web-qa.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scrapping the website to extract information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import re\n",
    "import urllib.request\n",
    "from bs4 import BeautifulSoup\n",
    "from collections import deque\n",
    "from html.parser import HTMLParser\n",
    "from urllib.parse import urlparse\n",
    "import os\n",
    "\n",
    "# Regex pattern to match a URL\n",
    "HTTP_URL_PATTERN = r'^http[s]*://.+'\n",
    "\n",
    "# Define root domain to crawl\n",
    "domain = \"ulm.edu\"\n",
    "full_url = \"https://ulm.edu/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a class to parse the HTML and get the hyperlinks\n",
    "class HyperlinkParser(HTMLParser):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        # Create a list to store the hyperlinks\n",
    "        self.hyperlinks = []\n",
    "\n",
    "    # Override the HTMLParser's handle_starttag method to get the hyperlinks\n",
    "    def handle_starttag(self, tag, attrs):\n",
    "        attrs = dict(attrs)\n",
    "\n",
    "        # If the tag is an anchor tag and it has an href attribute, add the href attribute to the list of hyperlinks\n",
    "        if tag == \"a\" and \"href\" in attrs:\n",
    "            self.hyperlinks.append(attrs[\"href\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to get the hyperlinks from a URL\n",
    "def get_hyperlinks(url):\n",
    "    \n",
    "    # Try to open the URL and read the HTML\n",
    "    try:\n",
    "        # Open the URL and read the HTML\n",
    "        with urllib.request.urlopen(url) as response:\n",
    "\n",
    "            # If the response is not HTML, return an empty list\n",
    "            if not response.info().get('Content-Type').startswith(\"text/html\"):\n",
    "                return []\n",
    "            \n",
    "            # Decode the HTML\n",
    "            html = response.read().decode('utf-8')\n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "        return []\n",
    "\n",
    "    # Create the HTML Parser and then Parse the HTML to get hyperlinks\n",
    "    parser = HyperlinkParser()\n",
    "    parser.feed(html)\n",
    "\n",
    "    return parser.hyperlinks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Function to get the hyperlinks from a URL that are within the same domain\n",
    "def get_domain_hyperlinks(local_domain, url):\n",
    "    clean_links = []\n",
    "    for link in set(get_hyperlinks(url)):\n",
    "        clean_link = None\n",
    "\n",
    "        # If the link is a URL, check if it is within the same domain\n",
    "        if re.search(HTTP_URL_PATTERN, link):\n",
    "            # Parse the URL and check if the domain is the same\n",
    "            url_obj = urlparse(link)\n",
    "            if url_obj.netloc == local_domain:\n",
    "                clean_link = link\n",
    "\n",
    "        # If the link is not a URL, check if it is a relative link\n",
    "        else:\n",
    "            if link.startswith(\"/\"):\n",
    "                link = link[1:]\n",
    "            elif link.startswith(\"#\") or link.startswith(\"mailto:\"):\n",
    "                continue\n",
    "            clean_link = \"https://\" + local_domain + \"/\" + link\n",
    "\n",
    "        if clean_link is not None:\n",
    "            if clean_link.endswith(\"/\"):\n",
    "                clean_link = clean_link[:-1]\n",
    "            clean_links.append(clean_link)\n",
    "\n",
    "    # Return the list of hyperlinks that are within the same domain\n",
    "    return list(set(clean_links))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://ulm.edu/\n",
      "https://ulm.edu/studenthandbook/index.html\n",
      "https://ulm.edu/ulmstudents\n",
      "https://ulm.edu/testingcenter\n",
      "https://ulm.edu/testingcenter/gre.html\n",
      "https://ulm.edu/testingcenter/placement-sat-act.html\n",
      "https://ulm.edu/testingcenter/dsst.html\n",
      "https://ulm.edu/testingcenter/praxis.html\n",
      "https://ulm.edu/testingcenter/apc.html\n",
      "https://ulm.edu/testingcenter/actsat.html\n",
      "https://ulm.edu/counselingcenter/testing.html\n",
      "https://ulm.edu/counselingcenter/outreach.html\n",
      "https://ulm.edu/counselingcenter/schedule.html\n",
      "https://ulm.edu/counselingcenter/directory.html\n",
      "https://ulm.edu/counselingcenter/emergencies.html\n",
      "https://ulm.edu/counselingcenter/index.html\n",
      "https://ulm.edu/counselingcenter/services.html\n",
      "https://ulm.edu/counselingcenter/resources.html\n",
      "https://ulm.edu/testingcenter/placement.html\n",
      "https://ulm.edu/testingcenter/clep.html\n",
      "https://ulm.edu/testingcenter/index.html\n",
      "https://ulm.edu/studentaffairs\n",
      "https://ulm.edu/reslife\n",
      "https://ulm.edu/registrar/ferpa.html\n",
      "https://ulm.edu/registrar/topics.html\n",
      "https://ulm.edu/academics/catalogs\n",
      "https://ulm.edu/registrar/mission.html\n",
      "https://ulm.edu/registrar/index.html\n",
      "https://ulm.edu/registrar/transcripts.html\n",
      "https://ulm.edu/registrar/staff.html\n",
      "https://ulm.edu/registrar/forms.html\n",
      "https://ulm.edu/reslife/masur_hall.html\n",
      "https://ulm.edu/reslife/residential-student-staff.html\n",
      "https://ulm.edu/reslife/warhawk_village_apartments.html\n",
      "http://ulm.edu/policy\n",
      "https://ulm.edu/policies\n",
      "https://ulm.edu/reslife/fall-application.html\n",
      "http://ulm.edu/reslife/guide.html\n",
      "http://ulm.edu/studentpolicy\n",
      "https://ulm.edu/parking\n",
      "https://ulm.edu/parking/index.html\n",
      "https://ulm.edu/parking/zones.html\n",
      "https://ulm.edu/police/parking.html\n",
      "https://ulm.edu/police/clery-act.html#reports\n",
      "https://ulm.edu/police/ticket-appeals.html#online-appeals\n",
      "https://ulm.edu/police/parking.html#overflow\n",
      "https://ulm.edu/police/citations-fines.html#fee-schedule\n",
      "https://ulm.edu/police/ticket-appeals.html\n",
      "https://ulm.edu/police/intermodal.html\n",
      "https://ulm.edu/police/clery-act.html\n",
      "https://ulm.edu/police/vehicle-registration.html\n",
      "https://ulm.edu/police/clery-act.html#logs\n",
      "https://ulm.edu/police/citations-fines.html\n",
      "https://ulm.edu/police/campus-oriented-policing.html\n",
      "https://ulm.edu/police/crime-statistics.html\n",
      "https://ulm.edu/police/vehicle-registration-process.html#registration-employees\n",
      "https://ulm.edu/police/visitor-info.html\n",
      "https://ulm.edu/police/permit-display.html\n",
      "https://ulm.edu/police/powerbase-violence.html\n",
      "https://ulm.edu/police/partner-agencies.html\n",
      "https://ulm.edu/police/security-escort.html\n",
      "https://ulm.edu/police/index.html\n",
      "https://ulm.edu/police/services.html\n",
      "https://ulm.edu/police/special-events.html\n",
      "https://ulm.edu/police/vehicle-registration-process.html\n",
      "https://ulm.edu/reslife/tvservice.html\n",
      "https://ulm.edu/reslife/bayou_suites.html\n",
      "https://ulm.edu/reslife/residence_hall_staff.html\n",
      "https://ulm.edu/safety/manual_emergency_response.html\n",
      "https://ulm.edu/safety/safety_forms.html\n",
      "https://ulm.edu/safety/related_links.html\n",
      "https://ulm.edu/businessaffairs\n",
      "https://ulm.edu/businessaffairs/index.html\n",
      "https://ulm.edu/businessaffairs/businessofficer.html\n",
      "https://ulm.edu/purchasingoffice/index.html\n",
      "https://ulm.edu/purchasingoffice/basics.html\n",
      "https://ulm.edu/purchasingoffice/vehicle.html\n",
      "https://ulm.edu/businesscards/index.html\n",
      "https://ulm.edu/businesscards/name-badges.html\n",
      "https://ulm.edu/graphicdesign\n",
      "https://ulm.edu/copycenter/index.html\n",
      "https://ulm.edu/omc/graphic-design.html\n",
      "https://ulm.edu/omc/campus-wide-communication.html\n",
      "https://ulm.edu/omc/fant-ewing-board.html\n",
      "https://ulm.edu/mailman/listinfo\n",
      "https://ulm.edu/omc/axis-tv.html\n",
      "https://ulm.edu/omc/email.html\n",
      "https://ulm.edu/campus/mail-lists.html\n",
      "https://ulm.edu/omc/veteransday/index.html\n",
      "https://ulm.edu/omc/publications.html\n",
      "https://ulm.edu/magazine\n",
      "https://ulm.edu/magazine/index.html\n",
      "http://ulm.edu/ulmmagazine/fall2015.html\n",
      "https://ulm.edu/ulmmagazine\n",
      "https://ulm.edu/ulmmagazine/fall2015.html\n",
      "https://ulm.edu/contacts/index.html\n",
      "https://ulm.edu/vpis\n",
      "https://ulm.edu/studentsuccess/index.html\n",
      "https://ulm.edu/studentsuccess/tutoring.html\n",
      "https://ulm.edu/studentsuccess/advising/index.html\n",
      "https://ulm.edu/studentsuccess/advising/goals-appreciative-inquiry.html\n",
      "https://ulm.edu/it/banner-steps.html\n",
      "https://ulm.edu/it/vr.html\n",
      "https://ulm.edu/it/email-spam.html\n",
      "https://ulm.edu/it/office365_help/index.html\n",
      "https://ulm.edu/it/office365_help/office-install.html\n",
      "https://ulm.edu/it/office365_help/web_users.html\n",
      "https://ulm.edu/it/office365_help/onedrive.html\n",
      "https://ulm.edu/it/office365_help/mobile_users.html\n",
      "https://ulm.edu/it/office365_help/teams.html\n",
      "https://ulm.edu/it/office365_help/office-mfa.html\n",
      "https://ulm.edu/it/phish.html\n",
      "https://ulm.edu/it/hardware.html\n",
      "https://ulm.edu/it/campus-systems.html#vpn\n",
      "https://ulm.edu/it/mfa-myulm.html\n",
      "https://ulm.edu/it/eprint.html\n",
      "https://ulm.edu/it/campus-systems.html#flightpath\n",
      "https://ulm.edu/it/use-policy.html\n",
      "https://ulm.edu/it/moodle-info.html\n",
      "https://ulm.edu/it/staff.html\n",
      "https://ulm.edu/it/teaching-resource.html\n",
      "https://ulm.edu/it/software.html\n",
      "https://ulm.edu/it/telephone.html\n",
      "https://ulm.edu/it/phone-tutorials.html\n",
      "https://ulm.edu/it/video-conferencing.html\n",
      "https://ulm.edu/it/campus-systems.html#web\n",
      "https://ulm.edu/it/policies.html\n",
      "https://ulm.edu/it/campus-systems.html#myulm\n",
      "https://ulm.edu/it/campus-systems.html#banner\n",
      "https://ulm.edu/it/wireless.html\n",
      "https://ulm.edu/it/how-to-guide.html\n",
      "https://ulm.edu/howto/transfer-credit.html\n",
      "https://ulm.edu/howto/index.html\n",
      "https://ulm.edu/howto/checkbill.html\n",
      "https://ulm.edu/howto/banner.html\n",
      "https://ulm.edu/howto/billpay.html\n",
      "https://ulm.edu/howto/finaid01.html\n",
      "https://ulm.edu/howto/waitlisting.html\n",
      "https://ulm.edu/howto/paymentplan.html\n",
      "https://ulm.edu/howto/finaid02.html\n",
      "https://ulm.edu/scholarships/index.html\n",
      "https://ulm.edu/scholarships/maintainfeewaiver.html\n",
      "https://ulm.edu/scholarships/conversion-chart.html\n",
      "https://ulm.edu/scholarships/private.html\n",
      "https://ulm.edu/scholarships/freshmen.html\n",
      "https://ulm.edu/scholarships/foundation-award.html\n",
      "http://ulm.edu/it/faq.html#myULM\n",
      "https://ulm.edu/scholarships/foundation-donorthanks.html\n",
      "https://ulm.edu/scholarships/sixty.html\n",
      "https://ulm.edu/admissions/staff.html\n",
      "https://ulm.edu/admissions/parents.html\n",
      "https://ulm.edu/prep/pop.html\n",
      "https://ulm.edu/prep/prepinfo-de.html\n",
      "https://ulm.edu/prep/staff23.html\n",
      "https://ulm.edu/prep/afterprep.html\n",
      "https://ulm.edu/prep/directions.html\n",
      "https://ulm.edu/prep/related.html\n",
      "https://ulm.edu/warhawkcard\n",
      "https://ulm.edu/warhawkcard/id-uses.html\n",
      "https://ulm.edu/warhawkcard/express-card.html\n",
      "https://ulm.edu/warhawkcard/staff.html\n",
      "https://ulm.edu/auxiliary/index.html\n",
      "https://ulm.edu/eventservices/university-house.html\n",
      "https://ulm.edu/auxiliary/hep.html\n",
      "https://ulm.edu/auxiliary/principles.html\n",
      "https://ulm.edu/eventservices/terrace.html\n",
      "https://ulm.edu/auxiliary/email-directory.html\n",
      "https://ulm.edu/auxiliary/iwtp.html\n",
      "https://ulm.edu/auxiliary/delano-house.html\n",
      "https://ulm.edu/eventservices/studentcenter-sub.html\n",
      "https://ulm.edu/omc/warhawkbundle.html\n",
      "https://ulm.edu/bayoupointe\n",
      "https://ulm.edu/auxiliary/staff.html\n",
      "https://ulm.edu/copycenter\n",
      "https://ulm.edu/warhawkcard/id-card-info.html\n",
      "https://ulm.edu/warhawkcard/voter-registration.html\n",
      "https://ulm.edu/prep/bring.html\n",
      "https://ulm.edu/prep/accommodations.html\n",
      "https://ulm.edu/prep/ftf.html\n",
      "https://ulm.edu/prep/notattend.html\n",
      "https://ulm.edu/prep/tnt.html\n",
      "https://ulm.edu/international/international-prep\n",
      "https://ulm.edu/transfer-prep\n",
      "https://ulm.edu/prep/index.html\n",
      "https://ulm.edu/prep/itinerary.html\n",
      "https://ulm.edu/prep/payment.html\n",
      "https://ulm.edu/prep/pop-itinerary.html\n",
      "https://ulm.edu/prep/prepinfo.html\n",
      "https://ulm.edu/prep/faq.html\n",
      "https://ulm.edu/prep\n",
      "https://ulm.edu/browse/index.html\n",
      "https://ulm.edu/browse\n",
      "https://ulm.edu/admissions/connect/index.html\n",
      "https://ulm.edu/admissions/connect/faq.html\n",
      "https://ulm.edu/apply\n",
      "https://ulm.edu/MyApplication\n",
      "https://ulm.edu/scholarships/foundation.html\n",
      "https://ulm.edu/scholarships/international.html\n",
      "https://ulm.edu/gradschool/assist_workstudy.html\n",
      "https://ulm.edu/gradschool/directory.html\n",
      "https://ulm.edu/vapa\n",
      "https://ulm.edu/dance\n",
      "https://ulm.edu/dance/classes.html\n",
      "https://ulm.edu/dance/index.html\n",
      "https://ulm.edu/dance/about.html\n",
      "https://ulm.edu/dance/facilities.html\n",
      "https://ulm.edu/dance/danceminor.html\n",
      "https://ulm.edu/search/deptsearch.php?dept=danc\n",
      "https://ulm.edu/dance/chitauepsilon.html\n",
      "https://ulm.edu/dance/ulmrepertorydanceensemble.html\n",
      "https://ulm.edu/dance/facultyprofiles.html\n",
      "https://ulm.edu/dance/currentofferings.html\n",
      "http://ulm.edu/dance/ulmrepertorydanceensemble.html\n",
      "https://ulm.edu/dance/personnel.html\n",
      "http://ulm.edu/artsandsciences\n",
      "https://ulm.edu/english\n",
      "https://ulm.edu/news/2016/56-two-ulm-english-students-win-competitive-summer-internship-stipends.html\n",
      "https://ulm.edu/omc/logos.html\n",
      "https://ulm.edu/omc/visiting.html\n",
      "https://ulm.edu/news/search.html\n",
      "https://ulm.edu/news/archive_index/index.html\n",
      "https://ulm.edu/news/archive_index/2006.html\n",
      "https://ulm.edu/news/archives/2006/apr06/sga.html\n",
      "https://ulm.edu/news/archives/2006/june06/hotcakes.html\n",
      "https://ulm.edu/news/archives/2006/mar06/teach.html\n",
      "https://ulm.edu/news/archives/2006/dec06/canada.html\n",
      "https://ulm.edu/news/archives/2006/june06/kedm.html\n",
      "https://ulm.edu/news/archives/2006/jan06/nexus.html\n",
      "https://ulm.edu/news/archives/2006/sept06/nursing.html\n",
      "https://ulm.edu/news/archives/2006/mar06/commuter.html\n",
      "https://ulm.edu/news/archives/2006/june06/flute.html\n",
      "https://ulm.edu/news/archives/2006/aug06/satellite.html\n",
      "https://ulm.edu/news/archives/2006/apr06/golf.html\n",
      "https://ulm.edu/news/archives/2006/nov06/audit.html\n",
      "https://ulm.edu/news/archives/2006/feb06/cancellation.html\n",
      "https://ulm.edu/news/archives/2006/feb06/vapaevents.html\n",
      "https://ulm.edu/news/archives/2006/nov06/madrigal.html\n",
      "https://ulm.edu/news/archives/2006/oct06/outreach.html\n",
      "https://ulm.edu/news/archives/2006/jan06/vapa.html\n",
      "https://ulm.edu/news/archives/2006/mar06/plants.html\n",
      "https://ulm.edu/news/archives/2006/apr06/springbreak.html\n",
      "https://ulm.edu/news/archives/2006/june06/fresh.html\n",
      "https://ulm.edu/news/archives/2006/mar06/gallery.html\n",
      "https://ulm.edu/news/archives/2006/june06/exhibition2.html\n",
      "https://ulm.edu/news/archives/2006/nov06/radt.html\n",
      "https://ulm.edu/news/archives/2006/may06/atmospheric.html\n",
      "https://ulm.edu/news/archives/2006/mar06/nexus.html\n",
      "https://ulm.edu/news/archives/2006/dec06/donate.html\n",
      "https://ulm.edu/news/archives/2006/nov06/teach.html\n",
      "https://ulm.edu/news/archives/2006/feb06/whos_who_2006.html\n",
      "https://ulm.edu/news/archives/2006/june06/flight.html\n",
      "https://ulm.edu/news/archives/2006/nov06/stockings.html\n",
      "https://ulm.edu/news/archives/2006/mar06/nexus3.html\n",
      "https://ulm.edu/news/archives/2006/nov06/bandaid.html\n",
      "https://ulm.edu/news/archives/2006/feb06/vapaevents3.html\n",
      "https://ulm.edu/news/archives/2006/mar06/patch.html\n",
      "https://ulm.edu/news/archives/2006/sept06/museum.html\n",
      "https://ulm.edu/news/archives/2006/june06/explorer.html\n",
      "https://ulm.edu/news/archives/2006/dec06/kedm.html\n",
      "https://ulm.edu/news/archives/2006/july06/explore.html\n",
      "https://ulm.edu/news/archives/2006/sept06/scholarship.html\n",
      "https://ulm.edu/news/archives/2006/nov06/toybox.html\n",
      "https://ulm.edu/news/archives/2006/apr06/research.html\n",
      "https://ulm.edu/news/archives/2006/aug06/adopt.html\n",
      "https://ulm.edu/news/archives/2006/mar06/cleanup.html\n",
      "https://ulm.edu/news/archives/2006/may06/scouts.html\n",
      "https://ulm.edu/news/archives/2006/oct06/challenge.html\n",
      "https://ulm.edu/news/archives/2006/oct06/toxicology.html\n",
      "https://ulm.edu/news/archives/2006/apr06/goodbye.html\n",
      "https://ulm.edu/news/archives/2006/june06/change.html\n",
      "https://ulm.edu/news/archives/2006/oct06/preview.html\n",
      "https://ulm.edu/news/archives/2006/mar06/roast.html\n",
      "https://ulm.edu/news/archives/2006/oct06/healthfair.html\n",
      "https://ulm.edu/news/archives/2006/apr06/choral.html\n",
      "https://ulm.edu/news/archives/2006/jan06/casino.html\n",
      "https://ulm.edu/news/archives/2006/jan06/slidell.html\n",
      "https://ulm.edu/news/archives/2006/dec06/agriculture.html\n",
      "https://ulm.edu/news/archives/2006/aug06/willer.html\n",
      "https://ulm.edu/news/archives/2006/sept06/retirement.html\n",
      "https://ulm.edu/news/archives/2006/may06/grants.html\n",
      "https://ulm.edu/news/archives/2006/may06/cba.html\n",
      "https://ulm.edu/news/archives/2006/sept06/twain.html\n",
      "https://ulm.edu/news/archives/2006/dec06/diplomas.html\n",
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     ]
    },
    {
     "ename": "ConnectionError",
     "evalue": "('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRemoteDisconnected\u001b[0m                        Traceback (most recent call last)",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:703\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m    702\u001b[0m \u001b[39m# Make the request on the httplib connection object.\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m httplib_response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_request(\n\u001b[1;32m    704\u001b[0m     conn,\n\u001b[1;32m    705\u001b[0m     method,\n\u001b[1;32m    706\u001b[0m     url,\n\u001b[1;32m    707\u001b[0m     timeout\u001b[39m=\u001b[39;49mtimeout_obj,\n\u001b[1;32m    708\u001b[0m     body\u001b[39m=\u001b[39;49mbody,\n\u001b[1;32m    709\u001b[0m     headers\u001b[39m=\u001b[39;49mheaders,\n\u001b[1;32m    710\u001b[0m     chunked\u001b[39m=\u001b[39;49mchunked,\n\u001b[1;32m    711\u001b[0m )\n\u001b[1;32m    713\u001b[0m \u001b[39m# If we're going to release the connection in ``finally:``, then\u001b[39;00m\n\u001b[1;32m    714\u001b[0m \u001b[39m# the response doesn't need to know about the connection. Otherwise\u001b[39;00m\n\u001b[1;32m    715\u001b[0m \u001b[39m# it will also try to release it and we'll have a double-release\u001b[39;00m\n\u001b[1;32m    716\u001b[0m \u001b[39m# mess.\u001b[39;00m\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:449\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    445\u001b[0m         \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    446\u001b[0m             \u001b[39m# Remove the TypeError from the exception chain in\u001b[39;00m\n\u001b[1;32m    447\u001b[0m             \u001b[39m# Python 3 (including for exceptions like SystemExit).\u001b[39;00m\n\u001b[1;32m    448\u001b[0m             \u001b[39m# Otherwise it looks like a bug in the code.\u001b[39;00m\n\u001b[0;32m--> 449\u001b[0m             six\u001b[39m.\u001b[39;49mraise_from(e, \u001b[39mNone\u001b[39;49;00m)\n\u001b[1;32m    450\u001b[0m \u001b[39mexcept\u001b[39;00m (SocketTimeout, BaseSSLError, SocketError) \u001b[39mas\u001b[39;00m e:\n",
      "File \u001b[0;32m<string>:3\u001b[0m, in \u001b[0;36mraise_from\u001b[0;34m(value, from_value)\u001b[0m\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:444\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    443\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 444\u001b[0m     httplib_response \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49mgetresponse()\n\u001b[1;32m    445\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    446\u001b[0m     \u001b[39m# Remove the TypeError from the exception chain in\u001b[39;00m\n\u001b[1;32m    447\u001b[0m     \u001b[39m# Python 3 (including for exceptions like SystemExit).\u001b[39;00m\n\u001b[1;32m    448\u001b[0m     \u001b[39m# Otherwise it looks like a bug in the code.\u001b[39;00m\n",
      "File \u001b[0;32m/usr/lib/python3.10/http/client.py:1374\u001b[0m, in \u001b[0;36mHTTPConnection.getresponse\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1373\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m-> 1374\u001b[0m     response\u001b[39m.\u001b[39;49mbegin()\n\u001b[1;32m   1375\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mConnectionError\u001b[39;00m:\n",
      "File \u001b[0;32m/usr/lib/python3.10/http/client.py:318\u001b[0m, in \u001b[0;36mHTTPResponse.begin\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    317\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mTrue\u001b[39;00m:\n\u001b[0;32m--> 318\u001b[0m     version, status, reason \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_read_status()\n\u001b[1;32m    319\u001b[0m     \u001b[39mif\u001b[39;00m status \u001b[39m!=\u001b[39m CONTINUE:\n",
      "File \u001b[0;32m/usr/lib/python3.10/http/client.py:287\u001b[0m, in \u001b[0;36mHTTPResponse._read_status\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    284\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m line:\n\u001b[1;32m    285\u001b[0m     \u001b[39m# Presumably, the server closed the connection before\u001b[39;00m\n\u001b[1;32m    286\u001b[0m     \u001b[39m# sending a valid response.\u001b[39;00m\n\u001b[0;32m--> 287\u001b[0m     \u001b[39mraise\u001b[39;00m RemoteDisconnected(\u001b[39m\"\u001b[39m\u001b[39mRemote end closed connection without\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    288\u001b[0m                              \u001b[39m\"\u001b[39m\u001b[39m response\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    289\u001b[0m \u001b[39mtry\u001b[39;00m:\n",
      "\u001b[0;31mRemoteDisconnected\u001b[0m: Remote end closed connection without response",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mProtocolError\u001b[0m                             Traceback (most recent call last)",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/requests/adapters.py:489\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    488\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m chunked:\n\u001b[0;32m--> 489\u001b[0m     resp \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49murlopen(\n\u001b[1;32m    490\u001b[0m         method\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mmethod,\n\u001b[1;32m    491\u001b[0m         url\u001b[39m=\u001b[39;49murl,\n\u001b[1;32m    492\u001b[0m         body\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mbody,\n\u001b[1;32m    493\u001b[0m         headers\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mheaders,\n\u001b[1;32m    494\u001b[0m         redirect\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m    495\u001b[0m         assert_same_host\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m    496\u001b[0m         preload_content\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m    497\u001b[0m         decode_content\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m    498\u001b[0m         retries\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mmax_retries,\n\u001b[1;32m    499\u001b[0m         timeout\u001b[39m=\u001b[39;49mtimeout,\n\u001b[1;32m    500\u001b[0m     )\n\u001b[1;32m    502\u001b[0m \u001b[39m# Send the request.\u001b[39;00m\n\u001b[1;32m    503\u001b[0m \u001b[39melse\u001b[39;00m:\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:787\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m    785\u001b[0m     e \u001b[39m=\u001b[39m ProtocolError(\u001b[39m\"\u001b[39m\u001b[39mConnection aborted.\u001b[39m\u001b[39m\"\u001b[39m, e)\n\u001b[0;32m--> 787\u001b[0m retries \u001b[39m=\u001b[39m retries\u001b[39m.\u001b[39;49mincrement(\n\u001b[1;32m    788\u001b[0m     method, url, error\u001b[39m=\u001b[39;49me, _pool\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m, _stacktrace\u001b[39m=\u001b[39;49msys\u001b[39m.\u001b[39;49mexc_info()[\u001b[39m2\u001b[39;49m]\n\u001b[1;32m    789\u001b[0m )\n\u001b[1;32m    790\u001b[0m retries\u001b[39m.\u001b[39msleep()\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/urllib3/util/retry.py:550\u001b[0m, in \u001b[0;36mRetry.increment\u001b[0;34m(self, method, url, response, error, _pool, _stacktrace)\u001b[0m\n\u001b[1;32m    549\u001b[0m \u001b[39mif\u001b[39;00m read \u001b[39mis\u001b[39;00m \u001b[39mFalse\u001b[39;00m \u001b[39mor\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_is_method_retryable(method):\n\u001b[0;32m--> 550\u001b[0m     \u001b[39mraise\u001b[39;00m six\u001b[39m.\u001b[39;49mreraise(\u001b[39mtype\u001b[39;49m(error), error, _stacktrace)\n\u001b[1;32m    551\u001b[0m \u001b[39melif\u001b[39;00m read \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/urllib3/packages/six.py:769\u001b[0m, in \u001b[0;36mreraise\u001b[0;34m(tp, value, tb)\u001b[0m\n\u001b[1;32m    768\u001b[0m \u001b[39mif\u001b[39;00m value\u001b[39m.\u001b[39m__traceback__ \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m tb:\n\u001b[0;32m--> 769\u001b[0m     \u001b[39mraise\u001b[39;00m value\u001b[39m.\u001b[39mwith_traceback(tb)\n\u001b[1;32m    770\u001b[0m \u001b[39mraise\u001b[39;00m value\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:703\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m    702\u001b[0m \u001b[39m# Make the request on the httplib connection object.\u001b[39;00m\n\u001b[0;32m--> 703\u001b[0m httplib_response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_request(\n\u001b[1;32m    704\u001b[0m     conn,\n\u001b[1;32m    705\u001b[0m     method,\n\u001b[1;32m    706\u001b[0m     url,\n\u001b[1;32m    707\u001b[0m     timeout\u001b[39m=\u001b[39;49mtimeout_obj,\n\u001b[1;32m    708\u001b[0m     body\u001b[39m=\u001b[39;49mbody,\n\u001b[1;32m    709\u001b[0m     headers\u001b[39m=\u001b[39;49mheaders,\n\u001b[1;32m    710\u001b[0m     chunked\u001b[39m=\u001b[39;49mchunked,\n\u001b[1;32m    711\u001b[0m )\n\u001b[1;32m    713\u001b[0m \u001b[39m# If we're going to release the connection in ``finally:``, then\u001b[39;00m\n\u001b[1;32m    714\u001b[0m \u001b[39m# the response doesn't need to know about the connection. Otherwise\u001b[39;00m\n\u001b[1;32m    715\u001b[0m \u001b[39m# it will also try to release it and we'll have a double-release\u001b[39;00m\n\u001b[1;32m    716\u001b[0m \u001b[39m# mess.\u001b[39;00m\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:449\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    445\u001b[0m         \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    446\u001b[0m             \u001b[39m# Remove the TypeError from the exception chain in\u001b[39;00m\n\u001b[1;32m    447\u001b[0m             \u001b[39m# Python 3 (including for exceptions like SystemExit).\u001b[39;00m\n\u001b[1;32m    448\u001b[0m             \u001b[39m# Otherwise it looks like a bug in the code.\u001b[39;00m\n\u001b[0;32m--> 449\u001b[0m             six\u001b[39m.\u001b[39;49mraise_from(e, \u001b[39mNone\u001b[39;49;00m)\n\u001b[1;32m    450\u001b[0m \u001b[39mexcept\u001b[39;00m (SocketTimeout, BaseSSLError, SocketError) \u001b[39mas\u001b[39;00m e:\n",
      "File \u001b[0;32m<string>:3\u001b[0m, in \u001b[0;36mraise_from\u001b[0;34m(value, from_value)\u001b[0m\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/urllib3/connectionpool.py:444\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    443\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 444\u001b[0m     httplib_response \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49mgetresponse()\n\u001b[1;32m    445\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mBaseException\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    446\u001b[0m     \u001b[39m# Remove the TypeError from the exception chain in\u001b[39;00m\n\u001b[1;32m    447\u001b[0m     \u001b[39m# Python 3 (including for exceptions like SystemExit).\u001b[39;00m\n\u001b[1;32m    448\u001b[0m     \u001b[39m# Otherwise it looks like a bug in the code.\u001b[39;00m\n",
      "File \u001b[0;32m/usr/lib/python3.10/http/client.py:1374\u001b[0m, in \u001b[0;36mHTTPConnection.getresponse\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1373\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m-> 1374\u001b[0m     response\u001b[39m.\u001b[39;49mbegin()\n\u001b[1;32m   1375\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mConnectionError\u001b[39;00m:\n",
      "File \u001b[0;32m/usr/lib/python3.10/http/client.py:318\u001b[0m, in \u001b[0;36mHTTPResponse.begin\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    317\u001b[0m \u001b[39mwhile\u001b[39;00m \u001b[39mTrue\u001b[39;00m:\n\u001b[0;32m--> 318\u001b[0m     version, status, reason \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_read_status()\n\u001b[1;32m    319\u001b[0m     \u001b[39mif\u001b[39;00m status \u001b[39m!=\u001b[39m CONTINUE:\n",
      "File \u001b[0;32m/usr/lib/python3.10/http/client.py:287\u001b[0m, in \u001b[0;36mHTTPResponse._read_status\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    284\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m line:\n\u001b[1;32m    285\u001b[0m     \u001b[39m# Presumably, the server closed the connection before\u001b[39;00m\n\u001b[1;32m    286\u001b[0m     \u001b[39m# sending a valid response.\u001b[39;00m\n\u001b[0;32m--> 287\u001b[0m     \u001b[39mraise\u001b[39;00m RemoteDisconnected(\u001b[39m\"\u001b[39m\u001b[39mRemote end closed connection without\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    288\u001b[0m                              \u001b[39m\"\u001b[39m\u001b[39m response\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    289\u001b[0m \u001b[39mtry\u001b[39;00m:\n",
      "\u001b[0;31mProtocolError\u001b[0m: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[16], line 59\u001b[0m\n\u001b[1;32m     56\u001b[0m                 queue\u001b[39m.\u001b[39mappend(link)\n\u001b[1;32m     57\u001b[0m                 seen\u001b[39m.\u001b[39madd(link)\n\u001b[0;32m---> 59\u001b[0m crawl(full_url)\n",
      "Cell \u001b[0;32mIn[16], line 41\u001b[0m, in \u001b[0;36mcrawl\u001b[0;34m(url)\u001b[0m\n\u001b[1;32m     37\u001b[0m \u001b[39m# Save text from the url to a <url>.txt file\u001b[39;00m\n\u001b[1;32m     38\u001b[0m \u001b[39mwith\u001b[39;00m \u001b[39mopen\u001b[39m(\u001b[39m'\u001b[39m\u001b[39mtext/\u001b[39m\u001b[39m'\u001b[39m\u001b[39m+\u001b[39mlocal_domain\u001b[39m+\u001b[39m\u001b[39m'\u001b[39m\u001b[39m/\u001b[39m\u001b[39m'\u001b[39m\u001b[39m+\u001b[39murl[\u001b[39m8\u001b[39m:]\u001b[39m.\u001b[39mreplace(\u001b[39m\"\u001b[39m\u001b[39m/\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39m_\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m.txt\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mw\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39mas\u001b[39;00m f:\n\u001b[1;32m     39\u001b[0m \n\u001b[1;32m     40\u001b[0m     \u001b[39m# Get the text from the URL using BeautifulSoup\u001b[39;00m\n\u001b[0;32m---> 41\u001b[0m     soup \u001b[39m=\u001b[39m BeautifulSoup(requests\u001b[39m.\u001b[39;49mget(url)\u001b[39m.\u001b[39mtext, \u001b[39m\"\u001b[39m\u001b[39mhtml.parser\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m     43\u001b[0m     \u001b[39m# Get the text but remove the tags\u001b[39;00m\n\u001b[1;32m     44\u001b[0m     text \u001b[39m=\u001b[39m soup\u001b[39m.\u001b[39mget_text()\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/requests/api.py:73\u001b[0m, in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mget\u001b[39m(url, params\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[1;32m     63\u001b[0m \u001b[39m    \u001b[39m\u001b[39mr\u001b[39m\u001b[39m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[1;32m     64\u001b[0m \n\u001b[1;32m     65\u001b[0m \u001b[39m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[39m    :rtype: requests.Response\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[39m    \"\"\"\u001b[39;00m\n\u001b[0;32m---> 73\u001b[0m     \u001b[39mreturn\u001b[39;00m request(\u001b[39m\"\u001b[39;49m\u001b[39mget\u001b[39;49m\u001b[39m\"\u001b[39;49m, url, params\u001b[39m=\u001b[39;49mparams, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/requests/api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     55\u001b[0m \u001b[39m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \u001b[39m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[1;32m     57\u001b[0m \u001b[39m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[1;32m     58\u001b[0m \u001b[39mwith\u001b[39;00m sessions\u001b[39m.\u001b[39mSession() \u001b[39mas\u001b[39;00m session:\n\u001b[0;32m---> 59\u001b[0m     \u001b[39mreturn\u001b[39;00m session\u001b[39m.\u001b[39;49mrequest(method\u001b[39m=\u001b[39;49mmethod, url\u001b[39m=\u001b[39;49murl, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/requests/sessions.py:587\u001b[0m, in \u001b[0;36mSession.request\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    582\u001b[0m send_kwargs \u001b[39m=\u001b[39m {\n\u001b[1;32m    583\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mtimeout\u001b[39m\u001b[39m\"\u001b[39m: timeout,\n\u001b[1;32m    584\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mallow_redirects\u001b[39m\u001b[39m\"\u001b[39m: allow_redirects,\n\u001b[1;32m    585\u001b[0m }\n\u001b[1;32m    586\u001b[0m send_kwargs\u001b[39m.\u001b[39mupdate(settings)\n\u001b[0;32m--> 587\u001b[0m resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msend(prep, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49msend_kwargs)\n\u001b[1;32m    589\u001b[0m \u001b[39mreturn\u001b[39;00m resp\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/requests/sessions.py:723\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    720\u001b[0m \u001b[39mif\u001b[39;00m allow_redirects:\n\u001b[1;32m    721\u001b[0m     \u001b[39m# Redirect resolving generator.\u001b[39;00m\n\u001b[1;32m    722\u001b[0m     gen \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mresolve_redirects(r, request, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m--> 723\u001b[0m     history \u001b[39m=\u001b[39m [resp \u001b[39mfor\u001b[39;00m resp \u001b[39min\u001b[39;00m gen]\n\u001b[1;32m    724\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m    725\u001b[0m     history \u001b[39m=\u001b[39m []\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/requests/sessions.py:723\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    720\u001b[0m \u001b[39mif\u001b[39;00m allow_redirects:\n\u001b[1;32m    721\u001b[0m     \u001b[39m# Redirect resolving generator.\u001b[39;00m\n\u001b[1;32m    722\u001b[0m     gen \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mresolve_redirects(r, request, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m--> 723\u001b[0m     history \u001b[39m=\u001b[39m [resp \u001b[39mfor\u001b[39;00m resp \u001b[39min\u001b[39;00m gen]\n\u001b[1;32m    724\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m    725\u001b[0m     history \u001b[39m=\u001b[39m []\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/requests/sessions.py:266\u001b[0m, in \u001b[0;36mSessionRedirectMixin.resolve_redirects\u001b[0;34m(self, resp, req, stream, timeout, verify, cert, proxies, yield_requests, **adapter_kwargs)\u001b[0m\n\u001b[1;32m    263\u001b[0m     \u001b[39myield\u001b[39;00m req\n\u001b[1;32m    264\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 266\u001b[0m     resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49msend(\n\u001b[1;32m    267\u001b[0m         req,\n\u001b[1;32m    268\u001b[0m         stream\u001b[39m=\u001b[39;49mstream,\n\u001b[1;32m    269\u001b[0m         timeout\u001b[39m=\u001b[39;49mtimeout,\n\u001b[1;32m    270\u001b[0m         verify\u001b[39m=\u001b[39;49mverify,\n\u001b[1;32m    271\u001b[0m         cert\u001b[39m=\u001b[39;49mcert,\n\u001b[1;32m    272\u001b[0m         proxies\u001b[39m=\u001b[39;49mproxies,\n\u001b[1;32m    273\u001b[0m         allow_redirects\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[1;32m    274\u001b[0m         \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49madapter_kwargs,\n\u001b[1;32m    275\u001b[0m     )\n\u001b[1;32m    277\u001b[0m     extract_cookies_to_jar(\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcookies, prepared_request, resp\u001b[39m.\u001b[39mraw)\n\u001b[1;32m    279\u001b[0m     \u001b[39m# extract redirect url, if any, for the next loop\u001b[39;00m\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/requests/sessions.py:701\u001b[0m, in \u001b[0;36mSession.send\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    698\u001b[0m start \u001b[39m=\u001b[39m preferred_clock()\n\u001b[1;32m    700\u001b[0m \u001b[39m# Send the request\u001b[39;00m\n\u001b[0;32m--> 701\u001b[0m r \u001b[39m=\u001b[39m adapter\u001b[39m.\u001b[39;49msend(request, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m    703\u001b[0m \u001b[39m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[1;32m    704\u001b[0m elapsed \u001b[39m=\u001b[39m preferred_clock() \u001b[39m-\u001b[39m start\n",
      "File \u001b[0;32m~/openai-chatbot/.venv/lib/python3.10/site-packages/requests/adapters.py:547\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    544\u001b[0m             \u001b[39mraise\u001b[39;00m\n\u001b[1;32m    546\u001b[0m \u001b[39mexcept\u001b[39;00m (ProtocolError, \u001b[39mOSError\u001b[39;00m) \u001b[39mas\u001b[39;00m err:\n\u001b[0;32m--> 547\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mConnectionError\u001b[39;00m(err, request\u001b[39m=\u001b[39mrequest)\n\u001b[1;32m    549\u001b[0m \u001b[39mexcept\u001b[39;00m MaxRetryError \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m    550\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(e\u001b[39m.\u001b[39mreason, ConnectTimeoutError):\n\u001b[1;32m    551\u001b[0m         \u001b[39m# TODO: Remove this in 3.0.0: see #2811\u001b[39;00m\n",
      "\u001b[0;31mConnectionError\u001b[0m: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))"
     ]
    }
   ],
   "source": [
    "\n",
    "def crawl(url):\n",
    "    # Parse the URL and get the domain\n",
    "    local_domain = urlparse(url).netloc\n",
    "\n",
    "    # Create a queue to store the URLs to crawl\n",
    "    queue = deque([url])\n",
    "\n",
    "    # Create a set to store the URLs that have already been seen (no duplicates)\n",
    "    seen = set([url])\n",
    "\n",
    "    # Create a directory to store the text files\n",
    "    if not os.path.exists(\"text/\"):\n",
    "            os.mkdir(\"text/\")\n",
    "\n",
    "    if not os.path.exists(\"text/\"+local_domain+\"/\"):\n",
    "            os.mkdir(\"text/\" + local_domain + \"/\")\n",
    "\n",
    "    # Create a directory to store the csv files\n",
    "    if not os.path.exists(\"processed\"):\n",
    "            os.mkdir(\"processed\")\n",
    "\n",
    "    # While the queue is not empty, continue crawling\n",
    "    while queue:\n",
    "\n",
    "        # Get the next URL from the queue\n",
    "        url = queue.pop()\n",
    "        \n",
    "        try:\n",
    "            with urllib.request.urlopen(url) as response:\n",
    "                if not response.info().get('Content-Type').startswith(\"text/html\"):\n",
    "                    continue # To Escape other file formats like docs and pdfs\n",
    "        except Exception as e:\n",
    "            continue # 404 Errors\n",
    "\n",
    "        print(url) # for debugging and to see the progress\n",
    "\n",
    "        # Save text from the url to a <url>.txt file\n",
    "        with open('text/'+local_domain+'/'+url[8:].replace(\"/\", \"_\") + \".txt\", \"w\") as f:\n",
    "\n",
    "            # Get the text from the URL using BeautifulSoup\n",
    "            soup = BeautifulSoup(requests.get(url).text, \"html.parser\")\n",
    "\n",
    "            # Get the text but remove the tags\n",
    "            text = soup.get_text()\n",
    "\n",
    "            # If the crawler gets to a page that requires JavaScript, it will stop the crawl\n",
    "            if (\"You need to enable JavaScript to run this app.\" in text):\n",
    "                print(\"Unable to parse page \" + url + \" due to JavaScript being required\")\n",
    "            \n",
    "            # Otherwise, write the text to the file in the text directory\n",
    "            f.write(text)\n",
    "\n",
    "        # Get the hyperlinks from the URL and add them to the queue\n",
    "        for link in get_domain_hyperlinks(local_domain, url):\n",
    "            if link not in seen:\n",
    "                queue.append(link)\n",
    "                seen.add(link)\n",
    "\n",
    "crawl(full_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_newlines(serie):\n",
    "    serie = serie.str.replace('\\n', ' ')\n",
    "    serie = serie.str.replace('\\\\n', ' ')\n",
    "    serie = serie.str.replace('  ', ' ')\n",
    "    serie = serie.str.replace('  ', ' ')\n",
    "    return serie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_37480/2931785837.py:3: FutureWarning: The default value of regex will change from True to False in a future version.\n",
      "  serie = serie.str.replace('\\\\n', ' ')\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fname</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s archives 2012 sept12 show.html</td>\n",
       "      <td>s archives 2012 sept12 show.html.  ULM News Ar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s archives 2004 oct04 queen04.html</td>\n",
       "      <td>s archives 2004 oct04 queen04.html.  ULM News ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s archives 2006 apr06 dance.html</td>\n",
       "      <td>s archives 2006 apr06 dance.html.  ULM News Ar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s archives 2008 dec08 lsbdc.html</td>\n",
       "      <td>s archives 2008 dec08 lsbdc.html.  ULM News Ar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s 2021 saulsberry diversity exec dir 011221 hy...</td>\n",
       "      <td>s 2021 saulsberry diversity exec dir 011221 hy...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               fname  \\\n",
       "0                   s archives 2012 sept12 show.html   \n",
       "1                 s archives 2004 oct04 queen04.html   \n",
       "2                   s archives 2006 apr06 dance.html   \n",
       "3                   s archives 2008 dec08 lsbdc.html   \n",
       "4  s 2021 saulsberry diversity exec dir 011221 hy...   \n",
       "\n",
       "                                                text  \n",
       "0  s archives 2012 sept12 show.html.  ULM News Ar...  \n",
       "1  s archives 2004 oct04 queen04.html.  ULM News ...  \n",
       "2  s archives 2006 apr06 dance.html.  ULM News Ar...  \n",
       "3  s archives 2008 dec08 lsbdc.html.  ULM News Ar...  \n",
       "4  s 2021 saulsberry diversity exec dir 011221 hy...  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Create a list to store the text files\n",
    "texts=[]\n",
    "\n",
    "# Get all the text files in the text directory\n",
    "for file in os.listdir(\"text/\" + domain + \"/\"):\n",
    "\n",
    "    # Open the file and read the text\n",
    "    with open(\"text/\" + domain + \"/\" + file, \"r\") as f:\n",
    "        text = f.read()\n",
    "\n",
    "        # Omit the first 11 lines and the last 4 lines, then replace -, _, and #update with spaces.\n",
    "        texts.append((file[11:-4].replace('-',' ').replace('_', ' ').replace('#update',''), text))\n",
    "\n",
    "# Create a dataframe from the list of texts\n",
    "df = pd.DataFrame(texts, columns = ['fname', 'text'])\n",
    "\n",
    "# Set the text column to be the raw text with the newlines removed\n",
    "df['text'] = df.fname + \". \" + remove_newlines(df.text)\n",
    "df.to_csv('processed/scraped.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import tiktoken\n",
    "\n",
    "# Load the cl100k_base tokenizer which is designed to work with the ada-002 model\n",
    "tokenizer = tiktoken.get_encoding(\"cl100k_base\")\n",
    "\n",
    "df = pd.read_csv('processed/scraped.csv', index_col=0)\n",
    "df.columns = ['title', 'text']\n",
    "\n",
    "# Tokenize the text and save the number of tokens to a new column\n",
    "df['n_tokens'] = df.text.apply(lambda x: len(tokenizer.encode(x)))\n",
    "\n",
    "# Visualize the distribution of the number of tokens per row using a histogram\n",
    "df.n_tokens.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_tokens = 500\n",
    "\n",
    "# Function to split the text into chunks of a maximum number of tokens\n",
    "def split_into_many(text, max_tokens = max_tokens):\n",
    "\n",
    "    # Split the text into sentences\n",
    "    sentences = text.split('. ')\n",
    "\n",
    "    # Get the number of tokens for each sentence\n",
    "    n_tokens = [len(tokenizer.encode(\" \" + sentence)) for sentence in sentences]\n",
    "    \n",
    "    chunks = []\n",
    "    tokens_so_far = 0\n",
    "    chunk = []\n",
    "\n",
    "    # Loop through the sentences and tokens joined together in a tuple\n",
    "    for sentence, token in zip(sentences, n_tokens):\n",
    "\n",
    "        # If the number of tokens so far plus the number of tokens in the current sentence is greater \n",
    "        # than the max number of tokens, then add the chunk to the list of chunks and reset\n",
    "        # the chunk and tokens so far\n",
    "        if tokens_so_far + token > max_tokens:\n",
    "            chunks.append(\". \".join(chunk) + \".\")\n",
    "            chunk = []\n",
    "            tokens_so_far = 0\n",
    "\n",
    "        # If the number of tokens in the current sentence is greater than the max number of \n",
    "        # tokens, go to the next sentence\n",
    "        if token > max_tokens:\n",
    "            continue\n",
    "\n",
    "        # Otherwise, add the sentence to the chunk and add the number of tokens to the total\n",
    "        chunk.append(sentence)\n",
    "        tokens_so_far += token + 1\n",
    "\n",
    "    return chunks\n",
    "    \n",
    "\n",
    "shortened = []\n",
    "\n",
    "# Loop through the dataframe\n",
    "for row in df.iterrows():\n",
    "\n",
    "    # If the text is None, go to the next row\n",
    "    if row[1]['text'] is None:\n",
    "        continue\n",
    "\n",
    "    # If the number of tokens is greater than the max number of tokens, split the text into chunks\n",
    "    if row[1]['n_tokens'] > max_tokens:\n",
    "        shortened += split_into_many(row[1]['text'])\n",
    "    \n",
    "    # Otherwise, add the text to the list of shortened texts\n",
    "    else:\n",
    "        shortened.append( row[1]['text'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(shortened, columns = ['text'])\n",
    "df['n_tokens'] = df.text.apply(lambda x: len(tokenizer.encode(x)))\n",
    "df.n_tokens.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# df['embeddings'] = df.text.apply(lambda x: openai.Embedding.create(input=x, engine='text-embedding-ada-002')['data'][0]['embedding'])\n",
    "# df.to_csv('processed/embeddings.csv')\n",
    "# df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>n_tokens</th>\n",
       "      <th>embeddings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s archives 2012 sept12 show.html.  ULM News Ar...</td>\n",
       "      <td>497</td>\n",
       "      <td>[-0.0011195197002962232, -0.00845207180827856,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s archives 2004 oct04 queen04.html.  ULM News ...</td>\n",
       "      <td>358</td>\n",
       "      <td>[-0.0032124577555805445, 0.0009821420535445213...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s archives 2006 apr06 dance.html.  ULM News Ar...</td>\n",
       "      <td>208</td>\n",
       "      <td>[-0.009267098270356655, -0.015563372522592545,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s archives 2008 dec08 lsbdc.html.  ULM News Ar...</td>\n",
       "      <td>407</td>\n",
       "      <td>[-0.0030397726222872734, -0.004179059993475676...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s 2021 saulsberry diversity exec dir 011221 hy...</td>\n",
       "      <td>484</td>\n",
       "      <td>[8.884824637789279e-05, 0.0037609306164085865,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text  n_tokens  \\\n",
       "0  s archives 2012 sept12 show.html.  ULM News Ar...       497   \n",
       "1  s archives 2004 oct04 queen04.html.  ULM News ...       358   \n",
       "2  s archives 2006 apr06 dance.html.  ULM News Ar...       208   \n",
       "3  s archives 2008 dec08 lsbdc.html.  ULM News Ar...       407   \n",
       "4  s 2021 saulsberry diversity exec dir 011221 hy...       484   \n",
       "\n",
       "                                          embeddings  \n",
       "0  [-0.0011195197002962232, -0.00845207180827856,...  \n",
       "1  [-0.0032124577555805445, 0.0009821420535445213...  \n",
       "2  [-0.009267098270356655, -0.015563372522592545,...  \n",
       "3  [-0.0030397726222872734, -0.004179059993475676...  \n",
       "4  [8.884824637789279e-05, 0.0037609306164085865,...  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import openai\n",
    "\n",
    "openai.api_key_path=\".env\"\n",
    "\n",
    "from openai.embeddings_utils import distances_from_embeddings\n",
    "\n",
    "df['embeddings'] = df.text.apply(lambda x: openai.Embedding.create(input=x, engine='text-embedding-ada-002')['data'][0]['embedding'])\n",
    "\n",
    "df.to_csv('processed/embeddings.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tokens:  5970814\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of tokens:\", df['n_tokens'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.00111952, -0.00845207,  0.02155831, ...,  0.01068248,\n",
       "        0.01291979, -0.02543908])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[0,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1536"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df.iloc[0,2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>n_tokens</th>\n",
       "      <th>embeddings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s archives 2012 sept12 show.html.  ULM News Ar...</td>\n",
       "      <td>497</td>\n",
       "      <td>[-0.0011195197002962232, -0.00845207180827856,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s archives 2004 oct04 queen04.html.  ULM News ...</td>\n",
       "      <td>358</td>\n",
       "      <td>[-0.0032124577555805445, 0.0009821420535445213...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s archives 2006 apr06 dance.html.  ULM News Ar...</td>\n",
       "      <td>208</td>\n",
       "      <td>[-0.009267098270356655, -0.015563372522592545,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s archives 2008 dec08 lsbdc.html.  ULM News Ar...</td>\n",
       "      <td>407</td>\n",
       "      <td>[-0.0030397726222872734, -0.004179059993475676...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s 2021 saulsberry diversity exec dir 011221 hy...</td>\n",
       "      <td>484</td>\n",
       "      <td>[8.884824637789279e-05, 0.0037609306164085865,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text  n_tokens  \\\n",
       "0  s archives 2012 sept12 show.html.  ULM News Ar...       497   \n",
       "1  s archives 2004 oct04 queen04.html.  ULM News ...       358   \n",
       "2  s archives 2006 apr06 dance.html.  ULM News Ar...       208   \n",
       "3  s archives 2008 dec08 lsbdc.html.  ULM News Ar...       407   \n",
       "4  s 2021 saulsberry diversity exec dir 011221 hy...       484   \n",
       "\n",
       "                                          embeddings  \n",
       "0  [-0.0011195197002962232, -0.00845207180827856,...  \n",
       "1  [-0.0032124577555805445, 0.0009821420535445213...  \n",
       "2  [-0.009267098270356655, -0.015563372522592545,...  \n",
       "3  [-0.0030397726222872734, -0.004179059993475676...  \n",
       "4  [8.884824637789279e-05, 0.0037609306164085865,...  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from openai.embeddings_utils import distances_from_embeddings, cosine_similarity\n",
    "\n",
    "df=pd.read_csv('processed/embeddings.csv', index_col=0)\n",
    "df['embeddings'] = df['embeddings'].apply(eval).apply(np.array)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_context(\n",
    "    question, df, max_len=1800, size=\"ada\"\n",
    "):\n",
    "    \"\"\"\n",
    "    Create a context for a question by finding the most similar context from the dataframe\n",
    "    \"\"\"\n",
    "\n",
    "    # Get the embeddings for the question\n",
    "    q_embeddings = openai.Embedding.create(input=question, engine='text-embedding-ada-002')['data'][0]['embedding']\n",
    "\n",
    "    # Get the distances from the embeddings\n",
    "    df['distances'] = distances_from_embeddings(q_embeddings, df['embeddings'].values, distance_metric='cosine')\n",
    "\n",
    "\n",
    "    returns = []\n",
    "    cur_len = 0\n",
    "\n",
    "    # Sort by distance and add the text to the context until the context is too long\n",
    "    for i, row in df.sort_values('distances', ascending=True).iterrows():\n",
    "        \n",
    "        # Add the length of the text to the current length\n",
    "        cur_len += row['n_tokens'] + 4\n",
    "        \n",
    "        # If the context is too long, break\n",
    "        if cur_len > max_len:\n",
    "            break\n",
    "        \n",
    "        # Else add it to the text that is being returned\n",
    "        returns.append(row[\"text\"])\n",
    "\n",
    "    # Return the context\n",
    "    return \"\\n\\n###\\n\\n\".join(returns)\n",
    "\n",
    "def answer_question(\n",
    "    df,\n",
    "    model=\"text-davinci-003\",\n",
    "    question=\"Am I allowed to publish model outputs to Twitter, without a human review?\",\n",
    "    max_len=1800,\n",
    "    size=\"ada\",\n",
    "    debug=False,\n",
    "    max_tokens=150,\n",
    "    stop_sequence=None\n",
    "):\n",
    "    \"\"\"\n",
    "    Answer a question based on the most similar context from the dataframe texts\n",
    "    \"\"\"\n",
    "    context = create_context(\n",
    "        question,\n",
    "        df,\n",
    "        max_len=max_len,\n",
    "        size=size,\n",
    "    )\n",
    "    # If debug, print the raw model response\n",
    "    if debug:\n",
    "        print(\"Context:\\n\" + context)\n",
    "        print(\"\\n\\n\")\n",
    "\n",
    "    try:\n",
    "        # Create a completions using the question and context\n",
    "        response = openai.Completion.create(\n",
    "            prompt=f\"Answer the question based on the context below, and if the question can't be answered based on the context, say \\\"I don't know\\\"\\n\\nContext: {context}\\n\\n---\\n\\nQuestion: {question}\\nAnswer:\",\n",
    "            temperature=0,\n",
    "            max_tokens=max_tokens,\n",
    "            top_p=1,\n",
    "            frequency_penalty=0,\n",
    "            presence_penalty=0,\n",
    "            stop=stop_sequence,\n",
    "            model=model,\n",
    "        )\n",
    "        return response[\"choices\"][0][\"text\"].strip()\n",
    "    except Exception as e:\n",
    "        print(e)\n",
    "        return \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'University of Louisiana at Monroe'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"What is full form of ULM?\", debug=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The IT Help Desk phone number is 318-342-3333.'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"What is IT helpdesk phone number?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'April 20 - August 18'"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"When does fall enrollment begins?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I don't know.\""
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"Should I go to ULM for computer science?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ULM offers scholarships for incoming freshmen, transfer students, out-of-state students, international students, age sixty and over, ULM Foundation scholarships, private scholarships, ULM Talent Grants, ULM Spirit Scholarships, and federal financial aid.'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"What kind of scholarships are available at ULM?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3811 DeSiard Street, Monroe, LA 71209'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"What is ULM's street address?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'To connect to ULM wifi, you will need to have an 802.11(g/n/a/ac/ax) compliant wireless card and the SSID: ULMFaculty, ULMStudent, ULMGuest, eduroam. You will also need to set your IPV4 settings to DHCP and your login type to 802.1x. You will need to use your full email address for the user name when logging in.'"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"How to connect to ULM wifi?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'9,000 students go to ULM.'"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"How many student go to ULM?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Dr. Michelle McEacharn'"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"Who is head of College of Business and Social Science?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Dr. Jose Cordova'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"Who teaches Computer Science Program?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Context:\n",
      "s profbios.html.   Meet Your Professors | ULM University of Louisiana at Monroe    ONLINE ACADEMICS FUTURE STUDENTS STUDENTS FACULTY & STAFF ALUMNI & FRIENDS COMMUNITY  Colleges of Arts, Education,& Sciences Business &Social Sciences Health Sciences Pharmacy   Library   Graduate School Sponsored Research   Academic Affairs Academic Catalog   Continuing Education ULM Online   more... Majors & Minors Beginning Freshman Graduate Student Transfer Student International Student Online Students Continuing Education High School Programs   Apply Now Request Information Contact Us Schedule Tour Browse on the Bayou   President's Greeting   Financial Aid Scholarships   more... myULM Bookstore Financial Aid Registrar Scholarships   Student SuccessCenter Student Development Residential Life Career Development International Office   Schedule of Classes Student Handbook The Hawkeye Warhawk ID   more... Administration Faculty Senate Faculty Handbook Faculty Activities Staff Senate Textbook Adoptions   Business Affairs Controller Human Resources Purchasing Travel Office   Copy Center Fixx Online Information Technology   more... Alumni Association ULM Advancement ULM Foundation Athletic Foundation Foundation Scholarships   Make a Gift Today   Endowments   more... Dental Hygiene Clinic Marriage & FamilyTherapy and CommunityCounseling Clinic Speech-LanguagePathology Clinic Women's Symposium   Warhawk Athletics   Bayou Pointe & Event Venues   Environmental Analysis ULM Police   KEDM 90.3 KXUL 91.x   theatres, galleries& more...  Search A-Z Index | Calendar | myULM  Academic Catalog Personnel Directory Faculty Profiles Political Science About the Program Meet Your Professors Master in Public Administration Political Science Careers Where Are They Now? Pi Sigma Alpha Honor Society Political Science Clubs Political Science Activities Political Science Links Contact: Dr. Leigh HerseyAssistant Professor hersey@ulm.edu ULM Political ScienceStrauss Hall, Room 166(318) 342-1332 College of Businessand Social Sciences College of Business & Social SciencesPolitical Science Meet Your Professors John W. Sutherlin, Ph.D.Professor in Political Science John W. Sutherlin is a Professor of Political Science and Executive Director of the    Research Corporation of Louisiana. He received his Ph.D. from the University of New    Orleans in 1998. Dr.\n",
      "\n",
      "###\n",
      "\n",
      "s archives 2006 nov06 outstanding.html.  ULM News Archived News | Return to News Center November 17, 2006 ULMâs outstanding professors recognized as âoutstanding educatorsâ University of Louisiana at Monroeâs six outstanding professors were honored as âoutstanding educatorsâ at CenturyTelâs \"Accent on Excellence\" breakfast Nov. 16 at the Monroe Civic Center. The Outstanding Professor honor, which was last awarded in May, recognizes professors for teaching excellence, academic service, scholarship and community outreach. Those who received the honor include: Jeff Galle, English \t\t\t\t\t\tSerpil Saydam, mathematics and physics \t\t\t\t\t\tKenneth Clow, marketing \t\t\t\t\t\tWilson Campbell, kinesiology \t\t\t\t\t\tKaren Stansbury, nursing \t\t\t\t\t\tKhalid A.El Sayed, basic pharmaceutical sciences. \t\t\t\t\t President James Cofer praised the efforts of the outstanding professors, area teachers, school board members and superintendents. All have contributed to the all-time high quality of students at ULM. Cofer also highlighted the accomplishments of the six professors who were recognized at the breakfast. Galle, a Christopher Marlowe scholar, has been published extensively; Saydam, has innovative classroom techniques; Clow recently published two books on marketing; Campbell is working on a fitness grant with Monroe City Schools; Stansbury has helped open wound care clinics across the country; and El Sayed is conducting ground-breaking cancer research. PLEASE NOTE: Some links and e-mail addresses in these archived news stories may no longer work, and some content may include events which are no longer relevent, or reference individuals and/or organizations no longer associated with ULM. \n",
      "\n",
      "###\n",
      "\n",
      "s 2016 517 three professors retire from ulm.html.   Three professors retire from ULM    ONLINE ACADEMICS FUTURE STUDENTS STUDENTS FACULTY & STAFF ALUMNI & FRIENDS COMMUNITY  Colleges of Arts, Education,& Sciences Business &Social Sciences Health Sciences Pharmacy   Library   Graduate School Sponsored Research   Academic Affairs Academic Catalog   Continuing Education ULM Online   more... Majors & Minors Beginning Freshman Graduate Student Transfer Student International Student Online Students Continuing Education High School Programs   Apply Now Request Information Contact Us Schedule Tour Browse on the Bayou   President's Greeting   Financial Aid Scholarships   more... myULM Bookstore Financial Aid Registrar Scholarships   Student SuccessCenter Student Development Residential Life Career Development International Office   Schedule of Classes Student Handbook The Hawkeye Warhawk ID   more... Administration Faculty Senate Faculty Handbook Faculty Activities Staff Senate Textbook Adoptions   Business Affairs Controller Human Resources Purchasing Travel Office   Copy Center Fixx Online Information Technology   more... Alumni Association ULM Advancement ULM Foundation Athletic Foundation Foundation Scholarships   Make a Gift Today   Endowments   more... Dental Hygiene Clinic Marriage & FamilyTherapy and CommunityCounseling Clinic Speech-LanguagePathology Clinic Women's Symposium   Warhawk Athletics   Bayou Pointe & Event Venues   Environmental Analysis ULM Police   KEDM 90.3 KXUL 91.x   theatres, galleries& more...  Search A-Z Index | Calendar | myULM  News Center Latest News Photo Galleries News Search News Archive Listings Submit News to ULM ULM Events Calendar Other Media Outlets Warhawk Athletics KEDM 90.3 - Public Radio KXUL 91X - Student-Run Radio The Hawkeye - Student Newspaper UL System News Center For the News Media News Center Media Relations Contacts Administrative/Academic Contacts ULM Statistics Maps and Parking Lagniappe Office of Marketing & Communications ULM Historical Overview Visiting ULM Logo Use  Contact:Office of Marketingand Communications LIB Suite 205 318-342-5440omc@ulm.edu Three professors retire from ULM  facebook like button Tweet tweet button for twitter Published May 17, 2016 MONROE, La. â A retirement party in honor of Dr. Terry Jones, Dr. Edward âGeneâ Eller and Mr.\n",
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'John W. Sutherlin, Jeff Galle, Serpil Saydam, Kenneth Clow, Wilson Campbell, Karen Stansbury, Khalid A.El Sayed, Terry Jones, Edward ‘Gene’ Eller, and Mr.'"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"Name professors of ULM?\", debug=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'ULM offers accredited and established programs in Pharmacy and Pharmacology, Nursing, Treatment Therapy professions, Construction Services, Management Information Systems, English, Education, and more.'"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"Which majors are offered by ULM?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'You can view your courses in ULM by going to the Schedule of Classes page in the Student Handbook.'"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"Where do I go to view my courses in ULM?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'You can refer back to the syllabus and course schedule at the beginning of each semester to see assignments for your classes.'"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"Where can I see assignments for my classes?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"I don't know.\""
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"What are partnering companies with ULM?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The University of Louisiana Monroe library has opened a food market for students.'"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"Where can I go to eat near ULM?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'You can contact a therapist or visit the Mental Health Counseling Clinic in Room 284 of Strauss Hall at ULM. You can also reach out to The Marriage and Family Therapy Clinic at 318-342-9797. Additionally, you can contact Shayla Shaw Empowerment for Empowerment Coaching and listen to her podcast, “Navigating My Crazy”, on various platforms.'"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "answer_question(df, question=\"Where can I get help with my mental issues?\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Context:\n",
      "PANELIST PANELIST PANELIST Â  Â  Â  Kathryn Reppond Chief Operations Officer at Central Oil & Supply Corp Adrienne Lafrance Downtown Manager of the City of West Monroe, LA Dr. Ashanti Jones PT, DPT Â   Treat Yo' Self 2:15 pm - 3:00 pm Does your mental health and physical well-being appear at the top of your ever-growing to-do list? Women often manage the needs of others before tending to their own. The irony? We canât be nearly as helpful or productive in our personal and professional lives if we are running on half-empty. Mental health and physical health are equally important. If you had diabetes, you would seek medical intervention, right? If you are experiencing anxiety, depression, or feeling overwhelmed, you need to contact a therapist. Therapy is only one facet of self-care. Part of self-care is saying ânoâ without guilt. When someone asks you to help with a time-consuming project, itâs difficult to say âno.â However, if you are already stressed, saying âyes,â can lead to exhaustion and anxiety. Consistently saying âyesâ means eliminating time spent on self-care. Self-care can involve spending time outside, meditating, practicing a new hobby, enjoying a massage, or laughing with friends. Self-care also consists of the absence of things, such as 24/7 technology. Studies have proven that too much screen time at night causes depression, prevents restful sleep, and creates anxiety. Get organized. A planner or calendar can help you understand the magnitude of your work and personal demands. A visual representation can also allow you to eliminate less essential duties and, most importantly, schedule your self-care. Set a weekly self-care goal for yourself and reward yourself for achieving that goal. After all, you cannot be valuable to others if you deplete your energy. Most importantly, you cannot be useful to yourself.\n",
      "\n",
      "###\n",
      "\n",
      "s archives 2009 feb09 lifestyle.html.  ULM News Archived News | Return to News Center February 17, 2009 New Year, New You: Healthy lifestyle more than just physical fitness (Note: This article is the fifth in a series, âNew Year, New You,â aimed at raising awareness of opportunities that could improve the health of residents in northeast Louisiana. An annual report issued in December ranked Louisiana as the unhealthiest state in the nation.) Mental Health Counseling: Over in Room 284 of Strauss Hall at ULM, a broad range of additional mental health services is offered, also at a nominal fee. The clinic treats patients with symptoms of depression, suicidal ideation, anxiety, eating disorders, anger, grief, stress and addiction issues, just to name a few. One âjewelâ tucked away inside the clinic is a brightly-colored playroom, where young children are surrounded by dollhouses, toy soldiers, drawing pads and crayons, and even a sand box. Therapists in training use the room to assist younger clients in expressing their feelings in a non-threatening environment. âPlay therapy allows the child to manipulate the world on a smaller scale, something that cannot be done in the child's everyday environment,â explained Dupre. Typically used in children ages 4 to 10, but also utilized for children up to age 12, play therapy taps into a child's natural means of expression as a therapeutic method to assist the child in coping with emotional stress or trauma, according to Dupre. âBy playing with specially selected materials, and with the guidance of a counselor, the child plays out his or her feelings, bringing these hidden emotions to the surface,â said Dupre. Regardless of age, the clinical staffâs goal is to provide clients the opportunity to learn, change and develop through personal growth experiences. Dupre said the clinic offers a sliding scale for clients who feel they might not be able to afford the $15 counseling fee. For an appointment with Mental Health Counseling, call 318-342-1263. The Marriage and Family Therapy Clinic may be reached at 318-342-9797. The ULM counselors and therapists in both programs ensure the confidentiality of all clients and are committed to providing a quality experience for those in need.\n",
      "\n",
      "###\n",
      "\n",
      "Mental health and physical health are equally important. If you had diabetes, you would seek medical intervention, right? If you are experiencing anxiety, depression, or feeling overwhelmed, you need to contact a therapist. Therapy is only one facet of self-care. Part of self-care is saying ânoâ without guilt. When someone asks you to help with a time-consuming project, itâs difficult to say âno.â However, if you are already stressed, saying âyes,â can lead to exhaustion and anxiety. Consistently saying âyesâ means eliminating time spent on self-care. Self-care can involve spending time outside, meditating, practicing a new hobby, enjoying a massage, or laughing with friends. Self-care also consists of the absence of things, such as 24/7 technology. Studies have proven that too much screen time at night causes depression, prevents restful sleep, and creates anxiety. Get organized. A planner or calendar can help you understand the magnitude of your work and personal demands. A visual representation can also allow you to eliminate less essential duties and, most importantly, schedule your self-care. Set a weekly self-care goal for yourself and reward yourself for achieving that goal. After all, you cannot be valuable to others if you deplete your energy. Most importantly, you cannot be useful to yourself. PANELIST PANELIST PANELIST Â  Â  Â  Â  Shayla Shaw Co-Owner, Her Eminence and Mental Wellness Advocate Shayla Shaw is a Mental Wellness Advocate striving to end the stigma related to motherhood and mental health. She is also an attempted suicide survivor. She is a dedicated wife, proud mother of four, and an endearing grandmother. Shayla created The Mom Empowerment because she is devoted to helping mothers struggling with depressive behaviors or impaired abilities to be mentally and emotionally available to enjoy their families. Shayla is an Empowerment Coach for moms looking to achieve goals related to family, career, purpose, and mental wellness at Shayla Shaw Empowerment. She designs strategies, aligns resources, and creates accountability to ensure moms attain the goals they have set forth. Shayla is, also, the producer and host of the podcast, âNavigating My Crazy,â that can be heard on many platforms, including Apple Podcast, Spotify, YouTube, Soundcloud, Google Podcast.\n",
      "\n",
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       "'You can contact a therapist or visit the Mental Health Counseling Clinic in Room 284 of Strauss Hall at ULM. You can also reach out to The Marriage and Family Therapy Clinic at 318-342-9797. Additionally, you can contact Shayla Shaw Empowerment for Empowerment Coaching and listen to her podcast, “Navigating My Crazy”, on various platforms.'"
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