1_Data_Collection_Control_Group.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Collection - Control Group"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Control group is gathered to **establish a baseline of response length variability without the influence of length-defining keywords**. \n",
    "<br><br>\n",
    "It consists of 500 responses (5 sets of 100) from ChatGPT (\"gpt-3.5-turbo\" model) collected using `generate_responses.py`. \n",
    "<br><br>\n",
    "As the prompt, prompt templates from `prompt_templates.py` were used without specifying any keywords.\n",
    "<br><br>\n",
    "These responses serve as a reference point for comparing and measuring the effects of different keywords on response lengths. \n",
    "<br><br>\n",
    "Data from control group will **help to determine template-specific keywords by analyzing the response length distribution** in `2_EDA_Control_Group.ipynb`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# LIBRARIES\n",
    "import pandas as pd\n",
    "import os\n",
    "from typing import Dict  # type hinting\n",
    "\n",
    "# FILES\n",
    "from utils.generate_responses import generate_responses\n",
    "from utils import prompt_templates\n",
    "\n",
    "# CONSTANTS\n",
    "N_RESPONSES = 100  # set number of responses to generate per prompt\n",
    "PROMPT_TITLE_TEMPLATE = (\n",
    "    prompt_templates.prompt_title_template\n",
    ")  # Dict[str, str] -> prompt titles (str) and templates (str) with placeholders for length defining keywords\n",
    "\n",
    "# COLORS FOR PRINTING\n",
    "GRAY = \"\\033[90m\"\n",
    "RED = \"\\033[91m\"\n",
    "GREEN = \"\\033[92m\"\n",
    "YELLOW = \"\\033[93m\"\n",
    "PURPLE = \"\\033[95m\"\n",
    "CYAN = \"\\033[96m\"\n",
    "RESET = \"\\033[0m\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Response Collection: Control Group without specyfing length defining keywords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def control_group_collection(prompt_title_template: Dict[str, str]) -> None:\n",
    "    for prompt_title, template in prompt_title_template.items():\n",
    "        print(\n",
    "            f\"{YELLOW}GENERATING ALL RESPONSES FOR {CYAN}{prompt_title}{YELLOW} PROMPT TEMPLATE...{RESET}\"\n",
    "        )\n",
    "        print(f\"File being created: {GREEN}{prompt_title}_control.csv{RESET}\")\n",
    "\n",
    "        prompt = template.format(\"\")  # no length defining keyword for control group\n",
    "        prompt = \" \".join(prompt.split())  # delete double space in prompt\n",
    "        print(f\"Prompt used: {GRAY}{prompt}{RESET}\")\n",
    "\n",
    "        generate_responses(\n",
    "            n=N_RESPONSES,\n",
    "            prompt=prompt,\n",
    "            filename_prefix=prompt_title,\n",
    "            filename_suffix=\"control\",  # manually set filename suffix, because no length defining keyword was used\n",
    "            folder_type=\"control\",  # default is \"experimental\"\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[93mGENERATING ALL RESPONSES FOR \u001b[96memail\u001b[93m PROMPT TEMPLATE...\u001b[0m\n",
      "File being created: \u001b[92memail_control.csv\u001b[0m\n",
      "Prompt used: \u001b[90mWrite a business email that is professional, clear, and concise. The email should be addressed to a potential business client. Please introduce my paper company and our offer. Invite the recipient to a meeting in my office at 2PM on Wednesday.\u001b[0m\n",
      "\u001b[94mResponses gathered: 1  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 2  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 3  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 4  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 5  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 6  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 7  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 8  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 9  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
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      "\u001b[94mResponses gathered: 56  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 57  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 58  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
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      "\u001b[94mResponses gathered: 61  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 62  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
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      "\u001b[94mResponses gathered: 88  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 89  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 90  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 91  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 92  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 93  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 94  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 95  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 96  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 97  |  Working on: email_control.csv  |  Errors occured: 0\u001b[0m\n",
      "Error generating response 97: Request timed out: HTTPSConnectionPool(host='api.openai.com', port=443): Read timed out. (read timeout=600)\n",
      "\u001b[94mResponses gathered: 97  |  Working on: email_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 98  |  Working on: email_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 99  |  Working on: email_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 100  |  Working on: email_control.csv  |  Errors occured: 1\u001b[0m\n",
      "Filename email_control.csv was created!\n",
      "\n",
      "\u001b[93mGENERATING ALL RESPONSES FOR \u001b[96msocial\u001b[93m PROMPT TEMPLATE...\u001b[0m\n",
      "File being created: \u001b[92msocial_control.csv\u001b[0m\n",
      "Prompt used: \u001b[90mWrite a social media post about a new announcement from OpenAI. Give an opinion about this announcement and ask followers about their opinion on this subject. Write a CTA.\u001b[0m\n",
      "\u001b[94mResponses gathered: 1  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 2  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 3  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 4  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 5  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 6  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 7  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 8  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 9  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 10  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 11  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 12  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 13  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
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      "\u001b[94mResponses gathered: 15  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 16  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 17  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 18  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 19  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 20  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 21  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 22  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 23  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 24  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 25  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 26  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 27  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 28  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 29  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 30  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 31  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 32  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 33  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 34  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 35  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 36  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 37  |  Working on: social_control.csv  |  Errors occured: 0\u001b[0m\n",
      "Error generating response 37: The server is overloaded or not ready yet.\n",
      "\u001b[94mResponses gathered: 37  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 38  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 39  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 40  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
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      "\u001b[94mResponses gathered: 42  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 43  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 44  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 45  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 46  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 47  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 48  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 49  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 50  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 51  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 52  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 53  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 54  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 55  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 56  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 57  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 58  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 59  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 60  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 61  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 62  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 63  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 64  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 65  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 66  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 67  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 68  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 69  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 70  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 71  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 72  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 73  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 74  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 75  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 76  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 77  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 78  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 79  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 80  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 81  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 82  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 83  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 84  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 85  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 86  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 87  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 88  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 89  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 90  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 91  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 92  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 93  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 94  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 95  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 96  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 97  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 98  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 99  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 100  |  Working on: social_control.csv  |  Errors occured: 1\u001b[0m\n",
      "Filename social_control.csv was created!\n",
      "\n",
      "\u001b[93mGENERATING ALL RESPONSES FOR \u001b[96mcover\u001b[93m PROMPT TEMPLATE...\u001b[0m\n",
      "File being created: \u001b[92mcover_control.csv\u001b[0m\n",
      "Prompt used: \u001b[90mWrite a cover letter to the hiring manager. I'm applying for a job in Data Science. I'm very motivated and eager to learn. I love AI and sports are my passion. Make a good impression.\u001b[0m\n",
      "\u001b[94mResponses gathered: 1  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 2  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 3  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 4  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 5  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 6  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 7  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 8  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 9  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 10  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 11  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 12  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 13  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 14  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 15  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 16  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 17  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 18  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 19  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 20  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 21  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 22  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 23  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 24  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 25  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 26  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 27  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 28  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 29  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 30  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 31  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 32  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 33  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 34  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 35  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 36  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 37  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 38  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 39  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 40  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 41  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 42  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 43  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 44  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 45  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 46  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 47  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 48  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 49  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 50  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 51  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 52  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 53  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 54  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 55  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 56  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 57  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 58  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 59  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 60  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 61  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 62  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 63  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 64  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 65  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 66  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 67  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 68  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 69  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 70  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 71  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 72  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 73  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 74  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 75  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 76  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 77  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 78  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 79  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 80  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 81  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 82  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 83  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 84  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 85  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 86  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 87  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 88  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 89  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 90  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 91  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 92  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 93  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 94  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 95  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 96  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 97  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 98  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 99  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 100  |  Working on: cover_control.csv  |  Errors occured: 0\u001b[0m\n",
      "Filename cover_control.csv was created!\n",
      "\n",
      "\u001b[93mGENERATING ALL RESPONSES FOR \u001b[96messay\u001b[93m PROMPT TEMPLATE...\u001b[0m\n",
      "File being created: \u001b[92messay_control.csv\u001b[0m\n",
      "Prompt used: \u001b[90mWrite a essay about prompt engineering. Explain how it will be one of the most crucial skill to learn in 2023. Emphasize its importance and give forecast for the future.\u001b[0m\n",
      "\u001b[94mResponses gathered: 1  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 2  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 3  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 4  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 5  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 6  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 7  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 8  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 9  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 10  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 11  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 12  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 13  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 14  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 15  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 16  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 17  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 18  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 19  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 20  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 21  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 22  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 23  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 24  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 25  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 26  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 27  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 28  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 29  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 30  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 31  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 32  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 33  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 34  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 35  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 36  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 37  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 38  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 39  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 40  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 41  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 42  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 43  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 44  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 45  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 46  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 47  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 48  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 49  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 50  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 51  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 52  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 53  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 54  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 55  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 56  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 57  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 58  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 59  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 60  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 61  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 62  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 63  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 64  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 65  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 66  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 67  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 68  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 69  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 70  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 71  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 72  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 73  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 74  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 75  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 76  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 77  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 78  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 79  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 80  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 81  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 82  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 83  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 84  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 85  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 86  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 87  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 88  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 89  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 90  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 91  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 92  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 93  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 94  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 95  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 96  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 97  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 98  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 99  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 100  |  Working on: essay_control.csv  |  Errors occured: 0\u001b[0m\n",
      "Filename essay_control.csv was created!\n",
      "\n",
      "\u001b[93mGENERATING ALL RESPONSES FOR \u001b[96mexplanation\u001b[93m PROMPT TEMPLATE...\u001b[0m\n",
      "File being created: \u001b[92mexplanation_control.csv\u001b[0m\n",
      "Prompt used: \u001b[90mGive a explanation of what polymorphism is with examples of its usage.\u001b[0m\n",
      "\u001b[94mResponses gathered: 1  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 2  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 3  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 4  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 5  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 6  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 7  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 8  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 9  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 10  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 11  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 12  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 13  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 14  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 15  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 16  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 17  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 18  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 19  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 20  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 21  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 22  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 23  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 24  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 25  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 26  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 27  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 28  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 29  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 30  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 31  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 32  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 33  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 34  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 35  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 36  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 37  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 38  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 39  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 40  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 41  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 42  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 43  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 44  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 45  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 46  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 47  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 48  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "\u001b[94mResponses gathered: 49  |  Working on: explanation_control.csv  |  Errors occured: 0\u001b[0m\n",
      "Error generating response 49: Request timed out: HTTPSConnectionPool(host='api.openai.com', port=443): Read timed out. (read timeout=600)\n",
      "\u001b[94mResponses gathered: 49  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 50  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 51  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 52  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 53  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 54  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 55  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 56  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 57  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 58  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 59  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 60  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 61  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 62  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 63  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 64  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 65  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 66  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 67  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 68  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 69  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 70  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 71  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 72  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 73  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 74  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 75  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 76  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 77  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 78  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 79  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 80  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 81  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 82  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 83  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 84  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 85  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 86  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 87  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 88  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 89  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 90  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 91  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 92  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 93  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 94  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 95  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 96  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 97  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 98  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 99  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "\u001b[94mResponses gathered: 100  |  Working on: explanation_control.csv  |  Errors occured: 1\u001b[0m\n",
      "Filename explanation_control.csv was created!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "control_group_collection(PROMPT_TITLE_TEMPLATE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assert shape of all CSV's"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If runs without output, all CSV's have the same shape."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "desired_number_of_responses = N_RESPONSES\n",
    "desired_number_of_columns = 4\n",
    "folder_type = \"control\"\n",
    "\n",
    "directory = os.getcwd() + f\"/data/raw_{folder_type}_group\"\n",
    "\n",
    "for filename in os.listdir(directory):\n",
    "    file_path = os.path.join(directory, filename)\n",
    "\n",
    "    if filename.endswith(\".csv\"):\n",
    "        df = pd.read_csv(file_path)\n",
    "        # making sure that all files have same shape\n",
    "        assert df.shape == (\n",
    "            desired_number_of_responses,\n",
    "            desired_number_of_columns,\n",
    "        ), f\"{filename} has shape {df.shape} instead of ({desired_number_of_responses}, {desired_number_of_columns})\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Checking if all files were collected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of CSV files: 5\n"
     ]
    }
   ],
   "source": [
    "csv_count = 0\n",
    "\n",
    "for file in os.listdir(directory):\n",
    "    if file.endswith(\".csv\"):\n",
    "        csv_count += 1\n",
    "\n",
    "# Print the number of CSV files\n",
    "print(\"Number of CSV files:\", csv_count)"
   ]
  }
 ],
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