Online Appendix C to Measuring Segmentation in the Financial News Market: Sample construction

November 4, 2019

The amount of data provided by the Spinn3r stream is immense (on average 100GB per day, with some days up to 400GB). Most of it is non-business related content, the typical data available per news post being illustrated in Exhibit 1. To extract business and earnings relevant news from the stream on a daily basis, I proceed in two broad steps. First, I use a dedicated set of keywords to only capture news posts that contain at least three keywords and the name or ticker of a Russel3000 company and save them to a non-relational database. This data constitutes the raw unfiltered data available. The range of selected keywords is broad on purpose to reduce the type II error rate (mistakenly identifying earnings related news as non-earnings news and delete them). Because of this, the type I error rate is quite high (mistakenly identifying non-earnings news as earnings news) after step 1. In a second step, a classification algorithm is trained to identify the non-earnings news and filter them out. After the first step, the raw unfiltered data consists currently 145,234,235 posts from March, 1st 2015 till November 22nd, 2016 for encompassing earnings related news of 2989 firms. After applying the second step, I end up with the raw dataset used in this study with the characteristics presented in Table 1.

1 Step 1: Pre-filtering

For the first step, preliminary filtering of the incoming stream of content from Spinn3r, I use the following rules:

• If the source is twitter, then a post is considered earnings related if the content contains the ticker of a Russel3000 company preceded by a $-sign.

1 Figure 1: A basic example of Spinn3r data in JSON format

{ "bucket" : 0, "resource" : "http://cnn.com/2014/10/15/health/texas-ebola-outbreak", "date_found" : "2014-06-22T01:08:52Z", "index_method" : "PERMALINK_TASK", "html" : "

Full HTML of the content

", "html_length" : 57, "source_hashcode" : "COH0cFU4G1sMlRHd9gEvS-n3FFI", "source_resource" : "http://cnn.com", "source_link" : "http://cnn.com", "source_publisher_type" : "MAINSTREAM_NEWS", "source_date_found" : "2014-06-22T01:08:52Z", "source_update_interval" : 900000, "source_setting_update_strategy" : "CYCLICAL", "source_setting_index_strategy" : "DEFAULT", "source_title" : "CNN", "permalink" : "http://www.cnn.com/2014/10/15/health/texas-ebola-outbreak/index.html", "canonical" : "http://www.cnn.com/2014/10/15/health/texas-ebola-outbreak/index.html", "main" : "

Full HTML of the content

", "main_length" : 31, "main_checksum" : "I7QyvW\_g9AjGg3vWjmcxwo7wjXs", "main_format" : "HTML", "summary_text" : "Another nurse who contracted Ebola after caring for a man who died of the virus was on a flight from Cleveland to Dallas.", "title" : "CDC: Nurse with Ebola should not have traveled", "publisher" : "CNN", "section" : "Technology", "description" : "Another nurse who contracted Ebola after caring for a man who died of the virus was on a flight from Cleveland to Dallas.", "tags" : [ "nurse", "outbreak", "ebola" ], "published" : "2014-06-22T01:08:52Z", "author_name" : "Holly Yan", "author_link" : "https://twitter.com/HollyYanCNN", "lang" : "en" }

• If the source is not twitter, then a post is considered earnings related, if the content contains 3 distinct keywords from a keyword list and either the name of a Russel3000 company or its ticker.

However, for the sample used in this study, twitter posts where excluded from the classifier and sample construction. The keyword list can be found in Exhibit 2. These are selected based on the results of a Naive Bayesian Classifier trained on a sample of blog posts from 5 blogs with different topics. Two blogs contain investment and earnings related news: MoneyBeat (http://blogs.wsj.com/moneybeat/) and posts from the SeekingAlpha site (http://seekingalpha.com/). The three others are chosen as representative for non-earnings related posts: politico.com, espn.com, and entertainment-online.com. I use the sites’ main rss feed and pulled news content every 20 minutes from the 3rd of January to 1st of May, 2015. The resulting sample consists of 12,930 blog posts, with 10,401 from Mon-

2 eyBeat and SeekingAlpha. I label those as business related and train the classifier to find those keywords that are most predictive for a text including those terms to be a business related post. I remove boilerplate sentences such as “receive our newsletter via email” before creating the term frequency matrix, which is a matrix having a number of rows equal to the length of the vocabulary used in all 12,930 blog posts (after removing boilerplate and stopwords, like "has", "she", and "and") and 12,930 columns, one for each post. Each row contains the frequency of one term in the vocabulary appearing in the respective posts.

Figure 2: Keyword list used for first pass on raw Spinn3r data*

*a keyword is considered matched if it is preceded by whitespace and followed by any non-number character.

lower futur million number stock compar operat business expect market invest increas compani growth company sales valu manag investor financi quarter revenu earnings risk cost share price result posit report trade capital year

The classifier was trained with the following pipeline: First, a CountVectorizer computes the term frequency matrix (a matrix of all terms occurring in all posts as rows, each post being a column and each cell being the frequency of each term appearing in a post). Then, the Term- frequency/inverse document frequency matrix is then considered. Next, the number of features is reduced to 1,000, using a feature selector that selects the 1,000 features with the highest k- score. Last a Naive Bayes Classifier was trained. I chose those hyper-parameters that produced the highest classification accuracy based on a 5-fold cross-validation. The code for the whole procedure is available on request. Posts are classified based on the list of keywords and are stored in a database for further processing in a second stage.

2 Step 2: Classifying news as earnings related

In the second stage, the saved raw data from the initial stream is preprocessed (removing dupli- cates that where crawled from multiple sources) and then filtered for earnings related news. Next, a classifier was first chosen, then trained; based on a hand-labeled set of 26,250 news posts ran-

3 domly sampled from all news posts in a [-4:+4 day] window from 46 randomly sampled earnings announcements (All code can be found in the github repository). The hand-labeling consisted of multiple steps with multiple labels, but the relevant one for the purposes of this paper are “EA” for earnings announcement related, “MA” for market activity summary, which denotes posts giving a summary of the the daily market activity", and all other labels with are summed up to “other”. Apart from the labels, all data fields provided by Spinn3r can potentially be used. The three data fields that seemed most informative about the content of a news posts are its content, its title (if it has one), and its url. Accordingly, I constructed features (variables). From the title, I created features that count the occurrence of words in Exhibit 3 in the title of a post. Similarly, I split a post’s url into separate terms at occurrences of the characters (“/”, “.”, “-”, “_”) and counted the occurrence of terms in Exhibit 4. The bottom terms being sites frequently publishing earnings news.

Figure 3: Title features

[’earnings’, ’ticker’, ’quarterly’, ’revenue’, ’report’, ’eps’, ’profitable’, ’q1’, ’q2’, ’q3’, ’q4’, ’posts’, ’estimates’, ’results’, ’fy14’, ’fy15’, ’fy16’, ’reveals’, ’releases’, ’guidance’, ’revenues’, ’loss’, ’profits’, ’quarter’, ’annual’, ’continues’, ’delivers’, ’fy’, ’profit’, ’expectations’, ’sales’, ’forecast’, ’forecasts’, ’posts’, ’stocks’, ’nasdaq’, ’beats’, ’gains’, ’market’, ’futures’, ’dow’, ’lower’, ’record’, ’quarterly’, ’mixed’, ’movers’, ’nyse’, ’wall’, ’higher’, ’looms’, ’stock’, ’busy’, ’dollar’, ’quarter’, ’trading’]

Both term lists are based on a simple chi-squared test commonly used in natural language pro- cessing (Manning, Schütze et al., 1999). The frequency of all terms are independently compared between posts labeled as ‘earnings related’ and ‘other’, the chi-square statistic of significant dif- ferences in frequency computed, and the words with the highest frequency were retained from that list (unless they were clearly over-fitting. For example, the word ‘cloud’ appeared at the top of the list, because it was a common theme in the sample earnings announcements, but I choose to not retain it as to not bias the classifier towards tech companies). From the text of the news posts, I first create some low-level text features: The number of firms mentioned (based on a list of Russel 3000 firm names), the highest count of occurrences of a single firm name, the sum of all firm mentions, the difference in days between the publication of this post and the earnings announcement, the number of times the candidate firm name is mentioned, the length of the news post in characters, the count ratio, that is the ratio of how many times the

4 Figure 4: URL features

[’revenue’, ’revenues’, ’loss’, ’profitable’, ’profits’, ’quarter’, ’earnings’, ’annual’, ’estimates’, ’continues’, ’delivers’, ’fy’, ’profit’, ’expectations’, ’sales’, ’forecast’, ’forecasts’, ’posts’, ’guidance’, ’stocks’, ’wall’, ’street’, ’market’, ’markets’, ’futures’, ’movers’, ’fed’, ’nasdaq’, ’after’, ’stock’, ’mixed’, ’morning’, ’rise’, ’dow’, ’higher’, ’record’, ’investors’, ’beats’, ’early’, ’shares’, ’gains’, ’lower’ ’dollar’, ’tops’, ’looms’, ’bell’, ’split’, ’trading’, ’lightreading’, ’tickerreport’, ’yahoo’, ’zacks’, ’trefis’, ’ecommercetactics’, ’barrons’, ’watchlistnews’, ’americasmarkets’, ’cnbc’, ’us’, ’itnews’, ’online’, ’facts’, ’cnn’, ’wsj’, ’techinvestornews’, ’nytimes’, ’reuters’, ’fool’, ’northjersey’, ’omaha’, ’access-wallstreet’, ’electronista’, ’fortune’, ’sleekmoney’, ’lulegacy’, ’marketrealist’, ’ph’, ’newsdaily’, ’usnews’, ’feeds’, ’americanbankingnews’, ’net’, ’financialeveryday’, ’capitalbay’, ’wkrb13’, ’gearor’, ’americanpublicmedia’, ’breakingviews’, ’theartofservice’, ’blogspot’, ’nasdaq’, ’technewstube’, ’canadianbusiness’, ’waaytv’, ’finance’, ’abqjournal’, ’usatoday’, ’rttnews’, ’marketwatch’, ’benzinga’, ’thestockmarketwatch’, ’thestreet’, ’proactiveinvestors’, ’thefly’, ’streetinsider’, ’tradingfloor’, ’foxbusiness’, ’fxstreet’, ’findata’, ’financialtides’] candidate firm name appeared compared to the name with the highest count, and the number of tickers mentioned in a news post. I proceed to construct a term-frequency matrix from the text to complement the feature set. I tokenize the text into terms using the nltk package in Python and retain the top 200 tokens and the bottom 200 hundred tokens of a news post. As the topic of a post must be apparent from the beginning of a post and the bottom of a post usually has characteristic boilerplate, especially if it is non-financial news. Removing the middle of large posts, did not significantly reduce classification accuracy and sped up classification significantly. Then, I remove all one character tokens. I used the nltk part-of-speech tagger to identify and keep nouns, verbs and adjectives only. Part of speech tagging allows to differentiate terms, such as ‘run’ (noun) and ‘to run’ (verb), so that they appear as different terms in the matrix. I keep only terms with more than 2 and less than 25 characters (they nearly always represent garbled words or plain text urls). I also remove terms that contain special characters, such as ‘?’, and digits. Finally, words are stemmed (endings such as -ing are removed, so that run and running are recognized as one word) using the Snowball Stemmer in nltk. The remaining terms are used to build a term frequency matrix, that is a matrix where each row is a news post, each column is a word, and the cell contents are the frequency of occurrence of the term in that post.

5 These features, constructed for all 26,250 hand-labeled posts, are the raw data on which the ap- propriate classifier was chosen and trained. To decide on the most suitable classifier, I followed a standard procedure (Witten, Frank, Hall, and Pal, 2016) and ran a horse race between various pos- sible pre-processing steps and three types of estimators most commonly used for text classification (Naive Bayes, Logistic Regression, and Support Vector Machines) with varying hyper-parameters. The possible pre-processing steps I considered were: equal-weighting or down-weighting the title and url features, only considering the 500, 1000, or 1500 most discriminating terms (based on chi- squared values) of the term-frequency matrix, considering or not considering N-grams consisting of up to three words, removing terms that appear in less than 2% of the sample posts or removing words that appear in less than 10 sample posts. Terms that appear in more than 80% of all posts are always removed because by definition they won’t help much in discriminating themes and remov- ing them reduces over-fitting. Taken together with the three choices of estimators this amounts to 2 x 3 x 2 x 2 x 3 x "Combination of hyper-parameter choices" candidate classifier pipelines that were compared to each other. To compared them I employed 5-fold cross-validation on a test sample. First, 20% of the posts were taken out and not used for the horse race. The 80% train sample was then randomly split into 5 parts (while making sure the proportion of earnings related and other posts is roughly the same per part). Then 4 parts are used to estimate the model and the predic- tive ability of the model is assessed by applying the model to predict labels ("earnings-related", "other", "market summary") on the left-out 5th piece of news posts. The predictive accuracy on this hold-out piece is saved. Then procedure is repeated for another combination of four pieces until every piece was a hold-out piece once. The average predictive accuracy across all five pieces is stored and used to choose the best classifier pipeline. The pipeline with the best score was the one employing logistic regression with balanced classes (accounting for the fact that earnings news are rare compared to the number of other news topics) and L1 penalty criterion. This also fits the conclusions and recommendations by Gentzkow, Kelly, and Taddy (2017). The best pre-processing steps were the combination of equally weighting all feature sources, no consideration of N-grams, removing terms that appear in less than 2% of the news posts, keeping the 1500 most discriminat- ing terms. The test accuracy was 0.928. The actual performance of the so chosen classifier was assessed based on a test sample made up of the 20% of the hand-labeled sample that was not used for the horse race. The precision and recall on that test set are presented in Table 1. While not perfect, the classifier performs reasonably well (in fact better than similar classifiers used in the literature (e.g., Li, 2010). Upon checking, most of the misclassification are news about

6 Table 1: Precision and recall of final classifier on test sample

Label Precision Recall F1-Score Support

Other 0.97 0.94 0.96 3630 EA 0.71 0.88 0.79 427 MA 0.86 0.87 0.86 581 Average 0.93 0.93 0.93 4638

a Precision is the fraction of posts labeled correctly as “x” of all posts that were labeled “x”. Recall (also known as sensitivity) is the fraction of all true “x” posts that were labeled “x”. The F1-Score is the harmonic mean of precision and recall. analyst recommendations, reprints of earnings releases, and in some cases earnings news to banks or related companies. All three introduce noise into the dataset. The first two are accounted for in the audience model by including earnings announcement specific fixed effects. The third cause is rare is and therefore considered a negligible source of noise. The final classifier is applied separately for each earnings announcement by first searching the database for all news in a [0; +4 day] window around an earnings announcement and which contain either the name or ticker of the announcing firm. Then the classifier is applied to that subset and the earnings related news and market summary posts are retained. From this the final sample is merged.

3 Descriptive statistics

Table 2 provides descriptive statistics for various news outlet characteristics by outlet topic. The comparison between investment-focused and non–investment-focused outlets highlights three styl- ized facts about variation in general EA coverage. First, most EA-related news posts appear in non- finance/investment news outlets. These are largely regional news sites or industry-specific business sites such as metal.com.1 Second, there is sizable variation in outlet characteristics. UniqueVis- itors is the average number of daily unique visitors (in millions) to the outlet’s website during October 2016, as estimated by Amazon’s Alexa web information service. The distribution of unique visitors is highly skewed, with a few outlets clearly dominating in terms of audience reach.

1See Table 3 for the list of websites comprising the samples.

7 Perc.NegWords and Perc.ComplexWords are the proportions of words in a news post from the word lists of Loughran and McDonald (2011) for negative and complex words respectively, averaged over all news posts by an outlet. The average percentage of negative and complex words is con- sistent with other financial texts. For example, the average management discussion and analysis section of a 10-K filing contains 1.5% negative and 0.83% positive words when measured using the financial word lists (Loughran and McDonald, 2011, Table 2). Variation in Perc.NegWords and Perc.ComplexWords is broadly similar between outlets with and without a finance/investing focus. Articles/EA is the average number of articles an outlet writes about an EA. The median of 253 for TotalWords (average number of words in EA-related news posts) suggests that a significant number of outlets issue short summaries, similar to newswire alerts – sometimes automatically generated. Third, given that the sample comprises seven earnings seasons, the median number of covered EAs is low. EAs/Outlet is the number of EAs covered by a news outlet during the sample period, with a median of 14 EAs for non–investment-focused outlets and 39.5 EAs for investment-focused outlets. Both groups of outlets have sizable variation around those low numbers. This result could suggest that immediate coverage of an average EA does not always have a high priority for all investment-focused outlets, even though EAs are generally regarded as the most important recur- ring firm-specific information events.

8 Table 2: News outlet characteristics

Variable N Mean StD P5% P25% P50% P75% P95%

Panel A: Full sample Articles/EA 2128 1.231 0.366 1.000 1.000 1.125 1.294 1.819 EAs/Outlet 2128 89.551 564.551 5.000 8.000 15.000 37.000 235.300 Perc.ComplxWords 2128 21.736 2.991 17.656 19.726 21.461 23.227 27.351 Perc.NegWords 2128 2.086 0.781 0.858 1.602 2.064 2.494 3.494 TotalWords 2128 271.050 99.256 154.962 208.255 252.796 306.662 446.683 UniqueVisitors 1882 176.869 955.526 2.000 3.685 8.748 36.161 723.984 Panel B: Outlets with investment focus Articles/EA 214 1.357 0.498 1.000 1.047 1.197 1.500 1.987 EAs/Outlet 214 363.150 1261.287 5.000 15.000 39.500 145.500 1703.150 Perc.ComplxWords 214 22.513 3.085 18.441 20.781 22.004 23.866 27.587 Perc.NegWords 214 2.157 0.841 1.029 1.673 2.098 2.421 3.580 TotalWords 214 290.001 122.468 161.424 216.007 256.018 336.948 488.540 UniqueVisitors 190 834.181 2152.802 2.000 3.436 12.871 444.910 4704.694 Panel C: Outlets with other focus Articles/EA 1914 1.217 0.345 1.000 1.000 1.125 1.279 1.750 EAs/Outlet 1914 58.960 409.794 5.000 8.000 14.000 33.000 182.350 Perc.ComplxWords 1914 21.649 2.968 17.622 19.652 21.374 23.176 27.267 Perc.NegWords 1914 2.078 0.774 0.847 1.586 2.056 2.513 3.481 TotalWords 1914 268.932 96.121 154.782 207.641 252.342 305.062 435.320 UniqueVisitors 1692 103.058 666.051 2.000 3.729 8.484 32.248 386.790 a The term EAs/Outlet is the number of earnings announcements covered by the news outlet during the sample period; Articles/EA is the average number of articles an outlet write about an EA; and UniqueVisitors is the average number of estimated daily unique visitors (in millions) to the outlet’s website during October 2016, as measured by Amazon’s Alexa web information service. The variables Perc.NegWords, Perc.PosWords), and Pec.ComplexWords are the sums of words from the respective words lists of Loughran and McDonald (2011) for negative, positive, and complex words in financial texts, scaled by the number of words in a news posts and averaged over all news posts of a news outlet. The variable TotalWords is the average number of words in the news posts of a given outlet. Note that two of the 214 news outlets with investment focus are not included in the final investment sample used for estimating the latent audience characteristics, because they cover only EAs with insufficient financial data for the estimation.

9 References

GENTZKOW, M., B. T. KELLY, AND M.TADDY (2017): “Text as data,” National Bureau of Economic Research Working Paper.

LI, F. (2010): “The information content of forward-looking statements in corporate filings–A Naïve Bayesian machine learning approach,” Journal of Accounting Research, 48, 1049–1102.

LOUGHRAN, T. AND B.MCDONALD (2011): “When is a liability not a liability? Textual analysis, dictionaries, and 10–Ks,” The Journal of Finance, 66, 35–65.

MANNING,C.D.,H.SCHÜTZE, ETAL. (1999): Foundations of statistical natural language processing, vol. 999, MIT Press.

WITTEN,I.H.,E.FRANK,M.A.HALL, AND C.J.PAL (2016): Data mining: Practical machine learning tools and techniques, Morgan Kaufmann.

10 Table 3: All websites in the full sample

hampshirechronicle.co.uk prisonplanet.com 1010wcsi.com hanfordsentinel.com prnewswire.co.uk (Inv. Sample) 10thousandcouples.com happi.com prnewswire.com 11alive.com hardforum.com proactiveinvestors.co.uk 12buzz.com hardwarezone.com proactiveinvestors.com 12newsnow.com harrowtimes.co.uk progressiverailroading.com 13newsnow.com hartfordbusiness.com prokerala.com 13wmaz.com harwichandmanningtreestandard.co.uk propertyportalwatch.com 14news.com hastingstribune.com providencejournal.com 1853chairman.com hawaiinewsnow.com prowrestling.com 247wallst.com (Inv. Sample) hawkeyenews.net prowrestling.net 3ders.org healio.com prowrestlingscoops.com 3dprint.com healthcarefinancenews.com (Inv. Sample) prsync.com 3dprintingindustry.com heart.co.uk ptinews.com 4-traders.com helenair.com publicgaming.com 4029tv.com helihub.com publicopiniononline.com 411mania.com hellenicshippingnews.com publicradio.org 570news.com hellforleathermagazine.com publishersmarketplace.com 5ver.com herald-dispatch.com publishersweekly.com 610cktb.com herald-review.com punchng.com 610kvnu.com heraldbulletin.com pv-tech.org 630wpro.com heraldcourier.com pwmania.com 660news.com heralddemocrat.com pwpix.net 680news.com heraldonline.com pwtorch.com 9and10news.com heraldscotland.com pymnts.com 9down.com heraldseries.co.uk q13fox.com 9news.com heraldstandard.com qctimes.com 9to5google.com heraldtribune.com qsrweb.com 9to5mac.com herefordtimes.com questexweb.com 9wsyr.com hexus.net qz.com (Inv. Sample) aajtv.com highlightpress.com radioink.com abc-7.com hillingdontimes.co.uk railroadforums.com abc10.com hindustantimes.com railwayage.com abc15.com hitc.com rajah.com abc17news.com hjnews.com ramocafe.com abc27.com hmenews.com rapidcityjournal.com abc2news.com hngn.com rapidtvnews.com abc7news.com hollywoodreporter.com rappler.com abc7ny.com homemediamagazine.com raygent.com (Inv. Sample) abcactionnews.com hospitalitybusinessnews.com rbr.com (Inv. Sample) abfjournal.com hostingjournalist.com rcpmag.com abqjournal.com hothardware.com rcrwireless.com abs-cbn.com houmatoday.com reactionsnet.com accesswdun.com housingwire.com readingeagle.com accountability-central.com hqcomoxvalley.com realclearpolitics.com acnnewswire.com (Inv. Sample) htrnews.com realscreen.com actionnewsjax.com huffingtonpost.ca recode.net (Inv. Sample) activerain.com huffingtonpost.com (Inv. Sample) record-courier.com adage.com huginonline.com record-eagle.com adamhartung.com i4u.com recorderonline.com adexchanger.com iafrica.com recruiter.co.uk advanced-television.com ibankcoin.com (Inv. Sample) recyclingtoday.com advfn.com ibj.com redding.com advisor.ca ibtimes.co.uk (Inv. Sample) rediff.com adweek.com ibtimes.com (Inv. Sample) redmondmag.com afr.com iclarified.com redmondpie.com afraidtotrade.com (Inv. Sample) icv2.com reflector.com afterdawn.com idahonews.com register-herald.com aftermarketnews.com idahopress.com registercitizen.com aggregateresearch.com idahostatejournal.com registeredrep.com agmetalminer.com (Inv. Sample) idahostatesman.com registerguard.com agprofessional.com idownloadblog.com reporternews.com agriculture.com ifamagazine.com republicofmining.com agrimoney.com (Inv. Sample) ifre.com rermag.com agweb.com igamingbusiness.com reseller.co.nz aimgroup.com ign.com resourceinvestor.com (Inv. Sample) ainonline.com iii.co.uk restaurantnewsresource.com aircargoworld.com ilounge.com retailwire.com airwise.com imnewswatch.com reuters.com (Inv. Sample) ajaxian.com imore.com reversemortgagedaily.com ajc.com impomag.com reviewjournal.com ajot.com in.com rgj.com al.com in2eastafrica.net richmond.com allaccess.com inautonews.com rigzone.com allmediany.com inc.com (Inv. Sample) roanoke.com alltop.com inddist.com rochesterfirst.com allwrestling.com indeonline.com rocketnews.com alphr.com independent.co.uk (Inv. Sample) rockymounttelegram.com

11 altenergystocks.com (Inv. Sample) independentmail.com rogtecmagazine.com alterslash.org independenttribune.com romseyadvertiser.co.uk ambassadorenergy.com india.com royalgazette.com ameinfo.com indiablooms.com rsgclan.com americanbanker.com indiadynamics.com rssmicro.com americanbankingnews.com (Inv. Sample) indiaearnings.com rt.com (Inv. Sample) americaninno.com indiainfoline.com (Inv. Sample) rtable.net americanpublicmedia.org indianagazette.com rttnews.com (Inv. Sample) amsnow.com indianautosblog.com rvbusiness.com anandtech.com indianavending.org rvdailyreport.com (Inv. Sample) andoveradvertiser.co.uk indianexpress.com s-r.com androidauthority.com indiantelevision.com sacbee.com androidcentral.com indiatimes.com sacredheartspectrum.com androidheadlines.com indiatvnews.com safehaven.com anirudhsethireport.com (Inv. Sample) industrytoday.co.uk salemnews.com aol.com (Inv. Sample) industryweek.com salisburyjournal.co.uk ap.org indystar.com salon.com aphnetworks.com inferse.com sandiegouniontribune.com appadvice.com information-management.com santacruzsentinel.com appeal-democrat.com informationweek.com santamariatimes.com appleforums.net informnny.com satelliteguys.us appleinsider.com inforum.com satprnews.com applenapps.com infotechlead.com saukvalley.com apsense.com infoworld.com savannahnow.com arabianbusiness.com inkfreenews.com sbwire.com arabnews.com inkworldmagazine.com schaeffersresearch.com arcticfocus.com ino.com schnitgercorp.com argusleader.com inquirer.net sci-tech-today.com argusmedia.com inquisitr.com sciencedaily.com arkansasbusiness.com insidebrockville.com sciencenewsdaily.org arkansasonline.com insideevs.com scmp.com arstechnica.com insidehalton.com scnow.com artesianews.com insideindianabusiness.com (Inv. Sample) scoop.co.nz asianimage.co.uk insidethegate.com scoopasia.com asiaone.com insidetoronto.com scotsman.com astroawani.com insuranceage.co.uk scvnews.com atmmarketplace.com insurancejournal.com sdbn.org att.com insurancenewsnet.com sddt.com atwonline.com insurancetimes.co.uk sdxcentral.com auburnpub.com intellasia.net seasidecourier.com augusta.com interaksyon.com seattlepi.com augustafreepress.com internationalsupermarketnews.com seattletimes.com aurorasentinel.com inthecapital.com sectorpublishingintelligence.co.uk (Inv. Sample) ausdroid.net investegate.co.uk securityinfowatch.com autoblog.com investerms.com (Inv. Sample) securitysales.com autofinancenews.net investing.com (Inv. Sample) seeitmarket.com (Inv. Sample) automotivedesignline.com investingnews.com (Inv. Sample) segmentnext.com automotiveworld.com investmentnews.com (Inv. Sample) semissourian.com autonews.com investmentwatchblog.com (Inv. Sample) seniorhousingnews.com autoremarketing.com investopedia.com (Inv. Sample) sentinel-standard.com autorentalnews.com investorguide.com (Inv. Sample) sentinelandenterprise.com autospies.com investornewsnow.com (Inv. Sample) seofacts.biz aviationpros.com investorplace.com seriouslymac.com aviationtoday.com investors.com (Inv. Sample) seriouslytech.com avitrader.com investorvortex.com (Inv. Sample) seriouslywallstreet.com (Inv. Sample) avtopro.kz invezz.com (Inv. Sample) serverwatch.com awfulannouncing.com iphonehacks.com sfchronicle.com azcentral.com iphoneheadlines.com sfgate.com azdailysun.com iphoneincanada.ca sfltimes.com azfamily.com iphoneinformer.com sfvbj.com bakersfieldnow.com iphoneroot.com shacknews.com baltimoresun.com iphoneunlocking.co.uk shanghaidaily.com banburycake.co.uk ipodnn.com sharecast.com (Inv. Sample) bandwidthblog.com iraqidinarnews.net shareholdersfoundation.com (Inv. Sample) bangkokpost.com irishexaminer.com sheboyganpress.com bangordailynews.com irishtimes.com shiftcomm.com bankerandtradesman.com (Inv. Sample) ironmountaindailynews.com shipandbunker.com barbadosgazette.com islandpacket.com shop-eat-surf.com barrons.com istockanalyst.com (Inv. Sample) shropshirestar.com baseballnewssource.com istreetwire.com (Inv. Sample) sify.com basildonstandard.co.uk itbusiness.ca silicon.co.uk basingstokegazette.co.uk itbusinessnet.com siliconangle.com battlecreekenquirer.com itclips.net siliconbeat.com baystreet.ca (Inv. Sample) itechpost.com siliconindia.com baytoday.ca itemlive.com siliconrepublic.com bbc.com (Inv. Sample) ithacajournal.com siliconvalley.com bcnn2.com itnewsonline.com simplyhired.com bdnews24.com itpro.co.uk siouxcityjournal.com bdtonline.com itproportal.com siouxlandproud.com beatricedailysun.com itwire.com sitepronews.com beaumontenterprise.com itworld.com sj-r.com

12 beckersasc.com iwradio.co.uk skift.com beckershospitalreview.com jacksonville.com sky.com beckersspine.com jacksonvilleprogress.com skynews.com.au beforeitsnews.com jagran.com slantpoint.com belfasttelegraph.co.uk jalopnik.com slashdot.org bellenews.com jamaicainquirer.com slashgear.com bellinghamherald.com jamestownsun.com slate.com beloitdailynews.com japantoday.com sltrib.com benchmarkmonitor.com (Inv. Sample) jckonline.com smallbiztrends.com (Inv. Sample) bendbulletin.com jerseyeveningpost.com smallcapnetwork.com (Inv. Sample) benefitspro.com jewishbusinessnews.com (Inv. Sample) smartbrief.com benton.org jg-tc.com smdailyjournal.com benzinga.com (Inv. Sample) jhnewsandguide.com softpedia.com bernews.com jobsnhire.com solonews.net (Inv. Sample) bestotc.com joc.com somersetcountygazette.co.uk betanews.com joins.com sootoday.com bettendorf.com journal-news.com soundmoneytips.com (Inv. Sample) bgdailynews.com journalgazette.net southendstandard.co.uk bgr.com journalinquirer.com southkoreanews.net bicesteradvertiser.net journalnow.com southwalesargus.co.uk bicycleretailer.com journalstar.com southwalesguardian.co.uk bidnessetc.com journaltimes.com spaceref.com bigcountryhomepage.com jpupdates.com speakupwny.com bignewsnetwork.com jsonline.com spokesman.com bigtrends.com (Inv. Sample) just-auto.com sportsonesource.com billboard.com just-drinks.com springfieldnewssun.com billingsgazette.com just-food.com sramanamitra.com (Inv. Sample) binarytribune.com just-style.com ssuchronicle.com bing.com justplanenews.com staffingindustry.com bio-medicine.org jutiagroup.com stamfordadvocate.com biodieselmagazine.com kagstv.com standard-journal.com biofuels-news.com kamcity.com standard.co.uk biofuelsdigest.com kansas.com star-telegram.com biofuelsjournal.com kansascity.com staradvertiser.com bioportfolio.com (Inv. Sample) kare11.com stargazette.com biospace.com (Inv. Sample) kashgartimes.com starherald.com biotuesday.ca katc.com starnewsonline.com bismarcktribune.com katu.com startribune.com biv.com kcbd.com startupspace.com bizandtech.net (Inv. Sample) kcby.com statejournal.com bizcommunity.com (Inv. Sample) kcci.com statesman.com bizjournals.com (Inv. Sample) kctv5.com statesville.com biztimes.com kdhnews.com statista.com bizwest.com kdwn.com statude.com blackburnnews.com kearneyhub.com staugustine.com blackchristiannews.com kelo.com sthelensstar.co.uk blackpressusa.com kelownadailycourier.ca stjoechannel.com bloodhorse.com kens5.com stlpublicradio.org bloomberg.com (Inv. Sample) kentucky.com stltoday.com blouinnews.com keprtv.com stockaholics.net (Inv. Sample) blueridgenow.com kesq.com stockbrokers.com bluesnews.com keyt.com stockguru.com (Inv. Sample) bmmagazine.co.uk (Inv. Sample) kgun9.com stockhouse.com (Inv. Sample) bnd.com kgw.com stockmarketwire.com (Inv. Sample) bnn.ca khaleejtimes.com stockpickbloggers.com (Inv. Sample) boating-industry.com khl.com stockpricesnow.com boatingindustry.com khou.com storagenewsletter.com bonnercountydailybee.com khq.com straitstimes.com bostonglobe.com kidderminstershuttle.co.uk strategyonline.ca bostonherald.com kidscreen.com streetauthority.com (Inv. Sample) bostonherlad.com kimatv.com streetfightmag.com bournemouthecho.co.uk kimt.com streetinsider.com (Inv. Sample) boxden.com king5.com streetregister.com (Inv. Sample) bozemandailychronicle.com kion546.com stripes.com bradfordera.com kiro7.com stuff.co.nz brainerddispatch.com kitguru.net subseaworldnews.com braintreeandwithamtimes.co.uk kitsapsun.com sun-sentinel.com bramptonguardian.com kivitv.com sungazette.com brand-name-coupons.com kjonline.com sunherald.com brandchannel.com kjrh.com suntimes.com brandonsun.com klewtv.com supermarketnews.com breakingnews.com (Inv. Sample) klfy.com surreycomet.co.uk breakingtravelnews.com kltv.com sweetcrudereports.com breakingviews.com (Inv. Sample) kmbc.com swindonadvertiser.co.uk brecorder.com kmov.com swineweb.com breitbart.com (Inv. Sample) knoxnews.com swtimes.com brentwoodlive.co.uk knutsfordguardian.co.uk syracuse.com brianbrown.net koaa.com sys-con.com bridportnews.co.uk koamtv.com taipeitimes.com briefing.com (Inv. Sample) koat.com takesontech.com briefingwire.com koin.com talkandroid.com

13 broadbandtvnews.com kokomotribune.com talkbusiness.net (Inv. Sample) broadcastingcable.com komonews.com talkincloud.com broadcastnewsroom.com koreaittimes.com talkingbiznews.com (Inv. Sample) brobible.com kpic.com talkingnewmedia.com brotips.com kplctv.com talkofliberty.com browncafe.com kplu.org tamebay.com brownpenguin.com kptv.com tampabay.com brownsvilleherald.com kpvi.com tass.ru bt.com krcrtv.com tbivision.com bucksfreepress.co.uk krdo.com tbo.com buffalonews.com krem.com tboextra.com bullfax.com krmg.com tcpalm.com burlingtoncountytimes.com krqe.com tdn.com burnhamandhighbridgeweeklynews.co.uk krvn.com techadvisor.co.uk business-reporter.co.uk (Inv. Sample) ksat.com techcrunch.com business-standard.com (Inv. Sample) ksbw.com techeye.net business2community.com ksby.com techfrag.com businessdayonline.com ksdk.com techgig.com businessexaminer.com (Inv. Sample) kshb.com techi.com businessinsavannah.com ksn.com techindia.info businessinsider.com (Inv. Sample) kspr.com techinvestornews.com (Inv. Sample) businessinsurance.com kstp.com techjockey.net businessnorth.com kswo.com technewsplus.com businessoffashion.com ktar.com technobuffalo.com businesspress24.com (Inv. Sample) kten.com technutty.co.uk businessrecord.com kticradio.com techpowerup.com businessreport.com (Inv. Sample) ktre.com techradar.com businessreviewusa.com (Inv. Sample) ktul.com techreport.com businesswire.com (Inv. Sample) ktuu.com techspot.com buzzfeed.com (Inv. Sample) ktvb.com techtarget.com (Inv. Sample) cablefax.com ktvn.com techtimes.com cabotwealth.com (Inv. Sample) ktvo.com techuncovered.com cachevalleydaily.com ktvq.com techvibes.com caledonenterprise.com ktvu.com techworld.com calgaryherald.com ktvz.com techyville.com calvinayre.com ktxs.com telecomlead.com campaignlive.co.uk kurthanson.com telecompaper.com canada.com kutv.com telecomramblings.com canadianbusiness.com (Inv. Sample) kval.com telecoms.com canadianbusinessjournal.ca (Inv. Sample) kvia.com telecomtv.com canadianmanufacturing.com kvor.com telegeography.com canadianunderwriter.ca kvue.com telegram.com canindia.com kwch.com telegraph.co.uk (Inv. Sample) canoe.ca kwqc.com telegraphherald.com cantechletter.com kwwl.com telegraphindia.com cantonrep.com kxan.com telenewswire.com capitalgrio.com kxly.com teleread.com capitalpress.com ky3.com telstra.com.au caribbeanfinancials.com kztv10.com tewkesburyadmag.co.uk carrollcountytimes.com labusinessjournal.com texarkanagazette.com casinocitytimes.com lacrossetribune.com the-digital-reader.com castanet.net laht.com the-dispatch.com cathnewsindia.com lakeplacidnews.com the-japan-news.com cattlenetwork.com lancashiretelegraph.co.uk the-messenger.com cbc.ca (Inv. Sample) lancasteronline.com theadvocate.com cbronline.com lansingstatejournal.com theartofservice.com cbs2iowa.com lasvegasnvblog.com thebangladeshtoday.com cbs7.com lasvegassun.com theblaze.com cbslocal.com latesttoy.com theboltonnews.co.uk cbsnews.com (Inv. Sample) latimes.com (Inv. Sample) thebookseller.com ccjdigital.com leadercall.com thebusinessjournal.com (Inv. Sample) cdapress.com leaderpost.com thecourierexpress.com cdiver.net leadertelegram.com thedailystar.com cedmagazine.com leapleaf.com thedailystar.net centralillinoisproud.com learnbonds.com (Inv. Sample) thedailytimes.com centraljersey.com learningandfinance.com (Inv. Sample) theday.com cfo.com (Inv. Sample) ledger-enquirer.com thedenverchannel.com cfra.com ledinside.com thedetroitbureau.com chainstoreage.com legitreviews.com thedetroitsportssite.com channel3000.com lendingsocially.com thedickinsonpress.com channelnewsasia.com lethbridgeherald.com thedomains.com channelnomics.com lewistownsentinel.com thedrum.com channelpartnersonline.com lex18.com theeagle.com channelweb.co.uk lfpress.com theepochtimes.com charleston.net libn.com theferrarigroup.com charlotteobserver.com lightreading.com thefilmpilgrim.com chattanoogan.com lightwaveonline.com thefinancialexpress-bd.com chelmsfordweeklynews.co.uk limaohio.com thefinancialexpress-bd.info (Inv. Sample) chem.info lincolncourier.com thefiscaltimes.com (Inv. Sample) chicagotribune.com live5news.com theflyonthewall.com (Inv. Sample) chieftain.com livemint.com thefrontierpost.com

14 chillicious.com (Inv. Sample) livenewstrend.com thegardenisland.com chillicothetimesbulletin.com livetradingnews.com (Inv. Sample) thegazette.com chinapost.com lmtonline.com theglobeandmail.com chinatopix.com lngindustry.com theguardian.com (Inv. Sample) chippewa.com local10.com thehill.com chosun.com localnews8.com thehimalayantimes.com christiannewstoday.com lodinews.com thehindu.com chron.com logisticsmgmt.com thehindubusinessline.com chroniclejournal.com lompocrecord.com thehotpennystocks.com cincinnati.com londonlovesbusiness.com thehour.com cio-asia.com (Inv. Sample) longisland.com theindependent.com cio-today.com (Inv. Sample) loopinsight.com theindianrepublic.com cio.com (Inv. Sample) lordsofpain.net theinquirer.net ciol.com (Inv. Sample) louisvilleblogs.com theinsidekorea.com citifmonline.com lowellsun.com theintell.com citrite.org lse.co.uk theiraqidinar.com cityam.com m2mzone.com thejakartapost.com cj7.co.uk macblogger.net thelancasterandmorecambecitizen.co.uk cjonline.com macblogz.com theledger.com clactonandfrintongazette.co.uk macdailynews.com themalaymailonline.com claremoreprogress.com macnn.com themalaysianinsider.com clarksons.net macobserver.com themeshreport.com (Inv. Sample) cleantechnica.com macombdaily.com themonitor.com cleveland.com macon.com themorningsun.com click2houston.com macrumors.com themreport.com (Inv. Sample) clickondetroit.com macstories.net thenewstribune.com clickorlando.com macworld.co.uk thenextdigit.com climbthenet.com macworld.com thenextweb.com clintonherald.com madison.com thenigerianvoice.com cloudpro.co.uk magicvalley.com thenorthernecho.co.uk clubindustry.com malaysiandigest.com thenorthwestern.com cnbc.com (Inv. Sample) maldonandburnhamstandard.co.uk theolympian.com cnet.com malwaretips.com thepacker.com cnn.com (Inv. Sample) managementtoday.co.uk thepeninsulaqatar.com cnsnews.com mangalorean.com thepoultrysite.com cnycentral.com manitobacooperator.ca theprovince.com coatingsworld.com manufacturing.net thepublicopinion.com cobizmag.com manufacturingchemist.com therakyatpost.com columbiadailyherald.com manxradio.com therealdeal.com columbian.com marcellusdrilling.com therecord.com columbiantalk.com mariettatimes.com theregister.co.uk columbustelegram.com marinelink.com therepublic.com commentcamarche.net marinelog.com thespec.com commercialappeal.com marketbeat.com thestar.com commercialrecord.com marketingland.com thestarphoenix.com complex.com marketingweek.com thestate.com compoundsemiconductor.net marketintelligencecenter.com (Inv. Sample) thestreet.com (Inv. Sample) computerweekly.com marketnewscall.com (Inv. Sample) thesunchronicle.com computerworld.co.nz marketplace.org (Inv. Sample) thetandd.com computerworld.com marketrealist.com (Inv. Sample) thetelecomblog.com computerworlduk.com marketreport.org (Inv. Sample) thetelegraphandargus.co.uk computing.co.uk marketwatch.com (Inv. Sample) thetimesnews.com comunicati.net marketwired.com (Inv. Sample) thetruthaboutcars.com consumerelectronicsnet.com marshallindependent.com thevarguy.com consumerist.com maryvilledailyforum.com theverge.com convergedigest.com mashable.com thevideoink.com corvetteforum.com massdevice.com thewestmorlandgazette.co.uk cosmeticsbusiness.com masshightech.com (Inv. Sample) thewhir.com counton2.com masslive.com thewillnigeria.com courant.com matrix-e.com theworldlink.com courier-journal.com mauinow.com theworldofisaac.com courier-tribune.com maxblog.com thewrap.com courierpress.com mbtmag.com thezimbabwemail.com cp24.com mcall.com thinkadvisor.com cpbj.com mcvpacific.com thinq.co.uk cpp-luxury.com mcvuk.com thisislocallondon.co.uk cq.com mdjonline.com thisismoney.co.uk crainscleveland.com meatpoultry.com thisisthewestcountry.co.uk crainsnewyork.com mecktimes.com thv11.com craveonline.com medgadget.com tickerreport.com (Inv. Sample) crescent-news.com media-saver.com tidbits.com crm-daily.com medianama.com tilingnews.co.uk crmbuyer.com mediapost.com time.com (Inv. Sample) crn.com mediawiredaily.com times-series.co.uk crossingwallstreet.com (Inv. Sample) medicalxpress.com timesargus.com crwefinance.com medicinehatnews.com timesbulletin.com crwenewswire.com medium.com (Inv. Sample) timescall.com csimagazine.com medworm.com timescolonist.com csmonitor.com memeburn.com timesfreepress.com cspdailynews.com memphisdailynews.com timesleader.com cstoredecisions.com menafn.com timesleaderonline.com

15 ctpost.com mercedsunstar.com timesnews.net ctrlhelp.com mercurynews.com timesofmalta.com ctvnews.ca mesalliance.org timesofoman.com cugop.org messenger-inquirer.com timesofsandiego.com cumberlink.com messengernewspapers.co.uk timesonline.com currentargus.com metal.com timesreporter.com cxotoday.com metromix.com timesunion.com daijiworld.com miamiherald.com tirebusiness.com daily-chronicle.com mid-day.com tirereview.com daily-sun.com middleastpost.com tmcnet.com dailyadvance.com middletownpress.com tnaheadlines.com dailyamerican.com military-technologies.net tnooz.com dailycaller.com millionairecorner.com (Inv. Sample) tobacco.org dailycamera.com mining.com tobaccoreporter.com dailycomet.com mininggazette.com todayonline.com (Inv. Sample) dailydot.com miningweekly.com todaystrucking.com dailyecho.co.uk mirror.co.uk toledoblade.com dailyfreeman.com mis-asia.com topequitynews.com (Inv. Sample) dailyfx.com missoulian.com toptechnews.com dailyherald.com mix96.co.uk torontosun.com dailyitem.com mlive.com torquenews.com dailyjournal.net mmapayout.com totaltele.com dailyjournalonline.com mmm-online.com totme.com dailyleaderextra.com mobile-tech-today.com townhall.com dailymail.co.uk (Inv. Sample) mobilebusinessbriefing.com toynewsmag.com dailypolitical.com mobilemarketingmagazine.co.uk tradearabia.com dailypress.com mobilenewscwp.co.uk tradeindia.com (Inv. Sample) dailypress.net mobileosnews.com tradememe.com dailyprogress.com mobilesyrup.com tradeonlytoday.com dailyrecord.com mobiletechreview.com traderplanet.com (Inv. Sample) dailytechrag.com mobyaffiliates.com tradershuddle.com (Inv. Sample) dailytradealert.com (Inv. Sample) modbee.com tradersmagazine.com (Inv. Sample) dailytribune.com moderngraham.com (Inv. Sample) tradingfloor.com (Inv. Sample) dailywitness.com modernhealthcare.com trailer-bodybuilders.com dairyherd.com modernreaders.com travelagentcentral.com dallasnews.com moderntiredealer.com travelpulse.com daringfireball.net modestmoney.com (Inv. Sample) travelweekly.co.uk datacenterknowledge.com mondovisione.com travelweekly.com datacentertalk.com money.ca (Inv. Sample) trb.com datamation.com moneyam.com trefis.com daytondailynews.com moneycontrol.com (Inv. Sample) trendinside.com dazeinfo.com moneymorning.com (Inv. Sample) trentonian.com dcprogressive.org moneyweb.co.za tri-cityherald.com dcvelocity.com monitordaily.com triathlonbusiness.com dddmag.com monroenews.com trib.com deadline.com montereyherald.com tribbleagency.com dealernews.com montrealgazette.com triblive.com deccanchronicle.com mooremarketintelligence.com tribtown.com defensedaily.com morganton.com tristatehomepage.com delawareonline.com morning-times.com truckinginfo.com delhidailynews.com morningjournal.com truebluetribune.com (Inv. Sample) delicious.com morningnewsusa.com trunews.com democratandchronicle.com morningstar.co.uk trust.org denverpost.com morningstar.com (Inv. Sample) trustedreviews.com design-reuse.com mortgagenewsdaily.com ttnews.com desmoinesregister.com motorcycle-usa.com tubefilter.com detroitnews.com moultonadvertiser.com tucson.com devicedaily.com mpo-mag.com tulsaworld.com digg.com mprnews.org turnto10.com digitalcommerce360.com mrt.com turnto23.com digitaljournal.com msbusiness.com tuscaloosanews.com digitalspy.com msn.com tvnewscheck.com digitalstrategyconsulting.com msnewsnow.com tvweek.com digitaltrends.com mspmentor.net tweaktown.com digitaltveurope.net mtstandard.com twice.com digitaltvnews.net multichannel.com twincities.com digitimes.com multichannelmerchant.com twnpnews.com disneycruiselineblog.com muscatinejournal.com twsbiz.com dispatch.com musically.com twst.com dividend.com (Inv. Sample) musicweek.com typepad.com djournal.com muskogeephoenix.com tyrepress.com dmnews.com muskokaregion.com ualrpublicradio.org dmreview.com myandroidchief.com ubergizmo.com dnaindia.com myarklamiss.com ulitzer.com dnronline.com mychamplainvalley.com uncommonwisdomdaily.com doctorshangout.com mydigitalfc.com undercurrentnews.com domain-b.com (Inv. Sample) myheadlinez.com unstrung.com domaining.com myiris.com (Inv. Sample) updatednews.com domainnamewire.com mykawartha.com upi.com dominicagazette.com mynews13.com upnorthlive.com dorsetecho.co.uk mynews4.com uppermichiganssource.com

16 dothanfirst.com mynorthwest.com upstreamonline.com dredgingtoday.com myrtlebeachonline.com urbanchristiannews.com drjoewebb.com mysanantonio.com urbaninsite.com droitwichadvertiser.co.uk mysinchew.com urbannews.biz drudgereportarchives.com mystateline.com usatoday.com (Inv. Sample) drugstorenews.com mytwintiers.com usglassmag.com dslreports.com myvegasscene.com usnews.com (Inv. Sample) dsnews.com mywabashvalley.com utne.com dualshockers.com naharnet.com v3.co.uk dubaieye1038.com namebee.com vagazette.com durangoherald.com nanotechnews.com valleymorningstar.com durhamadvertiser.co.uk naplesnews.com valleynewslive.com durhamregion.com nasdaq.com valuenotes.biz dvhardware.net nashuatelegraph.com valuewalk.com (Inv. Sample) dwmmag.com nashvilleledger.com vancouversun.com eaglefordshale.com nashvillepost.com vanityfair.com earthlink.net nationalmortgagenews.com vantagewire.ca eastbaytimes.com nationalpost.com variety.com easterniowanewsnow.com nationmultimedia.com vccircle.com (Inv. Sample) eastpeoriatimescourier.com natmonitor.com vcpost.com (Inv. Sample) easynewsweb.com naturalgasintel.com vcstar.com ecnmag.com naturalhealthforchristians.com vendingmarketwatch.com ecombiz.biz nbc-2.com venturebeat.com (Inv. Sample) ecommerce-journal.com nbc24.com verticalmag.com ecommercetimes.com nbc25news.com vg247.com econintersect.com nbc4i.com vgchartz.com edgemedianetwork.com nbcbayarea.com videonuze.com edmontonjournal.com nbcchicago.com vindy.com edmontonsun.com nbcconnecticut.com virtual-strategy.com eetimes.com nbcdfw.com virtualizationconference.com efinancehub.com (Inv. Sample) nbcmontana.com virtualizationreview.com efinancialcareers.com nbcnews.com (Inv. Sample) visitriodejaneiro2016.com efinancialnews.com (Inv. Sample) nbcnewyork.com vmware.com einnews.com nbr.co.nz vnu.net electricenergyonline.com nbr.com (Inv. Sample) vnunet.com electrogeek.com ndtv.com vosizneias.com elkharttruth.com necn.com vrworld.com elkodaily.com neowin.net wacotrib.com elpasoinc.com netsuite.com wafb.com elpasotimes.com networkworld.com waff.com elvis.com networkworldme.com walb.com emarketsdaily.com (Inv. Sample) newarkadvocate.com wallstreetdaily.com (Inv. Sample) emirates247.com newcanaannewsonline.com wallstreetpit.com (Inv. Sample) empowerednews.net newgamenetwork.com wallstreetsectorselector.com (Inv. Sample) enca.com newhope.com wallstreetsheet.com (Inv. Sample) energy-daily.com newindianexpress.com waltonian.com energyglobal.com neworleanscitybusiness.com wandsworthguardian.co.uk engadget.com newratings.com (Inv. Sample) wandtv.com enidnews.com news-gazette.com wane.com enterprisenetworkingplanet.com news-journalonline.com wangshappytrading.com enterprisetech.com news-leader.com wardsauto.com entrepreneur.com (Inv. Sample) news-medical.net washingtonexaminer.com epmag.com news-press.com washingtonpost.com (Inv. Sample) epochtimes.com news-sentinel.com washingtontimes.com eprretailnews.com news1130.com waste360.com equipmentworld.com news12.com watchlistnews.com (Inv. Sample) equities.com (Inv. Sample) news18.com wave3.com erienewsnow.com news3lv.com wavy.com esbtrib.com news4jax.com wbal.com eteknix.com news5cleveland.com wbaltv.com etfdailynews.com (Inv. Sample) news8000.com wbap.com etftrends.com news9.com wbay.com ethanolproducer.com newsadvance.com wbjournal.com eturbonews.com newsbug.info wboc.com euroinvestor.com newschannel10.com wbrc.com euronews.com (Inv. Sample) newschief.com wbtv.com eveningexpress.co.uk newsday.com wbtw.com eveningsun.com newser.com wccftech.com evertiq.com newsfactor.com wcfcourier.com ewallstreeter.com (Inv. Sample) newshour24.com wcnc.com eweekeurope.co.uk newshub.co.nz wcpo.com ewrestlingnews.com newslocker.com wcsh6.com examiner.com newslookup.com wcti12.com exchange4media.com newsmax.com wcyb.com exchangewire.com (Inv. Sample) newsobserver.com wdam.com express.co.uk newsok.com wdbj7.com expressandstar.com newson6.com wdef.com expressbpd.com newsonfeeds.com wdsu.com fa-mag.com newspressnow.com wdtimes.com fairfieldcitizenonline.com newstimes.com wealthmanagement.com (Inv. Sample) fastcasual.com newstribune.com webnewswire.com

17 fastcompany.com (Inv. Sample) newswest9.com webplanete.net fayobserver.com newswire.ca (Inv. Sample) webpronews.com fi-magazine.com (Inv. Sample) newswire.com wect.com fiat500owners.com newsy.com westernjournalism.com fibre2fashion.com nhregister.com westernmassnews.com fidaily.com (Inv. Sample) nightwing2303.com westernslopenow.com fiercecable.com nikkei.com (Inv. Sample) westfaironline.com fiercehealthcare.com ning.com westfieldrepublican.com fierceiptv.com nj1015.com westport-news.com fiercepharma.com njbiz.com westviewonline.com fiercetelecom.com njherald.com wfaa.com fiercewireless.com nola.com wfla.com fin24.com (Inv. Sample) nonpareilonline.com wfmj.com finalternatives.com northernsounds.com wfmynews2.com finance-commerce.com northjersey.com wfmz.com financemagnates.com northlakecapital.com (Inv. Sample) wfsb.com financial-planning.com northumberlandnews.com wftv.com financialeveryday.com (Inv. Sample) northwestgeorgianews.com wfxl.com financialexpress.com (Inv. Sample) norwichbulletin.com wgmd.com financialnews-us.com (Inv. Sample) nrn.com wgowam.com financialnewsusa.com (Inv. Sample) nutritioninsight.com wgrz.com financialnirvana.com (Inv. Sample) nwaonline.com wgsn.com financialpost.com (Inv. Sample) nwherald.com whas11.com finchannel.com (Inv. Sample) nwitimes.com whatreallyhappened.com findata.co.nz nwsource.com whatsnextrmi.com finextra.com (Inv. Sample) nydailynews.com whattheythink.com firstcoastnews.com nypost.com whig.com firstdroid.com nytimes.com (Inv. Sample) whio.com firstpost.com nzcity.co.nz whlt.com floridatoday.com nzherald.co.nz whtc.com fltimes.com oaoa.com wiltshirebusinessonline.co.uk fonearena.com observer-reporter.com wiltshiretimes.co.uk food-business-review.com ocbj.com (Inv. Sample) windowscentral.com foodbusinessnews.net ocregister.com windsorstar.com fooddive.com odt.co.nz winonadailynews.com foodingredientsfirst.com odwyerpr.com winrumors.com foodnavigator-usa.com officenewswire.com winsfordguardian.co.uk fool.ca (Inv. Sample) offshoreenergytoday.com wired.co.uk fool.co.uk ogj.com wired.com fool.com (Inv. Sample) ohio.com wirelessjobs.com forbes.com (Inv. Sample) oilandgasinvestor.com wirelessnewsfactor.com forconstructionpros.com oilandgaspress.com wirelessweek.com fordinsidenews.com oilprice.com wirralglobe.co.uk forextv.com oilpro.com wiscnews.com fortune.com (Inv. Sample) oilvoice.com wisconsinagconnection.com fortworthbusiness.com oleantimesherald.com wishtv.com forumsee.com omaha.com wistv.com fox11online.com oneclicksportsnow.com witneygazette.co.uk fox13memphis.com oneclimate.net wivb.com fox19.com onenewspage.com wjbf.com fox21news.com onlineathens.com wjcl.com fox23.com onlinenewswebsite.com wjla.com fox40.com onlinesentinel.com wjtv.com fox6now.com onlinetradersforum.com (Inv. Sample) wkbw.com fox8live.com onlysoftwareblog.com wkrg.com foxbaltimore.com onmsft.com wkyc.com foxbusiness.com (Inv. Sample) onwallstreet.com wlbz2.com foxnews.com (Inv. Sample) onyourweb.com wlfi.com foxrio2.com openpr.com wlns.com franchiseherald.com opptrends.com wlos.com fredericknewspost.com optics.org wlox.com fredericksburg.com orangeville.com wlsam.com fredonialeader.com oregonlive.com wltx.com freemalaysiatoday.com originalsignal.com wltz.com freep.com orlandosentinel.com wmbfnews.com freepressseries.co.uk orthospinenews.com wmur.com freerepublic.com otcmarkets.com wncn.com fremonttribune.com ourlondon.ca wnct.com frenchtribune.com ourmidland.com wnem.com frenzytech.info ourquadcities.com wnewsj.com freshbusinessthinking.com (Inv. Sample) ourwindsor.ca wnmtradio.com freshfruitportal.com outlookindia.com woodallscm.com freshgreenmedia.com overtheair.biz woodworkingnetwork.com freshplaza.com oxfordmail.co.uk wopular.com fresnobee.com oxfordtimes.co.uk worcesternews.co.uk fromthetrenchesworldreport.com (Inv. Sample) ozarksfirst.com worldmaritimenews.com ft.com (Inv. Sample) pacbiztimes.com worldnewsviews.com ftcpublications.com pahomepage.com worldoil.com fudzilla.com pakwatan.com worldpressonline.com furnituretoday.com palebluenews.co.uk worldscreen.com futuresmag.com palmbeachpost.com wpbf.com

18 fxnewscall.com (Inv. Sample) panarmenian.net wpri.com gainerstoday.com pando.com wptv.com gainesville.com pangamers.com wpxi.com galaxystocks.com (Inv. Sample) pantagraph.com wqad.com galvnews.com paperindex.com wral.com gamasutra.com parkrecord.com wraltechwire.com gamedev.net parrysound.com wrcbtv.com gameinformer.com pbn.com wrestlescoop.com gamesindustry.biz pcgamer.com wrestlezone.com gamespot.com pcmag.com wrestling-online.com gantdaily.com pcr-online.biz wrestlingattitude.com garagesalepreview.com pctechmag.com wrestlinginc.com gasworld.com pcworld.co.nz wrex.com gazette-news.co.uk pcworld.com wric.com gazette.com pddnet.com wsau.com gcaptain.com pehub.com wsav.com gcmagazine.co.uk pekintimes.com wsbradio.com gdnonline.com pennenergy.com wsbt.com geekfest.com penton.com wsbtv.com geekwire.com perspicacious.co.uk wset.com geeky-gadgets.com petethewalrus.com wsfa.com genengnews.com petoskeynews.com wsiltv.com gerweck.net petroglobalnews.com wsj.com (Inv. Sample) ghanamma.com pharmaleaders.com wsls.com gizbot.com pharmatimes.com wsmv.com gizmodo.com pharmpro.com wsoctv.com globalmeatnews.com philenews.com wspa.com globalnews.ca philly.com wtaq.com globenewswire.com phillymag.com wthitv.com globest.com philstar.com wthr.com gmauthority.com phonearena.com wtma.com gminsidenews.com phonedog.com wtnh.com go.com (Inv. Sample) photonics.com wtol.com godanriver.com phys.org wtop.com goerie.com pjstar.com wtsp.com goldsilver.com (Inv. Sample) plant.ca wtva.com gomarcellusshale.com plasticsnews.com wtvm.com gomn.com platts.com (Inv. Sample) wtvr.com gosanangelo.com pmlive.com wusa9.com goshennews.com poandpo.com wwd.com goupstate.com pocket-lint.com wwlp.com govconwire.com pocketlist.com wwltv.com govtslaves.info pocketnow.com wxyz.com gpsbusinessnews.com politico.com wzronline.com grainews.ca poorlymade.com wzzm13.com greenevillesun.com popherald.com xn4.org greenfieldreporter.com popjisyo.com xtra.co.nz greensboro.com porknetwork.com xtremesystems.org greentechmedia.com post-gazette.com xtreview.com greenwichcitizen.com postandcourier.com yakimaherald.com greenwichtime.com postbulletin.com yankton.net grenadachronicle.com poststar.com ydr.com gsmarena.com pottsmerc.com yorkpress.co.uk guardian-series.co.uk poughkeepsiejournal.com yorkregion.com guardian.ng powersportsbusiness.com yourerie.com guelphmercury.com poynter.org yourlocalguardian.co.uk guerillastocktrading.com (Inv. Sample) prairiebusinessmagazine.com zacks.com (Inv. Sample) guernseypress.com pressconnects.com zagasi.com gulf-times.com pressdemocrat.com zawya.com (Inv. Sample) gulfnews.com pressherald.com zdnet.com gurufocus.com (Inv. Sample) pressofatlanticcity.com zenopa.com haaretz.com pressreleasepoint.com zerohedge.com (Inv. Sample) hackintosh.org presstelegram.com zolmax.com (Inv. Sample) haitigazette.com prestwichandwhitefieldguide.co.uk zoobos.com halsteadgazette.co.uk princegeorgecitizen.com

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