diff --git a/03_alternative_data/01_opentable/.ipynb_checkpoints/opentable_selenium-checkpoint.py b/03_alternative_data/01_opentable/.ipynb_checkpoints/opentable_selenium-checkpoint.py
new file mode 100644
index 000000000..e42093267
--- /dev/null
+++ b/03_alternative_data/01_opentable/.ipynb_checkpoints/opentable_selenium-checkpoint.py
@@ -0,0 +1,60 @@
+# coding: utf-8
+
+
+import re
+from time import sleep
+import pandas as pd
+from bs4 import BeautifulSoup
+from selenium import webdriver
+
+
+def parse_html(html):
+    """Parse content from various tags from OpenTable restaurants listing"""
+    data, item = pd.DataFrame(), {}
+    soup = BeautifulSoup(html, 'lxml')
+    for i, resto in enumerate(soup.find_all('div', class_='rest-row-info')):
+        item['name'] = resto.find('span', class_='rest-row-name-text').text
+
+        booking = resto.find('div', class_='booking')
+        item['bookings'] = re.search('\d+', booking.text).group() if booking else 'NA'
+
+        rating = resto.find('div', class_='star-rating-score')
+        item['rating'] = float(rating['aria-label'].split()[0]) if rating else 'NA'
+
+        reviews = resto.find('span', class_='underline-hover')
+        item['reviews'] = int(re.search('\d+', reviews.text).group()) if reviews else 'NA'
+
+        item['price'] = int(resto.find('div', class_='rest-row-pricing').find('i').text.count('$'))
+        item['cuisine'] = resto.find('span', class_='rest-row-meta--cuisine rest-row-meta-text sfx1388addContent').text
+        item['location'] = resto.find('span', class_='rest-row-meta--location rest-row-meta-text sfx1388addContent').text
+        data[i] = pd.Series(item)
+    return data.T
+
+
+# Start selenium and click through pages until reach end
+# store results by iteratively appending to csv file
+driver = webdriver.Firefox()
+url = "https://www.opentable.com/new-york-restaurant-listings"
+driver.get(url)
+page = collected = 0
+while True:
+    sleep(1)
+    new_data = parse_html(driver.page_source)
+    if new_data.empty:
+        break
+    if page == 0:
+        new_data.to_csv('results.csv', index=False)
+    elif page > 0:
+        new_data.to_csv('results.csv', index=False, header=None, mode='a')
+    page += 1
+    collected += len(new_data)
+    print(f'Page: {page} | Downloaded: {collected}')
+    try:
+        driver.find_element_by_link_text('Next').click()
+    except:
+        print(f'Done')
+        break
+
+driver.close()
+restaurants = pd.read_csv('results.csv')
+print(restaurants)
diff --git a/03_alternative_data/01_opentable/opentable_selenium.py b/03_alternative_data/01_opentable/opentable_selenium.py
index 4cdfd5002..e42093267 100644
--- a/03_alternative_data/01_opentable/opentable_selenium.py
+++ b/03_alternative_data/01_opentable/opentable_selenium.py
@@ -49,7 +49,11 @@ def parse_html(html):
     page += 1
     collected += len(new_data)
     print(f'Page: {page} | Downloaded: {collected}')
-    driver.find_element_by_link_text('Next').click()
+    try:
+        driver.find_element_by_link_text('Next').click()
+    except:
+        print(f'Done')
+        break
 
 driver.close()
 restaurants = pd.read_csv('results.csv')