HW3_以API快速搭建自己的應用.ipynb

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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
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      "source": [
        "<a href=\"https://colab.research.google.com/github/HuizhiXu/GENERATIVE-AI-2024-SPRING/blob/main/HW3_%E4%BB%A5API%E5%BF%AB%E9%80%9F%E6%90%AD%E5%BB%BA%E8%87%AA%E5%B7%B1%E7%9A%84%E6%87%89%E7%94%A8.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iel3-lQX6bZv"
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      "source": [
        "# HW3 以API快速搭建自己的應用\n",
        "Objective:\n",
        "- Understand how to build your own Language Model Application by calling API and feeding prompts.\n",
        "\n",
        "In this homework, you only need to choose **ONE** API.\n",
        "- **Gemini**: Free but slower.\n",
        "- **ChatGPT**: Faster but may cause you money, make sure you have some free usage.\n",
        "\n",
        "\n",
        "**Homework slide**: https://docs.google.com/presentation/d/1fAXUpvAxmTQEQrIhJxcPz4AlAhY5hLsC6b9p5TrMAIU/edit?usp=sharing\n",
        "\n",
        "**To Start:**\n",
        "Hit one of these two buttons to unfold the blcoks.![image.png](data:image/png;base64,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        "\n",
        "**Remember**, if you decide to use gemini. You should only execute the code blocks under **\"Gemini API\"**. You can use the **目錄** in the left side to locate youself.![image.png](data:image/png;base64,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)\n",
        "\n",
        "If you have any questions, please contact the TAs via TA hours, NTU COOL, or email to ntu-gen-ai-2024-spring-ta@googlegroups.com"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ryzCrCD6Sn5U"
      },
      "source": [
        "# Gemini API"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W4Q1fCZBe-KZ"
      },
      "source": [
        "## Install Packages\n",
        "Install all the necessary packages, it may take some time."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "z4I00KtDfDs3"
      },
      "outputs": [],
      "source": [
        "# Install required packages\n",
        "!pip3 install gradio\n",
        "!pip install -q -U google-generativeai"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lGNPORMFfGei"
      },
      "source": [
        "## Import and Setup\n",
        "**Remember to fill in your Gemini API in this block, the tutorial to get the API is in our homework 3 slides. <br>Please make sure not to share your API with anyone else.**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "V9VXIQacd5ZS"
      },
      "outputs": [],
      "source": [
        "# Import packages\n",
        "import google.generativeai as genai\n",
        "from typing import List, Tuple\n",
        "import gradio as gr\n",
        "import json\n",
        "\n",
        "# Set up Gemini API key\n",
        "## TODO: Fill in your Gemini API in the \"\"\n",
        "GOOGLE_API_KEY=\"\"\n",
        "genai.configure(api_key=GOOGLE_API_KEY)\n",
        "model = genai.GenerativeModel('gemini-pro')\n",
        "\n",
        "# Check if you have set your Gemini API successfully\n",
        "# You should see \"Set Gemini API sucessfully!!\" if nothing goes wrong.\n",
        "try:\n",
        "    model.generate_content(\n",
        "      \"test\",\n",
        "    )\n",
        "    print(\"Set Gemini API sucessfully!!\")\n",
        "except:\n",
        "    print(\"There seems to be something wrong with your Gemini API. Please follow our demonstration in the slide to get a correct one.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ifCr17v4d12K"
      },
      "source": [
        "## Part 1: Summarization\n",
        "\n",
        "In this task, you are asked to prompt your chatbot into a **summarizer.** Its job is when the user inputs an article, it can summarize the article for the user.\n",
        "\n",
        "You need to:\n",
        "1. Come up with a prompt for summarization and fill it in **prompt_for_summarization**.\n",
        "2. **Hit the run button![image.png](data:image/png;base64,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). (The run button will turn into this state![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAfCAYAAAD0ma06AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFiUAABYlAUlSJPAAAABdaVRYdFNuaXBNZXRhZGF0YQAAAAAAeyJjbGlwUG9pbnRzIjpbeyJ4IjowLCJ5IjowfSx7IngiOjI5LCJ5IjowfSx7IngiOjI5LCJ5IjozMX0seyJ4IjowLCJ5IjozMX1dfRPQE4EAAAOKSURBVEhLvZbnSiRREIVrZsw5i2LAMYCKGQygPwRB//tC+zi+hYKIKAqKoCKKimLOOc/uV95uJ1xnelbwQNO5zq106vpqampC8ovwm/N/w+/3S2pqqgQCAfMkPhJ66PP5JCMjQ/Ly8qSkpEQKCwv1Oj09XT4+PuTl5UVubm7k4OBALi8v5e7uTt7e3szfsYhLyMpLS0ulsrJSysrKpKCgQMnxhoWEQiH1EEAC6e7urpyfn8vp6akuKBrfEmK4urpaOjo6pLi4WI0/PT3J9fW1evL4+Ci5ubnqMd+ygMzMTCU5PDyUtbU12d7eNta+YCVMSUmRzs5O6erqUkNnZ2duyCAkbHjJIggnXtbW1kpjY6Pk5+dLTk6OLC0tyfLycoyXMYT8PDw8LMFgUA2enJzIysqK7O3tSVNTk9TX10t5eblbJO/v73J8fCxbW1uysbEhVVVV6jXfX1xcJCYcGBiQ5uZmJcar+fl5XXF/f7+uPh7wfnZ2VvP4HSLaoqGhQerq6rRYIJuZmVFvRkdHE5IBvhkbG5OWlhbzJBYuYVpamoYxOztbXl9fNelFRUUyODhovvCOoaEhzakNLiGeUHWEklxQ1n19feZt8iA1NmgOqcT29nbp7u6W+/t7zVtWVpauNBwLCwvm6hP8Bygurnt6evTewfT0tKyurpq7T6iHqAY9RO6oyv39fa1GGxYXF92DBXBwDWk0bDaUkMbFI+cnVIMQR8PxyAbbO5uNiKKBkP7CW69i7MDmoWMrHEqIR4TT9lM4Er33AiVE8VEMKpTQopPc/xTYwFY4XMKHhwcldFoDufopbDbcHKJ7NDwFxIE22kDp2w4bbDZcLWUEjYyMqDxNTk7Kzs6OjI+Pe5I0G9DViYkJc/cF18OrqyvtQQqot7dXKioqZG5uzrxNHoi4DS4hCWZgQsx0YPA+Pz+rgCcLFOa7iRH4F7I/5loLBzL2LuxbKB4WwWzjGbmNB8I4NTUlm5ub5kksIgjx8vb2Vic+OWUPQ5sw6ZngGOQdz1iM88/R0ZG+J/d8Ew/WiU9rtLa26oRHgRB0QsReBYNEAiljmkf3WSLEEAKMQcQwbmtrc3uTvQx7GIDqsKmi19bX1607NBsiQhoOQkVvEi4nfISSoUyrkGNCzj05htwLrB5GA0L2peQVzUWQKSDEmXDTPl499EQYDsgh5AwJsohCeUXShD+F2/i/A5G/V6/Q4+FKWs8AAAAASUVORK5CYII=) when sucessfully executed.)** An interface wiill pop up and it will look like this: (It may look a little bit different if you use dark mode.)![image.png](data:image/png;base64,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        "3. Find an article on your own or use our example article, and fill it in the block named \"Article\".\n",
        "4. Hit the \"Send\" button to produce the summarization. (You can use the \"Temperature\" slide to control the creativeness of the output.)\n",
        "5. If you **want to change your prompt**, hit the run button again to stop the cell. Then go back to step 1.\n",
        "6. After you get the desired result, hit the button \"Export\" to save your result. There will be a file named part1.json appears in the file list. **Remember to download it to your own computer before it disappears.**\n",
        "\n",
        "Note:\n",
        "\n",
        "\n",
        "*  **If you hit the \"Export\" button again, the previous result will be covered, so make sure to download it first.**\n",
        "*  **You should keep in mind that even with the exact same prompt, the output might still differ.**\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABkAAAAdCAYAAABfeMd1AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFiUAABYlAUlSJPAAAAHBSURBVEhL7ZUviAJREMa/uzMKgkmjRTBaFG1iNwgWk9jMgibhwKRgFgxistjsYhO02C3aNAmahTu+ZfTu7Xv770AOjvvBovvhzLc782Z8KZfLH3gyr/L5VP5NAhHIJBKJWFdQPE9XsVhEJpNBMplEKBSytNvtht1uh81mg8ViYWluOJqk02lUq1XEYjFRzJxOJ0ynU2y3W1F03lKp1Lt8f8CnbzQaCIfDojjD3+RyOVyvV+z3e1FVtJ7wDWq1mtz5hzGMNaGZsER21uu11QMvTLFEMWGZnHrQ7XYxHo9xPp9F0WEsc9hRTHiK3Fgul2g2m5jP56LomHIoJjymXvD4zmYztFotrFYrUb8w5XiYcMjuc+CH4/GI4XCIXq+n9Is57AOrNf4ZPEwul4tVCr/E43FrltrttlIi5mCu7yhv4ueYshyVSgX9fh/5fF7UL0w5FBPuIjcKhQIGgwFKpZIoOqYcigmXHXeRiU6ng3q9jmg0KooOY00LU2s8l52dbDbr63ibYolmwm06mUzkzj+McdrExi3MbXo4HJBIJDw3MUs0Go2Mg3nnd/+0TNwn2T4HXmg9cYPJgxqQQCY/5a+YAJ+sTrD9XPlWtwAAAABJRU5ErkJggg==) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LbAzA7K5SuBO"
      },
      "outputs": [],
      "source": [
        "## TODO: Input the prompt in the \"\"\n",
        "prompt_for_summarization = \"FILL IN YOUR PROMPT\"\n",
        "\n",
        "# function to clear the conversation\n",
        "def reset() -> List:\n",
        "    return []\n",
        "\n",
        "# function to call the model to generate\n",
        "def interact_summarization(prompt: str, article: str, temp = 1.0) -> List[Tuple[str, str]]:\n",
        "    '''\n",
        "      * Arguments\n",
        "\n",
        "        - prompt: the prompt that we use in this section\n",
        "\n",
        "        - article: the article to be summarized\n",
        "\n",
        "        - temp: the temperature parameter of this model. Temperature is used to control the output of the chatbot.\n",
        "                The higher the temperature is, the more creative response you will get.\n",
        "    '''\n",
        "    input = f\"{prompt}\\n{article}\"\n",
        "    response = model.generate_content(\n",
        "      input,\n",
        "      generation_config=genai.types.GenerationConfig(temperature=temp),\n",
        "      safety_settings=[\n",
        "          {\"category\": \"HARM_CATEGORY_HARASSMENT\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          {\"category\": \"HARM_CATEGORY_HATE_SPEECH\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          {\"category\": \"HARM_CATEGORY_SEXUALLY_EXPLICIT\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          {\"category\": \"HARM_CATEGORY_DANGEROUS_CONTENT\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          ]\n",
        "    )\n",
        "\n",
        "    return [(input, response.text)]\n",
        "\n",
        "# function to export the whole conversation log\n",
        "def export_summarization(chatbot: List[Tuple[str, str]], article: str) -> None:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - chatbot: the model itself, the conversation is stored in list of tuples\n",
        "\n",
        "      - article: the article to be summarized\n",
        "\n",
        "    '''\n",
        "    target = {\"chatbot\": chatbot, \"article\": article}\n",
        "    with open(\"part1.json\", \"w\") as file:\n",
        "        json.dump(target, file)\n",
        "\n",
        "\n",
        "# This part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(\"# Part1: Summarization\\nFill in any article you like and let the chatbot summarize it for you!!\")\n",
        "    chatbot = gr.Chatbot()\n",
        "    prompt_textbox = gr.Textbox(label=\"Prompt\", value=prompt_for_summarization, visible=False)\n",
        "    article_textbox = gr.Textbox(label=\"Article\", interactive = True, value = \"With house prices soaring, it's not easy finding somewhere to live. And this community has thrown in the towel. Meet Seattle's rolling neighborhood of RVs, where each unassuming vehicle is a capsule home. The unusual format has been captured in a series of photographs by visual journalist Anna Erickson. Meet Bud Dodson, 57, and welcome to his home: An RV in Seattle's SoDo where he watches over the parking lot in exchange for a spot . No place like home: John Warden, 52, has turned his $200 vehicle into his home after his apartment burned down years ago . There are around 30 drivers that float in and out of this parking lot in the SoDo (South of Downtown) area of the city in Washington State. One might not notice them in the mornings as hundreds of workers in the nearby factories, such as Starbucks, park up and rush into work. But on the weekends, as the rabble flocks back to their beds, this unique group remains. John Worden, 52, has been living in his vehicle for years since his apartment burned down and he was left homeless. He told Anna his car cost $200, and doesn't drive very well. But for a home, it's just about enough. Though plan on the outside, it is a Pandora's Box inside, Anna tells DailyMail.com. 'It was scattered with trinkets that he had been collecting over the years,' she explained, 'and a pile of beer cans that he was saving to turn in for money.' For work, he panhandles while helping people find parking spaces at Safeco Field stadium, where he used to be a cook. People come and go for work in the factories nearby, but on the weekend it is just the RV-dwellers that area left . Daily life: Here Bud can be seen preparing himself a barbecue on the gravel outside his capsule home, one of about 30 in the community . Eclectic: While Bud's RV is organized and functional, John's is full of trinkets and belongings dating back years . Alongside him - most of the time - is Bud Dodson, 57. While some are forced to move about regularly, Dodson, a maintenance man, looks after the parking lot in exchange for a semi-permanent spot. His home has its own unique stamp on it. 'He had really made the RV his home and taken good care of it,' Anna described. 'It was more functional [than John's] and a cleaner space with a bed, kitchen and bathroom.' Whether organized or eclectic, however, each one is home. 'None of them seem to want to move on,' Anna said. 'It's not perfect but they seem pretty content. Move in, move out: Some have agreements to stay, but others have to keep driving around to find a spot . John works as a panhandler at Safeco Fields stadium, where he used to work as a cook . He is content with his life in between the usual confines of society . Personal: To many this may just seem like a parking lot but for these men it is a very personal space . 'Bud is very grateful, he said the parking lot owner is just such a nice guy to let him live like this.' She came across them when she stopped to ask a seemingly homeless man for directions. 'We got talking,' she said, 'and he mentioned that he lived nearby in an RV. I went round to look and there was a whole bunch of them.' Curious, she spent about two months returning to the spot, meeting with the community and building their trust. 'These RVs are their homes so it's a very personal thing,' she explained.\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Temperature\\n Temperature is used to control the output of the chatbot. The higher the temperature is, the more creative response you will get.\")\n",
        "        temperature_slider = gr.Slider(0.0, 1.0, 0.7, step = 0.1, label=\"Temperature\")\n",
        "    with gr.Row():\n",
        "        sent_button = gr.Button(value=\"Send\")\n",
        "        reset_button = gr.Button(value=\"Reset\")\n",
        "\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Save your Result.\\n After you get a satisfied result. Click the export button to recode it.\")\n",
        "        export_button = gr.Button(value=\"Export\")\n",
        "    sent_button.click(interact_summarization, inputs=[prompt_textbox, article_textbox, temperature_slider], outputs=[chatbot])\n",
        "    reset_button.click(reset, outputs=[chatbot])\n",
        "    export_button.click(export_summarization, inputs=[chatbot, article_textbox])\n",
        "\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wwMQvkQML99G"
      },
      "source": [
        "### Check and print your result\n",
        "This part is for you to check whether your \"part1.json\" file contains all the correct contexts. After that, you can copy the result to our grading system and get your score.\n",
        "\n",
        "You should:\n",
        "1. Make sure the file list has the \"part1.json\" you want to hand over to the grading system. (If not, you can upload it using the upload button.)\n",
        "2. Hit the run button. It will appear as a **frozen** gradio interface that recreates your result.\n",
        "3. After you confirm that the result is correct, you can scroll down to the part that states: **\"Copy this part to the grading system.\"** There should be two blocks one labeled as **\"article\"**, and the other one with **\"summarization\"**. Copy the corresponding value to the correct block in our grading system. Then hit \"Submit\" to get the score.\n",
        "![image.png](data:image/png;base64,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)\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "RKMgSkGINpk1"
      },
      "outputs": [],
      "source": [
        "# load the conversation log json file\n",
        "with open(\"part1.json\", \"r\") as f:\n",
        "    context = json.load(f)\n",
        "\n",
        "chatbot = context['chatbot']\n",
        "article = context['article']\n",
        "summarization = chatbot[0][-1]\n",
        "\n",
        "# This part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(\"# Part1: Summarization\\nFill in any article you like and let the chatbot summarize it for you!!\")\n",
        "    chatbot = gr.Chatbot(value = context['chatbot'])\n",
        "    article_textbox = gr.Textbox(label=\"Article\", interactive = False, value = context['article'])\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"# Copy this part to the grading system.\")\n",
        "        gr.Textbox(label = \"article\", value = article, show_copy_button = True)\n",
        "        gr.Textbox(label=\"summarization\", value = summarization, show_copy_button = True)\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CdUFavirf5Bj"
      },
      "source": [
        "## Part 2: Role-Play\n",
        "In this task, you are asked to prompt your chatbot into **playing a roleplaying game**. You should assign it a character, then prompt it into that character.\n",
        "\n",
        "You need to:\n",
        "1. Come up with a **character** you want the chatbot to act and the prompt to make the chatbot into that character. Fill the character in **character_for_chatbot**, and fill the prompt in **prompt_for_roleplay**.\n",
        "2. **Hit the run button![image.png](data:image/png;base64,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). (The run button will turn into this state![image.png](data:image/png;base64,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) when sucessfully executed.)** It will pop up an interface that looks like this: (It May look a little bit different if you use dark mode.)\n",
        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)\n",
        "3. Interact with the chatbot for **2 rounds**. Type what you want to say in the block \"Input\", then hit the button \"Send\". (You can use the \"Temperature\" slide to control the creativeness of the output.)\n",
        "4. If you **want to change your prompt or the character**, hit the run button again to stop the cell. Then go back to step 1.\n",
        "5. After you get the desired result, hit the button \"Export\" to save your result. There will be a file named part2.json appears in the file list. **Remember to download it to your own computer before it disappears.**\n",
        "\n",
        "Note:\n",
        "\n",
        "\n",
        "*  **If you hit the \"Export\" button again, the previous result will be covered, so make sure to download it first.**\n",
        "*  **You should keep in mind that even with the exact same prompt, the output might still differ.**\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pH_QN45qf4bK"
      },
      "outputs": [],
      "source": [
        "# TODO: Fill in the below two lines: character_for_chatbot and prompt_for_roleplay\n",
        "# The first one is the character you want your chatbot to play\n",
        "# The second one is the prompt to make the chatbot be a certain character\n",
        "character_for_chatbot = \"FILL IN YOUR CHARACTER\"\n",
        "prompt_for_roleplay = \"FILL IN YOUR PROMPT\"\n",
        "\n",
        "# function to clear the coversation\n",
        "def reset() -> List:\n",
        "    return interact_roleplay([], prompt_for_roleplay)\n",
        "\n",
        "# function to call the model to generate\n",
        "def interact_roleplay(chatbot: List[Tuple[str, str]], user_input: str, temp=1.0) -> List[Tuple[str, str]]:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - user_input: the user input of each round of conversation\n",
        "\n",
        "      - temp: the temperature parameter of this model. Temperature is used to control the output of the chatbot.\n",
        "              The higher the temperature is, the more creative response you will get.\n",
        "\n",
        "    '''\n",
        "    try:\n",
        "        messages = []\n",
        "        for input_text, response_text in chatbot:\n",
        "            messages.append({'role': 'user', 'parts': [input_text]})\n",
        "            messages.append({'role': 'model', 'parts': [response_text]})\n",
        "\n",
        "        messages.append({'role': 'user', 'parts': [user_input]})\n",
        "\n",
        "        response = model.generate_content(\n",
        "          messages,\n",
        "          generation_config=genai.types.GenerationConfig(temperature=temp),\n",
        "          safety_settings=[\n",
        "          {\"category\": \"HARM_CATEGORY_HARASSMENT\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          {\"category\": \"HARM_CATEGORY_HATE_SPEECH\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          {\"category\": \"HARM_CATEGORY_SEXUALLY_EXPLICIT\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          {\"category\": \"HARM_CATEGORY_DANGEROUS_CONTENT\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          ]\n",
        "        )\n",
        "\n",
        "        chatbot.append((user_input, response.text))\n",
        "\n",
        "\n",
        "    except Exception as e:\n",
        "        print(f\"Error occurred: {e}\")\n",
        "        chatbot.append((user_input, f\"Sorry, an error occurred: {e}\"))\n",
        "    return chatbot\n",
        "\n",
        "def export_roleplay(chatbot: List[Tuple[str, str]], description: str) -> None:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - chatbot: the model itself, the conversation is stored in list of tuples\n",
        "\n",
        "      - description: the description of this task\n",
        "\n",
        "    '''\n",
        "    target = {\"chatbot\": chatbot, \"description\": description}\n",
        "    with open(\"part2.json\", \"w\") as file:\n",
        "        json.dump(target, file)\n",
        "\n",
        "first_dialogue = interact_roleplay([], prompt_for_roleplay)\n",
        "\n",
        "# This part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(f\"# Part2: Role Play\\nThe chatbot wants to play a role game with you, try interacting with it!!\")\n",
        "    chatbot = gr.Chatbot(value = first_dialogue)\n",
        "    description_textbox = gr.Textbox(label=f\"The character the bot is playing\", interactive = False, value=f\"{character_for_chatbot}\")\n",
        "    input_textbox = gr.Textbox(label=\"Input\", value = \"\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Temperature\\n Temperature is used to control the output of the chatbot. The higher the temperature is, the more creative response you will get.\")\n",
        "        temperature_slider = gr.Slider(0.0, 1.0, 0.7, step = 0.1, label=\"Temperature\")\n",
        "    with gr.Row():\n",
        "        sent_button = gr.Button(value=\"Send\")\n",
        "        reset_button = gr.Button(value=\"Reset\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Save your Result.\\n After you get a satisfied result. Click the export button to recode it.\")\n",
        "        export_button = gr.Button(value=\"Export\")\n",
        "    sent_button.click(interact_roleplay, inputs=[chatbot, input_textbox, temperature_slider], outputs=[chatbot])\n",
        "    reset_button.click(reset, outputs=[chatbot])\n",
        "    export_button.click(export_roleplay, inputs=[chatbot, description_textbox])\n",
        "\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vD9pLlK67kCX"
      },
      "source": [
        "### Check and print your result\n",
        "This part is for you to check whether your \"part2.json\" file contains all the correct contexts. After that, you can copy the result to our grading system and get your score.\n",
        "\n",
        "You should:\n",
        "1. Make sure the file list has the \"part2.json\" you want to hand over to the grading system. (If not, you can upload it using the upload button.)\n",
        "2. Hit the run button. It will appear as a **frozen** gradio interface that recreates your result.\n",
        "3. After you confirm that the result is correct, you can scroll down to the part that states: **\"Copy this part to the grading system.\"** There should be two blocks one labeled as **\"role\"**, and the other one with **\"dialogue\"**. Copy the corresponding value to the correct block in our grading system. Then hit \"Submit\" to get the score.\n",
        "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqgAAALuCAYAAABiueQtAAAgAElEQVR4Aey9128cV/636XfGY48t25KY2WQHxmbOOZNiJsUsMYg5KUtUpoLt25m5GM/Fbwbvwn7ffT3YXc+N52Z8M74SsACBF9Bid7V4FwIW0J3+js/inOqqOlVd1QxqsbvJz0WjOlSd8D1PnfPUqdAfeTwB8MUYkAEyQAbIABkgA2SADMQLAx/FS0FYDu4UZIAMkAEyQAbIABkgA4IBCipnkDmDTgbIABkgA2SADJCBuGKAgkog4wpIHjnzyJkMkAEyQAbIABmgoFJQKahkgAyQATJABsgAGYgrBiioBDKugORRM4+ayQAZIANkgAyQAQoqBZWCSgbIABkgA2SADJCBuGKAgkog4wpIHjXzqDleGSirakBzZx86+kbQMzKJgclZjM4uYXJpQ77Ee/Gd+E2s09zZC7FNvNaH5eK+RgbIQDwzQEGloHIAJQNkwIEBn78AlXUt6B4ax9TSBi6tbhuvmdVtiJf4Tn+vLtV1xbYiDZGWSDOeBwSWjcJCBshAvDBAQXUYmOKlcVgOdhRk4PgZKCiqwIXRKYt46iI6vbKF/gkxSzqNC6PTGJqex9jcEkYvXUHvxRn0jEzJ78cW1nBp7aolDV1ge0enUFhcSVFl30sGyAAZiMAABTVCcCgHxy8HjDljHisGcvNL5EynLpJiKYS0d+wShiZnUVrZiOa2HgyNjCFYUoHzSR5kZAbg9RXAk5WL88lZSM/0oaO7F6Nj0wiWVKG1q0+K6+jsCmZWrcLaPTgGkWes6st8ua+RATIQzwxQUCmoHCDJwKlmIJBbhPbeYUyvbMoZTyGl4wur6B4cR1FJDeoaW+ALFMIbKEBapg+pGT65zMjyI9ufj+LyKhQUlSEj24/M7BykpGUjPdMvZbWwuELKbFtHD9ovjMhrVKeWtXykAC9vor13CP6c4Klug3geJFk2ShwZiA0DFFTKCQdGMnAqGcj0BFBaWY/JxXXjVPzo7DIuzsyjtaMHweIKpGZ44csNwpdThLPns9DeeQENTe3w+vNRECxFdW0jOrt6URAsR2Z2ALn5RcjIzsXM/CLyg+VIzfTD48tHli8fhUVlyC8sRUtnL1ovDGFmzbx+VZRB3FAlysTBkDEgA2SADPCvTjkYcEAkA6eMASGB4tXY3iNP4YuZTDGrOTg1j8amdhQUlSMnrxjllXXI9uXDk52DbG8uVje3sLZ5Datrm/BkF6KlrVOKZ1t3D/ILyrC8soqGlk6sXL2Nho5B9E4vYXhmDslp2cguqECGN1/OrmZk+tDd04+q+nZMLK4bZZhe3UZDW7csG0WVgkJBIQOnnQHOoJ6ywfm0A8/6n+5OX4hfVnYuugbHIIRQyGnX0AS6+oYgTvXnBcvgyy2SM53za1voGV9AaVkNKqsbce/+PVRUtaKiqg1lla1obG5Dbn4pqmqbUF3bhOa2DqRnBjA8NYumCxfR1DOGdE+elNK0zABaByeRk1+M0ooaJKdmIScviIrqRoxeXrLMpnYOXES2N4+zqeybefBMBk41AxRU7gCnegegsJ4OYdVnTcW1nuLOeyGn4jU4MYuu7j6kZ+cht7wBGb5C+HOLcHnjGkqrm1FS1YT+2WUkp2Sjqr4Lq+vbmLm0gK++ykBuQSl6LgwgP1iB2voWBHKCCOQVobmrF/7CCpT1jOB8ihepGX4ECivQOTQBb04RUtK8qKlvlrOzWd48BHKD6Oy9aLnUYGhqTl6XqpebnJ4OTtnObGcyYDJAQaWgUlDJwIlmQJc8MXM6ODWH6dUteVpdPFC/sbkdmVkBeAJBNA7OILe6Rc6CVjZ1oL5rCAOTc6hs7gidmg8gIyOA1HQ/zp7z4tx5H5KTfUhLCyA9PQfnz4vvspCUko3kNC883jx4vLnI9Bciu7AKOSX1UoBT0n0Qj7JKy/QjNd2HtHQvSkorUdfQLi81ELO64iUkVZRZLz8HLnPgYiwYCzJw8hmgoFJOTrScsBM7+Z1YpDbW5U4s5Wn9FSGn2+gdm0FFTT0yPH40trSjs6cfxbWtSPPkyutPhVw2TS6i5sIE0j0BpKR65XWmF/pHMDUzi1v37uLZty/CXg92H+PS3DxGxibkpQFpGX6kZgSQU1QFf7ASpbWtKKxtR6a3ANk5xRiamsX0/CK8/kJUVtWjvXsA41fMm7ZEmdU6RKorfzvdrLP92f4njQEKKgWVgkoGTiQDqtjVt3bJWVMhp+IB++K6UfGYqMraJrR2dKOtsweTM5eljLZ39yElNQtp2flIz8yFkNK17W08fr6La7duYWF5FfPLq1hYXcOV1XUsrKxhfmkV84srmF9akb8/3H2Mp988k+u3tvdIAU1O88GbWwxPoAjenCAW1zZweW4JUzNzmJlfQkZWDiqq6tDeNWCZSa1vNW+cEnU6aYMQ68M2JQNkwIkBCio7fA54ZODEMaDKaXl1oxQ+cc3pwMRl9A0My5nT1PRs5BeWwOvLh5jp9PoL5M1LKanZOHsuE4HcUlxZWcP9xw/x+Nkunn77HNfv3MPKxnWsGq8b8v3K+jUsr13F8to1LK9fw6On2vpiG/ESaYjrVNMz/EhKyUK2P4ilzW1MX57H2MQ0VravIctfIJ+dWlldj/rmC8bd/TMrWyipqONMKvfTE7efOkkJv6Os6gxQUNnpsdMjAyeKAVVOxWOixuZXpOxdWruG0so6+dio1HQvsnx5KC6rknfMJ6dkobKqEV3dA2jrGkRr5yC6B8bRNzqFwYvTqK5pkpJ578kubj94jDsPHuG2/rr/CLfvP8RtuXwsv3/y4pkUU11Q5fKb51jd2IDPX4TM7HxcXlzBysYWNq9ew9rVa/JZqs2tnfKxVDUNrRiYmNX+OGB1G2MLq1Kk1brpnTiXHNDJABk4iQxQUCknJ0pOTuJOyjodfPBRBU68b+7sk3I6ubSJsqp6tHV0y8c7BfKK0dDcjoHhi8jMykFbRx+Wr97E5MIaLowtoKF7Cs29M2i8MI26jjFUtwzCH6iQkipk88mLp1heW9dmWB89xK2dO5hbWcfc2lUsbd7A0vpNLK7dwOLadSysbGN+eRtzq1dxeXEDaxtbKK+ox7kkP4YnL2F0Zg7nU7ORX1CMgcFRFBaVIzMrF5WVzRibXzUehyXqYq8f2Tg4G4wVY0UGEosBCioFlYJKBk4EA3Z5y8ktwuTShrwp6uLsEsoqa6Wc+nMKkOkrQLa/EBmeHIxOzGB8YQ39Y5fR3juCQH4lVjevY3njGpY2rmJp/RoWVrcwtbCCjq5BeS3qw6dP4PcHke7Jx/rWNmaX1rB98zamLy3gxu172NgSp/vX8Xh3F4+fPMHDR4/w+NlTLK1tIMOTj4aGDtTVt8lLC8SlBuJJAnmFRTh3Ph2paV75j1X+nCLMLa5janlLzqSKPxPwBwopqdxfT8T+SllMLFmMRXtRUNnZsbMjAwnPgF1OxeeOvhFj9rSzdwiVNQ0I5GrXeYpnnYrnkYpnmM5t3URRdSeWtm6guWsYc1u3MLh6E02XNtA0dw1NV26ifeE6Bi6toaquHddv38LTb57Lm6HEv0c9++Y5rqxdxc2d+7h24xYuzS2ib2gMiysruHrnNsYvzWJuZQU7jx9ibesqPP4SKanTl+ZRV98KcblBQXGVPLVfWFwh/zAgQzCZnYeK6nqMXFqUgioePdXeOxQmqKKusRg8mCfjTgbIwIdkgILKzp2DGxlIeAbsgppXUCpvjJpa2UJ73yhaOroxNj6FjEw/ui/0Qzwg/9z5DIxdvoL2kTnkFZRj6dodtPWOY25lG0mpefjiKw++OJulvLLx8SfJ8lmoDU3tuHrrJh4+eSSvNV1Yu4obO/ex+/VzPHrxDA+fP8Wj50/x4PlT3Hr2FDeePMa9p7t4uPsEW7fuYOP6DVxZ28Td+/eQlVUgn7NaXFmPmbl59PQOIik1G2kZPvhzClFU0mAI6vTKFvILy8Ik9UMOEkybEkIGyEAsGKCgUk4SXk5iseMwz/jpsO1yKj5fGJ2Ss6fitHj/6ARS0rKk7AnhE/La1TOAc0lZaB+9jGB9H3w5Jbi0fh2NXaNY2ryJpPQ8fPTRFzib7MPvPk3B736fgt9+fB4fffQlPjvvhT9QhGu3b2L3xVM8+/Y55lc2ce3OjpxZvfnwIXrmVtF7eQUDV9YwvLSOwYUV9M6soGdqFQOXNjC+IG6Mui6FdmVjEympPgTLG3BzZwdDFyeQnlUgRTQp2YPOrgvoG9NumBKzqL0Xp8IElbOo8cMj+wa2BRmIDgMUVAoqBZUMJCwDTnIq7tzXrj3dkv8EVVxaJe/c9/kL4PXnwxcoRF5RBc4lZSM72AhvSSuyfEUYX9pGddsAFjZuICkjXwpqmr8EhZ0DyCxpxm9/dx6fZeSicPIyAoEgFlfWcHlhUQrq3PImrt7ewcLSCirqO1C/dBuNaw8xsvUAl289xNiNh2hce4DS5fsoXnyElsXHchb1yfOnePhsF32DI7IM1Y2dyC+pRYY3iGQxi5oZkH+FOjw2I4VbCOr0ymbYHf16HDgwRmdgZBwZRzIQewYoqJSThJUTdiCx70Bi3Qa6mKnL8pomKXPidPiFoQnkB0vR3NGBpFQPhKQKgU3N8EoB/PTTZPzmN2fh8RVhZH4dVS39mF+/jvNpeUjPr0T10BRaljeRWdaOpPxKfFnZgk/PZkpBFTdF3X/0EM++eYH51S1s3rgtt8/KrcbSxhbuPXuOB8+e4f7uE9zffYrrO/dx48FD7Dx7hrtPdrG6fQ2aoD7BtVs3kenJlX+zWlVdj5t3bsvX51+cl9eoBkurMLlo/sNURU0TZ1HZd7PvJgMnmgEKKgE/0YDHWqCY/4eTaFVK1fedAxdDgrqN9q4++fD7rr4+iLvlvf48eW1nWUWN/Fenhu5RnEvJQaY3iMHLq6ho7sXsyjbOpQTkDGp6eRPOBqrxVWoAv/34HD7PCuL3WQXyDv7ZhWVU1zTIm6TmV7exfv0W0rJL8PmX2djY3pYzq/efPEJDUxd659fgyynG1Zs35DWr4l+pFje28OT5Lh4925Vp9PaPSGmurW/G1Rs3cOPWLXz++XlZ3vzCUvSPX8LMqnZHv7gBTK2z+p7MfTjmGFvGlgwcHwMUVAoqBZUMJCQDqpSp78evrElB7RqeRHNrh7wBqat/AGmZPqRm+uRzT9PSffgqtQBZwQYkZZciMzuI/ukllDX24NLiJs4mefHRR2ekpGrLz0Ofz+A/ffQF/IEg7j1+hKdfP5fXnc6tbGH16g00do/CV9SEi+OTuPvgPu49fojKycv43FuGwopmKaLiOarX79zG/OoGqqraUNfQhb6BCVy7eRNpGTkoLq/FxenLGBqfwpdfpWszqEXlGDIe3L8l/3xArbP6ngPo8Q2gjDVjTQY+HAMUVMpJQsoJO4UP1ykkQmxVIVPfFxZXQty5L16zK1vIzS9GfnElfIFiJKf64MsNIie/GF99lY6kym45I/rpuSykeQrQO3EFxTXt6Ju6gpqOQSRnFONMUgBnzvvx6ZkMKaa/+c2X8nrR9e0t7H7zHLuhvzKdXd5CQXE18kqbkOQpRnZ2ITq7+/Ho+TPcffQAFy5O4PrdO1JmxSOqZheXcHFqVp7iFzOo4rvdF88QLKpESroX3T19+N0nZ/Dp77/CyMUx+desWf5C+dD+6dAsqqirWnf1fSK0Ict4uvdhtj/bfz8GKKgUVAoqGUg4BlQZU9/XNnVIORXXn9Y1dyKvoEQKX1l1I1LSAsgOFMAXyMdnn6UgqaYTmWUdyK7twudn0lFS04Tyxl5UtQ2gZeIKWi4uoHVgGq3902gdnkXLwAy+TApgeX1dnqbX5VTIZXf/KHKL6lAQrEK2vxj5JY3I8BUjr7ASGdlB5BfVoLK2A5W1nSirakddUw8mZ+bwWDyOKiSo4nmqPX1DEKfzUzLyEKxogCevAp+dSUFbZw+GRscxsbhh/LNUbXMnBZX7bsLtu/tJCX+nuOoMUFDZwbGDIwMJxYAqpPb3Ld392vWnq9vIDZYjNcMHcYNRpi8f51O88AYK5Z381TVN+PxsNooHZpFW1YWPz/iQVViDqo4R5BRWIVDeipyKduSUtSEQeon3Xyb5sLi2KmdOdUGdnl1AWU07egcnsHztDmZXNtE9OIHzSV6U1HcjM6sQxeWNWN++CvEPVOK61IdPHsu/S13Z3JR/n7qwtIrHz57gysoKzidnIzNQjqraFrR1DeDzL9LlbOzA4DAuXJw2BLWps9dVUEVc9E6eS8aCDJCBRGSAgsqOnAMZGUgoBuxSanzO9EPeILW6JSV1dPIyMr15yCmuRmZOCQKFlfAG8pHtz8fk9GVMzVxGkqcE/pYhpOeW4je/PYcvk3NR3jKI0sZuVLf3I1jVgqLKFhRVt6K6fRBnznqwtL4qZ1DFtaTiVVvXjGBJHWaWNjG2uInx5W2Mb95EW/cwunqHkFNcL68/Fc87FeuLSwP0a1fFDVTiRqnJmQV5mn/96jV4/SVI9RTDEyiBN78CZ77MQkd3LzKyAugemQyd5t+W/5SVmel3ldREHJBYZooUGSADOgMUVMpJQsmJDi6Xp7cTM4TUE7DKWaYfveJ5oavbGLq0iPGpS0jPykF77zA6eoaQE6yQN0olp2RjfnFFCuHluXkk+4LIqe/DmaJG/PazNHz8u2ScS8tDsqcIv//Sg9+f8eCzL7OQml2M5BQvbty9bRPUFpxL9aNpYBoXJq/gwsIGWjZuYmxhA6Nzq6iq70ZeXpmcOZWCGrqxSpzSr65pQXVtGzq7euWMqri7v7ikCmnpOaisbUdFTRu8gaB8jmtmVg6GZxYMQe0bmwEF9fTuB+wD2fYnnQEKKgWVgkoGEoYBVzn1+KWsDV+6IgXuwtgMhkbG5HNFR6bnMLu6iYysXOQWFMuH3Isbl4Qs3nlwD/nFNfj8iwz85uPz+E8ffSXv3P/d787iizOpOBN6ifdfnElDU0unvG5UbKu/dh49wm/+05f4Kr0A2UUNqGgbQtf4AgZnluATTwnIKMTg8EUpxDsP72NqZgG7z5+irb0bnqx87Dx8gHNns3F57gp2v36KgsJyZHgC8p+vMrNz5WUKWT7xz1KlmFu7CnGTlJBwUVdNUDmLetIHataPMnoaGaCgUk4SRk5O4w7KOlsHpv0EdeLKupS37tEpDAyNIjXdh5ySGhRUNiIlIwcp6dlISs7E4xfPpGCuX7sGX7Aayek5+O1vhZxqj5aqqGqUzyIVzyNVX+KGKF1MxfLB7iN0dfUjOTUX5zNy4a1oh7eyETllLWjonUR5Sz9q6tvw9JsX8tT+vYcPpKh29fRj5OIUmtou4Ortu+joGsDk9CVsbG2hMFiB5o4e9A9dRHJaNlLSvPDnFSFYXIErWzcMQZ1YXKegsv9m/00GTiwDFFTCfWLhptxZ5e4kxGNfQV1cl3fx91zUZlDFX4XmFlchUChumPJL4Tt3PgN3Hz00HhHV0dUHX2E1viqowccfn0dScrb8dygxs7m8viFfK+sbePDksRRNXVLvP3ko78Rfu3ZLnsrfunkPPb3DOF/ciC9TfEj2FONcsh+r4kao3Se4ce8eHj17isGRcXi9Qew+e4qRyTlUt/aib3gcQl4zMnJwPikLvpxC+HIL5d+ypqRlyz8ZKAiWYX79mnGKn4J68vg+Cfso60Auo8UABZWCSkElAwnDgLOgilPc5il+8QzUwekFjE3OINWTi8KqNtR3DSMtMwfJaV6cPZeJS/MLmqB+8xwdnb1oH7gIz8hlJKUGkJLqw9Ovn0FcD3rn/n3jJf6WVMqpmEX95jkujk9haX0bwbIWrG1dRWl5K5q6RtHRM4xPP0vF7z9JxvrWFna/fobSrlFU9l/C7d1nuPfoAdLS/CgqqUWwtBZDYzMYHLuMvLxi5OaVyBnUQG4QgbwgArmF8hmo9Y2t8HjzMHJJXIPqdIrf+TR/tAYKpkPpIANk4LgZoKBSThJGTo5752B+8dUhO8upuFFKk9OM0E1SQlAnlzYhHv+U4c1HUUMP/MFapHvE9ZxeJKdkYXJ6Rp6qF389Wt/che7eUXT3XUQgWIePPz6Hnt5BKaHrN+5j7foO1q/fw8OnT42776/fvoWegYto659A7+Q8prfvYP3mXVTWdyPdX4Pc/DJDZsVd+z1jl+Ev68D6de0Gq9WtbXT1j2Hz1h2sbFzF5YV1BEvrML+4jNz8Unk6v7i0CuWVtfKPBfw5QaRmeiH+HUsX1L6xSxB15nWo8cUp+w22BxmIDgMUVAoqBZUMJAQDBxFU8Zgp/Z+kiitqkZLhRUlDF9KzC1BT2yhl1pOdg97+Iayub8iH32cFSpGakSdf4pT8b37zFTIzc7C8uoqta9fw7NvnGB5fxK37D3D3wQM8efEMXT2DGJiYRWVDB5pmN5HXu4C+2RWU13XhfFohKiobDEF9Lq4//foZtq7flEvx7NPJ6VkMD0+gf3BUnu7vHxxDZ/cAltc2cC7Zi4zsfFTWt6CgpBqd3b0QstrW0YXu4SnjFH/X4BgFlftuQuy7FLboCNtpiyMFlR0cOzgykBAMHERQW7r6DUEtq2pATm4RPL585BWW44svk+Td8WnpXiQlezEydhkzC6uYnl/BxNwyhqcWMDQxH3rN4cLINDz+MiyHnl8qbop68vUzzF1ZwsjEZdS2XMDM6lVk1fahcnoVjRfG4QlU4PMzadi+cVM+NmptcxurG1vY2LqKrWvX8ejZE2370UnMLyzJR2HVNbZg+8YNKa8zc/NIy/AjVV6OkI3k1CyIa1C9/gJ5ycLY/JohqC3dAxRU7rsJse+eNrFifaMj5BRUdnDs4MhAQjBwEEGta+kyBHV05gryCorlPzPdvv8ARaXVCOQVwZOdi/TMXFR3jqCkdRhFTYPILW9Fiq8aydmVOO8pR5KnDF+lBXEmKR9JKV4pm0JQxWOpui6MYGR2Fe09w+iZXEJRdTsq2wcQKKrDV+cDaO3okTdT3bhzG4vL69i+cRt37j/A+vZ13N65i3uPHuLS3AIGh8Zw885tbF69ajwZoLKmEenefJxPy8cX6YU4l56LbH8Bsry5CJZWG3IqHjNV19pFQeW+mxD7LoUtOsJ22uJIQWUHxw6ODCQEAwcR1OLyWu2vTle20D08iZzcQgTLanD2rAfpYlYyNRu5hWU4n5SJtJxKBKo64cmpwLW797B2awerN+9g7eZdrN0U73ewefseRsbnUVnVLG+aEnfzVzR2obx5AGV1HWgdmEDzwBTKG3twPi0PPn8QD5/uyr80rW3oQV5hPfKCdSgoqkVFVQvEnf5bt+7j6TfP5CUA5aU1WLiyLKX1/uNH8AWCyC2tQ+/2TQR6p9C4tIXKpjYEi8vR3NlvCOrM6jZEXXkNKgf+0yYtrO/pYZ6CSjlJCDlhp3R6OiW3tnYWVPMOfiFrYtuJK2tSUscX1tDZ04+UdC++OpuJru4B1NU1Y2RqVp42//yrTCR5y5Ff0YGy1osoahpGcdMwihoHEazvR5F4NQyivHUUgeIWTM3No63zAjxZRegbuIj0zAIkpefBV9oCf0kTfvdJMiYvzUrxfPziKe49fixf9588lsL65MVTPHq2K0VXXJMqngQgbtKamLqEe48foXfwIlLSfSiuqENJbRNKG1pRWNmAnIISKah9E5cNQZ1cXJd1tQoq7+R3Y4ffs/8gA4nHAAWVgkpBJQMJwYCroIbuZBeyJl5dAxeNWdTymiZ5Wr+wpAZFVe3oGhzHwMUppHsCSErJhsdXgvLaTlTU96CirgvFla0oqWxFaVUrSiubUVLVioraDpRUtiHdU4Da/kl4esbhGbiMgsFLOFvcivS8GpxLD8obo5598wJPv34hT/GL9+LvTPWXEFLxfvebZ/J6UzGLeqFvCJdmF3D/8UN4/YXyUVLilH5qZgDnkjPl80/FNahNrV0YD/0JgTi9L+qo19e8i5+CSglJPAlhm7HN3BigoFJOEkJO3ADm96enczuooJZXNxqC2js2g2BRObw5RcjJr0RH9xCurG4g05uLLF8eklN86B6bx8jqTQzNrSIrtw4F1RdRVDOGYMMUcsq70H1xFnUdQygcWUB2fhXGZ6/g0soGWjv6kFLYgKyCGiQleXHzzh35gH9x1/7zb76GWAohfa5Iqvh87dlT3Av9k1VtQwfWNrcwNDqBpFQhzPkIBKtQ39GHtKw8pGV4kZqWjfGZBUwtbxqPmBJ1tAiqkHTxuC2PeOyW9cV95PTsI2xrtvVJYoCCSkGloJKBhGDALl7a59BzQEOzp0Lasr15mFraME7z1za0ytP8md48VFTXw+vPlzOT2b58nE/2ILe0EXUDM0jKKIBvfAWVj1+g7vnXqP7mawRu30Nl1wg8Jc04X9aNuuZu1PdNIrdlEMML6/jsKy8+zwiisblTzopev30HN27fxo3bd3Dr7g52HjzE42dPsfvimXw81aOnu7j9/BkefK097P/63bu4cfeOvHZV/A1rmsePDF8BunsH4c0rQ1FpFVrb2tHUNRiS0y0pqtneXAoq99uE2G9PkjCxLsd7AEBBZSfHTo4MJAQDroKqPKhfm1X04cLopBRUMevYfmEYFVV1KKttRlK6D2U1zaFT515kZefjiy8zkF/bjZySeuR2XIRn6Tq6l6+jcG4dZydXUNzSj8zSdnyWWoaC0gbUDl5GWkUb2icW8emXWTiTXojLi4vyTvzb9+5haGQKwyNTGBqelK/hkQksraxjbmELWzfvYGvnMa4/fIKd3V352Kni0hpkZufC481FaVU9snKKUFRWg/yyWvgDBSipqAtde6r9g9SF0SlkZPqsgipnTzmDSoE4XoFgvBnvD8kABZVykhBy8iF3AqadGJ3sfoIqrsXUBTWvoNQ4zT+2sIaikir5uKbUDB8ysnLkTVLZ/iJcv7ODouJGfHE2S97olJVfhd+f9eGzczk4czYPGd4KlDT2Ii2vFr6uaXyRlIOCmlvsmxYAACAASURBVG5kBpvgL6rH56n5SMopx+7Xz7Hz6AFWNjaxvLYuH7gvHrq/Il/is/ZaWV/H9vXr8uH/4q9U+wZGkJSShSx/Pqbnr6BraAqZ3gJ4vPnwZOehqKQCI5cWjZujxN37eQUlhqDK60+N0/sUVO7LibEvs53YTgdhgIJKQaWgkoGEYMBZUM2/OlUFNSPDB/GvUtMrW/J1YXQahUUV8OYW4+y5TFTXtqCuqRvDM0vo7h9Hd+8Qyqsb8NvfJePTz9Pw6Zk0/P5Mmnz/ye9T5R36v/8yG2kV3fg8LYhPPkvHufw6nA+2yJuunn7zAhVVjUjzFOHMOR++OO/Hl+cD+PK8H1+cEy+v9l2SDyVl9XjyfBeNTZ346qs0Kct5wXJUNnUiJSOALH8hfPmlyCsoQk19G8ZDTyWYXgndHCUkOzSDahVU67WnerwOMhBwHQoDGSAD8cYABZVykhByEm87Dstz/J25LlzhS/t1qD4IQRX/Xz+1sikFdUz8W9T0rPxHpuQ0H/pHL2P19n0U5Zdha3NDPgdV3EX/8cdn8ZvffInPPk/VXp+JZRqSkrJx+95d5OSVobB7AiWji8gqbUJTSxfEI6V2v3mOlvYeNHReREOH9qprH0Z9+zAaOobR0DmK+o5h1LQNoqt/DP0Do0hN9coZX/E0AV+gEF0XBlBaVoN0ORPsQ1dPP8YWNsxrT5c2ZJ1E3Siox88f93nGnAwcLwMUVAoqBZUMJAQD4WKqzxiagmrMogqJy/Ch7cKQMYs6fGkJFZV1yMzKRVKaH/Orm2jpHcftew+wtHEV6ZkBJKdk4ey5DHzyaTI++SQJn3ySjE8+TcH5pCzcundXXjN68+4d6C/x6CjxD1Ni+eTFMwwMjaOoqBZFwWr5Kg7WoChYg7HxS3KdrevXUVBYgZy8YjS3dyI9w4fklGwES+pQWl6DmrpWFJdWIpAXxODErCGn4tS++BtXKadSUK11druDX8SMgypjQAbIQCIyQEFlB84BjAwkBAOHElRxCjzDB68v37ijX5zuF9InTsXXNrZhanYRWYFijExdxuDouBTT+oYW+Pz5SEn14pPfncNHH32Bjz76EknJ2VJQpYx++xzL6xu4PH8Fl+cXcXlOW87MLmB9+yruPHiA5fVtLG9sYvPadfmoqZ0H9zEwdBFZ2QWakBZXoKSsCsGSajkrmltUhcHRSTkLW1lVj/7hCYzOrRiPlRIP5hd1cZw9Na5B1YXdukzEgYllplCRATJAQaWcJIScsLNiZ3UUQRVCV1nXYsyiirv6O3svoqyiDmmZfiSleJCWGUBaupjJ9GBgaESedvdk58jZ1K/OpuN3H5/D+SQPbu3c0WZLv30u/xlqZWMLa9vXcePuPXmz1fatu7ixI+T0Kh49fSJf4p+i2touIDs7KP9mNS3TB39uEXILSjE6OYPq+makpHmRluFHhicPweJKNLaJh/KvaXK6sgUxe1paWa/Mnmp38BvXn1JQ2YdxHCMDJ5ABCuoJbFTKHGXupDLgLKmhh9QLUQu95DWaodP86RleNHX0GpI6ubSBzt5hlJRVy+s9swOF8PoC8GTlYGBoFHUNLegdGER1XSMqq+uQk1skBTK/oAxNLZ1YWFrB+tWr8i9Ln4q/LFVe9x4/xPLqOiamL6O0vA5fnc2QYipuehJ352cHgiitrJWn+EeEoNY1ISXTj3SPH0XF5Wjp6MHYwqrxWCkhp02dvfJSAPP0vs+op6wvHzFFOeE4RgZOIAMU1BPYqCdVTlgvirezoIpT2qacOkmqkDv1L1DHF9bQPTiB4rJa+HIKkZrphy9QgJraRojZ04rKWjS1dEhpbWrtREllLVLTvUhK9uDceU068wrKkV9QASGu2qsCXn8Q5857cC7Jg5R0H9I8OahoaIcntwSp2fkoq2lCfrAMOQUl6OobRHlNPTKzdDm9APFIrOlV8bxTbea0a3DMnDkN3Ryl189YSkG1ntbX48R9hvsMGSADicoABZWCyiNPMpAwDOjiFb7cT1C98i9AB6fmIB7XJK5HnVreQv/4HBoa2+UMZkZWLs4npUth7OrpQ0dHN5aWV3Ghd1A+giotw4ea+iZkeMSjoqpwaXYel+cXMH9lCXPzVzC3cAVdF/qRmRVAli9fPi4qIytPimpSilf+lWl6Vi7Es1iFEJdW10kZzskNon9oInRaf9u47nRoel6WOSPDa0pqpm32lKf3E4bdRJUElpuCGysGKKiUE3bwZCBhGAgXU33mMPw0v5hhNE6LZ/ggTvWLxzldnFs2TvcLSR2YuIzWrgEEAoXy35zyg+XyYf5tHV3Y2NxCR9cFBEuqkJ7pk9es5uQHUVJeg9QMP/IKy7C4sobWrgvwePOQmZ0nLxvoGxxFc1sXahrb5Q1ZaZ4AhAAHS2vgzy+B+NvVtPRs9PYPoX/sEkbn9NP62/KaU1FGMaMryqzWwZg11S9n4On9hGE3VoM886VgJioDFFTKCTt4MpBQDESUVF3cHK5FFaInhM+TFUBH/4h2nad8kP+2lNYLI1Noae+CP7cQ6fKvR/PkQ/RT07zyutSe/gGMjI7J2VMhqNn+AjS1dmFheQtlVc0oKCqX0pqUlo2ahhbkFVVAzJh6c4Kob+1EuvwHK698FmtRSSWa27tR1zpo/EvU9Komp539o7KMdjkV19U6C6ou6dZlog5KLDeFigyQAcEABZVyklBywo6LHddhBNU+iypOlwvxE6/61i7MiOs95Sl/cdp/G8OXrqAgWImOrh4E8orlDU4NTW0YuTguZzSz/fkIFlegtKIWmdm5aGxux62de1haWUduQYk8fZ+UlgVvIIiicvGkgBx4fAVSdFPSstHV04uq6hYMTS1gYlE8hF87pS9uhhIvUSa9fJZT+xkOcsrT++y7OH6RgRPMAAX1BDcuZY4ydxIZcBdUMYMYfi2qq6Sme1FSUas9J1WIoi6qq9voGpzAyOQlFJZUIZAbRFFpJdI9AWR68+Xp/1oxQ1pYJt/XN7XKpfjdn1OILHGqX8ycBoLyWtRsXwFq61rQ3Tss0zXF1JRT8ZxTUZb0dE2eKafcd0/ivss6kevDMEBBpaDyCJQMJBwD7pLqLKiRJNXrz0drzyCmxd+ihkRVzGaK61PF3f69YzPo6BlCVX0rRkbH4cnKRU5eiXxMVUl5NYIllfIlHlslTt1niDv3qxpxYWAEuQUVUkqHpq8oM6babKnIQ+Qp/u1KlOHwciquu7We1tc/H2YQ4LqUBjJABuKRAQoq5STh5CQedySW6Xg7eF3EnJfOkpphu2nKON0vZi3Ts+VMqXgUlX66PXx5FX3jl9EzMompK6vo7htBfVM7qupaUV3fhqbmHkzMXMHwzDy6h6dwUf4T1DZmxMxs6BS+mmbX4EX5L1Iibzc5FWUOu+50n1P7IibkkTEgA2Qg0RmgoLIz52BGBhKSAWc5DZ3mdzvVHyap4i9RhaDqr2zkFZbiwsgkLtmkUpVMfaZVvyxgSr88YEUTUjk7attefCfSFGmLf5IyxDRd3KlvvVtf3rkfUU45e5rogy/LT4EkA5EZoKBSThJSTrhjR96xT0N83AXV/VpUeap/X0nVZlTFA/vLqxshHpY/tbQuZ1bt0qrOiLq9F9uK2VKRlkhTFVMhxoeSU86esr/imEUGTgkDFNRT0tCnQVhYx9MnrdGVVPtsqiaqQijFM0vFTUyNHRfQ3juMnpEJDExexujsEqaWN+Xr4tyS/E781t43jMb2Cygqq5HbalIaOpUfmq11FFP5b1Eup/UppxQTjldk4BQxQEE9RY1NgTt9AnfS23xfQXU51W/MpDrOpmrPSzVP+5un/03R1KRViKv9pa6jvde3Dy2dTueHxNT1mlNDTt1P7YtYnPT2Zv3YxmTg9DBAQWWnzkGNDCQ0Ax9KUrUH+7vJqk06jWtYXb6Xz14VM7QuLyHKbtecUk4Tmk8K1ekRKrZ1dNuagko5YedPBhKegahIqstsqi6V6aF/otIfpC+XdjFV/ghAW89FSHVRDYkp5TS6AxtFgfEkA4nPAAWVcpLwcsKOKPE7ovdtw8iCGvnOfv0xTkISzdc+YillVcyuhr90oXVdZvqUfCJcb3rAmVOe2if/77v/cHsyFI8MUFApqBRUMnAiGIi+pAphFTK5v6y6yqgxUxpKxyLBlNN4HBRZJsoaGYgPBiiolJMTISfsUOKjQ4l1O0RDUi03UBlCqQvmUZfq7Ow+YsqZU/ZJHJfIABkABZUQsCMgAyeKgWhJqrOoqqLpJqvqOuZ7/VKCfZfiyQPy5fw3pnr9Yn0wwPx5UEgGyMCHZICCSjk5UXLyIXcWpp04nbEucZGXIRGMdPe87TfzGlVTPCN9t6+MqukfUExFncgiY0AGyMBJZ4CCys6egx0ZOJEMRJZTfXby8JJ6KOlUBTTSe8rpiWTwpAsE60dJ/pAMUFApJxwYyMCJZeBgknqwu/xjLaacOaUMfEgZYNrkK94YoKBSTk6snMTbzsbyxGYAOLikKqIqZjQjzXi+z2/GbGnkf4Wyl5v8xIYfxp1xJwOxYYCCSkGloJKBE8+AXfb2/6zfqBSlSwAsUno4MRVl5QDJGJABMnDaGKCgsvPn4EcGTg0D+4upfm2qurTJqiqb9plU9bew92qaB3t/2gYk1pcSRgbIgM4ABZVycmrkRIeey9PdAR5NUp2E0k1cndY9/Hfk9HRzyvZn+592BiioFFQKKhk4lQxET1QPL5+R8j7tgxLrTzEjA2RAMEBBpZycSjlhB8gOUGcgkiwe5296ebgkm2SADJABCirljIJOBsiAZOA4ZVTNiwMRZYQMkAEyEM4AZ1A5OFPQyAAZsDGgCuSHeM/BKHwwYkwYEzJABlQGKKi2gUkNDt9zZyEDZEAw8L6SSo7IERkgA2TgcAxQUCmonD0jA2SADJABMkAGyEBcMUBBJZBxBSSPMA93hMl4MV5kgAyQATJwEhmgoFJQKahkIMEYGMLW7rf49u6VBCs3B9HYD6JXcPfbb3F3PtQW/Vexq35mX8B9igzEDQMUVMIYRRhD4hChw+/beopvd6+iT8Q9NDh8++23cH49xVa/GEhsg4qtzSxp2n4LGxDnd8LzOibRkeX8Vq+Tg6zIsu1gLlIdwmLmkp6tnrtbQ2HtPHfXFvf94hDK2ykte5ztaR9kG3sa7p+PX1AjM6byGblsWlyc21jjw/xN+2y2kSFVkfgwftPK9P4Sr9Unuu2nsW9nRPQBh6ujwz5k1N/tN7WtzD7ow+drLY+97lGNr9xPXfqFfeNjLaf7Psj1GJsPzwAFlTtsmLgcfcczBdWQUFt8Iw30stN2lCTboHKINM266GUzBUD/TZbJMd9o7oAi/6e4e/ep+8zfvoIq4mAdeDSJsX7nkeko3zmIZXid9xMaPX7fIvJgGlrPFk/RtsctAXr7RmMZiVv7AZTWJuGceTx6DJW2UVi28D+/Y41zqA0PHEPBwN2dMF4OHwutzJHb/JD7Sagu4fKs5XXgOiqxO3i9IvclB0/nkHU2ynoM+wcFNYpj2lHbmdtFY1+ioBodB4F6f6BCg9ndHXnazGlQizTQWwZoS7tEHlQipanVyXlQeP/6HoIZIQxi5lgOHk7yEoAmli6/WeKh5huKuTFDav+sresuTUpakQRZln8Hd3f3EdRIabjWQSlDnK4TmTEbn26CEGr7u3edYmhLwyEO7vuHPX4aA0L0xDZO++HB2Xfm6eDb28omYxDLg5X943zkujm0WVhax7F/uPF3kPJxHcptHDFAQY2jxgjrzBKubOZgpglR+ExRpIHefQCOPKhESlPG9CiDQmggNS49sM0IGnna1nOb/TFFwYxRWHsfpZweTUKM2Si3wcnte5Ux13VE/EVbRih7KB2t3feXbKOtZZ3N09h2mdLX09I1rzvVv9djeKj2cMjTnp6err400lfjZby386l9ttdFpiE4Evnrl7noacgyhe8vev767Ks9TfN3RQRlO4baQKbr0B4u31vqKdcx20buC+p+IPNRf49Ufq18+8XZXh99fVkucSmQkr/8Tbk8yGnfs64j4uDcVuq2ep7aAaNeP+e6WdMX69jTV9rFE4BWD4f2CHEg07Ozof6m198We7381vJoZdd/E7G1/h5eJ/n73SuhcobqrpfHJU97m/Gztc0Zj6PHg4KqDxBcRuHIURUY7b19ILYMgLaY651j+A59gE5f70RtaYq03NN12XFCHbHZsYfqog8OxkDzrUU0tMEnvNPXrrU1v3eNgYs0hMdDLbctNq5p2NZziJNbuUT8NDFS21ctg/I+FLv9REq2iU049GuS1W319dTvnNpUi/3+7eHURnoeqvzYY+4WG2298NjKNC1MarGTTMkYmTyINCKnv7/YqOWVeRushpdNruvCSXg5XNpcbm+tgy505n6jcCF5cymLA4t6ffS2sbe/KKeajyy35fKX0D5raYMruLv71HZTVHiZ9DxVHrTvVLF0ST8kzGrZ9LrI5X77hwMb2vainKF4h9Iw8xBlUcrmkoasgxoPhzbU627GW4vPtzJuZh7h8ba3NT9b2j0C41zPnRUKKsGJgpjqgNkGM4fOOHwA1LeNJJLhg4i6U0dK81AzT5IFWx10PmwDutZBmx22Vh7nbcPKFzbAhGJgy0Oto9v7sIFTpKEOQnr5w2aOzLjLtB3aSnxvLbtz/cLKJushZl9sAmOURZ/JscfPnl9oPYf6yHobEuYmcPbyunEUGoSV9Ox10tpbn01zXprCoF+uodTfIg1aucz17eXU2kaXhbCZSyWO9nLar4cVv8t07DF0Yc3a3qIcTmVzi2N4+1nKZ4mBjT+XOjmW3XFdW5lc6hcu0bbt3OJl338OnL5DPSPuH1q8VTkWMbS0i1veelyc4uy4TXjbOsVbZ9/kVdQpPG6WttbLwmUUx1cHlk54fCmoJ7yBj7fTCO/wtM7NHKgtHa0t9rJzdJSEyJ1hpDSdB1jz7l3jFL4+gDt17qKctu+d8wyvv1tH7lhXx0HErVMKDWTf2iRPpKHXxRLfCDGU+eqzpEp+tjq7xtKSj769Xj4hc7Yy6hLg1Na2PB3j5LD9gdojQnzd8tH3H+f09bo6xdb2na1dZHp6/W111vO0LENtZJUEPX9z6VhOp/RdYhG+vQPTLtvK8sq8wtvb/M3sC/T6yTyVU/Xm7F2kg1azzlo61ni7t6d1Paf903lb63bO64gyWdfT6xi+jLB/hMVXW9dsey0P0XeZ3ynxcGhvt/Lav7d/luUOK4/Iy4ELx35AKRd/p6wekgEK6iEDFt7RcAc0Y+LUaYU64pA0hQ+AZvwcO0fZPpE7/UhpirK5p6vlbdledu7OM2TqgGDZxmDIof6yc3dLzzZYOw4EZnyMOOtpOomoaxpOMQy1jeNA576+KhBGmYwY2Mur52Gtq2ub2AZXt/Xs3x+oPVxjc0hGwurqFCtrmqK8lrgpZXEuuz2ObrPE6np6rF1404VYlF/JX23D8LK4MX04CdXycI6TmX94XvZ2NtfV62Ctqy5s7tvZy2D/bG03Mz/regdPX20fp/d6m6n7hzUvt7bSZ4NFv2Rhy7YPiTrI8ioHAcaBufhO6Ucc6+XISnhbmbFyqie/Y3wOzwAFNWywOXwQCZ4eM5dOKyR9YvAIHwD1bd0GBvG7rcO2tVmkNEXbyN8dZvH0drNs79C56+upS8s2Rnns9bd/Nusq0hKDgWVgcRwIrNvog5I+EKtlku/dyh/2vVY2dXBS09JiZh38LYOao9TaymrEJbxtHQdCsb4tBm7r2b8/UHvY0jbrG4qFKnBK2cV6zunr9XXh08hP/K4KiNjO3MZeF7NcevqhpZGe7Xu9rJF+l+2vSKX9cyiN8Ho6MHyYfPSyyeV+cQ7Pyzk2Wuys7JrxFPFz3k4/E6LOPFq3c9/Wut7B03dpK0tcwsurpi/eW/oJ27bavqrwFbavh6fvxpiar7GOY3uHt5Wxvq18/P5gDDBO4XGioHJniuJpB/dOS+tEd7ClPqjfFnvHzjG0jvtv7nmaO7w2uLh18tZB+SDpuQmLbVuHgcIsU7iM2eXMsq6Mg3WQDP9d7ODO61jr6Fb+8A7Cmoetfrb2s65rTUvmrwigbE9l5kbf1v69W7vbv7fXT0vPVl7ZHqqc6GXUYma/7k8vk1g6p2/dPvygIdQWd8WfQyhyqDC9u3XV+s9GEWIauQz7SYhTLBSpUcpkFT/bdnI9Z8b2j5POfHi+ju3lJpqOwmQtk4yVQ8zDD/Cs24ly2NnSymZd7+Dp64xEXsr0lP3DvKRI5OsWLz1Na9nMbfXf9biHM6jVzVzPse6O8XbiwkzHni4/MzZHYYCCGmFAOEpAT/c2kTot7Tc5C+cgJiJujp2j3j4hubBLptzGaSDSt9OXoe2tg6/WaYQN/LJDtg8KV3BXGUDCtpH5WOsvy+ZSV40T28DiOBAoHZv4PWJ6Sn3UQS1MzLRyhguVkpceN8vSWj8n1sMGWrF9WP6hthanF5WYavJgjbsbE/bvD9IeBmNqbOS1dE+xu89fpzqnr8fL1o5GzBTm1XqGfpdpytOudnEQ21nj4BRDS/wdYmz5PUyyQ2VTeZL8WU/5GjFT19PTssRRlyBbuY1Y6LEKyb79tLRcL5wvezvLOsm6qvmYcTaZ1trEwlcoRqIPsq9nfnbrh+xtHEpfjYtIP+wpAWa9RdkPun8Y13juOvyxx/yOUn497ipDWtmsfWUoRjYO+7Z2Qv/Wp5XTMd6O/VJ4W9l542dr2zMeh48HBdWhAyVIhwdJi9k+nZY+QKiduhJ/x85R+V2fHbScarZ1uPu1nczDfi2WU3n0wdpYVx0A3GbU1Po7DRLhcZXl0fN3HAjMbUyhcTr17lA+o+zqgCzSCw2uyu9qTK0Dm5m/MWgafwqg/qa8D4udKhPaenpbW+vkvp69XfXt9e9lOnocDWbU9jDLZ2VAy1N8515vt/bW09TiqUqOpVwWIdK3McXdIlFG2e1tFB4bPQ+x1OJoZUD9Xb4P7X9mOW156M+/tMdR328FL+r+FtbO++Rv1E3EwJZ3iEV7G9jbWa9TODdObWDLQ9bLvp7980EF1aEORvqR20qfxTX3OZf1Q/E128tkx4lhPTZiqcbH3F7bH8x8w5l3jLdjv+S8b6ll4HuzvRiLo8WCgmrpNI8WRMLHuJGBwzHgOBDGbF/kYEt+D8eva7ykzLsI5yH5dj7oilI5D1kW1/oynSheIse2tXNGQeUOxh2MDBw7A3ElqFGUCnsHy8+na9CNnlRqB03m7OfpiiP3G7a3YICCSjk5djlh58POJ1aCKvK1Dvqh08DqqWv2CewT9mVAcGO7pCHCKfnD9nnRE132NYeNPdePH2YoqPt2RPHTWNxx2BYnhYFYCap+HW2k6/BOSoxZjw/cX6jX5spraN//1L557ahNfjlO8aDpFDJAQT2Fjc6B6wMPXGSKgwkZIANkgAyQgfdigIJKgN4LIMouZZcMkAEyQAbIABmINgMUVAoqBZUMkAEyQAbIABkgA3HFAAWVQMYVkNE+AmN6PKonA2SADJABMpB4DFBQKagUVDJABsgAGSADZIAMxBUDFFQCGVdA8ig38Y5y2WZsMzJABsgAGYg2AxRUCioFlQyQATJABsgAGSADccUABZVAxhWQ0T4CY3o8qicDZIAMkAEykHgMUFApqBRUMkAGyAAZIANkgAzEFQMUVAIZV0DyKDfxjnLZZmwzMkAGyAAZiDYDFFQKKgWVDJABMkAGyAAZIANxxQAFlUDGFZDRPgJjejyqJwNkgAyQATKQeAxQUCmoFFQyQAbIABkgA2SADMQVAxRUAhlXQPIoN/GOctlmbDMyQAbIABmINgMUVAoqBZUMkAEyQAbIABkgA3HFAAWVQMYVkNE+AmN6PKonA2SADJABMpB4DFBQKagUVDJABsgAGSADZIAMxBUDFFQCGVdA8ig38Y5y2WZsMzJABsgAGYg2AxRUCioFlQyQATJABsgAGSADccUABZVAxhWQ0T4CY3o8qicDZIAMkAEykHgMUFApqBRUMkAGyAAZIANkgAzEFQMUVAIZV0DyKDfxjnLZZmwzMkAGyAAZiDYDFFQKauwFtesqbjz4FuuT8bCDD2Hh9re4+8B83Vgc+gAxuoL1B0+x0KXVuXPxKe7evorOD8zj+JZZr7sPdjD+gfOLdodlpBdiRrRTNNtHi4/ZLkZ+ngBkG21dkSxY46jGVC+PtX3VdDyi7Adp68kdC4cfsr1k3dx42K+8tnI67ceWeIViaMZExEqJYdjvSr8QysspjyOld2D+tTJGzlcp54HTVbaJEGeTPXeuZIwdYmftW6z9WzT3HTP+Sp2OEgdu8wHGm8RsEwoqd4aY7wyiA71x+z0ETQxaBxnw92trl8FPdPzRH5isA411EPkQnYk2MFkGJDEgOgxohxtorPU43LZHradDXfZr2wP+Ltt6y5knUxKs5RbbWOIq84oQlwgiosUvJBF2pvfdzlqug7eFyE/sg071CCCiUNsZEp9tB5tWcbK3nfisHiiF6u7IZeg3W/qWesr8rQcYot3ef/8V7fkh+gGlzSK0r8mePX769lr5nPpBlc/xLTU2x1CnA+53ljbkNjEfk+OlPSio3BlivDOIDld0mhEG9P3aKBqC6jCwfdid9D3qu188nH6X9VNFQB/Y3nd5zPWQddMG6feXjvC6S0GddE7flATrdqoAmMxEiEsEERHbW4XOmpeZfhS/18vjth/pvztx5fCdJR5O3MkDwQgsupRDi/9VeYbDre3d2uiDxM2h7u+VT4Q4q/VS3xv5iZhtidioAioYicCh7ayAkVa068X0YjzGRrGvOOa2pKAec8DZCdh2FmUwchqYXTvj0OyS3Mbl9KDcVvktfJbLLItlUI3EhF5esRRpGzM9YiAwT1OG5SUHav13ByHX05V564KkLfXLDSKnKWZ3IgxGTqIQqqeMk322Tvym/0p0zwAAIABJREFUlkmvr1pn9TtZd0U6LPVVZ56c6hYaVC3bKGmp7WFZR8RTGZDtv1nqZM9X2U5JX3Ag5UekZdneeopf3Y+d2dmnLWxpG+nJOrjUXSmnvr6VcXU7e3019sIYCgmx9r3GcJj8OcRCz99paYmHypBR/gixEes4bWPERa+Xue+qZXDsL4x8lbRleur+qKSn56/zLfdxa756Ppb4h7Wpto2+/4q+whIbtVzifYQ46/nJuhqxMMssfhdtGJa+w7r2eDkxoa7D92acGYvjjQUF1d5J8POxHu1ZOlQ5IKiDrIsU6AOI3lb2z/rMgGXA0AZf585YDCTOwhLWIcm8noadGh/fUsttH+jtn/WBS8nTUgeH3+VAo6wvZ0bCxc8ibHp85DKUpiHUakfjJAza+oasKdcndi7uGNfOOs7QhA2KavrhdZODrzzFbF6DK7gw5V8tq3ivlE2vY1h8QjORBgPaNjduq2W3p6ttowuahU2dKYf42dfTmFHrbMtHlNUol+03wYFDHmEcOpXn0AyJvK3ldIx7pPLq8TeW1vQsYmWsI9pCZdkag/B4qu2tvrduJ2MkOVD3C9s6+v6rxl98px7o6OtY2sGar6yX5fpn7Xe1f7HHMnwbW9kixNkaR2tZtP0hFE9RdqXc1u0c8lP2ayfG+J0tZgbD/P442KCgErhjFVIr1GIwUwcT++ejCqp1kDTylAOPKUHG97ZBWvteK4s6+yG/l4OZKqPOHZU6yDoOEnIgVQZpS9nCBzu7lB0ozTC2tXRFndSBVNQrLD11sLSUzV7f8FiLuuuSp8dYpK/l6VS38HZ3nEUz6mMfoDWxtNfJKl9O+drrYhVUbXuzrcNiFCqP2tZ6fa152/JRY2vUSVvHKQ/5nTE7rzMjYmaWTctX1FH/3am+4XGTcVbTceI7QnnN+orya+nvL0gO5QjFQaurtV7W+Lpva5RF7lu22XU9zk71s8wih2ZZ1ZjIba35ynKqkmvfh2QZrPXQ4xPOaYgPo9z6zK5tqYinNSZXsG6UxcpF+L6o7WuyXzO2sfGpx4rLGI6NbBOxP1NQuRPGbCd0G4zUC/3lOkrHLAchuzDZP7sNqI6DhugIRKetD+zhHYOlDPa8FH7EYGAIrSKB4YOEQ56WdK2DoT7wqoPSgdJUyqanoS31QUqpsy021vS18oi62cUzPHbmumos5HvZjk51c4i/rTzW8tvTEJ+Vuhj1VtdT34e3sZ6+td5WcbdwYORxEDm25efGp11ylDzMdgvVU8bHypseb62NnOurMqQLkyqUWnvaDmAilFePmzw9rTCvf+8cM6f20sqr7vsiDbm9RaSc66XnZ1mKfUqIvbq9ZT8z28VSTsd1rPla1tfbSd1OvLf3W3YR1rfTlxHiHJafa15qbB32Kz0vsQwx5CrM6rp8H7Nx0sL0KWsHCuopa/D4gT00IBkzQ+pga8pGWMcs2kvtnJ0+u3b0osO2z2pog5R14DYHLhEvSxnseYv8Qx29Km9qenbp0drANnhY0rUOhnqbHTrNfdiW9VIGbzN9lziF6ml93JGtHnIWzWw/vezm0qlu9jT0mDq3lS5WZrzVQdnadmbsnfK1rivKaK6v/2ambeFAia0ZN30bsYyQn6Wt1W32q7cSJ1fG9fSc87eU1WhPdd8LvVe4iHRtpGxXUR+3AzzxW5ioKfWQcRSfbVIsv9fqoIt32FIto9IeJmtmOxgS5hJ7S9s6rmONp2V9PW91O8d6ux3MhNosQpuG5ydipu0f4jdzX9D6K1nfCOkZMZIMuO1nOktcGvHS25rLYxF2CipBOxbQwnbwCB2jGESNQU3t9ENtJTtrdXAKW8c+AIY62LD1lI5X/OYir5bBwSENy++yjNpgpg+KlvrovMn6KyJnSdc6GOqxU+XiQGnqebkt7W0QKsO4cTpeiY+ShlqO8BnUfQZhR3FzaC972ZT8neTPWia93Gq6zjHVY6svRTrqYC+/F3HZumI9UFHK45y3exzCedHLK5ZWdvRyaUu1Pup7dXv9vXN91bK6l0OkrcRBtIW6vyl11w7OIgiOUzta0nMup7Xeep3M+IS1kVom23tLPUVbhu3ntjJY9kU9b+s6ljT1/NTtIuSj9wthdbTERc9XWzrlp7EqymWLv0gnxKtrXnqZndpH/43L2IyNjLsRdwoqYTBgCOswP2BsROdqSKg9H7Vzlx2obbB0Om1nG3Rk+pZB1Tbo2vMMzZ45zQRZyqoOQnoaann1GVd1Rsheh5CEWPKypGsdDPV2EeUwBpyDpKmXTyzF+raZLDnoWWKk5Wspl9h28qpyU5S9bA5xlfFQ5FvGRL85yb69GIAdZEvWzzbwGvVxSMMhT0u7OYqxVQJEnMU2TvIjYy+e1WuLob6N0S5GGfVrGW3pyXpZY6O3r7EMtW1YXrZtZf3s7belX2PtECPLKWaHdlPKbomdyNeSjxk3J3Ey6iHT08ph1sVWLlknt3Y28zHTtG2vlFmsI8pjbT9tfaN9JCfWvkfWQe0/LPuiXgZrvo71tmynrW/WO3QmRu0XbGWPNFPtlJ/47sbWjkPbiLbdwXoYy+q1qqJettjI/dDGq72M/ByT8dLkX+fxdCwpqNzhYrDDRR4c7dfBaQOIcurRMhCYHa08BagIhGU7dUYoUpvrA5h66YGSZtjlBaG05IAe2kYMhlJo1H+gsqQrBMUmZZY6WQdDvXM6dJr2elrKYB2k9TycBkJ9INNPsRqDfSh9M86KaNjyMrdxqpstFiLdiOLilIa+jXK6Wm239xRUnUlVOPSYhbWLGndZD6VMbqfC1W3ke62Oesy1ZbjYqtxZDyycY2SUVbaP0l72/OXvofz2E1R1X9HfW4TWWheTBYc207d3jZNzvfS2EEtrTGzCJeolymbh0xYHfR1LTKz5Ou4nYdtp/Zzeho79gprHfnG28GzGzhLPUHpaDGz1Er9Z6q0c8IrfQqxaBf90iJDKD9/HT5tTUNUOgu9jIKvxszMkfMckBxiHQenAXDuI4oG3ZTsmPD+noa3DJPI4ubVKLnk5ztgzr0TkjYJ6Gjpl1vHkibcYaC0zKtpsjdNsykE7JsdZIbJz8tg5zW16bIIq9kfrwaKc1bTMLFOaDto3cb3TyQoF9TR31qx7QsuHeWpdO4V8ZDnVT/tx8ExoHjiIH2AQPzZBNU+Z66f4LY+7Yt/LfY0M7MsABZWQ7AsJB74DDHzkiByRATJABsgAGYgaAxRUwhQ1mCiyFFkyQAbIABkgA2QgGgxQUCmoFFQyQAbIABkgA2SADMQVAxRUAhlXQEbjqItp8OidDJABMkAGyEBiM0BBpaBSUMkAGSADZIAMkAEyEFcMUFAJZFwBySPexD7iZfux/cgAGSADZCAaDFBQKagUVDJABsgAGSADZIAMxBUDFFQCGVdARuOoi2nw6J0MkAEyQAbIQGIzQEGloFJQyQAZIANkgAyQATIQVwxQUAlkXAHJI97EPuJl+7H9yAAZIANkIBoMUFApqBRUMkAGyAAZIANkgAzEFQMUVAIZV0BG46iLafDonQyQATJABshAYjNAQaWgUlDJABkgA2SADJABMhBXDFBQCWRcAckj3sQ+4mX7sf3IABkgA2QgGgxQUCmoFFQyQAbIABkgA2SADMQVAxRUAhlXQEbjqItp8OidDJABMkAGyEBiM0BBpaBSUMkAGSADZIAMkAEyEFcMUFAJZFwBySPexD7iZfux/cgAGSADZCAaDFBQKagUVDJABsgAGSADZIAMxBUDFFQCGVdARuOoi2nw6J0MkAEyQAbIQGIzQEGloFJQyQAZIANkgAyQATIQVwxQUAlkXAHJI97EPuJl+7H9yAAZIANkIBoMUFApqBRUMkAGyAAZIANkgAzEFQMUVAIZV0BG46iLafDonQyQATJABshAYjNAQaWgUlDJABkgA2SADJABMhBXDFBQCWRcAckj3sQ+4mX7sf3IABkgA2QgGgxQUCmoFFQyQAbIABkgA2SADMQVAxRUAhlXQEbjqItp8OidDJABMkAGyEBiM0BBpaBSUMkAGSADZIAMkAEyEFcMUFAJZFwBySPexD7iZfux/cgAGSADZCAaDFBQKagUVDJABsgAGSADZIAMxBUDFFQCGVdARuOoi2nw6J0MkAEyQAbIQGIzQEGloFJQyQAZIANkgAyQATIQVwxQUAlkXAHJI97EPuJl+7H9yAAZIANkIBoMUFApqBRUMkAGyAAZIANkgAzEFQMUVAIZV0BG46iLafDonQyQATJABshAYjNAQaWgUlDJABkgA2SADJABMhBXDFBQCWRcAckj3sQ+4mX7sf3IABkgA2QgGgxQUCmoFFQyQAbIABkgA2SADMQVAxRUAhlXQEbjqItp8OidDJABMkAGyEBiM0BBpaBSUMkAGSADZIAMkAEyEFcMUFAJZFwBySPexD7iZfux/cgAGSADZCAaDFBQKagUVDJABsgAGSADZIAMxBUDFFQCGVdARuOoi2nw6J0MkAEyQAbIQGIzQEGloFJQyQAZIANkgAyQATIQVwxQUAlkXAHJI97EPuJl+7H9yAAZIANkIBoMUFApqBRUMkAGyAAZIANkgAzEFQMUVAIZV0BG46iLafDonQyQATJABshAYjNAQaWgUlDJABkgA2SADJABMhBXDFBQCWRcAckj3sQ+4mX7sf3IABkgA2QgGgxQUCmoFFQyQAbIABkgA2SADMQVAxRUAhlXQEbjqItp8OidDJABMkAGyEBiM0BBpaBSUMkAGSADZIAMkAEyEFcMUFAJZFwBySPexD7iZfux/cgAGSADZCAaDFBQKagUVDJABsgAGSADZIAMxBUDFFQCGVdARuOoi2nw6J0MkAEyQAbIQGIzQEH9QIKakxPE491v8F/+2/+Gl//7f8f//T/+P74YAzJABsgAGSADCcaAGMP/y3/7X/Hoydfw+ws4qfOBvMl+QEFB/QCBvrK4jv/+f/w/uHn7PianL6Oqug6BnDy+GAMyQAbIABkgAwnGgBjDp2ZmcfP2Dl79n/8D81fWKKkfwJ0oqB84qMtr2/jb//Rf2QElWAfEAwgeQJEBMkAGyMBBGPjP3//PWFzepKR+YJ/iDGoUA3xlaYNySjHlwQkZIANkgAyccAb+8w8/Ym5hlZIaRYfiDOoHCqa45lSc1j/I0RfX4VE6GSADZIAMkIHEZuDV//X/wufLp6R+IK/iDGqUAvv4yde4efseBfWEHzVzQEnsAYXtx/YjA2QgWgzc2XmIh4+eU1Cj5FGcQf1AgRR364sboqIFPtNhJ0oGyAAZIANkIH4ZmL40hx/+6/9CQf1AXsUZ1CgFVjyGgnfrx29Hwk6ebUMGyAAZIAPRZECM+WLst8/88XN0nr9KQY2SoIrnnEYTfKbFjpQMkAEyQAbIQHwzIMZ+Cml0hNQeRwoqBZVizetmyQAZIANkgAwcgQEK6oeRUyGrFNQoCGpmpl/+MwiPdOP7SJftw/YhA2SADJCBaDIgBFU4gH32j5/fX1wpqO8pqAJMCio7vGh2eEyLPJEBMkAGEoMBXVApqe8vpHapp6AeUVB1MdWXAlJ2KInRobCd2E5kgAyQATIQDQZUQdV9wC5a/Hw0eaWgHkFQdQj1ZUaGj6f4j3DtTjQ6B6bBQYYMkAEyQAZixYAQVOEAug/oS0rp0aRUjRsF9ZCCqsOnLimo7Bxj1TkyX7JHBsgAGYgdA26CKhxBlS2+P7ywUlAPIaiqlKrvKaix6xzYMTP2ZIAMkAEyECsGIgkqJfXwUqqKPAX1gIKqCqn9PQWVnWOsOkfmS/bIABkgA7FjYD9BpaQeXVIpqO8pqEJOKaix6xzYMTP2ZIAMkAEyECsGdEEVHmCfvNI/q7OCfH9wYaWgHkBQdciclhRUdoyx6hiZL9kjA2SADMSWgYMIqnAHiunBxVSPFQV1H0F1klL1OwpqbDsHds6MPxkgA2SADMSKgYMKKiWVghr1oxRVRp3eU1DZMcaqY2S+ZI8MkAEyEFsGKKiHF099hnS/JWdQI8ygOgmp/TsKamw7B3bOjD8ZIANkgAzEioHDCKrwh/2kjL+bwktBpaDyH7D4JwNkgAyQATJABo7AAAXVFMpoyzUF1UVQ7TOlbp85g8oj91gduTNfskcGyAAZiC0DhxVUzqIeXGgpqBRUHjUf4aiZg0JsBwXGn/EnA2QgHhigoB5cOA87w0pBdRBUt9lSp+85g8pOMh46SZaBHJIBMkAGjp+BowgqZ1EPJrUUVAoqZ1A5g0oGyAAZIANk4AgMUFAPJpuHnT0V61NQKajslI7QKXGm4vhnKhhzxpwMkIF4Y4CCSkE91kczOJ3Kd/uOp/jZYcZbh8nykEkyQAbIwPEwQEGloB6boLqJqNv3FNTj6QTY2TLOZIAMkAEyEG8MHFVQhVMc5bT3adqGp/htp/jdRNTt+2MX1OZpLG1uYcP2mu2LZsf1BP968w7v3r3D3vfRTHe/tGKV7z7l6pvHxou/4ccf/y5f3//xHjbmBmJ6acT3e1r7vNv7IabliLfBguXZh2VezsL9hQxElQEKKmdQj+1Iw01E3b4/dkF9/AvevAvJSdjyLd7s/R077y2rsRLFWOXrPKj37vwdL1+/laIuZD3s9fYVftp03vZDixIFNTZx/9DtyvTZrmQgsRigoFJQj0VQ3SQ00vcxFdS3b/FWf6kC9eYXPG5+n508VqIYq3ztsWrF459f460a07dv8HpvD3uv38iYa7L6Bv96bN/2eD5TUI8nzpQFxpkMkIFIDLyPoAq3OE2n7A9bV57iV07xRxJRt99iJ6h2ORrAi19eG7N8r36afo/TGLESxVjla+2AZ7/fM+T07etf8OfN1vBY9t3EH376BT/uWLeN1JFF8zcKamziHs02ZFpsQzKQ+AxQUDmDeixHGW4SGun7+BFUsaP/Cf9+G41rE2MlirHKV+kk5/6BV6GZ07d7P2A2Tq/XoqAqbRanbUT5YBuRgZPPAAWVgkpB1Qdh4xpU+wyq6AhMwXv38i+2Wb8B7Pz4Eq9DNz/p11O+fbOHH3fsN/yY6YTfJNWqpaOLsJS5N9j7+S82mbuHn19plyC8+vkexPWce2reb99g78d7aNLrJZdu+Yqy/4pXb2zXg77Zw8/fzRv1XPpxL3TJwx5+nHLoGL/7FW/kJREv8f2Iw+85eXjxq57HK/w057yO66Dz15eh/F/iP5qfyPrLOL/+J3Zk/Q5WDzX92e/+aY3buzd4+dct/Oh6k9TR2mf2ry+Na5v3/nrIelvakNuq7cf35IEMnGwGKKgUVAqqLgERBLXJ+O0dXv2onOJvvoefXuni9Q7vwq5bfYu9703RU0XXKqitePzLG+MygrdvXslrMg3Z3fsBk3o5FVl+82ovJD+ha2aVaztf/3zTEEzXfJV6vX37Bq9evTFOwb97p4j61N+N2c/wSxxa8R8vQ7PLL/9mE2O9AzUFWdwdb5VnfZ0Iy+/3QrF5hb09Jd7immARl4PWIxRD9VIDEWN5vbGMnYij00z5EdtnT28fLU1rm0eor9HWXIcSQgbIwOlkgIJKQaWg6jJgSM4b/Ps783FTL77/Fa91aXn9T02IQtuYUqltY4hXs5iJ00XqNX6+oXcwpqipstL03cuQGL7Bv16Ys66mGL/Fv1+EpyHk6s0vX6NXr0OfKsx7+N6Y7XTON/D4H3j5y99wXX06QbO5rjlbPI0fX4XE7dU/FFnOQ6D5b3gZEuOX3+lltC9/wF5ondc/byniLNYbwKzt0V7yUV/q46YMQRUHAa/x8x+n0SS2u7GlleXA9chDYMosy9tX/1CezDCPP/9qHiSoj5l6r/Z5+YOMb9PUTVw/7Myx3q5c2pix88XPlDgycNIYoKBSUD+4oEa6zjTSb7G7BjUkYsps5Lt3b/H65d+xY7mD/y+GmL399evwAVQRtze/PAn9bsqfKajT+Ckkf+HptBpi6JTGu1f/sJ3+z0Pgxj/xOlR2Mw+nfN07dEO8X/8TGyE5avrrS2MW8ydDfPPQpMvj21/xwlWkTCk0y6Tnb/6mzxjLpfocUj0P+fxYZQbbNT8tbad6bPys3/D2yuFyha8drjV+j/bRZ3j3KedJG1hYH51tLskCGTgqA+8rqMIvDnt3+2lZn3fxh+7ijyShkX6LqaCGTtUbwvTmJf7DPvulzLi6PRIp/IYbJ1E0Be31r9oD6/UH14vlv/RLCAxhM9MIn40UnaH5u5PUhgviAK7/8Qf8+POv2Nvbw+s3b83T/BbBMuXNPM3fCr2O1ksK7J2yUsewGdS/4aV+acRbfdb5HdQZzIAhqK/wo+UgQc3nYPXQyyvk3rxswkzH+N2It1L2Q7aPGX8z/aN21tyOMSQDZOA0MUBB5QzqBz/CiCShkX6LnaAq1172fW3889M7+zNQDyCo6gzedTmLZsqjKYqmABlCbJm9tV8T6ZSG2nGbv5uCZH5n5puHpsf/xCv98oVQnuJ6zDf6dxZBzcN1ffZRlzvj2tTX+Dnig/WVpyCE3WTmXHZnQd3D9w6zkYepR7iAqvnnGcJt5n/09jHjb83jNA0yrCvbngyQgaMwQEGloFJQdeFxE07l8UhCOIzrTN3W19PLcZIdJ1E0BejVT+a1r/a/XDX/AtRM49WPDs8RzTEvPTBnWM1tTEE1Z0TFtZiPp8y0DLG2CWpgU7984BXEaf7JH19pp/1f/d1xNtLslMyZ1nfvxJ34bh22WU5TEPNgzqA6Cerh6vE+gnrY9qGgurUzvzf3DcaCsSADTgxQUCmoFFRdKCMIpzFzKO9sD4lcsymWr39S79TXOxtTtkxRMb8zRdGcXYx8mjw83be//in82tcXv4ZO0b/Fv/8Yvo2R747+167hs59/0B8JZRfUHPNmqVc/3TSuj335V1NunToa8Z15o9E7uD8H1YzPgQX1kPX4s/7EAcdrZs22MPM3vzts+5jtrrcDl2588HuyQQbIgMoABZWCSkE9gKAG1DvbDWlTHq/0dg8/Wv4VqRUb+uziu/3v4jeeERqWjuiwBrDz3Z+Mm5XUa0y1R0EpcqiW0yJgpvgZgmoIuRBZM42mTfORUvKyBj0+oaVxs9Tr16GbsV7iz7Z11E7GfD+N740nG7zD21f/xB9umE8skOv1/Qn/1p/palwDus8M6iHrYZRfPgFBmRHPsT5KyhRU5Rmuh2wfCioHXJN/xoKxIAOHYYCCSkGloOpyZYiOcg2q/pttBtCYSZv7AXv69ZpCeF7tyRuNXumS9e6Az0EVjz5ySGdv75V2PaghxaKDM2VTv2ZVy/eV8UB48dSBve/Vu93NbQxBzTFPjQvRfbUnyq6lYTwL1JKv3rmq271D+JMH9PUclvbnxorrXo0bpGxPTziooB66HvPGUxNk/MQzZ/f2oLXZG7zR207N/4jtQ0F1YEDZpw4zWHFdxpIMnC4GKKgUVAqqPmDuI6iBHDEDqEuU8m9Ic38x77RXb256+wr/+m7LvGZV5uMkiqFOxy2dd2/x6pc/Kdd4mmm8+eVv+EmZlZTCJfO1X3JgbmMKqvNNUq9//Qv+rP9pgKOg5il/KqDODh+08xzAzvfi36v0WNqW4p+wfvlBeT7pPjOo4uDB4WaviPVQ/43KaLPX+Pd382Ybq4Iq2u5I7aM/XuygseF6lBAyQAbIgGCAgkpBpaDqgvq+y755GDc2qQ+ZP2y6ajrL4oH09s7KlE19hq5pakXL23F9+/b2z+aD8mfVB/aH5WtuZ1ySoDwn9UiDilrXzS0cNH/nvA5fDyNum/Pmnx1EqLfMVy3zkeJtxtG5HvydcSEDZIAMUFApqBTU/YQk7n4PF9Rj7cyVPyCw/O1r3MWJHfyxcsH2D79hkTFhTMjAkRmgoFJQKagJ14HEUlCVG4ne/oo/uD4uinJIOSQDZIAMkIGjM0BBpaBSUCmo+x/hPv4Fr+XNTPr1ovabsI7eCbEDZ+zIABkgA2TAzgAFlYJKQaWgHkhQ3+g3EznehMXO1d658jOZIANkgAwcnQEKKgWVgppwgnr0HZ6dJWNHBsgAGSADicAABZWCSkGloO4/g8oYMUZkgAyQATJwjAxQUCmoFNRj3OES4aiVZeTsChkgA2SADMSaAQoqBZWCSkHlrAAZIANkgAyQgbhigIJKQaWgslOKq04p1kftzJ8zR2SADJCB2DNAQaWgUlApqBRUMkAGyAAZIANxxQAFlYJKQWWnFFedEmcuYj9zwTZgG5ABMhBrBiioFFQKKgWVgkoGyAAZIANkIK4YoKBSUCmo7JTiqlOK9VE78+fMERkgA2Qg9gxQUCmoFFQKKgWVDJABMkAGyEBcMUBBpaBSUNkpxVWnxJmL2M9csA3YBmSADMSaAQoqBZWCSkGloJIBMkAGyAAZiCsGKKgUVAoqO6W46pRifdTO/DlzRAbIABmIPQMUVAoqBZWCSkElA2SADJABMhBXDFBQKagUVHZKcdUpceYi9jMXbAO2ARkgA7FmgIJKQaWgUlApqGSADJABMkAG4ooBCioFlYLKTimuOqVYH7Uzf84ckQEyQAZizwAFlYJKQaWgUlDJABkgA2SADMQVAxRUCioFlZ1SXHVKnLmI/cwF24BtQAbIQKwZoKBSUCmoFFQKKhkgA2SADJCBuGKAgkpBpaCyU4qrTinWR+3MnzNHZIAMkIHYM0BBpaBSUCmoFFQyQAbIABkgA3HFAAWVgkpBVTulqX/g1bt3eOf4eoN/Pc5D4LuXePfmFzxWt7O8n8b3e2/xbu+H6O3s++Z5lKPdLfz8+h32vm+NXjktcThKmaKzzZ9fvsObX55ErNcffn2Ldy//EnGdmMyibP4Tr9/t4fvm6MTiIHWY/H4Pb0WecdJ++5c5/tid/OkV3r3+JzYOGsMPsk8fHzP7t1H8leXQbSTHg9f4eVOry6H2kxjsx4nYJpHKTEGloFJQ3QYUMYC8/RV/sP2+v9h8jX+9eYu97+ejJj/757nPYND8F/wAWb/GAAAgAElEQVT7zSv8FOpoZacgO99X+Glqn21t9Q/rUG78A6/e/Io/77fesf3+J/z77Tu8/C5SveJEcBxid+hBNApxffHLG7zd+wGzUUgrjI8PkaZNHI4lz33qEfGgyKGd33uf3qc88RCTeCtDxDZyiqftIOIw+0ks9uPDx7sVf/71DV79tBW1serwZXDvpymoFFQKqlPHlJOHx7+8cZhhi4XYRCHPP/6Kt3bZtnW+R+1YZEf86h+YdInjUdM98nYHmbmIE8Fxit2hB9F4iftxliNK7B6ZsbC6Rj4oCm/nKOzTYWVwH+ijV89EziNyGznF6H0OIhJjPxYxeYt//zE+25WCSkGloDp29NoA8uqnaeuRpS423/0de2/ehi4FeIN/f6es9/2evARgR6bbip0f9/DmrXbZgJilchW55i38+WeHdQ+Sp76tfmnC21f4SVyOkHMP/3pjvWTh7a9/knUSne/b/7+9s/uR47oOPP+J2CS95MxwLImyPkiuSWnGQz04IU0kBuRQ8lpkLIWCSQOmpCzIrDXcxCScBwEWHYEkApGONPTuDrXQ8GUoGJw8cF7c2QXaK6exu2nAi04CdPzS8HvifD2dxblVt+re6uqP6ZnqvtX1I9Donv6ounXur8791albxc070Trt71o1ef+Mk6xOXpbVWlNa9vNOS2q3vy0LZtvuSj15P1pHV7ziWKTTIc7KWqPjT39Y3pBWuyY3zCntU3JptSZNp82t2h05b093m1hkqr6L2g7nNFzXqVZdZhrXjlZ7V3pP04jiEsXIDlr+wUq/Pl2S8zc3pJG0X+OVV0nvFbt4EF29JQ8brZivtjTW3OkKw64j6seFC+6yOtLcuJOZ2qFtacnDS0uy2sibGnHFnBForOp29F93NKDfkxsbDWnHbPSrzEbfvy+r9Whb67e1zQMYmJuX6Hfp9IzsNiozPavBMdO2fYYHexbB29fsftOUh8vuNJhMDHRfu9lrWkaPfvbW0yOPmDg43LYbsu61w9lPdX/M7KvN9ZQZjc96vZX0SUeXdfVUktuiat+GrMb91lx/c2Bfz55xuWrKusk32qazpv9tznDbEe1b28k5unx3H7Gxy56x2kofRXH0GdJ97laP/SSOez+ObBuTszjangfOmNGRduOBXD0ZLyseK/zc0ZSHt12uXja508+xS7JS70hzPa2A+tvRkV77wiUtwLj5OylgDN7/bF4s+hlBRVARVJMc3EQxL7MZ6Ul2RK3cdNrSqt+X5ZeWZHbx213CFSXhSHAurjeNrL4bf3e1vpk/z29RJaAjrfq9ZLnJd4dY52srG/Jo5Zq8ognPLiuZg5mX2CIB77SbUl+9IqcX52XhpR/Ko1ZH2pvXooHrzB2ptdpGaC6aRHpKLqn8dRqyagd0k4j7HIFnKl0L1zel2Wo5ghrN122sqfyclfdrLWk3N+T9N6LB88SlaE5wYzU+APDkP+4zXUeSXOfFr1ycNfOB02Wekosqq5qYc+efRkJfX3F58A9W+vXpxdWGtJubcfuX5PyqxqvWY/pDTvXCVH918LLLOCU3am1vzvNW1rGwvCHNTsvr4+iAJRX6Wae6bsQvM3fabG/jvhG+/uuOmWo15OHtN+WEyqzZfpVfN572tf1+XdYunZLZxVNyYnEIBuai3yVzp9+4J412Ux6Zdc7LwoV7Zh55ryke765vytr1Nw3zs2ei7yb9He9rTbsfnrxm9ol0PvmSLG/oPl2X1eWXZWFuSU5f35CmHoD2nH+a088D9+mX5d3NprQbcZ6ZOyVXN1u913HmrtTbzr568po8rD8QPUheWH4gzXbKgOasG7WW2WeuxrlP9xnNBY9u6sHnKTlxcl769vXiLam121Jf1X6elxNXN6S+ftlIrfLart8TkzOcdszG/eblnAu3pGZyTnxAOEzOifeRViPOE4vfNgdWel2ALQpstY9y95Omym/+fqLjQV+OvLM4S7K83pR2wowyarc7zrVz+VyZPJVwZQ8k7f6jz7ek1nHy7xb3he7K/jD7n7v+Yl8jqAgqgponqBnpsYJqBvDmA7no/MZU15JB3RWc6LV3xLu4FFcf3R17yUiIVjajymT8Wfzdwet0lxW91qPq1oYOGD1k21RwslWHeFqD2ZZIHPVCI69NcUJMBn+tfvYUsHmZ1c+TC8relPVmQ1bX6qmgmurppuhAaS5A0O/aaqkzeLZjmXTl3/aJX92Mqytx5SJ/mdF3EsFx+nJ2YIW2T5+abd2Ud932L6oA9bj4KCd2ZsBIqslxv7pV6C2tw618poyYdSR9Mi+mkhLze14PqJIBcV5mz+gBQkPWtKo+aN0xU7WbTrXxpG5/D0HN+X5+f0UHHZaBqI+sOOg2tuTRdWedc1ElOJFOt3+7XkcHhva7efvaVb2Yzu7fGoN2Q1bdswxz0QFgz4vycvo5bz1uHjFxiA8KLOf+vpT25+yc7lcdiQ7y0vcXFjUm+QzMGoFqytrv6/ej/SGqmsa/H9TXyqRzUKiV9QXDvUqUI0wqyKYd8xL12/ZzTt4+ckIPhKygbrmP8mPUbz9J+iThyefI/NbuR7ntmZdoX7svr+kycr+T4co5kEzWr79L8q+2YSv7Qnf1daj9L9nmlLWkPTv8GYKKoCKoOTuVLz12R8xUbszvMju5JziReGrFtbF5Vy55p3PsMuclGizcqqTzWbZalLdOrVRdvy+P6g1ptdvJabxEIvMSmwq4Iyk2wZiBU2XQDGB5bfKP4k0i7jf/VBNovB5Nfk2t6urgFkvwakMHLK2ORrFNKqVOn6SybeXflZH4d3Yqhle56LFM00dWcNxYz0dty8bFO1jp3aemCuWeMrOvvYE8XV9e7Pzqb/Rdl8UtrSNut62SdfWxiXGmuu6Jx1nR/rHiM3DdeUzlsWf7tuv7Pfprbt6cxkwOuNzf6WsbZ+/ZlyS77Wb6wMqG1OpNZ1+xLETr9w9c/PhoDJIzDHY7uk7npn2s6+3u57z1uHkk+jx3u/L2NY1BOzrIS7czbkOvzy6p2MQHTt4+E/1uYF+/cV+aGu9WXdau2yk/+ts3Za2pUyNaUl/7YTo1R2Pl9lsSO2e6xpA5R9uWPRhwD1y33Ec9YpTkQtNWn4P+HPlncfLb4x8Y5n/HP9i2B5JuwcBIrmVCt8PbB+wUlV77gi7f/WzI/c/puy7edvgzBBVBRVC7dqp4R7XSYz/PFZvMKZa42hWdatKEbece6Sm0uqx4lZdoMFjQo397tG3XZZ8HrvNlc7pOTyuv3b4m5y+ck9NvuPOW8i/28pNv1I6o2tKR2u2lSNTy2uQJhzuo2mVknhNBvSIPmzV5X6ssVlCvbkorqUar+FpRcJfhJFFP/uPvZKZieJULU73sXubC7Xw512TrDnQ2+bqCGL2X16d+BcX+tvdzXuz8ASn6rcvi1tbR3W6NWVRtSyXMP+AwlZxYXEw1JemfwevOYypvULUx6Y71EAxk5p+abbTVTbvP9Hy+ImtNnZ7zQFauX5bzF87KCVeacve1OD5mfmUUg+TAz64ns7/Z7Yuec/o5dz1uHsn0iV1Pj+f8fo72j16fudLsvo7aPLivzfecOZj+mZZ4DqNOe9CDvfiMQh4fW885efuIe+C69T7Kj1G//WQAR94BS4/2xFX36Oxaj+94XGUFWfvXZ2tr+0JctU2qr7q84fY/n++Is6LeQ1ARVAQ1m/gz0pPsfO5gZn/jnWLJFxzzezNnS+852r1Dm0E8K4N2KsCgdcbrN+IXt8kkqmR5eYktkp5sFeKV+DSZXtCU26a5qKKWngp05NHGI/uslZr2pry/1pDkd0ZQ75vqXHI62FR0umVS29S2kqSx0NPfzjpe0TmxToXSq66Y2GQuqJqLL9LKnX8axaVp5sPG/bQYDYjeNA27fq9PNbkPurWV2/c5scupZPlzobe2Dq082wviLMM6B7jtHgh4BxzavliOlnWOYVPW37BtHrTuKHap+Orv8tizy8v5/jAMZM4o6DbmzyW260mfF5Q7y5LpQ53G4vw+b1/z4qMxcCtOuuyl6IKtZH9L1xfFPKef89bj5hHzuntfsH2Yffa2IWbTnlbP+yyao94Wu+95+4z5/aC+9rfxlbVonn16UB5/fkarrHZ6xw7lnLx9xDtw3XofaYy2sp8M5MhrY34sdc5remHoMG2ODmC8gyMz/SblMbevba7Kee46MBlq//P7PsviTv+NoCKoCGp25zUiNNz9T71TLPEV85GEXpa1zQdiLo6aOyUXb9echJTZya+qNDgXHLxxRx5t3jc3/M6rOnjr1EFXL1q6oBdsvSzLa9FVv6l8qmh0pLF6SmZPnjIXNERzwbS6UZMb9nfmwiH9jwji0+eZNi28dMVcae1dkf370QD06OqSLJw8lZmrardRL95oSrNpr9K3p9Fb0vLm2F0z9y5NLq7QbTFX3jtVZ+2XTksemauPT8nFlVp0cUoim5FMJkncHGjo6cBrZrt1G9Ya0VW/vkjZtkaDaKdxz5ya1IvG1s2V9FYW+vWp/e39eCrHKbl4/b7U1tMrzb3knRM7r/prmfRY3No6zIFKux6xYRjclEbbv+DKVjjTtmk1pyWNRis9oDBtGbDu3KqgDrxWUGyM42dPKuxnQzCQWY/ZF3SOrF5kpRfrvPFDWas98A5i7LaZeLQ2oyunT74p729GdxqwLOTta358okqXMmruKmGW0TSnVdP9zW5L/JzTz3nr8fZpM89br76+Fa1H94WVTXm0ml6pbbdJn0/bC9GuxxdtLd+X+kbEnf+ZxueOPNQqcjK3PEeg7cVMjR4s396Q2kp0cZTdp6KDzzvysHY3ujjK5CLn4NL02/ZzTu4+ojnQzj81c2475iKtYfsobz+Jpi+k/xmLy8Egjvw2vpxcwJWOBXpRnZNrc9vckHbbncqggtqR1maUy068cVdq5iKu9IB9K/uCcmMuvmzckxPxRXGzc0PsfzYvjekZQUVQEdTMzmYSUCI9dsCJBmg7mEUDhH+Kxb/AJr4qM54TpFecGhnMrMsuZ3m9kdzKqa3fNVMBhlmn3oDfzjXSK3XvGSFNJG0u/l+ttB3N6KpeOxdsZS29FVCrWZPVS+7cTr3yNG1TR68CXr+VuXXPFXNxhpn3VLuT3LIm2iYbt6iCYOcxms+MVMf/K5cTD73aOL09U3QqNopDvKzFK7IeC6aKakNvl9TQi0PiK/y9ykX0m1fM/5AUx8dcXf5AGm4F0Vm/tu0VPZCI+8xcdbtac+4f279Pu9t/X67mTOmI4tMdu+5KVvf0jC2tQ+/mYOYDRnMCGxu3ZEWvsI5vM5Zf4Yyqnnnzk/uuO68q6FUfLQ/xc9734yvO+zKQ/Z1hIr1djvbZ2tW823rpKc370ohv96a3WdJb+KQs5O1r3RXg6GrvmCdzZXx2f8ts51y2n/PWk8kjlkPbVmV9845cci++87iNr7y2uaZ+z/mu/1mn1ZTa6uX0YDJnn1E++/a1uWOAG4PL0YHvXHTHjGgepO6/99J593G/bTfn5O0jKvwp09p2vXOF274BfeTtJ1G7V/XOGckYkOGgL0f+/FOzr8d3JrDzQ7tzbabNmqdu3jV3SUjvTxrlY3trNHMHg/WGdOz8U+VhK/uCvSjVxKkp6/FdNrr7/UE8FmW5Hs/fCCqCiqB6yX48O14kKayLOBTEgJ0i4rKtt1TyTtsXtG53nbzuceBWrdjnVY3Z9yMG7HQMNx7e1KYK70MIKoKKoFY4AbhJkddTJA03a6L38ozuHHFKXrmq/7GE3qQ/e9uwKdpm9uNAZTivagx3Nt/eqOm9qOMq9MmzctVMt8r+5xDVjBeCiqAiqAxsgQ5s1UzKduDa1vPiZVmr2/9lp2NuEr5ubsJOTLcVV3LF1nNFZt4w8ff3wYVL96WeTOeIpzbptQGwJggqgoqgkghIhjAAAzAAAzAQFAMIKoKKoJKUgkpKVA78CgvxIB4wAANVZABBRVARVAQVQYUBGIABGICBoBhAUBFUBJWkFFRSqmKlgG2mQgYDMAADPgMIKoKKoCKoCCoMwAAMwAAMBMUAgoqgIqgkpaCSElUEv4pAPIgHDMBAFRlAUBFUBHWSgsotWJDjSfLHuuEPBmAgUAYQVAQVQZ3kzpn9rxsn2RbWzUAFAzAAAzAQCAMIKoKKoE5wZ+S/AOTUXRVP3bHNcA8DMDCIAQQVQUVQs4J68rKs1lvS7nSk0+lIu35XVmsdaW1ciY6s49PyD1c3pKH/A0jzgVycm5cTl+5JrZn+7z2tzVty2ln2woVb8rDRMsvsdNrSWLsl682O1Ffs/xqyJOdvbkijFa2302lJ7fbZ7qP5xXvS6LTk4XImwXn/1/opubRak2ayrI60anfk/GL8G7MNDVl7yVnG4l2pd5qyfiF67/RaQzrNDVndaJhYNNff7GrLwiX9LzTjbW7XZcVdnsax1pRWHMfmehy/Od3OB+nvNMaNB3L1ZNqW/HUPGR8n5oMSIJ+nMScWxAIGYCAkBhBUBBVBdYXmzF2pt9vS3LgjF1WYTr4pq/F/GVm7GScvPS3faUtz85YRvhMnT8ns3A9lffO+vPvGy7IwNy+vrDak06nLSrzsheUNaXZaUl+9IqcX52XhpR/KQyOzqRBeXG1Iu7kp77+hy1uS82YZNbnhts+8viIPWx1prFqx1XadldWGSq8K7Vl5v9aSdnMjXpbK831pdPQ3L0eSuVKXTmtDLrnL1u1qb8q78Xs3ah3ptJvyyPwXmafkhCOQJom98cBs08Prus3a3ro8Wolj1BXHa/Kw/kAuzS3J8nrT/Nebq8tRrFTca62OtDevJQKct+7h48MgE9IgQ1vgEQZgYBQGEFQEFUFNJO1lWam3TaVUJTPZoa5vSltlM64+mtPycdU0+Y77fX29vCGtRFBVKNvSWPWroaZK2NqQZfv91qa8ayuc+p6plKaSm65rSVYbTkU3FuJ24768Mjcvp1fq0tblusuamxeVvnbtltku3Yb25g/TbZybl+WNlnTiz1W4H7U7klc1te24pN9v3HeqxEuyYNb5pqkMR7KcxnFhcSmKS7shq2fS93V559eb0mnel9dMHHPWrfEcOj7+sm17eSYuMAADMFAeBhBUBBVBNVI0L7MXtCLYkFX3NLUKnznV/UDOm+99O3NaPt7ZT16WlY2a1JstabfjU97N+DdxZfKqXU/87M4/NRXD+FS4TitIHk5F002sRibrdyPBNKf2rfRF7Usqpc46V+oqtZdldu6yqcCmUwt0G+LfrcUVVhOLVMrdddvXCzdr5tR/u7EpK5e06hvHosf26udGkp1Kqf2NkV27PTnr3mp87HJ5Ls9gRF/RVzAAAy4DCCqCiqDGYrWgp9StVFrZmluS97vmn2bmbi7fl2a7JfX1u/LupW/L+TOnjIjZOat+ZdImoKjKGElidMq+bk+PJ+u23815jk/RL5tT+y2pr9jqrD+PNN3ZtSrZlkfX52V22PmnXnU0pw1z86Kn59frOq+2nbQhf3v199F2JlMlku18WdYaHWnEcmwOCLx1jxCfZNn57U7jwufEAgZgAAZCZABBRVAR1FhmjFh5YjQvs2eiuZuJVGl10J6WN79bEq1MeqfCX1JJ7Ij9jX6ePZ2+YKYN2Pmn/veHShTxFIK11Ya06nfNqX3zu0s6tcAuN026Oie2baclmAqnP7f1Fa0SO9VarVhawR7cniW5UWtLJ66A6vamUwWiNpjT+3P526nzc1vtmtyIpyR0rzv/d4PblW4/3yUWMAADMFAuBhBUBBVBjQV1QauSenX81egipdPL9+MrzdNT3d1zN6PqXmvzmpzQK/nfuCOPGnqKP/2NEd92XVYv6EVNp+Ti7U1p6mn8RHSj0+s6n/OSuRDplFy8fl9q69F80fykqtLWNhcbrXjzOa+ZuaPt+r3oIq/Fl2V5tS4tvcLefk8FtdOSR2Y7T8nFlZo09W4E3vzTuNraoxJ5aW1T1s3FUdE211ptqd2MLto6bS7uaom9eMrEcUO35WUzd1a3+92XbCw2TPX54bK94Mup9Cbr7h8fM+c2me9brgSc37dsA3GBARiAAQQVQUVQExE6ay6SiuZ/tqVVvyfvamUxqapGouTP3ZyX5bXoNkzmllSNDXl/PTNVYPGKPGzaeaXRcle14pgI4bwsLD9wbi+l37kvV61QJu1zEtbiLam19bR6PGfU+U73sh7IDXdZi1dk3Ui0tqkljY07su6cYo/m4qaCnTdQRHcliLep1ZCH5kp/2774LgLxXFqN4yV7wdaZO6Iya+fYtpo1Wb1k5dTOA+5ed/c2pfEx1dvmfXOrr7y28p7tF55hAQZgoDwMIKgIKoJq5M5ege7svCqWTmUwnMS2JKaSW7tlbmkVTruc2DnCTPuICwzAAAzAwFYZQFARVARVZerCA2k0N+SGOQ2/JKffuGPuU6o36ddbN211xyrk+ydPyYm5U3JJK7Y5t5EqZJ2hbDvtCINB+oF+gAEYGBMDCCqCiqCane2s3NhsJqeeO62m1FYvm3mloYjfRb1XaKcTnf7P3jR/TAkjlFjQjkAOmuAOWYEBGCiIAQQVQUVQC9q5kCgkCgZgAAZgAAZGYwBBRVARVASVCgAMwAAMwAAMBMUAgoqgIqgkpaCSEtWG0aoNxI24wQAMTBMDCCqCiqAiqAgqDMAADMAADATFAIKKoCKoJKWgktI0VQDYFipaMAADMDAaAwgqgoqgIqgIKgzAAAzAAAwExQCCiqAiqCSloJIS1YbRqg3EjbjBAAxMEwMIKoKKoCKoCCoMwAAMwAAMBMUAgoqgIqgkpaCS0jRVANgWKlowAAMwMBoDCCqCiqAiqAgqDMAADMAADATFAIKKoCKoJKWgkhLVhtGqDcSNuMEADEwTAwgqgoqgIqgIKgzAAAzAAAwExQCCiqAiqCSloJLSNFUA2BYqWjAAAzAwGgMIKoKKoCKoCCoMwAAMwAAMBMUAgoqgIqgkpaCSEtWG0aoNxI24wQAMTBMDCCqCiqAiqAgqDMAADMAADATFAIKKoCKoJKWgktI0VQDYFipaMAADMDAaAwgqgoqgIqgIKgzAAAzAAAwExQCCiqAiqCSloJIS1YbRqg3EjbjBAAxMEwMIKoKKoCKoCCoMwAAMwAAMBMUAgoqgIqgkpaCS0jRVANgWKlowAAMwMBoDCCqCiqAiqAgqDMAADMAADATFAIKKoCKo20xKyxst6XRa8nB5tKNEjq6JGwzAAAzAAAz4DCCoCCqCiqAGddRMkvaTNPEgHjAAA1VkAEFFUBFUBBVB3SYDVRw82GakCQZgoEgGEFQEFUE1cnJFHrY60mltyMN6RzqdjrQ2rkTitrwhrU70nr7f6dRlxRGa3FP8md8ky3J+V+SOzbIZOGAABmAABsrMAIKKoCKorqC6Yqrvr9R9WZ2blxUjsKmkdglqLKf1lTg5xn8jqQwWZR4saDv8wgAMjJMBBBVBRVBdQW1tyHJS5Uyrqul78zKbEc6soBqBHWY5yXpIeuNMeqwL3mAABmAgfAYQVAQVQe0pqHelrqf063czczT9931BjT/zpgTE0wM8aQ0/OZDA6SMYgAEYgIFJMYCgIqgIahGC2iW1JLlJJTnWC3swAAMwUD4GEFQEFUHtKaijnOLv8RtO52eq0OVLlgxw9BkMwAAMjI8BBBVBRVB7CuqIF0nlXFilF1slF00hq8gqDMAADMAADPRlAEFFUBFUkyT6VD4zt4zSW1G5F035c1Djo8tYUqPbUnXfmoqj8PEdhRNrYg0DMAAD5WMAQUVQEVSOYvsexZLYy5fY6TP6DAZgoOwMIKgIKoKKoCKoMAADMAADMBAUAwgqgoqgkpSCSkplP+qn/VSuYAAGYGD7DCCoCCqCiqAiqDAAAzAAAzAQFAMIKoKKoJKUgkpKVB62X3kghsQQBmCg7AwgqAgqgoqgIqgwAAMwAAMwEBQDCCqCiqCSlIJKSmU/6qf9VK5gAAZgYPsMIKgIKoKKoCKoMAADMAADMBAUAwgqgoqgkpSCSkpUHrZfeSCGxBAGYKDsDCCoCCqCiqAiqDAAAzAAAzAQFAMIKoKKoJKUgkpKZT/qp/1UrmAABmBg+wwgqAgqgoqgIqgwAAMwAAMwEBQDCCqCiqCSlIJKSlQetl95IIbEEAZgoOwMIKgIKoKKoCKoMAADMAADMBAUAwgqgoqgkpSCSkplP+qn/VSuYAAGYGD7DCCoCCqCOqSgzsweEB7EAAZgAAZgYNoZCEGwEVQEFUHNEdRpTz5sHwMsDMAADMDAVhgYt7QiqAgqguoIqt1Z5+efkCe/cESefvqoHDq0IEeOLPEgBjAAAzAAA5VhQMc+HQOf/MJh0THRjo/jElUEFUFFUGNBtTvfwScPyeHDS/Lc81+RxcWvytLxr8nxF07zIAYwAAMwAAOVYUDHPh0DdSw8fGRJdGy04+Q4JBVBRVAR1Ll5s9MdmH9cnn32OTl69MvypaUXK5OEkG8OPmAABmAABvoxoGPiF49+WZ555jnRsVJFtWhJRVAR1MoLqj0iPHjwWSOn/XZSPiOJwwAMwAAMVJUBLeDoWGnHzSIlFUFFUBHU2QNmfs3hI8c5nc/pOyrnMAADMAADPRjQ0/56un8cVVQEFUGttKDao8CDTx6WY8dOkJR6JKWqVgvYbiplMAADMOAzcPTYb4mOmXb8LKqKiqAiqAjq7AF5+ulj8vzCbyOoCCoMwAAMwAAM9GFAx0q9uh9BLU4g9+4tdtm7il5BWZa/Z8+MjPLYvXu/6EOPooo6QrM72KFDi1wY1SchUUHwKwjEg3jAAAxUlQG9YEpvQWXHz6LGZyqoxUkqghofAYwip/qbcQnq/plZc1+7qiYbtpuBFgZgAAZgYCsM6L3BdexUSUVQixPJogqRCCqCymkiqrIwAAMwAANTxwCCWj4pdWUXQQ1cUO3piX37qaBu5ciZ71JpgQEYgIFqM6CCqmOnHUeLqKJyisX9wc8AACAASURBVL84CUZQEdSpO2pmUKr2oET/0/8wAAPKAIJanDy6lc6iXiOoCCqCyqk9GIABGICBqWMAQUVQC78FVFF27i431Iuk7KmJnTzF/+L3P5a7H33iPz64IS9WIUG/9aHcLXhbX3/PxvZDeX2iMf2OvP3BJ/LOW1RTqKjBAAxUjwEEFUFFUAu8zVRRgnrr+9/ZxtHyNXnno4/l7W+UMOEVLai6/I8mLaa2XxBUpMSywDMsVI8BBBVBRVAR1G3I7piT5jgEteAK7fADLYI6fKzGzOFEK+tsK1xUgwEEFUFFUKdJUK3AmUpgzqlq7339PK0W+lMH0vePv2BFKXq+27P6qpVZu85PJLfK+40bcivv9+Z9u84+y7HbZwQhrxJs2+om8D7Lc0QjPbUfb8N71xJxz37mnXa3bbKxdX5nB1IT2/euiY1xEhuz3WnM/OkLedtyWry2BCPTbrx5bfudZ1iAgdEZQFARVAR12gRVJdGRJCM0zt/HX+gWOytQSTK10mUELhKlWx982HdawOvvWcHUhBRJoSdysQxqexJBi99z1993OV67urcjlWmbFLPfyZe+/O2OltEVv1gqk20zbfpYbnkxtuuPns32ffCxvONOzciRdbOuRDq725qNnRu3ZBsc6eY9vx+IB/GAgfIwgKAiqAhqCQU1e5FUInymiueK4mk57kmdJqestOnfmd+YqqmdpxoLqitXQ0hQVqaSgWFge/wE6i3H+212O/R3vtSpwCWxsW3WZfSSSW/5p+W4V9lN2+WJof6mK37pd3W7I0H1L2Tztsu2zesbf1tMWxJ5tcvP6zv7Gc8Jc0l8iQkxgYGyMICgIqgIagkFtUu67ACcFSx9v0uyMmIXVwSz0qt/R1XCjCjZdeU8q3S5y8lvp67fLjtPoDOnsT9yKq7e9mW2w7THb2u2PUnbukQvHrS85cdty5NZ93vu65yYJILqLUfbaQ8A3AHTbb/7Om6LM4Ui2Za8KRM92lGWgYl2ukzwGh6qyQCCiqAiqAiq3OolbDnSlztYxJKbnPZ+IZLMfEGNK4qxsKlEJr8btBxPBocT1GTZw0ibt/w+gqrttDHL/iZnPV7FNYlpnqBGccs9MND1eJJbzUErl7+cmPM9+ICBcjOAoCKoCGrVBdU7rZyX0DKVvBwZyBcwp/KZ/Y0RUZ1WoJKZTi8YuBxPBvPa5Vdnu5eXt33Oe97y86rP0Xe95WZ/k91We4o/I5cjneJ3YsXg6/RbTsyJD/GBgXIzgKAiqAhqJQXVqVrG1c6uK8jfs3Mm80Qwk/hU0hx5MgLnnprvEoh4me996M8RHbScjAyaU/i2kmm3w50+kFOR1Tm5PauqmeXbOa1e5dIs06l+dv0mE5segmrmBmdOz5vtSUQ2G/fob68tKvjx903MbSy8NvrSzqDd3T/EhJjAQHgMIKgIKoJaQkFN5x/aOZ9xFTJPlpJqZZqArEC6UmnkKJnj6AhY5sKjXonc/b2e2te/e53iN8vQtmYETd/vu5yu7Yvky8bjnbeyUmeroDZO/h0Ourala/lRzNw2dbW5x2/cZXsVV1fWY4G27fflM2db4r5Ivu8cFJg2WkF1Yxuvo6eUu+3hdXJrMbf/eJ3mDmJBLMbFAIKKoCKoJRPUcSUH1sNABAMwAAMwMCkGEFQEFUFFUKkaUTmEARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJLSpI7WWS+VIhiAARgIhwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlKhghFPBoC/oCxiAgUkxgKAiqAgqgoqgUjmBARiAARgIigEEFUFFUAsU1Nm5eZmZPSD7Z2bl0KEF+dLSi0ElgEkdGbNeqjIwAAMwAAO9GNCxUsdMHTt1DNWxtIjHX//i72T37v3msWfPjIzy2Lu33CJZVPt3FbXgsi13FKj0NxZMhbQI+F1BfeqpL8rC4u8gqFQpYAAGYAAGYKAPAzpW6piJoJZXfhHU+MglfEGdkycOPivHnvsKSalPUup1NM37VFpgAAZgoDoMPPf8V8yYuX9mjgpqSSu0CGpJBFVPUczMfl6OHHlBlo5/DUlFUmEABmAABmAghwEdIw8fWZKZ2WiKHKf4y1lFRVBLJKj79s/K448/JUeP/SZJKScpUR2pTnWEvqavYQAGejFw9OiX5bHHnhIdM6PiDnNQyzbtUtuLoJZAUO08VN3RdId7+uljojsgF0yRoHslaN6HDRiAgaoxoGOijo3PPHNsLHKqYzMXSRVXnUVQSyaoOuHbVFKfeEYOH14SnWezuPhVTvtTUaWqDgMwAAOVY0ClVMdAHQt1THz8iWfMGGkvjiry9D6CWpycUkGN5VQDEfJFUroTuFVUK6lzBx6TgwcPmSsV9XYaes83HsQABmAABmCgKgzo2KdX6+tYqGOiFnDGJacIKoI6lvuslkFQXUm1p/t1Z0wfM7JvPw9iAAMwAAMwUBUG3DEwnXNadOXUFo44xV+cpHKKvySn+O3OkJVU3Qn1Nhp6xGgrq6mw+jsu7xMPGIABGICBaWHAjnv2VlI6HtqHO2YW+RpBRVALr6KWpYLq7mh2R+Q5TUrEgljAAAzAQHUZcMfIcbxGUBFUBHXI/6aNxFzdxEzf0/cwAANVYmAcAjpoHQgqgoqgDimog3YmPi/m/2MmrsQVBmAABqrHAIKKoCKoCKq5kwEDQPUGAPqcPocBGAiVAQQVQUVQEVQEFQZgAAZgAAaCYgBBRVARVJJSUEkp1KN52kWlCQZgAAbGxwCCiqAiqAgqggoDMAADMAADQTGAoCKoCCpJKaikRIVifBUKYk2sYQAGQmUAQUVQEVQEFUGFARiAARiAgaAYQFARVASVpBRUUgr1aJ52UWmCARiAgfExgKAiqAgqgoqgwgAMwAAMwEBQDCCoCCqCSlIKKilRoRhfhYJYE2sYgIFQGUBQEVQEFUFFUGEABmAABmAgKAYQVAQVQSUpBZWUQj2ap11UmmAABmBgfAwgqAgqgoqgIqgwAAMwAAMwEBQDCCqCiqCSlIJKSlQoxlehINbEGgZgIFQGEFQEFUFFUBFUGIABGIABGAiKAQQVQUVQSUpBJaVQj+ZpF5UmGIABGBgfAwgqgoqgIqgIKgzAAAzAAAwExQCCiqAiqCSloJISFYrxVSiINbGGARgIlQEEFUFFUBFUBBUGYAAGYAAGgmIAQUVQEVSSUlBJKdSjedpFpQkGYAAGxscAgoqgIqgIKoIKAzAAAzAAA0ExgKAiqAhqn6S0Uu9Ip1OXFfOdK/Kw1ZFOa0OW+/wmPcK+K/VORzr1u0Ht9Gn7xnckzDqJNQzAAAzAwFYYQFARVAS1j2wiqCTUrSRUvgsvMAADMLAzDCCoCCqCOrSgbnWno4JKot4qM3wfZmAABmBAGUBQEVQE1RHUqGKqp/WjU/MDK6gr9ei7+n19eKf/8wQ1fs9+v9OSh8uZZLS8Ia3k84606nXzd2vjSjRVIP48+Vvbn/feXGZdTDVgqoXDOhKQ2e+IDfsHDATFAIKKoCKocVKKZNQRxkQ+e89BXanbz3Swywpp5m8rno4oLm+0pONKatd34nmvnY4kQpono13vRetOftPVNgZnBA0GYAAGYCBcBhBUBBVBVUHtErxopx1YQc0ccZvvJ1VUX1D9Zdmk4H8nElZXenPaltfWzHt5y8lfv20HzwxUMAADMAAD4TCAoCKoCKpKZlwtra/4O6cvdTlX8SdV1vgUv3ea35XPnN8auXXfd1877cjIZ65Me9+Jl+NMEzDTD8zfGfnNCDbJ2Yk7sQnqdB9swiYMVIsBBBVBRVBHFVRPCqPE0buC2kM+59z33ddOIsquJ/u3tt97r8dyEC6ECwZgAAZgoCQMIKgIKoKqO6sneFYOY9HrcR/UrvmjnmzqMtwK6rz41Vi7jiG+E1dpk/mkeW3NfCd/XXadPFOJgQEYgAEYCJsBBBVBRVDN0WRWRuclEtA+N+rPTguwp/t7zEG1EuzeuL9Lcu0ykgupYoF1L5LqEmHb9u4Lqdx16frr9k4AJTmCZgAJewChf+gfGICBohhAUBFUBDWRtVT0hr3NVFSpzNyWqpegmvWkwhnNC82ZE2ol1cwZbcnDlei2U0kFVZcTV1GjZQzzHW2jc4eCZJtJrkUlV5YLWzAAAzAwOgMIKoKKoIYua9lKbejtpX3McYMBGIABGNgmAwgqgoqgbnMn2tEj5JV6er9T06644ppUZUc/Gt3RdoYUM9rCQAgDMAADU8cAgoqgIqghJTbv9H46dQC5RMxhAAZgAAaqxACCiqAiqCEJKm2ZuipAlQYUthWBggEY2CkGEFQEFUFFCpFCGIABGIABGAiKAQQVQUVQSUpBJaWdOvpmOVRyYAAGYKC8DCCoCCqCiqAiqDAAAzAAAzAQFAMIKoKKoJKUgkpKVDzKW/Gg7+g7GICBnWIAQUVQEVQEFUGFARiAARiAgaAYQFARVASVpBRUUtqpo2+WQyUHBmAABsrLAIKKoCKoCCqCCgMwAAMwAANBMYCgIqgIKkkpqKRExaO8FQ/6jr6DARjYKQYQVAQVQUVQEVQYgAEYgAEYCIoBBBVBRVBJSkElpZ06+mY5VHJgAAZgoLwMIKgIKoKKoCKoMAADMAADMBAUAwgqgoqgDpmUZmYPCA9iAAMwAAMwMO0MhFB5RlARVAQ1R1CnPfmwfQywMAADMAADW2Fg3NKKoCKoCKojqHZnnZ9/Qp78whF5+umjcujQghw5ssSDGMAADMAADFSGAR37dAx88guHRcdEOz6OS1QRVAQVQY0F1e58B588JIcPL8lzz39FFhe/KkvHvybHXzjNgxjAAAzAAAxUhgEd+3QM1LHw8JEl0bHRjpPjkFQEFUFFUOfmzU53YP5xefbZ5+To0S/Ll5ZerEwSQr45+IABGIABGOjHgI6JXzz6ZXnmmedEx0oV1aIlFUFFUCsvqPaI8ODBZ42c9ttJ+YwkDgMwAAMwUFUGtICjY6UdN4uUVAQVQUVQZw+Y+TWHjxzndD6n76icwwAMwAAM9GBAT/vr6f5xVFERVAS10oJqjwIPPnlYjh07QVLqkZSqWi1gu6mUwQAMwIDPwNFjvyU6Ztrxs6gqKoKKoCKoswfk6aePyfMLv42gIqgwAAMwAAMw0IcBHSv16n4EtTiB3Lu32GXvKnoFZVn+nj0zMspj9+79og89iirqCM3uYIcOLXJhVJ+ERAXBryAQD+IBAzBQVQb0gim9BZUdP4san6mgFiepCGp8BDCKnOpvxiWo+2dmzX3tqpps2G4GWhiAARiAga0woPcG17FTJRVBLU4kiypEIqgIKqeJqMrCAAzAAAxMHQMIavmk1JVdBDVwQbWnJ/btp4K6lSNnvkulBQZgAAaqzYAKqo6ddhwtoorKKf7iJBhBRVCn7qiZQanagxL9T//DAAwoAwhqcfLoVjqLeo2gIqgIKqf2YAAGYAAGpo4BBBVBLfwWUEXZubvcUC+SsqcmdvIU/4vf/1jufvSJ//jghrxYhQT91odyt+Btff09G9sP5fUiY/qNG3LrI7uO78jbH3wit77/naEGGcPAe9eG+i7VKKpRMAADZWQAQUVQEdQCbzNVlKAOKzL5SemavPPRx/L2N0qYtIsWVF1+Io0FxwdBRbCLPABi2fBVcgYQVAQVQUVQy5PIxyGoBVdok4MGT1C3JsNUULcWryTmJR+w2Q76vUoMIKgIKoI6TYJqBc5UAnNOVXvv6+f2FPNp8acOpO8ffyE6/fzOW9Hz3Z7VV63M2nX2OF1tpCyneuvJWp/l2O0zopFXCbZtdQeyPstzhCU9tR9vg3MKPfvZO285y7dtsrF1fucNJvZzE6MP5XVvm0+LrsOvjPdud56g+v2XXZa21/Zfun3eOjPtidqeE2PzvbSfvVg48fS2nffLcxBIX9FXgTCAoCKoCOq0CaoKkCNJRq6cv4+/0C0dXcJjpcskqkhsbn3wYd9pAa+/50ptJFd58uJJUZwI3fX3XY7Xru7tsBKWrjf7nTyBzZFNJ0F3xS8WtGQdpk0fyy0vxs4ydVnmN66YR/FxDxCycekXBzdeKoLmb6/yGy3fFd7sdpjffOSI7DCC2vWdbHwz2+3EEWElNjAAA1thAEFFUBHUEgpq9iKpRERMlc4VxdNy3JM6TZBZqdC/M78x1TYrVLGgDnkBj01AWeGy7w9uj5/EveV425LdDv2dL6AqYUlsrCzpMnrJpLd8K5bZ2MRCaJehv+mKX59tcNvh/M7bTvsd59n93BfUvDhk+r1LLNNYJfHJ/Y6/bG1DIuZx23Jj7LQ76XfeozIHAzCwBQYQVAQVQS2hoCZSkd3Zs4Kln3eJhy8d0efpKVtXfiMZ8aWvn3CowLi/z2+nrt8RnZw291yO993MdphY+G3NLidpm1dtdGTSW34seVZE3Vi733Nfu99JXmubrOw768r0i7Y1G69s++3nnqDqcvK2x12+tjFnO7x1ut9P2u7GOIptEkNnOkfesvtxwmcOB0mseQ8uYMBlAEFFUBFUBDVfcJKB05c+N4Ekr43cONL5Qt6cyjT5uoKlkpRU5QYtx5NBV57ssv22estOtsd+N+fZW34fQdV2WinM/qZrPSMI6oA4uPEzBxi2Ld66NT5x9XfHBDVHtL115sSUz6mawQAMjMAAgoqgIqhVF9SuU/5ZyfClL5FSJ+F4wmTej35jK35dvzECpvLkSJSdS+lV+jLL8WQwr126vFR4u9uV3bbM397y86rP0fe95WZ/48Ql2u7MNtjP9XdWIDNC7y0/J57+53minjnFn1lXfrtylmP6KZVSr+Jqt4Nn5AMGYKAABhBUBBVBraSgphKnsqLi4d8A/zvy9nv25v95Ipgjdo5sGYFyL8DpSl7xMt/70D+tnRGpruVkZDDbbvO3I6h2+kJSodV2vPVhWrHNtiuzfDun1TuFnZG27jm1mdjE6/TvfhCJdC9BNcvsE09fUPP6zxf1vO3oiq29yj85QIj6yGu36Z9UWJWdF79vL57z12n6Il6WWVdulTcnVtk+4W/kBwYqyQCCiqAiqCUU1O55gM6p3KwIJNXKVAasnGQFKV2uKyFDCKqV3HheolZOVVB6VlBzpS1qn5VMbUvXcroE0opeNPfV3grLE1Kz/c7c2ETA0nhEFcVM1dEZFN02ecJmtyMbc+e3dtlpzLUtg28z5a4zGwezrMx2+Mv3D0CiNvixyi7TfMeLlTKgv3FZiGPkzD9N+jj+rTtv2Yq92ZYhYmRjxXMOmzlMESfiNM0MIKgIKoJaMkGd5oTEto1zwB3uwIM+GWefsC54gwHLAIKKoCKoCGolTx/ZJFiNZ62E+rfLoqqJCFSDffq5rP2MoCKoCCqCiqBW4fSpd/o+O+eYQbysgzjtht1pZQBBRVARVAQVQa2CoLKNcA4DMFAiBhBUBBVBRVBJ2iVK2tNaLWG7qATCAAy4DCCoCCqCiqAiqAgqDMAADMBAUAwgqAgqgoqgBpWU3CNoXlNRgQEYgIFqMoCgIqgIKoKKoFI5gQEYgAEYCIoBBBVBRVAR1KCSEtWSalZL6Hf6HQZgwGUAQUVQEVQEFUGlcgIDMAADMBAUAwgqgoqgIqhBJSX3CJrXVFRgAAZgoJoMIKgIKoKKoCKoVE5gAAZgAAaCYgBBRVARVAQ1qKREtaSa1RL6nX6HARhwGUBQEVQEFUFFUKmcwAAMwAAMBMUAgoqgIqgIalBJyT2C5jUVFRiAARioJgMIKoKKoCKoCCqVExiAARiAgaAYQFARVAQVQQ0qKVEtqWa1hH6n32EABlwGEFQEFUFFUBFUKicwAAMwAANBMYCgIqgIKoIaVFJyj6B5TUUFBmAABqrJAIKKoCKoCCqCSuUEBmAABmAgKAYQVAQVQUVQg0pKVEuqWS2h3+l3GIABlwEEFUFFUBFUBJXKCQzAAAzAQFAMIKgIKoKKoAaVlNwjaF5TUYEBGICBajKAoCKoCCqCiqBSOYEBGIABGAiKAQQVQUVQEdSgkhLVkmpWS+h3+h0GYMBlAEFFUBFUBBVBpXICAzAAAzAQFAMIKoKKoCKoQSUl9wia11RUYAAGYKCaDCCoCCqCiqAiqFROYAAGYAAGgmIAQUVQEVQENaikRLWkmtUS+p1+hwEYcBlAUBFUBBVBRVCpnMAADMAADATFAIKKoCKoCGpQSck9guY1FRUYgAEYqCYDCCqCiqAiqAgqlRMYgAEYgIGgGEBQEVQEFUENKilRLalmtYR+p99hAAZcBhBUBBVBRVARVConMAADMAADQTGAoCKoCCqCGlRSco+geU1FBQZgAAaqyQCCiqAiqAgqgkrlBAZgAAZgICgGEFQEFUFFUINKSlRLqlktod/pdxiAAZcBBBVBRVARVASVygkMwAAMwEBQDCCoCCqCiqAGlZTcI2heU1GBARiAgWoygKAiqAgqgoqgUjmBARiAARgIigEEFUFFUBHUoJIS1ZJqVkvod/odBmDAZQBBRVARVAQVQaVyAgMwAAMwEBQDCCqCiqAiqEElJfcImtdUVGAABmCgmgwgqAgqgoqgIqhUTmAABmAABoJiAEFFUBFUBDWopES1pJrVEvqdfocBGHAZQFARVAQVQUVQqZzAAAzAAAwExQCCiqAiqAUK6uzcvMzMHpD9M7Ny6NCCfGnpxaASgHu0ymuqFzAAAzAAAyEwoGOljpk6duoYqmNpEY+//sXfye7d+81jz54ZGeWxd2+5RbKo9u8qasFlW+4oUOlvLJgKaRHwu4L61FNflIXF30FQqVLAAAzAAAzAQB8GdKzUMRNBLa/8IqjxkUv4gjonTxx8Vo499xWSUp+kFMKRO22gggQDMAADk2Xguee/YsbM/TNzVFBLWqFFUEsiqHqKYmb283LkyAuydPxrSCqSCgMwAAMwAAM5DOgYefjIkszMRlPkOMVfzioqgloiQd23f1Yef/wpOXrsN0lKOUmJisVkKxbEn/jDAAyEwMDRo1+Wxx57SnTMjIo7zEEt27RLbS+CWgJBtfNQdUfTHe7pp4+J7oBcMMVgEMJgQBvgEAZgIAQGdEzUsfGZZ46NRU51bOYiqeKqswhqyQRVJ3ybSuoTz8jhw0ui82wWF7/KaX8qqlTVYQAGYKByDKiU6hioY6GOiY8/8YwZI+3FUUWe3kdQi5NTKqixnGogQr5ISncCt4pqJXXuwGNy8OAhc6Wi3k5D7/nGgxjAAAzAAAxUhQEd+/RqfR0LdUzUAs645BRBRVDHcp/VMgiqK6n2dL/ujOljRvbt50EMYAAGYAAGqsKAOwamc06LrpzawhGn+IuTVE7xl+QUv90ZspKqO6HeRkOPGG1lNRVWf8flfeIBAzAAAzAwLQzYcc/eSkrHQ/twx8wiXyOoCGrhVdSyVFDdHc3uiDynSYlYEAsYgAEYqC4D7hg5jtcIKoKKoA7537SRmKubmOl7+h4GYKBKDIxDQAetA0FFUBHUIQV10M7E58X8f8zElbjCAAzAQPUYQFARVAQVQTV3MmAAqN4AQJ/T5zAAA6EygKAiqAgqgoqgwgAMwAAMwEBQDCCoCCqCSlIKKimFejRPu6g0wQAMwMD4GEBQEVQEFUFFUGEABmAABmAgKAYQVAQVQSUpBZWUqFCMr0JBrIk1DMBAqAwgqAgqgoqgIqgwAAMwAAMwEBQDCCqCiqCSlIJKSqEezdMuKk0wAAMwMD4GEFQEFUFFUBFUGIABGIABGAiKAQQVQUVQSUpBJSUqFOOrUBBrYg0DMBAqAwgqgoqgIqgIKgzAAAzAAAwExQCCiqAiqCSloJJSqEfztItKEwzAgifm7AAAFgdJREFUAAyMjwEEFUFFUBFUBBUGYAAGYAAGgmIAQUVQEVSSUlBJiQrF+CoUxJpYwwAMhMoAgoqgIqgIKoIKAzAAAzAAA0ExgKAiqAgqSSmopBTq0TztotIEAzAAA+NjAEFFUBFUBBVBhQEYgAEYgIGgGEBQEVQElaQUVFKiQjG+CgWxJtYwAAOhMoCgIqgIKoKKoMIADMAADMBAUAwgqAgqgkpSCiophXo0T7uoNMEADMDA+BhAUBFUBBVBRVBhAAZgAAZgICgGEFQEFUElKQWVlKhQjK9CQayJNQzAQKgMIKgIKoKKoCKoMAADMAADMBAUAwgqgoqgkpSCSkqhHs3TLipNMAADMDA+BhBUBBVBRVARVBiAARiAARgIigEEFUFFUElKQSUlKhTjq1AQa2INAzAQKgMIKoKKoCKoCCoMwAAMwAAMBMUAgoqgIqgkpaCSUqhH87SLShMMwAAMjI8BBBVBRVARVAQVBmAABmAABoJiAEFFUBFUklJQSYkKxfgqFMSaWMMADITKAIKKoCKoCCqCCgMwAAMwAANBMYCgIqgIKkkpqKQU6tE87aLSBAMwAAPjYwBBRVARVAQVQYUBGIABGICBoBhAUBFUBJWkFFRSokIxvgoFsSbWMAADoTKAoCKoCCqCiqDCAAzAAAzAQFAMIKgIKoJKUgoqKYV6NE+7qDTBAAzAwPgYQFARVAQVQUVQYQAGYAAGYCAoBhBUBBVBJSkFlZSoUIyvQkGsiTUMwECoDCCoCCqCiqAiqDAAAzAAAzAQFAMIKoKKoA6ZlGZmDwgPYgADMAADMDDtDIRQVUVQEVQENUdQpz35sH0MsDAAAzAAA1thYNzSiqAiqAiqI6h2Z11Y/JJcuPBtWV6+ItevX5c/+7M/40EMYAAGYAAGKsOAjn06Bp6/cEF0TLTj47hEFUFFUBHUWFB155v//GPy6mu/L3fu3JGf//zn8stf/lL++Z//WfhHBIgAESACRKBKEdCxT8fATz/9VG7fvi2vvvaazB34vBHVcUgqgoqgIqhz82aHO3rsefmTP/kT+clPfiK//vWvq5SH2FYiQASIABEgAj0joGPiJ598IlevXhMdK7WgU7SkIqgIauUF1Z62ePXV14yc9txD+YAIEAEiQASIQIUjoAUcHSvtuFmkpCKoCCqCOntAFr+0JB988IH80z/9U4VTD5tOBIgAESACRKB3BHSM/NGPfjSWKiqCiqBWWlDtUeC3zl+Qv/zLv+y9V/IJESACRIAIEAEiID/96U9Fx0w7fhZVRUVQEVQEdfaA/Oc/+iP527/9W1IPESACRIAIEAEi0CcCf/M3fyNvv/02grq3OIHcW/CydxW9grIsf8+eGRnlsXv3ftGHHkUVdYRmjwD/9E//lAuj+iQkPiICRIAIEAEioBH4h3/4B/nBD36AoBYskUU6HoIad94ocqq/GZeg7p+ZNfe1I/UQASJABIgAESACgyOg9wbXsVOLPEUVkDjFX1yFFkFFUAfv5XyDCBABIkAEiEDJIoCgFiePRVZO7bIR1MAF1Z7e37efCmrJciPNJQJEgAgQgQlGQAVVx047jhZRRaWCWpwEI6gI6gTTB6smAkSACBABIlBMBBDU4uTRVjmLfEZQEdRiMgNLJQJEgAgQASIwwQggqAhq4beAKtLQ7bJDvUjKnprgFP8EsxyrnqII/Exu7tolu+zj5s+2sG2/kk/O7ZIt/WSopUdt2vnlDrVyvkQEpjYCCCqCiqAWeJspBHVqcycbNu4I/OoTObfrnHzyq3TFv/rk3BaEc1yCWtR60u3mFRGoQgQQVAQVQUVQq5Dr2MaSR0BldNe2ypTjEsdxrafkHUrzicCACCCoCCqCiqAOSBN8TAQmH4FBgpr7+c9uyq5zn0hUdE3F8Wc3e00T0NP1WqV1pxLcFDORQJdlpxYky9S4pMsVU+V1lp2p+E4+irSACJQnAggqgoqgIqjlyVi0tLoRiOWvVxF1WEE9d86dFhDJZVqZtWIaS6mIGJk9d07OJSuOfnMumWvgCKrpnezf1e0ytpwIbCcCCCqCiqAiqNvJIfyWCIwvAkmF0p+Lqg0YWlATsYybbZZphTTngifzub8+f11ZIc3+Pb7wsCYiME0RQFARVAQVQZ2mnMa2VCEC9nS7c6rdl8Y4CD1O8fshsqf19V33dfwtT2CHWS6C6seXv4jAaBFAUBFUBBVBHS178CsiMNEIRCJoT7UjqBPtDFZOBHY8AggqgoqgIqg7nlhYIBEYRwQ8KfWqpdHazedJldUX2qR93u+ooCZx4QURmHAEEFQEFUFFUCechlg9ERgcAZXN5Dol8/WMcMbzU5PvxH9nr+Lf5V1ZH805tVXYnTzFny5z8LbxDSJABLojgKAiqAgqgtqdGXiHCAQYAe/2ULu6/1coUzF1bwXlVUft3NDo2d4yyhfJnaigmkv/41tS+RdXBRhSmkQEgo0AgoqgIqgIarAJioYRASJABIhANSOAoCKoCCqCWs3sx1YTASJABIhAsBFAUBFUBBVBDTZB0TAiQASIABGoZgQQVAQVQUVQq5n92GoiQASIABEINgIIKoKKoCKowSYoGkYEiAARIALVjACCiqAiqAhqNbMfW00EiAARIALBRgBBRVAR1AIFdXZuXmZmD8j+mVn5wQ9+IL/+9a+DTQY0jAgQASJABIhACBHQsVLHTB07dQzVsbSIx1//4u9k9+795rFnz4yM8ti7t9wiWVT7dxW14LItdxSo9DcWTIW0CPhdQb18+Q/ll7/8ZQj7Pm0gAkSACBABIhBsBP7+7/9edMxEUMsrvwhqfOQSvqDOyTdffU3+6q/+KtiEQMOIABEgAkSACIQQgZ///OdmzNw/M0cFtaQVWgS1JIKqpyiePXRY7t69K//2b/8Wwv5PG4gAESACRIAIBBeBf/3Xf5Uf/ejP5ZlnDxs55RR/OauoCGqJBHXf/ln5+te/Ln/xF38RXEKgQUSACBABIkAEQojAT37yE/nd3z0tOmaqnCKoCGqpL5YK+RS/nYeqO5mervje974nugNywVQIqZA2EAEiQASIQAgR0DFRx8bvfe+qGSuLllMdm7lIqjj5pYJaggqqL6izMnfg8/J733xV7ty5IzrPRi+c+pd/+ZcQ8gNtIAJEgAgQASIwtgj84z/+oxkDP/30UzMmfvObr5ox0l4cVWT1FEEtTk71QnsEtSSCmpVUPXXx/PML8q1vnZe3316W69evi97zjQcxgAEYgAEYqAoDOvbpGKhjoY6JOjaOS04RVAR1LFMHQj/FrzuCK6l6VKg7ov+YkX37eRADGIABGICBqjDgj4P2tH7RlVM7JnOKvzhJpYJaogqq3SHcHVBf67xUPWLUhy+s/E08YAAGYAAGppMBO+7ZW0m5Y6MdL4t+RlAR1MKrqGWpoLo7m7sz8jq6UpM4EAcYgAEYqC4D7hg5jtcIKoKKoA7537SRmKubmOl7+h4GYKBKDIxDQAetA0FFUBHUIQV10M7E58X8f8zElbjCAAzAQPUYQFARVAQVQTUXiTEAVG8AoM/pcxiAgVAZQFARVAQVQUVQYQAGYAAGYCAoBhBUBBVBJSkFlZRCPZqnXVSaYAAGYGB8DCCoCCqCiqAiqDAAAzAAAzAQFAMIKoKKoJKUgkpKVCjGV6Eg1sQaBmAgVAYQVAQVQUVQEVQYgAEYgAEYCIoBBBVBRVBJSkElpVCP5mkXlSYYgAEYGB8DCCqCiqAiqAgqDMAADMAADATFAIKKoCKoJKWgkhIVivFVKIg1sYYBGAiVAQQVQUVQEVQEFQZgAAZgAAaCYgBBRVARVJJSUEkp1KN52kWlCQZgAAbGxwCCiqAiqAgqggoDMAADMAADQTGAoCKowQvqT//np3L4yNGgdhyOosd3FE2siTUMwAAMVIuBI//+qPz0f/wv2b17v3ns2TMjozz27i1O8sq87F1lbvxOtn0UqPQ3Fsy7//W/y0tffwVB5egeBmAABmAABirAwMv/4Yys/PijxANG9YiddJlpWhaCGh+5jAqWFdTvXrkmb/7BZZJSBZISVZJqVUnob/obBmAgj4E/uPSf5PJ3/xhBLagCjKDukKDu2zcvjf/zCwQVQYUBGIABGICBCjDwv5stM/3QFqpGLXRNU9VzJ7cFQd0hQVVAz/7eOfnzlf9GYqpAYso7muY9qiwwAAMwUA0GPvjxPfnGK68m1VN1AAR1Z+fSIqg7KKi7d++TV1/9lvz5yiqSiqTCAAzAAAzAwBQy8OGP78mZs+dEx3xbPUVQd1ZOtRKLoO6woCqwr5x5TRr/9//Jf7z0XdFJ1FzdX40jaion9DMMwAAMTB8DerW+juU6putp/ahyqnKKoO7kKf3sshDUbQqqlvTTIygL7D753Ofm5A+/+8ey8l/+u+gtqPReaTyIAQzAAAzAAAyUiwG9ldSHP/5I/vC7f2RO40diasf77d1iSh0iK2b8HVVjEdSCBPWzn90n9vGZz/w76f34nHzmM4Mfv/EbnxMexAAGYAAGYAAGtsbAMGNs9J3eY7Udz/UZQd350/l5Uo6g7qig6pFUCq8L9Gc/2xv84Xeere2UJDHiBQMwAAMwUFUGtjK29ioi6djtjuXuGJ+ePR39AikqqL1lF0GNBVXtfdQr8FxIXXhdqKPXCnqeqA6uoPbb0aqafNhuBl4YgAEYgAFloN8YOdxn/tgciakvpzqOu2O8O/aP6g95lUPe4xR/17yPUQHT36WgpgB3C2p62j+FP5LWz372czLMY7gdbSd2VpZBrGEABmAABsrLwDBjavQdOw7bZ3es9l/nCep23AEZpYLaJaN5UGwHstEk1YJvd4rRn3udnuB9/6iYeBAPGIABGJguBroLPqOMpXY87v2803Kq3pDnIrxHBbULjMkJqu4Qo+xQ/Ia4wQAMwAAMwMD2GOgtpe6ZUAS1d7WzCKlmDuoOzEF1xXbrp/qzOwaJZnuJhvgRPxiAARiAgWEYyI6/vf8uQk6poPYXXgR1hwXVyqoLs3sENvzrYXYuvkMShgEYgAEYgIGtMdBbRHuN0e6Ybsf5nXguovI4LctEUB1B1U7dCeDSZaS3neoF/eD3STxbSzzEi3jBAAzAAAzkMbB1MdUx2srpnj3bu51U6gYzxjWmRSSL2g4EtWBBVaDtaf/BMjrMzpO30/EeyRgGYAAGYAAGfAaGGVP7f8eO35GcIqhFyWjechHUQgVVj5IU6FRSLew8ExMYgAEYgAEYCJ8BO45nK6Db/TtPyngvnZeKoGYEVeHYLnTdv0dSScLhJ2H6iD6CARiAAZ8B5DQVxnHLM4I6FkGlkkrS85Me8SAeMAADMBA2A0XJqRaxxi17ZVwfgjo2QUVSScZhJ2P6h/6BARiAgYiBIuUUQR2uKougjlVQU0lV+EkExAAGYAAGYAAGwmEgFdOdvSAqO/WvjBXNcbcZQc0RVO2ELEw7/3c0LxVRDScxMUjQFzAAAzBQTQbGJaZUT4ernqqHIagTE1StplJRZTCo5mBAv9PvMAADITAwTjG1ha5xVyLLuj4EtYegjqeKaiXVF1W7w4Sw89IGBhEYgAEYgIFpYcCOr/6zOxYX+7qssjiJdiOowQiqu1Okp//9nSj//WlJHGwHgyAMwAAMwMAoDAwzVvrfccfc8b2ehOiVdZ0Iah9B1U61JflwnvMl1d/x+A7xgAEYgAEYqDoD4xPPYRyhrKI4qXYjqKUT1LB2uGF2Sr5Dn8EADMAADFSdgUmJXlnXi6AOEFTt2KrvVGw/AwsMwAAMwAAMjM5AWSVxku1GUIcQVCR19J2ShEbsYAAGYAAGqszAJCWvzOtGUBFUKsTmdl8MIFUeQNh2+IcBGCiKgTJL4iTbjqAOKajaSUXBy3JJjDAAAzAAAzAwfQxMUvDKvm4EdQuCiqROX/JgQKBPYQAGYAAGimCg7II46fYjqFsUVCSVRFZEImOZcAUDMAAD08PApOVuGtaPoI4gqEjq9CQRBgT6EgZgAAZgYCcZmAY5DGEbENQRBdV23k5CzbJIkjAAAzAAAzBQTgasF/A8KzsRAwR1m4KqnUAyKWcyod/oNxiAARiAgZ1gYCeEjGX4Youg7oCgWqh2AnKWQbKEARiAARiAgXIwYMd/nn253Il4IKg7KKi2Q0gs5Ugs9BP9BAMwAAMwMAoDdrzneefF1MYUQS1AUG1wR4Ge35AsYQAGYAAGYCBMBuz4znNxYmpji6AWKKg2yPpMsgkz2dAv9AsMwAAMwEA/BtyxnNfFi6mNMYI6JkG1AXef++0QfEbChAEYgAEYgIHxMuCO0bwen4zmxRpBnaCg5nWIfY+kNN6kRLyJNwzAAAxUgwE7zvI8WQEdFH8ENVBBHdRxfB72jkX/0D8wAAMwAAMwMDoDCCqCuiM31GUnHH0nJHbEDgZgAAZgAAZ8BhBUBBVBhQEYgAEYgAEYgIGgGEBQATIoIDmC9I8giQfxgAEYgAEYqCIDCCqCiqDCAAzAAAzAAAzAQFAMIKgAGRSQVTxKZJupjsAADMAADMCAzwCCiqAiqDAAAzAAAzAAAzAQFAMIKkAGBSRHkP4RJPEgHjAAAzAAA1VkAEFFUBFUGIABGIABGIABGAiKAQQVIIMCsopHiWwz1REYgAEYgAEY8BlAUBFUBBUGYAAGYAAGYAAGgmIAQQXIoIDkCNI/giQexAMGYAAGYKCKDCCoCCqCCgMwAAMwAAMwAANBMYCgAmRQQFbxKJFtpjoCAzAAAzAAAz4DCCqCiqDCAAzAAAzAAAzAQFAMIKgAGRSQHEH6R5DEg3jAAAzAAAxUkQEEFUFFUGEABmAABmAABmAgKAYQVIAMCsgqHiWyzVRHYAAGYAAGYMBnAEFFUBFUGIABGIABGIABGAiKAQQVIIMCkiNI/wiSeBAPGIABGICBKjKAoCKoCCoMwAAMwAAMwAAMBMUAggqQQQFZxaNEtpnqCAzAAAzAAAz4DCCoCCqCCgMwAAMwAAMwAANBMYCgAmRQQHIE6R9BEg/iAQMwAAMwUEUGEFQEFUGFARiAARiAARiAgaAYQFABMiggq3iUyDZTHYEBGIABGIABnwEEFUFFUGEABmAABmAABmAgKAYQVIAMCkiOIP0jSOJBPGAABmAABqrIAIKKoCKoMAADMAADMAADMBAUAwgqQAYFZBWPEtlmqiMwAAMwAAMw4DOAoCKoCCoMwAAMwAAMwAAMBMUAggqQQQHJEaR/BEk8iAcMwAAMwEAVGUBQEVQEFQZgAAZgAAZgAAaCYgBBBciggKziUSLbTHUEBmAABmAABnwGEFQEFUGFARiAARiAARiAgaAYQFABMiggOYL0jyCJB/GAARiAARioIgMIKoKKoMIADMAADMAADMBAUAwgqAAZFJBVPEpkm6mOwAAMwAAMwIDPAIKKoCKoMAADMAADMAADMBAUAwgqQAYFJEeQ/hEk8SAeMAADMAADVWQAQUVQEVQYgAEYgAEYgAEYCIoBBBUggwKyikeJbDPVERiAARiAARjwGUBQEVQEFQZgAAZgAAZgAAaCYuD/A5DfN8EO72LJAAAAAElFTkSuQmCC)\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAfCAYAAAD0ma06AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFiUAABYlAUlSJPAAAABdaVRYdFNuaXBNZXRhZGF0YQAAAAAAeyJjbGlwUG9pbnRzIjpbeyJ4IjowLCJ5IjowfSx7IngiOjI5LCJ5IjowfSx7IngiOjI5LCJ5IjozMX0seyJ4IjowLCJ5IjozMX1dfRPQE4EAAAOKSURBVEhLvZbnSiRREIVrZsw5i2LAMYCKGQygPwRB//tC+zi+hYKIKAqKoCKKimLOOc/uV95uJ1xnelbwQNO5zq106vpqampC8ovwm/N/w+/3S2pqqgQCAfMkPhJ66PP5JCMjQ/Ly8qSkpEQKCwv1Oj09XT4+PuTl5UVubm7k4OBALi8v5e7uTt7e3szfsYhLyMpLS0ulsrJSysrKpKCgQMnxhoWEQiH1EEAC6e7urpyfn8vp6akuKBrfEmK4urpaOjo6pLi4WI0/PT3J9fW1evL4+Ci5ubnqMd+ygMzMTCU5PDyUtbU12d7eNta+YCVMSUmRzs5O6erqUkNnZ2duyCAkbHjJIggnXtbW1kpjY6Pk5+dLTk6OLC0tyfLycoyXMYT8PDw8LMFgUA2enJzIysqK7O3tSVNTk9TX10t5eblbJO/v73J8fCxbW1uysbEhVVVV6jXfX1xcJCYcGBiQ5uZmJcar+fl5XXF/f7+uPh7wfnZ2VvP4HSLaoqGhQerq6rRYIJuZmVFvRkdHE5IBvhkbG5OWlhbzJBYuYVpamoYxOztbXl9fNelFRUUyODhovvCOoaEhzakNLiGeUHWEklxQ1n19feZt8iA1NmgOqcT29nbp7u6W+/t7zVtWVpauNBwLCwvm6hP8Bygurnt6evTewfT0tKyurpq7T6iHqAY9RO6oyv39fa1GGxYXF92DBXBwDWk0bDaUkMbFI+cnVIMQR8PxyAbbO5uNiKKBkP7CW69i7MDmoWMrHEqIR4TT9lM4Er33AiVE8VEMKpTQopPc/xTYwFY4XMKHhwcldFoDufopbDbcHKJ7NDwFxIE22kDp2w4bbDZcLWUEjYyMqDxNTk7Kzs6OjI+Pe5I0G9DViYkJc/cF18OrqyvtQQqot7dXKioqZG5uzrxNHoi4DS4hCWZgQsx0YPA+Pz+rgCcLFOa7iRH4F7I/5loLBzL2LuxbKB4WwWzjGbmNB8I4NTUlm5ub5kksIgjx8vb2Vic+OWUPQ5sw6ZngGOQdz1iM88/R0ZG+J/d8Ew/WiU9rtLa26oRHgRB0QsReBYNEAiljmkf3WSLEEAKMQcQwbmtrc3uTvQx7GIDqsKmi19bX1607NBsiQhoOQkVvEi4nfISSoUyrkGNCzj05htwLrB5GA0L2peQVzUWQKSDEmXDTPl499EQYDsgh5AwJsohCeUXShD+F2/i/A5G/V6/Q4+FKWs8AAAAASUVORK5CYII=) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Yrax-OF_7kuc"
      },
      "outputs": [],
      "source": [
        "# loads the conversation log json file\n",
        "with open(\"part2.json\", \"r\") as f:\n",
        "    context = json.load(f)\n",
        "\n",
        "# traverse through conversation log and store it properly\n",
        "chatbot = context['chatbot']\n",
        "role = context['description']\n",
        "dialogue = \"\"\n",
        "for i, (user, bot) in enumerate(chatbot):\n",
        "    if i != 0:\n",
        "        dialogue += f\"User: {user}\\n\"\n",
        "    dialogue += f\"Bot: {bot}\\n\"\n",
        "\n",
        "# This part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(f\"# Part2: Role Play\\nThe chatbot wants to play a role game with you, try interacting with it!!\")\n",
        "    chatbot = gr.Chatbot(value = context['chatbot'])\n",
        "    description_textbox = gr.Textbox(label=f\"The character the bot is playing\", interactive = False, value=context['description'])\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"# Copy this part to the grading system.\")\n",
        "        gr.Textbox(label = \"role\", value = role, show_copy_button = True)\n",
        "        gr.Textbox(label = \"dialogue\", value = dialogue, show_copy_button = True)\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kOoeAbW4f9XA"
      },
      "source": [
        "## Part 3: Customized Task\n",
        "In this part, you are asked to prompt your chatbot into capable of performing a certain task. You should first come up with a task you want your chatbot to perform, then prompt it into performing that task.\n",
        "\n",
        "You need to:\n",
        "1. Come up with a task and the prompt according to it. Fill the task description in **chatbot_task** and the prompt in **promot_for_task**.\n",
        "2. **Hit the run button![image.png](data:image/png;base64,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). (The run button will turn into this state![image.png](data:image/png;base64,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) when sucessfully executed.)** It will pop up an interface that looks like this: (It May look a little bit different if you use dark mode.)\n",
        "![image.png](data:image/png;base64,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        "3. Interact with it for **less than 3 rounds**. Type your input in \"Input\" and hit the button \"Send\". (You can use the \"Temperature\" slide to control the creativeness of the output.)\n",
        "4. If you **want to change your prompt or the task**, hit the run button again to stop the cell. Then go back to step 1.\n",
        "5. After you get the desired result, hit the button \"Export\" to save your result. There will be a file named part3.json appears in the file list. **Remember to download it to your own computer before it disappears.**\n",
        "\n",
        "Note:\n",
        "\n",
        "\n",
        "*  **If you hit the \"Export\" button again, the previous result will be covered, so make sure to download it first.**\n",
        "*  **You should keep in mind that even with the exact same prompt, the output might still differ.**\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uAnsB6NRgLL0"
      },
      "outputs": [],
      "source": [
        "# TODO: Fill in the below two lines: chatbot_task and chatbot_task\n",
        "# The first is for you to tell the user that the chatbot can perform certain task\n",
        "# The second one is the prompt that make the chatbot able to do certain task\n",
        "chatbot_task = \"FILL_IN_THE_TASK\"\n",
        "prompt_for_task = \"FILL_IN_THE_PROMPT\"\n",
        "\n",
        "# function to clear the conversation\n",
        "def reset() -> List:\n",
        "    return []\n",
        "\n",
        "# function to call the model to generate\n",
        "def interact_customize(chatbot: List[Tuple[str, str]], prompt: str ,user_input: str, temp = 1.0) -> List[Tuple[str, str]]:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - chatbot: the model itself, the conversation is stored in list of tuples\n",
        "\n",
        "      - prompt: the prompt for your desginated task\n",
        "\n",
        "      - user_input: the user input of each round of conversation\n",
        "\n",
        "      - temp: the temperature parameter of this model. Temperature is used to control the output of the chatbot.\n",
        "              The higher the temperature is, the more creative response you will get.\n",
        "\n",
        "    '''\n",
        "    try:\n",
        "        messages = []\n",
        "\n",
        "        for input_text, response_text in chatbot:\n",
        "            messages.append({'role': 'user', 'parts': [input_text]})\n",
        "            messages.append({'role': 'model', 'parts': [response_text]})\n",
        "\n",
        "        messages.append({'role': 'user', 'parts': [prompt+ \"\\n\" + user_input]})\n",
        "\n",
        "        response = model.generate_content(\n",
        "          messages,\n",
        "          generation_config=genai.types.GenerationConfig(temperature=temp),\n",
        "          safety_settings=[\n",
        "          {\"category\": \"HARM_CATEGORY_HARASSMENT\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          {\"category\": \"HARM_CATEGORY_HATE_SPEECH\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          {\"category\": \"HARM_CATEGORY_SEXUALLY_EXPLICIT\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          {\"category\": \"HARM_CATEGORY_DANGEROUS_CONTENT\",\"threshold\": \"BLOCK_NONE\",},\n",
        "          ]\n",
        "        )\n",
        "\n",
        "        chatbot.append((user_input, response.text))\n",
        "\n",
        "    except Exception as e:\n",
        "        print(f\"Error occurred: {e}\")\n",
        "        chatbot.append((user_input, f\"Sorry, an error occurred: {e}\"))\n",
        "    return chatbot\n",
        "\n",
        "def export_customized(chatbot: List[Tuple[str, str]], description: str) -> None:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - chatbot: the model itself, the conversation is stored in list of tuples\n",
        "\n",
        "      - description: the description of this task\n",
        "\n",
        "    '''\n",
        "    target = {\"chatbot\": chatbot, \"description\": description}\n",
        "    with open(\"part3.json\", \"w\") as file:\n",
        "        json.dump(target, file)\n",
        "\n",
        "# this part is to construct the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(\"# Part3: Customized task\\nThe chatbot is able to perform a certain task. Try to interact with it!!\")\n",
        "    chatbot = gr.Chatbot()\n",
        "    desc_textbox = gr.Textbox(label=\"Description of the task\", value=chatbot_task, interactive=False)\n",
        "    prompt_textbox = gr.Textbox(label=\"Prompt\", value=prompt_for_task, visible=False)\n",
        "    input_textbox = gr.Textbox(label=\"Input\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Temperature\\n Temperature is used to control the output of the chatbot. The higher the temperature is, the more creative response you will get.\")\n",
        "        temperature_slider = gr.Slider(0.0, 1.0, 0.7, step = 0.1, label=\"Temperature\")\n",
        "    with gr.Row():\n",
        "        sent_button = gr.Button(value=\"Send\")\n",
        "        reset_button = gr.Button(value=\"Reset\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Save your Result.\\n After you get a satisfied result. Click the export button to recode it.\")\n",
        "        export_button = gr.Button(value=\"Export\")\n",
        "    sent_button.click(interact_customize, inputs=[chatbot, prompt_textbox, input_textbox, temperature_slider], outputs=[chatbot])\n",
        "    reset_button.click(reset, outputs=[chatbot])\n",
        "    export_button.click(export_customized, inputs=[chatbot, desc_textbox])\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QEAjPxpBcY5a"
      },
      "source": [
        "### Check and print your result\n",
        "This part is for you to check whether your \"part3.json\" file contains all the correct contexts. After that, you can copy the result to our grading system and get your score.\n",
        "\n",
        "You should:\n",
        "1. Make sure the file list has the \"part3.json\" you want to hand over to the grading system. (If not, you can upload it using the upload button.)\n",
        "2. Hit the run button. It will appear as a **frozen** gradio interface that recreates your result.\n",
        "3. After you confirm that the result is correct, you can scroll down to the part that states: **\"Copy this part to the grading system.\"** There should be two blocks one labeled as **\"description\"**, and the other one with **\"dialogue\n",
        "\"**. Copy the corresponding value to the correct block in our grading system. Then hit \"Submit\" to get the score.\n",
        "![image.png](data:image/png;base64,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)\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PRH4sIHVcb6j"
      },
      "outputs": [],
      "source": [
        "# loads the conversation log json file\n",
        "with open(\"part3.json\", \"r\") as f:\n",
        "    context = json.load(f)\n",
        "\n",
        "# traverse through and load the conversation log properly\n",
        "chatbot = context['chatbot']\n",
        "desc = context['description']\n",
        "\n",
        "dialogue = \"\"\n",
        "for user, bot in chatbot:\n",
        "    dialogue += f\"User: {user}\\n\"\n",
        "    dialogue += f\"Bot: {bot}\\n\"\n",
        "\n",
        "# this part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(\"# Part3: Customized task\\nThe chatbot is able to perform a certain task. Try to interact with it!!\")\n",
        "    chatbot = gr.Chatbot(value = context['chatbot'])\n",
        "    desc_textbox = gr.Textbox(label=\"Description of the task\", value=context['description'], interactive=False)\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"# Copy this part to the grading system.\")\n",
        "        gr.Textbox(label = \"description\", value = desc, show_copy_button = True)\n",
        "        gr.Textbox(label = \"dialogue\", value = dialogue, show_copy_button = True)\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xuh2R5DQSrcO"
      },
      "source": [
        "# ChatGPT API"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "disKjtBSPabw"
      },
      "source": [
        "## Install Packages\n",
        "Install all the necessary packages, it may take some time."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CdxZQJwrPbQL"
      },
      "outputs": [],
      "source": [
        "# install required packages\n",
        "!pip install openai\n",
        "!pip install gradio"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xx4EsADZmzxQ"
      },
      "source": [
        "## Import and Setup\n",
        "**Remember to fill in your OpenAI API in this block, tutorial to get the api is in our homework3 slides. Please make double sure not to share your api with anyone else.**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8AcOCl6lSU2X"
      },
      "outputs": [],
      "source": [
        "# import the packages\n",
        "import openai\n",
        "import gradio as gr\n",
        "import json\n",
        "from typing import List, Dict, Tuple\n",
        "\n",
        "## TODO: Fill in your OpenAI api in the \"\" part\n",
        "OPENAI_API_KEY = \"\"\n",
        "client = openai.OpenAI(api_key=OPENAI_API_KEY)\n",
        "\n",
        "# Check if you have set your ChatGPT API successfully\n",
        "# You should see \"Set ChatGPT API sucessfully!!\" if nothing goes wrong.\n",
        "try:\n",
        "    response = client.chat.completions.create(\n",
        "            model=\"gpt-3.5-turbo\",\n",
        "            messages = [{'role':'user','content': \"test\"}],\n",
        "            max_tokens=1,\n",
        "    )\n",
        "    print(\"Set ChatGPT API sucessfully!!\")\n",
        "except:\n",
        "    print(\"There seems to be something wrong with your ChatGPT API. Please follow our demonstration in the slide to get a correct one.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g322vfjqVJGm"
      },
      "source": [
        "## Part 1: Summarization\n",
        "\n",
        "In this task, you are asked to prompt your chatbot into a **summarizer.** It's job is when the user inputs an article, it can summarize the article for the user.\n",
        "\n",
        "You need to:\n",
        "1. Come up a prompt for summarization and fill it in **prompt_for_summarization**.\n",
        "2. **Hit the run button![image.png](data:image/png;base64,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). (The run button will turn into this state![image.png](data:image/png;base64,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) when sucessfully executed.)** It will pop up an interface that looks like this: (It may look a little bit different if you use dark mode.)![image.png](data:image/png;base64,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        "3. Find an article on your own or use our example article, and fill it in the block named \"Article\".\n",
        "4. Hit the \"Send\" button to produce the summarization. (You can use the \"Temperature\" slide to control the creativeness of the output.)\n",
        "5. If you **want to change your prompt**, hit the run button again to stop the cell. Then go back to step 1.\n",
        "6. After you get the desired result, hit the button \"Export\" to save your result. There will be a file named part1.json appears in the file list. **Remember to download it to your own computer before it disappears.**\n",
        "\n",
        "Note:\n",
        "\n",
        "\n",
        "*  **If you hit the \"Export\" button again, the previous result will be covered, so make sure to download it first.**\n",
        "*  **You should keep in mind that even with the exact same prompt, the output might still differ.**\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "a8t6IKgLVQvF"
      },
      "outputs": [],
      "source": [
        "## TODO: Input the prompt in the \"\"\n",
        "prompt_for_summarization = \"FILL IN YOUR PROMPT\"\n",
        "\n",
        "# function to reset the conversation\n",
        "def reset() -> List:\n",
        "    return []\n",
        "\n",
        "# function to call the model to generate\n",
        "def interact_summarization(prompt: str, article: str, temp = 1.0) -> List[Tuple[str, str]]:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - prompt: the prompt that we use in this section\n",
        "\n",
        "      - article: the article to be summarized\n",
        "\n",
        "      - temp: the temperature parameter of this model. Temperature is used to control the output of the chatbot.\n",
        "              The higher the temperature is, the more creative response you will get.\n",
        "\n",
        "    '''\n",
        "    input = f\"{prompt}\\n{article}\"\n",
        "    response = client.chat.completions.create(\n",
        "            model=\"gpt-3.5-turbo\",\n",
        "            messages = [{'role':'user','content': input}],\n",
        "            temperature = temp,\n",
        "            max_tokens=200,\n",
        "    )\n",
        "\n",
        "    return [(input, response.choices[0].message.content)]\n",
        "\n",
        "# function to export the whole conversation\n",
        "def export_summarization(chatbot: List[Tuple[str, str]], article: str) -> None:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - chatbot: the model itself, the conversation is stored in list of tuples\n",
        "\n",
        "      - article: the article to be summarized\n",
        "\n",
        "    '''\n",
        "    target = {\"chatbot\": chatbot, \"article\": article}\n",
        "    with open(\"part1.json\", \"w\") as file:\n",
        "        json.dump(target, file)\n",
        "\n",
        "# this part generates the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(\"# Part1: Summarization\\nFill in any article you like and let the chatbot summarize it for you!!\")\n",
        "    chatbot = gr.Chatbot()\n",
        "    prompt_textbox = gr.Textbox(label=\"Prompt\", value=prompt_for_summarization, visible=False)\n",
        "    article_textbox = gr.Textbox(label=\"Article\", interactive = True, value = \"With house prices soaring, it's not easy finding somewhere to live. And this community has thrown in the towel. Meet Seattle's rolling neighborhood of RVs, where each unassuming vehicle is a capsule home. The unusual format has been captured in a series of photographs by visual journalist Anna Erickson. Meet Bud Dodson, 57, and welcome to his home: An RV in Seattle's SoDo where he watches over the parking lot in exchange for a spot . No place like home: John Warden, 52, has turned his $200 vehicle into his home after his apartment burned down years ago . There are around 30 drivers that float in and out of this parking lot in the SoDo (South of Downtown) area of the city in Washington State. One might not notice them in the mornings as hundreds of workers in the nearby factories, such as Starbucks, park up and rush into work. But on the weekends, as the rabble flocks back to their beds, this unique group remains. John Worden, 52, has been living in his vehicle for years since his apartment burned down and he was left homeless. He told Anna his car cost $200, and doesn't drive very well. But for a home, it's just about enough. Though plan on the outside, it is a Pandora's Box inside, Anna tells DailyMail.com. 'It was scattered with trinkets that he had been collecting over the years,' she explained, 'and a pile of beer cans that he was saving to turn in for money.' For work, he panhandles while helping people find parking spaces at Safeco Field stadium, where he used to be a cook. People come and go for work in the factories nearby, but on the weekend it is just the RV-dwellers that area left . Daily life: Here Bud can be seen preparing himself a barbecue on the gravel outside his capsule home, one of about 30 in the community . Eclectic: While Bud's RV is organized and functional, John's is full of trinkets and belongings dating back years . Alongside him - most of the time - is Bud Dodson, 57. While some are forced to move about regularly, Dodson, a maintenance man, looks after the parking lot in exchange for a semi-permanent spot. His home has its own unique stamp on it. 'He had really made the RV his home and taken good care of it,' Anna described. 'It was more functional [than John's] and a cleaner space with a bed, kitchen and bathroom.' Whether organized or eclectic, however, each one is home. 'None of them seem to want to move on,' Anna said. 'It's not perfect but they seem pretty content. Move in, move out: Some have agreements to stay, but others have to keep driving around to find a spot . John works as a panhandler at Safeco Fields stadium, where he used to work as a cook . He is content with his life in between the usual confines of society . Personal: To many this may just seem like a parking lot but for these men it is a very personal space . 'Bud is very grateful, he said the parking lot owner is just such a nice guy to let him live like this.' She came across them when she stopped to ask a seemingly homeless man for directions. 'We got talking,' she said, 'and he mentioned that he lived nearby in an RV. I went round to look and there was a whole bunch of them.' Curious, she spent about two months returning to the spot, meeting with the community and building their trust. 'These RVs are their homes so it's a very personal thing,' she explained.\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Temperature\\n Temperature is used to control the output of the chatbot. The higher the temperature is, the more creative response you will get.\")\n",
        "        temperature_slider = gr.Slider(0.0, 2.0, 1.0, step = 0.1, label=\"Temperature\")\n",
        "    with gr.Row():\n",
        "        sent_button = gr.Button(value=\"Send\")\n",
        "        reset_button = gr.Button(value=\"Reset\")\n",
        "\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Save your Result.\\n After you get a satisfied result. Click the export button to recode it.\")\n",
        "        export_button = gr.Button(value=\"Export\")\n",
        "    sent_button.click(interact_summarization, inputs=[prompt_textbox, article_textbox, temperature_slider], outputs=[chatbot])\n",
        "    reset_button.click(reset, outputs=[chatbot])\n",
        "    export_button.click(export_summarization, inputs=[chatbot, article_textbox])\n",
        "\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LltjuF68krJH"
      },
      "source": [
        "### Check and print your result\n",
        "This part is for you to check whether your \"part1.json\" file contains all the correct contexts. After that, you can copy the result to our grading system and get your score.\n",
        "\n",
        "You should:\n",
        "1. Make sure the file list has the \"part1.json\" you want to hand over to the grading system. (If not, you can upload it using the upload button.)\n",
        "2. Hit the run button. It will appear as a **frozen** gradio interface that recreates your result.\n",
        "3. After you confirm that the result is correct, you can scroll down to the part that states: **\"Copy this part to the grading system.\"** There should be two blocks one labeled as **\"article\"**, and the other one with **\"summarization\"**. Copy the corresponding value to the correct block in our grading system. Then hit \"Submit\" to get the score.\n",
        "![image.png](data:image/png;base64,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)\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "MTnClEiYkyGo"
      },
      "outputs": [],
      "source": [
        "# load the conversation log json file\n",
        "with open(\"part1.json\", \"r\") as f:\n",
        "    context = json.load(f)\n",
        "\n",
        "chatbot = context['chatbot']\n",
        "article = context['article']\n",
        "summarization = chatbot[0][-1]\n",
        "\n",
        "# this part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(\"# Part1: Summarization\\nFill in any article you like and let the chatbot summarize it for you!!\")\n",
        "    chatbot = gr.Chatbot(value = context['chatbot'])\n",
        "    article_textbox = gr.Textbox(label=\"Article\", interactive = False, value = context['article'])\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"# Copy this part to the grading system.\")\n",
        "        gr.Textbox(label = \"article\", value = article, show_copy_button = True)\n",
        "        gr.Textbox(label=\"summarization\", value = summarization, show_copy_button = True)\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X53VCaSCa_kT"
      },
      "source": [
        "## Part 2: Role-Play\n",
        "In this task, you are asked to prompt your chatbot into **playing a roleplaying game**. You should assign it a character, then prompt it into that character.\n",
        "\n",
        "You need to:\n",
        "1. Come up with a **character** you want the chatbot to act and the prompt to make the chatbot into that character. Fill the character in **character_for_chatbot**, and fill the prompt in **prompt_for_roleplay**.\n",
        "2. **Hit the run button![image.png](data:image/png;base64,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). (The run button will turn into this state![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAfCAYAAAD0ma06AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFiUAABYlAUlSJPAAAABdaVRYdFNuaXBNZXRhZGF0YQAAAAAAeyJjbGlwUG9pbnRzIjpbeyJ4IjowLCJ5IjowfSx7IngiOjI5LCJ5IjowfSx7IngiOjI5LCJ5IjozMX0seyJ4IjowLCJ5IjozMX1dfRPQE4EAAAOKSURBVEhLvZbnSiRREIVrZsw5i2LAMYCKGQygPwRB//tC+zi+hYKIKAqKoCKKimLOOc/uV95uJ1xnelbwQNO5zq106vpqampC8ovwm/N/w+/3S2pqqgQCAfMkPhJ66PP5JCMjQ/Ly8qSkpEQKCwv1Oj09XT4+PuTl5UVubm7k4OBALi8v5e7uTt7e3szfsYhLyMpLS0ulsrJSysrKpKCgQMnxhoWEQiH1EEAC6e7urpyfn8vp6akuKBrfEmK4urpaOjo6pLi4WI0/PT3J9fW1evL4+Ci5ubnqMd+ygMzMTCU5PDyUtbU12d7eNta+YCVMSUmRzs5O6erqUkNnZ2duyCAkbHjJIggnXtbW1kpjY6Pk5+dLTk6OLC0tyfLycoyXMYT8PDw8LMFgUA2enJzIysqK7O3tSVNTk9TX10t5eblbJO/v73J8fCxbW1uysbEhVVVV6jXfX1xcJCYcGBiQ5uZmJcar+fl5XXF/f7+uPh7wfnZ2VvP4HSLaoqGhQerq6rRYIJuZmVFvRkdHE5IBvhkbG5OWlhbzJBYuYVpamoYxOztbXl9fNelFRUUyODhovvCOoaEhzakNLiGeUHWEklxQ1n19feZt8iA1NmgOqcT29nbp7u6W+/t7zVtWVpauNBwLCwvm6hP8Bygurnt6evTewfT0tKyurpq7T6iHqAY9RO6oyv39fa1GGxYXF92DBXBwDWk0bDaUkMbFI+cnVIMQR8PxyAbbO5uNiKKBkP7CW69i7MDmoWMrHEqIR4TT9lM4Er33AiVE8VEMKpTQopPc/xTYwFY4XMKHhwcldFoDufopbDbcHKJ7NDwFxIE22kDp2w4bbDZcLWUEjYyMqDxNTk7Kzs6OjI+Pe5I0G9DViYkJc/cF18OrqyvtQQqot7dXKioqZG5uzrxNHoi4DS4hCWZgQsx0YPA+Pz+rgCcLFOa7iRH4F7I/5loLBzL2LuxbKB4WwWzjGbmNB8I4NTUlm5ub5kksIgjx8vb2Vic+OWUPQ5sw6ZngGOQdz1iM88/R0ZG+J/d8Ew/WiU9rtLa26oRHgRB0QsReBYNEAiljmkf3WSLEEAKMQcQwbmtrc3uTvQx7GIDqsKmi19bX1607NBsiQhoOQkVvEi4nfISSoUyrkGNCzj05htwLrB5GA0L2peQVzUWQKSDEmXDTPl499EQYDsgh5AwJsohCeUXShD+F2/i/A5G/V6/Q4+FKWs8AAAAASUVORK5CYII=) when sucessfully executed.)** It will pop up an interface that looks like this: (It May look a little bit different if you use dark mode.)\n",
        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)\n",
        "3. Interact with the chatbot for **2 rounds**. Type what you want to say in the block \"Input\", then hit the button \"Send\". (You can use the \"Temperature\" slide to control the creativeness of the output.)\n",
        "4. If you **want to change your prompt or the character**, hit the run button again to stop the cell. Then go back to step 1.\n",
        "5. After you get the desired result, hit the button \"Export\" to save your result. There will be a file named part2.json appears in the file list. **Remember to download it to your own computer before it disappears.**\n",
        "\n",
        "Note:\n",
        "\n",
        "\n",
        "*  **If you hit the \"Export\" button again, the previous result will be covered, so make sure to download it first.**\n",
        "*  **You should keep in mind that even with the exact same prompt, the output might still differ.**\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ImUk4GsFa-70"
      },
      "outputs": [],
      "source": [
        "# TODO: Fill in the below two lines: character_for_chatbot and prompt_for_roleplay\n",
        "# The first one is the character you want your chatbot to play\n",
        "# The second one is the prompt to make the chatbot be a certain character\n",
        "character_for_chatbot = \"FILL IN YOUR CHARACTER\"\n",
        "prompt_for_roleplay = \"FILL IN YOUR PROMPT\"\n",
        "\n",
        "# function to clear the conversation\n",
        "def reset() -> List:\n",
        "    return []\n",
        "\n",
        "# function to call the model to generate\n",
        "def interact_roleplay(chatbot: List[Tuple[str, str]], user_input: str, temp=1.0) -> List[Tuple[str, str]]:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - user_input: the user input of each round of conversation\n",
        "\n",
        "      - temp: the temperature parameter of this model. Temperature is used to control the output of the chatbot.\n",
        "              The higher the temperature is, the more creative response you will get.\n",
        "\n",
        "    '''\n",
        "    try:\n",
        "        messages = []\n",
        "        for input_text, response_text in chatbot:\n",
        "            messages.append({'role': 'user', 'content': input_text})\n",
        "            messages.append({'role': 'assistant', 'content': response_text})\n",
        "\n",
        "        messages.append({'role': 'user', 'content': user_input})\n",
        "\n",
        "        response = client.chat.completions.create(\n",
        "            model=\"gpt-3.5-turbo\",\n",
        "            messages = messages,\n",
        "            temperature = temp,\n",
        "            max_tokens=200,\n",
        "        )\n",
        "        chatbot.append((user_input, response.choices[0].message.content))\n",
        "\n",
        "    except Exception as e:\n",
        "        print(f\"Error occurred: {e}\")\n",
        "        chatbot.append((user_input, f\"Sorry, an error occurred: {e}\"))\n",
        "    return chatbot\n",
        "\n",
        "# function to export the whole conversation log\n",
        "def export_roleplay(chatbot: List[Tuple[str, str]], description: str) -> None:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - chatbot: the model itself, the conversation is stored in list of tuples\n",
        "\n",
        "      - description: the description of this task\n",
        "\n",
        "    '''\n",
        "    target = {\"chatbot\": chatbot, \"description\": description}\n",
        "    with open(\"part2.json\", \"w\") as file:\n",
        "        json.dump(target, file)\n",
        "\n",
        "first_dialogue = interact_roleplay([], prompt_for_roleplay)\n",
        "\n",
        "# this part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(f\"# Part2: Role Play\\nThe chatbot wants to play a role game with you, try interacting with it!!\")\n",
        "    chatbot = gr.Chatbot(value = first_dialogue)\n",
        "    description_textbox = gr.Textbox(label=f\"The character the bot is playing\", interactive = False, value=f\"{character_for_chatbot}\")\n",
        "    input_textbox = gr.Textbox(label=\"Input\", value = \"\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Temperature\\n Temperature is used to control the output of the chatbot. The higher the temperature is, the more creative response you will get.\")\n",
        "        temperature_slider = gr.Slider(0.0, 2.0, 1.0, step = 0.1, label=\"Temperature\")\n",
        "    with gr.Row():\n",
        "        sent_button = gr.Button(value=\"Send\")\n",
        "        reset_button = gr.Button(value=\"Reset\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Save your Result.\\n After you get a satisfied result. Click the export button to recode it.\")\n",
        "        export_button = gr.Button(value=\"Export\")\n",
        "    sent_button.click(interact_roleplay, inputs=[chatbot, input_textbox, temperature_slider], outputs=[chatbot])\n",
        "    reset_button.click(reset, outputs=[chatbot])\n",
        "    export_button.click(export_roleplay, inputs=[chatbot, description_textbox])\n",
        "\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Yb3nt52qk1nn"
      },
      "source": [
        "### Check and print your result\n",
        "This part is for you to check whether your \"part2.json\" file contains all the correct contexts. After that, you can copy the result to our grading system and get your score.\n",
        "\n",
        "You should:\n",
        "1. Make sure the file list has the \"part2.json\" you want to hand over to the grading system. (If not, you can upload it using the upload button.)\n",
        "2. Hit the run button. It will appear as a **frozen** gradio interface that recreates your result.\n",
        "3. After you confirm that the result is correct, you can scroll down to the part that states: **\"Copy this part to the grading system.\"** There should be two blocks one labeled as **\"role\"**, and the other one with **\"dialogue\"**. Copy the corresponding value to the correct block in our grading system. Then hit \"Submit\" to get the score.\n",
        "![image.png](data:image/png;base64,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)\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4E5D57Rvk1nn"
      },
      "outputs": [],
      "source": [
        "# loads the conversation log json file\n",
        "with open(\"part2.json\", \"r\") as f:\n",
        "    context = json.load(f)\n",
        "\n",
        "# traverse through and load the conversation log properly\n",
        "chatbot = context['chatbot']\n",
        "role = context['description']\n",
        "dialogue = \"\"\n",
        "for i, (user, bot) in enumerate(chatbot):\n",
        "    if i != 0:\n",
        "        dialogue += f\"User: {user}\\n\"\n",
        "    dialogue += f\"Bot: {bot}\\n\"\n",
        "\n",
        "# this part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(f\"# Part2: Role Play\\nThe chatbot wants to play a role game with you, try interacting with it!!\")\n",
        "    chatbot = gr.Chatbot(value = context['chatbot'])\n",
        "    description_textbox = gr.Textbox(label=f\"The character the bot is playing\", interactive = False, value=context['description'])\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"# Copy this part to the grading system.\")\n",
        "        gr.Textbox(label = \"role\", value = role, show_copy_button = True)\n",
        "        gr.Textbox(label = \"dialogue\", value = dialogue, show_copy_button = True)\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BTrh4gK6ZdgN"
      },
      "source": [
        "## Part 3: Customized Task\n",
        "In this part, you are asked to prompt your chatbot into capable of performing a certain task. You should first come up with a task you want your chatbot to perform, then prompt it into performing that task.\n",
        "\n",
        "You need to:\n",
        "1. Come up with a task and the prompt according to it. Fill the task description in **chatbot_task** and the prompt in **promot_for_task**.\n",
        "2. **Hit the run button![image.png](data:image/png;base64,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). (The run button will turn into this state![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABwAAAAfCAYAAAD0ma06AAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFiUAABYlAUlSJPAAAABdaVRYdFNuaXBNZXRhZGF0YQAAAAAAeyJjbGlwUG9pbnRzIjpbeyJ4IjowLCJ5IjowfSx7IngiOjI5LCJ5IjowfSx7IngiOjI5LCJ5IjozMX0seyJ4IjowLCJ5IjozMX1dfRPQE4EAAAOKSURBVEhLvZbnSiRREIVrZsw5i2LAMYCKGQygPwRB//tC+zi+hYKIKAqKoCKKimLOOc/uV95uJ1xnelbwQNO5zq106vpqampC8ovwm/N/w+/3S2pqqgQCAfMkPhJ66PP5JCMjQ/Ly8qSkpEQKCwv1Oj09XT4+PuTl5UVubm7k4OBALi8v5e7uTt7e3szfsYhLyMpLS0ulsrJSysrKpKCgQMnxhoWEQiH1EEAC6e7urpyfn8vp6akuKBrfEmK4urpaOjo6pLi4WI0/PT3J9fW1evL4+Ci5ubnqMd+ygMzMTCU5PDyUtbU12d7eNta+YCVMSUmRzs5O6erqUkNnZ2duyCAkbHjJIggnXtbW1kpjY6Pk5+dLTk6OLC0tyfLycoyXMYT8PDw8LMFgUA2enJzIysqK7O3tSVNTk9TX10t5eblbJO/v73J8fCxbW1uysbEhVVVV6jXfX1xcJCYcGBiQ5uZmJcar+fl5XXF/f7+uPh7wfnZ2VvP4HSLaoqGhQerq6rRYIJuZmVFvRkdHE5IBvhkbG5OWlhbzJBYuYVpamoYxOztbXl9fNelFRUUyODhovvCOoaEhzakNLiGeUHWEklxQ1n19feZt8iA1NmgOqcT29nbp7u6W+/t7zVtWVpauNBwLCwvm6hP8Bygurnt6evTewfT0tKyurpq7T6iHqAY9RO6oyv39fa1GGxYXF92DBXBwDWk0bDaUkMbFI+cnVIMQR8PxyAbbO5uNiKKBkP7CW69i7MDmoWMrHEqIR4TT9lM4Er33AiVE8VEMKpTQopPc/xTYwFY4XMKHhwcldFoDufopbDbcHKJ7NDwFxIE22kDp2w4bbDZcLWUEjYyMqDxNTk7Kzs6OjI+Pe5I0G9DViYkJc/cF18OrqyvtQQqot7dXKioqZG5uzrxNHoi4DS4hCWZgQsx0YPA+Pz+rgCcLFOa7iRH4F7I/5loLBzL2LuxbKB4WwWzjGbmNB8I4NTUlm5ub5kksIgjx8vb2Vic+OWUPQ5sw6ZngGOQdz1iM88/R0ZG+J/d8Ew/WiU9rtLa26oRHgRB0QsReBYNEAiljmkf3WSLEEAKMQcQwbmtrc3uTvQx7GIDqsKmi19bX1607NBsiQhoOQkVvEi4nfISSoUyrkGNCzj05htwLrB5GA0L2peQVzUWQKSDEmXDTPl499EQYDsgh5AwJsohCeUXShD+F2/i/A5G/V6/Q4+FKWs8AAAAASUVORK5CYII=) when sucessfully executed.)** It will pop up an interface that looks like this: (It May look a little bit different if you use dark mode.)\n",
        "![image.png](data:image/png;base64,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        "3. Interact with it for **less than 3 rounds**. Type your input in \"Input\" and hit the button \"Send\". (You can use the \"Temperature\" slide to control the creativeness of the output.)\n",
        "4. If you **want to change your prompt or the task**, hit the run button again to stop the cell. Then go back to step 1.\n",
        "5. After you get the desired result, hit the button \"Export\" to save your result. There will be a file named part3.json appears in the file list. **Remember to download it to your own computer before it disappears.**\n",
        "\n",
        "Note:\n",
        "\n",
        "\n",
        "*  **If you hit the \"Export\" button again, the previous result will be covered, so make sure to download it first.**\n",
        "*  **You should keep in mind that even with the exact same prompt, the output might still differ.**\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lBWjkrXbZgfL"
      },
      "outputs": [],
      "source": [
        "# TODO: Fill in the below two lines: chatbot_task and chatbot_task\n",
        "# The first is for you to tell the user that the chatbot can perform certain task\n",
        "# The second one is the prompt that make the chatbot able to do certain task\n",
        "chatbot_task = \"FILL_IN_THE_TASK\"\n",
        "prompt_for_task = \"FILL_IN_THE_PROMPT\"\n",
        "\n",
        "# function to clear the conversation\n",
        "def reset() -> List:\n",
        "    return []\n",
        "\n",
        "# function to call the model to generate\n",
        "def interact_customize(chatbot: List[Tuple[str, str]], prompt: str ,user_input: str, temperature = 1.0) -> List[Tuple[str, str]]:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - chatbot: the model itself, the conversation is stored in list of tuples\n",
        "\n",
        "      - prompt: the prompt for your desginated task\n",
        "\n",
        "      - user_input: the user input of each round of conversation\n",
        "\n",
        "      - temp: the temperature parameter of this model. Temperature is used to control the output of the chatbot.\n",
        "              The higher the temperature is, the more creative response you will get.\n",
        "\n",
        "    '''\n",
        "    try:\n",
        "        messages = []\n",
        "        messages.append({'role': 'user', 'content': prompt})\n",
        "        for input_text, response_text in chatbot:\n",
        "            messages.append({'role': 'user', 'content': input_text})\n",
        "            messages.append({'role': 'assistant', 'content': response_text})\n",
        "\n",
        "        messages.append({'role': 'user', 'content': user_input})\n",
        "\n",
        "        response = client.chat.completions.create(\n",
        "            model=\"gpt-3.5-turbo\",\n",
        "            messages = messages,\n",
        "            temperature = temperature,\n",
        "            max_tokens=200,\n",
        "        )\n",
        "\n",
        "        chatbot.append((user_input, response.choices[0].message.content))\n",
        "\n",
        "    except Exception as e:\n",
        "        print(f\"Error occurred: {e}\")\n",
        "        chatbot.append((user_input, f\"Sorry, an error occurred: {e}\"))\n",
        "    return chatbot\n",
        "\n",
        "# function to export the whole conversation log\n",
        "def export_customized(chatbot: List[Tuple[str, str]], description: str) -> None:\n",
        "    '''\n",
        "    * Arguments\n",
        "\n",
        "      - chatbot: the model itself, the conversation is stored in list of tuples\n",
        "\n",
        "      - description: the description of this task\n",
        "\n",
        "    '''\n",
        "    target = {\"chatbot\": chatbot, \"description\": description}\n",
        "    with open(\"part3.json\", \"w\") as file:\n",
        "        json.dump(target, file)\n",
        "\n",
        "# this part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(\"# Part3: Customized task\\nThe chatbot is able to perform a certain task. Try to interact with it!!\")\n",
        "    chatbot = gr.Chatbot()\n",
        "    desc_textbox = gr.Textbox(label=\"Description of the task\", value=chatbot_task, interactive=False)\n",
        "    prompt_textbox = gr.Textbox(label=\"Prompt\", value=prompt_for_task, visible=False)\n",
        "    input_textbox = gr.Textbox(label=\"Input\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Temperature\\n Temperature is used to control the output of the chatbot. The higher the temperature is, the more creative response you will get.\")\n",
        "        temperature_slider = gr.Slider(0.0, 2.0, 1.0, step = 0.1, label=\"Temperature\")\n",
        "    with gr.Row():\n",
        "        sent_button = gr.Button(value=\"Send\")\n",
        "        reset_button = gr.Button(value=\"Reset\")\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"#  Save your Result.\\n After you get a satisfied result. Click the export button to recode it.\")\n",
        "        export_button = gr.Button(value=\"Export\")\n",
        "    sent_button.click(interact_customize, inputs=[chatbot, prompt_textbox, input_textbox, temperature_slider], outputs=[chatbot])\n",
        "    reset_button.click(reset, outputs=[chatbot])\n",
        "    export_button.click(export_customized, inputs=[chatbot, desc_textbox])\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4VY6TbaBlmxL"
      },
      "source": [
        "### Check and print your result\n",
        "This part is for you to check whether your \"part3.json\" file contains all the correct contexts. After that, you can copy the result to our grading system and get your score.\n",
        "\n",
        "You should:\n",
        "1. Make sure the file list has the \"part3.json\" you want to hand over to the grading system. (If not, you can upload it using the upload button.)\n",
        "2. Hit the run button. It will appear as a **frozen** gradio interface that recreates your result.\n",
        "3. After you confirm that the result is correct, you can scroll down to the part that states: **\"Copy this part to the grading system.\"** There should be two blocks one labeled as **\"description\"**, and the other one with **\"dialogue\n",
        "\"**. Copy the corresponding value to the correct block in our grading system. Then hit \"Submit\" to get the score.\n",
        "![image.png](data:image/png;base64,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)\n",
        "---\n",
        "\n",
        "\n",
        "Before you run this cell, make sure you have run both **Install Packages** and **Import and Setup**.\n",
        "\n",
        "**Remember to stop this cell before you go on to the next one.**\n",
        "![image.png](data:image/png;base64,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) means the cell is  running, ![image.png](data:image/png;base64,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) means the cell is idle."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Ca4uJh8jlmxS"
      },
      "outputs": [],
      "source": [
        "# loads the conversation log json file\n",
        "with open(\"part3.json\", \"r\") as f:\n",
        "    context = json.load(f)\n",
        "\n",
        "# traverse and load the conversation log properly\n",
        "chatbot = context['chatbot']\n",
        "desc = context['description']\n",
        "dialogue = \"\"\n",
        "for user, bot in chatbot:\n",
        "    dialogue += f\"User: {user}\\n\"\n",
        "    dialogue += f\"Bot: {bot}\\n\"\n",
        "\n",
        "# this part constructs the Gradio UI interface\n",
        "with gr.Blocks() as demo:\n",
        "    gr.Markdown(\"# Part3: Customized task\\nThe chatbot is able to perform a certain task. Try to interact with it!!\")\n",
        "    chatbot = gr.Chatbot(value = context['chatbot'])\n",
        "    desc_textbox = gr.Textbox(label=\"Description of the task\", value=context['description'], interactive=False)\n",
        "    with gr.Column():\n",
        "        gr.Markdown(\"# Copy this part to the grading system.\")\n",
        "        gr.Textbox(label = \"description\", value = desc, show_copy_button = True)\n",
        "        gr.Textbox(label = \"dialogue\", value = dialogue, show_copy_button = True)\n",
        "\n",
        "demo.launch(debug = True)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [
        "ryzCrCD6Sn5U",
        "Xuh2R5DQSrcO"
      ],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}