From f5cfa007bbb72b3aa5ac372e9b3ae3a8090e131d Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Thu, 26 Sep 2024 10:04:55 -0400 Subject: [PATCH 1/8] Updated README and Week 8 coming together --- .gitignore | 1 + README.md | 104 ++- environment.yml | 5 + week1/day1.ipynb | 10 +- week6/day3.ipynb | 6 - week8_wip/day1.ipynb | 294 ++++++++ week8_wip/day2.0.ipynb | 328 +++++++++ week8_wip/day2.2.ipynb | 150 ++++ week8_wip/day2.3.ipynb | 618 ++++++++++++++++ week8_wip/day2.4.ipynb | 1257 +++++++++++++++++++++++++++++++++ week8_wip/hello.py | 19 + week8_wip/items.py | 101 +++ week8_wip/llama.py | 44 ++ week8_wip/pricer_ephemeral.py | 66 ++ week8_wip/pricer_service.py | 66 ++ week8_wip/pricer_service2.py | 84 +++ week8_wip/testing.py | 75 ++ 17 files changed, 3204 insertions(+), 24 deletions(-) create mode 100644 week8_wip/day1.ipynb create mode 100644 week8_wip/day2.0.ipynb create mode 100644 week8_wip/day2.2.ipynb create mode 100644 week8_wip/day2.3.ipynb create mode 100644 week8_wip/day2.4.ipynb create mode 100644 week8_wip/hello.py create mode 100644 week8_wip/items.py create mode 100644 week8_wip/llama.py create mode 100644 week8_wip/pricer_ephemeral.py create mode 100644 week8_wip/pricer_service.py create mode 100644 week8_wip/pricer_service2.py create mode 100644 week8_wip/testing.py diff --git a/.gitignore b/.gitignore index 75364f2..d795a37 100644 --- a/.gitignore +++ b/.gitignore @@ -165,6 +165,7 @@ model_cache/ # Ignore Chroma vector database vector_db/ +products_vectorstore/ # And ignore any pickle files made during the course *.pkl diff --git a/README.md b/README.md index b1f53a9..d5812f6 100644 --- a/README.md +++ b/README.md @@ -19,7 +19,7 @@ During the course, I'll suggest you try out the leading models at the forefront Please do monitor your API usage to ensure you're comfortable with spend; I've included links below. There's no need to spend anything more than a couple of dollars for the entire course. During Week 7 you have an option to spend a bit more if you're enjoying the process - I spend about $10 myself and the results make me very happy indeed! But it's not necessary in the least; the important part is that you focus on learning. -### How this Jupyter Lab is organized +### How this Repo is organized There are folders for each of the "weeks", representing modules of the class. Follow the setup instructions below, then open the Week 1 folder and prepare for joy. @@ -32,29 +32,101 @@ The mantra of the course is: the best way to learn is by **DOING**. You should w By far the recommended approach is to use Anaconda for your environment. Even if you've never used it before, it makes such a difference. Anaconda ensures that you're working with the right version of Python and all your packages are compatible with mine, even if we're on different platforms. -### Getting ready to set up +### For PC Users -Clone this repo by clicking on the dropdown in the green 'Code' button in Github, copying the URL to the clip board, and entering `git clone ` in your terminal. +1. **Install Git** (if not already installed): -Then if you've not used Anaconda before, install it for your platform. You will thank me! It's the best. -Link to install Anaconda: -https://docs.anaconda.com/anaconda/install/ +- Download Git from https://git-scm.com/download/win +- Run the installer and follow the prompts, using default options -### Setup instructions in 4 steps +2. **Open Command Prompt:** -1. Create a new Anaconda environment for this project. It's like virtualenv, only infinitely better. +- Press Win + R, type `cmd`, and press Enter -`conda env create -f environment.yml` +3. **Navigate to your projects folder:** -2. Activate the environment: +If you have a specific folder for projects, navigate to it using the cd command. For example: +`cd C:\Users\YourUsername\Documents\Projects` -`conda activate llms` +If you don't have a projects folder, you can create one: +``` +mkdir C:\Users\YourUsername\Documents\Projects +cd C:\Users\YourUsername\Documents\Projects +``` +(Replace YourUsername with your actual Windows username) + +3. **Clone the repository:** + +- Go to the course's GitHub page +- Click the green 'Code' button and copy the URL +- In the Command Prompt, type: `git clone ` + +4. **Install Anaconda:** + +- Download Anaconda from https://docs.anaconda.com/anaconda/install/windows/ +- Run the installer and follow the prompts +- A student mentioned that if you are prompted to upgrade Anaconda to a newer version during the install, you shouldn't do it, as there might be problems with the very latest update for PC. (Thanks for the pro-tip!) + +5. **Set up the environment:** + +- Open Anaconda Prompt (search for it in the Start menu) +- Navigate to the cloned repository folder using `cd path\to\repo` +- Create the environment: `conda env create -f environment.yml` +- Wait for a few minutes for all packages to be installed +- Activate the environment: `conda activate llms` + +You should see `(llms)` in your prompt, which indicates you've activated your new environment. + +6. **Start Jupyter Lab:** + +In the Anaconda Prompt, type: `jupyter lab` + +For those new to Jupyter Lab / Jupyter Notebook, it's a wonderful Python DataScience environment where you can simply hit shift+enter in any cell to execute it; start at the top and work your way down! When we move to Google Colab in Week 3, you'll experience the same interface for Python runtimes in the cloud. + +### For Mac Users + +1. **Install Git** if not already installed (it will be in most cases) -3. Start your Jupyter Lab +- Open Terminal (Applications > Utilities > Terminal) +- Type `git --version` If not installed, you'll be prompted to install it -`jupyter lab` +2. **Navigate to your projects folder:** -4. Get a celebratory cup of coffee and prepare for coding! +If you have a specific folder for projects, navigate to it using the cd command. For example: +`cd ~/Documents/Projects` + +If you don't have a projects folder, you can create one: +``` +mkdir ~/Documents/Projects +cd ~/Documents/Projects +``` + +3. **Clone the repository** + +- Go to the course's GitHub page +- Click the green 'Code' button and copy the URL +- In Terminal, type: `git clone ` + +4. **Install Anaconda:** + +- Download Anaconda from https://docs.anaconda.com/anaconda/install/mac-os/ +- Double-click the downloaded file and follow the installation prompts + +5. **Set up the environment:** + +- Open Terminal +- Navigate to the cloned repository folder using `cd path/to/repo` +- Create the environment: `conda env create -f environment.yml` +- Wait for a few minutes for all packages to be installed +- Activate the environment: `conda activate llms` + +You should see `(llms)` in your prompt, which indicates you've activated your new environment. + +6. **Start Jupyter Lab:** + +- In Terminal, type: `jupyter lab` + +For those new to Jupyter Lab / Jupyter Notebook, it's a wonderful Python DataScience environment where you can simply hit shift+enter in any cell to execute it; start at the top and work your way down! When we move to Google Colab in Week 3, you'll experience the same interface for Python runtimes in the cloud. ### When we get to it, creating your API keys @@ -64,7 +136,7 @@ Particularly during weeks 1 and 2 of the course, you'll be writing code to call - [Claude API](https://console.anthropic.com/) from Anthropic - [Gemini API](https://ai.google.dev/gemini-api) from Google -Initially we'll only use OpenAI, so you can start with that, and we'll cover the others soon afterwards. See the extra note on API costs below if that's a concern. One student mentioned to me that OpenAI can take a few minutes to register; if you initially get an error about being out of quota, wait a few minutes and try again. If it's still a problem, message me! +Initially we'll only use OpenAI, so you can start with that, and we'll cover the others soon afterwards. The webpage where you set up your OpenAI key is [here](https://platform.openai.com/api-keys). See the extra note on API costs below if that's a concern. One student mentioned to me that OpenAI can take a few minutes to register; if you initially get an error about being out of quota, wait a few minutes and try again. If it's still a problem, see more troubleshooting tips in the Week 1 Day 1 colab, and/or message me! Later in the course you'll be using the fabulous HuggingFace platform; an account is available for free at [HuggingFace](https://huggingface.co) - you can create an API token from the Avatar menu >> Settings >> Access Tokens. @@ -88,6 +160,8 @@ If you have any problems with this process, there's a simple workaround which I You should be able to use the free tier or minimal spend to complete all the projects in the class. I personally signed up for Colab Pro+ and I'm loving it - but it's not required. +Learn about Google Colab and set up a Google account (if you don't already have one) [here](https://colab.research.google.com/) + The colab links are in the Week folders and also here: - For week 3 day 1, this Google Colab shows what [colab can do](https://colab.research.google.com/drive/1DjcrYDZldAXKJ08x1uYIVCtItoLPk1Wr?usp=sharing) - For week 3 day 2, here is a colab for the HuggingFace [pipelines API](https://colab.research.google.com/drive/1aMaEw8A56xs0bRM4lu8z7ou18jqyybGm?usp=sharing) diff --git a/environment.yml b/environment.yml index 5242f36..8aaa8fe 100644 --- a/environment.yml +++ b/environment.yml @@ -30,8 +30,11 @@ dependencies: - tiktoken - jupyter-dash - plotly + - twilio + - duckdb - pip: - transformers + - sentence-transformers - datasets - accelerate - sentencepiece @@ -39,3 +42,5 @@ dependencies: - openai - gradio - gensim + - modal + diff --git a/week1/day1.ipynb b/week1/day1.ipynb index aedc23b..b212c78 100644 --- a/week1/day1.ipynb +++ b/week1/day1.ipynb @@ -40,11 +40,15 @@ "\n", "The next cell is where we load in the environment variables in your `.env` file and connect to OpenAI.\n", "\n", - "Troubleshooting if you have problems:\n", + "## Troubleshooting if you have problems:\n", "\n", "1. OpenAI takes a few minutes to register after you set up an account. If you receive an error about being over quota, try waiting a few minutes and try again.\n", - "2. As a fallback, replace the line `openai = OpenAI()` with `openai = OpenAI(api_key=\"your-key-here\")` - while it's not recommended to hard code tokens in Jupyter lab, because then you can't share your lab with others, it's a workaround for now\n", - "3. Contact me! Message me or email ed@edwarddonner.com and we will get this to work.\n", + "2. Also, double check you have the right kind of API token with the right permissions. You should find it on [this webpage](https://platform.openai.com/api-keys) and it should show with Permissions of \"All\". If not, try creating another key by:\n", + "- Pressing \"Create new secret key\" on the top right\n", + "- Select **Owned by:** you, **Project:** Default project, **Permissions:** All\n", + "- Click Create secret key, and use that new key in the code and the `.env` file (it might take a few minutes to activate)\n", + "4. As a fallback, replace the line `openai = OpenAI()` with `openai = OpenAI(api_key=\"your-key-here\")` - while it's not recommended to hard code tokens in Jupyter lab, because then you can't share your lab with others, it's a workaround for now\n", + "5. Contact me! Message me or email ed@edwarddonner.com and we will get this to work.\n", "\n", "Any concerns about API costs? See my notes in the README - costs should be minimal, and you can control it at every point." ] diff --git a/week6/day3.ipynb b/week6/day3.ipynb index e31763b..b06397a 100644 --- a/week6/day3.ipynb +++ b/week6/day3.ipynb @@ -1341,12 +1341,6 @@ "np.random.seed(42)\n", "\n", "# Separate features and target\n", - "feature_columns = [col for col in train_df.columns if col != 'price']\n", - "X_train = train_df[feature_columns]\n", - "y_train = train_df['price']\n", - "X_test = test_df[feature_columns]\n", - "y_test = test_df['price']\n", - "\n", "feature_columns = ['weight', 'rank', 'text_length', 'is_top_electronics_brand']\n", "\n", "X_train = train_df[feature_columns]\n", diff --git a/week8_wip/day1.ipynb b/week8_wip/day1.ipynb new file mode 100644 index 0000000..0429cca --- /dev/null +++ b/week8_wip/day1.ipynb @@ -0,0 +1,294 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "56297249-4a8c-4e67-b8c3-a0d8652c104e", + "metadata": {}, + "outputs": [], + "source": [ + "import modal" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0d240622-8422-4c99-8464-c04d063e4cb6", + "metadata": {}, + "outputs": [], + "source": [ + "# !modal setup" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3b133701-f550-44a1-a67f-eb7ccc4769a9", + "metadata": {}, + "outputs": [], + "source": [ + "from hello import app, hello" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0f3f73ae-1295-49f3-9099-b8b41fc3429b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Hello from Seaport, New York, US!!'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with app.run(show_progress=False):\n", + " reply=hello.local()\n", + "reply" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c1d8c6f9-edc7-4e52-9b3a-c07d7cff1ac7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Hello from Frankfurt am Main, Hesse, DE!!'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with app.run(show_progress=False):\n", + " reply=hello.remote()\n", + "reply" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cb8b6c41-8259-4329-b1c4-a1f67d26d1be", + "metadata": {}, + "outputs": [], + "source": [ + "import modal\n", + "from llama import app, generate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "db4a718a-d95d-4f61-9688-c9df21d88fe6", + "metadata": {}, + "outputs": [], + "source": [ + "with modal.enable_output():\n", + " with app.run():\n", + " result=generate.remote(\"Life is a mystery, everyone must stand alone, I hear\")\n", + "result" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a9a6844-29ec-4264-8e72-362d976b3968", + "metadata": {}, + "outputs": [], + "source": [ + "import modal\n", + "from pricer_ephemeral import app, price" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "50e6cf99-8959-4ae3-ba02-e325cb7fff94", + "metadata": {}, + "outputs": [], + "source": [ + "with modal.enable_output():\n", + " with app.run():\n", + " result=price.remote(\"Quadcast HyperX condenser mic, connects via usb-c to your computer for crystal clear audio\")\n", + "result" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f90d857-2f12-4521-bb90-28efd917f7d1", + "metadata": {}, + "outputs": [], + "source": [ + "!modal deploy pricer_service" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1dec70ff-1986-4405-8624-9bbbe0ce1f4a", + "metadata": {}, + "outputs": [], + "source": [ + "pricer = modal.Function.lookup(\"pricer-service\", \"price\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "17776139-0d9e-4ad0-bcd0-82d3a92ca61f", + "metadata": {}, + "outputs": [], + "source": [ + "pricer.remote(\"Quadcast HyperX condenser mic, connects via usb-c to your computer for crystal clear audio\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "58f5d19f-8ffc-496c-832b-04e0d5892f54", + "metadata": {}, + "outputs": [], + "source": [ + "import modal" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "f56d1e55-2a03-4ce2-bb47-2ab6b9175a02", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[2K\u001b[34m⠸\u001b[0m Creating objects.....\n", + "\u001b[38;5;244m└── \u001b[0m\u001b[34m⠋\u001b[0m Creating mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py: \n", + "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠦\u001b[0m Creating objects...\n", + "\u001b[38;5;244m└── \u001b[0m\u001b[34m⠸\u001b[0m Creating mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py: \n", + "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠏\u001b[0m Creating objects...\n", + "\u001b[38;5;244m└── \u001b[0m\u001b[34m⠦\u001b[0m Creating mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py: \n", + "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠹\u001b[0m Creating objects...\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py\n", + "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠴\u001b[0m Creating objects...load_model_to_folder.\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.download_model_to_folder.\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.*.\n", + "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠴\u001b[0m Creating objects...\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.download_model_to_folder.\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.*.\n", + "\u001b[38;5;244m└── \u001b[0m🔨 Created function Pricer.price.\n", + "\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[32m✓\u001b[0m Created objects.\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.download_model_to_folder.\n", + "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.*.\n", + "\u001b[38;5;244m└── \u001b[0m🔨 Created function Pricer.price.\n", + "\u001b[32m✓\u001b[0m App deployed in 1.570s! 🎉\n", + "\n", + "View Deployment: \u001b[35mhttps://modal.com/apps/ed-donner/main/deployed/pricer-service\u001b[0m\n" + ] + } + ], + "source": [ + "!modal deploy pricer_service2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9e19daeb-1281-484b-9d2f-95cc6fed2622", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "133.0\n" + ] + } + ], + "source": [ + "\n", + "import modal\n", + "\n", + "Pricer = modal.Cls.lookup(\"pricer-service\", \"Pricer\")\n", + "pricer = Pricer()\n", + "reply = pricer.price.remote(\"Quadcast HyperX condenser mic, connects via usb-c to your computer for crystal clear audio\")\n", + "print(reply)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ac331454-21e2-4b37-9602-4667006e34ee", + "metadata": {}, + "outputs": [], + "source": [ + "reply = pricer.price.remote(\"iphone SE\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c3a71dcd-b71d-4c48-b0d9-3ac296d2046a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "299.0" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reply" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ba9aedca-6a7b-4d30-9f64-59d76f76fb6d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week8_wip/day2.0.ipynb b/week8_wip/day2.0.ipynb new file mode 100644 index 0000000..1a56c7a --- /dev/null +++ b/week8_wip/day2.0.ipynb @@ -0,0 +1,328 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "993a2a24-1a58-42be-8034-6d116fb8d786", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "from tqdm import tqdm\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import numpy as np\n", + "import pickle\n", + "from sentence_transformers import SentenceTransformer\n", + "from datasets import load_dataset\n", + "import chromadb\n", + "from items import Item\n", + "from sklearn.manifold import TSNE\n", + "import plotly.graph_objects as go" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0e31676f-6f31-465f-a80e-02d51ff8425a", + "metadata": {}, + "outputs": [], + "source": [ + "# CONSTANTS\n", + "\n", + "HF_USER = \"ed-donner\" # your HF name here! Or use mine if you just want to reproduce my results.\n", + "DATASET_NAME = f\"{HF_USER}/pricer-data\"\n", + "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", + "DB = \"products_vectorstore\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2359ccc0-dbf2-4b1e-9473-e472b32f548b", + "metadata": {}, + "outputs": [], + "source": [ + "# environment\n", + "\n", + "load_dotenv()\n", + "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", + "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a29fcc4e-e4d7-4c54-aa6b-e5d1111ea9c4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Token is valid (permission: write).\n", + "Your token has been saved in your configured git credential helpers (osxkeychain).\n", + "Your token has been saved to /Users/ed/.cache/huggingface/token\n", + "Login successful\n" + ] + } + ], + "source": [ + "# Log in to HuggingFace\n", + "\n", + "hf_token = os.environ['HF_TOKEN']\n", + "login(hf_token, add_to_git_credential=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "688bd995-ec3e-43cd-8179-7fe14b275877", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's avoid curating all our data again! Load in the pickle files:\n", + "\n", + "with open('train.pkl', 'rb') as file:\n", + " train = pickle.load(file)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2817eaf5-4302-4a18-9148-d1062e3b3dbb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "400000" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "items = train\n", + "len(items)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "f4aab95e-d719-4476-b6e7-e248120df25a", + "metadata": {}, + "outputs": [], + "source": [ + "client = chromadb.PersistentClient(path=DB)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Deleted existing collection: products\n" + ] + } + ], + "source": [ + "# Check if the collection exists and delete it if it does\n", + "collection_name = \"products\"\n", + "existing_collection_names = [collection.name for collection in client.list_collections()]\n", + "if collection_name in existing_collection_names:\n", + " client.delete_collection(collection_name)\n", + " print(f\"Deleted existing collection: {collection_name}\")\n", + "\n", + "collection = client.create_collection(collection_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a87db200-d19d-44bf-acbd-15c45c70f5c9", + "metadata": {}, + "outputs": [], + "source": [ + "model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "38de1bf8-c9b5-45b4-9f4b-86af93b3f80d", + "metadata": {}, + "outputs": [], + "source": [ + "def description(item):\n", + " text = item.prompt.replace(\"How much does this cost to the nearest dollar?\\n\\n\", \"\")\n", + " return text.split(\"\\n\\nPrice is $\")[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8c79e2fe-1f50-4ebf-9a93-34f3088f2996", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 400/400 [21:47<00:00, 3.27s/it]\n" + ] + } + ], + "source": [ + "for i in tqdm(range(0, len(items), 1000)):\n", + " documents = [description(item) for item in items[i: i+1000]]\n", + " vectors = model.encode(documents).astype(float).tolist()\n", + " metadatas = [{\"category\": item.category, \"price\": item.price} for item in items[i: i+1000]]\n", + " ids = [f\"doc_{j}\" for j in range(i, i+1000)]\n", + " collection.add(\n", + " ids=ids,\n", + " documents=documents,\n", + " embeddings=vectors,\n", + " metadatas=metadatas\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "525fc313-8a16-4ac0-8c42-6a6d1ba1c9b8", + "metadata": {}, + "outputs": [], + "source": [ + "CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']\n", + "COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a4cf1c9a-1ced-48d4-974c-3c850905034e", + "metadata": {}, + "outputs": [], + "source": [ + "# Prework\n", + "\n", + "vectors_np = np.array(vectors)\n", + "colors = [COLORS[CATEGORIES.index(t)] for t in categories]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0c6718b3-e0fd-4319-a1b5-d9d34d6b1dd9", + "metadata": {}, + "outputs": [], + "source": [ + "# We humans find it easier to visalize things in 2D!\n", + "# Reduce the dimensionality of the vectors to 2D using t-SNE\n", + "# (t-distributed stochastic neighbor embedding)\n", + "\n", + "tsne = TSNE(n_components=2, random_state=42)\n", + "reduced_vectors = tsne.fit_transform(vectors_np)\n", + "\n", + "# Create the 2D scatter plot\n", + "fig = go.Figure(data=[go.Scatter(\n", + " x=reduced_vectors[:, 0],\n", + " y=reduced_vectors[:, 1],\n", + " mode='markers',\n", + " marker=dict(size=3, color=colors, opacity=0.8),\n", + " text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, descriptions)],\n", + " hoverinfo='text'\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='2D Chroma Vector Store Visualization',\n", + " scene=dict(xaxis_title='x',yaxis_title='y'),\n", + " width=1200,\n", + " height=800,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c54df150-c8d8-4bc3-8877-6759691eeb42", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's try 3D!\n", + "\n", + "tsne = TSNE(n_components=3, random_state=42)\n", + "reduced_vectors = tsne.fit_transform(vectors_np)\n", + "\n", + "# Create the 3D scatter plot\n", + "fig = go.Figure(data=[go.Scatter3d(\n", + " x=reduced_vectors[:, 0],\n", + " y=reduced_vectors[:, 1],\n", + " z=reduced_vectors[:, 2],\n", + " mode='markers',\n", + " marker=dict(size=3, color=colors, opacity=0.7),\n", + " text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, descriptions)],\n", + " hoverinfo='text'\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='3D Chroma Vector Store Visualization',\n", + " scene=dict(xaxis_title='x', yaxis_title='y', zaxis_title='z'),\n", + " width=1200,\n", + " height=800,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e8fb2a63-24c5-4dce-9e63-aa208272f82d", + "metadata": {}, + "outputs": [], + "source": [ + "def " + ] + } + ], + "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 +} diff --git a/week8_wip/day2.2.ipynb b/week8_wip/day2.2.ipynb new file mode 100644 index 0000000..a52c1a8 --- /dev/null +++ b/week8_wip/day2.2.ipynb @@ -0,0 +1,150 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "993a2a24-1a58-42be-8034-6d116fb8d786", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "from tqdm import tqdm\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import numpy as np\n", + "import pickle\n", + "from sentence_transformers import SentenceTransformer\n", + "from datasets import load_dataset\n", + "import chromadb\n", + "from items import Item\n", + "from sklearn.manifold import TSNE\n", + "import plotly.graph_objects as go" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "f4aab95e-d719-4476-b6e7-e248120df25a", + "metadata": {}, + "outputs": [], + "source": [ + "DB = \"products_vectorstore\"\n", + "client = chromadb.PersistentClient(path=DB)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Deleted existing collection: products\n" + ] + } + ], + "source": [ + "collection = client.get_or_create_collection('products')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "525fc313-8a16-4ac0-8c42-6a6d1ba1c9b8", + "metadata": {}, + "outputs": [], + "source": [ + "CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']\n", + "COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a4cf1c9a-1ced-48d4-974c-3c850905034e", + "metadata": {}, + "outputs": [], + "source": [ + "# Prework\n", + "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", + "vectors = np.array(result['embeddings'])\n", + "documents = result['documents']\n", + "categories = [metadata['category'] for metadata in result['metadatas']]\n", + "colors = [COLORS[CATEGORIES.index(c)] for c in categories]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c54df150-c8d8-4bc3-8877-6759691eeb42", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's try 3D!\n", + "\n", + "tsne = TSNE(n_components=3, random_state=42, max_iter=250, n_jobs=-1)\n", + "reduced_vectors = tsne.fit_transform(vectors)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e8fb2a63-24c5-4dce-9e63-aa208272f82d", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Create the 3D scatter plot\n", + "fig = go.Figure(data=[go.Scatter3d(\n", + " x=reduced_vectors[:, 0],\n", + " y=reduced_vectors[:, 1],\n", + " z=reduced_vectors[:, 2],\n", + " mode='markers',\n", + " marker=dict(size=3, color=colors, opacity=0.7),\n", + " text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, documents)],\n", + " hoverinfo='text'\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='3D Chroma Vector Store Visualization',\n", + " scene=dict(xaxis_title='x', yaxis_title='y', zaxis_title='z'),\n", + " width=1200,\n", + " height=800,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + } + ], + "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 +} diff --git a/week8_wip/day2.3.ipynb b/week8_wip/day2.3.ipynb new file mode 100644 index 0000000..f2bf0ba --- /dev/null +++ b/week8_wip/day2.3.ipynb @@ -0,0 +1,618 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 55, + "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "from tqdm import tqdm\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pickle\n", + "from collections import Counter\n", + "from openai import OpenAI\n", + "from sentence_transformers import SentenceTransformer\n", + "from datasets import load_dataset\n", + "import chromadb\n", + "from items import Item\n", + "from testing import Tester" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e6e88bd1-f89c-4b98-92fa-aa4bc1575bca", + "metadata": {}, + "outputs": [], + "source": [ + "# CONSTANTS\n", + "\n", + "HF_USER = \"ed-donner\" # your HF name here! Or use mine if you just want to reproduce my results.\n", + "DATASET_NAME = f\"{HF_USER}/pricer-data\"\n", + "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", + "DB = \"products_vectorstore\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "98666e73-938e-469d-8987-e6e55ba5e034", + "metadata": {}, + "outputs": [], + "source": [ + "# environment\n", + "\n", + "load_dotenv()\n", + "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", + "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "9a25a5cf-8f6c-4b5d-ad98-fdd096f5adf8", + "metadata": {}, + "outputs": [], + "source": [ + "openai = OpenAI()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dc696493-0b6f-48aa-9fa8-b1ae0ecaf3cd", + "metadata": {}, + "outputs": [], + "source": [ + "# Load in the test pickle file:\n", + "\n", + "with open('test.pkl', 'rb') as file:\n", + " test = pickle.load(file)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "33d38a06-0c0d-4e96-94d1-35ee183416ce", + "metadata": {}, + "outputs": [], + "source": [ + "def make_context(similars, prices):\n", + " message = \"To provide some context, here are some other items that might be similar to the item you need to estimate.\\n\\n\"\n", + " for similar, price in zip(similars, prices):\n", + " message += f\"Potentially related product:\\n{similar}\\nPrice is ${price:.2f}\\n\\n\"\n", + " return message" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "61f203b7-63b6-48ed-869b-e393b5bfcad3", + "metadata": {}, + "outputs": [], + "source": [ + "def messages_for(item, similars, prices):\n", + " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", + " user_prompt = make_context(similars, prices)\n", + " user_prompt += \"And now the question for you:\\n\\n\"\n", + " user_prompt += item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n", + " return [\n", + " {\"role\": \"system\", \"content\": system_message},\n", + " {\"role\": \"user\", \"content\": user_prompt},\n", + " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n", + " ]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b26f405d-6e1f-4caa-b97f-1f62cd9d1ebc", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "d26a1104-cd11-4361-ab25-85fb576e0582", + "metadata": {}, + "outputs": [], + "source": [ + "client = chromadb.PersistentClient(path=DB)\n", + "collection = client.get_or_create_collection('products')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "1e339760-96d8-4485-bec7-43fadcd30c4d", + "metadata": {}, + "outputs": [], + "source": [ + "def description(item):\n", + " text = item.prompt.replace(\"How much does this cost to the nearest dollar?\\n\\n\", \"\")\n", + " return text.split(\"\\n\\nPrice is $\")[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "9f759bd2-7a7e-4c1a-80a0-e12470feca89", + "metadata": {}, + "outputs": [], + "source": [ + "model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "e44dbd25-fb95-4b6b-bbbb-8da5fc817105", + "metadata": {}, + "outputs": [], + "source": [ + "def vector(item):\n", + " return model.encode([description(item)])" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "ffd5ee47-db5d-4263-b0d9-80d568c91341", + "metadata": {}, + "outputs": [], + "source": [ + "def find_similars(item):\n", + " results = collection.query(query_embeddings=vector(item).astype(float).tolist(), n_results=5)\n", + " documents = results['documents'][0][:]\n", + " prices = [m['price'] for m in results['metadatas'][0][:]]\n", + " return documents, prices" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "6f7b9ff9-fd90-4627-bb17-7c2f7bbd21f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'How much does this cost to the nearest dollar?\\n\\nMotorcraft YB3125 Fan Clutch\\nMotorcraft YB3125 Fan Clutch Package Dimensions 25.146 cms (L) x 20.066 cms (W) x 15.494 cms (H) Package Quantity 1 Product Type Auto Part Country Of Origin China Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch, Weight 5 pounds, Dimensions 10 x 7.63 x 6.25 inches, Country of Origin China, model number Exterior Painted, Manufacturer Part Rank Automotive Automotive Replacement Engine Fan Clutches 583, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Available October 10, 2007\\n\\nPrice is $225.00'" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test[1].prompt" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "ff1b2659-cc6b-47aa-a797-dd1cd3d1d6c3", + "metadata": {}, + "outputs": [], + "source": [ + "documents, prices = find_similars(test[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "24756d4d-edac-41ce-bb80-c3b6f1cea7ee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "To provide some context, here are some other items that might be similar to the item you need to estimate.\n", + "\n", + "Potentially related product:\n", + "Motorcraft Fan Clutch Assembly - YB3130\n", + "Motorcraft Fan Clutch Assembly - YB3130 Package Dimensions 7.23 L x 4 H x 6.92 W (inches) Package Weight 5 pounds Country of Origin China Part Number YB3130 Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch Assembly, Weight 5 pounds, Dimensions 6.87 x 7.32 x 5.62 inches, Country of Origin China, model number Exterior Painted, Manufacturer Part Wattage 6.92 watts, Rank Automotive Automotive Replacement Engine Fan Clutches 698, Available October 10, 2007, Dimensions LxWxH 6.87 x 7.32 x 5.62 inches\n", + "Price is $223.78\n", + "\n", + "Potentially related product:\n", + "Motorcraft- YB3126 Fan Clutch\n", + "Fan Clutch Package Dimensions 16.764 H x 24.384 L x 20.32 W (centimeters) Part number YB3126 Package Weight 7.4 pounds Fit type Vehicle Specific Brand Motorcraft, Electric fan design Blower, Power Source Electric, Style Modern, Dimensions 24\\ D x 24\\ W x 76\\ H, Room Type Bedroom, Special Feature Dishwasher Safe, Recommended Uses For Product Cycling, Mounting Type Clevis, Controller Type Wimoto, Switch Type Push Button, Weight 7.14 pounds, Included Components Fan Clutch, Model Name Fan Clutch, Manufacturer Motorcraft, Country of Origin China, model number Exterior Painted, Manufacturer Part Special Features Dishwasher Safe\n", + "Price is $197.14\n", + "\n", + "Potentially related product:\n", + "Motorcraft Fan Clutch\n", + "Motorcraft Fan Clutches are designed and tested to meet OE specifications for durability and reliability under extreme conditions. These clutches feature fluid which enhances the fan to turn faster and helps the engine reach operating temperature. They are built to maximize performance and are made from high-quality materials. Package Dimensions 14.478 H x 20.066 L x 19.558 W (centimeters) Part number YB3049 Fit type Vehicle Specific Package Weight 4.5 pounds Brand Motorcraft, Style Modern, Recommended Uses For Product Exhausting, Switch Type Push Button, Weight 0.01 Ounces, Included Components Fan Clutch, Model Name Fan Clutch, Manufacturer Motorcraft, Dimensions 7.94 x 8.06 x 4.06\n", + "Price is $183.08\n", + "\n", + "Potentially related product:\n", + "Motorcraft YB3188 Clutch\n", + "Premium aftermarket replacement parts for Ford and Lincoln vehicles, Tested to provide performance and long-life reliability. Two-year unlimited mileage warranty, labor included and no commercial exceptions. Leading Manufacturer Of High-Quality Products International Renown For Our Diverse Range Of Award-Winning Products Fully Equipped With State-Of-The-Art Technology All Products Have Been Designed With The Professional In Mind Constantly Modernizing Our Powerful Devices To Meet The Demands Of The Modern User Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch Assembly, Weight 5.8 pounds, Dimensions 6.36 x 6.38 x 2.78 inches, Exterior Painted, Manufacturer Part OEM Part Rank Automotive Automotive Replacement Engine Fan Clutches 17, Available July 1,\n", + "Price is $262.97\n", + "\n", + "Potentially related product:\n", + "Motorcraft YB3076 Fan Clutch\n", + "Motorcraft Fan Clutches are designed and tested to meet OE specifications for durability and reliability under extreme conditions. These clutches feature fluid which enhances the fan to turn faster and helps the engine reach operating temperature. They are built to maximize performance and are made from high-quality materials. Thermostatically controlled viscous fan clutch Special fluid enhances the fan to turn faster Made of high quality Durable and reliable under extreme conditions Help the engine reach operating temperature Manufacturer Motorcraft, Brand Motorcraft, Weight 5 pounds, Dimensions 18 x 10.5 x 6 inches, Country of Origin China, model number Manufacturer Part Wattage 3.6 watts, Rank Automotive Automotive Replacement Engine Fan Clutches 138, Domestic Shipping can be shipped within U.S\n", + "Price is $249.78\n", + "\n", + "\n" + ] + } + ], + "source": [ + "print(make_context(documents, prices))" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "0b81eca2-0b58-4fe8-9dd6-47f13ba5f8ee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'role': 'system', 'content': 'You estimate prices of items. Reply only with the price, no explanation'}, {'role': 'user', 'content': 'To provide some context, here are some other items that might be similar to the item you need to estimate.\\n\\nPotentially related product:\\nMotorcraft Fan Clutch Assembly - YB3130\\nMotorcraft Fan Clutch Assembly - YB3130 Package Dimensions 7.23 L x 4 H x 6.92 W (inches) Package Weight 5 pounds Country of Origin China Part Number YB3130 Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch Assembly, Weight 5 pounds, Dimensions 6.87 x 7.32 x 5.62 inches, Country of Origin China, model number Exterior Painted, Manufacturer Part Wattage 6.92 watts, Rank Automotive Automotive Replacement Engine Fan Clutches 698, Available October 10, 2007, Dimensions LxWxH 6.87 x 7.32 x 5.62 inches\\nPrice is $223.78\\n\\nPotentially related product:\\nMotorcraft- YB3126 Fan Clutch\\nFan Clutch Package Dimensions 16.764 H x 24.384 L x 20.32 W (centimeters) Part number YB3126 Package Weight 7.4 pounds Fit type Vehicle Specific Brand Motorcraft, Electric fan design Blower, Power Source Electric, Style Modern, Dimensions 24\\\\ D x 24\\\\ W x 76\\\\ H, Room Type Bedroom, Special Feature Dishwasher Safe, Recommended Uses For Product Cycling, Mounting Type Clevis, Controller Type Wimoto, Switch Type Push Button, Weight 7.14 pounds, Included Components Fan Clutch, Model Name Fan Clutch, Manufacturer Motorcraft, Country of Origin China, model number Exterior Painted, Manufacturer Part Special Features Dishwasher Safe\\nPrice is $197.14\\n\\nPotentially related product:\\nMotorcraft Fan Clutch\\nMotorcraft Fan Clutches are designed and tested to meet OE specifications for durability and reliability under extreme conditions. These clutches feature fluid which enhances the fan to turn faster and helps the engine reach operating temperature. They are built to maximize performance and are made from high-quality materials. Package Dimensions 14.478 H x 20.066 L x 19.558 W (centimeters) Part number YB3049 Fit type Vehicle Specific Package Weight 4.5 pounds Brand Motorcraft, Style Modern, Recommended Uses For Product Exhausting, Switch Type Push Button, Weight 0.01 Ounces, Included Components Fan Clutch, Model Name Fan Clutch, Manufacturer Motorcraft, Dimensions 7.94 x 8.06 x 4.06\\nPrice is $183.08\\n\\nPotentially related product:\\nMotorcraft YB3188 Clutch\\nPremium aftermarket replacement parts for Ford and Lincoln vehicles, Tested to provide performance and long-life reliability. Two-year unlimited mileage warranty, labor included and no commercial exceptions. Leading Manufacturer Of High-Quality Products International Renown For Our Diverse Range Of Award-Winning Products Fully Equipped With State-Of-The-Art Technology All Products Have Been Designed With The Professional In Mind Constantly Modernizing Our Powerful Devices To Meet The Demands Of The Modern User Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch Assembly, Weight 5.8 pounds, Dimensions 6.36 x 6.38 x 2.78 inches, Exterior Painted, Manufacturer Part OEM Part Rank Automotive Automotive Replacement Engine Fan Clutches 17, Available July 1,\\nPrice is $262.97\\n\\nPotentially related product:\\nMotorcraft YB3076 Fan Clutch\\nMotorcraft Fan Clutches are designed and tested to meet OE specifications for durability and reliability under extreme conditions. These clutches feature fluid which enhances the fan to turn faster and helps the engine reach operating temperature. They are built to maximize performance and are made from high-quality materials. Thermostatically controlled viscous fan clutch Special fluid enhances the fan to turn faster Made of high quality Durable and reliable under extreme conditions Help the engine reach operating temperature Manufacturer Motorcraft, Brand Motorcraft, Weight 5 pounds, Dimensions 18 x 10.5 x 6 inches, Country of Origin China, model number Manufacturer Part Wattage 3.6 watts, Rank Automotive Automotive Replacement Engine Fan Clutches 138, Domestic Shipping can be shipped within U.S\\nPrice is $249.78\\n\\nAnd now the question for you:\\n\\nHow much does this cost?\\n\\nMotorcraft YB3125 Fan Clutch\\nMotorcraft YB3125 Fan Clutch Package Dimensions 25.146 cms (L) x 20.066 cms (W) x 15.494 cms (H) Package Quantity 1 Product Type Auto Part Country Of Origin China Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch, Weight 5 pounds, Dimensions 10 x 7.63 x 6.25 inches, Country of Origin China, model number Exterior Painted, Manufacturer Part Rank Automotive Automotive Replacement Engine Fan Clutches 583, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Available October 10, 2007'}, {'role': 'assistant', 'content': 'Price is $'}]\n" + ] + } + ], + "source": [ + "print(messages_for(test[1], documents, prices))" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "d11f1c8d-7480-4d64-a274-b030d701f1b8", + "metadata": {}, + "outputs": [], + "source": [ + "def get_price(s):\n", + " s = s.replace('$','').replace(',','')\n", + " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", + " return float(match.group()) if match else 0" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "a919cf7d-b3d3-4968-8c96-54a0da0b0219", + "metadata": {}, + "outputs": [], + "source": [ + "# The function for gpt-4o-mini\n", + "\n", + "def gpt_4o_mini_rag(item):\n", + " documents, prices = find_similars(item)\n", + " response = openai.chat.completions.create(\n", + " model=\"gpt-4o-mini\", \n", + " messages=messages_for(item, documents, prices),\n", + " seed=42,\n", + " max_tokens=5\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "16d90455-ff7d-4f5f-8b8c-8e061263d1c7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[92m1: Guess: $312.41 Truth: $374.41 Error: $62.00 SLE: 0.03 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", + "\u001b[92m2: Guess: $201.45 Truth: $225.11 Error: $23.66 SLE: 0.01 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", + "\u001b[92m3: Guess: $44.99 Truth: $61.68 Error: $16.69 SLE: 0.10 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", + "\u001b[93m4: Guess: $379.99 Truth: $599.99 Error: $220.00 SLE: 0.21 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", + "\u001b[92m5: Guess: $16.95 Truth: $16.99 Error: $0.04 SLE: 0.00 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", + "\u001b[92m6: Guess: $12.99 Truth: $31.99 Error: $19.00 SLE: 0.74 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", + "\u001b[92m7: Guess: $68.99 Truth: $101.79 Error: $32.80 SLE: 0.15 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", + "\u001b[93m8: Guess: $399.00 Truth: $289.00 Error: $110.00 SLE: 0.10 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", + "\u001b[92m9: Guess: $699.99 Truth: $635.86 Error: $64.13 SLE: 0.01 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", + "\u001b[92m10: Guess: $79.99 Truth: $65.99 Error: $14.00 SLE: 0.04 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", + "\u001b[93m11: Guess: $329.99 Truth: $254.21 Error: $75.78 SLE: 0.07 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", + "\u001b[92m12: Guess: $407.99 Truth: $412.99 Error: $5.00 SLE: 0.00 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", + "\u001b[92m13: Guess: $215.50 Truth: $205.50 Error: $10.00 SLE: 0.00 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", + "\u001b[92m14: Guess: $259.99 Truth: $248.23 Error: $11.76 SLE: 0.00 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", + "\u001b[92m15: Guess: $399.00 Truth: $399.00 Error: $0.00 SLE: 0.00 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", + "\u001b[92m16: Guess: $349.99 Truth: $373.94 Error: $23.95 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", + "\u001b[92m17: Guess: $89.95 Truth: $92.89 Error: $2.94 SLE: 0.00 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", + "\u001b[92m18: Guess: $36.99 Truth: $51.99 Error: $15.00 SLE: 0.11 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", + "\u001b[91m19: Guess: $299.99 Truth: $179.00 Error: $120.99 SLE: 0.26 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", + "\u001b[92m20: Guess: $19.42 Truth: $19.42 Error: $0.00 SLE: 0.00 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", + "\u001b[92m21: Guess: $499.00 Truth: $539.95 Error: $40.95 SLE: 0.01 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", + "\u001b[92m22: Guess: $155.99 Truth: $147.67 Error: $8.32 SLE: 0.00 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", + "\u001b[92m23: Guess: $24.99 Truth: $24.99 Error: $0.00 SLE: 0.00 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", + "\u001b[91m24: Guess: $49.00 Truth: $149.00 Error: $100.00 SLE: 1.21 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", + "\u001b[92m25: Guess: $12.99 Truth: $16.99 Error: $4.00 SLE: 0.06 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", + "\u001b[92m26: Guess: $12.99 Truth: $7.99 Error: $5.00 SLE: 0.20 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", + "\u001b[92m27: Guess: $197.47 Truth: $199.99 Error: $2.52 SLE: 0.00 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", + "\u001b[92m28: Guess: $270.00 Truth: $251.45 Error: $18.55 SLE: 0.01 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", + "\u001b[92m29: Guess: $250.00 Truth: $231.62 Error: $18.38 SLE: 0.01 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", + "\u001b[91m30: Guess: $249.00 Truth: $135.00 Error: $114.00 SLE: 0.37 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", + "\u001b[92m31: Guess: $410.47 Truth: $356.62 Error: $53.85 SLE: 0.02 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", + "\u001b[92m32: Guess: $298.99 Truth: $257.99 Error: $41.00 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", + "\u001b[92m33: Guess: $19.99 Truth: $27.99 Error: $8.00 SLE: 0.10 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", + "\u001b[92m34: Guess: $175.91 Truth: $171.20 Error: $4.71 SLE: 0.00 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", + "\u001b[92m35: Guess: $225.00 Truth: $225.00 Error: $0.00 SLE: 0.00 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", + "\u001b[93m36: Guess: $149.99 Truth: $105.00 Error: $44.99 SLE: 0.13 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", + "\u001b[92m37: Guess: $299.99 Truth: $299.99 Error: $0.00 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", + "\u001b[93m38: Guess: $688.99 Truth: $535.09 Error: $153.90 SLE: 0.06 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", + "\u001b[92m39: Guess: $16.99 Truth: $12.33 Error: $4.66 SLE: 0.09 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", + "\u001b[93m40: Guess: $129.99 Truth: $84.99 Error: $45.00 SLE: 0.18 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", + "\u001b[92m41: Guess: $14.99 Truth: $15.99 Error: $1.00 SLE: 0.00 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", + "\u001b[92m42: Guess: $36.99 Truth: $62.44 Error: $25.45 SLE: 0.26 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", + "\u001b[92m43: Guess: $99.99 Truth: $82.99 Error: $17.00 SLE: 0.03 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", + "\u001b[93m44: Guess: $399.99 Truth: $599.95 Error: $199.96 SLE: 0.16 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", + "\u001b[93m45: Guess: $249.00 Truth: $194.99 Error: $54.01 SLE: 0.06 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", + "\u001b[92m46: Guess: $344.95 Truth: $344.95 Error: $0.00 SLE: 0.00 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", + "\u001b[92m47: Guess: $42.99 Truth: $37.99 Error: $5.00 SLE: 0.01 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", + "\u001b[92m48: Guess: $225.33 Truth: $224.35 Error: $0.98 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", + "\u001b[92m49: Guess: $875.00 Truth: $814.00 Error: $61.00 SLE: 0.01 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", + "\u001b[91m50: Guess: $249.00 Truth: $439.88 Error: $190.88 SLE: 0.32 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", + "\u001b[92m51: Guess: $304.12 Truth: $341.43 Error: $37.31 SLE: 0.01 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", + "\u001b[92m52: Guess: $34.99 Truth: $46.78 Error: $11.79 SLE: 0.08 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", + "\u001b[92m53: Guess: $194.30 Truth: $171.44 Error: $22.86 SLE: 0.02 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", + "\u001b[92m54: Guess: $399.99 Truth: $458.00 Error: $58.01 SLE: 0.02 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", + "\u001b[92m55: Guess: $129.99 Truth: $130.75 Error: $0.76 SLE: 0.00 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", + "\u001b[93m56: Guess: $39.99 Truth: $83.81 Error: $43.82 SLE: 0.53 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", + "\u001b[91m57: Guess: $119.99 Truth: $386.39 Error: $266.40 SLE: 1.35 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", + "\u001b[92m58: Guess: $159.99 Truth: $169.00 Error: $9.01 SLE: 0.00 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", + "\u001b[92m59: Guess: $15.95 Truth: $17.95 Error: $2.00 SLE: 0.01 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", + "\u001b[93m60: Guess: $202.00 Truth: $269.00 Error: $67.00 SLE: 0.08 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", + "\u001b[92m61: Guess: $39.99 Truth: $77.77 Error: $37.78 SLE: 0.43 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", + "\u001b[92m62: Guess: $87.99 Truth: $88.99 Error: $1.00 SLE: 0.00 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", + "\u001b[92m63: Guess: $362.69 Truth: $364.41 Error: $1.72 SLE: 0.00 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", + "\u001b[92m64: Guess: $130.00 Truth: $127.03 Error: $2.97 SLE: 0.00 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", + "\u001b[92m65: Guess: $778.95 Truth: $778.95 Error: $0.00 SLE: 0.00 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", + "\u001b[92m66: Guess: $179.99 Truth: $206.66 Error: $26.67 SLE: 0.02 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", + "\u001b[92m67: Guess: $49.99 Truth: $35.94 Error: $14.05 SLE: 0.10 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", + "\u001b[93m68: Guess: $89.99 Truth: $149.00 Error: $59.01 SLE: 0.25 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", + "\u001b[93m69: Guess: $197.99 Truth: $251.98 Error: $53.99 SLE: 0.06 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", + "\u001b[93m70: Guess: $222.84 Truth: $160.00 Error: $62.84 SLE: 0.11 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", + "\u001b[92m71: Guess: $39.99 Truth: $39.99 Error: $0.00 SLE: 0.00 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", + "\u001b[93m72: Guess: $249.98 Truth: $362.41 Error: $112.43 SLE: 0.14 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", + "\u001b[92m73: Guess: $286.00 Truth: $344.00 Error: $58.00 SLE: 0.03 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", + "\u001b[92m74: Guess: $28.99 Truth: $25.09 Error: $3.90 SLE: 0.02 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", + "\u001b[91m75: Guess: $85.63 Truth: $175.95 Error: $90.32 SLE: 0.51 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", + "\u001b[91m76: Guess: $269.99 Truth: $132.64 Error: $137.35 SLE: 0.50 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", + "\u001b[92m77: Guess: $349.99 Truth: $422.99 Error: $73.00 SLE: 0.04 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", + "\u001b[92m78: Guess: $180.00 Truth: $146.48 Error: $33.52 SLE: 0.04 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", + "\u001b[92m79: Guess: $162.47 Truth: $156.83 Error: $5.64 SLE: 0.00 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", + "\u001b[91m80: Guess: $129.99 Truth: $251.99 Error: $122.00 SLE: 0.43 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", + "\u001b[91m81: Guess: $139.99 Truth: $940.33 Error: $800.34 SLE: 3.60 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", + "\u001b[92m82: Guess: $52.99 Truth: $52.99 Error: $0.00 SLE: 0.00 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", + "\u001b[92m83: Guess: $249.95 Truth: $219.95 Error: $30.00 SLE: 0.02 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", + "\u001b[92m84: Guess: $437.50 Truth: $441.03 Error: $3.53 SLE: 0.00 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", + "\u001b[92m85: Guess: $145.48 Truth: $168.98 Error: $23.50 SLE: 0.02 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", + "\u001b[92m86: Guess: $3.99 Truth: $2.49 Error: $1.50 SLE: 0.13 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", + "\u001b[92m87: Guess: $79.99 Truth: $98.62 Error: $18.63 SLE: 0.04 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", + "\u001b[91m88: Guess: $109.95 Truth: $256.95 Error: $147.00 SLE: 0.71 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", + "\u001b[92m89: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", + "\u001b[92m90: Guess: $499.99 Truth: $569.84 Error: $69.85 SLE: 0.02 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", + "\u001b[91m91: Guess: $63.99 Truth: $177.99 Error: $114.00 SLE: 1.03 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", + "\u001b[92m92: Guess: $997.99 Truth: $997.99 Error: $0.00 SLE: 0.00 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", + "\u001b[92m93: Guess: $249.99 Truth: $219.00 Error: $30.99 SLE: 0.02 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", + "\u001b[92m94: Guess: $267.50 Truth: $225.55 Error: $41.95 SLE: 0.03 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", + "\u001b[91m95: Guess: $1,299.00 Truth: $495.95 Error: $803.05 SLE: 0.92 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", + "\u001b[92m96: Guess: $940.49 Truth: $942.37 Error: $1.88 SLE: 0.00 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", + "\u001b[92m97: Guess: $22.07 Truth: $1.94 Error: $20.13 SLE: 4.24 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", + "\u001b[92m98: Guess: $305.95 Truth: $284.34 Error: $21.61 SLE: 0.01 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", + "\u001b[92m99: Guess: $156.00 Truth: $171.90 Error: $15.90 SLE: 0.01 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", + "\u001b[92m100: Guess: $130.99 Truth: $144.99 Error: $14.00 SLE: 0.01 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", + "\u001b[93m101: Guess: $299.00 Truth: $470.47 Error: $171.47 SLE: 0.20 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", + "\u001b[92m102: Guess: $49.99 Truth: $66.95 Error: $16.96 SLE: 0.08 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", + "\u001b[92m103: Guess: $150.00 Truth: $117.00 Error: $33.00 SLE: 0.06 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", + "\u001b[91m104: Guess: $284.99 Truth: $172.14 Error: $112.85 SLE: 0.25 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", + "\u001b[92m105: Guess: $349.88 Truth: $392.74 Error: $42.86 SLE: 0.01 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", + "\u001b[92m106: Guess: $24.99 Truth: $16.99 Error: $8.00 SLE: 0.14 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", + "\u001b[92m107: Guess: $1.19 Truth: $1.34 Error: $0.15 SLE: 0.00 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", + "\u001b[91m108: Guess: $199.99 Truth: $349.98 Error: $149.99 SLE: 0.31 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", + "\u001b[92m109: Guess: $369.99 Truth: $370.71 Error: $0.72 SLE: 0.00 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", + "\u001b[92m110: Guess: $74.99 Truth: $65.88 Error: $9.11 SLE: 0.02 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", + "\u001b[92m111: Guess: $249.99 Truth: $229.99 Error: $20.00 SLE: 0.01 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", + "\u001b[92m112: Guess: $21.99 Truth: $9.14 Error: $12.85 SLE: 0.67 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", + "\u001b[91m113: Guess: $299.99 Truth: $199.00 Error: $100.99 SLE: 0.17 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", + "\u001b[92m114: Guess: $139.99 Truth: $109.99 Error: $30.00 SLE: 0.06 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", + "\u001b[93m115: Guess: $369.84 Truth: $570.42 Error: $200.58 SLE: 0.19 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", + "\u001b[92m116: Guess: $279.99 Truth: $279.99 Error: $0.00 SLE: 0.00 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", + "\u001b[92m117: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", + "\u001b[92m118: Guess: $29.95 Truth: $31.99 Error: $2.04 SLE: 0.00 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", + "\u001b[92m119: Guess: $24.99 Truth: $15.90 Error: $9.09 SLE: 0.19 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", + "\u001b[93m120: Guess: $88.99 Truth: $45.99 Error: $43.00 SLE: 0.42 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", + "\u001b[91m121: Guess: $259.99 Truth: $113.52 Error: $146.47 SLE: 0.68 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", + "\u001b[92m122: Guess: $479.99 Truth: $516.99 Error: $37.00 SLE: 0.01 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", + "\u001b[92m123: Guess: $178.99 Truth: $196.99 Error: $18.00 SLE: 0.01 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", + "\u001b[92m124: Guess: $76.88 Truth: $46.55 Error: $30.33 SLE: 0.24 Item: Technical Precision Replacement for GE G...\u001b[0m\n", + "\u001b[93m125: Guess: $245.09 Truth: $356.99 Error: $111.90 SLE: 0.14 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", + "\u001b[93m126: Guess: $399.00 Truth: $319.95 Error: $79.05 SLE: 0.05 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", + "\u001b[91m127: Guess: $196.36 Truth: $96.06 Error: $100.30 SLE: 0.50 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", + "\u001b[93m128: Guess: $249.99 Truth: $190.99 Error: $59.00 SLE: 0.07 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", + "\u001b[91m129: Guess: $132.58 Truth: $257.95 Error: $125.37 SLE: 0.44 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", + "\u001b[92m130: Guess: $63.50 Truth: $62.95 Error: $0.55 SLE: 0.00 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", + "\u001b[92m131: Guess: $36.99 Truth: $47.66 Error: $10.67 SLE: 0.06 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", + "\u001b[93m132: Guess: $299.99 Truth: $226.99 Error: $73.00 SLE: 0.08 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", + "\u001b[92m133: Guess: $389.00 Truth: $359.95 Error: $29.05 SLE: 0.01 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", + "\u001b[92m134: Guess: $62.00 Truth: $78.40 Error: $16.40 SLE: 0.05 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", + "\u001b[92m135: Guess: $163.90 Truth: $172.77 Error: $8.87 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", + "\u001b[92m136: Guess: $349.98 Truth: $316.45 Error: $33.53 SLE: 0.01 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", + "\u001b[92m137: Guess: $99.99 Truth: $87.99 Error: $12.00 SLE: 0.02 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", + "\u001b[93m138: Guess: $175.99 Truth: $226.63 Error: $50.64 SLE: 0.06 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", + "\u001b[92m139: Guess: $34.99 Truth: $31.49 Error: $3.50 SLE: 0.01 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", + "\u001b[92m140: Guess: $194.48 Truth: $196.00 Error: $1.52 SLE: 0.00 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", + "\u001b[93m141: Guess: $36.99 Truth: $78.40 Error: $41.41 SLE: 0.54 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", + "\u001b[92m142: Guess: $97.12 Truth: $116.25 Error: $19.13 SLE: 0.03 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", + "\u001b[92m143: Guess: $139.99 Truth: $112.78 Error: $27.21 SLE: 0.05 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", + "\u001b[92m144: Guess: $41.99 Truth: $27.32 Error: $14.67 SLE: 0.17 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", + "\u001b[93m145: Guess: $79.35 Truth: $145.91 Error: $66.56 SLE: 0.36 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", + "\u001b[92m146: Guess: $186.30 Truth: $171.09 Error: $15.21 SLE: 0.01 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", + "\u001b[91m147: Guess: $66.99 Truth: $167.95 Error: $100.96 SLE: 0.83 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", + "\u001b[92m148: Guess: $41.99 Truth: $28.49 Error: $13.50 SLE: 0.14 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", + "\u001b[92m149: Guess: $139.99 Truth: $122.23 Error: $17.76 SLE: 0.02 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", + "\u001b[92m150: Guess: $16.49 Truth: $32.99 Error: $16.50 SLE: 0.44 Item: Learning Resources Coding Critters Range...\u001b[0m\n", + "\u001b[93m151: Guess: $142.50 Truth: $71.20 Error: $71.30 SLE: 0.47 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", + "\u001b[92m152: Guess: $105.00 Truth: $112.75 Error: $7.75 SLE: 0.00 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", + "\u001b[93m153: Guess: $189.99 Truth: $142.43 Error: $47.56 SLE: 0.08 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", + "\u001b[93m154: Guess: $299.99 Truth: $398.99 Error: $99.00 SLE: 0.08 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", + "\u001b[91m155: Guess: $699.00 Truth: $449.00 Error: $250.00 SLE: 0.20 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", + "\u001b[93m156: Guess: $239.00 Truth: $189.00 Error: $50.00 SLE: 0.05 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", + "\u001b[92m157: Guess: $88.45 Truth: $120.91 Error: $32.46 SLE: 0.10 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", + "\u001b[92m158: Guess: $172.22 Truth: $203.53 Error: $31.31 SLE: 0.03 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", + "\u001b[92m159: Guess: $399.99 Truth: $349.99 Error: $50.00 SLE: 0.02 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", + "\u001b[92m160: Guess: $9.99 Truth: $34.35 Error: $24.36 SLE: 1.36 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", + "\u001b[92m161: Guess: $399.00 Truth: $384.99 Error: $14.01 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", + "\u001b[92m162: Guess: $239.00 Truth: $211.00 Error: $28.00 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", + "\u001b[93m163: Guess: $179.99 Truth: $129.00 Error: $50.99 SLE: 0.11 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", + "\u001b[91m164: Guess: $14.99 Truth: $111.45 Error: $96.46 SLE: 3.80 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", + "\u001b[92m165: Guess: $54.01 Truth: $81.12 Error: $27.11 SLE: 0.16 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", + "\u001b[92m166: Guess: $459.28 Truth: $457.08 Error: $2.20 SLE: 0.00 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", + "\u001b[92m167: Guess: $75.99 Truth: $49.49 Error: $26.50 SLE: 0.18 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", + "\u001b[92m168: Guess: $79.99 Truth: $80.56 Error: $0.57 SLE: 0.00 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", + "\u001b[92m169: Guess: $295.00 Truth: $278.39 Error: $16.61 SLE: 0.00 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", + "\u001b[92m170: Guess: $382.45 Truth: $364.50 Error: $17.95 SLE: 0.00 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", + "\u001b[91m171: Guess: $834.98 Truth: $378.99 Error: $455.99 SLE: 0.62 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", + "\u001b[92m172: Guess: $193.11 Truth: $165.28 Error: $27.83 SLE: 0.02 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", + "\u001b[92m173: Guess: $49.99 Truth: $56.74 Error: $6.75 SLE: 0.02 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", + "\u001b[91m174: Guess: $159.75 Truth: $307.95 Error: $148.20 SLE: 0.43 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", + "\u001b[91m175: Guess: $120.00 Truth: $38.00 Error: $82.00 SLE: 1.28 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", + "\u001b[92m176: Guess: $68.12 Truth: $53.00 Error: $15.12 SLE: 0.06 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", + "\u001b[92m177: Guess: $549.99 Truth: $498.00 Error: $51.99 SLE: 0.01 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", + "\u001b[91m178: Guess: $195.00 Truth: $53.99 Error: $141.01 SLE: 1.62 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", + "\u001b[93m179: Guess: $249.99 Truth: $350.00 Error: $100.01 SLE: 0.11 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", + "\u001b[92m180: Guess: $342.99 Truth: $299.95 Error: $43.04 SLE: 0.02 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", + "\u001b[92m181: Guess: $95.50 Truth: $94.93 Error: $0.57 SLE: 0.00 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", + "\u001b[92m182: Guess: $399.00 Truth: $379.00 Error: $20.00 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", + "\u001b[92m183: Guess: $299.99 Truth: $299.95 Error: $0.04 SLE: 0.00 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", + "\u001b[92m184: Guess: $17.99 Truth: $24.99 Error: $7.00 SLE: 0.10 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", + "\u001b[93m185: Guess: $119.99 Truth: $41.04 Error: $78.95 SLE: 1.12 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", + "\u001b[91m186: Guess: $149.99 Truth: $327.90 Error: $177.91 SLE: 0.61 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", + "\u001b[92m187: Guess: $12.99 Truth: $10.99 Error: $2.00 SLE: 0.02 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", + "\u001b[92m188: Guess: $14.99 Truth: $14.99 Error: $0.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", + "\u001b[93m189: Guess: $36.75 Truth: $84.95 Error: $48.20 SLE: 0.68 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", + "\u001b[93m190: Guess: $169.99 Truth: $111.00 Error: $58.99 SLE: 0.18 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", + "\u001b[93m191: Guess: $178.20 Truth: $123.73 Error: $54.47 SLE: 0.13 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", + "\u001b[92m192: Guess: $599.99 Truth: $557.38 Error: $42.61 SLE: 0.01 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", + "\u001b[93m193: Guess: $142.39 Truth: $95.55 Error: $46.84 SLE: 0.16 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", + "\u001b[92m194: Guess: $139.99 Truth: $154.00 Error: $14.01 SLE: 0.01 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", + "\u001b[92m195: Guess: $209.99 Truth: $198.99 Error: $11.00 SLE: 0.00 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", + "\u001b[91m196: Guess: $239.99 Truth: $430.44 Error: $190.45 SLE: 0.34 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", + "\u001b[92m197: Guess: $19.99 Truth: $45.67 Error: $25.68 SLE: 0.64 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", + "\u001b[91m198: Guess: $99.99 Truth: $249.00 Error: $149.01 SLE: 0.82 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", + "\u001b[92m199: Guess: $49.99 Truth: $42.99 Error: $7.00 SLE: 0.02 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", + "\u001b[93m200: Guess: $136.79 Truth: $181.33 Error: $44.54 SLE: 0.08 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", + "\u001b[92m201: Guess: $4.99 Truth: $6.03 Error: $1.04 SLE: 0.03 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", + "\u001b[92m202: Guess: $39.95 Truth: $29.99 Error: $9.96 SLE: 0.08 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", + "\u001b[93m203: Guess: $699.00 Truth: $899.00 Error: $200.00 SLE: 0.06 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", + "\u001b[93m204: Guess: $499.99 Truth: $399.99 Error: $100.00 SLE: 0.05 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", + "\u001b[92m205: Guess: $4.99 Truth: $4.66 Error: $0.33 SLE: 0.00 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", + "\u001b[92m206: Guess: $305.07 Truth: $261.41 Error: $43.66 SLE: 0.02 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", + "\u001b[92m207: Guess: $143.96 Truth: $136.97 Error: $6.99 SLE: 0.00 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", + "\u001b[92m208: Guess: $89.00 Truth: $79.00 Error: $10.00 SLE: 0.01 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", + "\u001b[91m209: Guess: $209.00 Truth: $444.99 Error: $235.99 SLE: 0.57 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", + "\u001b[92m210: Guess: $411.94 Truth: $411.94 Error: $0.00 SLE: 0.00 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", + "\u001b[92m211: Guess: $149.99 Truth: $148.40 Error: $1.59 SLE: 0.00 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", + "\u001b[91m212: Guess: $99.99 Truth: $244.99 Error: $145.00 SLE: 0.79 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", + "\u001b[92m213: Guess: $109.99 Truth: $86.50 Error: $23.49 SLE: 0.06 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", + "\u001b[91m214: Guess: $99.99 Truth: $297.95 Error: $197.96 SLE: 1.18 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", + "\u001b[93m215: Guess: $499.00 Truth: $399.99 Error: $99.01 SLE: 0.05 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", + "\u001b[92m216: Guess: $679.99 Truth: $599.00 Error: $80.99 SLE: 0.02 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", + "\u001b[92m217: Guess: $114.99 Truth: $105.99 Error: $9.00 SLE: 0.01 Item: Barbie Top Model Doll\u001b[0m\n", + "\u001b[92m218: Guess: $649.99 Truth: $689.00 Error: $39.01 SLE: 0.00 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", + "\u001b[92m219: Guess: $432.53 Truth: $404.99 Error: $27.54 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", + "\u001b[91m220: Guess: $399.05 Truth: $207.76 Error: $191.29 SLE: 0.42 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", + "\u001b[92m221: Guess: $145.88 Truth: $171.82 Error: $25.94 SLE: 0.03 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", + "\u001b[92m222: Guess: $299.99 Truth: $293.24 Error: $6.75 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", + "\u001b[92m223: Guess: $374.95 Truth: $374.95 Error: $0.00 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", + "\u001b[92m224: Guess: $111.99 Truth: $111.99 Error: $0.00 SLE: 0.00 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", + "\u001b[92m225: Guess: $34.99 Truth: $42.99 Error: $8.00 SLE: 0.04 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", + "\u001b[92m226: Guess: $139.99 Truth: $116.71 Error: $23.28 SLE: 0.03 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", + "\u001b[92m227: Guess: $145.99 Truth: $118.61 Error: $27.38 SLE: 0.04 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", + "\u001b[92m228: Guess: $124.50 Truth: $147.12 Error: $22.62 SLE: 0.03 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", + "\u001b[93m229: Guess: $179.99 Truth: $119.99 Error: $60.00 SLE: 0.16 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", + "\u001b[93m230: Guess: $469.95 Truth: $369.98 Error: $99.97 SLE: 0.06 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", + "\u001b[92m231: Guess: $299.99 Truth: $315.55 Error: $15.56 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", + "\u001b[91m232: Guess: $289.99 Truth: $190.99 Error: $99.00 SLE: 0.17 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", + "\u001b[92m233: Guess: $155.00 Truth: $155.00 Error: $0.00 SLE: 0.00 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", + "\u001b[92m234: Guess: $349.99 Truth: $349.99 Error: $0.00 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", + "\u001b[91m235: Guess: $389.99 Truth: $249.99 Error: $140.00 SLE: 0.20 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", + "\u001b[92m236: Guess: $49.99 Truth: $42.99 Error: $7.00 SLE: 0.02 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", + "\u001b[92m237: Guess: $14.99 Truth: $17.99 Error: $3.00 SLE: 0.03 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", + "\u001b[92m238: Guess: $399.00 Truth: $425.00 Error: $26.00 SLE: 0.00 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", + "\u001b[91m239: Guess: $349.99 Truth: $249.99 Error: $100.00 SLE: 0.11 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", + "\u001b[91m240: Guess: $29.99 Truth: $138.23 Error: $108.24 SLE: 2.26 Item: Schmidt Spiele - Manhattan\u001b[0m\n", + "\u001b[93m241: Guess: $499.99 Truth: $414.99 Error: $85.00 SLE: 0.03 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", + "\u001b[93m242: Guess: $240.45 Truth: $168.28 Error: $72.17 SLE: 0.13 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", + "\u001b[93m243: Guess: $239.99 Truth: $199.99 Error: $40.00 SLE: 0.03 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", + "\u001b[93m244: Guess: $183.99 Truth: $126.70 Error: $57.29 SLE: 0.14 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", + "\u001b[92m245: Guess: $8.99 Truth: $5.91 Error: $3.08 SLE: 0.14 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", + "\u001b[92m246: Guess: $191.94 Truth: $193.06 Error: $1.12 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", + "\u001b[93m247: Guess: $189.99 Truth: $249.99 Error: $60.00 SLE: 0.07 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", + "\u001b[92m248: Guess: $24.99 Truth: $64.12 Error: $39.13 SLE: 0.84 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", + "\u001b[92m249: Guess: $145.99 Truth: $114.99 Error: $31.00 SLE: 0.06 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", + "\u001b[91m250: Guess: $499.00 Truth: $926.00 Error: $427.00 SLE: 0.38 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Tester.test(gpt_4o_mini_rag, test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6d5deb3-6a2a-4484-872c-37176c5e1f07", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week8_wip/day2.4.ipynb b/week8_wip/day2.4.ipynb new file mode 100644 index 0000000..db6b980 --- /dev/null +++ b/week8_wip/day2.4.ipynb @@ -0,0 +1,1257 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 40, + "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "from tqdm import tqdm\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pickle\n", + "from collections import Counter\n", + "from openai import OpenAI\n", + "from sentence_transformers import SentenceTransformer\n", + "from datasets import load_dataset\n", + "import chromadb\n", + "from items import Item\n", + "from testing import Tester\n", + "import modal\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error, r2_score" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e6e88bd1-f89c-4b98-92fa-aa4bc1575bca", + "metadata": {}, + "outputs": [], + "source": [ + "# CONSTANTS\n", + "\n", + "HF_USER = \"ed-donner\" # your HF name here! Or use mine if you just want to reproduce my results.\n", + "DATASET_NAME = f\"{HF_USER}/pricer-data\"\n", + "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", + "DB = \"products_vectorstore\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "98666e73-938e-469d-8987-e6e55ba5e034", + "metadata": {}, + "outputs": [], + "source": [ + "# environment\n", + "\n", + "load_dotenv()\n", + "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", + "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9a25a5cf-8f6c-4b5d-ad98-fdd096f5adf8", + "metadata": {}, + "outputs": [], + "source": [ + "openai = OpenAI()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dc696493-0b6f-48aa-9fa8-b1ae0ecaf3cd", + "metadata": {}, + "outputs": [], + "source": [ + "# Load in the test pickle file:\n", + "\n", + "with open('test.pkl', 'rb') as file:\n", + " test = pickle.load(file)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "33d38a06-0c0d-4e96-94d1-35ee183416ce", + "metadata": {}, + "outputs": [], + "source": [ + "def make_context(similars, prices):\n", + " message = \"To provide some context, here are some other items that might be similar to the item you need to estimate.\\n\\n\"\n", + " for similar, price in zip(similars, prices):\n", + " message += f\"Potentially related product:\\n{similar}\\nPrice is ${price:.2f}\\n\\n\"\n", + " return message" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "61f203b7-63b6-48ed-869b-e393b5bfcad3", + "metadata": {}, + "outputs": [], + "source": [ + "def messages_for(item, similars, prices):\n", + " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", + " user_prompt = make_context(similars, prices)\n", + " user_prompt += \"And now the question for you:\\n\\n\"\n", + " user_prompt += item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n", + " return [\n", + " {\"role\": \"system\", \"content\": system_message},\n", + " {\"role\": \"user\", \"content\": user_prompt},\n", + " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n", + " ]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b26f405d-6e1f-4caa-b97f-1f62cd9d1ebc", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d26a1104-cd11-4361-ab25-85fb576e0582", + "metadata": {}, + "outputs": [], + "source": [ + "client = chromadb.PersistentClient(path=DB)\n", + "collection = client.get_or_create_collection('products')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1e339760-96d8-4485-bec7-43fadcd30c4d", + "metadata": {}, + "outputs": [], + "source": [ + "def description(item):\n", + " text = item.prompt.replace(\"How much does this cost to the nearest dollar?\\n\\n\", \"\")\n", + " return text.split(\"\\n\\nPrice is $\")[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "9f759bd2-7a7e-4c1a-80a0-e12470feca89", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ed/miniconda3/envs/llms/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e44dbd25-fb95-4b6b-bbbb-8da5fc817105", + "metadata": {}, + "outputs": [], + "source": [ + "def vector(item):\n", + " return model.encode([description(item)])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ffd5ee47-db5d-4263-b0d9-80d568c91341", + "metadata": {}, + "outputs": [], + "source": [ + "def find_similars(item):\n", + " results = collection.query(query_embeddings=vector(item).astype(float).tolist(), n_results=5)\n", + " documents = results['documents'][0][:]\n", + " prices = [m['price'] for m in results['metadatas'][0][:]]\n", + " return documents, prices" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d11f1c8d-7480-4d64-a274-b030d701f1b8", + "metadata": {}, + "outputs": [], + "source": [ + "def get_price(s):\n", + " s = s.replace('$','').replace(',','')\n", + " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", + " return float(match.group()) if match else 0" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a919cf7d-b3d3-4968-8c96-54a0da0b0219", + "metadata": {}, + "outputs": [], + "source": [ + "# The function for gpt-4o-mini\n", + "\n", + "def gpt_4o_mini_rag(item):\n", + " documents, prices = find_similars(item)\n", + " response = openai.chat.completions.create(\n", + " model=\"gpt-4o-mini\", \n", + " messages=messages_for(item, documents, prices),\n", + " seed=42,\n", + " max_tokens=5\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "8b918cfc-76c1-442a-8caa-bec500cd504b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "40.97" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gpt_4o_mini_rag(test[1000])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "c92cfc0b-b36d-456f-94cc-fe3f315cc25e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test[1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "16d90455-ff7d-4f5f-8b8c-8e061263d1c7", + "metadata": {}, + "outputs": [], + "source": [ + "Pricer = modal.Cls.lookup(\"pricer-service\", \"Pricer\")\n", + "pricer = Pricer()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "e6d5deb3-6a2a-4484-872c-37176c5e1f07", + "metadata": {}, + "outputs": [], + "source": [ + "def proprietary(item):\n", + " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", + " return pricer.price.remote(text)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "bacdf607-37b9-4997-adb1-d63abfb645b1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "182.0\n", + "201.45\n" + ] + } + ], + "source": [ + "print(proprietary(test[1]))\n", + "print(gpt_4o_mini_rag(test[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "b35532e7-098a-4ab9-a8f7-8f101b437181", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 250/250 [13:17<00:00, 3.19s/it]\n" + ] + } + ], + "source": [ + "truths = []\n", + "proprietaries = []\n", + "rags = []\n", + "for i in tqdm(range(1000,1250)):\n", + " item = test[i]\n", + " truths.append(item.price)\n", + " proprietaries.append(proprietary(item))\n", + " rags.append(gpt_4o_mini_rag(item))" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "e6ae54c7-6e8e-4333-b075-b59978fed560", + "metadata": {}, + "outputs": [], + "source": [ + "mins = [min(p,r) for p,r in zip(proprietaries, rags)]\n", + "maxes = [max(p,r) for p,r in zip(proprietaries, rags)]\n", + "\n", + "X = pd.DataFrame({\n", + " 'Proprietary': proprietaries,\n", + " 'RAG': rags,\n", + " 'Min': mins,\n", + " 'Max': maxes,\n", + "})\n", + "\n", + "# Convert y to a Series\n", + "y = pd.Series(truths)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "e68684ed-d029-4d95-bb13-eead19b20e49", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Proprietary: 0.38\n", + "RAG: 0.12\n", + "Min: 0.11\n", + "Max: 0.39\n", + "Intercept=11.23\n" + ] + } + ], + "source": [ + "# Train a Linear Regression\n", + "np.random.seed(42)\n", + "\n", + "lr = LinearRegression()\n", + "lr.fit(X, y)\n", + "\n", + "feature_columns = [\"Proprietary\", \"RAG\", \"Min\", \"Max\"]\n", + "\n", + "for feature, coef in zip(feature_columns, lr.coef_):\n", + " print(f\"{feature}: {coef:.2f}\")\n", + "print(f\"Intercept={lr.intercept_:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "28530362-97b8-42a0-bf89-967539b6f170", + "metadata": {}, + "outputs": [], + "source": [ + "def ensemble(item):\n", + " prop = proprietary(item)\n", + " rag = gpt_4o_mini_rag(item)\n", + " Xt = pd.DataFrame({\n", + " 'Proprietary': [prop],\n", + " 'RAG': [rag],\n", + " 'Min': [min(prop,rag)],\n", + " 'Max': [max(prop,rag)],\n", + " })\n", + " yt = lr.predict(Xt)\n", + " return yt[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "08021c05-340b-4ee2-9d11-4b280766976f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "396.6927460035488" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ensemble(test[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": 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Truth: $439.88 Error: $104.83 SLE: 0.07 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", + "\u001b[92m51: Guess: $346.52 Truth: $341.43 Error: $5.09 SLE: 0.00 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", + "\u001b[92m52: Guess: $60.43 Truth: $46.78 Error: $13.65 SLE: 0.06 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", + "\u001b[92m53: Guess: $208.59 Truth: $171.44 Error: $37.15 SLE: 0.04 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", + "\u001b[92m54: Guess: $483.65 Truth: $458.00 Error: $25.65 SLE: 0.00 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", + "\u001b[92m55: Guess: $142.14 Truth: $130.75 Error: $11.39 SLE: 0.01 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", + "\u001b[92m56: Guess: $61.54 Truth: $83.81 Error: $22.27 SLE: 0.09 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", + "\u001b[91m57: Guess: $177.51 Truth: $386.39 Error: $208.88 SLE: 0.60 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", + "\u001b[92m58: Guess: $159.32 Truth: $169.00 Error: $9.68 SLE: 0.00 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", + "\u001b[92m59: Guess: $27.05 Truth: $17.95 Error: $9.10 SLE: 0.15 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", + "\u001b[92m60: Guess: $285.48 Truth: $269.00 Error: $16.48 SLE: 0.00 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", + "\u001b[92m61: Guess: $104.50 Truth: $77.77 Error: $26.73 SLE: 0.09 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", + "\u001b[92m62: Guess: $94.89 Truth: $88.99 Error: $5.90 SLE: 0.00 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", + "\u001b[92m63: Guess: $337.68 Truth: $364.41 Error: $26.73 SLE: 0.01 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", + "\u001b[92m64: Guess: $142.91 Truth: $127.03 Error: $15.88 SLE: 0.01 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", + "\u001b[92m65: Guess: $721.69 Truth: $778.95 Error: $57.26 SLE: 0.01 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", + "\u001b[92m66: Guess: $205.41 Truth: $206.66 Error: $1.25 SLE: 0.00 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", + "\u001b[92m67: Guess: $55.84 Truth: $35.94 Error: $19.90 SLE: 0.19 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", + "\u001b[92m68: Guess: $176.22 Truth: $149.00 Error: $27.22 SLE: 0.03 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", + "\u001b[92m69: Guess: $232.42 Truth: $251.98 Error: $19.56 SLE: 0.01 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", + "\u001b[93m70: Guess: $227.88 Truth: $160.00 Error: $67.88 SLE: 0.12 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", + "\u001b[92m71: Guess: $50.80 Truth: $39.99 Error: $10.81 SLE: 0.05 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", + "\u001b[93m72: Guess: $260.08 Truth: $362.41 Error: $102.33 SLE: 0.11 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", + "\u001b[93m73: Guess: $429.19 Truth: $344.00 Error: $85.19 SLE: 0.05 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", + "\u001b[92m74: Guess: $41.46 Truth: $25.09 Error: $16.37 SLE: 0.24 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", + "\u001b[91m75: Guess: $93.70 Truth: $175.95 Error: $82.25 SLE: 0.39 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", + "\u001b[91m76: Guess: $339.71 Truth: $132.64 Error: $207.07 SLE: 0.88 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", + "\u001b[93m77: Guess: $291.98 Truth: $422.99 Error: $131.01 SLE: 0.14 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", + "\u001b[92m78: Guess: $170.87 Truth: $146.48 Error: $24.39 SLE: 0.02 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", + "\u001b[92m79: Guess: $186.94 Truth: $156.83 Error: $30.11 SLE: 0.03 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", + "\u001b[93m80: Guess: $185.10 Truth: $251.99 Error: $66.89 SLE: 0.09 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", + "\u001b[91m81: Guess: $271.71 Truth: $940.33 Error: $668.62 SLE: 1.53 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", + "\u001b[92m82: Guess: $64.43 Truth: $52.99 Error: $11.44 SLE: 0.04 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", + "\u001b[93m83: Guess: $296.13 Truth: $219.95 Error: $76.18 SLE: 0.09 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", + "\u001b[92m84: Guess: $449.79 Truth: $441.03 Error: $8.76 SLE: 0.00 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", + "\u001b[92m85: Guess: $177.14 Truth: $168.98 Error: $8.16 SLE: 0.00 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", + "\u001b[92m86: Guess: $14.22 Truth: $2.49 Error: $11.73 SLE: 2.17 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", + "\u001b[92m87: Guess: $91.14 Truth: $98.62 Error: $7.48 SLE: 0.01 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", + "\u001b[92m88: Guess: $242.02 Truth: $256.95 Error: $14.93 SLE: 0.00 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", + "\u001b[92m89: Guess: $35.96 Truth: $30.99 Error: $4.97 SLE: 0.02 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", + "\u001b[91m90: Guess: $851.09 Truth: $569.84 Error: $281.25 SLE: 0.16 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", + "\u001b[92m91: Guess: $166.60 Truth: $177.99 Error: $11.39 SLE: 0.00 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", + "\u001b[92m92: Guess: $998.52 Truth: $997.99 Error: $0.53 SLE: 0.00 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", + "\u001b[92m93: Guess: $201.78 Truth: $219.00 Error: $17.22 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", + "\u001b[92m94: Guess: $250.39 Truth: $225.55 Error: $24.84 SLE: 0.01 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", + "\u001b[91m95: Guess: $1,053.72 Truth: $495.95 Error: $557.77 SLE: 0.57 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", + "\u001b[92m96: Guess: $979.61 Truth: $942.37 Error: $37.24 SLE: 0.00 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", + "\u001b[92m97: Guess: $25.25 Truth: $1.94 Error: $23.31 SLE: 4.79 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", + "\u001b[92m98: Guess: $287.73 Truth: $284.34 Error: $3.39 SLE: 0.00 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", + "\u001b[92m99: Guess: $179.37 Truth: $171.90 Error: $7.47 SLE: 0.00 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", + "\u001b[93m100: Guess: $209.10 Truth: $144.99 Error: $64.11 SLE: 0.13 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", + "\u001b[93m101: Guess: $346.15 Truth: $470.47 Error: $124.32 SLE: 0.09 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", + "\u001b[92m102: Guess: $84.48 Truth: $66.95 Error: $17.53 SLE: 0.05 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", + "\u001b[92m103: Guess: $126.15 Truth: $117.00 Error: $9.15 SLE: 0.01 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", + "\u001b[91m104: Guess: $277.16 Truth: $172.14 Error: $105.02 SLE: 0.22 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", + "\u001b[92m105: Guess: $357.45 Truth: $392.74 Error: $35.29 SLE: 0.01 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", + "\u001b[92m106: Guess: $33.05 Truth: $16.99 Error: $16.06 SLE: 0.41 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", + "\u001b[92m107: Guess: $12.32 Truth: $1.34 Error: $10.98 SLE: 3.02 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", + "\u001b[93m108: Guess: $270.46 Truth: $349.98 Error: $79.52 SLE: 0.07 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", + "\u001b[92m109: Guess: $392.60 Truth: $370.71 Error: $21.89 SLE: 0.00 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", + "\u001b[92m110: Guess: $75.24 Truth: $65.88 Error: $9.36 SLE: 0.02 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", + "\u001b[93m111: Guess: $281.56 Truth: $229.99 Error: $51.57 SLE: 0.04 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", + "\u001b[92m112: Guess: $25.72 Truth: $9.14 Error: $16.58 SLE: 0.94 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", + "\u001b[91m113: Guess: $384.73 Truth: $199.00 Error: $185.73 SLE: 0.43 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", + "\u001b[91m114: Guess: $211.10 Truth: $109.99 Error: $101.11 SLE: 0.42 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", + "\u001b[93m115: Guess: $409.45 Truth: $570.42 Error: $160.97 SLE: 0.11 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", + "\u001b[92m116: Guess: $259.12 Truth: $279.99 Error: $20.87 SLE: 0.01 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", + "\u001b[92m117: Guess: $35.96 Truth: $30.99 Error: $4.97 SLE: 0.02 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", + "\u001b[92m118: Guess: $48.57 Truth: $31.99 Error: $16.58 SLE: 0.17 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", + "\u001b[93m119: Guess: $62.81 Truth: $15.90 Error: $46.91 SLE: 1.77 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", + "\u001b[93m120: Guess: $102.35 Truth: $45.99 Error: $56.36 SLE: 0.62 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", + "\u001b[91m121: Guess: $233.99 Truth: $113.52 Error: $120.47 SLE: 0.52 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", + "\u001b[92m122: Guess: $484.62 Truth: $516.99 Error: $32.37 SLE: 0.00 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", + "\u001b[93m123: Guess: $140.76 Truth: $196.99 Error: $56.23 SLE: 0.11 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", + "\u001b[93m124: Guess: $90.45 Truth: $46.55 Error: $43.90 SLE: 0.43 Item: Technical Precision Replacement for GE G...\u001b[0m\n", + "\u001b[92m125: Guess: $290.45 Truth: $356.99 Error: $66.54 SLE: 0.04 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", + "\u001b[92m126: Guess: $319.11 Truth: $319.95 Error: $0.84 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", + "\u001b[93m127: Guess: $149.52 Truth: $96.06 Error: $53.46 SLE: 0.19 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", + "\u001b[92m128: Guess: $228.95 Truth: $190.99 Error: $37.96 SLE: 0.03 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", + "\u001b[91m129: Guess: $137.26 Truth: $257.95 Error: $120.69 SLE: 0.39 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", + "\u001b[92m130: Guess: $87.48 Truth: $62.95 Error: $24.53 SLE: 0.11 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", + "\u001b[92m131: Guess: $81.59 Truth: $47.66 Error: $33.93 SLE: 0.28 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", + "\u001b[92m132: Guess: $233.78 Truth: $226.99 Error: $6.79 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", + "\u001b[92m133: Guess: $352.40 Truth: $359.95 Error: $7.55 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", + "\u001b[92m134: Guess: $87.15 Truth: $78.40 Error: $8.75 SLE: 0.01 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", + "\u001b[92m135: Guess: $165.18 Truth: $172.77 Error: $7.59 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", + "\u001b[92m136: Guess: $332.73 Truth: $316.45 Error: $16.28 SLE: 0.00 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", + "\u001b[92m137: Guess: $100.94 Truth: $87.99 Error: $12.95 SLE: 0.02 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", + "\u001b[92m138: Guess: $195.32 Truth: $226.63 Error: $31.31 SLE: 0.02 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", + "\u001b[92m139: Guess: $43.91 Truth: $31.49 Error: $12.42 SLE: 0.10 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", + "\u001b[93m140: Guess: $247.75 Truth: $196.00 Error: $51.75 SLE: 0.05 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", + "\u001b[92m141: Guess: $60.88 Truth: $78.40 Error: $17.52 SLE: 0.06 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", + "\u001b[92m142: Guess: $99.49 Truth: $116.25 Error: $16.76 SLE: 0.02 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", + "\u001b[92m143: Guess: $140.99 Truth: $112.78 Error: $28.21 SLE: 0.05 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", + "\u001b[93m144: Guess: $82.70 Truth: $27.32 Error: $55.38 SLE: 1.17 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", + "\u001b[92m145: Guess: $130.89 Truth: $145.91 Error: $15.02 SLE: 0.01 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", + "\u001b[92m146: Guess: $193.45 Truth: $171.09 Error: $22.36 SLE: 0.01 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", + "\u001b[93m147: Guess: $119.71 Truth: $167.95 Error: $48.24 SLE: 0.11 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", + "\u001b[92m148: Guess: $47.44 Truth: $28.49 Error: $18.95 SLE: 0.25 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", + "\u001b[92m149: Guess: $140.50 Truth: $122.23 Error: $18.27 SLE: 0.02 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", + "\u001b[92m150: Guess: $45.58 Truth: $32.99 Error: $12.59 SLE: 0.10 Item: Learning Resources Coding Critters Range...\u001b[0m\n", + "\u001b[93m151: Guess: $122.37 Truth: $71.20 Error: $51.17 SLE: 0.29 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", + "\u001b[92m152: Guess: $90.37 Truth: $112.75 Error: $22.38 SLE: 0.05 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", + "\u001b[92m153: Guess: $152.13 Truth: $142.43 Error: $9.70 SLE: 0.00 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", + "\u001b[93m154: Guess: $298.31 Truth: $398.99 Error: $100.68 SLE: 0.08 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", + "\u001b[91m155: Guess: $629.96 Truth: $449.00 Error: $180.96 SLE: 0.11 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", + "\u001b[92m156: Guess: $212.25 Truth: $189.00 Error: $23.25 SLE: 0.01 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", + "\u001b[92m157: Guess: $115.27 Truth: $120.91 Error: $5.64 SLE: 0.00 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", + "\u001b[92m158: Guess: $181.50 Truth: $203.53 Error: $22.03 SLE: 0.01 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", + "\u001b[92m159: Guess: $382.68 Truth: $349.99 Error: $32.69 SLE: 0.01 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", + "\u001b[92m160: Guess: $28.03 Truth: $34.35 Error: $6.32 SLE: 0.04 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", + "\u001b[92m161: Guess: $357.44 Truth: $384.99 Error: $27.55 SLE: 0.01 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", + "\u001b[92m162: Guess: $238.45 Truth: $211.00 Error: $27.45 SLE: 0.01 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", + "\u001b[91m163: Guess: $219.99 Truth: $129.00 Error: $90.99 SLE: 0.28 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", + "\u001b[91m164: Guess: $26.07 Truth: $111.45 Error: $85.38 SLE: 2.03 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", + "\u001b[92m165: Guess: $53.50 Truth: $81.12 Error: $27.62 SLE: 0.17 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", + "\u001b[92m166: Guess: $442.65 Truth: $457.08 Error: $14.43 SLE: 0.00 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", + "\u001b[92m167: Guess: $78.65 Truth: $49.49 Error: $29.16 SLE: 0.21 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", + "\u001b[93m168: Guess: $122.59 Truth: $80.56 Error: $42.03 SLE: 0.17 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", + "\u001b[92m169: Guess: $315.34 Truth: $278.39 Error: $36.95 SLE: 0.02 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", + "\u001b[92m170: Guess: $412.25 Truth: $364.50 Error: $47.75 SLE: 0.02 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", + "\u001b[91m171: Guess: $616.04 Truth: $378.99 Error: $237.05 SLE: 0.24 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", + "\u001b[93m172: Guess: $208.32 Truth: $165.28 Error: $43.04 SLE: 0.05 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", + "\u001b[92m173: Guess: $84.48 Truth: $56.74 Error: $27.74 SLE: 0.15 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", + "\u001b[93m174: Guess: $223.93 Truth: $307.95 Error: $84.02 SLE: 0.10 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", + "\u001b[93m175: Guess: $111.03 Truth: $38.00 Error: $73.03 SLE: 1.11 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", + "\u001b[92m176: Guess: $87.74 Truth: $53.00 Error: $34.74 SLE: 0.25 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", + "\u001b[92m177: Guess: $554.36 Truth: $498.00 Error: $56.36 SLE: 0.01 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", + "\u001b[91m178: Guess: $148.83 Truth: $53.99 Error: $94.84 SLE: 1.00 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", + "\u001b[92m179: Guess: $335.26 Truth: $350.00 Error: $14.74 SLE: 0.00 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", + "\u001b[92m180: Guess: $329.20 Truth: $299.95 Error: $29.25 SLE: 0.01 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", + "\u001b[92m181: Guess: $98.67 Truth: $94.93 Error: $3.74 SLE: 0.00 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", + "\u001b[92m182: Guess: $357.44 Truth: $379.00 Error: $21.56 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", + "\u001b[92m183: Guess: $269.20 Truth: $299.95 Error: $30.75 SLE: 0.01 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", + "\u001b[92m184: Guess: $27.58 Truth: $24.99 Error: $2.59 SLE: 0.01 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", + "\u001b[91m185: Guess: $139.92 Truth: $41.04 Error: $98.88 SLE: 1.46 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", + "\u001b[92m186: Guess: $273.93 Truth: $327.90 Error: $53.97 SLE: 0.03 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", + "\u001b[92m187: Guess: $33.30 Truth: $10.99 Error: $22.31 SLE: 1.10 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", + "\u001b[92m188: Guess: $26.07 Truth: $14.99 Error: $11.08 SLE: 0.28 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", + "\u001b[93m189: Guess: $38.98 Truth: $84.95 Error: $45.97 SLE: 0.59 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", + "\u001b[92m190: Guess: $136.23 Truth: $111.00 Error: $25.23 SLE: 0.04 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", + "\u001b[93m191: Guess: $165.59 Truth: $123.73 Error: $41.86 SLE: 0.08 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", + "\u001b[92m192: Guess: $550.45 Truth: $557.38 Error: $6.93 SLE: 0.00 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", + "\u001b[92m193: Guess: $122.31 Truth: $95.55 Error: $26.76 SLE: 0.06 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", + "\u001b[92m194: Guess: $155.10 Truth: $154.00 Error: $1.10 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", + "\u001b[91m195: Guess: $287.26 Truth: $198.99 Error: $88.27 SLE: 0.13 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", + "\u001b[91m196: Guess: $238.95 Truth: $430.44 Error: $191.49 SLE: 0.34 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", + "\u001b[92m197: Guess: $34.85 Truth: $45.67 Error: $10.82 SLE: 0.07 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", + "\u001b[92m198: Guess: $202.22 Truth: $249.00 Error: $46.78 SLE: 0.04 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", + "\u001b[92m199: Guess: $45.65 Truth: $42.99 Error: $2.66 SLE: 0.00 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", + "\u001b[93m200: Guess: $234.94 Truth: $181.33 Error: $53.61 SLE: 0.07 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", + "\u001b[92m201: Guess: $17.71 Truth: $6.03 Error: $11.68 SLE: 0.96 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", + "\u001b[92m202: Guess: $66.14 Truth: $29.99 Error: $36.15 SLE: 0.60 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", + "\u001b[92m203: Guess: $779.45 Truth: $899.00 Error: $119.55 SLE: 0.02 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", + "\u001b[93m204: Guess: $505.87 Truth: $399.99 Error: $105.88 SLE: 0.05 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", + "\u001b[92m205: Guess: $17.71 Truth: $4.66 Error: $13.05 SLE: 1.43 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", + "\u001b[92m206: Guess: $262.54 Truth: $261.41 Error: $1.13 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", + "\u001b[92m207: Guess: $152.70 Truth: $136.97 Error: $15.73 SLE: 0.01 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", + "\u001b[92m208: Guess: $99.28 Truth: $79.00 Error: $20.28 SLE: 0.05 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", + "\u001b[93m209: Guess: $284.73 Truth: $444.99 Error: $160.26 SLE: 0.20 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", + "\u001b[92m210: Guess: $477.10 Truth: $411.94 Error: $65.16 SLE: 0.02 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", + "\u001b[92m211: Guess: $184.17 Truth: $148.40 Error: $35.77 SLE: 0.05 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", + "\u001b[91m212: Guess: $136.24 Truth: $244.99 Error: $108.75 SLE: 0.34 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", + "\u001b[92m213: Guess: $105.98 Truth: $86.50 Error: $19.48 SLE: 0.04 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", + "\u001b[91m214: Guess: $135.48 Truth: $297.95 Error: $162.47 SLE: 0.61 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", + "\u001b[92m215: Guess: $461.22 Truth: $399.99 Error: $61.23 SLE: 0.02 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", + "\u001b[92m216: Guess: $683.93 Truth: $599.00 Error: $84.93 SLE: 0.02 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", + "\u001b[92m217: Guess: $108.50 Truth: $105.99 Error: $2.51 SLE: 0.00 Item: Barbie Top Model Doll\u001b[0m\n", + "\u001b[92m218: Guess: $575.66 Truth: $689.00 Error: $113.34 SLE: 0.03 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", + "\u001b[92m219: Guess: $372.88 Truth: $404.99 Error: $32.11 SLE: 0.01 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", + "\u001b[91m220: Guess: $309.92 Truth: $207.76 Error: $102.16 SLE: 0.16 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", + "\u001b[92m221: Guess: $183.26 Truth: $171.82 Error: $11.44 SLE: 0.00 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", + "\u001b[92m222: Guess: $298.31 Truth: $293.24 Error: $5.07 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", + "\u001b[92m223: Guess: $382.20 Truth: $374.95 Error: $7.25 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", + "\u001b[92m224: Guess: $122.03 Truth: $111.99 Error: $10.04 SLE: 0.01 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", + "\u001b[92m225: Guess: $60.43 Truth: $42.99 Error: $17.44 SLE: 0.11 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", + "\u001b[92m226: Guess: $140.99 Truth: $116.71 Error: $24.28 SLE: 0.04 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", + "\u001b[91m227: Guess: $198.63 Truth: $118.61 Error: $80.02 SLE: 0.26 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", + "\u001b[92m228: Guess: $140.92 Truth: $147.12 Error: $6.20 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", + "\u001b[93m229: Guess: $184.45 Truth: $119.99 Error: $64.46 SLE: 0.18 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", + "\u001b[93m230: Guess: $476.18 Truth: $369.98 Error: $106.20 SLE: 0.06 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", + "\u001b[92m231: Guess: $293.45 Truth: $315.55 Error: $22.10 SLE: 0.01 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", + "\u001b[93m232: Guess: $264.16 Truth: $190.99 Error: $73.17 SLE: 0.10 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", + "\u001b[92m233: Guess: $190.65 Truth: $155.00 Error: $35.65 SLE: 0.04 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", + "\u001b[92m234: Guess: $357.48 Truth: $349.99 Error: $7.49 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", + "\u001b[93m235: Guess: $314.57 Truth: $249.99 Error: $64.58 SLE: 0.05 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", + "\u001b[92m236: Guess: $55.84 Truth: $42.99 Error: $12.85 SLE: 0.07 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", + "\u001b[92m237: Guess: $26.07 Truth: $17.99 Error: $8.08 SLE: 0.13 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", + "\u001b[92m238: Guess: $357.44 Truth: $425.00 Error: $67.56 SLE: 0.03 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", + "\u001b[93m239: Guess: $304.11 Truth: $249.99 Error: $54.12 SLE: 0.04 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", + "\u001b[93m240: Guess: $59.32 Truth: $138.23 Error: $78.91 SLE: 0.70 Item: Schmidt Spiele - Manhattan\u001b[0m\n", + "\u001b[93m241: Guess: $503.44 Truth: $414.99 Error: $88.45 SLE: 0.04 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", + "\u001b[93m242: Guess: $229.96 Truth: $168.28 Error: $61.68 SLE: 0.10 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", + "\u001b[92m243: Guess: $238.95 Truth: $199.99 Error: $38.96 SLE: 0.03 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", + "\u001b[93m244: Guess: $168.51 Truth: $126.70 Error: $41.81 SLE: 0.08 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", + "\u001b[92m245: Guess: $19.16 Truth: $5.91 Error: $13.25 SLE: 1.15 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", + "\u001b[92m246: Guess: $199.69 Truth: $193.06 Error: $6.63 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", + "\u001b[93m247: Guess: $189.49 Truth: $249.99 Error: $60.50 SLE: 0.08 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", + "\u001b[92m248: Guess: $78.93 Truth: $64.12 Error: $14.81 SLE: 0.04 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", + "\u001b[91m249: Guess: $197.86 Truth: $114.99 Error: $82.87 SLE: 0.29 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", + "\u001b[93m250: Guess: $620.72 Truth: $926.00 Error: $305.28 SLE: 0.16 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Tester.test(ensemble, test)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "d0c41043-2049-4883-947f-2aad2f6954c2", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "\n", + "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", + "vectors = np.array(result['embeddings'])\n", + "documents = result['documents']\n", + "prices = [metadata['price'] for metadata in result['metadatas']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e9c3276f-ae01-478d-bb27-dc73b567b41a", + "metadata": {}, + "outputs": [], + "source": [ + "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", + "rf_model.fit(vectors, prices)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "3e8f70cd-4147-40c6-9861-a3513b7e5499", + "metadata": {}, + "outputs": [], + "source": [ + "def new_rf(item):\n", + " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", + " vector = model.encode([text])\n", + " return max(0, rf_model.predict(vector)[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "a2e3340f-7ed4-47eb-a5a9-dff4c0353f58", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "289.98609999999996" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new_rf(test[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "f91c903b-8db1-4374-807e-3a8ce282ef30", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[93m1: Guess: $289.99 Truth: $374.41 Error: $84.42 SLE: 0.06 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", + "\u001b[92m2: Guess: $196.65 Truth: $225.11 Error: $28.46 SLE: 0.02 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", + "\u001b[91m3: Guess: $213.42 Truth: $61.68 Error: $151.74 SLE: 1.51 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", + "\u001b[93m4: Guess: $364.84 Truth: $599.99 Error: $235.15 SLE: 0.25 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", + "\u001b[91m5: Guess: $195.52 Truth: $16.99 Error: $178.53 SLE: 5.72 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", + "\u001b[92m6: Guess: $69.63 Truth: $31.99 Error: $37.64 SLE: 0.58 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", + "\u001b[91m7: Guess: $275.91 Truth: $101.79 Error: $174.12 SLE: 0.98 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", + "\u001b[93m8: Guess: $222.00 Truth: $289.00 Error: $67.00 SLE: 0.07 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", + "\u001b[91m9: Guess: $275.46 Truth: $635.86 Error: $360.40 SLE: 0.70 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", + "\u001b[91m10: Guess: $182.72 Truth: $65.99 Error: $116.73 SLE: 1.02 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", + "\u001b[92m11: Guess: $259.06 Truth: $254.21 Error: $4.85 SLE: 0.00 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", + "\u001b[91m12: Guess: $220.22 Truth: $412.99 Error: $192.77 SLE: 0.39 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", + "\u001b[92m13: Guess: $171.30 Truth: $205.50 Error: $34.20 SLE: 0.03 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", + "\u001b[92m14: Guess: $267.41 Truth: $248.23 Error: $19.18 SLE: 0.01 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", + "\u001b[93m15: Guess: $286.92 Truth: $399.00 Error: $112.08 SLE: 0.11 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", + "\u001b[92m16: Guess: $349.58 Truth: $373.94 Error: $24.36 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", + "\u001b[91m17: Guess: $235.41 Truth: $92.89 Error: $142.52 SLE: 0.85 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", + "\u001b[93m18: Guess: $117.23 Truth: $51.99 Error: $65.24 SLE: 0.64 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", + "\u001b[91m19: Guess: $425.97 Truth: $179.00 Error: $246.97 SLE: 0.75 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", + "\u001b[93m20: Guess: $71.15 Truth: $19.42 Error: $51.73 SLE: 1.59 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", + "\u001b[93m21: Guess: $341.22 Truth: $539.95 Error: $198.73 SLE: 0.21 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", + "\u001b[93m22: Guess: $216.19 Truth: $147.67 Error: $68.52 SLE: 0.14 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", + "\u001b[91m23: Guess: $193.20 Truth: $24.99 Error: $168.21 SLE: 4.04 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", + "\u001b[91m24: Guess: $287.75 Truth: $149.00 Error: $138.75 SLE: 0.43 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", + "\u001b[92m25: Guess: $42.07 Truth: $16.99 Error: $25.08 SLE: 0.76 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", + "\u001b[91m26: Guess: $120.42 Truth: $7.99 Error: $112.43 SLE: 6.78 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", + "\u001b[92m27: Guess: $202.46 Truth: $199.99 Error: $2.47 SLE: 0.00 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", + "\u001b[92m28: Guess: $286.22 Truth: $251.45 Error: $34.77 SLE: 0.02 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", + "\u001b[92m29: Guess: $252.88 Truth: $231.62 Error: $21.26 SLE: 0.01 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", + "\u001b[93m30: Guess: $184.08 Truth: $135.00 Error: $49.08 SLE: 0.09 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", + "\u001b[92m31: Guess: $304.83 Truth: $356.62 Error: $51.79 SLE: 0.02 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", + "\u001b[92m32: Guess: $245.45 Truth: $257.99 Error: $12.54 SLE: 0.00 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", + "\u001b[91m33: Guess: $200.22 Truth: $27.99 Error: $172.23 SLE: 3.75 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", + "\u001b[91m34: Guess: $270.72 Truth: $171.20 Error: $99.52 SLE: 0.21 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", + "\u001b[92m35: Guess: $241.48 Truth: $225.00 Error: $16.48 SLE: 0.00 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", + "\u001b[93m36: Guess: $161.31 Truth: $105.00 Error: $56.31 SLE: 0.18 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", + "\u001b[93m37: Guess: $227.43 Truth: $299.99 Error: $72.56 SLE: 0.08 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", + "\u001b[93m38: Guess: $675.36 Truth: $535.09 Error: $140.27 SLE: 0.05 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", + "\u001b[91m39: Guess: $125.74 Truth: $12.33 Error: $113.41 SLE: 5.07 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", + "\u001b[91m40: Guess: $208.98 Truth: $84.99 Error: $123.99 SLE: 0.80 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", + "\u001b[91m41: Guess: $134.14 Truth: $15.99 Error: $118.15 SLE: 4.30 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", + "\u001b[91m42: Guess: $189.20 Truth: $62.44 Error: $126.76 SLE: 1.21 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", + "\u001b[92m43: Guess: $109.19 Truth: $82.99 Error: $26.20 SLE: 0.07 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", + "\u001b[91m44: Guess: $271.23 Truth: $599.95 Error: $328.72 SLE: 0.63 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", + "\u001b[93m45: Guess: $263.61 Truth: $194.99 Error: $68.62 SLE: 0.09 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", + "\u001b[92m46: Guess: $297.28 Truth: $344.95 Error: $47.67 SLE: 0.02 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", + "\u001b[92m47: Guess: $33.59 Truth: $37.99 Error: $4.40 SLE: 0.01 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", + "\u001b[92m48: Guess: $229.00 Truth: $224.35 Error: $4.65 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", + "\u001b[92m49: Guess: $750.53 Truth: $814.00 Error: $63.47 SLE: 0.01 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", + "\u001b[92m50: Guess: $451.85 Truth: $439.88 Error: $11.97 SLE: 0.00 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", + "\u001b[92m51: Guess: $300.12 Truth: $341.43 Error: $41.31 SLE: 0.02 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", + "\u001b[91m52: Guess: $231.35 Truth: $46.78 Error: $184.57 SLE: 2.50 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", + "\u001b[93m53: Guess: $118.61 Truth: $171.44 Error: $52.83 SLE: 0.13 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", + "\u001b[91m54: Guess: $224.06 Truth: $458.00 Error: $233.94 SLE: 0.51 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", + "\u001b[91m55: Guess: $212.47 Truth: $130.75 Error: $81.72 SLE: 0.23 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", + "\u001b[91m56: Guess: $203.98 Truth: $83.81 Error: $120.17 SLE: 0.78 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", + "\u001b[91m57: Guess: $178.24 Truth: $386.39 Error: $208.15 SLE: 0.59 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", + "\u001b[93m58: Guess: $222.32 Truth: $169.00 Error: $53.32 SLE: 0.07 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", + "\u001b[91m59: Guess: $162.16 Truth: $17.95 Error: $144.21 SLE: 4.64 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", + "\u001b[92m60: Guess: $253.29 Truth: $269.00 Error: $15.71 SLE: 0.00 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", + "\u001b[91m61: Guess: $199.17 Truth: $77.77 Error: $121.40 SLE: 0.87 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", + "\u001b[91m62: Guess: $190.35 Truth: $88.99 Error: $101.36 SLE: 0.57 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", + "\u001b[93m63: Guess: $254.11 Truth: $364.41 Error: $110.30 SLE: 0.13 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", + "\u001b[92m64: Guess: $149.02 Truth: $127.03 Error: $21.99 SLE: 0.03 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", + "\u001b[92m65: Guess: $643.93 Truth: $778.95 Error: $135.02 SLE: 0.04 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", + "\u001b[91m66: Guess: $448.25 Truth: $206.66 Error: $241.59 SLE: 0.60 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", + "\u001b[91m67: Guess: $184.53 Truth: $35.94 Error: $148.59 SLE: 2.60 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", + "\u001b[91m68: Guess: $299.63 Truth: $149.00 Error: $150.63 SLE: 0.48 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", + "\u001b[92m69: Guess: $223.16 Truth: $251.98 Error: $28.82 SLE: 0.01 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", + "\u001b[93m70: Guess: $205.25 Truth: $160.00 Error: $45.25 SLE: 0.06 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", + "\u001b[93m71: Guess: $114.25 Truth: $39.99 Error: $74.26 SLE: 1.07 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", + "\u001b[93m72: Guess: $253.33 Truth: $362.41 Error: $109.08 SLE: 0.13 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", + "\u001b[92m73: Guess: $291.06 Truth: $344.00 Error: $52.94 SLE: 0.03 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", + "\u001b[91m74: Guess: $177.42 Truth: $25.09 Error: $152.33 SLE: 3.70 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", + "\u001b[92m75: Guess: $161.97 Truth: $175.95 Error: $13.98 SLE: 0.01 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", + "\u001b[91m76: Guess: $228.21 Truth: $132.64 Error: $95.57 SLE: 0.29 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", + "\u001b[93m77: Guess: $274.40 Truth: $422.99 Error: $148.59 SLE: 0.19 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", + "\u001b[92m78: Guess: $167.17 Truth: $146.48 Error: $20.69 SLE: 0.02 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", + "\u001b[92m79: Guess: $195.23 Truth: $156.83 Error: $38.40 SLE: 0.05 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", + "\u001b[91m80: Guess: $364.50 Truth: $251.99 Error: $112.51 SLE: 0.14 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", + "\u001b[91m81: Guess: $231.66 Truth: $940.33 Error: $708.67 SLE: 1.95 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", + "\u001b[91m82: Guess: $175.86 Truth: $52.99 Error: $122.87 SLE: 1.41 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", + "\u001b[93m83: Guess: $264.10 Truth: $219.95 Error: $44.15 SLE: 0.03 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", + "\u001b[91m84: Guess: $263.57 Truth: $441.03 Error: $177.46 SLE: 0.26 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", + "\u001b[93m85: Guess: $236.33 Truth: $168.98 Error: $67.35 SLE: 0.11 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", + "\u001b[92m86: Guess: $33.74 Truth: $2.49 Error: $31.25 SLE: 5.28 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", + "\u001b[91m87: Guess: $185.74 Truth: $98.62 Error: $87.12 SLE: 0.39 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", + "\u001b[92m88: Guess: $252.21 Truth: $256.95 Error: $4.74 SLE: 0.00 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", + "\u001b[91m89: Guess: $210.60 Truth: $30.99 Error: $179.61 SLE: 3.57 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", + "\u001b[93m90: Guess: $350.19 Truth: $569.84 Error: $219.65 SLE: 0.24 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", + "\u001b[93m91: Guess: $225.92 Truth: $177.99 Error: $47.93 SLE: 0.06 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", + "\u001b[93m92: Guess: $615.80 Truth: $997.99 Error: $382.19 SLE: 0.23 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", + "\u001b[92m93: Guess: $250.11 Truth: $219.00 Error: $31.11 SLE: 0.02 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", + "\u001b[93m94: Guess: $284.68 Truth: $225.55 Error: $59.13 SLE: 0.05 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", + "\u001b[93m95: Guess: $330.56 Truth: $495.95 Error: $165.39 SLE: 0.16 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", + "\u001b[92m96: Guess: $769.64 Truth: $942.37 Error: $172.73 SLE: 0.04 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", + "\u001b[91m97: Guess: $152.95 Truth: $1.94 Error: $151.01 SLE: 15.67 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", + "\u001b[92m98: Guess: $275.14 Truth: $284.34 Error: $9.20 SLE: 0.00 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", + "\u001b[92m99: Guess: $186.59 Truth: $171.90 Error: $14.69 SLE: 0.01 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", + "\u001b[93m100: Guess: $210.11 Truth: $144.99 Error: $65.12 SLE: 0.14 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", + "\u001b[91m101: Guess: $268.78 Truth: $470.47 Error: $201.69 SLE: 0.31 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", + "\u001b[91m102: Guess: $209.91 Truth: $66.95 Error: $142.96 SLE: 1.28 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", + "\u001b[93m103: Guess: $164.40 Truth: $117.00 Error: $47.40 SLE: 0.11 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", + "\u001b[91m104: Guess: $272.69 Truth: $172.14 Error: $100.55 SLE: 0.21 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", + "\u001b[92m105: Guess: $315.63 Truth: $392.74 Error: $77.11 SLE: 0.05 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", + "\u001b[92m106: Guess: $41.32 Truth: $16.99 Error: $24.33 SLE: 0.73 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", + "\u001b[93m107: Guess: $54.31 Truth: $1.34 Error: $52.97 SLE: 10.00 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", + "\u001b[92m108: Guess: $309.54 Truth: $349.98 Error: $40.44 SLE: 0.01 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", + "\u001b[93m109: Guess: $265.19 Truth: $370.71 Error: $105.52 SLE: 0.11 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", + "\u001b[93m110: Guess: $117.45 Truth: $65.88 Error: $51.57 SLE: 0.33 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", + "\u001b[92m111: Guess: $252.53 Truth: $229.99 Error: $22.54 SLE: 0.01 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", + "\u001b[91m112: Guess: $124.10 Truth: $9.14 Error: $114.96 SLE: 6.31 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", + "\u001b[91m113: Guess: $451.74 Truth: $199.00 Error: $252.74 SLE: 0.67 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", + "\u001b[91m114: Guess: $242.77 Truth: $109.99 Error: $132.78 SLE: 0.62 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", + "\u001b[93m115: Guess: $362.67 Truth: $570.42 Error: $207.75 SLE: 0.20 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", + "\u001b[92m116: Guess: $247.70 Truth: $279.99 Error: $32.29 SLE: 0.01 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", + "\u001b[93m117: Guess: $86.58 Truth: $30.99 Error: $55.59 SLE: 1.01 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", + "\u001b[91m118: Guess: $221.84 Truth: $31.99 Error: $189.85 SLE: 3.65 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", + "\u001b[91m119: Guess: $163.77 Truth: $15.90 Error: $147.87 SLE: 5.19 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", + "\u001b[91m120: Guess: $147.15 Truth: $45.99 Error: $101.16 SLE: 1.32 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", + "\u001b[93m121: Guess: $171.90 Truth: $113.52 Error: $58.38 SLE: 0.17 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", + "\u001b[93m122: Guess: $320.91 Truth: $516.99 Error: $196.08 SLE: 0.23 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", + "\u001b[92m123: Guess: $230.24 Truth: $196.99 Error: $33.25 SLE: 0.02 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", + "\u001b[91m124: Guess: $128.13 Truth: $46.55 Error: $81.58 SLE: 1.00 Item: Technical Precision Replacement for GE G...\u001b[0m\n", + "\u001b[93m125: Guess: $283.86 Truth: $356.99 Error: $73.13 SLE: 0.05 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", + "\u001b[93m126: Guess: $223.35 Truth: $319.95 Error: $96.60 SLE: 0.13 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", + "\u001b[93m127: Guess: $151.12 Truth: $96.06 Error: $55.06 SLE: 0.20 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", + "\u001b[91m128: Guess: $279.20 Truth: $190.99 Error: $88.21 SLE: 0.14 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", + "\u001b[93m129: Guess: $205.81 Truth: $257.95 Error: $52.14 SLE: 0.05 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", + "\u001b[91m130: Guess: $193.19 Truth: $62.95 Error: $130.24 SLE: 1.23 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", + "\u001b[92m131: Guess: $56.27 Truth: $47.66 Error: $8.61 SLE: 0.03 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", + "\u001b[92m132: Guess: $241.53 Truth: $226.99 Error: $14.54 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", + "\u001b[93m133: Guess: $245.36 Truth: $359.95 Error: $114.59 SLE: 0.15 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", + "\u001b[91m134: Guess: $275.35 Truth: $78.40 Error: $196.95 SLE: 1.56 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", + "\u001b[92m135: Guess: $182.26 Truth: $172.77 Error: $9.49 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", + "\u001b[93m136: Guess: $246.42 Truth: $316.45 Error: $70.03 SLE: 0.06 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", + "\u001b[91m137: Guess: $190.34 Truth: $87.99 Error: $102.35 SLE: 0.59 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", + "\u001b[92m138: Guess: $242.90 Truth: $226.63 Error: $16.27 SLE: 0.00 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", + "\u001b[91m139: Guess: $203.65 Truth: $31.49 Error: $172.16 SLE: 3.39 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", + "\u001b[92m140: Guess: $202.23 Truth: $196.00 Error: $6.23 SLE: 0.00 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", + "\u001b[91m141: Guess: $232.95 Truth: $78.40 Error: $154.55 SLE: 1.17 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", + "\u001b[92m142: Guess: $119.45 Truth: $116.25 Error: $3.20 SLE: 0.00 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", + "\u001b[92m143: Guess: $128.62 Truth: $112.78 Error: $15.84 SLE: 0.02 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", + "\u001b[91m144: Guess: $149.51 Truth: $27.32 Error: $122.19 SLE: 2.79 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", + "\u001b[92m145: Guess: $117.07 Truth: $145.91 Error: $28.84 SLE: 0.05 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", + "\u001b[93m146: Guess: $240.20 Truth: $171.09 Error: $69.11 SLE: 0.11 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", + "\u001b[93m147: Guess: $229.93 Truth: $167.95 Error: $61.98 SLE: 0.10 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", + "\u001b[93m148: Guess: $70.24 Truth: $28.49 Error: $41.75 SLE: 0.78 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", + "\u001b[93m149: Guess: $194.08 Truth: $122.23 Error: $71.85 SLE: 0.21 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", + "\u001b[91m150: Guess: $127.91 Truth: $32.99 Error: $94.92 SLE: 1.78 Item: Learning Resources Coding Critters Range...\u001b[0m\n", + "\u001b[91m151: Guess: $198.29 Truth: $71.20 Error: $127.09 SLE: 1.03 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", + "\u001b[92m152: Guess: $102.22 Truth: $112.75 Error: $10.53 SLE: 0.01 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", + "\u001b[93m153: Guess: $187.33 Truth: $142.43 Error: $44.90 SLE: 0.07 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", + "\u001b[91m154: Guess: $230.65 Truth: $398.99 Error: $168.34 SLE: 0.30 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", + "\u001b[92m155: Guess: $432.30 Truth: $449.00 Error: $16.70 SLE: 0.00 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", + "\u001b[91m156: Guess: $313.31 Truth: $189.00 Error: $124.31 SLE: 0.25 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", + "\u001b[91m157: Guess: $246.08 Truth: $120.91 Error: $125.17 SLE: 0.50 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", + "\u001b[92m158: Guess: $241.53 Truth: $203.53 Error: $38.00 SLE: 0.03 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", + "\u001b[92m159: Guess: $322.14 Truth: $349.99 Error: $27.85 SLE: 0.01 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", + "\u001b[93m160: Guess: $87.99 Truth: $34.35 Error: $53.64 SLE: 0.85 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", + "\u001b[93m161: Guess: $242.75 Truth: $384.99 Error: $142.24 SLE: 0.21 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", + "\u001b[93m162: Guess: $284.49 Truth: $211.00 Error: $73.49 SLE: 0.09 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", + "\u001b[91m163: Guess: $309.55 Truth: $129.00 Error: $180.55 SLE: 0.76 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", + "\u001b[92m164: Guess: $142.35 Truth: $111.45 Error: $30.90 SLE: 0.06 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", + "\u001b[91m165: Guess: $180.92 Truth: $81.12 Error: $99.80 SLE: 0.63 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", + "\u001b[93m166: Guess: $343.64 Truth: $457.08 Error: $113.44 SLE: 0.08 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", + "\u001b[91m167: Guess: $161.05 Truth: $49.49 Error: $111.56 SLE: 1.36 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", + "\u001b[91m168: Guess: $205.76 Truth: $80.56 Error: $125.20 SLE: 0.87 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", + "\u001b[92m169: Guess: $318.38 Truth: $278.39 Error: $39.99 SLE: 0.02 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", + "\u001b[91m170: Guess: $217.56 Truth: $364.50 Error: $146.94 SLE: 0.26 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", + "\u001b[93m171: Guess: $295.88 Truth: $378.99 Error: $83.11 SLE: 0.06 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", + "\u001b[92m172: Guess: $170.66 Truth: $165.28 Error: $5.38 SLE: 0.00 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", + "\u001b[91m173: Guess: $178.03 Truth: $56.74 Error: $121.29 SLE: 1.28 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", + "\u001b[92m174: Guess: $272.06 Truth: $307.95 Error: $35.89 SLE: 0.02 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", + "\u001b[91m175: Guess: $181.12 Truth: $38.00 Error: $143.12 SLE: 2.38 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", + "\u001b[91m176: Guess: $137.09 Truth: $53.00 Error: $84.09 SLE: 0.88 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", + "\u001b[93m177: Guess: $356.92 Truth: $498.00 Error: $141.08 SLE: 0.11 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", + "\u001b[91m178: Guess: $187.52 Truth: $53.99 Error: $133.53 SLE: 1.52 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", + "\u001b[93m179: Guess: $265.83 Truth: $350.00 Error: $84.17 SLE: 0.08 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", + "\u001b[93m180: Guess: $189.75 Truth: $299.95 Error: $110.20 SLE: 0.21 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", + "\u001b[93m181: Guess: $154.51 Truth: $94.93 Error: $59.58 SLE: 0.23 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", + "\u001b[92m182: Guess: $340.72 Truth: $379.00 Error: $38.28 SLE: 0.01 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", + "\u001b[92m183: Guess: $260.93 Truth: $299.95 Error: $39.02 SLE: 0.02 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", + "\u001b[92m184: Guess: $23.47 Truth: $24.99 Error: $1.52 SLE: 0.00 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", + "\u001b[91m185: Guess: $168.79 Truth: $41.04 Error: $127.75 SLE: 1.95 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", + "\u001b[91m186: Guess: $178.84 Truth: $327.90 Error: $149.06 SLE: 0.36 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", + "\u001b[93m187: Guess: $84.38 Truth: $10.99 Error: $73.39 SLE: 3.85 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", + "\u001b[91m188: Guess: $176.17 Truth: $14.99 Error: $161.18 SLE: 5.78 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", + "\u001b[93m189: Guess: $153.01 Truth: $84.95 Error: $68.06 SLE: 0.34 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", + "\u001b[93m190: Guess: $161.62 Truth: $111.00 Error: $50.62 SLE: 0.14 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", + "\u001b[92m191: Guess: $123.82 Truth: $123.73 Error: $0.09 SLE: 0.00 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", + "\u001b[91m192: Guess: $263.09 Truth: $557.38 Error: $294.29 SLE: 0.56 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", + "\u001b[91m193: Guess: $230.51 Truth: $95.55 Error: $134.96 SLE: 0.76 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", + "\u001b[93m194: Guess: $197.09 Truth: $154.00 Error: $43.09 SLE: 0.06 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", + "\u001b[91m195: Guess: $283.31 Truth: $198.99 Error: $84.32 SLE: 0.12 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", + "\u001b[91m196: Guess: $232.72 Truth: $430.44 Error: $197.72 SLE: 0.38 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", + "\u001b[92m197: Guess: $69.51 Truth: $45.67 Error: $23.84 SLE: 0.17 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", + "\u001b[92m198: Guess: $202.40 Truth: $249.00 Error: $46.60 SLE: 0.04 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", + "\u001b[91m199: Guess: $188.27 Truth: $42.99 Error: $145.28 SLE: 2.13 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", + "\u001b[93m200: Guess: $229.98 Truth: $181.33 Error: $48.65 SLE: 0.06 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", + "\u001b[91m201: Guess: $129.27 Truth: $6.03 Error: $123.24 SLE: 8.52 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", + "\u001b[92m202: Guess: $66.84 Truth: $29.99 Error: $36.85 SLE: 0.61 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", + "\u001b[91m203: Guess: $475.84 Truth: $899.00 Error: $423.16 SLE: 0.40 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", + "\u001b[93m204: Guess: $244.67 Truth: $399.99 Error: $155.32 SLE: 0.24 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", + "\u001b[91m205: Guess: $117.68 Truth: $4.66 Error: $113.02 SLE: 9.26 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", + "\u001b[92m206: Guess: $233.33 Truth: $261.41 Error: $28.08 SLE: 0.01 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", + "\u001b[91m207: Guess: $237.41 Truth: $136.97 Error: $100.44 SLE: 0.30 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", + "\u001b[93m208: Guess: $158.58 Truth: $79.00 Error: $79.58 SLE: 0.48 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", + "\u001b[91m209: Guess: $266.64 Truth: $444.99 Error: $178.35 SLE: 0.26 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", + "\u001b[93m210: Guess: $267.25 Truth: $411.94 Error: $144.69 SLE: 0.19 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", + "\u001b[92m211: Guess: $183.99 Truth: $148.40 Error: $35.59 SLE: 0.05 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", + "\u001b[91m212: Guess: $92.06 Truth: $244.99 Error: $152.93 SLE: 0.94 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", + "\u001b[93m213: Guess: $160.28 Truth: $86.50 Error: $73.78 SLE: 0.37 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", + "\u001b[92m214: Guess: $347.18 Truth: $297.95 Error: $49.23 SLE: 0.02 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", + "\u001b[91m215: Guess: $609.55 Truth: $399.99 Error: $209.56 SLE: 0.18 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", + "\u001b[91m216: Guess: $253.60 Truth: $599.00 Error: $345.40 SLE: 0.73 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", + "\u001b[91m217: Guess: $256.05 Truth: $105.99 Error: $150.06 SLE: 0.77 Item: Barbie Top Model Doll\u001b[0m\n", + "\u001b[91m218: Guess: $339.29 Truth: $689.00 Error: $349.71 SLE: 0.50 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", + "\u001b[93m219: Guess: $298.40 Truth: $404.99 Error: $106.59 SLE: 0.09 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", + "\u001b[92m220: Guess: $247.74 Truth: $207.76 Error: $39.98 SLE: 0.03 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", + "\u001b[92m221: Guess: $192.55 Truth: $171.82 Error: $20.73 SLE: 0.01 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", + "\u001b[92m222: Guess: $315.71 Truth: $293.24 Error: $22.47 SLE: 0.01 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", + "\u001b[92m223: Guess: $328.66 Truth: $374.95 Error: $46.29 SLE: 0.02 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", + "\u001b[93m224: Guess: $176.14 Truth: $111.99 Error: $64.15 SLE: 0.20 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", + "\u001b[93m225: Guess: $120.42 Truth: $42.99 Error: $77.43 SLE: 1.03 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", + "\u001b[92m226: Guess: $126.11 Truth: $116.71 Error: $9.40 SLE: 0.01 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", + "\u001b[91m227: Guess: $231.64 Truth: $118.61 Error: $113.03 SLE: 0.44 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", + "\u001b[93m228: Guess: $206.73 Truth: $147.12 Error: $59.61 SLE: 0.11 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", + "\u001b[91m229: Guess: $205.92 Truth: $119.99 Error: $85.93 SLE: 0.29 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", + "\u001b[91m230: Guess: $191.61 Truth: $369.98 Error: $178.37 SLE: 0.43 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", + "\u001b[92m231: Guess: $318.76 Truth: $315.55 Error: $3.21 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", + "\u001b[91m232: Guess: $300.04 Truth: $190.99 Error: $109.05 SLE: 0.20 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", + "\u001b[93m233: Guess: $223.57 Truth: $155.00 Error: $68.57 SLE: 0.13 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", + "\u001b[92m234: Guess: $350.14 Truth: $349.99 Error: $0.15 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", + "\u001b[93m235: Guess: $335.16 Truth: $249.99 Error: $85.17 SLE: 0.09 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", + "\u001b[91m236: Guess: $219.97 Truth: $42.99 Error: $176.98 SLE: 2.61 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", + "\u001b[92m237: Guess: $20.16 Truth: $17.99 Error: $2.17 SLE: 0.01 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", + "\u001b[93m238: Guess: $256.65 Truth: $425.00 Error: $168.35 SLE: 0.25 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", + "\u001b[93m239: Guess: $316.76 Truth: $249.99 Error: $66.77 SLE: 0.06 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", + "\u001b[92m240: Guess: $151.29 Truth: $138.23 Error: $13.06 SLE: 0.01 Item: Schmidt Spiele - Manhattan\u001b[0m\n", + "\u001b[91m241: Guess: $215.38 Truth: $414.99 Error: $199.61 SLE: 0.43 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", + "\u001b[93m242: Guess: $218.23 Truth: $168.28 Error: $49.95 SLE: 0.07 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", + "\u001b[92m243: Guess: $211.17 Truth: $199.99 Error: $11.18 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", + "\u001b[93m244: Guess: $203.54 Truth: $126.70 Error: $76.84 SLE: 0.22 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", + "\u001b[91m245: Guess: $190.61 Truth: $5.91 Error: $184.70 SLE: 11.04 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", + "\u001b[93m246: Guess: $246.34 Truth: $193.06 Error: $53.28 SLE: 0.06 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", + "\u001b[92m247: Guess: $255.22 Truth: $249.99 Error: $5.23 SLE: 0.00 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", + "\u001b[91m248: Guess: $222.52 Truth: $64.12 Error: $158.40 SLE: 1.52 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", + "\u001b[91m249: Guess: $232.94 Truth: $114.99 Error: $117.95 SLE: 0.49 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", + "\u001b[91m250: Guess: $293.70 Truth: $926.00 Error: $632.30 SLE: 1.31 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Tester.test(new_rf, test)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "3c8e23c5-1ed3-4bd1-a3c0-129d4712c93a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 250/250 [00:08<00:00, 30.84it/s]\n" + ] + } + ], + "source": [ + "forests = []\n", + "for i in tqdm(range(1000,1250)):\n", + " item = test[i]\n", + " forests.append(new_rf(item))" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "8e2eca63-8230-4904-9a79-7e779747479e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [49:20<00:00, 2.96s/it]\n" + ] + } + ], + "source": [ + "truths2 = []\n", + "proprietaries2 = []\n", + "rags2 = []\n", + "forests2 = []\n", + "for i in tqdm(range(1000,2000)):\n", + " item = test[i]\n", + " truths2.append(item.price)\n", + " proprietaries2.append(proprietary(item))\n", + " rags2.append(gpt_4o_mini_rag(item))\n", + " forests2.append(new_rf(item))" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "0a3e057f-05c5-4f8f-8b3b-0afdfccc1412", + "metadata": {}, + "outputs": [], + "source": [ + "mins2 = [min(p,r,f) for p,r,f in zip(proprietaries2, rags2, forests2)]\n", + "maxes2 = [max(p,r,f) for p,r,f in zip(proprietaries2, rags2, forests2)]\n", + "\n", + "\n", + "\n", + "X2 = pd.DataFrame({\n", + " 'Proprietary': proprietaries2,\n", + " 'RAG': rags2,\n", + " 'Forest': forests2,\n", + " 'Min': mins2,\n", + " 'Max': maxes2,\n", + "})\n", + "\n", + "# Convert y to a Series\n", + "y2 = pd.Series(truths2)" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "1ae62175-b955-428e-b077-705c49ee71bd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Proprietary: 0.46\n", + "RAG: 0.56\n", + "Forest: 0.04\n", + "Min: 0.06\n", + "Max: -0.12\n", + "Intercept=11.23\n" + ] + } + ], + "source": [ + "# Train a Linear Regression\n", + "np.random.seed(42)\n", + "\n", + "lr2 = LinearRegression()\n", + "lr2.fit(X2, y2)\n", + "\n", + "feature_columns = X2.columns.tolist()\n", + "\n", + "for feature, coef in zip(feature_columns, lr2.coef_):\n", + " print(f\"{feature}: {coef:.2f}\")\n", + "print(f\"Intercept={lr.intercept_:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "214a3831-c464-4218-a349-534b6bda7f12", + "metadata": {}, + "outputs": [], + "source": [ + "def ensemble2(item):\n", + " prop = proprietary(item)\n", + " rag = gpt_4o_mini_rag(item)\n", + " r_f = new_rf(item)\n", + " Xt2 = pd.DataFrame({\n", + " 'Proprietary': [prop],\n", + " 'RAG': [rag],\n", + " 'Forest': [r_f],\n", + " 'Min': [min(prop,rag, r_f)],\n", + " 'Max': [max(prop,rag, r_f)],\n", + " })\n", + " yt2 = lr.predict(Xt2)\n", + " return yt2[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "id": "b234cb68-af68-4475-ae18-8892aac6b74e", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "The feature names should match those that were passed during fit.\nFeature names unseen at fit time:\n- Forest\n", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[130], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mTester\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mensemble2\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/dev/llm_engineering/week8/testing.py:75\u001b[0m, in \u001b[0;36mtest\u001b[0;34m(cls, function, data)\u001b[0m\n", + "File \u001b[0;32m~/dev/llm_engineering/week8/testing.py:70\u001b[0m, in \u001b[0;36mrun\u001b[0;34m(self)\u001b[0m\n", + "File \u001b[0;32m~/dev/llm_engineering/week8/testing.py:33\u001b[0m, in \u001b[0;36mrun_datapoint\u001b[0;34m(self, i)\u001b[0m\n", + "Cell \u001b[0;32mIn[129], line 12\u001b[0m, in \u001b[0;36mensemble2\u001b[0;34m(item)\u001b[0m\n\u001b[1;32m 4\u001b[0m r_f \u001b[38;5;241m=\u001b[39m new_rf(item)\n\u001b[1;32m 5\u001b[0m Xt2 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame({\n\u001b[1;32m 6\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mProprietary\u001b[39m\u001b[38;5;124m'\u001b[39m: [prop],\n\u001b[1;32m 7\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRAG\u001b[39m\u001b[38;5;124m'\u001b[39m: [rag],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMax\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;28mmax\u001b[39m(prop,rag, r_f)],\n\u001b[1;32m 11\u001b[0m })\n\u001b[0;32m---> 12\u001b[0m yt2 \u001b[38;5;241m=\u001b[39m \u001b[43mlr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mXt2\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m yt2[\u001b[38;5;241m0\u001b[39m]\n", + "File \u001b[0;32m~/miniconda3/envs/llms/lib/python3.11/site-packages/sklearn/linear_model/_base.py:306\u001b[0m, in \u001b[0;36mLinearModel.predict\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpredict\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m 293\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 294\u001b[0m \u001b[38;5;124;03m Predict using the linear model.\u001b[39;00m\n\u001b[1;32m 295\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 304\u001b[0m \u001b[38;5;124;03m Returns predicted values.\u001b[39;00m\n\u001b[1;32m 305\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 306\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_decision_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/miniconda3/envs/llms/lib/python3.11/site-packages/sklearn/linear_model/_base.py:285\u001b[0m, in \u001b[0;36mLinearModel._decision_function\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 282\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_decision_function\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m 283\u001b[0m check_is_fitted(\u001b[38;5;28mself\u001b[39m)\n\u001b[0;32m--> 285\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccept_sparse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsc\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcoo\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 286\u001b[0m coef_ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcoef_\n\u001b[1;32m 287\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m coef_\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n", + "File \u001b[0;32m~/miniconda3/envs/llms/lib/python3.11/site-packages/sklearn/base.py:608\u001b[0m, in \u001b[0;36mBaseEstimator._validate_data\u001b[0;34m(self, X, y, reset, validate_separately, cast_to_ndarray, **check_params)\u001b[0m\n\u001b[1;32m 537\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_validate_data\u001b[39m(\n\u001b[1;32m 538\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 539\u001b[0m X\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mno_validation\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 544\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcheck_params,\n\u001b[1;32m 545\u001b[0m ):\n\u001b[1;32m 546\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Validate input data and set or check the `n_features_in_` attribute.\u001b[39;00m\n\u001b[1;32m 547\u001b[0m \n\u001b[1;32m 548\u001b[0m \u001b[38;5;124;03m Parameters\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 606\u001b[0m \u001b[38;5;124;03m validated.\u001b[39;00m\n\u001b[1;32m 607\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 608\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_check_feature_names\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreset\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 610\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m y \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_tags()[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequires_y\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n\u001b[1;32m 611\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 612\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThis \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m estimator \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 613\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequires y to be passed, but the target y is None.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 614\u001b[0m )\n", + "File \u001b[0;32m~/miniconda3/envs/llms/lib/python3.11/site-packages/sklearn/base.py:535\u001b[0m, in \u001b[0;36mBaseEstimator._check_feature_names\u001b[0;34m(self, X, reset)\u001b[0m\n\u001b[1;32m 530\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m missing_names \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m unexpected_names:\n\u001b[1;32m 531\u001b[0m message \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 532\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFeature names must be in the same order as they were in fit.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 533\u001b[0m )\n\u001b[0;32m--> 535\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(message)\n", + "\u001b[0;31mValueError\u001b[0m: The feature names should match those that were passed during fit.\nFeature names unseen at fit time:\n- Forest\n" + ] + } + ], + "source": [ + "Tester.test(ensemble2, test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "10a7275f-1aa9-4446-9100-a7a0ba0215f2", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week8_wip/hello.py b/week8_wip/hello.py new file mode 100644 index 0000000..ee969df --- /dev/null +++ b/week8_wip/hello.py @@ -0,0 +1,19 @@ +import modal +from modal import App, Volume, Image + +# Setup + +app = modal.App("hello") +image = Image.debian_slim().pip_install("requests") +gpu = "T4" + +# Hello! + +@app.function(image=image) +def hello() -> str: + import requests + + response = requests.get('https://ipinfo.io/json') + data = response.json() + city, region, country = data['city'], data['region'], data['country'] + return f"Hello from {city}, {region}, {country}!!" diff --git a/week8_wip/items.py b/week8_wip/items.py new file mode 100644 index 0000000..1acaf5d --- /dev/null +++ b/week8_wip/items.py @@ -0,0 +1,101 @@ +from typing import Optional +from transformers import AutoTokenizer +import re + +BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B" +MIN_TOKENS = 150 +MAX_TOKENS = 160 +MIN_CHARS = 300 +CEILING_CHARS = MAX_TOKENS * 7 + +class Item: + """ + An Item is a cleaned, curated datapoint of a Product with a Price + """ + + tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True) + PREFIX = "Price is $" + QUESTION = "How much does this cost to the nearest dollar?" + REMOVALS = ['"Batteries Included?": "No"', '"Batteries Included?": "Yes"', '"Batteries Required?": "No"', '"Batteries Required?": "Yes"', "By Manufacturer", "Item", "Date First", "Package", ":", "Number of", "Best Sellers", "Number", "Product "] + + title: str + price: float + category: str + token_count: int = 0 + details: Optional[str] + prompt: Optional[str] = None + include = False + + def __init__(self, data, price): + self.title = data['title'] + self.price = price + self.parse(data) + + def scrub_details(self): + """ + Clean up the details string by removing common text that doesn't add value + """ + details = self.details + for remove in self.REMOVALS: + details = details.replace(remove, "") + return details + + def scrub(self, stuff): + """ + Clean up the provided text by removing unnecessary characters and whitespace + Also remove words that are 7+ chars and contain numbers, as these are likely irrelevant product numbers + """ + stuff = re.sub(r'[:\[\]"{}【】\s]+', ' ', stuff).strip() + stuff = stuff.replace(" ,", ",").replace(",,,",",").replace(",,",",") + words = stuff.split(' ') + select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)] + return " ".join(select) + + def parse(self, data): + """ + Parse this datapoint and if it fits within the allowed Token range, + then set include to True + """ + contents = '\n'.join(data['description']) + if contents: + contents += '\n' + features = '\n'.join(data['features']) + if features: + contents += features + '\n' + self.details = data['details'] + if self.details: + contents += self.scrub_details() + '\n' + if len(contents) > MIN_CHARS: + contents = contents[:CEILING_CHARS] + text = f"{self.scrub(self.title)}\n{self.scrub(contents)}" + tokens = self.tokenizer.encode(text, add_special_tokens=False) + if len(tokens) > MIN_TOKENS: + tokens = tokens[:MAX_TOKENS] + text = self.tokenizer.decode(tokens) + self.make_prompt(text) + self.include = True + + def make_prompt(self, text): + """ + Set the prompt instance variable to be a prompt appropriate for training + """ + self.prompt = f"{self.QUESTION}\n\n{text}\n\n" + self.prompt += f"{self.PREFIX}{str(round(self.price))}.00" + self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False)) + + def test_prompt(self): + """ + Return a prompt suitable for testing, with the actual price removed + """ + return self.prompt.split(self.PREFIX)[0] + self.PREFIX + + def __repr__(self): + """ + Return a String version of this Item + """ + return f"<{self.title} = ${self.price}>" + + + + + \ No newline at end of file diff --git a/week8_wip/llama.py b/week8_wip/llama.py new file mode 100644 index 0000000..0a29aa7 --- /dev/null +++ b/week8_wip/llama.py @@ -0,0 +1,44 @@ +import modal +from modal import App, Volume, Image + +# Setup + +app = modal.App("llama") +image = Image.debian_slim().pip_install("torch", "transformers", "bitsandbytes", "accelerate") +secrets = [modal.Secret.from_name("hf-secret")] +GPU = "T4" +MODEL_NAME = "meta-llama/Meta-Llama-3.1-8B" + + + +@app.function(image=image, secrets=secrets, gpu=GPU) +def generate(prompt: str) -> str: + import os + import torch + from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, set_seed + + # Quant Config + quant_config = BitsAndBytesConfig( + load_in_4bit=True, + bnb_4bit_use_double_quant=True, + bnb_4bit_compute_dtype=torch.bfloat16, + bnb_4bit_quant_type="nf4" + ) + + # Load model and tokenizer + + tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME) + tokenizer.pad_token = tokenizer.eos_token + tokenizer.padding_side = "right" + + model = AutoModelForCausalLM.from_pretrained( + MODEL_NAME, + quantization_config=quant_config, + device_map="auto" + ) + + set_seed(42) + inputs = tokenizer.encode(prompt, return_tensors="pt").to("cuda") + attention_mask = torch.ones(inputs.shape, device="cuda") + outputs = model.generate(inputs, attention_mask=attention_mask, max_new_tokens=5, num_return_sequences=1) + return tokenizer.decode(outputs[0]) diff --git a/week8_wip/pricer_ephemeral.py b/week8_wip/pricer_ephemeral.py new file mode 100644 index 0000000..77289fd --- /dev/null +++ b/week8_wip/pricer_ephemeral.py @@ -0,0 +1,66 @@ +import modal +from modal import App, Volume, Image + +# Setup + +app = modal.App("pricer") +image = Image.debian_slim().pip_install("torch", "transformers", "bitsandbytes", "accelerate", "peft") +secrets = [modal.Secret.from_name("hf-secret")] + +# Constants + +GPU = "T4" +BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B" +PROJECT_NAME = "pricer" +HF_USER = "ed-donner" # your HF name here! Or use mine if you just want to reproduce my results. +RUN_NAME = "2024-09-13_13.04.39" +PROJECT_RUN_NAME = f"{PROJECT_NAME}-{RUN_NAME}" +REVISION = "e8d637df551603dc86cd7a1598a8f44af4d7ae36" +FINETUNED_MODEL = f"{HF_USER}/{PROJECT_RUN_NAME}" + + +@app.function(image=image, secrets=secrets, gpu=GPU) +def price(description: str) -> float: + import os + import re + import torch + from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, set_seed + from peft import PeftModel + + QUESTION = "How much does this cost to the nearest dollar?" + PREFIX = "Price is $" + + prompt = f"{QUESTION}\n{description}\n{PREFIX}" + + # Quant Config + quant_config = BitsAndBytesConfig( + load_in_4bit=True, + bnb_4bit_use_double_quant=True, + bnb_4bit_compute_dtype=torch.bfloat16, + bnb_4bit_quant_type="nf4" + ) + + # Load model and tokenizer + + tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL) + tokenizer.pad_token = tokenizer.eos_token + tokenizer.padding_side = "right" + + base_model = AutoModelForCausalLM.from_pretrained( + BASE_MODEL, + quantization_config=quant_config, + device_map="auto" + ) + + fine_tuned_model = PeftModel.from_pretrained(base_model, FINETUNED_MODEL, revision=REVISION) + + set_seed(42) + inputs = tokenizer.encode(prompt, return_tensors="pt").to("cuda") + attention_mask = torch.ones(inputs.shape, device="cuda") + outputs = fine_tuned_model.generate(inputs, attention_mask=attention_mask, max_new_tokens=5, num_return_sequences=1) + result = tokenizer.decode(outputs[0]) + + contents = result.split("Price is $")[1] + contents = contents.replace(',','') + match = re.search(r"[-+]?\d*\.\d+|\d+", contents) + return float(match.group()) if match else 0 diff --git a/week8_wip/pricer_service.py b/week8_wip/pricer_service.py new file mode 100644 index 0000000..3fb0ebd --- /dev/null +++ b/week8_wip/pricer_service.py @@ -0,0 +1,66 @@ +import modal +from modal import App, Volume, Image + +# Setup - define our infrastructure with code! + +app = modal.App("pricer-service") +image = Image.debian_slim().pip_install("torch", "transformers", "bitsandbytes", "accelerate", "peft") +secrets = [modal.Secret.from_name("hf-secret")] + +# Constants + +GPU = "T4" +BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B" +PROJECT_NAME = "pricer" +HF_USER = "ed-donner" # your HF name here! Or use mine if you just want to reproduce my results. +RUN_NAME = "2024-09-13_13.04.39" +PROJECT_RUN_NAME = f"{PROJECT_NAME}-{RUN_NAME}" +REVISION = "e8d637df551603dc86cd7a1598a8f44af4d7ae36" +FINETUNED_MODEL = f"{HF_USER}/{PROJECT_RUN_NAME}" + + +@app.function(image=image, secrets=secrets, gpu=GPU) +def price(description: str) -> float: + import os + import re + import torch + from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, set_seed + from peft import PeftModel + + QUESTION = "How much does this cost to the nearest dollar?" + PREFIX = "Price is $" + + prompt = f"{QUESTION}\n{description}\n{PREFIX}" + + # Quant Config + quant_config = BitsAndBytesConfig( + load_in_4bit=True, + bnb_4bit_use_double_quant=True, + bnb_4bit_compute_dtype=torch.bfloat16, + bnb_4bit_quant_type="nf4" + ) + + # Load model and tokenizer + + tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL) + tokenizer.pad_token = tokenizer.eos_token + tokenizer.padding_side = "right" + + base_model = AutoModelForCausalLM.from_pretrained( + BASE_MODEL, + quantization_config=quant_config, + device_map="auto" + ) + + fine_tuned_model = PeftModel.from_pretrained(base_model, FINETUNED_MODEL, revision=REVISION) + + set_seed(42) + inputs = tokenizer.encode(prompt, return_tensors="pt").to("cuda") + attention_mask = torch.ones(inputs.shape, device="cuda") + outputs = fine_tuned_model.generate(inputs, attention_mask=attention_mask, max_new_tokens=5, num_return_sequences=1) + result = tokenizer.decode(outputs[0]) + + contents = result.split("Price is $")[1] + contents = contents.replace(',','') + match = re.search(r"[-+]?\d*\.\d+|\d+", contents) + return float(match.group()) if match else 0 diff --git a/week8_wip/pricer_service2.py b/week8_wip/pricer_service2.py new file mode 100644 index 0000000..a84a904 --- /dev/null +++ b/week8_wip/pricer_service2.py @@ -0,0 +1,84 @@ +import modal +from modal import App, Volume, Image + +# Setup - define our infrastructure with code! + +app = modal.App("pricer-service") +image = Image.debian_slim().pip_install("huggingface", "torch", "transformers", "bitsandbytes", "accelerate", "peft") +secrets = [modal.Secret.from_name("hf-secret")] + +# Constants + +GPU = "T4" +BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B" +PROJECT_NAME = "pricer" +HF_USER = "ed-donner" # your HF name here! Or use mine if you just want to reproduce my results. +RUN_NAME = "2024-09-13_13.04.39" +PROJECT_RUN_NAME = f"{PROJECT_NAME}-{RUN_NAME}" +REVISION = "e8d637df551603dc86cd7a1598a8f44af4d7ae36" +FINETUNED_MODEL = f"{HF_USER}/{PROJECT_RUN_NAME}" + +QUESTION = "How much does this cost to the nearest dollar?" +PREFIX = "Price is $" + + +@app.cls(image=image, secrets=secrets, gpu=GPU) +class Pricer: + @modal.build() + def download_model_to_folder(self): + from huggingface_hub import snapshot_download + import os + MODEL_DIR = "~/.cache/huggingface/hub/" + os.makedirs(MODEL_DIR, exist_ok=True) + snapshot_download(BASE_MODEL, local_dir=MODEL_DIR) + snapshot_download(FINETUNED_MODEL, revision=REVISION, local_dir=MODEL_DIR) + + @modal.enter() + def setup(self): + import os + import torch + from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, set_seed + from peft import PeftModel + + # Quant Config + quant_config = BitsAndBytesConfig( + load_in_4bit=True, + bnb_4bit_use_double_quant=True, + bnb_4bit_compute_dtype=torch.bfloat16, + bnb_4bit_quant_type="nf4" + ) + + # Load model and tokenizer + + self.tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL) + self.tokenizer.pad_token = self.tokenizer.eos_token + self.tokenizer.padding_side = "right" + + self.base_model = AutoModelForCausalLM.from_pretrained( + BASE_MODEL, + quantization_config=quant_config, + device_map="auto" + ) + + self.fine_tuned_model = PeftModel.from_pretrained(self.base_model, FINETUNED_MODEL, revision=REVISION) + + @modal.method() + def price(self, description: str) -> float: + import os + import re + import torch + from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, set_seed + from peft import PeftModel + + set_seed(42) + prompt = f"{QUESTION}\n\n{description}\n\n{PREFIX}" + inputs = self.tokenizer.encode(prompt, return_tensors="pt").to("cuda") + attention_mask = torch.ones(inputs.shape, device="cuda") + outputs = self.fine_tuned_model.generate(inputs, attention_mask=attention_mask, max_new_tokens=5, num_return_sequences=1) + result = self.tokenizer.decode(outputs[0]) + + contents = result.split("Price is $")[1] + contents = contents.replace(',','') + match = re.search(r"[-+]?\d*\.\d+|\d+", contents) + return float(match.group()) if match else 0 + diff --git a/week8_wip/testing.py b/week8_wip/testing.py new file mode 100644 index 0000000..cd43924 --- /dev/null +++ b/week8_wip/testing.py @@ -0,0 +1,75 @@ +import math +import matplotlib.pyplot as plt + +GREEN = "\033[92m" +YELLOW = "\033[93m" +RED = "\033[91m" +RESET = "\033[0m" +COLOR_MAP = {"red":RED, "orange": YELLOW, "green": GREEN} + +class Tester: + + def __init__(self, predictor, data, title=None, size=250): + self.predictor = predictor + self.data = data + self.title = title or predictor.__name__.replace("_", " ").title() + self.size = size + self.guesses = [] + self.truths = [] + self.errors = [] + self.sles = [] + self.colors = [] + + def color_for(self, error, truth): + if error<40 or error/truth < 0.2: + return "green" + elif error<80 or error/truth < 0.4: + return "orange" + else: + return "red" + + def run_datapoint(self, i): + datapoint = self.data[i] + guess = self.predictor(datapoint) + truth = datapoint.price + error = abs(guess - truth) + log_error = math.log(truth+1) - math.log(guess+1) + sle = log_error ** 2 + color = self.color_for(error, truth) + title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+"..." + self.guesses.append(guess) + self.truths.append(truth) + self.errors.append(error) + self.sles.append(sle) + self.colors.append(color) + print(f"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}") + + def chart(self, title): + max_error = max(self.errors) + plt.figure(figsize=(12, 8)) + max_val = max(max(self.truths), max(self.guesses)) + plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6) + plt.scatter(self.truths, self.guesses, s=3, c=self.colors) + plt.xlabel('Ground Truth') + plt.ylabel('Model Estimate') + plt.xlim(0, max_val) + plt.ylim(0, max_val) + plt.title(title) + plt.show() + + def report(self): + average_error = sum(self.errors) / self.size + rmsle = math.sqrt(sum(self.sles) / self.size) + hits = sum(1 for color in self.colors if color=="green") + title = f"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%" + self.chart(title) + + def run(self): + self.error = 0 + for i in range(self.size): + self.run_datapoint(i) + self.report() + + @classmethod + def test(cls, function, data): + cls(function, data).run() \ No newline at end of file From e97b74925e0d476c0de9550c6e8ce9c4a5658b05 Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Thu, 26 Sep 2024 10:12:21 -0400 Subject: [PATCH 2/8] README tweaks --- README.md | 12 +++++++----- 1 file changed, 7 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index d5812f6..1db35f3 100644 --- a/README.md +++ b/README.md @@ -11,7 +11,7 @@ I'm so happy you're joining me on this path. We'll be building immensely satisfy I'm here to help you be most successful with your learning! If you hit any snafus, or if you have any ideas on how I can improve the course, please do reach out in the platform or by emailing me direct (ed@edwarddonner.com). It's always great to connect with people on LinkedIn to build up the community - you'll find me here: https://www.linkedin.com/in/eddonner/ -I'm still polishing up the last couple of weeks of code, but it's looking really terrific and I'll push it in the coming days. +I'm still polishing up Week 8's code, but it's looking really terrific and I'll push it in the coming days. ### An important point on API costs @@ -32,6 +32,8 @@ The mantra of the course is: the best way to learn is by **DOING**. You should w By far the recommended approach is to use Anaconda for your environment. Even if you've never used it before, it makes such a difference. Anaconda ensures that you're working with the right version of Python and all your packages are compatible with mine, even if we're on different platforms. +We'll be mostly using Jupyter Lab in this course. For those new to Jupyter Lab / Jupyter Notebook, it's a delightful Data Science environment where you can simply hit shift+enter in any cell to run it; start at the top and work your way down! When we move to Google Colab in Week 3, you'll experience the same interface for Python runtimes in the cloud. + ### For PC Users 1. **Install Git** (if not already installed): @@ -79,9 +81,9 @@ You should see `(llms)` in your prompt, which indicates you've activated your ne 6. **Start Jupyter Lab:** -In the Anaconda Prompt, type: `jupyter lab` +- In the Anaconda Prompt, type: `jupyter lab` -For those new to Jupyter Lab / Jupyter Notebook, it's a wonderful Python DataScience environment where you can simply hit shift+enter in any cell to execute it; start at the top and work your way down! When we move to Google Colab in Week 3, you'll experience the same interface for Python runtimes in the cloud. +Congratulations! You're now ready to start coding. Enjoy your celebratory cup of coffee! ### For Mac Users @@ -126,7 +128,7 @@ You should see `(llms)` in your prompt, which indicates you've activated your ne - In Terminal, type: `jupyter lab` -For those new to Jupyter Lab / Jupyter Notebook, it's a wonderful Python DataScience environment where you can simply hit shift+enter in any cell to execute it; start at the top and work your way down! When we move to Google Colab in Week 3, you'll experience the same interface for Python runtimes in the cloud. +Congratulations! You're now ready to start coding. Enjoy your celebratory cup of coffee! ### When we get to it, creating your API keys @@ -136,7 +138,7 @@ Particularly during weeks 1 and 2 of the course, you'll be writing code to call - [Claude API](https://console.anthropic.com/) from Anthropic - [Gemini API](https://ai.google.dev/gemini-api) from Google -Initially we'll only use OpenAI, so you can start with that, and we'll cover the others soon afterwards. The webpage where you set up your OpenAI key is [here](https://platform.openai.com/api-keys). See the extra note on API costs below if that's a concern. One student mentioned to me that OpenAI can take a few minutes to register; if you initially get an error about being out of quota, wait a few minutes and try again. If it's still a problem, see more troubleshooting tips in the Week 1 Day 1 colab, and/or message me! +Initially we'll only use OpenAI, so you can start with that, and we'll cover the others soon afterwards. The webpage where you set up your OpenAI key is [here](https://platform.openai.com/api-keys). See the extra note on API costs below if that's a concern. One student mentioned to me that OpenAI can take a few minutes to register; if you initially get an error about being out of quota, wait a few minutes and try again. If it's still a problem, see more troubleshooting tips in the Week 1 Day 1 notebook, and/or message me! Later in the course you'll be using the fabulous HuggingFace platform; an account is available for free at [HuggingFace](https://huggingface.co) - you can create an API token from the Avatar menu >> Settings >> Access Tokens. From 32f95ed3752391ab76f8b39075296bf5f3f65e5d Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Fri, 27 Sep 2024 08:35:09 -0400 Subject: [PATCH 3/8] Fixed Google Colab link in week 3 day 4, and latest week 8 updates --- environment.yml | 1 + week8_wip/agents/deals.py | 84 + week8_wip/agents/ensemble_agent.py | 29 + week8_wip/agents/frontier_agent.py | 63 + week8_wip/agents/messaging_agent.py | 28 + week8_wip/agents/planning_agent.py | 24 + week8_wip/agents/random_forest_agent.py | 18 + week8_wip/agents/scanner_agent.py | 46 + week8_wip/agents/specialist_agent.py | 10 + week8_wip/backup_day2.4.ipynb | 566 + week8_wip/day1.ipynb | 49 +- week8_wip/day2.0.ipynb | 92 - week8_wip/day2.1.ipynb | 31093 ++++++++++++++++ week8_wip/day2.2.ipynb | 40984 +++++++++++++++++++++- week8_wip/day2.3.ipynb | 100 +- week8_wip/day2.4.ipynb | 1785 +- week8_wip/day3.ipynb | 202 + week8_wip/day4.ipynb | 151 + 18 files changed, 74514 insertions(+), 811 deletions(-) create mode 100644 week8_wip/agents/deals.py create mode 100644 week8_wip/agents/ensemble_agent.py create mode 100644 week8_wip/agents/frontier_agent.py create mode 100644 week8_wip/agents/messaging_agent.py create mode 100644 week8_wip/agents/planning_agent.py create mode 100644 week8_wip/agents/random_forest_agent.py create mode 100644 week8_wip/agents/scanner_agent.py create mode 100644 week8_wip/agents/specialist_agent.py create mode 100644 week8_wip/backup_day2.4.ipynb create mode 100644 week8_wip/day2.1.ipynb create mode 100644 week8_wip/day3.ipynb create mode 100644 week8_wip/day4.ipynb diff --git a/environment.yml b/environment.yml index 8aaa8fe..fd643b2 100644 --- a/environment.yml +++ b/environment.yml @@ -32,6 +32,7 @@ dependencies: - plotly - twilio - duckdb + - feedparser - pip: - transformers - sentence-transformers diff --git a/week8_wip/agents/deals.py b/week8_wip/agents/deals.py new file mode 100644 index 0000000..86373d8 --- /dev/null +++ b/week8_wip/agents/deals.py @@ -0,0 +1,84 @@ +from pydantic import BaseModel +from typing import List +from bs4 import BeautifulSoup +import re +import feedparser +from tqdm import tqdm +import requests +import time + +feeds = [ + "https://www.dealnews.com/c142/Electronics/?rss=1", + "https://www.dealnews.com/c39/Computers/?rss=1", + "https://www.dealnews.com/c238/Automotive/?rss=1", + "https://www.dealnews.com/f1912/Smart-Home/?rss=1", + "https://www.dealnews.com/c196/Home-Garden/?rss=1", + ] + +def extract(html_snippet): + soup = BeautifulSoup(html_snippet, 'html.parser') + snippet_div = soup.find('div', class_='snippet summary') + + if snippet_div: + description = snippet_div.get_text(strip=True) + description = BeautifulSoup(description, 'html.parser').get_text() + description = re.sub('<[^<]+?>', '', description) + result = description.strip() + else: + result = html_snippet + return result.replace('\n', ' ') + +class Deal: + category: str + title: str + summary: str + url: str + item_id: int + details: str + features: str + + def __init__(self, entry, id): + self.title = entry['title'] + self.summary = extract(entry['summary']) + self.url = entry['links'][0]['href'] + self.item_id = id + stuff = requests.get(self.url).content + soup = BeautifulSoup(stuff, 'html.parser') + content = soup.find('div', class_='content-section').get_text() + content = content.replace('\nmore', '').replace('\n', ' ') + if "Features" in content: + self.details, self.features = content.split("Features") + else: + self.details = content + self.features = "" + + def __repr__(self): + return f"<{self.title}>" + + def describe(self): + return f"Title: {self.title}\nDetails: {self.details.strip()}\nFeatures: {self.features.strip()}\nURL: {self.url}" + + @classmethod + def fetch(cls): + deals = [] + item_id = 1001 + for feed_url in tqdm(feeds): + feed = feedparser.parse(feed_url) + for entry in feed.entries[:10]: + deals.append(cls(entry, item_id)) + item_id += 1 + time.sleep(1) + return deals + +class QualityDeal(BaseModel): + product_description: str + price: float + url: str + +class QualityDealSelection(BaseModel): + quality_deals: List[QualityDeal] + +class Opportunity(BaseModel): + quality_deal: QualityDeal + estimate: float + discount: float \ No newline at end of file diff --git a/week8_wip/agents/ensemble_agent.py b/week8_wip/agents/ensemble_agent.py new file mode 100644 index 0000000..c5eb87d --- /dev/null +++ b/week8_wip/agents/ensemble_agent.py @@ -0,0 +1,29 @@ +import pandas as pd +from sklearn.linear_model import LinearRegression +import joblib + +from agents.specialist_agent import SpecialistAgent +from agents.frontier_agent import FrontierAgent +from agents.random_forest_agent import RandomForestAgent + +class EnsembleAgent: + + def __init__(self, collection): + self.specialist = SpecialistAgent() + self.frontier = FrontierAgent(collection) + self.random_forest = RandomForestAgent() + self.model = joblib.load('ensemble_model.pkl') + + def price(self, description): + specialist = self.specialist.price(description) + frontier = self.frontier.price(description) + random_forest = self.random_forest.price(description) + X = pd.DataFrame({ + 'Specialist': [specialist], + 'Frontier': [frontier], + 'RandomForest': [random_forest], + 'Min': [min(specialist, frontier, random_forest)], + 'Max': [max(specialist, frontier, random_forest)], + }) + y = self.model.predict(X) + return y[0] \ No newline at end of file diff --git a/week8_wip/agents/frontier_agent.py b/week8_wip/agents/frontier_agent.py new file mode 100644 index 0000000..6e2885d --- /dev/null +++ b/week8_wip/agents/frontier_agent.py @@ -0,0 +1,63 @@ +# imports + +import os +import re +import math +import json +from typing import List +from openai import OpenAI +from sentence_transformers import SentenceTransformer +from datasets import load_dataset +import chromadb +from items import Item +from testing import Tester + +class FrontierAgent: + + MODEL = "gpt-4o-mini" + + def __init__(self, collection): + self.openai = OpenAI() + self.collection = collection + self.model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2') + + def make_context(self, similars: List[str], prices: List[float]): + message = "To provide some context, here are some other items that might be similar to the item you need to estimate.\n\n" + for similar, price in zip(similars, prices): + message += f"Potentially related product:\n{similar}\nPrice is ${price:.2f}\n\n" + return message + + def messages_for(self, description: str, similars: List[str], prices: List[float]): + system_message = "You estimate prices of items. Reply only with the price, no explanation" + user_prompt = self.make_context(similars, prices) + user_prompt += "And now the question for you:\n\n" + user_prompt += "How much does this cost?\n\n" + description + return [ + {"role": "system", "content": system_message}, + {"role": "user", "content": user_prompt}, + {"role": "assistant", "content": "Price is $"} + ] + + def find_similars(self, description: str): + vector = self.model.encode([description]) + results = self.collection.query(query_embeddings=vector.astype(float).tolist(), n_results=5) + documents = results['documents'][0][:] + prices = [m['price'] for m in results['metadatas'][0][:]] + return documents, prices + + def get_price(self, s) -> float: + s = s.replace('$','').replace(',','') + match = re.search(r"[-+]?\d*\.\d+|\d+", s) + return float(match.group()) if match else 0.0 + + def price(self, description: str) -> float: + documents, prices = self.find_similars(description) + response = self.openai.chat.completions.create( + model=self.MODEL, + messages=self.messages_for(description, documents, prices), + seed=42, + max_tokens=5 + ) + reply = response.choices[0].message.content + return self.get_price(reply) + \ No newline at end of file diff --git a/week8_wip/agents/messaging_agent.py b/week8_wip/agents/messaging_agent.py new file mode 100644 index 0000000..521a521 --- /dev/null +++ b/week8_wip/agents/messaging_agent.py @@ -0,0 +1,28 @@ +import os +from twilio.rest import Client +from agents.deals import Opportunity + +class MessagingAgent: + + def __init__(self): + account_sid = os.getenv('TWILIO_ACCOUNT_SID', 'your-sid-if-not-using-env') + auth_token = os.getenv('TWILIO_AUTH_TOKEN', 'your-auth-if-not-using-env') + self.me_from = 'whatsapp:+14155238886' + self.me_to = f"whatsapp:+1{os.getenv('MY_PHONE_NUMBER', 'your-phone-number-if-not-using-env')}" + self.client = Client(account_sid, auth_token) + + def message(self, text): + message = self.client.messages.create( + from_=self.me_from, + body=text, + to=self.me_to + ) + + def alert(self, opportunity: Opportunity): + text = f"Deal! Price=${opportunity.quality_deal.price:.2f}, " + text += f"Estimate=${opportunity.estimate:.2f} :" + text += opportunity.quality_deal.product_description[:10]+'... ' + text += opportunity.quality_deal.url + self.message(text) + + \ No newline at end of file diff --git a/week8_wip/agents/planning_agent.py b/week8_wip/agents/planning_agent.py new file mode 100644 index 0000000..2617354 --- /dev/null +++ b/week8_wip/agents/planning_agent.py @@ -0,0 +1,24 @@ +from agents.deals import Deal, QualityDealSelection, Opportunity + +from agents.scanner_agent import ScannerAgent +from agents.ensemble_agent import EnsembleAgent +from agents.messaging_agent import MessagingAgent + + +class PlanningAgent: + + def __init__(self, collection): + self.scanner = ScannerAgent() + self.ensemble = EnsembleAgent(collection) + self.messenger = MessagingAgent() + + def plan(self): + opportunities = [] + deal_selection = self.scanner.scan() + for deal in deal_selection.quality_deals[:5]: + estimate = self.ensemble.price(deal.product_description) + opportunities.append(Opportunity(deal, estimate, estimate - deal.price)) + opportunities.sort(key=lambda opp: opp.discount, reverse=True) + print(opportunities) + if opportunities[0].discount > 50: + self.messenger.alert(opportunities[0]) \ No newline at end of file diff --git a/week8_wip/agents/random_forest_agent.py b/week8_wip/agents/random_forest_agent.py new file mode 100644 index 0000000..0079ae8 --- /dev/null +++ b/week8_wip/agents/random_forest_agent.py @@ -0,0 +1,18 @@ +# imports + +import os +import re +from typing import List +from sentence_transformers import SentenceTransformer +import joblib + + +class RandomForestAgent: + + def __init__(self): + self.vectorizer = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2') + self.model = joblib.load('random_forest_model.pkl') + + def price(self, description: str) -> float: + vector = self.vectorizer.encode([description]) + return max(0, self.model.predict(vector)[0]) \ No newline at end of file diff --git a/week8_wip/agents/scanner_agent.py b/week8_wip/agents/scanner_agent.py new file mode 100644 index 0000000..be09422 --- /dev/null +++ b/week8_wip/agents/scanner_agent.py @@ -0,0 +1,46 @@ +import os +import json +from openai import OpenAI +from agents.deals import Deal, QualityDealSelection + +class ScannerAgent: + + MODEL = "gpt-4o-mini" + + SYSTEM_PROMPT = """You identify and summarize the 5 most detailed deals from a list, by selecting deals that have the most detailed, high quality description and the most clear price. + Respond strictly in JSON with no explanation, using this format. You should provide the price as a number derived from the description. If the price of a deal isn't clear, do not include that deal in your response. + Most important is that you respond with the 5 deals that have the most detailed product description with price. It's not important to mention the terms of the deal; most important is a thorough description of the product. + + {"quality_deals": [ + { + "product_description": "Your clearly expressed summary of the product in 4-5 sentences. Details of the item are much more important than why it's a good deal. Avoid mentioning discounts and coupons; focus on the item itself. There should be a paragpraph of text for each item you choose.", + "price": 99.99, + "url": "the url as provided" + }, + ... + ]}""" + + USER_PROMPT_PREFIX = """Respond with the most promising 5 deals from this list, selecting those which have the most detailed, high quality product description and a clear price. + Respond strictly in JSON, and only JSON. You should rephrase the description to be a summary of the product itself, not the terms of the deal. + Remember to respond with a paragraph of text in the product_description field for each of the 5 items that you select. + + Deals: + + """ + + def __init__(self): + self.openai = OpenAI() + + def scan(self) -> QualityDealSelection: + deals = Deal.fetch() + user_prompt = self.USER_PROMPT_PREFIX + '\n\n'.join([deal.describe() for deal in deals]) + completion = self.openai.beta.chat.completions.parse( + model=self.MODEL, + messages=[ + {"role": "system", "content": self.SYSTEM_PROMPT}, + {"role": "user", "content": user_prompt} + ], + response_format=QualityDealSelection + ) + result = completion.choices[0].message.parsed + return result diff --git a/week8_wip/agents/specialist_agent.py b/week8_wip/agents/specialist_agent.py new file mode 100644 index 0000000..a7791dc --- /dev/null +++ b/week8_wip/agents/specialist_agent.py @@ -0,0 +1,10 @@ +import modal + +class SpecialistAgent: + + def __init__(self): + Pricer = modal.Cls.lookup("pricer-service", "Pricer") + self.pricer = Pricer() + + def price(self, description: str) -> float: + return self.pricer.price.remote(description) diff --git a/week8_wip/backup_day2.4.ipynb b/week8_wip/backup_day2.4.ipynb new file mode 100644 index 0000000..1974dd7 --- /dev/null +++ b/week8_wip/backup_day2.4.ipynb @@ -0,0 +1,566 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "from tqdm import tqdm\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import numpy as np\n", + "import pickle\n", + "from openai import OpenAI\n", + "from sentence_transformers import SentenceTransformer\n", + "from datasets import load_dataset\n", + "import chromadb\n", + "from items import Item\n", + "from testing import Tester\n", + "from agents.pricer_agent import price\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error, r2_score" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "e6e88bd1-f89c-4b98-92fa-aa4bc1575bca", + "metadata": {}, + "outputs": [], + "source": [ + "# CONSTANTS\n", + "\n", + "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", + "DB = \"products_vectorstore\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "98666e73-938e-469d-8987-e6e55ba5e034", + "metadata": {}, + "outputs": [], + "source": [ + "# environment\n", + "\n", + "load_dotenv()\n", + "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", + "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9a25a5cf-8f6c-4b5d-ad98-fdd096f5adf8", + "metadata": {}, + "outputs": [], + "source": [ + "openai = OpenAI()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dc696493-0b6f-48aa-9fa8-b1ae0ecaf3cd", + "metadata": {}, + "outputs": [], + "source": [ + "# Load in the test pickle file:\n", + "\n", + "with open('test.pkl', 'rb') as file:\n", + " test = pickle.load(file)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "33d38a06-0c0d-4e96-94d1-35ee183416ce", + "metadata": {}, + "outputs": [], + "source": [ + "def make_context(similars, prices):\n", + " message = \"To provide some context, here are some other items that might be similar to the item you need to estimate.\\n\\n\"\n", + " for similar, price in zip(similars, prices):\n", + " message += f\"Potentially related product:\\n{similar}\\nPrice is ${price:.2f}\\n\\n\"\n", + " return message" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "61f203b7-63b6-48ed-869b-e393b5bfcad3", + "metadata": {}, + "outputs": [], + "source": [ + "def messages_for(item, similars, prices):\n", + " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", + " user_prompt = make_context(similars, prices)\n", + " user_prompt += \"And now the question for you:\\n\\n\"\n", + " user_prompt += item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n", + " return [\n", + " {\"role\": \"system\", \"content\": system_message},\n", + " {\"role\": \"user\", \"content\": user_prompt},\n", + " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n", + " ]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b26f405d-6e1f-4caa-b97f-1f62cd9d1ebc", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d26a1104-cd11-4361-ab25-85fb576e0582", + "metadata": {}, + "outputs": [], + "source": [ + "client = chromadb.PersistentClient(path=DB)\n", + "collection = client.get_or_create_collection('products')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1e339760-96d8-4485-bec7-43fadcd30c4d", + "metadata": {}, + "outputs": [], + "source": [ + "def description(item):\n", + " text = item.prompt.replace(\"How much does this cost to the nearest dollar?\\n\\n\", \"\")\n", + " return text.split(\"\\n\\nPrice is $\")[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9f759bd2-7a7e-4c1a-80a0-e12470feca89", + "metadata": {}, + "outputs": [], + "source": [ + "model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e44dbd25-fb95-4b6b-bbbb-8da5fc817105", + "metadata": {}, + "outputs": [], + "source": [ + "def vector(item):\n", + " return model.encode([description(item)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ffd5ee47-db5d-4263-b0d9-80d568c91341", + "metadata": {}, + "outputs": [], + "source": [ + "def find_similars(item):\n", + " results = collection.query(query_embeddings=vector(item).astype(float).tolist(), n_results=5)\n", + " documents = results['documents'][0][:]\n", + " prices = [m['price'] for m in results['metadatas'][0][:]]\n", + " return documents, prices" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d11f1c8d-7480-4d64-a274-b030d701f1b8", + "metadata": {}, + "outputs": [], + "source": [ + "def get_price(s):\n", + " s = s.replace('$','').replace(',','')\n", + " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", + " return float(match.group()) if match else 0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a919cf7d-b3d3-4968-8c96-54a0da0b0219", + "metadata": {}, + "outputs": [], + "source": [ + "# The function for gpt-4o-mini\n", + "\n", + "def gpt_4o_mini_rag(item):\n", + " documents, prices = find_similars(item)\n", + " response = openai.chat.completions.create(\n", + " model=\"gpt-4o-mini\", \n", + " messages=messages_for(item, documents, prices),\n", + " seed=42,\n", + " max_tokens=5\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8b918cfc-76c1-442a-8caa-bec500cd504b", + "metadata": {}, + "outputs": [], + "source": [ + "gpt_4o_mini_rag(test[1000])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c92cfc0b-b36d-456f-94cc-fe3f315cc25e", + "metadata": {}, + "outputs": [], + "source": [ + "test[1000]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6d5deb3-6a2a-4484-872c-37176c5e1f07", + "metadata": {}, + "outputs": [], + "source": [ + "def proprietary(item):\n", + " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", + " return price(text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bacdf607-37b9-4997-adb1-d63abfb645b1", + "metadata": {}, + "outputs": [], + "source": [ + "print(proprietary(test[1]))\n", + "print(gpt_4o_mini_rag(test[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b35532e7-098a-4ab9-a8f7-8f101b437181", + "metadata": {}, + "outputs": [], + "source": [ + "truths = []\n", + "proprietaries = []\n", + "rags = []\n", + "for i in tqdm(range(1000,1250)):\n", + " item = test[i]\n", + " truths.append(item.price)\n", + " proprietaries.append(proprietary(item))\n", + " rags.append(gpt_4o_mini_rag(item))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6ae54c7-6e8e-4333-b075-b59978fed560", + "metadata": {}, + "outputs": [], + "source": [ + "mins = [min(p,r) for p,r in zip(proprietaries, rags)]\n", + "maxes = [max(p,r) for p,r in zip(proprietaries, rags)]\n", + "\n", + "X = pd.DataFrame({\n", + " 'Proprietary': proprietaries,\n", + " 'RAG': rags,\n", + " 'Min': mins,\n", + " 'Max': maxes,\n", + "})\n", + "\n", + "# Convert y to a Series\n", + "y = pd.Series(truths)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e68684ed-d029-4d95-bb13-eead19b20e49", + "metadata": {}, + "outputs": [], + "source": [ + "# Train a Linear Regression\n", + "np.random.seed(42)\n", + "\n", + "lr = LinearRegression()\n", + "lr.fit(X, y)\n", + "\n", + "feature_columns = [\"Proprietary\", \"RAG\", \"Min\", \"Max\"]\n", + "\n", + "for feature, coef in zip(feature_columns, lr.coef_):\n", + " print(f\"{feature}: {coef:.2f}\")\n", + "print(f\"Intercept={lr.intercept_:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28530362-97b8-42a0-bf89-967539b6f170", + "metadata": {}, + "outputs": [], + "source": [ + "def ensemble(item):\n", + " prop = proprietary(item)\n", + " rag = gpt_4o_mini_rag(item)\n", + " Xt = pd.DataFrame({\n", + " 'Proprietary': [prop],\n", + " 'RAG': [rag],\n", + " 'Min': [min(prop,rag)],\n", + " 'Max': [max(prop,rag)],\n", + " })\n", + " yt = lr.predict(Xt)\n", + " return yt[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08021c05-340b-4ee2-9d11-4b280766976f", + "metadata": {}, + "outputs": [], + "source": [ + "ensemble(test[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d8308c74-546f-4fc0-ada4-1974addacfd1", + "metadata": {}, + "outputs": [], + "source": [ + "test[0].price" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "80792910-c59f-4d96-aa53-683464a8e60c", + "metadata": {}, + "outputs": [], + "source": [ + "Tester.test(ensemble, test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d0c41043-2049-4883-947f-2aad2f6954c2", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "\n", + "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", + "vectors = np.array(result['embeddings'])\n", + "documents = result['documents']\n", + "prices = [metadata['price'] for metadata in result['metadatas']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e9c3276f-ae01-478d-bb27-dc73b567b41a", + "metadata": {}, + "outputs": [], + "source": [ + "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", + "rf_model.fit(vectors, prices)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e8f70cd-4147-40c6-9861-a3513b7e5499", + "metadata": {}, + "outputs": [], + "source": [ + "def new_rf(item):\n", + " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", + " vector = model.encode([text])\n", + " return max(0, rf_model.predict(vector)[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a2e3340f-7ed4-47eb-a5a9-dff4c0353f58", + "metadata": {}, + "outputs": [], + "source": [ + "new_rf(test[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f91c903b-8db1-4374-807e-3a8ce282ef30", + "metadata": {}, + "outputs": [], + "source": [ + "Tester.test(new_rf, test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3c8e23c5-1ed3-4bd1-a3c0-129d4712c93a", + "metadata": {}, + "outputs": [], + "source": [ + "forests = []\n", + "for i in tqdm(range(1000,1250)):\n", + " item = test[i]\n", + " forests.append(new_rf(item))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8e2eca63-8230-4904-9a79-7e779747479e", + "metadata": {}, + "outputs": [], + "source": [ + "truths2 = []\n", + "proprietaries2 = []\n", + "rags2 = []\n", + "forests2 = []\n", + "for i in tqdm(range(1000,2000)):\n", + " item = test[i]\n", + " truths2.append(item.price)\n", + " proprietaries2.append(proprietary(item))\n", + " rags2.append(gpt_4o_mini_rag(item))\n", + " forests2.append(new_rf(item))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0a3e057f-05c5-4f8f-8b3b-0afdfccc1412", + "metadata": {}, + "outputs": [], + "source": [ + "mins2 = [min(p,r,f) for p,r,f in zip(proprietaries2, rags2, forests2)]\n", + "maxes2 = [max(p,r,f) for p,r,f in zip(proprietaries2, rags2, forests2)]\n", + "\n", + "\n", + "\n", + "X2 = pd.DataFrame({\n", + " 'Proprietary': proprietaries2,\n", + " 'RAG': rags2,\n", + " 'Forest': forests2,\n", + " 'Min': mins2,\n", + " 'Max': maxes2,\n", + "})\n", + "\n", + "# Convert y to a Series\n", + "y2 = pd.Series(truths2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1ae62175-b955-428e-b077-705c49ee71bd", + "metadata": {}, + "outputs": [], + "source": [ + "# Train a Linear Regression\n", + "np.random.seed(42)\n", + "\n", + "lr2 = LinearRegression()\n", + "lr2.fit(X2, y2)\n", + "\n", + "feature_columns = X2.columns.tolist()\n", + "\n", + "for feature, coef in zip(feature_columns, lr2.coef_):\n", + " print(f\"{feature}: {coef:.2f}\")\n", + "print(f\"Intercept={lr.intercept_:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "214a3831-c464-4218-a349-534b6bda7f12", + "metadata": {}, + "outputs": [], + "source": [ + "def ensemble2(item):\n", + " prop = proprietary(item)\n", + " rag = gpt_4o_mini_rag(item)\n", + " r_f = new_rf(item)\n", + " Xt2 = pd.DataFrame({\n", + " 'Proprietary': [prop],\n", + " 'RAG': [rag],\n", + " 'Forest': [r_f],\n", + " 'Min': [min(prop,rag, r_f)],\n", + " 'Max': [max(prop,rag, r_f)],\n", + " })\n", + " yt2 = lr.predict(Xt2)\n", + " return yt2[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b234cb68-af68-4475-ae18-8892aac6b74e", + "metadata": {}, + "outputs": [], + "source": [ + "Tester.test(ensemble2, test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "10a7275f-1aa9-4446-9100-a7a0ba0215f2", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week8_wip/day1.ipynb b/week8_wip/day1.ipynb index 0429cca..ab6dbed 100644 --- a/week8_wip/day1.ipynb +++ b/week8_wip/day1.ipynb @@ -1,9 +1,21 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "e426cd04-c053-43e8-b505-63cee7956a53", + "metadata": {}, + "source": [ + "May need to update environment if cloned git after Sep 26\n", + "```\n", + "git pull\n", + "conda env update --f environment.yml --prune\n", + "```" + ] + }, { "cell_type": "code", - "execution_count": 1, - "id": "56297249-4a8c-4e67-b8c3-a0d8652c104e", + "execution_count": null, + "id": "bc0e1c1c-be6a-4395-bbbd-eeafc9330d7e", "metadata": {}, "outputs": [], "source": [ @@ -263,10 +275,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "ba9aedca-6a7b-4d30-9f64-59d76f76fb6d", "metadata": {}, "outputs": [], + "source": [ + "from agents.specialist_agent import price" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "fe5843e5-e958-4a65-8326-8f5b4686de7f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "133.0" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "price(\"Quadcast HyperX condenser mic, connects via usb-c to your computer for crystal clear audio\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f5a3181b-1310-4102-8d7d-52caf4c00538", + "metadata": {}, + "outputs": [], "source": [] } ], diff --git a/week8_wip/day2.0.ipynb b/week8_wip/day2.0.ipynb index 1a56c7a..23f6bce 100644 --- a/week8_wip/day2.0.ipynb +++ b/week8_wip/day2.0.ipynb @@ -210,98 +210,6 @@ "CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']\n", "COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a4cf1c9a-1ced-48d4-974c-3c850905034e", - "metadata": {}, - "outputs": [], - "source": [ - "# Prework\n", - "\n", - "vectors_np = np.array(vectors)\n", - "colors = [COLORS[CATEGORIES.index(t)] for t in categories]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0c6718b3-e0fd-4319-a1b5-d9d34d6b1dd9", - "metadata": {}, - "outputs": [], - "source": [ - "# We humans find it easier to visalize things in 2D!\n", - "# Reduce the dimensionality of the vectors to 2D using t-SNE\n", - "# (t-distributed stochastic neighbor embedding)\n", - "\n", - "tsne = TSNE(n_components=2, random_state=42)\n", - "reduced_vectors = tsne.fit_transform(vectors_np)\n", - "\n", - "# Create the 2D scatter plot\n", - "fig = go.Figure(data=[go.Scatter(\n", - " x=reduced_vectors[:, 0],\n", - " y=reduced_vectors[:, 1],\n", - " mode='markers',\n", - " marker=dict(size=3, color=colors, opacity=0.8),\n", - " text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, descriptions)],\n", - " hoverinfo='text'\n", - ")])\n", - "\n", - "fig.update_layout(\n", - " title='2D Chroma Vector Store Visualization',\n", - " scene=dict(xaxis_title='x',yaxis_title='y'),\n", - " width=1200,\n", - " height=800,\n", - " margin=dict(r=20, b=10, l=10, t=40)\n", - ")\n", - "\n", - "fig.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c54df150-c8d8-4bc3-8877-6759691eeb42", - "metadata": {}, - "outputs": [], - "source": [ - "# Let's try 3D!\n", - "\n", - "tsne = TSNE(n_components=3, random_state=42)\n", - "reduced_vectors = tsne.fit_transform(vectors_np)\n", - "\n", - "# Create the 3D scatter plot\n", - "fig = go.Figure(data=[go.Scatter3d(\n", - " x=reduced_vectors[:, 0],\n", - " y=reduced_vectors[:, 1],\n", - " z=reduced_vectors[:, 2],\n", - " mode='markers',\n", - " marker=dict(size=3, color=colors, opacity=0.7),\n", - " text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, descriptions)],\n", - " hoverinfo='text'\n", - ")])\n", - "\n", - "fig.update_layout(\n", - " title='3D Chroma Vector Store Visualization',\n", - " scene=dict(xaxis_title='x', yaxis_title='y', zaxis_title='z'),\n", - " width=1200,\n", - " height=800,\n", - " margin=dict(r=20, b=10, l=10, t=40)\n", - ")\n", - "\n", - "fig.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e8fb2a63-24c5-4dce-9e63-aa208272f82d", - "metadata": {}, - "outputs": [], - "source": [ - "def " - ] } ], "metadata": { diff --git a/week8_wip/day2.1.ipynb b/week8_wip/day2.1.ipynb new file mode 100644 index 0000000..8a73bc0 --- /dev/null +++ b/week8_wip/day2.1.ipynb @@ -0,0 +1,31093 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "993a2a24-1a58-42be-8034-6d116fb8d786", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "from tqdm import tqdm\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import numpy as np\n", + "import pickle\n", + "from sentence_transformers import SentenceTransformer\n", + "from datasets import load_dataset\n", + "import chromadb\n", + "from items import Item\n", + "from sklearn.manifold import TSNE\n", + "import plotly.graph_objects as go" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1cc1fe53-612f-4228-aa02-8758f4c2098f", + "metadata": {}, + "outputs": [], + "source": [ + "MAXIMUM_DATAPOINTS = 10_000" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f4aab95e-d719-4476-b6e7-e248120df25a", + "metadata": {}, + "outputs": [], + "source": [ + "DB = \"products_vectorstore\"\n", + "client = chromadb.PersistentClient(path=DB)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780", + "metadata": {}, + "outputs": [], + "source": [ + "collection = client.get_or_create_collection('products')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "525fc313-8a16-4ac0-8c42-6a6d1ba1c9b8", + "metadata": {}, + "outputs": [], + "source": [ + "CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']\n", + "COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a4cf1c9a-1ced-48d4-974c-3c850905034e", + "metadata": {}, + "outputs": [], + "source": [ + "# Prework\n", + "result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=MAXIMUM_DATAPOINTS)\n", + "vectors = np.array(result['embeddings'])\n", + "documents = result['documents']\n", + "categories = [metadata['category'] for metadata in result['metadatas']]\n", + "colors = [COLORS[CATEGORIES.index(c)] for c in categories]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c54df150-c8d8-4bc3-8877-6759691eeb42", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's try a 2D chart\n", + "\n", + "tsne = TSNE(n_components=2, random_state=42, n_jobs=-1)\n", + "reduced_vectors = tsne.fit_transform(vectors)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e8fb2a63-24c5-4dce-9e63-aa208272f82d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "marker": { + "color": [ + "blue", + "blue", + "blue", + "orange", + "blue", + "blue", + "blue", + "green", + "purple", + "purple", + "blue", + "orange", + "yellow", + "blue", + "purple", + "blue", + "purple", + "orange", + "orange", + "blue", + "green", + "blue", + "purple", + "cyan", + "cyan", + "purple", + 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+ "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Create the 2D scatter plot\n", + "fig = go.Figure(data=[go.Scatter(\n", + " x=reduced_vectors[:, 0],\n", + " y=reduced_vectors[:, 1],\n", + " mode='markers',\n", + " marker=dict(size=3, color=colors, opacity=0.7),\n", + " # text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, documents)],\n", + " # hoverinfo='text'\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='2D Chroma Vector Store Visualization',\n", + " scene=dict(xaxis_title='x', yaxis_title='y'),\n", + " width=1200,\n", + " height=800,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + } + ], + "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 +} diff --git a/week8_wip/day2.2.ipynb b/week8_wip/day2.2.ipynb index a52c1a8..4bb3fd8 100644 --- a/week8_wip/day2.2.ipynb +++ b/week8_wip/day2.2.ipynb @@ -29,7 +29,17 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, + "id": "1cc1fe53-612f-4228-aa02-8758f4c2098f", + "metadata": {}, + "outputs": [], + "source": [ + "MAXIMUM_DATAPOINTS = 10_000" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "id": "f4aab95e-d719-4476-b6e7-e248120df25a", "metadata": {}, "outputs": [], @@ -40,25 +50,17 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Deleted existing collection: products\n" - ] - } - ], + "outputs": [], "source": [ "collection = client.get_or_create_collection('products')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "525fc313-8a16-4ac0-8c42-6a6d1ba1c9b8", "metadata": {}, "outputs": [], @@ -69,13 +71,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "a4cf1c9a-1ced-48d4-974c-3c850905034e", "metadata": {}, "outputs": [], "source": [ "# Prework\n", - "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", + "result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=MAXIMUM_DATAPOINTS)\n", "vectors = np.array(result['embeddings'])\n", "documents = result['documents']\n", "categories = [metadata['category'] for metadata in result['metadatas']]\n", @@ -84,23 +86,40965 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "c54df150-c8d8-4bc3-8877-6759691eeb42", "metadata": {}, "outputs": [], "source": [ "# Let's try 3D!\n", "\n", - "tsne = TSNE(n_components=3, random_state=42, max_iter=250, n_jobs=-1)\n", + "tsne = TSNE(n_components=3, random_state=42, n_jobs=-1)\n", "reduced_vectors = tsne.fit_transform(vectors)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "e8fb2a63-24c5-4dce-9e63-aa208272f82d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + 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", + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "\n", "# Create the 3D scatter plot\n", @@ -110,8 +41054,8 @@ " z=reduced_vectors[:, 2],\n", " mode='markers',\n", " marker=dict(size=3, color=colors, opacity=0.7),\n", - " text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, documents)],\n", - " hoverinfo='text'\n", + " # text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, documents)],\n", + " # hoverinfo='text'\n", ")])\n", "\n", "fig.update_layout(\n", diff --git a/week8_wip/day2.3.ipynb b/week8_wip/day2.3.ipynb index f2bf0ba..bfa8df0 100644 --- a/week8_wip/day2.3.ipynb +++ b/week8_wip/day2.3.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 55, + "execution_count": 1, "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063", "metadata": {}, "outputs": [], @@ -20,7 +20,6 @@ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pickle\n", - "from collections import Counter\n", "from openai import OpenAI\n", "from sentence_transformers import SentenceTransformer\n", "from datasets import load_dataset\n", @@ -60,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 4, "id": "9a25a5cf-8f6c-4b5d-ad98-fdd096f5adf8", "metadata": {}, "outputs": [], @@ -124,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 5, "id": "d26a1104-cd11-4361-ab25-85fb576e0582", "metadata": {}, "outputs": [], @@ -587,10 +586,101 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "e6d5deb3-6a2a-4484-872c-37176c5e1f07", "metadata": {}, "outputs": [], + "source": [ + "from agents.frontier_agent import FrontierAgent" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "56e8dd5d-ed36-49d8-95f7-dc82e548255b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ed/miniconda3/envs/llms/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "agent = FrontierAgent(collection)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "980dd126-f675-4499-8817-0cc0bb73e247", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "139.99" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "agent.price(\"Quadcast HyperX condenser mic for high quality podcasting\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "66c18a06-d0f1-4ec9-8aff-ec3ca294dd09", + "metadata": {}, + "outputs": [], + "source": [ + "from agents.specialist_agent import SpecialistAgent" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ba672fb4-2c3e-42ee-9ea0-21bfcfc5260c", + "metadata": {}, + "outputs": [], + "source": [ + "agent2 = SpecialistAgent()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a5a97004-95b4-46ea-b12d-a4ead22fcb2a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "189.0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "agent2.price(\"Quadcast HyperX condenser mic for high quality podcasting\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26d5ddc6-baa6-4760-a430-05671847ac47", + "metadata": {}, + "outputs": [], "source": [] } ], diff --git a/week8_wip/day2.4.ipynb b/week8_wip/day2.4.ipynb index db6b980..b2512c9 100644 --- a/week8_wip/day2.4.ipynb +++ b/week8_wip/day2.4.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 40, + "execution_count": 2, "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063", "metadata": {}, "outputs": [], @@ -17,41 +17,38 @@ "import random\n", "from dotenv import load_dotenv\n", "from huggingface_hub import login\n", - "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pickle\n", - "from collections import Counter\n", "from openai import OpenAI\n", "from sentence_transformers import SentenceTransformer\n", "from datasets import load_dataset\n", "import chromadb\n", "from items import Item\n", "from testing import Tester\n", - "import modal\n", "import pandas as pd\n", "import numpy as np\n", + "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.linear_model import LinearRegression\n", - "from sklearn.metrics import mean_squared_error, r2_score" + "from sklearn.metrics import mean_squared_error, r2_score\n", + "import joblib\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "e6e88bd1-f89c-4b98-92fa-aa4bc1575bca", "metadata": {}, "outputs": [], "source": [ "# CONSTANTS\n", "\n", - "HF_USER = \"ed-donner\" # your HF name here! Or use mine if you just want to reproduce my results.\n", - "DATASET_NAME = f\"{HF_USER}/pricer-data\"\n", "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", "DB = \"products_vectorstore\"" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "98666e73-938e-469d-8987-e6e55ba5e034", "metadata": {}, "outputs": [], @@ -63,16 +60,6 @@ "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" ] }, - { - "cell_type": "code", - "execution_count": 4, - "id": "9a25a5cf-8f6c-4b5d-ad98-fdd096f5adf8", - "metadata": {}, - "outputs": [], - "source": [ - "openai = OpenAI()" - ] - }, { "cell_type": "code", "execution_count": 5, @@ -89,47 +76,6 @@ { "cell_type": "code", "execution_count": 6, - "id": "33d38a06-0c0d-4e96-94d1-35ee183416ce", - "metadata": {}, - "outputs": [], - "source": [ - "def make_context(similars, prices):\n", - " message = \"To provide some context, here are some other items that might be similar to the item you need to estimate.\\n\\n\"\n", - " for similar, price in zip(similars, prices):\n", - " message += f\"Potentially related product:\\n{similar}\\nPrice is ${price:.2f}\\n\\n\"\n", - " return message" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "61f203b7-63b6-48ed-869b-e393b5bfcad3", - "metadata": {}, - "outputs": [], - "source": [ - "def messages_for(item, similars, prices):\n", - " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", - " user_prompt = make_context(similars, prices)\n", - " user_prompt += \"And now the question for you:\\n\\n\"\n", - " user_prompt += item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n", - " return [\n", - " {\"role\": \"system\", \"content\": system_message},\n", - " {\"role\": \"user\", \"content\": user_prompt},\n", - " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n", - " ]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b26f405d-6e1f-4caa-b97f-1f62cd9d1ebc", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 8, "id": "d26a1104-cd11-4361-ab25-85fb576e0582", "metadata": {}, "outputs": [], @@ -140,660 +86,526 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "1e339760-96d8-4485-bec7-43fadcd30c4d", - "metadata": {}, - "outputs": [], - "source": [ - "def description(item):\n", - " text = item.prompt.replace(\"How much does this cost to the nearest dollar?\\n\\n\", \"\")\n", - " return text.split(\"\\n\\nPrice is $\")[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "id": "9f759bd2-7a7e-4c1a-80a0-e12470feca89", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ed/miniconda3/envs/llms/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "e44dbd25-fb95-4b6b-bbbb-8da5fc817105", - "metadata": {}, - "outputs": [], - "source": [ - "def vector(item):\n", - " return model.encode([description(item)])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "ffd5ee47-db5d-4263-b0d9-80d568c91341", - "metadata": {}, - "outputs": [], - "source": [ - "def find_similars(item):\n", - " results = collection.query(query_embeddings=vector(item).astype(float).tolist(), n_results=5)\n", - " documents = results['documents'][0][:]\n", - " prices = [m['price'] for m in results['metadatas'][0][:]]\n", - " return documents, prices" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "d11f1c8d-7480-4d64-a274-b030d701f1b8", - "metadata": {}, - "outputs": [], - "source": [ - "def get_price(s):\n", - " s = s.replace('$','').replace(',','')\n", - " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", - " return float(match.group()) if match else 0" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "a919cf7d-b3d3-4968-8c96-54a0da0b0219", + "execution_count": 8, + "id": "e00b82a9-a8dc-46f1-8ea9-2f07cbc8e60d", "metadata": {}, "outputs": [], "source": [ - "# The function for gpt-4o-mini\n", - "\n", - "def gpt_4o_mini_rag(item):\n", - " documents, prices = find_similars(item)\n", - " response = openai.chat.completions.create(\n", - " model=\"gpt-4o-mini\", \n", - " messages=messages_for(item, documents, prices),\n", - " seed=42,\n", - " max_tokens=5\n", - " )\n", - " reply = response.choices[0].message.content\n", - " return get_price(reply)" + "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", + "vectors = np.array(result['embeddings'])\n", + "documents = result['documents']\n", + "prices = [metadata['price'] for metadata in result['metadatas']]" ] }, { "cell_type": "code", - "execution_count": 20, - "id": "8b918cfc-76c1-442a-8caa-bec500cd504b", + "execution_count": 9, + "id": "48894777-101f-4fe5-998c-47079407f340", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
RandomForestRegressor(n_jobs=8, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], "text/plain": [ - "40.97" + "RandomForestRegressor(n_jobs=8, random_state=42)" ] }, - "execution_count": 20, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gpt_4o_mini_rag(test[1000])" + "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", + "rf_model.fit(vectors, prices)" ] }, { "cell_type": "code", - "execution_count": 21, - "id": "c92cfc0b-b36d-456f-94cc-fe3f315cc25e", + "execution_count": 12, + "id": "62eb7ddf-e1da-481e-84c6-1256547566bd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "['agents/random_forest_model.pkl']" ] }, - "execution_count": 21, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "test[1000]" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "16d90455-ff7d-4f5f-8b8c-8e061263d1c7", - "metadata": {}, - "outputs": [], - "source": [ - "Pricer = modal.Cls.lookup(\"pricer-service\", \"Pricer\")\n", - "pricer = Pricer()" + "joblib.dump(rf_model, 'random_forest_model.pkl')" ] }, { "cell_type": "code", - "execution_count": 34, - "id": "e6d5deb3-6a2a-4484-872c-37176c5e1f07", + "execution_count": 17, + "id": "5d438dec-8e5b-4e60-bb6f-c3f82e522dd9", "metadata": {}, "outputs": [], "source": [ - "def proprietary(item):\n", - " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", - " return pricer.price.remote(text)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "bacdf607-37b9-4997-adb1-d63abfb645b1", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "182.0\n", - "201.45\n" - ] - } - ], - "source": [ - "print(proprietary(test[1]))\n", - "print(gpt_4o_mini_rag(test[1]))" + "from agents.specialist_agent import SpecialistAgent\n", + "from agents.frontier_agent import FrontierAgent\n", + "from agents.random_forest_agent import RandomForestAgent" ] }, { "cell_type": "code", - "execution_count": 37, - "id": "b35532e7-098a-4ab9-a8f7-8f101b437181", + "execution_count": 18, + "id": "afc39369-b97b-4a90-b17e-b20ef501d3c9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 250/250 [13:17<00:00, 3.19s/it]\n" + "/Users/ed/miniconda3/envs/llms/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n", + " warnings.warn(\n" ] } ], "source": [ - "truths = []\n", - "proprietaries = []\n", - "rags = []\n", - "for i in tqdm(range(1000,1250)):\n", - " item = test[i]\n", - " truths.append(item.price)\n", - " proprietaries.append(proprietary(item))\n", - " rags.append(gpt_4o_mini_rag(item))" + "specialist = SpecialistAgent()\n", + "frontier = FrontierAgent(collection)\n", + "random_forest = RandomForestAgent()" ] }, { "cell_type": "code", - "execution_count": 76, - "id": "e6ae54c7-6e8e-4333-b075-b59978fed560", + "execution_count": 12, + "id": "8e2d0d0a-8bb8-4b39-b046-322828c39244", "metadata": {}, "outputs": [], "source": [ - "mins = [min(p,r) for p,r in zip(proprietaries, rags)]\n", - "maxes = [max(p,r) for p,r in zip(proprietaries, rags)]\n", - "\n", - "X = pd.DataFrame({\n", - " 'Proprietary': proprietaries,\n", - " 'RAG': rags,\n", - " 'Min': mins,\n", - " 'Max': maxes,\n", - "})\n", - "\n", - "# Convert y to a Series\n", - "y = pd.Series(truths)" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "id": "e68684ed-d029-4d95-bb13-eead19b20e49", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Proprietary: 0.38\n", - "RAG: 0.12\n", - "Min: 0.11\n", - "Max: 0.39\n", - "Intercept=11.23\n" - ] - } - ], - "source": [ - "# Train a Linear Regression\n", - "np.random.seed(42)\n", - "\n", - "lr = LinearRegression()\n", - "lr.fit(X, y)\n", - "\n", - "feature_columns = [\"Proprietary\", \"RAG\", \"Min\", \"Max\"]\n", - "\n", - "for feature, coef in zip(feature_columns, lr.coef_):\n", - " print(f\"{feature}: {coef:.2f}\")\n", - "print(f\"Intercept={lr.intercept_:.2f}\")" + "def get_text(item):\n", + " return item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]" ] }, { "cell_type": "code", - "execution_count": 82, - "id": "28530362-97b8-42a0-bf89-967539b6f170", + "execution_count": 24, + "id": "bfe0434f-b29e-4cc0-bad9-b07624665727", "metadata": {}, "outputs": [], "source": [ - "def ensemble(item):\n", - " prop = proprietary(item)\n", - " rag = gpt_4o_mini_rag(item)\n", - " Xt = pd.DataFrame({\n", - " 'Proprietary': [prop],\n", - " 'RAG': [rag],\n", - " 'Min': [min(prop,rag)],\n", - " 'Max': [max(prop,rag)],\n", - " })\n", - " yt = lr.predict(Xt)\n", - " return yt[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "id": "08021c05-340b-4ee2-9d11-4b280766976f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "396.6927460035488" - ] - }, - "execution_count": 83, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ensemble(test[0])" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "id": "d8308c74-546f-4fc0-ada4-1974addacfd1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "374.41" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "test[0].price" + "def rf(item):\n", + " return random_forest.price(get_text(item))" ] }, { "cell_type": "code", - 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"\u001b[92m68: Guess: $176.22 Truth: $149.00 Error: $27.22 SLE: 0.03 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", - "\u001b[92m69: Guess: $232.42 Truth: $251.98 Error: $19.56 SLE: 0.01 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", - "\u001b[93m70: Guess: $227.88 Truth: $160.00 Error: $67.88 SLE: 0.12 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", - "\u001b[92m71: Guess: $50.80 Truth: $39.99 Error: $10.81 SLE: 0.05 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", - "\u001b[93m72: Guess: $260.08 Truth: $362.41 Error: $102.33 SLE: 0.11 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", - "\u001b[93m73: Guess: $429.19 Truth: $344.00 Error: $85.19 SLE: 0.05 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", - "\u001b[92m74: Guess: $41.46 Truth: $25.09 Error: $16.37 SLE: 0.24 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", - "\u001b[91m75: Guess: $93.70 Truth: $175.95 Error: $82.25 SLE: 0.39 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[91m76: Guess: $339.71 Truth: $132.64 Error: $207.07 SLE: 0.88 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[93m77: Guess: $291.98 Truth: $422.99 Error: $131.01 SLE: 0.14 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[92m78: Guess: $170.87 Truth: $146.48 Error: $24.39 SLE: 0.02 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[92m79: Guess: $186.94 Truth: $156.83 Error: $30.11 SLE: 0.03 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[93m80: Guess: $185.10 Truth: $251.99 Error: $66.89 SLE: 0.09 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[91m81: Guess: $271.71 Truth: $940.33 Error: $668.62 SLE: 1.53 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[92m82: Guess: $64.43 Truth: $52.99 Error: $11.44 SLE: 0.04 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[93m83: Guess: $296.13 Truth: $219.95 Error: $76.18 SLE: 0.09 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[92m84: Guess: $449.79 Truth: $441.03 Error: $8.76 SLE: 0.00 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[92m85: Guess: $177.14 Truth: $168.98 Error: $8.16 SLE: 0.00 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[92m86: Guess: $14.22 Truth: $2.49 Error: $11.73 SLE: 2.17 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[92m87: Guess: $91.14 Truth: $98.62 Error: $7.48 SLE: 0.01 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[92m88: Guess: $242.02 Truth: $256.95 Error: $14.93 SLE: 0.00 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[92m89: Guess: $35.96 Truth: $30.99 Error: $4.97 SLE: 0.02 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[91m90: Guess: $851.09 Truth: $569.84 Error: $281.25 SLE: 0.16 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[92m91: Guess: $166.60 Truth: $177.99 Error: $11.39 SLE: 0.00 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[92m92: Guess: $998.52 Truth: $997.99 Error: $0.53 SLE: 0.00 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[92m93: Guess: $201.78 Truth: $219.00 Error: $17.22 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[92m94: Guess: $250.39 Truth: $225.55 Error: $24.84 SLE: 0.01 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[91m95: Guess: $1,053.72 Truth: $495.95 Error: $557.77 SLE: 0.57 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[92m96: Guess: $979.61 Truth: $942.37 Error: $37.24 SLE: 0.00 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[92m97: Guess: $25.25 Truth: $1.94 Error: $23.31 SLE: 4.79 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[92m98: Guess: $287.73 Truth: $284.34 Error: $3.39 SLE: 0.00 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[92m99: Guess: $179.37 Truth: $171.90 Error: $7.47 SLE: 0.00 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[93m100: Guess: $209.10 Truth: $144.99 Error: $64.11 SLE: 0.13 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[93m101: Guess: $346.15 Truth: $470.47 Error: $124.32 SLE: 0.09 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[92m102: Guess: $84.48 Truth: $66.95 Error: $17.53 SLE: 0.05 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[92m103: Guess: $126.15 Truth: $117.00 Error: $9.15 SLE: 0.01 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[91m104: Guess: $277.16 Truth: $172.14 Error: $105.02 SLE: 0.22 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[92m105: Guess: $357.45 Truth: $392.74 Error: $35.29 SLE: 0.01 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[92m106: Guess: $33.05 Truth: $16.99 Error: $16.06 SLE: 0.41 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[92m107: Guess: $12.32 Truth: $1.34 Error: $10.98 SLE: 3.02 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[93m108: Guess: $270.46 Truth: $349.98 Error: $79.52 SLE: 0.07 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[92m109: Guess: $392.60 Truth: $370.71 Error: $21.89 SLE: 0.00 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[92m110: Guess: $75.24 Truth: $65.88 Error: $9.36 SLE: 0.02 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[93m111: Guess: $281.56 Truth: $229.99 Error: $51.57 SLE: 0.04 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[92m112: Guess: $25.72 Truth: $9.14 Error: $16.58 SLE: 0.94 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[91m113: Guess: $384.73 Truth: $199.00 Error: $185.73 SLE: 0.43 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[91m114: Guess: $211.10 Truth: $109.99 Error: $101.11 SLE: 0.42 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[93m115: Guess: $409.45 Truth: $570.42 Error: $160.97 SLE: 0.11 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[92m116: Guess: $259.12 Truth: $279.99 Error: $20.87 SLE: 0.01 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[92m117: Guess: $35.96 Truth: $30.99 Error: $4.97 SLE: 0.02 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[92m118: Guess: $48.57 Truth: $31.99 Error: $16.58 SLE: 0.17 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[93m119: Guess: $62.81 Truth: $15.90 Error: $46.91 SLE: 1.77 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[93m120: Guess: $102.35 Truth: $45.99 Error: $56.36 SLE: 0.62 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[91m121: Guess: $233.99 Truth: $113.52 Error: $120.47 SLE: 0.52 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[92m122: Guess: $484.62 Truth: $516.99 Error: $32.37 SLE: 0.00 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[93m123: Guess: $140.76 Truth: $196.99 Error: $56.23 SLE: 0.11 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[93m124: Guess: $90.45 Truth: $46.55 Error: $43.90 SLE: 0.43 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[92m125: Guess: $290.45 Truth: $356.99 Error: $66.54 SLE: 0.04 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[92m126: Guess: $319.11 Truth: $319.95 Error: $0.84 SLE: 0.00 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[93m127: Guess: $149.52 Truth: $96.06 Error: $53.46 SLE: 0.19 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[92m128: Guess: $228.95 Truth: $190.99 Error: $37.96 SLE: 0.03 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[91m129: Guess: $137.26 Truth: $257.95 Error: $120.69 SLE: 0.39 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[92m130: Guess: $87.48 Truth: $62.95 Error: $24.53 SLE: 0.11 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[92m131: Guess: $81.59 Truth: $47.66 Error: $33.93 SLE: 0.28 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[92m132: Guess: $233.78 Truth: $226.99 Error: $6.79 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[92m133: Guess: $352.40 Truth: $359.95 Error: $7.55 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[92m134: Guess: $87.15 Truth: $78.40 Error: $8.75 SLE: 0.01 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[92m135: Guess: $165.18 Truth: $172.77 Error: $7.59 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[92m136: Guess: $332.73 Truth: $316.45 Error: $16.28 SLE: 0.00 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[92m137: Guess: $100.94 Truth: $87.99 Error: $12.95 SLE: 0.02 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[92m138: Guess: $195.32 Truth: $226.63 Error: $31.31 SLE: 0.02 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[92m139: Guess: $43.91 Truth: $31.49 Error: $12.42 SLE: 0.10 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[93m140: Guess: $247.75 Truth: $196.00 Error: $51.75 SLE: 0.05 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[92m141: Guess: $60.88 Truth: $78.40 Error: $17.52 SLE: 0.06 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[92m142: Guess: $99.49 Truth: $116.25 Error: $16.76 SLE: 0.02 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[92m143: Guess: $140.99 Truth: $112.78 Error: $28.21 SLE: 0.05 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[93m144: Guess: $82.70 Truth: $27.32 Error: $55.38 SLE: 1.17 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[92m145: Guess: $130.89 Truth: $145.91 Error: $15.02 SLE: 0.01 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[92m146: Guess: $193.45 Truth: $171.09 Error: $22.36 SLE: 0.01 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[93m147: Guess: $119.71 Truth: $167.95 Error: $48.24 SLE: 0.11 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[92m148: Guess: $47.44 Truth: $28.49 Error: $18.95 SLE: 0.25 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[92m149: Guess: $140.50 Truth: $122.23 Error: $18.27 SLE: 0.02 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[92m150: Guess: $45.58 Truth: $32.99 Error: $12.59 SLE: 0.10 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[93m151: Guess: $122.37 Truth: $71.20 Error: $51.17 SLE: 0.29 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[92m152: Guess: $90.37 Truth: $112.75 Error: $22.38 SLE: 0.05 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[92m153: Guess: $152.13 Truth: $142.43 Error: $9.70 SLE: 0.00 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[93m154: Guess: $298.31 Truth: $398.99 Error: $100.68 SLE: 0.08 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[91m155: Guess: $629.96 Truth: $449.00 Error: $180.96 SLE: 0.11 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[92m156: Guess: $212.25 Truth: $189.00 Error: $23.25 SLE: 0.01 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[92m157: Guess: $115.27 Truth: $120.91 Error: $5.64 SLE: 0.00 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[92m158: Guess: $181.50 Truth: $203.53 Error: $22.03 SLE: 0.01 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[92m159: Guess: $382.68 Truth: $349.99 Error: $32.69 SLE: 0.01 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[92m160: Guess: $28.03 Truth: $34.35 Error: $6.32 SLE: 0.04 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[92m161: Guess: $357.44 Truth: $384.99 Error: $27.55 SLE: 0.01 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[92m162: Guess: $238.45 Truth: $211.00 Error: $27.45 SLE: 0.01 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[91m163: Guess: $219.99 Truth: $129.00 Error: $90.99 SLE: 0.28 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[91m164: Guess: $26.07 Truth: $111.45 Error: $85.38 SLE: 2.03 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[92m165: Guess: $53.50 Truth: $81.12 Error: $27.62 SLE: 0.17 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[92m166: Guess: $442.65 Truth: $457.08 Error: $14.43 SLE: 0.00 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[92m167: Guess: $78.65 Truth: $49.49 Error: $29.16 SLE: 0.21 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[93m168: Guess: $122.59 Truth: $80.56 Error: $42.03 SLE: 0.17 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[92m169: Guess: $315.34 Truth: $278.39 Error: $36.95 SLE: 0.02 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[92m170: Guess: $412.25 Truth: $364.50 Error: $47.75 SLE: 0.02 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[91m171: Guess: $616.04 Truth: $378.99 Error: $237.05 SLE: 0.24 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[93m172: Guess: $208.32 Truth: $165.28 Error: $43.04 SLE: 0.05 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[92m173: Guess: $84.48 Truth: $56.74 Error: $27.74 SLE: 0.15 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[93m174: Guess: $223.93 Truth: $307.95 Error: $84.02 SLE: 0.10 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[93m175: Guess: $111.03 Truth: $38.00 Error: $73.03 SLE: 1.11 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[92m176: Guess: $87.74 Truth: $53.00 Error: $34.74 SLE: 0.25 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[92m177: Guess: $554.36 Truth: $498.00 Error: $56.36 SLE: 0.01 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $148.83 Truth: $53.99 Error: $94.84 SLE: 1.00 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[92m179: Guess: $335.26 Truth: $350.00 Error: $14.74 SLE: 0.00 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[92m180: Guess: $329.20 Truth: $299.95 Error: $29.25 SLE: 0.01 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[92m181: Guess: $98.67 Truth: $94.93 Error: $3.74 SLE: 0.00 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[92m182: Guess: $357.44 Truth: $379.00 Error: $21.56 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[92m183: Guess: $269.20 Truth: $299.95 Error: $30.75 SLE: 0.01 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[92m184: Guess: $27.58 Truth: $24.99 Error: $2.59 SLE: 0.01 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[91m185: Guess: $139.92 Truth: $41.04 Error: $98.88 SLE: 1.46 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[92m186: Guess: $273.93 Truth: $327.90 Error: $53.97 SLE: 0.03 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[92m187: Guess: $33.30 Truth: $10.99 Error: $22.31 SLE: 1.10 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[92m188: Guess: $26.07 Truth: $14.99 Error: $11.08 SLE: 0.28 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[93m189: Guess: $38.98 Truth: $84.95 Error: $45.97 SLE: 0.59 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[92m190: Guess: $136.23 Truth: $111.00 Error: $25.23 SLE: 0.04 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[93m191: Guess: $165.59 Truth: $123.73 Error: $41.86 SLE: 0.08 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[92m192: Guess: $550.45 Truth: $557.38 Error: $6.93 SLE: 0.00 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[92m193: Guess: $122.31 Truth: $95.55 Error: $26.76 SLE: 0.06 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[92m194: Guess: $155.10 Truth: $154.00 Error: $1.10 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[91m195: Guess: $287.26 Truth: $198.99 Error: $88.27 SLE: 0.13 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $238.95 Truth: $430.44 Error: $191.49 SLE: 0.34 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[92m197: Guess: $34.85 Truth: $45.67 Error: $10.82 SLE: 0.07 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[92m198: Guess: $202.22 Truth: $249.00 Error: $46.78 SLE: 0.04 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[92m199: Guess: $45.65 Truth: $42.99 Error: $2.66 SLE: 0.00 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[93m200: Guess: $234.94 Truth: $181.33 Error: $53.61 SLE: 0.07 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[92m201: Guess: $17.71 Truth: $6.03 Error: $11.68 SLE: 0.96 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[92m202: Guess: $66.14 Truth: $29.99 Error: $36.15 SLE: 0.60 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[92m203: Guess: $779.45 Truth: $899.00 Error: $119.55 SLE: 0.02 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[93m204: Guess: $505.87 Truth: $399.99 Error: $105.88 SLE: 0.05 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[92m205: Guess: $17.71 Truth: $4.66 Error: $13.05 SLE: 1.43 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[92m206: Guess: $262.54 Truth: $261.41 Error: $1.13 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[92m207: Guess: $152.70 Truth: $136.97 Error: $15.73 SLE: 0.01 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[92m208: Guess: $99.28 Truth: $79.00 Error: $20.28 SLE: 0.05 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[93m209: Guess: $284.73 Truth: $444.99 Error: $160.26 SLE: 0.20 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[92m210: Guess: $477.10 Truth: $411.94 Error: $65.16 SLE: 0.02 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[92m211: Guess: $184.17 Truth: $148.40 Error: $35.77 SLE: 0.05 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[91m212: Guess: $136.24 Truth: $244.99 Error: $108.75 SLE: 0.34 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[92m213: Guess: $105.98 Truth: $86.50 Error: $19.48 SLE: 0.04 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[91m214: Guess: $135.48 Truth: $297.95 Error: $162.47 SLE: 0.61 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[92m215: Guess: $461.22 Truth: $399.99 Error: $61.23 SLE: 0.02 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[92m216: Guess: $683.93 Truth: $599.00 Error: $84.93 SLE: 0.02 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[92m217: Guess: $108.50 Truth: $105.99 Error: $2.51 SLE: 0.00 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[92m218: Guess: $575.66 Truth: $689.00 Error: $113.34 SLE: 0.03 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[92m219: Guess: $372.88 Truth: $404.99 Error: $32.11 SLE: 0.01 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[91m220: Guess: $309.92 Truth: $207.76 Error: $102.16 SLE: 0.16 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[92m221: Guess: $183.26 Truth: $171.82 Error: $11.44 SLE: 0.00 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[92m222: Guess: $298.31 Truth: $293.24 Error: $5.07 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[92m223: Guess: $382.20 Truth: $374.95 Error: $7.25 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[92m224: Guess: $122.03 Truth: $111.99 Error: $10.04 SLE: 0.01 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[92m225: Guess: $60.43 Truth: $42.99 Error: $17.44 SLE: 0.11 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[92m226: Guess: $140.99 Truth: $116.71 Error: $24.28 SLE: 0.04 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[91m227: Guess: $198.63 Truth: $118.61 Error: $80.02 SLE: 0.26 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[92m228: Guess: $140.92 Truth: $147.12 Error: $6.20 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[93m229: Guess: $184.45 Truth: $119.99 Error: $64.46 SLE: 0.18 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[93m230: Guess: $476.18 Truth: $369.98 Error: $106.20 SLE: 0.06 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[92m231: Guess: $293.45 Truth: $315.55 Error: $22.10 SLE: 0.01 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[93m232: Guess: $264.16 Truth: $190.99 Error: $73.17 SLE: 0.10 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[92m233: Guess: $190.65 Truth: $155.00 Error: $35.65 SLE: 0.04 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[92m234: Guess: $357.48 Truth: $349.99 Error: $7.49 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[93m235: Guess: $314.57 Truth: $249.99 Error: $64.58 SLE: 0.05 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[92m236: Guess: $55.84 Truth: $42.99 Error: $12.85 SLE: 0.07 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[92m237: Guess: $26.07 Truth: $17.99 Error: $8.08 SLE: 0.13 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[92m238: Guess: $357.44 Truth: $425.00 Error: $67.56 SLE: 0.03 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[93m239: Guess: $304.11 Truth: $249.99 Error: $54.12 SLE: 0.04 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[93m240: Guess: $59.32 Truth: $138.23 Error: $78.91 SLE: 0.70 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[93m241: Guess: $503.44 Truth: $414.99 Error: $88.45 SLE: 0.04 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[93m242: Guess: $229.96 Truth: $168.28 Error: $61.68 SLE: 0.10 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[92m243: Guess: $238.95 Truth: $199.99 Error: $38.96 SLE: 0.03 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[93m244: Guess: $168.51 Truth: $126.70 Error: $41.81 SLE: 0.08 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[92m245: Guess: $19.16 Truth: $5.91 Error: $13.25 SLE: 1.15 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[92m246: Guess: $199.69 Truth: $193.06 Error: $6.63 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[93m247: Guess: $189.49 Truth: $249.99 Error: $60.50 SLE: 0.08 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[92m248: Guess: $78.93 Truth: $64.12 Error: $14.81 SLE: 0.04 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[91m249: Guess: $197.86 Truth: $114.99 Error: $82.87 SLE: 0.29 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[93m250: Guess: $620.72 Truth: $926.00 Error: $305.28 SLE: 0.16 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Tester.test(ensemble, test)" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "id": "d0c41043-2049-4883-947f-2aad2f6954c2", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.ensemble import RandomForestRegressor\n", - "\n", - "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", - "vectors = np.array(result['embeddings'])\n", - "documents = result['documents']\n", - "prices = [metadata['price'] for metadata in result['metadatas']]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e9c3276f-ae01-478d-bb27-dc73b567b41a", - "metadata": {}, - "outputs": [], - "source": [ - "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", - "rf_model.fit(vectors, prices)" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "id": "3e8f70cd-4147-40c6-9861-a3513b7e5499", - "metadata": {}, - "outputs": [], - "source": [ - "def new_rf(item):\n", - " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", - " vector = model.encode([text])\n", - " return max(0, rf_model.predict(vector)[0])" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "id": "a2e3340f-7ed4-47eb-a5a9-dff4c0353f58", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "289.98609999999996" - ] - }, - "execution_count": 93, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "new_rf(test[0])" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "id": "f91c903b-8db1-4374-807e-3a8ce282ef30", + "execution_count": 25, + "id": "cdf233ec-264f-4b34-9f2b-27c39692137b", "metadata": {}, "outputs": [ { @@ -1054,7 +866,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1064,44 +876,668 @@ } ], "source": [ - "Tester.test(new_rf, test)" + "Tester.test(rf, test)" ] }, { "cell_type": "code", - "execution_count": 97, - "id": "3c8e23c5-1ed3-4bd1-a3c0-129d4712c93a", + "execution_count": 10, + "id": "9f759bd2-7a7e-4c1a-80a0-e12470feca89", + "metadata": {}, + "outputs": [], + "source": [ + "product = \"Quadcast HyperX condenser mic for high quality audio for podcasting\"" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e44dbd25-fb95-4b6b-bbbb-8da5fc817105", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "189.0\n", + "139.99\n", + "285.35880000000014\n" + ] + } + ], + "source": [ + "print(specialist.price(product))\n", + "print(frontier.price(product))\n", + "print(random_forest.price(product))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "1779b353-e2bb-4fc7-be7c-93057e4d688a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 250/250 [00:08<00:00, 30.84it/s]\n" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 500/500 [27:07<00:00, 3.26s/it]\n" ] } ], "source": [ - "forests = []\n", - "for i in tqdm(range(1000,1250)):\n", - " item = test[i]\n", - " forests.append(new_rf(item))" + "specialists = []\n", + "frontiers = []\n", + "random_forests = []\n", + "y = []\n", + "for item in tqdm(test[1000:1500]):\n", + " text = get_text(item)\n", + " specialists.append(specialist.price(text))\n", + " frontiers.append(frontier.price(text))\n", + " random_forests.append(random_forest.price(text))\n", + " y.append(item.price)" ] }, { "cell_type": "code", - "execution_count": 117, - "id": "8e2eca63-8230-4904-9a79-7e779747479e", + "execution_count": 31, + "id": "f0bca725-4e34-405b-8d90-41d67086a25d", + "metadata": {}, + "outputs": [], + "source": [ + "mins = [min(s,f,r) for s,f,r in zip(specialists, frontiers, random_forests)]\n", + "maxes = [max(s,f,r) for s,f,r in zip(specialists, frontiers, random_forests)]\n", + "\n", + "X = pd.DataFrame({\n", + " 'Specialist': specialists,\n", + " 'Frontier': frontiers,\n", + " 'RandomForest': random_forests,\n", + " 'Min': mins,\n", + " 'Max': maxes,\n", + "})\n", + "\n", + "# Convert y to a Series\n", + "ys = pd.Series(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1be5be8a-3e7f-42a2-be54-0c7e380f7cc4", + "metadata": {}, + "outputs": [], + "source": [ + "from agents.ensemble_agent import EnsembleAgent" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e762441a-9470-4dd7-8a8f-ec0430e908c7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [49:20<00:00, 2.96s/it]\n" + "/Users/ed/miniconda3/envs/llms/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n", + " warnings.warn(\n" ] } ], + "source": [ + "ensemble = EnsembleAgent(collection)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1a29f03c-8010-43b7-ae7d-1bc85ca6e8e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "167.48065555695882" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ensemble.price(product)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e6a5e226-a508-43d5-aa42-cefbde72ffdf", + "metadata": {}, + "outputs": [], + "source": [ + "def ensemble_pricer(item):\n", + " return ensemble.price(get_text(item))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "8397b1ef-2ea3-4af8-bb34-36594e0600cc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[92m1: Guess: $380.72 Truth: $374.41 Error: $6.31 SLE: 0.00 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", + "\u001b[92m2: Guess: $212.41 Truth: $225.11 Error: $12.70 SLE: 0.00 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", + "\u001b[92m3: Guess: $50.22 Truth: $61.68 Error: $11.46 SLE: 0.04 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", + "\u001b[93m4: Guess: $383.93 Truth: $599.99 Error: $216.06 SLE: 0.20 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", + "\u001b[92m5: Guess: $31.47 Truth: $16.99 Error: $14.48 SLE: 0.35 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", + "\u001b[92m6: Guess: $36.44 Truth: $31.99 Error: $4.45 SLE: 0.02 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", + "\u001b[92m7: Guess: $98.08 Truth: $101.79 Error: $3.71 SLE: 0.00 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", + "\u001b[93m8: Guess: $377.50 Truth: $289.00 Error: $88.50 SLE: 0.07 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", + "\u001b[93m9: Guess: $810.00 Truth: $635.86 Error: $174.14 SLE: 0.06 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", + "\u001b[92m10: Guess: $81.17 Truth: $65.99 Error: $15.18 SLE: 0.04 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", + "\u001b[92m11: Guess: $280.68 Truth: $254.21 Error: $26.47 SLE: 0.01 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", + "\u001b[92m12: Guess: $415.62 Truth: $412.99 Error: $2.63 SLE: 0.00 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", + "\u001b[92m13: Guess: $244.48 Truth: $205.50 Error: $38.98 SLE: 0.03 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", + "\u001b[92m14: Guess: $288.70 Truth: $248.23 Error: $40.47 SLE: 0.02 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", + "\u001b[92m15: Guess: $381.80 Truth: $399.00 Error: $17.20 SLE: 0.00 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", + "\u001b[92m16: Guess: $380.13 Truth: $373.94 Error: $6.19 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", + "\u001b[92m17: Guess: $116.73 Truth: $92.89 Error: $23.84 SLE: 0.05 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", + "\u001b[92m18: Guess: $69.13 Truth: $51.99 Error: $17.14 SLE: 0.08 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", + "\u001b[91m19: Guess: $311.40 Truth: $179.00 Error: $132.40 SLE: 0.30 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", + "\u001b[92m20: Guess: $41.12 Truth: $19.42 Error: $21.70 SLE: 0.52 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", + "\u001b[92m21: Guess: $499.31 Truth: $539.95 Error: $40.64 SLE: 0.01 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", + "\u001b[92m22: Guess: $160.36 Truth: $147.67 Error: $12.69 SLE: 0.01 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", + "\u001b[92m23: Guess: $35.66 Truth: $24.99 Error: $10.67 SLE: 0.12 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", + "\u001b[93m24: Guess: $69.72 Truth: $149.00 Error: $79.28 SLE: 0.57 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", + "\u001b[92m25: Guess: $37.07 Truth: $16.99 Error: $20.08 SLE: 0.56 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", + "\u001b[92m26: Guess: $27.75 Truth: $7.99 Error: $19.76 SLE: 1.35 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", + "\u001b[92m27: Guess: $212.49 Truth: $199.99 Error: $12.50 SLE: 0.00 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", + "\u001b[92m28: Guess: $300.52 Truth: $251.45 Error: $49.07 SLE: 0.03 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", + "\u001b[92m29: Guess: $262.58 Truth: $231.62 Error: $30.96 SLE: 0.02 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", + "\u001b[93m30: Guess: $182.41 Truth: $135.00 Error: $47.41 SLE: 0.09 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", + "\u001b[92m31: Guess: $419.38 Truth: $356.62 Error: $62.76 SLE: 0.03 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", + "\u001b[93m32: Guess: $310.19 Truth: $257.99 Error: $52.20 SLE: 0.03 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", + "\u001b[92m33: Guess: $36.85 Truth: $27.99 Error: $8.86 SLE: 0.07 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", + "\u001b[92m34: Guess: $132.28 Truth: $171.20 Error: $38.92 SLE: 0.07 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", + "\u001b[91m35: Guess: $377.24 Truth: $225.00 Error: $152.24 SLE: 0.27 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", + "\u001b[91m36: Guess: $189.16 Truth: $105.00 Error: $84.16 SLE: 0.34 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", + "\u001b[92m37: Guess: $315.24 Truth: $299.99 Error: $15.25 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", + "\u001b[93m38: Guess: $684.24 Truth: $535.09 Error: $149.15 SLE: 0.06 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", + "\u001b[92m39: Guess: $35.93 Truth: $12.33 Error: $23.60 SLE: 1.04 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", + "\u001b[93m40: Guess: $135.54 Truth: $84.99 Error: $50.55 SLE: 0.21 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", + "\u001b[92m41: Guess: $33.03 Truth: $15.99 Error: $17.04 SLE: 0.48 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", + "\u001b[92m42: Guess: $57.00 Truth: $62.44 Error: $5.44 SLE: 0.01 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", + "\u001b[92m43: Guess: $111.17 Truth: $82.99 Error: $28.18 SLE: 0.08 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", + "\u001b[93m44: Guess: $381.39 Truth: $599.95 Error: $218.56 SLE: 0.20 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", + "\u001b[93m45: Guess: $250.74 Truth: $194.99 Error: $55.75 SLE: 0.06 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", + "\u001b[92m46: Guess: $348.14 Truth: $344.95 Error: $3.19 SLE: 0.00 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", + "\u001b[92m47: Guess: $65.78 Truth: $37.99 Error: $27.79 SLE: 0.29 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", + "\u001b[92m48: Guess: $240.00 Truth: $224.35 Error: $15.65 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", + "\u001b[92m49: Guess: $865.22 Truth: $814.00 Error: $51.22 SLE: 0.00 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", + "\u001b[93m50: Guess: $285.37 Truth: $439.88 Error: $154.51 SLE: 0.19 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", + "\u001b[92m51: Guess: $346.35 Truth: $341.43 Error: $4.92 SLE: 0.00 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", + "\u001b[92m52: Guess: $52.79 Truth: $46.78 Error: $6.01 SLE: 0.01 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", + "\u001b[93m53: Guess: $214.66 Truth: $171.44 Error: $43.22 SLE: 0.05 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", + "\u001b[92m54: Guess: $456.73 Truth: $458.00 Error: $1.27 SLE: 0.00 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", + "\u001b[92m55: Guess: $148.79 Truth: $130.75 Error: $18.04 SLE: 0.02 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", + "\u001b[92m56: Guess: $58.35 Truth: $83.81 Error: $25.46 SLE: 0.13 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", + "\u001b[91m57: Guess: $157.87 Truth: $386.39 Error: $228.52 SLE: 0.79 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", + "\u001b[92m58: Guess: $165.41 Truth: $169.00 Error: $3.59 SLE: 0.00 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", + "\u001b[92m59: Guess: $31.98 Truth: $17.95 Error: $14.03 SLE: 0.31 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", + "\u001b[92m60: Guess: $257.90 Truth: $269.00 Error: $11.10 SLE: 0.00 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", + "\u001b[92m61: Guess: $74.34 Truth: $77.77 Error: $3.43 SLE: 0.00 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", + "\u001b[92m62: Guess: $101.05 Truth: $88.99 Error: $12.06 SLE: 0.02 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", + "\u001b[92m63: Guess: $355.72 Truth: $364.41 Error: $8.69 SLE: 0.00 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", + "\u001b[92m64: Guess: $153.11 Truth: $127.03 Error: $26.08 SLE: 0.03 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", + "\u001b[92m65: Guess: $746.48 Truth: $778.95 Error: $32.47 SLE: 0.00 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", + "\u001b[92m66: Guess: $191.09 Truth: $206.66 Error: $15.57 SLE: 0.01 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", + "\u001b[92m67: Guess: $59.81 Truth: $35.94 Error: $23.87 SLE: 0.25 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", + "\u001b[92m68: Guess: $128.32 Truth: $149.00 Error: $20.68 SLE: 0.02 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", + "\u001b[92m69: Guess: $229.31 Truth: $251.98 Error: $22.67 SLE: 0.01 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", + "\u001b[91m70: Guess: $240.96 Truth: $160.00 Error: $80.96 SLE: 0.17 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", + "\u001b[92m71: Guess: $60.14 Truth: $39.99 Error: $20.15 SLE: 0.16 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", + "\u001b[93m72: Guess: $271.31 Truth: $362.41 Error: $91.10 SLE: 0.08 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", + "\u001b[92m73: Guess: $393.19 Truth: $344.00 Error: $49.19 SLE: 0.02 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", + "\u001b[92m74: Guess: $45.19 Truth: $25.09 Error: $20.10 SLE: 0.33 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", + "\u001b[93m75: Guess: $101.87 Truth: $175.95 Error: $74.08 SLE: 0.29 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", + "\u001b[91m76: Guess: $327.98 Truth: $132.64 Error: $195.34 SLE: 0.81 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", + "\u001b[93m77: Guess: $305.43 Truth: $422.99 Error: $117.56 SLE: 0.11 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", + "\u001b[92m78: Guess: $181.93 Truth: $146.48 Error: $35.45 SLE: 0.05 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", + "\u001b[92m79: Guess: $188.45 Truth: $156.83 Error: $31.62 SLE: 0.03 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", + "\u001b[93m80: Guess: $154.80 Truth: $251.99 Error: $97.19 SLE: 0.24 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", + "\u001b[91m81: Guess: $216.63 Truth: $940.33 Error: $723.70 SLE: 2.14 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", + "\u001b[92m82: Guess: $70.09 Truth: $52.99 Error: $17.10 SLE: 0.08 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", + "\u001b[93m83: Guess: $291.50 Truth: $219.95 Error: $71.55 SLE: 0.08 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", + "\u001b[92m84: Guess: $447.25 Truth: $441.03 Error: $6.22 SLE: 0.00 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", + "\u001b[92m85: Guess: $170.60 Truth: $168.98 Error: $1.62 SLE: 0.00 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", + "\u001b[92m86: Guess: $26.38 Truth: $2.49 Error: $23.89 SLE: 4.24 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", + "\u001b[92m87: Guess: $97.68 Truth: $98.62 Error: $0.94 SLE: 0.00 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", + "\u001b[93m88: Guess: $172.72 Truth: $256.95 Error: $84.23 SLE: 0.16 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", + "\u001b[92m89: Guess: $38.34 Truth: $30.99 Error: $7.35 SLE: 0.04 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", + "\u001b[93m90: Guess: $732.26 Truth: $569.84 Error: $162.42 SLE: 0.06 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", + "\u001b[93m91: Guess: $111.71 Truth: $177.99 Error: $66.28 SLE: 0.21 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", + "\u001b[92m92: Guess: $979.80 Truth: $997.99 Error: $18.19 SLE: 0.00 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", + "\u001b[92m93: Guess: $197.06 Truth: $219.00 Error: $21.94 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", + "\u001b[92m94: Guess: $253.89 Truth: $225.55 Error: $28.34 SLE: 0.01 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", + "\u001b[91m95: Guess: $1,096.46 Truth: $495.95 Error: $600.51 SLE: 0.63 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", + "\u001b[92m96: Guess: $962.19 Truth: $942.37 Error: $19.82 SLE: 0.00 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", + "\u001b[92m97: Guess: $29.43 Truth: $1.94 Error: $27.49 SLE: 5.46 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", + "\u001b[92m98: Guess: $300.61 Truth: $284.34 Error: $16.27 SLE: 0.00 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", + "\u001b[92m99: Guess: $181.81 Truth: $171.90 Error: $9.91 SLE: 0.00 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", + "\u001b[92m100: Guess: $176.25 Truth: $144.99 Error: $31.26 SLE: 0.04 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", + "\u001b[93m101: Guess: $342.66 Truth: $470.47 Error: $127.81 SLE: 0.10 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", + "\u001b[92m102: Guess: $73.19 Truth: $66.95 Error: $6.24 SLE: 0.01 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", + "\u001b[92m103: Guess: $128.33 Truth: $117.00 Error: $11.33 SLE: 0.01 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", + "\u001b[91m104: Guess: $287.99 Truth: $172.14 Error: $115.85 SLE: 0.26 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", + "\u001b[92m105: Guess: $366.79 Truth: $392.74 Error: $25.95 SLE: 0.00 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", + "\u001b[92m106: Guess: $45.32 Truth: $16.99 Error: $28.33 SLE: 0.89 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", + "\u001b[92m107: Guess: $23.28 Truth: $1.34 Error: $21.94 SLE: 5.47 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", + "\u001b[93m108: Guess: $237.32 Truth: $349.98 Error: $112.66 SLE: 0.15 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", + "\u001b[92m109: Guess: $391.84 Truth: $370.71 Error: $21.13 SLE: 0.00 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", + "\u001b[92m110: Guess: $83.25 Truth: $65.88 Error: $17.37 SLE: 0.05 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", + "\u001b[93m111: Guess: $285.30 Truth: $229.99 Error: $55.31 SLE: 0.05 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", + "\u001b[92m112: Guess: $31.23 Truth: $9.14 Error: $22.09 SLE: 1.34 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", + "\u001b[91m113: Guess: $338.38 Truth: $199.00 Error: $139.38 SLE: 0.28 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", + "\u001b[93m114: Guess: $178.87 Truth: $109.99 Error: $68.88 SLE: 0.23 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", + "\u001b[93m115: Guess: $409.27 Truth: $570.42 Error: $161.15 SLE: 0.11 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", + "\u001b[92m116: Guess: $271.74 Truth: $279.99 Error: $8.25 SLE: 0.00 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", + "\u001b[92m117: Guess: $46.22 Truth: $30.99 Error: $15.23 SLE: 0.15 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", + "\u001b[92m118: Guess: $45.62 Truth: $31.99 Error: $13.63 SLE: 0.12 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", + "\u001b[92m119: Guess: $51.11 Truth: $15.90 Error: $35.21 SLE: 1.27 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", + "\u001b[93m120: Guess: $110.37 Truth: $45.99 Error: $64.38 SLE: 0.74 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", + "\u001b[91m121: Guess: $255.08 Truth: $113.52 Error: $141.56 SLE: 0.65 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", + "\u001b[92m122: Guess: $485.33 Truth: $516.99 Error: $31.66 SLE: 0.00 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", + "\u001b[93m123: Guess: $136.13 Truth: $196.99 Error: $60.86 SLE: 0.13 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", + "\u001b[93m124: Guess: $98.96 Truth: $46.55 Error: $52.41 SLE: 0.55 Item: Technical Precision Replacement for GE G...\u001b[0m\n", + "\u001b[93m125: Guess: $279.13 Truth: $356.99 Error: $77.86 SLE: 0.06 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", + "\u001b[92m126: Guess: $354.30 Truth: $319.95 Error: $34.35 SLE: 0.01 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", + "\u001b[93m127: Guess: $158.38 Truth: $96.06 Error: $62.32 SLE: 0.25 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", + "\u001b[92m128: Guess: $230.58 Truth: $190.99 Error: $39.59 SLE: 0.04 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", + "\u001b[91m129: Guess: $144.39 Truth: $257.95 Error: $113.56 SLE: 0.33 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", + "\u001b[92m130: Guess: $84.59 Truth: $62.95 Error: $21.64 SLE: 0.08 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", + "\u001b[92m131: Guess: $78.50 Truth: $47.66 Error: $30.84 SLE: 0.24 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", + "\u001b[92m132: Guess: $240.09 Truth: $226.99 Error: $13.10 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", + "\u001b[92m133: Guess: $372.70 Truth: $359.95 Error: $12.75 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", + "\u001b[92m134: Guess: $78.21 Truth: $78.40 Error: $0.19 SLE: 0.00 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", + "\u001b[92m135: Guess: $174.63 Truth: $172.77 Error: $1.86 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", + "\u001b[92m136: Guess: $347.97 Truth: $316.45 Error: $31.52 SLE: 0.01 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", + "\u001b[92m137: Guess: $106.01 Truth: $87.99 Error: $18.02 SLE: 0.03 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", + "\u001b[92m138: Guess: $197.72 Truth: $226.63 Error: $28.91 SLE: 0.02 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", + "\u001b[92m139: Guess: $46.71 Truth: $31.49 Error: $15.22 SLE: 0.15 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", + "\u001b[93m140: Guess: $243.14 Truth: $196.00 Error: $47.14 SLE: 0.05 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", + "\u001b[92m141: Guess: $54.22 Truth: $78.40 Error: $24.18 SLE: 0.13 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", + "\u001b[92m142: Guess: $109.33 Truth: $116.25 Error: $6.92 SLE: 0.00 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", + "\u001b[93m143: Guess: $154.89 Truth: $112.78 Error: $42.11 SLE: 0.10 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", + "\u001b[93m144: Guess: $70.91 Truth: $27.32 Error: $43.59 SLE: 0.87 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", + "\u001b[92m145: Guess: $119.64 Truth: $145.91 Error: $26.27 SLE: 0.04 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", + "\u001b[92m146: Guess: $202.31 Truth: $171.09 Error: $31.22 SLE: 0.03 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", + "\u001b[93m147: Guess: $96.40 Truth: $167.95 Error: $71.55 SLE: 0.30 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", + "\u001b[92m148: Guess: $58.08 Truth: $28.49 Error: $29.59 SLE: 0.48 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", + "\u001b[92m149: Guess: $147.79 Truth: $122.23 Error: $25.56 SLE: 0.04 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", + "\u001b[92m150: Guess: $41.29 Truth: $32.99 Error: $8.30 SLE: 0.05 Item: Learning Resources Coding Critters Range...\u001b[0m\n", + "\u001b[93m151: Guess: $123.07 Truth: $71.20 Error: $51.87 SLE: 0.29 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", + "\u001b[92m152: Guess: $97.24 Truth: $112.75 Error: $15.51 SLE: 0.02 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", + "\u001b[92m153: Guess: $151.57 Truth: $142.43 Error: $9.14 SLE: 0.00 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", + "\u001b[93m154: Guess: $309.85 Truth: $398.99 Error: $89.14 SLE: 0.06 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", + "\u001b[91m155: Guess: $652.00 Truth: $449.00 Error: $203.00 SLE: 0.14 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", + "\u001b[92m156: Guess: $209.34 Truth: $189.00 Error: $20.34 SLE: 0.01 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", + "\u001b[92m157: Guess: $108.43 Truth: $120.91 Error: $12.48 SLE: 0.01 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", + "\u001b[92m158: Guess: $190.09 Truth: $203.53 Error: $13.44 SLE: 0.00 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", + "\u001b[92m159: Guess: $399.03 Truth: $349.99 Error: $49.04 SLE: 0.02 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", + "\u001b[92m160: Guess: $32.98 Truth: $34.35 Error: $1.37 SLE: 0.00 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", + "\u001b[92m161: Guess: $378.88 Truth: $384.99 Error: $6.11 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", + "\u001b[92m162: Guess: $245.28 Truth: $211.00 Error: $34.28 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", + "\u001b[93m163: Guess: $205.22 Truth: $129.00 Error: $76.22 SLE: 0.21 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", + "\u001b[93m164: Guess: $32.23 Truth: $111.45 Error: $79.22 SLE: 1.49 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", + "\u001b[92m165: Guess: $56.02 Truth: $81.12 Error: $25.10 SLE: 0.13 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", + "\u001b[92m166: Guess: $455.48 Truth: $457.08 Error: $1.60 SLE: 0.00 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", + "\u001b[92m167: Guess: $84.68 Truth: $49.49 Error: $35.19 SLE: 0.28 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", + "\u001b[92m168: Guess: $107.88 Truth: $80.56 Error: $27.32 SLE: 0.08 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", + "\u001b[92m169: Guess: $318.13 Truth: $278.39 Error: $39.74 SLE: 0.02 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", + "\u001b[92m170: Guess: $404.88 Truth: $364.50 Error: $40.38 SLE: 0.01 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", + "\u001b[91m171: Guess: $681.78 Truth: $378.99 Error: $302.79 SLE: 0.34 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", + "\u001b[93m172: Guess: $217.61 Truth: $165.28 Error: $52.33 SLE: 0.07 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", + "\u001b[92m173: Guess: $75.21 Truth: $56.74 Error: $18.47 SLE: 0.08 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", + "\u001b[93m174: Guess: $185.33 Truth: $307.95 Error: $122.62 SLE: 0.26 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", + "\u001b[93m175: Guess: $114.86 Truth: $38.00 Error: $76.86 SLE: 1.19 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", + "\u001b[92m176: Guess: $91.41 Truth: $53.00 Error: $38.41 SLE: 0.29 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", + "\u001b[92m177: Guess: $552.06 Truth: $498.00 Error: $54.06 SLE: 0.01 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", + "\u001b[91m178: Guess: $147.12 Truth: $53.99 Error: $93.13 SLE: 0.98 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", + "\u001b[92m179: Guess: $316.63 Truth: $350.00 Error: $33.37 SLE: 0.01 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", + "\u001b[92m180: Guess: $339.78 Truth: $299.95 Error: $39.83 SLE: 0.02 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", + "\u001b[92m181: Guess: $106.43 Truth: $94.93 Error: $11.50 SLE: 0.01 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", + "\u001b[92m182: Guess: $370.69 Truth: $379.00 Error: $8.31 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", + "\u001b[92m183: Guess: $280.66 Truth: $299.95 Error: $19.29 SLE: 0.00 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", + "\u001b[92m184: Guess: $41.03 Truth: $24.99 Error: $16.04 SLE: 0.23 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", + "\u001b[91m185: Guess: $143.91 Truth: $41.04 Error: $102.87 SLE: 1.53 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", + "\u001b[93m186: Guess: $239.37 Truth: $327.90 Error: $88.53 SLE: 0.10 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", + "\u001b[92m187: Guess: $37.18 Truth: $10.99 Error: $26.19 SLE: 1.34 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", + "\u001b[92m188: Guess: $30.08 Truth: $14.99 Error: $15.09 SLE: 0.44 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", + "\u001b[93m189: Guess: $43.08 Truth: $84.95 Error: $41.87 SLE: 0.45 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", + "\u001b[92m190: Guess: $138.63 Truth: $111.00 Error: $27.63 SLE: 0.05 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", + "\u001b[93m191: Guess: $184.25 Truth: $123.73 Error: $60.52 SLE: 0.16 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", + "\u001b[92m192: Guess: $560.83 Truth: $557.38 Error: $3.45 SLE: 0.00 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", + "\u001b[92m193: Guess: $120.98 Truth: $95.55 Error: $25.43 SLE: 0.05 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", + "\u001b[92m194: Guess: $161.34 Truth: $154.00 Error: $7.34 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", + "\u001b[93m195: Guess: $255.44 Truth: $198.99 Error: $56.45 SLE: 0.06 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", + "\u001b[91m196: Guess: $250.60 Truth: $430.44 Error: $179.84 SLE: 0.29 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", + "\u001b[92m197: Guess: $43.48 Truth: $45.67 Error: $2.19 SLE: 0.00 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", + "\u001b[93m198: Guess: $154.73 Truth: $249.00 Error: $94.27 SLE: 0.22 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", + "\u001b[92m199: Guess: $46.31 Truth: $42.99 Error: $3.32 SLE: 0.01 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", + "\u001b[92m200: Guess: $191.08 Truth: $181.33 Error: $9.75 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", + "\u001b[92m201: Guess: $23.17 Truth: $6.03 Error: $17.14 SLE: 1.52 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", + "\u001b[92m202: Guess: $68.72 Truth: $29.99 Error: $38.73 SLE: 0.66 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", + "\u001b[92m203: Guess: $747.06 Truth: $899.00 Error: $151.94 SLE: 0.03 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", + "\u001b[93m204: Guess: $499.43 Truth: $399.99 Error: $99.44 SLE: 0.05 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", + "\u001b[92m205: Guess: $23.91 Truth: $4.66 Error: $19.25 SLE: 2.20 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", + "\u001b[92m206: Guess: $279.77 Truth: $261.41 Error: $18.36 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", + "\u001b[92m207: Guess: $159.72 Truth: $136.97 Error: $22.75 SLE: 0.02 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", + "\u001b[92m208: Guess: $108.54 Truth: $79.00 Error: $29.54 SLE: 0.10 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", + "\u001b[91m209: Guess: $257.94 Truth: $444.99 Error: $187.05 SLE: 0.30 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", + "\u001b[92m210: Guess: $458.51 Truth: $411.94 Error: $46.57 SLE: 0.01 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", + "\u001b[92m211: Guess: $179.62 Truth: $148.40 Error: $31.22 SLE: 0.04 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", + "\u001b[91m212: Guess: $140.29 Truth: $244.99 Error: $104.70 SLE: 0.31 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", + "\u001b[92m213: Guess: $112.05 Truth: $86.50 Error: $25.55 SLE: 0.07 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", + "\u001b[91m214: Guess: $117.27 Truth: $297.95 Error: $180.68 SLE: 0.86 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", + "\u001b[92m215: Guess: $451.48 Truth: $399.99 Error: $51.49 SLE: 0.01 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", + "\u001b[92m216: Guess: $664.77 Truth: $599.00 Error: $65.77 SLE: 0.01 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", + "\u001b[92m217: Guess: $108.03 Truth: $105.99 Error: $2.04 SLE: 0.00 Item: Barbie Top Model Doll\u001b[0m\n", + "\u001b[92m218: Guess: $597.01 Truth: $689.00 Error: $91.99 SLE: 0.02 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", + "\u001b[92m219: Guess: $402.18 Truth: $404.99 Error: $2.81 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", + "\u001b[91m220: Guess: $335.37 Truth: $207.76 Error: $127.61 SLE: 0.23 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", + "\u001b[92m221: Guess: $175.93 Truth: $171.82 Error: $4.11 SLE: 0.00 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", + "\u001b[92m222: Guess: $306.41 Truth: $293.24 Error: $13.17 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", + "\u001b[92m223: Guess: $390.57 Truth: $374.95 Error: $15.62 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", + "\u001b[92m224: Guess: $131.45 Truth: $111.99 Error: $19.46 SLE: 0.03 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", + "\u001b[92m225: Guess: $59.84 Truth: $42.99 Error: $16.85 SLE: 0.11 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", + "\u001b[92m226: Guess: $155.61 Truth: $116.71 Error: $38.90 SLE: 0.08 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", + "\u001b[93m227: Guess: $179.13 Truth: $118.61 Error: $60.52 SLE: 0.17 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", + "\u001b[92m228: Guess: $144.95 Truth: $147.12 Error: $2.17 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", + "\u001b[93m229: Guess: $194.30 Truth: $119.99 Error: $74.31 SLE: 0.23 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", + "\u001b[93m230: Guess: $468.45 Truth: $369.98 Error: $98.47 SLE: 0.06 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", + "\u001b[92m231: Guess: $299.90 Truth: $315.55 Error: $15.65 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", + "\u001b[93m232: Guess: $265.37 Truth: $190.99 Error: $74.38 SLE: 0.11 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", + "\u001b[92m233: Guess: $182.89 Truth: $155.00 Error: $27.89 SLE: 0.03 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", + "\u001b[92m234: Guess: $369.10 Truth: $349.99 Error: $19.11 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", + "\u001b[93m235: Guess: $316.65 Truth: $249.99 Error: $66.66 SLE: 0.06 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", + "\u001b[92m236: Guess: $57.56 Truth: $42.99 Error: $14.57 SLE: 0.08 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", + "\u001b[92m237: Guess: $40.00 Truth: $17.99 Error: $22.01 SLE: 0.59 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", + "\u001b[92m238: Guess: $379.80 Truth: $425.00 Error: $45.20 SLE: 0.01 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", + "\u001b[93m239: Guess: $309.12 Truth: $249.99 Error: $59.13 SLE: 0.04 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", + "\u001b[91m240: Guess: $54.05 Truth: $138.23 Error: $84.18 SLE: 0.86 Item: Schmidt Spiele - Manhattan\u001b[0m\n", + "\u001b[92m241: Guess: $496.09 Truth: $414.99 Error: $81.10 SLE: 0.03 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", + "\u001b[93m242: Guess: $243.03 Truth: $168.28 Error: $74.75 SLE: 0.13 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", + "\u001b[93m243: Guess: $253.65 Truth: $199.99 Error: $53.66 SLE: 0.06 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", + "\u001b[93m244: Guess: $172.74 Truth: $126.70 Error: $46.04 SLE: 0.09 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", + "\u001b[92m245: Guess: $21.63 Truth: $5.91 Error: $15.72 SLE: 1.41 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", + "\u001b[92m246: Guess: $208.67 Truth: $193.06 Error: $15.61 SLE: 0.01 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", + "\u001b[93m247: Guess: $195.30 Truth: $249.99 Error: $54.69 SLE: 0.06 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", + "\u001b[92m248: Guess: $53.26 Truth: $64.12 Error: $10.86 SLE: 0.03 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", + "\u001b[93m249: Guess: $178.76 Truth: $114.99 Error: $63.77 SLE: 0.19 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", + "\u001b[93m250: Guess: $577.55 Truth: $926.00 Error: $348.45 SLE: 0.22 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Tester.test(ensemble_pricer, test)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "57bc0223-e3d5-4c04-9488-e9a7fdb0c193", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Specialist: 0.28\n", + "Frontier: 0.41\n", + "RandomForest: -0.29\n", + "Min: 0.35\n", + "Max: 0.22\n", + "Intercept=25.61\n" + ] + } + ], + "source": [ + "# Train a Linear Regression\n", + "np.random.seed(42)\n", + "\n", + "lr = LinearRegression()\n", + "lr.fit(X, ys)\n", + "\n", + "feature_columns = X.columns.tolist()\n", + "\n", + "for feature, coef in zip(feature_columns, lr.coef_):\n", + " print(f\"{feature}: {coef:.2f}\")\n", + "print(f\"Intercept={lr.intercept_:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "75054646-2116-4e65-9d6d-92784bd3f27f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['ensemble_model.pkl']" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "joblib.dump(lr, 'ensemble_model.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bacdf607-37b9-4997-adb1-d63abfb645b1", + "metadata": {}, + "outputs": [], + "source": [ + "print(proprietary(test[1]))\n", + "print(gpt_4o_mini_rag(test[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b35532e7-098a-4ab9-a8f7-8f101b437181", + "metadata": {}, + "outputs": [], + "source": [ + "truths = []\n", + "proprietaries = []\n", + "rags = []\n", + "for i in tqdm(range(1000,1250)):\n", + " item = test[i]\n", + " truths.append(item.price)\n", + " proprietaries.append(proprietary(item))\n", + " rags.append(gpt_4o_mini_rag(item))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6ae54c7-6e8e-4333-b075-b59978fed560", + "metadata": {}, + "outputs": [], + "source": [ + "mins = [min(p,r) for p,r in zip(proprietaries, rags)]\n", + "maxes = [max(p,r) for p,r in zip(proprietaries, rags)]\n", + "\n", + "X = pd.DataFrame({\n", + " 'Proprietary': proprietaries,\n", + " 'RAG': rags,\n", + " 'Min': mins,\n", + " 'Max': maxes,\n", + "})\n", + "\n", + "# Convert y to a Series\n", + "y = pd.Series(truths)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e68684ed-d029-4d95-bb13-eead19b20e49", + "metadata": {}, + "outputs": [], + "source": [ + "# Train a Linear Regression\n", + "np.random.seed(42)\n", + "\n", + "lr = LinearRegression()\n", + "lr.fit(X, y)\n", + "\n", + "feature_columns = [\"Proprietary\", \"RAG\", \"Min\", \"Max\"]\n", + "\n", + "for feature, coef in zip(feature_columns, lr.coef_):\n", + " print(f\"{feature}: {coef:.2f}\")\n", + "print(f\"Intercept={lr.intercept_:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "28530362-97b8-42a0-bf89-967539b6f170", + "metadata": {}, + "outputs": [], + "source": [ + "def ensemble(item):\n", + " prop = proprietary(item)\n", + " rag = gpt_4o_mini_rag(item)\n", + " Xt = pd.DataFrame({\n", + " 'Proprietary': [prop],\n", + " 'RAG': [rag],\n", + " 'Min': [min(prop,rag)],\n", + " 'Max': [max(prop,rag)],\n", + " })\n", + " yt = lr.predict(Xt)\n", + " return yt[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08021c05-340b-4ee2-9d11-4b280766976f", + "metadata": {}, + "outputs": [], + "source": [ + "ensemble(test[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d8308c74-546f-4fc0-ada4-1974addacfd1", + "metadata": {}, + "outputs": [], + "source": [ + "test[0].price" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "80792910-c59f-4d96-aa53-683464a8e60c", + "metadata": {}, + "outputs": [], + "source": [ + "Tester.test(ensemble, test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d0c41043-2049-4883-947f-2aad2f6954c2", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestRegressor\n", + "\n", + "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", + "vectors = np.array(result['embeddings'])\n", + "documents = result['documents']\n", + "prices = [metadata['price'] for metadata in result['metadatas']]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e9c3276f-ae01-478d-bb27-dc73b567b41a", + "metadata": {}, + "outputs": [], + "source": [ + "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", + "rf_model.fit(vectors, prices)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e8f70cd-4147-40c6-9861-a3513b7e5499", + "metadata": {}, + "outputs": [], + "source": [ + "def new_rf(item):\n", + " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", + " return " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f91c903b-8db1-4374-807e-3a8ce282ef30", + "metadata": {}, + "outputs": [], + "source": [ + "Tester.test(new_rf, test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3c8e23c5-1ed3-4bd1-a3c0-129d4712c93a", + "metadata": {}, + "outputs": [], + "source": [ + "forests = []\n", + "for item in tqdm(test[1000:1250]):\n", + " description = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", + " forests.append(new_rf(item))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8e2eca63-8230-4904-9a79-7e779747479e", + "metadata": {}, + "outputs": [], "source": [ "truths2 = []\n", "proprietaries2 = []\n", @@ -1117,7 +1553,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": null, "id": "0a3e057f-05c5-4f8f-8b3b-0afdfccc1412", "metadata": {}, "outputs": [], @@ -1141,23 +1577,10 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": null, "id": "1ae62175-b955-428e-b077-705c49ee71bd", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Proprietary: 0.46\n", - "RAG: 0.56\n", - "Forest: 0.04\n", - "Min: 0.06\n", - "Max: -0.12\n", - "Intercept=11.23\n" - ] - } - ], + "outputs": [], "source": [ "# Train a Linear Regression\n", "np.random.seed(42)\n", @@ -1174,7 +1597,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": null, "id": "214a3831-c464-4218-a349-534b6bda7f12", "metadata": {}, "outputs": [], @@ -1196,30 +1619,10 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": null, "id": "b234cb68-af68-4475-ae18-8892aac6b74e", "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "The feature names should match those that were passed during fit.\nFeature names unseen at fit time:\n- Forest\n", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[130], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mTester\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mensemble2\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/dev/llm_engineering/week8/testing.py:75\u001b[0m, in \u001b[0;36mtest\u001b[0;34m(cls, function, data)\u001b[0m\n", - "File \u001b[0;32m~/dev/llm_engineering/week8/testing.py:70\u001b[0m, in \u001b[0;36mrun\u001b[0;34m(self)\u001b[0m\n", - "File \u001b[0;32m~/dev/llm_engineering/week8/testing.py:33\u001b[0m, in \u001b[0;36mrun_datapoint\u001b[0;34m(self, i)\u001b[0m\n", - "Cell \u001b[0;32mIn[129], line 12\u001b[0m, in \u001b[0;36mensemble2\u001b[0;34m(item)\u001b[0m\n\u001b[1;32m 4\u001b[0m r_f \u001b[38;5;241m=\u001b[39m new_rf(item)\n\u001b[1;32m 5\u001b[0m Xt2 \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame({\n\u001b[1;32m 6\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mProprietary\u001b[39m\u001b[38;5;124m'\u001b[39m: [prop],\n\u001b[1;32m 7\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRAG\u001b[39m\u001b[38;5;124m'\u001b[39m: [rag],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMax\u001b[39m\u001b[38;5;124m'\u001b[39m: [\u001b[38;5;28mmax\u001b[39m(prop,rag, r_f)],\n\u001b[1;32m 11\u001b[0m })\n\u001b[0;32m---> 12\u001b[0m yt2 \u001b[38;5;241m=\u001b[39m \u001b[43mlr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mXt2\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m yt2[\u001b[38;5;241m0\u001b[39m]\n", - "File \u001b[0;32m~/miniconda3/envs/llms/lib/python3.11/site-packages/sklearn/linear_model/_base.py:306\u001b[0m, in \u001b[0;36mLinearModel.predict\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpredict\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m 293\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 294\u001b[0m \u001b[38;5;124;03m Predict using the linear model.\u001b[39;00m\n\u001b[1;32m 295\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 304\u001b[0m \u001b[38;5;124;03m Returns predicted values.\u001b[39;00m\n\u001b[1;32m 305\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 306\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_decision_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/miniconda3/envs/llms/lib/python3.11/site-packages/sklearn/linear_model/_base.py:285\u001b[0m, in \u001b[0;36mLinearModel._decision_function\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 282\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_decision_function\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m 283\u001b[0m check_is_fitted(\u001b[38;5;28mself\u001b[39m)\n\u001b[0;32m--> 285\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccept_sparse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsc\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcoo\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 286\u001b[0m coef_ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcoef_\n\u001b[1;32m 287\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m coef_\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n", - "File \u001b[0;32m~/miniconda3/envs/llms/lib/python3.11/site-packages/sklearn/base.py:608\u001b[0m, in \u001b[0;36mBaseEstimator._validate_data\u001b[0;34m(self, X, y, reset, validate_separately, cast_to_ndarray, **check_params)\u001b[0m\n\u001b[1;32m 537\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_validate_data\u001b[39m(\n\u001b[1;32m 538\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 539\u001b[0m X\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mno_validation\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 544\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcheck_params,\n\u001b[1;32m 545\u001b[0m ):\n\u001b[1;32m 546\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Validate input data and set or check the `n_features_in_` attribute.\u001b[39;00m\n\u001b[1;32m 547\u001b[0m \n\u001b[1;32m 548\u001b[0m \u001b[38;5;124;03m Parameters\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 606\u001b[0m \u001b[38;5;124;03m validated.\u001b[39;00m\n\u001b[1;32m 607\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 608\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_check_feature_names\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreset\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 610\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m y \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_tags()[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequires_y\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n\u001b[1;32m 611\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 612\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThis \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m estimator \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 613\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequires y to be passed, but the target y is None.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 614\u001b[0m )\n", - "File \u001b[0;32m~/miniconda3/envs/llms/lib/python3.11/site-packages/sklearn/base.py:535\u001b[0m, in \u001b[0;36mBaseEstimator._check_feature_names\u001b[0;34m(self, X, reset)\u001b[0m\n\u001b[1;32m 530\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m missing_names \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m unexpected_names:\n\u001b[1;32m 531\u001b[0m message \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 532\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFeature names must be in the same order as they were in fit.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 533\u001b[0m )\n\u001b[0;32m--> 535\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(message)\n", - "\u001b[0;31mValueError\u001b[0m: The feature names should match those that were passed during fit.\nFeature names unseen at fit time:\n- Forest\n" - ] - } - ], + "outputs": [], "source": [ "Tester.test(ensemble2, test)" ] diff --git a/week8_wip/day3.ipynb b/week8_wip/day3.ipynb new file mode 100644 index 0000000..0279c2e --- /dev/null +++ b/week8_wip/day3.ipynb @@ -0,0 +1,202 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "d3763a79-8a5a-4300-8de4-93e85475af10", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import json\n", + "from dotenv import load_dotenv\n", + "from openai import OpenAI\n", + "from agents.deals import Deal, QualityDealSelection" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c6469e32-16c3-4443-9475-ade710ef6933", + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize and constants\n", + "\n", + "load_dotenv()\n", + "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", + "MODEL = 'gpt-4o-mini'\n", + "openai = OpenAI()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "afece9db-8cd4-46be-ac57-0b472e84da7d", + "metadata": {}, + "outputs": [], + "source": [ + "deals = Deal.fetch()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8cd15c4d-eb44-4601-bf0c-f945c1d8e3ec", + "metadata": {}, + "outputs": [], + "source": [ + "len(deals)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4259f30a-6455-49ed-8863-2f9ddd4776cb", + "metadata": {}, + "outputs": [], + "source": [ + "deals[44].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8100e5ac-38f5-40c1-a712-08ae12c85038", + "metadata": {}, + "outputs": [], + "source": [ + "system_prompt = \"\"\"You identify and summarize the 5 most detailed deals from a list, by selecting deals that have the most detailed, high quality description and the most clear price.\n", + "Respond strictly in JSON with no explanation, using this format. You should provide the price as a number derived from the description. If the price of a deal isn't clear, do not include that deal in your response.\n", + "Most important is that you respond with the 5 deals that have the most detailed product description with price. It's not important to mention the terms of the deal; most important is a thorough description of the product.\n", + "\n", + "{\"quality_deals\": [\n", + " {\n", + " \"product_description\": \"Your clearly expressed summary of the product in 4-5 sentences. Details of the item are much more important than why it's a good deal. Avoid mentioning discounts and coupons; focus on the item itself. There should be a paragpraph of text for each item you choose.\",\n", + " \"price\": 99.99,\n", + " \"url\": \"the url as provided\"\n", + " },\n", + " ...\n", + "]}\"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4bca170-af71-40c9-9597-1d72980c74d8", + "metadata": {}, + "outputs": [], + "source": [ + "user_prompt = \"\"\"Respond with the most promising 5 deals from this list, selecting those which have the most detailed, high quality product description and a clear price.\n", + "Respond strictly in JSON, and only JSON. You should rephrase the description to be a summary of the product itself, not the terms of the deal.\n", + "Remember to respond with a paragraph of text in the product_description field for each of the 5 items that you select.\n", + "\n", + "Deals:\n", + "\n", + "\"\"\"\n", + "user_prompt += '\\n\\n'.join([deal.describe() for deal in deals])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "020947a6-561b-417b-98a0-a085e31d2ce3", + "metadata": {}, + "outputs": [], + "source": [ + "print(user_prompt[:2000])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7de46f74-868c-4127-8a68-cf2da7d600bb", + "metadata": {}, + "outputs": [], + "source": [ + "def get_recommendations():\n", + " completion = openai.beta.chat.completions.parse(\n", + " model=\"gpt-4o-mini\",\n", + " messages=[\n", + " {\"role\": \"system\", \"content\": system_prompt},\n", + " {\"role\": \"user\", \"content\": user_prompt}\n", + " ],\n", + " response_format=QualityDealSelection\n", + " )\n", + " result = completion.choices[0].message.parsed\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c06270d-8c17-4d5a-9cfe-b6cefe788d5e", + "metadata": {}, + "outputs": [], + "source": [ + "result = get_recommendations()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e5554a0a-ae40-4684-ad3e-faa3d22e030c", + "metadata": {}, + "outputs": [], + "source": [ + "result.quality_deals[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8bdc57fb-7497-47af-a643-6ba5a21cc17e", + "metadata": {}, + "outputs": [], + "source": [ + "from agents.scanner_agent import scan" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "132278bc-217a-43a6-b6c4-724140c6a225", + "metadata": {}, + "outputs": [], + "source": [ + "scan()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2e1d013a-c930-4dad-901b-41433379e14b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week8_wip/day4.ipynb b/week8_wip/day4.ipynb new file mode 100644 index 0000000..528c7f8 --- /dev/null +++ b/week8_wip/day4.ipynb @@ -0,0 +1,151 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "80d683d9-9e92-44ae-af87-a413ca84db21", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from twilio.rest import Client\n", + "from dotenv import load_dotenv" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ba769cc-5301-4810-b01f-cab584cfb3b3", + "metadata": {}, + "outputs": [], + "source": [ + "load_dotenv()\n", + "os.environ['TWILIO_ACCOUNT_SID'] = os.getenv('TWILIO_ACCOUNT_SID', 'your-sid-if-not-using-env')\n", + "os.environ['TWILIO_AUTH_TOKEN'] = os.getenv('TWILIO_AUTH_TOKEN', 'your-auth-if-not-using-env')\n", + "os.environ['MY_PHONE_NUMBER'] = os.getenv('MY_PHONE_NUMBER', 'your-phone-if-not-using-env')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "761e6460-d201-4f69-ba31-a641a059e47d", + "metadata": {}, + "outputs": [], + "source": [ + "ME_FROM = 'whatsapp:+14155238886'\n", + "ME_TO = f\"whatsapp:+1{os.environ['MY_PHONE_NUMBER']}\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f77f8b08-6c92-47e2-9dd0-3ddaf01beb07", + "metadata": {}, + "outputs": [], + "source": [ + "account_sid = os.environ['TWILIO_ACCOUNT_SID']\n", + "auth_token = os.environ['TWILIO_AUTH_TOKEN']\n", + "client = Client(account_sid, auth_token)\n", + "\n", + "message = client.messages.create(\n", + " from_=ME_FROM,\n", + " body='hello, me!',\n", + " to=ME_TO\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6794a7de-352f-46d2-8451-ff79c9654b31", + "metadata": {}, + "outputs": [], + "source": [ + "from agents.messaging_agent import MessagingAgent" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e05cc427-3d2c-4792-ade1-d356f95a82a9", + "metadata": {}, + "outputs": [], + "source": [ + "agent = MessagingAgent()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ec518f5-dae4-44b1-a185-d7eaf853ec00", + "metadata": {}, + "outputs": [], + "source": [ + "agent.message(\"Hi!!\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "57b3a014-0b15-425a-a29b-6fefc5006dee", + "metadata": {}, + "outputs": [], + "source": [ + "import chromadb\n", + "DB = \"products_vectorstore\"\n", + "client = chromadb.PersistentClient(path=DB)\n", + "collection = client.get_or_create_collection('products')\n", + "from agents.planning_agent import PlanningAgent" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a5c31c39-e357-446e-9cec-b4775c298941", + "metadata": {}, + "outputs": [], + "source": [ + "planner = PlanningAgent(collection)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d9ac771b-ea12-41c0-a7ce-05f12e27ad9e", + "metadata": {}, + "outputs": [], + "source": [ + "planner.plan()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "70200a3c-64fb-4c34-bdd8-57aaf009ec60", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 46c4f2d3efa44df38e0d53a54eea01a42f1300ea Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Fri, 27 Sep 2024 08:37:53 -0400 Subject: [PATCH 4/8] Updated Week 3 day 4 link to point to right colab --- week3/day4.ipynb | 10 +--------- 1 file changed, 1 insertion(+), 9 deletions(-) diff --git a/week3/day4.ipynb b/week3/day4.ipynb index d8dfbc4..3cbd556 100644 --- a/week3/day4.ipynb +++ b/week3/day4.ipynb @@ -9,18 +9,10 @@ "\n", "And now - this colab unveils the heart (or the brains?) of the transformers library - the models:\n", "\n", - "https://colab.research.google.com/drive/1WD6Y2N7ctQi1X9wa6rpkg8UfyA4iSVuz?usp=sharing\n", + "https://colab.research.google.com/drive/1hhR9Z-yiqjUe7pJjVQw4c74z_V3VchLy?usp=sharing\n", "\n", "This should run nicely on a low-cost or free T4 box." ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e9289ba7-200c-43a9-b67a-c5ce826c9537", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 5bad34c9c4ee9e073ead5915d25c291807cd42e7 Mon Sep 17 00:00:00 2001 From: Fuse Henry Date: Fri, 27 Sep 2024 23:09:39 -0700 Subject: [PATCH 5/8] Update README.md Added information on setting up a valid payment method in the user's OpenAI account to avoid the out of quota error. --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 1db35f3..5a3c76f 100644 --- a/README.md +++ b/README.md @@ -138,7 +138,7 @@ Particularly during weeks 1 and 2 of the course, you'll be writing code to call - [Claude API](https://console.anthropic.com/) from Anthropic - [Gemini API](https://ai.google.dev/gemini-api) from Google -Initially we'll only use OpenAI, so you can start with that, and we'll cover the others soon afterwards. The webpage where you set up your OpenAI key is [here](https://platform.openai.com/api-keys). See the extra note on API costs below if that's a concern. One student mentioned to me that OpenAI can take a few minutes to register; if you initially get an error about being out of quota, wait a few minutes and try again. If it's still a problem, see more troubleshooting tips in the Week 1 Day 1 notebook, and/or message me! +Initially we'll only use OpenAI, so you can start with that, and we'll cover the others soon afterwards. The webpage where you set up your OpenAI key is [here](https://platform.openai.com/api-keys). See the extra note on API costs below if that's a concern. One student mentioned to me that OpenAI can take a few minutes to register; if you initially get an error about being out of quota, wait a few minutes and try again. Another reason you might encounter the out of quota error is if you haven't yet added a valid payment method to your OpenAI account. You can do this by clicking your profile picture on the OpenAI website then clicking "Your profile." Once you are redirected to your profile page, choose "Billing" on the left-pane menu. You will need to enter a valid payment method and charge your account with a small advance payment. It is recommended that you **disable** the automatic recharge as an extra failsafe. If it's still a problem, see more troubleshooting tips in the Week 1 Day 1 notebook, and/or message me! Later in the course you'll be using the fabulous HuggingFace platform; an account is available for free at [HuggingFace](https://huggingface.co) - you can create an API token from the Avatar menu >> Settings >> Access Tokens. @@ -260,4 +260,4 @@ Control + X to exit the editor And confirm that the `.env` file is there. -Please do message me or email me at ed@edwarddonner.com if this doesn't work or if I can help with anything. I can't wait to hear how you get on. \ No newline at end of file +Please do message me or email me at ed@edwarddonner.com if this doesn't work or if I can help with anything. I can't wait to hear how you get on. From ba4c4a1a97c70e2c520ed252f3488c7654dd179d Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Sun, 29 Sep 2024 22:16:56 -0400 Subject: [PATCH 6/8] Week 8 updates --- week1/day1.ipynb | 21 +- week1/day5.ipynb | 10 +- week2/day5.ipynb | 38 +- week8/agents/agent.py | 33 + {week8_wip => week8}/agents/deals.py | 57 +- {week8_wip => week8}/agents/ensemble_agent.py | 27 +- {week8_wip => week8}/agents/frontier_agent.py | 52 +- week8/agents/messaging_agent.py | 78 + week8/agents/planning_agent.py | 57 + week8/agents/random_forest_agent.py | 37 + week8/agents/scanner_agent.py | 94 + week8/agents/specialist_agent.py | 29 + {week8_wip => week8}/day1.ipynb | 187 +- {week8_wip => week8}/day2.0.ipynb | 196 +- week8/day2.1.ipynb | 174 + week8/day2.2.ipynb | 174 + .../backup_day2.4.ipynb => week8/day2.3.ipynb | 345 +- week8/day2.4.ipynb | 408 + {week8_wip => week8}/day3.ipynb | 47 +- {week8_wip => week8}/day4.ipynb | 74 +- week8/day5.ipynb | 163 + week8/deal_agent_framework.py | 94 + {week8_wip => week8}/hello.py | 3 +- {week8_wip => week8}/items.py | 0 {week8_wip => week8}/llama.py | 0 week8/log_utils.py | 35 + week8/memory.json | 164 + week8/price_is_right.py | 61 + week8/price_is_right_final.py | 180 + {week8_wip => week8}/pricer_ephemeral.py | 2 +- {week8_wip => week8}/pricer_service.py | 2 +- {week8_wip => week8}/pricer_service2.py | 0 {week8_wip => week8}/testing.py | 0 week8_wip/agents/messaging_agent.py | 28 - week8_wip/agents/planning_agent.py | 24 - week8_wip/agents/random_forest_agent.py | 18 - week8_wip/agents/scanner_agent.py | 46 - week8_wip/agents/specialist_agent.py | 10 - week8_wip/day2.1.ipynb | 31093 ------------ week8_wip/day2.2.ipynb | 41094 ---------------- week8_wip/day2.3.ipynb | 708 - week8_wip/day2.4.ipynb | 1660 - 42 files changed, 2281 insertions(+), 75242 deletions(-) create mode 100644 week8/agents/agent.py rename {week8_wip => week8}/agents/deals.py (61%) rename {week8_wip => week8}/agents/ensemble_agent.py (50%) rename {week8_wip => week8}/agents/frontier_agent.py (53%) create mode 100644 week8/agents/messaging_agent.py create mode 100644 week8/agents/planning_agent.py create mode 100644 week8/agents/random_forest_agent.py create mode 100644 week8/agents/scanner_agent.py create mode 100644 week8/agents/specialist_agent.py rename {week8_wip => week8}/day1.ipynb (51%) rename {week8_wip => week8}/day2.0.ipynb (55%) create mode 100644 week8/day2.1.ipynb create mode 100644 week8/day2.2.ipynb rename week8_wip/backup_day2.4.ipynb => week8/day2.3.ipynb (55%) create mode 100644 week8/day2.4.ipynb rename {week8_wip => week8}/day3.ipynb (79%) rename {week8_wip => week8}/day4.ipynb (65%) create mode 100644 week8/day5.ipynb create mode 100644 week8/deal_agent_framework.py rename {week8_wip => week8}/hello.py (89%) rename {week8_wip => week8}/items.py (100%) rename {week8_wip => week8}/llama.py (100%) create mode 100644 week8/log_utils.py create mode 100644 week8/memory.json create mode 100644 week8/price_is_right.py create mode 100644 week8/price_is_right_final.py rename {week8_wip => week8}/pricer_ephemeral.py (98%) rename {week8_wip => week8}/pricer_service.py (98%) rename {week8_wip => week8}/pricer_service2.py (100%) rename {week8_wip => week8}/testing.py (100%) delete mode 100644 week8_wip/agents/messaging_agent.py delete mode 100644 week8_wip/agents/planning_agent.py delete mode 100644 week8_wip/agents/random_forest_agent.py delete mode 100644 week8_wip/agents/scanner_agent.py delete mode 100644 week8_wip/agents/specialist_agent.py delete mode 100644 week8_wip/day2.1.ipynb delete mode 100644 week8_wip/day2.2.ipynb delete mode 100644 week8_wip/day2.3.ipynb delete mode 100644 week8_wip/day2.4.ipynb diff --git a/week1/day1.ipynb b/week1/day1.ipynb index b212c78..70b312b 100644 --- a/week1/day1.ipynb +++ b/week1/day1.ipynb @@ -11,7 +11,13 @@ "\n", "Our goal is to code a new kind of Web Browser. Give it a URL, and it will respond with a summary. The Reader's Digest of the internet!!\n", "\n", - "Before starting, be sure to have followed the instructions in the \"README\" file, including creating your API key with OpenAI and adding it to the `.env` file." + "Before starting, be sure to have followed the instructions in the \"README\" file, including creating your API key with OpenAI and adding it to the `.env` file.\n", + "\n", + "## If you're new to Jupyer Lab\n", + "\n", + "Welcome to the wonderful world of Data Science experimentation! Once you've used Jupyter Lab, you'll wonder how you ever lived without it. Simply click in each \"cell\" with code in it, like the cell immediately below this text, and hit Shift+Return to execute that cell. As you wish, you can add a cell with the + button in the toolbar, and print values of variables, or try out variations.\n", + "\n", + "If you need to start again, go to Kernel menu >> Restart kernel." ] }, { @@ -47,6 +53,7 @@ "- Pressing \"Create new secret key\" on the top right\n", "- Select **Owned by:** you, **Project:** Default project, **Permissions:** All\n", "- Click Create secret key, and use that new key in the code and the `.env` file (it might take a few minutes to activate)\n", + "- Do a Kernel >> Restart kernel, and execute the cells in this Jupyter lab starting at the top\n", "4. As a fallback, replace the line `openai = OpenAI()` with `openai = OpenAI(api_key=\"your-key-here\")` - while it's not recommended to hard code tokens in Jupyter lab, because then you can't share your lab with others, it's a workaround for now\n", "5. Contact me! Message me or email ed@edwarddonner.com and we will get this to work.\n", "\n", @@ -259,12 +266,14 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "id": "49c4315f-340b-4371-b6cd-2a772f4b7bdd", + "cell_type": "markdown", + "id": "36ed9f14-b349-40e9-a42c-b367e77f8bda", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "## An extra exercise for those who enjoy web scraping\n", + "\n", + "You may notice that if you try `display_summary(\"https://openai.com\")` - it doesn't work! That's because OpenAI has a fancy website that uses Javascript. There are many ways around this that some of you might be familiar with. For example, Selenium is a hugely popular framework that runs a browser behind the scenes, renders the page, and allows you to query it. If you have experience with Selenium, Playwright or similar, then feel free to improve the Website class to use them. Please push your code afterwards so I can share it with other students!" + ] } ], "metadata": { diff --git a/week1/day5.ipynb b/week1/day5.ipynb index 6de996f..e6c7ffa 100644 --- a/week1/day5.ipynb +++ b/week1/day5.ipynb @@ -227,8 +227,14 @@ "outputs": [], "source": [ "system_prompt = \"You are an assistant that analyzes the contents of several relevant pages from a company website \\\n", - "and creates a short humorous, entertaining, jokey brochure about the company for prospective customers, investors and recruits. Respond in markdown.\\\n", - "Include details of company culture, customers and careers/jobs if you have the information.\"" + "and creates a short brochure about the company for prospective customers, investors and recruits. Respond in markdown.\\\n", + "Include details of company culture, customers and careers/jobs if you have the information.\"\n", + "\n", + "# Or uncomment the line below for a more humorous brochure:\n", + "\n", + "# system_prompt = \"You are an assistant that analyzes the contents of several relevant pages from a company website \\\n", + "# and creates a short humorous, entertaining, jokey brochure about the company for prospective customers, investors and recruits. Respond in markdown.\\\n", + "# Include details of company culture, customers and careers/jobs if you have the information.\"\n" ] }, { diff --git a/week2/day5.ipynb b/week2/day5.ipynb index e7c13fe..777ff25 100644 --- a/week2/day5.ipynb +++ b/week2/day5.ipynb @@ -298,7 +298,39 @@ "source": [ "## Audio\n", "\n", - "And let's make a function talker that uses OpenAI's speech model to generate Audio" + "And let's make a function talker that uses OpenAI's speech model to generate Audio\n", + "\n", + "### Troubleshooting Audio issues\n", + "\n", + "If you have any problems running this code below (like a FileNotFound error, or a warning of a missing package), you may need to install FFmpeg, a very popular audio utility.\n", + "\n", + "**For PC Users**\n", + "\n", + "1. Download FFmpeg from the official website: https://ffmpeg.org/download.html\n", + "\n", + "2. Extract the downloaded files to a location on your computer (e.g., `C:\\ffmpeg`)\n", + "\n", + "3. Add the FFmpeg bin folder to your system PATH:\n", + "- Right-click on 'This PC' or 'My Computer' and select 'Properties'\n", + "- Click on 'Advanced system settings'\n", + "- Click on 'Environment Variables'\n", + "- Under 'System variables', find and edit 'Path'\n", + "- Add a new entry with the path to your FFmpeg bin folder (e.g., `C:\\ffmpeg\\bin`)\n", + "- Restart your command prompt, and within Jupyter Lab do Kernel -> Restart kernel, to pick up the changes\n", + "\n", + "4. Open a new command prompt and run this to make sure it's installed OK\n", + "`ffmpeg -version`\n", + "\n", + "**For Mac Users**\n", + "\n", + "1. Install homebrew if you don't have it already by running this in a Terminal window and following any instructions: \n", + "`/bin/bash -c \"$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)\"`\n", + "\n", + "2. Then install FFmpeg with `brew install ffmpeg`\n", + "\n", + "3. Verify your installation with `ffmpeg -version` and if everything is good, within Jupyter Lab do Kernel -> Restart kernel to pick up the changes\n", + "\n", + "Message me or email me at ed@edwarddonner.com with any problems!" ] }, { @@ -314,7 +346,7 @@ "def talker(message):\n", " response = openai.audio.speech.create(\n", " model=\"tts-1\",\n", - " voice=\"onyx\", #alloy onyx\n", + " voice=\"onyx\", # Also, try replacing onyx with alloy\n", " input=message\n", " )\n", " \n", @@ -348,7 +380,7 @@ "4. An LLM can act as the Planner, dividing bigger tasks into smaller ones for the specialists\n", "5. The concept of an Agent having autonomy / agency, beyond just responding to a prompt - such as Memory\n", "\n", - "We're showing 1 and 2 here, and to a lesser extent 3 and 5." + "We're showing 1 and 2 here, and to a lesser extent 3 and 5. In week 8 we will do the lot!" ] }, { diff --git a/week8/agents/agent.py b/week8/agents/agent.py new file mode 100644 index 0000000..fe09e18 --- /dev/null +++ b/week8/agents/agent.py @@ -0,0 +1,33 @@ +import logging + +class Agent: + """ + An abstract superclass for Agents + Used to log messages in a way that can identify each Agent + """ + + # Foreground colors + RED = '\033[31m' + GREEN = '\033[32m' + YELLOW = '\033[33m' + BLUE = '\033[34m' + MAGENTA = '\033[35m' + CYAN = '\033[36m' + WHITE = '\033[37m' + + # Background color + BG_BLACK = '\033[40m' + + # Reset code to return to default color + RESET = '\033[0m' + + name: str = "" + color: str = '\033[37m' + + def log(self, message): + """ + Log this as an info message, identifying the agent + """ + color_code = self.BG_BLACK + self.color + message = f"[{self.name}] {message}" + logging.info(color_code + message + self.RESET) \ No newline at end of file diff --git a/week8_wip/agents/deals.py b/week8/agents/deals.py similarity index 61% rename from week8_wip/agents/deals.py rename to week8/agents/deals.py index 86373d8..5fb8039 100644 --- a/week8_wip/agents/deals.py +++ b/week8/agents/deals.py @@ -1,5 +1,5 @@ from pydantic import BaseModel -from typing import List +from typing import List, Dict, Self from bs4 import BeautifulSoup import re import feedparser @@ -15,7 +15,10 @@ feeds = [ "https://www.dealnews.com/c196/Home-Garden/?rss=1", ] -def extract(html_snippet): +def extract(html_snippet: str) -> str: + """ + Use Beautiful Soup to clean up this HTML snippet and extract useful text + """ soup = BeautifulSoup(html_snippet, 'html.parser') snippet_div = soup.find('div', class_='snippet summary') @@ -28,20 +31,24 @@ def extract(html_snippet): result = html_snippet return result.replace('\n', ' ') -class Deal: +class ScrapedDeal: + """ + A class to represent a Deal retrieved from an RSS feed + """ category: str title: str summary: str url: str - item_id: int details: str features: str - def __init__(self, entry, id): + def __init__(self, entry: Dict[str, str]): + """ + Populate this instance based on the provided dict + """ self.title = entry['title'] self.summary = extract(entry['summary']) self.url = entry['links'][0]['href'] - self.item_id = id stuff = requests.get(self.url).content soup = BeautifulSoup(stuff, 'html.parser') content = soup.find('div', class_='content-section').get_text() @@ -53,32 +60,50 @@ class Deal: self.features = "" def __repr__(self): + """ + Return a string to describe this deal + """ return f"<{self.title}>" def describe(self): + """ + Return a longer string to describe this deal for use in calling a model + """ return f"Title: {self.title}\nDetails: {self.details.strip()}\nFeatures: {self.features.strip()}\nURL: {self.url}" @classmethod - def fetch(cls): + def fetch(cls, show_progress : bool = False) -> List[Self]: + """ + Retrieve all deals from the selected RSS feeds + """ deals = [] - item_id = 1001 - for feed_url in tqdm(feeds): + feed_iter = tqdm(feeds) if show_progress else feeds + for feed_url in feed_iter: feed = feedparser.parse(feed_url) for entry in feed.entries[:10]: - deals.append(cls(entry, item_id)) - item_id += 1 - time.sleep(1) + deals.append(cls(entry)) + time.sleep(0.5) return deals -class QualityDeal(BaseModel): +class Deal(BaseModel): + """ + A class to Represent a Deal with a summary description + """ product_description: str price: float url: str -class QualityDealSelection(BaseModel): - quality_deals: List[QualityDeal] +class DealSelection(BaseModel): + """ + A class to Represent a list of Deals + """ + deals: List[Deal] class Opportunity(BaseModel): - quality_deal: QualityDeal + """ + A class to represent a possible opportunity: a Deal where we estimate + it should cost more than it's being offered + """ + deal: Deal estimate: float discount: float \ No newline at end of file diff --git a/week8_wip/agents/ensemble_agent.py b/week8/agents/ensemble_agent.py similarity index 50% rename from week8_wip/agents/ensemble_agent.py rename to week8/agents/ensemble_agent.py index c5eb87d..438e32e 100644 --- a/week8_wip/agents/ensemble_agent.py +++ b/week8/agents/ensemble_agent.py @@ -2,19 +2,37 @@ import pandas as pd from sklearn.linear_model import LinearRegression import joblib +from agents.agent import Agent from agents.specialist_agent import SpecialistAgent from agents.frontier_agent import FrontierAgent from agents.random_forest_agent import RandomForestAgent -class EnsembleAgent: +class EnsembleAgent(Agent): + name = "Ensemble Agent" + color = Agent.YELLOW + def __init__(self, collection): + """ + Create an instance of Ensemble, by creating each of the models + And loading the weights of the Ensemble + """ + self.log("Initializing Ensemble Agent") self.specialist = SpecialistAgent() self.frontier = FrontierAgent(collection) self.random_forest = RandomForestAgent() self.model = joblib.load('ensemble_model.pkl') + self.log("Ensemble Agent is ready") - def price(self, description): + def price(self, description: str) -> float: + """ + Run this ensemble model + Ask each of the models to price the product + Then use the Linear Regression model to return the weighted price + :param description: the description of a product + :return: an estimate of its price + """ + self.log("Running Ensemble Agent - collaborating with specialist, frontier and random forest agents") specialist = self.specialist.price(description) frontier = self.frontier.price(description) random_forest = self.random_forest.price(description) @@ -25,5 +43,6 @@ class EnsembleAgent: 'Min': [min(specialist, frontier, random_forest)], 'Max': [max(specialist, frontier, random_forest)], }) - y = self.model.predict(X) - return y[0] \ No newline at end of file + y = self.model.predict(X)[0] + self.log(f"Ensemble Agent complete - returning ${y:.2f}") + return y \ No newline at end of file diff --git a/week8_wip/agents/frontier_agent.py b/week8/agents/frontier_agent.py similarity index 53% rename from week8_wip/agents/frontier_agent.py rename to week8/agents/frontier_agent.py index 6e2885d..dcbeefd 100644 --- a/week8_wip/agents/frontier_agent.py +++ b/week8/agents/frontier_agent.py @@ -4,30 +4,55 @@ import os import re import math import json -from typing import List +from typing import List, Dict from openai import OpenAI from sentence_transformers import SentenceTransformer from datasets import load_dataset import chromadb from items import Item from testing import Tester +from agents.agent import Agent -class FrontierAgent: + +class FrontierAgent(Agent): + + name = "Frontier Agent" + color = Agent.BLUE MODEL = "gpt-4o-mini" def __init__(self, collection): + """ + Set up this instance by connecting to OpenAI, to the Chroma Datastore, + And setting up the vector encoding model + """ + self.log("Initializing Frontier Agent") self.openai = OpenAI() self.collection = collection self.model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2') + self.log("Frontier Agent is ready") - def make_context(self, similars: List[str], prices: List[float]): + def make_context(self, similars: List[str], prices: List[float]) -> str: + """ + Create context that can be inserted into the prompt + :param similars: similar products to the one being estimated + :param prices: prices of the similar products + :return: text to insert in the prompt that provides context + """ message = "To provide some context, here are some other items that might be similar to the item you need to estimate.\n\n" for similar, price in zip(similars, prices): message += f"Potentially related product:\n{similar}\nPrice is ${price:.2f}\n\n" return message - def messages_for(self, description: str, similars: List[str], prices: List[float]): + def messages_for(self, description: str, similars: List[str], prices: List[float]) -> List[Dict[str, str]]: + """ + Create the message list to be included in a call to OpenAI + With the system and user prompt + :param description: a description of the product + :param similars: similar products to this one + :param prices: prices of similar products + :return: the list of messages in the format expected by OpenAI + """ system_message = "You estimate prices of items. Reply only with the price, no explanation" user_prompt = self.make_context(similars, prices) user_prompt += "And now the question for you:\n\n" @@ -39,19 +64,34 @@ class FrontierAgent: ] def find_similars(self, description: str): + """ + Return a list of items similar to the given one by looking in the Chroma datastore + """ + self.log("Frontier Agent is performing a RAG search of the Chroma datastore to find 5 similar products") vector = self.model.encode([description]) results = self.collection.query(query_embeddings=vector.astype(float).tolist(), n_results=5) documents = results['documents'][0][:] prices = [m['price'] for m in results['metadatas'][0][:]] + self.log("Frontier Agent has found similar products") return documents, prices def get_price(self, s) -> float: + """ + A utility that plucks a floating point number out of a string + """ s = s.replace('$','').replace(',','') match = re.search(r"[-+]?\d*\.\d+|\d+", s) return float(match.group()) if match else 0.0 def price(self, description: str) -> float: + """ + Make a call to OpenAI to estimate the price of the described product, + by looking up 5 similar products and including them in the prompt to give context + :param description: a description of the product + :return: an estimate of the price + """ documents, prices = self.find_similars(description) + self.log("Frontier Agent is about to call OpenAI with context including 5 similar products") response = self.openai.chat.completions.create( model=self.MODEL, messages=self.messages_for(description, documents, prices), @@ -59,5 +99,7 @@ class FrontierAgent: max_tokens=5 ) reply = response.choices[0].message.content - return self.get_price(reply) + result = self.get_price(reply) + self.log(f"Frontier Agent completed - predicting ${result:.2f}") + return result \ No newline at end of file diff --git a/week8/agents/messaging_agent.py b/week8/agents/messaging_agent.py new file mode 100644 index 0000000..70e74d0 --- /dev/null +++ b/week8/agents/messaging_agent.py @@ -0,0 +1,78 @@ +import os +from twilio.rest import Client +from agents.deals import Opportunity +import http.client +import urllib +from agents.agent import Agent + + +DO_TEXT = False +DO_PUSH = True + +class MessagingAgent(Agent): + + name = "Messaging Agent" + color = Agent.WHITE + + def __init__(self): + """ + Set up this object to either do push notifications via Pushover, + or SMS via Twilio, + whichever is specified in the constants + """ + self.log(f"Messaging Agent is initializing") + if DO_TEXT: + account_sid = os.getenv('TWILIO_ACCOUNT_SID', 'your-sid-if-not-using-env') + auth_token = os.getenv('TWILIO_AUTH_TOKEN', 'your-auth-if-not-using-env') + self.me_from = os.getenv('TWILIO_FROM', 'your-phone-number-if-not-using-env') + self.me_to = os.getenv('MY_PHONE_NUMBER', 'your-phone-number-if-not-using-env') + self.client = Client(account_sid, auth_token) + self.log("Messaging Agent has initialized Twilio") + if DO_PUSH: + self.pushover_user = os.getenv('PUSHOVER_USER', 'your-pushover-user-if-not-using-env') + self.pushover_token = os.getenv('PUSHOVER_TOKEN', 'your-pushover-user-if-not-using-env') + self.log("Messaging Agent has initialized Pushover") + + def message(self, text): + """ + Send an SMS message using the Twilio API + """ + self.log("Messaging Agent is sending a text message") + message = self.client.messages.create( + from_=self.me_from, + body=text, + to=self.me_to + ) + + def push(self, text): + """ + Send a Push Notification using the Pushover API + """ + self.log("Messaging Agent is sending a push notification") + conn = http.client.HTTPSConnection("api.pushover.net:443") + conn.request("POST", "/1/messages.json", + urllib.parse.urlencode({ + "token": self.pushover_token, + "user": self.pushover_user, + "message": text, + "sound": "cashregister" + }), { "Content-type": "application/x-www-form-urlencoded" }) + conn.getresponse() + + def alert(self, opportunity: Opportunity): + """ + Make an alert about the specified Opportunity + """ + text = f"Deal Alert! Price=${opportunity.deal.price:.2f}, " + text += f"Estimate=${opportunity.estimate:.2f}, " + text += f"Discount=${opportunity.discount:.2f} :" + text += opportunity.deal.product_description[:10]+'... ' + text += opportunity.deal.url + if DO_TEXT: + self.message(text) + if DO_PUSH: + self.push(text) + self.log("Messaging Agent has completed") + + + \ No newline at end of file diff --git a/week8/agents/planning_agent.py b/week8/agents/planning_agent.py new file mode 100644 index 0000000..547536a --- /dev/null +++ b/week8/agents/planning_agent.py @@ -0,0 +1,57 @@ +from typing import Optional, List +from agents.agent import Agent +from agents.deals import ScrapedDeal, DealSelection, Deal, Opportunity +from agents.scanner_agent import ScannerAgent +from agents.ensemble_agent import EnsembleAgent +from agents.messaging_agent import MessagingAgent + + +class PlanningAgent(Agent): + + name = "Planning Agent" + color = Agent.GREEN + DEAL_THRESHOLD = 50 + + def __init__(self, collection): + """ + Create instances of the 3 Agents that this planner coordinates across + """ + self.log("Planning Agent is initializing") + self.scanner = ScannerAgent() + self.ensemble = EnsembleAgent(collection) + self.messenger = MessagingAgent() + self.log("Planning Agent is ready") + + def run(self, deal: Deal) -> Opportunity: + """ + Run the workflow for a particular deal + :param deal: the deal, summarized from an RSS scrape + :returns: an opportunity including the discount + """ + self.log("Planning Agent is pricing up a potential deal") + estimate = self.ensemble.price(deal.product_description) + discount = estimate - deal.price + self.log(f"Planning Agent has processed a deal with discount ${discount:.2f}") + return Opportunity(deal=deal, estimate=estimate, discount=discount) + + def plan(self, memory: List[str] = []) -> Optional[Opportunity]: + """ + Run the full workflow: + 1. Use the ScannerAgent to find deals from RSS feeds + 2. Use the EnsembleAgent to estimate them + 3. Use the MessagingAgent to send a notification of deals + :param memory: a list of URLs that have been surfaced in the past + :return: an Opportunity if one was surfaced, otherwise None + """ + self.log("Planning Agent is kicking off a run") + selection = self.scanner.scan(memory=memory) + if selection: + opportunities = [self.run(deal) for deal in selection.deals[:5]] + opportunities.sort(key=lambda opp: opp.discount, reverse=True) + best = opportunities[0] + self.log(f"Planning Agent has identified the best deal has discount ${best.discount:.2f}") + if best.discount > self.DEAL_THRESHOLD: + self.messenger.alert(best) + self.log("Planning Agent has completed a run") + return best if best.discount > self.DEAL_THRESHOLD else None + return None \ No newline at end of file diff --git a/week8/agents/random_forest_agent.py b/week8/agents/random_forest_agent.py new file mode 100644 index 0000000..bfe9715 --- /dev/null +++ b/week8/agents/random_forest_agent.py @@ -0,0 +1,37 @@ +# imports + +import os +import re +from typing import List +from sentence_transformers import SentenceTransformer +import joblib +from agents.agent import Agent + + + +class RandomForestAgent(Agent): + + name = "Random Forest Agent" + color = Agent.MAGENTA + + def __init__(self): + """ + Initialize this object by loading in the saved model weights + and the SentenceTransformer vector encoding model + """ + self.log("Random Forest Agent is initializing") + self.vectorizer = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2') + self.model = joblib.load('random_forest_model.pkl') + self.log("Random Forest Agent is ready") + + def price(self, description: str) -> float: + """ + Use a Random Forest model to estimate the price of the described item + :param description: the product to be estimated + :return: the price as a float + """ + self.log("Random Forest Agent is starting a prediction") + vector = self.vectorizer.encode([description]) + result = max(0, self.model.predict(vector)[0]) + self.log(f"Random Forest Agent completed - predicting ${result:.2f}") + return result \ No newline at end of file diff --git a/week8/agents/scanner_agent.py b/week8/agents/scanner_agent.py new file mode 100644 index 0000000..8dc6674 --- /dev/null +++ b/week8/agents/scanner_agent.py @@ -0,0 +1,94 @@ +import os +import json +from typing import Optional, List +from openai import OpenAI +from agents.deals import ScrapedDeal, DealSelection +from agents.agent import Agent + + +class ScannerAgent(Agent): + + MODEL = "gpt-4o-mini" + + SYSTEM_PROMPT = """You identify and summarize the 5 most detailed deals from a list, by selecting deals that have the most detailed, high quality description and the most clear price. + Respond strictly in JSON with no explanation, using this format. You should provide the price as a number derived from the description. If the price of a deal isn't clear, do not include that deal in your response. + Most important is that you respond with the 5 deals that have the most detailed product description with price. It's not important to mention the terms of the deal; most important is a thorough description of the product. + Be careful with products that are described as "$XXX off" or "reduced by $XXX" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price. + + {"deals": [ + { + "product_description": "Your clearly expressed summary of the product in 4-5 sentences. Details of the item are much more important than why it's a good deal. Avoid mentioning discounts and coupons; focus on the item itself. There should be a paragpraph of text for each item you choose.", + "price": 99.99, + "url": "the url as provided" + }, + ... + ]}""" + + USER_PROMPT_PREFIX = """Respond with the most promising 5 deals from this list, selecting those which have the most detailed, high quality product description and a clear price that is greater than 0. + Respond strictly in JSON, and only JSON. You should rephrase the description to be a summary of the product itself, not the terms of the deal. + Remember to respond with a paragraph of text in the product_description field for each of the 5 items that you select. + Be careful with products that are described as "$XXX off" or "reduced by $XXX" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price. + + Deals: + + """ + + USER_PROMPT_SUFFIX = "\n\nStrictly respond in JSON and include exactly 5 deals, no more." + + name = "Scanner Agent" + color = Agent.CYAN + + def __init__(self): + """ + Set up this instance by initializing OpenAI + """ + self.log("Scanner Agent is initializing") + self.openai = OpenAI() + self.log("Scanner Agent is ready") + + def fetch_deals(self, memory) -> List[ScrapedDeal]: + """ + Look up deals published on RSS feeds + Return any new deals that are not already in the memory provided + """ + self.log("Scanner Agent is about to fetch deals from RSS feed") + urls = [opp.deal.url for opp in memory] + scraped = ScrapedDeal.fetch() + result = [scrape for scrape in scraped if scrape.url not in urls] + self.log(f"Scanner Agent received {len(result)} deals not already scraped") + return result + + def make_user_prompt(self, scraped) -> str: + """ + Create a user prompt for OpenAI based on the scraped deals provided + """ + user_prompt = self.USER_PROMPT_PREFIX + user_prompt += '\n\n'.join([scrape.describe() for scrape in scraped]) + user_prompt += self.USER_PROMPT_SUFFIX + return user_prompt + + def scan(self, memory: List[str]=[]) -> Optional[DealSelection]: + """ + Call OpenAI to provide a high potential list of deals with good descriptions and prices + Use StructuredOutputs to ensure it conforms to our specifications + :param memory: a list of URLs representing deals already raised + :return: a selection of good deals, or None if there aren't any + """ + scraped = self.fetch_deals(memory) + if scraped: + user_prompt = self.make_user_prompt(scraped) + self.log("Scanner Agent is calling OpenAI using Structured Output") + result = self.openai.beta.chat.completions.parse( + model=self.MODEL, + messages=[ + {"role": "system", "content": self.SYSTEM_PROMPT}, + {"role": "user", "content": user_prompt} + ], + response_format=DealSelection + ) + result = result.choices[0].message.parsed + result.deals = [deal for deal in result.deals if deal.price>0] + self.log(f"Scanner Agent received {len(result.deals)} selected deals with price>0 from OpenAI") + return result + return None + diff --git a/week8/agents/specialist_agent.py b/week8/agents/specialist_agent.py new file mode 100644 index 0000000..8ffc8ad --- /dev/null +++ b/week8/agents/specialist_agent.py @@ -0,0 +1,29 @@ +import modal +from agents.agent import Agent + + +class SpecialistAgent(Agent): + """ + An Agent that runs our fine-tuned LLM that's running remotely on Modal + """ + + name = "Specialist Agent" + color = Agent.RED + + def __init__(self): + """ + Set up this Agent by creating an instance of the modal class + """ + self.log("Specialist Agent is initializing - connecting to modal") + Pricer = modal.Cls.lookup("pricer-service", "Pricer") + self.pricer = Pricer() + self.log("Specialist Agent is ready") + + def price(self, description: str) -> float: + """ + Make a remote call to return the estimate of the price of this item + """ + self.log("Specialist Agent is calling remote fine-tuned model") + result = self.pricer.price.remote(description) + self.log(f"Specialist Agent completed - predicting ${result:.2f}") + return result diff --git a/week8_wip/day1.ipynb b/week8/day1.ipynb similarity index 51% rename from week8_wip/day1.ipynb rename to week8/day1.ipynb index ab6dbed..252d92f 100644 --- a/week8_wip/day1.ipynb +++ b/week8/day1.ipynb @@ -5,7 +5,14 @@ "id": "e426cd04-c053-43e8-b505-63cee7956a53", "metadata": {}, "source": [ - "May need to update environment if cloned git after Sep 26\n", + "# Welcome to a very busy Week 8 folder\n", + "\n", + "## We have lots to do this week!\n", + "\n", + "We'll move at a faster pace than usual, particularly as you're becoming proficient LLM engineers.\n", + "\n", + "One quick admin thing: I've added a number of packages to the environment.yml file during September. To make sure you have the latest repo with the latest code, it's worth doing this from the `llm_engineering` project folder:\n", + "\n", "```\n", "git pull\n", "conda env update --f environment.yml --prune\n", @@ -19,12 +26,14 @@ "metadata": {}, "outputs": [], "source": [ + "# Just one import to start with!!\n", + "\n", "import modal" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "0d240622-8422-4c99-8464-c04d063e4cb6", "metadata": {}, "outputs": [], @@ -34,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "3b133701-f550-44a1-a67f-eb7ccc4769a9", "metadata": {}, "outputs": [], @@ -44,21 +53,10 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "0f3f73ae-1295-49f3-9099-b8b41fc3429b", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'Hello from Seaport, New York, US!!'" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "with app.run(show_progress=False):\n", " reply=hello.local()\n", @@ -67,27 +65,33 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "c1d8c6f9-edc7-4e52-9b3a-c07d7cff1ac7", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'Hello from Frankfurt am Main, Hesse, DE!!'" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "with app.run(show_progress=False):\n", " reply=hello.remote()\n", "reply" ] }, + { + "cell_type": "markdown", + "id": "22e8d804-c027-45fb-8fef-06e7bba6295a", + "metadata": {}, + "source": [ + "# Before we move on -\n", + "\n", + "## We need to set your HuggingFace Token as a secret in Modal\n", + "\n", + "1. Go to modal.com, sign in and go to your dashboard\n", + "2. Click on Secrets in the nav bar\n", + "3. Create new secret, click on Hugging Face\n", + "4. Fill in your HF_TOKEN where it prompts you\n", + "\n", + "### And now back to business: time to work with Llama" + ] + }, { "cell_type": "code", "execution_count": null, @@ -95,7 +99,6 @@ "metadata": {}, "outputs": [], "source": [ - "import modal\n", "from llama import app, generate" ] }, @@ -136,6 +139,20 @@ "result" ] }, + { + "cell_type": "markdown", + "id": "04d8747f-8452-4077-8af6-27e03888508a", + "metadata": {}, + "source": [ + "## Transitioning From Ephemeral Apps to Deployed Apps\n", + "\n", + "From a command line, `modal deploy xxx` will deploy your code as a Deployed App\n", + "\n", + "This is how you could package your AI service behind an API to be used in a Production System.\n", + "\n", + "You can also build REST endpoints easily, although we won't cover that as we'll be calling direct from Python." + ] + }, { "cell_type": "code", "execution_count": null, @@ -169,73 +186,20 @@ { "cell_type": "code", "execution_count": null, - "id": "58f5d19f-8ffc-496c-832b-04e0d5892f54", - "metadata": {}, - "outputs": [], - "source": [ - "import modal" - ] - }, - { - "cell_type": "code", - "execution_count": 1, "id": "f56d1e55-2a03-4ce2-bb47-2ab6b9175a02", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[2K\u001b[34m⠸\u001b[0m Creating objects.....\n", - "\u001b[38;5;244m└── \u001b[0m\u001b[34m⠋\u001b[0m Creating mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py: \n", - "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠦\u001b[0m Creating objects...\n", - "\u001b[38;5;244m└── \u001b[0m\u001b[34m⠸\u001b[0m Creating mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py: \n", - "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠏\u001b[0m Creating objects...\n", - "\u001b[38;5;244m└── \u001b[0m\u001b[34m⠦\u001b[0m Creating mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py: \n", - "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠹\u001b[0m Creating objects...\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py\n", - "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠴\u001b[0m Creating objects...load_model_to_folder.\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.download_model_to_folder.\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.*.\n", - "\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[34m⠴\u001b[0m Creating objects...\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.download_model_to_folder.\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.*.\n", - "\u001b[38;5;244m└── \u001b[0m🔨 Created function Pricer.price.\n", - "\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[1A\u001b[2K\u001b[32m✓\u001b[0m Created objects.\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created mount /Users/ed/dev/llm_engineering/week8/pricer_service2.py\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.download_model_to_folder.\n", - "\u001b[38;5;244m├── \u001b[0m🔨 Created function Pricer.*.\n", - "\u001b[38;5;244m└── \u001b[0m🔨 Created function Pricer.price.\n", - "\u001b[32m✓\u001b[0m App deployed in 1.570s! 🎉\n", - "\n", - "View Deployment: \u001b[35mhttps://modal.com/apps/ed-donner/main/deployed/pricer-service\u001b[0m\n" - ] - } - ], + "outputs": [], "source": [ "!modal deploy pricer_service2" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "9e19daeb-1281-484b-9d2f-95cc6fed2622", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "133.0\n" - ] - } - ], + "outputs": [], "source": [ - "\n", - "import modal\n", - "\n", "Pricer = modal.Cls.lookup(\"pricer-service\", \"Pricer\")\n", "pricer = Pricer()\n", "reply = pricer.price.remote(\"Quadcast HyperX condenser mic, connects via usb-c to your computer for crystal clear audio\")\n", @@ -243,65 +207,32 @@ ] }, { - "cell_type": "code", - "execution_count": 9, - "id": "ac331454-21e2-4b37-9602-4667006e34ee", - "metadata": {}, - "outputs": [], - "source": [ - "reply = pricer.price.remote(\"iphone SE\")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "c3a71dcd-b71d-4c48-b0d9-3ac296d2046a", + "cell_type": "markdown", + "id": "3754cfdd-ae28-47c8-91f2-6e060e2c91b3", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "299.0" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "reply" + "## And now introducing our Agent class" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "ba9aedca-6a7b-4d30-9f64-59d76f76fb6d", "metadata": {}, "outputs": [], "source": [ - "from agents.specialist_agent import price" + "from agents.specialist_agent import SpecialistAgent" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "fe5843e5-e958-4a65-8326-8f5b4686de7f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "133.0" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "price(\"Quadcast HyperX condenser mic, connects via usb-c to your computer for crystal clear audio\")" + "agent = SpecialistAgent()\n", + "agent.price(\"iPad Pro 2nd generation\")" ] }, { diff --git a/week8_wip/day2.0.ipynb b/week8/day2.0.ipynb similarity index 55% rename from week8_wip/day2.0.ipynb rename to week8/day2.0.ipynb index 23f6bce..7ef3dec 100644 --- a/week8_wip/day2.0.ipynb +++ b/week8/day2.0.ipynb @@ -1,8 +1,30 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "046fd8f8-ad14-4c7f-b759-fec52f5b5306", + "metadata": {}, + "source": [ + "# The Price is Right\n", + "\n", + "Today we build a more complex solution for estimating prices of goods.\n", + "\n", + "1. This notebook: create a RAG database with our 400,000 training data\n", + "2. Day 2.1 notebook: visualize in 2D\n", + "3. Day 2.2 notebook: visualize in 3D\n", + "4. Day 2.3 notebook: build and test a RAG pipeline with GPT-4o-mini\n", + "5. Day 2.4 notebook: (a) bring back our Random Forest pricer (b) Create a Ensemble pricer that allows contributions from all the pricers\n", + "\n", + "Phew! That's a lot to get through in one day!\n", + "\n", + "## PLEASE NOTE:\n", + "\n", + "We already have a very powerful product estimator with our proprietary, fine-tuned LLM. Most people would be very satisfied with that! The main reason we're adding these extra steps is to deepen your expertise with RAG and with Agentic workflows.\n" + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "993a2a24-1a58-42be-8034-6d116fb8d786", "metadata": {}, "outputs": [], @@ -29,22 +51,7 @@ }, { "cell_type": "code", - "execution_count": 2, - "id": "0e31676f-6f31-465f-a80e-02d51ff8425a", - "metadata": {}, - "outputs": [], - "source": [ - "# CONSTANTS\n", - "\n", - "HF_USER = \"ed-donner\" # your HF name here! Or use mine if you just want to reproduce my results.\n", - "DATASET_NAME = f\"{HF_USER}/pricer-data\"\n", - "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", - "DB = \"products_vectorstore\"" - ] - }, - { - "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "2359ccc0-dbf2-4b1e-9473-e472b32f548b", "metadata": {}, "outputs": [], @@ -53,26 +60,16 @@ "\n", "load_dotenv()\n", "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", - "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" + "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')\n", + "DB = \"products_vectorstore\"" ] }, { "cell_type": "code", - "execution_count": 4, - "id": "a29fcc4e-e4d7-4c54-aa6b-e5d1111ea9c4", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Token is valid (permission: write).\n", - "Your token has been saved in your configured git credential helpers (osxkeychain).\n", - "Your token has been saved to /Users/ed/.cache/huggingface/token\n", - "Login successful\n" - ] - } - ], + "execution_count": null, + "id": "645167e6-cf0d-42d2-949f-1089a25a2841", + "metadata": {}, + "outputs": [], "source": [ "# Log in to HuggingFace\n", "\n", @@ -82,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "688bd995-ec3e-43cd-8179-7fe14b275877", "metadata": {}, "outputs": [], @@ -95,29 +92,31 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "2817eaf5-4302-4a18-9148-d1062e3b3dbb", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "400000" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "items = train\n", - "len(items)" + "train[0].prompt" + ] + }, + { + "cell_type": "markdown", + "id": "9ae1ba16-7e80-4096-ac88-64ef8edcc80c", + "metadata": {}, + "source": [ + "# Now create a Chroma Datastore\n", + "\n", + "In Week 5, we created a Chroma datastore with 123 documents representing chunks of objects from our fictional company Insurellm.\n", + "\n", + "Now we will create a Chroma datastore with 400,000 products from our training dataset! It's getting real!\n", + "\n", + "Note that we won't be using LangChain, but the API is very straightforward and consistent with before." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "f4aab95e-d719-4476-b6e7-e248120df25a", "metadata": {}, "outputs": [], @@ -127,18 +126,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Deleted existing collection: products\n" - ] - } - ], + "outputs": [], "source": [ "# Check if the collection exists and delete it if it does\n", "collection_name = \"products\"\n", @@ -150,9 +141,27 @@ "collection = client.create_collection(collection_name)" ] }, + { + "cell_type": "markdown", + "id": "d392ed28-203d-4e73-be87-ac1390bdf722", + "metadata": {}, + "source": [ + "# Introducing the SentenceTransfomer\n", + "\n", + "The all-MiniLM is a very useful model from HuggingFace that maps sentences & paragraphs to a 384 dimensional dense vector space and is ideal for tasks like semantic search.\n", + "\n", + "https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2\n", + "\n", + "It can run pretty quickly locally.\n", + "\n", + "Last time we used OpenAI embeddings to produce vector embeddings. Benefits compared to OpenAI embeddings:\n", + "1. It's free and fast!\n", + "3. We can run it locally, so the data never leaves our box - might be useful if you're building a personal RAG\n" + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "a87db200-d19d-44bf-acbd-15c45c70f5c9", "metadata": {}, "outputs": [], @@ -162,7 +171,29 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, + "id": "9b23a025-4c35-4d3a-96ad-b956cad37b0a", + "metadata": {}, + "outputs": [], + "source": [ + "# Pass in a list of texts, get back a numpy array of vectors\n", + "\n", + "vector = model.encode([\"Well hi there\"])[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8adde63f-e732-4f7c-bba9-f8b2a469f14e", + "metadata": {}, + "outputs": [], + "source": [ + "vector" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "38de1bf8-c9b5-45b4-9f4b-86af93b3f80d", "metadata": {}, "outputs": [], @@ -174,23 +205,25 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, + "id": "8c1205bd-4692-44ef-8ea4-69f255354537", + "metadata": {}, + "outputs": [], + "source": [ + "description(train[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "8c79e2fe-1f50-4ebf-9a93-34f3088f2996", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 400/400 [21:47<00:00, 3.27s/it]\n" - ] - } - ], - "source": [ - "for i in tqdm(range(0, len(items), 1000)):\n", - " documents = [description(item) for item in items[i: i+1000]]\n", + "outputs": [], + "source": [ + "for i in tqdm(range(0, len(train), 1000)):\n", + " documents = [description(item) for item in train[i: i+1000]]\n", " vectors = model.encode(documents).astype(float).tolist()\n", - " metadatas = [{\"category\": item.category, \"price\": item.price} for item in items[i: i+1000]]\n", + " metadatas = [{\"category\": item.category, \"price\": item.price} for item in train[i: i+1000]]\n", " ids = [f\"doc_{j}\" for j in range(i, i+1000)]\n", " collection.add(\n", " ids=ids,\n", @@ -199,17 +232,6 @@ " metadatas=metadatas\n", " )" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "525fc313-8a16-4ac0-8c42-6a6d1ba1c9b8", - "metadata": {}, - "outputs": [], - "source": [ - "CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']\n", - "COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']" - ] } ], "metadata": { diff --git a/week8/day2.1.ipynb b/week8/day2.1.ipynb new file mode 100644 index 0000000..5bdfe26 --- /dev/null +++ b/week8/day2.1.ipynb @@ -0,0 +1,174 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b577c1be-f7a4-4549-8d27-30cb35407225", + "metadata": {}, + "source": [ + "# The Price is Right\n", + "\n", + "Today we build a more complex solution for estimating prices of goods.\n", + "\n", + "1. Day 2.0 notebook: create a RAG database with our 400,000 training data\n", + "2. Day 2.1 notebook: visualize in 2D\n", + "3. Day 2.2 notebook: visualize in 3D\n", + "4. Day 2.3 notebook: build and test a RAG pipeline with GPT-4o-mini\n", + "5. Day 2.4 notebook: (a) bring back our Random Forest pricer (b) Create a Ensemble pricer that allows contributions from all the pricers\n", + "\n", + "Phew! That's a lot to get through in one day!\n", + "\n", + "## PLEASE NOTE:\n", + "\n", + "We already have a very powerful product estimator with our proprietary, fine-tuned LLM. Most people would be very satisfied with that! The main reason we're adding these extra steps is to deepen your expertise with RAG and with Agentic workflows.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "993a2a24-1a58-42be-8034-6d116fb8d786", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "from tqdm import tqdm\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import numpy as np\n", + "import pickle\n", + "from sentence_transformers import SentenceTransformer\n", + "from datasets import load_dataset\n", + "import chromadb\n", + "from items import Item\n", + "from sklearn.manifold import TSNE\n", + "import plotly.graph_objects as go" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1cc1fe53-612f-4228-aa02-8758f4c2098f", + "metadata": {}, + "outputs": [], + "source": [ + "# It is very fun turning this up to 400_000 and seeing the full dataset visualized,\n", + "# but it almost crashes my box every time so do that at your own risk!! 10_000 is safe!\n", + "\n", + "MAXIMUM_DATAPOINTS = 10_000" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4aab95e-d719-4476-b6e7-e248120df25a", + "metadata": {}, + "outputs": [], + "source": [ + "DB = \"products_vectorstore\"\n", + "client = chromadb.PersistentClient(path=DB)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780", + "metadata": {}, + "outputs": [], + "source": [ + "collection = client.get_or_create_collection('products')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "525fc313-8a16-4ac0-8c42-6a6d1ba1c9b8", + "metadata": {}, + "outputs": [], + "source": [ + "CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']\n", + "COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a4cf1c9a-1ced-48d4-974c-3c850905034e", + "metadata": {}, + "outputs": [], + "source": [ + "# Prework\n", + "result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=MAXIMUM_DATAPOINTS)\n", + "vectors = np.array(result['embeddings'])\n", + "documents = result['documents']\n", + "categories = [metadata['category'] for metadata in result['metadatas']]\n", + "colors = [COLORS[CATEGORIES.index(c)] for c in categories]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c54df150-c8d8-4bc3-8877-6759691eeb42", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's try a 2D chart\n", + "\n", + "tsne = TSNE(n_components=2, random_state=42, n_jobs=-1)\n", + "reduced_vectors = tsne.fit_transform(vectors)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e8fb2a63-24c5-4dce-9e63-aa208272f82d", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Create the 2D scatter plot\n", + "fig = go.Figure(data=[go.Scatter(\n", + " x=reduced_vectors[:, 0],\n", + " y=reduced_vectors[:, 1],\n", + " mode='markers',\n", + " marker=dict(size=2, color=colors, opacity=0.7),\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='2D Chroma Vectorstore Visualization',\n", + " scene=dict(xaxis_title='x', yaxis_title='y'),\n", + " width=1200,\n", + " height=800,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + } + ], + "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 +} diff --git a/week8/day2.2.ipynb b/week8/day2.2.ipynb new file mode 100644 index 0000000..4635502 --- /dev/null +++ b/week8/day2.2.ipynb @@ -0,0 +1,174 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4e60bd8a-a4da-4db9-86a8-ac8c03f3e367", + "metadata": {}, + "source": [ + "# The Price is Right\n", + "\n", + "Today we build a more complex solution for estimating prices of goods.\n", + "\n", + "1. Day 2.0 notebook: create a RAG database with our 400,000 training data\n", + "2. Day 2.1 notebook: visualize in 2D\n", + "3. Day 2.2 notebook: visualize in 3D\n", + "4. Day 2.3 notebook: build and test a RAG pipeline with GPT-4o-mini\n", + "5. Day 2.4 notebook: (a) bring back our Random Forest pricer (b) Create a Ensemble pricer that allows contributions from all the pricers\n", + "\n", + "Phew! That's a lot to get through in one day!\n", + "\n", + "## PLEASE NOTE:\n", + "\n", + "We already have a very powerful product estimator with our proprietary, fine-tuned LLM. Most people would be very satisfied with that! The main reason we're adding these extra steps is to deepen your expertise with RAG and with Agentic workflows." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "993a2a24-1a58-42be-8034-6d116fb8d786", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "from tqdm import tqdm\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import numpy as np\n", + "import pickle\n", + "from sentence_transformers import SentenceTransformer\n", + "from datasets import load_dataset\n", + "import chromadb\n", + "from items import Item\n", + "from sklearn.manifold import TSNE\n", + "import plotly.graph_objects as go" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1cc1fe53-612f-4228-aa02-8758f4c2098f", + "metadata": {}, + "outputs": [], + "source": [ + "# Turn this up at your own risk! 10_000 is safe..\n", + "\n", + "MAXIMUM_DATAPOINTS = 10_000" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4aab95e-d719-4476-b6e7-e248120df25a", + "metadata": {}, + "outputs": [], + "source": [ + "DB = \"products_vectorstore\"\n", + "client = chromadb.PersistentClient(path=DB)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780", + "metadata": {}, + "outputs": [], + "source": [ + "collection = client.get_or_create_collection('products')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "525fc313-8a16-4ac0-8c42-6a6d1ba1c9b8", + "metadata": {}, + "outputs": [], + "source": [ + "CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']\n", + "COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a4cf1c9a-1ced-48d4-974c-3c850905034e", + "metadata": {}, + "outputs": [], + "source": [ + "# Prework\n", + "result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=MAXIMUM_DATAPOINTS)\n", + "vectors = np.array(result['embeddings'])\n", + "documents = result['documents']\n", + "categories = [metadata['category'] for metadata in result['metadatas']]\n", + "colors = [COLORS[CATEGORIES.index(c)] for c in categories]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c54df150-c8d8-4bc3-8877-6759691eeb42", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's try 3D!\n", + "\n", + "tsne = TSNE(n_components=3, random_state=42, n_jobs=-1)\n", + "reduced_vectors = tsne.fit_transform(vectors)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e8fb2a63-24c5-4dce-9e63-aa208272f82d", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Create the 3D scatter plot\n", + "fig = go.Figure(data=[go.Scatter3d(\n", + " x=reduced_vectors[:, 0],\n", + " y=reduced_vectors[:, 1],\n", + " z=reduced_vectors[:, 2],\n", + " mode='markers',\n", + " marker=dict(size=3, color=colors, opacity=0.7),\n", + ")])\n", + "\n", + "fig.update_layout(\n", + " title='3D Chroma Vector Store Visualization',\n", + " scene=dict(xaxis_title='x', yaxis_title='y', zaxis_title='z'),\n", + " width=1200,\n", + " height=800,\n", + " margin=dict(r=20, b=10, l=10, t=40)\n", + ")\n", + "\n", + "fig.show()" + ] + } + ], + "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 +} diff --git a/week8_wip/backup_day2.4.ipynb b/week8/day2.3.ipynb similarity index 55% rename from week8_wip/backup_day2.4.ipynb rename to week8/day2.3.ipynb index 1974dd7..a851fd6 100644 --- a/week8_wip/backup_day2.4.ipynb +++ b/week8/day2.3.ipynb @@ -1,8 +1,32 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "2a0f44a9-37cd-4aa5-9b20-cfc0dc8dfc0a", + "metadata": {}, + "source": [ + "# The Price is Right\n", + "\n", + "Today we build a more complex solution for estimating prices of goods.\n", + "\n", + "1. Day 2.0 notebook: create a RAG database with our 400,000 training data\n", + "2. Day 2.1 notebook: visualize in 2D\n", + "3. Day 2.2 notebook: visualize in 3D\n", + "4. Day 2.3 notebook: build and test a RAG pipeline with GPT-4o-mini\n", + "5. Day 2.4 notebook: (a) bring back our Random Forest pricer (b) Create a Ensemble pricer that allows contributions from all the pricers\n", + "\n", + "Phew! That's a lot to get through in one day!\n", + "\n", + "## PLEASE NOTE:\n", + "\n", + "We already have a very powerful product estimator with our proprietary, fine-tuned LLM. Most people would be very satisfied with that! The main reason we're adding these extra steps is to deepen your expertise with RAG and with Agentic workflows.\n", + "\n", + "## We will go fast today! Hold on to your hat.." + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063", "metadata": {}, "outputs": [], @@ -17,6 +41,7 @@ "import random\n", "from dotenv import load_dotenv\n", "from huggingface_hub import login\n", + "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pickle\n", "from openai import OpenAI\n", @@ -24,30 +49,12 @@ "from datasets import load_dataset\n", "import chromadb\n", "from items import Item\n", - "from testing import Tester\n", - "from agents.pricer_agent import price\n", - "import pandas as pd\n", - "import numpy as np\n", - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.metrics import mean_squared_error, r2_score" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "e6e88bd1-f89c-4b98-92fa-aa4bc1575bca", - "metadata": {}, - "outputs": [], - "source": [ - "# CONSTANTS\n", - "\n", - "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", - "DB = \"products_vectorstore\"" + "from testing import Tester" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "98666e73-938e-469d-8987-e6e55ba5e034", "metadata": {}, "outputs": [], @@ -61,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "9a25a5cf-8f6c-4b5d-ad98-fdd096f5adf8", "metadata": {}, "outputs": [], @@ -71,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "dc696493-0b6f-48aa-9fa8-b1ae0ecaf3cd", "metadata": {}, "outputs": [], @@ -84,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "33d38a06-0c0d-4e96-94d1-35ee183416ce", "metadata": {}, "outputs": [], @@ -121,7 +128,9 @@ "id": "b26f405d-6e1f-4caa-b97f-1f62cd9d1ebc", "metadata": {}, "outputs": [], - "source": [] + "source": [ + "DB = \"products_vectorstore\"" + ] }, { "cell_type": "code", @@ -146,6 +155,16 @@ " return text.split(\"\\n\\nPrice is $\")[0]" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "a1bd0c87-8bad-43d9-9461-bb69a9e0e22c", + "metadata": {}, + "outputs": [], + "source": [ + "description(test[0])" + ] + }, { "cell_type": "code", "execution_count": null, @@ -184,359 +203,171 @@ { "cell_type": "code", "execution_count": null, - "id": "d11f1c8d-7480-4d64-a274-b030d701f1b8", - "metadata": {}, - "outputs": [], - "source": [ - "def get_price(s):\n", - " s = s.replace('$','').replace(',','')\n", - " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", - " return float(match.group()) if match else 0" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a919cf7d-b3d3-4968-8c96-54a0da0b0219", - "metadata": {}, - "outputs": [], - "source": [ - "# The function for gpt-4o-mini\n", - "\n", - "def gpt_4o_mini_rag(item):\n", - " documents, prices = find_similars(item)\n", - " response = openai.chat.completions.create(\n", - " model=\"gpt-4o-mini\", \n", - " messages=messages_for(item, documents, prices),\n", - " seed=42,\n", - " max_tokens=5\n", - " )\n", - " reply = response.choices[0].message.content\n", - " return get_price(reply)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8b918cfc-76c1-442a-8caa-bec500cd504b", + "id": "6f7b9ff9-fd90-4627-bb17-7c2f7bbd21f3", "metadata": {}, "outputs": [], "source": [ - "gpt_4o_mini_rag(test[1000])" + "test[1].prompt" ] }, { "cell_type": "code", "execution_count": null, - "id": "c92cfc0b-b36d-456f-94cc-fe3f315cc25e", + "id": "ff1b2659-cc6b-47aa-a797-dd1cd3d1d6c3", "metadata": {}, "outputs": [], "source": [ - "test[1000]" + "documents, prices = find_similars(test[1])" ] }, { "cell_type": "code", "execution_count": null, - "id": "e6d5deb3-6a2a-4484-872c-37176c5e1f07", + "id": "24756d4d-edac-41ce-bb80-c3b6f1cea7ee", "metadata": {}, "outputs": [], "source": [ - "def proprietary(item):\n", - " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", - " return price(text)" + "print(make_context(documents, prices))" ] }, { "cell_type": "code", "execution_count": null, - "id": "bacdf607-37b9-4997-adb1-d63abfb645b1", + "id": "0b81eca2-0b58-4fe8-9dd6-47f13ba5f8ee", "metadata": {}, "outputs": [], "source": [ - "print(proprietary(test[1]))\n", - "print(gpt_4o_mini_rag(test[1]))" + "print(messages_for(test[1], documents, prices))" ] }, { "cell_type": "code", "execution_count": null, - "id": "b35532e7-098a-4ab9-a8f7-8f101b437181", - "metadata": {}, - "outputs": [], - "source": [ - "truths = []\n", - "proprietaries = []\n", - "rags = []\n", - "for i in tqdm(range(1000,1250)):\n", - " item = test[i]\n", - " truths.append(item.price)\n", - " proprietaries.append(proprietary(item))\n", - " rags.append(gpt_4o_mini_rag(item))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e6ae54c7-6e8e-4333-b075-b59978fed560", - "metadata": {}, - "outputs": [], - "source": [ - "mins = [min(p,r) for p,r in zip(proprietaries, rags)]\n", - "maxes = [max(p,r) for p,r in zip(proprietaries, rags)]\n", - "\n", - "X = pd.DataFrame({\n", - " 'Proprietary': proprietaries,\n", - " 'RAG': rags,\n", - " 'Min': mins,\n", - " 'Max': maxes,\n", - "})\n", - "\n", - "# Convert y to a Series\n", - "y = pd.Series(truths)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e68684ed-d029-4d95-bb13-eead19b20e49", - "metadata": {}, - "outputs": [], - "source": [ - "# Train a Linear Regression\n", - "np.random.seed(42)\n", - "\n", - "lr = LinearRegression()\n", - "lr.fit(X, y)\n", - "\n", - "feature_columns = [\"Proprietary\", \"RAG\", \"Min\", \"Max\"]\n", - "\n", - "for feature, coef in zip(feature_columns, lr.coef_):\n", - " print(f\"{feature}: {coef:.2f}\")\n", - "print(f\"Intercept={lr.intercept_:.2f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "28530362-97b8-42a0-bf89-967539b6f170", - "metadata": {}, - "outputs": [], - "source": [ - "def ensemble(item):\n", - " prop = proprietary(item)\n", - " rag = gpt_4o_mini_rag(item)\n", - " Xt = pd.DataFrame({\n", - " 'Proprietary': [prop],\n", - " 'RAG': [rag],\n", - " 'Min': [min(prop,rag)],\n", - " 'Max': [max(prop,rag)],\n", - " })\n", - " yt = lr.predict(Xt)\n", - " return yt[0]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "08021c05-340b-4ee2-9d11-4b280766976f", - "metadata": {}, - "outputs": [], - "source": [ - "ensemble(test[0])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d8308c74-546f-4fc0-ada4-1974addacfd1", - "metadata": {}, - "outputs": [], - "source": [ - "test[0].price" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "80792910-c59f-4d96-aa53-683464a8e60c", + "id": "d11f1c8d-7480-4d64-a274-b030d701f1b8", "metadata": {}, "outputs": [], "source": [ - "Tester.test(ensemble, test)" + "def get_price(s):\n", + " s = s.replace('$','').replace(',','')\n", + " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", + " return float(match.group()) if match else 0" ] }, { "cell_type": "code", "execution_count": null, - "id": "d0c41043-2049-4883-947f-2aad2f6954c2", + "id": "a919cf7d-b3d3-4968-8c96-54a0da0b0219", "metadata": {}, "outputs": [], "source": [ - "from sklearn.ensemble import RandomForestRegressor\n", + "# The function for gpt-4o-mini\n", "\n", - "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", - "vectors = np.array(result['embeddings'])\n", - "documents = result['documents']\n", - "prices = [metadata['price'] for metadata in result['metadatas']]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e9c3276f-ae01-478d-bb27-dc73b567b41a", - "metadata": {}, - "outputs": [], - "source": [ - "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", - "rf_model.fit(vectors, prices)" + "def gpt_4o_mini_rag(item):\n", + " documents, prices = find_similars(item)\n", + " response = openai.chat.completions.create(\n", + " model=\"gpt-4o-mini\", \n", + " messages=messages_for(item, documents, prices),\n", + " seed=42,\n", + " max_tokens=5\n", + " )\n", + " reply = response.choices[0].message.content\n", + " return get_price(reply)" ] }, { "cell_type": "code", "execution_count": null, - "id": "3e8f70cd-4147-40c6-9861-a3513b7e5499", + "id": "3e519e26-ff15-4425-90bb-bfbf55deb39b", "metadata": {}, "outputs": [], "source": [ - "def new_rf(item):\n", - " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", - " vector = model.encode([text])\n", - " return max(0, rf_model.predict(vector)[0])" + "gpt_4o_mini_rag(test[1])" ] }, { "cell_type": "code", "execution_count": null, - "id": "a2e3340f-7ed4-47eb-a5a9-dff4c0353f58", + "id": "ce78741b-2966-41d2-9831-cbf8f8d176be", "metadata": {}, "outputs": [], "source": [ - "new_rf(test[0])" + "test[1].price" ] }, { "cell_type": "code", "execution_count": null, - "id": "f91c903b-8db1-4374-807e-3a8ce282ef30", + "id": "16d90455-ff7d-4f5f-8b8c-8e061263d1c7", "metadata": {}, "outputs": [], "source": [ - "Tester.test(new_rf, test)" + "Tester.test(gpt_4o_mini_rag, test)" ] }, { "cell_type": "code", "execution_count": null, - "id": "3c8e23c5-1ed3-4bd1-a3c0-129d4712c93a", + "id": "e6d5deb3-6a2a-4484-872c-37176c5e1f07", "metadata": {}, "outputs": [], "source": [ - "forests = []\n", - "for i in tqdm(range(1000,1250)):\n", - " item = test[i]\n", - " forests.append(new_rf(item))" + "from agents.frontier_agent import FrontierAgent" ] }, { "cell_type": "code", "execution_count": null, - "id": "8e2eca63-8230-4904-9a79-7e779747479e", + "id": "56e8dd5d-ed36-49d8-95f7-dc82e548255b", "metadata": {}, "outputs": [], "source": [ - "truths2 = []\n", - "proprietaries2 = []\n", - "rags2 = []\n", - "forests2 = []\n", - "for i in tqdm(range(1000,2000)):\n", - " item = test[i]\n", - " truths2.append(item.price)\n", - " proprietaries2.append(proprietary(item))\n", - " rags2.append(gpt_4o_mini_rag(item))\n", - " forests2.append(new_rf(item))" + "agent = FrontierAgent(collection)" ] }, { "cell_type": "code", "execution_count": null, - "id": "0a3e057f-05c5-4f8f-8b3b-0afdfccc1412", + "id": "980dd126-f675-4499-8817-0cc0bb73e247", "metadata": {}, "outputs": [], "source": [ - "mins2 = [min(p,r,f) for p,r,f in zip(proprietaries2, rags2, forests2)]\n", - "maxes2 = [max(p,r,f) for p,r,f in zip(proprietaries2, rags2, forests2)]\n", - "\n", - "\n", - "\n", - "X2 = pd.DataFrame({\n", - " 'Proprietary': proprietaries2,\n", - " 'RAG': rags2,\n", - " 'Forest': forests2,\n", - " 'Min': mins2,\n", - " 'Max': maxes2,\n", - "})\n", - "\n", - "# Convert y to a Series\n", - "y2 = pd.Series(truths2)" + "agent.price(\"Quadcast HyperX condenser mic for high quality podcasting\")" ] }, { "cell_type": "code", "execution_count": null, - "id": "1ae62175-b955-428e-b077-705c49ee71bd", + "id": "66c18a06-d0f1-4ec9-8aff-ec3ca294dd09", "metadata": {}, "outputs": [], "source": [ - "# Train a Linear Regression\n", - "np.random.seed(42)\n", - "\n", - "lr2 = LinearRegression()\n", - "lr2.fit(X2, y2)\n", - "\n", - "feature_columns = X2.columns.tolist()\n", - "\n", - "for feature, coef in zip(feature_columns, lr2.coef_):\n", - " print(f\"{feature}: {coef:.2f}\")\n", - "print(f\"Intercept={lr.intercept_:.2f}\")" + "from agents.specialist_agent import SpecialistAgent" ] }, { "cell_type": "code", "execution_count": null, - "id": "214a3831-c464-4218-a349-534b6bda7f12", + "id": "ba672fb4-2c3e-42ee-9ea0-21bfcfc5260c", "metadata": {}, "outputs": [], "source": [ - "def ensemble2(item):\n", - " prop = proprietary(item)\n", - " rag = gpt_4o_mini_rag(item)\n", - " r_f = new_rf(item)\n", - " Xt2 = pd.DataFrame({\n", - " 'Proprietary': [prop],\n", - " 'RAG': [rag],\n", - " 'Forest': [r_f],\n", - " 'Min': [min(prop,rag, r_f)],\n", - " 'Max': [max(prop,rag, r_f)],\n", - " })\n", - " yt2 = lr.predict(Xt2)\n", - " return yt2[0]" + "agent2 = SpecialistAgent()" ] }, { "cell_type": "code", "execution_count": null, - "id": "b234cb68-af68-4475-ae18-8892aac6b74e", + "id": "a5a97004-95b4-46ea-b12d-a4ead22fcb2a", "metadata": {}, "outputs": [], "source": [ - "Tester.test(ensemble2, test)" + "agent2.price(\"Quadcast HyperX condenser mic for high quality podcasting\")" ] }, { "cell_type": "code", "execution_count": null, - "id": "10a7275f-1aa9-4446-9100-a7a0ba0215f2", + "id": "26d5ddc6-baa6-4760-a430-05671847ac47", "metadata": {}, "outputs": [], "source": [] diff --git a/week8/day2.4.ipynb b/week8/day2.4.ipynb new file mode 100644 index 0000000..6333ae6 --- /dev/null +++ b/week8/day2.4.ipynb @@ -0,0 +1,408 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "40d49349-faaa-420c-9b65-0bdc9edfabce", + "metadata": {}, + "source": [ + "# The Price is Right\n", + "\n", + "Today we build a more complex solution for estimating prices of goods.\n", + "\n", + "1. Day 2.0 notebook: create a RAG database with our 400,000 training data\n", + "2. Day 2.1 notebook: visualize in 2D\n", + "3. Day 2.2 notebook: visualize in 3D\n", + "4. Day 2.3 notebook: build and test a RAG pipeline with GPT-4o-mini\n", + "5. Day 2.4 notebook: (a) bring back our Random Forest pricer (b) Create a Ensemble pricer that allows contributions from all the pricers\n", + "\n", + "Phew! That's a lot to get through in one day!\n", + "\n", + "## PLEASE NOTE:\n", + "\n", + "We already have a very powerful product estimator with our proprietary, fine-tuned LLM. Most people would be very satisfied with that! The main reason we're adding these extra steps is to deepen your expertise with RAG and with Agentic workflows.\n", + "\n", + "## Finishing off with Random Forests & Ensemble" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063", + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import os\n", + "import re\n", + "import math\n", + "import json\n", + "from tqdm import tqdm\n", + "import random\n", + "from dotenv import load_dotenv\n", + "from huggingface_hub import login\n", + "import numpy as np\n", + "import pickle\n", + "from openai import OpenAI\n", + "from sentence_transformers import SentenceTransformer\n", + "from datasets import load_dataset\n", + "import chromadb\n", + "from items import Item\n", + "from testing import Tester\n", + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "import joblib\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6e88bd1-f89c-4b98-92fa-aa4bc1575bca", + "metadata": {}, + "outputs": [], + "source": [ + "# CONSTANTS\n", + "\n", + "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", + "DB = \"products_vectorstore\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98666e73-938e-469d-8987-e6e55ba5e034", + "metadata": {}, + "outputs": [], + "source": [ + "# environment\n", + "\n", + "load_dotenv()\n", + "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", + "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dc696493-0b6f-48aa-9fa8-b1ae0ecaf3cd", + "metadata": {}, + "outputs": [], + "source": [ + "# Load in the test pickle file:\n", + "\n", + "with open('test.pkl', 'rb') as file:\n", + " test = pickle.load(file)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d26a1104-cd11-4361-ab25-85fb576e0582", + "metadata": {}, + "outputs": [], + "source": [ + "client = chromadb.PersistentClient(path=DB)\n", + "collection = client.get_or_create_collection('products')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e00b82a9-a8dc-46f1-8ea9-2f07cbc8e60d", + "metadata": {}, + "outputs": [], + "source": [ + "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", + "vectors = np.array(result['embeddings'])\n", + "documents = result['documents']\n", + "prices = [metadata['price'] for metadata in result['metadatas']]" + ] + }, + { + "cell_type": "markdown", + "id": "bf6492cb-b11a-4ad5-859b-a71a78ffb949", + "metadata": {}, + "source": [ + "# Random Forest\n", + "\n", + "We will now train a Random Forest model.\n", + "\n", + "Can you spot the difference from what we did in Week 6? In week 6 we used the word2vec model to form vectors; this time we'll use the vectors we already have in Chroma, from the SentenceTransformer model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "48894777-101f-4fe5-998c-47079407f340", + "metadata": {}, + "outputs": [], + "source": [ + "# This next line takes an hour on my M1 Mac!\n", + "\n", + "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=-1)\n", + "rf_model.fit(vectors, prices)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "62eb7ddf-e1da-481e-84c6-1256547566bd", + "metadata": {}, + "outputs": [], + "source": [ + "# Save the model to a file\n", + "\n", + "joblib.dump(rf_model, 'random_forest_model.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d281dc5e-761e-4a5e-86b3-29d9c0a33d4a", + "metadata": {}, + "outputs": [], + "source": [ + "# Load it back in again\n", + "\n", + "rf_model = joblib.load('random_forest_model.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5d438dec-8e5b-4e60-bb6f-c3f82e522dd9", + "metadata": {}, + "outputs": [], + "source": [ + "from agents.specialist_agent import SpecialistAgent\n", + "from agents.frontier_agent import FrontierAgent\n", + "from agents.random_forest_agent import RandomForestAgent" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "afc39369-b97b-4a90-b17e-b20ef501d3c9", + "metadata": {}, + "outputs": [], + "source": [ + "specialist = SpecialistAgent()\n", + "frontier = FrontierAgent(collection)\n", + "random_forest = RandomForestAgent()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8e2d0d0a-8bb8-4b39-b046-322828c39244", + "metadata": {}, + "outputs": [], + "source": [ + "def description(item):\n", + " return item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bfe0434f-b29e-4cc0-bad9-b07624665727", + "metadata": {}, + "outputs": [], + "source": [ + "def rf(item):\n", + " return random_forest.price(description(item))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cdf233ec-264f-4b34-9f2b-27c39692137b", + "metadata": {}, + "outputs": [], + "source": [ + "Tester.test(rf, test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9f759bd2-7a7e-4c1a-80a0-e12470feca89", + "metadata": {}, + "outputs": [], + "source": [ + "product = \"Quadcast HyperX condenser mic for high quality audio for podcasting\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e44dbd25-fb95-4b6b-bbbb-8da5fc817105", + "metadata": {}, + "outputs": [], + "source": [ + "print(specialist.price(product))\n", + "print(frontier.price(product))\n", + "print(random_forest.price(product))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1779b353-e2bb-4fc7-be7c-93057e4d688a", + "metadata": {}, + "outputs": [], + "source": [ + "specialists = []\n", + "frontiers = []\n", + "random_forests = []\n", + "prices = []\n", + "for item in tqdm(test[1000:1250]):\n", + " text = description(item)\n", + " specialists.append(specialist.price(text))\n", + " frontiers.append(frontier.price(text))\n", + " random_forests.append(random_forest.price(text))\n", + " prices.append(item.price)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f0bca725-4e34-405b-8d90-41d67086a25d", + "metadata": {}, + "outputs": [], + "source": [ + "mins = [min(s,f,r) for s,f,r in zip(specialists, frontiers, random_forests)]\n", + "maxes = [max(s,f,r) for s,f,r in zip(specialists, frontiers, random_forests)]\n", + "\n", + "X = pd.DataFrame({\n", + " 'Specialist': specialists,\n", + " 'Frontier': frontiers,\n", + " 'RandomForest': random_forests,\n", + " 'Min': mins,\n", + " 'Max': maxes,\n", + "})\n", + "\n", + "# Convert y to a Series\n", + "y = pd.Series(prices)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1be5be8a-3e7f-42a2-be54-0c7e380f7cc4", + "metadata": {}, + "outputs": [], + "source": [ + "# Train a Linear Regression\n", + "np.random.seed(42)\n", + "\n", + "lr = LinearRegression()\n", + "lr.fit(X, y)\n", + "\n", + "feature_columns = X.columns.tolist()\n", + "\n", + "for feature, coef in zip(feature_columns, lr.coef_):\n", + " print(f\"{feature}: {coef:.2f}\")\n", + "print(f\"Intercept={lr.intercept_:.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0bdf6e68-28a3-4ed2-b17e-de0ede923d34", + "metadata": {}, + "outputs": [], + "source": [ + "joblib.dump(lr, 'ensemble_model.pkl')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e762441a-9470-4dd7-8a8f-ec0430e908c7", + "metadata": {}, + "outputs": [], + "source": [ + "from agents.ensemble_agent import EnsembleAgent\n", + "ensemble = EnsembleAgent(collection)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a29f03c-8010-43b7-ae7d-1bc85ca6e8e2", + "metadata": {}, + "outputs": [], + "source": [ + "ensemble.price(product)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6a5e226-a508-43d5-aa42-cefbde72ffdf", + "metadata": {}, + "outputs": [], + "source": [ + "def ensemble_pricer(item):\n", + " return ensemble.price(description(item))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8397b1ef-2ea3-4af8-bb34-36594e0600cc", + "metadata": {}, + "outputs": [], + "source": [ + "Tester.test(ensemble_pricer, test)" + ] + }, + { + "cell_type": "markdown", + "id": "347c5350-d4b5-42ae-96f6-ec94f6ab41d7", + "metadata": {}, + "source": [ + "# WHAT A DAY!\n", + "\n", + "We got so much done - a Fronter RAG pipeline, a Random Forest model using transformer-based encodings, and an Ensemble model.\n", + "\n", + "You can do better, for sure!\n", + "\n", + "Tweak this, and try adding components into the ensemble, to beat my performance." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "85009065-851e-44a2-b39f-4c116f7fbd22", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week8_wip/day3.ipynb b/week8/day3.ipynb similarity index 79% rename from week8_wip/day3.ipynb rename to week8/day3.ipynb index 0279c2e..01936d3 100644 --- a/week8_wip/day3.ipynb +++ b/week8/day3.ipynb @@ -1,5 +1,15 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "0df0d850-49eb-4a0b-a27a-146969db710d", + "metadata": {}, + "source": [ + "# The Price is Right\n", + "\n", + "Today we'll build another piece of the puzzle: a ScanningAgent that looks for promising deals by subscribing to RSS feeds." + ] + }, { "cell_type": "code", "execution_count": null, @@ -13,7 +23,7 @@ "import json\n", "from dotenv import load_dotenv\n", "from openai import OpenAI\n", - "from agents.deals import Deal, QualityDealSelection" + "from agents.deals import ScrapedDeal, DealSelection" ] }, { @@ -38,7 +48,7 @@ "metadata": {}, "outputs": [], "source": [ - "deals = Deal.fetch()" + "deals = ScrapedDeal.fetch(show_progress=True)" ] }, { @@ -71,8 +81,9 @@ "system_prompt = \"\"\"You identify and summarize the 5 most detailed deals from a list, by selecting deals that have the most detailed, high quality description and the most clear price.\n", "Respond strictly in JSON with no explanation, using this format. You should provide the price as a number derived from the description. If the price of a deal isn't clear, do not include that deal in your response.\n", "Most important is that you respond with the 5 deals that have the most detailed product description with price. It's not important to mention the terms of the deal; most important is a thorough description of the product.\n", + "Be careful with products that are described as \"$XXX off\" or \"reduced by $XXX\" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price. \n", "\n", - "{\"quality_deals\": [\n", + "{\"deals\": [\n", " {\n", " \"product_description\": \"Your clearly expressed summary of the product in 4-5 sentences. Details of the item are much more important than why it's a good deal. Avoid mentioning discounts and coupons; focus on the item itself. There should be a paragpraph of text for each item you choose.\",\n", " \"price\": 99.99,\n", @@ -92,6 +103,7 @@ "user_prompt = \"\"\"Respond with the most promising 5 deals from this list, selecting those which have the most detailed, high quality product description and a clear price.\n", "Respond strictly in JSON, and only JSON. You should rephrase the description to be a summary of the product itself, not the terms of the deal.\n", "Remember to respond with a paragraph of text in the product_description field for each of the 5 items that you select.\n", + "Be careful with products that are described as \"$XXX off\" or \"reduced by $XXX\" - this isn't the actual price of the product. Only respond with products when you are highly confident about the price. \n", "\n", "Deals:\n", "\n", @@ -123,7 +135,7 @@ " {\"role\": \"system\", \"content\": system_prompt},\n", " {\"role\": \"user\", \"content\": user_prompt}\n", " ],\n", - " response_format=QualityDealSelection\n", + " response_format=DealSelection\n", " )\n", " result = completion.choices[0].message.parsed\n", " return result" @@ -139,6 +151,16 @@ "result = get_recommendations()" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "84e62845-3338-441a-8161-c70097af4773", + "metadata": {}, + "outputs": [], + "source": [ + "len(result.deals)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -146,7 +168,7 @@ "metadata": {}, "outputs": [], "source": [ - "result.quality_deals[0]" + "result.deals[1]" ] }, { @@ -156,7 +178,7 @@ "metadata": {}, "outputs": [], "source": [ - "from agents.scanner_agent import scan" + "from agents.scanner_agent import ScannerAgent" ] }, { @@ -166,7 +188,8 @@ "metadata": {}, "outputs": [], "source": [ - "scan()" + "agent = ScannerAgent()\n", + "result = agent.scan()" ] }, { @@ -175,6 +198,16 @@ "id": "2e1d013a-c930-4dad-901b-41433379e14b", "metadata": {}, "outputs": [], + "source": [ + "result" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ee2e837-1f1d-42d4-8bc4-51cccc343006", + "metadata": {}, + "outputs": [], "source": [] } ], diff --git a/week8_wip/day4.ipynb b/week8/day4.ipynb similarity index 65% rename from week8_wip/day4.ipynb rename to week8/day4.ipynb index 528c7f8..26d6132 100644 --- a/week8_wip/day4.ipynb +++ b/week8/day4.ipynb @@ -1,88 +1,78 @@ { "cells": [ { - "cell_type": "code", - "execution_count": null, - "id": "80d683d9-9e92-44ae-af87-a413ca84db21", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "from twilio.rest import Client\n", - "from dotenv import load_dotenv" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5ba769cc-5301-4810-b01f-cab584cfb3b3", + "cell_type": "markdown", + "id": "23f53670-1a73-46ba-a754-4a497e8e0e64", "metadata": {}, - "outputs": [], "source": [ - "load_dotenv()\n", - "os.environ['TWILIO_ACCOUNT_SID'] = os.getenv('TWILIO_ACCOUNT_SID', 'your-sid-if-not-using-env')\n", - "os.environ['TWILIO_AUTH_TOKEN'] = os.getenv('TWILIO_AUTH_TOKEN', 'your-auth-if-not-using-env')\n", - "os.environ['MY_PHONE_NUMBER'] = os.getenv('MY_PHONE_NUMBER', 'your-phone-if-not-using-env')" + "# The Price is Right\n", + "\n", + "First we'll polish off 2 more simple agents:\n", + "\n", + "The **Messaging Agent** to send push notifications\n", + "\n", + "The **Planning Agent** to coordinate activities\n", + "\n", + "Then we'll put it all together into an Agent Framework.\n", + "\n", + "For the Push Notification, we will be using a nifty platform called Pushover. \n", + "You'll need to set up a free account and add 2 tokens to your `.env` file:\n", + "\n", + "```\n", + "PUSHOVER_USER=xxx\n", + "PUSHOVER_TOKEN=xxx\n", + "```" ] }, { "cell_type": "code", "execution_count": null, - "id": "761e6460-d201-4f69-ba31-a641a059e47d", + "id": "80d683d9-9e92-44ae-af87-a413ca84db21", "metadata": {}, "outputs": [], "source": [ - "ME_FROM = 'whatsapp:+14155238886'\n", - "ME_TO = f\"whatsapp:+1{os.environ['MY_PHONE_NUMBER']}\"" + "from dotenv import load_dotenv\n", + "from agents.messaging_agent import MessagingAgent" ] }, { "cell_type": "code", "execution_count": null, - "id": "f77f8b08-6c92-47e2-9dd0-3ddaf01beb07", + "id": "5ba769cc-5301-4810-b01f-cab584cfb3b3", "metadata": {}, "outputs": [], "source": [ - "account_sid = os.environ['TWILIO_ACCOUNT_SID']\n", - "auth_token = os.environ['TWILIO_AUTH_TOKEN']\n", - "client = Client(account_sid, auth_token)\n", - "\n", - "message = client.messages.create(\n", - " from_=ME_FROM,\n", - " body='hello, me!',\n", - " to=ME_TO\n", - ")" + "load_dotenv()\n", + "DB = \"products_vectorstore\"" ] }, { "cell_type": "code", "execution_count": null, - "id": "6794a7de-352f-46d2-8451-ff79c9654b31", + "id": "e05cc427-3d2c-4792-ade1-d356f95a82a9", "metadata": {}, "outputs": [], "source": [ - "from agents.messaging_agent import MessagingAgent" + "agent = MessagingAgent()" ] }, { "cell_type": "code", "execution_count": null, - "id": "e05cc427-3d2c-4792-ade1-d356f95a82a9", + "id": "5ec518f5-dae4-44b1-a185-d7eaf853ec00", "metadata": {}, "outputs": [], "source": [ - "agent = MessagingAgent()" + "agent.push(\"MASSIVE NEWS!!!\")" ] }, { "cell_type": "code", "execution_count": null, - "id": "5ec518f5-dae4-44b1-a185-d7eaf853ec00", + "id": "0056a02f-06a3-4acc-99f3-cbe919ee936b", "metadata": {}, "outputs": [], - "source": [ - "agent.message(\"Hi!!\")" - ] + "source": [] }, { "cell_type": "code", @@ -121,7 +111,7 @@ { "cell_type": "code", "execution_count": null, - "id": "70200a3c-64fb-4c34-bdd8-57aaf009ec60", + "id": "8dd94a70-3202-452b-9ef0-551d6feb159b", "metadata": {}, "outputs": [], "source": [] diff --git a/week8/day5.ipynb b/week8/day5.ipynb new file mode 100644 index 0000000..e135d76 --- /dev/null +++ b/week8/day5.ipynb @@ -0,0 +1,163 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a71ed017-e1b0-4299-88b3-f0eb05adc4df", + "metadata": {}, + "source": [ + "# The Price is Right\n", + "\n", + "The final step is to build a User Interface\n", + "\n", + "We will use more advanced aspects of Gradio - building piece by piece." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "614c6202-4575-448d-98ee-78b735775d2b", + "metadata": {}, + "outputs": [], + "source": [ + "import gradio as gr\n", + "from deal_agent_framework import DealAgentFramework\n", + "from agents.deals import Opportunity, Deal" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0534e714-5a9c-45c6-998c-3472ac0bb8b5", + "metadata": {}, + "outputs": [], + "source": [ + "with gr.Blocks(title=\"The Price is Right\", fill_width=True) as ui:\n", + "\n", + " with gr.Row():\n", + " gr.Markdown('
The Price is Right - Deal Hunting Agentic AI
')\n", + " with gr.Row():\n", + " gr.Markdown('
Autonomous agent framework that finds online deals, collaborating with a proprietary fine-tuned LLM deployed on Modal, and a RAG pipeline with a frontier model and Chroma.
')\n", + " \n", + "\n", + "ui.launch(inbrowser=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "18c12c10-750c-4da3-8df5-f2bc3393f9e0", + "metadata": {}, + "outputs": [], + "source": [ + "with gr.Blocks(title=\"The Price is Right\", fill_width=True) as ui:\n", + "\n", + " initial_deal = Deal(product_description=\"Example description\", price=100.0, url=\"https://cnn.com\")\n", + " initial_opportunity = Opportunity(deal=initial_deal, estimate=200.0, discount=100.0)\n", + " opportunities = gr.State([initial_opportunity])\n", + "\n", + " def get_table(opps):\n", + " return [[opp.deal.product_description, opp.deal.price, opp.estimate, opp.discount, opp.deal.url] for opp in opps]\n", + "\n", + " with gr.Row():\n", + " gr.Markdown('
\"The Price is Right\" - Deal Hunting Agentic AI
')\n", + " with gr.Row():\n", + " gr.Markdown('
Deals surfaced so far:
')\n", + " with gr.Row():\n", + " opportunities_dataframe = gr.Dataframe(\n", + " headers=[\"Description\", \"Price\", \"Estimate\", \"Discount\", \"URL\"],\n", + " wrap=True,\n", + " column_widths=[4, 1, 1, 1, 2],\n", + " row_count=10,\n", + " col_count=5,\n", + " height=400,\n", + " )\n", + "\n", + " ui.load(get_table, inputs=[opportunities], outputs=[opportunities_dataframe])\n", + "\n", + "ui.launch(inbrowser=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87106328-a17a-447e-90b9-c547613468da", + "metadata": {}, + "outputs": [], + "source": [ + "agent_framework = DealAgentFramework()\n", + "\n", + "with gr.Blocks(title=\"The Price is Right\", fill_width=True) as ui:\n", + "\n", + " initial_deal = Deal(product_description=\"Example description\", price=100.0, url=\"https://cnn.com\")\n", + " initial_opportunity = Opportunity(deal=initial_deal, estimate=200.0, discount=100.0)\n", + " opportunities = gr.State([initial_opportunity])\n", + "\n", + " def get_table(opps):\n", + " return [[opp.deal.product_description, opp.deal.price, opp.estimate, opp.discount, opp.deal.url] for opp in opps]\n", + "\n", + " def do_select(opportunities, selected_index: gr.SelectData):\n", + " row = selected_index.index[0]\n", + " opportunity = opportunities[row]\n", + " agent_framework.planner.messenger.alert(opportunity)\n", + "\n", + " with gr.Row():\n", + " gr.Markdown('
\"The Price is Right\" - Deal Hunting Agentic AI
')\n", + " with gr.Row():\n", + " gr.Markdown('
Deals surfaced so far:
')\n", + " with gr.Row():\n", + " opportunities_dataframe = gr.Dataframe(\n", + " headers=[\"Description\", \"Price\", \"Estimate\", \"Discount\", \"URL\"],\n", + " wrap=True,\n", + " column_widths=[4, 1, 1, 1, 2],\n", + " row_count=10,\n", + " col_count=5,\n", + " height=400,\n", + " )\n", + "\n", + " ui.load(get_table, inputs=[opportunities], outputs=[opportunities_dataframe])\n", + " opportunities_dataframe.select(do_select, inputs=[opportunities], outputs=[])\n", + "\n", + "ui.launch(inbrowser=True)" + ] + }, + { + "cell_type": "markdown", + "id": "ecfed67b-ebcb-4e17-ad15-a7151f940119", + "metadata": {}, + "source": [ + "# Time for the code\n", + "\n", + "And now we'll move to the price_is_right.py code, followed by price_is_right_final.py" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "48506465-1c7a-433f-a665-b277a8b4665c", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/week8/deal_agent_framework.py b/week8/deal_agent_framework.py new file mode 100644 index 0000000..e300018 --- /dev/null +++ b/week8/deal_agent_framework.py @@ -0,0 +1,94 @@ +import os +import sys +import logging +import json +from typing import List, Optional +from twilio.rest import Client +from dotenv import load_dotenv +import chromadb +from agents.planning_agent import PlanningAgent +from agents.deals import Opportunity +from sklearn.manifold import TSNE +import numpy as np + + +# Colors for logging +BG_BLUE = '\033[44m' +WHITE = '\033[37m' +RESET = '\033[0m' + +# Colors for plot +CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games'] +COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan'] + +def init_logging(): + root = logging.getLogger() + root.setLevel(logging.INFO) + + handler = logging.StreamHandler(sys.stdout) + handler.setLevel(logging.INFO) + formatter = logging.Formatter( + "[%(asctime)s] [Agents] [%(levelname)s] %(message)s", + datefmt="%Y-%m-%d %H:%M:%S %z", + ) + handler.setFormatter(formatter) + root.addHandler(handler) + +class DealAgentFramework: + + DB = "products_vectorstore" + MEMORY_FILENAME = "memory.json" + + def __init__(self): + init_logging() + self.log("Initializing Agent Framework") + load_dotenv() + client = chromadb.PersistentClient(path=self.DB) + self.memory = self.read_memory() + self.collection = client.get_or_create_collection('products') + self.planner = PlanningAgent(self.collection) + self.log("Agent Framework is ready") + + def read_memory(self) -> List[Opportunity]: + if os.path.exists(self.MEMORY_FILENAME): + with open(self.MEMORY_FILENAME, "r") as file: + data = json.load(file) + opportunities = [Opportunity(**item) for item in data] + return opportunities + return [] + + def write_memory(self) -> None: + data = [opportunity.dict() for opportunity in self.memory] + with open(self.MEMORY_FILENAME, "w") as file: + json.dump(data, file, indent=2) + + def log(self, message: str): + text = BG_BLUE + WHITE + "[Agent Framework] " + message + RESET + logging.info(text) + + def run(self) -> Optional[Opportunity]: + logging.info("Kicking off Planning Agent") + result = self.planner.plan(memory=self.memory) + logging.info(f"Planning Agent has completed and returned: {result}") + if result: + self.memory.append(result) + self.write_memory() + return result + + @classmethod + def get_plot_data(cls, max_datapoints=10000): + client = chromadb.PersistentClient(path=cls.DB) + collection = client.get_or_create_collection('products') + result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=max_datapoints) + vectors = np.array(result['embeddings']) + documents = result['documents'] + categories = [metadata['category'] for metadata in result['metadatas']] + colors = [COLORS[CATEGORIES.index(c)] for c in categories] + tsne = TSNE(n_components=3, random_state=42, n_jobs=-1) + reduced_vectors = tsne.fit_transform(vectors) + return documents, reduced_vectors, colors + + +if __name__=="__main__": + DealAgentFramework().run() + \ No newline at end of file diff --git a/week8_wip/hello.py b/week8/hello.py similarity index 89% rename from week8_wip/hello.py rename to week8/hello.py index ee969df..6b97092 100644 --- a/week8_wip/hello.py +++ b/week8/hello.py @@ -1,11 +1,10 @@ import modal -from modal import App, Volume, Image +from modal import App, Image # Setup app = modal.App("hello") image = Image.debian_slim().pip_install("requests") -gpu = "T4" # Hello! diff --git a/week8_wip/items.py b/week8/items.py similarity index 100% rename from week8_wip/items.py rename to week8/items.py diff --git a/week8_wip/llama.py b/week8/llama.py similarity index 100% rename from week8_wip/llama.py rename to week8/llama.py diff --git a/week8/log_utils.py b/week8/log_utils.py new file mode 100644 index 0000000..8bc33fb --- /dev/null +++ b/week8/log_utils.py @@ -0,0 +1,35 @@ +# Foreground colors +RED = '\033[31m' +GREEN = '\033[32m' +YELLOW = '\033[33m' +BLUE = '\033[34m' +MAGENTA = '\033[35m' +CYAN = '\033[36m' +WHITE = '\033[37m' + +# Background color +BG_BLACK = '\033[40m' +BG_BLUE = '\033[44m' + +# Reset code to return to default color +RESET = '\033[0m' + +mapper = { + BG_BLACK+RED: "#dd0000", + BG_BLACK+GREEN: "#00dd00", + BG_BLACK+YELLOW: "#dddd00", + BG_BLACK+BLUE: "#0000ee", + BG_BLACK+MAGENTA: "#aa00dd", + BG_BLACK+CYAN: "#00dddd", + BG_BLACK+WHITE: "#87CEEB", + BG_BLUE+WHITE: "#ff7800" +} + + +def reformat(message): + for key, value in mapper.items(): + message = message.replace(key, f'') + message = message.replace(RESET, '') + return message + + \ No newline at end of file diff --git a/week8/memory.json b/week8/memory.json new file mode 100644 index 0000000..72bd5e1 --- /dev/null +++ b/week8/memory.json @@ -0,0 +1,164 @@ +[ + { + "deal": { + "product_description": "The Samsung Galaxy Watch Ultra is a premium 47mm LTE Titanium smartwatch designed for both style and functionality. It features a circular display made with durable materials suitable for outdoor activities, providing GPS tracking, health monitoring, and custom apps for various needs. The robust design integrates a range of smart features including notifications, music control, and heart rate tracking, making it an ideal companion for fitness enthusiasts and tech-savvy users alike.", + "price": 350.0, + "url": "https://www.dealnews.com/Samsung-Galaxy-Watch-Ultra-47-mm-LTE-Titanium-Smartwatch-up-to-350-off-w-Trade-in-free-shipping/21663266.html?iref=rss-c142" + }, + "estimate": 773.8138460593241, + "discount": 423.8138460593241 + }, + { + "deal": { + "product_description": "The Refurbished Unlocked Apple iPhone 14 Pro Max offers an impressive 256GB storage and a huge display, perfect for both media consumption and productivity. Enjoy advanced camera technology for stunning photos. This model is designed to provide a seamless user experience with 5G capabilities for faster downloads and streaming. Refurbished to high standards, it comes in various colors and can support all the latest apps from the App Store, accommodating any Apple enthusiast's needs.", + "price": 705.0, + "url": "https://www.dealnews.com/products/Apple/Unlocked-Apple-iPhone-14-Pro-Max-256-GB-Smartphone/462808.html?iref=rss-c142" + }, + "estimate": 930.8824204895075, + "discount": 225.88242048950747 + }, + { + "deal": { + "product_description": "The Certified Refurbished Acer Nitro V laptop boasts a powerful 13th Generation Intel Core i5 processor, perfect for gaming and multitasking. With its 15.6-inch 1080p IPS display and NVIDIA GeForce RTX 4050 GPU, expect stunning visuals and smooth performance for all your gaming needs. It comes with 8GB RAM and a 512GB SSD, ensuring fast load times and ample storage. This model is backed by a 2-year warranty from Allstate, ensuring reliable performance for years to come.", + "price": 560.0, + "url": "https://www.dealnews.com/products/Acer/Nitro-V-13-th-Gen-i5-15-6-Laptop-w-NVIDIA-Ge-Force-RTX-4050/480447.html?iref=rss-c39" + }, + "estimate": 925.1468647365509, + "discount": 365.1468647365509 + }, + { + "deal": { + "product_description": "This EcoFlow DELTA 2 (950) Portable Power Station is designed to meet all your mobile energy needs. With a capacity of 1024Wh, it features six AC outlets and multiple USB ports, allowing you to charge various devices simultaneously. The included 800W alternator charger ensures quick recharging, making it an ideal power solution for camping trips or emergency situations. Its Wi-Fi and Bluetooth capabilities provide easy control and monitoring.", + "price": 699.0, + "url": "https://www.dealnews.com/Eco-Flow-DELTA-2-950-Portable-Power-Station-800-W-Alternator-Charger-for-699-free-shipping/21671420.html?iref=rss-c142" + }, + "estimate": 869.9627492224658, + "discount": 170.96274922246585 + }, + { + "deal": { + "product_description": "This 12V 280Ah LiFePO4 battery offers advanced lithium iron phosphate technology, providing lightweight yet robust power storage for a variety of applications including solar, RV, and marine use. Its long cycle life ensures you can rely on it for consistent performance over time. With built-in BMS (Battery Management System) for safe operation and efficiency, this battery is designed for those who prioritize both reliability and energy efficiency.", + "price": 400.0, + "url": "https://www.dealnews.com/12-V-280-Ah-Li-Fe-PO4-Battery-for-400-free-shipping/21676885.html?iref=rss-c142" + }, + "estimate": 744.6978640830646, + "discount": 344.6978640830646 + }, + { + "deal": { + "product_description": "This certified refurbished Apple iPhone 14 features 128GB of storage, providing ample space for apps, photos, and videos. Known for its performance, the iPhone 14 includes advanced camera capabilities and a long-lasting battery, setting standards in smartphone technology. The device comes with a one-year warranty from Allstate, ensuring reliability and support for customers. This refurbished option is an excellent choice for users looking for quality at a lower price point.", + "price": 425.0, + "url": "https://www.dealnews.com/products/Apple/Refurb-Unlocked-Apple-iPhone-14-128-GB-Phone-Excellent-Cond/472441.html?iref=rss-c142" + }, + "estimate": 667.340418267145, + "discount": 242.34041826714497 + }, + { + "deal": { + "product_description": "The iRobot Roomba j7+ is a highly efficient WiFi self-emptying robot vacuum designed to make cleaning effortless. With advanced smart mapping technology, it can identify and avoid obstacles, ensuring a thorough cleaning of your home. This model offers a self-emptying base, eliminating the need for manual bag changes. A runtime of 90 minutes allows it to cover large areas, making it ideal for busy households.", + "price": 250.0, + "url": "https://www.dealnews.com/products/iRobot/iRobot-Roomba-j7-Wi-Fi-Self-Emptying-Robot-Vacuum/293669.html?iref=rss-f1912" + }, + "estimate": 621.4089582478217, + "discount": 371.4089582478217 + }, + { + "deal": { + "product_description": "The certified refurbished iRobot Roomba 692 is a smart cleaning device that simplifies household upkeep. This vacuum operates with three-stage cleaning technology and has a compatibility feature with smart assistants such as Alexa and Google Home. It is designed for efficient cleaning across hard floors and carpets, providing a 90-minute runtime per charge. This model comes with a 2-year warranty from Allstate, ensuring peace of mind along with top-notch functionality for your cleaning needs.", + "price": 120.0, + "url": "https://www.dealnews.com/products/iRobot/iRobot-Roomba-692-Robot-Vacuum/143125.html?iref=rss-f1912" + }, + "estimate": 304.1034980572389, + "discount": 184.10349805723888 + }, + { + "deal": { + "product_description": "The Certified Refurb Acer Swift Edge Ryzen 7 Laptop features an advanced AMD Ryzen 7 7735U 8-core processor, offering exceptional performance for both work and play. It is equipped with a 16GB RAM and a spacious 1TB SSD, ensuring smooth multitasking and ample storage for your files. The 16-inch display boasts a stunning 3840x2400 resolution, making it ideal for streaming and content creation. This laptop is certified refurbished, meaning it comes backed by a 2-year warranty for peace of mind.", + "price": 760.0, + "url": "https://www.dealnews.com/Certified-Refurb-Acer-Swift-Edge-Ryzen-7-16-Laptop-for-760-free-shipping/21682096.html?iref=rss-c39" + }, + "estimate": 985.5902213719573, + "discount": 225.59022137195734 + }, + { + "deal": { + "product_description": "The Klipsch T5 II True Wireless ANC Earphones offer a high-fidelity audio experience combined with active noise-canceling technology. These earbuds come with six sizes of patented, color-coded oval ear tips to ensure a comfortable fit for all users. The device is equipped with a two-mic hybrid design, enhancing call quality while reducing background noise. With intuitive head gesture controls, you can easily manage your audio playback without needing to reach for your device.", + "price": 68.0, + "url": "https://www.dealnews.com/products/Klipsch/Klipsch-T5-II-True-Wireless-ANC-Earphones/482823.html?iref=rss-c142" + }, + "estimate": 309.56921733594834, + "discount": 241.56921733594834 + }, + { + "deal": { + "product_description": "The Certified Refurbished Acer Aspire 3 laptop boasts a powerful 6th-generation AMD Ryzen 5 processor and a spacious 15.6-inch touchscreen display with full HD resolution. It is equipped with 16GB of RAM and a 1TB SSD, providing ample storage and fast performance. This model comes with Windows 11 Home and is backed by a two-year warranty.", + "price": 288.0, + "url": "https://www.dealnews.com/products/Acer/Acer-Aspire-3-6-th-Gen-Ryzen-5-15-6-Touchscreen-Laptop/476367.html?iref=rss-c39" + }, + "estimate": 558.5214284656016, + "discount": 270.5214284656016 + }, + { + "deal": { + "product_description": "The Eufy eufyCam S330 (eufyCam 3) 4-Camera kit comes equipped with advanced security features, making it a top choice for home monitoring. Each camera offers high-resolution 4K video and includes an integrated solar panel for continuous powering, thus eliminating the need for frequent recharges. The system utilizes artificial intelligence for facial recognition, effectively distinguishing between family and strangers. Furthermore, it includes a 1TB hard drive for expandable local storage, ensuring that you have ample room to save recorded footage without additional fees.", + "price": 650.0, + "url": "https://www.dealnews.com/products/Eufy/eufy-Cam-S330-eufy-Cam-3-4-Camera-Kit-1-TB-HDD/464094.html?iref=rss-c196" + }, + "estimate": 901.053559336033, + "discount": 251.053559336033 + }, + { + "deal": { + "product_description": "The Shark IQ Robot Vacuum is designed to simplify your cleaning routine with its 60-day capacity base, which allows it to store more dirt before needing to be emptied. It comes equipped with advanced navigation technology to efficiently clean your floors while avoiding obstacles. This self-emptying feature not only saves you time but also ensures your home remains clean with minimal effort on your part. It's a perfect solution for busy households looking for convenience.", + "price": 267.0, + "url": "https://www.dealnews.com/Shark-IQ-Robot-Vacuum-w-60-Day-Capacity-Base-for-267-free-shipping/21668563.html?iref=rss-f1912" + }, + "estimate": 495.68476864134675, + "discount": 228.68476864134675 + }, + { + "deal": { + "product_description": "The Dell Inspiron 15 Laptop is equipped with a 12th Generation Intel Core i5 processor and a 15.6-inch touchscreen display, providing a dynamic computing experience for work and entertainment. With 8GB of RAM and a 512GB SSD, it offers sufficient memory for multitasking and fast boot-up times. This laptop runs Windows 11 Home in S Mode, enhancing its performance for everyday tasks. Its sleek design and robust features make it a practical choice for students and professionals alike.", + "price": 350.0, + "url": "https://www.dealnews.com/products/Dell/Dell-Inspiron-15-12-th-Gen-i5-15-6-Touchscreen-Laptop-w-512-GB-SSD/479057.html?iref=rss-c39" + }, + "estimate": 577.1076076116793, + "discount": 227.10760761167933 + }, + { + "deal": { + "product_description": "The EcoFlow DELTA 2 (950) Portable Power Station is designed for convenience and reliability, boasting a 1024Wh capacity that can power multiple devices simultaneously. It features six AC outlets, two USB-A, and two USB-C ports, making it versatile for outdoor adventures, emergencies, or everyday use. With both Wi-Fi and Bluetooth connectivity, you can monitor the status of your power station right from your smartphone. This bundle also comes with an 800W alternator charger, ensuring that you have everything you need to stay powered up wherever you go.", + "price": 699.0, + "url": "https://www.dealnews.com/Eco-Flow-DELTA-2-950-Portable-Power-Station-800-W-Alternator-Charger-for-699-free-shipping/21673983.html?iref=rss-c142" + }, + "estimate": 963.8626028683989, + "discount": 264.8626028683989 + }, + { + "deal": { + "product_description": "The Certified Refurb iRobot Roomba i4 EVO WiFi Robot Vacuum combines smart technology with powerful cleaning capabilities. This robot vacuum is designed to navigate effortlessly through your home, providing thorough cleaning on multiple surfaces. With WiFi connectivity, users can control the vacuum remotely via a smartphone app. The three-stage cleaning system ensures a deep clean, making it a perfect addition for busy households.", + "price": 130.0, + "url": "https://www.dealnews.com/products/iRobot/iRobot-Roomba-i4-EVO-Wi-Fi-Robot-Vacuum/431157.html?iref=rss-f1912" + }, + "estimate": 341.23175777017946, + "discount": 211.23175777017946 + }, + { + "deal": { + "product_description": "The ZimaBoard 832 Single Board Server is a versatile and compact solution for home or office use, equipped with robust processing power suitable for a variety of applications, including media streaming and file servers. It is designed for ease of use, with capabilities for expansion and customization. Its lightweight and energy-efficient design makes it an ideal selection for developers and tech enthusiasts seeking a reliable platform for programming and digital projects.", + "price": 140.0, + "url": "https://www.dealnews.com/Zima-Board-832-Single-Board-Server-for-140-free-shipping/21676871.html?iref=rss-c39" + }, + "estimate": 292.84135797094723, + "discount": 152.84135797094723 + }, + { + "deal": { + "product_description": "The EcoFlow DELTA 2 (950) Portable Power Station is a robust solution for all your electrical needs while on the go. With a 1024Wh capacity, this power station is versatile enough to charge multiple devices simultaneously, thanks to its six AC outlets. Additionally, it features two USB-A and two USB-C ports, enabling you to charge laptops, phones, and other electronics quickly. Bundled with an 800W Alternator Charger, it's designed to ensure you have power, wherever your adventures may lead you.", + "price": 699.0, + "url": "https://www.dealnews.com/Eco-Flow-DELTA-2-950-Portable-Power-Station-800-W-Alternator-Charger-for-699-free-shipping/21676798.html?iref=rss-c142" + }, + "estimate": 870.8927901823207, + "discount": 171.8927901823207 + } +] \ No newline at end of file diff --git a/week8/price_is_right.py b/week8/price_is_right.py new file mode 100644 index 0000000..be63742 --- /dev/null +++ b/week8/price_is_right.py @@ -0,0 +1,61 @@ +import gradio as gr +from deal_agent_framework import DealAgentFramework +from agents.deals import Opportunity, Deal + +class App: + + def __init__(self): + self.agent_framework = None + + def run(self): + with gr.Blocks(title="The Price is Right", fill_width=True) as ui: + + def table_for(opps): + return [[opp.deal.product_description, f"${opp.deal.price:.2f}", f"${opp.estimate:.2f}", f"${opp.discount:.2f}", opp.deal.url] for opp in opps] + + def start(): + self.agent_framework = DealAgentFramework() + opportunities = self.agent_framework.memory + table = table_for(opportunities) + return table + + def go(): + self.agent_framework.run() + new_opportunities = self.agent_framework.memory + table = table_for(new_opportunities) + return table + + def do_select(selected_index: gr.SelectData): + opportunities = self.agent_framework.memory + row = selected_index.index[0] + opportunity = opportunities[row] + self.agent_framework.planner.messenger.alert(opportunity) + + with gr.Row(): + gr.Markdown('
"The Price is Right" - Deal Hunting Agentic AI
') + with gr.Row(): + gr.Markdown('
Autonomous agent framework that finds online deals, collaborating with a proprietary fine-tuned LLM deployed on Modal, and a RAG pipeline with a frontier model and Chroma.
') + with gr.Row(): + gr.Markdown('
Deals surfaced so far:
') + with gr.Row(): + opportunities_dataframe = gr.Dataframe( + headers=["Description", "Price", "Estimate", "Discount", "URL"], + wrap=True, + column_widths=[4, 1, 1, 1, 2], + row_count=10, + col_count=5, + height=400, + ) + + ui.load(start, inputs=[], outputs=[opportunities_dataframe]) + + timer = gr.Timer(value=60) + timer.tick(go, inputs=[], outputs=[opportunities_dataframe]) + + opportunities_dataframe.select(do_select) + + ui.launch(share=False, inbrowser=True) + +if __name__=="__main__": + App().run() + \ No newline at end of file diff --git a/week8/price_is_right_final.py b/week8/price_is_right_final.py new file mode 100644 index 0000000..458a2d4 --- /dev/null +++ b/week8/price_is_right_final.py @@ -0,0 +1,180 @@ +import logging +import queue +import threading +import time +import gradio as gr +from deal_agent_framework import DealAgentFramework +from agents.deals import Opportunity, Deal +from log_utils import reformat +import plotly.graph_objects as go + + +class QueueHandler(logging.Handler): + def __init__(self, log_queue): + super().__init__() + self.log_queue = log_queue + + def emit(self, record): + self.log_queue.put(self.format(record)) + +def html_for(log_data): + output = '
'.join(log_data[-18:]) + return f""" +
+ {output} +
+ """ + +def setup_logging(log_queue): + handler = QueueHandler(log_queue) + formatter = logging.Formatter( + "[%(asctime)s] %(message)s", + datefmt="%Y-%m-%d %H:%M:%S %z", + ) + handler.setFormatter(formatter) + logger = logging.getLogger() + logger.addHandler(handler) + logger.setLevel(logging.INFO) + + +class App: + + def __init__(self): + self.agent_framework = None + + def run(self): + with gr.Blocks(title="The Price is Right", fill_width=True) as ui: + + log_data = gr.State([]) + + def table_for(opps): + return [[opp.deal.product_description, f"${opp.deal.price:.2f}", f"${opp.estimate:.2f}", f"${opp.discount:.2f}", opp.deal.url] for opp in opps] + + def update_output(log_data, log_queue, result_queue): + final_result = None + while True: + try: + message = log_queue.get_nowait() + log_data.append(reformat(message)) + yield log_data, html_for(log_data), final_result + except queue.Empty: + try: + final_result = result_queue.get_nowait() + yield log_data, html_for(log_data), final_result + except queue.Empty: + if final_result is not None: + break + time.sleep(0.1) + + def get_initial_plot(): + fig = go.Figure() + fig.update_layout( + title='Loading vector DB...', + height=400, + ) + return fig + + def get_plot(): + documents, vectors, colors = DealAgentFramework.get_plot_data(max_datapoints=1000) + # Create the 3D scatter plot + fig = go.Figure(data=[go.Scatter3d( + x=vectors[:, 0], + y=vectors[:, 1], + z=vectors[:, 2], + mode='markers', + marker=dict(size=2, color=colors, opacity=0.7), + )]) + + fig.update_layout( + scene=dict(xaxis_title='x', + yaxis_title='y', + zaxis_title='z', + aspectmode='manual', + aspectratio=dict(x=2.2, y=2.2, z=1), # Make x-axis twice as long + camera=dict( + eye=dict(x=1.6, y=1.6, z=0.8) # Adjust camera position + )), + height=400, + margin=dict(r=5, b=1, l=5, t=2) + ) + + return fig + + def start(): + self.agent_framework = DealAgentFramework() + self.agent_framework.run() + opportunities = self.agent_framework.memory + table = table_for(opportunities) + return table + + def do_run(): + if not self.agent_framework: + self.agent_framework = DealAgentFramework() + self.agent_framework.run() + new_opportunities = self.agent_framework.memory + table = table_for(new_opportunities) + return table + + def do_with_logging(function, initial_log_data): + log_queue = queue.Queue() + result_queue = queue.Queue() + setup_logging(log_queue) + + def worker(): + result = function() + result_queue.put(result) + + thread = threading.Thread(target=worker) + thread.start() + + for log_data, output, final_result in update_output(initial_log_data, log_queue, result_queue): + yield log_data, output, final_result + + def start_with_logging(initial_log_data): + for log_data, output, final_result in do_with_logging(start, initial_log_data): + yield log_data, output, final_result + + def run_with_logging(initial_log_data): + for log_data, output, final_result in do_with_logging(do_run, initial_log_data): + yield log_data, output, final_result + + def do_select(selected_index: gr.SelectData): + opportunities = self.agent_framework.memory + row = selected_index.index[0] + opportunity = opportunities[row] + self.agent_framework.planner.messenger.alert(opportunity) + + with gr.Row(): + gr.Markdown('
The Price is Right - Autonomous Agent Framework that hunts for deals
') + with gr.Row(): + gr.Markdown('
A proprietary fine-tuned LLM deployed on Modal and a RAG pipeline with a frontier model collaborate to send push notifications with great online deals.
') + with gr.Row(): + opportunities_dataframe = gr.Dataframe( + headers=["Deals found so far", "Price", "Estimate", "Discount", "URL"], + wrap=True, + column_widths=[6, 1, 1, 1, 3], + row_count=10, + col_count=5, + height=400, + ) + with gr.Row(): + with gr.Column(scale=1): + logs = gr.HTML() + with gr.Column(scale=1): + plot = gr.Plot(value=get_plot(), show_label=False) + + ui.load(start_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe]) + + timer = gr.Timer(value=300, active=True) + timer.tick(run_with_logging, inputs=[log_data], outputs=[log_data, logs, opportunities_dataframe]) + + # timer2 = gr.Timer(value=5, active=True) + # timer2.tick(get_plot, inputs=[], outputs=[plot, timer2]) + + opportunities_dataframe.select(do_select) + + ui.launch(share=False, inbrowser=True) + +if __name__=="__main__": + App().run() + \ No newline at end of file diff --git a/week8_wip/pricer_ephemeral.py b/week8/pricer_ephemeral.py similarity index 98% rename from week8_wip/pricer_ephemeral.py rename to week8/pricer_ephemeral.py index 77289fd..ec8cdc9 100644 --- a/week8_wip/pricer_ephemeral.py +++ b/week8/pricer_ephemeral.py @@ -1,5 +1,5 @@ import modal -from modal import App, Volume, Image +from modal import App, Image # Setup diff --git a/week8_wip/pricer_service.py b/week8/pricer_service.py similarity index 98% rename from week8_wip/pricer_service.py rename to week8/pricer_service.py index 3fb0ebd..77341da 100644 --- a/week8_wip/pricer_service.py +++ b/week8/pricer_service.py @@ -1,5 +1,5 @@ import modal -from modal import App, Volume, Image +from modal import App, Image # Setup - define our infrastructure with code! diff --git a/week8_wip/pricer_service2.py b/week8/pricer_service2.py similarity index 100% rename from week8_wip/pricer_service2.py rename to week8/pricer_service2.py diff --git a/week8_wip/testing.py b/week8/testing.py similarity index 100% rename from week8_wip/testing.py rename to week8/testing.py diff --git a/week8_wip/agents/messaging_agent.py b/week8_wip/agents/messaging_agent.py deleted file mode 100644 index 521a521..0000000 --- a/week8_wip/agents/messaging_agent.py +++ /dev/null @@ -1,28 +0,0 @@ -import os -from twilio.rest import Client -from agents.deals import Opportunity - -class MessagingAgent: - - def __init__(self): - account_sid = os.getenv('TWILIO_ACCOUNT_SID', 'your-sid-if-not-using-env') - auth_token = os.getenv('TWILIO_AUTH_TOKEN', 'your-auth-if-not-using-env') - self.me_from = 'whatsapp:+14155238886' - self.me_to = f"whatsapp:+1{os.getenv('MY_PHONE_NUMBER', 'your-phone-number-if-not-using-env')}" - self.client = Client(account_sid, auth_token) - - def message(self, text): - message = self.client.messages.create( - from_=self.me_from, - body=text, - to=self.me_to - ) - - def alert(self, opportunity: Opportunity): - text = f"Deal! Price=${opportunity.quality_deal.price:.2f}, " - text += f"Estimate=${opportunity.estimate:.2f} :" - text += opportunity.quality_deal.product_description[:10]+'... ' - text += opportunity.quality_deal.url - self.message(text) - - \ No newline at end of file diff --git a/week8_wip/agents/planning_agent.py b/week8_wip/agents/planning_agent.py deleted file mode 100644 index 2617354..0000000 --- a/week8_wip/agents/planning_agent.py +++ /dev/null @@ -1,24 +0,0 @@ -from agents.deals import Deal, QualityDealSelection, Opportunity - -from agents.scanner_agent import ScannerAgent -from agents.ensemble_agent import EnsembleAgent -from agents.messaging_agent import MessagingAgent - - -class PlanningAgent: - - def __init__(self, collection): - self.scanner = ScannerAgent() - self.ensemble = EnsembleAgent(collection) - self.messenger = MessagingAgent() - - def plan(self): - opportunities = [] - deal_selection = self.scanner.scan() - for deal in deal_selection.quality_deals[:5]: - estimate = self.ensemble.price(deal.product_description) - opportunities.append(Opportunity(deal, estimate, estimate - deal.price)) - opportunities.sort(key=lambda opp: opp.discount, reverse=True) - print(opportunities) - if opportunities[0].discount > 50: - self.messenger.alert(opportunities[0]) \ No newline at end of file diff --git a/week8_wip/agents/random_forest_agent.py b/week8_wip/agents/random_forest_agent.py deleted file mode 100644 index 0079ae8..0000000 --- a/week8_wip/agents/random_forest_agent.py +++ /dev/null @@ -1,18 +0,0 @@ -# imports - -import os -import re -from typing import List -from sentence_transformers import SentenceTransformer -import joblib - - -class RandomForestAgent: - - def __init__(self): - self.vectorizer = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2') - self.model = joblib.load('random_forest_model.pkl') - - def price(self, description: str) -> float: - vector = self.vectorizer.encode([description]) - return max(0, self.model.predict(vector)[0]) \ No newline at end of file diff --git a/week8_wip/agents/scanner_agent.py b/week8_wip/agents/scanner_agent.py deleted file mode 100644 index be09422..0000000 --- a/week8_wip/agents/scanner_agent.py +++ /dev/null @@ -1,46 +0,0 @@ -import os -import json -from openai import OpenAI -from agents.deals import Deal, QualityDealSelection - -class ScannerAgent: - - MODEL = "gpt-4o-mini" - - SYSTEM_PROMPT = """You identify and summarize the 5 most detailed deals from a list, by selecting deals that have the most detailed, high quality description and the most clear price. - Respond strictly in JSON with no explanation, using this format. You should provide the price as a number derived from the description. If the price of a deal isn't clear, do not include that deal in your response. - Most important is that you respond with the 5 deals that have the most detailed product description with price. It's not important to mention the terms of the deal; most important is a thorough description of the product. - - {"quality_deals": [ - { - "product_description": "Your clearly expressed summary of the product in 4-5 sentences. Details of the item are much more important than why it's a good deal. Avoid mentioning discounts and coupons; focus on the item itself. There should be a paragpraph of text for each item you choose.", - "price": 99.99, - "url": "the url as provided" - }, - ... - ]}""" - - USER_PROMPT_PREFIX = """Respond with the most promising 5 deals from this list, selecting those which have the most detailed, high quality product description and a clear price. - Respond strictly in JSON, and only JSON. You should rephrase the description to be a summary of the product itself, not the terms of the deal. - Remember to respond with a paragraph of text in the product_description field for each of the 5 items that you select. - - Deals: - - """ - - def __init__(self): - self.openai = OpenAI() - - def scan(self) -> QualityDealSelection: - deals = Deal.fetch() - user_prompt = self.USER_PROMPT_PREFIX + '\n\n'.join([deal.describe() for deal in deals]) - completion = self.openai.beta.chat.completions.parse( - model=self.MODEL, - messages=[ - {"role": "system", "content": self.SYSTEM_PROMPT}, - {"role": "user", "content": user_prompt} - ], - response_format=QualityDealSelection - ) - result = completion.choices[0].message.parsed - return result diff --git a/week8_wip/agents/specialist_agent.py b/week8_wip/agents/specialist_agent.py deleted file mode 100644 index a7791dc..0000000 --- a/week8_wip/agents/specialist_agent.py +++ /dev/null @@ -1,10 +0,0 @@ -import modal - -class SpecialistAgent: - - def __init__(self): - Pricer = modal.Cls.lookup("pricer-service", "Pricer") - self.pricer = Pricer() - - def price(self, description: str) -> float: - return self.pricer.price.remote(description) diff --git a/week8_wip/day2.1.ipynb b/week8_wip/day2.1.ipynb deleted file mode 100644 index 8a73bc0..0000000 --- a/week8_wip/day2.1.ipynb +++ /dev/null @@ -1,31093 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "993a2a24-1a58-42be-8034-6d116fb8d786", - "metadata": {}, - "outputs": [], - "source": [ - "# imports\n", - "\n", - "import os\n", - "import re\n", - "import math\n", - "import json\n", - "from tqdm import tqdm\n", - "import random\n", - "from dotenv import load_dotenv\n", - "from huggingface_hub import login\n", - "import numpy as np\n", - "import pickle\n", - "from sentence_transformers import SentenceTransformer\n", - "from datasets import load_dataset\n", - "import chromadb\n", - "from items import Item\n", - "from sklearn.manifold import TSNE\n", - "import plotly.graph_objects as go" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "1cc1fe53-612f-4228-aa02-8758f4c2098f", - "metadata": {}, - "outputs": [], - "source": [ - "MAXIMUM_DATAPOINTS = 10_000" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "f4aab95e-d719-4476-b6e7-e248120df25a", - "metadata": {}, - "outputs": [], - "source": [ - "DB = \"products_vectorstore\"\n", - "client = chromadb.PersistentClient(path=DB)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780", - "metadata": {}, - "outputs": [], - "source": [ - "collection = client.get_or_create_collection('products')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "525fc313-8a16-4ac0-8c42-6a6d1ba1c9b8", - "metadata": {}, - "outputs": [], - "source": [ - "CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']\n", - "COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "a4cf1c9a-1ced-48d4-974c-3c850905034e", - "metadata": {}, - "outputs": [], - "source": [ - "# Prework\n", - "result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=MAXIMUM_DATAPOINTS)\n", - "vectors = np.array(result['embeddings'])\n", - "documents = result['documents']\n", - "categories = [metadata['category'] for metadata in result['metadatas']]\n", - "colors = [COLORS[CATEGORIES.index(c)] for c in categories]" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "c54df150-c8d8-4bc3-8877-6759691eeb42", - "metadata": {}, - "outputs": [], - "source": [ - "# Let's try a 2D chart\n", - "\n", - "tsne = TSNE(n_components=2, random_state=42, n_jobs=-1)\n", - "reduced_vectors = tsne.fit_transform(vectors)" - ] - }, - { - "cell_type": "code", - 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", - "text/html": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "# Create the 2D scatter plot\n", - "fig = go.Figure(data=[go.Scatter(\n", - " x=reduced_vectors[:, 0],\n", - " y=reduced_vectors[:, 1],\n", - " mode='markers',\n", - " marker=dict(size=3, color=colors, opacity=0.7),\n", - " # text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, documents)],\n", - " # hoverinfo='text'\n", - ")])\n", - "\n", - "fig.update_layout(\n", - " title='2D Chroma Vector Store Visualization',\n", - " scene=dict(xaxis_title='x', yaxis_title='y'),\n", - " width=1200,\n", - " height=800,\n", - " margin=dict(r=20, b=10, l=10, t=40)\n", - ")\n", - "\n", - "fig.show()" - ] - } - ], - "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 -} diff --git a/week8_wip/day2.2.ipynb b/week8_wip/day2.2.ipynb deleted file mode 100644 index 4bb3fd8..0000000 --- a/week8_wip/day2.2.ipynb +++ /dev/null @@ -1,41094 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "993a2a24-1a58-42be-8034-6d116fb8d786", - "metadata": {}, - "outputs": [], - "source": [ - "# imports\n", - "\n", - "import os\n", - "import re\n", - "import math\n", - "import json\n", - "from tqdm import tqdm\n", - "import random\n", - "from dotenv import load_dotenv\n", - "from huggingface_hub import login\n", - "import numpy as np\n", - "import pickle\n", - "from sentence_transformers import SentenceTransformer\n", - "from datasets import load_dataset\n", - "import chromadb\n", - "from items import Item\n", - "from sklearn.manifold import TSNE\n", - "import plotly.graph_objects as go" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "1cc1fe53-612f-4228-aa02-8758f4c2098f", - "metadata": {}, - "outputs": [], - "source": [ - "MAXIMUM_DATAPOINTS = 10_000" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "f4aab95e-d719-4476-b6e7-e248120df25a", - "metadata": {}, - "outputs": [], - "source": [ - "DB = \"products_vectorstore\"\n", - "client = chromadb.PersistentClient(path=DB)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "5f95dafd-ab80-464e-ba8a-dec7a2424780", - "metadata": {}, - "outputs": [], - "source": [ - "collection = client.get_or_create_collection('products')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "525fc313-8a16-4ac0-8c42-6a6d1ba1c9b8", - "metadata": {}, - "outputs": [], - "source": [ - "CATEGORIES = ['Appliances', 'Automotive', 'Cell_Phones_and_Accessories', 'Electronics','Musical_Instruments', 'Office_Products', 'Tools_and_Home_Improvement', 'Toys_and_Games']\n", - "COLORS = ['red', 'blue', 'brown', 'orange', 'yellow', 'green' , 'purple', 'cyan']" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "a4cf1c9a-1ced-48d4-974c-3c850905034e", - "metadata": {}, - "outputs": [], - "source": [ - "# Prework\n", - "result = collection.get(include=['embeddings', 'documents', 'metadatas'], limit=MAXIMUM_DATAPOINTS)\n", - "vectors = np.array(result['embeddings'])\n", - "documents = result['documents']\n", - "categories = [metadata['category'] for metadata in result['metadatas']]\n", - "colors = [COLORS[CATEGORIES.index(c)] for c in categories]" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "c54df150-c8d8-4bc3-8877-6759691eeb42", - "metadata": {}, - "outputs": [], - "source": [ - "# Let's try 3D!\n", - "\n", - "tsne = TSNE(n_components=3, random_state=42, n_jobs=-1)\n", - "reduced_vectors = tsne.fit_transform(vectors)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "e8fb2a63-24c5-4dce-9e63-aa208272f82d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "marker": { - "color": [ - "blue", - "blue", - "blue", - 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WafbaVhuRVoCta4iFHL26gRgMAggggAACCCCQggChdQqoHBIBBBBAAAEEEFhLAsFCivOLteX+1P2cn0JrhY+758YjtFbAXJ4omM47l8vZUq1u+r1iPm+BZdwAe1xD6/D1FrhO6Xoq5vu5FHkNAggggAACCCCAgOcChNaeTxDDQwABBBBAAAEERiFQrTVcRfB8pWbV+tX7U/czJp9D68piwyrVej+nteI17UG1+nsroFaFdbBpn8CiVFCArV7g0RaC9DW0VjuPHZuGv0Ck3ndqouiq2GkjMvDlywEQQAABBBBAAAFvBAitvZkKBoIAAggggAACCIxWIE5/6n5GqqrYdeWCl5XWS9WGC4/72aIE1d2OGyw+WJ7IW5QAW++1dXrCLptZ7Geoqb3GhzBdlqUibURSm2QOjAACCCCAAAIIDFGA0HqI2LwVAggggAACCCDgk4D6U6uaWlW+6lNdbyRTUd3tHBVar58q2q7ZJZ8YTD2t44bWgwTVgwTYet/NGyZs5x5C614XkVrRqAe2KrBpI9JLi58jgAACCCCAAAJ+CRBa+zUfjAYBBBBAAAEEEEhVIOhPrYUUFVYPc1NwOL2u5F3gGjW0TiOojhpgq3XJfKU1Xz4a+hqmB75BRfum9SXTw5p8nsUch3nv814IIIAAAggggEBcAULruGLsjwACCCCAAAIIZExAQbUqqYOK6lENP4uhdbGQc9W6wWKKnXpUp+3Z6ttcMC08qBYiKojfPbdk1XrDmukWx0c+NV/ntv0EDtg2ZRddsbDcRkSuBNiRp5kdEUAAAQQQQACBoQkQWg+NmjdCAAEEEEAAAQSGJ6D+1JWlhi1V64ktpDjo6BUAb1rvX2uL9kprjXPdZNHKEwV3yqMIqrtZKxxWe5B6o2HFfN5qjYYtLNZNlfOjDLB9bf0Sduy2WGTQRqRcyrswmw0BBBBAAAEEEEBg9AKE1qOfA0aAAAIIIIAAAggkJqAK3GH0p+5nwL4uIqjQul5vWi6X8zKoDluHK5rdwoOF1uKWk8XCSAPscqlg5cm8d4tshu2iLBYZtIBRVTt9sPu5y3kNAggggAACCCCQjAChdTKOHAUBBBBAAAEEEBi6gHrzKqBWVbUqbXdsKtvlexZTX1Cx3xONEhr2e+x+XudzRXW38+lW0RwOsBUgq3WIKu3nF2tDqcBW+xRVLO+eq/YzFUN5TdxK/1ZblqJbyFG/aCMylGniTRBAAAEEEEAAASdAaM2FgAACCCCAAAIIZEggWEhRYaQC6/C2z6ZJu2J2idB6lfnsFFSXijnXYmN+cbgLU/Zz2Sm0VmV1r3BY+6m9icLkYQTYep9iIW975v0NrQdtYaJQXj2w1eNc1xEbAggggAACCCCAQHoChNbp2XJkBBBAAAEEEEAgEYFqrWFLtd4LKW7bOGmz81W3r6/bvpvLdsnuylCHFw6qm82mC6dVnV6rt1Yx3LiuZHoYkIXQup82HMMIsNeXi5bPmc0u1IY6t3HeLMlqcNqIxJFnXwQQQAABBBBAIL4AoXV8M16BAAIIIIAAAgikLhAspKhFAOuNVrjaa8tCaH3Atim7cOdCr1MZ+OedgupultNTRWechdB60OC1PcBeqrbC+qjXWLeJkaE230PrNKrBgzYi5Ym864NNG5GBb18OgAACCCCAAAII0B6EawABBBBAAAEEEPBFQKGqfvW7kKIWFKwsNqxS9bfNRZqhdZygOjzn4xRah89bAat6Na+bLLpFHBVgqzd6UIEe577IguEwgnXXW7zYaiOiXwTYca4i9kUAAQQQQAABBK4SoNKaqwEBBBBAAAEEEBiRQNCfWkGhKqub0Qqqu45WoXVQOTuiU+r5tkmH1v0G1YTWK6cqHGDrJ0HP9KitZrJw7Y2iDYz6YKsHth4OyJgNAQQQQAABBBBAIJoAoXU0J/ZCAAEEEEAAAQQSEVhtIcVB30CVpOoksrfib1/hJHpaJxFUE1p3v9rUrzloQ1LM5131tb4BsFqAnYXQetRjVBW2qtqntGhlPkcV9qAfeLweAQQQQAABBNa0AKH1mp5eTg4BBBBAAAEEfBDQQorqG7xUrVv1ysX/0hjXMNofDDpuhdaX71mM3UM56aA6y6G1QuVh9Y4OB9ilQt5dx50C7Cy0ptkyPWF7F2peLFSqAFsV2Gohoips2ogM+snC6xFAAAEEEEBgrQkQWq+1GeV8EEAAAQQQQMALAbX7WFjsvz91Pyeh6tg0FprrZyzdXhMntE4zqCa0jj+rQaWwFhxsD7CzsAioxjizd6mvnt3xteK9Qm1EWgG27uFcvBezNwIIIIAAAgggsAYFCK3X4KRySggggAACCCAwfIFGo+kqOFWFqnYKg/an7ucMgpYOu+eq/bx8KK/ZZ9OkXTG71LXSelhBdXtorf8eVvXyINC+VNO3B9g6p5n5qrv+R3HtRzGN88AkyvHS2kfV7eWJgq0vFwmw00LmuAgggAACCCDgvQChtfdTxAARQAABBBBAwFeBNPtT93POWuht/VTRds0u9fPyobxG1a6751aG1qMIqgmtk5tuBdg7NpWt0WyaAtdKtW7zFbXCaXgVYCu0vnSm4tWYVpsFPYSanCjY4lLDtRChjUhy1yxHQgABBBBAAAH/BQit/Z8jRogAAggggAACHgkoqF6stiqq9U+fNoXW0+tKtnPPok/DWjGWoI2EAk4tSqeK0mazudwrua6VJIe8+VK9HOW0fR1rUMWseVWbi9Zig3lbrKmXe2Nk3z4Imx6wbcou3LkQhdmLfTrNNW1EvJgaBoEAAggggAACQxAgtB4CMm+BAAIIIIAAAtkWUH/qylIrqB5FqBpVTxXLm9ZPeBtaa3xbpyctnzPnGCzqN2pTX4PgTvPu61g7td5QBXY4wK41Gq7P+yja5wTV4JfsrkS9nUa+38Z1JdNDMt0nnbZSIWflyaKrwNYDKzYEEEAAAQQQQGAtCRBar6XZ5FwQQAABBBBAIDEBBdW1etMtbOhz5XL4hNWaYfvGSfMpmGtv/aHxzs7XXAsJXzZfg+BuoXUQ+Pvip3Hst6VsF+/qHggrNNbijevKBZssFkwBth4EzS/WhtKuw8d7o9f8bd5QsspiI9K9EvQYb1W45yyvJ0NsCCCAAAIIIIBAhgUIrTM8eQwdAQQQQAABBJIT0EKKavehKlAF1lpMLmtBly/VpKv1qFYQp37HWrTSl43QevCZiNN6Ixxgl0sF1/s67QDb928hdJoBLVq6a27JPTyLsznfYr5V5T5RIMCOg8e+CCCAAAIIIOCNAKG1N1PBQBBAAAEEEEBg2AJRFlLsVUE67DH3er844WGvY8X5edTFFBVaq8dxt5YHcd4zqX2zFFr3ahmRlEnc4wxyn6i1hXqba+HBtALsLCxS2m7eqeVK3HnR/uqDPVkq0EakHzxegwACCCCAAAIjEyC0Hhk9b4wAAggggAACoxCo1hquyne+UrNqhArGQcK4UZzfMMcbNagOOxBaD3ZV+OiXZIV/pwA7iV7yCsQV3u6eqw42AUN8dRoPoPTtET0goI3IECeSt0IAAQQQQACBvgQIrfti40UIIIAAAgggkCUBtfvQAnBq/xF30b+kqh2H5aXxXjpTSa1PcD9BdfjcfawUXl8uusUhZxdqw5qmvt/Hx9A6rTY67QF2UKEf9x4WtkJr9affM5+N0DrJBwHdLrbWQpmthRz1iz7Yfd+WvBABBBBAAAEEUhAgtE4BlUMigAACCCCAwGgF1J9a1dSq0OwnqA6PftvGSZudr3rVg3k1XfXBvWJ2KXY4v9oxBw2qw8dWK45G02xvxZ+AWIGmgldC6/7uW9ltnZ6wy2YW+ztAhFcpwFawum6y6BZxVICteztqb/QstYARxzBM29lVia4e2GolonueDQEEEEAAAQQQGKUAofUo9XlvBBBAAAEEEEhMIOhPrYUUFVYntW2ZnrC9C7XI4VhS79vvcZIK2ZMMqttDa/23TwFx1kLrymLDKtXkrvF+r7XgdcNe5DAcYGsM84u1ngG2jxX+q7lrgcqpcsF2zS4NOj19vT7cRkTebAgggAACCCCAwLAFCK2HLc77IYAAAggggEBiAgqqVW0ZVFQnduDQgXxsx7DaeQ4SWqcVVBNaJ3dl6nqcr9S9eoiiUHN6Xcl27kmv0rqboMLVoF91MZ+34KFVewV21u5jn3pwB21EyhN501zTRiS5+5kjIYAAAggggEB3AUJrrg4EEEAAAQQQyJSA+lNXltQeoB5pIcVBTy5rbQUUzsWpxB1GUB2eAx/7R2et0trH0HpduTDyRQ7DAXapkLf5xda3LhRgZ+0bE75+7ijALhVbbUT0iwB70D9heD0CCCCAAAIIdBMgtObaQAABBBBAAAHvBQZZSHHQk1PIqjAsKwu4RakoHXZQHZ4DHxfEy1JoPUgl/aD3QrfX+1QVHIxR4ar6X6s6WAG2tpn5qluQNQtbVtqZqA+2emCr3zhtRLJwZTFGBBBAAAEEsiNAaJ2duWKkCCCAAAIIjI2AFlJU2w8XVi/Vrdkc3amrt2x5Mj/yKtKoAt0WOhxlUN0eWivo2j1XjXpKqe9HaD0YsY+hdfiMFGDvu7nsFifVA6igArtab4z0s2U19bjfmBhsBpN5dfCgYGqyYMV8jirsZFg5CgIIIIAAAmMrQGg9tlPPiSOAAAIIIOCXQLCQYrComi+jG2W/3n4Mwm0FfAmqsxBaFwv5TFTT+1pprTDYp8U12+8dhdaXzlTcb4crsLWgpdqt+BZg77Np0nbNLVmtPsIndv18AF35mg1TRddGRA8gaSMyACQvRQABBBBAYIwFCK3HePI5dQQQQAABBEYtUK01XL/ZNBdSHPQcFfxu2TBhl80Mf5G5fsaudiaqfM3lctZsNperSlVl6sOmhwA+9D/2PUjvNlcKrWf2+hVm+tp/OWx4wLYpu3DnwgrW1gKDBWtVBudtsVa3pWpj5N/u0CAVsl++Z9FVh2dxa29TFLQRkbc+U9kQQAABBBBAAIFeAoTWvYT4OQIIIIAAAggkKhAspKigOguBjIKtHZvKdsnuVpWmj1u4ojqfM1c1qvYbPvoqtF4/VbRds0veUPre3iIMpdB699ySV3PbrSWNLxMc5R5uD7BrjYbrfz2q9kSdQnZfPKOMY7VKcVXll698WEAf7Cia7IMAAggggMB4ChBaj+e8c9YIIIAAAggMVaDRbNrehbqp9YePQWovDB8DpG6tPxQI+RYKh319bLdCaN3rDlj9574vGqh7YvvGycgPnhRga/FGfSNgslgwBdiVpYb7/BpGf/0oIftgM5b+q6NWirceFhTdQo76lddTNzYEEEAAAQQQQMDMCK25DBBAAAEEEEAgcYGgP7WqFFVZvXnDhO1dqLlWIFncgn64wwisVvOJ0qPax1CY0Dq5qz5qGJjcO/Y+UnsriN6vGO4eum82rZ+wnXvit/gJB9halFXfYkg7wFbIvnU6Oy2J2mczWPjy4l3xv52iNiJqITJZoo3IcO8S3g0BBBBAAAH/BAit/ZsTRoQAAggggEAmBVZbSFGVmKqw3lupZfLcRrkoWpSgOow6SEA3jMlRIKeHGP0EiGmNL0uV1oTW8a+CJFvS6FhqbaFrJq0AW+H4VLngVQudOOpxK9u7HbtUyFl5slWFTRuRODPAvggggAACCKwNAULrtTGPnAUCCCCAAAIjEdBCivOLWrysbtV69wXDtDiggow989WRjHPQN1Uf4dn56tAqxeMG1eHzSyowGtSs2+t9rCIltB5strdM+/1NirTmt1OAnUSv/rTGO9gsR391GqG7qrfXTRavXDQzRxuR6NPBnggggAACCGRWgNA6s1PHwBFAAAEEEBiNgNp9aIGyxWojcn/qNEKMYZ692h9UFhtWqdZTe9tBgurwoHzvh+tjqJ6lkNDHSuthP9SJexNqfouFfKoPzdoD7KVq64FePz38tbClttmFbH4zJe2HlK5lS7HVRkS/6IMd945gfwQQQAABBLIhQGidjXlilAgggAACCIxMoNFougpjVRCqR3U/fZ1977PcCzet9iZJBdXt4/dx4chgjD6G6nqoUp7M2+45/78JoND6kt3xewX3usYH+blC691zS30FtIO8b9TXDjsE1uedWlqoMliL0OqzUw/5ovb0931hy17uaX1edntf9cFWD2zaiPSaGX6OAAIIIIBAtgQIrbM1X4wWAQQQQACBoQis1p+6nwH4GFTGOY8kQ6+0gurw+ey3pWz9LIIWx2SQfX0LXhUyrisXCK37nFQfq7/DpzLKEDgcYGtM84u1ngH2ML7Z0edUR3qZ2sUsVOqpfjOl20BoIxJpitgJAQQQQACBTAgQWmdimhgkAggggAAC6QsoqFY1YFAVmPQ7+lz92+tcB20fMYygOnwOChEvnan0VRXfyyKJn/t2LWQptPbxgYTvobVC4KBdRxLXb7/HUGuc4LOkVMi79iH6vG2vwB7lwq/9nlv4dRr/FbOjr7xXgK0KbLUQURU2bUSSmF2OgQACCCCAwPAECK2HZ807IYAAAggg4J2A+lNXllpBdT+9V+OcUJaDGIWa66eKtmt2KfIpDzuo9jE06oZFaB35Mrrajr7ZaYC+PyTxcaHI1QJs3x8C9Lp69WBFLWz6aSXV69iD/FxtRFoBtnqc5wY5FK9FAAEEEEAAgSEIEFoPAZm3QAABBBBAwCeBfhZSTGL8vi/Wtto5Ru3JPcqgOjx+3619qxbOUqW1j6G1j2Nqvx9m9i5Zrd5M4qMs8WMELS3KE3lTBbYqgi+fWYzcAzvxAQ1wwKy0gtJDg7IWcpwsmO5/NgQQQAABBBDwT4DQ2r85YUQIIIAAAggkKqCFFNX2Q4soKrAeVfWbL1/R7wdXAcf2jZMdF8DzJajOUmhNT+t+rsLWa3wMiH0cU1g4S5XL+qzRt1Kq9YYLsCvVus1X6u6/R/XZHedq1efhlg0TdmLfeWsAACAASURBVNnMYpyXjXRfBe1TE0XXQoQ2IiOdCt4cAQQQQACBFQKE1lwQCCCAAAIIrEGBpBdSTIIoycUMkxhP3GOEq4N9DKrD5+P7Qm6+hYjDqLRWGKlt0DY8vgX+Oicfx9QeWvvc4z08Vl0nW6dboW97BXYWAuxB+//H/VxOen+Zl4qtNiL6RR/spIU5HgIIIIAAAtEFCK2jW7EnAggggAACXgtUaw33dfL5Ss2qHn4NPuthhkJrLZymr5Q3m83lRdQGDSHTuKh8r2ofp9C6XCqY2j5MlAqm2LrWUA/5hs0v1vqqnPUtIF7tWwhpXNv9HNP3SvDwOel6mSoXrtY/v1UN3GpnUczn3XW0sFh336DxqQJ7fbloej4zu1DrZ6q8e436YOtbNvqzlTYi3k0PA0IAAQQQWOMChNZrfII5PQQQQACBtS0wqv7U/ahG7Qvdz7HTek24olpBzN5KzYXVPgbVYQNVtTearfH6uKnn9u65JW8ck742FeRqDhRUq62DFjpVwKhN7+V66U4UXPA4O1+L1buY0DreFa2wV2YX76rEe+GI9o7ycM/nANv3B2ZxpzX8UCaofG89OMhRhR0Xk/0RQAABBBCIKUBoHROM3RFAAAEEEBilgPpTq+JLIZj6VPsenoatstLrtFvrj80bJmx2vhorYBzVteJ7K5a1GFor3FJV5rrJounfZxeqtrTKPeraEBTyNr2u6P6phyG6r3V/d9t8rGrWmHRv7NzjZw9jH81W+1yIe+8G19G6csFUpd16SNJ/Jf+gn1lbpids70K8BzGDvmear9dDhMmJzpXvtBFJU55jI4AAAgggYEZozVWAAAIIIICA5wJBf2p9DVyhVpY3X7+mH6VHdZbCGAUtreDU30prnx4ADFJp7fphTxZcVfVStW5zlZrVYrbnCfcu1v2tsFvHaW/74GMAO4jdMD7LsvKwLLDYuK5k+szXQ4y4mw8Btm+tf+Iatu+vdie67/bMV1c9lB5YTaoVUCnvemKzIYAAAggggMDgAoTWgxtyBAQQQAABBBIXUGihSmpVbV68a8GrnqWDnKwCDV8WRIsSVIfPdZAwaRCzfl4bpcVAP8dN6jWqtM5yaB1u/6FvO6g/ddD+Y1AjhcCTpbwpLFPVbLhvsa+h9fqp4tV6MA/qkNTr5enz+NrPM8lFVINWNPo8GFYFtq8PJvu9nvppd6L71LUA0sMsAux+6XkdAggggAACVFpzDSCAAAIIIOCLgPpT62vdqtYMFlL0Ldwb1GrU5xM3qA6fb9yv7Q9qNcjrfQ/qfKtaj1ItHLf9xyDzF7zWVXGXCzZZLLgF9xQ8bigX7bIZf1pxuIUmJ/O2e271StQkPPo5hu8PcNrPSZ+RM3uXYlfr97JpD7BVzZ90f34fH6r0cun18302Tdquuf7no9V/vOgeROlXXosjsCGAAAIIIIBAJAEqrSMxsRMCCCCAAALpCPRaSFHVvark9HVBvbgqCisXKnWrVON/9T3uewX7DxJUh99T4VexkO/5NfF+x5nk66KEsEm+X9xjqXpxvrJ6/+a4xxxk/9W82tt/KOhbre/0IOPo9tpw+xD1v9bngULsuG1I0hib76Fwlu5bzc8w2mukFWDrAcZU+er9n9O47oZ1zP22lO2S3ZXEvu2kNiJahFWtRPRnExsCCCCAAAIIdBcgtObqQAABBBBAYIgCWkhRbT9cWL1U7/kX4aj9NId4CgO91bBC+KSC6vDJZimQ0flvWu/v4nj9fOV+oAuvx4vbQ+s0238Mch4a19bpCdfbXu0HGs3mSBfd07n4Hgpn6RsS8lRIevGuyiCXSazXBu1o1IpKm1rd6M+ofh7M+P4AIxaMmetlvX3jpAut09h0/HXlVhU2bUTSEOaYCCCAAAJZFyC0zvoMMn4EEEAAAe8FgoUUgzAgzoB9r5iNcy7aN80QPo2gOnx+WZqLtMOWuPPevr+vobXuUYV38lM1s8JhfdPBl639YUR7xezsfM21EGlfwDHN8eueVscDXxf9VGitKczCt1VUUb9jU6uydxTboAH2sB5KDstmmA8qgzYiagdUzOdoIzKsSeZ9EEAAAQS8FiC09np6GBwCCCCAQFYFqrVWpZpCL1Wt9bsppNqyYcKrHrb9notel3Sv5bSD6vC5BlWuPvUT7jYXow6/el0jChJbCxgOr01MtzEF7T9U8Thfqbkx9VNl2uuck/h5twcnmm+1DZleV3T/1Dnos2cY5+F7JbNvD0hWuw58+oxxVcBaSLCUj3xNZck6yv2Y5kPW1d7f3c/FVhsR/aIPdpTZYh8EEEAAgbUoQGi9FmeVc0IAAQQQGIlAsJBi0tWZB2ybsgt3LozknJJ+0yTaVgwzqA6fv4IE9Zsd5lf3B/H3+boZdfWrAjkFUmqxofBci59OlAq2c48/Cxx2mvso1f7h/tfFvALsms1VaqlVX/v0AKKTmYLUymJjqH30+71vk36o1+842l8XNcAedNHCpMab1HF8CeH14EA9sGkjktTMchwEEEAAgawIEFpnZaYYJwIIIICAlwIKqINq6rTaCKylIKDf4HdUQXX7RedzENw+1mH3xo1zg46iOlfXnkLqTu0/FMpt3uBvD/DANm6oqftGlZoK6NU2pLLUcCF2ku1DfAn2ul1/2zZO2szeJS8Wrex1j2ShJ3T7oqDhqv6kFy3s5ZX2z338szfwn9LCwLQRSfsS4PgIIIAAAiMWILQe8QTw9ggggAAC2RII+lNrEUVVVicZ/nST2DI9YQuVeiYqBaPMZtQw1ZegOnxOqrS+dKYylHmPYrnaPj6PdZihddD+Q4G1HjB1av+RpdBaPW93z1VjXx5B/2uF2Iu1us1Xkmkf4ntorfvg8j2LXvUm7zZ5vvcHbx93e4CtNhaXzywOva967Jsh4gt8D+Hlrwps3dOqwqaNSMSJZTcEEEAAgcwIEFpnZqoYKAIIIIDAqAQGWUgxiTGPupVCEucQPsZq1Ws+BtXhsWepalPOV8wueRnWqaJUQXFai/cF7QymJoPe2a1FFbs9ZBqH0Dq4jlsLvhVMlZrqf60FCtV3v9/+1wqtkwrAk/6s0fF8fnjTfr5ayFB/3vjQ6z3uXOihiL6tUG803HVVqbYejAx7YdC44+62v++L2XYat9qItALsgunPUjYEEEAAAQSyLkBonfUZZPwIIIAAAqkIaCFFV5FZ1V+6m6m8R9SDlksFK0/m+6qujPoew9xPwe/sfHU5JPM9qG4PrcNjH6Zb3PfyOWBXaF0s5G3PfPyK4W4O7e0/FhZbiypGaduTldA66c8CmW24srd3o9nsq32Ivgmyd6HWd+gd97qOu3+WWvpkqf92+zyEr83wgxH1Va81GrawWDd9Q2kY306Ke4102l/nM1Uu2K7ZpSQON/Rj6DNN3y7Rwyk9UGBDAAEEEEAgiwKE1lmcNcaMAAIIIJCKgNp96C/WqjqMEnSlMogOB42y+NqwxpLE+6iasNlsWi7X+ku1/j3oi+qTe6dz9b0VQlYC9iR79wbtP1RdqHu4U/uPXtdtVkLrJN3aTYL2IXoPVcfOztciVcn6/HBE5xi1HVGva2QYP/fdcjUDtTbRfdT+IKpTgJ1Gb/Wk56fb+ST9PsM4XmsOiq6FCG1EhiHOeyCAAAIIJCVAaJ2UJMdBAAEEEMicQKPRdNWBahvgcwVYv4sX+jYh4YpqjU1tCWTve1AddsxSqxaf2zYMWjEct/1Hr3uB0HqlUOtBWdFUJavPRt2n3dqHKGjdPednG5qstXjIUv/t9nsqSmsT/Vmm1iHqy67PgLQWB+11v0f5eZYeUEY5n/A+QRsRtRKhD3ZcPfZHAAEEEBimAKH1MLV5LwQQQACBkQuMuj91vwC+LwjV7bw6tf7QvqViLpPtTrK0UJrPoYurjo65oGB7+w8FqXrwkcRDj6yEm2lWWne6h8ML7SnAnl+s2VyltqLFg89Bq+Z16/SEXTaz2O9H71Bfl6Wq8HaYuAsG+x5gr7b2wlAvihTfTA8atKkBmiqwaSOSIjaHRgABBBDoS4DQui82XoQAAgggkCUBBdVq+aGQS//M4tbeB9rnc+jVozrL7U6GHRoOMs8+V4XrGlg/VYzULzZo/6FWMrqH+2n/0csxS6F1mgtYruYUVLfrwU24QnbHprJdOlPxsldxnOus1zWS9s8V4srykt2VtN8qleMP+vCivT3NqFuIZPVBcZzJ3bZxwrUBCr5FETykUh/sYj5HFXYcTPZFAAEEEEhFgNA6FVYOigACCCAwagH1ttVferPWfqKbm89Vsxpzr6A6fF5ZCQg7zUWWAneF1tpmF2qjvh2v9v69HINFxBSQqpJaFb66l9NaxC0r16QemowqtA5PYhAwqr1AoZCzy2cWvVyIMUsPmbJWFd5+UydZJd4eYC9VWwsjJ/Gtiigfhln5PIhyLqvts1ow7yrhi3nTPU4bkUGleT0CCCCAQL8ChNb9yvE6BBBAAAHvBHxdSDEJKB8XhYoTVLcbHLBtyi7cuZAEzVCPoXPetH7Cdu7xv92ALwFnnPBfFX7rJlsLuiXZ/qPXRZKVkMq3OVWwtf/WKbcApnoVBwuqdut/3Wsekv65vIqF/NUWB0z6fZI4XpaqwtvPN837p1OArT7rtbqaWqSzqd/2VLkQ6Zsg6Ywg/aPqz7Jt05ORK/vVB1uL3ZZLeRdmsyGAAAIIIDAMAULrYSjzHggggAACqQhoIUW1+1Bgot6MF+/K5teqo+D48pfoQYLq8HkO+lXyKGZp7JNmOJP0eH2uMg0vfDiM9h+9bLMyrz5WzwcVtgqwN5SLpnBLm6pj2/tf95qHpH+epR70Pt+vveZlWA/z9Fmh3st6sKVN38DQ/wMk/ZDEx4fEveYg7s8Hud6Cb8LoISN9sOPKsz8CCCCAQBwBQus4WuyLAAIIIDBygW4LKa71/pMKBbZsGM2CYkkF1eGLJ0s9utsv+qxUifez2OGwbnBdU1unJ93bBe0/FHIO6+v/7edJaN3fzHfrw9xeHbuwWDdVx6bV3qXb6H3u694+5iwF7O1jHyQA7e/KMxeWhgNsXV/6dkYSAbbv7bj6NQu/Tg/69XmrxWwH2fQZMDVRdHOhX/l8bpDD8VoEEEAAAQRWCBBac0EggAACCHgvUK01rKKFFBdrVu3yleAsh6BRJ2CYYWkaQXX4PLdMT9hCpW6Vaj3q6XuzX1YekPTqGz0K0KD9R6nQCjYum1kcWVAdPv+sLILnW6V1lLA/aHsxUci74DqpYDHK9Zul8FEhoh7KqsVK1rZRX5fBIqGq8k+iTc0+myZt19xSqi1IRj3HaZ2j5kA9sNVKRP8fwYYAAggggMAgAoTWg+jxWgQQQACB1ATi9qfWX/ibzaaXi84lhZTWXzKD8aUdVIcdRh1yDDInmocrZpe8CFtXO49hfWW/l2XQ/mOiVLClat2FctV6w3ZsKkfup9rrPZL4uVrWXLLb7xZDum9alel+BJtxFg/UgwG1dShPtIJFVXimvbieQuvKoh56+uG12nWapbG2n4dPDweSCLCz8mCy38893YvB512a336gjUi/M8TrEEAAAQQCAUJrrgUEEEAAAS8E1J9aX+tVFZ56VMZtE+BLz+c0MdOoTh5mUB22ydICae1zmpWq/jiBYtLXrd5bFXfTU62voKv3bHv7D99CYt/G02lOfAut+30wEgSLaomhBxiVJVUY1xJvH5KVe1VzrbHO7M1mdW/aD1T7/Xxqf1ASLBSqa65bWBvl2wP9jseX142i3VjQRkQPrfQgkzYivlwNjAMBBBDwW4DQ2u/5YXQIIIDAmhYI+lMHXxkf5GRH8ZewQcbbz2uT6kE5qqA6fM4+tq6IOidpPDyI+t5x9htFy4ug/YeCH1VVzy7Uuj6AGma7myhuhNZRlFbuk8R9HPS/VkuBWqNhs/O1RPoSa6RZ+VaExprVxWmzMvb2AFvV9/OV1rc+wgH2ODwA18OiUjFnu+eq8W/6BF6huSgVW21E9IsAOwFUDoEAAgisUQFC6zU6sZwWAggg4KuAgmpVUgcV1UmOc61/pXeQxa58CKrDc53lhwxZ6j07jGC4vf2HqmajtGMYxtjifL5kIbT2qQ2DbJNc7FNB1mSxYOunCon0Jc5KmBpco/rz6+Jdfren6XQ/Ba0msjT2TgG2vgmiB+hqYaOHbnvmRxPoxvnM6ndffY5Ua4Mvwtjv+4dfp+ue0DoJSY6BAAIIrE0BQuu1Oa+cFQIIIOCVgPpTK8hS5WW3hRSTGHCWvgrez/nGrWr0LagOn3MWg45g/Fnqx51WEBZu/6Fe8nOVq7f/6HWNpzW2Xu/b7eeE1vHlBnmQttq7hUNF7adAUddY3P67vl1j3c55FN+KiD/bnV+R9XYarbYVBdO3RIr5vOm/9VB9Zr4a+3pLyjTt4/jSzkXXzr5bymmfLsdHAAEEEMiwAKF1hiePoSOAAAI+C8RdSDGJc0mqfUYSY0njGFGCXp+D6naTrFbGZ6kft4LYS2cqiYUvCnbKE61K2F7tP3rdA76FxL6Np5Ofb5XWaYXW4XPXw7rJUt6C/tcLi3VXERslwM5KaD3K/vO97tNeP19L7TSChweNZtPyuZxrV5NWv/Vermn9PMr/R6T13u3H1T29aX1pWG/H+yCAAAIIZFCA0DqDk8aQEUAAAR8FtJCi2n64sDpioJD0eQSB2q7ZpaQP7c3xOgW9WQqqw5BZXXhMIdr6qaJl4TpLoqevrq8N5aJNlAouqI7a/qPXTeNbD9+shNaVxWjtV3r5J/FzhdYKXNW7fBhbcO9NFPLuzxlVxGoB305bliqAs/SZ0il4XEvtNII/Y3Weeji3rlwwBfNpLhg6jHsneA9dawqKL5tZHObbdnyvLRsmXIU7GwIIIIAAAt0ECK25NhBAAAEE+hYIFlKcX6y5wHrUW5b7JEe1C1qgqBJMvTdV9ar2DPOLrQCn3mhGPdTI99OChnsXklt0bVgnFLdNy7DG1el9+n0wkET7j17nTWjdS+jqP1eltRaP6xbUxj/iYK8YVauc9p7Eeys1F2LX6ld9/mWpenkYFeuDzXT3V6+lbzh1e9DhFg5cIwG2qpt9eciwY3PZ9P9tbAgggAACCBBacw0ggAACCCQiUK01XGAyX6ml2p+638H6trhbv+fR6XVBKF8q5k3zkMWgOnxeWQ07shSGxe3z3t7+Q32Ew0FgktezxrZ7bsmbBy1ZaCXhY2it52QKjUe1KVDUNwH0EC/czkEh4/S6ku3cM/qK0l42ChLzORtaxXqv8cT5uR4+LlTqkRZfjXPcUewbtdWJHlzqgbEeNgQV2Fl5aOxLiyHdt/tvnRrFNPOeCCCAAAIZEqDSOkOTxVARQACBUQkECylm4S9laocws7fqTSXioHPW3vpDldQKEffMVwc99Mhfn+WgJgsBpyY4SsgZbv+hAGZYAZRvoXUWHnj59u0EVVrrM0kP0HzYwmGiel4v1RvuwUiU/tejHL8e4OmbS744xrFIogVRnPdLc99+qpDbA2wtGqp59PVbT758w0Wh/9bpiTSnk2MjgAACCKwBAULrNTCJnAICCCCQhoACav1S2w9f//LV6bw3ry/ZYq1hWqwrq9tqPaqjVoJl4dyzfC5ZCDiD0DoIUcLXRND+QxWq2lRRrf2Gea/HrQJP+5rOwpz6ZuZL1Wb7tRFUXyuE1BZ8K8WXtirt45WjT73K49xrWV1Qt+P/P2wouc/Bfh8edAqw9f9Qvlx3Pi3CqL7awf0Z53pjXwQQQACB8RIgtB6v+eZsEUAAga4CQX/qYHGrrFL1Uynlw7lGXUxxLfXtzlJv6PZrxJdqtV7Xriphw+0bggcFap2gRRXTbP/Ra2y+BbCE1r1m7Oo/9zlsDb7JoWu81f8/b8V83rQGg37Pp+rrfnvPx5+xZF+hEHTHprJdsruS7IFHdDRVje+aW0qkJZL+fJss5d2113pw0lr7Y5QBduvP3KLt3DP6xaq3b5o0jYcNAQQQQACB1QQIrbk+EEAAgTEW8G0hxSSmIktBaNSgut0lC+FalLnMcuCRlZBJobWqqrVNlIL+q3UvvokQpXVJlOsoqX2ycF/5dt35Nofha6H9gY27B64MEhVoB72IFSaOOsDOykOw9nttLT1E1bmlVTXeHmAHxQHDDrB9eagfVHznr/yzKanPcI6DAAIIILD2BAit196cckYIIIDAqgLBAn6qsqzWm2tOy6evv3bC7TeoDh8ryWqwUV8AWQgKOxn51lu4fYxB+4/pqZL70exCdejtP3pdW74Fnlm4Fn3rA+5btXz4muvVukRB4rpywSaLBVus1W2+Uh9ZFWxWeuS339NaiHCilLfdc9lfY0Gfmds3TqZeNa73Cdz0jZdhtq7pdU/0+sxO6ue6ZmTNhgACCCCAQC8BQuteQvwcAQQQWAMCWkhRPZ6z1p+6X3rfQt0kguqwhe+BaZx5y+oiXr785b/dur39h3pUFwo5L0Ml3wwJrePcua19fQvR20PrKH2i9aAzaB+iEHFvZbhtHLL8jZMsL6bb7bNz1+zwWmcMO8D2paJf1416WrMhgAACCCDQS4DQupcQP0cAAQQyKNBoNF3F2GSpYJfurgx1cTUfuBTqLlTqVqmObjHGpIPqsOvGdSU3pwpXsr75XKm5mm2n1gOjmgsFHxpPp/YfQTWpj5WQvoXWCnR8783r20Me38YTvgf7+WwJFnAsTxSs0WxaZUmL8qXbPkT379bpCbtsZnFUHyF9v69v93DfJ2LmFgXUXOyZH03VePvDk6ACW21skmhf49O30HS96x5jQwABBBBAoJcAoXUvIX6OAAIIZEhA1dTBYj8atv7SvnehNtLwdhR8o/rLZ5pBddhRXy0uFvIj+8t1knOa1dBj1BWGQfuPDeWi5XK5ru0/fO7xrqBdD18UzviwZSG09qVSMpgv38YTvo4GDdR17yhY0+etgsPZ+Zr7ZxIBYnicep/1U0UbZoVvUvfbWvrWj09/FrUH2HoAr/Y1g1x/Pi3CqHY49LNO6i7kOAgggMDaFiC0Xtvzy9khgMCYCezcs+hagASbQiEFWqOqHBoV/zCDOlfJ6vp6FqzZbAVwlaV6qtXtwzy/tOdQ16i22YVsVY2rDUd5cvi9XN37TuTd9aa+9LreVlvMSw9SNq2fMH02+Lb5VK0uG0Lr+FeIz2ZJBeoKENU2ZHpd0f0z6R7EWe4LnZRx/Csv+Vf41lYsOMP2AHux1rDFpbppMcc4D1BG9TC/fab0wHXfLeXkJ5AjIoAAAgisSQFC6zU5rZwUAgiMq4CCv9nQV1vXUrgZZ07T/hrsKILq8PmnfX5xrAfdN6uBzTDvrXD7j1Zlcs31qI+y+dx6wLcHFj4HsMFc+xISTv/pBCvN/c4mS3m77LonWG36IDfE4uzvbOqiM9zPKvscbs3itPv9hf0fHuVyTXSfNBY3DAeIxbwC7JrNVQZrHzLqb20Mgp6FPvBRz0/Xi9oDxQmCox47qf10/U1NFGxK37bK563WaLg/C6IE2KqKV9g96m+2qH+8qtrZEEAAAQQQiCJAaB1FiX0QQACBjAhowcWde65aREh/wdl/65RduHMhI2eQ3DB3bC676lKFfElsow6q288hC3/BjuI+zPA3ynii7pN2BXPU9h+9xuvzIm++hXVZCa1H3Xc7CKx17al9hr5ZcsVtznSX4tafH+H+mavNWmnvH60+eYDVywdYdcNBNnvjE3tdron+PI3QOjxAfQYoQNR1rLYN/fa/1hoFtbp6Z0d7EJUo0gAH02fU9o2T3veBj3KKWTyXcICtbwD0ugZ9eeClBRh1z7AhgAACCCAQRYDQOooS+yCAAAIZEdACjBfvqqwYbT+LUWXkdFcdZhKLMfoWVIdPeK3Mq4KfLRuytwhZWmFwcM0FYWCv9h9R7lVfqyFVZa+wyJfWMGmG1qqMVIWhWroMUpmb5hg7XUuqnFbVtEJnVVPrv7efdz+3a6MwbYUtN3UtqRRaq8Jav7QV5/5o+frscmit39tzoxOXK7KjXLeD7DPsEDLof60Qe6necGtJrNa2J3xuqjqtLDYyt/aEWhVNlQuZ7MXdfm1l/VyCFjbrygXTubQH2D59O0ttWErF/CC3N69FAAEEEBgjAULrMZpsThUBBMZD4LLdFavWr6ouVhWXqo33VrLVM3jQ2eq39YDPQfVaCDo6zauvoWqvazCpcQ/S/qPXGPXztCtOo4yh0z6+LSjaKxA++bVF+8PvW2HLcS+v2k1utvq3OIJq+emp0nL/cbXTCCpztbBf1GAz8Os1xn7notPrwiF0EDpv/PMJVqhcaIXFC83qc5Zv6Js9DZvf70hb3OfwVUNrtQgJQvC0A+xRtcVpr36N0v9aDyBn9i5ZLfTndpLzmNaxfLt/BzlPX/o9D3IOwWs7Bdj1etNy+dzIHzAE3/5L4jw5BgIIIIDAeAgQWo/HPHOWCCAwRgIze6srAmpV3ayfKnq5EFua0xKnciorQXXYy7fWCoPMpYK4S2f87iXa6fwGGXcQaKr6Vv+uh0ppLeA5yDgHmdder/Wtn/lqgfAXPluwL3yuYHOzZnNzOXdqb3/XUsfgOvx5ojnV3La3KWq1xWkt7KefR62+HuYDiKDVR/s8XnbBlH3/fZst16jYjmtebIcd9T2zXN7qE/u53tWqzFZ7EIXbtQ0HuperUlu/H97SDK59aDukgG5DuehaqDSaTVuqNjrOsy9tG3rdr+0/X0sPxFXtrvnJWouWKHOme0EtOVTdrBZyamOT1p81vcYzUcq7ljJsCCCAAAIIRBUgtI4qxX4IIIBARgRcf9HZq/paKxDT1zHb24Zk5HT6HqbOWxVsl+5e2S4lOGAWg+owRpxQvm/EIb0wq61OdF/pXovTNz2N9h+9pqmfcfY6ZhI/1zVcnszb7rlqEocb+BirhdaPP3rCBdZ/+fNVX2u/9W0advrHW5+1CigVTqqqOs5imUGwGbX6OqnqoM5KiwAAIABJREFU/ihYnUJrBdbf+9C1zOoVy9f36Mzt5oeebze/4/nWzE/axXe/ePnQQVV18BtB65DgvxVwp7VAo2/XVtA+RA9q1LohvHjeMB9ERJn3qPuspaBXn5G75rJX7R51roJ2aXp4os+p4DoMgvo4f4ZFfc9O+02vK1nwLbhBjsNrEUAAAQTGR4DQenzmmjNFAIExEdCCTpfuXlxxtmv9L2TdprZ9scKsB9Xh88xqL+hOc5VE//FR3N5Rw/a023/0Ondf2w+4+7Fc8Cq0vrzL4q2qtD7tlKJdfFGrylqbQuuHHdGwxzw656oYq7WG68/dbwAUpfp6mKF1e3sQBcy/+9517B8f/qzlanssZ62WUzc/9Pet0Lqw3i4+7N8dL0cF2GotEt7SDK19q+IPn3cwz8V83haW6m4xx1EvrtnrM6TTz9fS/1eslYWNo/6/kPYLP0hpNs3mF2uuP33clkVxrp3tmybd+7IhgAACCCAQVYDQOqoU+yGAAAIZEmjva715fckWa63qrnHaFNap8rxUyNlEqWDNZtN9/XdUX41N2n6YAVbSYw8fL6tfM19tAbWg8jZo/7GwWHPXXr+B5iD+UcP1Qd6jn9cqvFDrol2hb4b0c5ykXhO0aTjp1YXl3tU3uWnDjntFK5x93jElO+fsgvv3Aw9s2qZNOXvEUWb3f3DVtRZIam71kEOhq1u4sW1Rv2H2tNZ5hqujFTJfcf5l9qsXvN4Z5BoLlmtW7eaH/s4OuvO/7IqDz7SlLXfoOh3TfzphuUVIsLCjdk6j2joL7ZOCKntVn2oRZbWJGdVnRD/30FoJeoe9aGc/1oO8Jsr56bNY/fb1maMtrQBb10w+f9WDv0HOi9cigAACCIyHAKH1eMwzZ4kAAmMmsHtuaUVvxqnJgvtKqC/hUNrTEa6o1nul2S847XNZ7fhrpdItq4tgdQrbR9H+o9c1qHB9vlJPtYKu1xg6/dyHvsPhcSkQ/r+fLNlJr24FN8H24IfW7cEPq7ve4298Xcn+9Ie8CxlvdGDDXvzy9FqbKNScLGpNglZQrl606pE8yqpctQzZ/Zu/2dmfaIXTB91jt93sjn+3yw79YaxLoD3Anr3xibFe32tntSBoNFuf/T5vwYObPXur7kFF0CZGc63gUBWwPm66NnW/rIW2Y2up1VanayXu+YUDbM1zlMVEo1yjKh7YZ3M5yq7sgwACCCCAwLIAoTUXAwIIILAGBVRRrf6MwaZWElunu/d3XgsEnVp/6Ly08M9aDevVVmPvQs27MDLu9eRbxW3U8Qe9OfWXeoVNejAU9DNWNb8vgZOvvWf1ubRp/YQ3i8QqhHv/6TX77GdWfn39iCMb9uijW9/W0Lx+9GMNO/AmjY6LMEa9duLuF3yVf8NU0eYWWot2pvk1/k7jC9qFTMyc536cq8+Z5YpWm7q+7brF+6w2fZCpjYo2hfzdtva2I9ov6VYhvl7z7Sad2pgEc622IbVGw2bn/fuMX0vtqbL60DTqZ8gg32QKvvWh/4/SorGDBNhy1oKQbAgggAACCMQRILSOo8W+CCCAQEYE1Fv1spmVfa31tUz9XlJfYfeBoleP6rX0F+tO3oP8ZdSH+QvG4Ft4GcVGFWhadE9BtQvdRtj+o9d4Fa63wnS/2gMpENm8wa/QOlxpvXcu5xZePPAmTZvdY/bIx1Tt0Y9rGSqc7RTM/uH8nGstslpo22u+uv1c19yOTWWbq9SsPNEK1tOoyO1WBR30pc7VZq00+yvLNRatMbHdqtO3Mv3eV/78FHfu37ngKAu3VWk/n2GF1pXFhlWqfl3z7RartTHRfCu41jelBg0M+73mur3Ot4UuBzm/rDzg6Pcct23Uw+36wPfCoAH2lg0T7lpmQwABBBBAII4AoXUcLfZFAAEEMiRwya7KioA6q4vdtZP3Cqrb918rfTc7XXqq0isW8rZnPr0WBcO45LP0VfPg+ltXLrpFq7Tt3LPyAdEwzOK8R1ARrkUCfdoUgmydnrjaA7ZRjVHtdmb2Vu3vfy3aq07I2x9+b7Zj34YLrisVs8XFnN3lbnWbmzXbMN0aZTicPfm1xeVe2PrZcS+vJlqN3d6bNlyRqwX9Bqm+VpC87l8fsHr5ACvN/s4apS3u/Ep7fmm5Zs399+K2u1l98gDXl1rV1rlGxerrrm/1/JQ1Lv+N/eZft7ZmrmgX7DnEPvjLky1oq9I+n50WZdxzoxNdpXZSm6993NvPTw8etXhyrwdKQf9rVbxqUw91PbwY1bc51lJ18lpps9Xt3knj/4F0Par/tR6e6YGKHg6pBVW13uh6Te7YXDY9oGZDAAEEEEAgjgChdRwt9kUAAQQyJHDF7JILMYIty3/JjBtUh6cpK+FFP5eWbz2B+zmH4DX6i7Wv/VEVFnZq/6G/rGsRNd9Daz3c0Dn4GFpv3zg50h7NwfWnCsBNWhCvaTa70FpY8TGPLNnFF+Xs7xfkXGCtrVBoWrFododDWw8stJ3+8VYrpscfPbHiFlit2rjbvRJUauvn7dXa3RZUCwIkzXOj2XRVlYu16O1pltt+7P6x5eoLZs2aNUtbXPW0gmm35XLWyK+3pSuD66mLPmG5wpX9aZd2WqU65UJrbQquj//et7qG1tpHwbXCb23hRRkH+QwJv1ZBpP4M9P2bRast5trNInhYoflWSKh2YHpoMcwAO2rYntR8pnmcNELdNMcb59hRFmGMc7xO+0YJsLXP/lunBn0rXo8AAgggMIYChNZjOOmcMgIIjIeAFqBS1WCw6S+66ifY3jbEV41BgurwOa2VFhrd/rK4VhbD8q3aTX/JVusPVZPpL/56AKR7KhyC+VYp3O1e7tQ315f7XtfvqBYW1PxpjvVAYqlat1IxvyLoVOX0OWcX7I9/aFW3KrCu13M2Odm07dubViyZC7DfddqSq6huD631miDQjuL94x/m7dGPmHDvsW170+5zeN1e+4arPsOjXG9Bf/jJYt5dr1GqcbW4YmnPryxfvdys2bCc1a2ZmzRrVi3XvPLBZy5nTctbMz9hVtjgTidX3WVW3GBWm7VmYZ2d9+dbLp/mK75/TuKV5lEMg310XV2+x/92WHqoOrN3yWr1/lZcDOZ7opB3wfUg1fZxfNfKN7eGEerGcU1632F/9rcH2MFDFZ2XWkGxIYAAAgggEFeA0DquGPsjgAACGRHo1tdaAdEwK7LicCUVVIffUxWUCnB2hwL8OGPyfd+1UiXmS0V8cA0qzFQApK/tr7bgnc8V4sG1686pXLDdc/61kRlFaB3+nAk/jNA1uHtuZXXuK15SsjPPKFitZrZhg7k2IYWC2d69ORUfuyB7v/2a9n/nLlp7e5Bu7TE6faaowvrwe0xarZazfN7cLwXX5/36ykpnheYxeoAH7SQUyCs4Wm0xP/WwXv+v97ge1W5rBlXkzatCa1dBXWiF1vmy5ep7W/vmJ80aVRdw1+oFq9fzNmfXtl9f/5fLrVGCquo0Kqq7fT5n4b7U2JMK19vDQj2wUIjdbxje68+9pMbd633S/rl6c0+VC2t2seZRPrRf0ZO9WLA8nUHSvpw5PgIIILAmBQit1+S0clIIIIBAS+CiKxZWBNS+BIPh+UkjqG4/fpYqzONeuz7Oadxz0P6j/Lp5sMDU1GSwYGHNBdZRHu5kIRzzuY3MAdum7MKdC/1cMrFeE1TOa/HM1qKUNddWIbx1Cq31cwXKp53S6le9YUPT9bP+v+/lXZV1+coOGS88rrVIoxZoDLY4izGqSvvb37zqtUFwfcGFV9nECa3bPwOn1xVd79lu1dc7vncLyy9d5ELqZmG9Wa7o2nwUFi9SXO0O18xPWbM4bY38lBWWLm69hUJrtRTJFV1wbbmS1Sd22ML+D3e/Jnb/2Nb/6wPWKE671ybdu7rbRZCF+1JjT2OcwedZ8MAijcU60xh3rBs6oZ2z3DYtCoEWYVztgVWUYySxz/ZNk6Y/h9gQQAABBBCIK0BoHVeM/RFAAIEMCajXbrBYnIbty4JsaQfV7VM0rGBsFJdGPz1RRzHOXu857Guzvf2H2kOo53PcHrhZqDjU4leb1k942Xs77XtTAZ6uLbX+0LdPVpvjbqF1cO0qvD75pJLrcf3vf+Vc5XWwPf2Ymj39WfEXugyqs3/587zt3LmyFPGOd6rbpz7b6petrd/QOnj9atXXqrZWj+lC5UK3e2X7PVvV1/W9lruy8rqZn7TFbYe5RRjV9zpYiDGv1yi0Dm3V9Qdaae8fLVebcRXaaimytOkQt8cVtzlzxb7Be+s36+Vr28zN3trr42LVn2el5YPmY8emdNvjtPe/VoC52mJ5UeCz4hvlXPTnp/rX91oIM8qxfNzHh29iBQst5ym19vESYUwIIICA9wKE1t5PEQNEAAEE+hfo1Nd6VAvHDTuoDqv51i+5/xm9+itVKaa/C/q2yF7cc9TXtMuT+dRbWMRt/9HrPLJQ6R6lF3Kv80zr52m1B1FbIPUj/+xncvazXzTsxgc27AEPWT1Uvugfk/aylzddhX2nRRSDntVzs2a//EWralDBtaqv1R4k7qaq7C98rlVdrdC6WjWbm8tZvW62ZWvTPvP5xeUWG9onyYr51rFWVl+XLzzDjUVtPBRgb/7t069aiPHKBRbnrvt808KN+douy+VLVt1wM7eootuaNdc6pFGYtnz1slYbkdrMlSw5q627odWnru2Orwpshdr1yQPcgo/18gHuv9VqJFeftWZxoy1t+R+74uBPxWV14f7W6Qnv128Y5jgVHE4WC7Z+quAq7hXS9tv/Wg/B9P8Ru2aveqASe5I8ecFa/n8DXx4uTJTypgV32RBAAAEEEOhHgNC6HzVegwACCGREYLFat517rvqLZVDxcvGuq/qkpnkqowyqw+elRaP0F/T2dgBpnvuwjr1WenImGci124cX3AtaQ6i6Lm5Vdac51bW1d6G2at/rYV0L3d5nGBWd/Z5jEqF10JLjYf+fvfOAj6O6t/+ZmW2SVl1yt3GXO7axjTElhgTnpdAhLkAIIST5p9LyYjoGU957kBACCYSeAIbQSeCRkJgaAzYuIGO54W7Zlm21Xa22zcz/nTua1WotWStpJe0q934+/ljaafeemZ3Vnnvm+7vAaFFY8dxzFBhx9e3aY0x//xJPLIVKY3rceBMzZhnCwE4stMjlhw4pWLBIx9zTdMx03CSMXrZkERjxpjX3R/wI2dlEjoweYwgMSXwhx8T3iD1uu3+dOQc0ILOaCo6GdaPFtTzwrcJmzrUwrVVEvVOEwcxEtqYpMEPViHqGibEzlc00Ns1mh38TVN0nDGnFtAx9Q/PCcBQimjvRSmuLF4PC3IbuF2lsFoNkwUeQn+3IR7hgdoeN6+68l3RG47a2sYso9rT5G8+/dqg0sJMr2GmPo6eL+6VS88R9pUMSubvGly7niRPrRLTJJhWQCkgFpAJSgc4oIE3rzqgmt5EKSAWkAhmkQCIvlsmiuoZIt5ls6WJUx5+ivsytpOlU6E3/VGF7b5nuSB3aaVvuu7P4j/b63Zss7vb6Fr88XRm0ncWrENVBk5es6dxcoCAfmDJFwfU36YLbzAkJOxkdr0O8CZyoX7xpzeQz29TpVlHCxddHBBrEbjSZmYomFmRawbOYVvhci90lIjBaO1c2bsRetn8fkSMWM9tu8UZ7vMnZlaKPrfWlGZdjJb/JQc59vRhKtAEKqIEiGNdR70RhWrMJRu3hlTHsh71fjr145VfhqltpYURMQxRwjOaMhxaqFOvHTOumjQRGxJF/hGnN7Wlcs9mc7Pau+556aqO9frS3PB1MRZ5Dt1NFR/jXxO1wMojvs0xu6ZJE7i4Ne7MIY/yY+NQDCxvLJhWQCkgFpAJSgc4oIE3rzqgmt5EKSAWkAhmkQCLXuju+yKSjUR1/ijIledfZy6q7ucCd7VdHt0vFOFKN/2hvDD3N4m6vP20tT1fTmpNo1b7wUVPv8eaubeKef6YLn69XEQopyMkBJkwwkJVjIt7kTTStW0N+xOu14FwPNlYAwSBE4nn0GBMDBlpRbe6X29O4pmFNg3n0WGvZqSOexZXnPtNC+mQNVnts3Dcbjfj4RrOcKW82cW17NIHQ6agh35HrJsZBXn0J1N0045sKMSoO6K6Bgl9N49qVlQ+jtgLkV8c327QWTOtItVXUkbiP/BkigR31lrUwrbm9I7ANihlpWl+zONiqRxR/jOQdG9t9Min2dDCDk9E73dBO9qSIS1MRiuoIBPVWJ7f7Cge6rzyl1Na11t0BhWSuca7Dzx7Js05WLbmeVEAqIBWQCiQqIE1reU1IBaQCUoE+rgBT1fGJqFR9UUt3ozr+tPY0FqWnL6m+wuXsbOo2Hv9hmib8wagorpUK/Ed75zJTUvzUtqouKHjN6dSSLX5o95mlCgMBBZs3qcJc5j+2UaMNDBna0rSOTyMTU3HL91/DMV++oM3hx5vWwaCCklITw4dbmI54Mzwe68Gd0bReeMKymMHN146WtI434Wl+X3RJFBddoot+/cdpbmGIC7NnoIk3lzezsnvKtLYFyq+4Ctl7HodiWIgpJq1NR67FrlYcUEb/ALXOMsG4tptt1hetOV+8JDAioUqxDYssGo5ckZy2mdY0rPm7b+wSsZ/sXQ9ZmBWysdUsgRKJb8lMBqSbGdzWBZeuT2nE40PIv+bfDyzoHI5aEyt95fMmU+7dnb1fpwP6hJ/N/Qs9nR2C3E4qIBWQCkgFpAKQprW8CKQCUgGpQB9XIJFrzS8R/NLZGa51JhnViae1r3zRbu1yzYRigMm8zTo6jp7Af7TX70xBESSTaG5vrN2xvD3T2jaIed/iPxpqNbUmNm9SRBqaiA6+dsxwA8NHmALjYSeT7f7uffUWTB66Ptb9ttK6xINEdQMrP1bFftkKCkyBCInfb6JpzfWevPpaFOJzKJEaaKEqYe7SjK2b8KsjZLNT0izmWFerQNNMDBhg4ptn6SJpzSS3jQhJxIPYSevEPrQ27q6erwH/HBBjWtO4ZvpZ0XJgam5RbBFnbMGBWmvWgIYzDWW75W6+Ocb4pnGthg/CZHLakYtgyenCpLYbCznaPHAWabSNar6et+XmFsNIxrTOFHwFE8vBkIFgxJqwSMfG95bX4xBFTaOGIbAx/D0dJ8A6ql9fSYy3Nu50wYbxuqHOskkFpAJSAamAVKCzCkjTurPKye2kAlIBqUCGKGAY5hEGdb8CD6p9IUT19mOXmWxUx58iFsxrDOppbRB09pLqDuRLZ/vSle2SOUeJ+A+aKL1p+mQKeobmcF1DOKn3fFfOYUe3PdpEBU3q7VsduP1WDbyPMTlPli5RGo8/4kBjowLDCn9iyBADZ5+nY/ENR3J27dSv3Tcao/Gmqf06k9Y7tgP791tGuKqaKC01xT657/gWn+KeNKQcd8y/XhQdJMfZ1HJEEpntF6+/gPJ9c8TPtrF86fwQ9u3VsX1nDsK6lULMz7dQJDaOxD5WvGlN7MUrL2l45hlLAxaKZOtKIca2zhdN6PwNP2thWnNdw1UqtCHjWjlvP6rrwwIl0VqC3zauaVpbZv5ewcc2FTfqyu6A6SwUh+ex7MKNNMP9w38ilvE8cVm8od3aeUscQ6aYken6nmzrmrDvvdkeBzgZ3tCot3nuO3of6I31+/JEdrogcliAkYl22aQCUgGpgFRAKtBZBaRp3Vnl5HZSAamAVCCDFDhYG0QkzqCmORgM62gMtZ7w6itGdfwpYvpOURTUByIZdOaS62pfecy5rYQkzUuXU0VulhM9jf9o7wykS6KtvX52NMXe3v5Stby1fsXff3if+tNTBl5+0SrkZZu1i69xCtNa12kuA/36m5g0uWUi2u5jomnN1+PxHU89qeGJRx3YuUNFY6O1ldttigKPbLcsjRxhWvN1Yj7YZjpuErgLR2ArtPCBJoxGAZZ9cA6eWnM1dh4eBYcDosjiK0+vxaULDeypKhb/dMOBsiHbMW1EOQYPNfHB9m9YCA4Ae3YrYkxzT7MM+b+84sBrLzsQacI0cJ2nHlzbako5FednwNvDASMYK6ZIxIfpLBK7rh99I/Km/BgR3YCNkCCWpzXzuqD8cmRVLmMpx1i3iBoJlZxu4UMatwkciCjaqAcEQiSSP9M6zpglRyBC2htbJiSYOYbO4pDaG393LrcL5hI7lpvtEOc+ENLF3xM2PqQ7j5/KfacDPiOV44nfF98DkajZ68UyGZDgZ6RsUgGpgFRAKiAV6KwC0rTurHJyO6mAVEAqkEEKJHKtiVVwO1TUNjQbuH3RqI4/RZmSiO3MZdVXxsZ0mENTYxML6YD/aO98MHXaL98TwyS0t35vLaeJ0VZhtd7qE49r94vmp8eliYkJJqoDoWibk2pEY9xyg1PwrFmIkY0m8+w5Rgv2tD2u0hVzLK4yk8JaLqqnPRszQrmvu+9yYO9eVSSIiRxh0zQr/cy2rqIJnN2GUDTFXXWfCINX/T92NhtRGmfe/Sq2HCjD9oOjmvZpYvmjvwOxF8+8NRdPvjkP2a4GXHzy0zChYP5p76I2egxe2n0v2K+huetjWBPX+AswcRJamNZMdi+a9QfMP/XdWM+OxtLu6HnO33AVsg68FNONJnO4cDaydz8qjHVXyRTUK4MBZy5y3A5oIxcJE9sXiLYwMPu9Ox6O4K4Wh6dpTca1Gq2BGqmBqbAApQnFtKLz1E93DxGJ+HjsSDJj4KRsQ2PLPiSzXU+vk67FUY+mQ2JNjHj+tUOlgR0VNQXSjZ2fOCaa7yV57rS/b3f2mkyHFDmvjYFFWZ0dgtxOKiAVkApIBaQCQgFpWssLQSogFZAK/BsowBRUtc8qpsVmp0NpZluPkWoiwWonpnqigF1Py96XizH2lbFZ5rsDum6Ka5IGWCYgXQYVZ6HycFNEt6cv7CSPl67IBPZLU1WoCkSC2NcYbbeAJhPOC85zC4PZ57NM69J+VtI6Hqch7nVNXGQmetmY4g0MvSxmhJIvvW6Niro6MrOjMA0DDs2AomkYPlLD3NMs5AiPSTQHG49Bbra9b4G2CO+zihPqDTHjdfFzd+KRd34IXzA/dpbGH7MDHz3wY/H7Ay99Azc//m3kZ9dDNzQ4HTqG99uDA4FR8AecuGTOQzh14nsCgcKk9rMHXkblXjWGeFGDlVi66E5MGrEztv9kmM9JXjJitcQiizbyg/ccd3gPDN926NmjoHsGCZxHaMJtsQQuC/jRwCz51xw4GipiBR25X1HUkXgQpqsjtQIb0rIpMFUX6sbdLc5XR1q68tvjx5Apk12Juh/tqR7ev91OVeAgeO8muokmdjoa2KkqSN2R67Kn1rX/HiBvvje159NRnBiQTSogFZAKSAWkAl1RQJrWXVFPbisVkApIBTJEARYXq6oNid7GcynJtKaxQFO7LxrViaenLz8OnMlji8d/0LysC0QQjhgZc03yMf90L0xG9IqVYE6Pom92ip4ml78xKu5DHbkHfbJSBQ3nQAAwDAUOh4mSElOYyWRHB52PYITiQ0FoFwpDLVO+8cYu97F1s4Kaah2q3iBuGQOKDmNa2Q7MOf9kgeWgYX3X7S2LifEYc4LnxW4xrup3oBgRgIlhUwcUJxr1XHz/wV/hjXVnoC6QJ9LbRbn1+Oudi+ELZONr/3knFFjng6a119OAfvmHcbC+ECP7f4GinBrMGLka5896HoMLK1F++Ku4762r0eiZKLaZPHAFbl90V4vbXKpN68R7qI1aYTraVfexWGwqTuiuASK9bie97QJ+gmf77plAXTmUxr3W7mhYKyoU6sRkNfnfRijBuO68aZ0J2A0bs3GwzvpczpSWbP0E8XeGh090aQjrRtol3/sKUqu16yZdkFWSZ50p72rZT6mAVEAqkN4KSNM6vc+P7J1UQCogFUiZAjSr+EXSTlR7XKoopNSbRexSNrgkd5SuXN8ku3/U1TJxbIn4D16jRbmuIwqHpkKf7txHJhRUo2nNxiRzbzUadUSA0DAKR3RhoPN3Tqq1Z6bHFz60CxrScGbbv08R/9imTjcwf9IVKBv3FziyrPT75IJRcKiOGLrDP+KKWNLaNqR9+/eh/nADvvflJ1FaFMD5X9si1uE/ojrslLWtHdPW3x1xTkxKojqCVduw9MX/xLrtE3HRl/6MhSe9gvc3zMJ3H3wQ1f5ilHj3I6R74XCq6J+3F5/vHC3Mav4zTQVZrka4nTQxVQws2IvBRXsxd/zb+O6XHhfoksONg1EfGYQR37o5xrG2UR3sSFsFJu1O2uMgF9xOi3f0WrCT1jTpVb0R7BhNa+I8wkVzW7DC7X17DzyP3IpfsHQjTJiIugaJRYJlbUabEuo8V8SDWCY+cSmmqwSHZrzeYaZ1JmA3+Fmck+VATdwTUB09F72xfjLFcuP7FY8PSSf+dbo+eZKKc5ouhnxJvlv8zSmbVEAqIBWQCkgFuqKANK27op7cViogFZAKZJACTFMTB2KnGdPli01PSpgOxl13jbejZkJ39aO9/TIF5vU42sR/ZGJiPBMmDIgBomncG6Z1PC+fZnU8AiSZBHi8aez3AVu3qBg9xoj97/c3m9YDxu7B3V9dBHfhYWi5h6FHgYGeXAzXfAKxobsHIVhyumAl243GtfODizCh+B0UeBugOFwwnKXwjbkxZlq/+ucAnHVroLAYoerBWecDl47+tvjdcBaKf7//84n49es/xsB8K1H8tePexXmnvIdLf3UbHEoIUcOB7VXDoSgmnFoEjeFsQAH8QS+iOjFNTJurInE9Z8J6nDLqLxg/aANOm/g2gpFsrN01Ezk5wKzJewSOw240q5lyPhr72dbQNve57ZvLO57yJRIlv+IquGv/BZs9QNQHE+YHZ3/QqsFMNrb70FtQdR/gyIYaroGeM7I5eU0NtVyoRqPAq8AIw3D1Q82xfxIM7Y62TDCtLSyXilp/ZhUG7gp6xU7fc6LKME3xNE1v8a/Tgfnc0es62fXTxZDn+1CzXjvKAAAgAElEQVTlo1OySQWkAlIBqYBUoAsKSNO6C+LJTaUCUgGpQCYp0BjSUeNv5lr3leJ9HTkHfZljmc6GfDz+g+fL19g2/iMTUsuJ1xxNgmDISOunFnraJKNBlUxhRV63hgmBB2mrxZvWRHnQpB4w0AQNbPtnmrE0sv1KpWVal+5GyLAKKI51RbG/+gQ4Cobi8x3DxWvD5l2Kssle8XPR2gUw9r4LpxoQv++rHYgh/WtRN+G+GNP5neUa/rr2G9h5aAQmDS3H7QtvFQnhaCgkjOu9dUMx9qotYvsx/TagMKdW/PyXX56Lix94FF8qewcHfaWob8zDP8q/grrGfER1J4YU78bWA2Ogm254PECupx7BkIK/XH0mIlEVgwr2oH9+FdbvPRb+UB6GlezC6OENohAi+dz8vzUkCI34jRUqNlYoGDfeKijJgpPUy27kdd/7QMdNUyJCnP7PQaa2lY6mkZ+FUPGprfZlwNuW5qLpfott7SoSv5p54xAc9j0EPOORtetRaE0FG20D3jbkk73PZwormpPG9PN6YxIpWS1bWy9Vk4r8+4P3B96XRO2CkI7GsN5jDOZUjaMrWnbXtsTjHPaFYuz77jrO0fbr1BSUFnh649DymFIBqYBUQCrQxxSQpnUfO6FyOFIBqUDmK/DKmx+A/3z+AM7+j5Nw8fnzUjIoFjlL5GeygNy+6sYe+6KYkoF0YSfpwnrswhDa3DQdDXniP2hM8LFwJmyZqiNH/WiNifGGxijC0cTCbN2hWmr2mYzxmpojdX4vNmO2u5OdnKCgHjzvfLqjvcKKXNfh/xzKp9fHBlc/ZkmLxG68ac2iiWw0qL25Fhrkhz+OgozrPXsUXDrtBpw0/GlkZ1ehLuLA1qAX/UKjEIwU4YZlN8Ld5KOU7xyHsJmL6sMKPr1jAoYU7YZHoDmsdqBhNPoPdoPYDzVyEKruR/nuYzFx5F7ACEIxQmjU8xEKWSbw3upBmHX9CoR1D/I8tVAVHXnZddh89zgEwlnYWDkOtYECONQoVm+fjqdXXIidh4Zj3ODNWL97CkoHuDB6rPXeOLH0IZw68kWoKvFNWRhZuhUhIxdVvsEiLX7C2JWxfkZyyloUlrQX2OgU+3ca/Cs/1kRRRzbuZ8AAA088HRbmNpEh5IEn02haa7oPjpqPhGFN45pJa0PLh+EsQqjk9Jj5zHNZWH45tFBlTDfiT2i2s4VLT0d01hPIcmnCtOQ14115botuxCfI2zOxM4UVTTZ0MlicZM5HT63THRMC3Cc/H1iAt6fwIbxGWCCQhQr7WkuXosyclCHTWjapgFRAKiAVkAp0VQFpWndVQbm9VEAqIBVIoQK/e+IVvPzmB/j2+fOEaf3AE6/g9sXfE+Z1KlqiQZ0JWINUjDt+H301YZUuhnwi/oMmFFN0ybZkC30lu7+eWC8TUpPd/WRFPJ/8aEn6xPNB7bzvHA/DMGPJ4dbYzDbT2sZbMGnNRrN18Q1WSjtr359jyejq/dvhqwfe2PT/UFF1Coaof8d7FV8SpnWNLxcfV4wXk3U0eZZfNxdDi3dhSJGF9fCHcuFXRmFQ8WELaWFGoUTrBJHZUHMso9aMIGxkIxDKEttsOVCGB/72Azz9wSIUZB2Gqho4Y/pr+MNl34emWk5xtb9QpKrZbnrhVridEUwZUYEH/nkNhgw14fWawog/afBTuGzWUmQ7faj152LLgXFYUbkAjSEn7px/HRCusWRUHAJ1Ujv54SMu83jTmob1+nIVDQ1KbIKS43a7TYweY4rUOpvNCm/vPUOdc7ffDa1hiyg6KTjUZFur2aLAou4ZBj1rWGw3WuMuYVoreiNMRRHoFeJMOCHAFir9GuDMhSenEEq0HtrW34vrQXcWCu21YCVMZ2EMiWIXe2ytn7z/5Oe4cLi+4+iT9sadyuWZ8HRG4ni7+zMmkX/Npy/Iuu9IgdZkzlE6TvAm0+9k1rHu8w4crm9+qi6Z7VK9TqHXBX4myCYVkApIBaQCUoGuKiBN664qKLeXCkgFpAKdUGDv/kNYtW6j2PK0k6Yjz5stfj59/tX49gVfjaWrr7/rEaxctxFvPXt3J45y5CbVvrBIstmNBiELM2baI8pdEaMvG/VMzlcetorP9WTrCP6jvX5lggGcOIaeRm+0p2Fry7vDzON559iz3FZhxTvvUDFtZgSz5ySfki/ceBU8e5+BxUV2gMlhpnCPZkzayWsWEzz7POt+RhxG3drnMcbxHKJRCxsSCgIr9i3A+7sXQA/64IRlkq5YMySGyaBRNmXoWtz/nZ9g1qhVwtRdt2smhh5/IkqCb1kJYTbdLwoP0pQVTXGh2peDYNiFUNQDt1vBHX+9FW9vX4AFk25Hf28lLpj9PAqyq6EqzQnmvdWDmUvGq2svgObyYNXmyXA6gY83TcbG/ZNw+Q+jmFd4Bab1/7swrdkOBQZhjzEPJ5d9CM2/0TKezagwh5VIjWBBU7e68b+KJdTjTWsa/Xt2K4hEgEDASoarKuDxmBgxstm05utMXifT+n0wHVrjdsA0oKCpeKLiEv0yXP0RyTtWmNLEiIhkuqmLYo1QPQgXzBZGtECBNCFcFNMU512JHBaFKJncVhTVKsjIa0P1CO511FvWKoLE7jMNSY87/VnRmYhB6sn7HO9XTN/z84D4kGCYxVqjKXkqrC/X80iXsfUr8IDnUDapgFRAKiAVkAp0VQFpWndVQbm9VEAqIBXogAI0q5mmJv5j3Ohh2LvvIHJzc2Km9MS532mRrOb68xZcg98u/Zkwt7vamFxiMUa7dXf6sqv97Y7tMzHJm6wOPV1cyk6s2fgPpuK6ivXIxBQc30c5WQ7U+JIz/JI9n6lcL5XYhMTCim+/a+CCc5zQdcukOP4EHc++2L4WLOq36akl+KhikjBy55StwuzJO9A44NwWhRLb04GG9V23OzG8YD3mj70Bug5k5wAb9ozDjc/eKMzQW5ZGsHXlBqzfM1mgROrqbEPFgKbo+NKE93Dhyc9j7KAvsKN+Kr7y/+YjZ/ejyNr/Z2Gms/kCWfjburmIRk18sX/k/+WlDZwy7h2M7LcNh3ylGDLEhHfwKESrt8Ks3yUS1qZpIMftY73FuKYgYrigKRHUB/KwctssRHQXbnj+Dow4bjz+sOgsbN2qojjbSn6H1EEiEe0w/NB862HCIcxhYfhqFpebTXf1s0x2xYGKynH4zYr7sKN2klhGFnhtrSLS1kSEZGWZgqFtY1bsfSRjWuduvhmewAY46j6BEqyKHZ/msqk6RZ9oMLNpoT0wHfniZ0UPIOoZDEWniR2FGra3pfFtCoPa/p9jUMwITBrYrmKBIKFZH86fcVTTuieN1fauy6MtJ3f4UH0o5SnirvSpvW17a0LR5l/TxI4aBnyBruGj0qVQYXt6d2Z5OoyNnzX9CyXPujPnT24jFZAKSAWkAkcqIE1reVVIBaQCUoEeVIBmNZEfT9y7GIMHlGDj1l0473s34cVHbhUm9neuuEu8TiSI3bicy+Jf62yXQxG9xWOj6cI/7Ox4OrNdJpqiyY6zJ1Lk8fgPPrbN9FtH8B/tjSUTJ1K6I8Xcnk4dXd4RHi3NZOIb4tvRCiv+8DIX/va/LR8Fv+3OMC665OhYGLKRB5/7J2FIqoohUB3PX/szjLn8sQ4Nz05enzriWezcrmD8wHJhgl+37DZEDQcK8iPIcx3EszcvFYUY/7Xtq1i3fRLKP1Nh6BFMH74OSxfcBq9X0JlxMDIRp88qF30QieBQpUgy/+bZ0/HiR2dia+VQYaAOL92JfnlVWHLeLSgbtAn52XVim5qGIgQjbpEYLsqphlMLCsY1x8dmGCoaIx64HBHsOHgMVm2bid+8eQUqawajJjQIH9xxhiieaKNQisdMgOfQW3CErdS3qQct01ptMoZoqguEST1MLTv2emP/c/Exfi1Y1TT2mb7ev18VpvWEiYZIpB86aHWKaJJrFkdjyfW2ToCNYOE1r9WsghltFJMCaqRGmObEglAzYlVoXKvRGmGiC7yKGQGFM1UXDEcB1GgtYESEUd3cmvjYqkcUbIxmj4ZiRMT+hH6jLoN/7BLBxxeJ84TWW8Zqhy5YAMRU7a/JLKZybxuiPP80romd6Ar/uqcndzt6bXRl/XSYDMl2O8BrRTapgFRAKiAVkAqkQgFpWqdCRbkPqYBUQCqQpAJMTud6s2M4ECJCrrvrEWFaExFiM63jcSB33f+MQIlwnVS0RK51X/4C15pe3c3lTMU56uw+uitFbuM/vB4HFEVBR5jFHR1LR8zVju67u9bPlMJebRll65ZXoG7N8yjJ3ospo3cgv8RKybKInpk/qd3CinPnuLFzRxM2o0nkX14XwQ9/YrGm22qP//IZ/Oq5c1osvuwnXlxxTfIMdG7M/k85NB9ZDp9IWb+/+TRc+MCTiEQcmDR0Pe6cfy00TUdWQSFmTa8Dmdl/Kl8aO+53R5yDrVsUNPgV5HitAoW7PmG6F5hwKnEVEOneU848BXU+JwIhD0xDRba7AZOHrce5M1/Ct47/M/Ky6mP7rKovxY5DozCkuBL9cvfBoemWYWsCuqEhFHUJ03p71Qgs+3Ah3vz0P7C3Zij8xiCcNLkcj/38WsG3tvnexSu/Cldgk9i/GfVbx6EZbIRgajmWaa0HYDryYslw3T0IB+esEKvaaXS7g+RcsxGjYrcZMw3MmGWhXWzsSuK5O8K05njcg6yClbpPJKHtxusnv+IqOOvXQTUaRJLa7jcNfUWgQeKdZ3s5kSBOGM4SRLNHClOcRngkdyLqpjwM3odsbERi6jYTiqJm4j2O541Fcn2BSLvFdNt+x6duCTXkdcCCr2zEnrU1kZF41L5a1yJdQggswMj3p2xSAamAVEAqIBVIhQLStE6FinIfUgGpgFSgEwrQoGbqmilqFlq8+Px5sHEgj9+7GLOmjhN7ZTr7rt8+jY9e/30njnLkJixQFYo0M2cLcpyI6CaIDvl3ab3Ffu5ufVPNs+wO/EcyGmTi+cmE5GRrfQzu+xxVbywRp6WsZJX4Xy84Dvn5ClAwGcrUO9qcpKCByfboMyNx/T0nx06tppl49/7FmDx0vXittcKKfP39l8vxoyvHxoxL3XDg+z/34IqrrXuRXXyRPx+tSOCWl+7DeP3XYhuHGsXm/WMwd+nbKBuwGXcuuBZKE1N68ogdKD2mRKxHrjIbzWg2jiU7WIF1tfNx9wMno/xDyxge5t2H+fNfwV2vXoPdVaXQ1CgcqmWqM1k9rHg3LjrxTzh31ktwaWHUN+Yi29WIgpxasc6nn5wKRQ9h0slbAb0R0XAIkSjvuU44tTBqGwrxyDvfwxuffh37GsoQjOZh6nQD5HWfP+8z5G252RqXfxNUd55VhDEaEK+JJHN4n2VS858RRDBq4UIcGhAcfQX8I64Qv9tpdPskJRa0PFqBy9iJbfqBeBBqpVavFCY8U+hsatQXK5Zon3Om9nN2PYjsfc8JHjhNdnKwiVZhE0Ucm5pgV0OB4SoV//tGLRbnydaAJnj8EwB20Tmmbvn5RdMyN8uJqE7+cccmPhLH2J2/pxLV0539TNx3OqR4WxuvjQ8hGob8az750xjWW03iZ8oEY2fOa7oUYWQQwuloOYnZmfHIbaQCUgGpgFRAKmD9rcgKXLJJBaQCUgGpQI8rQDOa6WoiQmheE/9B89ouvminr4kMYSNSJBWNRReZlrJbX8ZltKVXT2A0UnGuOrqPVKA1uhv/kcyY+KWXRUOJH8mUlgmmNU2nqrpgCzOHCWsWMGSzTeuswsFw5g8S+h+aZi1LbHbi1n79wdfOQGXuZeLXuVPLcVrhjWCal0neAQPNNjnEF12gYtVH1nkO6x4cN0MXCWNuSyOV2xNjEQwCJ51ixMxrJoc3VqiCTz02+mtcdsI9Yly+Ri8O+Utx8e//hC+NexvnzXpJmOJOLYpTp66F4SgUyV3dMyg2pN+tWIoX/j4FvnoVwSofIodr4HU3pZkBuB0R7HaWiSS2Q+N1qcHjjEBzAN+d+yRuX3ATPtk8ARMHfybS02w0t9csn44t68pggmlQFact+hf6Da3C5ztGothbhcP+ImS7Qnhx169w71OnwB/MRUGBKXAeTz24NmbWioKG9auhkBcNDaYRhJ49NjYGGu/8t+o312DGYKuA4yd750Gb+wexL7bEpDVfo748N2zr1qjiZ/t38ZlzlKKMxTUvQtv6e6i+jUJTcsjZBxZepGFtm8s0rfkajW4WjGQjxgRmBIowr/mClbAmv9p0FonkNs8PTWpeZ6KYY1NLNK7tze30NX/nZ1wqJmHtvtsTG62+ETrxYiYw8FsbVibc42zj1qGqwrhmAju+zkJf/nsn1ZPWnbi0xVt5YFFWZzaV20gFpAJSAamAVKBVBaRpLS8MqYBUQCqQBgr87Ib7UO8PCGOaaWsa1T5fg+gZCzXaDOxUdDWRa83kEU3cqtrM4mt2RYvuwmh0pU+p2Lazjwcn4j9o+PDLfm+Zxpk4qZAJRntrfdQ3/xl7339BgBtoWtPCjGSNRV5J7lEL3pFHndiqp78gXqLR+MXf/owDB7hXBXn5wPDTzoc21ko1xzeaTJ+tceEfy6P4ZFVzOu/Df6lobFREwcBw2DI1bUObKeRXXrKwADRe3Q2f4u6FV0JTdfGP74PFz9+DIfnbcdncR8TvowftxqDiKhhOpnghUBZsu+vH4Q/Lv4+H/74IoRCgNfiQ3bTM47TuiQejpXAXOUVKOKqrcGgGyobuxnlf346fTr9UJJz3Hy4U6WGa3W5HCNGQA7UHCvHeK1+CqbhguEow+qwhmDHm12jwA5WHimE4cnF4zD1Y+puplkHvgzDsiem454qnhY5sImVNprMzG3WNhfDX+LFf+womjdgplq+M3oqfLJ4WM6Ft45k6EfNBw5jGLxEo+w4X4X/+9TjGjbfS3NSR5n+8gW2fn6Oa1tuXQKldD6Mp+9Jamp6mr52S5j61xl1oHLQIWZXPCE64YFo3bW8qGqA4hWEd9ZbF0vlHu85au2fy3uFQFXHO7fR1Z+I5BeWXi/5ygoOtNbO8s/fsTCkWGT++TEso8/yTrexxqYJ/zWuBJrbbqYFjqY+buO/seUy37XqbOU49XE4VJXnk+csmFZAKSAWkAlKB1CggTevU6Cj3IhWQCkgFuqQATWqmru9b+jPrC7I/gMr9h8T/NiakSwdI2LjysJV4s1u/Ag+IDektkzKVY0tmX+mQSEqmn51ZpyO8TqbO+KWeXFCa1HykPj6V1pnjp2IbfvkOhgwEI+n7iH/iODPBaGcf6xrCgkkbX1hxz+vXYf/G9chy1qNo6DAUDB4okrJMmOZvuApZB5hWBljYr2HoZWLZ0czEfz2xDDlN23A7soxXm7fhe4stjER8iy9iyUKBbFs3K6iqUoRprTb52Py/bJzRIgnMdffsVrB1i4opQ9firvn/KVAgf1xxOSYO24xQ0MCIki8wd/InGFR8wOI+G2EoZhim4haGZLU/F9958Ems3DZHmNY8Zr/I3hZ9PKyUILdYhaI3YFDxYZw+YzVu/NknAochtDGCImk9qt9mkZYeVFgJf00OAnU5eO+VuYLPHPWOx/hTD2PyHAuZwvQ0j0+N519z0RG6xCetXXWfiOWbKsegLkhzHLjljd/h5h+9jWO+fAFOmunGoUMKQiEFOTkmhgy1EtM0pRfOWSbMb5HWbrCY2MR5sEDj+t2ThXl91+1OYZhTx9FjDGGc24Z3W+/nAZ99S1xHtmnN/QeGXtYiZc1rRLCuIzXQwlUCZ1I97VlhZNOIp3HNxDXRJiy4GMk7FrWTHwbNbtuwd9V+FDOOuS+yreNN7dbeh7X+sLi+WbSPxmVYN9DQGE363kaTP2fvk2LX7PPRjteZ+12mFIuMH1smJ5RpUnOiwOYs87OuLhBpFR/SmfOZLtukA76FGpNpLZtUQCogFZAKSAVSpYA0rVOlpNyPVEAqIBXogAIsrMhEtc8fEMzqvfsO4onfXCv41j3RErnWLLDEL3JkQf47tFRgNNJVp/bMU36BZ7Eyl1MTkxSBUDTtzjv7x8bH/DOl8T3UEWOsN8bFayMQjMLtbJ6ooMa8DmgUxvOC2T8ah/kb/7NFVxsGXwLf2CVifTtFSzOR7GG+zm1OO+ckqHo9bjv/RrHtsx8txLq6hXhzeeiIYfN6LPC6xKSZbVoTVUEkiM9nJWZZXNHtNjFggCkM1XiEBRPCX2yOCuNTcyjCsL3isk8xfkwdxmpPI99ZKY7J/oq0st5gmdcwYWheVAdKMevWzQJDwmPV1iooyAoiWBcW20U1N44pc+LQQQVer4kzv7oH1/2yKmbc2+iOz3eOxca9Y1DoqUaWqxFFeTXY+JdxqNo9ELnFAYRKvowTfl6M4Y77W2jQmmltG8a2xjRq2dZUDBFJ+O01k/D42qXCcC4oAO69xwGPhygWaqXEzH0mpWOFE5vS2tzPzoODsW3fYCx88DWxTUmJhSSxcS733h+OYUXauk5pWpMfzBQz+0cdaO6y2ank0hVzoDVus4pFMkmteVsUauS6doHFUMnpMb44i07aBjsnBCK5xwrjmuY9DXc7/WxjUeL7mGjcxSduuV4wTN51VPTbNsb5OpPiomik71Pr+jB1q8Cl4ogd036SoKvvXT7pk+7c7cQx0vR1aGrGJ5T5tAmvW5rw/J+FPO3ruKvntTe37+xTVqnuc1GuK1YcM9X7lvuTCkgFpAJSgX9PBaRp/e953uWopQJSgV5WwC6uOHhgqTCqf/SdszF4gFUgrCdaXUOkBfOT6RinpqC2oZl13RP96M1jZGKxv2T0onnaGNRbpJTTDf/R3jgy0SBJdyMqy62JInXarmWoLT0f4YjR7pMVrZnWxDccnLNCnEJRvHD3o+JnGok2y/jB+6K4+fFLxOuqYgpW8W136bjokiMnxeKL0tncZZrWNIhpTjP96/MBTieEMcvXz/hGLdyH/oHPtw2BqvtRsW8iyobtFSa07i1rkRK2jUnv9nutZK/uh2KQpxyFqXoQzpuK//fSe/jra5owrceMNTFosIG5pxkCrRHfWBiSDG07kXzGpKfww5PvREN9EC98dA6W/W0h5k58R2TLs3cFkaMHkKsGobsH4JSHLkTRhNIYqoP7JX6CpmhdZBCWfbgQfylfKIzoG37+aYzjbPOU/3b/izhYpcIwTCzfvkB0y05H19VZ+BSmrGn2f2Wejvsfsu7ltvFtp7W5fP3ucThUm4eLHn4N3JYTAsNHNPOsW8OCxE9S8Dx7xlwEY921wvxNNJPt64DXBk1gRW+EAl1gUkxHnkjsa8FdMWnj0RutXnOufvCPvEZca/HFHrmDRCOZpvWBNlBXdsE+JrCj256GsnMZiM23E9wCGWMEm4tFKipMR75AlrCgZarY1pn4JElfQWrZTyKJ+5dLA++LxIfwKaNE/nV7n1PptDxdkvDUV1Wt+5FsUgGpgFRAKiAVSIUC0rROhYpyH1IBqYBUIMMU4JczFrqzGx/RL/S6cLDuyCRkhg0t6e4ycVXjt1AJfanFp5TTFf/Rnt6ZmIRPx3S4/Vh8ltsBo+YzVL5+A8IRUxiNzhNugWfgxCNOhc0/5gKaj1n7X4rxn/manbQWps++P7dIq/I18pX/61YdqzeNxuH6fIHr+OZZJu5/qPXUfGus3MSigTbr2e6ss241llz6BK767ffgb3Bg3rT3UV45E8cUb8WsaXX45lk6ti7/m1idqeT+X78Zx+PKGOZEDR8UxrKpOGBq2agfezvW+L6HHV84Be7i62ceOXlHw5rsZ6JLmMpmGnfW8PfxpbK38JPT78Mjb3wXj715mdDWq/sxOfw5jum/C8P670W48HiM/NYsgQZpwamOHARUTwxBQVOUmle9cYs4BnEthUOG4enl/yHGMqv0OXy4fz7e29VsWnM9IlIaGhRompVG/2BVSJjjnkNvie3IzqbZS9OeDO8de/Kwbvsk3P76HaLAJZttWl867Qacc9pn4rV4TnUiDsY9+kJUFZwrJj5aQ8VwLBwrk9SOpkKKppYlxkvTum7Cr1q9DdAcL/nkGy2W0TSumfxwi9eZuLbT/fErJ1MskJMTJWsvEGxjNjOwF0pjExKGKWu9AaZqcXn1rJEpNay5z3hMT3v3wnRZnolGe6J2bXG5eT2wkCd5zCzgyCS+P2il8TOlpQPyjPr2L/RkimSyn1IBqYBUQCqQIQpI0zpDTpTsplRAKiAVSKUCTOvtr2lZeLEjLORU9qW39tVaIrm3+pLK4zKlzFQcE4Q2/oOTFJn0BTwTJ1F6Mx1uG6o2VoKmv1XsTcNnn5lYtVrH8YFzRLG9vCwfvJ56ODRg/6wVMQyEbabGIxOEaecZBveht4RxHc+05rLWTOuH/74Qf137TZFeFYagIxePP3f0wlxtpWNpXhNbYWND7PcJTWs2RWcq1rqPfeu093HhrD9YqdiD+xCI5GJ33TixbJ/nWzj+wvMtPve+Z4SBayqqSDmzNfY/G7VTHhfYHOs90zJhzX7csNgp0CRMgYtjR+swa+RKnDLubVzzzV/jxdfPwO2vXS+WDY7sxdDIbpQN2oJ+JYcALQsTzirElBPXi6S0UrsOaugAoGgo3zUR5XuPw+Sh6zG+rBGmEYW/ah90w4H8rFr4Q17RT3Z3T904VPtyYRRMhDntFnz8zIvieG+tnCz41GzPvhjCtMLnkLvlthaTDfWjb7SS3QDu/+Ox2L1Th6ZEsa1qFHbUT0V+iRezx5fjuq9fL8ZpI0nIMCer+gjT2qli32SrUGT8RIfQs8l8t/Exrup3YrgNw1EoMCJHQ230e29yrO9kSvvG3HgEl5uvV51S3uLWSfOxX37bSev4le3x0LfWVBVazSqYzlyY4XoxIcH9h4tOgn/4FUdgc7p6v04H9nBHx9AXJnmTSSPbaXzeP4kNicfJdFSznlw/Hf6eIT+ekxuySQWkAlIBqYBUIJUKSNM6lRMVRhsAACAASURBVGrKfUkFpAJSgQxS4GBtEJG4lDHTX2TyZlLxu67InQ7JpK70P35bG//BL43EvLAxNZ/JhTWTSUymSr9U7Eek2t0qav09i9ixDWuOgdfBxRcpOO8CE2vWGrj6SqtIocdj4nfzz0Kux4fxgzeK4Qp+c79LkD/tghibmpgHu/CcrQnTtk7/5y1St/ay1kzrM+95TSymQc4EMHEUTz0XxoxZRpsyHw3pwI0Sk9cTh23E5vIGwIgKPAgT0wtOfg0LTv6rMMlpWhs6sLdmkBhzBLkYMcIUZipTv1n7XxB92XN4ICJRDYbqxX3bVuH22+2JnmbTmvp+tELFmtWa2MbhMJGXZ5nWM0etwTenvowffPlhHNhZhCee+A5W1MyBAgMzGj7B0KF74M6KiNTuKd+vw4ABm6AhDKVhJ0wzivW7J+K6524XqW9Aw5Lv/hFDXB+gwH0QwYgH2a4GsaQhnA+PIwgdLCroQW6hF+HC2YjufAu+YB4OBQbhgY/vw9TTxgukyRGIDTMqjNhw4UliDPXBQqhVH6De78Rdr/0Smw5MgXvIcbj1kgdxnPcRKJEaqIZVrJeTAMGS02O4EvskusdciH2558TOafxkB9PSvGZEEcamyQumvW0WdXyCu7WLgtvn7H5UnCsa5jxvNJlZvJGTJ/Y1mmh8x6Nm2ntPx+NOuC6P4QlsEBM0fG8ER16F2tLzumWyL9PubdSnL0xqd/Qz33rixyHS16GojkAwPQoVt3Zt8/z09mc+n9YjbkU2qYBUQCogFZAKpFIBaVqnUk25L6mAVEAqkEEK1PrDLRKFTBkqipLxhZaSPQWZiKBIHJudqPW4NMHjZEI0HDXQF3jdNDKr6oLdYhole410ZL3eup4uvdAFJtPJEWWKl7ibx58Oi3QyjWP+I7f41nOvxbkzXxBJa5py/lAu1MIylI4YKvjCguvbuAtqtEYUvqPZSIyG4SqF7hkkpLBZxTQo7SJ4/Nku4sjl63dPwhU/cWHrFkUUBSSywuu1EsBMTbfWkrleaVwTz0HmM9v/XLvNMqyJ13AWYuGcZZh/6ruiL2iohGEq2Fs7FF63Hwd9pRg3vEpsRxPW0bAJq7Yei2iUxUg13PWPXyGSN1UY/mecHY3dF+2E9epPLCOGBSGpHY3r4ybuxZwxK7Bo9h9xbP9/iMT0wd2l8B3Ixs6Dw1CaVyXS04CCgskjMKhkFdTwASgm+2+ionIcLvn9k3A7w8jProWiaAgbWXj1yq/DqYahqjo4/cRxGKYGVeF2CoJ6NjxuXWA2mMAOhiAmBqqVmXB943nRz0TTmgY7iwoSp8Hmqv1IsJuvX3YTirIP45Tx7+KtzQvw0abj8Jer5kExIzAVp+A524UPyZ22k9M8z7kn/DcqDzceUcBzZ9XzmLbnuRanWUwWNBnZ3Ja/Jxb9bO+9Joo6kkne1OLZ6vZrfB/k51hFPZNt1Mq+ru1tbLOSrOOGYGpRER1Jgyc7hu5eL12K/HV1nEwBk+Wf+CRFe/uNL+ZpXxOhiCE+a9OhcbKGSfjEp+d6um/9Cjzis0g2qYBUQCogFZAKpFIBaVqnUk25L6mAVEAqkEEKJHKte8t06y3JMvWLOL+gcoKB6Ie28B994VHuTOO+diTlmYprnok2JutfveUGDMu3MAmPrVkKz8AJGDfexCsvaS1Ma+JhHv3eJThhzAr4g15oDhUTR+wRCVwiQLTGbWIfihGCqWiWKSpecMSSrUy6Mi1rp2ZbS8y+8qKGBx9wYNNGVRT4Y/FEtrmn6bj3gdZT6O2Z1twnG1PEtnn91JPWa0RZ2MULC8svh1q/AaZuIGpqiBoO1AdLsKd6KAYVH8agksPCtH7una+g8lAetu0biIp9U1BxYKYo+jhkCHDTzQbWrLPMqI0VCt5Zromx2M0uWvjm8lCMT03D/7bfHIuNO0dAq7N40CYM/OXqM8XP0ayR0MIHsOyDM0WoOqI7MH34Glz2h0eFaZ3lCsLtCNKTxitXngVNNUTCOtZMRbDBWdCS9y1hKCsugR2xW6KJW1B+eYxpzXPMc2UnnV01H4jz/N+v/hxzx78rdhHRnfiiajQuPvWlpnS0aRWqzJ8ptqNpzfQ0JzbIOXdGDyEKt0B9cN+/HrkILxRPQV5jJfKDlViy9QlM8u8U+7YnOOKH1NGfY0nrJg44zfTDsyxuud3EJJ5HS9nTDjbrmAldoiJ8gWiXjcqevk90VOfW1s9EXFNr40jF56JdJ8C+JtIBH5IM9iQV18HR9sH3ysCi5vtRdx9P7l8qIBWQCkgF/n0UkKb1v8+5liOVCkgFpAItFIjqBqpqWybS2jOP+pqEqfgS2xOaxOM/+DMnHJgAbAv/QcPXF4h02WDpibG1dYx0YHR2ZPw9kaCML6wYjujQtz+DUMVz2Lq12VTVSiaIhO/Ly6fg8bVLReHAvXstA/nkyeX4xbzrMax4J4YPOCDMaBqSDv96wVeONeIkRM7XFGlbGtc0CZ31qwHNK1ZrDdFgo0qY7k40rUePMfDCa83FX+O1PRrT+q7bnWAhRhYcpDldW9syybf4+kgswR144YfQN72OnZ/not+IIIZPD6EuOgAHaopRNnQ3crMbxTieff+beHrN1Vi32ohxrWlaN/gV1NZax2JCfOo0Q+BVmFS3G3X8yjwdX5lnCBOd551POnx7oVMk3dX9f0NWYwOyGgO45pv3iOKLhqMAP3v0Tvxr4yxMGLwBE4esx/hBFXinYi4+3TVVmNQeZwAXznkG8094TqSsm8+FYhnYigYVVkqbzYQC01kQ63/11GcFMiS+2elmV81HIk1vN5rsPJe7D5RgX+1AGIaKcNSNQDgH/3Hc21CMsMWgVjSYqgvB/udAjdQIPIcW2gPQPIcBQ9FguAaiNrcMN4y6EC8ds1AkuMfVb8XsugrcuvVJccij8atbe4/Fo0ZoeLMJHvmBl1qsfmjG6y0S2xbHvXsQPalKX3M/OVkO1MQVQu7IfaY31u0t9FGqx5pqxEki/7qhURcYkZ6uH8EaFvxbgH8T9FbjPbAo19Vbh5fHlQpIBaQCUoE+rIA0rfvwyZVDkwpIBaQC7SlwoCbYwvjsC2Zne2OOX57uxqiN/8j2OBAIWtiCZB5JTocvsR05D62tm4lj6K5Jn/jCijSrfY3WhEVicTw7CU2cB43et1ZZxvWMmYZIXVfuVXDdjz7HCbhESM7ENJOzWmivMEXJXlaifmFI0rQWiWsapM4iYVIzsWuzjvl6OH9GC0MyvmDiurUq6moV5OebIsV87/1hPPWkA399zdon+/TIHy0Tuy3TmglrJqppHAeDQDCooKjYRL9+lnHL/drFJ/3btqLiqgXwZFksZnq7eQMMZE8/BporCxP6rxUpa2qzMnorlv5mqtCI+7b3dWA/TeuWBvWkyQZGjzXxwnMaHA7AkwVhZnOtKVMU3HEHEIkauPY6ExUbVOQe+BjDtq+K8cNLhzdAm+7B15Y8jlmjVuKGs2+HpkaR5WzE9BFr8eA/fwTDgMCJnH3cqzhQ3w9Di3bD5QgLQ5wtFPUIk5pc66iuwTBVkSIPRAuwu3Emxk4diLoJv4oVxqTRu7ZmPmj4s9HsX3LZMwLRQXzLzY9diF+ceCnGF76NqrpSYVYzfc/9fn3am6DrZhWqdMHUskQSn7qReU7UCEwLXSJMbUc+VhbPwhPDF8ZMa6a4Z9RtxrNbXxCpbXKi2WonP3yEsZ743k/kpNvoDu+2u62nAZqwKJx8sHnX9j5oWnNih++P7mpdTV93p7HeXWPuKAu6u/rRlf3yuijJc+NAbcsC1F3Zp70trwm3Q0NOlgbiQ/g5zYnlZD6rU3H8dPg7Jj/HCV4nskkFpAJSAamAVCDVCkjTOtWKyv1JBaQCUoEMUqDaFxZfruyWiUZhV+QmZoOtO02OjvaPX6755Y/JpbbwH+3tsy+YDJk4hlRyuO0Eb26WlaILhKJoDMUlcJvYxfGpVJqKNJLjm51y5Xq8ttxjLkL4k8WCa+xs2CSMaKZj2RQmaHUW/yOOwtqLoebg0PHLBc9YJHS5TVNLTLrGm9ZchUb5D38cFaYp08vfu6RlEo/LfviTqDCtD9UfWTjURo3YfGwypWnwZmebyM4GvF4T1yyOCp717qcfxobXa+AtCsHpsvAekbAT019cJ362U8d2ctfGjHAZ+0de9pIbncK05nGYlhTp+f4mnno2JJa/s1zF3j0KCvIthjj54U88HY5N/DFpfmj5BoyoXytwJLk5IWjBffjvVd/HekzAa1efBUWwqYHBRXuR6/HjkoeegsfRgJ/Ouw8TBlegOPcwvB5OHJhwaFHRD3E+YhnrpgS8qaKqvh+eKP8fzP9xGUp9f44VS4yfsLBT6vZ5sI1s9iG482Pce/FPUFkzGLmeeqzZMR1Xfu1e0T8Wt+RkBZtt9sdMa14rpi6S1l/kTcD27MFYdsxCvD7kDPE6250738SFW+6Dq36NtT8tR6TCW0uEx1+viRMxWrBSGOacXCGLXKT/tWyBJLELSxJbIrjZIxfBMNFjiVMmkG2jMln2Ne9rqpJenzntfZ7w7wI+mdVRFnR7++3J5T2F0IjnX7OAI+/b/qD1Pu6uluoEeWf6WZLvBidXZZMKSAWkAlIBqUCqFZCmdaoVlfuTCkgFpAIZpABNsBp/8yP71pdwR4cKWWXQcI/oarpwvG2DkoziZPAf7WmeLuNqr59HW56Jj9GngsNtM8vt4pp2qrotrXI33xwzKw/s9gvcB81csp7ZaFrb6/A6YxLw0Iib4d1xr8U8pmnNf0ywGkGRtG5GhZiIZo/CwZPWxlK83CeNxGDJ6fCNXdKiWzSC403ReHTHg/c7BOs6vtmm9X3/48HaTw1h7MRvw/2xqCNRI7ZhbZs/LheQk2Pi9Qf/hGmFz2H36gasWVYFw2BBSst0DyMb781egT17LAfeTmW3piWPdfl33Dh4UEFDQ7NpTRwIE9YjRpoINCior1cwdqyBrBzLhaJpHd+2vrgBX7xUIV6iYbz3izq8ceAUbHKMxS3n3dJUnNGE183JAQ0/feoheJ3VqGnIR2FOHW4572acOPYDODQDDjXcZFwrME0FqqLHDGwopigiWddYCJ/7eAwsrY8xq0UBzv0KFj34qpgsYGMqnVxxmu92++dbTCZHceGcP1lYEsXEvMlWKppYECbvWZQz6p0YK9ZJg5hJamgebM8ahI8HfAPrCibh8WPORXakHg5Tx+zaCvxxxSJAb4RiBIQBbxd29A+/Av4RV7T51m/LtOakA9EkYl/gGMjcdguTPJo9BnrWMDhGLYK/3wXCXOX68YUjE6/VrtybErcl8znLZTHmw7qBhsa22deZaACnQ5K3q+erNyZB+RnmdqpiEppM9O7gX3dngrwjmtM450SebFIBqYBUQCogFUi1AtK0TrWicn9SAamAVCCDFOBj7QfrmrnWmVqcsLOS8wsfjcaqbnhkOJk+dRb/0d6++8J5pBGUn+PKqAmUruB17MKKFt4ggnDEaJNZ3tr5Z8o3uG8Dvjv9BrF49GgDxnSreF58GtuNBuh+qwCjGq0HVKf4WSSsVTcMZynU8D4rSesoQM3UZTGkg72f7N2PxgxSFuiL5k5s0SUmpMl7jm+frFSPSFpfszgCrxd44zWnMHVsQzreuOZ28891IRqlGW2ZyWwejym2ffV+y7RmW/vnw9i1qh66riJquvGa+9f4dNsQFOf54S4phbu031GN6x1fOHD7rQ689y4QiQBOJ6CSkqEocLuB0WMNbNmkCAOY/5jQXnxDSxRF9YaDWHX7ezH0SCAAPNKwSJjDk4eW47YLbhTmMAsrrtt5LG584U7kuP3Iy6pHjrsRx4/+GHcsvAkFnkMiga0oOgxDg6oaiOoOODULG0ITmwlsXzAXav4IeNwQiWS7Ec9y5t2vxX63+xx/Tso/U1FfHcJjl38Hp01cDk2LoiinVlwHNJlZ6JFYGJrM4YLZwgTmhAWceXhu1m/xR+9Ekb7nv/2KjhNqygXLev7+dy2USKS6CTVjHdXQvKgfe7vAerTV4s1mrsNENa9hu3gkTCuprphRC1/ThLCJ5oyH2v9EhF1DEUIOPAf/t8UhUlEMsrU+kxfOpxbYwqWnw1lyLDwua2KgNZOywOtEMGQgGGn5/mjvnt6by9t6EqI3+9TRY1N33lN7Ky1uT8K6NLXdiY2OjC0dcDNOTUFpQVPF3Y50Xq4rFZAKSAWkAlKBJBSQpnUSIslVpAJSAalAX1ZgX3Vji0dXM6U4YarOSU8/Wtsa/qOjBmUyY+/pcSXTp46sk4nGe0cNqfhrgazqZJnliTraCWcmbKNRoKDAxEWX6Dh/3mfI2f2oMNVoaNJcdNevgUG7M67YXqzoopYtDOyIWoonP/wR9mvz4Bk4QezLbonMYb6ebKG9eOPaTlnT4E40rRMT0U88quGupU5hJIfDLJJomdYlJSZuvOQZgQex28rlUbzy8UVY71qE4s1PosJ/LPILwgiFcoRxPf8HxUcY6va2Ni7ovHNVrFujCrM6GjXF/ZFp66nTDWFGjxtvYsYsqxAjGzWx2ctCjw0HccdPasSyD8x87NlaADPqhEsBJgzcjOkjP8UnX0xH+e4pYh2OpyTvMM458V0MzK6A4SzEj05/EKYRhSe6V/Crs90NcDusCUYLF2JCNzVyPKC6s63JBt0nCk0ybU9u9/mXTBfr07Bmip7XR//8w8gdMFAk8ScNKccpA36Psvz3MaxkN9yOIBya3mRa0613WAl8vRGGZyBMNdvqb6hSGOfPHfNtvFc8Dd/Z+nvrOGE/+rks45x8dTVaA0X3QzEiVr9VFw7O/uCISQ4a1Uz+EwHCRg42k/w0mjkhwicFsiufgRo5JIzq1q5di3WtwFSzxD4MNavFcXgM01kolkWzR8J9+B8I9jsDTH4nTrokvr/a+p2GddG6BbHFNPirTikXv9tF+pjAbgw3M45T8TRGsv1L1Xr8LNlfk3oWdKr6l8x+0uXvmnh8SCr41+mAdGOSnExr2aQCUgGpgFRAKtAdCkjTujtUlfuUCkgFpAIZpEAi17ogx4lQ1DiCn5tBQ+pQV7uSjk32QIn4j/hiesnuo6Pr9cS4Otqnjq6faWYJTc9kmLptFVbsqD72+jStF5zvFoUP2TTNxNJfrsOP5lipaxqIbDQznQ0VMEValdanFV1mstbGLUQNDzbvGYwf/+kJVOybLLZbcGE0lihuzbROJsXKJDjRFImGtG1ak5lL7djik9b8neu88pIGjpO4CxrzQ4aa4h/Xnem4SaRxaSj/7LE78I+VUzB6jIEfDLsYf1p3GbYdGgV/yAtdd+DLZ3hx7wOWiZrYeP6y3A589pmJe+4BPlxhGb40e2nyCvM3oX/5G65C1oGXxOuN/c8VBRHZyPfe76/E/oZ98O0dgkggG4ozAE90oECdsKiknRrn/WH68NW47Vs3YfaoD4VZvquuDDuDp6DUXIGx/T5HOOpCobcmZlzzGIZJDIoCxVMKo3Cm4A77anxYsuKfQmv2m33eUhEWierRg3Yjy9Uo0tllZWHc993rUGR8gk07+8EXyEZuVj3GD9okeNbienAWWUlqM9R0nTQxyZ35Yoy1rn6oRgSHPaXIjQZQ5t8hijYqkRqokYPCXBYVMRUnTEeeSG1HvWUtJjloJudXXNWCr86UPxnYhqMQvjE3imNxUqB49dlQw1WkbNPaFhR2RfzchHNRnTAcVt9YMDJU/GXxsyg22lTEkX2j4W8VGnVgu3Ih3qx/SKyX+HRAqxdJ3IsF5ZdbiJ24Vjfuv4XZbrd4k5KvCTxPfUjw0DOhpQt+oqtapeMkrl3Uk1iZqGGIJHhH+dfFeS74Am3jaLqqWzLbF3pd4JNCskkFpAJSAamAVKA7FJCmdXeoKvcpFZAKSAUySAEWkKpraDZx+OWDPN0aX0tWawYNqUNd7c6kUnfhP5IZYF/gkKZLOi4ZvbnO0Yqs0fxxOVUcrbBissdJXO+pJzXccoMTut7MFL3h4qfxi/nPxFYVWAeaZqHdMCN1lmltGhZigU3RhFEYChrYUjkMv1t+JV5ae4lYROPzzeVWyrc107o1REh8H23D2n4t0bj+1X+5sL6cJuyRhrW9jW1cb91sGbE0kRP51zZP2y4++OqCkfj7pjNx40s3id14s0IYPW1AC+OcfdtUoYI4mrvuUjFqTFQUZmXxS7tYo12okfuINzaJScnbeluL01E/+kaBv2B/73/sAL6o2ieWTx1ejrMvvR/+DXPw8KP3o66OCBLLuD6mdAceu/y7mHrMpyL0TnwIz8uanbPxXytfEdt/pf8dmFv2d8wc8aE4b2wWdzob4cIToCqKGMOqVcDNb78SmwCgcV2W8wa+2H8M3M5GsZ1DA06f+i7mTX0P1f5ClDibi2vmZvkwuswNh79cOMFiYkOUgWSou+laceQARIjoTelbppyFUewDzIhAy3Bd9k/wr1nU0ZEfS4HHJ/OLV35VmMqq0QjofqhG0EKTQLXMczp7Iu1NXnsh1PABqz8s+NhULVR3D4EW3i96aXAChuubUYE0YROmdbgKSrQeSlPRUb4ejGThs93TcMMH74n1WsO9tDi5Cb+0ZlonFieN34SfByxYp+tmi/T10Y7R28t4TeVmOzP674FMMN7tZD5xH0Qlsd4IE/rtFXBMBzNe8qx7+10qjy8VkApIBfq2AtK07tvnV45OKiAVkAq0q0AoouNwfbNBzS+pRbm9x3lut8MpXoHFJ7M8qTPp+QWZXzyZ2KTxFQhFO8wnTsUQbdQBDbhMbZmWFue15HGrqPU3TwJ1tLBiZ84VTevXn9yIEUXrxeZbqibhmyeX48rzmk1rvs4EaMH6H1pGojAhVRjuwQjnz4C7+h3Bta7x5QrW8q0v34wNB2YIAzDetOZ28cUf4w1r7/Z7xX6Jdlj6m2NjRf9oItuFIWk6My19y9JIzAAmViUQ1BGOWmZsMo2GsY2RIN7BNrXjt/3d2V/BPz+ajJdWnwVF06C6XIgWHR8zrf/6igOvvuwA64cx+UoP9IabdQwfldx7huMl1iK+xRcanH3WatTmfogTcqvx26/ej33IBg6Nwyefz8GSV+5AIGCZwT/6ygO48Zwl0BQasc2m9apts3HLO68I7Ua538Clx/83Zo5cBV8gC/WNuag0voTpQz4U6WW7vbJ8Cp4qv0OMhfefT1Yp+OZxb2LLzmJEmobldADXn3sn5o55Cxfc9ywuPumPOKZ4p9jmj+9/G7/97lXCFLbMcSsRbBnWVgFEwUFXs6y8st5o8c0FI722CTpup4iZZlbFZIieNTKGqAmVfk3sk6ln767fAzSsRVObk9Pg8QyRiiZbnYYzedYiJW1BvWP7touIqkYoZlrHp97t86SGD8bGI67TiAef7Z4eM635WmJhTb5ms9zjETB8PREPQpO8etqzbV6+7Ha/fA+q6oLweqxUv26wcKOOULR9gzKZ90Wq10kHZnJXx5Tqz/iu9udo29vFcnOzya9XBTIqGG793pgOZjz70L9Q8qy785qQ+5YKSAWkAv/uCkjT+t/9CpDjlwpIBaQCABK51v0KPKIAHk2Pvt5o0vPx1viClB0dc2/gP9rrYyZ9UW9rLEzBE3nQW8Wz2tM4cbldbItPKXS1sGJHjk3EQvljSwR2wm7RY5fgtEILrRDf3PWrAT0ACM6whUjQs0cJo5kGomIE8Ne138D3/vCI2MybHcQFs1/GLZe/KJKrvrFLWu1a0doFsYJ0/gbgpn+8gA0H54h1yYcmD9o2rL1eE6PHNhcyTDStmXAWOJAKtdX0a7/3Jgt+MxuREzQKX/j7FLFNfHv0vJmo9uXi+qeuE+MM6MPgHDASS241MfM4DX/4PyrELbdYW7BPZeOAc87T8c2zkzOtt634GBMPWkxjIlm8OUB80pr9mTbnFNw84mNoCrnSGjZWzcSBmiJc9PBr8PutY//6wp/ihDErMKRwp/idxmzUcOEnL/8Nb6+ZIvo2ZmQ9rjzx58hWK7Fi4wxs3DcJX1SNwW23B3DsmJ3I3XKbMI9XVwzB9ppJeGLtUmiaIhAhs8eXo2HfRmypHC6KWX59xrs4a+ZfMaHkY9z04hKs39WykOarV5/ZlPZ2ioKHbCLV7ciH7h4ER9hK7TMFGskeJdAsgjMdl2JuPg8KDC0L0LyCqy0MZrFxVCA8mtPc1sjFoqYCiwIvQk51k1nOBLfVuJ5tpjssjrXqhJI9GFFDQ8PQy/DOk6NRU3FIrH3Cz4sxJnC5YHHb2/H1YMSNK177X2xrOCXW3aceXCtMak6E0KTmz2TCc4KErWbyw+J/jtlufIrBcOQetcCkuEZUTgi3/KzhPcM2KPnUU0fxEM06d89PySKPuufoqdkrn4Ch9vWB1rFAqTlK6veSyL/m9cHPQvvvsnSYUCDahPdv2aQCUgGpgFRAKtBdCkjTuruUlfuVCkgFpAIZpAAN6lCkOeXYF9ASHZG/s4/Y2vgP4lSYhgqGDQQjcc5hRzqR4nVTYcanuEsd3l2mpcV5PdCU4lxPVwordkQommpMkpoNlQg0ApX+ceg32Att7LeE6RZvrnFdmtYm3UYjKFKyYBLWkS/MXy24wyq+ZxpY9q8L4AvmY/aEzzF+2EYEFaC6YCY82WPhzj02xu2lYZ6z6yFkVb0W63ZdvYLnP78KL3x+tXiNSWu2rVuY1IXgTdvJayZbaXqQ52pPTpAHHd/isQ0cQ/7G/2yxnIZ77eSHEY8hYZHBO+ZfD9/GjVizdRzufusqHDrUD4t/UYAzfjpQIEBOn+sSpq7dBg8GHngo2iJpzQR3a6xju/jlj2f9DBP6fSh2kT38eCgnWExrtsvO2o5l3zkZHmcAmsokrYKaQBHW7JiBRQ+9JiYZWDRzxphyXPXlGzCm30ZoShib607Gc2t+gIpDlulv61dcpOLvf1cwrHSPKAzJdjgwGJuW/zGWBua6W7eqeGzNWwpuZQAAIABJREFUUlFEk32/+06XMO1OOWYZtkYXYLzrIXxj7MMYXrgZG/eMxHXP3RHr8x3zr0XZwM1wamFAtdExThjOYvhGLRbGeO7ex6D5N1roAuI8tFwoRiOUSG0TTqT59PC64qQIC4G6aj6ILWjL5NZd/UUhShrMpqMAamhv0zYqFLMV05HXr50Azx0LI9yAQHUE27+YgdVrm9nS33hwnMXEjhwWhjmv8fpQCRb94S8wNC90bxkWnrCsRVFPHpjIE2dDMz6FTyUktmQLkcZPaiXuw+Yb02AlHqK3OcV2/xLfm0cMPgNe6Atj4LXjdqoCQcXrg39rODUFEd0EzezeaizAyD7JJhWQCkgFpAJSge5SQJrW3aWs3K9UQCogFcggBWjg+OJSSJmaTOqs5B3BUMTjP2j+MRlHwy0dU+mDirNQedh+9L6z6vTedq3hNnqvN20fOb6wIlETTO331PVQtOZ8MOlppUit5DFxETTbBLahqYgdk6JMjGp6DRClwVgj8AtEN9jpV4FgYGK2KcXKlGvYUYAGzSlMvi15FoZC9U7GhFC99XOkRjCDHYEt1r4UB4Ih4Kk1V8dMa65Hc/r8M10x49pOW/N1Tk5YKB1doEcWXHV+01gsM9HenkYxTevj1V9YSV29QSyLZo/BwRNXtjhBNnv7i3f2x15fveYEbNp0An686lzxmiiWuM9KI7OVjTPxxpu6MLRtU9reuK3ikPEHjWd18/g73n4ZI7Leh6JEke0KCF1104F737xS4EHYpk4zMGnoevx8zs8weowp0rrLVixskRpnQp0m/zHDFGFas+XnNz8FE29a2/1JLI5J833BAsAbroBz7c9h1lVYRRaNRhimClVp4mSbQCCUg2x3A0yThrAGxelEfdl/iaQ9x5W97xmoZiRmWgsTWPM27c/iXLO4J9EgfJ3XJK9Fh39Dk/Hc9hM8woCmg6s4BBZEFWnsqOBkt2xWMUUbFRJbpiiIRhyoqx+EXdsm4F//PANOrwtnvLYQ/hV/Qc5n14pruXhILRz5xVh3cB4+3zEcI0+YhekFz8WeFqDJLgzr+nUAk+JNTbxHmt4fumuASGQnU4iUmyebjE2n9HWm1RVIuEjEr31hDPHjEp83Hg1MOUeihqhJ0hG0UmsadfY1aut0WJORskkFpAJSAamAVKA7FJCmdXeoKvcpFZAKSAUyTIFErjW/FDFB0xVkRiZJkEwxxnjcA1O0drG2dB5npn9Zt8wbp0DVpFtrq7BiT08U0LRmc/g3xZAZkZyymGHNZTa+QJjbBovlRQE9bBWzs41rkT41oRqWESyYwaobEUVDUPNAVxRsyRuHdwbMw+DGA1i4c5m1nuIQTGxn3WphgNoG+HuO53DHgycLvAfN3HETzBamNTe9ZnEEF12ix0zr8KHPkLflZpx3082x0627B2LstAHid+JChJFY9wnuuOCXmDzMQjRUa7Nw7Yu/xY7aSeJ4bCyuOK34RVw8/L9w7zs/xpaDozFSqURujYFfVpwj1klMdAtGbLGCv/0NCAaBSZObE+F22tsuzsjtE3EkJ00ux+XznkGp/yWxfyJM9JAfgSAfnzeFMfxm+Zm46HdPi+Vut4nxA9fjtvOvE79PP8463grPi7CLSvJ1G6/CpOXqNcDhQ0rMtJ57mo7771ondItvNmvc5o837PPh/Te+hsLCPZgyZz3yi3xQfRvEJAX7xtS0hYpWYBgsEKkhEs2Goilw5bjAAoP2Mcg/F5cIDWk1yyqiaKM/zCh0Vz+R4tezhlnoEE4uGJEjUthtvadjBR+FiFnWUwFNpjVLQ9L8pyEez9y20SIcBPt/eH8p6quL8OLDl4rDzF56Kr54qQKFBbtR7C2HGqnFsBOzkV9Si4g/DKcziGyzAir4vjABzQ04soU9TeNcTMgIbrcvVgCShj5xKUxa07xurx2tUGtr26ZD+rp/gcXgbq8gYHtj783lnX2Sqjf7nMyxOS7+HeJxqe3yr5PZX0fX4fU5sKh5Qqej28v1pQJSAamAVEAqkIwC0rRORiW5jlRAKiAV6OMKGIaJ/TVWQs5uffWLXmunkoa026GitqHl4+fx+I9Q1EBjUE8b/Ecyl2RHEuTJ7K+n12mNAdvTfUg8XnuFFWnyHKht+V7qzj7bpjXNXFfdShjOEoSK58LpswxdgWWo+0SYa/yZ2BitZhXC2WXNhiINSEc+aHY7fetFGtZUnIJvbZgGDEVFtbsEK0tOwENjf4qFO55pNq1VT2zf5PpGc48Vidxw4ewjhm2bxAJh0YQKWXBhFLffDoFUMbY/I5K867cfg5sf/47Vf/dAnLmofwuDmMnuRTMewIJTXhcoibXri/H29gXiH/fLtPv48UA0VI+dnx9AafZ+1NYUwucrwvFnFOKeh6y0cnyamqb0F1tUfLJKFQZdXZ2C/AJTJKHtxrR1vJlsv75nt5XWfmPxmVD0IPLc1SgbtkeYrdc/eytG99+EYMiB+sZ83PbqrRgwwEoa79+vYNGcZfjW8cugaUCO10peM7m7tmZ+rJDlxgoFmzaq4P2IGCePx1rPm2sK05+NmJb//cNy8fOIk7+M0bMmCC35zzi4FTXbLYTAnp2jMXrKZngHZ8MV3NLErG5OPkfCDmiagYMHjkFWbgCRSBb+P3vvAR5HdX7/nynbd9WrJdmWmyxb7thgU1zAECA0m2bTA3xJhyQkIZTQQkKAkAqBECAEsDBgktBNscFgA2649y6rWF3aXmbm93/f2VmtZNnItiSX/9znEUizU+6ce3dlnXvm87oHFrVbBLFEqiEEK3mxguYdLYbQ3CKMhrFgQvdALXUjFXXUzd69jX3YFM9Lq4FFov60sanbTRZGfhCaRGOzmnjkXJRRU+MFIfXj2qevNcSiOluXkNgN1TnwNqeyaZ06OANWT3vkjLVlBUqnNiA7TS9emp21BUpEQF1lFmRLDNkFdYio6bAWDobFu5oXZ4idLUZq2p5EoPlpzcO+Kdu69BY/XEY/mYM2WYLLIbE52Vvsa7oufZ51/LdBl272GNnpWChW2BNSdMR/GQsclL5WNY1xZT3NR7daRGSl2Hri9sxzmgqYCpgKmAqYCiQUME1rczKYCpgKmAqYCrACHbnWx7vheSjDmvwHIP2RS4xqSsUd6/iPb7rHriTIv+kcR/v13k4uH+h+jaT9X/4k4tFHNUw9U8Et349xgji5Ubq90RvpNjxIMqc5me1sXJOZ0hXPwlH1b51HLch6gTvGLIhsYpMJTWZiImkdbUEkdQIbkbSNTEXfgNvZ4EwktuMF+BR7X6xXC1C7GZiz6HK8vGA2XEIAHocP5T/5P0wqWZYwrY10L/WNcBTUqM+GRoZpTclhagYiZNBAESeNVxFrXINrR9zdTk86Z8cii2SUzp7wD1wx9VPed9XXIj7dNQufV8zC0qWUEta48CO1zxeJsGoRiLEwVNmGYWNlvP4mpYv3b2OG6UUCybSmIomKImDyVN0U5vso1fZLV5NZTSa8zyfgrCGv4foznucTFGXXsXF94SOvQbWkISqko7KpAJ7Yelw8bQ0f89GykRhTvBaXTSiHzQ7mVJMZTfe8rqIsYZD3T1uHkX3XoVKejaL+0U4Z2x1T42SwTwrN5PENVNbD12CFbNHvOyWzBTZ7AIJAuWWav8YcFhAJWZkRHYm54PdnwZKZDevgUxLFCNmclkVo/r2J9C0tVhhFOmk+Golsurbs38gLIk+9MxPjildC1QSU9NkMpyUImy2qG9Hx9LQ+Im194Z8IMcKmNf1AY6Fx6pk52lSMUyPzOopAswRVESFbo9Ago9VXiC+/uhZNzUV8aHppVqIwI/1Mc4hS12nZLWhqKsT0ab/Fxq+GYtOyUqRlN2H05FUIh1OQVpIJdzalrb2Iukvg2PffpL4ICObNQPPI53nRgFLlhlnf2fwitnIofGR1D+h3FRmTDquEiKLCH4z1GBriWFw07PSNe5CNJ0JB4s5u72CoGVrcon/D0D7Evw6GFQQjxNQ/VPUOvj89BWXUnejeM5tnMxUwFTAVMBUwFWhTwDStzdlgKmAqYCpgKsAKEBcxuaDP8VYE70iHkcxRSjHSH+qE/6CUUkzp5r/yjrSTh3j8icAmP5qPp9NcIA3JAKA5ceN3RHz8UVvhPjJdP1/WHl3SnYs9HbnKNPzJ3GRjOiQXJyRWtQBFL05HkVMq5Nfvx7DXfwgpuAOCGgaYNyyz0UiNjDYq2kjnIeONzMb1OwuZKTy8eDdWrbIhpEp47sNrUL74SqgqIEsKbJYIPnn4ahSffhafy0AkJBvtdH6DB03bycwmg5cKEA4aooFSygG/gLR0wOlUcUqpXkCRWrIJ3tGUfeC6pzA6611+v/5nwUi8sOo3/H7dGuc/5+VrbAyvWC7hrFGL8fClP2STlrAPeRc+3GkS/PQJdjarDXNHtgB336s/fUEFDanvyUgQg4VN9xAMAqMKlmLq8E8wddgCpLn8yMuL4nvP/hUx15BEUvnxCy+C2w1mkBPr+aEP/oKpxa+gOH0dm/glRZWcWiYjnoopJr82rFRAfbGOAaFxojEjzTv2y5gnI/MW4a0Xd2Pdtr4YkLoNv738Vwj4HEjNaIHNEdL14LQzNf17mhcqXIiFYhCtVoQG3MivEg89UZAwtRSKokKRdGa60QzDluYRNU7/Ny9hA37qgx/jnksexNA+GzEodxv6ZFTBYY1AE2yMEzH468RGpyKNeo8Enqv0uhitg6BGeSGG0s1itFFnTdOCS62GoM8CuytMMG1UbB8Ab7AIEbEPn2dAv8+QVdCEz96ehqr6k6BZ0tnEzijNZmQItbMm3YtPXz9VvxUBGH7KOqRkhdm0duV7EmY04VakiM5JpwWhplEvwlb3XruCp8nzNlkf+mxo8Ue65fcKJWvJvCY0BDUqzBcIx7rVmDwRDN8T4XdguzdZ/IeuLEjTHKFkvscp9wg+JCvVxk9/mM1UwFTAVMBUwFSgJxUwTeueVNc8t6mAqYCpwHGkAD1OSglRox3LPOHukjUZ/0HnJD5ksnHfXdc5Wuc5EcawO03gro6DMS+e+KuMkyYoGDYyysnp0aV6Eje5rdrYHgVCacpASOmW9OOBzEgyUJNbwrRWfBAVKrypM381Sxbv1jL0ES6W6Nn+UDyNLbFFGcyfzeZtcjqUEqO/+fMoRlNYmr7CyIJluGTc6whFrHju0+vx4mfX8PllSYXdpqBfMfD+wvb96WgwUx/IbDcMX0paDxqsJ6HJVJZiIUhxZvGAjEa8t1nvd3IzWNKEyph5mYrxYyVO/FIhsmUrFcx7TeQ+n3W2go8+0M16MpXPLS3H7VN/BknUzWeXIwrJlYPGMa/sxyFevVLGj74no7VVT4H/6YkoTprQhgfpuIhApji1dWtFBAMqXDYfbjnzaZwz8kPU+/ORXjYVtj4j8Zs/j+b9fn7qDZg86B1YBL+OuRBkrNx7Bu5690VcdLkTYz3P4CTboxBjTaioL0C1byAcllYEoyl8/ITxQFAuhBTaw4YwpX9bSh/HqwtOTWh7w5i72QAvSNnO/PK9jYVwWH3QFBGZrnrkp++DosiwWJMXW3TjmudMnN0sULpZsnO6Wck4hY1W45pSyXfhizlgrZzbboySTWtmjxNWQ4vhvN/Nw9JtJyOmSEh1tmJK6UJ8f/pTOKVkBV+PFjyIC508jw30BxXZDGWfC3vde2jY4seC8tMRDtngbXRh0KhdGHvWajgdzWip93BC2unRC14SIyYYyYJVDkBR7bC69HukhYLaM9aicUMdtr2xATv/t4W3Z+dXI1Drh9XiQ2tjOlqb0nHShdtx6k+zE8UWaT8DuULfG+a0gegxxKDFBO+Q+/ebw7QAV9/a/UVajWQtpa8pUUu/y7ujMN+JYPjS5zEVSqYirydSO9R6FcmLHAZihubKkSzME0JOJBaT2UwFTAVMBUwFTAV6UAHTtO5Bcc1TmwqYCpgKHE8KdORaG0V2qhrIBDtxWjL+g+7KG4zyH7WULGdu9Qn0x+2JwCTtjkfquzJ7kwsrLlkCXHKxnrglZAOhK/757whOG2/jlHBy62haHy63trM+djVpTcfmfjIIYph4u7rJSqYoGYKqJZsN2vTV10AO7kxchl6vOat+v8smG+VkWouxVkwauhSSLOCheT+FL+iCKIK/qJAgFSvsiNvozLROvpDBtM7K1rB9kwJJJb6xBklQkWFtxKI/3AbH+XeyWZiMmyDllZEPwZo1KvG+pcWEA2knb1wPd83PUNJ3FaySvrhA7GhYU9nI74hyoMfpaR68+JLWKYKDjk8uxEg/33G7zlGORSKIxmQ4bUGcPuxLTgXffdtqFJ13K79OZqd755/a0u6MXyGT2IGoZxSbz+lrbgAljfl8UaA5lI3mcDYaAgVsolPSGg1Ldfa4f3PitqlIIi00hKo34DtjdbxKafYX3Idg1MU/K1Sc0JeJEYXEcO6gGZnVAjGftUTKmVjhjOWgAouugRBcBbxwQyaXbdBVqE2bgdTlM9tJTyYuNcKDEEddoDQ0BAz+yUZUNBQiplhw0oDlsEhRvP2rK5DiCvI1iLdeN2kJj3XW8vPbnTOUNR3NI56Bs+JZvHvzKoT9Ahqq0vU4tCDilAtXYdCIbYj4ouhTXAlRVAFBgyjqhUTpi5vYtuBEY//qLQpzrgkRMnpYOaxkKFfn4d2nT4PskGFLs2PqU99GxrDsTudX8saOpjW9RiZ8x0YmX0/yobs7fd2VNO83inOUdzhUc/cod7dLlzd+r1PthMNBfhBihhY4aFGC8CGHk9K3SAKy0/ZfxO3SDZg7mQqYCpgKmAqYChyCAqZpfQhimbuaCpgKmAqc6ArUNYcQTUJi0B98hA3pjtTW0dbOYBIfCP9xIqTKOtP4eC+oSYsJ5Ev2VAK+s8KKsy6zYPFnelpXkjTGObwyL8yG9U3XtRV0++cLkXZJXNq/u7E6ycY1pZVnTSrnfhloCPqezb5l50CMNrWbAmQ8khlK5mzOohEQqYCepjAQQpVcqJm2d78pY5jWnJRtWck4kbKiNWz6Ld4+DRuqyuBtFRKGNSWR77hbL/JntI54kOSUNe2zbYvAWoZChMkIIhwREIMMUVBxQeZb+PlV8zDy/FZOspIBKgoCJEngAoth13A0DtARGcnNMLdJl2c+mIXtf94IJQbMmDEXp562EHZHBGT2hGMWrKiYAm3kzzBw0sntzmGY1vTERVcamfPLl4qIxcgnjWBA3l5U13kwfuAyPHTlAygr3oXWQfcgUHRjIqFraV0NMbKPFxfIKNZEK4gbrjj6wtr0uY5vIftYBUJROz7cfhUG5u3G4CEaP+IfDbXoKIo4c5yMaUJrUFHEpV9nom9eIwiNYqufDyUmQFHJiFcQiDhQ2dwXQ/M3JhY29HskJIjOjaZFDkJzUAFOKoRI51XldMaV0PeyqI+DMPq3aJSGINawFq8vvBS+SBN2RwGnqy8eLOzLZ7XVf5Aoojjotk1oCaYgGHEgN6UW54ycjydu/lmikCLx1RsmzOfjyJxO2fYgf08JbNKP0CTEbX/tvpHwNjrhbSIsCaFDLBg8ZjvGn70UbncD3KmtceQJeKxpn5qqAVhYTuOsYwxKpzahsnkq1r+pG/eDy77GSd/SESHZY/L5vXIwLnVnc4448NRi7hL+f2fnoP7kpPZekVZKX7scMqySeNjp63SP9bgrPtzxfXu8//7r7HOoYxHGrnxWHWifjvxrbyDGRvY3meH076VUl75gZzZTAVMBUwFTAVOBnlTANK17Ul3z3KYCpgKmAseZAs2+SLvHaI/3pJWBebBa9IJE9Nj0gZLUJwJKo7PpdjTwGt057clIlCURrQEd79BdLXkRw0jbU5KUTFtKz4bDbYlqShQ//FhbATzapyOiw+hXT/WXzk88XTYs483AE1CKN2XzXZAi1YnXyHQMFN6IlmGP87bMpeck0rmi4ocqSIikn8bmdzLKwDDJJd9m5i6Tifrmz/VEbcxVyolYo8gibTuQDrQPoTzI/B7r+ScfX75kFqqaChjbQcYqsaDDrRFEFAkqRIhQkGFpwnO3/g5nnr0FmrMf7C1fQrOkICa4ocadlI4p1uQ0Np175XuZeOuNb/E1CwoqcN11/0JB4T4oooK1e0fjwflPQnGXJFjbyWNHixhdMa0Nc99IjdM58rMacV7JC3ho1v3tkr01U3clTGvmPLcsB7QoG9bcJDenjUlvSjYbxjWhMepOXcrHkmFvzxmN2Kan4Kx8Xj/OKExoyWTT2sB3kOks+7ey8aRpAgRBRUy1IKBkINVai7UVZfw1omgdf2miHZoYN6BEOyekNdEB1ZKRQKgQ55wKLpIBn1J6LWKqio1f3oq7vn6NuyJy8U/gyjQXZrmiEFR6Qkdgvvovyn+PV5ZciaZAFi92PHb9/bh24t/ZeKcnAciwN0zr5Pe3geLgAqKB7VhYPhHbVg9ImNZWewhpOV4MHFOB0aethN3WAkluw0CoqoAF885HbQUVI41h4MgtCAedaIqMxqbPC6CEYvB49uH0K1Yid1AYaYMz+fKdpaQ7+9xJTlhTH8lk74jbMY47WkUNySx32+VEqtYfVBCOda0oX3cXle1Mw57cRppnpdhAieQTqfXEAjvNE0pf0+9FWhwjnMrBMDPpbivvazZTAVMBUwFTAVOBnlbANK17WmHz/KYCpgKmAseRAmToNvnauNbHYyGmZMwDSZ9sSB5sKE4ElEZn93e8p+WMxGBTEm/9cN9SHQsr0h/mHZ8iIDPyX89KWL2q7Q/yU09X8NLctvfFwa7fnf3taOBRCpXMMVHRYcpGipfTqZvvhKj4ePucL2YBgh1n//jqRMFBw9i1tK6CFG1g01q15nM61MA60LGE5CDj+v0n38So3AUo67sRIwpXcRLXYA/TfkaxveTEd3J/ScPn/ynBGt2D/nl1GN5/F4YX78KSLZOwtnoi3B6A2NZU+DAS1iCrES68p4ki+ubV4fKJ/8GDNzwLLdoKMVyrJ5PJ1nb0YyO3ozZGf8i0XvFuJjYt6Yea5gL4wil6Kvy8PVgbOw27mssSRf86FrV0hTZCyhiZWCCxNn3JKV9qhKkwCk3Sz8kJeDKuKTnOGJlvFbR1LT4e/r4/4IUBw4SlZDUVxeRzazFOHFNxQSoQyMZ1nL0czJuRWFAwFtUCm1/kBQpB8eqFCaFyQcBoyihQEU5ryzI9SU1R7Q6NTOh1uwfjly/dh5gi86vXnP4iZp27hvvDTbRDFR083nT95EUSepn67ig8HfXCELz/xc14rZ76KwDRZj78ylQbZnkAQfHreBEAqytPxpMf3ILPNp+B4uH5+Pn0X2LSkCWQAzsg0lyU06DaC1ljSikbOpMpTCx2ObAdAmFKBAFrl4zCwtfPgM0eQkq6FzmF+zDpomVoaBiEVPd2uFK80DQRqirB68vBey/pCy4nnfER+g7aDn+rE0GvC/NfPgdVOwphtYdRNLQGE6+qQ58Ryn4p6eQFkeQEdTLb2pD5YCntnvpc2G+QD7JBn0N6UT56coWKDR8sUXu8p5SPx3+/dGU8e5rTbSx0UAFiesqFCnx2nCs5aXZQ4ttspgKmAqYCpgKmAj2tgGla97TC5vlNBUwFTAWOIwViiora5rYCXWTyUdqqJzmc3SXPN+E/unKdE5F/2d24iq7o2J37dMej0MmJ+0hU4STtwVjIDz9kQXMT0Nys/1H+1D8jGDqsc3Zyx3vtzsQ+MZCNRogGz9YHE4Y1bTdYwJyi9q1no/DOV+7HuooyxBzFnCb+18ttZjsZbZTWliM1CaoxpXkJI0L4B2qGCU2Gra3+w8T1qIAdGdxL7POQvvNepGM9c5bJfDYS30Zff3iLBf/7DxmWKqMpctMbMXLgbtx/w7+wtnoSyslUB0BmLxVi1BPBAHH16RuLHIPb5kPfnBo8e/MNGF20NIF7oLSvJnnYpDVS4skGIp0zWLMFb/7lW/AGPahoKEJLMA1v2K5k/nYa4ZDjLdm0tq+8A0LNKr6OmjsaavHFyFh1ZbvhpcR0cvvD7cvx4fJxbM66PRLefGERs8PFSI2O3RCtiYUBNqpDexKHU99de5/lMTOKMoZyLoCv/20JozgZU2GYnqEtL7H5TYsXZHjTORXHAEZ4WFqW64gYQUyktdlQ5tEWmIV9yUN/R0urRR9/diwFvHnPd+FJ1U3qt17azYa3Jqfi0nO3gNAXBvaCDGQpuBuiqw+iqgUbWqtwd61fvycy3wUBv8myYKQlzOfmBLcgsAYGYoTum4x5Z3V5/Prxw0UrJ/lpv0RRxg0/hqAEdNY2p8oJZSJzanpfRQ4fmFNYy//3+7PQtC8FquSGKOsoEOSNwZrPR6F57U5ceM1zkC1RhINWNNdmQIlJmPOHayFKKmzOKNyZEbhybRjzu5sTHOtkw9oYuOS53pFlfTDTmp7AsFpENPu694mRjp8/Xfm5Y/qakBAdF+96G2fSlX4f6j49kUg+1D70xP69+e+UjvgQ4l9TAjs33eRZ98TYmuc0FTAVMBUwFdhfAdO0NmeFqYCpgKmAqUA7BfY1hdoZer35B9KhDkWyGUkmJCWCjqSQ4vGeSu5MvxMhbXY4BcySE/c0N1Z+reLrVeoBcRbJ2lGK9r9v6ElrMja7aljT/t2FAUhbezPs9R8mukUpZzLRjJQ1vUAmJGEVyDwjNMSrH0/C3EXnUC8QyTiVj506ZCW+depeuAYMQrZjJdw7HoMlsBWKRkAOHaVApiKZwNQIXUFmON8LpX61mM5ctvfB0tgDWPzmJkwtfiXRr5MGb2TDe3X1RNzz7x+i0jsU69aKSQlODbKkoKx4N575+R+YI02YEEPf0mEq3nhNRnV1HGVBoBBRgdMaxF+v+xGuOvVFiELygoFuBoczz+Q+GEYhGfdk5FJhw1g4iI8WjMWz/7kG+5pzsNEyElaHnVPdp53RlkC+464ojy2ZwL53/8znMyzelNKB8ISZ8r8+AAAgAElEQVQX8bbyzy/BvxZcCR/64ZLrC3D1dQqb/2+8lYVn3zmX93FkF2Fsygt4aPZvdcSHEmDERiTjdH7dMH/ZbCbNZQ8srSsSXGfaZuBAOnsf82edXWLTMxkTQwsOBss8mYlN6BAyd/U7YtsXodyLcf4dDyBCzr6qQtFESIKCR2b/EkOKm/HemnMxd9EFeqoZwLDivXw/OupDgxht1As1CgKfj869NiLhrnqFUSWzPAJmpxhmuH4XdJ+EAEkY34T6CO2J99kY13gfRSub5TSvaU5ZGz9rN9/5PgQJQlKKXE8Ka1A1OyKKBxL8UBQLtvpuhTjmRjag/3faY7jyu3+E1aYvyAa8LuxYNwALXj0LiiLD7o7BUZgHZ580fv2cl/V0Ns2LnXM+5u8jARFWpwr3xG/DPekC3ta69BPs/vd/Ub/Liaz+AUz6cSpvp6Q4vR+5Z7KHF1ds2aMY8dIV9Exn499T2w6Uvu6OxcKe6nNXz9vTieSu9qM79zuaT4QZc8UqS/FFxO68M/NcpgKmAqYCpgKmAp0rYJrW5swwFTAVMBUwFWinQKM3wkkao6W5LAjH1CMyg7tT4sPFf3SlDydiMutEMB8O5TH1zgorzrjQgi+X6CZ0RqaGufPCh2REd2XuJO9zOCZ7x2vkLey/32Vbhj4CI31NJjI1SqUaJubchZPx6sIpuHbSP9Avdx/UkA+WqIDGmiG8b/H//QDFNdciGq6AI9LItqNCqVzRCdWawwabYVQbaAcysJtGPMNGHKFTVi3YiO+MvZvPJyghFKRXIrfAhot/+zRvW7ZtDOobLO2wA4KgYda0BXjqwfntcBdUKK5lUz2uvqAZGxvz0BB0wukIwhdyQtM07PlLX+SnUWq5rREiRJPsiGRM6XRYDFOY9Cm69GXdXJFtCcb0fb/Rk65DS9XEHFBXPgvt6+f0e4rnkj3prYyfIMP6nx9ehZgqoT5QiIZgEX5zxypcO+JuzLz7VxCUIJvDxIQmM/V/d1yjnyfWAk20MTecGi0GUFrdWHTg72NNiYKKrLcgo2Oa27jJZNOatpGhaqTiDcY6zQ339t/oxjL1IV6s0TgHmehPf3wznvn4OjgsuhE9MHc7RvVdgwvGvo1bX/wTRNkSx47oR73580uSUtvGmQyVwPdIX9R3vi4Xkoyb0YIE0OtxTAjfIyFTBFlH2bDjrO9L40qFFcm05oUSWx/I/o3tTH3eT7DEr2VwijUuaCnQsfH7pf6QUe4dfA/qdjqw+IkITjnpWfTv9xVURUAsYsG7L5wHX3MKJs9YCMmioapmNLZVXch9MUzr5fe9A+/yxWjYY0ckKCGjKAg5PRdjH7ySzfD5V82Lj7UXFv8WlE5twPDTd+nseOqLICcMeIx6CCHnsHY1IzqdwEdpY8f0dSymUWD/mEiGH64kx/KC++Hek2EcN7R2DVd1uNc52HFUgJH+rWQ2UwFTAVMBUwFTgd5QwDSte0Nl8xqmAqYCpgLHkQLEumzxtz3CTNgNmyyiOWnb0bgd6gcxFonHSYiHznjER9qv7kQ7HGlfuvP47jBRu7M/h3ouKibZ4o8gphwY0XGgwop/+oOMP/w+XmQufuGLLonhb0/33GP63aF3Z6Z1ckE/MiyT+b+Gcf2TJ3+I6yY+yUlPMlRL8jYjEkrByjXnwTVgIPqf54B9x++RQYX1yACGQHYhBEt6WzHAuOFGcpF5aCAbjOKDN4y5G8Xp69i0HlqwFfbsvpjxwGOoqs/Eup3FiClxPENcbzLELp6ha759i4Rd2y1Yvx646BIFm379ChvLf1k5Ff6ojNqwDd6QB1Y5jB1/HIDctH3xrHDbrNEkF+iLjF9CWrgqX0i8SCldMg2pMOEfX5uBP70+k/c1TPhVG/cvytaZab1Xvg3jix/A3E/PwlPzr0UgmoKK1uGIxQCr4MWMiW8j4g9gRUM+yJSnViCLumlN+hkJdecAfo0S0fbat9pugtjRSSY2vWAk5zt7f3Q0rWmfZK42/UzJ8Sk1Bbp5rFExxDbUE71uGMMP//enEAVKnGvYWVeMq097CRYphttffgyiqCHF0Rrvgoa3fqanig/UEqY1X4AwHnTt+KIncdNteRDDNYiEnAiFXYAahTvFC1HS4gluOlDHfjCiJm48E69bT3i3bzF7P930juicc9o/EMqFy74vgbxhE12L8cLGhoWZ2LiQClWOgyu6ApkpGxD0WlG5rRDTrvgYmipAtqhsXO+qPQdN9gsw4e7JaNxQh2UPLUJo907494WhxlRYiIhgcWDC+asw7rIQ5v16CBRbPrPERWJ6S3bM+tkcTtpzE3WEAs1Fy8Cr0JJ1KULRtgXhgwp7lF6k96JNlph9TQuAXWFfH6WufuNlD2Wx8xtPdozscCwsrGel2kCfR2YzFTAVMBUwFTAV6A0FTNO6N1Q2r2EqYCpgKnAcKRCNqahraTM7jmZSl67ttsuwWiRGlhwp/uObhuFoPnr7TX07ktcpcUYJ+gNxnI/k3L1xLGFb/MH9uatdKazYmWldPEDFoi/bG3rdeR+5aXbUt4aPSG9iSiczlRtHv5IoqthZXwkdQulba8VcqMEGNvTCUSs8dh8XpauqGYyNW0+D5dE/YeiiEcgOVOiGmmRn09oiZyW41lJgCydck5PCz+38DzZtFLB8qcgca0KEjCj4GtPHLeXjhl7zHKoaMhFTiFHdVqBLFAFJAk4+WcVf/ybgrjs1xFQtkcS+wFuOor4VWNWQjw+2jEO9Pw1uTyMbn09953s4acCy/fAg1G8ygcn0VRx99WRrUgvmzmCtSJMrHnwQy5dbmb/9pyeiOGnC/gUK6dD6lx8GqnWm9fYdp2DCE7fxGd976gM89o8xnLCm1tIiIDdXxWu3TMVj1RYs/OhnjD+h9sgVd+GaweuxtmIk1uwZgS9aforMQcMwZZqCU5SbsG35NqzdVYJ+2XswrMQPS78p7QoddmSDJ99TZ6b13b+0YPky3Tyi+xuV9S6euOpqPYkca9XHkDDhqkixaz11LgqcCG8NuuENpqBPeiVW7xmFe177DVqCqdhcVYIUhxdDCzZh1sQ5mD1pTifTLY7zEERoolNPSIsORsxYWlZAjJHprXJxSUroa9Vfo6EyTY+xCxZkZW6FzUWLRgLjXMhcJuOXkSDNX+rpdTZ+91+kUqy5ifOrChANSmhpzEBqZjMs9ihEyUCIKAmEDJnLtTs9CPodUKMq1JiC0ZNXo/SktbSzbufLAnxZV0AafxOb1RFvBIFqH5z5bjRtrEfMH4EjJcTXGX7KBoybvhqvP34BBChQRTun2rP7teDMWYsTixbJprV10FWoT59x0IW37vwMOtJzEVqDKCw0Ag6rhIiidvoZfKTX6anj6XdDVooN+5r3X6TqqWv2xnmPNvLE+DeSSKwbs5kKmAqYCpgKmAr0ggKmad0LIpuXMBUwFTAVON4UqG4Mtnu8nxJLZGT3hunZk/iProxDTpodDUdoOHblOr25DyWVvYHofsW2erMPR3KtFKcFVCSU0vXUDqWw4r+elfDrO63t5vODv4vg+ht7LvF4sGQ4GalkzMXcww9qQht6EfIhlDWdDWkqtmgUH+yoJyWtHTVvQIxUc8JWNywFaJrIpnUgmIKasQvgHjAIjbsfgNrwBYq8myCpMbiUIKJx3AZhLAjBICheNj+JZ/3L/z2PdXtHJC5JnG+DSU3m9c3T5+Ck7z+HPbVUHE9gc1RnDQMOB5CTAwwbprJh19GGPEd+ASOHvI9H5v+QHTJBErF6bykmDPgS15z2AsYPWIb+Wbv0c0LUjVejyJ9o0S8kORg7oRfrA5rLnuYU+oEaaUmt4z7v/vN10ELZgJRSfj2jNJsxEDdda02Yw8TFHj1GxeMXfBs/j3zJ+/k3n4eCMeVcAHFeQSYufvRltARSmGG8p6UEqVke/Oz8x/Cv/01kzMiA7O347RV3wp5TDFeaJ8HlPlB/aWztgQ0goyhgL00gVkaXthVDy3TsxT0X3Y1Zk+bqpyEtFJXlUWIyVFVANGqDO8VIUbdd7Vdzf4t1FfHxFYDK5mI8c9ONGNtvKdnK+3dLoIUJHixO4muWdPiKdZPf0JXmOc1XapRkD9T4+HsypHevz0HfkhoUDqnkcwTyZ0P2rYcY8/L/27AmHa8tIOoZBSmwnbnazVV2RCNWNsN3byvDoNKVSOsT4nm7ZukkXtjI7h+Ab28r3v7LSQh6db2o77lFtTjzio/0Pgl0iIwNK0ajynsmrB4rb8+R52PLhvFQwjHEmhuRntsCd2oTzrriIzaoaysLsLD8FKiig/c/c9bnyOnbyIsp1AgFYxQwtUx7+4gXsg40P3piOy0U0u8Mes+SPk6bDLtVXyChYny0gGy8x3vi+kd6zhOhlkNnGnTHguiRaEvFRGkxwGymAqYCpgKmAqYCvaWAaVr3ltLmdUwFTAVMBY4jBci0DUfbEom9UaDQwH8QioSY2j2B/+jKEPTGvXalH925D5m+tOBAj3ofj40eibZIArPVPQ79Xg4ldX/H7Ra8Wi5xQvgnt0dxw009Z1iTvgdKhpORl/H1lQmusWLJgBRt5CGhQouNY9oKHCaPExVaTG5G8cGO+1gbP9GNW02FoOlJVlV0sWkd6nMZWkf8hQ8hU71q9Z0QWtYhNVgJp+ThlCshRSze1VDldNxf/iN4Aw6srRiBoGcSa2c0quNHbdvWtpRvfb0Av799wjojAxg7ToVKyeo4R3rTRv2Ymmp93zML5iN3w1JUN2RB0hQ05vRBS8iOoN0OS3oYd1z4CCYNIXNYNzB1Q5M4xsSAlrgwH6M/CMUQx5oQjsFILRsGNR1Lhn/K1nsT95G8APDwF/diS+MGDHypH7KWZsNldfN+01+4GLkTChjFQX1PNuvfzb8VdksAdoue5gwrdszNTsG3f/8GdtX1RzDihN2uIiamoyB1B9xyPcoKV+P28x5BbloNj43bBbQOugeBohs7fWtS/+mLFvPItKYnYejeXv9gJJ56QmYdZ4wtR75nG8YUr8W3x72bmAOcLI6BzdXauiHwOPZiQOl6ONzt06cXPNaGLWkNebCxshTjir/G6H4rOWk9omhdUt/I4RWwryUH/11+EZ7++BZMn7AW998094ALKg0LPmDdNep7vR3rFpei7NRNGHHaZkZpaCnDUFU1EKhdHUeaqMjqUw+bvX0/acxj7jIu5EhjXr1ZHyNKdX/6zsVsol5+5yd474O7mEXNr8RUjDx9FeY/ewYiIcKGqFDjmKHcfvWYOvNDiLKI+pp8LHrnXFjcVgwasQljJ8zn46MxG3bjp4isfgfpmfuQ378CffqT2S6woa8R+FmQoVqyGGdCizxUfJLGk95P9L6i92t3IIM6nSA9tPFA5igtGBKmi9LXwYjCv6sjsc6fXuihrnXptMcCRqNLHT2EnY6FJ8FIV2Jam81UwFTAVMBUwFSgtxQwTeveUtq8jqmAqYCpwHGkQEeudU/9Adjb+I+uDIHHoRcY8gaPT4O3s3vsqfHrip5Hug+ZdfRHMhklgVCMx6U3Ev9H0u+Oj3AbxiOZ1qLB6VVDXIxOlQmboM85X//b2iVWjT50NK1pOxVgTG50jdQNP27jGNOz/YRosPdHOGs6WoY9ntid+hcI6WaT0Tc2rP2buYDgjMdfxZItkwBRRihihSrYUVwcg9ujG//btgjw+do/Hp6VrWHrFhFKfD2AkCBFRSoGDdHNZip8ePetq/Hynzdh80YR/140i7dfmfEOXN5K2BCB06+ngL2eNDitPow8fz38VgeuumgjYyRsjZ9SfpXREZpo1QsAkllNKIk4I5r424ZRSOdKNq0NEzFZNzIUy73Af7e8ClelE8N/X8Iv2yQ7bLIdhdP6Y8oT5ycOIfOajGsysM/+1tP42PZXSKG90CQnbooWYEp6FQbfup6N7L5Ze6BCwuA+uxDTnBiZ/wUuP3kuCjL2MlNa1aywulxoifbB5IdXMC+7bISK7/5A/+yha4xJewVj0ueyaU2mFSVfqc9fN12Bhx+y4Koht+K84a9BFmOwW8OwOXWeM7U1y6dh/aeFPI5R1xBk25fg/Nkv7Te15yyZhfIls3n70h3jocKOEUWr4ZS9GFG0hlPhnHCn5QLJiaZWJzZVDcaMP/6Xt7mdYdxzfTmumPppYrEg+SLb5m3Al3cv5E15eeuRV1SD6dcsZPY2GdHR7Ol4/ddDMPnbb+prE5oKV0oL0rKaEqfRmdcpCVOYxrhlUyUccgWslhAnriU5hm3rh2PVqgs5ZU3JbTKtwyEb6jcEoZHARHKXNKTlh5A1IIodK/PYtKaWOjgD0cptmDrjI6RlNvA2qz2MtMHpCIedkLw6hsZu9zF+hw1rhuvQaooIxVaImFufP8moF9IuJ9V+XKEqvslkP9bT10cbo7Hfm6wbNhwLRRgzPFb+XWw2UwFTAVMBUwFTgd5SwDSte0tp8zqmAqYCpgLHkQLhqILk6vTdWaDQwH8Qq1oQ9EJPlNY6VozIE/Gx4u4cv96axsmFFWl+WGSRsS3HQ6OFD1UDz22jQCIbYE2f64ai5IagBCCoAaiSO1GwjVALdZOWJG7RKT4Lt/cxCKsDiEmDGMNA7UCIkOwlk0A8amqhqB11kTJYLnp/P8mSDR0y0ikFy4Z6rAma5EHBjV/zMWQM03n8AQsyU1s51ZxX6EJhoZbAZRgnLywUsHs3EA7rJvWl48tx+2VzMGiwxgYeYTUCi+5DVaVuvq7bW4bfvftbXOgrR6q1BU5vE8Q43iMgORCyO1DjyUNNaiEuOX0RvjPaAXvdexDyvZCyqxJpdTIlNVchF4s02ratAv6y6CF8Z+zdGDRITaTEpeAeSJFa3o152PY+nIg9mGlNTOMZC6474LTb1LAe9DVC9GLvfyuxz98X9z1/PUrzVkPVRPIyccPkf6Nvzj5k2vfwecb0/xqioECURGiWDPzomQfwz09uSVzj5IkK7HHyB+FXLhhRjpISHWNBprVhiL7yt024oWA6J35lMQo38cslNxTnQE77krH76XOFqN/l5HPP+N5cOOSaTlnRc9i01vDo27/AmOJVKM7ahermHOxp6MvFGBOmtZyCVdsHoq41G9f+/cVEn+++/lXcdP57naJO5l81j/dzxVaibNxiFJdsht0ZiifjLWxGl/9hNvoP2cxfhPtwOFuQntvMTwtwol60IZJ+Gt87tdSNP4UUqoISjkKMNEAWgxBEDfsqcvDxa+cinHVmom/Ep476ImjdUs2GdVb/AIpGeDH5O3vxwn0z+TVXvp7azs3fjvEjnkckKLFhndVnHy8qkVlvLC7Re5gwJ2SAa4JVT/9rMV4cMlry0xD0O4/MvuRaEQecUMfAC4fKg6bfLy6HDKskHjPpa6rj0OQ7ePHeY0DqQ+rCsbD4TIsZJs/6kIbN3NlUwFTAVMBU4AgVME3rIxTQPNxUwFTAVOBEVaCqgf4ob2t9Mh3oyLo+lHs3zOCjjf/4pj7TH+yET6g9gQo4HS9JP9KeDF8qvBmJtiFijpf+G3OLzAXiGVMqPDklTcawFKmBJqeyyUWpZs2SmZiSyZgIMqxTmu+FsM0P0OP3PhWKVMiF7Q5UsI/Ov/Pd53D7367ncxJP+cxzXVx8kIooDi3VOPE8fpxe2DRSv4a5w1zAsfETvR+SG+PuWISqxlz+scXn4v+X9tMN19wCK37xYDZuus7KaWtaeBpSohI+mRPY1K6d9DRumfokAmo6SsrcIJzIlnU++MIpiEbjDGEBuO7ZNzA4vAlTw/MhgqrqRZBbuA9RwYKtDYNRm5KDmpR8PFz5S0wY52eTWUjzApcDkcZtkMUAKitH4LPFt2Da5R/DI26AtxVoaHbgjiUf44FpF3N/DOOaWOKUyqaELzXVkoF9U3fx99e/fSlEQcCYX4yAFJTgtLghizLG3XEqSq8b3e5jw2HVmdjUgpE2dvbDv5E5Hb1qpYiXbr4QVS39UJyzG9kptSjNX4+qujQ+hn62ylFeBKAk/Nn3PAuLFEZrMJUT043+NJxatg4V3hFQ7X0wZfA7uP3ScjaOGwfcx3OAmrPiWbjW/wKxmAiHJcDbaKEhkjohUVSTE/StqyBoEZ1zTegY7I9ziCoWNPkz8cnG09E/a7d+Lo2mnoxJg5foTHFCschurNtZjAXrJuN3b94ZV0FA+X2/x0kniwnedrJghmk9oPgL0JfLVY+07Ja2XUQ7yh+ZAdWaBU+BFZmutehXvBp9h+7T0/RKiAPYNWfW8CKQvf5DNuU5SS17IAe2QQqTGQ+Eg1a89+9zsXdXCQLBLE5PE6PaX+2D6N0JUYxi0MhtmDb7K1642JS1ANve2MDFFgfOKMWISetAHHkpXAUhSgVNCQFiYz2J9a5asxPXpn30iaQb8Ko1P5G0Tn4SwjB1m7z6vDvW2+Eu3NIcocVo+vyLcuFGBeGYXgy0txuZq1SE8Whcu6fu9Winx+n3c256G0e/p+7TPK+pgKmAqYCpgKlAsgKmaW3OB1MBUwFTAVOBThXoyLU+nGJ+xyL+oyvDfSL+wXss31NXCivSoknHhZSujGVv7mOkqsn81NLK0FB8b7ukNfWF0r7RlFFciJEMt5RtD3IXg7kz2iE8si2TIH+1sV33m+tLUe79ireR+czYiFAV87AZ87HvDZz74MsIhO3YUDWSTWJJ0rhwYDKTet4bql7wbvVdzN21tixlM5NiwWQS3vXKA3h16Sx4Qx5GT+RnNiDd48OnW86Bas/HfY/m4zf3S2hpoUSsipJSFXfcHcNtP7BgWvo9uGjkS8hy1+npXFchFq8thQWt3B8iNFAhPElUcd0/5qBPZgMuc72Ci896BYOHb4aqiPB53Vi+chwe/+ynmBT5AtO9H2F8kmktnudFa2szolE7vvzqWjQ1F6EgbSFKx36NcIjS3gI2Bydi0ZaLMDnlJQwaHcDgMQHIvs1sRoJ539QEtJQ+zmlrSktva96AtBo3Qi9F0Lq5GaXXjerUsHbYXoW0pwpSRRVCfaajOeuZxDj9d56EIb5fY6hjHlw2LyKqB9lprYASYBxMclPsRQinT8Ilt32HcSGSQGayhnpfFh6ZfSd+/8Hv9OS0uwSvvq4wIiQZW8RImPXfh8ipX90ZpPGLOQcjlH0uL0jYGgjDQWxowznkSpbt+kEFO/c2FiE3tQahqA2VjQXwhlJQkF6JgozKxL6KNQcouhR+r4JHnx6MeV9eiAZfJqZODePvD3zQafFLWkjxLv0Ei57L4/OMG/MqCvuuQ1q2n3+mpwuoVTZPxaqVZyfM4wnFv+a5KZN5bEmBMvBm+N0nI+XLcxP9CbUCktMByWGD7N/K2/ftzUMsIuN/L90E1UaFQcGc6patjWwsZ+fswLjpG1A2aa1+fccANI14JrEQQNvsK++AuOsdeGy7EVXdsDoUHQcCETVn7Utcn59sMIzr+FbiqdOTELSwYBT6dNokUAG7Zp8x79rJf8z9QP2VJRGtgcPvr4GysEgiP3HiC/Ve4cZDTYofcwNwgA4d7SKMVIyTjHOzmQqYCpgKmAqYCvSmAqZp3Ztqm9cyFTAVMBU4jhRo8UfbFe6jYn5kNn0T67kj/iMYjnFRxWMF/9GVITgcg74r5z2a+9A9tfiPnceljXnS1cKK9Lh3ozdyzM4jA7NBJrKAGER3f7RkX7pf8b8DpaQ7zo008WY4lrfnVq9dPQob6ibxrrvrivDdKX+BxxkE1KjOeZY9mH7fXISjVuxt6ovqlkKoKlA6TEVevm5UUup55EgBV536Csbnvgxry3JOfFMzihqSkfdM9VcYFrgTuepCeIM6XuLTrWdjUc2tiInuRHHFO+6KYrz8azZI2UBv2gOoCjOdRUk3UbdUDcSf3r8dM8aVc3xXVVX0y6mERVZQ05KPkox1SHU2QpIpCQwoioSdDf1ByArhC+C27OfhykjnpLV12nIoeX1QUyNACcXYsF788QU499t/hTXVljCt96wvwPtLroTD0oohxa0YMnsCTi78EeSAbm4a9+sbeDeWp0xnpnVZThlG5Y1EkUvnEnfWMjyXQl67GWJrvBolpdGzH+FxJg3IaCUzmcaC9CBTUxUdzDKn1wwDmcxof9/vwVX5Au548U6s3V2SMK1nnPxflBVtwqebpuHTTZNROjSM+x/Nh5IyvN3nL8259DU3QPZtiKenBb1AJS2C5F/OCWvZvwkC8835jju9J1UVoWgSI0YMDEhnOwZzL4YIFbbad6BpKmKKjOrIeMgXf8S7N26ow7KHFoFwHJRunnzdVvTJWs6v1e10YK/vQtbJSDPTeNJCgqh40TL0Ee7zng+ewxtvZmNE0Vq4Kr5CRngnNNGOAXe9gnzPKlhW/4znUP0eByM8JLuIWNSOWCAAhzuAnev6Y9PyUr6OnJHLCetAddtigRhtxOTLv8S4s1YncB/JhTuJv73miWVsdE857S8oKN4Jp8vHWBFqtBhgpKjT1t7MqW+jUXKbmNY07pS+JuPaO+AO2LJHJZ68OODEOoZe6M7CvR3T195ArMcLNx5uUvwYGoL9unIsFGGk2hKUojebqYCpgKmAqYCpQG8qYJrWvam2eS1TAVMBU4HjSIFD5VofL/iPrgxBd/7R3pXr9cY+6R4rgiEFoWi8Ul5vXLSTaxgIEKddPqTCikdrIYGMQTIjrU1fQgrtYUPK4AUbBjSZlIwUCO6AoFI6kVLLMsjkax6hp3DpPAbWoSvSy9J6ZFZdDLGynnffu2cApEiAE7HUCtN3wGbTkJ6qMB8bapBRI7c9ew9W7hiLyuYiVDUX8ePxU6bpY+5tqUZzM3DppYuQ0gScO2wOhuUsAxSfXhRPtDIepP6kd7ivhDaRFB9q66zQApXwOPy44rnPGVlhNGIu/2TGHEh5VZBydkDYE4RWYQeiCgRNYdN6d8NAPPr27WyYk3E6cfBinFbyJfpn72Bz2yLqrHIyTwVBgwYBjb50vLnyYjz27i8xQK3AMNEnpHYAACAASURBVFs9hnt24cyZ/4Kjfxa8u5qhhPX7mvfMDZj5f8/DlakiNbUaakzBG09cgk0NE5DXLy2RMh98Xz32rPkF96HMbkGZ04Ol6TPw6706+oQS8jQ/nzlXx3988oN30LhR13/K385DxrBseBz3wvXJ021D6LAjGirhIpZ8D3GDOuoqaY/oiL/OSBhCXggyJ+QtrashqEE0t0jYuHcIc6n79yGWM7B2z1Dsru+PmedXgJ5aCQ59EF7b0HbTh+Zl+uqr4WsOoCWQyvdWmLGX4sV8DTFqFDOMJ7E1IBKyQrIoEEUyswVEFAusEhnW6n6mtaIBEjlmgsCFBsXIvrZin5zstqO57Ck2nD+89j/Yt0xHZlhcImM4pv9QR41QM1jsxhMJzHiPF9Ak47p88WUoX3w5NMmOUGMAwVYVD036ATOjyYyfdFM25OBuCIFqREK6ebZ06SzsqToTrTt2wyHuRUudEyGfHZbMTGQMy2LTOhpnWvMYx5ox+fKlumkdZ5uT0Uz9//TZXOxdsItN7jPOfw95/apR0G8bREmBJBMmROanEaqn65pmLj0nMe68gRAhcjrESDXPfWpcnPHU1xFyDuPF2+OhUZo2FFa7/XdFb6WvjwX2c3eP87FQhJEWjqm2hNlMBUwFTAVMBUwFelMB07TuTbXNa5kKmAqYChxHCqiqhpomeqxcb50lfZIZxJSkDoT1oorHO0fyRExqESua2jcl5XtqiiYXVvQGo4hEiYPcddhpTxkpB7tfw1zjxGxoj86hVsOcSI5kTOFDjYQtYT841crF2SxUPg5R52A0jXz+gGY1md3GOToztMnopoJzlNptqfdi9442vYbkrofNGoXN6eSktai0QLVkIRQG/r3wMvzhvV9CcBcwGqS5WYAoVsHvrcaAgTrDWakHrh31IsaX7UWquIXTuGRak+lGSVJL1kikLZ/J72UyrIWgjom44A9vJZAV9DOZ1rd//zE2rflzorkJ2KlBa81ISNuklWDbLgHZWVX4y6e3ozh1M6YVfISijEpGaFikWBvego7SdITFL8ofwerdoxGz5WP3jj6goosv3X4NBFlEZqwWUtCP9UtHYsfOSeg31otzz3sUUGPMIX7jyUsBUYRiy4OohlDhrsfCK3cznkWM1nHf5g0dhxekU/C3bR/CgRgstgwet1nDvoO0P7vYwDQaJW+vWHYz0jbeDOfect6sCQJzmMVwS6JYoP5CjLETRnFIWtwgnrar4lkdy0KF+/h4HcdiGJx0nCY6ATH+CL4gwzC/ybQO5F3O5icVzjTmzV0NwAXNc+DYUcRzryi9BmnOZtjtKmSbE0Kkfj+G9d5tBXCl+pGSoafFBVEFIUIIUWIkrVtUgHphiW+QRAs0awazo2lOKDHdvBJlEb6SB7AneBXendnG+qZ7SUlrxPVPrm/3FqMFn+jmRbzNZg/C6tQXeOir/LOL8MriS3l+hZoCCHpFnFn4Fs4sepv3LxqbggED1yDksyHot8Pl8cFijcEfyMIbT1+GfRUFjJeJ+sIcKi+5egTyJhZh+xsb2bymlpe/DdMvehme1EYoUaChcQBgS8XO0Pex6QORU+J9PB9j5IQv4EptRVpWMxd4FCXqp6WdaZ3Mq6dzG6lx48kFHmM5FVrmBLSMm9ftJnA7Ybvxh55+qoX+3UAIEoN93d3p66PNfu7GoUic6mgb8fQxkJ/h6IlbM89pKmAqYCpgKmAqcFAFTNPanCCmAqYCpgKmAgdUoK45hChF7eKN/pilPzAFUS+4REXYjkf8xzcNORlE6W4r6lr0BOiJ0I6GEX+gwoqHo+fRMN0NUyqB0GDMAr0fBGZSkylJhrbxfymwHYIaYCNSlByI2orgK74tcbsG65Y2kCHurJoDIc5XTi7CSK8buBHjYEJL7NjQwqxhapnuGgwo3AENVBhLhiL3iae8gX2W6Tj3ricYCUL4jqHDNHz47l8xbuwivPHGZHz4wWScNWg+JvZZilMHfwannVLWZEpmQ/UMhTxgNidPxT0/hrRlIWTvNjbsiGl895xfYW3FCETTT2bcxewJ/8A1Fz0E9CcH064bttEcYI+MSOw0NmlFqxc+bzX3u0XwoFX0QN4cRb/MXVx40CLHyF/mY6mRgUrtgsfeYgSFN+jB1prBzBS+aMw7mDhwGYblrkLDyhxsXTsc0ZgTqUNycP3P/wzRtweCLGHDl0Ox7rMBeqpZdmP5gA3YcvIq1NkGoqF1M+ojfqTaszA0axQaaj+BpEWwI6IgRbIgL+tknPKH8chrzG83Va9fOgVZy8+H12+BFtULH0ZiFuSk1Cb2I0QEmc6Mikgqmsnvhcrn4Fh7a5tJzbNJgGrLZ8650Uh7miuGOc3zIW5aWyvnJvbzRbx4ptGL5xfMwrCdGRidtwXZnkZcfcprcFhCXOyRrkBpaDKFqQhmLKKhcW8am9MpGa2QrArjWMgAJtVpe0zTsJIWP3wyRrszEYwFkSHLmOWK8pgb40MdIZPYO+5ZrF1ShhUPL0bUF+HFhZg/AmdqCM7UCDxZOht54MlNGDNqHifhZWtUv55ExrcFmuRA+ZJZeOWzC7m/weYImmtdOEeej9HFi5FTtAunfG+IXjBUkOGvB1wenYutahKaalPRUp+Gml15WPDaWZCsElKHZGLGguvQ8tQ1cFt2oKmpEDlFtUgbnInIjhWwWELMRd+1awK+WHQxI02oFaa9j5KSz5CZ38DIEVHU2KgXRBGhjCloPOltRqF4l30CW/1HyO4fQHZxkN8zqZt+0R63I7mBzAmoH/MaYkm/Sw/nM7C3jumt+gc012yyBJdDQneyr+nfKU2+YweF1R3jdrSflCIme1aKrTtuxTyHqYCpgKmAqYCpwCEpYJrWhySXubOpgKmAqcD/vxRI5lqT6elxyvx4aCCkc6ojMYOVeuLp0lt/uPeWcr1pxHelsOKh3nd3FAc71GsaprUU2AE5sC2ekNUN1ahrCBTnQCj2vpzCJjPP4l3NqA5NckIULYjaixBJPSWBFaHjqOibGPMic/n5ekFAQYImudiIM7ActB8XVownsY1+k0G+r8oPwR5GwZAKaNk2aIoFitYPvoLbEW3Qjc5fP3cd1u/qj5hrCKe0ybiedPJMxnM8+eQUaDtCOHPQB3CJfgzO2wGHNQTRTmgJAXD0QTDlZGhZgFX+EvK6zaD4tqASHkFPBr/y+UxEPWV8H5dNXwkpdw+jQTQ5HTHnAL5ma+B+xJQ4YkSsSpjWghJDq+BBn+BeSFB4CUBk95KeBKCfBWgqJX41XMimtYRA2IWNlaVwWYMYlLsLvtZU9LVtxffHPMnSNNWmw/Otm3DK6W9yMUqjrVvUD6olE6otG+8O+Bh/rKlBqyZCUamooQyLaEGWEMIgC7Au3PZZNlwaCPvGEkx9f2q7KXPzgmw2JZdvHsLbiZf9/uqzuWDh7El6+poaGdaRjNPZeA4MfQC04GK1SFB3zoFl1a0Qos164ct42pruPeYqTSSzyfykLyPpT/vJGSOZaa3tKk8keqsiIexVZPx4xxXABydjdP4mTCzaiCtHz2fcBxW7ZNNakDlFr8TIkY6iZncup9FjqoymlnQs3TUBN838J28jZEhlDPz1YLONFwpojs52x3BlqhWhpiBsDn3hkpqiWLE78wk4J87G/KvmoXlLI/x7WyBKMThTo4iFiVRiQ2pJDoYOmo9R4+bD5ojw+FIL+e1weMLQIPFC0F0v/xzrKsrQuFtCqncvLnDqXPfiUzSc+f1qTqyTXmsXFEIQYsgtqkVO332IRWVEAlbUVWXj/ZfOR31VHlIHZeDcWxajsFTHrbCOvs3Mna77Wl9EofbRgp/y/9NLs7gQpLVlBc66qBxZBXWQKGFtoGtkG5rL/o59FTn44s8NvJ3e9/Q++Na/pvEihY5ruYaRL7xQ4CqBdeh3UZs246BPliQvUhkYlUQHe/Gbo8VOpt8ZdqsEh1VCRFHhDx4++/pE+91Nw3+0izB6nBb+HDObqYCpgKmAqYCpQG8rYJrWva24eT1TAVMBU4HjSAEypWMxlQ0XQjkoigpBFNDkjRxHd3F4XT1aDOXD623XjqI/5pORL107qmt7HWphxa6dtW0vnelpQUNr76Xfk01De9177bpMiBBf/5+wuWgkYslQozQymVhSrBlR12C9KJviY1Y0NeIY035CtDGBbSCcCGEE/AXXJVAiBktbHrQZolvHOLT674Gr8GnILRshpBOGRIamebB6zel46eWfYVh6K0ZlvYN7n78+0ddo6jgMLVVx972rkeK8F3PnTsb2D8M4b8j76JNahUx3HRy2CARJ1rnWEKDY+0GUqiH6g1CJeRy1QhLI6FUgiJLOao4X/CNTDmlgPIiW6WHjNRobDqwGs8DpPqRoFTRJRBQyArIbcjQESygGCRHIsm5eCpy7pUKM9DNxrYF1FSNw59zfQlFkbKgoRV5qHTyOAJva9377Xowfuhz+VicstihETxZaz18LozieYuvDhiL1x6sCl2xcig2hKFpUEWqcN2yRrMgRIhhs0bAu/pFG/RhDTGXPJFz0+IWcHKY2/YWLkTuhANG3LsC+yvgc1BR8uvFULNo0GW/97IKE5qqcgmj6aZAlEWLGCCj7FkOLtCLqGQ5b85cQictM3HM2rSm9SGgWGyfVqd91k5YkzkX6UXPkjOLPYNfCk7m4o9Eeawhhh9wXM2sFqGEnijyNKEzfp+skOjjJT0gbg/uhCVa889K3kZ5aiz31BVi4aio2ZozAY7N/glF9V8Fu0e9taQh4sEnW0++ChN9mKiiziQh6yRwWIFkIfeFCc0seQlPL4R4wiNPH297YgD2vfgqrU+c3+xqsnJzOOqk/Rg6Zg5FjP+KCmwnTOmCHLUXQ557khL/oFiyLPYDdD+lmNS8G+bfw9xc+bkFl81TseepJ1FekQNNETkFPu+Jj5BTUIuhzcAr8gznnYv1XI5FZkokxpy2ENc2O4afv0vnTig+qNR/VW/UnFih9veLry9mwnnD3ZFAhRnqv97X+E7l9iHUeZ4HTEounFIqjLzYszMTqlWe3+zwYOKMUg2YOS2wjxj2/F9zDkdV33Dd+7nZEjRgLF4f6OXmk+/fm4mZnfSXT3GmTYbfqqyKhiMrYsa4ix+j3ECWC9zW3oc2OVJOjffzRWkhIvu+sVBvod7DZTAVMBUwFTAVMBXpbAdO07m3FzeuZCpgKmAocZwr4gjH4QzE2TOgPQjJza0+gPwgPNBwnYjHGnmCVHm5hxUN9G9B1Mjy9j2wx0s6p638EQdMNTDKsyYSumdrGPE5ORpNRLUeqmc0rROp0DnY8Tc0nUENs0rGZGE/bUtJWUIKggnSMlnCX6MUN46xo2qalOCCJeyAIQQiCbgquWXMS7rzzUcTUYkhNbelRQ98mcRy2bRUxeqyKsrK1SE9bj+olPtx7wb1cBNFuDUEWFYgS94TNc+6fpECLxbC3rgC+kBsrdo3FyMJ1KCveAUG2cx+pr2SyGuzmaOFweHPu57Rp6vrvJ8xVTp1KGmCxgBkVZFDHknnmZJULOgtcJbMpjmBRZPi82fD6ctk8fnvj+RAtEobmbMLpI9+Hpuqpd2pSSgbqztzCxmlwwRO8rd91l3FavWHfh5i5dQvqYce+cAARhZK9GmRRhhMKJtqALVENfk1AiSxCCGbhim/9HhcPuZxNzGQzkkzkBU/NRXHqKizceSUWr8jDrIkvt0taM46Diy1KUKgwn6IvOlAzGNW2+g90RjIVv1RDbFpHPaP0lPrg+3nxgvouBXcDmgKb1QqxZj4QaYIc2Mrzifjjq4Q+qGtcgUxRQb5sgyfqRqqtBprsZhOc+MrGYgRtE2I+xpeQeX1X+Z1YVzES2v83l7875Y+YXjYfNlk3+9YobqwL6UVFhzvcGCkHIWhh7m9zvQ3RGJ1fRuzMF6DlTkjcH/X53ZtXJX5O9ezC7urJcBZkIT11J759/oMQafGDCm6qNOYCRFnm+6GnFmgukWH739t5QrZr5z81FNt+8wC2L03nRDixpmmujDh1HYZN3IVISIAaVVD+55tQX5MP2SEjb2AzpGgTsvN3Y9rsr/h8NGcjvjCWL9KT9MQrL71uNF+XGo1xxtdXQgrvJf4J3yfNzWjKaB4fMq3XLSlLzHtKl1s8Vrjy3Rh/1xlcsNNoZDjmpNo7NVGNzxa6bkfTmo4ntrzRH/euP3G/ad9DKei6n4jfsIGeqLLbRDT7dKTL0WzJ6etgROF6Gd/0dNfRwGD1tEbHwj3RgrfIj8SYzVTAVMBUwFTAVKB3FTBN697V27yaqYCpgKnAcadAR651Tpqd066HUkTvuLtpSjbaJNhkEc3+o//He3fp153p8SMtrHg499STSfHO+kPmFRlL9voPIUZqIcSa2yWmG8e8kjhsf9O6Sjd2Q5VsdhNmQZNT2GgUY02cVDaK5DGCQaREqiNRhI+N6+ElEAp1w5PMMkncAUmsgiCQ2R1j42/OnKvw8pzvIhYaFi8y2IzWcDo8ziCb5iu2lGLQYBVuD7CvRkBNtYizBpfjvhm/RorDC7fdB1FQYLcRT1rg6wiKH5ooYU99HvY16AbcA2/8ml9/7fbrYbfG2GCkFCyZ69Toe+ZgR5vg2vM3SFq9bj5H6b+EQHHGed90jw49aU6JZ4GhFJyzpoQyGfdklKrWXPgxGC3bGrFi5WUoGbGCecR0DU37BAWpH6B6WSpq1+ZykbycISpcfbOwa5mTk7PUjPQsfX/aiyPQHG6CP+pHTInSFdgoJ+N6pF3CVXYFiLjxXiiKUyzfx3dvvO+AU3TTBgEPP6QXSxydNhe/m3krpCjdb9zUoQKNoovHkrWkhYB4M5LUhjFKRSH5KElfCCBT2yjuaW36HKLi4/Q7l6YkY9eS3W5hgw41CgC2XcQH1ZINKdrA1zcWAYzUcNuNCZjzxdVQLRmYMuQD5BbY2Ii1tK7mFH/MM4xRGYlGhUj7XoZW90RQDVXD5O0olDLvGqx504HRE5dAtikQLDYs+eJ6ZEw7G2NL/g5p61zIlggjRkRezPDw+8KYS3T/tRU5WPykCiHahAGDVmPEKUvhdHmxc30/fPX+yVxPwcjoj5pei+Enr0TUF0RTUwFe/9et0GIqbKkylMZKeOy7+TpnXr0M2WU5iAku+PP0OZKM4EnGctBTFvREBD8pQQUyLekJk5qOe/WhyfwzGdbU0oa0FR495+WZCUk6W2zryKs3xjtZRyNpTfsSR91oND9aSh/vMeOaCv6RN3m0CvZ29qYz0teEiFI17aDp66NdsPCAHxpH8MLRXkC3SAKy06h2gtlMBUwFTAVMBUwFel8B07Tufc3NK5oKmAqYCvSoAktXbcLQQX2R4nZ2y3WafRHmVxuNCgJR4imYtK1bLnSMneRo4Ch6WoIj/eO3OwsrHs69EteztiXU5UfFD+caycdQ+pFMKwPHQGlL1ZKOYJ/Z7QosGscYOBEycK2BzTpGI+qFEG1gk5oS2tGUcbydsRnhvfAG3GgNpyEvpQqSpGF91Qj4wnZOkQ48W4C7LD3RJUHwctJaFMjIpkfmPXjx5V+i/N/XQI4jFDbvzkWKww9LSgzZfZqw6LMzOOAsywKikRg0JYLizM144NJ742amBqc1hH7ZexFRbBhasFlPkot2bKsvQ0WlHRYpgp/MeRLhmAO/mPk0rj7lOe5TMHcGIumnwFb/IRudUqQWEIMQBR9Vx9M9XAqna9ANeVVPWVPRPTJjaSBVOY2Na8JYECOcC95RsT8y6cNVbOISUsU75H6+Zqrzp3DY3kDdKgsW/Goy0ELxZYFNzzNmLuZ9duycyF/UDANxU8N6/G3FY3h/x1tItaWhKdQIRYvBLjvgkB24Je8MfC9/CvZVn47c8wbzsZTaTk7NdjafbP4NSKv4M6SKVzktzRlxJYCYq4TNYEvrCh2lQunreMrXX3QjG6KEoeBFjHgSm8w5KtrHSdqq+ZB969oXbRSI+1ymc5QVLyKpJ7FxTMn2ZJY3md/ewfcgdcOPWWPWOm7xdrwHHmuBChCqUC1ZCSY5LUqosgeuyhf0Q/gctN7QB1HBzhiPQNGNnb7FOhqtikU3dJtGvcj/T197M/+fxpWQKWQc83sl3ug9R9eWgnvQsF1DRl4TYlERNqsXsaiET+ZNQeX2QmiqyAseZ1y1EwOHreGjwwEJKxeNx4r3hqKl1gGbU4HVHkZqRhNGX9iC4dP9jG1R+82CtnPOfouvlG6mcW/cWMfnyyjN5jmQjAoik3lb8//h3ZmvIhaKsoEuOy2QHfpCxnnzLk/MG/o94nLI7ZBaHXn1NJ50r4IWQ8zRF5H00xLzPXvJpHY4GGNsD7Rg8P/YOw/wKqr8/b8zc3tN74GE0BISqhQVQbF3RBdR11XXdYu6rqvu/lzLqivuqmtva107YEPsCgqIdOlp1ADpPbm9zsx/v2cyNzcRlB7wP+d5eLhl5sw578y9Sd7zzue7xxOyHy/Sz4ioSEiO7p/5+7H7Yd9U1dMg8NhT+jrBpkc4cvSO/0AE6usijLQQ4LQq17bWNAU0BTQFNAU0BY60ApppfaQV146nKaApoClwmBT46MuleOa1eahvbIXdasYN11yEKy/pyd08kEOTOd3RxXWl/X+OCeS96ZKVbEZ9GyU/fx7tQFNoh6Ow4oEoSklxly+MqBiPljiQnn56H9VYMrjWAGKgq7CanhmFbeO+2msHZHSTqYX+l8H2/XRmilGaVm2BzMvhKnoMzopbIG6bg831QxAVdchOrEVpdQlSUyixq7TbPnsSXy+8jZnT1Ki4odnwLgz6lcy4DoZPhydwHx6+qwXbNjRiS3UOJD6KvPwqBKNmDBpUjbVri7FtWyFsJh9Db1CqOtHaid+d+gKKcitgs3mR338XuFFA27JU9DO1Q99vIkMRtG2rwKffleC91ZehsqEEdmMH3rn7LhTn72bjoYSvai4ThoJMW85ERRS9AKGaiTThV/1SNVGtGNUsgUz4DMtghscQdHoFDyHJDI+hcsJVLUjTQOF0pDjOBaQAyt/JQ9nsEoA+nn4iRNuRnV+LgpF1PzCt1TTt+9Ur8V5LNRp99exfMBpEgjERCaZE/H7Uzbh46KVIsBmwbWUtvn9gSew89EY+0BvxCzj+pvUwlN/NFjgoGcwM5YQJbH96TixlMqdZir3LcGbvkWY6Zwy1Qoakd/DdrCCdcfvjQOemONNaKahIprXKSlaNfOrLUvMKY6nrvOUs7U5N71oLPtLO8CIqQ/sHFy4V1+wqtqiOhbZRTWQaL103ZCJTCl4XboQskVELhJKmwDXkX3tM/dLngPGo3WtjcxANGYwJHW9Qf/n5HzHA9BwSE2tZ4UQq0sjGTvxpwtRQYVNJRjRigF6vLFiJUQGblg1nbOz+Rc2MCy47cmGObkV7nZlt/+Hz0+BqtrOUOqFvyLj+3cNvwVgwnH0+Q0X3w7bl7zD6K9g1p36nbDf9p8e5p7GoCx/qdVTXcQo+vXAOIt4QZJEwJ8oCjcFmhGDSYfAVxYyPzc6LUYBB3xO3EW9aqxrFL2zEF2RNXn2mokVccw19eK8p971+Me3jG31tkO7jMNn1ZzPpQD/TIqxwo4hQVGQ8a/p95Uj8jNjXsR7sdn1dWDLRZmC/92lNU0BTQFNAU0BToC8U0EzrvlBdO6amgKaApsAhVsDt9eP4867H7Tdezozq516bh2dfm4cPXv4HS10fTItEJbS4uovf9XWhpoOZy/7uSwzon9MfwPuTHj/chRX391zQ9mSo+ALRn+SaHkjfvfdRb+E3tH8HXiLEAmVVeci8AY2ndRvL6n6Udk3aMENJE8tRSFnnAdb+wO73YklahvwQgfLqoQzX0dHYDkniGDPaZvLg/i//jsnF31IWGV9sOQeirMfHn29FIDwdhKSYN1fA0EKZFVYcWtRt3JMJtmP5Ktzw6B9gdXYAJhHBiIkVqhMEEZWbixD265Bg7YQ/ZEFh1mZcNelVTByzDOlJTQhaLKhNyMOuHQUIbCnC6bf+kU0rHoNBz0syl+OByx+MSUWGPpnblIgmA5ZpZLSAT+8EQgqXGp2yYl4TzkEm44MDcSGilkFd+7mV/ngjgjlXYmXidGxpWomzOmYxlrBNb4fNoJj2gQnT4bTeAk5yoeydIpTNKUGw3YhwkxFGSwRFE+tRUFSJ5uZB2LL1FCBzFCZf2wR5+yN4uakaHjGKF9w6ZDgGwOWrRj4fhFVvQ5EjC38+fzkzosm0/uKv89FR2fMcq8al+hmibT2BSOyOE7VwJo2TrgUhSEX8wAx4ampRSvrfv3U9XM1KkcOEtAicGTwrwqnyiqkvZ+UtMHSu6DatST/OiFDyKcx0jTesqX/aJ3HjldAFdjNONCX6qX86R5Ri31Nj6Xc5wlLwxGsm01stXhlvlNK5DTvHMQOaF7uY4ywWDkRN+Vje8g5jjrev3wFvC+Br8GLSOZ+jYOAqeFr1aKlNQ/EJpWx7wr4EpGx4WzhsXTMAVVuHAyYnOza1S+7dBEM7YVE8XQiddohErum63MmoDvjM0Osj4HUSRNEAv9uKzs5M2O3N8HXSXQrARy9ehI4mO/sMGMwSw4OM+U0iCu/4Q0wK9TOu4zkIAgfJUYzvN0xH5bvlCHvCcG1T0B85U/Jw8rPdiA7inC+9ZT4i/q7qnV1jIzZ28vB0GOyGmNG9J9xGPB6E8e99lXtEyNCxKeFtbpwb+w4JppyOzpKX9ng+D8WLdDdL6zGG/1I+kzroBaVQIP2+8nPBlx0NhSUJCUe/92lNU0BTQFNAU0BToC8U0EzrvlBdO6amgKaApsBBKED4jzUbNmPsyKHsH7V5Xy7FnQ++jPLFr8V6vvpmxVx67YnbD+Joyq5NHcEefwT2dfLnoCe0jx0cK6mzfZwOS6ftrSiY2seRKqy4r2OO385u1jHqBBUGPdytt3EokxNGiA/BypiyvW/PT1tSAj7cAJ4VEqRijXpIIVyqnwAAIABJREFUSeMhhdzMnGUFC0MeeNq8WF89FtEo4DB1sm19IQtDDDy76Ho0Ix06ffet+Z99+S3WrPtzjKGszvu1t7sMsy7DMmH7vbjugatQ7U0HTBKCETNa25Jht7vR1pqMnIxa6EMidtQNwJSiRbhm8qsoGVXBuqP09ctf/xofb7gADkmPYXm7cPdNa2LGKJnXZJL3ZvGSIUrJc8ZUJjZzV8FJbpAbXJEItJHzDfa/LBE6w8CMVCpiSfsZ25ewNC0VLKS2OSTitk4Hq9H4d0cneL0THK/HwIQhEPpfC2PCFzCnzQMnhAFOxvy/nIEdXwyEr8GKtJwmTP39R7AlhRCVLAgbBsI/9lmGoljfVhm7XEpDwDdCIa61R1Er6tjrl6YqBe5ExzA4I1uwe9bzsNla4XQ2wOXKRCRihvWyl2DNGMW29/gjbOGEFgv2B9NA24fXvoXKj3aRIMyQpuvqxF870XLC8h6XNDOhN13DTGWyiwRzCkRdAlpGvrdHPE764kHgiatNnHAqMylYGWaCmt61Djzx2Kn4J6Su61MH0ZitoEu6GrHWmZFNSwtUPFN9T/SyRLzg3wqeMceVRQhqX793LmrdZ0NuKoMsSrBYvaje0h+RqAVF4zbA7zKC52Wk5bZgyqULEQpa4WqxYNWCE7FlVQEkSYDZKSG5XxCIenHZ/33MPjs0F5pDyB1BJGyAyURoEB30xigk2cSKhMpUUFKkLHUUvkAqODEIn8uEjuYkrF08HnVb09giidkRhcEswlHYD2e8c3VsvqSxteYVhmqJJE1AZORTqPqwEhVzylC3uj62nSXThuE3jO1RkPPVnMcQDXV9D3WZ1tYsO5JL0nqw1PeG21AXOXqjXeighMSJv5uDrhvanrAx+3O9Hch35JGuG3AgY9zbPmSsUtKaaShK8PiPzALnoZxD7776uggjfcwzk5TvBK1pCmgKaApoCmgK9IUCmmndF6prx9QU0BTQFDgABTZvr8Yf73qK7Um8anp+w9VTcf3VU0FG9jU3P4j5cx5BdkYK20Y1suNfO4DDsl3aPWHGsVYbYRoo8RqMHJ3cywOdZ+/9DhSncaiOfzj62duCQ18UVtzf+R3JImGEN6BGxfDIjKWmFtSLv31fnUPGwhxwUXcPDINkGwJfynksZcta00pIkRC8IRv8YTMMQhhWow9RSYe6jixc/NyHSM9uBNEayGx74omHUDBkGmbPvoylrOPb1Gkipl4sstu27WY9Sr8rxcx7PNhQlYPM3Drs2t0fScltcDg82LBhBAz6MHIy6uCEB6cNW4DJhUswZvxGxtGurU3H7OWXYs7yy4CgCanpTXj6kdsw9DgZrvBjiIrDYoeOTxTTiyoyQU3oEqeZjGnOHgSXJwFV/+OcEOJaSFJMUCmIiH0EQ0QY2hdDlCLwicr3SEVYwj9cdvjEMAboJNycICGkT2bvjUw7DgbdGmCAFy99eiXcPjsqVhVBv3M9agYsxZ0FnchI9KEgz6UwuQUbvnFOQ2HLLFSHAtDRokNXI9P6zxlZseeUdiW2MktDCzwi7bvARb2IiopZE5Ly4RhzNtoH3MPMatW8Z0X6aHr5N8fMxHhjXy1OSXOldDSZjq45t6Fx8XKG8JBlGbLMoX+RB+nDbJAGXoo7330AmyuVsT4w/Q6U5JYp12GkAUg5ARj4W/hMhfAGiWmuTMG28wnYqh5UrlMywyFC5i2IWgaCkrlkdKaunMQwH6qhrbCsdUrRR89Gxr5mRjVZ5IQT4QCJONyCjZmo1GjMsWu5K/k9+5FLIesTEHIF4XeZmGks6CX4PVYIOhkZ/WthsSkLOZS2LhixC5tXFaDy+2HwdNjg6XCwRYuU/l4YDW7MuP1ztsDDh1sg+TvhcSchEjF1oUEECEYBDmcLxJDE+NZkWre25MMXTENHZw6schnWfD0a0agZrXWpcOQngCOudKath5lM44nnVNNzNcH+7Y2fo3bhTkV3uwGOgUkYeoaEUSXvsNdou1m3DUXTqlqGBuF4ji06GRPNPdAgtC0xloMhWkTa+8/KpPUzmHGuLODo9rgoFrtYD+ODoyHVezDTizd449PXtMgZ/3k5mGMc6X0Ptg7FwY7XYtSxa1hrmgKaApoCmgKaAn2lgGZa95Xy2nE1BTQFNAX2U4GLf/N3nDpxNDOpqVGymszqBXMegYoHeeD232DqWUq6jtqEc/+A2/94RY/X9vOwbHP6o8/l677F/Odo5u5Jl/3BaRyIrn2xTzwXuq8LK+7v/PdU1Gx/+9jX7VXTOp7LS6Y1sYrbR835QTeEZjA1fcwMQ2qU/5Sdw+Hq9yfFGPSWw1h2D3yuIAQ+CrtJwWl0+KhInYydLfl4bck1KPWUYOyoNXCmhzHxpF0YUjQOn3zyQ9P6vn/IGDtGQDgiYsl3MqZdqEM0SggOYMLY71HfkIycfrUItxuwo7YAJl0A0HFwuxNw2pi1uGrKi1hYOhFb6/KQnVBHwWW8vuhqmMx+xgqe+bd/4Te//Zrxk9s97+9VNtXEpjmaWhfAtusJcJF2VlSuu3EQjemQDBmgIoRqAb/UZeMQ9FRClGWYOBkhScaXAR7VUR4f+xWT/pz0QhzHteBkZyoEWzVmfz0Vc+ZfxIz9Vq4BmwvfwADzTjxe1Aael3BikpIA9koSnhGHIV9qQVq0ESaeZ2sBQRl4LNQP/+2XxbAjVABPCJCzTsUn9SzZTWYyQh2IhI3gDUZwzlxEjVmgIn3UyOxkBQpFb1daWkDr+G+ZKU3vudetRXN1MoRgHYpP2s5S5dRo/6avv0Tbp6+C9+0EIj7YEwPIK3YhJTuAVm8u6v35CEQc2NlRjFfXz8R9v34bo+0vQx9ugCTYGP9aHPMUDMkj4A8pZpyp/l1WdFFdXGFpa+JfWwYyhjQ1xmYnprnohcwZIAsWxoumYpFkZtNjTlbS+3TtgiOjimMFJdk1MPp9ZmSnt/wX2HiHcmp5E974z13Q+6tipnVniw16QxRBv4kZuWZHENkFTWwho/jESvQvqsWmRQOxo3QQQ3e4Wp2IRvSwpYQw9fovkNavnZnkrBijvwNSOAyBDzO0DMeJkHU2RLPPZtcaaREWU9BWFcbadb9AR2cuG5bKIKeCiiqbPLEwJcaZVq9L9TMef3Gr53julNdZwt2Z42BojqLjlmHoZLp1QGnfvZ6F1XPzWbqcE3g4ByX9II1N2+0rhz951aksxU7scFrkIKwMK8h5BBslle0WfY+ikUfw8Ad9qD39XkJzMhuEGPv6WEtfJzsMfZoYpwKMpKvWNAU0BTQFNAU0BfpKAc207ivlteNqCmgKaArspwJ1ja2xFDXt2hsJctNdTzHzOh4HQq9Re2rmTft5tJ6b9+Za/xzN3D0JxEyaBBMaO5Sk4M+hEfIkGpUYv9egV0xPTyB6TDBAyYBwWg1oc3cz1g/XOYlPYbIUsbkfQl2p1b0dM3XpaOh8WxmzmSVWzdnwJ5+lpCiJ5yuY4Wtphi7aCrPBx1K23nACZImKFwKPff5nPPfNHxAWDTBbArBYwhhSmAFKVVPSmkw0dz8OpTN4WK0yMjJlPO4IY8ZgI1yubuao0Sgj0dKBrLTt8PtMqGvNglkfRL+UOpTWj4NMrGPeg0Fp26DTRcHbgO/LRkOM6mF3KIzpKScvwpuz/8se78m0jtdHNdhY4vcHprUyLtGYCfeQf/bAG5Dh/e78KTjXFEA6L8IbMCISMMCS5MFTLgHjTRwKTGak81HY9CZwVg8uuGeuwjfmgOqUpWjI+Ra5uhrc0N+FoiQ/co0yMnWE0tZjvpiJb4M6/NJQD1GKgizZxwNZbBEhj/PgIVs9EsK1SjKbuqSEsWCCTAnjqJcVlmRpZOsQtlihcqRTl5/AjO6YSUxsZ2shOkpeQv3Td6Pi24yuxLOE1H6dmHi9guSgxDMdu+bxm+DZ3ciM3FGnNsGZQqasYhbXuIaiwVvAtifjuiP/PlybexoM/q2KmQ6wsXSMnhMrREd3wegWT4HO1VX0UBYRdo6FrE9k2xvbvmF3CTBjWqLKmAq+hljXlMhmyBbCkMhSDPtBxTLJFA6lns0Kh1KLT+Ku/7/n0FybzvjVYlsdkjLd6KgVEHCbiC2CSNjEWNQGU5iZ2ClZrTj7qs+QntuM1fPHoXxlMfuc8AYBOiOH6Xd3c8CpICchddh1E/SBl0MQRT0zrQVrAktiU7qdmsUkoH5nKjZ+rmiz86OtjK9NfGliUaePy2avJxWmIqkoNcaGpzT7i5dfyD5Daotnhccb3hmZOzByYhkyCoKQJCDgDmLtV4NRurwEYjCKaCCKfmcMwIkPnR7rS32wr4zo3gb6nrjlP+j8EL+wp6KRh/gQh7U7SgSHIxL8oR+m2un7lQqc0hyJfX2spK/7GsWW4jSCft/TmqaApoCmgKaApkBfKaCZ1n2lvHZcTQFNAU2Bg1SAii1S0lo1qfeECCHT2m6zgBLYB9sa2gM9WKpZyWbUt3XxTQ+286N4/59LMcb4wookd3wRuaNY/h5D2xcm96Gcy/6yZC01rzBGLkvuyjJ4RloIQNY5FGSG6EfUOhQdnTpY5GoIMqFCrDDoQrAZvSitKUa7Nxk3v/k4SmuGg+eB9AwZJSUSPpwnY+sWAad6AUEHeDxANMJBv/V/qeC/ATodEAp1G9dDhkpIktbgzAvmwZQYQN3ObCydfxK+rxoPozGIaLQbN5KXVw2/34SmxkyGFMnObsDxJ1Ti0cfeYHL2Nq1JlxgWxOaBfuAW+OU87NxwB8QFL2H4cYvAi4o5SsYkmbH+7GvgGqYsosW3B1fcgyvaX0B2kxnRoIG9xXMcwumdyHIoW5oo+CsQY5nHHW/fh7LqYYBeQMmY57DcsBsw18JgCuD0xDCm2wEzx6FSNMIsh9EclZAmAEk6AQ9jAnbJSlFHapfZgaukNYxNTMlwvS7EDGvRkIJFbw5naWlKEycPNmL4E/fH9ovhONQ5UiLZNoyhOD76oxtiIMBS36NPWY+E1E5kFjSxBYdAxjTI+iRWpLH6601ISGxHclaALVio9JLqONOaDtjv2neRsSiPpZZV05rM5OZJSmFD2pdu4bcGK8G5yhjGSbfzJZbWVZtqWrNrMOpi5jQVFKXnxI1m/TBWNZ0pCTIESIY0RBwjeiR+1UKV21bWxhLMtC8VLUwZpIPDMw+VKwYi7OcR9Bsg6KIw2wIwWwPIHVyDc676PDampup0fPPumUgZBBRcXAJz01xmkpOpraJmKG1NrHRElJ8zlGhm4yWTnTfBXfA3WHRh0KJqwD4ea97msenZ72PHIPM6ZVQGM7GpFV41Ag/NH4fkmk0MGWIrBO44586Ycb2ndLNqXssN6xH2C0gvCGLKlZtQurwYO6omMMY+tYJphT2Y1+ogyHSsWFaD9soW9tLAi4ti44t/cDSY1keyZsAeRTjIF/f1ZzWZsGRgUwI7LEpHrLjv/k6vr3EtGs96f8+Ytr2mgKaApoCmwOFQQDOtD4eqWp+aApoCmgJHQAFCf9xwzUW48pIzYkdTkSF/u/FyUDL7wWdmMVNbLdh4MMOidGsooiQGqdFtz2pBsoPp92jf91gvxti7sGJElGHQ88fsLeBHc6Ew1cxlhQlFj5JqFZWUPqV41YgwGaOuSBY2V2cjw1EHSZSwo6kAksxDlASGTTjvkU/ZfklJQHGxjHmfRTB7FnDvCD3cbiASVgxqvUEGfyEgCMC00bMx4/jZSEyUMeDSe1G54zkMyFoEv8+IFk8qdmwpwLU3/heSxIMjHkhXy8/fBZcrGaGQHSYTkJu7Gc/952mMTlqBcOsEhG0TeiSk1XlyZFgPKQdn9UIWogh0JGDB3bfB5GvDCX+0wL7zcYaWEPXJWJX+O5R11Y6cOnh6j499YEchHOu8zIANtTrZe35/AgpG1ca246wuyLIRUnIiXn7rQozOXE3QZZiz1qJSlPCGz4z+QgRX2aIMsWAUXSy9HZCBNhEYYuDQKlrQGDWi2piIRVIWxsgGXOLZAaulg4W3yWjevO18fP9VIdqrTQz5QExjar1NyYyv07tSy8xRZ0lrSv9+fNl3jAmdkNKG405dx/a12lsR8OpRs9mBxt02nHFDGN76DhiNAVjsEZa4p2KFZKTu6hyOJo+SDu4/qhCN7cdjkO/34CHC5FAWGnoX6lNFIr65zaSDUHonom2bwHuU6xBkSPN6hSkuRyEaUiGEGrrPAZnAnA6ieQB7n0x1KuLY28RV73RY9ep67JjbXdySOio+vhQlJ5Thg7sGgBO9qN+eyvpPyWqB0ayc+Mtu/d8FHNdoHqKlAN88bkfFMkqXy8gdUofpf/1SMaaZme6DFJXhd1ugM0RgtEQAvU15jxjyOiskTim+N/vp36Cm1ImorwtzIsswJvQsItfktsAvdxWbFDhsn3Ql4oua9hgggO0fVKDy9Y1wbW1WMCpyFHnjgvBxIxn/nFYjRFFG/kVDUTCtpyHNalXWuvHlXxfEut0TpoTe7M3X7gs8yI8llXvrcjQ+399UsrrgYzIoSeJgmFLa3az4vp5jXyff6fcEtbBlX2uhHV9TQFNAU0BT4P9fBTTT+v/fc6/NXFNAU+AYVoDQIA8+/Tbmv/MoK8qoNsKDUAL7m+/WIjszlbGs4xnXBzNlQkiQSa22vi4QdDBz2Z99j2Txv/0Z109tu7fCikcSsfFTYzyQ9ylNR4VBRTXieCCdHKZ91CJ8jB9MphozrUM9+M4ysYZFHsu2nIiymkI8+PHf8OJvfguOkyBKxA5lRGFc8OhHGJZTgSevugX9c/xIGXMeyquyca+zAJWOPNiMbtjNHvRv3AXzvVGGLSDD2mAATpqsLC7pTtoCPtQAd6sJ0SiPrY1DcN5FC+BymVkBxih5lZyMfv1q8cSTD6GpqT/8fjsGDP41Tkm4O1Z0jxKvhKQIJyrmtWpaCxn10BVR4leCTCZ6FNi9+jgs/vcfcebbF8dUfmvhKry1cDWCHckwJbbh979Kh2pc2833QK8rR3jBKhjCAfhbbPC1p2PT0hE489oViulKTYgiMnEYZKcdhsUrAU8QomEwM8W9YQ92ynakharQ5FEK6A3TRSBwEvwSQ3nDwQN+kccaj5JAdifmYZjtAegr74ZOH2CF/uqq+mPN2qvg7wzB3+Bl25FxTUnd9LFZPfAPyavPhM5fBY7G11XQsG3cV6i/7zyUL8pHftEOFBRvB8cFwUFZuKjZYkfTbiuKjm9DUlaYFSgUdHSuOLZgUdVZgv55MvSyh81r/XcD4GoxwWZtx5D876AzAub+g3qgSth59pTHzhVhJfjEEjg3Xg1d4+eg641eo0bp62Dq2Wx/dg4b54KPdigFAClhburHUs7EUt4Tt50Squ/a9KhY3wjvN1WYvGhX7BxP+nUjshMXoW1rEG3bQtixPgeuFguMZgXlo5jaSjpcbYRl2Vl/Bub+owSSRIa8ct2eeMEKHH9hKTOlQwED/G4zIlEbLE4/O086swkCF0TIBzTuzkZrXQI4Qca2dYOxbeNglkqnJkUl6K0GCF1M3mggAq9fQIdOMdSpZZw/Ate9UBh7Hs9oJx3ItKb0tno90IaWTBtO+1M7mr6vw65dx2Po9GIc96tuxrhaIJMWDJu+2Ia1b2xkjG7S1u1KRtr4AQxb0jt1rd69oBbt7CHWEXiyr0nlIzCU/T7EwaaS49PXgbDI7ligoqt92fr6dyz63YeY1lrTFNAU0BTQFNAU6EsFNNO6L9XXjq0poCmgKXCACpw+4zZcdNZE/PKSM7Bw6TrGt6YCjeNGDj3AHn96t1BERJu7KypJt+zrBVjNuiPCF/7p0R2+LY4lfve+FlY8mtPKP3Umj3TCn0wsavtaFI0Z19vvZ0Yib3SA82xlaVG1yeBR3ZqLyvpCREUd/jLrYfzqpDcwPHcTBF6E2RDErpY8vL/6EtxyzqOwGIIYO7SC7S6n2LDDm45/Jt+MmswcHLdqLSZvWMISyrW+YpTklrHtBg6UYLMDuglbwFs92LIlBx6Psrh19z2foKLMgeZmnqV7k5M9GDFyM6ZfuhjDhu1CcfFuBELTYV75LtueChXq/NvYY9GYw7jer1c+CUKhXHbObBjHL4VMGOyIYrbLTUDVsuNhv/QpRMVhCDaUY/uHf0Y0aMY7q6ZjQdlpKMjain/eZ0DBCeORZL+E9e3a1gS0t0MXkvHxI/dj+NjlGDZpNzP6+KiHFXAM502AXiiHbfUTEKWsmKa0DRmy77TUo8lThbNNAQwSojDx3Wly2tjnT0R7ex44cDA6DNiqexZb369AYkINK+JHfOaIKwi90wRvjcL2lon/TubNoCSkj8vC5GubmOFLCxOUFKbjsjFGOuAdcBsqXv4MYbfM0sHHjV8MTvbB16kUMttd4WCmdf8iNwaOaofOoBjWXrcBtZ58NIfzYbECQ4cq52/tZ1Z4WaFOINHRCZO5FbkzrvwBF9yx7Z4eHxtK6SaWXse40HRtEJ5GliLgg/UKh0SWIOkTutL/YGY1Y0h3Ja6pM5qbq/CxHtf92yYdHrHoGCZK8IQwaFkNblmwAwOnFTFetJoWZos2chRl3xWgfNmgHxjWtD8zljkOyz6diOWfTIgl/+m9489biYnnLWU4lGhEh/amZDTVZECflIa8vNUQjAKishNt20VsXjsE6xaNht4QAS8A7nYneB0PWZLZeeP1AntOjdfz8LUE0Mh1Xztn/HUIxt88ir2vLjqpYpKOzTVpWHzj5zHTOiWzAadfsQjOgZTCN7IFAWKd03Qo5U6oFvpZqXKV6z7dgk3/eY8VwGyrNiEcEGBNN8LUPx97S13/1Hfg4Xqf+NvNrmAPDNjhOtah7pd+HzGbhIO+g0g9j4QPkWS5T9PXfV2EMcluYBgVrWkKaApoCmgKaAr0pQKaad2X6mvH1hTQFNAUOAAF3nx/PsN+nDpxNFavr8TQQf1ZmnrKxNE9UtcH0PVP7hLPsP45FinckwDHwjzJWFduJd63woqUqGt1h45Jc4LSZ1Fxz8W2fvIC3s8N4m/Z39/CaLSvOVABRDzgvNvABZvgCdhh1IUgygLW7x6JTl8i7v/wbqzeMQ5/OO05XH7CLMwvPRPZiXUwG/wYnbceWUkNSLQTOiMM2SJAnpCEgDcEab2EndsHQhQBr5QNfVwgLiNDKdIYGDodloxXoBe2MOP6iSdfhNE8HJ9+JKCpiUM0ysHpbGeM66JhtYyLfd8/XsP6DTNwZe5DTC3iIVNjxQoFG+6Y/Xes8/2evTZi+Hw8/ND54CIiS1mDsL1VgKgzQBpRBK/rZtR98h5qm70QQ2boIOGD76ehsj0fvzlrAy64PB3mwe9CJ2wBz3ngrTcwTEfFVw+g4OIi1FXOxDvvnY3iwkpkF96JIYUKFiKeqU3PVdO6zOfBf+vKcbXVh35yFOlGkRnpaguHTHC1JyASMaGluR+Ei95kbGbaX+/biqbtFkgiB0mwQRJ5ZlgbEkwwJppgzbRhQP4KDD9uCSxZSoFDvW8L4zDz4QaWVKbEdZDLwfrvCpjZnF6SiEHON+CpdWNXuQM7NyWw/cac2YjMAV7ojRL7DHa2miEbjShrmwCjESxtTedv67chNDQNVM6DnmfJz+J/Pc6e06IBH26Bzr+DLSww/rPoYeOJ2oaw52oxQ9qeF92QJZGZ1lSAkQ5MGBU2btWs7kpc0/ZU7JAY3WrxSeJ435WYzo49J/+amKYbuorUquxn0ih3UgpybR+Di3R0m+Fq/DjufDBDXQYeuf4vkCVOMdhlYMr0RTjuVIVNTa8TLqe5LhWff/RHHHfySmQXdsLf5ENbFTD/rdMZXoWdN8mIaAQw2IyxdDUVZNTbDez8EXu7dX0jK9KottNfn9pdrHGdsoDia/DA3+hl20mXLkLT6josvuFz1s+QkrUYPm45UrNa2bakt2fQ3bGFhBhj3KRj115jaRMW/0H5LDVsscJgFpHcL4iwcwx7Lf6OhDhpjvjDY+Hn3I+JQqlgWrR1x90NdrAi0s9VWpg36ni2CHGk09f7izs52Pn23p+Oz1NhBq1pCmgKaApoCmgK9KECmmndh+Jrh9YU0BTQFDgQBShV/exr81iqmtLV2RkpB9LNAe3Tm2t9LN9OvD8C9PUfj3saa3xhRUJlEIszECJu8k+3I51W/ukR7fsWVCyMGuFqDmfrbYzSsQiNQf/21HpjBWgbGqtpxUWoqwO8jbvhC1qRm1wNgy6CTr8T2xoHoap5AG587RnkptQiM6EBV096AyP7r0e/pGqkJzRS1pkhJDhEIVsFBEYlwbTLBbSEEfFaIPJW1HVk499LX8Up+XNQkluKgYPkHmM1G95FIKyM+63XBcy8Vw+/n8xAZSbjx6+GxQKEw2aUl/dHQoIMu86Dx//wBCZn/oclcqkA3uxlv8CcpdMQSjkVPF8PgW/A5Ze9jivOfE7piOpPujjIkoAnN/wFeYk1GJq0DoJBROKgdjRszMAzL9+AKlch/n7r8zh+9HpwBRHwXAszkoNBDnX1Q+BwjkdtXX/cf9/YHlLf+n/DMbRIGXQ8EoPOibrA4PdRUclqCKIV6VwTYw7TeGRZQntjEkviUuv0DoDp0pfY49D8B1G/CXA3G9FWY0LQo4MomcDxMrJGGRiqg4zt48e8gAHDtkBnkCEaMiCa+zHDmCFMiBfdZWJSwUXV7KXXXKUbseGP17HkMG8wIiHVj+R0F4aM70A4wMPld2Jj8/GwOcNwOIFMexMs0WYEAjZ0tKfAG0xDJJyCnF9fD0t+AZzlN8FS/6aiDbHSOZ1S7LOrqca1ylanl2n8Kn6DmdaEJKGihmRaq2Z1XNI67DyO9dY++n0krZ8BQ+dKlFtz4NZZUJYwErMKrsOdm+7EpIgEPwbio0e7zxUZ16NO3wKbpCA+IIWYG62a0uo41efVW/pj3vNTGSKk5MRNOHUGJdS7P990nXpddrz35u1ImjAa4+6ajLcKn2XdRNwuSFEyrAUIeqGXY/ttAAAgAElEQVQHEoRM54TBSYxHTi2pMJWhXipf38AeE6KD/qmNiiG2VzQjREZ8l1e3ovIenPzsuVg981t0VLYie/haTBw/CzoZUM44mLnfWaJcS/GNFthoMbHl9UvRtMOM5e+kw56iILaONtOafp5QsrbFpeBcjrV2OHncavqajPEIK9woIhQVD+ui78HiTg72/NHx0xNNB9uNtr+mgKaApoCmgKbAQSugmdYHLaHWgaaApoCmwJFVgLjV8RzrI3l0ly8CX7DbTEiw6hGKSvtslh7JsR7KYx1NJi8xqdlt6CYd/MEoM2/3l+/c16zMgzk3dBu4ycij09vNVz+Y/va27/6Y1r2xAqq5XbvgVcx7X0ZLhwlXTnwDPCRYjD7kJNUjFDGgqmUA/rPoVhQNaoPF4MclJ3zOhqOHGwncFhh1QQgcmUgiYBAQKLKCbwjBEApA9vGgKoOERHBF8zCLUt3/S8EOLZRixm7vuemEcrz16iK8+MI0NDamIxi0IRwGEhPdsNmC6Oy0IRg0wulUcArU6l4eDiHczB7PXnoR3l79W0QdI6ATy7G1KgkORxtuu/5hXH7+LJa0Ll1Rgv978yEEdVYY9AGMGr0eD8y8E1KUh7vejkXfnYbcggYMLayEPcEFNgHw6OiwYPPmYni9dsbr3rz5BMyddzZkods4OfeCkZh68d4XZhi2o2MldN5yCKIHgqcCDPbNA5Egj+rN/VgRSmocz2FD28OMU01mZcWiZFQuSoa3BXA1U/oY0BuV77rk4lRkZ67G8DGL4Uxxg+N4xpcOO0Yzw5gS1/GNDF8ye5u+/pK9nH7aWVh12VSIfj/EQIBxzmVJQv9iP+zpHLZ7huGhNf/BFWOfxZjsZUizNCMzqQHuNiOkaBQ6E4+U8x9gKVLiUSevnQo+oiR92VykMCR9IhsLGdZkshO2RG10lwAVVzQ3zYttzx4IFsa8DiVNZsYrpalpP0pg0//qdZyxKI9t7taZ4ZVFWEQ/RF6PdtsQFPjqIPk7UF1VhO+W/Y5td9qUx2DJsCHRsoUZ4pxIbHeRLQLEB65rtuZC0IvIym+A32OBYDZDR649FYMktAkz15X0tQQj2k5cGmN3r3vNhbVvhCEGIwh7w8xk1hn1LGFty3WwZLXaehfR7HGy4p6Y1t2OtgVfxY5JaJCl88+L9eflAF9SHX5/4aOQKYUrycy4Vs93737Vu0LE9lIkbL8Xrbst+PqlLEQtg5nGY++chBz7xwwnRG1v5vfexnsoXz9S36uHcszxfR2pBXQFF6aDXuDZ70Le4OEp3NjXRRgJc0MLAVrTFNAU0BTQFNAU6GsFNNO6r8+AdnxNAU0BTYFjSIHeXGsq9kfMww5PN+v6GJrOPg/1SKV7f2xAeyusuM+TiNvwcNxKfSDjOJB9jhRjvLcRTWNd2HE/fn/bSHR2cphwgoSp00RmopLp2bt9H/wLHv6XBMhh1DRk4ppJr2JU3noEIhbGsu4IZeOsyTWsmKJqevqyr4qZcowzHKxmCVmW6B1Wjc4IwC3ZhmDAgGS+jZngBkphG51wDX14rylwdWzEj96wnsdXX52Ap578A8JhE3w+E8OC2GwyPB4OJf1KMW5QKeauu4ztNvP2Dbhi7Issabs6+g/c98I5jI28fQcHb8iIIUMr4XC4cdnFs3HZpDmYPXcGXvzkdzBZqQChBEGI4p8z70RJSSnEkA6ujlSIbhNSBu5mKBByG4mG7Q9YsHLlJNiMLtgaPfhm/WlYuP40ZqrKOhsk2YbzLxz4o6Y19UafEzIIpfZSijiDD9ayY7Q3ONHemBw7TS2NmVi3cQamLbwqhhv57nkjNnwzGJwsQWeIYPjEUjiTXWhtToQ1KYz8AevgSAoxrActLYh550GAD/GJZsJqePNvxuonV/S4JJKPn4iq55+GRKsEZIRn+5FRIEJndyD/5ExMufdjeL0chjqXQR9sxsypt8IEDzNwDSYRjlQJgpE40DrFBCZci9pkEaKpf8ysJpOaDGe9V+Gxq3cH2KoegaF9MUxti9jrhHyRTRlA3pXwDbkPG97eBGHrW0jLbUbylDNi+6mmNUeJbCmECJ0znQN60cuQMVTw0NVqQ1n5OajaeXzMtHYkeiAEqFilT0nrdyX7CecBmceuiv4wmsMwmENITOsAZ0uHe8gD7HzoXd9DCLcqZUlpnLweEceYboZ41IN1C4YgZD0ZGz4S4atVCnaaUiwsXR3f9hXBMXfK68hNXgyRcDcyULaihPGwDU4TbCkRtKVL+P7MCbhvwB0w2yKgM5Crz8SG9eewxQRKbxPbW21k+gVDEoLUXxfWhhYcK98tx8CLCxEx5sK++kJlc0rqczq4B94Nf+61B/LVeFD7HMs/E2jiR/puqN7pa48/ekgLN/b1wnKizcC+S7WmKaApoCmgKaAp0NcKaKZ1X58B7fiaApoCmgLHkAKSJKOxi2FKw6ZbSCmF3NwZPIZmsf9DPVRFnvb3yPtaWHF/+z1Sxu/+jmtftj+St7GTcc0MNG85OjAMU667CbsbMyDKChigYKCEG/8Uxa/zL/rB0F/f/Cg+nV3NkAiRqIDVFaNwyYRPmPlGfd169VKMSngnZlirSAcq/ranoo+Ukl72bSUS1r8BAVEUZ29ixzTpg9hcXwQ/0rEpZe6PmrpkWpdu4rFhQw5SU5qxbu0ozHnlMhiNEnQ6HldOeB6F2ZshdHkVTy5+ALc+OBijEt9hxyLzc3MFh5ovnsIT710Mu8MFZ2YD2Z/McPvooyswe/YleOCB25Cc3AGrtQM6XRQzZszGLy+fDUk0IYIx8O6ugSOnHrwgARxhIyRQgcrXXvsDxtqWoXFTNuM6/3fVNFTU5KAzkAu3OwvpGTaWJL/9LiUBPe8DZaCk8S+v4GA26hCOiOzuA86lFKWkIoV0Htd9konEVEonc2iuTceq7y7AcXdPwcCLi9h2hBex1ryAOQ+eD3ebAyeetxRJ6R3MWLeneBDw6CEGuxfnyPDdIT+MQTdewa4RYkhTo5Rz/dIK1K2q7ZF2TjvtTETdbtR9+B7bTp+QiFTLOggWK/gT/4bnn1WuqbomG+qbbHjiDzdjkK0COn0YyZkBpfihjpRWChgqE1f2oaS0+pie7+0aovdSl42D3lehxJfZmeMQSj0LixfcjPbKFnbXRlSUexQJpPR60oYZUE1rSpjr/TvARV2QeSNDjHS2WOHzJODrhbdgwPFBjD/hQ4UV7l6rjE2OghOVhQwxKrB/qokdChhhS/JDMuWwa5+uM273fHjXfscKNBLTOjkvAqPJ12Xa+7qwKAI8wSKsm5+N9d+OQyRiZgUzC68agR1zK5XP6LTC2Dn+wYe01wtkWlMBzoiHkvCKPtZsB/ioG8kpuzHr1kthyfXhbPELjI+uYan2xjfHoqFlZKwnSk+rxjX9bHT5wkxPaurdG1RYVC92gPNuh8yQLMp1LOuc8ObdzBY9DkUjFjf9o5YzJb+Hod67/yNZK+BQzC2+j75GaRyO9PWRSo7v7VykJZhAd3VpTVNAU0BTQFNAU6CvFdBM674+A9rxNQU0BTQFjjEFWjqDiHT9EU5Dpz9uiHW9v4iKY2na9McbJY+OFO9TLQBFtyCrJtyh1Jc8rxSH8YjN51Cf66xkM+KLgh7q/nv3l7z6TDTVi7jikUdRUTsUgYiNGddGo8wS1+888hYzpNQmOYrx7vprMffNXYoZJQNuvw0ZhYMx+RRHDOGRUHodTK0LUFpTjDvm3A/wOpTtHoh2TyLzJU87Q8QzL3RjUMik/ez1zfjTyXdiVL9VzADc0jAUvrANlfVFeHLJI7jt9uhejevG6l/jnr9fA5EC4KKMkYM3YtOq4eCp6OD/0BJ/n3oP/DQ3ScfS125hGE6eIsUSu2oxSjJ4Z9yipMs5ixecMYjiEdvwwAP/xMZNx+NPN92PlpZE5ORuxaiRG/Hgv24Dx+khyjlo98xB25I7kH/yCugtAWZcyyIHf9CKQMCCbe8PwdON9Wh3utkY0FSMjsXzYeumXbCEe15iGTYurES1qwQ17hIUDZNx6+3hH3wPOStugblpLiB6sW5BCXxeB6IpE6Effm7MzFRT9QbXGkQ8fnQ02iBGFEPYQEngFCc2L+Fhs7qQkBpgrxNrejv/DOMrq42OZWxdgOqNEnaXOxGxFcWMazKtCRNSevufEfX54N+5g6FCCIkhhkLoiKSgLZzJ+NvfdV6AGWfPxdmDP0RSpr8r2Q3wfFdUmZLOvB6iOQ9hxyh0Dn81xvimc0SNzHpqvQuIZnyTATJN2UJDV6Nt3nrudvaMvuvIBKTvm9PenBYzlkkj565HGb+b3iND2uBazVjnki6RFX+MPxbT3fMueH8nZIFDKGKG4AszPEs0QosLOjgSPIzeQte6oOtic+uTEEifhq0rkpHgns3GSfNOynLBmhhiiW3IxHin9DIPV2c6Pnj6fMZEd7kUPrUl09YDDxJvJP/Yd8X2Dyqw9sFljHsddgVZEU7CnAzu/znyJ1fCleeEjfPh2okvQxR0+NN3zyH4/Ok9uow3ydMTTKzgLS2g0PcDfdZJNz7awVjfbC7sQ8QrXHLeCM+A2w+JaU1m9YKrFBwMNeJ7X/r9dXudfqLdgEBQjKXCf0yno+29vlpU7q0DfXbMBgEq+/pg0tdHOjkePxf6PGYmmY+206yNR1NAU0BTQFPg/1MFNNP6/9MTr01bU0BTQFPgQBXo9Ibhjyv4dyz/sbs/GhzuPyIPprDi/sxD3ZbmE5+aP5A++mofMoOaXcHDWghLnZul5hXGnPX4zTjvX7OYaR0WLQiLJiSnyLhkepQlf1nalueYYSH3vwyhyEbcf8s6VGzMYeMsPL4Vt909GFFRMRXJBLTtfATG9iW48KG3mflX35qM0qp8ZmKpaecLL4riiWcV45pM60ce1KG1lUNRxhrcfeF97PXyumG478N7YbUC9/5T2Ktpfe2VjdAJ25SpRUVwEodh/cpQto7SxhLuvmgmRg33wRXtxzZx6utZcji+UQqWzMnq+f/FPa9ezd6SbTrMfPjfKCnZDIGvx4aNZ2BT6QkIhs/Gr355F/S6cgRC0+ENKgnSr674ABOufwO549ZBZwpAMPLsnyRxeG2lgA83UmRZSeeSIer65gPY/MWxYeQllOHa0Xex1DSZmgt3zsCinTPw2tvh2OIBjZFSu3Re7NvuZ2armmbvXVBTLeJImA9duBFiJApvpxUGKwe9w4qooxgVn7dj82Iy2GXInAHQJ2Pk40/3SK+qGA0a6JJZDsiCDeGE8WzcJQ8+zv7f9vjDaFvxHUKtrdBZLIxZLQUDCIhm1IUGwSa4UBcZhoTUoTg5/58YMamWGbqsGCeZu3rlf17gEEw5i/VJc1VRIPScjNF4pnX8fBM3Xglz49wepnVAzsG7L/yS9SVZuq5PgcPlH1/OCryq3F7CXehK74LUUcq2pX7jF2vUhDe9Zml8BXphC1rWC9ixYQDsSW6k5bYiIdEFd2cyxHAYqdkt4HlCrajhcTLjTYzPPe/JSSgoqmTbUOKdktnWxDA4WU27E6LEBk+7A+8/dT7ro7W1AGIwyhjU9E9t+5q2bq9oYUUaG1fUIj1zB4wJJhjCu3D6Je+gclchajtzwQ8V0VyShucHXg9dSMLlL6xG+9o0NPIcbLKME6cWYmRX4Uf6jm2tXhtbQKDrSwjVMiwLcchp0Ykl55kAOohpp4E/+ZMYK3nb+wqnnpp6R0DshZ94sPiGz1C7UFk0U9uEmafstR9K9rZ7frjos6/H68vtjja0CX0+iQltMvAHxL4+0ovkvc8dId+oKKfWNAU0BTQFNAU0BY4GBTTT+mg4C9oYNAU0BTQFjiEFgmGR/XGrtqPtD8bDJeXhKsZ4KAorHsice9+6fiB99NU+h+tc7Gk+lLJWmdOffT8J17/yODr9yRBhwshREmY+GMHw4RysZqU4lycQiRUmNRveRe2uNRg0pApu/30xw5qOk/ZtIYRwIzOvzn/0Y8icEat3TkBrhxIpppQxmR+U5t68U8HvEJpj6rlGhEIcOIQRDushCCKELuOP1+nxyBORvZrW1/wyBJ2wlfXFRzqZafbRNdNQVj2IvVacW87M83DixL2e2ngDlMxJ1RymHZIdZ0KWuyPRZFQHwtN/0Ffgm2ex5Qsf7APLMPyqpXBkt7FtOE7E25uMmL1JDy7ihRjgIVFycd3FWP/lmxg0WGZJ4H+fdyE8hHuO6/nvC+fhg3v+1sO8JROVmpo6Vjfvjc+IZ5IbwzWQgu0KS1ufGDPtqbBi1YvPoHnZBlgHDETO1AuQOEJBi1AjLZyb/8oedzYJWPu5DZGwASEumyFAjKlpMKVnItjUgFBLM/y7doITBHCIQopEIOhkdAYSYEAQPCexc5o+xIQxU7Yh0BmF2RqBziBB0MsIBwQ40niEkk/5gbaEKSHTmpLPaos/Z5bqF5BQeUvsPVHk0N6WipUrz4ZreztESxEzrimdnDwsVSn6atQh0LIBBm8FvMahCFq6572nC4W0sDU9gfnPFKBy8QB2oiSRR37xbhSf3obmlkFItSzHkJGbmGmt0k6oL9KdWs3mLFSV5WPQiB0xgz17oIK6UBYrCKdhQ+mqcdi4ZBhcLVZmYFMhRkpaR7p+RtFjwoWopu9bX1RiszAHteFyFDr74d6BE9gCUl3nKVjxpHIdKoxyL/oNqMCAou2oXFWAltpUiBwPiRMw4soNuPHy52CVIkj6mEPqR8RNV9ruf5yC5/onsDmlOU1wV74RM/bVdDolxWON4xkWhHj2nsH3sf1I86oPK7FpVikIyUWkksTClB6p/j3pHv/a/prWx/IiJi2mhCNSj8X0n9LnSL1Pd02RCUwJ7LAowRf4afZ1XxdhdFr1bPFVa5oCmgKaApoCmgJHgwKaaX00nAVtDJoCmgKaAseQAlFRQnNnKDbivk4FHSnpDnVhpENZWPFANDiWE/K9C5wdyPz3dR9K4VIylZK6altufAebGk7AZZcDdrOe4RIokRqIuwNB3XZPqXBmcFbcxIwxan97ZybKakqwquYctLTwzLhiqVoByMmRsPR75fP21usCZt6rZ6a1zeaHx62HwFOBO8ILUPpWMa2J+zy0KN7SVUZDSe2PPvSD5+vh7TTA1QIs+es49p7V5IdgMLLHrqKn2P9kSKuGr6/BA3+jFyuWXIhBN1yB9HEKiiG+ETO7d2v3vB97ieZNfGSdtzyWBDaeMh+cjkw8Gi+HtzfZMLs0zApYRoN6tu9dI2y487pFgLMY5547Gzdf+Wf4dmZhy9KcWN/rEj7AdekjIIQoHd6PFa+kRgY1pZDVRPCeeM/xRTeNeh5eYyEzEKnRe3tijPeeJ22XtH4G3PV+lH9rgbtVgM6ZAk8Lzza1Fw6Dp7Ic5n557DnhQaSgD4JeRDRIc5chSxxL5RPf22gWMXicB0PGNCIUEOBzGeFq1cPnMqD/MA/sRaN6pKnjx0OYk7DzuNhL8aY1w3xU3ASDp5SlfNvreGzbMRY+txmSzg5vCzDh9Zd7TM/oWsnmxnEcqNBkMOU0uAYq+uyp0TFC8x/E549kwNNiYZtIUR4WRxBpoxJhsPKYMukx2BNp4QTYvnEgmmvS0L9wN5JzPDBYgdYaB0Ie5XPAdWFRsgsU05qSysTRbmwcgkWzT0BzYy4C7RIzrAmDEWz1s8dqo4RxtHAY5s0VMEeexl6mwqOFad9jekoWfmlsQcXiFGxccyokQzKEcAsQ9SI3fxsKhlfh2w9OYp8v0kvkBIi8gJaX0rEk43TUWgdg+KwNrE9fcRY8Y8fgNU8Yzd/XYeUd32DA4NUoPqGUFWlUFxQ40cvKjypz0SOUfDI6S17qISXdjTB2zHtwWKvRuCsFZauGI2nK6Xs0rikhTjxyaqo53xsPkj42C6e/8UP2Pu2jGuxNx2htir7mP+/1gxD3Rnz6ml4Ohslkj+7xbqG+5ounOI0gs11rmgKaApoCmgKaAkeDApppfTScBW0MmgKaApoCx5gCTR3BHuzYw43OOBrkORTczMNVWPFA9LGbFVOHitYda43GTulDX/Dwj101NBUWrQfh1NMRLp7JzGrijRMqJxyNS072EnNPiXbqM3XVyeBEf2zrW9/+N57/5nrohQiGZG7uOjd2NAaGIjPVjWevvQXfrSvAI5/cCE/A3lWgjkNWVhtSU11oau6Hzg4dbDaly7POFdHYwDEDmxjQqomtFi8kAzzJ1IAXfzEZZr2bFYNzOhQjrfGUbqwAjdWzejFqF+3EztUWNNeks23yLxiMEx/qyfM1QDGtVf50fNJaRXCQoUotYh0CPscD3ZBKljTlOBczzyTJitmlAcwuDTHT+u8jbShK1OH5Rx/F8TOW48QTvwLCUfABD1yb+8G1PRvGzCIkcltgbP0qpqekTwIfamJ9ivpkBNMuhGuYYsbvqdE8ydx2WvRodHabe97ln2Dlo7uYoUvIjb3xkUnX7MXT4d5SD33Ex8yoUCgJkmiA0RZByrgi+HfvRNTjYQlrWRSRkBZAyCdDjoTg6UhA/a7hbGgGoxslE1YgZ4gb+SWd4HnA6zKivsqJ7VuKMPx0P9KGJbNFBRXREY8HiceF9GZaU//quaDHK15qhiTYYgso9Ljwmc97SJS2pIQt2pBpzRYXLDkIn7YaP8bsrXpnFUqfXgJfsxde3obo/5jpksmIU8avwthJi+FM6WR9edqt6GhKYMcjvjlnsCIlqw3Nu53YuqY/0nObkZjeDqM5hNTsVmboU8KaTOs5D18A6Gxwt+jh7kyC3m6B3m6Av8HLTGtjoomxrQkPUoYSZlpvGDqVHSvZUod+KXU4zezGbQlRlC0vQtnyEtY/eAMr9Dh4ZCUy8+qx8N3J0OkI5QGIEODR2+F9KRUtCePBiR6U2/LAjGg5yvAm//q2A1/cuI1de3QdTD7/U4yevJol5clwFy2DEU6YgIh9GLum6Bz2bq2PXIrExFrG1yYkTUtDBnY0X8tM6X4XDomZnYQzIQ43NTLs8y8cHDO2ycyuXbiTvTf8RmVxao/XvsDBaTWw2hTHYjvWfv+IT18HwiLo7rX4nyF9bcKTnjyvFWE8Fj8L2pg1BTQFNAV+jgpopvXP8axqc9IU0BTQFDjMCvTmWh9JXMNhntqP/mF/oMUYD3dhxQPR5FCY8Ady3EOxD90+rRN4uP3dRQoPRb+9+6B0qaFzJXtZFswQT/oIfOLwHxTHJMMzsVQpckZmlKvosVhXe/ps0PbJa85VEp2UsJUBb8iOsx/+gqVto5KyoEDohElFK+E0tTLe8xkjFmPSfQsQiRqYucYKZmW6UFRsw6YNPvTrtxtJyQ3weS0oLR0Og8HOEqUDB8uM90yNzFUy77Zv5ZCby+GcojdwZcldsBj8cNiDCGT9qsf4aR8qUDd35i60NANVXbzr/plB3DWrf4zp/JtfGeDzluPOO++EM0FGUXERPIHutLKa2FZNa0rsIg8Q+lcRD4Eg2+B5H0QxBZKUCCG8E+5GGzMK/S123Pfa+3jmqTOU4ozUJC+kQCY8u+9m5m3KmnNZscVYoT6Zro1u44WwE2QO9k609j7nlIxXE6dk7i5/yoXWXUpaOGIdzEzGM9++uMduV1+h8F9PqfstpHAY2cbtkP06hIN26PU+9p5glGHLECD6/eANyvbW7GSY5DrIYhRlS8chElDy5oIgw563DaGpK5GQFkSxASjiebTW21EvXIXM6x78weUez5bekwnaewfVpHfVh7Hz5RdjbxedmwBu8r9i6XJn+U2w1L/JigRyghmyFGFs8FDR/dAVXM7225t5/dmFz6Fuuw9RKCet4/wk2O604MGVv2NsalHk2SKI323Gt5+dj5EnrsLQMWXoaHTg27mT4HdboNNHkZHXiFMuWchMX0nWgbcmM4zIu/8+HzJ08LTq4W0zQNIlMDQImdbxxRj3ZFrTQs2gtM14Oq0NhQZlseabd05l4yFmeVq/Fky59BuIQQmL3p2MtobkGI6m+PgyDDu1E+7B/2AJ/nsGXIoKSwbMlX5csGwZhnTUYfHbo1mf9Nl2Outw6c2z4EiLMnY1NUrCE3Jmb8327fkM1xJ2KUayzqrH4u9ugyDwuPzjy9iCXfX6Biy6/nM2X7XRvIffMHa/GNh9jaPYqwj78AYtBFNR4WMxJa6iYAgfIskyS1+TgU2mdV/Vm9ALHFIT6PtYa5oCmgKaApoCmgJHhwKaaX10nAdtFJoCmgKaAseUAoRB6PB2c62P5dTu/giflWxGfVtgn3Y50oUV92lQcRsR1uVYTdepiwAdcWz1/Z3/T21PGIukDTPYZgpzl0NgwM3w5N3c4y4DekdNoqp9BtKnxYzfPaFMyOhSUBkrUL4zB23eJGZUv7HkV2hyZaDTn4Ci7HI8/stbYDe70eZNRkNHFsMTTJ65GFPHzMMvxr/P8CGLd83An56dhqlnb2eGNeFyPR4bJImHyRRFRcU4ZGTq8PsblFQ6GdbUyLT2+TgMzShDS7sJdosfDpML504qh6Hk2h5c7LtvCGL7vK0oCw1CkFcQImHZiPQMoGg4h9oaDq0tPZN5L78exnHjlAR6PH6DEuvECCfjUx5oB/oDUDxhNDdJmDXr/9jjySd1YnjBY9iwoQQbtv0ZI47bhfHH/aXrfFAqO8KwKKHIFJQtHYmUirlIsLphMQah58PgJOKAx5vWAqK2YnSUvPSjuA/VtFbH/MHfB8cuFUohEys63rRWFwFoI9W0TtQ1A+1mmMztxH/oZm9bonAZByLCW5Ga6EZOjsyQEa07HWjalQkxDIhRHkEj4ErwoPK3b8VmMC/LiKhsh3/kI3tM5v7U9by39+k6DK99C+6GCByZejizDKz/tl1RJNfdB4POB4vFzRZXON4AWZYg6VMQcYxgiwUN3E0I7Ghn+AtzQVKPxKi8+yzctfoaCB4Rol1A6y9SqN4nPlp4OaK+MDydNnQ0JaGpNgPLFlyAi697FaB5zhkAACAASURBVI6kdix4+1TGwCakSCSiQ8hvxPCJmyAYdehw9YPtnJswPvfP+ODeYV2Jdgvaa8wQEtKQMDgJnVvbWeFHg82AhJIBOO7ecxkP/sEH9PBayrC9HxXxBMYMqsScxHo4uK6fZZwOzdWprHhmduIiVgg05BIhRjlUlQ5gdzdQK5qwGZJzCIKpZ7N0Pi3ELJw1Hs3Vyaz4pqfdDFd7Cngdz8Y3bvKXGHvmOpgdIkuIs8/PT5jWtGAiN6xDe1kzOB3P+vp64S2MbT3+7skx7vXyR1bAU9eNLvox05qS198/sIQdP56RTfxiCtYei3fdHMuLr/GfSfqZZrcodRGoUd2QH7uD50A/7z+1H10LxLTWmqaApoCmgKaApsDRooBmWh8tZ0Ibh6aApoCmwDGkQCQqoaUrAUbDVv7g0h+ztxfvq/T7kijvq8KK+zqH+O2O1eJbR8Jwd1Y/CUvV48z4lMl5AuDNuxne/Jt7SB1fgE99g1LELScsZ0/3hDJRTeur/3UrJH8rdrcqnOP+Kbtw/enPYcW2E3DuyM8wvN8m9jodvsWdBlcgAZ+uPweFWZshyjro9UD/PBmJp9+Lh5+rQHlpOjP5AgEzS10nJLjw4YfTkJEh4an/1GHmfSN7jH3VCh6C6EKyvQ0p9jaWYh6QsQsNhosZVuT2uxSjm5LEK74Og+OV5xFJh4ikh8UWwkmTylFVlYGmxhzodN0mMZnkv7+xG98Sj6RQCgUOY8iNaM4w6FPKsX2rgFdevhzbdwyLLQrcfmckhjWhopYW0yvQCxtYIltJqOtYWreqagB09RHYtxDCAnDYw9BzAXBSN+6AsAzhhOPhz72WzYGLdMBa80oP9jWxq3ub1t/+NyeWtCbT2j72xB5c4ZgZ6gFKmh9HhlyBdGMNQg2ZcDoJs6JqIkNn9THD2mL2wZzAw2gERl2ai42L07D5MzMiviAg82i3yNg1cSXc49criAkAp3kScL6uH+xXvrJPjO3e3wdqEju+cCZtE7+goO5T2f4bCKXPIivxe6I4Q2cQ4UwOMYSMaEhnhjU13r8b3lo3ZFlAZ2cu9PnnMta5J+0XzHAre/D3+GIzJY5lVPy2CK1JKexOglkf/RKJqe2oWFWIztYElC4bDoPDjF9c/waSsr344uWTYlU2gz4TOludGHvGaoYKIUTJikXn4vI7PkLbLgO+eXs8jQTmIcORPFkpINpf9wxD+VBLzQ8wrjmd209nbsbmSg4DpxUhDU3wzP0Wic4qnDjuBaRQMVBZhCzYAV7P2N10jQihOvhdRpittFjZVQCSE8AZTGgd9w07hn/JG1j+lIehQSAoprQ7OBTeeg9OOucL5A2rRlpuPbsLgPG4BRtaj/vsR8+jel7CnhBLXK9d9wt0dOb2wNMQx3rl375Gx9Z2SFGJoURMKRacNUfB9KgGNT0mrE38c3qNEuiEGzmaCxn2vo57P/+5FYKm+VDynRa9I6xwo4hQlOoW/JQSh+Z9upuM6m1oTVNAU0BTQFPg/7H3JfBRlPf7z8zsfeYmN0k4w33LpXJqvVFR8KTVerSetYfihVQ8atXaVlu1aouKICriUauiiIiAIGcSAiSQQO57N7vZe2b+v+87mWUTQCByBP/z/XyWZGdn3nnf553dsM/7zPNoCHQXBDTSurvMhNYPDQENAQ2B0wyBmmZ/9IsUsylIOHoV8mk21Gh3KSCJvkgeKnDvVAcrdgVTug25sTV40r4Qd6WPhzvmRBHuNI9quKL+g7QOp2/t/VCU9FRfOBRpHUiaHrWhOJyKkUjc9KnzkRVfDrv5gFJy6uCvMeuMxRiavaXDuSWZQyhiQlH1ENS5EhmpYTJzjLQuiczCiBn/wqf/64PFiy/DGWesx4QJa/HOO1cw0vqcc77By6+8hj/cuxw7ixUlH/ld79rJY0jq9xBDAlNoGywiIjorEnsp6mKyFCFSdvblRhiNLaittcPIhSAzQkUHsyWIiWcWYP++NOzfnw6jUbG9oFryXvCgMEiVOFV/EgVINi/y0Mew8KMBzLqEyE6VoCEv7hmXi6w9nVAEh2UeBH4vdEJJ+1lIicujvDwP5eW9ULG5JzauGo+Lb+yPs1P/BUvVQqa4lnkDQo4RkPXxSlveXRCClex3WbAyxTDZulD4Ymd7EFLS7vgqEcVfJaLndZcgbxaRpB3rwXv1+PhDhegZYfgvcu0FGBVawwIW9QaFYOeECFocfRCH/bDyTTCnm9F/qhPZA/Ro8I/A+r+Xo7bQDJszgD3JdVg7eRUaQwakOv3wu3SYvTsF6fwApA4agOETdzE1dKwNiHdvKVoLtjH7Eaqsq66LdlJdMCBVNwVV0p0AbVk3RklT1SqEDiAstjz2CtJ6lCLN+R1kMo8HEJcqwmCUEUicyp4Toatr2ohwxASBD0EQ2hcozCnAoAexfeOZKFz0AbxyPXaI/RD267D+qTMw+/m3kVpQC2d8K8p35jALEEnSMeuPax7+GBZTI/YXJaJ4wwDIMgcxrAOvEzHmnA3R8fCCDD65N3L7lEAO1LPtYftQNoeECV90D0pdu6L7Z+Q/hE1v9EZLcSPbZst0MLKdqq3dWmPcxdsxZMw6tpBChDfhxEr0M79ven+wIkkyXU/O0Wgao3iok33OvteXR33BG6qSwBntsKbacelN/4Y1zc4U9UJgP2TejJahbyAUP/ag66grG0g9ver2T+Apc8GWYUNCrwS26GPOsMNboYzxh4ruGqBQXo8vjIh4kpjRI3XqGF4/nQn3Qw0zdjyx6muyg/EGDh3ceAxwHXHXlDgTaFFYKw0BDQENAQ0BDYHugoBGWneXmdD6oSGgIaAhcJohQLevkv+iWkejQj7NhnhQdzururpTsGJXsD2d5+x4kta06EK+op3DFckiJK7gJhZCdyiVtYq5c8c9MNctY0/J9qJ5+JIoIfhD/tv9eurg8+uQFtdOkMmAO5yO+Vc9jd9Mug8ceSm0VyiiZ77Xty18CTdN+ifTfIYkM6w2Dv9YuwC2TOCpJy+H01kJj8eETz89B2+8MQezZy/DrNlfIyL2Q7PnXRDBWlnJobyMg6s2jOy2Iuh6hmHr4UXt3lTUBPsjI5tDaprig/3kAh2+38CjpbkKLpceTU1JsFq8iIR0GNK/EAkpbkg6B847bzOefebXLISRbC++36iQ47E2IdHPis0zGVlNAYNElBHJ9lrZ+/jkQ2VRSCWtY5XWUaytd8BifJ1F4pFdQzgsYMuWUXC5krBs2VV4d+ksXJW/CSPsu5kFwvi7kpgVCyltqSwVrzJ7Ei7iZs/Jq1nSJzPbD/IY/upTE9KyDxDunRXK6vNYwpjIdgq29HoV3FC3EVfYFsDUHIHJ3ABfqxFhQY8m60AkmquQZKmGLdeGYedYGF7lRQ407gmib/pn0BklFASBBaEIfF4dWgMG5DYacGVRD5gtIuwpFuSOtyNrpDVKXO99+Xk0rV0Df8V+FvIomM1wDBqCQY89zcaYsHmmQpoSEStHACnAwgAPZ5VC7Ullq9Cn5+p2xbMMg0mCYDTC1H88a9PQsgYIeRmxzPM0F4yap9UFZomy1rse5e/vBAJb0VIRgK/BAnOiD9YUHxDhUF+UDJ1OZOrtSFiHuLQAes/IQTb3PLL6lGHbN0MRChjhSGhFdt/9cDc5EQ4ptgV6kwRnrwTE9whDbqti2yjYk/zGiXQv2ruww8dh2cZxCOxU1MdUTRUBrNzbC2WRLKQKDRiq34HxZ+zAxfcqAagMK98ecFKMulqwsdBFWbAwgtyd/2z0miLSOhqG2B4EmZyfBM6iw9TJzyJ5eMfFrx/ysu7K5zidf8+yYnYocerke91W7WG+3n53EG3Viuc1PTfYDywsqUprWqihxUt6H55udapDC483XoeaC9X7mv7/QZ+PPxSA+mP6Q/+f6RGv+Vn/GAy1YzUENAQ0BDQEjj8CGml9/DHVWtQQ0BDQEPj/AgFS/rjbDgThkQqZvvTS9p9qqTYopEqzmhX/yVBYZF6gp+MX/tN5zohwd7eFfpQ6sPOiw4+Zx8PZL/yQ/zbZbqxaKSDS/pYhEjc7W8KgrEK8f/s0COEGZg0hSzyqWtJRUDEYN73yCm6c9CrOGfw5vAEbFq29Dh9su4pZe4wdJ+E/i7bAZnoOJsNH7W9DE8JiPxQUDELJbidycwvZ9mb3fDxxGYebL3oOWwND8N3uM+Dx2wEzz7yDzzyrAA89tBDnn/80ysv6IzGxEukZe9DDUIeJvVfDZAzg3W8uR1Z8Jcb9bC/6j8/C5i03Yf06Hp/+t+Pt5RMmhrCnRFng+tfLQYwJXh8lq9XPCiLynnvKiG3blWDKWHuS2M+TBPtMCPw+6IRd4DgR4bAR33xzJiIRA6699iMkohF/GKEoYKlivXtJUewsvoeR1mpoo0pab2m5HA8sfRxGPflkS4c8f6zFCZGjpMymivW1pueCdxduzHsY5sqdaKmNQyAQD5PFg6ApGW06I7KduzDg/HimsqYgxHULfRg6thhpuQcU961NRryw1whdSQJymoxskcJoECHo9YjLMiBtoEJek5VH/RefwbX5e8iigjGR1kRej//gc/acSGsWgClHwIltUYuKw/kqk2p752PzYI7sQlbvWuaz7ffokJTpR48pU6Hz7WWqYS7soouz3fOdJOztoPMctgbOx5Y3Z0MO7oe3og7+JgsS+zaB00ngdRycGW2oXJcKg07HFP56uwWjrgmhbuUm9BpUAo6TkJDaDKMpyEhtCkgMBfUQI8q1lTY2HXZLK6S2SrZQRIsOVLSY8OnWR5HLeWBGBBZEsGHtcIR3zWKkNtWmtRJK2tKxT85mz1NQj8uSP8SEayox+Dw3mO9669Z2lb5eCU/kdOw8vuxbUN0wDPUVKUjJqofvm8VMhd+034S2Vivz4nb2SUBCtoPdNRDnrGAWIaS2plKtSo7H30giq8lLnKqz9QdZhdDnW8vuJvZ+0pPtQ6oN7pImFu7ICTwyJ+dg+uuX4mgWAOlcapGlSHcp6juFMJ4s+4wTOW4ip4m0/qEQxhOpvrYYdcwqRisNAQ0BDQENAQ2B7oSARlp3p9nQ+qIhoCGgIXAaIRAMi2hqPRDG+FMJRDrcFKjBiuT5SKSWLxg5pE3IaTSFOJ39QOmW9jZ/pEthVbFktT8YgS8onrBFh4+W62A2CJh2/gF/5dhr5LlndPjbszrYTR5cMuojjOv1NUbnfYfSur5oC5jQL20XUp212FE1ENv2D8Wj7z+EQdlFrIktZcMQkQyMsKayWmW8+4GiErYYX4XV9Cok2Q5ZtmPFisFITlKOU6vm47mYOvg89vSPix/GjooBCPM6tOmcKC3tC5/PCLPZD4MBcDh8SE3djyHOLZg35yH4fFaUl1OKIoeFX/8cb35zA9LSZOj0YMGMNptyFrcbMAgBWExBRrymJTZh9esvsQA7tVSri6NZiFBI62r2AIjtpwWjPPzn9b8iHBkL87Kl0XbzctehpSUTY1444ENOxLO5dhn4SAtTHFMwnj/1Siws/isLqVRJa2qkg6d2e3hmLH5qv1Vfa/U1Itz/OOcl7Pv36yhcmw/oEuAPWhFoaEJCbxmpuY0YMFWC6GvDhjddEEUDzrxwM5yJBz5Pw0EeW9cko3SXE3qRh8Dz4KQw84QmpTEvAL2vPBti5rkHkda8wQB6qKR1dMzhBubzTUQ9lWjOYzYhqs+32n9n0Z2oX/Exdq61wGJXFyY59BzoRs7AVsW7WRbByQf6y45VxPWAgYM0Ixn/+8MfsPmvPuRN2w1eJ6Gt3gpwMvpe5MGY33vwxR0p2PtxKoIBI6b+pg19e36MFf8egfjEOvQfsQPJGfWQeBtcNQZGYgd8Jvi8Nny35lL0vWIARl/gQ3jPoigZTaemxY+ffzwTvxB2YRTXAB90CNX3w+6lZyDkHMm6R6T15vBgNAet0emcY1uGUeduxpk3tzGltWoT4qtSLEUsGUlMmU5k9Yo5yxX/aH0TJJGDyR6Bt8kAmdMhEjZBMOmQPCAJMClvTLLgoEWtWHV+7HXUld+/vXcFyj7czQ4lQpoCKNVSF2pW3fZfVK4shxiMsCBHMSxCCksw2JX5pxp+5xhMmXsmI35ji2xHSpftYJYqxjgTgjGvqwrtrvT7eB5Dn+NJDuNBfT+e5ziZbamEdOz/qw53frLwoL8rx1N9TQGM1J5WGgIaAhoCGgIaAt0JAY207k6zofVFQ0BDQEPgNEMg1teavkDSrbo/pBI6zYbHuts5WNGgF9DsCf4ohW93weF0DtAklXhEpMWDAxY1R8JVHS9dqx5/+IQvOpC1BvlG63U88npHosGGnftJ+10efxmCgQiG99yEZRsvxeK1V8MfMkHHi8hJoUA/4O11s5CdtB8pzgb4gmbsqu4HUTZAaBc29+ghITNLZpYTsX7QdOzCfy3D5MlLOpy6ZddkzJ03lRGJpLLum7Gb+Qus2z0Ora0Oti+p/1i4oQPI67UPM0e9gWsmvIx9+xTCOhIR8MqKm7Bk/TVwOGQkJcvYV04hgzJMJqCpCXBavdCTFUR77Vz9QYd+qGTe0djV2M3zYNCvh15QPItFKZ09Wn3zEREH4rNr3kN8XAVGjngHe7ZmgCdF6fnDYDrnvug5iUBUiUnyQSbrEFUtTTYxqu1RLIZqeGZsx2N9pYm4Vv3CyYd7z9rvMPfeHLTVBRHyGzBV/gJJoSro9T4IxjBS+jXDYa+CFFQWM8ads6098FAhgom0/vhf+Uw9rTObkdW3AXV7DOB4GaKoTLhg0mPIvPuxe/EqBGpr4NunXCc6qxXOocOj9iC0jVndbP8FI+sZcS0QgaxjthqqNzPtR3Y4prr3wUsBbF2ZDHeDAVZnGH1GNsOZ1E5Sc7ySDsruA2gvWpGgbpFNSJwecm8zNq2+FV/+JhGRthAGzqJQUQnF7w3EH1o3MRXwF/dnoHLLRIwcvhTx8ZUwcI1wJLiw8fMxLKhx4NgCwOhgpLW3yYjijQOw8cvx0FkNGPvwWZg47Rug5CWEOTuWbPsteo3JR+8xA7CzqQju0ueQ1rICqdZ09mgoM6PKNRm1Nb3w3sIIswZpbLPAKbswApuRxtVBMOvQ82e9ccEjfkYyu0qaGDlNVbx5ONJvm4dNT65B3cZqiIEIxECAeV07e9AcK3Mi6eIUVXOcEcYUa4fgxA4X/Y94Qqrn9Q9+1aGF3Iv7YsKfpnfYRvttf2EjfDVeNg4xFGEe5URgm+LNbArH/GYszvjtOLR4Oi5A0PtIrYbNtcxaxJrWvhLVTsT/iCEcl0N/agvlXVlEps9mUkibDDy78+vHeF/T/9/ob5VWGgIaAhoCGgIaAt0JAY207k6zofVFQ0BDQEPgNEOgqTXIVMdq/ZT8JQ8XrEgKX39ARCB89GRpd51W+sJLSrUG96FVwN2139SvwwUcHqrPseGKJ0shH2sZoap3OxPJsX2tWXg5mhpljOj5Pa7755uMUHL74yBJHDbuHQOLRWaK5z49m2Ey+LC33ApRFw9vu6MEqa3JZmTs+APvx9jzuZvfAT0op8+vZPXhT396HDu3ZzC1ckTUITWhFmlZtfhmw5kQRSIviIlUQrn69q3C9XO+xuLFV+Gm0feiX49tkCQBW8uH4sF3FkCWBVityvm3b+Xh93OMtG51heGwUhihUnazDxs/W3FI1Sndmu4LiBD4JSx4kUjosDiQ/Ywts2EpU1obDf8Dz3kQCE2HP3Ql248UotInt2PPd3a01DogwYTmCjNgsAOCHtMXzkCPMTTmjqWqpWOV1uTpHVuGr2eyBQG1Dmf1QITntTflI+jj0VhuRsivw9TIF0jVVYLXBaAz+GBJLIMkiLDo2mCzShgysRKOeMV7mLjgratS0FKnkIQjzmlAcg6PzZ+0k9ZhAR6XEXqjjOGP3M1C/Yoe+B14g5GR3P7GAIb86SnEDz3YxoGR0g3/i9qESIY0ePo8xOaD7FPiC26Crq0YnKworF31BlgdIeiNB66rKAAqUS1Rl3lwPWTI5BHC8Qimn43mxOV4M/8FSBGJEdeyJGHs73fjjN/WMrXve5eNRE5OM3pmr2X0d8TjhcEYwN7CPPj9Tky9fhP4cCNE2FFXYsInCy9CfXUmLKk2ZOaWYPyUjxTuXCdjU9U0vL36Ttz5ZDyyxyQz0lm17KH+0iIFkdarFvZBU4MR7p2NaI2YYZW8MEAl45WRUfvTZq+E07aPqaZrShKx+r/nMeLWXdKsqJaDEaY2l2WZYUNBkqS0dvTPhtFhwDUfXX3CPlcPRVpT3y5bOeeg65rU1vs+KWX9JUsQ9pPnoLPooTfrcMW7VyJxJC36HLD6ivXIpga7K2ndFZL3IIC60YYfGypJi7K06EYK7JAoHdOdSGqYdjeCQ+uKhoCGgIaAhoCGAENAI621C0FDQENAQ0BDoMsIkAcw+TurFWfVIxiRTriCtcsdPsKBsbYRFHh0KPuJn9oX5aPxMz1ReP+YdkllZzLycHkPXH+x7al2Lp3DFX/MOY/l2GMlrYkQ3Vvcisz4ctz48itM3RySbWj2JqDW3x93/zbMLDd2FnMsGHHUGIVEJE9sIq4pBNBkkpk1SGwR8UqELFlfDMp/GOnphUyZPW/e4/j++8EwGiIw67wAJyGlRwNmX7MMTz9zJ0IhJbBNFHWIj2/G0GEFePfdX+Oaa95EQ0MSxqcvR2urHW99ew1jWWm/jAwegwcrZ6fzkqcvqcg/WdoAvdeHsf61GD6gFvbU9EMqUIm0keXF0An/gl7YxDyrJSkOTZ6PDyKu6RykutbrDtiMqGrrwOdPYt3fWlk/GsoMCLUJkAQrI3Wpri2+7ZBTSTjV7Cev9DDztFaxpO3XzjYiy1aI/PQCXHOdiKFT8qNBfGpjqtraWv4cln41iW0OeATU7rZiQmQNepkLIck8jCmlcMkJCMMAPRdAsqESKfZW9BoTYbL2+mIvWuqVQDRaDJh0VRVsuQNR8uU+tFRzTN3bUmuGI0UELMlIu/YeZhES8gThLm1W5s0yAPFDBsAY/BbWvF5ImfYz2PJ6MyK3/Pl5cNcJjFweMrUNxiGXMJsQW/lzMDSvgRCqY2ps6guR0czTWQ6Dk2MW6ihEUwaKQ4Bf5pBiFpCWOBo6+35wPVrhT7wGIYxF+ZoJ2PLMWtSsLcOQ63fDkRPH+jfktjFYfoUAsnChhxgUIUckGPQelO/qjfLd+TjrxhoWHrnpv7mo3p2A2vIk5rcu6AWkppfgnGtXMNJ6z/Y8lO3Iw5aGaaztm96biIQByVA9yHVeRZX/9lMXsZ/7i1LY+cgug6MxxgYQUpakRc+CHkmhHFtEDAdbAgg0+iCLyvuPE4CcoU3wiZnQJfRg2yY8MglZI9IOUi8f8qI7wkbVt5rGoxYtzKgWJeq2vtcMwpgHzz6oNTp+21+/Q1uNl5HtUlhkKnFeL2D4b8dh8v0TmUKX7lihOwzoPUvtx3pkhzwhptRWldajHziL4Xuq68eSvKe6/53Pf7wCMWPV1+wzKKTYmf2Q77dBz7MFbK00BDQENAQ0BDQEuhsCGmnd3WZE64+GgIaAhsBphEBnX2tStBp1PFwxAY2nw3DUsLyjCVY8nS01DjUXR+Mj3B3n8HDzcDzDFX/MuGN9jokQCP/fYs6994cPIpXpHLRv2+pHEM8Vgo948cGmS1BUPRgRaz9IpvSo1YfaJpHUpSU8bDYZF14iMhKbqrCAZ/7WRLiSIlgNM6TAR6ryMo5ZdwiCzPYjopsIbNUCZPLkb7H8w8dx9123YvFbZ8PvNzOl95gxm+D1WpCY2ITa2lR4PIm4777HIQgRPPbYvUhJacDVVy/C8OE7IOiHQOIe6TBO6veq336I3pZyiKZ05E1ah7zJ62AbcBdTSKuV6HgPkNdCr1vICGu1JCkJda6Sg6aD/K2pKJSR39/Afm/ml6OuLAVb577CnlcV0hh4yIKNqWapYklrwk7FjxYCLjjHcJBH7uzLDfj2GyFK+pD1yZ7Kjh7ANMbZM41wuzjo+CDSEprQL7uSBfR5m/UYJW5AX2E7eD4Mf5IbIgREoAMPETwnYVhmKez5iqK8eeMGSOH2xRjBirNn1SAp3QOIQbQ28nDV6bFnew9EIhw8rXaknHUmRJ8XbTUe+GoVolXSJ4MPN8DZOyHqYZx7823w796ClvcejWJJ6uDxv0yO+kIbm74EJ8V4a9sGgIt4wYXp0QKeV8jaAh54qQnYx6aJR7bDhBkZ12PSGeuZHzSFHnKcB5HIQFSsy4LV+m70nHu/Ggcu4QYWIkjk6LQpzzI1Ngm3ec6P7WvPQEtjIvInNzEP6S0fJyMU46lM12u/UcWYePFaiBEOKxadw24IKNvXDz5rIgaP0TMfaSoirq1VC5kNyrt/HMnU75WFZH3TTlbTSWPXedpJ66ShqWjaVsdUyZyOZ4QvBSwa7AY072iM9idhcArbFkvkWowC6D1/uAU16tf3Op49qG49RHhxZ+I4NlCUXSM7GrD9hQ1oLm5E/pyhyJ8z7KD3R2x4omonoo5B7S8Rv3S3lI7nOvgjr3nkK+ZnTUXn7n3ZADQXN6A7hTD+lO7sOpoQxoMm+Cg2xKqv/aEDCxOdD6XFePK01kpDQENAQ0BDQEOguyGgkdbdbUa0/mgIaAhoCJxGCEiS3MHDmvyfKajwdLCbiFXiipJ81MGKJ+rL5ama9tPV7oTmIcVpihKMRxuu+OLzCnFps8u4ds6JtXhRlbc2sw45vSLo3U85X6x1Qdg2EA8sfYz5IfOBauTGFyKYOB3fb1QILSKm3/1QIRFJvf3mQoER1mqlpslsn9oaDi4Xh7Y2DolJMgYNlqJBgkRaE9FdVsajuUmx+yDimiw8VMKatv3yprfwi18sRu/eEv77ydnwtFqgE8qxb18y1qyZ0E7actiwYQwjqu+66+945pm7sXDh9e3d4ZCTKyA9cyA8/vkdLmnVI3fa/GfZdk4MoMcgI8JcPwRxHgy6Am4lOwAAIABJREFU9TAaKsBz1eD5bUxhrCb7ybIVtS2VB71FoqGMBbvBuQlbIlR5hAaOwJePnYvGrWa49gXgruLA6wRGPKafmY3pr18abWtYvqJoDgTA7EzuugvQm8Mdro3sHkR8dzz9F18HOhDzV15qwHfrBAVPSNAJIczouxLFFT0xtsdunCG8gjZPElqaklDpMCJeX8eIUwMfQF0oE1Nzv4VgscDSMxfhVg/cxQpJL5n7Y+DYSgweTgTt/0nkZRHuRiPWftQHrc1G6AxhiPYzkHdhNuq/3cpIayKsZX0yBN8OZnVhTVM8TVKmKaGNBvcmQPQib2AtbI4QEjJCCDtHgQu7oPPtUVhcTg9ZMMOb+ztGQtt2PARO9EAQlGu4SgKecLWT1jY9oONx2aCpuDwnyFS5tnQw33HyG5dD+xFo0cNdmR4F0R1aHlXrki2JXLMZO1/fhhZXJnT+CiTElSNvtBsfvPkL1K6v6gC+yRZCak4dps36HEG/Hl8tnYKmpiS0tiWyRZics1IZaU3tOovvgb5NUVoXfJuPb5aNRXOl4ufMyOpY0lp5a0BnJIsTDlJEhGDQRYMMSZFtSrLg6u2/woYFX3cgdWNVzqp10ZY3t2PPsmLWZiypTWT1L+3KQhLVqLCEV9q9s9Vtse2r29Q2Yl9Tt6kENS0EkAq6c/9U0pnaUveh34n4bfaEokG0ahggvaaqrzsrdDsT6qdKeU13CVGA5A8piA/60OimG44lhLErQ6DPJZuJvK8FSLJ8kPo6yWkE9UErDQENAQ0BDQENge6GgEZad7cZ0fqjIaAhoCFwmiHQ2deavkgSaU1EcHeszsGK3gD5+R5bXzt/0e+O4zzaPtnNColLVi+nW6UnmtHoDsJu0bNgtyOFK/7yekOUDKax/u6+juTkiRo/LQyoVjNEpDlK5nU41aXz/ww+7AInR0Bvm3pXPEKWgYyMjg1VJML6P6/qUFnBMaU0PWgfUkzT7LURMwEgMU3Gg78OgwIBiTgn0rquTglHpNw/UeTA8wDPQv2IuCZGVkafvi489NA85OTsY8S1JMyH03oP3nsnB//8582QZQ5Tp36B0tI+WLp0Nnr12oPGxgQsWkQWIUoZTQLGjgOaPQeUtbRdJdGItCblrtEUQmJ+AzidiEggH4KtGjL6Q5Ls0AlfgOPCkGWyCyGSJQ0e30Os/ViPa7IHMRlWQLeGiEEiU5lWF5IjCeFBQ7HljVmoK0xBydtFCDb5YYgzIfeiA4F1tIBRt/Zt+Pw8tu8bjO37BzPSkx5nTxaZxQlVXoYJoVA7o9k+ztvvCrOFhtLdHBoblcUCIs9oCghbIrknxW/EIL4E/TIL4RR2sPBC0WbHlzWT0dCowwj7KhT7RlH2Ja7IfQsZYzMgtdYiGI6DP5yIpobBkPUpmDT7e6QJS+FrEuHzWgHRjdKtPbCvOB6CkUM47Vb0uiwfib2BjY99zY7hfUWMtE4enhadGyKt2/aWwrd7KzLjvkWPjHqGWUJGEJwsQTQkg4+42f4ybwR4E7w5dyOQNB32zbdAaC2GThdg1w1B/edWYDXZ4Vt1kCMWjHUNw5xJism6M7MKluQgIMQx9XTIG0JDca7yWu8EePHRQW83IkNLn1+I0UP+g4QsP4wWEe8+MxXF3/XroIa2xImIS25C7pBa+JolFK4fgpBoZtYhRhMwdsFkpghWF4fIHoQXlX7999VzUbCmPyK+A5931nQ7BJOAhAEp4PU883Am8l9V5oe9QXZ+nVnPVNdp4zIhtduDdFZA0zkoJLa+oA5fP9wxLFEld39GgcU06TH1SFsYM0IHFtHo/VL2wW4EiZSNSCBFNymqSe2sKqDVw6kPsds6P6f96Po4lEr6cMSvSqIeKtwvNqSR2j4UBgdN7nHeQJ/3ZGdBpPVPoU6m7Vjs3KoLEwl2A/hO1+RPAVdtDBoCGgIaAhoCpz8CGml9+s+hNgINAQ0BDYFTigD5v1JiffQLdDcNKjxcsGJXwDtd1cmHGit5Q5tNwnHxX+0Kll09hubTadEjLB69Sl5V1caec2vxiSc9iMSKiOQrKuK7Re8i2bsUYgToly8hLg54+LU58LW0oGdSOfbW5cBIYX1GI15bfQuz+CBFOHlZf/G5gJLdPCNEiVhNTZUQFw+U7ecQ1CuqaSprPxm3Xx/BrZdGGGFN9hdEbIsi402jxCqRj2aziFBIhNkcRHZ2A9IzmhCOjIxakuzf+xoMum9x9VXz8Mwz9yArqwKRiI61sXnzGMyd+yhef/065mlNpdMD4ycOOEhpTa8RETdy9v0w6ZqRmO0H53RDJvVwmw1IVPoVEUdDkpth0H0PWY6HJNsREft1uExU72ra6LTcA/P6t1iYpGopQsrs0ISx8AevxNcP9ziI5FOtI7jVv8SmtUTScvi6+Cy89OUtaAs52GIA1aNPhBj2084yYtdOPqroJOztdkXhHghwcLs5FoIZq/gk4nrsOAmDaleip/gVshIKGaWelJ8EndWAf350Jir8ORhl/QST+6zGWRfshDO+FbzRCClhKEJxY+Hpq6jVza3fIW7zLDTuM8PnFZif8qLlV6DclY7szN7ItLuiSl4ifonYzPTOR2bSSsaet7h7oMT3a+TdfDtrb+/Lz6O/4VGmCHckUsiicmFIgpl5WTPCWlBCIJuHLWFBj7bKV2Hb+wwkTzUEIcQmqzAI3N8CmKtTkdPUH6Mazkb84CLoLT6MuGENzAkiBKOFzQ2gQygyirUZjnRU4qt9ptdG2q+DWd8EyBEWFvny3F+gqTYJ4UD7pHAyEtLcOPuGZtSX6lH0TSqCoTjm00yEcvY5eZj0wgUKbjFhjBTESLV9wzh8v3IUuyYoHJKI7tTxmew1InapSB1NxDXrqycIMUSKawF6u5F5QpN3uN6iKKVpIcQYb2J+z7GWG4WLC1G0pLDDdasSx3db9VhloDsJDtSS1iD6xyyeFi/cCrL0OOCdzeOSz67t4DVNR5NXtd5mYP7bpHCn3+P6JnRoWx0bkdZsYWDZDjZ+Ulxf+PQ5P0j8qgpdi1EHspcgb+T/zu64IEXtq++pg058gjacrn+3DgcH2bQEgtJJDXhW55bdGaAR1ifoStWa1RDQENAQ0BD4sQhopPWPRVA7XkNAQ0BD4P9zBCi8iW4vVutkKoaOBP3RBCseqY1DvX46q5M7j4eU506rAaSY7+7VOVxRr+NZaB6Fhx1NdSatiXRcs/HEjVu1Bxk9UiGobryBYyrpRTdfzEhnqvQMGWHJgrCrgj23Gjz47aJnsLe+N/Y29GLbcvMkRjrX1SpqXrWIdDAYZNh7Ai6Og14vwxQP6BzA7x4MY+crPFOWk5d1MMgxspuIayoiZul3iyUAgyEEnU5Cv34VsDv8EKU0/GFuMgtvJDXxnhIJTzxxPSZNWsnU1gZDkNmLVFbmoaCgP5588vdYsEBRQhcWDoYvMAu33K4QzUSSrbr9k2ifp73YE317/5w9Z6S114pn/nYnlq84Dzfe+Cauu34vu0sjlphWvavVRjqTngl7ZsPQtgocFwQR1uFBAyE77ayNtfMbDyKtez4wE7sK2uDY/QDiDJVsTERaL157NapaMmBod26467dh3P3bSFStTvYrPh8Hi0XxBCeimpPDMHCtECUB3qANEZHU4cCgwTJ6ZpMyXEJidSHmnL0Mofr9zF+a3nO1Zf2UuWz+CkMn7EDvQfvAcTI4XgCn00FKOxvNIxRyMLx/L9JSW+D6/kVs28rj/c1zsPbb/nBEmjEhshopSSJG3jchqqSlMMXETRcx64w923Kxbc1IOEaOwYjHFdypbHuehH3vn1j/1YqYcpklSNgxFBHbQEacE2HNrstAMRzfz4IcbgUfbmwPaNSj8Nu+KFg7CK2t6XDVWmC0SuBMEQz/xXqMvm0rTLYI+JY2yB4D5CoL2vrfCI/h0NYxdJ6LL3wIzkQXeKmNnfftZ2ehviIZXreT3RWQlteAMZe7MPgcFxbf35vt01CVhFDAyAjb6QtnMHsMuqOBSGtT4wrmo85wtA1kCwEfXbyYEbxhTwgUrkie1LFqYVISu3Y3o62qFbIsQxZlcAIHvc2IiC+kkNh6QVFby4A1w4GEAUnsHERMU/hrICxi59IDIaH0mkpqH409CJHWGxd8w4h1siUhb+0Rf5iAkDfY4Xom0rpzYGTmlBym0FZLJbZpnLZMB7yVSkgpfX6kD03FoN9PiO57uF9iCc4vH/gS1Vtr2V0hVKdCad2d/p9xRPCOYofjFcJ4FKc6aBfNz7orqGnHaAhoCGgIaAicLAQ00vpkIa2dR0NAQ0BD4CeKQGdf6+4QVHgswYpdmRa1/ZYYsr4r7XSXY+gW8dqWE6847up4DxeueKzqtM72IK8sDIHC905ExQYxUv+9XsDtBlPsDswowGNX3s+I6y/3zMaCq5+Er6kGHr8NK7ZPwbvfzcS2/UNR1ZzBuqbaTRyqn0xdTZYU6YA5S0bur2TYBsrAYgBrgd3FgEfhqCDJHERZ8S1VAxhlWYTD0Yb+/Ysxf/7D7He7vQ3fb/oZ3n77PFRXDUJ1tYzPP5+MjAxFrWoyBaDXR7Bv/wC8tegq/PnPv4ZeL2LIkO0IBBzwBwbh05XKYsDbo//FCEK1iFC76K4NMGA9hNRqPPOf6/D0C3cAHI/kZPJM5vDlN7WIiEooIdWRSGvahwhKo34FhIT9jLAmlTWFPHb2393jScEG+1RwEQ8Mrg2wG5tx/ZmvY299Lh5ffj+qXRkMGyKUp0xTGH5Su8+4TMTttxoYiU+YyxIwfegX2FXVG2aDH01ehbQ0WwTwpgS0tckYNkK5ttRAzLW/+gt7nnXBWJS9+S7ElipwHIeJF2xASmaDwiKyuZGAxMH4rvBqtO3dw1SQumA1Nsffgc+KJ0dxyd/8NsjTnB5URE5SXXbVn+CIa0YooIfF5oPPa8Ga1dch7mfXdrCISPj+Qhibv2bHyIIDofhx7HeVLCdMqQgra9OnyrjbqsCH6tk2smR5+8+XQbYY4akywF3vgN4UQlJeIyIGPaY8sQY9nSWQ/QLk/Yr6d+Oqiair6Y1EWwHiBueilT8DOz8/4KXr27cfccZicLyMlMw6DBpXiJXvXwy/W7nQz791DZLy46EzORlpTfMUtvaNBkmS4tfQsp55WatFnty+rBvhT7syalNT661GfH4y+v5+MPonHrjW2Ph3NIBI49p1B3zU3aXNTJUd8YcVFxp6P4WV+SWvdEuanf0klbNRz8PaJ5ER3rFhhrG+13TciyYdbLKMa4MHe+tvf34Dtjyzjp2PSGs6Z3y/JFy++hcd/KqJCF8xZ3mH9xiFLU54chpT3NdtqGJhjWxcBfUI+0JMJU52IyankdkqTVl4wOM9CtoP/OLe1Yjy5TsZTkRYD5975kn3labP/lBYuXvldK9TnZNBOSR055JWGgIaAhoCGgIaAt0RAY207o6zovVJQ0BDQEPgNEOgwRVgNg1qnYqApK4GK3YFavqSmew0of4n4qdJHt2NraRS7QoaJ+6YI4UrdkXxTlYZ9CCy+kQR1oQI2XKoRSGJVZUcwmEw72O6fkitS8F/vftIeOuWS7B2Uwr++dmNLBtuZ1U/NLcpJCjVkeaF+SgbAMtEGYOekgByJXgJaHXJKC8REZYERCQeek7EzKveYSS4w+FBQcEg1NcPRnNzBHPnPoa+fXfBaAxi/Pjv0dzsxK23vgyPx4SdO/szC5CRI78Hz0swmYJMnV1YNAEvvvg7LH7rLEZ6U5Eftox++MsLitL6zfwXDrpAblqZDHPtMhT/n+XJxAV/ZmQt2YsIvhxmubFlR8cFFPKu1uuKGFHKRzwIVE2HmJqNEDe2A7l9uCsx1n5iwbJh0d307k2QAh7Mvfhx7Kzug98veorZgxDeKSlyVOFOB0yaIuKVl3RMsU6v908rxpDs7Zg++HOsKxmHktq+AKeDJTEZojWPeV2THzkdR4R367JVUQJT3/gO83VWyfzUuM0o4sbDYA7hmglvsfkJRpyoqc1Byd4x4Os2oKUqBIOFR403C18lPANdYxDJNUXs+qHzNO9ohK/GwxS5s+5+A/HJzbA626KWMdv3DcPNL72DlBGp0YBOGpel4lXYyp5DxNYPXLiF4etPvxo6bxEjf9USjA5EjOnRrALRlA1jZAWWLpgALiIi2KJHw75kRq5m9KuGbOMx+IZSDEn5DnLQADngwL7CFFQUJzGf8oTUFiT0cEFnlPHJF39kpyHS3VPmgl5oRY/sSugEEVOu/BIpWXVsHJJgYT7brJLGo2aPCV+/kQ84+rNcghFzz2Qq6+S14yEElQUWqrC1H9z5z2Ln5xyz/iht3gVX0IVaWw0qRlXivhsfxdiMiR0uHwo2VEMU1ReIoHXvbkbNukoEXf6ozzZZhxBBrTPpmdUIkdbBsHRYH+nDXaedty8a9A/46xXFuar0Hv/k1IO8qUkZri5YkE1JrPKZyPfS94rRuLkGUkSKqrbNKVakDO3B8CLculI/5HvdlfaO5Rj6m9XiDR1zHsWxnONk7XuqrU5S4kzs7g+tNAQ0BDQENAQ0BLojAhpp3R1nReuThoCGgIbAaYaAyxvqoHhKdBjh8R29bcOPGe7xCFbsyvlPBTHflX4ezTEnc76Opj+qWv9I4YoWowCdwKPVd8Di4GjaPxn7dCatiwr5qCUHkZ5k5TFipEKc1xd8h63FabAYvbAa/dhWPghtIVuUrD4SaU3joZBFao88mEnZO/tyI0J+CUG/hIjMY+CgIkyf8gVqGnrgvvueRGpqA95882Y8+eSdkGUe//739QwWh8ONQYOKIEk85sx5E62tFuza1Z+R0n/5y92M7CY7jb///S7maV1Y2B8DB25nKlhRJL9tHnfd9Q/85/XXGFn73u+2oiaYiFShAb+5/u9oqXKgyDIOO/akwnbBHfj0f79Da80QhZgLO+AM90ZVzQz2XFVL0+9mw1LYyp+DkLEfnE0h8iJcLsLiSEZcG/RrOux/uDl+coGOqaVpIYEeieYKzL1mCV764Fx8Xzq03e9bRiTCwWRSFhb0Uhv6WLagujkOPtGK6mAeU8unxtViRO5mXDvhLRRUDsLidXMQseRCtOSx09/3QBj9B8igc65eVM9Iw4vTvkMf7t8wJVkQ1yeR7ffKN+eixhsPm9OPIT23Y+45CxARlNfq90rYsdoKMcxB0Mng9QL2CxMRP/NBeN5bxQjrkCeEpm11EIMRhbS+603YE9xwJLSy0MSqlkxUuXpidfW1WF1zLWuXQibtu+exxQMWUij6WRCorLMrftIRN2S90gf2nPzG48dFSWtSLTt73oOvFoxE/dpkIAw0VCTCaA7BkeSBbBYw6alipLkLIXss2L89HSvfIqsRIk4FpqQ+9/qVsCWGULSH7FpGMuLVvbsJVrsLyek1rO8TL/4GWX0V6xyZ00Pm9ZAMadhRfCVCERG+1CuZEn3EtUNgMggI7VkEYdczYB7W7b7Y5NHdlnULCr7Kwnf/3I/mSBjf5m9Hae9SeJ1tiCREsPzyLw9SXKvhoeq1RKpmKlI2eyvcjKim4gWekcFxfRNhy3IcN9J663Prse2v3ynvDR3PlNxkA5M/58DCC72m3k2gEtd0NwOpuv93xVJUf1vBfLjZalg7L0n9petk9G/GIndGf9jar8PDvWeOtP1QvtfHGm58pHN0fv2n9Pf3VFqd0NylJZiPFX5tfw0BDQENAQ0BDYGThoBGWp80qLUTaQhoCGgI/HQR6Oxr3RUF7LGiQ7ez2kwUCMfB4w+zW4XJC/dkVXcjen/MuCkokLCLDdT8Me119ViaU/KDpb5Q4Jf/CLd+dwcrmsONdfl7AvOEJg/r0hKe+R+T7QSpaJ1xMlJTZdx6W4QFLC5ZpIPXrdhpJDub0OxXPHgp5I98qNXwRNpGzw9VpLjNzZMZUUqk7NNP6lCxn0OE3T3P4fnnb8ebb14LnRCB0RTA448/Cp5PwIUXvoxAwIRLLlmOWbPeRkZGBbKyKhEOG/DHPz6M//3vXLS2xqFnz3Lce++fmDXI8g8uQ3V1Gtq8cdi2LR+DBxcwIptIa6opU1Zh05bfobCAR884F4JNtUjoVY383sUoq8kFvEZwIQnrRz2CcFNveNbfxjg1+uee2Rtw443/Qb9+lQiL/eAL3MhsPsiqwiY/B6HnXnCmIMBJQCWBocdfF96BNz66GpWVOfjXqwswatyjh70Eybbl7tsNjLCmImU3+YUHAmAqaqbolZSHqoZPChXCYpWRYqxGSV0GmsMpeGDWnzAkqwB2kwf7mrJx2ejl+PXrr6Cw7RpGJKuEtXod7PrWjUggDCfvxeyUp5BlLUdifyu+qZmEta3nw7PPDZvTC6sjiIsGfoRZUzZAkOtQvyeE7SvjWF+JtBb0pDi2YfxHq6M2EURWBpv9aKvxMAzJVuOSW95HfLofIb+ArRVDoTNIWFj4KMq8igXI20+/yRTWqiKZSGpOCkHmTZA5DrwUgMxbIJO6ma6g5PGIRMLsvUne0JFBA+EM3Ql+Qyu+Xz4SAieBN0vgyTJDBwy8oRxy0IGgfSLENaux6dP+KN4wAAGfEY54xa+mz/ASDJu0A+asDPjDifjirclo2NYIgfORlw2a6+JxxZ1LYbH7mdqaLGTA67F9w0QUldzA1MxUqrKYFrmcje/CWP4K4CqAHPYyclbSJzHv7p0bc7D6ndGob7DijRnvsfdFU2ozI61znHn4dNZa1h6prMlag4IK1Z8UYqgWkcRb/7oeFZ/vVdTLogRO4JE0PBVGhwHktU9/j1QP6658Hqp9KPtgd1SRr9p+kDq6c5GiunjhNhYISdVc1ABvVWtUDR7dn3zwbUakn5mNK9+fhTZ/5KgzAY40jljfa/Jy9/iOX9ux56Z5TnIYfzBA8kh97U6vn8pgZ1roSbAfuCuoO+Gi9UVDQENAQ0BDQEOA/R9UVmUCGh4aAhoCGgIaAhoCXUQgIkqodx0ItDtRZOKJClbsyrCJmCeO/FQTvV3pe+djTqXSq3O4InmUHm2wIh1LX7gb2gnf44HF8WzjwXv1eOdtIUo+U9tOp4zMLIWwdrmAh+YaOhDRRGwTWfrzGyPony8zcnXrFh7r1yqEcEsLB51OZgSrWqQInnaOhLt/qyh7iSh98QUdyvZScCAwe/ZibN8+GIGAGTwvwul0M99ksyWEAfklWLz4crS1mXH11YtwxRXvoF+/XVi1ahJee+1GFtBISutwWMDtd7yISJjDxo0jIck6Zumxp7QnCxBMS6tlKmuOk3DFFe9h/vynIMtBDBu2HWajh4XZ1dX3QHZGBUDBdm49vhv9MPwhM6zmAJr2D0fmoDV4e4aTDSs9vYk9Wn0PwRe8kQXrxXtuipLWXFEIcAOVVRmoqMjCi+t+hY/XXMSOHTna3sECo/Oc3n6LHl98LjDlO6nSaVGByu1WSGtaJKCAS70eiIuT4WwrxM+GfoA7pzyL97ZcgQp3T0waug4Ok0tpmpPx2ubHUBFSbBZIxazWmwsFPP2kHsHWIPNANiKI88zLMCXtLRhtIjYGp2Ft6AZ4KvwwmVuRnN6A8/quwIwRn6HH8ERUbmzC1o+VOwmIsKbSpeVj1KuL2O9E5nvXfoQVL/REzS4HU2SzfSx6XDF/O3plr0R1gwNPfDgX5a5BiLT7P3cgrUUvI6w5WYTMqd62MsCbo6Q1hsyHK/UGFjDIVO/m56D7shCNRXEI+Y3Q6cPQG8KwOJVFEcmagrB5KCPSv/nkPBR/wjEluMEYQGKPWkYYT7vqC5isAdTWDWRhib36rEfFNgfWfzwCTTWJcCa6ccENH7E5MZqDSM5sZP1b+MqzMFgSo6Q1kfakLk7OiyDb+B9YuBLwoRbYbI1sLiPGHPChGrjrrHj7LzPR0mLFoplLIfIS2uLaEMoII9OezUjrQ9mCkE/2oWrlLR8x4prCHEk5TzX4huFMaW3MjWfWG8danT3YVfU0hS3mXtyXqaw7t0uK8N2LyBNIKepPU0Gd8iR2Hbf9I0Mw6JA8Mg1jfz0KHn8ElEtBFUvMH2u/O+9PlhdWs3It0Wc6LWwfzR0jR3PeU22ncTR9PJZ9TqVq3GnVg/7+a6UhoCGgIaAhoCHQXRHQSOvuOjNavzQENAQ0BE4zBOpaAlGl8/EOFlK/pOoFUrCJ7Iv2yVRVH2oqfkpfnE/UIsMPXcKHC1c8lsueVLN/ecrIyCs17O5Yjj/e+xJBSX7ZpKpetVJgP/1+hQilEkXFFqRvPxnXzongobl6hEIdvUTJ5oNeV4MM1T7SWB+8T8/a3LZVYG2RGlhVb//l7yHMuPxAKBkR5u8uVQjz/v0LGLGrMljUH0GIQKcTkZpKfsEm7NiRwwhnSRIwbNgW5OWVYcuW4fB4ktDYqNhETJq0HTfc8BL+8Y9Z8HjiUV6ewQjrUMjAQhrt9lYkJjbjq6/ORXb2PgQCeqbajo8n8pBD3767UbqjjzIklw0e6w5UjX0R9rgg9panY+F11Zg0oJ69XFHREwMHVsHrvxvewN1sW1zrTTA5/weuuRVchcjsDiqrMrF/fzY+3z0df//wLrZfYpIDOblyB/JYxZEIfbLrIHU1YUmVlKSEGbpcHKqreJw1ScTPzheZUp5qaOTPmDV+CTKtZYx4c0WSURPIRUQ2Qc8HEJZM+HTnbHxRehXbnxYkZp6zHXpvEV59Kxd/XzgUHo8FEX8EsizhfMcKTLBvQNaoVtQhBQsL58Bf40ViagM4XsT95/4JeYPSYJl+Byy1S9FWuAnfvVGPcFCCMTEZfR/5O2x5vdFSsBfBz//EzllVZMOubxIgyhaYUhxw5MZh0LgCDB/yHrP/eOCt+1FQMRgRax/84dFkDMoqRHzBTUxpTSprSpZk9iBkjk5XCm+EpE9mx/p7XAZuzN/hC4gw6h9i/uKGojXgSz2o2pkOSSKmnwMnSDBaOSRmh1Bfn8sUwmIggp0FI1GyYzQozFCWRJgtXtjMv2E6AAAgAElEQVTjvegzfDcK1w1CQqobHpcNdqcb4y9Yi0hYh9Xvn82u1+TMBoyYtJm9h9L7N0E052HRP+8FfWbR+55IXSJ00/q6wYtKEOVZl34Ni6WF/e5usAGREASDH+7mOHzy6vng/i/QcUN+Ebb3L4ZkliAP4PC7Mx7CjL5XHpK07nVZ/iEJXfKS7lyXvnslDHoeLm/XLItiLUnI9oXCEwWTDqSyNrQrYmNJdJXkbthMCwFKEeYhb/AglbXeZmCvpYzJYG2F6ttYFoWqzo71wj5oYF3ccCJ8r0/lImsXYTjsYadaNZ7kNLL3klYaAhoCGgIaAhoC3RUBjbTurjOj9UtDQENAQ+A0Q6DZE2JqKrV+bFDSyQxW7ArU5KUdb+u+Kt9jGRMRQnS79clQLB8pXPFo+00k7pOP6aP+sXQceSjHErdH29bx2I9I4o8/VIhqUuwSmSwIMiON1VLIYiArS0J9PamglVC/A69LSE1w4Y4r/ocb7+2HiH1g9LW7b9Mz2w8qIlhp/GRDccH5f2PK5rKyYRg9YQ5M5gPH/PqXQaz43IRIRAeDwQ+djryJZfj9FkY0E6tFvsG0PSWlnoUrulxxbJ877/wb9u3LxsKFN+GJJ36PM85Yj5QebnCcDoUFg/Hww49g165MJCY2ok+fUhQX98eAATvR2pqKHTv64De/eQGDhxTjHy9cD4ejCcOGbcWMGR8gFDDi/rlPwWpIR7/BVjzy+Ed4e0c14vftw8gRG5CYWAmOEyEIRG4modmzpEPYooV/Ffa6P4OrUUjJyspUVFamYPmWS/DqlzfB77dh4lkK5rGKZ3quWoOQZUtrq7KYQHYtF1wUYUp1WnD45GMdUnpI0QDFfXv1cG6/FuNTPmmfKw4GB7DflQd/2MocKwQuhN+/8y8U1wxm573wYhH/mHUJ+52U8vP+cz2+KjoHbpcJmbZKXJTzAabmfA0pQbGBaU4/D+7qzQg0+NA3uQSD+1ZAN2wq5jzzBHv92glLcOVsGXs3A30uvxrutjBqt9dh80NLIARrOly+ojGNqZapho74DMNGfN7hdW/O3fDmKosApF4nn3BT/UeQdPGQ9fEQ/HvZa6H4jsGE8tkfgt93B3huHdDUDL+rBjZvBDVFGWx/Iq7p4fL0Rq/xXrSUKaQt2WdsXz0Q+2rOhByR0Lq3Gc6EBsQlu+B1WeF12Zjaus1tZfuPmLwJPfvvayetaX4kyLwO6XlVOPeGDcqce87HN+9NZ3dkEGlNZKxNKoiOMyO3FL2GVaGxNg0OczlCXAitLjO+/eBMBJoc7JqPROz4cvqXKBpQBFuaHa+cv4R5Wh9KaX04m49D7XvZe7PAc2ALq0eqWIJaPYdKhKuENZHPZHFCD/JAN8SZkJCfhB5jMhiRrvaB9m8pbkTEH1Y8rOndrdplyYAl1cb80ImgNsab2LXfuKUWph62KGlNxxxOVX6ksRzpdfrcpwwCi1EHf0hk9k9d9b2Os+mZ/QopuE/3OpWL36q4gDzhtdIQ0BDQENAQ0BDorghopHV3nRmtXxoCGgIaAqcZAuQ/3OI9cFt8V32ST1WwYlfgPpW39Xalvz90DI2ltiVwvJuNtne04YpH2wHVK5jaJf9UIn9PJmlN56dSSfKfTTEygpK8kdvaDthMdPagNhjQrk7uSFhTWyZ9APE2Nwb32oehvcvxuyfyGHFN53rkQT1rm4IByYeZCOsH7r8Lublbo5AlJfeByfECe64TivCLayW0tpqxf18K6uriGDlNimefT7EyUIsU0vHxLkQiAhoaUvDoow8yklmSDEhLq2K+0UlJ9bBa/ewQSe6LaVP/jeLibNhsHvTpUwKfz4zxE8oxZPgEbPzOiZtvuhR1dQ7k5uxGZuYexMW52s9txVdfXYXxZ89GKELBfEpf4ywXMNyMRi+CQRNtxc6Sp9Cz1xWHvCQoRJCUzAJfjW1be+COV57A5r3DMXSYiLh4xfbjvgc7EoeksCYF/K6dB5SFpGwnTHvmSNhRxLNQPyLtk5KBWVcCD80TsfWZ89A/ZTNEUYDAR2AztSEsmREM65h9yJaS3viyaAoeevcJ2E1u/GbGQvzh8n9BNGfD37AfJWVxWLX7HKwqvQSVFUZ8OfdyIOKFx5uAlcI1CP3qDljLn0Pfmt0Y6C2HwW5kljAPr1zejg/Hru0LZ0SYKtJu0aH47SIUvPYZeH91FB/yso5P97AwxaSUCmTmuyCEFOW6Wu7+T4FCFDuXc8c9MNcuZeGF4HSMxI7Y+nV4/0YkN3T8LohNjZAFwOexw1NuZ/l+YlhA5Z5suHvNx8gRSxHe+TU4KQhXUyK+/uwKSBTwCCDYEoAguZCUVAZvi40R16Tup/evJPKI7+FCckYdWpviUV+Zwo4ZcvYOTL9uDQsiDFv7gdM7IA5ZgI3LFdJyz7Ji6Ly7okrrEdOLmDXIB4tuhgUlQO42Zb+tfcG1WhCSeYipIl4//3WIcRJ07fYIr5y3BHktvbDq9k+YepuKLDkm/Gn6Ia9B2tiZeM4ZlQ6yyzoSoXo4GxJ1e2uZC55yF8SwyHIbqASjjnnX6O1GRtSTJQr1TSW6q1aVQ4whckmhTaGLA24azoIZY61HqMnW0mbwFsNJIa1VAI+H7/WPXRA/7GSeghe6+v+k49FVuiOAFqu10hDQENAQ0BDQEOjOCGikdXeeHa1vGgIaAhoCpxEC4YjUQal7rAqiUx2s2BWof0phjDQWd1uoy+q3w+GnhitShIY3cORwxaOdB1VpTaFnoigxf/GTRVoT+amqnqm/pOiNJa07K6iJuFYtQmLHp6qs6TW9Loy0hGZk96iH3aKQwxddnYKLr+6BmRcbWKih6mNttcqMlH3uL5M6wEUe0Lx5EyO5Z828DD+f8zA8HjP27ElDdXUCU8KScpUCF6kKCgajsHAwUlLqGCHb2upgr9GDVOJGYxgjRmxix7S29mCkeXZ2DWRuKK66aiX++5HihapalSQkyhg3XsK+cg79+/0XtXVxePrPv2P7mEx+9O+/k/2u08Wzn6SiJuI6wT4TOmEXQkEPs0tpa7OjorI/Hp63/JAWH+qgyc+ZigUDtpP7ZOlxuOvg59co1heEZVOjQgQSlszyw9VREW82AxPPFPHvRSFwm+ehbvMqxJvrkGxvQJ23J9IcFdAJQQg6PXZU9kZjayKuf+V9ZDt3IC95D1655Ra0upOwf7uAqn02VBpG4eWCe5Ce1AJZMOGBi/4M/J8w+5Fzl7B+6N2b2M/5pf9BUsl+LF53Fb4qm63gJXC45DIRF804QMK7Vq1AUuXvEe8oZ0r6usospGQ3wOTUgQs3seNkwcqIY9GYyYhsUmC39pnfQcGvYmnZ/xIcJfOUp0RcE66Okew4KmOkFiF9KgR+F+qLPJA9enz1/mSkZ1UjLsmFLatHobEuG0PvnogzLi/H2vu+YMe5mpLYz6FP/Yb9/Pa+L+AuaVbGzLciGLIxywoxpJyTSFZJlGBNszNlMPkzT7urGdnmRVEFOc9xiGTNgitpJiNiS5ftgKugDPq23UjK8eHsGypR4roZFE44Zsx7aOPaWFhiZU08lnw/FPaQA96RXnyQ8z5Eo4iAqOQxnJt7IR7PfhYbH1vNFNyqbcaxBCqSCjgQlJj39w9VZ9KalNKMpA5GEPaGD+Ch4xXFtEw5lByzCtGZ283NAYxdMJkFRm5/YQNKlhYpliBR72oBcf2ScNnKOawrKlaVK8vhyLDD2dOJ5rJ2X3YA2ef0Yp7ZJ6u66nv9U1osphDG4xmGeSxzRzYr5GmtlYaAhoCGgIaAhkB3RkAjrbvz7Gh90xDQENAQOM0QqGn2R+0O6HZgIkLrXYdX73anYMWuQH0qVVJd6e8PHUNfnv0B8Yhky9Gc98eEKx5N++o+RFw//aSBXXN9+okHKWuPpa2j3VdVeMfuTyTpzmIOH38gMK9krxdwxgEtCjfHCGsiY+mnqrwmmxCVzJ4yTUR+HzdKvy/t0A2VtO6XY2KENe1PY6Vjb70tjLGjb0VmZjkCAQPzp+7Rowk337IBcU4OD8+bgX+9fB3eeed8BIMU9sghHNbh8cfnYvDgAma/QTVv3nxU7M6GYI4gPbMGN9zwGsaOW4fWVid8PivzpvZ6ibg84GMyYmQdXvvP+3jw/mFoaeYYaR1LyiclNTObFDrH88/fhpycfUhMbEJerz3M+7i1NRt2uz/qV23ATIZbTXUbEhPrYLWGMf/Rd1FePugHFyIoEJBzeyA77fCHDlYPd55Tde68HrDwReojhTE2Nh6seqftf33hgE84EeT3P5CAHaXxMAghPH31PRiStR3BiAkltX0g8GG0tCVgReF07G3Mw9PX/h47PjYiLCuk0OaKkdgbGY0q0xhGWlNd+fIqLMm4MKoQ5qQALvV5cE5tI26cf220+4cirRM2z4S+7nM2LWKEFOIyoNND0PHgJB87Vub0jLgOJE2HEFAU2aG4sfD0nc9+J+KUKiWrHr1C90Dn2wMO7dYS4CAZUhF2DGX7GKxJ2PahH0FXEAG3G70HlWL1R2cj6DZC5jk016UgeUw+pr9xBQuHLHvrS2x4JxXeJgMSsvy4dNEQpvAm4pTIZCJOiZDufXk+a3//53tQubIMHM/D2Ssek1+8kJHHVPFxFRh71gfMHoNq56pEOGY8AVNeAntONieeDatYQKGqIn9y3TwYXF9gmlQBg7kX9AEOVnclPnMmwdn7bnxR/j98XLoMkiyB5yhAlEeOIxe/bZsL/dcdPX4P52l9qM+MQy3+qTgTudxc3MAOo59k56FW4/Y6Zg9DBDUt8MWSz0TkE4FPSnMqIq7JdoXIfvK6JnKd1OJlH+8+YAnSHsZ55rPnMhuRzgGP6UN7YOzDk7Bt0Xasve9L1i61T+1NeHJaNOxRJbqpr8eCw6GwOdy2Y/G9PtUe0McyrqPZ91QS8BRibDKowatH01ttHw0BDQENAQ0BDYGTj4BGWp98zLUzaghoCGgI/GQR6OxrnRJnQrMneJB6tzsGK3ZlUmgcJgMPV1vXQre6cs4TdYzdrKhmj8aL9XB9OB7hisc6PlKLHa2H7LG2faj9D0dak00IvUaE9ajREgvxI4/k0lIeAT+Yt7XJJDNylsIYje13ZVMI4JqNitLzxkvKogSmJNjQZ3QfpuhWQx1VT2wirxMSZOTmFmDevLlwONpgMIj4wx/+hj17hrNgwStnv4XJk5Zg5uWvwOOxwuczYeDAHViw4AEWwkiEMrW3ZMksLF92KXJyy/DYYw8ya4wRIzZDBofCwkFYs2Yi0tJqMGSIYrHwxhtzMG7cNlxwyWBcOfNX2LqZZx7e1CeVkLdY/MxDW1F1L8H1178Bs9mPgYOL0CZaULBjJOJ1HmRkz2Qhi1+v+CNycwsRDICR89U1A/HW4gXsfJ19qdU5SSi+HKbKz9hTmePgPuNp+Oy3HHGKaY5ogSEzSyHhX3xeh4oKUusrCwJqJSXL2FZ8YMGN1PW7t9RC8BQr+0kRvH/PpahsyoLD4oZRF2LbQ6IBzb4EVBbbINe1wMdbEOJNzBrlv7VXoymYj2y5EOXGs3DFq5vwTvLIDn2+zNuA8xxTWFikquYfNpTD/Q9FopYTRArbyp7D/2PvTOCjqM///5mZvbO7uW+uQEIICeFGQFAExFtQOURUrGfrVdvaSsVbVOyPtli11VarVgVFwFvxRlTuOwkEEpJAQhJyZ+9rZv59vpPZbGI45DDQ/zyvVyQ7O/M9nu/sIu/vZz6Pzr0bAbKi4SWWa16QIEOxMKHFlXgTIFghGpKYVYkapExf9fI4lC5ToHXuqB2YeP1mWPWKn7UyQRkypwM4Ad7kaSj9UkDhKh5iQEAoKMAa54TXaASn4zD4wr0Y2L8WIVNuWPW+8Ym1aKhot6GxjTgbIx655LDr07moYaTSmS4icJ0/1YcfnpcghFqIsCJ6YE+cfacB5UvXhDcCto2R8EPQhmLXAeQLNbiSU2C9JXkorD4H7P0XYPGeT1HcWIQ1lV8jKAVYYUajYMTwtBGYZrgC8W8ksCc31PgpSuvkGBMaHP5woeBI+5CmXQ2sACKn4ztYclA/1WsOMC9qUplH7A8pQ+CA+EHJDEyTbQgFFbmkSDtHWVdSajdsrYEYEBn0JkuRPpf2x+R/K97qnfNLT6hc+tZ0rH7wa+x9s7DDuvSfk8fsRLq67lSBa+qrs++1mxT4kQvBLJQEmE0Cmp3tVmSHvalO8ze6G8ATMNf8rE/zm0QbnpYBLQNaBrQMQIPW2k2gZUDLgJYBLQMnLQP0j0wqEqYGqXepOCP5XZ/uhRWPJwn/S8UYTwQGRMJqWu+uYMPx5DcS3HXlUUxtkkqvvFSH9D4/H8RQbSbUOc2bH8SAge2UqyuwTTmqqeFQVwdmTUG2FKT0vfBiEQNyZFZckWJPgYvByqkzFeBH8PubrwQGVSlURTN5MYsix9qwWBT1NcEqguPR0UrbM2cuxRdfnA2n04qmphjk5hbhiSfuZ6pcu70ViYn1zCLkt7/9CyZP+hIzZ73DYGV0dCtMJh82bRqJV165ESUlmRg5cjNEUYfm5liYTH74/D0wKD+NQfrvv5Ph84bgcBghyzxTLycnV8HrNWH06I0glNo/dy9+/9gi7KvsC5doQ3yLE32zH2P2IJTPX9zwAAPXWzYPwqOPPoEhwyR0zquab1LWJm4ZBy7Y/l0jCzxqJjqO+TZT79kVywXccTvYZkL4eytOxjvv+jusKY2R91VD8FZCDroghmQ8Nv0h1DuTMLLvJvCcyMCx2eDFv765BavWnodzTUthsATQq0cl48Ab0s5F8hqCqDJsFh8uvjMRn3xeBafehh03T4U9So/rV73OvKwjLU5oQ4ngneqTTPOP3v1b6Jo2IuBR1Ld6QxCCLgRJ0ikqeo6HpItm3tRkC6LafKhz/PPUs5llBsXAUTswePxOxKc2IDrBAU4WIUk8QgEd85umdpc/NwuQRXhdJjia7QgF9UjLa4Js0GPy4PeRFN8EOd4IKTkRzqwH8dEvS8MbMMGo/qz/IxX56wxV67fWInFYSof1JGBa+cobymdACjFf8KSeDairTECl3Ym3c7bBYBZRluhEyJaOQdGxmM/tYW3YU0ei3iujMnYGXti2GFa9DSEphOKmIvb+IHM8Ag1JmLZ7GuLLY2FLszFv6ugBCWGAeyw3V+faAJGFFes2HgQn8NBZ9EzVTPOjnJCa+aubP4CjvJkpqH8ErZm3djYD0D/c9wUObaqGs7wFcYOSGARXw9rDjv2fliLQ6ocxzowL3rwyrJjunF/yMz7/9Svx8dXLQbmODHVcXflun0porY7hSL7XtElJn12H58zfKKbClLQOLa6ffy6Uw+RY5YkPLbQMaBnQMqBlQMvA6ZwBDVqfzqujjU3LgJYBLQNnWAb8QRGNjnZ4SH7GZoMASZJhMeng8YWYr3FIjJCxnWFz7DzctHgzqhsVD+IzOQjAR0cZ0OhQVL/HEie7uGJknwR+X3heUX9TENTtDDHJHuTpJ/XQCzwCocNDzmOZy089Ry3ESDA9ElhTO52hNhVoTEuXIfA8yPud7CnoGM1py2bl8WyDQYbNDrzwUgAjRikwUYXf36/hEQwqamZSaYdCHIPUFASneV75UUE4HSfFMsHreX9chLeWTsLWrYrNw6JF92LUqI3IzCxhliL79/eCXh/ESy/eggsvWQWr1QWXKwqhkB5Ll16NZctmoWfPKrjdZrS0xDL/5JiYZiQledHYmI4FT23Hti1VWLliPPPPpvetVgLXISz681Osz39w12JPRk84ntVjVv8lzHJ3zatXY/025V6LzJdRzyMjM3REqxdSGscW3thhyY4VWkdusDi9QbahRvfRPXcamGf34HwOz/2zXSmrdkKe5ZLjAFJtihrZ4zfij5c/hf0NvTF91AoGogVeBM9JeOazX+O5L+7EjJRn0dNUgvi4BiQNdKICPfDtqikocw1GD0s5bu77NKLifHDqoiBIEvrkcFix7x4sXTub9bH4+SC7FzpDa3qPwLVp1UXQC24E/XrojUG2ZrxOB0NSIsDrIWXeDi5xLOTypZBbCjrka9GlY9hrUvYmptdi0syvIOgkGEwhpPWrQmtDNCxWshnhIOiCePmRm+BqscJgCsBo9sPZHIPUrEZMSvwGKWPLWVuylQeiZUj2FHz4zh1obukZ7jM2p2v4q1pn7H5tx48ArKuqfROCrid7jTC0Fn2A6IOz0cwAfXEgBJ8+hKqsChRdVApXyAukjULI78Cl3h3YZ89FuTeE/gEb9tTuglfwYkjicNg2GJCwKQ58UhN65h7AVHNvbNxwFQbfNBRDr8tn43d6Quz7JTIINJMdSaTtBo0vPtWK7W8WIGfuYOYPrcLixoI6eGpdTDVNdh+6KAN6TenLmmza3cAKK5JSmjY3mL93p78iBaOAvF+NYJYilAuKSHsReq0CcNVWhY6pKnEaJ/mJU4FJUmknDkzAhStnYcPj33ZQWtM4hs87+0eWIi17m9h1VPxxwvOHV8x3SNJJeEH/D0FwV/nMiaDvh0Dw6IUuT0LXp7yJ7rQXsxh1IP91LbQMaBnQMqBlQMvA6Z4BDVqf7iukjU/LgJYBLQNnWAZUgKsW4CPrhlZPkP1Ds/OjvmfY1Loc7qkqYNgduemsEjzcGE5VccXI/si2YdHTOqYmJssKClawUA+QFcfCRcEw7CSQ4Q9KrDjhvAfai9V1Rw6pTxU2E5imsFpluN0cqIAcfQYIVtN7BEkryhVrCgpSKPfLlPDcCwEGwgmmPjBPzwoHkoKagJbNJjMgTbkgoTGppqloILWfni6xtqsqOQQCLixfMQe5AzehoiIdM2a8A5fLCp/PiG++mcBySj+kpE1Lq0bP1Cp88925DDo7nXYUFOThoYceZ/CZziNLESrWSGCUrC6sVoGtxW9++x+cP2UDior6hNPtD5yPGTN3hl8vxWzc9xc9PJ8q+eCcgKFcxqLFQbaW6gYFwfyYGA43/1I5fqRIXt0PQvBQ+BRRn4JDEzp6gkde3xWsjnxf3YQYM0qHtN6BDt9V9N72r3cjVF+E6sYEcnvGbRNfRFldBv7z3Vy88+vpsJudTG3t8Vvw1If34z/rrkNSUj2S42sxYcJqfH3jeTBefQh1TT0h8TyGGdZgmOk7ZOaVQZAUb5IDwdF4Yu3fw8OitVz8XACWEToUki863eMi/Sifhy+vehac+yCslhoMHb8Zgl5C0uBoyFE92PtUdDHKtxsW325ITQVMOUxX0vFXz1qNQIsPYlvBQLKTGHp+MQR40GNAPXIGU3vK2n/19kRUlvREY40CSwlcT5i1CdkX6qB/awf4LBdglQErW10EE/vDK6ZjxT9vCM+lK4uNSOsMsrdgbdsMDMqSPQWBVtUDWvVl3vGHvypK6zZoHZ3owu51fbEvtgG6gAG6oAENF7fihyHfIyUuG1vqtiAqLht2Xx28LeXgHFbE+GNRE1WPvB25GLanP7IEPSxtYtfzZv2AFf/6BWL7cJj+7wSIPa+GzULqXh60yXFwWy3z2lYhLimjjTEmxPSPA4FpAruCUfGcJgCs+lD7GjwIegKsmCLlmp6KsKTYmC81BZ1LbZBammD497/7vP325MDU2QmDU8JgnxTPqi825SvzyoHsus6KamqEYDZtDmxZ+AMbH3lgx/ayo8dl2QxOk8c4bRrE5SSgx8QMdkwNWoMv5r7HrlPHeLgNiCN+YE/wTdX32qgX4PKG2FpE2vmcYPPdcnm83dDlhsjPMRgqwEiqdS20DGgZ0DKgZUDLwOmeAQ1an+4rpI1Py4CWAS0DZ1gGCKyQT2JQlOD2hkDFfg61+M74f2AebhliovTwhySm2DzTIzHayPxYu4IBP1dxRTWHo4caUVurAF3VK5mgLimKKT790oeFT+gZ/CV/1uAMCSmr5cN6IP/ca0PK3Eho3dJCBQtJIS0zP2UCkju386iray8CSBC4T4aEPhnKPAiWvvGagJISHi3NHOx2GTodh8wsCf2yJPY+nWsdI6M2n4PrEw5WWYa1CrjrrvkYNKgQ//znbNQdisGePf1RU5PKgPNDDz2K/PydMBgCMBoDSE+vQmZmOVNv33HHm2xMS5dew3JNNiGiSP2S9YgRokhF6wCzOQSLRYcrr/oWlZXt3sWU50ceXcH6ViMYykXuTQtRv4eD4Ab4GmoXuHpOiFmjkPd3VRXHFOjxccoGxOG8rG3mh6HXFYELOcFvqoOudj/8sePh6P8kQrbcHy2z6pNLBcfoKY+uPqcP3KfH+nVKYcbUFA6PPhlA/wHtylrKc+u2d3Bexlus/YGJ6/Dilzfh71/8Cgeb0zG091Y8cuWjzJajwRmPe15fDHfACl/QBMEeguVcJxJ/qILba4crEIOYuHpk6HdhinkpYk0NSIhpAGfkscE3BV+U3IQaMYv1Q/eI9XcyDl3Lw0mbH7KMTFHGPE+QgWsClHLNNjTuN2HyzFWITW5GUo4eQmwyPD1vYgURKd6ur0Z+j7GIcVwMo243rAlBfP+8H7s+t4fVvwa7iQFWo9GNc6/ejKx+38Jic7Hvgrf/MlupC8gBjiYbU1rPeEEHwV8NwzPrwY12gktR4KsMHoH0scwOpGnY8iN+7A4HWI90UXNBGcSv/gQxFERySikOlA/E96+lwc2F4PcLbJDBhBCCwyT84V+P44aPpjNbl0POMhxwBSAGefRtSYGkj8b5/5mEbLJD4TnIbUpqgtYrX5iBvsMbccnvy5hHNxWuJGgaZdbh3avehqfVj6biRgacVThNRSVbihtYkUSC1oFWH7MCIc9p8ucmaB3ytuWorS9bRgxTPqtBbeTfMZIpyr++7UM0F7cXatRbDAxcU1CxRIL7XdmtdJVTgsxU+NJV6UDIHWBjJH9se2YcLvtAUfUfKY5nnY7W5vG+TxurpLimJ7i8J9GK6njHcyLXdWcRRvq7nv7e1ELLgJYBLQNaBrQMnO4Z0C7Kod4AACAASURBVKD16b5C2vi0DGgZ0DJwhmWAoHUzwYG2Akrka+31ifC1KfrOsOkcdbj/Sx6bpBp3kio+4lH47iiuSEkfN9KIqqqO0JqgqmqLMWmyiNXf8AgN4CA9odhrpKTIeCk9EFaiHnXxTtEJpJAmoK4G2XsQ8CNoTQA+JUVi4HrTRsWrWt0kIEg86Xxl84OgLdlmkKh0+zZFaU3Am9TkVlvHAoU3tPnaugoBVxGHX04L4ZwDV2LHjj544R/Xw253gOeDWL16PIPWubmFeOyxh9iYyA7khx/Oxn33/Ym9TkqW0aNHFQp2Kn7CdP6553HYsE6EyeRBa2sUgkGyCHHirDFGXDbVhY/e3xeeqyRbcfXVH3XI7KxZ3+Jvz72LRQs7Po6e1b8V9uhq1FYb0epIQ2aWAY31ArNQoWKW184NhfNI8370sSUwGxUQq0aTs2swSmuwaKGBqdvp2t/fH+zySQ86b9olRqZep6D7izYOaH1UX+nO0Do7YROiTF7c8sLz+GznFKaazU7Zg+qWNFiNHpgMXmxvGAYeEjhvEKm6MkAAXKEY2LgmXJX0PPRcEDGGOsRFNcEkuUBia7cpFrKTw3b/FHyG+2EdANRfxqEhmoPxv/Yjj/e4H8PEQlTb8zAp/iqmtP3omjUwR7lgsXqRNWI/OARw1pX70dycgKYqN/7W6EZjlBvDttgRBQ4DzTxi00QMnuxBeeCXWP/+INSsrWIAlpN8iE9vxsXXvYvktP0IBvRU/AbLn50ehtaUo+hENyb9ugl69x6gEsBXIXAXOwCTgFBcFsQopTjgT4HWBHYpCNpGKn27+ogScKOiv1xrIVoKyrD+zxWoLzPA5/BA4iUY+5qRmJAMUiMvMD4Efetm1szG1lYILjPSXHFIaMrCOSvHQafzgOdFZrFCH7a8sbuwf282xs09iIHnNbLrvKkz2Q/F53NWwHvIxUA0fW79LT4Yok0g4Nxa2qQoq8niwx8KQ2tSkTcV1LFjdK/E5iQymw2y94j0kyYlc8bU/kw1TbH6zk+YdzUncAh5gqw9Okc9Ty2WSOeq/tM0rqAzwFTbFASsqR863lRUx1TeNE9TrBnp5x3d6qNmbSW+++1n4PU8bL2iw21G9t3VGp2KY5GFC4/ke30q+j7ZbXZnEUbKXWqc+WRPSWtPy4CWAS0DWga0DJySDGjQ+pSkVWtUy4CWAS0D//9moLOv9f8S1O1qVVVf55/iBX263h2RHpunqrjisc6d1K9vvq48vkxgl34I6pLamoL8m+n35tc40P6IwAMjRooK0G2zGjjWvo7nPNVOoisbi86FGFVPaqVYotLb8BEis/0giE02HwS0zWYZY86WGCy9aoaEG681sKcWinaBqZApqEAhhapEfs8g4L02z1d1HtP8ImZjKT547xCWvT2BHXY69di2NRt2ewu8XgtycnaxH/r9rbeuYeMgmEHK6iFDSwjfYsqULUhJ3okPP7wOTU0i9u7NQGysB/96+S+w2Tzo1fdGLF+Wj/ff9YDjnHA5CcqnQifsgs2u+LyTevmSS76FzvhrVrSRVNVUaJJUxHrdFnZO9cF4VFfHIxi0wGAwMA98UpOTUj2zf7u575DBK/DY4691WC6C1qr6mhTd3sBM6HX5mHSOHgcPKvcJ9XXtXLFLyxEq9vni39thOo2X8hAXp/R777wgA+jkeX3TsPnISSvEsKzdiIkGdpVEY/7bjzGLFbpBqXjhrLHL8VHBjVgTPxa+g8DIyuU44MmGzAMuKQbXJT4F2Dhw0RIsISdiYxoQV1MDnhbAZEJQNMMnWbEt+nZ8Ou8S1P6DB21jLMi/H4NiChCVDSRaFcU1qc1XPNgPnNxeR0CGgKt+8ynWvpcCd9CFigAgOwV4LdSKhKGCDoKBw3nXO8GBg/OiSux4swCuaifiqx9D/lnrYTS1e/TLHI+6Awn46u1JkEWeJeeKuz8D33MEy4/gq0YgZjTcPW+CveTh8NqQBUldZRKz0qDoylJCtQdRrTZUBfHRiv0lx5hQ19r+9A61Q0piUi0TPCb7CwqyJKlLrsOfvrmFqcJzLTZYdvVAfYUFGRsmw1vnZp7eyodSsSEiQGyL9+Oqx/YiMUPJw8Hm87BhpWJ/46xUfLZbS5pYIcsQ2VTQkwhRBhjtBqampuZIaZ0wJAWcjmfQWFVy07XWnnYM/vVZ2LdyNwhok/UGwWlSbRP0NiVYcP5r01C6clcYbNN7pJImQE5x8YqZ4SKLkb7aBKepLVJxqxsAKye+xnLjb/GysVLY+8QwxfaRimMWvbQV6+7/ioF2AvGk0I5KtbGxkRXJzx2HKxbc2ff6THjqqTuLMFLxxwS78edePq0/LQNaBrQMaBnQMnBcGdCg9XGlTbtIy4CWAS0DWgYOlwECTrXNvvDb/0tQt6s5E+AiiBI55zP17qANBvKHJjUeQWu1UF13zIcUsDfPNaChgWNw2uMhAMoxRfX0WSK2b+UZ1Gx9Q1HIUmRnK57OpxpaE+hc/bXA+qLoysqCziE4S0Gg1uXiGHQn/kMgldS/ZBmyr1Q5h46TXcatt8kYPoxnxSV//wcRRUWKbUZpiQJ66aezd7eqtC59kGNK6xRJxuI/BjB0yNu4dnYORCkVe4vTUVtLXtTN4PkQWlvtEEXyDFd2AVSYThYX2QMOQK+TcNfdK9Aj/TssWzYbO3cOwqOP3s/sSDL6yiBA7PQ+yq6lDYYlbwgIBJT1IeWqXu+H0Rhkmw1mM4+BeVFsHrSpQMrx5iYONlsLg+B2uxcHDiTC5zPAbDbBbpcYrKY1ViE99VNV2QK7bR90eioo+SqGDN3PxmHQfw+9UKR4HWM2/vPG3/H73yme4WqMHtu15Qit00svKt7pFLSBQJsLsbHtsPzSy0VmX0LRJ6YQFS15eHvRGzA0fY+9O1tRUJmHl8++CNJACTariD51VQg9mY1tu3phX6mAeFQwH+zqYF/cMeD3kAYKEAhFyzLSG/Yh7hB5c5PHOA/eYIAQk4iPFj6BlWnD4KaiAI3AB2WXAR4gSgIGJUuI9laz8ez+0oKdqzPY7xwvI6V3PUZMXoet32bC4W9GAzlSHDKhPi7AikQOFQTwOg7nzVV2QdwXV4GKsgW3zoOh/AXwITrePneZE+APxKG1zgi9PgCdUVEQG5LSoA/VsjYkwYa6czoWeqTjnW0luoLRpBDe+fymcIFAAsHUfu5tw5ivdVfRlfd+JLilazpDctveh6F3FbHmyKO7YKWIoNOvQOuIkPUyUnp5MGpGLVNa15ebsWLBUAR87ZAv4/L+rHgiqacJ5FrTrIjpaUdiXhLs/ePhavYxNTRBaYLIZMtBMJrgNM2P7ENGPXIukkemM7U8/RS9uJW9p3wWZfQ4L4MpoiNV2nRdytgeP5rbqlnvoPq7A20AHtBHGRi0JjU35ZA8q1U/a+qDxkbgnJTWR1JM/zvtz2HPczVFvab0Ywr2o6nhu1y4Ezx4tA1w1feavjvdbUWfT1ff6+4swmiz6FlxVy20DGgZ0DKgZUDLwJmQAQ1anwmrpI1Ry4CWAS0DpygDDpcHTz+3BMWlB+BwuvHHu+Zg4rhhJ9xbfYsPwTZFFzWWFm+GWqDxhBs/DRugx9XJEiUUMefTcJhHHFLnwpmni1qNVMvFu8niQWZ/qrCYgCaFaz4g5nAwGWWcNUbCgJCEeW3esadiDchjOtLmghTBpOIlkKxagkTaStAYCFp/9IHALCiMRgU8T5gosuOktmafkXTg/vtlXHNNx80CVdFNKmWrFawfKtKoBkHXzcU8Cmt5EG9MyVZUuBQE09VijgTNW5rBNgFUVbWqWvd42n21OU5iAJtUp2azH4MH74DXa0VR0SDk5hZg6NACVkCRFM1qTBpvxJ7idn9Uul6nk9qKOJLFiw7nnqdsNEwbuhQ+rwLJPy66GF6vCYGAAQYDVcLjIct6WCwKmCdQr0Lr8jIOZlMRLr30I9bu559fgA9W8YiOuhsG3VYGrFVAdeHFtfju2+gwiKZxTr0ihMXPt1Xbi7gxIjdH6LDXqyjeyXObgopoEmhXNyjUS6e9o9i4zN6/FMujM/C+AQhKJvj9yhmTV27FF29ORWmpAJ3oRi9jAbY5JuD2K+4DBALgMvhQCAdGDcAlr7wKyjtNguMFvPP7e9Fy2VRsEm1ws3OBJ9fdj7xAAQYEZfSIVlTWBJiLPmrCvp0ZSOvrhM4gYfiknSjenIJD1WnwhTzY4RGh80rwCzxihAD6hIxoaUwHZ+iJ0b/rhbQExTrD6NgMTvIDwdYOHxvRmAbZ5wJCpKaXIckCeF4CL0iQDUphRoLW3pQrmfezGqpdRefPYFfK3qVDX4SvXlE9M/sKAIkj0mD88xT8YVQ6ez0iKOEll6Iop01CqpPQVVC/FIeDqvT+jrc2wnGwBaGyAJiMvS1kyBBNEvyJLox71IbxI/qi+HMO3y2s69AVqbmv/Hruj6A8QdPZH8z+ETAlpbOqzKaGCD4TVKY2KAgqr/vjV+wGlmUJsgTozHrY+8WFgbfqn93/mjyc/fT54fHQtZsWfIeAwwe5zZKLcmhJsSJ+UFK4CCMVWiRo7m/2QfKHEJMVh+zrBzP/7MOppl9K+j9FZR0R3QmtY6x6VoyUPK2PFLThSoD7dPa97s4ijAnRRubRroWWAS0DWga0DGgZOBMyoEHrM2GVtDFqGdAyoGXgFGXghnsWwuny4L47r8HX32/F68s/x7ML7j5hcN3qDrJ/uKvRlVfyKZpStzR7pvp2dy6u6AtIsFl0qG9tI2/dkk2w4oNvvKYowcjXmIKA7QvP68JqXYKJpLQmoHjpEgk7cgRc4g5iWuDUFsSMLLCoKnmnz2xX4qopU8G1+prmtHOrHuUVMuZcr8zpvZUCSEirExTP68uvEHHJ1B+D1cMtA7W54JF2awsCrQTRKVRlNllbqCphOr5+LY+YGMVahQA2XUN+2YEA2M+PlYmkAFZU4vRDftzzHgh1sNro39vEYC9zEWhjXKRWpjnRNaQsHzFKQl+8jalDloYLa36680I8/9nt4enR+QaDotamcT2yIMhyRAptSSzCAw/MD59bVJSHVufjeOLxOQDeDx+n/q+ZsxwrV1zK+lF80GWMO6drpfVmHY8bYEBgOaD3AFftlPHB++3qfconjV1Vzbs4oPBuHqYLlC4zRYkB1W2biuF2A1HZiqXE+bu+xbiYu2D4/ll89EUctsdEY0/uQGAQMOPd5xi0dqQlYMNll+A3v7wLPB8AL3AwxsXgT3/9K6L69kOt1Yq9Xh6yCOj2Agsb/ogrjAUw7WnA+jVTodf7YG59AwIfQlR0EJboEASBgyWaw5Zv+kGflIYGvR+SP4AGu4SeZbHwB9LA6WMh6WOh95QxGwwKQ8t6cKFWcL3aPj8t5IGhFFZkFLWtEKMkUUFRPXR6kqRHQTQkI2TNZu939rBWldZ9M9ax90lZbJ/6G+a/TEHAlCww9n9SCkdZc1j1rDPqEN0/Hgs/vgaBNFt4bX/pDeGOgMisDVRoHQnHyQ7kaLYV25duwGcvvw9/yAdbpQ1mtwk6WceAr6iTEIgNoGFUEw5Mr8Krly5nY13/wDcdPoJZYxuRe9NQfP5AE1OIk3KZPKQJBNLGJd3zQ+bkM0Wy879jri+sw/sXvMGU1KQiJ6BM56sAn/r47p5VkENBSG2K/7h0L6IG5uHQRkVRT0HqaOorsniiCsRDvmBYIE+FJUnZbU62Im5gAlNr0zhVn2vZGwRv0Yc/q4dTTn954/uo+Ghv2B6EboWYzHjk3TYcOXOHHO5r6ZQd/6mbw6ez73V3FmGkvsl2SgstA1oGtAxoGdAycCZkQIPWZ8IqaWPUMqBlQMvAKcjAwdoGTLn6Xry6eB5GDhnAepi/8CVs3F6ML95adEI9+gIiK5SlRnc+CntCEznGi4/22PIxNvOznXak4opdPXr/sw3svxAwUsnc2qqogm02OWz1wIqftRXNi42T8c67fuTnc6BHnn8OX3EqjkiKYVI+q5YS6elKccRINW5naE05JKWgxyeyQpcVpTo8+bgC5kOixHy5u7rmSLkfkEHKXgU+UJ5IxZ2UJDMrEgpSKRPwpdfq2GjsXq8CqlXFtQqJya7kSI/TMyucFBlvvu3voPYekW9iGwiR1xIsJsWyua3eF41l/thpDIyTGpnamrf0SRRWDeowRUXhrFiQLFwUZMCY1OZG3cNITiqMOJeD0fwexox99r9FEe9jx6l/l8uKl16+Dw/Mv5etD+Ukb9CPi1eqDQ2JbZNUtx04m+NwwcsBrFwuMLU3rQmB5ntaDcxepdXOISpbhvpwvZU6fRFwvOeGLIqw9Pegz71VyP91Kb7aeQFsvlL0MOzBNT1fwB9SXsahvJ4ITDRBsIXQFyXot20vZi9+mBXcpP/Yc/Px/eRJ2DhjBnxRUSgVeHj9HDLqJVZodPrrO6F/R7G5oLA0/h1RdhcsZick6NFY0xPNjuH44A9TUJ6dBrvVh9ycfCzwBMPF+tRrDa1bkHNeI7PB0DmLIGRXgouJsMvYroBrNbeqml0Sdcz7GQYbRFMv5hdNiuzmQf9CyJYbHhtZdkif3InY2CoGW+N7+uGsaoXbGYMtW2egancsO05Rv7VGKV7YBtN2zB2CtX+ZAtHWbsuhQusYq4F91rtScx/Jo5n6WbjuYXj+0ISQpGwc6QN65F46FKuTv4alyoK6pEPMB9uqt2H5lZ+xc7647h3UbTwAnT6APgNKMemuOnz4f4MgCVY0VCcyBTNZccAdYJ9tuiXoGH3PmqON7LMttn3GI2/2yLF+fNHf4SxvgrtZD51RQnKmGy01FrgalU0pyrfeaoQxxtTBU3rFOa+wApDkeR1WWgvkz80xtTbZiaihWqasvuFd+IMdbVEOlzcC14c2VMFb72EgXC0GOXrBeT+7RciJgN7TyfdaJ3CItRq6ZXNYL3BIjOn4ndfhC1h7oWVAy4CWAS0DWgZOswxo0Po0WxBtOFoGtAxoGTgVGSAVNVmA3H7DtHDzZA0y5tLb8crieRjVBq1VkP3EvJsx7cJxxz0UgnB1Le1q3f91X+szZX7HUlyRVPGt7u6zOnnhOR1TVJOKmdS7BFYJfgaDpPBU4KwaBEYTk2RsK/QjznZsEIDsIFTVbGerjWO54QmgElhXbT1Itdyjp9zByoLa6QpA0+YNAQtSVouSjA2bQljwmMC67exTfSxjiYTWdD7lp1cviUFqUggTSKdQvaTp94KdPA7VdgTMBJZJeU0gvito3ebYwEAz/Sx71w/yiFaD1NszrzCytaHrTSYZej1YXkaTZctAiSnlx/quRN0hagQI+IHbXn4R1c1pHab65JP3Iz9f8UdubslDWq+H2XrF2h9GXGwh85ymBuLiZfTpv4ydF2e9Ggb9enbPbN02Fo89vvxHPuDz5gdRPER5JH6AKGFAm4VKZ2hNsG9ni4+tjxqqZzi9Xk9qWlK9tr3pqwb6vCEj9DVQGQjA4A1CVxNEc0009LIXdn0L0kwVGGBcr6yF3Y4tkybDIInIMFbjhi9+D47zg+fankzhONhzB+HzV/6DYh2PHqKMfSYBqKnFmI8/wchPCuDwKkUQeU8RhNbvoDOI0AtueB0WNDSMxAd/nI6qgWlkco2WyX1BYP3GLTXI/ucW1K5TACRBTqu5BpljXZhwazVTWvNjmzv4WbNOvu14J9L6hkIG+Px2GKMkkCqa7EFEYxKzK2nOf6UDuI7bOp01QAUbCW77HX40NPRlx9Z8fBEO7o5F4rAUpigOeYIQAyEGXAnSbr1tBH545sLwAAha3x2SEGXWodkZ6BJaH81v+d73b8eG9WsQXxcPSZYYoA72FzEocQg21yprpON1DFrfe9aDmJ6ai0/X3oKDu6zIF5yY1K8OfGImlj82nJ0rGlMhmtKYd3VcL3sYBlNxSb3NwIpC0vcufe7J87p6ey2D2J1V4eaaZShf8hXKN0ej9ZABrgYDHPUW5i6uFk8kW5G0c3p18JT+8PKlrFhj0OWHRCCaAwS9oABsDjDGmMNKcMpN1vSB+Gbuj6E1jYe8tSk6W6uQYr5+q+Jfrgat2dE2CDreOSf2inIYqbA/3tZOB9/r7izCSBvs0VHtT+ccbx6167QMaBnQMqBlQMvAz5UBDVr/XJnW+tEyoGVAy0A3ZoBsQIpL9mPFy48jPUXxIaU4/+p7GbAmSK0GnWu3WvC3BXef0Igjfa3/l4oVdpWU031+KlQ/luKK3W110hW0tttlqL7LBC1VeEqglZS0b7wdwCPzDezRfLLDWPD04S02SCkdGQQzIz2ij+WmJ3BNYJ1CVTBHguGuALTqGU7XtLgUReaJxpAcEwO1qtqafKNpPqq3tto+Uwu3xaKFOlRUtBd/pMOUz6go2iQg8E2YTFFqc1QckBWPJOWmYrVBf/buI2H1Wj/zy6a+aL4uJ4f163gGvyknlI9pV4nM75vinjv0OLR7F+ZdpFh8rN13Dt5Ycw0q6hTPYorZs5dgzpy3mB0BWSwYDMCy5Qvw+FPZWPnWXgwb/gB7j6xhemcMDBeCJJVwtOe3KCzMw/3/fBKyTqH1NAbyQqf7YaFZxyCwGvM8QQauu1Jav9jq6+BPHwmtSwUOB3ke0W1033cAyFsoAQVgcD0UUtaDlwIwci7W3ZTYNzHG/jFcYgzLZW2wFz5uvBkXD1iD8aFn8XbtHaj0Z7Fzexr3YnaPFzDgFxeg90TlCZj60jhUfPIx2xAIOP1wHQwgNZMD596PiuJ0RPf2MZ/p+lI7mmoz8e8l10DklM0Qz8BEiDYD7p69ghXorF5zQPFOlmQIehnxPVrQe6gL51+5HNzZTnAywXMF2MucjkFr5Ri5hHAQJR0aGvuhri4LzS09MfaiNdB5SpgfNp0vGZLROPy9MLjuDK1djRxaW5WNirLyMdj6WTazrSAoGgmt6f1QihXLX5uGunN6hz2tTXoBJiOPFtePleN0zdEsQp7/5UI8l/0MgmIAoiBCCAnQB/UIxAUZxA6JQZC3tUUfhfzEoRgV2wsl1V+w8Z5r9OG2GB0sll5Y9uQEdkyF1vZe0fDXOBm0biyog7vGCV4vILpfLIPOpFKes+5mRJmVdXF6Qh2+A+getpc8zN7b9U08NrybhZaDenC0SeIOsPVinwuBR9r4Xrjw7Rns3Mhil7S2UlBkCmuyC6FrTHEWdl50VhzOXjgZSYOSUPNxCba+viP8Wej8S+cilu+MeQktpU3QWfTQW5Tvz/5z8o5YxPGwjR/nG7TuZpPANitORtAmAhUg7Q7f6+588owU3vR3kRZaBrQMaBnQMqBl4EzJgAatz5SV0sapZUDLgJaB48yA6ltNyuo7bpjWQUH991ffw7urvu9gB0K+1gufW4Ki1a8eZ4/KZQTmIgsm/VQ/yhPqvBsuTooxsUfWIxWa3TCMDl2qoJRgh8sXwrEUV7SZFRhLXqzdEWphPFY4sIVgqYzoaLKzUNTAZBlCoQJU8kum4+TRKbWpY8kLmYBp5yDYTB7JkfFTLTnUa1Vgq74+HPxW1yAQFJnCksLhOTbfalUV3tVcqJ0H7tOzAo8UBHJfei3AADxd99abezBi+GfgdSNw8eVjwlOefrkBG9YLHRTriu+0kmOCrvSaIjFRYmsQCLR7WtPx4SNELFjYEY6r0J5sQqjgI9mPkCWICvDJC7y0hEP/pELk9ihAUdUg7G/Ng8cDpqInIPuLG5dgxvS3wutIfUnSbFx08Ww4vUE0t+yEXihiqm21EGQk7KPzC8t7Y/4yBVyrfb9nEPBeJ1AzzS8y/3PytL7ZpoA48qaetQtYej/YWlGxTLJTKXhcgi1aQEwMQM4rYsEOpK3bgaAYBcf3g1H4ZX92Pd2HPq8MTvSBl0PMo5go/5UJz2OM/VNU+/swj2i6DV499BDq5Czckvogvm+Y3H5LysCteX/CFVdtQ0xuFlMvt1Q4UHMoAzWHMtl5UuUWHCwfBk4Oss8HbzEgdQSHhn1m1FVk4IO7RqE6Ox6ywEEigBlrwm33fQnbQSdaihuYBYek0zMltqADUkelYMyv49E/Yzo4u/KEDEcFAQ8YINb2AEfacjmEDd+cj7Ky88GF6iF6D2HclC+Q0XcrOEQ+/sBBtCfi0KgK1o5t78PQu4rCSuvm5hR4mpV7lixCMu+YwxS+ZKex7c/r4GvwKLmMMjDQm3/HSOTfOSqcH1Kp0pMK6mdo44JvmdKYojNsbU+q8hvZlXwx9z28N2gltmdtw1nrz4LX7EV5Rjl73x3lhsRLCBgDCJgC0PMGTEgcwBTiFL2FEO6y+5AZ0x+1Nf2w5pWeCEQPZ/2OeWgCxP0teGfWcrTuawpbddBi83ryrOcQnRnHVM/ugw6kDU3FuEcnwNwvrgO8PvjcIwz4F3/Og9TaSvFEL1PG014S5YRsQnpN6YsJz1/C5rTpiTVsfAT+zYkW5mHN8ti2OUHv9b1iADtfVflufq0jtN63cneHdKmK9SX5/4CXimS2bbIRiLem2ztYlHTO86l4faosuLrD97o7/1+I/j+FgL0WWga0DGgZ0DKgZeBMyYAGrc+UldLGqWVAy4CWgRPMQFd+1V3ZgZCVyF0P/O2EoTUB0mZXuyoqJkoPf0g6JnB6glPtlstJoez2dlTPdcdAOhdXpI2Dn6LqPdmKtuPNAQFmsqugWP2VwIoJEphtbuawr1QpXBifIGP6zBDeelPHoBDBeQpS+q76+sfFJDuDZjr3eKE1XatC5a5sRiJhNW0A0GYGKd4tJoGpRI8Wkd7eZPVBkLgrRXjp3l3olfYwm3MwlMtgLs85EWebDo5zs25EKQVNzuUIibnMH/qxh/XMpoPSRYDaaCRALSPKqtic6HSKDzRBWHpNYLOhXlFbDxkqMmsQUjBHbgAQtCZgTdCbQHdCgozM/sp6UI5pPhs3CGH7EeqbvLSVwn5KNux2BxYsuB+9e+9nr2kj4r33b8ffnn2Wvab5Ob2Pdkgd8Tn08gAAIABJREFU2SrQT2R4U2eCftQ4ErSOvO7VlwU89bg+DPQJQGemlGH2bUtQNjEDtdnDkFrhw+V/+RdKS9tV20+XPc+a0UsumIKH0ByIR7LxIFoCcdAJIu7u8TtkRJWgzpMAZygGXikKa5wzsMF1CcYOa0Jr0U5lGG2bGrPHvIU557yN5CzyENZB9Hrh9RhRUTkYdfstcFfWo7FuCCuQSODa4zLB3lePs/58M3YtOYg1W2vx6fzxCOl4iFYDJj/2LXJ2kYVEgP2E/CJE8JB0RoQEA9KHxuG8hUoRQ6u8GIam72CoWIdANYfGKjv2V5yFxugbkTEtB2V/uhfDzvoOFqsX0fFOCEKnJwY4QLbq4Oz3GFzJ97Bp0cYCgWv1T1Ih0/q0mC7vUDiRAOwnV3Vcy4tXzOxwDsFLsr3+qZtqKtwloNta0oSV45ZjwLYBaIprwoazNkDmZeZvzYFD7/29UZZZhubUFvSPG4B02Ql3oBmHAn701ol4dMRdGBCf2+Eec+xpREHDRlR8VAnPq63gZS4MegWDwLyg6eYn+Kv6dpN1yO0ld7EckfL6+0e+CQN49b5s2tXAADQpp1XbFLL8oLh29x0d7nsV4NMc6zdXs+9D5m0dZUDyqDSmQneXNmHgLPoctW9KduUNTtCaYs1dn4b7kESJWY/8ouq3Hfr9OV5QPYBAUOqwEX4y+6XvNpNBYFCfwu0V4QuemqK+yTGmcCHRkzmHo7VFc0yNaysycLSTtfe1DGgZ0DKgZUDLwGmSAQ1anyYLoQ1Dy4CWAS0DpzoDKqCO9LCmPklt/Z93PsOzT/waaSkJTGXtdHlYgcYTiWBI6lBo6HSBoScypyNd290K5SMVV/wpcyYVVnSUUujsVAcBVIqjeUt3tvSItN8gtfHyZQIDqgRfKX55Rwi/vLNrpfjCBbqwpzWdezz2IF3lRZ0LrUPFPh1yc2Wcf0mgg/L+WL3PCYZffVV7ATrqj8D18g8CiBw/5eFPT7f71NN5BHbNxpUQ+KoOw/T4foFWz1/YMQLIL72oY1CaILMkcjhvkoShw0UU7273/CYITTCa4DP9TqHar3RWrdOY1SBoTW2Tp7W6HtTuC8/rw9Ba9ckmYE0AW32dmnoQL774K/C8jHe/vBpzfvVv9OtbgxSZfNaz4fXPDKusqe1jgdZ03uHsQeg9UlvPOmCAr4oDqPjg/epMZPRLKsO149/A+YO+RHpqAMFqL9Ysz4A7ZETAZIOoM4KgNeVxovU/aPDGo9KXBYtOUQwPnZCAx277HJsffAbBAG0U8NjgvBAv1T0FQZBx820hrH5xBwTeC45TAPCdo/6BCaM3wmL3Ijo5CKM5hNZGC0KiAdu2ng3e58eBHYnsXFHgUM/F4LvFt0Ac1wsPvvchNt1TAMFigT0zmZ2jglr63e+VEPSK4GQRfqMdXmsCcibGI2uUHUFnAEPz30Ji4D/sukPlcQh4jdAZZHz1w2PoM20A8kKXIcrczGC1TteFVQMp0a16eAP94JiwlbVDUPTQxoNwVTnYa1URHakSVo/RefRDkTwqnf1EBn3P0gZQ5FM8HU44zAsVzFZZKlEulmGveQ/6b85CXdwhfDf+O2YVQpF+MB0jtoxE0aBClA0rxw2DbsP6g99jS5vftcDrEGOKw/YbFXU2BcHizWvXwh10wlBrhKneBI4sddp4vj7KwOBx0BNQwHNbsUnyqD570flIyU/GpgVrUL2JQLNi5WGwGVieAi0+7FtRjKC7PdfUXu+LM5lymoLySGr1uBzlntj92naULtvVDs1NOlbAkWxY9DoejioHsq8fjJy5Q8LXq2rtzuvz/gVvQBbbNyZozHPLf30sKT+p5/yc6uRT6XvdnUUYCcpT7QcttAxoGdAyoGVAy8CZlAENWp9Jq6WNVcuAlgEtAyeYgcP5Vc9/6l9477MfWOuTxg3DfXde08H7+ni7PdTcXtCMYB4V+atr8R1vc6f1dd0F5Y+luOJPTVxKrAm1zSd3nYoFDqR4JV9hsmYofqgdjtL4VN/lrgB2Z2hN57/6ZgA3X2/A5k08U2SHQhz0elILkxq43Zaiq7l3tt1QgfPhbDgi24hUa6vwnEByyR4BJXs5OJ1K/4RrVRW3CpoJzA7O53DPH468IUDjeeSBjsWySElNML6zvcnCp67FoEGFEHiyMFCsXQAqZqeorH0+PTguhJKSHKSmpUISHsXyZfmsHQLS27fxEEUOAwfKMFsUOBVZwDHyNf0eCfnVeVE7pKImyxaCtwTe6Idek+f4iFES7v5NCNfOMrB1UvyxZWY7op6rQmtSfg8eXIDRt6zFzLlLoNNJ0OsUn+2hogsu7z0doDUBu21//BdqDymQf8o8PRKndfTjp/uOgixC6N6LLMRIx8nXuuk7DiJxZmKXSwAspXdkZCbvw5xxbzJoXfltT3iqzWisjYbMe2GNr4EzOg31/jRkBj8HDxF+yYgy7yDk2dbDwPnRxPVG/sgKNNd4EfTpUFnbDz6vHf+uW4TFK+MQU1mIF+6twTbvAPCcD9PsLyMz/iDOuXIj9HoRPMH/7GZInABJn4iQNRuHSoz46jkFSLfqTXCGyHqiAtG1B9GcmQlrURq8zXrYcgaycwh+koUGFQtsdBphtNXhnFGf4pC7NzxBG2qcQyBtbcGQ0d/BYHAiJrEFiekNiElowsF9VNAR+GTFncgdU4CzJyyDThek6oDQGwjCdvyEyXQPGAzYs3YQflh7Ozw1LlhSrUzdTNYYBE4pSMl7OEuKI31fkR8wFfo9Hmj97arPsaLXO+HmTfVG1FiqwUkcU1nTPIO6IMatHY89g/dgxu3X49q8m3DbqmuxquwDpsLmyOT9v8ro342ajzuH3xsuBrmjbgs7TveztSwKOo8OgkzqasAQbWLvBRw+Bq1ZtBVJHL3gPAacqRBlw/ZayKTE1vFIGpaC1rIWBFr9DHYrjSt/WFKsuGjZDKZAp/t/9Z2fhOfUY2IfttaqtQi9QepuFVo3bKtlY6Q1oXNHPXBu+FoC+xSRhRi/v/cz7F1SGD7nouUzkTq255GW6JS8R38nHWrxdVko9pR0SN+mEb7XHn+I3XMnav91qmxOjiUHVICR+tdCy4CWAS0DWga0DJxJGdCg9Zm0WtpYtQxoGdAycIIZeG/V9yCbkM/fWsRaslktrOgiBXleU6ivT7ArdnkTeWsG2h+xPR19n0/GPKkNgsekYqpvPfUKZervpxRX/KlzJFVbg8N/UgFBZDE7Gk/tNI4VhqNQrSVYAT8X96NiipHQms5l17g45pFsUngQnE4FBo0cJYah67FYf0S2HRMjY8JEBXgfrjhjZ4BO605wg/y0N21SxkDzUAs00hgiQbNRz+M3f/AfsfgjQWsqmEhzVOPSy0UGf5//mxdxsXsYEDaZgrjuutcxe/br4DgRshwFUerFoLXAl8Hv59m4/H4jSkryIcOKzEwJASxniu2P3hfQ0KCooomlUZFLyid5UROcpogs6sjykiMzNTb9qUJ+8quuKOfg9SpWH6pyus2tJTyH6GiyA2kH29SvWmCTTmKP6JuA5csvg7GvB6a+Pgg6AvDkOaFDmtwEq+d2ePw3hdukQnSkAq+tFiGGgINiGvZlTGSAn8bX2RpkQEjCvAhrBHr/kSg9mtZyEOneIm5Pt+Vl1IUCra89+w0MFbajeVccfD47HA08m6MtrhSBxBjoXLUw8gTUZAiSF3pOhbnUEA+eD0Jnk8CZdXBWxDG1dUPTeegxPhWX/WIZyr8PYv2HwyAFGuFqimJzI6/q3NElsMYFMf6qnZBFH0JRORBNacwf2tFsg7OiBR+UDYPuYA0sjhYIAQVuxuXk4dD2IBzN6UjMkdD7/DTEjJsV9j4eM+ovcJoSmEqcgGawRIKJ8yCtF/lQy3A02bHt26EYd/l3aKhOxJavhqP+YDL6DHdg1h0vwe/m4WyKYmsTn9oInqPShfQlqIzb5zZj0xdnoXDtIDTVJTNPZ/JCJj/mxGEpbIxdQWs6fsGbVx3x64psIjy+n2Z5pDb47AsL8Wn9h+wlAfTYrHjsKSiC3muAzsEjoAugMbYRUd4oCOl6vDZzBbMBWbxpIZ7Z/DS7TpYliLKIjOhMXNxvKvIK8qD/lgdBa3fAhd4WB6KyyyEIAkbm/wqtzt5Kf/8thkmAec/rO0E2G6S27jExg833w8uXwlXpYDYgYoB2fdhtA0OUgXljk1JeDcphj0nKdRQrJ77GNgbUoHllTO3fAVzTGtPGBVnD+A652GeQoDXZk6je1UdKOsFsGt+Qe0YfcW1O1Zv0HZtgN3aLpYb6vWQ16RjwDYrSj4po/pR5n2qbkyONJSHayP6/QQstA1oGtAxoGdAycCZlQIPWZ9JqaWPVMqBlQMvAScjA6Et+BZtNASNPzLsZo4YMOAmtdt2E2xdCq7vdv5d8n72+U+cVecomcowN/xxqsOMprniMww+fRop4pyf4k7ywj9ZHZ2i9/UoeQ9qKe5Xu5ToAWmpLhbQESikI/Bbv5hngJphbVcnB7aYCgYovshoEZIhx0k+/TAlfrvnxJoKqrFatMKjNigoeVDfPZJIREwssfk4paqgGWWq4nBzeWiKgT4bMNikIVldVAUnJirKaivZRHA1aX3RZ14UiI3NIUHn11+32KYufD7LCiyV7tjLoRNBUrw9gwYK/4eyzP26D1gICoQmsGV/gIuwqakbA+wPMZhElJdl47rnrWV7q6tIgy2nsPBWMNzUpCmhSOlOhRQLBqic15Yc8tdU1oNyTopp8r597MQiC1nQ+qcxJPa2uQWdoTe1PniKytdtfQcp4xYecQDcBbyqq+Yf7lmDUyKVYnzESF/T7FBzftgYyhyzJBbOoQECH51Hm0b3i8hUoKlB8tz1u5T74OPpqBt6Zl/YvBJSSn3BbZIoSljvaISA9AXC13QjXHsBfzUGi22UnwM8nj9sA5ox/B0/N+C0OFvTB1q8Gobk5HVLQi1jbBgj6AMzREoK+APyyGSEjqWsD0AX90In0vafklHlP62SIAR0cLRlsJE5HL0TZ/Jj18FoYk1MYuD5YJKNkS08E/fbweG0pAm7982eQAw6IxjRIOhv07j3sdwLYdTu3YvN3aXDU6Bi05mTARJUqaWMrIRHGxCT2e8atd8DaVynkGLd1OlsvLuSE0V8Hs1QHV5MZoaAOxlQfYia1oqUhBkaTH+/+6gpUbiRlLYdJs75E/vhC6A0+NDdEo/ZgImRRwIDB+5j6mhdk1sYPH49Hxe7erJqls9kOd4sVcVwTRvGb4c4ZirLUMcxfmSwpCMDTnKhwZmeA+t7eZah1VyMlKg3T+ise5fR3CH03hcT2z2bk5yby9+LGIixc9zA7RPA5J7oXPtr2ePiUFn0aClrKILpFcCIQ4kIwBoyIdkbDZXfDmmrD+rm7sblmPa5+/1IGqwOin+W4p7UX0qN7o29zP0z6ehLqPDXY6tiM2274mBVzJCV1bFQcek58jxVWpNh4x2IEXAHUVSoqeYLGBJOrvq5gBTKZJ3/btFQPbILWahFEuoZgN1l0jF98AVNEv5Gj+KlHBnldRxaoVHNN4JmKRFIf5HNNfefMHdzhWlVlHelzTdeTqru7orueYuo835Phe/1z2pxEjp/GTl7aVCdACy0DWga0DGgZ0DJwJmVAg9Zn0mppY9UyoGVAy8AJZIA8rckehOKOG6Zh4rhhJ1VV3dXQOvtad+ejsSeQumO+9FTAXur8RIsrHvME2k6kR/DpMWjadDhZ8SNoPZkHioGERBkH9isQVK8HzGYCqQBxNwKPFKp1CB1ftFCxzaDfg0HlH+AEWikIltIPvVYKDMp472MFWquKYVJTk+cyBYG7lmalcKDfr4zBYqHiZWDFBsmChIKA9cIFegbJ1XGOGqXYaUyNUFIT3KXCheQ/TRYbkWplFbYT6P7zswFkD5BAwLRY4Nmf0wJkW3FkEPfyP1YiKXEd/v3v69m4brjhVThdqUhLa8Q1s5dCkm3M91ktWEhwvrXpHZx33lu459cPsmuIi23fPorZc1COqbhlba0yf8qZzSazOaqKa3X9aS6UQwLOJXtJwa28M/WKEPOuJtU25ZEguFpYkc6x2RQfY6fTztofPUZCYQEPj4fWmlTgCqymNmgssuzCDXMfxZhbV+Of3E24HuSvzMEme5Eludn8KGiO8+c/Ae7Nd+BoVdaThPulpjyUmPLC907pxxxaOA7uNluGKFlGYSfrmwcsenxkFBByAqMcQK8FEgoLgY9ffCNc5LG+3Iwvnu+NujIzou2FMBqbYDBRIUIRosDDa7ZAJOk4ZJh7cegl1EAXCKBidyx4SWSDq68ZioA/pu0JBgL2Rlz38ApE5/SCzhKFdS9UomJnPJytPeD3EnjmcNWTtcjoVwHR72DWIHrHdgiBWshM1swj6BewdW0ainanwuRwQicIEOhDRE/S5CiwlCJp8gXok6ushVq40tC6mb0OOR1wt5rhbo2CfWIrDMlBuB1RaKmPgSQKWHr5bOSOKcSgsQWsYKFk9kDHAa+9fj4GDCnFtMnblIJ/+hAkiccPH52Dit29FGjdZAeagaHYijyuCFG6//pxX/ErxC68Cv7PF2LNK4rVRHymgPzF7UD51Z0vYsHa+QwUU1zSbxqem/IKCPrREzzHYtNww0fTw/OnX4YE96DIozyq4RRDKPK44YUA3sXB6DGi1d4Kk88EUSdCoON2AcW31rLzCVyTTUiToxb5BfnIKcpFS1wT+jXnYEBCLpqa6pCU9SX6TF7HVNIUPMcjZcT9+EZKQ+y+x5HuaECKNxW+hixs2TaTKajJu5qisaAO3jo3K9ios+jZBzXkCTKltfpDIJzyTNB6+H1nI//OUVh9x8cMeqtBSutZm27pMG96QSrv73//OZoK62gPhaneBZMO/efkha1j6Lz8O0ayaztbtxxNAf+jDk/igdPx/xuOx/daBccn23rrWFJt0PNMra6FlgEtA1oGtAxoGTjTMqBB6zNtxbTxahnQMqBl4DgzQPYfxaUHTqmyuquh1TR5wzYT3VmE6DjT9pMuO9mw92QVV/xJkyAFoEnHQLnD066S/6ltdD6fwOxCgjEEi9/mYF0io3YPh8pK8lRWYCoF+VKT9YXNpkDrzsUASW2teiLT+dExgNulqH4LCwS43QqwpnYIyj6yQFEIq0FqaFUJTSB5y2aBwW0C0irwJvZIxy68WAQpnElJvKdY6ZfOofGS1cW1c0OY90AIqkc29UHKcBpjpD82KaQ/+kAZQ04OMGS4iPvmB9EZ5M/zBI8Irmkci/5vKtpcIJgVw46dY/HDD5Px/vvXQJTSEAiOZp7PpEKmIMX2mLMewjOLr2Dj37t3AFwuRclLimqC7ASpaQOAckaQubnZjpEjt+HWW19GRsZ2fP3NL2CPvR6PPKhHQ73iQz127Fq89tpc2O1OlovX33wHf3tmHFPIU44LCzgMHvI56g4pHsYOhw2lpTnhdYgE1gSrKV+UN51QDYEvRF7edjz11P1YgtnIkyqQhz3MszsQGhFu4/LLP4DFWQdbRRF0DfXYLuXhYGxeeH1pLVb/n4A9EUprgtbLHf7D5vkvTxtQWKAA8D4xhXhy5v1huxkC11/+swd452YIghuCEIIsSXBHR6M6IwMmrxctk3Iwqfd6JFfth9npQq0nDp/tG4kBm7ejsuJcSKICKQUhAFE0Y/Z9K2GMs2L7p4DfEYKrmT4jtDligtebjLjMVKRmiZAkEb1zqpDR40twcvtmksyb0NKagE0fJ8LtSwRvNMGalc1AdGQMnlCHmKT2pw4kfSxMDV9AEmwQ/AcBMYCG6nhYpzrZfVJRHw0fJEQ1xWDJZXMYsM4bW8A8n4MG+l6QsXFnP4zOq4Bg1sGui4YlVkRsbC02fH0OitckMoWw41AcolvrMEX4CnZLCFaDB9IwG8R7yMaGXF9s4WFujJuJBYXL2Os1lV+jzXQk/H75r5qZWrSu9ejexqTSpp/ImKOvRq7FxsD1emcz1jmasNsfgM4nwOg0wmF3MJU0eVdLnIQoQxQ+mL4aizY8jirnAeypL0L+9oHIKcpjamWZk9GzNhnRfDR4LoCsczYi7pxNLD8y85kB/iOG4LMMwG+j6iD6QhD9IgPXNaUTUbxzeBhak9+4s7xFuTdMOlaMkYowtuxtZHYiTIFN0Jqe8DDpEJMVh3OevZgd7+xpTT7VnZXWpJT+eOpSNO1ugBRUxmaIMcEYa2J+41RskdPzbO69LuzHrEQi41hsRDpccBJfdKelxtGmQfCaChyaDQKO5nutgu7GiCc9jtb+yXqf/k4nT2sttAxoGdAyoGVAy8CZlgENWp9pK6aNV8uAlgEtA2dYBhodfvjb/pFMQ/85LDS6K0Un6zHm7oLVat5Uv2xau1MRqi80+SCXlynQNDIInvboITN7CtVygwA2KXQJmqq1zEgtTFCa1L9ffi6gopy8hgm8Kq0RDL10qgJD1YiE1qrSmtTBBLsjldt2u4yePWX85ncyvv6Sx9tvd3ysmoDv8g86gp3D5SrSB9vn4VFMCvO7ZVSMUTy5TRuBhAQZpq0yYnYrrUQWPFTbnX65AXpdEX7/+/nsUFFRHp5++iH2+3U3eDH1CsthvbLHjTQyFXRrmyo5PkFmoF9Vsbtbl8PrO4g9xb1RVJSDF1+8tUORvc8+uwx//esfmZqaoPXKlVcycE1rQep02iiYdmU1g/bUZt6gQtgtD+O1V4bB7RbhdJpRX5+EJUtuhNutZ5sCtO60QUB2K7U1IrL6OxATUwGeI3WrjA8/ZMbSkGUBshwfVpLTMa9/JmbNuDacctqAoLGRkl4tJEk5XD1MwAtmHaisKOmg6ecRd5Ap27uKW+aaIIoSg9YUlw1ailumsKqM8KbOxMZn1sF7sAqeAxXhnZa9Q4bgmeeeAycImHlgOS6vXQFdKAC9n6wkZHxqmYyisgyMvrNYmQ/zrJaYncacectRssWCxgOKtQYpm0MhM1qa+8Hvi0XQb2WKarI/EXQibnjwFST3rAkPXQYPf+KFqG3MRjM3HlF9M5kNyKEvV6Huy8/YeQMvS0SieWuH6QatudC7iphFCGo3syKSZLMj5XHw2jmURikbVg1f98fWW2cid3QBBo7eidaYZqK1MPzXRuOvSydg+mXb0X9QCKn2dBhsRtaep+dN+P55Cfu/roOnXsZFrncQx7Ug3uKEiXNATjBC/Etf8L5qBKOyw+D6r7XVTJVM8dX+VUypzHO09hIrgEjQ+qcUiY1UWlNfc8xOzEhVlPpv11fjycpi7PW1FZzt/JADB0Tpo9A3JotZlFA4XI2YufRqBtNlZvsCWDwWlOTvxpRvJ8IrBDBm5iqYckvZ+7s9Oiw6FIfxGZW4PVHZvCFwnSAkobHoQoSyrsXu13aguKoAXt4LWZRhhgU90ZsB65Av2G4N0jY+UkjrzHpYkixIzEnA2IcnwNwvDp/MXs7sPjKvHMgKO3allH53kuJ/rW4Q0qYCFX4U/SHWD7MnIWiuF2BKsCB+kGItQ9GdFiHdZanR5RfEYQ7S9+DRfK9PxWbwsY6R6m0QXNdCy4CWAS0DWga0DJxpGdCg9Zm2Ytp4tQxoGdAycIZloLOv9amy0Dgd0nKiSvLOxRWpiGVnX+CfY570D3B6lPhUFZUk9S+B5K6gtQqkyfuYgvyuSRlNIHLzRp4poknZq8b23T7m9UxKZlEkKKvYTiQmKtBbteVQCyNSe9SW+lq19CCASkBX9XWOjZUxahRw5XQJSSkiZlyhZ+1TEPCdPlNRWR9LRELrHdt4Bo+D2UDoMQAvAtgPcFFAVIuMvDjFWoRCtSeh38nqgzy4yeea8ka2Gmr07iMx8MtxTrz//hx2WLUIUc8hNThZq6xfxzNLFjqfALM6h9a6mVi7tjdeeul6LFhwPyZMWM2sHpxOK3Q6GW+8cR3uvfcZ5llNSvPaWqWgHuWLbF0oZs0+GB7TsuVvwNG0HLJcgT170hEK6bBs2UyUlAzE/X98hBG/B+Y/geLdA2GLEeFw6JCS0oS8QbvAwc3aaYfWPEJiFty+OyHwB5iKnNTk6n2kdtpV4U1S+N9jNaCW52CVZVb881qfeMzQuvM6uMpKUfzEw3CX7YMshsDxAiqzs7H4mcXw2WyYUf42ptWuhCTwMASUTZ/PTBOxKnQRrp36KkLBKAatZUmP1tFx8E2Ow+AvX4G5sRXMLJnd2hwa6nLB8xKcrb3BkfqXilRaHOjZbydGXlCAmEQ/U06LIo+mlh7Yu28ULGNmI3nyhR1uSbICMTSvh+A7ANnXCtQXsvc9nljo0xRFrSWwFZwsorE8Ho1RHsRc0Ipam4CyQBr+vTUXF+8+H0PqiyAaNkMYWIyALoi/FaXiG3sjZo2Yi2dSbQyAUziyHg17ONNrsqXo8cyDsK9ZBUg+wBiCfG4q+F/0ABy7ETIo3tzrXE485WhXXZe37kNZS0kYpBp1Jtwy+E789aKnj7kgn+ppLbj2YJAReDxdKWJJNit37j+AV6p3QSKvjE5BamOB18GsM6NPdN8wtHYFXJjy4XhYm+KZ6tkc0IELGrDm3DW45q1r2Hc1KbTtmQeQ1KsWhevzsf7s9Vg/bgP+sf48NGxW6kfYrAGI/4+98wCvokzf/j3l9JoektAJIYRQpBdBqSoqLqAiqLiurqKurmVdF3Xtim11/66rq4u9IAL2gigKIr0nIYEECCEhPTktp8/Mt887mRBQAV0s2W8er3NxcjLlnXvmnHh+7z33I3SBrXsmDm7Yj0Z3A8JymLmoLS0WuDwu8DKvurm12ZNWSE77NdpNzI1NzR1P/etYeHY3omZHLepLGhDzR1mTSWq0SNEj5OAmUN393N7w7WlExBdB4FCALUNFTTKpoacUUz9vaQwGq5FB7IyxqhueYDi5t3+p6kgT3WwSzyTCbFQnSltCh3t4/JKOcdJQz7P+pa5gfb+6AroCugK6Av+NAjoR5ZtQAAAgAElEQVS0/m/U09fVFdAV0BXQFTiuApGYhPa3wzosIsvlPJnRE8cdxM+4wA9xAmrD0por0s/+UAyhyHe7QH/Gw2COxl3fHETZsl1IzE1RHyepGRcBVMpHpjzp7dsExNqlkNCX/ltui6Fbt8NgWov3IOCsuXMJ7JKT+uK5Eu6+Q6WmmouYXLyUkcwihluL4DRBbAK1fXLVbWtNHp99WoXoBGMrD6qwoXsPmY1r7uVxDBmqgq1PPxFYdvN1N8SPiP843nnRjpeW++ZrdfvxOIco9UArJcIMwAQ4YipM1oA6Qev269J6pAGVaFCbKIZDYMdK69TXlmPEyF144sln2TLkRia4qxVta/Mmnh1P+yaT9PtOiRdg7Ng70bVrGf75z3mw2wMMLFOjSyJ0L754GR577E/weFyoqUnDq69eii5dKtimbbYgunatwmmnH2KZ2ARH9uzm0avXRmRllePSS19hQO+tt2Zh1qxF4CEjI7MKPq8Lt974CMoO9IYMES0tFgwfXgCnsxoPPvgX5OcXsO0rioi41AfNgRfbYk+0Y9KaarLz2q5x5gKLiBLxsMNeW75PXMZtoe+fbGgfD0LrfBcIP/TeUuxe/AKitXUQ6Zrp2xdbfjMDO0aOxD1SNUa+PQ978lMgiwL2cV3wnPliyEErLrvgBeZmliQDguYkvL/0XAYlL/r7vUiprISxpdW5r3BorCdoHYXP0xO8IMNg9CExuQTJGfVwp6gxEmPPP4hYVMC+wk7Y8XV3mNMSkPmb85ExbQZEfxESt80CL/lZBAj9q0S8AOVrA/B4s1BVlQ/ulN8h+M1TyHLsRgAKPLYgbvdHUcDF0bPrMNiNDlzWYwCmh3fgLzelosHZjN1d9kHhjEjyp+KFl5Ye7/KH44u7YPxkPYQ9FVDGJUA6PQPCl4cgSH5wRhfk396MhoTpuOT9GW3bKmvejbpgDYKxIHNZ5yTmIsvRBY9Mfgipxuzj7lNbgKC9luGtvbbNmIffbHwVtUE1r/roEjgRRsEIC2eB6BXVqI9k9X3Xrb4rzlyfhazERgaWF3J+NDn8uPitCyFLdKcH1+rEVhCxRBBwB7BhzEZM2DAOlmYRRl6AHDLA4LSxCJC64kPwwwe/2w9zwMygtRgXIUqiCqy/I+aeNwoQjAJzbfMGgUV8CAYe8dbrmt5r9DuC2loUSMop6ZCDMYh2I+RWEG7PciJQ6UPtxkOIeELs+HiBh8FhYpnX1NDxly6664gmUGs9rY74X3pAP2D/R+deE8xu8EVOKI/9B+zmuIuShmkJ5uMupy+gK6AroCugK6Ar8GtUQIfWv8azoo9JV0BXQFfgf0yBQ43qF2Kqnzp64peW7kSd5O2bK8YkGS2hOKLxb7v+fqnjUSq8WDH/8yOc3ie7GRdBVKrPlgtYs4rH+nUCTh0n4fXFR8ZutM+Mbp9PTfEPBJsJWtNd/pr7mKA1Pad/KX6Dipojfl+cR+luHo88YGCw1eNVkJ0jM2ezBr1p3fsXxL43eqP9OdIAGcUvxB1qrjQ5xK++wgiKGaYIEoLjbTneJAE9WhtIZmbKiEsc4jFg1hwVrraPN9H2RdEmpXs4Nsb8/jJqaqLwNMfgdgfgcISw8MXH0a/fATT5l7SN4Yq5qruSirKn739YnS0gfW2mC3D9H+7A5MnLceONT8JqbYGxNbuYJpk8nhSMHfsFKisz0dJiY3Dub3+7EYMGbcf27QPx2muXo7h4IETq0EfYTqHoDz9MJh/69StAdXUGBgzYiSuueB65ObtgEiKIykYs/3QKrrv2HzBYeOTkHMTvr/oUs2e/Aw4bWYSGohB4FiHJWVAUB+q9a4/5lqDztqG+BftLGpA1OYiGC/ux5V/yn1iUC7khX3tNQVxqneBoB8LbN85MvvwcmEKN8CV2w0eXXwfRZIazdy76GS248OXl4Guew0djh+Nj8+ng4jGc98jLsK61gON5GAwSqid0xweXTWE6pRyqwJR3XoD7YBNMvijqawfAnVQKgYuj9hA1xhNhs1fC6T6IzJ6HYLISwOOQleND0G/Gni3pCPlbJzPcndD5zCEYNvB9CBE11oJK5qnDaTVkWYDM4lYEeL2d0DBkOXY8/AQ86+NwDy/C5pJMLJq+BHFjHIbENHRz9sC9idMhLSnGoWgYhTtNkM0xGLxu9JjSH2MunXDMyayjoTE5nbEODFoTTCfXszigP7gHH8TWQztw+0o1+oagdVgKozHU0HYMQ9KH4cpTrsLkrtOPeQ0c/X58fdtjWFhbAYcgYoQjATslB1ZU72Su6PZl4+zMYWySjJCpUWmTDSbJDEmOQ7JIMHYz46VT70SXg0+yjOtgxIuiIIdndqVh3tJZ8DfZoJBDmt4BnMLysem9LXIiRJOBAWaK44gFo8zN7OjuRsDjY4/GpEYk1CYgZAshsTlRzbFmG/qeQ21tykiRHvT+pKIGjtqdKhQ1Eo/EwYsCLKk2BrHNLiNO+fOYNmjda0Zfln1N0DpQ4UWoPsi2QcB68G2jkTt34Anr/FMteLIit36q8Z3Idun/eawmAVazCH8whmBE+lnBNcFy+lzTS1dAV0BXQFdAV6AjKqBD64541vQx6wroCugKdDAFjs61zkiyoD3I7mCHc8zhHq8Z4y+dV32iWld9uBu73ipigEOL2DAN7YuBc3NPCN6e6H5OxnJXXGrEmq95Bqq1OBVyZFNDR8pattlU5/WnK4/M6G5/LkKReBtMoDgPLUtbGx8B5OPFgTj23NUWk0DrUQby1wdn4YLfGFmsBmNQrRCK4FL759p+tDH37CWzMZP2WlyItgy9RvnedLwEvynbm44TiMDKgCaQnt6INevXtDmtqYkjZX8HgwTMObbOvQ/GmFOdYjakaDG+/joRsZgfq1ePZdEgasNLCWvXnY5hQ7/BO++chzVrxuDLL09DXV0qJElkGtMYaP8DBhTg3nvn4/bbH0RFRWcEAnbEYqrdXRQljBq1Ha+9OgPJCbUM0kdjRhys7II//flRBMNJsDtiuO/+15GX54C3ZSYS7JfA5w3AYgnCbBZZpnUoMh3+0D3fedkQsH5iTxTeQBTG4hg6VTUg+644A9c/BFoHw9J3TiBR48wygUOA4xBursGg1StRn9UFHE1CRKywGGxQBAder9iH/Uvehm/PTjZOno+BF+KIhJxIm/EHlL5zCMr9FXgtdQr7fVJlFfJWrUXW2v1AnQWBdBcM3QPIKNsLo9EIX0MWbM4muBKqYLG1tIHJPsMbUbPfibLtyQgFWqGU0QVHCofR59ciMfEw8KX9SKEWlputVdA5HtVpT2LD/BdQXxyFV2qBp8s+FI76BAcSDIgnJaGvLw+Xb50LqbkYvBSAX4qziB5jajbspgS2qaPzjhesuwsUzUE1MLYb93ZVc6S14h72H9GAkV5vfmMJywQmwEYN7aa8PgGFDTsQkdT3rMAJyE7sjfW/24xmf5RtX9vHeb3VuwnuXHZT22uZ3bugm6snttVuwoaDK2Dh1TzfHIsNHkMGdtUXQ+IP39HCyRySfSlIP5SG01ecDluLDUFrEF+P/RoNKQ3wJ/hxXdYtmN/3G7adzfvWQQjKkIwxXFJugQUKTDEefdeNQM7moWqsCQeYXBYGjOWY1Bb1wUAzz8GW4URi32QgjcfWrRsQVSJIq0qDKWyERNFQ5Iim9/VRc5m0Ltt+a3NGNqB2mdcMlFsMDMDLlN1OET52k/pZmOlE/rVDQcD66KrdWAV6pA3LZI9fQ/2SOdAn8/g113U0JrNGxzRR7Q/+PBPV1ICR9qmXroCugK6AroCuQEdUQIfWHfGs6WPWFdAV0BXoYAp4W2KgbGutTtSN3MEOkw2Xoj4MAv+t+JOOAqs1zcvfLcHeZbvg8SjM6UuO3gPZpyPoSD0ia/lknyNy/V53tZHFgFBzQs3hTK+Ty5rG0j6LWdv/P54U8eJCES0BcjOrrmuCNIztKMDUcyT86wXVbdv+XNB1SdnhkpYdC+C7oDU1gmyfMf1dx524dea3Xv7rl+/i8YcNbYD6aFDN2FZrPDU1EaTjllshVf8B6hMNWpO7mh4BSu5gFYPd7mXPunUrx44dg1pjPQjUR3HZ7xJw9XXq++6M8QLKSmXE45T9TU5b0odjTRQpI3zAAA7l5QpKSnjWYPGFF+ayTOWCgsGIRATk5+9ERkYVfD4Hrrzy3/jss8mtFnF1/DQxsHjxuQxg33DDk2hqSoTf72BZ1lSiKGPYsCKsXj0CihwDBxmyxGFXUV+8+fbFKCgcjfvuewo9s/8Eg6E/1m+MY0/RPZgxYyFb32SSYbF2hiRntLnHjxZ7zAoTGhOjjPHRI+EBL2Y4vkDxsgvR589y27VDkR9Hx6No2yJH4vdB65lOI7ZLQUgKXS9xlnucUlWOxKpgW9NACA7c+XIZajeXwuT/oDWOg0PqsM4QbTbkL3gCZUt3YW3BPiy9SAWDo99ZhuSCOhg2OhE1m8BLMirH9EL+S1di5McfgaCTjFrsX/gvGORacJwCV0oY+ac2oHRbEorWpKnQmmYQjMmwpxqRP6YK3XuXqYfFiewhmTIgtzRDDnrAW91onFTMxkJN+wT+EMrq9qDRL2PHqK+wp28Lerlz0G1rNwwq7o9kczrLgw7UqaDXnqpCYMqj7jk9tw2CvrtnMeihlcG7Gfd0yUE/2+G8au5uPwylu9kist2BeO8cNL2u3hGgNbS79tMrsHzvpwjFwwjFgzCLFnR1dcPwzJFYsXc5i/bo6c5mkSF9kvIwwjMaj2xWJzMqLQfhMTZDEQBZkdiNDAaOg1kwwmZ0IxAPQfSLaDY1seV5hcfwHSNwSskpEGsF2AN2CJKAgn4FKOxXyFznsiijU9csfDCIR9DbAm9JIyPFMhSc3RyGtVMDksFDiBvQY9VU5JeOQag2AKNLvdUjSrEQUfW9SNCZoLIlxcYczQSQKft70wOr4dnThFB9C+LBGDiBZrboEpK/33F91JuA1iHnNWVek7Nbi/1g7yGnCbxRBEWF/NI51Ue/d7/v518yB/pEx3giy7WH78fKvT6Rbf3QZVLdZlC/Db10BXQFdAV0BXQFOqICOrTuiGdNH7OugK6ArkAHU+DoXOvjuZE72OEdMVz6cuiyGUHucqpfS3PFH6IpAWJ/aSPW/KMY/rI6HAq6UYdUSKcMQkLid+f8Hm/77SM+js4fbr/uwL5meD3qF2xyAw8cpMZ6kFOYgC0V5Tdffe23c6XPn2ZCMMhhb5kKrsndrAFgahZ40Zw4nnkGMBqEY2aHk2P3sQUiy4ymouzsW247fo71d0Hre1e/i0ceMrBxtAfWNB7Ki6YxUowJZVxTw0OC7dqYCW7k9JHRvbuC7dt5NNRzMJsVhEKqwzo5ub5NuosuegNffz0WO3cOYuySIPJtd6hOaqrJ41pQUpLAQDSBZBVay3C7fYhbeZgusyAyyYDQRkD8q8Lc2DSuc6d9gev/oMLAQYN2sH0fPNgZq1aNw5tvzsHGjaOY1rTPd945hy336adT8OKLv0UsZmSNAikOo3uPGsyf/wwuuPAbGITdiEbDEIQw6utTYbMJsNkptzoHkjyLAZannuqChc9n4ZZbFmDo0A0IBBzIyamGzdHnO6E1RXdcUWVEY5U6MUFHbV0WxLmuLaiQxgNq/0FW3zXpof3uWNB6iNGHRtHEFpXriyDX7kC3sn2wZ8yAyFP2MZBVdgCTn2yA0SYjfuArWCy1DO6bHEDvP1zB8qapCBavWf0x6vLc6LNmOSJb3QjGEsG3nvyIzYph16ai/5XXIs1txs4l76Lu8+UY1PstpGR4GNyl66m51owPnxsIngtD4lwQrC50HWXDyNM3go83g5NaoHACvHn/ZPuluA6KrqG7ACi+RoPW2vGTe5lAbfMoL8uzTl6fhLF7R8PE29giXxs+x7bOqxkYHVmdgxF1g9H10vO+F1pzcT9mW/zIL8xn62f9/nokTLsSYkkx+1kRBERPnwixuAh8wI/QudPRMvd3uN+7GO+VLmbxIOQqthntyEnqg42HNjAQzXMqNNfAdfcV3bAheR1CQgjltn2QOEmN51DDakDNFWnMJsGMdFsnVHgOMAHpdaNsQv+d+Ri8ZwisBy0wh83gFI5B66J+RWw7otmAxJ7JmHvKCJy+6gPE43EonIyKBieuRiNMPaqQzPNgfR0DWZi76k40FNUgpAQhKgYIUYG5nikzmqA1J/CwptuRNiyDuZr9B71oLlad8dXfHERMyzdXD+BHFXNky6qrm4qaLgomkT2ozlp6wUnrU/CjBngCK6W4TGgORFlcT0eu74PvR+deB8Lxk9p8mT4nOiVaOrJ0+th1BXQFdAV0Bf4/V0CH1v+fXwD64esK6AroCvwcClDERE3z4UZK/ws5lcfSjeJP6Iu2w6Lesv9raa54IueaoiLIzUxfdveW8gh6Imhu4hDlTOy1hEQFkTBYVjQ1TNSg6LG2TZnO7fOUvy9fmmDxjX84nLtM23S5FZx9joQli9WM6fY500dnVJND2mjgUVGhsCiM5mYV1tC46WGxAAdroifU6JLG0h6Snzfj+M0xj87vJTD45tqLcPMNhiOiS+gYDAYVwqSnK8xJTU0pKyupkduRSpIT2mYDfD5yYBN4A4xGgt0xuFyqy3rIkE249dZH8NBD87Fy5WTWDHHESBn/fkUFuHRO95Zuw1df5jOITMCawLXRGGVxIv5cG0zGKJL+LqGpyQF3pYLwjRzLAe/f/2tc/ts7kZHRiISERhgMXuzd2wP79vVk0P2TT87A+++fB6/XgVdfvZgRtoqKLnjmmXkoL++GWMzEIkYGDy7DVVc9jZkX7GKuXp6rZo5hyqnWKhofAp7jGLT+98JT8eorY5CSUo+rr1YbS/bvvwsO11nwBv/2rcuNoPUdkgF7SoBYi5rVfd7GHfjTuE646YFM1sBSm4Sg46Kol/bX5L9fjrJr5sP3RNZkM35+a7NOSUYfSQFtf6rgRdSaCFTvhPLlnXBVNSH1gA/mpO4Yo4xnwLrz3gNoMU1DaF8R5GgUohiAKLbAmSkj7+Y5SJt4xhFjr/38U/gKdmLLv5oQj9H5as0ndrqQN6UZ/R9+Av4V76O53ouGtV9j5Jgv4LASCAekGI9YhMfmFdnYvbknRGMIPS8ah4GzsxicNno3q/tS4uwRcwxAsPPvGLDWSnP4Rv1RxAJRRIwRLL/us7bf903Ow9Q1k1G5rQa+oBeRxo2w8TJSBxfDl1uG+s/PwfTrz4F9lDphQdCb4kHa16nvjUHXJoG5ssnhe+7rc6kTqfqgIw6HoLjVqBGqTbMm4c7BzW3b80aa0dXdFdF4DHuadrdBaJ7j0cOdDbNoxsi1o/BpxscwS2bss5exZTRorW2XoHWmvTPc5gSUe/ex+AwjjBDNImyVNpy6fAzSK9MZtCZQXJhfiKK8IpbxbEqwwN0rEWduPAu2r/cgLasOcSGOnRv74q1Zb6JT9uH88CE9zse0QTfhxQf/ga7vZIEP8uDjrU1BOZqsos9XjjmhDXb1847+tXayw+gw4tDqCubKplzqY5UGpY+5EBNYdXdrxcC5yCPtlHS4+iQjcND3q3VeU0NgasJ49OficY/5V7YATTwdqwmjlnttMggsHudkwWuzUUCi48i/qb8yafTh6AroCugK6AroChz7/3cUFoqml66AroCugK6ArsBPq0C9J4xY65dwAm/0Ja49yP5p9/7zbF1rruiyGn7WzMqTdXTkhl7wwOGGTTu3C2hsVDOLqej/GChyIynp8P86EOwbMuzYDST/eK0BX61UnZFa3X1/jMHB9kWg+JY/GpjLl4pMp/Qg1zA5fGnfFGVBrIvcz7Q+RT1o2yYH9qcfGlncBx3LwYMqfKeif2n9AzVqU9D2zu8TAdInqrHoL2K51u0bMdJx/ePvInMk98uXUVEuwmSW2OQARYL06q3g61VHZnJr+9OgNQF4LeqEoDdta+bMxRgwYAdmz34DVmsIK1dOwVVXvcT2oQH9114WQNEpjY0x8HwcDocPLpcH+/b1gN3ewnYTyHUgdZgX/R4NQZIy2GvnvSThtlsMiMclPPXUNTjrrBWwWptZRvVnn03Btm0DMXXqR1i5cgJr6vfhh1NZ48QLLljMmjO+9945WLLkAkSjRuTllaFXdhkef+wmJCVVk+eTkTRFsUBWUsBzBCjDkJVODGILfBZeevlUvPjCGBb0UVqag2XLzsOQIaWQMRSxeB7LtdYmFuwOBUOGynh3sIASkWeTDQ74cZ/LxIAzXX8fvCe0NeqkCYMJE2Vs3tQKEkmDADBmrMyA+R6OQ10+ID6gngXKw/6HRURJ9UHU1Ccitms2knc3wFwfRIIoMTh91aeTkZBeCdfgcRj84Dx8eNrtCBxS4bnJGkByp71wnXoBwnIv9Jre9wiHa2BfGdZe+Sga9qmOSGrWaHMF0esMKxSOh6+ogLmNaT/JPY0Ydvo2lpNMtW+HG8Xrk8AbjOCNRhjcbpz2t9mw739SbcSoxFW3tWCDZO7CwLEsOmBu/JLFhTTnP4+CZTEUv7yDbY/g6egFE7Fa/JLFbuSl9IPbbkTp+kp8fN1CWLm94AkJyxzShhZh8JQIbMNeaWs6yt5breCa1u9X0A+GVarOParXgW9uxuD65SgVcqCAR3++AFw0CsXpZMsUhrOxtjPw6iXqOoGYH9XmQ0i3ZaC0qYQ1Z9SKXNJWgxWp1nR0EbshuMmPOksduDiQVpeGbQO2sZwYg2RE5/rOCPeMIDuzD1t9/aE1CMdD4Die5WUT5LaIFgzY2B+9N/dGYmMi7JIdBfkFKOhfiFMnTIDRYULwz81wHHLA4be3jSNy2jqsnrCSubYHKgmYlfwpA94Uk+L6xonkD91IqU9hIJwc3ATbjVYTi/DQinSnSQOK7qhZW4l4KMbOOcu11j5uW5sv0jptX99O9Fuc2h+1DWCT25pgfGLPBAbLycncPublRD/vfsrl6O9pstPEoHVHrh/y/ztaPM7Jyr3W86w78pWjj11XQFdAV0BXgP1/sQ6t9QtBV0BXQFdAV+DnUODoXOv/ldt+Sbuj86opK5hyccOx47tzfw7tT3QfBAEpN1qrrZtVaN0GidplL2uOZ4rp0HKTv2s/5PJ9aaHIQDO5s7X1vgta0/ojBplw6JDqOCZgTcvTF3mt2Z/mUKbYEKrt23jYW/kRgex77+OYU237FhHLlnKoP5yggbPOVnOtj4bzx4qLOFHtaLnjgfBn/0Eudg7kfluzRmExJ2WlPNOGXMB0zK3m07bdEqQ3GlWoStEh7H/eWvVwOr244Yb/Y3nWZnMYV1/9GgPWbvcO8FwA77x7A6ZNexlffN6/dXtxBpPz8krx0IK/YOnSsxnIaunrwJD/2w1bngBJTkBOzIYP8txsTOQIFUUfpk9/lWVd9+q1B9u3D2IuanJUh0IWFBbmIzm5ASUlfeDxJMJojMNqDWDpsj9j9OgvsHlzLtLSytGtaxFzV6tFMSh2xKSBMAg7IMldICsJ7DnQFTHJjTvmn4/t23MxdOgmXHLJ6+iVbWCZ1lTPP3cRnvjb7CPc05R/XjJQhZ19Wh3S9PypJ0Q8/ODhyRh6zWJRHexaeb0cxp0uMWi9iudB4T7C++pvBUXBQEmGp1LCvoNBxPfdi/TNX8IQAGx2DgIXx7y1v8X4ZyfC3qMXW2fF/JtQt0rAp73Wo7GT6sKdUT8PWeHu7Dk1L6QqW7YLFctWIyVpFaIhIxAPItiSBovdg+QeBgSbA+AFAVIkCkWSwAkCZHJkc2pguyLFGeTmDEaIVivbZv8n/omslodhqVkCKOpnkGJIZJCaj9ajfr8RdZWqjrkTWrDs6XOxb62FwUsCqbZOdkx5XY0xIT0cVgM2vbQdxa98iGigFIR4qdKGF2L4zF7gT3ntsJD/ab7YPtfavdeNMzeeicF7FiMhUKnOtni88MGF7dwgpHANmOjawN7oi71noDKejoBJwe4+B1E8Vs29VpIU7OZKEJUiDC5rZRJMzGlNudZUOY/1ghKXkcPnYpenADv67UBZdhmcAScmVE7Ghn7rkTqoE1u20l+BvZ5S9fy2Ro2MyTqtbdvWSgvO/Pgs9nOwOsCAciiD4mxq0Gxvhsvjgtvrhs/hwz+v/SfmmRJgi9sgL5kFV7EDIXMIu/9QhhrUoP+LeXB5XTBGVccr7U8URDW6Q+CZ5vbOTjZhkDt3ACpX7kf5R6VtExMEl9mkRUyGYBRg7eRgUJsqRg759lEiR5yJdj8cBa2NTjNrDunqkQBXlpNN6FGu/8RXp/9qXM3/K3dkkYvaZhFZA9ETLS332moSICvKj27amOwysYgyvXQFdAV0BXQFdAU6qgI6tO6oZ04ft66AroCuQAdTgNyvTe2+tLltBkTi8glFNfxaD/X7miu2b7r0ax37942LIja0WrOa3KmHGwPS6/RlmvKYKe+YIPSxnNZa1Ag5X3eXqF+cCcKSK1aLrmg/DoK+d9xmQHk5z+IywuHDkJaALuUmd+4sszgNAr7adrWx0LYuuAB48u9qJMuFMwWU71e30SdXwbMLVWhwNJyn18ix/d84rikCZc4FRsbkKPf7/AvjLIJCK8rkLiulLGo1s5ryq08dp4L3gB/Mdd3SomZVa78nqJrbV2bHWVPDsfxrcl7T72nZoyu/v4zOWZvB8x72q7FjV2Ho0I2YMmUF2y45oT/44Gz06XMQXbpUoKioO4sKUfo5cQf/ZyhKMvrK5ZilrML0Xg/BavUzWFZVlYlgUMHy5ZOxZ09vvPzyXLZ9v9+O/fu7Y/Dg7czGGQy6mbP61lsfRr/8EnTrnoTHH78FH3+YjAULbsSkSZ8dAa0VxYS41Adya0QIZV0DcXCcxNzbWv3zn5dh8+Z8jB27AZfOXcGyr++7dzZe/r9zYIz42WJCWhJuvIP/znP4t0dFPPHokdCa3PtxMyC1WvGdUDBokOq0/pznWSa22AqtyQ/bm/KPqzlk3eYerFwAACAASURBVP4F+NotKEp9GTJnhNHMoYechZkVF7SB3neNAjZ9sh77F98KT3I14jEBclyA0SLjj2W3QBEdsGc5UbvpEAOVkcoyJNo+hSwbWXNKOv5oxAlJssGVsI+dAwLTVGpGcWuHUfqXLgaOg8HGg1MkWFwCMi+9ETmpb8Hg2wFO8oOTI1B4E4sHUeqKsWVFXxwo6cG2Z3f60FSbhMqyLm37saTaMOX16cwNzmILzAL2bTyEz//yGsSW3ZAVmbmtg6cUYvsoDsnpk3Be7wuYM/voeJCoP4KzX5iKmWUvsv2Zoj52HccVEUs5FYyfk7UVTU0c1oUGsmMJ8zaEjREUDytBuFcUyXuS8MnUj+GNeBGXVVgr8gb0Te7LwlTSbBkMuOY+2Rt2gx0JVQkol/YhYojgq9O/YsvLZhl3VNyD0F0qxNeaRW6v24xwPIy4HGexIcmWFPb7/oGBmLByAig2xVuqNmwkqF8Zr4CnuQl+h3rdfT7hc9Sn1rNYEmvQiuzibIRNYTQnNqPvrr5QsjlYCyzoWdYDYlxkD5PFDGuyHcGaABRqsgggZUgGA9bUlJFq2fiX4SlpYPnTFGNCy1nS7Axkdz+3N5qKG1iUSEt1AJ7dDZAiR02QtoPUbW+kVqe15rhmOppEBsHdvRORmp+KMxZMOqnxFG37/hFPOvLf0faH+98ex3+Te03xKjSJrpeugK6AroCugK5AR1VAh9Yd9czp49YV0BXQFehgCsQlGXUetTkhlcUkwCTy8LTmz3akwzlec0Xt91ozxo50bJpbmBzBr7+iNiPUQCodh+p0Vr8E3/dQ9JiZ1u0BOIFXgrZnnyuxJop9+n77vnaCyRRnQe7jcFh1H1NpTecSExVkZCosGoTAdXtoTXnVNK4zzlDwxFOxNpc7bZOqPZBuD60ZEK5Wx3Xx3O8e1/HOH2k2dbKpzQlNy/fsJWPVOvV6p/1R1IbmlNYaLWb3lllzRSqC8JSpTDCasqLPnyVhwWMxfPbRSyjcGUVxSS6qKgfg0KFUxCWwnPH2RUCf8sYHDljFXhZFCdOmfYTs7EKcddZyxGLq8g89dBvmzHkfmZn7WlcnGKqdi1QW00E6Xn/9PRg2bB169NgLSRJwzz134S9/eQDPPfd7HDjQrXVdBZu3DEGC28MgeGYm2dpjePe9aZAlikMRcdNNj7MGkeefvxgXXrgIubklbcOW5UQ0+JbDab0LorAbPOdnTvOKg1mw25pgtQYxePA6xOM8srIq2XqXXbYYl879GtdNux8rVpCDnJrpSRAEGX+8uRTn3TjuW6dr/VoeF/zG1OYgJa16/VVGXAQOPMEjabIC9wgFWR8oDFpv5jl4HuDAqb0DQUb+S6NxHHqjCNYXdkEIKggHDiDsLIQzw4pTI+OYc5ogLxujw4jktwqxddNsGOQwMzsrIQGCKOGaL8+Ap9YFRYpCMEqQuUQIQhTJCdTcMAZRDLaeDorBscJkDUKR463vOAUWp4SQn45FZi548AI7dnuKANHEI6m7CXlnJ4AaIBIcp3/JXS3EmhB1DUHthnJ88+4wNk5XcjM69yjH3oJs1FWmoeaAOn6DzYhOozuzY0rvn8agtScQw8b7V6Fw7SokxmpQm1qLj8/ciQT3AASifuzzliHRnITzKmdgl6MQwSw1hocaOeas6425+xYzsMrHQpAUkU1eLOXOZ8t0Oqc/UgZ1ws6nN7Gfo141DsLRzQ1ndze2127BB3M/AGVb+6N+SIrEGirOT78HjR/XAPslNI1qQsI3ieiZ0BuR3SGUiLvgcXqwY5Aae+Jz+zE9fD7yfzuEAXbK3V5ftQYErQlYU81xCjAKBnwpZyDsCSOpJpE5mietmowMXyZzQwcNLXgvaRk2DN/QlptNsSBUgiTA2mKFI+CAMWKEIAsYXjsSXTZ3RlBsgd1nB2/mYZGtLFOaXOE0IUF52QSjXdmJbeB6+ZylDJiTw9u/X52EcnR3q+en1ZG9d1kxGgvqEKprgdwKv+n3lJXNRsRRI0aZTXSwfGztI6P1I5w5uCUFotUAS4oNk14+j4Hy/e8Ws7uHht05DrZeib+Y8/r7mhd+6w3+K38hwWFE6CTcefVDc68NAocUt/lXro4+PF0BXQFdAV0BXYFjK6BDa/0K0RXQFdAV0BX42RSobQ4zRxwVwaEEuxH13sMg+2cbyI/cEYH2E2mu+EMyLH/kUH6W1U4dZobHQ00AVXBNsG/oMIkBY6qXXj/27c6a05qWpRgPr4dDZqaMs6dJR7iQtYM5OtOaXMsMwrTe3ex0Kiw/m5rqEeQlB1lhAQ+T6XDG60efyOjdR0ZLa+bvdwmlxYNowJqWoe1RfbryyOtRg970Ow180/qUo03j21tGTQ2Bd5cdzqfVxlxRezg/++JZJjQ2qNSIXOOkJ7l9ya1OEJ5yrcntTUVxJQT1jeJ6VJXfjfm3394GjtavOw0+n7EtZ1w7Pjo3VFlZFejUGkdx9dXPIyOjElOmLG9dTMHQoVtxxx2PYepUshEL4Lggc2CrGbkcYrEEyAziRbFrV194PG4kkmu0bzkKC3ti3ryn2yT1+RzYvTsHFkuIOawpxmPOnDcw75pnIMUNKCjIw5/+9Cj27MnBWWd9iMsvfwFZWVVIS6tFXV0KLr/8FfQf0IQHH5yPtxZNQNeuFdi/Pw3PPXcNevQsx4MP3I5TTvmGAU7aBz0oD3vbjivxyMV/wwfvc2iUEtl4bOYQ7rv8ZYy9oi8oV9zcsIJlOsuCA02DFuGWewZiyVuqSJRdjVYXdfvr47YNMVx/jQk5OQreu4aHOAqwmRTkxGXc3xKDuLgIO14ubptMoWuGHNOjH550xGW2wCKidukuFB98G83Rj+Fu8EIO8SD/9m/fnYaQ3wqDuQVSjPLbLRDMVqSmrITR0MDOhVrUpFKEySlCifoZyDbbJJjtEvxNBtbgkkW32O1QYmEYjFEYrTzS+lgYtBbCh1h+NVVhix/bjHno2et3MH4ewIGX3oI7sRoDx2xDJGzBI6jHHi6Kqn0ZLAt68urJbc7f/rPzWXNTgtZakUuZHNX0IGC9pXYjxBYBp608DXm78qBYgObhXvDnF8PyxGD0SuiNhLIKjKx9H5wUY3cbfMWdhmYuicWCuIZ0Q9fJPbHt8XUsKoOcxfGWKJIHpsOUYMa63mtRPvgA9nn3wBfxsWEsmvYRDlyvToDQGCj7evDoU9BQVIdAQxCrvF+iKLcIXqcXDUkNiFqiGNxlOOxGR5srfNqS8WiJBdg2HkhSkG+i6A4RtzQoKI3wyKrqDFPUhNTqFEz6ahLThCByw/5aLDtzKSoyK9Bia2ENGQkI5+/Mx4GuB+DytUaBKMBp35yGrpVdQc2IqckoudgjTSEGko0uNaKDtkngmoqAdNqwDNRuPISIJwyT28z+1SoWiDDQnDYii61HLnCCz5zAgVzt9DxlcEabO5z0DNW3QIrE2WQE7Y9iRqhoWSptcoAmKTY9sLptX/Q3euJDE+HITmKfp9rf7iMu9p/wh/+VCDHq31HnPXnNJE8095oc3pRprZeugK6AroCugK5AR1ZAh9Yd+ezpY9cV0BXQFehgCngCUQTb3cac6jaD3Mg/95fhHyKb1lyRYHVMktESiiMaP3bjQdr+/8IX7m2bBVw4Q428IMiakaHCVKoTyYEmuEsZ2UsWiwzYEqSljGqCtLfcFv+W+/nJx0XmNtYaMWqgnOI/aD2taSE5sVsC5KoGUtNkWGwq7CWgPfZUDqLAwxc8DNm+73zf8WcDa8ZH8Fqr08ZLePJpdd320J1+Jqic1VnBFXONCIWAYJDynhW4XEB9PcU6qFsh/kvPJ05Wx3Xb7THWiPGjDw6DbTqm5GQFDQ0cA9dUt9wWO8K5bjc/ibLdyzH/9vlt41v7zWhEIjZ2PrQGmfRLAvtGo9qkcuLE5TjnnA/g9zvw5ptzsGsXWYbjzMHtcrXgDzdswg1/XAGz8QMYxD0sYYKK4HAwaGUAmgDxgQNd0dCQAkFQGEzlOAGffDIJH388hUWGVFVlsfUEgZzOcUyd+jFuu+1h5OSUQJJEvP76bCxZMhP79/dEQkITMjKqMH/+A3A6fQiHLbjr7nvR3NQJ0agVGZm12LypL4zGILp1q0Qw6ECnTk3YuLE3G7dWI0duxguv1GP/Q1/gi7e6YXe0B0Q+ju72csy+oQTu/B5twFpbJ2bLwTcjP8MC67EBTlkfDlVVavNOmQfSr1cw4vcSSrqocG/EGwUY+UbBEZeTlv3c/sWS/7i1z3aa4NzdgOimuxD3F2NcSwAXlJsR/SId3oZ0tnjQ52TZ1GZ7FM6kg7CZSyj/gzU5pHgUQQjDZOOQ0aMZXXN9qCh2oKnWhljUgEjUrl5vlHfdEgAvKjDZeTjTjMg6xQbXrMdgqV6MlXsX497qehyEHb3cObgp5S/wP9uInp0/Q/fsQryveLAs3AAlrsDf7IDf48QZG85EL2sO+l87FASt6TPQHzocdUNj13KryancGGpAanUqhmwegtySXFiMMfTPO4Cxc1cgVJ0ET6AvPn1hPDvm3PA27FJyISscHJ2sMKS6GHylHO3AQR97mJOt6H/dUAZwE3NTmIOdnNH7fcWIxGTcNvIeiF9xIKdx+6JGgn0v7AeHVcT+zWUYs2g0A8o+p481P+yRkI1uLjUWhbZx/jtnoCnciIscwOzWiTiC1nc3SqAeml6vHdawFXbJgSsWXcmc1hThsWXBN4jEVZD8f79/GBafDad+MUEdigJsHLaRQeyu5V0xYOcAOP3OtiaIvMCD4+n8KjC5LYj6IuANPESLem2Ss5smIzR4T9Da4DAyXQjkk6OaTVZYDEwn0k4rcqjTa0n5qW2xJtTYka6Tuk2H2IcEbT8ejLEx0IOKJgfSR2UxrY/WNHtGXwyYkw8CoBTxRX+/T+Tv3xEn5kf+QNEW1ISRzad10CLtU13qcZzsOl7uNZkCaKJdL10BXQFdAV0BXYGOrIAOrTvy2dPHriugK6Ar0MEUCEUkNLf7kn2ybpv9KWT4vrzqE93Xr/nYTvQY3lsm4KP3DYi2OvMI7lIeNcHhH5L/THnOBKMp8oOANMHR2RdLuP9hFQ5TJMhjCwygZngEYimCxOFQmxISJKaifffOUXOsCfQSyNQAeHvn9g9pekUu6mefFo+A1r2yZQaOCbZv30pNHlUXtFYjRspsnWAQCIVU6EMOcL9fHbsWZZKcomDQKSoN1gA/Hee//yVi2jSgqIhyrNUIFGqySLoQ1F/yXqRtYsBqWggjfx9uv2M+iotz2ba+Xj0GPG9h+6K4EQLOBKzpQbrRduJx0obc0zzTKB6XwfPqWHr02I/nn78aI0fuB89T475iFuNBUJpiJmpq0rFjx2D067eDQWsqdfvqeaPaunUwHnzwFlRXpyEeN7B1KY5k0KCtmDfvX8jO3s32/+9/X4FFiy5EIKB2yhwwYAeefvpa1rRx2/ZBWLjwSlRVdkVjYxKGDN2DTRsHIRSS0KlTIzwe1SX85pvnYM6cF1rl5/D229cjp/PNSN4wDl++OQa1B1MAzoB+Y0rRe6qLLUcuY3JZa0UNCM8Z9z7kVucxOyetE08lrW7TrGcUfPSgwK5BDZLlJtdgYPeV4BI4NPZLxeb7x6PPogKMfb0A5eO6wj6hB6b3SkQfil5oVwStZzlNLGhFuzk/XVbw6LxrEDywH4eKMxAJ2hEKuMAbjUjtUgSTJQzEGmE0xdSme2FylXPomudB11wPu66oX6C33ohI5vk48E0t22P4UBUUWYJopHzrMBypBqRdeANSzjifgeW719zKlpNarIh5zEiP2XHz9nno2e0r5OavwYeiH/8I+SHHOUTqk6H4XBi4ZyBOj4zB9JVzQY3gvgta0zYJJC8qfplB60GbBmH8VyqYzkr2wZNWD+WiD9Bd4NEnbsFXD97OHNQEosnhS3nO9JweVJSprFVCbjKG3fHtmBdyrGrwr2lX/RGuYFqXoPWSjLeYA9z5jQ0rnMsRNUURE9XPGYvZipEZp7LnZc27Ue7dxyI+2kNr0vy+JgVVMeBQjAOv8EgIJmJQ7SmYZpqB2lkNaNnmQ9qjScjJ34wHxryPTl+OhqMulYFpunZonVVjV2FAwQAM2TTkiGtDtBmgxGTWgDFjbBfmqKaYEILUVJHmEAPS2s/0GoHnpl0NiHrCiIdj6n5kBeYkC3NN27u42qB/PBRnkJsmAShehFzbdP5MBgEN5R4GphsKatl+ww1BFr9CMF5rDNreaU371mJvNHevxSRCkuUf3RjwCDGO8QONOdlp+klg74mO4WQs93M1k/yu3OsUl5nd0aaXroCugK6AroCuQEdWQIfWHfns6WPXFdAV0BXoYArE4vIRcSD/bYOin+Lw/1tYrY2Jjo2MbEc7FH+KMf9U2ySo+8kHBuZu1Op4DQupISGBWaoxYyknWsLMc40sHiQeV8EuFcWEEPimZoUDc1W0R8CQikAsNSAk2EuuZ3KLPfyAAYUFwMaNKswmGKvVwFPktqgSOn+JjiNjZ9pHfBCMpiL3M7nG/3itgUV9UGmAmhojUgQKZSG3d3jTeNxufAtaU3NEAtgWiwovqYFk+xgVeo2iVMh5Ti5trYmi368eB8FncjPT827dFdy/IMYmBqishllQpA145ZXZ+Prr0/DRR+ew1wnqk16ae51eo+3Jsqoxua7JwU1a2e3NMJv9mDRpBa6++hkMGrQdimIANUIEWuDxOFFa2hsOhw/795MTlcNTT93G4PP06W+itm4gvvxqGh64/yFUVQVYg8by/V3x+6teQvl+FRSrRZEtQP/+hfB68yAa/Cjd42pzoA8cuBWvvDKXRY6QO3vfvmw89thf4fdbkJ3jwZZNuWy8BMhpUmL8+G/w6mt/gMAfwtq1QzFiZAma/IuQ+OUs8LF6cBKBXbK1i5BMmQilT0eo0wVI3DoTu/ZnoeBgPzaq3N4t+MtlT7GM5/b1kj/KgJ7DImLzJgEzZxy+Bmm50SlfoWv2ASgGHpIsoDY/DStnToBxpHqeCcXbFQX/9kePANfUiPHudrflGw/5MfH1nZi0dgesYjHgL0UcaeDTR8BbtBtGrpxtjwCu0ehDpK6OwWx6jJy0U83t5hSKrwZvMqCq80LYevRC9XvL4C3cgbJwOQ46ggx2d5dSMDBvErJvvLUNWhOwDu1TJyA4hcOYzx7HJZ3vQe4Z2/GIrRErY2HEYyIiETNcDenI/vxPOPuPl7D3LmlDiU5Hx+0QNG4qrsfmmvV4P7YMjhU25Bb1YfsoPOsz1GUcgiujAcTzr3AY8NpnozD4i1GqS1gxwCxaGFDVGh1SnjM1FqRqD621/dDrY644BTXNhx2rlLHdXNzQto5zXjID6VTZf+uBF89aqF6VvMLAtdlkwajMsaxh5Is7n2XRIAStqT5Q50hYlceA+Q2AXwYsIQuSGpNAudX5BfmImWLYPHULunm740GTD6ViFAWvjmYTFKQTbY2XedSm1WL4zuGQohJMEXqfqUXQ2tnVjVB9kMFoipep+GwfA9KUc82L9BnIISSEEBbUeKE5b16NnU9vROXKcuaUjrVEmY4UCUKVf+1QxPxRlLyyg00MUNkznRh651jmnKZrnKBzXFIYhKbzpjV8PHzU6rOjNf2uyQMtJuunhNc/F+w9+vhP9s9Oq4HdSXasuKqTuU8t95oifeiOI710BXQFdAV0BXQFOroCOrTu6GdQH7+ugK6ArkAHU6B9rjV9waLMxV9DrvXxmiv+UJk7cjNG7VgJsv7tERNoskFzn2qwt70eGhSm/Ou/zje2LUvg9J4HYsydPXOaibmTCVw7HAoMBoBgM22PQC45jglYakD3qmtiuOgiDkMHC+xLvz8YY7elU2THotePzI+mbGFq7khFIJxuK9fgFkWAfLWSh8ejbr9fvtyWyU37plrwwOHYCALTBN4pgkRzQBNQphxkWv7+e1TITa5mam5I/1KmttkCpKerAMzTrMJo2icdD60/a7ZK6z98XwXkBJEoYoTGRO5oAvX0mtmsMHf5P56NMqhOx6uNh9YjsE5aTZy0E9ddez3sdj+qDvXDn//8Egi2/2b6InDwM9C5bNnv2fb79l2HG298HOPHf4y3357B9j979qJWgL0FO3cOYMsvXz4FSUlNSEiIIRRy4ODBfizrmwA+6XLvff+C03ofW1+SM/Dp8in4zbQFbOztb+Gnc0tOc59XjVDR6qKL3mANHQ2GOAoK+sHpDGD9+vFYtXoCYvHhbPyk+/DhQPdecVx6yQ3o1+8AOM7PmjTKigONvuVI/7IbIAXAyVo0AofqyV6WZe0svQu7ShNx18KLGPyr8nRBSvdM5Lxvg+aqpvHkygrulxWQc9QfioHuArniUiM2rKfzzkGMBfHbzJcQ7mpGXBYQ4wygWag3z70I/NmA0AdwtR70rHActx0Vn3GH1YCvjDyi1QE4qvyY/eI2ZJWrDfXaR4o079iF3X/7GyIwIQoT09tfXMSWi7YI6DeiDEnpPtZukkowGaFcWcGeB/aVYf9zT+Ov7g8RpzeXLEEwmXCVdDpyM4di+7gUPLbhPtTvSYQUIFc9YK3NRfrqebhw+BwUdPJiT+dmVMbt8Br+Q2qjLli33QzTrnlsHJTvTtCa3n/tY51oO/fccAtzCPcvVhsxJt+didoFFXDJbiwc9RASM2phRAR8E5BNpvADw6AER8HYrL7XEgKJcGa6mSPYs6epzR1Mv9PcvUe7qbMGpSPvltFt19PRT7TIEnqdGkCuFleiyd7EAK/CKeiZ2Qtn9DwLdYFGvFq4sA1Y0/L9jGCZ1qTyzghQGKHnHJIbkmGMqjCd4j66HeiGRXMWwRw2Y67dipsCKXhrVxJKiruo7wGFQ0NKA9aP3oARG4ejy74ucHvcsLXY2DYMViPLtaamhwSPa9YdROlbuw7nS3d3oy61FvV7a9RznBlE9ri+OK3LRNaoktzR1HiRihzZBLoH3jCc5YETzNaKoj+yJnRXlxPUuwcaSxoZ1KamjzRBctrTZyFtWOb36nm8X2juXlrOHzyx2KzjbVP7/a9xQvtEx95+uV/qjiurSQQ1stRLV0BXQFdAV0BXoKMroEPrjn4G9fHrCugK6Ap0MAWa/FGWjanVL51beaLNFX+ozP8rzRiryo3YsUNhwFhrENhei/a5z6u/4hGNUo6BugQ5zXvnyPh8dYTBV4K9Wn40wVeCoQS0CQ5rbmdab8ZMBU89xR0Bq7V9Eki/4zYDg5sEZDXXNY2NioBj1y4cg57tXdwUTUKO5qRkhYFrKs01TtssKT7sSiMwHW+NxFadygqD4W8vElFbexjCkqt4/p0xlBRzDFCz/fvVMZTvpzgUNfPabj8Mm7XjIJDm96vuanJpa+CXgC+5p2lshQXqdg9WqLnXnbsoDCbSPp59Zjy6dqXsaA4mUxC7ikYh0JKIseO+AocIQiERBw9moqnJiVjMiddem4kvvxoFv8/JMqVTUurg8SQgKakRRUV9GTCnXGrKsr700jdwxhkrUVAwEP985gHcfMuTyMsrx4D+6xispiorpVgTDuNPf58dp5bjrR0fZXbTa6Q5FW3/pZfm4swzP2EwmaqhIQ2JyW4Gx4uKuiESnYRevXMxbpQaC+Cw3AWDqAJcrQK+W5C0aioQVScpOEjk70ao04WgGBBDoAhXPHoTPtkwFC0hC3hRZPqffbsE+5UKA9cD/hOX8BDHIRSJIxCOHwHc337DiP3f1IL/7DMktlSi4pROCCkmKDyH2t7p+Mo+AfKlgHugD6c0bYagxCGIbrzYwiPuyDtirOS43vH0RgarNWBNC1CMBTldKXM6Zs/DGzeuQuTg3rZ1k3J7Iqn2M3gPxJGcXolB46sZtFZkHt98PArhW+di8njVcb9k+4tYuv1FhGuqVT1EEeNDvTAp0hsj//4U/vL5fLx+TzKbVRBjIlyF5yLXtRITuz6BVd2b8UnvRoi+LggHekKGAdZd02Eqm4NTJ4vsLgdyisYl+Qhoff7zU+CvpIxl9U1yydJLWCYywXg6potX3soiQ7z1Mrq3AEEZ+N37/VHKDYU3zQEhxCOhLgGpuRlt7urg4DDecLyius0dJpY5rTVa1K4fg8jj9Jd+c4TG2g8UCXLHqpuwvW4L4nIMAi+CCwGiIiIhloTuXXqyqBCnyYEDvv3Y07QbsvLt3gTkRKf/WGNSDkirT4MQUyeaxq1SI0venP0ma9CYZeTwUaALPPUu3H3IiLS93XGgcyW2Dt0K2Sijt9QHeev6ImV7MsvGNgnmtjgOclgHKn2o21LNXNYUmWJwqI7s92463CV0yFuD2WvZcg6C1QHmzq7fWsPAs+rM5kEudX+5h0WuaEXQmpo70vKkG008HFpzkP1aix4hrS/cdOV36vlDXvwp4DUBV4qlOnqy5IeM69ew7C/1/zdkBiDwr5eugK6AroCugK5AR1dAh9Yd/Qzq49cV0BXQFehgCtBtst5W2EFDT3Ka2ly0P9eh/Njmij90fNRost7bsRtJfV88AGlBsLe9S/mL1QLF6rbFQdAyffqo0Lo9bCYITEXQk9zWVFlZCiJhHlPP4jDjfAWbtki4926egXICuFoDSO0ckLv7tlsMzMlMQJQAMoFSej5oEGC2ypj2Gwl336G6zSg6gwF1ckx2lVlO9dFRJxqAp1gQaj5psajNH6lo+c8/O9zUStvnX+6I4err4rhsjrHNKUzHR7nbBGxdrsN5x+SiptdVRzWHUEjBwEEyy/umBoBUWtwHZWRr7mt6nZ5TpEpunoLTT1uEi+c8jszMKkhxL0QhRrkP2LmzPxISm+Fy+eB0cggGjaipceDTT6fgySdvQGNTEqQ45VdT9jXPmiXGYgaYTGE2JptNdXDef//tyMsrZo0c77vvTsye/S6u/P3b4LkQg9ZebwbKyqgZJnD++e9DkvxtmdnxuIiWFjty+sgIh/1ITdmNefP+icGDtyAjo5rtOx4XfvVATQAAIABJREFUIIpxbNkyGKNHb4XBmAFJ7oJQ5AKEohdAyy4WhSI4rWrcA5UYLgIfCQEHQ+D3BNRsX/BQRBckcxe2zI7qkbjy0ZuxpzITkiRA4ej41HNA0SvkOn3u3zI6d499qwGsUVyPBMfNLFd4zYI8bF04DAEOOGRNhc+YhJVnnA0cAHyXchg8YRPckWZQmsODBQ8gh3ejadCib31ElC3d9a3mdiNvSEI38R9s2V1fJmG3kol3Ns5FpKIM+61nYUi33bh8xIeoeGcVZH+lCvnFLJQX55ORF1GDiF037ca1l/6J5Te/t2shuIZtUCSJZYwPbRyK04O9kDRmHvYsKcKqskz49jXCEWtCsrESZnMDlAEfg/pbvpVfh/LEKOSmweC8Nri/+BPSG9Nw/cx9mPTUmcytGY7ICMfUiUZyM7++aiF85R5IEQmyJKF/YX8MKjsFXc/qhYkLumHcW2OxNxIC1zo3ed0mHiML01DdMBFFGTaYHGYMzh4OyadOPBDE/1h+H6F/+djPLVlBVMysxDXb/9AW/0HXJ8UdjH/529CaNHh225NYX7UGgZgfvoiXbcdqsLU1XqRIEFrObnCgIVSPfZ4ySMrh5pIE9NNq0+Bz+RCyhFjEhy1sg9udiMy1neFssjLHdG1qLVZOXAkTZ0aKJwXzl52NoN+MLb1KsbnXbrbfgDuAuFPCgD6D0VLtR59XstGpphN6DlPjU6goFoWaKDYV1rW9JphEBu0/f/RL9hq5xVPWJ8FyyIxEJYm9RsA5UKkeH018WdPtmL1zHpaOfRHNJWpUChVvENBvngq8W8qa2N0yVasq2jLEteUuLr62bZ3/9kl7eE2wme5e+LH1v9DI+JfM5Sb9aLJCL10BXQFdAV0BXYGOroAOrTv6GdTHryugK6Ar0MEUiMQkNPoO38ZMUJTq58h+Pll51Scq+S8B5E90bCe6HGWLmk08PIFW63G7FdtD6xqeQ+kuDpEqDmg1MCYkKHj7ncONBWlVzdVMzQw1tzWdF4KJb70tseugqPDIyA5ajzKh2xc1dyS3L4FhMkVq8RSCALhcYJnS5/5GwmMLxLaYjvZNHk8bLzEnqTam114WmWOaqrCAZ9sl2EmubHKHkyu8qJBv248GrR94OMqyf6koimTzJp65ocv2qCCatqFlS1PsB0WH1NSoWdnJyTLcCWDLr1lNEFmF3FpDSgLV7YuOjbK+aeyPPzoMAr8XPFTQ7PXbMX/+g5g79xU2xpycUsRialTLo4/ejCVLZqKqKlONSlDIpc6zxosGQwSKQoBcQEJCMxwOP7ZtG8i2uXnzUMyYsZQ1WszJ2Y2rrlqIOXO+QGVVN1RXO7FhfT8sW3YRwuEwgkELa6hIFYuZMWiwC6GWLRg/fjkmT/4Mqal1SEqqh8kURSBgYw0fn3lmHgYN2oHf//55QtLwtixAMHIVCLjQHRnkDqWyGBcjJuUhOTa1TQ5uuxfwErRWM7VjthzwcT/eWHcRFn50JtYV9VWPS1HPGZ0vygGn86FFX7TX1iiuQbJrSttLEb8Vq+49A9tfHoHVvoH4hhvDnLD2HAVnD5EwcPo1MCCKfp5C9A+UgBPNqBlPgPnbpeUEt1SrzQfzRxUgvdNerHu7p3ruvMDb8WtQ5OnFfqb3xZpNEWy86Sl41y1DPGZC9UE1FkPiBMgQ4M3xoffzAzCzUx7uevVufLZ6IvyVvWFPK8JDPcqh1LkRiqvNOwMHPKgoi6uuXKEcIh9EsPcmcHY1ruSFEQ3gJBdmvXYzJIVHZ5Pq2p659U4GrYNhid1pQaVFcFSvO8jylakh4ICSgRh8YAisnezYN2k/XnA/jrgigY8Aogzk1fC480sDylxmLE0ajBEJYzBl8rlse+Q4pxiQ569/4gjh6kc0Yv7s+9uaLfIch5T8VAz885gjlttcvR5XfDIL3ogXkhyHUTBBUtT3o8tE1waHplAjZEViDmqe55FsSUVti3qMlGktSAKsQSskQULMEIPMyXD5XRhiGo7qqafBUJsE+Z0XqPshCvILQX+xert7oU9NXwx9bhDCjSHIkoyCfgUoyC9A7oG+2Ntvb5uj2dngwIQvJsJpcbGGk5TZTVncNWsrWea13DohQOfHlunEgE9HsWxuDVq797tgM6rNTMONana5VuYkKy4puY5puHz2Uua2piaPKYM7YfSCiUjsm4L6T0shdHVjy0NrULvpcINSOl/UbPNklwavBZ5n0Tt0Z1X7+KAT2d8v5VA+kbGd6DLH+tt5otv4McvRZ12nRMuPWVVfR1dAV0BXQFdAV+BXp4AOrX91p0QfkK6AroCuwP++AtVNocO5xyIPh9WARl/kJzvwnxtWawdyLJfyT3awJ3nDBJNdNuP3nh/NnUzQmh5iAuDfDqTNVPD7KXFcnP3dbjtyJrcEOIRaM48tVhlvv6eCaXJRaw0TtcM52hVN0Hp3ieqIbg9ECOzSo1e2jGuvjzOnNu2LYjYIFBM4prp4bpzBZg28E5imhxY3QnEi5LImqEyQmOJDNm1Qs7GpCAykpin46z2xttiU9uOmbe3fR25n1VlNY6JoErNJzaSm1yVJzfa22gCvB+y51mDS5+MgpQNo/A8Np8aT/8neJqc2bSs5WcH1f1yDG66bCg5B5lx+Y9EsvPrqpbjiin+je/f9DNiaTBEsXnw+vvhiIgoL8xjE5jgD0ywhoQktLQkQxTDM5hbk5RXB6fRj1qw3Me289xCNGDFhwheoqFAdzAT/xo//AsOGbcHESSV49l+34J2lo1mjxm3bVNhKRa7qHj0q4U4I4qEH/4jevUtw3nnvsLH06lXGxh8Om1Bfn4rf/vZFhg1XrRrPGkPKcjJi0gAQ9GoK3IVo7Mi4jXS52+GrOxAHV+iDFO8KyZzBmixS1Mb2hrNw2bV90dBsQ0vIzNzW2vkibQkI07/bi9WGfuSErnhvCaa/8gwsiarTl8ZIx7tv/R8w73c3Ylt9lyOiaOgaWTDzOpzRfzk6J6mgmrKkayaoOcTfVe0d1z26r8PeVTJMLrUBqc8HVNRnYiFuZj9rGe3Ck7dCjBQzd3xtlTqRIHM8g9bUXDD9qx646D8g/qEHLFixJ53BTLdPQT//bmTbmxDxG1h0BOUgU3wEuXQNfB0ghRHMKgVS97NJjM/PdkP4yoiJX0xsG7rFFceFhXd8C1rTApd9OBNRfwT122ogxyWctnk8msVG7Bi4A1EhiqrMKgjGGKgLozFMwSYclj+birWRs1HpSkC6MROJfZPZvgjgJuamYPm/30UgdjjeImlqOq648fq2c5Q1MB2p+WnwBVtz6C0ii3pZU7kK5lX3IHxoM6KS+jeEwDU7J7yAqBRFTIqijxGojitIEgAjB+yJiRB5ASIvIqE8AQFbAAF7gDmsOZmDKWbC1JZpKLyoH5B/EewtTQjUF6Jh33IIe9YjRXTjijHXQrg2jKayZkQD6r4JPItmA+oz6hnANiaYMaJhJLKCnUGTFqf94ywGkj84903Ubaxi69B5o3xqo9OEMxbNZL8nVzg9+Bdk+N6jDwG1Qg3qJNX/Y+88wKOq0v//vWVqZia9hxBIgITQm1QJ2EFpoiiI2NdddcW24oqLuBbU9bfKuuraUQEbWFFRBEGK0iEJISRAgPSezCTT7tz7f95zuZNJBMVdlPK/7/PkyZRzzz3nPXcm8Dnf+31p3bTIeXH8cQsrhtpUEdj+7vYv2o47OpbQ6zW08CWtC43lvw0NXhsEnhUi7GjFc7x+T6VC+b+d67GO+72LMGpjoCKMMY624p8nc056X3oG9AzoGdAzoGfg986ADq1/74zr59MzoGdAz4CeAQZAvX5Vufdbej93LK5IHpmaevP3WAZSWlnMAhqc7VXCv8e5T9Y5TmR9tEKMW/vzKO3bBlPmtPqRGWhTBWpj2r9PYL7UmzaR8pFeVdA1XcGlEwkiq8rYuloECyZSi44FIAlE79zBo65WtdHQriVmIyACF48L4MVX1bxr1iT0mLywKQhqE7TW4LhWBJBUzpqlB8FDgs9XzZCY5zZBaK1QJMtLgsK8rwliUtvrbpTw0vMig9IEIqnopOZVrTEmmhvNWftN79N4CUhrUJVZhVwEKNmAsph8DgD+CMDLBLZVj2yKhx/149bL0nGwxYyZ1y4CzyswGn3IyVmDhoZIVFfHY/nyKcyKo6XFykA2gekrrngf/fvvQHr6YTzxxGMYOWodsrIK0bv39+iVnQey+Pjii3G48cbXYDD42XOK2NgavPXWLHy47G4oih3vvXsREhPzcf31/8F3352LceO+wPDhG9gYaI5PP303IiMbccEF3yAzs4Apu0XRj7KyFDaeCRM+Y+P49FPN8oGK/sVD4D2QAomoadrY7jKOkq9CY8E+VBeoiu6MC9PAFzewxwSsnd3ngyxFpk4woaCgE9xuA5tza6uVjYd+LBZV+U7QmkAyFbfrPOx7XPTMBzBYJObEoa3VlVeuwLJll7C1IoU2bSoQ8Kd1PSd9A64Y8gHO770K6XEl4GL7oO6cb4/7sVs5Y1nwvciII6jffTgIrWmDZMv+wdjY5SrWhq4l2qRxzV2I8LBtMIgNqKnoAa/bgQCvQnhfhA8XbJjCCghef7UMZ0BCa72EzvXViG+tQTIqmAc2JxoR0z8BNVvLIYYZISj1gOJBRHouqsPLsMvSHaXplyD9nThkeXYHx2i0BjC98EFm39ToalO9aw1Ice1t9KDuqXLsQR7EGoHZZ1CBwrWj1+Jg94NwW93gPTyGbxqOYT8OY97QoiTCFEFe46oXs9FubFMeu8pR2VIBm8GGi26a1A7EWk0CCGbSnRgLjgJrGgtBa7L5CF8+Ey6fi4HrJFsKbEY7Gr0NaPQ0IApuRPIKDpHlDw/YecDJWdAYkJkamz/CoSayBqJEueUYtObB40LbOFT3ioPr3Afg2vICGks3ovXITgh+GSIE9GrojeE1w5C0NQXumhYEvKRmF4IWHKRkpkKToUG+33TdbVuwgeXP7/SC/KfDM6Iw5qVLjwmJCxbtRMGiXayvI6sOMHW7FgSvNWhN/WpBCnYKylmU3XhCxY6rNpfhm1kfB/uwxFph6+RgHtrkjU02Lv8NyNY2jc1G4YTg9dnwd5OSGO0wnvQClcf9ggl5g7ysydNaDz0Degb0DOgZ0DNwNmRAh9Znwyrqc9AzoGdAz8AZlgECD86jijkaOtkBkM+1dgv6/zqd36q44q8dF6mUI20nBgx+bd+/Z3vyGK4+QW9uKj5HMSmk2KY2VlqXQ/sNePCvCg6WIFj8kFTImn8zPaYgADtqtEqjSS1NRRVDQ1NIf/uN0E5pTeCXFNILnpZx8aVtmwXU/qZZRtYFQUGy++gYBK5LSnimZO5YMJLeq6wkdXSb1zSN2Wgkj+Y2OE2FJ8mG5MB+FY7T4+OFBq9VP2kVWhMUJ0gq9SfzbcBwvgL/fA58M6C0ApwAWGwKOBFITwYWLQJeeOFNhIfXYN26UUdPxWHz5qHscXZ2Lh5//K/s8dKlV2P69CUQhAD7IfXzjh3DsWHT3zFq5LuICD+IQKAFeflpCHdU4uWXb4LPZwxC63PO+RFz5z6GP/zhTYw6dzs6dfKjqcmJJYsvQ2JiGUaM2MDO5fOZ2RymT3+HeSxfd90bGDlyPcxmL7MocblUkHfHHf9CSko5Pv10CjjOz2xLALoAIpj6tKnlKeZxTfYg9JugXMmyFeocORGOrAEYMlctjqdFbPgVmDL5b/BLgLNZzf+uXYPh96uKd/rp1z/AFPSXOZfCXVSJrCk7MOqBL2FPbAZvoPUT8OyzszFnztPB9dPU8toGSZjJBZGXkJ26D7ed/wo6mxqxdeNE9J2lFlnsGJpFiPZ6y8EyhMe6mEJcFu1YfyADh7uPDR5GmzRHFixHj7jXEJd8mJwpUHUkGas/vhDWlDDEjU3G2EdUu5SLb1qFqmIT/G4ZPZ31GFhfj3hDDbOsAEwwx1jR84b+DNBTjJyfCXu8jDpk4v/e6oHDTaVoLK5DrL8UV+MH1iY8qxPGf3xtO2jtOlCM6lVfoeXAfsSdfxEMSQOxYc4qfGz6EJ32pcDR7IDoJ1imoKBnARqi65jtxqhtoyFL8tHxgEFawSiycZHiWoOhWx5bx85N6mvHH2OYRQYF+VE/NvYxEKslxe51dvVzTLG18ke0+F0MWlPkpF6AZ88nuxngnbzXsHDlkzDXKWhJrIJHkJBCansIqAwICFgTEWGOREBpwMHaMvjZlxC5G5FTuoiLu1/E7oYocZZhf2sFAp5mcHRhQUFqRSpGfjcSDjEc3ROyYGgxMCU1+VRLLT5Y4m1Ivzwz6MlN49EKcNJ1/MNc1beagooqEhy+fN317S4bDUKHXk8b7v8Ge17fwfzcWXBAREYUBIuhHSDXzvVrLCq+u20FSleXBMfgqW+FwWpkBR9pTrRe0b3jgvNoN9gTeELwmjYfrCYRrccogqp1QdCV2mqq+hPo+rRscqosTmiTgjYI9NAzoGdAz4CeAT0DZ0MGdGh9NqyiPgc9A3oG9AycYRno6Gt9Mm6jDS2uSGpqguInC4L/L+k9Vf9x/V/G3PHY/9WbW9tE8PkDePsdBcs+5HFgP9lnqGCXgKAGdzU4SED3n//yYdLlx6a+mrr7nUUCU0+7XKSC5Zj9w6wbAnhyAf8TSxNSZ3cMAuJk/aEFPc/MUkCe2xTUH4Fs8qImYE2heWhrALOj0ptUuTQWClJhHy9ojgTpae6k7qbii+prCrx91OPF8wCsA4QKBf4jHGQqOmmmgmwEwWTc1k9iqvVx45YycJyb2xubNg2H2+1AZmYbsCbKRUUQqXhjdXUcrNZWREQ0oaEhCrfdvobNs1+/fKSm5pLDPHi+BnV1nfHmG+PQ0OBAVFQ9nnrqftbH3LlP4L33b2I+1P9+fib27UtDcXEmLrvsI9x331PIytrLCjxOmvQx87r2es3Izs5jwNxiocKkHA4cyMDnXzyN++59EgP6v8KU2zyvFZIj6G1CQI6DQHYWZIuh2PHOpfewdqFBylUKgnOOMANk5QHk5jrxt4dmsUKRXi9QWDg46J9OGxrahkXqvtXIRgEDjec++CUyJ+3Akk+mY8++vnjzzVmskKW23tp1ShsLDH5Dgkn0oF+XPRhs2ojODUdQVZYIW4wRg+8ZjKxZqp2HFmS7oEFZem3wg+eivqCG/ZB6FZ2AvCO9WXN2DfZU0Lz5OyTsnwWjycMK67nlNFThCkjdrgkqcknx/M7qH1H5Qw7qCiLQ03sQY2tqEMarNhqizc5Uso376lWgKktoNbRAmsdj3ft3MW9nKl7oc/kYWL5q+HvMzoLAMW0I0IZVbbOX3aFy9xMjsM10BNFyGNL8UchZMxOm2Fj80LIB8sEAoo96mpslBVFSK8iHuomLgEzVI0mBLHlghBc+mODhzHRFwhmeDGnWNe02pcgWQwPWWv5m9p2OyzKuABX4C1Vau3xO7K3fg5TPb2NwWwPWdBxtFHxfuAafdH4f1ZGViPCakRrZAoNkQHVVJO5JS8XYHm5sCBzGS00KtlWQLza5XAOjUy/G5O7TsL/2R3xZuIRtopS4WkHW3jIvo09uH1aA0iE60D2hJ1N2U1CeDXZjECATPKYIVSjTtfDZ+CXsdbJsoaA10q5lbezke60FXS9k1UHrXXNhCWSvzLy4aQOAfozh5qByXTuG+vs1AHj52EVorWizaCH/bEOYkSnItUgeo1r0hI419NrWYHm7i7/DE/r82MziceE1+ajTXVG01mdqnEqLE/o3B8+33fF0puZQH7eeAT0Degb0DOgZoAzo0Fq/DvQM6BnQM6Bn4JRkoLzOHTzv/3I78Knyqz7RpP2vwPdEz/NbtqNNBSnw6yACgQlSe9ktBCDUAosEhDSFdO5uHlWVqvo1tJCiZs1A4PeZ5/zHhNY5w004VMIzj2iPW4V8ZMlB4HXQEBkPPCQhLtyMqkbVt1iLjl7ZmoJbA+DUToPkmlf3zu08yL6BCjOS+pvAtTbeY6moCTqTappgNI2JgHZoQUVN7Ut9dO+hoLxMtUEhr2vyyybITfYVzhTAb+JgHadA3ACIRUB9BUd2xExdSdDaMVDBNQMlrPpaQMlBDj5fm1UKwdVp05Zg2rSlR6dPYwrA4WhGICCyx507lyA83IUDB/sywGuzk5WGHRxc4DgJBYWXYd5D14LjPJBlntl+XHvt+/B4RFw24XvW7+w757I1bGqKwgsv/AEWSwvOOWcLy9G3347FvHmPIBBQiz4S0KYc5uf3R0TMHZg4xcpU1BbT+6wvo/gdOI5AlRkBuQsEngC6CEUh1aANSy6bDn9gYLs1Hbd0Ksg7XhCoWKgPHJcHh1VV6L733mhMubwWW7Y9ggWPGUBrSSp7+iHl/MECP+LFOgZzLzKvZWrXF0snwicJaGlRNxO065F+JyXJ7HlVlbrJQevMtzgxSl6HWK4WcZwKGXtOTkPOv9uKRoYOWFNci65CRMeVwx7hRFiCGdmjSpjqurnbfNY8asdVEHxVgOwBRAcUktZT0cbMpzCvRPU7piBoS8C0uKEQcn0DrK4AJr52A2y+MIjWMERkxrH51RS54JcUyJwPotmNsksqsLblIjQeToHok6B4vAgoAjpfNhsPi08jwnkE6Z08sFkMaL3xWqZafvqLByH6VNuBWIsR474Yhx4JOXAdaUZBzT44nBZYJBlWsstBJTgoOIffjGX8lTAaFDi8VUGFcCMXiTpjIg51H4PaxF7MDkX77DEQn/cadlZvCxZV/McFz2BG1s3wHC1aGAquj2dDFGrJsixlCUr5PQiLcKK5wY7YsmRM3DEK1zy5EV+ZdmFpg4QyiCh3kb2ICTf3XYjR3kH4ZNWt+BxFEM1NqAnIKPHwsLRakLE/A9mF2UgKT0ZGTCbLic/pQ1NRfXC5yf4ka1bfnyjv6RrYv2wvfEe/nxKGp7BNDM0/uuMGB3VIMPjDpPfYug/5c39mEUJWKwZZXQ+C1qF2JNqmw6/57tZsS+h6oSCltTnKCl+T+j1qjDAjtj8Z7QOJwzqx331uH4LQPGtjPdbdBu0+uEc3KzV47fYFmIqe/kbQnVcNtMFyDGupjn2crs9JUU7e0scqYPxbjpn+PRQfqXrl66FnQM+AngE9A3oGzoYM6ND6bFhFfQ56BvQM6Bk4AzMQ6mtN/9EiuFvdATL+3LROd1itjf1kqMhP9fL+GrWedgu4xSS2g9Whc6AiimS/0dSk+gMT4CSvZoKuWoweE8CSD9p7gRPwnn6FCdXVajvNSiSrp8xAJIXmfU1qs8qG9tCa3j8WoD5Wfulcs283Bm1CYmIV1NbQmNXxkif2vkLVfzsUShMsprlkdFPYOGuqtUKMqvqaxkzvR0YCffoqGHO+xDyqCaBTkGo6L1eFov0ukzHjZRkvjRNRtI2Dxw/IAYC3AtZ0BZITMNeram46r88HuN1qwUlSa/frl4sXXvwrUxs3NdK5PcxChOdl3HLLfxATWwuXMwK1dSlM/WwLc+LIkUxwXCN69DiCJUum46675gfnR6A7NrYZF1xYgc6dv2Y2Ccs+vBg2Wws8Hguef/5PiIhoQGbmXtaf12vCzTe/ihUrxmHkyA247bYX8dprt2LlyktZQUzyACdf8Sj7VDZfjnPCIBRCQSZ4bgs4jja2KN+UZyuqc5Pxyp+eRqkrAsMSS5DULwFjHzsPTrcfO3bIDEyrBTUDmHz5j5hxrQUZ3XviirE+pnzVim1q0JrsXij3FsmJ5KwwtuHx3hKR5ZM2HOi35j0eG6cgNrbNNkbrw93og71JLagXy9VgjLAeCZk2TFk9i23Q7N4igTyJhyaWBL2bCVhLTfVQpADOnbgaUQlNzAuZfKQ9MRfA7NwEs8kFV7UEm6MJnMBBMUSh7rAFq3f0x8a8NLSktOLw1FIGrYsbC4OXsMErY3z5UHTfOgLRUSnsnJu+aIWh5AACigxZkcHxAVRNPoDC3ibkL5oE81EhrT26AJkjH8c8/wIkfvAvdXNGVlDfdxTuTtqDQ+IByKKqfiV/78TcKchsvhwptkY07y6FtaUGUUo9bHDBCB9GYS0D+W/Z/gSxpQkSZ4Ao+xi4HsGtx39s96Kk9yVotcdhZPwGxBn3I7VvF7SmuPHn/Tejzt2mNDaLZhTdWnnCIDO06KDBZmTe2W8qr6AqrgpxVXEYv3EERKMf51+3Ba29C3BtTT2aeXVjwB8Q8EjKQvD/LkF+wjZsTNgLXnDDFtOEg24BkssOp82Jq1dMR9/4/rCKqt0NqazJ21oJKFACMrPTGDJvdDtoHVqQk+xEKKKyYhhwZmrsrFimvt+/vKDd1xJB60dNf2OvdX8pHZHbIqBwMswwMz9syS0hontU8BgNgkfajXB7Agz2axsmdE1kTOl5TP9szeedxhQ/JJl5b5N9CanwyRqEoi63OujbTUpxraimdnINmB/re/VYr2nKa/o74/EF2GYnbTiGFtg90b5Ol3an6u8+Wa+QUl0PPQN6BvQM6BnQM3C2ZECH1mfLSurz0DOgZ0DPwBmWAfKwJmWVFieqrjrVxRV/bZqZp6iRR2OLerv+mRiU8zCL+LMFJU8EVtPcNaW1lofSIxxTvZLKmEAhhebxvPdge+hM6ufnn2v/H3LNToSOI5BMMJTA9ahhRtQ7f1pA7tfkP3SsrFBjMc/GqhZOJLCpWoZocJP6JrU3vUdRU6PafdAPgWp1jAoGDZZRUc6zeWZ0DzCVKdlBUMy+zcCKPnbrLiM8nMOjjwL/eJrD55+rItUWD9kBAGI4YFIU0KkIqFMeyfqCzinLajFJAqsrv5mDyAhVlSvw5ZAVCwzCLni9pJx2w+Mxo7o6AVLAgYz0MjQ0DkZEuOp9PG/evXj66TvZY/J5VvtVoXhKyl6Eh9fD6zWgvj6CWY0899ztyMwshN3ezI4hkP3ddzmYPPkjjBhBEBpYv34Ee4+U9JQnKnJJfuWkuKYg7+poxy0wih8q/3tGAAAgAElEQVSA49o2Lcgu5C/3v4ctGy6A3OqH2WHE/KdFdE5XP1e0EUIWLh6Peg3ROqQmetHDtQ0/VnRhr0V0i8LhChNTthcXcez8NBetfUZ3Bdu28Gw9Cf7TeJOT1Q0RzVKkeB/HrlV6zdRYjVilGhWVAg6iC7PBMPF+KCYTbhr/IRw2Ge6KZryzYQbqPGHINhcjq1MTGptcONwcj+7WQjxz791IiKtEc60DYeEt8PsMaKyJQWOtA7wgIyapBhGxjSA8ufmrwVi/cwyqraplSs3QOtQOrWPgurKlnCmubQY7+z20cQQyN3Vnxf5yN/thddWAcDNBa4rCh7cyOJy2ORlbjtr02Ht+AHtAREaxhG6NDkzYGwGp2Q2DvxW74jg8cb4TVWIkAkYJDf4EZJQ9D25/GlNyD+lWC0tRPqbWvQyTTJsNCrKxBzyn4EXTXbB4G+CHge0CJKICPbEHC8S5mGV+F0ncesh+Mz6L6IfysDh0Tx2MF6e8gP2NRep1ywmwm+x4eMSTmNj9SnXBfiY0pXKo8pnsN2q2V8DX5GUg3mhqhSO6GQMnbkNtQi0eM7vgsog43FyPVr+M3rm9MH5vf3Q1m7E5qRjrY/egt0NC/ZF0rE3fBtkgIywsDL1ye+HRc/8PtXuqsW9xHrwNbtY/bTTQRsSoZy86LrSmKWjgWivYSM/73Db4J9CaIPTdB/6I1A9TEFZqhanWCC7AITmiE/rNHqpazAAMeIeqnOnvKn0PFn6Q/5M+Qy0+fimnmr/24a/3o3zd4XbNHV0iYApR956IRcixzkefN7ozx2YRQRZizlbptLD4+qXcHOv9U1WEkWpokB2XHnoG9AzoGdAzoGfgbMmADq3PlpXU56FnQM+AnoEzLAOkqKL/TGsREWaAV5LhPo6P5elSXPHXpvlsKMZIQJqKO9U0eX8y/WPB6uuvMWDrFtVWg9Src+f5g1C2o0UHdUjQ9oP3BKz7TmCgkACv3Q7cepuEW29v29g4b5Spnf+0NhhjiFU1KbQpPvuMC/qa0zk1n+Bfu36aTcgPG1WYSZCTrEIIutJj8qHW7EJo3KSmptfJA1fztaZz0msWiwIC8TSeTz8WIPA8/JLMQDjl6fNPBNTWcrBYAKuVrDqUoNpQOzfl1O3l0Cm5zRKFYCv1wXJ5eQB79/AoLeWCqnNtzqKQz6wzCFrzfCUDi5IkwO83wePNQrjDDwXJtLXADnlo7h14882r0dAQwYoxkuKZ5qiBXqu1iYHr2NgqrFgxnlmP8HyAqazJTqS5OZx5Q8+d+zhk2QRaJyo0SWusFd4koD9zloRHn2zb1LFbPoDNcgshVsLl4DgZfr8RF1zwPZxOOxqbMpGRIaNHlsyuHc36g3JDeSL1NEUSypFsa0CZKzK47HEDEtgx5FmuFdukNwlyXzUjgGeeMgTHlpAg483FPnbNad7p2jmSxWqc07KabUjIAQVrudEoVxLZ86en3YfeSbtgQSvzbX5p05/w7qarIXISJFlAV0sJKr0qZPxkzgTE2auRElYGo9kHn9eA7asHsvyVHeyMATlb4Yhswv7cbtj5/QC4JQdaJA+cXVuC0HrOsPnM63h3yXbEb4tDrbEGvVf3QszhaAgmEeViCoyKF/VxPeCvK8buqEQkPLiQeUDffagbdn72Eo6Ee/BBSiWD1v7GViicgPG7bLh8Bw8fjJDBY1+cF49f4MQhawJacl9Ap8hz2RwSZIXl1LM5H4b3PkBkSyk4yORigyi+CXlCX4h+N2xwBu1BehkLsSqQg+vE59DI2Vhbik8j+6HRGA/Tqxl4acezwXUjf+wlEz5nY/6lCFUzU1uC12TTUbW5DMXv74HsD0AQW9G1dxGyL9mGFYoLiwU7lEg7CutVhTNB6yG5Wcg0AiIvwkgFSXO24KlAIyqiKmANC4NoECB5A/iz6c/o+l06qnZWwVPbyo6nvBeOKkLqhenIueTCduMOtdMgSK0pwTXfcc3mgxTLmvqarEPIGuSTaYuD08+I7M42KH4OPmt3nHS08KBOfg201k66+/nNwYKe2mspY9PY5gjFr1VZd1xLzSqM/n1AADsgy2ckvD5VtSziIsygf3PooWdAz4CeAT0DegbOlgzo0PpsWUl9HnoG9AzoGTjDMiDLSjv7BoLSJrG9Ivl0La74a1OdFG1BqIf3rz3+dGjf0W5Ds2cxiCp41Tyrt27mcdMsY1CFrPk+T5gk4bobAwzOdiyISMpoUhc//5wqe9Wg6L1z/Mw+QotOcZZ2Vhz0OsHGjrYi9PryjxTs3q3g4XntiyySqvdEg+AyqalpTgQuNchJr9EYY2IUNDRw8PvJmoNgtToWArLHurX9vgf8mH2PxOZPdbJEgYfkKsWhEg7dOtfjh4LeaG5WgTgBbwLfBLBJQU3qXvpNavSISFWlTKA6VAWsWaPQ/EglrhWYDHoFLxOwc3sBJk5YiFEjP4PNRqCJoHAAbt8k+PxvMX/pVk8ARvEHFO5txEMP3YH8vHSUlcUchdE0N1UlTnNMSSlFSkoZXn75JqSmHmZWIQStfT4jli+fgmefnY38/AFH1fP1qK+PZIptsv2gPlTVtox750hBT2MVWt9FOtSj41Nw6FA2rrnmFRiMHlRXpaK1NRUE6wmWfrxcwOCBL2LmzBewbt25ePvtP6GwsDcsngb0iilHir0xqLaWExNZzspKXcjKXIPevXMRG1uP7Tsux6efjGBe1rSGBJ97ZMr4arWX5fKqy03ssiF7GFrfq5Wl6NFjLxoSHHCLVuw60AcbxREQ9sl4ceYt6BJbEoTWTjhw2f+tYAnLVvJg4AjQKyg2dsPH902CSfCia/R+OCxObPpiKPbnZrD36yujERnXBL/PBAgGtDarEn4fb4PT3oy6yxoxKHEojBlm9LUNwAfTXofoE8FJHEROZAX6KCSTFQ3mBBQMmMae03UiFuRj/+JvwVd+CjPvwo9d6rA1rQEtJgX14VZ0OezB0G9zcNPhfAasCb6ra6ZgyvQPcLg0C0abultE0PrWSer6fXfbCriXr4Io+xmgp3lEoR656A0Hmtm1Qb7mMdEKslq3IVr8EU2yA4Jfze/WsDSUCOm4ec9LuOmLq7C18gemHn9r8iK43pSYZYXzSBNKraV4M/AyanZWInJ/BMZtG4/Ol2RgxJMXoCO0pn5J/UsAeMOcVcxLuuZgFVypLgQsqvJ86fQl7DxlrlIoiozYqjjkrMqBAB4ZljAURpeh5PxG7PLtgA8+WAUr4FaLNk7YNBGDDw2EI8WBih2VDMx/k/MN6rs2ICzBhrBEO2hjgYA7qcCLl+8BFVmkMZEymh6HqsLJC5vsTI4FgJdd8WbQx5yA9c9BYvp8ad7+mjVI6HfffwOtCfx/M+vjYDfxg5NwwVuTT/Qr9RfbdbSion8XkD80xZmivP65Td5fTMD/0IDWOzHK8j/0oB+qZ0DPgJ4BPQN6Bk6/DOjQ+vRbE31Eegb0DOgZ+P8mAzWNHviPFlsKVSSfKX7VJ7pQ5Nfd1HJmF5bS7FsIVFLhO6NBgNsrodUbYMWztHjpeZGpWAnuEbAmwEcAkLycybJiZ4GqyNO8pUMV0Ddda2QKbQqC0eu3tCm7/3CDEV+uIIsK9Uw0DoK7DkebTQe9rimtly2X8ff5AnbuUsdGgHfnDp6pcKnvSycGmC3F8YIU1qR81ryN6RjNeoKOIfCZMzbAYLvqz60CQg1YH6tIIx1DvshkYxERCXSOKIS72ck8py/stw6vrbsFNQ12Nje18CNgtyvM8oTGT5CWQoPTmgo89DV63NGCheU4S2Fwl2JMzrsYO+ZVDB68Rx2zYoez9SEE5KtgNQuseJimys7L64ypUx5EbW0k/H5SW9O6CkfV5TySk0uZX3Va2kEkJZWjf/8dzG7k7bevxZdfXsQU0hSjRq3HwYNdmBK7oiKBQW26JhwOVbn98KNtRTfp+hKFV2AQ/w8CXwNF6Yy8vCi88eZkFBRkweczo6kxFjf+IZ31Paj/RPTvtyaoeM/NHYhzz13PbC2i+UZ2nmtpXIhDoV0t5JiW+gVmzXoKsbF1DFpTIckBA/KZElwLKvS5dbeqjNeU1rTOBF1vCnsByT3KcMiYiqLybthV0Rd1cdHg62UMjtqMxyfPhQmqJ/fGI8PxwHsLcD5WIZqrg8CpCvp8LhtCVwW3ZLwA/z4D8xivK4+BaPJD8omoOpwAq90Ni8MHq8ONQMAIt8sK2RCJ5PMzUXmgDMUN+9hwLcUmWPwW8AEecoB2TRCE1rxBQHJO56CylqBu4dtbIZd8gqZ6NYdeswdfXbwaRf1Un2XR1QrroSjECaXoWRaGOSvjGaCtdITjwbxvUfgQD89+A7PBIHj97v1edjfFZ32ehFhTCUVq27mJ4euRh94QuAACvBFmzovE8BZkuHMxUNyJneZWWBpVP2ZSWsfZI3HJxpfZc4K86+/9GrW7KiFajYjOKMPYR7/BrfvL0dAqwb8lHYM3DYbFY0F8UwK6TuqBlLFdULBoFzv+WPCX+nwn/zUc3nWQtbGWWmA6bIRFNOPz0Z/jQOR+SLL63dAnrw+akppRl1AXvC5a/S0QZBE823wBejRnoeeWLOaXXWYvhc/oQ0t0C1INXRDZLZq1mdT9SpwrjcGWx9YF+9GAMwHlqs3lrIgjqa41b2pSYZNtiOZBTYCbfkpXl7B2tTsqQZ7SpggzLlg06Sce1fQ31W41BG2dQsF1aOHH4IBO8AGBa/ph+bl9yAkedWLNyI/Z5/9p0V/VFkzd1Dzd4fWpKsJIXuB0R5Qeegb0DOgZ0DOgZ+BsyoAOrc+m1dTnomdAz4CegTMsA40uH4OeWpCal24LJiDqI09Lt9QOiJ5h0wsOl4oy+QPHtz45E+ZFBb3oFn3aUDgWrNbmoKlSCe5RYUAKUoARgI2KUtrByWPNW4PZmjqY2tBrb7wqYPs2FbpqPtZ33uNH3i4+aEVCcHbocNUyol9fHtdcLQYLt5FamoAkgXMKAshkPxJ6ntDxaMUitddIXU1+1BR0Hjq2o20EgWYCnaKggIr8hdqD0Pxp3FZrm71G305bYDYBM0e+xYDgS19di8LawXAetfogNTUVvKPoN0C1qgi1V6FxHAu8d1SyHyvP1183F1OnfsWKHyqKHS73bAatI+0Pwy/tZocI/GEIfDVefnkm7r13Pvx+A4PW6hrI8PlMTKlssRCc1ULBrl0D4POpgFtbr0su+QKNjREsBxQ7dvRFIGBlmw60IZAzVg5ahBC0JgDDcRxaPTtgNDyEI4crEBNdjg+XTUZ1dSosFhHXXD8Gebm9cM6ABBiNbf7ngYCI2bNfxvLlV8PoccLodWLSZB8yxiYzcE+bDMOHvY5rr30TvXrlw253Q5J4/PWv/8TChX8IziQ9Q8btd0psvakoJ42TNjHo+Im2t5GQcAQ1fCyWbpsGL0yQLAYoXgGdrQfw/vVXw863QDB68cW+cVjy40x0P7QXIhdg14dHMjALjd1CPwwUNmNM1hrUlsUwKB0W7kJzXTgkvwhLmBude5ejpSmMWU6IZhFhQy9iY9yyYQNaG70QXAaEVRogmfywyBYE/AEVWpNNwNHfwxecj6xZ/dhxDFo/9zJc5WRHctRLRQigIOMIvpi+mbVp8NTD6g+DqcWDjEYJPcusuP7rbKzplYN3n72Fger6lRZ23Q44UIi7hhnZxkjRtCdQVyHhINKQj14Ygs1IFcqwnRsEsyghc85FMMKLloIyVBz0Y1jpMkS27EKzqQZv9uyOjHhg0m1vQ+qpqpIJ8jYfbITzUCMrcHjVx6o9xrTiEhTUBZC9sw967smGKIlIO5IGwSggZkAig9UEfcm6Ysjc0T/5CJDVxoJN8xDzQzRif4iGzWBDRlQP5NfswrKRy3A4+jDpyiHwAvPU7rYzgymxCV4T1Lb4rPBxXsiQISgC87E2+c24+OuL4Wi2w2vwovk6Jzwpqq8+QWvyv9YKLJKyuj63GsYIM1Iv7MrWRlNg02DJKoRsQmge2vPQQosEuXmx7S4Sapvz/LgguKY17jO9N4wGnm1CnSnxS7UtQuE1/dvheHZip3K+p6oIY3iYAaRU10PPgJ4BPQN6BvQMnE0Z0KH12bSa+lz0DOgZ0DNwhmVA87XWiiuaDDxcbokVaAxV755h0/rJcDve8nwmzUdTvVvNIlo90gltJJAq9W9/NTC1MIUGrckP+Znn2hS1J5oHDcJu28qjsUHtc8SoAN5d1uaJ3rEvuqZWfm7EordlBhkPHuBYcb3Q8cyYKcFmVxh8DgXABN7pnOQvHVqsj9TAocrwUEUznYMKQRLUJGi+t4DDkrdF1NerntcUBK5JVUw2Ij16cHjp6gno2y+AoiK1COX+ys74pPxZNp5QQEqPX12kzpX8m0MjJUVVYlNo/t9z71c9xek4rYAgjVuzC9GOX/H5IPaQlNYErgNyNizGgmDxM6O4FQE5ibVJ7bSSeVuTtYfZrEJql8sOo9HPgLHqZ002JuFoabExT2YtaP1XrToPb7xxHQ4eVJW9LlcY9u/vw+xPaAMhKbmMAfSH59diYP8I+Pw9g8VLqUij2fAs6utcqK1LgtvtYJ7WgvFKVrgxPiKBtMLBtSXLk+uvX4QDBzJw+HAP1p42GUgZP3eOAcVFPCZMWIS//vXvCA9vgsPRCkHgsG9fD4wYsY35YtPmBimHSeFOOWSFOIv4YLHPm29ZitwHi7Bm3DCse3E4Wr1hgMIhjFTKABZd/hyipRWIiS+HwWGCF0ZU5YVh7bLzYAw3wy2JaJAc6DtoA8acuxo7y/rh+rfeYArrzsIhXCF/wPrjBQXdRjRgxPjv8ewH92Ly9UnoOu0ckEfx7gO7Yd4fCYMsgYdMzdmmEgVB1LBIGZKPhznagt53DEPWdep67/nPWuQu/Bq+ZoKZR3cROAV+UcC6hUUobihkNhl2wQ6f2wvJK7FmI3eORH9xEPzO7lj1+HmIPNSIzOc3I7awDumtJbhY+gzegAGVShzr9694HKk4jNGGDTBGhOGCZTPY54IKN5ISWis+SGM6lvJXs/kIhdbTPlrMvk+ytxWCl3n03jYAWQVZ4GQOXUu6ghd4RPaMDfatFQW075sHg0stSNrcbT4kezaD1rUrKpl/dYJNvc6pqOWmHpuwqutKuHwuBJQARn8zGvFVcczbmuKb81bBleCCz+uFn1m9AKJfRNbeLAzaNYhBbI/ggcliRv2MOlbwclLplfAsaYG3wQNZCsBd1aKm/uh3g2g14JL3r2DWJxSUHw1Y0/Oa7ZUMYlP4nT7mnU0qa1mSmaqd4He/2ecwCxTNvsPkMGL84svZRrAGxEPtRD42qpuAk3xtG8fBD+0penCiXtAavKa6AE63/7SC178E3n+r1MaEm0B50UPPgJ4BPQN6BvQMnE0Z0KH12bSa+lz0DOgZ0DNwhmVAotvYj0IT+o+npuRtbj1zlGEnknINytc1/7SQ4YkcfyrahFq00NpQ0KbCiaj2SA1MFiEEiltbVQ9gClIhDxgo/6RA4C/Nr6NyuKEe+OTL4wNr6k/zFX3ldfU2/ztvMzK7Ei3CwhT2nOxCzGZVQUvwlwAqAUqC0GVlKgCgtgR9H12gFpQMteXQrDeoXahqm8ZMfRAoJs9rCg3eE7imXEzq8w6mXrgLw7LV4m8aTOtYrFID6trrGkglmxHqn8A6xaDB5A3tD4JZeo1AOvmIawULtfnPf2Qx+vd7r13qWRFMgf8JtCZw/eH7PfHkk9ezoo1RUTXIy+sJs0mC22NEa6uV0TdBkBEgewrmZdw2Z+p3xYpLEBdXjU8/ncDeSE2thkf6J4OY+worIfIVqk82Kes/egRu30dsg0QLza6Enr/33mj0yAxDatcb2NsOy1UQuDVMLW0yeSGKPuzZ0xNPPz0HRUXdUFKSiZdeM7E80IbK3+cZmNVLQUEGHA4nTCYJYbZINDb2wMyZn7FxSAF1zTXQX3KQQ+kRjlmNdOmqsLUVvQ24ZPwqfHj4YngOWsA3yDAGFHTLVPDpaoBAaeP3qxhYlFr8DCQv/cfVsHUKh8nixaQ/fADRewjeFhMG/GM7m4vPY4Qic+hp2YNzAj9ipe8iSJwBLYoV/WJKYeqWjD8viEQcqrF49FIYFfVzQGUPiYGawwSEJdlgjg2Dt6QIPre6FlGd3DjnuRsQ2bsrCh6bh70f1KChMgEGQws4cqxWBPhFA757XrWMISWyJ+CGN+CF29sKm9eG1NY09t70JdOh9FJQAwvi1lciAAG9ld0YK32D3egV/E5fgzH4VJiMa6M/A5+RhqisGFRuKoWnwY2AJ8BsLTT1sAaXQy9IDVozD2ryiiZrm0e+QWx2FYbsKoI7oCDhUApy1oyB0W9E5+rOrE3yGHWcFNRv7+F5sFS8H9o1/lzhRIliZ0rrLts6w5xixbLUD1ibmPBYpqZ2+Z2IqojCed+eD6/kCULrsphS5E8sQKWrHB7Jw+4IMEgGZOZlYsCOAUz1TX7iKSmd4YpqAV8HRB1Qi4G21pBPexuspofMe5wDzFFWXFNwG3u7owd1+brDzBJECwL/9NzXpN5hQCp8e5cIuI40BxXY7M6ORBusCUfV9CE5efQ6VXVPkSnJmBPyWWuXqN/xCX1nxzhMqDpa1PFETq3Ba/reos1ul0c6Zj2BE+nrZLU5UfB+ss6n9UPn5Y9uWp3svvX+9AzoGdAzoGdAz8CpyoAOrU9V5vXz6hnQM6BnQM8Ay0CoRciZCHdPdBk7FjI80eN+73YdYbV2+zX5o4aHGREK3jUrDxpjR2BLYLVgD88KCGpBwK9rusyKER7PluNY8+3o0RxacPDn8qPl/M9/EPD5xzyD1BLEoL0IKZ9JUUvWH4GAah2iQWvyjyZISapbshy57gaJAeuOQJnaUPTqrVqGUBsKanfPnaraXFNaa9CaID7ZfpDK2Ci6sfipD9F3bBZTf2rRMbeUA7K2WPyWyIo/akFqag1a02tkI6KFVjiS5kQRqiYPhcBae7+UDZulAF6/2ofXnY+CvVlHtcPA66/dAkkScXCfDSWHOqPVa0ZychmOlKagqSmCkTjyuw6F1iaTDyaTH6NGbcLs2c9AlkUGfisqeyEpdR6eetwAg1gBoByaNfrHHz+Ct9+5H2npg4P5pPEU79uDv/4lnq2XLCcxSP/ok36mip96+TPo0mUnMtI3MfU3+WuXlSUjP78nunStQX19Mrr2mMfsRB78yz5s3twHjz76AC66aCWcTjsE0YEjR3rhrbcewxVXKkydStco9Z2Xy6OuVs05bUDQ+CMjFQajBU8rogPV7D0xzMiA4S3jC3DD9H/C2LQVziag/rCdAWvZb8RXX97JYOP5d9Yj1fQaeFcxqg/FoM/juawPsgSR/AIMRgnTBryLH/KGotkVoSqpFeBc7nu8xV+H6TMlJCx6FhalVR0XDFA4Ht0vTGbe1YWvrsG2Jzey92zRPthj/Eibfh6scX4ceHEh/I2NcLscqKvMhuRxwGoEom1eTJhhgHPufGyt+AE3fzQJLQE//JKEpIpkmAMWNr8bCvyYWmDBKudQVizUZYxBhn8Pg9a56MUgOMVajMZiYSZmn7MeRRUOCIdKwMHPAC0nA6LZgORzVdBMcJlAbPm6Q0xB3Oe2IczqguBtzZZytJQ1w+8JwJakoMuojVg3cBNeOlgHucGKtENpyC7IRnZpL9hTw2Hr5Ah+BkjBnRy5ph20rmwpx1InsOboXQTmdUYUWQphEs2IyIhiNiRU3BGHZWCwgHO+HAIqekiQ2uV3wZfqx8qxX6Gs4Qh8nLppYPKbcM7Gc5BRnAFBFhBTF4PomFhEZceiYmspA95Sqx/+1qObbW1lABi0Jt9xo8MUhNaaNQr1TTYnpK6m/GjRZUJ3HP76ANxVLnACDyre6DzYCMntZ/3RtSgYeFhYIcj20PqHnDQcvHtYsC96MMkbOOWKa7NBgMUsBD242w3wF57Qvx3IS5pshU4lvA6tzfFrxv+/tiUbGAL+eugZ0DOgZ0DPgJ6Bsy0DOrQ+21ZUn4+eAT0DegbOsAzU063OIbcnJ0VbUF4X6pF7hk3oOMM9VbcMn2j2jgerteMJuMZHmFHZ0FZIkVSrofYTmr8yKZHJQ5rsPHy+NsDKlLwG4J//8v0qaK2NgUBuqD3HL82NxvvtNy7cMb0VRxrDGfSTwUPijSCrEoLWpLTWiigmJ8sMWpMNhAZ6CQqTVy+pdIPjOFrQkID1/mJS96rguGPxyLREC4PeoUFtqPBiWBjlgoC2WtDx2X/72ym4Q8G8Bu1zd/HMK5uCqZIV1SOb+tKCoHXxPtVuhIIA78hz28ZOimttw8BumQeDqFomCHw5PL4L2kHriRMXI2f0CqSl5aGkpBfWfHcVA2hWh1rkrtbpwM03v4z+/Xfhk08nwGz2ICzMxYow5uX1RteupXA4anHPPS8hLy8Lzc0WBAIqQNu06Sps+lHG8mUCFi8uBc8TuFaDRi4rPSAFbO1AO11v/1hAKmm1UKUgKMwi5vnnVNuGsWNeZwUmKTIz96KmJpbZlJSVpYPjRIRHKOiS3gk/biqFzwvk5vZieezVKw81tb2w9N1HmUJ/8uUBXDpJXTi6lt98TQxa3dB6JiWVsTU3ijJcJWaMMGxGeqoHNWICUmyNyOnxFoZOLgIfW43K7zkiyoDMob46Evv2DEOzOAqTFzTCvn8BeF8VnPVhSL+/mJ3P7zNADvAYkrAZ5ng3GqqiUF1OdhtqTMLH+Jq7CLwAXBT4CqLihwD1FgKJFzH4z/2Zh/OB937Eobc/CR5HDwhaew6uQ8PmTZB9PnhdHAIeA/yNfWEVDYixtWJ091LUL/4QlmXvY8uTm/BpwiGsSdvHPjcKJzC4um5zJFOLr/QqmNdpD7OMia1JwlvfHEYYXNindMchrjOD6wOTKiA0NsDnliBIXra4Mq+Al1WFcer56azQYFiiHT8+RMU0ZezsuQt+hx/8eTymVl8D9z67vCUAACAASURBVO5m5vFMIJaU2WSVQbGh6/fwGr0w+A0Ynj+CKY2nrJ7FPLspyCqjOr4a+4tfg7HxB2Rb7egVZgdB60c/NKKuKAnZe7Ox5oa1cHZzISEsCV5Sde+sRL99/VAZXcmKKw6rGsHsQcjzmqLsikq8Uvs8alzV4BUBXsEDLsAhuSwZ5317HjqVdmLtxFQDqiNrYCk3Q/QI4H08BK/q1U5BGxnseqdilg4z2xDQlNahC6cBbPLB1hTWWbP6svlphR0pPzR2v8sb7N8caUZSThp7PTS2X9odhbeoBUmD19VpAK1Pho0WfX6pH4tRQKv391deEzgXBR6/991iNGfytNZDz4CeAT0Degb0DJxtGdCh9dm2ovp89AzoGdAzcIZlgJS8DSEKsmiHCc5Wf9Ci4AybznGHS4UM3Z4APFQk7TSKX4LVoUMlCFzd5METfxfx7mIVFBKEJVUyBRUKpCDISoXr8vPIKqL9ZAkGb8ttD1F+q3TQtfTHGc3YvKoFpU0O+BQqJAgEOBHpmTxTyxKg1pTWAwcFGIQn4E4WHgRHqZhkXJzqG60Bem2869eReptj9iHUnuLdZV5k9wKomGCnZJH1rYFrAuVkj0KWE9Se4DVBffK4JssJUqdruaS+NHBNal8C0VVVqt0KhVbQ0GJpg9akPKb8fv6paglB46dzUwFJDcLT6wSuSbVNGwBTr9yNcwbdxTytKVQLmKnMK/pYBR3vvrMF/7lvH+J67sO1N72KTqkH4eZMiIxsgCQJ2L59IBvb/PmPw+mMQEzMEaxdOxkTJ77N+g/IXeB0prNrIz5eQbceMi4Z34iDxd8iu1cJ8vPSkJ/fm7Az/JJ68dB1RSDy3a/j8daKRHilNvuRLl1lXH/90qM5qcfYMe+wx83NDrbWzc3hsFhUW57U1DKYzATyk1BepubxwQcfZ+dLTJQREUnKe2DmLBVa0zkJDI6bkcLuGKA1s9nK8Pe/z0W3jCJwCvD8U7fD/5UFfbg8xPRLwPCxn6Jb1laY7F64WgLIW9sLspsDpygo2ZsGf6sR/W9KQs/uKyB4y8FJzYDix/KVk3HH+wvR4g9DH/tu/DHtRQSGiXjq9ftUyxBwzBIkB2vxKncjEvlqjBHXwyHVBZXNmdf0xqhn1CKNFDseeAWNuQeDz/s9cRNKXl4A9+GS4Gu+Wi8yDN0h8jx6Jtax1wlaR82YiqVbslDZZMHKnNUM/soQcFn+RNzv34BwsQWThx1Ag8+AZsmC+lgf/rJdxh1bvdiVeCFyuT7oc14cShd/D58fCHgDyJezQEnT7M49iW7M3vkwO+eiLs8h4PHj69Ffoyq+CgoU2LxmjNqbg+5CNlorXOomTaKNqY4NdiNTFge8ErPGMMdYMXDOCEg5ChZ+sADWUitS+3bBdstW1r/gKgQfcGJ+ag+8VBDA6n3qJokoi8hZn4Pc6/bAXdcKb4ObbSQlNSYzaE0Qne8iIn5/PC5Nn8z8qdeJa7Dt8A9w+9wIcAGYZQtkXwBJZUmY8e4MdjyFFBOA4pXhtnlgblZVsEafEbzCq2CZ40BgOeBTrVJGPz+OqfA1EE3tNa/vjnYhHV/XQD7lR8tLz2nZGPrPi4MFLbVFt88bjZcHqh7eWrzp/Hm7pXaNf6MnVMCQLMNCizP/t6ei9NrMIqwm8XeF1ydzDr9m7pE2Iyymtu/FX3Os3lbPgJ4BPQN6BvQMnM4Z0KH16bw6+tj0DOgZ0DPw/0EGCEzVNLV5PdN/+qgII93iezbFyVCRncx8/BpYrZ2XIPCWbQE88jCPndvbCj4REKUfDVpTe1JFP/I3A6qr29tjkI3Gs8/72tk+/K/zCrUP0Sww6LV5D5pQe8CJpko3TLwEvyIycN2vuxOTZicyP+XPPxGYKlk0AKLQBp/NFjB7kJYWFW6SslZTLGtexzt38PC4yRO7bQZfrVTQpw/HioPNmCawgohutwqZz78wgNvvlJha+Ls15HWt+n2TWpqsSwiAp2fIwcKKmir6/HNNbCxkTUFezBRHmRcmTJKwaweBd44BcwLi5CeuBVmEaOtzvDxrPtNsngYe23Z0wuatzzKwTSBdU22TIpzU9BpA65qzCcaRO2G2utE57RCzBtm8+RwUFWXivfemo7CwCy677Eu88cbtePGVGWhtNmPdupnYsKEXU7droJ/8vbfu9oAsSx6d3xdHttQiqu4AjnQeyob84CVvAO4d+HzbMPzro2nwyWTxoubhjjv+g6lXfB7si0MjmpqszMakoCATjz46Fzff/CpGj16H7j3KUFeXjJKSzvjXwmtZzslChH7I8oO8zWfMWIqZV7tRs7Qaubm9kWJvRBXi8NKesaitDGDgsB9Uz2tJxK23vIS+vXdi99wROPx9GroOd2P8jV/BLFRBkCvhMwJblw9CSW5nrdwhouPqkHPFWjR4+iK6kxeC+xChfCz9x3SAE8FJTihyANEp9Rg+5Qf87V+P4osd56EX8tEbqoVIFeJxgEtHv7AixEd6IVpEBj0nfDHjJ0tMimsu4EJ4vz7MbuPAy8+jKXc3Aq2qt7JBljGGqPLRaH5wPntUftVDWFeVhVbZDL9igAg//LyqBv6j6TV81bse7/RwwyUEUBtuRF28asnx1MbLsWdXDrMJmT16C7q9/w9WyFFWeNTIUfiGPw+SKAMmGXGXJOLKF1Rf8qX9/4MfozdgV7aq4qdodjRBMgaQJKUwBXNCXSKD1mR3YUtxsPlQwcK66hoU9yzG0KGjsKF+HWJ/iGbHkw/11vHbmJ0Hhc1gZzYfh4r3w1Oh3s1DBRz75fXDwa4H4Un2MQsPAtDx1fFoCG9gJuseqwd+sx+DS4egemAt7J3CUViZj0ZnI/ycDwbFiNiGOEz8bgLC99JmiQLBKEAYZERFaRlsNWFoiG/AkR6lGH3zRRhQMpCBd5pLxuU9WfE8u1X9zK6cswp1+TXt1pHsXihCFeT1BWob2lShx1Wby+AqbQ4eR9fojM+mt/vbGtrpXoHDXkH9Ds8MyMgMhPiVtDv77/ck2mFEU4uf+cmfrOgIrwmI/5ZFnk/VHVW6n/XJumL0fvQM6BnQM6Bn4HTLgA6tT7cV0cejZ0DPgJ6B0zQDZZW1oJ/MjFQ4bFR47eRFRT2p29T+zlZf69NlXpr3p9EgMLCqeVafyGrShsKH73NYshQMZpJKmYKgaEcQrRVjPLBfVQcTPCDPaK3YYSjgPpFz/1ybUEUwjYvO8f06AfV1pHCVoUgB9tshtiAzrg7m3l2Z2piCwCyFBuGpcCHNS7Og0FTSZCUSGaUgIUHBV6vVTRYC4zfNMjIFtCRxSEoCIiIUlJW1FUUkgEwgmVTQZDGigeCtWwSmsFYV1yq8pnMQHE/r0rYJQOe49SYjSg7yqr2JrP4YjQquvDqAuhqOgXEtXl3UZpdBr1E+KEglHgrbGxvonAri4upx331PY+asHbDZRNxz1x+xeHEOWlttTKWtgWWy4khMVFX1pAAXC/IRl7EStaZNiIosQWxsDVvj2tokjBixGh6PGYGACWFhTVhTNBoxUTUwuvz4YMlU/PMf98DjsaCqKjk4bs0yZu2icuQ/sFw1PYYC47WRuP7G/wTb/Wn+3/HFV5eAF3gMH74BDz64gKnXaX40188+vxpz/jIJjY1mKAoPg8GHxMQyzH3oVVRU9EKnlE145RUVWNMmwJYtQ1jfNPbHHnsAQ4fmIcbQiKZWI+69/0kc2NsDvWLKcU3PLXh44zgkZxYjPLqeXU+EzT9cMhVr5l2KvPeGYOiE3Rh58UoGnjnZA4QDVRXx+PbFsewctH6X/2k5FBlw+2PhiPNBkGqhBICS/M7Y9OVQ5gcem1qHUVM3YNP+c/HiazcirXI/rIobHGT4YGIQnaB9eqITvNPFPKC7z+jFbEF+Lqi4Iv2Uf7oMo2pVpW2XW26DrWsGxD35kHpms9/mOXOwexuQ5tuHMiUJu9EHFUgCR57DsWGY5n+HfeZzRhWiQfSjziYgEGZHWIMN2HAvUlzXMMXwI1snIE6uhIGX4Zd5yJyIJ9PGI67VD7tbRlpKLCIGd8WgJ8dj5W2r8Nned5CfvYNZiLgtbpQnlSOyKRJhRjvq+TrE1Mcip2osJnS9nM2VIO4nH7+Pjzp/yOYicALGfT0OsKsbGpIs4bDlEL6+9OtgWpJtKfBWumGoo7su1D86vXN7o7mbEwa7CTV8FXxNXtRE18Bpd8LmtMHutLNCj6PXjUZRVhFTc0ekhKPo4D54nT7cVHwLRl98Ietr//ICZmVCQLqeq8XhclXpvmnCj+z3nXvvZp7jxwpSyn559YfsOqHNXA3ddmwfqromux6yCsma1Y/lg85Pdiu9ruqN5P4J/5U/9M9eRL/hm79lAUMNXtPmMdmRUZHXkw2vO1po/Yapatc1bUDHR4bsnP5eJ9bPo2dAz4CeAT0DegZ+hwzo0Pp3SLJ+Cj0Degb0DJzJGWh2teLPcxdiy869sIdZYLeH4c1n5yA5IeakTSvU1/pU/cfvpE3mOB2d6nlp0Jz+g/trYbU2JU0tPmVym081KXmPp5wmm43ZtxlQW6uqaumHoDABxt8CWmsgnWArKXk1NTIDwkoA8bYW+Mx2XDVDYophragizSG0aCH1Q2PWYLJmcULjJwuRa2apvtDkd/zJcrIAUS0+6DeBMPLJpgj1uNbU4NoYNR9tAlSa1Yfmja1tAlAf7ywS8cMmHkX72sB0bJyCqVdKzGt7zr2GdkpvguP3zvEHYTzBea04JPV3641GrPxSgKJIsNlUor1kyQwMH74ZNbWDMHjQu2hpscHvFxk8IzhOFJFyQFYkBL6pMCXlz2p6DYcPvIHk5EMICyPlLodnnvkLFi6cDUUJY2rk/gM2YtzEj3DjHa+jpiwGJnhx/bWvIyGhCjff/ApcLhv27esFs20+y+k7Wf9GIOBGbYuDQbtIWz2uX7GUzCLYWCtcDlw8/gtIRgumT1+KK65YihGj2jxoli69GvffN4MBd00l7whX0P9ogcrcXS2IjCxjcyOFtdPpwIgRG3DppZ+zoow1NckQqPigrG5mTJuyjP2+KnMrPi7qi8jEKqR1289eo+KIrz9zA148fzY4jwn3fFEO26GF4GTVasHrNqKwph/kI15kn5OPgE/AznV9cTAvHbLC4bxpq5HQuQrO2jD4W0Q44p3Mz1rxAz6DDXe8sxDFW7og25uPyEADBEis4KILNiTwNTCGq8rn2AEJ7HxUzJCUu8cKgtULNs0LvpUZnY05w1RVdWgIi96G+PATaHEprDCmQh7wELCUnwlztJUV/JtY8TJK+xnhFCRc1WM7O9zgNSPrcAa6fD0RQmsKGvlI3OT7NwyKD/F8LXgEwIsC8mctwJG3v4fF3wRekdn7WZl+vNNwKVz8NnyX8xkUTkZ9VD2cDhccQjgCinrXTXJ0KhyWcEzqfiUGJQ6F52sXXn/9eUTUURFQsGMiXBGw28LV/EserBj2OapTVVWyrAQQa42Hy+dEeIUDkl+C3+CHyWqGzW+HR/Ag0heJeqEODWI9AkIAMmSIkojpS6cjpj4GxT2Ksf6CDYjoFA67MQJP5CwE5TI0QqHyvrw9qI6rhtjThJTWFPTurHqOHy/o2ObCOlBBP/rM2XtEM4sQLTQwTc8JjpPHNRUEpeuA1mbEgvOZAv1UeSsfd2K/8AZ9B8aFm1HVwX/7v+3veMeFwmt/QIazVTppVmRqsWID6pp/X6sVskCJsOl+1if7WtH70zOgZ0DPgJ6B0yMDOrQ+PdZBH4WeAT0DegZO2wy88ObH+Hb9dix89M+w26x4cMGr2Ft8GMtefeSkKa7JCoRuC9biVN1i+1svAs2LAP3JVnj93LhPBqzW+qe+wiwi7r9fZrYaBFcfXeD/WasPTY1MfVB7AtahxQBPRs41pbUGnwlYOp0q9NGgMPlJn5vT5pFM59WgdahqXIPqKSkKPnyf1NCqPQYpjWNjFTZXOg/9Li7kUVhIKmtVIU2QlGwmSG2tKbV7ZKp2KKS2JpW1NkbyuibIS8eS6pd8sck6RcsPweEFjxlY+6J9ZA2iQniaB9mRaIr1tWsE8LzCiuFRxMfL+GFHm90O5Z/OTUF9ktd4cRG19bDCiSkpR/Dcc3cxgL17d3/cfPN/gnc9aGujwX/KBY2Tzk1q878/tApPPH4dszUxGr2wWj1Yv+EGXDH1eQQCIluDxKQyZPXMQ6fUI7jxhlepnB+Ki9OZMtti8aCxMQLR0Qp69e0Jp3s+g9YVLUZ4A+ajSlMFN6x6DwmGRjYctyTilr+shdFuZM8feOBB7C2IYo8nT1kL3jgfk8b3D94FQK+T+pw2GMhipbKSD3qM07XRufMhXHHF+8w+ZMiQLXC57DhyqAdEsQkORzNeeO52rH9rJEYYt2KTbwBKhHTEJVYgpcshGOr9GM2txZFdnVhRwSlTPsL5U75hKuyqI3HYtnogGhtSoHAGJCQUotewXKx+/zz4fSIkvwij2Y8Lpn8DqUWExdoCS4Qbks8Ar8uEJl8irlz8HqQqGTynoH/LVpgDbsSiFjxToQNGm4kVHyS7DC06qnKpiB/ZRyziXsV+bxGMdtVbmeLNS1WFcmisnLEMV625HY1+K1oUtcIn+WmTR3VqeCNSIl2464IDKBQb0GoEvEYBaVwXiFUVGPzlZLTUDILM8fAoZhg4P67GEsSgDgIno7TrSGx39YBcUY041MDAKlQCXhghcQZUCUkoj65CRUI5miKdONC7CKJDhMvhZNeC0ixD8gSgWGTwYQJuqvsj6t+rxNaBW9EQ1cD6Sq5MxuCyc9hjUlp/Mv5jtIa3osWv2qGQGtssmplVSHVrFQPZZtHCwK+51YxoXwxqwqsQ8MnMz9raYEV4UzimLp/K1O0v3vIiJFsAnA0wCia8esm7DKB3DA0ukxI6dH00L2qtPbUju5H4IW13HWjQO65XHAZe2xeO7tFBZXBovxtt32N7+jb029sPA0oGBa1T6Bo402y2tL8tDb+TtzZ9pxHspY3YgHxy4PWpsgAjUE7n1kPPgJ4BPQN6BvQMnI0Z0KH12biq+pz0DOgZ0DNwEjNw3ewFzBJkzu3TWa9kEXL5jQ9hzh0zMOnikSflTF5/oJ066Uz7D/eJJuH3LMZ4MmG1Nj9SaT/7lAnbdrQpW08UQBMgpiBwGqr8PdHc/Vw7TcWsAWGC4wR6ybJDC63QHj0n4KqNh3ytCeqG2mjQY81O47vVAoOdBKKpX4KelIfmZoXZSzQ3tym6NSsRgrualUfnzmpxxA8/9bHChqHQmsZH7chL2WJRR3rpBFJyS0xhTbYfFRUcamvafKwJjhsMCALuHdt5ZoOi2XiQJ/bzL6me4aFe35qSnPomT227vQyxsWXsnI8//le0tlqwdOl0LFmifs610FTg9JvOrc3tgosCKNhTjkVvzkA2WTqQ8pjnYDZbMXFiFb78UrUxMZv96DdoKzg5gD/98QVkZOyHotB8OHTvXoQdO4fBagX69ZdR7/wQn874HLvWNILjqBQfUColIevuAow+dy2ibR5kDxnA4DatHymzp00xouRAJTu/02nHa29RUUgFCw6oysM5Xf0sl9+t5lkxRdqAoE0CzY5ozJhvcdddz7Kc9uy5F/HxzSgr64bw8AKU7E9DxbYE5C7sC29lHHxOP/bYs5Af0RtjL1wD3xsKA68BiZTrPLpG78eDC59g583d2At5G3shYEyAFJYBrrkEnKcGAR8HT6sJtRWx4DgZETGNSO5chiE5m2GPc6K1IQwGnwxv1zG4+N+LwVdUQPG2wO9WMFz6f+ydCXwU9f3+nzn2PnPfECABQrgvES9EpdV6oIC3otaqrbba1lZabWsrttqqtS32Z1t7eKGiqOCFiAgKyC1XCATCmYTcyWbv3Tn+/893mM0mXAHCpfN5vdawu3N8v8/Mbsx7nnk+S1GAvWz79iwneJOA1AHtd7xQLAS5eHVQTctR5jMB/rd6zEK1vQqZw3KwqXE9cxt/u/cVePbif7HIEHpQNf2pBpNXfwZ3dTliigkSRNbocSXOQu+cABaPWoY/lTRC4lTIAgfJJKB30IEhK/qhcOsAZDenoVLuhRhMsKhRuHk/BivrUGXuDc+4gahbWQOupRnZXB0EVWYXYvxwsjz5VsUFP9yQhDgaCpqx+Zz1aOnTgkZHA9AEmJo0MDd03VCsG70ePZp7IHdLDlaOWMlepzOGt/K4P/3nCZA82XcZe88X9bGfFA9CudatkRZ4rSlwLrEDrUDQEUBGMAM7++5CS04LpIgEW8SGjJYMyHEJ1868FitGrcDSsUthcpihmGQoqoqLCy/FjAn/7fCZ6fxEPx7JLnh67ZOp7zKnNFXWqFxc8tLVB2znYA0FVzy2GO/vfQfLXEugUPSRoDV2/MHaHzJATtCanLeRqHLaNf49lFCnCvjSeCiWxWWjXhrHB69J81i8expJHvaE6vQmXQw3ie134hzNusayhgKGAoYChgKGAqe7Aga0Pt2PkDE+QwFDAUOBU6wARYNQRAhFguhFbuuV67bgk9ef6rbRJedaWyk71SqcUXmcXRHCZdOgC+VpnqjS/wDX9nN0mdVdGdPdt1kRjbdDa1qnO6M+ujKGQy1DIPPRRzRYSQCZoHLv3hzCEQVSXHNMk5OaAC5lM1PpjRv1berua3q+vaIdehNdKx0ArFwJ1iyRQDc5q2kfehHQJSBKRcCWQChBJ3InM0d6iYJHppmwaSM1Z9Rgt55PXVSsQXFaZt6HAnMptzTTPDo6xrWYlfamkDQXyg3PzdOAMrmg9QsJ+lxoHnrcCTmxvSnAnt0B9OtXjjvu+A/y86sYSL7iivc7SEuQmmA6Nals85GeGmSncRNolyQVV1zxLv797++x9SwWBWZzGr5zxWeoqc7D3j0c08DmakPP/D24++4/wiRKWPjZONx+2//Qu3cVKncMZeuWDipBOHYt9uz4D565+dtIr6nGqsgIrIiNhsvVBpfLz6D0Qw9bcdt3NZGXL+MxZaIlMSZ6jSJMMi9QgYFA0WMqApuALVfzELW+e/D5NE1JKwLjc+ZeiawsFV6vdieAKGyFfw+H1hYJ9Y1Z2LugB1qWpKBley9w5jhcPepRNHkbsi+qwvs3Xo6q3T0gyzxiUQsKM3fh3un/hxRHCzYtK8WmZYMQ9Y6GakoBOW5NpjDCe6vgb3ZBkbVzy+YKIz2nBSkpjUgx+YBaEwZdb0P0/lfZRYeHpvoZ2EyLVOPC6HyIDjNruujtm8riQCjDmEoH1uUvrsOe+Vp8Ce0ztC/A4kOq7Hsxu8eb2GepQaurlTmOnWYnRmaPYY5kvYL7/PjZe5eioPJzuOp2QOEVvJdagr0WD/IcG5Hu2ohHz1eYy5ouPLRZVFhVEWfXOFEy/0pkBUxIC9qwVy0Ar0hsfU6JQzZLiJXEkF2bA9O+vXCpfpgRQwm3GeX8QMQEG/y8F80xctgrUM0KczTvnlyFkecOxwsL/oU2kw+FuwpRuLsQ9VkNaMhuQF59HjYUa80bTYoZqTnpuP0732cRIno9sOB7mLfjPYi8yB5UNOdrlkyGaZuAWFi7M6EhswEpgVR8cucCBvUHpg9hgPs24S60/a0BrZFmbIluwqIJi1GbUQOVE5DL5+EWx3dxz80/7vDZOdKTpQ99gp1zKzosNmLaOSyb+mClw2v/tiZ8uWgNflP5C3AxQIkrUCnHhfKyK37KLlAQtD4Vd/Ucac6He58uVEvyyQe+yWNKboh5LLEhWV4rGtuiJ/VOKjovclL3X/E8ngNgrGsoYChgKGAoYChwmipgQOvT9MAYwzIUMBQwFDhdFHh33hIWCTL/9acSOdbktp5w/YP477PTMHpo/24ZalNbNAFDycma5rag/gTnW3bLwI9iIyfyFuh2t5gKfyjebTmd+vQIoFG8xRszTcjK1tzDep1O0PqVFwUGp6koU3rEcAGcGE9EZCS7sfU5JLvFk6NGyGFNELpPH3JxAsNGyMx1TUU/K7fzDDpT6SCXIj5WLNdc5RQVQq9TtMj7H0cTDvMZz4qY8ReRAW+CxbSNtHQVvXopIOc0RX3QfnUATg0a9YiO9AwtpoTmpjcfTIbwtN9kaE2NIHft1PK5qXSHMW2vpGQjSks3stfIZa3Pg54TbCZ3OTm/KcrkvTkCYjFtrPpy9NNmC+GPf/w5brjhDbg9HtRu6INJk/+GpgYP6sIemJ0AL6qYNHkF9u6lBq4SyxL+4Y+eQ79+29DUlIe0jAHwpE6B265lLv/6V1NRvrkQH300OqGB7vjuX9KEzxZNg83eG9Mff5C5xvWicVvSVbi1dAg4S1Xk11Ri7xw7FMnM8sxl0cKiW+jYX3+jjMA776E0/QsGscN1Jrhy61F82WbkjaqBIvHYOrcvdi/uhebKnnAXNMGW6kPJlDIMmFyGBb++GPP+eSk7N3hFwbDhm3HNz9bDy+9A7b7eWPTyYMRStOgIZ74bgao2FtURqvExaM0LKsxuGzhBYNEO184YyZalhoidi5y5BK9pfWpymFqSwbKL9aL3Vz3+eQJUU74xLU/QmrYth+NorK3HqiGrsHV4BYL5WlxGRIpgTG7HO2bGtJ6DW2eVYevqMOZn2Nn8/Gl12DFiAYqbgC96AA0OICZoD68tFaPqRNgaU1GwbAz6teagRfUiGOIRE1rAq5T/raIttQ0pgRRkZmeg3+4F6INKOOU2rM+ZgBo5E/sCHoRDIXAqj/rMOmzvU4mm0c14ZPzD2H57Jco8GyHz2gULyomWvsvh4eZH8cONd4ITONaQMrV/On494YkDcqZf2fRvPLXysYReRd5+GPLsQMT9MaicClPMBLffjer8arQNL4d/xFY4TE7898oPsGU+xy4OCJEarNpRiRAn4YOr5qIptQW9/cWwyTbWYLFz9McBBzHphbfHv8iODRVFk6iSgiH3n4WhDxwYNaKvtmf9Drz20xfYd8GyAUvR6mlFRkE2wo0h5gz/PqPATAAAIABJREFU8fYHE2M4kU0NDzevY30vzW1mEWGS3P575Vi3dbzrHQu8PlU9K8wmHunu9sif4527sb6hgKGAoYChgKHA6aaAAa1PtyNijMdQwFDAUOA0VOCS6x9kcPrxaXcmRjfpzl/jonOH4we3TeyWEZP7mGCrXpleKwhkn8z8526ZyGE2Qn/YZnis3QrjTzSs1qdz7igLg8E0B4KDBP3oMe3hjpnW3RkDQqD8aKJEOrukabwlJUCrT2VuZ4K8B4PWLLKkRAVFhVDzSFqOoPSOSu2Wa7dbAymPTif4rcWJ6Nsh5zbFTtDy5HKOhIE9e9phNoFrl0vFpm2RxJmR7AindQlO2+2aq7m5uR0uk870oG3Qg4rmQePVixzcdDEhObeamiRSkX6UYb11izYP3SXNGlPymhudjqcsU2oxM86yMpuB3Fzt+FJt38Yzp7a+jc6n+EUXfYonn/wzSgepWPyrfNz/918zMKwKKlRRxVmXrsQ///UonE4RM1+7geVIV+114+9/n55oamkzz4LNMottmuJZ/vvfC/HRh2dj0aJzErsbNmwNnnnmp+jRYy969NyD12begTvueJ45wPVK762CK9GeFVdvggttqNxdCFljtAh4clmjSmqm+deHmhGeuxiCFEUmvw1KRERK70ZYUyIY95tFMDtjqNuYieV/PhvBhhx4C+vR87wdOP+RhWxbssLjrbumoPzj/jCnmGAbnIUf3z8zMZa24t8y4ElFkHnRfR8yUGl2iAg3hyBH2o9jv1sG45wnL+ksbZefUxY1le6uJrBNbmxq1hfY69PcuBwQtAYR9AQx64E32fIHg9Y3bARu2ARYvlqNK8ZyMEkqGjPrGbym2Zy3i8dLQ1S4YjxqnYBVzMTg7CJwAT8m2cagn+1ObHhuFZtrY7ie7WfhuIUoG1yGou1F+InvIXB+P/iAH3JOLnMGE3Qnl/iG11bRZQ3843v/QMwcg8qr4Nwcbp99B8RGAS3mFsicjC3fqsCTP3yOwel3K2YlIk6ouWTnxoi0f1qGwHUg7ke2I5eNaeCv+kEOahDcFrYxV3h9XjUq7pwFDhxsog3vDzwXK3f+jkFr/8YyxMICqkQf6rLqwZtllJ23g61P0PpwjTA7H0ia74eTZjFgLQVjLOIjfVh2opHiwQ78C3/+K5o+0KJwGt2N+HLAMhT0KYAjy4mfjXkU/VK1ix0nq6lhl0/OLix4OkJ2HV4LPH/Eu5b0ZU92E0aX3QT9Dq4uyGwsYihgKGAoYChgKHDGKWBA6zPukBkDNhQwFDAUOPkKHMxtPeY738e9t1+NWyZP6JYBdc61Ppn5z90ygS5upLv+OD9ZsJqmdd/dJnzwXnujp+xsFf1KlANiQajZnQ5Pab3OQLuLEjFwfOdUrdEeFTXSGzla6ZDRfLDtJ2c4r1vLMzdyyQAOVVUqy4amcROIpff0hovJYyJYSjCanM6pqRzKyjRITEWA99uXybjnXg0IU940wWcCunqxzOt9HAPPuqOZ4PAvHonjnvvaIxhonBQTQlC9ai+PeFxFQQ+KqFCxepWQcBfTdmk7ep42wWraPkF1vbqSKT5ysDWR2U2Oa71xI8FynqIYFAWSqlFxiswYUEpxIwqLR6EYFdpnxVaOOa31een715zkwIUXLsUbs7fj0T4m1Ia9KA/1hF+wo69lG3Im1WH69D8gK9uCBt8ylu2dXDSHG254jUFr1hRzOw+e4/DsXx7D7LcGJ2JJfvzjP6OxMQ1VVfkQBAW33PISnn76Z9i4cRBrUElaF/dVEcgHAhyH76x6He5RKtZvHIGdLZor+arvukBQn47dkufKkbGvDOlyJYRYFKIlDk9BG9qqXUgvaUDxpdsR81thz8uH2XUWREHGwOt/h+rl5BhX4C1sxboXh2HLe+dBdPdDzB+Dq8CN879bi13bBmLb3CoW21F0zQCWX0xwUj+m5AqONIbAizzMXiucBW5cMfeGrn5EDlhOh9Y0Bt+2ZvY+xYLQ88a1+xCX45BEiQFfeiy9chmyd2cjM5SJJWctgTXdjpTiNAZ8f1tTCtvbs2AOB3FJ0VJwEq3DISICfVpVrM80IztoQq1Tgll1ImBLR8/BvVkkhx7LQc0EV7++FLFAFIvOX4SdvXaiKaOJweEBrQMxsDoH69M3IiVLhFBShLs896H6oUo0Vzbgq6FfYeF47cIAXfiQHTL6ppZg2ucPo6ZiL+IXKJj6yA8YqH7iS82dz74POgFrAsPb396sfX4vUPFMwx+wvXUrex6IBZC5LwM5O3IweP1gpDemo9Xbis+vmYOG/BpYOGCy24LH+43H2vl9sXXjCDSt3KKtK0toym6AFOPx5VVrMGnPFOSHCo4KWtN26lZW49M757Jtugq9ieainZtp6vN78JG7kbE8rcOxH3jdMFz/oxtYU8FQVEIgIrHM/RSnGQ2+9oasx3xinYQVT3fIrgNpk8CDmkaTxp2/B09VJne6xwIan1GGAoYChgKGAoYCX1cFDGj9dT2yxrwMBQwFDAW6WQFyVlfva8DES8/DqnVbWM717Bd+B7eTAM7xl6KoqG1pd6MSlLWIPFqDSaHBx7+bU74Fij05nvgOHVbH4jJCUbnbY0A6C/TAvSbMeUdg4JCgoO74vfsHcQb/9EoGxvprnfOiuyr+0BJrh0VHjlLwwksx6G5vgtEEiAlkJ49BX4mAJMWEENylCA8CoRTFQU5o2hatlzzGJx43sWXKNvEsRkNzN6ugnGl6vbqaZ88Le6lsGzqMHzrACl8rx94jIE6uab0Ickci2nsEUseNlw/Q63//EfH6qyLLqE5P15zgFVt5Bq31OJARI2WMGavNM9lJru+nK9CaLgIQJKfSHeH0kzSRYwpkSYVVlOC1hGAzxXH+tyzY1exisFp3W5dv5hPRKMkHR4/tIKf4H5+JMxDs3lkGFUHYrFqQ9OahA3DddXNx69QvcNPNq0DNLcNhza1PmkUjlJENvPHmL9CrcBNqazns2T0IL/xHi3OgsdJj8OBlEAQJVmsEsZgFsZiJubZff/1Gdl6Sjq79QN/ZT8VPSxZgz+YYPq4Ylhjy+TdlMlc9xaYMaVyIno3rYDe3QInzMNnicBe0weKKItRoR49z98DkycCFT+xDOHotFHUg1j3xf6jdYIIUjkGOCYj4C2DL7sXgcGhXNTyeGqRkt6GlzgPBnQLFUwIpEEPrtmbmqqUMYr2yx+Z3OM8PBSsP9rnRG1Hq7xEkbilvTCz6hWUxvMWpcBZ44H+8AeagmdmkeZWHbFdQN7wepV9pzlwa1+qCleBFAcO2DcPV1yoorFrKYNgnO7bit2N3oNYhwBw3I+hOhcoHwUeDaLLGIAkivPEUfGfU1az5IUHvp1Y8htW1y+GocmBk+Cy8nfs6BLprgO2Ng6DwSA87YBZklEQdiDjT0NBiwpR/ToYiK1g7bC0+vehTKJzCnPqqTcW1A67DMxf9s8P33W3vT+4gDe2bwDWVHpeSvMBz3/obYpYYa8JIjmtL1ALHHjv7vF/2xWX4eMzHqC7eDqgK6BKON27B7Usux+riGDxfueCudyIv5EF+noI2wYeqagdSi3KR7dSc20cTD6KPS7/YkDzOQ50HejyIvmzBkF648WktTz65YWNMVqCqKloDZ8bvzhMZm3Wwz86xvqaPk/6/pDO8PlVNGOkiODXANcpQwFDAUMBQwFDg66qAAa2/rkfWmJehgKGAoUA3K0CQ+pW35mPL9j0YNbQ/xp87PJFx3V27Ss61FoUzyy3WVQ3oVl66U5/+6D2aSobVFKVyMmJTCPxSZjA5hylSQqVsZaI5AnDbjRKmP9kORU4ktCadKFv5lZc0tzc1ASTISy7gQ+Vp667v9V9pLjRqnqg7lJPXIVfiHTebUVHBY/duLUeaAJDZrIFovYEhwWenE8yhTdES788R8OkCgelCDwKmBOTIqUyAnxzaBMDpJ4FuArTJgFl3k9P+yHFNkFvPi9bPC8pZLu6rYMbzMRaTcjCNj8bNTutT6W54yqr+3z+AXTs48JyCNGsQrVE7OIsJZivPxkSPlFRAlsDc6lR6bIkOy+inx6Pi6kkyqqo4DG9+Bf7tIQTsDrT1cCHssgESjymTl+Hfr/wKa1aTu7zdtU0XISgahYoiWCjuxGLi4dqzgb12zb2p+Lw8Gws/qUJBwVYoCoF9AZGIFcuXnwVFEdkxy81VUFLascHmVaMCLNuZiiDunn0Wdt6k79sEk28zzGoURW1bWcY0xYF4CnwQrRJsGWFUr8zHuMfr0WviRaxJJIHQ1b//AAIfYG5WWXFCkp1s2xTDYVJqIfJ+NNd4IIgyzFYJ5tQ0tFbJqIml42P5YjQhDV7Oh+/wHyHH3MxymMll7chxMlc2gWeK+Ci6pgTb3y5nr+swVPj8J6jYHMbjb90F2dMfnNXT4W6G7bM3s8zrma6X0dqnlY1rbc1K5GzLwSVvXwxnQBtr3CuhqbQJvb7qpT0PxhLxIRzHwZJixQ9uaYRzezneXejGGnc6mmwxlI3djPWF61Gc1g/rW9dq5wJU8BBgtVpZNvbaulWIyhEWrxGVo8iHBzFfE4KigoCZnP0ErQGnql1EGRnwQI5IMFW5cce8kahVMrE6P4LZk2cjbAtDtQAm0YR513+O0QVD2Dp6kzwdWturbEhfngZHlR2Tvn8ziiYNAGmhN6nUP08vjPsnHDkurKtfrb+EftYBCLeF8DvPk7g5OIkBbQenQqRmo21u0JmTGc5DRApDURT43K0YUdsHozefg91n+dh2nCYnfjRlWoeM8cQOjvCPzuPUG2oeajUC13vW72Rvn3vrRQcsRuclAdTDuYK7OraTtdypcikf6/xIY/o9bjULCXid6Tn5TRhNAocMb8cLvMc6J2M9QwFDAUMBQwFDgdNVAQNan65HxhiXoYChgKHAN1ABasSUDHO7K0rjdJLSahJgswpo8Wsg7Uh1KmC1PqZvj7cwt63fD0RNHChBgksHrNOAogYF96RKmDhJy4Sl6q54kDtvNbP4Db3IHb3oM80FTUWAkpy9TzwV77D/zlqSG/UffxfhdnOw2dsdrgStt5ZzeH+OCRVbeLS2qgxYk6Naz33W90HRHHV12lh0t/V990t49BETWlr2w/z92dPkRCfYTeOk9S0WDXRfPHoDfnT+IwyCpxUPgL/vb/H8DJG5fWm5cFjTuHMR8O7dR8WzMzRoTUXgOTm/+mgyvztvn44XwfNNaxVEYhziisAc13a3yJzLwSA1ZNQc2TR3vcGl7q7W87YJOlPjRgLz5CjPyZqF998rRiBggyjE4fX4kBGR4AnZ8JX1bBaBknx7Pe2Ljie5rWl9cl/3rlwEi6+ORbxQrXCNx5Kt2fB66+B2t8Hr9WH79j7w+90MWpPuOTnahQwqcsi/NTd2wDlJ0TBDhyvgcsuQu62MXaQY0rgWJiWGom9vZw+qN6+7FqInDY4MK65ZOJW91hkw0oW17MFZqFlXi+atGrSO+ePM5SrFNCgbi1gY1l0inw1KDq9AXzQjDaX8ZlzGfQRe4GH2WGHLsCPcEGKAXZG0z5TFa2NNFAlcDzt3JRyBT3D3W3/XPgMCBzn9LBYp0fnCTbIDmQAtOamveukq2NqsLCc6szmTQWprxMrGqiY3v9tv2jz3qQmoiG2A/xntxAwLmmv+86u+QMPgBhbNIcsyg9YcT4iaQw93IVzbdmBQvbaRTZlAs53D75fa8fwAPyQO2JXCoXfEjrBVQI05yqB1z1bg1g9iyGhMZVp9gkvw6aB6pE7NRvqgdFzVfyIKHP3YNvWoBjp/frHglyhr2ISSZ/uy96JSBBbRioYxTeB7CbhoYUeoq0Pr7S1bmdPaaXKhKEXb7v8ufwvffmMsyps2QVY0/V1+FySzhIzmDE0nqAi4g4imRJHlyAY1c9SL1j/WovNKLwLux1tuu4mNl+Cq2SQcMY/5ePd3vOvTeCVZYXcOnUmV7G4XBA77msMHxIacyPkQ7Pc42hvRnsh9Gds2FDAUMBQwFDAUOFUKGND6VClv7NdQwFDAUMBQ4AAFIjEZzUkw93ijNE5HibvqID+VsFrX7ZGHTHh/rpZ13NSHo7vm4fiBCkcJB+X/U6NH1x8IjburEaMOdfUM6aeeFCFJ7ZA4M0vFmo3tcTKHOtbbtwr44+9NiViBh38tYfhQHjdcS453lTUhJMxJkHPVSs05TaVDa3J0U1yFLGsgLi1dxeoNEVCECcFVWp7AJxVBa70IxNI2aPm377+SvUwAliB23FWKd3Y+xlzstAy5mQmAH5CTuh9akwbJFwdoW3pUSFfiQQ6mDcsD/pEWm/HZpwIkSXeK0zi1sVMzRQLnugtcv2hgs2lgmJzg9NDnpjvf160pxz//XoPFi89l76WnNSI/tRGbN5XCpzgTUF+fL+2LoLfKSZj+8hKIm8vQ+qaIytBA5vAWAq2oQgHKxUEM7pvNQRYNYrVGoUYFKBKPKGfTmm06Nbie7G4n57ZelNPtvAtwxcvQd/4mmIJRZJVXw2YKIbOkHtnDalG1vAB1G7JArmOCwz0u6YNLXrqabaJznMPY34yD3SKgdmU1ljyxGG7rNtasL+y3IRa1IBrS8rurkcd+knKv4wbWIPL74gvgTQI8xalo3dLI4HXMF2FAmaCjyW5mTmwaw9AR89GzZBfueed5tp14zISmuhy2zv3DP+sQTZEMrXVAO+WVaxGKB+Bqc8Htd8PG2cHJHKRQXHNZJxcHbL91J3inCvdiL5wtDqTEUkHNHR3f8+Kt3DewrPpzhKVQYi27ycHA9WsvBqDSF8X+Kxu/uljAvJeB1AiBbxVb0hS8eJYVu/Jd6BG1YVeaiKdntcC2zwx5vxOcNvo9y0sI5BaxzWRz9Xjw5xHmoNZL/36cuWEmlt/2JQIxDa4LHA+7yYltP9mB8Z+OR1Z9FnudHMzu76ezhoyr9y1HbbAmAaz1SJFHFv8EK/ctg6zKbC6egAf2sB0W2QpJ0e4qqSuoZ80o3RYPhmaOTIzneKC1vhE94mV5+pcouXUIzC5LIiO84wE6/DPqB0ERVJKsgWtyXnelmeDR7KM7l01zm0EXrGm8Z2LRhWi3w8TOCz1XvPN3+YmYF+WW0+fAKEMBQwFDAUMBQ4GvswIGtP46H11jboYChgKGAmeYAp1zrc+024a7KvfhHOSnA6zW56E3DKRmg75+HLj/38zMfQXxKAKsKl6PRRMO4K7O/ViWo5iSJ6abEAy2Z3f+9Odx3PfAkSNWCHqluy34138k3HAj4LKZ8OpMFTNf1WC1XpS/vWC+gB2VWiNGiiChDGvKUiYwSwCX4kUGDtIaUBLQf30mNU0koN0emZHsQqb1yG397o+vZPCaMq6pKmt7Yk7Ns8wxXV2lbb+tDYk8bX1M5PKORjUwTPCcGlKSs1p3tBNoJ0BLTvTkqJaDaaxnICc3r9v+1lRg+7ewd7tHi39RE6wxAdBpPhT9QUU51KQNzaWwUKP7uvuaXNakIeVF/+ExEdFoAOnp1YzSVtfkIeB3wiLIkHkTYvtvMqBtJ8C1IMHRsxw2dxgXj5mB1nmXoCY4nuVdkwYRkwuS3cXW9fkoX12BxxTGee51qIgUIg4REasHDT4rsrKUxHlJYyKwT1pTdEYm6jGnVsCqBwaheP4mXPC3j6G4zOD9UXBNMiKqGT542XJWLgbRboJoM2HEtHNQMnUoiwih7dCDGiymDtAaPM7/wMzAs2vBawjV1iGimBGqF6HGFQazGpCOGCyQeQXrzb2wNyOAH+zdwHKmBbMIVVZgSbFp0Hq/+9maZmcu6VhbBKVnbcCgsRvxzBc/QUVjX7Q1uxEKetErL4zJfdexMehZyARm6aFXvqsHXI9Zke3IgcvvRmhfgAFoE8HNna0QHSaEagPa4hwgiwp23rgbvAswLTRBViUGgmn9hl+2stzq5dVL8O629n1YRSsuW+3DdetltjyjzaoKkTfBE5LhDakoaebQZuGwflAW4i/PYduhyhg/Fk3VNdjJx9n5YvWn4Q7zPEgQIdq0qyKjs3diuLMCsdYI0yS1JB15FxSiPLIOm/+zEX4xAEUlrTn4clsRmSp3aAx5pO8dAv0EvqlRYygeREyOwSracOmuy1Afrcf6jHUsD5uc7R6Lm0JOEtA7uQHlkfZzqPd1Fz8B6xXpX7LFvEWpGFw4PJHT3dVtZ3kPjKrQHeoEr1sDsRPeC6GrY6XlzvQ7qvT/T/GH43BaRdBzugB/omO8Mr1W0EVwowwFDAUMBQwFDAW+zgoY0PrrfHSNuRkKGAoYCpyBCjS0RhDf77jS/tA2gbKuv07V2UGu3cbNM6BKDRZP9B+7R6slAc8tQzms7sMz1zE1frp3n4zrhpycRl8Ez++cak4AUnLT6gC3K3PJTbMxF5+ubdkmgJovJheBTcp4JvczFe2DnMP5+Sq2lGtgoHMmtt7gsKGBQ2MD6UKuZM19rTdSNJlU/PsHP0Sf7N2J3d37rz9ir68/i6kIBjjccaeCXn0kTL3RzPLDCYKT89hm1xzg5HzWx3T5VTJr3khQXYfg9B5lQXd2Y9PrnXOwA+f9EM789rFsf/U+7P3sUjZmcooTRKb9E2ynovlQXrfbrWWJ0z4JUNOD8rR1HTUwzLG4EXKs69ngDMBSY0ueIkCA+H6eSfuiWBR6j7msndXgPNTIEBj6wG9R8dAfYIs5KC0ZoSDQzKeDs5oTzS5JXysibMxFqU1srARidwfS2Ti9KZpmNE66yJAc7RHggPWDs7DnsfEoueYNtlxRi4LytRIDoruFQhTEdiBPqAUnirC6RAy+dxQG3zf6gNNNz0Snz0RcUpDNN2BccB42rQzDGmsDDxmCHEcUZrTBBZ8V2J7jg1IyF0PWD0FetebAZk0STQKLCyGAzZsFBstpToG9PtagcPy1C5BVUI/3yy/HivlnQ7BaccGgegZSKQebxsjmMmkAi++gBzIHApmDGGTP+/VnbDnftmbYs50sekTZtgtcJAJf3AFZNLMLUg25DdgycRs2xNZi5OKRSGlJgWpRsfzSFegxpDfbB4HaVzb9OxGzke/ugUtXtaB0ziL0qo2wKI1tqSLCgghXLKJljgcF5AUFqBYLanfWJrR0zngWW178LSKS5hpd7/HgKdcv4dlyFQSTdvvCQHUj+vvXJFzhpAfpU1dUj7AvyPYXMUdQn1WPDRdtRFZzNibtmYL8UMFBGyTq+hCopqiQGWue0s53RQIB+EAsAKeZQH0uixGhIqBN/y7NLMGlvbQmkATedfh+wMlxFC/Q+fnpBx/iP1n/TKyVU5iPglAPjPr7CKiSwi4yXPTClcgavf+cOcT2CVrXtR78LhQdXtOqejb4UQyz2xel84LyoA813m7f4QnYIDnZI1EFkbh2y40eG0LwOiopCIalbr9IQPvISd3fCOAEzMnYpKGAoYChgKGAocDpooABrU+XI2GMw1DAUMBQwFCAKUAusORsSwKONU1anurXpSjDkxopkhuLogVsFvG0hNWd9d4icNgi8Bhh4jFAURlcP1l1LFnOumud54DGtigD1/p2yL1NRSCa3LjTHtHmkpzLrbt0KV5Cz5Hu3PjwgXtNmPehwHKfCfAShE2G1hQTMrJoI741ZB7bfijuwmvLboA/7GYRFgQf7rwTmHRDFJOvbAfzBFuXfM4ngDWtS1C9qFjF1i1ak0QC4mYzwWQwAH6wppS33aTFU+i1rm4Ng8J6EXTFzPexcKH2it5k0eVSmbOd5kJ51ueP05zVBPFHjlYYINe16r15HlJry6GIZmxGKb6wjGduaL1ojgSXaTvUgFGPFNEysVXm3lYc1UhVmtDDUo+xuR/gzehNSJHT4bWmMODb7LcgHOFYxrruZidobebi8DjisIpx2EQJ9aZcBvpJEyrScd7C6AGxHgSuhVnXIvJmGUxvliFQo227KeLEVrUY9QEHREgQOAXjxCWYNL0fBn13aActd75Tjs3v7MK2JQ2IWlzYXXwhQq5MNj5qhFe86jU4W/ZClOiim4o2ZxuqelZh/dD1GLN0DPKr8iHGReYOplxoqpT+6Rjw3WEMVusNBZdN+zThwCYnsrA/EsDs1iZJy1IWdsbwbG0bJekY/cgFoM/rE/b2izPD19ei368+Y8sQvA5vq8UPz1/Fni+uyEc9MiH17YdKbyUWSvORsy2bAevK3pX4asQ6KOkKBqYPgdPsYqCWYjbSd9bgp+81IM2WgWJTLriy9QipMc1tHVdw93fSMKnCh8JmGQVBDrlRM+LDRqBp7scJLckV7n/mYah+cktzmH32INRVl8IvafniOcunYWK0AY6qbQyqE7CmSBP6d33fBkiihI2DNqKy+CsEEUNOdSFGlo/GoI2DYE23I398Ic558pLE/vS7DSg6pTXagoikAV6C1fRvkd/f8FW0stxqmq/upj5RkJWg9Q3rrgIf59gFDL2mzrwN1rgl8Tz77HxcNvu6Dudh8hP6PNOdJUeCwKcLvKZxOGxil3s8HHLip/CNgznbaTjJ8DouK916kYCaQKa6On63n0IJjF0bChgKGAoYChgKnDAFDGh9wqQ1NmwoYChgKGAocCwKhKMyWgLtTQq/jrnWBKqdtv2N2k5DZ/WRjtvJBA0Uw6E3ZTxYtvPBxto5YsXr1DJeY5KCzhC3M4Sm7RHY7mqDQ2pWSREienRJu8NYg9dUGZkq+vRRQDErBJs1wK05jAmu5uUBHyyIsLHRtiiiRIceLs3kyYoytCkyhKJK9FgO2gbFYRAAp8aDnavzfLc3b0XRvT9jWbd0a3nflFL8fMyj+OH3xQSYr6nmOzSG7FmosHiSmylyYX/jTT1Tu0fFQmRXr4e8f64Ur7HSfiE2CwPZHAlME7AmUE0gmyC+N0WF1aKyHG+bTYteyYhUoUfaIgzOXsumsLNtNPw5ExmQpdKzu3tk2RKRIrwiw2GKIsvpR2vEjrxePCRRcx8SgNYd4QTzO2dR0zJ6nAYBQ3LV89MyAAAgAElEQVSI03nWmDMQ65bGEAmrSFMbkao2YijWI9MZQma6jEtenIiMgZlY+fCnqPxwG9pqw2yekmhB3OzA+rF3gjRxBBogSFFYon4I8QisaTY4zuLwafRjcD6g566eSKtLA6doTQyZ01rgkXdBT+akJdiqx5F8fNPbCFa3sXnxIs+gLUWK6NoQsE4flo0s1KH3vi+REqiC96aL8fLvpuPdpMzb9Dc24eyZG2FuizG3Ne9rhdMSw3cG7UCGS7sw2Pyq1lDwbz1/hzZHG2vcWN6/HFv6b0EgPQCz2cKgLkVnFLp745m/b02cciOUXAj7aiDn5ELYuQMbHUG8W2zHOz1SKLAcUz4dipG8B+N67ewArZMja9ixC9awCw+tO7MhRyWkWEK4fv04uNY7WJNKagBJ8F7lVAS9QYTzo6gs+grBzNVw7umP8+ZdDpkzARzP4l0Ei4iby+9NjPOJL3/DgDs5pwlSR+UoPBYP+zeBa68llf0kVzUBa3b+9b2WPehzQ7CwwXfku38+ufUd1K2qYetnjcplueiHa7o49hclLBpG4bQPE0H5O1+6E7ySFJYP4I6anx7wOddfoM803Z3U1Ua/pxpen+kRYASmCVrXthy+v4L+O0lWugdeUwNG0s4oQwFDAUMBQwFDga+7Aga0/rofYWN+hgKGAoYCZ5gCkqygvrUdCOiu5GDk5Ll6T5RkBDx0ZzXtg2JPyHF9plVXm0ke77wIJFIsiF5HigUhAEN/zJOkOqSmdfXbt19/HUhuysdg1DX7uyjSvyfJCSf2waI2DjYfckev+4pPNGokUK3nQydAkqiBZUnmUFerAWkd5lIMx6jRwHU3xvH8cyLKNrUDKoK9BLyl/SksBHepNPCtxYgQxCZgruc4J7vGadlk5zg9Ly1VMXLqLMzc8Bou7zMZV/W9NjEt3YW+fIkJr72mOZoJMA8dpiDmj2GqazZblpy8NSXjmZZDlr3AwCyVDq7LTMOw3DkeRcUKc2V/8GoY5ogfLZKLRXzkRyrR17oLSyKjIWSnMQBfIm3EbaM3oDagQb4e3nyE+5Yg1r9Uy8oeoH1Oli/jce3VFqYfxZYMLWpjQJwA7uDRGsTRXfEEPqt2KSzq5dz+9Vj0mYBMtR4XOlcg3R1D8bWl2DF3K0qmDmGAmLT6ck4ryvZ6IascbCYZV8U0iJtjaYZT9sGWYYcz04GWXb72/GlV0youWlGWfSEyU6KI7KNkbB9btzlvIJ74TyZeuellNATqwWn8GdaIFWJU7OCsJXBNrmtO4NH3xoFoLm9kLmrKnpbCcfa6qigMaFITRnJX1yzeDU7kMSX8EoPaBGoJfL9++eWYedddbF+Fmzbhnjt+iLSKfZCiHBaZLkGDnAarKDFgPWl4hTbW/dD65f4zEGkKodXTis/GfYadvXYiao0CFiDVmZ5oTDh3ZvunYpi9H0zbtkI1mcA3NiImS1iRbYYlagLnz0VZbAzAcxg/ohWpY4vgf6Td8U8gmeD1uvo1aI00g+N49PEWo1dKIcKtEUwefjPkd6Ooe3YPhP0xIoqgQLWpaMvy47zemxDxuVG9ehDiMrsMAIWjbqiAxWNF72v645wnNLd1cn41xYEE40EGrQlSF6X0Y8usq1/NfuqvUbNGcpd39YJd+YvrsOaJpe3iAKzhJkW56KU74vXnP/z37fhqp+Z8V1QZI3qPwbBfDeywDbqYceOG73d4LfkJ/X4RBR5toaOLbjpV8Jp+v9Pv/OS7qw45udPwDWrCaLMKXb5IQMs7bNpdPscTz5LusbBz0ShDAUMBQwFDAUOBr7sCBrT+uh9hY36GAoYChgJnoAJ1LZEEzD3aPwpPx+kSrHbZRNitIkIRicVqZKVYz+jYk5MR2/L8DJGB3OR6cFqcOX6Ti/R1O0wskqEtGE9ki+rLkPYEsteslQ/IsmaZ0fvdzLo7V1/vYC7szucXgc5XXhTh92sQuUNzQTLQ7r/VnwArgWbdfa1vh5zSJSXAn2dEcN89ZlRs5RNAmzWRzNAaHG6v4NDYyLFtUBHQNptV5tYmiE0NIvV5dB43uaJJI4dVwPU3cAdtxKZnX9N+gkFyWqssmoTAM23XVFGeaPhH+4+XlOKt8sHMVUxOayrL/hQDacLFcIwdgNr5m3F2/h48PncEa6hI0F2QY8jkGzCe/xxtlnT4vfkY9cj5EMvLYCovY9uhY5KSwmPkL8+Hu18ae+1g7vfOLnJaLjlne+XnEtT9+fghycziPm7mXoXAqwxAe/gAeJsFCnjkTOiH2kEX4q3nfJADERTGt6FOycBgdT3inAW9hV1sPXLt0iPcEgU1juVVeX8DSw5R0Y53xCmwOEV2TC7wrkO+qxVFo1xorWjCvqV72VxkXmZg2pOXimhLmEFpgrksy5rCv/cX7YdgNIFoKoLIlHtNUFqOSOx1gpiBKh+b5/XqTFRkRlEadCLnnB7YVNgTv/zr39i6t//qEQxdMB/p5U3wRcxQwWGW6WZYKHxFkHH3lUvhu/cZSANK2bny+fffx+ZZZZg3YR5q8rQLCUF3EBF3BL2zitlzckTfsVLCpVskCLzIoK53Vw34xgZw1D1TlhGXeZblHYYdjVwqVgmj0CevBuf0bwfk+nyf/+pZli0dlsIMihN6HpU7GvGdEq7YfBWoSaFjsw1Fq/tA4RXwKg9e+P/NU2/Zjakf29AYsGNHo0eLuGEb5RA1R9GY1QjwQK+xxbhtxn0obywDQXKKB6E8a91hTVEgVOSu1rOu6fk9wx5gLmsqgsLUf6A1cHgovGHGSmx4TgPQsbYoO7Z0PG2ZDnj7piaOse721194asZv8W7tm5iYPQUP3vcb7Fu2F5/eOZc1oKRjXXTtABb9cqjSv+uO9SLvyYbXaW4zfME4i246E0t3Ox+t3sejs+7uphx9owwFDAUMBQwFDAW+7goY0PrrfoSN+RkKGAoYCpyBCjT7YyzvmWGHLt5+ezpOU4fVZpOAcFRibjLdWU2xJ75g7Iz9Yz3DY2ExLicSNlDutN4YUT++1ICR3LtUyfr6w3FQtMzBKtl9mOw8TgbWtB45u8mVa7VpcRZjzlYw/cmDwyndlUw50zOeFVFXp8FmPdOafurNGPUmhwS1OxfFZfTrByz4IoyHf27Cqy9rkJ7WJ/BJ7+vObdoePaeicTKYva2j245ef3CalIjx0GC1CMpAPZxGBIAJ2muZ0QTHVaYBRWyMGy/js3/XsCaFBSk+nFNYxWBsz4cnY8+qRuyc/jbktjBrOhixpeCaWd/B+ukLEg7h2eFvo5nPYOMW42GME5ag0NWYyLYeM/1Clt+8cvpirJrTxJzXNSUXIW9EGsZfIoNyw+k1mtu48e3HpLOLXI8Qof0QqP/LtBbUBj2IKwIUWUapWoah/CaInIRMpRYiZEiCGVHOihbFg5mmW5HON6M4thmpXAscsh9upQVh2JhrN1tsRFaxE9u38xDVMFyCH1xUj3Lg8SF/GVrhhaSSe5qDyvG4J/sdNk//7lYW/aAXJ3BIHZDJHOI9J/RhjRJ3ztnKNGZLUXyLWWDHgopc1qz54H6Qrb9O2c5hIYy/3/Yc+gU0Z/eQ+hRM31MC8/gxWPWb37Ec+ssnXIj8Si0jem+LC5LC4z3LFLilBqTyzbhy2BcIXN0Te3s/gli4EJTBu/yPS/Hc8L+yiBAWxeEIsseoJgnuOA9fqgOtfXrg/jn7ULC3FeXZAt68MAd//dyFoetrgJYWdndBm+pCCHYGyj8WJ2Bk3jyk5qfDPGdZh48DQeunVkyHrNL3pMSaK+ZEcnD5nqswbOcIrNu3Cqn7UhmRlkzanTecnccXP16Kib+fABfa0BDQ9qNpzaEqrwqqoOVfq7yKxseb8PJVs7C6ej2D1wSn9cxqdt5UzGKP5NKjQeg1+iwRKzxSnn/dymp8MvVdxP1RyPrvMp6DyWWBs8ANR47WXbUztD7Y91fz5gZ2flDR5+Rw1bkp4GEXPsyb3R1ncahdZadoTRiTPhrHOuRTsl6Ky4xwRD7gQmlXB6PDa4HnD/v9nLw9umhCueVGGQoYChgKGAoYCnwTFDCg9TfhKBtzNBQwFDAUOMMUINcSua/0OhmAtDslOhys1vfjdZgQiSnH/Mdud473WLZFf6wHwxLLiT5RRWD4gfs0mEpF8PTZ5+JdhtX6uDrf0k/bpaIYieS4kMWfCftds9qaDoeKt+ZED8i31vOcyZWsw1RyQUcilNm8v7HgflnIYU1F4JJiPDrDGYoHufhi4D+vRLFpI3D9ZAt8re2ObHJUUwZ2Yi773dWDBivoF1iLzJYK1Nfx+NIxHs1iJlvs+psk1liSwJM9qcnnwY4TzWVLOYdFCwXmcKb5MMCnqqy5I4HgvQt3YtFsP9xyC3ahEDCbcM2QbbjpqX5Y9fjneKtiKHpUrwKBWIKwXDiMbFMTcwKTi7g1ZsN600jwJh6FoXKkC61we7TR0PIjpp3DYJyuK3tdpMgVhTnk161tB/OdI2JoHb2SI10IgM98LoKlyhjEVRMCqh391C0YzG2EBTGkohnUyDHM29GopCOqmvEqbmTg0w0/TLyMs8XVMCsR+BQX0pR67EEPnG9dCV/cjv6XlqG13AvJL0KNiZCjdrwqX8cuNCQf5BuEWbDaeMQCUd3+yyIrSONLn7sMRTcPZhdblj70CbbM3Ahl/4UXxSwwvURJhRyTWONBdh5ZRAZByW0t2kwMZpflbmIRHordh95tMbb923ImYeKEB5lzmso1/TdwvPoi+3dTwIZQXMQuoRc4UUUf806k5zczt/aqcTejsnIMA+dV9r2YUfAXNh8xJiJkD7KHJ6bCEwdygzwcqbnYki0yxzI5pL2WFPTb0Yo3VvSGdeMemOQwavlsROM8vKoPW9LzYMrfh8ynX4d1yJgOpyRB6z98+Wv2msI+KCp6xHvA40/B+HkXwhKwQArEYY5ZINslhG0RmGwmeAamwrLEBC4SQTSsaPLvb9hYnVfNoDXbJqfgzbvews2Db8FdvcfCu/VP7HWKAFFKn4HkKmURJeTCTi49GoReO5o4C4oIWfbQAvZZMrss2oUMSYGrl5dB687xIMn7pHGQc/1oq7t/V3buD9CdcVYnqqnl0Wp2PMt3F3RPhtf0/z+hqHRIkE8XTigGyyhDAUMBQwFDAUOBb4ICBrT+JhxlY46GAoYChgJnmAJxSenQ6IoAb1RSDumkPV2m1xVYrY/1TG9Adby3oXf1mOmOZlp+0hSFxayQc/1wruHO26bjQs0YKUO8AxjazCXiQgiMb6ugiA8tn5iKGhA+8FPNtayPg9zNTzyuAQNyZjNISfnEVgK+2k+C0wS8qTkiFa0z70OBAeHO0JoiPq67Djj3AglFfWUGyGlfBNPfmiWyDGw9UkSPHqFIEBMnId/RhJtLVqF6Yxsbx8ri65kbubaWR+kAYECpip88FDtkbnoyJNZd1rQ+G//+aBCK23hhwjw4o40J6PoVhmCfqQf69Yrg5l5fYPayHsiVdsCqhKAKgEsKwaaEGVSleIs2H9DmyIZgFdGcUYye2xczaE3AmqISRj18PlIHZCSgNY2FjllWtoJlS3mmqV7XXPMarrymP4aOKDnkKUTAeuecCrTsi+G96MVoUVOwF/nMgXsJFiAP1cjh6mBGFEE4UKdmogwDsB5D4YYPdoSYS7cXvxu9uN3YjZ6oQh5S5Qachy/g5tpgskngzTJM6RLkoAiLzYov9w3DVxFtXDJvQibqcYk6H1aH2A6t959blLOcfVYerp97AzvfXhr/ImrLGhGXZPDhuNZokKJB4jKLySDwSZEiZrcVUlBruEmZ1lQfl36E7b23I2wLI2wPM51/f+mziUgLXSjPQz+Bbe7biFi9WOCaiOF174FTojDbZThdLQyqrrzgJuzYeTb2mHdj+tBHoUKBwqvgVA7WmBk9672wxUzIFevZZlWLBct6icyxTA5pnuPhiQn4aWMJLl3gRkHdHlBudFyJ4U3X5XDm7sbGx4aDQDAVwdmnVjyG1bXLEYgFWFNEmjzN12F2IlfIhXmHGRk1Gfj28kshyXG2PSFTRG6vAgT3BRgApsx1ai4Z80WYLu5eXvbeVmxmDmuqtcPXonzEFhSl9MVT1nIoqgITb2L76VlwDdTSZ9hyyW7rZGBN7x2Nk5maLpa/uJ6NSy+WvX7fKGSNymPnfOeiBpHXz7mcaUn1nT4TMWPCfw95rnd+g5oC1vu637lMv6/ou5fugCKXeXfA667mg3d58id5QfqOIsczOcW7q3R4TVFXBK8DkQPhNTUCpTtnjDIUMBQwFDAUMBT4JihgQOtvwlE25mgoYChgKHAGKrCvOZwAfOT2sog8WpPc16fTlDrHVMTiyhH/qNf+ODUdAFJPp3kdbiyUNU63KR9tw69jmV9yA0uKWTnSrfkH2wc54mpb2uHCtAdNeGOmyM4xajb44ENxlk29ayeHcJiDzaaisJeKe+6VEk5kfbsEdqnWrG4HB/36a9Zqeu/iCQqL1aAi4E0xFv96Xkw0T6TXdQCtA3KTScWQoQoGDlLx0QcCJStAkjRgTcvoP2ldcl8LkGAVJFzffzWs+/awfW0Zfh02beRhNgNutwqHU2VRKuS6PlglQ2t6Pz1tE6644nUEg6kwm53IL7ydQfQ/5r2EcFxMwPMWeFEp9mUw98reG5AhtoDfUs6a35mVGDhKiRY18Ew5vvviaZhvu5I5wSkj+ydTa1iGNVXRNQMS8C45DobmTFnaI0cp+OxTHiUlG/Hwww+zeJRzzlMQl0rhD7c38kue33tXvsZA4bzAudgby0Kz7GGxHawpH6IYgxWwWHmMKm5EZMseVMezME+dwCIsaCFa2ow4emAPnFwQX2IMLGoUQ7AeY7GMEDJ4ToVok6ByHGxpccT9LnCiBSub+mgxMZyAAcIWmNQYKKaaoj3IyUxudG/fNFhSbKwpHwH74PYmfPbAx4hbRXZxTgjEwMVltm1OIdTeXqJVix4hFzvBaaqWgha8MOQDtCkuKKIMZ0ENHp/w2wOgdbJGFDmR8/yTMK2aC4s1iH0+D+qRiYr88Yi7SjGt34No9jSCJ2hN/+VU5DS7kdXqgpmLMbf89RUWbOiXgv8rbkFYCkFW2vNvKHLjR7WX4O7XdrDdkuNeMat4c+BUlIwazHKZaQz/nv03fMS9j+bcZviiPhYL4rZ4WHNEqjF5Y4A2AY0b63Dnwrtgz3Ey3ar8XvQqMcH95afY409DKCKgxdyMnek7IXhEDCkfguY+LagprkFFSzma05tRVVSNbEcOg97/597LALvACRB5EcWpfWG74Msj3jlytLFOdAGlbmVNAlxf8uJE1iTzUHXzexOxtGpxh7c/unZJl1zXJzpKi30mrSKLSCF47QvFjyvW40y/cEu/A62WI+ebH+vvPLpIQHC6M7ym32VGnvWxqGqsYyhgKGAoYChwJipgQOsz8agZYzYUMBQwFPgGKECu2Gi8PbuYYEF9NzqaukPCrmYqH2xfJxowdMf8DreNkwXd6Q93GzW+65QJfrTzS3YgkkN6ysSOmaD3/zTOYkhmvqyBbCoC0TOej3WIKKHXqaEguX/J3UyuZIr4oOevzz4wSoSWp7zo1hYwoEzbjkY1N7e+Hz3/msA1uahDoY6ObILUtLze6JGeEzTlVBm3lS7HINdu1FRxeLb+RoTD2rIEd2k5j0c95Lg6Q+vf/XYiiooUeL3a/gPhKQjHrsV/z3sTu7e0Ayon/FgkXoSdYl9M7LEKRXmVCCytAyTArMbAcQpMJgECAZcwh62uEfCNvpDpSzD/f69qTuHOReOhxpu0HMH/3DzgB9/n8Kc/Ad/97i9x9tkbkVegwuvV1mz2v3XQ7bw9/kUs25mPddESWKUAXIoPLUjBRgyCiDg8QgAZ9hAsVuBy32uoQi4Wxc6BDx5EQOcFBxNiyBXqsU3ujYvwKbJAzuwYc08T+CaQzPEKTE7KmRYgRawMIjM4q4DFjdiynBACbSzXmIoiPgg2511YyJ5TPERLeSP7d83nexjYjttEcME4OFm7WkHQukNxgD3bCVuGA6F9AeZWXxftj4VCCA0j34ZFtcDdMAgr5nzvkB+RDt9bt9+BZe+1oFbJhd/iQMDngegw4y+3/xkRJQxnwImWlBaE7GFY4iI8QRsGtyqwcHFc470A33rkXXz7jbFoCNWjLriP7ZOiT0TehO+uteOxyoGItkSYLjT3HTlnswe5o3fMqUBt+lZYxRg2ZbTik0s+gaLKcMc8iMYisMas6Mn1RNqQbIxpPQe9PurBtl+HTLy6ZxzSKtcgRWrAGCxHXV4QIUHTeflVK1Fl24u4EIdgEeB1pbDXsx25LL+aXN0vp7UmoDW916fnZPS44CXQXT6HcxLT90hjW/SIFyWTxSfHNVVqScZB3dXJy/b/Z/Z+t3n7q3++6B+HvQChL0nHlVy4Db6Od5Qc8kQ4xjd0eE3RQxRjcTA3cFc2fTRRK13Z3slehsZPjvOjbcJ4NOPUexLYzALTmi4WZHiTbj05mo0ZyxoKGAoYChgKGAqcgQoY0PoMPGjGkA0FDAUMBb4JCnTOtc70WpkruTtuSz5e/Y4HVifvu7vzR493Xkez/omG7l3JUk2ODqEIDnIFH6qSHZLPPi3iL093zAQlaP2/F0QGomMxDfiOGaswwDq05EBIoDupCa5S7Ac9pzFQTjYV/Vt3OBO0ptIzsClGhDKuCU7rzRl1x3VXGpLRsgS3OUXGb87+GD09rfjf3vFYuCk7sT3aH4Fru11NzONg2iQ3M3zm6atQVKxCFDRoTZ81AsNz7/0cu+ZuhRANIa6I2I4+eN90NQPL5Jru51+DdXO2svgKoSXMmgjaPFb44i5UxzMxzzaR7Zpc1uSeTm6YmDymzhCd3ps0WcFtU3mYhIkaUOSAVo4DeXpdvjcPeripCd6frtuCHeEclEobEIOZuYUJdn6K8bBwMfSx1kCVFdwkvIEg7NgVzkYFirTMbo5DCcpRI/aES2rBIGyEqMYhQmLAOgUtEECxHSoEMx1vns09fXgOcwFTVIWrwI3B947GvOvfQqQxBE7QnNGUaSwNGogWVz6c+R6YysuQEqhiTlwaj5huR4Q0jOxvNNiZWZPGZoHti4pg8N6KOJaazkfAmp7Q467pGYlmnMki6TnnBL/oO5Zyl9c8sZQtwppASgp6XlaExdWfYnnmMjSnNqMxvZE1YiyO2hBy8VC9KXjwrF8lQKoep7Fw98cscoMqqz4Lv36rGJfGfICsQo7KMHssWFM8BTv3EXD3IyWjDrw9iKglihp3K/518YcIKIApakV2YyaGVI6Ez9WCPva+ePQ5LbqDihpzfvpmgP37CnUu++ksWEwnO+SohA8nz0O1bS+LVaHjIoomDM0cgZE5Y1gcybr61SiEHze5OZSYZOyFF73OfZ+5mUkft810SBjb+Y6NQ37hHOMbz656An9Z/WSHtXd+v6VLWzuRzt+DDeB44XWa28x6V5zIZr5dEu4YFzoZfR30oelaOylyKfnWi2Mcu7GaoYChgKGAoYChwJmigAGtz5QjZYzTUMBQ4BupwJbte/DEjJnIy26HESSEy2nHtPtu/FprEo3LaKKmYvuL/kAMR+RT2riwu2D16TSn4zmJuqsJVfIYugKraXkC1nq2tJ7HfPmVMm6eKh0UXtP58/LLCgMky7/kWTRIcv3053G88I+Or9H768ojuPNWM1avam8GSICamkKSY5sgbHJRtm9toAaBeAAP/jKEm8efxeJBdJhNzQ4pPmTBfB5r1/CIxQ7MucZAAH9I2uovAGzquJ+8PCAzE8jO0eb05VL+gEaPBDcIFFPMyaHczbqWBPxTXZNx3ZSHsXz5ALazV157B6VDrmdZ00ueK2evefeU4fXA5XBkO3HJtxRMfzLOYh4+mvoufL4I+IgEPiZDSsmEFIjCDzdCsoU1ijQXZBzWaZ18TPXZ6uO2mDZDdD6K1eQ4B1CuDsTj+D1eb4uiv3zgxYpZL8rYPO0thCQTVLX92M3EDTBxcWSKLbjCMh85oR0sP5kqqlqwgRsMGyLYzReiki/CpdJ7oLVllWORITxk5rh2IggXH4TJYWa53eQipugKchD3uaYEmwZpByz2WhCx10OQIxKD1gTOl+dcxZajzOW2na24xarBd92N7Cxww1fZAkWSWaQIq/2givZDTmbKbc4Yns3eqt4pY/m+Xqiy9kmcJDdOy0DAzyFVqkcvZx36npeB3qNyIctqBydxMrTWV/YUpzIHeBMasHrIKmweUI7UNjcKe6qQi/uxxf53eUeXO4Hr6cseZo5rc9SMUV+OxEUbMjGldR3MqgqTGoefd+Mr61js4QrBK36k5Wouc1mQMXvocuzpXw60eOCPmGGNWXDP7O+xWxqksITssflsWYpT+eXTeVg6t43dqtAXFeiHClgytsKaF2KZ1gSt99p3Q1AFBq3pgkFPdy8sumkty6umz+iCXR+hNljDtjn9/GcY0NbrUDD2ZDUO1MH1OfkX4L7hD2JM3rkdP/yHeHaq4jaOFV6fiN8fXRKqmxY6FeOnBox0nI0yFDAUMBQwFDAU+KYoYEDrb8qRNuZpKGAocEYqUF3biDnzlrCxtwVCIIi9at0WjBraH/97dtoZOaejGXRNUzix+Kn6g5wG0N2wWp8UzYnncEwZzUej44laltzL/lD8iDmwXdl/V2G1vi3dlasDa3qdYPKh4ifef1fEO7OFhFOfAGldnQYzL7hQZlC3M5ymPOt77pMYIH/gPs0tTe7im6fKLOf6f/8WWf41gzZOzWm9PbQmMd3sMYtwz61ZzJFK4HrRQoEtR6CbGhwSCP/Fz8yJrOjEiu8dRLEr2l+j/ZWWqnC5Necy1Y5KDpXb2+EsvUaxJfdPnIlbzn8NPYcNgL/vwTOg9S0/cC+HxZ+1536rqgPryrX5v3znamRWr4M5GkDcZEevYU5cMfeGxKAoAuGrp79kzy1eK4KtEpXtGQgAACAASURBVPa0uNnzYICiTTis6X8dnp0RO6wjnva17O0mRFaW4dwJFuz4sBK5Y3NZBvISazkW2rcwaDtbuZ5t+56whHv2u5I7qzbz1i9QvrARkQjHspnJKT0bV+McLEMJvxWpoh9yvD2HmbZLtcUxHASOqaItYdj9DWgLCmwb6WhAi5DJmjj2djVACsWhULNEyqouTsOkz2/HI/N/g/dXaJA/Lz2CK54eC5tsY8+3pY9GVd8L2L/JkV27ogqDuU0YzJex/G+CswS9Nzy3CoG9bRCtAnNeyzEZPM8nmlsSvNahNW1ryTIL6pCFNjEF1zzSC79/wgFXuB5nhxayfaV4gfOmpOPcxw8EoEsf+gRVC3ex5Qi8n/PExfhk6rtobW6GrEqYddUb7L3083JYvAY5kvVGismak4v58jcvgLvOhf5l/TFq3Sg4wyJGxLdAtdmxO5LFIlLaOC8c3gCcXp8WgcJz+OeEOchwhiDVqeAj1AgTePU1L2bbbkKrtyes6ZQ3Dgb7y63D8H9zesKLFqSjEUOwAT2tG7CnVzOWXbIMTfZmhMQgiwfhRS13/mgaGtJ3C1VJqYpRwwWWK0yNX6lXwdHEbxB8nrHmKXitKXj+Wy93AOOdz9UjPSfYrhd9nxysTnXcxtHA65N1AeBIuh7r+yeiCWNXxkJ3Z5nEjt/zXVnPWMZQwFDAUMBQwFDgTFXAgNZn6pEzxm0oYCjwjVTgtgeeAIFsAtad3ddfR0GSc60psiDFeeLzOpN1pNxmh02ESeAZtAhH2wFXd+h9snKhu2Osh4IkBHIiSeDvaPelw+q4rKAtGO9y/IsOrSknuqlRg42ZmQrLiyYX9LPPxTu4sdd/xaO4rwq7o92Vq7t4dSc0QWeC4ORQpQaGBKypaF8EqcktTbCZflL28tYt7fCAADFsLbDmbk9I4DznRYwc4sQ49TG8+3Z700ZaQI8Sof3pWdeJFY8ArSn24+e/0KC3XpSZvWplx31MHTcTj9wyE/kF2pzjztLDguvkGBQ9c5uc5p/c+g6qFu9mgJZKtJtgspswZvqFKJqkubIJWle+rYFaqoa1tWiRXAiJ7Vb0q2Zfw97THfKdY0LIsb102gLm8uUtAtqatXH7PbkYdWUaKv4yHs/bNJehfov83aFDQ2va3qrHP8fKRXHEokAzUlCJPhiPhUjlfcwdTTBY2yAgWk3M3WzxaoCZ8qJHTDsHmxc2YvOnTfD5OKxwjkeaVA910AA8fMGiBKhPTPzvVvx1Y3sjPaevBufWD8foqhFskY0YiJ05Z7N/E7Ru+KoWg9SNGGLazJzYtE+KuNAjRdKHZbO5ppdmoPLdrSy2hWA1ubT1oqgN3YpNLumNBd/GrIU5GNa8EJlqPUhFaiyamani3lXaMehcnXOXF380H2X3rmKL1afX4/1b3kd6ZhbG9bjkoMBa3x7B1bW/XwZHlR2BWBuUWAxpDRlIDdtQJO3AWepyVHP5WCh+C2O+9QUEuwmOHBfW916Nl8p88Pg19/X/Y+9M4KOo7/f/zMze2U02d0K4IUCAILfggYj3gRdUQa3a1ra21mqr/Zcq3thiq61a7KWtt4ACooK1HogXct8QTjkCue/sbvac+f+e72Q2mxjkvmQ+r9e+zO7O8f0+MxvM+/vs8+lTbsHDH9uwShqCL7yXiWvF8od9CKeX4sVd96JHrFi8NgBrcK/jYfzlOhue690osqsznJlYX7UG4VgYTosTF3S7FE+d/1y7c098MfFbEXydn/d+/QGv2wqLLCOqagfUPLdtzAcbPm67TZ/bwZYRv2LsR2jdHrg+Eb6NxDEeCLw2/m2tbWw/3/5gNTrW27vseiPiOp/+O/FYFHXNTdN/N5llKmAqYCpgKmAqcKooYELrU+VKm/M0FTAVOOkVYEzIK7M+EMCaTutToZh3mdjk6Fh9HdeAyXRTHQ1YbVy7o50LfbTvkcNxihsac4yH6ta+eIwdO3dIAlSz+Z3ReJCRGITORiQHz7F6pQxPMpCd3eJOJrRuL0eZrxvwSofYQM9eOkAlaGW1B629aREEU1eL96N5n8LS8zO4A/3Rc/cUrFsrIzVViwNk49rw+BvWy63d1r8HUJhw9db9H+G8V4dBnCPLZtPEPoUDVKSmATu+lvD1dr3RIx/c7pFb/o27J8xpdRvUDG4d65AYyUEtqyqZAayfi8dZMLsY7417QwDrSCAsXuN7BLsD7zwdA34xXGi1YkFAgNRx+avQ0VMXh6qN0KE1Hebj3hknmlIm1qiCMuQVfYKGWhWbVuvaWmNNcMV8UGQNkkVByO5B2OHBlVuuwYTklgaaPPJsDejSFMHeVWXtNrkjuN704lp89spebFALMFRdgiRJ/waHEQui0e2rcMKApGmQFVlvmmhVBJgvuHngN9z2U6ZGEF6wBCse/1JkURuZ1YsH7caiwl2INru/vaEKnL/kDHQv6yQ0ZB7127k/RnI3r9AopXYXRgc/EOMxMqUZNxL1h0VjRrq/3Z1SYPXYRHxI1BdGcp4Hnl7pwh3Nfbgtz89xsHbYe2OeczwurJohgDWL0NrlAn5bdPUB/Vqga3rSJ79E9MMQNhZugM1mx+QzHsON/X+03/0/WPAuPpz2Lt47fT6umnUlNElFr9oYMuttyNd2orOyF6XIwbbThuPiv+aLxY6K4iy807AZo/ZMF1nh1663QpVkbNT64n3lcjG/qCWCiByBMngDJq7/LyoaC9Evsht22YdypwWPXNKEmQP0hZs8d0f4IoT5gNvqQc/U3sIhPr7kun02RDQagXIfI7M+MZueTWH5O48LbI2B6Ld+w2T0a4Oxq2FHK61+O+JB3Dborv3q13aDW+aN/8Y+beNZuAFduDWN4QNe+DvogRzkDsY3lOhU57/jiQ0bj+c3pw5yGu1ufiyaMLY9MSF5RsLvvyMxD/MYpgKmAqYCpgKmAie6Aia0PtGvkDk+UwFTAVMBQESE3Dv1eZFj/f3xF54ymrTNtT6ScRTtiXisYHXiudlgsrI+KGDgyVaH4pY7klErBKAEynuKW6I+8vLUOGA29GQDxKoqSWQ+p6RoAsoy/5p5zG0hKvchmKYzmvsVF+uUeOCgmIDDxvtPTLWgrIyNFHWXN4874YYocN59erO3Vfp+jjlvo6REh9IEyWnpGgYOUoXTetYbFuESZ/NHvt+qDHA9HZBn6O/wHHT7GuCYx2MjR845EpVQW6OPhcfi4/ZLX8YDP5jZKne7LbRu6ywV4xZgWsJzL4bgLV6PxZM/QZTxCM2uQg0SZKuMc6ddjGkLTovHnjhrS0UUyMXOTxHNyBTXIRsVYkzMIv6sKKeV47xr1/Uo/jwZpZU2pDYWo2ekSDSX5LktagipUj00xYImTwZiFrsArpsUCQutOpgcHYmhnwas/eMXqFhXIRo1egsyRJQIASThOu/RQZaNWP7P5Wjc3YBwXRDRYEScg9EgUZcVsWQ7Yl4Hwh4bkrbVwlanR6QQZDcpHiw/5w7xPBFg8vnaaUtFjEdidZp0Nf7wwT1oyNSB5civRqBHRRZsAYuuqyzBnupEzajLsLi0K84snSOuDyEpITYjQYQDPBgVmvPnlF7pCJT6hBNbgOuADrStLps4JrcTkL3ZjezKcmGGdh0qqi04K7wAFosGtysGJO/F0Ce6I2DtAVQUIuwL4/xhNe3CfiPqI6a1fLvkyvzx3+pWToywqKmpwp9X/h5XvDZWXIdBxRFYI1ZYIzaca9UbP3527u/EfUE3fLxKfix+nLBeX4DZgH54pmdvOJqcUEIubGm4EMWnBfAnz904+6u9SArZ0ahYMes0H147TcVXnSXYFDs8Ng8GZg2NH9a1x4kuszphYLbueE9tvk+MDYzFKy5usdxJEfTqUo5+3Xbi7if04xiLdKGICq/bhnAk1iofPPE+uO397+N/O+a1ujfevOq/hxQRcqDQ+mg3iWw1mYN4kgivG5uiAmAf7yiTgxh+u5uyieT+Fi4O9xxt9/e4rODCiVmmAqYCpgKmAqYCp5ICJrQ+la62OVdTAVOBk1IBxoGM+9H9OO+swXjsd/of9KdKqaqGstqWjF3jDzb+4XskixEVLrtFZFcfTWd1e2PmV7r9Td/u2juScz2SxzqYyJYjCas5BzqECZYNNzUBs88nYeBgPeKDxZgQwqiKCkk0PGQxWqNTJ92JzQiRttCW2xBa00ldtFEWUJhFQDz89Jg4NmGsAcujMQkWRXdQJzZl5PscD7OmA4GWZosE5hNvjKJ/oYonploRDEI4xa1WIMmtCaczi9CZYyW4s1rpqqYDWhP5zCzDCc3/JiXpedorV+iglvty23EXrMUvR00WkJzVkP8wop5+rW6B9qD9K9MjAsoxnoe18Pb5KJq9DUosrENSxQ64nKgoPAdztw4Q20QiQEODBI/WgH7uXSjN6IfLr4yhT4EGnw8icqWuDgJwp3rX47777hPzQziCv0/9DVZ91QtnRj+FUwqJpAvOgcCb8wk7k5F88VD84J/6uYziPfDUY1Es+UzDpT2KcH7XbeDvjA25o7G2NFd8ntmkcuxVUXQoWiCcyYS/zKCOMepHCgLpQKQgCbXWTgIUJ6+rgKsuKKAwxxCTbSjtPAS7e40Rp2VcBJtWGkVtjDzoblf0gqdTCv73+GZs6/U50muT0GlPDhTh4NazmwmW2USR0Skrht8KV2MFumz9REDrM2/vgxVTvxRgmmNhTAhzrj3dvGjcUafr7A8LQC3uSau+wMCxiufNTRoZKcJc8coLr4VSVYmit5bAvWs7rFmVqIxl439J56BjuAsabGvRM5yNH1+5R4D+xCKAfuiL/4dgVP/9a5Et6OjpjPevW9RqO+PJ1K8eFIs1RrHJIR+XvXCpeGlQcRQuaxJytS3ItG5EysjRiNzzR/EeoTWjUmakvYo673akqtUYWh7Czz7pgh+dl42SzCoE4RCu8VBDd/j2XomMbAd+2vVx/GSRB1o6MKrfF9icKUGWZMiSArtix4gOLfndnWd1RHZ5Fnqm6Y0kWRe9Ni7+s/E5EL9HGmOQYn6MO+M9/PiiN1DQJwIu9vDfn5iqIdAcE0WI7XZYEAi1dhHzoNRiwtuXoz6kXzc2VXx17Nx2tdvfizwW9TWqvXiQkyEjmp9HxqwoMhckNNRyAaadJqr70+NEeP9Yfesrca4ZKXaxCGeWqYCpgKmAqYCpwKmkgAmtT6Wrbc7VVMBU4KRTgM0Xx936ABob/Xjx6d/B49abUbFOhUxrzrOyLohI8x+2RzoD2shT5nmONaw2ruPRAvHH6mbvkO5EYsPMtuc90rCax08EzYTIjJ7gf+lYZhHsEgLytepqHRgbTnbCHQGIk9hQMSpgM53aBvw2Mqv/36+tosliogOe5+naTW/2aJSRy9wWfhN+EWJv36ZDaxbPzcd9D+g5qATjRtH5m5qmIS0VWL8eYi7RqN7kkXnZPC/n09ioz8/IdOb+xriYa11aKgtgzTk6HPp7o8eowlXeXrUdt+EmzvY6UN7sOOZ+k85ei9zdyxG1OhC16rmqlbn9sB6FKN4ttXKAE7KnpOjnplbbtja7zh0E2BJmzLhC7M85uixhbC/qhUm/eRTDoovRSdor4KsnBbDUVYuoCIdDgt0BXPDSVcgenhefxlnD7KiragbQXGzouQYXdt+OD0sKUZnbXzivjWLkS/nSvVg65TPUb62Bt+tuKJ4AlIExVH+cgSY5GYueugn9b5mLpF11gCp4MDRJQaM3D2WdBqMqt79Y0LhqXOtseyM7m+cqX7JXxIAQyjG6I57P0TwQRn+EZSfqVA/eSP0JGGVjLHZwjDwWmyASXPNBAG3z2FC9rgKBch+0tpCPWdx2i3CN8x7KHJwLe6qjlZP45cF/ha+uQYzgjcCNCGVuQd/0ucisc6Mq1Y+LvIMx6MYR8XxybqdD18ta3TLMs95XLnRbN7Av3CigtW23FSPfH4GUsILh/hpkpL4njvnYxUk459J7RFzG0imfYuaSl7Gqx0r9c0I3utqEi4q7492OexCs7YXGuv7wn/F3BJ0BIOyBtWYA/nvPEyLyg2O9ed44lPr2CmgtSTKyXTlghIYBe4c9O7gVsOZ52oPW4hruroNb3Yb3fnsZkp0+7K3JQZH9AZx5400Ihlpn+O8vv5nwf1+NE9v9QO7jRc6RD86Xj7bFBUQ6cU+GjGj+O04AS2B9vP7dPRjt2257vJowEpTL7NxslqmAqYCpgKmAqcAppIAJrU+hi21O1VTAVODkU2Du+1/gvqnPtzvwDQtfPPkmdAgjTsy1PlIZ0Aas1l1z0SPeYPFgpumwKnA6lJMCNrQ3L+aotueYOxqwmudPzKCmm9mAzXQsG0VY29REty4d1i2uZON9up29qZqIsnC79VeHDlPx/MstTcFOH2gXsR4sI0c6v5f6jUxqA2K251jO+X8aXrvcApURygTWzQOY9g/9PA9NtsbHTCf4gNM0OJ0qSkslkdXNyshogeSE1nV1+iMO0yXdka3IAJm95ALUCF23gDOmCWDO/OvcXA3PvxRu5RI2Tj7+CpsAy3REU7sRI1X8/vcysjq2iEq4HXh7IZJ8lWK3TsMysLvXuVi+VMbSJYpwJRuxJfycpqfrYN9wkvNnRdGE3m++eYWA0Lx+sYgKKRbFxCtnIIAkZNobUJhThiGeLXAVb4tHXnD/jmO6YvSzOkjlfUD9CIYjfh3IpzkCePSs9/Gqdp1omqdqWtzJaTTdJCDdMWcRUjqVYMhPVmDN8gGo+iwDttwoNvgGwhqKIn15SbM0ElTICLgzsbfbCAGtxxesFa72tILMeKzG/26YHb+OVWvKEajwQSJuVzVEHfrChByNQaZ7W1bAeJUN1sHY4ByCGkuW+HZA2+gR7kOAvW3ORrE/Y0N2ztuiO8QTioA3vW+GcG/Xba1BztBcJPfKQI9rCuLj+3f+kwjFgghbwviPdBUG5f0T2bUe3f0NCZkeG668a2IraM1TTP7011i4+0ORDT00ZwSev7Q5p6b5/IkNAgmp3baWppvcZNLIh8X+LALvthCcr6/+4U7x/qTrf4ZlOUvEh1XEw8SacFlpGK/tvhe1/j4IWWKIdlwJjHkASigZTreMm1JuwOW1V2Jm0cuYP2QeIrEIImoEaY50AYp5fqPaNgo14kHo1qdznv+dPMmqL7CoQTw18Vac0WsJKuozxSF21A/GKmUafj0p1K47mPe8x2kF85uPB4g9Ho0BW92IB/HEcIXz3w2PS/98HOuojYMY7jc2PR5aWxUJmV7H4Qzb3NdUwFTAVMBUwFTgpFTAhNYn5WUzB20qYCpwKinAeJC2Rcd1coLr+rusRzAcE82ljDqcXOtEWH2ozf+OtNaEu2keGyrr9SiGk63axptwPvyj3mm3oCkUFV+l5+LAkSrCSuZJ07Hb0MBYCh3uGsCUANeIyOBrRrxH4vkJrQlZuV1aWsvYZswOxaEuIa2ROU3YSphL8DntaR2yELgSHhPw0sXc1rHskwD328C6m2WUz5YgooE1wGbV8OgfIrjx5hjun2TFqhWKmMf5F2jYuVMTPxPEhyNANAZk5WjweiBc1oSb69fJqKiSIDkAxa0hXKHPn3hdtQDWZCBSy857gOYHZI1RIXoeNl3PT00LY+pjOizn86oKuswlNFLP+pZ87rPOkjDtOb1hoVHUntsSVG/ZIosMbSOmxAD7hqv9ootjYltmiTP+xLhGXq+GRx65FwMHrUd9VQySFsP01yfgzenXItteB4vLgiFjkpDvrUTjnE+RY2n5/ZcIrQkZJ4zTmzKyASFh7pkjQvjDg7Xx7Gzei3Sg3nt/DF16RISjt7aoCv69lXClbIA7pxG7FnaFKhMwy/BpXj3Punl1QeReazKCNg+isg1JUgAZnR1wd0pGqDYonNA2r0M4t1Py0wRYphtaDetgOcI4CXuLm15RIlADNkStVkQDEsJw4iPPVeg8PKNV7Mg/plnEtUl0dBOMV60uQ6Dc3/qjxOacihx3WI+fc10cnAbDutN85rDnUFdTg/nnzMMeixfnLeutz5H3Bu9JJYw7X7m/VbZ1YtzHHY4SXJDWARF3PzT20kFwYmQFgfWext0CWjNChJUYYUG4TXdwe9B6wYhlIh5kzbYVeH/Ef+PaqxYNnZdcj4qSEdjh1dBk0RCTVcgF7yBpyFvoUJeO/BcexHBpmwDyIVsI735/Hmpya5CT1EFAcp4z0eVMcG1UtKBf/HPwg1sm44IL1oqM+i8+L8ScuVMw5awzEQzb4bA2L9zINjy6+DPcPSksImiMxbK2rnsjAoPnOZYgllElrMTGxa1vlBPnWdteCPo3qE4eeH08mjDy+qYktSxynjhX0xyJqYCpgKmAqYCpwNFVwITWR1df8+imAqYCpgKmAoepQDSmoqKuBegeyh+MJyKsTpTleORjHuZlie/OeBMyacIS/kxY/W0Nyg73vJN/a8W8dxSRoUxonFhG/IbISkYLsE6M+CDA5XaE2fxvamoLtH5oSiQOCglFCXeNbGrmY0+aHBWOzFdfItBWBAzmOOjS5lEWfaGgS1cVl1wWAyYCmwbK8K0HVl0tI7RHH6vVokdnvD4jhtHntLgyqd3DD8l4b76ELdv0xo0SAbwC9OqpYo9fQrBWgsamjRYgub+GwCb9eawJsCVrCEd0iKz6muNQIjoDZFSIAa2NaBPOo7y8JbPbyNAmfOa2/Br6yg2toTXHTzj/3/kKvt6uu9CNmBKnU48kYeQH88JfnRkGHdyEe2yAyWIkC+NYOIaJ196H7llL8PXMfPz+td+K9yOSDVVKFsKaDd5UwF1fgluTpgudWW3jQR6+z465b8ninIzjoOud5yZINBY3eI+MHQv863kV08dOF9cpUFoFKfo1GordsDiiCAYdiEUUqCEZluZ7h8fjxuK/CUVnsy3Zgag/LPKm2RyRbm+r2wb/3oZ43rSYj0uHTKoioa5Limj6mLu+AtGoAlkMWkKlrQMu/lmuyJTmYsBz13wBb6hcjLP7mZm4ba6ey/zlbz/Etjc2IuwPieiSeDVDa44z+/SOIkqk1/i+GHrzaWKTBn8EXz68EGtfXIaXx76EmBJD//UDkberiwC9sjMMm82O+z97Mn7IRAf1D5TN6CY14jRPFiySBWHvCNT3/TOMbQist9Vthi+lI2KpPSHnDMTEzhdjirtPK7DNgxNsVzXpjTlZdG9fsfrnYiHBVlmFLSUbUZVRhZgthorzz0P19v7Yvi0PUkMZNGhQ5SZYB74Ba24RPC9MQ5IvWXyFYYzrv8hSyvH19btRNaJaxJIQXLMIrhMd18a5jW9GnDt6Bs49t7WD/D8vTMH5jj8gJ7kUVjkCDTLeWXklFjfcA5ujdcfUjh01cc+JcxWo8UWvowlijcUXnpONLNP6Zoqs6HBEjedtt7ppT7AnBLCE+w2B1pFFR1OzIykBmzDyG2DHMo871W0D/z/GLFMBUwFTAVMBU4FTTQETWp9qV9ycr6mAqYCpwEmoQGKu9cHEaZzosNq4FIfjHj/el5PXI8mpiOZaRxNWJ8ImguTt22VUlLeG1gSuiRCVXJAg1ZUEZGVpqK9jbjQQDmsCeFdXSQLQspi//MWyb7rdjfgAbmP8TCfsE49bhMubsNdwbfP8fBBcZ/bQUDZAgvsxoPJJCRV/kJAsa7AKaC7h9jui+Ont0bgLnSCHcaVDhinYsUcHwoTRkgwkFehjZPyHmgeE/BKkcsDiACwNGjJyNQQ3S6ixS4APehwJjbRRQFIBl0uDy6XP0WgiScc2HdBGDrjBZgn8CfI5xrWbgmJ8nDfhM6EcQf6iL+RWzSV5roxMDZmZGsZfG8Ntv9DDxQ33udEYk/uz+SVr4UslmDd5HVJitfggcg5kaPDBjSopE1abngfO6h1Zj+s6f4nsYR1w5uMXiNcef8yCbVssgszX1WtobJTizTcJxHmexYvkeNNK7nPBhRourZ8hXLKBuhCs8mL8d8WF0FQJaeEapGm1iMCKDZYBOFNaJOAzATX/K3KkE241aiMpEiwOq4DWbJoYbYroGdYJFfLYoDG3hfC4kwcxtwWd1hYjErNBFbeaBKuiwZ7qhCvXjXU1HdG0tz5+BF71Cyf1xXl39xFu5B1vFaFxb2M8K5vjMx7cKe/crvF9CTNzBmSLhpof/u4jfPjO+/i88HOEEcKIRSOQ0pAioHwwKYgevXvjvMfGxp3Wf/3HVLyzY7aY98sFtejqbILTGRFufpsLqB3+Lt6o3C3A9bbazahFFPUXPQmt6xhx39jtKbhzeQkqV0/B9tBW2Dx2hBtDwpneZVeXeAxJ3Rn3QLr2Tf1e37Aa3hobEJKw4tZeKBo3EHXJ9aj/TS8g5INcuQ3W/u8gM+9VVL33Khy+FKRX5uoxLFIME9wvC2i9c/DOb8SUtNe4sD1onZOjCbf1J59MwKJZmRje/UsRMVTjS8fMxRPgycxAtx6tr/HqlbL4BoRRRgyN8ZwgltfgSP1uTATWxjmYzc1vvOxeUYo9XxWLBRRWz3F9W92PJ8oTLjxzMdpoaNl2XCc6vD4ei8xZXof41ohZpgKmAqYCpgKmAqeaAia0PtWuuDlfUwFTAVOBk1CBOl84/gcuHVqEvBUJTeLaTsmA1UcKFBxtyQ7FPX60x3Qgx09sZFndEDqiMSD7Or8BQnd8LcUb/BnbElgzv7l7D024c7dtldAzvyUTevy1qnDgGg45QlxCJzolb7s92m7eM4996002LF+mw0e6qgmpnvyjtdnh2xJNwvc5BoLrc8+LYRMdttdLUEuA0JMSkgDYNU1EmfB8BtzlfoxUsSgyfv5LYOY7FsQIn5sZuqNrM7QukBBPNGYTwxkaUn+voeNaDWDEyHgVn6+T8eVqBY4mDZZyCKDLRo7UhOdk80dGdlRWSMJtnhjrIcbhYq42MGs20Lt/CI89ouD993SHH/O1GcvC/UtLvglQqOf3rou1avpoXC+CZDqhmR9s1F9GMKKGpAAAIABJREFUfQTftiosiQ1BvZaMGikNASVZOLJFhEtURVK0Hg+doTfvY4505oQx+MMUi7iGBOq8fnS7c55cPGAxgoTPPR79OEYtmFOMJfd+LODpy3uHoLg+B/ZQEDFY0BcbEYQDCmICXP/I8gqc1ijCvpDeTLE5TkMcSzTUlGBxWWFxWgW0ZkyIiAaJxOLNF/2ZLliCUcjMFs92oXPeHriiAVSszUQkaBU3jqxIcKY6BLTetU1FLBCGBVGEYUONlA7kZOJ7dO2/uhbONCd85X5xvliIKxKA1aUDSqvHhvTCrPhcmWltQMuXbnsaX0UWoSypDP0W9YOsyVBlDV0CXeFSXeLcBJ1j35kIRmh8MP0dzOk6C4UrCvGzwt3oNGolKqSouLc9ioSC5DRUDZ2PKevfwLxtc1DS+1KERj+E32+cgsKGIsiaBG2zHb9buQ6KXYarYw78ZT4xtjs3/RrdOwYxeOebkJcuRm3Ui1eH/hybfWXI3uJEzBLBm7Nvoq8a9ckNaChXoW1JhlL0K/THGmSH6rHks3fEJbH7vPDUZkHWFPy863yMfP48rHQuFzBdLtVzyTW3B1cO+dE3miH+ZcxCbCxNxznf+xijblqkL+jka9jyVR3+fuGtcEj12JJdAJ/bg8YmNyBZUJgSg6VoHcJpWajt2A+7g9nx2B5D+PYadfI9Lkq5HRbRQ8EXjLZq8Hogv2uNbRLz0/lauDGMM6eejwU/nAt/eUDcF85sN9L6ZrRqxsl89N0fbBeH6Xxhj1ZRMAdz/iOx7YE6lU9EeE1wTNfzsYzz4ucuN01vfmuWqYCpgKmAqYCpwKmmgAmtT7Urbs7XVMBUwFTgJFSgKRQTzf6M2lfzv5MNVhvzORj3+Ilw+RJ1JoDJSLajrDahE+JRHGRibMfir5RW8IcANjtHQ//CFucjIRKL0HTAAAnFO6z4aqnuBG6bR9vesBnZcOvNOhiMXy+HJqI19FiK5iiOZmAtIkfSNHTooOHriATPaUDO5UDpLKB2kYQUTftG00cel4DG5VCweGkUN/zMjqpiHQrHwoCiAkqmhmgPCRoTEdjUkHD2bQ0P+SO4qjlDma8nZn4b4x1xhioAPmEuHebbtzU7uclXmzOvs7P1aAMDuhlZ5X172YRDXXdia4jF9J/bpGaIU3HuBM6vvRGOa9a2wWWijgRp5cv2Yv60UrxYOZbZKWhokGC1avB4AMnnw9CcXRjfa7WIEyAwCn/vOrz+estRCK1ralqPyYiH4XEclqiA3y5HDDOmFmH7nCJs2WrBMzuvgKLE4I3Uog5eQaKTSf4BeCxNODu2EJ0spXFXc+K4XTluRP26s5qwl9A3KdeNmo1V8Je0RIQoNgvCqiqgtfgGgKwgYPNClS2wB+shaSrsdrqXLSITu2JNJZr8GqLQSXsYVmTmWZGepcBf7keg0i/yq2WrInK186/th21ziuDNTxMgPrHovmWtnr4Ef5v/pGDum7tvxjnzz0F2bTZcVjdkVUZywx5cpHwstt3z/V9BGj4Iiyd/gu2p24AmDRkdy3D5LfPjh/5PjRWjM2249PRn0JR7LaY2bsLfkpPRV6vF79feL5z9sioJWL/kg514I6giptlhdduRF+iI8buvxfkrnsBneevQt1LGjH4qVmVbscmdh/TKFJy1+Ey8+9JPRHRJfUodQk595UaecRVGbY9he6qG8sW/R6yqEN4mINzUAWf364w/PBYQIJZZ2396eQJkfh2juV4YNx/Rvv1g2bgB1qINsC/4EErxbszwXY43Skfj2V8+gLSfRbF9nh3L/9YTVUW5kOUoIpEw1nYdjIArGZ56BT19y8RnYE91R+TlFaPb5bXo6l2Pikh/vLBqijjbvqC18fkguHbZDw1er522FFXrykV2umSRRZa60MYqQw1FBcA2ytsnQ9yTvA+4ELFsyudoKtcXDixJNlz02jXIHp7X6p45Vk8O1qnc8o0p9ZjmhLenh7G42Dba5Ghqx/uF8S9mmQqYCpgKmAqYCpyKCpjQ+lS86uacTQVMBUwFTjIFIlG1lbPJm2RFKKqCMJt1ssJq4zIcD/fWodwChOvJSVbhcKX73WiweLAQ4lDO3d4+54+yxxui0VFLkEqHc2Ilfl3/QJpeGlEYPh/jNIC5cxTh5jWKoJpRGHQqBwLMxtaBqRERwu06dlRRmSMh9BBt14CtBOjeU0XHERpeTABLiePkPZCSZAMd66++pOChKVaEg5LuttYAxQ7E0gGpB6AkA+4pGrz9NdxDAL9OP5IB4eluXrhAQV0thCua2gSDEmR2ZeTnxalHgDCCo7YG6NRZ/5lgn7ndLEKSPz8p4dGHdZd1OIGJSpLuFtfNxwmOa8azKIA3V4MlIQ7bcJUbjRz7FLRuMnjX7VYxXqOoK+NcCrARe32pqA85MSCzFFf3XIULXxsHI9qB2zPmhNeC+meq5chChXCPZ2dEsLyqO0KSAxZEMK7DVxiU+rUAeXsavZi6+HyxTwrqUA+v2CYFDfAjSTSEPCO0EA40wYkmJKMZgEoAQbQzKwn2VIcY7oDbhwkH+JeTPhIQMdKoQ1bFaRW517FoTERY6GJpaErOQsCaAntTPRpSO6O3ZbuA3syiLl9aglBYQsDfHHOjyEhrzlwP1wcRi8SEw1u2yAI8Xv72hLhjlmCSQD61IAM9r+krXmeURNGytSip3yvGUtx7jxjG2Y1nI9mfgsjWnUi17EW3jjsQ9thgD8ew8w//Rvlt8xGs0l27awrWoOSCBXC4QuB1V6wabujaA2NPuwfTu0zEqw4FO6M+nFs2DxN3TYccVSFpQMbWKpS/lYfpPsCWJMOWk4MRVSOxx1WMJc77GOqBPclAow3oUw18PLwnPKWNsKlO9JfuxJKJI9Gk1CNsCwMV66B88gAKSqPY27xoE9o4Ecra6+E880usfOYB/b6e/QYiBf2w+y+/xgaXfs36BTzoH/Cg5rVZSLthvHjNtnI5pMZGcVNzHAEpCR/1/hnWbXKIxpsEwsJJn2TD1wUXYT3647zoX5C8qwIRnw2KLYYBl2xAVq8GRJx6js2OWh1ct40Hae/3lnCsO63xhpnGv2PtbWu89t64mShdVCzGxfxya5ItHitTs64CsTBX0FqOkAit371iOiqX685zo/j+NQtu/rZTHpX3OPesFAfKv+WbUvs6cSK8ZlZ7hLE9x7j2F21yNIbDBoxGo82jcXzzmKYCpgKmAqYCpgInsgImtD6Rr445NlMBUwFTAVOBuALltXq+Lot/vNotsgDX/OP/ZIkB+bbLSfB7rNzKB3tbGUCV0JewOtwmu/d4ZHITLt84wY6qSkJZPQaCTuLE+IlJ90Xiz7k9Iz4+/8SKbj2j34iqoCZGk0cCawFlJcDhAPx+PtfjNPg63dzduqnYUyyhKizBkakr6lU0jB2jYsZrCqpekKCRZ6Xo7zk2aZh3YQh99gFaDKD++VdhkRu94CNFQFXD0SycusmA634NWXfpn4PblkXx0UMtsDcROvN9AwY3NXEOLXCZx+rVWxWwmmW40ROd54QzzzwlY8qjnLeUAK0NUEQUywaUPG4zlCWjdwFyHpBa0xooTbghGl9gMM5pnO/iMfZ4JrVxbz76+yj+82wMm4t0DbhYUJhVhuTTOolNOFfmbHeuXYu5a/LhDNfjHO1Twe0yUQWnRGouIQAXFG8SYhY7lGb3bQM8WBQeih2xzsLVzDgOJwJoggsRiY5GCedpH6ELdiMJfnjQAIXdD5slVKwKMod2QMHNp8UjOAgG6YAN1wVFzjVL5FyHY0jy1EKxRNHkc8KTEUEsb5B4/7SbC1BTVNnyO25piQDuTWU+AUz56y5QqrtjQ7VNUGNqHFrztZF/OA8FNw9s9XFebpHxD4cFmywSfjB2OiwNe1HmL41vU3TXFtzV+BukulIQmvk+rHvfQyjZBo2B6pKEnTfegHypMO7M5TheufplJLlrkOQNw5Wm4Zrul+CSM57Dq3YFT7is4HcsetavxyNr7kVyZQNc1QF4d9Xj07nnoLY8Gz1vPgs73t6CQJkPH5z9PzgzvhKLBHs9QEkyMLQE+HBgNnLrOyHFdRnqzvsxajomwe+ogdS4F9KeRbAvfASXrA9iZY6KqAxkBICIRYFcUIinT/8z5Pt+iYFrSpDkTBU3C53VRhFQRwv6wbZsMWK5HWBdtwaKER/Cu1iT8LXcE9O1CeJzzsgWSZFFo838J26A5luI0P8+xe4vc+LHHHf7LDSkdEbhMGv83rVdpudzH2jxM284aBsD0W/8XjWOQ1g9/6qWZpHMU+fYcs/UPwu+PQ1iwYTXiosTrMT7c86Yl1C3qarVsI4XtOY3SpKcFtTuY/HuQLQjwGXj2mA4hsamlr4AB7Lv4W6zr295He5xv21/ntNqaVk4PZrnMo9tKmAqYCpgKmAqcKIpYELrE+2KmOMxFTAVMBUwFWhXgZrGsPgjlX/oi3xQpwWBYPSY/9F6tC7P8QC/+5sLtSYcsFkVNDZF4s72tvsRcIYjKoLM8z0GZUSEsMEfYy8IVdvGWxjD4LZ0S9Ply2iM7GwJ3Xro40x0RSbGanA7AmrGTOj5yBBNC1mEiszNZv4tPMCWEgmRPAkIAa6whl9cAvCbAc9crSCW32x+VADJAaQ7NOSoGp5qjnJoC7D/+qQDL70E0SAy0dlszIXn7t1HxS1/ieLGIbF4o8NEyRPnZMDgYJA8shF9+mwSm27Z0gehkEcAeRbnyAaNidCb133JYgnXT1DA/Qm99czoloBnL+oRgQV+a5JwE0suwNVVg3+HBGuQ+mniHL+4M4qPPpAF3GMmNpsl8sGx8vpMe9qCjz5Q4uNJTgaKNmnomCch1KQiGNDEuWOSBV26qGKsBO39sU64iz9c5MVufxq6q1/DjiCyUQ5FUhHRLCKSI5KUgtqoB2pUg1WKYGO0F7yow0apH3ahi1j04D0Ui6mwQIUKCR6tERfgQ3TBLlgRgR3NVnPhtlbQ+8YB8caQVIWu5j0LdsYhM6NDCKwd9iokpzYi4NMzad0pAVRXd4EzL0M8p/ObNeKBc8TvtS8e/ER8lqgyXdN0XxNIEoBH/GHReJERIYSWg+4eiQG/GB6//Iu2VOGm0zsi1tyNdMIV0+EONiAcqBS83RmohvaoFZNGPiz2UV56Bevfag1aJ376AVY3R/0wvoVQfY9rD/5V91fRULEg/1L8tvcPxf6E4084LeJ8vDX6Va/BUwt/jdzNJdixthvWfT4Y3S4ZjKzTu2DN00sE1H/56pfgUuuRpVbCb4tiUyaQg2xUpAzFBTO7I6MyE7B5UDEgGx89MBRVaXugREPI2PkxMrZ/BNfGTVDCYdTbJdR0zcFdQyfh63n/xA9nb0VMjSGnUUPnOhWSy41I3/5IDDW3bt0M1e2BXFcrHvrdrENr5pn/Rb5HLBSwLHag82V98bJvHM7InYEe5R9j98I80bhTkjWM++VspPXKQHIn3WkdcfdDYy9d14Ot/WU3zx71AmoTobMEkaVuQGv+nmZMTdnyUnh7paHjmG7IHdkp7sLnvbnhnyuhxfTYJN47Pa/t2+r+PdgxH+r2vMc53sON1+AtzqgVHu9Ywuts76G5xA9VLzPP+lCVM/czFTAVMBUwFfiuKGBC6+/KlTTnYSpgKmAq8B1XgH+YEgY67RbhrHbYFPEV4/aydU9GKU6kZowHCqsNnQkOaNSk6+1YFAEzQTSNs9u26g60RBCaOAZu+9BkK+rrdehstQIDBqqi8VpbaM3tWLW1OqAlJGaMBvdlM0MCWOM4KSkaUnpo2J4tQ9sBoBhAJ8DdSYO0F/C9JJHG6ZUq+rghSdNEFrVPIhTV0FHVMDocw6Rm3X56iwOffqoD8vagNQ9FiEGYnpnVOrvbmHN7ID4Y9KFTp03xJpHcf/v2PsjIdMddoqIRXS8NhjudII1fS//scw2ffqYKp/Of/2RBJKTF3cxsWni19Da23fFDLFtlRVAGwtslWJM0RLZJYpzpGRqWrw1iYEEzIW8eKK/XU9N0Vzlr5w4daP/qLgmjzo2ia48oCnvbBTBvatKvh/FZ53W5/vtR3DpyjYDWlSvLRHNCQl1GJ+g6SWjQ3LBJUQGtq0LJqFay8L/YeXBFGxDU7MJ9TT1zlEqUh7xI0hqRpPlFM8YoFFyDtwSw1p3YzZntBIYuK4b85sxWwJiAd+Ev3otDa2ZM0xHrctag/4g1Yuz11V401KQg0JSOkJYjmuWx+HlTFAmXz/ge/MGWzxCPueyxz8Q2zCuuXlsu5sX4CkaEDJl0pnBaG9u9O7EQ715fKMC2pmo49/4FyF5bLo6vxkKw/OZsnP3HxeJYdHATcGbVzMbwHYvEOe5/+i/YPf46PN+OC5YO7slJLbm6QyMqsnd/iT9VMecZUM64B1okhk6bq5C3rgLJ22txXaUf5z04WmQqr312mTjn0vxVWNNrJZJkH3xZLtR274E6bzom/KkzbJYcyIobyXvqoVpkVPXyYsYLI2BtrEX3imU4v3o3Ono6wxdphNvqwdDcEaLpYofZ72LUJ1sBjdEkGoaWSJCsNsjOJBEXojEgnSB6y2aRdV0cycGbdRdBhSwaXuaiBH3lTVggnyuc1hZbFFlda1HadxQ+9V2LDMt6jFj9AkKNDsRUGRpkdDs9iEt/vlqAfFZD/sOIelrc3Yfye5CfOa/b9o1vDhnxHlwIMeqyuRPgL20U93/h9YXIH9e31b3T9vxFL60WkS90kDPapq1D/1DGeyj7HOl4jUR4zc/O4TS53N98jkeMl80qi54RZpkKmAqYCpgKmAqcqgqY0PpUvfLmvE0FTAVMBU5CBRKd1WwU1xSMHTN379GWi5EnVkU+bAfa4YzzYGG1ca4j8ZXvgxm3Aa25D8E1YeeNN0dFBvWmIknERhgN0f4xzYJ/PGsBIz/opmV17aaiS9dvQmtmSROCG85iOqrJuxwOTZyDESSEt3w/J0dDYLCEinwJ2ix27xO5FJD3AvhaB9jqxYA8DpDPgoD6iqYhzExaNixUNRDj9oypmNWgu3h/cosDS5fo0Jzn2VcR1HAsAwfF4E3Vt6KLmcX8aDqmmRHNY9Dh/PCjr+Odt+xYv76r2KZ7j53o1i2COXMmtorlGDhYbdVIzsjetVoYCxPB9ydasXNDEPJeTlKvu8/6Epe9NQFTt1swQ7PA93PATYDfZiFh/BW2+AID3+uZr4ocbUas8MHFhLQ0CUtWhOOfaca1zHpDERA/EmkdlcJFhKdvWy0a65V8tlu4SEXmczOw5X9DsKNJdiOQ0xVzgpcKPZiXHQ7rWhGqM/rDKzcKSC1HI1DUCBREUYBNKECRcCjLiMGGiNiHx2UjxvTCLNHkzqjypXux8Pb3RAQGgbJRTkc13Mn1OO3s1cjIq4WvIRnL1/4A/loL3LluWLgt409iqsjrTiwec8FP54nIEZvXISA3gbPIMA5FBTwPN4Z097VFweIp5+L9O06PZ9tELRLyVpUhb2Up6oflYW+eB2MnL0DfF1aLKIlO3noMjX2Iso7JCKU5xYJKxmOPIZBfgFVRHf73aXbn3uW2YY8swS9JsGsatLJVCM+5AUqZHj2S6ctH5i3vol+yHY43NuCcwbkYPaSDgMqE6t5n3Kgt9eH9+85C8QAP/Ckx1IU+h7p5NpSoihGf9EHP4kGQNBkyLEjfWo29Q3MxfeYlkDUVHcI+XL/diktXlYnzMUecud23zBuPc7/YjVEfbhTAWlE1DC4FdqbKyPbZEbFmI+BIFY0uCZgZFfLMytHCXc0FGBbd+TFYYE8NwWKNIbtHLXqP2AlLDvCrBQvws7QfomJNMhorXFDDCiSLA12vHigaGfYc17fVNTsST8Q3iRwtzRqXPKq7+Bu26+7wHuMLcPaTF8VPxYiRYOjYfdPlcOaYnmxDvT+C6BHOozbg9aE2uTyQOR0pl/iBnMvYhufk4qFZpgKmAqYCpgKmAqeqAia0PlWvvDlvUwFTAVOB46jA3rIq8NGnZ2cku10HPJLSmqa42/J4/AF5wAM9hA0TG/Edwu6HtUsirKZbLdHteSAHPh4ONDYbJJxmGbEWiQ36+DrBNWH1E1P1P/oNcM3t//LXcKv8a77PYy5fKgtAffkVMQGGCVQJxF99yYJ57yjCoX3eBRqeflpDz1EWlCmAtlmQTaAXIO8EtHLdXY2eOqyWpwLSKAjY55cl0ajOpenQmnEh79frzfue+qMdM2dIKC8HIhEjjmPfV4Dg95//DuOuX9jERnQvszgHgnUD0t/w/TX429/uxZdfdEWPHrvENtOnT8S7707Yr1Od2xqu6/vuA1av0eAv9SEaiOCn40tx8T09xfGMhYTEppUcDyE6s6uNa7NtiyRgNXWktuXlsvhM88GYjrFXxvDUszogZhFcv/aKpZXznLCZj9/eG4H6xtvYtsOGzFgZcpQqqNEYGjK7Qa2oEdnS2d0dSMu1wXPNObjhDj0DmK5tRpekpgHD+9Zj+0o/uka3i8Z8jREnMrRyAawZYi1rMaiSAosWFbEQznQXMgfniuMY0Jpw+b1xbwhwTicroxro/Ob56Y71ekuQkVuKEZevw/adZ+PrXWcjtasX3I9xFLLLiuzhHTB88jmtLvarBc/Gn/M4FqcFXS7piS2vrxfnCFYHxPt0lzNnu/iszpjx5vcQSLKJ/O2YRYbLF4YS0yBbZUSbohh7vw6tWYNTtqKwuYunMafguGtx/Q+/L9zZ/GYLx+eT9G8HbFaI7wFVArTPH4O86T3ITX50WN+IzMoMnLvzh7jkk5vjue0Eyka59jjRfdE1ePfO4QglWVHv2I2GzY/D0hRCzF+MDttt6Fo2BN3KhsCiOuBXdmPXsFQU3XYVJI+Kc/e40OWBT8TnhQ9Df0JxPsb+5xP0LQPskgNdSuuw2wt0qreiOsmJjEh3sT3nSOf131/LEvdvJNAc+dKceONyN6Hn0GIMvZjXHmJx4rO6HyNl2yxs+aALJC0GV7IFDTUeaO6O8WiXYfeNikdxtLqAh/GkLYRd89o6bJ29ET2uKfgGKGfmMeOzjJ4Ph3Hao77r0W7aezThNRcHGN0TaG4AfdTF4uKMxya+VWaWqYCpgKmAqYCpwKmqgAmtT9Urb87bVMBUwFTgOCnwtxfn4tkX58KT5ESjvwmTfnE9vj/+wgMaTXVDCKGI/hVpPQfUCr72Xalj3YyRYMplV8QfxYxf4R/jhwo+OqQ7UVLN5nfHr9pCa46EcReTJ+nN0ghLU1KA997XG3ixCFvpzu5ToAm42l4lAvIBhcDUqbLI+O7d3Yr6XCCiSdD20LoLKEFAbdLjQOQkhhgDY++PYvUPZNRJEholCRZo8DRn5yZC60cm2/HKyzJCoZZGkImxGG3HRij82sxQPGKD7zNmY+cOWcReGNWlq4p//utejBy5TrwUifbDshWPiIgVAu6OnTSMHqPuc/7cx3Bdb9uiYMmyKPJ7x1o1VuQ2dLQzKpiw3wD/Ux7XATSzq3kdjDgXQuv6ei4Q6O51ltWqgXnWD02JxMdC7blgwFgWasFxGE7zG74fxcp3yhFuCEGNxHCBvACK04pt6IkeDl4QvQj3d3j6Y3FjYSu39+gxMTxwewnemrQWjPNwl36NxtooJDUmztUEJ9zwo4EdMCUJ6dYGsIEdc6gT4WHbRnfMDGY5MlziuK5cd3wffuZ6DM/Dh7/7CPV7GhFpDMPqsWH0tEu/AT5fzv8rNILjSEzAbzqqeX421aNTOlyvR5YY0JqRIJ88cQF2Du0gxtttZSmW3zBAbKPYFchlPtz0g7eRtljX5jR7EQY6iuB3ZyHgyULf3GpMnzhRPKgxv/nBWqtpaJIkVHEFxqjiryBVbUXO3Ndw3pudIUVC6LGnN7pf1APn/ftKAZL5MIq7WgfegA/yL4WqWBErmgNt3WuQ6ooBNQab5sXQRX0EtK7OT8Gy7q8j3KE7/KO+hw5p+Tjr3WpkztzQClob12Dq9jfxkUXDnoZdyHINwRnL1uK3D9+PvSkK3i5wo6BpAgorgAG3D0fTuGsxc9hzaKrwt0BrfgvCoiA5T8bVt/FrE3rVdXsQnz+0BdbIdjQ1OuFO1fX2+1PhLmhxWDN7vO2CQ4tQh/eT8bnj7+h99RU41v9uHOqMOJeslGOTCX004PXxWBzgtZUTP3eHKr65n6mAqYCpgKmAqcBJqoAJrU/SC2cO21TAVMBU4GRUYNnqTbjjvqcx+9+PIi8nAwbAfvGpSRg2sM9+p0TQ2BhocWGeLH+s73dizRvwj+JaX/iIf3W6vfMzjsTjpHNMB7iHCquNYx/Lse9LT0JrIyaD2xBKTpocjTcspMP62uuAIYNl1DaGwTgQAlEWIerQ4arYPrGMpo+EjXSUFxUB2TkqhgzTIziM89HZTAOo3QnU1kgiD1uRgBSvhsvHxpCRpeGLT2Wsj8rAY4BWxjQRDZeHYph0lX7O/M4ORKMtYJDxJAZ8DgQk4UbWmyHqedunj4jhxptjAj6v/4GM6m4SYkWAdj9godu7uQit77pbdzwfbhmu6+/fpGHtGknM34juYIyHDpQ1nDVKbZUZzvNygeDtOYrQkVCbWrLppZFV7XRqyPi/DOzLr4wJl3yfvhoYK7JiuSK24XmMuV95dVQcY8/CXVDDLdesUN6A8uSeGBBdJZzOLML99DF9MatoQDxOhq8bLnDGV2ybsxFLPwig/Osg/CELvFqtiIyIgRnGkmjsWKT0w29/XIXuEwvjgNnIa2azxMRGd+5OyeDDqF7j++K0Gwbg67eKsO3TXahcXwGbR3fIs9pz0P6nw5PiPcJoPuxpTnh7paNqVZmIIDEyvEXONSNC7ApSeqShqdIvYkpYey7ogew3vicaKmb8dSncH34tQDod6VnD8pBetBh7/KkIRWRIVmDtrWdh0TOXCDjMRZZKRUJtc6NFjkGOaZBiKjy7SlDvKMaAR/+Mwi/T4GqQkVeWJ8bV4ezOCD6qxaE1rzeoR8oRAAAgAElEQVQ/P93zr8VbPc5GmSsNsZqtUD+5H3LNbthKdyCS0wNyzyugdD4foehuyOteEdEs2rlToEgSRix0YOD09SJOx9284GNoNtem4B9OC3zhRpT5S9G5tAwj//4bbIptwsYsBd183fHjpJ/j6l/fgE3VG/DMm1PReU4evOtSYIlZxJid2W4RvzL0Rx6keosh5Q7CG1esEDnQKd4S2B0hpHZohOT0Ym/JgLjL2rh+iVExt743AcvLFou3Lu9xDaac8+fD/dgJ/ej0ZTUGogg351sfSxB8uJM41jFSHO+Rgtc8DpswljU3KT1cLQ5kf17z7NTWvQAOZD9zG1MBUwFTAVMBU4HvkgImtP4uXU1zLqYCpgKmAie4AoTUb/33c3w4U4cxrF9OfgYNvgAIrvdXoUgM1c35v9w2PdkuILbxB/z+9j/R3/cmWREMH91s0iMNqw1NmTHub2qBKcdDa0ZJMMLDqHsmRUQEhREjwtcnPxjD6UMtwqHftjkgHblTpkb0TOxmwDv/bSveeUuBqmrYtAlobJTiTR8ZdcHmhSzGYnB/8fMqWcBlAmj+l/nLjOqIxQCXS0MwyMZ7GlwuwOvVXc4E5r+6owVi8jjcb+58/ZsEIrf7OpvId2YRhg8cpAon+bRaC+bn6IBW1Msa1OkSZJ8eg8HtOC9C4CNRdD/PfN0i5kFYb0BrAeqVlgWAxKaQPC+1JLSmjg0NelwLy4gxyc5WhUubjniCZi4yeL3AU09a4vOmnrm5qphLTWkY/qK9wo2coVWiDzYhA9XY5B4MjzWINEuDOD6PNXba2fjXnNxvRMok6vHwmBVYWJyPMn8Kro7MRExTRLM+CRpsCOO/9qsw9V8puOEGZnyHxe8dLmq8evMiATf7RdcKcE1oO/zB0QIUs5izO/DGAfj43o9RsqZMxKuwKSFzllmEyAU3nxZvqkiAXltUhZqNVWgq9wlgTShNdzVjRJhr7StuQKi2CYpDQbguBIvTKpzd0WAETeV+cVw6sC12CwbdcwYG3jUCS6d8ih1vb4m7v6OBMII1QYTqmptMsuFjuhOzP7wJWwdki8QbxsDLjG5pDEFtdl4rEX3xI7m6EsP+ORM9/70HafVp0CQNiqyATvObd9yJH84fD6tFFgtizDB+8fJZeFUK4H6nAk2SEfv0YaglSyFXbIUc9MMZ9iLSIR+h1CQBG+0a4Ejpgqi3C7qefjeu+N1H6LGuQpw70d18V5IVC5sjFKJqFP6aLbAv/Sssq95EZl0WMjIzccM5P8JVva7F9dPHiv2Zb8088KS1Lozffa14LTHmg4sRiyd/IhzuUX9YxK0wezzv3K5C/30tOEz+9NeYt31Oq4/ZQ2f9UZy7veJ52EyR8+l5Td/9xozo3zDSP+uE16qmIdVtQ2VzxNCR+HwfrWMcz0gv3k8pLqv4VtGhNGw0dE/8/4+jpZNxXP7eMBYqjva5zOObCpgKmAqYCpgKnKgKmND6RL0y5rhMBUwFTAVOcgVemfWBcFOPOWtwfCYLvliJOyY/g6/m/S2eZc1s6wsn3IMXnpqE4Qfgtk6MoPA4m/94b456OMklw9H8o/5owWpDc14LOo0PNg+b0O9IwdT24kHauyf+O1/GP/8dwRNT2aBRh8AErwTSaWk62M3vpeLPT2kiIuF3v9PIqwSYZhlNBPkzHcEsurYJW1mMyFi9ShGOY0JmuoQJTYz/JrqlU1I0Aa7vmRTFb35lbeW0vvPuiHBIG0WtnnqSERuSiPQgsKZ2/3BYMC1qQbQRcHTQt+7/toqhy1R07arD3yOlseE8pxaMMaF+xnw4R4JrgvkRZ7Q4rekY5AITXf0jT5dRWkqnNeLacJ8OHVTRVJLObTaETCy+xtgT6svGm1276deooVaFUl6KLLUco6MfQ4Yq4HJYsmFX/hh0LViKc0e/i77nlsPa9QmEo2d966+If1/xMf6yYgwaIw4UqBtQiPXieEnwQZUtmJX+ExFdcu11mmiO9vrrwLSHqgX0JdjMS6rFT64pwZmPXyDOY2TFEzivfHkNtszaGD9/2cYGNMWsIh4k1dGEzME5AlwSVhtVubJMRIuwCKntXge8vdLiwJbAc8XULwWENoogWzizm+3rdGEzm3nQ3SNFDjYBabCmCZUrS8V24sZmsYHl/8XpBJPteO/ZS7H++kIBqwlFmcFuqw8ieW8DGjqlxM81am05fmyVsf3KGQjUNoNyWYPD48Qdu++G027Bc0tfFsc1oC1d0a86FKxWZEQkCbFwA7RZ1wFffwxYHJDO/yOUhl2whBphTekCS90ueK0e9Bw9BVeFYug/XY+4YQNEOuS5MPDr8X2x29viSCW47vXAOTj9v6fHxzro3pHwLkrGQ9q94jVqkZqfLn6eHHqk3YaKL3V7WjS8pJbUkTC+4EcDRRQItTcqsRnjxTPPQJm/pNV91h605tiLXlqNmqKqVgA80bH9bTcrIaqX2emqhpiqikapJ3olu6yi4eixzIRuq4nxmTxYeH00/23e13XjYgT/3TbLVMBUwFTAVMBU4FRWwITWp/LVN+duKmAqYCpwFBUYd+sDwkH94Ywn4mcxAPVjk27FVRe3AKRb7poqADdf3199l3Otj0ZO99GG1cb1clgV2KwyGhLiW77tWjJLecI4m3DZ0g3MxoeJDfj2dx+09/7+oDVh8vp1MpKTJYTDmgC/BKIEqOGwDq/pbrbbdYCdna3hb8+FRXTI1MesoLOarl0DTnN7w02cmHtNwEqHN13Dfn9L/AW3N6IwjPEzEsPtBlYXBfG9K+1Yv07fnud4dUbogGDzq3YFT7j06ACjZjSE4g3xDkXLfe1jQGtqUVkpfWN+BNDZORr6F6p4ZXoEXMywWRXUNIawfh3hvgUffSCjooKxIrrm3Cc1VWu1GBCPeem0CEE3O10CjqIftIp/4Wu9HbswJPAZPNXFsCAKSdGjMlKvbMCN/3weHo9PuGRlRUFl/ReIxvrtU47XR72G50rHorgxDaGYgvO1j5CLMqSiBpVyNqx5mXhs1Znx/a87Lwx/GZ3QLez3vSLdPU3Ixbx4XzCKplBMANZlj30m3iN4Z7a3pa4aDi0Ii1VCh0FpcXhJJy9BNN3bzF7mfNjgkfD5gpeuirtxn/npTuz+YDtyLFXiIbS0yiIaxIDWJMbMs/b21rO467bUYG+PVCQv2CG2j/HYqgaVumlAdX4a3pw5HhWF2ZBjKjTGjkT1XBpndRO8exoQSHeKvOyCUAzl1/ZD31deh+eOreJ4mlVF7YhaTH3rqXhufFvBR6fYsUth7AoQXf86tP/9Wh+7aH0JZJ73OCp6nC+eWzUNOe4OeoxOwuKkoSdd6++P74uy24chnGwXx2G0Sd8Jv4W2Q19QclvdyA3lifk/3aclqiMpx40h/Udg0siHv3FPEEovm/K5uAZ0zzNq5uIZ45E9PO9bP050Ws/a/LrYxiJbxGPGlfPRJ12/73jcHW9vRsPOOuHYZsNOOu4N53Z7MTHfdkJ+O+dgAey3TuAovpmebEO9P3JM4q/2Nw3Cay48WRS9PwE/o9+q83FowpjldYgoJbNMBUwFTAVMBUwFTmUFTGh9Kl99c+6mAqYCpgJHSQG6qTdt242SsioBohMB9X1Tn8fS1ZtawWzGhnz8xUrMfv6R/Y6If/Qabt7jkTO53wEexgZHcj6JTrxjEaFysMB9xCA7yst15zKLsHjqEy0N+A5FxkRwzP3pRGbesxEP8sVnMhwONvwjGGZMBwRcJchmM0ACdAJj/mw0+6MTesZsHR4bwNYYm+F0Np4b5yewrqrUYUNNjX5MglnGgyRCa56DcRrDhscw650wtm1WsHO7Bb6m6AG5ozcpEjYpejPDp16xonq0fs4r5Sie6nb0nJeJ89yyWRaLDgaA5nwK+qp47t8qBp4mIxDSoa2xD4Et41OoR1OTPl7uo8ekxETGNYE4/xv2rkPTOb+CK6dUz/YuHQjH/Nda3RpcRLhv0DvY8to6QTzpiGWdOekTjJqsQ2IWwa8v9Dv4mr4ZQ2QA0JJiDXu2RbHCPhIxfxADtDVwSwG4JT+UNDey890Y9864+DEvLagRP7NPWk3QKa7ty+8n4czTbe1mxTOeg05qutRtwUbYg/UcmDhGcgqE25ogk9vQua0SGqsabG4dxjKqotf1/YWTm3quWBBAXXOW9sVJn6N3gSriQ3b/bztqN+kQW2RdKzI8Xb344OHR2JmZhIK5m5D/2lpokoSGPA/sjWFYmiLYOzwP66/rhy1jeyPUDIB5DL6Xvq0Gtd1Tkb2hEl0+3QV4bJB+MgQpErD7iyeQ/fVCdP5fLhpOa0B9jh8vXN7S0LDtZ/n8FDt2NjeXU796AuGvnhSAmg81OQ/qhU9C7jJaPFegIVfV8EVd64a7/7thNras193OQW8ayof2RNW/9OiPSYEIdk2YJTKuWW6bR0SyEFrvcRVjduc3xetD+p2OR6/5M8qX7sWXkz4Sr3Uc01U4qXl8Fq+HGggLZ/alcyeK14wM9LSCTIhH38z4FKd+9aDI8i4PlEGRFDx01uO4sf+PxPsE1kUvrUHlitJ4/rlsVWBPdSC9MEtskxhR0la39p7TvUy3NeVknAQ/b1woabs4diDHOtrbsAdFeV3whBqbEfuhyN8Or5lnXdUQOuzeDweqMX+N5aY5D3RzcztTAVMBUwFTAVOB76wCJrT+zl5ac2KmAqYCpgLHTwFCaUZ9EFATXifCaLqtx/3oftz0vYvw81uuEoOcOu11sd2h5FqfCA0Aj6TShzsfvWGXTUQTHIiD7EiN/WCBe59ujnhOsTGGv/w1fEDNAgmPCaLbi71o7z02AGRNnmQV7meOlbEWhNPMUaYbOi1NQkkJIyv0ZoeEqmyESJDNRoYXX6o3dTzQuvUmG5Yvk9HYCCQlATadOwqYTaBkQKXuPVT84/mwgOLGteO3CdqWMQc6kOvqgHUPy/jSqUCyAK6NGlLXaej5op71QF0OZqwHOqfE7TgeuuWZIU74H2iSwFAPdwEwuCtwy/gYLhkbEZDn9Z8uR927S1Cb0R1bC6/E9g0BNFQGEIgmISK7xfVIStIbYXJ+jD9hrIra73Wg8HVAicDbYzOsriY0fXQPnKvuEUOhA56Z4nS7vzduJsq+2iNezxnZEYN/MA+nXf92q6k1hv6EQOin35iuASj5BoGy350Je12lAMdO1Y9k2Q+rFoLVbRdQmGCRsRSfvlSK2VsHYUe9HjNhl0Lo20/Cg4/L6D1IaTdCguDyH882N4gsXgmXv1rsS2hNYEon71e/+1i8ZkBrYUkWbnEZyd1TUeHNx7tbClDS4EFItQlq3j99L34yeIkYGzOxN/xjBQhEmXHNimUlYe7s68TPnSr86H/zW2hKd8GX6RJO6/efuSSeFNKY50FDXrK4SeWoCps/Ald1AFGPHV3SnChrBs481qCoisqP7gSKF8Ft9cChuIWruD33siH8ZJcV85pjDxpW/gvhhQ+C3xOg11VNz4d03VxYnLqmrBRNw+o2DfAeueZuSMX6/U6w7wnlQb5qEC76w/niGwZGVjTfJ7AmdKZ7neDaKGrFem/cG/HXuN2QSWeK62tEtdDtWrO5Gsk90wTEZiVmWidGetwyb/w37i9mebM2/HslFt+3QFxXFhdYuHjG62pPdWLElHPbjSn5xgETXmAvAS5KMjOcnyM216Xz+lj+7v+28RnvnegNIxPhtZFXnzj2Y92EkdcwLaFR64FobG5jKmAqYCpgKmAq8F1UwITW38Wras7JVMBUwFTgBFFgX3nVb7//Be6d+nzcgT33/S/w1ym/bJV/va8psCFeWQLAMJxmB5ulfIJI9I1hEEI0BWMINjc7O9BxGlmdjGI4XsDiYJx0F4+xY/Om1k5rNh3cX/by/tzO36bXWcPsAlbT8WxkWV94oYalS/VIC7qAS0p0p67V2hIZQmjNHGXmVxsNGvd1HsJcY5u2Y+U+dBETlrOJIV3C7y9oAdT7AjsGACccJnSP3AkE7tTHaUnRneHJWzQMu1uHvqynpukgvG0Z8LvtPAigb71ZbwRJGPz8S+3vn3g8HotO9vVFMirrJEhWwNkZsHfQ8Oj1Eq6/KoJ3f/g2tr+3UywGiPEqfjj7luP9vVegItgBxU3dMWK0U2jP4vh5DURcS+Hr0Pq/Dkgq7BklsKWXImfH3ehacnd8GImAno5ZVm2POsx85AXc8NDzOLOLDghD4dGoC77T7mVLhNYchx4ZIyErMwZrZTmCNYyI0JshMn6DgJHPWYubBmClPBRywAeHrAPikbk7ceW4KKo36I0YWYmNA3lfPP+Lzcgs3QAlGkKKM4T0DGD0tEsFLGUDQFa0KdKSV92cEpBemI29X8cww385qpARzyVJVny4rPdmXHphQMBW5mGH6vR8a0LRdRP7o+jHQ0Qudmp+GjyLihFdXYZ6TUPG6nKx4EAndfrmKmy9vJcA2BvH9xVubCmmwlnThKasJHSQgGCzm51jlF78J+qfHSxylaFGcfMd6/HoNTe3ctMut8i41WMDl3yI6+8JRPCRTRHwe48sQZl5Der3fiWgtXTF85DyLxcxIXwojAfRWjutN1VvwLT7/oDsFVnwVHlgUd1QohqcVhvyr+sXzxQnuF777DLR9JIw2qhuV/aKNz1cO22p2CaxBtw+DB3HdIvHudRvqwGjRBgBXrOuQuRcJ+Uli7xxwuvESI+20DoR4H/8o7exc/5WHVobH006pHPcyBiQLYaQCMATI2X4Xnsu7PYcwPrilx4XxGaNJ0KjYkLhJKcFtc3Qv90P4gnwYttGl9TueDRhZHQJI4bMMhUwFTAV+P/snQl8VNX5/p87+0wm+0oIewhhk1XcRXG37iLi0mJb2/qrtLWt/0orbbWllba22lb7a6ttxZ8L4IZo1bqwuKDsSwIJYQsQyJ5M9lnv/fc5d87kZkgg7KD3/TgfkjvnnnvOe+4k5nue+7xmBswMfNEzYELrL/odYM7fzICZATMDxzkDVFsTXserqFdvKAVhdaLXgy9PvVx4Wvc2an1+hKLQiF7Kbpf1lP9juLdz4x+qFDK29LK45KkAq+XcWGyvt1YkBHdP/NGGd96yigJ89/0whDtnHNxXlNfpzrda+kofLMe8HgErPZUJrQlFPR5aU+j0iJ7aVPoSghLeslgg21BtfcFkHXweDFp3B9OptOb1CIEZ9KnOy9OEApvH5swNxaxLpGqc4N+4KUMw/NBsHUA1NUWB+o81+L+nQKP61kkfYcC1X0PWRZqArVKBTPsSqnqXLbHC5dIEJGeuGUbYy7FPvzkqBY8mkVYdvfEY53rsa1ewo8wiQGXCMA22JODh+SF82WrB/w58XBxvbtI7dtsq0ZrjF19TzZ6VreKW1/8AuaEgVNvt+saCkl0E7RIWztNg8TTClr0Dk9fs0xX2w/WcGuH73W9Nx2f7P0ZbqA2ekAcDmgZi/MAO/L+hI5F38WDYbZsRCo9ES0dXD2Np28H+CK0/bR2NQKMfQyNbkRaqRkdtuz54pj8KGwmvqbze4C/EFtsZCLbpwJqe2uPcpZiYVIbMM7K7+PcageSKV+pQPOddoLoWrgQLvP2SBLRmvDdjkYDV4fYQQu2dRRYppW13p8Pa0YY3tauxSxsUu+UzbfW4bMQenN2nXByjutgXtQhxpLgEGP37X76E1sV90bpZv48uGhbBvvElGP70Oij+MFSbRQDq/zx2BZJ2N6HP+ios+dUU9G3fh/4du/Fp5nlIUTUBnodGVNSULsT+2TaE9w6IjWNwYi6Kl/QVFhVyI/GuRAeW2zsLyiVoGoqjG498j7HBZkG4pghZ1dnY3y8JAY8dTocVeaqGmR1h3BDs/NlAaP2nl+Zi6B+GwqpFC0OyCGxuEgZ3hHHr6m/ExsMNCQJ8Y1z9yrSYpQfBttwkkG2otB4+Y6z4luB4w28+hq/ch6ZyHyIdemFGFmVM6JMoCmMaYTLtQTg+GVScSz/rVy78F3zb6oXNixFaW2z0K09E2oiMLtD61SnzRDdGdXh8oUZCa1pudBfdAdhuG56AgyejkOHRTMuYu0hEExsWva3XcDTXledmJDsFLDfDzICZATMDZgbMDHzRM2BC6y/6HWDO38yAmQEzA8cwAyy8mOT1dOnRqLbmG4TThwOouxseH99tjxZOIrQlLK3p4Q/3Yzi9E9JVbxVppxKslomh6j0YUg9bJX44iT0SaC2BMlEdH/WvqrKgokLrogZ9aE6nnzb9ggl6WVCRHtgSAo/Pq8L4ftViuBlTRnRRMsePi4rqsxOLUF4awuZQASJWJ9ypDkTCulpahAKMHacDcQah+Le+bu8CodgvLSsY9K6mXYn6A0D5ERChJ3YChEXI1bVhfDJKB4Njx+t9Cq/uqLU1YTAtNyZf3An/pCe3EYzLscSrwLtbo+1lVrz4f3Z8tgeo788WGlqLFQGtr7kpgjnXh7Bg0lMIE8CGIcaiRWrRkdMqgLWMS/75e9w309FFeR8M6jYuWlYRkFWEhMQQ+vezoS5nPq4ZNA1z7uxqw/Bc8T/w6Kpfoimg0/GIGobb7oHb5sY/rs3FZYNzY9frDlwTXjJemlWCjRiDZlsaCto3orB9HazagZspBI0E1ISP76kXozoS9TVWFFyd/Akyw1XIHJsNX1m9sJthwb1JD01G9pl6IT8WZTTCVBbjo/UI/ZQJSiuW7MLmp9ch2BSAQqDbFkSICn13KjoiDiQF6vAP7S7B0R0IwGUNYdrIIgzqowN2QmsqjBmy0N9n6QPxnu9ccYz7KCxYeOWITdjzzgoEvA500FYoGMGOK4Zg+xX5SC73ocC3DftvzsWFNcux3JKNdd5CwLcb+R0NGKN4sOgbw7rcGmn7nPi+9h76n9cP5/30QriHpKGvwR9bNt7V0CG+nOu2odRmEdA6ragGlzz4gYDiRVfmg6ULCY+NwFqeTzgceiAN9qBLHAq7nAh77BhUUocZu74XGxPBL/MQagkgEgXfBPgsqkgvauaaftZN23R/8uwz/3uvPHtjlzktvuxZ1BbXQA11flbZgOrtEXePE2tmDEJrvgirJbDm+5888B52LS4TGxHh6CaH8GG3KLB7HBj+9bGxvriRUvZ8caxbuYZGaM3fARlJzh6htTxZ1jcIhiJiM5SWPSc6+LshHFFjv7dP9PWP9Hoyd9yoYD2NE6Va5+alxWDDc6TjN88zM2BmwMyAmQEzA6d7BkxofbqvoDl+MwNmBswMnAIZIJhmMUUqpz998y8HgOub7/6Z8KzOzcnAj2fe3isbkINNyx+MoMHwmHFWigv0AT4Zf4wf6/QT1GUmu3qE8EZY3REI91qRfazH2V1/h6sS7+2YpEqaPtZUwlKxzCAYZtDX2Kgcnv2AXXgtM6igrqhQBKwmBKBqbt8+IDVFQUmJ3g8B7T33hmOqXQmgea3t23S6evn4SqSvWxYbMn2Pb593QQxcx0PrthVbMNZWhMW+ydKSGFXWvqLgJBXeEiIPK1TF9TkXlxsYPEjBkIIIHnhQp80EylRLE6ATdtN/e8LECMofsqBmvCLq+OU8oOI7hWHMnWMX7zOG5KviHG/Uwvdg0Jr5pbpcWqbw/IMprXkPsmDknIetYpOCvt1F+yzoaKB9BuBK1XB2viog/Dn99gjlsHSU2J/qhCdSGsvjWv/V2JN0FXZsj1qCRAszsoHNpsM1gnrblT+G0mcDbI4wtLQy2DwtsFvtwkf56avnY9me9/DX9Y8LaB1WqYZVYVGsSHIm4a07bMhPGSYK8sloaOksFFgybwO2/GM9Wvc2oyqcgWDEiiZrKrKDFUiM+GAVxhWGiPpLE2TRfoPQcZNKxAqcoWyGI9mFITcVCkDJIHAmeKY6l8UWaRVCC4/9H+6BGooI5S5Vu2kjM7sobXnue195DdWr94t+9ms52DLhNnhaapC/7lW0+W3YjJGwOCwY6yxFZqhS+FjTviJjbA6ad/kEWKUamFGEUSjGaPE1vZmp5h4Z3ohBe1dg59hsBB1W2AIRrPqfiWjMT4NFU1EQLEPLiEQkNpRinT0HIYsLQasL7pCKXz1VjCc+CWH3/tGIEHg3B5BdnYb/cb8truFIcuB/Su7FQJsVOhLWI1nVsMGwybjIYQUtRNy3LBTAmuHVNORHtC7WG8Yl4CbDE5/sQvLWBmj8EER3QUZcPgTTZ06KNeXarp7zEYLNfrHBwLWyue1IHJSCm5bMiLVjf/FFFeWbbxBab66NQW953J2dgLN/0XsfagJyjodFQyOhiPC0lv7W9gQH7iq/T3QtbUF8ZQ0xexhakcgikfL6/JmW6LH3+ikj/nz2uk5Oscb0JIeAvvTePt2CavbmjhA8UR/24225YrcqyEzRN2PMMDNgZsDMgJkBMwNf9AyY0PqLfgeY8zczYGbAzMBRZMAIq2+48nxRWDFeRX3XfXOFPci9d90Q87A+ikuKU6nYqvF1egEfqQ/00Y7jeJ1PCF/b5O+iBCYo5B/NbqcNhNVUmp9qkL63KvHDzZsRQlP1TMjLIFBOSdWEGppB8Ew18qNzdTsNca/Q7zkJ6OgAcnI0ZPfRQEgbCNDOQkP+UFVAcKk65jndqbkvrpwf84uWfQ+bMzUGuqnOJlSX0f/DBdhjGYDSjoGxYzX2XAGeCa05rhiALregvk4RViXZ2Qpy+6r45SO6p/Ss++147WWruBeo2H308ZAA9LzWo3NtqKoiiNftNBjWThcGUWSS3tkyD7yeVFrHF2s0guuJZ6p4+lmDLYVhwRLdNlHo7dnnVCyYr4hNBI6lpUW/DtlhcrK+RsaNAL7H++Ppvzqw/Mm3Yvf20pqru4yf7Qi4acvicECsbYunGIFplwLWMBTVCcXdAM0SQrpbtxQikL5z1Nfx0Mc/Qke4A21BXWFstdhgt9ixZIYXOQm54sUwKq0JEdfO/UQooQl7QyGgxq6roZ2hVqRoDULNbAxR1K+NUnBWDuxqG0Iompyfhmw4bOwAACAASURBVFtWfB1vXPeigI6E4UKZrQA5E/ug3RcQxxu31AroLeZMH+KCdGETwjB6YEsV+JxXdcsKRvbedcj3rUVaiiqAOJXCVqdVQGsG/ay9ecmwJzoEuB4+YwzCw0fipzP1n5tUYnMMl9mWIiOwH9vP74+I3YLWHC9Wf/tM0cbl8mN8ylpMrvkQj+VOQ0PQL6B1xOKCvcmP6Y8sQP6KYXjfn4EN6kgM7vDhHOsu5NjqYuO8s+Re/M5rx8sOK2qgCGB9ZSiCuVJpbEjs4l9/GCt+SBU444NfTUHN6GzcEIh0UVwT7M6btwFNJXVQowu05f5z4b16KJ6J801e8q03sOv1rXoxS5tV5IMQmHYsVLzH59u41lyzd25agMq1lZ3+4tEGXOfkIakHbDTE3S7iW46XBTJlcceGLXVo29esN2UBxf4pogBk/s0jBNgumbdRvBWKbi4Muq4g5tUt++fvA5vVcli2FZwPwbXHeWLh9eHUO+gufyfrWHyBYam8pof78YLX3Fygp7UZZgbMDJgZMDNgZsDMAGBCa/MuMDNgZsDMgJmBw85Ab2C17HTVhlJMGlt42Nc41AnVjf4YtHU7rXDaLPB1A0IO1c+p+D4hfFtHZwEtzi/RTeuNk/d4d2/yROVfqteB2qbODYXenNdTG4JUAlGCWwmm2ZaqYRZG3L5NB7aEvVQUE5IyqEwmFKYdBm0mMjI1Ycshg+C7f38L9uzRH/dn0UFeh57XVAcT6M79VSc0INBeOfOVg0Jr9iOLHPLr9teXYe/qOrxWr1sHECb7EnLFuNxufSQ2OzBwoCpsPDo6qATXj2dkaGDxR7Zds1qHkITWBCh5eaoA5Xn9NMx5yC7myCBs5fmEvQTjfN05I4ztZRbhoc24f1Yoprw+VEHJ+DWhd3xSQuc9OO9fFvzlcQvqazWEQZ9wRYyRY6CanOsTD63ZJ+fw/ZkOrPzUir17qaI+cPWZK3pw9x+goa5WQdOXrkMkdwUUWxARBACLvphUTrtsLgGj7xl3H1qDLZiz4kG0h9rhsjmF0prvn903EQundtpYNLc/jJqiLGx6chXK39wm+iI0JrTmxkCzlohWJREO1Y90tbOYomxHVSwtHqiUFWrrqHqUYFqqeAlEJaSkolqLqFCsFqQXpiOpbyJqSuoEzI4V5Yuqt93ZXjhT9V0YFgR8/44z8LLTKnydCzd03pcepQZnVL6DZC2AtD5eGFW5EsCnFGbE/JBZLHDHqyWoaEnBi2uGi7Fc4VoeA8yrvzsJb373LAQSHUjc34JAohOFahnmbPwJFCh4PPcWrLVnA7YUoYYONPlx961vILtGLyCoJ7HT85vfUvF+11bdqmOR04o33TbcaVFweXOwW5uF+MKDi78zCW2XDYl1XxhWMcvg9U8LjT9fPAjlA1Lg8DrQLwr84wE3O3hx3N8EdOYaMahaDsRZShkLKrKNtJ7au64SL0x+BuFASN+kiHqXZ03IFWtFyw6OnUU0GQTP8SGLfYrNgpYg3Jke+LY1QAurYoNCrjn7YlvjetIa5Ly5l8Z8uGXf3EAi2z+SIsT8HPJ3Cjegjnfh3p4KzB74yT/1jvS0ESt/Jx8PeM3foezfDDMDZgbMDJgZMDNgZsCE1uY9YGbAzICZATMDR5CBuU+8gJbW9m6V1UfQ3RGdYvS1Ptaw9IgGdAxPkjBC1bTTAlYbp56b7sb+et2v9mhDKp6XL9X/gKeCl0E19fkXqpDH5XtU9355RlgAZ6qKCVEJfj0eDaPPUIX9BZXBtBNx2C3C2kL0Z7Ac4fdShUwILeEuodSLMz6KWWj0OzMDtz97QY9TZPs3Zn6E2lAy3to7DlaPA2ddmypAMv2yvYmaKDz53DwrnnjchurqTpU2x80xsBgkoa0xCIUvuSyClBRNFLGU0FoULlQIxHXlOcH8/bM6LU+OdC2MdjRGC56rRzdhd5UbQdihaoJUw+3R1eMJCRouvbznQo6y8CPHTmsRztcYiYka+uZp6NdfQ1XGfPFy5ZRjX7AEqsFf2maxIdGRhMK0kXj5pv+ILhaVLRSvqrb94sV4+qr5mNjn7C7XWHDmU7Fih+GOkIDWfIl7KT9N2Gcwn+1VrV1sIdiG9h9B8SSEFgPXtJ4gEHVnJSB9dFbM1oI+xmUvFIv3rC7d/OLCuZeI+++9+/6DYEtAQG/RV3QMSnT3YtE/r8P623U7D0UDvuIPY057CBteLcF/Xu+0WOlXmIHcimbsfK002o8FmkoYmtmliJ9MgPTSZkFAQlMqtUPTRmDhlflwtoeEGUrl6CyhcB7tK8LExiI0efrjP848+NtqwDv1nkf2oO9Cvegjg+plglhakhBW+8PtWDh9IfYPqESGOxPX5N8EFiU0FrjztYa6fVpEWnX84Cxd8W6MeBU1rUUWBiNwRAs6su2s9hAK42wo+HlcO/djYbVCYE2ltVQ9y/6N6nb+DG7b3oBda/ajYsVeNJTUIejzw1/fjlBrCIkDkoUqnufk3zQipthmX8Z++D3nww2DeLsPwmtp3SLPo03Mzte3ivkQcDOokpeFIY25SPHa4Q8cXQ0Bfr7ZD+N4KYeP1xM4B9wcx+HAoSyvJLzm01+0PzkWTz/xSSv+P40ZZgbMDJgZMDNgZsDMgAmtzXvAzICZATMDZgZO0wx0BCJobO20MDhdHz/uLv0sWuV129Du1z2rj8UfwidqmTOTnWJdjta7lMCYyueqSkUoqsNhFkXUgSz/pXXGmlUWobqmyrewUEVeHvD6YgVXXKkDbUJHqrBpD0KgzZcE1AQpBA1UKsZDa+bqmecPtMcg+NqypA7tiVlo92Z1UWZzPN0Fz2HBN4YsCMmvjfYcV05xomKvIuZit+tqZQFM23W1uDEktKYi/Ik/2rBju0XMkXmh2poqbs6TntSzZhvk5UdwAxDc/fVJO1weFTdP71TPc07XXKSPK6jpwIvANZSWJWD5Ndcf/NrGwo91dfrmggwqxG+8OYzHnwzFlOuLnDeKwnYVLXugxRzCNVhgQba3D567dlGXgncs0sf2VF4TVt9QMK3L+7zWc8OfFJckuJV+x4TRBJr9Lx+CvLE52PFaCdb8ZY1uBcIxsmieonsiU2ktrD3k2KNK6dQROiimYpawkgUVCTwJKI1WHVTjvnvHK9jzwU5oYcrooyrl6HLTquOFN25HzchMtPbVLUMcmoY/tIbQdOtLqDIUaaOXdCY9pddWwl+nF2IMW+wIWeyoS8lFVoKGK2YVCnDKIDylypiKbKkAd2V4EOmfhJ0pLrQpirj/Xn79NvAOor90YUTFdqsF+RFVFHH0FNdgwi0vYel3J6F6VDYG1rYhp9yH9O+ehTGrH8Cyoqextt2PzUELrIoVY7MmCAsXrgWDsC/JbUd7IIxWjqObj89dBhAt7494aM3jf9rZgLqX9UKaGVNH4LuDdQ/vg4UEyeIejlpwsAjjqK+Nw+Azc7HpH+ux/rlNAsbLopb0I2fwe7YV69oaFOCf7aRamm2Mqm1+XmhR4ttaL87nBgZV8LzXJDgn6G4qa8D+j/YIxb8jxYXMcfr14hXgcl78WcvaDsfi94NxM+FYw2uCX8Lx5vZoVdhDLc4p9H5vrMek5QrnyXobR/M7m3nKjj5pcQqlwRyKmQEzA2YGzAyYGThpGTDtQU5a6s0LmxkwM2BmwMzA0WQgFFa72FDEW2ocTd8n61yp2qLqknGsbDZO5HyO1ToQbNKzmepo6f/M4oJU8BLYUk3N4oV8v7CQYFrBT34aFtDgvpmOmJUHzyUIldCaVh/PzbNh/VormppZqDHcxYta5qo7aC3fk0DdmNeDtZft4r2ypRUJ7U9oEULwTHVxk09Bc7OuQPb5ukJrzmX4CBXvLAkICM65LFtiwcRJqgDfskil0aO7p/WXBS4J/zMygVGjVcy8L4wdZVYUbbDjkV8raGvT7UYIo++ZGRb2ImuXtOGDl3QVKMeoQUGqpQmPLR0SK0zZ0zWZu9ISBc/8wybmS2jNIKynQpu2J5wb469P2IQSPZz3IRr7vIRWfxBoyQEGfAxL/09ht1lxYf+L8Mw1nUUVeR6B9ezlP8B231ZRqJH2IXMm/0GAa+kX3FhSG/M35jkWuwVXzp+KzFFZIKxnED4t/8E72PPuTqghNeZ7LaxEWEBR1WClh7Si6LYTHjuakxwoXXgLsoprcM4LRcIChC9Gzrl54t8zH7xQbGRwLJ/Meh9BuwURpw1KRIWzWd8s0awKdk0eiOU/n4zdFw6IpfOyYASDb1oAPnsgixY69rUgXdNgb/ALiBqAA9UhF7yhVuzIHIKVg8/FGIeKvJodOLuPro7mmKiwlsFlqE92IpTkRAehtQZsmz4KRbeNgiOsIqW+Xcy1MU33tqHntKM5gNaVFSIPLX2T0Dg4FQ/tfAgj61YBrdVQ6krw0warANdDUoZi5oT7Y9CafRD2PZXiwnwFyA+quK+jq0K61Kpgrsdg09ODglr6Usu5cMOgpyBAZs7pAc4NC2eKC+2VLWIO3LRwJNiEF7i/OQBfaZ2wb7FYLbAlOISymhsSDG5s0AudIe1YMifmxhTfco35fvWqffj3jQtiRTfF/e5xIGlIqvDV5r2w6YlV2PTkatGfAOERVSj++10+GJNm6xZD8cECgTVxtQ96nHgv35CezcfSioqbsNwgZB2G0y0OJ8fHAl7Ta1wq30+3XJnjNTNgZsDMgJkBMwPHIwMmtD4eWTX7NDNgZsDMgJmBE5KByoaOmELvdFZzERTIwkt8xDgYVnG6KsePxmdV3jQSxr680NrFy/qhOZ1FCNl213Yb7rhDwdp1EQweGsaw4ZpQ51KhLYE22xFcE4aywCBtOeY/bxPAbGiBBk+CFitsKK9/KODbXaFGAuhD+UR3d568JtXeVJWffQ7Qv7+ChQupCleEerqtTVeT2+0asrJ0sPvyYh1uGudLMM8+CPIJmenV3ZMCnOfK4pEff2gR/dtsumL7nHOBbds0lO/SoSZtWWjJQp9qXpvXSCheg53qAIRghx0hpHkCCGTnHfSaRtjP9SGwbm/Xr0s1PNeEmw//fDaIr99lw+5y/fqavRmhtkQ4LK3I1Hzi2Ji+T2HvrW/ioosuFbYTxpj66hUortML2dFCJMWZivzUYfj2hu+g5B8bhJJVFkBk4UKqZC+bdwPyJw8QhU7jPX6lH3FpUEV4az0iDiu81S1wBCJQrFQlK7Aku1A9KRdtIzOx55dTkLGgGAV/WQP7xmqoYR3WOVPdAkRmT8oVlhKE1h9+VoGI1YLkvU16m0Y/LFEV9fZLB6N2eAbeefxK8Z5FAwaoKkZsrEbOz5YiITrp9HIfXDXtMXjaaE1GTUK6AN+bc0ehKHk0Bioq8gIBlH1ZQ+YFurf5lY98hLxyHz4dnApfkx+pu5vQkeoW4nEC8bLpo7DryiG4+aaF2HdmLt574HwB553JTnFl+9YaJOxuFF9XTBqA7EgVnij+DrRIBxAOABWfYmGrBQtarZiQPSm2cSDX6nG3DX90d0LpwdCwzBc4pHLY6H1NlbTRGoR996RM5nu0a9n6XFFMYa5y80HTooUyFbGeSYNS0V7ThkCDbnMkfbDPeeQSca+kDc8UCnoJmQm/w21BJA5MEZsbjEHXF4g1NgJpFseUVjCE1uljssXYCdmN0JrnE4QTWE/527Vd7m35zfH2iebvUxZsPJgSvtuBdXMwPckhrDOO9umb3l7vWLU70hwfTbFL/n8Ac2+GmQEzA2YGzAyYGTAzoGfAhNbmnWBmwMyAmQEzA6dtBvhoNJW1DP3xZjvou3u6hO4n6hCPTseDsvQkJ1radYB9OgUL9tGv90gfBSewplLa10jval2FS1BKIJuXpwlVMY8nJysoKFDxz+e6Ph5vBKMEwevXWYS1CG01qAqWFiMEC4wx41Sh3D4UcDaugYS9xmOHAt1sezBoLfviWAji75xuA58moAPFhnUW5A8lcO+8IpXdRrsRtiFYJnSmMpox/Y5wzCJEFrXkcTlXjqd8lyLgsPT/Fp8lh4a0dKA+qoKWV2VxSFEAs0zB7t0KEtSW2IA0b6KwJuHGQk+57Gn+hOAyplyqwu2w4g9/6DwWZh5UCzKUajihw/pB1u04d9gafG/5zAM+HmP/ORBNgSZomoqIFhH2FHmJ/fH9p34AX1l9zOaDJyb0TcLta78Jft56UpcSkr66vgFr1tWjz8ZyRFxWONoCyCyrg01VBbTuKEhH64BkrBw5BTXIwug9qzFu8QewRT+/0v9aqLT5M0sBUgrS8eGZfZHGMdEyo74d3qpWuKLFBqtHZKIpNxHPv32HUD6zr3OeXIW+KyvgTXFhnMcO1y0joT20LOaXTJWu36Zgl2cgahKzsHTgJVD9wOBCFe4hQNXFCnJyNKR5A/Btb8CX5hfjsZ9PRsaWWlzwyMdiHMw8LUHKbhuFwc9twqCV+7F52gi8+6PzRIFGd7pbvN++uRJJ+/V7oOLM/shWq/FE0XdAi3OE2mHd8zFebrNhb/LFYmOBSndjDIqqto3H2lQNHQexDGFbuYnAr6Xvs1RA85hR5Sz7/vjZD+C1e7H2hx8LOw/5NIvR9oXAmt8nDU5F867GLgU2Wbjyq3u/HxtqPGTmG/Qspxo77GtHZNc+9E1txZdG78S2y7+JxbM3C1BOhT4jeUgakoekiq8J2anG3vFqaQyQ8zg3UrInHejrLa5lUZCWeOyK3h7wIYoq4Qmuqf49Gnh9um7A8neZ22VFY8uBVlHd5Sv+2JHAa1q+2A1PQPTmOmYbMwNmBswMmBkwM/B5zoAJrT/Pq2vOzcyAmQEzA5/zDLT5w0LBJeNYFgE8nqkzFreLh9Xyunykml6lnOPpFEe7eXD3VxxYs1pX2EoIS+sLBmFpfb2ubCVYJci+594Diw1KqExovWqlFVa9jqNQXBMkpKXp9iuBgK4ipiUGiyL2NoywmOcY/akP1ke8p7W0OTGeIwH61lILKnY5BFxr7QgL9bgMAvLSEovw9GaumAfmZt8+C5xOXS0tQgH8HUCCF+jXT0WKzshi42We/vO2Fbt2Eux3joKAn/kl7Jdwn+9OmKjniDll4UcZbMNXerrWI7TmWKff7BCn0IZEjoVzodULg/CaCnFuSlRXKWhq0v2ueS2++ioVsWuOT9+NGyfsEipVY7AI40+eWYD2jFWI2BvBqoF2iwMjdo3ANS9eA1tAzyMBJVXWw28ejuv+dQMaWgIHVYL+tcGGD+aXouDdYlgiYVjUMFJrW5EdiggvYxbL+0b1WWjdrMP2rN27cXHp28i26ECaym5aTRjD6rBh5XcmwVvuw4APdiLssUNTFKTVtwt4yfEtmzMFLR4b1k0bhYmPfYqCN7chaV8z3M0B9CtIx3Vv3dEF4rJ/Wl48OOgC7PlXNkTdyn7AxEkRlH9V/1wRWvOeIeDe6LCi1WaBarNAs1kw+oUiAa0vfKFItE19b6dQXddNzMW7P9dtKvIuGij+rVn8Ltq9g8TXhNlBjxP34c8Y1VyMtHAIfVqqsSXn6xg79Otd5i2/yU91IWK8wf67sVPe2CEUvi6Oyx8GaxcYw+hFLY/To1sWNDQWQaRNzJrKz1A0dzWS9ifBVeeEp84NWyi6q2PwI+fPFFkIkzYfdeurBGTmmnGdCKS/su07Xcby3ldeE4UdGfS4ZluOJbKvJtZuSuEepJw5CO8W9UPdhqqY3Qg9rQnaZXFGKqtZEJR+6fQXp981gTW9z7sLAlWX0wIWszzewSVK9tjhsFsP2Fw91LWPVK18qH5PxPvH6ndwb+E12/XpZiPnRMzVvIaZATMDZgbMDJgZOFUzYELrU3VlzHGZGTAzYGbAzMAhMxAIRVAf9YBl41NdndwbWC0nLaCEwwKfAcofMiGnQAP+4U0f0KpG/2GPhlD37hmOmMKaHRCm0sN5X4UFlZW6vzWhKq0yaHHQk7JX+jX/7S+d9gNqlBkS4FZVKVBVBUlJGsaOV9EbpXT8hHiNg9lv9CYBPRVn5LnM5Xv/1q0YBgwJYXOxIoAzATahNSEvX9Kve8N6C8IhICVFi1lv8Fw577w8NTbem6eqmDDegp//zIJ3/6N0gdAE3/SYzsjQMOoMDWPHqSgv169F3+yyrbQT6To7qruZ149XH/ikA4E111V6k/NMAvA5c3XgJgF8RYUi4DttQ2iLIhXy7NuToMJSXw+HFhD+2V+dsB6Dzs3o4vfLXN41swwN1nUIDX4f4b4r4PHUIjUzHTf+342wlqejrTkHAdWBFEsTBvaP4PKnrkPKuD76OOo3g0UcGVQFG21HFjmseGiLHWf/7xJkbKuCNRJE/y31yBqt233Qd3jqnQ5RrJCRWdEM655m3I4XBYBmsUehsDYELSKUmZOwzGND///sENA0q6QWzqYAvP2SBTRtrW+H32kTguD6/DQEvA70XbufUls4+ibim0vvwqo5y2MF/dg9lcZf+3Vf+KJAuGMPkEpWf5uutM7PV5GSoqDKYkEFFdMs+hlta9WAW57biNEvFgs1NfY0o2l7A6xOG9775UXYe24/uMf1gatyPfxv3I3spZk4691JCLsiGDnvLhRdOBj37HoBqRoQ8o5EOLGruto4/zU2C6YnOmLg+oftIcyMbtLpT6Hon93mthBCkc5KjW9c96LwpGYkD00TGwa07JAFT3m8ded2zNwyC1Vt+zHhibGwhCxIbEqEu9UNR9ABi6qvk7CHSXAg1BIQYPqqhbegZW+TAPqfPbgkZiOTMTYH5z96eZdr8Hyq8Bm8Nteh7PliWJp0CxtGn+Q2nNNnB16uvLDr2nsdwkKE7aWHNRs4kp3w9EmMeWcbIbyxA1pI0EWGvusnKuy0TknQ16S3xRq5iZngth2xWvlEza276xyr+gyy70PBaz6hlJGk/7w3w8yAmQEzA2YGzAyYGdAzYEJr804wM2BmwMyAmYHTOgNGX+tjpYw61gk5HFgtr22zKkj1Ht/Hv4/1PGV/h3oc/InHdaUjFc7GIHScPcuO7ds6C8QRjnZ0KOjQ7WX1/3lRINTTF0yO4LkFPT+6zf5m3uPAju2d/Q0eoopih7TTKCgAPN5O9Wtviin2Nme89l+ftAk1NAsY0k/7cAG3VIwTTo0dY8GPfxoWynujzQav09hXQWa1JuxDCLAZn35igd9PMK/bojA8Hk2ozAcMBL75TQXX3BASSlYWO/zZT+wxSEy1M19P/C0kCjzKuHKKE7W1CtpadZV6KKQrodnnl66L4OxzVFFksXC4JixCZj9gx5uLrWhv1wstct3a2vQxXfWlCO77YafKmushVda8nt+vW53wWN88ICVZwfmTw6j8cCeG1K/Gxsps1PUZhfbELLHhgOxi3PnY/6J9jxWBtmzYd18qrEHyC/+F7NsaMPjxArQUj4dNpRWKnhDvTRdh9t/SxddGYC3ne0PBtC6FA58LWvH601sxfFERBtg1TP5aYRclLNeFjja+FgUVmxSE/WFM9JZiWr9P0FGreyQbwTUVvAOvGYrKFXsR8UeEbQXVtpQ6pw7PRHtVK4I+PyJWBR0eO5w+P4JRqGUNqvAPScUPlswQwyU8bSipFePprlAoNxz4VELH9QqWZdkwNBjBNR1h3PWmA9V3WCBX+YJQBH9auQ+yuCHtNwLRDSjrNyfgrR+di+2NW9EaakX+2mfQuu9TTMw5GxPH3I3SPmeIsdwQjKDQAJkP9pkhuOZrYlgVLyqpGVJhLAsD0gaqnLBeQ6yQIttJP3IJrHf+/Qm07dyB/U0VqKjZjddHNGPkBxfBEXDAEXIgqTEJtrANTsUJWn5kjMsR0DhteAbOuHdSDErLgp1G25GDeWXLNXjr5oUxaJ2W0AGnTcVo7w58gEvFdeLH/NzwJxFs6tzgo1rbleZB5vicWNq6Kyx5Mosb6k/TRIuVtocPamF1OteaONTvsd7+Lohvx5+DiW47PE6r+HnOJwr4I4m5krUtjrRv8zwzA2YGzAyYGTAz8HnLgAmtP28ras7HzICZATMDX7AM0MM6EC1+daqpugir+Ycpi7vRp7U9EDlkkTHj8vGP5iNRLJ/sW6AnxTsBLsEewSUjOUXD/JcDXWAuQS3bdbRbhA1IQYGGBQs6/Y3l3OhN/fCvQoe09ZDwmOcRwEobEI7DabfE7p3eWnz0NreXXuiMwXKrVVcry+KJxj6k17TRB1oWoqTy2Bg3Xm/B1+5Wcd21gt3BlwesvdGqQ3wbkP6uhtkFuqc0r7+tzNIFWlOhzra0/ph8sSqKJjIEbG0BqNRmQcaEBA13zuj0w2YbadtCmMziiVSoS0uR2Q+FhAKbimkZ7E9uPhBac+OBGw3SDWJIviqsS/ILOq1NCLMTE7WYJzd9vGkVQhDP8+j1OvtnEbzwgtblWrxm1XUTsbXIC1u7DtO05v7IWPVDjLBvRNmcBRj51AQkrywU1hcsaLgyYQoabFnYUKIDQ9qK8GWMeGgdb00RDzFn77TjzYetqF+qCFsOZ4KGBE3Fj2ZHULB3CapX7Uftmv0xX2Ob0wZ7ohPh9hBCHUFYbVbdQkQD+l02GPuWlgvAHrZYBLi2BsICWnPtLRENk35wDibNnNRFaS39nOP9w2k78+U7FfGziD8zV25WMPvXdmy3KAgp/y3y+SsNKSOBUREVz7QERZ8VS8rRXtmqf1aHpuHpv1+L1KFpWNOwBX5POiJ2D4at/ju8jeXwXvVn0U4C7WvKV+POrLMO8LHu6fNjLK7INkaF8eo5H6K5rE74ODdVtKDNaUW51yEsTRKtCr50vb55QHX1rr8/KS6xa9U2VCdWYV1uAMUpGi567yLYYBPguiB5OBSbBRc9cfUBymme293cWTDxUNBazP+VLSieuwQOXw3ctjDOuS4JyyuGijFJ/22C9msX3yaOLTjzKbTta46lhWp73hOHgtbHWgXc259rxnZ8EijJ4+jRC55tTyZcP5I5yXN4r1H1XO07/CeGentduZlNKxzCa6fDKmpze+6Q+wAAIABJREFUmGFmwMyAmQEzA2YGzAx0ZsCE1ubdYGbAzICZATMDp3UG+Hg0CxYyjsaa4lgmQT4GTEDUU3G33lyP8LepLXhQr93e9HOi2xBUBEMq/NGiY/L6f33Cht/8Wn+8XHoV5+aqmPdCMAau+Uf7u/92CAUwi1A+9qhNwNf4INxc9O+uwPtw5kk4vnObDaEIi7LhiOxB5PUe/70OSs+/QBVgnErXWffbEQh0Quf0DA1Tp4WFCplhtPmQ/VAxHG/9QXBLlayEt1deCZRsUYRdwqZbFVRnRGFwNEUTHo4IME/F89N/s8XGQKUzVes2m4bEaEHH+2eFhAKchS+Fujqu0KNx3agal0HVOy1Ivnp3RMyXr3hI+tkKS6e3NoCmJtqU6AUxuVlBiG9UVxOAt7RE30/WROFJOWfjut52G/DnP1qQla0XqZSx4ZJc+BvTEazLgDXqWz307ecw9U3go7E58Jda0HJBsQC+zdYstNiyxNyffrZTqX/Xm1O73ELx0NpYAPCzSt3X+edLJoh/S60K5nrsKF5oQdVMBYpLh+NuTQMtxpe8sreLQjjg64DFZhVKYfoZh9qDwjtZU1VRAJDexvZEh1Boc558scBh7YhMRFw2JKW7cd31hUJd3VhS12XcVOYabWdGjtTwu99axcaZtJM4/7dO4b/dFN1FSNA0THxVRcaCYtzTERYQmDYcDAJbxh8fvhhZ43KwPNJZgDOnaA8cAScSHF5UeysRSdY12zk7lyFn13I8c83LvfpYEvaWL/oAVkulaN9ckYaMiWMwfMbYmOqbn6aGzTUo7Zcs7FG4lhGvA4nTR+GBawpQ/f47qHn/P/Btq0fbvhbUpNRgbZ8ANvQPIbUlBdeX3AivKwlJnuQuUNw4QCM8l37Tnj5eYdfRXYFH47kspvjhfe+IQ7QaoS81bWPi7VskkJfq+NW//FCo6hkE1gy2Yd57sgdhwT4WImbdg5Mdie6eizWmJzlE3YlwL5X3J3su8von0jNcwmuPq/Nn7KmSB3McZgbMDJgZMDNgZuBkZ8CE1id7BczrmxkwM2BmwMzAUWUg3teaf8w3tp480Ot2WsWjv0cDq2VCCH8JVeOLkR1Vwk7AyT35rUpoLYE1h+J2azj3fBUP/iyMM8dbRbEvX2tQAGvCX1pXsNggrShkUCn881+GhB2FLOInCxj2dnqEem+/6cDQggiuueHIfWFZXHDlp51FEl98OSCA7g1fcgp1sQyyQR6nUplwmF/zJUGxtG+QBRepVOa8qXxmUNlMb2+2px/1xPEWTLVbsV9nfAj/A1DLKRPVPb/79tXtSIYMVrDyMwXV1YTCuuWGDHp58zoSihMUs//4XHINHp3b6Q3O82k1QdsTGfHQunyXAl9jV6W49N6W5xjV2DzG9wmv6WHN99J9O+AItqGkfSAclhDa3BnC2oU5bGtVUDBMg9ujiQ2A7eOnYk3VZwJcM5KVFDx1/juouNiD151WAc02fxeofsUCZxQkU2lutD+hRQjV1vw3HlizTwmtXy4bi32telXLC+/IwqzZYdDzepHTig02C+pz9XkTWnMv4fqLw3j8yVAXeFm7vkpYfziSXQJaRwJh8bUMglIG32ve1YgOL4tyAh2ZHiiJTuSU+9DvkkGo3VgtCvdJsMxzjHYSexZvxcSvjBHqagk4hT/3bfp6EpWyGCJz8lW8KHys8yOagKUMIxB/+a6x2Dt1BLaH24T1iqM5gMytdWh5oQ9aliYinNQG7y/K4RgdPGxovfPVldj9+uvimvWlLgRbrHDn5MDTJ0UolKVNR+26Kqy5dBCS9zaLnS/fgBSs/d5Z+MX8Ykx58EIUzfo+atdXItike6uXuXIRiqTiwisvx5AbhwvIH+9/3fmJ0JXSO14tiR3itVlkkfDc6JltPIdfE1j/+4b5scOOFBcyx+WItSCcpt0IizayL8auxWXiX1qGSIuS1r3N8PZLEhsZPC6hd/y1xGelm6dweJ33ZiwS5/L+6UlJ3l1/R3usJ7/m42WxcbTjPdT5J9pqjOA6O9Xww/lQAzTfNzNgZsDMgJkBMwNfkAyY0PoLstDmNM0MmBkwM/B5zYCqal0sNFIS7AiETzzoPZawWq7V6eoH2pNNC20/CHkJoGVxwFGjVOTlAdNv6/RYNt6r0rpi5w6LgK5UCU+7Tbeu6M4CgdYYsggj+yGAjfeSJgyncpjgk4rtP/y5U+l9qM+JsVgkbS+opiYklvG9H4Zw3w/DGDbQJWw0GISNBO0Oh96eQcuQlFRg4EAVJXstaM1T4LpCQ79PNORZNKxbY0F9fVfoe+akiDhHQuWFqh2zi2wIlAHhf0VHsEr/l2M6+2xNqJqffjYgcjL9Zl3FySKHTU2KeDKB7XJyVKSm6ecRHMdD6+4KZBL4Up0tNw14LkGzhPBUjRN0E7wTMg8cpOGiKRFh/SLbXHp5BNLfnPPitWVhycYGYP0aBaqmQNfUalAVC6xWBX366CpsAv1vf1vDl64PIZi2CXc/Mwe+PXn/JdOj8bvvn4UZV4wR6uKbo4/cl/9BgS0RmDM4hLMNXt2HWnP5PoHm8092YGXlIHGIIJUvma+7Eh0CWrd8Fwi+rIBFDVO8GuY/oz8RYFRq0ye6bkNVDFS7Mz3oqG0X/VaPysIHj1wCvz8Mi1XBxd97G1nrq3RPGK4t56MAzlQ3wm1BcX+xUKAE1wSljSW12Pibj9GkAT5VQ5+fTUbNqCy0KooA008sssE3XxEqcBognNNchPykYshSkcmahnMK0rtAa4Lssl9OwXMuG8JqGEr5fuy9KwdtqxzQPIBmV2HLb0e/p99B/rp5Yqy9VVq3bnsDq+d8Ks6pXJ0g/s2akISImguCammXwa+ffvkWhF022KLWDSk+P258ZgOGD0uHJVSLPa9/CrutEcFAMvyRfNgSHLh19Te6LLPRA5zrKmE2FebGdeJJnDdBN0N6bcffM5ueWIU1v/4odpi2LkmDUnHLiq93AeHBliAaimqEEptBP2sCbk+ON2bFIucab0diVGxf8ZtLgbzk2PWMwFoeJLi+Kep53tt7/Gjb8WdKsscuNh9peeF12Y6rxcbRjren86kQ722xyWMxBtPP+lhk0ezDzICZATMDZgY+jxkwofXncVXNOZkZMDNgZuALlgGjr7V4rNdhga9Ntww53nE8YLUcs17wyi5UkqdTHKyIJKHlU3+1CYsLl1PBwEG0jdBw/6zuwbHR5oCQU3pSd1dsTgDq4Z3qa5mz+AKLLChIOCr9lSdM7GoTcbBcS29ntiG0Jpim9YYMCa2nXucQ1/D5OsGz9PJmW6dTVxU7M4DmqDLX+lUgshTI3qmhcrUBWNO2YziQcJUGz1XAQ2oINxToePH5kA2PvWBD/RMKgvX0VegcC5XTLHhIwM9g7lnocstmKrgPnCU9p8dP0MF4vMc312HZEl1R7vPp4NwIrHmc58gijLJ32qTQKqShXhEQnjlnMUx+z3wwD/w3NVX3smbf/DccAoJBUloFCjRo/FcB6PnLf+lp7nYDd3w5grlzFYTCGm66UUF1237kJfWFxaLg/h8HMXSYikVlVsy+045wC0BUeHacLQjHKr3FxRxG9Gy5sHBeBC/Niwg1rITE4r6bpuKHu32wbKxGQlUrMuc3oTE3D1+5Pg2X36Srv+NVvASYH0/MxbA7RuNrQ9Kw7N5/o6GkTnhH8xPfnOSAs7oNGVtq8aV73xLMWtwV9DCn/22SrswMtQVhc9mQkKerdMfcPR47X92CxoiGMlbxjCqqX1x8G6jfprpaIFO6fxQDA0domBrehD2vbBGqa0bjgGRseeA8uPokIm/FXvxWUVCTXYNljVuwKG8MkD1aKK039HNCidr+ajYN1sRqDLvlOXjPWY7WC34MpAwQ/T2uZB60OKPNuhmBnXNRu9mDVX/IQWLfECJqH2xV+qI5oqH6x+fj9kWlAuxuTXHh/742TkDr1KpWnPPSZoxq6MD+lftgsVqEXzXz4UxxCS9uaeshoS9V7qGWoMiVxW5B+uis2IeBoJiAmhCbYVRd83sjSDYWjSS03vDHlQi1BKBFLTvcWQm4auEtMXsTsQ57m9FYWic2HlgIUhP2RBo8OYm68j7FhbQRusrdaEfCe4Me44zUgjS4U1wY+8D5MfU3x/LZ7KVdPtQnA1rLAditClK8DlGXQD45c+BPnFP3yIlWiLPoMv9fwgwzA2YGzAyYGTAzYGagawZMaG3eEWYGzAyYGTAzcNpngJ6ZVHUx+JgtvaBrjmMBJV5Hwmo+cn88fadP12KMuelu7K/v6PbeYu5++ys7Nm3ShG3DsOFqDKz29mY0wmx5DuEhQ1psGI8bCx2OHU4VtP4uQa3TiVhBPh4j3L3vXp1E0wJDgnJ+z3ONQRBLyCrj578MIiUFeHSuTSiHqSqWNhiieGLUMkMWHGwZDYQnKVAGApG8qCr7DxoCSw3QupD+IEDOrRoyb9ZEvyyWJ4P+1ddd6RQAnapbGSyo+Ns/6IUZjZGX6e7STr4nih3agQkTI2LcVEsbAW58zo3KatmH3CDgpsLzz1qx4pPuQQwV3sy9LObIcctNBPZFkCeDSmtCa/6nUXkdLSjJ9oTd0+8IY/RoBYtfs+o+xxFNWGFIBTRtaYye3OyXft5yXePndaiinPEKf+bpvnMcmDRlHhIqW+GpaxfjSFEUodKVRfd4XanqJYAknGYQnp4zKAWzOsLi/e+OyUFd30TU9k1Czqd7UbB4K879/QqhtFbob21VYHNY4fI4UDU8AzlRT+u+Z+UKqC1+JlW0oDIvUSir+ZOR3tULF02HI6wiSKirAPlRuEoPa8/mGix9+CNoYYjX0rkXonpSX6RG1yFj13LYVjyKpm31sLYEMSZ5JrTrrsSSyTnoaNfXihsKKWkQxVVnj/Nju0+3wGBMtCTgaefgLvdh/Ddux0K4nQuxZUE6/tR0LV6641qx5gkRFflJTkz8r0++zBHntfrJVXDkJgrleNOSclHEUqjQ+WRDikv8e/Ur0wTYlV7VhMZN2xvEpa1Om7BlSRyYgqRBKbHhGO1V4lXXbMT3CcB3vV4mrDgYE2adh7VzPwG9yuXuQt6UQWL9pcUKNymatjXAX9+u7z7EdiEAV5pHWMFQgU3Qft7cS7sA6U1Pro4psXnf9zkzF/2vGxZTfnN+y2a+FWvDMZ1MaM3rUz3MYrfyc30ilcsHvdEO8eaJKMIYP4SsFBe42WuGmQEzA2YGzAyYGTAz0DUDJrQ27wgzA2YGzAyYGTjtM+APRkRRKhn8A9Do4XosJyjVz/zD9kQoyE62R/eR5q67cfOP8rRE5zHx++a4jLBRgkbCUgJj2kcwqDYmnDSC24IBndYdbJOdrWFtsS4XJbC+e4ZeeE6G0fs4HoBS8Tv9Th0K02NbwlEC3eIiC/L6aforT8PLC60CLOvAVsPQAg1llQqCbtJiQHMDyj2At0hDaB7g90chxiRdWTzuMRXeUfqoJLSe/YAdby62ira0T2Gwf7tdwxljVHGckNsIYg8FrQcMVIWdh1Sul5bo/ifx4Je+1WwnbT1oFzJnrl5M8u1/W7F924EFNI15JcwyQvYD7zWj4rlTGS/tWAi9k5M1jBuvYtw4C4o2aWLdm5o0Ubjwzhn6hkN30NroyR0PoUV+n+/8eRI/LqnKFsdHA8GBQby0qBQjntkAT307PNHNGm8oArvHgbPnXNzFVkLYjDR0YOXFus0IIyHHi18mO4Uaea7bJiw4Wmjlsa8ZfT+rwE23v6IDaYcVEasFviGpWD73UnEuFbuDqltx+4tFwnantbIFDdsasGtiNirP7ouAy4GmrESsv3s87MEIQg4rrKqG8RYIqE0YzHj7tXpk7qhBclsT1t4/AWG3De5QBE4WhA00YdivrkRr9AmW9PY8jEmZiXdLL0Hde7pVC+PW28OY+2gI+R1FiB5CgqYruze4R8fm25N/OOHrn3wdeGV0NgIeOwKpbgGi+6qq8No2btZIEE3fadqhiGDBSt5UGmBPcCBxUIrwdqZymqrp5l0+tJT7RNPuoHV84cPuoDXV1kaIzL4IiIfPGIPiv60VIJs+4wxuSPA4r81xUimucuOgWf95w2KcjiSnOF/6dsfbgvB+iYfWbD/5z1d38dk2gnRe97J5NxzUh/vAz9uxPUJf6HBERXsgIp5+SvI4jtnP/mM70q69eZysrWCBr/XEPK0lNiHS3MdzSmbfZgbMDJgZMDNgZuC0zYAJrU/bpTMHbmbAzICZATMDMgPxvtapiQ50+CPwh7rxQDjCtBFSJ7ptwquzpSN0woojHo+5HGEKDus0jrutIywKKhpz19wWOqbrEj8oQmtaUkjv6OxsVQBIqRgmlL7xGmfMU5vnE2wv/1S3YDkU4DS2oUcz4afs22hZsr1MEQCVsJnQWhY7pLK4o4MFKHU7jaJNFrQSTpNZWAFLCpDepsNaQmhadfg8QJ+bNQGsqbYuDOuK060lCr5xl1O0I6ejdzT9wlm0cVghULFXh7gsuMiQ4Pr2Wxz4cJn1AGBMGEzV+JB8FbRiMVqAcPzbt+lgMhwmpNTbsuBjXZ2CjAwN+QWaUJUzamoU7Nh+cGh96BsqquCFJnytI0xQ1FqFimtGv34ahg+HUOwPHRbB/Odtuo2IosCToCInRxPg+qHZXQtJzn9F95lmHC60luMutSqY67GjZn0VPKv2YeTzm4TKenXFJNSGM9DXWourkz+JqX3lefHQujIvCaFUFy79r1L58bYQ2O9MrwNbbRZRzHHIv8tw7d2L4WryQ7VasGfyQFRcW4Cyc/tBi2hwtwfhbAvhtldLkPppBXxldagdmoT3fn0ZrCAw7MCO8UPQ5k0S0DrgtiO5vh2WLN07Oj+iYnW1FZH9gDPkR2ZTLfZdmgtHewjWkAqHxw5/pBbXXfRD1Jx3iT6Nxq0Y7BuHLa/dirrfKwJKzx0TQsX5CtbYLJi/81VEUgbGlji7oRyf5erKcpHzN6d2WX4WvrwwfDHeeOQjLLt4ILZcMACaoqByQh/dDiasYWJrEC8YzpKq9faKFux4vVS35eB/qiZU37QHIdBn8cMJs84XNh1UO9eu2S96odc11c20B3FGi+AZLTnYRoJxeVm+TwDeHbQ+494zBZym77YMWRBR2o3wPAbhNeE27UEYyflpoggjoztozX59ZQ3iHObj+tenwztUt505VYO+0HwKip9NGfwd6nHa0B4Io9UfPsSm1cmZ2YkuwuhyWJGW2HWj9OTM3LyqmQEzA2YGzAyYGTj1MmBC61NvTcwRmRkwM2BmwMzAEWSg1udHKPrH8bEsYHiyYLVMwbGcyxGk9YhPIZwgOKSl7okE/bT1kN7LcvAPzem0yHjsdzY8+puuAJOQ9sPPdGj93Dwqtbu+b1Tlsg3htAyjglsqvwl4+WJQhcyQ3/NrwmUGQe++fRYBbiwWelzramJah7DNqNEqynfphQzD2YB3GHDNTRE8cmNYbKBQ0XzffV2XiFA8JUX3iWaxxfR0DSNH62CMQYDP8f/i53b4GnXYHQzq16VymQrw8RPUmGJaqqw3rLMI2M7NAKp5eR79qAmFjWBc+Hg3Au0dCurrDv24u7QO6ElxbYEqrEGEPUg0dE9rFrcEBg3WoEY0fOte3R6I68egypvtcnOBzGwdwre26H1MnKSKlwzjZgPHToW81wtM7Mb72pjtRQ4rFjmtAlpHwiqG/XkldizNR2u9F0pEQ0hx4Lycbfht0XldFokg9LXnN+GVr44DgTXagrB77JhY04b+hRkojRaOpB16bUkdbrvwX6B0XFGBQLITK2adh/V3jUOYHh9WfWMga3MNEjvCuOprryNpRwPKbinAxtvHiMxlWWqguawIRfoiL6oyrstOQO3VQ8W5dYqCqjYFyt+AgavLkTu0ArVjM7H7kv4i62kOK27+y5tY7vWgsSBXnGOPODHutW1o+tN/Tdbp1RxdHq8GVFkUVNUWo7WhVIBra9FyZLzXgFnDHhYbJ6W2BfhrqBrexnJ4fbvF+YTWo4pGYfmiUnwweSB2TNahdUvfRLRlJSCloQPfe2gZbrzjDKEe/uSB91C9ej8smob60jrRRwxaaxocXqdQaNOzmvGV0pmoLa7B9le3YO+7O4Vth2+bbhPCoMd1fLFG46IRkBuLML46ZZ4Az4TeDCqrqWyWQFt4Zic6hHraCKG59p/Meh91LKwZVWITRNMWJHtSrhhX/k0jYp7a8prGIoyXz70U9oEpXWBwlxvsFPkmO8WFmib/AWCan0sWaDxV4XV3sP14pjQ5wS6sVMwwM2BmwMyAmQEzA2YGDsyACa3Nu8LMgJkBMwNmBj4XGaBVBx9DZhysEGBvJ3uyYbUc5+lajJFqNa/bhpb20DFR1BktGQ5WLE8WWTSu84aSKCVmQbjf2/D739i7KK0Jrf/+z041trHYYjy4nDvHBoJcCaGlBYW8Ht8nNK/Yq1M8qqyl+lhalhAs00qD7xGQEgTT5oLH+aLlBt9nEUejWpmqZiqo//FIDT74yQcoLgI2Vuag1DYK7Yl6MTmqxuV1qICOhIE+uUBWtg5p6b/MAopUgrP/lhYWktREPgiv6YPNf3ls8BAduBO8sz370xXd+tzoJ81xGqE121VV6XYRodDB7T8kKL9gcgQfLbfG/K2Na9edhQiP9e+vxXzJOYZrru9Uhhs3DXL7Av3ygGtuCOPaG3TA2F3I+4sqfQJxGQcD1wuDETyzpwnBJv3+cr8dQPWfUqCoKoJWN/zWBPTLt+HdD3WbAeM9fOHwKmzqCOHZ93fCEYggtbFDgNndv7gY7aP0taQqePi9/0bWa6UCzqr0p3bZsPp7Z2H57AujRRN1dbE1GMFlj32GUfM2wNLQgV1XDhDQmpGY2IKOzFScu7gaZy3Ti/kl/nwyHstNQkmmR3hcdzis0P4GZK+rxqWb3hcLV3FVPwGts/5nImrf34nteS5YAxEoGhXgVqQMTUMqoTs3ZaIFH3NUTYfWFgU5lZvQurQYvtdHo7B1JAi0Wym+frQl5nedv/YZAa4ltP5kUSl2tgSx+lsTUJ+fhvqhaei/oRoP/O4TcR1ZKPGtqQvF2ML+sFAfE1A7kl1iLYS3dRTmU02d1D8J31r7LZQtK8eHP1saK6Ap7TrkWudNGYiLnvxSj/eI8Q3C5//c8aoonsjCj1RJU2nNIo5UdBsjXjnN99647kXhb82gGpt2HvSxZrw3Y1HMK5vH42F6TzC4VwM/QY34Gc1KdqH6ILUlTpXfsfEpOdFFGDOSneDveTPMDJgZMDNgZsDMgJmBAzNgQmvzrjAzYGbAzICZgc9FBuJ9rY/0D0/jH9IdgTBaOnoGXScicfzjn5CiqrETvJ6I6x7pNYwFKtkHvcWPNrorutiT57CExgSXhJkEri8v7vQnfuYfVjz8U4cApAS1DCqMqW5+ZXGnZURPY6aVhLT+kG2MVhM8xvFOvd4p7DN4HaqeqUpmEIhKWxHC72VLLPhsBdXUOgiW/tm8DsG3hNaExSySOHiwhm8lv4DK/RCwuLhlADYFCtBoyURuriq8u6U6WhaA7NsXyMsDfvSTEH75sFUAd75YjLKjQ1dZ0+5DhvSM5pg5XsJ15tJocUL1N9XIhOQS4BNSc66cM0G8w6HFlNnG/uV1eF2qwrmWM79lR0WFrjo3vt+TAnvQIDVW6JLtOVfOXargqbTmmGlZwsx++U4Lpk5T0UhLBqNVdtxCxxfa5NvGTQ9j87envYTtRdXCP3vFgxdg3/a+qH8qE/YEu14QEPpaP/5kKOa/TmhbfL8FildFTuleXDB7CbJK6qBYFXQUZqDqG+Nx/g3DYwrui2e8hqQdjcKDWnVY4ffY8f4jl2DtNyfA1h4CH2VQwiomrliLKe+ugGNJO9oqXEhqasb7D01B9Rk58Ce7kLqrGVq6B5ERmZicnYApP/kAT52Vh4+vyBfj9HsdgM2CCDRM+cH76LdmrzheO6EPNvz+Cvh9fji3NcBCxTeLQbLgbWE6MhN0WwMBqaOFHfn9dqsiIDVeBLwvaPrXzOXDFqHO96Y3x8D19A0vY+r+W4W6ePPmWuxXNYQDETQPTsWGO0Zj3KsluCyqEC+YOgJOuxVLf/SeWEcqncN+7o4ANrddFFZ0Z3sFTGawIOOZsy8AC1/ueXubAMw8RuBetaJCKJyNEe8/Hnd7dPn2YEUaZfFFnmC0HCHs3vTkKlSuqBBjZ9FFR9QaggUeNz2xSliPGINFHofPGBs7dDoU5+XGcaLHjkZDrYmecqlvzOrrcLKLNfL3P606apuO/vfWwe4d4884/n63RDd9enOO2cbMgJkBMwNmBswMfJEyYELrL9Jqm3M1M2BmwMzA5zgDLPhU4+v8QzM9ySlUvvRU7k3wj1UWYOIf2jyPqu2IAcL0po/j1YZFDVlo8lQZT3fzlEUWQxEV9K1WNe2YwXajfYO8Nv2WjdYcxjFJNTSPUVksvYtlmztvdQg1tISXEtLSSsNYdDF+nhzH7Fl2YddBmEsozTDaj/B7OV7CXBYrJMRlW74IUjnuWbM7N0OkAjfeauS+mQ7s2E7Fsg60CXmpCr+sdj4+aRmDqkgGWiIeuNR21CBbQNyfPqQXQjQGczXtVg0pXgd+8hMN77yj25XQ7oOFIUXdujiQq1tw6PYf3kQI726Oj/YbpVt0IFs4QhVgnT7hBOXSPkTm02bThIUH508oH38NQvFf/DokPKcJ6Qme1621iPnKtj0BZm40cHweD328dVjO76W3NgtfVlToeZNe3nwEn7YEP/xRBFs26+/x/mBQfc5YvtQq1OZybXtSWi+45000vVoCLQqb6D3d/9JB+ChvuiiMyeBa837i/Sfvyeqra5Fdvhn9P9uNlN0+UVgxobYNqtOGSKoLCQ9eiPNvLBSFGtfWtuPaaS/Bvq9ZQFmCZdVmweO7vodAklNcw9kUQGJrC579+gyk72iAs9GPBn8aljuvQE5svWDnAAAgAElEQVS6BYvumIAwLGgYnCpe/kwPzshOwNbadqTWd2D78Ay42kMYFogIK47aPR+ioU8nIFWtdiTaPMKzOtAUQFJZPaz/9VT3j8jED+wWvO+wCo91FpCkVQqjtaYYrbXFuGjfRqDoNpQuPyN2O0poLW1z+Ma3H3gPEvJWDExBmQaUfvcsoTZOX70P014sRna/ajQ398dlj1yKig2VWPf3dUKpzKKG4bagANUMwmoWX3z7x+dD2daAxq+MwVe/9QaqlpbHvK4dXgcyRmWiekO1KMbIYD+MITcV4rzfXNbl8xP/DcGztAGRxRNlG6kE5/fSx5pf0+aD5y2b+ZawFZHXJLj25HhBlTdtTypX7BX2JUaYTgX3GTMniXN4D7OoYX1zz4VCDzr4E/Qmf5farBY0c2Oll3EqwOsTXYSRBR8zop/lXqbJbGZmwMyAmQEzA2YGvlAZMKH1F2q5zcmaGTAzYGbg852B6kZ/DOzS85fRG6U027qdNgRDEdH+VIPDxqKGp9oKHuwR7yNVu8s5SpirQ1FFwFMZB4PWvckRva/fecsqYKcMwsorr9aVsfEhQTQ9jzdu0OEcLT2oNCZ0NQJnI2SnFzS9paXSmufRq9qo/u5pvLt32HHvPTpc37FDB+Usqugv2om9tR60qW40RRIQgl2UKiRofuAnIVx2RUSAa4JkY574/t6ddvy/+60o2aJftalJtwWJD1mUcVihKtTCRshOAPvm61ah9CZ8JGzm14TW0ppE9ke47PHo1idSTW60/KB6nMUyCYnZFy1IdpdzLrpNiYx4BTaPy2Psj+OlWr65WVeO3zQ13O06/uZXNuwos5EBIxQFlcJnuUQH8XJ9ubZDXXtw94iPDiiM969HPkL739bC3tYVHKYMScO0z+7udjljGykjlqHfyj3ILK2FomkIue1w+fzCv1lxWvHRB1/Bp2OyQXt+e3sI4xdsxlX/8ybCThtq8tPw1pNXY8+5/WLXsGnAW9deC+/+Frj361UwrRrwbO43MeNPV+GvDy9DJBDB21HrCb7vSHVh19B0eFqDiFgUWFsCGPjxHgypbMX2CR/ClzUcVQMnwxZsRdjhRaHNKzyr91pYDhNwaxpebw6g1GoRCut7or7OLCDJY39ddBO8Wqe6Gh/8CqgZLcbWeg3g/WZnigi8C875R+yABLqRiX0QeegifG1IGtqfvxuZ6fvgTHQinDUG5aGZMQsOWnyw0CL9o6mmppf06ssHY/31hbA4rBjzfxsx5NUSOAMRYRsi8uOwwZPlgSvJieZ9LeI+CrUGhKWIPdEp+rvs2Ru7XUdjYUYWRmSkFKSJIom0+ZCqaaqr6Z8tYTy9qvm1sUgjoTztPzLH54Dz4NjdmR7UbagSMF2C66tfmYb0kZlI9thhtSrwtYZOud9R8cmiPRQ3kqVlV08/47o7Lp/WORm/j090EUZuQtDT2gwzA2YGzAyYGTAzYGag+wyY0Nq8M8wMmBkwM2Bm4HOTAaqRaRMiwIx45Nh+UHuKk/nH8eEk/XAA/OH0ezRte+NHerhqd+N44i1BaMlBqweGVM4ezfgJluc8bEd1lQ5GCVdpVUEI3R1Qlkpg2k60tNBOQ8HEMyMCpHen5paQktC6VRdWinNY6JC2GvGWIsa5MLfM3YMPanjnbWDzZh1Iu92aGGNNFWBTg3Bp7WhQU6JFCvV5UC1eMEwV45J5kmOR3+/cZsOKD21Y/Aa9rDWUlVnga+wssMh+eD2C9qEFmoDWhcN1hbjRfoXtqDon9GN7bgBIyxU5H24EZGVpyMjUsH6dNVbEUV6DeZfXIpSXdiOE10YAfjBLD9mXEWITOhPeyw0I3k9Uya9aqW848LpnnqkhMUnrFgB+e3in+pftCR0nzZ4szn3kpvlIW7EXFpJlg0Ldm5eEIVOHx9p1dz/nti6Ap7kZSUI9rYmCjZrNgqLbRqHkpuHYdfFAPSG0kvH5xevSny5F4aJSvPHk1dj4Fd2nWsagiIoXrr8ejn0tcFQ0icOKxYIXJv4AY/sk4tON1ehw2bDymxOE0lpLsKN9UCp8CXZ4WoI4/2dL0WddJVL2NCG5th2rvzEMyx4ah5DDi5ArWRRThVVXdcsgkO6jaqizKOCtHVEUZKsqnmkJ4rnaVVhT+VmXIouFw2/FmiF3iNPnWEMCbMvI/P472L5Q30GhtQc9qGmtQpDLuPHRCJLrXhZrFI4W2u3oMw18sTgigypmY6HCT87Kwydn58GZ5sY597+LtE3VcPjD4MqzWCP7Ty5IF0USI21BRNpDaNjeGFNds894Sw45Xl5zx6slsfHTd5wFFI12IHyTEJpAWkJsHmNbgmoJ5um/TR9uzpUwW6q9Qy0BAdjdGQkgsM4clSV+HpwKdlVdboSDfMONVj6xJNest+fJdierWCOfaqKF0JGO+3DnSSsSl6PrkzGH24fZ3syAmQEzA2YGzAx8njNgQuvP8+qaczMzYGbAzMAXLAMdgYj4g1NGT96fpwuslvMggE9w23rlD3oilpzqML4IUVr94R49gvfstGPhAgXFxfqouoO7PY23O0sQWj5MnKT7Nh+LIIBd8IJNKKGpBibUNaqmjTYjvB4V30Zl9oSJOrRmxCu/5fg55vfftWDfPktMDUzwfP8s3W7DGMaNgGfmRfD3vynYtLGrXQbbE7iyCCLhuVQvy374XlKSTlKlpzbnJccpwfUbr9lEocyhwyJ4/gXgpQVW1FTr0Jmw2u3WbT3u+npYWKkwCK+psOZc9HFoYixyDPStNoJjCbNp20FQz6BlBoE0Pa95Lb44TumfTSX52DEKPvlYwZo1ncUcoxz3oH7UxlxSeT1ylIp3luiWQdx0YNHL2hr9urII5GWXaRg1Gli/Xo3xZ+ZoXMmCA24xeg4znr9kHqrq25FQ1SasMkQunFY4klxCbXvTkhnd3p4E5yX/+hCbS/YiaWsdFPpDRzREnFas/M5ZWP6zC2PA2uYPgy9O+IYHPkDfj3Zj3fRRWPazydCiAnSvqmF0RMWwT9fh4anfQrvPL+xGKtIGYJX9cmTl6EnfWd0G37B0LLn/XDhUDRXj+0CjrccLRRj5QpEo4phVXCOU3/UF6Vh/73ismzFO5MMDCyh4DyoKaIHiiS6wX1HgCEaEmlalZQWtKzSgTQsjEGpDQtNeFK78X6BpNyrG3I7C4dNjOZnVHhJ2IiXzNmDt3E8EyNUiKiKhSEztzE0CT4oT0+aG0PD+kwi0BITyODk/DZGCLwtozVh277/RUFKH1r3N4nsC6fX/n73zgLOiutv/M3P73Xa3sIWls5Sli0AsiIq9Y4liSTCJKe8rif6j7xsSiTGJJOiriUnkjcmbosYCRoliiQ1EFAtd2tLr9t5vnZl/njP33J297MJSBTPn4352d+7MmXOemXtxv+eZ5zdtOBqyvBi4fD8yN9eI7Snx2gQ8D6NEPIxiKTD1oUuaESNs8v5l1vRVi24+4DomQ2vuwEgQK8gON4RQs6YCSjw6JmdcvjifdFvzfJwzo0GyRucKsF21ojwxBnnSwPAcfOn7ZyA8eKz4nB1z2udbX6HLm7qbjceqWOSJhtcc98GKRx6OBj3Zl/+PYudZ90Qpex9bAVsBWwFbgX9XBWxo/e965e152wrYCtgKfAEV4OP+1gJKyU7fUw1Wy0vEP9yZe3miikN1d2scrn7/80sXtpaonVxr3RVQTD5nMrRmBAUboTKhYnJO9ZHezgTF77zhwYpVsYSbmH0ln5/Z1IytkI0OYmYpDxzUUaSQYJgRF9Y8ZYLS+jozgoNAjICWwPneWWaWs2zU1u9xiicF2kIxXDrVg+3bFEQjEIX+BEEkOFQ74jaY/UywbG0ExLpuUk26jenyDmQCAwZ0gGtCc8ZhcKzBdgVjxyj48ENDOLoJjwl16Xrmfla3s8zmZp90jYtYBdYCVCGKLvI4ax41xyCLLco8b8J6Fp9kNAv7i8XMOA+eNzcXKC4GnlsQw++fMPDMU05s3aKK/Xguas4M7mQ3N8/DMUgYLQH3FVdpeOLPJowktGZeNZuE6zzna2+Fcfp4B375oBOffWYIiM8FiL1zXjzgluo//wbM9btQtmwvzv7RYuRsrRMRISxO6HA5hGvWmj/c1T0p4yX2v78XMd1AJMWF/Wf2wUvzb0CYxRDjoqkxHe7WCLxNYXztq/+Aqy6Ipf8xAau+MwHgXDln3UBORMflt7yEM17/ELl6FQzDQInnNKQPDCC1b7pw9xKKMiuaX2z8vmVAAAUf7MOIv2+Cv7YdmbsbEQp40Zbrx6bbxqJhUCaK528U7uQP5kzF/tF54ucMwwBLHMaawvBXt6EtN0X0GU11AU6HCKrRokGGRMPbtBdY/CN4py8S+xRpuijIOC2sYVpE61R0kAA32haBw+eEy+8W90T2sGx49O0449xXzHNoKjSHG2+5/4RxU4tROe81EQlCh3K4MSj2cXpdWHvzKPRaXY40ZkfrBvwtYeQMyxFgmwUYm3c3in25wEBwTY2Yjy3vV+o1/gdnY/B1Iw64hNZ4EL4oHfhWp3fZe3ugOFQB4tlY+LHXafmiICMbs66zinuJn1fOWSa+19IRX9MWf59DaJA5OBOvN56FT9tGiX26y1fv6j77PLfx2uVmHFv425Mne452zqzLkJl64oowck55mVzusZutgK2ArYCtgK2ArUB3CtjQ2r43bAVsBWwFbAW+UApU1AcTbjmZT6lpBtJTXOIR88MpzngyCXO0+dBHMxf+cc3HmAlPG+kQ7GGByq/f5obDoSaygzmGQ0FrmWNNMC2L4xFYs3CgjAfpST+HM19q29QeBZ36shFysslz0x3MRpjL1txsAmgWAmREBn/u09cE2IwQoWOYY96103QVS1AqAe1p480YElnAUua3btoIPDHPiQ+WOdBSFURAb0iMqU7JRszhFdC7sbGjT7kDz81zyUb3uMx4pvuamnJMEkRzf/6clkbADWzZQhBtgDnTbCxqaIXWnCdBdywKVFYqCYc15y7nFYl0Btcul4HCQtNdLTO5ZfHDO2a4sXev6UCnjuPGGZh+WxTXXGcWZuRYWeiRYyC45jkEmIYRj0Qxx8ntBPTFBRugRYhUgb11A+DPzMH0WzXs2K5g3VoVe3abiw5yrJzfldeY7nGeo08f4P/+pKPPwChqNlYngCKPIXD8/pcKRYZzaUTDkOc2YNSzG+CtC6LX1lpRqNCb48el828QBfUO1d669SU8d8MIfHT9CCgxDTrfJz4XNK9D5Fuz+evaccu0BcjbXIOaIdlY+/XTsP2yIgTT3dD8LrgiOibOW4Hz7n8PjqgunL3iy6GK4n5087IFfU6s/vbp2HfBIPH7iHd3ocypIpzmxpkPL0d6WQsIyQmtd08diKoxuej/wT4xnjhGx7OLboYDBtIMwN0cRu9Xt2HnmX3Qnu0XfWouFdEUFxwE+My+NnS4DQ1jdBU74nEgjBUp0owEtKbTeuWDH8CI6QI8E/Km5KfC4VbhSHGLqBDC5JyCCgwbtw7RiIHlay7A+wNnwd9SjQmr/yJWc8Sx8c+k9d+egJBTwagFm+KrPYCvNYKh04Yj3GjeG9LpzJ8ZzcFr69z+DLyl87F5zWkwhtyKS+deJNzNXEBKbrIQI7czmkQ2GVfy0azFwvEtxhV34l/1+i3d3hc8ruSpz9CwuQaRlnAiwiRiuPCh90Js8p2eOAcLon5n5sntuOZnGqO5GlqOfbHI41ms8UiKRx7qfX6w17lIGeBij91sBWwFbAVsBWwFbAW6VcCG1vbNYStgK2ArYCvwhVLAmmvNLGjGWJBntAQ7Q8lTbdJHkw99pHM9WnfbQ3NceONVxm+YhfiEC7mvcUCUhhxfco414SYLCkqoKCDRENMxfLSFGK2aSCgfjuriPqGr15pJzX2lo5nfCV/pNias5c+MF2Fj0cJkaF2y2QSl1ugMHkdn8pL3NfjcDvzHfxrCVc1ChhI6k1veFPkb1mI8GhAQoDZNbUNr4RABi+vrzXPKOAN+J4Tl+BxOE7ZbAbZ0aHMfK4AniOYcmDm9cwejSDr65DhZ3JDfZaOTm+fn/Nm/dI9Ld7PVBc3XGB9CoMxGbbjwQHh+4cU6vjzNLZzW3I+u7gsv7sigpv7znzVPzDm1tCggAOc82uOGVOJrNsaW/PiBKBzvfVn8/vR7N+BvH9yCmM4ilqoYA/Vm4/jYR9EQM6ub0SeE47ING25g6XtKAlgSKBJMvux24GWPQ0Brfg1++jOMfGY9PAaQXt6C3LCGMTMnonjGuB693WTMxAvj8hFTgDS6lvsH8P69ZyHmcyHHMJC5pRanPbwcDYXp6Ld4NxSHgrpRuagclInq8QVwGAbCDgVqjNnaBs7/yVL0WV0Of14qyouy8OZ954ixDFq8G81j89A8OEv83uftnTjjwWUiw1mPaojFwWx7Lz/e+/lUZOxtxKBPy9DH78QeOpyhYOf0UTBuHIEJUR3fWl2BN65/AW99dxJ2ndsfLXkpiKR50JqfKnK+h7VvRWqsBRdVvY/qXhfjxewx4ry8mtNDMcwKxkDwu3zWuwJK02XNcaTkpyB3VC4iUTOqhQ5o5j8TNrc2ckHJQJsjHesLLsLE2rfgjzTCiOdcS9HX3TEerVk+nPbXdWb8ChdhQjEMuXCQyMyWjX2n9U3HmDsnob/zcbhaNwlgTNCvFJyG6ISHwH8/WPiwpT2GSBw+9+TiLpj4f4kFA6H31AE4b94V3R4q7wXmYNdvqhbQmlniMacHlUYeKp19ka1Vo86Ri35XF+P0xiWJvgjce7JI0pNxH6t9TgT8PR7w+miKRx6JdizAyP8/sZutgK2ArYCtgK2ArUD3CtjQ2r47bAVsBWwFbAW+UArQGdcajAng4HY5wFjRygbTYXcqN86H8L0r59+xnhchLv+YZoGoo4H9BI//fM0loLUV8nK8BNiPPR7pFPMh3c3J8yFUlGBRgs/DycfuqT6EFh6XCi580E1+952uRJ4zx0uwzJaZBYSCHfEZBL8Eq5OnmHEALBrJ/ekSrqig69SEpTLjmU5mguAp5+oo6K2LuAw6fevqTIDLRgh8u/5XAVhdShQZrnaEFD+GPHa7gL7UqqpKFTBc9s34DP7O8clIEvZjLWJIOMzxMt6D8RhsBNnl5UoiwkTqJWM/WIzR2jZvMs8rx8nvnI+q8vxmhIl83ek0kJ5uXm9+ybZmlXoAeGcfBQUm0Ob9suq1OjS4coXzm78zF1urb0aDxiBxRfznVHQ89ntN5INnrblB3CfFd7yISIxPBvB6dRTapPP8jLP0xIIHI2AemN3Z6cgx3vldDbfPMBcbGluj4l7Y4lBENEirgoRz+NwfLUbvjdUi9qLv8I5CjT293+a/sgUN//UOFOZCe5xQWyNoK0xD07XDUXvTKKxt8aAx7MeIRZswcs0mOBGD6lbR5nOh7IxCbPrySLgagnC3RgWcZbt12nxc9fcb8bUsn3D5ElC3ZvtQfeEgFBSmo6KsGe6KVky/659w1YfAYoCEpIZLFfNkREnVuHzk7WlE1vActKoKmg0De356PtpH5YpzsOAis6Q/KGsR0JjH7720CB9+/wyc3vwpvtT0KQa170X/tr0CPj8w9hfYkjEKl0Y0PNYWNd8jloKGBNN059Jd7UgxrwdjN4quGyHAdvWKMmh0LUNBSE2BpjjhdUThVcKdQLTo9+LB2HLtcJz98HIRr0Jw7W+PIm90HvLP6iMKJjImhJEdZ8+9UABf3jcE1k07zIgQtqYzX8aOhZvRtKUWTqcK5kuP/+E5PcpUJ5BfP2+FiC45VFwMzyUjR6jBnnd2JUC8+NwwgDpnHtrUdDGu4qIgevWV/vfOBUJ7et8d7/1OJPw93Miqg82dRRjlZ//x1oj983wuZ0fk1Ik4p30OWwFbAVsBWwFbgVNNARtan2pXzB6vrYCtgK2ArcBBFdB1o5Ozmn8YsjhjLMmRd6rJ6HU54PM6jssj11YtJARgkcX2sNbjKJCu9CRYdTM2IKZj7WpVOJKl65b7X3qFhrmPmBCLzQqtZYa1LCBIECwdwqNGm9Eax6N53Soy/G40B6OiOJ+MKJFFGFl80ASzhojVkBCd45VjJVC/e2YHWGI8BbOe6fglYKZj2OOBKCppBfJyfhJuTzY+wAjXDuSnNMHvimHg1UNx9kMXiWnP/oELry1ydFmMkdDY6sCWLmh+J0RmFAjBNduAgYwz6SiMaNWU/Qwu0nH3PR0O1XvucnUq/sg++UUnc0GBgf37zQxqNm5nH1Mv7IhdYTa4y6WgZHNnp7h1/1StEVloQERxIww3Bk7MQm2NuRDgXb8an7aPRsjwwK1q6Jdej7vmZh4ArcMxDwxZsTA+FsLvc883M6sJuQmtGcVidVrTyS/vLS7cpHqdWLE6hlunO1B5l4LAZGDAGB2tioLvBGMYMH8j+g3POWy3KxeGfpXuQf15T8LVHkXW9jqoEQ0RFuU7oy88UQMv/PDL0MIazpz9KQa2boGW4YTDqcIVjmH7hYOwdNZkpO9rgr8+KI5lQbdvfPNVuGadjfnZfgx4cwcyt9WZ18LvwpLnrkdVuge8PAVlLbh9zjI4n9uItIEBNFS0IhJ3Ijef0w/hfhnov6dRuMrDo3NROucC8T4mhCa0JsT/QW073Bur4d1eL8A9s7KLer2PKxxvinPyPIxXf6nfzXhuwC3I03V80mgWxiS0Xv2PEux1qsiAgl6ajjHThovXmPcs3cPLf/AOdi/aihABO1zQDRUhxYdsX5sA9czBtraqUbn457zLMXxhCXqV1ApwPXBNBXLGF2DSfWfhzekvC9BNl3nRjSPE+4nQumZthejG7W5FTvZurPtwPLauHoVYymDorkyo7nRcNPdCpBZloSVe1PFYff7wXtD2NWL5/3yELS9sErnWMu5EOM6dfkQzslEw0IXo7koRaSIb3dlF1xXDlebuscv/WI27u34y09wihutE/Zt7LIo1sg8WYTxRC9w8X0GW73hfCrt/WwFbAVsBWwFbgVNeARtan/KX0J6ArYCtgK2ArUCyAuV1ZlEutkCKC+GY3imv+FRU7HgXiTqWjjWpL6Hg64tc0DQdayzQuqnJdPrK6Ig/PRURAFcWPySgpvOYQFgWN+Q25jjTKcyIiWRIfKwKM9IdzuKRLpeK2fdreP55CMD6yUcmjKUbWMZuFBaaUSXMmSUEZbPGisgoE+LZYLvppi4tNR2x8jW6pmX8CSM/6FCWkDnFFcYY/w7c3O8D5E3snQDWUl+e64+/dx7gkJbHWx3WPEZuJ/Rnk/quW6MKiM3xWZ3e3P8nPzGwr1TDG6870FBP2N0RpWF9H0lXtowMka/JaI7+A8ysb8J6RpDI4orWMQoAbuhwIgoVhvieoTRjypV+PPJXr7g/Gt5ei2fe7gNPPFvclerGKytTxelKFq/Dyn98iocXzkBDhEUHO8bKcdBpffs3Ypg1uwPCs89H5jrF3HlNHpwb7eT+J1CcPMkjMszlWBkr8ti8jsWWQ32erHKquCPNXMQI6AZui+l42eNEqWHg8iuegyMYRa8N1XC3RWB4nKg/px+CIWDpHdMReDmI3m+sxlDPRjgyDDhdQGZdEGc8eD7+HIrhteuKkba3SUyVMRgz/99bqIxoaPI4EMrwiNgOV0xHb4eCP//hKrT3ToMs/SaiPma9I9zHhJ9VexqhpblRf/UwVN4xHt8blIktDlXEohCIuxwKhmsGLm+L4pe+jlgDRm387KXNYn5vTlqPSxoWCmAdjJtI7x/zC2wKjBavfzsYFX0s2V4H70+Wim0s3phT2oIReWZRRzYZe8HsbzqjrS7olMJ0kRcdrG47wGm9/N6zsPfc/okrn7epBjOeW4hLZryPj984A7s+TYemmW5uZn9f91wxAqMHIfzCt+ByBZHbayt03YVX/ng1dm8cKPZz+6JIHzEIRdPPxrjbxognUJjtfziRId3dI/zc5cII87M3PLcBn8x+D9GWMLSIJvLJ2TyZvkTRSF4nFo9koy4sKsn3ABs/Iy56+tpD3Y7H/XXC32o6+Ds/oHHcz3s08Jr/vjKuo675+CyGJk+ei7ksrmw3WwFbAVsBWwFbAVuBgytgQ2v7DrEVsBWwFbAVOGkVePnND/G3F99Gc0sbrr3sHPzn7dN6NNa65jCYT8xGKOBxqmiMP5beow5O0p1YMPBYO8GOtMhiTyV65JduAX0Zg8F8aoIMFgck5KTrl25la3ExOohXrTRplzVOgmBVupqlO5nFDmXrLi6EOdk875YS9ZA52BKayz4JMl55BeKR8YvOc2P3LtORLJ3Q+fm6AJxW5y7Pxcbxsk2YyBxmBUOGarhqWgy3TfeIQoacy72zTNgtwSlhbnm5KuAy3djUxur87Urz887yYPu2zo+YSzjN/WVUh9VtzextZotTMzrJ5Vh5fmZH0w1OyDt5ioZBgwzMf84pQLOMIkkeh/V8eUoV2nQfWmDGGVid2HQ+06lO/bhooSidC0dyfxGBAU1Aa7ZspQ65g1Px2icdzvWlT5WjrCUT9SU1GFjQLuJS2vsOwawZLeKYvfXpaNH80OAQOjKzm4sN1DyQaWZgW8H1we5lGSFizoO543SqG/hkrekYPlSjI3l6HE41KZwzwIc+XIYBoscz7luC3A1VyFhfhVRC2BQ3NKeK5t45+PsTM8zunUG4wy0Y+cpGKCoQyU/BfZqBvImFuH9MHpa6VPTeXodLnliFtcNzsHNCIYa8vg1Fb+5AS+80qIqCEZqOeX80oTUjsLWoBmcwhhsagggu3ycA6LBPy5AVNRdfGHcy9b4p4mfmeZsXE/iqQ8UirwNPs3iiBUpOC2uYFtGEA3vT7p9iUPNGcQWf738z5ve/ReRZM4M7nzncioJqlSntwOjnNqBmVC6m/GEVRu9uRL5uiCxr5k33mToQT104CKtr2hFuCCJvYzWu/PUnyB6dK+JDGL/RuK1OZGLLVjU6F4t/cYG4Vs0trbwAACAASURBVP3f34NRq8ox40svITOzFK/85ly0N/vQq7AKU6YtE4fkDAjBOfJKvLPwGlxQ/BX4fY3Y9PFIfPzPM9DSYN7DnHh23yCuePWriKWNhDVPWcbHHOo+6Op1Rj75PE7w3ytZ3JbO8p0LtyAWd5CzuKce1ZExJAt5k3pj0uxzseLB98VCQ+VHpVCcqij6KNttJXceyVCO2TG8v3MzvKiKF708Zh0fRkdHUouBT1XwuOb2ni9GHcaQDtiVhSp5/e1mK2ArYCtgK2ArYCtwcAVsaG3fIbYCtgK2ArYCJ6UCBNZzf/csZn33VjG+eU++jAsmj8esmbcccrx8fJuPJ7Mdb4fyIQdzDHc4lsUYj+QP+yOZCmNN6CojDCBA/tbX3di104QsBBwEpMxiZr7zn56OJNzW1nMRCksYzO0SshJq03FNl6wE2MnwOjknu08fA6WlpoMxeV8rtG5sgHB2jx2r4L77gO9+18CHH3TAIULQzEwzp/nNJSbA5Llk1ATH1NaqYMIEHUXDNFxzrZaIGpFz66qY5A1Xu4UjmU26sZ98tnv3H3O3/77gQPhBbZlZzbzqsjKzPwLclBQT3kroSrc2o0+s5yRIv22GCS8vnerB1i2my5yw+WDuyQuwGHmoxjqMQRMCqEUOIopHAGMCb1nQkeA6ElGQm2eIbPD2drqvO1zeqUYLojDdsITWjAdZ8IapGsc6e5ZLOG2vSV2Moswasf3j/f2womYwKlrTEYo7aTNyHEgNOATUfucth3CJE+Jn/6tg5eyfRBPu+IPd17xnp19vOiKZq03YnptrYMRIHX/t5rrI/OvaphDGpXrwmseBzI/3o3ZAAG1v+RH1OuEcBXhGGcL1POT5jZj00IfwNIdhxAHs5htGYNN/X4rWCgXhLB0pzTVIrzShPOHxrYu24htzLkgMnbnIPyhrxs50D9oDXuhOFaf9ZS0ySpvFG22kpuOPz12P8gyv0E50o+sYuLUOtf0y0JjmRkpLBP8161302dMoXr/k2eu7lOZVrxOv+p1gFJOMgJjVbjqoOfe7U90iVsRoCaPR7xLBzC4dyGcet6ogBAXtLE4aN8IrBnDBI8tx1ZLdcDdHRHFGNm1CAXaOzsW2sflI39mAhsI0XLqiDKN9TgFt2WrXV6G9slVEaoiYc7G6IGo2wuF2wJXmwQ3feRIZRVlY83I21rw9HOdetxTZ+XVi0WTQxGbRT9Pwh+HYMA8pxkZs+mioANfhoBs1Zb3g8Ucx6cvVGPatixEsuDGhiYyPaQ/HhFO6p85ia+FXKySVMJoLCIEhWWja3Shc1YOvKxbFQJNbcsFHvv55Q2v+e0sg29ByYhzLB3vvHk6xxkCqSxQAZSTWiWg5GR6x+GE3WwFbAVsBWwFbAVuBgytgQ2v7DrEVsBWwFbAVOCkV+N7s36J3fk4CUq9ctwW33z0Xc2bdgWmXTj7omMNRrdNjvrkBL2o+h8eVj7WwLHBFR97RFGMkMPF7HMLhdzRFFruaGwFfckyHCQ5cWP5JBHfMcAuASteuFfAQrhImMl+Z8R8Ev4wAkY1wWbqluW3jBlXAakLQtjZFQG/Gi7ARUNJFy7E885RTuLalY1sCbquD2wquJbQmsF631iFAq7WoIPuX4/b5DBQNMaG17OOJx50iI9l0HnNcOj5c2eHI7arQpBVIc8wEsgTI0lXeFdhO1r5/vu+AYo/MmPb7zWKR1JygmIUM2aygnb/zvHSis8mYE3kOzumRh5wC+CZHeVAbWQQyF1W4EEsSQ9uD/tiPvqh09Y1nWxvQdTP+hMdIqM4D5HUXYylREQ7q0CMaeme2ofdgL376SIdb/v33HGIuLs3U9d4J76JPWiOW7+6DVQ1DsLspW2wXgN3hQAzORJyLuCpxUHrFVRruvqdzFEh371eC8ttucot+eO7xpxvIDCi4+loNV1zT2ZlJaPszzUBJKIaQ34WYqiBvQxX6fFKKdRtHI7rTBd3rhKobmFC4ArlKDSquHY6B7+yEuq8ZvIsdzI5WgHfn34BhUR2RTdWojOlwB2MiMkJxKOhX0QL95tEYHtOFw5nA+MrdDWirbEWYudUeJ2qHZ2P4oq1wqSpuLcrCR2Pz8A+XA6KkoQGocXgd88Sd1HR/1wYxe9TvhbP3qkU3d/sRNtfnxA6PQ7hTh8Z03BOPVZDQupRZ2M1h6KoC9p+7vxl+rxN67zR4dANbnaqYq/lOAc56YhW+8fIWEVPCwoz+glS0FKahgu7ziI5o3JVKp3ZuWBORGJHGEJp3NSAWz+I2r6+CtP4BkfEcbYkg2hrBuKklOOPGvWgtbca613MxbPwW6JoKX2oIgfx2+ANRNI34LXwVL8DZsgkl72Vh4/JiaJqKWNQNw1Ax9po2ZIwfj7LG88WYZe4276c0n6vHkSHMzOf+hKPWz3EJrK2Cd7doIPepWlGGd2a8nDjEmnnf7YU7zi/w3xanw1ykPFlaT+A1I01qLY734z12PjXFJ3DsZitgK2ArYCtgK2ArcHAFbGht3yG2ArYCtgK2Ap+7AmWVtSCULszPwcRxZjEuAmr+Tkgt231z/4QV67bgnfmPHHTMdABaYzRYGCoY0hCKP/r+uU/4CAdgdS0fSRfHssii9fx3fNWdiPQgbGVGtYTXhDrVpV7813/rwiFN97J07bIPszig2duAgboAmLIII92+hNCyLxn1wQzo0lJVAFA2FgvkcbLJ2Av2YwXA0gVthdbJUJjO4z/9wcyJlgUNrYUFJbglKD9rsondZB93fNWM6mhq6sitZkayBMJWtziPk4BdjltCbQnXuZ1j5X48h9SBcF02QuZZ97qw4DlnogAi4yuoqczgzullLgTIiIwr79Ow5SsmpCb0HP5Mh3bJ0Fo4jW/woKa6A7CwoKGEzuGw6ZIeZWzAaJjxFWQxBNMbMAolztECIE+cpKF0vwLmdhOAM35ENjqfZc42t9ENT1czdbttRgwTJpoFMVnEce8ec9xuREDseemAzbh04GaUtgSwqOJL2FfpFU7rmK7CcLnE2DgWfskmiq7lG+jVq8Mlf7D3k1zMILyWmerc/yu3KbjxJgPWiAhGafy6LYJqj1Pcn5x7SmULhry+BWtenyjczeLLUJBS246WT1OEmFQ3f30VcjZWY8elRXCGYqgvysKNt7yEwa9vFxA7ysWf2VOw68JByGoIoeDMPolh/+rTMtwYjIos5GCmF40DAggFvHBCQZHHIWI36H7ewYgTlS5r85ob8XNzAITYhNm3/Ggxzvq4FIt/MRWNZ/YV+0kndbJOhNZ0qW7kdWuNikW12X4X5nscUJrNhYXUunb4AUx5fTsqvjNBbPvApYqYEG9zGGnNYcTcDpy3YCPGbapBLvO909woDWto/6wSzX3SEfWZzvsBm2uQPSYv4bRmjAajTmRjgUWHywGH19mpYOGZN+5DZPsn2LsmFTn5FcjtXYqCARVQuQCSmYlo+lg4W7dC1VpQt8+Hxc+fjco9+XC4dAQKNbTU+aGnDRCnofvZUVGOq+7MQ7R4JGIjRoq87/QUc4zdRYZ0FQcix83s7uR2KGjN/emwL12yW0D+rtzYB7uvj8drXFiNaSfOsXw4c+iubsOJLsLIe6VXQCbLH84M7H1tBWwFbAVsBWwF/v0UsKH1v981t2dsK2ArYCtw0ihAWP2/T74MRoGkpfjQ0hZMOKm5jZEgTz42S8BrNu5/8fR78bsHv4epk8cfdB41jSFEGR5LyHCC8yqPl8BmsSi3yEA9nHY8iizK8xPk0UFtbdaMam5/700vnvqbDhZTJGxOhtYEmIR7dC/7fCaotRY3tPZN5+9jj5ruWYJIgkEW2LMC5C0lCpYuMamoNT7EWryRP9fWKhh3mi6iMOjUlo5jQmA6uNkkpE5+9J/RINLdveBFTbgnf/hDA+vXG2iJR5ZwntI5zrgQNumglsBaAmjquHSJWaxRxp7IIpRy/nRly0KPcpu1H7q8CYblIgD3eeBBMwbDCrpfvr2DGO/YrpAuI/WXpu7JEF/mbZeXKwLks9EZ73abURnSNU/w8+Xo8+LchNrhCLBEmYpIIFf0yxzp1hZFLG4wbkQ29sVjpJbcbnXS8zUZk8K57dwRjzpxaHBo0QS0ZsZx+nXnYfWSdny6IRXLlrnQ1GQ6ozluucAhz8vrwHst+V613mu8Hx6Z6xKxMNLVLyNX+CQAF0fGjVOQ4XeLeAg6Z+k0/lptO+pzUxD0umCoQGB3I0b85QPs/r9xiPldAgyzQGJT3wDcz0dEskXM54TmdoqIkJjXISC2rzmM7w78DVzBmIDWhNsE13/+8GuoHpOHbAM4LaaLDOhrJv4ftqe6RJ4zW+2wHKRXtKD/yFyM8Tmx5V/FIOl+3uFQEeMZDaDw01KUn95bRImwe0JrOsC/9v230No/gE3nDUDuafkJSQiu2Qjm2Z9Y8NCMToUafxiMYWAohgvSPWjd0whPMIrUdnFGPDB/A9J/cp4o7jjX70SroiCwqhz1fdIR87mQVdWKAWsqcPVvP4U3GENjKCYKHhLA+xqCSC9vQUrMQMHkvmjcVi/c1KHadgRr2jrFgxiGAafXhbSBAQGYeW8wC5pguGZNpZjD5bfMx8DiLdCMFHj6DxPb1FgLNnw8GiXvZaNiawoM1Su+6OrmeRirYmg6fHorUrw6Jg2qxIiCOjTf91MBrtnopE73uxG0RIZIsB+NGdi7phwrfm7mactik/z5SJzW1nv1ZPmZC8SM5pKxMSfLuOQ4uirW6HLwaSBmi5+YSBP+/wiLPtrNVsBWwFbAVsBWwFbg0ArY0PrQGtl72ArYCtgK2AocJwUumn4v0lP9+O2D3xNg2uqkJqCm2/raSyd3KsDIbcOL+h0y27qpLZp4/FpGVBwu7D1O0z6qbntn+1BeF+xRHyYscQvnK4sJymJfPTq4hzvJSAzr7skgsGKvBz+6zyzA9+EyxoOYwJkZywSKhNZerwkR2Qh96YK98GIC5VinyBFC1HvvdonjZMYyHdEE3gMHMbJDTwBr9hUKERQD818Ki34k9F22VBVxFYSXBJJXXq0lsq5XfqqKYpHWJiMteE6Ol9B25nd1PPBTHW6XQywkbNqIRLyHzD/mcWlp5uIJAS9b8QgdN9ykgdoRnFtd0RI4c9x0j1td4YTWB4sYkfnUdFUTft87K5rIprbO5fa0jkUGQmQC+ozbzDFSD2ukyTNPOQS4JYBnn2Y2tYHsHMDrMVBXx+KE5jX85rRKZEYrRe70ztY8ZBXngOCdTcJwjn/dWhVNjaa+dKxzXjwvGx3VjACRja9TE5lZLo/l9vRUDU/P/gzLSvLx9dlZYtGBx7NxgYTj5bhZXNIKrXm/cKGDBRq7K3TJvrgY07i/FW26XzwOQGDNxuvy2OOdnybITHUL9znB5N3BKJ5M9UBXAUNVBHCd+L8rof6vjtZqPxod6WjNzUDD/CwY48ySkxqjM5wqLvjhYlFwsGpULj748RR8e9wTSKlph7s1go03jRTQet2Mcdh/tumAJjj2rK7ALVc9j2BtGzbcPCoBcLOq2vDAgi+L/XjNuW6y3qmKPGnmTLNPze0QXxynogMDlu3FpY8sx67zBqD68qHIGZKVuBYstviyjBKJb93hUFCkmS5utsv+VUR0DhQ8FdUwPxxD7ZY6lG+bC1f7VvTzuTBt8s+B3FECoC/aWQ93RSvKTu8Np6ogu6QG3tYIBn1ahsGvbcOmy4dANwz0/XCfKFKZt6kGKYwXyfKJ6A9CZBZhjDALXCdQNq8P41MYEzLgqqHod/HghAOZruTls94Vmdk5BRW44KbFyByeA3eaB45QuThWQuu6fV6Ewya45jkIwhlZI1fK3EoU6SkxjOlTg+K7z0Pw+o6s62QwyigmLmjsWra3U5wHI1jOnnshskb0Eue2gmsr0La+d0/2nxmzUX0KRHFZr1FM18X79kRFmvCzggvJdrMVsBWwFbAVsBWwFTi0Aja0PrRG9h62ArYCtgK2AsdJAbqsb7vhYgGu2ZZ8uAbfnf1bbFr6pPidrz/997fw0p9/nnBbM+s6LdXfKTakq+GFIpoAtbIxQ9IaGXKcpnTcu2Uxxqa2yEGdbCeqyKKc7Ljizo86J0NrPjL+wP0K1m8wiygSUBJmMu6B31kskKCV28vKCBoVMJOZEJuw88GHOvJRCRMJPisqOoo5chyE3gSUsqAfwSSbePQ7z4wYkdnTLF74yj86ihcSgPLYM87SxTg4LgLmjIDp1GbhPa8P2L3LHBvbkCEGBg8GXnkFqGkKJxYECNUJjyUwJdCV4yA4Jdwl9CUwDQbJwEyAz3FyDtzOxvFY3cfcdihozX2ko9oaq5J8U1qh9Scfq4itA1LndOwlAT+3JDvpnS7zekk3+KaNDjH2fv0M9C7U8ZdnIp3gsexVZndLN/uePQqcDlNzOU8Zw0FoLRckuBgx+RxdAHgJpM84U0/EpjADnFrzOk0+17x+/JnfGUUzKKUKSnW10LNGzUO5lieGxAgVuuXpmO6q0CXvkU8XNcAIR1BrZMNQVLhSXOL6EKAnH8P3XK8Ms2Aj84qntIaxLourMAou+94/kbWzHr76IFJWN2OPoy8abu2D1b8cg2C2DyMXbBLQOK20GQM+2Je4EFWjemHnxUW44L7FYGHG2uE50DxO7Du7L2Je8/51GQa+PW8l+v5sGVZdMhif3WQ6fpsL09FWkIpIXgq+3x4TUHlJOIZQRQua8lKheUxY7WqPiu+KZkB3OZBW3oKzH/kIuy4rQtnFg9FfVUS0CBud1nNZWNHS1sWLycUAtCkKnDDA1Odf/iun+u31VXj1s+ewCovhdqjgW4HFFz3nz8ElP9mHwvf3wt0exfJ7zhSRIIT1tHynlzbjkx9ORulpBQIWD3p7J1oL03H/rgbseWN7Is+6aUc9nCluqGIMBkL1QZH5zWboBjKH5SC1bzrOvCsbeX2rxfZNy/pj+6JSUdxw1MCnUb+qBJm5DVBUA+mBRrRVhVG6rQDrPj4bjW2D0VYZQu8p/VC6ZA8YRaJHNRFLo4hkcOasKPCkOHHhgunIm1TYSRt+7jHjmYuFXESdP+WvIq9bNjq4T5919kkR65H8GXEkv/NzIDfDi6rG0JEc/rkcI4ticpHjWNd46G5CrLHBp6bsZitgK2ArYCtgK2ArcGgFbGh9aI3sPWwFbAVsBWwFTpACjASZ+7tn8cnrv0+ckW5sth/OvAXNre3Cjc3IEJl93d3QmKtZ3dgRo0HYy8eWI/HiYydoSsf8NAQhkajeZT738SyyeLCJEGzSNcxYDkZtfGcmEVZH4+PQZEktQbNAIuGjhIvSSczsabpeV3xqAkvCXQmcP1nbOQ5FgNTb3QJOEiLSlcyoCjYZPUJoTThMR7R0LItc6GIdd890HxBRwWMJUOnQZeFCNsJsjo+QtLRUwQfvM9qELk7TPc2+XntTQ7rPhab2CEIRXUBjxnRwflZ3MvvjcTIKRcaNSLhOcE1AyzGwsW+Zhc3fJXC3uomt2w/nRmOEhYSPpf9UUPvNDoDCa8BraM22nv0DVyKzXEaIvLLQgaoqFRXlZoRKQW8DffsquO56DZddHUXJpo7ijskAXYL15PxsCa0/Xq6ivd0cE934v/qtGXHCJnPNqQ0XQNqFbdhsXLAYNtwE17LdGfsNfM4YttbnIqw7sUS5ANVGL3EtxvWvw0NPpR1QPJTHXn1WBI27GhHU3GgzUtAOH5weFUXDlE4ua+4rs4oJvbhYluF34WduB34LBUOf24CR8zeIDGlVMzBoyU4wjGPVHePx7pwLMOSN7Ri1YJMYbubOeqgsIju8V7ySpIHX/ngVcjbXiGMJtmuHZqNpQCAxP860X2MIQ1/cjH2904RrO5zmRvXIXIQzvMC/CkOqBhBoDuHyG1/Em49chOa+GaJ/g8UQHSo0F+EroHMVIX5juqDAYxggdk81DPypJSKiQOSCB13bGx0q2uOgmufQFAU+Beiv6XBvqcP3/vtt3P/NRtRXvIxgukeMn1dx7NqRGP/xMORsrYO7LYJwqhtteSmI+d3CJV2wtgJ/e+0WaD6X+J2tdUJv3Pa3zzD6eaZnQxRspGOa43WleYQbWrZYKGoWZBwQQGZBOy646A8oGNaK5//nRsCIIZo+BhOnvAutrgKZmaXQNCcczhjSc0NoixVB0dqw6s2RKFkzXhSkpBt66cw3BHAONwThM9oR0t2Jqp7uDC/yzuyHi56+VgyBn8OMf2Bthab2KBg/wSde/jThj2gua+n0Vr38pRsTTuvDeQ+fjPsSxLLoboNlsfhkHGfymOgObw5GxQIDW0t77Lj9fwI/dwrEYpbdbAVsBWwFbAVsBWwFeqKADa17opK9j62ArYCtgK3ACVGAQJou6lkzb0mcj6Ca7moWauydn4M7b5+GaZdO7tF4rLnWBEviD9JgZ6Dao45Oop26y+eWudWEZnwU/XhEgRypDIxnSfE5O8EMxk4885Qz4bomLKbrevMmVQBFCXN5zt3lB8ahWLOdP/lIFRnX1qxsHs9+6KaV0RISWhOay5gJE5AbOCfu0pWwmS5oAmqC77R4xAWLDnKbzGGWURrSrReO6lixKiaguASndE/zHA0NdG935GRzG53XHCMbx0sQTtdxcoHGZN2lW/lgbupDXSvr4gHHShgtHfBdOY+tDu6Jpzvwi5878c9/AuXlHTndPOettyi49VYFDS3hRKa8dSzWeJOu5klAPv85h7iebIWFOmbNjiWgtfW6f/ShCbelhtyf10YuYChaFFerr2NCYAe2NeQiqjtQohRjszoSuqHiy0PX4Bt3OTs5XaW2bz2wFuVVTpQYxYgYprs4JRUoHqOCxTXp3Od152JYJKqJzxXre473/FdT3Vi/uRrnzVoMh27A3xxGnzUVqCzOwcK/XoOGPhm4dsY/zJvAMJCxrwkp1W0on1gIRzgm4kL+/vcb4YxqcLVFEOydDj5zIPKt443LKz7DwPCGEEbXtmMxCwEGvGgPeE0HtfB6A+P+vAYT563E8nvPwo7Lh4ijCZFjKW7Rnx7PzE70awDDNB0BwxDZ098JxjBc0/GMx4nXPA40xgs4EkLzWB7OhBeCbjqz1dUVuOsn7+GB7zShseJltPM8qgJHWwRXvjgZQ1d64G4Nw1BVOGIajKIs6AEvHFVtWHrXl7DzzL6oK85B5v4mOJwqHEOz8fCKMrT89H0xxNb9zWjcViec2MJprSjiu9PnQqQpBMWhIm+EjuKRH2HA0K2oq87Hpg8HwYAD/Yv3oXBIJfZ8lo/BY3aK/rSYCodTQ0ogjP3bCwFPGtZs/qZ4TWZir398BTb9ea04T9u+BrOAptMhoDnbbSV3ioKMmWkekWlt/beGl3j1Lz7Arle2IMTsZAPIm9g7AboP9X49FV4n9HU61BMWs3EsNEkuwmhGicX/X+E4wGvvvxazsizxTMdiDnYftgK2ArYCtgK2Al9kBWxo/UW+uvbcbAVsBWwFTiEFCKcvvuke/G7OXQkX9Yp1WzBp3PAjngWLePFRfbYvSq518jyOZ5HFIxY+6UA68JjjyRgNNpm9THc1YzgYvREOAbNmR/HYoy5UVZqRGWyDi3Qs+6TrwpMSpD75Z4co3hcKmTRPZlwTgg8cqAsYbgWkEnzymOYmYMRIXeQms9Afoybo3CaclrEdfr90dBvoP8AQDm/2yeKCBKpswn3tc8HjUkUszXf/g85zNVHc8OWF5hjrauUYTbhKcE03Mc9BGJrsPj5W1yC5n0unmqCNsFpGs9BhfTAQ3hWk7QpC8x6ls5SLJ/ySTTqprWMR5ys24yf4MwtozvmZS4B+asqYmJ/O6cjmtp5v8TumK19Ca36nloxc4UKE3xFGansN/jN7AfY1Z6I54sEWdQS2OkbA64hi2pDPcOudvgS0trrYy1dUIrdxB3ZiEGqMHGhwwOVzYNAQRVz3OXMAZhUnRwqwSCFzn5k1fW1Ux6s+J5ofWIqMxbuRt7tROII3fmUM1l4zDOUjc3Hlt15NQGhvUxjZ2+pQOakQRkTDuw9diOpRuSJCY8DKMuyaOkhA4dZ4BIa47xh1ohvooxt4rDWC2SkurHI6EF8fEa9f8IN3kbuxCoWrK1A3JBsf3XMm9pw3gJZgKCkunB7T8ZHLYYLreHMYQDoLGsZ/HxfTIfOruel9l0O4utn4kAN/9uoGUgnIYzpcC0tww5Pr8Jufno/SDQ+iWdkt4kcuXzgZhbszkb29Hs5w/L1jGPAEfMib1Bvvj8vH6suGILVPOqoyPBg+90P021KLbMPAzbPOwY6Fm9FQUovm3Y1gPAhjQMQkuahQkIbs0bmiSKO/IBVaQxXycjYjt7AcGb1asGn5MBHp0b94P/oM3oddG/qhKA6tzRlAQOu2Jh90eLDk4x8n9Ljk2evFzzte2oydC0tgxHRUrSiHIx7TwgiRoiuGot/4fDj6BbpdNFw5ZxlattVh9M2jUHjlsOPm6D1enxsH65dPAfEJJ/lv7ucxhsM9Z1cLquzjeP27Sgc+F57tZitgK2ArYCtgK2Ar0DMFbGjdM53svWwFbAVsBWwFjqECLLLILyuQppP6u/f9Bm8veFRkW8978mXx+pxZdxzxmYNhDQ2tZq51sqPqiDs9CQ5kPjcB8PEusngsp2rNFJfgkbC0ZLMqwCML48kihMwilo3O2cuu0Mzs44lmNjUbndqtLXRnG3j3bf4M4Z5mX+znzLNN6k3XsNWdK2M2ZIyHLABIgE6nNoE1Xb68Xwit2Rd/ZgYyX+/Tt6M4ouzLqhNhhzUuhNnIBLGyERJLUMz5s+gkATlB+9nnaHhmQUcO+7HU39rXbTe5sfwDc0wZAQPjTtMThRK7OqcE8nQJNrdFD4im6SruQ7jc48UJG1ujAuIlQ2teM4J9ed15LW6YruHRhzrnJt/zgyjuvscEnNY+mH3Na8JG/fjF62Rt/uYq/Gf6M2LTloZ8vK+ci1ZnAKNyynHb8mx3mAAAIABJREFUiJUi27jo+hEH9N2wrR71NTpK2zIRMVi40oCqKsjKMnDHHcCPf3Kgu3p26xasKhwr+mKkBp3HT7ZExIJZ6atbEW4OI+xU8Wx9EB+f0x8NmV6oTWFM+fn7cGiGyKcunj4KT351LLarCqK6Ad2hwNMSgScCuINu4YYPpiuoURWBWVPicR4DdANvxheFZqW4sMDjQIQRGWXNSC9tQeaeRnzpd5+K3Ow13xiPnRcPRmh4Nv4CBYyLedDvEjBcqkdnuEs3kKay0KIu5sL8arqo+UVozXh3XilyY5aT7KcZyDEM3BbS0Pv+JQIu7wx48dGZfVA2oRC5W2tx+iMfIZjqRs7mWjhDMajUqTAdnkwvUgpSBeQOFGXBneZGzoKN6LVgk4DgsrFAYclT67B70TaE6tqF05qNcSBOvwuTH71YXM9Xr34ezVvLkZbZjLRAA/IL96F6f67ptB5VjX6DtyIS9SHUqCDQq9Fc6HBpiEZ8MDQdOtx4f9Vs0TfvkaziXiBwlo3ua2/Ahx0LS4Tr28GIFUBkbF/01LRuIz9YDJKFF+XCDl36jBCRcUHH6z1/IvrNTHOLCK5YvCDmiTjn0Z6juyeXzHsKSPU64fc40R6OoVUU5Dy6M+ZkeMS1t5utgK2ArYCtgK2ArUDPFLChdc90sveyFbAVsBWwFThGCvztxbfx9Itvo7ioHx6cdUeiCOPtd89FS2u7yK1mI6w+Gpc1+4jG9IS7l7+zUBoh9qn0R3Wy7LLgG0HRiSocdSwuPbWnA5nw0gqtGQciQTMhMX8mfJRwgE5kum2ZTc0CgH96KiIyo60gOJBpiNxqNsaMsLHAHqEyHc7WbGi+JuMvrOMgQCawZkY2ozwIUq1AlDEV7JMRI2yHciTzEfBHHwV+9WgHgGd/PI4ubQLbDevNWBPpFGaGNseWXIDxWOgv+3j8MScefdiVmBsztpljPfOujggO6/mk4zA57qCnYyIUIvhhZiwXkaxOaRa8bGzo0Efo7wOaGjuc9tSG19Gaky7BNeH/P150IBIxwT9d+bEoRAFGLi6w0RV9Td9V4ufiGePwwlOagJ5nFOxJxD7IuViBeKQlgrWrFARjLkR1QibzOvG+uO/+GHrlmiCVzviZ7Vux6MMfg1vooUw9fw6cuaMF7CXAnRbROjnxd60sx8N5KVib5kZpth/91ldh6IYq9Bueg37De+EJnxOlqiIKG4qClEHAV2HAGc/vjo0CgozDYIY7nyKBgQLdwHkRHQ+2R/GE14nHfE6ECXJbwsjaUgtHWMPpf12LlIpWbJo+Etk3jxaFFZlTzXZhhgdbHapwfeetq8QFP1osDMxabgrKH71EQGQJrXmuFqeKFYoCLn04DANF4vwaZsXjlwhnCXkJdPnFwpFt6W44WyKIFKYhFtWQsaMBdHS70z3CGX3dkhmgU/3t7XXwb6pG+sel8G+sxuh48Udek2hrRMDt+s21aC1tStyGhNbMlt44qwTVedWYOG88irKGwdm6FarWCiXWgvNvXY2K6tHimBHD3oTTY6BqbxZ8vdLgie1E5d7e4rWGqnTUVffG9r0Xoc/UAZg0+1ws/8E7qFpZnjgfx0CAzvG8e/vLYrv8zBpz50SMmTnpgLeItQ9Gg5z90EUiD51QlEDU+lRCT99fJ9N+zIaubgodNdg9kXMKpLoQCnddI0KO41jBazvP+kReWftctgK2ArYCtgJfFAVsaP1FuZL2PGwFbAVsBU5yBVhkke7p9FQ/fjDzlgOA9PV33C+A9eFkVvdkylUNocSj2nx8mdD0VIQD1iKLnHdXjtee6PF57UMXXlvQLHAlnc8ExZs2mhnWEvhIaC2dzgTZZlFFM3t68hRdFOCzNkJKAYNTDQGErQ5oKySVx0hoLSElxyGzrF0u02lNByeBLuNLmItNh3dXzupkPVkkktCZ4//9b9341SMq2Ce/2AhRz5tqAs9331bx+qvmo+IE1pzjd+6MieNnz3KJ+cj85GN13c47y4O9e8yFApmpffmVGp74c2eHN+83AjW3y4G65vBRZaSzL8KhaMzAyjWaKNLIRs25AEGY39ZmbqOzXsa88Hdmij/wYEc8iFUHaj3jFjeYP86oFd4nY8dpqK0x89Gp5eHGrVgXMriwoIciKKvxiDEylYPnyMkFRo8xr+H+HynYWnZNwqHMbbzUgZsWCUcyIzskGOZr0mG7d0055tF1W9xLfDEvmvsR2j7jdSSKHIr3RRRwbAOytxloOI2VF4F0FWCtSsLrFN2ANy7MA21MvQbotia0ZsvcUgMHndEOFY7WMPR+GfCzMGC8uCL3YYHFVU4VIU3HddfMF8cRKKsxDS1X9kfNl4cimJKCrJRUkdvMz9HzgjE84ncl3NdWCP7WrS+JPjbvaYKrpg3v3z8FFWPzEdjTiDNf3Iy+pc0wdjcKh7I74IUvL1UUPKQLed5XF4ocbXdZCzLLWpA9JEvA4WhLRMBtAnRC67ayZvE+JbAmYW88rQkbZ24R5y1+bChSXakCXMs27RENvooXUNZwPgoz3+v0lmrcuAuhFhfqSlPx6VsTUF+VB4fbAW+OX4BrAmtR+JHXN9Utvib/ZAoQjOG9+5d26qsraM1YkU9mdz4nHdl5kwrNJzn8LvFeY6TVqVgs2PysUFHHvO5TqB0OaLd+Jh7JgjH1yUk3Y5nsZitgK2ArYCtgK2Ar0DMFbGjdM53svWwFbAVsBWwFjlABRn388vHnxNEHA9IE1gTax7rR3cvihGxelwM+r6NTQcBjfb7j0V9yviZjGgjQTqWikoQadIfLBQMC49ZWYPYsd8L1S+3oqmbBQuEwjT+KLYsy8vv5F2idoDX7ILA8fYIm8qiTQWVXOcrWQoMy2mL5MieamxRsLoHIyZU52OxPRpIc7NoSoN4xgzESZhs7Tsd7SxwCDLMRTAUCBl58JZzoL/kY7keobXWR0wV9LMH1tMvd+GxdR1wJz/nPd0Od5sj7je5PWdTzWN3TdF3zS4I5av/IXCdqaxWxUMBFCUaVMFuc2wjx6ZjmV1cLBk887hTQW0a6cJxZ2Qa0GHDl1RoefMgEuIfb5D1Bl355qYItJYq4dxme4YCO3NR2ZA1MFTEvH/1JRdsHV3c6BZdUPDctAiM7Hk+C1oTS4Rc3IbawBPT18mmQQdd2RJQwqmOu34U1ThV1fJOTjfMe0gC1AtBzAcVvgnFupjOahRj98fcKoTUBOKH1Foe5uBPUDbibwoj6nDBcKrzMsiZYNwx80hjPmfeZBRYrIjquv36BKJqoMGonGkWf0nLE/l8uBleU46Xv/z8Ybh8uYOa2u+M+ujCiCeg+IaZj6Z2vo3TJHrRHNESZwZ2Xgv1n9MGab50ONapDy/TiR3e+IcbmSXPDFY9LaGsIIcI6BBWtAgoHhmaJfOpwY0gUP+Q2NrmdINsT8Ig3F7OlF33/1cR18Jf60P/FvhiXd7rYRlc087B3v7JNAPDi8Wsx5RuV8ARM3F+ztgLvLvl+R4FHFpN0cnHHgNPrQmrfdJGhzebwOJGS68fkn5wL3+AsvHnbP0Sfsp0+62zh6rc2FnFcP29lp23JcFsWAeTnXlObGalzsjdrEdrm9iN7v31ec+Rncm6GF1WNocMawpEWa+RnHzOt7WYrYCtgK2ArYCtgK9BzBWxo3XOt7D1tBWwFbAVsBY5AAcaBpKX6Me3SyUdw9NEfQkhKACBgg6ogO92D6sP8I/XoR3FkPXRXDOpULCrJBQM6zaxgg47r115xYP9+E64R1qSnm45jAsHt2xQBsGVRRkKGkaPMbOvXFpnArKnJjIWQcRDWgotS9a4yreVrpgvYDd0wsGJVDFo8LqEnoNp6VZOzq+vqTJerHDt/Liw0sOKzDkDCwn+rVqp4ZK7pqn5sXlQ4rOlAtjY6jQ/XMdzdHUctmAFOMEwwf+HFGuY+0vn9wZxdLohYoRnHevdMd6II5WOPRw6A+RL28tzdjZcu3cw0jwDivBd4DMcU0xQMGGBGp8j58x6QjbEsyX1KaC3vAy4Q0JnNKBnGxVgLZR7uO5D3RcU+D+77kYHPljWjNpiCLG873HoIKqn4oFQUBN/Dllcno2n/w9AbNgvQy6bkjoL3/F9gXDwLmrnWbLJIY/F1C8TvaYypUCB0vuDp6zoNcXCWVzilO2XoMh6EkvgBh2kuFr+yYCIb40ROj2l4MP55t9TlwF8cChraovA2BNEwMAAjvgIkilwaBr4VjAnYTFi+xaniPZcDN179vDkWupgFJA5jfFYZfnvjjSjt1w+q24NWQORXM+t6v6ogpCgCnqfva8LX71sC/z93oJmZ1y0RlE4yYze2XzYEW64dDn9DCDffsQiZdUH0Gp8vXmuvbIU/4EGoKYKWsha0+5woK85B1KEiOiwbw9uj6LOnUUBsPaYLSFwxJAvBq4YKqJ1fUgtnTQmq8qqx74ZSEFoP+lt/DPIMwXmPXy4c3Asm/l8nuHzuNW9h7I1uRFNHoqzxfHz8mzpR4LF5V4N5HZnxrRsCiDt9LnFeFmD0ZXuRPaIX+l8zXORnMwpl6UwTwhfPGHsAsOb2qhVleGeGGSMi2xkPnp/IU7dul5E6xypH+XDv/Z7uL/89PdLooJ6e53jtd7SL2IcLrxkZxQVnu9kK2ArYCtgK2ArYCvRcARta91wre09bAVsBWwFbgVNQgeRc69yA96jjDo63DBKk8nt9S/iADO5TsahkV6BdRjEQiDLig1EcPp9ZDFFmSjNjurm5A94NHKSLYng33KSJQoyM2CDolK0raM3XCDjZCDIJpKkt4RAhQvKj3hyPzMG2Zlezjz/90QmvxyymyBiPWbPNSoCXTvV0gs10CicX7crPB/bt10W295yfdWRt9+ljJFzBN1ztBotCWtuxhNacm8z5tmpFJ7zP40xoQZhMh/HwYkNEr8yd48InH5nj4jWhjoTssiU72ru7DtxfFnb0uFShxaaNEP3LRj1KSzuD+66gNfefMMaLulpzX94/siAj4TVd2y8u6j6ugLCxvqTmAHBo1eLjP27E4vs+xbrYSERSM9GgZKG9DegV2IQRoZ2o/lI+liy4FNq2FxDd9SIw6ma4Rt2Ckc9vQJ8N1UgbkYOLh2SLL0ZwVKoK0p/+DNvO7Y8+qyswZekeFO5vgu8f0+EMx8QiB53Sl2d4zHgPWYOQU4wBCmlxCuB3me5q5kivcqmoVRRxXCDO+WVUx5tv7sDDAS8a+2WgamQvU/y4tITW7KNvvLhiKyM2FEVoMvjNnRiwbC+qR/bCru8W4+qlS/GXa65BzOOF4nQgCAUumFBbxpC46MxuCmHg1jrcft0CtDSHEVUVtBSkoqlvBj776hiUXDcCjkgMX/nKyzi9ISiiPljUkI2FG50OBXWba7Aly49Quge1w3PwzqMXo3h9Fe56YCnaKloTMSHzHr4IWiiGjD2NSN9RjwlPrkbYU4uG0U1IKfWjKHMoUt3mhwOd1m9c/8IBH923ldyZ2Mb7YfNf1mD7gs2iGCMbndaqQ0Xvc/ujZm2lmG/GkCzh+pbubY6bjfNg/nV3jZnWdKCzMeZExqF0tb+1+OnJGBnCBVVm1XNB+FSMM6Hm/PxnO9q4sO4Wl5OvK4sRs5ir3WwFbAVsBWwFbAVsBXqugA2te66VvaetgK2ArYCtwCmqQEV9MAEQAykuhCIHL7z0eU3zcDIzWdiwtjl8yhS96upRbGveNN21BL3MESYUbWkhhFREXEgkYrqtZfY1v//u9xHhvLW6qHnduoqRuOOrbnzysZqIIXlhYQwXnu9EVw5BQl0rQGWfdCP/z1wX6uvMcRCMZmTEofV9Jrj95YMufLy8I7+aOcvMaZbgmmP2eg08/nsdHqeKvz1rQNcNUTiSsSaE4ATBbHSfcxtbMhw+1vemzFim85nwnuNNBtC8JqtXdTgEGeORmgqsK+lwjScXtaRznEUzD+ZY57kzU92iCN3qNVpioaCn11Vee2ZkV1ebrnxeG2aRs9GB/+4yM/4iuREg7l60LbGZ+cK9z+gjnsSQTvPVf92Mt+ZugSMWhrO1Ca26H7t6n4WcmyqR+vdP4Aiq8PNJjhFZqBxbgJXzrkOTAgybvxGn/WE1PC1hpBhA//wUXP/M9Zgc8Ai4TK2doRh8de1IqQti4tY6fHDraGQoCvJ1HZsUFmEEIrJCJ0E0v8IQkR0OH0GzLrKkL4zookDiDoeCPpY4iWlhswAki07+LKpjzdfGIRjwQnOp5htJlJY0GzOxfVyMMAzUxF3TUhiHpsEbieAbLy7EvFumQ6fAdIADUEVkCqDFO+KShqs1gl6Vrfjva+YL+K07VFSPykVzYRqW/HyqgODZO+rR7+NSXLOyTIBbxqGw4OLIHy9BkWbgb5cVocXrEmPdcMtoGIoCza0it7wVY17dihv+th5rrhqKT88fiMCaCox99CPE/G74m0LIqGqDLzdFxHkQiMs2+LpilC7ZnYDG3C6LP1rvDYLr5bPeRe3aSmiRmADWmcNz4At4UHzTKLSHYgJYM4ecjcUmrY3nofu6u7biwfcFnD/UfvJ4q5u3sfXkiAyRizpHm3V/rD/LDrc/1lkIhjSEovEMp8PtwLL/oYo18t/2vEyZPH8UJ7IPtRWwFbAVsBWwFfg3U8CG1v9mF9yerq2ArYCtwL+jAvzjOhw1nXN0RREaNsYfoT8Z9JB/8NLp2tNHra2FDU+GOfRkDHS5W13NyYCY7lw6nAly6bxmI/wkkCS47gSHinRcdoUmnM4ylsLqipb7PvMU4ydciUJ/1Hrgv6Ijln7UdXFBK7AlSK+pUYSTly5ea2PBwKHDDJGhzVxmQmaC6mBQwcWXaPjOzBh+92snlr2vJmAqed+DcyNISwNeX+RCWSlQVga0t5vFH/n68y+GE47trubTE517ss/BCi0mF6+kDju2KyI7XLazz9HwzIIOFzMBMrO4rdEm48brsOaHdzUuWaSRryVDOXldu4sa4TgJ1OlMl4sEvL7SbX3Pf0cx827TCW9tBJPJrtu0wjR8c9W3Ot2fT01d2Gk+7lALJt4zEZNnFuP+2+9G/jITXLI5wy4098tCc14qAjvroca4uqHAYwBpBsAoiJlfPw0bmZNMYMzYiYgGT1iDytiAeD8+BShVlITBWmzmAZyGCnhUQ/ib2Usv3RAQPBqHyPy9l4jsMDA8ZuZLE1x/eO9b+NXEQmy9fAja8lIQ9Zmudnk1/XHHdRBAaxdO0PzGRozYuQsl7kKoQVNPX30QrYVpaBiVK5zWsi9+n/TeHlwz/UWE64PYceFA1A7NwfrbxqBxYABKfBUnb10lvvXyVvzht5ci2BqBb2sdBr21E65QDHvO6Yfy0bkIBXyIeRxioITfme1R5O1pxJRFW8UYyqI6Rv/6Y1MfGsgNwNscRkphunBgE0rLJmM7mLddtaIceZN6Y8ydk0RsSPK9QWjdur8ZkcaQKMSYNzJHRLjIOBC5P4sr7lxY0un4g8Fo3ndWyH0oZ7a1Y/67le5z4fOMDOF7i4tMbA2tkVNmwbSrzx1uo/OZedbJT8R0t39PtncHr1kjgMVo7WYrYCtgK2ArYCtgK3B4CtjQ+vD0sve2FbAVsBWwFTgFFbDmWvPxc/7hXdPUtQPzRE+vp48WJ4+Lbje2U6kYY3dFuwgnCSYlxCb4tOYaE1rXVHd2LY8/XUNmFg4JRRnp8dijTgGFpVO7/wAdd98T6zJ3WUJrgnM6vwmhmZWcDDbo5p30JU1EhMx/1rwWskl3NOcz7QqPODdbSopZVJB50HRzV1ep2LVTQVub6Q7m+AjDCYPZ7/Fq8p7rboEk2b3Oa0GX+MYNqgDXdFrPfiCKQKAju1pmXluvG93j3cV6JM9N5vg2tbNwas/mbgXljJRpb+fYCK0NeJQILvG+j3xnLfpOzMEtT5+TOCVh4yez30v8LkBT71Rct+T2Tjnei+5chpIldZ2GetqsKbh4Rjb2fbYLr109H2pUhaIpcCoONPdOQ1O/DAS21cHVFoWR4hKZz7w7WJzvqrvPEIBXt6y/0J3sMCBAM/erJ4C2pIJYT+4xDPSOu6kZ48EMa1GnMd4f+3HF+zmD0BzA8JiOWXHQfGmGB9sdihiD1SUtoTV984TWyeX/6MBm9MeX7luC3I3ViSHVjMrFJ3OmimMIjDlufmeu9sV9fo36glQs+PuNQhPdocAR1eFqi8DdHsWEv65D/2V78co/b0XqynKzTwVoHhBAxOMULmsCa52QX1HgUUz4X6TpOP0PqzH+tW1YX9MO395GkTutaDo8LREoigJXitvMn2YBynRPoqgj4zySITVPa4XJkZaIcGgzhoQFIXlvOH1OuDK8yJvYG2c/dFGn++GtW1/q9Ht35+BO0mVtPeCSZ6/v8dvcurjZfBjvkx6f4CA7nur51clT43xy0j2HXYSxp1omPzVFx7yMI+lpH/Z+tgK2ArYCtgK2ArYC/H9LhrXZzVbAVsBWwFbAVuALrEA4qqGuucMVejwcVocr35HCanke8Uewz4mGeJG3wz3/57U/wUuG3wWHg3ndB7r1CCJXrVCFe5Yu66KhBhrqgc/WOQQ8ZgtkGhg0SMea1Q6Rfc1Gh/IZZx0IO6nzLV92Y8mSjhmPHWcWH+wuuoJjIIgmCI3F+NW10/qNd8LCGf7A7M4OOkJrOrCZHW11HxPiSpBLF/UzTznx9wWOBFDnCAm2Z94VE07tY90IUtJTXALmJRdatJ6rOwc89+mqSCIjWThXFnjkdeP1KSoyiyp2FdfS3bysixoyquRgGshxrltjZm3n9DJEgclxBRUoqNmIHNSinTkbAMpzRuIH84eieeFSEc9QvmyfgJEqoagBDLx66AFAkjDz+RkfJKJakuH3M8XzRN909UbbIlBdDtSN7AWlKQx/ZSscfhfjpwU0JbS+4o7xCMahtfyfbwmt2Q+jQSpUVUDorv7nnKC5UNdFDMgWh4rmOOCW+8qMar4lxsWhNfuVhSCZqc22zqGiSTWBtyzkyFzrgEPB8jgIl30SQvPuTjEMXHbN/ETxR6pKiP7xy9NFTncrj6OQBMgxHcP/sQWVY/PQMDhLRKHEvE6oUQ2e1ghGL9iEsS9uhqctgj9+8HXkrqsU42rL8UNxKOI7ndX8E0V3O8SxBPIOTceoxhC+vWgrhsV0rJ+3UsSxaGUtUBpD0DQNhtNASiBNXBO2rNG5iZiQ7lzQVvAsM7PT+6ShfmsdIq0RERGiOFV4Al5xHa3xH7xHdizc3KPIj6OF1vK9YH06obktimi8eOyx/ryQ/fHfmowUl4jxCYaPPkrjeI3zcPplEUavRxVPdxzPJuNdPC67AOPx1Nnu21bAVsBWwFbgi6uADa2/uNfWnpmtgK2ArYCtgEWB8jo+/G62zzNaQ4JDl4N/MEeOuIiVBHwni2P8cG82us741dAS7hK6WMGpdOv++hEnli5WhcN69SoVTY2ms1a23eUd11g6A5lPvHKNhm9+zYWGBgWGbkLvh38V7RJyy75YWJHQnBCW4LqpyXR6+/0G3G7T4S3d0MzMXrXSBKc85t5ZJrBmk67xoiEmxGWzRmY8/pgTv/mVUzhE6bLmfJgFfayd1smFFntyvXgNrGBfxnXIuVn7YEwHAT41ZuPixLDhOhZ/0PmJhmQg3hXUTve7RIHMnr4/ZHFJnpeFI0dhA16avRVtrUBNNCDGw8WN/KwQinOqkVqQCiMYQ8XaCjDYgjENkx+5OAEfub/VMUtnNvOZmWMsvkb0AreVPPUZmrbXi/7DjUFxDd0ZXuHyFfdC33SkFKSK/pfMuQDzPU40xp3MdETT8UwYLAsZXhLREFKAd9zdAy6C4ilRXWRYl6sd0SBijhbH9sGgNff9WDiYTWc0s7N7i8gSMyd7lVMVkSO8kgHdEI5uQuzzfrQY+RurBaweo+nYOToPmx+cig+dKsJ0W9MFrjO+BHC1RwURp2NadznMuBTDQL+P9mP0C5vQb10lPvqvs1Fy0SBkba2FqhkitsTbHkGwMB1t/TLARCCOgfMiWtQ0A+e9uQNXff9NiDqJ3N4aQTTbQEWoBr5mFxwxBW7VCb/i73QN+Et30Hrh1KfMa9gQEv3F2iNI65MOb14qWvY0wuFxItxo5rcbMR2THjgXeRMLu3RtH+x9dTTxIF3163WrSPe7RUZ6TxZ5evKeT97ni5JfnTwvfsYw8uVoizD2RFN+FhZkMTXebrYCtgK2ArYCtgK2AoergA2tD1cxe39bAVsBWwFbgVNSAWuuNWEpoWYzwcoJaodTZLGnQzoZHOM9HSvd0/xiI5DllyzE1xyM9tjBR0BJOHr3TLesJ5cYwv9n703A5Krq9P/31t77kp0ESCBAAgFCWJRFgYDIqCMRgiIiMMpPHWGU/8CMYYgzqEEbf8GJCv5wxBEQFWULiopBIkvYwmJYJIuBxJB966V6q/X+fc+tU327UtV1a6/q/p7n6Sd0113O/Zxzb9Pvee/7pWg9EudpE+qU8Kxzj3/1cHp3Ng+oIzIoxjKv+rIrLOcmCxCmy1hmDAkbXdbsn13YZdQIhe/WNigHdur+WvRmv84/H/j2svR5205Z27ezi/cjuaudHju1SCP30+7rDeuHssc14z+sHEwK39z3jytcePpJtxK3uXhw+OFxLP/d0FsQuh+6QCRFpVyFJYqDP7poFVbuOx6dZis8ZhQtrh78o+cPaGkF/M0+eBp86N3eiwnzJmNr/bt4O7QRh/tnYlr/wUkUFK7ZUovt6UgHu0OXsRLMQaZze9r86Zh9xVwldLPRmUuXM2Pa33TTSW25nD1hE1GPJfKbrG9IsTwaw4se97AIEd0hfs4YkTnROJb0RXBtow96mWar24romBm3Mq0ZS8LGeJBZCSfuvQF38ucUptm8iWiRAROYE4sr1zRzsrWQTrmah4rBwKQ3duGYX7yJ417fhTOObMcDlx2HV4+fjHfchhK+6Yx281ymicC+ATRtD6JrurVoEGoJRvoPAAAgAElEQVTxq4xvVziGQNcgXI1+tO0IYtKTm3HwU5vh7Y+id0oj/vLZE9B3/GS1T78B1Ceug45nM2Zi/l1rcMpNT8LtcalFgVBPGH/z9+GxK/6Mtk0+nLjiIMVh+oSpcO0zVK61LsjI8XylYxV2vbRd/ZzjxLbhZ28qZ3YsZN3jXHRw+9w44pJjVEzInld3qp9Fgix8a8LfFkA8FMfpSz8wYtHFdPcU56Z9Xji97zJtZ89QphM613tlpPNT2PV7XeqNGAq8o6mVc+GaC3DttqKgo4mjXIsQEAJCQAgIgVITENG61ITl+EJACAgBIVAVBLr7Isk/6K1Xdr2gkF3qlk+RRad9GtfsR7A/krdb2+l5Ct2OYvVVV1jRBLqtWWs5F/PNSv3CZ334w++HHKnvOTWGRx6NoanOm7aY5Xe+7cGt3x4e43HdVyL413/LHMMxUoHHkZikCrsUrdm005qZ1pmiSXS2MwudhW0RD7mOgV28d+pYznSOVHc0hXx9LdyHUSeMQWHmtW5atL5hcURFnehFgKefdCWLanIbfm3ZNeSQt/eBn3E8vR7jgCKN2Xg8dNs+fP3rfrVIUWcOwjRcONn/Gk5tfmtYPnnojAgePOR+JVq6Ax68Z++peO/eU9Xh6cxly1Rsz+6czVZUT0dz6H5v/KqB7dcbiLQmMqTjgNcFTOqOY7/HwEDi58mYjkREx2QYOCIex4+7Q1jrMtBR71Wua2ZcszE65AuJDGt9ruUsZphovQZw2WAMtzLuIRHyznPwbpz+930pWrP1qFxtq2+MKwnErcxtfvGOWdwfwW11HuxyWYUlozrSxDSVaDzptZ3w9UUQavJh/8x2mBTrPS71mWcggnjAgw//6x9wxCPr4emzFi18bXV47t9Ow2ufOxET39il8rNDMLBvzkTsnNEK/85enLXsRcy58xUlYHsbvIj0RbD5ODd2jH8HE3Y2wDfohj/swbHnHY0zLj9HHVeLxK9990UlQnNhgU0XamR8y/43dyPSbwnjjANRz6aABx/93adU0c5Q9yDi4aFoDJfXheYZbTj0QzNxyuIzs03Hkn9ujwwJ9kcLfnZQZLUc3MWPKSo5DAcnKOeCL6NVJM/awaDIJkJACAgBISAE0hAQ0VqmhRAQAkJACIwJAqm51geNq4M9MqQUEArNrc7Wp3K+4pytLyN9ThfyHbcPL1ZIx7HObc6Wc53p2Fq4Pv10EzfdZOCkU6IZs5o/udCnHL72lk20LuSa7U5tRozY20knx3HnPQe6i/U2WsinaJTP2wDZCi3mel2phRkpWl92hSXgUbCmAM9tfvULD1g0k83lsopL6siWKz9lLVqs/KMb8UT0eEJnxff/Xzite133k9fTXGdl6jp1kuo519sLjA9tV+L42YdvxvGRV1QEBIVKipbfm/0dJVQaLgPehBvyy+v+VZ2azlwKnqmi9UjF9jKx7ajzYF1CLOU2OxcYGDwfePtyS/Q1vYDhA3xdJprfAfZPNYCpQACmEm7pnm5LOKg/D+DzBoV8a2HjjFa/JUAn2kmROO7steZXqljOnz0UM7Eo4MY9Jo9vNcaCqH4lROteZlZTvE7EmfBTxnSw8UyzYnFsdBkYTGyf9OEyezoaU7nWB7+0HRGfG03berD57BkINfGIgDscQyzgxhdP/hHa37Tc6FxJaJ7SBN8x4+H+1cfR/Yn71TUzu5sz7dWbzkLd81vx4W88jVDngHI8M5udbf9UDyLoRG+Ldc11fV587nufx5TTLNc8s6S3rtyM4KYu5aamy57CNcc/Egwj2hdGdDCKcDBkhXwnUHJOnP7tD+DVpc+poozDmgH4Gv2YfNo05FJMMdP8KNbP9RsK+UaG6GdPPm84FOsaSn2cUhdhTO3/+Ba/eqtImhAQAkJACAgBIZA7ARGtc2cmewgBISAEhEANEojTRdhpuXvZSulSLrVYra+BxaTqAu6qL8ZIAfG273pURAYb84XTFRvMNT+V4sMPb/egzu/B3BOjOOb4zHEvjOB47PfuYS7bJ54eiq4oxZTWUSZLOzzJYn48D3OvmVudyW3NbVJdxjf8mweP/toS3e2Cv73f2l3t9RT3lX4tONvPZc/ltv/8+//twbJbPTj5PXFce100mRuuj2F3WlPY9npN/HaFVdCSLV30Cn+unaR0TtOF7qSM+NzZAUuQHhxAQ6QTl5+wBtPbupQYzfb4FcvxozN/aM1JFqhkLMTfc9YpWtuFaXsBPbujOjXq4fXbVqtjUfxmPEhqW+5zY53bUkSf/J4bO1cZ6L0cCJ1hIB4AGMPsHQDiA0Db50xMXj4UyUAh+lE/4z1MJVAfGTfxPreBCwZj+KjNSa3PuSbxrKNovdVloFNFfgDjDMupHY2ZSYf2SYwQicaxaCCKe/1u0Jm90e3CfsMAR4VrDHRbs+f8YlFEitbquAnROvVafcEQzvnOCzh++Trsavbjl/dfjMG2OpVtTf/25D39mPK7v6Lz4BYVO3LcL97ApDf3YPY/zcWkU6YmFwooou/Y269iTZrW71MFETlObOFe600Z5fT2G+hrjmKwCZiyyYO9H5uFRT/8R/U5M6sZ3cL9dAQIhWvGhgzu61eZ1YbbpXLJ45F4UrTmvvWTG1VWed+O4AHVMRsOasK4YydWlWitnx2NAQ/q/Z6cFnqy1RkoxTOyEses97vh85a+CKO+Nrq6XRnuk0pcv5xTCAgBISAEhEAtERDRupZGS/oqBISAEBACBRHY0zWYLPpXCpdysYosOr1Ij9tAW6MP1V6MkXEZ/9+/DMWDtLSaWPPW0AKC/Xp1znV3fxiD4YQlNw0QLgxc8SkvXnxBmTSVIE4h+L2npd+HESUUTkOJRJjT3xcfVhDRKfNct+N5L73Yunav1/piUcYlHZERRWt9HgpJP/+pB//1n8PPnFqskdtRjKEbeSA0FGOQa3/TbZ/qtKa7etHi3GIDdMQIXdosommahhLmP3FpNJmJzXNnO7YW1rJFnnAB5Kf/+haeejKGjZ0TcP70t3DyaSZmXni0usSND72FTY9swBvHvoFXZ7ySvOz3n3suFp36tQMwUKBmAUbdWIjR7sDe/9ZeFTHC7OPdfxcyn//fC9B0cPOwTOkF4RgWNvuUIBwNAsH1Btq+bmLfjw2g1ZrH/i4TsT0GWm8wMfehoblM8ZZu6DU2xyaLLZ7gNrDB5cKzpqkiPthaTVPlWDMKhBnaLKRItZmCc3PcVJ9TBNbHZJwI+2Zv1zZ48YjfejvCLlrTbe02TZWdzRmwNpODlNus3ISJ73Th9QtnY7DRCzNRrLHO61b52V1P/i0pIrNvn774foyfNwUzL5qtilzurfdiYGcv3D0hDEyohzccQ3tXCP7WgHLLq8iOSGyYmBxq9mPvrPF49ub5mPr+Q7Hwp6+j64Yn1HUoh3bCnU0X9YRjJ6Jna1CNW2B8vRq73m3dyeMxJoRiNreNhaNqAUQ3/qxt1nicfcdHci7IWIx70skx+PuI0RT8l/FYI8UN5bpg6OT81bpNKX73Z7pWr9vAhFb9PkO1EpF+CQEhIASEgBCoXgIiWlfv2EjPhIAQEAJCoMgEUnOtG+o8RXEpl6LIotNLp4vL7iB3ul85t9MZz5s3WS7T6TNMLLgwply1l33Ch2efsRzEZ54dU0LySDnXFOrbm/xYutTEd261jscIiFjMwKHT4zj/Q7GMgqq9GKSOJik2B3ue9bnnxbC0w6v6FwpZIu0p74mpIpS5iL50qv/wB8zjNpMOY+22LnahxUw8tHBNUZljN5JLPNMxtPPc7qZOV9hRz42RhKC2Jn8iczcyzHVt5/GrBfcpF669McpBF1BkgT22/Yd3ovPwLvXf//XdpepfitJsLKKYrqUWYdy9epuKrAg1+vDy507Etg8dgYNOO1i5mSkQU3BmIcbNibxkHrMraMATNBGdZM3jeC/AO8G/wcT4h0zM/MaBxe9SRWvud+NgFBc2+ZWIzD4MGgYOiceVI5tuaeZN0x3Ns3gSFvVG20WdFY5hWd+BbynQpf2Cx4WIAURgwA0TDaaVfz03Flfne8k7PHLnAFaJyqfapV3X24uT1m/A3oMOgrl1ELG9UbRu7sKhT27GnIfWKoGYLmi6orccPwmtf9mtDtl1zET17yGv7cLMjx+thOI1y15E/64g4rbFrU3zZ2DthbPRN2scGqY0IRQM44pPPojBvf1Jgbz5EKuAY8sR7ejasF8dV+db6wgRfR2+Fj/C3SHVp3DPoIoVqZvQAH97HY67+uScCzEW+3nj5HhcCKR4zWKK/B1oL6qohW0674MDw+8lJ8euxW3GNftQaO630+vmIhvZSxMCQkAICAEhIATyIyCidX7cZC8hIASEgBCoQQLM+dwftHJPKSBOai1c8KVDLeBzV6xoFWNOupnJanMBVtvQpBMmF90YwQvPu/C1rw4v0PiLB0LKLc3xoYucjXEQLsMAWfu8bvT0RbDsvw2Vk02HdV+fJfpRtLYL4uXmkFqw8I3XXdiz2xKrEzXv8A8fjuGOH2fOs07X53vvdivxW8cWUwf8txui+MLnoaJRKDYV213thB0XAS65yKcWDNxuE/c9GFaCfC4FLPMRrfX9yyKNvPc6gyH1BoV2i2oedmFZXw+LK9LF2/3X/cpZS3G0aUYrGqY0JiNB7HEg3C9dZnGqaL3z+XdVjETPQU2I+N3YcMkcbLvprKSbmaL1JpehRGudbutnLjMd+IlCiIGo9cbAwhdiWPc+QzmyZ8biWNIXgYoW8biSTmvGhPCYFKb5L8XxpkSMyhpbvrWOaPYm9G+6pGOGgRZbvgod23clnoup435HwIOXPS6s9LlUEUa25jhwfjimYkT6DSBsJIpJZpk0voEwjnj5NZz4h6ex/fgjsG3WDAwOtuPkW19Ay6ZOHPznHcrlTOHa1xLAU/98Eo74xRsYHN8AIxGrMmP9Ply29mp1pme/8jg2/uqtpBjN8fz5I5eoiBdvk1+J9IFmH/75uhXY8+YehLsH4fa60HRwC4LbgkqoZrY586oZ6TJt/nS0z56A1V97SmVdMwrGz0XB57YqJzaLL4Y6B5XYPemUg6qiAKOT+1Rvo4u89oes7P98i+Dmcs5q3LacRRj5O4xvBUkTAkJACAgBISAE8iMgonV+3GQvISAEhIAQqEEC0Vgcu7sS+RAAJrT4lSCaj+BbrtzqbJj5qnMkFq+IaJmtb/rzVDFXR0Aw+/i7tw53oX35uojKQtaNQiTFFoqS4UhMiS26Mad61TMu5WJmO35uDK1tSLq4nfavWNtRgNX51d3dBmIxqKKD1BCZ38yv6/49gmuuzS1ag/279movnlzpVse6+GJg2XeBgVBUxYE4yXcu1jXaj0PB+sXnhwQZCtdXfT6azKfmtlycGMmVnTo3uE+6vGyy1UUf7X3QLlIKxnp+aCdpqvhMwZrthcV/UvESzDemM9nb4MP0Dx+Bs27/sHJYpxZe5H6pjmvGhTy76I9K/Ga8hM5XjrtdCDf6MDixAc/8ciHaf/kXTHhztxJQ31hyNt46bnJStGZfTozGlBM7tVGE1sUVtROawjUjP54bjGJHXwSD73ar/Gc2OrApcL/hScSBJA7IQ/vUBLHukanx+LDzUfzm+TOJ1tyHwvXSOo8Su9kofN/UH8HSeuveHeCXYajca3sz4iYm/mU3+tvrEGnwob63Bwdt+hsuuP2narOHv/JZ9E2ZjPM++Rgmr90DX+egiuMwY3GVM/3KhbPgjsTRvLUHnriJCaEozrxkTjIvnGOw6voV6Fy7Vx3P1xrAb697L/bMnaKEa7ZTZ7TijM88guD2IHq2dKv7kW5pjv/4EyarXGt7Tjn34XFfuvnp5KWEg2G1PVutuKsPnFHWT3RWPhd7OFzZYpgyHadWf06hvr2pfJFaE1sD4NtB0oSAEBACQkAICIH8CIhonR832UsICAEhIARqlMCuzsHk69GtDV6EorkJvix+2NzgPUAgqxQOiudetws9/ZmLEFaqb6nnTRUe7/qxO6PTWolQHhdaG31KlPe5XWqBITWXldEZ9/3cjdZWUwnWbNmE0mLw0FEXdiFVO6J5fC1a2wXlceNNfOQfrXiQTAUHR+qbPYaG2/HNgUqO+4yD6g7oLiNeUlumoo16O82S36cK05kWPPS+2l3NBSkKcl29w+MPdMwHHbSMlOD3dNIO7O5DPGZlRjO72N9WhxMXna6ct05Ea+5Hp++ul7arY1C8jg5a92Dc40LwiHEIjq9Hf7Pl+GWjdPynj8zHrqZJcM0BDj4mji88EcVXP+2Du8lE4CDgpP+OY+fxhnJo60Zh+awwxWYT739tJ1Y8sQlPnzJVZU37x9ej6diJanuKz++6DfSwgKIJxLlYYgJnRGJ4X8Ta/7JQTBWD7EgIzup+6Y+oDOxMjTEhT6XEgFzABRPDwMtel4oL6Tes+BAWMox6XXDHTJy9eCWmPf8uds6booTrLf8wBWcu/w1O+sMzSrgPHdSEdZ/5OBq6DsZR//OqYsgW7gkhZppK/N9x7ETE67zY9aljcUN/JG0cx5NX/xahrkFQXKZret3n5qnjsBimv8mn3PjrfvUXHPad59GzLaiiPuiypmBtL7iZ7vrTLWKkc95zX277+u0vqTl0ese5VZt1re+ZGBV8Rq+k3DMjPYNq/bNyFmHk83pSm+RZ1/qckf4LASEgBIRAZQmIaF1Z/nJ2ISAEhIAQKDMBFnDrTxSqowBdF2C8QPa4BrtgyHiKQRYAq4JGF1dLgw/7eoYc5FXQLcdduObzXvz2N5YrUruQ7az3B0PKCT/Sq+wUNpc/ZDl+c8lbtmdcnzXfeU4z97vqiqFYk498NIYlt0RULIbdaU3ncSDA+BLGPlgxIXV1JurqgJNOjuPOe7LPOw2SixONAY+au32D0aRj0usxyi468fq5WLDyCZeKBqGDnI3Xe8b7DyyEmU20Hmmy0E3/p5UuRCIGvF4TTU3AfQ+GcMwcgNE4dne1jj9I5x7dsnoPtqzei/1r92Bg9XolWkf6wyrSQ+Uo13lxwnWn4rhrTklmXut+ZRI27REhLMTYu7Xb4uDzwNfsx65pTdg7tVmJ1fyKrwPeapqDt6Yeq7ab+O9x7B6w4LnXmmi8GZh7eRw7O4ZEa7qYmUk9IW4VV9zbNYiujfvhp1Ocx3Qb6D9yHKJTmzGJUSOGgbcoHsNQYnk7gEfCURzcd2BeMZ3bqQUY041FR50H9wY8Spym25qxJlcORrFoIKpc2HcGPOhxAZ4g3esxRAIe+KMxXPzR+zDurT0wvS54BqPw0DV9/CYEInuUaL3tw+9F8N+vU8eh4Lvi/72sii4aoSj62+rQ73Whb2ozGrb14M/XnYYPhmO46qNHZX226KKZt9R78U7ArRYp+Qw5+WP3YVYiQiUSjYM1GTMJ0Pok6SJm0s2HtXevwSsdzyb7RuH6A3cvqCrhWrus+TtDZ1vbI0Mq+dZG1kEt0gblLMJY7/egtVHyrIs0dHIYISAEhIAQGKMERLQeowMvly0EhIAQGKsEmP1Lx64SilyGEr52d1GOSd8qWWTR6RjVQjHGF55z4dKLh/KPf/WwlX+c2nRGuBZn7Z9TdOGr3bGYiYULDVA8Zbvz7gOPZc9KTue81i5vLSzTqb3qJWfC/xkn+9HLnIZEa2y09rW7gjduMNQ2Hi9UrrXLZSrhldcwbpzlatXFFEcaZ/06O0U2RqPYi6hxPy06pXOhO50/uW43d3ZAFZekEB+JAB4P0NZu4o47w3hypSttPAjHn0I/t9Uivz5vqptajxfH8LovexEOD7H2+0188eo4OjpcabO8yYtCUSQ6VFiOgvVNn3gXG0LTcaR/M06MvIimuqjKOKayS6c1M5QpMjJug6InxW027dBOx8juwu19twddG/YpAZyNMRebTz8Y0YBHia7x/UCwpwHPTj8T26Yy0iMO//vjGDjJC9NtwIgBdb80Mf15Eye9EFd50d3MimYeugmVQT0tbiLSH0HP5i607OxVovVgow+9B7egfRrFcRP1Ccc0xe7ZMRPXDkRwss+tss+5YJf6poKTsacz+6omn3JW62CbywajSvCmkE7h+nuxOMyYabnXTeADt6zCCT98BRy6sN8DV9yEh30/ZwYOD76Jwz5xJrZ8+uykaL6w2acyvNnq1u/Fgn97XDnGW9ftgS8Yxu6Tp6LZNHHRR49yVPyQz5FL6zzqevm2A53oRy1eqZzqzSxI6XFhoDsEd8JxnhoRormM5LS2R8TQHe6p88Blc6S/d8nZjvrqZAwK3WakRT97ZEi+c6TQ/pVrfxZhpGCfTyRYrn1kAUY+n6UJASEgBISAEBAC+RMQ0Tp/drKnEBACQkAI1CABin97uofESWZO0qWcKgby0ih80C2lC1dV6+UWks1drms6blYAnfuHxEeKnK+vG1osSBe7QjEzXR7ylZcG8Pxzlljq9VrF65Z0WNEMjN2wC9Y7dxjg101LIslIjv/9kRv/vdSL7i5LRKZTuKXFdCQi8xwUbVPbmrXWtdgF2HPPi+G2ZR4MDhro7wf6WbWOsSc+E83N2UXr1MKCmcbK6zbQ1uQvS1wIHdbMItc54hQEGXvy1ZsiyWiP1EKMi7/ixc9+aok3XCRobASuXxTBZVdYbytc+anhxTgZEULH/MIL/OjqMpKZ3Ryr+nrgzDPj+N97w2nvWc1Is6MId+0V/Xju9/1JfOPcXfj8h95B9+q3Ee4ahOFx4fALZ+H0Wz7g6HZ4fXUEb6yOYmpTJ6Y1dqk4ETqtmXvMwo4sCMjc5HH//UH87bYXEX23B64+E5uNw7C67j0IT/Wit6kBfVfUI36KC6YqJGqg7j4THx+wXPvvbfVjG/OdEz2qN03Um8Dsvf3YuLNXidZs/Y0+TDqkBe2TG/FKQjBnYUXddFY15wijdkIRLn4c6LqmME3xmcUeZ0Xj+MJgNBkZcq/fjbsCHmx2GeApDosxB9sqArmsN4yND67FjefMQLjFui/oAr/ssocQafaj6bl3YcbjMGImIvVevHnLufjxR4a7pen4XlrvSWZ4u4MhzPmfVzDt6S2Y+NI2dB41Hq4mH8aZJmbGzBHd0XqR0eUycEHC4a7zwVve3I25P39DCdeMUqHjmNtTwOTzP112Oa/Hno1ud1n/5qO/GBZpEo/G4GsOqLFn+9CDH68Kp7V+PvANDX6N9Bxh9BXbaI0MYfHlXSMsUjt6ADjciL+XvYm54HAX2UwICAEhIASEgBBIISCitUwJISAEhIAQGHME7LnWbU0+DAzGhsV9VEuRRacDw2zuwXC8aiJL0vX74IkH5h+/u3tAiUYUGH1ed3LxIJPzlj+/ZKEfe/cMid8NDaZy4h46PY7pM0xLOJ1tqrgQ7XZmfyZPMcEIkIYGoOPmoVe2KYRq97MT5zOPpYsi6uscKepDb9vZaRVmZKPYHgiYWHzTkHBrZ6azvFMLC440H3gNLfVeuN2ljQuhu/3iBf5kV7hgwMiTww43FeNUVzsF7Dtu92D9ukSGCEVNv6nGigsNPN4Dv7IyyRubhq6QovVXrvOir29ItOanzc0mrvhMFIsWZy9mqTmefmwQe94ODsPX8R+7cMY1VmHGXBoF60VXDB3r/3x0K868YgqevOZ3oNtaC5aMh2BGNgXtPa/uVKfY2tuEdZHD8bI5D1GPD4M/DuCsJ57EhLd3M3cDr104HyuuoA8YmNsWUE5rNk4bOq7HxU1cMhjFP+zuw/ee2oxtM9rQ1hdG4JzDlLjNYoyT46b6YqP4zOgNe9NvMtBtanddX9XoU/nUuunijxSsWXCRfaEUzpxsf9wE5WlXNI66tztx1a3PqSzp33z5PcqxPu836zFtxdvYfvZ0TPjRq3CHYyrn2x2NIxAH3rfsg8McyBStb0qIpfr8vIaOn6zBrx9ZB842iuQUrNkyRXqkuol1dje5UOJnn7l0wmMtuus1eO//i4pQ0cLiIRfMUsK10/bQ/LvVdbNxoSLcMwhvvU8VgZw2f7oq7FnpphdvMi3Mpuuf/v1X6UKvxWbHRYq2xvIUYeStO6X9wN95xb4mOZ4QEAJCQAgIgdFOQETr0T7Ccn1CQAgIASFwAIH9wbBypbLZCxnaC/8xtzqd+7oacfIVZAo2lSzKl43LjIMCKk5Ct9Y2E5u3RFVsAZ2fjG3RrWOJZ1jEBH/OXGT+/Ic/8CpndaKGmBKc6ba2FwCk4EnRes2rQyLczCPiShT94wp30rmrz0enNfe/95fOMqYpnlOIXbfWpRzBX7gms4DKbRmLsW2bS/WZTmOfD5h2sIk/Pj08jiSdgJ+Na+rn5YgLuewTPjz7jFtdD2NPWlqAufMsdy952ItMUrRmgcpXXrYyx+nM5j5s8bgBj8dUudhcfOCCw969/BlwzZejB4jWHOsFF0bVZ+kc+OlYcZ+PL/Bj24s7kh/Xtfrw+FuNuaJV2188P4y+hFDJ72ODUXx+xu/VZ1rAbDmiHVvmNqH3w4ejdfkWNCzfqD5nHMnL5lwlWk9s74Rnaj9mGRtgthswAixkCDT9cqESmilaM+KjL+GeptP6190h5X7WzymKii+FY8miivbijTwfXdDpCizqCBWOBWNl+C/Pl9rWdA4q9/WyOo8qtEjBmo1xJXXM9O8No3FnL456YhMuvvNVRGy1AeIHNWJLawDejfuTUQzecEw5xE/91jmqSKK9XdvgxZM+N474xZvYN2cizjuiXXFgBMdLNz+d3DRTvjjnPb9S4y0oXF/b6MNW5pYnjkLR+iOhGE648JfJ49KZPfdTx+Kwj82G02xnFuLc9OsNyWNQrD7kvMNUxMzMi47Oa34VcyfmN/u9LvD3Xa6/y3jfMEOfTLv7hz+fi9nHch6LRRg9ZSpa7PO6ML55aHGvnNcp5xICQkAICAEhMJoIiGg9mkZTrkUICAEhIAQcEeAr0nQastF91d5kFXSj2zdVQHV0wApvRBGrqd5b1cUYrQxpCs4sqOpdAPwAACAASURBVAfceivwT5+Nps1pTo2LIF6K1vz5yj+6k45ljZ2FDdvaTBxzrCWcaoH7vp9ZMpUWrPnf6URrfv7/XR89QGyl8K2jKpyKpJmmQroIDLtb2O5uZHZ1IU3HAVDULPRYmfqx6HqvcknT9W7nmypac39eO8X7XbtcasGBQjUFazrP3W4uOphKOLXmhhUfwpxw5oG/vXG4Q3vpsqGYF6eMeO6v3uBDbH+vOs+3/sfnWPROPUeqaE0h+ouzHkfDlEYlZlO4Nf99Lr55vk+5rhvfacDU1zrxj994QYnWb7qPw1veI2B44zil73mEG/0wD/bAPRWgMP3Xhz6BBaEYXva4cHedRzmoKRIzz/mG/gj+2WWohR7tnKUouy6RBc2+3lFnzXkKsydFDnRa26/HXrjypHpvMp5D77+qK5QUrbV4ruNKAoxYME20bu5G3/h6TF6/F3VNfkzd1ImFd61Rp2EsR2hbENG+COI+NyZu3I+6SY344M8uPCA2g+L0A996Bvt39qLZBI655VyceeJB6jg6YzxdvriTNwxYSPK+gAenf/kxjF+zE81dg+h73yG45pPHJgVxOqzHHTMB4Xe61ELYtH88KulEt2ecp4rRj1/+MHa9tB31UxqVu/qUxWc6nZYl207n4DMKptCFTL3Awc4G+6N5ZaKX7EJzOLB24ZeriDLvLWZaSxMCQkAICAEhIAQKIyCidWH8ZG8hIASEgBCoQQKhSAz7esLJaIp6usn6IiPmfVbzZVJkYVbnzs7MBSWrof9/Xe/Cu+94MedYA1MOSZ8jzn7aM6n5PYVjCrz8+TVf8B3glKbwyS9GVJx3fhRfudESfdPFjPzuUTe+83+9yWMwW5vxHvZYi9Tz81gUwgtpmSJPKKYwR5aG2mLmyDoR8wq5Hr1vqis+HSdeO13pFLlZqJEFKvftG4r9sMbPcqAHEoZfwzAwcaKJvfughHHGqXBh4oU/D3enZ+Ka7trsAly+rL/+lThe+HVX8vBzA2tx5tFW/IduX7nzyOR/uwdccA+6cedDPdj7xi4lbC9744MIhYDp5iZM878LzAaa2k3lMF/70CfUvhSuFzd4VeFD7YGeZhh4epALEVYmNYVtFkjULWCaBzirdaZ1prHWTF5yu3BhYiMK3st6IzgpkY19WZMPT3vdKqLEY5rgMkL7m7vhH4hi9/RWlVXNCJCmgShmRuM4/1vPYNpmi9FAwn0d7w2DkSmTTjkorbDL3OhNj2xQueC6ZcuEHqm4YOr13vTcFtR/5Y/w9UfgG4jCbwJn2gol2gsu8l484dPHK9f1xqc2Y9VX/qgON1L/i3EvFeMYuTDJ5Xza3c83lNJloudyrHJvqxfxyrkgzYLBgb/H3kgTAkJACAgBISAECiMgonVh/GRvISAEhIAQqFECvQNR9Ucl3aj8NzXjtdYui0Wf8nkNvFzX6bSooO6PFo7tzl0WAbzlmx6VYa0bxVlmJNO93dYObNxoHjCWPJY9suI73044WGEJ3SoH+2gTjL1483UXBgehMpbt7up0DuJC2eXKJJ/z0fHH1+JLOb8pXD+50p0209reZy0wM7YlVbTWxTCtGGcK2sy9jqO1bfhV20VxjqtdCKc7e+aRZtYFhkIjVH51dywZhTFjSh+eWfyM6iTPf/IF4/C569oPGKo1dceqn1Ec/cPz7XhwRTvC/iacGV0JHLpHzeGd3z4b/XMmKsF6ViyOS5r9CJpASCUvAzMRx7X9UUy/703sevAtvPnJOfjpp49Pnou50ydGY6rIoG7ZRGu9HZlsrvPglUgM0weGijDyczqV7w14VLzGzFhcHb/7xW2I7whiw5mHIuJzw3S70NToU3naZ97xMuY9asVmtM0ej5kXHo39a/dY15AhNsNe1FD36b02UTkVqJ7XFCKZ55+tMX+60xbrwuAG+/H/8KkHDzjE2Uvm4w+f+w26twVByztzq3k9p3ecWxUFFjMxKdW9riNDWJyYESojFXXMNh7l+jzgc6GpzqtiYyKJTPRynHtyWwCMnJEmBISAEBACQkAIFEZAROvC+MneQkAICAEhUKME6BjjH/fM+qQAwr8vSxWlUA5E6QpKluO82c5RzKKWFK2/v8yDYNBQecpWPjIwbpyl0rHQ4u13RNHW5FeCilNRhWIqHdw6ioKuX+YsHzUrroRYtkKd1nZO2g2ZS6HFbJxH+ryUcSG5utIpcFNoZsY1x3DceFMVV2xrAzZvoofXigqhAHzn3eFhRTO1497urn7qT4wcsVzbFNV8PhO/XRHKGv9hj1AoxDnK6JOdOwyM3/EmXFMm4MKrx2HnR7fjjuju5JA0rm/EzP97VPJ7Xged57r1TgfmnPYmeg3g6KPG4zOHW6L3mQ1+bLRFf/D65t/5Mo55dIOK/9hnGNh+7CS8cPN8tT1d2RS7tWi9qD+SNtM601xJl3XNIonL/W7VN2Zm89jMyr7X78Eza/dgy5yJqkBjk8elRG2K1vx84hvW9bcfPcHR1F179xq80vGsilChOEyd/tRvnoNjPjtv2P5kQBEy16xmOrk3/OzNYceyO7nTidaMDHntuy+ie+N+xKIxJVwbLgMzFx5dFUUW7ReTT8FFRwOTZqNaiQwpJ5PU5/ukNBnx+fKW/YSAEBACQkAIjGUCIlqP5dGXaxcCQkAIjCICK1e9ip7efsw/Yx6aG+uzXhkF6mC/lWtdC5nQ2S6o2oT3YhQVTHfNV13uwwvPW9nIFCoZqUCXtRY56Y62C5L3/DSuijKyZXJLU3h84TkXQiHLGUfRmsdmVAWPfcmnoiqepNDGfnGc6OwvV7aq7nOp4kJYZJHC9dZ3DVVEke38D8Vw2w+teytdo+h87TW+5IIAc+U/+UkDEyZH8dyz1h724pY8vnbD8zMdSUKx+C9vWgUu7df53lNjWNIRySpccx8Wq+N4dAZDOTsx2a+lHR4Vd6IbF06W3R7BHZFdyZ913TL1gMKiulgoN5qPJzAJQyI3xdI5n5yD6bv86B2fOAzjcX3Aucuexeyn/qZ+yBnJAom/feQS9T0zrO/sDYNC84JEodl85qw96/oSvy5fOHQkurevbLKKG/KLyzqssVpnAvyMgnpHvZXnOys6cq62vX+///j92P60dW0Uhz0NPnzkkUuSwnch0RfMpaYwvnXlZnX8s27/kCqYqFtqwUeOAdtzi55QQjqd/7pfgfb6YS7tfBgXax/e122NVkSMLqpZrGNnO46ODOHiG4s1JhBl260sn1dKsObF0Yne2ih51mUZaDmJEBACQkAIjHoCIlqP+iGWCxQCQkAIjG4C23buxZXXdiAY7Ete6F3fvQGzZh4y4oXrXGu9EV/nrfZM6JEuiAJCQ50HnYkM2UqOeqljL+i4ZjvplLj6So3/0Ne+dZMXX/+aG5FIXAlrbPbsar2ddsuuXzfkfuVnJ54UQ2OTtVWh8SDFLLRYyNgWMy6ECwirnmGcilVUkQsIbA0NJhYtjuCyK2IZu0rh+q/r3dj0tgdHHBnDRxZE1VsPTpouaknReu1bLnVuLZipCINGE4tvGvn89vNo8S0Xdz73f/221Xh0yTrsc0/En+tPw37PRCXEP7YyBBZIvCPgwVa3gY0fcyVjNfR57c79VJcvRfzjH70U770fGDzPEsTNOlaNBU7/0cuY/egG6teYFjfRZQC/f+STShz+wuDwWA8nLDNto920/+V24c/RofuH22vRms5rnn+ny6UCTI6KxXFWOIZ1nuH3kVPhmhEewU1WFrbhcalClsddfTKOu+YU8P5pDFixFAOhzPOqkGu2F3zc+NBb2LV6O/a8vB2xiHU+5qyzT/7WAE775nzMWGAJ25VqhYj4xewzn/cUavtLWPg1l/5yIYr3ULlFfN1HLiJwvkoTAkJACAgBISAECicgonXhDOUIQkAICAEhUEECHbf9HOs2bsFdyxapXtz4rR9h9Wvr1fdTJ2ubYvoObt83kPxgHPNj+yMIJ4qPVfCS8j51a4Pl7qqU662YUSB5Q7DtSDH7N8s9SsDguFLYTCc+a+cuhVS6hSm+TjvYVF/2lk9ESKkc54XwKUZcCBcO7rjdUql7eqByxhnVwniOxkbgC1dHh7mlU/urxfN8REgdD9IbBN543YW+viGnM4s6NjVlF81T+5OrE52C9eu3v4SuLijRPGz48Mgh1+AjF8Sw4L9iuLbRh82/TPTrf4BAEzA38WzRMSe6D1q05tYPf+YEbDqkEX+d/DeEN69DPDIDeN+5gM86VqA3hHP+4wm0/a0bf/30cQiccxiOq/Ng0UDhbwKkm1PvBDy4pd6DaMxUiwo6cmRuawDdLkNFg7Bnk+PxZBQJxWzGhAy7dxwspmmm9v0Y4TH9pIOUG35fT+biren6zvxwtkw52nofXYSRedWnLD5T5Y6//dBa9XHXhv3o2xFEPBKDy+2C4XapgoyXPX4Zmo8cX7GihDqr2WmmdyHPCyf76vvH53Wr/OhK/B7Vb9hYxSJLcz84YTGxNaB+50gTAkJACAgBISAECicgonXhDOUIQkAICAEhUEECdFmfMncWvnjlAtULRoRcdNV/qp/dvOiqEXtGESQUsbIF6M6iKOM0B7mClzziqel6o8BTzqKMFAuaG7zwuIyynjfbGGhxk3nlHg8duSb+7YZw2tgICtzr1hqYNdtURRu1m1efI1VozHZufq6F2f5QrOrmVa4iber12kVrRrV0dxvweplPbW2ZSbTWDl6OBYWlB+93JeNb7C54jgebPRaE39sFa7rgzz0vhj+ucONPT7hVprXHY2LyZBPXL4oOK77pZLz0mGlHb7pnAd24zGm+d/bt6pB9vZZozfbOrA/gqtuOQsd7vEqw/tuvhhzH/q0mpk8xcdZRMbVwYi/yybzl4IZ9ePHsGXj2fYdia+u76PL0WILwq48hdurnYEycBcMHGMxVBsAjt5hm0sHt1M3slIN9O47Z7xu9+OTfo19eGIjiVr8Hj7H4YmKjOIuhxk3l/O5JuK8PjpmYYJoqA5uFJZ3GlTx59W+TER7n//RjOPrcw0ARsicR5eS0/2TauXZvcvOTb3x/2nxtu0CtN2Y0iBat+TMK14N7++Ft8mHC3MnK+c1oEe0wLndRwkpGX2Tjz7cWWhq8iJsmunqtmhHlaNXiOuczaEo7X4uQJgSEgBAQAkJACBSDgIjWxaAoxxACQkAICIGyEPjBXcuxes06lVn9lWsuVU7qGzvuBCNCtNOaHVn+2Cr18xX3LR3Rbc1CjFqYCnjdqAsw2zZclmsp5UkolvIrV2dirn1SUQx/d2LW+T3KcViq1/Zz7Zd9e+2iptA37wQXbvxPZwKYvdgfj5cuViRTv8pdaLEQPvnGhZDPJRf51am1aE2XdTxu4JxzY7jzngPvo1R3dSpjzZkZ5PZChZq93r6rE3jzDasAI/PHjz0ujr17DMw8ckggy8cVrzmmK0iYKoL2vtujCvSxUZczPT687w9fUmL03LcD2HutoZRlox7w+C2B+b57QwcURuS5KPLtfH0XftITwlPHT8Zz/X9GrP0ISxQ2ANNww6hrh4vnoTCfuEwek47mwGAPuiJBXLLhTzjrqI/nVHzRydzpqPOoyA/2dZvbwD4T2GMYSjxniyT+wy5P8kcNcRMXh2JYkqPgzGMWEgeSSYhO57jOVIDRLlqzP5lEb3tRwnKItFxc9XqMsgrCTuZI6jY6F52RIRT1S5l3rZ+3ucb75HNd2fbhgnF7k5UxLk0ICAEhIASEgBAonICI1oUzlCMIASEgBIRAiQno3Gqe5mPnn4GHH1uF2TMPwfeWfEmJ2P90bQd+smyRclfr9oFLrsc5Z8zDomsuzdg7OvjoSGajADuhJYDdXYMlvpryHJ6iT3OdF/vzKDDnpIc6CoQMKRaUy1HnpG+ZtuEYN9WVVvQpdZ53Idefad9840JYhLFjiVe5rClYNzUBM4+Iqxxwe6HBj10Uw2eudCunO93Veq7QTa2LZLJvGzcYal9mVTOXOlWE1tuv+bML+/cZqgCjKkTXbmLeiXHlyk51MefLi8Ln5uXrcNylx2LaPx6F33zi/mGHovu2f2cvzJj1pkbLzHZc9PQ/gQ70pa0ehH5hwKRZnC7kRhMnGHE8cO9wIV/fQ1psYw42Cxg+PbAdEU/AOl84iHjLIfAYHsQS4jDF4DbTZMQ1xg/04LXuDcqVXffUN9A4YQ5envef+V72AfuxqOPyRD7vGo8L3YYBP0z0UrROMdHSca0b/9NtAjf3hXFZjhnUhTqJM4nWkd4wdjz3Lrr+ul9FfJzecS6YXW13ZLP/H/zZRcMiQuyCNRdO9IIK38jQTT9vSyXSVouTOJeJpZ+3FHJLFRnCmJSWel/Jfs/lcr3qOdDgVQvG0oSAEBACQkAICIHiEBDRujgc5ShCQAgIASFQQgKMAJk6aRxuvuH/qLP89IEVyk394J1fV9/TVU3x+vH7liZ7kc6BndrFeNwcVnxxQotfFW9ifutoaFqMLKYL2nIW+sDIjXJGkBRzPLQTvbOIgr5dxCfvUjoLi8lCH0uJv40+JQI7dYxSRF7a4cG2bVYMBmMymCfNY7S2WqIz54vbbeDGr8Zw6OGRYV23i9Zb3zXAr/HjTfT2WuonixryS0ezaKf1yj+6lWCtGTNL+9BD43lHgqTytLuqeS3T5k7Bjtd3Dnsu7Hl1J1qOaAeFUAqgviafEjt1bMrACcDgOus6ZgTiuPa6obgSu5iX+jYEheuFjW70hLph7N+AWP14oH0mPHDBY5rqvjsk8Xza6zLg6dmG3X3b4XrtHhjdf1Pn++CRH8cd0xfi5dUu9aULluYzb65MuEaZU82vTsNQ4rn9CVkXNxE1jKTjWp+HjvAb+iOqQKSTpjOJGdlU6D1kH8NwMKzGqXvDPphxE54GnyqoOGHeZOWgfunmp5Pdy+So5gapbwakRgaVSqTVz/FqcBI7GcfUbRgZ0lRvCblOny1OzlOuN4qc9EVvM77FD16vNCEgBISAEBACQqA4BES0Lg5HOYoQEAJCQAiUkMBLa9bhqJmHqFgQZlbTWX3Q5PG4fOF5OHnuLBUPct4l1+PqKxcks60pdM+aeciITmt2eU/XICIJEYiFDEPReFXGXOSLt1gOPR6HIgFdc8UUwfO9rkL3o7BAkbanwFiTaiy0WAgbLQQ5cUZSoP3vpR5VCJECMkW7+noTPh+zpYFp04ApU0wl9l5wYSxtxjTjW55c6cbmTYlCgwEgGISKGZk0Ka7iNuzRLNde7cUjD7tV4Uc2npNf48YxxzqCy64Ycr/myyFdZAQLq7lcBiKJgp4UQilU66aL+NF9vrTDKojK2BR+MarkvadZjmwn96OO43gh3od+fzPoYGY0CI3bOhJEFzrc3Lcdm5+/JSlY8xyHzr4ES3csxFVXDPXvpJPjaSNbsjHSTmstWvcbQD+BJxrd1JQjKUvzCrXbmlu0Jgo3OnFa0zHbXO9Tb20Uq66ALsTIqI99b+xWznhr0gCB9nrUT2nEhSuvGIaAmeXafc1sa3ukSGrOPXdMF0PDZwsX9qyCgIUtYJVigS3bmJfqc14LXfQc30IjQwp145fqGie3BdRzQpoQEAJCQAgIASFQHAIiWheHoxxFCAgBISAEykTgS4u/h7Ubt6isaorZn154nhKmH3lsFf6j404lVFPYVoLCskUjZlpzG4pzLJTHRres3+NCV99wR2iZLq1kp6HGNL7Zr4pO5lrQTHNhrMZAGfJJSwYhzYHtzs58uTDT2xKnnLlJy3l9+Z7LaVzIsls9uPUWS6ClaM0vxnrMPcHEhvUuTJ4Sx6TJlid3pExwLQauedWFwUEgFDLQ0GCqY517XhxLbhm6Hylas/BiXx8QSYQpc9sJE0zceXf6Ipu5ckgnWtOB+87ytapg4lEXH4PAjLakuEnBeuaFRycL/bGPFOLZ2Cc6ndm00KYXBLSo2j57wgFFAilc/7DOC59pImwYytkcME1Mj7O4oVXgcKPbQKcZQ3fPFrh2vAL36z9Fy/g5mHvmEng+Brz80nDH55q1+UUfaRGd5xuEgT0uQ4nTFKwpz002TbwHwBt8nppA0GW5wc8Nx7DIwX1RagHyofl3I7ipC1EKyHETpmnC2+BD82Ftw0RrCtZPXvM7NExpTE4ZCtdv4ljl9k/NWle/Y36WuQZCoYUaS80l1/uiGNvb3ej5Ln7qXG++6VNNb7T4vC71e1aaEBACQkAICAEhUDwCIloXj6UcSQgIASEgBMpAgII0HddsjAnpuO3neP7RH6ifrdu4RQnZTY31WHD+GY56Y8+11iLmnu6Qo31rbSM6yRnV4PSPfc0jGjfR0xepidzqXMeEIkpLfX5c6Lq1ZzTneu5q3t5JXAjF5j89YUV1sFFAqqsDjjrKxNatw/Otdf6vPWJBxyto0bo3CLzysiX2HjUrrqJB2LQwqPeluE0HMx3efr+JOcfGlTC8aHFxFg4oXmaKjCAXXWjNadSBLtZnz/ROLeyYGktBh3NHvQddNlfze6NxLAjFVMY0E1Q2ui1RevxAN7ZEe9HUtRnHTjkVi/ojuOTIA8WzfEVr+zxlv75R78X+hJu0JW7iklAUN4Zi2NroxTq3C9N6w+pZMStLzJKdS3d/YY7kke6l129bjddvf0lFhEQHrQUQt8+DCSdOUbnW7UdPgB4Pxr4w7qX1yHZwPm78qwtr530i7eFT40HSbZRPoUa9TyTKDPjScank84cLY80N1oIXf7fot51G6pO+98gln0XGUl9vU71XLUxJEwJCQAgIASEgBIpHQETr4rGUIwkBISAEhECZCaxc9Sr+ZfH3sOK+pVkd1Zm6Fo3FsbtrSKSe2BrAnu7BqnJwFROrE/eePfIiXzdcMftcjmM54cJ+1GKhxUL4jRQXwmiPe+/2KAHZYKZxBPB6TRXVQcE5nZCcGrGgCifOjqPjZkvAojDd1WUgkKhDyMKOD/zacrPqDGyKiTr3eu68OK78TFTFiNib3pbHtxfMS8dCO575mT0OguI1Bc10jVzosu/uD2MwnFDt02zItze4Hd/mYCyCFsR1JrY9YoSZ2LpRHL6pwQvtjR5vmri+P4oF4RjofH7S51YZ03Rdz0yIw9NiJpb0W6KsztbWx8s3HiTT3GH/eP6zIrFh4rTmwviHkWI+dIQG394o9VsK2kHNa+l5uxOGy8Dk06apS6NLPhIMY9OvN6jv49G4yrtmdEgQTXg7OBFbjpyfxMD5pFu2eWVn57RQo5P4mELu52rbV8fCZItSqXYu9X63ioSRJgSEgBAQAkJACBSXgIjWxeUpRxMCQkAICIEiEmBW9Q/uWq5yqhkHYm/8jFEhbLogY76n3tU5mHQRtzX5MDAYw2Ck8GzcfPtT6v1GyknVBQVHWxSIE6Yj5VxrkS0csaJA6CQdKy1TXAgF5q/e4FVuVDZ/gEUTh3OxxyfYCy8mhb8LY6pY4B9XuJRYTQG8cSidAXbRmvukit7pYkcopq9bOxSNMe3wbiz5el3a4aJgzcxj3XQ2tZOxHalwoHbw+7xu6GKLdgc3RWs2FnPUwrVdtGYBRLubmuL0KtvimmJhy9Tm93RY293NFK51+8I1xXGhO+XS2mgtQqRzoztdIHJyLqfb6KzqTY9sUIK0Zt63w8q57k/8axetdzYehtVN5ww7hZNFkEx9ylaokQIuY5i4UDjSQojTa66V7ciFCzv1fo/Kuk5d7NCCdTHzzovJRhzWxaQpxxICQkAICAEhMJyAiNYyI4SAEBACQqDqCDAC5N4HVuD2u5armA+7aM1IkCdWvapiQFiE8eZFV+XtstYXzrgMOr3YKOjyj+RqfP24mAOlBdrO3jDC0XiyQNxYFGXtXFMdfXbX+f5gSBUVHIstXVwI7xU6DCk0/ddXDTz6iFs5oCk0NzZZlOyitT0aRDOky/quH3tU4UZ+dXcbOHxmHK2tZtZjZBIQk3Ej4SA2dloO2rnXfg2LTv2a+u/lG36Fdfv+glnjjsEJtx13wHDaxWMnY82MXRYo1VnVeg5tW7MTD118v4qloDjNpsXSrg371c8poDJDOTUeJFWQViyDw/OT17kNdNRb4jBjQ+jCrqaW6roml5ZEJER3heKGUmNZNC+9iMDvOSZn3fYh7MbE5BsAeruRMqydsk9XqLESQr7T/pZrO3uUSrA/qn4vccGsvcmf9Y2GcvUx9TwiWFeKvJxXCAgBISAExgoBEa3HykjLdQoBISAEaoTA8sdWKbGazup0gjQjQVavWYdT5s7C/DPmFeWqBkIxULxl87gprPiUO3K0Ny2uRWIUB1zK4UcWY71pgdaaDy5VgLLUEQa1wly79GPxOHRG84P3u1SROp0BzGuhcJ0uHsQuXHP7vXsN/G2z5Yp2s7Lf34sXTjvYxPQZ1n87yQ1OZadF643716M3YjlpKVqnNjqZp75wFN6/aZ4qbKhbrqI199NCJB34vK/eeWkbVnz+0aSDl9swKznV5Tv7iuMx6eSpB8SQMH6D2dW6zYrGHRU1rLZ5ZBci3a7quJfscTDkRad9OBhWiwhsFKx1LAznq3btcy6mxtAUwlsXagzH4qqgJX8HVVNhwUKurZB99b2kfy/pNxUKOWYp9hXBuhRU5ZhCQAgIASEgBIYTENFaZoQQEAJCQAhUBQEWUWQ+NdvVVy5wXEixGJ1nQT178cXJbQHs6hq9udaamY4C4fcizA7NJO2u9nvdoJZZraJJMeZ+rsfQ7mpmWOvX9e/6sRu3fdcLj9tEa5t1xMuuiOKyK9IvgOj4jp07DGx911AFFXVraDDxkQti4GeZnNQUEkcSD5MFG3e9og47c+FdaJz2t+Q5NnauR1ckiD7DQLN3Bi59/F/Q3h1C87ag2ubERacPy7Z2wkhHhTA1hjUKV9+1Bn/+/uphojUFawrX2m2dLYqEwrVu1eaidsJEb6NdxBzlbFnXuRy3WNva3depjvdinSPdcfSioWmaiJtm2iiVUp6/mo+tr1+17wAAIABJREFU316o1jnD/Gq+ZSJNCAgBISAEhIAQKC0BEa1Ly1eOLgSEgBAQAg4JMKOakR+MA6lE27F/IOlyG9fsR7A/ol5PHo1NiyU6CoSCSXuTTzlnu/sjY9rtl1pokTmzLfW+qn09vVzzUztmtbuac6at0Yf/9wPgP25wIR63hGeKzsphfWMkrbBsd1pTmObX4CAQCln7n3l2bFikCAXuJ1e60dhoKhGcjm7uw0KPmc6hmTAGhF+6MQ7kyS2PY2ffdnQbBsy4lfM8d+HDOPOitzCz3psUlA+/cLZj4VoX2etJvKnAOfPur9fj5R++gn3r9iXPr2MnMhV3LNdYlus8evHH7TaUIKvnDN9kSJd1Xa5+VcN56CZmVIou0Om0UGM19L3UfaBg7fe6wNguNnLiXGKkTKV/J3Pu8v8POH7ShIAQEAJCQAgIgdITENG69IzlDEJACAgBIVADBOy51hQu2UZbJIQ9nzldFIgWC/b2hMaccJ0q5NsLLabmXNfAdC5qF+3Z1fb4GArKd/+vRwnOsRjgSug43/hWOK3LmoL1tdf4lOhsFVw0VQY240AoQqdGgdx7txtLO6zMZrZ9+yxhm+dpajKVE3vJLZERr1UL1wuO/LjKsb73Lz9GX6QPcU8AsUg/3N56zHljDk7bfRlOcg9VgHQiWtvvp1Q3Pj979VvPYOfqbdjz1l7lsP7A3QsOiAEp6kBV0cFGumf0QlA1uq7LgTBTfnW2Qo3l6Fslz6FjmVg3ILWmhI4MicbiSryuRCFcPacZISZNCAgBISAEhIAQKA8BEa3Lw1nOIgSEgBAQAlVOgFEH/GOYjX8gM69yNOVa6yiQbDEgY60gmF0oGinTm9uNNTd6qrvaLhQtf9CtXM8vPOdSojX5+P0m/H7gvgdDaV3WOhbk5dUuWySIqUToWMxAa5uJuSfEk+L1GSf7VeY1BW5+RSLWediU43GciTVrBx09WbR4TZc1v/YN7FXRL4xmmLR7Es554gOYM34OJjcepI6XTbRmgbi2Jn/WWB1djFAXPHXU2RrfSOee68KU6S4nXWHPGr9sR923u4gzCa/pCjU6OngNb+R0YVDfT/2hqIqaKVcGuNU/n6pxIE0ICAEhIASEgBAoHwERrcvHWs4kBISAEBACVUwgFIlhX4/1OjIFlUmtAezsdCaIVfFlqcKS7U1+6CgQJw41CtyNAQ8oOkVitgp11XyhefTNqZBvP/RYEfUzuas1Cy1a0zW98a90WhsIBID580384Mfp8+BZIJEF71591YNQxEAcbhgMgFbisXXkGYfFVRFGRn9cdokf+xKiddyW1KOF6znHxvHYSmcFU698dGFyGOm43hrcMjSshoEpu6fgwqcuwqHe6Th03uE4/ZYPZJxRuc4BCtzMwA1F4qrYabmEtjxuiYJ24bi01Hvh9VjRDk6eNdp1TRFytL3ZYoepM885B1JdxJmg60KNo92R7lSw1pz0PPN53ep3VKkjQ0SwLuixIDsLASEgBISAECiIgIjWBeGTnYWAEBACQmA0EUjNte7uC4OvKtdiyxYFku2aKLRR7NY5vdm2r6XPR4p1cHIdOn92NLpnR3JX29mkZlPTCX3lZ6P4/OcNUPBOFZPW3r0GS240sCPUjjB86Pa0oz9eh5jhQSyRh83jT5ho4rjj4yr6447bPdiw3lAOa7toze0oXC38eBTLbh85HkT32Z5vTaf1W3vfAItJxk1LDXfH3Fj4u4tx6I5DMdE3GWfd/iFMOmXqsOlgj5DJNfvd7ujvDIZG3WJQrsKjHax2XfMYo3GhrBA2+n4kr9GYA64XdLiYMxjOrYaE9UaUFeVVKjZetwttTSwyKw5rJ78bZRshIASEgBAQAsUmIKJ1sYnK8YSAEBACQqBmCTAOhE44Nr7GTacgY0NqrWmX7GA4VpB7sRCxpVqZaTa6AFq+/dTxEJwftThH0l13Nnd16j4UrtettcQc5lHPOtpa4NHxBprN6iVP4S8/fBVmLI4VkbOwE5PQbPQi2HIQ3u6agDisY1C8rK83MeMwE8tuC6PjZi+2vmuor0hkqFgjtz1qVhy3/zCcNobE3k+eu3PtXrTNHo+V56xUudYUrdk2db+NwegAvIM+fOixf8CMt2cg4KtD0N+DkC+M1//Pm/jGhd8BCzjmyibTvEplk+/8q6b9NJt8hEf7dWg22SKMqunas/VFsylUjB+NhRr1my6FLuKUKjKEgjUjQVyJt0GyjbV8LgSEgBAQAkJACBSfgIjWxWcqRxQCQkAICIEaJcDX04P9lnMz4HWjLuBGZ9CKDKmFlk8USLbryue19mzHrMTnIxVazLc/oyXn2qm7OhdOmg33ufOkH6Fz3V61ezxqLQqFfY3485TzsHrPYegcqFeRGcy2bmszcf2iiCrkqN3ca161RO1AwMTgoIG584Zyr0fqkxas9TYUrk9ZfKb6VjuvX9/5Z5z5q/fhsLWHwW260d3cjZAvpFzYL174EnyNPjy5eBXcbrqAi1MAbjTlOXNxL+Bzq/x/J3Eg2eaQdqT7va6ad13nGiPjlA15lyMWI1t/Cvm8lGx6+sM5u7ZTr6Xe71aRPtKEgBAQAkJACAiByhIQ0bqy/OXsQkAICAEhUEUE7LnWWuTc3VX9udb2uIuevggGI7GiUtUZonScMRKj1jJ5tUAyUqHFQoA5Ka5WyPFLuW+xHMSZ+sjj//aS+/G3p7cgpgqnmTBjJrwNPmw/dj7ewLF466+B5O4zj4hjSUdkmIP63rvdaGy0NrE7urNx+cOnHjxgkw/+7KLkz/a/tQdPXvM79O/oRbh7UAnqW6dsBQzA5XHhhQtWw2UYeOrmFwp6Y2EkNsyOr8XM4lK/hVHLrmuyaWnwIh43kWuMTLY5zc9rvVAjn8cU3p3mnjthorexR4bwd2E+NRlYhJl9lCYEhIAQEAJCQAhUnoCI1pUfA+mBEBACQkAIVAkBigz24osTWvwl+cO6mJeri3WVo5BZKcWGYjLRx9KvnzMmhVEVxXCCZhMgayXnupxZuZuWr8WGe17Hjpe3K2F46tnTcfKN78fTaydj+UNu9AaB3l6rICMF65NOyS3bNtOYpIrWdqc199n44FtYe/dr6P7rftWvSDCE3W27Ea4LY/3716NnfBBx08TvvvpsKaanOqYeBy4E1cqCkI6qKHXefS26rkst5tsnYq0VatRvGJRKzLez4RxlUVDGQOVS/FQE65I96uTAQkAICAEhIATyIiCidV7YZCchIASEgBAYrQTsudatDV71mnGxncvFYMf4kuYGL8IRK7e6lIKsvb90zvKrWHEAxWCReoxCCy3m26daybnWGbDldPjuX7sHoXc6MenYifj2PeNVFjbF6p07DMw80srCpot60eLiZcjTSf3SzU8nh5NCefvRE5LfU7R++6G16NqwH5FeKwbo0HMPw8+b78GWui3qjYJ/P+m/cNY/nJfvlHC8n76vqj32odixDk4A2V3XnLPV+qZHwOdCS70P3UWIp3DChduUc/HJaZ/Sbadjpgqts5BLHyiS800G3lt0vA+ERn4DSQTrXOjKtkJACAgBISAEykNAROvycJazCAEhIASEQI0Q6O6LJAvr0a3l97jQ1WflXFdDswuy+4MhRGOW4FfOpsWZanQVa3d1pYq52TPAc3H4lWP8qkHg+u0jXvz6YTci0TjiJpRwTWf1rNkmFlxU3FibbEwpam986C1VqJFt/GFt+IfvfwibXt6OHa/tRPvsCcNE7mzHK/RzvehhCXuRqhJntYOYfetJ5P4Xer257K9d19Wa51wJMd/Or5oLNZbTfZ5uTtmfe8H+KMKJXH37toxzobgtTQgIASEgBISAEKguAiJaV9d4SG+EgBAQAkKgwgQoyjBrk00XNtzTPVgVApIWRhh1wa9KNi2wlSonOtdr08IEhVBmmZbLeZ6pn9WWc10Jd3U6NssfdCvR2utxqQUXjtOCC2NlF6ztfetevxdNdV5MmDOhaMUWc52/evtqjMSgIErHKqMWKv3cqbY8Zz1eXk/xCnUWOneqSdivpt8T6eaOFVniBxdipQkBISAEhIAQEALVR0BE6+obE+mREBACQkAIVJBAaq61znHe2xOqmHCt3cPljgLJNgyVdtDp/pW60GI2Dpk+15EPncFQXgXB8j2vfb9qcFfb+7PuLQMdN3vVjygisV13QxhHzSpOjnWuzCrtzM/UX/02QzkjXNL1pdIO4nR9qhbXdbU8/1IZVYuwrxc7GHmTT0HEXO9lJ9vryJB6vwd9oSj4LxenpQkBISAEhIAQEALVSUBE6+ocF+mVEBACQkAIVJDAnq7BYX9kV0q4qYYokGzDQBGgvcmHSNQse2yAdsJXm5hvZ1bJnOtqcsjamdBtzQKMbF/7ehwnn+iB0yxnit7Mw2b+9ayjC4vGoRuertRqzWev5IJDNcfc6LlUSXG2kvd1tmey/ryShRor9TvTKRvOnfEtfqeby3ZCQAgIASEgBIRAhQiIaF0h8HJaISAEhIAQqF4C0Vgc+3rCwyImyv1HeLW6hzONGgVAviLPaJVSF0qzi/lOxc5Kzja7AFiOPGDNx+2ufGSBE+5afMwWe2N3afO4+RZurHQ+sxMm9m10tEu5CvzR5d1c71NRIJWOA8nGqhKu62p4gyIbF/15JRY+yv270ikLO5NxzT543BIJkis72V4ICAEhIASEQLkJiGhdbuJyPiEgBISAEKgJAowJoXAdiQ3FFugogVI6M6s1CsTJoJVDrKjWOIdsfOxZxRT2S5W5Xa3uaid86NjnggcLfKZb+OhY4lEua3u762dW/rzTVmuLQXahjXxCkXhJizSW4x52Ola5bFcu13Wt8ilXocbWBi9cLiPjPZzLmJZiW2vBSgTrUrCVYwoBISAEhIAQKAUBEa1LQVWOKQSEgBAQAqOCwEjCdbFziu3u4VKK4qUemFK5EIXPyCNXa+7qTFcz0vy58lO+A3ZzKlprx2ksZiI4EC3ZokGp7y8daVLsNwzsfLr7IyV/W6IUnErpui732xK1yoeFjHl/VWPzul1KsKaoLk0ICAEhIASEgBCoDQIiWtfGOEkvhYAQEAJCoEIEKFx39UXAP8Z1o6uvrdGH/UUqsFer7s9MQ6L5FCvOQBfDZFG6gdDQOFRoShR8Ws2nWEX2atVdPdL8aW08MJ7CnoXNfZ3Gg2h3fi3EXTiZXHZXcTHiZnQ+80AoWrWCoxMu9ucz548loBYuwFdrwcVcmNi3LbYrvRb41Pvd4IKPU8F6+WOrMP+MeWhurM8Xs+wnBISAEBACQkAIFIGAiNZFgCiHEAJCQAgIgdFPgM7GfptgSqGnvcmvXoMOR4ciRHIhUctRINmuUwsZhQiF+hjVXGgxG4dMnxfDuTla3NXpGGnnb2pciC7EyH0WXDTyAobdeVvLby+k48Nra1E58i6VI59v3Eytxl1ku++K5brWC0IUvwfD+T3ns/W1Up8Xo1BjMZ7zpb7+xoAHzQ3enE7TcdvPsfz3z+Dyiz+IL165YMR9e3r7RdzOia5sLASEgBAQAkLAOQERrZ2zki2FgBAQAkJgjBNIJ1y3NfmVmy8XBzD/0Ocf0XxdebSJafYpooXZXF8ZtwtOubKtpSmqhUcWTMy1gOVoc1dnGjctquYax1ML7s9izFWdVZyra598WhJCXndfJG/RuxjXUMpjFOIqHq2CfuozurXREnS7enObByzY2VJfvDeOSjEPmuq94Djm015asw6337Uc23buxTcXXYWT58464DB0ZN/Ycaf67OorF6TdJp9zyz5CQAgIASEgBISARUBEa5kJQkAICAEhIARyIMC8zmB/JLmHFseciKsUKen6qvN7cha6c+hiVW3Ka2aUCmNWnGTlavd5sV7tryoYGTqTizA7mt3VmcZKC49OXfuaZ7Fzn6t1LmlXOvvnZPFjrAj6erxydV3rZxb3z1QUtFrnQr794nOXzn3eY1wASVcI1X7sWhD0CxGs7df60wdW4PafPIxZRxyKmxddhamTxyc/psv65TXrsG7jFtxz/x8cObPzHSPZTwgIASEgBITAWCQgovVYHHW5ZiEgBISAECiIQCbheqRM2NEcBeIEJvNE/d7MUQajpdCiExbpttE51z0juPbHirs6HZ9McSH2bUdLscV855AuYjmSWJ/LAkm+/ajW/Zy4rseaoG8fK6fifi0I1nyLgPdDsRrF6R/ctVwdbtE1l6Y9rHZdP//oDyQupFjg5ThCQAgIASEw5gmIaD3mp4AAEAJCQAgIgXwIOBWudRSIx2VFQOSbPZtPH6ttn0xiB8UFFsrKNUak2q6v0P5kEszGors6E8tMoutYFvTtrHRRxdQ3FWQOWZRGEmYpalPsZO0COo7HatPiPmsJpL4dw8VHryf3OKNysmQRTv4+KUdjdMj2nXtVLAhzsOnKXnHf0mFu7HL0Q84hBISAEBACQmC0EhDRerSOrFyXEBACQkAIlJxAOuG6vcmnxFcKHxRjAz73mIkCcQJcZ/DuD4YQN4FxzX6MxkKLTlik2yY155rzh5EyY11Is7Oyx4X0h6Iq1sDndY/qfPhc5pNdmGUWuL7PRnoTJJfjj4ZtU13XOrZpNNcYyGXcdJRVvd+j4kJ4n41v9iMUiaPHFo+VyzFLvS37PKElAI/bKPWpksfX7mr+oKmhLhkPQmf2Lbf9XMWGzJp5iCrmaI8VKVsH5URCQAgIASEgBGqcgIjWNT6A0n0hIASEgBCoLAE68ljITDf+4TypNaC+1ULjWHZXpxsdukHbm/zK9UgnXy5FLCs72uU7Ox2NdAtGYvGcC6SVr5eVO5Mu8sl/eZ9Vq5BWOUIAhVkuorF19YUxGI5XsjtVd24t7vM+o7AvgvWBQ1Qr95n1looPHrer5PNMC9H6RHRX3/PACjx+31L1IwrW/3Rth/r38oXnKeH6iWdewYM//oYI1yUfHTmBEBACQkAIjDYCIlqPthGV6xECQkAICIGyE6BoxhxZ/Qc+OxCJWgJRl03QLnvHqvCEAa8bzQ1e5a6mO1bcnwcOko66oKuxzufGSDnXVTjEZemSjgnR84iO4kjMLMu5a+EkWpBljjwXzfh9V29kTMcTpY6bfl7zWe31uJSLmAV1sxUhrIXxL1YfdWRROBoDn91OCzUW6/xOjlNuwfrKL39rmABNcfrUj3wRP1m2CKckYkKW//6ZYdtcdNV/qgiRTHnYTq5TthECQkAICAEhMBYJiGg9FkddrlkICAEhIASKToCCmQETjAzRzuHWBq8I1wnS9kKLjAaJkpeBqn/lvOgTZYQDpssdHsuF4dKhSopokZi61yjI2uNCxnIWseaVbs4wqogRGIx6EEaAzv62L5rphZCRClmW83lQ6XPp4rDd/ZZL32mhxnL2u5yCtb6uG7/1I6x+bT2uvnKBiv64/a7leOnPa7Hil7ci2NuP8y65XonTn154XhIFRetzzpinYkKkCQEhIASEgBAQAs4JiGjtnJVsKQSEgBAQAkJgRAIUYvd0Dw5z6jHmgW7HvT2hMevgo3O4qc6b1lWdmuE8Vl2OIxUSJCPGPJBNZ294TM+j5jpvWuc5xavWRu+YZ6SLmlKcTo3dEUbW45uM+JXOnU8xm4X8xrrrWjNKF5kyUqHGcv4vgtftQluTtyyRIKnXxUiQ23/yMIJ9Azho8njccM2lmH/GPHxp8fdULMhdyxYld3lpzTpceW2H+hnd1tKEgBAQAkJACAgB5wREtHbOSrYUAkJACAiBMURg28694B+m23fuxYLzz1B/kDpp6YRrOvhYUG+sCddaJCO3bNEEmtH+YHhMRRjYHejZMnW1EzTbdk7maS1tkw+jsRgXwgUyPmeyzY+x7Ch2eg9xOwq3YzEL3Amj1EKN5Xbvc57zTSaXq3xFF9M9M/n/CfYCi+/98D/j6n/62DCXNQVrNruQXUvPX+mrEBACQkAICIFKEhDRupL05dxCQAgIASFQlQTojPqXG7+Lc953onrd94lVr6pXgZ2+2huNxbGvZ7j46kQIqEoYeXZKXy8zYp0WWhzJ3ZdnN6p6t5Ec6Jk6zn3oNqbjOpzITa/qiyywc9rVmUv2+ViLC9FxIINh5wUpNSPuMxZynPUCWixmquKvTt7o0K5rRtCMlTcc9JtBThcPc1mYLPBRkNydhTPphq+2lpptzf5x4bvjtp+Ly7raBkv6IwSEgBAQAjVDQETrmhkq6agQEAJCQAiUiwBf8W1qrMfNi65Sp9R/ePJ7uq6dtLEqXKfLHHbCS2+jc1RHsyibi3M4HbuxknNdyEJPPiJlLvO0WrbVixj5FOu0F2t0KlJWy3Xn0o9C75ex4LrmXGhr9KlaAz39kVzwqm254EhOpS7U2FTvVeep1nZjx51Yt3GLWuSmC5uCdS4L3tV6XdIvISAEhIAQEAKVIiCidaXIy3mFgBAQAkKgagnwdV6+8qtFa3aUf4yuXrMOj9+31HG/0wnXo9VNbBdic3FXp4Opi6RRACn3a+eOBzfPDfNxV6c7lc65zsU5mmeXy76bfeHDqSs2Uyd1ZMZojAspRNS38wr4XGip943KIo362nQxwXwnM59JzQ2jMzO9UFFfMy11ocZqF6zJgW7rH9y1HMt//4zCcvnFH3T8hla+c1P2EwJCQAgIASEwmgmIaD2aR1euTQgIASEgBLIS4B+YjP9go0g9a+Yh6o/Ohx9bNUygpmvqvEuuV9s4dVvzmOmEay1cZsuezdr5KtmgWEKs/XKKJaRUCSIU6q7OJsqOlrk0UiHBfMdSu/dZnHA0LILY40CKFe1RiZiHfMfT6X7FEvXt5+P8bAx4UKgI7vQaSr1dKZ6zpSjUWAuCdanHSo4vBISAEBACQmAsEhDReiyOulyzEBACQkAIqFd3dYGkyxeeh3seWIHmxno8eOfX1WcXffarB7ik6LbmZ7kWVKJw3RmMIBKLJ8nr1/r3B0OIxMyaHJFSCbEaht1N3NWX+yvr1QK1FKK+/dpGQ861nktut5G1aGc+4zpa4kLoHG6q86I/FCuJAD8aRFk+N1rqvSj1XGIudndfpGYLx+rMbi58DIaHfjflc3+l7lPMQo3Mr2aOtTQhIASEgBAQAkJg7BEQ0XrsjblcsRAQAkJACABgbjVf5dUC9MpVr+Jb3/8ZHv/lrYqPdlvzc0aFJH/2+2eS2+QCMh43VXFGu3BN0aC9yY9aFK7pYqz3e8oSKaCLg+3tCTkqoJbLuJRy21KL+va+13KkSj7FFvMdt1qOCymFczgdR87b9iYfQpF4zRVpLIVzONNc0wJ/LTr4dUxVqWNzCnHwU/ge1+wHnw/ShIAQEAJCQAgIgbFJQETrsTnuctVCQAgIgTFPgI5pNgrSFK8pYgd7+1X0xwXnn6Fc1x+45Hq1zTcXXYWDJo9XzuyPnX9G3hmVFK7394YRjgy52rTbjcLHQChW9eNSaKHFfC+wXIJdvv1L3a/U7upMYmNroxe1lHNdiXGttbgQLSJHonEUmvGdy/zWAn8Xn1nR4jpxc+mH020rsXBTiCjr9LqKvV0l7rlcCzXq3zMet1Hsy5fjCQEhIASEgBAQAjVEQETrGhos6aoQEAJCQAiUhkDHbT9XudbnnDEvmW/NgosUthkJ8tKaderEFLS/cs2lStAupFEE4uv9uuk/0AstYFhIn7Ltay+yVal+aiG41O7AbCxG+ryc7upM/dDO9P3BcNVGF5QilzmXcauVuBDtQq9UUVJ9/sFwDD391RvRo4XYSj0basV1TU4BnxuVeDY4LdRoPRt88LjFYZ3LM022FQJCQAgIASEwGgmIaD0aR1WuSQgIASEgBHIiQKe1FqJ1wcXvL/kS5p8xTx2HP2tqrC9YrLZ3KpNwPRCKIjgQzan/pd5Yi8UUriiexeKVy+DWLtmegUjVOdMr4a7ONPb69f9qdMnqvlVq8cPOrJrjQirhiE03nyg2tjX6wH+7eqsvw7laFmmq2XWtx5Bv+5TTrZ9uPo1UqFEE61L/NpfjCwEhIASEgBCoLQIiWtfWeElvhYAQEAJCoMQEKGCf+pEv4uZFVylndSkbxemgzb1YzjxWJ9dVDa7hdP0UTk5GD6hEXMJIPSt1sUVnVA7cqtriQuwucD4jKrlIZKdVbW5ie/Z2NbnAq5UTFx2rZUE0XaFGr9uFtiavOKzzfZDJfkJACAgBISAERiEBEa1H4aDKJQkBISAEhMDIBJY/tkq5prWTWm9NR/UPfvIwVr+2Hg/e+fWiOqsz9SidcM0iaJUWGKrJNZxJuBZO2e/0ahH2amE+VUMeuF5oqMY3LjjbtKBumkBnb7hihVGrbeEq9U6sFtd17XAy1CKbyyUZ1tmf6rKFEBACQkAICIGxQ0BE67Ez1nKlQkAICIExT2Ddxi34l8XfUxwY/zFr5iHqv1euehX3PLBCZVfzZ99b8iVVoLFcLVW4pgttfLO/IsK1FjkisTh6+qovCsA+JuTUUu9VPyr3K+/V6kLPNGcrGaGgIzj29YSqxjU8Eidm/lYiG7nSucy5PO8qGT/Dc9f73ejui1R9gchKuq71Akg1xPCMNLc4lq2Nvlymn2wrBISAEBACQkAIjBECIlqPkYGWyxQCQkAIjGUCykF913KsXrMOly88D59eeN4wHPz8pw+sUM7rU+bOqgiqdMI1ncSxmImuvvIUQNOiWbWLHKkDVG5Bttpdw5kmsBYayyXI2ostVlN8Q7YbvNxxIeTU0pBYfKnyhSI7Oy2KWm+FRMriuq6WnO9sc8j+eSVc13xGNQY8YKZ9JFa5GgTZODXVe8ExlSYEhIAQEAJCQAgIgXQERLSWeSEEhIAQEAKjmgDFaLqoKUZ/8coFZXVQ5wqWRQ7pHrS31oSYVUrh2l4Yq5oydHPhVw4xq9bc1en46bHmXONXqVqtLoBoHvZc6VK6+Ks9viHb/ODbDk11XpTana4LCbI/lYwlycZjpM/L5boux7OwEA56XxGsi0FRjiEEhIBhUxGrAAAgAElEQVQQEAJCYHQTENF6dI+vXJ0QEAJCYMwT+NLi7ymxWkeBVDuQ/lBMueNShWu328D+YHEzZO0iLM8ZjsarHc+I/aO7sLnOi/3BUNHdhbXqrk4HrJQ51/bMYy7AVEsRwXwnto42KYU7XYuLo+He42II3wzholexF0NqXdi3z71Su65FsM73Tpf9hIAQEAJCQAgIgWokIKJ1NY6K9EkICAEhIATGNAEK1919wwVqihF0M+7tCRXlNfzRJMLaJ0uxc1xHg7s63c2k88C5GNLVWxxxWc+pUru4y/1wCPhcaKn3obdI7vRSsC83k0xzisI1W7HmFNnTyc1nYrHF8EoyK4Xrmm/lsJBhtTvRGYXD63faGN/FVs46E077JtsJASEgBISAEBACpSUgonVp+crRhYAQEAJCQAjkRSAaM7Gne3CYQK2Fazqu83WwUoRtbvDC47Kc2/keJ6+LKtNOxXJmjlZh3z4Mxci5tkdE1EKxxXymoXanR6Lxgop+Fmtu5nMN5dqnWIJsrbiG8+VaLNe1nptWtnjpIn/yvU69nxXx4gcXInJpjzy2Ct/6/s9w+cUfxGULz0NzY30uu8u2QkAICAEhIASEQA0TENG6hgdPui4EhIAQEAKjm0Am4brO70E+4mCt5wznMtoUSMY3+xGKxJFrEcDR6q7OxE8XHuwZiGAgFMsFM8aCCGsHouNC8rn/9AJBT38Yg+HajuLJNkkKFfnLXVw12/WU8vNCRP5auf/4PJ7QEoDHbeSFct3GLei47eeg6/qbi67CyWkKJvf09mNxx50qCkzE7bwwy05CQAgIASEgBKqOgIjWVTck0iEhIASEgBAQAkMEKFynCmT/f3v3FyNXeeZ5/OmqOlXd1VX9xzEaNkjsDavxaC7Wwy4oIxlpFBTHUUZKIzsKIgtqhHMRjB1LQUonQC4yEPdIjMQY8FzEI6ywgxgFFEfKaIlRuFlLGcGK8V7F0bIXywpEFtvdXdVd3fW3V89p3uZUdVVXnVPnb9X3SBbYff685/OecsLvPPW8bisQTbBRq+9U4o1idXWvZ0a/Mu+mH/g4VFd3szLPiFZrDhrym+dwHEJYp5nbdiGmEj1npUb22w29Pn8m5B+0b7eX53AU/vfCS9W1aYUU93Y8O3OalUzaXYV1t3nVhZVffuWXcv99/0l+8MRDbVXXGmjrzzXgvv6//o/89IffkS8fuXsUHg/uAQEEEEAAgbEVILQe26nnxhFAAAEEkiLQaLbkZqm9lYcJV/er+NSwQKv4tBd22UMVbVJ8+o1zkJB/3Kqru5k5ey3vt+ins4p23F6CGDfnYpb62dre7v4UJqUStt9naJifayX/XCEr/V6IJCWEHcai37GDVl2bFydBLDrbb4xufu5nYG2uqxXVTy1ftIPpt//577oO58Kly/Lypcty5fXn6YXtZsLYFwEEEEAAgZgJEFrHbEIYDgIIIIAAAt0E9guuV8pVqTfbUzNnxbAuINcrVBsX7f16N49rdXWvuTchf6/nqjCZGbmF8bx+DvZrF6LPXD6XthdwdNt2xet44npcv2pzP3qrx/Xe3Y6rX9X1IC/h3F4ziP2DCKyd49TK6l6LM7577bo8enZZXnlhSe7t0kokiPvlnAgggAACCCDgvwChtf+mnBEBBBBAAIFABLoF11qdeKCYE1NxR8Vwb3rTu3llvSa1Rsvux6wBUNZKe+oRHsgkx+SkppLT9Lk2VdhY7Z2gbu1Chul9HZNHIJBhdLNKSggbCMg+J+1WdZ0UKyudsluCpFLeelgPY61h9pmnz4tWZL958Sd2CxH9d20bov+uPa/ZEEAAAQQQQCAZAoTWyZgnRokAAggggIAtoMH1Srku9ebnC7mZ4Hqz1pSp7E5lp/Y5Zdsr4OyZq21TNqsNu883W28r7YWuYTVWvZ8SZ7sQfa76tcIY5+fNWUmsDvXGtt2+aNy/DdLtmdCXRfOFrOg/m81tV/35o3rG9NsF+tImrMDaBNJ/+OBDee/adXn3334vxeK0vPjsGTug1rD69NPnpVzekPLGpjx84qgsPfFQVDxcFwEEEEAAAQRcCBBau8BiVwQQQAABBOIg0Grp4oy13eDaBLFa1KZhNSHs/uHi7LRl9/le32wMvOhgHOY9ijFo+KQhVGtb5NO1LYLFfSZB28xowKifz0/XqmO14KnbZ1P/zrptNmcftrpRk63a5y/h3J5r1PfXwPq22UlJwt/v2jpoZtoKZUo0rD5+8sfy8Sc37Ovdc/iQHVJrOxCzAKNWXR9/7BlZ+Np98vjigpTXK7J4dllOLS7IwrEjoYyTiyCAAAIIIICAdwFCa+92HIkAAggggEBkAhqM3VqvSS6Tkqlcxq5UrNVb8oWZnB1cU2m9d2o6+3wfKGbt6sW1ClWenVrmRYhWWetLEA2u9Tnbb+HPyD4MMbiws22DlZmQ2XyWbzz0mBfTImStUrM/f/PFnF2ZTrX1XjDnQp76DRp9KaJ/trquLy17rP4Z0eehmLfsdkthbRpImwUZX3zue3Zo3blpQK1BtbYJMZseo9tzSyfDGirXQQABBBBAAAGPAoTWHuE4DAEEEEAAgTgI1BstuVWu7VZ1OkMOKq53Zmi/3tVaSZyzUnKjVKWK+LMHWsP9mSlrT+hq/lzDRipjP3+29EVRZ+jqbBdCGPv535TdejKbRRr12w8axmq/ebadv7e6vYTU0H9uOhurb9WEHVg7n49X37giL7/yy91qau1brdvlt67aobYG1s4+1l/6+nftfWkRwqcMAQQQQACB+AsQWsd/jhghAggggAAC+wpo0FOpNnf3Ibj+nMtZXd0rxE/K4mZBfwwGWZiSZ+vzWdDwcCa/Ex72+mYDCzLueJnezPrvaxv1rq1TdKHUuUKW3uki4qxG7/aCyHjGoepa2y3popFRbqbqWv9pFl/UKmsNsM8/e2Z3aL2C7CjHzrURQAABBBBAoLcAoTVPBwIIIIAAAjER0P/g/tVbV6VYyMs3jh2x/4N70K20UbcrY82mocbB3QrQ8VtocJAA1mlrwu2VcjV2X7sf9BkYZj83gaE+W9paRRfOW1mvjWWFupsXHSaAHNcFUt286HAuPLi63j3cHuY5T8KxGgDrr0Fa8URdda0vGbR1UFw2XXTRVFX/+V8t2osxmv7W2gP76Le+T5V1XCaLcSCAAAIIIDCAAKH1AEjsggACCCCAQNACGlafe/Gf5NB/+Pdy/X/9HykWp+XSC0tyx+0HB760VhKXK/U9wXW13hqrBQcHqa7uhmqlJ+RAMSelzbpsOirXB56AhO5oAli3gf04VhGbth/alsdNL/RxbRdiXoa47bOvoa0u6jduQb+blyHOF5TFqZ02R1rFHkZ7FbM4ZCY9Edu/9b7y4JPyyImj8vCJo6KB9Zmnz4uzEju2A2dgCCCAAAIIIPD5f89ub2udDBsCCCCAAAIIRCmgfTYf+eZX5fHFhbb/wPYjuJ7NW/atrW58HmhHea9BXdttdXW3cbipCg3qPsI6b+dii82W+/9LaPpca8V1GGFZWDbdruOmGr3b8c7ezYNU0UZ5r35c20sA67yuPp9zBWtsKvqH7a9vns+gF7Xc+XsjK5l0yo/HJLBzvHP1ffnRuZ/JHf/uNvt/U3XTymtnf+vALs6JEUAAAQQQQMAXASqtfWHkJAgggAACCAwnoF9lfuWFJbn38CH7RFoRpj057z9yt+sFozorrvV8c9M7wbWb6tDh7ijco71WV3cbpbMqtuSoXA/3joK9mlay6tf6tZJ12KpyrVCfL+ZGuhfxsAGsczZ7LXQZ7IyHe3YTwDoXifU6AtMuY1QXaTTtduqN7aG/ERP0opZJCazNs6b/O6rhtW7aJsTNN5e8Pq8chwACCCCAAAL+CRBa+2fJmRBAAAEEEBhIQP8jWntv3nP4kP1Lt+Mnf2xXgD23dHL3HGbRqCuvP+/6P7a7BdcavE1m03KjVB2ZPsR+VFd3mzQNf7RCPZWaGKm+zcbLyqTEj0DR2Jmq2GZze6RejDirfXstIDjQh75jp1FtFxLUC5+wqoi9zOUwxwT1zY4gvJIWWA8zLxyLAAIIIIAAAvEQILSOxzwwCgQQQACBMRDQryj/7UuviYbRX/yTL8jHf7wppxYX7JYgvQJq7cvppdpaOSvVpmh1onMzwbWfgWVUU+dndXWvexglL120bSafDbQi2s8K26ieK3PdoCvIR61dSFABrJkPp5fb/utRP0vdrh+m17BV6lY6JfNFK/YtQeI4z4wJAQQQQAABBLwLEFp7t+NIBBBAAAEEXAloNbUG16ZP9VPLF+Xda9fl7deft8+jAbVu5vf677p4VLGQb6vAdnPRXsH1VC4jSe2rG1R1dS9X054gqV56X362t+j3/JlF9JLc59rr4pT9bLr93LQLSfICoGG28NCXL3PTWdFvk+gCj0nczKKva5WabNVagd7CsFXX+u0cbS+l3zphQwABBBBAAAEEwhQgtA5Tm2shgAACCIy1gIbUWlVt+mpqYP3o2WX53a8vyEwhb/exPv7YM3Zl9Q9Of1vK6xX792aBRq94ukCeBq7OpZfDDDG9jrtXwFecsgKtFt4vWExaEGuqOYNenK3TzFQpa6iYpGBRvWanLdGq3tX1unhZnNLL857kdiFR/F1i2raodZjz5GVuO48xAX+Y1eJee11r3/u5QtaP2+YcCCCAAAIIIICAawFCa9dkHIAAAggggIA/Atrb+kfnfib/+i//sHtC7XV9+unzUi5vSHljUx4+cdT1QozdRtdobsuna1ttwbVpr5GECuKwq6u7GSYtiDVhYnmzPvRii16e+KQFsUG3a+hnaILFnOVvv/F+1/X6cxPw6/H6Msf5UszrOd0eZ6r6k1KlHkXA7zR1U3VdzFv2NzTYEEAAAQQQQACBqAQIraOS57oIIIAAAmMv8OobV+S3V9+324U4N20houG1VmSbqmw/sDS47gyoTXAdZtWf23sJo3f1oGOKOtgcZJxRVQv3GlsS+lybMHHY3r+DzE+/fZLQLiROnwPzcqTeaMV6EdC49McfpOqawLrfp5SfI4AAAggggEAYAoTWYShzDQQQQAABBLoILJ5dlnsPH7JbhmhrkAuXLre1DwkCrdHUViG1trYHWn03X8jKrXJV6s3tIC7r6ZxxqK7uNnANfQ4Us9JsbsvqRt3TvQV1UJwCfuc9htnz2I2tzuVs3hIrE6/q5jhXqWtP6dl8VuJW3awvR7T/chxePDifQX3G9O/XVms7VqF6r6prAms3f4OwLwIIIIAAAggEKUBoHaQu50YAAQQQQOAzAQ2ldTOV01pNffRb35ef/vA7dlX1y5cuy6nFBTu0DnrrFlybhcHi0rM5ruGrc250cbJ0ekJulaNpjdAZjGmvbw3t4truxYRkcelzHadq4V4vR3RO49QuJOr2Fv3+bnQGsaVK9C+UkvKMmbA/P5kR7WPNhgACCCCAAAIIxEGA0DoOs8AYEEAAAQRGWkDbgLz8yi9l6fS3ZeHYEfte37t2XbTS+ou3H5Q/u+tO+cETD/naCqQfaK/ger6Yk6h6IOuY41pd3cszDiFeVIst9nvGuv3cWUEcZahoKr9LlZps1VpebiW0Y+LQLiRJ/bbjUj0f98Da+QBr9fyBYi60Z5oLIYAAAggggAACgwgQWg+ixD4IIIAAAgh4ENDqag2mdXvx2TNy6K47d89ifqbV1SbI9nCJoQ7pFlyboCWK4DoJ1dXdwE0AGkVf8KgXW/TyAEYZgDr7+ca1Ir1f2K+fzTAXPUxS+Oq0M2H/+lZDtLo/zM0s2hrF36Nu79PMbyY94fZQ9kcAAQQQQAABBAIVILQOlJeTI4AAAgiMq4D2p+7X8kNbhMwU8pESaZ9V7XFdb35ebRp2SJW06upuE2b6gofV51fN5gqWHV6ubdTbepRH+kC5uHjYYX/Yz7ULioF2jSLsN+FrXFq6DATl2Ml8TvSPVtfD+ZwkYXFbQ7TzmchKJp1yS8v+CCCAAAIIIIBA4AKE1oETcwEEEEAAgXET+MqDT9ph9Plnz4Ta8sOrc5TBdVKrq7tZm1A06IBvlMxM2B90NawG5IXJTOwWD/TymQ3rXsJ+qeDFYtBj9F70WwmrG8G2g4lDu6BBTQisB5ViPwQQQAABBBCISoDQOip5rosAAgggMLIC7167LvcePpSo+9PgWnsMV6rN3XGb/sNbtaaUN/39ev0oVFf3Cq4PFLMShFlSW1v0+yAE3ed6Jh/vBSr7+ez3gmTnOfO/XUiSwtdB/UzVeJBmuqChLszabG0POqxI9rPSKZkvWlRYR6LPRRFAAAEEEEBgUAFC60Gl2A8BBBBAAIExEFhdr7UF1xqUHpzJ+RrCjlKlcLdHQs3mC1nRFwFrFX8CxaS3tuj30TGL56XTE761cXAuUBnloo/97t3rz4NoF+J8gRBEGO71Xv06zvniR/+uqzWGX4TTPLup1ISsrNdC7TfuxUUDa20JouMddNNWVn/44EO5J2EvYwe9P/ZDAAEEEEAAgXgKEFrHc14YFQIIIIAAApEJlDbqou0azOYMYVc36p7HNarV1b1AtMI3Z6WGrrw0Va+lSrCtDTxPrI8HmnsddlHLKBfh85FjoFP51S5k1F+MODG1Lc1cISub1cZQ3yIJ8tsoA02+y53yubR93243XTj4+GPPyMLX7pPHFxciX4vB7fjZHwEEEEAAAQSSKUBoncx5Y9QIIIAAAggEKqDtQMqV9oB6btqyr+mlenjUq6t7TcYwbRZMIFZvtOxgLe4tB/x6IIdd1HIYc7/uIezzOKvKvVRIm5B/bQxejJi5MS/j9J9eFmlMWshfzFt2X2+vm1ZbP7V8Ud77t9/LT3/4Hfnykbu9norjEEAAAQQQQACBgQQIrQdiYicEEEAAAQTGT6BbcG2qh2+UqgN9DX7cqqu7PSUmELxVrkq9OVivWz1GFw7UHuO6sOO4bV5aewwb3Cbd2Gu7kHEM+Z1zbSrV3SwGavpjB73oql/P5LCBtXMc71x9X3507mdyz1/8mTy3dHJP1bX+/D8fPiQff3JDioV8IhYj9suZ8yCAAAIIIICAvwKE1v56cjYEEEAAAQRGSqBbcK0hly441i+4Htfq6m4PgIZcX5jJ2VXqm47FLjv3JeT/XMRZCauL223vk/dPZlMyk8/aAf84hvzdQtjS5v7PmvHVY9c26mNTyd/t86mfu7mCZT9j/fpS67M2m8+Km5dQUf6Pgp+BtbkPrbq+cOmyXP5v/12u/PPftQXXyy+9Jq++ccXedemJh+ThE0ejvH2ujQACCCCAAAIJFiC0TvDkMXQEEEAAAQTCEOgVXE/lMnKzVN0TdhG8dp+Vfu0ETPXmsH12w3gmwrxGv0rgfj8Pc6xxuVa/SvV+z2Jc7iPsceg3SfSFXK9FGpP2rM1OW6KV5EFt1z/4UA7ddeee03/lwSftCutLLywFdWnOiwACCCCAAAJjIEBoPQaTzC0igAACCCAwrIC2qdAgx7l1C3Cort5f2vSprtZbUnL0DDeWvcKyYecv6ceb6lZn9fC49vwedC57tQsxixBSld5d0vhs1Zri7A+epMB6p4o+J/q5CXvTCuyf/+I38uY//g2tQcLG53oIIIAAAgiMmACh9YhNKLeDAAIIIIBAUALdgmut4tNfGrbmc2nJWumu1ddBjSmJ59VAaTZvSTo9YbdlOFDMSa2uAdn4LLboZd6c1cEa+s8VskJVen9J07NZF1m00inp9Q2J/mcanz1M4K9V1yvlqm1mZSakX5uaOAjp2G+bnZRMeiL04Xz0yQ05/tgzcurRB/a0BdGWIb+9+r49Jm0b0q1CO/QBc0EEEEAAAQQQiLUAoXWsp4fBIYAAAgggEC+BrVpLVtbbF2GcL2ZlKpuW9c1GW/VwvEYev9Foj+uclZJypW4H1mz9BTSQ+5O5SUmlJuT/rW5JY8CFLfufebT30MD/ttmcfZOfru1t6TPad+/97jTw1xYb9UbLdov7tvNiJyuZdPgV1mqzeHbZJupsC/LUuZ/ZgfXC1+6zf64Btu5zz+FDcSdlfAgggAACCCAQoQChdYT4XBoBBBBAAIEkCmhQ+OnalqQmJkS/Mq/V1dpqoDCZScziZFG6O3t+a6Uwla+DzYZzsTx9BrUKtltP9cHONj57OVvS6F3rixKtGG629lnZcnx4et6psy+4Vlnrtroe3wUrowqsNYDWCuuZQr5rWxD9uS7O6Aypn1q+KOX1ipx/9gxPGgIIIIAAAggg0FOA0JqHAwEEEEAAAQRcC+xUuG7LZnWnrYVuupCgtrq4Va5KnQrYrqamX66zrYXp17yyXpNao+V6LsbhgG6LVGr/9JkpS7TthX4DgG2vQDc3Z7sQ3Lo/NSawdvb9Nm7OvupxeeaiCqz1/kvrFdE+1hpOLxw7Is8tndxlMe1CHvnmV+XxxYXdPye0jsuTwzgQQAABBBCItwChdbznh9EhgAACCCAQW4FGsyU3S+0Vmya4jmOwEzWkWchNe+R2hvomXGRxvL2zNIgbva33ujn7zXe+DDHPmy426FwQNOrPSByub14idXsZ4qxady7SGOW4tU+5tgTRljlRbu9duy4/Wr4oj5w4utvPWsPp6x98KG9e/Mnu0DTkPvqt73ftex3l+Lk2AggggAACCMRPgNA6fnPCiBBAAAEEEEiMQLfg2lQpaqijldjjvhmPfostOhcapMe1iHpoP2HtY71fWwb9+YFiVprNbVmr1GWbrhd2255+bWfMgqBWhnYh5u8oE/Tv13bGuUijLkAb5bcjdPHbmbwVeWBt/DSQ1rYfd9x+0P6jL339u3vC6dNPn98NsrWlCBsCCCCAAAIIINBLgNCaZwMBBBBAAAEE7J6kf/jgQykW8q4Xx9ovuB73ClgNwTRYWt9qDBTgOwPY1Y362D6ZXgJ8De/Gvc+1s++3tpsZJMCnXcjOx2yQoN/5gTStfqKqVtc1BGamrVj/HfHnf7Uor7ywJPd+tuBit/7Wsb4BBocAAggggAACkQoQWkfKz8URQAABBBCIXuCdq+/LuZdeE024Pv7jTfnykbvlRZcLZBFct8+jWWzRaxWrBrC6YN6NUnWg4DH6p8i/EZjwsOShV7UJYMexP7iXoN/M2ri3C/H6edOXTPOFrP2tgDAXtyzmLTtkj/umCzD+9ur78sMnHpJ3r123+16fWlxo628d93tgfAgggAACCCAQnQChdXT2XBkBBBBAAIHIBfTr3H/514/L0hMP2X1Itf/o4vfOycLX7rP/zM2mwfVKuS715ueL4g0TpLm5dpz21Z64M/msDFtl7rbyM04GXsbiV7uKcewPbvowD9NL3i9/L3Mf1THmmw31xvZQvb3NyxL9RoX2pQ9yS0pgbQw0qH75lV9KsTjd1u86SCPOjQACCCCAAAKjIUBoPRrzyF0ggAACCCDgSUCr3x49uyy/+/UFMf1FL791VXQBreeWTsrCsSOuzttqbduLMzqDaw2GDs7kRL9GP+q9mv0OmqdyaSlOWdJt8UZXExPznf1+uWEWzKs3WiPf59rvZ25c2oUE8czNFXbadezXg32Yj6L2eNf5YUMAAQQQQAABBMZBgNB6HGaZe0QAAQQQQKCHgKm07gyoNbTWQPvt1593bafB9S1doKz+ecX1qPdqNgHYTjDv72KA2jtXWxAMU0XrehJDPMAsfhfEwp2m7UOYrRvCojOV0en0hO8h6ai3C/E7sHbOuT7P+iJBnzk/F2mcK2Tt/vhsCCCAAAIIIIDAuAgQWo/LTHOfCCCAAAJjL6CLLf7tS6/J+Y5+1d0Cat336INPeqq2NtCr6zWpVJtt7nOfLRw2SosMmkrXIEJXgxdkyBbVB0NDV60iD3rxRBOK6/PoZ4gYlZteN4znYVTbhWggf6CYkzUPPdMHnXNn6D/sSyydh9tmJyWTnhj08uyHAAIIIIAAAgiMhACh9UhMIzeBAAIIIIBAfwFdcPH00+f3LISlAfXi2WV54NiRtgWyjp/8sdx/5O6hFs3qFVxrdahWIm5v9x93XPfQ4FC/rq+hUlDtAJz3blpeVOutofrvxsHTWZleqtQDH9Io9bkO+15GqV2IeYERRrsd50sZr9fb+ZxkJZNOBf4Z4QIIIIAAAggggEDcBAit4zYjjAcBBBBAAIEABLQNiIbQd9x+UN67dl2uvP68/e9mM32sTy0u2CG1BtnHH3tGfvrD78iXj9w91Ii0j3W5I5jU6mStsL1RqiYyuDa9poddbNEtrAZh2ipEW7CsVfxtQ+J2LF73NyFo2O1OnKH/sNWvXu992ONMVb/XENTr9UehXYjfvb8HtdT2PgeKWbufv5tFGgmsBxVmPwQQQAABBBAYVQFC61GdWe4LAQQQQACBDgGttNYAWquqNZTu7Ff96htXZPml1+SLf/IF+fiPN+XhE0dl6YmHfHHcL7hOUr/hsFpa9ENPaq9mHXfQ7UD2szPzl7NSdqV/s5WcUv842M3mLbEyybSLcs5NT399Ngf5VgaBdb+/Afk5AggggAACCIyDAKH1OMwy94gAAggggIBDwFRRP/LNr+5p/aE/00rsQ3fdaf/yc+sVXE/lMnKzVI19gBjkYotenKOqHPUy1rjZhdkmwouX85i4VYibSvmVBPQIj9s3E4zd+lbvqmsrnZL5okVLkGE/OByPAAIIIIAAAokXILRO/BRyAwgggAACCLgXMFXVpk2IhtXOdiHuzzjYEUkNrsNYbHEwwfa9tE3JzJQlcQ4QzRj3C+q83Puwx3ht2zDsdd0cH8aCi27GY/ZNQruQuNqZlxBa5a+fW2dff/0Wgi5Wm0qx6KKX55JjEEAAAQQQQGC0BAitR2s+uRsEEEAAAQQGFjBtQvSAzkUYBz6Jhx21r+vaRvvie6ZHdNwqrjVgmitYdrCkY45jOwkTIGqf5s1q08OMBHdI3KvB47y4ZdwXQNQqZm0XoouqDtLyIrinbO+Z44ynBFYAACAASURBVBpYO0dq2r3oYrW1RksKkxmZmbbCZOJaCCCAAAIIIIBArAUIrWM9PQwOAQQQQACB4QS0gvrCpctyz+FDsnDsSNvJtH/1b6++L7r4YufPhrtq/6Mr1aZoWOPcTHAd9iJzvUYb1WKL/fXiH9KZ0LBWb8Z+wUgTvsapV3Pcw37nE6jhuo5Xe4Rr+Br1FueXOJ02Wu0/99nCqlkrFTUd10cAAQQQQAABBGIlQGgdq+lgMAgggAACCPgnoAsvnnvpNbn38CG7d7Wz/cflt67avas7/9y/q/c/kwbXaxvtX4/XEGe+kJVb5arUm9EskmdCzKyVTkSvbSOt4z44k5NqvSWlSnsle//Z8G+PyWxKZvJZ0Yp6/ZWUzQTFUb40MT2Y1ayzdUScHePSLiRuL74GmbPZaUs0+GdDAAEEEEAAAQQQaBcgtOaJQAABBBBAYMQESusVu7o6qipqN5yN5rZ8urbV1tdVA7ADxZyUImh3kYS2Avv5Ols2aOWrs1+um3nxum+SKoS73aN5aRJF/+1RePb0hZM+g1G0C0nis1fMW3aVOhsCCCCAAAIIIIDAXgFCa54KBBBAAAEERkhAq6d/tHyxa3V1XG+zW3BtArww+zSb0KtUqclWLfo2B8PMV9gBnukNXW+0RBfbjGPv70E9zbO3VWuGVrGu1enFKUv02wdJqk7vZhpFuxB93nURQ31Rk5RnT9uC5HPpQR9L9kMAAQQQQAABBMZOgNB67KacG0YAAQQQGGUBXVxR+1OH3aN6WNNGsyU3S+2BkwkPg24zMUqBq3MeNDzUX0G3uzB9eTerDTuwHoUtzIr1sF8whDE/YbULSWI7FR3zbbOTkklPhDEVXAMBBBBAAAEEEEisAKF1YqeOgSOAAAIIIDBaAvsF10EFotoDd2bKkijaQYQxe6bdxVpA1eNx6AMdpGPQ9zeTtyRnpRJVITyotwmUg2oXYl42aUV8Ul6WmBdxBNaDPkXshwACCCCAAALjLEBoPc6zz70jgAACCCAQM4GwgmsNjzSQTNpii16my1S9+lmxrn66gJxuaxv1xLRk8OKnrTtm81lfe6xH0YLEy737cUwQ7UKS2P97Z8xZyaRTfrByDgQQQAABBBBAYOQFCK1Hfoq5QQQQQAABBJIl0C241mrNgzM58aOqchTbWfSbYT9DPhOCB1X93u9eovg5fsOp+9kuJIiXMMPdXf+jCaz7G7EHAggggAACCCDQKUBozTOBAAIIIIAAArET0OB6pVyXevPzBRFNcF2ttzwvkGfaPayu16TWSPZii24nTf0OFLPSbG7LWqUu29tuzyB2dfpULiPj7KdquuCfF7+w+oy7n9ngj/CjXYhp53OrXJV608MDHPxt7rmClU7JfNEKpcL6o09uSLGQl5lCPoI75ZIIIIAAAggggIC/AoTW/npyNgQQQAABBBDwSaDV2rYXZ+wMrmfzO20pVjfqA1/JVMrW6jv9b5utZAReA9+gix299FE27VTS6QlZXR/tdiD9KL0unOj1uH7jSdrPvbYLSaKfBtbaEiSVCnbRRQ2rdRHejzW0np6SH57+tnzj2JGkPRqMFwEEEEAAAQQQaBMgtOaBQAABBBBAAIHYCmhwfUurouvtVdFz05YdBK2s96941ZCsMJkZ2cUWvUyemwDQz9YYXsYax2NMxW9psy6b1ea+Q1S/uYI1VIV7HA2GGZPbdiFuntdhxuXnsflcWuYKWT9P2fVcGlgff+wZuecv/kxOLS7YwfXpp8/Lc0snZYHgOnB/LoAAAggggAACwQkQWgdny5kRQAABBBBAwCcBbUdR6QgHTcXwjVK1a6uGcVps0QuzBq9atX6z1LvVggkLS5WabNXGq51KP9NBwvxB9ul3nVH9+aDtQvQFlVb4e23JEoVfMW/ZrXSC3krrFXn07LJ9mTcv/mT3cmeePi9fvP2gLD3xUNBD4PwIIIAAAggggEBgAoTWgdFyYgQQQAABBBDwU6BbcK3B0GQ2bQdazpYf47jYohdrrXg9UMxJZ8WwBooaaGettB1qj3M7lf1cTZ9w7W/dWfU/mU3JbD4rawT++z6avdqFaOCvPdiH6WHv5TMx7DFhBdY6zguXLsvPf/EbefMf/0buuP3g7tC/9PXvyqlHH5CHTxwd9nY4HgEEEEAAAQQQiEyA0Doyei6MAAIIIIAAAm4FSht1u82Hc+tsHWB+v5KgxdrcOvi5f2c1MNXB7nW16l9fnpiAP4ntLNzftX9HdL5kSuozGGZgrVXWR7/1fXnkm1+VxxcXdifj1TeuyPJLr8mV159vC7L9my3OhAACCCCAAAIIhCNAaB2OM1dBAAEEEEAAAZ8EdCHFcqV9EUYTEuolWGzRPbSpam20tkUXjysP0KvZ/VVG+wjT51oXDtUK7HFfsNLtbJuqdT0unUrJxlbD/pWUbXbaEq0aD2u7/sGHcvzkj+V3v74gM4W8fVnT33rha/fRGiSsieA6CCCAAAIIIBCYAKF1YLScGAEEEEAAAQSCEugMrk2LAb3ep2u0s3DrbtqBaLWwtgLp1Sfc7XnHaX9THZyaEDts1WeUzZ2AaamyLRr616TWiH8f9Z3e3DnRsYe5aUB99MEndyuq9feLZ5ftANvZ3zrMMXEtBBBAAAEEEEDATwFCaz81ORcCCCCAAAIIhCagoWBlq2EveGZlUnZf66yVkuKUJbQGGXwaTNi6VWtKqVK3Pbv1CR/8jOO3p2lvoWG1Os4VLGk2t2WtUu+6SOj4CfW/Y2dLFX0m5wpZ2azGO/w3n51MeqL/DQawh+lpfe9f/Jn8/oMP7StcemGJtiABWHNKBBBAAAEEEAhfgNA6fHOuiAACCCCAAAI+CegCeOub9baqVlOteYue1n2VTUuLzoUY6cncl253h1491Dv7XA9+xvHbs9vz5mwXEsdWKzuBdVYy6XArrDufjveuXZfLb12Vew4fki8fuXu3Vcj4PUXcMQIIIIAAAgiMmgCh9ajNKPeDAAIIIIDAmAlUqk27lYBzs9ITcqCYk5WEtBiIYsr6haom0Maw9+z0MzRta/RbAElodRHVc5izUj1b0qih/opTu5C4BNZRzBfXRAABBBBAAAEEwhIgtA5LmusggAACCCCAQGACvYLr+WKORQU71J3tQHTBRa1W77Vp+K+GSVsUL7AH7bMTm4Urq/WW3VJlvw3D7jpaSX1wJieDGJr2K3FoF0JgHfSni/MjgAACCCCAAAI7AoTWPAkIIIAAAgggMBICjea2fLq21RbCmoBWw9nNanMk7nOYm9Dqae357SaENoZxCAyHuXe/jvXiYULueqNFn2sR8WIYh3YhVjpltwRJ6WqbbAgggAACCCCAAAKBChBaB8rLyRFAAAEEEEAgTIH9gutxD12H6VNtqmI1dF3d2L+yOMz5DvtaplVFqVKTrVrL9eW1nYi2wtB2Ic3WPiXurs+cnAO8BNbOu4uqXUg+l7YXh2RDAAEEEEAAAQQQCEeA0DocZ66CAAIIIIAAAiEJaHB9s1RtCwWHDcpCGnogl/Gzyndu2hIr07v/cCA3EJOTDhP6xyF0jQOjtvmYL2RlzWPob+4h7HYhhcmMzExbcSBkDAgggAACCCCAwNgIEFqPzVRzowgggAACCIyPQKPZkpul9mpWE95u1ZpS3myMBcZkNiUz+az4WWXuV3iblAnQ52b2s8BSF6Xcrwf4oPdkQlc3bVoGPXdc9zMV0ivlqtSbw1eZh9UupJi3RJ95NgQQQAABBBBAAIFwBQitw/XmaggggAACCCAQkkC34Nq0uRiH4DrIcNnvADKkR8L1ZYKs0HezmKPrgcfsgDCexdX1mtQa7lu27EdFYB2zB4nhIIAAAggggMBYCRBaj9V0c7MIIIAAAgiMl0Cv4PpAMSvN5vZI9mfWMHSuYNkVwWsb9cB6J5tWD6URXeRSq9Rn81lZ32rYC1cGselLlNn8TsuVUe1zHUYf7yDahWh1vb6cYUMAAQQQQAABBBCIRoDQOhp3rooAAggggMDYCXz0yQ25cOmyXH7rqhSnp+TUow/IwyeOBu7QLbjWi2p/Zt3WKnVfWj4EfiMDXCCI8G6/ywZZiTzA7Qa2S5CVwd0GPYqV6xrIa//qVms7lM+YeVmjvqvr3l/W2C8SprOiCy+yIYAAAggggAACCEQnQGgdnT1XRgABBBBAYKwEFs8uS7GQt4Pq/3Hturx86bKcWlyQxxcXAnfQ4Ex7XNeb7e0DRmlhQRO0+tUzeNBJGaVe4RpYFqcsyVnhVz7rCwf9BoD2Ww+qsnvQOR12vyhfZpjPgZd2ITr/t81OSiY9MSwBxyOAAAIIIIAAAggMKUBoPSQghyOAAAIIIIBAfwGtsj764JNy5fXn5Y7bD9oHaNW1BteXXliSew4f6n+SIffoFVxryDWZTcuNUjWRFddmoUAN3IapMB2G1yyKpy1Xklq5boJW7XdeqtSH4fB8bBzG4Hnwnx0YZWBtxu7lGwc7485KJp0aloDjEUAAAQQQQAABBHwQILT2AZFTIIAAAggggMD+AqX1ivzlXz8ur7ywJPc6Auqnli/Ku9euy9uvPx8KoQbXGkhWqs2264XdDsKvm7XSEzJfzMlmtWFX6Ea9hdG/OIh7jJOj6XOdTk9E9hLCq7E6zhV2+oBvdnzGvJ7T63HOdiHaL1x7vPfaCKy9KnMcAggggAACCCAQnAChdXC2nBkBBBBAAAEEHALdAmqtwD7+2DOydPrbsnDsSGhe2jog6cH1MG0QgoRO2guAuPaTjqrdi9dnI+6OvdqFEFh7nXGOQwABBBBAAAEEghUgtA7Wl7MjgAACCCCAwGcCpkVIZx/rM0+ft/c4/+yZUK1KG3W7ItS5meDtZqkqzdY+pZmhjrT9YhqyaaBpZcLvuzzobU/l0jIzZcmtclXqzXg66r3EPWCfzKZkNp+V0mY98srl/eY+7o6mXYj2Cnf2C7fSKbslSCpFD+tBP9vshwACCCCAAAIIhCVAaB2WNNdBAAEEEEAAAXn1jSuy/NJr8tOlk/KNzyqrdYFG7XP93NLJ0IW0pUa5o3+xBq66GF8cg+s49AsedJK0VcQXZnJ2j+uoW0V0jtksHllvtGLfgzvufa5NT3htwRHXFz06/53tQnJWWnQhVgLrQT/R7IcAAggggAACCIQrQGgdrjdXQwABBBBAYOwFzAKM9x+527b4/Qcf2osxmgUawwbqFVzHrVLYVIGXKjXZqrXCZvJ0vTiG7HEcUz9c7XM9X8iK/rNff+Z+5/Lr52ZMer6V9f17Rvt1TT/OoyH79JQlFFf7ock5EEAAAQQQQACB4AQIrYOz5cwIIIAAAggg0EPgnavvy2+vvi/FQl4ePnE0ssDaDK9bcK2VwgeKuchbXJiF+bJWOpbV3/0eclPVXK237EUwo9w0+C9MZmQtQcG/0ysubTjMnG7VmrFYANTNM1XMW3ZbGDYEEEAAAQQQQACBeAsQWsd7fhgdAggggAACCIQk0Cu4jrLFRRKrgrtNlwne0+mJyCqF4xL4Dvs4m37hUfW5TvIzSWA97NPH8QgggAACCCCAQHgChNbhWXMlBBBAAAEEEIi5QKXalNX1WtsoTUhXDnkxPFMVHFU4GcRURREcO1trrK7XY913eVDzqIJj/fbBfDFnL2boXNBw0HFHuR+BtXt9/UbM9Q8+tNcfcLZv0rUJ9FsyC5+tS+D+zByBAAIIIIAAAgj0FyC07m/EHggggAACCCAwRgL7Bdeb1Ubg7RA0ZNWFICezyWwH0u9RMb25V8pVqTe3++0+1M+jCneHGvSAB+tzcqCYtfcOo8+1qfC+FcK8DUgw8G5zhazkc+mB92fHHYGPPrkhulCubm+//rz9T7OYrq5DcM/hQ1AhgAACCCCAAAKBCRBaB0bLiRFAAAEEEEAgqQK1RsvuH73tyFTDCEDNNbRXcNT9n4Ocu8lsSmbzWXsBP7UOYstmUqJhZRKrgt14zOSDf8ERRYW8G4Ne+2qwf9vspGTSE36cbizPodXWp58+L6cWF+yQWkNs/ffHFxfG0oObRgABBBBAAIHwBAitw7PmSggggAACCCCQIIFGc1s+XdsKLbg2lazrCWy94GVag2w1YULWMKq5vdy738eYZyeIBSaTGlibF0AE1sM/bRcuXZaXL12W4vSU3H/kbnnuh98Z/qScAQEEEEAAAQQQ6CNAaM0jggACCCCAAAII9BDQ4Forrputz0uutXrz4ExOtBpaF2/0YwujWtaPcfp9jiCq18fV0rwE8LOFzdy0JanUhF0R7/zWgd/Pgd/n23muspJJp3w9tbbL0E37O5fWKzJTyPt6/rieTO/1L//6cXt4b178iRy66864DpVxIYAAAggggMAICRBaj9BkcisIIIAAAggg4L9Ao6mtQmpdg+t6oyWrG3XPFzWhba3elLVKPVHBoOeb7jjQ9GZuNreHMhiX1ir7uavBXMESPyy1X3a13kpcm5qgAmt1f+/adTn91N/vBNf/7jY7wB2Hbfml1+Tyf/vvUixO27dr+luPw71zjwgggAACCCAQnQChdXT2XBkBBBBAAAEEEiLQLbjWoWslqm5egmtt6aALLo56z+VBp1gtrUxKbnT0Eh/k+CCqjAe5blz3GabaPIjq97CcrHRK5ouW7xXWzvFrgKuLEY7LQoRm4cWfLp2UL95+0O5p/fCJo7L0xENhTSvXQQABBBBAAIExFSC0HtOJ57YRQAABBBBAwJ3AfsF1Oj0ht8qDt1BIap9gd2Lu9/biMj2ZEf1VqtRkqxbMoo7u7yT6I9SkMJlxtdhlkH3GgxbJWik5UMja7UyC2rQ9yPHHnpFTjz5gB7ejvl3/4ENZ/N45WfjafbshtelvraH1OBiM+hxzfwgggAACCMRZgNA6zrPD2BBAAAEEEEAgVgK9gmsNWyez6b5VwlrFqm0XtK2I9sN29sqO1Y1GOBgTQg+yiKKXkDvCWwv90m4q0CezKZnNZ12F3KHfUI8L5nNpmStkAx2O9nU+fvLHdj9rrbLu3N69dt3ucT1K/Z41pNdfek/O/t0aZqvHvYcPBWrOyRFAAAEEEEBgvAUIrcd7/rl7BBBAAAEEEHAp0Grp4ow1qTfbq3pNcK0V193CaA0FZ/JZ8XOhPJdDT8zu2UxK5gtZKW3WZbPa3DNu07tZFwdM2iKBYU+C80VJr77pSQ7/i3lLdPxBb0+d+5m8+z//YAfWGlybTUNdbZnx8WeLNH75yN3y3NLJsVmkMWh3zo8AAggggAAC4ytAaD2+c8+dI4AAAggggIBHgf2C66lcRm6Wqm3BdZJDQY9EQx/Wq7dyknsuD40yxAm0z3XOStltbJwvVZL8bAYdWF9+66roL6007tbH2gTW+nNtl1Es5O1qbK1A1uCaDQEEEEAAAQQQQMC7AKG1dzuORAABBBBAAIExFtDgWhdg3Kq1VwI7Q0DlmStYohXBaxt12oG4fF5MlXC13pJSpS6mhcX6VsNewJLNnYC2XtHnU4PrWqMlJsj2sviluyv7v3fQgbUZsenhfP+Ru+X8s2fabkQDam2T8ebFn+xWVuv+2iqkWwsR/xU4IwIIIIAAAgggMLoChNajO7fcGQIIIIAAAl0F9KvsGsA4F9HSisGnli/KqcUFuYc+pa6enNX1mlQ6WlhM5dJSnLLs89AOxBXnnp0nJsRuFaIB9sTExJ4q9uHOPn5Ha+sV0/9ZX7joy4CkbTp+7WMd1vbetevyo+WL8siJo7t/b2o4/fNf/Ebe/Me/aWsXon+/av/nzoA7rLFyHQQQQAABBBBAYFQECK1HZSa5DwQQQAABBAYU0FBFQ+q3X39+9wgTwFz557+jF+uAjs7dOoNrU22dmhA7ZK03tz2clUNUQEPr2bxlL3SpbS169QxHazAB015F99bQurxZt78JkIRt5wVGzq64D3vTiuryemU3oP7S178rj3zzq/L44sLuULSFyPJLr9lV1rz8C3uGuB4CCCCAAAIIjJoAofWozSj3gwACCCCAQB+Bd66+L6efPm/3XF04dsT+evvRb31/TwADpDuB8mZDKlsNmZ227KB1db1uVwdrlfCtMsG1O82dvU3AaiqCk9x/2cv9+32Msx+4tljRbwN063Pt93X9OJ8ZeyY94cfphjqHvvQ7+uCTcuX153dD7OsffCiL3zsnC1+7z+5vzYYAAggggAACCCAwnACh9XB+HI0AAggggEAiBb7y4JN22KIVgaY60BnAJPKmYjBorVhd36yLBthms9ITcqCYk9JmXTY72ojEYMixHYK6zRdzdu9qZ/9qbb0yM2XJyvpOX2a2wQRMP/C1Sk22ap+7aZ9r/bUS4xcrO4F1VjLp8Cuse+nq36EPHDtiV1qbBRm1LcgrLyzxbZXBHkn2QgABBBBAAAEE9hUgtOYBQQABBBBAYAwFLr911e5hrUG1/lM3Fg7z50HQwLrc0SfYBLDaioHgur+zqajuFaT2CrT7n3k89+gXTGuf6wPFrP2yJW4LXMYxsNanSCur9Rsr2lvl4z/elEN33UlgPZ4fL+4aAQQQQAABBAISILQOCJbTIoAAAgggEGcB8/X2L95+UD7+5AY9WH2erG7BtWlv0Fk57POlE3+6mc/6V2svcO1h3WtztrpwVrYnHsDnGxi0pYp6anBdrbdiszhjXANrM0XaWknbLenfo/eygK3PTy6nQwABBBBAAIFxFyC0HvcngPtHAAEEEBhbAa2w1oprDVycizKOLYjPN67h9NpGve2sBK29kZ2h6aCLA2rv8IMzOak3WrLaYe3zdCbydPoCwE3ParPopZVJRb7gpZVO2S1BUrqaKRsCCCCAAAIIIIDA2AkQWo/dlHPDCCCAAAII7Ai8e+26PHp2WU4tLth9Wdn8F6hUm7K6XiO47kM7TJhvgtZ0esIOWrWv+LhvaqJV083mtqcwv197lqB987m0zBWyQV+G8yOAAAIIIIAAAgjEWIDQOsaTw9AQQAABBBAIUuDCpcvy81/8Rq7889+xcFiA0Bpcr220h6mmqnir1mxbtDHAYcT21NpvuTCZkc4FAt0OeNA2GG7Pm7T9h3kB4LxX7XM9X8jKesdCmEF76LMwM20FfRnOjwACCCCAAAIIIBBzAULrmE8Qw0MAAQQQQCAIAe3FevRb35eFr90nS088FMQlOKdDoNHclk/XttqqgE1rizj1EA570vwOmvstOBj2/YV9Pb8CazNucz59uVLqWFw0iHsr5i3RZ4INAQQQQAABBBBAAAFCa54BBBBAAAEExlBAFw/7+RtX7MD60F13jqFA+LfcK7ieze9UlY5TT2YN7LWKVzft+73fgotuZ2oym5LZfHboym231416fyutCynmpLRZl81q07fhmLnSf66u+ztXzkESWPs2ZZwIAQQQQAABBBAYCQFC65GYRm4CAQQQQAABBIYR0AUpX750WT7+5Ibcc/iQPLd0Uu64/eAwp+x6bKPZkpul2p6Qdm7ashecW1kf/Z7MflcDd4PWAHe+mBNdDFN/jfoWRoV5kH2uZ6ct0XtgQwABBBBAAAEEEEDACBBa8ywggAACCCCAwFgLaNX5j879TJZOf9vu7X3upddsj0svLIUaXM/kLclZKblRqo7sYoJaBT03nbX7eAcdJocRjsfhg+N3i5X97slUsftVzW0vojmdFV14kQ0BBBBAAAEEEEAAAacAoTXPAwIIIIAAAgiMtcCZp89LsZC3q6t1++iTG7J4dtn+97dffz4Qm14V1xpATmbTcqu8txo7kIGEeNIww1VzWxqKHihmpdnclrVKfeReBkTxvPjV51rn5rbZScmkJ0J8CrkUAggggAACCCCAQFIECK2TMlOMEwEEEEAAAQQCEXhq+aIdVGtltdn090cffFJOLS7I44sLgVx3v+B6KpeRm6Wqr72eA7mJAU6q4WRxaqeKPKow3lSxR3X9AZhc7eLsCR5FSxnzMkAHrabb266GLzvBd1Yy6ZS7A9kbAQQQQAABBBBAYGwECK3HZqq5UQQQQAABBBDoJvDutevy6Nllu9J64diR3V0uXLosv3zrqrx58Sd225AgNg2uV8p1qTdbbaePoio5iPvzqyrXj7GNmulmtWG3WYly82JKYB3ljHFtBBBAAAEEEEAgOQKE1smZK0aKAAIIIIAAAkMK6IKL1z/4UJaeeKjtTFptreG1s4+1qbZ+5YUluffwoSGv3PvwVmvbXpyxM7g2i+slteLaLIYYh3DV6E/l0jKbt+wq9nrTZXlwYE/A4CeOY59uNZ2ZsmSQPtcE1oPPNXsigAACCCCAAALjLkBoPe5PAPePAAIIIIDAGAksv/SavPrGFTu0fvjE0d07d/axNpXVJrTW3x+6685AlTS4vrVek1q9veJaA0FtrbFSTlbIagL3Vb2nRvs9BQo5wMmzmZTMF7IDhawDnC60XcxLAF3AMuhFLN3e1CAvKKx0ym4JkkrRw9qtL/sjgAACCCCAAALjKEBoPY6zzj0jgAACCCAwhgLvXH1fzr30ml01rRXXV15/Xu64/eCe4Lpc3pD77/tPduX1A8eOBNbTutsUaMhbqTbbfmQqWW8lJLj20jIi7McxjhXL+xkkoULc9LnW/tadfbZ1cdG5aYvAOuwHneshgAACCCCAAAIJFiC0TvDkMXQEEEAAAQQQGFxAK6d106D69NPn7TYhznYg+rPSekX+6xtX7IUZ7zl8qK3H9eBXGm7PbsG1VrIeKObsMDBulcvmbjUIPlDM2otHRrE4oFt1M95qvSWlSt3t4aHtn4SXAE4MXfRSQ2rT1qYwmZGZaSs0Ly6EAAIIIIAAAgggMBoChNajMY/cBQIIIIAAAgi4EDDtQLTqWhdgjNumC+yVO4JU04KhvFmXzY5q7KjHn7TKZeOl1cHa4zqdnpBb5ZpolXCctqQF1sZO28NoWK0vWLRKnA0BBBBAAAEEEEAAAbcChNZuxdgfAQQQQAABBEZCQCutj5/8sZxaFa61qwAAF8VJREFUXJAv3n5QPv7kRqitQPohdguuTTgcp+DazUJ8/e45qp9rdXDOStnBtVaKR72ZMF37Pyehar2bl/YNJ7CO+kni+ggggAACCCCAQHIFCK2TO3eMHAEEEEAAAQSGFLhw6bK8fOmyHVp3tgoZ8tS+HL5fcL1ZbYj+PMotqZXA3czici9JaVuy33NXzFuinmwIIIAAAggggAACCHgVILT2KsdxCCCAAAIIIJBoAWeLkB888ZDMFPKxvJ84BtdaCayVtBqwxqU62Y/JM1XjUfUOT2qbFaf9XCEreVqC+PE4cg4EEEAAAQQQQGCsBQitx3r6uXkEEEAAAQTGV0BD61+9dTVWLUF6zcbGVkPWNtoXCzQVuVu1ZqgV16MQrO731Jve4Wquv8LaorquX/enLzJum52UTHrCr1NyHgQQQAABBBBAAIExFiC0HuPJ59YRQAABBBBAIDkClWpTVtdrbQPWoPDgTE6q9ZaUOhZuDOLOspmUaCVt2IFuEPey3znDDuYnsymZzWft/tW6eGHSNuNFYJ20mWO8CCCAAAIIIIBAfAUIreM7N4wMAQQQQAABBBBoE9Dgem2jJtuOtQI1uD5QzEqzuS2rHdXYfvKZns8r5arUm9EvVujnvXU7l3khUG+0QnG9WarGYhFIt647gXVWMumU20PZHwEEEEAAAQQQQACBngKE1jwcCCCAAAIIIIBAggQazW35dG2rLbjW4c9NW/ZdrFXqe3427O3N5C2ZzKYlqcHqMPevrlYmJTdKVd9d47L4o1cfAmuvchyHAAIIIIAAAggg0E+A0LqfED9HAAEEEEAAAQRiJrBfcO1nwGr6Zmv7kfKm/2F4zFh7DieIcFlfBOSsYMLwMFytdErmi1YgFdbvXbsup5/6ezn16APy8ImjYdwO10AAAQQQQAABBBCImQChdcwmhOEggAACCCCAAAKDCGhw3a3yWQNWrYoetjI47L7Og9xzlPtMT2ZEfw3bHsX5IiCMPuRBmGWtlBwoZCWVCmbRxesffCjvXH1ffvnWVTl0153y3NJJmSnkg7gVzokAAggggAACCCAQUwFC65hODMNCAAEEEEAAAQT6CTSaLblZqu3phTxsZbCGs3qO1Y2abNWStzBgPzevP9eFKOcLWSlt1mWz2nR9mlF4EZDPpe3FOMPYPvrkhiyeXZYHjh2RxxcXwrgk10AAAQQQQAABBBCIiQChdUwmgmEggAACCCCAAAJeBPwOrocNvL3cQ5KO8Ro8ez0uTjbFvGW/zAhz09Baq6zPP3smzMtyLQQQQAABBBBAAIGIBQitI54ALo8AAggggAACCAwr4EdwraHqrFnMcaO+p3p72DGO0vEmgN6qNWWQFh+T2ZTM5rOyVklu5XoUgfWrb1yR5Zdek6UnHqK39Sh9gLgXBBBAAAEEEEBgAAFC6wGQ2AUBBBBAAAEEEIi7gAbXK+W61Jvt7TymcmkpTlld+1+bexqFKuCw52diQuRAMSvN5rasVXovUulXL+yw7895vaADaw2ntY91eb0ipfWK/U/9vW6nFhd2W4O8e+263etaK6//y4mj9LmO8qHg2ggggAACCCCAQMAChNYBA3N6BBBAAAEEEEAgLIFWSxdnrHUNrmfzO8F1vbndNhytAp6bzkp5syEbW42whjoy15nJW5KzUnKr7H9v8Tggaf9q7WMd1KZ9q48/9ox9+ke++VX7n8VCXv70rjvtRRjNAoxaca3h9v1H7raDbT3u0gtLcsftB4MaGudFAAEEEEAAAQQQiFCA0DpCfC6NAAIIIIAAAgj4LdAruLbSE3KgmJNb5c+Da/pX+6PfzXG/MNufqwZ7Fq0kny/kRF9qBL2ZBRfv/Y9/Kj84/e09FdQXLl2Wly9dlp8unZRvHDtiD+f4yR/LPYcP2a1D2BBAAAEEEEAAAQRGT4DQevTmlDtCAAEEEEAAAQRkdb0mlWqzTUKD6y/M5Oyqam0J0qtCGD73AtqGRavZV9frMj2VttuGrG7U3Z8oBkeYdjGZ9ERoo9Hq6TNPn7dbg+iii6aCWtuBnH76/J6+1k8tX7TH9tzSydDGyIUQQAABBBBAAAEEwhMgtA7PmishgAACCCCAAAKhCnQLrrOZlByczUm13rRbibD5JzBppeXATFY2a01ZKSfTdiewzkomHXyFdTd5bQOi/ay19YcG2Ue/9X1Z+Np9bRXVpqXIqUcfYIFG/x5fzoQAAggggAACCMRKgNA6VtPBYBBAAAEEEEAAAX8FSht1Wf+sV7VWWs8Xc7JVa8pkNi2b1YZddc02vICpTk6ybdSBtZkFDau1l/V7167L4tll+d2vL+y2DNGfPXp22Q603379+eEnjjMggAACCCCAAAIIxFKA0DqW08KgEEAAAQQQQAAB/wQ0mNZe19OTGbttSK3RstuDaKsQguvhnU2/8NJmXTarTdv2QDEr1XpLSpVktAiJS2DtnA1tDfKjcz+Tf/2Xf9j946fO/Ux+e/V9ufT3P7QXamRDAAEEEEAAAQQQGE0BQuvRnFfuCgEEEEAAAQQQaBPY3hb5f6tb0mxt7/45wfXwD4m+CNBfK44FLvWsupCh9rhOpyfkVrkm6h/XzUqn7JYgqVR4PawHsTALNN5/5G758pG75VdvXZXLb121W4foIoxsCCCAAAIIIIAAAqMrQGg9unPLnSGAAAIIIIAAAm0CWnFd7qj81XD14MxOyxBahbh7YIpTGZnKZeRmqdr2MsB5lkH2cXdVf/fO59IyV8j6e1Ifz6bBtS66qK1CtLJaF16kwtpHYE6FAAIIIIAAAgjEVIDQOqYTw7AQQAABBBBAAIEgBPYLruuNlqxuJKOdRRA2bs45k7ckZ6XsKmpn9Xq3c/SqxnZzvSD2LUxmZGbaCuLUnBMBBBBAAAEEEEAAgaEECK2H4uNgBBBAAAEEEEAgeQKVatPube3cTDsL/TOC695zqk7zn1Umr6wP3vZjKpeWmSlL1io12aq1In9oinlLtAqcDQEEEEAAAQQQQACBOAoQWsdxVhgTAggggAACCCAQsEC34FovOTedjD7MAfN0Pf2wPcB1wcb5Yk42thr2r6g2Auuo5LkuAggggAACCCCAwKAChNaDSrEfAggggAACCCAwYgK1Rsvux9y5SKBpfXGjy89GjGDg2xk2sDYX8us8Aw+8Y8fZacteOJINAQQQQAABBBBAAIE4CxBax3l2GBsCCCCAAAIIIBCwQKO5LZ+ube0JruO+gGDALG2n97tCWluMHChmpdnclrVKfY99EPdmt3+ZzoouvMiGAAIIIIAAAggggEDcBQit4z5DjA8BBBBAAAEEEAhYQINrrbjuXFCQ4FpEe1HP5i3bp97c9nUmtBWLlRlsMcdhLqyB9W2zk5JJTwxzGo5FAAEEEEAAAQQQQCA0AULr0Ki5EAIIIIAAAggg4E3gnavv2wf+58OHZKaQ93aSPkc1mtoqpEZw7XAKI7QP+ho77UiykkmnAnluOCkCCCCAAAIIIIAAAkEIEFoHoco5EUAAAQQQQAABHwQ++uSGLJ5dlnJ5wz5bsTgtl15YkjtuP+jD2feeoldwrdXGxamdauPOauxABhKDkwYdJjtvUXtM66+Vsr/V3ATWMXiQGAICCCCAAAIIIICAJwFCa09sHIQAAggggAACCAQvoIH1obvulKUnHpLSekUePbts/zOq4DqoNhnBSw5+BW2lMV/I2gesrNdC6Tet18pmUvZ1S5t12aw2Bx9wjz0JrIcm5AQIIIAAAggggAACEQoQWkeIz6URQAABBBBAAIH9BP78rxbluaWTsnDsiL2bBtbHT/7Y/ve3X38+MLxeFdcmWL3lc0VwYDfi8sQa9OoCidV6S0qVusujh999J2jOyWa1IeXNhucTWumU3RIklaKHtWdEDkQAAQQQQAABBBCIVIDQOlJ+Lo4AAggggAACCPQW0EprbQWiwbXZtGXI8ceekUe++VV5fHEhML5WSxdnrEm92Wq7hpXWYDfnW0VwYDfg8sR+BcYuL7tn92GD88lsWnSBRwLrYWeC4xFAAAEEEEAAAQSiFCC0jlKfayOAAAIIIIAAAp8JaBj9q7eu2r/7xrEjdlh9+a2r8tTyRbs9yMMnju5a6Z8vv/hP8q//8g+B+u0XXM8Xc1L2qZVFoDcxwMk1iNf72dhq2L+i3ry2KClMZmRm2op6+FwfAQQQQAABBBBAAIGhBQithybkBAgggAACCCCAwHACZsFFPYsuuuhccHH5pdfk1TeuyJXXn99dgPH6Bx/abUKcfzbcCHofrcG1tsqodPRZNpXJcQl6vd6/LjI5M2XZ/atrjfaqcq/n9Ou4mbwlOSslt8q1vgtgFvOW6OKRbAgggAACCCCAAAIIjIIAofUozCL3gAACCCCAAAKJFehs92EC7PuP3G1XWOt2+unz8t6//V5efO578qd33Sl/++I/yfX//X/lzYs/Ce2+V9drPYPrYXswh3YTHRfSkHcql5GbpWrfUDjOYySwjmp2uC4CCCCAAAIIIIBAUAKE1kHJcl4EEEAAAQQQQGAAAW31ob8uvbC0u7e2BCmvV+T8s2fsP9MFGC9cumxXXOv2xdsP2vtrC5Ewt9JGXdY72mfEpRe0W4ckBNbmnvarBiewdjvz7I8AAggggAACCCCQBAFC6yTMEmNEAAEEEEAAgZEW0FB6ppBvC631N84FGE14ra1B7j18KDKP8mZDypV62/XN4oFbtaboz+O+6UKFViYlN0pV2d6O+2h3xqd9t78wo33EP++7PVfISj6XTsYNMEoEEEAAAQQQQAABBFwIEFq7wGJXBBBAAAEEEEAgDAGttC4W8rvtQd65+r58+cjdYVx6oGt0C6518cCDMzmp1lt2D+w4biZcj/MY93MzVe36cmAym5ZMeiKOzIwJAQQQQAABBBBAAIGhBQithybkBAgggAACCCCAgL8CusjiwyeOyj2HD4kuxKjV1dq/2lmN7e8V3Z+tV3A9X8iKLt64uhGv4DqpbUw6ZyabScnB2Zz7CeMIBBBAAAEEEEAAAQQSJEBonaDJYqgIIIAAAgggMB4CX/r6d2Xp9Lfl5UuXxbkgY9zuvltwrWPU9hup1ISsrNdi0X5jVALrnfvISiaditujwHgQQAABBBBAAAEEEPBVgNDaV05OhgACCCCAAAIIDCfw0Sc35OiDT9onObW4II8vLgx3woCPrlSbsrpe23OVmbwlOSv6vtGT2ZTM5rOyVqnJVq0VsEZwpyewDs6WMyOAAAIIIIAAAgjET4DQOn5zwogQQAABBBBAYMwFzjx9XhaOHYlVH+v9pqRXcF2cyti9l2+Va9Jshb/ioV5/KpeRm6VqJNf36zG20imZL1pUWPsFynkQQAABBBBAAAEEYi9AaB37KWKACCCAAAIIIIBA/AW0inllvbqnHUhUwXFU1/V7prJWSg4Usna7FTYEEEAAAQQQQAABBMZFgNB6XGaa+0QAAQQQQAABBAIWaDS35dO1rciDa9OaJKoKb7+Y87m0zBWyfp2O8yCAAAIIIIAAAgggkBgBQuvETBUDRQABBBBAAAEE4i/QK7iensyI/gqyVcfEhMjBmZzUGy1Z3ajHH2ufERbzlmi1OBsCCCCAAAIIIIAAAuMoQGg9jrPOPSOAAAIIIIAAAgEKNJotuVna28d6KpeW4pQlK+Wq1Jv+9rjeWagwJ5vVhpQ3GwHeXfCnJrAO3pgrIIAAAggggAACCMRbgNA63vPD6BBAAAEEEEAAgUQK7Bdcz0xZcsvH4JrAevBH5PoHH8o7V9+X/3LiqMwU8oMfyJ4IIIAAAggggAACCIQoQGgdIjaXQgABBBBAAAEExkmgV3BtpSfkQDEnK+s1qTVaQ5FkMymZL2SltFmXzWpzqHNFfbD2r9Y+1kFuv3rrqpx78Z+kWJyWF589I4fuujPIy3FuBBBAAAEEEEAAAQQ8CRBae2LjIAQQQAABBBBAAIFBBPYLrrWdx1rFe9hs+mQH0W5kkHvzax/txT1fyMlkNuXXKfue58Kly/LzX/xG3vzHv5E7bj/Yd392QAABBBBAAAEEEEAgTAFC6zC1uRYCCCCAAAIIIDCGAhpcr5TrUm+2V1Wbth4bWw3RX242XaRwKhfswo5uxuN1X2OQSU94PYXn47709e/KI9/8qjy+uOD5HByIAAIIIIAAAggggEAQAoTWQahyTgQQQAABBBBAAIE2gVZr216csVdw7WYBxZm8JTkrJbfKexd7TBL7TmCdlUw6nApr7Wd9+unzcmpxQcrrFVl+6TV5bumkLBw7kiQ2xooAAggggAACCCAwBgKE1mMwydwiAggggAACCCAQBwENrm9pH+t694rrfsH1ThuNrH0r2g97ezsOd+VtDGEE1qX1ir3oojOU1tD6vX/7vRz6D/9e7j18qK3K+qNPbtAqxNt0chQCCCCAAAIIIICAzwKE1j6DcjoEEEAAAQQQQACB/QVW12tS6Vg00bTJ6BVc9/t5kszDCKzVQwPrcy+9JpdeWNoNo9+9dl2eWr4ob7/+/C6Z6W9d3tiUew4fsquv6XOdpCeKsSKAAAIIIIAAAqMnQGg9enPKHSGAAAIIIIAAArEX6BZcayX1wZmcVOstKVXqu/cwSoG1lU7ZLUFSqXB6WH/lwSdlppCX88+esYPop879TH579X3513/5B9vX/P7Uow/Il4/cLRde+aW8+z//0BZqx/5hYoAIIIAAAggggAACIydAaD1yU8oNIYAAAggggAACyRAobzak7AinddQaXB8oZqXZ3JbVjbpY6QmZL+bshRrdLtYYN4V8Li1zn7U3CWts2iLkjLYEuXZditNTotXUWnmtFdXa0/rVN67s/l7HpH2vj5/8sVx5/XmqrcOaJK6DAAIIIIAAAgggsEeA0JqHAgEEEEAAAQQQQCAygW7BtQ5mbtqSdHpC0qmUrJSrUm8muIG1iBQmMzIzbUXmrKG19qzWsForrvX3i2eXZemJh+ThE0d3x6UtRbTv9e9+fcGu0GZDAAEEEEAAAQQQQCAKAULrKNS5JgIIIIAAAggggMCuQLfgujiVkenJjDRb23KjVE30oovFvCV6P3HaNLDW8Fr7V5tNQ239c12g0fnncRo3Y0EAAQQQQAABBBAYDwFC6/GYZ+4SAQQQQAABBBCItYAzuNaAdyqXkZulqmhLjclsOrHBdRwDa30Q/vyvFuXFZ8/Yfax10zYij55dtv/55sWfUGUd608Lg0MAAQQQQAABBEZfgNB69OeYO0QAAQQQQAABBBIhoD2rddFF3VbWa7vV1c4QWyuvk7LNTlt2tXgcN+1bff+Ru+XxxQW7bYj2vdbAWvtdawU2GwIIIIAAAggggAACUQoQWkepz7URQAABBBBAAAEE2gQ0lP7jytYelSQF17qY5Ox01q4Sj+tmWoHom4GP/3hTvnj7QQLruE4W40IAAQQQQAABBMZQgNB6DCedW0YAAQQQQAABBOIsUKk2ZW3j80prM9YkBNcaWN82OymZ9E7FeJw3razWhRd1wUXTJiTO42VsCCCAAAIIIIAAAuMjQGg9PnPNnSKAAAIIIIAAAokRaDS35dO1rT0LME7l0lKcsux+13FrFaKtTb4wk5VMOpUYZwaKAAIIIIAAAggggEAcBQit4zgrjAkBBBBAAAEEEEBA9guuZ/M7wXW9GY8e1wTWPLAIIIAAAggggAACCPgnQGjtnyVnQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEBhSgNB6SEAORwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPBPgNDaP0vOhAACCCCAAAIIIIAAAggggAACCCCAAAIIIDCkAKH1kIAcjgACCCCAAAIIIIAAAggggAACCCCAAAIIIOCfAKG1f5acCQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQGBIAULrIQE5HAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMA/AUJr/yw5EwIIIIAAAggggAACCCCAAAIIIIAAAggggMCQAoTWQwJyOAIIIIAAAggggAACCCCAAAIIIIAAAggggIB/AoTW/llyJgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEhBQithwTkcAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAH/BP4/hVJ5nTuOH9IAAAAASUVORK5CYII=", - "text/html": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "# Create the 3D scatter plot\n", - "fig = go.Figure(data=[go.Scatter3d(\n", - " x=reduced_vectors[:, 0],\n", - " y=reduced_vectors[:, 1],\n", - " z=reduced_vectors[:, 2],\n", - " mode='markers',\n", - " marker=dict(size=3, color=colors, opacity=0.7),\n", - " # text=[f\"Category: {c}
Text: {d[:100]}...\" for c, d in zip(categories, documents)],\n", - " # hoverinfo='text'\n", - ")])\n", - "\n", - "fig.update_layout(\n", - " title='3D Chroma Vector Store Visualization',\n", - " scene=dict(xaxis_title='x', yaxis_title='y', zaxis_title='z'),\n", - " width=1200,\n", - " height=800,\n", - " margin=dict(r=20, b=10, l=10, t=40)\n", - ")\n", - "\n", - "fig.show()" - ] - } - ], - "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 -} diff --git a/week8_wip/day2.3.ipynb b/week8_wip/day2.3.ipynb deleted file mode 100644 index bfa8df0..0000000 --- a/week8_wip/day2.3.ipynb +++ /dev/null @@ -1,708 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063", - "metadata": {}, - "outputs": [], - "source": [ - "# imports\n", - "\n", - "import os\n", - "import re\n", - "import math\n", - "import json\n", - "from tqdm import tqdm\n", - "import random\n", - "from dotenv import load_dotenv\n", - "from huggingface_hub import login\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pickle\n", - "from openai import OpenAI\n", - "from sentence_transformers import SentenceTransformer\n", - "from datasets import load_dataset\n", - "import chromadb\n", - "from items import Item\n", - "from testing import Tester" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "e6e88bd1-f89c-4b98-92fa-aa4bc1575bca", - "metadata": {}, - "outputs": [], - "source": [ - "# CONSTANTS\n", - "\n", - "HF_USER = \"ed-donner\" # your HF name here! Or use mine if you just want to reproduce my results.\n", - "DATASET_NAME = f\"{HF_USER}/pricer-data\"\n", - "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", - "DB = \"products_vectorstore\"" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "98666e73-938e-469d-8987-e6e55ba5e034", - "metadata": {}, - "outputs": [], - "source": [ - "# environment\n", - "\n", - "load_dotenv()\n", - "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", - "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "9a25a5cf-8f6c-4b5d-ad98-fdd096f5adf8", - "metadata": {}, - "outputs": [], - "source": [ - "openai = OpenAI()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "dc696493-0b6f-48aa-9fa8-b1ae0ecaf3cd", - "metadata": {}, - "outputs": [], - "source": [ - "# Load in the test pickle file:\n", - "\n", - "with open('test.pkl', 'rb') as file:\n", - " test = pickle.load(file)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "33d38a06-0c0d-4e96-94d1-35ee183416ce", - "metadata": {}, - "outputs": [], - "source": [ - "def make_context(similars, prices):\n", - " message = \"To provide some context, here are some other items that might be similar to the item you need to estimate.\\n\\n\"\n", - " for similar, price in zip(similars, prices):\n", - " message += f\"Potentially related product:\\n{similar}\\nPrice is ${price:.2f}\\n\\n\"\n", - " return message" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "61f203b7-63b6-48ed-869b-e393b5bfcad3", - "metadata": {}, - "outputs": [], - "source": [ - "def messages_for(item, similars, prices):\n", - " system_message = \"You estimate prices of items. Reply only with the price, no explanation\"\n", - " user_prompt = make_context(similars, prices)\n", - " user_prompt += \"And now the question for you:\\n\\n\"\n", - " user_prompt += item.test_prompt().replace(\" to the nearest dollar\",\"\").replace(\"\\n\\nPrice is $\",\"\")\n", - " return [\n", - " {\"role\": \"system\", \"content\": system_message},\n", - " {\"role\": \"user\", \"content\": user_prompt},\n", - " {\"role\": \"assistant\", \"content\": \"Price is $\"}\n", - " ]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b26f405d-6e1f-4caa-b97f-1f62cd9d1ebc", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "d26a1104-cd11-4361-ab25-85fb576e0582", - "metadata": {}, - "outputs": [], - "source": [ - "client = chromadb.PersistentClient(path=DB)\n", - "collection = client.get_or_create_collection('products')" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "1e339760-96d8-4485-bec7-43fadcd30c4d", - "metadata": {}, - "outputs": [], - "source": [ - "def description(item):\n", - " text = item.prompt.replace(\"How much does this cost to the nearest dollar?\\n\\n\", \"\")\n", - " return text.split(\"\\n\\nPrice is $\")[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "9f759bd2-7a7e-4c1a-80a0-e12470feca89", - "metadata": {}, - "outputs": [], - "source": [ - "model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "e44dbd25-fb95-4b6b-bbbb-8da5fc817105", - "metadata": {}, - "outputs": [], - "source": [ - "def vector(item):\n", - " return model.encode([description(item)])" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "ffd5ee47-db5d-4263-b0d9-80d568c91341", - "metadata": {}, - "outputs": [], - "source": [ - "def find_similars(item):\n", - " results = collection.query(query_embeddings=vector(item).astype(float).tolist(), n_results=5)\n", - " documents = results['documents'][0][:]\n", - " prices = [m['price'] for m in results['metadatas'][0][:]]\n", - " return documents, prices" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "6f7b9ff9-fd90-4627-bb17-7c2f7bbd21f3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'How much does this cost to the nearest dollar?\\n\\nMotorcraft YB3125 Fan Clutch\\nMotorcraft YB3125 Fan Clutch Package Dimensions 25.146 cms (L) x 20.066 cms (W) x 15.494 cms (H) Package Quantity 1 Product Type Auto Part Country Of Origin China Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch, Weight 5 pounds, Dimensions 10 x 7.63 x 6.25 inches, Country of Origin China, model number Exterior Painted, Manufacturer Part Rank Automotive Automotive Replacement Engine Fan Clutches 583, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Available October 10, 2007\\n\\nPrice is $225.00'" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "test[1].prompt" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "ff1b2659-cc6b-47aa-a797-dd1cd3d1d6c3", - "metadata": {}, - "outputs": [], - "source": [ - "documents, prices = find_similars(test[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "24756d4d-edac-41ce-bb80-c3b6f1cea7ee", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "To provide some context, here are some other items that might be similar to the item you need to estimate.\n", - "\n", - "Potentially related product:\n", - "Motorcraft Fan Clutch Assembly - YB3130\n", - "Motorcraft Fan Clutch Assembly - YB3130 Package Dimensions 7.23 L x 4 H x 6.92 W (inches) Package Weight 5 pounds Country of Origin China Part Number YB3130 Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch Assembly, Weight 5 pounds, Dimensions 6.87 x 7.32 x 5.62 inches, Country of Origin China, model number Exterior Painted, Manufacturer Part Wattage 6.92 watts, Rank Automotive Automotive Replacement Engine Fan Clutches 698, Available October 10, 2007, Dimensions LxWxH 6.87 x 7.32 x 5.62 inches\n", - "Price is $223.78\n", - "\n", - "Potentially related product:\n", - "Motorcraft- YB3126 Fan Clutch\n", - "Fan Clutch Package Dimensions 16.764 H x 24.384 L x 20.32 W (centimeters) Part number YB3126 Package Weight 7.4 pounds Fit type Vehicle Specific Brand Motorcraft, Electric fan design Blower, Power Source Electric, Style Modern, Dimensions 24\\ D x 24\\ W x 76\\ H, Room Type Bedroom, Special Feature Dishwasher Safe, Recommended Uses For Product Cycling, Mounting Type Clevis, Controller Type Wimoto, Switch Type Push Button, Weight 7.14 pounds, Included Components Fan Clutch, Model Name Fan Clutch, Manufacturer Motorcraft, Country of Origin China, model number Exterior Painted, Manufacturer Part Special Features Dishwasher Safe\n", - "Price is $197.14\n", - "\n", - "Potentially related product:\n", - "Motorcraft Fan Clutch\n", - "Motorcraft Fan Clutches are designed and tested to meet OE specifications for durability and reliability under extreme conditions. These clutches feature fluid which enhances the fan to turn faster and helps the engine reach operating temperature. They are built to maximize performance and are made from high-quality materials. Package Dimensions 14.478 H x 20.066 L x 19.558 W (centimeters) Part number YB3049 Fit type Vehicle Specific Package Weight 4.5 pounds Brand Motorcraft, Style Modern, Recommended Uses For Product Exhausting, Switch Type Push Button, Weight 0.01 Ounces, Included Components Fan Clutch, Model Name Fan Clutch, Manufacturer Motorcraft, Dimensions 7.94 x 8.06 x 4.06\n", - "Price is $183.08\n", - "\n", - "Potentially related product:\n", - "Motorcraft YB3188 Clutch\n", - "Premium aftermarket replacement parts for Ford and Lincoln vehicles, Tested to provide performance and long-life reliability. Two-year unlimited mileage warranty, labor included and no commercial exceptions. Leading Manufacturer Of High-Quality Products International Renown For Our Diverse Range Of Award-Winning Products Fully Equipped With State-Of-The-Art Technology All Products Have Been Designed With The Professional In Mind Constantly Modernizing Our Powerful Devices To Meet The Demands Of The Modern User Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch Assembly, Weight 5.8 pounds, Dimensions 6.36 x 6.38 x 2.78 inches, Exterior Painted, Manufacturer Part OEM Part Rank Automotive Automotive Replacement Engine Fan Clutches 17, Available July 1,\n", - "Price is $262.97\n", - "\n", - "Potentially related product:\n", - "Motorcraft YB3076 Fan Clutch\n", - "Motorcraft Fan Clutches are designed and tested to meet OE specifications for durability and reliability under extreme conditions. These clutches feature fluid which enhances the fan to turn faster and helps the engine reach operating temperature. They are built to maximize performance and are made from high-quality materials. Thermostatically controlled viscous fan clutch Special fluid enhances the fan to turn faster Made of high quality Durable and reliable under extreme conditions Help the engine reach operating temperature Manufacturer Motorcraft, Brand Motorcraft, Weight 5 pounds, Dimensions 18 x 10.5 x 6 inches, Country of Origin China, model number Manufacturer Part Wattage 3.6 watts, Rank Automotive Automotive Replacement Engine Fan Clutches 138, Domestic Shipping can be shipped within U.S\n", - "Price is $249.78\n", - "\n", - "\n" - ] - } - ], - "source": [ - "print(make_context(documents, prices))" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "id": "0b81eca2-0b58-4fe8-9dd6-47f13ba5f8ee", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[{'role': 'system', 'content': 'You estimate prices of items. Reply only with the price, no explanation'}, {'role': 'user', 'content': 'To provide some context, here are some other items that might be similar to the item you need to estimate.\\n\\nPotentially related product:\\nMotorcraft Fan Clutch Assembly - YB3130\\nMotorcraft Fan Clutch Assembly - YB3130 Package Dimensions 7.23 L x 4 H x 6.92 W (inches) Package Weight 5 pounds Country of Origin China Part Number YB3130 Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch Assembly, Weight 5 pounds, Dimensions 6.87 x 7.32 x 5.62 inches, Country of Origin China, model number Exterior Painted, Manufacturer Part Wattage 6.92 watts, Rank Automotive Automotive Replacement Engine Fan Clutches 698, Available October 10, 2007, Dimensions LxWxH 6.87 x 7.32 x 5.62 inches\\nPrice is $223.78\\n\\nPotentially related product:\\nMotorcraft- YB3126 Fan Clutch\\nFan Clutch Package Dimensions 16.764 H x 24.384 L x 20.32 W (centimeters) Part number YB3126 Package Weight 7.4 pounds Fit type Vehicle Specific Brand Motorcraft, Electric fan design Blower, Power Source Electric, Style Modern, Dimensions 24\\\\ D x 24\\\\ W x 76\\\\ H, Room Type Bedroom, Special Feature Dishwasher Safe, Recommended Uses For Product Cycling, Mounting Type Clevis, Controller Type Wimoto, Switch Type Push Button, Weight 7.14 pounds, Included Components Fan Clutch, Model Name Fan Clutch, Manufacturer Motorcraft, Country of Origin China, model number Exterior Painted, Manufacturer Part Special Features Dishwasher Safe\\nPrice is $197.14\\n\\nPotentially related product:\\nMotorcraft Fan Clutch\\nMotorcraft Fan Clutches are designed and tested to meet OE specifications for durability and reliability under extreme conditions. These clutches feature fluid which enhances the fan to turn faster and helps the engine reach operating temperature. They are built to maximize performance and are made from high-quality materials. Package Dimensions 14.478 H x 20.066 L x 19.558 W (centimeters) Part number YB3049 Fit type Vehicle Specific Package Weight 4.5 pounds Brand Motorcraft, Style Modern, Recommended Uses For Product Exhausting, Switch Type Push Button, Weight 0.01 Ounces, Included Components Fan Clutch, Model Name Fan Clutch, Manufacturer Motorcraft, Dimensions 7.94 x 8.06 x 4.06\\nPrice is $183.08\\n\\nPotentially related product:\\nMotorcraft YB3188 Clutch\\nPremium aftermarket replacement parts for Ford and Lincoln vehicles, Tested to provide performance and long-life reliability. Two-year unlimited mileage warranty, labor included and no commercial exceptions. Leading Manufacturer Of High-Quality Products International Renown For Our Diverse Range Of Award-Winning Products Fully Equipped With State-Of-The-Art Technology All Products Have Been Designed With The Professional In Mind Constantly Modernizing Our Powerful Devices To Meet The Demands Of The Modern User Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch Assembly, Weight 5.8 pounds, Dimensions 6.36 x 6.38 x 2.78 inches, Exterior Painted, Manufacturer Part OEM Part Rank Automotive Automotive Replacement Engine Fan Clutches 17, Available July 1,\\nPrice is $262.97\\n\\nPotentially related product:\\nMotorcraft YB3076 Fan Clutch\\nMotorcraft Fan Clutches are designed and tested to meet OE specifications for durability and reliability under extreme conditions. These clutches feature fluid which enhances the fan to turn faster and helps the engine reach operating temperature. They are built to maximize performance and are made from high-quality materials. Thermostatically controlled viscous fan clutch Special fluid enhances the fan to turn faster Made of high quality Durable and reliable under extreme conditions Help the engine reach operating temperature Manufacturer Motorcraft, Brand Motorcraft, Weight 5 pounds, Dimensions 18 x 10.5 x 6 inches, Country of Origin China, model number Manufacturer Part Wattage 3.6 watts, Rank Automotive Automotive Replacement Engine Fan Clutches 138, Domestic Shipping can be shipped within U.S\\nPrice is $249.78\\n\\nAnd now the question for you:\\n\\nHow much does this cost?\\n\\nMotorcraft YB3125 Fan Clutch\\nMotorcraft YB3125 Fan Clutch Package Dimensions 25.146 cms (L) x 20.066 cms (W) x 15.494 cms (H) Package Quantity 1 Product Type Auto Part Country Of Origin China Manufacturer Motorcraft, Brand Motorcraft, Model Fan Clutch, Weight 5 pounds, Dimensions 10 x 7.63 x 6.25 inches, Country of Origin China, model number Exterior Painted, Manufacturer Part Rank Automotive Automotive Replacement Engine Fan Clutches 583, Domestic Shipping can be shipped within U.S., International Shipping This item can be shipped to select countries outside of the U.S. Learn More, Available October 10, 2007'}, {'role': 'assistant', 'content': 'Price is $'}]\n" - ] - } - ], - "source": [ - "print(messages_for(test[1], documents, prices))" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "id": "d11f1c8d-7480-4d64-a274-b030d701f1b8", - "metadata": {}, - "outputs": [], - "source": [ - "def get_price(s):\n", - " s = s.replace('$','').replace(',','')\n", - " match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n", - " return float(match.group()) if match else 0" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "id": "a919cf7d-b3d3-4968-8c96-54a0da0b0219", - "metadata": {}, - "outputs": [], - "source": [ - "# The function for gpt-4o-mini\n", - "\n", - "def gpt_4o_mini_rag(item):\n", - " documents, prices = find_similars(item)\n", - " response = openai.chat.completions.create(\n", - " model=\"gpt-4o-mini\", \n", - " messages=messages_for(item, documents, prices),\n", - " seed=42,\n", - " max_tokens=5\n", - " )\n", - " reply = response.choices[0].message.content\n", - " return get_price(reply)" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "id": "16d90455-ff7d-4f5f-8b8c-8e061263d1c7", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[92m1: Guess: $312.41 Truth: $374.41 Error: $62.00 SLE: 0.03 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - "\u001b[92m2: Guess: $201.45 Truth: $225.11 Error: $23.66 SLE: 0.01 Item: Motorcraft YB3125 Fan Clutch\u001b[0m\n", - "\u001b[92m3: Guess: $44.99 Truth: $61.68 Error: $16.69 SLE: 0.10 Item: Dorman 603-159 Front Washer Fluid Reserv...\u001b[0m\n", - "\u001b[93m4: Guess: $379.99 Truth: $599.99 Error: $220.00 SLE: 0.21 Item: HP Premium 17.3-inch HD Plus Touchscreen...\u001b[0m\n", - "\u001b[92m5: Guess: $16.95 Truth: $16.99 Error: $0.04 SLE: 0.00 Item: 5-Position Super Switch Pickup Selector ...\u001b[0m\n", - "\u001b[92m6: Guess: $12.99 Truth: $31.99 Error: $19.00 SLE: 0.74 Item: Horror Bookmarks, Resin Horror Bookmarks...\u001b[0m\n", - "\u001b[92m7: Guess: $68.99 Truth: $101.79 Error: $32.80 SLE: 0.15 Item: SK6241 - Stinger 4 Gauge 6000 Series Pow...\u001b[0m\n", - "\u001b[93m8: Guess: $399.00 Truth: $289.00 Error: $110.00 SLE: 0.10 Item: Godox ML60Bi LED Light Kit, Handheld LED...\u001b[0m\n", - "\u001b[92m9: Guess: $699.99 Truth: $635.86 Error: $64.13 SLE: 0.01 Item: Randall RG75DG3PLUS G3 Plus 100-Watt Com...\u001b[0m\n", - "\u001b[92m10: Guess: $79.99 Truth: $65.99 Error: $14.00 SLE: 0.04 Item: HOLDWILL 6 Pack LED Shop Light, 4FT 24W ...\u001b[0m\n", - "\u001b[93m11: Guess: $329.99 Truth: $254.21 Error: $75.78 SLE: 0.07 Item: Viking Horns V103C/1005ATK 3 Gallon Air ...\u001b[0m\n", - "\u001b[92m12: Guess: $407.99 Truth: $412.99 Error: $5.00 SLE: 0.00 Item: CURT 70110 Custom Tow Bar Base Plate Bra...\u001b[0m\n", - "\u001b[92m13: Guess: $215.50 Truth: $205.50 Error: $10.00 SLE: 0.00 Item: 10-Pack Solar HAMMERED BRONZE Finish Pos...\u001b[0m\n", - "\u001b[92m14: Guess: $259.99 Truth: $248.23 Error: $11.76 SLE: 0.00 Item: COSTWAY Electric Tumble Dryer, Sliver\u001b[0m\n", - "\u001b[92m15: Guess: $399.00 Truth: $399.00 Error: $0.00 SLE: 0.00 Item: FREE SIGNAL TV Transit 32\" 12 Volt DC Po...\u001b[0m\n", - "\u001b[92m16: Guess: $349.99 Truth: $373.94 Error: $23.95 SLE: 0.00 Item: Bilstein 5100 Monotube Gas Shock Set com...\u001b[0m\n", - "\u001b[92m17: Guess: $89.95 Truth: $92.89 Error: $2.94 SLE: 0.00 Item: Sangean K-200 Multi-Function Upright AM/...\u001b[0m\n", - "\u001b[92m18: Guess: $36.99 Truth: $51.99 Error: $15.00 SLE: 0.11 Item: Charles Leonard Magnetic Lapboard Class ...\u001b[0m\n", - "\u001b[91m19: Guess: $299.99 Truth: $179.00 Error: $120.99 SLE: 0.26 Item: Gigabyte AMD Radeon HD 7870 2 GB GDDR5 D...\u001b[0m\n", - "\u001b[92m20: Guess: $19.42 Truth: $19.42 Error: $0.00 SLE: 0.00 Item: 3dRose LLC 8 x 8 x 0.25 Inches Bull Terr...\u001b[0m\n", - "\u001b[92m21: Guess: $499.00 Truth: $539.95 Error: $40.95 SLE: 0.01 Item: ROKINON 85mm F1.4 Auto Focus Full Frame ...\u001b[0m\n", - "\u001b[92m22: Guess: $155.99 Truth: $147.67 Error: $8.32 SLE: 0.00 Item: AUTOSAVER88 Headlight Assembly Compatibl...\u001b[0m\n", - "\u001b[92m23: Guess: $24.99 Truth: $24.99 Error: $0.00 SLE: 0.00 Item: ASI NAUTICAL 2.5 Inches Opera Glasses Bi...\u001b[0m\n", - "\u001b[91m24: Guess: $49.00 Truth: $149.00 Error: $100.00 SLE: 1.21 Item: Behringer TUBE OVERDRIVE TO100 Authentic...\u001b[0m\n", - "\u001b[92m25: Guess: $12.99 Truth: $16.99 Error: $4.00 SLE: 0.06 Item: Fun Express Insect Finger Puppets - 24 f...\u001b[0m\n", - "\u001b[92m26: Guess: $12.99 Truth: $7.99 Error: $5.00 SLE: 0.20 Item: WAFJAMF Roller Stamp Identity Theft Stam...\u001b[0m\n", - "\u001b[92m27: Guess: $197.47 Truth: $199.99 Error: $2.52 SLE: 0.00 Item: Capulina Tiffany Floor Lamp 2-Light 16\" ...\u001b[0m\n", - "\u001b[92m28: Guess: $270.00 Truth: $251.45 Error: $18.55 SLE: 0.01 Item: Apple Watch Series 6 (GPS, 44mm) - Space...\u001b[0m\n", - "\u001b[92m29: Guess: $250.00 Truth: $231.62 Error: $18.38 SLE: 0.01 Item: ICON 01725 Tandem Axle Fender Skirt FS17...\u001b[0m\n", - "\u001b[91m30: Guess: $249.00 Truth: $135.00 Error: $114.00 SLE: 0.37 Item: SanDisk 128GB Ultra (10 Pack) MicroSD Cl...\u001b[0m\n", - "\u001b[92m31: Guess: $410.47 Truth: $356.62 Error: $53.85 SLE: 0.02 Item: Velvac 2020,L,C/Hr,W,E2003,102\",Bk - 715...\u001b[0m\n", - "\u001b[92m32: Guess: $298.99 Truth: $257.99 Error: $41.00 SLE: 0.02 Item: TCMT Passenger Backrest Sissy Bar & Lugg...\u001b[0m\n", - "\u001b[92m33: Guess: $19.99 Truth: $27.99 Error: $8.00 SLE: 0.10 Item: Alnicov 63.5MM Brass Tremolo Block,Tremo...\u001b[0m\n", - "\u001b[92m34: Guess: $175.91 Truth: $171.20 Error: $4.71 SLE: 0.00 Item: Subaru Forester Outback Legacy OEM Engin...\u001b[0m\n", - "\u001b[92m35: Guess: $225.00 Truth: $225.00 Error: $0.00 SLE: 0.00 Item: Richmond Auto Upholstery - 2012 Dodge Ra...\u001b[0m\n", - "\u001b[93m36: Guess: $149.99 Truth: $105.00 Error: $44.99 SLE: 0.13 Item: AP-39 Automotive Paint Primer Grey 2K Ur...\u001b[0m\n", - "\u001b[92m37: Guess: $299.99 Truth: $299.99 Error: $0.00 SLE: 0.00 Item: Road Top Wireless Carplay Retrofit Kit D...\u001b[0m\n", - "\u001b[93m38: Guess: $688.99 Truth: $535.09 Error: $153.90 SLE: 0.06 Item: Gibson Performance Exhaust 5658 Aluminiz...\u001b[0m\n", - "\u001b[92m39: Guess: $16.99 Truth: $12.33 Error: $4.66 SLE: 0.09 Item: Bella Tunno Happy Links - Baby Montessor...\u001b[0m\n", - "\u001b[93m40: Guess: $129.99 Truth: $84.99 Error: $45.00 SLE: 0.18 Item: CANMORE H300 Handheld GPS Golf Device, S...\u001b[0m\n", - "\u001b[92m41: Guess: $14.99 Truth: $15.99 Error: $1.00 SLE: 0.00 Item: DCPOWER AC Adapter Compatible Replacemen...\u001b[0m\n", - "\u001b[92m42: Guess: $36.99 Truth: $62.44 Error: $25.45 SLE: 0.26 Item: Sharp, VX2128V, Commercial Desktop Calcu...\u001b[0m\n", - "\u001b[92m43: Guess: $99.99 Truth: $82.99 Error: $17.00 SLE: 0.03 Item: Melissa & Doug Lifelike Plush Stork Gian...\u001b[0m\n", - "\u001b[93m44: Guess: $399.99 Truth: $599.95 Error: $199.96 SLE: 0.16 Item: Sony SSCS8 2-Way 3-Driver Center Channel...\u001b[0m\n", - "\u001b[93m45: Guess: $249.00 Truth: $194.99 Error: $54.01 SLE: 0.06 Item: ASUS Chromebook CX1, 14\" Full HD NanoEdg...\u001b[0m\n", - "\u001b[92m46: Guess: $344.95 Truth: $344.95 Error: $0.00 SLE: 0.00 Item: FiiO X7 32GB Hi-Res Lossless Music Playe...\u001b[0m\n", - "\u001b[92m47: Guess: $42.99 Truth: $37.99 Error: $5.00 SLE: 0.01 Item: TORRO Leather Case Compatible with iPhon...\u001b[0m\n", - "\u001b[92m48: Guess: $225.33 Truth: $224.35 Error: $0.98 SLE: 0.00 Item: Universal Air Conditioner KT 1031 A/C Co...\u001b[0m\n", - "\u001b[92m49: Guess: $875.00 Truth: $814.00 Error: $61.00 SLE: 0.01 Item: Street Series Stainless Performance Cat-...\u001b[0m\n", - "\u001b[91m50: Guess: $249.00 Truth: $439.88 Error: $190.88 SLE: 0.32 Item: Lenovo IdeaPad 3 14-inch Laptop, 14.0-in...\u001b[0m\n", - "\u001b[92m51: Guess: $304.12 Truth: $341.43 Error: $37.31 SLE: 0.01 Item: Access Bed Covers TonnoSport 22050219 - ...\u001b[0m\n", - "\u001b[92m52: Guess: $34.99 Truth: $46.78 Error: $11.79 SLE: 0.08 Item: G.I. JOE Hasbro 3 3/4\" Wave 5 Action Fig...\u001b[0m\n", - "\u001b[92m53: Guess: $194.30 Truth: $171.44 Error: $22.86 SLE: 0.02 Item: T&S Brass B-0232-BST Double Pantry Fauce...\u001b[0m\n", - "\u001b[92m54: Guess: $399.99 Truth: $458.00 Error: $58.01 SLE: 0.02 Item: ZTUOAUMA Fuel Injection Pump 3090942 309...\u001b[0m\n", - "\u001b[92m55: Guess: $129.99 Truth: $130.75 Error: $0.76 SLE: 0.00 Item: 2AP18AA#ABA Hp Prime Graphing Calculator...\u001b[0m\n", - "\u001b[93m56: Guess: $39.99 Truth: $83.81 Error: $43.82 SLE: 0.53 Item: Lowrance 000-0119-83 Nmea 2000 25' Exten...\u001b[0m\n", - "\u001b[91m57: Guess: $119.99 Truth: $386.39 Error: $266.40 SLE: 1.35 Item: Jeep Genuine Accessories 82213051 Hood L...\u001b[0m\n", - "\u001b[92m58: Guess: $159.99 Truth: $169.00 Error: $9.01 SLE: 0.00 Item: GODOX CB-06 Hard Carrying Case with Whee...\u001b[0m\n", - "\u001b[92m59: Guess: $15.95 Truth: $17.95 Error: $2.00 SLE: 0.01 Item: Au-Tomotive Gold, INC. Ford Black Valet ...\u001b[0m\n", - "\u001b[93m60: Guess: $202.00 Truth: $269.00 Error: $67.00 SLE: 0.08 Item: Snailfly Black Roof Rack Rail + Cross Ba...\u001b[0m\n", - "\u001b[92m61: Guess: $39.99 Truth: $77.77 Error: $37.78 SLE: 0.43 Item: KING SHA Anti Glare LED Track Lighting H...\u001b[0m\n", - "\u001b[92m62: Guess: $87.99 Truth: $88.99 Error: $1.00 SLE: 0.00 Item: APS Compatible with Chevy Silverado 1500...\u001b[0m\n", - "\u001b[92m63: Guess: $362.69 Truth: $364.41 Error: $1.72 SLE: 0.00 Item: Wilwood Engineering 14011291R Brake Cali...\u001b[0m\n", - "\u001b[92m64: Guess: $130.00 Truth: $127.03 Error: $2.97 SLE: 0.00 Item: ACDelco Gold 336-1925A Starter, Remanufa...\u001b[0m\n", - "\u001b[92m65: Guess: $778.95 Truth: $778.95 Error: $0.00 SLE: 0.00 Item: UWS EC10783 69-Inch Matte Black Heavy-Wa...\u001b[0m\n", - "\u001b[92m66: Guess: $179.99 Truth: $206.66 Error: $26.67 SLE: 0.02 Item: Dell Latitude E5440 14in Business Laptop...\u001b[0m\n", - "\u001b[92m67: Guess: $49.99 Truth: $35.94 Error: $14.05 SLE: 0.10 Item: (Plug and Play) Spare Tire Brake Light W...\u001b[0m\n", - "\u001b[93m68: Guess: $89.99 Truth: $149.00 Error: $59.01 SLE: 0.25 Item: The Ultimate Roadside Rescue Assistant\u001b[0m\n", - "\u001b[93m69: Guess: $197.99 Truth: $251.98 Error: $53.99 SLE: 0.06 Item: Brand New 18\" x 8.5\" Replacement Wheel f...\u001b[0m\n", - "\u001b[93m70: Guess: $222.84 Truth: $160.00 Error: $62.84 SLE: 0.11 Item: Headlight Headlamp LH Left & RH Right Pa...\u001b[0m\n", - "\u001b[92m71: Guess: $39.99 Truth: $39.99 Error: $0.00 SLE: 0.00 Item: Lilo And Stitch Deluxe Oversize Print La...\u001b[0m\n", - "\u001b[93m72: Guess: $249.98 Truth: $362.41 Error: $112.43 SLE: 0.14 Item: AC Compressor & A/C Clutch For Hyundai A...\u001b[0m\n", - "\u001b[92m73: Guess: $286.00 Truth: $344.00 Error: $58.00 SLE: 0.03 Item: House Of Troy PIN475-AB Pinnacle Collect...\u001b[0m\n", - "\u001b[92m74: Guess: $28.99 Truth: $25.09 Error: $3.90 SLE: 0.02 Item: Juno T29 WH Floating Electrical Feed Sin...\u001b[0m\n", - "\u001b[91m75: Guess: $85.63 Truth: $175.95 Error: $90.32 SLE: 0.51 Item: Sherman GO-PARTS - for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[91m76: Guess: $269.99 Truth: $132.64 Error: $137.35 SLE: 0.50 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[92m77: Guess: $349.99 Truth: $422.99 Error: $73.00 SLE: 0.04 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[92m78: Guess: $180.00 Truth: $146.48 Error: $33.52 SLE: 0.04 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[92m79: Guess: $162.47 Truth: $156.83 Error: $5.64 SLE: 0.00 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[91m80: Guess: $129.99 Truth: $251.99 Error: $122.00 SLE: 0.43 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[91m81: Guess: $139.99 Truth: $940.33 Error: $800.34 SLE: 3.60 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[92m82: Guess: $52.99 Truth: $52.99 Error: $0.00 SLE: 0.00 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[92m83: Guess: $249.95 Truth: $219.95 Error: $30.00 SLE: 0.02 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[92m84: Guess: $437.50 Truth: $441.03 Error: $3.53 SLE: 0.00 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[92m85: Guess: $145.48 Truth: $168.98 Error: $23.50 SLE: 0.02 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[92m86: Guess: $3.99 Truth: $2.49 Error: $1.50 SLE: 0.13 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[92m87: Guess: $79.99 Truth: $98.62 Error: $18.63 SLE: 0.04 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[91m88: Guess: $109.95 Truth: $256.95 Error: $147.00 SLE: 0.71 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[92m89: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[92m90: Guess: $499.99 Truth: $569.84 Error: $69.85 SLE: 0.02 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[91m91: Guess: $63.99 Truth: $177.99 Error: $114.00 SLE: 1.03 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[92m92: Guess: $997.99 Truth: $997.99 Error: $0.00 SLE: 0.00 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[92m93: Guess: $249.99 Truth: $219.00 Error: $30.99 SLE: 0.02 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[92m94: Guess: $267.50 Truth: $225.55 Error: $41.95 SLE: 0.03 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[91m95: Guess: $1,299.00 Truth: $495.95 Error: $803.05 SLE: 0.92 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[92m96: Guess: $940.49 Truth: $942.37 Error: $1.88 SLE: 0.00 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[92m97: Guess: $22.07 Truth: $1.94 Error: $20.13 SLE: 4.24 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[92m98: Guess: $305.95 Truth: $284.34 Error: $21.61 SLE: 0.01 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[92m99: Guess: $156.00 Truth: $171.90 Error: $15.90 SLE: 0.01 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[92m100: Guess: $130.99 Truth: $144.99 Error: $14.00 SLE: 0.01 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[93m101: Guess: $299.00 Truth: $470.47 Error: $171.47 SLE: 0.20 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[92m102: Guess: $49.99 Truth: $66.95 Error: $16.96 SLE: 0.08 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[92m103: Guess: $150.00 Truth: $117.00 Error: $33.00 SLE: 0.06 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[91m104: Guess: $284.99 Truth: $172.14 Error: $112.85 SLE: 0.25 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[92m105: Guess: $349.88 Truth: $392.74 Error: $42.86 SLE: 0.01 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[92m106: Guess: $24.99 Truth: $16.99 Error: $8.00 SLE: 0.14 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[92m107: Guess: $1.19 Truth: $1.34 Error: $0.15 SLE: 0.00 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[91m108: Guess: $199.99 Truth: $349.98 Error: $149.99 SLE: 0.31 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[92m109: Guess: $369.99 Truth: $370.71 Error: $0.72 SLE: 0.00 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[92m110: Guess: $74.99 Truth: $65.88 Error: $9.11 SLE: 0.02 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[92m111: Guess: $249.99 Truth: $229.99 Error: $20.00 SLE: 0.01 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[92m112: Guess: $21.99 Truth: $9.14 Error: $12.85 SLE: 0.67 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[91m113: Guess: $299.99 Truth: $199.00 Error: $100.99 SLE: 0.17 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[92m114: Guess: $139.99 Truth: $109.99 Error: $30.00 SLE: 0.06 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[93m115: Guess: $369.84 Truth: $570.42 Error: $200.58 SLE: 0.19 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[92m116: Guess: $279.99 Truth: $279.99 Error: $0.00 SLE: 0.00 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[92m117: Guess: $24.99 Truth: $30.99 Error: $6.00 SLE: 0.04 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[92m118: Guess: $29.95 Truth: $31.99 Error: $2.04 SLE: 0.00 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[92m119: Guess: $24.99 Truth: $15.90 Error: $9.09 SLE: 0.19 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[93m120: Guess: $88.99 Truth: $45.99 Error: $43.00 SLE: 0.42 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[91m121: Guess: $259.99 Truth: $113.52 Error: $146.47 SLE: 0.68 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[92m122: Guess: $479.99 Truth: $516.99 Error: $37.00 SLE: 0.01 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[92m123: Guess: $178.99 Truth: $196.99 Error: $18.00 SLE: 0.01 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[92m124: Guess: $76.88 Truth: $46.55 Error: $30.33 SLE: 0.24 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[93m125: Guess: $245.09 Truth: $356.99 Error: $111.90 SLE: 0.14 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[93m126: Guess: $399.00 Truth: $319.95 Error: $79.05 SLE: 0.05 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[91m127: Guess: $196.36 Truth: $96.06 Error: $100.30 SLE: 0.50 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[93m128: Guess: $249.99 Truth: $190.99 Error: $59.00 SLE: 0.07 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[91m129: Guess: $132.58 Truth: $257.95 Error: $125.37 SLE: 0.44 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[92m130: Guess: $63.50 Truth: $62.95 Error: $0.55 SLE: 0.00 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[92m131: Guess: $36.99 Truth: $47.66 Error: $10.67 SLE: 0.06 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[93m132: Guess: $299.99 Truth: $226.99 Error: $73.00 SLE: 0.08 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[92m133: Guess: $389.00 Truth: $359.95 Error: $29.05 SLE: 0.01 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[92m134: Guess: $62.00 Truth: $78.40 Error: $16.40 SLE: 0.05 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[92m135: Guess: $163.90 Truth: $172.77 Error: $8.87 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[92m136: Guess: $349.98 Truth: $316.45 Error: $33.53 SLE: 0.01 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[92m137: Guess: $99.99 Truth: $87.99 Error: $12.00 SLE: 0.02 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[93m138: Guess: $175.99 Truth: $226.63 Error: $50.64 SLE: 0.06 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[92m139: Guess: $34.99 Truth: $31.49 Error: $3.50 SLE: 0.01 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[92m140: Guess: $194.48 Truth: $196.00 Error: $1.52 SLE: 0.00 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[93m141: Guess: $36.99 Truth: $78.40 Error: $41.41 SLE: 0.54 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[92m142: Guess: $97.12 Truth: $116.25 Error: $19.13 SLE: 0.03 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[92m143: Guess: $139.99 Truth: $112.78 Error: $27.21 SLE: 0.05 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[92m144: Guess: $41.99 Truth: $27.32 Error: $14.67 SLE: 0.17 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[93m145: Guess: $79.35 Truth: $145.91 Error: $66.56 SLE: 0.36 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[92m146: Guess: $186.30 Truth: $171.09 Error: $15.21 SLE: 0.01 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[91m147: Guess: $66.99 Truth: $167.95 Error: $100.96 SLE: 0.83 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[92m148: Guess: $41.99 Truth: $28.49 Error: $13.50 SLE: 0.14 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[92m149: Guess: $139.99 Truth: $122.23 Error: $17.76 SLE: 0.02 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[92m150: Guess: $16.49 Truth: $32.99 Error: $16.50 SLE: 0.44 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[93m151: Guess: $142.50 Truth: $71.20 Error: $71.30 SLE: 0.47 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[92m152: Guess: $105.00 Truth: $112.75 Error: $7.75 SLE: 0.00 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[93m153: Guess: $189.99 Truth: $142.43 Error: $47.56 SLE: 0.08 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[93m154: Guess: $299.99 Truth: $398.99 Error: $99.00 SLE: 0.08 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[91m155: Guess: $699.00 Truth: $449.00 Error: $250.00 SLE: 0.20 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[93m156: Guess: $239.00 Truth: $189.00 Error: $50.00 SLE: 0.05 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[92m157: Guess: $88.45 Truth: $120.91 Error: $32.46 SLE: 0.10 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[92m158: Guess: $172.22 Truth: $203.53 Error: $31.31 SLE: 0.03 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[92m159: Guess: $399.99 Truth: $349.99 Error: $50.00 SLE: 0.02 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[92m160: Guess: $9.99 Truth: $34.35 Error: $24.36 SLE: 1.36 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[92m161: Guess: $399.00 Truth: $384.99 Error: $14.01 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[92m162: Guess: $239.00 Truth: $211.00 Error: $28.00 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[93m163: Guess: $179.99 Truth: $129.00 Error: $50.99 SLE: 0.11 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[91m164: Guess: $14.99 Truth: $111.45 Error: $96.46 SLE: 3.80 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[92m165: Guess: $54.01 Truth: $81.12 Error: $27.11 SLE: 0.16 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[92m166: Guess: $459.28 Truth: $457.08 Error: $2.20 SLE: 0.00 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[92m167: Guess: $75.99 Truth: $49.49 Error: $26.50 SLE: 0.18 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[92m168: Guess: $79.99 Truth: $80.56 Error: $0.57 SLE: 0.00 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[92m169: Guess: $295.00 Truth: $278.39 Error: $16.61 SLE: 0.00 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[92m170: Guess: $382.45 Truth: $364.50 Error: $17.95 SLE: 0.00 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[91m171: Guess: $834.98 Truth: $378.99 Error: $455.99 SLE: 0.62 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[92m172: Guess: $193.11 Truth: $165.28 Error: $27.83 SLE: 0.02 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[92m173: Guess: $49.99 Truth: $56.74 Error: $6.75 SLE: 0.02 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[91m174: Guess: $159.75 Truth: $307.95 Error: $148.20 SLE: 0.43 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[91m175: Guess: $120.00 Truth: $38.00 Error: $82.00 SLE: 1.28 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[92m176: Guess: $68.12 Truth: $53.00 Error: $15.12 SLE: 0.06 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[92m177: Guess: $549.99 Truth: $498.00 Error: $51.99 SLE: 0.01 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $195.00 Truth: $53.99 Error: $141.01 SLE: 1.62 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[93m179: Guess: $249.99 Truth: $350.00 Error: $100.01 SLE: 0.11 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[92m180: Guess: $342.99 Truth: $299.95 Error: $43.04 SLE: 0.02 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[92m181: Guess: $95.50 Truth: $94.93 Error: $0.57 SLE: 0.00 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[92m182: Guess: $399.00 Truth: $379.00 Error: $20.00 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[92m183: Guess: $299.99 Truth: $299.95 Error: $0.04 SLE: 0.00 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[92m184: Guess: $17.99 Truth: $24.99 Error: $7.00 SLE: 0.10 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[93m185: Guess: $119.99 Truth: $41.04 Error: $78.95 SLE: 1.12 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[91m186: Guess: $149.99 Truth: $327.90 Error: $177.91 SLE: 0.61 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[92m187: Guess: $12.99 Truth: $10.99 Error: $2.00 SLE: 0.02 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[92m188: Guess: $14.99 Truth: $14.99 Error: $0.00 SLE: 0.00 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[93m189: Guess: $36.75 Truth: $84.95 Error: $48.20 SLE: 0.68 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[93m190: Guess: $169.99 Truth: $111.00 Error: $58.99 SLE: 0.18 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[93m191: Guess: $178.20 Truth: $123.73 Error: $54.47 SLE: 0.13 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[92m192: Guess: $599.99 Truth: $557.38 Error: $42.61 SLE: 0.01 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[93m193: Guess: $142.39 Truth: $95.55 Error: $46.84 SLE: 0.16 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[92m194: Guess: $139.99 Truth: $154.00 Error: $14.01 SLE: 0.01 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[92m195: Guess: $209.99 Truth: $198.99 Error: $11.00 SLE: 0.00 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $239.99 Truth: $430.44 Error: $190.45 SLE: 0.34 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[92m197: Guess: $19.99 Truth: $45.67 Error: $25.68 SLE: 0.64 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[91m198: Guess: $99.99 Truth: $249.00 Error: $149.01 SLE: 0.82 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[92m199: Guess: $49.99 Truth: $42.99 Error: $7.00 SLE: 0.02 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[93m200: Guess: $136.79 Truth: $181.33 Error: $44.54 SLE: 0.08 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[92m201: Guess: $4.99 Truth: $6.03 Error: $1.04 SLE: 0.03 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[92m202: Guess: $39.95 Truth: $29.99 Error: $9.96 SLE: 0.08 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[93m203: Guess: $699.00 Truth: $899.00 Error: $200.00 SLE: 0.06 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[93m204: Guess: $499.99 Truth: $399.99 Error: $100.00 SLE: 0.05 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[92m205: Guess: $4.99 Truth: $4.66 Error: $0.33 SLE: 0.00 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[92m206: Guess: $305.07 Truth: $261.41 Error: $43.66 SLE: 0.02 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[92m207: Guess: $143.96 Truth: $136.97 Error: $6.99 SLE: 0.00 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[92m208: Guess: $89.00 Truth: $79.00 Error: $10.00 SLE: 0.01 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[91m209: Guess: $209.00 Truth: $444.99 Error: $235.99 SLE: 0.57 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[92m210: Guess: $411.94 Truth: $411.94 Error: $0.00 SLE: 0.00 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[92m211: Guess: $149.99 Truth: $148.40 Error: $1.59 SLE: 0.00 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[91m212: Guess: $99.99 Truth: $244.99 Error: $145.00 SLE: 0.79 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[92m213: Guess: $109.99 Truth: $86.50 Error: $23.49 SLE: 0.06 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[91m214: Guess: $99.99 Truth: $297.95 Error: $197.96 SLE: 1.18 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[93m215: Guess: $499.00 Truth: $399.99 Error: $99.01 SLE: 0.05 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[92m216: Guess: $679.99 Truth: $599.00 Error: $80.99 SLE: 0.02 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[92m217: Guess: $114.99 Truth: $105.99 Error: $9.00 SLE: 0.01 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[92m218: Guess: $649.99 Truth: $689.00 Error: $39.01 SLE: 0.00 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[92m219: Guess: $432.53 Truth: $404.99 Error: $27.54 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[91m220: Guess: $399.05 Truth: $207.76 Error: $191.29 SLE: 0.42 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[92m221: Guess: $145.88 Truth: $171.82 Error: $25.94 SLE: 0.03 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[92m222: Guess: $299.99 Truth: $293.24 Error: $6.75 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[92m223: Guess: $374.95 Truth: $374.95 Error: $0.00 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[92m224: Guess: $111.99 Truth: $111.99 Error: $0.00 SLE: 0.00 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[92m225: Guess: $34.99 Truth: $42.99 Error: $8.00 SLE: 0.04 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[92m226: Guess: $139.99 Truth: $116.71 Error: $23.28 SLE: 0.03 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[92m227: Guess: $145.99 Truth: $118.61 Error: $27.38 SLE: 0.04 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[92m228: Guess: $124.50 Truth: $147.12 Error: $22.62 SLE: 0.03 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[93m229: Guess: $179.99 Truth: $119.99 Error: $60.00 SLE: 0.16 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[93m230: Guess: $469.95 Truth: $369.98 Error: $99.97 SLE: 0.06 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[92m231: Guess: $299.99 Truth: $315.55 Error: $15.56 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[91m232: Guess: $289.99 Truth: $190.99 Error: $99.00 SLE: 0.17 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[92m233: Guess: $155.00 Truth: $155.00 Error: $0.00 SLE: 0.00 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[92m234: Guess: $349.99 Truth: $349.99 Error: $0.00 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[91m235: Guess: $389.99 Truth: $249.99 Error: $140.00 SLE: 0.20 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[92m236: Guess: $49.99 Truth: $42.99 Error: $7.00 SLE: 0.02 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[92m237: Guess: $14.99 Truth: $17.99 Error: $3.00 SLE: 0.03 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[92m238: Guess: $399.00 Truth: $425.00 Error: $26.00 SLE: 0.00 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[91m239: Guess: $349.99 Truth: $249.99 Error: $100.00 SLE: 0.11 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[91m240: Guess: $29.99 Truth: $138.23 Error: $108.24 SLE: 2.26 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[93m241: Guess: $499.99 Truth: $414.99 Error: $85.00 SLE: 0.03 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[93m242: Guess: $240.45 Truth: $168.28 Error: $72.17 SLE: 0.13 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[93m243: Guess: $239.99 Truth: $199.99 Error: $40.00 SLE: 0.03 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[93m244: Guess: $183.99 Truth: $126.70 Error: $57.29 SLE: 0.14 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[92m245: Guess: $8.99 Truth: $5.91 Error: $3.08 SLE: 0.14 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[92m246: Guess: $191.94 Truth: $193.06 Error: $1.12 SLE: 0.00 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[93m247: Guess: $189.99 Truth: $249.99 Error: $60.00 SLE: 0.07 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[92m248: Guess: $24.99 Truth: $64.12 Error: $39.13 SLE: 0.84 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[92m249: Guess: $145.99 Truth: $114.99 Error: $31.00 SLE: 0.06 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[91m250: Guess: $499.00 Truth: $926.00 Error: $427.00 SLE: 0.38 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Tester.test(gpt_4o_mini_rag, test)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "e6d5deb3-6a2a-4484-872c-37176c5e1f07", - "metadata": {}, - "outputs": [], - "source": [ - "from agents.frontier_agent import FrontierAgent" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "56e8dd5d-ed36-49d8-95f7-dc82e548255b", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ed/miniconda3/envs/llms/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "agent = FrontierAgent(collection)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "980dd126-f675-4499-8817-0cc0bb73e247", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "139.99" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "agent.price(\"Quadcast HyperX condenser mic for high quality podcasting\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "66c18a06-d0f1-4ec9-8aff-ec3ca294dd09", - "metadata": {}, - "outputs": [], - "source": [ - "from agents.specialist_agent import SpecialistAgent" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "ba672fb4-2c3e-42ee-9ea0-21bfcfc5260c", - "metadata": {}, - "outputs": [], - "source": [ - "agent2 = SpecialistAgent()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "a5a97004-95b4-46ea-b12d-a4ead22fcb2a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "189.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "agent2.price(\"Quadcast HyperX condenser mic for high quality podcasting\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "26d5ddc6-baa6-4760-a430-05671847ac47", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/week8_wip/day2.4.ipynb b/week8_wip/day2.4.ipynb deleted file mode 100644 index b2512c9..0000000 --- a/week8_wip/day2.4.ipynb +++ /dev/null @@ -1,1660 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "id": "fbcdfea8-7241-46d7-a771-c0381a3e7063", - "metadata": {}, - "outputs": [], - "source": [ - "# imports\n", - "\n", - "import os\n", - "import re\n", - "import math\n", - "import json\n", - "from tqdm import tqdm\n", - "import random\n", - "from dotenv import load_dotenv\n", - "from huggingface_hub import login\n", - "import numpy as np\n", - "import pickle\n", - "from openai import OpenAI\n", - "from sentence_transformers import SentenceTransformer\n", - "from datasets import load_dataset\n", - "import chromadb\n", - "from items import Item\n", - "from testing import Tester\n", - "import pandas as pd\n", - "import numpy as np\n", - "from sklearn.ensemble import RandomForestRegressor\n", - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.metrics import mean_squared_error, r2_score\n", - "import joblib\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "e6e88bd1-f89c-4b98-92fa-aa4bc1575bca", - "metadata": {}, - "outputs": [], - "source": [ - "# CONSTANTS\n", - "\n", - "QUESTION = \"How much does this cost to the nearest dollar?\\n\\n\"\n", - "DB = \"products_vectorstore\"" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "98666e73-938e-469d-8987-e6e55ba5e034", - "metadata": {}, - "outputs": [], - "source": [ - "# environment\n", - "\n", - "load_dotenv()\n", - "os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n", - "os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "dc696493-0b6f-48aa-9fa8-b1ae0ecaf3cd", - "metadata": {}, - "outputs": [], - "source": [ - "# Load in the test pickle file:\n", - "\n", - "with open('test.pkl', 'rb') as file:\n", - " test = pickle.load(file)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "d26a1104-cd11-4361-ab25-85fb576e0582", - "metadata": {}, - "outputs": [], - "source": [ - "client = chromadb.PersistentClient(path=DB)\n", - "collection = client.get_or_create_collection('products')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "e00b82a9-a8dc-46f1-8ea9-2f07cbc8e60d", - "metadata": {}, - "outputs": [], - "source": [ - "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", - "vectors = np.array(result['embeddings'])\n", - "documents = result['documents']\n", - "prices = [metadata['price'] for metadata in result['metadatas']]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "48894777-101f-4fe5-998c-47079407f340", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
RandomForestRegressor(n_jobs=8, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "RandomForestRegressor(n_jobs=8, random_state=42)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", - "rf_model.fit(vectors, prices)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "62eb7ddf-e1da-481e-84c6-1256547566bd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['agents/random_forest_model.pkl']" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "joblib.dump(rf_model, 'random_forest_model.pkl')" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "5d438dec-8e5b-4e60-bb6f-c3f82e522dd9", - "metadata": {}, - "outputs": [], - "source": [ - "from agents.specialist_agent import SpecialistAgent\n", - "from agents.frontier_agent import FrontierAgent\n", - "from agents.random_forest_agent import RandomForestAgent" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "afc39369-b97b-4a90-b17e-b20ef501d3c9", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ed/miniconda3/envs/llms/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "specialist = SpecialistAgent()\n", - "frontier = FrontierAgent(collection)\n", - "random_forest = RandomForestAgent()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "8e2d0d0a-8bb8-4b39-b046-322828c39244", - "metadata": {}, - "outputs": [], - "source": [ - "def get_text(item):\n", - " return item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "bfe0434f-b29e-4cc0-bad9-b07624665727", - "metadata": {}, - "outputs": [], - "source": [ - "def rf(item):\n", - " return random_forest.price(get_text(item))" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "cdf233ec-264f-4b34-9f2b-27c39692137b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[93m1: Guess: $289.99 Truth: $374.41 Error: $84.42 SLE: 0.06 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - 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for 2013-2016 Toyota ...\u001b[0m\n", - "\u001b[91m76: Guess: $228.21 Truth: $132.64 Error: $95.57 SLE: 0.29 Item: Roland RPU-3 Electronic Keyboard Pedal o...\u001b[0m\n", - "\u001b[93m77: Guess: $274.40 Truth: $422.99 Error: $148.59 SLE: 0.19 Item: Rockland VMI14 12,000 Pound 12 Volt DC E...\u001b[0m\n", - "\u001b[92m78: Guess: $167.17 Truth: $146.48 Error: $20.69 SLE: 0.02 Item: Max Advanced Brakes Elite XDS Front Cros...\u001b[0m\n", - "\u001b[92m79: Guess: $195.23 Truth: $156.83 Error: $38.40 SLE: 0.05 Item: Quality-Built 11030 Premium Quality Alte...\u001b[0m\n", - "\u001b[91m80: Guess: $364.50 Truth: $251.99 Error: $112.51 SLE: 0.14 Item: Lucida LG-510 Student Classical Guitar, ...\u001b[0m\n", - "\u001b[91m81: Guess: $231.66 Truth: $940.33 Error: $708.67 SLE: 1.95 Item: Longacre 52-79800 Aluminum Turn Plates\u001b[0m\n", - "\u001b[91m82: Guess: $175.86 Truth: $52.99 Error: $122.87 SLE: 1.41 Item: Motion Pro 08-0380 Adjustable Torque Wre...\u001b[0m\n", - "\u001b[93m83: Guess: $264.10 Truth: $219.95 Error: $44.15 SLE: 0.03 Item: Glyph Thunderbolt 3 NVMe Dock (0 GB)\u001b[0m\n", - "\u001b[91m84: Guess: $263.57 Truth: $441.03 Error: $177.46 SLE: 0.26 Item: TOYO Open Country MT Performance Radial ...\u001b[0m\n", - "\u001b[93m85: Guess: $236.33 Truth: $168.98 Error: $67.35 SLE: 0.11 Item: Razer Seiren X USB Streaming Microphone ...\u001b[0m\n", - "\u001b[92m86: Guess: $33.74 Truth: $2.49 Error: $31.25 SLE: 5.28 Item: Happy Birthday to Dad From Your Daughter...\u001b[0m\n", - "\u001b[91m87: Guess: $185.74 Truth: $98.62 Error: $87.12 SLE: 0.39 Item: Little Tikes My Real Jam First Concert S...\u001b[0m\n", - "\u001b[92m88: Guess: $252.21 Truth: $256.95 Error: $4.74 SLE: 0.00 Item: Studio M Peace and Harmony Art Pole Comm...\u001b[0m\n", - "\u001b[91m89: Guess: $210.60 Truth: $30.99 Error: $179.61 SLE: 3.57 Item: MyVolts 12V Power Supply Adaptor Compati...\u001b[0m\n", - "\u001b[93m90: Guess: $350.19 Truth: $569.84 Error: $219.65 SLE: 0.24 Item: Dell Latitude 7212 Rugged Extreme Tablet...\u001b[0m\n", - "\u001b[93m91: Guess: $225.92 Truth: $177.99 Error: $47.93 SLE: 0.06 Item: Covermates Contour Fit Car Cover - Light...\u001b[0m\n", - "\u001b[93m92: Guess: $615.80 Truth: $997.99 Error: $382.19 SLE: 0.23 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[92m93: Guess: $250.11 Truth: $219.00 Error: $31.11 SLE: 0.02 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[93m94: Guess: $284.68 Truth: $225.55 Error: $59.13 SLE: 0.05 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[93m95: Guess: $330.56 Truth: $495.95 Error: $165.39 SLE: 0.16 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[92m96: Guess: $769.64 Truth: $942.37 Error: $172.73 SLE: 0.04 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[91m97: Guess: $152.95 Truth: $1.94 Error: $151.01 SLE: 15.67 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[92m98: Guess: $275.14 Truth: $284.34 Error: $9.20 SLE: 0.00 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[92m99: Guess: $186.59 Truth: $171.90 Error: $14.69 SLE: 0.01 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[93m100: Guess: $210.11 Truth: $144.99 Error: $65.12 SLE: 0.14 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[91m101: Guess: $268.78 Truth: $470.47 Error: $201.69 SLE: 0.31 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[91m102: Guess: $209.91 Truth: $66.95 Error: $142.96 SLE: 1.28 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[93m103: Guess: $164.40 Truth: $117.00 Error: $47.40 SLE: 0.11 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[91m104: Guess: $272.69 Truth: $172.14 Error: $100.55 SLE: 0.21 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[92m105: Guess: $315.63 Truth: $392.74 Error: $77.11 SLE: 0.05 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[92m106: Guess: $41.32 Truth: $16.99 Error: $24.33 SLE: 0.73 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[93m107: Guess: $54.31 Truth: $1.34 Error: $52.97 SLE: 10.00 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[92m108: Guess: $309.54 Truth: $349.98 Error: $40.44 SLE: 0.01 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[93m109: Guess: $265.19 Truth: $370.71 Error: $105.52 SLE: 0.11 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[93m110: Guess: $117.45 Truth: $65.88 Error: $51.57 SLE: 0.33 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[92m111: Guess: $252.53 Truth: $229.99 Error: $22.54 SLE: 0.01 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[91m112: Guess: $124.10 Truth: $9.14 Error: $114.96 SLE: 6.31 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[91m113: Guess: $451.74 Truth: $199.00 Error: $252.74 SLE: 0.67 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[91m114: Guess: $242.77 Truth: $109.99 Error: $132.78 SLE: 0.62 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[93m115: Guess: $362.67 Truth: $570.42 Error: $207.75 SLE: 0.20 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[92m116: Guess: $247.70 Truth: $279.99 Error: $32.29 SLE: 0.01 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[93m117: Guess: $86.58 Truth: $30.99 Error: $55.59 SLE: 1.01 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[91m118: Guess: $221.84 Truth: $31.99 Error: $189.85 SLE: 3.65 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[91m119: Guess: $163.77 Truth: $15.90 Error: $147.87 SLE: 5.19 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[91m120: Guess: $147.15 Truth: $45.99 Error: $101.16 SLE: 1.32 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[93m121: Guess: $171.90 Truth: $113.52 Error: $58.38 SLE: 0.17 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[93m122: Guess: $320.91 Truth: $516.99 Error: $196.08 SLE: 0.23 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[92m123: Guess: $230.24 Truth: $196.99 Error: $33.25 SLE: 0.02 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[91m124: Guess: $128.13 Truth: $46.55 Error: $81.58 SLE: 1.00 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[93m125: Guess: $283.86 Truth: $356.99 Error: $73.13 SLE: 0.05 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[93m126: Guess: $223.35 Truth: $319.95 Error: $96.60 SLE: 0.13 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[93m127: Guess: $151.12 Truth: $96.06 Error: $55.06 SLE: 0.20 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[91m128: Guess: $279.20 Truth: $190.99 Error: $88.21 SLE: 0.14 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[93m129: Guess: $205.81 Truth: $257.95 Error: $52.14 SLE: 0.05 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[91m130: Guess: $193.19 Truth: $62.95 Error: $130.24 SLE: 1.23 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[92m131: Guess: $56.27 Truth: $47.66 Error: $8.61 SLE: 0.03 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[92m132: Guess: $241.53 Truth: $226.99 Error: $14.54 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[93m133: Guess: $245.36 Truth: $359.95 Error: $114.59 SLE: 0.15 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[91m134: Guess: $275.35 Truth: $78.40 Error: $196.95 SLE: 1.56 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[92m135: Guess: $182.26 Truth: $172.77 Error: $9.49 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[93m136: Guess: $246.42 Truth: $316.45 Error: $70.03 SLE: 0.06 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[91m137: Guess: $190.34 Truth: $87.99 Error: $102.35 SLE: 0.59 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[92m138: Guess: $242.90 Truth: $226.63 Error: $16.27 SLE: 0.00 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[91m139: Guess: $203.65 Truth: $31.49 Error: $172.16 SLE: 3.39 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[92m140: Guess: $202.23 Truth: $196.00 Error: $6.23 SLE: 0.00 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[91m141: Guess: $232.95 Truth: $78.40 Error: $154.55 SLE: 1.17 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[92m142: Guess: $119.45 Truth: $116.25 Error: $3.20 SLE: 0.00 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[92m143: Guess: $128.62 Truth: $112.78 Error: $15.84 SLE: 0.02 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[91m144: Guess: $149.51 Truth: $27.32 Error: $122.19 SLE: 2.79 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[92m145: Guess: $117.07 Truth: $145.91 Error: $28.84 SLE: 0.05 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[93m146: Guess: $240.20 Truth: $171.09 Error: $69.11 SLE: 0.11 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[93m147: Guess: $229.93 Truth: $167.95 Error: $61.98 SLE: 0.10 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[93m148: Guess: $70.24 Truth: $28.49 Error: $41.75 SLE: 0.78 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[93m149: Guess: $194.08 Truth: $122.23 Error: $71.85 SLE: 0.21 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[91m150: Guess: $127.91 Truth: $32.99 Error: $94.92 SLE: 1.78 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[91m151: Guess: $198.29 Truth: $71.20 Error: $127.09 SLE: 1.03 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[92m152: Guess: $102.22 Truth: $112.75 Error: $10.53 SLE: 0.01 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[93m153: Guess: $187.33 Truth: $142.43 Error: $44.90 SLE: 0.07 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[91m154: Guess: $230.65 Truth: $398.99 Error: $168.34 SLE: 0.30 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[92m155: Guess: $432.30 Truth: $449.00 Error: $16.70 SLE: 0.00 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[91m156: Guess: $313.31 Truth: $189.00 Error: $124.31 SLE: 0.25 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[91m157: Guess: $246.08 Truth: $120.91 Error: $125.17 SLE: 0.50 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[92m158: Guess: $241.53 Truth: $203.53 Error: $38.00 SLE: 0.03 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[92m159: Guess: $322.14 Truth: $349.99 Error: $27.85 SLE: 0.01 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[93m160: Guess: $87.99 Truth: $34.35 Error: $53.64 SLE: 0.85 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[93m161: Guess: $242.75 Truth: $384.99 Error: $142.24 SLE: 0.21 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[93m162: Guess: $284.49 Truth: $211.00 Error: $73.49 SLE: 0.09 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[91m163: Guess: $309.55 Truth: $129.00 Error: $180.55 SLE: 0.76 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[92m164: Guess: $142.35 Truth: $111.45 Error: $30.90 SLE: 0.06 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[91m165: Guess: $180.92 Truth: $81.12 Error: $99.80 SLE: 0.63 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[93m166: Guess: $343.64 Truth: $457.08 Error: $113.44 SLE: 0.08 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[91m167: Guess: $161.05 Truth: $49.49 Error: $111.56 SLE: 1.36 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[91m168: Guess: $205.76 Truth: $80.56 Error: $125.20 SLE: 0.87 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[92m169: Guess: $318.38 Truth: $278.39 Error: $39.99 SLE: 0.02 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[91m170: Guess: $217.56 Truth: $364.50 Error: $146.94 SLE: 0.26 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[93m171: Guess: $295.88 Truth: $378.99 Error: $83.11 SLE: 0.06 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[92m172: Guess: $170.66 Truth: $165.28 Error: $5.38 SLE: 0.00 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[91m173: Guess: $178.03 Truth: $56.74 Error: $121.29 SLE: 1.28 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[92m174: Guess: $272.06 Truth: $307.95 Error: $35.89 SLE: 0.02 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[91m175: Guess: $181.12 Truth: $38.00 Error: $143.12 SLE: 2.38 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[91m176: Guess: $137.09 Truth: $53.00 Error: $84.09 SLE: 0.88 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[93m177: Guess: $356.92 Truth: $498.00 Error: $141.08 SLE: 0.11 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $187.52 Truth: $53.99 Error: $133.53 SLE: 1.52 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[93m179: Guess: $265.83 Truth: $350.00 Error: $84.17 SLE: 0.08 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[93m180: Guess: $189.75 Truth: $299.95 Error: $110.20 SLE: 0.21 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[93m181: Guess: $154.51 Truth: $94.93 Error: $59.58 SLE: 0.23 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[92m182: Guess: $340.72 Truth: $379.00 Error: $38.28 SLE: 0.01 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[92m183: Guess: $260.93 Truth: $299.95 Error: $39.02 SLE: 0.02 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[92m184: Guess: $23.47 Truth: $24.99 Error: $1.52 SLE: 0.00 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[91m185: Guess: $168.79 Truth: $41.04 Error: $127.75 SLE: 1.95 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[91m186: Guess: $178.84 Truth: $327.90 Error: $149.06 SLE: 0.36 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[93m187: Guess: $84.38 Truth: $10.99 Error: $73.39 SLE: 3.85 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[91m188: Guess: $176.17 Truth: $14.99 Error: $161.18 SLE: 5.78 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[93m189: Guess: $153.01 Truth: $84.95 Error: $68.06 SLE: 0.34 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[93m190: Guess: $161.62 Truth: $111.00 Error: $50.62 SLE: 0.14 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[92m191: Guess: $123.82 Truth: $123.73 Error: $0.09 SLE: 0.00 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[91m192: Guess: $263.09 Truth: $557.38 Error: $294.29 SLE: 0.56 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[91m193: Guess: $230.51 Truth: $95.55 Error: $134.96 SLE: 0.76 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[93m194: Guess: $197.09 Truth: $154.00 Error: $43.09 SLE: 0.06 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[91m195: Guess: $283.31 Truth: $198.99 Error: $84.32 SLE: 0.12 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $232.72 Truth: $430.44 Error: $197.72 SLE: 0.38 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[92m197: Guess: $69.51 Truth: $45.67 Error: $23.84 SLE: 0.17 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[92m198: Guess: $202.40 Truth: $249.00 Error: $46.60 SLE: 0.04 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[91m199: Guess: $188.27 Truth: $42.99 Error: $145.28 SLE: 2.13 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[93m200: Guess: $229.98 Truth: $181.33 Error: $48.65 SLE: 0.06 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[91m201: Guess: $129.27 Truth: $6.03 Error: $123.24 SLE: 8.52 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[92m202: Guess: $66.84 Truth: $29.99 Error: $36.85 SLE: 0.61 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[91m203: Guess: $475.84 Truth: $899.00 Error: $423.16 SLE: 0.40 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[93m204: Guess: $244.67 Truth: $399.99 Error: $155.32 SLE: 0.24 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[91m205: Guess: $117.68 Truth: $4.66 Error: $113.02 SLE: 9.26 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[92m206: Guess: $233.33 Truth: $261.41 Error: $28.08 SLE: 0.01 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[91m207: Guess: $237.41 Truth: $136.97 Error: $100.44 SLE: 0.30 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[93m208: Guess: $158.58 Truth: $79.00 Error: $79.58 SLE: 0.48 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[91m209: Guess: $266.64 Truth: $444.99 Error: $178.35 SLE: 0.26 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[93m210: Guess: $267.25 Truth: $411.94 Error: $144.69 SLE: 0.19 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[92m211: Guess: $183.99 Truth: $148.40 Error: $35.59 SLE: 0.05 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[91m212: Guess: $92.06 Truth: $244.99 Error: $152.93 SLE: 0.94 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[93m213: Guess: $160.28 Truth: $86.50 Error: $73.78 SLE: 0.37 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[92m214: Guess: $347.18 Truth: $297.95 Error: $49.23 SLE: 0.02 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[91m215: Guess: $609.55 Truth: $399.99 Error: $209.56 SLE: 0.18 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[91m216: Guess: $253.60 Truth: $599.00 Error: $345.40 SLE: 0.73 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[91m217: Guess: $256.05 Truth: $105.99 Error: $150.06 SLE: 0.77 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[91m218: Guess: $339.29 Truth: $689.00 Error: $349.71 SLE: 0.50 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[93m219: Guess: $298.40 Truth: $404.99 Error: $106.59 SLE: 0.09 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[92m220: Guess: $247.74 Truth: $207.76 Error: $39.98 SLE: 0.03 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[92m221: Guess: $192.55 Truth: $171.82 Error: $20.73 SLE: 0.01 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[92m222: Guess: $315.71 Truth: $293.24 Error: $22.47 SLE: 0.01 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[92m223: Guess: $328.66 Truth: $374.95 Error: $46.29 SLE: 0.02 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[93m224: Guess: $176.14 Truth: $111.99 Error: $64.15 SLE: 0.20 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[93m225: Guess: $120.42 Truth: $42.99 Error: $77.43 SLE: 1.03 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[92m226: Guess: $126.11 Truth: $116.71 Error: $9.40 SLE: 0.01 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[91m227: Guess: $231.64 Truth: $118.61 Error: $113.03 SLE: 0.44 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[93m228: Guess: $206.73 Truth: $147.12 Error: $59.61 SLE: 0.11 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[91m229: Guess: $205.92 Truth: $119.99 Error: $85.93 SLE: 0.29 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[91m230: Guess: $191.61 Truth: $369.98 Error: $178.37 SLE: 0.43 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[92m231: Guess: $318.76 Truth: $315.55 Error: $3.21 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[91m232: Guess: $300.04 Truth: $190.99 Error: $109.05 SLE: 0.20 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[93m233: Guess: $223.57 Truth: $155.00 Error: $68.57 SLE: 0.13 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[92m234: Guess: $350.14 Truth: $349.99 Error: $0.15 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[93m235: Guess: $335.16 Truth: $249.99 Error: $85.17 SLE: 0.09 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[91m236: Guess: $219.97 Truth: $42.99 Error: $176.98 SLE: 2.61 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[92m237: Guess: $20.16 Truth: $17.99 Error: $2.17 SLE: 0.01 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[93m238: Guess: $256.65 Truth: $425.00 Error: $168.35 SLE: 0.25 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[93m239: Guess: $316.76 Truth: $249.99 Error: $66.77 SLE: 0.06 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[92m240: Guess: $151.29 Truth: $138.23 Error: $13.06 SLE: 0.01 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[91m241: Guess: $215.38 Truth: $414.99 Error: $199.61 SLE: 0.43 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[93m242: Guess: $218.23 Truth: $168.28 Error: $49.95 SLE: 0.07 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[92m243: Guess: $211.17 Truth: $199.99 Error: $11.18 SLE: 0.00 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[93m244: Guess: $203.54 Truth: $126.70 Error: $76.84 SLE: 0.22 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[91m245: Guess: $190.61 Truth: $5.91 Error: $184.70 SLE: 11.04 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[93m246: Guess: $246.34 Truth: $193.06 Error: $53.28 SLE: 0.06 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[92m247: Guess: $255.22 Truth: $249.99 Error: $5.23 SLE: 0.00 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[91m248: Guess: $222.52 Truth: $64.12 Error: $158.40 SLE: 1.52 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[91m249: Guess: $232.94 Truth: $114.99 Error: $117.95 SLE: 0.49 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[91m250: Guess: $293.70 Truth: $926.00 Error: $632.30 SLE: 1.31 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Tester.test(rf, test)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "9f759bd2-7a7e-4c1a-80a0-e12470feca89", - "metadata": {}, - "outputs": [], - "source": [ - "product = \"Quadcast HyperX condenser mic for high quality audio for podcasting\"" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "e44dbd25-fb95-4b6b-bbbb-8da5fc817105", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "189.0\n", - "139.99\n", - "285.35880000000014\n" - ] - } - ], - "source": [ - "print(specialist.price(product))\n", - "print(frontier.price(product))\n", - "print(random_forest.price(product))" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "1779b353-e2bb-4fc7-be7c-93057e4d688a", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 500/500 [27:07<00:00, 3.26s/it]\n" - ] - } - ], - "source": [ - "specialists = []\n", - "frontiers = []\n", - "random_forests = []\n", - "y = []\n", - "for item in tqdm(test[1000:1500]):\n", - " text = get_text(item)\n", - " specialists.append(specialist.price(text))\n", - " frontiers.append(frontier.price(text))\n", - " random_forests.append(random_forest.price(text))\n", - " y.append(item.price)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "f0bca725-4e34-405b-8d90-41d67086a25d", - "metadata": {}, - "outputs": [], - "source": [ - "mins = [min(s,f,r) for s,f,r in zip(specialists, frontiers, random_forests)]\n", - "maxes = [max(s,f,r) for s,f,r in zip(specialists, frontiers, random_forests)]\n", - "\n", - "X = pd.DataFrame({\n", - " 'Specialist': specialists,\n", - " 'Frontier': frontiers,\n", - " 'RandomForest': random_forests,\n", - " 'Min': mins,\n", - " 'Max': maxes,\n", - "})\n", - "\n", - "# Convert y to a Series\n", - "ys = pd.Series(y)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "1be5be8a-3e7f-42a2-be54-0c7e380f7cc4", - "metadata": {}, - "outputs": [], - "source": [ - "from agents.ensemble_agent import EnsembleAgent" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "e762441a-9470-4dd7-8a8f-ec0430e908c7", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/ed/miniconda3/envs/llms/lib/python3.11/site-packages/transformers/tokenization_utils_base.py:1617: FutureWarning: `clean_up_tokenization_spaces` was not set. It will be set to `True` by default. This behavior will be deprecated in transformers v4.45, and will be then set to `False` by default. For more details check this issue: https://github.com/huggingface/transformers/issues/31884\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "ensemble = EnsembleAgent(collection)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "1a29f03c-8010-43b7-ae7d-1bc85ca6e8e2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "167.48065555695882" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ensemble.price(product)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "e6a5e226-a508-43d5-aa42-cefbde72ffdf", - "metadata": {}, - "outputs": [], - "source": [ - "def ensemble_pricer(item):\n", - " return ensemble.price(get_text(item))" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "8397b1ef-2ea3-4af8-bb34-36594e0600cc", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[92m1: Guess: $380.72 Truth: $374.41 Error: $6.31 SLE: 0.00 Item: OEM AC Compressor w/A/C Repair Kit For F...\u001b[0m\n", - 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Light...\u001b[0m\n", - "\u001b[92m92: Guess: $979.80 Truth: $997.99 Error: $18.19 SLE: 0.00 Item: Westin 57-4025 Black HDX Grille Guard fi...\u001b[0m\n", - "\u001b[92m93: Guess: $197.06 Truth: $219.00 Error: $21.94 SLE: 0.01 Item: Fieldpiece JL2 Job Link Wireless App Tra...\u001b[0m\n", - "\u001b[92m94: Guess: $253.89 Truth: $225.55 Error: $28.34 SLE: 0.01 Item: hansgrohe Talis S Modern Premium Easy Cl...\u001b[0m\n", - "\u001b[91m95: Guess: $1,096.46 Truth: $495.95 Error: $600.51 SLE: 0.63 Item: G-Technology G-SPEED eS PRO High-Perform...\u001b[0m\n", - "\u001b[92m96: Guess: $962.19 Truth: $942.37 Error: $19.82 SLE: 0.00 Item: DreamLine SHDR-1960723L-01 Shower Door, ...\u001b[0m\n", - "\u001b[92m97: Guess: $29.43 Truth: $1.94 Error: $27.49 SLE: 5.46 Item: Sanctuary Square Backplate Finish: Oiled...\u001b[0m\n", - "\u001b[92m98: Guess: $300.61 Truth: $284.34 Error: $16.27 SLE: 0.00 Item: Pelican Protector 1750 Long Case - Multi...\u001b[0m\n", - "\u001b[92m99: Guess: $181.81 Truth: $171.90 Error: $9.91 SLE: 0.00 Item: Brock Replacement Driver and Passenger H...\u001b[0m\n", - "\u001b[92m100: Guess: $176.25 Truth: $144.99 Error: $31.26 SLE: 0.04 Item: Carlinkit Ai Box Mini, Android 11, Multi...\u001b[0m\n", - "\u001b[93m101: Guess: $342.66 Truth: $470.47 Error: $127.81 SLE: 0.10 Item: StarDot NetCamLIVE2 YouTube Live Stream ...\u001b[0m\n", - "\u001b[92m102: Guess: $73.19 Truth: $66.95 Error: $6.24 SLE: 0.01 Item: Atomic Compatible FILXXCAR0016 16x25x5 M...\u001b[0m\n", - "\u001b[92m103: Guess: $128.33 Truth: $117.00 Error: $11.33 SLE: 0.01 Item: Bandai Awakening of S. H. s.h.figuarts s...\u001b[0m\n", - "\u001b[91m104: Guess: $287.99 Truth: $172.14 Error: $115.85 SLE: 0.26 Item: Fit System 62135G Passenger Side Towing ...\u001b[0m\n", - "\u001b[92m105: Guess: $366.79 Truth: $392.74 Error: $25.95 SLE: 0.00 Item: Black Horse Black Aluminum Exceed Runnin...\u001b[0m\n", - "\u001b[92m106: Guess: $45.32 Truth: $16.99 Error: $28.33 SLE: 0.89 Item: Dearsun Twinkle Star Color Night Light P...\u001b[0m\n", - "\u001b[92m107: Guess: $23.28 Truth: $1.34 Error: $21.94 SLE: 5.47 Item: Pokemon - Gallade Spirit Link (83/108) -...\u001b[0m\n", - "\u001b[93m108: Guess: $237.32 Truth: $349.98 Error: $112.66 SLE: 0.15 Item: Ibanez GA34STCE-NT GIO Series Classical ...\u001b[0m\n", - "\u001b[92m109: Guess: $391.84 Truth: $370.71 Error: $21.13 SLE: 0.00 Item: Set 2 Heavy Duty 12-16.5 12x16.5 12 Ply ...\u001b[0m\n", - "\u001b[92m110: Guess: $83.25 Truth: $65.88 Error: $17.37 SLE: 0.05 Item: Hairpin Table Legs 28\" Heavy Duty Hairpi...\u001b[0m\n", - "\u001b[93m111: Guess: $285.30 Truth: $229.99 Error: $55.31 SLE: 0.05 Item: Marada Racing Seat with Adjustable Slide...\u001b[0m\n", - "\u001b[92m112: Guess: $31.23 Truth: $9.14 Error: $22.09 SLE: 1.34 Item: Remington Industries 24UL1007STRWHI25 24...\u001b[0m\n", - "\u001b[91m113: Guess: $338.38 Truth: $199.00 Error: $139.38 SLE: 0.28 Item: Acer S3-391-6046 13.3-inch Ultrabook, In...\u001b[0m\n", - "\u001b[93m114: Guess: $178.87 Truth: $109.99 Error: $68.88 SLE: 0.23 Item: ICBEAMER 7\" RGB LED Headlights Bulb Halo...\u001b[0m\n", - "\u001b[93m115: Guess: $409.27 Truth: $570.42 Error: $161.15 SLE: 0.11 Item: R1 Concepts Front Rear Brakes and Rotors...\u001b[0m\n", - "\u001b[92m116: Guess: $271.74 Truth: $279.99 Error: $8.25 SLE: 0.00 Item: Camplux 2.64 GPM Tankless , Outdoor Port...\u001b[0m\n", - "\u001b[92m117: Guess: $46.22 Truth: $30.99 Error: $15.23 SLE: 0.15 Item: KNOKLOCK 10 Pack 3.75 Inch(96mm) Kitchen...\u001b[0m\n", - "\u001b[92m118: Guess: $45.62 Truth: $31.99 Error: $13.63 SLE: 0.12 Item: Valley Enterprises Yaesu USB FTDI CT-62 ...\u001b[0m\n", - "\u001b[92m119: Guess: $51.11 Truth: $15.90 Error: $35.21 SLE: 1.27 Item: G9 LED Light Bulbs,8W,75W 100W replaceme...\u001b[0m\n", - "\u001b[93m120: Guess: $110.37 Truth: $45.99 Error: $64.38 SLE: 0.74 Item: ZCHAOZ 4 Lights Antique White Farmhouse ...\u001b[0m\n", - "\u001b[91m121: Guess: $255.08 Truth: $113.52 Error: $141.56 SLE: 0.65 Item: Honeywell TH8320R1003 Honeywell VisionPr...\u001b[0m\n", - "\u001b[92m122: Guess: $485.33 Truth: $516.99 Error: $31.66 SLE: 0.00 Item: Patriot Exhaust H8013-1 1-7/8\" Clippster...\u001b[0m\n", - "\u001b[93m123: Guess: $136.13 Truth: $196.99 Error: $60.86 SLE: 0.13 Item: Fitrite Autopart New Front Left Driver S...\u001b[0m\n", - "\u001b[93m124: Guess: $98.96 Truth: $46.55 Error: $52.41 SLE: 0.55 Item: Technical Precision Replacement for GE G...\u001b[0m\n", - "\u001b[93m125: Guess: $279.13 Truth: $356.99 Error: $77.86 SLE: 0.06 Item: Covercraft Carhartt SeatSaver Front Row ...\u001b[0m\n", - "\u001b[92m126: Guess: $354.30 Truth: $319.95 Error: $34.35 SLE: 0.01 Item: Sennheiser SD Pro 2 (506008) - Double-Si...\u001b[0m\n", - "\u001b[93m127: Guess: $158.38 Truth: $96.06 Error: $62.32 SLE: 0.25 Item: Hitachi MAF0110 Mass Air Flow Sensor\u001b[0m\n", - "\u001b[92m128: Guess: $230.58 Truth: $190.99 Error: $39.59 SLE: 0.04 Item: AmScope SE305R-P-LED-PS36A 10X-30X LED C...\u001b[0m\n", - "\u001b[91m129: Guess: $144.39 Truth: $257.95 Error: $113.56 SLE: 0.33 Item: Front Left Driver Side Window Regulator ...\u001b[0m\n", - "\u001b[92m130: Guess: $84.59 Truth: $62.95 Error: $21.64 SLE: 0.08 Item: Premium Replica Hubcap Set, Fits Nissan ...\u001b[0m\n", - "\u001b[92m131: Guess: $78.50 Truth: $47.66 Error: $30.84 SLE: 0.24 Item: Excellerations Phonics Spelling Game for...\u001b[0m\n", - "\u001b[92m132: Guess: $240.09 Truth: $226.99 Error: $13.10 SLE: 0.00 Item: RC4WD BigDog Dual Axle Scale Car/Truck T...\u001b[0m\n", - "\u001b[92m133: Guess: $372.70 Truth: $359.95 Error: $12.75 SLE: 0.00 Item: Unknown Stage 2 Clutch Kit - Low Altitud...\u001b[0m\n", - "\u001b[92m134: Guess: $78.21 Truth: $78.40 Error: $0.19 SLE: 0.00 Item: 2002-2008 Dodge Ram 1500 Mopar 4X4 Emble...\u001b[0m\n", - "\u001b[92m135: Guess: $174.63 Truth: $172.77 Error: $1.86 SLE: 0.00 Item: Pro Comp Alloys Series 89 Wheel with Pol...\u001b[0m\n", - "\u001b[92m136: Guess: $347.97 Truth: $316.45 Error: $31.52 SLE: 0.01 Item: Detroit Axle - Front Rear Strut & Coil S...\u001b[0m\n", - "\u001b[92m137: Guess: $106.01 Truth: $87.99 Error: $18.02 SLE: 0.03 Item: ECCPP Rear Wheel Axle Replacement fit fo...\u001b[0m\n", - "\u001b[92m138: Guess: $197.72 Truth: $226.63 Error: $28.91 SLE: 0.02 Item: Dell Latitude E6520 Intel i7-2720QM 2.20...\u001b[0m\n", - "\u001b[92m139: Guess: $46.71 Truth: $31.49 Error: $15.22 SLE: 0.15 Item: F FIERCE CYCLE 251pcs Black Universal Mo...\u001b[0m\n", - "\u001b[93m140: Guess: $243.14 Truth: $196.00 Error: $47.14 SLE: 0.05 Item: Flash Furniture 4 Pk. HERCULES Series 88...\u001b[0m\n", - "\u001b[92m141: Guess: $54.22 Truth: $78.40 Error: $24.18 SLE: 0.13 Item: B&M 30287 Throttle Valve/Kickdown Cable,...\u001b[0m\n", - "\u001b[92m142: Guess: $109.33 Truth: $116.25 Error: $6.92 SLE: 0.00 Item: Gates TCK226 PowerGrip Premium Timing Be...\u001b[0m\n", - "\u001b[93m143: Guess: $154.89 Truth: $112.78 Error: $42.11 SLE: 0.10 Item: Monroe Shocks & Struts Quick-Strut 17149...\u001b[0m\n", - "\u001b[93m144: Guess: $70.91 Truth: $27.32 Error: $43.59 SLE: 0.87 Item: Feit Electric BPMR16/GU10/930CA/6 35W EQ...\u001b[0m\n", - "\u001b[92m145: Guess: $119.64 Truth: $145.91 Error: $26.27 SLE: 0.04 Item: Yellow Jacket 2806 Contractor Extension ...\u001b[0m\n", - "\u001b[92m146: Guess: $202.31 Truth: $171.09 Error: $31.22 SLE: 0.03 Item: Garage-Pro Tailgate SET Compatible with ...\u001b[0m\n", - "\u001b[93m147: Guess: $96.40 Truth: $167.95 Error: $71.55 SLE: 0.30 Item: 3M Perfect It Buffing and Polishing Kit ...\u001b[0m\n", - "\u001b[92m148: Guess: $58.08 Truth: $28.49 Error: $29.59 SLE: 0.48 Item: Chinese Style Dollhouse Model DIY Miniat...\u001b[0m\n", - "\u001b[92m149: Guess: $147.79 Truth: $122.23 Error: $25.56 SLE: 0.04 Item: Generic NRG Innovations SRK-161H Steerin...\u001b[0m\n", - "\u001b[92m150: Guess: $41.29 Truth: $32.99 Error: $8.30 SLE: 0.05 Item: Learning Resources Coding Critters Range...\u001b[0m\n", - "\u001b[93m151: Guess: $123.07 Truth: $71.20 Error: $51.87 SLE: 0.29 Item: Bosch Automotive 15463 Oxygen Sensor, OE...\u001b[0m\n", - "\u001b[92m152: Guess: $97.24 Truth: $112.75 Error: $15.51 SLE: 0.02 Item: Case of 24-2 Inch Blue Painters Tape - 6...\u001b[0m\n", - "\u001b[92m153: Guess: $151.57 Truth: $142.43 Error: $9.14 SLE: 0.00 Item: MOCA Engine Water Pump & Fan Clutch fit ...\u001b[0m\n", - "\u001b[93m154: Guess: $309.85 Truth: $398.99 Error: $89.14 SLE: 0.06 Item: SAREMAS Foot Step Bars for Hyundai Palis...\u001b[0m\n", - "\u001b[91m155: Guess: $652.00 Truth: $449.00 Error: $203.00 SLE: 0.14 Item: Gretsch G9210 Square Neck Boxcar Mahogan...\u001b[0m\n", - "\u001b[92m156: Guess: $209.34 Truth: $189.00 Error: $20.34 SLE: 0.01 Item: NikoMaku Mirror Dash Cam Front and Rear ...\u001b[0m\n", - "\u001b[92m157: Guess: $108.43 Truth: $120.91 Error: $12.48 SLE: 0.01 Item: Fenix HP25R v2.0 USB-C Rechargeable Head...\u001b[0m\n", - "\u001b[92m158: Guess: $190.09 Truth: $203.53 Error: $13.44 SLE: 0.00 Item: R&L Racing Heavy Duty Roll-Up Soft Tonne...\u001b[0m\n", - "\u001b[92m159: Guess: $399.03 Truth: $349.99 Error: $49.04 SLE: 0.02 Item: Garmin 010-02258-10 GPSMAP 64sx, Handhel...\u001b[0m\n", - "\u001b[92m160: Guess: $32.98 Truth: $34.35 Error: $1.37 SLE: 0.00 Item: Brown 5-7/8\" X 8-1/2\" X 3/16\" Thick Heav...\u001b[0m\n", - "\u001b[92m161: Guess: $378.88 Truth: $384.99 Error: $6.11 SLE: 0.00 Item: GAOMON PD2200 Pen Display & 20 Pen Nibs ...\u001b[0m\n", - "\u001b[92m162: Guess: $245.28 Truth: $211.00 Error: $34.28 SLE: 0.02 Item: VXMOTOR for 97-03 Ford F150/F250 Lightdu...\u001b[0m\n", - "\u001b[93m163: Guess: $205.22 Truth: $129.00 Error: $76.22 SLE: 0.21 Item: HP EliteBook 2540p Intel Core i7-640LM X...\u001b[0m\n", - "\u001b[93m164: Guess: $32.23 Truth: $111.45 Error: $79.22 SLE: 1.49 Item: Green EPX Mixing Nozzles 100-Pack-fits 3...\u001b[0m\n", - "\u001b[92m165: Guess: $56.02 Truth: $81.12 Error: $25.10 SLE: 0.13 Item: Box Partners 6 1/4 x 3 1/8\" 13 Pt. Manil...\u001b[0m\n", - "\u001b[92m166: Guess: $455.48 Truth: $457.08 Error: $1.60 SLE: 0.00 Item: Vixen Air 1/2\" NPT Air Ride Suspension H...\u001b[0m\n", - "\u001b[92m167: Guess: $84.68 Truth: $49.49 Error: $35.19 SLE: 0.28 Item: Smart Floor Lamp, 2700-6500K+RGBPink Mul...\u001b[0m\n", - "\u001b[92m168: Guess: $107.88 Truth: $80.56 Error: $27.32 SLE: 0.08 Item: SOZG 324mm Wheelbase Body Shell RC Car B...\u001b[0m\n", - "\u001b[92m169: Guess: $318.13 Truth: $278.39 Error: $39.74 SLE: 0.02 Item: Mickey Thompson ET Street S/S Racing Rad...\u001b[0m\n", - "\u001b[92m170: Guess: $404.88 Truth: $364.50 Error: $40.38 SLE: 0.01 Item: Pirelli 275/40R20 106W XL RFT P0 PZ4-LUX...\u001b[0m\n", - "\u001b[91m171: Guess: $681.78 Truth: $378.99 Error: $302.79 SLE: 0.34 Item: Torklift C3212 Rear Tie Down\u001b[0m\n", - "\u001b[93m172: Guess: $217.61 Truth: $165.28 Error: $52.33 SLE: 0.07 Item: Cardone 78-4226 Remanufactured Ford Comp...\u001b[0m\n", - "\u001b[92m173: Guess: $75.21 Truth: $56.74 Error: $18.47 SLE: 0.08 Item: Kidde AccessPoint 001798 Supra TouchPoin...\u001b[0m\n", - "\u001b[93m174: Guess: $185.33 Truth: $307.95 Error: $122.62 SLE: 0.26 Item: 3M Protecta 3100414 Self Retracting Life...\u001b[0m\n", - "\u001b[93m175: Guess: $114.86 Truth: $38.00 Error: $76.86 SLE: 1.19 Item: Plantronics 89435-01 Wired Headset, Blac...\u001b[0m\n", - "\u001b[92m176: Guess: $91.41 Truth: $53.00 Error: $38.41 SLE: 0.29 Item: Logitech K750 Wireless Solar Keyboard fo...\u001b[0m\n", - "\u001b[92m177: Guess: $552.06 Truth: $498.00 Error: $54.06 SLE: 0.01 Item: Olympus PEN E-PL9 Body Only with 3-Inch ...\u001b[0m\n", - "\u001b[91m178: Guess: $147.12 Truth: $53.99 Error: $93.13 SLE: 0.98 Item: Beck/Arnley 051-6066 Hub & Bearing Assem...\u001b[0m\n", - "\u001b[92m179: Guess: $316.63 Truth: $350.00 Error: $33.37 SLE: 0.01 Item: Eibach Pro-Kit Performance Springs E10-6...\u001b[0m\n", - "\u001b[92m180: Guess: $339.78 Truth: $299.95 Error: $39.83 SLE: 0.02 Item: LEGO DC Batman 1989 Batwing 76161 Displa...\u001b[0m\n", - "\u001b[92m181: Guess: $106.43 Truth: $94.93 Error: $11.50 SLE: 0.01 Item: Kingston Brass KS3608PL Restoration 4-In...\u001b[0m\n", - "\u001b[92m182: Guess: $370.69 Truth: $379.00 Error: $8.31 SLE: 0.00 Item: Polk Vanishing Series 265-LS In-Wall 3-W...\u001b[0m\n", - "\u001b[92m183: Guess: $280.66 Truth: $299.95 Error: $19.29 SLE: 0.00 Item: Spec-D Tuning LED Projector Headlights G...\u001b[0m\n", - "\u001b[92m184: Guess: $41.03 Truth: $24.99 Error: $16.04 SLE: 0.23 Item: RICHMOND & FINCH Airpod Pro Case, Green ...\u001b[0m\n", - "\u001b[91m185: Guess: $143.91 Truth: $41.04 Error: $102.87 SLE: 1.53 Item: LFA Industries 43B-5A-33JT 1/16-1/2-1.5-...\u001b[0m\n", - "\u001b[93m186: Guess: $239.37 Truth: $327.90 Error: $88.53 SLE: 0.10 Item: SAUTVS LED Headlight Assembly for Slings...\u001b[0m\n", - "\u001b[92m187: Guess: $37.18 Truth: $10.99 Error: $26.19 SLE: 1.34 Item: 2 Pack Combo Womens Safety Glasses Impac...\u001b[0m\n", - "\u001b[92m188: Guess: $30.08 Truth: $14.99 Error: $15.09 SLE: 0.44 Item: Arepa - Venezuelan cuisine - Venezuela P...\u001b[0m\n", - "\u001b[93m189: Guess: $43.08 Truth: $84.95 Error: $41.87 SLE: 0.45 Item: Schlage Lock Company KS23D2300 Padlock, ...\u001b[0m\n", - "\u001b[92m190: Guess: $138.63 Truth: $111.00 Error: $27.63 SLE: 0.05 Item: Techni Mobili White Sit to Stand Mobile ...\u001b[0m\n", - "\u001b[93m191: Guess: $184.25 Truth: $123.73 Error: $60.52 SLE: 0.16 Item: Special Lite Products Contemporary Wall ...\u001b[0m\n", - "\u001b[92m192: Guess: $560.83 Truth: $557.38 Error: $3.45 SLE: 0.00 Item: Tascam DP-24SD 24-Track Digital Portastu...\u001b[0m\n", - "\u001b[92m193: Guess: $120.98 Truth: $95.55 Error: $25.43 SLE: 0.05 Item: Glow Lighting 636CC10SP Vista Crystal Fl...\u001b[0m\n", - "\u001b[92m194: Guess: $161.34 Truth: $154.00 Error: $7.34 SLE: 0.00 Item: Z3 Wind Deflector, Smoke Tint, Lexan, Wi...\u001b[0m\n", - "\u001b[93m195: Guess: $255.44 Truth: $198.99 Error: $56.45 SLE: 0.06 Item: Olympus E-20 5MP Digital Camera w/ 4x Op...\u001b[0m\n", - "\u001b[91m196: Guess: $250.60 Truth: $430.44 Error: $179.84 SLE: 0.29 Item: PHYNEDI 1:1000 World Trade Center (1973-...\u001b[0m\n", - "\u001b[92m197: Guess: $43.48 Truth: $45.67 Error: $2.19 SLE: 0.00 Item: YANGHUAN Unstable Unicorns Adventure Car...\u001b[0m\n", - "\u001b[93m198: Guess: $154.73 Truth: $249.00 Error: $94.27 SLE: 0.22 Item: Interlogix NX-1820E NetworX Touch Screen...\u001b[0m\n", - "\u001b[92m199: Guess: $46.31 Truth: $42.99 Error: $3.32 SLE: 0.01 Item: Steering Damper,Universal Motorcycle Han...\u001b[0m\n", - "\u001b[92m200: Guess: $191.08 Truth: $181.33 Error: $9.75 SLE: 0.00 Item: Amprobe TIC 410A Hot Stick Attachment\u001b[0m\n", - "\u001b[92m201: Guess: $23.17 Truth: $6.03 Error: $17.14 SLE: 1.52 Item: MyCableMart 3.5mm Plug/Jack, 4 Conductor...\u001b[0m\n", - "\u001b[92m202: Guess: $68.72 Truth: $29.99 Error: $38.73 SLE: 0.66 Item: OtterBox + Pop Symmetry Series Case for ...\u001b[0m\n", - "\u001b[92m203: Guess: $747.06 Truth: $899.00 Error: $151.94 SLE: 0.03 Item: Dell XPS X8700-1572BLK Desktop ( Intel C...\u001b[0m\n", - "\u001b[93m204: Guess: $499.43 Truth: $399.99 Error: $99.44 SLE: 0.05 Item: Franklin Iron Works Sperry Industrial Br...\u001b[0m\n", - "\u001b[92m205: Guess: $23.91 Truth: $4.66 Error: $19.25 SLE: 2.20 Item: Avery Legal Dividers, Standard Collated ...\u001b[0m\n", - "\u001b[92m206: Guess: $279.77 Truth: $261.41 Error: $18.36 SLE: 0.00 Item: Moen 8346 Commercial Posi-Temp Pressure ...\u001b[0m\n", - "\u001b[92m207: Guess: $159.72 Truth: $136.97 Error: $22.75 SLE: 0.02 Item: Carlisle Versa Trail ATR All Terrain Rad...\u001b[0m\n", - "\u001b[92m208: Guess: $108.54 Truth: $79.00 Error: $29.54 SLE: 0.10 Item: SUNWAYFOTO 44mm Tripod Ball Head Arca Co...\u001b[0m\n", - "\u001b[91m209: Guess: $257.94 Truth: $444.99 Error: $187.05 SLE: 0.30 Item: NanoBeam AC NBE-5AC-Gen2-US 4 Units 5GHz...\u001b[0m\n", - "\u001b[92m210: Guess: $458.51 Truth: $411.94 Error: $46.57 SLE: 0.01 Item: WULF 4\" Front 2\" Rear Leveling Lift Kit ...\u001b[0m\n", - "\u001b[92m211: Guess: $179.62 Truth: $148.40 Error: $31.22 SLE: 0.04 Item: Alera ALEVABFMC Valencia Series Mobile B...\u001b[0m\n", - "\u001b[91m212: Guess: $140.29 Truth: $244.99 Error: $104.70 SLE: 0.31 Item: YU-GI-OH! Ignition Assault Booster Box\u001b[0m\n", - "\u001b[92m213: Guess: $112.05 Truth: $86.50 Error: $25.55 SLE: 0.07 Item: 48\" x 36\" Extra-Large Framed Magnetic Bl...\u001b[0m\n", - "\u001b[91m214: Guess: $117.27 Truth: $297.95 Error: $180.68 SLE: 0.86 Item: Dell Latitude D620 Renewed Notebook PC\u001b[0m\n", - "\u001b[92m215: Guess: $451.48 Truth: $399.99 Error: $51.49 SLE: 0.01 Item: acer Aspire 5 Laptop, AMD Ryzen 3 5300U ...\u001b[0m\n", - "\u001b[92m216: Guess: $664.77 Truth: $599.00 Error: $65.77 SLE: 0.01 Item: Elk 31080/6RC-GRN 30 by 6-Inch Viva 6-Li...\u001b[0m\n", - "\u001b[92m217: Guess: $108.03 Truth: $105.99 Error: $2.04 SLE: 0.00 Item: Barbie Top Model Doll\u001b[0m\n", - "\u001b[92m218: Guess: $597.01 Truth: $689.00 Error: $91.99 SLE: 0.02 Item: Danby Designer 20-In. Electric Range wit...\u001b[0m\n", - "\u001b[92m219: Guess: $402.18 Truth: $404.99 Error: $2.81 SLE: 0.00 Item: FixtureDisplays® Metal Truss Podium Doub...\u001b[0m\n", - "\u001b[91m220: Guess: $335.37 Truth: $207.76 Error: $127.61 SLE: 0.23 Item: ACDelco 13597235 GM Original Equipment A...\u001b[0m\n", - "\u001b[92m221: Guess: $175.93 Truth: $171.82 Error: $4.11 SLE: 0.00 Item: EBC S1KF1135 Stage-1 Premium Street Brak...\u001b[0m\n", - "\u001b[92m222: Guess: $306.41 Truth: $293.24 Error: $13.17 SLE: 0.00 Item: FXR Men's Boost FX Jacket (Black/Orange/...\u001b[0m\n", - "\u001b[92m223: Guess: $390.57 Truth: $374.95 Error: $15.62 SLE: 0.00 Item: SuperATV Scratch Resistant 3-in-1 Flip W...\u001b[0m\n", - "\u001b[92m224: Guess: $131.45 Truth: $111.99 Error: $19.46 SLE: 0.03 Item: SBU 3 Layer All Weather Mini Van Car Cov...\u001b[0m\n", - "\u001b[92m225: Guess: $59.84 Truth: $42.99 Error: $16.85 SLE: 0.11 Item: 2 Pack Outdoor Brochure Holder Advertisi...\u001b[0m\n", - "\u001b[92m226: Guess: $155.61 Truth: $116.71 Error: $38.90 SLE: 0.08 Item: Monroe Shocks & Struts Quick-Strut 17158...\u001b[0m\n", - "\u001b[93m227: Guess: $179.13 Truth: $118.61 Error: $60.52 SLE: 0.17 Item: Elements of Design Magellan EB235AL Thre...\u001b[0m\n", - "\u001b[92m228: Guess: $144.95 Truth: $147.12 Error: $2.17 SLE: 0.00 Item: GM Genuine Parts 15-62961 Air Conditioni...\u001b[0m\n", - "\u001b[93m229: Guess: $194.30 Truth: $119.99 Error: $74.31 SLE: 0.23 Item: Baseus 17-in-1 USB C Docking Station to ...\u001b[0m\n", - "\u001b[93m230: Guess: $468.45 Truth: $369.98 Error: $98.47 SLE: 0.06 Item: Whitehall™ Personalized Whitehall Capito...\u001b[0m\n", - "\u001b[92m231: Guess: $299.90 Truth: $315.55 Error: $15.65 SLE: 0.00 Item: Pro Circuit Works Pipe PY05250 for 02-19...\u001b[0m\n", - "\u001b[93m232: Guess: $265.37 Truth: $190.99 Error: $74.38 SLE: 0.11 Item: HYANKA 15 \"1200W Professional DJ Speaker...\u001b[0m\n", - "\u001b[92m233: Guess: $182.89 Truth: $155.00 Error: $27.89 SLE: 0.03 Item: Bluetooth X6BT Card Reader Writer Encode...\u001b[0m\n", - "\u001b[92m234: Guess: $369.10 Truth: $349.99 Error: $19.11 SLE: 0.00 Item: AIRAID Cold Air Intake System by K&N: In...\u001b[0m\n", - "\u001b[93m235: Guess: $316.65 Truth: $249.99 Error: $66.66 SLE: 0.06 Item: Bostingner Shower Faucets Sets Complete,...\u001b[0m\n", - "\u001b[92m236: Guess: $57.56 Truth: $42.99 Error: $14.57 SLE: 0.08 Item: PIT66 Front Bumper Turn Signal Lights, C...\u001b[0m\n", - "\u001b[92m237: Guess: $40.00 Truth: $17.99 Error: $22.01 SLE: 0.59 Item: Caseology Bumpy Compatible with Google P...\u001b[0m\n", - "\u001b[92m238: Guess: $379.80 Truth: $425.00 Error: $45.20 SLE: 0.01 Item: Fleck 2510 Timer Mechanical Filter Contr...\u001b[0m\n", - "\u001b[93m239: Guess: $309.12 Truth: $249.99 Error: $59.13 SLE: 0.04 Item: Haloview MC7108 Wireless RV Backup Camer...\u001b[0m\n", - "\u001b[91m240: Guess: $54.05 Truth: $138.23 Error: $84.18 SLE: 0.86 Item: Schmidt Spiele - Manhattan\u001b[0m\n", - "\u001b[92m241: Guess: $496.09 Truth: $414.99 Error: $81.10 SLE: 0.03 Item: Corsa 14333 Tip Kit (Ford Mustang GT)\u001b[0m\n", - "\u001b[93m242: Guess: $243.03 Truth: $168.28 Error: $74.75 SLE: 0.13 Item: Hoshizaki FM116A Fan Motor Kit 1\u001b[0m\n", - "\u001b[93m243: Guess: $253.65 Truth: $199.99 Error: $53.66 SLE: 0.06 Item: BAINUO Antler Chandelier Lighting,6 Ligh...\u001b[0m\n", - "\u001b[93m244: Guess: $172.74 Truth: $126.70 Error: $46.04 SLE: 0.09 Item: DNA MOTORING HL-OH-FEXP06-SM-AM Smoke Le...\u001b[0m\n", - "\u001b[92m245: Guess: $21.63 Truth: $5.91 Error: $15.72 SLE: 1.41 Item: Wera Stainless 3840/1 TS 2.5mm Hex Inser...\u001b[0m\n", - "\u001b[92m246: Guess: $208.67 Truth: $193.06 Error: $15.61 SLE: 0.01 Item: Celestron - PowerSeeker 127EQ Telescope ...\u001b[0m\n", - "\u001b[93m247: Guess: $195.30 Truth: $249.99 Error: $54.69 SLE: 0.06 Item: NHOPEEW 10.1inch Android Car Radio Carpl...\u001b[0m\n", - "\u001b[92m248: Guess: $53.26 Truth: $64.12 Error: $10.86 SLE: 0.03 Item: Other Harmonica (Suzuki-2Timer24- A)\u001b[0m\n", - "\u001b[93m249: Guess: $178.76 Truth: $114.99 Error: $63.77 SLE: 0.19 Item: Harley Air Filter Venturi Intake Air Cle...\u001b[0m\n", - "\u001b[93m250: Guess: $577.55 Truth: $926.00 Error: $348.45 SLE: 0.22 Item: Elite Screens Edge Free Ambient Light Re...\u001b[0m\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Tester.test(ensemble_pricer, test)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "57bc0223-e3d5-4c04-9488-e9a7fdb0c193", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Specialist: 0.28\n", - "Frontier: 0.41\n", - "RandomForest: -0.29\n", - "Min: 0.35\n", - "Max: 0.22\n", - "Intercept=25.61\n" - ] - } - ], - "source": [ - "# Train a Linear Regression\n", - "np.random.seed(42)\n", - "\n", - "lr = LinearRegression()\n", - "lr.fit(X, ys)\n", - "\n", - "feature_columns = X.columns.tolist()\n", - "\n", - "for feature, coef in zip(feature_columns, lr.coef_):\n", - " print(f\"{feature}: {coef:.2f}\")\n", - "print(f\"Intercept={lr.intercept_:.2f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "75054646-2116-4e65-9d6d-92784bd3f27f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['ensemble_model.pkl']" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "joblib.dump(lr, 'ensemble_model.pkl')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bacdf607-37b9-4997-adb1-d63abfb645b1", - "metadata": {}, - "outputs": [], - "source": [ - "print(proprietary(test[1]))\n", - "print(gpt_4o_mini_rag(test[1]))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b35532e7-098a-4ab9-a8f7-8f101b437181", - "metadata": {}, - "outputs": [], - "source": [ - "truths = []\n", - "proprietaries = []\n", - "rags = []\n", - "for i in tqdm(range(1000,1250)):\n", - " item = test[i]\n", - " truths.append(item.price)\n", - " proprietaries.append(proprietary(item))\n", - " rags.append(gpt_4o_mini_rag(item))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e6ae54c7-6e8e-4333-b075-b59978fed560", - "metadata": {}, - "outputs": [], - "source": [ - "mins = [min(p,r) for p,r in zip(proprietaries, rags)]\n", - "maxes = [max(p,r) for p,r in zip(proprietaries, rags)]\n", - "\n", - "X = pd.DataFrame({\n", - " 'Proprietary': proprietaries,\n", - " 'RAG': rags,\n", - " 'Min': mins,\n", - " 'Max': maxes,\n", - "})\n", - "\n", - "# Convert y to a Series\n", - "y = pd.Series(truths)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e68684ed-d029-4d95-bb13-eead19b20e49", - "metadata": {}, - "outputs": [], - "source": [ - "# Train a Linear Regression\n", - "np.random.seed(42)\n", - "\n", - "lr = LinearRegression()\n", - "lr.fit(X, y)\n", - "\n", - "feature_columns = [\"Proprietary\", \"RAG\", \"Min\", \"Max\"]\n", - "\n", - "for feature, coef in zip(feature_columns, lr.coef_):\n", - " print(f\"{feature}: {coef:.2f}\")\n", - "print(f\"Intercept={lr.intercept_:.2f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "28530362-97b8-42a0-bf89-967539b6f170", - "metadata": {}, - "outputs": [], - "source": [ - "def ensemble(item):\n", - " prop = proprietary(item)\n", - " rag = gpt_4o_mini_rag(item)\n", - " Xt = pd.DataFrame({\n", - " 'Proprietary': [prop],\n", - " 'RAG': [rag],\n", - " 'Min': [min(prop,rag)],\n", - " 'Max': [max(prop,rag)],\n", - " })\n", - " yt = lr.predict(Xt)\n", - " return yt[0]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "08021c05-340b-4ee2-9d11-4b280766976f", - "metadata": {}, - "outputs": [], - "source": [ - "ensemble(test[0])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d8308c74-546f-4fc0-ada4-1974addacfd1", - "metadata": {}, - "outputs": [], - "source": [ - "test[0].price" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "80792910-c59f-4d96-aa53-683464a8e60c", - "metadata": {}, - "outputs": [], - "source": [ - "Tester.test(ensemble, test)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d0c41043-2049-4883-947f-2aad2f6954c2", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.ensemble import RandomForestRegressor\n", - "\n", - "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", - "vectors = np.array(result['embeddings'])\n", - "documents = result['documents']\n", - "prices = [metadata['price'] for metadata in result['metadatas']]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e9c3276f-ae01-478d-bb27-dc73b567b41a", - "metadata": {}, - "outputs": [], - "source": [ - "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n", - "rf_model.fit(vectors, prices)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3e8f70cd-4147-40c6-9861-a3513b7e5499", - "metadata": {}, - "outputs": [], - "source": [ - "def new_rf(item):\n", - " text = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", - " return " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f91c903b-8db1-4374-807e-3a8ce282ef30", - "metadata": {}, - "outputs": [], - "source": [ - "Tester.test(new_rf, test)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3c8e23c5-1ed3-4bd1-a3c0-129d4712c93a", - "metadata": {}, - "outputs": [], - "source": [ - "forests = []\n", - "for item in tqdm(test[1000:1250]):\n", - " description = item.prompt.split(\"to the nearest dollar?\\n\\n\")[1].split(\"\\n\\nPrice is $\")[0]\n", - " forests.append(new_rf(item))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8e2eca63-8230-4904-9a79-7e779747479e", - "metadata": {}, - "outputs": [], - "source": [ - "truths2 = []\n", - "proprietaries2 = []\n", - "rags2 = []\n", - "forests2 = []\n", - "for i in tqdm(range(1000,2000)):\n", - " item = test[i]\n", - " truths2.append(item.price)\n", - " proprietaries2.append(proprietary(item))\n", - " rags2.append(gpt_4o_mini_rag(item))\n", - " forests2.append(new_rf(item))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0a3e057f-05c5-4f8f-8b3b-0afdfccc1412", - "metadata": {}, - "outputs": [], - "source": [ - "mins2 = [min(p,r,f) for p,r,f in zip(proprietaries2, rags2, forests2)]\n", - "maxes2 = [max(p,r,f) for p,r,f in zip(proprietaries2, rags2, forests2)]\n", - "\n", - "\n", - "\n", - "X2 = pd.DataFrame({\n", - " 'Proprietary': proprietaries2,\n", - " 'RAG': rags2,\n", - " 'Forest': forests2,\n", - " 'Min': mins2,\n", - " 'Max': maxes2,\n", - "})\n", - "\n", - "# Convert y to a Series\n", - "y2 = pd.Series(truths2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1ae62175-b955-428e-b077-705c49ee71bd", - "metadata": {}, - "outputs": [], - "source": [ - "# Train a Linear Regression\n", - "np.random.seed(42)\n", - "\n", - "lr2 = LinearRegression()\n", - "lr2.fit(X2, y2)\n", - "\n", - "feature_columns = X2.columns.tolist()\n", - "\n", - "for feature, coef in zip(feature_columns, lr2.coef_):\n", - " print(f\"{feature}: {coef:.2f}\")\n", - "print(f\"Intercept={lr.intercept_:.2f}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "214a3831-c464-4218-a349-534b6bda7f12", - "metadata": {}, - "outputs": [], - "source": [ - "def ensemble2(item):\n", - " prop = proprietary(item)\n", - " rag = gpt_4o_mini_rag(item)\n", - " r_f = new_rf(item)\n", - " Xt2 = pd.DataFrame({\n", - " 'Proprietary': [prop],\n", - " 'RAG': [rag],\n", - " 'Forest': [r_f],\n", - " 'Min': [min(prop,rag, r_f)],\n", - " 'Max': [max(prop,rag, r_f)],\n", - " })\n", - " yt2 = lr.predict(Xt2)\n", - " return yt2[0]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b234cb68-af68-4475-ae18-8892aac6b74e", - "metadata": {}, - "outputs": [], - "source": [ - "Tester.test(ensemble2, test)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "10a7275f-1aa9-4446-9100-a7a0ba0215f2", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From 1e678933bca9eff6edf3304543f3cc9067bd55fe Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Tue, 1 Oct 2024 08:25:02 -0400 Subject: [PATCH 7/8] More README updates --- README.md | 25 ++++++++++++++++--------- 1 file changed, 16 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index 5a3c76f..cf38140 100644 --- a/README.md +++ b/README.md @@ -32,6 +32,8 @@ The mantra of the course is: the best way to learn is by **DOING**. You should w By far the recommended approach is to use Anaconda for your environment. Even if you've never used it before, it makes such a difference. Anaconda ensures that you're working with the right version of Python and all your packages are compatible with mine, even if we're on different platforms. +**Update** Some people have had problems with Anaconda - horrors! The idea of Anaconda is to make it really smooth and simple to be working with the same environment. If you hit any problems with the instructions below, please skip to near the end of this README for the alternative approach using `pip`, and hopefully you'll be up and running fast. And please do message me if I can help with anything. + We'll be mostly using Jupyter Lab in this course. For those new to Jupyter Lab / Jupyter Notebook, it's a delightful Data Science environment where you can simply hit shift+enter in any cell to run it; start at the top and work your way down! When we move to Google Colab in Week 3, you'll experience the same interface for Python runtimes in the cloud. ### For PC Users @@ -183,17 +185,24 @@ The charges for the exercsies in this course should always be quite low, but if ## And that's it! Happy coding! -### Alternative Setup Instructions if you're a die-hard virtualenv-er +### Alternative Setup Instructions if Anaconda is giving you problems -Well if you must! Just be sure to be running python 3.11, or we might hit compatibility snags. +First please run: +`python --version` +To find out which python you're on. Ideally you'd be using Python 3.11.x, so we're completely in sync. You can download python at +https://www.python.org/downloads/ Here are the steps: -After cloning the repo: +After cloning the repo, cd into the project root directory `llm_engineering`. +Then: -1. Create a new virtual environment using something like `python3 -m venv /path/to/new/virtual/environment` -2. Activate the virtual environment with `source /path/to/new/virtual/environment/bin/activate` -3. Create a file called `.env` in the project root directory (this is .gitignored) and add any private API keys, such as below. +1. Create a new virtual environment: `python -m venv venv` +2. Activate the virtual environment with +On a Mac: `source venv/bin/activate` +On a PC: `venv\Scripts\activate` +3. Run `pip install -r requirements.txt` +4. Create a file called `.env` in the project root directory and add any private API keys, such as below. (The next section has more detailed instructions for this, if you prefer.) ``` OPENAI_API_KEY=xxxx @@ -202,11 +211,9 @@ ANTHROPIC_API_KEY=xxxx HF_TOKEN=xxxx ``` -4. From the repo root directory, run `pip install -r requirements.txt` 5. Run `jupyter lab` to launch Jupyter and head over to the intro folder to get started. -Let me know if you hit problems, and try looking in the environment.yml file to see if there are clues for any other packages that need to be installed in your system. -Or... try Anaconda!! +Let me know if you hit problems. ### Guide to creating the `.env` file From 6ce9fd22f87c5f2501c815472525725841984761 Mon Sep 17 00:00:00 2001 From: Edward Donner Date: Fri, 4 Oct 2024 19:37:06 -0400 Subject: [PATCH 8/8] Fixed a bug identified by student Jon R - thank you! --- week5/day1.ipynb | 2 +- week5/day2.ipynb | 5 +- week5/day3.ipynb | 5 +- week5/day4.5.ipynb | 5 +- week5/day4.ipynb | 42 +- week5/day5.ipynb | 1511 +++++++++++++++++++++++++++++++++++++++++++- 6 files changed, 1540 insertions(+), 30 deletions(-) diff --git a/week5/day1.ipynb b/week5/day1.ipynb index f798ec0..8804e63 100644 --- a/week5/day1.ipynb +++ b/week5/day1.ipynb @@ -97,7 +97,7 @@ "products = glob.glob(\"knowledge-base/products/*\")\n", "\n", "for product in products:\n", - " name = product.split('/')[-1][:-3]\n", + " name = product.split(os.sep)[-1][:-3]\n", " doc = \"\"\n", " with open(product, \"r\") as f:\n", " doc = f.read()\n", diff --git a/week5/day2.ipynb b/week5/day2.ipynb index 81f962f..ce12aaa 100644 --- a/week5/day2.ipynb +++ b/week5/day2.ipynb @@ -80,10 +80,13 @@ "\n", "folders = glob.glob(\"knowledge-base/*\")\n", "\n", + "# With thanks to Jon R, a student on the course, for this fix needed for some users \n", + "text_loader_kwargs={'autodetect_encoding': True}\n", + "\n", "documents = []\n", "for folder in folders:\n", " doc_type = os.path.basename(folder)\n", - " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader)\n", + " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader, loader_kwargs=text_loader_kwargs)\n", " folder_docs = loader.load()\n", " for doc in folder_docs:\n", " doc.metadata[\"doc_type\"] = doc_type\n", diff --git a/week5/day3.ipynb b/week5/day3.ipynb index 269e21d..545d63c 100644 --- a/week5/day3.ipynb +++ b/week5/day3.ipynb @@ -86,10 +86,13 @@ "\n", "folders = glob.glob(\"knowledge-base/*\")\n", "\n", + "# With thanks to Jon R, a student on the course, for this fix needed for some users \n", + "text_loader_kwargs={'autodetect_encoding': True}\n", + "\n", "documents = []\n", "for folder in folders:\n", " doc_type = os.path.basename(folder)\n", - " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader)\n", + " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader, loader_kwargs=text_loader_kwargs)\n", " folder_docs = loader.load()\n", " for doc in folder_docs:\n", " doc.metadata[\"doc_type\"] = doc_type\n", diff --git a/week5/day4.5.ipynb b/week5/day4.5.ipynb index e3c5148..3a682b1 100644 --- a/week5/day4.5.ipynb +++ b/week5/day4.5.ipynb @@ -87,10 +87,13 @@ "\n", "folders = glob.glob(\"knowledge-base/*\")\n", "\n", + "# With thanks to Jon R, a student on the course, for this fix needed for some users \n", + "text_loader_kwargs={'autodetect_encoding': True}\n", + "\n", "documents = []\n", "for folder in folders:\n", " doc_type = os.path.basename(folder)\n", - " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader)\n", + " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader, loader_kwargs=text_loader_kwargs)\n", " folder_docs = loader.load()\n", " for doc in folder_docs:\n", " doc.metadata[\"doc_type\"] = doc_type\n", diff --git a/week5/day4.ipynb b/week5/day4.ipynb index 8c7ffe0..efe8a35 100644 --- a/week5/day4.ipynb +++ b/week5/day4.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "ba2779af-84ef-4227-9e9e-6eaf0df87e77", "metadata": {}, "outputs": [], @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "802137aa-8a74-45e0-a487-d1974927d7ca", "metadata": {}, "outputs": [], @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "58c85082-e417-4708-9efe-81a5d55d1424", "metadata": {}, "outputs": [], @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "ee78efcb-60fe-449e-a944-40bab26261af", "metadata": {}, "outputs": [], @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "730711a9-6ffe-4eee-8f48-d6cfb7314905", "metadata": {}, "outputs": [], @@ -88,10 +88,13 @@ "\n", "folders = glob.glob(\"knowledge-base/*\")\n", "\n", + "# With thanks to Jon R, a student on the course, for this fix needed for some users \n", + "text_loader_kwargs={'autodetect_encoding': True}\n", + "\n", "documents = []\n", "for folder in folders:\n", " doc_type = os.path.basename(folder)\n", - " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader)\n", + " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader, loader_kwargs=text_loader_kwargs)\n", " folder_docs = loader.load()\n", " for doc in folder_docs:\n", " doc.metadata[\"doc_type\"] = doc_type\n", @@ -100,10 +103,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "7310c9c8-03c1-4efc-a104-5e89aec6db1a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Created a chunk of size 1088, which is longer than the specified 1000\n" + ] + } + ], "source": [ "text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=200)\n", "chunks = text_splitter.split_documents(documents)" @@ -111,10 +122,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "cd06e02f-6d9b-44cc-a43d-e1faa8acc7bb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "123" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "len(chunks)" ] diff --git a/week5/day5.ipynb b/week5/day5.ipynb index 297a94f..d5ecd9f 100644 --- a/week5/day5.ipynb +++ b/week5/day5.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "ba2779af-84ef-4227-9e9e-6eaf0df87e77", "metadata": {}, "outputs": [], @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "802137aa-8a74-45e0-a487-d1974927d7ca", "metadata": {}, "outputs": [], @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "58c85082-e417-4708-9efe-81a5d55d1424", "metadata": {}, "outputs": [], @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "ee78efcb-60fe-449e-a944-40bab26261af", "metadata": {}, "outputs": [], @@ -81,10 +81,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "730711a9-6ffe-4eee-8f48-d6cfb7314905", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Created a chunk of size 1088, which is longer than the specified 1000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total number of chunks: 123\n", + "Document types found: {'contracts', 'employees', 'company', 'products'}\n" + ] + } + ], "source": [ "# Read in documents using LangChain's loaders\n", "# Take everything in all the sub-folders of our knowledgebase\n", @@ -95,10 +111,13 @@ " doc.metadata[\"doc_type\"] = doc_type\n", " return doc\n", "\n", + "# With thanks to Jon R, a student on the course, for this fix needed for some users \n", + "text_loader_kwargs={'autodetect_encoding': True}\n", + "\n", "documents = []\n", "for folder in folders:\n", " doc_type = os.path.basename(folder)\n", - " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader)\n", + " loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader, loader_kwargs=text_loader_kwargs)\n", " folder_docs = loader.load()\n", " documents.extend([add_metadata(doc, doc_type) for doc in folder_docs])\n", "\n", @@ -130,10 +149,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "78998399-ac17-4e28-b15f-0b5f51e6ee23", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "⚠️ It looks like you upgraded from a version below 0.6 and could benefit from vacuuming your database. Run chromadb utils vacuum --help for more information.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Vectorstore created with 123 documents\n" + ] + } + ], "source": [ "# Put the chunks of data into a Vector Store that associates a Vector Embedding with each chunk\n", "# Chroma is a popular open source Vector Database based on SQLLite\n", @@ -153,10 +187,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "ff2e7687-60d4-4920-a1d7-a34b9f70a250", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 123 vectors with 1,536 dimensions in the vector store\n" + ] + } + ], "source": [ "# Let's investigate the vectors\n", "\n", @@ -180,27 +222,1464 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "b98adf5e-d464-4bd2-9bdf-bc5b6770263b", "metadata": {}, "outputs": [], "source": [ - "# Prework\n", + "# Prework (with thanks to Jon R for identifying and fixing a bug in this!)\n", "\n", "result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", "vectors = np.array(result['embeddings'])\n", "documents = result['documents']\n", "metadatas = result['metadatas']\n", - "doc_types = [metadata['source'].split('/')[1] for metadata in metadatas]\n", + "doc_types = [metadata['doc_type'] for metadata in metadatas]\n", "colors = [['blue', 'green', 'red', 'orange'][['products', 'employees', 'contracts', 'company'].index(t)] for t in doc_types]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "427149d5-e5d8-4abd-bb6f-7ef0333cca21", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hoverinfo": "text", + "marker": { + "color": [ + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "blue", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "red", + "orange", + "orange", + "orange", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green", + "green" + ], + "opacity": 0.8, + "size": 5 + }, + "mode": "markers", + "text": [ + "Type: products
Text: # Product Summary\n\n# Rellm: AI-Powered Enterprise Reinsurance Solution\n\n## Summary\n\nRellm is an inno...", + "Type: products
Text: ### Seamless Integrations\nRellm's architecture is designed for effortless integration with existing ...", + "Type: products
Text: ### Regulatory Compliance Tools\nRellm includes built-in compliance tracking features to help organiz...", + "Type: products
Text: Join the growing number of organizations leveraging Rellm to enhance their reinsurance processes whi...", + "Type: products
Text: Experience the future of reinsurance with Rellm, where innovation meets reliability. Let Insurellm h...", + "Type: products
Text: # Product Summary\n\n# Markellm\n\n## Summary\n\nMarkellm is an innovative two-sided marketplace designed ...", + "Type: products
Text: - **User-Friendly Interface**: Designed with user experience in mind, Markellm features an intuitive...", + "Type: products
Text: - **Customer Support**: Our dedicated support team is always available to assist both consumers and ...", + "Type: products
Text: ### For Insurance Companies:\n- **Basic Listing Fee**: $199/month for a featured listing on the platf...", + "Type: products
Text: ### Q3 2025\n- Initiate a comprehensive marketing campaign targeting both consumers and insurers to i...", + "Type: products
Text: # Product Summary\n\n# Homellm\n\n## Summary\nHomellm is an innovative home insurance product developed b...", + "Type: products
Text: ### 2. Dynamic Pricing Model\nWith Homellm's innovative dynamic pricing model, insurance providers ca...", + "Type: products
Text: ### 5. Multi-Channel Integration\nHomellm seamlessly integrates into existing insurance platforms, pr...", + "Type: products
Text: - **Basic Tier:** Starting at $5,000/month for small insurers with basic integration features.\n- **S...", + "Type: products
Text: All tiers include a comprehensive training program and ongoing updates to ensure optimal performance...", + "Type: products
Text: With Homellm, Insurellm is committed to transforming the landscape of home insurance, ensuring both ...", + "Type: products
Text: # Product Summary\n\n# Carllm\n\n## Summary\n\nCarllm is an innovative auto insurance product developed by...", + "Type: products
Text: - **Instant Quoting**: With Carllm, insurance companies can offer near-instant quotes to customers, ...", + "Type: products
Text: - **Mobile Integration**: Carllm is designed to work seamlessly with mobile applications, providing ...", + "Type: products
Text: - **Professional Tier**: $2,500/month\n - For medium-sized companies.\n - All Basic Tier features pl...", + "Type: products
Text: ### Q2 2025: Customer Experience Improvements\n- Launch of a new **mobile app** for end-users.\n- Intr...", + "Type: contracts
Text: # Contract with GreenField Holdings for Markellm\n\n**Effective Date:** November 15, 2023 \n**Contract...", + "Type: contracts
Text: ## Renewal\n1. **Automatic Renewal**: This contract will automatically renew for sequential one-year ...", + "Type: contracts
Text: ## Features\n1. **AI-Powered Matching**: Access to advanced algorithms that connect GreenField Holdin...", + "Type: contracts
Text: ## Support\n1. **Customer Support Access**: The Client will have access to dedicated support through ...", + "Type: contracts
Text: **Signatures:** \n_________________________ _________________________ \n**...", + "Type: contracts
Text: # Contract with Apex Reinsurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n## Terms\n\n1....", + "Type: contracts
Text: ## Renewal\n\n1. **Automatic Renewal**: This Agreement will automatically renew for successive one-yea...", + "Type: contracts
Text: 2. **Seamless Integrations**: The architecture of Rellm allows for easy integration with existing sy...", + "Type: contracts
Text: 1. **Technical Support**: Provider shall offer dedicated technical support to the Client via phone, ...", + "Type: contracts
Text: **Insurellm, Inc.** \n_____________________________ \nAuthorized Signature \nDate: ________________...", + "Type: contracts
Text: # Contract with Greenstone Insurance for Homellm\n\n---\n\n## Terms\n\n1. **Parties**: This Contract (\"Agr...", + "Type: contracts
Text: 4. **Payment Terms**: \n - The Customer shall pay an amount of $10,000 per month for the Standard T...", + "Type: contracts
Text: ---\n\n## Features\n\n- **AI-Powered Risk Assessment**: Customer will have access to enhanced risk evalu...", + "Type: contracts
Text: - **Customer Portal**: A dedicated portal will be provided, allowing the Customer's clients to manag...", + "Type: contracts
Text: ______________________________ \n[Name], [Title] \nDate: ______________________\n\n**For Greenstone In...", + "Type: contracts
Text: # Contract with Roadway Insurance Inc. for Carllm\n\n---\n\n## Terms\n\n1. **Agreement Effective Date**: T...", + "Type: contracts
Text: ---\n\n## Renewal\n\n1. **Automatic Renewal**: This agreement will automatically renew for an additional...", + "Type: contracts
Text: ---\n\n## Features\n\n1. **Access to Core Features**: Roadway Insurance Inc. will have access to all Pro...", + "Type: contracts
Text: ---\n\n## Support\n\n1. **Technical Support**: Roadway Insurance Inc. will receive priority technical su...", + "Type: contracts
Text: # Contract with Stellar Insurance Co. for Rellm\n\n## Terms\nThis contract is made between **Insurellm*...", + "Type: contracts
Text: ### Termination\nEither party may terminate this agreement with a **30-day written notice**. In the e...", + "Type: contracts
Text: ## Features\nStellar Insurance Co. will receive access to the following features of the Rellm product...", + "Type: contracts
Text: ## Support\nInsurellm provides Stellar Insurance Co. with the following support services:\n\n- **24/7 T...", + "Type: contracts
Text: # Contract with TechDrive Insurance for Carllm\n\n**Contract Date:** October 1, 2024 \n**Contract Dura...", + "Type: contracts
Text: ## Renewal\n\n1. **Automatic Renewal**: This contract shall automatically renew for additional one-yea...", + "Type: contracts
Text: ## Support\n\n1. **Customer Support**: Insurellm will provide 24/7 customer support to TechDrive Insur...", + "Type: contracts
Text: **TechDrive Insurance Representative:** \nName: Sarah Johnson \nTitle: Operations Director \nDate: _...", + "Type: contracts
Text: # Contract with Belvedere Insurance for Markellm\n\n## Terms\nThis Contract (\"Agreement\") is made and e...", + "Type: contracts
Text: ## Renewal\n1. **Renewal Terms**: This Agreement may be renewed for additional one-year terms upon mu...", + "Type: contracts
Text: ## Features\n1. **AI-Powered Matching**: Belvedere Insurance will benefit from Markellm's AI-powered ...", + "Type: contracts
Text: ## Support\n1. **Technical Support**: Technical support will be available from 9 AM to 7 PM EST, Mond...", + "Type: contracts
Text: **Belvedere Insurance** \nSignature: ______________________ \nName: [Authorized Signatory] \nTitle: ...", + "Type: contracts
Text: # Contract with Velocity Auto Solutions for Carllm\n\n**Contract Date:** October 1, 2023 \n**Contract ...", + "Type: contracts
Text: ## Renewal\n\n1. **Automatic Renewal**: This contract will automatically renew for successive 12-month...", + "Type: contracts
Text: ## Support\n\n1. **Customer Support**: Velocity Auto Solutions will have access to Insurellm’s custome...", + "Type: contracts
Text: # Contract with GreenValley Insurance for Homellm\n\n**Contract Date:** October 6, 2023 \n**Contract N...", + "Type: contracts
Text: 4. **Confidentiality:** Both parties agree to maintain the confidentiality of proprietary informatio...", + "Type: contracts
Text: 1. **AI-Powered Risk Assessment:** Access to advanced AI algorithms for real-time risk evaluations.\n...", + "Type: contracts
Text: 3. **Regular Updates:** Insurellm will offer ongoing updates and enhancements to the Homellm platfor...", + "Type: contracts
Text: # Contract with EverGuard Insurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n**Contrac...", + "Type: contracts
Text: 4. **Usage Rights**: EverGuard Insurance is granted a non-exclusive, non-transferable license to acc...", + "Type: contracts
Text: 1. **Core Functionality**: Rellm provides EverGuard Insurance with advanced AI-driven analytics, sea...", + "Type: contracts
Text: 1. **Customer Support**: Insurellm will provide EverGuard Insurance with 24/7 customer support, incl...", + "Type: contracts
Text: ---\n\n**Signatures** \n**For Insurellm**: __________________________ \n**Name**: John Smith \n**Title...", + "Type: contracts
Text: # Contract with BrightWay Solutions for Markellm\n\n**Contract Date:** October 5, 2023 \n**Contract ID...", + "Type: contracts
Text: 3. **Service Level Agreement (SLA):** \n Insurellm commits to a 99.9% uptime for the platform with...", + "Type: contracts
Text: 2. **Real-Time Quote Availability:** \n Consumers sourced via BrightWay Solutions will receive rea...", + "Type: contracts
Text: 3. **Training and Onboarding:** \n Insurellm agrees to provide one free training session on how to...", + "Type: contracts
Text: # Contract with Pinnacle Insurance Co. for Homellm\n\n## Terms\nThis contract (\"Contract\") is entered i...", + "Type: contracts
Text: ## Renewal\n1. **Renewal Terms**: At the end of the initial term, this Contract shall automatically r...", + "Type: contracts
Text: ## Features\n1. **AI-Powered Risk Assessment**: Utilized for tailored underwriting decisions specific...", + "Type: contracts
Text: ## Support\n1. **Technical Support**: Insurellm shall provide 24/7 technical support via an email and...", + "Type: company
Text: # Overview of Insurellm\n\nInsurellm is an innovative insurance tech firm with 200 employees across th...", + "Type: company
Text: # Careers at Insurellm\n\nInsurellm is hiring! We are looking for talented software engineers, data sc...", + "Type: company
Text: # About Insurellm\n\nInsurellm was founded by Avery Lancaster in 2015 as an insurance tech startup des...", + "Type: employees
Text: # HR Record\n\n# Alex Chen\n\n## Summary\n- **Date of Birth:** March 15, 1990 \n- **Job Title:** Backend ...", + "Type: employees
Text: ## Annual Performance History\n- **2020:** \n - Completed onboarding successfully. \n - Met expecta...", + "Type: employees
Text: ## Compensation History\n- **2020:** Base Salary: $80,000 \n- **2021:** Base Salary Increase to $90,0...", + "Type: employees
Text: Alex Chen continues to be a vital asset at Insurellm, contributing significantly to innovative backe...", + "Type: employees
Text: # HR Record\n\n# Oliver Spencer\n\n## Summary\n- **Date of Birth**: May 14, 1990 \n- **Job Title**: Backe...", + "Type: employees
Text: ## Annual Performance History\n- **2018**: **3/5** - Adaptable team player but still learning to take...", + "Type: employees
Text: ## Compensation History\n- **March 2018**: Initial salary of $80,000.\n- **July 2019**: Salary increas...", + "Type: employees
Text: # HR Record\n\n# Emily Tran\n\n## Summary\n- **Date of Birth:** March 18, 1991 \n- **Job Title:** Digital...", + "Type: employees
Text: - **January 2017 - May 2018**: Marketing Intern \n - Supported the Marketing team by collaborating ...", + "Type: employees
Text: - **2021**: \n - Performance Rating: Meets Expectations \n - Key Achievements: Contributed to the ...", + "Type: employees
Text: - **Professional Development Goals**: \n - Emily Tran aims to become a Marketing Manager within the...", + "Type: employees
Text: # HR Record\n\n# Jordan Blake\n\n## Summary\n- **Date of Birth:** March 15, 1993 \n- **Job Title:** Sales...", + "Type: employees
Text: ## Annual Performance History\n- **2021:** First year at Insurellm; achieved 90% of monthly targets. ...", + "Type: employees
Text: ## Other HR Notes\n- Jordan has shown an interest in continuing education, actively participating in ...", + "Type: employees
Text: # Avery Lancaster\n\n## Summary\n- **Date of Birth**: March 15, 1985 \n- **Job Title**: Co-Founder & Ch...", + "Type: employees
Text: - **2010 - 2013**: Business Analyst at Edge Analytics \n Prior to joining Innovate, Avery worked as...", + "Type: employees
Text: - **2018**: **Exceeds Expectations** \n Under Avery’s pivoted vision, Insurellm launched two new su...", + "Type: employees
Text: - **2022**: **Satisfactory** \n Avery focused on rebuilding team dynamics and addressing employee c...", + "Type: employees
Text: ## Compensation History\n- **2015**: $150,000 base salary + Significant equity stake \n- **2016**: $1...", + "Type: employees
Text: ## Other HR Notes\n- **Professional Development**: Avery has actively participated in leadership trai...", + "Type: employees
Text: # HR Record\n\n# Maxine Thompson\n\n## Summary\n- **Date of Birth:** January 15, 1991 \n- **Job Title:** ...", + "Type: employees
Text: ## Insurellm Career Progression\n- **January 2017 - October 2018**: **Junior Data Engineer** \n * Ma...", + "Type: employees
Text: ## Annual Performance History\n- **2017**: *Meets Expectations* \n Maxine showed potential in her ro...", + "Type: employees
Text: - **2021**: *Exceeds Expectations* \n Maxine spearheaded the transition to a new data warehousing s...", + "Type: employees
Text: ## Compensation History\n- **2017**: $70,000 (Junior Data Engineer) \n- **2018**: $75,000 (Junior Dat...", + "Type: employees
Text: # Samantha Greene\n\n## Summary\n- **Date of Birth:** October 14, 1990\n- **Job Title:** HR Generalist\n-...", + "Type: employees
Text: ## Annual Performance History\n- **2020:** Exceeds Expectations \n Samantha Greene demonstrated exce...", + "Type: employees
Text: ## Compensation History\n- **2020:** Base Salary - $55,000 \n The entry-level salary matched industr...", + "Type: employees
Text: - **2023:** Base Salary - $70,000 \n Recognized for substantial improvement in employee relations m...", + "Type: employees
Text: # HR Record\n\n# Alex Thomson\n\n## Summary\n- **Date of Birth:** March 15, 1995 \n- **Job Title:** Sales...", + "Type: employees
Text: ## Annual Performance History \n- **2022** - Rated as \"Exceeds Expectations.\" Alex Thomson achieved ...", + "Type: employees
Text: ## Other HR Notes\n- Alex Thomson is an active member of the Diversity and Inclusion committee at Ins...", + "Type: employees
Text: # HR Record\n\n# Samuel Trenton\n\n## Summary\n- **Date of Birth:** April 12, 1989 \n- **Job Title:** Sen...", + "Type: employees
Text: ## Annual Performance History\n- **2023:** Rating: 4.5/5 \n *Samuel exceeded expectations, successfu...", + "Type: employees
Text: ## Compensation History\n- **2023:** Base Salary: $115,000 + Bonus: $15,000 \n *Annual bonus based o...", + "Type: employees
Text: - **Engagement in Company Culture:** Regularly participates in team-building events and contributes ...", + "Type: employees
Text: # HR Record\n\n# Alex Harper\n\n## Summary\n- **Date of Birth**: March 15, 1993 \n- **Job Title**: Sales ...", + "Type: employees
Text: ## Annual Performance History \n- **2021**: \n - **Performance Rating**: 4.5/5 \n - **Key Achievem...", + "Type: employees
Text: - **2022**: \n - **Base Salary**: $65,000 (Promotion to Senior SDR) \n - **Bonus**: $13,000 (20% o...", + "Type: employees
Text: # HR Record\n\n# Jordan K. Bishop\n\n## Summary\n- **Date of Birth:** March 15, 1990\n- **Job Title:** Fro...", + "Type: employees
Text: ## Annual Performance History\n- **2019:** Exceeds Expectations - Continuously delivered high-quality...", + "Type: employees
Text: ## Compensation History\n- **June 2018:** Starting Salary - $85,000\n- **June 2019:** Salary Increase ...", + "Type: employees
Text: ## Other HR Notes\n- Jordan K. Bishop has been an integral part of club initiatives, including the In...", + "Type: employees
Text: # HR Record\n\n# Emily Carter\n\n## Summary\n- **Date of Birth:** August 12, 1990 \n- **Job Title:** Acco...", + "Type: employees
Text: - **2017-2019:** Marketing Intern \n - Assisted with market research and campaign development for s...", + "Type: employees
Text: ## Compensation History\n| Year | Base Salary | Bonus | Total Compensation |\n|------|--------...", + "Type: employees
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", 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