SideBard Chatbot/Play_with_Sidebard.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Please Play with SideBard Chatbot!\n",
    "\n",
    "1. Ask any question that is in the google's help documents for google sheets, google docs, or Bard and get the answer! \n",
    "\n",
    "2. SideBard will say \"I don't know\" if it doesn't know the answer from the documents we have compiled, but may give a reasonable guess based on what it searched. \n",
    "\n",
    "3. Why did SideBard answer the way it did? Add `print_message=True` to the `ask` function to see the text it searched.\n",
    "\n",
    "4. Curious for more? Look at the top 10 results from the search by adding `print_search=True` to the `ask` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from function_source import *\n",
    "from api_doc import *\n",
    "\n",
    "# OPEN_AI_KEY = your_key_here\n",
    "\n",
    "# API configuration\n",
    "openai.api_key = OPEN_AI_KEY\n",
    "\n",
    "# for LangChain\n",
    "os.environ[\"OPENAI_API_KEY\"] = OPEN_AI_KEY\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "\n",
       "### Category: User Question  \n",
       "### Question:  \n",
       "he\n",
       "    ---\n",
       "### Answer:  \n",
       "Hello Samir! Based on the provided Google Help articles, I was unable to find information specifically about Google AI Powered Products. However, if you have any general questions about AI or any other topic, I'll be happy to help to the best of my abilities. \n",
       "    ---\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "your_question = input(\"What is your question? \")\n",
    "\n",
    "display_answer_in_markdown(your_question, 'User Question')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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     "name": "stdout",
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     "text": [
      "I'm 40 to 49 years old. I have basic knowledge about AI. Use the below articles on Google's help and user experience documentation to answer the subsequent question. If the answer cannot be found in the articles, answer to the best of your abilities but convey that you were unable to find the information with the Google Help dataset you were provided. Please say hello to Samir before offering your answer\"\n",
      "\\Google Help article section:\n",
      "\"\"\"\n",
      "Type: Engineering, Name: IMTANH, Syntax: IMTANH(number), Description: Returns the hyperbolic tangent of the given complex number. For example, a given complex number \"x+yi\" returns \"tanh(x+yi).\" Learn more.\n",
      "\"\"\"\n",
      "\\Google Help article section:\n",
      "\"\"\"\n",
      "Type: Engineering, Name: IMSINH, Syntax: IMSINH(number), Description: Returns the hyperbolic sine of the given complex number. For example, a given complex number \"x+yi\" returns \"sinh(x+yi).\" Learn more.\n",
      "\"\"\"\n",
      "\\Google Help article section:\n",
      "\"\"\"\n",
      "Title: Google Sheets, Description: Skip to main content\n",
      "Help Center\n",
      "Announcements\n",
      "Google Workspace\n",
      "Get startedLearn by productLearn by role & industryHybrid workplace tipsProductivity tipsBusiness tutorialsSwitch from Microsoft & othersSupport & accessibility\n",
      "Working with remote and in-office colleagues? Learn how to thrive in hybrid work environments.\n",
      "\n",
      "\n",
      "Tips to format & clean up data\n",
      "Google Workspace productivity guide\n",
      "Want to use Google apps at work or school?  Sign up for a Google Workspace trial\n",
      "\"\"On this page\n",
      "Add your logo to an invoice\n",
      "Add checkboxes to spreadsheets\n",
      "Color-code your tabs\n",
      "Color-code data updates\n",
      "Standardize data entries with lists\n",
      "Validate email addresses\n",
      "Split data into columns\n",
      "Swap rows and columns\n",
      "Space rows and columns evenly\n",
      "Remove duplicate entries & spaces\n",
      "Format currencies\n",
      "Expand all  |  Collapse all\n",
      "\n",
      "Add your logo to an invoice\n",
      "\"\"\n",
      "Make your spreadsheets look consistent and professional by putting your organization’s logo at the top of invoices. Just add the image to the top row. Set the row to \"freeze\" so it remains visible as you scroll. \n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Add checkboxes to spreadsheets\n",
      "\"\"\n",
      "Use checkboxes to make Google Sheets more interactive. You can use checkboxes with charts, filters, pivot tables, and formulas.\n",
      "\n",
      "Check off items in a to-do list\n",
      "Track project tasks\n",
      "Take attendance\n",
      "Create dynamic charts\n",
      "In Sheets, open the Checkbox option by clicking Insert from the menu.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Color-code your tabs\n",
      "\"\"\n",
      "\n",
      " If you create multiple sheets in your spreadsheet file, you can change the color of each sheet's tab to quickly tell them apart.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Color-code data updates\n",
      "\"\"\n",
      "\n",
      "Create a list of options for entering data in a cell or range of cells. Then assign a color for each option so you can get a quick visual summary at a glance.\n",
      "\n",
      "If your sales team is tracking their revenue in a spreadsheet, set up rules to change the cell color when they reach their target.\n",
      "Add status markers to project trackers. For example, if a task is marked “Complete,” the background color can automatically change to green.\n",
      "Assign a color for each person on your team so they can quickly see all the tasks they’ve been assigned.\n",
      "Learn how\n",
      "\"\"\n",
      "Standardize data entries with lists\n",
      "\"\"\n",
      "\n",
      "Reduce the chance of data-entry errors by limiting choices in Sheets. For example, if you have a status column, you can give choices, such as Done, In Progress, and Not Started. You specify the options and they appear in a drop-down list in each cell in the column.\n",
      "\n",
      "On a sheet, by Criteria under Data validation, enter List of items, status choices like Done, and check the box.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Validate email addresses\n",
      "\"\"\n",
      "\n",
      "If your data involves entering email addresses, reduce entry errors by validating the email format in Sheets.\n",
      "\n",
      "Enter Text, contains, and @ by Criteria under Data validation on a sheet.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Split data into columns\n",
      "\"\"\n",
      "\n",
      "You can split clearly defined data, such as text separated by commas, into separate columns in Sheets. For example, a single column with Last name, First name data can be split into 2 columns: Last name and First name.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Swap rows and columns\n",
      "\"\"\n",
      "\n",
      "If you want to rotate what you have in columns to rows, or vice versa, you can do that using the TRANSPOSE function in Sheets. For example, you might want to swap column headings with row headings.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Space rows & columns evenly\n",
      "\"\"\n",
      "\n",
      "In Sheets, you can resize all rows, or all columns, to use the same amount of space.\n",
      "\n",
      "\"\"\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Remove duplicate data & spaces\n",
      "\"\"\n",
      "\n",
      "Duplication errors and spaces are a common problem that can be costly and easy to miss, especially in big data. \n",
      "\n",
      "Remove unwanted, duplicate data. Cells with identical values but different letter cases, formatting, or formulas are considered duplicates.\n",
      "Remove extra leading spaces, trailing spaces, or excessive spaces from your data. This helps reduce problems when searching for data strings.\n",
      "On a sheet, click Data, then Remove duplicates. Select cells, then click Remove duplicates.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Format currencies in your spreadsheet\n",
      "\"\"\n",
      "\n",
      "If you’re working with international teams or clients, you can add international currencies to your financial spreadsheets in Google Sheets.\n",
      "\n",
      "Learn how\n",
      "Related topics\n",
      "Tips to analyze data\n",
      "Tips for finance \n",
      " \n",
      "\n",
      "Back to top \"\"\n",
      "\n",
      "\n",
      "Google, Google Workspace, and related marks and logos are trademarks of Google LLC. All other company and product names are trademarks of the companies with which they are associated.\n",
      "\n",
      "\n",
      "Give feedback about this article\n",
      "Was this helpful?YesNo\n",
      "Sheets\n",
      "Google Sheets training and help\n",
      "Get started with Sheets for Google Workspace\n",
      "Switch from Excel to Sheets\n",
      "Google Sheets cheat sheet\n",
      "Create project plans with Sheets\n",
      "Tips to add & import data\n",
      "Tips to format & clean up data\n",
      "Tips to analyze data\n",
      "Use Google Workspace keyboard shortcuts\n",
      "\"\"\n",
      "Print, save, or customize Learning Center guides\n",
      "Learn how to print Learning Center guides, save them as PDFs, or customize them for your organization.\n",
      "\n",
      "©2023 Google  Privacy Policy  Terms of Service \n",
      "\n",
      "Send feedback on...\n",
      "\"\"\"\n",
      "\\Google Help article section:\n",
      "\"\"\"\n",
      "Type: Financial, Name: SLN, Syntax: SLN(cost, salvage, life), Description: Calculates the depreciation of an asset for one period using the straight-line method. Learn more\n",
      "\"\"\"\n",
      "\\Google Help article section:\n",
      "\"\"\"\n",
      "Type: Financial, Name: SYD, Syntax: SYD(cost, salvage, life, period), Description: Calculates the depreciation of an asset for a specified period using the sum of years digits method. Learn more\n",
      "\"\"\"\n",
      "\\Google Help article section:\n",
      "\"\"\"\n",
      "Title: Google Sheets, Description: Skip to main content\n",
      "Help Center\n",
      "Announcements\n",
      "Google Workspace\n",
      "Get startedLearn by productLearn by role & industryHybrid workplace tipsProductivity tipsBusiness tutorialsSwitch from Microsoft & othersSupport & accessibility\n",
      "Working with remote and in-office colleagues? Learn how to thrive in hybrid work environments.\n",
      "\n",
      "\n",
      "Tips to edit and collaborate on files\n",
      "Google Workspace productivity guide\n",
      "\"\"\n",
      "On this page\n",
      "Tips for authoring & editing\n",
      "\n",
      "Use shortcuts to create new files\n",
      "Add text with your voice\n",
      "Share “Make a copy” links to your files\n",
      "Email your collaborators\n",
      "Insert smart chips & building blocks\n",
      "Track file updates & comments\n",
      "\n",
      "See who changed what\n",
      "Check or revert to earlier versions\n",
      "Get notifications of file activity in Chat or Gmail\n",
      "Get notified about spreadsheet changes\n",
      "Find and act on comments\n",
      "Show resolved comments (non-Google files)\n",
      "Expand all  |  Collapse all\n",
      "\n",
      "Tips for authoring & editing\n",
      "\"\"\n",
      "\n",
      "Use shortcuts to create new files\n",
      "Constantly creating new files to make edits using Google Docs, Sheets, Slides, and Forms? Skip the multiple clicks and use a shortcut URL instead.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Add text with your voice\n",
      "Chrome Browser only, microphones required\n",
      "\n",
      "You can type and edit by speaking in Google Docs or in Google Slides speaker notes. Anything you say turns into text.\n",
      "\n",
      "On the go? Speak your notes, edits, and feedback to add them to documents.\n",
      "Use voice commands to change font styles, add tables, insert links, and more.\n",
      "Learn how\n",
      "\"\"\n",
      "Share “Make a copy” links to your files\n",
      "Want to let people make copies of your Google Docs, Sheets, Slides, or Forms files with a single click? Just make a simple change in the link you share.\n",
      "\n",
      "Create templates for files, such as Docs proposals, Sheets project plans, Slides pitch decks, and more. Your teammates can quickly copy them to keep your organization’s branding consistent.\n",
      "Allow colleagues to create personal copies of your files—such as presentations, reports, or designs they like—so they can adjust it for their own purposes.\n",
      "Learn how\n",
      "\"\"\n",
      "Email your collaborators\n",
      "Not available if you use Office Editing for Docs, Sheets, & Slides\n",
      "\n",
      "Email collaborators right from a Google Docs, Sheets, or Slides file. If you’re working on a shared drive file, you can email all members of the shared drive at once.\n",
      "\n",
      "Ask questions about a file.\n",
      "Follow up on a conversation that’s too long for comments.\n",
      "Add a copy of a file directly to an email.\n",
      "Learn how\n",
      "\"\"\n",
      "Insert smart chips & building blocks\n",
      "Insert smart chips in your Google Doc to include information about:\n",
      "Other users with Gmail or Workspace email addresses\n",
      "Other Google Docs, Sheets, or Slides files\n",
      "Dates or Google Calendar events\n",
      "Places and map directions\n",
      "Where there’s a smart chip in your document, you and other users can hover or click on a chip to get more information.\n",
      "\n",
      "You can also insert dropdowns, or use building blocks to keep track of projects, such as product roadmaps or review trackers.\n",
      "\n",
      "\n",
      "Learn how\n",
      "Back to top \"\"\n",
      "\n",
      "Track file updates & comments\n",
      "\"\"\n",
      "\n",
      "See who changed what\n",
      "Not available if you use Office Editing for Docs, Sheets, & Slides\n",
      "\n",
      "If you’re collaborating with several people on a single file, it can be difficult to pinpoint who made certain changes and when. Keep track of changes in shared files by identifying changes and who made them. \n",
      "\n",
      "\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Check or revert to earlier versions\n",
      "In the past, you might have kept multiple drafts of your files in case you needed to refer or switch to earlier versions. Google Drive keeps all your drafts in one file. You can easily view or restore earlier versions.\n",
      "\n",
      "View, delete, download, or revert to previous versions any time\n",
      "Access any version of your file anytime, from any device\n",
      "Refer back to existing comments in a previous version\n",
      "Keep your folders clean—there’s no need to keep multiple drafts of your files anymore\n",
      "Learn how\n",
      "\"\"\n",
      "Get notifications of file activity in Chat or Gmail\n",
      "In Google Chat and Gmail, you can use apps to connect with services. To get notifications in Chat about activity in your Drive, use the Google Drive app.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Get notified about spreadsheet changes\n",
      "If you need to know immediately when someone changes your spreadsheet, set up an email notification.\n",
      "\n",
      "You’ll know exactly what’s changed and who to ask for details.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Find and act on comments\n",
      "You can search in Google Drive to find and act on unresolved comments that are assigned to you.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Show resolved comments (non-Google files)\n",
      "With Google Drive, you can show or hide any resolved comments on Microsoft Office and Adobe PDF files, images, and other files, directly in Drive preview. \n",
      "\n",
      "Learn how\n",
      "Back to top \"\"\n",
      "\n",
      "\n",
      "Google, Google Workspace, and related marks and logos are trademarks of Google LLC. All other company and product names are trademarks of the companies with which they are associated.\n",
      "\n",
      "\n",
      "Give feedback about this article\n",
      "Was this helpful?YesNo\n",
      "Drive\n",
      "Google Drive training and help\n",
      "Get started with Drive for Google Workspace\n",
      "Switch to Google Drive\n",
      "Drive cheat sheets\n",
      "Tips to access and find your files\n",
      "Tips to edit and collaborate on files\n",
      "Tips to share your files\n",
      "Work together in shared drives\n",
      "\"\"\n",
      "Print, save, or customize Learning Center guides\n",
      "Learn how to print Learning Center guides, save them as PDFs, or customize them for your organization.\n",
      "\n",
      "©2023 Google  Privacy Policy  Terms of Service \n",
      "\n",
      "Send feedback on...\n",
      "\n",
      "\"\"\"\n",
      "\\Google Help article section:\n",
      "\"\"\"\n",
      "Title: Google Sheets, Description: Skip to main content\n",
      "Help Center\n",
      "Announcements\n",
      "Google Workspace\n",
      "Get startedLearn by productLearn by role & industryHybrid workplace tipsProductivity tipsBusiness tutorialsSwitch from Microsoft & othersSupport & accessibility\n",
      "Working with remote and in-office colleagues? Learn how to thrive in hybrid work environments.\n",
      "\n",
      "\n",
      "Tips to analyze data\n",
      "Google Workspace productivity guide\n",
      "Want to use Google apps at work or school?  Sign up for a Google Workspace trial\n",
      "\"\"On this page\n",
      "Filter data in a spreadsheet\n",
      "Summarize data with pivot tables\n",
      "Visualize data with charts\n",
      "Get chart suggestions with the Explore tool \n",
      "Navigate data with links\n",
      "Search large datasets with QUERY\n",
      "Make quick calculations with formulas\n",
      "Freeze headings when scrolling\n",
      "Expand all  |  Collapse all\n",
      "\n",
      "Filter data in a spreadsheet\n",
      "\"\"\n",
      "\n",
      "If you're working on a spreadsheet in Sheets with other people, you can create a filter view that only changes your view of the data. Or you can create filters that your collaborators can use, as well.\n",
      "\n",
      "You can save and name multiple filter views for quick access and sorting later. You can also share the views so people immediately see the most relevant information.\n",
      "\n",
      "Share different filter view links with different people, so each person sees the most relevant information.\n",
      "Save and name multiple filter views for quick access and sorting later.\n",
      "Make a copy or create another view with similar rules.\n",
      "Don’t have edit access to a spreadsheet and still want to filter or sort? Create a temporary filter view.\n",
      "Learn how\n",
      "\"\"\n",
      "Summarize data with pivot tables\n",
      "\"\"\n",
      "\n",
      "Pivot tables in Sheets help you summarize data, find patterns, and reorganize information. You can add pivot tables based on suggestions in Google Sheets or create them manually. After you create a pivot table, you can add and move data, add a filter, drill down to see details about a calculation, group data, and more.\n",
      "\n",
      "Summarize thousands of rows of data, such as sales each year segmented by region.\n",
      "Drill down to analyze a region. Use a pivot table to see the total of each region’s sales. Then, get a breakdown of individuals and their sales for that region.\n",
      "Try it now: Pivot tables template\n",
      "Learn how\n",
      "\"\"\n",
      "Visualize data with charts\n",
      "\"\"\n",
      "\n",
      "Summarize data in your spreadsheet with a chart.\n",
      "\n",
      "Make your data visual so that others can understand it quickly.\n",
      "Create charts based on your data that you can use in reports and presentations.\n",
      "Learn how\n",
      "\"\"\n",
      "Get chart suggestions with the Explore tool\n",
      "\"\"\n",
      "\n",
      "Graph summaries and charts of your data in Sheets, with the click of a button. It’s kind of like having a data-analysis expert sitting next to you. If you’re only interested in a subset of data, select just the columns or cells you need. Your graphs update in real time. You can add these graphs to your presentations in Slides.\n",
      "\n",
      "Find patterns in your data with instant charts.\n",
      "Get automatic suggestions for pivot tables based on your data.\n",
      "Ask questions about your data and get immediate answers. Answers can include suggested charts, pivot tables, and formulas. (English only)\n",
      "Quickly graph a subset of your data by selecting only the cells or columns you’re interested in.\n",
      "Learn how\n",
      "\"\"\n",
      "Navigate data with links\n",
      "\"\"\n",
      "Make it easy to navigate your data In Sheets by adding links. Clicking the link can go straight to a specific range of cells. For example, you could link a sales table summary to the relevant financial data you want to highlight.\n",
      "\n",
      "\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Search large datasets with QUERY\n",
      "\"\"\n",
      "When you have large amounts of data in your spreadsheet, it can be tricky to find what you’re looking for. Filter, sort, add, and verify values in your data with the QUERY function in Sheets.\n",
      "\n",
      "Learn how\n",
      "\"\"\n",
      "Make quick calculations with formulas\n",
      "\"\"\n",
      "\n",
      "Want to find the average, maximum, or minimum values in a dataset? Use a function in Sheets to instantly calculate these values. For financial analysis, keep track of specific stock prices and see their changes. Or, predict future stock trends using the GOOGLEFINANCE function.\n",
      "\n",
      "Learn how at the Google Docs Editors Help Center\n",
      "\n",
      "\"\"\n",
      "Freeze headings when scrolling\n",
      "\"\"\n",
      "\n",
      "Working on a detailed project plan with your team, or entering a large amount of data for your accounts? Keep your column headings fixed in Sheets, so you always know what data you’re viewing.\n",
      "\n",
      "Options 1 through 5 mapped out on a sheet.\n",
      "Learn how: Get started with Sheets for Google Workspace\n",
      "\n",
      "Related topics\n",
      "Tips to clean up data\n",
      "Tips for finance \n",
      "Back to top \"\"\n",
      "\n",
      "\n",
      "Google, Google Workspace, and related marks and logos are trademarks of Google LLC. All other company and product names are trademarks of the companies with which they are associated.\n",
      "\n",
      "\n",
      "Give feedback about this article\n",
      "Was this helpful?YesNo\n",
      "Sheets\n",
      "Google Sheets training and help\n",
      "Get started with Sheets for Google Workspace\n",
      "Switch from Excel to Sheets\n",
      "Google Sheets cheat sheet\n",
      "Create project plans with Sheets\n",
      "Tips to add & import data\n",
      "Tips to format & clean up data\n",
      "Tips to analyze data\n",
      "Use Google Workspace keyboard shortcuts\n",
      "\"\"\n",
      "Print, save, or customize Learning Center guides\n",
      "Learn how to print Learning Center guides, save them as PDFs, or customize them for your organization.\n",
      "\n",
      "©2023 Google  Privacy Policy  Terms of Service \n",
      "\n",
      "Send feedback on...\n",
      "\n",
      "\"\"\"\n",
      "\n",
      "Question: he\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"Hello Samir! Based on the provided Google Help articles, I was unable to find information specifically about Google AI Powered Products. However, if you have any general questions about AI or any other topic, I'll be happy to help to the best of my abilities.\""
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ask(your_question, print_message=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
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   "outputs": [
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       "      <td>Type: Financial, Name: SLN, Syntax: SLN(cost, ...</td>\n",
       "      <td>0.719137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Type: Financial, Name: SYD, Syntax: SYD(cost, ...</td>\n",
       "      <td>0.718741</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              Answer Relatedness\n",
       "0  Type: Engineering, Name: IMTANH, Syntax: IMTAN...    0.723471\n",
       "1  Type: Engineering, Name: IMSINH, Syntax: IMSIN...    0.721138\n",
       "2  Title: Google Sheets, Description: Skip to mai...     0.71993\n",
       "3  Type: Financial, Name: SLN, Syntax: SLN(cost, ...    0.719137\n",
       "4  Type: Financial, Name: SYD, Syntax: SYD(cost, ...    0.718741"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set up the data\n",
    "answers = pd.DataFrame(strings_ranked_by_relatedness(your_question, df, top_n=15))\n",
    "answers = answers.T.rename(columns={0: 'Answer', 1: 'Relatedness'}).sort_values(\"Relatedness\", ascending=False).reset_index(drop=True)\n",
    "answers.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_relatedness(answers, ['blue', 'red', 'yellow', 'green'])\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.17"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}