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46 changes: 22 additions & 24 deletions 03_alternative_data/02_earnings_calls/sa_selenium.py
Original file line number Diff line number Diff line change
Expand Up @@ -12,6 +12,7 @@
from bs4 import BeautifulSoup
from furl import furl
from selenium import webdriver
import calendar

transcript_path = Path('transcripts')

Expand All @@ -28,49 +29,46 @@ def store_result(meta, participants, content):

def parse_html(html):
"""Main html parser function"""
date_pattern = re.compile(r'(\d{2})-(\d{2})-(\d{2})')
date_pattern = re.compile(r'(^\w+).\s(\d{2}),\s(\d{4})')
quarter_pattern = re.compile(r'(\bQ\d\b)')
soup = BeautifulSoup(html, 'lxml')

meta, participants, content = {}, [], []
h1 = soup.find('h1', itemprop='headline')
h1 = soup.find('h1', attrs={"data-test-id": "post-title"})
if h1 is None:
return
h1 = h1.text
meta['company'] = h1[:h1.find('(')].strip()
meta['symbol'] = h1[h1.find('(') + 1:h1.find(')')]

title = soup.find('div', class_='title')
if title is None:
return
title = title.text
print(title)
match = date_pattern.search(title)
if match:
m, d, y = match.groups()
meta['month'] = int(m)
meta['day'] = int(d)
meta['year'] = int(y)

match = quarter_pattern.search(title)
match = quarter_pattern.search(h1)
if match:
meta['quarter'] = match.group(0)

data_span = soup.find('span', attrs={"data-test-id": "post-date"})
if data_span is not None:
date_string = data_span.text
match = date_pattern.search(date_string)
if match:
m, d, y = match.groups()
meta['month'] = int(list(calendar.month_abbr).index(m))
meta['day'] = int(d)
meta['year'] = int(y)

qa = 0
speaker_types = ['Executives', 'Analysts']
speaker_types = ['Executive', 'Analysts', 'President']
for header in [p.parent for p in soup.find_all('strong')]:
checks = [soup.find(name='p', string=re.compile(r'(' + header.text + ' - ' + speaker_type + ').*')) is not None
for speaker_type in speaker_types]
text = header.text.strip()
if text.lower().startswith('copyright'):
continue
elif text.lower().startswith('question-and'):
qa = 1
continue
elif any([type in text for type in speaker_types]):
for participant in header.find_next_siblings('p'):
if participant.find('strong'):
break
else:
participants.append([text, participant.text])
elif any(checks):
if header.text not in [p[1] for p in participants]:
participants.append([speaker_types[checks.index(True)], header.text])
else:
p = []
for participant in header.find_next_siblings('p'):
Expand All @@ -90,7 +88,7 @@ def parse_html(html):
driver = webdriver.Firefox()
while next_page:
print(f'Page: {page}')
url = f'{SA_URL}/earnings/earnings-call-transcripts/{page}'
url = f'{SA_URL}/earnings/earnings-call-transcripts?page={page}'
driver.get(urljoin(SA_URL, url))
sleep(8 + (random() - .5) * 2)
response = driver.page_source
Expand All @@ -113,4 +111,4 @@ def parse_html(html):
sleep(8 + (random() - .5) * 2)

driver.close()
# pd.Series(articles).to_csv('articles.csv')