scalable_psychology_today_scraper.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from selenium.webdriver import Chrome\n",
    "from selenium.webdriver.chrome.options import Options\n",
    "import pandas as pd\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "import numpy as np\n",
    "import time\n",
    "from datetime import datetime\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#path = r'C:/Users/Tinatin/.wdm/drivers/chromedriver/win32/83.0.4103.39/chromedriver.exe'\n",
    "path = '/Users/laurendarinzo/Desktop/Personal/webscrape-Psychology-today/chromedriver'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = pd.DataFrame(columns=['full_address', 'header_info', 'phone', 'cost_per_ses','sliding_scale','pay_by','accepted_insurance', 'quals', 'specs', 'issues', 'mental_health', 'sexuality', 'client_focus_age', 'client_focus_communities', 'treatment_approach_types_of_ther', 'treatment_approach_modality', 'additional_creds'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def scraper(urls, path):\n",
    "    global final_df\n",
    "    #iterate over urls\n",
    "    for url in urls:\n",
    "        row_results = {}\n",
    "        driver = Chrome(executable_path= path)\n",
    "        try:\n",
    "            driver.get(url)         #open the url in selenium\n",
    "        except:\n",
    "            print ('bad url!')\n",
    "        soup = BeautifulSoup(driver.page_source,'html.parser') \n",
    "        \n",
    "        #wait for the webpage to load\n",
    "        time.sleep(10)\n",
    "        row_results['full_address'] = ', '.join([item for item in (item.strip() for item in soup.find(class_ = \"address-data\").text.split('\\n') if item) if item])\n",
    "        row_results['header_info'] = ', '.join([item.strip(',') for item in (item.strip() for item in soup.find(id = 'profHdr').text.split('\\n') if item) if item])\n",
    "        row_results['phone'] = soup.find(class_ = \"phone-number\").text\n",
    "        finances = [item for item in (item.strip() for item in soup.find(id = 'tabs-finances-office').text.split('\\n') if item) if item]\n",
    "        finances.remove(finances[-1])\n",
    "        print(finances)\n",
    "        \n",
    "        if any(\"Cost per Session\" in s for s in finances):\n",
    "            for i in range(len(finances)):\n",
    "                if 'Cost per Session: ' in finances[i]:\n",
    "                    row_results['cost_per_ses'] = finances[i].replace('Cost per Session: ', '')\n",
    "        else:\n",
    "            print('Cost per Session field missing')\n",
    "            row_results['cost_per_ses'] = 'missing cost_per_ses'\n",
    "            \n",
    "        if any('Sliding Scale' in s for s in finances):\n",
    "            for i in range(len(finances)):\n",
    "                if 'Sliding Scale: ' in finances[i]:\n",
    "                    row_results['sliding_scale'] = finances[i].replace('Sliding Scale: ', '')\n",
    "        else:\n",
    "            print('Sliding Scale field missing')\n",
    "            row_results['sliding_scale'] = 'missing sliding_scale'\n",
    "            \n",
    "        for i in range(len(finances)):\n",
    "            if 'Pay By' in finances[i]:\n",
    "                try:\n",
    "                    row_results['pay_by'] = finances[i+1]\n",
    "                except: \n",
    "                    print('missing pay_by')\n",
    "                    row_results['pay_by'] = 'missing pay by'\n",
    "                    \n",
    "        if 'Accepted Insurance Plans' not in finances:\n",
    "                print('insurance field missing')\n",
    "                row_results['accepted_insurance'] = 'missing insurance'\n",
    "        else:\n",
    "            for i in range(len(finances)):\n",
    "                if 'Accepted Insurance Plans' in finances[i]:\n",
    "                    row_results['accepted_insurance'] = [i for i in finances[i+1:]]\n",
    "        row_results['quals'] = soup.find(class_ = 'profile-qualifications details-section top-border').text\n",
    "        row_results['specs'] = soup.find(class_ = 'spec-list attributes-top').text\n",
    "        row_results['issues'] = soup.find(class_= 'spec-list attributes-issues').find_all('li')\n",
    "        try:\n",
    "            row_results['mental_health'] = soup.find(class_ = 'spec-list attributes-mental-health').text\n",
    "        except:\n",
    "            print('mental health field missing')\n",
    "            row_results['mental_health'] = 'missing'\n",
    "        try:\n",
    "            row_results['sexuality'] = soup.find(class_ = 'spec-list attributes-sexuality').text\n",
    "        except:\n",
    "            print('sexuality field missing')\n",
    "            row_results['sexuality'] = 'missing'\n",
    "        try:  \n",
    "            row_results['client_focus_age'] = soup.find(class_= 'spec-list attributes-age-focus').text\n",
    "        except:\n",
    "            print('client focus age field missing')\n",
    "            row_results['client_focus_age'] = 'missing'\n",
    "        try:\n",
    "            row_results['client_focus_communities'] = soup.find(class_ = 'spec-list attributes-categories').text\n",
    "        except:\n",
    "            print('client focus communities field missing')\n",
    "            row_results['client_focus_communities'] = 'missing'\n",
    "        try:\n",
    "            row_results['treatment_approach_types_of_ther'] = soup.find(class_= 'spec-list attributes-treatment-orientation').text\n",
    "        except:\n",
    "            print('treatment approach types of therapy field missing')\n",
    "            row_results['treatment_approach_types_of_ther'] = 'missing'\n",
    "        try:\n",
    "            row_results['treatment_approach_modality'] = soup.find(class_ = 'spec-list attributes-modality').text\n",
    "        except:\n",
    "            print('treatment approach modality field missing')\n",
    "            row_results['treatment_approach_modality'] = 'missing'\n",
    "        try:\n",
    "            row_results['additional_creds'] = soup.find(class_ = 'profile-additional-credentials details-section top-border').text\n",
    "        except:\n",
    "            print('additional credentials field missing')\n",
    "            row_results['additional_creds'] = 'missing'\n",
    "            \n",
    "        driver.quit()\n",
    "        final_df = final_df.append(row_results, ignore_index=True)\n",
    "        print('---'*10)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_state_urls(homepage='https://www.psychologytoday.com/us/therapists', \n",
    "             path='/Users/laurendarinzo/Desktop/Personal/webscrape-Psychology-today/chromedriver'):\n",
    "    '''\n",
    "    input: starting website that contains all states\n",
    "    returns a list of urls of all therapist profiles across all US states \n",
    "    '''\n",
    "    #get state-level urls\n",
    "    all_homepage_urls=[]\n",
    "    all_state_urls=[]\n",
    "    \n",
    "    states=[\"Alabama\",\"Alaska\",\"Arizona\",\"Arkansas\",\"California\",\"Colorado\",\n",
    "  \"Connecticut\",\"Delaware\",\"Florida\",\"Georgia\",\"Hawaii\",\"Idaho\",\"Illinois\",\n",
    "  \"Indiana\",\"Iowa\",\"Kansas\",\"Kentucky\",\"Louisiana\",\"Maine\",\"Maryland\",\n",
    "  \"Massachusetts\",\"Michigan\",\"Minnesota\",\"Mississippi\",\"Missouri\",\"Montana\",\n",
    "  \"Nebraska\",\"Nevada\",\"New-Hampshire\",\"New-Jersey\",\"New-Mexico\",\"New-York\",\n",
    "  \"North-Carolina\",\"North-Dakota\",\"Ohio\",\"Oklahoma\",\"Oregon\",\"Pennsylvania\",\n",
    "  \"Rhode-Island\",\"South-Carolina\",\"South-Dakota\",\"Tennessee\",\"Texas\",\"Utah\",\n",
    "  \"Vermont\",\"Virginia\",\"Washington\",\"West-Virginia\",\"Wisconsin\",\"Wyoming\"]\n",
    "    states=[x.lower() for x in states]\n",
    "    \n",
    "   \n",
    "    driver=Chrome(executable_path=path)\n",
    "    driver.get(homepage)\n",
    "    elems = driver.find_elements_by_tag_name('a')\n",
    "    for i in states:\n",
    "        print(i)\n",
    "        for elem in elems:\n",
    "            href = elem.get_attribute('href')\n",
    "            if href is not None:\n",
    "                all_homepage_urls.append(href)\n",
    "        single_state_urls = [word for word in all_homepage_urls if i in word]\n",
    "        if len(single_state_urls)==0:\n",
    "            pass\n",
    "        elif i == \"kansas\": #special case for kansas because the word is contained in 'arkansas'\n",
    "            single_state_url=single_state_urls[1]\n",
    "        else:\n",
    "            single_state_url=single_state_urls[0]\n",
    "        all_state_urls.append(single_state_url)\n",
    "    return all_state_urls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alabama\n",
      "alaska\n",
      "arizona\n",
      "arkansas\n",
      "california\n",
      "colorado\n",
      "connecticut\n",
      "delaware\n",
      "florida\n",
      "georgia\n",
      "hawaii\n",
      "idaho\n",
      "illinois\n",
      "indiana\n",
      "iowa\n",
      "kansas\n",
      "kentucky\n",
      "louisiana\n",
      "maine\n",
      "maryland\n",
      "massachusetts\n",
      "michigan\n",
      "minnesota\n",
      "mississippi\n",
      "missouri\n",
      "montana\n",
      "nebraska\n",
      "nevada\n",
      "new-hampshire\n",
      "new-jersey\n",
      "new-mexico\n",
      "new-york\n",
      "north-carolina\n",
      "north-dakota\n",
      "ohio\n",
      "oklahoma\n",
      "oregon\n",
      "pennsylvania\n",
      "rhode-island\n",
      "south-carolina\n",
      "south-dakota\n",
      "tennessee\n",
      "texas\n",
      "utah\n",
      "vermont\n",
      "virginia\n",
      "washington\n",
      "west-virginia\n",
      "wisconsin\n",
      "wyoming\n"
     ]
    }
   ],
   "source": [
    "all_state_urls=get_state_urls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://www.psychologytoday.com/us/therapists/alabama',\n",
       " 'https://www.psychologytoday.com/us/therapists/alaska',\n",
       " 'https://www.psychologytoday.com/us/therapists/arizona',\n",
       " 'https://www.psychologytoday.com/us/therapists/arkansas',\n",
       " 'https://www.psychologytoday.com/us/therapists/california',\n",
       " 'https://www.psychologytoday.com/us/therapists/colorado',\n",
       " 'https://www.psychologytoday.com/us/therapists/connecticut',\n",
       " 'https://www.psychologytoday.com/us/therapists/delaware',\n",
       " 'https://www.psychologytoday.com/us/therapists/florida',\n",
       " 'https://www.psychologytoday.com/us/therapists/georgia',\n",
       " 'https://www.psychologytoday.com/us/therapists/hawaii',\n",
       " 'https://www.psychologytoday.com/us/therapists/idaho',\n",
       " 'https://www.psychologytoday.com/us/therapists/illinois',\n",
       " 'https://www.psychologytoday.com/us/therapists/indiana',\n",
       " 'https://www.psychologytoday.com/us/therapists/iowa',\n",
       " 'https://www.psychologytoday.com/us/therapists/kansas',\n",
       " 'https://www.psychologytoday.com/us/therapists/kentucky',\n",
       " 'https://www.psychologytoday.com/us/therapists/louisiana',\n",
       " 'https://www.psychologytoday.com/us/therapists/maine',\n",
       " 'https://www.psychologytoday.com/us/therapists/maryland',\n",
       " 'https://www.psychologytoday.com/us/therapists/massachusetts',\n",
       " 'https://www.psychologytoday.com/us/therapists/michigan',\n",
       " 'https://www.psychologytoday.com/us/therapists/minnesota',\n",
       " 'https://www.psychologytoday.com/us/therapists/mississippi',\n",
       " 'https://www.psychologytoday.com/us/therapists/missouri',\n",
       " 'https://www.psychologytoday.com/us/therapists/montana',\n",
       " 'https://www.psychologytoday.com/us/therapists/nebraska',\n",
       " 'https://www.psychologytoday.com/us/therapists/nevada',\n",
       " 'https://www.psychologytoday.com/us/therapists/new-hampshire',\n",
       " 'https://www.psychologytoday.com/us/therapists/new-jersey',\n",
       " 'https://www.psychologytoday.com/us/therapists/new-mexico',\n",
       " 'https://www.psychologytoday.com/us/therapists/new-york',\n",
       " 'https://www.psychologytoday.com/us/therapists/north-carolina',\n",
       " 'https://www.psychologytoday.com/us/therapists/north-dakota',\n",
       " 'https://www.psychologytoday.com/us/therapists/ohio',\n",
       " 'https://www.psychologytoday.com/us/therapists/oklahoma',\n",
       " 'https://www.psychologytoday.com/us/therapists/oregon',\n",
       " 'https://www.psychologytoday.com/us/therapists/pennsylvania',\n",
       " 'https://www.psychologytoday.com/us/therapists/rhode-island',\n",
       " 'https://www.psychologytoday.com/us/therapists/south-carolina',\n",
       " 'https://www.psychologytoday.com/us/therapists/south-dakota',\n",
       " 'https://www.psychologytoday.com/us/therapists/tennessee',\n",
       " 'https://www.psychologytoday.com/us/therapists/texas',\n",
       " 'https://www.psychologytoday.com/us/therapists/utah',\n",
       " 'https://www.psychologytoday.com/us/therapists/vermont',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_state_urls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_profiles_from_each_state(all_state_urls,\n",
    "                                 path='/Users/laurendarinzo/Desktop/Personal/webscrape-Psychology-today/chromedriver'):\n",
    "    all_therapists=[]\n",
    "    for state in all_state_urls:\n",
    "        #all_profiles=[]\n",
    "        print(state)\n",
    "        driver=Chrome(executable_path=path)\n",
    "        driver.get(state) \n",
    "        elems = driver.find_elements_by_tag_name('a')\n",
    "        all_profiles=[]\n",
    "        for elem in elems:\n",
    "            href = elem.get_attribute('href')\n",
    "            if href is not None:\n",
    "                all_profiles.append(href)\n",
    "        urls = [word for word in all_profiles if 'ResultsProfileBtn' in word]\n",
    "        for i in urls:\n",
    "            all_therapists.append(i)\n",
    "    return all_therapists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://www.psychologytoday.com/us/therapists/alabama\n",
      "https://www.psychologytoday.com/us/therapists/alaska\n",
      "https://www.psychologytoday.com/us/therapists/arizona\n",
      "https://www.psychologytoday.com/us/therapists/arkansas\n",
      "https://www.psychologytoday.com/us/therapists/california\n",
      "https://www.psychologytoday.com/us/therapists/colorado\n",
      "https://www.psychologytoday.com/us/therapists/connecticut\n",
      "https://www.psychologytoday.com/us/therapists/delaware\n",
      "https://www.psychologytoday.com/us/therapists/florida\n",
      "https://www.psychologytoday.com/us/therapists/georgia\n",
      "https://www.psychologytoday.com/us/therapists/hawaii\n",
      "https://www.psychologytoday.com/us/therapists/idaho\n",
      "https://www.psychologytoday.com/us/therapists/illinois\n",
      "https://www.psychologytoday.com/us/therapists/indiana\n",
      "https://www.psychologytoday.com/us/therapists/iowa\n",
      "https://www.psychologytoday.com/us/therapists/kansas\n",
      "https://www.psychologytoday.com/us/therapists/kentucky\n",
      "https://www.psychologytoday.com/us/therapists/louisiana\n",
      "https://www.psychologytoday.com/us/therapists/maine\n",
      "https://www.psychologytoday.com/us/therapists/maryland\n",
      "https://www.psychologytoday.com/us/therapists/massachusetts\n",
      "https://www.psychologytoday.com/us/therapists/michigan\n",
      "https://www.psychologytoday.com/us/therapists/minnesota\n",
      "https://www.psychologytoday.com/us/therapists/mississippi\n",
      "https://www.psychologytoday.com/us/therapists/missouri\n",
      "https://www.psychologytoday.com/us/therapists/montana\n",
      "https://www.psychologytoday.com/us/therapists/nebraska\n",
      "https://www.psychologytoday.com/us/therapists/nevada\n",
      "https://www.psychologytoday.com/us/therapists/new-hampshire\n",
      "https://www.psychologytoday.com/us/therapists/new-jersey\n",
      "https://www.psychologytoday.com/us/therapists/new-mexico\n",
      "https://www.psychologytoday.com/us/therapists/new-york\n",
      "https://www.psychologytoday.com/us/therapists/north-carolina\n",
      "https://www.psychologytoday.com/us/therapists/north-dakota\n",
      "https://www.psychologytoday.com/us/therapists/ohio\n",
      "https://www.psychologytoday.com/us/therapists/oklahoma\n",
      "https://www.psychologytoday.com/us/therapists/oregon\n",
      "https://www.psychologytoday.com/us/therapists/pennsylvania\n",
      "https://www.psychologytoday.com/us/therapists/rhode-island\n",
      "https://www.psychologytoday.com/us/therapists/south-carolina\n",
      "https://www.psychologytoday.com/us/therapists/south-dakota\n",
      "https://www.psychologytoday.com/us/therapists/tennessee\n",
      "https://www.psychologytoday.com/us/therapists/texas\n",
      "https://www.psychologytoday.com/us/therapists/utah\n",
      "https://www.psychologytoday.com/us/therapists/vermont\n",
      "https://www.psychologytoday.com/us/therapists/virginia\n",
      "https://www.psychologytoday.com/us/therapists/washington\n",
      "https://www.psychologytoday.com/us/therapists/west-virginia\n",
      "https://www.psychologytoday.com/us/therapists/wisconsin\n",
      "https://www.psychologytoday.com/us/therapists/wyoming\n"
     ]
    }
   ],
   "source": [
    "all_therapists=get_profiles_from_each_state(all_state_urls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def checkIfDuplicates_1(listOfElems):\n",
    "    ''' Check if given list contains any duplicates '''\n",
    "    if len(listOfElems) == len(set(listOfElems)):\n",
    "        return False\n",
    "    else:\n",
    "        return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No duplicates found in list\n"
     ]
    }
   ],
   "source": [
    "result = checkIfDuplicates_1(all_therapists)\n",
    "if result:\n",
    "    print('Yes, list contains duplicates')\n",
    "else:\n",
    "    print('No duplicates found in list') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://www.psychologytoday.com/us/therapists/alabama/484654?sid=5f02139e5041f&ref=1&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/252149?sid=5f02139e5041f&ref=2&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/74096?sid=5f02139e5041f&ref=3&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/108701?sid=5f02139e5041f&ref=4&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/165083?sid=5f02139e5041f&ref=5&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/430960?sid=5f02139e5041f&ref=6&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/415456?sid=5f02139e5041f&ref=7&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/324377?sid=5f02139e5041f&ref=8&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/397747?sid=5f02139e5041f&ref=9&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/318132?sid=5f02139e5041f&ref=10&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/330442?sid=5f02139e5041f&ref=11&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/338238?sid=5f02139e5041f&ref=12&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/488601?sid=5f02139e5041f&ref=13&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/alabama/384252?sid=5f02139e5041f&ref=14&tr=ResultsProfileBtn',\n",
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       " 'https://www.psychologytoday.com/us/therapists/wisconsin/392314?sid=5f0215eaa213e&ref=2&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/311255?sid=5f0215eaa213e&ref=3&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/37591?sid=5f0215eaa213e&ref=4&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/163863?sid=5f0215eaa213e&ref=5&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/78729?sid=5f0215eaa213e&ref=6&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/304558?sid=5f0215eaa213e&ref=7&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/702635?sid=5f0215eaa213e&ref=8&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/163926?sid=5f0215eaa213e&ref=9&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/198854?sid=5f0215eaa213e&ref=10&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/762966?sid=5f0215eaa213e&ref=11&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/137812?sid=5f0215eaa213e&ref=12&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/352856?sid=5f0215eaa213e&ref=13&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/223382?sid=5f0215eaa213e&ref=14&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/157495?sid=5f0215eaa213e&ref=15&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/761447?sid=5f0215eaa213e&ref=16&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/183794?sid=5f0215eaa213e&ref=17&tr=ResultsProfileBtn',\n",
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       " 'https://www.psychologytoday.com/us/therapists/wyoming/98924?sid=5f0215fc9d2a5&ref=1&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/39125?sid=5f0215fc9d2a5&ref=2&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/252086?sid=5f0215fc9d2a5&ref=3&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/337074?sid=5f0215fc9d2a5&ref=4&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/441264?sid=5f0215fc9d2a5&ref=5&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/266502?sid=5f0215fc9d2a5&ref=6&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/175350?sid=5f0215fc9d2a5&ref=7&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/486149?sid=5f0215fc9d2a5&ref=8&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/352627?sid=5f0215fc9d2a5&ref=9&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/432333?sid=5f0215fc9d2a5&ref=10&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/129257?sid=5f0215fc9d2a5&ref=11&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/491890?sid=5f0215fc9d2a5&ref=12&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/315946?sid=5f0215fc9d2a5&ref=13&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/440441?sid=5f0215fc9d2a5&ref=14&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/112571?sid=5f0215fc9d2a5&ref=15&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/130508?sid=5f0215fc9d2a5&ref=16&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/760428?sid=5f0215fc9d2a5&ref=17&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/216276?sid=5f0215fc9d2a5&ref=18&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/401328?sid=5f0215fc9d2a5&ref=19&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/348114?sid=5f0215fc9d2a5&ref=20&tr=ResultsProfileBtn']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_therapists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "996"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(all_therapists)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('all_therapists1000.txt', 'wb') as fp:\n",
    "    pickle.dump(all_therapists, fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open ('all_therapists1000.txt', 'rb') as fp:\n",
    "    list_1 = pickle.load(fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 'https://www.psychologytoday.com/us/therapists/vermont/95161?sid=5f0215aa5e2a8&ref=17&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/vermont/766677?sid=5f0215aa5e2a8&ref=18&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/vermont/461295?sid=5f0215aa5e2a8&ref=19&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/vermont/167650?sid=5f0215aa5e2a8&ref=20&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/369000?sid=5f0215b615949&ref=1&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/96961?sid=5f0215b615949&ref=2&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/32126?sid=5f0215b615949&ref=3&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/121811?sid=5f0215b615949&ref=4&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/424808?sid=5f0215b615949&ref=5&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/770750?sid=5f0215b615949&ref=6&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/294452?sid=5f0215b615949&ref=7&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/79728?sid=5f0215b615949&ref=8&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/334567?sid=5f0215b615949&ref=9&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/310065?sid=5f0215b615949&ref=10&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/179756?sid=5f0215b615949&ref=11&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/297203?sid=5f0215b615949&ref=12&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/352769?sid=5f0215b615949&ref=13&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/733282?sid=5f0215b615949&ref=14&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/468936?sid=5f0215b615949&ref=15&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/383478?sid=5f0215b615949&ref=16&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/727349?sid=5f0215b615949&ref=17&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/151871?sid=5f0215b615949&ref=18&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/747539?sid=5f0215b615949&ref=19&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/virginia/357517?sid=5f0215b615949&ref=20&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/764229?sid=5f0215c89d06b&ref=1&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/308644?sid=5f0215c89d06b&ref=2&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/275772?sid=5f0215c89d06b&ref=3&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/702129?sid=5f0215c89d06b&ref=4&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/438317?sid=5f0215c89d06b&ref=5&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/276790?sid=5f0215c89d06b&ref=6&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/201732?sid=5f0215c89d06b&ref=7&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/705169?sid=5f0215c89d06b&ref=8&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/744728?sid=5f0215c89d06b&ref=9&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/143647?sid=5f0215c89d06b&ref=10&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/144630?sid=5f0215c89d06b&ref=11&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/54995?sid=5f0215c89d06b&ref=12&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/79911?sid=5f0215c89d06b&ref=13&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/250883?sid=5f0215c89d06b&ref=14&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/126182?sid=5f0215c89d06b&ref=15&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/187690?sid=5f0215c89d06b&ref=16&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/433176?sid=5f0215c89d06b&ref=17&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/150714?sid=5f0215c89d06b&ref=18&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/740510?sid=5f0215c89d06b&ref=19&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/washington/727343?sid=5f0215c89d06b&ref=20&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/218130?sid=5f0215de22a75&ref=1&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/734689?sid=5f0215de22a75&ref=2&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/291958?sid=5f0215de22a75&ref=3&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/187670?sid=5f0215de22a75&ref=4&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/370596?sid=5f0215de22a75&ref=5&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/371243?sid=5f0215de22a75&ref=6&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/360837?sid=5f0215de22a75&ref=7&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/316198?sid=5f0215de22a75&ref=8&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/454189?sid=5f0215de22a75&ref=9&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/757360?sid=5f0215de22a75&ref=10&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/288835?sid=5f0215de22a75&ref=11&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/391074?sid=5f0215de22a75&ref=12&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/474093?sid=5f0215de22a75&ref=13&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/92527?sid=5f0215de22a75&ref=14&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/113234?sid=5f0215de22a75&ref=15&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/west-virginia/206963?sid=5f0215de22a75&ref=16&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/734468?sid=5f0215eaa213e&ref=1&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/392314?sid=5f0215eaa213e&ref=2&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/311255?sid=5f0215eaa213e&ref=3&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/37591?sid=5f0215eaa213e&ref=4&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/163863?sid=5f0215eaa213e&ref=5&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/78729?sid=5f0215eaa213e&ref=6&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/304558?sid=5f0215eaa213e&ref=7&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/702635?sid=5f0215eaa213e&ref=8&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/163926?sid=5f0215eaa213e&ref=9&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/198854?sid=5f0215eaa213e&ref=10&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/762966?sid=5f0215eaa213e&ref=11&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/137812?sid=5f0215eaa213e&ref=12&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/352856?sid=5f0215eaa213e&ref=13&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/223382?sid=5f0215eaa213e&ref=14&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/157495?sid=5f0215eaa213e&ref=15&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/761447?sid=5f0215eaa213e&ref=16&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/183794?sid=5f0215eaa213e&ref=17&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/289685?sid=5f0215eaa213e&ref=18&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/390771?sid=5f0215eaa213e&ref=19&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wisconsin/383166?sid=5f0215eaa213e&ref=20&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/98924?sid=5f0215fc9d2a5&ref=1&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/39125?sid=5f0215fc9d2a5&ref=2&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/252086?sid=5f0215fc9d2a5&ref=3&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/337074?sid=5f0215fc9d2a5&ref=4&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/441264?sid=5f0215fc9d2a5&ref=5&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/266502?sid=5f0215fc9d2a5&ref=6&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/175350?sid=5f0215fc9d2a5&ref=7&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/486149?sid=5f0215fc9d2a5&ref=8&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/352627?sid=5f0215fc9d2a5&ref=9&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/432333?sid=5f0215fc9d2a5&ref=10&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/129257?sid=5f0215fc9d2a5&ref=11&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/491890?sid=5f0215fc9d2a5&ref=12&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/315946?sid=5f0215fc9d2a5&ref=13&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/440441?sid=5f0215fc9d2a5&ref=14&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/112571?sid=5f0215fc9d2a5&ref=15&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/130508?sid=5f0215fc9d2a5&ref=16&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/760428?sid=5f0215fc9d2a5&ref=17&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/216276?sid=5f0215fc9d2a5&ref=18&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/401328?sid=5f0215fc9d2a5&ref=19&tr=ResultsProfileBtn',\n",
       " 'https://www.psychologytoday.com/us/therapists/wyoming/348114?sid=5f0215fc9d2a5&ref=20&tr=ResultsProfileBtn']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_therapists=[]\n",
    "driver=Chrome(executable_path='/Users/laurendarinzo/Desktop/webscrape-Psychology-today/chromedriver')\n",
    "driver.get('https://www.psychologytoday.com/us/therapists/alabama') \n",
    "elems = driver.find_elements_by_tag_name('a')\n",
    "for elem in elems:\n",
    "    href = elem.get_attribute('href')\n",
    "    if href is not None:\n",
    "        all_profiles.append(href)\n",
    "urls = [word for word in all_profiles if 'ResultsProfileBtn' in word]\n",
    "for i in urls:\n",
    "    all_therapists.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "all_therapists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_profiles=get_urls()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(all_profiles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_profiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://www.psychologytoday.com/us/therapists'\n",
    "path='/Users/laurendarinzo/Desktop/Personal/webscrape-Psychology-today/chromedriver'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "driver=Chrome(executable_path=path)\n",
    "driver.get(url)\n",
    "elems = driver.find_elements_by_tag_name('a')\n",
    "for i in states:\n",
    "    for elem in elems:\n",
    "        href = elem.get_attribute('href')\n",
    "        if href is not None:\n",
    "            all_profiles.append(href)\n",
    "    single_state_urls = [word for word in all_profiles if i in word]\n",
    "    if len(single_state_urls)==0:\n",
    "        pass\n",
    "    else:\n",
    "        single_state_url=single_state_urls[0]\n",
    "    print(single_state_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "elems = driver.find_elements_by_tag_name('a')\n",
    "all_profiles = []\n",
    "for elem in elems:\n",
    "    href = elem.get_attribute('href')\n",
    "    if href is not None:\n",
    "        all_profiles.append(href)\n",
    "single_state_url = [word for word in all_profiles if 'alaska' in word ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "single_state_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
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