Ethical Data Collection for Financial News

 


From: arbisoft
 

Introduction:

 

According to Kaggle survey of 2017 , Data availability and quality remains among the top barriers for professionals in the field.

 
Kaggle survey results(2017)



This notebook deals with the availability problem, and walks through the steps of scrapping web pages and collecting the data in a responsible and efficient manner.

 

Table of Contents:

 

Ethical Scrapping guidelines:

scrapping the web is a fairly easy and very powerful method, therefore it must be used responsibly, you can find more in the resource section.

  • Transparency: identify your self, and purpose or provide a contact, if the page owner wanted to contact you; this can be easily done in the UserAgent definition.

  • Ownership: the content you are collecting is Not your own, always cite the source or the original author.

  • Overuse: we must request data at a reasonable rate, in order to avoid stressing or crashing the server; you can set a sleep time between requests.

 

Efficient Scrapping guidelines:

  • Identify what your looking for: web pages can sometimes be overcharged with informations, or presented in less optimal layout, so always locate precisely the path for accessing the data you are collecting

  • DRY (Don't repeat yourself): Scrapping is a repetitive process, so try the style of the code must be adapted, assign each task to a function call for example.

  • Update the code of the scrapper regularly, as websites change their HTML layouts quite often.

  • make as many checks (if statements, assertions, exceptions) to keep track of your scrapper failures, when you are scrapping a large amount of pages.

 

Pre-Code Analysis:

Examining the source:

In this tutorial we will be collecting financial news from the investing blog

OBJECTIF: As a simple Demo, we want to collect the following in formations: the title of the article the source and time of the article the first paragraph In addition we want to do this for all the pages in the category.

 

 
 
Starting page (Simple view)

Examining the HTML:

 


 
Starting page (HTML Inspection)

SO, After inspecting the HTML source, our access path is the following:

    |<div class="largeTitle">                       | The articles List
    |---<article class="articleItem" >              |--- Single article
    |--- ---<a href="/..." class="title">            |--- --- The Article Title
    |--- ---<span class="articleDetails">  <======> |--- --- Source and Time of the Article  
    |--- ---<p>                            <======> |--- --- The First paragraph of the article
    |---<article class="articleItem" >              |--- Next Single article
    |   .......                                     |    ........
    |   .......                                     |    ........
    |<a href="/..." class="pagination">              | Page numbers
 

The Code, Finally! :

Environment and tools:

  • My default environment setup is Python 3.5 kernel in a Jupyter Notebook
  • We will be using: Requests and Beautifullsoup as our scrapping tools:
    • Requests: " allows you to send organic, grass-fed HTTP/1.1 requests, without the need for manual labor. There’s no need to manually add query strings to your URLs, or to form-encode your POST data. Keep-alive and HTTP connection pooling are 100% automatic, thanks to urllib3."
    • Beautifullsoup: "is a Python library for pulling data out of HTML and XML files. It works with your favorite parser to provide idiomatic ways of navigating, searching, and modifying the parse tree. It commonly saves programmers hours or days of work."
 

Imports

In [3]:
import time
import csv
import os.path
import numpy as np 
import pandas as pd 
import requests 
from bs4 import BeautifulSoup 
 

Making a request to a single page:

Our first function would make the HTTP requests to a given URL address, and return the page response or an error depending on the status of the response

In [4]:
def request_with_check(url):
    
    headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_5) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/50.0.2661.102 Safari/537.36 , For: a Tutorial kernel By: elamraoui sohayb'}
    page_response = requests.get(url, headers=headers, timeout=60)
    if page_response.status_code>299:
        raise AssertionError("page content not found, status: %s"%page_response.status_code)
    
    return page_response    
 

Testing:

In [5]:
page_test = request_with_check('https://www.investing.com/news/commodities-news')
page_test.text
Out[5]:
'<!DOCTYPE HTML>\n<html dir="ltr" xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" xmlns:schema="http://schema.org/" class="com" lang="en" geo="MA">\n<head>\n    <script>\n        (function(i,s,o,g,r,a,m){i[\'GoogleAnalyticsObject\']=r;i[r]=i[r]||function(){\n            (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),\n            m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)\n        })(window,document,\'script\',\'//www.google-analytics.com/analytics.js\',\'ga\');\n    </script>\n\n<link rel="dns-prefetch" href="https://i-invdn-com.akamaized.net" />\n<link rel="dns-prefetch" href="https://a-invdn-com.akamaized.net" />\n\n<title>Commodities and Futures News - Investing.com</title>\n<link rel="alternate" type="application/rss+xml" title="RSS" href="https://www.investing.com/rss/news_11.rss" />\n\t<link rel="alternate" hreflang="en-gb" href="https://uk.investing.com/news/commodities-news" />\n\t<link rel="alternate" hreflang="en-in" href="https://in.investing.com/news/commodities-news" />\n\t<link rel="alternate" hreflang="en-ca" href="https://ca.investing.com/news/commodities-news" />\n\t<link rel="alternate" hreflang="en-au" href="https://au.investing.com/news/commodities-news" />\n\t<link rel="alternate" hreflang="en-za" href="https://za.investing.com/news/commodities-news" />\n\t<link rel="alternate" hreflang="x-default" href="https://www.investing.com/news/commodities-news" />\n\n<meta http-equiv="X-UA-Compatible" content="IE=edge">\n\n<link rel="shortcut icon" href="https://i-invdn-com.akamaized.net/logos/favicon.ico">\n<meta http-equiv="content-type" content="text/html; charset=utf-8">\n<meta http-equiv="content-language" content="en-us">\n<link rel="alternate" media="only screen and (max-width: 640px)" href="https://m.investing.com/news/commodities-news"><meta name="description" content="Investing.com brings you the latest commodity market news and headlines from around the world.">\n<meta 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Stay up-to-date with breaking commodities news and specifics on major commodities such as crude oil and gold.</span>\n\t\t\t\t</div>\n\t\t\t</div>\n\t\t</a>\n\t</div>\n\t<div class="headBtnWrapper float_lang_base_2">\n\t\t\t</div>\n\n\n\n\n\n\n<div class="clear"></div>\n<div class="innerHeaderSeperatorBottom"></div>\n\t\t<!-- Page Content -->\n            <script type="text/javascript">\n                window.siteData = {\n                    htmlDirection: \'ltr\',\n                    decimalPoint: \'.\' || \'.\',\n                    thousandSep: \',\' || \',\',\n                    isEu : false,\n                    userLoggedIn: false,\n                    userHasPhoneRegistered: false,\n                    currencyPosition: \'left\',\n                    datepicker: {\n                        applyButton: \'Apply\',\n                        format: \'m/d/Y\',\n                        formatShort: \'m/d/y\',\n                        formatLong: \'m/d/Y\',\n                        formatSend: \'yy-mm-dd\',\n                        firstDay: \'1\',\n                        dayNames: ["Su","Mo","Tu","We","Th","Fr","Sa"],\n                        monthNamesShort: ["Jan.", "Feb.", "Mar.", "Apr.", "May", "Jun.", "Jul.", "Aug.", "Sep.", "Oct.", "Nov.", "Dec."],\n                        monthNames: ["January", "February", "March", "April", "May", "June", "July", "August", "September", "October", "November", "December"],\n                        translations: {\n                            custom: \'Custom dates\',\n                            start: \'Start Date\',\n                            end: \'End Date\'\n                        }\n                    },\n                    techTranslations: {"_Currencies_Strong_Buy":"Strong Buy","_Currencies_Strong_Sell":"Strong Sell","_specialBuy":"BUY","_specialSell":"Sell","_moving_avarge_tool_sell":"Sell","_moving_avarge_tool_buy":"Buy","_Currencies_Neutral":"Neutral","_not_available":"Not available","_Currencies_Less_Volatility":"Less Volatility","_Currencies_More_Volatility":"High Volatility","_Currencies_Overbought":"Overbought","_Currencies_Oversold":"Oversold"},\n                    edition: $(\'html\').attr(\'lang\')\n                };\n                \n                (function (pattern) {\n                    window.siteData.elapsedTimePattern = pattern.is(\'false\') ? null : $.extend(JSON.parse(pattern), { justNow: \'Just Now\' });\n                })(\'{"minutes":{"X minute ago":[1],"X minutes ago":["2-59"]},"hours":{"X hour ago":[1],"X hours ago":["2-24"]}}\');\n\n                                window.siteData.smlID = 11;\n                                                window.siteData.mmID = 2;\n                \n                window.truncatedCommentShowMoreDefine = \'Show more\';\n            </script>\n            <div class="largeTitle">\n\t<article class="articleItem   "  data-id="1669450" >\n\t<a href="/news/commodities-news/democrats-regaining-house-seen-raising-odds-of-antiopec-bill-1669450" class="img" ><img src="https://i-invdn-com.akamaized.net/news/external-images-thumbnails/pic26e62ba103af8ca0a04e6da1e9011cc7.jpg" alt="Democrats Regaining House Seen Raising Odds of Anti-OPEC Bill" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/democrats-regaining-house-seen-raising-odds-of-antiopec-bill-1669450" title="Democrats Regaining House Seen Raising Odds of Anti-OPEC Bill" class="title" >Democrats Regaining House Seen Raising Odds of Anti-OPEC Bill</a>\n\t        <span class="articleDetails"><span>By Bloomberg</span><span class="date">&nbsp;-&nbsp;1 hour ago</span></span>        \t\t<p>(Bloomberg) -- If the Democrats take over the U.S. House of Representatives in next week&rsquo;s midterm elections, it could renew momentum in favor of legislation targeting...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem   "  data-id="1669221" >\n\t<a href="/news/commodities-news/gold-prices-advance-as-dollar-softens-1669221" class="img" ><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEA8G03Y_S.jpg" alt="Gold Prices Advance as Dollar Softens " onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/gold-prices-advance-as-dollar-softens-1669221" title="Gold Prices Advance as Dollar Softens " class="title" >Gold Prices Advance as Dollar Softens </a>\n\t        <span class="articleDetails"><span>By Investing.com</span><span class="date">&nbsp;-&nbsp;5 hours ago</span>\t \n\t<a href="/news/commodities-news/gold-prices-advance-as-dollar-softens-1669221#comments" class="js-scrollto-comment commentsBubbleCnt" ><i class="commentIcon"></i>1</a>\n\n</span>        \t\t<p>Investing.com - Gold prices advanced on Thursday as the dollar weakened after flirting with 10-week highs in the previous session on the bullish private jobs report.\r\nGold futures...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem   "  data-id="1669105" >\n\t<a href="/news/commodities-news/oil-prices-fall-on-signs-of-rising-supplies-ebbing-confidence-on-global-economy-1669105" class="img" ><img src="https://i-invdn-com.akamaized.net/news/external-images-thumbnails/LYNXNPEEA023L.jpg" alt="Oil slips on signs of rising supplies, economic slowdown jitters" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/oil-prices-fall-on-signs-of-rising-supplies-ebbing-confidence-on-global-economy-1669105" title="Oil slips on signs of rising supplies, economic slowdown jitters" class="title" >Oil slips on signs of rising supplies, economic slowdown jitters</a>\n\t        <span class="articleDetails"><span>By Reuters</span><span class="date">&nbsp;-&nbsp;5 hours ago</span></span>        \t\t<p> BEIJING (Reuters) - Oil prices fell on Thursday, extending losses in previous sessions, amid signs of rising supply and growing concerns that demand might weaken on the prospect...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem sponsoredArticle  " >\n\t<a href="/jp.php?v2=YCAybGA3MGk2ZDo3NWZlYT9nNGpibDEwNCNmNGFrZSw3cWFoYDhkImNrYX8ybmY8YhE3aGJqNiBgNjNhYyI3dGAnMmxgMjBpNmU6NjVwZSQ_YzRuYmQxJTR1Zmg=" class="img" ><img src="https://i-invdn-com.akamaized.net/news/2147849475_S.jpg"   ></a>\t<div class="textDiv">\n\t\t\t\t\t<span class="sponsoredBadge arial_11" data-sponsored="Sponsored"></span>\n\t\t\t\t\t\t\t<a href="/jp.php?v2=YCAybGA3MGk2ZDo3NWZlYT9nNGpibDEwNCNmNGFrZSw3cWFoYDhkImNrYX8ybmY8YhE3aGJqNiBgNjNhYyI3dGAnMmxgMjBpNmU6NjVwZSQ_YzRuYmQxJTR1Zmg=" title="ORBISE Enters New Markets with CoinDeal Listing" class="title" >ORBISE Enters New Markets with CoinDeal Listing</a>\n\t        <span class="articleDetails"><span>By <a  href="/education-providers/investing.com-studios">Investing.com Studios</a></span></span>        \t\t<p>OU ORBISE Corp. (“ORBISE”) is celebrating its first milestone on the way to reinventing the global cryptocurrency financial system by listing the ORBT token on the CoinDeal exchange platform.</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1669553" >\n\t\t<a href="https://invst.ly/920lq" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669553, \'news\', \'Marketpulse\')"><img src="https://i-invdn-com.akamaized.net/news/indicatornews_2_150x108_S_1416306967.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Brexit breakthrough hopes lift sterling" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/920lq" title="Brexit breakthrough hopes lift sterling" onclick="hit_news_item(1669553, \'news\', \'Marketpulse\')" class="title" rel="nofollow" target="_blank">Brexit breakthrough hopes lift sterling</a>\n\t\t<div class="articleDetails"><span>By Marketpulse</span><span class="date">&nbsp;-&nbsp;39 minutes ago</span></div>\n\t\t\t\t<p>Wednesday October 31: Five things the markets are talking about October was the worst month in six-years for global equities, and despite a 48-hour reprieve on the final...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1669476" >\n\t\t<a href="https://invst.ly/91-qa" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669476, \'news\', \'FXStreet\')"><img src="https://i-invdn-com.akamaized.net/news/indicatornews_5_150x108_S_1416303181.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="WTI: Recovery remains capped near $ 65 amid rising US supplies" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91-qa" title="WTI: Recovery remains capped near $ 65 amid rising US supplies" onclick="hit_news_item(1669476, \'news\', \'FXStreet\')" class="title" rel="nofollow" target="_blank">WTI: Recovery remains capped near $ 65 amid rising US supplies</a>\n\t\t<div class="articleDetails"><span>By FXStreet</span><span class="date">&nbsp;-&nbsp;1 hour ago</span></div>\n\t\t\t\t<p>Global growth concerns and rising supply weigh down on the prices.\n\tRisks remain to the downside, $ 64.50 is the key level to beat for the bears.\n\n\nWTI (oil futures on NYMEX) makes...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem dfp-native">\n    <div id="div-gpt-ad-1513094451186-0" data-slot-id="/6938/FP_EN_site/FP_EN_Native_Content_1" style="text-align:center;"></div>\n    <div>\n        <script> $.initSlot("/6938/FP_EN_site/FP_EN_Native_Content_1", "div-gpt-ad-1513094451186-0"); </script>    </div>\n</article><article class="articleItem   "  data-id="1669170" >\n\t<a href="/news/commodities-news/oil-prices-slip-amidst-us-stock-build-1669170" class="img" ><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEA601BL_S.jpg" alt="Oil Prices Slip Amidst U.S. Stock Build " onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/oil-prices-slip-amidst-us-stock-build-1669170" title="Oil Prices Slip Amidst U.S. Stock Build " class="title" >Oil Prices Slip Amidst U.S. Stock Build </a>\n\t        <span class="articleDetails"><span>By Investing.com</span><span class="date">&nbsp;-&nbsp;6 hours ago</span></span>        \t\t<p>Investing.com - Oil prices edged down on Thursday morning in Asia, as U.S. crude inventories surged for the sixth straight week. OPEC also boosted oil production in October to its...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1669423" >\n\t\t<a href="https://invst.ly/91zf-" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669423, \'news\', \'Greenbiz\')"><img src="https://i-invdn-com.akamaized.net/news/indicatornews_4_150x108_S_1416306970.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Energy transitions are nothing new, but the one underway is unprecedented and urgent" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91zf-" title="Energy transitions are nothing new, but the one underway is unprecedented and urgent" onclick="hit_news_item(1669423, \'news\', \'Greenbiz\')" class="title" rel="nofollow" target="_blank">Energy transitions are nothing new, but the one underway is unprecedented and urgent</a>\n\t\t<div class="articleDetails"><span>By Greenbiz</span><span class="date">&nbsp;-&nbsp;3 hours ago</span></div>\n\t\t\t\t<p>Being on the powerful side of history matters.</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem dfp-native">\n    <div id="div-gpt-ad-1513094475409-0" data-slot-id="/6938/FP_EN_site/FP_EN_Native_Content_2" style="text-align:center;"></div>\n    <div>\n        <script> $.initSlot("/6938/FP_EN_site/FP_EN_Native_Content_2", "div-gpt-ad-1513094475409-0"); </script>    </div>\n</article><article class="articleItem"  data-id="1669242" >\n\t\t<a href="https://invst.ly/91xm-" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669242, \'news\', \'FXStreet\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXNPEB8N174_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Gold: Indian festive buying seen subdued amid higher prices - WGC" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91xm-" title="Gold: Indian festive buying seen subdued amid higher prices - WGC" onclick="hit_news_item(1669242, \'news\', \'FXStreet\')" class="title" rel="nofollow" target="_blank">Gold: Indian festive buying seen subdued amid higher prices - WGC</a>\n\t\t<div class="articleDetails"><span>By FXStreet</span><span class="date">&nbsp;-&nbsp;4 hours ago</span></div>\n\t\t\t\t<p>Somasundaram PR, Managing Director of the World Gold Council&rsquo;s (WGC) Indian operations, told Reuters on Thursday, that the demand for gold from India is likely to reduce from...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1669220" >\n\t\t<a href="https://invst.ly/91x7g" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669220, \'news\', \'Dailyfx\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXNPEC920S1_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Gold Prices May Keep Falling as ISM Data Lifts Fed Rate Hike Bets" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91x7g" title="Gold Prices May Keep Falling as ISM Data Lifts Fed Rate Hike Bets" onclick="hit_news_item(1669220, \'news\', \'Dailyfx\')" class="title" rel="nofollow" target="_blank">Gold Prices May Keep Falling as ISM Data Lifts Fed Rate Hike Bets</a>\n\t\t<div class="articleDetails"><span>By Dailyfx</span><span class="date">&nbsp;-&nbsp;5 hours ago</span></div>\n\t\t\t\t<p>Gold prices may continue to fall as October&rsquo;s US manufacturing ISM survey boosts Fed rate hike bets. Crude oil prices may enjoy a respite after recent selling.</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1669192" >\n\t\t<a href="https://invst.ly/91wqv" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669192, \'news\', \'FXStreet\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEA6604O_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Goldman Sachs reiterates year-end Brent oil price forecast of $80 per barrel - Reuters" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91wqv" title="Goldman Sachs reiterates year-end Brent oil price forecast of $80 per barrel - Reuters" onclick="hit_news_item(1669192, \'news\', \'FXStreet\')" class="title" rel="nofollow" target="_blank">Goldman Sachs reiterates year-end Brent oil price forecast of $80 per barrel - Reuters</a>\n\t\t<div class="articleDetails"><span>By FXStreet</span><span class="date">&nbsp;-&nbsp;6 hours ago</span></div>\n\t\t\t\t<p>Investment bank Goldman Sachs has reiterated it&#39;s Brent oil year-end price target of $80 per barrel, citing short-term upside risks from the reintroduction of Iran sanctions...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1669172" >\n\t\t<a href="https://invst.ly/91wf7" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669172, \'news\', \'FXStreet\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEB4I0Z8_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Oil continues two-fold decline, WTI testing $65.00" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91wf7" title="Oil continues two-fold decline, WTI testing $65.00" onclick="hit_news_item(1669172, \'news\', \'FXStreet\')" class="title" rel="nofollow" target="_blank">Oil continues two-fold decline, WTI testing $65.00</a>\n\t\t<div class="articleDetails"><span>By FXStreet</span><span class="date">&nbsp;-&nbsp;6 hours ago</span></div>\n\t\t\t\t<p>Oil markets are extending their slide as hopes for continued US oversupply run up against broader risk-off sentiment.\n\tUS crude oil is testing into quarterly lows as traders fall...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1669177" >\n\t\t<a href="https://invst.ly/91wfd" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669177, \'news\', \'Fortune\')"><img src="https://i-invdn-com.akamaized.net/news/indicatornews_6_150x108_S_1416306972.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Holiday Gift Guide 2018: Luxury Lifestyle" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91wfd" title="Holiday Gift Guide 2018: Luxury Lifestyle" onclick="hit_news_item(1669177, \'news\', \'Fortune\')" class="title" rel="nofollow" target="_blank">Holiday Gift Guide 2018: Luxury Lifestyle</a>\n\t\t<div class="articleDetails"><span>By Fortune</span><span class="date">&nbsp;-&nbsp;6 hours ago</span></div>\n\t\t\t\t<p>For the friend who needs a plush leather couch with USB ports.</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem   "  data-id="1668966" >\n\t<a href="/news/commodities-news/trump-says-oil-supply-elsewhere-sufficient-to-allow-cut-in-iran-purchases-1668966" class="img" ><img src="https://i-invdn-com.akamaized.net/news/external-images-thumbnails/LYNXNPEE9U1WK.jpg" alt="Trump says oil supply elsewhere sufficient to allow cut in Iran purchases" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/trump-says-oil-supply-elsewhere-sufficient-to-allow-cut-in-iran-purchases-1668966" title="Trump says oil supply elsewhere sufficient to allow cut in Iran purchases" class="title" >Trump says oil supply elsewhere sufficient to allow cut in Iran purchases</a>\n\t        <span class="articleDetails"><span>By Reuters</span><span class="date">&nbsp;-&nbsp;12 hours ago</span></span>        \t\t<p> WASHINGTON (Reuters) - U.S. President Donald Trump said on Wednesday in a presidential memorandum that he had determined there was sufficient supply of petroleum and petroleum...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem   "  data-id="1668281" >\n\t<a href="/news/commodities-news/oil-selloff-pauses-on-weekly-data-big-losses-still-for-oct-1668281" class="img" ><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEB4H060_S.jpg" alt="Oil Down 11% In October, Biggest Loss in Over 2 Years" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/oil-selloff-pauses-on-weekly-data-big-losses-still-for-oct-1668281" title="Oil Down 11% In October, Biggest Loss in Over 2 Years" class="title" >Oil Down 11% In October, Biggest Loss in Over 2 Years</a>\n\t        <span class="articleDetails"><span>By Investing.com</span><span class="date">&nbsp;-&nbsp;15 hours ago</span></span>        \t\t<p>Investing.com - Oil prices in October posted their biggest monthly loss in nearly 2-1/2 years as investors shrugged off supportive U.S. supply-demand data and looming sanctions on...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem   "  data-id="1668509" >\n\t<a href="/news/commodities-news/gold-end-october-up-2-biggest-gain-since-january-1668509" class="img" ><img src="https://i-invdn-com.akamaized.net/news/LYNXNPEB880JW_S.jpg" alt="Gold Limps to a 2% October Gain, Still Largest Since January" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/gold-end-october-up-2-biggest-gain-since-january-1668509" title="Gold Limps to a 2% October Gain, Still Largest Since January" class="title" >Gold Limps to a 2% October Gain, Still Largest Since January</a>\n\t        <span class="articleDetails"><span>By Investing.com</span><span class="date">&nbsp;-&nbsp;15 hours ago</span></span>        \t\t<p>Investing.com - More profit-taking on gold&rsquo;s run this month left the yellow metal with a smaller 2% gain as it closed October trading on Wednesday, with analysts saying the...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1669012" >\n\t\t<a href="https://invst.ly/91u2c" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669012, \'news\', \'Fortune\')"><img src="https://i-invdn-com.akamaized.net/news/indicatornews_2_150x108_S_1416306967.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Washington State Teachers Are Learning to Disarm Shooters With Aluminum Tee-Ball Bats" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91u2c" title="Washington State Teachers Are Learning to Disarm Shooters With Aluminum Tee-Ball Bats" onclick="hit_news_item(1669012, \'news\', \'Fortune\')" class="title" rel="nofollow" target="_blank">Washington State Teachers Are Learning to Disarm Shooters With Aluminum Tee-Ball Bats</a>\n\t\t<div class="articleDetails"><span>By Fortune</span><span class="date">&nbsp;-&nbsp;11 hours ago</span></div>\n\t\t\t\t<p>Similar training worked to thwart an attack at a neighboring school.</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1669022" >\n\t\t<a href="https://invst.ly/91u5k" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1669022, \'news\', \'Dailyfx\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXNPEC2U0WF_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Crude Oil Price Falls on Record US Output, Trade Data May Hurt AUD" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91u5k" title="Crude Oil Price Falls on Record US Output, Trade Data May Hurt AUD" onclick="hit_news_item(1669022, \'news\', \'Dailyfx\')" class="title" rel="nofollow" target="_blank">Crude Oil Price Falls on Record US Output, Trade Data May Hurt AUD</a>\n\t\t<div class="articleDetails"><span>By Dailyfx</span><span class="date">&nbsp;-&nbsp;11 hours ago</span></div>\n\t\t\t\t<p>The British Pound rose on Brexit deal hopes while oil prices fell on record US crude output data as stocks and FX diverged. Australian Dollar may fall on a weaker trade surplus.</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668980" >\n\t\t<a href="https://invst.ly/91tk3" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668980, \'news\', \'FXEmpire\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEA5O0QF_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Crude Oil Price Update &#8211; Market Testing Major Retracement Zone at $65.45 to $62.79 but No Sign of Bottoming" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91tk3" title="Crude Oil Price Update &#8211; Market Testing Major Retracement Zone at $65.45 to $62.79 but No Sign of Bottoming" onclick="hit_news_item(1668980, \'news\', \'FXEmpire\')" class="title" rel="nofollow" target="_blank">Crude Oil Price Update &#8211; Market Testing Major Retracement Zone at $65.45 to $62.79 but No Sign of Bottoming</a>\n\t\t<div class="articleDetails"><span>By FXEmpire</span><span class="date">&nbsp;-&nbsp;12 hours ago</span></div>\n\t\t\t\t<p>Based on Wednesday’s price action, the direction of the December WTI crude oil futures contract on Thursday is likely to be determined by trader reaction to the main 50% level at...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem   "  data-id="1668306" >\n\t<a href="/news/commodities-news/us-passes-russia--briefly--to-become-top-oil-producer-1668306" class="img" ><img src="https://i-invdn-com.akamaized.net/news/LYNXNPEAAN05K_S.jpg" alt="U.S. Passes Russia -- Briefly -- to Become Top Oil Producer" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/us-passes-russia--briefly--to-become-top-oil-producer-1668306" title="U.S. Passes Russia -- Briefly -- to Become Top Oil Producer" class="title" >U.S. Passes Russia -- Briefly -- to Become Top Oil Producer</a>\n\t        <span class="articleDetails"><span>By Bloomberg</span><span class="date">&nbsp;-&nbsp;17 hours ago</span></span>        \t\t<p>(Bloomberg) -- The U.S. surpassed Russia in August to claim the title of world&rsquo;s top oil producer, with the largest year-on-year output increase in U.S. history.\r\nOutput rose...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668894" >\n\t\t<a href="https://invst.ly/91suz" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668894, \'news\', \'FXStreet\')"><img src="https://i-invdn-com.akamaized.net/news/indicatornews_6_150x108_S_1416306972.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Key event risks - Westpac" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91suz" title="Key event risks - Westpac" onclick="hit_news_item(1668894, \'news\', \'FXStreet\')" class="title" rel="nofollow" target="_blank">Key event risks - Westpac</a>\n\t\t<div class="articleDetails"><span>By FXStreet</span><span class="date">&nbsp;-&nbsp;13 hours ago</span></div>\n\t\t\t\t<p>Analysts at Westpac offered their outlook for key events coming up.\n\nKey Quotes:\n\n"Oct Australia home price data from CoreLogic (10am Syd) should not surprise because updates are...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668718" >\n\t\t<a href="https://invst.ly/91rn4" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668718, \'news\', \'FXStreet\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEA7P09F_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Crude Oil WTI Technical Analysis: Black Gold dropping like a stone at its lowest since August as WTI hits $65.00 a barrel" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91rn4" title="Crude Oil WTI Technical Analysis: Black Gold dropping like a stone at its lowest since August as WTI hits $65.00 a barrel" onclick="hit_news_item(1668718, \'news\', \'FXStreet\')" class="title" rel="nofollow" target="_blank">Crude Oil WTI Technical Analysis: Black Gold dropping like a stone at its lowest since August as WTI hits $65.00 a barrel</a>\n\t\t<div class="articleDetails"><span>By FXStreet</span><span class="date">&nbsp;-&nbsp;14 hours ago</span></div>\n\t\t\t\t<p>Crude oil is trading in a bear trend below the 200-period simple moving average on the 4-hour chart as the market is reaching levels not seen since mid-August.\n\tCrude oil broke...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem   "  data-id="1668018" >\n\t<a href="/news/commodities-news/opec-oil-output-rises-to-highest-since-2016-despite-iran-reuters-survey-1668018" class="img" ><img src="https://i-invdn-com.akamaized.net/news/LYNXNPEE4G1TT_S.jpg" alt="OPEC oil output rises to highest since 2016 despite Iran: Reuters survey" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/opec-oil-output-rises-to-highest-since-2016-despite-iran-reuters-survey-1668018" title="OPEC oil output rises to highest since 2016 despite Iran: Reuters survey" class="title" >OPEC oil output rises to highest since 2016 despite Iran: Reuters survey</a>\n\t        <span class="articleDetails"><span>By Reuters</span><span class="date">&nbsp;-&nbsp;20 hours ago</span></span>        \t\t<p> By Alex Lawler LONDON (Reuters) - OPEC has boosted oil production in October to the highest since 2016, a Reuters survey found, as higher output led by the United Arab Emirates...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668604" >\n\t\t<a href="https://invst.ly/91q-9" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668604, \'news\', \'FXStreet\')"><img src="https://i-invdn-com.akamaized.net/news/indicatornews_2_150x108_S_1416306967.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="WTI extends slide to the $65.00 area, lowest since mid-August" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91q-9" title="WTI extends slide to the $65.00 area, lowest since mid-August" onclick="hit_news_item(1668604, \'news\', \'FXStreet\')" class="title" rel="nofollow" target="_blank">WTI extends slide to the $65.00 area, lowest since mid-August</a>\n\t\t<div class="articleDetails"><span>By FXStreet</span><span class="date">&nbsp;-&nbsp;15 hours ago</span></div>\n\t\t\t\t<p>Crude oil prices drop for the third-day in-a-row, now looking at August lows. \n\tStronger US dollar and demand concerns pushed oil further lower. \n\n\nWTI (oil futures on NYMEX)...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem   "  data-id="1667980" >\n\t<a href="/news/commodities-news/us-crude-oil-inventories-rose-by-322m-barrels-last-week-eia-1667980" class="img" ><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEBBT0BW_S.jpg" alt="U.S. Crude Oil Inventories Rose by 3.22M Barrels Last Week: EIA" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/us-crude-oil-inventories-rose-by-322m-barrels-last-week-eia-1667980" title="U.S. Crude Oil Inventories Rose by 3.22M Barrels Last Week: EIA" class="title" >U.S. Crude Oil Inventories Rose by 3.22M Barrels Last Week: EIA</a>\n\t        <span class="articleDetails"><span>By Investing.com</span><span class="date">&nbsp;-&nbsp;20 hours ago</span></span>        \t\t<p>Investing.com - U.S. crude oil inventories rose less than expected last week, the Energy Information Administration said in its weekly report on Wednesday.\r\nThe EIA data showed...</p>\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668498" >\n\t\t<a href="https://invst.ly/91pvb" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668498, \'news\', \'FXStreet\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXNPEC0O0JM_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Gold falls again, moves further away from monthly highs" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91pvb" title="Gold falls again, moves further away from monthly highs" onclick="hit_news_item(1668498, \'news\', \'FXStreet\')" class="title" rel="nofollow" target="_blank">Gold falls again, moves further away from monthly highs</a>\n\t\t<div class="articleDetails"><span>By FXStreet</span><span class="date">&nbsp;-&nbsp;16 hours ago</span></div>\n\t\t\t\t<p>Gold&rsquo;s correction from above $1,240/oz continued on Wednesday amid a stronger US dollar and higher Treasury yields. \n\tPrice fell below key support levels, weakening further...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668485" >\n\t\t<a href="https://invst.ly/91poe" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668485, \'news\', \'Fool\')"><img src="https://i-invdn-com.akamaized.net/news/STOCK-EXCHANGE-RUSSIAN-TRADING-SYSTEMS_150x108_S_1416303640.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Enterprise Products Partners Raises Guidance for 2018 (Again)" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91poe" title="Enterprise Products Partners Raises Guidance for 2018 (Again)" onclick="hit_news_item(1668485, \'news\', \'Fool\')" class="title" rel="nofollow" target="_blank">Enterprise Products Partners Raises Guidance for 2018 (Again)</a>\n\t\t<div class="articleDetails"><span>By Fool</span><span class="date">&nbsp;-&nbsp;16 hours ago</span></div>\n\t\t\t\t<p>Management keeps finding new projects to invest in and raising its capital spending guidance for the year.</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668496" >\n\t\t<a href="https://invst.ly/91psq" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668496, \'news\', \'Forexlive\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXNPEC490GY_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Colombia plans to hedge its oil exports" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91psq" title="Colombia plans to hedge its oil exports" onclick="hit_news_item(1668496, \'news\', \'Forexlive\')" class="title" rel="nofollow" target="_blank">Colombia plans to hedge its oil exports</a>\n\t\t<div class="articleDetails"><span>By Forexlive</span><span class="date">&nbsp;-&nbsp;16 hours ago</span></div>\n\t\t\t\t<p>Congressional bill will allow them to use derivatives\nMexico hedges its production each year and now Colombia is looking to do the same.\nIn general, hedging is always done at the...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668458" >\n\t\t<a href="https://invst.ly/91pid" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668458, \'news\', \'FXStreet\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEDAD000_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="USD/CAD touches new 7-week highs above 1.3160 as oil sell-off continues" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91pid" title="USD/CAD touches new 7-week highs above 1.3160 as oil sell-off continues" onclick="hit_news_item(1668458, \'news\', \'FXStreet\')" class="title" rel="nofollow" target="_blank">USD/CAD touches new 7-week highs above 1.3160 as oil sell-off continues</a>\n\t\t<div class="articleDetails"><span>By FXStreet</span><span class="date">&nbsp;-&nbsp;16 hours ago</span></div>\n\t\t\t\t<p>WTI extends a slide in the NA session.\n\tUS Dollar Index stays near 16-month highs above 97.\n\tCanadian economy expands 0.1% in August.\n\n\nAfter edging down to the 1.31 area with the...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668454" >\n\t\t<a href="https://invst.ly/91pfr" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668454, \'news\', \'Forexlive\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEE5R1AR-ORUBS_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="US plans sanctions on Venezuela\'s gold exports" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91pfr" title="US plans sanctions on Venezuela\'s gold exports" onclick="hit_news_item(1668454, \'news\', \'Forexlive\')" class="title" rel="nofollow" target="_blank">US plans sanctions on Venezuela\'s gold exports</a>\n\t\t<div class="articleDetails"><span>By Forexlive</span><span class="date">&nbsp;-&nbsp;16 hours ago</span></div>\n\t\t\t\t<p>You can\'t stop trade in gold\nThe  that the US plans sanctions on Venezuela\'s gold exports.\nWSJ reports\nThe US says it\'s trying to stop Maduro from looting the nation\'s riches. Most...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668544" >\n\t\t<a href="https://invst.ly/91q9l" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668544, \'news\', \'MarketWatch\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEDAD000_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="U.S. oil benchmark falls for the session, loses nearly 11% for the month" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91q9l" title="U.S. oil benchmark falls for the session, loses nearly 11% for the month" onclick="hit_news_item(1668544, \'news\', \'MarketWatch\')" class="title" rel="nofollow" target="_blank">U.S. oil benchmark falls for the session, loses nearly 11% for the month</a>\n\t\t<div class="articleDetails"><span>By MarketWatch</span><span class="date">&nbsp;-&nbsp;16 hours ago</span></div>\n\t\t\t\t<p>U.S. oil futures settled with a loss on Wednesday, pressured by ongoing concerns over a potential slowdown in energy demand, as well as U.S. government data that revealed a sixth...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668441" >\n\t\t<a href="https://invst.ly/91paq" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668441, \'news\', \'FXEmpire\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXMPEE7813I_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Natural Gas Price Prediction &#8211; Prices Rise to Resistance Ahead of Inventory Report" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91paq" title="Natural Gas Price Prediction &#8211; Prices Rise to Resistance Ahead of Inventory Report" onclick="hit_news_item(1668441, \'news\', \'FXEmpire\')" class="title" rel="nofollow" target="_blank">Natural Gas Price Prediction &#8211; Prices Rise to Resistance Ahead of Inventory Report</a>\n\t\t<div class="articleDetails"><span>By FXEmpire</span><span class="date">&nbsp;-&nbsp;16 hours ago</span></div>\n\t\t\t\t<p>Natural gas prices moved higher on Wednesday ahead of Thursday inventory report from the Department of Energy. Prices surged more than 2%, and are testing</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668340" >\n\t\t<a href="https://invst.ly/91och" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668340, \'news\', \'Fool\')"><img src="https://i-invdn-com.akamaized.net/news/indicatornews_2_150x108_S_1416306967.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="3 High-Yield Stocks at Rock-Bottom Prices" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91och" title="3 High-Yield Stocks at Rock-Bottom Prices" onclick="hit_news_item(1668340, \'news\', \'Fool\')" class="title" rel="nofollow" target="_blank">3 High-Yield Stocks at Rock-Bottom Prices</a>\n\t\t<div class="articleDetails"><span>By Fool</span><span class="date">&nbsp;-&nbsp;17 hours ago</span></div>\n\t\t\t\t<p>These top high-yield dividend stocks look too cheap to pass up now.</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668315" >\n\t\t<a href="http://feedproxy.google.com/~r/ValueWalkFeed/~3/7fPRNk2HGP8/" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668315, \'news\', \'ValueWalk\')"><img src="https://i-invdn-com.akamaized.net/news/STOCK-EXCHANGE-RUSSIAN-TRADING-SYSTEMS_150x108_S_1416303640.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Erdogan Allows Crossing Turkey’s Border To Join ISIS In Syria And Iraq" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="http://feedproxy.google.com/~r/ValueWalkFeed/~3/7fPRNk2HGP8/" title="Erdogan Allows Crossing Turkey’s Border To Join ISIS In Syria And Iraq" onclick="hit_news_item(1668315, \'news\', \'ValueWalk\')" class="title" rel="nofollow" target="_blank">Erdogan Allows Crossing Turkey’s Border To Join ISIS In Syria And Iraq</a>\n\t\t<div class="articleDetails"><span>By ValueWalk</span><span class="date">&nbsp;-&nbsp;17 hours ago</span></div>\n\t\t\t\t<p>Last week I conducted a panel discussion about Turkey under the leadership of Erdogan. The day before the event, we were alerted that several of Erdogan’s stooges will await us to...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem"  data-id="1668401" >\n\t\t<a href="https://invst.ly/91ox9" rel="nofollow" target="_blank" class="img" onclick="hit_news_item(1668401, \'news\', \'MarketWatch\')"><img src="https://i-invdn-com.akamaized.net/news/LYNXNPEC3L0HO_S.jpg" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\'" alt="Gold ends at three-week low as global stocks surge, but bullion logs strong October rise" /></a>\n\t\t<div class="textDiv">\n\t\t<a href="https://invst.ly/91ox9" title="Gold ends at three-week low as global stocks surge, but bullion logs strong October rise" onclick="hit_news_item(1668401, \'news\', \'MarketWatch\')" class="title" rel="nofollow" target="_blank">Gold ends at three-week low as global stocks surge, but bullion logs strong October rise</a>\n\t\t<div class="articleDetails"><span>By MarketWatch</span><span class="date">&nbsp;-&nbsp;18 hours ago</span></div>\n\t\t\t\t<p>Gold prices ended firmly lower Wednesday, on the back of a stronger dollar and a bounce for beaten-down equities, but month-to-date losses for benchmark U.S. stock indexes have...</p>\n\t\t\t\t</div>\n\t<div class="clear"></div>\n</article><article class="articleItem   "  data-id="1667454" >\n\t<a href="/news/commodities-news/iran-sanctions-seen-keeping-oil-above-75-but-2019-demand-outlook-darkens-1667454" class="img" ><img src="https://i-invdn-com.akamaized.net/news/external-images-thumbnails/LYNXNPEE9U0U9.jpg" alt="Iran sanctions seen keeping oil above $75, but 2019 demand outlook darkens" onerror="javascript:this.src=\'https://i-invdn-com.akamaized.net/news/news-paper_108x81.png\';" ></a>\t<div class="textDiv">\n\t\t\t\t\t\t\t<a href="/news/commodities-news/iran-sanctions-seen-keeping-oil-above-75-but-2019-demand-outlook-darkens-1667454" title="Iran sanctions seen keeping oil above $75, but 2019 demand outlook darkens" class="title" >Iran sanctions seen keeping oil above $75, but 2019 demand outlook darkens</a>\n\t        <span class="articleDetails"><span>By Reuters</span><span class="date">&nbsp;-&nbsp;23 hours ago</span></span>        \t\t<p> By Eileen Soreng (Reuters) - Oil is likely to stay above $75 a barrel, fueled by supply disruptions exacerbated by U.S. sanctions on Iran, but further gains could be limited as...</p>\t</div>\n\t<div class="clear"></div>\n</article></div>\n<div id="paginationWrap" class="arial_12 js-pagination-wrapper"><div class="sideDiv inlineblock text_align_lang_base_1">&nbsp;</div><div class="midDiv inlineblock"><a href="javascript:void();" class="pagination selected">1</a><a href="/news/commodities-news/2" title="Show results 36 to 52 of 26414" class="pagination">2</a><a href="/news/commodities-news/3" title="Show results 53 to 69 of 26414" class="pagination">3</a><a href="/news/commodities-news/4" title="Show 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chart_link="/indices/us-spx-500-futures-streaming-chart" data-chart-hash="1a5f95b308e1d982eec66b97f9895bac"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/indices/us-spx-500-futures" title="S&P 500 Futures (CFD)"  data-gae=\'sb_indices-us-spx-500-futures\' >S&P 500 Futures</a></td><td class="lastNum pid-8839-last" id="sb_last_8839">2,725.75</td><td class="chg greenFont pid-8839-pc" id="sb_change_8839">+14.75</td><td class="chgPer greenFont pid-8839-pcp" id="sb_changepc_8839">+0.54%</td><td class="icon"><span class="greenClockIcon isOpenPair-8839" id="sb_clock_8839"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="166" data-pair_id="166" data-external="sbcharts.investing.com" data-pair_url="/indices/us-spx-500-chart" id="sb_pair_166" chart_link="/indices/us-spx-500-chart" data-chart-hash="fcb55c965d22c2a1f1ba4ce2788c1de1"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/indices/us-spx-500" title="S&P 500 (CFD)"  data-gae=\'sb_indices-us-spx-500\' >S&P 500</a></td><td class="lastNum pid-166-last" id="sb_last_166">2,711.74</td><td class="chg greenFont pid-166-pc" id="sb_change_166">+29.11</td><td class="chgPer greenFont pid-166-pcp" id="sb_changepc_166">+1.09%</td><td class="icon"><span class="redClockIcon isOpenExch-1" id="sb_clock_166"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="20" data-pair_id="20" data-external="sbcharts.investing.com" data-pair_url="/indices/nq-100-chart" id="sb_pair_20" chart_link="/indices/nq-100-chart" data-chart-hash="ffeb3ee5d97b93b3795cfcee48711ae6"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/indices/nq-100" title="Nasdaq 100"  data-gae=\'sb_indices-nq-100\' >Nasdaq 100</a></td><td class="lastNum pid-20-last" id="sb_last_20">6,967.10</td><td class="chg greenFont pid-20-pc" id="sb_change_20">+156.97</td><td class="chgPer greenFont pid-20-pcp" id="sb_changepc_20">+2.31%</td><td class="icon"><span class="redClockIcon isOpenExch-2" id="sb_clock_20"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="169" data-pair_id="169" data-external="sbcharts.investing.com" data-pair_url="/indices/us-30-chart" id="sb_pair_169" chart_link="/indices/us-30-chart" data-chart-hash="d5f35207ae3dfc721a517a541dbba7d8"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/indices/us-30" title="Dow Jones Industrial Average"  data-gae=\'sb_indices-us-30\' >Dow 30</a></td><td class="lastNum pid-169-last" id="sb_last_169">25,115.76</td><td class="chg greenFont pid-169-pc" id="sb_change_169">+241.12</td><td class="chgPer greenFont pid-169-pcp" id="sb_changepc_169">+0.97%</td><td class="icon"><span class="redClockIcon isOpenExch-1" id="sb_clock_169"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="170" data-pair_id="170" data-external="sbcharts.investing.com" data-pair_url="/indices/smallcap-2000-chart" id="sb_pair_170" chart_link="/indices/smallcap-2000-chart" data-chart-hash="578c1e972a0f03222cbc1769a7cd9f69"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/indices/smallcap-2000" title="US SmallCap 2000 (CFD)"  data-gae=\'sb_indices-smallcap-2000\' >SmallCap 2000</a></td><td class="lastNum pid-170-last" id="sb_last_170">1,511.41</td><td class="chg greenFont pid-170-pc" id="sb_change_170">+4.63</td><td class="chgPer greenFont pid-170-pcp" id="sb_changepc_170">+0.31%</td><td class="icon"><span class="redClockIcon isOpenExch-13" id="sb_clock_170"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="44336" data-pair_id="44336" data-external="sbcharts.investing.com" data-pair_url="/indices/volatility-s-p-500-chart" id="sb_pair_44336" chart_link="/indices/volatility-s-p-500-chart" data-chart-hash="7c37d4a1a0be84a8c22d66aa74ab153b"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/indices/volatility-s-p-500" title="CBOE Volatility Index (CFD)"  data-gae=\'sb_indices-volatility-s-p-500\' >S&P 500 VIX</a></td><td class="lastNum pid-44336-last" id="sb_last_44336">20.28</td><td class="chg redFont pid-44336-pc" id="sb_change_44336">-0.95</td><td class="chgPer redFont pid-44336-pcp" id="sb_changepc_44336">-4.47%</td><td class="icon"><span class="greenClockIcon isOpenPair-44336" id="sb_clock_44336"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="27" data-pair_id="27" data-external="sbcharts.investing.com" data-pair_url="/indices/uk-100-chart" id="sb_pair_27" chart_link="/indices/uk-100-chart" data-chart-hash="1d2984fb05d560efab6535929b9749b6"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/indices/uk-100" title="FTSE 100 (CFD)"  data-gae=\'sb_indices-uk-100\' >FTSE 100</a></td><td class="lastNum pid-27-last" id="sb_last_27">7,157.96</td><td class="chg greenFont pid-27-pc" id="sb_change_27">+29.86</td><td class="chgPer greenFont pid-27-pcp" id="sb_changepc_27">+0.42%</td><td class="icon"><span class="greenClockIcon isOpenExch-3" id="sb_clock_27"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer last" pair="172" data-pair_id="172" data-external="sbcharts.investing.com" data-pair_url="/indices/germany-30-chart" id="sb_pair_172" chart_link="/indices/germany-30-chart" data-chart-hash="20b3a6a97fa3088df002fbc8bbcbecbd"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/indices/germany-30" title="DAX (CFD)"  data-gae=\'sb_indices-germany-30\' >DAX</a></td><td class="lastNum pid-172-last" id="sb_last_172">11,561.78</td><td class="chg greenFont pid-172-pc" id="sb_change_172">+114.27</td><td class="chgPer greenFont pid-172-pcp" id="sb_changepc_172">+1.00%</td><td class="icon"><span class="greenClockIcon isOpenExch-4" id="sb_clock_172"></span></td><td class="sideColumn">&nbsp;</td></tr></tbody></table><table id="QBS_3_inner" data-gae=\'sb_commodities\'  class="displayNone genTbl openTbl quotesSideBlockTbl collapsedTbl"><tbody><tr class="LeftLiContainer Selected" pair="8849" data-pair_id="8849" data-external="sbcharts.investing.com" data-pair_url="/commodities/crude-oil-streaming-chart" id="sb_pair_8849" chart_link="/commodities/crude-oil-streaming-chart" data-chart-hash="c4caa3c525726eb96b6ee67ddfa57896"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/commodities/crude-oil" title="Crude Oil WTI Futures (CFD)"  data-gae=\'sb_commodities-crude-oil\' >Crude Oil WTI</a></td><td class="lastNum pid-8849-last" id="sb_last_8849">64.97</td><td class="chg redFont pid-8849-pc" id="sb_change_8849">-0.34</td><td class="chgPer redFont pid-8849-pcp" id="sb_changepc_8849">-0.52%</td><td class="icon"><span class="greenClockIcon isOpenPair-8849" id="sb_clock_8849"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="8833" data-pair_id="8833" data-external="sbcharts.investing.com" data-pair_url="/commodities/brent-oil-streaming-chart" id="sb_pair_8833" chart_link="/commodities/brent-oil-streaming-chart" data-chart-hash="ecab723bd0c0050290d8fcb3b6ecc974"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/commodities/brent-oil" title="Brent Oil Futures (CFD)"  data-gae=\'sb_commodities-brent-oil\' >Brent Oil</a></td><td class="lastNum pid-8833-last" id="sb_last_8833">74.50</td><td class="chg redFont pid-8833-pc" id="sb_change_8833">-0.97</td><td class="chgPer redFont pid-8833-pcp" id="sb_changepc_8833">-1.29%</td><td class="icon"><span class="greenClockIcon isOpenPair-8833" id="sb_clock_8833"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="8862" data-pair_id="8862" data-external="sbcharts.investing.com" data-pair_url="/commodities/natural-gas-streaming-chart" id="sb_pair_8862" chart_link="/commodities/natural-gas-streaming-chart" data-chart-hash="2862b1367008cea06e03f8cbaf7f40ed"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/commodities/natural-gas" title="Natural Gas Futures (CFD)"  data-gae=\'sb_commodities-natural-gas\' >Natural Gas</a></td><td class="lastNum pid-8862-last" id="sb_last_8862">3.288</td><td class="chg greenFont pid-8862-pc" id="sb_change_8862">+0.027</td><td class="chgPer greenFont pid-8862-pcp" id="sb_changepc_8862">+0.83%</td><td class="icon"><span class="greenClockIcon isOpenPair-8862" id="sb_clock_8862"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="8830" data-pair_id="8830" data-external="sbcharts.investing.com" data-pair_url="/commodities/gold-streaming-chart" id="sb_pair_8830" chart_link="/commodities/gold-streaming-chart" data-chart-hash="d565a7612f2d571d32033540114babb3"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/commodities/gold" title="Gold Futures (CFD)"  data-gae=\'sb_commodities-gold\' >Gold</a></td><td class="lastNum pid-8830-last" id="sb_last_8830">1,224.60</td><td class="chg greenFont pid-8830-pc" id="sb_change_8830">+12.30</td><td class="chgPer greenFont pid-8830-pcp" id="sb_changepc_8830">+1.01%</td><td class="icon"><span class="greenClockIcon isOpenPair-8830" id="sb_clock_8830"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="8836" data-pair_id="8836" data-external="sbcharts.investing.com" data-pair_url="/commodities/silver-streaming-chart" id="sb_pair_8836" chart_link="/commodities/silver-streaming-chart" data-chart-hash="c4651fb6e12fa8166f3d0af875aede53"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/commodities/silver" title="Silver Futures (CFD)"  data-gae=\'sb_commodities-silver\' >Silver</a></td><td class="lastNum pid-8836-last" id="sb_last_8836">14.410</td><td class="chg greenFont pid-8836-pc" id="sb_change_8836">+0.181</td><td class="chgPer greenFont pid-8836-pcp" id="sb_changepc_8836">+1.27%</td><td class="icon"><span class="greenClockIcon isOpenPair-8836" id="sb_clock_8836"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="8831" data-pair_id="8831" data-external="sbcharts.investing.com" data-pair_url="/commodities/copper-streaming-chart" id="sb_pair_8831" chart_link="/commodities/copper-streaming-chart" data-chart-hash="5b7f484afa4efd7da6890d631ce8afc4"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/commodities/copper" title="Copper Futures (CFD)"  data-gae=\'sb_commodities-copper\' >Copper</a></td><td class="lastNum pid-8831-last" id="sb_last_8831">2.673</td><td class="chg greenFont pid-8831-pc" id="sb_change_8831">+0.009</td><td class="chgPer greenFont pid-8831-pcp" id="sb_changepc_8831">+0.36%</td><td class="icon"><span class="greenClockIcon isOpenPair-8831" id="sb_clock_8831"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="8916" data-pair_id="8916" data-external="sbcharts.investing.com" data-pair_url="/commodities/us-soybeans-streaming-chart" id="sb_pair_8916" chart_link="/commodities/us-soybeans-streaming-chart" data-chart-hash="91b94ebf1783b56de4050ca5a85a2cb6"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/commodities/us-soybeans" title="US Soybeans Futures (CFD)"  data-gae=\'sb_commodities-us-soybeans\' >US Soybeans</a></td><td class="lastNum pid-8916-last" id="sb_last_8916">849.75</td><td class="chg redFont pid-8916-pc" id="sb_change_8916">-1.25</td><td class="chgPer redFont pid-8916-pcp" id="sb_changepc_8916">-0.15%</td><td class="icon"><span class="greenClockIcon isOpenPair-8916" id="sb_clock_8916"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer last" pair="8917" data-pair_id="8917" data-external="sbcharts.investing.com" data-pair_url="/commodities/us-wheat-streaming-chart" id="sb_pair_8917" chart_link="/commodities/us-wheat-streaming-chart" data-chart-hash="052c52690818141ba55d9f690f97cf96"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/commodities/us-wheat" title="US Wheat Futures (CFD)"  data-gae=\'sb_commodities-us-wheat\' >US Wheat</a></td><td class="lastNum pid-8917-last" id="sb_last_8917">503.75</td><td class="chg greenFont pid-8917-pc" id="sb_change_8917">+3.15</td><td class="chgPer greenFont pid-8917-pcp" id="sb_changepc_8917">+0.63%</td><td class="icon"><span class="greenClockIcon isOpenPair-8917" id="sb_clock_8917"></span></td><td class="sideColumn">&nbsp;</td></tr></tbody></table><table id="QBS_6_inner" class="displayNone elpTbl genTbl openTbl quotesSideBlockTbl collapsedTbl"><tbody><tr class="LeftLiContainer Selected" pair="525" data-pair_id="525" data-external="sbcharts.investing.com" data-pair_url="/etfs/spdr-s-p-500-chart" id="sb_pair_525" chart_link="/etfs/spdr-s-p-500-chart" data-chart-hash="27160047578e4f5279e40baecfabc2e8"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/etfs/spdr-s-p-500" title="SPDR S&P 500"  data-gae=\'-spdr-s-p-500\' >SPDR S&P 500</a></td><td class="lastNum pid-525-last" id="sb_last_525">270.63</td><td class="chg greenFont pid-525-pc" id="sb_change_525">+2.86</td><td class="chgPer greenFont pid-525-pcp" id="sb_changepc_525">+1.07%</td><td class="icon"><span class="redClockIcon isOpenExch-1" id="sb_clock_525"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="38153" data-pair_id="38153" data-external="sbcharts.investing.com" data-pair_url="/etfs/velocityshares-dly-2x-vix-sh.-term-chart" id="sb_pair_38153" chart_link="/etfs/velocityshares-dly-2x-vix-sh.-term-chart" data-chart-hash="4b7fd918dc74923f46a27cdcbc265091"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/etfs/velocityshares-dly-2x-vix-sh.-term" title="VelocityShares Daily 2x VIX Short Term linked to SP 500 VIX Short Fut Exp 4 Dec 2030"  data-gae=\'-velocityshares-dly-2x-vix-sh-term\' >VelocityShares Daily 2x VIX Short Term linked to S</a></td><td class="lastNum pid-38153-last" id="sb_last_38153">48.96</td><td class="chg redFont pid-38153-pc" id="sb_change_38153">-3.44</td><td class="chgPer redFont pid-38153-pcp" id="sb_changepc_38153">-6.56%</td><td class="icon"><span class="redClockIcon isOpenExch-2" id="sb_clock_38153"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="651" data-pair_id="651" data-external="sbcharts.investing.com" data-pair_url="/etfs/powershares-qqqq-chart" id="sb_pair_651" chart_link="/etfs/powershares-qqqq-chart" data-chart-hash="9be355cf0b54c7c47f5b36dccad58064"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/etfs/powershares-qqqq" title="Invesco QQQ Trust Series 1"  data-gae=\'-powershares-qqqq\' >Invesco QQQ Trust Series 1</a></td><td class="lastNum pid-651-last" id="sb_last_651">169.82</td><td class="chg greenFont pid-651-pc" id="sb_change_651">+3.90</td><td class="chgPer greenFont pid-651-pcp" id="sb_changepc_651">+2.35%</td><td class="icon"><span class="redClockIcon isOpenExch-2" id="sb_clock_651"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="941457" data-pair_id="941457" data-external="sbcharts.investing.com" data-pair_url="/etfs/direxion-daily-jr-gld-mnrs-bull-3x-chart" id="sb_pair_941457" chart_link="/etfs/direxion-daily-jr-gld-mnrs-bull-3x-chart" data-chart-hash="3675100d1876778c2097122d1c7a2e51"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/etfs/direxion-daily-jr-gld-mnrs-bull-3x" title="Direxion Daily Junior Gold Miners Bull 3X Shares"  data-gae=\'-direxion-daily-jr-gld-mnrs-bull-3x\' >Direxion Daily Junior Gold Miners Bull 3X Shares</a></td><td class="lastNum pid-941457-last" id="sb_last_941457">7.17</td><td class="chg redFont pid-941457-pc" id="sb_change_941457">-0.52</td><td class="chgPer redFont pid-941457-pcp" id="sb_changepc_941457">-6.76%</td><td class="icon"><span class="redClockIcon isOpenExch-1" id="sb_clock_941457"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="44987" data-pair_id="44987" data-external="sbcharts.investing.com" data-pair_url="/etfs/velocityshares-3x-inv.-natural-gas-chart" id="sb_pair_44987" chart_link="/etfs/velocityshares-3x-inv.-natural-gas-chart" data-chart-hash="d04234192279a356e3b91342b52beaf7"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/etfs/velocityshares-3x-inv.-natural-gas" title="VelocityShares 3x Inverse Natural Gas linked to S&P GSCI Natural Gas Excess Return"  data-gae=\'-velocityshares-3x-inv-natural-gas\' >VelocityShares 3x Inverse Natural Gas linked to S&</a></td><td class="lastNum pid-44987-last" id="sb_last_44987">14.12</td><td class="chg redFont pid-44987-pc" id="sb_change_44987">-1.07</td><td class="chgPer redFont pid-44987-pcp" id="sb_changepc_44987">-7.04%</td><td class="icon"><span class="redClockIcon isOpenExch-1" id="sb_clock_44987"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="40689" data-pair_id="40689" data-external="sbcharts.investing.com" data-pair_url="/etfs/proshares-ultra-vix-short-term-fut-chart" id="sb_pair_40689" chart_link="/etfs/proshares-ultra-vix-short-term-fut-chart" data-chart-hash="c825c4d67ba622464a82b3e56cbf890b"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/etfs/proshares-ultra-vix-short-term-fut" title="ProShares Ultra VIX Short-Term Futures"  data-gae=\'-proshares-ultra-vix-short-term-fut\' >ProShares Ultra VIX Short-Term Futures</a></td><td class="lastNum pid-40689-last" id="sb_last_40689">60.2300</td><td class="chg redFont pid-40689-pc" id="sb_change_40689">-3.0900</td><td class="chgPer redFont pid-40689-pcp" id="sb_changepc_40689">-4.88%</td><td class="icon"><span class="redClockIcon isOpenExch-1" id="sb_clock_40689"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="45494" data-pair_id="45494" data-external="sbcharts.investing.com" data-pair_url="/etfs/proshares-trust-ultrapro-qqq-chart" id="sb_pair_45494" chart_link="/etfs/proshares-trust-ultrapro-qqq-chart" data-chart-hash="b09ca3911c166f3aa2c765622f63f205"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/etfs/proshares-trust-ultrapro-qqq" title="ProShares UltraPro QQQ"  data-gae=\'-proshares-trust-ultrapro-qqq\' >ProShares UltraPro QQQ</a></td><td class="lastNum pid-45494-last" id="sb_last_45494">52.21</td><td class="chg greenFont pid-45494-pc" id="sb_change_45494">+3.30</td><td class="chgPer greenFont pid-45494-pcp" id="sb_changepc_45494">+6.75%</td><td class="icon"><span class="redClockIcon isOpenExch-2" id="sb_clock_45494"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer last" pair="40681" data-pair_id="40681" data-external="sbcharts.investing.com" data-pair_url="/etfs/market-vectors-gold-miners-chart" id="sb_pair_40681" chart_link="/etfs/market-vectors-gold-miners-chart" data-chart-hash="b82e6987b1a059bbf29bf51f8b505812"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/etfs/market-vectors-gold-miners" title="VanEck Vectors Gold Miners"  data-gae=\'-market-vectors-gold-miners\' >VanEck Vectors Gold Miners</a></td><td class="lastNum pid-40681-last" id="sb_last_40681">18.9300</td><td class="chg redFont pid-40681-pc" id="sb_change_40681">-0.2200</td><td class="chgPer redFont pid-40681-pcp" id="sb_changepc_40681">-1.15%</td><td class="icon"><span class="redClockIcon isOpenExch-1" id="sb_clock_40681"></span></td><td class="sideColumn">&nbsp;</td></tr></tbody></table><table id="QBS_7_inner" class="displayNone genTbl openTbl quotesSideBlockTbl collapsedTbl"><tbody><tr class="LeftLiContainer Selected" pair="945629" data-pair_id="945629" data-external="sbcharts.investing.com" data-pair_url="/crypto/bitcoin/btc-usd-chart" id="sb_pair_945629" chart_link="/crypto/bitcoin/btc-usd-chart" data-chart-hash="980ef075ac6b87dd9f940f398b9bcbf8"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/crypto/bitcoin/btc-usd" title="BTC/USD - Bitcoin US Dollar"  data-gae=\'-btc-usd\' >BTC/USD</a></td><td class="lastNum pid-945629-last" id="sb_last_945629">6,364.5</td><td class="chg greenFont pid-945629-pc" id="sb_change_945629">+29.0</td><td class="chgPer greenFont pid-945629-pcp" id="sb_changepc_945629">+0.46%</td><td class="icon"><span class="greenClockIcon isOpenExch-1014" id="sb_clock_945629"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="997650" data-pair_id="997650" data-external="sbcharts.investing.com" data-pair_url="/crypto/ethereum/eth-usd-chart" id="sb_pair_997650" chart_link="/crypto/ethereum/eth-usd-chart" data-chart-hash="f1d1f100714c475a9df5f6ee74338791"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/crypto/ethereum/eth-usd" title="ETH/USD - Ethereum US Dollar"  data-gae=\'-eth-usd\' >ETH/USD</a></td><td class="lastNum pid-997650-last" id="sb_last_997650">198.43</td><td class="chg greenFont pid-997650-pc" id="sb_change_997650">+1.28</td><td class="chgPer greenFont pid-997650-pcp" id="sb_changepc_997650">+0.65%</td><td class="icon"><span class="greenClockIcon isOpenExch-1014" id="sb_clock_997650"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="1031333" data-pair_id="1031333" data-external="sbcharts.investing.com" data-pair_url="/crypto/bitcoin-cash/bch-usd-chart" id="sb_pair_1031333" chart_link="/crypto/bitcoin-cash/bch-usd-chart" data-chart-hash="9b37b549c305bd9c6240e4fc8f477f5d"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/crypto/bitcoin-cash/bch-usd" title="BCH/USD - Bitcoin Cash US Dollar"  data-gae=\'-bch-usd\' >BCH/USD</a></td><td class="lastNum pid-1031333-last" id="sb_last_1031333">425.13</td><td class="chg greenFont pid-1031333-pc" id="sb_change_1031333">+4.66</td><td class="chgPer greenFont pid-1031333-pcp" id="sb_changepc_1031333">+1.11%</td><td class="icon"><span class="greenClockIcon isOpenExch-1014" id="sb_clock_1031333"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="1010782" data-pair_id="1010782" data-external="sbcharts.investing.com" data-pair_url="/crypto/ripple/xrp-usd-chart" id="sb_pair_1010782" chart_link="/crypto/ripple/xrp-usd-chart" data-chart-hash="3a1c1287203a98d5ff2e5514d3b2126a"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/crypto/ripple/xrp-usd" title="XRP/USD - XRP US Dollar"  data-gae=\'-xrp-usd\' >XRP/USD</a></td><td class="lastNum pid-1010782-last" id="sb_last_1010782">0.45330</td><td class="chg greenFont pid-1010782-pc" id="sb_change_1010782">+0.00745</td><td class="chgPer greenFont pid-1010782-pcp" id="sb_changepc_1010782">+1.67%</td><td class="icon"><span class="greenClockIcon isOpenExch-1015" id="sb_clock_1010782"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="1024821" data-pair_id="1024821" data-external="sbcharts.investing.com" data-pair_url="/crypto/eos/eos-usd-chart" id="sb_pair_1024821" chart_link="/crypto/eos/eos-usd-chart" data-chart-hash="739f1398fc0dcac0e57b1d7214c2f72a"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/crypto/eos/eos-usd" title="EOS/USD - EOS US Dollar"  data-gae=\'-eos-usd\' >EOS/USD</a></td><td class="lastNum pid-1024821-last" id="sb_last_1024821">5.2444</td><td class="chg greenFont pid-1024821-pc" id="sb_change_1024821">+0.1014</td><td class="chgPer greenFont pid-1024821-pcp" id="sb_changepc_1024821">+1.97%</td><td class="icon"><span class="greenClockIcon isOpenExch-1014" id="sb_clock_1024821"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="1010798" data-pair_id="1010798" data-external="sbcharts.investing.com" data-pair_url="/crypto/litecoin/ltc-usd-chart" id="sb_pair_1010798" chart_link="/crypto/litecoin/ltc-usd-chart" data-chart-hash="898e0191a596d14e3ac23c545ba0aa90"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/crypto/litecoin/ltc-usd" title="LTC/USD - Litecoin US Dollar"  data-gae=\'-ltc-usd\' >LTC/USD</a></td><td class="lastNum pid-1010798-last" id="sb_last_1010798">49.620</td><td class="chg greenFont pid-1010798-pc" id="sb_change_1010798">+0.810</td><td class="chgPer greenFont pid-1010798-pcp" id="sb_changepc_1010798">+1.66%</td><td class="icon"><span class="greenClockIcon isOpenExch-1016" id="sb_clock_1010798"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer" pair="1055297" data-pair_id="1055297" data-external="sbcharts.investing.com" data-pair_url="/crypto/cardano/ada-usd-chart" id="sb_pair_1055297" chart_link="/crypto/cardano/ada-usd-chart" data-chart-hash="06a57295187de7e8f2e05ebef6698f58"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/crypto/cardano/ada-usd" title="ADA/USD - Cardano US Dollar"  data-gae=\'-ada-usd\' >ADA/USD</a></td><td class="lastNum pid-1055297-last" id="sb_last_1055297">0.070256</td><td class="chg greenFont pid-1055297-pc" id="sb_change_1055297">+0.001058</td><td class="chgPer greenFont pid-1055297-pcp" id="sb_changepc_1055297">+1.53%</td><td class="icon"><span class="greenClockIcon isOpenPair-1055297" id="sb_clock_1055297"></span></td><td class="sideColumn">&nbsp;</td></tr><tr class="LeftLiContainer last" pair="1036958" data-pair_id="1036958" data-external="sbcharts.investing.com" data-pair_url="/crypto/stellar/xlm-usd-chart" id="sb_pair_1036958" chart_link="/crypto/stellar/xlm-usd-chart" data-chart-hash="f2fab17560e8a26b67b8c9f4973f9656"><td class="sideColumn">&nbsp;</td><td class="left bold first noWrap"><a href="/crypto/stellar/xlm-usd" title="XLM/USD - Stellar Lumens US Dollar"  data-gae=\'-xlm-usd\' >XLM/USD</a></td><td class="lastNum pid-1036958-last" id="sb_last_1036958">0.22565</td><td class="chg greenFont pid-1036958-pc" id="sb_change_1036958">+0.00275</td><td class="chgPer greenFont pid-1036958-pcp" id="sb_changepc_1036958">+1.23%</td><td class="icon"><span class="greenClockIcon isOpenExch-1015" id="sb_clock_1036958"></span></td><td class="sideColumn">&nbsp;</td></tr></tbody></table></div></div></div> <!-- /sideBanner --><div class="tradeNowRightColumn"></div><div class="clear " id="ad1"><div id=\'div-gpt-ad-1370187203350-sb1\' style=\'margin-top:18px;\' ></div></div> <!-- /sideBanner --><div class="clear sideColumnBox" id="Most_Popular_News" data-gae=\'mostpop\' >    <div class="sideColumnBoxTitle">Most Popular Articles</div>\n    <ul class="js-tab-box-menu tabsBoxSubMenu " id="mostPopularTabsTop" >\n            <li id=MP_news  class="first selected" data-value=news><a href="javascript:void(0);">News</a></li>\n            <li 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Code Structure:

Now that we can make requests to the sites page, we should extract our data form the page code we are getting:

  • FOR each Page IN the News Category, DO:
    • FOR each Article IN the page, DO:
      • Get_Details: title, link, date, source, first paragraphe
        • Write the Details Of a page to CSV File
 

Getting the details of a single Article:

Our 1st block of operations, would be to take a single Article item from the list and extract its relevant informations as a return values:

In [6]:
def get_details(single_article):
    
    # A title is in <a></a> with the 'class' attribute set to: title
    title = single_article.find('a',{'class':'title'})

    # A safeguard against some empty articles in the deeper pages of the site
    if title == None:
        #print('Empty Article')
        return None
    
    # the link to an article is the Href attribute
    link = title['href']
    
    # A safeguarde against embedded Advertisment articles
    if (('/news/'and category_name) not in link):
        #print('Ad Article found')
        return None       
        
    title = title.text
    
    # The first Paragraph is in <p></p>
    first_p = single_article.find('p').text
    
    # the Source is in <span></span>, with Class == articleDetails
    source_tag = single_article.find_all('span',{'class':'articleDetails'})
    source = str(source_tag[0].span.text)
    
    #date is also in <span></span> withe the Class == date
    date = single_article.find('span',{'class':'date'}).text
    
    return title, link, first_p, source, date  
 

Getting the details of a single Page: (list of Articles)

In the 2nd block, we inspect the Page Url, finds the List of Articles to iterate over, and calls the first function (above) at each iteration, appending the calling results into a list of dictionaries :

In [7]:
def single_page(Url_page,page_id = 1):

    news_list = []

    #Making the Http request
    page = request_with_check(Url_page)
    
    #Calling the Html.parser to start extracting our data
    html_soup = BeautifulSoup(page.text, 'html.parser')
    
    # The Articles Class
    articles = html_soup.find('div',{'class':'largeTitle'})
    
    # The single Articles List
    articleItems = articles.find_all('article' ,{'class':'articleItem'})

    # Looping, for each single Article
    for article in articleItems:
        if get_details(article) == None:
            continue
        
        title, link, first_p, source_tag, date = get_details(article)
        news_list.append({'id_page':page_id,
                          'title':title,   
                          'date':date,
                          'link': link,
                          'source':source_tag,
                          'first_p':first_p})

    return news_list
 

Saving to CSV:

The 3rd Block is saving the resulting news dictionary in a CSV file, we are checking if the file exists (and we would append to it), or not (and we would create it as new file) (returned by the second function

In [8]:
def dict_to_csv (filename,news_dict):
    
    #Setting the Dataframe headers
    fields = news_dict[0]
    fields = list(fields.keys())
    
    #Checking if the file already exists, if Exists we woulb pe appending, if Not we create it
    has_header = False
    if os.path.isfile(filename):
        with open(filename, 'r') as csvfile:
            sniffer = csv.Sniffer()
            has_header = sniffer.has_header(csvfile.read(2048))
    
    with open(filename, 'a',errors = 'ignore', encoding= 'utf-8') as csvfile:
        writer = csv.DictWriter(csvfile, fieldnames=fields)
        if(has_header == False):
            writer.writeheader()  
        for row in range(len(news_dict)):
            item = news_dict[row]
            writer.writerow(item)
 

Looping over the Pages of the Category: (the General function)

Finally the general function, where we iterate over the number of pages, and apply the blocks defined above for each page of news.

Note: at each iteration, i.e: parsing a new page, we are forcing a 10 Seconds Pause of the scrapper, so as not to overuse our access to the site

In [9]:
def parsing_category_pages(category_name,base_url,number_pages):
    start_time = time.time()
    
    #getting the start page
    page = request_with_check(base_url)

    #Calling the Html Parser
    html_soup = BeautifulSoup(page.text, 'html.parser')
    
    #Finding the Laste page
    last_page = int(html_soup.findAll(class_='pagination')[-1].text)

    if number_pages > last_page:
        number_pages = last_page

    #Looping over the specified nupber of Pages:
    for p in range(1,number_pages,1):
        category_page = base_url+'/'+str(p)
        print('Parsing: ',category_page)
        page_news = single_page(category_page,p)
        
        #Saving to a CSV
        dict_to_csv(category_name+'.csv',page_news)
        
        #Time sleep
        time.sleep(10)
    
    print("--- %s seconds ---" % (time.time() - start_time))
    return True
 

Testing:

In [11]:
URL = 'https://www.investing.com/news/'
category_name = 'commodities-news'
base_url = URL+category_name
parsing_category_pages ('commodities-news',base_url,number_pages=5)
 
Parsing:  https://www.investing.com/news/commodities-news/1
Parsing:  https://www.investing.com/news/commodities-news/2
Parsing:  https://www.investing.com/news/commodities-news/3
Parsing:  https://www.investing.com/news/commodities-news/4
--- 57.46652936935425 seconds ---
Out[11]:
True
 

Checking the resulting dataset:

In [12]:
data = pd.read_csv('commodities-news.csv')
data.head(100)
Out[12]:
  id_page title date link source first_p
0 1 Democrats Regaining House Seen Raising Odds of... - 1 hour ago /news/commodities-news/democrats-regaining-hou... By Bloomberg (Bloomberg) -- If the Democrats take over the ...
1 1 Gold Prices Advance as Dollar Softens - 5 hours ago /news/commodities-news/gold-prices-advance-as-... By Investing.com Investing.com - Gold prices advanced on Thursd...
2 1 Oil slips on signs of rising supplies, economi... - 5 hours ago /news/commodities-news/oil-prices-fall-on-sign... By Reuters BEIJING (Reuters) - Oil prices fell on Thursd...
3 1 Oil Prices Slip Amidst U.S. Stock Build - 6 hours ago /news/commodities-news/oil-prices-slip-amidst-... By Investing.com Investing.com - Oil prices edged down on Thurs...
4 1 Trump says oil supply elsewhere sufficient to ... - 12 hours ago /news/commodities-news/trump-says-oil-supply-e... By Reuters WASHINGTON (Reuters) - U.S. President Donald ...
5 1 Oil Down 11% In October, Biggest Loss in Over ... - 15 hours ago /news/commodities-news/oil-selloff-pauses-on-w... By Investing.com Investing.com - Oil prices in October posted t...
6 1 Gold Limps to a 2% October Gain, Still Largest... - 15 hours ago /news/commodities-news/gold-end-october-up-2-b... By Investing.com Investing.com - More profit-taking on gold’s r...
7 1 U.S. Passes Russia -- Briefly -- to Become Top... - 17 hours ago /news/commodities-news/us-passes-russia--brief... By Bloomberg (Bloomberg) -- The U.S. surpassed Russia in Au...
8 1 OPEC oil output rises to highest since 2016 de... - 20 hours ago /news/commodities-news/opec-oil-output-rises-t... By Reuters By Alex Lawler LONDON (Reuters) - OPEC has bo...
9 1 U.S. Crude Oil Inventories Rose by 3.22M Barre... - 20 hours ago /news/commodities-news/us-crude-oil-inventorie... By Investing.com Investing.com - U.S. crude oil inventories ros...
10 1 Iran sanctions seen keeping oil above $75, but... - 23 hours ago /news/commodities-news/iran-sanctions-seen-kee... By Reuters By Eileen Soreng (Reuters) - Oil is likely to...
11 2 Oil rises one percent ahead of U.S. sanctions ... - Oct 31, 2018 /news/commodities-news/oil-prices-rise-for-fir... By Reuters By Christopher Johnson LONDON (Reuters) - Oil...
12 3 Gold Prices Fall on Stronger Dollar; Hovers Ne... - Oct 31, 2018 /news/commodities-news/gold-prices-fall-on-str... By Investing.com Investing.com - Gold prices slid to almost two...
13 3 Oil Prices Bounce Back Despite Hints of Output... - Oct 30, 2018 /news/commodities-news/oil-prices-bounce-back-... By Investing.com Investing.com – Oil prices picked up on Wednes...
14 3 Oil Hits 2-1/2-Month Low on 'High Price' Cauti... - Oct 30, 2018 /news/commodities-news/oil-extends-losses-as-w... By Investing.com Investing.com - The International Energy Agenc...
15 3 Gold Dips as Dollar Flexes Muscle - Oct 30, 2018 /news/commodities-news/gold-dips-as-dollar-fle... By Investing.com Investing.com - The dollar’s march higher is c...
16 4 Gold Prices Fall as Trade War Tensions Boost S... - Oct 30, 2018 /news/commodities-news/gold-prices-fall-as-tra... By Investing.com Investing.com - Gold prices fell on Tuesday as...
17 4 Oil Prices Slide Extending Sharp October Decline - Oct 30, 2018 /news/commodities-news/oil-prices-slide-extend... By Investing.com Investing.com - Oil prices continued to slide ...
18 4 Oil prices fall on rising supply, trade tensions - Oct 30, 2018 /news/commodities-news/oil-prices-fall-on-risi... By Reuters By Christopher Johnson LONDON (Reuters) - Oil...
 

Future Improvements:

  • Adding a 'start_page' and 'stop_page' parameters,
  • Adding a Resume_Block for Scrapping part by part,
  • Automating the scrapping of All categories of news
  • Automating the scrapping to access the full text of the Articles
 

Up next: Starting our NLP pipline for this dataset

(Coming Soon .............. )

 

Ressources:

 

©

By: Elamraoui Sohayb, Supervision of: Sadiq Abdelalim,Phd. Master 'Big Data & Cloud Computing', Ibn Tofail University