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Scrape from URLs # pandas
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######################################################## | |
#### Scrape a table with an known index into pandas | |
######################################################## | |
import pandas as pd | |
## Scrape a single table from an URL with table index | |
symlotmarginurl = "https://www.5paisa.com/5pit/spma.asp" | |
symlotmargin = pd.read_html(symlotmarginurl)[1] # It's the second table | |
######################################################## | |
#### Scrape a table with an id into pandas | |
######################################################## | |
import requests | |
scrip = 'PFC' | |
exp_date = '28DEC2017' | |
url = "https://www.nseindia.com/live_market/dynaContent/live_watch/option_chain/optionKeys.jsp?&instrument=OPTSTK&symbol=" \ | |
+ scrip + "&date="+ exp_date | |
# Options table | |
html = requests.get(url).content | |
nsetable = pd.read_html(html, attrs = {'id':'octable'}, header=1)[-1][:-1].drop(['Chart', 'Chart.1'], 1) | |
######################################################## | |
#### Scrape a value from JSON generated URL | |
######################################################## | |
import requests | |
from bs4 import BeautifulSoup | |
import json | |
url = "https://www.nseindia.com/live_market/dynaContent/live_watch/get_quote/GetQuoteFO.jsp?underlying=PFC&instrument=FUTSTK" | |
html = requests.get(url).text | |
soup = BeautifulSoup(html, 'html.parser') | |
data=soup.find(id="responseDiv").text.strip() | |
d1 = json.loads(data) | |
d2=float(d1['data'][0]['annualisedVolatility']) | |
d2 | |
######################################################### | |
#### Scrape dividend from Google Finance page | |
######################################################### | |
from lxml import etree, html | |
import requests | |
url = "https://finance.google.com/finance?q=NSE:PFC" | |
page = requests.get(url) | |
root = html.fromstring(page.content) | |
dividend = float(root.findall('.//table')[2].text_content().strip().split("\n")[2].split('/')[0]) | |
dividend | |
######################################################## | |
#### Scrape a value from an element tree | |
######################################################## | |
import requests | |
import lxml.html | |
response = requests.get('http://www.un.org/en/sc/documents/resolutions/2016.shtml') | |
tree = lxml.html.HTML(response.text) | |
title_elem = tree.xpath('//title')[0] | |
title_elem = tree.cssselect('title')[0] # equivalent to previous XPath | |
print("title tag:", title_elem.tag) | |
print("title text:", title_elem.text_content()) | |
print("title html:", lxml.html.tostring(title_elem)) | |
print("title tag:", title_elem.tag) | |
print("title's parent's tag:", title_elem.getparent().tag | |
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