CalLink Email Scraping Function.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Native imports\n",
    "import sys\n",
    "import os\n",
    "import os.path\n",
    "import json\n",
    "from pprint import pprint\n",
    "import urllib.request\n",
    "import urllib.parse\n",
    "\n",
    "# 3rd-party scraping/parsing imports\n",
    "import grequests\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import dateutil.parser as dt\n",
    "\n",
    "# 3rd-party data science imports\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "# Used to make the plots bigger\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = (8, 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Source: https://stackoverflow.com/a/312464\n",
    "split_into_chunks = lambda lst, n: [lst[i:i + n] for i in range(0, len(lst), n)]\n",
    "\n",
    "ORGS_CATALOG_URL = 'https://callink.berkeley.edu/api/discovery/search/organizations?orderBy%5B0%5D=UpperName%20asc&top=1600'\n",
    "ORG_BASE_URL = 'https://callink.berkeley.edu/organization/'\n",
    "\n",
    "\n",
    "def fetch_init_app_state(soup):\n",
    "    for element in soup.find_all('script'):\n",
    "        if len(element.contents) > 0 and 'window.initialAppState' in element.contents[0]:\n",
    "            json_str = element.contents[0].split(' = ')[1][:-1]\n",
    "            return json.loads(json_str)\n",
    "    return None\n",
    "\n",
    "\n",
    "def extract_email_from_org_html(org_html):\n",
    "    soup = BeautifulSoup(org_html, 'html.parser')\n",
    "    app_state = fetch_init_app_state(soup)\n",
    "\n",
    "    email = app_state['preFetchedData']['organization'].get('email')\n",
    "    return email\n",
    "\n",
    "\n",
    "def scrape_emails():\n",
    "    callink_data = json.loads(\n",
    "        requests.get(ORGS_CATALOG_URL).text.strip()\n",
    "    )\n",
    "    \n",
    "    num_orgs = callink_data['@odata.count']\n",
    "    orgs = callink_data['value']\n",
    "\n",
    "    callink_emails = []\n",
    "    N = 20\n",
    "    \n",
    "    org_urls = [ORG_BASE_URL + org['WebsiteKey'] for org in orgs]\n",
    "    org_url_chunks = split_into_chunks(org_urls, N)\n",
    "    \n",
    "    for i, orgs_chunk in enumerate(org_url_chunks):\n",
    "        reqs = [grequests.get(org_url) for org_url in orgs_chunk]\n",
    "        replies = grequests.map(reqs)\n",
    "        emails = [extract_email_from_org_html(reply.text.strip()) for reply in replies]\n",
    "        emails = [email for email in emails if email is not None]\n",
    "        \n",
    "        print('Emails processed:', (i + 1) * N)\n",
    "        callink_emails += emails\n",
    "    \n",
    "    print('Number of organizations:', num_orgs)\n",
    "    print('Number of valid emails collected:', len(callink_emails))\n",
    "    return callink_emails"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Emails processed: 20\n",
      "Emails processed: 40\n",
      "Emails processed: 60\n",
      "Emails processed: 80\n",
      "Emails processed: 100\n",
      "Emails processed: 120\n",
      "Emails processed: 140\n",
      "Emails processed: 160\n",
      "Emails processed: 180\n",
      "Emails processed: 200\n",
      "Emails processed: 220\n",
      "Emails processed: 240\n",
      "Emails processed: 260\n",
      "Emails processed: 280\n",
      "Emails processed: 300\n",
      "Emails processed: 320\n",
      "Emails processed: 340\n",
      "Emails processed: 360\n",
      "Emails processed: 380\n",
      "Emails processed: 400\n",
      "Emails processed: 420\n",
      "Emails processed: 440\n",
      "Emails processed: 460\n",
      "Emails processed: 480\n",
      "Emails processed: 500\n",
      "Emails processed: 520\n",
      "Emails processed: 540\n",
      "Emails processed: 560\n",
      "Emails processed: 580\n",
      "Emails processed: 600\n",
      "Emails processed: 620\n",
      "Emails processed: 640\n",
      "Emails processed: 660\n",
      "Emails processed: 680\n",
      "Emails processed: 700\n",
      "Emails processed: 720\n",
      "Emails processed: 740\n",
      "Emails processed: 760\n",
      "Emails processed: 780\n",
      "Emails processed: 800\n",
      "Emails processed: 820\n",
      "Emails processed: 840\n",
      "Emails processed: 860\n",
      "Emails processed: 880\n",
      "Emails processed: 900\n",
      "Emails processed: 920\n",
      "Emails processed: 940\n",
      "Emails processed: 960\n",
      "Emails processed: 980\n",
      "Emails processed: 1000\n",
      "Emails processed: 1020\n",
      "Emails processed: 1040\n",
      "Emails processed: 1060\n",
      "Emails processed: 1080\n",
      "Emails processed: 1100\n",
      "Emails processed: 1120\n",
      "Emails processed: 1140\n",
      "Emails processed: 1160\n",
      "Emails processed: 1180\n",
      "Emails processed: 1200\n",
      "Emails processed: 1220\n",
      "Emails processed: 1240\n",
      "Emails processed: 1260\n",
      "Emails processed: 1280\n",
      "Emails processed: 1300\n",
      "Emails processed: 1320\n",
      "Emails processed: 1340\n",
      "Emails processed: 1360\n",
      "Emails processed: 1380\n",
      "Emails processed: 1400\n",
      "Emails processed: 1420\n",
      "Emails processed: 1440\n",
      "Emails processed: 1460\n",
      "Emails processed: 1480\n",
      "Number of organizations: 1462\n",
      "Number of valid emails collected: 1182\n",
      "CPU times: user 20.5 s, sys: 833 ms, total: 21.4 s\n",
      "Wall time: 1min 44s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['recruitment.berkeley@180dc.org',\n",
       " '3dma.at.berkeley@gmail.com',\n",
       " '3dmc.berkeley@gmail.com',\n",
       " 'fiveandtwo.berkeley@gmail.com',\n",
       " 'officers@abetterway.berkeley.edu',\n",
       " 'seanhkim@berkeley.edu',\n",
       " 'abbamodern@gmail.com',\n",
       " 'abcsketches@gmail.com',\n",
       " 'cal5@acacia.org',\n",
       " 'acecoaches@berkeley.edu',\n",
       " 'achievementim@gmail.com',\n",
       " 'info@acts2fellowship.org',\n",
       " 'calasae@gmail.com',\n",
       " 'calasapresident@gmail.com',\n",
       " 'aasdsocialmedia@gmail.com',\n",
       " 'afxdance@gmail.com',\n",
       " 'dalilalva@berkeley.edu',\n",
       " 'adseberkeley@gmail.com',\n",
       " 'axopichapterpresident@gmail.com',\n",
       " 'axs.sigma.president@gmail.com',\n",
       " 'info@aquadelt.org',\n",
       " 'caladpipresident@gmail.com',\n",
       " 'aakashr@berkeley.edu',\n",
       " 'ago_actives@lists.berkeley.edu',\n",
       " 'AKARHO1921@gmail.com',\n",
       " 'brandonqinqin@gmail.com',\n",
       " 'calalphaphipresident@gmail.com ',\n",
       " 'icecolddynasty@gmail.com',\n",
       " 'president@calaphio.com',\n",
       " 'calapx@gmail.com',\n",
       " 'ato.berkeley@gmail.com',\n",
       " 'berkeleyaltprotein@gmail.com',\n",
       " 'berkeleyaltbreaks@gmail.com',\n",
       " 'kvillacorta@berkeley.edu',\n",
       " 'blast@law.berkeley.edu',\n",
       " 'execs@calaaf.com',\n",
       " 'acsberkeley@gmail.com',\n",
       " 'berkeleylawacs@gmail.com',\n",
       " 'aiasberkeley@gmail.com',\n",
       " 'aiche.berkeley@gmail.com',\n",
       " 'info@alcsi.org',\n",
       " 'berkeleyamsa@gmail.com',\n",
       " 'amwaberkeley@gmail.com',\n",
       " 'president@ans.berkeley.edu',\n",
       " 'UCBTrustee@theaosa.org',\n",
       " 'berkeleyapsa@gmail.com',\n",
       " 'americanredcrossatcal@gmail.com',\n",
       " 'calasceofficers@gmail.com',\n",
       " 'berkeleystudentasla@gmail.com',\n",
       " 'asme.cal@gmail.com',\n",
       " 'americastoothfairyatberkeley@gmail.com',\n",
       " 'amigos.ucberkeley@gmail.com',\n",
       " 'ahcberkeley@gmail.com',\n",
       " 'katalina@berkeley.edu',\n",
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       " 'berkeleyantitrafficking@gmail.com',\n",
       " 'dghandour@berkeley.edu',\n",
       " 'arcrepertory@gmail.com',\n",
       " 'chibuzorobiorah@berkeley.edu',\n",
       " 'ucbtango@gmail.com',\n",
       " 'jillychoi@berkely.edu',\n",
       " 'CalBerkeleyASA@gmail.com',\n",
       " 'estherykim@berkeley.edu',\n",
       " 'artandmind.berkeley@gmail.com',\n",
       " 'artistsinresonanceucb@gmail.com',\n",
       " 'aia.berkeleylaw@gmail.com',\n",
       " 'alix.vadot@berkeley.edu',\n",
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       " 'berkeley@ashanet.org',\n",
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       " 'aapihrg.info@gmail.com',\n",
       " 'ucberkeleyaaa@gmail.com',\n",
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       " 'exec@caltv.berkeley.edu',\n",
       " 'grants@asuc.org ',\n",
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       " 'aavp@asuc.org',\n",
       " 'eavp@asuc.org',\n",
       " 'evp@asuc.org',\n",
       " 'president@asuc.org opchief@asuc.org',\n",
       " 'help (at) ocf.berkeley.edu',\n",
       " 'senate@asuc.org',\n",
       " 'legalclinic@asuc.org',\n",
       " 'adminoffice@asuc.org',\n",
       " 'grants@asuc.org',\n",
       " 'grants@asuc.org',\n",
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       " 'diversityaffairscommission@asuc.org',\n",
       " 'financialwellness@asuc.org',\n",
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       " 'legal@asuc.org',\n",
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       " 'ayahya@asuc.org',\n",
       " 'aaguilar@asuc.org',\n",
       " 'aprakash@asuc.org',\n",
       " 'ctellem@asuc.org',\n",
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       " 'rzhang@asuc.org',\n",
       " 'rsholkoff@asuc.org',\n",
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       " 'srodriguez@asuc.org',\n",
       " 'speng@asuc.org',\n",
       " 'sbancroft@asuc.org',\n",
       " 'sheenade@asuc.org',\n",
       " 'wliu@asuc.org',\n",
       " 'transferstudentrep@asuc.org',\n",
       " 'sexualviolence@asuc.org',\n",
       " 'help@berkeleysao.org',\n",
       " 'superb@berkeley.edu',\n",
       " 'sustainability@asuc.org',\n",
       " 'technology@asuc.org',\n",
       " 'eavpvotecoalition@asuc.org',\n",
       " 'atrium.berkeley@gmail.com',\n",
       " 'calaurumcosmetics@gmail.com',\n",
       " 'ucb.azaad@gmail.com',\n",
       " 'berkeleybside@gmail.com',\n",
       " 'rasareachan@berkeley.edu',\n",
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       " 'reflejosdemexico.cal@gmail.com',\n",
       " 'bsaatberkeley@gmail.com',\n",
       " 'leadership@berkeley.edu',\n",
       " 'barbellatberkeley@gmail.com',\n",
       " 'editor@baremagazine.org',\n",
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       " 'baoc.rep@gmail.com',\n",
       " 'jade_fostvedt@berkeley.edu',\n",
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       " 'bethematch.berkeley@gmail.com',\n",
       " 'bearballersociety@gmail.com',\n",
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       " 'calbearcloset@gmail.com',\n",
       " 'ryanwchen@berkeley.edu',\n",
       " 'calbearraid@gmail.com',\n",
       " 'bearettesatberkeley@gmail.com',\n",
       " 'bearsagainstice@protonmail.com',\n",
       " 'bearsforisrael@gmail.com',\n",
       " 'info@bearsforpalestine.org',\n",
       " 'bercatberkeleylaw@gmail.com',\n",
       " 'berc.undergraduate@gmail.com',\n",
       " 'berke1337-admin@lists.berkeley.edu',\n",
       " 'bampfasc@berkeley.edu',\n",
       " 'berkeleybahaiclub@gmail.com',\n",
       " 'bbs.ucb@gmail.com',\n",
       " 'bcsa.core@gmail.com',\n",
       " 'calbells@gmail.com',\n",
       " 'bcssa.official@gmail.com',\n",
       " 'hannahku@berkeley.edu',\n",
       " 'calcollegerepublicans@gmail.com',\n",
       " 'clarisahuang@berkeley.edu',\n",
       " 'BerkeleyDisasterTeam@berkeley.edu',\n",
       " 'editor@econreview.berkeley.edu',\n",
       " 'copresidents@berc.berkeley.edu',\n",
       " 'beeps@beeps.berkeley.edu',\n",
       " 'berkeleyfictionreview@gmail.com',\n",
       " 'info@forum.berkeley.edu',\n",
       " 'berkeleygraduate@ga.berkeley.edu',\n",
       " 'berkeleyimmigrationgroup@law.berkeley.edu',\n",
       " 'berkeleybisa@gmail.com',\n",
       " 'berkeley.innovation@gmail.com',\n",
       " 'bjalp@berkeley.edu',\n",
       " 'bjcl@berkeley.edu',\n",
       " 'bjell@berkeley.edu',\n",
       " 'bjesl@berkeley.edu',\n",
       " 'bglj@berkeley.edu',\n",
       " 'bjil@berkeley.edu',\n",
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       " 'batpro@law.berkeley.edu ',\n",
       " 'berkeleylawmsa@gmail.com',\n",
       " 'berkeleylegals@gmail.com',\n",
       " 'pio@berkeleymrc.org',\n",
       " 'chief@bmun.org ',\n",
       " 'curtisrumrill@berkeley.edu',\n",
       " 'contact@boaa.berkeley.edu',\n",
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       " 'bproutreach@gmail.com',\n",
       " 'executive@berkeleyproject.org',\n",
       " 'contact@bppj.berkeley.edu',\n",
       " 'sciencereview@gmail.com',\n",
       " 'bsj.berkeley@gmail.com',\n",
       " 'btlj@berkeley.edu',\n",
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       " 'rush.berkeleybap@gmail.com ',\n",
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       " 'info@beyondacademia.berkeley.edu',\n",
       " 'ucberkeley@bpshi.com',\n",
       " 'biasbusters-admin@lists.eecs.berkeley.edu',\n",
       " 'hello@bicycal.berkeley.edu',\n",
       " 'bigdata.berkeley@gmail.com',\n",
       " 'bbi@bbi.berkeley.edu',\n",
       " 'bioeBEAST@gmail.com',\n",
       " 'bioehs.exec@lists.berkeley.edu',\n",
       " 'bioethical.berkeley@gmail.com',\n",
       " 'biofuelstechnology@gmail.com',\n",
       " 'calbmes@gmail.com',\n",
       " 'admin@bioprinting.berkeley.edu',\n",
       " 'berkeley.bsgsa@gmail.com',\n",
       " 'baeh@berkeley.edu',\n",
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       " 'ucberkeleybessa@gmail.com',\n",
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       " 'brrcboard@gmail.com',\n",
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       " 'angelicapagan@berkeley.edu',\n",
       " 'admin@blockchain.berkeley.edu',\n",
       " 'info@blockeley.com',\n",
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       " 'info@yearbook.berkeley.edu',\n",
       " 'team@calblueprint.org',\n",
       " 'Ucberkeleygames@gmail.com',\n",
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       " 'bonehealthinitiative@gmail.com',\n",
       " 'berkeleybootlegcomedy@gmail.com',\n",
       " 'boricuasinberkeley@gmail.com',\n",
       " 'rwoody@berkeley.edu',\n",
       " 'braintrustberkeley@gmail.com',\n",
       " 'natasha.blazer@berkeley.edu',\n",
       " 'brasaberkeley@gmail.com',\n",
       " 'executivebridges@gmail.com',\n",
       " 'bridgeusa.berkeley@gmail.com',\n",
       " 'brownissues.ucb@gmail.com',\n",
       " 'buildliteracy@berkeley.edu',\n",
       " 'bulletjournalbears@gmail.com',\n",
       " 'bab.berkeley@gmail.com',\n",
       " 'berkeleytechnologyinitiative@gmail.com',\n",
       " 'calbcec@gmail.com',\n",
       " 'businessreviewatberkeley@gmail.com',\n",
       " 'btnexecboard@btn.berkeley.edu',\n",
       " 'students@casa.berkeley.edu',\n",
       " 'calaclu1920@gmail.com',\n",
       " 'webmaster@calanimagealpha.com',\n",
       " 'california.archery@gmail.com',\n",
       " 'president@caldems.com',\n",
       " 'calbhangra@gmail.com',\n",
       " 'calboxingclub@gmail.com',\n",
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       " 'californiaclubtennis@gmail.com',\n",
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       " 'calequestrianclub@gmail.com',\n",
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       " 'evickers29@berkeley.edu',\n",
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       " 'publicserviceinternships@berkeley.edu',\n",
       " 'calinthecapital@gmail.com',\n",
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       " 'clam.art.editor@gmail.com',\n",
       " '18rway@berkeley.edu',\n",
       " 'safta@calperformances.org',\n",
       " 'calprevet.president@gmail.com',\n",
       " 'cal.q.and.a@gmail.com',\n",
       " 'info@calrotaract.org',\n",
       " 'calsailing@gmail.com',\n",
       " 'calseismicteam@gmail.com',\n",
       " 'staph@berkeley.edu',\n",
       " 'alexander.rodriguez@berkeley.edu',\n",
       " 'calsmv@gmail.com',\n",
       " 'calttc@gmail.com',\n",
       " 'caltaiko@gmail.com',\n",
       " 'president@caltriathlon.com',\n",
       " 'caluphc.publichealth@gmail.com',\n",
       " 'calvetsgroup@gmail.com',\n",
       " 'calclublacrosse@gmail.com',\n",
       " 'calwomens.waterpolo@gmail.com',\n",
       " 'calwomensrugby@gmail.com',\n",
       " 'calibermag@gmail.com',\n",
       " 'carc@berkeley.edu',\n",
       " 'cahpsa.berkeley@gmail.com',\n",
       " 'calmocktrial@gmail.com',\n",
       " 'calpirgbears@gmail.com',\n",
       " 'berkeleyscc@gmail.com',\n",
       " 'lead@berkeley.edu',\n",
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       " 'berkeley@campkesem.org',\n",
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       " 'asucstudentunion@berkeley.edu',\n",
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       " 'artstudio@berkeley.edu',\n",
       " 'info.artsdesign@berkeley.edu',\n",
       " 'sashachang@berkeley.edu',\n",
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       " 'https://ssall.zendesk.com/hc/en-us',\n",
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       " 'eventservices@berkeley.edu',\n",
       " 'lead@berkeley.edu',\n",
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       " 'rhershkowitz@berkeley.edu',\n",
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       " 'publicservice@berkeley.edu',\n",
       " 'cef.berkeley@gmail.com',\n",
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       " 'taylor.chelan@berkeley.edu',\n",
       " 'smt.exec@calnewman.org',\n",
       " 'catholicsatberkeleylaw@gmail.com',\n",
       " 'eugenewlau@berkeley.edu',\n",
       " 'wearecelli@gmail.com',\n",
       " 'CAFEatucb@gmail.com',\n",
       " 'jenliu2@berkeley.edu',\n",
       " 'chec.berkeley@gmail.com',\n",
       " 'gsac@lists.berkeley.edu',\n",
       " 'berkeley.chemecar@gmail.com',\n",
       " 'ucbglc@gmail.com',\n",
       " 'curieatberkeley@gmail.com',\n",
       " 'ucbchess@gmail.com',\n",
       " 'berkeleyxe@gmail.com',\n",
       " 'calchiomegapresident@gmail.com',\n",
       " 'andreasmaass@berkeley.edu',\n",
       " 'checochair2@gmail.com',\n",
       " 'casistas@gmail.com',\n",
       " 'berkeleychineseacappella@gmail.com',\n",
       " 'chinesefinanceclub@gmail.com',\n",
       " 'berkeleycgpsa@gmail.com',\n",
       " 'chinesepeopleunion@gmail.com',\n",
       " 'syz0516@berkeley.edu',\n",
       " 'hi@7pmsalon.org',\n",
       " 'csaberkeley@gmail.com',\n",
       " 'ashleyhuang@berkeley.edu',\n",
       " 'chyk-berkeley-active@googlegroups.com',\n",
       " 'berkeleycmda@gmail.com',\n",
       " 'christiansatberkeleylaw@berkeley.edu',\n",
       " 'ucb.coc@gmail.com',\n",
       " 'chunjinahm@gmail.com',\n",
       " 'info.cinebears@gmail.com',\n",
       " 'capclubberkeley@gmail.com',\n",
       " 'cki.sarahg@gmail.com',\n",
       " 'faizkhwaja@berkeley.edu',\n",
       " 'stubbsjessica@berkeley.edu',\n",
       " 'lucia@berkeley.edu',\n",
       " 'ceejfc@berkeley.edu',\n",
       " 'js98@berkeley.edu',\n",
       " 'classicalforumberkeley@gmail.com',\n",
       " 'ucbclear@gmail.com',\n",
       " 'calclimbingofficers@googlegroups.com',\n",
       " 'cliosscroll@gmail.com',\n",
       " 'cloudatcal@gmail.com',\n",
       " 'berkeleycmg@gmail.com',\n",
       " 'curtisrumrill@berkeley.edu',\n",
       " 'coalitionfordiversity@gmail.com',\n",
       " 'cifmpatcal@gmail.com',\n",
       " 'ccmpatberkeley@gmail.com',\n",
       " 'joellefe@berkeley.edu',\n",
       " 'california@bamn.com',\n",
       " 'contact@codebase.berkeley.edu',\n",
       " 'info@codeology.club',\n",
       " 'cssa.berkeley@gmail.com',\n",
       " 'd1abears@collegediabetesnetwork.org',\n",
       " 'team@collegeleap.cc',\n",
       " 'carpbayarea@gmail.com',\n",
       " 'juan@berkeley.edu',\n",
       " 'colorsoftheater@gmail.com',\n",
       " 'info@combatrobotics.berkeley.edu',\n",
       " 'comicsstudiodecal@gmail.com',\n",
       " 'baycommunitywellness@gmail.com',\n",
       " 'trw@berkeley.edu',\n",
       " 'crj@berkeley.edu',\n",
       " 'berkeleycluj@gmail.com',\n",
       " 'mentors@berkeley.edu',\n",
       " 'pb@csua.berkeley.edu',\n",
       " 'calconcretecanoe@gmail.com',\n",
       " 'confiatcal@gmail.com',\n",
       " 'hello@connected.berkeley.edu',\n",
       " 'ucbconstructionteam@gmail.com',\n",
       " 'berkeley@consultyourcommunity.org',\n",
       " ' con@berkeley.edu',\n",
       " 'caps@law.berkeley.edu',\n",
       " 'c3po@law.berkeley.edu',\n",
       " 'maddypilgrim@berkeley.edu',\n",
       " 'angelicavohland@berkeley.edu',\n",
       " 'calorigami@gmail.com',\n",
       " 'amyzh@berkeley.edu',\n",
       " 'calcreate@gmail.com',\n",
       " 'cal.ccas@gmail.com',\n",
       " 'xroadscf@gmail.com',\n",
       " 'crsso@lists.berkeley.edu',\n",
       " 'berkeleycru@gmail.com',\n",
       " 'cskickstart@gmail.com',\n",
       " 'ucbears4cubs@gmail.com',\n",
       " 'berkeleycubanamericans@gmail.com',\n",
       " 'editor@dailycal.org',\n",
       " 'berkeleydancecommunity@gmail.com',\n",
       " 'dancethebay@gmail.com',\n",
       " 'dwxpresidents@gmail.com',\n",
       " 'daraja.berkeley@gmail.com',\n",
       " 'info@dss.berkeley.edu',\n",
       " 'datagood@berkeley.edu',\n",
       " 'datastory.president@gmail.com',\n",
       " 'datongsociety@gmail.com',\n",
       " 'decoloresucb@gmail.com',\n",
       " 'contact@debate.berkeley.edu',\n",
       " 'decadence.berkeley@gmail.com',\n",
       " 'decode.build@gmail.com',\n",
       " 'adithi@berkeley.edu',\n",
       " 'darby.aono@berkeley.edu',\n",
       " 'deltaconsulting.berkeley@gmail.com',\n",
       " 'caltrideltapresident@gmail.com',\n",
       " 'caldelta.epsilon.mu@gmail.com',\n",
       " 'dggammapresident@gmail.com',\n",
       " 'president@berkeley.dka.org',\n",
       " 'berkeleydpe@gmail.com',\n",
       " 'kappa1921@gmail.com',\n",
       " 'ucbdeltaxiphi@gmail.com',\n",
       " 'caldibs@gmail.com',\n",
       " 'ajsolovy@berkeley.edu',\n",
       " 'designatberk@gmail.com',\n",
       " 'cloudcomputingdecal@gmail.com',\n",
       " 'digitalrightsproject@law.berkeley.edu',\n",
       " 'ucberkeleydilse@gmail.com',\n",
       " 'drp@berkeley.edu',\n",
       " 'disneyclubatberkeley@gmail.com',\n",
       " 'diversatech.berkeley@gmail.com',\n",
       " 'msf.ucberkeley@gmail.com',\n",
       " 'downsyndromeberkeley@gmail.com',\n",
       " 'cal.drawntoscale@gmail.com',\n",
       " 'Berkeley.Dream@gmail.com',\n",
       " 'eeri@berkeley.edu',\n",
       " 'chair@eau.berkeley.edu',\n",
       " 'minsookim729@berkeley.edu',\n",
       " 'dreamersclinic@berkeley.edu',\n",
       " 'jsycoff@berkeley.edu',\n",
       " 'ecodeatberkeley@gmail.com',\n",
       " 'julia.whitehead@berkeley.edu',\n",
       " 'ursan@berkeley.edu',\n",
       " 'epic.berkeley@gmail.com',\n",
       " 'edreimaginedberkeley@gmail.com',\n",
       " 'admin@eaberkeley.com',\n",
       " 'eggsteroverall@gmail.com',\n",
       " 'ucberkeley.ego@gmail.com',\n",
       " 'molly_haley@berkeley.edu',\n",
       " 'eleven.ucb@gmail.com',\n",
       " 'enabletechberkeley@gmail.com',\n",
       " 'president@esc.berkeley.edu',\n",
       " 'engineeringwellnessatberkeley@gmail.com',\n",
       " 'beam.teach@gmail.com',\n",
       " 'officers@esw.berkeley.edu',\n",
       " 'ewb.ucb@gmail.com',\n",
       " 'berkeley.eua@gmail.com',\n",
       " 'cal.entomology@gmail.com',\n",
       " 'eso@lists.berkeley.edu',\n",
       " 'admin@entrepreneurs.berkeley.edu',\n",
       " 'ecoslp@berkeley.edu',\n",
       " 'gostout@berkeley.edu',\n",
       " 'environment@law.berkeley.edu',\n",
       " 'berkeley.essa@gmail.com',\n",
       " 'calenviroteam@gmail.com',\n",
       " 'epsilonetaberkeley@gmail.com',\n",
       " 'jcaminiti@berkeley.edu',\n",
       " 'equitybeyondbarriers@gmail.com',\n",
       " 'ergo@lists.berkeley.edu',\n",
       " 'espmgdc@berkeley.edu',\n",
       " 'espmgsa@gmail.com',\n",
       " 'r.madden@berkeley.edu',\n",
       " 'hkn@hkn.eecs.berkeley.edu',\n",
       " 'etaomegachi@gmail.com',\n",
       " 'ethicalapparel@gmail.com',\n",
       " 'expdancecrew@gmail.com',\n",
       " 'eyh_ucb@googlegroups.com',\n",
       " 'exposureos.ucb@gmail.com',\n",
       " 'ronitnath@berkeley.edu',\n",
       " 'contact@xr.berkeley.edu',\n",
       " 'haominm98@berkeley.edu',\n",
       " 'calfastinternal@gmail.com',\n",
       " 'berkeleyclubsoftball@gmail.com',\n",
       " 'berkeleyfederalistsociety@gmail.com',\n",
       " 'feelgoodberkeley@gmail.com',\n",
       " 'dance.chinese@gmail.com',\n",
       " 'kirstychoi@berkeley.edu',\n",
       " 'FMLAofBerkeley@gmail.com',\n",
       " 'femtechberkeley@gmail.com',\n",
       " 'a.mendoza@berkeley.edu',\n",
       " 'ucberkeleyflsa@berkeley.edu',\n",
       " 'fesa@mfe.berkeley.edu',\n",
       " 'flejcon@gmail.com',\n",
       " 'fintechberkeley@gmail.com',\n",
       " 'berkeleylawfgp@gmail.com',\n",
       " 'yakira.mirabito@berkeley.edu',\n",
       " 'noaht@berkeley.edu',\n",
       " 'foodatberkeley@gmail.com',\n",
       " 'brandonqinqin@gmail.com',\n",
       " 'foodjustice@law.berkeley.edu',\n",
       " 'fstatcal@gmail.com',\n",
       " 'feedberkeley@gmail.com',\n",
       " 'FCSBerkeley@gmail.com',\n",
       " 'foresight.president@gmail.com',\n",
       " 'contact@ev.berkeley.edu',\n",
       " 'fsae@me.berkeley.edu',\n",
       " 'fostered@law.berkeley.edu',\n",
       " 'fimrc.berkeley@gmail.com',\n",
       " 'spauker@berkeley.edu',\n",
       " 'adhiv@freeventures.org',\n",
       " 'president@bsc.coop',\n",
       " 'execs@pbl.berkeley.edu',\n",
       " 'tiffani.johnson@berkeley.edu',\n",
       " 'bblj@law.berkeley.edu',\n",
       " 'cavp@ga.berkeley.edu',\n",
       " 'funding@ga.berkeley.edu',\n",
       " 'businessoffice@ga.berkeley.edu',\n",
       " 'president@ga.berkeley.edu',\n",
       " 'rules@ga.berkeley.edu',\n",
       " 'contact@gamedev.berkeley.edu',\n",
       " 'cal.gammaphi.pres@gmail.com',\n",
       " 'lambda@gammarholambda.org',\n",
       " 'calgammas@gmail.com',\n",
       " 'berkeleygarb@gmail.com',\n",
       " 'generationflowatberkeley@gmail.com',\n",
       " 'ucberkeleygensex@gmail.com',\n",
       " 'genupcoberkeley@gmail.com',\n",
       " 'geoengineering@berkeley.edu',\n",
       " 'jlamb2021@berkeley.edu',\n",
       " 'geowallcal@gmail.com',\n",
       " 'giamag.ucb@gmail.com',\n",
       " 'giantfilmmakers@gmail.com',\n",
       " 'golberkeley@gmail.com',\n",
       " 'giftsatberkeley@gmail.com',\n",
       " 'amritarama@berkeley.edu',\n",
       " 'ucberkeley@girlsteachinggirlstocode.org',\n",
       " 'gwcberkeley@gmail.com',\n",
       " 'berkeleygbb@gmail.com',\n",
       " 'gmbberkeley@gmail.com',\n",
       " 'globerkeley.president@gmail.com',\n",
       " 'berkeleygmma@gmail.com',\n",
       " 'gmtucberkeley@gmail.com',\n",
       " 'berkeley@grcglobalgroup.com',\n",
       " 'berkeley@globemed.org',\n",
       " 'elliot.choi@berkeley.edu',\n",
       " 'goldenwomenatberkeley@gmail.com',\n",
       " 'ced.gradstudentunion@berkeley.edu',\n",
       " 'gasp@berkeley.edu',\n",
       " 'gradsrza@gmail.com',\n",
       " 'gea@econ.berkeley.edu',\n",
       " 'samstein@berkeley.edu',\n",
       " 'educationresearchday@gmail.com',\n",
       " 'bre_editor@berkeley.edu',\n",
       " 'sjohns@berkeley.edu',\n",
       " 'gradswe@berkeley.edu',\n",
       " 'gasa@calgreeks.com',\n",
       " 'calgreenerhearts@gmail.com',\n",
       " 'greeningthegreeks@berkeley.edu',\n",
       " 'grotech.berkeley@gmail.com',\n",
       " 'groundupjournal@gmail.com',\n",
       " 'gvpp@berkeley.edu',\n",
       " 'hbsageneral@gmail.com',\n",
       " 'ucbhubba@gmail.com',\n",
       " 'team@calhacks.io',\n",
       " 'handsandfeetberkeley@gmail.com',\n",
       " 'happyperiodberkeley@gmail.com',\n",
       " 'hmap@berkeley.edu',\n",
       " 'admin@healsca.berkeley.edu',\n",
       " 'hbls@law.berkeley.edu',\n",
       " 'healthcarebusinessberkeley@gmail.com',\n",
       " 'fionalzx@berkeley.edu',\n",
       " 'heartfulness.berkeley20@gmail.com',\n",
       " 'contact@thehelixgroup.org',\n",
       " 'hepbproject@gmail.com',\n",
       " 'hc.ucberkeley@hercampus.com',\n",
       " 'ucbhau.cochairs@gmail.com',\n",
       " 'huchochairs@berkeley.edu',\n",
       " 'heuristicsquelch@gmail.com',\n",
       " 'arsine.03@berkeley.edu',\n",
       " 'studentboardpres@berkeleyhillel.org',\n",
       " 'hesberkeley8@gmail.com',\n",
       " 'steelonsteelhfc@gmail.com',\n",
       " 'hga@berkeley.edu',\n",
       " 'hsaberkeley@gmail.com',\n",
       " 'hosfellowship@gmail.com',\n",
       " 'hkaaberk@gmail.com',\n",
       " 'berkeleyhksa@gmail.com',\n",
       " 'Hear@berkeley.edu',\n",
       " 'hpv-me@berkeley.edu',\n",
       " 'anyal23@berkeley.edu',\n",
       " 'berkeleyanidealism@gmail.com',\n",
       " 'ieee@berkeley.edu',\n",
       " 'directors@igem.berkeley.edu',\n",
       " 't4cimprov@gmail.com',\n",
       " 'inbetweenberkeley@gmail.com',\n",
       " 'contact@isa.berkeley.edu',\n",
       " 'natives@berkeley.edu',\n",
       " 'imsa@ischool.berkeley.edu',\n",
       " 'ilr.ucb@gmail.com',\n",
       " 'jmiller558@berkeley.edu',\n",
       " 'iise@berkeley.edu',\n",
       " 'ucberkeleyite@gmail.com',\n",
       " 'jaeminlee0622@berkeley.edu',\n",
       " 'ifjberkeley@gmail.com',\n",
       " 'intermissionberkeley@gmail.com',\n",
       " 'ruijis@berkeley.edu',\n",
       " 'berkeleyintconsulting@gmail.com',\n",
       " 'delangs2020@gmail.com',\n",
       " 'berkeleyigsm@gmail.com',\n",
       " 'ihcaberkeley@gmail.com',\n",
       " 'ihrwslp@berkeley.edu',\n",
       " 'irap@law.berkeley.edu',\n",
       " 'ircofberkeley@gmail.com',\n",
       " 'international@calrotaract.org',\n",
       " 'crystal.gong@berkeley.edu',\n",
       " 'yehongtan@berkeley.edu',\n",
       " 'isab.officer@gmail.com',\n",
       " 'berkiusm@gmail.com',\n",
       " 'iysse.ucberkeley@gmail.com',\n",
       " 'natives@berkeley.edu',\n",
       " 'intervarsityccf@gmail.com',\n",
       " 'eduhmc@berkeley.edu',\n",
       " 'inventioncorps@icb.berkeley.edu',\n",
       " 'info@isaa.berkeley.edu',\n",
       " 'iscoucb@gmail.com',\n",
       " 'irish.dancers.berkeley@gmail.com',\n",
       " 'ucb.imsu@gmail.com',\n",
       " 'shshah2018@berkeley.edu',\n",
       " 'jdhillon813@berkeley.edu',\n",
       " 'nsimha@berkeley.edu',\n",
       " 'jerichocomedy@gmail.com',\n",
       " 'jsabl@law.berkeley.edu',\n",
       " 'jqasatberkeley@gmail.com',\n",
       " 'm_chen@berkeley.edu',\n",
       " 'kairosdanceco@gmail.com',\n",
       " 'kapiucb.president@gmail.com',\n",
       " 'omegathetaceo@gmail.com',\n",
       " 'ucbkgdpresident@gmail.com',\n",
       " 'kkgucbpresident@gmail.com',\n",
       " 'kendoclub.berkeley@gmail.com',\n",
       " 'berkeleykdsap@gmail.com',\n",
       " 'ucbkin@gmail.com',\n",
       " 'alaynakwan@berkeley.edu',\n",
       " 'kinkclubberkeley@gmail.com',\n",
       " 'lilyli@berkeley.edu',\n",
       " 'kevmo@berkeley.edu',\n",
       " 'kojobsatberkeley@gmail.com',\n",
       " 'calkasa@gmail.com',\n",
       " 'berkeleychurch0691@gmail.com',\n",
       " 'kpg.cal@gmail.com',\n",
       " 'kseaatcal@gmail.com',\n",
       " 'kosmosucb@gmail.com',\n",
       " 'hojung1019@berkeley.edu',\n",
       " 'lrlj@berkeley.edu',\n",
       " 'laalianza@berkeley.edu',\n",
       " 'LaRazaSLP@berkeley.edu',\n",
       " 'ahs.laborcoach@gmail.com',\n",
       " 'lta.do.president@gmail.com',\n",
       " 'LambdaThetaNu.Berkeley@gmail.com',\n",
       " 'ucblambdas@gmail.com',\n",
       " 'a.mendoza@berkeley.edu',\n",
       " 'llsatberkeley@gmail.com',\n",
       " 'lagses-contact@gmail.com',\n",
       " 'ucblbsa.president@gmail.com',\n",
       " 'lplsexecutivedirector@gmail.com',\n",
       " 'latinxstudentassociation.ucb@gmail.com',\n",
       " 'team@callaunchpad.org',\n",
       " 'lavenderallianceberkeley@gmail.com',\n",
       " 'berkeley.lpesoc@gmail.com',\n",
       " 'zsalazar2019@berkeley.edu',\n",
       " 'lsij.berkeleylaw@gmail.com',\n",
       " 'berkeleylsjp@gmail.com',\n",
       " 'lsad@law.berkeley.edu',\n",
       " 'layaofberkeley@gmail.com',\n",
       " 'jtennant@berkeley.edu',\n",
       " 'clairecombredet@berkeley.edu',\n",
       " 'lfsucberkeley@gmail.com',\n",
       " 'daniellaivanir@berkeley.edu',\n",
       " 'LSAatBerkeley@gmail.com',\n",
       " 'legalautomation@berkeley.edu',\n",
       " 'berkeleyleagueoflegends@gmail.com',\n",
       " 'letsrisementorship@gmail.com',\n",
       " 'linkbayarea@gmail.com',\n",
       " 'lindyonthesproul@gmail.com',\n",
       " 'callinguaphiles@gmail.com',\n",
       " 'megnar13@berkeley.edu',\n",
       " 'livepoetsatberkeley@gmail.com',\n",
       " 'local@calrotaract.org',\n",
       " 'Buckingbears@gmail.com',\n",
       " 'luxintlconsulting@gmail.com',\n",
       " 'passionlivingwater@gmail.com',\n",
       " 'lwpresence@googlegroups.com',\n",
       " 'contact@ml.berkeley.edu',\n",
       " 'maganda.eic@gmail.com',\n",
       " 'mainstacksdance@gmail.com',\n",
       " 'sravyab@berkeley.edu',\n",
       " 'marchofdimesberkeley@gmail.com',\n",
       " 'ucbmariachi@gmail.com',\n",
       " 'infoMDG2020@mdgberkeley.com',\n",
       " 'general@msea.berkeley.edu ',\n",
       " 'arutt@berkeley.edu',\n",
       " 'questions@bmt.berkeley.edu ',\n",
       " 'mgsa@math.berkeley.edu',\n",
       " 'musa@math.berkeley.edu',\n",
       " 'info@matriculate.org',\n",
       " 'mayaatcal@gmail.com',\n",
       " 'treyriddle@berkeley.edu',\n",
       " 'jmpsuitcase@gmail.com',\n",
       " 'contact@mri.berkeley.edu',\n",
       " 'armen.n.demirjian@berkeley.edu',\n",
       " 'ucbmedlife@gmail.com',\n",
       " 'candy0712n@berkeley.edu',\n",
       " 'cbarber@berkeley.edu',\n",
       " 'calmicrobes@gmail.com',\n",
       " 'berkeleymicrofinance@gmail.com',\n",
       " 'berkeleylawmelsa@gmail.com',\n",
       " 'mrayes@berkeley.edu',\n",
       " 'ucberkeleymenarrc@gmail.com',\n",
       " 'yebrat@gmail.com',\n",
       " 'mvbl@berkeley.edu',\n",
       " 'ucbmbn@gmail.com',\n",
       " 'mindfulnessatberkeley@gmail.com',\n",
       " 'mixedatberkeley@gmail.com',\n",
       " 'contact@mdb.dev',\n",
       " 'mcbcdna@gmail.com',\n",
       " 'mcbusa@gmail.com',\n",
       " 'mcbgso@gmail.com',\n",
       " 'moodpsych@gmail.com',\n",
       " 'admin@morningsignout.berkeley.edu',\n",
       " 'movefellowshipcal@gmail.com',\n",
       " 'ucb.movement@gmail.com',\n",
       " 'julia_forte@berkeley.edu',\n",
       " 'mcgc.president@calgreeks.com',\n",
       " 'tmcberkeley@gmail.com',\n",
       " 'board@msa.berkeley.edu',\n",
       " 'ucbnaacp@gmail.com',\n",
       " 'nalaproject@berkeley.edu',\n",
       " 'CompassionInActionUCBerkeley@gmail.com',\n",
       " 'ngcwberkeley@gmail.com',\n",
       " 'namiucb@gmail.com',\n",
       " 'nabj.cal@gmail.com',\n",
       " 'ucbncnw@gmail.com',\n",
       " 'JOSHUA.ALPERT@BERKELEY.EDU',\n",
       " 'nlgberkeleylaw@gmail.com',\n",
       " 'nosa.berkeley@gmail.com',\n",
       " 'nomas.berkeley@gmail.com',\n",
       " 'calnphc9@gmail.com',\n",
       " 'nslsucberkeley@gmail.com',\n",
       " 'nsslhaatberkeley@gmail.com',\n",
       " 'nalsa.ucberkeley@gmail.com',\n",
       " 'natyaberkeley@gmail.com',\n",
       " 'nrotc.ucberkeley@gmail.com',\n",
       " 'calkathak@gmail.com',\n",
       " 'sbohara@berkeley.edu',\n",
       " 'net-impact@berkeley.edu',\n",
       " 'contact@neurotech.berkeley.edu',\n",
       " 'newvoters.berkeley@gmail.com',\n",
       " 'ngcberkeley@gmail.com',\n",
       " 'nsa.ucb@gmail.com',\n",
       " 'nikkeichoralensemble@gmail.com',\n",
       " 'berkeleynsu@gmail.com',\n",
       " 'nring@math.berkeley.edu',\n",
       " 'seraph_fox3003@berkeley.edu',\n",
       " 'austin_mullen@berkeley.edu',\n",
       " 'nicu@nicu.berkeley.edu',\n",
       " 'nutrigenomxberkeley@gmail.com',\n",
       " 'oases@ebayc.org',\n",
       " 'caloceansociety@gmail.com',\n",
       " 'berkeley.owls@gmail.com',\n",
       " 'betamu@omegaphibeta.org',\n",
       " 'epsilonmuques1911@gmail.com',\n",
       " 'support@itot.berkeley.edu',\n",
       " 'lucyzhxy@berkeley.edu',\n",
       " 'onehealthsiatcal@gmail.com',\n",
       " 'ucb.onetrackinternational@gmail.com',\n",
       " 'mchristianson@math.berkeley.edu',\n",
       " 'odm.berkeley@gmail.com',\n",
       " 'operationsmileberkeley@gmail.com',\n",
       " 'info@otd.berkeley.edu',\n",
       " 'optimirconsulting@gmail.com',\n",
       " 'ucbso.obm@gmail.com',\n",
       " 'ucosa.president@gmail.com',\n",
       " 'ucosa.2021classpres@gmail.com',\n",
       " 'ucosa.2022ClassPres@gmail.com',\n",
       " 'ucosa.2023classpres@gmail.com',\n",
       " 'sfk@berkeley.edu',\n",
       " 'ostemberkeley@gmail.com',\n",
       " 'outlet.berkeley@gmail.com',\n",
       " 'mpacifico@berkeley.edu',\n",
       " 'ucbpacbears@gmail.com',\n",
       " 'berkeleypsa@gmail.com',\n",
       " 'paleoberkeley@gmail.com',\n",
       " 'pala@berkeley.edu',\n",
       " 'palestinianpublichealth@gmail.com',\n",
       " 'ucb.panel2people@gmail.com',\n",
       " 'phc.hrc@calgreeks.com',\n",
       " 'papercrane.berkeley@gmail.com',\n",
       " 'ucb.paragon.consulting@gmail.com',\n",
       " 'calparli@gmail.com',\n",
       " 'pih.engage.ucberkeley@gmail.com',\n",
       " 'ucberkeleyp4@gmail.com',\n",
       " 'patent.berkeley@gmail.com',\n",
       " 'snehakarthik@berkeley.edu',\n",
       " 'pmh.berkeley@gmail.com',\n",
       " 'berkeley@peerhealthexchange.org',\n",
       " 'peerwellnesscoalition@gmail.com',\n",
       " 'peaceatberkeley@gmail.com',\n",
       " 'penciltopaperucb@gmail.com',\n",
       " 'ptps.berkeley@gmail.com',\n",
       " 'calperennial@gmail.com',\n",
       " 'period.berkeley@gmail.com',\n",
       " 'info@perspective.berkeley.edu',\n",
       " 'phalanxpremed@gmail.com',\n",
       " 'phdconsultingclub@gmail.com',\n",
       " 'president.berkeleypad@gmail.com',\n",
       " 'phat.berkeley@gmail.com',\n",
       " 'berkeleyphichi@gmail.com',\n",
       " 'berkeleyphide@gmail.com',\n",
       " 'calphipsi@gmail.com',\n",
       " 'calphikapp@gmail.com',\n",
       " 'colinsnyder3@berkeley.edu',\n",
       " 'calphirho@gmail.com',\n",
       " 'calphilforum@gmail.com',\n",
       " 'emily.gu@berkeley.edu',\n",
       " 'phoenixsymphonyab@gmail.com',\n",
       " 'cabeta@pibetaphi.org',\n",
       " 'pikappcal@gmail.com',\n",
       " 'rexcalpilam@gmail.com',\n",
       " 'berkeleypse.president@gmail.com',\n",
       " 'spauker@berkeley.edu',\n",
       " 'paa.chair@gmail.com',\n",
       " 'pals@berkeley.edu',\n",
       " 'pahc.exec@gmail.com',\n",
       " 'ucbpba.exec@gmail.com',\n",
       " 'passexecutive@gmail.com',\n",
       " 'general@pasae.berkeley.edu',\n",
       " 'pinnacleconsultingberkeley@gmail.com',\n",
       " 'leadership@pioneers.berkeley.edu',\n",
       " 'pivotconsulting.berkeley@gmail.com',\n",
       " 'o.ortiz@berkeley.edu',\n",
       " 'info@plextech.berkeley.edu',\n",
       " 'pointe.berkeley@gmail.com',\n",
       " 'pokemonclubcal@gmail.com',\n",
       " 'ktwimsatt@berkeley.edu',\n",
       " 'policyreviewberkeley@gmail.com',\n",
       " 'noah.cole@berkeley.edu',\n",
       " 'info@polishclub.berkeley.edu',\n",
       " 'molly_haley@berkeley.edu',\n",
       " 'pcs.berkeley@gmail.com',\n",
       " 'p-cap@berkeley.edu',\n",
       " 'powerofaprincessberkeley@gmail.com',\n",
       " 'calphsc@gmail.com',\n",
       " 'calprelawreview@gmail.com',\n",
       " 'pltc.cal@gmail.com',\n",
       " 'ucberkeleypmhs@gmail.com',\n",
       " 'pills.prepharmacy@gmail.com',\n",
       " 'calpredentalsociety@gmail.com',\n",
       " 'prisoneradvocacy@berkeley.edu',\n",
       " 'info@privlab.berkeley.edu',\n",
       " 'boaltacappella@gmail.com',\n",
       " 'cal@productspace.org',\n",
       " 'ucberkeley@projectrishi.org',\n",
       " 'psmileinfo@gmail.com',\n",
       " 'leadership@prytanean.berkeley.edu',\n",
       " 'psichi@berkeley.edu',\n",
       " 'ucbpsychedelics@gmail.com',\n",
       " 'berkeleypsychologygroup@gmail.com',\n",
       " 'editorialboard@pha.berkeley.edu',\n",
       " 'tpilp@law.berkeley.edu',\n",
       " 'puenteatberkeley@gmail.com',\n",
       " 'pablopare@berkeley.edu',\n",
       " 'punjabatberkeley@gmail.com',\n",
       " 'debayanband@berkeley.edu',\n",
       " 'berkeleyqappa@gmail.com',\n",
       " 'board@ucbqarc.org',\n",
       " 'samstein@berkeley.edu',\n",
       " 'isamfitz@berkeley.edu',\n",
       " 'caucus@law.berkeley.edu',\n",
       " 'qsuberkeley@gmail.com',\n",
       " 'berkeleyquirs@gmail.com',\n",
       " 'londi@berkeley.edu',\n",
       " 'captains.calquidditch@gmail.com',\n",
       " 'rkeyal@berkeley.edu',\n",
       " 'raon.staff@gmail.com',\n",
       " 'ucb.raasramzat@gmail.com',\n",
       " 'rawmedianow@gmail.com',\n",
       " 'executive@raices.berkeley.edu',\n",
       " 'rserota@berkeley.edu',\n",
       " 'core@reach.berkeley.edu',\n",
       " 'redefineherstreetberkeley@gmail.com',\n",
       " 'gracekelly@berkeley.edu',\n",
       " 'reentryadvocacy@berkeley.edu',\n",
       " 'Chase.daws@ruf.org',\n",
       " 'berkeleyrcsa@gmail.com',\n",
       " 'reinnervate@gmail.com',\n",
       " 'asucrlastaff@gmail.com',\n",
       " 'brookedb@berkeley.edu',\n",
       " 'rha@berkeley.edu',\n",
       " 'communityrj@gmail.com',\n",
       " 'rjl.berkeley@gmail.com',\n",
       " 'ucberkeleyreuse@gmail.com',\n",
       " 'rightsstuff.ucb@gmail.com',\n",
       " 'pjbovee@berkeley.edu',\n",
       " 'berkeleyrhetoricsociety@gmail.com',\n",
       " 'riseatberkeley@gmail.com',\n",
       " 'calrobobears@gmail.com',\n",
       " 'robomasteratberkeley@gmail.com',\n",
       " 'leadership@rab.berkeley.edu',\n",
       " 'juanfesteva@berkeley.edu',\n",
       " 'roomonethousand@gmail.com',\n",
       " 'berkeleycubeclub@gmail.com',\n",
       " 'russian.berkeley@gmail.com',\n",
       " 'berkeley.sacnas@gmail.com',\n",
       " 'president@sagementorship.org',\n",
       " 'ucb.sahaara@gmail.com',\n",
       " 'berkeleyfinanceclub@gmail.com',\n",
       " 'salsaatcal@gmail.com',\n",
       " 'berkeley.saab@gmail.com',\n",
       " 'uc-berkeley@scholarsoffinance.org',\n",
       " 'spsa.info@gmail.com',\n",
       " 'scifiandfantasywritersworkshop@gmail.com',\n",
       " 'stefanofaubel@berkeley.edu',\n",
       " 'berkeley.SLAM@gmail.com',\n",
       " 'goldengatescioly@gmail.com',\n",
       " 'calscipol@gmail.com',\n",
       " 'spucb.studentboard@gmail.com',\n",
       " 'scubaberkeley@gmail.com',\n",
       " 'surg.berkeley@gmail.com',\n",
       " 'calseaonc@gmail.com',\n",
       " 'seealsoliteraryjournal@gmail.com',\n",
       " 'vincentooi@berkeley.edu',\n",
       " 'seedbaseconsulting@gmail.com',\n",
       " 'info@saecalbeta.org',\n",
       " 'calsam.prior@gmail.com',\n",
       " 'sigmaalphanu.cal@gmail.com',\n",
       " 'info@sigmaepsilonomega.com',\n",
       " 'ucbsep@gmail.com',\n",
       " 'betapsichapter1958@gmail.com',\n",
       " 'lambdaskpresident@gmail.com',\n",
       " 'ucbsmdpresident@gmail.com',\n",
       " 'ckeesey@berkeley.edu',\n",
       " 'alphasopipresident@gmail.com',\n",
       " 'alphachapter.president1996@gmail.com',\n",
       " 'syz.aicharter@gmail.com',\n",
       " 'ucbssa@gmail.com',\n",
       " 'contactus@ssa.berkeley.edu',\n",
       " 'sketchicho.ucb@gmail.com',\n",
       " 'calskiandsnowboardteam@gmail.com',\n",
       " 'club@skyhappiness.berkeley.edu',\n",
       " 'ronaldo.zhang@berkeley.edu',\n",
       " 'smartass@caldems.com',\n",
       " 'summerbui@berkeley.edu',\n",
       " 'jacob.ross@berkeley.edu',\n",
       " 'socialjusticezinecollective@gmail.com',\n",
       " 'socialwelfareberkeley@gmail.com',\n",
       " 'swagg.berkeley@gmail.com',\n",
       " 'socialwelfaregrads@gmail.com',\n",
       " 'consbio@lists.berkeley.edu',\n",
       " 'berkeleyses@gmail.com',\n",
       " 'calslugs@gmail.com',\n",
       " 'admin@sps.berkeley.edu',\n",
       " 'swe.berkeley@gmail.com',\n",
       " 'serc@berkeley.edu',\n",
       " 'vbartoszewi@berkeley.edu',\n",
       " 'songwriting.at.berkeley@gmail.com',\n",
       " 'salsa@law.berkeley.edu',\n",
       " 'ananyay99@berkeley.edu',\n",
       " 'ucb.seam@gmail.com',\n",
       " 'UCB.SASC@gmail.com',\n",
       " 'info@seb.berkeley.edu',\n",
       " ...]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "scrape_emails()"
   ]
  }
 ],
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