diff --git a/tools/python/booking_hotels_quality.py b/tools/python/booking_hotels_quality.py
index cd82adfd2d..7f7107c9c7 100755
--- a/tools/python/booking_hotels_quality.py
+++ b/tools/python/booking_hotels_quality.py
@@ -21,26 +21,22 @@ logging.basicConfig(level=logging.DEBUG, format='[%(asctime)s] %(levelname)s: %(
 
 
 def load_binary_list(path):
-    """
-    Loads reference binary classifier output.
-    """
+    """Loads reference binary classifier output. """
     bits = []
     with open(path, 'r') as fd:
         for line in fd:
-            if (not line.strip()) or line[0] == '#':
+            if (not line.strip()) or line.startswith('#'):
                 continue
-            bits.append(1 if line[0] == 'y' else 0)
+            bits.append(1 if line.startswith('y') else 0)
     return bits
 
 
 def load_score_list(path):
-    """
-    Loads list of matching scores.
-    """
+    """Loads list of matching scores. """
     scores = []
     with open(path, 'r') as fd:
         for line in fd:
-            if (not line.strip()) or line[0] == '#':
+            if (not line.strip()) or line.startswith('#'):
                 continue
             scores.append(float(re.search(r'result score: (\d*\.\d+)', line).group(1)))
     return scores
diff --git a/tools/python/opentable_restaurants.py b/tools/python/opentable_restaurants.py
new file mode 100755
index 0000000000..b4392827aa
--- /dev/null
+++ b/tools/python/opentable_restaurants.py
@@ -0,0 +1,119 @@
+#! /usr/bin/env python2
+# coding: utf-8
+
+from __future__ import print_function
+
+import argparse
+import base64
+import copy
+import json
+import logging
+import os
+import sys
+import urllib2
+
+from datetime import datetime
+
+# Initialize logging.
+logging.basicConfig(level=logging.DEBUG, format='[%(asctime)s] %(levelname)s: %(message)s')
+
+class OpentableDownloaderError(Exception):
+    pass
+
+class OpentableDownloader(object):
+    def __init__(self, login, password, opentable_filename, tsv_filename=None):
+        self.login = login
+        self.password = password
+        self.token = None
+        self.opentable_filename  = opentable_filename
+        self.tsv_filename = tsv_filename
+
+        # TODO(mgsergio): Check if toke is atual in functions.
+        self._get_token()
+
+    def download(self):
+        headers = self._add_auth_header({'Content-Type': 'application/json'})
+        url = 'https://platform.otqa.com/sync/listings'
+
+        with open(self.opentable_filename, 'w') as f:
+            offset = 0
+            while True:
+                request = urllib2.Request(url + '?offset={}'.format(offset), headers=headers)
+                logging.debug('Fetching data with headers %s from %s',
+                              str(headers), request.get_full_url())
+                resp = urllib2.urlopen(request)
+                # TODO(mgsergio): Handle exceptions
+                data = json.loads(resp.read())
+                for rest in data['items']:
+                    print(json.dumps(rest), file=f)
+
+                total_items = int(data['total_items'])
+                offset = int(data['offset'])
+                items_count = len(data['items'])
+
+                if total_items <= offset + items_count:
+                    break
+
+                offset += items_count
+
+    def _get_token(self):
+        url = 'https://oauth-pp.opentable.com/api/v2/oauth/token?grant_type=client_credentials'
+        headers = self._add_auth_header({})
+        request = urllib2.Request(url, headers=headers)
+        logging.debug('Fetching token with headers %s', str(headers))
+        resp = urllib2.urlopen(request)
+        # TODO(mgsergio): Handle exceptions
+        if resp.getcode() != 200:
+            raise OpentableDownloaderError("Cant't get token. Response: {}".format(resp.read()))
+        self.token = json.loads(resp.read())
+        logging.debug('Token is %s', self.token)
+
+    def _add_auth_header(self, headers):
+        if self.token is None:
+            key = base64.b64encode('{}:{}'.format(self.login, self.password))
+            headers['Authorization'] = 'Basic {}'.format(key)
+        else:
+            headers['Authorization'] = '{} {}'.format(self.token['token_type'],
+                                                      self.token['access_token'])
+        return headers
+
+
+def make_tsv(data_file, output_file):
+    for rest in data_file:
+        rest = json.loads(rest)
+        try:
+            address = ' '.join([rest['address'], rest['city'], rest['country']])
+        except TypeError:
+            address = ''
+        row = '\t'.join(map(unicode, [rest['rid'], rest['latitude'], rest['longitude'],
+                                      rest['name'], address, rest['reservation_url'],
+                                      rest['phone_number']]))
+        print(row.encode('utf-8'), file=output_file)
+
+
+if __name__ == '__main__':
+    parser = argparse.ArgumentParser(description='Downloads opentable data.')
+    parser.add_argument('-d', '--download', action='store_true', help='Download data')
+    parser.add_argument('--tsv', type=str, nargs='?', const='',
+                        help='A file to put data into, stdout if value is empty '
+                        'If ommited, no tsv data is generated')
+    parser.add_argument('--opentable_data', type=str, help='Path to opentable data file')
+
+    # TODO(mgsergio): Allow config instead.
+    parser.add_argument('--client', required=True, help='Opentable client id')
+    parser.add_argument('--secrete', required=True, help="Opentable client's secrete")
+
+    args = parser.parse_args(sys.argv[1:])
+
+    if args.download:
+        print('Downloading')
+        loader = OpentableDownloader(args.client, args.secrete, args.opentable_data)
+        loader.download()
+    if args.tsv is not None:
+        data = open(args.opentable_data)
+        tsv = open(args.tsv) if args.tsv else sys.stdout
+        try:
+            make_tsv(data, tsv)
+        finally:
+            data.close()
+            tsv.close()