWLt2LaytrZVZZ7V58ipXriwBPCGEEEIIIYQQ/zoJ4olMQ9vTqk2bNsibNy/Wr1+PhIQEAMDmzZsRHR2NChUqAABMTU0xePBgvH79GnPmzFH2z5YtG86fP4/OnTunyzmI70OlUiEmJgYdO3ZE/fr18fz5cwQEBKB58+bYtWsXgKTgnJWVFbZs2YLHjx8r+w4ZMgShoaE4c+YM4uPjlfKApHtGArtCCCGEEEIIIdKCBPFEhpTaKHDtMMkCBQqgcePGePfuHYYOHYq6detiwIABmDdvHho1aqRsX6JECfTo0QP9+/fHx48flf2NjY1BMtXfITImjUaDdevW4eXLl7h48SK2bduGa9eu4cOHD1i5ciWuXr0KABg5ciROnz6NEydOKEHh/PnzY+vWrRg/fjwMDQ11yk1taK4QQgghhBBCCPE9yBeoyBBIYsGCBVi5cuV/3A4AmjVrBicnJyxevBhZs2ZFWFgYOnToAOCvHnv6+vro3r07li1bhmzZsumUo1KpZPKKTERPTw/ly5fHpEmTUKRIEWzYsAFFihRBQkIC7t69iz179kCj0aBBgwbw8PDAokWLcOXKFWX/ypUrQ09PT7l3hBBCCCGEEEKItCZBPJEhREREYPfu3diyZQtevnwJlUqVakBFu9zExAStW7eGq6srHBwclFx42txoWtbW1vD19U2z8xDpx8XFBWXLlsWcOXMwfvx4dO/eHU+fPoWzszO2bduGEydOAABGjBiBXLlyIU+ePCnKkJ53QgghhBBCCCHSi3yRih/W48eP0bp1azx9+hTW1tbw8fHBx48fsWLFCgDfDqhol1evXh2enp64cOECjhw5AgDSkyoT+qfDng0NDfH582fs2LEDbdq0wYABAwAAFhYWSo68N2/ewNnZGUeOHIGtre33PGwhhBBCCCGEEOK/IkE88cO6d+8erl+/jhkzZgAAmjZtCmdnZxw+fFjJYfatoFzySS6MjY0xa9YsJCQkyCQEmYh2Vtj/Ztjzw4cP8ebNG1hYWAAAIiMjERcXh0aNGqF8+fIwMzNTgoLa8oUQQgghhBBCiB+BBPHED0cbRKlevTratWuHw4cP49y5czA2NkazZs2gp6f3j3vjlSxZEr/88gu8vb1hYGCQNicgvjuSSkD2wIEDGDx4MCIjI//jfiVLloSjoyNmzJiBevXqoUSJEjA2NsbChQvRu3dv6OvrK0FBCfgKIYQQQgghhPiRSBBP/FBIKnntjIyMUK9ePTg4OGD69OkAgFq1aqFy5cq4fPkyAgMDAfzn3nj+/v6S9y4Di46Ohp+fH44ePQogqYecSqXCkydPUL16dfj4+OD9+/eIiIj42+HS2p51c+fOxZgxY2BpaYmlS5fijz/+gKmpqcxILIQQQgghhBDih6aifLWKHwBJaDSaVHs/LVmyBHPmzMGIESPQtm1b3LhxA7///juyZcuGlStXwsTERAn+/V15Go1GJibIgG7evImePXsiW7Zs2LdvHwAgPj4e3bp1Q1RUFNavX69MXPK/UqvV0vNOCCGEEEIIIcQPTSIaIs2lFjdWqVTQ19dHVFQUxowZg9WrV+PUqVMAgAYNGsDNzQ0LFy7Ely9f4OzsDC8vL4SFhWHt2rUpykpMTFTKe/36Nfr06YM3b95IAC+DKlmyJDp16oSwsDCsWrUKAPDixQsEBgaia9euyJEjB27fvo379+8jKCgIsbGx3yxLrVbr3H/af0sATwghhBBCCCHEj06iGiLNaAMm2h5ziYmJOusXLlyIQoUK4eTJk9i4cSOaNWuGZcuWIV++fGjVqhU+ffqkTHLRokULODo6YufOnXj06BFUKhUSEhIAAFmyZAEAjB49Go6Ojrh+/boMk8xgtNdLOzy2Vq1aqFSpEv744w9ER0fD1tYWNjY2mDhxItzd3TF48GB4e3ujTp068Pf3R1hYWIrytL3tVCoVbt++jRcvXvxXk2IIIYQQQgghhBDpSYJ4Ik0kH+66c+dOeHt7o3PnzkrPqufPn2PNmjVYunQpTpw4gYMHD6JMmTKYMGECrly5Ak9PT9SuXRubN2/Go0ePYGlpiTp16uDZs2cIDg4GAGXiii1btsDW1hZ79uzB+vXrceLECWU2UvHj0/akBP6aoMTa2hq//PILNBoNpk2bBiDpPqpatSrq1q0LX19fbN26FWvXrsWhQ4fw7NmzFOXp6+vj2bNn8PLyQr169fDq1au0PzkhhBBCCCGEEOJ/lCW9D0D8HFQqFR49eoSOHTvi0aNH6NOnD/T09GBubg4gKSBjYmKC1q1bIyQkBL///juuX7+OCRMmoHTp0jAwMECjRo1w+fJljBkzBmvWrEGrVq3g5uYGR0dHAEBERARq1aqFDx8+YODAgfDz84OhoWF6nrb4H2h7Ui5fvhx58+aFvb09SpYsierVq+PChQvYuXMn2rRpAycnJ0ydOhXAX0HiiIgI5MmTB7a2tinKGzhwIJYuXYpGjRph4cKFKFy4cNqfnBBCCCGEEEII8T+SIJ5IEx8+fEDfvn1hY2ODzZs3I3/+/Drrs2XLhkePHsHf3x8BAQFo27Yt1q9fDysrKyQkJCA6OhoeHh6oXLky9u7di2fPnqFAgQJKAA9I6nHVqFEj9OvXD5aWlml9iuJfsnPnTvj6+iJ//vz48uUL3r9/jwULFqBVq1Zo1qwZzp8/j2nTpmH16tUAgFu3buHNmzc4fvw45s6di27dusHKykopb/ny5Rg1apTSO7NatWrpdGZCCCGEEEIIIcT/TmanFWliw4YN6NGjBwIDA+Hh4aEMl9T2oDp79ix8fHyg0Whw4sQJ2NjYAEgKzM2aNQsFChRAmzZt8OLFC5ibm8PIyCg9T0d8J9HR0ahduzYaNGiA0aNH49mzZ5g7dy7WrVuHjRs3olq1apg7dy4WLVqEefPmwcvLC+vWrcOMGTNgZGSEiRMnolatWkp5Bw4cQPfu3TFy5Ej4+PjIBBZCCCGEEEIIITIsyYkn0sTFixeRP39+VK5cWWcyAe2/CxcujDp16uDz588giY8fPyIxMRFLlizB6tWr8eXLF5BEvnz5YGRkBLVanV6nIv4H2gkqtOLj41Pd7vz583j06BG8vb1BEgUKFMD06dORL18+rFy5EgBQr149uLq6YsqUKQCAVq1aYcWKFbhw4QJq1aqlTGKh3fbWrVvo3LmzBPCEEEIIIYQQQmRoEsQTaeLJkyfImjUrIiIiUqzTaDSwtLREv379UL58eTg7O6NevXooV64cxo8fj7Fjx6JTp046wT8JyGQM2o6+2gkqDh8+DABKrsJLly7pTEKRJ08evH//HtmzZ4dKpcKnT58AAMOHD8eOHTsQHR2NokWLokaNGnjx4gXOnz+PLFmyoGzZsgAAtVqtTGKhlS1btu9/okIIIYQQQgghxHcmQTyRJmrVqoVbt27h/v37yrLkAZ7ExERs3rwZO3fuxKZNm9CmTRv07NkTL1++hLe3t8724sdHEhqNRgm8rlu3Djlz5kRAQABIYsuWLbC2tsZvv/2GUqVKYfz48QgPD0fhwoXh5uaGiRMnAgBMTEwAALlz54axsTEePXoEAGjZsiXOnj2LihUr6vxeCe4KIYQQQgghhMisJIgn0sSvv/6K/PnzY9GiRUpvvOQ9606cOIE9e/YgPDwc9erVg5+fHzp37gwgKS/e19uLH5e2N5yenh7u3r0LDw8PDBgwAOPGjcOGDRsQHByMYcOGoX///ti9ezf69euHwMBA9O/fHzlz5kTr1q2xa9cuHDhwQAncHjp0CKVLl0apUqUAADlz5kTu3LlTDNMVQgghhBBCCCEyK5mdVqQJKysrjBo1Cr6+vjAzM8O0adNgZGSExMRE7NixA/PmzUPTpk1hbW2tsx9JZMkit2lGoq+vj48fP6JLly7YvHkzAOD169fInTs3AGDXrl0wNTXFgAEDAAAjRoyAg4MDhgwZgsDAQPTu3Rv37t3Dr7/+iooVK0Kj0eDKlStYtmyZMixX6+ufhRBCCCGEEEKIzEq+gEWa8fHxwZAhQ7B7925YWVnB09MTNWvWxIABA9CrVy+MGDEiRVBGet9lPMOHD4e5uTnev3+PzZs3w8XFRRkeGx8fj/j4eBQpUgQJCQnKPp6enqhQoQLWr18PPT09LFq0CGvXrkXNmjXh4eGBZ8+eoWXLlul1SkIIIYQQQgghRLqTLk4iTU2aNAm9e/fG3r17kZiYCAMDA3Tt2lVZr9FopHdVBleiRAls2LBByWUYHh6OsWPHolu3bnB0dISpqSnu3r2Lu3fvwtnZGQBgbW0NlUoFkiAJlUql7K+VmJgovTKFEEIIIYQQQvy0VJTZAkQa0gZoviYBmsxHe61DQ0PRtWtXGBkZ4eDBg/j06RPs7e3Rtm1bDB06FHny5AFJNGrUCI6OjpgxY0aKsiS4K4QQQgghhBDiZydfxSJNpRbAk7x3mZP2Wjs4OMDPzw/BwcHYtWsXTExMMG7cOBw8eBBeXl74448/0KRJE1y6dClF7zstCeAJIYQQQgghhPjZSU88IcR39/LlSwwaNAiXL1/G7du3AQBnzpzBsmXLEBkZCTMzM8ybNw958+ZN5yMVQgghhBBCCCF+TBLEE0KkiRMnTqBjx47o27cv+vfvryz/+PEjsmXLBgBQq9XQ19dPr0MUQgghhBBCCCF+WDJGTQjxXWnbCdzc3NC6dWsMHDgQHz9+VNZrA3gajUYCeEIIIYQQQgghxDdIIjIhxHelzY2XPXt2tG7dGra2tsiWLVuKSU4k750QQgghhBBCCPFtMpxWCCGEEEIIIYQQQogfnHR9EUKkOWk7EEIIIYQQQggh/jsSxBNCpLnkw2iFEEIIIYQQQgjxn0kQTwghhBBCCCGEEEKIH5wE8YQQQgghhBBCCCGE+MFJEE8IIYQQQgghhBBCiB+cBPGEEEIIIYQQQgghhPjBSRBPCCGEEEIIIYQQQogfnATxhBBCCCGEEEIIIYT4wUkQTwghhBBCCCGEEEKIH5wE8YQQQgghRIYWFBQElUqF9+/fp/ehCCGEEEJ8NxLEE0IIIYT4ibx8+RK9e/eGvb09jIyMYGNjg4YNG+LYsWP/aP+AgACYmZl934P8L1WqVAkvXrxAzpw50/tQhBBCCCG+myzpfQBCCCGEECJthIWFwcPDA2ZmZpg2bRpcXFyQkJCAQ4cOoWfPnrh79256H+J/LSEhAYaGhrCyskrvQxFCCCGE+K6kJ54QQgghxE+iR48eUKlUCAkJgbe3N4oWLQonJyf0798fwcHBAIBZs2bB2dkZpqamsLGxQY8ePfDx40cAScNWfXx8EB0dDZVKBZVKhTFjxgAA4uPjMXjwYFhbW8PU1BTu7u4ICgrS+f3Lli2DjY0NTExM0LRpU8yaNStFr74//vgDDg4OMDQ0hKOjI9auXauzXqVSYfHixWjcuDFMTU0xYcKEVIfTnjt3Dp6enjA2NoaNjQ38/f0RGxurrF+0aBGKFCmCrFmzwtLSEt7e3v/Of2QhhBBCiO9EgnhCCCGEED+Bt2/f4uDBg+jZsydMTU1TrNcG0/T09DBv3jzcvHkTq1evxvHjxzF48GAAScNW58yZgxw5cuDFixd48eIFBg4cCADw8fHB2bNnsWnTJly/fh3NmzdH3bp1ERoaCgA4e/Ysunfvjj59+uDatWuoXbs2Jk6cqHMMO3fuRJ8+fTBgwADcvHkT3bp1g4+PD06cOKGz3ejRo9G4cWPcuHEDnTp1SnEuN27cgJeXF3799Vdcv34dmzdvxpkzZ9CrVy8AwKVLl+Dv749x48bh3r17OHjwIDw9Pf9v/4GFEEIIIb4zFUmm90EIIYQQQojvKyQkBO7u7tixYweaNm36j/fbunUr/Pz8EBUVBSApJ17fvn11er09fPgQRYoUwbNnz5A/f35lea1atVC+fHlMmjQJrVq1wsePHxEYGKisb9euHQIDA5WyPDw84OTkhKVLlyrbtGjRArGxsdi3bx+ApJ54ffv2xezZs5VtgoKCUL16dbx79w5mZmbo0KEDjI2NsWTJEmWbM2fOoGrVqoiNjcX+/fvh4+ODZ8+eIXv27P/4v4UQQgghRHqSnnhCCCGEED8BbbutSqX62+1OnDiB2rVrw9raGtmzZ0eHDh3w5s0bnaGoX7ty5QpIomjRosiWLZvyv5MnT+Lhw4cAgHv37qF8+fI6+3398507d+Dh4aGzzMPDA3fu3NFZ5ubm9rfncPnyZQQEBOgci5eXFzQaDR4/fozatWvD1tYW9vb2aN++PdavX49Pnz79bZlCCCGEEOlNJrYQQgghhPgJFClSBCqVCnfu3EGTJk1S3ebJkyeoX78+unfvjvHjx8Pc3BxnzpyBr68vEhISvlm2RqOBvr4+Ll++DH19fZ112bJlA5AURPw6gJjagJDUtvl6WWrDgb8+nm7dusHf3z/FuoIFC8LQ0BBXrlxBUFAQDh8+jFGjRmHMmDG4ePHiDzfzrhBCCCGElvTEE0IIIYT4CZibm8PLywsLFy5MtVfd+/fvcenSJSQmJmLmzJmoUKECihYtioiICJ3tDA0NoVardZa5urpCrVbj1atXKFy4sM7/tLPGFitWDCEhITr7Xbp0Sefn4sWL48yZMzrLzp07h+LFi/9X51qmTBncunUrxbEULlwYhoaGAIAsWbKgVq1amDZtGq5fv46wsDAcP378v/o9QgghhBBpSYJ4QgghhBA/iUWLFkGtVqN8+fLYvn07QkNDcefOHcybNw8VK1aEg4MDEhMTMX/+fDx69Ahr167F4sWLdcqws7PDx48fcezYMURFReHTp08oWrQo2rZtiw4dOmDHjh14/PgxLl68iKlTp2L//v0AgN69e2P//v2YNWsWQkNDsWTJEhw4cECnl92gQYMQEBCAxYsXIzQ0FLNmzcKOHTuUyTP+qSFDhuD8+fPo2bMnrl27htDQUOzZswe9e/cGAAQGBmLevHm4du0anjx5gjVr1kCj0cDR0fH/+F9YCCGEEOL7kSCeEEIIIcRPolChQrhy5QqqV6+OAQMGoGTJkqhduzaOHTuGP/74A6VLl8asWbMwdepUlCxZEuvXr8fkyZN1yqhUqRK6d++Oli1bIk+ePJg2bRoAYNWqVejQoQMGDBgAR0dHNGrUCBcuXICNjQ2ApNx2ixcvxqxZs1CqVCkcPHgQ/fr1Q9asWZWymzRpgrlz52L69OlwcnLCkiVLsGrVKlSrVu2/Ok8XFxecPHkSoaGhqFKlClxdXTFy5Ejky5cPQNJMvDt27ECNGjVQvHhxLF68GBs3boSTk9P/4b+uEEIIIcT3JbPTCiGEEEKIdNGlSxfcvXsXp0+fTu9DEUIIIYT44cnEFkIIIYQQIk3MmDEDtWvXhqmpKQ4cOIDVq1dj0aJF6X1YQgghhBAZgvTEE0IIIYQQaaJFixYICgrChw8fYG9vj969e6N79+7pfVhCCCGEEBmCBPGEEEIIIYQQQgghhPjBycQWQgghhBBCCCGEEEL84CSIJ4QQQgghhBBCCCHED06CeEIIIYQQQgghhBBC/OAkiCeEEEIIIYQQQgghxA9OgnhCCCGEEEIIIYQQQvzgJIgnhBBCCCGEEEIIIcQPToJ4QgghhBBCCCGEEEL84CSIJ4QQQgghhBBCCCHED+7/AcHoV5E0z73GAAAAAElFTkSuQmCC", |
|
"text/plain": [ |
|
"<Figure size 1500x600 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"# OK, we did well in terms of raising the average price and having a smooth-ish population of prices\n", |
|
"# Let's see the categories\n", |
|
"\n", |
|
"category_counts = Counter()\n", |
|
"for item in sample:\n", |
|
" category_counts[item.category]+=1\n", |
|
"\n", |
|
"categories = category_counts.keys()\n", |
|
"counts = [category_counts[category] for category in categories]\n", |
|
"\n", |
|
"# Create bar chart\n", |
|
"plt.figure(figsize=(15, 6))\n", |
|
"plt.bar(categories, counts, color=\"lightgreen\")\n", |
|
"\n", |
|
"# Customize the chart\n", |
|
"plt.title('How many in each category')\n", |
|
"plt.xlabel('Categories')\n", |
|
"plt.ylabel('Count')\n", |
|
"\n", |
|
"plt.xticks(rotation=30, ha='right')\n", |
|
"\n", |
|
"# Add value labels on top of each bar\n", |
|
"for i, v in enumerate(counts):\n", |
|
" plt.text(i, v, f\"{v:,}\", ha='center', va='bottom')\n", |
|
"\n", |
|
"# Display the chart\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 18, |
|
"id": "6609d77c-3e0a-4679-9129-c7cdc3273070", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
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"image/png": 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", |
|
"text/plain": [ |
|
"<Figure size 1200x1000 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"# Automotive still in the lead, but improved somewhat\n", |
|
"# For another perspective, let's look at a pie\n", |
|
"\n", |
|
"plt.figure(figsize=(12, 10))\n", |
|
"plt.pie(counts, labels=categories, autopct='%1.0f%%', startangle=90)\n", |
|
"\n", |
|
"# Add a circle at the center to create a donut chart (optional)\n", |
|
"centre_circle = plt.Circle((0,0), 0.70, fc='white')\n", |
|
"fig = plt.gcf()\n", |
|
"fig.gca().add_artist(centre_circle)\n", |
|
"plt.title('Categories')\n", |
|
"\n", |
|
"# Equal aspect ratio ensures that pie is drawn as a circle\n", |
|
"plt.axis('equal') \n", |
|
"\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "markdown", |
|
"id": "ac046cc1-2717-415b-96ad-b73b2950d235", |
|
"metadata": {}, |
|
"source": [ |
|
"# Dataset Curated!\n", |
|
"\n", |
|
"We've crafted an excellent dataset.\n", |
|
"\n", |
|
"Let's do some final checks" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 19, |
|
"id": "70219e99-22cc-4e08-9121-51f9707caef0", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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", |
|
"text/plain": [ |
|
"<Figure size 1500x800 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"# How does the price vary with the character count of the prompt?\n", |
|
"\n", |
|
"sizes = [len(item.prompt) for item in sample]\n", |
|
"prices = [item.price for item in sample]\n", |
|
"\n", |
|
"# Create the scatter plot\n", |
|
"plt.figure(figsize=(15, 8))\n", |
|
"plt.scatter(sizes, prices, s=0.2, color=\"red\")\n", |
|
"\n", |
|
"# Add labels and title\n", |
|
"plt.xlabel('Size')\n", |
|
"plt.ylabel('Price')\n", |
|
"plt.title('Is there a simple correlation?')\n", |
|
"\n", |
|
"# Display the plot\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 20, |
|
"id": "30ae1453-b9fc-40db-8310-65d850c4b1da", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"def report(item):\n", |
|
" prompt = item.prompt\n", |
|
" tokens = Item.tokenizer.encode(item.prompt)\n", |
|
" print(prompt)\n", |
|
" print(tokens[-10:])\n", |
|
" print(Item.tokenizer.batch_decode(tokens[-10:]))" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 21, |
|
"id": "d9998b8d-d746-4541-9ac2-701108e0e8fb", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"How much does this cost to the nearest dollar?\n", |
|
"\n", |
|
"MonoRS Coilovers Lowering Kit Made For Scion FRS Fully Adjustable, Set of 4\n", |
|
"MonoRS Coilover damper kit by Godspeed Project are intermediate suspension upgrade setup for daily and Sunday club racing. Lowering your car with improved springs over factory and paired with Mono-tubo shocks with valving that allows 32 levels of rebound adjustment to improve handling without sacrifice comfort. Ride height can easily be adjusted by twisting the lower mount bracket. In order to keep weight gain at the minimum, most of attachments and accessories are CNC machined from billet aluminum. Koyo bearings are used when camber plate top mount is applicable depends on car models. To assure that our customers are getting high quality products, MonoRS coilovers are covered by 12 months limited warranty by the manufacturer from\n", |
|
"\n", |
|
"Price is $765.00\n", |
|
"[279, 14290, 505, 271, 7117, 374, 400, 22240, 13, 410]\n", |
|
"[' the', ' manufacturer', ' from', '\\n\\n', 'Price', ' is', ' $', '765', '.', '00']\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"report(sample[398000])" |
|
] |
|
}, |
|
{ |
|
"cell_type": "markdown", |
|
"id": "7aa0a3fc-d2fe-4e6e-8fdb-96913df2f588", |
|
"metadata": {}, |
|
"source": [ |
|
"## Observation\n", |
|
"\n", |
|
"An interesting thing about the Llama tokenizer is that every number from 1 to 999 gets mapped to 1 token, much as we saw with gpt-4o. The same is not true of qwen2, gemma and phi3, which all map individual digits to tokens. This does turn out to be a bit useful for our project, although it's not an essential requirement." |
|
] |
|
}, |
|
{ |
|
"cell_type": "markdown", |
|
"id": "0f03c0ee-3103-4603-af5c-b484884a3aa2", |
|
"metadata": {}, |
|
"source": [ |
|
"# Finally\n", |
|
"\n", |
|
"It's time to break down our data into a training, test and validation dataset.\n", |
|
"\n", |
|
"It's typical to use 5%-10% of your data for testing purposes, but actually we have far more than we need at this point. We'll take 400,000 points for training, and we'll reserve 2,000 for testing, although we won't use all of them.\n" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 22, |
|
"id": "3b163ca2-18ef-4c26-8e9d-88eb55f114f6", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"Divided into a training set of 400,000 items and test set of 2,000 items\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"random.seed(42)\n", |
|
"random.shuffle(sample)\n", |
|
"train = sample[:400_000]\n", |
|
"test = sample[400_000:402_000]\n", |
|
"print(f\"Divided into a training set of {len(train):,} items and test set of {len(test):,} items\")" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 23, |
|
"id": "299b9816-8885-4798-829a-69d66d60eb01", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"How much does this cost to the nearest dollar?\n", |
|
"\n", |
|
"Delphi FG0166 Fuel Pump Module\n", |
|
"Delphi brings 80 years of OE Heritage into each Delphi pump, ensuring quality and fitment for each Delphi part. Part is validated, tested and matched to the right vehicle application Delphi brings 80 years of OE Heritage into each Delphi assembly, ensuring quality and fitment for each Delphi part Always be sure to check and clean fuel tank to avoid unnecessary returns Rigorous OE-testing ensures the pump can withstand extreme temperatures Brand Delphi, Fit Type Vehicle Specific Fit, Dimensions LxWxH 19.7 x 7.7 x 5.1 inches, Weight 2.2 Pounds, Auto Part Position Unknown, Operation Mode Mechanical, Manufacturer Delphi, Model FUEL PUMP, Dimensions 19.7\n", |
|
"\n", |
|
"Price is $227.00\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"print(train[0].prompt)" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 24, |
|
"id": "97222da3-9f2c-4d15-a5cd-5e5f8dbde6cc", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"name": "stdout", |
|
"output_type": "stream", |
|
"text": [ |
|
"How much does this cost to the nearest dollar?\n", |
|
"\n", |
|
"OEM AC Compressor w/A/C Repair Kit For Ford F150 F-150 V8 & Lincoln Mark LT 2007 2008 - BuyAutoParts NEW\n", |
|
"As one of the world's largest automotive parts suppliers, our parts are trusted every day by mechanics and vehicle owners worldwide. This A/C Compressor and Components Kit is manufactured and tested to the strictest OE standards for unparalleled performance. Built for trouble-free ownership and 100% visually inspected and quality tested, this A/C Compressor and Components Kit is backed by our 100% satisfaction guarantee. Guaranteed Exact Fit for easy installation 100% BRAND NEW, premium ISO/TS 16949 quality - tested to meet or exceed OEM specifications Engineered for superior durability, backed by industry-leading unlimited-mileage warranty Included in this K\n", |
|
"\n", |
|
"Price is $\n" |
|
] |
|
} |
|
], |
|
"source": [ |
|
"print(test[0].test_prompt())" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 25, |
|
"id": "7a116369-335a-412b-b70c-2add6675c2e3", |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"image/png": 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", |
|
"text/plain": [ |
|
"<Figure size 1500x600 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": {}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"# Plot the distribution of prices in the first 250 test points\n", |
|
"\n", |
|
"prices = [float(item.price) for item in test[:250]]\n", |
|
"plt.figure(figsize=(15, 6))\n", |
|
"plt.title(f\"Avg {sum(prices)/len(prices):.2f} and highest {max(prices):,.2f}\\n\")\n", |
|
"plt.xlabel('Price ($)')\n", |
|
"plt.ylabel('Count')\n", |
|
"plt.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 1000, 10))\n", |
|
"plt.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "markdown", |
|
"id": "d522d752-6f66-4786-a4dc-8ef51842558c", |
|
"metadata": {}, |
|
"source": [ |
|
"# Finally - upload your brand new dataset\n", |
|
"\n", |
|
"Convert to prompts and upload to HuggingFace hub" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 40, |
|
"id": "fa11b3e5-fcf4-4efc-a573-f6f67fec3e73", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"train_prompts = [item.prompt for item in train]\n", |
|
"train_prices = [item.price for item in train]\n", |
|
"test_prompts = [item.test_prompt() for item in test]\n", |
|
"test_prices = [item.price for item in test]" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 41, |
|
"id": "b020ab1b-7153-4e5f-b8a3-d5bc2fafb6df", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"# Create a Dataset from the lists\n", |
|
"\n", |
|
"train_dataset = Dataset.from_dict({\"text\": train_prompts, \"price\": train_prices})\n", |
|
"test_dataset = Dataset.from_dict({\"text\": test_prompts, \"price\": test_prices})\n", |
|
"dataset = DatasetDict({\n", |
|
" \"train\": train_dataset,\n", |
|
" \"test\": test_dataset\n", |
|
"})" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": null, |
|
"id": "17639641-fb55-44e2-a463-b0b394d00f32", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"# DATASET_NAME = \"ed-donner/pricer-data\"\n", |
|
"# dataset.push_to_hub(DATASET_NAME, private=True)" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 42, |
|
"id": "b85733ba-d165-4f07-b055-46803543edfe", |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"# One more thing!\n", |
|
"# Let's pickle the training and test dataset so we don't have to execute all this code next time!\n", |
|
"\n", |
|
"with open('train.pkl', 'wb') as file:\n", |
|
" pickle.dump(train, file)\n", |
|
"\n", |
|
"with open('test.pkl', 'wb') as file:\n", |
|
" pickle.dump(test, file)" |
|
] |
|
}, |
|
{ |
|
"cell_type": "markdown", |
|
"id": "2b58dc61-747f-46f7-b9e0-c205db4f3e5e", |
|
"metadata": {}, |
|
"source": [ |
|
"## Todos for you:\n", |
|
"\n", |
|
"- Investigate the dataset more!\n", |
|
"- Confirm that the tokenizer tokenizes all 3 digit prices into 1 token" |
|
] |
|
} |
|
], |
|
"metadata": { |
|
"kernelspec": { |
|
"display_name": "Python 3 (ipykernel)", |
|
"language": "python", |
|
"name": "python3" |
|
}, |
|
"language_info": { |
|
"codemirror_mode": { |
|
"name": "ipython", |
|
"version": 3 |
|
}, |
|
"file_extension": ".py", |
|
"mimetype": "text/x-python", |
|
"name": "python", |
|
"nbconvert_exporter": "python", |
|
"pygments_lexer": "ipython3", |
|
"version": "3.11.10" |
|
} |
|
}, |
|
"nbformat": 4, |
|
"nbformat_minor": 5 |
|
}
|
|
|