From 742eaaa4ba40dde9d581994005e7533f805533c7 Mon Sep 17 00:00:00 2001 From: tatsatx Date: Thu, 14 May 2020 11:01:00 -0400 Subject: [PATCH] ML Book Code- Cleaner version --- .../Data/Project6500.csv | 9471 ++++ .../Data/lexicon_data/stock_lex.csv | 20551 ++++++++ ...entimentAnalysisBasedTradingStrategy.ipynb | 3594 ++ .../DigitalAssistant-chat-bot.ipynb | 596 + .../financial_ratio_adapter.py | 141 + .../10K.pdf | Bin 0 -> 3699293 bytes .../DocumentSummarization.ipynb | 740 + .../Finance10k.txt | 41967 ++++++++++++++++ .../NLP-MasterTemplate.ipynb | 1447 + .../StockPricePrediction.ipynb | 1766 + .../DerivativesPricing.ipynb | 1453 + .../InputData.csv | 4811 ++ .../InvestorRiskToleranceAndRoboAdvisor.ipynb | 1359 + .../SP500Data.csv | 449 + .../Sample-Robo Advisor.ipynb | 715 + .../finalized_model.sav | Bin 0 -> 3373036 bytes .../YieldCurvePrediction.ipynb | 2978 ++ .../Regression-MasterTemplate.ipynb | 0 .../FraudDetection.ipynb | 1962 + .../LoanDefaultProbability.ipynb | 2588 + .../BitcoinTradingStrategy.ipynb | 2119 + .../Types.png | Bin 0 -> 72041 bytes .../CodeCogsEqn (2).gif | Bin 0 -> 3067 bytes ...oManagementRiskToleranceRiskAppetite.ipynb | 1648 + .../german_credit_data.csv | 1001 + .../Dow_adjcloses.csv | 4805 ++ .../PortfolioManagementEigen Portfolio.ipynb | 2208 + .../SwapData.csv | 4079 ++ .../YieldCurveConstruction.ipynb | 1388 + ...BitcoinTradingEnhancingSpeedAccuracy.ipynb | 2239 + ...mensionalityReduction-MasterTemplate.ipynb | 1930 + .../ClusteringForPairsTrading.ipynb | 2237 + .../Fetching the Data.ipynb | 137 + .../SP500Data.csv | 449 + ...rtfolioManagementClusteringInvestors.ipynb | 1460 + .../ProcessedData.xlsx | Bin 0 -> 202384 bytes .../HierarchicalRiskParity.ipynb | 1398 + .../SP500Data.csv | 449 + .../Clustering-MasterTemplate.ipynb | 2587 + .../Dow_adjcloses.csv | 4805 ++ ...orcementLearningBasedTradingStrategy.ipynb | 1930 + .../data/SP500.csv | 2517 + .../data/^GSPC.csv | 2516 + .../DerivativesHedging.ipynb | 1153 + .../PortfolioOptimization.ipynb | 2590 + .../data/data.csv | 2516 + 46 files changed, 144749 insertions(+) create mode 100644 Chapter 10 - Natural Language Processing/Case Study 1 - NLP and Sentiments Analysis based Trading Strategy/Data/Project6500.csv create mode 100644 Chapter 10 - Natural Language Processing/Case Study 1 - NLP and Sentiments Analysis based Trading Strategy/Data/lexicon_data/stock_lex.csv create mode 100644 Chapter 10 - Natural Language Processing/Case Study 1 - NLP and Sentiments Analysis based Trading Strategy/NLPandSentimentAnalysisBasedTradingStrategy.ipynb create mode 100644 Chapter 10 - Natural Language Processing/Case Study 2 - Digital Assistant-chat-bots/DigitalAssistant-chat-bot.ipynb create mode 100644 Chapter 10 - Natural Language Processing/Case Study 2 - Digital Assistant-chat-bots/financial_ratio_adapter.py create mode 100644 Chapter 10 - Natural Language Processing/Case Study 3 - Documents Summarization/10K.pdf create mode 100644 Chapter 10 - Natural Language Processing/Case Study 3 - Documents Summarization/DocumentSummarization.ipynb create mode 100644 Chapter 10 - Natural Language Processing/Case Study 3 - Documents Summarization/Finance10k.txt create mode 100644 Chapter 10 - Natural Language Processing/NLP-MasterTemplate.ipynb create mode 100644 Chapter 5 - Sup. Learning - Regression and Time Series models/Case Study 1 - Stock Price Prediction/StockPricePrediction.ipynb create mode 100644 Chapter 5 - Sup. Learning - Regression and Time Series models/Case Study 2 - Derivatives Pricing/DerivativesPricing.ipynb create mode 100644 Chapter 5 - Sup. Learning - Regression and Time Series models/Case Study 3 - Investor Risk Tolerance and Robo-advisors/InputData.csv create mode 100644 Chapter 5 - Sup. Learning - Regression and Time Series models/Case Study 3 - Investor Risk Tolerance and Robo-advisors/InvestorRiskToleranceAndRoboAdvisor.ipynb create mode 100644 Chapter 5 - Sup. Learning - Regression and Time Series models/Case Study 3 - Investor Risk Tolerance and Robo-advisors/SP500Data.csv create mode 100644 Chapter 5 - Sup. Learning - Regression and Time Series models/Case Study 3 - Investor Risk Tolerance and Robo-advisors/Sample-Robo Advisor.ipynb create mode 100644 Chapter 5 - Sup. 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Learning - Dimensionality Reduction/CaseStudy2 - Yield Curve Construction and Interest Rate Modeling/YieldCurveConstruction.ipynb create mode 100644 Chapter 7 - Unsup. Learning - Dimensionality Reduction/CaseStudy3 -Bitcoin Trading - Enhancing Speed and accuracy/BitcoinTradingEnhancingSpeedAccuracy.ipynb create mode 100644 Chapter 7 - Unsup. Learning - Dimensionality Reduction/DimensionalityReduction-MasterTemplate.ipynb create mode 100644 Chapter 8 - Unsup. Learning - Clustering/Case Study1 - Clustering for Pairs Trading/ClusteringForPairsTrading.ipynb create mode 100644 Chapter 8 - Unsup. Learning - Clustering/Case Study1 - Clustering for Pairs Trading/Fetching the Data.ipynb create mode 100644 Chapter 8 - Unsup. Learning - Clustering/Case Study1 - Clustering for Pairs Trading/SP500Data.csv create mode 100644 Chapter 8 - Unsup. 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Learning - Clustering/Dow_adjcloses.csv create mode 100644 Chapter 9 - Reinforcement Learning/Case Study 1 - Reinforcement Learning based Trading Strategy/ReinforcementLearningBasedTradingStrategy.ipynb create mode 100644 Chapter 9 - Reinforcement Learning/Case Study 1 - Reinforcement Learning based Trading Strategy/data/SP500.csv create mode 100644 Chapter 9 - Reinforcement Learning/Case Study 1 - Reinforcement Learning based Trading Strategy/data/^GSPC.csv create mode 100644 Chapter 9 - Reinforcement Learning/Case Study 2 - Derivatives Hedging/DerivativesHedging.ipynb create mode 100644 Chapter 9 - Reinforcement Learning/Case Study 3 - Portfolio Optimization/PortfolioOptimization.ipynb create mode 100644 Chapter 9 - Reinforcement Learning/Case Study 3 - Portfolio Optimization/data/data.csv diff --git a/Chapter 10 - Natural Language Processing/Case Study 1 - NLP and Sentiments Analysis based Trading Strategy/Data/Project6500.csv b/Chapter 10 - Natural Language Processing/Case Study 1 - NLP and Sentiments Analysis based Trading Strategy/Data/Project6500.csv new file mode 100644 index 0000000..962b1d3 --- /dev/null +++ b/Chapter 10 - Natural Language Processing/Case Study 1 - NLP and Sentiments Analysis based Trading Strategy/Data/Project6500.csv @@ -0,0 +1,9471 @@ +datetime,headline,ticker,sentiment +1/16/2020 5:25,$MMM fell on hard times but could be set to rebound soon. ,MMM,0 +1/11/2020 6:43,Wolfe Research Upgrades 3M $MMM to ¡§Peer Perform¡¨ ,MMM,1 +1/9/2020 9:37,3M $MMM Upgraded to ¡§Peer Perform¡¨ by Wolfe Research #stocks,MMM,1 +1/8/2020 17:01,$MMM #insideday follow up as it also opened up with a nice candle that closed just over the prior day's high and th¡K ,MMM,1 +1/8/2020 7:44,$MMM is best #dividend #stock out there and down 40% in 2019 $XLI go go please ,MMM,0 +1/6/2020 15:54,$MMM - 3M: The Fallen Dividend King Will Be Back. Read more and sign up for updates: #trading #economy #investing,MMM,1 +1/2/2020 14:35,$MMMcelebrates New Year with 7 month high close on volume up above long-term support/resistance off 5 day flag #3M¡K ,MMM,1 +1/2/2020 10:13,$MMM above 180 baby is going higher ,MMM,1 +12/28/2019 15:04,"$MMMhasn't really done much this year, but it looks like a series of higher highs forming with the recent close ab¡K ",MMM,1 +12/27/2019 0:28,3M $MMM Rating Increased to Neutral at JPMorgan Chase & Co. ,MMM,1 +12/25/2019 1:14,3M $MMM Stock Rating Upgraded by JPMorgan Chase & Co. ,MMM,1 +12/24/2019 5:01,3M $MMM Upgraded to Neutral by JPMorgan Chase & Co. ,MMM,1 +12/23/2019 15:03,$MMM higher higher in move above both long term support/resistance line & 200MA on heavy volume in 2nd day of break¡K ,MMM,1 +12/23/2019 13:51,"Highlight: $MMM ""is one of the best-performing Dow stocks,"" @scottgamm says, ""after JP Morgan upgraded the stock to¡K ",MMM,1 +12/23/2019 12:52,#cina tairff cut will help $MMM ,MMM,0 +12/23/2019 12:27,$MMM gets upgrade from TUSA #JPM ,MMM,1 +12/23/2019 9:36,"3M upgrade, Valeritas downgrades among today's top calls $MMM $ROK $RC $VLRX $MITO ",MMM,0 +12/23/2019 7:31,JPMorgan's Tusa Upgrades 3M On Neutral On 'More Stable' 2020 Earnings $MMM ,MMM,1 +12/23/2019 5:34,Trading Ideas: $MMM Bullish upgrade from JP Morgans Tusa ?? FREE trade-of-week via ?¡K ,MMM,1 +12/23/2019 5:39,3M $MMM Upgraded to ¡§Neutral¡¨ at JPMorgan Chase & Co. #stocks,MMM,1 +12/23/2019 5:08,JPMorgan's Tusa upgrades 3M on Neutral on 'more stable' 2020 earnings $MMM ,MMM,1 +12/23/2019 4:48,"???? $MMM UPGRADED TO NEUTRAL AT JPM, $150 PT",MMM,1 +12/23/2019 4:36,$MMM up $6 since casually mentioning it should be pumped last Wednesday lolStill looks good - upgraded this AM (of course),MMM,1 +12/16/2019 3:50,3M $MMM Cut to Sell at UBS Group ,MMM,0 +12/15/2019 6:36,3M $MMM Cut to ¡§Sell¡¨ at UBS Group ,MMM,0 +12/15/2019 1:21,The industry average ROE is 10.96%. $MMM outperforms 98% of its industry peers. ,MMM,1 +12/14/2019 7:05,3M $MMM Lowered to Sell at UBS Group ,MMM,0 +12/13/2019 7:06,3M $MMM Upgraded by Zacks Investment Research to Hold ,MMM,1 +12/13/2019 7:05,3M $MMM Raised to ¡§Hold¡¨ at Zacks Investment Research #stocks,MMM,1 +12/13/2019 4:38,3M $MMM Downgraded to ¡§Neutral¡¨ at Citigroup #markets,MMM,0 +12/13/2019 4:15,3M $MMM Downgraded to ¡§Neutral¡¨ at Citigroup ,MMM,0 +12/12/2019 9:04,The industry average ROA is -8.10%. $MMM outperforms 91% of its industry peers. ,MMM,1 +12/12/2019 6:24,"$MMM UBS analyst Markus Mittermaier downgraded 3M to Sell from Neutral with a price target of $160, down from $180.¡K ",MMM,0 +12/12/2019 5:52,3M $MMM Downgraded by UBS Group to ¡§Sell¡¨ #stocks,MMM,0 +12/9/2019 6:44,$MMM Citi analyst Andrew Kaplowitz downgraded 3M to Neutral from Buy with an unchanged price target of $180.,MMM,0 +12/9/2019 5:58,$MMM - 3M slips 1% as Citi downgrades stock ,MMM,0 +12/9/2019 5:52,3M $MMM Downgraded to Neutral at Citigroup #stocks,MMM,0 +12/9/2019 4:54,???? $MMM DOWNGRADED TO NEUTRAL AT CITI,MMM,0 +12/6/2019 8:43,3M higher after Bloomberg says running auction for drug delivery unit $MMM ,MMM,1 +12/6/2019 2:48,"3M Co $MMM EVP Sells $1,135,654.11 in Stock ",MMM,0 +12/5/2019 2:43,"Julie L. Bushman Sells 6,879 Shares of 3M Co $MMM Stock ",MMM,0 +12/4/2019 7:20,3M $MMM PT Raised to $176.00 ,MMM,1 +12/4/2019 5:06,"3M Co $MMM EVP Julie L. Bushman Sells 6,879 Shares #stocks",MMM,0 +12/3/2019 15:53,"3M Co $MMM EVP Sells $1,135,654.11 in Stock #markets",MMM,0 +12/3/2019 15:49,"3M Co $MMM EVP Sells $1,135,654.11 in Stock #stocks",MMM,0 +11/18/2019 1:18,$MMM - 3M Company's 3.50% Dividend Yield Looks Attractive. Sign up for updates on Seeking Alpha!¡K ,MMM,1 +11/17/2019 4:54,"3M Co $MMM SVP Ty R. Silberhorn Sells 1,634 Shares #stocks",MMM,0 +11/17/2019 4:50,"3M Co $MMM SVP Sells $278,956.48 in Stock ",MMM,0 +11/14/2019 23:43,Recent Analysts¡¦ Ratings Updates for 3M $MMM #stocks,MMM,1 +11/13/2019 22:00,3M Co $MMM Declares Quarterly Dividend of $1.44 #stocks,MMM,1 +11/13/2019 20:34,3M Co Declares Quarterly Dividend of $1.44 $MMM ,MMM,1 +11/13/2019 20:30,3M Co $MMM Declares $1.44 Quarterly Dividend ,MMM,1 +11/13/2019 3:45,$MMM - 3M declares $1.44 dividend ,MMM,1 +11/11/2019 21:35,$MMM - 3M: A Solid Opportunity For Dividend Growth Investors. Get more updates here: ,MMM,1 +11/6/2019 10:35,"Insider Selling: 3M Co $MMM EVP Sells 3,362 Shares of Stock #stocks",MMM,0 +11/6/2019 3:43,$MMM $IBM:The Best Dividend Stocks To Buy In November:,MMM,1 +10/30/2019 0:31,3M $MMM PT Lowered to $157.00 ,MMM,0 +10/29/2019 7:32,Barclays Trims 3M $MMM Target Price to $157.00 #stocks,MMM,0 +10/29/2019 1:42,Q4 2019 EPS Estimates for 3M Co $MMM Cut by William Blair #markets,MMM,0 +10/28/2019 23:13,$MMM $IBM:The Best Dividend Stocks To Buy During Earnings Season:,MMM,1 +10/26/2019 14:27,3M $MMM Price Target Cut to $165.00 by Analysts at Royal Bank of Canada ,MMM,0 +10/26/2019 14:23,3M $MMM Price Target Cut to $165.00 #stocks,MMM,0 +10/26/2019 11:07,3M $MMM Price Target Cut to $165.00 by Analysts at Morgan Stanley #stocks,MMM,0 +10/26/2019 11:05,3M $MMM Price Target Cut to $165.00 by Analysts at Morgan Stanley ,MMM,0 +10/26/2019 9:57,3M $MMM Shares Gap Down to $168.76 #markets,MMM,0 +10/25/2019 16:37,"3M $MMM Posts Earnings Results, Beats Estimates By $0.09 EPS ",MMM,1 +10/25/2019 5:01,3M $MMM PT Lowered to $165 at Morgan Stanley ,MMM,0 +10/24/2019 12:23,3M $MMM ¡V Investment Analysts¡¦ Weekly Ratings Updates #stocks,MMM,1 +10/24/2019 5:57,"3M revenue down 2% over the past year, 5th consecutive quarter of negative YoY growth. $MMM ",MMM,0 +10/24/2019 5:47,"$MMM (-1.2% pre) 3M's stock falls after revenue miss, lowered earnings outlook - MW",MMM,0 +10/24/2019 5:16,"3M Investors Pull Back On Mixed Q3 Earnings, Guidance Cut $MMM 3M Q3 Adj. EPS $2.58 Beats $2.49 Estimate, Sales $7¡K ",MMM,0 +10/24/2019 3:56,Here's what has $MMM down nearly 3%: ,MMM,0 +10/24/2019 3:44,This morning's winner for $MMM is Analyst_9717517 who beats 30 other analysts and the Wall Street Consensus - ,MMM,1 +10/24/2019 3:44,$MMM beats the Estimize EPS Consensus by 13c and misses the Estimize Revenue Consensus by $132.35M. Reports FQ3 ear¡K ,MMM,0 +10/24/2019 3:39,3M Cuts Full Year Profit Guidance Despite Q3 Earnings Beat ; Shares Slump $MMM,MMM,1 +10/24/2019 3:34,3M $MMM reports earnings: - EPS: $2.72 - Revenue: $7.991B - Cuts forecast,MMM,0 +10/24/2019 3:31,"$MMM - 3M EPS beats by $0.08, misses on revenue ",MMM,0 +10/24/2019 2:19,$MMM $AAL $CMCSA $TWTR $V:Dow Futures Grind Higher Ahead of Busy Earnings Slate; Draghi Preps ECB Farewell:,MMM,1 +10/22/2019 11:14,$MMM $IBM:The Best Dividend Stocks To Buy Ahead Of The Next Fed Rate Cut:,MMM,1 +10/19/2019 4:00,Citigroup Trims 3M $MMM Target Price to $180.00 ,MMM,0 +10/15/2019 11:25,3M $MMM Price Target Lowered to $180.00 at Citigroup #stocks,MMM,0 +10/15/2019 8:20,#investing Tuesday's Top Analyst Upgrades and Downgrades PART 2 $MMM $TIGO $NVDA $PD $SFIX $TGE $TEX $SKX $PLCE¡K ,MMM,0 +10/15/2019 4:54,3M $MMM Downgraded to Sell at Zacks Investment Research ,MMM,0 +10/14/2019 10:08,3M $MMM Cut to ¡§Sell¡¨ at Zacks Investment Research ,MMM,0 +10/12/2019 13:59,3M $MMM PT Raised to $143.00 #markets,MMM,1 +10/10/2019 8:22,3M $MMM PT Raised to $143.00 at JPMorgan Chase & Co. #stocks,MMM,1 +10/10/2019 7:53,3M $MMM PT Raised to $143.00 ,MMM,1 +10/6/2019 11:30,Barclays Trims 3M $MMM Target Price to $158.00 ,MMM,0 +10/6/2019 11:29,Barclays Trims 3M $MMM Target Price to $158.00 #markets,MMM,0 +10/6/2019 11:29,Barclays Trims 3M $MMM Target Price to $158.00 #stocks,MMM,0 +10/3/2019 22:30,3M $MMM PT Lowered to $158.00 #stocks,MMM,0 +10/3/2019 9:32,3M $MMM Hits New 52-Week Low at $150.81 ,MMM,0 +10/1/2019 1:59,3M $MMM PT Lowered to $173.00 at Morgan Stanley ,MMM,0 +9/28/2019 6:52,3M $MMM Price Target Lowered to $173.00 at Morgan Stanley ,MMM,0 +9/27/2019 8:30,Morgan Stanley Trims 3M $MMM Target Price to $173.00 #stocks,MMM,0 +8/27/2019 17:30,3M Co $MMM Sees Significant Drop in Short Interest #stocks,MMM,0 +8/15/2019 14:43,3M $MMM Hits New 52-Week Low at $157.20 ,MMM,0 +8/14/2019 5:36,3M Co Announces Quarterly Dividend of $1.44 $MMM ,MMM,1 +8/10/2019 15:46,3M $MMM Price Target Lowered to $140.00 at JPMorgan Chase & Co. ,MMM,0 +8/7/2019 17:22,3M $MMM ¡V Analysts¡¦ Recent Ratings Updates ,MMM,1 +8/7/2019 17:20,3M $MMM ¡V Analysts¡¦ Recent Ratings Updates #stocks,MMM,1 +8/7/2019 10:44,3M Co $MMM Declares $1.44 Quarterly Dividend #markets,MMM,1 +8/5/2019 14:42,"John Patrick Banovetz Sells 1,040 Shares of 3M Co $MMM Stock #stocks",MMM,0 +8/2/2019 15:51,RT @realmoney: This dividend king proves its resilience again and again. @NickJMcCullum has more on $MMM ,MMM,1 +8/2/2019 10:53,3M $MMM Upgraded to ¡§Hold¡¨ by Zacks Investment Research ,MMM,1 +8/1/2019 2:03,3M $MMM Upgraded at Zacks Investment Research #stocks,MMM,1 +8/1/2019 2:00,Morgan Stanley Raises 3M $MMM Price Target to $177.00 ,MMM,1 +8/1/2019 2:00,3M $MMM Upgraded at Zacks Investment Research ,MMM,1 +7/29/2019 15:43,3M $MMM PT Raised to $177.00 at Morgan Stanley #stocks,MMM,1 +7/29/2019 7:45,3M $MMM Price Target Raised to $177.00 at Morgan Stanley ,MMM,1 +7/29/2019 7:44,3M $MMM Price Target Raised to $177.00 at Morgan Stanley #markets,MMM,1 +7/25/2019 13:41,"3M $MMM Issues Earnings Results, Beats Expectations By $0.16 EPS #markets",MMM,1 +7/25/2019 11:05,We cut em 30% loss $MMM pivot and ema reclaimed but no follow through ,MMM,0 +7/25/2019 5:45,"3M Q2 EPS $2.2 Beats $2.06 Estimate, Sales $8.171B Beat $8.03B Estimate $MMM @benzinga",MMM,1 +7/25/2019 5:28,$mmm guidance flat ,MMM,0 +7/25/2019 4:26,"$MMM beats EPS and Revenues. Stock at 188+ premarket. Those AUG.16, 2019 C180 nailed it well ",MMM,1 +7/25/2019 3:48,$MMM beats the Estimize EPS Consensus by 12c and the Estimize Revenue Consensus by $142.82M. Reports FQ2 earnings o¡K ,MMM,1 +7/25/2019 3:33,$MMM Sales were down 2.6 percent,MMM,0 +7/25/2019 3:32,"$MMM - 3M EPS beats by $0.13, beats on revenue ",MMM,1 +7/24/2019 11:03,"$MMM Higher, Lower or Flat on Earnings Tomorrow BEFORE the Open? #SentimentGauge",MMM,0 +7/16/2019 2:21,3M $MMM PT Lowered to $182.00 at UBS Group ,MMM,0 +7/14/2019 1:58,3M $MMM Price Target Cut to $182.00 by Analysts at UBS Group ,MMM,0 +7/12/2019 7:44,3M $MMM Price Target Lowered to $182.00 at UBS Group #stocks,MMM,0 +7/10/2019 21:50,$MMM 3M Stock Is More Than Just a Dividend Darling - my article for @InvestorPlace $SLV¡K ,MMM,1 +7/10/2019 11:29,$MMM going to report a bad qtr.. stk selling off here... broke high w/ futures and has been rolling over all day...¡K ,MMM,1 +7/10/2019 10:45,$MMM 3M Stock Is More Than Just a Dividend Darling -- my article for @InvestorPlace $SLV¡K ,MMM,1 +7/10/2019 0:35,3M $MMM Rating Lowered to Sector Perform at Royal Bank of Canada ,MMM,0 +7/9/2019 6:07,"$MMM (-1.6% pre) RBC Capital Downgrades 3M (MMM) to Sector Perform, $176 PT",MMM,0 +7/9/2019 2:06,"With reputation 'eroding,' RBC downgrades 3M to Sector Perform $MMM ",MMM,0 +7/8/2019 20:38,RBC Cuts 3M To Sector Perform From Outperform $MMM,MMM,1 +7/8/2019 19:46,Royal Bank of Canada Downgrades 3M $MMM to Sector Perform #stocks,MMM,0 +6/27/2019 7:48,Bank of America Trims 3M $MMM Target Price to $185.00 #stocks,MMM,0 +6/27/2019 3:04,3M $MMM PT Lowered to $185 at BofA/Merrill Lynch ,MMM,0 +6/20/2019 8:14,$MMM DOESNT GO DOWN EVERY SINGLE F'N DAY ANYMORE ??,MMM,0 +6/14/2019 9:18,$MMM $XLU:Buy 3M for Its Dividend and Becoming ¡¥Too Cheap to Ignore¡¦:,MMM,1 +6/7/2019 3:08,Citigroup Trims 3M $MMM Target Price to $197.00 #stocks,MMM,0 +6/7/2019 3:00,Citigroup Trims 3M $MMM Target Price to $197.00 ,MMM,0 +6/4/2019 4:42,"$MMM - 3M Company: Finally, A Great Dividend Growth Company Becoming A Good Investment ",MMM,1 +5/29/2019 8:22,3M $MMM Hits New 12-Month Low at $162.12 ,MMM,0 +5/27/2019 9:07,"$MMM punished after a rough earnings report (guidance, layoffs, etc), now with an inside day at downward trend line¡K ",MMM,0 +5/22/2019 20:59,The industry average ROA is -9.21%. $MMM outperforms 94% of its industry peers. ,MMM,1 +5/22/2019 2:04,"$MMM - Despite Recent Concerns, 3M Dividend Is Unlikely To Be Cut ",MMM,0 +5/21/2019 3:02,Taurus Asset Management LLC Upped Its 3M Co $MMM Stake by $4.19 Million ,MMM,1 +5/20/2019 14:34,"3M Co $MMM Insider Joaquin Delgado Sells 5,400 Shares #stocks",MMM,0 +5/20/2019 12:15,$MMM down $11.00 from suggested short entry - Price target $136.00 area. ,MMM,0 +5/20/2019 11:33,$MMM - 3M Company: I'm Not Buying This Dividend Aristocrat Into Weakness Just Yet ,MMM,1 +5/20/2019 8:20,"David B. Dillon Purchases 1,200 Shares of 3M Co $MMM Stock #stocks",MMM,1 +5/17/2019 12:43,Analysts¡¦ Weekly Ratings Updates for 3M $MMM #stocks,MMM,1 +5/17/2019 4:19,$MMM - 3M dips after PT cut at JPMorgan ,MMM,0 +5/16/2019 3:14,Grantham Mayo Van Otterloo & Co LLC Has Raised 3M Co $MMM Holding ,MMM,1 +5/15/2019 14:21,3M Co $MMM Announces Quarterly Dividend of $1.44 #stocks,MMM,1 +5/15/2019 14:19,3M Co to Issue Quarterly Dividend of $1.44 $MMM #markets,MMM,1 +5/14/2019 6:18,"@farrisbaba $MMM OI for JUL 200 calls is ~9K, down from ~19K yesterday.",MMM,0 +5/13/2019 7:15,$MMM - 3M's Outsized Post-Earnings Drop Is A Warning ,MMM,0 +5/12/2019 6:52,"3M Co $MMM Director Purchases $179,600.00 in Stock ",MMM,1 +5/12/2019 6:50,"Insider Buying: 3M Co $MMM Director Purchases 1,000 Shares of Stock ",MMM,1 +5/10/2019 11:29,"Gregory R. Page Purchases 1,000 Shares of 3M Co $MMM Stock #stocks",MMM,1 +5/9/2019 8:16,"Gregory R. Page Acquires 1,000 Shares of 3M Co $MMM Stock #stocks",MMM,1 +5/7/2019 15:43,"3M $MMM fell for the 8th day of 10, settling -2.1% to $179.12. This is around 20% lower since earnings, a pretty fi¡K ",MMM,0 +5/6/2019 11:59,"3M $MMM opening seller 5,000 June $170 puts down to $1.63",MMM,0 +5/6/2019 10:26,$MMM about to take out christmas low ,MMM,0 +5/6/2019 4:01,Investment Analysts¡¦ Recent Ratings Updates for 3M $MMM #stocks,MMM,1 +4/30/2019 20:49,Investors Buy Shares of 3M $MMM on Weakness #markets,MMM,1 +4/30/2019 20:49,Investors Buy Shares of 3M $MMM on Weakness #stocks,MMM,1 +4/29/2019 23:23,3M $MMM Stock Rating Lowered by Argus ,MMM,0 +4/29/2019 15:01,$MMM - 3M: A Dividend Trap For The Greedy Investor (Video) ,MMM,1 +4/28/2019 8:08,Argus Downgrades 3M $MMM to Hold ,MMM,0 +4/26/2019 12:02,Deutsche Bank Trims 3M $MMM Target Price to $183.00 #stocks,MMM,0 +4/26/2019 9:52,Adding to $MMM short we raged 10 handles stk went now where. Looking for it to take out yesterday's lows. ,MMM,1 +4/26/2019 7:43,3M $MMM Downgraded by Bank of America to Neutral #stocks,MMM,0 +4/26/2019 5:25,Kudlow will tell Americans to BTFD $MMM $INTC $UPS $XOM ,MMM,1 +4/26/2019 5:24,"$MMM $DJIA $SPX $COMP $AMZN:Ford Jumps, Profit Growth Picks Up, and More to Know for Friday:",MMM,1 +4/26/2019 3:11,Bank Of America Downgrades 3M To A Neutral Rating From Buy $MMM,MMM,0 +4/26/2019 3:08,BOFA/MERRILL LYNCH DOWNGRADES $MMM FROM BUY TO NEUTRAL,MMM,0 +4/26/2019 2:34,$MMM - 3M Crash May Be The Shape Of Things To Come ,MMM,1 +4/26/2019 1:21,Credit Suisse Cuts Price Target On 3M To $208 From $220 $MMM,MMM,1 +4/25/2019 9:37,$MMM weak room to $192,MMM,1 +4/25/2019 7:11,"$MMM was a look above and fail. It 'should' technically rotate down to range low. That said, it has a couple of ref¡K ",MMM,1 +4/25/2019 6:55,DOWN WITH EARNINGS TODAY ALERT: $MMM 3M Co ?? TradeIdeas via to FREE Trading Room,MMM,1 +4/25/2019 6:22,"3M Company $MMM down 9% after earnings, causing Dow Jones to drop big. Reverse effect for NASDAQ and Facebook $FB.",MMM,1 +4/25/2019 5:59,S&P 500 futures are flat while Dow futures are down 55 bps on major weakness from 3M $MMM on earnings.¡K ,MMM,0 +4/25/2019 4:28,"$MMM 3M to cut 2,000 jobs globally, slashes its 2019 profit outlook ",MMM,1 +4/25/2019 4:30,3M #CEO says 'the first quarter was a disappointing start to the year' $MMM ,MMM,1 +4/25/2019 3:42,$MMM is breaking down in pre-market following earnings miss and guidance cut. ,MMM,0 +4/23/2019 23:53,3M $MMM Set to Announce Quarterly Earnings on Thursday ,MMM,1 +4/23/2019 13:03,$MMM +5.28% This one could run a bit more to catch up to last year's open like the rest of the market.,MMM,1 +4/23/2019 5:04,US expands probe into air bag failures to 12.3M vehicles $MMM #MMM #Automobilesafety #Productsafety¡K ,MMM,1 +4/18/2019 19:21,Zacks: Analysts Anticipate 3M Co $MMM to Post $2.50 Earnings Per Share ,MMM,1 +4/18/2019 19:19,Zacks: Analysts Anticipate 3M Co $MMM to Post $2.50 Earnings Per Share #stocks,MMM,1 +4/17/2019 22:43,3M $MMM to Release Earnings on Thursday #stocks,MMM,1 +4/14/2019 5:40,3M $MMM Raised to Hold at Zacks Investment Research ,MMM,1 +4/12/2019 3:43,683 Capital Management LLC Trimmed Its 3M Co $Put $MMM Holding as Valuation Rose ,MMM,0 +4/11/2019 8:06,Zacks Investment Research Upgrades 3M $MMM to Hold #markets,MMM,1 +4/11/2019 8:04,3M $MMM Upgraded to Hold at Zacks Investment Research ,MMM,1 +4/8/2019 15:51,Investors Buy Shares of 3M $MMM on Weakness ,MMM,1 +4/6/2019 7:55,3M $MMM Cut to ¡§Sell¡¨ at Zacks Investment Research #stocks,MMM,0 +4/6/2019 4:32,3M Co $MMM Share Value Rose While Wells Fargo & Company Has Trimmed Position ,MMM,0 +4/4/2019 20:47,3M $MMM PT Lowered to $188.00 at Barclays ,MMM,0 +4/4/2019 16:51,"Insider Selling: 3M Co $MMM Chairman Sells $1,218,214.14 in Stock ",MMM,0 +4/4/2019 6:44,"As 3M Co $MMM Shares Rose, Holder Peapack Gladstone Financial Corp Raised Holding ",MMM,1 +4/3/2019 9:08,Barclays Trims 3M $MMM Target Price to $188.00 #stocks,MMM,0 +4/3/2019 1:16,"Inge G. Thulin Sells 5,863 Shares of 3M Co $MMM Stock #markets",MMM,0 +4/3/2019 0:04,3M $MMM PT Lowered to $188 at Barclays ,MMM,0 +4/2/2019 1:33,"3M Co $MMM Chairman Sells $1,218,214.14 in Stock #stocks",MMM,0 +3/31/2019 10:40,3M Co $MMM Expected to Announce Quarterly Sales of $8.11 Billion #markets,MMM,1 +3/31/2019 10:39,3M Co $MMM Expected to Announce Quarterly Sales of $8.11 Billion ,MMM,1 +3/31/2019 1:55,JPMorgan Chase & Co. Lowers 3M $MMM Price Target to $154.00 #stocks,MMM,1 +3/31/2019 1:53,3M $MMM PT Lowered to $154.00 at JPMorgan Chase & Co. ,MMM,0 +3/30/2019 7:16,3M $MMM Price Target Cut to $154.00 by Analysts at JPMorgan Chase & Co. ,MMM,0 +3/29/2019 15:39,3M $MMM PT Lowered to $154.00 at JPMorgan Chase & Co. #stocks,MMM,0 +3/29/2019 14:39,Want to play catch-up to the rally? @Michael_Khouw says $MMM could be your best bet ,MMM,1 +3/29/2019 14:33,"If you want to catch the rally, Carter and @Michael_Khouw say 3M is the Dow stock to buy $MMM ",MMM,1 +3/29/2019 7:06,$MMM if it were not for window dressing stk would be down 2 / 3 bucks right now.. Weal relative to the tape,MMM,1 +3/28/2019 14:13,Roof Eidam & Maycock Stake in 3M Co $MMM Has Trimmed by $1.59 Million as Stock Price Rose; Shaw Communications $SJR¡K ,MMM,0 +3/28/2019 3:58,"As 3M Company $MMM Market Valuation Rose, Holder Oakbrook Investments Has Upped Position; Tekla Capital Management¡K ",MMM,1 +3/27/2019 22:11,3M Co $MMM Expected to Post Quarterly Sales of $8.11 Billion #stocks,MMM,1 +3/27/2019 13:15,"$DWDP $CC $MMM - DuPont, Chemours, 3M sued by New Jersey for costs related to PFAS cleanup ",MMM,1 +3/27/2019 9:21,Saturna Capital Has Trimmed Its 3M $MMM Stake by $11.42 Million; Stock Price Rose; Liberty Capital Management Has T¡K ,MMM,0 +3/27/2019 3:32,Apg Asset Management Nv Has Lowered Its 3M Co $MMM Holding by $1.31 Million; As Procter & Gamble Co $PG Valuation R¡K ,MMM,0 +3/26/2019 21:21,Zacks: Brokerages Expect 3M Co $MMM to Post $2.50 EPS ,MMM,1 +3/26/2019 21:17,Zacks: Brokerages Expect 3M Co $MMM to Post $2.50 EPS #stocks,MMM,1 +3/26/2019 8:48,"3M Co $MMM Valuation Rose While Wms Partners Has Trimmed by $301,340 Its Holding; Ralph Lauren $RL Holding Held by¡K ",MMM,0 +3/26/2019 5:53,Wedbush Securities Raised Its 3M Company $MMM Position; Hd Supply Hldgs $HDS Share Value Rose While Marathon Partne¡K ,MMM,1 +3/26/2019 3:41,"Cliftonlarsonallen Wealth Advisors Trimmed 3M Co $MMM Holding by $713,640; Share Price Rose; United Technologies Co¡K ",MMM,0 +3/24/2019 5:33,Grantham Mayo Van Otterloo & Co LLC Upped 3M Co $MMM Stake by $147.49 Million ,MMM,1 +3/22/2019 12:09,3M $MMM Price Target Cut to $199.00 by Analysts at Morgan Stanley #stocks,MMM,0 +3/21/2019 7:36,Peapack Gladstone Financial Corp Raised Holding in 3M Co $MMM by $12.56 Million ,MMM,1 +3/19/2019 19:12,$MMM - 3M: This Dividend Royal Will Crush The Market In The Next 5 Years ,MMM,1 +3/19/2019 4:54,Jefferies Financial Group Lowers 3M FY2019 Earnings Estimates to $10.45 EPS (Previously $10.85). $MMM #MMM,MMM,1 +3/17/2019 22:34,William Blair Raises 3M Q3 2019 Earnings Estimates to $2.76 EPS (Previously $2.74). $MMM #MMM,MMM,1 +3/17/2019 8:23,3M Company $MMM Shares Rose While Vestor Capital LLC Has Lowered Its Holding by $4.18 Million ,MMM,0 +3/17/2019 8:22,"As 3M Company $MMM Valuation Rose, Holder Vestor Capital LLC Lowered Stake ",MMM,0 +3/15/2019 22:39,Q1 2019 EPS Estimates for 3M Co $MMM Lowered by William Blair ,MMM,0 +3/15/2019 1:46,Head to Head Survey: ABIOMED $ABMD vs. 3M $MMM ,MMM,1 +3/13/2019 4:06,"As 3M Co $Put $MMM Stock Price Rose, Shareholder 683 Capital Management LLC Has Lowered Position by $6.65 Million ",MMM,0 +3/13/2019 4:06,683 Capital Management LLC Has Lowered Its Position in 3M Co $Put $MMM by $6.65 Million as Share Price Rose ,MMM,0 +3/9/2019 15:07,3M Co $MMM Expected to Announce Earnings of $2.59 Per Share ,MMM,1 +3/9/2019 6:08,Vestor Capital LLC Holding in 3M Company $MMM Trimmed by $4.18 Million ,MMM,0 +3/5/2019 16:21,$MU $MMM $FB $GOOGL:Cramer: Why Trump could decide to walk away from a trade deal with China:,MMM,1 +3/3/2019 15:58,MINCO GOLD CORPORATION $MMM Is Yet to See Trading Action on Mar 3 ,MMM,1 +3/1/2019 6:18,$MMM $XEL:3M pledges to power HQ with all-renewable energy:,MMM,1 +2/28/2019 5:12,Mmm Co. $MMM Holder Mairs & Power INC Has Upped Stake by $31.85 Million ,MMM,1 +2/24/2019 5:43,Head to Head Contrast: 3M $MMM versus LeMaitre Vascular $LMAT ,MMM,1 +2/24/2019 4:08,"As Mmm Co. $MMM Stock Value Declined, Mairs & Power INC Raised Holding by $31.85 Million ",MMM,1 +2/23/2019 6:11,Davidson D A & Company Raised 3M Co $MMM Position by $3.96 Million ,MMM,1 +2/21/2019 23:59,Traders Sell Shares of 3M $MMM on Strength on Insider Selling #markets,MMM,0 +2/21/2019 23:59,Traders Sell Shares of 3M $MMM on Strength on Insider Selling #stocks,MMM,0 +2/20/2019 16:43,Investors Sell 3M $MMM on Strength After Insider Selling ,MMM,0 +2/19/2019 12:22,"3M Co $MMM EVP Sells $1,015,148.10 in Stock #stocks",MMM,0 +2/18/2019 22:56,3M Co $MMM Expected to Announce Quarterly Sales of $8.29 Billion #stocks,MMM,1 +2/17/2019 16:21,$MMM Bacardi employees go Back to the Bar to get closer to consumers ,MMM,1 +2/17/2019 9:42,Head to Head Survey: 3M $MMM & GenMark Diagnostics $GNMK ,MMM,1 +2/16/2019 2:27,"Insider Selling: 3M Co $MMM Insider Sells $3,216,855.60 in Stock ",MMM,0 +2/16/2019 0:36,Investors Buy 3M $MMM on Weakness Following Insider Selling ,MMM,0 +2/15/2019 1:24,Traders Buy Shares of 3M $MMM on Weakness on Insider Selling ,MMM,0 +2/14/2019 12:26,Zacks: Brokerages Anticipate 3M Co $MMM to Announce $2.60 Earnings Per Share #markets,MMM,1 +2/14/2019 12:26,Zacks: Brokerages Anticipate 3M Co $MMM to Announce $2.60 Earnings Per Share #stocks,MMM,1 +2/14/2019 3:53,"Insider Selling: 3M Co $MMM CFO Sells $942,472.54 in Stock ",MMM,0 +2/14/2019 3:34,"Insider Selling: 3M Co $MMM SVP Sells $1,185,802.20 in Stock ",MMM,0 +2/14/2019 3:00,3M $MMM Given Sell Rating at $1 #stocks,MMM,0 +2/13/2019 12:43,"3M Co $MMM Insider Sells $3,216,855.60 in Stock #stocks",MMM,0 +2/13/2019 4:06,"Mar 12, 2019 is the day 3M Co $MMM promises dividends of $1.44. Here's what they have to say. ",MMM,1 +2/13/2019 2:07,"Insider Selling: 3M Co $MMM Insider Sells 9,410 Shares of Stock ",MMM,0 +2/13/2019 2:07,"Michael G. Vale Sells 8,906 Shares of 3M Co $MMM Stock #stocks",MMM,0 +2/13/2019 2:04,"Ippocratis Vrohidis Sells 8,153 Shares of 3M Co $MMM Stock ",MMM,0 +2/12/2019 2:27,"3M Co $MMM VP Ippocratis Vrohidis Sells 8,153 Shares ",MMM,0 +2/12/2019 2:24,"3M Co $MMM Insider Paul A. Keel Sells 9,410 Shares #markets",MMM,0 +2/11/2019 10:00,"3M Co $MMM CFO Nicholas C. Gangestad Sells 4,681 Shares ",MMM,0 +2/11/2019 9:56,"3M Co $MMM EVP Sells $1,774,876.74 in Stock #stocks",MMM,0 +2/11/2019 9:56,"3M Co $MMM Insider Paul A. Keel Sells 9,410 Shares #stocks",MMM,0 +2/11/2019 9:56,"Insider Selling: 3M Co $MMM SVP Sells 5,940 Shares of Stock #stocks",MMM,0 +2/11/2019 9:56,"Insider Selling: 3M Co $MMM VP Sells 8,153 Shares of Stock #stocks",MMM,0 +2/11/2019 9:56,"3M Co $MMM CFO Nicholas C. Gangestad Sells 4,681 Shares #stocks",MMM,0 +2/11/2019 4:55,3M Co $MMM Shareholder Associated Banc-Corp Decreased Its Stake by $3.68 Million as Stock Value Declined ,MMM,0 +2/10/2019 7:22,Head to Head Analysis: GenMark Diagnostics $GNMK vs. 3M $MMM ,MMM,1 +2/9/2019 15:13,Zacks: Analysts Anticipate 3M Co $MMM to Announce $2.60 Earnings Per Share #stocks,MMM,1 +2/5/2019 15:45,3M Co $MMM to Issue Quarterly Dividend of $1.44 #stocks,MMM,1 +2/5/2019 15:44,3M Co $MMM Declares Quarterly Dividend of $1.44 ,MMM,1 +2/4/2019 23:42,Investors Sell 3M $MMM on Strength Following Insider Selling ,MMM,0 +2/4/2019 16:52,Traders Sell Shares of 3M $MMM on Strength Following Insider Selling ,MMM,0 +2/4/2019 16:52,Investors Sell 3M $MMM on Strength After Insider Selling #stocks,MMM,0 +2/4/2019 5:41,3M Co $MMM Share Price Declined While Associated Banc-Corp Has Lowered Holding by $3.68 Million ,MMM,0 +2/3/2019 2:19,"Inge G. Thulin Sells 13,499 Shares of 3M Co $MMM Stock ",MMM,0 +2/3/2019 2:17,"Inge G. Thulin Sells 13,499 Shares of 3M Co $MMM Stock #stocks",MMM,0 +2/2/2019 7:22,"Insider Selling: 3M Co $MMM Chairman Sells 13,499 Shares of Stock ",MMM,0 +2/2/2019 7:20,"3M Co $MMM Chairman Inge G. Thulin Sells 13,499 Shares of Stock ",MMM,0 +2/2/2019 0:31,Traders Buy Shares of 3M $MMM on Weakness Following Insider Selling ,MMM,0 +2/1/2019 16:29,Investors Buy Shares of 3M $MMM on Weakness Following Insider Selling ,MMM,0 +2/1/2019 5:45,"As 3M Company $MMM Share Price Declined, Gofen & Glossberg LLC Has Upped by $4.07 Million Its Holding ",MMM,1 +1/30/2019 5:32,$MMM $PFE $YMH9 $ESH9 $NQH9 $SPX:Need to Know: The ¡¥dangerous¡¦ game investors are playing in this turbulent ea¡K:,MMM,1 +1/30/2019 3:29,3M $MMM PT Lowered to $197 at Deutsche Bank ,MMM,0 +1/29/2019 10:36,Investors Shrug Off 3M's Lowered Outlook as Market Gets Acclimated to Slower Growth (MMM) $MMM,MMM,0 +1/29/2019 8:44,RT @joepete58: Go time!!! Let¡¦s do this $aapl $nvda $mmm $tsla with all my peps at tricktrades and @trickmitch1 ready to kill it today ,MMM,1 +1/29/2019 7:43,RT @ShannanSiemens: Now @SquawkStreet @jimcramer's key to this market: $MMMIt's the paradigm of the good. ,MMM,1 +1/29/2019 5:01,$MMM flat after slightly weaker than expected earnings ,MMM,0 +1/29/2019 4:33,"$MMM - 3M beats by $0.03, beats on revenue ",MMM,1 +1/28/2019 12:00,"$MMM reports before the open tomorrow, Estimize Consensus +0.02 EPS and +80.75M Revs compared to WS - ",MMM,1 +1/28/2019 8:04,"$MMM Higher, Lower or Flat on Earnings Tomorrow BEFORE the Open?",MMM,0 +1/26/2019 23:16,3M $MMM Set to Announce Quarterly Earnings on Tuesday ,MMM,1 +1/23/2019 19:20,Traders Sell Shares of 3M $MMM on Strength $MMM #markets,MMM,0 +1/21/2019 23:37,3M $MMM Set to Announce Quarterly Earnings on Tuesday #stocks,MMM,1 +1/20/2019 14:29,$MMM - 3M Company: 2019 To Be A Likely Dissappointment ,MMM,1 +1/20/2019 7:50,3M Co $MMM Expected to Post Earnings of $2.27 Per Share ,MMM,1 +1/19/2019 4:41,Mmm Co. $MMM Position Upped by Mairs & Power Inc ,MMM,1 +1/18/2019 5:48,3M Co $MMM Holder State Street Corp Has Raised Its Stake by $17.05 Million ,MMM,1 +1/16/2019 17:21,AtriCure $ATRC versus 3M $MMM Head to Head Analysis #stocks,MMM,1 +1/15/2019 2:18,Head to Head Analysis: 3M $MMM and CAS Medical Systems $CASM ,MMM,1 +1/10/2019 13:17,3M $MMM and CAS Medical Systems $CASM Head to Head Analysis #stocks,MMM,1 +1/10/2019 7:11,UBS Cuts PT On 3M To $200 From $211 $YM_F $MMM,MMM,1 +1/7/2019 3:11,3M $MMM Given Outperform Rating at Credit Suisse Group #markets,MMM,1 +1/7/2019 3:11,3M $MMM Given Outperform Rating at Credit Suisse Group #stocks,MMM,1 +1/6/2019 6:29,Credit Suisse Group Reaffirms Outperform Rating for 3M $MMM #markets,MMM,1 +1/6/2019 5:03,"As 3M Co $MMM Shares Declined, Crawford Investment Counsel INC Has Raised Stake by $27.97 Million - ",MMM,1 +1/6/2019 0:38,$XEL $MMM $MSFT:3 Dividend Stocks That Should Pay You the Rest of Your Life:,MMM,1 +1/4/2019 17:53,MINCO GOLD CORPORATION $MMM Is Yet to See Trading Action on Jan 4 - ,MMM,1 +1/4/2019 12:38,Barclays Trims 3M $MMM Target Price to $189.00 #markets,MMM,0 +1/4/2019 12:38,Barclays Trims 3M $MMM Target Price to $189.00 #stocks,MMM,0 +1/3/2019 16:37,Investors Buy 3M $MMM on Weakness After Analyst Downgrade ,MMM,0 +1/3/2019 2:34,3M: Credit Suisse Cuts PT To $220 From $230 $MMM,MMM,1 +1/2/2019 17:37,$MMM - 3M: Time To Buy The Dip Of This Dividend King With Dividend Increase Expected This Month ,MMM,1 +12/28/2018 7:08,Richard Bernstein Advisors LLC Has Raised Its Stake in 3M Co $MMM by $3.58 Million - ,MMM,1 +12/28/2018 6:59,Zacks: Analysts Expect 3M Co $MMM to Announce $2.28 EPS ,MMM,1 +12/26/2018 4:23,$MMM - It's The Best Time In 3 Years To Buy Dividend King 3M ,MMM,1 +12/25/2018 13:32,Zacks: Analysts Anticipate 3M Co $MMM to Post $2.28 Earnings Per Share ,MMM,1 +12/25/2018 13:28,Zacks: Analysts Anticipate 3M Co $MMM to Post $2.28 Earnings Per Share #stocks,MMM,1 +12/25/2018 9:16,3M Co $Put $MMM Holder Capital Fund Management Sa Trimmed Its Position by $7.94 Million - ,MMM,0 +12/25/2018 9:16,Capital Fund Management Sa Has Trimmed Its 3M Co $Put $MMM Position by $7.94 Million - ,MMM,0 +12/25/2018 0:02,"3M Co to Post Q3 2019 Earnings of $2.91 Per Share, Jefferies Financial Group Forecasts $MMM ",MMM,1 +12/24/2018 4:45,Associated Banc-Corp Trimmed Its Position in 3M Co $MMM by $3.68 Million as Market Valuation Declined - ,MMM,0 +12/24/2018 4:44,Associated Banc-Corp Has Trimmed Its 3M Co $MMM Holding as Share Price Declined - ,MMM,0 +12/23/2018 23:47,Jefferies Financial Group Lowers 3M Q3 2019 Earnings Estimates to $2.91 EPS (Previously $2.94). $MMM #MMM,MMM,1 +12/21/2018 8:01,VOLUME RADAR ALERT: $MMM 3M Co ?? TradeIdeas via to FREE Trading Room,MMM,1 +12/19/2018 9:32,3M $MMM Lifted to Hold at Zacks Investment Research ,MMM,1 +12/19/2018 4:35,3M Co. $MMM Reports Agreement to Acquire the Technology Business of M*Modal for $1B ,MMM,1 +12/9/2018 10:00,3M Co $MMM Valuation Rose While Arete Wealth Advisors LLC Has Raised by $3.39 Million Its Position - ,MMM,1 +12/8/2018 17:42,Investors Sell Shares of 3M $MMM on Strength $MMM ,MMM,0 +12/8/2018 6:20,Proshare Advisors LLC Stake in 3M Co $MMM Has Lowered as Share Value Rose - ,MMM,0 +12/7/2018 6:09,Us Bancorp De Stake in 3M Co $MMM Lowered by $16.16 Million - ,MMM,0 +12/7/2018 4:39,Traders Sell Shares of 3M $MMM on Strength $MMM ,MMM,0 +12/6/2018 19:53,$MMM - 3M: Be Prepared For Double-Digit Annual Returns And Double-Digit Dividend Hikes ,MMM,1 +12/6/2018 9:08,3M $MMM Raised to ¡§Hold¡¨ at Zacks Investment Research ,MMM,1 +12/5/2018 12:50,"Is $ADBE A Good Stock To Buy According To Hedge Funds? $ABT, $PM, $MMM",MMM,1 +12/2/2018 11:08,"As 3M Co $MMM Market Value Rose, Proshare Advisors LLC Lowered Position - ",MMM,0 +12/2/2018 11:08,3M Co $MMM Shareholder Proshare Advisors LLC Lowered Its Stake by $6.93 Million as Market Valuation Rose - ,MMM,0 +12/1/2018 23:15,3M Co $MMM Expected to Announce Earnings of $2.28 Per Share #stocks,MMM,1 +12/1/2018 16:47,$MMM has not been able to break thru 200sma since March -- also horizontal resistance. Thru there would be good si¡K ,MMM,1 +11/30/2018 5:15,"As 3M Co $MMM Shares Rose, Bank Pictet & Cie Asia LTD Has Upped by $3.96 Million Its Holding - ",MMM,1 +1/17/2020 2:56,Nomura Increases American Express $AXP Price Target to ,AXP,1 +1/15/2020 23:02,American Express $AXP Reaches New 52-Week High on Analyst Upgrade ,AXP,1 +1/14/2020 8:49,American Express $AXP Sets New 52-Week High After Analyst Upgrade ,AXP,1 +1/13/2020 6:10,$AXP Nomura Instinet analyst Bill Carcache raised his price target for American Expressto $141 from $134 and keeps¡K ,AXP,1 +1/13/2020 4:35,$AXP PT RAISED TO $141 FROM $134 AT NOMURA/INSTINET,AXP,1 +1/10/2020 15:40,Could American Express be the best payment catch-up play? @CSM_Research's Carter Worth breaks down the charts and¡K ,AXP,0 +1/1/2020 8:22,American Express $AXP Declares Quarterly Dividend of $0.43 ,AXP,1 +12/31/2019 5:17,American Express $AXP To Go Ex-Dividend on January 2nd ,AXP,1 +12/22/2019 8:59,"Although $AXP has an excellent technical rating, it does not offer a high quality setup at the moment.¡K ",AXP,1 +12/14/2019 12:39,"RT @4Awesometweet: Big Bold Predictions for 2020: 1. Facebook buys EBay 2. Goldman, Sachs buys/ merges with American Express3. A b¡K",AXP,1 +12/14/2019 8:48,"Big Bold Predictions for 2020: 1. Facebook buys EBay 2. Goldman, Sachs buys/ merges with American Express3.¡K ",AXP,1 +12/14/2019 5:30,American Express $AXP Announces Quarterly Dividend of $0.43 #markets,AXP,1 +12/13/2019 7:41,sold $AXP Dec 120 calls and then added a Dec/Jan 125 call calendar for $1.55 credit,AXP,0 +12/10/2019 6:12,American Express¡¦ $AXP Outperform Rating Reiterated at William Blair #stocks,AXP,1 +12/8/2019 3:02,American Express $AXP Downgraded by ValuEngine to Sell ,AXP,0 +12/8/2019 3:02,American Express $AXP Cut to ¡§Sell¡¨ at ValuEngine #stocks,AXP,0 +12/8/2019 0:46,Wells Fargo & Co Reiterates Buy Rating for American Express $AXP ,AXP,1 +12/7/2019 2:32,"American Express $AXP CEO Stephen J. Squeri Sells 15,000 Shares ",AXP,0 +12/6/2019 18:58,Wells Fargo & Co Reiterates Buy Rating for American Express $AXP #stocks,AXP,1 +12/6/2019 18:48,American Express $AXP Given Buy Rating at Wells Fargo & Co #markets,AXP,1 +12/6/2019 18:47,American Express $AXP Earns Buy Rating from Wells Fargo & Co ,AXP,1 +12/6/2019 2:37,American Express $AXP Lowered to Sell at ValuEngine ,AXP,0 +12/5/2019 7:51,"American Express $AXP CEO Stephen J. Squeri Sells 15,000 Shares of Stock ",AXP,0 +12/5/2019 7:50,"Stephen J. Squeri Sells 15,000 Shares of American Express $AXP Stock ",AXP,0 +12/5/2019 3:47,American Express $AXP PT Raised to $134 at Nomura/Instinet ,AXP,1 +12/4/2019 18:16,"American Express $AXP CEO Sells $1,769,400.00 in Stock #markets",AXP,0 +12/4/2019 18:15,"American Express $AXP CEO Sells $1,769,400.00 in Stock #stocks",AXP,0 +12/2/2019 12:36,Is American Express Company $AXP An Attractive Dividend Stock?,AXP,1 +12/1/2019 11:02,American Express Remains an Evergreen Stock for Good Reasons (ad)The American Express earnings beat continued a st¡K ,AXP,1 +11/21/2019 8:07,RT @UnusualActivit3: American Express Company $AXP down by -0.09% at $119.1891UNUSUAL ACTIVITY VOLUME 2699.23% STRENGTH 977.32% #Stocks¡K,AXP,0 +11/20/2019 8:47,RT @UnusualActivit3: American Express Company $AXP down by -0.07% at $119.92UNUSUAL ACTIVITY VOLUME 1011.07% STRENGTH 487.34% #Stocks #¡K,AXP,0 +11/1/2019 11:37,"There are two versions of the American Express Gold card: one for business, and one for consumers. We break down th¡K ",AXP,0 +10/31/2019 2:54,American Express $AXP PT Raised to $149.00 at Morgan Stanley ,AXP,1 +10/31/2019 1:56,"Denise Pickett Sells 2,400 Shares of American Express $AXP Stock ",AXP,0 +10/29/2019 14:04,American Express $AXP PT Raised to $149.00 at Morgan Stanley #stocks,AXP,1 +10/29/2019 7:21,"American Express $AXP Insider Denise Pickett Sells 2,400 Shares #stocks",AXP,0 +10/27/2019 1:43,"American Express $AXP Director Sells $980,424.80 in Stock ",AXP,0 +10/24/2019 15:15,Research Analysts¡¦ Weekly Ratings Updates for American Express $AXP ,AXP,1 +10/24/2019 15:11,Research Analysts¡¦ Weekly Ratings Updates for American Express $AXP #stocks,AXP,1 +10/23/2019 7:06,"$DFS $AXP $PGR $NDAQ:Nasdaq (NDAQ) Beats on Q3 Earnings, Lowers Expense View:",AXP,1 +10/22/2019 12:04,American Express $AXP Price Target Raised to $123.00 ,AXP,1 +10/22/2019 2:02,$AXP - Dividend Growth Stocks Of Tomorrow: American Express Company. Read more: #trading #markets #economy,AXP,1 +10/20/2019 19:51,American Express $AXP Receives Buy Rating from William Blair #stocks,AXP,1 +10/20/2019 9:58,The industry average ROE is 17.62%. $AXP outperforms 83% of its industry peers. ,AXP,1 +10/18/2019 23:48,American Express : AmEx Upgrades Provisions For Losses; Profit Rises #AmericanExpress #Stock #MarketScreener¡K ,AXP,1 +10/18/2019 7:35,American Express profit beats Wall Street estimates on higher consumer spending ,AXP,1 +10/18/2019 6:53,DOWN WITH EARNINGS TODAY ALERT: $AXP American Express Co ?? TradeIdeas via to FREE Trading Room,AXP,0 +10/18/2019 6:36,"$AXP: American Express beats by $0.06, reports revs in-line; guides Q4 revs in-line; reaffirms FY19 EPS guidance ",AXP,1 +10/18/2019 6:09,RT @Tanzeel_Akhtar: #AmericanExpress Trades Higher On Q3 Earnings Beat $AXP #premarket via @benzinga,AXP,1 +10/18/2019 5:50,$AXP American Express Beats Third-Quarter Estimates as Card Fees Set Record ,AXP,1 +10/18/2019 5:16,$AXP:American Express Trades Higher On Q3 Earnings Beat:,AXP,1 +10/18/2019 5:04,American Express Trades Higher On Q3 Earnings Beat ,AXP,1 +10/18/2019 4:48,Trading Ideas: $AXP American Express heading to All time High ?? FREE trade-of-week via ?¡K ,AXP,1 +10/18/2019 4:48,#AmericanExpress Trades Higher On Q3 Earnings Beat $AXP #premarket via @benzinga,AXP,1 +10/7/2019 2:41,American Express $AXP Rating Lowered to Sell at ValuEngine ,AXP,0 +10/7/2019 2:40,American Express $AXP Rating Lowered to Sell at ValuEngine #stocks,AXP,0 +10/6/2019 13:25,American Express $AXP Downgraded by ValuEngine #stocks,AXP,0 +10/2/2019 22:38,American Express $AXP to Issue $0.43 0.39000 Dividend ,AXP,1 +10/2/2019 7:40,RT @UnusualActivit3: American Express Company $AXP down by -2.36% at $113.945UNUSUAL ACTIVITY VOLUME 764.26% STRENGTH 724.98% #Stocks #¡K,AXP,0 +9/28/2019 22:55,American Express $AXP Short Interest Down 6.4% in September #stocks,AXP,0 +9/26/2019 9:32,?? Dividend Ideas: American Express Stock Buyback Program Will Boost Its Dividends via ?¡K ,AXP,1 +9/24/2019 14:34,American Express $AXP to Issue $0.43 0.39000 Dividend #stocks,AXP,1 +9/24/2019 14:01,American Express $AXP Plans $0.43 0.39000 Dividend ,AXP,1 +9/23/2019 14:17,"$AXP: American Express increases quarterly dividend to $0.43/share from $0.39/share, announces new 120 mln share... ",AXP,1 +9/23/2019 12:30,"American Express authorizes repurchase of up to 120M shares, boosts dividend 10% $AXP ",AXP,1 +9/16/2019 5:23,$AXP - American Express August credit card delinquencies rate ticks higher ,AXP,1 +9/15/2019 19:39,DLF sells 9 acres to American Express for Rs 300 crore #ETMarkets #MarketsNews #BizNews #MarketsUpdate ,AXP,0 +9/15/2019 11:25,DLF sells 9 acres to American Express for Rs 300 crore #ETIndustryNews ,AXP,0 +9/6/2019 10:31,"Insider Selling: American Express $AXP CEO Sells 15,000 Shares of Stock #markets",AXP,0 +9/5/2019 16:59,"American Express $AXP CEO Sells $1,774,950.00 in Stock #stocks",AXP,0 +8/21/2019 10:33,Liquid Momentum: Relative Strength Leaders Will Pace the Way Higher on Rallies $FIS $MA $V $FISV $AXP $BX... ,AXP,1 +8/18/2019 6:03,$AXP:American Express (AXP) Down 2.9% Since Last Earnings Report: Can It Rebound?:,AXP,0 +8/13/2019 9:14,$AXP $CELG $STZ:United Technologies stake cut at Third Point:,AXP,0 +8/13/2019 8:43,$UTX $TW $AXP - United Technologies stake cut at Third Point ,AXP,0 +8/8/2019 0:47,Research Analysts¡¦ Recent Ratings Updates for American Express $AXP #stocks,AXP,1 +8/5/2019 1:34,"Insider Selling: American Express $AXP CFO Sells $879,990.95 in Stock #markets",AXP,0 +8/5/2019 1:33,"Jeffrey C. Campbell Sells 7,045 Shares of American Express $AXP Stock ",AXP,0 +8/3/2019 16:38,American Express $AXP Stock Rating Lowered by ValuEngine ,AXP,0 +8/3/2019 16:37,American Express $AXP Stock Rating Lowered by ValuEngine #markets,AXP,0 +8/2/2019 11:38,"Jeffrey C. Campbell Sells 7,045 Shares of American Express $AXP Stock #stocks",AXP,0 +8/1/2019 20:13,American Express $AXP Downgraded to ¡§Hold¡¨ at ValuEngine ,AXP,0 +8/1/2019 20:10,American Express $AXP Downgraded to ¡§Hold¡¨ at ValuEngine #stocks,AXP,0 +7/30/2019 10:03,$DFS $AXP $V $MA:Mastercard (MA) Q2 Earnings Beat Estimates on Volume Growth:,AXP,1 +7/30/2019 7:05,TREND REVERSAL DOWN ALERT: $AXP American Express Co ?? TradeIdeas via to FREE Trading Room,AXP,0 +7/29/2019 13:55,"PayPal and American Express expand partnership, will allow use of points for PayPal purchases | TechCrunch ",AXP,1 +7/28/2019 9:44,American Express $AXP Sees Significant Drop in Short Interest #stocks,AXP,0 +7/26/2019 9:11,BMO Capital Markets Raises American Express $AXP Price Target to $119.00 ,AXP,1 +7/26/2019 8:31,"American Express $AXP Insider Sells $1,963,712.30 in Stock ",AXP,0 +7/25/2019 2:48,JPMorgan Chase & Co. Trims American Express $AXP Target Price to $132.00 ,AXP,0 +7/25/2019 1:07,American Express $AXP Price Target Raised to $119.00 at BMO Capital Markets ,AXP,1 +7/25/2019 1:05,BMO Capital Markets Raises American Express $AXP Price Target to $119.00 #stocks,AXP,1 +7/24/2019 7:23,KeyCorp Raises American Express Q4 2019 Earnings Estimates to $2.02 EPS (Previously $1.98). $AXP #AXP,AXP,1 +7/23/2019 2:41,American Express $AXP Price Target Lowered to $132.00 at JPMorgan Chase & Co. ,AXP,0 +7/22/2019 8:06,American Express $AXP Price Target Lowered to $132.00 at JPMorgan Chase & Co. #stocks,AXP,0 +7/22/2019 4:48,"American Express $AXP Posts Quarterly Earnings Results, Beats Expectations By $0.02 EPS ",AXP,1 +7/19/2019 10:50,"$AXP AmEx warns of higher costs as it boosts rewards program, shares fall ",AXP,1 +7/19/2019 6:59,"$AXP Cramer just said ""don't sell it down here"" ... stock YTD has run from 90 to 130 and is printing 125 today ... ",AXP,0 +7/19/2019 6:54,"American Express $AXP Issues Quarterly Earnings Results, Beats Estimates By $0.02 EPS #stocks",AXP,1 +7/19/2019 6:38,"$AXP: American Express beats by $0.05, reports revs in-line; reaffirms FY19 EPS guidance, revs guidance ",AXP,1 +7/19/2019 5:41,$AXP $WFC:American Express tops profit estimates on higher card spending; expenses a worry:,AXP,1 +7/19/2019 5:03,$DFS $AXP $V $MA:Higher Transactions Processed to Aid Visa (V) Q3 Earnings?:,AXP,1 +7/19/2019 5:03,$AXP:American Express Beats Q2 Earnings Estimate On US Billing Strength:,AXP,1 +7/19/2019 4:51,$AXP - American Express Q2 reflects higher card member spending ,AXP,1 +7/19/2019 4:44,American Express Beats Q2 Earnings Estimate On US Billing Strength $AXP,AXP,1 +7/19/2019 4:38,$AXP reports inline with the Estimize EPS Consensus and misses the Estimize Revenue Consensus by $13.80M. Reports F¡K ,AXP,0 +7/16/2019 23:11,Q3 2019 EPS Estimates for American Express $AXP Raised by Analyst ,AXP,1 +7/14/2019 22:33,Piper Jaffray Companies Raises American Express Q3 2019 Earnings Estimates to $2.12 EPS (Previously $2.10).¡K ,AXP,1 +7/14/2019 2:33,Wells Fargo & Co Raises American Express $AXP Price Target to $140.00 #markets,AXP,1 +7/14/2019 2:29,Wells Fargo & Co Raises American Express $AXP Price Target to $140.00 ,AXP,1 +7/12/2019 3:38,American Express $AXP Price Target Raised to $140.00 ,AXP,1 +7/11/2019 23:24,American Express $AXP Reaches New 52-Week High Following Analyst Upgrade ,AXP,1 +7/9/2019 5:24,$AXP Showing a bullish sequence from December 2018 low and looking to remain supported above $113 for a move highe¡K ,AXP,0 +7/8/2019 7:20,Monday¡¦s Top Analyst Upgrades and Downgrades Part 1: $AXP $AAPL $AMAT $BK $BBY $CCMP $COG $CRWD¡K ,AXP,0 +7/8/2019 6:15,"$AXP $AAPL:Top Analyst Upgrades and Downgrades: American Express, Apple ¡K:",AXP,1 +6/23/2019 0:03,American Express $AXP Earns Buy Rating from Analysts at Bank of America #stocks,AXP,1 +6/23/2019 0:00,American Express $AXP Earns Buy Rating from Analysts at Bank of America ,AXP,1 +6/22/2019 0:32,American Express $AXP PT Raised to $130.00 ,AXP,1 +6/21/2019 2:00,Wells Fargo & Co Increases American Express $AXP Price Target to $135.00 ,AXP,1 +6/19/2019 23:40,American Express $AXP Price Target Raised to $130.00 at Jefferies Financial Group ,AXP,1 +6/19/2019 22:16,American Express $AXP Hits New 52-Week High on Analyst Upgrade ,AXP,1 +6/19/2019 15:29,Short Interest in American Express $AXP Increases By 14.4% #stocks,AXP,1 +6/17/2019 13:39,$AXP have an incomplete bullish sequence from 2016 low and looking to extend higher toward minimum target at $153¡K ,AXP,0 +6/17/2019 13:38,$AXP Rallied to new all time highs reaching short term target $122 - $125 from where 3 waves pullback is taking pla¡K ,AXP,1 +6/14/2019 2:53,"American Express $AXP CFO Jeffrey C. Campbell Sells 6,500 Shares ",AXP,0 +6/13/2019 10:33,"American Express $AXP CFO Jeffrey C. Campbell Sells 6,500 Shares #stocks",AXP,0 +6/12/2019 11:26,"American Express $AXP CFO Sells $799,045.00 in Stock #stocks",AXP,0 +6/10/2019 6:57,$AXP +12.56% payments All time highs,AXP,1 +6/6/2019 23:08,"Beginning this week, American Express will reward Gold Card holders with 4X points on purchases made at restaurants¡K ",AXP,1 +6/6/2019 7:27,"Insider Selling: American Express $AXP Chairman Sells 15,000 Shares of Stock ",AXP,0 +6/5/2019 11:38,"American Express $AXP Chairman Stephen J. Squeri Sells 15,000 Shares #stocks",AXP,0 +5/30/2019 14:25,"Insider Selling: American Express $AXP Insider Sells 44,584 Shares of Stock #stocks",AXP,0 +5/21/2019 14:20,"Insider Selling: American Express $AXP Chairman Sells 101,964 Shares of Stock #stocks",AXP,0 +5/21/2019 12:51,$AXP STRONG BUY,AXP,1 +5/21/2019 8:30,Watching my $AXP here trying to pivot higher altho struggling a bit. Better but still keeping my $MA short against¡K ,AXP,1 +5/21/2019 4:20,ValuEngine Upgrades American Express $AXP to Buy ,AXP,1 +5/21/2019 1:57,$AXP all time highs and bullish on multiple time frames ,AXP,1 +5/20/2019 21:17,American Express $AXP Upgraded at ValuEngine #stocks,AXP,1 +5/19/2019 9:33,American Express Co $AXP Stock Sentiment Increases ,AXP,1 +5/15/2019 14:21,American Express : Buys Restaurant-Reservation Platform Resy -- 3rd Update #AmericanExpress #Stock #MarketScreener¡K ,AXP,1 +5/15/2019 12:38,American Express : Buys Restaurant-Reservation Platform Resy -- 2nd Update #AmericanExpress #Stock #MarketScreener¡K ,AXP,1 +5/15/2019 6:55,American Express acquires RESY ,AXP,1 +5/15/2019 6:05,$AXP - American Express April delinquency rate ticks down ,AXP,0 +5/15/2019 5:41,American Express buys restaurant reservation service Resy $AXP #AXP #Lifestyle #Technology #Restaurants ,AXP,1 +5/11/2019 3:25,?? Dividend Ideas: Just Because Warren Buffett Owns American Express Doesn't Mean You Should ,AXP,1 +5/8/2019 11:36,American Express $AXP Declares $0.39 Quarterly Dividend ,AXP,1 +5/8/2019 11:35,American Express $AXP Announces $0.39 Quarterly Dividend #stocks,AXP,1 +5/3/2019 5:14,American Express $AXP Stock Rating Upgraded by Morgan Stanley #markets,AXP,1 +5/3/2019 0:57,American Express $AXP Downgraded by UBS Group #markets,AXP,0 +5/3/2019 0:56,American Express $AXP Lowered to ¡§Neutral¡¨ at UBS Group ,AXP,0 +4/27/2019 2:39,American Express $AXP Rating Increased to Overweight at Morgan Stanley #markets,AXP,1 +4/25/2019 10:04,$AXP $MS $SPX $DAL:American Express Jumps as Analyst Touts Its Growth:,AXP,1 +4/25/2019 9:37,American Express Jumps as Analyst Touts Its Growth ,AXP,1 +4/25/2019 6:13,Upgrades 4/25: $AXP $AZPN $FB $FBNC $GD $LAD $NAVI $NVS $NXGN $PNM $SIRI $TER $VMI $WCN $WYNN,AXP,1 +4/25/2019 5:27,KeyCorp Raises American Express FY2019 Earnings Estimates to $8.31 EPS (Previously $8.10). $AXP #AXP,AXP,1 +4/25/2019 4:53,American Express $AXP Upgraded by Morgan Stanley to Overweight #stocks,AXP,1 +4/25/2019 3:28,Morgan Stanley Upgrades American Express $AXP to Overweight ,AXP,1 +4/24/2019 5:42,Oppenheimer Raises American Express Q2 2019 Earnings Estimates to $2.12 EPS (Previously $2.08). $AXP #AXP,AXP,1 +4/24/2019 5:42,KeyCorp Raises American Express Q2 2019 Earnings Estimates to $2.10 EPS (Previously $2.09). $AXP #AXP,AXP,1 +4/24/2019 5:41,American Express $AXP Forecasted to Post Q2 2019 Earnings of $2.10 Per Share #stocks,AXP,1 +4/24/2019 5:41,American Express Expected to Post Q2 2019 Earnings of $2.12 Per Share $AXP #stocks,AXP,1 +4/23/2019 22:57,Morgan Stanley Increases American Express $AXP Price Target to $123.00 ,AXP,1 +4/23/2019 22:55,Morgan Stanley Increases American Express $AXP Price Target to $123.00 #stocks,AXP,1 +4/23/2019 3:53,Oppenheimer Lowers American Express Q4 2019 Earnings Estimates to $1.93 EPS (Previously $1.95). $AXP #AXP,AXP,1 +4/23/2019 3:45,American Express and Capital One are among the big credit-card issuers turning to social-media pitches ,AXP,1 +4/23/2019 0:58,American Express $AXP Price Target Raised to $123.00 at Morgan Stanley ,AXP,1 +4/22/2019 16:20,$AXP $MDCA $SNAP:MDC to Add New Directors in Settlement With Activist Investor:,AXP,1 +4/22/2019 8:02,American Express $AXP Price Target Increased to $123.00 by Analysts at Morgan Stanley #stocks,AXP,1 +4/22/2019 5:22,"$AXP is about credit-card products, and travel-related services offered to consumers and businesses around the worl¡K ",AXP,1 +4/21/2019 19:52,"$AXP $BA $CAT $CSCO $CVX $DD $DIS Long and short positions from the Dow Jones, up to 1800% since 2008.¡K ",AXP,1 +4/21/2019 12:35,Zacks: Brokerages Anticipate American Express $AXP to Announce $2.07 EPS ,AXP,1 +4/20/2019 7:29,Investors Sell Shares of American Express $AXP on Strength $AXP #markets,AXP,0 +4/20/2019 4:38,"American Express $AXP Releases Quarterly Earnings Results, Beats Expectations By $0.01 EPS ",AXP,1 +4/20/2019 4:36,"American Express $AXP Releases Quarterly Earnings Results, Beats Expectations By $0.01 EPS #stocks",AXP,1 +4/20/2019 1:45,"American Express $AXP to Post FY2019 Earnings of $8.10 Per Share, Oppenheimer Forecasts #stocks",AXP,1 +4/19/2019 16:45,Traders Sell Shares of American Express $AXP on Strength $AXP #stocks,AXP,0 +4/19/2019 16:41,Traders Sell Shares of American Express $AXP on Strength $AXP ,AXP,0 +4/19/2019 6:23,Piper Jaffray Companies Lowers American Express Q2 2019 Earnings Estimates to $2.01 EPS (Previously $2.07).¡K ,AXP,1 +4/19/2019 6:23,Oppenheimer Lowers American Express Q2 2019 Earnings Estimates to $2.08 EPS (Previously $2.12). $AXP #AXP,AXP,1 +4/18/2019 11:15,Cipher Capital LP Upped Its American Express Co $AXP Stake by $4.75 Million ,AXP,1 +4/18/2019 6:32,"$AXP: American Express beats by $0.04, reports revs in-line; reaffirms FY19 EPS guidance ",AXP,1 +4/18/2019 5:26,American Express reported that profit declined on higher marketing expenses ,AXP,1 +4/18/2019 5:23,FY2019 EPS Estimates for American Express $AXP Decreased by Oppenheimer #stocks,AXP,0 +4/18/2019 5:21,American Express reported that profit declined on higher marketing expenses ,AXP,1 +4/18/2019 4:40,Well done AetCap beating 37 other analysts and the Wall Street Consensus to take the win for $AXP - ,AXP,1 +4/18/2019 4:35,"$AXP - American Express beats by $0.04, misses on revenue ",AXP,1 +4/17/2019 10:20,Fly Intel: What to watch in credit card space earnings reports $AXP $V $MA $AAPL $KR $DAL $GS $DFS ,AXP,1 +4/16/2019 11:38,Zacks: Analysts Anticipate American Express $AXP to Announce $2.00 Earnings Per Share #stocks,AXP,1 +4/16/2019 3:44,$AXP $SPX $XLF $DAL $AAPL:American Express Earnings Are Coming. Here¡¦s What to Expect.:,AXP,1 +4/16/2019 3:03,American Express Earnings Are Coming. Here¡¦s What to Expect. ,AXP,1 +4/15/2019 9:48,$AXP - American Express U.S. card delinquency rate flat for three months ,AXP,0 +4/13/2019 5:53,American National Bank Upped Position in American Express Co Com $AXP as Stock Price Declined ,AXP,1 +4/10/2019 22:16,American Express $AXP Scheduled to Post Quarterly Earnings on Thursday #stocks,AXP,1 +4/10/2019 22:13,American Express $AXP Scheduled to Post Quarterly Earnings on Thursday ,AXP,1 +4/4/2019 21:15,BidaskScore Decides to Downgrade American Express $AXP. Will Other Analysts Follow? ,AXP,0 +4/4/2019 21:14,BidaskScore Reports That They Have Downgraded American Express $AXP Shares ,AXP,0 +4/2/2019 9:18,$MA $V $AXP $PYPL:Mastercard¡¦s Plan to Dominate Digital Payments Is Priceless:,AXP,1 +4/2/2019 2:25,"AirXpanders, Inc. $AXP Is Yet to See Trading Action on Apr 2 ",AXP,1 +3/31/2019 8:01,Investors Sell Shares of American Express $AXP on Strength $AXP ,AXP,0 +3/29/2019 5:55,Freestone Capital Holdings Continues to Hold Holding in American Express Co $AXP; State Of New Jersey Common Pensio¡K ,AXP,1 +3/28/2019 9:05,American Express Co $AXP Stock Declined While Marco Investment Management Has Decreased Holding; State Of Tennessee¡K ,AXP,0 +3/28/2019 3:39,Veritas Asset Management Llp Trimmed Its Position in American Express Co $AXP by $3.17 Million as Stock Price Decli¡K ,AXP,0 +3/28/2019 3:22,Oak Ridge Investments Decreased Lkq Com $LKQ Position by $1.03 Million; American Express Co $AXP Holder Gm Advisory¡K ,AXP,0 +3/24/2019 23:14,American Express $AXP Downgraded by DZ Bank ,AXP,0 +3/24/2019 11:08,Brokerages Anticipate American Express $AXP to Post $2.01 EPS #stocks,AXP,1 +3/24/2019 11:06,Brokerages Anticipate American Express $AXP to Post $2.01 EPS ,AXP,1 +3/24/2019 9:26,"Marco Investment Management Decreased Its Holding in American Express Co $AXP by $968,905; Locust Wood Capital Advi¡K ",AXP,0 +3/23/2019 6:14,American Express Co $AXP Holding Has Raised by Montag A & Associates Inc ,AXP,1 +3/22/2019 23:37,DZ Bank Downgrades American Express $AXP to Hold ,AXP,0 +3/22/2019 23:36,American Express $AXP Downgraded to Hold at DZ Bank #stocks,AXP,0 +3/21/2019 16:31,American Express $AXP Receives a Lower Rating From BidaskScore. Is it Time to Sell Shares? ,AXP,1 +3/21/2019 16:29,Will Today¡¦s BidaskScore Downgrade Harm American Express $AXP Stock? ,AXP,0 +3/20/2019 18:53,Traders Buy Shares of American Express $AXP on Weakness ,AXP,1 +3/19/2019 17:07,$AXP spinning top to bearish engulfing near ATH's ,AXP,1 +3/18/2019 11:45,Delta and American Express are offering one of the highest welcome offers we've seen for this popular airline credi¡K ,AXP,1 +3/17/2019 22:15,William Blair Lowers American Express Q1 2019 Earnings Estimates to $2.00 EPS (Previously $2.04). $AXP #AXP,AXP,1 +3/15/2019 13:50,5 Reasons to Get the Platinum Card From American Express ,AXP,1 +3/14/2019 10:45,BidaskScore Finally Upgrades American Express $AXP Stock ,AXP,1 +3/14/2019 10:26,Bank of America Raises American Express $AXP Price Target to $122.00 #stocks,AXP,1 +3/13/2019 14:25,American Express shareholders may not realize stepped-up lending has introduced volatility to earnings through pote¡K ,AXP,1 +3/11/2019 11:24,$AXP - American Express declares $0.39 dividend ,AXP,1 +3/9/2019 14:00,Head to Head Analysis: American Express $AXP vs. WMIH $WMIH #stocks,AXP,1 +3/8/2019 15:45,4 Ways to Earn the Sign-Up Bonus for the Platinum Card From American Express ,AXP,1 +3/6/2019 16:23,American Express $AXP Expected to Announce Quarterly Sales of $10.50 Billion ,AXP,1 +3/6/2019 9:26,Kiltearn Partners Llp Lowered Stake in American Express Co $AXP by $13.59 Million ,AXP,0 +3/4/2019 23:41,"20.18 % to Target, Stephens Reconfirms ¡¥Buy¡¦ Rating on American Express $AXP Shares Today ",AXP,1 +3/3/2019 1:10,American Express $AXP Expected to Post Quarterly Sales of $10.50 Billion #markets,AXP,1 +3/1/2019 7:30,Kroger announces second division to stop accepting Visa #credit cards $KR $V $MA $DFS $AXP ,AXP,1 +2/28/2019 19:19,Traders Sell Shares of American Express $AXP on Strength $AXP #markets,AXP,0 +2/21/2019 23:56,Investors Sell American Express $AXP on Strength Following Insider Selling ,AXP,0 +2/21/2019 6:07,"Richard Petrino Sells 2,444 Shares of American Express $AXP Stock ",AXP,0 +2/21/2019 0:46,Traders Sell Shares of American Express $AXP on Strength After Insider Selling ,AXP,0 +2/20/2019 16:42,Investors Sell Shares of American Express $AXP on Strength Following Insider Selling #markets,AXP,0 +2/20/2019 3:56,"Insider Selling: American Express $AXP EVP Sells 2,444 Shares of Stock ",AXP,0 +2/20/2019 2:25,Head to Head Comparison: HARGREAVES LANS/ADR $HRGLY versus American Express $AXP #stocks,AXP,1 +2/19/2019 15:42,"American Express $AXP EVP Richard Petrino Sells 2,444 Shares #stocks",AXP,0 +2/17/2019 17:04,American Express Company $AXPB34 Is Yet to See Trading Action on Feb 17 ,AXP,1 +2/12/2019 16:17,American Express Company $AXPB34 Is Yet to See Trading Action on Feb 12 ,AXP,1 +2/11/2019 10:02,Matrix Asset Advisors INC Lowered Its American Express Co $AXP Stake as Market Valuation Declined ,AXP,0 +2/9/2019 3:50,American Express $AXP Expected to Post Quarterly Sales of $10.50 Billion #stocks,AXP,1 +2/8/2019 3:16,"American Express $AXP Chairman Stephen J. Squeri Sells 12,500 Shares ",AXP,0 +2/6/2019 16:38,Traders Sell American Express $AXP on Strength Following Insider Selling #stocks,AXP,0 +2/5/2019 12:03,AmEx's Stock Isn't Likely To See Much Movement Over 2019 via @trefis $AXP,AXP,1 +2/2/2019 14:43,5 Things to Do After Getting the Gold Delta SkyMiles Credit Card From American Express ,AXP,1 +2/2/2019 7:35,Atlantic Securities Upgrades American Express $AXP to Overweight ,AXP,1 +2/1/2019 12:04,American Express : reg; Card Members Now Have Even More Places to Tap and Go ,AXP,1 +1/30/2019 18:53,American Express Company $AXPB34 Is Yet to See Trading Action on Jan 30 ,AXP,1 +1/29/2019 9:41,American Express $AXP Upgraded at Atlantic Securities #stocks,AXP,1 +1/29/2019 8:37,Fly Intel: Top five analyst upgrades $NVDA $AXP $BLK $BTI $DDD $SSYS ,AXP,1 +1/29/2019 6:41,What Can We Expect After American Express $AXP's Upgrade By Atlantic Equities? ,AXP,1 +1/28/2019 20:21,"Should have been nicer to mommy. Tori Spelling Ordered to Pay American Express More Than $88,000. ",AXP,1 +1/26/2019 7:18,$BL $AXP $MCO:3 Top Fintech Stocks to Buy in January:,AXP,1 +1/26/2019 6:39,American Express Co $AXP Shareholder Kiltearn Partners Llp Has Decreased Holding as Shares Declined ,AXP,0 +1/23/2019 15:24,American Express $AXP Expected to Post Earnings of $2.02 Per Share #stocks,AXP,1 +1/23/2019 0:07,Q1 2019 EPS Estimates for American Express $AXP Lowered by William Blair ,AXP,0 +1/22/2019 0:13,"American Express to Post Q1 2019 Earnings of $2.00 Per Share, Jefferies Financial Group Forecasts $AXP ",AXP,1 +1/21/2019 1:21,Piper Jaffray Companies Lowers American Express FY2019 Earnings Estimates to $8.10 EPS (Previously $8.15). $AXP #AXP,AXP,1 +1/21/2019 0:41,KeyCorp Raises American Express Q3 2019 Earnings Estimates to $2.19 EPS (Previously $2.16). $AXP #AXP,AXP,1 +1/21/2019 0:22,William Blair Lowers American Express Q1 2019 Earnings Estimates to $2.04 EPS (Previously $2.13). $AXP #AXP,AXP,1 +1/21/2019 0:22,Oppenheimer Lowers American Express Q1 2019 Earnings Estimates to $1.97 EPS (Previously $2.01). $AXP #AXP,AXP,1 +1/21/2019 0:22,Jefferies Financial Group Raises American Express Q1 2019 Earnings Estimates to $2.00 EPS (Previously $1.97).¡K ,AXP,1 +1/21/2019 0:20,Q1 2019 EPS Estimates for American Express $AXP Lowered by Oppenheimer ,AXP,0 +1/21/2019 0:19,Q1 2019 EPS Estimates for American Express $AXP Lowered by Oppenheimer #stocks,AXP,0 +1/21/2019 0:19,American Express $AXP Forecasted to Post Q1 2019 Earnings of $2.00 Per Share #stocks,AXP,1 +1/20/2019 5:35,Zacks Investment Research Downgrades American Express $AXP to Sell #markets,AXP,0 +1/19/2019 14:03,American Express (AXP) Shares Sold by Capital Investment Advisors LLC - Fairfield Current ,AXP,0 +1/19/2019 9:02,Great Lakes Advisors LLC Has Raised Its American Express Co $AXP Position by $7.38 Million ,AXP,1 +1/19/2019 0:39,Head to Head Comparison: American Express $AXP vs. CNFinance $CNF #stocks,AXP,1 +1/18/2019 7:58,American Express Co $AXP Market Value Declined While Matrix Asset Advisors INC Lowered Its Stake ,AXP,0 +1/18/2019 7:58,"As American Express Co $AXP Share Price Declined, Matrix Asset Advisors INC Has Decreased Its Position ",AXP,0 +1/18/2019 4:49,William Blair Lowers American Express Q1 2019 Earnings Estimates to $2.13 EPS (Previously $2.16). $AXP #AXP,AXP,1 +1/17/2019 16:14,"$AXP: American Express beats by $0.04, reports revs in-line; guides FY19 EPS in-line, revs above consensus ",AXP,1 +1/17/2019 15:48,"American Express misses estimates on higher provisions, expenses ",AXP,1 +1/17/2019 15:19,American Express earnings miss Wall Street expectations ,AXP,0 +1/17/2019 14:40,$AXP - AmEx -3.2% as Q4 merchant & network services revenue comes in flat ,AXP,0 +1/17/2019 14:20,"RT @MarketsTicker: American Express swings to profit, narrowly misses revenue expectations ",AXP,1 +1/17/2019 14:20,Maybe I'll pick up this $AXP if banks/financials continue to decouple from market as they have been. Currently ever¡K ,AXP,1 +1/17/2019 14:17,"American Express swings to profit, but stock falls as revenue misses forecasts ",AXP,1 +1/17/2019 13:35,American Express slated to report earnings after the bell ,AXP,1 +1/17/2019 11:36,American Express $AXP Lowered to Sell at Zacks Investment Research ,AXP,0 +1/17/2019 9:34,Fly Intel: What to watch in credit card space earnings reports $AXP $V $MA $PYPL $JPM ,AXP,1 +1/17/2019 7:43,William Blair Lowers American Express Q2 2019 Earnings Estimates to $2.02 EPS (Previously $2.03). $AXP #AXP,AXP,1 +1/15/2019 15:32,American Express Company $AXPB34 Jumps 0.28% on Jan 15 ,AXP,1 +1/15/2019 13:34,Notable Fintech M&A: American Express Acquires Restaurant-Booking App Pocket Concierge - ,AXP,1 +1/15/2019 3:01,American Express acquires Japan-based restaurant booking service Pocket Concierge by¡K ,AXP,1 +1/12/2019 7:36,American Express Co (AXP) Market Valuation Declined While Great Lakes Advisors LLC Has Raised Its Position - ,AXP,1 +1/12/2019 5:53,Morgan Stanley Cuts American Express $AXP Price Target to $111.00 #stocks,AXP,1 +1/10/2019 19:06,Investors Buy Shares of American Express $AXP on Weakness #stocks,AXP,1 +1/10/2019 7:10,Morgan Stanley Lowers American Express $AXP Price Target to $111.00 #stocks,AXP,1 +1/10/2019 6:55,Bb&T Corp Holding In American Express $AXP Was Has Upped - ,AXP,1 +1/7/2019 1:29,American Express $AXP PT Lowered to $115.00 at Wells Fargo & Co ,AXP,0 +1/6/2019 6:09,American Express $AXP Cut to ¡§Hold¡¨ at Zacks Investment Research ,AXP,0 +1/6/2019 6:08,American Express $AXP Price Target Cut to $115.00 by Analysts at Wells Fargo & Co #markets,AXP,0 +1/6/2019 6:08,American Express $AXP Price Target Cut to $115.00 by Analysts at Wells Fargo & Co #stocks,AXP,0 +1/6/2019 6:08,American Express $AXP Cut to ¡§Hold¡¨ at Zacks Investment Research #stocks,AXP,0 +1/5/2019 7:02,American Express $AXP Downgraded to ¡§Hold¡¨ at Zacks Investment Research ,AXP,0 +1/4/2019 11:22,American Express $AXP Downgraded by Zacks Investment Research to ¡§Hold¡¨ #markets,AXP,0 +1/4/2019 11:22,American Express $AXP Downgraded by Zacks Investment Research to ¡§Hold¡¨ #stocks,AXP,0 +1/2/2019 13:41,"Call/Put Highest % Volume Changes: Calls: $THC, $ECA, $BKS, $BOX, $AXP Puts: $AET, $WTW, $GG, $XRX, $LM",AXP,1 +1/2/2019 5:51,American Express $AXP To Go Ex-Dividend on January 3rd #markets,AXP,1 +1/2/2019 0:54,American Express $AXP Expected to Announce Quarterly Sales of $10.59 Billion #stocks,AXP,1 +12/30/2018 9:43,"As American Express Co $AXP Market Value Declined, Shareholder Rhumbline Advisers Lowered Position by $3.73 Million¡K ",AXP,0 +12/30/2018 9:43,American Express Co $AXP Holder Rhumbline Advisers Trimmed Holding by $3.73 Million - ,AXP,0 +12/28/2018 13:09,Ubs Global Asset Management Americas INC Has Raised American Express Co $AXP Holding - ,AXP,1 +12/27/2018 18:15,Former American Express chairman and chief executive Kenneth Chenault plans to retire from the boards of IBM and P&¡K ,AXP,1 +12/27/2018 17:02,"$AXP $IBM $PG $FB:The Wall Street Journal: Kenneth Chenault to step down from IBM, P&G boards:",AXP,1 +12/25/2018 11:30,"As American Express Co $AXP Valuation Declined, Holder Amf Pensionsforsakring Ab Decreased Its Stake by $23.15 Mill¡K ",AXP,0 +12/25/2018 11:29,Amf Pensionsforsakring Ab Decreased American Express Co $AXP Position by $23.15 Million; Market Value Declined - ,AXP,0 +12/24/2018 10:34,Matrix Asset Advisors INC Position in American Express Co $AXP Trimmed by $5.37 Million - ,AXP,0 +12/24/2018 6:30,"REPORT: Banks, card companies didn't raise red flags over #shooting purchases $V $MA $AXP $WFC $USB $BAC $JPM $GS¡K ",AXP,1 +12/23/2018 23:12,Piper Jaffray Companies Raises American Express FY2018 Earnings Estimates to $7.39 EPS (Previously $7.38). $AXP #AXP,AXP,1 +12/22/2018 3:41,Bank of America Lowers American Express $AXP to Neutral ,AXP,1 +12/19/2018 15:36,Bank of America Has Downgraded Shares of American Express $AXP Giving it a $115 TP - ,AXP,0 +12/19/2018 13:17,$AXP +1.79% higher rates means borrowing money affects everyone. Even consumers at the mall or whole paycheck the o¡K ,AXP,1 +12/19/2018 12:20,Significant Amex Downgrade Points to Macro Headwinds Ahead After Strong Outperformance $AXP ,AXP,0 +12/19/2018 9:21,American Express Stock Is Falling After a Downgrade ,AXP,0 +12/19/2018 8:50,American Express $AXP Downgraded to Neutral at Bank of America #stocks,AXP,0 +12/19/2018 8:21,"¡§It¡¦s been a good run, but..."" American Express was downgraded by Bank of America this morning. ",AXP,0 +12/19/2018 6:03,$AXP - AmEx -1.2% in premarket as BofAML steps to sidelines ,AXP,1 +12/17/2018 7:30,Bb&T Corp Upped Its American Express $AXP Position by $3.49 Million as Valuation Declined - ,AXP,1 +12/17/2018 2:57,William Blair Reiterates Outperform Rating for American Express $AXP #markets,AXP,1 +1/18/2020 0:06,Apple $AAPL Lifted to ¡§Buy¡¨ at Canaccord Genuity ,AAPL,1 +1/17/2020 16:56,Stock Market Update: Higher Highs Amid Negative News - @DanRusso_CMT $SPY $IWM $QQQ $SMH $FB $AAPL,AAPL,1 +1/17/2020 14:16,"$AAPL Apple monthly chart shows price ~40% HIGHER than Fall 2018 peaks, but RSI as a gauge for momentum cannot even¡K ",AAPL,1 +1/17/2020 13:51,Good to have leaders closing strong b/c they will lead other stks higher next wk $AAPL $MSFT $GOOGL $QQQ $SPY,AAPL,1 +1/17/2020 13:23,$AAPL is set to close at a 52wk high here,AAPL,1 +1/17/2020 13:14,Apple $AAPL has seen several recent price target raises from analysts on expectations of robust 5G device demand. ,AAPL,1 +1/17/2020 9:57,$XLK already made new highs and showing a bullish sequence from January low supporting further upside for $AAPL &¡K ,AAPL,0 +1/17/2020 9:56,$AAPL 1H Chart 1/8 presented at Looking for the stock to rally higher while above $292¡K ,AAPL,1 +1/17/2020 9:55,$AAPL If it fails to break higher then a double correction can still take place against $292 before the stock resum¡K ,AAPL,1 +1/17/2020 8:08,We presented the short term path for $SPY $AAPL and explained the extension higher in $XLP $IYR which can open furt¡K ,AAPL,1 +1/17/2020 6:57,$AAPL - Apple target raised on improving iPhone cycle ,AAPL,1 +1/17/2020 6:10,$AAPL ????Nomura Instinet analyst Jeffrey Kvaal raised his price target for Apple to $280 from $225 while keeping a¡K ,AAPL,1 +1/17/2020 4:35,Canaccord Genuity Upgrades Apple $AAPL to Buy ,AAPL,1 +1/17/2020 3:33,$AAPL PT raised to $280 from $225 at Nomura,AAPL,1 +1/17/2020 3:31,$AAPL PRICE TARGET RAISED TO $280 FROM $225 AT NOMURA INSTINET,AAPL,1 +1/16/2020 15:42,Wedbush Reaffirms Outperform Rating for Apple $AAPL ,AAPL,1 +1/16/2020 14:51,$AAPL impulsive rally since August low remain in progress as the stock opened further upside last week #elliottwave¡K ,AAPL,0 +1/16/2020 14:50,$AAPL 1H Chart 1/8 presented at Calling the rally higher #elliottwave #trading ,AAPL,1 +1/16/2020 9:11,Atlantic Securities Downgrades Apple $AAPL to Underweight ,AAPL,0 +1/16/2020 9:14,$AAPL below ydays low a good spot to watch for potential gap test / fill below. Has moved like $TSLA the past 3 mon¡K ,AAPL,0 +1/16/2020 6:09,Apple $AAPL Rating Increased to Buy at Canaccord Genuity #markets,AAPL,1 +1/16/2020 5:41,$AAPL Chart of the Day from 12/09 pullback held above $256 low & resumes higher¡K ,AAPL,0 +1/16/2020 5:41,$AAPL fails to do double correction lower & already made new high above last months peak favoring more upside #Elliottwave #Trading #Apple,AAPL,1 +1/16/2020 5:40,$AAPL Corrected lower into blue box area last month at $258.7 - $254.9 from where reaction higher is taking place¡K ,AAPL,1 +1/16/2020 5:40,$AAPL 1 hour view from 12/02 Midday update. Calling for 3 waves pullback to take place against $269 high before tur¡K ,AAPL,1 +1/15/2020 17:03,Apple acquires low-power AI startup behind Wyze on-device person detection for $200M $AAPL,AAPL,1 +1/15/2020 15:18,Apple Acquires Artificial Intelligence Company $AAPL ,AAPL,1 +1/15/2020 15:02,"Apple acquires Xnor, AI startup that spun out of Allen Institute $AAPL ?@OptionsPastor? ",AAPL,1 +1/15/2020 14:36,"Tim Apple, you might want to watch your back... @AnnieGaus breaks down why $AAPL might be @realDonaldTrump's next t¡K ",AAPL,0 +1/15/2020 14:05,$AAPL - Apple sold nearly 60M AirPods last year - report ,AAPL,0 +1/15/2020 13:27,"$AAPL Cycle from $292.12 low ended and now should start the process of three, seven, and eleven. Midday 1 Hour char¡K ",AAPL,0 +1/15/2020 13:27,$AAPL turned red taking indexes down FOCUS on individual stks !! No PANIC b/c indexes pulling back !! $NVTA¡K ,AAPL,0 +1/15/2020 13:19,Apple $AAPL acquires edge AI startup for about $200M,AAPL,1 +1/15/2020 13:13,$AAPL Apple Acquires Artificial Intelligence Company via ,AAPL,1 +1/15/2020 13:10,$AAPL break below 311.15 for 2x down on daily on watch.,AAPL,0 +1/15/2020 12:53,$AAPL Apple Reiterated by Wedbush $313.40 Outperform,AAPL,1 +1/15/2020 12:27,$AAPL #ArtificialIntelligence Apple acquires edge AI startup for about $200M Xnor's AI-enabled image recognition to¡K ,AAPL,1 +1/15/2020 12:14,$AAPL ACQUIRES FOR PRICE IN $200M RANGE - GEEKWIRE,AAPL,1 +1/15/2020 9:28,¡¥Mobius Final Fantasy' Is Shutting Down on March 31st in Japan and June 30th Worldwide $AAPL,AAPL,0 +1/15/2020 9:27,$AAPL Trading higher within a strong impulsive rally and looking for further upside to take place #elliottwave¡K ,AAPL,1 +1/15/2020 8:22,Apple $AAPL Rating Increased to Buy at Canaccord Genuity #stocks,AAPL,1 +1/15/2020 7:59,Miss Your GameBoy? Get the CaseBoy? Gamecase Retro Gaming Case for your iPhone $AAPL ,AAPL,0 +1/15/2020 7:59,"$AAPL Canaccord Genuity raises Apple's price target to $355 because of 5G, potential cheaper iPhone ",AAPL,1 +1/15/2020 6:36,$AAPL PT RAISED TO $355 FROM $275 AT CANACCORD GENUITY,AAPL,1 +1/15/2020 6:36,Apple $AAPL PT Raised to $355 at Canaccord Genuity; Strong Trends Should Continue ,AAPL,1 +1/15/2020 6:12,Calls for Apple to Bring iPhone-Style Low Power Mode to MacBooks $AAPL ,AAPL,0 +1/15/2020 5:27,$AAPL 1 hour view from 12/02 Midday update. Calling for 3 waves pullback to take place against $269 high before res¡K ,AAPL,1 +1/15/2020 0:21,Apple $AAPL Upgraded to Buy at Canaccord Genuity ,AAPL,1 +1/14/2020 23:15,$HENC closed down 30% bounce coming OVERSOLD??????$SPY $SPX $QQQ $ES_F $NQ_F $RTY_F $ZB_F $GC_F $NDX $RUT $AAPL $NFLX¡K ,AAPL,0 +1/14/2020 18:28,If $AAPL goes down tomorrow the headline will say:¡¨Apple declines on Trump encryption tweet¡¨If $AAPL goes up to¡K ,AAPL,0 +1/14/2020 17:46,$AAPL - Apple Dividend Yield Below 1%. Continue reading: #business #markets #stocks,AAPL,1 +1/14/2020 16:58,"@MDTrades12 Me: ?? Trump: I had to sell all the profits I made in last 2 months. So I can buy at low again, lets start with $AAPL",AAPL,0 +1/14/2020 16:42,$AAPL either you step up or TRUMP takes you down ,AAPL,0 +1/14/2020 13:56,"$AAPL will register its biggest down day since 12/9/19, which was 15% ago ¡X just an incredible rally. We¡¦ll see i¡K ",AAPL,0 +1/14/2020 13:19,"PreMarket Prep Recap: Q4 Earnings Season Begins, Apple Gets A Downgrade $AAPL",AAPL,0 +1/14/2020 12:20,Apple's 1% decline is the steepest one day drop in over a month. $AAPL ,AAPL,0 +1/14/2020 12:03,"$AAPL NewsWatch: Apple may not get the big 5G bump investors expect, analyst says in downgrade ",AAPL,0 +1/14/2020 11:56,$AAPL within a couple points of high measured move zone. Like lotto put R/R here,AAPL,1 +1/14/2020 11:54,$AAPL investors are speed dialing their Therapists as the stock is down 1% ,AAPL,0 +1/14/2020 10:48,RT @spakkal: @Fibonacciqueen Carolyn $AAPL is close to symmetry resistance around 320 & has Fibonacci timing for a high on weekly chart. @s¡K,AAPL,1 +1/14/2020 10:34,"i was only half joking. there is no ""5G upgrade cycle"". maybe in a few years... $AAPL $QCOM ",AAPL,1 +1/14/2020 10:07,"there is no ""5G upgrade cycle"". it's just something analysts now say to justify $AAPL stock going up a bazillion $$ in market cap.",AAPL,1 +1/14/2020 10:05,"Atlantic Equities downgraded $AAPL 275>235-""I completely disagree... the areas (such as wearables) are still grow¡K ",AAPL,0 +1/14/2020 8:54,"$AAPL is down .50%""PPT get to work"" ",AAPL,0 +1/14/2020 8:10,$AAPL actually got downgraded this am from some bucket shop Atlantic Equities ...Never heard of them but admire their move,AAPL,0 +1/14/2020 7:57,IDC reports Apple set to gain 13% of Windows 7 upgrades as Microsoft ends support $AAPL ,AAPL,1 +1/14/2020 7:52,Apple $AAPL PT Raised to $375.00 ,AAPL,1 +1/14/2020 7:24,Apple $AAPL Rating Lowered to Underweight at Atlantic Securities #stocks,AAPL,0 +1/14/2020 6:58,$AAPL (-0.0% pre) Atlantic Equities Downgrades Apple (AAPL) to Underweight,AAPL,0 +1/14/2020 6:58,$AAPL (-0.0% pre) Apple (AAPL) Could See Upside to $400 on Jaw Dropping Peripheral Momentum - Wedbush,AAPL,0 +1/14/2020 6:56,"Atlantic Downgrades Apple To Underweight, Says iPhone 11 Could Still Disappoint $AAPL ",AAPL,0 +1/14/2020 6:53,"$AAPL has 'neutral'ed' its way 100% higher since this analyst last downgraded the stock --->> this morning ""Analys¡K ",AAPL,0 +1/14/2020 6:06,$AAPL Atlantic Equities analyst James Cordwell downgraded Apple to Underweight from Neutral with a $275 price target.,AAPL,0 +1/14/2020 6:05,$AAPL UBS raised pt to $355 from $280Wedbush bull case $400 in 2020,AAPL,1 +1/14/2020 5:50,"$AAPL with an upgrade and a downgrade... 318.97 and 320.98 above, below 315.06 then 313.05. ",AAPL,1 +1/14/2020 5:41,$AAPL : UBS RAISES PRICE TARGET TO $355 FROM $280$GOOGL : DEUTSCHE BANK RAISES PRICE TARGET TO $1735 FROM $1550¡K ,AAPL,1 +1/14/2020 5:40,$AAPL : UBS RAISES PRICE TARGET TO $355 FROM $280 ,AAPL,1 +1/14/2020 5:35,"New AAPL high predicted for this year, two analysts predict $375-400 $AAPL ",AAPL,1 +1/14/2020 1:52,$AAPL : UBS RAISES PRICE TARGET TO $355 FROM $280,AAPL,1 +1/14/2020 1:51,UBS Raises PT On Apple To $355 From $280 $AAPL,AAPL,1 +1/13/2020 23:17,Apple Inc. $AAPL Sees Large Drop in Short Interest ,AAPL,0 +1/13/2020 23:16,Apple $AAPL Sets New 52-Week High on Analyst Upgrade ,AAPL,1 +1/13/2020 17:46,Mac Shipments Down in Q4 2019 Amid Overall PC Market Growth $AAPL ,AAPL,0 +1/13/2020 16:45,$CEI Lower lowTo ma50 next at $1.70Buy Great large cap stks .$AAPL $FB $MSFT $TSLA ... all hit AT! Have be¡K ,AAPL,0 +1/13/2020 15:33,$AAPL Apple Raised to Street-High Target of $375 as Optimism Grows via ,AAPL,1 +1/13/2020 14:49,App tracking alert in iOS 13 has dramatically cut location data flow to ad industry $AAPL ,AAPL,0 +1/13/2020 13:35,$AAPL Early December corrected in 3 waves then resumed the rally higher #elliottwave #trading ,AAPL,1 +1/13/2020 12:32,$AAPL is currently >40% above the 200DMA.Highest ratio since 2012. ,AAPL,1 +1/13/2020 11:38,Not bad day my Sweet Baby ?? $AAPL swing trade from Friday was a dud ($259.50). But the upgrade of PT for $TSLA was¡K ,AAPL,1 +1/13/2020 11:32,StockBeat : $AAPL Apple Continues March Into Record Territory on Upgrade ,AAPL,1 +1/13/2020 10:06,$AAPL rallied to new all time highs last week and showing an impulsive structure from 1/8 low suggesting further up¡K ,AAPL,0 +1/13/2020 10:04,$AAPL 1H Chart 1/8 presented at Calling the stock higher #elliottwave #trading ,AAPL,1 +1/13/2020 9:49,Highest weekly RSI in $AAPL since 2005 ,AAPL,1 +1/13/2020 7:22,Back to the Mac 015: My Mac Pro upgrades ¡V 24TB SSD and 384GB of RAM [Video] $AAPL ,AAPL,1 +1/13/2020 7:19,DA Davidson Raises Apple $AAPL Price Target to $375.00 #stocks,AAPL,1 +1/13/2020 7:03,UPDATE: Apple $AAPL PT Raised to $375 at DA Davidson ,AAPL,1 +1/13/2020 6:38,$AAPL Apple price target raised to $375 from $300 at DA Davidson,AAPL,1 +1/13/2020 5:56,Good morning traders notable analyst calls part 1 $AAPL DA Davidson Maintains to Buy : PT $375.00$FB pt upped to¡K ,AAPL,1 +1/13/2020 4:41,$AAPL PT RAISED TO $375 FROM $300 AT DA DAVIDSON,AAPL,1 +1/13/2020 4:40,Apple $AAPL PT Raised to $375 at DA Davidson ,AAPL,1 +1/13/2020 3:03,$AAPL : INDEPENDENT RESEARCH RAISES TARGET PRICE TO $317.00 FROM $264.00; RATING HOLD,AAPL,1 +1/13/2020 1:15,Jefferies Financial Group Raises Apple Q1 2022 Earnings Estimates to $5.83 EPS (Previously $4.48). $AAPL #AAPL,AAPL,1 +1/12/2020 19:20,If so $tsla target has just been raised to $8000. Lol. $aapl ,AAPL,1 +1/12/2020 11:24,Apple trims estimated payments for iPhone trade-ins $AAPL ,AAPL,0 +1/12/2020 7:09,"$AAPL Early last month, it found buyers at blue box area then turned higher again #elliottwave #trading ",AAPL,1 +1/12/2020 7:08,$AAPL pullbacks were supported in 3 or 7 swings allowing the stock to resume the rally higher #elliottwave #trading ,AAPL,1 +1/12/2020 7:14,$AAPL 1H Chart 1/2 presented at Calling new all time highs #elliottwave #trading ,AAPL,1 +1/11/2020 10:34,"Apple AirPods drop to $129, matching all-time low price on Amazon $AAPL ",AAPL,0 +1/11/2020 5:37,Apple $AAPL PT Raised to $350.00 at Jefferies Financial Group ,AAPL,1 +1/10/2020 15:34,Apple¡¦s $AAPL Buy Rating Reaffirmed at Wedbush ,AAPL,1 +1/10/2020 15:32,Wedbush Reaffirms Buy Rating for Apple $AAPL #markets,AAPL,1 +1/10/2020 13:44,$SPOT $AAPL $GOOG $AMZN:Spotify Stock Fell in 2019 Despite a Record-Breaking Year for Music Streaming. Here¡¦s Wh¡K¡K ,AAPL,0 +1/10/2020 13:23,$AAPL ARGUS RAISES PT TO $350,AAPL,1 +1/10/2020 13:20,Apple $AAPL PT Raised to $350 at Argus ,AAPL,1 +1/10/2020 12:54,"Apple¡¦s $AAPL higher iPhone sales in China may not have led to higher revenue, but that's OK.¡K ",AAPL,1 +1/10/2020 12:45,$AAPL Gene Munster puts together a new case for why Apple stock should be trading 50% higher ,AAPL,1 +1/10/2020 12:30,Apple price target raised to $350 from $300 at Argus $AAPL ,AAPL,1 +1/10/2020 12:10,$AAPL PRICE TARGET RAISED TO $350 FROM $300 AT ARGUS,AAPL,1 +1/10/2020 11:35,"$AAPL Top tech analyst knocks down theory Apple's surge is due to passive investing, buybacks ",AAPL,0 +1/10/2020 10:12,"$AAPL riding the channel higher still. Probably won't make huge moves at this point, but still can keep moving high¡K ",AAPL,1 +1/10/2020 9:35,$AAPL coming back in...Don¡¦t be fooled by these headlines about ¡¥app store volume¡¦ and upgradesCook added $400B¡K ,AAPL,1 +1/10/2020 9:27,$AAPL currently showing 5 waves up from 1/8 low and can see 3 waves pullback toward $304 - 299 before buyers show u¡K ,AAPL,0 +1/10/2020 8:09,$AAPL Record high ! $MSFT Record high ! They will take $DJIA to 29K It will 100% will .. we R talki¡K ,AAPL,1 +1/10/2020 7:11,Wedbush Reaffirms Buy Rating for Apple $AAPL #stocks,AAPL,1 +1/10/2020 6:53,Analysts with renewed 2020 optimism upgrade stocks after the recent 30-100% move higher $TSLA $AAPL,AAPL,1 +1/10/2020 6:51,Qorvo Upgraded To Buy From Neutral At Mizuho $QRVO Also $AAPL $SWKS ,AAPL,1 +1/10/2020 6:32,"RT @rationalwalk: I finally did the math.Bought 500 $AAPL 11/28/00 @ $18.14 for $9,070Sold 500 $AAPL 3/5/01 @ $20.25 for $10,1252:1 st¡K",AAPL,0 +1/10/2020 6:28,"$AAPL $SWKS $QRVO Apple suppliers Skyworks, Qorvo get upgrades on 5G prospects Mizuho Securities analyst Vi¡K ",AAPL,1 +1/10/2020 3:35,$tsla and $aapl are the 2 best short opportunities in 2020. I sold all long positions yesterday and went heavy shor¡K ,AAPL,0 +1/10/2020 3:21,Qorvo upgraded to Buy from Neutral at Mizuho $QRVO $SWKS $AAPL ,AAPL,1 +1/10/2020 3:13,Apple $AAPL Downgraded to Buy at Needham & Company LLC ,AAPL,0 +1/9/2020 17:06,$AXJO $AAPL $DJI $SPX $IXIC:Asia markets set for higher open as investors watch Apple suppliers in Asia:,AAPL,1 +1/9/2020 15:58,"I caved & upgraded my $AAPL Watch from 2 to 5. EKG becomes important as we get older. Also, the always on screen is¡K ",AAPL,1 +1/9/2020 11:38,Sold it for 60% gain. $aapl,AAPL,0 +1/9/2020 9:23,Sold it for 30%. This is safest play today. Like closing eye and collecting money. $aapl,AAPL,0 +1/9/2020 7:57,Trimmed some $aapl $308+ smaller now,AAPL,0 +1/9/2020 7:39,"$AAPL Early Apple option flow targets $310. Shares up $5, or 1.6% to $308 following sales data out of China, with 7¡K ",AAPL,1 +1/9/2020 5:40,$AAPL : JEFFERIES RAISES PRICE TARGET TO $350 FROM $285,AAPL,1 +1/8/2020 17:00,$AAPL Apple stock soars to a new high after company announces record holiday App Store sales ,AAPL,1 +1/8/2020 14:29,$AAPL cycle from December low remain in progress and the stock still continue making new all time highs¡K ,AAPL,0 +1/8/2020 14:26,$AAPL rallied higher from December low within a new impulsive structure as the stock managed to break above $300 ar¡K ,AAPL,0 +1/8/2020 14:25,$AAPL Last month found support after 3 waves pullback then turned higher again #elliottwaves #trading ,AAPL,1 +1/8/2020 10:25,$AAPL Why Apple¡¦s Wearables Segment Will Lift the Stock Higher in 2020 via @themotleyfool ,AAPL,1 +1/8/2020 10:12,Another all-time high for Apple. $AAPL above $301. Market cap now $1.4 trillion.,AAPL,1 +1/8/2020 8:07,We talked about the extension higher in $AAPl & $TSLA as both still leading the right side and also the potential b¡K ,AAPL,1 +1/7/2020 23:07,$AAPL down 7 after hours ,AAPL,0 +1/7/2020 23:02,Apple $AAPL Sets New 12-Month High on Analyst Upgrade ,AAPL,1 +1/7/2020 21:44,The industry average Profit Margin is 1.64%. $AAPL outperforms 97% of its industry peers. ,AAPL,1 +1/7/2020 18:25,Apple $AAPL Downgraded by Needham & Company LLC to Buy #markets,AAPL,0 +1/7/2020 17:54,$AAPL cracking yesterday¡¦s low sub 293 - who thought the Jan 280P were dead Nope.. air below,AAPL,0 +1/7/2020 14:10,$AAPL Found buyers yesterday at blue box area 293 - 289 from where a reaction higher took place¡K ,AAPL,1 +1/7/2020 14:09,$AAPL was leading the move higher for #technology sector by breaking to new all time highs and opening further ups¡K ,AAPL,1 +1/7/2020 11:12,$AAPL record high PM Now broke 300 again.. Leader giving helping hands to get shorts out of the way !! $MSFT $FB $GOOGL $QQQ ...,AAPL,1 +1/7/2020 8:27,Apple $AAPL Hits New 52-Week High on Analyst Upgrade ,AAPL,1 +1/7/2020 4:24,$AAPL $SPX:Apple Needs Smaller Stock Buybacks and a Higher Dividend:,AAPL,1 +1/7/2020 4:21,Apple $AAPL Stock Rating Lowered by Macquarie ,AAPL,0 +1/6/2020 15:57,"$AAPL #insideday follow up as it had a downgrade this morning, but said ""Hold my beer"" afterwards. Reclaimed the ra¡K ",AAPL,0 +1/6/2020 15:24,$INPX down 60%! OVERSOLD AFTERHOURS BOUNCER!????$SPY $SPX $QQQ $ES_F $NQ_F $RTY_F $ZB_F $GC_F $NDX $RUT $AAPL $NFLX¡K ,AAPL,0 +1/6/2020 9:36,$AAPL 1H Chart 12/31 presented at Looking for the stock to continue higher #elliottwave¡K ,AAPL,1 +1/6/2020 7:42,Analysts are mixed about Apple's $AAPL outlook after the stock touched an all-time high of $300 last week. ,AAPL,1 +1/6/2020 7:30,Apple $AAPL PT Raised to $350.00 ,AAPL,1 +1/6/2020 7:27,$AAPL Apple Downgraded by Needham & Company LLC $297.43 $280.00 ? $350.00 Strong-Buy ? Buy $AAPL Apple Tar¡K ,AAPL,0 +1/6/2020 6:45,Needham & Company LLC Downgrades Apple $AAPL to Buy #stocks,AAPL,0 +1/6/2020 5:59,"$AAPL with a downgrade but price target increase... open gap at 293.68, below there 290.01 possible support. Above¡K ",AAPL,0 +1/6/2020 5:43,Apple downgrade details -- to Buy at Needham; tgt raised to $350 $AAPL,AAPL,0 +1/6/2020 4:45,$AAPL PT RAISED TO $300 FROM $250 AT BERNSTEIN,AAPL,1 +1/6/2020 4:35,Apple $AAPL downgraded to Buy from Strong Buy at Needham. The analyst raises price target to $350 from $280. Ta¡K ,AAPL,0 +1/6/2020 4:28,$AAPL Downgrade ,AAPL,0 +1/6/2020 4:20,Apple downgraded to Buy from Strong Buy at Needham $AAPL ,AAPL,0 +1/6/2020 4:19,Conviently took a freaking war to downgrade $aapl to ¡§buy¡¨ lol ,AAPL,0 +1/6/2020 4:12,???? $AAPL DOWNGRADE TO BUY FROM STRONG BUY AT NEEDHAM,AAPL,0 +1/6/2020 4:07,$AAPL downgraded to Buy from Strong Buy at Needham,AAPL,0 +1/6/2020 4:04,Needham Raises Apple PT To $350 From $280 $AAPL,AAPL,1 +1/6/2020 0:45,Apple $AAPL Downgraded by Jefferies Financial Group #markets,AAPL,0 +1/6/2020 0:42,Apple $AAPL Downgraded by Loop Capital to Hold ,AAPL,0 +1/6/2020 0:41,Apple $AAPL Rating Lowered to Hold at DZ Bank ,AAPL,0 +1/5/2020 23:28,Apple $AAPL Lifted to Outperform at Wedbush #stocks,AAPL,1 +1/5/2020 15:05,"Apple Analysts Raise Price Targets, iPhone Still Driving Bullishness Months After Release $AAPL ",AAPL,1 +1/5/2020 6:00,$AAPL last month Found buyers at blue box area before turning higher again #elliottwave #trading ,AAPL,1 +1/5/2020 5:56,$AAPL Started an impulsive rally from August low which allowed the stock to accelerate higher and break to new all¡K ,AAPL,0 +1/4/2020 23:59,Apple $AAPL Price Target Raised to $330.00 ,AAPL,1 +1/4/2020 23:59,Apple $AAPL PT Raised to $330.00 at UBS Group ,AAPL,1 +1/4/2020 23:58,Macquarie Downgrades Apple $AAPL to Neutral ,AAPL,0 +1/4/2020 21:26,$FIT $FOSL $GRMN or $AAPL which smartwatch sells in #india #Millenials ?,AAPL,0 +1/4/2020 12:06,Apple posts fourth 'Shot on iPhone' Experiment featuring fire and ice $AAPL ,AAPL,0 +1/4/2020 8:38,Apple $AAPL Rating Lowered to Hold at Jefferies Financial Group ,AAPL,0 +1/4/2020 8:37,Apple $AAPL Downgraded to Hold at Jefferies Financial Group ,AAPL,0 +1/4/2020 8:37,Apple $AAPL Price Target Raised to $330.00 at Bank of America ,AAPL,1 +1/4/2020 0:35,Apple $AAPL Stock Rating Upgraded by Wedbush ,AAPL,1 +1/3/2020 23:44,Apple $AAPL Cut to ¡§Hold¡¨ at DZ Bank ,AAPL,0 +1/3/2020 14:43,"I finally did the math.Bought 500 $AAPL 11/28/00 @ $18.14 for $9,070Sold 500 $AAPL 3/5/01 @ $20.25 for $10,125¡K ",AAPL,0 +1/3/2020 14:19,"On Thursday, Apple $AAPL shares closed at a new all-time high of $300.35 (on a split-adjusted basis), adding $30 bi¡K ",AAPL,1 +1/3/2020 10:44,Apple $AAPL Downgraded by Jefferies Financial Group to ¡§Hold¡¨ #stocks,AAPL,0 +1/3/2020 10:43,Apple $AAPL Lowered to Neutral at Macquarie #stocks,AAPL,0 +1/3/2020 10:43,Apple $AAPL Downgraded by Loop Capital to Hold #stocks,AAPL,0 +1/3/2020 10:19,Apple $AAPL Lowered to ¡§Hold¡¨ at Loop Capital ,AAPL,0 +1/3/2020 9:44,Always keep a close eyes on leader $AAPL . Shorts couldn't take down $6 $7 .. NOT NOT lower lower ! This¡K ,AAPL,0 +1/3/2020 9:22,$AAPL 1H Chart 12/30 presented at Calling the stock higher #elliottwave #trading ,AAPL,1 +1/3/2020 8:55,"Apple Analysts Raise Price Targets, iPhone Still Driving Bullishness Months After Release $AAPL via @benzinga",AAPL,1 +1/3/2020 7:44,$AAPL down 33c !! Haha ! shorts??,AAPL,0 +1/3/2020 7:26,"$AAPL Apple targets raised on iPhone, wearables strength Bank of America raises its Apple (NASDAQ:AAPL) pri¡K ",AAPL,1 +1/3/2020 7:07,Apple Price Target Raised to $330 From $290 at BofA $AAPL ,AAPL,1 +1/3/2020 6:24,"$AAPL - Apple targets raised on iPhone, wearables strength ",AAPL,1 +1/3/2020 6:05,$AAPL pt raised to 330 @ BAC was 290,AAPL,1 +1/3/2020 5:55,$AAPL PT RAISED TO $330 FROM $290 AT BOFA SECURITIES,AAPL,1 +1/3/2020 5:41,$AAPL Apple PT Raised to $330 at RBC Capital$AAPL PT raised to 330 @ BAC was 290$SEDG PT raised to 92 @ GS$PLNT¡K ,AAPL,1 +1/3/2020 5:37,$AAPL Apple PT Raised to $330 from $290 at BofA ,AAPL,1 +1/3/2020 4:50,$AAPL PT raised to $330 from $295 at RBC Capital,AAPL,1 +1/3/2020 4:49,"Apple $AAPL Target Raised as RBC Expects Strong Holiday IPhone Sales, pt $330 from $295 ",AAPL,1 +1/3/2020 4:33,?? $AAPL PT RAISED TO $330 FROM $295 AT RBC,AAPL,1 +1/3/2020 3:57,@RedDogT3 Like whether or not the $AAPL upgrade to 330 helps or gets sold into,AAPL,0 +1/3/2020 3:30,$AAPL PT RAISED TO $330 FROM $295 AT RBC CAPITAL,AAPL,1 +1/3/2020 3:28,"Apple $AAPL PT Raised to $330 at RBC Capital, Says Social Media Data Supports Positive Outlook ",AAPL,1 +1/2/2020 21:30,"Apple is up over 73,000% since its IPO in 1980, an annualized return of 18.4%. New all-time high today. $AAPL ",AAPL,1 +1/2/2020 17:47,@RampCapitalLLC $AAPL Had around 2500 Calls in Nov at .025 and I sold on a pop to .06 thinking it was getting toppy¡K ,AAPL,0 +1/2/2020 17:35,"$AAPL Jan 250CSold at $2.55 at big loss a long long time agoThey would've be $50+, $5K a piece today??????????????",AAPL,0 +1/2/2020 17:11,Apple stock reaches record high of $300 per share $AAPL ,AAPL,1 +1/2/2020 15:44,"AAPL closes in on $300, 1/3 of the way to its next trillion, and double 2019 low $AAPL ",AAPL,0 +1/2/2020 13:51,BOught $aapl 03JAN20 300.00 small pos; sold other weeklies this week.,AAPL,0 +1/2/2020 13:05,$AAPL About to rip higher ,AAPL,1 +1/2/2020 11:13,"$AAPL Remember this STUPID analyst downgraded to SELL , $150 PT !! well, since 12/09. less than a mos & AAPL al¡K ",AAPL,0 +1/2/2020 9:27,$AAPL 1H Chart 12/22 presented at Looking for the stock to extend higher #elliottwave¡K ,AAPL,1 +1/2/2020 9:25,$AAPL rallied higher from December low and opening a new impulsive rally #elliottwave¡K ,AAPL,0 +1/2/2020 9:25,$AAPL Last month corrected in 3 waves then found buyers at extreme area $258 before turning higher again¡K ,AAPL,1 +1/2/2020 9:22,$AAPL rallied to new all time highs and reach our 15 min target area $297 -$301 where longs can take some profit #elliottwave #trading,AAPL,1 +1/2/2020 8:24,Sold some more $aapl,AAPL,0 +1/2/2020 8:23,"$AAPL As discussed in my Mid-Week Review Video is strong & trying for $300. It got the gap up I was looking for, bu¡K ",AAPL,1 +1/2/2020 6:02,"$AAPL Another day, another record high ! Another YEAR, another record high !!!! :) $SPY $IGV $QQQ $SOXX !!!!!",AAPL,1 +1/2/2020 5:35,All 30 Dow stocks rising premarket; $AAPL Apple on track to open at record high,AAPL,1 +1/2/2020 4:27,Apple $AAPL Stock Rating Upgraded by Wedbush #stocks,AAPL,1 +1/2/2020 2:16,Global markets mostly higher on optimism about US-China deal $AAPL #AAPL #Tradeagreements #Tradepolicy¡K ,AAPL,1 +1/1/2020 21:15,Asian markets mostly higher on optimism about US-China deal $AAPL #AAPL #Stockindicesandaverages #Stockmarkets¡K ,AAPL,1 +1/1/2020 15:09,POLL: is $AAPL rigged if it doesn't gap up to a new all time high tomorrow premarket?,AAPL,1 +1/1/2020 0:04,Apple $AAPL Hits New 1-Year High at $289.54 ,AAPL,1 +12/31/2019 13:24,$AAPL Hod Higher than body of ydays candle is bullish !! Near ATH !!! $MSFT $QQQ $DIA $OKTA ..,AAPL,1 +12/31/2019 10:41,My new years resolution is to start buying more $AAPL premarket to help get it higher before the pesky open market¡K ,AAPL,1 +12/31/2019 9:43,$AAPL #AAPL not giving up on trying to get over 292.3 resistance back to hod. Or even all time highs,AAPL,1 +12/31/2019 9:30,$AAPL impulsive rally from December low remain in progress and the stock can see higher levels toward $297 - $300¡K ,AAPL,0 +12/31/2019 9:29,$AAPL found buyers at blue box area 258 - 254 from where the bounce higher took place #elliottwave #trading ,AAPL,1 +12/31/2019 9:03,"$AAPL short int is $14.74bn ; 50.56mm shs shorted;1.14% of float;0.30% borrow fee. Shs shorted down -12.9mm shs, -2¡K ",AAPL,0 +12/31/2019 7:36,$LK Hod ... Higher than body of ydays candle is bullish !! $AAPL green !!!!!!!!!!!!,AAPL,1 +12/31/2019 5:51,$AAPL Corrected lower into blue box area earlier this month at $258.7 - $254.9 from where reaction higher is taking¡K ,AAPL,1 +12/30/2019 17:57,Corellium Accuses Apple of Using Lawsuit to 'Crack Down on Jailbreaking' $AAPL ,AAPL,0 +12/30/2019 17:23,WhatsApp dropping support for older iOS versions in February $AAPL ,AAPL,0 +12/30/2019 12:57,Those with retirement accounts would be wise to ensure they're in funds with high $AAPL allocations as to ensure th¡K ,AAPL,1 +12/30/2019 11:24,$AAPL .56% higher today from a price per share perspective,AAPL,1 +12/30/2019 10:36,"$AAPL $DJI:AirPods and Watch sales will continue to drive Apple¡¦s stock higher in 2020, Citi¡¦s Jim Suva says:",AAPL,1 +12/30/2019 9:55,$AAPL breaking out from low $285 entry alerted level for our 1-1 members @OptionsPastor,AAPL,0 +12/30/2019 9:34,$AAPL down only 55c and it's a hanging man ! BTD !! $MSFT $COUP $OKTA $KLAC ...,AAPL,0 +12/30/2019 9:33,$AAPL Is still trading within a clear impulsive structure from August low and pullbacks are looking to remain suppo¡K ,AAPL,0 +12/30/2019 9:32,$AAPL while today's low is holding then the stock can see further upside toward target area $296 - $299 #elliottwave #trading,AAPL,0 +12/30/2019 9:20,$aapl Jan-10-292.5 calls now up +50% @ 3.8 from 2.52 next target: 290-292 stop raised to 2.9 - expires in 11 days ,AAPL,1 +12/30/2019 8:37,"The #IBDLive Team running through the stock ready list.$AAPL down nearly 1% today. ""Everyone's saying that Apple'¡K ",AAPL,0 +12/30/2019 8:10,"$AAPL Short term puts see action in Apple with shares poised to finish 2019 up 82%. Shares down $2.83, or nearly 1¡K ",AAPL,0 +12/30/2019 5:30,$AAPL fails to do double correction lower & already made new high above this months peak ( $269.25) high favoring m¡K ,AAPL,1 +12/29/2019 7:09,$AAPL Continue the rally to new all time highs #elliottwave #trading ,AAPL,1 +12/29/2019 7:08,$AAPL Found buyers early this month after 3 waves pullback then resumed the rally higher again #elliottwave #trading ,AAPL,1 +12/29/2019 7:07,$AAPL Traded higher within a strong impulsive structure and current cycle remain in progress #elliottwave #trading ,AAPL,1 +12/28/2019 16:42,NEW: Happy Hour #108 - I Let Myself Down $FB $TWTR $GDX $TSLA $AAPL #StockMarket,AAPL,0 +12/28/2019 3:04,Apple Inc. $AAPL Sees Significant Drop in Short Interest ,AAPL,0 +12/27/2019 19:03,Apple to donate to Australian brush fire relief efforts $AAPL ,AAPL,0 +12/27/2019 11:47,A day early but $AAPL more than likely saw its near term high today Only a fool would say that here of course ,AAPL,1 +12/27/2019 11:39,$AAPL PB just like a drop of water in a bucket ! Shorting an uptrend chart is NOT wise !!,AAPL,0 +12/27/2019 11:34,$AAPL turned red taking tech down. Not all stks R weak. $AAPL taking indexes down .. doesn't mean we sell ot¡K ,AAPL,0 +12/27/2019 11:28,"Some stupid person asks why would I buy $AAPL todaywell, same as all my other buystried to make some $$ ???????????????",AAPL,1 +12/27/2019 10:58,Cut all $aapl calls,AAPL,0 +12/27/2019 10:15,$AAPL Weekly RSI (10) is 89.90 only higher point in last 7 years was April2012 at 91.48 $SPY $MSFT $GOOGL $GLD $VIX $SPX,AAPL,1 +12/27/2019 7:51,Apple to Donate Money to Support Fire Relief Efforts in Australia $AAPL ,AAPL,0 +12/27/2019 4:23,Apple Inc. $AAPL Short Interest Down 20.1% in December #stocks,AAPL,0 +12/27/2019 4:21,Apple Inc. $AAPL Short Interest Down 20.1% in December ,AAPL,0 +12/27/2019 0:46,Apple $AAPL Price Target Raised to $350.00 #stocks,AAPL,1 +1/18/2020 12:21,"agree. IMO there are 2.5 risks to $ba not heading lower:1) simple market-must-go-up, ETF inflows, dividend champ¡K ",BA,1 +1/17/2020 14:04,RT @TheWealthMiner: $BA $BA.d Fitch Downgrades Boeing to 'A-'/'F2'; Outlook Stable ,BA,0 +1/17/2020 13:51,"More bad news for Boeing. Fitch downgrades $BA long-term & short-term ratings due to ""continued regulatory risk reg¡K ",BA,0 +1/17/2020 13:45,"Boeing Downgraded to A- by Fitch, Outlook Stable",BA,0 +1/17/2020 13:43,"Boeing $BA Downgraded to A- by Fitch, Outlook Stable ",BA,0 +1/17/2020 13:41,(BA.N) 17 Jan - 03:41:22 PM - FITCH SAYS BOEING CAPITAL'S LONG-TERM RATINGS HAVE BEEN DOWNGRADED TO 'A-' FROM 'A' - [RTRS],BA,0 +1/17/2020 13:41,$BA | Fitch Downgrades Boeing To 'A-'/'F2'; Outlook Stable,BA,0 +1/17/2020 12:22,$HENC can run 1000% higher FLOAT LOCKED! $SES $BNGO $PVBC $FB $MSFT $BA $ASMB $CTRM¡K ,BA,1 +1/17/2020 12:11,In this market I¡¦m almost expecting ¡§Analysts rush to upgrade $BA on less deaths expected on their new planes and t¡K ,BA,1 +1/17/2020 11:43,JUST IN: Boeing shares slip to the low of the day amid report of a new 747 Max software issue; Boeing tells CNBC th¡K ,BA,0 +1/17/2020 11:37,can They just let $ba drop $15 today like it should? whats the point of the bleedout.$ba.d ,BA,0 +1/17/2020 11:20,$BA - Boeing: Uncertainty Around The 737 MAX Creates An Excellent Buying Opportunity. Read more and sign up for upd¡K ,BA,0 +1/17/2020 11:03,$BA Weiss flaked out; he has been buying several times higher all last year waiting for 2020...oh well... ,BA,1 +1/17/2020 10:51,Canaccord Genuity cut Boeing and Spirit AeroSystems price targets. Firm says Boeing could face a charge of more tha¡K ,BA,0 +1/17/2020 9:53,ET: BOEING SHARES NOW TRADING LIMIT DOWN 1% IN AFTERNOON WEAKNESS. SHORTS COMING FOR DAVID'S AZZ $BA $BA.D,BA,0 +1/16/2020 4:26,$ESTR OVERSOLD down 47% MICROSCOPIC FLOAT Premkt Bounce coming??$HEPA $SES $BNGO $PVBC $FB $MSFT $BA $ASMB $CTRM¡K ,BA,0 +1/15/2020 16:52,$ESTR OVERSOLD down 47% MICROSCOPIC FLOAT. 52WKH $4.1 SQUEEZE??$HEPA $SES $BNGO $PVBC $FB $MSFT $BA $ASMB $CTRM¡K ,BA,0 +1/15/2020 6:37,Orders At Boeing Drop To A 16-Year Low - ,BA,0 +1/14/2020 12:32, wait til they announce a dividend increase (and thousands of layoffs) next quarter $ba $ba.d,BA,1 +1/14/2020 12:28,Max crisis: Boeing airplane orders plunge to a 16-year low $BA #BA #Airtraveldisruptions #Transportation ,BA,0 +1/14/2020 9:26,Boeing : Orders Fall to 16-Year Low #Boeing #Stock #MarketScreener ,BA,0 +1/14/2020 8:41,"$BA $GE $BX $SPR:¡¥Boeing has not learned its lesson.¡¦ Downgrade warning, lawmaker criticism make for rough fir¡K:",BA,0 +1/14/2020 8:39,$BA $DIA #Tradedeal will ramp up #China #aircraft purchases ,BA,1 +1/14/2020 7:50,$BA #China ramps up purchases of US goods by $200B over two years #tradedeal ,BA,1 +1/14/2020 6:42,$BA Trade deal will ramp up China aircraft purchases China has pledged to buy almost $80B of additional man¡K ,BA,1 +1/13/2020 23:33,$BA Boeing Persuaded Lion to Drop Simulator Training for 737 Max via ,BA,0 +1/13/2020 19:05,Airline stocks drop as problems mount for Boeing and oil rises by @OscarWGrut ,BA,0 +1/13/2020 19:03,$BA $SPR $SPX $DJIA:Boeing Was Just Put on Credit Watch for a Downgrade ¡X But Supplier Spirit Aero Was Cut To Ju¡K¡K ,BA,0 +1/13/2020 18:15,Boeing Was Just Put on Credit Watch for a Downgrade ¡X But Supplier Spirit Aero Was Cut To Junk ,BA,0 +1/13/2020 16:05,$SPR $BA - Boeing supplier Spirit AeroSystems whacked with Moody's debt downgrade ,BA,0 +1/13/2020 15:50,RT @RichardKeppler1: Boeing Scrambling After New CEO Catches Fire During First Press Conference,BA,0 +1/13/2020 12:50,$BA record #defense #budget #spaceforce and down 4% when $DIA is up 52% #airbus is at 52 week high ,BA,0 +1/13/2020 10:38,#china commitment to fasttrack $ba buys 2000 of them in 5 years ? $dia ,BA,1 +1/13/2020 9:24,$ba should sue #iran for deformation of brand reputation stock fell from 342 to 329 ,BA,0 +1/13/2020 6:34,"Dennis Muilenburg leaving Boeing with more than $60M raised some eyebrows, but ¡§they haven¡¦t increased his compensa¡K ",BA,1 +1/13/2020 6:27,$BA (+0.9% pre) Iranian military acknowledges it shot down Ukrainian Boeing 737 jet by mistake - GW,BA,0 +1/13/2020 5:20,New Boeing CEO Dave Calhoun will have his work cut out for him. Analysis from @chrisidore. $BA ,BA,0 +1/13/2020 1:17,Boeing $BA Cut to ¡§Hold¡¨ at Berenberg Bank ,BA,0 +1/12/2020 16:44,"¡§There¡¦s no question that the Boeing situation is going to slow down the GDP numbers,¡¨ Treasury Secretary Steve Mnu¡K ",BA,0 +1/12/2020 7:19,"$BA Iran admits to 'unintentionally' shooting down Ukrainian airliner, blames 'human error' ",BA,0 +1/12/2020 6:16,Boeing $BA Price Target Cut to $360.00 by Analysts at UBS Group #markets,BA,0 +1/12/2020 6:15,Boeing $BA Cut to Market Perform at Cowen ,BA,0 +1/12/2020 2:00,$BA $GE $SAFRY - Iran admits to shooting down jetliner ,BA,0 +1/11/2020 9:09,Iran admitted to 'unintentionally' shooting down Ukrainian Boeing $BA 737-800. Here's what we know so far: ,BA,0 +1/11/2020 8:00,$BA Last time we had a bear flag break down this chart really slid quickly. I will be looking at this flag here aga¡K ,BA,0 +1/10/2020 23:45,Boeing : Iran Confirms It Unintentionally Shot Down Ukrainian Airliner -- Update #Boeing #Stock #MarketScreener¡K ,BA,0 +1/10/2020 21:03,"Breaking - Iran says it 'unintentionally' shot down Ukrainian Boeing $BA 737-800, citing human error, per @AP",BA,0 +1/10/2020 17:09,Boeing $BA Lowered to ¡§Hold¡¨ at Berenberg Bank ,BA,0 +1/10/2020 12:44,$GE $DJIA $BA $EADSY $HON:GE¡¦s Stock Is Down as Analyst Takes a Swipe at Its Defense Business:,BA,0 +1/10/2020 11:46,$BA bad news keeps dropping but stock isnt dropping. Holding this base well.,BA,0 +1/10/2020 10:05,$ba gonna take out last years low soon,BA,0 +1/10/2020 9:55,"$BA trading poorly, might be ready to drop here! Won't stay up imo..",BA,0 +1/10/2020 9:54,"$SPR down over 1.8% after announcing decision to layoff 2,800 workers: $BA",BA,0 +1/10/2020 9:30,"Spirit AeroSystems confirms plans to cut 2,800 #jobs amid Max grounding $SPR $BA ",BA,0 +1/10/2020 9:10,$BA down 1% on systemic disregard for passenger safety $BA.d,BA,0 +1/10/2020 9:01,"$BA $SPR:Boeing 737 Max supplier Spirit Aerosystems to cut 2,800 jobs:",BA,0 +1/10/2020 9:00,Iran rails at Western government over claims that it shot down Boeing airliner,BA,0 +1/10/2020 7:58,fire everyone and scrap the MAX program $ba $ba.d ,BA,0 +1/10/2020 3:45,Iran Calls on West to Prove Claims Boeing Jet Was Shot Down - ,BA,0 +1/10/2020 0:52,Jefferies Financial Group Analysts Lower Earnings Estimates for Boeing Co $BA ,BA,0 +1/9/2020 23:17,"- US government officials are now confident the Ukrainian Boeing 737-800 was shot down by an Iranian missile, citing satellite data",BA,0 +1/9/2020 20:24,The US National Transporation Safety Board will join the probe into the Ukrainian Boeing airliner which went down i¡K ,BA,0 +1/9/2020 18:04,$BA $DJIA $SPX:The Ukrainian Jet Might Have Been Shot Down by Iran. What That Means for Boeing.:,BA,0 +1/9/2020 17:56,Grounding of 737 Max takes growing toll on Kansas suppliers $BA #BA #Aircraftpartsmanufacturing¡K ,BA,1 +1/9/2020 17:12,Boeing : U.S. Believes Ukraine Plane Was Shot Down by Iran -- 8th Update #Boeing #Stock #MarketScreener¡K ,BA,0 +1/9/2020 15:50,Boeing : U.S. Believes Ukraine Plane Was Shot Down by Iran -- 7th Update #Boeing #Stock #MarketScreener¡K ,BA,0 +1/9/2020 14:35,RT @voxdotcom: News reports citing unnamed US officials stated that the Iranian military may have accidentally shot down a Boeing passenger¡K,BA,0 +1/9/2020 14:20,Boeing aircraft that crashed in Tehran appears to have been shot down ,BA,0 +1/9/2020 13:09,Canadian Prime Minister @JustinTrudeau said evidence indicates an Iranian missile shot down the Boeing $BA 737-800¡K ,BA,0 +1/9/2020 12:49,Canadian Prime Minister Justin Trudeau Says We Have Intelligence From Multiple Sources That Iran Shot Down Ukraine Jet $EWC $BA,BA,0 +1/9/2020 11:07,"US officials have a ""high level of confidence"" that Iran shot down the 737 aircraft. $BA",BA,0 +1/9/2020 11:04,Boeing : U.S. Believes Ukraine Plane Was Shot Down by Iran -- 5th Update #Boeing #Stock #MarketScreener¡K ,BA,0 +1/9/2020 10:53,Added $BA 333.10 and $336.50 in my longer term today I really do like this name with a decent dividend been beaten¡K ,BA,1 +1/9/2020 10:34,As @realDonaldTrump raises suspicions that an Iranian missile was the cause of a Boeing $BA 737-800 crash that kill¡K ,BA,1 +1/9/2020 10:23,Crushed it on $BA calls today. paid $.79 and sold most over $1.5. #ICEMAN ,BA,0 +1/9/2020 10:12,$BA it's believed Iranian missiles brought down plane.,BA,0 +1/9/2020 10:08,"BREAKING: The Boeing 737 passenger plane that crashed in Iran was shot down by Iranian missiles, spy satellite evid¡K ",BA,0 +1/9/2020 9:56,the direction this 20 point base in $BA breaks will be pretty interesting. I think higher but I have no position,BA,1 +1/9/2020 9:42,$BA - Iranian missile may have brought down plane over Tehran; Boeing shares rise ,BA,0 +1/9/2020 5:37,FY2020 EPS Estimates for Boeing Co $BA Lowered by Analyst #stocks,BA,0 +1/9/2020 3:58,"Boeing : Jet Was on Fire Before Crash, Iran Says; Investigators Consider Hostile Act -- 2nd Update #Boeing #Stock¡K ",BA,0 +1/9/2020 3:28,"Boeing : Investigators Say Boeing Jet Was on Fire Before Crash, Remain Open to Hostile Act... #Boeing #Stock¡K ",BA,0 +1/9/2020 1:00,"The Boeing Co. 737-800 jetliner that crashed in Iran, killing everyone on board, was most likely brought down by an¡K ",BA,0 +1/8/2020 22:19,$BA (IR) Initial Iran Investigation Report: Witnesses to Ukrainian Boeing airliner crash saw plane on fire prior to¡K ,BA,0 +1/8/2020 20:29,Boeing here is the video of the plane going down in Flames. Highly Unlikely it was a missile imo ,BA,0 +1/8/2020 13:35,"BA I'm in a few puts, I'm ure I'll get killed but if that Ukrainian 737 has gone down on it's own I think Boeing is¡K ",BA,0 +1/8/2020 13:23,$BA $DJIA $GE $UTX $EADSY:Another Downgrade to Sell for Boeing:,BA,0 +1/8/2020 12:59,Another Downgrade to Sell for Boeing ,BA,0 +1/8/2020 10:27,$BA Cowen downgrades Boeing shares: 'Turnaround will take time' ,BA,0 +1/8/2020 10:08,$BA $TWTR Trump Says Iran Standing Down in Confrontation With U.S. via ,BA,0 +1/8/2020 10:00,"$BA Planes are falling out of the skies right and left, and the stock is down only 1%, go figure¡K",BA,0 +1/8/2020 9:59,"Boeing slips after 737 crash in Iran, rating cut on extended MAX 'crisis' $LUV $BA ",BA,0 +1/8/2020 9:29,"Boeing downgrade, Ciena upgrade among today's top analyst calls $BA $LUV $CIEN $FEYE $CSCO $BYND $MCD¡K ",BA,1 +1/8/2020 7:43,time for buffet to announce more buys in $ba,BA,1 +1/8/2020 7:10,"$BA (-1.1% pre) Cowen Downgrades Boeing (BA) to Market Perform, $371 PT",BA,0 +1/8/2020 6:25,"RT @BloombergCA: Sixty Canadians are among the victims of a Boeing 737 jet that crashed in Iran, most likely brought down by an engine fire¡K",BA,0 +1/8/2020 6:15,"$BA (-1.0% pre) Boeing (BA) Shares Down on News of Boeing 737-800 Plane Crash in Tehran, Reportedly Killing All 176¡K ",BA,0 +1/8/2020 5:29,"RT @IBD_ECarson: Futures have erased huge overnight lows on the Iran missile attack. Dow futures down slightly, but on $BA and $WBA news. S¡K",BA,0 +1/8/2020 5:24,Cowen Downgrades #Boeing To Market Perform On Extended MAX 'Crisis' $BA ,BA,0 +1/8/2020 4:49,Boeing $BA Downgraded by Cowen to Hold ,BA,0 +1/8/2020 4:40,"Boeing $BA Shares Down 2% on News of Boeing 737-800 Plane Crash in Tehran, Reportedly Killing All 176 Passengers ",BA,0 +1/8/2020 4:13,???? $BA DOWNGRADE TO MARKET PERFORM FROM OP AT COWEN,BA,0 +1/8/2020 4:09,$BA downgraded to Market Perform from Outperform at Cowen. PT $371 from $419,BA,0 +1/8/2020 4:06,"Boeing 737 passenger plane, not the Max, crashes in Iran killing all on board. $BA shares down 2% ",BA,0 +1/8/2020 4:06,Cowen downgrades Boeing to Market Perform on extended MAX 'crisis' $BA ,BA,0 +1/8/2020 3:36,"RT @middleeast: BREAKING: Iran says an engine fire most likely brought down the Boeing 737 that crashed Wednesday morning, killing 176 peop¡K",BA,0 +1/8/2020 3:31,Cowen Downgrades Boeing $BA to Market Perform ,BA,0 +1/8/2020 3:16,$BA PT LOWERED TO $360 FROM $370 AT UBS,BA,0 +1/8/2020 1:57,Iran crash: Ukraine Boeing with more than 160 onboard comes down near Tehran ,BA,0 +1/8/2020 0:20,Iran plane crash: Ukraine Boeing with more than 160 on board comes down near Tehran ,BA,0 +1/7/2020 21:40,Iran plane crash: Ukraine Boeing with 180 aboard comes down near Tehran ¡V reports ,BA,0 +1/7/2020 21:12,Thanks for the update. Makes sense. The video shows it was on fire mid air. $BA ,BA,0 +1/7/2020 21:03,Iran to Ukraine flight. Tonight. Goes down in Iran. WTF is this. - this cant be a new Boeing Max. Who was on this¡K ,BA,0 +1/7/2020 20:33,"$BA Iranian media says Boeing 737 suffered technical problems, went down minutes after take-off in Tehran",BA,0 +1/7/2020 20:32,"RT @BNONews: BREAKING: Iranian media says Boeing 737 suffered technical problems, went down minutes after take-off in Tehran",BA,0 +1/7/2020 8:29,"Doubtful Buffett would buy Boeing, or that Boeing would want a Buffett stamp of approval enough to offer a high int¡K ",BA,1 +1/7/2020 8:10,"$BA Buffet buys real bottoms, Boeing is no where near a real bottom... Keep Dreaming! That Rumor is BS! Added Puts!",BA,1 +1/7/2020 7:30,Tuesday's Top Analyst Upgrades & Downgrades included $AJRD $BBY $BA $CVX $FEYE $GPS $LOW $MCHP $MU $PSX $PM $TMUS¡K ,BA,0 +1/7/2020 6:08,$BA Longbow analyst Chris Olin initiated coverage of Boeing with an Underperform rating and $300 price target.,BA,0 +1/6/2020 18:22,Boeing plans to shut down its 737 Max assembly line in mid-January and has begun handing out new assignments to the¡K ,BA,0 +1/6/2020 15:15,$INPX down 60%! OVERSOLD AFTERHOURS BOUNCER!???? $IWM $BA $ADBE $CRM $CMG $BYND $CGC $CRON $ADSK $ADI $AUPH $ARWR¡K ,BA,0 +1/6/2020 14:53,RT @byChanceSwaim: Spirit AeroSystems offers voluntary layoffs amid Boeing 737 Max uncertainty ,BA,0 +1/6/2020 14:27,"JUST IN: Boeing supplier Spirit Aerosystems offers some workers voluntary layoffs amid ""ongoing uncertainty regardi¡K ",BA,0 +1/6/2020 13:20,"Highlight: $BA is ""relatively flat right now, even though this morning it was down about 1%,"" @inesreports says. ""T¡K ",BA,0 +1/6/2020 10:49,RT @Hipster_Trader: Boeing not even down 1%. Nothing matters,BA,0 +1/6/2020 8:24,$BA $SPX $DJIA:Boeing Might Tap Debt Markets. The Dividend Isn¡¦t at Risk.:,BA,1 +1/6/2020 8:06,Boeing Might Tap Debt Markets. The Dividend Isn¡¦t at Risk. ,BA,1 +1/6/2020 5:48,Boeing stock down more than 1% #premarket. I'll be discussing $BA and the broader market moves on @cnni @firstmove¡K ,BA,0 +1/5/2020 11:43,Renton shut down begins tomorrow. We'll see how long it takes for the first RIF to come. $ba $ba.d ,BA,0 +1/3/2020 16:03,$DJIA $SPX $COMP $BA $GM:The Dow Fell 234 Points Because Iran and Oil Are Now Center Stage:,BA,0 +1/3/2020 15:47,Trading Ideas: Boeing Co.... this company trend down ?? FREE trade-of-week via ?¡K ,BA,0 +1/3/2020 9:39,$SPX $BA U.S. manufacturing-sector slump worsens in December; ISM index hits 10-year low ,BA,0 +1/3/2020 7:40,and now cramer spreading $ba fud. knew we were buds deep down $ba.d,BA,0 +1/2/2020 20:59,Will $BA fly tomorrow?Got a calls exp tomorrow down like 99% at the closeAny chance for even money tomorrow? ??????,BA,0 +1/2/2020 15:24,Investment Analysts¡¦ Weekly Ratings Updates for Boeing $BA ,BA,1 +1/2/2020 15:23,Investment Analysts¡¦ Weekly Ratings Updates for Boeing $BA #markets,BA,1 +1/2/2020 15:23,Investment Analysts¡¦ Weekly Ratings Updates for Boeing $BA #stocks,BA,1 +1/2/2020 15:05,Boeing Stock ¡X Not Apple ¡X Did the Most to Lift the Dow to a Record High ,BA,1 +1/2/2020 11:51,Trading Ideas: Boeing and Lockheed just got a big earnings forecast upgrade ?? FREE trade-of¡K ,BA,1 +1/2/2020 11:23,"Did you miss your chance to get in Tesla? Catch our full show on $TSLA, $BA and more here: ",BA,0 +1/2/2020 10:53,"good day to buy medium term $ba puts*^""*never advice^just because they're down a ton on what's a more or less in¡K ",BA,0 +1/1/2020 11:55,"Exclusive: Airbus beats goal with 863 jet deliveries in 2019, ousts Boeing from top spot ",BA,1 +1/1/2020 6:38,"Exclusive: Airbus beats goal with 863 jet deliveries in 2019, ousts $BA Boeing from top spot¡K ",BA,1 +12/31/2019 12:45,gotta say between boeing hate and pete dunking-on Ted ended the decade on a pretty high note ,BA,1 +12/31/2019 7:30,"As 2019 fades away, the last Top Analyst Upgrades and Downgrades were in shares of $ATVI $AMZN $AAPL $BA $BSX $LLY¡K ",BA,0 +12/27/2019 8:47,$BARC $BA Boeing 737 Max Grounding Could Cut GDP by 0.5% via ,BA,0 +12/27/2019 8:46,"$BA #BA intraday 333.5, a push and break higher imo later, watching, played calls at the open",BA,1 +12/27/2019 0:17,Bank of America Trims Boeing $BA Target Price to $360.00 #markets,BA,0 +12/26/2019 11:45,$BA Slipping! Break Down will Come!,BA,0 +12/26/2019 11:31,$BA Break Down Looms!,BA,0 +12/26/2019 3:07,Boeing $BA PT Lowered to $360.00 at Bank of America ,BA,0 +12/26/2019 3:07,Boeing¡¦s $BA Buy Rating Reaffirmed at Cowen ,BA,1 +12/25/2019 14:54,Comfort upgrade securedFresh Boeing memo for my $ba.d boyz pleasure tomorrow morning imminent $ba,BA,1 +12/25/2019 11:31,Boeing $BA Shares Gap Up to $328.00 ,BA,1 +12/24/2019 23:58,Boeing $BA PT Lowered to $360.00 ,BA,0 +12/24/2019 10:28,The amount of Boeing FUD dropping before Christmas is impressive $BA $BA.d,BA,0 +12/24/2019 9:01,Boeing ripped higher Monday after announcing the firing of its CEO. Here's a look at the charts for the stock now.¡K ,BA,1 +12/24/2019 8:51,Short Week¡¦s U.S. Economic Data Down On Boeing Orders,BA,0 +12/24/2019 7:07,$BA Boeing Stock Higher After CEO Is Ousted via ,BA,1 +12/24/2019 4:47,Boeing $BA Price Target Cut to $360.00 by Analysts at Bank of America ,BA,0 +12/23/2019 16:16,RT @CNBCFastMoney: The man who called for Boeing CEO Dennis Muilenburg to step down in October joins us to discuss what's still ahead after¡K,BA,0 +12/23/2019 16:15,"$BA - The Inevitable Happened: Muilenberg Is Out, And Boeing Will Be Higher By March, The Chart Says So. Subscribe¡K ",BA,1 +12/23/2019 15:47,$BA Asia Stocks to Open Flat With World at Record High: Markets Wrap via ,BA,0 +12/23/2019 15:16,The man who called for Boeing CEO Dennis Muilenburg to step down in October joins us to discuss what's still ahead¡K ,BA,0 +12/23/2019 14:05,"Stocks climbed higher at the close, hitting new all-time highs, as the year-end rally continues. Shares of Boeing l¡K ",BA,1 +12/23/2019 9:45,all it took was me taking a trip out to renton for them to finally fire DennisTheMenace $ba $ba.d #DennisGone¡K ,BA,0 +12/23/2019 9:36,Cowen Reaffirms Buy Rating for Boeing $BA #stocks,BA,1 +12/23/2019 9:06,Boeing CEO steps down as Max 737 crisis drags on ,BA,0 +12/23/2019 9:02,RT @OpenOutcrier: $BA Opens higher,BA,1 +12/23/2019 8:47,Wall Street edges higher in quiet pre-Christmas trading $BA #BA #Recordsettingevents #Stockindicesandaverages¡K ,BA,1 +12/23/2019 8:19,RT @greatquarter: OH in $BA boardroom: let's immediately fire him if @FTAlphaville gets snarky.,BA,0 +12/23/2019 8:18,Boeing CEO Dennis Muilenburg has stepped down after a tumultuous period in which the company faced a series of setb¡K ,BA,0 +12/23/2019 8:03,RT @TradingNation: Boeing shares leading the Dow higher today after the company fired CEO Dennis Muilenburg amid the ongoing 737 Max crisis¡K,BA,1 +12/23/2019 7:38,Boeing shares open higher by more than 3% after Boeing fired CEO Dennis Muilenburg and announced a leadership trans¡K ,BA,1 +12/23/2019 7:37,Sold $ba $fdx calls no trades till new year,BA,0 +12/23/2019 7:34,Can't fade this pig $BA on this flat open.. need at least an 8 pt move,BA,0 +12/23/2019 7:33,Boeing opens higher 3.00% on the news.$BA,BA,1 +12/23/2019 7:32,Dennis Muilenburg is stepping down as CEO of troubled planemaker Boeing.Boeing climbed 3.1% to $338.11 ahead of r¡K ,BA,0 +12/23/2019 7:21,Boeing boss Dennis Muilenburg to step down ,BA,0 +12/23/2019 7:21,Boeing CEO Dennis Muilenburg to step down immediately $BA #BA #Executivechanges #Corporatemanagement #Personnel ,BA,0 +12/23/2019 7:21,$BA higher premarket. @OptionsPastor,BA,1 +12/23/2019 7:21,"$BA - Muilenburg goes down, stock +8Perhaps good sign this was the final shoe to drop before Max return? Haven¡¦t¡K ",BA,0 +12/23/2019 7:17,"$BA resumes trading after being halted to announce CEO change, shares up 1.7% ",BA,1 +12/23/2019 7:07,BREAKING: Boeing CEO Dennis Muilenberg is stepping down,BA,0 +12/22/2019 22:19,If everyone posts a boomer meme $tsla and $ba will both go down $4.20 tomorrow ,BA,0 +12/22/2019 11:47,"$BA barring news no change of thoughts, Failed at the 8D, I think the DEC low of 290 in play. Problem is their is c¡K ",BA,0 +12/22/2019 8:53,Boeing Starliner spacecraft lands after key NASA mission cut short by mishap ,BA,0 +12/21/2019 11:53,$BA $LMT $RTN going higher ,BA,1 +12/21/2019 3:39,"$BA Boeing (BA, $333.51) gets credit rating downgrade from S&P, on 737 MAX uncertainty. #Boeing #stockmarket #stock¡K ",BA,0 +12/21/2019 0:02,FY2020 EPS Estimates for Boeing Co $BA Lowered by Jefferies Financial Group ,BA,0 +12/20/2019 18:02,Which stocks sent the Dow to new all-time highs at the close of the week? Hint: It wasn't Boeing $BA ,BA,1 +12/20/2019 16:44,Financial pain from Boeing 737 MAX expected to deepen after production cut ,BA,0 +12/20/2019 14:06,stonk only down $12 but:1) boeing suspended production of the MAX2) boeing told suppliers to stop sending them s¡K ,BA,0 +12/20/2019 9:04,Major Boeing supplier winds down deliveries for 737 Max $BA #BA ,BA,0 +12/20/2019 9:03,i'm here for itmaybe they'll fire Do Everything Wrong Dennis finally$ba $ba.d ,BA,0 +12/19/2019 20:52,$BA #BA Potential hollow red weekly candle forming. A lot of supply holding above since the reversal down on Novemb¡K ,BA,0 +12/19/2019 13:51,$BA 337 gap up #afterhours and 350 run tomorrow,BA,1 +12/19/2019 7:50,RT @zbiotech: *BOEING CUT TO A- BY S&P; DEVELOPING OUTLOOK$BA,BA,0 +12/19/2019 7:50,$BA *BOEING CUT TO A- BY S&P; DEVELOPING OUTLOOK,BA,0 +12/19/2019 7:38,$BA Boeing 737 Max Crisis Triggers Key Downgrade But This Could Have 'More Lasting Impact' ,BA,0 +12/19/2019 3:27,RT @Nataliekitro: Trump called on Sunday to find out if Boeing was shutting down the Max line forever (it¡¦s not) and asked whether ?@Boeing¡K,BA,0 +12/19/2019 3:06,MAX problems prompt Boeing downgrade at Moody's $BA????????,BA,0 +12/19/2019 2:46,$BA - MAX problems prompt Boeing downgrade at Moody's ,BA,0 +12/19/2019 1:42,Boeing got downgraded by Moody¡¦s Investors Service ,BA,0 +12/18/2019 21:06,$BA Moody's cut Boeing's debt ratings as 737 MAX problems deepen ,BA,0 +12/18/2019 17:41,$BA $MCO:Boeing¡¦s 737 Max crisis brings it a one-notch ratings cut from Moody¡¦s:,BA,0 +12/18/2019 17:15,$MCO $BA Boeing Cut One Notch at Moodys as 737 Max Grounding Extends via ,BA,0 +12/18/2019 15:31,moodys downgrade of $ba debt should be good for another $4.20 tomorrow $ba.d,BA,0 +12/18/2019 11:52,$BA up $SPR down #DennisStyle $BA.d,BA,0 +12/18/2019 8:37,"$ba now down a net 3% on the announcement that it would be suspending production of its self-crashing 737 MAX, incu¡K ",BA,0 +12/18/2019 4:21,Boeing $BA Price Target Cut to $322.00 by Analysts at Robert W. Baird ,BA,0 +12/18/2019 4:23,Robert W. Baird Trims Boeing $BA Target Price to $322.00 ,BA,0 +12/18/2019 4:04,One photo shows why Boeing had to shut down production of its grounded 737 Max ,BA,0 +12/18/2019 3:00,Boeing¡¦s $BA Buy Rating Reaffirmed at Vertical Research ,BA,1 +12/17/2019 17:18,$BA ... $327 flat ... 0.00%Boeing becoming a ¡§Battleground Stock¡¨ as long term holders willing to ride it out AN¡K ,BA,0 +12/17/2019 14:17,$BA what time do the downgrades start?,BA,0 +12/17/2019 14:05,Short $BA and $SPR the big drop is coming...,BA,0 +12/17/2019 11:03,$BA people better start realizing this is about to Break down and it will get Very Ugly! Overowned! if $320 breaks¡K ,BA,0 +12/17/2019 11:00,Shares of Boeing and its global suppliers fell further as analysts began to tally the cost of the U.S. planemaker¡¦s¡K ,BA,0 +12/17/2019 10:43,RT @spakkal: @Fibonacciqueen Carolyn $BA has Fibonacci Symmetry Cluster for a low at today's low. @sssvenky @nargis007 @johnfcarter ,BA,0 +12/17/2019 9:30,RT @NickVRamos: Only analyst I¡¦ve seen move on Boeing thus far. Now the stock is trading 3% higher than this low but still favorable rating¡K,BA,0 +12/17/2019 9:05,$BA If you shorted this at the Open thinking they would drop it further you are toast. This is a Great Ponzi they w¡K ,BA,0 +12/17/2019 8:50,$BA Green !! surprising shorts .. all saying to drop below $300 $DIA $SPY $ITA,BA,0 +12/17/2019 8:45,$BA LMAO ALMOST GREEN FOR THE DAY! Insane Ponzi Market I tell you guys... This should have gapped down below 300 o¡K ,BA,0 +12/17/2019 7:22,Some more morning FUD for you:I think $ba actually is/will be paying a very high % of claimed customer losses.¡K ,BA,1 +12/17/2019 7:17,Boeing $BA PT Lowered to $322 at Baird ,BA,0 +12/17/2019 7:01,$BA Next up watch For Layoffs and Cash Burn if it effects DividendAlso CEO gotta go IMO ,BA,1 +12/17/2019 6:30,* Boeing $BA down 1.2% in pre-market. On pace for 4th straight negative day.* Has been up only 2 days this month.¡K ,BA,0 +12/17/2019 6:09,What to watch today: Dow to drop on Boeing pressure and Trump impeachment rules up for debate ,BA,0 +12/17/2019 5:22,U.S. Stocks Down as Boeing Shares Drop and Investors Wait for More Catalysts ,BA,0 +12/17/2019 5:02,Stat of the Morning: $BA set to go negative for 2019 with shares down 2 percent pre-market after the company said¡K ,BA,0 +12/17/2019 4:42,$BA down another 2% #premarket following a more than 4% slide yesterday. ,BA,0 +12/17/2019 4:19,Good Moring!Futures down slightlyFitch raises China growth from 5.7 to 6%$BA to halt max production in Jan¡K ,BA,0 +12/17/2019 3:18,(BA.N) 17 Dec - 05:13:06 AM - BOEING SHARES DOWN 1.3% IN LIGHT PREMARKET TRADING AFTER CO SAYS IT WILL SUSPEND PR¡K ,BA,0 +12/17/2019 2:30,"Airbus shares rise after latest Boeing 737 MAX blow, Safran down ",BA,0 +12/17/2019 1:16,"Airbus shares rise after latest Boeing 737 MAX blow, Safran down - ",BA,0 +12/16/2019 17:05,Boeing to Temporarily Shut Down 737 Max Production ,BA,0 +12/16/2019 16:01,HELL¡¦S BELLS! this could gap down huge next $BA ,BA,0 +12/16/2019 16:01,we need a couple FUDsters to step up with some downgrades tomorrow go get this party started.$ba $ba.d¡K ,BA,0 +12/16/2019 15:57,"Boeing Board Approves Quarterly Dividend - Dec 16, 2019 #ba #nasdaq #NYSE ",BA,1 +12/16/2019 15:31,#Boeing to Temporarily Shut Down 737 Max Production > $BA #travel,BA,0 +12/16/2019 15:31,RT @MarketsTicker: Boeing shares down 1% after 737 Max production halt,BA,0 +12/16/2019 15:07,$BA - Boeing declares $2.055 dividend ,BA,1 +12/16/2019 14:47,"$BA - only down a few on Jan suspension newsNot laying anyone offThis ~325 area looms largeNo positions, curi¡K ",BA,0 +12/16/2019 14:37,$BA at $323 after hours. Aug low was $318 and will be interesting to watch into year-end. ,BA,0 +12/16/2019 14:37,RT @IfMusk: Now announce a dividend cut and kick @BoeingCEO's Iowa farm boy ass to curb. $BA$Ba.d,BA,0 +12/16/2019 14:33,RT @TroyPeterson: See why I waited for 60 minute setup on $BA Gap Down and how it played out! - #gapperlist #Mindt¡K,BA,0 +12/16/2019 14:26,$BA when¡¦s the short squeeze?Inside month down - broke Friday For a stock that¡¦s literally been range bound all¡K ,BA,0 +12/16/2019 14:17,$BA just needs to focus on what they have and keep quiet best to stay low ,BA,0 +12/16/2019 13:45,Overnight Ideas: $BA Calls $CLSD 2.265 $MIRM 17 HIGH Risk $AGEN 3.96 $IFRX 3.635,BA,1 +12/16/2019 13:31,"$BA IF no production cut or halt, implies they've received clearance from FAA to start delivering. Massive upside risk if so.",BA,0 +12/16/2019 13:30,Highlight: @alexiskweed on the uncertainty surrounding $BA amid reports it's pausing production of the 737 Max jet: ,BA,0 +12/16/2019 13:06,"$BA If they cut the Dividend, which seems unlikely to me, the stock is going to get its brains bashed in. A lot of¡K ",BA,0 +12/16/2019 12:43,RT @TheStreet: Are the larger implications of the Boeing 737 Max being ignored? @JimCramer breaks down the latest on ,BA,0 +12/16/2019 12:04,*whispers* moving beyond 800 grounded self-crashing MAXs... $ba typically goes down 50-75% when the commercial avia¡K ,BA,0 +12/16/2019 11:00,"Boeing considers whether to cut or halt production of its troubled 737 MAX jet, a source said, after the Federal Av¡K ",BA,0 +12/16/2019 10:14,FUD at an all time high $ba $ba.d ,BA,1 +12/16/2019 7:14,". @JimCramer says @Boeing $BA could drop to $300: ""We need more clarification about cash flow and what the cash fl¡K ",BA,0 +12/16/2019 7:05,Boeing Shares Down as it Debates Production of 737 Max ,BA,0 +12/16/2019 7:07,Good Morning Traders TONS in play today narrowed it down to my top 4 $MU $BA $PCG $AMRN side focus $GOSS $AXSM prev¡K ,BA,0 +12/16/2019 7:02,This morning on @realmoney * Why I sold $BA at $370 in late November and why I wouldn't buy the current weakness.¡K ,BA,0 +12/16/2019 6:21,"Boeing is debating whether to further cut or suspend 737 Max production, as the plane¡¦s grounding wears on. ",BA,0 +12/16/2019 6:20,"$BA took the scenic flight route but that previous pivot low right under $320 is key spot to watch. ~310, 300 and 292 below that.",BA,0 +12/16/2019 6:17,$BA price drops hints. Everything ripping higher and $BA is like nah I¡¦ll go down. ,BA,1 +12/16/2019 5:51,Boeing is considering whether to cut or halt production of its grounded 737 MAX after the Federal Aviation Administ¡K ,BA,0 +12/16/2019 5:47,Futures slightly higher despite 4% #premarket slide in Dow component Boeing on reports that $BA could suspend produ¡K ,BA,1 +12/16/2019 4:18,Boeing $BA lower on reports it is considering whether to cut or halt production of 737 MAX further¡K ,BA,0 +12/16/2019 4:12,(BA.N) 16 Dec - 06:10:51 AM - BOEING SHARES DOWN 2.3% PREMARKET AFTER REPORTS OF CO CONSIDERING CUTTING OR HALTIN¡K ,BA,0 +12/16/2019 4:00,Boeing is considering either suspending or further cutting production of the 737 MAX amid growing concerns over the¡K ,BA,1 +12/16/2019 3:50,Boeing Co $BA Short Interest Down 9.0% in November ,BA,0 +12/16/2019 2:48,"$BA at 333, down 2.54% in Pre.",BA,0 +12/15/2019 20:20,Boeing could suspend or cut 737 MAX output: report ,BA,0 +12/15/2019 19:53,"Boeing may cut production of the 737 Max jet, a report says ",BA,0 +12/15/2019 19:45,"we shall know a lot more in the next 24 to 36 hours.when $ba opens down $2 tomorrow, back up the put truck.if t¡K ",BA,0 +12/15/2019 16:37,$BA guess dow futures are red Becuase of this oneInside month down - who thought any good news was gonna come out?News is In the charts!,BA,0 +12/15/2019 15:50,me all giddy bout $ba finally making a 3-month-overdue decision but then me remembering that $ba.d doesn't go down ,BA,0 +12/15/2019 11:21,"Dividend growth at $BA is retarded, most retarded of any mega cap company out there. ",BA,1 +12/13/2019 8:22,Airbus beats Boeing to become preferred supplier for Qantas Sydney-London flights ,BA,1 +12/12/2019 19:31,$BA:Airbus beats Boeing to become preferred supplier for Qantas Sydney-London flights:,BA,1 +12/12/2019 13:10,@Lebeaucarnews $BA will cut production. It is telling suppliers unlikely target of 57 Max's,BA,0 +12/12/2019 13:08,i've been tellin yall that MAX will be a low to no margin product over its lifecycle. $ba should be $100 lower th¡K ,BA,0 +12/12/2019 11:25,Can not trade $BA today.. stk breaks low 2 seconds ago and pops,BA,0 +12/12/2019 10:34,remember when trump said the trade deal would have massive agri purchases and boeing planes? it really seems like t¡K ,BA,1 +12/12/2019 6:56,Boeing : China Raises Concerns on Boeing's 737 MAX Proposed Changes #Boeing #Stock #MarketScreener¡K ,BA,1 +12/12/2019 6:53,$BA (-0.4% pre) China aviation regulator raises concerns with Boeing - SA,BA,1 +12/12/2019 2:25,China's aviation regulator raised concerns with Boeing on 737 MAX design changes ,BA,1 +12/12/2019 1:10,China's aviation regulator raised concerns with Boeing on 737 MAX design changes - ,BA,1 +12/12/2019 1:07,China's aviation regulator raised concerns with Boeing on 737 MAX design changes #economy #MarketScreener¡K ,BA,1 +12/12/2019 0:28,China Aviation Regulator Official: Have Raised Serious Concerns With Boeing Over Design Changes To Boeing 737 Max $BA,BA,1 +12/11/2019 19:46,$BA Trend is still down but good chance they form an IHS soon and try to squeeze it higher 1st before any lower low ,BA,0 +12/11/2019 17:29,$CORV down 66%! 44k on the bid! BOUNCING AFTERHOURS???? $IWM $BA $ADBE $CRM $CMG $BYND $CGC $CRON $ADSK $ADI $AUPH¡K ,BA,0 +12/11/2019 15:29,"RT @LeehamNews: With no end of MAX grounding in sight, Boeing may be forced to cut or suspend production?soon ",BA,0 +12/11/2019 15:18,Tonight's business headlines:? Report: FAA knew doomed Boeing 737 Max had high crash risk? US Federal Reserve ho¡K ,BA,1 +12/11/2019 15:02,"$BA - Boeing's Big Dividend Decision: Raise, Hold, Or Cut. Keep reading: #economy #investing #stocks",BA,1 +12/11/2019 14:08,My bold pre-Fed move all paid well. $ba was the big miss but I guess can't have it all. $tsla & $roku were the two¡K ,BA,0 +12/11/2019 13:36,$BA breaking out. I imagine they will need to annihilate the shorts next. Fire at will at the Rebel Base! ????¡K ,BA,0 +12/11/2019 13:21,FAA probing Boeing 737 production issues as Congress raises concerns ,BA,1 +12/11/2019 11:33,Boeing : Internal FAA Review Saw High Risk of 737 MAX Crashes #Boeing #Stock #MarketScreener ,BA,1 +12/11/2019 10:40,FAA probing Boeing 737 production issues as Congress raises concerns #economy #MarketScreener¡K ,BA,1 +12/11/2019 10:33,$BA could look to enter short here on their bounce for the move back down,BA,0 +12/11/2019 9:38,"RT @dmadden_CMC: Equity volatility low as traders await #Fed, sterling firm ahead of election $EURGBP $BA $¡K",BA,0 +12/11/2019 9:10,"The FAA said the Boeing 737 Max had a high risk of crashing, but let the plane continue flying anyway ",BA,1 +12/11/2019 7:32,"(BA.N) 11 Dec - 09:31:27 AM - BOEING SHARES EXTEND LOSSES FROM PREMARKET, NOW DOWN 2.1% IN EARLY TRADE - [RTRS]",BA,0 +12/11/2019 7:13,Good morning!$TSLA gapping up over the 350 level.. lets see if 360 can come next! $BA down on news... if 339 br¡K ,BA,0 +12/11/2019 4:00,How close is the FAA to re-certifying the Boeing 737 Max? Don¡¦t miss this ?@SquawkCNBC? exclusive with the head o¡K ,BA,0 +12/11/2019 1:40,Boeing $BA Price Target Cut to $419.00 #stocks,BA,0 +12/10/2019 21:07,????????????Very detailed article on all of the corners that Boeing has cut as it has tried to cheapen then 787 (i/r/t¡K ,BA,0 +12/10/2019 15:30,Airbus beats Boeing again in aircraft orders and deliveries $BA #BA ,BA,1 +12/10/2019 11:56,$BA $BA.d whistleblower: I wouldn't feel good being on their planes$BA sales down sequentially in November again¡K ,BA,0 +12/9/2019 17:56,Former Boeing employee who raised alarm about 737 MAX issues will testify ,BA,1 +12/9/2019 17:45,$BA - Former Boeing employee who raised alarm about 737 MAX issues will testify ,BA,1 +12/9/2019 17:01,$BA ALERT Diving Duck setting up... Should be a good move down next ,BA,0 +12/9/2019 15:49,Former Boeing employee who raised concerns about 737 Max production to testify at hearing. ,BA,1 +12/9/2019 13:18,$CGIP down 94% BOUNCING! TINY FLOAT!?? $IWM $BA $ADBE $CRM $CMG $BYND $CGC $CRON $ADSK $ADI $AUPH $ARWR $BBY $BOX¡K ,BA,0 +12/9/2019 11:59,"RT @petenajarian: Apple Boeing and Goldman are holding down the Dow, but look at the strength in the consumer with stocks like Home Depot a¡K",BA,0 +12/9/2019 11:36,$CGIP down 94% BOUNCING! AMAZON BUYOUT? $IWM $BA $ADBE $CRM $CMG $BYND $CGC $CRON $ADSK¡K ,BA,0 +12/9/2019 11:33,"Apple Boeing and Goldman are holding down the Dow, but look at the strength in the consumer with stocks like Home D¡K ",BA,0 +12/9/2019 10:51,$CGIP down 92% BOUNCING! TINY FLOAT!?? $IWM $BA $ADBE $CRM $CMG $BYND $CGC $CRON $ADSK $ADI $AUPH $ARWR $BBY $BOX¡K ,BA,0 +1/18/2020 13:16,Credit Suisse Group Raises Caterpillar $CAT Price Target to $173.00 #stocks,CAT,1 +1/18/2020 6:32,Caterpillar $CAT PT Raised to $160.00 #stocks,CAT,1 +1/18/2020 0:20,Caterpillar Target of Unusually High Options Trading $CAT ,CAT,1 +1/17/2020 6:58,Traders Purchase High Volume of Call Options on Caterpillar $CAT #stocks,CAT,1 +1/17/2020 4:43,Caterpillar $CAT PT Raised to $173 at Credit Suisse After Dealer Checks Bode Well For 2020 ,CAT,1 +1/17/2020 2:08,$CAT Caterpillar PT Raised To $173 From $150 At Credit Suisse,CAT,1 +1/15/2020 11:32,"TREND REVERSAL DOWN ALERT: $CAT Caterpillar, Inc ?? TradeIdeas via to FREE Trading Room",CAT,0 +1/15/2020 6:06,Caterpillar Inc. $CAT Plans Quarterly Dividend of $1.03 #stocks,CAT,1 +1/14/2020 17:26,Funny - $cat upgraded today - couldn¡¦t hold any gains ended red$de redDay before the big deal is doneBut thes¡K ,CAT,1 +1/14/2020 11:57,"Caterpillar Inc. $CAT Passed Our Checks, And It's About To Pay A US$1.03 Dividend ",CAT,1 +1/14/2020 6:23,$CAT Wells Fargo analyst Andy Casey raised his price target for Caterpillar to $160 from $143 to reflect longer-ter¡K ,CAT,1 +1/8/2020 4:16,"$CAT in Downtrend: its price may drop because broke its higher Bollinger Band on January 2, 2020. View odds for thi¡K ",CAT,0 +1/5/2020 15:51,4 Dividend Stocks to Watch in 2020 $SPY $CAT $DUK $LOW $GILD,CAT,1 +1/4/2020 1:11,Caterpillar $CAT Reaches New 1-Year High at $149.84 ,CAT,1 +1/2/2020 14:24,$CAT +1.93% today52wk highTook some time but it workedStill holding - this is just the beginning ,CAT,1 +12/26/2019 18:13,$cat got spicy at close outside month - inside week up - daily lower green hammerOver today¡¦s high and we could h¡K ,CAT,1 +12/24/2019 3:07,Caterpillar $CAT PT Raised to $178.00 ,CAT,1 +12/23/2019 23:11,Caterpillar $CAT Hits New 12-Month High on Analyst Upgrade ,CAT,1 +12/22/2019 6:01,Caterpillar $CAT Price Target Raised to $178.00 ,CAT,1 +12/22/2019 5:51,Deutsche Bank Increases Caterpillar $CAT Price Target to $147.00 ,CAT,1 +12/21/2019 11:07,Caterpillar $CAT Price Target Raised to $178.00 #stocks,CAT,1 +12/21/2019 3:31,Caterpillar $CAT Price Target Raised to $147.00 at Deutsche Bank ,CAT,1 +12/20/2019 8:46,$CAT Caterpillar Target Raised by JPMorgan Chase & Co. $146.76 $155.00 ? $178.00 Overweight,CAT,1 +12/20/2019 7:06,Caterpillar $CAT Price Target Raised to $178.00 at JPMorgan Chase & Co. #stocks,CAT,1 +12/20/2019 4:14,"Good Morning!Futures Flat, $SPY down as it went Ex-Divey$CAT Top Pick for 2020 @ JPM$AAPL pt raised to $305 from $290 @ Pipper",CAT,0 +12/18/2019 1:16,Caterpillar $CAT PT Raised to $137.00 ,CAT,1 +12/16/2019 7:08,Caterpillar $CAT PT Raised to $137 at Morgan Stanley ,CAT,1 +12/13/2019 11:41,Caterpillar's $CAT Flat November Sales Mark the Worst in 2019,CAT,0 +12/13/2019 10:26,Caterpillar $CAT Lowered to Hold at Standpoint Research ,CAT,0 +12/13/2019 5:40,Caterpillar Inc. $CAT To Go Ex-Dividend on January 17th ,CAT,1 +12/12/2019 10:32,Caterpillar $CAT Cut to Hold at Standpoint Research #stocks,CAT,0 +12/12/2019 8:10,Caterpillar Inc. $CAT Announces $1.03 Quarterly Dividend ,CAT,1 +12/11/2019 16:26,Caterpillar Inc. $CAT Maintains Dividend,CAT,1 +12/11/2019 16:03,Caterpillar Inc. $CAT Announces $1.03 Quarterly Dividend #stocks,CAT,1 +12/11/2019 14:24,"Highlight: $UTX $DIS $AAPL $INTC and $CAT are the Dow leaders today. ""Apple hit a record high earlier,"" @scottgamm¡K ",CAT,1 +12/11/2019 9:54,$CAT - Caterpillar declares $1.03 dividend ,CAT,1 +12/5/2019 12:30,Caterpillar $CAT Shares Gap Down to $142.96 ,CAT,0 +12/3/2019 20:58,Caterpillar $CAT Shares Gap Down to $142.96 #stocks,CAT,0 +12/3/2019 9:26,$DJI $AAPL $CAT $MMM $SPX:Trump says Tuesday¡¦s market drop is ¡¥peanuts¡¦ and won¡¦t force him to make a bad ¡K:,CAT,0 +12/1/2019 16:25,"$CAT side ways for now, wait for 148-149 break to play to upside or if it heads down further.. lotto calls.",CAT,0 +11/14/2019 2:45,Caterpillar $CAT Sets New 52-Week High at $148.47 ,CAT,1 +11/14/2019 2:44,Caterpillar $CAT Hits New 12-Month High at $148.47 #stocks,CAT,1 +11/12/2019 21:38,Caterpillar $CAT Price Target Raised to $156.00 ,CAT,1 +11/12/2019 11:08,Caterpillar $CAT Sets New 12-Month High at $148.47 ,CAT,1 +11/10/2019 21:16,Goldman Sachs Group Increases Caterpillar $CAT Price Target to $156.00 ,CAT,1 +11/10/2019 21:13,Goldman Sachs Group Increases Caterpillar $CAT Price Target to $156.00 #stocks,CAT,1 +11/10/2019 9:21,Bank of America Increases Caterpillar $CAT Price Target to $165.00 #markets,CAT,1 +11/9/2019 3:27,"Insider Selling: Caterpillar Inc. $CAT Insider Sells 4,172 Shares of Stock ",CAT,0 +11/8/2019 23:05,Caterpillar $CAT PT Raised to $165.00 at Bank of America ,CAT,1 +11/8/2019 14:44,Caterpillar $CAT Price Target Raised to $156.00 at Goldman Sachs Group #stocks,CAT,1 +11/8/2019 4:26,Caterpillar $CAT PT Raised to $156 at Goldman Sachs ,CAT,1 +11/8/2019 2:25,"Denise C. Johnson Sells 68,993 Shares of Caterpillar Inc. $CAT Stock #stocks",CAT,0 +11/8/2019 2:12,"Insider Selling: Caterpillar Inc. $CAT Insider Sells $10,098,505.41 in Stock ",CAT,0 +11/5/2019 16:31,"Caterpillar Inc. $CAT Insider Sells $10,098,505.41 in Stock #stocks",CAT,0 +11/4/2019 19:36,Caterpillar lays off 120 workers as trade war hits sales ,CAT,0 +11/4/2019 17:05,Caterpillar lays off 120 workers as trade war hits sales ,CAT,0 +11/4/2019 8:48,"$CAT $MOL $XOM:Chevron Leads Dow Higher After Caspian Sea Asset Sale, Global Crude Price Jump:",CAT,1 +11/4/2019 7:01,Caterpillar $CAT Raised to Hold at ValuEngine ,CAT,1 +11/3/2019 19:37,Caterpillar $CAT Rating Increased to Hold at ValuEngine ,CAT,1 +11/3/2019 19:23,Caterpillar $CAT Upgraded to ¡§Hold¡¨ by ValuEngine ,CAT,1 +11/3/2019 18:25,"$CAT starting to watch this one closer on pull backs, I like this weekly down trend break and being post earnings w¡K ",CAT,0 +11/2/2019 2:21,"Caterpillar Inc. $CAT CAO Gary Michael Marvel Sells 2,180 Shares ",CAT,0 +11/1/2019 16:58,RT @Nuss_Banger: @HedgehogOptions $CAT doesnt rip to 52 week high over a bad trade deal and shit ER. Follow the money ?? ,CAT,1 +10/30/2019 11:39,RT @realmoney: This dividend aristocrat is navigating a tough environment $CAT ,CAT,1 +10/27/2019 22:18,ValuEngine Downgrades Caterpillar $CAT to Sell ,CAT,0 +10/27/2019 4:49,Caterpillar $CAT Price Target Raised to $123.00 #markets,CAT,1 +10/27/2019 4:49,Caterpillar $CAT Receives Buy Rating from JPMorgan Chase & Co. ,CAT,1 +10/27/2019 4:48,Caterpillar $CAT Cut to Sell at ValuEngine #stocks,CAT,0 +10/26/2019 2:59,Caterpillar $CAT PT Lowered to $110.00 ,CAT,0 +10/26/2019 1:44,Caterpillar $CAT PT Raised to $123.00 at Deutsche Bank ,CAT,1 +10/25/2019 17:09,Caterpillar $CAT Price Target Lowered to $132.00 at Morgan Stanley ,CAT,0 +10/25/2019 11:30,Did $CAT give us a sneak peek into the U.S. economy? @jimcramer breaks it down ,CAT,0 +10/25/2019 9:35,Morgan Stanley Trims Caterpillar $CAT Target Price to $132.00 #stocks,CAT,0 +10/25/2019 9:35,Deutsche Bank Increases Caterpillar $CAT Price Target to $123.00 #stocks,CAT,1 +10/25/2019 9:35,Caterpillar $CAT PT Raised to $150.00 at Robert W. Baird #stocks,CAT,1 +10/25/2019 5:19,Caterpillar $CAT Price Target Cut to $132.00 ,CAT,0 +10/24/2019 9:04,"Caterpillar $CAT Issues Quarterly Earnings Results, Misses Expectations By $0.16 EPS #stocks",CAT,0 +10/24/2019 9:03,"Caterpillar $CAT Issues Quarterly Earnings Results, Misses Expectations By $0.16 EPS ",CAT,0 +10/24/2019 8:58,"Caterpillar $CAT Releases Quarterly Earnings Results, Misses Estimates By $0.16 EPS ",CAT,0 +10/24/2019 5:15,Caterpillar $CAT Price Target Lowered to $110.00 at UBS Group #stocks,CAT,0 +10/23/2019 23:48,Caterpillar : Cuts Outlook Amid Economic Unease #Caterpillar #Stock #MarketScreener ,CAT,0 +10/23/2019 11:17,$CAT - Caterpillar rises from the red amid plans to cut production ,CAT,0 +10/23/2019 9:08,"$CAT traded through $124 to the downside after their report this am, but now virtually unchanged $9 higher than the¡K ",CAT,1 +10/23/2019 9:04,$CAT:Caterpillar Stable After Earnings Miss ¡V Now What?:,CAT,0 +10/23/2019 9:00,"Caterpillar Inc. lowered its earnings forecast for 2019, blaming heightened ¡§economic uncertainty¡¨ for slowing cust¡K ",CAT,0 +10/23/2019 6:22,"Caterpillar reports earnings that badly miss the Street, cuts forecast again ",CAT,0 +10/23/2019 5:55,"Caterpillar revenue down 5.6% over the past year, first YoY decline since 2016. Quarterly revenue peaked in 2012.¡K ",CAT,0 +10/23/2019 5:37,"$CAT: Caterpillar misses by $0.24, misses on revs; guides FY19 EPS below consensus, revs below consensus ",CAT,0 +10/23/2019 5:20,"Caterpillar Q3 EPS $2.66 Misses $2.89 Estimate, Sales $12.8B Miss $13.49B Estimate $CAT @benzinga",CAT,0 +10/23/2019 5:08,U.S. Stock Futures Drop After Warnings From Caterpillar and Texas Instruments ,CAT,0 +10/23/2019 4:55,"$CAT Caterpillar down more than 2% during pre-market trade -- heavy equipment maker cuts 2019 profit view, Q3 resul¡K ",CAT,0 +10/23/2019 4:32,Caterpillar cuts outlook and posts quarterly profit decline ,CAT,0 +10/23/2019 4:20,RT @SquawkCNBC: $CAT @MeliusResearch analyst Rob Wertheimer on why today's big earnings miss from Caterpillar may not be as bad as it seems¡K,CAT,0 +10/23/2019 3:52,"Caterpillar misses 3Q earnings expectations, lowers profit guidance as global growth concerns weigh on results¡K ",CAT,0 +10/23/2019 3:51,"$CAT:Caterpillar shares tank after company cuts forecast again, earnings badly miss the Street:",CAT,0 +10/23/2019 3:35,"Caterpillar $CAT Misses Q3 EPS by 22c, Revs Miss ",CAT,0 +10/23/2019 3:34,"$CAT Reports Q3 $2.66 v $2.83e, Rev $12.8B v $13.4Be (Caterpillar Inc)we now expect end-user demand to be flat and¡K ",CAT,0 +10/23/2019 3:34,23 Oct - 06:33:46 AM [RTRS] (NQc1 ESc1) - DOW FUTURES MOVE LOWER AFTER CATERPILLAR REPORTS RESULTS; LAST DOWN 0.2%,CAT,0 +10/23/2019 3:32,"$CAT - Caterpillar EPS misses by $0.24, misses on revenue ",CAT,0 +10/23/2019 3:31,$CAT beats EPS big miss REV,CAT,0 +10/22/2019 13:58,Trading Ideas: $CAT Expectation low for Caterpillar. ?? FREE trade-of-week via ?¡K ,CAT,0 +10/21/2019 5:59,Morgan Stanley Downgrades Caterpillar $CAT to Equal Weight ,CAT,0 +10/20/2019 3:58,Caterpillar $CAT Rating Lowered to Equal Weight at Morgan Stanley ,CAT,0 +10/20/2019 3:55,Caterpillar $CAT Rating Lowered to Equal Weight at Morgan Stanley #stocks,CAT,0 +10/19/2019 12:56,why $CAT $DE are going higher #india to spend 1.4$ on #infrastructure ,CAT,1 +10/18/2019 22:11,Stock Traders Buy High Volume of Call Options on Caterpillar $CAT ,CAT,1 +10/18/2019 22:11,Stock Traders Buy High Volume of Call Options on Caterpillar $CAT #stocks,CAT,1 +10/18/2019 8:39,"Caterpillar, retailer downgrades among today's top analyst calls $CAT $M $GPS $LB $SNAP $CMG $CRON $MO¡K ",CAT,0 +10/18/2019 7:08,Fly Intel: Top five analyst downgrades $GIL $CAT $CRL $M $LB $GPS $WM ,CAT,0 +10/18/2019 5:23,$CAT Downgrade this morning .. rotation players will be looking to take advantage of this???? ,CAT,0 +10/18/2019 5:20,$CAT downgraded ,CAT,0 +10/18/2019 4:37,???? $CAT DOWNGRADED BY MS TO EQUAL WEIGHT,CAT,0 +10/16/2019 4:49,Caterpillar Inc. Announces Quarterly Dividend of $1.03 $CAT ,CAT,1 +10/15/2019 7:33,$ATKR $CTAS $CAT $SMED:Caterpillar Hit by Weak Manufacturing Sector & High Costs:,CAT,1 +10/14/2019 13:25,Caterpillar $CAT PT Lowered to $149.00 at Credit Suisse Group #markets,CAT,0 +10/13/2019 3:02,Credit Suisse Group Trims Caterpillar $CAT Target Price to $149.00 #stocks,CAT,0 +10/13/2019 3:00,Caterpillar $CAT Price Target Cut to $149.00 ,CAT,0 +10/12/2019 16:13,Caterpillar $CAT Price Target Lowered to $117.00 at UBS Group ,CAT,0 +10/12/2019 14:41,Morgan Stanley Trims Caterpillar $CAT Target Price to $150.00 #stocks,CAT,0 +10/12/2019 14:41,Morgan Stanley Trims Caterpillar $CAT Target Price to $150.00 #markets,CAT,0 +10/11/2019 5:52,"RT @TraderInPlay: #Stocks Higher on ""hopium"" of China trade/tariff negations.$SPY $QQQ $DIA $IWM $AMZN $AAPL $FB $GOOG $MSFT $CAT $DE $UTX¡K",CAT,1 +10/11/2019 3:14,Caterpillar $CAT PT Lowered to $149 at Credit Suisse ,CAT,0 +10/10/2019 4:03,Q3 2019 EPS Estimates for Caterpillar Inc. $CAT Lowered by William Blair #stocks,CAT,0 +10/9/2019 8:31,Caterpillar Inc. $CAT to Issue Quarterly Dividend of $1.03 #stocks,CAT,1 +10/9/2019 7:20,Wednesday's Top Analyst Upgrades and Downgrades PART 1 $BOOT $CAT $CMG $CNX $STZ $DE $DPZ $FDX $HOG $IBM $NFLX¡K ,CAT,0 +10/9/2019 6:27,Caterpillar $CAT Receives Buy Rating from Morgan Stanley ,CAT,1 +10/8/2019 11:41,Caterpillar $CAT Price Target Lowered to $117.00 at UBS Group #stocks,CAT,0 +10/8/2019 9:24,Caterpillar shares head for a one-month low on concern that slowing global economies will weigh on earnings ,CAT,0 +10/8/2019 8:00,Caterpillar shares head for a one-month low on concern that slowing global economies will weigh on earnings¡K ,CAT,0 +10/8/2019 5:07,$CAT - Caterpillar estimates cut as William Blair ,CAT,0 +10/8/2019 2:47,Caterpillar $CAT PT Lowered to $117 at UBS ,CAT,0 +10/7/2019 10:04,$CAT:Buy Caterpillar Down to Key Levels and Enjoy the Dividend:,CAT,0 +10/5/2019 2:15,"Insider Selling: Caterpillar Inc. $CAT General Counsel Sells $634,100.46 in Stock ",CAT,0 +10/4/2019 14:52,Is Caterpillar facing industrial-sized problems? @RiskReversal breaks it down $CAT ,CAT,0 +10/2/2019 12:19,"Insider Selling: Caterpillar Inc. $CAT General Counsel Sells 5,019 Shares of Stock #stocks",CAT,0 +9/28/2019 14:32,"Notable inside week follow up: $AAPL barely moved... Doji, $TSLA yeah yeah 20 points down then up again! $CAT dow¡K ",CAT,0 +9/27/2019 15:26,Citigroup Trims Caterpillar $CAT Target Price to $145.00 #stocks,CAT,0 +9/26/2019 1:54,Caterpillar $CAT PT Lowered to $145.00 at Citigroup ,CAT,0 +9/24/2019 5:37,Caterpillar¡¦s $CAT Buy Rating Reaffirmed at Citigroup #stocks,CAT,1 +9/17/2019 8:24,$FLS $CAT $URI $DJIA $SPX:Higher Oil Prices Could be a Shot in the Arm for Machinery Stocks:,CAT,1 +9/13/2019 6:29,Worldwide: up 4%Asia/Pacific: down 8%Latin America: up 24%$CAT ,CAT,0 +9/12/2019 21:10,"Wells Fargo analyst downgrades his ratings on Caterpillar and Deere, saying demand for construction equipment in th¡K ",CAT,0 +9/12/2019 20:28,Caterpillar $CAT Lowered to Market Perform at Wells Fargo & Co #markets,CAT,0 +9/12/2019 19:15,Bank of America Reaffirms Buy Rating for Caterpillar $CAT ,CAT,1 +9/12/2019 4:44,"$CAT $DE:DE, CAT downgraded at Wells Fargo:",CAT,0 +9/12/2019 4:29,"$CAT $DE - DE, CAT downgraded at Wells Fargo ",CAT,0 +9/12/2019 3:26,Caterpillar downgraded to Market Perform from Outperform at Wells Fargo $CAT $DE ,CAT,0 +9/12/2019 3:12,"$CAT $DE downgrades this morning out of Wells Fargo...""at or near peak demand""",CAT,0 +9/11/2019 21:15,Caterpillar $CAT Rating Lowered to Hold at Wells Fargo & Co ,CAT,0 +9/7/2019 9:14,so is $CAT a bellwether for the global economy or not? it has been in a down trend for two years now ,CAT,0 +9/3/2019 12:55,US factories shrink for 1st time in 3 years amid trade war $CAT #CAT #Laboreconomy #Economy¡K ,CAT,0 +8/23/2019 14:44,"$CAT settled -3.2% to $114.06. Note yesterday's black candle, with price structure of a bear flag. The Dec' low of¡K ",CAT,0 +8/16/2019 12:25,"With the trade war and the slowing global economy, @Stephens_Inc 's Ashish Gupta favors $DE over $CAT ",CAT,0 +8/16/2019 9:17,How the trade war is hurting Deere and Caterpillar ,CAT,0 +8/13/2019 18:19,"SeaTown Holdings Pte. Ltd. Buys 113,852 Shares of Caterpillar Inc. $CAT #stocks",CAT,1 +8/10/2019 12:36,Caterpillar $CAT Downgraded by Goldman Sachs Group ,CAT,0 +8/8/2019 8:41,"Upgrades of Disney, Lyft, Roku among today's top analyst actions $ROKU $AAPL $STMP $LYFT $CAT $DIS¡K ",CAT,1 +8/8/2019 8:11,Fly Intel: Top five analyst downgrades $INGN $QEP $OAS $CAT $REVG $GVA $AGS $DDD ,CAT,0 +8/8/2019 7:12,$CAT - Caterpillar cut at Goldman on weakness in construction equipment markets ,CAT,0 +8/8/2019 7:12,$CAT:Downgrade Keeps Pressure on Caterpillar Stock:,CAT,0 +8/7/2019 19:30,Caterpillar $CAT Rating Lowered to Neutral at Goldman Sachs Group #stocks,CAT,0 +8/5/2019 16:30,Caterpillar $CAT Cut to ¡§Sell¡¨ at ValuEngine #stocks,CAT,0 +8/3/2019 17:06,Caterpillar $CAT Stock Rating Lowered by ValuEngine ,CAT,0 +8/3/2019 17:03,Caterpillar $CAT Lowered to Sell at ValuEngine #markets,CAT,0 +8/1/2019 21:02,Caterpillar $CAT Downgraded by ValuEngine to ¡§Sell¡¨ ,CAT,0 +7/30/2019 16:42,?? Dividend Ideas: Why Investors Should Hold Caterpillar via ? ,CAT,1 +7/28/2019 4:45,Buckingham Research Downgrades Caterpillar $CAT to Neutral ,CAT,0 +7/26/2019 13:15,Caterpillar $CAT Stock Rating Lowered by Buckingham Research ,CAT,0 +7/26/2019 13:14,Caterpillar $CAT Lowered to ¡§Neutral¡¨ at Buckingham Research #stocks,CAT,0 +7/25/2019 10:19,Caterpillar $CAT Shares Gap Down Following Weak Earnings ,CAT,0 +7/25/2019 9:00,Caterpillar $CAT Stock Rating Lowered by Buckingham Research #stocks,CAT,0 +7/25/2019 8:18,"$MMM $TSLA $CAT $F:One Man, Many Acronyms: Jim Cramer Breaks Down ¡¥BTF,¡¦ What It Means for Earnings:",CAT,0 +7/25/2019 4:47,Caterpillar $CAT PT Lowered to $155 at Morgan Stanley ,CAT,0 +7/25/2019 4:12,"Caterpillar's post-earnings drop could end rival Deere's run, market watchers warn $CAT $DE (via @TradingNation) ",CAT,0 +7/24/2019 17:44,Shares of Caterpillar dropped after the company posted disappointing second-quarter results as higher material cost¡K ,CAT,1 +7/24/2019 14:42,"$CAT settled -4.5% to $131.91. The stock pierced, but held above the 200/50dmas. The m/t downward trend/resistance¡K ",CAT,0 +7/24/2019 12:30,"Weak China sales and tariff war slam Caterpillar; $CAT shares drop 4%, dragging down the Dow. @ReutersBiz",CAT,0 +7/24/2019 11:40,"$DE - thankfully $CAT didn't drag this one down today, and has since recovered well. Breakout imminent. ",CAT,0 +7/24/2019 11:20,"Caterpillar : China Sales, Higher Costs Weigh on Caterpillar #Caterpillar #Stock #MarketScreener¡K ",CAT,1 +7/24/2019 9:43,$CAT:Caterpillar Earnings: CAT Stock Down on Q2 Miss:,CAT,0 +7/24/2019 8:52,"Caterpillar $CAT Issues Quarterly Earnings Results, Misses Estimates By $0.29 EPS #markets",CAT,0 +7/24/2019 7:10,"Caterpillar $CAT Releases Quarterly Earnings Results, Misses Expectations By $0.29 EPS ",CAT,0 +7/24/2019 6:24,"Heavy-equipment maker Caterpillar reported a profit $1.62 billion, down from $1.71 billion in the second quarter la¡K ",CAT,0 +7/24/2019 6:08,.@KevinCurranRM breaks down what you need to know about #StockoftheDay $CAT right now ,CAT,0 +7/24/2019 5:52,Caterpillar $CAT raised guidance and its stock price opened higher for six quarters in a row from April 2017 to Jul¡K ,CAT,1 +7/24/2019 5:43,$CAT (-4.6% pre) Caterpillar Falls After Q2 Earnings Miss,CAT,0 +7/24/2019 4:52,"DOW FUTURES EXTEND LOSSES AFTER BOEING, CATERPILLAR REPORTS QUARTERLY RESULTS, LAST DOWN 86 POINTS",CAT,0 +7/24/2019 4:49,"$CAT:Caterpillar Misses Q2 Earnings Forecast, Sees 2019 EPS at Lower End of Guidance:",CAT,0 +7/24/2019 4:48,This morning's winner for $CAT is Analyst_397314 who beats 58 other analysts and the Wall Street Consensus - ,CAT,1 +7/24/2019 4:48,$CAT misses the Estimize EPS Consensus by 33c and the Estimize Revenue Consensus by $149.91M. Reports FQ2 earnings¡K ,CAT,0 +7/24/2019 4:38,#StockoftheDay $CAT down over 3% ,CAT,0 +7/24/2019 4:34,"$CAT - Caterpillar EPS misses by $0.28, misses on revenue ",CAT,0 +7/24/2019 4:33,Caterpillar $CAT Misses Q2 EPS by 29c; Maintains Outlook ,CAT,0 +7/23/2019 11:55,"RT @JustinPulitzer: $CAT Higher, Lower or Flat on Earnings Tomorrow BEFORE the Open? #SentimentGauge",CAT,0 +7/23/2019 10:21,"$CAT Higher, Lower or Flat on Earnings Tomorrow BEFORE the Open? #SentimentGauge",CAT,0 +7/17/2019 19:37,"High-quality bundles of caterpillar fungus have sold for $140,000 per kilo ",CAT,0 +7/15/2019 7:46,Day 3 of swing and we sold 1/3 $CAT as per plan in front of 140 from last night's newsletter ,CAT,0 +7/12/2019 19:06,Caterpillar Inc. $CAT Short Interest Down 18.8% in June ,CAT,0 +7/7/2019 13:43,$CAT Pop on China talks rekindled quickly sold back off now. Name remains range bound for now. Needs to take out 14¡K ,CAT,0 +6/25/2019 10:50,"SOLID PRICE ACTION IN $CAT FOR ITS 1ST DOWN SESSION OFF THIS RECENT TRIP HIGHER .. NOT MUCH FLOW THERE, A LITTLE VOL IN SOME WEEKLY CALLS",CAT,0 +6/24/2019 21:13,$CAT $AMZN:Bert¡¦s Dividend Stock Watch List ¡V June And July 2019:,CAT,1 +6/24/2019 0:34,Caterpillar $CAT Downgraded by Atlantic Securities ,CAT,0 +6/23/2019 3:00,Caterpillar $CAT Stock Rating Upgraded by ValuEngine ,CAT,1 +6/22/2019 23:05,Atlantic Securities Downgrades Caterpillar $CAT to Underweight ,CAT,0 +6/22/2019 6:00,Caterpillar $CAT Downgraded by Atlantic Securities to ¡§Underweight¡¨ ,CAT,0 +6/21/2019 8:53,$CAT - Caterpillar cut at Atlantic Equities as weak H1 data leads to slow H2 demand ,CAT,0 +6/21/2019 7:48,$CAT:Caterpillar Downgraded at Atlantic Equities on Macroeconomic Concern:,CAT,0 +6/21/2019 7:43,"$AGNC $FISV:Top Analyst Upgrades and Downgrades: Carnival, Caterpillar ¡K:",CAT,1 +6/21/2019 7:26,Fly Intel: Top five analyst downgrades $CCL $CAT $GWW $ANAB $SEE ,CAT,0 +6/21/2019 6:43,RT @ShannanSiemens: Now @SquawkStreet @jimcramer: The Atlantic downgrade of $CAT was ill advised. That's my word for when...@davidfaber:¡K,CAT,0 +6/21/2019 6:28,$CAT #15ORB on downgrade news,CAT,0 +6/20/2019 15:34,Caterpillar CEO shrugs off China trade war exposure: 'This is not new for us' ,CAT,0 +6/9/2019 1:30,Caterpillar $CAT Upgraded to Buy at Standpoint Research #stocks,CAT,1 +6/9/2019 1:29,Caterpillar $CAT Upgraded to Buy at Standpoint Research ,CAT,1 +6/5/2019 5:57,Caterpillar $CAT Upgraded at Standpoint Research #stocks,CAT,1 +6/4/2019 5:30,$CAT Street Low PT $115 from $125 at UBS,CAT,0 +5/30/2019 13:29,$CAT - Caterpillar: 20% Dividend Increase For This 2019 Dividend Aristocrat ,CAT,1 +5/24/2019 14:43,"The trade war has taken down Caterpillar, but does this $CAT have nine lives? Chart Master Carter Worth breaks down¡K ",CAT,0 +5/16/2019 3:13,Caterpillar INC Del $CAT Holder Impala Asset Management LLC Has Trimmed Its Position by $38.28 Million as Valuation¡K ,CAT,0 +5/12/2019 4:11,Caterpillar $CAT Stock Rating Lowered by ValuEngine #markets,CAT,0 +5/11/2019 7:58,ValuEngine Downgrades Caterpillar $CAT to Sell #stocks,CAT,0 +5/11/2019 3:06,Lodge Hill Capital LLC Lowered Its Caterpillar INC Del $Call $CAT Holding as Share Value Rose ,CAT,0 +5/10/2019 0:56,Caterpillar $CAT Cut to Sell at ValuEngine ,CAT,0 +5/7/2019 0:39,$RIO $CAT - Rio buys Caterpillar autonomous mining truck fleet ,CAT,1 +5/4/2019 10:19,Investors Buy Shares of Caterpillar $CAT on Weakness ,CAT,1 +5/3/2019 14:46,Caterpillar Inc. $CAT Plans Dividend Increase ¡V $1.03 Per Share #stocks,CAT,1 +5/2/2019 17:20,Investors Buy Shares of Caterpillar $CAT on Weakness #markets,CAT,1 +5/2/2019 8:50,Caterpillar raises quarterly dividend by 20 percent to record payout - ,CAT,1 +5/2/2019 8:03,$CAT $SPX:Caterpillar Just Raised Its Dividend 20%:,CAT,1 +5/2/2019 7:22,Caterpillar Just Raised Its Dividend 20% ,CAT,1 +5/2/2019 7:03,Caterpillar raises quarterly dividend by 20 percent to record payout ,CAT,1 +5/2/2019 5:49,Caterpillar lifts quarterly dividend to record level ,CAT,1 +5/2/2019 5:19,"Caterpillar is sharing the wealth with investors, announcing a 20% increase in its quarterly dividend ",CAT,1 +5/2/2019 5:18,"$CAT:Caterpillar ups dividend by 20%, raises guidance:",CAT,1 +5/2/2019 4:52,$CAT - Caterpillar ups dividend by 20% ahead of investor day ,CAT,1 +4/29/2019 2:20,Caterpillar $CAT Stock Rating Lowered by ValuEngine #stocks,CAT,0 +4/28/2019 12:28,"$CAT Earnings cap down but holding in so far. Name has struggled for the last year since ""high water mark comment""¡K ",CAT,0 +4/28/2019 7:03,Caterpillar $CAT Downgraded by ValuEngine ,CAT,0 +4/28/2019 1:31,Q2 2019 EPS Estimates for Caterpillar Inc. Decreased by Oppenheimer $CAT ,CAT,0 +4/26/2019 23:34,Caterpillar $CAT Rating Lowered to Sell at ValuEngine #markets,CAT,0 +4/25/2019 15:06,"$DWDP $GE $CAT $MS $BLK:Uber could go public with a valuation higher than GE, Caterpillar or Morgan Stanley:",CAT,1 +4/25/2019 14:53,"Uber could go public with a valuation higher than GE, Caterpillar or Morgan Stanley ",CAT,1 +4/25/2019 13:38,"Always worth paying attention to Caterpillar and its earnings. Canary in the coal mine, often. ",CAT,1 +4/25/2019 6:56,On @realmoneyAdded to $CAT short.Added to $GLD long.,CAT,1 +4/24/2019 16:11,$WHR $F $CAT $NFLX:Zuora CEO: Manufacturers must adopt a subscription model in order to grow:,CAT,1 +4/24/2019 12:05,That qtr was not a good one for $CAT they raised based on financial engineering. Take out the tax cut and it's a m¡K ,CAT,1 +4/24/2019 11:33,Caterpillar slips as higher costs dent margins at construction business - ,CAT,1 +4/24/2019 11:30,Caterpillar slips as higher costs dent margins at construction business ,CAT,1 +4/24/2019 9:50,Caterpillar slips as disappointing construction sales point to China weakness - ,CAT,1 +4/24/2019 9:34,"Wall Street set for flat open after Boeing, Caterpillar earnings - ",CAT,0 +4/24/2019 7:59,"DOWNSIDE MOMENTUM ALERT: $CAT Caterpillar, Inc ?? TradeIdeas via to FREE Trading Room",CAT,1 +4/24/2019 7:56,$CAT #Caterpillar slips as disappointing construction sales point to China weakness $SLV¡K ,CAT,1 +4/24/2019 6:41,"$CAT now -$5/share, down -$7 from gap higher last nite.",CAT,1 +4/24/2019 6:38,"$CAT: Caterpillar beats by $0.08, reports revs in-line; reaffirms FY19 EPS guidance, in-line ",CAT,1 +4/24/2019 6:24,$CAT $DJIA $XLI:Caterpillar¡¦s Earnings Beat Is a Sign the Next Slowdown Hasn¡¦t Arrived Yet:,CAT,1 +4/24/2019 5:52,"Caterpillar reported better-than-expected earnings and revenue before the bell this morning, including $13.47 billi¡K ",CAT,1 +4/24/2019 5:43,Caterpillar drops after CFO reportedly says it's set to lose market share in China ,CAT,1 +4/24/2019 5:40,RT @cfromhertz: $CAT comments:*CATERPILLAR TO LOSE A `LITTLE BIT' OF CHINA MARKET SHARE: CFO *CATERPILLAR EXPECTS CHINA DEMAND FOR CONST¡K,CAT,1 +4/24/2019 5:30,Caterpillar says Q1 #sales increase primarily due to higher sales volume $CAT ,CAT,1 +4/24/2019 4:16,$CAT:Caterpillar is set to report earnings before the bell ¡X here¡¦s what the Street expects:,CAT,1 +4/24/2019 4:13,Caterpillar is set to report earnings before the bell ¡X here's what the Street expects ,CAT,1 +4/24/2019 1:57,"$CAT $FB:16 Stocks To Watch For April 24, 2019:",CAT,1 +4/23/2019 17:50,Analysts Anticipate Caterpillar Inc. $CAT to Announce $2.84 Earnings Per Share #markets,CAT,1 +4/23/2019 15:03,$CAT:Caterpillar Expected to Earn $2.83 a Share:,CAT,1 +4/23/2019 1:53,Caterpillar $CAT ¡V Investment Analysts¡¦ Recent Ratings Updates #stocks,CAT,1 +4/22/2019 23:37,"Caterpillar is considered a bellwether for the world economy, so its earnings this week are set to get more than th¡K ",CAT,1 +4/22/2019 23:03,"Caterpillar is considered a bellwether for the world economy, so its earnings this week are set to receive more tha¡K ",CAT,1 +4/22/2019 22:42,Caterpillar $CAT Scheduled to Post Quarterly Earnings on Wednesday ,CAT,1 +4/22/2019 18:35,Traders Buy Shares of Caterpillar $CAT on Weakness ,CAT,1 +4/21/2019 22:54,Caterpillar $CAT Scheduled to Post Quarterly Earnings on Wednesday #stocks,CAT,1 +4/21/2019 16:12,RT @ddale8: What it¡¦s like fact-checking Trump: Trump spoke about his plan to visit the plant where Caterpillar makes its new ¡§D12¡¨ bulld¡K,CAT,1 +4/18/2019 10:25,$TEX I may add this too to the group of names. I have $CAT $DE $MTW. Good little pivot The usual strategy. Load up¡K ,CAT,1 +4/17/2019 12:20,"RT @alsabogal: $CAT downtrend broken, over 200d and continuing new uptrendMany look to this name as barometer for global growth ",CAT,1 +4/16/2019 22:28,Caterpillar $CAT to Release Quarterly Earnings on Wednesday #stocks,CAT,1 +4/16/2019 5:34,Zacks: Analysts Anticipate Caterpillar Inc. $CAT to Post $2.84 EPS #stocks,CAT,1 +4/15/2019 6:20,Lodge Hill Capital LLC Has Lowered Its Stake in Caterpillar INC Del $Call $CAT by $26.90 Million ,CAT,0 +4/13/2019 10:13,"As Caterpillar INC Del $CAT Share Price Rose, State Of New Jersey Common Pension Fund D Has Raised Position ",CAT,1 +4/13/2019 8:05,Caterpillar Inc. $CAT Announces Quarterly Dividend of $0.86 ,CAT,1 +4/10/2019 11:47,Caterpillar Inc. $CAT Announces Quarterly Dividend of $0.86 #stocks,CAT,1 +4/10/2019 11:29,Caterpillar Inc. $CAT Plans $0.86 Quarterly Dividend ,CAT,1 +4/10/2019 9:19,$CAT - Caterpillar declares $0.86 dividend ,CAT,1 +4/9/2019 16:12,$CAT settled -2.5% to $136.35. Note Friday's black candle at key price threshold. S/t bearish with the main market. ,CAT,1 +4/8/2019 23:58,Recent Analysts¡¦ Ratings Updates for Caterpillar $CAT #stocks,CAT,1 +4/8/2019 23:57,Recent Analysts¡¦ Ratings Updates for Caterpillar $CAT ,CAT,1 +4/8/2019 21:30,$CAT looking to break resistance. ,CAT,1 +4/7/2019 4:08,Caterpillar $CAT Rating Lowered to Hold at Deutsche Bank ,CAT,0 +4/7/2019 3:21,Impala Asset Management LLC Position in Caterpillar INC Del $CAT Has Lowered as Share Value Rose ,CAT,0 +4/7/2019 3:21,"As Caterpillar INC Del $CAT Market Value Rose, Holder Impala Asset Management LLC Decreased Its Holding ",CAT,0 +4/6/2019 13:55,Main Street Research LLC Decreased Caterpillar INC $CAT Holding by $7.55 Million as Share Value Rose ,CAT,0 +4/6/2019 8:55,Traders Sell Shares of Caterpillar $CAT on Strength $CAT ,CAT,0 +4/6/2019 8:53,Traders Sell Shares of Caterpillar $CAT on Strength $CAT #markets,CAT,0 +4/5/2019 3:32,$CAT SET TO BENEFIT FROM IMPROVING CHINA - CITI,CAT,1 +4/4/2019 16:34,Caterpillar Inc. $CATP34 Is Yet to See Trading Action on Apr 4 ,CAT,1 +4/4/2019 1:39,Caterpillar $CAT Rating Increased to Buy at Zacks Investment Research #stocks,CAT,1 +4/4/2019 1:39,Caterpillar $CAT Rating Increased to Buy at Zacks Investment Research #markets,CAT,1 +4/3/2019 10:23,Deutsche Bank's Chad Dillard tells @BeckyQuick the four reasons for the Caterpillar $CAT downgrade earlier today. ,CAT,0 +4/3/2019 8:17,Deutsche Bank Says That It is Time To Finally Downgrade Caterpillar $CAT Stock ,CAT,0 +4/3/2019 7:42,$CAT red to green following 10:20am long trigger... trim and trail ,CAT,1 +4/3/2019 6:09,"$CAT (-0.8% pre) Deutsche Bank Downgrades Caterpillar (CAT) to Hold, $128 PT",CAT,0 +4/3/2019 5:31,"DB Downgrades Caterpillar As ""Synchronized Global Growth Has Collapsed"" ",CAT,0 +4/3/2019 4:42,Caterpillar $CAT Rating Lowered to Hold at Deutsche Bank #stocks,CAT,0 +4/3/2019 4:16,Stocks set to rise | Caterpillar shares fall | US-China reportedly near trade deal ,CAT,1 +4/3/2019 4:16,$CAT PT Lowered @ DB $128 from $152,CAT,0 +4/3/2019 4:11,$CAT - Deutsche downgrades CAT amid 'growth collapse' ,CAT,0 +4/3/2019 2:26,$CAT Caterpillar: Downgraded At Deutsche Bank To Hold,CAT,0 +4/3/2019 2:18,$CAT:Caterpillar Slides as Deutsche Bank Cuts Rating to ¡¥Hold¡¦ on Backlog Concerns:,CAT,1 +4/3/2019 1:55,Caterpillar Slides as Deutsche Bank Cuts Rating to 'Hold' on Backlog Concerns $CAT,CAT,1 +4/2/2019 20:38,Caterpillar Inc. $CAT Expected to Post Quarterly Sales of $13.42 Billion ,CAT,1 +4/1/2019 10:14,Note the strength in $CAT today +5.37% Still in this choppy range 7 quarters now but I think we push back to top of range.,CAT,1 +4/1/2019 8:06,"Impressive hurdle over 200d MA by $CAT this morning was listed in TTG newsletter as chart to watch, sadly I did n¡K ",CAT,1 +3/31/2019 16:43,$cat needs to reclaim 136.30,CAT,1 +3/31/2019 16:19,Caterpillar $CAT settled -1.3% to $135.49.. a fractional close above the key 10MA. Things turn bullish >142.50s. An¡K ,CAT,1 +3/29/2019 13:06,Equity Residential $EQR Holder Franklin Resources Has Raised Stake by $4.07 Million; As Caterpillar Del $CAT Stock¡K ,CAT,1 +3/27/2019 16:30,Caterpillar Inc. $CATP34 Is Yet to See Trading Action on Mar 27 ,CAT,1 +3/27/2019 12:11,Caterpillar $CAT Shareholder Janney Capital Management Has Decreased Its Stake as Shares Rose; Microsoft Com $MSFT¡K ,CAT,0 +3/26/2019 12:05,Baker Avenue Asset Management LP Stake in Caterpillar INC Del Com $CAT Has Raised by $8.36 Million ,CAT,1 +3/26/2019 5:41,Wallington Asset Management Lowered Its Holding in Microsoft Corp. $MSFT by $3.96 Million; Caterpillar $CAT Shareho¡K ,CAT,0 +3/25/2019 10:42,Caterpillar $CAT Shareholder Doheny Asset Management Has Lowered Its Holding as Valuation Rose; Beacon Roofing Supp¡K ,CAT,0 +3/22/2019 21:16,Caterpillar $CAT Shareholders Are Liking The News That Tigress Financial Has Reiterated Their Buy Rating on the Sto¡K ,CAT,1 +3/22/2019 21:15,Analyst at Tigress Financial Reconfirms The Caterpillar $CAT Buy Rating They¡¦ve Had ,CAT,1 +3/21/2019 2:35,Head to Head Review: Surna $SRNA versus Caterpillar $CAT #stocks,CAT,1 +3/20/2019 4:25,"As Caterpillar INC Del $CAT Shares Rose, Shareholder Impala Asset Management LLC Trimmed Stake ",CAT,0 +3/20/2019 4:24,"As Caterpillar INC Del $CAT Market Value Rose, Shareholder Impala Asset Management LLC Has Decreased Its Stake by $¡K ",CAT,0 +3/19/2019 7:15,Norinchukin Bank The Stake in Caterpillar INC Del $CAT Lowered by $4.65 Million ,CAT,0 +3/15/2019 19:41,"Breaking: Caterpillar $CAT ""Buy"" Rating Maintained by Analysts at Citigroup Today; The Price Target is Set to $155 ",CAT,1 +3/15/2019 5:01,"$CAT Citi continues to see 'attractive risk-adjusted upside' in Caterpillar, Buy Rated with $155 tgt",CAT,1 +3/13/2019 5:37,Zacks Investment Research Upgrades Caterpillar $CAT to Hold #markets,CAT,1 +3/13/2019 5:37,Caterpillar $CAT Upgraded to Hold at Zacks Investment Research ,CAT,1 +3/12/2019 20:14,"Caterpillar $CAT ""Sell"" Rating Reiterated Today By Macquarie; The Target is Set to $105 ",CAT,1 +3/12/2019 19:00,Caterpillar Inc. $CATP34 Is Yet to See Trading Action on Mar 12 ,CAT,1 +3/10/2019 11:49,CATCo Reinsurance Opportunities Fund Ltd. $CAT Is Yet to See Trading Action on Mar 10 ,CAT,1 +3/10/2019 11:17,Caterpillar Inc $CAT: Institutional Investor Sentiment Down to 0.91 ,CAT,1 +1/13/2020 7:19,Chevron $CVX PT Raised to $144 at Morgan Stanley ,CVX,1 +1/10/2020 11:27,Chevron $CVX Cut to Underperform at Bank of America ,CVX,0 +1/10/2020 2:17,"Michael K. Wirth Sells 67,500 Shares of Chevron Co. $CVX Stock ",CVX,0 +1/8/2020 23:59,$CVX - Dividend Champion Spotlight: Chevron Corporation. Keep reading: #stockmarket #stocks #finance,CVX,1 +1/8/2020 16:55,"Chevron Co. $CVX CEO Sells $8,172,225.00 in Stock #stocks",CVX,0 +1/8/2020 9:29,Chevron $CVX Downgraded to Underperform at Bank of America ,CVX,0 +1/7/2020 12:35,$CVX - Chevron cut to Sell-equivalent rating at BAML on cash flow outlook ,CVX,0 +1/7/2020 8:11,$CVX $XLE $SPX:Chevron CEO Michael Wirth isn¡¦t anticipating higher oil prices because of Iran-US tensions:,CVX,1 +1/7/2020 5:08,Chevron $CVX Stock Rating Lowered by Bank of America ,CVX,0 +1/6/2020 6:21,"$CVX Wells Fargo analyst Roger Read lowered his price target for Chevron to $142 from $137, while reiterating an Ov¡K ",CVX,0 +12/22/2019 2:56,"Insider Selling: Chevron Co. $CVX VP Sells 7,800 Shares of Stock ",CVX,0 +12/21/2019 2:51,"Rhonda J. Morris Sells 7,800 Shares of Chevron Co. $CVX Stock ",CVX,0 +12/21/2019 2:50,"Chevron Co. $CVX VP Rhonda J. Morris Sells 7,800 Shares ",CVX,0 +12/20/2019 13:02,Chevron $CVX Will Be Offering A 4.2% Dividend Yield From Next Month,CVX,1 +12/20/2019 10:34,?? Dividend Ideas: Chevron Will Be Offering A 4.2% Dividend Yield From Next Month via ? ,CVX,1 +12/20/2019 9:47,$CVX - Chevron Will Be Offering A 4.2% Dividend Yield From Next Month. Get more info on Seeking Alpha:¡K ,CVX,1 +12/19/2019 22:54,"Insider Selling: Chevron Co. $CVX VP Sells 7,800 Shares of Stock #stocks",CVX,0 +12/13/2019 7:35,A Much Better #Dividend #Stock Than These Dividend Kings $AE Also $CVX $KMB $KO $MMM $ED ,CVX,1 +12/13/2019 4:18,Chevron $CVX Cut to Neutral at Citigroup ,CVX,0 +12/12/2019 6:08,Chevron will absorb a nearly $11 billion write down this quarter ¡X and it could weigh on the entire stock market ,CVX,0 +12/12/2019 3:33,Chevron $CVX Cut to ¡§Neutral¡¨ at Citigroup ,CVX,0 +12/11/2019 12:39,"RT @realmoney: Stuck in a tough spot, Chevron $CVX drills down strategy@RetroWallSt breaks down the quick move $CVX is do for over the ne¡K",CVX,0 +12/11/2019 12:06,US stock indexes mostly higher ahead of Fed policy update $CVX #CVX #Oilandgas #Energy #Earningsreports ,CVX,1 +12/11/2019 8:26,US stocks edge higher as Wall Street watches for trade news $CVX #CVX #Naturalgasmarkets #Energymarkets¡K ,CVX,1 +12/11/2019 8:10,"#Chevron writing down assets and consolidating, but moving LatAm HQ to #Argentina #VacaMuerta $CVX ",CVX,0 +12/11/2019 6:45,"Business is good... ""but good isn't good enough,"" says $CVX CEO Michael Wirth on writing down $10B on the value of¡K ",CVX,0 +12/11/2019 6:43,Chevron to Take a $10 Billion Write Down ,CVX,0 +12/11/2019 4:00,"Oil giant Chevron is cutting the value of its holdings, including shale, citing low prices caused by an oversupply¡K ",CVX,0 +12/11/2019 1:48,Chevron $CVX Stock Rating Lowered by Citigroup #markets,CVX,0 +12/11/2019 1:47,Chevron $CVX Stock Rating Lowered by Citigroup ,CVX,0 +12/11/2019 0:03,Chevron said it will write down as much as $11 billion on its natural gas assets ,CVX,0 +12/10/2019 22:01,RT @RhiannonHoyle: ¡§The world we see ahead of us... that¡¦s a different world than the one that lies behind us.¡¨ Chevron writes down assets¡K,CVX,0 +12/10/2019 17:08,"RT @Catwoman2011: I'm planning on stealing some $CVX tomorrow @ $110 or so.Also, I sold my December $LK calls today because, you know, #D¡K",CVX,0 +12/10/2019 16:37,Chevron will write down assets by at least $10 billion $CVX #CVX #Oilandgastransportation #Oilandgas #Energy ,CVX,0 +12/10/2019 16:34,Chevron to take $10bn write down on shale gas glut ,CVX,0 +12/10/2019 10:46,Chevron $CVX Rating Lowered to Neutral at Citigroup ,CVX,0 +12/10/2019 10:42,Chevron $CVX Downgraded by Citigroup to ¡§Neutral¡¨ #stocks,CVX,0 +12/9/2019 8:31,Fly Intel: Top five analyst downgrades $MMM $PNC $M $CVX $HBIO ,CVX,0 +12/9/2019 7:31,Monday's Top Analyst Upgrades and Downgrades PART 1 $ADBE $CVX $DOW $JD $LULU $MMM $M $NUE $PAA $PNC¡K ,CVX,0 +12/9/2019 5:52,Chevron $CVX Downgraded by Citigroup #stocks,CVX,0 +12/9/2019 4:47,???? $CVX DOWNGRADE TO NEUTRAL AT CITI,CVX,0 +12/9/2019 2:53,Chevron Cut To Neutral From Buy At Citi,CVX,0 +12/5/2019 23:43,An Altman-Z score of 3.18 indicates that $CVX is not in any danger for bankruptcy at the moment.¡K ,CVX,0 +11/27/2019 4:59,Ecopetrol $EC buys Chevron's $CVX 43% stake in two Caribbean gas fields,CVX,1 +11/26/2019 21:17,$EC $CVX - Ecopetrol buys Chevron's 43% stake in two Caribbean gas fields ,CVX,1 +11/22/2019 10:44,$MCO $CVX $SPX:Moody¡¦s Downgrades Exxon¡¦s Credit Outlook on Cash-Flow Worries:,CVX,0 +11/21/2019 5:36,$CVX - Chevron: 4% Dividend Yield And New Projects Fueling Long-Term Growth. Subscribe to Seeking Alpha for more:¡K ,CVX,1 +11/20/2019 16:05,"$CVX let¡¦s do a little case study,Inside year - okMonth reversal up - fadedWeekly - downDaily - inside today¡K ",CVX,0 +11/16/2019 0:49,Traders Purchase High Volume of Call Options on Chevron $CVX ,CVX,1 +11/16/2019 0:48,Traders Purchase High Volume of Call Options on Chevron $CVX #stocks,CVX,1 +11/9/2019 2:37,"Insider Selling: Chevron Co. $CVX Insider Sells $1,798,350.00 in Stock #stocks",CVX,0 +11/8/2019 2:32,"David A. Inchausti Sells 15,000 Shares of Chevron Co. $CVX Stock ",CVX,0 +11/8/2019 1:19,JPMorgan Chase & Co. Trims Chevron $CVX Target Price to $139.00 ,CVX,0 +11/6/2019 1:55,Chevron $CVX Price Target Cut to $139.00 ,CVX,0 +11/6/2019 1:54,Chevron $CVX Price Target Cut to $139.00 #stocks,CVX,0 +11/5/2019 16:05,Chevron $CVX Price Target Cut to $139.00 by Analysts at JPMorgan Chase & Co. #markets,CVX,0 +11/4/2019 8:34,"Chevron Leads Dow Higher After Caspian Sea Asset Sale, Global Crude Price Jump $CVX",CVX,1 +11/4/2019 7:32,Hungary's MOL buys Chevron stake in Azeri oilfield for $1.57 billion #Stock #MarketScreener ,CVX,1 +11/4/2019 6:07,"Chevron $CVX Releases Earnings Results, Misses Estimates By $0.11 EPS ",CVX,0 +11/4/2019 3:42,Chevron $CVX PT Lowered to $164 at BMO Capital ,CVX,0 +11/2/2019 8:25,"Chevron $CVX Announces Quarterly Earnings Results, Misses Estimates By $0.11 EPS ",CVX,0 +11/1/2019 14:51,"Chevron $CVX Posts Quarterly Earnings Results, Misses Expectations By $0.51 EPS #stocks",CVX,0 +11/1/2019 12:07,RT @MarketsTicker: Chevron stock price target cut to $134 from $140 at Cowen,CVX,0 +11/1/2019 9:33,"$BABA $CVX $XOM:Jim Cramer Breaks Down Earnings From Alibaba, Chevron and Exxon in 60 Seconds:",CVX,0 +11/1/2019 7:35,"$CVX: Chevron reports Q3 results, misses on revs ",CVX,0 +11/1/2019 6:11,"$CVX:Chevron earnings drop 36%, more than expected:",CVX,0 +11/1/2019 5:52,Chevron Misses Q3 Earnings Forecast But Notes Improving Global Energy Demand $CVX,CVX,0 +11/1/2019 4:28,Chevron Co. $CVX Declares $1.19 Quarterly Dividend ,CVX,1 +10/31/2019 12:57,"RT @JustinPulitzer: $CVX Higher, Lower or Flat on Earnings Tomorrow BEFORE the Open? #SentimentGauge",CVX,0 +10/31/2019 11:28,"$CVX Higher, Lower or Flat on Earnings Tomorrow BEFORE the Open? #SentimentGauge",CVX,0 +10/30/2019 13:56,$CVX - Chevron declares $1.19 dividend ,CVX,1 +10/30/2019 13:51,Chevron Co. $CVX to Issue $1.19 Quarterly Dividend #markets,CVX,1 +10/30/2019 13:50,Chevron Co. $CVX to Issue $1.19 Quarterly Dividend #stocks,CVX,1 +10/29/2019 11:54,$CVX - Chevron looks to cut Nigerian presence with oilfield sales - Reuters ,CVX,0 +10/22/2019 8:21,$XOM $CVX $UNH $SLM $NAVI:Elizabeth Warren¡¦s policies could drive oil prices higher and help Exxon:,CVX,1 +10/21/2019 17:53,California governor wants investigation of high gas prices $CVX #CVX #Stategovernments #Consumerfraud¡K ,CVX,1 +10/20/2019 23:02,Q3 2019 EPS Estimates for Chevron Co. $CVX Lowered by Jefferies Financial Group #stocks,CVX,0 +10/20/2019 22:59,Q3 2019 EPS Estimates for Chevron Co. $CVX Lowered by Jefferies Financial Group ,CVX,0 +10/16/2019 8:00,"Aging, thin pipe likely cause of Philadelphia refinery fire $CVX #CVX #Accidentsanddisasters #Industrialfires #Fires ",CVX,0 +10/7/2019 10:02,$CVXChevron buys 40% stake in three energy blocks from Shell - Reuters ,CVX,1 +10/6/2019 20:18,Chevron $CVX Stock Rating Upgraded by ValuEngine #markets,CVX,1 +10/6/2019 19:54,Chevron $CVX Upgraded to ¡§Hold¡¨ by ValuEngine ,CVX,1 +10/6/2019 15:03,Chevron $CVX Raised to Hold at ValuEngine ,CVX,1 +10/5/2019 20:32,Chevron $CVX Upgraded to Hold at ValuEngine ,CVX,1 +10/4/2019 18:08,Chevron buys 40% stake in three Mexico deepwater blocks from Shell ,CVX,1 +10/3/2019 6:08,Chevron $CVX Upgraded to Hold at ValuEngine #stocks,CVX,1 +9/26/2019 6:33,$VLO $MPC $PSX $CVX $XOM:Key Reasons Why U.S. Oil Prices Fell for 2nd Straight Day:,CVX,0 +9/19/2019 14:03,$VLO $PSX $CVX $XOM $COP:Crude Prices Drop Amid Surprise Growth in U.S. Stockpiles:,CVX,0 +9/19/2019 8:07,"Chevron Co. $CVX CFO Pierre R. Breber Sells 15,000 Shares of Stock ",CVX,0 +9/19/2019 8:07,"Chevron Co. $CVX CEO Michael K. Wirth Sells 33,750 Shares ",CVX,0 +9/18/2019 14:55,"Chevron Co. $CVX CFO Sells $1,874,550.00 in Stock #stocks",CVX,0 +9/18/2019 14:54,"Chevron Co. $CVX CEO Michael K. Wirth Sells 33,750 Shares #stocks",CVX,0 +9/18/2019 14:54,"Chevron Co. $CVX CFO Sells $1,874,550.00 in Stock #markets",CVX,0 +9/18/2019 14:50,"Chevron Co. $CVX CFO Sells $1,874,550.00 in Stock ",CVX,0 +9/16/2019 12:48,?? Dividend Ideas: Chevron Will Not Remain Flat For Another 7 Years via ?¡K ,CVX,0 +9/16/2019 12:41,$CVX - Chevron Will Not Remain Flat For Another 7 Years ,CVX,0 +9/11/2019 21:04,Chevron $CVX Downgraded by ValuEngine to ¡§Sell¡¨ #markets,CVX,0 +9/11/2019 21:04,Chevron $CVX Downgraded by ValuEngine to ¡§Sell¡¨ #stocks,CVX,0 +9/7/2019 3:19,"Chevron Co. $CVX EVP Sells $590,500.00 in Stock ",CVX,0 +9/7/2019 2:20,"Insider Selling: Chevron Co. $CVX EVP Sells $1,754,700.00 in Stock ",CVX,0 +9/4/2019 21:09,"Insider Selling: Chevron Co. $CVX EVP Sells 5,000 Shares of Stock #stocks",CVX,0 +9/4/2019 20:54,"Chevron Co. $CVX EVP Joseph C. Geagea Sells 15,000 Shares #stocks",CVX,0 +9/1/2019 6:04,$CVX:Why Is Chevron (CVX) Down 2.5% Since Last Earnings Report?:,CVX,0 +8/22/2019 6:48,"$CVX $BP:Going Shopping? Jim Cramer Breaks Down Nordstrom¡¦s Quarter, Oil and Markets:",CVX,0 +8/20/2019 15:17,Chevron $CVX Earns Outperform Rating from Analysts at BMO Capital Markets #markets,CVX,1 +8/20/2019 15:17,Chevron $CVX Earns Outperform Rating from Analysts at BMO Capital Markets #stocks,CVX,1 +8/19/2019 7:20,Monday¡¦s Top Analyst Upgrades and Downgrades: $AMGN $AMAT $ARMK $ARCC $SCTL $CVX $DE $DDS $ETTX $AQUA $XOM $HL¡K ,CVX,1 +8/15/2019 14:51,"Insider Selling: Chevron Co. $CVX Insider Sells 8,000 Shares of Stock #stocks",CVX,0 +8/15/2019 1:52,"Insider Selling: Chevron Co. $CVX EVP Sells 10,000 Shares of Stock ",CVX,0 +8/12/2019 15:02,"Joseph C. Geagea Sells 10,000 Shares of Chevron Co. $CVX Stock ",CVX,0 +8/12/2019 15:02,"Joseph C. Geagea Sells 10,000 Shares of Chevron Co. $CVX Stock #stocks",CVX,0 +8/10/2019 10:06,"Chevron Co. $CVX Director Debra L. Reed Purchases 4,250 Shares ",CVX,1 +8/9/2019 15:10,"Debra L. Reed Acquires 4,250 Shares of Chevron Co. $CVX Stock #stocks",CVX,1 +8/9/2019 15:06,"Debra L. Reed Acquires 4,250 Shares of Chevron Co. $CVX Stock #markets",CVX,1 +8/8/2019 4:21,Jefferies Financial Group Raises Chevron Q3 2019 Earnings Estimates to $1.99 EPS (Previously $1.94). $CVX #CVX,CVX,1 +8/2/2019 20:24,"Chevron $CVX Releases Earnings Results, Beats Expectations By $0.53 EPS ",CVX,1 +8/2/2019 20:21,"Chevron $CVX Posts Quarterly Earnings Results, Beats Estimates By $0.53 EPS #stocks",CVX,1 +8/2/2019 14:55,"Chevron $CVX Announces Earnings Results, Beats Expectations By $0.53 EPS ",CVX,1 +8/2/2019 13:49,"Exxon, Chevron beat expectations thanks to Permian oil surge ",CVX,1 +8/2/2019 13:21,Chevron Co. $CVX to Issue Quarterly Dividend of $1.19 on September 10th ,CVX,1 +8/2/2019 9:12,"Chevron reports mixed second-quarter results, sending the petroleum #stock down slightly. $CVX ",CVX,0 +8/2/2019 5:58,This morning's winner for $CVX is Analyst_2108764 who beats 52 other analysts and the Wall Street Consensus - ,CVX,1 +8/2/2019 5:58,$CVX beats the Estimize EPS Consensus by 11c and misses the Estimize Revenue Consensus by $2.98B. Reports FQ2 earni¡K ,CVX,0 +8/2/2019 5:43,Chevron Tops Q2 Earnings Forecast as Production Increase Offset Crude Price Drop $CVX,CVX,0 +8/2/2019 5:27,Nice results from Exxon Mobil. $XOM up #premarket. Chevron earnings should drop any moment now. $CVX already up too.,CVX,0 +8/1/2019 7:50,Solid earnings reports push US stock indexes broadly higher $CVX #CVX #Technology #Earningsestimates #Earnings ,CVX,1 +7/27/2019 3:15,"RT @SwingTradeBot: $CVX technical alerts: Fell Below 20 DMA, Bollinger Band Squeeze, Slingshot Bullish, and Cup with ... ",CVX,0 +7/25/2019 5:44,$XOM $CVX $COP:Credibility Issues Are Going to Keep Weighing down BP Stock:,CVX,0 +7/18/2019 23:13,Q2 2019 EPS Estimates for Chevron Co. Cut by Analyst $CVX ,CVX,0 +7/17/2019 5:24,Q2 2019 EPS Estimates for Chevron Co. Decreased by Analyst $CVX #stocks,CVX,0 +7/15/2019 4:11,Chevron $CVX PT Lowered to $144.00 at Morgan Stanley #stocks,CVX,0 +7/14/2019 1:58,Morgan Stanley Trims Chevron $CVX Target Price to $144.00 ,CVX,0 +7/11/2019 1:03,$XOM $CVX $APC:US Oil Prices Extends Gains as Potential Hurricane Bears Down on Gulf Coast:,CVX,0 +6/28/2019 7:58,Stocks indexes edge higher to finish off a wobbly week $CVX #CVX #Bankingandcredit #Financialservices #Stockprices ,CVX,1 +6/27/2019 3:20,Chevron $CVX PT Lowered to $145 at Wells Fargo ,CVX,0 +6/25/2019 14:14,"Michael K. Wirth Sells 33,750 Shares of Chevron Co. $CVX Stock ",CVX,0 +6/25/2019 14:13,"Insider Selling: Chevron Co. $CVX Chairman Sells 33,750 Shares of Stock #stocks",CVX,0 +6/24/2019 4:52,$CVX PT LOWERED TO $146 FROM $149 AT MORGAN STANLEY,CVX,0 +6/24/2019 4:51,Chevron $CVX PT Lowered to $146 at Morgan Stanley ,CVX,0 +6/23/2019 11:24,$XOM $CVX $NEE $EXC $PLD:5 dividend stocks worth considering on the heels of the Fed rate cut:,CVX,1 +6/14/2019 14:49,?? Dividend Ideas: Chevron Corporation: A Moderate Buy via ? ,CVX,1 +6/6/2019 8:23,"Highlight: ¡§We have the Dow that right now is up 84 points¡K you¡¦ve got $JNJ $XOM $CVX which are all higher today,¡¨¡K ",CVX,1 +6/2/2019 22:12,Piper Jaffray Companies Raises Chevron Q2 2019 Earnings Estimates to $1.92 EPS (Previously $1.91). $CVX #CVX,CVX,1 +5/30/2019 0:17,$CVX:Delek buys Chevron UK oil fields for $2B:,CVX,1 +5/30/2019 0:12,$DLKGF $CVX - Delek buys Chevron U.K. oil fields for $2B ,CVX,1 +5/24/2019 3:22,Chevron Corp New $CVX Position Has Upped by Retirement Systems Of Alabama ,CVX,1 +5/23/2019 14:27,"Chevron Co. $CVX Director Enrique Hernandez, Jr. Sells 2,100 Shares #stocks",CVX,0 +5/21/2019 5:33,$D $SRE $SNP $CVX $RDS.A:Can U.S. LNG Export Projects Fight Off Trade War Headwinds?:,CVX,0 +5/20/2019 4:16,"Insider Selling: Chevron Co. $CVX Director Sells 4,200 Shares of Stock ",CVX,0 +5/19/2019 22:44,Chevron $CVX Price Target Lowered to $149.00 at Morgan Stanley ,CVX,0 +5/19/2019 22:41,Chevron $CVX PT Lowered to $149.00 at Morgan Stanley #markets,CVX,0 +5/19/2019 3:23,Retirement Systems Of Alabama Has Upped Holding in Chevron Corp New $CVX ,CVX,1 +5/17/2019 14:44,"Chevron Co. $CVX Director Sells $512,946.00 in Stock #stocks",CVX,0 +5/17/2019 14:42,"Enrique Hernandez, Jr. Sells 4,200 Shares of Chevron Co. $CVX Stock #stocks",CVX,0 +5/16/2019 9:14,Chevron $CVX Price Target Cut to $149.00 by Analysts at Morgan Stanley #stocks,CVX,0 +5/16/2019 7:46,Chevron $CVX Price Target Cut to $149.00 ,CVX,0 +5/15/2019 9:44,"$TXN $SPX $WYNN $CVX $AVGO:REITs Offer Shelter, and Dividends, as the Trade War Hits the Market:",CVX,0 +5/15/2019 5:24,Chevron $CVX Upgraded at Goldman Sachs Group ,CVX,1 +5/15/2019 5:03,This Stock Should Outperform $SPY $SPX $INDU $AAPL $MSFT $FB $CVX $XOM in 2019/2020 ,CVX,1 +5/14/2019 10:39,Trading Ideas: BEARS ARE TRYING PUSH THE CHEVRON CORPORATION DOWN ?? FREE trade-of-week via¡K ,CVX,0 +5/13/2019 21:09,Chevron $CVX Seems to Be a Stock That BidaskScore Is Excited About; Firm Upgrades Shares ,CVX,1 +5/9/2019 17:00,Chevron drops Anadarko takeover fight after Occidental raises bid to $38 billion ,CVX,1 +5/9/2019 17:00,WATCH: Chevron drops Anadarko takeover fight after Occidental raises bid to $38 billion ,CVX,1 +5/9/2019 11:15,Chevron drops Anadarko takeover fight after Occidental raises bid ,CVX,1 +5/9/2019 11:00,Chevron drops Anadarko takeover fight after Occidental raises bid - ,CVX,1 +5/9/2019 10:15,Chevron drops Anadarko takeover battle after Occidental raises bid ,CVX,1 +5/9/2019 6:25,RT @TradingNation: Chevron jumping in the premarket after announcing they will not submit a higher bid than Occidental to acquire Anadarko¡K,CVX,1 +5/9/2019 5:51,Piper Jaffray Companies Research Analysts Boost Earnings Estimates for Chevron Co. $CVX ,CVX,1 +5/9/2019 5:48,Piper Jaffray Companies Raises Chevron Q3 2019 Earnings Estimates to $2.32 EPS (Previously $2.21). $CVX #CVX,CVX,1 +5/9/2019 5:38,Chevron Shares Up 4% As Company Walks Away From Anadarko Deal ,CVX,1 +5/3/2019 0:38,Chevron $CVX Stock Rating Upgraded by Zacks Investment Research ,CVX,1 +5/3/2019 0:37,Chevron $CVX Stock Rating Upgraded by Zacks Investment Research #markets,CVX,1 +5/2/2019 0:24,Warren Buffett's Berkshire Hathaway will invest $10 billion in Occidental Petroleum if it beats out Chevron in its¡K ,CVX,1 +5/1/2019 14:45,Occidental Petroleum's decision to enter a bidding war with Chevron is drawing fire from a leading shareholder¡K ,CVX,0 +4/27/2019 6:16,"Chevron reports EPS beat, revenue miss for Q1 ",CVX,0 +4/26/2019 13:37,"Chevron is already taking steps to absorb Anadarko even as a competing, higher bid for the oil explorer lingers fro¡K ",CVX,1 +4/26/2019 7:35,"$CVX: Chevron beats by $0.06, misses on revs ",CVX,1 +4/26/2019 6:55,Chevron profits down 27 percent but still top estimates ,CVX,0 +4/26/2019 6:18,"$CVX:Chevron beats on earnings, misses on revenue amid weak refining ¡K:",CVX,1 +4/26/2019 6:11,"$CVX - Chevron beats on earnings, misses on revenue amid weak refining ops ",CVX,1 +4/26/2019 5:10,Chevron is slated to report earnings ¡X here's what the Street expects - ,CVX,1 +4/26/2019 4:12,Chevron is slated to report earnings ¡X here's what the Street expects ,CVX,1 +4/26/2019 1:58,"$CVX $AMZN:10 Stocks To Watch For April 26, 2019:",CVX,1 +4/26/2019 0:50,Q2 2019 EPS Estimates for Chevron Co. Raised by Piper Jaffray Companies $CVX #markets,CVX,1 +4/26/2019 0:07,Five Of Chevron Oil Wells In Nigeria Affected By Fire - Punch,CVX,0 +4/25/2019 12:52,.@TraceyRyniec goes over 5-earnings charts to finish the week. $SNE $HELE $CVX $XOM $COLM ,CVX,1 +4/25/2019 6:11,Chevron Co. $CVX to Issue Quarterly Dividend of $1.19 #markets,CVX,1 +4/25/2019 1:10,"Exxon, Chevron first-quarter earnings expected to dip from last year ",CVX,1 +4/24/2019 22:03,"Chevron : Exxon, Chevron first-quarter earnings expected to dip from last year #Chevron #Stock #MarketScreener¡K ",CVX,1 +4/24/2019 15:37,Chevron Co. $CVX Declares $1.19 Quarterly Dividend #stocks,CVX,1 +4/24/2019 9:58,Chevron may have to sweeten offer for Anadarko after rival Occidental bid ,CVX,1 +4/24/2019 8:28,"Occidental makes Anadarko bid, seeks to derail Chevron deal - Bloomberg ",CVX,1 +4/24/2019 6:29,$OXY: Occidental Petro CEO on CNBC discusses bid for Anadarko (APC); note APC agreed to be acquired by Chevron (CVX¡K ,CVX,1 +4/24/2019 5:27,Piper Jaffray Companies Raises Chevron Q2 2019 Earnings Estimates to $2.17 EPS (Previously $1.57). $CVX #CVX,CVX,1 +4/24/2019 5:13,"Occidental offers to buy Anadarko in $57 billion deal, topping Chevron - ",CVX,1 +4/24/2019 4:52,Occidental looks to push out Chevron with rival bid for Anadarko ,CVX,1 +4/24/2019 4:25,"Occidental offers to buy Anadarko in $57 billion deal, topping Chevron",CVX,1 +4/24/2019 4:21,Occidental sweeps in with higher bid for Anadarko than Chevron is offering ,CVX,1 +4/22/2019 15:38,"Chevron Wants Petrobras to Prove Refinery is Operational Before Sale, Sources Say -Reuters #Chevron #Stock¡K ",CVX,1 +4/22/2019 14:38,Chevron tells Petrobras to prove Texas refinery operational: sources ,CVX,1 +4/21/2019 11:31,Chevron buys Anadarko for its shale assets ,CVX,1 +4/21/2019 2:42,Chevron¡¦s $CVX Buy Rating Reaffirmed at Cowen #markets,CVX,1 +4/21/2019 2:42,Chevron¡¦s $CVX Buy Rating Reaffirmed at Cowen #stocks,CVX,1 +4/19/2019 14:58,"$CVX $EQNR $XOM:BP, partners to move forward with $6B Caspian Sea oil project:",CVX,1 +4/19/2019 2:14,Citigroup Increases Chevron $CVX Price Target to $142.00 #markets,CVX,1 +4/18/2019 22:11,Chevron $CVX Set to Announce Quarterly Earnings on Friday #stocks,CVX,1 +4/17/2019 1:13,"James William Johnson Sells 4,750 Shares of Chevron Co. $CVX Stock #markets",CVX,0 +4/17/2019 1:09,"James William Johnson Sells 4,750 Shares of Chevron Co. $CVX Stock ",CVX,0 +4/16/2019 23:31,Chevron $CVX PT Raised to $142.00 at Citigroup ,CVX,1 +4/16/2019 18:30,$CVX - A Deep Dive Into Chevron's Fundamentals For Dividend Investors ,CVX,1 +4/16/2019 14:34,"$CVX - Chevron coming to Algeria for shale talks next week, Sonatrach says ",CVX,1 +4/16/2019 0:25,Chevron $CVX Lifted to Buy at Bank of America ,CVX,1 +4/15/2019 14:27,"Chevron Co. $CVX Insider Sells $596,600.00 in Stock ",CVX,0 +4/15/2019 11:30,"$CVX - Chevron Buys Anadarko, And Oxy Wants In - Midstream Is The Key ",CVX,1 +4/15/2019 8:58,Cboe Global Markets : Chevron To Buy Anadarko In $33B Deal #CboeGlobalMarkets #Stock #MarketScreener¡K ,CVX,1 +4/15/2019 6:20,Chevron $CVX PT Raised to $142.00 #stocks,CVX,1 +4/15/2019 4:42,Chevron Wants to Buy Anadarko Petroleum. Don¡¦t Be Surprised If Someone Makes a Better Offer. ,CVX,1 +4/15/2019 4:39,Citi analyst Alastair Ryan raised the price target on Chevron (NYSE: $CVX to $142.00 (from $135.00) while maintaini¡K ,CVX,1 +4/15/2019 4:39,$CVX PT RAISED TO $142 FROM $135.00 AT CITI,CVX,1 +4/15/2019 3:44,$CVX Breakup fee said to be a relatively low $1B or ~3% of deal amount - press(More at ,CVX,1 +4/15/2019 2:28,Chevron $CVX Lifted to ¡§Buy¡¨ at Bank of America ,CVX,1 +4/15/2019 2:28,Chevron $CVX Lifted to ¡§Buy¡¨ at Bank of America #markets,CVX,1 +4/14/2019 19:18,?? Dividend Ideas: Chevron Corp.: This Is A Big Deal via ? ,CVX,1 +4/14/2019 14:59,"Chevron will pay $33bn to buy Anadarko, an independent oil producer with rich holdings in Texas's Permian basin ",CVX,1 +4/14/2019 5:18,Investors Buy Shares of Chevron $CVX on Weakness ,CVX,1 +4/13/2019 15:38,"Dow Jones Futures Jump: Chevron Buys Anadarko, Disney Takes On Netflix, JPMorgan Earnings Top ",CVX,1 +4/13/2019 8:25,Chevron $CVX Upgraded to Buy by Bank of America ,CVX,1 +4/13/2019 5:30,Chevron Corp New $CVX Holder Retirement Systems Of Alabama Has Upped Stake ,CVX,1 +4/12/2019 18:07,Chevron leaps to 'ultramajor' oil status with Anadarko deal ,CVX,1 +4/12/2019 14:32,Chevron $CVX Receives a Higher Rating From BofA Merrill. Will Other Analysts Follow Suit? ,CVX,1 +4/12/2019 14:14,"Anadarko Petroleum, the biggest gainer in the S&P, rose 32% after Chevron said it is paying $33 billion to acquire¡K ",CVX,1 +4/12/2019 14:00,Chevron to buy Anadarko for $33 billion in the biggest industry merger since 2016 via¡K ,CVX,1 +4/12/2019 12:38,"Call/Put Highest % Volume Changes: Calls: $OXY, $ANTM, $PXD, $CL, $CVX Puts: $IEF, $IGV, $WCG, $AET, $GRUB",CVX,1 +4/12/2019 12:00,"Looking to bolster its position in shale oil and the LNG market, Chevron will buy Anadarko for $33 billion¡K ",CVX,1 +4/12/2019 11:50,Chevron to buy Anadarko for $33 billion ,CVX,1 +4/12/2019 10:50,$CVX - Chevron's (CVX) CEO Mike Wirth Announces Agreement to Acquire Anadarko (Transcript) ,CVX,1 +4/12/2019 10:39,Chevron to buy Anadarko in $33 billion cash-and-stock deal ,CVX,1 +4/12/2019 10:35,Chevron $CVX Upgraded to Buy at Bank of America #stocks,CVX,1 +4/12/2019 10:33,Chevron $CVX Upgraded to Buy at Bank of America ,CVX,1 +4/12/2019 10:05,RT @ckrausss: Big deal in oil patch: Chevron acquires Anadarko to become dominant Permian player ,CVX,1 +4/12/2019 9:50,It's been a crucial week for Chevron Corporation $CVX; here's what analysts have to say. ,CVX,1 +4/12/2019 9:18,$CVX $FANG $CXO:Oil Stock M&A Stunner: Chevron Buys Anadarko for $50 Billion:,CVX,1 +4/12/2019 9:03,$XOM $RDS.A $CVX $APC:Chevron (CVX) Set to Snap Up Anadarko in $50 Billion Deal:,CVX,1 +4/12/2019 8:50,Chevron to buy Anadarko for $33 billion via @ReutersTV ,CVX,1 +4/12/2019 8:22,Chevron leaps to ultramajor with the $33 billion Anadarko deal. Chevron chair and CEO Mike Wirth explains why the o¡K ,CVX,1 +4/12/2019 7:22,Oil shares jump after Chevron buys Anadarko and merger fever hits oil patch ,CVX,1 +4/12/2019 6:51,VOLUME RADAR ALERT: $CVX Chevron Corp ?? TradeIdeas via to FREE Trading Room,CVX,1 +4/12/2019 6:40,Chevron to buy Anadarko for $33 billion in the biggest industry merger since 2016 ,CVX,1 +4/12/2019 6:22,Catch @jimcramer and @marKatRoss LIVE at 10am as they break down what investors need to know about the Chevron $CVX¡K ,CVX,1 +4/12/2019 6:18,$CVS:Chevron To Buy Anadarko In $33B Deal:,CVX,1 +4/12/2019 5:47,Oil shares jump after Chevron buys Andarko and merger fever hits oil patch ,CVX,1 +4/12/2019 5:32,RT @zerohedge: Chevron To Buy Anadarko In $33 Billion Energy Megadeal ,CVX,1 +4/12/2019 5:14,Chevron Adds $5B To Buyback $CVX @benzinga,CVX,1 +4/12/2019 4:45,Chevron to buy Anadarko for $33 billion - ,CVX,1 +4/12/2019 4:04,"Chevron Buys Anadarko in $33 Billion Bet on Shale Oil, LNG ",CVX,1 +4/12/2019 3:46,"RT @KellyGilblom: FULL STORY: Chevron Buys Anadarko in $33 Billion Bet on Shale Oil, LNG via @markets",CVX,1 +4/12/2019 3:41,"Monster Energy deal to close the week, it's a match that has always made sense, Chevron $CVX buying Anadarko Petro¡K ",CVX,1 +4/12/2019 3:33,$CVX $APC:Chevron to Buy Anadarko for $33 Billion in Cash and Stock:,CVX,1 +4/12/2019 3:23,Chevron to buy Anadarko for $33 billion ,CVX,1 +4/12/2019 3:18,$CVX:Chevron Announces Agreement to Acquire Anadarko:,CVX,1 +4/12/2019 3:14,As it acquires Anadarko in a deal worth $50bn... here's how Chevron highlights the Mozambique LNG business it will¡K ,CVX,1 +4/12/2019 3:07,Chevron To Sell $15-$20Bln Of Assets Between 2020 And 2022,CVX,1 +4/12/2019 3:06,Chevron To Buy Anadarko In $33 Billion Energy Megadeal ,CVX,1 +4/12/2019 3:02,$CVX Chevron Announces Agreement To Acquire Anadarko Petroleum for $33.0B,CVX,1 +4/11/2019 3:29,Federated Investors INC Has Raised Holding in Chevron Corp New $CVX as Stock Price Rose ,CVX,1 +4/10/2019 19:19,SEARCHING FOR HIGHER RETURNS ¡X OIL RETURNS DOUBLE THAT OF THE STOCK MARKET $USO $CL_F $RDS-A $RDS-B $XON $CVX $COP¡K ,CVX,1 +4/9/2019 15:38,"$CVX $PSX - Chevron Phillips pledges to report plastic pellet spills, shareholder says ",CVX,1 +4/8/2019 15:09,Brokerages Anticipate Chevron Co. $CVX to Announce $1.43 Earnings Per Share #markets,CVX,1 +4/8/2019 1:04,$CVX $XOM:Global Oil Prices Hit Fresh 2019 Highs as Libya Fighting Adds to Supply Concerns:,CVX,1 +4/7/2019 16:39,$CVX This one has been strong. One of the go to names in energy. About to break out of the range. Eyes on it.,CVX,1 +4/6/2019 11:36,Zacks: Brokerages Expect Chevron Co. $CVX to Post $1.43 Earnings Per Share #markets,CVX,1 +4/6/2019 11:36,Zacks: Brokerages Expect Chevron Co. $CVX to Post $1.43 Earnings Per Share #stocks,CVX,1 +4/4/2019 10:30,Supreme Court of Canada rejects bid to revive dismissed suit against Chevron $CVX ,CVX,1 +4/3/2019 4:10,"As Chevron Corp New $CVX Share Price Rose, Shareholder Swiss National Bank Upped Its Stake ",CVX,1 +4/2/2019 15:55,Traders Buy Shares of Chevron $CVX on Weakness ,CVX,1 +4/2/2019 12:28,"$CVX $WOPEF $WOPEY - Chevron, Woodside seek to double size of B.C. LNG export project ",CVX,1 +4/2/2019 4:14,Chevron Texaco Corp $CVX Shareholder Montag A & Associates INC Has Upped Its Holding by $4.96 Million as Stock Rose ,CVX,1 +4/1/2019 14:28,$CVX - Chevron told by jury to pay $21M in California cancer case ,CVX,1 +4/1/2019 13:16,Chevron Co. $CVX Expected to Post Earnings of $1.41 Per Share #stocks,CVX,1 +4/1/2019 11:23,"Podcast: Keep your emotions under control! Here what you need to know, in order to do that. $CVX $UNH $CSCO $HD¡K ",CVX,1 +3/29/2019 3:25,"Winslow Evans & Crocker Upped Chevron New $CVX Position by $334,152; Duke Energy New $DUK Market Value Rose While J¡K ",CVX,1 +3/28/2019 12:02,"Main Street Research Trimmed Holding in Microsoft $MSFT by $1.06 Million; As Chevron New $CVX Shares Rose, Horizon¡K ",CVX,0 +3/28/2019 10:18,"Atalanta Sosnoff Capital Position in Chevron New $CVX Decreased by $928,584; As Ii $IIVI Share Value Rose, Sharehol¡K ",CVX,0 +3/28/2019 6:02,First Business Financial Services Continues to Hold Holding in Chevron $CVX; Forward Management Holding in Weyerhae¡K ,CVX,1 +3/28/2019 3:06,Stralem & Co Stake in Chevron New Com $CVX Decreased by $1.70 Million as Stock Rose; Cam Group Holding A Has Trimme¡K ,CVX,0 +3/26/2019 6:33,"$CVX $RDS.A $XOM $EQNR:Shell Ships 1st NGL From Prelude, to Rebrand First Utility:",CVX,1 +3/26/2019 3:38,"Hemenway Trust Company Has Upped Chevron $CVX Holding by $573,804; Gm Advisory Group Has Raised Its American Expres¡K ",CVX,1 +3/26/2019 3:35,"Private Wealth Advisors Raised Holding in Chevron New $CVX by $383,292; Archford Capital Strategies Has Raised Its¡K ",CVX,1 +3/25/2019 3:38,Palo Capital Has Boosted Its Chevron New $CVX Stake by $3.41 Million; Ameriprise Financial Has Decreased Its Boise¡K ,CVX,0 +3/24/2019 12:38,Chevron $CVX Position Boosted by Callahan Advisors Llc; Grandfield & Dodd Stake in Wpp Plc New $WPPGY Has Trimmed b¡K ,CVX,0 +3/24/2019 6:21,"As Chevron $CVX Market Value Rose, Holder Paradigm Financial Advisors Decreased Holding by $314,388; As Southern Co¡K ",CVX,0 +3/24/2019 3:39,"As Chevron $CVX Share Value Rose, Raymond James Trust Has Raised Holding; Taurus Asset Management Lifted Its Wells¡K ",CVX,1 +3/24/2019 3:33,"Callahan Advisors Has Raised Holding in Chevron $CVX by $318,276; As Coca $COKE Share Price Rose, Holder Cramer Ros¡K ",CVX,1 +3/23/2019 9:07,Chevron Corp $CVX: Institutional Investor Sentiment Down to 1 ,CVX,1 +3/21/2019 18:35,"Hot Stock: Progressive Impact active, jumps 15.38% on bagging job from Chevron - ",CVX,1 +3/21/2019 6:03,"$RDS.A $CVX $XOM $SM $CRZO:SM Energy, Carrizo May Combine to Fortify Permian Operations:",CVX,1 +3/20/2019 22:29,Breaking: Chevron Corp $CVX Buy Rating Reaffirmed by Societe Generale Today; The TP is Set to $142 ,CVX,1 +3/19/2019 15:35,$CVX - Flaring incidents at Chevron's Richmond refinery highest in a decade ,CVX,1 +3/17/2019 11:08,"$CVX Update from last week. Nice break of TL, Would like to see some follow through ",CVX,1 +3/17/2019 5:35,Chevron Corporation $CVX Holder Petroleum & Resources Corp Upped Its Position by $4.08 Million as Stock Price Rose ,CVX,1 +3/16/2019 18:34,Zacks: Brokerages Anticipate Chevron Co. $CVX to Post $1.41 EPS #markets,CVX,1 +3/16/2019 12:26,"Chevron Co. $CVX Insider James William Johnson Sells 4,750 Shares ",CVX,0 +3/15/2019 14:42,"Chevron Co. $CVX Insider Sells $592,990.00 in Stock #stocks",CVX,0 +3/15/2019 14:38,"Insider Selling: Chevron Co. $CVX Insider Sells 4,750 Shares of Stock ",CVX,0 +3/15/2019 0:31,Weekly Analysts¡¦ Ratings Updates for Chevron $CVX #stocks,CVX,1 +3/13/2019 7:33,$SLB $CVX $YPF $BAK:YPF Sociedad ¡¦19 Output to Fall Amid Rising Capital Investment:,CVX,1 +3/12/2019 6:54,Stifel Financial Corp Position in Chevron Corp New $CVX Decreased as Market Valuation Rose ,CVX,0 +3/12/2019 6:54,"As Chevron Corp New $CVX Market Valuation Rose, Stifel Financial Corp Trimmed Holding by $9.68 Million ",CVX,0 +3/12/2019 2:33,Chevron Co. $CVX Expected to Announce Earnings of $1.42 Per Share ,CVX,1 +3/11/2019 17:50,Investors Sell Shares of Chevron $CVX on Strength $CVX ,CVX,0 +3/11/2019 17:49,Investors Sell Shares of Chevron $CVX on Strength $CVX #markets,CVX,0 +3/11/2019 14:50,"$VLO $CVX - Valero, Chevron try to return Venezuelan oil following sanctions - Reuters ",CVX,1 +3/10/2019 22:53,Chevron Co. $CVX Expected to Announce Quarterly Sales of $38.32 Billion #stocks,CVX,1 +3/10/2019 22:51,Chevron Co. $CVX Expected to Announce Quarterly Sales of $38.32 Billion #markets,CVX,1 +3/10/2019 8:49,Barclays Raises Chevron $CVX Price Target to $150.00 #stocks,CVX,1 +3/9/2019 17:17,Chevron Co. $CVX Expected to Announce Earnings of $1.42 Per Share #stocks,CVX,1 +3/9/2019 6:52,Kentucky Retirement Systems Stake in Chevron Corp New $CVX Trimmed by $8.17 Million ,CVX,0 +3/8/2019 19:00,"When it comes to Chevron, it¡¦s not just the oil that¡¦s flowing well. It¡¦s also the free cash. $CVX",CVX,1 +3/8/2019 4:05,Can analysts adopt a bullish outlook for Chevron Corporation $CVX? ,CVX,1 +3/7/2019 9:18,$EPD $CVX $RDS-A $RDS-B:3 Top Energy Stocks to Buy Right Now:,CVX,1 +3/7/2019 8:58,"¡§Our investors don¡¦t need to wait several years for the story to come together,¡¨ Chevron Chief Executive Mike Wirth¡K ",CVX,1 +3/7/2019 8:04,Great read and thanks @realconstable for the mention.Chevron $CVX: Why Now Is the Time to Buy via @TheStreet,CVX,1 +3/6/2019 19:49,"Key Analysts at Barclays Reiterate their ¡¥""Buy""¡¦ rating for Chevron Corp $CVX Shares Today. Their TP is Set to $150 ",CVX,1 +3/6/2019 15:28,"$PBR $CVX - BW Offshore wins Brazilian OK to buy oilfield from Petrobras, Chevron ",CVX,1 +3/6/2019 15:15,Chevron and Exxon Mobil to sharply increase fracking ,CVX,1 +3/6/2019 12:58,$CVX $BP:Exxon Mobil Will Be Offering An Almost All-Time High Dividend ¡K:,CVX,1 +3/6/2019 11:23,Chevron $CVX Stock Rating Upgraded by Royal Bank of Canada #stocks,CVX,1 +3/6/2019 6:42,Chevron $CVX Upgraded by Royal Bank of Canada to Sector Perform ,CVX,1 +3/6/2019 6:40,Chevron $CVX Upgraded by Royal Bank of Canada to Sector Perform #markets,CVX,1 +3/6/2019 6:25,Chevron and Exxon Mobil are moving to tighten their grip on fracking in the Permian Basin ,CVX,1 +3/6/2019 4:33,Chevron $CVX PT Increases To $145 After Analyst Day At RBC ,CVX,1 +3/5/2019 23:04,Chevron $CVX Shares Were Upgraded Today by BidaskScore ,CVX,1 +3/5/2019 23:03,Should Investors Turn Their Attention to Chevron $CVX? BidaskScore Has Just Upgraded the Stock ,CVX,1 +3/5/2019 17:56,Chevron and Exxon Mobil plan to produce almost 2 million barrels of crude a day from the Permian Basin ,CVX,1 +3/5/2019 10:40,Chevron Dividend and Buyback Policies Being Boosted by Shale ,CVX,1 +3/5/2019 10:10,Chevron woos investors with pledge of higher returns from shale ,CVX,1 +3/5/2019 6:39,Major oil companies are moving to tighten their grip on fracking in the Permian Basin as Chevron looks to double it¡K ,CVX,1 +3/5/2019 6:18,$CVX:Chevron Outlines Strategy for Disciplined Growth and Higher Returns:,CVX,1 +3/5/2019 6:17,$CVX - Chevron ramps up Permain production outlook to 900K boe/day by 2023 ,CVX,1 +3/4/2019 0:14,Chevron Co. Forecasted to Earn Q1 2019 Earnings of $1.93 Per Share $CVX #stocks,CVX,1 +3/4/2019 0:13,Chevron Co. Forecasted to Earn Q1 2019 Earnings of $1.93 Per Share $CVX ,CVX,1 +3/4/2019 0:10,Jefferies Financial Group Lowers Chevron Q1 2019 Earnings Estimates to $1.93 EPS (Previously $1.95). $CVX #CVX,CVX,1 +3/3/2019 16:44,Chevron Corporation $CHV Jumps 1.51% on Mar 3 ,CVX,1 +1/15/2020 10:38,Cisco Systems $CSCO Rating Increased to Hold at Zacks Investment Research #stocks,CSCO,1 +1/14/2020 2:02,Cisco Systems $CSCO ¡V Analysts¡¦ Weekly Ratings Updates ,CSCO,1 +1/14/2020 1:59,Cisco Systems $CSCO ¡V Analysts¡¦ Weekly Ratings Updates #stocks,CSCO,1 +1/12/2020 9:09,Cisco Systems $CSCO Downgraded to Neutral at Bank of America #markets,CSCO,0 +1/12/2020 8:42,Cisco Systems $CSCO Cut to ¡§Neutral¡¨ at Citigroup ,CSCO,0 +1/12/2020 8:42,Cisco Systems $CSCO Stock Rating Lowered by Citigroup ,CSCO,0 +1/11/2020 11:18,Cisco Systems $CSCO Downgraded by Bank of America #stocks,CSCO,0 +1/9/2020 15:38,Cisco Systems $CSCO Downgraded to Neutral at Citigroup #stocks,CSCO,0 +1/8/2020 7:10,"$CSCO (-1.0% pre) BofA Securities Downgrades Cisco (CSCO) to Neutral, $52 PT",CSCO,0 +1/8/2020 5:57,Cisco Systems $CSCO Cut to ¡§Neutral¡¨ at Bank of America #stocks,CSCO,0 +1/8/2020 5:35,Cisco Systems $CSCO Rating Lowered to Neutral at Bank of America ,CSCO,0 +1/8/2020 4:24,???? $CSCO DOWNGRADE TO NEUTRAL AT BOFA ON LACK OF 2020 CATALYSTS,CSCO,0 +1/5/2020 10:23,$CSCO - Dividend Growth Investment For 2020. Subscribe to Seeking Alpha for more: #economy #finance #trading,CSCO,1 +1/1/2020 8:21,"Cisco Systems, Inc. Declares Quarterly Dividend of $0.35 $CSCO ",CSCO,1 +12/31/2019 5:19,"Cisco Systems, Inc. Plans Quarterly Dividend of $0.35 $CSCO ",CSCO,1 +12/30/2019 21:45,$CSCO still holding the 100ma after failing resistance last week. Wondering if this will fill that gap down back to¡K ,CSCO,0 +12/30/2019 12:07,"There's A Lot To Like About Cisco Systems, Inc.'s $CSCO Upcoming US$0.35 Dividend",CSCO,1 +12/27/2019 2:36,Cisco Systems $CSCO Upgraded at BidaskClub #stocks,CSCO,1 +12/26/2019 3:14,BidaskClub Upgrades Cisco Systems $CSCO to Hold ,CSCO,1 +12/25/2019 3:44,Cisco Systems $CSCO Upgraded by BidaskClub to ¡§Hold¡¨ ,CSCO,1 +12/24/2019 0:54,Cisco Systems $CSCO Upgraded to Hold by BidaskClub ,CSCO,1 +12/23/2019 0:33,Cisco Systems $CSCO Upgraded to ¡§Overweight¡¨ by Barclays ,CSCO,1 +12/22/2019 8:51,Cisco Systems $CSCO Raised to ¡§Overweight¡¨ at Barclays ,CSCO,1 +12/22/2019 8:48,Cisco Systems $CSCO Upgraded by Barclays to Overweight #markets,CSCO,1 +12/21/2019 9:28,"Trading Ideas: $CSCO short, bounce off top edge of downward parallel channel ?? FREE trade-o¡K ",CSCO,0 +12/21/2019 6:34,Cisco Systems $CSCO Upgraded at BidaskClub ,CSCO,1 +12/20/2019 2:45,Cisco Systems $CSCO Upgraded by BidaskClub to ¡§Sell¡¨ ,CSCO,0 +12/19/2019 15:37,Cisco Systems (NASDAQ: CSCO) Barclays analyst Upgrades Cisco - Raises Price Target to... via @DayTradersGroup $CSCO,CSCO,1 +12/19/2019 12:31,$CSCO gaping higher into the most recent earnings gap down. ,CSCO,1 +12/19/2019 12:17,Cisco $CSCO Is Upgraded to Overweight at Barclays With a $53 Price Target,CSCO,1 +12/19/2019 10:23,RT @_ms_izzy: $CSCO sold calls this morning as it tested above 50MA. Would like to see whether this closed above or below 50MA. Thinking I¡K,CSCO,0 +12/19/2019 4:14,$CSCO Barclays analyst Tim Long upgrades Cisco Systems from Equal-Weight to Overweight and announces $53 PT,CSCO,1 +12/18/2019 22:32,BidaskClub Upgrades Cisco Systems $CSCO to ¡§Sell¡¨ #stocks,CSCO,0 +12/17/2019 8:45,"$CSCO working into the earnings gap down showing positive feedback from their ""Internet is Changing"" strategy. ",CSCO,0 +12/16/2019 13:06,Cisco $CSCO acquires ultra-low latency networking specialist Exablaze,CSCO,1 +12/15/2019 15:41,"$CSCO touched the gap Friday and that is about all it did like a high school prom date. Clearly a resistance area,¡K ",CSCO,1 +12/15/2019 8:25,Cisco Systems $CSCO Upgraded to ¡§Buy¡¨ at Edward Jones ,CSCO,1 +12/13/2019 14:21,Cisco Systems $CSCO Raised to Buy at Edward Jones #stocks,CSCO,1 +12/13/2019 14:21,Cisco Systems $CSCO Upgraded by Edward Jones to Buy ,CSCO,1 +12/12/2019 11:57,$CSCO 1 day later in double territory. We all got paid today. Sold some calls at 1.22. ,CSCO,0 +12/9/2019 17:19,"Cisco Systems, Inc. $CSCO to Issue Quarterly Dividend of $0.35 #stocks",CSCO,1 +12/9/2019 17:18,"Cisco Systems, Inc. $CSCO Declares $0.35 Quarterly Dividend ",CSCO,1 +12/9/2019 15:47,$CSCO - Cisco declares $0.35 dividend ,CSCO,1 +12/8/2019 6:35,Cisco Systems $CSCO Downgraded by BidaskClub ,CSCO,0 +12/7/2019 6:04,Cisco Systems $CSCO Rating Lowered to Strong Sell at BidaskClub #stocks,CSCO,0 +12/7/2019 5:59,Cisco Systems $CSCO Rating Lowered to Strong Sell at BidaskClub ,CSCO,0 +12/6/2019 20:11,Cisco Systems $CSCO Downgraded to Strong Sell at BidaskClub ,CSCO,0 +12/5/2019 2:19,Cisco Systems $CSCO Cut to Strong Sell at BidaskClub #markets,CSCO,0 +12/5/2019 2:18,Cisco Systems $CSCO Cut to Strong Sell at BidaskClub ,CSCO,0 +12/4/2019 17:04,Google $GOOGL buys trio of Cisco $CSCO buildings in North San Jose for $123M?,CSCO,1 +12/4/2019 5:19,Cisco Systems $CSCO Upgraded to ¡§Hold¡¨ by ValuEngine ,CSCO,1 +12/1/2019 12:30,$CSCO with that open gap above seems to have held the earnings low and might be looking for the leg up and into the¡K ,CSCO,0 +11/30/2019 2:28,"Cisco Systems, Inc. $CSCO CFO Sells $3,163,300.00 in Stock ",CSCO,0 +11/30/2019 2:26,"Cisco Systems, Inc. $CSCO CFO Kelly A. Kramer Sells 70,000 Shares #stocks",CSCO,0 +11/29/2019 2:41,"Insider Selling: Cisco Systems, Inc. $CSCO EVP Sells 28,093 Shares of Stock #stocks",CSCO,0 +11/29/2019 2:40,"Insider Selling: Cisco Systems, Inc. $CSCO EVP Sells $1,274,298.48 in Stock ",CSCO,0 +11/28/2019 10:07,"Cisco Systems, Inc. $CSCO CFO Kelly A. Kramer Sells 70,000 Shares of Stock #markets",CSCO,0 +11/28/2019 2:58,"Insider Selling: Cisco Systems, Inc. $CSCO EVP Sells 28,093 Shares of Stock ",CSCO,0 +11/27/2019 18:43,"Kelly A. Kramer Sells 70,000 Shares of Cisco Systems, Inc. $CSCO Stock ",CSCO,0 +11/27/2019 18:42,"Kelly A. Kramer Sells 70,000 Shares of Cisco Systems, Inc. $CSCO Stock #stocks",CSCO,0 +11/26/2019 15:57,"Cisco Systems, Inc. $CSCO EVP Sells $1,274,298.48 in Stock #stocks",CSCO,0 +11/26/2019 15:57,"Cisco Systems, Inc. $CSCO EVP Sells $1,274,298.48 in Stock ",CSCO,0 +11/26/2019 1:32,"3 Insiders at Cisco Systems sold 267,307 shares last week for $12.0M $CSCO #CiscoSystems #stockmarket #stock #money¡K ",CSCO,0 +11/25/2019 16:40,$CSCO $HPE HPE Reports Revenue That Misses Estimates on Server Demand via ,CSCO,0 +11/23/2019 18:35,"Cisco Systems Inc: Quality, Dividend Growth & Attractive Valuation $CSCO ",CSCO,1 +11/23/2019 9:34,"Cisco Systems, Inc. $CSCO EVP Mark D. Chandler Sells 19,880 Shares of Stock ",CSCO,0 +11/23/2019 8:56,"Cisco Systems, Inc. $CSCO CAO Prat Bhatt Sells 39,343 Shares ",CSCO,0 +11/23/2019 4:14,"Irving Tan Sells 10,733 Shares of Cisco Systems, Inc. $CSCO Stock ",CSCO,0 +11/23/2019 3:49,"Cisco Systems, Inc. $CSCO CEO Sells $564,471.57 in Stock ",CSCO,0 +11/22/2019 18:33,"Cisco Systems, Inc. $CSCO CAO Prat Bhatt Sells 39,343 Shares #stocks",CSCO,0 +11/22/2019 18:33,"Insider Selling: Cisco Systems, Inc. $CSCO CEO Sells 208,084 Shares of Stock #stocks",CSCO,0 +11/22/2019 18:33,"Mark D. Chandler Sells 19,880 Shares of Cisco Systems, Inc. $CSCO Stock #stocks",CSCO,0 +11/22/2019 18:25,"Charles Robbins Sells 208,084 Shares of Cisco Systems, Inc. $CSCO Stock ",CSCO,0 +11/22/2019 18:24,"Insider Selling: Cisco Systems, Inc. $CSCO CEO Sells 208,084 Shares of Stock ",CSCO,0 +11/22/2019 4:25,"Irving Tan Sells 10,733 Shares of Cisco Systems, Inc. $CSCO Stock #markets",CSCO,0 +11/20/2019 19:30,"Cisco Systems, Inc. $CSCO CEO Sells $564,471.57 in Stock #stocks",CSCO,0 +11/20/2019 19:30,"Insider Selling: Cisco Systems, Inc. $CSCO EVP Sells 10,733 Shares of Stock #stocks",CSCO,0 +11/20/2019 0:57,"Q2 2020 EPS Estimates for Cisco Systems, Inc. Lowered by Analyst $CSCO ",CSCO,0 +11/18/2019 18:09,Cisco Systems $CSCO Stock Rating Lowered by Zacks Investment Research ,CSCO,0 +11/17/2019 16:41,JPMorgan Chase & Co. Trims Cisco Systems $CSCO Target Price to $58.00 #markets,CSCO,0 +11/17/2019 16:28,Cisco Systems $CSCO Cut to Sell at Zacks Investment Research ,CSCO,0 +11/16/2019 23:23,Cisco Systems $CSCO Shares Gap Down on Analyst Downgrade ,CSCO,0 +11/16/2019 6:44,Cisco Systems $CSCO Price Target Cut to $52.00 #markets,CSCO,0 +11/16/2019 6:44,"Cisco Systems $CSCO Announces Quarterly Earnings Results, Beats Estimates By $0.03 EPS #markets",CSCO,1 +11/16/2019 6:41,Cisco Systems $CSCO PT Lowered to $58.00 ,CSCO,0 +11/15/2019 22:13,Cisco Systems $CSCO PT Lowered to $55.00 ,CSCO,0 +11/15/2019 15:57,"Cisco fell after earnings, and @Michael_Khouw has an idea to manage the trade. $CSCO ",CSCO,0 +11/15/2019 13:32,Cisco Systems $CSCO Shares Gap Down Following Analyst Downgrade #markets,CSCO,0 +11/15/2019 7:19,Cisco Systems $CSCO Price Target Cut to $55.00 by Analysts at Citigroup #stocks,CSCO,0 +11/15/2019 7:16,Cisco Systems $CSCO Price Target Cut to $55.00 by Analysts at Citigroup ,CSCO,0 +11/15/2019 6:32,Cisco $CSCO shares fell nearly 8% in response to disappointing Q2 guidance. All bad news or is this an opportunity? ,CSCO,0 +11/15/2019 3:58,Piper Jaffray Companies Downgrades Cisco Systems $CSCO to Neutral #stocks,CSCO,0 +11/15/2019 3:57,Cisco Systems $CSCO Downgraded by Piper Jaffray Companies ,CSCO,0 +11/14/2019 23:40,Cisco Systems¡¦ $CSCO Buy Rating Reaffirmed at Robert W. Baird ,CSCO,1 +11/14/2019 23:02,Cisco Systems $CSCO Downgraded to ¡§Neutral¡¨ at Piper Jaffray Companies ,CSCO,0 +11/14/2019 17:04,Cisco Systems $CSCO Stock Price Down 7.3% on Analyst Downgrade ,CSCO,0 +11/14/2019 12:45,Bank of America Trims Cisco Systems $CSCO Target Price to $56.00 #stocks,CSCO,0 +11/14/2019 11:47,Cisco breaks down as macro uncertainty weighs on outlook for the second consecutive quarter (CSCO) $CSCO,CSCO,0 +11/14/2019 8:51,"$CSCO -7.5% post ""better than expected"" and a very bad guide down",CSCO,0 +11/14/2019 8:19,"Yesterday after the bell, $CSCO earnings announcement and reduced forecast creating another down gap below the 46¡K ",CSCO,0 +11/14/2019 6:49,"Cisco $CSCO earnings came in just fine, but over on @RealMoney, @EricJhonsa breaks down the problem that has the s¡K ",CSCO,0 +11/14/2019 5:50,Cisco Systems $CSCO Price Target Cut to $47.00 ,CSCO,0 +11/14/2019 4:14,Cisco $CSCO PT Lowered to $55 at Citi ,CSCO,0 +11/14/2019 4:10,Cisco $CSCO PT Lowered to $58 at Wells Fargo ,CSCO,0 +11/14/2019 3:40,Piper Jaffray Companies Raises Cisco Systems FY2021 Earnings Estimates to $2.98 EPS (Previously $2.95). $CSCO #CSCO,CSCO,1 +11/14/2019 2:31,Cisco $CSCO PT Lowered to $47 at Barclays ,CSCO,0 +11/13/2019 23:01,"$CSCO reported AH, down 5%. Interested to see how this opens tmrw. I do still like this chart and thinking we might¡K ",CSCO,0 +11/13/2019 20:22,"Cisco Systems $CSCO Announces Earnings Results, Beats Estimates By $0.03 EPS #stocks",CSCO,1 +11/13/2019 19:39,"Cisco $CSCO earnings came in just fine, but over on @RealMoney, @EricJhonsa breaks down the problem that has the st¡K ",CSCO,0 +11/13/2019 15:03,"$CSCO $NTAP:Cisco Beats but Falls on Guidance, NetApp Mixed:",CSCO,1 +11/13/2019 14:30,$CSCO down after cutting guidance. Here's what you need to know: ,CSCO,0 +11/13/2019 14:20,This afternoon's winner for $CSCO is Parmigianino who beats 145 other analysts and the Wall Street Consensus - ,CSCO,1 +11/13/2019 14:20,$CSCO beats the Estimize EPS Consensus by 1c and misses the Estimize Revenue Consensus by $7.55M. Reports FQ1 earni¡K ,CSCO,0 +11/13/2019 14:20,"DOWN WITH EARNINGS TODAY ALERT: $CSCO Cisco Systems, Inc ?? TradeIdeas via to FREE Trading Room",CSCO,0 +11/13/2019 14:18,$CSCO down over 4% after cutting guidance,CSCO,0 +11/13/2019 14:07,"Cisco Systems $CSCO Tops Q1 EPS by 3c, Q2 Guidance Misses ",CSCO,0 +11/13/2019 14:06,"Cisco Sees Q2 Adj. EPS $0.75-$0.77 vs $0.79 Estimate, Sales Down 3-5% Year Over Year $CSCO @benzinga",CSCO,0 +11/13/2019 14:06,"Cisco Systems Q1 Adj. EPS $0.84 Beats $0.81 Estimate, Sales $13.2B Beat $13.08B Estimate $CSCO @benzinga",CSCO,1 +11/13/2019 14:06,"$CSCO - Cisco EPS beats by $0.03, beats on revenue ",CSCO,1 +11/13/2019 12:46,$CSCO earnings after the bell today but price is still reeling from last quarter's lower earnings guidance open gap¡K ,CSCO,0 +11/13/2019 11:51,Cisco Systems $CSCO has earnings in AHWill the stock open higher or lower?,CSCO,1 +11/13/2019 7:51,$CSCO - Cisco: Take Advantage Of The Recent Drop In Price. Continue reading: #stocks #economy #finance,CSCO,0 +11/12/2019 8:06,"Cisco $CSCO is expected to deliver $13.1 billion in revenues in the first quarter of fiscal 2020, largely flat over¡K ",CSCO,0 +11/11/2019 14:58,Cisco Systems $CSCO Downgraded by Piper Jaffray Companies #stocks,CSCO,0 +11/11/2019 11:40,RT @HalftimeReport: Cisco Systems cut to neutral from overweight at Piper JaffrayThe desk debates $CSCO in #CalloftheDay ,CSCO,0 +11/11/2019 8:30,Fly Intel: Top five analyst downgrades $QCOM $LITE $CSCO $LB $EXPE ,CSCO,0 +11/11/2019 7:08,"$CSCO (-1.5% pre) Piper Jaffray Downgrades Cisco (CSCO) to Neutral, $51 PT",CSCO,0 +11/11/2019 6:00,"Second high-profile downgrade for $CSCO in a month, as Piper today cuts to neutral, citing ""a slowing macro-environ¡K ",CSCO,0 +11/11/2019 4:30,Cisco downgraded to Neutral from Overweight at Piper Jaffray $CSCO ,CSCO,0 +11/11/2019 2:18,Piper Jaffray Downgrades Cisco $CSCO to Neutral ,CSCO,0 +11/10/2019 23:53,Cisco Systems¡¦ $CSCO Buy Rating Reiterated at Robert W. Baird #stocks,CSCO,1 +11/10/2019 23:50,Cisco Systems¡¦ $CSCO Buy Rating Reiterated at Robert W. Baird ,CSCO,1 +11/10/2019 18:14,"Unigestion Holding SA Sells 10,603 Shares of Cisco Systems, Inc. $CSCO ",CSCO,0 +11/6/2019 20:17,An Altman-Z score of 3.00 indicates that $CSCO is not in any danger for bankruptcy at the moment.¡K ,CSCO,0 +11/5/2019 19:14,Cisco Systems $CSCO Downgraded by ValuEngine to ¡§Sell¡¨ #markets,CSCO,0 +11/5/2019 18:57,Cisco Systems $CSCO Downgraded to ¡§Sell¡¨ at ValuEngine ,CSCO,0 +10/15/2019 4:23,Cisco Systems $CSCO Downgraded by BidaskClub to Strong Sell ,CSCO,0 +10/10/2019 14:06,"$CSCO settled -1.5% to $46.15, as yesterday's black candle played out. Goldman downgraded to 'neutral'... didn't he¡K ",CSCO,0 +10/10/2019 8:38,$CSCO down grade is weighing on $CRWD as well.,CSCO,0 +10/10/2019 2:50,Cisco downgraded to Neutral from Buy at Goldman Sachs $CSCO ,CSCO,0 +10/10/2019 1:39,UPDATE: Goldman Sachs Downgrades Cisco $CSCO to Neutral on Worsening Enterprise Spending ... ,CSCO,0 +10/10/2019 1:05,Goldman Sachs Downgrades Cisco $CSCO to Neutral ,CSCO,0 +10/8/2019 22:54,Trading Ideas: $CSCO SHORT TARGETING 44 REMAINED BEARISH COULD DROP TO 40 ?? FREE trade-of-w¡K ,CSCO,0 +10/2/2019 22:36,"Cisco Systems, Inc. Declares Quarterly Dividend of $0.35 $CSCO #stocks",CSCO,1 +10/1/2019 6:08,"Cisco Systems, Inc. $CSCO Announces Quarterly Dividend of $0.35 ",CSCO,1 +9/23/2019 1:18,"Cisco Systems, Inc. $CSCO EVP David Goeckeler Sells 70,000 Shares ",CSCO,0 +9/20/2019 18:20,"Insider Selling: Cisco Systems, Inc. $CSCO EVP Sells 70,000 Shares of Stock #stocks",CSCO,0 +9/20/2019 15:33,"Cisco Systems, Inc. $CSCO Declares $0.35 Quarterly Dividend #stocks",CSCO,1 +9/20/2019 6:54,"Cisco Systems, Inc. $CSCO SVP Irving Tan Sells 22,896 Shares of Stock ",CSCO,0 +9/19/2019 15:18,"Irving Tan Sells 22,896 Shares of Cisco Systems, Inc. $CSCO Stock #stocks",CSCO,0 +9/19/2019 14:46,RT @realmoney: Cisco's $CSCO reported buyout offer for Datadog $DDOG drives home its software ambitions. @EricJhonsa breaks down the report¡K,CSCO,0 +9/18/2019 15:42,RT @Wolfmetric: Cisco $CSCO approached Datadog $DDOG with a takeover bid in recent weeks significantly higher than the $7B valuation its se¡K,CSCO,1 +9/14/2019 11:38,"Cisco Systems, Inc. $CSCO EVP Mark D. Chandler Sells 10,733 Shares #markets",CSCO,0 +9/14/2019 11:35,"Cisco Systems, Inc. $CSCO EVP Mark D. Chandler Sells 10,733 Shares ",CSCO,0 +9/13/2019 18:23,"Mark D. Chandler Sells 10,733 Shares of Cisco Systems, Inc. $CSCO Stock ",CSCO,0 +9/13/2019 18:21,"Mark D. Chandler Sells 10,733 Shares of Cisco Systems, Inc. $CSCO Stock #stocks",CSCO,0 +9/13/2019 18:18,"Charles Robbins Sells 18,955 Shares of Cisco Systems, Inc. $CSCO Stock #markets",CSCO,0 +9/13/2019 18:18,"Charles Robbins Sells 18,955 Shares of Cisco Systems, Inc. $CSCO Stock #stocks",CSCO,0 +9/13/2019 18:17,"Cisco Systems, Inc. $CSCO CEO Charles Robbins Sells 18,955 Shares #stocks",CSCO,0 +9/10/2019 13:24,$CSCO back to test the the past swing high at the same level from October 2018 and the breakout point in February 2¡K ,CSCO,1 +9/8/2019 22:17,$CSCO - Cisco Is A Buy Following Post-Earnings Drop ,CSCO,0 +9/7/2019 7:13,$CSCO $T:2 Cheap Dividend Stocks You Can Buy Right Now:,CSCO,1 +9/7/2019 1:43,"Cisco Systems, Inc. $CSCO CFO Sells $3,270,400.00 in Stock ",CSCO,0 +9/4/2019 20:34,"Cisco Systems, Inc. $CSCO CFO Sells $3,270,400.00 in Stock #stocks",CSCO,0 +9/4/2019 11:32,Cisco Systems $CSCO ¡V Research Analysts¡¦ Recent Ratings Updates ,CSCO,1 +9/4/2019 11:28,Cisco Systems $CSCO ¡V Research Analysts¡¦ Recent Ratings Updates #stocks,CSCO,1 +9/4/2019 0:31,Cisco Systems $CSCO Stock Rating Lowered by BidaskClub ,CSCO,0 +8/27/2019 15:04,$CSCO $INTC $NTAP:Hewlett Packard Enterprise Stock Rallies as Its Earnings Beat Expectations:,CSCO,1 +8/21/2019 15:50,"Cisco Systems, Inc. $CSCO EVP Mark D. Chandler Sells 546 Shares #stocks",CSCO,0 +8/21/2019 15:48,"Cisco Systems, Inc. $CSCO EVP Mark D. Chandler Sells 546 Shares #markets",CSCO,0 +8/19/2019 21:37,Cisco Systems $CSCO Shares Gap Up to $46.96 ,CSCO,1 +8/19/2019 20:57,$CSCO John Chambers-backed #Uniphore raises $51 million in Series C fundingIt was reported earlier that Uniphore h¡K ,CSCO,1 +8/19/2019 0:07,Piper Jaffray Companies Raises Cisco Systems Q2 2020 Earnings Estimates to $0.73 EPS (Previously $0.72). $CSCO #CSCO,CSCO,1 +8/18/2019 9:01,Cisco Systems $CSCO Price Target Cut to $53.00 ,CSCO,0 +8/18/2019 6:02,Cisco Systems $CSCO Price Target Cut to $57.00 by Analysts at Citigroup ,CSCO,0 +8/18/2019 5:15,Cisco Systems $CSCO Price Target Lowered to $50.00 at Credit Suisse Group ,CSCO,0 +8/17/2019 11:44,$CSCO $NTAP:The trade war is starting to take a toll on tech companies:,CSCO,0 +8/16/2019 9:33,$CSCO $AXTA $PPC $ITGR $EBF:Cisco Outlook Takes Trade War Hit:,CSCO,0 +8/15/2019 22:53,Cisco Systems¡¦ $CSCO Buy Rating Reaffirmed at Robert W. Baird #stocks,CSCO,1 +8/15/2019 13:30,Cisco Systems $CSCO Price Target Cut to $53.00 by Analysts at Royal Bank of Canada #stocks,CSCO,0 +8/15/2019 13:30,Cisco Systems $CSCO Price Target Cut to $50.00 by Analysts at Credit Suisse Group #stocks,CSCO,0 +8/15/2019 13:30,Cisco Systems $CSCO PT Raised to $59.00 #stocks,CSCO,1 +8/15/2019 12:41,Cisco Systems $CSCO Price Target Lowered to $51.00 at MKM Partners #stocks,CSCO,0 +8/15/2019 7:43,Cisco Systems $CSCO Price Target Lowered to $51.00 at MKM Partners ,CSCO,0 +8/15/2019 7:42,"$CSCO $DJIA:The Ratings Game: Cisco could see ¡¥another shoe¡¦ drop after weak outlook, says analyst:",CSCO,0 +8/15/2019 7:41,The failed breakout continues with $CSCO announcing lowered guidance on business with #China that in other market e¡K ,CSCO,0 +8/15/2019 7:14,Cisco Systems $CSCO Price Target Lowered to $57.00 at Citigroup #stocks,CSCO,0 +8/15/2019 6:26,"$CSCO "" Trade Idea 4: Sell the August 48/55 Strangle for a $0.45 credit. "" roll puts down and out",CSCO,0 +8/15/2019 6:25,"$CSCO "" Trade Idea 3: Buy the August/September 55 Call Calendar & sell the August 49 Put for 25 cents "" roll puts down and out",CSCO,0 +8/15/2019 4:25,Cisco $CSCO PT Raised to $59 at Raymond James ,CSCO,1 +8/15/2019 2:28,Cisco $CSCO PT Lowered to $55 at Piper Jaffray ,CSCO,0 +8/15/2019 1:20,Cisco Systems $CSCO Earns Buy Rating from Robert W. Baird ,CSCO,1 +8/14/2019 17:37,.@EricJhonsa breaks down the market's problem with Cisco's $CSCO earnings ,CSCO,0 +8/14/2019 13:42,$CSCO down over 6% after hours: ,CSCO,0 +8/14/2019 13:13,And no help from Cisco. Earnings beat but sales merely in line and outlook is below forecasts. $CSCO down 7% after hours.,CSCO,0 +8/14/2019 13:13,Weak guidance sends $CSCO down 5% after hours ,CSCO,0 +8/14/2019 13:11,$CSCO reports inline with the Estimize EPS Consensus and beats the Estimize Revenue Consensus by $4.95M. Reports FQ¡K ,CSCO,1 +8/14/2019 13:09,$CSCO SPLAT. Taking down the market after hours $SPY,CSCO,0 +8/14/2019 13:08,"ohoh, $CSCO is getting the smack down in AH.",CSCO,0 +8/14/2019 12:51,Cisco earnings coming up after the close. Stock getting dumped along with rest of the market today. $CSCO down 4%.¡K ,CSCO,0 +8/14/2019 12:25,.@EricJhonsa breaks down 5 things to watch from $CSCO ,CSCO,0 +8/13/2019 14:30,RT @TheStreet: .@EricJhonsa breaks down 5 things to watch from $CSCO ,CSCO,0 +8/12/2019 4:15,Cisco Systems $CSCO Receives Buy Rating from Robert W. Baird #stocks,CSCO,1 +8/11/2019 2:58,Cisco Systems $CSCO Cut to ¡§Sell¡¨ at BidaskClub ,CSCO,0 +8/11/2019 0:03,An Altman-Z score of 3.41 indicates that $CSCO is not in any danger for bankruptcy at the moment.¡K ,CSCO,0 +8/10/2019 16:23,Cisco Systems $CSCO Downgraded by BidaskClub #markets,CSCO,0 +8/10/2019 0:14,ValuEngine Downgrades Cisco Systems $CSCO to Hold #markets,CSCO,0 +8/9/2019 10:42,Cisco Systems $CSCO Downgraded by ValuEngine ,CSCO,0 +8/5/2019 9:14,Put on $CSCO Sep 50 / 45 bull $Puts spread for 1.06 net credit: sold the 50 and bought the 45,CSCO,0 +8/5/2019 7:33,$CSCO $FTNT:Fortinet (FTNT) Catches Eye: Stock Jumps 8.9%:,CSCO,1 +8/4/2019 14:14,Cisco Systems $CSCO Shares Gap Down to $55.39 #stocks,CSCO,0 +8/3/2019 13:19,Cisco Systems $CSCO Price Target Raised to $53.00 #stocks,CSCO,1 +8/3/2019 13:18,Cisco Systems $CSCO Price Target Raised to $53.00 ,CSCO,1 +7/30/2019 10:03,$RNG $WORK $CSCO $AVYA $EGHT:RingCentral Soars to a New High on Earnings Beat:,CSCO,1 +7/30/2019 7:45,Cisco Systems $CSCO PT Raised to $53.00 ,CSCO,1 +7/30/2019 7:44,Cisco Systems $CSCO PT Raised to $53.00 #markets,CSCO,1 +7/27/2019 10:28,Cisco Systems $CSCO Downgraded by BidaskClub to Hold #stocks,CSCO,0 +7/24/2019 3:09,Citi Raises PT on Cisco To $65 From $56 $CSCO,CSCO,1 +7/23/2019 11:59,"$CSCO is still 41% off its all time high made in 2000, the daily chart (from @Marketsmith) is looking poised to bre¡K ",CSCO,1 +7/15/2019 15:13,$CSCO Cisco Stock Downgraded On Views That Corporate Tech Spending Will Slow ,CSCO,0 +7/14/2019 18:39,"Cisco Systems, Inc. $CSCO Sees Significant Drop in Short Interest #stocks",CSCO,0 +7/14/2019 18:35,"Cisco Systems, Inc. $CSCO Sees Significant Drop in Short Interest ",CSCO,0 +7/13/2019 5:11,Cisco Systems¡¦ $CSCO Buy Rating Reiterated at Bank of America ,CSCO,1 +7/10/2019 14:15,$ACIA $CSCO - Why I'm Not Immediately Sold On The Cisco Acacia Deal ,CSCO,0 +7/9/2019 14:29,Acacia Communications downgraded to Neutral from Overweight at Piper Jaffray $ACIA $CSCO ,CSCO,0 +7/9/2019 12:30,Acacia Communications downgraded to Hold from Buy at Craig-Hallum $ACIA $CSCO ,CSCO,0 +7/9/2019 6:27,$ACIA up 35.98% $CSCO down 0.8% ,CSCO,0 +7/7/2019 18:56,$CSCO gained over 2000% to 652 (split adjusted) in over 3 years before gapping down below its 10-week line on heavy¡K ,CSCO,0 +7/7/2019 18:55,"$CSCO 1990 Chart Review (1/n):If this gap up was purchased on 10/19/1990 close of 28.75, price moved higher up to¡K ",CSCO,1 +7/7/2019 18:53,@TMLTrader The RSI being in new high ground was the tell. $CSCO,CSCO,1 +7/6/2019 16:51,JUMPS IN NASDAQ SHORTS: $IQ $CSCO $MRVL $MSFT $BILI $LK $FB $LITE $LRCX $CY $JBLU $INTC $JD $WDC $SBUX $GPOR $BLMN¡K ,CSCO,1 +7/1/2019 5:51,"Cisco Systems, Inc. $CSCO Declares Quarterly Dividend of $0.35 ",CSCO,1 +7/1/2019 4:43,"Cisco Systems, Inc. $CSCO Plans Quarterly Dividend of $0.35 #stocks",CSCO,1 +6/27/2019 15:42,Cisco Systems $CSCO Receives Buy Rating from Tigress Financial #stocks,CSCO,1 +6/25/2019 11:28,$CSCO - Cisco May Be Heading For Its Highest Price In 20 Years ,CSCO,1 +6/17/2019 2:01,"Cisco Systems, Inc. $CSCO Director Steven M. West Sells 20,000 Shares ",CSCO,0 +6/16/2019 1:59,Cisco Systems $CSCO Stock Rating Lowered by William Blair ,CSCO,0 +6/15/2019 9:59,"Steven M. West Sells 20,000 Shares of Cisco Systems, Inc. $CSCO Stock #stocks",CSCO,0 +6/13/2019 5:56,Cisco Systems $CSCO Rating Lowered to Market Perform at William Blair ,CSCO,0 +6/12/2019 17:54,"Mark D. Chandler Sells 1,379 Shares of Cisco Systems, Inc. $CSCO Stock ",CSCO,0 +6/12/2019 17:52,"Insider Selling: Cisco Systems, Inc. $CSCO EVP Sells 1,379 Shares of Stock #stocks",CSCO,0 +6/12/2019 7:28,Beyond Meat's second downgrade in as many days among today's top analyst calls $BYND $CSCO $NXPI $TTD $GRUB $AMZN¡K ,CSCO,0 +6/12/2019 6:52,Cisco Systems $CSCO Downgraded by William Blair to ¡§Market Perform¡¨ #stocks,CSCO,0 +6/12/2019 6:51,"Cisco Systems, Inc. $CSCO Director Acquires $557,400.00 in Stock ",CSCO,1 +6/12/2019 5:34,$CSCO - Cisco -1.7% on downgrade for demand pressure ,CSCO,0 +6/12/2019 4:23,"$CSCO DOWNGRADED BY W BLAIR ""GROWTH HEADWINDS DEVELOPING""",CSCO,0 +6/12/2019 3:31,"William Blair downgrades Cisco Systems, sees growth pressures in 2020 $CSCO $ANET ",CSCO,0 +6/11/2019 14:27,"Cisco Systems, Inc. $CSCO Director Wesley G. Bush Purchases 10,000 Shares #stocks",CSCO,1 +6/6/2019 12:18,$CSCO $IBM:A New Trade War ETF Arrives Right On Time:,CSCO,0 +6/1/2019 8:56,"Cisco Systems, Inc. $CSCO CFO Sells $3,749,200.00 in Stock #markets",CSCO,0 +5/31/2019 17:20,"Cisco Systems, Inc. $CSCO CFO Sells $3,749,200.00 in Stock ",CSCO,0 +5/24/2019 6:14,"Cisco Systems, Inc. $CSCO EVP Mark D. Chandler Sells 3,750 Shares ",CSCO,0 +5/23/2019 23:58,$CSCO $NOK:Cisco Stock Investors Will Keep Winning As The Trade War Heats Up:,CSCO,0 +5/22/2019 17:39,"Cisco Systems, Inc. $CSCO EVP Sells $209,212.50 in Stock #stocks",CSCO,0 +5/22/2019 7:29,"Cisco shares at an all-time high today, going back to its IPO in December 1985 $CSCO ",CSCO,1 +5/21/2019 19:45,$CSCO - Cisco: A Great Tech Stock For Dividend Growth Investors ,CSCO,1 +5/20/2019 5:13,Cisco Systems $CSCO PT Raised to $58.00 at Piper Jaffray Companies ,CSCO,1 +5/20/2019 3:42,Cadence Capital Management LLC Cut Cisco Sys INC $CSCO Holding by $7.55 Million as Share Value Rose ,CSCO,0 +5/19/2019 22:51,Piper Jaffray Companies Raises Cisco Systems FY2019 Earnings Estimates to $2.80 EPS (Previously $2.74). $CSCO #CSCO,CSCO,1 +5/19/2019 11:50,$CSCO Cisco Systems Trading Outlook: Cycles Point Higher - research by @askslim,CSCO,1 +5/19/2019 7:13,Cisco Systems $CSCO Downgraded by Zacks Investment Research to ¡§Hold¡¨ ,CSCO,0 +5/19/2019 1:25,JPMorgan Chase & Co. Reiterates Buy Rating for Cisco Systems $CSCO ,CSCO,1 +5/18/2019 22:24,Cisco Systems $CSCO Shares Gap Up on Analyst Upgrade #markets,CSCO,1 +5/18/2019 9:15,Cisco Systems $CSCO Cut to Hold at Zacks Investment Research ,CSCO,0 +5/18/2019 4:04,Great West Life Assurance Company Has Cut Its Cisco Sys INC $CSCO Position by $5.44 Million ,CSCO,0 +5/18/2019 1:39,Cisco Systems $CSCO PT Raised to $58.00 #stocks,CSCO,1 +5/17/2019 23:22,Cisco Systems $CSCO Shares Gap Up on Analyst Upgrade ,CSCO,1 +5/17/2019 19:44,Cisco Systems¡¦ $CSCO Buy Rating Reaffirmed at JPMorgan Chase & Co. #stocks,CSCO,1 +5/17/2019 11:03,Cisco Systems $CSCO Downgraded by Zacks Investment Research to ¡§Hold¡¨ #stocks,CSCO,0 +5/17/2019 0:25,"Gap up for $KEM, $CSCO and $IOVA today. ",CSCO,1 +5/16/2019 15:27,Cisco Systems $CSCO Shares Up 7.5% on Better-Than-Expected Earnings #stocks,CSCO,1 +5/16/2019 15:27,Cisco Systems $CSCO Shares Up 7.5% on Better-Than-Expected Earnings #markets,CSCO,1 +5/16/2019 6:40,Cisco Systems $CSCO Downgraded by Zacks Investment Research ,CSCO,0 +5/16/2019 3:10,"Cisco Shares Pop After Solid Q3 Earnings, Bullish Outlook Despite China Tariffs $CSCO",CSCO,1 +5/15/2019 18:25,Miss that $CSCO call? @EricJhonsa has you covered: ,CSCO,0 +5/15/2019 18:17,"Cisco Systems $CSCO Issues Quarterly Earnings Results, Beats Estimates By $0.01 EPS #stocks",CSCO,1 +5/15/2019 17:27,"RT @OptionsHawk: $ZM up 9% into the $CSCO report , they should just buy them before they get crushed by them",CSCO,0 +5/15/2019 15:04,$CSCO $DJIA $SPX $SYMC $CHKP:Cisco Stock Jumps on Third-Quarter Results and a Strong Outlook:,CSCO,1 +5/15/2019 14:03,"$CSCO $JACK:Cisco (CSCO) Beats in Q3, Raises Guidance:",CSCO,1 +5/15/2019 13:11,"Cisco $CSCO Q3 Revenue, $12.96B vs. $12.9B expectedCisco $CSCO Q3 Non-GAAP Earnings Per Share (EPS) beats estimat¡K ",CSCO,1 +5/15/2019 13:06,"$CSCO - Cisco beats by $0.01, beats on revenue ",CSCO,1 +5/15/2019 13:05,"Cisco Systems Q3 Adj. EPS $0.78 Beats $0.77 Estimate, Sales $12.958B Beat $12.89B Estimate $CSCO @benzinga",CSCO,1 +5/15/2019 13:05,"#BREAKING: Cisco $CSCO Q3 Non-GAAP Earnings Per Share (EPS) beats estimates, $0.78 vs. $0.77 expected",CSCO,1 +5/15/2019 12:40,"$ZM up 9% into the $CSCO report , they should just buy them before they get crushed by them",CSCO,0 +5/13/2019 7:18,$BABA $CSCO $DE:Trade War Heats Up As China Retaliates With Raised Tariffs Of Its ¡K:,CSCO,0 +5/12/2019 3:49,Cisco Systems INC $CSCO Holder Edge Wealth Management LLC Has Lowered Position by $7.68 Million ,CSCO,0 +5/10/2019 11:14,"$CSCO reporting next week; recent high 57.50, today 53...the accumulation has been heavy all year so will be telling to see reaction.",CSCO,1 +5/6/2019 22:30,Cisco Systems $CSCO Rating Lowered to Buy at BidaskClub ,CSCO,0 +4/30/2019 17:45,"$CSCO climbed for a 4th month, settling +4.3% to $55.95. A challenge of the March 2000 tech bubble high of $64.41 r¡K ",CSCO,1 +4/30/2019 1:44,Oppenheimer Raises Cisco Systems $CSCO Price Target to $60.00 ,CSCO,1 +4/28/2019 1:49,"Cisco Systems, Inc. $CSCO Short Interest Down 6.1% in April #stocks",CSCO,0 +4/26/2019 12:53,Oppenheimer Raises Cisco Systems $CSCO Price Target to $60.00 #markets,CSCO,1 +4/26/2019 7:00,"TREND REVERSAL DOWN ALERT: $CSCO Cisco Systems, Inc ?? TradeIdeas via to FREE Trading Room",CSCO,1 +4/26/2019 5:38,Cisco $CSCO PT Raised to $60 at Oppenheimer ,CSCO,1 +4/25/2019 7:27,Daily $MSFT chart that looks similar to $CSCO . ,CSCO,1 +4/24/2019 20:43,Traders Buy Shares of Cisco Systems $CSCO on Weakness #markets,CSCO,1 +4/24/2019 20:37,"Cisco Systems, Inc. $CSCO Expected to Announce Quarterly Sales of $12.90 Billion ",CSCO,1 +4/24/2019 10:59,$CSCO still looking sexy. Higher soon ,CSCO,1 +4/21/2019 16:34,$CSCO is currently +5.1% at $56.40 Cisco is finally set to do what $MSFT achieved in 2014.. break above the tech b¡K ,CSCO,1 +4/18/2019 16:42,"$CSCO settled +9cents to $56.40, but that made for a black candle, and leans s/t bearish. S/t vulnerable... if risi¡K ",CSCO,1 +4/18/2019 15:49,$ZM $CSCO $LOGM $MSFT:Zoom¡¦s CFO Talks to TheStreet About Her Firm¡¦s Growth Strategy and More:,CSCO,1 +4/17/2019 3:21,Freestone Capital Holdings LLC Position in Cisco Sys INC $CSCO Decreased by $4.89 Million ,CSCO,0 +4/17/2019 2:16,"Cisco Systems, Inc. $CSCO Expected to Announce Quarterly Sales of $12.89 Billion #stocks",CSCO,1 +4/16/2019 16:24,"$CSCO broke a new multi-decade high, setting +0.7% to $56.95, in what is a hyper strong push to challenge the March¡K ",CSCO,1 +4/16/2019 8:46,$CSCO continues to power higher. Up 32.5% for 2019 so far. ,CSCO,1 +4/16/2019 5:05,$ZM $CSCO $LOGM - Zoom raises IPO range up to $35/share ,CSCO,1 +4/15/2019 23:26,Goldman Sachs Downgrades Cisco $CSCO to Buy ,CSCO,0 +4/15/2019 3:49,Axa Raised Position in Cisco Sys INC $CSCO ,CSCO,1 +4/13/2019 16:14,"Cisco $CSCO is higher for a 4th month, currently +4.9% at $56.29.A challenge of the March 2000 tech bubble high of¡K ",CSCO,1 +4/11/2019 3:32,Cadence Capital Management LLC Trimmed Cisco Sys INC $CSCO Holding as Market Valuation Rose ,CSCO,0 +4/8/2019 16:42,Investors Sell Shares of Cisco Systems $CSCO on Strength $CSCO ,CSCO,0 +4/7/2019 6:26,Traders Sell Shares of Cisco Systems $CSCO on Strength $CSCO ,CSCO,0 +4/6/2019 4:32,Wells Fargo & Company Continues to Hold Position in Cisco Sys INC $CSCO ,CSCO,1 +4/5/2019 16:20,"$CSCO settled +7cents to $55.21, and that made for a black candle, which lean s/t bearish. This is a sector/main ma¡K ",CSCO,1 +4/4/2019 3:27,Guggenheim Capital LLC Lowered Cisco Sys INC $CSCO Position by $14.34 Million ,CSCO,0 +4/3/2019 18:31,"$CSCO another day, another higher close. #Beast ",CSCO,1 +4/3/2019 6:59,"Cisco Systems, Inc. $CSCO Announces Quarterly Dividend of $0.35 #markets",CSCO,1 +4/3/2019 6:59,"Cisco Systems, Inc. $CSCO Announces Quarterly Dividend of $0.35 #stocks",CSCO,1 +4/2/2019 16:19,"$CSCO remains scary strong, settling +0.6% at $55.29. A push to the March 2000 tech bubble high remains on the menu. ",CSCO,1 +4/1/2019 16:21,"$CSCO settled +1.8% at $54.98. The stock is scary strong, making a push to the March 2000 tech bubble high. FPE 16s¡K ",CSCO,1 +4/1/2019 15:58,$CSCO continues to beast this year. Took out previous highs and on the move ,CSCO,1 +3/31/2019 16:23,"$CSCO soared for a third month, settling +4.3% to $53.99.The stock is clearly set to test the March 2000 high of $¡K ",CSCO,1 +3/30/2019 18:19,"Cisco Systems, Inc. $CSCO Expected to Post Earnings of $0.77 Per Share ",CSCO,1 +3/30/2019 9:07,Traders Sell Shares of Cisco Systems $CSCO on Strength $CSCO #stocks,CSCO,0 +3/30/2019 8:19,"Cisco Systems, Inc. $CSCO To Go Ex-Dividend on April 4th #markets",CSCO,1 +3/29/2019 9:35,"Tristate Cap Hldgs $TSC Holder Northpointe Capital Has Decreased Its Stake; As Cisco Systems $CSCO Stock Rose, Hold¡K ",CSCO,0 +3/28/2019 23:35,"Q2 2020 EPS Estimates for Cisco Systems, Inc. $CSCO Raised by Analyst ",CSCO,1 +3/27/2019 8:57,Cisco Sys $CSCO Market Value Rose While Cwm Decreased Its Holding by $13.56 Million; As Wynn Resorts LTD $WYNN Shar¡K ,CSCO,0 +3/27/2019 5:00,Cisco Systems INC $CSCO Stock Rose While Edge Wealth Management LLC Decreased Position ,CSCO,0 +3/25/2019 13:48,"Cisco Systems $CSCO Market Value Rose While High Pointe Capital Management Has Decreased Stake by $300,140; Sun Val¡K ",CSCO,0 +3/25/2019 9:24,Staley Capital Advisers Has Lowered Cisco Systems $CSCO Holding by $2.29 Million as Share Price Rose; As Qualcomm¡K ,CSCO,0 +3/25/2019 5:04,New Vernon Investment Management Lowered Its Position in Cisco Sys $CSCO by $1.07 Million; Institutional Venture Ma¡K ,CSCO,0 +3/25/2019 3:15,Menora Mivtachim Holdings LTD Stake in Cisco Sys $CSCO Has Raised by $22.96 Million as Stock Value Rose; Hilltop Ho¡K ,CSCO,1 +3/25/2019 3:10,"As Cisco Sys $CSCO Valuation Rose, Holder Trillium Asset Management Has Decreased Its Position; Exact Sciences¡K ",CSCO,0 +3/25/2019 2:02,"Cisco Systems, Inc. $CSCO Expected to Post Quarterly Sales of $12.89 Billion ",CSCO,1 +3/24/2019 12:19,"As Cisco Systems $CSCO Share Price Rose, Campbell Newman Asset Management Lowered Holding by $986,420;¡K ",CSCO,0 +3/24/2019 7:17,"Cisco Sys $CSCO Holder Willingdon Wealth Management Lowered Its Stake by $776,881; Bartlett & Co Has Upped Nike¡K ",CSCO,0 +1/18/2020 3:12,"RT @SwingTradeBot: $KO technical alerts: New 52 Week High, Upper Bollinger Band Walk, and New 52 Week Closing High ",KO,1 +1/18/2020 2:52,COCA-COLA HBC A/ADR $CCHGY Lowered to Sell at Zacks Investment Research ,KO,0 +1/17/2020 13:38,Coca-Cola European Partners $CCEP Rating Increased to Overweight at JPMorgan Chase & Co. #stocks,KO,1 +1/17/2020 8:53,The Coca-Cola $KO Reaches New 52-Week High at $57.15 ,KO,1 +1/17/2020 4:11,"Nancy Quan Sells 10,000 Shares of The Coca-Cola Co $KO Stock ",KO,0 +1/17/2020 3:35,Coca-Cola: Forecasting A February Dividend Increase $KOLong er eom 57.5-60 ,KO,1 +1/17/2020 3:31,"Brian John Smith Sells 25,000 Shares of The Coca-Cola Co $KO Stock ",KO,0 +1/17/2020 3:22,$KO - Coca-Cola: Forecasting A February Dividend Increase. Keep reading: #investing #economy #trading,KO,1 +1/16/2020 5:54,"Brian John Smith Sells 25,000 Shares of The Coca-Cola Co $KO Stock #markets",KO,0 +1/16/2020 5:53,"The Coca-Cola Co $KO COO Brian John Smith Sells 25,000 Shares of Stock ",KO,0 +1/15/2020 4:12,Jefferies Financial Group Raises COCA-COLA HBC A/ADR FY2019 Earnings Estimates to $1.57 EPS (Previously $1.55).¡K ,KO,1 +1/13/2020 16:28,Coca-Cola Consolidated Inc $COKE Declares $0.25 Quarterly Dividend #stocks,KO,1 +1/11/2020 9:26,The Coca-Cola $KO Rating Increased to Outperform at Credit Suisse Group ,KO,1 +1/10/2020 18:10,The Coca-Cola $KO Upgraded by Credit Suisse Group to Outperform #stocks,KO,1 +1/10/2020 14:12,$COKE - Coca-Cola Consolidated declares $0.25 dividend ,KO,1 +1/10/2020 10:53,The Coca-Cola $KO Sets New 52-Week High at $55.93 #stocks,KO,1 +1/9/2020 12:11,"$KO 55.5Cwas $0.01 yesterdaynow $0.09-$0.10Unfortunately, my entry is higher than $0.10??????????????",KO,1 +1/9/2020 7:07,"Coca-Cola shares rise after Credit Suisse upgrades the stock, predicts 20% rally ",KO,1 +1/9/2020 3:16,COCA-COLA HBC A/ADR $CCHGY Downgraded by Zacks Investment Research ,KO,0 +1/6/2020 13:33,"Coca-Cola $KO buys Fairlife, applauding the brand's response to animal abuse video",KO,1 +1/5/2020 5:30,Coca-Cola European Partners $CCEP Lifted to ¡§Buy¡¨ at Zacks Investment Research ,KO,1 +1/2/2020 3:04,Coca-Cola European Partners $CCEP Downgraded by Zacks Investment Research to ¡§Hold¡¨ ,KO,0 +1/1/2020 17:48,Coca-Cola European Partners $CCEP Downgraded by Zacks Investment Research #stocks,KO,0 +12/30/2019 11:42,?? Dividend Ideas: Coca-Cola Will Not Surprise Investors With Its Upcoming Dividend Hike via¡K ,KO,1 +12/29/2019 3:27,Coca-Cola Consolidated $COKE Upgraded by BidaskClub to ¡§Hold¡¨ ,KO,1 +12/28/2019 1:04,Coca-Cola Consolidated $COKE Upgraded at BidaskClub #markets,KO,1 +12/27/2019 0:12,BidaskClub Upgrades Coca-Cola Consolidated $COKE to ¡§Hold¡¨ ,KO,1 +12/26/2019 12:32,Aurora Cannabis Shares Pullback From Session High Following Report Coca-Cola Does Not Have Plans To Enter CBD Marke¡K ,KO,1 +12/26/2019 4:21,Coca-Cola Consolidated $COKE Upgraded to Hold at BidaskClub ,KO,1 +12/26/2019 2:49,Coca-Cola European Partners $CCEP Rating Increased to Buy at Zacks Investment Research ,KO,1 +12/26/2019 2:14,"Insider Selling: The Coca-Cola Co $KO VP Sells $4,959,574.77 in Stock #markets",KO,0 +12/25/2019 2:15,"The Coca-Cola Co $KO VP Sells $4,959,574.77 in Stock ",KO,0 +12/23/2019 12:00,"Insider Selling: The Coca-Cola Co $KO VP Sells 90,289 Shares of Stock #stocks",KO,0 +12/19/2019 12:00,"Coca-Cola is under fire for trying to convince teenagers and moms that its sugary drinks are healthy, despite conce¡K ",KO,0 +12/14/2019 6:56,Coca-Cola Amatil $CCLAF Trading Up 1.1% #stocks,KO,1 +12/14/2019 6:31,The Coca-Cola $KO Price Target Raised to $61.00 at Deutsche Bank ,KO,1 +12/14/2019 6:30,The Coca-Cola $KO PT Raised to $61.00 #stocks,KO,1 +12/12/2019 8:23,The Coca-Cola $KO Price Target Raised to $61.00 #stocks,KO,1 +12/11/2019 10:46,TREND REVERSAL DOWN ALERT: $KO CocaCola Co ?? TradeIdeas via to FREE Trading Room,KO,0 +12/9/2019 3:48,Argus Downgrades Coca-Cola European Partners $CCEP to Hold #stocks,KO,0 +12/9/2019 2:15,Coca-Cola European Partners $CCEP Upgraded to Hold by ValuEngine ,KO,1 +12/8/2019 3:03,Coca-Cola European Partners $CCEP Rating Lowered to Hold at Argus ,KO,0 +12/4/2019 11:53,Coca-Cola $KO buys back into Super Bowl ad game,KO,1 +12/1/2019 17:10,$KO $KR Carlyles Acosta Files Bankruptcy as Marketing Budgets Dry Up via ,KO,0 +11/28/2019 5:16,The Coca-Cola Target of Unusually High Options Trading $KO ,KO,1 +11/27/2019 9:42,$KO well-l that¡¦s my strike point for my call alert...how much higher can it go,KO,1 +11/26/2019 16:55,Since Launching TIP service: $CONE SOLD 60% L$CRWD Down 94%$TTWO Down 97%$BYND Down 48% $KO Up 165%$SERV Up 13¡K ,KO,0 +11/24/2019 7:39,RT @business: Sweden will become the first market where all Coca-Cola products are sold in fully recycled plastic bottles ,KO,0 +11/24/2019 4:46,Sweden will become the first market where all Coca-Cola products are sold in fully recycled plastic bottles ,KO,0 +11/23/2019 12:30,Sweden will become the first market where all Coca-Cola products are sold in fully recycled plastic bottles. ,KO,0 +11/23/2019 2:04,Sweden will become the first market where all Coca-Cola products are sold in fully recycled plastic bottles as the¡K ,KO,0 +11/20/2019 23:08,The Coca-Cola $KO Given Buy Rating at Evercore ISI ,KO,1 +11/20/2019 10:37,I Sold My Coca-Cola And PepsiCo Stocks. Read more and get updates on any stock! #investing #economy #business,KO,0 +11/19/2019 9:22,"Stay patient and hang in there. $SERV, $TWTR, $TTWO are down less than 25 cents today. $KO is green. $BYND AND¡K ",KO,0 +11/18/2019 2:31,Jefferies Financial Group Raises COCA-COLA HBC A/ADR FY2021 Earnings Estimates to $1.88 EPS (Previously $1.86).¡K ,KO,1 +11/17/2019 19:27,Coca-Cola Consolidated $COKE Upgraded to Sell by BidaskClub #markets,KO,1 +11/17/2019 19:23,Coca-Cola Consolidated $COKE Upgraded to Sell by BidaskClub ,KO,1 +11/17/2019 19:13,Coca-Cola Consolidated $COKE Rating Increased to Sell at BidaskClub ,KO,1 +11/17/2019 6:28,The Coca-Cola $KO Given Buy Rating at Evercore ISI #stocks,KO,1 +11/16/2019 23:11,Coca-Cola Consolidated $COKE Upgraded at ValuEngine #markets,KO,1 +11/14/2019 18:47,Coca-Cola Consolidated $COKE Upgraded to Sell by ValuEngine ,KO,1 +11/13/2019 22:53,Coca-Cola Consolidated $COKE Rating Increased to Sell at BidaskClub #stocks,KO,1 +11/13/2019 0:19,Coca-Cola Consolidated $COKE Stock Rating Upgraded by ValuEngine ,KO,1 +11/13/2019 0:15,Coca-Cola Consolidated $COKE Stock Rating Upgraded by ValuEngine #stocks,KO,1 +11/6/2019 22:17,"Coca-Cola Consolidated $COKE Announces Earnings Results, Misses Expectations By $0.12 EPS ",KO,0 +11/6/2019 19:22,"Coca-Cola Consolidated $COKE Releases Quarterly Earnings Results, Misses Estimates By $0.12 EPS ",KO,0 +11/6/2019 19:21,"Coca-Cola Consolidated $COKE Releases Quarterly Earnings Results, Misses Estimates By $0.12 EPS #stocks",KO,0 +11/6/2019 15:36,Coca-Cola chooses plastic bottle collection over aluminum cans to cut carbon footprint ,KO,0 +11/6/2019 10:21,Coca-Cola chooses plastic bottle collection over aluminium cans to cut carbon footprint #aluminium #matprem¡K ,KO,0 +11/4/2019 2:05,Investment Analysts¡¦ Recent Ratings Updates for The Coca-Cola $KO #stocks,KO,1 +11/4/2019 2:02,Investment Analysts¡¦ Recent Ratings Updates for The Coca-Cola $KO ,KO,1 +11/3/2019 19:24,Coca-Cola European Partners $CCEP Upgraded to ¡§Sell¡¨ at ValuEngine #stocks,KO,0 +11/3/2019 3:10,"Nancy Quan Sells 24,000 Shares of The Coca-Cola Co $KO Stock ",KO,0 +11/2/2019 13:46,"Notable inside week follow-up: $KO down 50 cents then back in range, $ROKU up almost 15 points! $ATVI turned into¡K ",KO,0 +11/2/2019 6:25,Coca-Cola Consolidated Inc $COKE Sees Large Drop in Short Interest #stocks,KO,0 +11/1/2019 22:52,Coca-Cola European Partners $CCEP Stock Rating Upgraded by ValuEngine ,KO,1 +11/1/2019 15:37,"The Coca-Cola Co $KO SVP Sells $1,293,600.00 in Stock #stocks",KO,0 +11/1/2019 9:33,RT @MarketsTicker: Coca-Cola Femsa upgraded to buy from neutral at BofA Merrill Lynch,KO,1 +10/31/2019 2:50,Zacks Investment Research Downgrades Coca-Cola European Partners $CCEP to Sell ,KO,0 +10/27/2019 10:56,Coca-Cola Consolidated $COKE Stock Rating Lowered by BidaskClub ,KO,0 +10/26/2019 3:22,The Coca-Cola Co $KO SVP Lisa Chang Purchases 500 Shares ,KO,1 +10/26/2019 3:22,"The Coca-Cola Co $KO SVP Buys $27,275.00 in Stock ",KO,1 +10/25/2019 15:28,BidaskClub Downgrades Coca-Cola Consolidated $COKE to Strong Sell #stocks,KO,0 +10/25/2019 15:27,BidaskClub Downgrades Coca-Cola Consolidated $COKE to Strong Sell ,KO,0 +10/25/2019 15:21,"The Coca-Cola Co $KO SVP Acquires $27,275.00 in Stock ",KO,1 +10/25/2019 15:20,"The Coca-Cola Co $KO SVP Acquires $27,275.00 in Stock #stocks",KO,1 +10/25/2019 1:40,"Insider Selling: The Coca-Cola Co $KO SVP Sells 18,389 Shares of Stock #markets",KO,0 +10/24/2019 17:55,Coca-Cola Consolidated $COKE Downgraded by BidaskClub to ¡§Strong Sell¡¨ ,KO,0 +10/24/2019 17:53,The Coca-Cola $KO Upgraded to Buy at UBS Group #stocks,KO,1 +10/24/2019 17:42,The Coca-Cola $KO Upgraded to Buy at UBS Group ,KO,1 +10/24/2019 9:13,$CCEP - Coca-Cola European Partners declares $0.69 dividend ,KO,1 +10/24/2019 5:20,$CCEP - Coca-Cola European Partners misses on revenue ,KO,0 +10/23/2019 11:33,"Coca-Cola upgrade, Walgreens downgrade among today's top analyst calls $KO $WBA $SNAP $BIIB $NOW¡K ",KO,0 +10/23/2019 7:38,Fly Intel: Top five analyst upgrades $KO $BIIB $SNAP $TRV $PPL ,KO,1 +10/23/2019 5:09,The Coca-Cola $KO Raised to ¡§Buy¡¨ at UBS Group #stocks,KO,1 +10/23/2019 4:32,Coca-Cola Consolidated Inc $COKE Announces Quarterly Dividend of $0.25 ,KO,1 +10/23/2019 1:55,"The Coca-Cola Co $KO SVP James L. Dinkins Sells 18,389 Shares ",KO,0 +10/22/2019 12:42,The Coca-Cola $KO Price Target Raised to $55.00 ,KO,1 +10/22/2019 5:17,Coca-Cola Consolidated Inc $COKE to Issue $0.25 Quarterly Dividend #stocks,KO,1 +10/20/2019 22:41,Jefferies Financial Group Analysts Boost Earnings Estimates for The Coca-Cola Co $KO #stocks,KO,1 +10/20/2019 22:40,Jefferies Financial Group Raises The Coca-Cola Q3 2019 Earnings Estimates to $0.56 EPS (Previously $0.55). $KO #KO,KO,1 +10/19/2019 11:25,Coca-Cola Amatil $BKQNY Downgraded by Citigroup ,KO,0 +10/18/2019 20:24,The Coca-Cola $KO Shares Gap Up to $53.79 #markets,KO,1 +10/18/2019 16:39,The industry average Profit Margin is 8.44%. $KO outperforms 83% of its industry peers. ,KO,1 +10/18/2019 10:02,.@JimCramer breaks down why earnings from #StockoftheDay Coca-Cola had nothing to do with the consumer. Catch the l¡K ,KO,0 +10/18/2019 8:16,Shares of Coca-Cola drift higher on mixed September-quarter campaign. $KO ,KO,1 +10/18/2019 6:49,"Share a Coke with @JimCramer? Jim breaks down #StockoftheDay Coca-Cola $KO earnings, the cloud kings and Brexit wit¡K ",KO,0 +10/18/2019 5:55,RT @TradingNation: Share of Coca-Cola popping in the premarket after the beverage giant topped Wall Street revenue estimates and raised ful¡K,KO,1 +10/18/2019 5:10,Many false starts on Coke finding balance but note +3% pricing in US & Europe with volume +1% $KO,KO,1 +10/18/2019 4:34,Coke beats on sales. Meets on earnings. Good enough? $KO up more than 1% #premarket.,KO,1 +10/18/2019 4:24,$KO Coca-Cola stock jumps as strong sales of Coke Zero Sugar continue to drive revenue growth¡K ,KO,1 +10/18/2019 4:14,#CocaCola Trades Higher On Q3 Sales Beat $KO #premarket via @benzinga,KO,1 +10/18/2019 4:14,$KO misses the Estimize EPS Consensus by 2c and the Estimize Revenue Consensus by $23.37M. Reports FQ3 earnings of¡K ,KO,0 +10/18/2019 2:00,"Coca-Cola Continues To Beat Estimates As It Slows Hiring, Moves Jobs Overseas - ",KO,1 +10/15/2019 5:31,Coca-Cola European Partners $CCEP Raised to ¡§Hold¡¨ at Zacks Investment Research ,KO,1 +10/14/2019 4:58,$PEP $KO $MNST - Singapore cracks down on high-sugar drinks ,KO,0 +10/13/2019 22:56,Jefferies Financial Group Raises COCA-COLA HBC A/ADR FY2019 Earnings Estimates to $1.54 EPS (Previously $1.53).¡K ,KO,1 +10/8/2019 7:54,Coca-Cola European Partners $CCEP Downgraded to Sell at Zacks Investment Research #stocks,KO,0 +10/6/2019 8:47,Coca-Cola Consolidated $COKE Lowered to Strong Sell at ValuEngine ,KO,0 +10/4/2019 5:43,Trading Ideas: COCA-COLA SHORT TERM SELL DOWN ?? FREE trade-of-week via ?¡K ,KO,0 +10/3/2019 5:39,Coca-Cola Consolidated $COKE Cut to ¡§Strong Sell¡¨ at ValuEngine ,KO,0 +10/3/2019 5:38,Coca-Cola Consolidated $COKE Cut to ¡§Strong Sell¡¨ at ValuEngine #stocks,KO,0 +10/2/2019 7:29,Highlight: @Kristinreports on the drop in $MNST: ¡§This comes after Coca-Cola launched its own energy drink called C¡K ,KO,0 +10/2/2019 7:14,$MNST:Analyst Downgrades Monster Beverage On Coca-Cola Concerns:,KO,0 +10/1/2019 11:47,COCA-COLA HBC A/ADR $CCHGY Trading Down 0.2% #stocks,KO,0 +10/1/2019 1:00,Zacks Investment Research Upgrades Coca-Cola European Partners $CCEP to Hold ,KO,1 +9/28/2019 6:40,Coca-Cola European Partners $CCEP Upgraded to Hold at Zacks Investment Research #stocks,KO,1 +9/26/2019 13:40,Manhattan's Historic Coca-Cola Building Sells For $955 Million ,KO,0 +9/26/2019 12:49,Manhattan¡¦s historic Coca-Cola building sells for $955 million ,KO,0 +9/22/2019 23:30,Coca-Cola European Partners $CCEP Cut to Sell at Zacks Investment Research ,KO,0 +9/19/2019 1:19,"The Coca-Cola Co $KO SVP Sells $7,204,630.55 in Stock ",KO,0 +9/17/2019 17:50,The industry average ROE is 19.59%. $KO outperforms 89% of its industry peers. ,KO,1 +9/17/2019 8:03,$KO $MCD $MMM $NKE $PFE $MRK:Got a Minute? Jim Cramer Breaks Down the Markets and Ticker Tape:,KO,0 +9/16/2019 12:11,"The Coca-Cola Co $KO SVP Francisco Crespo Sells 130,637 Shares #stocks",KO,0 +9/16/2019 12:09,"The Coca-Cola Co $KO SVP Francisco Crespo Sells 130,637 Shares ",KO,0 +9/14/2019 22:35,Coca-Cola Consolidated $COKE Downgraded by BidaskClub ,KO,0 +9/13/2019 14:26,The Coca-Cola Sees Unusually High Options Volume $KO ,KO,1 +9/13/2019 1:18,"The Coca-Cola Co $KO COO Sells $3,292,200.00 in Stock ",KO,0 +9/12/2019 5:22,The Coca-Cola Co $KO Declares Quarterly Dividend of $0.40 #markets,KO,1 +9/12/2019 5:01,The Coca-Cola Co $KO Declares Quarterly Dividend of $0.40 ,KO,1 +9/11/2019 4:55,The Coca-Cola Co $KO To Go Ex-Dividend on September 13th ,KO,1 +9/10/2019 13:41,"The Coca-Cola Co $KO COO Sells $3,292,200.00 in Stock #stocks",KO,0 +9/8/2019 22:50,Coca-Cola Consolidated $COKE Cut to Hold at BidaskClub ,KO,0 +9/6/2019 22:31,COCA-COLA HBC A/ADR $CCHGY Stock Rating Lowered by Zacks Investment Research ,KO,0 +9/6/2019 8:33,Coca-Cola Consolidated $COKE Downgraded by BidaskClub to Hold ,KO,0 +9/4/2019 10:57,A lot of stodgy consumer companies hitting all-time highs today. $KO $MDLZ $WMT $PEP $WEN $UN $BF.B. $HSY. And then¡K ,KO,1 +9/4/2019 8:01,The Coca-Cola $KO Reaches New 12-Month High at $55.60 ,KO,1 +9/4/2019 5:45,$KO $PEP $JNJ:Forget Coca-Cola: Here Are 2 Better Dividend Stocks:,KO,1 +9/4/2019 4:27,Cathay Pacific chairman steps down amid Hong Kong protests $KO #KO #Protestsanddemonstrations¡K ,KO,0 +9/3/2019 6:19,Coca-Cola $KO CFO Meeting Increases Confidence in Estimates - Morgan Stanley ,KO,1 +8/30/2019 4:04,$MCD $KO $CAT:It May Be Too Late to Buy Dividend Aristocrats¡¦ Stocks:,KO,1 +8/27/2019 20:03,The Coca-Cola $KO Hits New 1-Year High at $54.84 ,KO,1 +8/27/2019 20:01,The Coca-Cola $KO Reaches New 52-Week High at $54.84 #stocks,KO,1 +8/24/2019 4:03,"The Biggest U.S. Public Pension Bought Up Coca-Cola and McDonald¡¦s Stock, and Sold Apple ",KO,0 +8/23/2019 1:51,"Insider Selling: The Coca-Cola Co $KO SVP Sells 24,000 Shares of Stock ",KO,0 +8/23/2019 1:15,"The Coca-Cola Co $KO Insider Sells $7,929,260.00 in Stock ",KO,0 +8/21/2019 16:20,Coca-Cola Amatil will reward shareholders with a 4? a share special dividend from the sale of its loss-making SPC f¡K ,KO,1 +8/20/2019 14:48,"The Coca-Cola Co $KO Insider Nikolaos Koumettis Sells 146,000 Shares ",KO,0 +8/20/2019 14:46,"The Coca-Cola Co $KO SVP Sells $1,306,320.00 in Stock #stocks",KO,0 +8/20/2019 14:46,"The Coca-Cola Co $KO Insider Nikolaos Koumettis Sells 146,000 Shares #stocks",KO,0 +8/19/2019 0:02,BidaskClub Upgrades Coca-Cola Consolidated $COKE to ¡§Buy¡¨ ,KO,1 +8/16/2019 9:04,Lisa Chang Acquires 500 Shares of The Coca-Cola Co $KO Stock ,KO,1 +8/16/2019 9:04,The Coca-Cola Co $KO SVP Lisa Chang Acquires 500 Shares of Stock #markets,KO,1 +8/16/2019 2:01,COCA-COLA HBC A/ADR $CCHGY Raised to Hold at Zacks Investment Research #stocks,KO,1 +8/15/2019 2:32,COCA-COLA HBC A/ADR $CCHGY Raised to ¡§Hold¡¨ at Zacks Investment Research ,KO,1 +8/14/2019 9:09,Coca-Cola European Partners $CCEP Upgraded to Hold by ABN Amro ,KO,1 +8/13/2019 1:55,ABN Amro Upgrades Coca-Cola European Partners (CCEP:NA) $CCEP to Hold ,KO,1 +8/12/2019 10:03,Coca-Cola Consolidated $COKE Upgraded at BidaskClub ,KO,1 +8/11/2019 23:38,Jefferies Financial Group Raises Coca-Cola European Partners Q4 2019 Earnings Estimates to $0.67 EPS (Previously $0¡K ,KO,1 +8/7/2019 15:33,Coca-Cola Consolidated $COKE Trading Up 10.7% Following Strong Earnings #markets,KO,1 +8/7/2019 15:32,Coca-Cola Consolidated $COKE Stock Price Up 10.7% on Better-Than-Expected Earnings ,KO,1 +8/7/2019 15:26,"Coca-Cola Consolidated $COKE Issues Earnings Results, Beats Estimates By $3.09 EPS #stocks",KO,1 +8/5/2019 14:17,Coca-Cola Consolidated $COKE Lowered to Hold at ValuEngine ,KO,0 +8/3/2019 14:45,Coca-Cola Consolidated $COKE Downgraded by ValuEngine to Hold ,KO,0 +8/1/2019 21:32,Coca-Cola Consolidated $COKE Downgraded by ValuEngine #markets,KO,0 +8/1/2019 21:08,Coca-Cola European Partners $CCEP Lowered to ¡§Hold¡¨ at ValuEngine #stocks,KO,0 +8/1/2019 1:39,"The Coca-Cola Co $KO Insider Sells $2,443,302.50 in Stock ",KO,0 +7/31/2019 6:21,The Coca-Cola $KO Given Buy Rating at Morgan Stanley ,KO,1 +7/31/2019 1:24,Weekly Investment Analysts¡¦ Ratings Updates for The Coca-Cola $KO #stocks,KO,1 +7/30/2019 14:41,Short Interest in Coca-Cola Consolidated Inc $COKE Increases By 8.2% #markets,KO,1 +7/30/2019 14:41,Short Interest in Coca-Cola Consolidated Inc $COKE Increases By 8.2% ,KO,1 +7/29/2019 14:40,"James L. Dinkins Sells 45,875 Shares of The Coca-Cola Co $KO Stock ",KO,0 +7/28/2019 12:14,The Coca-Cola $KO Price Target Raised to $59.00 at JPMorgan Chase & Co. ,KO,1 +7/28/2019 12:09,The Coca-Cola $KO Receives Buy Rating from Royal Bank of Canada ,KO,1 +7/28/2019 11:59,SunTrust Banks Raises The Coca-Cola $KO Price Target to $60.00 ,KO,1 +7/28/2019 9:54,The Coca-Cola $KO Earns Buy Rating from Bank of America ,KO,1 +7/28/2019 2:10,"Insider Selling: The Coca-Cola Co $KO Insider Sells 9,126 Shares of Stock ",KO,0 +7/28/2019 2:10,"Insider Selling: The Coca-Cola Co $KO SVP Sells $747,600.00 in Stock ",KO,0 +7/27/2019 10:14,The Coca-Cola $KO Price Target Raised to $60.00 ,KO,1 +7/26/2019 13:50,The Coca-Cola $KO PT Raised to $52.00 #stocks,KO,1 +7/26/2019 13:49,JPMorgan Chase & Co. Increases The Coca-Cola $KO Price Target to $59.00 ,KO,1 +7/26/2019 5:30,"The Coca-Cola $KO Posts Quarterly Earnings Results, Beats Estimates By $0.01 EPS ",KO,1 +7/25/2019 18:02,"The Coca-Cola Co $KO SVP Beatriz R. Perez Sells 14,000 Shares #stocks",KO,0 +7/25/2019 17:33,"Jennifer K. Mann Sells 9,126 Shares of The Coca-Cola Co $KO Stock #stocks",KO,0 +7/25/2019 15:46,$TWTR better beat estimates tomorrow. They are able to get $KO to advertise RTD coffee in the #ClintonBodyCount has¡K ,KO,1 +7/25/2019 12:01,The Coca-Cola $KO Price Target Raised to $52.00 at BMO Capital Markets ,KO,1 +7/24/2019 22:32,The Coca-Cola $KO Hits New 52-Week High After Better-Than-Expected Earnings ,KO,1 +7/24/2019 10:50,Morgan Stanley Raises The Coca-Cola $KO Price Target to $60.00 #stocks,KO,1 +7/24/2019 10:50,The Coca-Cola $KO PT Raised to $60.00 at Deutsche Bank #stocks,KO,1 +7/24/2019 7:58,Coca-Cola Consolidated Inc Declares Quarterly Dividend of $0.25 $COKE ,KO,1 +7/24/2019 3:58,Coca-Cola $KO PT Raised to $60 at RBC Capital ,KO,1 +7/24/2019 3:30,"Coke jumps after earnings, as cycles point higherArticle: ",KO,1 +7/24/2019 2:50,Coca-Cola $KO PT Raised to $60 at SunTrust ,KO,1 +7/24/2019 2:45,Citigroup Raises PT On Coca-Cola To $58 From $52 $KO,KO,1 +7/23/2019 17:12,$KO - Coca-Cola: Justifiably Higher With More Room To Climb ,KO,1 +7/23/2019 13:58,"RT @tpetruno: Surge in Q2 earnings pushes Coke $KO shares +$3.11, +6.1% to record $54.33. And still a 2.9% dividend yield. ",KO,1 +7/23/2019 11:48,$KO 52 week high $PEP looking to retake its 50ma,KO,1 +7/23/2019 11:41,"RT @SquawkStreet: Coca-Cola CEO James Quincey comments on the beverage company's stronger than expected earnings and raised guidance:""We¡K",KO,1 +7/23/2019 11:34,RT @ScottnearSMF: @sjsowa This one has normally low IVR. $KO ,KO,0 +7/23/2019 8:16,Coca-Cola CEO: 'The storm never arrived' as beverage giant raises revenue forecast ,KO,1 +7/23/2019 7:33,Coca-Cola Stock Moves Up as Management Raises Forecast for Sales ,KO,1 +7/23/2019 7:06,"Coca-Cola $KO shares hit all-time high after earnings exceed estimates, full-year revenue guidance raised.¡K ",KO,1 +7/23/2019 6:39,"The Coca-Cola $KO Posts Quarterly Earnings Results, Beats Estimates By $0.01 EPS #stocks",KO,1 +7/23/2019 6:38,Coca-Cola opens at record high ,KO,1 +7/23/2019 6:36,Coca-Cola is hitting fresh ALL-TIME highs right now after earnings. It¡¦s now up a little more than 10% year-to-¡K ,KO,1 +7/23/2019 6:35,"Dow opens up more than 120 points, fueled by Coca-Cola surging to new record high and United Technologies rising 2%¡K ",KO,1 +7/23/2019 6:17,"$KO: Coca-Cola beats by $0.02, beats on revs; reaffirms FY19 EPS, raises organic revenue growth guidance ",KO,1 +7/23/2019 5:53,"Coca-Cola raises revenue forecast after earnings beat, sending shares higher ",KO,1 +7/23/2019 5:51,RT @CNBCFuturesNow: Dow Futures pointing to a higher open after better-than-expected earnings from Coca-Cola and United Technologies ,KO,1 +7/23/2019 5:50,"Coca-Cola raises 2019 forecast on coffee, zero sugar soda boost ",KO,1 +7/23/2019 5:24,Coca-Cola Consolidated Inc Announces Quarterly Dividend of $0.25 $COKE #stocks,KO,1 +7/23/2019 4:55,Coca-Cola raises outlook as Costa Coffee acquisition boosts sales ,KO,1 +7/23/2019 4:52,"Coca-Cola raises 2019 forecast on coffee, zero sugar soda boost. Shares rally. ",KO,1 +7/23/2019 4:34,"$KO Coca-Cola raises 2019 forecast on coffee, zero sugar soda boost ",KO,1 +7/23/2019 4:25,$KO sold performance this quarter ??,KO,0 +7/23/2019 4:23,Here comes ?@CocaCola? CFO on ?@YahooFinance? fresh off its second quarter earnings beat ?@AlexisTVNews? $KO ,KO,1 +7/23/2019 4:09,This morning's winner for $KO is @Spekoliunas who beats 72 other analysts and the Wall Street Consensus - ,KO,1 +7/23/2019 4:09,$KO reports inline with the Estimize EPS Consensus and beats the Estimize Revenue Consensus by $274.11M. Reports FQ¡K ,KO,1 +7/23/2019 4:06,$KO Beats rev and eps,KO,1 +7/22/2019 11:37,Coca Cola $KO has earnings early TuesdayWill the stock open higher or lower?,KO,1 +7/20/2019 5:44,Coca-Cola Consolidated $COKE Downgraded to Sell at BidaskClub ,KO,0 +7/20/2019 5:01,The Coca-Cola Co $KO Declares $0.40 Quarterly Dividend #stocks,KO,1 +7/18/2019 8:41,The Coca-Cola Co to Issue Quarterly Dividend of $0.40 $KO #stocks,KO,1 +7/18/2019 7:11,$KO - Coca-Cola declares $0.40 dividend ,KO,1 +7/16/2019 7:43,"With Coca-Cola HBC Finance¡¦s recent £á730 mln special dividend and M&A, Moody¡¦s looks at how the world's third-large¡K ",KO,1 +7/10/2019 22:49,"Coca-Cola Hellenic (CCH:LN) $CCHGY PT Raised to GBp3,300 at Deutsche Bank ",KO,1 +7/9/2019 1:43,Coca-Cola European Partners $CCEP Downgraded by Zacks Investment Research ,KO,0 +7/4/2019 23:29,Morgan Stanley Increases The Coca-Cola $KO Price Target to $57.00 #markets,KO,1 +7/4/2019 23:29,Morgan Stanley Increases The Coca-Cola $KO Price Target to $57.00 #stocks,KO,1 +7/4/2019 23:25,Morgan Stanley Increases The Coca-Cola $KO Price Target to $57.00 ,KO,1 +7/3/2019 9:23,$SPY is at all time high $TSLA at all time low sure own sugar trash with 5% return $KO ,KO,0 +6/27/2019 10:16,$PEP $KO $SBUX $MCD:Crack open a cold one: PepsiCo testing canned water as it tries to cut down use of virgin pla¡K ,KO,0 +6/26/2019 19:38,Coca-Cola sits down for stake talks over coffee with CCD #ETIndustryNews ,KO,0 +6/26/2019 2:35,$APRN $FIZZ $KO $LULU $PEP:LaCroix Fights Sales Drop as Rivals Bubble Up:,KO,0 +6/25/2019 5:33,$BABA $TM $KO $INTC $V:Coca-Cola & China Firm to Sponsor Olympics: Trade War at Bay?:,KO,0 +6/24/2019 12:16,$KO still hitting a new high on this hot summer day ,KO,1 +6/23/2019 13:04,What Dividend Investors Should Do With Their Coca-Cola Shares - ,KO,1 +6/23/2019 12:16,?? Dividend Ideas: What Dividend Investors Should Do With Their Coca-Cola Shares via ?¡K ,KO,1 +6/23/2019 12:09,$KO - What Dividend Investors Should Do With Their Coca-Cola Shares ,KO,1 +6/20/2019 9:34,$KO - Coca-Cola Isn't Pricing In Growth Challenges ,KO,1 +6/14/2019 6:44,"on $MNST - $KO 's lock up on $MNST shares expired yesterday, spec that they are selling down their shares after a 4 yr mandatory hold",KO,0 +6/14/2019 5:39,"Jennifer K. Mann Sells 9,000 Shares of The Coca-Cola Co $KO Stock #stocks",KO,0 +6/13/2019 4:55,Coca-Cola Consolidated $COKE Rating Lowered to Hold at BidaskClub #markets,KO,0 +6/13/2019 4:55,Coca-Cola Consolidated $COKE Rating Lowered to Hold at BidaskClub #stocks,KO,0 +6/13/2019 3:57,The Coca-Cola Target of Unusually High Options Trading $KO #stocks,KO,1 +6/13/2019 3:28,"The Coca-Cola Co $KO Insider Sells $466,920.00 in Stock ",KO,0 +6/12/2019 7:21,"Insider Selling: The Coca-Cola Co $KO Insider Sells 9,000 Shares of Stock ",KO,0 +6/10/2019 18:51,"?? Dividend Ideas: Momentum Could Take Coca-Cola Higher, But You Should Not Participate via¡K ",KO,1 +6/10/2019 17:38,$KO $PEP:Did Hedge Funds Drop The Ball On The Coca-Cola Company (KO) ?:,KO,0 +6/8/2019 23:01,COCA-COLA HBC A/ADR $CCHGY Upgraded to Overweight by Barclays #stocks,KO,1 +6/8/2019 2:21,The Coca-Cola $KO Upgraded to Buy at Zacks Investment Research ,KO,1 +6/8/2019 2:19,The Coca-Cola $KO Upgraded to Buy at Zacks Investment Research #markets,KO,1 +6/8/2019 1:48,"Insider Selling: The Coca-Cola Co $KO SVP Sells 30,412 Shares of Stock ",KO,0 +6/7/2019 3:39,The Coca-Cola $KO Upgraded to Buy at Zacks Investment Research #stocks,KO,1 +6/7/2019 0:53,COCA-COLA HBC A/ADR $CCHGY Hits New 12-Month High at $36.69 ,KO,1 +6/6/2019 14:30,"Robert Edward Long Sells 30,412 Shares of The Coca-Cola Co $KO Stock #markets",KO,0 +6/6/2019 14:30,"Robert Edward Long Sells 30,412 Shares of The Coca-Cola Co $KO Stock #stocks",KO,0 +6/6/2019 8:34,#McDonalds and Coca-Cola Made New All-Time Highs Today.$MCD $KO #coke,KO,1 +6/5/2019 14:17,"Francisco Crespo Sells 125,948 Shares of The Coca-Cola Co $KO Stock #stocks",KO,0 +6/5/2019 14:16,"The Coca-Cola Co $KO VP John Murphy Sells 84,400 Shares #stocks",KO,0 +6/4/2019 13:22,$FIZZ $KO $PEP $PBJ $SPX $DJIA:The Ratings Game: LaCroix sales are down now but could pop during the summer:,KO,0 +6/4/2019 11:18,$KO:3 Dividend Stocks That Pay You Better Than Coca-Cola Does:,KO,1 +6/3/2019 8:37,"RT @OptionsAction: The Dow getting smacked down in May, but Carter Worth and @Michael_Khouw says one refreshing name could get a pop. $KO h¡K",KO,0 +5/24/2019 3:09,Bainco International Investors Upped Holding in Coca Cola Co Com $KO by $6.05 Million ,KO,1 +5/24/2019 2:59,The Coca-Cola $KO Cut to Hold at Zacks Investment Research #stocks,KO,0 +5/23/2019 3:24,Coca-Cola European Partners $CCEP PT Raised to $61 at Deutsche Bank ,KO,1 +5/22/2019 8:15,Can The Coca-Cola Company $KO's Tomorrow Be Different? The Stock Increases Again ,KO,1 +5/22/2019 3:36,The Coca-Cola $KO Downgraded by Zacks Investment Research to ¡§Hold¡¨ ,KO,0 +5/21/2019 7:49,Can Coca-Cola European Partners plc $CCEP's Tomorrow be Different? The Stock Just Broke Its High ,KO,1 +5/21/2019 4:25,Stock Traders Buy Large Volume of Put Options on The Coca-Cola $KO ,KO,0 +5/21/2019 2:35,The Coca-Cola $KO Raised to ¡§Buy¡¨ at Zacks Investment Research ,KO,1 +5/19/2019 3:19,"Insider Selling: The Coca-Cola Co $KO VP Sells 13,000 Shares of Stock #markets",KO,0 +5/18/2019 10:35,"The Coca-Cola Co $KO VP Bernhard Goepelt Sells 13,000 Shares #markets",KO,0 +5/18/2019 10:35,"The Coca-Cola Co $KO VP Bernhard Goepelt Sells 13,000 Shares #stocks",KO,0 +5/18/2019 4:05,Coca Cola Co $KO Shareholder Chilton Capital Management LLC Has Upped Its Stake by $9.44 Million as Market Valuatio¡K ,KO,1 +5/18/2019 2:45,"Nancy Quan Sells 23,320 Shares of The Coca-Cola Co $KO Stock #stocks",KO,0 +5/17/2019 2:42,"Nancy Quan Sells 23,320 Shares of The Coca-Cola Co $KO Stock ",KO,0 +5/16/2019 22:33,BidaskClub Downgrades Coca-Cola Consolidated $COKE to Buy ,KO,0 +5/16/2019 1:48,Coca-Cola and other major consumer brands vow to cut plastic pollution ,KO,0 +5/15/2019 16:19,Coca-Cola and other major consumer brands vow to cut plastic waste by 10 million tons ,KO,0 +5/14/2019 9:35,"Morgan Stanley Upgrades Coca-Cola, Sees More Growth Ahead $KO ",KO,1 +5/14/2019 7:04,$WMT $AMZN $TTWO $KO $TME $BAYRY:Stocks Post Modest Comeback After Trade War Selloff:,KO,0 +5/14/2019 6:18,"$AMBR $AVGO:Top Analyst Upgrades and Downgrades: Broadcom, Coca-Cola ¡K:",KO,1 +5/14/2019 5:18,$KO $PEP:Coca-Cola Nudges Higher After Morgan Stanley Upgrades to Overweight:,KO,1 +5/14/2019 5:16,"Cola wars are dying... Wells Fargo upgrades Coca-cola says ""Finally! It's Not Either Or... Both KO & PEP can win"" $ko $pep",KO,1 +5/14/2019 4:30,Morgan Stanley Upgrades The Coca-Cola $KO to Overweight #markets,KO,1 +5/14/2019 4:02,$KO - Coca-Cola +1.3% after Morgan Stanley upgrade ,KO,1 +5/14/2019 3:42,Morgan Stanley upgrades Coca-Cola to overweight: 'Coke is now our top mega-cap staples pick' ,KO,1 +5/13/2019 17:10,Coca-Cola Consolidated $COKE Reaches New 12-Month High at $396.05 ,KO,1 +5/10/2019 14:46,"Insider Selling: Coca-Cola Consolidated Inc $COKE Director Sells 1,000 Shares of Stock #stocks",KO,0 +5/9/2019 21:44,Coca-Cola Consolidated $COKE Sets New 1-Year High on Better-Than-Expected Earnings ,KO,1 +5/9/2019 21:25,Coca-Cola Consolidated $COKE Sets New 52-Week High After Earnings Beat #markets,KO,1 +5/8/2019 16:16,"Coca-Cola Consolidated $COKE Releases Earnings Results, Beats Estimates By $1.19 EPS #stocks",KO,1 +5/6/2019 7:31,The Coca-Cola $KO ¡V Analysts¡¦ Recent Ratings Updates #stocks,KO,1 +5/2/2019 23:54,Investors Buy Shares of The Coca-Cola $KO on Weakness After Insider Selling ,KO,0 +5/2/2019 15:24,Coca-Cola wanted to prevent distributors from raising the price on their soda. A higher price might mean less deman¡K ,KO,1 +5/2/2019 1:42,Investors Buy The Coca-Cola $KO on Weakness on Insider Selling ,KO,0 +5/1/2019 15:42,Traders Buy The Coca-Cola $KO on Weakness on Insider Selling #stocks,KO,0 +5/1/2019 4:47,Coca-Cola $KO PT Lowered to $52 at UBS ,KO,0 +1/18/2020 21:41,"Disney is dropping Fox from the 20th Century Fox name, a move intended to keep people from mistakenly connecting th¡K ",DIS,0 +1/18/2020 16:19,"Late Dec, I had March calls on $GS $PYPL $XLNX $DIS in my IRA3 winners I sold them early Jan for profits1 loser¡K ",DIS,0 +1/18/2020 0:30,"Disney is dropping the ""Fox"" name from its ""20th Century Fox"" brand, renaming the longtime studio as just ""20th Cen¡K ",DIS,0 +1/17/2020 16:51,"Disney CEO Robert Iger's Fiscal Year 2019 Total Pay $47.5 Million, Down From $65.6 Million... #RobertIger #baron¡K ",DIS,0 +1/17/2020 16:51,Disney CEO Bob Iger¡¦s compensation fell 28% to $48 million last year because of a special bonus in the previous yea¡K ,DIS,0 +1/17/2020 16:29,"$FOXA $DIS Disney CEO Paid $48 Million, Down 28% Because of Bonus in 2018 via ",DIS,0 +1/17/2020 15:35,Report: Disney dropping the 'Fox' from movie studio names $FOXA #FOXA #Technology #Movie #Entertainment ,DIS,0 +1/17/2020 12:42,Disney is reportedly cracking down on unofficial Baby Yoda doll merchandise on Etsy ,DIS,0 +1/17/2020 12:12,$dis looks like they got bad software on their planes tooFailed inside day upLet the inside month down continue¡K ,DIS,0 +1/17/2020 12:06,"The mouse of $DIS is not pleased, and is hunting down sellers of #BabyYoda on $ETSY #TheMandalorian I have spoken.¡K ",DIS,0 +1/17/2020 10:52,RT @MarketsTicker: Disney to drop 'Fox' name from 20th Century Fox film studio and other assets acquired last year ,DIS,0 +1/17/2020 7:14,Another upgrade on our beloved $SNAP ???? $MSFT $AMZN ???? $GOOG $AAPL ??$SPY $QQQ $SOCL$CMCSA $DIS $FB $TWTR,DIS,1 +1/17/2020 6:57,Looks like another miss BeX$DIS ,DIS,0 +1/16/2020 13:03,$CMCSA I'm going to take it long who knows they can pull a semi $DIS when the revealed. Down side risk is very low.,DIS,0 +1/16/2020 6:57,$DIS Walt Disney Target Raised by UBS Group $144.32 $155.00 ? $162.00 Buy,DIS,1 +1/16/2020 5:41,FY2020 EPS Estimates for Walt Disney Co Decreased by Analyst $DIS ,DIS,0 +1/16/2020 5:40,FY2020 EPS Estimates for Walt Disney Co Decreased by Analyst $DIS #stocks,DIS,0 +1/15/2020 14:23,"On today's Tasting Menu: Trump targets @Apple, @Disney breaks records, and @RedSox fire manager.$AAPL $DIS ",DIS,0 +1/15/2020 9:56,"Been selling covered call against $DIS shares I ownWas selling 155, 150, 148, today sold 146 ???????????????",DIS,0 +1/15/2020 7:58,$DIS - MoffettNathanson raises Disney target ,DIS,1 +1/15/2020 4:56,"$GLD, $BSX, $DIS breaking down to new lows ",DIS,0 +1/15/2020 4:47,Disney PT Raised to $165 from $150 at MoffettNathanson LLC,DIS,1 +1/14/2020 16:17,$dis inside month down - then these clowns release some ¡§most downloaded app in 2020¡¨No fucking shit - how many V¡K ,DIS,0 +1/14/2020 15:23,$DIS $FOXA James Murdoch Rebukes Familys News Outlets for Fire Coverage via ,DIS,0 +1/14/2020 10:27,RT @afortunetrading: $DIS - Weekly bull flag setup. Watch for $147 close and important $149 weekly close for breakout higher into ATHsKey¡K,DIS,1 +1/14/2020 10:24,"$NFLX $DIS $AAPL $SPX:Netflix Unlikely to Raise Pricing in 2020, Says Bernstein ¡X and That¡¦s Good News for Its¡K:",DIS,1 +1/14/2020 9:36,$DIS did I miss news? +$3.50 from lod right now ,DIS,0 +1/14/2020 8:42,$DIS update dropping off the list,DIS,0 +1/14/2020 4:10,$DIS monthly is on the goal line for inside month downIt¡¦s like a 4th and InchesJust need to send the receiver¡K ,DIS,0 +1/13/2020 8:10,Sold $dis shorts +50% $nugt -25% and $spy shorts flat and +10%Sold half $o from .15-.3 holding more Back to my meeting lol,DIS,0 +1/12/2020 19:19,RT @EvanMedeiros: That high volume Disney breakout in November continues to consolidate on lighter volume over this 142 level. Longer term¡K,DIS,1 +1/12/2020 16:17,$DIS - Weekly bull flag setup. Watch for $147 close and important $149 weekly close for breakout higher into ATHs¡K ,DIS,1 +1/10/2020 17:02,$SCOR $DIS $T - Worldwide box office hits new high in 2019 - Comscore ,DIS,1 +1/10/2020 12:26,$dis low of dayInside week this weekInside month stillMondays gonna be soooo lit ,DIS,0 +1/8/2020 16:53,It¡¦s actually a LARGER h&s$dis gonna test that neck line when they miss earnings - maybe feb Then we work on th¡K ,DIS,0 +1/8/2020 12:45,Missed the $NFLX stop today.. down a couple G there - what a circus as $DIS gets suppressed yet again,DIS,0 +1/8/2020 6:32,$DIS - here¡¦s the A/H look3.50 reversal - similar to a 1000 other chartsThis was one of the higher % moves last¡K ,DIS,1 +1/7/2020 17:19,Figures $dis goes inside month down tomorrow ??,DIS,0 +1/7/2020 10:28,"$DIS sold this week 148C covered call for $0.55This might be a good lotto Because when I sell, I usually pay out 100-200%??????????????",DIS,0 +1/7/2020 4:58,Looking for @Barclays to upgrade $dis with the $330B market cap they anticipate Guess they only want to mislead t¡K ,DIS,1 +1/6/2020 13:07,$dis oh wow there are so many good $143 inside month down gifs lol1-4-3 - I know ,DIS,0 +1/6/2020 12:52,$dis put spread bid went ???????Here we go again lolLet¡¦s finish this inside month down tomorrow,DIS,0 +1/6/2020 2:10,$DIS - 'Frozen II' becomes highest grossing animated movie ever ,DIS,1 +1/6/2020 1:46,Walt Disney $DIS Earns Buy Rating from Rosenblatt Securities #stocks,DIS,1 +1/5/2020 19:40,$dis - sure they sold u on the ¡§ you can always stream our movies here¡¨ idea - until you can¡¦t lol Disney+ Remov¡K ,DIS,0 +1/4/2020 15:38,"Love this setup. Swing from a couple weeks ago on $DIS bought panic, sold strength and topping, reloaded into vwap¡K ",DIS,0 +1/3/2020 14:37,$dis closed $.01 lower than last weeks high lolSub news was already faded (see monthly candle$Still a firm Bele¡K ,DIS,1 +1/3/2020 12:48,$EROS can easily hit 7-10 given how $NFLX has gone up this and $VIAC are down big everyone is #streaming like $DIS ,DIS,0 +1/2/2020 20:02,Disney was responsible for eight of the ten highest grossing films of 2019. Seven of them took in over $1bn worldwi¡K ,DIS,1 +1/2/2020 13:55,Disney+ $DIS subscriber growth surges as users drop other services. ,DIS,0 +1/2/2020 13:22,Rosenblatt: Disney+ Subscriber Expectations Are Growing $DIS $NFLX via @benzinga,DIS,1 +1/2/2020 13:18,Rosenblatt: Disney+ Subscriber Expectations Are Growing $DIS ,DIS,1 +1/2/2020 8:49,$dis I did it - back to the dark side lolSee how this plays out1/31 $145pInside month down below $143.17Str¡K ,DIS,0 +1/2/2020 6:27,$dis Rosenblatt maintained Walt Disney (DIS) coverage with Buy and target $175. Sub raised to 25m from 21m$roku should get some of them,DIS,1 +1/2/2020 4:59,$dis upgraded ,DIS,1 +1/2/2020 4:48,$DIS pt 175 @ Rosenblatt Buy Rating,DIS,1 +1/2/2020 4:45,$DIS ROSENBLATT RAISES FORECAST FOR END OF Q1 SUBSCRIBERS TO 25M FROM 21M .. KEEPS BUY RATING & $175 PT,DIS,1 +1/1/2020 14:59,"Let¡¦s dispel two renewed terrible rumours 1. $AAPL buys $DIS for $300B- ship has sailed, no chance - two global¡K ",DIS,1 +12/31/2019 11:05,$DIS - Parks - another miss ?????? ,DIS,0 +12/31/2019 10:11,The Miss continues at $761M#TheRiseOfSkywalker $DIS ,DIS,0 +12/30/2019 16:19,$DIS #Uri sold 5.7 million tickets but #AvengersEndgame led the way in 2019Avengers: Endgame sold over 8.6 milli¡K ,DIS,0 +12/30/2019 15:00,$DIS only the 2nd worst performer in $DJIA today ??Same as last Monday. Must be #Skywalker miss again Fired a l¡K ,DIS,0 +12/30/2019 11:17,Let¡¦s go PAP... bring $DIS down ,DIS,0 +12/30/2019 9:46,$dis inside week down and down - inside month still ,DIS,0 +12/29/2019 15:08,$T $DIS $GOOG - NBA TV ratings down 15% ,DIS,0 +12/27/2019 15:03,"Big Libary content $DIS ready to put on D+ in January. As we laid it out, they¡¦ll be dropping big titles all year l¡K ",DIS,0 +12/27/2019 14:24,$dis inside week down - nice profit on that dip Two Green Day¡¦s and a higher red - just like last time (red box)¡K ,DIS,0 +12/27/2019 9:09,"$DIS trade idea looks to be right, reminded that I should have reduced size and lowered stop so I could add lower i¡K ",DIS,0 +12/26/2019 17:02,$DIS second time this month it had two consecutive Green Day¡¦s Inside month - inside week down Daily was inside¡K ,DIS,0 +12/26/2019 7:34,"$DIS $GOOGL $DISH $FOXA:DISH Network¡¦s Sling TV Raises Price, Introduces Channels:",DIS,1 +12/26/2019 6:24,Good ??day ?? ?? #Mando Finale tomorrow??Look for Iger drop something big during it $DISTrade deal signing chatt¡K ,DIS,0 +12/26/2019 2:57,"Alan N. Braverman Sells 3,107 Shares of Walt Disney Co $DIS Stock ",DIS,0 +12/25/2019 18:58,Why we don¡¦t give a damn about fantasy Skywalker miss Goat Iger bats 1000 out of the f- gate #NoFriendsBob$DIS ,DIS,0 +12/25/2019 18:37,Nice Brandon - #Mando only 32X avg... but hey let¡¦s focus on the fantasy Skywalker miss ??$DIS has shown what a me¡K ,DIS,0 +12/25/2019 11:41,$DIS $145.29$153.41 2019 high$100.38 2018 12/26 lodMar low $107Apr high $142 +$35Oct low $127 -$15Nov high¡K ,DIS,0 +12/25/2019 2:37,"Insider Selling: Walt Disney Co $DIS EVP Sells 3,107 Shares of Stock ",DIS,0 +12/25/2019 0:19,Walt Disney $DIS Earns Buy Rating from Rosenblatt Securities ,DIS,1 +12/24/2019 11:39,$dis 5th Green Day of December LOLInside day low and tight - look at it on the 30 - inside day is just a flag on¡K ,DIS,0 +12/24/2019 10:37,RT @TripnoticMusic: - 1995: Disney buys ABC- 2006: Disney buys Pixar- 2009: Disney enters 30 film deal with Dreamworks- 2009: Disney buy¡K,DIS,1 +12/24/2019 10:15,Yep $DIS sold what I bought in the low .90¡¦s and some at .89. Ideally we get a test of the highs with this. ,DIS,0 +12/24/2019 9:33,@OptionsMike $dis inside day low and tight - needs to take out some kinda high - trying for its 5th Green Day this month ??,DIS,0 +12/24/2019 9:30,"Matthew Ball here, with a Disney thread made of fire -->$DIS ",DIS,0 +12/23/2019 17:50,"Insider Selling: Walt Disney Co $DIS EVP Sells $454,056.98 in Stock ",DIS,0 +12/23/2019 17:49,"Alan N. Braverman Sells 3,107 Shares of Walt Disney Co $DIS Stock #stocks",DIS,0 +12/23/2019 15:33,"$DIS - all algos here - they gapped it back thru 9D, Hedge tweeted ¡¥look for reversal¡¦, PAP said GFY, and down she¡K ",DIS,0 +12/23/2019 14:04,"Why did I scoop $DIS panic selling and low volume, suggest this is a dip. 144 is my guide. Ideally I can build/add¡K ",DIS,0 +12/23/2019 13:51,$dis just keep giving me them inside 60s down ,DIS,0 +12/23/2019 11:19,$DIS just rolled down to 1/17 putsWhy stop the fun! Bank some cash and let¡¦s ride! ,DIS,0 +12/23/2019 11:05,@GeeksGamersCom @EthanVanSciver @Nerdrotics ... and for Jeremy et al...A 1.4% drop in $DIS equates to a market cap¡K ,DIS,0 +12/23/2019 11:00,$DIS down 2-3 points on a lower than expected opening from Star Wars the weekend before Christmas? Hmm I¡¦ll scoop some long.,DIS,0 +12/23/2019 10:07,"$CMCSA $DIS - Recent Trade: Sold Disney, Bought Comcast. Continue reading: #business #trading #markets",DIS,0 +12/23/2019 10:05,"Disney's 'Star Wars: Rise of Skywalker' has big weekend, still underperforms $DIS ",DIS,0 +12/23/2019 9:40,If $379M was a miss for $DIS what was $6.5M for CATs open for Universal $CMCSA? - and the stock is green. Even¡K ,DIS,0 +12/23/2019 3:44,"Alan N. Braverman Sells 1,113 Shares of Walt Disney Co $DIS Stock ",DIS,0 +12/22/2019 11:05,$dis lol - trade war back on? ??China Box Office: ¡¥Rise of Skywalker¡¦ Beaten By Martial Arts Finale ¡¥Ip Man 4¡¦¡K ,DIS,0 +12/22/2019 4:40,"Walt Disney Co $DIS EVP Sells $162,854.16 in Stock ",DIS,0 +12/20/2019 17:06,"Walt Disney Co $DIS EVP Sells $162,854.16 in Stock #stocks",DIS,0 +12/19/2019 22:53,.@Breakingviews: Expectations for Disney chief Bob Iger are high for his next magic trick: creating a video-streami¡K ,DIS,1 +12/19/2019 19:37,This Disney water park has been closed down for over 15 years ,DIS,0 +12/19/2019 17:05,"The Rise of Iger: Disney stock is on fire this year, but who will be next CEO? ",DIS,0 +12/18/2019 9:17,Top 2 from today¡¦s Put List since the open $DIS puts went much higher to over $1.00 ,DIS,1 +12/18/2019 8:51,#NAME?,DIS,0 +12/18/2019 6:02,$NVDA new 52wk high $229.9 PM ??Good morning ?????? $AMZN $1800 ??All looks good except $DIS ?????Have a wonderf¡K ,DIS,1 +12/17/2019 12:30,1986:Steve Jobs buys Pixar for $5 million 2006: Disney buys Pixar for $7.4 billion ,DIS,1 +12/17/2019 9:18,$DIS let this one go...quit choking this one...I want higher than 150,DIS,1 +12/17/2019 7:47,Apple Beats Market in 2019: Can It Maintain Momentum in 2020? $AAPL $DIS $NFLX $CMCSA $SPOT ,DIS,1 +12/17/2019 7:03,$DIS $NFLX $PYPL $CMCSA $AAPL:Apple Beats Market in 2019: Can It Maintain Momentum in 2020?:,DIS,1 +12/15/2019 17:02,52wk low to 52wk high$SPX +35.6%$QQQ +43.4%$SMH +76%$GOOGL +39%$DIS +53%$BABA +60%$MSFT +65%$NVDA +84%¡K ,DIS,0 +12/14/2019 23:12,"Disney heiress tells those offended by 'OK, Boomer' phrase to 'sit down and let the kids drive' ",DIS,0 +12/14/2019 4:37,Is Disney's maintained dividend a reason to leave investors with frozen hearts? $DIS ,DIS,1 +12/13/2019 19:22,"Insider Selling: Walt Disney Co $DIS EVP Sells 2,000 Shares of Stock ",DIS,0 +12/13/2019 19:19,"Brent Woodford Sells 2,000 Shares of Walt Disney Co $DIS Stock #stocks",DIS,0 +12/13/2019 19:18,"Insider Selling: Walt Disney Co $DIS EVP Sells 2,000 Shares of Stock #stocks",DIS,0 +12/13/2019 7:41,$CMCSA $NFLX $DIS $AAPL $T:NBCUniversal CEO Steve Burke will step down when his contract expires in August:,DIS,0 +12/12/2019 13:47,Will be down .88c from todays close. $DIS,DIS,0 +12/12/2019 5:40,$DIS remember last quarters ¡§blowout¡¨ earnings yet the estimate did seem really lowIt was Maybe has something t¡K ,DIS,0 +12/12/2019 2:20,Disney fails to stop a lawsuit by women who accuse it of paying male workers higher salaries ,DIS,1 +12/11/2019 17:51,These f- algos crack me up.. $DIS trades 14.88 all evening - 1 cent below today¡¦s highSet to explode out of this¡K ,DIS,1 +12/11/2019 16:30,"@BearingtonTrade $dis pays minimum wage higher than CA minimum wage, FYI",DIS,1 +12/11/2019 7:15,Walt Disney Co $DIS to Issue Semi-annual Dividend of $0.88 on January 16th ,DIS,1 +12/11/2019 7:15,Walt Disney Co $DIS Announces Semi-annual Dividend of $0.88 #markets,DIS,1 +12/11/2019 5:00,Imperial Capital Raises Walt Disney Q1 2020 Earnings Estimates to $1.54 EPS (Previously $1.52). $DIS #DIS,DIS,1 +12/10/2019 17:26,$DIS - Verizon CEO: ¡§Disney deal exceeding our high expectations¡¨Plus some crazy #¡¦s on India¡¦s Hotstar today A¡K ,DIS,1 +12/10/2019 14:19,"6-year-old Jackson has autism, but he opened up around Disney Princess Tiana ¡V adorably asking her to plant a kiss¡K ",DIS,1 +12/10/2019 8:28,Long $DIS here for a monster reversal 1/20 $150c - down bigly since last week - lots in the OI,DIS,0 +12/10/2019 7:22,"Has Netflix Met It's Match? Netflix downgraded by a top analyst, who predicts big subscriber losses next year $NFLX $ROKU $DIS",DIS,0 +12/10/2019 5:13,Netflix $NFLX downgraded to underperform at Needham citing increased competition from Disney $DIS and Apple $AAPL. $260 Price Target.,DIS,0 +12/10/2019 5:08,Netflix Downgraded To Underperform From Hold At Needham $NFLX Also $DIS $AAPL $CMCSA ,DIS,0 +12/10/2019 4:13,Netflix downgraded to Underperform from Hold at Needham $NFLX $AAPL $DIS $CMCSA $VIAC ,DIS,0 +12/10/2019 4:07,2 Days Left Until The Walt Disney Company $DIS Trades Ex-Dividend,DIS,1 +12/9/2019 17:46,$ROKU $AAPL $DIS $NFLX:Roku stock jumps 10% as company adds Apple TV app:,DIS,1 +12/9/2019 17:17,If looking for news on why $DIS down today here¡¦s what I found - #Frozen2 pushing 1B- #Frozen2 album top of Bill¡K ,DIS,0 +12/9/2019 15:43,$dis Still inside monthweekly 2-2 downInside day 2-1-2 downHas a lot of fluff investor cash up here - if someo¡K ,DIS,0 +12/9/2019 10:14,$EROS now given $DIS has spiked next runner here down from 19 to 2.s ,DIS,0 +12/9/2019 8:43,$dis inside down ,DIS,0 +12/8/2019 5:12,Walt Disney Co $DIS To Go Ex-Dividend on December 13th ,DIS,1 +12/7/2019 13:07,Question the value of $DIS chart in short term. We know Park avenue in controlBut of note - lower high last week¡K ,DIS,1 +12/7/2019 8:12,$DIS stop pushing down and ¡§let it go¡¨Mar calls were too expensive so was waiting and started loading yesterday ??¡K ,DIS,0 +12/7/2019 6:05,"Disney heiress doubles down on her support for 'OK, Boomer' ",DIS,0 +12/6/2019 23:17,Disney under fire over Aladdin spin-off starring minor white character ,DIS,0 +12/6/2019 16:19,Walt Disney Co $DIS Announces $0.88 Semi-annual Dividend #stocks,DIS,1 +12/6/2019 16:14,Walt Disney Co $DIS Plans $0.88 Semi-annual Dividend ,DIS,1 +12/5/2019 22:40,"WL 12/6/19 Options$ROKU $TSLA $SHOP $DIS $SPYHello, today was a up and down day but for sure learned a ton today¡K ",DIS,0 +12/4/2019 17:16,$DIS ... $148.28 -.20%Much like Target ... House of Mouse just doesnt want higher ...If it ain¡¦t moving I dont have any interest ...,DIS,1 +12/4/2019 16:57,The Walt Disney Company $DIS Announces Semi-Annual Cash Dividend of $0.88 Per Share,DIS,1 +12/4/2019 14:20,$DIS - Walt Disney declares $0.88 dividend ,DIS,1 +12/2/2019 20:14,$DIS #DIS The ascending wedge broke down intra-day today but closed right at support. ,DIS,0 +12/2/2019 16:37,The ones that made on $ROKU and $DIS they tripled down on their gains and got ,DIS,0 +12/2/2019 11:41,$DIS - will need further consolidation before moving higher IMO - ,DIS,1 +12/2/2019 7:58,Sold all these calls this am $DIS,DIS,0 +12/2/2019 7:27,$DIS feeling new all time highs on the way.,DIS,1 +12/1/2019 14:10,¡§Netflix and/or Disney acquires Roku or other distributionRoku and Hulu will not remain independentQuibi and Peac¡K ,DIS,1 +12/1/2019 3:56,Loop Capital Increases Walt Disney $DIS Price Target to $170.00 #markets,DIS,1 +12/1/2019 3:55,Loop Capital Increases Walt Disney $DIS Price Target to $170.00 ,DIS,1 +12/1/2019 3:31,Imperial Capital Raises Walt Disney $DIS Price Target to $143.00 #stocks,DIS,1 +11/30/2019 11:21,$ADBE $AMZN $WMT $TGT $DIS $HAS:Black Friday online sales hit all-time high ¡X here are the hottest toys and elec¡K¡K ,DIS,1 +11/30/2019 3:36,"Brent Woodford Sells 4,000 Shares of Walt Disney Co $DIS Stock #stocks",DIS,0 +11/30/2019 3:36,"Insider Selling: Walt Disney Co $DIS EVP Sells $608,640.00 in Stock ",DIS,0 +11/30/2019 3:17,Loop Capital Raises Walt Disney $DIS Price Target to $170.00 ,DIS,1 +11/29/2019 20:23,"RT @CNN: A week after ""Frozen 2"" crushed box office records as the biggest global opening for an animated film, the Disney movie is project¡K",DIS,0 +11/29/2019 17:44,"$TSLA $F $DIS $SCHW $AMTD:Tesla Preorders Show High Demand, but There¡¦s a Low Bar:",DIS,0 +11/29/2019 16:46,"A week after ""Frozen 2"" crushed box office records as the biggest global opening for an animated film, the Disney m¡K ",DIS,0 +11/28/2019 23:43,$DIS 4hGap down for the Island reversal ,DIS,0 +11/27/2019 23:57,Walt Disney $DIS Hits New 1-Year High at $151.65 ,DIS,1 +11/27/2019 18:42,"Insider Selling: Walt Disney Co $DIS EVP Sells 4,000 Shares of Stock #stocks",DIS,0 +11/27/2019 18:42,"Insider Selling: Walt Disney Co $DIS EVP Sells 4,000 Shares of Stock ",DIS,0 +11/27/2019 16:47,Walt Disney $DIS Price Target Raised to $143.00 #stocks,DIS,1 +11/27/2019 16:00,RT @whozat112: @OwnTheChaos after Sunday's video and then yesterday's video I took a position on Disney after i saw it was down today and i¡K,DIS,0 +11/27/2019 13:55,$DIS - a ¡¥nothing¡¦ low vol continuation candle today as #MandoMania continues$TSLA back over 331. No entries yet,DIS,0 +11/27/2019 13:47,Loop Capital Increases Walt Disney $DIS Price Target to $170.00 #stocks,DIS,1 +11/27/2019 10:58,"Loop raises Disney target, seeing streaming success $DIS ",DIS,1 +11/27/2019 9:17,Cutting down $dis 152.5c.,DIS,0 +11/27/2019 7:03,Disney Target Raised as Loop Sees Big Growth in Streaming Users,DIS,1 +11/27/2019 4:48,$DIS $NFLX:Disney¡¦s Price Target Is Raised to $170 From $165 at Loop Capital:,DIS,1 +11/26/2019 20:25,$DIS H4 Visual. Vacuum down to 14sma 149.4730sma vacuum down in a week ish ,DIS,0 +11/26/2019 17:41,RT @CNBCFastMoney: Disney shares hitting an all-time high today as millions of subscribers flock to its Disney+ streaming platform. @JBoors¡K,DIS,1 +11/26/2019 15:59,Disney shares hitting an all-time high today as millions of subscribers flock to its Disney+ streaming platform.¡K ,DIS,1 +11/26/2019 12:41,$DIS: Walt Disney advances 2.5% to new all-time highs after Consumer Edge Research initiates coverage on shares wit¡K ,DIS,1 +11/26/2019 11:32,"Trade, Disney propel Wall Street to new record high ",DIS,1 +11/26/2019 10:42,"More all-time highs for the market. Records today for the Dow, S&P 500 and Nasdaq as well as blue chip stocks such as $DIS and $MSFT.",DIS,1 +11/26/2019 10:26,With All Due Respect to $NFLX.... $DIS should be valued WAY higher,DIS,1 +11/26/2019 8:29,$DIS let's goI miss weeklies 150C I closed last Friday before close ??????,DIS,0 +11/26/2019 8:17,$DIS #DIS over 152.5 runs higher,DIS,1 +11/26/2019 7:31,"Stocks Are Mixed Overseas, But Will Try To Push Higher in The US $SPY $SQ $DIS $ACAD $MU $NFLX $GILD ",DIS,1 +11/26/2019 6:58,The Walt Disney Co shares are trading higher after it was reported Disney+ is averaging roughly 1 million new subsc¡K ,DIS,1 +11/26/2019 6:43,$DIS ATH !! Bullish wkly chart and RSI still low 68.8 Good LT stk ! $DIA $SPY ,DIS,0 +11/26/2019 5:58,A few Price adjustments This AM$ZEN PT Raised to $94 at Piper$DIS PT$175.00$NTNX KeyBanc Maintains to Overweigh¡K ,DIS,1 +11/25/2019 19:03,$DIS clearly closed above ATH Friday and opening higher for the week. 10/20 aligned to cross here too. Def looking¡K ,DIS,1 +11/25/2019 11:18,$HAS $DIS $ENTMF:Hasbro Passes Go and Climbs on UBS Upgrade to Buy:,DIS,1 +11/25/2019 10:39,$DIS sold one of my calls and I¡¦m holding the other one to see how much I can squeeze out of it....open house with my link,DIS,0 +11/25/2019 8:48,$NFLX $DIS $AAPL:Netflix Edges Down After Bearish Call by Wells Fargo:,DIS,0 +11/25/2019 8:16,"$TSLA and $DIS only weak opens this morning. Tried some $CGC but sold for some pennies just now. Watching $FB,¡K ",DIS,0 +11/25/2019 7:02,RT @OptionAlarm: $DIS ¡§Frozen 2¡¨ Walt Disney Animation Studios¡¦ Highest Grossing Debut Ever,DIS,1 +11/25/2019 6:42,$DIS (+0.6% pre) ¡§Frozen 2¡¨ Walt Disney Animation Studios¡¦ Highest Grossing Debut Ever,DIS,1 +11/24/2019 15:20,"Box Office Battle: 'Frozen II' beats estimates, sets records $DIS $FOX $FOXA $SNE $T $CMCSA $CMCSK $LGF.A $LGF.B¡K ",DIS,1 +11/24/2019 13:22,...now if @RobertIger wouldn¡¦t mind dropping some #Mando streaming #s tomorrow about 8:30a EST...$DIS ,DIS,0 +11/23/2019 11:34,"$DIS weeklyHighest weekly finish ??????????My heaviest positions, much heavier than my baby $NVDA ?????? ",DIS,1 +11/23/2019 5:42,Imperial Capital Raises Walt Disney $DIS Price Target to $143.00 #markets,DIS,1 +11/23/2019 5:41,Imperial Capital Raises Walt Disney $DIS Price Target to $143.00 ,DIS,1 +11/23/2019 0:57,Q2 2020 EPS Estimates for Walt Disney Co Cut by Imperial Capital $DIS #stocks,DIS,0 +11/23/2019 0:56,Q2 2020 EPS Estimates for Walt Disney Co Cut by Imperial Capital $DIS ,DIS,0 +11/22/2019 19:29,@HedgehogOptions Did you see big buys on $DIS 149C today in the morning? 200%+Also big lotto bet on Jan 200C ??,DIS,1 +11/22/2019 18:07,From 52wk high$SPX -0.6%$XLK -0.4%$IBB -0.7%$QQQ -1%$XLK -1.5%$SMH -3%$MSFT -1%$AAPL $NVDA $DIS -2%¡K ,DIS,1 +11/22/2019 14:43,$NFLX is mad they about to drop 30% in subs via $DIS lol don¡¦t hate,DIS,0 +11/22/2019 11:48,Think I¡¦m coming down with a case of #MandoFeverAnyone else have symptoms#TheMandalorian $DIS ??,DIS,0 +11/22/2019 11:28,$DIS nice push; $AMRN approaching yday's high a close above that would be nice,DIS,1 +11/22/2019 10:29,$DIS $AMRN both trying but its Friday ; would be neat to see $DIS close above Tues high 149.48 to end at highs for the week,DIS,1 +11/22/2019 9:04,"Uber, International Flavors upgrades among today's top analyst calls $UBER $IFF $CHUY $DUK $TDOC $DIS $NFLX¡K ",DIS,1 +11/22/2019 7:15,Stocks Are Pointing To Higher Opening On November 22 $AMZN $TSLA $TWTR $SPX $DIS $SPLK ,DIS,1 +11/22/2019 6:41,Imperial Capital Raises Walt Disney Q1 2020 Earnings Estimates to $1.52 EPS (Previously $1.45). $DIS,DIS,1 +11/22/2019 4:16,Imperial Capital Raises Walt Disney Q1 2020 Earnings Estimates to $1.52 EPS (Previously $1.45). $DIS #DIS,DIS,1 +11/22/2019 1:18,Walt Disney $DIS ¡V Investment Analysts¡¦ Recent Ratings Updates #stocks,DIS,1 +11/21/2019 19:28,"We¡¦ve had a tremendous run in marketsI¡¦m at highest cash position in months, holding reduced $DIS position and mo¡K ",DIS,1 +11/21/2019 13:38,$DIS - getting ready to drift higher IMO - ,DIS,1 +11/21/2019 9:26,$DIS - @barronsonline out trying to sandbag up the #Frozen2 opening box office estimate ??¡§Could be as high as 130¡K ,DIS,1 +11/20/2019 20:16,"$DIS 4hNew target for wave (4). Waves A,B and C break down into 3 waves, I'm thinking triangle!! Alt. zigzag to¡K ",DIS,0 +11/20/2019 14:51,Highlight: @melodyhahm breaks down how Apple and Disney are taking on binge watching: ,DIS,0 +11/20/2019 11:19,Disney Plus blames past hacks for user accounts sold online $NFLX #NFLX #Technology #Televisionprograms #Hacking ,DIS,0 +11/20/2019 6:38,Good Wed ?? ?? ?? $TGT - solid #s. trading at 18x. Great partner for $DIS $SPY / futs cut losses in ~half so f¡K ,DIS,0 +11/20/2019 5:39,Walt Disney $DIS PT Raised to $143.00 at Imperial Capital ,DIS,1 +11/20/2019 5:35,Walt Disney $DIS PT Raised to $143.00 at Imperial Capital #stocks,DIS,1 +11/20/2019 5:12,$BYND Lowered to $50 at Exane BNP$TJX Raised to $68 at Barclays$PANW Raised to $264 at Barclays$DIS Raised to $1¡K ,DIS,0 +11/20/2019 2:46,Walt Disney $DIS PT Raised to $143 at Imperial Capital ,DIS,1 +11/20/2019 0:47,Walt Disney¡¦s $DIS Buy Rating Reaffirmed at Rosenblatt Securities ,DIS,1 +11/19/2019 22:34,This morning $dis upgrade:(DIS) PT Raised to $175 at Rosenblatt; Sees 21M Global Streaming $Dis+ Customers at Year¡K ,DIS,1 +11/19/2019 11:58,Thousands of Disney Plus accounts were hacked and sold online for as little as $3 ,DIS,0 +11/19/2019 8:36,"very interesting... Netflix $NFLX Usage Up, Not Down Since Disney+ Launch - Aegis $DIS ",DIS,0 +11/19/2019 5:16,Interesting Price raises this AM$DIS PT Raised to $175 at Rosenblatt (open in 2 more companies today)$AMRN PT Rai¡K ,DIS,1 +11/19/2019 4:47,Walt Disney $DIS PT Raised to $175 at Rosenblatt; Sees 21M Global Streaming Disney+ Customers at Year End.,DIS,1 +11/19/2019 4:23,Walt Disney $DIS PT Raised to $175 at Rosenblatt; Sees 21M Global Streaming Disney+ Customers at Year End. @Street_Insider,DIS,1 +11/19/2019 1:46,"3 Insiders at Walt Disney Co (The) sold 70,368 shares last week for $10.3M $DIS #stockmarket #stock #money #trading¡K ",DIS,0 +11/18/2019 23:21,$DIS opened higher than the Friday close and managed to close above the weekly ATH today of 147+. Yeee - 5/20MA gol¡K ,DIS,1 +11/18/2019 21:59,$DIS $HACK Hacked Disney+ accounts are reportedly being sold for as little as $3 Th¡K ,DIS,0 +11/18/2019 19:46,$DIS $NFLX $AMZN:Hacked Disney+ accounts are reportedly being sold for as little as $3:,DIS,0 +11/18/2019 15:22,"2 nice game plans laid out on weekend $DIS $AMZNMick an amazing 5 pt move off that opening low¡¥Zon, gave the re¡K ",DIS,0 +11/18/2019 15:17,$NFLX #NFLX what a buy from 280 dip from $DIS #DIS subs that day! Ripping higher since! ,DIS,1 +11/18/2019 11:33,soooo far got these right...$CSCO short if open lower$SQ long$DIS long if open higher $SHOP long if open higher $ACB short to above $2,DIS,1 +11/18/2019 9:17,$dis wow. sold a bit early,DIS,0 +11/17/2019 10:17,$DIS has hit new highs and is pulling back on low volume forming a bull flag. The uptrend remains intact. ,DIS,0 +11/17/2019 3:25,"Walt Disney Co $DIS CFO Sells $642,686.40 in Stock ",DIS,0 +11/16/2019 11:07,@AutobahnTrading Yeah Disney always gets sold off it¡¦s strange,DIS,0 +11/16/2019 7:19,$DIS thousands hacked an information sold,DIS,0 +11/16/2019 5:16,$DIS $WMT $NKE $SBUX:These 4 mega-cap consumer stocks have crushed fears of disruption and the market in the proc¡K ,DIS,0 +11/15/2019 22:29,Walt Disney $DIS Sets New 1-Year High at $149.65 ,DIS,1 +11/15/2019 16:32,Walt Disney $DIS PT Raised to $141.00 at Imperial Capital ,DIS,1 +11/15/2019 14:59,"Walt Disney Co $DIS EVP Sells $596,000.00 in Stock ",DIS,0 +11/15/2019 14:58,"Insider Selling: Walt Disney Co $DIS CFO Sells 4,617 Shares of Stock ",DIS,0 +11/15/2019 14:57,"Walt Disney Co $DIS CFO Christine M. Mccarthy Sells 4,617 Shares of Stock ",DIS,0 +11/15/2019 14:33,"Miss out on $DIS $CRWD $ROKU $MELI $AMZN $UNH $HUM this week? You won't anymore once you know HOW to get in, in thi¡K ",DIS,0 +11/15/2019 12:05,"$DIS Technically $142.37 is the breakout, BUT the spike high in the after hours on earnings was actually $141¡K so,¡K ",DIS,1 +11/15/2019 11:37,Deutsche Bank Increases Walt Disney $DIS Price Target to $139.00 #stocks,DIS,1 +11/15/2019 11:30,$DIS $140 was the after hours high & the key support now.,DIS,1 +11/15/2019 10:44,Deutsche Bank Raises Walt Disney $DIS Price Target to $139.00 #markets,DIS,1 +11/15/2019 10:00,$AAPL $DIS The High Cost of Streaming Apps for Disneys Earnings (Podcast) via ,DIS,1 +11/15/2019 7:05,"$DIS $SNE $DLB $AAPL:Dolby (DLB) Q4 Earnings Miss Estimates, Revenues Up Y/Y:",DIS,0 +11/14/2019 20:10,"Insider Selling: Walt Disney Co $DIS CFO Sells 4,617 Shares of Stock #stocks",DIS,0 +11/14/2019 19:35,"Walt Disney Co $DIS EVP Brent Woodford Sells 4,000 Shares #markets",DIS,0 +11/14/2019 17:35,"+$3,400 on the day #StockHunter chat was on fire today $WMT $TSLA $ROKU $BYND $DIS scalps in $CSCO $BIIB $UBER caug¡K ",DIS,0 +11/14/2019 15:34,$DIS Oh no it's coming down from breaking an all time high everybody run,DIS,0 +11/14/2019 14:21,RT @AmericanBanking: JPMorgan Chase & Co. Increases Walt Disney $DIS Price Target to $160.00 #stocks,DIS,1 +11/14/2019 13:21,$DIS What a move! Anyone getting FOMO? Dont miss out with TrendSpider Alerts! ,DIS,0 +11/14/2019 10:48,$DIS Disney stock surges to record high on the ¡¥eye-popping¡¦ subscription number for Disney+¡K ,DIS,1 +11/14/2019 10:17,$DIS:Disney tags new high in glow of streaming debut:,DIS,1 +11/14/2019 8:34,$DIS J.P. Morgan raised its price target on Disney to $160 from $150 via @CNBC,DIS,1 +11/14/2019 8:33,"Slight update, sold my $SBUX on resistance $DIS buying dips selling pops, $CSCO about a buck from entry still have¡K ",DIS,0 +11/14/2019 2:38,Solid Q4 Results And Streaming Excitement Pushes Disney Stock Higher $DIS??,DIS,1 +11/13/2019 18:27,Disney gained 7.3% todayNike was up 2%Apple was up 1%Market was flat,DIS,0 +11/13/2019 17:13,$DIS $NFLX:Disney Stock Surges to All-Time High as Disney+ Subscribers Top ¡K:,DIS,1 +11/13/2019 17:07,"$DIS Credit Suisse raises Disney price target, subscriber estimates after strong Disney+ debut ",DIS,1 +11/13/2019 17:01,$DIS Disney Stock Surges to All-Time High as Disney+ Subscribers Top 10 Million ,DIS,1 +11/13/2019 15:19,$DIS now down in after hours to $148. ,DIS,0 +11/13/2019 15:07,Communications Services Flat as Disney Gets Leg Up In Streaming Wars -- Communications Services Roundup #economy¡K ,DIS,0 +11/13/2019 14:21,Dow posts record closing high as Disney shares surge more than 7% by @emily_mcck ,DIS,1 +11/13/2019 14:08,The Dow hit an all-time high on Wednesday as Disney shares popped after its streaming service got more than 10 mill¡K ,DIS,1 +11/13/2019 14:02,Dow industrials finish at record high as Disney stock jumps ,DIS,1 +11/13/2019 13:46,$DIS: Walt Disney surges to five-month high after announcing it hit 10 mln subs in just over one day ,DIS,1 +11/13/2019 13:23,"Netflix $NFLX must innovate or cut prices as Disney+ $DIS rakes in subscribers, other competitors loom.¡K ",DIS,0 +11/13/2019 13:21,"$DIS:Credit Suisse raises Disney price target, subscriber estimates after strong Disney+ debut:",DIS,1 +11/13/2019 13:19,Dow jumps 100+ points as Disney shares hit an all-time high by @emily_mcck ,DIS,1 +11/13/2019 13:07,Disney higher as Disney+ streaming service hits 10M subscribers after one day $DIS $NFLX $AAPL ,DIS,1 +11/13/2019 13:03,Disney stock is up 7% to lead the Dow and it's on track for record closing high ,DIS,1 +11/13/2019 13:00,New all-time high for Disney $DIS this afternoon. Now up 7% on the day on news that subscriber count hit 10+ million in first 24 hours.,DIS,1 +11/13/2019 12:59,"Credit Suisse raises Disney price target, subscriber estimates after strong Disney+ debut ",DIS,1 +11/13/2019 12:48,52 week high list showing $LULU and $DIS,DIS,1 +11/13/2019 12:47,$DIS ALL TIME HIGHS ,DIS,1 +11/13/2019 12:35,"$DIS All time high is 147.15, we getting close.",DIS,1 +11/13/2019 12:34,Sold some 1100% gain $DIS,DIS,0 +11/13/2019 12:33,$DIS NEW HIGH OF DAY,DIS,1 +11/13/2019 11:52,Dow Jones Industrial Average hits fresh all-time high as Walt Disney shares surge more than 5% on Disney+ subscribe¡K ,DIS,1 +11/13/2019 11:50,$DIS Disney Stock Jumps After Big First Day for Disney+ ,DIS,1 +11/13/2019 11:38,Disney Stock Jumps After Big First Day for Disney+ ,DIS,1 +11/13/2019 11:35,$dis sold yesterday ????,DIS,0 +11/13/2019 11:22,"$NFLX inside down off the 15 minute 2-1-2, $DIS inside up off the 15 minute 2-1-2 #TheStrat ",DIS,0 +11/13/2019 11:20,All time highs now $DIS 147.15,DIS,1 +11/13/2019 11:19,$DIS ... ATHs next?GOOD GOLLY MISS MOLLY! ,DIS,0 +11/13/2019 10:22,$DIS As discussed in the Mid-Week Video remains a long as long as 100MA+ holds¡K catching some fire here.,DIS,0 +11/13/2019 10:06,Annnnnd that boys is how you buy the $dis dip all the way down and profit. Focus on hard facts not bs like other tr¡K ,DIS,0 +11/13/2019 10:04,$DIS EXPLODES HIGHER ,DIS,1 +11/13/2019 8:37,Sold DIS calls! Booo! $DIS ,DIS,0 +11/13/2019 5:25,That was yesterday. Risk happens fast. ¡§S&P 500 and Nasdaq inch higher to record highs with Disney pacing gains¡¨¡K ,DIS,1 +1/17/2020 13:09,$DOW $CTVA 'Sluggish But Stabilized' Growth Won't Cut It via ,DOW,0 +12/31/2019 8:02,TREND REVERSAL DOWN ALERT: $DOW Dow Inc. ?? TradeIdeas via to FREE Trading Room,DOW,0 +12/23/2019 9:18,"$DOW shows a strong growth in EPS. Over the last 5 years, the EPS has been growing by 20.79% yearly..¡K ",DOW,1 +12/9/2019 10:35,"$DOW $KRA - Dow, Kraton upgraded to Buy at SunTrust ",DOW,1 +12/9/2019 9:45,RT @theflynews: Two double upgrades of chipmakers top today's list of notable Wall Street calls $SOX $QRVO $SWKS $KRA $DOW $MMM $FTV $M $CV¡K,DOW,1 +12/9/2019 9:30,Two double upgrades of chipmakers top today's list of notable Wall Street calls $SOX $QRVO $SWKS $KRA $DOW $MMM¡K ,DOW,1 +12/9/2019 8:31,Fly Intel: Top five analyst upgrades $QRVO $SWKS $FATE $WING $HUN $FTV $DOW $KRA ,DOW,1 +12/9/2019 4:44,$DOW UPGRADE AT SUNTRUST TO BUY WITH A $59 PT,DOW,1 +12/2/2019 17:42,$dow breakout backtested? Or more death?Odd weekly chart - higher reds and lower greens all over it hurts my he¡K ,DOW,1 +12/2/2019 16:32,"$DOW cut at Morgan Stanley $MS, preferring LyondellBasell $LYB",DOW,0 +12/2/2019 13:10,"$DOW $LYB - Dow cut at Morgan Stanley, preferring LyondellBasell ",DOW,0 +11/26/2019 10:38,"$DOW in Downtrend: its price expected to drop as it breaks its higher Bollinger Band on November 4, 2019. View odds¡K ",DOW,0 +11/22/2019 20:58,$dow usually drops 5% and rips 10% Interested in this over last weeks high ,DOW,1 +11/20/2019 8:53,RT @PeterHanksFX: Going live for today's #Stock webinar in 20 minutes! We'll take a look at the $Dow channel that's under fire and other¡K,DOW,0 +10/24/2019 3:02,"$DOW - Dow EPS beats by $0.19, misses on revenue ",DOW,0 +10/21/2019 10:39,RT @_B_I_O_T_E_C_H_: Looks like $BAY is dropping CRISPR $CRSP casebia now they own $SGMO Zinc finger technology via $DOW $MON,DOW,0 +10/21/2019 9:02,Looks like $BAY is dropping CRISPR $CRSP casebia now they own $SGMO Zinc finger technology via $DOW $MON,DOW,0 +10/10/2019 13:18,$DOW - Dow declares $0.70 dividend ,DOW,1 +9/13/2019 7:34,$DOW New high 48.35 or +6.13 ,DOW,1 +9/5/2019 5:48,Tom O'Brien hosts the Stock Market Recap for Wednesday on @TFNNHe breaks down the numbers for the $DOW $YEN $IWM¡K ,DOW,0 +8/28/2019 8:42,$DOW $ZYXI:7 Stocks to Buy Down 10% in the Past Week:,DOW,0 +8/16/2019 6:15,$DOW $LYB $OLN - Dow downgraded to Sell equivalent at BofA Merrill ,DOW,0 +8/12/2019 8:15,Dow Jones down by 0.49% $MACRO $DOW ,DOW,0 +8/2/2019 15:59,"RT @leadlagreport: Despite large-cap indexes $SPY $DOW reaching all-time highs, small-cap stocks $IWM are down 9% over the last year. Perfo¡K",DOW,0 +8/1/2019 17:45,"Despite large-cap indexes $SPY $DOW reaching all-time highs, small-cap stocks $IWM are down 9% over the last year.¡K ",DOW,0 +7/28/2019 23:04,Susquehanna Downgrades Dow Inc. $DOW to Neutral ,DOW,0 +7/26/2019 6:30,Alphabet/Google has opened higher 8% after reporting strong earnings numbers.$GOOG $GOOGL $NDX $SPX $DOWPrices ar¡K ,DOW,1 +7/26/2019 3:08,BofA/Merrill Lynch Downgrades Dow Inc. $DOW to Neutral ,DOW,0 +7/25/2019 6:33,Tesla dropping sharply as Q2 EPS comes in at -$1.12 vs -$0.40 expected. $TSLA $NDX $SPX $DOW ,DOW,0 +7/25/2019 5:19,$DOW - Dow cites global uncertainty in $500M capex guidance cut ,DOW,0 +7/23/2019 6:49,Beyond Meat has set a new record high after trading through the $200 level.$BYND $NDX $SPX $DOW ,DOW,1 +7/22/2019 12:15,"$LYB $WLK $DOW - Chemical stocks Lyondell, Westlake pummeled amid Nomura downgrade ",DOW,0 +7/17/2019 16:34,"World Indices pulling back, as we were expecting this week, the drop is another chance to buy.$SPX $ES_F $DOW $DAX,¡K ",DOW,0 +7/15/2019 3:30,Dow Inc. $DOW PT Lowered to $54 at Citi ,DOW,0 +7/4/2019 5:50,$YM_F $DOW Here is the latest 1 Hour chart to members at showing the move higher this week¡K ,DOW,1 +6/17/2019 9:36,"$DOW - Dow downgraded at BMO on global trade, macro growth concerns ",DOW,0 +6/17/2019 3:44,UPDATE: BMO Capital Downgrades Dow Inc. $DOW to Market Perform ,DOW,0 +6/17/2019 3:04,BMO Capital Downgrades Dow Inc. $DOW to Market Perform ,DOW,0 +6/10/2019 11:39,"Another very low program activity day... only 7 programs of any size so far today, 5 were sell programs. $SPY $QQQ $DOW",DOW,0 +5/30/2019 12:18,"Today's programs over 100 issues... $SPY $QQQ $DOW 15 so far, 6 buys...make that 7 buys as a 259 issue buy progra¡K ",DOW,1 +5/24/2019 7:22,Fly Intel: Top five analyst upgrades $DOW $ERIC $FLWS $KTOS $BLMN ,DOW,1 +5/24/2019 5:05,UPDATE: JPMorgan Upgrades Dow Inc. $DOW to Neutral ,DOW,1 +5/24/2019 1:04,JPMorgan Upgrades Dow Inc. $DOW to Neutral ,DOW,1 +5/10/2019 13:14,UBER closes at $41.57 down -7.62% on a dissapointing debut. $UBER $NDX $DOW $SPX,DOW,0 +5/7/2019 3:47,$DOW PT LOWERED TO $60 FROM $67.00 AT CITI,DOW,0 +5/7/2019 2:04,Dow Inc. $DOW PT Lowered to $59 at Barclays ,DOW,0 +5/6/2019 3:38,Dow Inc. $DOW PT Lowered to $66 at RBC Capital ,DOW,0 +5/3/2019 5:41,Dow Inc. $DOW PT Lowered to $58 at BMO Capital ,DOW,0 +5/2/2019 3:15,$DOW - Dow misses on revenue ,DOW,0 +4/19/2019 10:42,$YM_F The Index should trade higher next week short term to end wave ((3)) since 3.25.2019.#elliottwave $DOW ,DOW,1 +4/18/2019 10:11,$YM_F $DOW $SPX $ES_F $SPY Latest 1 Hour chart to members at showing the reaction higher.¡K ,DOW,1 +4/18/2019 10:09,$YM_F $DOW $SPY $SPX London updated to members at showing the Blue Box buying.#elliottwave ,DOW,1 +4/16/2019 6:17,"$DOW $DWDP - Dow Inc. started as Top Pick, DowDupont downgraded at RBC ",DOW,0 +4/15/2019 9:02,$DOW $EMN $HUN - Chemical names including Dow upgraded to Buy at Nomura ,DOW,1 +4/10/2019 5:14,$DOW $DWDP - Dow: Question The Dividend ,DOW,1 +4/4/2019 17:06,"#Materials starting to strengthen meaningfully near-term following $DOW spinoff, but many Metals stocks working too¡K ",DOW,1 +4/3/2019 6:26,"After the $DOW spinoff, does this mean that $DWDP options holders are now entitled to 33 shares of DOW stock for each option held?",DOW,1 +4/2/2019 11:55,"$DOW will be bought and bought for the divvy ¡K¡K.love the CEO Co. committed to reducing debt, no large acquisitions ¡K..",DOW,1 +4/2/2019 3:43,UPDATE: BMO Capital Starts Dow $DOW at Outperform; New Company to Focus on Returns ,DOW,1 +4/2/2019 1:35,BMO Capital Starts Dow Inc. $DOW at Outperform ,DOW,1 +4/2/2019 0:38,$DWDP $DWDP $DOW - Shares of Dow to begin trade after separation ,DOW,1 +3/27/2019 15:15,Dow To Replace DowDuPont In The Dow Jones Industrial Average $DOW $DWDP $DJIA ,DOW,1 +3/26/2019 15:30,Dow to replace DowDuPont in DJIA at open on 4/2 $DOW $DWDP ,DOW,1 +3/21/2019 12:17,"$SPY Understanding, where we stand is key, hard to see another 2009 rally. #elliottwave $ES_F $SPX $YM_F $DOW",DOW,1 +3/9/2019 5:16,"However, $DAX The 4 Hour remain Bearish and the perfect scenario is another leg higher into a next sell. #elliottwave $SPX $DOW",DOW,1 +2/21/2019 17:59,$MSFT settled +2.1% to $109.41. Big resistance within 110/112s. Best tech component with the $DOW right now.¡K ,DOW,1 +2/18/2019 11:54,$SPY More Volatility to Come Due to the Market¡¦s Nature ¡K $ES_F $SPX $DOW $YM_F,DOW,1 +2/18/2019 7:35,$SPY More Volatility to Come Due to the Market¡¦s Nature $ES_F $SPX $DOW $YM_F,DOW,1 +2/13/2019 12:38,"$TASI The Index did a secondary low at 10.2016 which come at 5327, hard to see below there also. #elliottwave $SPX $DOW",DOW,1 +1/30/2019 6:28,"$FTSE If the Index open extension, will drive other Indices higher into another cycle like 12.26.18 low. #elliottwave $SPX $ES_F $DOW $DAX",DOW,1 +1/29/2019 6:30,$FTSE A bounce will happen and Bulls need to take the peak at 1.11.2019 to be in control. #elliottwave $SPX $ES_F $DAX $DOW,DOW,1 +1/28/2019 9:01,European Patent Office granted #SOYBEAN #CRISPR #TALEN #ZFN PATENT to $DOW DOW AGROSCIENCES and $SGMO SANGAMO THE¡K ,DOW,1 +1/27/2019 11:56,RT @_B_I_O_T_E_C_H_: European Patent Office granted #SOYBEAN #CRISPR #TALEN #ZFN PATENT to $DOW DOW AGROSCIENCES and $SGMO SANGAMO THERAPE¡K,DOW,1 +1/26/2019 13:17,$ZN_F The instrument should see the 119'19 area and buyers must be there for $SPX to drop. #elliottwave $DOW,DOW,1 +1/26/2019 11:30,$NKD_F The Latest 1 Hour chart presented to members at .#elliottwave $SPX $DOW $USDJPY ,DOW,1 +1/26/2019 9:54,European Patent Office granted #SOYBEAN #CRISPR #TALEN #ZFN PATENT to $DOW DOW AGROSCIENCES and $SGMO SANGAMO THER¡K ,DOW,1 +1/25/2019 6:25,"$BABA When the wave ((V)) take placed, that will mean most instruments will trade higher like $AMZN $AAPL ,$SPX, $DOW $FTSE among others.",DOW,1 +1/25/2019 6:18,"Good morning, Everyone from New York and welcome to another session which is seeing the Indices trading higher.#elliottwave $SPX $DOW $DAX",DOW,1 +1/21/2019 6:21,"Good morning, Everyone from New York and welcome to another week which can become interesting. #elliottwave $SPX $DOW $USDJPY $AUDJPY",DOW,1 +1/19/2019 9:55,"$NKD_F Seeing this, you need to ask your self, how come it is not pure Technical, it is very Technical. #elliottwave $SPX $DAX $ES_F $DOW",DOW,1 +1/10/2019 12:18,"$NKD_F The Index need to stay below 20515, above bears are in trouble in 1 Hour time frame. #elliottwave $SPX $DOW $YM_F",DOW,1 +1/7/2019 10:26,$BABA World Indices: When to Start Buying Them Again #elliottwave $SPX $DOW $DAX $FTSE,DOW,1 +12/29/2018 9:38,World Indices: When to Start Buying Them Again # #elliottwave $SPX $BABA $XLP $ES_F $DOW $NKD_F $XOM,DOW,1 +12/29/2018 8:21,Market remain very Technical and we believe soon a turn will take placed with the higher degree trend. #elliottwave $SPX $NKD_F $ES_F $DOW,DOW,1 +12/28/2018 9:32,$FTSE Latest 1 Hour chart to members at showing the bounce happening. $SPX $DOW $ES_F ,DOW,1 +12/28/2018 6:27,$SPX Market is very Technical and now need to defined the intention in 4 Hour and Daily. #elliottwave $DOW $ES_F,DOW,1 +12/26/2018 15:50,"RT @MysteryTrader99: #Dow Daily: $DOWF***! .... even my jaw is on the floor, Even starting to scare myself ????I was off by only 00.92%¡K",DOW,1 +12/26/2018 6:16,We expecting $USDJPY to bounce in 3 waves and also drive the $NKD and World Indices into a bounce. #elliottwave $SPX $YM $DOW,DOW,1 +12/22/2018 8:37,"Market need to determined if this dip is a wave (IV) or cycle form 2009 ends, we will know soon.#elliottwave $SPX $DOW $ES_F $YM_F",DOW,1 +12/21/2018 8:41,"There is not such a thing, as Bear Market, Indices always going to be a buy in 3-7-11, Human progress. $SPX $ES_F $DOW",DOW,1 +12/20/2018 18:41,Market Nature: The Key In Avoiding Human Nature and Not Over-reacting to The $SPX Sell-off #elliottwave $ES_F $DOW,DOW,1 +12/19/2018 16:58,$SPX The Weekend updated to members at working nicely.#elliottwave $ES_F $DOW ,DOW,1 +12/19/2018 13:05,"$SPX We keep looking for the 2470-2390 area to buy the Index, not there yet.#elliottwave we keep pushing lower. $DOW $ES_F",DOW,1 +12/14/2018 6:19,"Good morning, Everyone from New York and welcome to another session which is seeing World Indices trading lower. #elliottwave $SPX $DOW",DOW,1 +12/13/2018 9:19,RT @JStanleyFX: DJIA: Dow Jones Attempts to Re-Gain Footing Ahead of December FOMC $DJIA $Dow $DIA ,DOW,1 +12/12/2018 10:25,$SPX The 1 Hour chart presented to members at calling the bounce into a Blue Box. #elliottwave $ES_F $YM_F $DOW,DOW,1 +12/11/2018 15:09,$T $VOX and $XOM are key for World Indices and providing the timing where to buy Indices again. #elliottwave $SPX $DOW $ES $YM_F $DAX,DOW,1 +12/11/2018 15:02,"$YM_F The Index already showing 3 waves from Blue Box at 24030, a 7 swing higher can be selling opportunity. #elliottwave $DOW $SPX $ES_F",DOW,1 +12/8/2018 8:08,"$NQ_F $SPX $DOW $ES_F and many others World Indices will provided a nice entry soon, but many red flags to buy at this moment. #elliottwave",DOW,1 +12/6/2018 6:26,$YM_F The Index next target to the downside is the 24088 and a bounce should come from there. #elliottwave $SPX $ES_F $DOW,DOW,1 +12/6/2018 6:21,"Good morning, Everyone and welcome to another session which seeing to be very interesting for World Indices. #elliottwave $SPX $DOW $ES_F",DOW,1 +12/4/2018 10:53,We recommend members to trade extremes with the Right Side only and not trade in between when there is not trend. #elliottwave $SPX $DOW,DOW,1 +11/29/2018 10:54,$YM_F The Index another high will make 5 waves higher and 3 waves back soon should take placed. #elliottwave $SPX $DOW,DOW,1 +11/27/2018 9:57,Neither the $SPX or $DOW need to break lower into 7 waves. #elliottwave ,DOW,1 +11/26/2018 9:50,$AMZN $T $VOX $NFLX all are showing the path in 4 Hour and the next alignment to happen. #elliottwave $SPX $DOW,DOW,1 +11/26/2018 6:17,We also have the G20 Meeting this Weekend and should be interesting to see extreme prices at same time . #elliottwave $SPX $DOW,DOW,1 +11/23/2018 9:33,"European Patent Office granted patent to $DOW AGROSCIENCES LLC?[US]; $ANGAMO THERAPEUTICS INC?[US] titled as ""FAD2¡K ",DOW,1 +11/19/2018 10:35,"$SPX, $DOW There are indications about the possibility, but to early still to called the double. #elliottwave",DOW,1 +11/19/2018 10:34,Market soon need to decided if $SPX and $DOW will do a double from peak at 9.2018. #elliottwave,DOW,1 +11/16/2018 6:19,"$SPX, $DOW The 4 Hour still negative and the possibility of seeing 7 swings lower is there, need to hold yesterday low. #elliottwave",DOW,1 +11/16/2018 6:15,"Both $SPX and $DOW need to remain above yesterday low, otherwise both can created a double lower in 4 Hour. #elliottwave",DOW,1 +11/16/2018 6:14,"Good Morning, Everyone from New York and welcome to another session which is key for the $SPX and $DOW .#elliottwave",DOW,1 +11/15/2018 16:49,$SPX The Index ended cycle from peak at 11.7.2018 and now need to remain above 2670 for the Bulls. #elliottwave $DOW $YM_F,DOW,1 +11/12/2018 10:16,RT @MysteryTrader99: #Dow Daily: $DOW Verbatim to 2007... Just saying....#economy #markets #stocks #trading #Dowjones #Dow30 ,DOW,1 +11/12/2018 6:16,"World Indices need to hold the low at the end of October, otherwise they will do 7 swings from peak. $SPX $DAX $FTSE $DOW #elliottwave",DOW,1 +11/6/2018 6:12,$AAPL Here is he 1 Hour chart presented to members last night. #elliottwave $NQ_F $SPX $DOW ,DOW,1 +10/30/2018 16:09,$XAGUSD $SPX The Smartest Way to Sell The World Indices #elliottwave $DOW $ES_F,DOW,1 +10/27/2018 16:30,We told member where to buy the Indices again and how the Mid Term in the US can be the excuse for the rally.#elliottwave $SPX $DOW,DOW,1 +10/20/2018 9:38,$YM_F The Index can have ended already the (B) already and next week can be very interesting to bears.#elliottwave $SPX $DOW,DOW,1 +10/15/2018 9:16,"At live session, we explained members the World Indices and YEN pairs and when to buy then again.#elliottwave $DAX, $IBEX35 $SPX $DOW",DOW,1 +10/12/2018 11:10,"$SPX We looking this dip as an opportunity into another cycle higher, but we waiting for the 25th to the 5th to buy again.#elliottwave $DOW",DOW,1 +10/11/2018 16:01,"Indices always drop hard, when happen traders tend to get in panic or called crash to early.#elliottwave $SPX $DAX $DOW",DOW,1 +10/10/2018 9:43,We explained to members why Market makers will trick everyone again and will used the Mid term result as excuse.#elliottwave $SPX $DOW,DOW,1 +10/10/2018 8:44,"The World is not coming to the end, we still looking at 2020-22 for the peak, keep buying the dips in 3-7-11.#elliottwave $SPX $DOW $DAX",DOW,1 +10/8/2018 10:51,$SPX Latest 1 Hour chart to members at showing the idea.#elliottwave $DOW $YM_F ,DOW,1 +10/8/2018 10:35,"Traders need to understand, Market does advances and pullbacks, never ever is a straight line.#elliottwave $SPX, $DOW $YM_F",DOW,1 +10/2/2018 11:26,$YM_F Latest 1 Hour chart to members at running into wave 5.#elliottwave $DOW ,DOW,1 +10/2/2018 5:16,"A cycle is ending across the World Indices is only a 1 Hour cycle, so we expecting a pullback to buy again.#elliottwave $SPX $YM_F $DOW $DAX",DOW,1 +9/22/2018 9:56,$YM_F Last Weekend updated to members proposing the wave ((iii)) higher.#elliottwave Very nice reaction.$SPX $DOW ,DOW,1 +9/19/2018 12:11,"RT @_B_I_O_T_E_C_H_: Canadian Patent granted to DOW AGROSCIENCES $DOW SANGAMO BIOSCIENCES $SGMO on 2018-09-04 titled as "" TARGETED INTEG¡K",DOW,1 +9/19/2018 9:27,"Canadian Patent granted to DOW AGROSCIENCES $DOW SANGAMO BIOSCIENCES $SGMO on 2018-09-04 titled as "" TARGETED IN¡K ",DOW,1 +9/15/2018 8:53,$YM_F Latest 1 Hour chart presented to members and also showing the current view.#elliottwave $DOW $SPX ,DOW,1 +9/13/2018 11:26,$YM_F Latest 1 Hour chart (Midday) presented to members at $SPX $DOW ,DOW,1 +9/12/2018 13:41,"$SPX Read the blog and if you have any questions send it to us, we will explain the reason.#elliottwave $DAX $ES_F $DOW $YM_F",DOW,1 +9/12/2018 13:38,$SPX Many believe that a Presidential agenda has something to do with the Indexes rally #Elliottwave $DOW $ES_F $YM_F,DOW,1 +9/7/2018 7:13,$SPX Latest 1 Hour chart to members at still waiting for the long.#elliottwave $ES_F $DOW ,DOW,1 +9/1/2018 9:30,$FTSE Latest 1 Hour chart to members showing the declined and next week proposed path.#elliottwave $DAX $SPX $DOW ,DOW,1 +8/31/2018 16:09,Want the latest analyst ratings on $DOW $MDVN $BLMT $UVE $CCN? Get Them Delivered to Your Inbox ,DOW,1 +8/31/2018 5:10,"This dip in World Indices is another chance to buy then in 3-7-11, the Right Side still remain the Long.#elliottwave $SPX $DOW $YM_F $FTSE",DOW,1 +8/27/2018 6:28,"World Indices Right side remain Bullish and we like to keep buying the dips in 3 -7-11, we do not like selling.#elliottwave $SPX $YM_F $DOW",DOW,1 +8/13/2018 13:47,RT @_B_I_O_T_E_C_H_: @BursatilBiotech $BAY $MON ( $DOW sublic) on the way to solve starvation in world via $SGMO zinc finger gene edited cr¡K,DOW,1 +8/2/2018 7:34,"RT @JStanleyFX: US Dollar Charges Up to Resistance, GBP/USD Flails After BoE Rate Hike $USD $GBPUSD $EURUSD $Dow ht¡K",DOW,1 +7/3/2018 7:31,"RT @JStanleyFX: US Dollar Back-and-Forth Start to Q3, EUR/USD Tests Key Resistance $USD $EURUSD $USDJPY $Dow ",DOW,1 +6/27/2018 6:00,With the $Dow falling almost every day for the last 9 trading sessions we are seeing movement to the Most Watched¡K ,DOW,1 +4/18/2018 15:55,Dow Chemical $DOW Upgraded to ¡§Hold¡¨ at BidaskClub #investing,DOW,1 +4/16/2018 17:44,Dow Chemical $DOW Downgraded to Sell at BidaskClub #investing,DOW,0 +4/16/2018 17:43,Dow Chemical $DOW Downgraded to Sell at BidaskClub #stocks,DOW,0 +4/10/2018 19:02,Dow Chemical $DOW Lowered to Strong Sell at BidaskClub #investing,DOW,0 +4/10/2018 19:02,Dow Chemical $DOW Lowered to Strong Sell at BidaskClub #stocks,DOW,0 +4/4/2018 14:22,Want the latest upgrades & downgrades for $WINN $EXTR $RAVN $DOW $MDVN? Checkout MarketBeat Daily ,DOW,0 +12/9/2017 7:38,Dow Chemical Co $DOW Shares Bought by DekaBank Deutsche Girozentrale ,DOW,1 +12/7/2017 8:24,Dow Chemical Co $DOW Shares Bought by United Bank VA ,DOW,1 +12/6/2017 8:28,Dow Chemical Co $DOW Shares Bought by Cookson Peirce & Co. Inc. ,DOW,1 +12/6/2017 8:14,Dow Chemical Co $DOW Shares Bought by Cetera Investment Advisers ,DOW,1 +12/6/2017 8:13,$DOW - Dow Chemical Co #DOW Shares Bought by Cetera Investment Advisers ,DOW,1 +12/4/2017 8:32,Dow Chemical Co $DOW Shares Sold by Ameritas Investment Partners Inc. ,DOW,0 +12/3/2017 8:50,"Scotia Capital Inc. Acquires 46,143 Shares of Dow Chemical Co $DOW ",DOW,1 +12/3/2017 8:42,M&R Capital Management Inc. Increases Stake in Dow Chemical Co $DOW ,DOW,1 +12/3/2017 8:42,Dow Chemical Co $DOW Shares Bought by Linscomb & Williams Inc. ,DOW,1 +12/2/2017 8:39,Dow Chemical Co $DOW Position Trimmed by Quadrant Capital Group LLC ,DOW,0 +12/1/2017 16:24,Carret Asset Management LLC Increases Stake in Dow Chemical Co $DOW ,DOW,1 +12/1/2017 16:19,$DOW - Carret Asset Management LLC Increases Stake in Dow Chemical Co #DOW ,DOW,1 +11/25/2017 7:18,Dow Chemical Co $DOW Shares Sold by Frontier Wealth Management LLC ,DOW,0 +11/25/2017 7:11,"Balyasny Asset Management LLC Acquires 69,554 Shares of Dow Chemical Co $DOW ",DOW,1 +11/24/2017 7:55,Dow Chemical Co $DOW Shares Bought by Summit Financial Wealth Advisors LLC ,DOW,1 +11/23/2017 4:00,Dow Chemical Co $DOW Shares Bought by Ontario Teachers Pension Plan Board ,DOW,1 +11/23/2017 3:54,Dow Chemical Co $DOW Shares Bought by CQS Cayman LP ,DOW,1 +11/23/2017 3:53,$DOW - Dow Chemical Co #DOW Shares Bought by CQS Cayman LP ,DOW,1 +11/22/2017 4:20,Dow Chemical Co $DOW Shares Sold by Hancock Holding Co. ,DOW,0 +11/22/2017 3:50,Dow Chemical Co $DOW Shares Bought by Third Point LLC ,DOW,1 +11/21/2017 4:01,TLP Group LLC Acquires New Stake in Dow Chemical Co $DOW ,DOW,1 +11/20/2017 3:44,W.G. Shaheen & Associates DBA Whitney & Co Grows Position in Dow Chemical Co $DOW ,DOW,1 +11/19/2017 9:49,Sir Capital Management LP Trimmed By $7.60 Million Its Dow Chem Co $DOW Holding ,DOW,0 +11/19/2017 8:54,"First Dallas Securities Trimmed By $311,850 Its Dow Chemical Co $DOW Position ",DOW,0 +11/19/2017 6:40,Glenview Capital Management Has Upped Dow Chem Co $DOW Position By $148.24 Million ,DOW,1 +11/19/2017 3:45,Dow Chemical Co $DOW Shares Bought by MML Investors Services LLC ,DOW,1 +11/19/2017 3:45,Tiaa Fsb Acquires New Position in Dow Chemical Co $DOW ,DOW,1 +11/18/2017 3:30,Dow Chemical Co $DOW Shares Sold by Northern Trust Corp ,DOW,0 +11/17/2017 3:40,"New York State Common Retirement Fund Acquires 271,799 Shares of Dow Chemical Co $DOW ",DOW,1 +11/15/2017 8:32,"Community Bank N.A. Buys Shares of 89,065 Dow Chemical Company $The $DWDP ",DOW,1 +11/15/2017 8:30,MCF Advisors LLC Acquires New Stake in Dow Chemical Company $The $DWDP ,DOW,1 +11/15/2017 3:35,Dow Chemical Co $DOW Holdings Trimmed by MD Sass Investors Services Inc. ,DOW,0 +11/15/2017 3:11,Family Management Has Trimmed Dow Chem Co $DOW Holding by $1.08 Million ,DOW,0 +11/12/2017 3:39,Roosevelt Investment Group Has Upped Dow Chemical Company $DOW Stake By $4.60 Million ,DOW,1 +11/12/2017 3:39,Dow Chemical Co $DOW Shares Sold by Chemical Bank ,DOW,0 +11/11/2017 3:27,"Alpine Associates Management Inc. Buys Shares of 230,428 Dow Chemical Co $DOW ",DOW,1 +11/10/2017 8:38,"Green Valley Investors Stake in Dow Chemical Co/The $DOW Trimmed by $997,164 as Stock Rose ...",DOW,0 +11/10/2017 3:36,Dow Chemical Co $DOW Shares Sold by Green Valley Investors LLC ,DOW,0 +11/10/2017 3:32,Fiera Capital Corp Cuts Stake in Dow Chemical Co $DOW ,DOW,0 +11/10/2017 3:21,$DOW - Dow Chemical Co #DOW Shares Sold by Green Valley Investors LLC ,DOW,0 +1/18/2020 7:19,Exxon Mobil $XOM PT Lowered to $70.00 at Royal Bank of Canada ,XOM,0 +1/14/2020 6:55,Citigroup Trims Exxon Mobil $XOM Target Price to $68.00 #stocks,XOM,0 +1/12/2020 12:00,#Dividend Google Alert - Exxon Mobil Dividend Aristocrat: Exxon Mobil Dividend Aristocrat¡K ,XOM,1 +1/11/2020 5:04,?? Dividend Ideas: 2 Reasons 5% Yielding Exxon Mobil Could Be One Of The Best Investments Of 2020¡K ,XOM,1 +1/9/2020 0:04,Exxon Mobil $XOM Lifted to ¡§Buy¡¨ at Bank of America ,XOM,1 +1/8/2020 6:58,Exxon Mobil $XOM Stock Rating Upgraded by Bank of America #stocks,XOM,1 +1/8/2020 4:23,Exxon Mobil $XOM Upgraded by Bank of America to Buy ,XOM,1 +1/8/2020 3:01,"$XOM in Downtrend: its price expected to drop as it breaks its higher Bollinger Band on January 2, 2020. View odds¡K ",XOM,0 +1/5/2020 5:28,Exxon Mobil $XOM Price Target Cut to $72.00 ,XOM,0 +1/3/2020 12:18,Goldman Sachs Group Trims Exxon Mobil $XOM Target Price to $72.00 #stocks,XOM,0 +1/3/2020 11:12,ExxonMobil $XOM PT Lowered to $72 at Goldman Sachs ,XOM,0 +12/31/2019 11:48,?? Dividend Ideas: Exxon Mobil: 5% Dividend Yield Is Near A 25-Year High via ? ,XOM,1 +12/31/2019 11:45,$XOM - Exxon Mobil: 5% Dividend Yield Is Near A 25-Year High. Read more and get updates on any stock!¡K ,XOM,1 +12/31/2019 9:52,$XOM The low end of range has been $65-$66... The high end has been $100 at extremes. Also sports a 5% yield down here... Just sayin',XOM,0 +12/30/2019 12:40,Exxon acquires over 1.7 million exploration acreage offshore Egypt ,XOM,1 +12/30/2019 12:17,Exxon $XOM acquires 1.7M exploration acres offshore Egypt,XOM,1 +12/28/2019 3:03,"$XOM in Downtrend: its price expected to drop as it breaks its higher Bollinger Band on December 12, 2019. View odd¡K ",XOM,0 +12/27/2019 3:21,"$XOM in Downtrend: its price may drop because broke its higher Bollinger Band on December 12, 2019. View odds for t¡K ",XOM,0 +12/16/2019 16:04,?? Dividend Ideas: Exxon Mobil: Dividend Problems via ? ,XOM,1 +12/16/2019 15:56,$XOM - Exxon Mobil: Dividend Problems. Get more info on Seeking Alpha: #investing #finance #business,XOM,1 +12/16/2019 4:48,Exxon Mobil Co. $XOM Short Interest Down 6.7% in November ,XOM,0 +12/14/2019 7:54,Exxon Mobil Co. $XOM Short Interest Down 6.7% in November #markets,XOM,0 +12/14/2019 7:54,Exxon Mobil Co. $XOM Short Interest Down 6.7% in November #stocks,XOM,0 +12/10/2019 16:40,$XOM Exxon Beats New York in Climate Change Fraud Case (Podcast) via ,XOM,1 +12/7/2019 7:33,"Exxon Mobil Co. $XOM VP David S. Rosenthal Sells 9,615 Shares #markets",XOM,0 +12/6/2019 14:53,"Insider Selling: Exxon Mobil Co. $XOM VP Sells 9,615 Shares of Stock #stocks",XOM,0 +12/6/2019 14:51,"David S. Rosenthal Sells 9,615 Shares of Exxon Mobil Co. $XOM Stock ",XOM,0 +12/6/2019 14:51,"Insider Selling: Exxon Mobil Co. $XOM VP Sells 9,615 Shares of Stock ",XOM,0 +12/5/2019 6:49,$SPY $IGV $IJI $XRT $XOM Jobless claims hit multi-year low Initial Jobless Claims: -10K to 203K vs. +218K¡K ,XOM,0 +12/2/2019 15:11,Well after starting my IRA in 2014 All positions are very greenExcept for $xom 24% down LOLI choose 80/20¡K ,XOM,0 +12/2/2019 9:51,$XOM Still needs to break October low to open a bearish sequence from September peak supporting weakness in #energy¡K ,XOM,0 +12/1/2019 15:16,$XOM - 3 Oil Stocks To Buy For 5%+ Dividend Yields And Growth. Read more and get updates on any stock!¡K ,XOM,1 +11/29/2019 11:26,?? Dividend Ideas: Exxon Mobil: Dividend Coverage Even Worse Than During The 2015-2016 Oil Price Crash¡K ,XOM,1 +11/29/2019 11:17,$XOM - Exxon Mobil: Dividend Coverage Even Worse Than During The 2015-2016 Oil Price Crash. Subscribe to Seeking Al¡K ,XOM,1 +11/29/2019 7:59,We explained the potential extension higher in $NQ_F & $AAPL within October cycle and how it can affect $GDX & $XOM #elliottwave #trading,XOM,1 +11/27/2019 10:16,$XOM - Exxon - Downward Pressure To Continue. Follow this and any other stock on Seeking Alpha!¡K ,XOM,0 +11/26/2019 4:33,"$XOM cycle from April 2019 high remains incomplete and bounce can continue to find sellers in 3, 7, 11 swing while¡K ",XOM,1 +11/25/2019 16:17,$XOM Short term bounce can extend higher toward equal legs area 71.58 - 72.26 from where the stock can turn lower f¡K ,XOM,1 +11/25/2019 2:33,"Exxon Mobil Co. $XOM VP Liam M. Mallon Sells 32,287 Shares ",XOM,0 +11/24/2019 3:24,$XOM Has 5 swings down from April peak and a break of October low would open the next extension lower toward $58 #elliottwave #trading,XOM,0 +11/24/2019 3:21,$XOM Showing 5 waves down from 11/5 peak suggesting further weakness to follow #elliottwave¡K ,XOM,0 +11/23/2019 9:00,"Exxon Mobil Co. $XOM VP Liam M. Mallon Sells 32,287 Shares of Stock #markets",XOM,0 +11/22/2019 16:18,?? Dividend Ideas: Exxon Mobil: Don't Chase The Wrong Yield via ? ,XOM,1 +11/20/2019 9:19,$XOM 4H Chart from Last month looking for the stock to bounce higher into extreme blue box area before a reversal t¡K ,XOM,1 +11/20/2019 7:04,$XOM cycle from April 23 high remains incomplete and can see further downside. This video looks at the #Elliottwave¡K ,XOM,1 +11/19/2019 8:26,Exxon $XOM sells Russian Sokol crude at slightly lower premiums -sources,XOM,0 +11/18/2019 2:02,"$XOM in Downtrend: its price may drop because broke its higher Bollinger Band on November 4, 2019. View odds for th¡K ",XOM,0 +11/17/2019 9:50,$XOM $SABIC Aramco Bosses Pitch IPO to Riyadh Investors Already Sold on Deal via ,XOM,0 +11/17/2019 4:14,$XOM Traded higher into another blue box area $70.8 - $73.1 from where a reaction lower took place #elliottwave¡K ,XOM,1 +11/17/2019 1:40,"$XOM in Downtrend: its price expected to drop as it breaks its higher Bollinger Band on November 4, 2019. View odds¡K ",XOM,0 +11/14/2019 9:34,$FCEL once $XOM drops that commercial people that sold for a $1 will be like why did I do something dumb like that¡K ,XOM,0 +11/13/2019 12:36,"$XLE The Sector is reacting lower from the Blue Box, We believe a new low can happen, as far as $XOM does not reach¡K ",XOM,0 +11/12/2019 14:38,$XOM Managed to hold above $66 last month then did another leg higher into equal legs area $71 - $73 #elliottwave #trading,XOM,1 +11/12/2019 10:39,$XOM As long as bounces fails below $73.12 then the stock will have a chance of breaking October low which will ope¡K ,XOM,0 +11/12/2019 10:39,$XOM Showing 5 waves down from 11/5 peak and soon 3 waves bounce can be seen #elliottwave #trading,XOM,0 +11/7/2019 7:31,Exxon Mobil Co. Declares Quarterly Dividend of $0.87 $XOM #markets,XOM,1 +11/5/2019 8:52,Another nice gap up in $XOM I have placed most of my trade shares into the let it ride pile w/no green to red stop.¡K ,XOM,1 +11/4/2019 9:51,$XOM going to need some basing soon on the 15 min chart. Next short term levels on my radar if wants higher 71.67 then 71.79,XOM,1 +11/4/2019 8:31,$XOM gap up off ER announcement follow thru today with another gap up. I have a position in this name 50ma and tod¡K ,XOM,1 +11/4/2019 7:07,$XOM managed to see a break below August low and now showing 5 swings down from April peak aiming for downside tar¡K ,XOM,0 +11/3/2019 3:12,$XOM Failed to break 10/3 low and now can extend higher toward equal legs area $70.8 - $73.19 from where a 3 waves¡K ,XOM,0 +11/1/2019 20:00,"Exxon Mobil $XOM Issues Earnings Results, Misses Expectations By $0.12 EPS ",XOM,0 +11/1/2019 19:59,"Exxon Mobil $XOM Posts Quarterly Earnings Results, Misses Expectations By $0.12 EPS #markets",XOM,0 +11/1/2019 11:43,"RT @TheStreet: Caught up on earnings? @JimCramer breaks down $BABA, $XOM and $CVX. See his 3 minute breakdown of the market here: ",XOM,0 +11/1/2019 9:54,Stocks head for record high following solid jobs report $XOM #XOM #Economicoutlook #Economy #Stockprices ,XOM,1 +11/1/2019 7:53,Trading Ideas: $XOM Exxon Moves higher as earnings were better than feared. ?? FREE trade-of¡K ,XOM,1 +11/1/2019 5:51,$XOM (+0.6% pre) Exxon Earnings Beat As Permian Output Soars; Chevron Misses,XOM,0 +11/1/2019 5:06,$XOM:Exxon Mobil earnings drop 49% in the third quarter on lower oil prices:,XOM,0 +11/1/2019 4:57,$XOM misses the Estimize EPS Consensus by 1c and the Estimize Revenue Consensus by $3.08B. Reports FQ3 earnings of¡K ,XOM,0 +10/31/2019 12:57,"RT @JustinPulitzer: $XOM Higher, Lower or Flat on Earnings Tomorrow BEFORE the Open? #SentimentGauge",XOM,0 +10/31/2019 11:28,"$XOM Higher, Lower or Flat on Earnings Tomorrow BEFORE the Open? #SentimentGauge",XOM,0 +10/30/2019 13:53,$XOM - Exxon Mobil declares $0.87 dividend ,XOM,1 +10/30/2019 12:56,$XOM short term it still needs to break $66 low to confirm further downside within cycle from September peak #elliottwave #trading $XLE,XOM,0 +10/30/2019 12:55,$XOM Showing 5 swings down from April peak and while $75.7 peak is holding then the stock can aim for target lower¡K ,XOM,0 +10/30/2019 12:53,$XOM Ended the bounce higher from August low last month then turned lower #elliottwave #trading ,XOM,0 +10/28/2019 6:46,$XOM Failed to make new lows from blue box area & now bounce is extending higher in 7 swings towards $71.27-$72.14¡K ,XOM,1 +10/24/2019 4:35,$XOM Failed to make new lows from blue box area & bounce can be extending higher in 7 swings towards $71.27-$72.14¡K ,XOM,1 +10/22/2019 22:13,Q3 2019 EPS Estimates for Exxon Mobil Co. $XOM Lowered by Jefferies Financial Group ,XOM,0 +10/22/2019 7:50,Elizabeth Warren's policies could drive oil prices higher and help Exxon ,XOM,1 +10/20/2019 4:40,$XOM Currently it ended 3 waves bounce from 10/3 low after reaching blue box area $69.8 - $70.6 from where a reacti¡K ,XOM,0 +10/20/2019 4:37,$XOM showing 5 swings down from April peak and while $75 peak is holding the the stock can aim lower for equal legs¡K ,XOM,0 +10/20/2019 4:35,$XOM Ended the bounce last in 3 waves then turned lower taking August low and creating a bearish sequence from Apri¡K ,XOM,0 +10/19/2019 14:10,"$XOM In this computer era, the Elliott wave Theory needs to follow progress & adjust to the High Frequency trading,¡K ",XOM,1 +10/17/2019 17:44,$XOM highest bidder for #BPCL with $8B??,XOM,1 +10/17/2019 9:17,is $XOM buys #BPCL access to sell directly to consumer ,XOM,1 +10/14/2019 13:10,$XOM ended the bounce last month then turned lower taking August low and opening an incomplete bearish sequence fro¡K ,XOM,0 +10/14/2019 7:44,$XOM - Exxon: It's The Best Time In 25 Years To Buy This 5.2% Yielding Dividend Aristocrat. Subscribe to Seeking Al¡K ,XOM,1 +10/13/2019 3:15,$XOM managed to break $66.5 low and opened a bearish sequence from April peak and current bounce is expected to fai¡K ,XOM,0 +10/13/2019 3:13,$XOM 9/16 Ended the rally from August low then started the move lower #elliottwave #trading ,XOM,0 +10/13/2019 3:12,$XOM 1H Chart 9/15 at Looking for the stock to rally within a 5th wave higher #elliottwave¡K ,XOM,1 +10/11/2019 12:18,$XOM nice recovery w/ a high low (on a late downgrade) off support¡K we¡¦ll discuss the ¡§What Now?¡¨ in my Weekend Video.,XOM,0 +10/10/2019 22:49,Exxon Mobil $XOM PT Lowered to $63.00 ,XOM,0 +10/10/2019 13:29,$XLE Failed to break 8/27 low but the bearish sequence in $XOM is supporting more weakness for #energy sector #elliottwave,XOM,0 +10/10/2019 4:25,$XOM has managed to see a break below August low and now showing 5 swings down from April peak aiming for downside¡K ,XOM,0 +10/8/2019 11:43,$XOM $TSLA:Exxon Mobil Stock Is a Stellar Dividend Play:,XOM,1 +10/7/2019 13:23,$XOM Traded lower into equal legs area $66.52 and managed to break August low #elliottwave¡K ,XOM,0 +10/6/2019 7:40,$XOM short term bounce can extend higher toward equal legs area $70.01 - $71.36 from where a 3 waves pullback at le¡K ,XOM,1 +10/6/2019 7:39,$XOM Managed to break August low which opened a bearish sequence toward $58.11 area supporting further weakness in¡K ,XOM,0 +10/4/2019 13:02,Exxon Mobil's PT cut by Morgan Stanley to $82.00. equal weight rating. $XOM #XOM ,XOM,0 +10/4/2019 11:16,Morgan Stanley Trims Exxon Mobil $XOM Target Price to $82.00 ,XOM,0 +10/3/2019 9:33,?? Dividend Ideas: Exxon Mobil Is A Screaming Bargain At A 20-Year High Dividend Yield Of 5.2%¡K ,XOM,1 +10/3/2019 9:09,$XOM - Exxon Mobil Is A Screaming Bargain At A 20-Year High Dividend Yield Of 5.2%. Get more updates here:¡K ,XOM,1 +10/2/2019 12:19,$XOM - Exxon's Q3 earnings outlook cut by analysts following Q3 preview ,XOM,0 +10/2/2019 7:52,"$RDS.A $RDS.B $XOM - Norway sovereign fund to drop oil explorers, keep refiners ",XOM,0 +9/30/2019 9:21,$XOM Finished the rally higher the next day then started the correction lower #elliottwave #trading ,XOM,1 +9/30/2019 9:19,$XOM 1H Chart 9/15 Looking for the stock to rally higher within 5th wave #elliottwave #trading ,XOM,1 +9/30/2019 6:50,$XOM this video explains the short term #Elliottwave path for the stock as it shows 5 waves down from 75.7 high¡K ,XOM,0 +9/29/2019 8:12,An Exxon oil and gas project off the coast of Vietnam is becoming a test of Beijing¡¦s growing power in the South Ch¡K ,XOM,1 +9/27/2019 13:07,Exxon Mobil $XOM Given Buy Rating at Bank of America #stocks,XOM,1 +9/27/2019 8:34,Exxon Mobil $XOM Receives Buy Rating from Bank of America ,XOM,1 +9/24/2019 13:41,$XLE & $XOM Still needs a break below August low to open a new bearish sequence for #energy sector #elliottwave #trading,XOM,0 +9/23/2019 13:22,$XOM ended the cycle from 8/15 low then started a correction showing a short term 5 waves decline #elliottwave #trading,XOM,0 +9/23/2019 13:21,$XOM 1H Chart 9/15 at Looking for the stock to finish a 5th wave higher #elliottwave¡K ,XOM,1 +9/23/2019 9:48,$VOO $XOM $VIG $AAPL $MSFT $M:Dividend Investing: What Is It and How Does It Work?:,XOM,1 +9/22/2019 21:50,Exxon Mobil Co. (NYSE:XOM) Shares Sold by First Republic Investment Management Inc. - TechNewsObserver ,XOM,0 +9/18/2019 5:43,$XOM:Exxon Stock Offers a Safe and High Yielding Dividend:,XOM,1 +9/16/2019 7:09,We also explained the importance of $CL_F rally in favor of $XLE & $XOM and what would happen if a 4H low is in place #elliottwave #trading,XOM,0 +9/16/2019 6:23,$DJIA $SPX $COMP $AAPL $DKS:The Dow Is Down but Exxon Stock Rises as Oil Prices Take Off:,XOM,0 +9/16/2019 5:54,The Dow Is Down but Exxon Stock Rises as Oil Prices Take Off ,XOM,0 +9/11/2019 8:20,$XOM 1H Chart 9/1 at Calling for further bounce higher #elliottwave #trading ,XOM,1 +9/10/2019 13:23,$XOM 1H Chart 9/1 at Looking for the stock to bounce higher #elliottwave #trading ,XOM,1 +9/10/2019 10:06,"RT @MarketsTicker: Exxon Mobil's stock rises toward longest win streak in 9 years, to extend bounce off 9-month low ",XOM,0 +9/10/2019 3:34,Trading Ideas: Exxon Mobile 4.9% dividend attracts investors. ?? FREE trade-of-week via ?¡K ,XOM,1 +9/9/2019 7:05,We also explained the importance of $GDX & $XAUUSD for short term trading and why $XOM & $XLE can extend higher #elliottwave #trading,XOM,1 +9/8/2019 7:31,$XOM Entering equal legs area $70.58 - $72.81 from August low and down from there a pullback in 3 waves can be seen #elliottwave #trading,XOM,0 +9/5/2019 19:21,"$XOM - Exxon Mobil Trading Near Year Low; This Isn't A Cyclical Down Turn, It Is Structural ",XOM,0 +9/5/2019 4:28,$XOM should be looking to extend higher towards $70.58-$72.81 area before finding sellers again for minimum 3 wave¡K ,XOM,1 +9/5/2019 3:24,"$VIG $NOBL $XOM $MSFT $PG:With Dividend Funds, Growth Is Hotter Than Yield:",XOM,1 +9/5/2019 0:57,Redburn Double Downgrades ExxonMobil $XOM to Sell ,XOM,0 +9/4/2019 4:33,$XOM can be looking to extend higher towards $69.73 area before getting rejected again for 3 waves pullback at least #Elliottwave #Trading,XOM,1 +9/2/2019 5:27,$XOM is showing a lower low sequence from April peak calling for a move lower toward $65.4 area next. Until than b¡K ,XOM,0 +9/2/2019 5:26,$XOM should be looking to extend higher towards $70.59-$72.82 area this week before finding sellers again for 3 wav¡K ,XOM,1 +9/1/2019 6:04,$XOM:Exxon (XOM) Down 5.5% Since Last Earnings Report: Can It Rebound?:,XOM,0 +9/1/2019 3:41,Exxon Mobil is poised to drop out of the S&P 500¡¦s 10 biggest companies for the first time since the index¡¦s incept¡K ,XOM,0 +8/30/2019 4:28,$XOM can be looking to extend higher towards $70.59-$72.82 area before finding sellers again for 3 wave reaction lo¡K ,XOM,1 +8/30/2019 4:27,$XOM managed to see a break below May's low and is showing a lower low sequence from April peak calling for a move¡K ,XOM,0 +8/29/2019 14:06,$XOM Will be looking to do a 3 waves bounce from 8/15 low and can extend higher toward equal legs area $70.59 - $72¡K ,XOM,0 +8/28/2019 4:46,$XOM Ended 5 waves from the $70.14 high & made a 3 wave bounce yesterday which ended at $68.46 & broke to new lows¡K ,XOM,1 +8/27/2019 13:24,$XOM traded below last week low opening a short term bearish sequence from 8/22 peak and aiming for a move lower to¡K ,XOM,0 +8/27/2019 0:01,Exxon Mobil $XOM Price Target Lowered to $75.00 at UBS Group ,XOM,0 +8/26/2019 6:35,"$XOM However, a break below $66.53 low will remain to be seen for final confirmation & avoid double correction lowe¡K ",XOM,0 +8/25/2019 1:40,Exxon Mobil $XOM PT Lowered to $75.00 at UBS Group ,XOM,0 +8/23/2019 4:30,$XOM managed to see a break below May's low and is showing an incomplete sequence from April peak calling for a mo¡K ,XOM,0 +8/21/2019 4:51,$XOM but if it breaks above 69.72 high then the bounce can extend in 7 swings towards $71.92-$72.67 area before fin¡K ,XOM,1 +8/21/2019 4:49,$XOM as far as it remain below the $69.72 this weeks high then the stock can create more separation from the peak #Elliottwave #Trading,XOM,1 +8/21/2019 4:45,$XOM managed to see a break below June's low and is showing an incomplete sequence from April peak calling for a m¡K ,XOM,0 +8/17/2019 3:53,?? Dividend Ideas: Exxon Mobil: Volatile Stock Price But Steady Dividend via ?¡K ,XOM,1 +8/17/2019 3:45,$XOM - Exxon Mobil: Volatile Stock Price But Steady Dividend ,XOM,1 +8/16/2019 8:46,$XOM Short term bounce can extend higher toward $68.53 - $69.36 before sellers appear again for 3 waves pullback at¡K ,XOM,1 +8/16/2019 4:47,$XOM has managed to break below June's low and is showing an incomplete sequence from April peak calling for a move¡K ,XOM,0 +8/15/2019 1:37,Short Interest in Exxon Mobil Co. $XOM Increases By 5.9% #stocks,XOM,1 +8/14/2019 9:29,$XOM getting close to the channel low we discussed. like $2 away.,XOM,0 +8/14/2019 8:39,Recent Research Analysts¡¦ Ratings Updates for Exxon Mobil $XOM #stocks,XOM,1 +8/11/2019 7:25,Exxon Mobil Co. Announces Quarterly Dividend of $0.87 $XOM #markets,XOM,1 +8/11/2019 7:21,Exxon Mobil Co. Announces Quarterly Dividend of $0.87 $XOM ,XOM,1 +8/10/2019 7:57,Exxon Mobil Co. $XOM to Issue Quarterly Dividend of $0.87 on September 10th ,XOM,1 +8/10/2019 4:49,#Elliottwave $XOM Can still do a 7 swings bounce higher as long as 8/5 low remains in place. ,XOM,0 +8/10/2019 4:47,$XOM managed to break below 5/31 low and opened further downside toward $65 area #elliottwave #trading,XOM,0 +8/9/2019 3:59,Exxon Mobil $XOM Raised to ¡§Hold¡¨ at DZ Bank ,XOM,1 +8/8/2019 10:12,$XOM - Exxon's Baytown plant still at reduced rates after fire - report ,XOM,0 +8/7/2019 23:00,Exxon Mobil $XOM Earns Buy Rating from Bank of America ,XOM,1 +8/6/2019 14:49,$XOM also did took June low and is showing an incomplete sequence from April peak calling for a move lower toward $¡K ,XOM,0 +8/6/2019 11:43,"Exxon Mobil Co. $XOM VP Sells $661,999.80 in Stock #stocks",XOM,0 +8/6/2019 11:14,$XOM - Exxon Mobil: Buy The Drop Of This 4.9%-Yielding Energy King ,XOM,0 +8/5/2019 14:45,$XOM Managed to break below 5/31 low opening a bearish sequence toward $65.4 and supporting weaker $XLE #elliottwave #trading,XOM,0 +8/5/2019 8:20,$XOM managed to take 5/31 low and opened a bearish sequence from April peak aiming for a move toward $65.4 #elliottwave #trading,XOM,0 +8/5/2019 5:44,"Exxon Mobil $XOM Releases Quarterly Earnings Results, Beats Expectations By $0.05 EPS ",XOM,1 +8/5/2019 5:30,Bank of America Reiterates Buy Rating for Exxon Mobil $XOM #stocks,XOM,1 +8/2/2019 17:57,"Exxon Mobil $XOM Announces Quarterly Earnings Results, Beats Expectations By $0.05 EPS ",XOM,1 +8/2/2019 17:53,"Exxon Mobil $XOM Releases Quarterly Earnings Results, Beats Expectations By $0.05 EPS #stocks",XOM,1 +8/2/2019 7:28,Exxon Mobil misses the mark with June-quarter #earnings; but the #stock climbs modestly on news of higher productio¡K ,XOM,0 +8/2/2019 7:14,DOWN WITH EARNINGS TODAY ALERT: $XOM Exxon Mobil Corp ?? TradeIdeas via to FREE Trading Room,XOM,0 +8/2/2019 5:40,"$XOM (+0.1% pre) Exxon Mobil's stock rallies after profit falls, but beats expectations - MW",XOM,1 +8/2/2019 5:16,$XOM:Exxon Mobil Trades Higher On Q2 Earnings Beat:,XOM,1 +8/2/2019 4:49,$XOM misses the Estimize EPS Consensus by 1c and beats the Estimize Revenue Consensus by $2.52B. Reports FQ2 earnin¡K ,XOM,0 +8/2/2019 2:56,Global stocks plunge on US-China trade war worries $XOM #XOM #Japaneseyen #Currencymarkets #Financialmarkets ,XOM,0 +8/1/2019 20:37,Asian stocks plunge on US-China trade war worries $XOM #XOM #Internationaltrade #Economy #Stockprices ,XOM,0 +8/1/2019 12:23,$XOM - Exxon sued by Texas county over pollution from Baytown refinery fire ,XOM,0 +8/1/2019 11:29,Texas county sues day after Exxon Mobil plant blast and fire $XOM #XOM #Petrochemicalsmanufacturing¡K ,XOM,0 +7/31/2019 19:40,Fire under control at Exxon petrochemical plant; some workers suffer minor burns ,XOM,0 +7/31/2019 14:04,"Exxon fights fire at Baytown, Texas, petrochemical plant; 37 injured ",XOM,0 +7/31/2019 13:37,Exxon Mobil : Large Fire Breaks Out at Exxon's Baytown Plant in Texas --2nd Update #ExxonMobil #Stock¡K ,XOM,0 +7/31/2019 12:54,Massive fire breaks out at Exxon Mobil refinery in Texas ,XOM,0 +7/31/2019 12:51,The Latest: 37 suffer minor injuries in Texas plant fire $XOM #XOM #Fires #Accidentsanddisasters #Industrialfires ,XOM,0 +7/31/2019 12:21,"Exxon fights fire at Baytown, Texas, oil complex; six injured ",XOM,0 +7/31/2019 12:04,Exxon Mobil Co. Declares Quarterly Dividend of $0.87 $XOM #stocks,XOM,1 +7/31/2019 12:04,Exxon Mobil Co. Declares Quarterly Dividend of $0.87 $XOM #markets,XOM,1 +7/31/2019 11:35,"Update: Exxon Mobil says ""six people with non-life threatening injuries"" are being treated amid an ongoing fire at¡K ",XOM,0 +7/31/2019 10:18,$XOM - Fire burning at Exxon's Baytown refinery ,XOM,0 +7/31/2019 10:02,RT @FirstSquawk: U.S. GULF COAST CBOB GASOLINE SPOT PRICES RISE AFTER FIRE BREAKS OUT AT EXXON BAYTOWN TEXAS COMPLEX -TRADERS#OOTT,XOM,0 +7/31/2019 9:54,RT @KHOU: BREAKING: Fire at Exxon plant in Baytown. There is no shelter-in-place at this time. #KHOU11 #HTownRush ,XOM,0 +7/31/2019 9:39,"Developing: Large fire at Exxon Mobil's Baytown, TX facility; no injuries reported at this time. ",XOM,0 +7/31/2019 9:15,"Reports of an explosion and a fire at the Exxon facility in Baytown, Texas $XOM $CL_F",XOM,0 +7/31/2019 9:06,"$XOM Local Houston press reports explosion and fire has occured at Baytown, Texas refinery (up to 560K Bpd, 2nd la¡K ",XOM,0 +7/31/2019 9:03,"REPORTS OF EXPLOSION, FIRE AT EXXONMOBIL OIL REFINERY IN BAYTOWN,TX: SI$xom",XOM,0 +7/30/2019 11:31,"$XOM has ended the month higher just 20% of the time, averaging a loss of 2.93% -- making it the worst blue chip on¡K ",XOM,1 +7/25/2019 1:51,Exxon Mobil $XOM Downgraded by Zacks Investment Research to ¡§Strong Sell¡¨ ,XOM,0 +7/24/2019 8:11,$XOM A break above July peak will open a bullish sequence for the stock and will take it higher toward $82 area #elliottwave #trading $XLE,XOM,1 +7/24/2019 8:10,$XOM Reached equal legs area $74.81 - $74.09 and then bounce higher from there #elliottwave #trading,XOM,1 +7/23/2019 23:04,Exxon Mobil $XOM Rating Lowered to Strong Sell at Zacks Investment Research ,XOM,0 +7/23/2019 15:26,$XLE Reached the extreme blue box area $62.35 - $60.92 and a reaction higher is taking place from there #elliottwave #trading $XOM,XOM,1 +7/23/2019 8:43,$XOM $CVX:Doubling Down On Enterprise Products Partners:,XOM,0 +7/22/2019 2:38,Royal Bank of Canada Downgrades Exxon Mobil $XOM to Sector Perform #stocks,XOM,0 +7/21/2019 2:29,Exxon Mobil $XOM Downgraded by Royal Bank of Canada ,XOM,0 +7/20/2019 1:26,Exxon Mobil $XOM Stock Rating Lowered by Royal Bank of Canada ,XOM,0 +7/18/2019 6:26,$XOM - Exxon downgraded at RBC as macro headwinds mount ,XOM,0 +7/18/2019 4:54,Q2 2019 EPS Estimates for Exxon Mobil Co. Cut by Jefferies Financial Group $XOM #stocks,XOM,0 +7/18/2019 0:56,RBC Capital Downgrades ExxonMobil $XOM to Sector Perform ,XOM,0 +7/15/2019 3:50,Exxon Mobil $XOM PT Lowered to $83.00 at Morgan Stanley ,XOM,0 +7/13/2019 23:29,Exxon Mobil $XOM Price Target Cut to $83.00 ,XOM,0 +7/13/2019 23:26,Morgan Stanley Trims Exxon Mobil $XOM Target Price to $83.00 ,XOM,0 +7/13/2019 5:57,Exxon Mobil Co. $XOM Short Interest Down 5.8% in June #stocks,XOM,0 +7/2/2019 6:51,$XOM - Why I Doubled Down On Exxon Mobil Yet Again ,XOM,0 +7/2/2019 6:45,$XOM ended the cycle from 5/31 lows & made a 3 wave pullback last week towards blue box area & turned higher as exp¡K ,XOM,1 +7/1/2019 6:22,Exxon Mobil : expects weak gas prices to offset gains from higher crude prices #ExxonMobil #Stock #MarketScreener¡K ,XOM,1 +6/26/2019 19:06,Funny how the microphone issues had the debate cut to commercials with Exxon and Johnson and Johnson. Coincidence? I don¡¦t think so,XOM,0 +6/25/2019 5:36,"$XOM - Exxon Mobil: With Its Dividend Yield Close To A 20-Year High, Is Now The Time To Buy? ",XOM,1 +6/24/2019 13:37,$XOM showing a bullish sequence from 5/31 low and looking to extend higher toward $78.98 - $82.31 from where a 3 wa¡K ,XOM,0 +6/24/2019 5:01,$XOM PT LOWERED TO $84 FROM $85 AT MORGAN STANLEY,XOM,0 +6/24/2019 3:41,$XOM 18 June update looking for the stock to extend higher #elliottwave #trading ,XOM,1 +6/20/2019 14:39,$XOM Showing a bullish sequence from 5/31 low and looking to extend higher toward $78.99 area #elliottwave #trading,XOM,0 +6/13/2019 8:13,"Surge in price of oil pushes energy stocks, market higher $XOM #XOM #Technology #Stockprices¡K ",XOM,1 +6/3/2019 4:31,$XOM Did 7 swings from 5/10 low and reached 100% area $76.84 - $77.23 from where reaction lower is taking place as¡K ,XOM,0 +5/29/2019 14:22,$XOM Did 7 swings from 5/10 low and reached 100% area $76.84 - $77.23 from where a reaction lower is taking place¡K ,XOM,0 +5/29/2019 4:54,$XOM has managed to see a break below 5/10 low ( $75.17 ) & should be looking to see more downside towards 68.57-6¡K ,XOM,0 +5/28/2019 4:34,$XOM has managed to see a break below 5/10 low ( $75.17 ) & open up the next extension lower for the stock towards¡K ,XOM,0 +5/26/2019 6:03,$XOM:Why Is Exxon (XOM) Down 9.9% Since Last Earnings Report?:,XOM,0 +5/25/2019 10:00,$XOM Managed to break May low and opened a new cycle lower calling for a target at $68.6 area #elliottwave #trading,XOM,0 +5/24/2019 8:58,$XOM $SLB:3 Oil Stocks to Drop Now:,XOM,0 +5/23/2019 14:42,"With weakness in $CL_F taking place , $XOM managed to break 5/10 low and looking to extend toward extreme area at $¡K ",XOM,0 +5/23/2019 4:56,$XOM Did 7 swings from 5/10 low and reached 100% area $76.84 - $77.23 last week from a reaction lower is taking pla¡K ,XOM,0 +5/21/2019 5:01,$XOM Still needs to break 5/10 low ( $75.17 ) to open the next extension lower for the stock #Elliottwave #Trading #XLE,XOM,0 +5/19/2019 6:45,$XOM Still needs to break 5/10 low to to open the next leg lower for the stock #elliottwave #trading,XOM,0 +5/19/2019 6:44,$XOM Did 7 swings from 5/10 low and reached 100% area $76.84 - $77.23 from a reaction lower took place #elliottwave #trading,XOM,0 +5/17/2019 2:04,Exxon Mobil $XOM Cut to Hold at HSBC #markets,XOM,0 +5/16/2019 17:21,"Exxon Mobil Co. $XOM VP Sells $460,559.22 in Stock #stocks",XOM,0 +5/16/2019 9:14,Exxon Mobil $XOM Price Target Cut to $85.00 #stocks,XOM,0 +5/15/2019 17:47,?? Dividend Ideas: Retirement Strategies: A Look At Exxon via ? ,XOM,1 +5/13/2019 6:18,$ALRM $GSBD:Top Analyst Upgrades and Downgrades: Exxon ¡K:,XOM,1 +5/11/2019 13:18,$XOM:3 Dividend Stocks That Pay You More Than Exxon Does:,XOM,1 +5/10/2019 17:58,$XOM $GIS:2 Cheap Dividend Stocks You Can Buy Right Now:,XOM,1 +5/9/2019 13:31,$XOM Ended cycle from December low 2018 then started a correction lower which can reach $74 - 71 before 3 waves bou¡K ,XOM,0 +4/29/2019 12:18,$XOM - Exxon Mobil: Strong Buy ,XOM,1 +4/27/2019 2:17,"RT @SwingTradeBot: $XOM technical alerts: Fell Below 20 DMA, 50 DMA Support, Hammer Candlestick, Cup with Handle, and... ",XOM,0 +4/27/2019 1:04,Exxon Mobil $XOM Shares Gap Down on Disappointing Earnings #markets,XOM,0 +4/26/2019 14:26,"US stocks close higher as S&P 500, Nasdaq hit new highs $XOM #XOM #Economicgrowth #Economy #Oilandgas ",XOM,1 +4/26/2019 9:05,$XOM no more longing this one. too hard to bounce. tried 5 times and all failed ,XOM,1 +4/26/2019 7:56,$XOM ignored no more trading during lull hours and 15 min bearish candle and jumped in long tried to pray and hope¡K ,XOM,1 +4/26/2019 7:10,$XOM initially missed short PM at 80.6 resis to have nice $1/share gain. then flipped to long after it was holding¡K ,XOM,1 +4/26/2019 7:07,"Exxon Mobil¡¦s first-quarter profits fell nearly 50%, in part due to gasoline stockpiles. The company's stock price¡K ",XOM,0 +4/26/2019 7:06,"$XOM: Exxon Mobil misses by $0.19, misses on revs ",XOM,0 +4/26/2019 6:35,Exxon's 1Q profit tumbles 49% partly on higher spending $XOM #XOM #Oilandgas #Energy #Earningsestimates ,XOM,1 +4/26/2019 5:21,Exxon Mobil to report earnings before the bell ¡X here's what the Street expects - ,XOM,1 +4/26/2019 4:21,$XOM:Exxon Mobil to report earnings before the bell ¡X here¡¦s what the Street expects:,XOM,1 +4/26/2019 4:12,Exxon Mobil to report earnings before the bell ¡X here's what the Street expects ,XOM,1 +4/26/2019 3:25,Exxon Mobil Reports Earnings Today. Here¡¦s What to Expect. ,XOM,1 +4/25/2019 19:21,Investors Sell Shares of Exxon Mobil $XOM on Strength $XOM ,XOM,0 +4/25/2019 7:27,Exxon Mobil Co. $XOM Declares Dividend Increase ¡V $0.87 Per Share ,XOM,1 +4/25/2019 6:29,$XOM - Exxon adds to Namibia offshore exploration acreage ,XOM,1 +1/18/2020 8:31,Goldman Sachs Group $GS PT Raised to $275.00 at Credit Suisse Group #stocks,GS,1 +1/18/2020 4:28,"$GS in Downtrend: its price expected to drop as it breaks its higher Bollinger Band on January 13, 2020. View odds¡K ",GS,0 +1/17/2020 18:35,Goldman Sachs Group $GS Upgraded by Odeon Capital Group to ¡§Buy¡¨ ,GS,1 +1/16/2020 16:07,Goldman Sachs Group Inc $GS to Issue Quarterly Dividend of $1.25 #stocks,GS,1 +1/16/2020 16:07,Goldman Sachs Group Inc $GS Declares $1.25 Quarterly Dividend ,GS,1 +1/16/2020 13:06,Goldman Sachs Group $GS Raised to ¡§Buy¡¨ at Odeon Capital Group #stocks,GS,1 +1/16/2020 11:44,Goldman Sachs Group $GS Price Target Cut to $264.00 by Analysts at BMO Capital Markets #stocks,GS,0 +1/16/2020 11:20,Goldman Sachs Group $GS PT Lowered to $264.00 at BMO Capital Markets ,GS,0 +1/16/2020 10:43,$MS $GS Trump Tax Cut Hands $32 Billion Windfall to Americas Top Banks via ,GS,0 +1/15/2020 14:26,Several stories out today noting $GS CFO said bank sold entire $UBER stake in Q4. But guessing that is referring to¡K ,GS,0 +1/15/2020 12:36,"Goldman Sachs Group $GS Announces Quarterly Earnings Results, Misses Expectations By $0.55 EPS #stocks",GS,0 +1/15/2020 11:13,$GS Goldman Sachs Dips As Core Investment Banking Is Down (Radio) via ,GS,0 +1/15/2020 10:06,$GS - Goldman sees 2020 non-comp expense flat vs. 2019 ,GS,0 +1/15/2020 9:58,Looking at $GS earnings - hadn¡¦t seen that ex legal provisions the crushed at 7.64 vs 5.47 estThis trades at ~11X¡K ,GS,0 +1/15/2020 9:43,Futures are going and the only thing I see going up are HMO's. Even $GS well off highs. We may get a higher high¡K ,GS,1 +1/15/2020 7:58,"DOWN WITH EARNINGS TODAY ALERT: $GS Goldman Sachs Group, Inc ?? TradeIdeas via to FREE Trading Room",GS,0 +1/15/2020 7:51,$GS SOLD ENTIRE STAKE IN $UBER LATE LAST YEAR - CNBC,GS,0 +1/15/2020 6:35,Goldman Sachs profit falls 24% on much higher expenses $GS #GS #Wagesandsalaries #Personnel ,GS,1 +1/15/2020 6:28,$GS Goldman Sachs Fourth-Quarter EPS Misses as FICC Trading Revenue Climbs via ,GS,0 +1/15/2020 5:51,"Goldman Sachs Q4 Investment Banking Revenue $7.6B, Down 7% YoY, Global Markets Revenue Up 2% YoY, ASset Management Revenue Flat YoY $GS",GS,0 +1/15/2020 5:51,"Goldman Sachs Group Q4 EPS $4.69 Misses $5.46 Estimate,Sales $9.96B Beat $8.51B Estimate $GS",GS,0 +1/15/2020 5:48,$GS misses the Estimize EPS Consensus by 64c and beats the Estimize Revenue Consensus by $1.24B. Reports FQ4 earnin¡K ,GS,0 +1/15/2020 5:39,Goldman Sachs misses on earnings but a big beat on revs. $GS flat #premarket.,GS,0 +1/15/2020 5:27,"$GS - Goldman Sachs EPS misses by $0.42, beats on revenue ",GS,0 +1/15/2020 5:25,Goldman Sachs $GS Misses Q4 EPS by 78c ,GS,0 +1/15/2020 5:25,$GS vacuum down complete. 241.12 achieved ,GS,0 +1/15/2020 5:24,$GS Miss EPS beats Rev,GS,0 +1/14/2020 16:18,$GS Evan Siddall Stepping Down as Head of Canada Housing Agency via ,GS,0 +1/14/2020 14:38,Goldman Sachs Group Inc $GS Sees Large Drop in Short Interest #stocks,GS,0 +1/14/2020 14:37,Goldman Sachs Group Inc $GS Sees Large Drop in Short Interest ,GS,0 +1/14/2020 13:23,"$MS $GS Wells Fargo Bucks Trend as JPMorgan, Citi Climb After Beats via ",GS,1 +1/14/2020 8:42,Goldman Sachs Group $GS Upgraded by JMP Securities to Outperform #markets,GS,1 +1/13/2020 17:16,RT @OMillionaires: $WYNN upgraded to Conviction Buy from Buy at $GS - raises PT to $181 from $157,GS,1 +1/13/2020 16:04,$WYNN upgraded to Conviction Buy from Buy at $GS - raises PT to $181 from $157,GS,1 +1/13/2020 10:38,RT @ripster47: Upgrades & Downgrades$NVDA $TXLA $ADSK $MS $GS $TEAM $VEEV ,GS,0 +1/13/2020 8:10,$GS - JMP upgrades Goldman to outperform on transformation ,GS,1 +1/13/2020 4:31,Goldman Sachs Group $GS Lifted to ¡§Buy¡¨ at Bank of America ,GS,1 +1/13/2020 2:55,Goldman Sachs Group $GS Stock Rating Upgraded by Buckingham Research ,GS,1 +1/13/2020 2:18,$JPM $GS Pound Falls After Vlieghe Joins BOE Chorus on Potential Rate Cut via ,GS,0 +1/12/2020 8:55,Goldman Sachs Group $GS Lifted to ¡§Buy¡¨ at Buckingham Research ,GS,1 +1/12/2020 5:07,Goldman Sachs Group $GS PT Raised to ,GS,1 +1/11/2020 10:30,Goldman Sachs Group $GS Earns Buy Rating from Analysts at DA Davidson ,GS,1 +1/11/2020 8:20,Goldman Sachs Group $GS Rating Increased to Buy at Bank of America ,GS,1 +1/10/2020 19:40,Goldman Sachs Group $GS PT Raised to at Piper Sandler #stocks,GS,1 +1/10/2020 18:09,Goldman Sachs Group $GS Upgraded to ¡§Buy¡¨ at Bank of America ,GS,1 +1/10/2020 11:13,$MS $GS A Plastic-Maker ThatWas Crushed in 2019 IsNow a Top Pick for 2020 via ,GS,0 +1/10/2020 11:03,$GS Eskom Chairman Mabuza Steps Down After Resumption of Blackouts via ,GS,0 +1/10/2020 6:26,$GS Piper Sandler analyst Jeffery Harte raised price target to $275 from $255 and keeps an Overweight. The analyst¡K ,GS,1 +1/10/2020 5:09,"$GS in Downtrend: its price may drop because broke its higher Bollinger Band on January 7, 2020. View odds for this¡K ",GS,0 +1/10/2020 0:52,Goldman Sachs Group $GS Reaches New 52-Week High at $238.63 ,GS,1 +1/9/2020 18:11,$GS ... $242.60 +2.04%The Alien Squid ripped to $243.40 ... GOOD GOLLY MISS MOLLY if you held onto those Monday $235 C¡¦s,GS,0 +1/9/2020 11:41,$GS - Goldman hits 52-week high as two analysts go bullish ,GS,1 +1/9/2020 7:27,Goldman Sachs Group $GS Upgraded by Bank of America to ¡§Buy¡¨ #stocks,GS,1 +1/9/2020 6:57,Goldman Sachs Group $GS Rating Increased to Buy at Buckingham Research #stocks,GS,1 +1/8/2020 19:32,$GS ...$237.76 +.96%Ripped to a high of $239.75 today ahead of next weeks earnings ...Weekly options players go¡K ,GS,1 +1/6/2020 18:58,$GS Gold Holds Near Six-Year High With Focus on Tehrans Next Move via ,GS,1 +1/4/2020 2:03,Goldman Sachs Group $GS Reaches New 52-Week High at $232.80 ,GS,1 +1/3/2020 4:54,"$GS in Downtrend: its price expected to drop as it breaks its higher Bollinger Band on January 2, 2020. View odds f¡K ",GS,0 +1/2/2020 11:19,Goldman Sachs Group $GS Hits New 12-Month High at $232.80 ,GS,1 +12/31/2019 18:08,$GS ... $229.93 +.06%They wont let him up and they wont keep him down ... $230 like mud ...But betch ya bottom¡K ,GS,0 +12/28/2019 4:13,Goldman Sachs Group $GS Reaches New 1-Year High at $232.20 ,GS,1 +12/27/2019 3:03,$GS $VIAC $AAPL $NFLX $KO:How to Play a Profit Squeeze in 2020? Large-Cap Stocks With Low Labor Costs Look Primed¡K ,GS,0 +12/26/2019 16:24,Goldman Sachs Group $GS Hits New 12-Month High at $232.20 ,GS,1 +12/23/2019 8:37,$GS $GLV Stock Sales at 13-Year Low Signal Waning Appetite for U.S. Shale via ,GS,0 +12/20/2019 18:25,$GS ... $228.93 -.44%Three Upgrades this week and stock managed to close slightly lower today than opened Monday¡K ,GS,1 +12/20/2019 3:19,Goldman Sachs Group $GS Upgraded to Buy at Citigroup #stocks,GS,1 +12/19/2019 21:09,$GS +$20 from early Dec lowNice consolidation waiting for MAs to catch upIn some next week calls ?? ,GS,0 +12/19/2019 10:21,$GS 232.5c anyone lotto fins down today and yesterday. ,GS,0 +12/19/2019 2:34,Goldman Sachs Group $GS Stock Rating Upgraded by Citigroup ,GS,1 +12/18/2019 12:33,I hope $twtr gets downgraded again tomrorow morning Let $gs D/G it to like.... idk.... $37 that would be OK,GS,0 +12/18/2019 10:35,52wk high today on my WL$NVDA $LRCX $JPM $GS $TSLA$QQQ $SMH ,GS,1 +12/18/2019 9:53,Goldman Sachs Group $GS Hits New 12-Month High at $232.07 ,GS,1 +12/17/2019 16:00,"15-20% of all consumer goods are sold via the internet today, increasing the global need for more packaging. $GS ex¡K ",GS,0 +12/17/2019 14:51,Thanks to $GS $TGT ??My $NVDA 230C still red despite making 52wk high today ????? ,GS,1 +12/17/2019 8:32,"I scaled out on $GS $MCD I didn't scale out and sold all $TGT at once, not sure why ???????????????",GS,0 +12/16/2019 15:37,$GS was my best trades todaySwung $GS 12/20 227.5C $1.3=> sold avg $3.25Bought 12/27 230C $2.4 on pullback=>¡K ,GS,0 +12/16/2019 9:06,$GS 227.5C Sold avg $3.25 from $1.3 ??,GS,0 +12/16/2019 7:02,"$GS (+1.5% pre) Citi Upgrades Goldman Sachs (GS) to Buy, $255 PT",GS,1 +12/16/2019 6:00,$GS Goldman Sachs Group Upgraded by Citigroup $225.00 Neutral ? Buy,GS,1 +12/16/2019 5:50,Citigroup Upgrades Goldman Sachs Group $GS to ¡§Buy¡¨ #stocks,GS,1 +12/16/2019 5:14,"???? $GS UPGRADED TO BUY AT CITI, $255 PT",GS,1 +12/16/2019 5:13,$GS getting the love - upgraded to Buy from Neutral at Citiprice target raised to $255 from $220,GS,1 +12/16/2019 3:46,Citi Upgrades Goldman Sachs $GS to Buy ,GS,1 +12/15/2019 21:05,$GS Goldman Sachs 1MDB Case Moved to Higher Court in Malaysia via ,GS,1 +12/13/2019 4:00,$GS Bank of Russia Delivers Fifth Rate Cut as Inflation Plunges via ,GS,0 +12/11/2019 12:10,$GS $CSGN Nestle Sells U.S. Ice Cream to PAI Venture for $4 Billion via ,GS,0 +12/10/2019 17:16,RT @HD_Coco: @TradeWithNinja Man last Friday $gs calls went bananas sun! Sold to early but profits is profits!,GS,0 +12/10/2019 14:34,Tune in @CNBCClosingBell: $GS President and COO John Waldron sits down with @WilfredFrost from the firm¡¦s Annual Fi¡K ,GS,0 +12/9/2019 17:52,"RT @YahooFinance: Highlight: $M is the Call of the Day after $GS downgrades the stock to 'Sell.' ""This company in 2020 will slash its divid¡K",GS,0 +12/9/2019 13:22,"Highlight: $M is the Call of the Day after $GS downgrades the stock to 'Sell.' ""This company in 2020 will slash its¡K ",GS,0 +12/9/2019 13:04,"$GS bought the dip, but just little too early and with premium burn .... exited flatYour chance to make $$ since I exited ??????",GS,0 +12/9/2019 11:59,Goldman $GS Jumps Into WeWork Cleanup With Debt-Financing Plan,GS,1 +12/9/2019 11:20,$9984 $GS Goldman Jumps Into WeWork Cleanup With Fresh Debt-Financing Plan via ,GS,1 +12/9/2019 10:17,$GS update exited trade for -23% loss on partial. Sold partial on move up for 32%,GS,0 +12/6/2019 14:03,$GS a real settlement if announced Monday before the open will gap up the stk another 5 or so,GS,1 +12/5/2019 12:30,$UBER $GS Saudi Aramco Raises $25.6 Billion in Worlds Biggest IPO via ,GS,1 +12/4/2019 21:47,"$BABAWhen $GS put $NVDA at conviction buy, $NVDA fell from $292 to $124 ????Goldman Sachs Starts Alibaba (9988:HK¡K ",GS,0 +12/4/2019 11:45,"Is The Goldman Sachs Group, Inc. $GS An Attractive Dividend Stock?",GS,1 +12/3/2019 12:48,On ?? here - $GS low 210.07. Was about 2 pts above when posted belowAdded to $TSLA instead but likely a very good¡K ,GS,0 +12/3/2019 12:05,$TWTR $GS Goldman CEO DavidSolomon Cranks Out EDM Beats at Amazons Cloud Event via ,GS,1 +11/28/2019 14:15,$MS $GS Markets Show U.S. Gaining Upper Hand Over China in Trade War via ,GS,0 +11/28/2019 5:45,Goldman Sachs Group Inc Declares Quarterly Dividend of $1.25 $GS #markets,GS,1 +11/26/2019 19:50,$GS $66 Goldman Says Time to Buy Shares in Hong Kongs Beleaguered MTR via ,GS,1 +11/26/2019 9:01,Don't miss our next FREE OPTION TRADE. Sign up for our Daily Free Trades at $NVDA $TSLA $GS $GILD $WFM $GOOGL $FB,GS,0 +11/26/2019 7:02,Don't miss our next FREE OPTION TRADE. Sign up for our Daily Free Trades at $NVDA $TSLA $GS $GILD $BABA $GOOGL $FB,GS,0 +11/23/2019 15:44,"Notable inside week follow-up: $SHOP up 6 then back in range, $GS down about 50 cents then back in range, $MRK up l¡K ",GS,0 +11/23/2019 15:25,$GSPrice continues to hold the upper curve - big move coming in my opinion. below the edge opens up the short ,GS,1 +11/21/2019 20:18,If $GS buys eTrade then ..They will get into retail for sure ... matter of time ,GS,1 +11/21/2019 7:45,$GS update dropping off list,GS,0 +11/20/2019 10:06,$GS gap down hammers ???????????? ,GS,0 +11/18/2019 22:05,"$GS Trade War Drag on World Economy to Fade in 2020, Says Goldman via ",GS,0 +11/15/2019 8:10,Net flat today. Goofed up my $GS trade and didn't sell at open (duh)Then I sold my $NVDA wayyyyy too soon to cover¡K ,GS,0 +11/12/2019 15:17,Goldman Sachs Group $GS Upgraded at Zacks Investment Research ,GS,1 +11/12/2019 15:13,Goldman Sachs Group $GS Upgraded at Zacks Investment Research #stocks,GS,1 +11/12/2019 12:53,$GS has that delayed ejaculation always to the upside and down side. Banks are always lead by $JPM and $PNC-- $GS¡K ,GS,0 +11/9/2019 13:03,$AAPL $AMZN $T $GS $SPX:Dividend stocks are starting to attract the kind of attention usually reserved for hot te¡K ,GS,1 +11/8/2019 6:42,Goldman Sachs Group $GS Upgraded to ¡§Hold¡¨ by Zacks Investment Research ,GS,1 +11/7/2019 4:23,$AAPL $AMZN $T $GS $SPX:Dividend Stocks Are Hot Again. Some Options Investors Are Betting They¡¦ll Go Higher.:,GS,1 +10/30/2019 22:17,Morgan Stanley Increases Goldman Sachs Group $GS Price Target to $244.00 #markets,GS,1 +10/30/2019 17:37,I¡¦m sure this is nothing ??Apple to offer 24 month interest free financing on Goldman / Apple iPhone purchases$GS,GS,1 +10/30/2019 12:35,Goldman Sachs Group $GS PT Raised to $244.00 at Morgan Stanley #stocks,GS,1 +10/29/2019 12:33,Short Setups to Watch Just in Case the Market Stumbles at All-Time Highs Again $SHAK $NFLX $MTCH $INTU $GS $GDDY¡K ,GS,1 +10/29/2019 10:38,@HedgehogOptions took a dablle early at $GS calls had to cut it for -20% will have my eyes on it post fed hard sect¡K ,GS,0 +10/29/2019 8:20,Tuesday¡¦s Top Analyst Upgrades and Downgrades Part 2: $GS $GRUB $HRZN $JPM $MDB $NOK $QSR $RBS $WORK $SUN $UAA $WBS¡K ,GS,0 +10/29/2019 5:55,Goldman Sachs $GS PT Raised to $244 at Morgan Stanley ,GS,1 +10/24/2019 15:09,$GS #fed updated Oct. 29-30 meeting that will take the target range for the funds rate down to 1.5% to 1.75%. ,GS,0 +10/24/2019 10:03,Weekly Research Analysts¡¦ Ratings Updates for Goldman Sachs Group $GS ,GS,1 +10/24/2019 9:59,Weekly Research Analysts¡¦ Ratings Updates for Goldman Sachs Group $GS #stocks,GS,1 +10/21/2019 3:43,Goldman Sachs Group $GS Rating Increased to Hold at ValuEngine ,GS,1 +10/20/2019 5:52,Goldman Sachs Group $GS Price Target Cut to $301.00 by Analysts at Oppenheimer #stocks,GS,0 +10/20/2019 5:51,Goldman Sachs Group $GS Price Target Cut to $301.00 by Analysts at Oppenheimer ,GS,0 +10/19/2019 1:48,Goldman Sachs Group $GS Upgraded at ValuEngine ,GS,1 +10/17/2019 5:59,Malaysia 'open' to settling w/ Goldman & dropping 1MDB charges. Govt is 1st sovereign to prosecute $GS & seeks $3.3¡K ,GS,0 +10/17/2019 5:37,$GS (+0.3% pre) Malaysia 'open' to settling with Goldman and dropping 1MDB charges - Nikkei,GS,0 +10/16/2019 5:20,$GS (-0.2% pre) Goldman Sachs sold WeWork $WE stake and assigned lower valuation than IPO pitch - BI,GS,0 +10/15/2019 12:19,Sold all $GS 3.58 from .98 205c,GS,0 +10/15/2019 11:16,$GS NHOD 208.13 from 198.57 low ,GS,0 +10/15/2019 8:47,"Goldman Sachs Third-Quarter Results Miss Expectations on Lower Merger, IPO Activity $GS ",GS,0 +10/15/2019 7:39,I covered banks... am thinking of buying $GS here. down 4.. can be one of these dragum up day,GS,0 +10/15/2019 6:52,"Goldman Sachs Group $GS Posts Quarterly Earnings Results, Misses Estimates By $0.02 EPS ",GS,0 +10/15/2019 6:38,"$GS down over 3%. No matter, markets up.",GS,0 +10/15/2019 6:03,"Goldman Sachs Group $GS Releases Earnings Results, Misses Expectations By $0.02 EPS ",GS,0 +10/15/2019 5:09,$GS Goldman Sachs shares fall after earnings miss Street estimates ,GS,0 +10/15/2019 4:48,$GS $JPM:Goldman Sachs Misses Q3 Earnings Forecast As Investment Banking Revenues Slide:,GS,0 +10/15/2019 4:47,$GS - Goldman Sachs declares $1.25 dividend ,GS,1 +10/15/2019 4:46,Earnings miss for Goldman Sachs. Revenue in line. $GS down about 1% #premarket.,GS,0 +10/15/2019 4:37,Goldman Sachs Misses Q3 Earnings Forecast As Investment Banking Revenues Slide $GS,GS,0 +10/15/2019 4:35,$GS misses the Estimize EPS Consensus by 54c and the Estimize Revenue Consensus by $383.63M. Reports FQ3 earnings o¡K ,GS,0 +10/15/2019 4:25,RT @CHItraders: $GS spiking down,GS,0 +10/14/2019 7:08,Jumping Over a Low Earnings Bar: Global Week Ahead. $NFLX $IBM $JPM $GS $PNC $UNP ,GS,0 +10/10/2019 4:25,"$GS upgrades Pure Storage $PSTG to Buy from Neutral, shares respond with a 5.5% rally in the pre",GS,1 +10/8/2019 11:57,$GS #china bad news may to to push #fed to commit to rate cut $SPY $QQQGoldman Sachs says traders think Trump's t¡K ,GS,0 +10/4/2019 14:38,"$NIO settled -2cents to $1.62$GS downgraded $9.76>1.47, a grossly late call from Goldman. ",GS,0 +10/3/2019 3:00,Q3 2019 EPS Estimates for Goldman Sachs Group Inc Cut by Oppenheimer $GS #stocks,GS,0 +10/3/2019 1:24,This piece crushed the stock of $GS which was already down a lot as part of the new rotation. I think the card's of¡K ,GS,0 +10/1/2019 4:25,Goldman Sachs $GS PT Lowered to $316 at Oppenheimer ,GS,0 +9/25/2019 4:47,$GS analyst Brian Lee reiterated a Buy rating and Top Pick designation on First Solar (NASDAQ: FSLR) after attendin¡K ,GS,1 +9/24/2019 10:33,"Liquid Momentum:Most Leaders Should Edge Higher into Quarter-End ""Window-Dressing"" $GS $ATVI $EIX¡K¡K ",GS,1 +9/18/2019 6:27,"$AAPL downgrade by $GS Last Week? Oh my, did you follow the analysis? $AAPL has risen 4 points since that downgrade¡K ",GS,0 +9/17/2019 7:46,"TREND REVERSAL DOWN ALERT: $GS Goldman Sachs Group, Inc ?? TradeIdeas via to FREE Trading Room",GS,0 +9/14/2019 18:04,$GS $CRMBQ $ZNGA:Independent advisory firms are growing by leaps and bounds. How fast is too fast?:,GS,1 +9/13/2019 11:25,@CNBCnow What a pathetic company Apple has become Why didn¡¦t they just ask Buffett to call $GSWe miss you Steve Jobs ??,GS,0 +9/13/2019 7:50,$GS downgraded $AAPL if apple holds support. Just another reasons for them missing the run like $PRU downgraded ye¡K ,GS,0 +9/13/2019 6:07,Stocks giving up some gains +85Naz Red $QQQApple -Apple earnings outlook downgraded at $GS - $165 PT WOWTo be continued ... ??,GS,0 +9/8/2019 9:21,Goldman Sachs Group $GS Downgraded to ¡§Hold¡¨ at Odeon Capital Group ,GS,0 +9/6/2019 9:31,Goldman Sachs Group $GS Lowered to Hold at Odeon Capital Group ,GS,0 +9/5/2019 12:07,Goldman Sachs Group $GS Stock Rating Lowered by Odeon Capital Group #stocks,GS,0 +8/27/2019 17:03,"$GS $JPM:Ahead of IPO, Peloton Reveals Growing Revenue Alongside Growing Losses:",GS,1 +8/27/2019 4:13,Goldman Sachs Group Inc $GS To Go Ex-Dividend on August 29th ,GS,1 +8/23/2019 21:22,Is Trump's economic team up for a trade war? $GS #GS #Economy #Economicgrowth #Nationalbudgets ,GS,0 +8/23/2019 15:53,Trump's economic team facing test in trade war $GS #GS #Recessionsanddepressions #Economy #Governmentbudgets ,GS,0 +8/19/2019 12:13,#GoldmanSachs sells it¡¦s muni bond holdings to raise liquidity over massive trading losses $GS #DowJonesCeiling,GS,0 +8/16/2019 3:18,Goldman Sachs $GS PT Lowered to $240 at Wells Fargo ,GS,0 +8/11/2019 13:30,"""My highest value, personally and also in @salesforce, is trust."" - @Benioff to $GS Chairman and CEO David Solomon¡K ",GS,1 +8/9/2019 5:43,Goldman Sachs $GS PT Raised to $221 at Morgan Stanley ,GS,1 +8/8/2019 16:44,Goldman Sachs Group $GS Rating Increased to B at TheStreet #stocks,GS,1 +8/8/2019 15:30,"Just In: Asahi Pompey, President of the $GS Foundation & Global Head of Corporate Engagement, sat down with Andy¡K ",GS,0 +7/30/2019 9:15,$BYND shorts need supply but no gaurentee on when it's coming to them $JPM $GS can hold it and push it to 300 and sell it higher to them,GS,1 +7/29/2019 21:01,$bynd offering price will be as high as $jpm $gs pumps for next 2 days ,GS,1 +7/26/2019 9:59,"Goldman Sachs Group $GS Stock Rating Upgraded by Keefe, Bruyette & Woods #stocks",GS,1 +7/24/2019 10:06,Sold the rest $221.50+ I hope u caught some. Better than a Monet??. $gs ,GS,0 +7/23/2019 1:47,RT @RyanPaisey: $GS - July #FOMC Preview ¡§we currently assign subjective probabilities of 90% to a 25bp cut and 10% to a 50bp cut. In the¡K,GS,0 +7/22/2019 15:49,"Micron Tech' $MU settled +3.7% to $47.19, inspired by a $GS upgrade 40>56.Lets be clear... memory prices haven't s¡K ",GS,1 +7/22/2019 9:35,"Trade update from Dr J on Micron Tech' $MU, which was upgraded by $GS 40>56. @jonnajarian @petenajarian ",GS,1 +7/22/2019 1:29,"Goldman Sachs Group Inc $GS EVP Sells $671,454.75 in Stock ",GS,0 +7/21/2019 1:42,"Dane E. Holmes Sells 3,165 Shares of Goldman Sachs Group Inc $GS Stock ",GS,0 +7/21/2019 1:36,BMO Capital Markets Increases Goldman Sachs Group $GS Price Target to $273.00 ,GS,1 +1/17/2020 11:57,$HD sold all 1/31 230C in the morning and bought 1/31 232.5C on pullback ,HD,0 +1/17/2020 7:55,Sold $HD 1/31 230C avg $3.8 from $2 ,HD,0 +1/16/2020 10:54,$HD daily chart what I see. Next level on my radar if wants higher 230.60 then 233 area @BlueFielder @Couzin_Vinny¡K ,HD,1 +1/15/2020 16:39,"@cfromhertz Christian, I like it a lot especially over the prev week high $HD ",HD,1 +1/9/2020 19:16,Our old friend $HD quietly made a HIGHER LOW this week after making that nice bottoming reversal in December! Next¡K ,HD,0 +1/9/2020 8:40,$HD roll up 225C in $0.38Sold 1/2 $0.6Sold 1/4 $0.92Set last 1/4 to sell at $1.5 ??????,HD,0 +1/8/2020 22:21,$HD hmm ?? I am not sure why I entered $HD calls last Friday But sold almost dying 222.5C at yesterday close to 81¡K ,HD,0 +1/8/2020 10:57,"Out of all $MCD on this account, should kept some ??Sold 3/4 of $HD 222.5C $1 from $0.6This account is doing goo¡K ",HD,0 +12/29/2019 11:41,Home Depot Inc $HD Short Interest Down 7.5% in December #stocks,HD,0 +12/28/2019 2:00,Home Depot $HD Raised to Hold at ValuEngine ,HD,1 +12/27/2019 3:18,ValuEngine Upgrades Home Depot $HD to ¡§Hold¡¨ ,HD,1 +12/27/2019 1:14,Home Depot $HD Stock Rating Upgraded by Zacks Investment Research ,HD,1 +12/26/2019 21:53,Home Depot $HD Upgraded to ¡§Hold¡¨ at ValuEngine ,HD,1 +12/25/2019 1:14,Home Depot $HD Upgraded at Zacks Investment Research ,HD,1 +12/24/2019 8:33,"$HD yesterday high 222.00 next short term level on my radar then 223.57, 223.97",HD,1 +12/23/2019 9:50,Home Depot $HD Raised to ¡§Hold¡¨ at Zacks Investment Research ,HD,1 +12/23/2019 9:47,Home Depot $HD Upgraded to ¡§Hold¡¨ by Zacks Investment Research ,HD,1 +12/23/2019 8:34,$HD:Why Is Home Depot (HD) Down 1.3% Since Last Earnings Report?:,HD,0 +12/20/2019 2:38,"Insider Selling: Home Depot Inc $HD EVP Sells $2,772,543.80 in Stock ",HD,0 +12/20/2019 2:16,"Insider Selling: Home Depot Inc $HD CEO Sells 113,468 Shares of Stock ",HD,0 +12/20/2019 0:04,Organized retail crime is a growing problem for U.S. businesses. Here¡¦s how Home Depot is working to stop theft in¡K ,HD,1 +12/19/2019 21:16,"$HD nice uptrend from bottom (?)In next week 220C as I posted earlier, sold 1/4 40% ",HD,0 +12/19/2019 5:21,Ann Marie Campbell Sells 110 Shares of Home Depot Inc $HD Stock ,HD,0 +12/19/2019 2:09,"Home Depot Inc $HD EVP Teresa Wynn Roseborough Sells 12,974 Shares ",HD,0 +12/18/2019 7:50,$HD trade stop raised to b/e area,HD,1 +12/18/2019 3:56,"Home Depot Inc $HD CEO Craig A. Menear Sells 113,468 Shares ",HD,0 +12/17/2019 16:21,Insider Selling: Home Depot Inc $HD EVP Sells 110 Shares of Stock #stocks,HD,0 +12/17/2019 16:07,"Home Depot Inc $HD CEO Sells $23,968,980.32 in Stock #stocks",HD,0 +12/17/2019 16:07,"Insider Selling: Home Depot Inc $HD EVP Sells 12,974 Shares of Stock #stocks",HD,0 +12/17/2019 8:15,$HD another nice move today. A move over the 21ma on my radar for next level higher if price wants it.,HD,1 +12/16/2019 8:28,$HD looking good so far; last wk's high 217.88 key retake but again opex week. 221.19 the previous week.,HD,1 +12/16/2019 3:49,Home Depot $HD Upgraded by Credit Suisse Group to ¡§Outperform¡¨ ,HD,1 +12/16/2019 3:49,Home Depot $HD PT Lowered to $232.00 ,HD,0 +12/16/2019 1:31,Home Depot $HD Stock Rating Lowered by Gordon Haskett ,HD,0 +12/15/2019 8:12,Royal Bank of Canada Trims Home Depot $HD Target Price to $232.00 ,HD,0 +12/15/2019 8:12,Home Depot $HD PT Lowered to $225.00 at Wedbush #stocks,HD,0 +12/15/2019 4:54,Morgan Stanley Trims Home Depot $HD Target Price to $225.00 ,HD,0 +12/14/2019 7:05,Home Depot $HD Stock Rating Upgraded by Credit Suisse Group ,HD,1 +12/14/2019 6:31,Home Depot $HD Earns Buy Rating from Stifel Nicolaus ,HD,1 +12/14/2019 6:30,Home Depot $HD Price Target Cut to $225.00 ,HD,0 +12/13/2019 14:21,Home Depot $HD Price Target Lowered to $224.00 at Nomura ,HD,0 +12/13/2019 14:21,Home Depot $HD PT Lowered to $224.00 #markets,HD,0 +12/13/2019 4:31,Q3 2021 EPS Estimates for Home Depot Inc $HD Decreased by Analyst #stocks,HD,0 +12/12/2019 23:21,Home Depot $HD Shares Gap Down on Analyst Downgrade ,HD,0 +12/12/2019 9:15,"$HD Home Depot Upgraded to Outperform from Neutral at Credit Suisse, Hikes Price Target to....",HD,1 +12/12/2019 8:50,Home Depot $HD PT Lowered to $200.00 #stocks,HD,0 +12/12/2019 8:27,Fly Intel: Top five analyst downgrades $HD $MMM $PLCE $BEDU $WST ,HD,0 +12/12/2019 8:23,Home Depot $HD Price Target Cut to $210.00 by Analysts at Telsey Advisory Group #stocks,HD,0 +12/12/2019 8:23,Home Depot $HD Price Target Cut to $225.00 #stocks,HD,0 +12/12/2019 8:23,Home Depot $HD Lowered to ¡§Accumulate¡¨ at Gordon Haskett #stocks,HD,0 +12/12/2019 6:41,Home Depot ($HD) upgraded to Outperform from Neutral at Credit Suisse; tgt raised to $235,HD,1 +12/12/2019 5:53,Home Depot $HD Rating Increased to Outperform at Credit Suisse Group #stocks,HD,1 +12/12/2019 5:11,Telsey Advisory Group Trims Home Depot $HD Target Price to $210.00 ,HD,0 +12/12/2019 4:11,???? $HD UPGRADED TO OUTPERFORM AT CREDIT SUISSE,HD,1 +12/12/2019 4:11,???? $HD DOWNGRADED TO ACCUMULATE FROM BUY AT GORDON HASKETT .. * apparently there¡¦s a difference between accumulating & buying these days,HD,0 +12/12/2019 3:24,Trading Ideas: $HD possible bounce to 216 then target Lower low at 204 ?? FREE trade-of-week¡K ,HD,0 +12/12/2019 0:48,Home Depot : Sets Cautious Outlook #HomeDepot #Stock #MarketScreener ,HD,0 +12/11/2019 20:51,Of course this breaks down some more after selling my short $HD - breaking below that 150ma and approaching 200ma.¡K ,HD,0 +12/11/2019 20:35,Home Depot $HD Shares Gap Down Following Analyst Downgrade #stocks,HD,0 +12/11/2019 20:35,Home Depot $HD Shares Gap Down Following Analyst Downgrade ,HD,0 +12/11/2019 18:01,"S&P 500, Nasdaq higher ahead of Fed meet; Dow hit by Boeing, Home Depot ",HD,1 +12/11/2019 17:16,Home Depot $HD Price Target Cut to $225.00 by Analysts at Morgan Stanley #stocks,HD,0 +12/11/2019 13:09,Home Depot $HD Price Target Lowered to $245.00 at Stifel Nicolaus #stocks,HD,0 +12/11/2019 11:49,$HD PT LOWERED TO $245 FROM $255 AT STIFEL,HD,0 +12/11/2019 4:15,Good Morning!Futures mostly Flat ahead of the Fed decision @ 2pm followed by presser @ 2:30$HD Home Depot Reaff¡K ,HD,0 +12/9/2019 15:26,$HD ... $216.53 +1.05%Jumped as high as $217.88 today as we approach the Depots Investor Day this Wednesday ...¡K ,HD,1 +12/8/2019 8:26,$HD not out of the wood shed yet. Holding 200ma. Relief bounce was sold right off. Reclaims 217 will start to push.¡K ,HD,0 +12/5/2019 18:18,$HD I was betting on this ugly shit? ???????????????Sold 1/2 yesterday morning 50%Tried to get 100% on remaining b¡K ,HD,0 +12/5/2019 17:50,"$LOW with an inside day today, filled that gap we talked about. More gaps below, can $HD help bring it down or do w¡K ",HD,0 +11/30/2019 0:02,Home Depot Inc $HD Short Interest Down 7.8% in November #stocks,HD,0 +11/28/2019 5:32,Home Depot $HD Cut to ¡§Sell¡¨ at ValuEngine ,HD,0 +11/27/2019 11:02,$HD still running strong! Currently up almost +$5 since our entry on Monday! Stops raised and still targeting that¡K ,HD,1 +11/27/2019 1:26,Home Depot $HD Lowered to Sell at ValuEngine ,HD,0 +11/26/2019 10:25,"$HD nice reversal after 4 days of fallsold 220C $1.2 from $0.58rolled to 222.5C $0.35, currently $0.45",HD,0 +11/25/2019 20:17,RT @BearingtonTrade: $HD thought we¡¦d see a little more down side - but I forgot stocks don¡¦t go down - where¡¦s the $20 reversal candle?L¡K,HD,0 +11/25/2019 17:33,$HD thought we¡¦d see a little more down side - but I forgot stocks don¡¦t go down - where¡¦s the $20 reversal candle?¡K ,HD,0 +11/25/2019 13:37,"$HD 220C now up 37%, reclaiming 218.40, room to 200.70, 222 then opens up towards 225. ",HD,1 +11/25/2019 1:58,Home Depot¡¦s $HD Buy Rating Reaffirmed at Evercore ISI ,HD,1 +11/24/2019 9:54,Longbow Research Reiterates Buy Rating for Home Depot $HD #stocks,HD,1 +11/24/2019 9:05,"RT @YahooFinance: Highlight: ""The expectations for Home Depot have been so high because the stock has been doing just so well in the last s¡K",HD,1 +11/24/2019 3:39,Home Depot $HD Price Target Lowered to $237.00 at Nomura ,HD,0 +11/23/2019 7:00,Home Depot $HD PT Raised to $225.00 at SunTrust Banks ,HD,1 +11/23/2019 6:54,SunTrust Banks Raises Home Depot $HD Price Target to $225.00 #markets,HD,1 +11/22/2019 4:56,$HD $LOW $EBAY $TGT $WMT:Inside Home Depot¡¦s efforts to stop a growing theft problem at its stores:,HD,1 +11/22/2019 2:07,Home Depot $HD Earns Buy Rating from Longbow Research #markets,HD,1 +11/21/2019 17:31,The Home Depot $HD Declares Third Quarter Dividend Of $1.36,HD,1 +11/21/2019 16:32,Home Depot $HD Price Target Raised to $205.00 at Loop Capital ,HD,1 +11/21/2019 16:31,Home Depot $HD Price Target Raised to $205.00 at Loop Capital #stocks,HD,1 +11/21/2019 15:22,Home Depot Inc Announces Quarterly Dividend of $1.36 $HD #stocks,HD,1 +11/21/2019 15:15,Home Depot Inc $HD Announces $1.36 Quarterly Dividend #stocks,HD,1 +11/21/2019 15:13,Home Depot Inc Announces Quarterly Dividend of $1.36 $HD ,HD,1 +11/21/2019 14:12,$HD - Home Depot declares $1.36 dividend ,HD,1 +11/21/2019 8:31,Q4 2020 EPS Estimates for Home Depot Inc $HD Lowered by Analyst #stocks,HD,0 +11/21/2019 8:31,KeyCorp Research Analysts Lower Earnings Estimates for Home Depot Inc $HD #stocks,HD,0 +11/21/2019 8:30,KeyCorp Research Analysts Lower Earnings Estimates for Home Depot Inc $HD ,HD,0 +11/21/2019 6:16,Home Depot $HD PT Lowered to $237.00 #stocks,HD,0 +11/21/2019 4:03,Home Depot $HD PT Raised to $246.00 ,HD,1 +11/21/2019 3:59,Home Depot $HD PT Raised to $246.00 #markets,HD,1 +11/21/2019 2:00,Robert W. Baird Increases Home Depot $HD Price Target to $245.00 #markets,HD,1 +11/20/2019 15:34,Home Depot¡¦s $HD Buy Rating Reaffirmed at Wells Fargo & Co ,HD,1 +11/20/2019 14:37,"$HD #HD broke down today, nice trade via the weekly 220PUTS breaking down 222+ support, 50%+, tomorrow is 3rd day a¡K ",HD,0 +11/20/2019 13:45,Home Depot sells everything you need to make a doghouse. Like the one investors will probably be putting the compan¡K ,HD,0 +11/20/2019 13:31,$HD Buying high for the momo follow-through doesn't always pan out...Get your own charts at¡K ,HD,1 +11/20/2019 12:03,Home Depot $HD Given Buy Rating at Longbow Research #stocks,HD,1 +11/20/2019 9:55,Loop Capital Increases Home Depot $HD Price Target to $205.00 ,HD,1 +11/20/2019 6:50,$HD $LOW Lowes Raises Full-Year Forecast Amid Canadian Reorganization via ,HD,1 +11/20/2019 6:39,$TGT was $60 at end 2018 $HD took retailers $COST $LULU $BBBY $SHOP down yday .. time to move UP !! where they belong !,HD,0 +11/20/2019 6:33,"#HomeDepot $HD 3rd qtr earnings beat on EPS, but missed on revs & same store sales & lowered future profit expectat¡K ",HD,0 +11/20/2019 4:45,$LOW lol after $HD I knew they were gonna beatNo position but low back in the trading list - been a long time as¡K ,HD,0 +11/20/2019 4:30,Home Depot $HD Reiterated Buy at Longbow Despite Guidance Cut ,HD,0 +11/20/2019 1:27,Jefferies Financial Group Analysts Raise Earnings Estimates for Home Depot Inc $HD ,HD,1 +11/20/2019 1:27,Jefferies Financial Group Analysts Raise Earnings Estimates for Home Depot Inc $HD #stocks,HD,1 +11/19/2019 21:30,WATCH: The Dow and S&P 500 fell from record levels as dour forecasts from retailers Home Depot and Kohl's fueled wo¡K ,HD,0 +11/19/2019 21:13,$HD #HD Quite the move down today ,HD,0 +11/19/2019 20:20,Home Depot $HD Shares Down 5.4% ,HD,0 +11/19/2019 19:50,The Dow and S&P 500 fell from record levels as dour forecasts from retailers Home Depot and Kohl's fueled worries a¡K ,HD,0 +11/19/2019 15:50,Dismal forecasts from retailers Home Depot and Kohl¡¦s drag down the Dow and S&P 500 ,HD,0 +11/19/2019 14:43,Market Recap: Stocks Down 100Retail / Semis lead stocks lower $KSS $HD $SMHVolume highest in 12 sessionsBloom¡K ,HD,0 +11/19/2019 14:19,Home Depot $HD PT Raised to $246.00 at Goldman Sachs Group #stocks,HD,1 +11/19/2019 13:13,$HD Bad boy today that took retailers down and $DIA down !!,HD,0 +11/19/2019 12:39,Home Depot trims its growth estimates for the rest of the year as third-quarter sales fall short of estimates ,HD,0 +11/19/2019 9:37,"Highlight: ""The expectations for Home Depot have been so high because the stock has been doing just so well in the¡K ",HD,1 +11/19/2019 8:43,HD LOW it's not just Home Depot that has workshops for kids.... ,HD,0 +11/19/2019 8:05,Home Depot is experiencing some growing pains as it adopts a One Home Depot strategy for bricks and clicks. Competi¡K ,HD,1 +11/19/2019 7:58,(HD.N) 19 Nov - 09:55:39 AM - HOME DEPOT SHARES DOWN 4.7% AFTER CUTTING FY SALES FORECAST - [RTRS],HD,0 +11/19/2019 7:55,"DOWN WITH EARNINGS TODAY ALERT: $HD Home Depot, Inc ?? TradeIdeas via to FREE Trading Room",HD,0 +11/19/2019 7:42,"Lessee, $HD and $KSS miss badly and guide lower. I suppose there's nothing see there eh Graham @GainsPainsCapit? Re¡K ",HD,0 +11/19/2019 7:25,RT @TradingNation: Home Depot dropping despite an earnings beat as the company¡¦s sales grew short of analyst estimates. $HD ,HD,0 +11/19/2019 7:12,An Analyst Explains #HomeDepot's Revised Guidance Following Q3 Sales Miss $HD ,HD,0 +11/19/2019 7:11,"Home Depot $HD Posts Earnings Results, Beats Estimates By $0.01 EPS #stocks",HD,1 +11/19/2019 6:40,$HD taking $DIA down so don't look at this index to make your decision !!! FOCUS on individual stks It's a m¡K ,HD,0 +11/19/2019 6:13,RT @bluff_capital: $HD Home Depot -5.5% after earnings w/eps in-line and miss on rev. Comp sales +3.6% (US +3.8%) Takes guidance down: FY s¡K,HD,0 +11/19/2019 6:09,Market Preview: Stocks +45Home Depot - Down on weak salesKohl¡¦s - Down on weak salesPG&E near settlement for C¡K ,HD,0 +11/19/2019 6:06,"$HD: Home Depot reports EPS in-line, misses on revs; reaffirms FY20 EPS guidance, lowers FY20 comp guidance ",HD,0 +11/19/2019 5:59,Home Depot shares down sharply this morningTop analyst says housing pressure is in the backdrop for $HD ,HD,0 +11/19/2019 5:57,Seeing other retailers down early. I respect the tape and that's fine but I'd point out $HD isn't much and $KSS i¡K ,HD,0 +11/19/2019 5:48,"Home Depot Q3 EPS $2.53 Beats $2.52 Estimate, Sales $27.2B Miss $27.53B Estimate $HD",HD,0 +11/19/2019 5:37,"Those buying the $HD dip may be better served buying the $LOW sympathy dip IMO , just lowered the bar and Lowe's been closing the gap...",HD,0 +11/19/2019 5:26,"Retailers under pressure with Kohl's sliding 10%, Home Depot down 4% pre-bell after cutting guidance $KSS $HD ",HD,0 +11/19/2019 5:12,A Peek Into The Markets: US Stock Futures Rise; Home Depot Sales Miss Views ,HD,0 +11/19/2019 4:58,Depot¡¦s second guide down on comp this year. Earnings ok but tough for forecasts to rise if comps not playing ball. $HD $LOW,HD,0 +11/19/2019 4:57,Here's what has $HD down over 5% after earnings: ,HD,0 +11/19/2019 4:56,"Comps solid 3.6% at Depot but a step down from 4.7% in July, which $HD suggested at the time was representative of ongoing performance. $LOW",HD,0 +11/19/2019 4:50,"Good MorningAsia & Europe markets strong, US Equity futures follow. Gold lower.$HD misses sales & cuts guidanc¡K ",HD,0 +11/19/2019 4:36,"$HD Home Depot earnings beat expectations, but shares crater on big sales miss ",HD,0 +11/19/2019 4:25,"$HD - Comparable sales missed estimates at Home Depot, shares down 4.6% premarket ",HD,0 +11/19/2019 4:20,"Home Depot Shares Plunge -7%, Poised For Worst Drop Since Dec. 2008",HD,0 +11/19/2019 4:18,$HD $LOW:Home Depot Trims Full-Year Sales Forecasts After Q3 Earnings Beat: Shares Slump:,HD,0 +11/19/2019 4:16,$HD down more than 5% in pre-market trading after posting mixed results for the latest quarter. ,HD,0 +11/19/2019 4:13,$HD misses the Estimize EPS Consensus by 4c and the Estimize Revenue Consensus by $303.04M. Reports FQ3 earnings of¡K ,HD,0 +11/19/2019 4:09,Home Depot lowers sales outlook after third-quarter revenue miss ,HD,0 +11/19/2019 4:09,Home Depot $HD shares drop 8% on lower than expected earnings ,HD,0 +11/19/2019 4:08,Home Depot Trims Full-Year Sales Forecasts After Q3 Earnings Beat: Shares Slump $HD,HD,0 +11/19/2019 4:07,(LOW.N HD.N) 19 Nov - 06:06:53 AM - LOWE'S COMPANIES SHARES DOWN 2.7% PREMARKET AFTER BIGGER RIVAL HOME DEPOT REPORTS RESULTS - [RTRS],HD,0 +11/19/2019 4:07,Pretty good thumping for $HD here on soft sales guidance. This is pretty late in the year to cut this much. Shares¡K ,HD,0 +11/19/2019 4:06,$HD down over 6% after missing sales estimates and lowering guidance,HD,0 +11/19/2019 4:06,$HD down 8% in pre market. Earnings missed on revenue and comps.,HD,0 +11/19/2019 4:06,"$HD $LOW:Home Depot earnings beat expectations, but shares fall on weak sales:",HD,1 +11/19/2019 4:05,(HD.N) 19 Nov - 06:04:46 AM - HOME DEPOT SHARES DOWN 6.6% PREMARKET AFTER RESULTS - [RTRS],HD,0 +11/19/2019 4:02,"$HD - Home Depot EPS in-line, misses on revenue ",HD,0 +11/19/2019 0:31,$HD $KSS:US futures point to higher open:,HD,1 +11/18/2019 14:11,"Investing Action Plan: Home Depot Stock Off High Ahead Of Earnings; TJX Cos., TransDigm, Pagseguro Report ",HD,1 +11/18/2019 13:56,$HD new 52 week high stop raised on the let it ride shares been holding since 12-26-18 ER tomorrow,HD,1 +11/18/2019 7:45,RT @UnusualActivit3: Home Depot Inc. (The) $HD down by -0.1% at $237.0644UNUSUAL ACTIVITY VOLUME 634.86% STRENGTH 420.5% #Stocks #Unusu¡K,HD,0 +11/18/2019 2:05,Jefferies Financial Group Raises Home Depot FY2020 Earnings Estimates to $10.13 EPS (Previously $10.08). $HD #HD,HD,1 +11/17/2019 14:01,Jefferies Financial Group Increases Home Depot $HD Price Target to $268.00 #stocks,HD,1 +11/17/2019 13:27,"Home Depot $HD is higher for the 10th month of 11, currently +1.2% at $237.39. Earnings due early Tues' should come¡K ",HD,1 +11/17/2019 10:27,Home Depot Inc $HD Short Interest Down 7.8% in October #stocks,HD,0 +11/16/2019 10:29,JPMorgan Chase & Co. Increases Home Depot $HD Price Target to $262.00 ,HD,1 +11/16/2019 7:37,Home Depot $HD Price Target Raised to $262.00 #stocks,HD,1 +11/15/2019 22:12,Morgan Stanley Increases Home Depot $HD Price Target to $245.00 ,HD,1 +11/15/2019 12:21,Home Depot $HD Price Target Raised to $268.00 at Jefferies Financial Group ,HD,1 +11/15/2019 9:35,Home Depot $HD PT Raised to $245.00 ,HD,1 +11/15/2019 7:50,Home Depot $HD PT Raised to $268.00 #stocks,HD,1 +11/15/2019 5:34,Home Depot $HD Downgraded by Edward Jones ,HD,0 +11/15/2019 5:31,Home Depot $HD Downgraded by Edward Jones #stocks,HD,0 +11/15/2019 3:58,Home Depot $HD Cut to ¡§Hold¡¨ at Edward Jones ,HD,0 +11/14/2019 6:47,$HD Home Depot Price Target Raised to $245.00/Share From $225.00 by Morgan Stanley,HD,1 +11/11/2019 14:59,Home Depot $HD Rating Lowered to Hold at Edward Jones #stocks,HD,0 +11/11/2019 8:30,Monday's Top Analyst Upgrades and Downgrades PART 2 $HPE $HD $NVDA $OXY $PEB $QCOM $SWKS $SMAR $SPLK $TSLA $UAL¡K ,HD,0 +11/11/2019 5:15,Home Depot $HD Rating Lowered to Hold at Edward Jones #markets,HD,0 +11/11/2019 5:15,Home Depot $HD Rating Lowered to Hold at Edward Jones ,HD,0 +11/11/2019 2:19,Edward Jones Downgrades Home Depot $HD to Hold ,HD,0 +11/8/2019 7:21,Home Depot $HD PT Raised to $225.00 ,HD,1 +11/7/2019 12:08,Home Depot $HD PT Raised to $260.00 at Wells Fargo & Co #markets,HD,1 +11/7/2019 6:42,Home Depot $HD PT Raised to $225.00 #stocks,HD,1 +10/21/2019 15:03,$HDinside and down would to 234 would be great. Market is bullish so pullbacks could be very small. Follow tr3n¡K ,HD,0 +10/16/2019 8:47,$HD another 52 week high yesterday and taking a break today. Gap and 21ma support,HD,1 +10/15/2019 11:30,$JPM at an all-time high today following earnings. Also hitting new records? $HD $TXN $LULU $KMX,HD,1 +10/12/2019 15:06,Raymond James Reaffirms Outperform Rating for Home Depot $HD ,HD,1 +10/7/2019 13:24,Raymond James Transfers Coverage on Home Depot $HD at Outperform ,HD,1 +10/6/2019 11:10,Home Depot $HD PT Raised to $255.00 #stocks,HD,1 +10/4/2019 6:15,Home Depot $HD Price Target Raised to $255.00 ,HD,1 +10/3/2019 13:54,Home Depot $HD Downgraded to Hold at ValuEngine ,HD,0 +9/29/2019 14:31,"$HD CMF study shows money flowing out here, been a strong name, needs to take out 235, possible lower high now.",HD,1 +9/29/2019 0:23,Home Depot $HD PT Raised to $220.00 at Telsey Advisory Group ,HD,1 +9/28/2019 3:19,Telsey Advisory Group Increases Home Depot $HD Price Target to $220.00 ,HD,1 +9/23/2019 11:03,"$HD - Home Depot: Buy For Moderately Stable Organic, Dividend Growth. Keep reading: #finance #economy #stocks",HD,1 +9/22/2019 5:03,DZ Bank Downgrades Home Depot $HD to Sell ,HD,0 +9/20/2019 4:54,Home Depot $HD Downgraded by Guggenheim ,HD,0 +9/19/2019 14:14,"Home Depot $HD settled -1.2% to $228.12. Note the 50dma in the 217s. M/t bullish, with a clear series of higher hig¡K ",HD,1 +9/17/2019 6:07,$HD (-1.3% pre) Guggenheim Downgrades Home Depot (HD) to Neutral,HD,0 +9/17/2019 4:33,"Another downgrade on valuation. This time, it¡¦s Home Depot ¡X cut to neutral at Guggenheim. Valuation ¡§at a level¡K ",HD,0 +9/17/2019 4:09,$HD - Home Depot slips after Guggenheim cut ,HD,0 +9/12/2019 7:32,$HD stop raised on the let it ride shares. This one is going to need some basing soon back test to recent gap?,HD,1 +9/10/2019 12:53,High-paying dividend stocks to buy or avoid @ReutersMoney @williamoneilco $IBM $HD $TIF $LRCX,HD,1 +9/10/2019 0:40,Home Depot $HD Upgraded by ValuEngine to Buy ,HD,1 +9/9/2019 6:55,"$COST $HD Worth keeping an eye on again, both nice all time high breaks!",HD,1 +9/9/2019 5:34,$NRG $HD $LOW $AAPL $GS:Chances of Rate Cut Rise on Jobs Slowdown: Winners & Losers:,HD,0 +9/7/2019 7:19,Home Depot $HD Upgraded to ¡§Buy¡¨ by ValuEngine ,HD,1 +9/7/2019 1:44,"Home Depot Inc $HD EVP Sells $5,203,552.20 in Stock ",HD,0 +9/5/2019 4:32,Home Depot $HD ¡V Research Analysts¡¦ Recent Ratings Updates #stocks,HD,1 +9/4/2019 20:28,"Edward P. Decker Sells 22,908 Shares of Home Depot Inc $HD Stock #stocks",HD,0 +9/4/2019 10:12,$HD ex dividend today $1.36 per share divy paid on 9-19-19. Some charting systems will subtract others won't. Nic¡K ,HD,1 +9/4/2019 3:56,Investors Buy High Volume of Call Options on Home Depot $HD #stocks,HD,1 +9/3/2019 15:09,$HD ...$224.07 -1.68%Took the $225 P¡¦s for +30% Was hoping for more today but was a nice clean short ... low ma¡K ,HD,0 +9/3/2019 5:46,Home Depot Inc Declares Quarterly Dividend of $1.36 $HD ,HD,1 +9/2/2019 4:25,Home Depot Inc $HD to Issue Quarterly Dividend of $1.36 on September 19th ,HD,1 +8/31/2019 11:52,An inside look on how home improvement giants Lowe's and Home Depot are battening down the hatches for Hurricane Do¡K ,HD,0 +8/31/2019 9:37,Lowe¡¦s Stock (LOW) Set To Outperform The Market - blog by @askslim $LOW $HD,HD,1 +8/26/2019 18:48,NEW Article: ¡§Lowe¡¦s Stock (LOW) Set To Outperform The Market¡¨ - by @askslim $LOW $HD $TGT $WMT,HD,1 +8/26/2019 1:20,"Home Depot Inc $HD CFO Sells $31,848,416.00 in Stock ",HD,0 +8/26/2019 1:17,"Home Depot Inc $HD CFO Sells $31,848,416.00 in Stock #markets",HD,0 +8/26/2019 0:45,Home Depot $HD Price Target Raised to $225.00 #stocks,HD,1 +8/26/2019 0:44,Home Depot $HD Price Target Raised to $225.00 ,HD,1 +8/24/2019 23:21,Q3 2020 EPS Estimates for Home Depot Inc $HD Lowered by Analyst ,HD,0 +8/24/2019 6:36,"Home Depot Inc $HD EVP William G. Lennie Sells 9,200 Shares of Stock #stocks",HD,0 +8/24/2019 6:34,"William G. Lennie Sells 9,200 Shares of Home Depot Inc $HD Stock ",HD,0 +8/24/2019 4:03,Royal Bank of Canada Raises Home Depot $HD Price Target to $233.00 #markets,HD,1 +8/24/2019 4:03,Royal Bank of Canada Raises Home Depot $HD Price Target to $233.00 ,HD,1 +8/24/2019 2:54,Home Depot $HD Price Target Raised to $200.00 ,HD,1 +8/24/2019 2:54,Citigroup Raises Home Depot $HD Price Target to $246.00 ,HD,1 +8/23/2019 23:53,FY2020 EPS Estimates for Home Depot Inc $HD Raised by Analyst ,HD,1 +8/23/2019 18:44,$HD $PRMW $PSTG $HPE:Higher Hopes for Lowe¡¦s:,HD,1 +8/23/2019 14:43,"Home Depot Inc $HD EVP Sells $2,024,460.00 in Stock #stocks",HD,0 +8/23/2019 14:43,"Home Depot Inc $HD CFO Sells $31,848,416.00 in Stock #stocks",HD,0 +8/23/2019 4:03,Home Depot $HD Price Target Raised to $233.00 ,HD,1 +8/23/2019 2:26,Home Depot $HD Price Target Raised to $246.00 at Citigroup ,HD,1 +8/23/2019 2:26,UBS Group Increases Home Depot $HD Price Target to $240.00 ,HD,1 +8/22/2019 23:17,Q2 2020 EPS Estimates for Home Depot Inc Lowered by Analyst $HD ,HD,0 +8/22/2019 14:22,Home Depot Inc $HD Announces Quarterly Dividend of $1.36 #stocks,HD,1 +8/22/2019 13:56,$JWN $HD $LOW $TGT $XRT:Retail rally rips higher ¡V five experts weigh in on what¡¦s next:,HD,1 +8/22/2019 13:13,$HD:The Home Depot Declares Second Quarter Dividend of $1.36:,HD,1 +8/22/2019 5:50,SunTrust Banks Raises Home Depot FY2020 Earnings Estimates to $10.06 EPS (Previously $9.99). $HD #HD,HD,1 +8/22/2019 5:50,Oppenheimer Raises Home Depot FY2020 Earnings Estimates to $10.21 EPS (Previously $10.18). $HD #HD,HD,1 +8/22/2019 5:50,Oppenheimer Analysts Raise Earnings Estimates for Home Depot Inc $HD #stocks,HD,1 +8/21/2019 14:21,Home Depot $HD PT Raised to $230.00 at Robert W. Baird #stocks,HD,1 +8/21/2019 13:53,LISTEN: Markets juggled Home Depot earnings and reports that the White House is mulling a payroll tax cut today. Le¡K ,HD,0 +8/21/2019 12:09,$HD all time high ,HD,1 +8/21/2019 8:52,UBS Group Raises Home Depot $HD Price Target to $240.00 #stocks,HD,1 +8/21/2019 8:32,Home Depot $HD Sets New 52-Week High on Better-Than-Expected Earnings ,HD,1 +8/21/2019 7:50,".@JimCramer: As someone who¡¦s always been in favor of cracking down on China, I think we need to take Home Depot CF¡K ",HD,0 +8/21/2019 7:30,$HD Home Depot trades to new all time record high as investor sentiment sours ,HD,1 +8/21/2019 4:49,It ain't all about Home Depot anymore.... @JimCramer breaks it down ,HD,0 +8/21/2019 3:01,UBS analyst Michael Lasser raised the price target on Home Depot (NYSE: $HD) to $240.00 (from $215.00) while mainta¡K ,HD,1 +8/20/2019 21:32,"Gap up for $BIDU, $MDT and $HD today. ",HD,1 +8/20/2019 19:56,Home Depot $HD Shares Gap Up on Strong Earnings ,HD,1 +8/20/2019 19:01,Home Depot $HD PT Raised to $233.00 at Royal Bank of Canada #stocks,HD,1 +8/20/2019 18:01,"Home Depot $HD Releases Quarterly Earnings Results, Beats Expectations By $0.10 EPS ",HD,1 +8/20/2019 15:30,RT @stockbeep: Aug 20 - Gainers with unusually high vol today$ENDP $HD $MAS $URBN $AVYA $CPRX $LVS $EA $TEVA $PDD (+10 more results) S¡K,HD,1 +8/20/2019 15:15,"Home Depot beats quarterly profit estimates, warns of tariff impact ",HD,1 +8/20/2019 12:26,"$HD cut its guidance for the rest of the year, so why is the stock surging? @BofAML's Liz Suzuki explains ",HD,0 +8/20/2019 10:30,"Home Depot lowered its sales forecast, warning that rising material costs and the potential effects of tariffs on U¡K ",HD,0 +8/20/2019 10:04,$DJIA $SPX $COMP $HD $MDT:The Dow Is Holding Flat Because Investors Are Waiting for the Fed:,HD,0 +8/20/2019 8:52,"Home Depot beats quarterly profit estimates, warns of tariff impact #economy #MarketScreener ",HD,1 +8/20/2019 8:31,$HD next levels on radar if it wants higher 218. 218.50 and 219.30 today's low and gap first support,HD,0 +8/20/2019 7:31,"Highlight: ¡§The earnings beat came from buying back shares,¡¨ @cfraresearch¡¦s Ken Leon on Home Depot missing on sale¡K ",HD,1 +8/20/2019 7:20,"$HD +4%#HomeDepot rises after earnings beat. Despite a cautious outlook on tariffs & soft lumber prices, the comp¡K ",HD,0 +8/20/2019 6:48,Homs depot is making a nice move higher today in a down market. Growing nicely despite lots of Trump related headwinds. $HD,HD,0 +8/20/2019 5:14,Home Depot quarterly sales miss and company cuts outlook amid tariff worries @CNBC Trade wars are easy to win. ,HD,0 +8/20/2019 4:16,Home Depot quarterly sales miss and company cuts outlook amid tariff worries @CNBC ,HD,0 +8/20/2019 4:07,"Home Depot $HD Tops Q2 EPS by 9c, Comp. Sales Up 3%; Trims FY19 Sales Guidance ",HD,0 +8/20/2019 3:54,$HD - Home Depot lowered FY2019 Comparable sales guidance ,HD,0 +8/20/2019 3:39,"What to watch today: Mixed market opening, Home Depot sales miss and China calls out big tech ",HD,0 +8/20/2019 3:11,$HD beats the Estimize EPS Consensus by 5c and misses the Estimize Revenue Consensus by $210.43M. Reports FQ2 earni¡K ,HD,0 +8/20/2019 3:05,$HD trims full year sales guidance,HD,0 +8/20/2019 3:01,"$HD - Home Depot EPS beats by $0.09, misses on revenue ",HD,0 +8/19/2019 14:58,"$HD - Home Depot: High Quality Stock, But I Have Fears ",HD,1 +8/14/2019 4:25,Home Depot $HD 2Q Faces Transitory Issues But Expectations Are Low - Wells Fargo ,HD,0 +8/3/2019 20:53,Home Depot $HD Stock Rating Lowered by ValuEngine ,HD,0 +8/3/2019 20:43,Home Depot $HD Downgraded by ValuEngine to ¡§Hold¡¨ #stocks,HD,0 +8/3/2019 20:43,Home Depot $HD Downgraded by ValuEngine to ¡§Hold¡¨ #markets,HD,0 +8/3/2019 20:42,Home Depot $HD Downgraded by ValuEngine to ¡§Hold¡¨ ,HD,0 +7/25/2019 3:20,Weekly Analysts¡¦ Ratings Updates for Home Depot $HD #stocks,HD,1 +7/19/2019 6:00,Loop Capital Increases Home Depot $HD Price Target to $195.00 #stocks,HD,1 +7/18/2019 2:45,Home Depot $HD Stock Rating Lowered by Gabelli ,HD,0 +7/18/2019 2:41,Home Depot $HD Cut to ¡§Hold¡¨ at Gabelli ,HD,0 +7/16/2019 9:42,Home Depot downgraded at Gabelli on valuation ,HD,0 +7/16/2019 9:22,$HD - Home Depot downgraded at Gabelli on valuation ,HD,0 +7/16/2019 7:58,Home Depot $HD Rating Lowered to Hold at Gabelli #stocks,HD,0 +7/15/2019 2:15,Home Depot $HD Raised to ¡§Buy¡¨ at ValuEngine ,HD,1 +7/14/2019 23:18,Q2 2020 EPS Estimates for Home Depot Inc Raised by Jefferies Financial Group $HD #stocks,HD,1 +7/14/2019 23:17,Jefferies Financial Group Raises Home Depot Q2 2020 Earnings Estimates to $3.01 EPS (Previously $2.97). $HD #HD,HD,1 +7/13/2019 15:23,Home Depot Inc $HD Sees Large Drop in Short Interest #stocks,HD,0 +7/12/2019 12:41,$HD ... Good golly miss molly!,HD,0 +7/11/2019 3:49,$HD fire is in his breathe ,HD,0 +7/9/2019 7:29,"Home Depot execs reveal why the retailer is doubling down on home decor, how it built billion-dollar brands, and wh¡K ",HD,0 +7/1/2019 4:54,The Trade War won¡¦t truly be over until the Big Three of American retail are at ATHs. $WMT .5%$HD 3%$TGT 3% ,HD,0 +6/28/2019 2:10,They haven't been back to the U.S. in years and don't miss it... except for Home Depot ,HD,0 +6/24/2019 10:39,$HD Home Depot CEO says company hopes to cut costs to reduce impact of tariffs on consumer prices¡K ,HD,0 +6/24/2019 10:19,Home Depot CEO says company hopes to cut costs to reduce impact of tariffs on consumer prices ,HD,0 +6/24/2019 8:14,"TREND REVERSAL DOWN ALERT: $HD Home Depot, Inc ?? TradeIdeas via to FREE Trading Room",HD,0 +6/21/2019 12:35,?? Dividend Ideas: Home Depot And Its Real Value via ? ,HD,1 +6/20/2019 14:50,These stocks ¡X including Home Depot and Verizon ¡X are big winners when rates drop - ,HD,0 +6/17/2019 14:00,$HD: Home Depot breaks out above April peak to 8-month high ,HD,1 +6/14/2019 8:32,New on the Behind the Scenes Podcast with @IBKR: Tom Keene sits down with Home Depot Co-Founder Ken Langone to disc¡K ,HD,0 +6/13/2019 14:21,"Home Depot Inc $HD EVP Matt Carey Sells 34,688 Shares #stocks",HD,0 +6/13/2019 14:21,"Home Depot Inc $HD EVP Matt Carey Sells 34,688 Shares ",HD,0 +6/7/2019 19:37,RT @JeffMacke: Home Depot and Walmart: flat since Jan 2018Lost generational rally. #TradeWar ?? $HD $WMT ,HD,0 +6/7/2019 15:18,Home Depot and Walmart: flat since Jan 2018Lost generational rally. #TradeWar ?? $HD $WMT ,HD,0 +6/5/2019 3:48,Investors Buy High Volume of Call Options on Home Depot $HD ,HD,1 +6/3/2019 11:00,"Bank of America, Pepsico and Home Depot Go Ex-dividend This Week ",HD,1 +6/2/2019 1:47,"Home Depot Inc $HD EVP Teresa Wynn Roseborough Sells 8,500 Shares #markets",HD,0 +6/2/2019 1:47,"Home Depot Inc $HD EVP Teresa Wynn Roseborough Sells 8,500 Shares #stocks",HD,0 +6/2/2019 1:28,"Home Depot Inc $HD CFO Sells $4,981,602.78 in Stock ",HD,0 +5/31/2019 14:57,"RT @Michael_Khouw: $HD unlike S&P and unlike retail more broadly (i.e. $XRT) actually is higher than the lows earlier this week, so I would¡K",HD,1 +5/31/2019 14:28,"Home Depot Inc $HD CFO Sells $4,981,602.78 in Stock #stocks",HD,0 +5/31/2019 14:27,"Insider Selling: Home Depot Inc $HD EVP Sells 8,500 Shares of Stock #stocks",HD,0 +5/31/2019 11:13,The industry average ROA is 6.80%. $HD outperforms 100% of its industry peers. ,HD,1 +5/28/2019 17:22,"Insider Selling: Home Depot Inc $HD EVP Sells 13,000 Shares of Stock #stocks",HD,0 +5/24/2019 23:44,Q2 2020 EPS Estimates for Home Depot Inc $HD Decreased by Analyst #markets,HD,0 +5/24/2019 14:18,$HD:Home Depot Executives Break Down a ¡§Noisy¡¨ Quarter:,HD,0 +5/24/2019 6:41,$AMZN $TGT $M $HD $WMT:The Conference Board: Grab a deal this weekend because prices are headed higher from tarif¡K ,HD,1 +5/24/2019 4:15,Home Depot Inc $HD Declares $1.36 Quarterly Dividend ,HD,1 +5/24/2019 3:23,Retirement Systems Of Alabama Trimmed Its Holding in Home Depot INC $HD by $3.56 Million as Stock Price Rose ,HD,0 +5/23/2019 23:17,Jefferies Financial Group Equities Analysts Lower Earnings Estimates for Home Depot Inc $HD ,HD,0 +5/23/2019 17:47,"$HD Home Depot not a fan of flat 200d MA's, but something to be said for a stock that is +1.6% when $SPY -1.2% ",HD,0 +5/23/2019 14:27,Home Depot Inc $HD Plans $1.36 Quarterly Dividend #stocks,HD,1 +5/23/2019 10:48,$HD $LOW $AMZN:Home Depot Is a Safe Harbor From the Trade War Storm:,HD,0 +5/23/2019 7:16,Home Depot $HD Upgraded to Hold at Zacks Investment Research ,HD,1 +5/23/2019 5:31,$TGT $AMZN $HD $LOW $W:Target upgraded by JP Morgan as the retailer is proving safe from Amazon ¡¥boogeyman¡¦:,HD,1 +5/23/2019 4:39,Q2 2020 EPS Estimates for Home Depot Inc $HD Cut by Analyst #stocks,HD,0 +5/23/2019 4:28,Piper Jaffray Companies Raises Home Depot Q3 2020 Earnings Estimates to $2.57 EPS (Previously $2.54). $HD #HD,HD,1 +5/22/2019 12:58,"$HD:Home Depot Beats Consensus, Will Growth Continue For FY 2019?:",HD,1 +5/22/2019 8:39,$HD 187.50 puts can work here if we stay under pivot $QCOM 68.50 puts if uptrend from premarket low breaks,HD,0 +5/22/2019 3:43,Stifel analyst John Baugh raised the price target on Home Depot $HD to $210.00 (from $200.00) while maintaining a B¡K ,HD,1 +5/21/2019 13:09,Home Depot is doubling down on tool rentals in a bid to win over pro builders and drive sales ,HD,0 +5/21/2019 11:42,RT @realmoney: A miss on existing home sales estimates and the threat of tariffs are not stopping Home Depot's $HD post earnings push towar¡K,HD,0 +5/21/2019 8:41,"Home Depot same-store sales misses on wet weather, lumber prices ",HD,0 +5/21/2019 6:31,AT THE OPEN:- Dow up 0.52%- Nasdaq up 0.84% - S&P up 0.58%- @RealMoney #StockoftheDay $HD down 1.95%. More here¡K ,HD,0 +5/21/2019 6:30,RT @TheStreet: Does bad weather have Home Depot in need of repairs? @KevinCurranRM breaks down #StockoftheDay $HD: ,HD,0 +5/21/2019 6:05,Home Depot $HD 1Q earnings beat estimates. Revenue and comparable sales fall short. ,HD,1 +5/21/2019 5:45,"$HD Home Depot Q1 Comps Up 2.5% Year Over Year, stock is down 0.5% Iin the pre market. #stocks #trading #nasdaq¡K ",HD,0 +5/21/2019 5:10,"Home Depot same-store sales misses on cold weather, weak lumber prices - ",HD,0 +5/21/2019 5:06,"$HD: Home Depot beats by $0.08, reports revs in-line; reaffirms FY20 EPS guidance, guides FY20 revs above consensus ",HD,1 +5/21/2019 4:10,$HD Home Depot earnings beat despite wet start to spring ,HD,1 +5/21/2019 4:03,Home Depot misses quarterly same-store sales estimates - ,HD,0 +5/21/2019 3:48,Earnings rise at Home Depot but sales miss estimates ,HD,0 +5/21/2019 3:39,Home Depot misses quarterly same-store sales estimates ,HD,0 +5/21/2019 3:34,"Home Depot shares edge higher after better-than-expected profit, revenue ",HD,1 +1/18/2020 13:16,IBM $IBM Downgraded by Morgan Stanley #stocks,IBM,0 +1/17/2020 9:38,"IBM downgrade, Pinterest upgrade among today's top analyst calls $IBM $PINS $EBAY $TWTR $SNAP $QCOM $WDC $LUV¡K ",IBM,1 +1/17/2020 8:40,Fly Intel: Top five analyst downgrades $MS $TWTR $EBAY $CAKE $IBM ,IBM,0 +1/17/2020 4:24,???? $IBM DOWNGRADE AT MS,IBM,0 +1/17/2020 4:18,$IBM SHARES DOWN 1.3% PREMARKET AFTER MORGAN STANLEY CUTS TO EQUAL-WEIGHT,IBM,0 +1/17/2020 2:24,$IBM Cut To Equalweight From Overweight At Morgan Stanley; PT Cut To $155 From $170$,IBM,0 +1/13/2020 8:54,$IBM recently struggling near 200-day and now downgraded ,IBM,0 +12/23/2019 3:15,IBM $IBM Rating Increased to Hold at Zacks Investment Research ,IBM,1 +12/16/2019 13:32,$IBM $AMZN $FB $AAPL $MSFT:Blockchain Adoption in 2020 to Hit New High as AMD Joins BGA:,IBM,1 +12/3/2019 1:41,ValuEngine Upgrades IBM $IBM to ¡§Sell¡¨ ,IBM,0 +12/2/2019 10:04,Choosing Best Dividend Stocks: Higher Yield Vs. Stronger Earnings $MCD $IBMThis is actually a comparison between¡K ,IBM,1 +11/10/2019 5:50,Q4 2019 EPS Estimates for IBM $IBM Lowered by Analyst ,IBM,0 +11/7/2019 13:00,$IBM is now getting on right track can cut labour costs by 40% ,IBM,0 +11/6/2019 10:16,IBM Announces Quarterly Dividend of $1.62 $IBM #markets,IBM,1 +11/5/2019 12:50,IBM $IBM to Issue Quarterly Dividend of $1.62 on December 10th ,IBM,1 +11/5/2019 9:45,IBM $IBM Announces $1.62 Quarterly Dividend #stocks,IBM,1 +10/30/2019 19:27,IBM $IBM Downgraded by ValuEngine to Strong Sell ,IBM,0 +10/29/2019 8:40,$IBM - IBM declares $1.62 dividend ,IBM,1 +10/29/2019 8:35,$IBM IBM Declares A Quarterly Cash Dividend Of $1.62/Share,IBM,1 +10/27/2019 8:44,$MSFT $AMZN $ORCL $IBM $DELL:Microsoft beats out Amazon for the Defense Department¡¦s $10 billion cloud computing¡K¡K ,IBM,1 +10/26/2019 7:44,$MSFT $AMZN $ORCL $IBM $DELL:Microsoft Beats Amazon for Defense Department Cloud Contract:,IBM,1 +10/23/2019 22:56,IBM $IBM Rating Lowered to Neutral at UBS Group ,IBM,0 +10/23/2019 22:56,IBM $IBM Cut to Neutral at UBS Group #markets,IBM,0 +10/23/2019 22:56,IBM $IBM Cut to Neutral at UBS Group #stocks,IBM,0 +10/23/2019 6:19,"$IBM $MSFT:Despite High Dividend Yield, IBM Stock Is Not a Buy:",IBM,1 +10/23/2019 0:34,KeyCorp Analysts Cut Earnings Estimates for IBM $IBM ,IBM,0 +10/21/2019 4:41,UBS Group Downgrades IBM $IBM to Neutral #stocks,IBM,0 +10/21/2019 4:15,IBM $IBM Cut to ¡§Neutral¡¨ at UBS Group ,IBM,0 +10/21/2019 4:12,IBM $IBM Cut to ¡§Neutral¡¨ at UBS Group #stocks,IBM,0 +10/21/2019 2:59,IBM downgraded to Neutral from Buy at UBS $IBM ,IBM,0 +10/19/2019 22:21,IBM $IBM Shares Gap Down After Analyst Downgrade ,IBM,0 +10/19/2019 5:31,"IBM $IBM Issues Quarterly Earnings Results, Beats Expectations By $0.01 EPS ",IBM,1 +10/19/2019 5:30,"IBM $IBM Posts Earnings Results, Beats Estimates By $0.01 EPS ",IBM,1 +10/19/2019 1:48,IBM $IBM Rating Lowered to Sell at ValuEngine ,IBM,0 +10/18/2019 22:17,IBM $IBM Shares Gap Down Following Analyst Downgrade ,IBM,0 +10/18/2019 22:15,IBM $IBM Shares Gap Down After Analyst Downgrade #stocks,IBM,0 +10/18/2019 14:59,Dividend Stock Spotlight: International Business Machines (IBM) via @Bespokeinvest,IBM,1 +10/18/2019 11:05,IBM $IBM Shares Gap Down on Analyst Downgrade ,IBM,0 +10/17/2019 21:16,IBM $IBM Cut to ¡§Sell¡¨ at ValuEngine #markets,IBM,0 +10/17/2019 12:42,"Call/Put Highest % Volume Changes: Calls: $ENDP, $CAT, $ERIC, $EWU, $SAGE Puts: $MNK, $BZUN, $CRON, $NVTA, $IBM",IBM,1 +10/16/2019 18:12,"IBM $IBM Announces Quarterly Earnings Results, Beats Estimates By $0.04 EPS #stocks",IBM,1 +10/16/2019 14:16,$IBM ... Big Blue down $7 bucks ... How does CEO Ginny still have a job? They miss 95% of their Earnings events o¡K ,IBM,0 +10/16/2019 14:05,"$IBM $NFLX:Netflix Beats, Up 7%; IBM Mixed, Down 2.7%:",IBM,0 +10/16/2019 13:32,$IBM $DJIA $SPX $COMP:Earnings Results: IBM stock slips after revenue misses Street view:,IBM,0 +10/16/2019 13:29,$IBM - IBM -2.7% after revenue miss ,IBM,0 +10/16/2019 13:16,So much for IBM getting a cloud boost? Sales missed and were down year-over-year again. Same as it ever was. $IBM off 3% after hours.,IBM,0 +10/16/2019 13:15,$IBM misses the Estimize EPS Consensus by 1c and the Estimize Revenue Consensus by $286.45M. Reports FQ3 earnings o¡K ,IBM,0 +10/16/2019 13:14,$IBM misses again on tl. stk should be down 10,IBM,0 +10/16/2019 11:57,.@IBM is set to report earnings after the bell. CFO James Kavanaugh will join us to break down the numbers! $IBM ,IBM,0 +10/16/2019 11:24,$IBM has earnings in AHWill the stock open Thursday higher or lower?,IBM,1 +10/16/2019 6:00,$ibm $nflx both spiking afterhours solid #earnings #fang & #cloud beaten down,IBM,0 +10/14/2019 13:21,"$BRK.A $RWGIX $IBM $KHC:Longtime Berkshire Hathaway shareholder sells stake, accusing Warren Buffett of ¡¥thumb-s¡K¡K ",IBM,0 +10/6/2019 22:33,Wedbush Raises IBM Q4 2019 Earnings Estimates to $4.73 EPS (Previously $4.63). $IBM #IBM,IBM,1 +9/23/2019 12:13,I don't remember the last time $NFLX $AAPL or $IBM put out a PR that they didn't know why their stock was down ...¡K ,IBM,0 +9/17/2019 7:02,TREND REVERSAL DOWN ALERT: $IBM Intl Business Machines Corp ?? TradeIdeas via to FREE Trading Room,IBM,0 +9/8/2019 3:39,IBM $IBM Upgraded to ¡§Hold¡¨ at ValuEngine ,IBM,1 +9/7/2019 16:22,IBM $IBM Raised to Hold at ValuEngine ,IBM,1 +9/6/2019 10:08,Education for followers. $IBM gap up breakout of the base. May need some sideways/slight pullback basing to gain¡K ,IBM,1 +8/29/2019 9:43,$T $IBM $MSFT:AT&T: A Stable Investment With A Well-Covered Dividend And ¡K:,IBM,1 +8/27/2019 3:14,$IBM $MSFT $AMZN:IBM Stock Will Trend Higher on Red Hat Hybrid Cloud Opportunity:,IBM,1 +8/22/2019 0:09,IBM $IBM ¡V Analysts¡¦ Weekly Ratings Updates #stocks,IBM,1 +8/10/2019 22:47,Wedbush Brokers Cut Earnings Estimates for IBM $IBM ,IBM,0 +8/9/2019 17:29,Wells Fargo & Co Raises IBM $IBM Price Target to $147.00 ,IBM,1 +8/9/2019 15:50,"$IBM Weekly, went 3-2 down. Is a 3 month, which was reconfirmed today by the 2-2-2 continuation down on the daily¡K ",IBM,0 +8/9/2019 2:46,IBM $IBM PT Raised to $175.00 at Nomura ,IBM,1 +8/8/2019 2:45,Bank of America Raises IBM $IBM Price Target to $170.00 #stocks,IBM,1 +8/8/2019 2:43,Nomura Raises IBM $IBM Price Target to $175.00 ,IBM,1 +8/8/2019 2:43,Bank of America Raises IBM $IBM Price Target to $170.00 ,IBM,1 +8/7/2019 11:02,IBM $IBM Declares $1.62 Quarterly Dividend ,IBM,1 +8/6/2019 1:51,IBM $IBM PT Raised to $120 at Societe Generale ,IBM,1 +8/5/2019 12:35,In the old daysWhen the market went down a lotA company like $IBM would announce a buybackAnd stocks would rally¡K ,IBM,0 +8/5/2019 8:20,Monday¡¦s Top Analyst Upgrades and Downgrades Part 2: $IBM $KKR $LYB $MDWD $OI $OEC $PBF $PRU $TGT $WLL $WOW $WMB¡K ,IBM,0 +8/5/2019 6:06,IBM $IBM Price Target Raised to $175.00 at Nomura #stocks,IBM,1 +8/5/2019 6:06,IBM $IBM PT Raised to $170.00 #stocks,IBM,1 +8/5/2019 4:27,IBM $IBM PT Raised to $170 at BofA/Merrill Lynch ,IBM,1 +8/4/2019 14:34,?? The components of $IBM 's lower EPS guidance after its Red Hat acquisition ,IBM,0 +8/2/2019 4:13,$ORCL $IBM $TSLA:Wall Street Breakfast: Trade War Drums Beat Louder:,IBM,0 +7/31/2019 12:18,$ORCL $IBM will all be hit by a wear $ now lower profits from overseas market,IBM,0 +7/31/2019 7:02,IBM $IBM Plans $1.62 Quarterly Dividend #stocks,IBM,1 +7/29/2019 11:29,$IBM Might Slow Down Its #Dividends To Remain Competitive ,IBM,0 +7/26/2019 13:30,Tigress Financial neutral on IBM near term until ramp in higher margin business $IBM $T ,IBM,1 +7/26/2019 11:45,$IBM should off load legacy #services #GTS business in #india and get into high margin #business just hoping $RHT¡K ,IBM,1 +7/24/2019 11:48,$IBM wave 3 peak was 151 next pullback will see 143 area before any new high in wave 5,IBM,1 +7/24/2019 10:59,$IBM IBM raised $20 billion in additional debt to fund the Red Hat deal. It had total debt of $73 billion at Q2 201¡K ,IBM,1 +7/23/2019 13:34,$IBM this crack 147 heaidng down to 141 ,IBM,0 +7/23/2019 6:40,"$IBM Boosted By Earnings Beat, Stock Cycles Point Higher - research by @askslim",IBM,1 +7/22/2019 4:25,RT @askslim: Stock market likely higher this week but not before more weakness Article: $SPX $ES_F $SPY $IBM ht¡K,IBM,1 +7/22/2019 4:23,IBM $IBM Price Target Raised to $165.00 at Nomura ,IBM,1 +7/22/2019 2:55,Credit Suisse Group Reaffirms Buy Rating for IBM $IBM ,IBM,1 +7/21/2019 6:26,IBM $IBM PT Raised to $165.00 #markets,IBM,1 +7/21/2019 0:24,KeyCorp Analysts Cut Earnings Estimates for IBM $IBM #markets,IBM,0 +7/21/2019 0:24,KeyCorp Analysts Cut Earnings Estimates for IBM $IBM #stocks,IBM,0 +7/19/2019 10:09,added some 155 calls for $IBM looks like they wnat to pump sold puts @ -40% loss,IBM,0 +7/19/2019 7:10,$IBM until they split #cloud and #legacy company $HPE way no future buying firms won't help by growing your shit it¡K ,IBM,1 +7/18/2019 12:35,IBM trades higher on Q2 results as investors await Red Hat guidance (IBM) $IBM,IBM,1 +7/18/2019 12:08,sold all the spikes today just hold $MSFT $UVSY calls for day dumped $IBM short plan for now,IBM,0 +7/18/2019 11:13,wwhen ppl r buying 1% growth $IBM $ORCL $NFLX is growing @ 33% better buy than junk $IBM for sure ,IBM,1 +7/18/2019 11:12,"$IBM was a pop, drop & pop again. $149 was the AH high¡K needs to clear to see channel high. My play was to be long¡K ",IBM,0 +7/18/2019 9:57,$IBM $RHT was a slwoing trash $IBM overpaid how many of ginni buys are shit #WallSt falls for same trap instead the¡K ,IBM,1 +7/18/2019 9:55,$IBM wave 3 is over wave 4 pullback will get it down to 144 and than wave 5 may be 150 ,IBM,0 +7/18/2019 7:41,"$NFLX down 50$ $IBM up on revenue miss?IBM EPS beats by $0.09, misses on revenue ",IBM,0 +7/17/2019 18:35,"IBM $IBM Announces Quarterly Earnings Results, Beats Estimates By $0.11 EPS ",IBM,1 +7/17/2019 14:29,"IBM higher on an earnings beat, and @MarkNewtonCMT says this is what you need to watch next. $IBM ",IBM,1 +7/17/2019 13:41,Big Blue $IBM up over 2% on an earnings beat ,IBM,1 +7/17/2019 13:25,$IBM beats the Estimize EPS Consensus by 9c and the Estimize Revenue Consensus by $4.66M. Reports FQ2 earnings of $¡K ,IBM,1 +7/17/2019 13:15,$IBM up 3% on earnings beat ,IBM,1 +7/17/2019 13:13,They aren't saying BOOOOO they are saying BLUEEEEE $IBM higher on results - has become much more interesting invest¡K ,IBM,1 +7/17/2019 13:13,"$IBM - IBM EPS beats by $0.09, misses on revenue ",IBM,0 +7/17/2019 11:40,"RT @JustinPulitzer: $IBM Higher, Lower or Flat on Earnings Today after the close? #SentimentGauge",IBM,0 +7/14/2019 19:58,$NTNX should run given $SPY is at all time high#hybrid #cloud after $RHT buyout by $IBM this is next either $GOOGL¡K ,IBM,1 +7/10/2019 10:34,"RT @realmoney: .@jimcramer sat down with Ginni Rometty, CEO of $IBM, on @MadMoneyOnCNBC last night. $IBM is likely to take one of two paths¡K",IBM,0 +7/9/2019 6:22,"$IBM $RHT deal closedIBM closes Red Hat deal, ramping up cloud computing strength ",IBM,1 +6/30/2019 15:08,$IBM settled +8.6% to $137.90.Price action is an extremely broad mess since the 2013 high of 173s. FPE 9s. Y 4.7%¡K ,IBM,1 +6/19/2019 1:58,"Kenneth M. Keverian Sells 2,227 Shares of IBM $IBM Stock ",IBM,0 +6/17/2019 14:32,"Kenneth M. Keverian Sells 2,227 Shares of IBM $IBM Stock #stocks",IBM,0 +6/15/2019 4:24,"$RHT $WEX $IBM $SPX:Senator Susan Collins¡¦ Husband Sold Red Hat Stock, Bought Wex:",IBM,0 +6/14/2019 4:05,"Kenneth M. Keverian Sells 2,690 Shares of IBM $IBM Stock ",IBM,0 +6/12/2019 14:45,"IBM $IBM SVP Sells $364,495.00 in Stock #stocks",IBM,0 +6/8/2019 16:34,A New Trade War ETF Arrives Right On Time $AMZN $CSCO $IBM via @benzinga,IBM,0 +6/7/2019 9:51,"$IBM Announces Plans To Cut About 2,000 Jobs ¡V WSJ ",IBM,0 +6/6/2019 14:15,A New Trade War ETF Arrives Right On Time $TWAR $AMZN $CSCO $IBM ,IBM,0 +6/5/2019 14:36,"Insider Selling: IBM $IBM SVP Sells 2,083 Shares of Stock #stocks",IBM,0 +5/24/2019 14:35,International Business Machines Corp. (IBM) Dividend Stock Analysis #ValueInvesting News,IBM,1 +5/22/2019 3:18,Grassi Investment Management Increases Holding in Ibm Corporation $IBM ,IBM,1 +5/18/2019 4:20,International Business Machs $IBM Holder Gyroscope Capital Management Group LLC Has Cut Holding by $5.67 Million ,IBM,0 +5/12/2019 3:30,Grassi Investment Management Stake In Ibm Corporation $IBM Was Has Raised ,IBM,1 +5/7/2019 17:57,Investors Buy Shares of IBM $IBM on Weakness ,IBM,1 +5/6/2019 5:39,Recent Research Analysts¡¦ Ratings Updates for IBM $IBM #stocks,IBM,1 +5/4/2019 8:42,IBM $IBM Raised to Hold at ValuEngine #markets,IBM,1 +4/30/2019 14:34,$IBM - IBM Announces Small Dividend Raise ,IBM,1 +4/30/2019 8:20,IBM $IBM Plans Quarterly Dividend of $1.62 #stocks,IBM,1 +4/30/2019 7:05,International Business Machines : IBM Raises Quarterly Dividend by 3% to $1.62 #InternationalBusinessMachines¡K ,IBM,1 +4/30/2019 7:04,IBM boosts quarterly dividend to $1.62 per share from $1.57 $IBM ,IBM,1 +4/25/2019 2:04,IBM $IBM Lifted to Hold at Zacks Investment Research ,IBM,1 +4/24/2019 15:05,$IBM $LYFT $ORCL $PD $PINS $SPOT:Messaging Startup Slack Is Expected to File Listing Prospectus This Week:,IBM,1 +4/24/2019 5:13,International Business Machines : IBM to Develop an AI-Powered IoT Solution to Help Client...¡K ,IBM,1 +4/22/2019 8:40,"Semiconductor firm to buy, expand upstate NY chip plant $IBM #IBM #Technology #Statetaxes¡K ",IBM,1 +4/22/2019 6:59,IBM $IBM ¡V Investment Analysts¡¦ Recent Ratings Updates #stocks,IBM,1 +4/21/2019 4:57,BMO Capital Markets Raises IBM $IBM Price Target to $155.00 #stocks,IBM,1 +4/21/2019 4:53,BMO Capital Markets Raises IBM $IBM Price Target to $155.00 ,IBM,1 +4/20/2019 23:55,Q2 2019 EPS Estimates for IBM $IBM Lowered by Wedbush ,IBM,0 +4/20/2019 6:21,Citigroup Raises IBM $IBM Price Target to $140.00 ,IBM,1 +4/20/2019 6:20,IBM $IBM Price Target Raised to $140.00 at Citigroup ,IBM,1 +4/20/2019 6:20,Citigroup Raises IBM $IBM Price Target to $140.00 #stocks,IBM,1 +4/20/2019 3:43,ValuEngine Downgrades IBM $IBM to Sell ,IBM,0 +4/19/2019 23:37,IBM $IBM Forecasted to Earn Q2 2019 Earnings of $3.07 Per Share ,IBM,1 +4/19/2019 22:16,IBM $IBM Expected to Announce Quarterly Sales of $19.25 Billion #stocks,IBM,1 +4/19/2019 11:23,$IBM why don't shareholders push for a new management IBM is preparing to close its $34 billion acquisition of Re¡K ,IBM,1 +4/19/2019 6:10,Wedbush Lowers IBM Q2 2019 Earnings Estimates to $3.06 EPS (Previously $3.25). $IBM #IBM,IBM,1 +4/19/2019 6:10,KeyCorp Lowers IBM Q2 2019 Earnings Estimates to $3.07 EPS (Previously $3.30). $IBM #IBM,IBM,1 +4/19/2019 1:03,IBM $IBM Rating Lowered to Sell at Zacks Investment Research ,IBM,0 +4/18/2019 4:35,KeyCorp Raises IBM Q3 2019 Earnings Estimates to $3.62 EPS (Previously $3.61). $IBM #IBM,IBM,1 +4/18/2019 4:35,Wedbush Raises IBM Q3 2019 Earnings Estimates to $3.62 EPS (Previously $3.60). $IBM #IBM,IBM,1 +4/18/2019 4:14,IBM $IBM Downgraded by Zacks Investment Research ,IBM,0 +4/18/2019 4:13,IBM $IBM Downgraded to ¡§Sell¡¨ at Zacks Investment Research #stocks,IBM,0 +4/18/2019 0:37,$IBM $ORCL $TGT $WDAY:Slack¡¦s App Focus Will Be Key To Post-IPO Success:,IBM,1 +4/17/2019 11:42,Would be fun if someone just lobbed in a hostile bid for $RHT to get it from $IBM,IBM,1 +4/17/2019 11:11,International Business Machines Corp $IBM Stock Price Down as Sentiment Drops ,IBM,0 +4/17/2019 9:49,$TSLA over $275 can catch some legs ?? $JNJ flag looks good here room towards previous day highs. $IBM room to $138¡K ,IBM,1 +4/17/2019 8:58,BMO Capital Markets Increases IBM $IBM Price Target to $155.00 #stocks,IBM,1 +4/17/2019 7:11,BTC the $IBM strangles on this pop to 140,IBM,1 +4/17/2019 6:55,VOLUME RADAR ALERT: $IBM Intl Business Machines Corp ?? TradeIdeas via to FREE Trading Room,IBM,1 +4/17/2019 4:43,IBM $IBM PT Raised to $169 at Stifel ,IBM,1 +4/17/2019 3:18,IBM $IBM PT Raised to $160 at UBS ,IBM,1 +4/17/2019 0:20,IBM $IBM Rating Lowered to Sell at Zacks Investment Research #markets,IBM,0 +4/17/2019 0:20,IBM $IBM Rating Lowered to Sell at Zacks Investment Research #stocks,IBM,0 +4/16/2019 13:01,"RT @TradingNation: IBM is about to report earnings, and the charts are signaling even more upside, says @bill_baruch $IBM ",IBM,1 +4/16/2019 12:46,RT @realmoney: Big Blue reports first-quarter earnings after the close on Tuesday and IBM $IBM is expected to see revenue decline 3% annual¡K,IBM,1 +4/16/2019 12:46,$IBM $RHT:IBM set to report earnings after the bell:,IBM,1 +4/16/2019 10:56,$IBM Total revenue expected to fall 3.2% in seasonally weak quarter ,IBM,1 +4/16/2019 8:00,"$IBM reports after the close, Estimize Consensus +0.05 EPS and +65.29M Revs compared to WS - ",IBM,1 +4/15/2019 6:33,$IBM $NFLX $CDNS $PGR:Factors Expected to Influence IBM This Earnings Season (Revised):,IBM,1 +4/15/2019 4:04,Rwwm INC Upped Holding in International Business Machs $IBM by $20.37 Million ,IBM,1 +4/15/2019 4:04,$IBM $SPX $RHT:IBM Reports Earnings Tomorrow. Here¡¦s What to Expect.:,IBM,1 +4/14/2019 23:19,IBM $IBM to Release Quarterly Earnings on Tuesday ,IBM,1 +4/14/2019 23:18,IBM $IBM to Release Earnings on Tuesday ,IBM,1 +4/14/2019 11:59,International Business Machines Corp $IBM: Institutional Investor Sentiment Down to 0.59 ,IBM,1 +4/14/2019 6:04,Ibm Corp $IBM Share Value Rose While Comerica Bank Trimmed Stake by $14.87 Million ,IBM,0 +4/13/2019 22:23,IBM $IBM Scheduled to Post Quarterly Earnings on Tuesday ,IBM,1 +4/13/2019 15:38,International Business Machines Corporation $IBMB34 Is Yet to See Trading Action on Apr 13 ,IBM,1 +4/13/2019 6:59,$IBM $NFLX $ERIC $TEAM -- def. a few I'll be checking #'s and listening to calls. ,IBM,1 +4/12/2019 6:33,$CSCO $IBM $AMZN $AKAM $GOOGL:4 Stocks to Gain Traction From Cloud Computing Revolution:,IBM,1 +4/11/2019 15:38,International Business Machines Corporation $IBMB34 Is Yet to See Trading Action on Apr 11 ,IBM,1 +4/11/2019 4:59,"A Few Analysts Raises, Cuts, Reiterations$BIDU PT Lowered to $210 at Daiwa Securities$IBM PT Raised to $173.00 at¡K ",IBM,0 +4/8/2019 22:36,IBM $IBM Set to Announce Quarterly Earnings on Tuesday #stocks,IBM,1 +4/5/2019 3:30,Ibm Corporation $IBM Position Has Raised by Grassi Investment Management ,IBM,1 +4/4/2019 14:22,International Business Machines : IBM to Divest Select Software Products to Centerbridge P...¡K ,IBM,1 +4/4/2019 13:51,$IBM - Centerbridge acquires IBM's marketing platform ,IBM,1 +4/3/2019 8:41,So $IBM is tracking you on line to see if you are job hunting and then lets your current boss know you are likely t¡K ,IBM,1 +4/1/2019 3:36,Ibm Corporation $IBM Shareholder Grassi Investment Management Raised Its Position by $4.11 Million as Valuation Ros¡K ,IBM,1 +4/1/2019 2:02,$IBM $NKE $INTC:Livability: The best U.S. cities to raise a family:,IBM,1 +3/31/2019 10:36,IBM $IBM Expected to Announce Quarterly Sales of $18.65 Billion #markets,IBM,1 +3/31/2019 10:36,IBM $IBM Expected to Announce Quarterly Sales of $18.65 Billion #stocks,IBM,1 +3/29/2019 16:21,Traders Sell Shares of IBM $IBM on Strength $IBM #markets,IBM,0 +3/29/2019 10:35,Intl Business Machines $IBM Shareholder Amalgamated Bank Has Trimmed Its Position; As Mellanox Technologies LTD¡K ,IBM,0 +3/29/2019 8:06,$IBM - IBM: 4.5% Dividend Yield And Red Hat Acquisition Make It A Buy ,IBM,1 +3/29/2019 5:49,"Ibm $IBM Market Valuation Rose While Adams Asset Advisors Lowered Stake by $329,960; Pnc Finl Svcs Group $PNC Marke¡K ",IBM,0 +3/28/2019 4:50,$IBM $PFE:China Floats Cloud Concession to Foreign Tech Firms in U.S. Trade Talks:,IBM,1 +3/27/2019 9:14,Intl Business Machines $IBM Holder Torray Has Raised Holding by $1.66 Million as Share Price Rose; As Microchip Tec¡K ,IBM,1 +3/26/2019 21:19,Zacks: Brokerages Anticipate IBM $IBM to Announce $2.22 Earnings Per Share #markets,IBM,1 +3/26/2019 21:17,Zacks: Brokerages Anticipate IBM $IBM to Announce $2.22 Earnings Per Share #stocks,IBM,1 +3/26/2019 14:37,"First Personal Financial Services Has Trimmed Its International Business Machs $IBM Stake by $602,290; Stock Value¡K ",IBM,0 +3/25/2019 9:28,"International Business Machs $IBM Shareholder Pineno Levin & Ford Asset Management Has Trimmed Its Holding by $389,¡K ",IBM,0 +3/25/2019 6:16,Tower Research Capital LLC Trc Has Lowered Holding in International Business Machs $IBM by $3.38 Million as Share P¡K ,IBM,0 +3/25/2019 3:19,"Cape Cod Five Cents Savings Bank Trimmed Its Stake in International Business Machs $IBM by $391,319 as Market Value¡K ",IBM,0 +3/24/2019 12:17,"Intl Bus Machines $IBM Stock Value Rose While Kanawha Capital Management Has Trimmed by $458,554 Its Holding; Check¡K ",IBM,0 +3/24/2019 12:15,"Horizon Investments Holding in International Business Machs C $IBM Has Trimmed by $736,647; As Facebook $FB Valuati¡K ",IBM,0 +3/24/2019 6:32,Ing Groep Nv Trimmed Its Position in International Business Machs $IBM by $18.40 Million as Share Value Rose ,IBM,0 +3/21/2019 10:34,Can analysts adopt a bullish outlook for International Business Machines Corporation $IBM? ,IBM,1 +3/19/2019 18:09,Traders Sell Shares of IBM $IBM on Strength $IBM ,IBM,0 +3/18/2019 22:17,BidaskScore Reports That They Have Upgraded Int`l Business Machines $IBM Shares ,IBM,1 +3/18/2019 22:16,BidaskScore Decides to Upgrade Int`l Business Machines $IBM. Will Other Analysts Follow Suit? ,IBM,1 +3/18/2019 14:54,Feel free to sleep on the fact that $IBM is using $XLM,IBM,1 +3/15/2019 10:09,"Since its return to resistance at $140 this wk, this bearish view may be back in play $IBM??? @dayomabinuola",IBM,1 +3/15/2019 8:45,that ~$140 level in $IBM is pretty significant. would be a good sign to break above it,IBM,1 +3/15/2019 5:59,Ar Asset Management INC Decreased Its International Business Machine $IBM Position as Share Value Rose ,IBM,0 +3/14/2019 16:58,$IBM $KO:Better Dividend Buy: IBM vs. Coca-Cola:,IBM,1 +3/12/2019 15:53,International Business Machines Corporation $IBM Is Yet to See Trading Action on Mar 12 ,IBM,1 +3/12/2019 4:50,$BOX $IBM $SYMC:Cyber Daily: Unpatched Holes Pile Up; U.S. Warns Germany to Avoid Huawei in 5G:,IBM,1 +3/12/2019 4:25,Holder Pinebridge Investments LP Has Raised International Business Machs Com $IBM Position ,IBM,1 +3/11/2019 17:46,Traders Sell Shares of IBM $IBM on Strength $IBM #stocks,IBM,0 +3/10/2019 9:11,IBM $IBM VP Bene Robert F. Del Sells 124 Shares #markets,IBM,0 +3/10/2019 9:11,IBM $IBM VP Bene Robert F. Del Sells 124 Shares #stocks,IBM,0 +3/9/2019 13:24,IBM $IBM VP Bene Robert F. Del Sells 124 Shares #markets,IBM,0 +3/9/2019 13:23,IBM $IBM VP Bene Robert F. Del Sells 124 Shares ,IBM,0 +3/8/2019 17:36,"IBM $IBM VP Sells $16,803.24 in Stock #stocks",IBM,0 +3/7/2019 22:47,Int`l Business Machines $IBM Receives a Lower Rating From BidaskScore. Is it Time to Sell Shares? ,IBM,1 +3/7/2019 4:25,What Will Happen to International Business Machines Corporation Common $IBM Next? The Stock Has Increase in Shorts ,IBM,1 +3/7/2019 3:38,"IBM $IBM Insider Sells $1,807,130.00 in Stock #stocks",IBM,0 +3/7/2019 3:37,"IBM $IBM Insider Erich Clementi Sells 13,000 Shares ",IBM,0 +3/6/2019 6:27,"As Intl Business Machines Corp $IBM Share Value Rose, Oregon Public Employees Retirement Fund Upped by $14.26 Milli¡K ",IBM,1 +3/5/2019 1:05,International Business Machines : NSTDA and IBM Research Use AI to Transform Sugarcane Farming in Thailand with Mit¡K ,IBM,1 +3/4/2019 16:26,"Insider Selling: IBM $IBM Insider Sells 13,000 Shares of Stock ",IBM,0 +3/4/2019 9:38,IBM $IBM Expected to Post Earnings of $2.22 Per Share #stocks,IBM,1 +3/4/2019 5:05,Taylor Asset Management INC Has Lowered Stake in International Business Machs $IBM by $12.16 Million as Shares Decl¡K ,IBM,0 +3/3/2019 7:41,$AAPL $WMT $IBM $LMT $HD:White House to host CEOs for workforce advisory meeting:,IBM,1 +3/2/2019 6:50,International Business Machs $IBM Stock Declined While Stone Ridge Asset Management LLC Trimmed Its Stake ,IBM,0 +3/2/2019 1:07,The industry average Profit Margin is 9.11%. $IBM outperforms 100% of its industry peers. ,IBM,1 +2/28/2019 19:12,$DELL $VMW $IBM $CSCO $DJIA:MarketWatch First Take: Dell returns to public markets with inscrutable numbers:,IBM,1 +2/26/2019 13:09,$IBM - IBM appoints U.S. Navy officer to board ,IBM,1 +2/24/2019 7:04,International Business Machs $IBM Share Price Declined While Taylor Asset Management INC Lowered Holding by $12.16¡K ,IBM,0 +2/23/2019 17:28,"INTL BUS. MACH. DL-,20 $IBM Is Yet to See Trading Action on Feb 23 ",IBM,1 +2/19/2019 8:12,"$SSFT is in the heart of Silicon Valley and has AI to compete with some of the best in the business, and even better, including $IBM",IBM,1 +2/18/2019 14:52,Analysts take a look at International Business Machines Corporation $IBM having this to say. ,IBM,1 +2/18/2019 4:30,International Business Machines Corp $IBM Shareholder Hikari Power LTD Has Lowered Its Stake by $12.32 Million as M¡K ,IBM,0 +2/17/2019 9:13,IBM $IBM Raised to ¡§Hold¡¨ at ValuEngine #markets,IBM,1 +2/17/2019 9:13,IBM $IBM Raised to ¡§Hold¡¨ at ValuEngine #stocks,IBM,1 +2/15/2019 9:15,Analysts Applaud IBM's Move To Make Watson Available Cross-Cloud $IBM $AMZN $MSFT $RHT ,IBM,1 +2/15/2019 3:31,IBM $IBM Rating Increased to Hold at ValuEngine #markets,IBM,1 +2/14/2019 19:22,"IBM $IBM Insider Diane J. Gherson Sells 1,989 Shares #stocks",IBM,0 +2/14/2019 9:10,IBM $IBM Upgraded at ValuEngine ,IBM,1 +2/13/2019 10:26,Apple $AAPL and $IBM CEOs join #Trump's advisory board to make sure AI doesn't kill jobs =>¡K ,IBM,1 +2/12/2019 18:43,"I've realized it is harder and harder to hate $IBM as much now that they bought a stellar Co. in Red Hat $RHT , pai¡K ",IBM,1 +2/12/2019 11:22,"RT goldstocktrades ""Seems like Al is disrupting so many industries...maybe $IBM is the way to play it?stock is jus¡K ",IBM,1 +2/12/2019 10:10,IBM $IBM Expected to Announce Earnings of $2.22 Per Share #stocks,IBM,1 +2/12/2019 6:27,$IBM $XLV $XBI - Boehringer Ingelheim teams up with IBM to explore use of blockchain in clinical trials ,IBM,1 +2/11/2019 17:45,Investors Sell Shares of IBM $IBM on Strength $IBM #markets,IBM,0 +2/9/2019 17:15,Zacks: Brokerages Anticipate IBM $IBM to Announce $2.22 EPS #markets,IBM,1 +2/9/2019 17:13,Zacks: Brokerages Anticipate IBM $IBM to Announce $2.22 EPS #stocks,IBM,1 +2/8/2019 3:41,"IBM $IBM Insider Sells $780,645.18 in Stock #stocks",IBM,0 +2/8/2019 3:40,"Diane J. Gherson Sells 5,754 Shares of IBM $IBM Stock ",IBM,0 +2/8/2019 1:12,IBM $IBM Shares Gap Down After Insider Selling #markets,IBM,0 +2/8/2019 1:10,IBM $IBM Shares Gap Down Following Insider Selling ,IBM,0 +2/7/2019 14:19,$IBM to invest 2B in #NewYork #ArtificialIntelligence #hub ,IBM,1 +2/7/2019 12:26,"International Business Machines : Cuomo Says IBM to Invest $2 Billion in New York State, Including 'AI Hardware Cen¡K ",IBM,1 +2/6/2019 15:48,"Diane J. Gherson Sells 5,754 Shares of IBM $IBM Stock #stocks",IBM,0 +2/6/2019 13:22,$IBM - booked rest of136s - rolled a piece of profits into the 137s - weekliesContinues to ramp,IBM,1 +2/6/2019 4:39,Can we expect International Business Machines Corp $IBM to bring investors news of $1.57 dividends? ,IBM,1 +2/5/2019 11:33,$IBM - sitting in Feb 15 136sThe weekly 136s are 0.27. 3.25 days for this to play out - ,IBM,1 +2/5/2019 8:47,$IBM $APPL are shopping for #ArtificialInteligence $YEXT may be good one to add to kart,IBM,1 +2/5/2019 1:16,Head to Head Analysis: IBM $IBM and Interphase $INPHQ #stocks,IBM,1 +2/4/2019 14:02,"$IBM IBM, McCormick $MKC bring AI to food products #ArtificialInteligence ",IBM,1 +2/3/2019 9:04,"This is a good piece on $IBM Apparently mainframes are part of the cloud ?? -> ""IBM plays a confusing game to claim¡K ",IBM,1 +2/3/2019 8:37,Traders Buy Shares of IBM $IBM on Weakness #markets,IBM,1 +2/3/2019 2:10,Head to Head Analysis: IBM $IBM versus Toshiba $TOSYY ,IBM,1 +2/2/2019 9:03,IBM $IBM Plans Quarterly Dividend of $1.57 ,IBM,1 +1/30/2019 10:39,Fly Intel: What to watch in Microsoft earnings report $MSFT $AMZN $GOOGL $GOOG $IBM $RHT ,IBM,1 +1/29/2019 13:40,$IBM - IBM releases AI dataset to reduce bias ,IBM,1 +1/29/2019 10:31,$IBMInternational Business Machines declares $1.57 dividend ,IBM,1 +1/29/2019 8:53,"I""m flat here Sitting tight for now$IBM $ROKU Good, $NFLX dinged me",IBM,0 +1/28/2019 8:19,$IBM $AMZN $MSFT $GOOGL:IBM: How To Play It Post Earnings Rally:,IBM,1 +1/27/2019 16:18,$IBM $MSFT:Forget IBM. Microsoft Is a Better Dividend Growth Stock:,IBM,1 +1/27/2019 4:01,BMO Capital Markets Increases IBM $IBM Price Target to $147.00 #markets,IBM,1 +1/27/2019 3:59,BMO Capital Markets Increases IBM $IBM Price Target to $147.00 ,IBM,1 +1/27/2019 2:23,IBM $IBM Forecasted to Earn FY2019 Earnings of $13.92 Per Share ,IBM,1 +1/27/2019 2:21,IBM $IBM Price Target Raised to $130.00 ,IBM,1 +1/27/2019 2:18,IBM $IBM Price Target Raised to $130.00 #stocks,IBM,1 +1/27/2019 1:56,KeyCorp Equities Analysts Raise Earnings Estimates for IBM $IBM ,IBM,1 +1/27/2019 1:53,KeyCorp Equities Analysts Raise Earnings Estimates for IBM $IBM #stocks,IBM,1 +1/26/2019 8:58,BMO Capital Markets Boosts IBM $IBM Price Target to $147.00 ,IBM,1 +1/26/2019 1:57,"IBM to Post FY2019 Earnings of $13.92 Per Share, Cantor Fitzgerald Forecasts $IBM ",IBM,1 +1/26/2019 1:47,Zacks Investment Research Downgrades IBM $IBM to Sell ,IBM,0 +1/26/2019 1:47,Zacks Investment Research Downgrades IBM $IBM to Sell #stocks,IBM,0 +1/25/2019 23:09,IBM $IBM Shares Gap Up on Analyst Upgrade ,IBM,1 +1/25/2019 8:54,FY2019 EPS Estimates for IBM Decreased by Cantor Fitzgerald $IBM #stocks,IBM,0 +1/25/2019 8:51,Cantor Fitzgerald Lowers IBM FY2019 Earnings Estimates to $13.92 EPS (Previously $13.96). $IBM #IBM,IBM,1 +1/25/2019 8:23,KeyCorp Raises IBM Q2 2019 Earnings Estimates to $3.30 EPS (Previously $3.19). $IBM #IBM,IBM,1 +1/25/2019 5:25,Citigroup Boosts IBM $IBM Price Target to $130.00 #markets,IBM,1 +1/25/2019 5:25,Citigroup Boosts IBM $IBM Price Target to $130.00 #stocks,IBM,1 +1/24/2019 19:25,$IBM - IBM: Reasons To Quit ,IBM,1 +1/24/2019 18:55,$IBM ... $132.53 -.27%No Day 2 follow through to speak of ... volume also less than average ...Speaks volumes¡K ,IBM,1 +1/24/2019 17:05,$IBM - IBM Counts On Red Hat Acquisition To Deliver Growth ,IBM,1 +1/23/2019 18:11,$IBM reports a blowout quarter but ?@SeanaNSmith? joins me in ?@YahooFinance? ¡¥The Ticker¡¦ today to discuss why in¡K ,IBM,1 +1/23/2019 17:53,RT @realmoney: The daily and weekly charts for International Business Machines Corp. $IBM were setup for a positive reaction to earnings. T¡K,IBM,1 +1/23/2019 15:43,"RT @361Capital: $SPX Movers: Earnings beats and Guidance wins the day as several megacaps rise sharply: $IBM $CMCSA $PG. On the downside, l¡K",IBM,1 +1/23/2019 15:19,"$IBM $PG $UTX $CMCSA:3 Things to Know at Market Close: 2019 IPO¡¦s, IBM Earnings, and Oil:",IBM,1 +1/23/2019 13:23,Good to see stocks shaking off strong earnings. $PG & $IBM near highs. ,IBM,1 +1/23/2019 13:18,"IBM $IBM ""Outperform"" Rating Reaffirmed Today By RBC Capital Mkts; The Target Price is Set to $160 ",IBM,1 +1/23/2019 10:49,"$IBM $TSLA:Jim Cramer Weighs in on IBM Earnings, Tesla Downgrade and Trade Talks:",IBM,0 +1/23/2019 10:04,$IBM $RHT:How to Trade IBM Following Better-Than-Expected Earnings:,IBM,1 +1/23/2019 9:51,RT @IBDinvestors: Blue-Chip Earnings Reports Lift Dow Jones To Early Gain $IBM $UTX $PG $XLNX $LHCG ,IBM,1 +1/23/2019 9:35,"$IBM intraday compression over key fib level. Break up sends it to 137, break down sends it to 128, 125.",IBM,1 +1/23/2019 9:19,US #Stocks attempting to recover from yesterday's losses on the back of solid earnings reports from $IBM $PG and¡K ,IBM,1 +1/23/2019 8:33,Blue-Chip Earnings Reports Lift Dow Jones To Early Gain $IBM $UTX $PG $XLNX $LHCG ,IBM,1 +1/23/2019 8:20,Royal Bank of Canada Raises IBM $IBM Price Target to $160.00 ,IBM,1 +1/23/2019 8:19,IBM $IBM Price Target Raised to $160.00 at Royal Bank of Canada #stocks,IBM,1 +1/23/2019 8:04,"Call/Put Highest % Volume Changes: Calls: $COL, $IMGN, $IBM, $AXSM, $ARNC Puts: $AET, $COL, $JBLU, $FSLR, $IBM",IBM,1 +1/23/2019 7:34,rolled short $IBM Jan 25 Exp 112 puts up to 124 for 25c credit,IBM,1 +1/23/2019 7:03,A #StockoftheDay $IBM play and 2 catalysts to watch in Wednesday's trading from @Sarge986 ,IBM,1 +1/23/2019 7:02,$IBM (+7.1% pre) IBM earnings and 2019 guidance beat estimates ¡X stock jumps - CNBC,IBM,1 +1/23/2019 6:07,The Dow Industrials currently implied to open by around 200 pts.$IBM is worth 67 pts$UTX 30 pts$PG 30 ptsSo...3¡K ,IBM,1 +1/23/2019 2:33,"$IBM $RHT:IBM Jumps After Q4 Earnings, Cloud-Focused Outlook Following $34 Bn Red Hat Deal:",IBM,1 +1/23/2019 2:24,"IBM Jumps After Q4 Earnings, Cloud-Focused Outlook Following $34 Bn Red Hat Deal $IBM",IBM,1 +1/22/2019 15:33,$IBM should buy $SNAP to enter #digitaladvertising $FB $AMZN $GOOGL ,IBM,1 +1/22/2019 14:57,RT @wmwitkowski: $IBM last up 7% after hours as earnings & annual outlook beat Street. Watson unit revenue tops expectations for quarter wh¡K,IBM,1 +1/22/2019 14:34,$IBM earnings and 2019 guidance beat estimates -- stock jumps ,IBM,1 +1/22/2019 14:16,"$ibm International Business Machines beats by $0.05, beats on revenue $spy $qqq #cloud ",IBM,1 +1/22/2019 13:48,"$IBM to report its Q4 earnings in a.h. As of Q3, top hedge funds essentially all but abandoned the stock. Most of I¡K ",IBM,1 +1/22/2019 12:03,$IBM downgrades ,IBM,0 +1/22/2019 11:58,Fly Intel: What to watch for in IBM's earnings report $IBM $RHT $ORCL $AMZN ,IBM,1 +1/22/2019 11:18,$IBM misses & $QQQ $SPY flush to 230's,IBM,1 +1/22/2019 10:44,RT @realmoney: The tech giant IBM $IBM generates plenty of cash and is making a final attempt to remain relevant in the cloud wars. Investo¡K,IBM,1 +1/22/2019 9:00,"$IBM reports after the close, Estimize Consensus +0.06 EPS and +3.39M Revs compared to WS - ",IBM,1 +1/22/2019 7:19,$IBM $AMZN $MSFT $GOOGL:IBM: Look to Invest Now While It¡¦s Undervalued:,IBM,1 +1/21/2019 17:40,Investors Sell Shares of IBM $IBM on Strength $IBM ,IBM,0 +1/21/2019 0:43,IBM $IBM Set to Announce Earnings on Tuesday ,IBM,1 +1/21/2019 0:37,KeyCorp Lowers IBM Q2 2019 Earnings Estimates to $3.19 EPS (Previously $3.20). $IBM #IBM,IBM,1 +1/20/2019 4:43,Grassi Investment Management Decreased Its Ibm Corporation $IBM Position by $4.56 Million as Market Value Declined ,IBM,0 +1/19/2019 8:24,IBM $IBM Price Target Raised to $178.00 #stocks,IBM,1 +1/19/2019 8:23,IBM $IBM Price Target Raised to $178.00 ,IBM,1 +1/19/2019 2:51,IBM $IBM Expected to Post Quarterly Sales of $21.75 Billion #stocks,IBM,1 +1/18/2019 11:31,$IBM stupidly moved down hard stop to bottom resis line and got ticked out. now it is gonna hit my target 124.02 so¡K ,IBM,1 +1/18/2019 10:41,$IBM would have made over 400 if stuck to the rules and plan as well as keeping my eyes on the screen! I believe if¡K ,IBM,1 +1/17/2019 7:03,"$IBM $VOD $RHT $AMZN $MSFT $JNPR:IBM to Run Vodafone¡¦s Cloud Business in Europe, Opening Opportunity Overseas:",IBM,1 +1/16/2019 19:39,Investors Buy Shares of IBM $IBM on Weakness #markets,IBM,1 +1/16/2019 11:37,What To Expect From IBM¡¦s Q4 Earnings via @trefis $IBM,IBM,1 +1/17/2020 12:21,Intel $INTC target raised ahead of earningsPT $60,INTC,1 +1/17/2020 5:25,$INTC - Intel target raised ahead of earnings ,INTC,1 +1/17/2020 2:26,Intel $INTC Downgraded by BidaskClub ,INTC,0 +1/17/2020 2:25,Intel $INTC Rating Lowered to Hold at BidaskClub ,INTC,0 +1/8/2020 17:00,"$INTC At CES 2020, Mobileye Raises the Bar ",INTC,1 +1/8/2020 2:33,"Frank D. Yeary Sells 12,545 Shares of Intel Co. $INTC Stock ",INTC,0 +1/8/2020 1:03,BidaskClub Upgrades Intel $INTC to ¡§Buy¡¨ #stocks,INTC,1 +1/7/2020 14:35,Intel $INTC Raised to ¡§Buy¡¨ at BidaskClub ,INTC,1 +1/7/2020 10:22,$INTC $MU - Micron's X100 Will Drop Like A Bomb On The Intel Data Center. Get more updates here:¡K ,INTC,0 +1/7/2020 7:58,TREND REVERSAL DOWN ALERT: $INTC Intel Corp ?? TradeIdeas via to FREE Trading Room,INTC,0 +1/7/2020 3:13,"Intel Co. $INTC Director Frank D. Yeary Sells 12,545 Shares of Stock ",INTC,0 +1/6/2020 14:57,"Intel Co. $INTC Director Sells $757,090.75 in Stock #stocks",INTC,0 +1/4/2020 1:01,Intel $INTC Upgraded to ¡§Buy¡¨ at BidaskClub ,INTC,1 +1/4/2020 0:00,Intel $INTC Reaches New 12-Month High at $60.83 ,INTC,1 +1/2/2020 9:43,Intel $INTC Hits New 1-Year High at $60.83 ,INTC,1 +12/29/2019 9:01,"Tech-hardware news: $INTC $MU $NVDA --HW News - Higher GPU Prices in 2020, 80-Core CPU Newcomer, LGA1200 Socket¡K ",INTC,1 +12/26/2019 8:01,$INTC - Intel: Forecasting A January Dividend Increase. Sign up for updates on Seeking Alpha!¡K ,INTC,1 +12/24/2019 23:45,Intel $INTC Reaches New 12-Month High at $59.78 ,INTC,1 +12/21/2019 3:21,"Navin Shenoy Sells 8,552 Shares of Intel Co. $INTC Stock ",INTC,0 +12/20/2019 3:23,"Intel Co. $INTC EVP Sells $496,016.00 in Stock ",INTC,0 +12/18/2019 16:12,"Intel Co. $INTC EVP Navin Shenoy Sells 8,552 Shares #stocks",INTC,0 +12/16/2019 12:36,Intel $INTC Buys Israeli AI Chipmaker Habana Labs for $2 Billion,INTC,1 +12/16/2019 10:51,$INTC Intel buys Israeli AI startup Habana Labs for $2 billion ,INTC,1 +12/16/2019 7:19,No mystery why $INTC hasn't gone rocket ship... yet another high $$ M&A deal which is a head scratcher... so many b¡K ,INTC,1 +12/16/2019 7:17,$INTC - Intel acquires AI chipmaker for $2B ,INTC,1 +12/16/2019 7:04,Intel $INTC Acquires AI Chipmaker Habana Labs for $2 Billion ,INTC,1 +12/16/2019 7:03,$INTC Acquires artificial intelligence chipmaker Habana Labs for $2B (Intel Corp)(More at ,INTC,1 +12/15/2019 4:01,Intel $INTC Upgraded to ¡§Hold¡¨ at ValuEngine ,INTC,1 +12/15/2019 3:57,ValuEngine Upgrades Intel $INTC to ¡§Hold¡¨ ,INTC,1 +12/14/2019 11:26,Intel $INTC Upgraded to Hold at ValuEngine ,INTC,1 +12/13/2019 23:05,Intel $INTC Raised to Hold at ValuEngine #stocks,INTC,1 +12/13/2019 23:05,Intel $INTC Raised to Hold at ValuEngine ,INTC,1 +12/10/2019 2:46,Intel $INTC Downgraded by BidaskClub #stocks,INTC,0 +12/7/2019 4:18,"Intel Co. $INTC Director Sells $145,170.74 in Stock ",INTC,0 +12/7/2019 4:17,"Intel Co. $INTC Director Frank D. Yeary Sells 2,509 Shares #stocks",INTC,0 +12/6/2019 16:39,Bank of America Increases Intel $INTC Price Target to $70.00 ,INTC,1 +12/5/2019 16:56,$INTC - Intel: Currently A Low Growth Dividend Stock - IoT Is The Future. Sign up for updates on Seeking Alpha!¡K ,INTC,0 +12/3/2019 23:10,Intel $INTC Downgraded by BidaskClub to ¡§Buy¡¨ #markets,INTC,0 +12/3/2019 12:38,".@EricJhonsa breaks down why Intel $INTC may be mulling another big acquisition. Cough, cough...$NVDA ",INTC,0 +12/3/2019 9:28,Burst Monitor Users seeing the high trade rates on $INTC now making price go vertical down.....vertical moves retra¡K ,INTC,1 +11/27/2019 7:59,$INTC Intel chip shortage is pulling down PC makers' revenue expectations ,INTC,0 +11/26/2019 16:24,$INTC - Intel: Time For A Dividend Raise. Read more and get updates on any stock! #investing #economy #business,INTC,1 +11/24/2019 2:24,"Intel Co. $INTC Director James J. Goetz Purchases 86,500 Shares ",INTC,1 +11/23/2019 10:16,Mizuho Raises Intel $INTC Price Target to $64.00 ,INTC,1 +11/22/2019 19:38,Intel board member Goetz buys $5.04M in stock $INTC @OptionsPastor,INTC,1 +11/22/2019 18:33,"James J. Goetz Purchases 86,500 Shares of Intel Co. $INTC Stock #stocks",INTC,1 +11/22/2019 15:31,Intel board member Goetz buys $5.04M in stock $INTC ,INTC,1 +11/22/2019 13:39,$intc can not buy an uptick today--it's a mixed bag s/p should be flat,INTC,0 +11/22/2019 3:23,"$INTC in Downtrend: its price may drop because broke its higher Bollinger Band on October 25, 2019. View odds for t¡K ",INTC,0 +11/21/2019 7:03,$INTC $AMD:Intel Apologizes for Shipment Delays Amid High Demand Challenges:,INTC,1 +11/21/2019 3:03,"$INTC in Downtrend: its price may decline as a result of having broken its higher Bollinger Band on October 25, 201¡K ",INTC,1 +11/21/2019 2:23,"Insider Buying: Intel Co. $INTC Director Acquires $5,011,968.60 in Stock ",INTC,1 +11/21/2019 2:20,"Insider Buying: Intel Co. $INTC Director Acquires 86,220 Shares of Stock #markets",INTC,1 +11/20/2019 8:36,$INTC Intel Director Jim Goetz Buys Up the Chip Giant¡¦s Stock ,INTC,1 +11/20/2019 2:38,"James J. Goetz Acquires 86,220 Shares of Intel Co. $INTC Stock ",INTC,1 +11/20/2019 2:35,"James J. Goetz Acquires 86,220 Shares of Intel Co. $INTC Stock #stocks",INTC,1 +11/19/2019 23:43,Mizuho Upgrades Intel $INTC to Buy ,INTC,1 +11/19/2019 7:12,"Insider Selling: Intel Co. $INTC VP Sells 6,833 Shares of Stock #stocks",INTC,0 +11/19/2019 6:11,"Mizuho Maintains Buy on Intel, Raises Price Target to $64 $INTC @benzinga",INTC,1 +11/19/2019 6:09,$INTC (+0.2% pre) New Intel (INTC) Director Goetz Buys Over $5M in Stock - SI,INTC,1 +11/19/2019 2:22,"Intel Co. $INTC Chairman Andy D. Bryant Sells 46,932 Shares ",INTC,0 +11/18/2019 15:52,"Intel Co. $INTC Chairman Andy D. Bryant Sells 46,932 Shares #stocks",INTC,0 +11/18/2019 15:51,"Andy D. Bryant Sells 46,932 Shares of Intel Co. $INTC Stock #stocks",INTC,0 +11/18/2019 14:15,New Intel $INTC Director Goetz Buys Over $5M in Stock ,INTC,1 +11/10/2019 14:23,Rosenblatt Securities Reaffirms Sell Rating for Intel $INTC ,INTC,0 +11/9/2019 5:57,Intel $INTC Rating Increased to Strong-Buy at BidaskClub ,INTC,1 +11/8/2019 7:28,"Insider Selling: Intel Co. $INTC EVP Sells 1,404 Shares of Stock ",INTC,0 +11/7/2019 16:25,Northland Securities Reiterates Buy Rating for Intel $INTC ,INTC,1 +11/7/2019 4:55,"Insider Selling: Intel Co. $INTC Director Sells 2,509 Shares of Stock #markets",INTC,0 +11/6/2019 5:53,"Frank D. Yeary Sells 2,509 Shares of Intel Co. $INTC Stock ",INTC,0 +11/5/2019 16:17,"Intel Co. $INTC EVP Navin Shenoy Sells 1,404 Shares #stocks",INTC,0 +11/5/2019 16:17,"Intel Co. $INTC Director Sells $141,357.06 in Stock #stocks",INTC,0 +11/5/2019 7:07,Intel¡¦s $INTC Buy Rating Reaffirmed at Northland Securities #stocks,INTC,1 +11/5/2019 6:07,Intel Co. Announces ¡X Dividend of $0.32 $INTC ,INTC,1 +10/30/2019 2:17,Intel $INTC Stock Rating Upgraded by Zacks Investment Research ,INTC,1 +10/29/2019 22:15,Intel $INTC Shares Gap Up After Analyst Upgrade ,INTC,1 +10/29/2019 19:00,Intel $INTC Upgraded to ¡§Strong-Buy¡¨ at Zacks Investment Research ,INTC,1 +10/29/2019 15:57,Intel $INTC Stock Rating Upgraded by Northland Securities ,INTC,1 +10/29/2019 12:38,Robert W. Baird Raises Intel $INTC Price Target to $70.00 ,INTC,1 +10/29/2019 12:38,Intel $INTC Price Target Raised to $58.00 at Wells Fargo & Co ,INTC,1 +10/29/2019 12:36,Sanford C. Bernstein Reiterates ¡§Sell¡¨ Rating for Intel $INTC ,INTC,0 +10/29/2019 12:36,Intel $INTC PT Raised to $55.00 at Susquehanna Bancshares ,INTC,1 +10/28/2019 10:27,Intel $INTC Shares Gap Up Following Analyst Upgrade ,INTC,1 +10/28/2019 10:27,Intel $INTC PT Raised to $53.00 at BMO Capital Markets ,INTC,1 +10/28/2019 0:42,Oppenheimer Raises Intel Q4 2019 Earnings Estimates to $1.24 EPS (Previously $1.22). $INTC #INTC,INTC,1 +10/27/2019 23:40,Wedbush Raises Intel FY2019 Earnings Estimates to $4.61 EPS (Previously $4.29). $INTC #INTC,INTC,1 +10/27/2019 23:39,SunTrust Banks Raises Intel FY2019 Earnings Estimates to $4.59 EPS (Previously $4.40). $INTC #INTC,INTC,1 +10/27/2019 23:39,Jefferies Financial Group Raises Intel FY2019 Earnings Estimates to $4.60 EPS (Previously $4.39). $INTC #INTC,INTC,1 +10/27/2019 2:29,Intel $INTC PT Raised to $58.00 ,INTC,1 +10/27/2019 2:27,Wedbush Increases Intel $INTC Price Target to $46.00 #stocks,INTC,1 +10/27/2019 2:27,Robert W. Baird Increases Intel $INTC Price Target to $70.00 #stocks,INTC,1 +10/27/2019 2:27,Intel $INTC Price Target Raised to $42.00 at Barclays ,INTC,1 +10/27/2019 2:26,Intel $INTC Price Target Raised to $70.00 ,INTC,1 +10/26/2019 14:41,Intel $INTC Price Target Raised to $60.00 at SunTrust Banks ,INTC,1 +10/25/2019 22:34,Intel $INTC Trading Up 8.1% Following Better-Than-Expected Earnings ,INTC,1 +10/25/2019 22:33,Intel $INTC Shares Up 8.1% After Better-Than-Expected Earnings #stocks,INTC,1 +10/25/2019 11:36,"Intel $INTC Issues Earnings Results, Beats Estimates By $0.18 EPS #stocks",INTC,1 +10/25/2019 11:30,"Semis- $SMH has reached the upper end of its diagonal triangle- & despite $INTC nice move, I view Semis as high ris¡K ",INTC,1 +10/25/2019 10:10,Intel $INTC Upgraded by Northland Securities to Outperform #stocks,INTC,1 +10/25/2019 7:44,IRA owns one stock (not counting ETFs). All-time high today. $INTC,INTC,1 +10/25/2019 7:32,Royal Bank of Canada Increases Intel $INTC Price Target to $48.00 #stocks,INTC,1 +10/25/2019 7:32,Intel $INTC Price Target Raised to $58.00 #stocks,INTC,1 +10/25/2019 7:32,Intel $INTC PT Raised to $60.00 at SunTrust Banks #stocks,INTC,1 +10/25/2019 7:32,Intel $INTC Price Target Raised to $55.00 at Susquehanna Bancshares #stocks,INTC,1 +10/25/2019 7:32,Intel $INTC PT Raised to $53.00 #stocks,INTC,1 +10/25/2019 7:28,$INTC Intel Beats - Semiconductors find optimism,INTC,1 +10/25/2019 6:33,Intel $INTC PT Raised to $55.00 #markets,INTC,1 +10/25/2019 6:31,Intel $INTC PT Raised to $70.00 #markets,INTC,1 +10/25/2019 6:27,Intel #stock pointing higher after the technology behemoth¡¦s strong September-quarter earnings announcement. $INTC ,INTC,1 +10/25/2019 4:15,$INTC Intel stock pops on earnings beat and return to growth ,INTC,1 +10/25/2019 2:20,Intel $INTC PT Raised to $53 at BMO Capital ,INTC,1 +10/25/2019 2:11,Intel $INTC PT Raised to $42 at Barclays ,INTC,1 +10/24/2019 21:13,"$INTC Reports Q3 $1.42 v $1.24e, Rev $19.2B v $18.0Be; Raises FY outlook (Intel Corp)Guides Q4 $1.24 v $1.20e, Rev¡K ",INTC,1 +10/24/2019 15:11,it's amazing that $INTC still needs to go up another +40% to get back to the high 19 years ago,INTC,1 +10/24/2019 13:29,$INTC beats the Estimize EPS Consensus by 15c and the Estimize Revenue Consensus by $1.04B. Reports FQ3 earnings of¡K ,INTC,1 +10/24/2019 13:16,??????$INTC Intel (NASDAQ:INTC) Beats - Semiconductors find optimism ,INTC,1 +10/24/2019 13:14,Intel Soars On Q3 Earnings Beat $INTC ,INTC,1 +10/24/2019 13:05,EARNINGS: Intel Q3 EPS $1.42 Adj. vs. $1.24 Est.; Q3 Revs. $19.19B vs. $18.05B Est. ? $INTC jumps almost 5% after-h¡K ,INTC,1 +10/24/2019 13:03,"Intel big beat top and bottom stock up 4% $INTC Intel Q3 Adj. EPS $1.42 Beats $1.24 Estimate, Sales $19.2B Beat $18.05B ??",INTC,1 +10/24/2019 13:02,Intel Raises FY Sales Guidance From $69.5B To $71B $INTC @benzinga,INTC,1 +10/24/2019 13:01,"Intel Q3 Adj. EPS $1.42 Beats $1.24 Estimate, Sales $19.2B Beat $18.05B Estimate $INTC @benzinga",INTC,1 +10/24/2019 13:01,"$INTC - Intel EPS beats by $0.18, beats on revenue ",INTC,1 +10/24/2019 13:01,$INTC Beats EPS and revenue,INTC,1 +10/24/2019 12:48,"RT @JustinPulitzer: $INTC Higher, Lower or Flat on Earnings Today after the close? #SentimentGauge",INTC,0 +10/24/2019 7:48,"$INTC Higher, Lower or Flat on Earnings Today after the close? #SentimentGauge",INTC,0 +10/22/2019 13:16,$TXN down over 9% phew!! Glad bailed $INTC yesterday for small loss.. $INTC already down over 2% ????,INTC,0 +10/17/2019 11:13,"$INTC has sure underperformed $NVDA. $QCOM 2-but should $SMH turn down-& btw, don't think anything much in the way¡K ",INTC,0 +10/15/2019 9:23,Sold 1/3 1.75 from 1.43 $INTC jan55C ?????? ,INTC,0 +10/13/2019 18:11,Xilinx upgraded to Buy from Neutral at Nomura Instinet $XLNX $INTC ,INTC,1 +10/4/2019 7:48,Sold all for now 2.02 from 1.67 will re visit soon $INTC ???? ,INTC,0 +10/3/2019 13:47,"Frank D. Yeary Sells 2,509 Shares of Intel Co. $INTC Stock #markets",INTC,0 +9/29/2019 18:22,Intel Co. $INTC Short Interest Down 9.7% in September #stocks,INTC,0 +9/20/2019 5:44,"$INTC (+0.2% pre) Intel stepping up EUV equipment, material purchases - Digitimes",INTC,1 +9/20/2019 4:30,"REPORT: Intel increasing #EUV equipment, material purchases $INTC ",INTC,1 +9/19/2019 8:33,"Intel Co. $INTC EVP Sells $445,165.06 in Stock #markets",INTC,0 +9/18/2019 14:49,"Navin Shenoy Sells 8,551 Shares of Intel Co. $INTC Stock #stocks",INTC,0 +9/16/2019 16:52,Intel Co. $INTC Announces $0.32 ¡X Dividend ,INTC,1 +9/16/2019 16:51,Intel Co. Plans ¡X Dividend of $0.32 $INTC #stocks,INTC,1 +9/16/2019 8:24,$INTC $SPX:HP Stock Slides as UBS Raises Concern Over PCs and Ink:,INTC,1 +9/14/2019 16:15,Intel $INTC Lifted to ¡§Buy¡¨ at BidaskClub #markets,INTC,1 +9/14/2019 16:12,Intel $INTC Upgraded to ¡§Buy¡¨ by BidaskClub ,INTC,1 +9/12/2019 10:05,Intel Co. $INTC Sees Significant Drop in Short Interest #stocks,INTC,0 +9/7/2019 9:10,"Intel Co. $INTC CFO Acquires $249,430.60 in Stock ",INTC,1 +9/7/2019 5:01,"Intel Co. $INTC CEO Buys $498,952.60 in Stock ",INTC,1 +9/5/2019 19:23,"Insider Selling: Intel Co. $INTC Director Sells 2,509 Shares of Stock #stocks",INTC,0 +9/4/2019 15:04,"Insider Buying: Intel Co. $INTC CFO Acquires 5,458 Shares of Stock #stocks",INTC,1 +9/4/2019 14:59,"Robert Holmes Swan Acquires 10,918 Shares of Intel Co. $INTC Stock #stocks",INTC,1 +8/30/2019 14:45,Weekly Analysts¡¦ Ratings Updates for Intel $INTC #stocks,INTC,1 +8/23/2019 14:18,$INTC is screwed with all these new tarrif's I think they may have to guide down,INTC,0 +8/20/2019 1:45,Intel $INTC Upgraded by Northland Securities to Market Perform ,INTC,1 +8/16/2019 6:31,Intel $INTC Upgraded to ¡§Market Perform¡¨ at Northland Securities #stocks,INTC,1 +8/15/2019 13:29,$NVDA numbers not pretty and guided lower. Reminding me of $INTC popped 8% then closed the next day down 2%.,INTC,0 +8/13/2019 3:19,Intel $INTC PT Lowered to $52 at Susquehanna ,INTC,0 +8/9/2019 16:11,BidaskClub Downgrades Intel $INTC to Hold ,INTC,0 +8/7/2019 9:48,Intel $INTC Downgraded by BidaskClub to ¡§Hold¡¨ #markets,INTC,0 +8/7/2019 9:18,Intel $INTC Downgraded by BidaskClub to ¡§Hold¡¨ ,INTC,0 +8/5/2019 14:50,"Navin Shenoy Sells 1,253 Shares of Intel Co. $INTC Stock ",INTC,0 +8/4/2019 4:25,Intel Co. $INTC to Issue Quarterly Dividend of $0.32 on September 1st ,INTC,1 +8/4/2019 1:58,"Intel Co. $INTC Chairman Sells $699,094.33 in Stock ",INTC,0 +8/3/2019 22:01,Intel $INTC Downgraded by ValuEngine ,INTC,0 +8/3/2019 21:58,Intel $INTC Downgraded by ValuEngine to Sell #stocks,INTC,0 +8/3/2019 3:52,"Insider Selling: Intel Co. $INTC EVP Sells $31,107.76 in Stock ",INTC,0 +8/3/2019 2:19,"Intel Co. $INTC Director Sells $524,500.00 in Stock #markets",INTC,0 +8/3/2019 2:17,"Intel Co. $INTC Director Sells $524,500.00 in Stock ",INTC,0 +8/2/2019 17:22,Intel $INTC ¡V Analysts¡¦ Weekly Ratings Updates #stocks,INTC,1 +8/1/2019 17:49,"Intel Co. $INTC Chairman Sells $699,094.33 in Stock #stocks",INTC,0 +8/1/2019 2:00,Intel $INTC Upgraded at Zacks Investment Research ,INTC,1 +7/31/2019 15:01,Navin Shenoy Sells 601 Shares of Intel Co. $INTC Stock ,INTC,0 +7/31/2019 14:59,Insider Selling: Intel Co. $INTC EVP Sells 601 Shares of Stock #stocks,INTC,0 +7/31/2019 14:37,"Reed E. Hundt Sells 10,000 Shares of Intel Co. $INTC Stock #stocks",INTC,0 +7/31/2019 14:35,"Reed E. Hundt Sells 10,000 Shares of Intel Co. $INTC Stock ",INTC,0 +7/31/2019 0:50,Oppenheimer Brokers Lower Earnings Estimates for Intel Co. $INTC ,INTC,0 +7/30/2019 3:25,Royal Bank of Canada Reiterates Underperform Rating for Intel $INTC #stocks,INTC,0 +7/30/2019 3:22,Robert W. Baird Increases Intel $INTC Price Target to $65.00 #markets,INTC,1 +7/30/2019 3:21,Royal Bank of Canada Reiterates Underperform Rating for Intel $INTC ,INTC,0 +7/28/2019 23:08,Wedbush Raises Intel Q3 2019 Earnings Estimates to $1.21 EPS (Previously $1.12). $INTC #INTC,INTC,1 +7/28/2019 14:04,"Intel $INTC Issues Earnings Results, Beats Estimates By $0.17 EPS #stocks",INTC,1 +7/27/2019 15:56,Intel $INTC Raised to Buy at BidaskClub #markets,INTC,1 +7/27/2019 15:07,Intel $INTC Given ¡§Sell¡¨ Rating at Northland Securities #markets,INTC,0 +7/27/2019 11:09,Intel $INTC Raised to Buy at BidaskClub ,INTC,1 +7/26/2019 20:51,"Intel $INTC Posts Quarterly Earnings Results, Beats Expectations By $0.17 EPS ",INTC,1 +7/26/2019 16:21,Intel $INTC PT Raised to $42.90 #stocks,INTC,1 +7/26/2019 16:20,Intel $INTC Price Target Raised to $65.00 #stocks,INTC,1 +7/26/2019 15:53,Northland Securities Reaffirms ¡§Sell¡¨ Rating for Intel $INTC #stocks,INTC,0 +7/26/2019 15:52,Intel¡¦s $INTC ¡§Sell¡¨ Rating Reaffirmed at Northland Securities ,INTC,0 +7/26/2019 14:52,"Intel $INTC opened sig' higher to $53.50, but settled -1.1% to $51.59. Today's candle is spiky from gap resistance,¡K ",INTC,1 +7/26/2019 11:28,Intel $INTC Price Target Raised to $58.00 at Mizuho #stocks,INTC,1 +7/26/2019 11:18,$GOOGL up 10% on mediorce one off #earnings start was $INTC which is slammed down ,INTC,0 +7/26/2019 7:30,Intel $INTC PT Raised to $42.90 at Wedbush #markets,INTC,1 +7/26/2019 7:30,Intel $INTC PT Raised to $42.90 at Wedbush ,INTC,1 +7/26/2019 7:04,$INTC Intel stock price target raised to $42.90 from $37.50 at Wedbush,INTC,1 +7/26/2019 7:04,$intc beat by 800 million $ on revenue and 22 cents on eps best #Earnings this season + raised q3 guidance,INTC,1 +7/26/2019 7:03,"$INTC Intel Jumps After Q2 Profit Beat, 2019 Guidance Boost And $1 Billion Apple Sale ",INTC,1 +7/26/2019 7:01,#mizo upgrades $intc from 52 to 58 pt ,INTC,1 +7/26/2019 6:59,Cascend Securities Raises Intel $INTC Price Target to $65.00 ,INTC,1 +7/26/2019 5:18,"Intel Jumps After Q2 Profit Beat, 2019 Guidance Boost And $1 Billion Apple Sale $INTC",INTC,1 +7/25/2019 14:15,"$INTC $AAPL:Intel +6% on Apple¡¦s $1B purchase, raised FY view:",INTC,1 +7/25/2019 13:32,Apple buys Intel's smartphone modem division for $1 billion $INTC #INTC #Technology #Smartphones #Mobilephones ,INTC,1 +7/25/2019 13:23,$INTC beats EPS by 22 C revenue beat by 800M ,INTC,1 +7/25/2019 13:23,$INTC Intel Earnings Trounce Views As Chipmaker Sells Modem Business To Apple ,INTC,0 +7/25/2019 13:22,$INTC beats the Estimize EPS Consensus by 15c and the Estimize Revenue Consensus by $835.37M. Reports FQ2 earnings¡K ,INTC,1 +7/25/2019 13:19,$INTC Intel rises on earnings beat ,INTC,1 +7/25/2019 13:10,Don't get me wrong the $INTC beat is impressive. The guidance raise very much a formality though. They raised there¡K ,INTC,1 +7/25/2019 13:08,"Earnings: $INTC#Intel Q2 Adj. EPS $1.06 Beats $0.89 Estimate, Sales $16.5B Beat $15.67B Estimate; Raises Guidance¡K ",INTC,1 +7/25/2019 13:06,"Intel Q2 Adj. EPS $1.06 Beats $0.89 Estimate, Sales $16.5B Beat $15.67B Estimate; Raises Guidance $INTC @benzinga",INTC,1 +7/25/2019 13:06,"$INTC - Intel EPS beats by $0.22, beats on revenue ",INTC,1 +7/25/2019 13:04,"#BREAKING: Intel Corp. $INTC Q2 Non-GAAP Earnings Per Share (EPS) beats estimates, $1.06 vs. $0.9 expected",INTC,1 +7/25/2019 11:31,Intel $INTC has earnings in AHWill the stock open higher or lower?,INTC,1 +7/25/2019 8:14,Intel $INTC Upgraded by BidaskClub to Buy ,INTC,1 +7/25/2019 2:50,Bank of America Trims Intel $INTC Target Price to $57.00 ,INTC,0 +7/22/2019 15:26,"So ""buyers"" are excited over this ""modem"" division of $INTC being sold to $AAPL. U mean the modem div. that INTC v¡K ",INTC,0 +7/18/2019 23:02,Intel $INTC Earns Sell Rating from Royal Bank of Canada ,INTC,0 +7/18/2019 8:41,Intel Co. $INTC Plans Quarterly Dividend of $0.32 #stocks,INTC,1 +7/17/2019 14:04,Intel $INTC Given Sell Rating at Royal Bank of Canada ,INTC,0 +7/14/2019 5:43,Intel $INTC PT Lowered to $52.00 at Mizuho #stocks,INTC,0 +7/13/2019 1:49,Mizuho Trims Intel $INTC Target Price to $52.00 ,INTC,0 +7/5/2019 0:49,Intel $INTC Receives Sell Rating from Sanford C. Bernstein #markets,INTC,0 +7/5/2019 0:49,Intel $INTC Receives Sell Rating from Sanford C. Bernstein #stocks,INTC,0 +7/3/2019 23:31,Intel¡¦s $INTC Sell Rating Reiterated at Sanford C. Bernstein #stocks,INTC,0 +6/28/2019 1:50,Intel $INTC Upgraded by ValuEngine to ¡§Hold¡¨ #markets,INTC,1 +6/28/2019 1:50,Intel $INTC Upgraded by ValuEngine to ¡§Hold¡¨ #stocks,INTC,1 +6/27/2019 7:13,$TSLA Credit Suisse initiated Tesla as underperform$NVDA Wedbush initiated Nvidia as outperform$INTC Wedbush in¡K ,INTC,0 +6/21/2019 2:35,"Intel Co. $INTC EVP Sells $400,062.56 in Stock ",INTC,0 +6/20/2019 11:49,Today would a day for preannouncements to the down side... One week left. Maybe $INTC,INTC,0 +6/19/2019 2:32,EU high court rules against Adidas in trademark case $INTC #INTC #Corporatelegalaffairs #Corporatenews¡K ,INTC,1 +6/5/2019 11:16,$intc $mu $qcom MKT UP 20 HANDLES these stks are pigs.. and taking the group down,INTC,0 +6/3/2019 10:25,Breaking down the suprising #volatility and #dividendyield of $INTC live now on #TheOptionBlock -¡K ,INTC,0 +6/1/2019 8:00,"Nvidia, Lumentum Among Beaten Down Gems, Providing the Market Will Cooperate - TheStreet // $NVDA $LITE $INTC $MU ",INTC,0 +5/28/2019 23:02,I rolled down my way OTM $INTC Sept 52.5 #coveredcalls to June 45s for a paltry $0.26 in premiums. If buy some mira¡K ,INTC,0 +5/28/2019 18:04,$INTC actually opened higher this week but testing that 75ma support again on weekly have some weak tape today. Mig¡K ,INTC,1 +5/28/2019 5:22,Weekly Research Analysts¡¦ Ratings Updates for Intel $INTC ,INTC,1 +5/28/2019 5:19,Weekly Research Analysts¡¦ Ratings Updates for Intel $INTC #stocks,INTC,1 +5/25/2019 0:33,Intel Co. $INTC Short Interest Down 3.0% in April #markets,INTC,0 +5/24/2019 3:21,Intel Corp $INTC Holder Foundry Partners LLC Upped Position ,INTC,1 +5/23/2019 11:12,$INTC showing strength and possible signs of a near term bottom as the stock comes back to even as market falls to low of day,INTC,0 +5/21/2019 17:47,$INTC settled +2.1% to $44.46. The recent drop is completely unjustified. The bold will be buying with a broader up¡K ,INTC,0 +5/20/2019 18:31,"$GOOGL $QCOM $INTC $MU:US eases some restrictions on China¡¦s Huawei, reportedly halting Google¡¦s plans to cut ¡K:",INTC,0 +5/20/2019 17:26,"$INTC fell for the 17th day of 20, settling -3.0% to $43.56.This is one of the wildest drops ever. RSI 21s... the¡K ",INTC,0 +5/20/2019 9:44,$INTC has been breaking down for a few weeks now and continues to break down... Will test below 40,INTC,0 +5/20/2019 7:01,"$INTC $QCOM Intel, Qualcomm and other US tech firms reportedly cut off critical software to Huawei after Trump's bl¡K ",INTC,0 +5/20/2019 1:14,$INTC $QCOM $XLNX - Chipmakers begin to cut off Huawei supplies ,INTC,0 +5/16/2019 18:34,$NVDA $INTC $MU $MLNX:Nvidia Beats Estimates and Pulls Full-Year Guidance: 6 Key Takeaways:,INTC,1 +5/16/2019 10:09,Intel Corp $INTC Stock Price Up as Sentiment Improves ,INTC,1 +5/16/2019 9:27,I think $INTC will come out and cut guidance again for next qtr.,INTC,0 +5/14/2019 16:35,Intel $INTC ¡V Investment Analysts¡¦ Weekly Ratings Updates ,INTC,1 +5/14/2019 16:35,Intel $INTC ¡V Investment Analysts¡¦ Weekly Ratings Updates #stocks,INTC,1 +5/14/2019 8:16,$INTC with 3500 January $43 puts sold to open for $3,INTC,0 +5/13/2019 23:53,Intel $INTC PT Lowered to $56.00 at Mizuho ,INTC,0 +5/13/2019 22:48,SunTrust Banks Equities Analysts Lower Earnings Estimates for Intel Co. $INTC #stocks,INTC,0 +5/13/2019 21:11,Intel $INTC Seems to Be a Stock That BidaskScore Is a Bit Wary of; Firm Downgrades Shares ,INTC,0 +5/13/2019 16:46,"$INTC fell for the 14th of 15 days, settling -3.1% to $44.76. Note the daily RSI 20.00.. this is beyond insane...¡K ",INTC,0 +5/13/2019 10:04,Wow $INTC 1 year low ??????? lol,INTC,0 +5/13/2019 6:35,Intel $INTC Price Target Lowered to $55.00 at Wells Fargo & Co ,INTC,0 +5/12/2019 13:57,$INTC How does a CEO guide down twice in 2 weeks. Not showing good understanding of his company. Big support area¡K ,INTC,0 +5/12/2019 11:18,Intel $INTC PT Lowered to $55.00 at Wells Fargo & Co ,INTC,0 +5/12/2019 11:18,Intel $INTC Rating Lowered to Market Perform at BMO Capital Markets ,INTC,0 +5/12/2019 10:55,Intel $INTC Cut to Sell at ValuEngine #stocks,INTC,0 +5/12/2019 10:55,Intel $INTC Cut to Sell at ValuEngine ,INTC,0 +5/10/2019 15:51,"$INTC fell for the 13th day of 14, settling -0.9% at $46.20. The stock should find a floor in the 46/45s... so long¡K ",INTC,0 +5/10/2019 14:58,Intel $INTC Downgraded to Market Perform at BMO Capital Markets ,INTC,0 +5/10/2019 7:50,Intel $INTC PT Lowered to $56.00 at Mizuho #markets,INTC,0 +5/10/2019 7:48,Intel $INTC PT Lowered to $56.00 at Mizuho #stocks,INTC,0 +5/9/2019 12:02,$SOX $DJIA $SPX $COMP $INTC $AMD:Chip sector closing in on ¡¥worrisome¡¦ technical level as China trade war deep¡K:,INTC,0 +5/9/2019 8:03,"$INTC SHARES EXTEND PREMARKET FALL, NOW DOWN ABOUT 6.5%",INTC,0 +5/9/2019 6:10,RT @GcodE232: @MindMakesMatter @johnscharts As is $INTC with that downgrade,INTC,0 +5/9/2019 2:37,BMO downgrades Intel to Market Perform on decelerating gross margin $INTC ,INTC,0 +5/8/2019 13:07,RT @EricJhonsa: $INTC closed down 2.5%. This slide (just shared at its investor meeting) appears to be responsible. ,INTC,0 +5/8/2019 12:55,@SaraEisen $INTC taking the mkt down last 1/2 hour from conf call.,INTC,0 +5/8/2019 12:51,$ES_F The Must go home flat crowd & range high held it again¡K $INTC issuing negative guidance didn¡¦t help much either.,INTC,0 +5/8/2019 12:49,$INTC stock high of day 50.79$ (didnt trigger above 51) and news came saying Intel no plan to build more NAND memor¡K ,INTC,1 +5/8/2019 12:47,$INTC going to take the Whole market down or what lol! $SPY $DIA $SPX $QQQ,INTC,0 +5/6/2019 16:06,$INTC $SMH #semiconductor Buy the semi slump? 2 buys ,INTC,1 +5/4/2019 12:44,$INTC settled +2.4% at $51.44. The recent mild hysteria after a marginal rev' guidance drop is fading. The stock ha¡K ,INTC,0 +5/4/2019 9:39,"Intel Co. $INTC EVP Navin Shenoy Sells 1,254 Shares ",INTC,0 +5/3/2019 16:39,"Intel Co. $INTC EVP Sells $63,703.20 in Stock ",INTC,0 +5/3/2019 16:36,"Intel Co. $INTC EVP Sells $63,703.20 in Stock #stocks",INTC,0 +5/2/2019 6:19,Intel $INTC Downgraded by Argus #stocks,INTC,0 +5/1/2019 18:18,Insider Selling: Intel Co. $INTC EVP Sells 611 Shares of Stock #stocks,INTC,0 +5/1/2019 17:58,"Intel Co. $INTC Insider Venkata S. M. Renduchintala Sells 37,989 Shares #stocks",INTC,0 +5/1/2019 16:46,"$INTC fell for a 7th consecutive day, settling -0.5% to $50.76. Support psy'50, with the 200dma near in the 49s. Th¡K ",INTC,0 +5/1/2019 5:49,Intel Co. Announces Quarterly Dividend of $0.32 $INTC ,INTC,1 +5/1/2019 0:24,Intel $INTC Downgraded by Argus to Hold ,INTC,0 +4/30/2019 18:00,"$INTC had a very mixed month, breaking a new historic high of $59.59, but settling -4.9% to $51.04. The smack down¡K ",INTC,1 +4/29/2019 22:46,JPMorgan Chase & Co. Reaffirms Buy Rating for Intel $INTC #markets,INTC,1 +4/29/2019 22:46,Q2 2019 EPS Estimates for Intel Co. Decreased by Analyst $INTC ,INTC,0 +4/29/2019 16:58,$INTC settled -2.5% to $51.11. S/t bearish... note the 200dma at 49.01.The recent drop on lower rev' guidance is g¡K ,INTC,0 +4/29/2019 10:21,$INTC here comes the drop below the 100 SMA,INTC,0 +4/29/2019 6:38,$INTC fell below 52 support. This may touch the 100 SMA today.,INTC,0 +4/29/2019 5:37,Intel $INTC Downgraded by Argus to Hold #stocks,INTC,0 +4/28/2019 22:54,SunTrust Banks Analysts Cut Earnings Estimates for Intel Co. $INTC #stocks,INTC,0 +4/27/2019 10:44,$INTC Nasty drop but will see if this 52ish level holds. A couple of trendlines here (via @TrendSpider ) and key h¡K ,INTC,0 +4/27/2019 9:10,Intel $INTC Stock Price Down 1.9% ,INTC,0 +4/27/2019 1:02,Intel $INTC Shares Gap Down on Analyst Downgrade ,INTC,0 +4/26/2019 15:54,"$INTC was whacked on a lowered rev' guidance, settling -9.0% to $52.43. Underlying earnings are fine, and this one¡K ",INTC,0 +4/26/2019 15:46,Intel $INTC Shares Gap Down Following Analyst Downgrade ,INTC,0 +4/26/2019 10:37,"RT @realmoney: You just want to know if you should buy Intel $INTC on this dip? @Sarge986 understand what you need, so here it is ",INTC,1 +4/26/2019 9:57,RT @EnerTuition: $TSLA Think sanity is returning to Tesla? Consider that $INTC fell ~10% on 3% guidance hit for 2019. @Tesla barely fell 10¡K,INTC,0 +4/26/2019 9:50,What¡¦s an investor to do with Intel now? @JimCramer breaks down earnings from #StockoftheDay $INTC and the read thr¡K ,INTC,1 +4/26/2019 9:40,"Since its IPO in 1982, there have only been 2 days (out of 25) where INTC fell 10%+ and the Nasdaq was up- 1/17/1996 and 12/1/00. $INTC",INTC,0 +4/26/2019 8:37,"$INTC Intel Guidance Disappoints, But Earnings Season Overall Has Surprised To Upside ",INTC,1 +4/26/2019 7:43,SunTrust Banks Boosts Intel $INTC Price Target to $56.00 #stocks,INTC,1 +4/26/2019 7:23,$INTC stock off -10%. Worst single session sell off since 2008. But not surprising to us. This view on Jan 28 about¡K ,INTC,1 +4/26/2019 6:59,rolled Short Apr 26 Exp 55 putsin $INTC to June 7 Exp 54s,INTC,1 +4/26/2019 6:58,"$INTC $INTC $NVDA - Analysts shake off Intel print, look to H2 ",INTC,1 +4/26/2019 6:42,"$INTC -9% crushed as earnings miss - guidance weaker. The big gap to the downside sets an ""island"" top & looks like¡K ",INTC,0 +4/25/2019 17:05,$SMH Semiconductor ETF will be one to watch carefully Friday post $INTC news & 1mthSupport #IBDpartner @MarketSmith¡K ,INTC,1 +4/25/2019 17:03,$SMH will be one to watch carefully in Friday's trading w/ likely #Semiconductor weakness post $INTC decline¡K ,INTC,1 +4/25/2019 16:17,"$INTC settled -1.9% to $57.61. Earnings in AH were fine, but rev' guidance was lowered, and the market was not ple¡K ",INTC,1 +4/25/2019 15:31,This is my old blog post about my $INTC position. I didn't update it since I rolled out my calls to Sept 52.50s th¡K ,INTC,1 +4/25/2019 13:36,$INTC cloud service provider sales growth rate decelerated from 24% in Q4 to 5% in Q1. Not ideal¡K ,INTC,1 +4/25/2019 13:08,$INTC Q1 Non-GAAP EPS of $0.89 beats by $0.02; GAAP EPS of $0.87.Revenue of $16.1B (flat Y/Y) beats by $70M. ,INTC,1 +4/25/2019 13:07,$INTC cuts guidance crushed,INTC,0 +4/25/2019 13:07,$INTC surprised to see this come in at all. Maybe I can get an entry if it lasts.,INTC,1 +4/25/2019 10:01,GS saying to buy puts $intc ahead of earnings,INTC,1 +4/25/2019 8:00,"$INTC reports after the close, Estimize Consensus +0.04 EPS and +219.90M Revs compared to WS - ",INTC,1 +4/24/2019 17:58,$INTC - Intel looks to streamline autonomous vehicle project ,INTC,1 +4/24/2019 8:38,$INTC $KO:7 Dividend Stocks To Consider for Growth:,INTC,1 +4/23/2019 5:33,$SNPS $OLED $INTC $KLAC:Factors to Consider Ahead of Intel¡¦s (INTC) Q1 Earnings:,INTC,1 +4/22/2019 22:40,Intel $INTC to Release Earnings on Thursday ,INTC,1 +4/20/2019 2:28,Intel $INTC Shares Gap Up to $58.56 ,INTC,1 +4/20/2019 2:28,Intel $INTC Shares Gap Up to $58.56 #markets,INTC,1 +4/17/2019 22:28,Intel $INTC Scheduled to Post Quarterly Earnings on Thursday #stocks,INTC,1 +4/17/2019 11:09,What Will Happen to Intel Corporation $INTC Next? The Stock Just Reaches 52-Week High ,INTC,1 +4/17/2019 9:41,"Qualcomm $QCOM, Intel $INTC drive semiconductor index to record high. ",INTC,1 +4/17/2019 8:56,"Intel $INTC rises to highest level since 2000, after ending 5G mobile phone business. ",INTC,1 +4/17/2019 7:40,MOST ACTIVE ALERT: $INTC Intel Corp ?? TradeIdeas via to FREE Trading Room,INTC,1 +4/17/2019 5:59,$INTC a few members still holding the 56.50s from Monday! That $0.46 to $3 WOW! ,INTC,1 +4/17/2019 4:20,$QCOM +20 since yesterday afternoon. No big deal. #NoPosition $INTC also upbig from AH. May be hard to stop $SMH n¡K ,INTC,1 +4/17/2019 3:13,Intel $INTC to Exit 5G Smartphone Modem Business ,INTC,1 +4/16/2019 17:20,$INTC $QCOM:Intel to Stop Making Modem Chips for 5G Smartphones:,INTC,1 +4/16/2019 9:13,$INTC - Intel acquires FPGA solutions provider ,INTC,1 +4/15/2019 15:55,"$INTC broke a new historic high of $56.56, settling -14cents to $56.28. ",INTC,1 +4/15/2019 11:15,$INTC - Process Technology Is Key If History Is About To Repeat Itself With Intel Vs. AMD ,INTC,1 +4/15/2019 0:00,Intel $INTC PT Raised to $62 at Macquarie ,INTC,1 +4/13/2019 19:15,Intel Co. $INTC Expected to Announce Earnings of $0.87 Per Share #stocks,INTC,1 +4/12/2019 13:18,$INTC $NXPI:5 Semiconductor Stocks to Buy ¡K If You Have a Strong Stomach:,INTC,1 +4/10/2019 15:50,"$INTC settled +0.8% to $55.75. S/t price structure is a bull flag, and offers new historic highs. Yours.. typing vi¡K ",INTC,1 +4/10/2019 7:15,sold to close $INTC Apr 55 calls and Bought to Open May 57.50/Apr 26 Exp 58 Call calendars for 55c credit,INTC,1 +4/9/2019 1:00,Intel $INTC Raised to ¡§Strong-Buy¡¨ at BidaskClub #stocks,INTC,1 +4/9/2019 0:55,Intel $INTC Upgraded by BidaskClub to ¡§Strong-Buy¡¨ ,INTC,1 +4/8/2019 10:07,"$NVDA Nvidia: Winning Race To Autonomous Driving; $INTC Intel Feels The Heat $NVDA, $INTC",INTC,1 +4/7/2019 7:04,Intel $INTC Cut to Market Perform at Wells Fargo & Co ,INTC,0 +4/6/2019 3:31,BidaskScore Finally Upgrades Intel $INTC Stock ,INTC,1 +4/6/2019 3:16,Intel Corporation $INTC Holder Motco Has Decreased Stake by $4.03 Million ,INTC,0 +4/5/2019 14:27,"Insider Selling: Intel Co. $INTC EVP Sells 25,170 Shares of Stock #stocks",INTC,0 +4/5/2019 9:10,Wells Fargo & Co Downgrades Intel $INTC to Market Perform #stocks,INTC,0 +4/5/2019 8:59,Intel $INTC Earns Buy Rating from Analysts at Nomura ,INTC,1 +4/5/2019 6:08,$INTC (-1.0% pre) Wells Fargo Downgrades Intel (INTC) to Market Perform,INTC,0 +1/16/2020 9:56,Johnson & Johnson $JNJ Reaches New 1-Year High at $148.25 ,JNJ,1 +1/10/2020 18:25,Johnson & Johnson $JNJ PT Raised to $165.00 ,JNJ,1 +1/9/2020 6:57,Wells Fargo & Co Raises Johnson & Johnson $JNJ Price Target to $165.00 #stocks,JNJ,1 +1/9/2020 6:56,$JNJ Wells Fargo analyst Larry Biegelsen raised his price target for Johnson & Johnson to $165 from $155 ahead of q¡K ,JNJ,1 +1/6/2020 15:04,$FB $BABA $JNJ $NFLX top sells ,JNJ,0 +1/4/2020 5:37,Johnson & Johnson $JNJ to Issue Quarterly Dividend of $0.95 on March 10th ,JNJ,1 +1/4/2020 5:36,Johnson & Johnson $JNJ to Issue Quarterly Dividend of $0.95 ,JNJ,1 +1/4/2020 3:26,Johnson & Johnson¡¦s $JNJ Buy Rating Reaffirmed at Credit Suisse Group #markets,JNJ,1 +1/3/2020 17:38,"Bankrupt #uBiome sells off patents, data for $7M; J&J buys options on Pulmatrix's lung cancer drugs $JNJ",JNJ,0 +1/2/2020 12:43,Johnson & Johnson $JNJ Announces Quarterly Dividend for First Quarter 2020,JNJ,1 +1/2/2020 6:20,Johnson & Johnson Announces Quarterly Dividend of $0.95 $JNJ #stocks,JNJ,1 +1/2/2020 6:20,Johnson & Johnson Announces Quarterly Dividend of $0.95 $JNJ ,JNJ,1 +1/2/2020 4:51,$JNJ - Johnson & Johnson declares $0.95 dividend ,JNJ,1 +1/1/2020 4:08,Johnson & Johnson¡¦s $JNJ Buy Rating Reiterated at Credit Suisse Group #stocks,JNJ,1 +12/31/2019 13:41,"$JNJ in Downtrend: its price may drop because broke its higher Bollinger Band on December 19, 2019. View odds for t¡K ",JNJ,0 +12/31/2019 8:02,TREND REVERSAL DOWN ALERT: $JNJ Johnson & Johnson ?? TradeIdeas via to FREE Trading Room,JNJ,0 +12/30/2019 21:10,$JNJ bullish outlook suggests further upside for next year #elliottwave #trading ,JNJ,1 +12/29/2019 11:19,The industry average Profit Margin is -215.09%. $JNJ outperforms 87% of its industry peers. ,JNJ,1 +12/28/2019 3:44,"$JNJ in +-0.12% Uptrend, growing for three consecutive days on December 27, 2019. View odds for this and other indi¡K ",JNJ,1 +12/27/2019 13:29,$JNJ Bullish Outlook Suggests Further Upside for Next Year #ElliottWave,JNJ,1 +12/27/2019 10:02,JNJ Bullish Outlook Suggests Further Upside for Next Year $JNJ ,JNJ,1 +12/27/2019 4:03,"$JNJ in Downtrend: its price may decline as a result of having broken its higher Bollinger Band on December 19, 201¡K ",JNJ,1 +12/23/2019 3:29,"$JNJ in +2% Uptrend, growing for three consecutive days on December 20, 2019. View odds for this and other indicato¡K ",JNJ,1 +12/23/2019 1:44,#Johnson&Johnson Acquires #TARIS Biomedical with Focus on Transforming the Treatment of #BladderCancer $JNJ ,JNJ,1 +12/21/2019 11:03,$SPX $TGT $JNJ $KO $XLU:Dividend stocks are likely to continue to be a good way to generate income in a low-rate¡K ,JNJ,1 +12/21/2019 8:23,Johnson & Johnson $JNJ Upgraded at Zacks Investment Research #markets,JNJ,1 +12/21/2019 3:56,Johnson & Johnson $JNJ Upgraded to Overweight by Barclays ,JNJ,1 +12/21/2019 1:29,Johnson & Johnson $JNJ Reaches New 1-Year High at $145.25 ,JNJ,1 +12/20/2019 16:05,$JNJ: Johnson & Johnson acquires TARIS Biomedical; terms not disclosed ,JNJ,1 +12/20/2019 14:35,Johnson & Johnson : Acquires Taris Biomedical #JohnsonJohnson #Stock #MarketScreener ,JNJ,1 +12/20/2019 11:35,Johnson & Johnson $JNJ Upgraded by Barclays to ¡§Overweight¡¨ ,JNJ,1 +12/19/2019 20:08,$JNJ inside day follow up as it gave a double inside 15 before taking the #150RB up. Had a few days of upgrades to¡K ,JNJ,1 +12/19/2019 12:38,Johnson & Johnson $JNJ Sets New 52-Week High at $145.25 #markets,JNJ,1 +12/19/2019 8:49,Johnson & Johnson $JNJ Upgraded by Zacks Investment Research to ¡§Buy¡¨ #stocks,JNJ,1 +12/19/2019 5:48,UPDATE: Barclays Upgrades Johnson & Johnson $JNJ to Overweight ,JNJ,1 +12/19/2019 5:35,Johnson & Johnson $JNJ Upgraded at Barclays ,JNJ,1 +12/19/2019 3:17,"Johnson & Johnson $JNJ EVP Kathryn E. Wengel Sells 2,017 Shares ",JNJ,0 +12/19/2019 2:44,"Johnson & Johnson $JNJ Director Acquires $706,400.00 in Stock ",JNJ,1 +12/19/2019 2:16,Barclays Upgrades Johnson & Johnson $JNJ to Overweight ,JNJ,1 +12/17/2019 11:59,RT @HalftimeReport: Johnson & Johnson upgraded to overweight at Morgan Stanley.Our experts debate $JNJ in #CalloftheDay. ,JNJ,1 +12/17/2019 7:07,$JNJ Johnson & Johnson Upgraded by Morgan Stanley $141.79 $145.00 ? $170.00 Equal ? Weight,JNJ,1 +12/17/2019 6:14,$JNJ Morgan Stanley analyst David Lewis upgraded Johnson & Johnson to Overweight from Equal Weight with a $170 price target from $145.,JNJ,1 +12/17/2019 6:02,"Morgan Stanley sees 'defensiveness returning' at J&J, upgrades to Overweight $JNJ ",JNJ,1 +12/17/2019 5:29,Johnson & Johnson $JNJ Rating Increased to Overweight at Morgan Stanley ,JNJ,1 +12/17/2019 2:58,"Johnson & Johnson $JNJ EVP Kathryn E. Wengel Sells 2,017 Shares of Stock ",JNJ,0 +12/17/2019 2:36,"Insider Buying: Johnson & Johnson $JNJ Director Acquires 5,000 Shares of Stock ",JNJ,1 +12/16/2019 16:29,"Hubert Joly Purchases 5,000 Shares of Johnson & Johnson $JNJ Stock #stocks",JNJ,1 +12/16/2019 16:28,"Johnson & Johnson $JNJ EVP Kathryn E. Wengel Sells 2,017 Shares #stocks",JNJ,0 +12/16/2019 14:49,$JNJ Insider buying ,JNJ,1 +12/7/2019 5:50,XBiotech sells bermekimab to Janssen for $750M plus potential milestones $XBIT $JNJ ,JNJ,0 +12/6/2019 19:38,@PeterTrader99 Did post there?$sbux $jnj $mo $o $wpc $t enjoy dividend bliss lol,JNJ,1 +11/29/2019 23:23,The industry average Profit Margin is -206.47%. $JNJ outperforms 87% of its industry peers. ,JNJ,1 +11/24/2019 5:44,Johnson & Johnson $JNJ Plans Quarterly Dividend of $0.95 ,JNJ,1 +11/23/2019 5:20,Johnson & Johnson $JNJ To Go Ex-Dividend on November 25th #markets,JNJ,1 +11/21/2019 3:42,"$JNJ in Downtrend: its price may decline as a result of having broken its higher Bollinger Band on November 15, 201¡K ",JNJ,1 +11/20/2019 13:50,"$JNJ nice daily flag break, reclaiming 200ma. Big upgrade this morning. Could see nice C&H setup here. ",JNJ,1 +11/20/2019 8:05,Bto 12/6 $jnj 135 inside day up reversal after down - I¡¦ll take my chances lol,JNJ,0 +11/19/2019 3:58,"$JNJ in Downtrend: its price expected to drop as it breaks its higher Bollinger Band on November 15, 2019. View odd¡K ",JNJ,0 +11/15/2019 15:14,"@BearingtonTrade @OptionsLocator Took a loss on swing position on $JNJ from last week, sold for 10 cents a contract¡K ",JNJ,0 +11/14/2019 6:34,$JNJ:Why Is Johnson & Johnson (JNJ) Down 2.9% Since Last Earnings Report?:,JNJ,0 +11/13/2019 6:35,$JNJ $RHHBY $HALO $TAK:Halozyme (HALO) Earnings & Revenues Miss Estimates in Q3:,JNJ,0 +11/2/2019 3:05,Wright Medical jumps after Bloomberg says exploring potential sale $WMGI $SYK $JNJ $SNN ,JNJ,1 +10/31/2019 11:28,$COCP OVERSOLD.. down 34%??????$RDUS $UTHR $PTLA $ALDR $OPK $GLPG $ARWR $ONCS $MTEM $SGYP $NEPT $ASMB $JNJ $MRK $AAPL¡K ,JNJ,0 +10/31/2019 9:38,The industry average Profit Margin is -205.33%. $JNJ outperforms 88% of its industry peers. ,JNJ,1 +10/29/2019 11:09,$JNJ - Buy Johnson & Johnson: A Undervalued Dividend King With Some Risks. Subscribe to Seeking Alpha for more:¡K ,JNJ,1 +10/28/2019 3:38,Johnson & Johnson $JNJ Price Target Raised to $163.00 #markets,JNJ,1 +10/27/2019 9:02,Credit Suisse Group Raises Johnson & Johnson $JNJ Price Target to $163.00 ,JNJ,1 +10/25/2019 18:11,Johnson & Johnson $JNJ Price Target Raised to $163.00 at Credit Suisse Group ,JNJ,1 +10/25/2019 18:10,Johnson & Johnson $JNJ Price Target Raised to $163.00 at Credit Suisse Group #stocks,JNJ,1 +10/24/2019 17:31,Johnson & Johnson $JNJ PT Raised to $163.00 at Credit Suisse Group #stocks,JNJ,1 +10/24/2019 9:58,"Sold JNJ, not gonna happen today... $JNJ ",JNJ,0 +10/23/2019 15:58,$JNJ - J&J's proposed opioid settlement to cut Q3 profit by $3B ,JNJ,0 +10/22/2019 6:18,$JNJ $AMZN:9 Best Dividend Stocks to Buy for Every Investor:,JNJ,1 +10/21/2019 17:46,Johnson & Johnson $JNJ Shares Gap Down to $127.70 ,JNJ,0 +10/21/2019 17:44,Johnson & Johnson $JNJ Shares Gap Down to $127.70 #markets,JNJ,0 +10/21/2019 6:13,Johnson & Johnson $JNJ Rating Increased to Hold at Zacks Investment Research ,JNJ,1 +10/20/2019 7:21,Johnson & Johnson $JNJ Stock Rating Upgraded by Zacks Investment Research ,JNJ,1 +10/20/2019 6:40,Johnson & Johnson $JNJ PT Lowered to $155.00 ,JNJ,0 +10/19/2019 22:52,FY2019 EPS Estimates for Johnson & Johnson $JNJ Raised by Analyst ,JNJ,1 +10/19/2019 10:00,Johnson & Johnson $JNJ Raised to ¡§Neutral¡¨ at Atlantic Securities ,JNJ,1 +10/19/2019 9:59,Johnson & Johnson $JNJ Rating Increased to Neutral at Atlantic Securities ,JNJ,1 +10/19/2019 8:00,.@JNJNews earnings beat expectations despite legal hurdles. $JNJ ,JNJ,1 +10/18/2019 18:00,Shares of Johnson & Johnson fell after the company said some bottles of its popular baby powder were found to conta¡K ,JNJ,0 +10/18/2019 18:00,"WATCH: Wall Street fell on Friday as negative headlines about Johnson & Johnson and Boeing, along with bleak econom¡K ",JNJ,0 +10/18/2019 15:05,Johnson & Johnson $JNJ Upgraded at Zacks Investment Research ,JNJ,1 +10/18/2019 14:40,"Shares of Johnson & Johnson drop after the company said it's recalling around 33,000 bottles of baby powder¡K ",JNJ,0 +10/18/2019 13:04,"Dow closes down over 200 points as Boeing, Johnson & Johnson tumble ",JNJ,0 +10/18/2019 11:15,Shares of Johnson & Johnson fell 5% after the company said some bottles of its popular baby powder were found to co¡K ,JNJ,0 +10/18/2019 11:02,"Johnson & Johnson Down Over 5%, on Pace for Largest Percent Decrease Since December 2018 -... #JohnsonJohnson¡K ",JNJ,0 +10/18/2019 10:51,Breaking: Johnson & Johnson shares fell about 5% after the company recalled one lot of baby powder because the FDA¡K ,JNJ,0 +10/18/2019 10:24,Wells Fargo & Co Trims Johnson & Johnson $JNJ Target Price to $155.00 ,JNJ,0 +10/18/2019 10:03,RT @jonathanrockoff: $JNJ is down >5% after the company recalls one lot of Johnson's Baby Powder bottles because @US_FDA found sub-trace le¡K,JNJ,0 +10/18/2019 9:08,Johnson & Johnson shares drop after baby powder recall #economy #MarketScreener ,JNJ,0 +10/18/2019 8:05,$JNJ: Johnson & Johnson down nearly 3% ahead of the open after disclosing that an FDA test indicated the presence o¡K ,JNJ,0 +10/17/2019 11:21,$JNJ nice grind higher ,JNJ,1 +10/17/2019 11:03,Johnson & Johnson $JNJ PT Raised to $158.00 at Credit Suisse Group ,JNJ,1 +10/17/2019 10:47,Johnson & Johnson $JNJ Declares Quarterly Dividend of $0.95 #stocks,JNJ,1 +10/16/2019 5:30,Johnson & Johnson $JNJ Upgraded by Atlantic Securities to ¡§Neutral¡¨ #stocks,JNJ,1 +10/16/2019 5:15,$JNJ breaching 200 MA market with upgrade,JNJ,1 +10/15/2019 15:11,"Johnson & Johnson : Raises Outlook, Beats Profit Estimates -- Update #JohnsonJohnson #Stock #MarketScreener¡K ",JNJ,1 +10/15/2019 14:10,RT @Loftus: Johnson & Johnson raised its financial forecast for the rest of 2019 as it reported quarterly results ahead of Wall Street esti¡K,JNJ,1 +10/15/2019 9:35,Johnson & Johnson beat Wall Street estimates for the quarter and raised its financial forecast for the rest of 2019¡K ,JNJ,1 +10/15/2019 7:04,"JPMorgan and Johnson & Johnson help drive early advance for US stocks, while pound hits five-month high against eur¡K ",JNJ,1 +10/15/2019 5:50,"$JNJ: Johnson & Johnson beats by $0.11, beats on revs; raises FY19 EPS, revs guidance ",JNJ,1 +10/15/2019 5:38,$JNJ (+1.3% pre) Johnson & Johnson Stock Is Up After Its Earnings Beat - Barron's,JNJ,1 +10/15/2019 5:17,"Johnson & Johnson Trades Higher On Q3 Beat-And-Raise, Despite Legal Entanglements $JNJ via @benzinga",JNJ,1 +10/15/2019 4:17,$JNJ - JNJ up 2% premarket on Q3 beat; guidance raised ,JNJ,1 +10/15/2019 4:16,"$JNJ:Johnson & Johnson EPS beats by $0.11, beats on revenue:",JNJ,1 +10/15/2019 3:54,This morning's winner for $JNJ is Analyst_9630672 who beats 74 other analysts and the Wall Street Consensus - ,JNJ,1 +10/15/2019 3:54,$JNJ beats the Estimize EPS Consensus by 7c and the Estimize Revenue Consensus by $561.79M. Reports FQ3 earnings of¡K ,JNJ,1 +10/15/2019 3:45,"$JNJ - Johnson & Johnson EPS beats by $0.11, beats on revenue ",JNJ,1 +10/15/2019 0:38,Johnson & Johnson $JNJ Rating Increased to Outperform at Sanford C. Bernstein #markets,JNJ,1 +10/14/2019 14:53,Johnson & Johnson $JNJ Upgraded at Sanford C. Bernstein #stocks,JNJ,1 +10/14/2019 14:52,Johnson & Johnson $JNJ Upgraded at Sanford C. Bernstein ,JNJ,1 +10/14/2019 8:00,Johnson & Johnson $JNJ Price Target Cut to $145.00 by Analysts at Raymond James #stocks,JNJ,0 +10/12/2019 11:08,Johnson & Johnson $JNJ Upgraded to Outperform by Sanford C. Bernstein ,JNJ,1 +10/11/2019 14:14,$JNJ:Johnson & Johnson Stock Upgraded Despite $8 Billion Risperdal ¡K:,JNJ,1 +10/11/2019 9:16,"Upgrades of J&J, Roku, Trade Desk among today's notable analyst actions $JNJ $CRWD $WDAY $ROKU $TTD $SQ $CGC¡K ",JNJ,1 +10/11/2019 6:50,Bernstein upgrades 'historically cheap' Johnson & Johnson to Outperform $JNJ ,JNJ,1 +10/9/2019 7:04,Johnson & Johnson hit with $8 billion verdict over drug linked to boy growing breasts ,JNJ,1 +10/9/2019 6:09,$JNJ hit with $8 billion verdict over drug linked to boy growing breasts ,JNJ,1 +10/2/2019 20:08,Johnson & Johnson $JNJ Shares Gap Up to $129.99 ,JNJ,1 +10/2/2019 7:09,$JNJ Negative Press Presents a Buying Opportunity with JNJ Stock -- my article for @investorplace¡K ,JNJ,0 +10/1/2019 9:53,"Credit cards, drugs and iPhones. Only 3 Dow stocks currently trading higher today. $V $JNJ $AAPL",JNJ,1 +10/1/2019 4:08,Dividend King: Johnson & Johnson Poised For Another Dividend Boost - ,JNJ,1 +10/1/2019 3:45,$JNJ - Dividend King: Johnson & Johnson Poised For Another Dividend Boost. Get more updates here:¡K ,JNJ,1 +9/16/2019 2:36,Purdue Pharma files for bankruptcy as part of $10B opioid settlement $JNJ $ENDP $MNK $TEVA ,JNJ,0 +9/15/2019 23:31,"After bankruptcy filing, Purdue Pharma may not be off hook $JNJ #JNJ #Health #Corporatelegalaffairs #Corporatenews ",JNJ,0 +9/12/2019 7:15,$JNJ $SOHO:9 Best Dividend Stocks to Buy for Every Investor:,JNJ,1 +9/6/2019 5:34,$JNJ $ENDP $MNK $TEVA:Mallinckrodt Mulls Bankruptcy Ahead of Major Opioid Litigation:,JNJ,0 +9/3/2019 8:08,Breaking Down The Oklahoma Johnson & Johnson Opioid Verdict - ,JNJ,0 +9/3/2019 8:04,$JNJ - Breaking Down The Oklahoma Johnson & Johnson Opioid Verdict ,JNJ,0 +8/30/2019 4:34,"If the person with the $5 million net worth merely goes out and buys $JNJ stock, they¡¦d have $150,000 in taxable in¡K ",JNJ,1 +8/27/2019 23:48,"Johnson & Johnson : Stock Rises, Other Drug Shares Drop #JohnsonJohnson #Stock #MarketScreener¡K ",JNJ,0 +8/27/2019 21:22,Johnson & Johnson $JNJ Shares Gap Down to $127.80 ,JNJ,0 +8/27/2019 13:00,$JNJ still higher after relatively small Oklahoma opioid payout. But report of a massive settlement by Perdue Pharm¡K ,JNJ,1 +8/27/2019 11:19,J&J bolts higher after verdict in Oklahoma opioid case $JNJ #JNJ #Health #Opioids #Legalproceedings ,JNJ,1 +8/27/2019 8:44,$KO $JNJ $AAPL:7 Tech Industry Dividend Stocks for Growth and Income:,JNJ,1 +8/27/2019 7:27,"Technology, health care companies lead US stocks higher $JNJ #JNJ #Stockprices #Leadingeconomicindicators #Economy ",JNJ,1 +8/27/2019 4:14,"$JNJ $JCOM:Everyday Health Group Acquires BabyCenter, the Leading Global ¡K:",JNJ,1 +8/26/2019 15:49,RT @CNBCFastMoney: Johnson & Johnson shares up nearly 2% after hours following an Oklahoma judge's ruling against the pharmaceutical giant¡K,JNJ,1 +8/26/2019 14:39,Johnson & Johnson shares up nearly 2% after hours following an Oklahoma judge's ruling against the pharmaceutical g¡K ,JNJ,1 +8/26/2019 13:19,$jnj looks good for dividend investors. ,JNJ,1 +8/26/2019 13:11,"$JNJ peanuts, 5% higher after hours ",JNJ,1 +8/25/2019 22:35,"RT @dreier_marc: THE BUY ZONE ... As of Friday's close, these outstanding dividend plays are offering attractive yields: $JNJ 2.98% (A me¡K",JNJ,1 +8/24/2019 4:55,Johnson & Johnson $JNJ To Go Ex-Dividend on August 26th ,JNJ,1 +8/22/2019 5:03,$JNJ $ENDP $TEVA $MNK:Mallinckrodt (MNK) Stock Down 70.8% YTD on Numerous Lawsuits:,JNJ,0 +8/16/2019 21:50,Short Interest in Johnson & Johnson $JNJ Increases By 7.4% ,JNJ,1 +8/16/2019 21:49,Short Interest in Johnson & Johnson $JNJ Increases By 7.4% #stocks,JNJ,1 +8/13/2019 4:02,$LLY $JNJ - Lilly's Taltz beats J&J's Tremfya in post-market psoriasis study ,JNJ,1 +8/10/2019 12:44,$SPX $VYM $JNJ $JPM $XOM:More than half of S&P 500 stocks sport yields above 10-year Treasuries¡Xbut higher yield¡K¡K ,JNJ,1 +8/8/2019 9:38,?? Dividend Investor: Dividend Stock Analysis of Johnson & Johnson (JNJ) via ?¡K ,JNJ,1 +7/31/2019 3:24,Alligator Bioscience's shares drop 40% as Johnson & Johnson hands back rights to ADC-1013 $ATORX $JNJ,JNJ,0 +7/27/2019 4:30,$JNJ - 4 Buy-And-Hold Forever Stocks For Rising Dividend Income ,JNJ,1 +7/26/2019 20:24,$JNJ $SNY $SBAC $VNO $AMD:Earnings Season So Far: Revenue Beats Meet Low Expectations:,JNJ,0 +7/24/2019 11:24,$JNJ - Johnson & Johnson's Stock May Be Too Cheap In A Low Interest Rate World ,JNJ,0 +7/22/2019 13:31,"$MRVL, $NKE, $T, $HPE, $HOG, $VZ, $JNJ breaking down to new lows ",JNJ,0 +7/22/2019 6:54,$JNJ SHARES DOWN 1.6%; STOCK IS TOP PCT LOSER ON DOW,JNJ,0 +7/22/2019 4:24,Johnson & Johnson $JNJ Downgraded to Hold at Zacks Investment Research ,JNJ,0 +7/21/2019 3:56,Raymond James Trims Johnson & Johnson $JNJ Target Price to $146.00 ,JNJ,0 +7/20/2019 7:12,$JNJ $PEP:Dividend Stock Watchlist ¡V July 2019:,JNJ,1 +7/19/2019 13:42,"$JNJ - Buy Johnson & Johnson, Dividend King With Steady Growing Defensive Earnings ",JNJ,1 +7/17/2019 13:13,FlexShares Makes A Big Low Vol ETF Splash $JNJ $QLV $QLVD via @benzinga,JNJ,0 +7/17/2019 9:00,$JNJ trimmed 2/3 ,JNJ,0 +7/17/2019 6:16,Johnson & Johnson $JNJ to Issue Quarterly Dividend of $0.95 on September 10th ,JNJ,1 +7/16/2019 10:57,?Johnson & Johnson Trades Higher On Q2 Earnings Beat $JNJ Financial Falls 6% Aft¡K ,JNJ,1 +7/16/2019 8:12,Johnson & Johnson 2Q profit jumps 42% despite lower sales $JNJ #JNJ #Earningssurprises #Earnings¡K ,JNJ,1 +7/16/2019 7:23,No more tears for J&J investors? Not exactly. Johnson & Johnson did beat on earnings and sales. Raised outlook too. But $JNJ down 1.5%.,JNJ,0 +7/16/2019 7:06,"Johnson & Johnson raised its revenue guidance for the year, behind strong sales for its cancer-fighting drugs ",JNJ,1 +7/16/2019 5:48,"Johnson & Johnson $JNJ Releases Earnings Results, Beats Expectations By $0.16 EPS #stocks",JNJ,1 +7/16/2019 5:42,"$JNJ (-0.1% pre) J&J beats Wall Street expectations for second-quarter earnings, boosts guidance - MW",JNJ,1 +7/16/2019 5:41,"Johnson & Johnson beats profit estimates on pharma strength, raises sales outlook ",JNJ,1 +7/16/2019 5:15,Johnson & Johnson raised its sales guidance in the latest quarter as the company continues to expand its pipeline a¡K ,JNJ,1 +7/16/2019 4:56,Johnson & Johnson shares up in premarket after earnings top target ,JNJ,1 +7/16/2019 4:06,$JNJ - JNJ +1% premarket on Q2 beat; revenue guidance raised ,JNJ,1 +7/16/2019 3:46,$JNJ beats the Estimize EPS Consensus by 14c and the Estimize Revenue Consensus by $119.67M. Reports FQ2 earnings o¡K ,JNJ,1 +7/16/2019 3:43,JOHNSON & JOHNSON $JNJ REPORTS EARNINGS:EPS: $2.58REVENUE: $20.562BRAISES FULL YEAR GUIDANCE,JNJ,1 +7/16/2019 3:43,$JNJ raises FY top line.Waiting to hear comments re asbestos though not expecting anything new.,JNJ,1 +7/16/2019 3:42,Johnson & Johnson beats earnings and revenue expectations ,JNJ,1 +7/16/2019 3:41,"$JNJ - Johnson & Johnson EPS beats by $0.14, beats on revenue ",JNJ,1 +7/16/2019 3:28,$JNJ SHARES UP 0.8% PREMARKET AHEAD OF SCHEDULED QUARTERLY REPORT,JNJ,1 +7/15/2019 4:11,Johnson & Johnson $JNJ Earns Outperform Rating from Analysts at Credit Suisse Group #stocks,JNJ,1 +7/12/2019 9:06,$JNJ down over 4.5% on reports of a criminal probe of baby powder,JNJ,0 +7/12/2019 8:59,$JNJ - J&J down 5% on criminal probe into baby powder asbestos claims ,JNJ,0 +7/12/2019 8:50,Johnson & Johnson shares sink to session low on report that the company is the subject of a U.S. criminal probe ove¡K ,JNJ,0 +7/8/2019 10:29,$JNJ - Johnson & Johnson: 8-9% Annual Total Return Potential Makes This Dividend Aristocrat A Hold ,JNJ,1 +7/1/2019 15:48,RT @realmoney: Johnson & Johnson $JNJ made a new high for the move up last month but overall it continues to struggle. What key chart point¡K,JNJ,1 +6/24/2019 8:56,Minerva Spikes Higher After Novel Insomnia Drug Aces Mid-Stage Trial $JNJ $NERV ,JNJ,1 +6/24/2019 5:08,The Search For Dividend Safety: Johnson & Johnson - ,JNJ,1 +6/15/2019 22:14,$JNJ Inside down daily at resistance ,JNJ,0 +6/11/2019 14:57,"Johnson & Johnson $JNJ Director Marillyn A. Hewson Purchases 3,000 Shares #stocks",JNJ,1 +5/29/2019 13:31,"RT @megtirrell: A key reason $JNJ closed down 4% today ¡X Wells Fargo, though, says concerns are overblown ",JNJ,0 +5/29/2019 12:45,RT @realmoney: Johnson & Johnson $JNJ has been weak Wednesday and it is helping to drag down the Dow. @BruceKamich puts away the band-aids¡K,JNJ,0 +5/29/2019 9:29,"Shares of Johnson & Johnson fell as much as 5.5%, the biggest drop in 5 months ",JNJ,0 +5/28/2019 8:22,$TEVA $MYL $NVS $PFE $JNJ $SPX:Teva stock downgraded to neutral by UBS on heels of $85 million opioid settlement:,JNJ,0 +5/27/2019 8:21,The Biggest Dividend Growth Stocks With 5% Dividend Growth Or More - $JNJ $PFE $V $MSFT $KO¡K ,JNJ,1 +5/19/2019 12:54,#Dividend Google Alert - Johnson & Johnson Dividend Aristocrat: Johnson & Johnson Dividend¡K ,JNJ,1 +5/19/2019 3:28,"As Johnson & Johnson $JNJ Share Price Declined, Shareholder Cornerstone Investment Partners LLC Lowered Holding ",JNJ,0 +5/17/2019 4:45,Johnson & Johnson $JNJ Stock Declined While Cornerstone Investment Partners LLC Has Lowered Holding ,JNJ,0 +5/16/2019 9:14,Johnson & Johnson $JNJ Price Target Raised to $156.00 #stocks,JNJ,1 +5/14/2019 3:17,Engineers Gate Manager LP Has Trimmed Its Johnson & Johnson $JNJ Stake as Shares Declined ,JNJ,0 +5/12/2019 3:44,Cornerstone Investment Partners LLC Trimmed Johnson & Johnson $JNJ Stake by $3.12 Million; Share Price Declined ,JNJ,0 +5/11/2019 3:08,Holder Tekla Capital Management LLC Has Upped Johnson & Johnson $JNJ Position ,JNJ,1 +5/10/2019 10:31,$AAPL $JNJ $GOOG $GOOGL $MSFT $AMZN:The Tell: Here are the stocks to buy if an all-out U.S.-China trade war erupt¡K ,JNJ,0 +5/8/2019 8:40,$PTGX $JNJ - Protagonist expands PTG-200 deal with Janssen; shares up 13% ,JNJ,1 +5/7/2019 9:50,Johnson & Johnson agreed to pay about $1 billion to resolve most lawsuits claiming it sold defective metal-on-metal¡K ,JNJ,0 +4/30/2019 15:43,"$AMGN $CHRS $MYL $JNJ $RHHBY:Fending Off Rivals, Amgen Posts Better Than Expected Sales:",JNJ,1 +4/30/2019 12:43,$JNJ trying to come out of this 10+ week channel After driving us all a little crazy Putting this on STRONG BUY list here +10.21%,JNJ,1 +4/30/2019 7:03,$JNJ $BAYRY $MRK $AZN:Merck (MRK) Beats on Q1 Earnings & Sales as Keytruda Shines:,JNJ,1 +4/30/2019 6:01,$LCI $JNJ - Lannett to launch generic Concerta; shares up 2% premarket ,JNJ,1 +4/29/2019 19:19,Traders Buy Shares of Johnson & Johnson $JNJ on Weakness ,JNJ,1 +4/27/2019 10:41,Traders Sell Shares of Johnson & Johnson $JNJ on Strength $JNJ ,JNJ,0 +4/26/2019 12:18,$JNJ $ALGN:4 Healthcare Stocks That Are Starting to Heat Up:,JNJ,1 +4/25/2019 9:46,$JNJ: Johnson & Johnson increases quarterly dividend to $0.95 from $0.90/share ,JNJ,1 +4/25/2019 8:14,Johnson & Johnson : Raises Quarterly Dividend by 5.6% to 95 Cents -- Update #JohnsonJohnson #Stock #MarketScreener¡K ,JNJ,1 +4/25/2019 7:42,Johnson & Johnson $JNJ Raises Quarterly Dividend 5.6% to $0.95; 2.7% Yield ,JNJ,1 +4/25/2019 7:40,$JNJ ANNOUNCES DIVIDEND INCREASE OF 5.6%,JNJ,1 +4/24/2019 15:58,$JNJ:Johnson & Johnson to Host Pharmaceutical Business Review:,JNJ,1 +4/24/2019 1:08,Things To Consider Before Buying Johnson & Johnson At $140 - ,JNJ,1 +4/24/2019 0:43,$JNJ - Things To Consider Before Buying Johnson & Johnson At $140 ,JNJ,1 +4/24/2019 0:35,Johnson & Johnson $JNJ Expected to Announce Quarterly Sales of $20.33 Billion #stocks,JNJ,1 +4/22/2019 9:24,Zacks: Analysts Expect Johnson & Johnson $JNJ to Announce $2.42 Earnings Per Share #stocks,JNJ,1 +4/22/2019 6:06,"$KHC $BRK.A $KO $JNJ $GIS:Kraft Heinz CEO Bernardo Hees to step down, will be replaced by AB InBev¡¦s Miguel Patr¡K¡K ",JNJ,1 +4/21/2019 4:45,BMO Capital Markets Boosts Johnson & Johnson $JNJ Price Target to $157.00 ,JNJ,1 +4/20/2019 6:20,Morgan Stanley Raises Johnson & Johnson $JNJ Price Target to $145.00 #markets,JNJ,1 +4/19/2019 23:41,Q2 2019 EPS Estimates for Johnson & Johnson $JNJ Decreased by Svb Leerink #markets,JNJ,0 +4/19/2019 23:41,Q2 2019 EPS Estimates for Johnson & Johnson $JNJ Decreased by Svb Leerink #stocks,JNJ,0 +4/19/2019 16:49,"RT @YahooFinance: Highlight: ""You have flat revenue but rising costs ¡X that is not a good combination,"" @scottgamm says about $JNJ earnings¡K",JNJ,0 +4/19/2019 12:00,.@JNJNews profit down 14% in Q1. $JNJ ,JNJ,0 +4/19/2019 11:15,Buyer's Remorse? OTC Stock Zoom Technologies Zooms Higher Amid Potential Confusion $ZM $ZOOM $EARS $FB $JNJ ,JNJ,1 +4/19/2019 7:25,Credit Suisse Group Increases Johnson & Johnson $JNJ Price Target to $152.00 #markets,JNJ,1 +4/19/2019 7:18,Raymond James Increases Johnson & Johnson $JNJ Price Target to $147.00 ,JNJ,1 +4/19/2019 6:31,Johnson & Johnson $JNJ PT Raised to $157.00 #markets,JNJ,1 +4/19/2019 6:10,Svb Leerink Lowers Johnson & Johnson Q2 2019 Earnings Estimates to $2.40 EPS (Previously $2.44). $JNJ #JNJ,JNJ,1 +4/19/2019 3:06,"Johnson & Johnson asked a federal judge to take over 2,400 baby-powder lawsuits it faces ",JNJ,1 +4/18/2019 23:41,Johnson & Johnson $JNJ Forecasted to Earn Q3 2019 Earnings of $2.07 Per Share ,JNJ,1 +4/18/2019 23:40,Johnson & Johnson $JNJ Forecasted to Earn Q3 2019 Earnings of $2.07 Per Share #stocks,JNJ,1 +4/18/2019 10:10,Johnson & Johnson $JNJ Price Target Raised to $145.00 at Morgan Stanley ,JNJ,1 +4/18/2019 4:35,Svb Leerink Lowers Johnson & Johnson Q3 2019 Earnings Estimates to $2.07 EPS (Previously $2.10). $JNJ #JNJ,JNJ,1 +4/17/2019 19:43,Investors Sell Shares of Johnson & Johnson $JNJ on Strength $JNJ ,JNJ,0 +4/17/2019 19:08,Johnson & Johnson Looks To Help Type 2 Diabetes Patients With Key Advancement - ,JNJ,1 +4/17/2019 19:02,$JNJ - Johnson & Johnson Looks To Help Type 2 Diabetes Patients With Key Advancement ,JNJ,1 +4/17/2019 11:27,Johnson & Johnson $JNJ Price Target Raised to $157.00 at BMO Capital Markets ,JNJ,1 +4/17/2019 11:25,Johnson & Johnson $JNJ Price Target Raised to $157.00 at BMO Capital Markets #stocks,JNJ,1 +4/17/2019 8:14,Johnson & Johnson $JNJ PT Raised to $147.00 #stocks,JNJ,1 +4/17/2019 8:13,Johnson & Johnson $JNJ Price Target Raised to $152.00 #stocks,JNJ,1 +4/17/2019 8:13,Johnson & Johnson $JNJ PT Raised to $145.00 at Morgan Stanley #stocks,JNJ,1 +4/17/2019 7:44,Credit Suisse Group Raises Johnson & Johnson $JNJ Price Target to $152.00 ,JNJ,1 +4/17/2019 3:57,$JNJ PT RAISED TO $157 FROM $154.00 AT BMO CAPITAL,JNJ,1 +4/17/2019 3:52,RBC Capital analyst Brandon Henry raised the price target on Johnson & Johnson $JNJ to $150.00 (from $144.00) while¡K ,JNJ,1 +4/17/2019 3:48,Morgan Stanley raised its price target on Johnson & Johnson $JNJ to $145.00 (from $134.00) while maintaining a Equalweight rating.,JNJ,1 +4/17/2019 3:39,$JNJ PT RAISED TO $150 FROM $144.00 AT RBC CAPITAL: SI,JNJ,1 +4/16/2019 23:48,Johnson & Johnson : Higher Drug Sales Aid J&J Results #JohnsonJohnson #Stock #MarketScreener ,JNJ,1 +4/16/2019 12:58,"Wall Street inches higher on tech boost, Johnson & Johnson earnings - ",JNJ,1 +4/16/2019 10:45,Johnson & Johnson overcame its own pessimistic forecast from three months ago thanks to booming drug sales ,JNJ,1 +4/16/2019 9:25,Banks and tech companies lead US stocks to slight gains $JNJ #JNJ #Earningsestimates #Earnings #Financialperformance ,JNJ,1 +4/16/2019 9:15,"Wall Street inches higher on tech boost, Johnson & Johnson earnings ",JNJ,1 +4/16/2019 7:03,"$PFE $MRK $JNJ $ABBV:J&J (JNJ) Beats on Q1 Earnings, Ups 2019 Sales Growth View:",JNJ,1 +4/16/2019 6:59,"Call/Put Highest % Volume Changes: Calls: $COL, $NEE, $TPR, $JNJ, $UNH Puts: $AET, $COL, $OXY, $EPI, $JNJ",JNJ,1 +4/16/2019 6:47,$JNJ nice earning but like many of these stocks we are still sideways. reflecting the indices in general. Pressure at higher levels.,JNJ,1 +4/16/2019 6:42,$JNJ strong post-earnings looking to clear 2019 highs,JNJ,1 +4/16/2019 6:15,"Highlight: ""You have flat revenue but rising costs ¡X that is not a good combination,"" @scottgamm says about $JNJ ea¡K ",JNJ,0 +4/16/2019 5:45,"$JNJ: Johnson & Johnson beats by $0.06, beats on revs; reaffirms FY19 EPS guidance, revs guidance ",JNJ,1 +4/16/2019 4:08,"$JNJ Johnson & Johnson's stock rises after profit and sales beat, raised sales guidance ",JNJ,1 +4/16/2019 3:18,"$JNJ $NFLX:10 Stocks To Watch For April 16, 2019:",JNJ,1 +4/15/2019 14:11,$JNJ: Johnson & Johnson to report Q1 results tomorrow morning ,JNJ,1 +4/15/2019 11:01,sold to open $JNJ Apr 140 calls (against long June 135 calls) 60c,JNJ,1 +4/15/2019 11:00,"$JNJ reports before the open tomorrow, Estimize Consensus +0.03 EPS and +197.86M Revs compared to WS - ",JNJ,1 +4/15/2019 10:18,$JNJ:What to Expect When Johnson & Johnson Reports Tuesday Morning:,JNJ,1 +4/15/2019 3:18,Cibc World Markets Corp Has Trimmed Johnson & Johnson $JNJ Holding by $25.67 Million; Valuation Declined ,JNJ,0 +4/15/2019 3:15,Johnson & Johnson Reports Earnings Tomorrow. Here¡¦s What to Expect. ,JNJ,1 +4/13/2019 22:08,Johnson & Johnson $JNJ to Release Earnings on Tuesday #stocks,JNJ,1 +4/13/2019 22:06,Johnson & Johnson $JNJ to Release Earnings on Tuesday ,JNJ,1 +4/13/2019 5:50,Cornerstone Investment Partners LLC Trimmed Its Johnson & Johnson $JNJ Position by $3.12 Million ,JNJ,0 +4/10/2019 3:33,$JNJ $MED $UL $MOH $MYRG:5 Stocks to Prepare for a Global Economic Slowdown:,JNJ,1 +4/10/2019 3:29,"As Johnson & Johnson $JNJ Share Price Declined, Shareholder New York State Common Retirement Fund Has Lowered Its S¡K ",JNJ,0 +4/9/2019 13:15,"Geron's Blood Cancer Candidate Creates Buying Opportunity, Needham Says In Upgrade $GERN $JNJ $XLRN ",JNJ,1 +4/9/2019 8:07,"As talc concerns mounted, Johnson & Johnson marketed to minorities ",JNJ,1 +4/8/2019 22:20,Johnson & Johnson $JNJ Set to Announce Quarterly Earnings on Tuesday #stocks,JNJ,1 +4/8/2019 22:20,Johnson & Johnson $JNJ Set to Announce Quarterly Earnings on Tuesday #markets,JNJ,1 +4/8/2019 22:19,Johnson & Johnson $JNJ Set to Announce Quarterly Earnings on Tuesday ,JNJ,1 +4/8/2019 15:48,Traders Buy Shares of Johnson & Johnson $JNJ on Weakness #markets,JNJ,1 +4/5/2019 10:39,Johnson & Johnson (JNJ) Dividend Stock Analysis #ValueInvesting News,JNJ,1 +4/4/2019 10:18,"$JNJ closed out weeklies .43 from .33, swinging over to next weeks 145p 1.04, some positive divergence so change of¡K ",JNJ,1 +4/4/2019 3:03,Holder Ameriprise Financial INC Raised Johnson & Johnson $JNJ Holding ,JNJ,1 +4/2/2019 14:25,$QUAL Quality factor continues to outperform the general market. $JNJ $MA $V $MMM ,JNJ,1 +4/1/2019 4:52,"$JNJ #15ORB and watch $IQ... looked ready to launch and with China news could be strong, imho. ???? ",JNJ,1 +4/1/2019 3:51,Cornerstone Investment Partners LLC Lowered Its Holding in Johnson & Johnson $JNJ by $3.12 Million as Valuation Dec¡K ,JNJ,0 +3/30/2019 13:17,Zacks: Brokerages Expect Johnson & Johnson $JNJ to Post $2.04 EPS #stocks,JNJ,1 +3/30/2019 13:17,Zacks: Brokerages Anticipate Johnson & Johnson $JNJ to Announce $2.04 Earnings Per Share ,JNJ,1 +3/29/2019 3:19,"Johnson & Johnson $JNJ Shareholder Veritable LP Has Decreased Position by $649,902 as Share Value Declined; Opus In¡K ",JNJ,0 +3/28/2019 13:43,"RT @realmoney: Just when @RetroWallSt thinks the waters are clearing for Johnson & Johnson $JNJ, trickles of mud are starting to appear. Th¡K",JNJ,1 +3/28/2019 9:34,Johnson & Johnson to air first TV ad for drug that discloses its price ,JNJ,1 +3/28/2019 7:34,$JNJ: Johnson & Johnson submits sNDA to the FDA seeking a new indication for INVOKANA to reduce the risk of... ,JNJ,1 +3/28/2019 7:20,"NY AG Expands Purdue Pharma Suit To Include J&J, Teva, Others $JNJ $TEVA",JNJ,1 +3/28/2019 3:38,"Stonebridge Capital Management Has Decreased Its Johnson & Johnson $JNJ Position by $531,351; Stock Price Declined;¡K ",JNJ,0 +3/27/2019 18:20,"RT @kristen_hallam: ICYMI: J&J, Bayer to pay $775M to settle US lawsuits over blood thinner Xarelto $JNJ $BAYRY ",JNJ,1 +3/27/2019 14:53,Empyrean Capital Partners LP Position in Pandora Media $P Has Lowered by $17.20 Million; Johnson & Johnson $JNJ Sha¡K ,JNJ,0 +3/27/2019 11:58,$JNJ Im falling in love with these large caps while Dow is still under pressure. I did buy some $DOG today to prote¡K ,JNJ,1 +3/27/2019 9:10,Johnson & Johnson $JNJ Shareholder Davy Asset Management LTD Trimmed Holding as Shares Declined; Marshwinds Advisor¡K ,JNJ,0 +3/27/2019 8:25,Axsome Adds To Strong Gains After FDA Grants Breakthrough Designation For Depression Drug $AXSM $JNJ $SAGE ,JNJ,1 +3/27/2019 6:14,Johnson & Johnson $JNJ Market Value Declined While Cornerstone Investment Partners Lowered Stake by $3.12 Million;¡K ,JNJ,0 +3/27/2019 4:51,Cornerstone Investment Partners LLC Has Trimmed Johnson & Johnson $JNJ Holding as Market Value Declined ,JNJ,0 +3/26/2019 16:52,$MGTX $JNJAAV-GAD for PD - meet w/ FDA in mid-19 to define clinical pathway & provide development update in 2H19¡K ,JNJ,1 +3/26/2019 8:48,$JNJ $TEVA:OxyContin Maker Purdue Pharma Agrees to $270 Million Settlement With Oklahoma:,JNJ,1 +3/26/2019 4:06,Johnson And Johnson $JNJ Holder Willis Investment Counsel Trimmed Its Position by $4.91 Million as Share Value Decl¡K ,JNJ,0 +3/25/2019 17:24,Johnson & Johnson $JNJ Buy Rating Reaffirmed Today By Raymond James; The Target is $145 ,JNJ,1 +3/25/2019 15:50,"RT @jonathanrockoff: $BAYN and $JNJ agree to pay $775mn to settle Xarelto bloodthinner lawsuits, @sara_randazzo is reporting. The companies¡K",JNJ,1 +3/25/2019 15:00,Johnson & Johnson : Oklahoma Court Refuses to Delay Opioid Trial -- Reuters #JohnsonJohnson #Stock #MarketScreener¡K ,JNJ,1 +3/25/2019 14:06,RT @BWUIC: $BAYRY $JNJ - Bayer and J&J to settle Xarelto suits for $775M ,JNJ,1 +3/25/2019 14:06,"RT @pharmalot: Johnson & Johnson and Bayer agree to pay $775 million to settle some 25,000 Xarelto lawsuits... no admission of guilt.. ",JNJ,1 +3/25/2019 13:37,Pecaut & Company Position in Johnson & Johnson $JNJ Has Upped as Stock Price Declined; Smith Salley & Associates Lo¡K ,JNJ,1 +3/25/2019 13:26,"Johnson & Johnson and Bayer agree to pay $775 million to settle some 25,000 Xarelto lawsuits... no admission of gui¡K ",JNJ,1 +3/25/2019 12:05,Raymond James Expects Johnson & Johnson's Growth To Accelerate Into 2020 $JNJ @benzinga,JNJ,1 +3/25/2019 11:00,"Johnson & Johnson and Bayer agree to a $775 million settlement over the blood thinner Xarelto, which plaintiffs cla¡K ",JNJ,1 +3/25/2019 10:26,"As Johnson & Johnson $JNJ Market Valuation Declined, Holder Midas Management Trimmed Its Position; As Ecopetrol Sa¡K ",JNJ,0 +3/25/2019 9:26,"Ativo Capital Management Has Trimmed Apple $AAPL Holding by $305,836; Johnson & Johnson $JNJ Holder Cabot Wealth Ma¡K ",JNJ,0 +3/25/2019 8:20,"$JNJ:Bayer, Johnson & Johnson to Pay $775 Million to Settle Xarelto Litigation:",JNJ,1 +3/25/2019 8:19,"Bayer, $JNJ to settle about 25K U.S. Xarelto claims for $775M.",JNJ,1 +3/25/2019 7:55,$BAYRY $JNJ - Bayer and J&J to settle Xarelto suits for $775M ,JNJ,1 +3/25/2019 7:44,"Bayer, Janssen Pharma Reach $775M Agreement to Settle Xarelto Litigation. Settlement to Be Shared Equally Between Companies. $JNJ $BAYRY",JNJ,1 +3/25/2019 6:30,Excalibur Management Holding in J & J $JNJ Lowered as Valuation Declined; Jet Capital Investors LP Has Boosted Unit¡K ,JNJ,0 +1/18/2020 8:38,Edward Jones Reaffirms Buy Rating for JPMorgan Chase & Co. $JPM ,JPM,1 +1/18/2020 8:37,Morgan Stanley Increases JPMorgan Chase & Co. $JPM Price Target to $151.00 ,JPM,1 +1/18/2020 8:37,Piper Sandler Raises JPMorgan Chase & Co. $JPM Price Target to $149.00 #stocks,JPM,1 +1/18/2020 2:57,"JPMorgan Chase & Co. $JPM Insider Sells $413,356.50 in Stock ",JPM,0 +1/18/2020 2:42,"Insider Selling: JPMorgan Chase & Co. $JPM CFO Sells $1,139,159.60 in Stock ",JPM,0 +1/18/2020 2:42,"JPMorgan Chase & Co. $JPM General Counsel Sells $883,061.10 in Stock ",JPM,0 +1/18/2020 2:41,"Jennifer Piepszak Sells 8,312 Shares of JPMorgan Chase & Co. $JPM Stock ",JPM,0 +1/18/2020 2:41,"JPMorgan Chase & Co. $JPM General Counsel Stacey Friedman Sells 6,441 Shares ",JPM,0 +1/18/2020 2:23,"Insider Selling: JPMorgan Chase & Co. $JPM EVP Sells $3,009,427.39 in Stock ",JPM,0 +1/18/2020 0:38,Q2 2020 EPS Estimates for JPMorgan Chase & Co. Decreased by Analyst $JPM ,JPM,0 +1/17/2020 15:05,Credit Suisse Group Raises JPMorgan Chase & Co. $JPM Price Target to $147.00 ,JPM,1 +1/17/2020 13:34,Wells Fargo & Co Increases JPMorgan Chase & Co. $JPM Price Target to $160.00 ,JPM,1 +1/17/2020 13:09,JPMorgan Chase & Co. $JPM PT Raised to $149.00 at Piper Sandler ,JPM,1 +1/17/2020 13:09,JPMorgan Chase & Co. $JPM Price Target Raised to $151.00 at Morgan Stanley ,JPM,1 +1/17/2020 6:09,"JPMorgan Chase & Co. $JPM Posts Earnings Results, Beats Estimates By $0.25 EPS ",JPM,1 +1/17/2020 4:11,"JPMorgan Chase & Co. $JPM Insider Nicole Giles Sells 3,015 Shares ",JPM,0 +1/17/2020 3:31,"Gordon Smith Sells 11,800 Shares of JPMorgan Chase & Co. $JPM Stock ",JPM,0 +1/17/2020 3:31,"JPMorgan Chase & Co. $JPM CEO Sells $1,617,072.00 in Stock ",JPM,0 +1/16/2020 20:44,China's 2019 economic growth weakens amid trade war $JPM #JPM #Governmentspending #Fiscalpolicy #Economicpolicy ,JPM,0 +1/16/2020 20:11,"Mellody L. Hobson Purchases 14,600 Shares of JPMorgan Chase & Co. $JPM Stock #stocks",JPM,1 +1/16/2020 17:20,JPMorgan Chase & Co. $JPM Sees Significant Drop in Short Interest #stocks,JPM,0 +1/16/2020 12:43,$JPM does not look good. Gap up two days ago on numbers closed pretty bad way off highs. Weak yesterday and now i¡K ,JPM,1 +1/16/2020 7:10,You know what I love about the sell side? With every new all-time high in $JPM fewer and fewer firms have buy Recs on it H/t @Todd_Sohn,JPM,1 +1/16/2020 5:56,"$AMZN PT RAISED TO $2,200 FROM $2,100 AT MORGAN STANLEY$COHU PT Raised to $30 at Stifel$JPM PT Raise to $147 at C¡K ",JPM,1 +1/15/2020 20:45,"Insider Selling: JPMorgan Chase & Co. $JPM CFO Sells 8,312 Shares of Stock ",JPM,0 +1/15/2020 20:42,"Insider Selling: JPMorgan Chase & Co. $JPM Insider Sells 3,015 Shares of Stock #stocks",JPM,0 +1/15/2020 20:42,"Insider Selling: JPMorgan Chase & Co. $JPM EVP Sells 21,949 Shares of Stock #markets",JPM,0 +1/15/2020 20:42,"JPMorgan Chase & Co. $JPM CFO Sells $1,139,159.60 in Stock #markets",JPM,0 +1/15/2020 20:42,"Insider Selling: JPMorgan Chase & Co. $JPM General Counsel Sells 6,441 Shares of Stock #markets",JPM,0 +1/15/2020 20:44,"Insider Selling: JPMorgan Chase & Co. $JPM General Counsel Sells 6,441 Shares of Stock #stocks",JPM,0 +1/15/2020 20:40,"JPMorgan Chase & Co. $JPM EVP Peter Scher Sells 21,949 Shares ",JPM,0 +1/15/2020 20:40,"JPMorgan Chase & Co. $JPM CEO Gordon Smith Sells 11,800 Shares ",JPM,0 +1/15/2020 20:44,"Nicole Giles Sells 3,015 Shares of JPMorgan Chase & Co. $JPM Stock #stocks",JPM,0 +1/15/2020 20:38,"JPMorgan Chase & Co. $JPM EVP Peter Scher Sells 21,949 Shares #stocks",JPM,0 +1/15/2020 20:38,"Gordon Smith Sells 11,800 Shares of JPMorgan Chase & Co. $JPM Stock #stocks",JPM,0 +1/15/2020 15:04,JPMorgan Chase & Co. $JPM Price Target Raised to at BMO Capital Markets ,JPM,1 +1/15/2020 12:57,$JPM JPMorgan Chase & Co. Target Raised by Wells Fargo & Co $136.40 $150.00 ? $160.00 Overweight,JPM,1 +1/15/2020 8:27,JPMorgan Chase & Co. $JPM PT Raised to $149.00 at Piper Sandler #stocks,JPM,1 +1/15/2020 7:20,JPMorgan Chase & Co. $JPM Price Target Raised to $151.00 at Morgan Stanley #stocks,JPM,1 +1/15/2020 6:25,JPMorgan Chase & Co. $JPM PT Raised to $160.00 at Wells Fargo & Co ,JPM,1 +1/15/2020 6:05,$JPM Raised to $151 at Morgan Stanley,JPM,1 +1/14/2020 16:21,"RT @permabear_uk: $JPM broke a new historic high of $140.76 on unquestionably superb earnings, settling +1.2% at $138.80. A micro double t¡K",JPM,1 +1/14/2020 6:50,$JPM JPMorgan Chase on Conference Call- Says 2020 NII likely to be flat to slightly down yr/yr; Will provide more i¡K ,JPM,0 +1/14/2020 5:55,"JPMorgan Chase Q4 EPS $2.57 Beats $2.35 Estimate, Sales $28.3B Beat $27.96B Estimate $JPM",JPM,1 +1/14/2020 5:49,#JPMorganChase Trades Higher On Q4 Earnings Beat $JPM via @benzingaJPMorgan Chase Q4 EPS $¡K ,JPM,1 +1/14/2020 5:04,$JPM J.P. Morgan's stock jumps after profit and revenue rise above expectations ,JPM,1 +1/14/2020 5:03,"$JPM just reported Q4 results, beating on both lines. Analyst Marty Mosby and our @michaelsantoli break down the nu¡K ",JPM,0 +1/14/2020 4:55,Good Morning Global markets flat to lower. CPI data out at 8:30.$JPM earnings beat. ,JPM,0 +1/14/2020 4:52,"$JPM - JPMorgan Chase EPS beats by $0.22, beats on revenue ",JPM,1 +1/14/2020 4:58,This morning's winner for $JPM is Lpjblb who beats 110 other analysts and the Wall Street Consensus - ,JPM,1 +1/14/2020 4:49,$JPM Beats EPS and REV,JPM,1 +1/14/2020 4:58,$JPM beats the Estimize EPS Consensus by 19c and the Estimize Revenue Consensus by $1.42B. Reports FQ4 earnings of¡K ,JPM,1 +1/13/2020 11:40,".@RetroWallSt breaks down what to expect from $WFC, $C, and $JPM ",JPM,0 +1/13/2020 8:05,Stocks open a bit higher on Wall Street ahead of busy week $JPM #JPM #Crudeoilmarkets #Energymarkets¡K ,JPM,1 +1/11/2020 6:13,$MS $JPM Earnings Are Set to Drop Again. Investors Seem Fine With That via ,JPM,0 +1/10/2020 22:07,$JPM Healthcare Conf coming next week #2020If you are not following @semodough you are missing out¡K So don¡¦t miss out¡KAnd @AF_biotech,JPM,0 +1/10/2020 10:29,JPMorgan Chase & Co. $JPM Cut to ¡§Neutral¡¨ at UBS Group #markets,JPM,0 +1/10/2020 9:31,$JPM $WFC $SPX $TFC $JPM $BAC:Deep Dive: Big-bank earnings preview: The Fed¡¦s policies cut both ways:,JPM,0 +1/10/2020 6:52,Wolfe Research Downgrades JPMorgan Chase & Co. $JPM to Peer Perform ,JPM,0 +1/9/2020 11:43,$MS $JPM Insight Partners Buys Swiss Cloud Firm in $5 Billion Deal via ,JPM,1 +1/9/2020 2:23,JPMorgan Chase & Co. $JPM Rating Lowered to Sell at ValuEngine ,JPM,0 +1/8/2020 13:28,$JPM - JPMorgan Chase Continues To Outperform Its Peers. Read more and get updates on any stock!¡K ,JPM,1 +1/8/2020 3:23,JPMorgan Chase & Co. $JPM Lowered to ¡§Neutral¡¨ at UBS Group ,JPM,0 +1/8/2020 3:21,JPMorgan Chase & Co. $JPM Stock Rating Lowered by UBS Group ,JPM,0 +1/8/2020 2:58,"$JPM in Downtrend: its price may decline as a result of having broken its higher Bollinger Band on January 2, 2020.¡K ",JPM,1 +1/8/2020 0:55,JPMorgan Chase & Co. $JPM Downgraded by Wolfe Research ,JPM,0 +1/7/2020 18:56,JPMorgan Chase & Co. $JPM Downgraded by UBS Group to Neutral ,JPM,0 +1/7/2020 18:54,JPMorgan Chase & Co. $JPM Downgraded to Peer Perform at Wolfe Research #markets,JPM,0 +1/7/2020 0:34,JPMorgan Chase & Co. $JPM Downgraded by ValuEngine ,JPM,0 +1/6/2020 15:39,JPMorgan Chase & Co. $JPM Downgraded to ¡§Neutral¡¨ at UBS Group #stocks,JPM,0 +1/6/2020 15:11,JPMorgan Chase & Co. $JPM Rating Lowered to Neutral at UBS Group ,JPM,0 +1/6/2020 14:35,UBS Downgrades JPMorgan $JPM to Neutral on Valuation (earlier) ,JPM,0 +1/6/2020 14:08,Under Armour $UAA shares sink after JPMorgan $JPM forecasts a ¡¥full-price hangover¡¦ that will drag down revenue,JPM,0 +1/6/2020 5:36,JPMorgan Chase & Co. $JPM Cut to Market Perform at Wolfe Research ,JPM,0 +1/5/2020 11:42,JPMorgan Chase & Co. $JPM Shares Gap Down to $141.09 ,JPM,0 +1/4/2020 11:11,"$JPM shows quite a strong growth in EPS. Over the last 5 years, the EPS has been growing by 13.35% yearly.¡K ",JPM,1 +1/4/2020 0:00,JPMorgan Chase & Co. $JPM Hits New 52-Week High at $140.19 ,JPM,1 +1/3/2020 23:59,JPMorgan Chase & Co. $JPM Hits New 1-Year High at $140.19 ,JPM,1 +1/3/2020 5:50,Stock Traders Purchase High Volume of Call Options on JPMorgan Chase & Co. $JPM ,JPM,1 +1/3/2020 5:24,Traders Purchase High Volume of JPMorgan Chase & Co. Call Options $JPM ,JPM,1 +1/3/2020 5:24,Traders Purchase High Volume of JPMorgan Chase & Co. Call Options $JPM #stocks,JPM,1 +1/1/2020 7:41,JPMorgan Chase & Co. $JPM Declares Quarterly Dividend of $0.90 ,JPM,1 +12/28/2019 3:15,RT @SwingTradeBot: $JPM technical alerts: New 52 Week High and New 52 Week Closing High ,JPM,1 +12/28/2019 0:41,JPMorgan Chase & Co. $JPM Hits New 12-Month High at $139.10 ,JPM,1 +12/26/2019 10:55,Is $SPX #stock $JPM a high base breakout candidate? #trading ,JPM,1 +12/26/2019 0:14,JPMorgan Chase & Co. $JPM Earns Outperform Rating from Wells Fargo & Co ,JPM,1 +12/24/2019 7:52,"$JPM in Downtrend: its price may drop because broke its higher Bollinger Band on December 12, 2019. View odds for t¡K ",JPM,0 +12/23/2019 6:35,$JPM JPMorgan Chase & Co. Reiterated by Wells Fargo & Co $137.24 Outperform,JPM,1 +12/20/2019 8:48,$JPM JPMorgan Chase & Co. Target Raised by Wells Fargo & Co $138.55 $125.00 ? $150.00 Overweight,JPM,1 +12/20/2019 6:35,JPMorgan Chase & Co. $JPM Price Target Raised to $150.00 #stocks,JPM,1 +12/20/2019 6:34,$JPM sees its target raised to $150 from $125 at Wells Fargo - keeps the overweight rating,JPM,1 +12/20/2019 6:18,"Wells Fargo Maintains Overweight on JPMorgan Chase, Raises Price Target to $150 $JPM @benzinga",JPM,1 +12/20/2019 5:50,$ARVN PT raised to $75 from $42 at Cantor$JPM PT Raised to $150 at Wells Fargo $NKE PT RAISED TO $115 FROM $106 A¡K ,JPM,1 +12/20/2019 5:20,JPMorgan $JPM PT Raised to $150 at Wells Fargo ,JPM,1 +12/20/2019 2:21,JPMorgan Chase & Co. $JPM Reaches New 1-Year High at $139.02 ,JPM,1 +12/19/2019 8:37,The industry average ROE is 9.90%. $JPM outperforms 86% of its industry peers. ,JPM,1 +12/17/2019 19:52,Asian shares mostly higher after Wall Street record highs $JPM #JPM #Stockindicesandaverages #Stockmarkets¡K ,JPM,1 +12/17/2019 8:50,$JPM Expectations for High Yield in 2020 via ,JPM,1 +12/16/2019 12:18,"Market in rally mode again today. All-time highs for many blue chips, including $AAPL $MSFT $JPM $NKE $USB $PG $UNH¡K ",JPM,1 +12/16/2019 7:01,JPMorgan Chase & Co. $JPM PT Raised to $140.00 at Citigroup ,JPM,1 +12/12/2019 9:41,JPMorgan Chase & Co. $JPM Sets New 1-Year High at $137.47 ,JPM,1 +12/12/2019 8:46,$SBUX $JPM Starbucks upgraded to overweight at J.P. Morgan after meeting with executives ,JPM,1 +12/12/2019 6:24,$SBUX $JPM upgraded Starbucks to ¡§overweight¡¨ from ¡§neutral¡¨ following a meeting with CEO Kevin Johnson. The firm¡K ,JPM,1 +12/12/2019 4:04,"JPMorgan Chase & Co. $JPM Downgraded by Keefe, Bruyette & Woods #stocks",JPM,0 +12/12/2019 4:04,"JPMorgan Chase & Co. $JPM Downgraded by Keefe, Bruyette & Woods ",JPM,0 +12/11/2019 0:41,"Keefe, Bruyette & Woods Downgrades JPMorgan Chase & Co. $JPM to Market Perform ",JPM,0 +12/11/2019 0:37,"JPMorgan Chase & Co. $JPM Downgraded to ¡§Market Perform¡¨ at Keefe, Bruyette & Woods #markets",JPM,0 +12/10/2019 14:37,JPMorgan Chase & Co. $JPM Declares $0.90 Quarterly Dividend #stocks,JPM,1 +12/10/2019 10:00,$JPM - JPMorgan & Chase Company: Featured Stock In November's Dividend Growth Model Portfolio. Read more and get up¡K ,JPM,1 +12/9/2019 21:00,$JPM Chinas November CPI Hits 7-Year High as Pork Prices Surge via ,JPM,1 +12/9/2019 16:03,"Keefe, Bruyette & Woods Downgrades JPMorgan Chase & Co. $JPM to Market Perform #stocks",JPM,0 +12/6/2019 8:50,Just look at the broader market. $AAPL isn't only major stock hitting a new record high today. So have $JPM $NKE¡K ,JPM,1 +12/6/2019 7:36,RT @JuliaLaRoche: JPMorgan's stock just hit an all-time high of $135.25 @yahoofinance $JPM ,JPM,1 +12/5/2019 17:01,"$JPM $C:The Fed: Repo-market turmoil raises fundamental question about post-crisis Wall Street rules, former Fed¡K ",JPM,1 +12/2/2019 16:50,$CSGN $JPM Wall Streets Top S&P 500 Bull Tamps Down Optimism for 2020 via ,JPM,0 +12/2/2019 9:53,JPMorgan $JPM raises iPhone $AAPL sales estimates,JPM,1 +12/1/2019 11:45,$NVDA multiple upgrades again ?????$JPM $237 from $200Cowen $240 from $195BidaskClub Buy from Hold ,JPM,1 +11/27/2019 12:49,$JPM griding higher ,JPM,1 +11/27/2019 9:30,52wk high today (from my WL)$SPX$SPY$QQQ$IWM$MSFT$JPM$BABA,JPM,1 +11/26/2019 20:24,Credit Suisse Group Increases JPMorgan Chase & Co. $JPM Price Target to $138.00 #stocks,JPM,1 +11/26/2019 20:18,JPMorgan Chase & Co. $JPM PT Raised to $138.00 at Credit Suisse Group ,JPM,1 +11/26/2019 20:16,JPMorgan Chase & Co. $JPM PT Raised to $138.00 at Credit Suisse Group #stocks,JPM,1 +11/25/2019 17:34,Tickers hit ATH or 52wk high today from my memory ??$SPX$SPY$QQQ$IWM$MSFT$JPM$NVDAMaybe $AAPL $GOOGL $FB this week? ??????,JPM,1 +11/25/2019 8:02,JPMorgan Chase & Co. $JPM Sets New 1-Year High at $131.48 ,JPM,1 +11/23/2019 15:25,$JPM Higher High off the inside week but did not make a HH off the 11/4 candle. Range-Bound for now but bids abov¡K ,JPM,1 +11/20/2019 8:05,$MS $JPM Alibaba Raises $11 Billion in Hong Kong Market Rocked by Unrest via ,JPM,1 +11/19/2019 17:24,JPMorgan Chase & Co. $JPM Given Buy Rating at Morgan Stanley ,JPM,1 +11/19/2019 6:21,$JPM Continue making New All Time Highs #elliottwave #trading ,JPM,1 +11/18/2019 17:07,$JPM - JPMorgan Chase & Co.: A Low Yielder Preferred Stock IPO Also From The Largest Bank. Read more and sign up fo¡K ,JPM,0 +11/17/2019 7:50,$JPM Emerging Markets Grapple With Low Volatility Amid Rate-Cut Pause via ,JPM,0 +11/15/2019 16:50,Short Interest in JPMorgan Chase & Co. $JPM Increases By 11.0% #stocks,JPM,1 +11/13/2019 3:11,"JPMorgan Chase & Co. $JPM Director Mellody L. Hobson Buys 20,000 Shares ",JPM,1 +11/12/2019 20:50,JPMorgan Chase & Co. $JPM Sets New 52-Week High at $139.30 ,JPM,1 +11/11/2019 14:48,"JPMorgan Chase & Co. $JPM Director Acquires $18,800.00 in Stock #stocks",JPM,1 +11/11/2019 14:34,$JPM Rallied to New All Time Highs #elliottwave #trading ,JPM,1 +11/8/2019 12:41,$JPM Marko Kolanovic on the spike in bond yields:¡§A higher 10Y should be a boost for the rotation and likely posi¡K ,JPM,1 +11/7/2019 13:42,New all-time high list looks pretty familiar. $AAPL $JPM $WMT $GOOGL,JPM,1 +11/7/2019 12:41,I sold the $jpm $132 and some the $133 calls for next Friday¡¦s. (I usually don¡¦t sell naked calls- only at extreme¡K ,JPM,0 +11/7/2019 8:02,Markets Right Now: Trade hopes push US stocks higher $JPM #JPM #Stockindicesandaverages #Stockmarkets¡K ,JPM,1 +11/3/2019 14:21,JPMorgan Chase & Co. $JPM Upgraded at Morgan Stanley #markets,JPM,1 +11/2/2019 9:41,Societe Generale Downgrades JPMorgan Chase & Co. $JPM to Sell ,JPM,0 +11/2/2019 5:03,$JPM $SPX:¡¥Star Wars¡¦ Creator George Lucas Buys More JPMorgan Stock:,JPM,1 +11/1/2019 8:56,Extremely Overbought Short Term (above higher bollinger band)$SPY$QQQ$JPM $SMHProbably many more but these are the big ones ??,JPM,1 +10/29/2019 10:38,JPMorgan Chase & Co. $JPM Stock Rating Lowered by Societe Generale ,JPM,0 +10/29/2019 8:34,Pending home sales reached a 21-month high in September $JPM #JPM #Homebuying #Residentialrealestate #Lifestyle ,JPM,1 +10/28/2019 16:01,$SPX $IXIC $DJI $JPM $C:Jim Cramer breaks down what¡¦s driving the stock market¡¦s rally toward all-time highs:,JPM,0 +10/28/2019 15:46,"JPMorgan Chase & Co. $JPM Insider Sells $109,367.99 in Stock #stocks",JPM,0 +10/28/2019 15:45,JPMorgan Chase & Co. $JPM Insider Nicole Giles Sells 863 Shares ,JPM,0 +10/28/2019 15:38,JPMorgan Chase & Co. $JPM Insider Nicole Giles Sells 863 Shares #stocks,JPM,0 +10/28/2019 15:38,"JPMorgan Chase & Co. $JPM CFO Sells $582,427.32 in Stock #stocks",JPM,0 +10/28/2019 13:48,$JPM Making New All Time Highs : #elliottwave #trading ,JPM,1 +10/28/2019 13:48,$JPM Has a bullish sequence from December 2018 low & August 2019 low aiming for minimum target higher at $129 - $13¡K ,JPM,0 +10/26/2019 14:07,$JPM chief on why #india #income is too low can gte to middle income trap of 4-5K $ like #china in next 10 years ,JPM,0 +10/26/2019 14:05,$JPM #India should remain the fastest growing nation on earth: Jamie Dimon ,JPM,1 +10/26/2019 13:12,"$JPM $THO:Notable Insider Buys In The Past Week: Eli Lilly, JPMorgan, Thor ¡K:",JPM,1 +10/25/2019 9:15,$JPM weekly chart bull flag and subsequent push higher is a print it and stick on the wall piece of chart art,JPM,1 +10/24/2019 16:54,"JPMorgan Chase & Co. $JPM Director Mellody L. Hobson Acquires 16,000 Shares #stocks",JPM,1 +10/24/2019 8:02,* Apple all-time high going back to its IPO in 1980.* JPMorgan all-time high going back to its IPO in 1983.$AAPL $JPM,JPM,1 +10/21/2019 8:31,JPMorgan Chase & Co. $JPM Sets New 52-Week High at $122.99 #stocks,JPM,1 +10/21/2019 8:30,JPMorgan Chase & Co. $JPM Hits New 1-Year High at $122.99 ,JPM,1 +10/21/2019 8:14,"All-time highs in $JPM is not evidence of a downtrend for $JPM, Financials or the S&P500 @canuck2usa ",JPM,1 +10/21/2019 7:31,$JPM Keep trailing up stops. LOD is a good one now. Channel high would be the end target on this set-up. ,JPM,1 +10/20/2019 7:19,UBS Group Raises JPMorgan Chase & Co. $JPM Price Target to $132.00 ,JPM,1 +10/20/2019 5:35,JPMorgan Chase & Co. $JPM Price Target Raised to $110.00 ,JPM,1 +10/20/2019 1:25,"Insider Selling: JPMorgan Chase & Co. $JPM CEO Sells $9,993,014.22 in Stock #stocks",JPM,0 +10/20/2019 1:23,"Gordon Smith Sells 83,289 Shares of JPMorgan Chase & Co. $JPM Stock ",JPM,0 +10/19/2019 10:41,Morgan Stanley Increases JPMorgan Chase & Co. $JPM Price Target to $124.00 ,JPM,1 +10/19/2019 10:21,Royal Bank of Canada Raises JPMorgan Chase & Co. $JPM Price Target to $125.00 ,JPM,1 +10/19/2019 10:19,JPMorgan Chase & Co. $JPM PT Raised to $125.00 at Royal Bank of Canada #markets,JPM,1 +10/18/2019 23:14,Q4 2019 EPS Estimates for JPMorgan Chase & Co. $JPM Cut by Analyst ,JPM,0 +10/18/2019 3:09,"JPMorgan Chase & Co. $JPM CEO Gordon Smith Sells 83,289 Shares ",JPM,0 +10/17/2019 15:24,"JPMorgan Chase & Co. $JPM CEO Sells $9,993,014.22 in Stock #markets",JPM,0 +10/17/2019 4:49,"JPMorgan Chase & Co. $JPM Releases Quarterly Earnings Results, Beats Expectations By $0.23 EPS ",JPM,1 +10/16/2019 22:22,JPMorgan Chase & Co. $JPM Shares Gap Up After Earnings Beat #stocks,JPM,1 +10/16/2019 22:20,JPMorgan Chase & Co. $JPM Shares Gap Up After Better-Than-Expected Earnings ,JPM,1 +10/16/2019 12:17,JPMorgan Chase & Co. $JPM Price Target Raised to $125.00 #stocks,JPM,1 +10/16/2019 12:14,JPMorgan Chase & Co. $JPM Price Target Raised to $125.00 ,JPM,1 +10/16/2019 12:13,BMO Capital Markets Raises JPMorgan Chase & Co. $JPM Price Target to $126.00 #stocks,JPM,1 +10/16/2019 8:05,JPMorgan Chase & Co. $JPM Price Target Raised to $132.00 #stocks,JPM,1 +10/16/2019 5:50,JPMorgan Chase & Co. $JPM PT Raised to $110.00 ,JPM,1 +10/16/2019 3:12,"Good Morning!Futures down slightly.Mostly quiet overnight.$MU Insides seller over 23,000 shares$JPM PT Raised to $132 at UBS",JPM,0 +10/16/2019 2:01,JPMorgan $JPM PT Raised to $132 at UBS ,JPM,1 +10/15/2019 22:19,JPMorgan Chase & Co. $JPM Sets New 1-Year High After Earnings Beat #markets,JPM,1 +10/15/2019 22:17,JPMorgan Chase & Co. $JPM Hits New 52-Week High After Better-Than-Expected Earnings ,JPM,1 +10/15/2019 14:44,"JP Morgan $JPM broke a new historic high on superb earnings, settling +3.0% at $119.96. Arguably, the finest financ¡K ",JPM,1 +10/15/2019 7:39,JPMorgan leading financials higher following strong third quarter results (JPM) $JPM,JPM,1 +10/15/2019 7:33,Stocks move higher as companies report solid earnings $JPM #JPM #Earningsreports #Earnings #Financialperformance ,JPM,1 +10/15/2019 7:25,"$JPM - JPMorgan turns in solid Q3, as NII beats estimates ",JPM,1 +10/15/2019 6:32,$JPM 17000 Oct $121 calls being sold to open into the higher open - willing to be called away,JPM,0 +10/15/2019 5:37,"$JPM (+1.8% pre) J.P. Morgan Chase beats profit and revenue expectations, stock rallies - MW",JPM,1 +10/15/2019 4:39,$JPM shares up 1.8% ahead of the bell following Q3 results ,JPM,1 +10/15/2019 4:25,$JPM beats the Estimize EPS Consensus by 20c and the Estimize Revenue Consensus by $1.56B. Reports FQ3 earnings of¡K ,JPM,1 +10/15/2019 3:53,"$JPM - JPMorgan Chase EPS beats by $0.23, beats on revenue ",JPM,1 +10/14/2019 15:01,$JPM 1 miss in last 4 years ,JPM,0 +10/11/2019 10:41,Fed plans more Treasury purchases to control lending rates $JPM #JPM #Bankingandcredit #Financialservices¡K ,JPM,1 +10/10/2019 10:18,"$sdc is a pure example why u trust price action, not upgrades or investment bankers. I think las week $JPM said $3¡K ",JPM,1 +10/9/2019 7:21,Stocks move broadly higher on Wall Street on trade hopes $JPM #JPM #Technology #Stockmarkets #Financialmarkets ,JPM,1 +10/4/2019 6:15,$JPM - Doubling Down On JPMorgan Chase Dividends For 15% Yields. Continue reading: #stocks #markets #economy,JPM,0 +10/2/2019 22:38,JPMorgan Chase & Co. $JPM Declares Dividend Increase ¡V $0.90 Per Share ,JPM,1 +9/30/2019 17:05,"$JPM broke a new historic high in Sept' of $120.40, settling +7.1% to $117.69. The leader of the US financials, rem¡K ",JPM,1 +9/30/2019 11:03,$JPM Nice upgrade to mark-up $AAPL for End of Quarter¡K clever!,JPM,1 +9/20/2019 13:13,"$JPM $BAC:Postmates Raises $225M, Nears Initial Public Offering:",JPM,1 +9/20/2019 0:53,JPMorgan Chase & Co. $JPM Stock Rating Lowered by Buckingham Research #markets,JPM,0 +9/19/2019 2:01,JPMorgan Chase & Co. $JPM Cut to ¡§Neutral¡¨ at Buckingham Research ,JPM,0 +9/18/2019 13:10,"RT @EyeoftheStormZ: $GOGOKeep in mind the analysts have ZERO built into models for free WiFi. $MS is at $3 PT, $JPM $5.50... upgrade cycl¡K",JPM,1 +9/18/2019 7:38,JPMorgan Chase & Co. $JPM Raises Dividend to $0.90 Per Share ,JPM,1 +9/18/2019 3:13,$JPM - JPMorgan Chase declares $0.90 dividend ,JPM,1 +9/18/2019 0:14,JPMorgan Chase & Co. $JPM Downgraded by Buckingham Research to Neutral ,JPM,0 +9/17/2019 13:38,JPMorgan Chase & Co. $JPM Plans Dividend Increase ¡V $0.90 Per Share #stocks,JPM,1 +9/17/2019 13:34,JPMorgan Chase & Co. $JPM Plans Dividend Increase ¡V $0.90 Per Share #markets,JPM,1 +9/17/2019 13:33,JPMorgan Chase & Co. $JPM Announces Dividend Increase ¡V $0.90 Per Share ,JPM,1 +9/16/2019 4:40,JPMorgan Chase & Co. $JPM Cut to ¡§Neutral¡¨ at Buckingham Research #stocks,JPM,0 +9/16/2019 4:00,???? $JPM DOWNGRADE FROM BUCKINGHAM,JPM,0 +9/15/2019 19:19,JPMorgan Chase & Co. $JPM Short Interest Down 7.5% in August #stocks,JPM,0 +9/15/2019 19:17,JPMorgan Chase & Co. $JPM Short Interest Down 7.5% in August ,JPM,0 +9/13/2019 13:23,Markets Right Now: Stocks mostly lower as tech shares drop $JPM #JPM #Technology #Stockprices¡K ,JPM,0 +9/13/2019 13:11,"RT @yuriymatso: $JPM monthly chart. Big buy orders at the session close. If this break out is legit, we'll see much higher prices. ",JPM,1 +9/13/2019 12:16,Good times for Jamie Dimon. $JPM hit a new all-time high today. Other notable stocks notching records? $WMT $BAM¡K ,JPM,1 +9/13/2019 11:21,US stocks edge lower as tech drop offsets banks' gains $JPM #JPM #Economy #Internationalrelations #Stockmarkets ,JPM,0 +9/12/2019 16:58,"$CRWD $JPM Cloudflare prices IPO shares at $15, higher than elevated range ",JPM,1 +9/11/2019 14:38,RT @ZenTrends: $JPM pressing all-time highs and upper range of the last 18-months. Would be hard to argue against the bull case if that beg¡K,JPM,1 +9/10/2019 9:28,US job openings fell 0.4% in July $JPM #JPM #Economicgrowth #Economy #Employmentfigures ,JPM,0 +9/9/2019 8:18,$JPM $BAC:Trump¡¦s Trade War Starts to Hit Consumers Where It Counts ¡V In Their Confidence:,JPM,0 +9/7/2019 5:31,JPMorgan Chase & Co. $JPM Rating Increased to Hold at ValuEngine ,JPM,1 +9/6/2019 5:36,$MS raised their price target in $LULU to 168. not sure how to process... $JPM raised from 200---$230. nice spread.¡K ,JPM,1 +8/28/2019 23:12,Asian markets sink on uncertainty after Wall Street recovery $JPM #JPM #Economy #Brentcrudemarkets #Crudeoilmarkets ,JPM,0 +8/27/2019 11:57,Dividend Heavy Hitters: End-Of-Summer Edition -- my article for @TalkMarkets $JPM $T¡K ,JPM,1 +8/21/2019 17:25,Investment Analysts¡¦ Recent Ratings Updates for JPMorgan Chase & Co. $JPM #stocks,JPM,1 +8/21/2019 3:37,DZ Bank Downgrades JPMorgan $JPM to Hold ,JPM,0 +8/20/2019 5:20,$jpm says buy fucking dip New all time high coming for $spy $qqq $dia. ,JPM,1 +8/16/2019 3:16,JPMorgan $JPM PT Lowered to $125 at Wells Fargo ,JPM,0 +8/11/2019 8:00,"Notable Insider Buys This Past Week: Dish, JPMorgan, Netflix $DISH $JPM $NFLX $MYL ",JPM,1 +8/11/2019 2:01,"Insider Buying: JPMorgan Chase & Co. $JPM Director Buys 18,200 Shares of Stock ",JPM,1 +8/9/2019 17:34,JPMorgan Chase & Co. $JPM Downgraded to ¡§Sell¡¨ at ValuEngine ,JPM,0 +8/9/2019 17:34,JPMorgan Chase & Co. $JPM Downgraded to ¡§Sell¡¨ at ValuEngine #stocks,JPM,0 +8/9/2019 5:46,JPMorgan $JPM PT Lowered to $122 at Morgan Stanley ,JPM,0 +8/8/2019 14:57,"JPMorgan Chase & Co. $JPM Director Mellody L. Hobson Purchases 18,200 Shares #stocks",JPM,1 +8/8/2019 6:16,ValuEngine Downgrades JPMorgan Chase & Co. $JPM to Sell ,JPM,0 +7/31/2019 11:05,$SPY likley 290 test before new high even $JPM called for 10% correction after #fed,JPM,1 +7/24/2019 15:59,$JPM downgrade with 89 PT for $XLNX tomorrow PM ,JPM,0 +7/24/2019 10:13,#Argentina #VacaMuerta $JPM raised $YPF price target to $21 from $18 per-share. $MVN $MDLNF,JPM,1 +7/24/2019 5:05,$snap $jpm upgrades from 11 to 17 pt ,JPM,1 +7/23/2019 19:13,$jpm upgraded $snap to 28 pt call of the day,JPM,1 +7/21/2019 1:16,"Insider Selling: JPMorgan Chase & Co. $JPM Insider Sells $1,524,609.48 in Stock ",JPM,0 +7/21/2019 1:15,"Peter Scher Sells 10,816 Shares of JPMorgan Chase & Co. $JPM Stock ",JPM,0 +7/21/2019 1:15,"Insider Selling: JPMorgan Chase & Co. $JPM Insider Sells 13,341 Shares of Stock #markets",JPM,0 +7/19/2019 14:29,"JPMorgan Chase & Co. $JPM EVP Sells $1,243,840.00 in Stock #stocks",JPM,0 +7/18/2019 17:22,"Insider Selling: JPMorgan Chase & Co. $JPM Insider Sells 13,341 Shares of Stock #stocks",JPM,0 +7/16/2019 16:29,"$JPM Kolanovic is likely right that Value is close to starting to outperform Growth, but i see this taking at least¡K ",JPM,1 +7/16/2019 13:29,$JPM Did 3 swings pullback into extreme area $112.2 - $110.27 from where a bounce higher took place today #elliottwave #trading,JPM,1 +7/16/2019 10:08,STOCKS NOW:- Dow up 14.44 - Nasdaq down 22.74 - S&P down 5.48 - #StockoftheDay $JPM up 0.34%. More here:¡K ,JPM,0 +7/16/2019 6:26,JPMorgan Chase Q2 EPS $2.82 Beats $2.52 Estimate $JPM @benzinga,JPM,1 +7/16/2019 5:48,"JPMorgan Chase & Co. $JPM Releases Quarterly Earnings Results, Beats Expectations By $0.32 EPS #stocks",JPM,1 +7/16/2019 5:43,"$JPM (-1.7% pre) JP Morgan posts an earnings beat, but the bank¡¦s stock falls on lowered interest forecast - CNBC",JPM,0 +7/16/2019 4:26,#StockoftheDay $JPM down over 1.6% despite strong earnings ,JPM,0 +7/16/2019 4:26,Good but not good enough? JPMorgan Chase beat on earnings and revs. But $JPM down nearly 2% #premarket so far.,JPM,0 +7/16/2019 3:50,"$JPM - JPMorgan Chase EPS beats by $0.33, beats on revenue ",JPM,1 +7/16/2019 3:49,"$JPM Beats EPS,",JPM,1 +7/15/2019 13:18,Markets Right Now: Stocks end a wobbly day slightly higher $JPM #JPM #Technology #Stockindicesandaverages¡K ,JPM,1 +7/15/2019 12:21,"$JPM 10,000 Sep $120 calls sold $1.14 ahead of earnings",JPM,0 +7/15/2019 11:10,$JPM has earnings early Tuesday.Will the stock open higher or lower?,JPM,1 +7/15/2019 9:04,$JPM $C:Citi Handicaps Drop in Lending Revenue as Fed Nudges Toward Interest-Rate Cuts:,JPM,0 +7/12/2019 3:43,Jefferies Financial Group Analysts Lower Earnings Estimates for JPMorgan Chase & Co. $JPM #stocks,JPM,0 +7/9/2019 9:45,$SPY $QQQ $DIA 25 bps rate cut in #july 25 in #september says $JPM,JPM,0 +7/9/2019 6:52,TREND REVERSAL DOWN ALERT: $JPM JP Morgan Chase & Co. ?? TradeIdeas via to FREE Trading Room,JPM,0 +7/8/2019 5:17,$JPM PT LOWERED TO $125 FROM $130 AT MORGAN STANLEY,JPM,0 +7/4/2019 5:01,Oppenheimer Raises JPMorgan Chase & Co. Q3 2019 Earnings Estimates to $2.50 EPS (Previously $2.48). $JPM #JPM,JPM,1 +7/3/2019 0:12,"$JPM $MDT:My Dividend Growth Portfolio Q2 Update: 41 Holdings, 8 Buys, 8 Sells:",JPM,1 +7/2/2019 5:10,JPMorgan Chase & Co. to Issue Quarterly Dividend of $0.80 $JPM ,JPM,1 +7/1/2019 13:24,$JPM I was to early with calls 10 days ago. we finally got the move higher the last couple days ,JPM,1 +7/1/2019 4:44,JPMorgan Chase & Co. $JPM To Go Ex-Dividend on July 3rd ,JPM,1 +6/30/2019 14:00,'We're All In': @jpmorgan Chase Increases @CityofDetroit Investment To $200M $JPM ,JPM,1 +6/28/2019 20:25,JPMorgan Chase & Co. $JPM Shares Gap Up to $108.84 #markets,JPM,1 +6/28/2019 20:24,JPMorgan Chase & Co. $JPM Shares Gap Up to $108.84 ,JPM,1 +6/28/2019 5:40,$JPM (+2.0% pre) JPMorgan Chase (JPM) Plans Dividend Increase and $29.4 Billion Capital Repurchase Program - SI,JPM,1 +6/28/2019 4:32,"$JPM said it will increase its third quarter dividend by 12.5% to 90 cents a share, and buyback around $29.4 billio¡K ",JPM,1 +6/28/2019 2:33,$JPM Fed does not object to its CCAR plan; approves $29.4B (8% of market cap) share buyback and 12.5% dividend incr¡K ,JPM,1 +6/27/2019 13:37,JPMorgan Chase $JPM to raise dividend by 13% ,JPM,1 +6/26/2019 18:35,'We're All In': JPMorgan Chase Increases Detroit Investment To $200M $JPM ,JPM,1 +6/26/2019 7:39,$JPM adding a bit more here. Buying banks is like dating down at this point. #meangirl,JPM,0 +6/24/2019 10:52,RT @ThorntonMcEnery: Am I alone in assuming that DJ D-Sol cut this sick track as an open plea for Daniel Pinto to leave $JPM and come run M¡K,JPM,0 +6/21/2019 15:59,"$MU settled -2.6% to $32.25, as yesterday's black candle played out, helped by a couple of downgrades from $JPM (64¡K ",JPM,0 +6/21/2019 15:04,$JPM $WFC $UBS:Muni Bonds Are in High Demand and Short Supply:,JPM,1 +6/21/2019 9:29,Stocks wobble a day after hitting record high $JPM #JPM #Stockprices #Leadingeconomicindicators #Economy ,JPM,1 +6/17/2019 4:48,"$JPM Asset Management upgrades UK gilts, dollar to 'neutral' - ",JPM,1 +6/16/2019 0:32,JPMorgan Chase & Co. $JPM Stock Price Down 0.4% ,JPM,0 +6/14/2019 11:39,$UAA upward path since the qtr and the $JPM upgrade ¡K.,JPM,1 +6/6/2019 4:24,$SMAR PT raised to $47 from $45 at $JPM - keeps Overweight rating,JPM,1 +6/3/2019 23:26,$JPM $NULL:US Treasurys tick higher as investors await economic data:,JPM,1 +6/3/2019 9:23,$JPM have an end year 10yr yield target of just 1.75%.. which isn't that far from the 2016 low of 1.37%. Lower yiel¡K ,JPM,0 +6/3/2019 8:44,$JPM $DB:JPMorgan Expects the Fed to Cut Interest Rates Twice This Year:,JPM,0 +5/28/2019 3:50,$HUYA upgraded to Overweight from Neutral at $JPM - lowers PT to $26 from $28,JPM,1 +5/23/2019 7:47,Stocks tumble on trade war anxiety; Dow down as much as 400 $JPM #JPM #Technology #Internationaltrade #Economy ,JPM,0 +5/21/2019 15:01,JPMorgan Chase & Co. $JPM Plans Quarterly Dividend of $0.80 #stocks,JPM,1 +5/21/2019 3:19,$JPM - 8% Shareholder Yield: JPMorgan Chase Is A Strong Buy ,JPM,1 +5/18/2019 4:35,JPMorgan Chase & Co. $JPM Rating Lowered to Hold at Zacks Investment Research ,JPM,0 +5/17/2019 12:46,"$MMM $JPM $GE:JP Morgan warns 3M¡¦s troubles will continue, may cut dividend ¡¥after 37 straight years of increa¡K:",JPM,0 +5/15/2019 13:40,Berkshire Hathaway Raises Share Stake In JPMorgan Chase & Co. By 18.8% To 59.5Mln Shares $JPM,JPM,1 +5/15/2019 2:39,Global stocks follow Wall Street higher $JPM #JPM #Tradebarriers #Tradepolicy #Internationaltrade ,JPM,1 +5/13/2019 8:20,Escalating US-China trade war sends stocks plunging $JPM #JPM #Preciousmetalmarkets #Metalmarkets #Commoditymarkets ,JPM,0 +5/13/2019 3:14,State Of Wisconsin Investment Board Cut Jpmorgan Chase & Co $JPM Stake by $10.32 Million as Share Value Declined ,JPM,0 +5/11/2019 3:16,California State Teachers Retirement System Has Decreased Its Jpmorgan Chase Co $JPM Position by $9.88 Million ,JPM,0 +5/10/2019 10:34,$SRE $JPM $NEE - Barron's names 7 dividend picks ,JPM,1 +5/6/2019 2:56,JPMorgan Chase & Co. $JPM ¡V Analysts¡¦ Weekly Ratings Updates #stocks,JPM,1 +5/1/2019 7:33,"So what about $JPM going out at new all-time monthly closing highs. Which is like, the highest price ever after goi¡K ",JPM,1 +5/1/2019 3:45,JP Morgan Chase aiming for new all-time highs $JPM #elliottwave ,JPM,1 +4/29/2019 8:49,JPMorgan 2019 high $JPM ,JPM,1 +4/25/2019 18:51,Investors Sell Shares of JPMorgan Chase & Co. $JPM on Strength $JPM ,JPM,0 +4/25/2019 8:26,$JPM obviously .. I feel like the O is too damn close to the P ,JPM,1 +4/24/2019 12:23,$JPM Showing an impulsive structure from 2009 low & looking to remain supported for new all time highs #elliottwave,JPM,1 +4/24/2019 11:33,$JPM JPMorgan Chase (NYSE: JPM) Aiming for New All Time Highs .#elliottwave ,JPM,1 +4/24/2019 8:35,$JPM Showing an impulsive structure from 2009 low & looking to remain supported for new all time highs¡K ,JPM,1 +4/24/2019 8:35,$JPM Aiming higher for target area $115 ¡V $126 coming from December 2018 low before 3 waves pullback takes place¡K ,JPM,1 +4/23/2019 12:00,"RT @realmoney: JPMorgan $JPM shared that it will review its wage structure to remain competitiveWhat this means is smaller banks, such as¡K",JPM,1 +4/21/2019 13:38,$JPM - JPMorgan to widen use of blockchain system ,JPM,1 +4/20/2019 22:46,Traders Buy Shares of JPMorgan Chase & Co. $JPM on Weakness ,JPM,1 +4/20/2019 22:44,Traders Buy Shares of JPMorgan Chase & Co. $JPM on Weakness #markets,JPM,1 +4/19/2019 8:59,"Insider Buying: JPMorgan Chase & Co. $JPM Director Buys 1,700 Shares of Stock ",JPM,1 +4/19/2019 8:58,"JPMorgan Chase & Co. $JPM Director Mellody L. Hobson Buys 1,700 Shares of Stock #stocks",JPM,1 +4/19/2019 2:52,JPMorgan Chase & Co. $JPM Price Target Increased to $132.00 by Analysts at Credit Suisse Group #stocks,JPM,1 +4/19/2019 2:51,JPMorgan Chase & Co. $JPM Price Target Increased to $132.00 by Analysts at Credit Suisse Group ,JPM,1 +4/19/2019 2:49,"JPMorgan Chase & Co. $JPM General Counsel Sells $407,172.50 in Stock ",JPM,0 +4/19/2019 2:49,JPMorgan Chase & Co. $JPM Price Target Raised to $118.00 ,JPM,1 +4/19/2019 1:15,"JPMorgan Chase & Co. $JPM CFO Sells $12,666,796.25 in Stock ",JPM,0 +4/18/2019 14:27,"JPMorgan Chase & Co. $JPM Director Mellody L. Hobson Buys 1,700 Shares ",JPM,1 +4/18/2019 14:27,"JPMorgan Chase & Co. $JPM Director Purchases $194,242.00 in Stock ",JPM,1 +4/18/2019 14:26,"JPMorgan Chase & Co. $JPM Director Mellody L. Hobson Buys 1,700 Shares #stocks",JPM,1 +4/18/2019 8:58,$JPM Extending higher within cycle from December 2018 low and aiming for target at $115 - $119 area #elliottwave $XLF,JPM,1 +4/18/2019 4:12,JPMorgan Chase & Co. $JPM Upgraded at Zacks Investment Research ,JPM,1 +4/17/2019 10:27,Awesome action in $JPM after its #PowerEarningsGap 3 days ago!!Look for $PGR to do the same next few days ,JPM,1 +4/17/2019 3:28,"JPMorgan Chase & Co. $JPM General Counsel Stacey Friedman Sells 3,710 Shares of Stock ",JPM,0 +4/17/2019 3:27,"Insider Selling: JPMorgan Chase & Co. $JPM General Counsel Sells 3,710 Shares of Stock #markets",JPM,0 +4/17/2019 2:27,"JPMorgan Chase & Co. $JPM CFO Marianne Lake Sells 115,415 Shares of Stock ",JPM,0 +4/17/2019 0:20,JPMorgan Chase & Co. $JPM Rating Increased to Hold at Zacks Investment Research ,JPM,1 +4/17/2019 0:18,JPMorgan Chase & Co. $JPM Raised to ¡§Hold¡¨ at Zacks Investment Research #stocks,JPM,1 +4/16/2019 23:58,Credit Suisse Group Increases JPMorgan Chase & Co. $JPM Price Target to $132.00 #markets,JPM,1 +4/16/2019 23:56,JPMorgan Chase & Co. $JPM PT Raised to $130.00 ,JPM,1 +4/16/2019 23:18,$JPM $WFC:Why The Q1 Earnings Season Is Poised To Be One Of The Most ¡K:,JPM,1 +4/16/2019 22:42,Investors Sell JPMorgan Chase & Co. $JPM on Strength Following Insider Selling #markets,JPM,0 +4/16/2019 22:42,Traders Sell JPMorgan Chase & Co. $JPM on Strength Following Insider Selling ,JPM,0 +4/16/2019 17:21,"Douglas B. Petno Sells 18,303 Shares of JPMorgan Chase & Co. $JPM Stock #stocks",JPM,0 +4/16/2019 17:20,"Insider Selling: JPMorgan Chase & Co. $JPM CFO Sells 115,415 Shares of Stock #stocks",JPM,0 +4/16/2019 17:20,"JPMorgan Chase & Co. $JPM Insider Ashley Bacon Sells 20,145 Shares #stocks",JPM,0 +4/16/2019 17:19,Investors Sell JPMorgan Chase & Co. $JPM on Strength on Insider Selling ,JPM,0 +4/16/2019 7:46,Head to Head Analysis: United Security Bancshares $UBFO and JPMorgan Chase & Co. $JPM #stocks,JPM,1 +4/15/2019 12:04,JPMorgan Chase & Co. $JPM PT Raised to $118.00 at BMO Capital Markets #stocks,JPM,1 +4/15/2019 12:04,JPMorgan Chase & Co. $JPM Price Target Raised to $132.00 at Credit Suisse Group #stocks,JPM,1 +4/15/2019 8:00,"Morgan Stanley Maintains Overweight on JPMorgan Chase, Raises Price Target to $130 $JPM @benzinga",JPM,1 +4/15/2019 3:58,JPMorgan $JPM PT Raised to $125 at UBS ,JPM,1 +1/16/2020 10:13,"On this episode of #OptionsPlaybookRadio, we break down some delicious butterfly spreads in $MCD at ",MCD,0 +1/15/2020 20:56,Robinhood challenge acctUp 11% today$MCD 212.5C trimmed 1/2 today$IWM 1/24 169C roll upLet¡¦s see if breaks¡K ,MCD,0 +1/15/2020 11:32,$MCD daily chart breaking small bull flag and continues to hold above the October gap down. Stop raised today on t¡K ,MCD,1 +1/15/2020 5:38,#BeyondMeat Downgraded To Market Perform From Outperform At Bernstein $BYND Also $MCD ,MCD,0 +1/13/2020 0:36,SunTrust Banks Raises Mcdonald's FY2020 Earnings Estimates to $8.53 EPS (Previously $8.50). $MCD #MCD,MCD,1 +1/10/2020 4:28,Oppenheimer Raises Mcdonald's Q4 2019 Earnings Estimates to $1.93 EPS (Previously $1.92). $MCD #MCD,MCD,1 +1/9/2020 8:36,"@BearingtonTrade Sold last 1/3 $1.6 from $0.4Ok, I am done with $MCDLoL",MCD,0 +1/8/2020 22:08,"$MCD maybe fill that gap 208.44 from Oct completely this week? Only $2.5 from today close ??Sold too soon, still 1¡K ",MCD,0 +1/8/2020 13:05,$MCD working on filling the earnings gap down from october levels on radar 207.12 and 208.51. I have a let it ride¡K ,MCD,0 +1/8/2020 8:29,@BearingtonTrade Sold last remaining $MCD 202.5C $2.0 from $0.5Still holding 205C roll up in at $0.4 ,MCD,0 +1/8/2020 6:45,$MCD - Bidding opens up for McDonald's China stake ,MCD,1 +1/7/2020 13:58,$MCD $BYND - Beyond Meat jumps after Impossible Foods-Mickey D's talks end ,MCD,1 +1/6/2020 16:04,$MCD #insideday follow up as it held the prior day's high inside the #15ORB before taking them out on an outside 15¡K ,MCD,1 +1/6/2020 9:11,"@BearingtonTrade $MCD 1/10 202.5sold 1/2 $0.90 from $0.5, 80% ????",MCD,0 +1/5/2020 3:51,"LivaNova PLC $LIVN CEO Damien Mcdonald Sells 1,000 Shares ",MCD,0 +1/4/2020 3:44,"LivaNova PLC $LIVN CEO Damien Mcdonald Sells 1,000 Shares of Stock ",MCD,0 +1/3/2020 11:51,"LivaNova PLC $LIVN CEO Damien Mcdonald Sells 1,000 Shares #stocks",MCD,0 +1/3/2020 11:38,The industry average ROA is 3.91%. $MCD outperforms 91% of its industry peers. ,MCD,1 +12/24/2019 23:50,Q1 2020 EPS Estimates for Mcdonald¡¦s Corp Raised by Piper Jaffray Companies $MCD ,MCD,1 +12/22/2019 23:58,Piper Jaffray Companies Raises Mcdonald's Q1 2020 Earnings Estimates to $1.90 EPS (Previously $1.88). $MCD #MCD,MCD,1 +12/20/2019 23:34,Mcdonald¡¦s $MCD Price Target Raised to $230.00 ,MCD,1 +12/19/2019 16:26,"$mcd - weekly nice 50ma weekly tag resistance multiple levels - watch coming weeks, we can base and rip higher ",MCD,1 +12/19/2019 9:53,$MCD Mcdonald's Target Raised by Morgan Stanley $196.94 $214.00 ? $230.00 Overweight,MCD,1 +12/19/2019 4:48,McDonald's $MCD PT Raised to $230 at Morgan Stanley ,MCD,1 +12/18/2019 8:23,$mcd it was a fucking bear flag all alongFuck everyone who wanted it higher lol,MCD,1 +12/17/2019 21:44,"$MCD good open but bad all day and finish ?????Still above 9EMA so should be okayIn 12/27 200CSold 1/3 40%, 1/¡K ",MCD,0 +12/17/2019 10:45,I should sold all $MCD in the morning and kept some $TGT??????????????,MCD,0 +12/17/2019 7:47,@BearingtonTrade $MCD 12/27 200C Sold 1/3 $1.2 from $0.5Now 1/3 remaining,MCD,0 +12/16/2019 11:07,Long $mcd here New month high today - $206 by next week? LOL just kidding,MCD,1 +12/14/2019 14:21,$mcd we got the fliparoo finally LT - maybe this does just keep churning higher at this point Any short term nois¡K ,MCD,1 +12/14/2019 12:26,"Notable inside week follow-up: $TSLA good for almost 30 points! $MCD good for 2 points, $ISRG down 3 then back i¡K ",MCD,0 +12/13/2019 14:08,$mcd - nice day there today - still not out of the woodsReally needs to take our last months high - but today was¡K ,MCD,1 +12/12/2019 18:34,"The SEIU has tried to take down $McD from all angles: courts, Fight for $15, revolt w franchisees over rent, impers¡K ",MCD,0 +12/12/2019 9:50,Mcdonald¡¦s $MCD Given Buy Rating at Stephens ,MCD,1 +12/12/2019 9:35,"$MCD if wants high short term levels on my radar 196.54 move and hold over, then 197ish and 197.30ish, 198.28 No¡K ",MCD,1 +12/9/2019 15:53,"RT @YahooFinance: Highlight: Hercules Investments CEO James McDonald on the jobs report: ""Trump now knows he's got a strong market, high co¡K",MCD,1 +12/6/2019 8:13,"Damien Mcdonald Sells 1,000 Shares of LivaNova PLC $LIVN Stock ",MCD,0 +12/4/2019 21:18,"Damien Mcdonald Sells 1,000 Shares of LivaNova PLC $LIVN Stock #stocks",MCD,0 +12/1/2019 8:38,"$MCD in Downtrend: its price may decline as a result of having broken its higher Bollinger Band on November 27, 201¡K ",MCD,1 +11/30/2019 9:59,"$MCD in Downtrend: its price expected to drop as it breaks its higher Bollinger Band on November 27, 2019. View odd¡K ",MCD,0 +11/29/2019 23:35,Here's why $MCD has been moving higher over the years. Fascinating tale of efficiency and productivity while cullin¡K ,MCD,1 +11/27/2019 8:03,Mcdonald¡¦s Corp $MCD Increases Dividend to $1.25 Per Share ,MCD,1 +11/27/2019 8:02,Mcdonald¡¦s Corp $MCD to Issue Quarterly Dividend of $1.25 on December 16th #stocks,MCD,1 +11/27/2019 7:15,Mcdonald¡¦s Corp $MCD Announces Dividend Increase ¡V $1.25 Per Share ,MCD,1 +11/21/2019 4:28,"Mcdonald¡¦s Corp $MCD Director Acquires $194,120.00 in Stock ",MCD,1 +11/20/2019 4:23,"John W. Rogers, Jr. Acquires 1,000 Shares of Mcdonald¡¦s Corp $MCD Stock ",MCD,1 +11/18/2019 19:36,"$MCD franchisees have asked for the same thing. It¡¦s about the pressure fryer, however, it all comes down to batch¡K ",MCD,0 +11/18/2019 18:27,"Mcdonald¡¦s Corp $MCD Director Purchases $194,120.00 in Stock #stocks",MCD,1 +11/18/2019 15:40,"$MCD #MCD higher highs, higher lows, 197.5/200 longer term ",MCD,1 +11/14/2019 7:49,Taking the day offHolding $noc and $mcd I¡¦ll manage those todayNeed a rest lolI¡¦ll drop in from time to time¡K ,MCD,0 +11/13/2019 12:31,$MCD back above the 10 EMA on the daily next level on radar if wants higher is a move and hold over 194.60 Stop set in b/e area,MCD,1 +11/13/2019 4:02,"Mcdonald¡¦s Corp $MCD Chairman Purchases $484,575.00 in Stock ",MCD,1 +11/12/2019 22:22,Mcdonald¡¦s $MCD Upgraded to ¡§Buy¡¨ at Longbow Research ,MCD,1 +11/12/2019 22:18,Mcdonald¡¦s $MCD Upgraded to ¡§Buy¡¨ at Longbow Research #markets,MCD,1 +11/12/2019 11:55,"Mcdonald¡¦s Corp $MCD Chairman Enrique Hernandez, Jr. Buys 2,500 Shares #stocks",MCD,1 +11/10/2019 18:32,Mcdonald¡¦s $MCD Upgraded to ¡§Buy¡¨ by Longbow Research ,MCD,1 +11/9/2019 4:04,"John J. Mulligan Acquires 1,300 Shares of Mcdonald¡¦s Corp $MCD Stock ",MCD,1 +11/8/2019 18:22,Mcdonald¡¦s $MCD Upgraded to Buy at Longbow Research #stocks,MCD,1 +11/8/2019 8:57,"Mcdonald¡¦s Corp $MCD Director John J. Mulligan Purchases 1,300 Shares ",MCD,1 +11/8/2019 1:05,Mcdonald¡¦s $MCD Price Target Cut to $216.00 by Analysts at Citigroup #markets,MCD,0 +11/7/2019 6:44,"Damien Mcdonald Sells 1,000 Shares of LivaNova PLC $LIVN Stock #markets",MCD,0 +11/6/2019 16:53,"Mcdonald¡¦s Corp $MCD CEO Christopher J. Kempczinski Buys 2,580 Shares ",MCD,1 +11/6/2019 16:54,"Insider Buying: Mcdonald¡¦s Corp $MCD CEO Acquires 2,580 Shares of Stock #stocks",MCD,1 +11/5/2019 23:52,Mcdonald¡¦s $MCD Price Target Cut to $216.00 ,MCD,0 +11/5/2019 20:53,Mcdonald¡¦s $MCD Downgraded to ¡§Neutral¡¨ at Piper Jaffray Companies #stocks,MCD,0 +11/5/2019 20:53,Mcdonald¡¦s $MCD Downgraded to ¡§Neutral¡¨ at Piper Jaffray Companies ,MCD,0 +11/5/2019 6:37,RT @realmoney: McDonald's $MCD sheds $4 billion in market value as CEO Steve Easterbrook steps down Follow the latest over on @TheStreet¡K,MCD,0 +11/5/2019 4:04,Beyond Meat upgraded to Outperform from Market Perform at Bernstein $BYND $MCD ,MCD,1 +11/4/2019 17:51,MKM Partners Trims Mcdonald¡¦s $MCD Target Price to $225.00 #stocks,MCD,0 +11/4/2019 14:23,"$SHAK comps growing slower than $MCDThey can make it up by building 19,000 more units and competing on convenienc¡K ",MCD,1 +11/4/2019 13:06,McDonald's investors are not Lovin' It today as stock is down on CEO departure $MCD,MCD,0 +11/4/2019 12:44,RT @harmongreg: $MCD has now retraced 61.8% of the move up off of the December low to the August high ,MCD,0 +11/4/2019 11:04,$MCD should start to accelerate down now that we broke $188,MCD,0 +11/4/2019 8:36,$MCD Today's range is key. LOD tested my 2X H&S Top down side PT. The last rally came early & hadn't completed the¡K ,MCD,0 +11/4/2019 8:21,McDonald's down 15% from its peak. $MCD ,MCD,0 +11/4/2019 8:16,"RT @Stocktwits: $MCD is down 2% as CEO Steve Easterbrook gets ousted for having a relationship with an employee. For $15million a year, you¡K",MCD,0 +11/4/2019 7:35,RT @UnusualActivit3: McDonald's Corporation $MCD down by -2.58% at $188.93UNUSUAL ACTIVITY VOLUME 2545.18% STRENGTH 592.2% #Stocks #Unu¡K,MCD,0 +11/4/2019 6:06,Piper Jaffray Companies Downgrades Mcdonald¡¦s $MCD to Neutral #stocks,MCD,0 +11/4/2019 5:15,the pre-market gap not bad at all. opened 192 traded down to 188ish now back above 190. down less than 2%... $MCD ,MCD,0 +11/4/2019 4:45,$MCD was cut to neutral from overweight at Piper Jaffray after McDonald¡¦s CEO Easterbrook was fired. What you need¡K ,MCD,0 +11/4/2019 4:44,$MCD down 3% #premarket on Easterbrook ouster shocker. Companies announcing CEO changes often lag market in short-t¡K ,MCD,0 +11/4/2019 4:13,???? $MCD DOWNGRADED BY PIPER TO NEUTRAL FROM OVERWEIGHT? ¡§CEO changes of this magnitude tend to be disruptive¡¨,MCD,0 +11/3/2019 20:46,"wow, $MCD goes down big tomorrow ",MCD,0 +11/3/2019 16:50,$MCD sold off recently following its earning's report so was moving closer to favorable prices for those with longe¡K ,MCD,0 +11/3/2019 16:33,"Mcdonalds $MCD chart broke down a while ago. Now the news, as always someone knows something!",MCD,0 +11/3/2019 15:04,$MCD Monthly 30 vacuum down coming fast off this news will be healthy. Anything close to 30 long 14 ,MCD,0 +11/3/2019 14:46,McDonald's CEO steps down after relationship with employee $MCD #MCD #Laborissues #Socialissues #Socialaffairs ,MCD,0 +10/30/2019 2:53,"RT @AmandaWeindel: FULL VIDEO: @CourtReagan sat down with the Lululemom CEO Calvin McDonald to discuss the company¡¦s growth strategy, stat¡K",MCD,0 +10/29/2019 13:57,RT @reviewjournal: HAVE YOU SEEN HER? Maria McDonald was last seen at Foothill High School on Monday morning,MCD,1 +10/29/2019 10:06,"From menswear to a loyalty program, Lululemon CEO Calvin McDonald shares how the company is growing and where it's¡K ",MCD,1 +10/29/2019 8:31,$BYND $RRGB $MCD $DNKN:CEO defends Beyond Meat as shares tank: ¡¥My focus is entirely on growing this business¡¦:,MCD,1 +10/28/2019 11:06,My Watch-List for an All-Time High Stock Market $V $WYNN $NVDA $MSFT $MCD + More ,MCD,1 +10/27/2019 9:22,Mcdonald¡¦s $MCD PT Lowered to $230.00 #markets,MCD,0 +10/27/2019 8:38,Mcdonald¡¦s $MCD Price Target Cut to $220.00 by Analysts at Telsey Advisory Group ,MCD,0 +10/27/2019 8:37,Mcdonald¡¦s $MCD PT Lowered to $215.00 ,MCD,0 +10/27/2019 7:04,"$MCD Over sold now and below the 200D, possible bounce play here to 199, but better charts out there. Support arou¡K ",MCD,0 +10/26/2019 22:41,Q4 2019 EPS Estimates for Mcdonald¡¦s Corp Decreased by Analyst $MCD ,MCD,0 +10/26/2019 5:08,MKM Partners Trims Mcdonald¡¦s $MCD Target Price to $240.00 ,MCD,0 +10/26/2019 5:06,Wells Fargo & Co Trims Mcdonald¡¦s $MCD Target Price to $222.00 ,MCD,0 +10/26/2019 5:05,Mcdonald¡¦s $MCD PT Lowered to $225.00 at KeyCorp #markets,MCD,0 +10/26/2019 5:04,Mcdonald¡¦s $MCD PT Lowered to $230.00 at Credit Suisse Group ,MCD,0 +10/26/2019 5:03,Mcdonald¡¦s $MCD Price Target Cut to $240.00 #stocks,MCD,0 +10/25/2019 23:34,Q4 2019 EPS Estimates for Mcdonald¡¦s Corp $MCD Decreased by SunTrust Banks #stocks,MCD,0 +10/25/2019 23:32,Q4 2019 EPS Estimates for Mcdonald¡¦s Corp $MCD Decreased by SunTrust Banks ,MCD,0 +10/25/2019 13:05,Mcdonald¡¦s $MCD Price Target Cut to $225.00 ,MCD,0 +10/25/2019 8:48,Mcdonald¡¦s $MCD Price Target Cut to $240.00 by Analysts at MKM Partners ,MCD,0 +10/25/2019 4:05,Q4 2019 EPS Estimates for Mcdonald¡¦s Corp Cut by SunTrust Banks $MCD ,MCD,0 +10/25/2019 4:01,Q4 2019 EPS Estimates for Mcdonald¡¦s Corp Cut by SunTrust Banks $MCD #stocks,MCD,0 +10/25/2019 3:47,FY2019 EPS Estimates for Mcdonald¡¦s Corp Decreased by Analyst $MCD #stocks,MCD,0 +10/25/2019 3:46,FY2019 EPS Estimates for Mcdonald¡¦s Corp $MCD Cut by Jefferies Financial Group ,MCD,0 +10/24/2019 17:41,SunTrust Banks Trims Mcdonald¡¦s $MCD Target Price to $230.00 ,MCD,0 +10/24/2019 16:49,Mcdonald¡¦s $MCD Price Target Cut to $212.00 by Analysts at UBS Group #stocks,MCD,0 +10/24/2019 16:47,UBS Group Trims Mcdonald¡¦s $MCD Target Price to $212.00 ,MCD,0 +10/24/2019 11:03,Mcdonald¡¦s $MCD PT Lowered to $225.00 ,MCD,0 +10/23/2019 13:45,Mcdonald¡¦s $MCD Price Target Lowered to $240.00 at MKM Partners #stocks,MCD,0 +10/23/2019 11:43,Mcdonald¡¦s $MCD PT Lowered to $212.00 at UBS Group #stocks,MCD,0 +10/23/2019 7:19,"At 7.5x, McDonalds Price to Sales ratio is more than 2x higher than Amazon. $MCD $AMZN ",MCD,1 +10/23/2019 5:09,Mcdonald¡¦s $MCD PT Lowered to $220.00 #stocks,MCD,0 +10/23/2019 4:31,McDonald's $MCD PT Lowered to $230 at Cowen ,MCD,0 +10/23/2019 4:22,McDonald's $MCD PT Lowered to $225 at Guggenheim ,MCD,0 +10/23/2019 3:54,McDonald's $MCD PT Lowered to $225 at BMO Capital ,MCD,0 +10/23/2019 2:38,McDonald's $MCD PT Lowered to $212 at UBS ,MCD,0 +10/22/2019 22:41,Mcdonald¡¦s $MCD Shares Down 5% Following Weak Earnings #markets,MCD,0 +10/22/2019 22:35,Q3 2019 EPS Estimates for Mcdonald¡¦s Corp $MCD Lowered by Analyst ,MCD,0 +10/22/2019 15:14,Mcdonald¡¦s $MCD Shares Down 5% After Earnings Miss ,MCD,0 +10/22/2019 10:35,McDonald's U.S. comparable sales miss giving investors some indigestion (MCD) $MCD,MCD,0 +10/22/2019 6:50,$MCD - McDonald's drops to four-month low on headline shocker ,MCD,0 +10/22/2019 6:50,"Mcdonald¡¦s $MCD Releases Quarterly Earnings Results, Misses Estimates By $0.11 EPS #stocks",MCD,0 +10/22/2019 5:47,$MCD (-3.4% pre) McDonald¡¦s stock falls 3% after earnings and revenue miss estimates,MCD,0 +10/22/2019 5:05,$MCD - McDonald's -3% after earnings miss ,MCD,0 +10/22/2019 5:03,$MCD down over 3% after earnings miss ,MCD,0 +10/22/2019 5:01,$MCD misses the Estimize EPS Consensus by 12c and the Estimize Revenue Consensus by $84.52M. Reports FQ3 earnings o¡K ,MCD,0 +10/22/2019 5:01,McDonald's $MCD Misses Q3 EPS by 10c; U.S. Comps Miss ,MCD,0 +10/22/2019 5:00,"$MCD - McDonald's EPS misses by $0.10, misses on revenue ",MCD,0 +10/21/2019 14:02,$MCD going higher ,MCD,1 +10/14/2019 4:28,Kalinowski Downgrades McDonald's $MCD to Neutral on Comps and Competition ,MCD,0 +10/13/2019 7:17,$MCD nasty candle on a strong day in the markets. Big volume on that down move too. Going to let the dust settle h¡K ,MCD,0 +10/4/2019 8:14,$MCD $MSFT:Expected Dividend Increases In October 2019:,MCD,1 +10/1/2019 7:51,RT @UnusualActivit3: McDonald's Corporation $MCD down by -2.32% at $209.73UNUSUAL ACTIVITY VOLUME 537.94% STRENGTH 393.81% #Stocks #Unu¡K,MCD,0 +10/1/2019 6:10,$MCD (-1.5% pre) McDonald's (MCD) Comps Likely to Miss - JPMorgan,MCD,0 +9/30/2019 7:30,Beyond Meat $BYND shares are down $90 from the high despite McDonald¡¦s $MCD testing product. Stock remains overva¡K ,MCD,0 +9/30/2019 2:46,$MCD $BABA $HTHT $TAL $NFLX:China¡¦s giant middle class is still growing and companies from Walmart to start-ups ¡K¡K ,MCD,1 +9/27/2019 8:48,"$MCD - McDonald's Raised The Dividend Again, But It's Overvalued. Get more updates here: ",MCD,1 +9/26/2019 10:12,Sold $MCD Weekly Calls for 100% Profits,MCD,0 +9/26/2019 7:48,Beyond Meat jumps on McDonald's plans to test plant-based burger in Canada $BYND $MCD $CKR $QSR $TSN¡K ,MCD,1 +9/26/2019 1:54,Mcdonald¡¦s $MCD PT Raised to $240.00 at BTIG Research ,MCD,1 +9/26/2019 1:53,Mcdonald¡¦s $MCD PT Raised to $240.00 at BTIG Research #stocks,MCD,1 +9/24/2019 5:34,"BTIG Maintains Buy on McDonald's, Raises Price Target to $240 $MCD @benzinga",MCD,1 +9/20/2019 22:33,Q1 2020 EPS Estimates for Mcdonald¡¦s Corp Lowered by Piper Jaffray Companies $MCD ,MCD,0 +9/20/2019 3:39,McDonald's $MCD Raises Quarterly Dividend 7.8% to $1.25; 2.4% Yield ,MCD,1 +9/20/2019 3:39,$MCD - McDonald's hikes quarterly dividend to $1.25 ,MCD,1 +9/14/2019 13:21,"Bryan Mcdonald Sells 4,000 Shares of Heritage Financial Corp $HFWA Stock ",MCD,0 +9/12/2019 21:05,"Sold $MCD Calls, holding $AVEO puts for its Next fail. ",MCD,0 +9/12/2019 20:41,Thank you for watching everyone!!! Great discussion on the hidden setup behind the $MCD drop today! Also awesome¡K ,MCD,0 +9/11/2019 8:01,$GRUB trying to reclaim the high the day of $MCD partnership announcement; expect more locations to get on board.,MCD,1 +9/10/2019 9:47,"RT @askslim: WEN -10% after issuing weaker guidance, drives down $MCD $SBUX $YUM. Analysis in #Wendys has shown positive structure, until¡K",MCD,0 +9/10/2019 9:01,"$MCD McDonald's stock suffering biggest drop this year, acts as 44-point drag on Dow's price¡K ",MCD,0 +9/3/2019 17:13,$MCD $STAG:3 Top Dividend Stocks to Buy Right Now:,MCD,1 +8/29/2019 16:55,Mcdonald¡¦s Corp $MCD Short Interest Down 12.7% in August #stocks,MCD,0 +8/29/2019 16:53,Mcdonald¡¦s Corp $MCD Short Interest Down 12.7% in August ,MCD,0 +8/29/2019 4:12,Mcdonald¡¦s Corp $MCD to Issue $1.16 Quarterly Dividend ,MCD,1 +8/28/2019 23:53,Mcdonald¡¦s $MCD Upgraded at TheStreet ,MCD,1 +8/28/2019 7:13,$MCD $AVGO:10 Best Dividend Stocks to Buy for the Rest of 2019 and Beyond:,MCD,1 +8/28/2019 6:44,$MCD $CBRL $TXRH:Get Paid While You Wait: 3 Top Restaurant Dividend Stocks:,MCD,1 +8/28/2019 4:19,Mcdonald¡¦s Corp $MCD to Issue Quarterly Dividend of $1.16 on September 17th ,MCD,1 +8/24/2019 17:48,$mcd #BoycottMcDonalds trends across #india as it now sells #beef ,MCD,0 +8/22/2019 4:02,"Mcdonald¡¦s Corp $MCD VP Sells $99,694.55 in Stock ",MCD,0 +8/19/2019 11:59,Insider Selling: Mcdonald¡¦s Corp $MCD VP Sells 457 Shares of Stock #stocks,MCD,0 +8/19/2019 11:57,Catherine A. Hoovel Sells 457 Shares of Mcdonald¡¦s Corp $MCD Stock ,MCD,0 +8/14/2019 19:30,Mcdonald¡¦s Corp $MCD Short Interest Down 12.7% in July #stocks,MCD,0 +8/12/2019 9:49,$MCD down form the #GamePlan... we mentioned a possible tag of 218 last night on the FREE YouTube live stream. :) ,MCD,0 +8/11/2019 22:41,"$MCD hit a new high on Friday and continues to draw interest. I would keep a close eye on this stock going forward,¡K ",MCD,1 +8/9/2019 7:29,Seeing consumer names roll over. Tiger is still 9% of GDP. $DENN and $MCD higher on comfort food plays. Hedge fun¡K ,MCD,1 +8/8/2019 11:17,Mcdonald¡¦s $MCD Reaches New 52-Week High at $219.06 ,MCD,1 +8/8/2019 1:21,"Insider Selling: Mcdonald¡¦s Corp $MCD EVP Sells $5,665,044.42 in Stock ",MCD,0 +8/7/2019 23:32,Investment Analysts¡¦ Recent Ratings Updates for Mcdonald¡¦s $MCD #stocks,MCD,1 +8/2/2019 13:29,Stephens Raises Mcdonald¡¦s $MCD Price Target to $230.00 ,MCD,1 +8/2/2019 10:53,Stifel Nicolaus Increases Mcdonald¡¦s $MCD Price Target to $210.00 ,MCD,1 +8/1/2019 5:07,KeyCorp Equities Analysts Boost Earnings Estimates for Mcdonald¡¦s Corp $MCD #stocks,MCD,1 +8/1/2019 4:36,KeyCorp Raises Mcdonald's Q3 2019 Earnings Estimates to $2.20 EPS (Previously $2.19). $MCD #MCD,MCD,1 +8/1/2019 4:19,BMO Capital Markets Raises Mcdonald¡¦s $MCD Price Target to $230.00 ,MCD,1 +8/1/2019 4:19,Mcdonald¡¦s $MCD Price Target Raised to $237.00 ,MCD,1 +8/1/2019 2:03,Mcdonald¡¦s $MCD Price Target Raised to $210.00 #markets,MCD,1 +8/1/2019 2:00,Mcdonald¡¦s $MCD Price Target Raised to $210.00 ,MCD,1 +7/30/2019 7:50,Mcdonald¡¦s $MCD PT Raised to $230.00 at Stephens ,MCD,1 +7/30/2019 7:17,$bynd drop $mcd $sbux it #subway tie up news at least,MCD,0 +7/29/2019 17:52,Mcdonald¡¦s $MCD Price Target Raised to $230.00 at Mizuho #stocks,MCD,1 +7/29/2019 17:51,Mcdonald¡¦s $MCD Price Target Raised to $230.00 at Mizuho ,MCD,1 +7/29/2019 17:44,Mcdonald¡¦s $MCD Price Target Raised to $230.00 #stocks,MCD,1 +7/29/2019 15:43,Robert W. Baird Increases Mcdonald¡¦s $MCD Price Target to $230.00 #stocks,MCD,1 +7/29/2019 12:54,Wells Fargo & Co Raises Mcdonald¡¦s $MCD Price Target to $237.00 #stocks,MCD,1 +7/29/2019 2:37,McDonald's $MCD PT Raised to $230 at Mizuho Securities ,MCD,1 +7/26/2019 19:46,Mcdonald¡¦s¡¦ $MCD Buy Rating Reaffirmed at Sanford C. Bernstein #stocks,MCD,1 +7/26/2019 19:32,Mcdonald¡¦s¡¦ $MCD Buy Rating Reaffirmed at Sanford C. Bernstein ,MCD,1 +7/26/2019 6:18,Both McDonald's $MCD and Starbucks $SBUX are set to open at NEW all-time highs today. Both after reporting earnings¡K ,MCD,1 +7/26/2019 5:48,$MCD (+2.1% pre) McDonald's shares on track to open at record level after revenue beats expectations - MW,MCD,1 +7/26/2019 5:17,#McDonald's Reports Q2 Earnings Beat $MCD via @benzinga,MCD,1 +7/26/2019 5:09,$MCD misses the Estimize EPS Consensus by 4c and the Estimize Revenue Consensus by $20.33M. Reports FQ2 earnings of¡K ,MCD,0 +7/25/2019 10:27,"$MCD Higher, Lower or Flat on Earnings Tomorrow BEFORE the open? #SentimentGauge",MCD,0 +7/24/2019 14:05,Recent Investment Analysts¡¦ Ratings Updates for Mcdonald¡¦s $MCD #stocks,MCD,1 +7/22/2019 12:13,"Slow session out there today. A few movers, but mostly chop among equities. Trimmed some $MCD puts for profit and e¡K ",MCD,0 +7/22/2019 5:03,$MCD $BJRI $DFRG $CMG:High Costs to Hurt BJ¡¦s Restaurants¡¦ (BJRI) Earnings in Q2:,MCD,1 +7/21/2019 14:38,"McDonalds $MCD is higher for the 12th month of 13, breaking a new historic high, currently +3.0% at $213.87. FPE 24¡K ",MCD,1 +7/21/2019 6:27,Mcdonald¡¦s $MCD Price Target Raised to $235.00 #stocks,MCD,1 +7/21/2019 6:27,Mcdonald¡¦s $MCD Price Target Raised to $235.00 #markets,MCD,1 +7/21/2019 6:26,Morgan Stanley Raises Mcdonald¡¦s $MCD Price Target to $220.00 ,MCD,1 +7/19/2019 2:44,$MCD - McDonald's declares $1.16 dividend ,MCD,1 +7/19/2019 2:27,Mcdonald¡¦s $MCD PT Raised to $226.00 at Piper Jaffray Companies #stocks,MCD,1 +7/19/2019 2:25,Mcdonald¡¦s $MCD PT Raised to $226.00 at Piper Jaffray Companies ,MCD,1 +7/18/2019 17:01,Mcdonald¡¦s Corp Announces Quarterly Dividend of $1.16 $MCD #stocks,MCD,1 +7/18/2019 6:42,Mcdonald¡¦s $MCD PT Raised to $220.00 at Morgan Stanley #stocks,MCD,1 +7/18/2019 4:56,$MCD & $SBUX GET PRICE TARGETS RAISED,MCD,1 +7/17/2019 22:18,Mcdonald¡¦s $MCD Sets New 52-Week High After Analyst Upgrade ,MCD,1 +7/17/2019 1:31,Mcdonald¡¦s $MCD PT Raised to $235.00 ,MCD,1 +7/16/2019 8:55,$SPY The S&P 500 just hit a record high ¡X so did these stocks$SBUX $DLTR $MCD #Consumer Discretionary¡K ,MCD,1 +7/16/2019 5:13,Mcdonald¡¦s $MCD Price Target Raised to $235.00 at Wells Fargo & Co ,MCD,1 +7/16/2019 2:26,And $MCD not going down yet as i said on last night's @Madmoney ,MCD,0 +7/2/2019 3:18,JPMorgan Chase & Co. Increases Mcdonald¡¦s $MCD Price Target to $215.00 ,MCD,1 +7/2/2019 3:18,JPMorgan Chase & Co. Increases Mcdonald¡¦s $MCD Price Target to $215.00 #stocks,MCD,1 +6/30/2019 2:13,Mcdonald¡¦s $MCD PT Raised to $230.00 ,MCD,1 +6/29/2019 17:07,Mcdonald¡¦s Corp $MCD Short Interest Down 6.6% in June #stocks,MCD,0 +6/27/2019 20:35,Mcdonald¡¦s $MCD Reaches New 52-Week High at $206.39 ,MCD,1 +6/25/2019 14:45,"McDonald's Hit New All-Time High After Quarter Pounder Update, Bullish Rating $MCD ",MCD,1 +6/25/2019 8:54,"EXIT to Close and filled: I sold $MCD This Week 207.5 Calls for $.55 and $.75, paid $.35",MCD,0 +6/25/2019 5:36,"$GRUB $MCD $SBUX:GrubHub shares jump after Citi upgrades to buy, citing delivery efficiency and partnerships:",MCD,1 +6/24/2019 15:26,"@JeffMacke I miss my Earth-killing styrofoam $MCD cups. The ice melts so fast in the new plastic cups, the drink gets warm.",MCD,0 +6/24/2019 1:40,"Cable One Inc $CABO SVP Charles B. Mcdonald Sells 1,703 Shares ",MCD,0 +6/21/2019 12:12,"$MCD $KO:Which is the Better Dividend Aristocrat, McDonald¡¦s or Coca-Cola?:",MCD,1 +6/17/2019 23:13,Mcdonald¡¦s $MCD PT Raised to $200.00 ,MCD,1 +6/17/2019 0:52,Stifel Nicolaus Increases Mcdonald¡¦s $MCD Price Target to $200.00 ,MCD,1 +6/15/2019 5:46,"Andy Mcdonald Sells 3,481 Shares of Columbia Banking System Inc $COLB Stock ",MCD,0 +6/12/2019 17:29,"Columbia Banking System Inc $COLB EVP Andy Mcdonald Sells 3,481 Shares #stocks",MCD,0 +6/11/2019 20:28,"Evercore ISI Starts Coverage On McDonald¡¦s With Outperform Rating, PT: $225 $MCD",MCD,1 +6/11/2019 3:28,$MCD PT RAISED TO $203 FROM $185.00 AT UBS,MCD,1 +6/10/2019 9:55,"$MCD is down on insanity. Global expansion day was a fantastic success, despite cynical fake news about cheesy frie¡K ",MCD,0 +6/10/2019 0:57,Mcdonald¡¦s $MCD Price Target Raised to $220.00 at Bank of America ,MCD,1 +6/7/2019 8:18,"Another Amazing Day4th day in a row finished in an hour! $Amzn 1>6 i sold early, but hey its profit$MCD .54>¡K ",MCD,0 +6/7/2019 3:48,$MCD PT RAISED TO $220 FROM $215.00 AT BOFA/MERRILL LYNCH,MCD,1 +6/7/2019 3:47,McDonald's $MCD PT Raised to $220 at BofA/Merrill Lynch ,MCD,1 +6/6/2019 7:49,$MCD going higher Hold,MCD,1 +6/5/2019 19:03,"$MCD McDonald's Worldwide Favorites menu is a greasy, putrid trash fire via @nypost",MCD,0 +6/2/2019 15:43,Great for Restaurants. Probably why $MCD is stapled to the 52 Week High List. ,MCD,1 +5/31/2019 11:37,@MelissaLeeCNBC It's surprising that $MCD not down today considering they will pay more for produce,MCD,0 +5/27/2019 16:47,$MCD The master franchisee of McD¡¦s restaurants in the western and southern markets said higher value growth is ref¡K ,MCD,1 +5/27/2019 16:12,$MCD - McDonald's: Dividend Aristocrat For Total Return And Income ,MCD,1 +5/24/2019 5:10,Mcdonald¡¦s Corp $MCD Declares Quarterly Dividend of $1.16 ,MCD,1 +5/23/2019 16:02,Mcdonald¡¦s Corp to Issue Quarterly Dividend of $1.16 $MCD #stocks,MCD,1 +5/21/2019 11:35,"Ian Frederick Borden Sells 4,149 Shares of Mcdonald¡¦s Corp $MCD Stock #stocks",MCD,0 +5/20/2019 21:42,Will Today¡¦s BidaskScore Downgrade Harm McDonald`s $MCD Stock? ,MCD,0 +5/17/2019 15:01,Mcdonald¡¦s $MCD ¡V Investment Analysts¡¦ Weekly Ratings Updates #stocks,MCD,1 +5/13/2019 15:47,"$MCD ... $199.03 -.48% What a horse! Opened 198, fell to 197.28, ramped to just shy of $200 ... settled here .¡K ",MCD,0 +5/10/2019 18:20,Here¡¦s an example of a high R/R lotto that made you wait but then worked beautifully ... $MCD ...Those $200 C¡¦s¡K ,MCD,1 +5/10/2019 12:04,$MCD this thing wants higher to all time highs again. Are we in a bear market? Very hard to see that.,MCD,1 +5/7/2019 22:36,Traders Sell Mcdonald¡¦s $MCD on Strength on Insider Selling ,MCD,0 +5/7/2019 3:48,$MCD PT RAISED TO $214 FROM $196.00 AT CITI,MCD,1 +5/7/2019 3:48,McDonald's $MCD PT Raised to $214 at Citi ,MCD,1 +5/6/2019 5:39,Recent Analysts¡¦ Ratings Updates for Mcdonald¡¦s $MCD ,MCD,1 +5/6/2019 5:39,Recent Analysts¡¦ Ratings Updates for Mcdonald¡¦s $MCD #stocks,MCD,1 +5/6/2019 1:19,"Mcdonald¡¦s Corp $MCD Insider Christopher J. Kempczinski Sells 38,729 Shares ",MCD,0 +5/5/2019 15:47,Mcdonald¡¦s $MCD Price Target Raised to $215.00 ,MCD,1 +5/5/2019 14:37,Mcdonald¡¦s $MCD PT Raised to $195.00 ,MCD,1 +5/5/2019 11:49,SunTrust Banks Increases Mcdonald¡¦s $MCD Price Target to $230.00 #markets,MCD,1 +5/5/2019 1:23,"Christopher J. Kempczinski Sells 38,729 Shares of Mcdonald¡¦s Corp $MCD Stock #stocks",MCD,0 +5/5/2019 1:17,"Insider Selling: Mcdonald¡¦s Corp $MCD CFO Sells 40,930 Shares of Stock ",MCD,0 +5/4/2019 9:35,Mcdonald¡¦s $MCD Price Target Raised to $220.00 at Stephens ,MCD,1 +5/4/2019 8:03,"Mcdonald¡¦s Corp $MCD Insider Sells $7,560,288.09 in Stock ",MCD,0 +5/3/2019 12:25,"Insider Selling: Mcdonald¡¦s Corp $MCD Insider Sells 38,729 Shares of Stock #stocks",MCD,0 +5/3/2019 12:25,"Kevin M. Ozan Sells 40,930 Shares of Mcdonald¡¦s Corp $MCD Stock #stocks",MCD,0 +5/3/2019 12:25,"Insider Selling: Mcdonald¡¦s Corp $MCD EVP Sells 20,641 Shares of Stock #stocks",MCD,0 +5/3/2019 10:08,McDonald : Partnering with Reach Higher to Support Education Across America #McDonalds #Stock #MarketScreener¡K ,MCD,1 +5/2/2019 13:53,Mcdonald¡¦s $MCD PT Raised to $220.00 at Barclays ,MCD,1 +5/2/2019 13:39,Stephens Raises Mcdonald¡¦s $MCD Price Target to $220.00 #markets,MCD,1 +5/1/2019 10:38,$MCD Looks to me like sideway to lower from here w/ a possible secure high set-up at the moment. ,MCD,1 +5/1/2019 9:09,Mcdonald¡¦s $MCD Downgraded by Longbow Research to ¡§Neutral¡¨ #stocks,MCD,0 +5/1/2019 7:43,"Mcdonald¡¦s $MCD Releases Quarterly Earnings Results, Misses Expectations By $0.04 EPS ",MCD,0 +5/1/2019 4:49,McDonald's $MCD PT Raised to $210 at BMO Capital ,MCD,1 +5/1/2019 3:49,Guggenheim Raises PT On McDonald¡¦s To $215 From $200 $MCD,MCD,1 +5/1/2019 1:13,McDonald's: Mizuho Raises Price Target To $215 From $204 $MCD,MCD,1 +4/30/2019 12:11,McDonald's made an all-time high today. Imagine the upside if they brought the McRib back? $MCD ,MCD,1 +4/30/2019 5:35,McDonald's Q1 Earnings Beat Lifts Stock $MCD ,MCD,1 +4/30/2019 5:17,$MCD reports inline with the Estimize EPS Consensus and misses the Estimize Revenue Consensus by $26.81M. Reports F¡K ,MCD,0 +4/30/2019 5:03,$MCD burgers made with real meat (at least thats what they say) and all day breakfast at new all time highs afte¡K ,MCD,1 +4/29/2019 13:23,$QSR $MCD $DNKN $WEN:Restaurant Brands Stock Is Down Because Tim Horton¡¦s Sales Fell Short:,MCD,0 +4/29/2019 6:36,Mcdonald¡¦s $MCD Rating Increased to Hold at Zacks Investment Research ,MCD,1 +4/28/2019 16:51,RT @chigrl: You can eat healthy with low cost...ridiculous that people are conditioned to think the dollar menu on $MCD is the only option¡K,MCD,0 +4/27/2019 10:55,Mcdonald¡¦s $MCD Upgraded by Zacks Investment Research to Hold ,MCD,1 +4/26/2019 7:38,$MCD McDonald's has formed a new partnership with AARP to hire baby boomers $SLV $GLD $QQQ¡K ,MCD,1 +4/25/2019 12:06,$MCD - McDonald's looks to seniors for summer help ,MCD,1 +4/25/2019 11:48,$SNAP $MCD SNAPCHAT HIRES CMO TO FRESHEN UP APP MARKETING LIKE HE DID MCDONALD'S BURGERS ,MCD,1 +4/25/2019 6:41,$SNAP $MCD $FB $AMZN:Snap hired its first CMO as it tries to lure new users through advertising:,MCD,1 +4/25/2019 6:12,Mcdonald¡¦s $MCD Price Target Raised to $218.00 at Wells Fargo & Co #stocks,MCD,1 +4/24/2019 19:39,Traders Sell Shares of Mcdonald¡¦s $MCD on Strength $MCD ,MCD,0 +4/24/2019 15:51,"$MCD $SBUX $CMG:Domino¡¦s CEO: We need 25,000 stores by 2025 to accomplish our objectives:",MCD,1 +4/24/2019 8:55,$MCD to allow franchisees to use different delivery partnersGRUB UBER DoorDash ,MCD,1 +4/24/2019 2:56,"RT @maijapalmer: ??Old McDonald had a farm. And on that farm he had some robots, facial ID and other sensors linked up to an #AI platform: h¡K",MCD,1 +4/24/2019 2:03,Mcdonald¡¦s Corp $MCD Expected to Post Quarterly Sales of $4.95 Billion #stocks,MCD,1 +4/23/2019 13:24,$MCD has a better Debt to Equity ratio than 97% of its industry peers. ,MCD,1 +4/23/2019 0:26,"$SBUX $MCD $FB $JPM:It¡¦s not ¡¥unreasonable¡¦ for businesses to create and use their own cryptocurrencies, exp¡K:",MCD,1 +4/22/2019 23:41,Mcdonald¡¦s $MCD Scheduled to Post Quarterly Earnings on Tuesday #stocks,MCD,1 +4/22/2019 23:41,Mcdonald¡¦s $MCD Scheduled to Post Quarterly Earnings on Tuesday ,MCD,1 +4/22/2019 12:30,REPORT: McDonald's to bring international hits to U.S. for summer $MCD ,MCD,1 +4/22/2019 9:47,Whenever you feel upset at making small like 100 dollar profit trades. Just think to yourselfMcDonald 6.00 / Hour¡K ,MCD,1 +4/22/2019 9:34,McDonald : Ronald McDonald House Charities? and Their Commitment to the Environment #McDonalds #Stock¡K ,MCD,1 +4/21/2019 8:35,$MCDT1 HIT/ NEEDS TO HOLD ,MCD,1 +4/19/2019 12:16,Traders Buy Shares of Mcdonald¡¦s $MCD on Weakness ,MCD,1 +4/19/2019 11:26,"RT @realvision: In this episode of The Larry McDonald Series, @Convertbond brings us @elerianm to discuss his career, the current economic¡K",MCD,1 +4/19/2019 6:32,Lyra McKee's death shows the distance Northern Ireland still has to run | Henry McDonald ,MCD,1 +4/18/2019 11:09,"McDonald's Corporation $MCD Surges to All Time High, Is Now Top Performer ",MCD,1 +4/18/2019 8:43,$MCD to new highs - lots of de-risking type rotations this week,MCD,1 +4/17/2019 5:24,Mc Donalds Corp $MCD Shareholder Mark Asset Management Corp Decreased Its Position as Market Valuation Declined ,MCD,0 +4/17/2019 5:24,Mc Donalds Corp $MCD Holder Mark Asset Management Corp Trimmed Its Position ,MCD,0 +4/17/2019 1:52,$MCD $AMZN:Your Digital Self: Ronald McDonald will soon be able to read your mind:,MCD,1 +4/17/2019 1:49,Ronald McDonald will soon be able to read your mind ,MCD,1 +4/16/2019 3:35,Mcdonald¡¦s $MCD Raised to ¡§Hold¡¨ at Zacks Investment Research ,MCD,1 +4/16/2019 3:35,Mcdonald¡¦s $MCD Upgraded by Zacks Investment Research to ¡§Hold¡¨ #stocks,MCD,1 +4/15/2019 4:18,Mcdonalds Corp $MCD Valuation Declined While Hs Management Partners LLC Has Decreased Stake by $95.61 Million ,MCD,0 +4/14/2019 11:30,"$MCD Nice move to ATH's, notice CMF shows money flowing out. Caution here ",MCD,1 +4/12/2019 6:18,Mcdonalds Corp. $MCD Position Upped by Paradigm Asset Management Co Llc ,MCD,1 +4/12/2019 3:44,Mcdonald¡¦s Corp Expected to Earn Q2 2019 Earnings of $2.08 Per Share $MCD #stocks,MCD,1 +4/9/2019 23:58,Mcdonald¡¦s $MCD Stock Rating Lowered by Zacks Investment Research ,MCD,0 +4/9/2019 9:33,$MCD sold initial too early but didnt want to let this go red after 2 consecutive losses. Hit target/yesterdays lows ,MCD,1 +4/9/2019 0:08,Telsey Advisory Group Reiterates Outperform Rating for Mcdonald¡¦s $MCD ,MCD,1 +4/8/2019 6:09,"As Mcdonalds Corp $MCD Stock Price Declined, Btg Pactual Global Asset Management LTD Has Trimmed Its Stake by $3.47¡K ",MCD,0 +4/5/2019 23:19,Mcdonald¡¦s $MCD Rating Lowered to Sell at Zacks Investment Research ,MCD,0 +4/5/2019 6:23,No more filet-o-fish's between midnight and 5 am.$MCD is the second restaurant chain this week to streamline its¡K ,MCD,1 +4/5/2019 5:52,"With threats on the rise, John McDonald works to protect a community that has already endured the worst.¡K ",MCD,1 +1/17/2020 14:08,"Merck & Co., Inc. $MRK Lowered to Sell at ValuEngine ",MRK,0 +1/16/2020 5:38,"Merck & Co., Inc. $MRK EVP Julie L. Gerberding Sells 102,073 Shares of Stock #markets",MRK,0 +1/15/2020 20:40,"Merck & Co., Inc. $MRK EVP Julie L. Gerberding Sells 102,073 Shares ",MRK,0 +1/15/2020 20:38,"Julie L. Gerberding Sells 102,073 Shares of Merck & Co., Inc. $MRK Stock #stocks",MRK,0 +1/15/2020 7:52,"ValuEngine Downgrades Merck & Co., Inc. $MRK to Sell ",MRK,0 +1/15/2020 7:40,$MRK strong start with recent size Jan $90 call buys,MRK,1 +1/15/2020 0:10,Merck KGaA $MKGAF Reaches New 12-Month High at $128.65 ,MRK,1 +1/13/2020 23:16,"Merck & Co., Inc. $MRK Cut to Sell at ValuEngine ",MRK,0 +1/10/2020 0:52,"FY2020 EPS Estimates for Merck & Co., Inc. Decreased by Cantor Fitzgerald $MRK ",MRK,0 +1/9/2020 19:54,Merck KGaA $MKGAF Reaches New 1-Year High at $125.60 #stocks,MRK,1 +1/9/2020 7:10,Merck $MRK PT Raised to $107 at Cantor Fitzgerald ,MRK,1 +1/8/2020 9:12,$MRK TIPICAL PULL PULBACK DIVIDEND DATE! Good time to pick up share on the Cheap Plus with the middle east conflict¡K ,MRK,1 +1/7/2020 19:52,"KRAS craze sees Merck put $2.5B biobucks down for Taiho, Astex licensing deal. Will the partnership lead to a new¡K ",MRK,0 +1/7/2020 6:23,$MRK (-0.9% pre) Merck stock slides as lung-cancer drug misses a study endpoint - MW,MRK,0 +1/6/2020 14:49,RT @MarketsTicker: Merck stock slides as lung-cancer drug misses a study endpoint ,MRK,0 +1/6/2020 8:27,"KRAS craze sees Merck put $2.5B biobucks down for Taiho, Astex licensing deal ",MRK,0 +1/6/2020 6:26,"Merck & Co., Inc. $MRK Upgraded at ValuEngine #markets",MRK,1 +1/6/2020 5:10,Merck $MRK PT Raised to $105 at Guggenheim ,MRK,1 +1/5/2020 7:06,"Merck & Co., Inc. $MRK Upgraded at ValuEngine ",MRK,1 +1/3/2020 0:49,"Merck & Co., Inc. $MRK Rating Increased to Hold at ValuEngine ",MRK,1 +1/2/2020 14:02,$NVO $MRK $GILD $BLUE:Novo Nordisk¡¦s Shares Up in a Year on Pipeline Progress:,MRK,1 +12/31/2019 13:46,"$MRK in Downtrend: its price may decline as a result of having broken its higher Bollinger Band on December 20, 201¡K ",MRK,1 +12/30/2019 3:06,"$MRK in Downtrend: its price expected to drop as it breaks its higher Bollinger Band on December 20, 2019. View odd¡K ",MRK,0 +12/29/2019 7:44,"$MRK in Downtrend: its price may drop because broke its higher Bollinger Band on December 20, 2019. View odds for t¡K ",MRK,0 +12/19/2019 6:05,"$MRK $TNC $NWPX $PNR:Pentair Shuts Down Aquaculture Business, Divests Vaki Unit:",MRK,0 +12/18/2019 8:53,$MRK WITH ENVIORMENT TURNING BAD AND THE HIGH NUMBER OF AGING POPULATION YOU HAVE A NO BRAINER SITUATION FOR GROUTH¡K ,MRK,1 +12/18/2019 8:22,$MRK IS VERY WORTHY OF SETTING ALL TIMES HIGH AND Rolling Top PPS ! What a Moat and almost printing their own Money $$$$$ ( ; 0 ))),MRK,1 +12/17/2019 17:04,$MRK: Merck division Merck Animal Health acquires Vaki from Pentair (PNR); terms not disclosed ,MRK,1 +12/16/2019 7:52,$MRK High % for this 1 to move to 90s real soon! ( ; o )),MRK,1 +12/15/2019 16:43,$MRK - Merck's Strong Pipeline Projects High Growth Potential. Get more updates here: #economy #investing #trading,MRK,1 +12/14/2019 0:30,"Merck & Co., Inc. Sees Unusually High Options Volume $MRK ",MRK,1 +12/13/2019 10:34,"Investors Buy High Volume of Merck & Co., Inc. Call Options $MRK #stocks",MRK,1 +12/13/2019 9:24,$ONCS $MRK - OncoSec Medical down 13% despite positive TOVA data in TNBC ,MRK,0 +12/13/2019 8:57,$MRK Down across the board !?,MRK,0 +12/11/2019 14:53,"Merck & Co., Inc. $MRK to Issue Quarterly Dividend of $0.61 on January 8th ",MRK,1 +12/11/2019 14:33,"Merck & Co., Inc. $MRK Plans Dividend Increase ¡V $0.61 Per Share ",MRK,1 +12/11/2019 14:33,"Merck & Co., Inc. $MRK to Issue Dividend Increase ¡V $0.61 Per Share #stocks",MRK,1 +12/11/2019 14:10,"Merck & Co., Inc. $MRK Announces Quarterly Dividend of $0.61 ",MRK,1 +12/11/2019 14:08,"Merck & Co., Inc. $MRK to Issue Dividend Increase ¡V $0.61 Per Share #markets",MRK,1 +12/11/2019 14:07,"Merck & Co., Inc. $MRK Announces Quarterly Dividend of $0.61 #stocks",MRK,1 +12/9/2019 19:11,"Merck & Co., Inc. $MRK Downgraded to Neutral at B. Riley #stocks",MRK,0 +12/9/2019 16:03,$PCG $TSLA $MRK $SNY $DJIA:The Dow Fell 105 Points Because Trump¡¦s China Tariffs Can Kick In Next Week:,MRK,0 +12/9/2019 5:08,Merck & Co. Acquires Cancer Drug Specialist ArQule For $2.7 Billion @mdbaccardax $MRK $ARQL,MRK,1 +12/9/2019 4:49,"RT @Merck: $MRK acquires @ArQuleInc, a #cancer biotech #hematology. More details here: ",MRK,1 +12/4/2019 0:15,"Merck & Co., Inc. $MRK Sets New 12-Month High at $87.99 ",MRK,1 +12/2/2019 9:06,"$MRK Fridays generally OK until the options fisherman control a down trend, if they want their strike price they wa¡K ",MRK,0 +12/1/2019 11:21,"Merck & Co., Inc. $MRK Short Interest Down 7.4% in November ",MRK,0 +11/26/2019 14:31,$MRK all-time high today on China's approval of Keytruda/chemo in 1L-NSCLC:,MRK,1 +11/26/2019 11:41,$MRK GOOD SIGNS THAT IT GET HIGHER INTO THE CLOSE ? WE WILL SEE ((( ; o ))),MRK,1 +11/25/2019 8:32,$MRK IS GREAT COMPANY & #1 IN THE MARKET! ALL TIME HIGH COMING & BLUE SKY TO FOLLOW!,MRK,1 +11/25/2019 8:29,$MRK FOLLOW YOUR HEART BUT CUT YOUR EGGS FOLLOE YOUR GUT ALREAD@874? .YOU OWN GOLDEN EGGS!( ; O ),MRK,0 +11/22/2019 10:40,$MRK NOW WE HAVE SPECIAL DRUGS THAT ARE SOLD TO CHINA AND COUNTRYS THAT WANT OUR DRUGS FOR THE RIGHT REASONS THAN T¡K ,MRK,0 +11/22/2019 8:46,$MRK INCREASE OF DIVIDEND HELPS PUSHING IT ALONG !,MRK,1 +11/22/2019 8:14,$MRK .40 gave it to ya I sold at 120% congratulations if u held now that 3/2020 $90 ?? ,MRK,0 +11/22/2019 7:48,$MRK HAS GIVEN YOU ALL THE REASONS IN THE WORLD THAT #MERCK SHOULD GO TO ALL TIME HIGHS !!!!!!!!,MRK,1 +11/22/2019 7:44,$MRK HAS GIVEN YOU ALL THE REASONS IN THE WORLD THAT #MERCK SHOULD GO TO ALL TIME HIGHS !!!!!!!!???????????????????????,MRK,1 +11/21/2019 8:29,"Svb Leerink Raises Merck & Co., Inc. FY2021 Earnings Estimates to $5.98 EPS (Previously $5.93). $MRK #MRK",MRK,1 +11/21/2019 7:34,$MRK SHOULD REACH ALL TIME HIGHS VERY SOON!,MRK,1 +11/20/2019 7:39,$MRK Live alert .45 who sold like a baby yesterday Weak hands don¡¦t make gains ???????????????????????? ,MRK,0 +11/19/2019 13:06,RT @Briefingcom: $MRK: Merck increases quarterly dividend to $0.61 from $0.55/share ,MRK,1 +11/19/2019 13:04,$MRK THE NEW DIVIDEND WILL OUT PAFORM THE XLV FUND COMPAIRSON OF1.54%XLV 2.89% FOR MRK! ( ; o ),MRK,1 +11/19/2019 11:19,$MRK WILL MOVE RIGHT ALONG NOW with Growth Factor BEING THE LEAD AND INCREASE OF10% DIVIDEND ITS AGIFT FROM ABOVE!¡K ,MRK,1 +11/19/2019 11:09,Merck declares $0.61 dividend $MRK ,MRK,1 +11/19/2019 11:06,"RT @MarketsTicker: Merck raises quarterly dividend, to yield more than peers and the S&P 500 ",MRK,1 +11/19/2019 11:06,RT @MarketsTicker: Merck to raise quarterly dividend by 11% to 61 cents a share,MRK,1 +11/19/2019 10:58,$MRK Raising DIVIDEND TO .69 first QUARTER 2020 ( ; O) GROWTH IS GREAT!,MRK,1 +11/19/2019 10:40,$MRK Added .45 sold the top now buy the bottom imo ,MRK,0 +11/18/2019 18:47,"Merck & Co., Inc. $MRK Short Interest Down 7.4% in October ",MRK,0 +11/18/2019 18:47,"Merck & Co., Inc. $MRK Short Interest Down 7.4% in October #stocks",MRK,0 +11/18/2019 6:26,"Recent Research Analysts¡¦ Ratings Updates for Merck & Co., Inc. $MRK #stocks",MRK,1 +11/16/2019 22:00,"Barclays Reaffirms ¡§Sell¡¨ Rating for Merck & Co., Inc. $MRK ",MRK,0 +11/16/2019 7:37,"Credit Suisse Group Reaffirms Buy Rating for Merck & Co., Inc. $MRK #stocks",MRK,1 +11/15/2019 12:22,"$MRK ""ITS FRIDAY AND THE OPTIONS TAKES OVER FOR SHARE PRICING IN THE MARKETS AND PAYS PENNIES ON THE DALLOR COST FO¡K ",MRK,1 +11/15/2019 5:17,Merck $MRK PT Raised to $104 at Guggenheim ,MRK,1 +11/14/2019 1:10,"Merck KGaA raises 2019 sales, earnings guidance in wake of Versum takeover ",MRK,1 +11/13/2019 23:35,"Merck KGaA raises 2019 sales, earnings guidance in wake of Versum takeover #Stock #MarketScreener¡K ",MRK,1 +11/13/2019 18:47,"Merck & Co., Inc.¡¦s $MRK Sell Rating Reiterated at Barclays #stocks",MRK,0 +11/13/2019 9:04,Merck buys Calporta for preclinical neurodegeneration assets ,MRK,1 +11/13/2019 2:42,"Merck & Co. buys Calporta Therapeutics, gaining preclinical portfolio of TRPML1 agonists $MRK",MRK,1 +11/7/2019 5:03,$AVGR OVERSOLD premarket SHORT SQUEEZE $SPOT $BYND $GOOGL $AKAM $NXP $TMUS $TREX $TXN $SHOP $MRK $GRUB $PFE $GM¡K ,MRK,1 +11/6/2019 6:34,$SBBP OVERSOLD premarket SHORT SQUEEZE $SPOT $BYND $GOOGL $AKAM $NXP $TMUS $TREX $TXN $SHOP $MRK $GRUB $PFE $GM¡K ,MRK,1 +11/4/2019 0:16,"FY2019 EPS Estimates for Merck & Co., Inc. Raised by Cantor Fitzgerald $MRK ",MRK,1 +11/4/2019 0:14,"Cantor Fitzgerald Raises Merck & Co., Inc. FY2019 Earnings Estimates to $5.12 EPS (Previously $4.84). $MRK #MRK",MRK,1 +11/3/2019 19:10,"Merck & Co., Inc. $MRK Price Target Raised to $100.00 at Mizuho ",MRK,1 +11/3/2019 18:48,"Merck & Co., Inc. $MRK Price Target Raised to $100.00 at Mizuho #markets",MRK,1 +10/30/2019 22:17,"Merck & Co., Inc. $MRK Shares Gap Up on Earnings Beat ",MRK,1 +10/30/2019 6:11,"Merck & Co., Inc. $MRK Releases Quarterly Earnings Results, Beats Estimates By $0.27 EPS #markets",MRK,1 +10/29/2019 18:24,"Merck & Co., Inc. $MRK Shares Gap Up After Better-Than-Expected Earnings #markets",MRK,1 +10/29/2019 18:23,"Merck & Co., Inc. $MRK Issues Quarterly Earnings Results, Beats Estimates By $0.26 EPS #stocks",MRK,1 +10/29/2019 7:47,Merck sales soar but 3Q profit dips on higher spending $MRK #MRK #Earningsreports #Earnings #Financialperformance ,MRK,1 +10/29/2019 5:49,"$MRK: Merck beats by $0.28, beats on revs; raises FY19 EPS and rev above consensus ",MRK,1 +10/29/2019 5:16,"$MRK $PFE:Pharma Earnings: Merck, Pfizer Trade Higher On Q3 Beats:",MRK,1 +10/29/2019 5:15,"RT @Tanzeel_Akhtar: #Pharma Earnings: Merck, #Pfizer Trade Higher On Q3 Beats $MRK $PFE via @benzinga",MRK,1 +10/29/2019 4:55,"Merck raises its full-year sales and profit forecast for the third time in a row, after the company¡¦s market-leadin¡K ",MRK,1 +10/29/2019 4:26,$MRK:Merck profit beats estimates as Keytruda sales surge:,MRK,1 +10/29/2019 4:26,Merck and : Posts Higher 3Q Sales #Merckand #Stock #MarketScreener ,MRK,1 +10/29/2019 4:07,"Merck Beats Q3 Profit Forecast, Boosts 2019 Guidance; Keytruda Sales Top $3 Bln $MRK",MRK,1 +10/29/2019 4:05,$MRK beats the Estimize EPS Consensus by 23c and the Estimize Revenue Consensus by $583.46M. Reports FQ3 earnings o¡K ,MRK,1 +10/29/2019 3:50,"Merck $MRK Tops Q3 EPS by 27c, Revenues Beat; Narrows & Raises FY19 EPS/Revenue Above Consensus¡K ",MRK,1 +10/29/2019 3:49,Merck $MRK reports earnings: - EPS: 1.51 (adj.) - Sales: $12.397B- Raises 2019 Full-Year Revenue Range to be Bet¡K ,MRK,1 +10/29/2019 3:46,"$MRK - Merck EPS beats by $0.27, beats on revenue ",MRK,1 +10/26/2019 14:16,"Notable inside week follow-up: $MRK pushed down 3 points, $CSCO up 70 cents then back in range, $WMT down a few pe¡K ",MRK,0 +10/26/2019 11:55,Can Merck (MRK) Keep the Earnings Beat Streak Alive in Q3? ,MRK,1 +10/23/2019 20:11,Merck KGaA $MKGAF Reaches New 12-Month High at $117.14 ,MRK,1 +10/23/2019 20:11,Merck KGaA $MKGAF Sets New 52-Week High at $117.14 #stocks,MRK,1 +10/22/2019 7:03,$MRK - Merck down 4% on Bristol-Myers' lung cancer data ,MRK,0 +10/21/2019 8:15,$MRK - Merck to cut 500 commercial jobs next quarter ,MRK,0 +10/19/2019 13:42,"Merck & Co., Inc. $MRK Receives Buy Rating from Mizuho #stocks",MRK,1 +10/19/2019 13:42,"Merck & Co., Inc. $MRK Receives Buy Rating from Mizuho ",MRK,1 +10/18/2019 10:25,@canuck2usa It¡¦s coming I¡¦ve seen this way too many times. Prob 25-40% premium from here. I say$75 and $mrk buys $mdco,MRK,1 +10/17/2019 13:01,Merck & Co. to cut about 500 jobs in US early next year ,MRK,0 +10/15/2019 10:31,Merck KGaA $MKGAF Reaches New 52-Week High at $116.40 #stocks,MRK,1 +10/14/2019 8:15,$GILD moving higher most of the morning ¡K in the wake of the $MRK rumor last week... accompanied by calls last wek,MRK,1 +10/11/2019 7:34,Merck CEO: Stepping down from Trump council was 'not a political issue' ,MRK,0 +10/10/2019 17:30,Merck CEO: Stepping down from Trump council was 'not a political issue' by @JuliaLaRoche¡K ,MRK,0 +10/10/2019 8:21,Merck CEO: Stepping down from Trump council was 'not a political issue' by @JuliaLaRoche ,MRK,0 +10/8/2019 22:41,ValuEngine Downgrades Merck KGaA $MKGAF to Strong Sell ,MRK,0 +10/5/2019 14:10,"Notable inside week follow-up: $MSFT down for 3 points then back inside, $MRK down for 2 points then back to the t¡K ",MRK,0 +10/3/2019 11:12,$PDSB buys flying in! MERCK deal IS HUGE! TINY FLOAT!?? $tlry $igpk $bpth $trsi $ldsi $blsp $shmn $adny $vyst $apha¡K ,MRK,1 +9/30/2019 18:22,?? Dividend Ideas: 2 Reasons I Remain Very Bullish On Merck via ? ,MRK,1 +9/30/2019 14:50,Apple and Merck drive Wall Street higher as trade worries abate - ,MRK,1 +9/29/2019 7:37,Merck & Co.'s Keytruda increases pathological complete response in triple-negative breast cancer #ESMO19 $MRK,MRK,1 +9/17/2019 15:24,$VSM: Versum Materials indicated higher after receiving CFIUS clearance of $53/share cash merger with Merck KGaA... ,MRK,1 +9/13/2019 1:44,"Short Interest in Merck & Co., Inc. $MRK Increases By 16.2% #stocks",MRK,1 +9/11/2019 5:10,"Merck & Co., Inc. $MRK to Issue Quarterly Dividend of $0.55 on October 7th ",MRK,1 +9/10/2019 17:15,".@JimCramer: If a high-quality stock is down enough because of market roation, like Merck was this morning, then th¡K ",MRK,0 +9/10/2019 7:32,"Merck Down Nearly 5%, on Pace for Largest Percent Decrease Since October 2017 -- Data Talk #Merckand #Stock¡K ",MRK,0 +9/9/2019 10:01,"Coca-Cola, Merck and United Health go ex-dividend this week. Check out the complete list of stocks going ex-dividen¡K ",MRK,1 +9/8/2019 8:31,"Merck & Co., Inc. $MRK Earns Buy Rating from Mizuho #stocks",MRK,1 +9/8/2019 8:03,"Merck & Co., Inc. $MRK Earns Buy Rating from Mizuho ",MRK,1 +8/29/2019 13:48,UPDATE: CORRECTION: SVB Leerink Did Not Start Merck $MRK at Outperform ,MRK,1 +8/29/2019 13:44,SVB Leerink Starts Merck $MRK at Outperform ,MRK,1 +8/16/2019 3:35,$MRK initiated at Outperform at Leerink. PT $103,MRK,1 +8/15/2019 2:32,"Richard R. Deluca Sells 6,427 Shares of Merck & Co., Inc. $MRK Stock ",MRK,0 +8/10/2019 8:44,$MRK comes up on @marketsmith #IBDpartner #NearPivot scan. Dividend paying name looks good for long term investment¡K ,MRK,1 +8/8/2019 23:59,"Merck & Co., Inc.¡¦s $MRK Buy Rating Reaffirmed at Mizuho ",MRK,1 +8/7/2019 19:25,"Credit Suisse Group Reiterates Buy Rating for Merck & Co., Inc. $MRK #stocks",MRK,1 +8/7/2019 19:25,"Credit Suisse Group Reiterates Buy Rating for Merck & Co., Inc. $MRK #markets",MRK,1 +8/7/2019 12:44,"Merck & Co., Inc. $MRK PT Raised to $105.00 at Argus #stocks",MRK,1 +8/6/2019 5:27,Merck : Buys German Lab Data Company #Merck #Stock #MarketScreener ,MRK,1 +8/5/2019 7:30,"Merck & Co., Inc.¡¦s $MRK Buy Rating Reiterated at Mizuho ",MRK,1 +8/5/2019 4:29,Merck KGaA $MKGAF Downgraded by ValuEngine ,MRK,0 +8/5/2019 1:04,"Cantor Fitzgerald Raises Merck & Co., Inc. FY2019 Earnings Estimates to $4.84 EPS (Previously $4.67). $MRK #MRK",MRK,1 +8/4/2019 17:13,"Merck & Co., Inc. $MRK Cut to ¡§Hold¡¨ at ValuEngine ",MRK,0 +8/3/2019 15:36,"ValuEngine Downgrades Merck & Co., Inc. $MRK to Hold ",MRK,0 +8/3/2019 15:25,"Merck & Co., Inc. $MRK Lowered to ¡§Hold¡¨ at ValuEngine #markets",MRK,0 +7/31/2019 16:46,"Merck & Co., Inc. $MRK Issues Earnings Results, Beats Estimates By $0.14 EPS ",MRK,1 +7/31/2019 16:02,"Merck & Co., Inc. $MRK Announces Earnings Results, Beats Expectations By $0.14 EPS #stocks",MRK,1 +7/30/2019 11:59,"Merck profit beats on strong demand for Keytruda, vaccines ",MRK,1 +7/30/2019 7:14,Merck and : Increases Revenue Guidance as Second-Quarter Sales Grow 12%--Update #Merckand #Stock #MarketScreener¡K ,MRK,1 +7/30/2019 6:36,"Merck quarterly profit beats on strong demand for Keytruda, vaccines ",MRK,1 +7/30/2019 5:49,"$MRK: Merck beats by $0.14, beats on revs; raises FY19 EPS and rev above consensus ",MRK,1 +7/30/2019 5:04,"Merck & Co. raises full-year forecasts as Q2 sales top estimates, led by Keytruda, vaccines $MRK",MRK,1 +7/30/2019 4:40,"Merck and : Increases Guidance for Revenue, Adjusted Earnings, Lowers GAAP Profit Expectations #Merckand #Stock¡K ",MRK,1 +7/30/2019 4:24,Merck raises forecasts as cancer drug sales soar ,MRK,1 +7/30/2019 4:14,$MRK up more than 3% after an earnings beat ,MRK,1 +7/30/2019 4:03,"$MRK:Merck Beats Q2 Earnings Forecast, Boosts 2019 Outlook, as Keytruda Sales Impress:",MRK,1 +7/30/2019 3:58,$MRK beats the Estimize EPS Consensus by 12c and the Estimize Revenue Consensus by $797.25M. Reports FQ2 earnings o¡K ,MRK,1 +7/30/2019 3:52,$MRK raises FY'19 adjusted EPS view to $4.84-$4.94 from $4.67-$4.79,MRK,1 +7/30/2019 3:50,"$MRK reported Q2 EPS of $1.30, $0.14 better than the analyst estimate of $1.16. Revenue for the quarter came in at¡K ",MRK,1 +7/30/2019 3:48,Merck $MRK reports earnings: - EPS: $1.30 (adj.) - Worldwide sales $11.8 Billion- Narrows and Raises 2019 Full-Y¡K ,MRK,1 +7/30/2019 3:46,"$MRK - Merck EPS beats by $0.14, beats on revenue ",MRK,1 +7/29/2019 5:26,$MRK - Merck's Keytruda shows positive effect in late-stage TNBC study; shares up 1% premarket ,MRK,1 +7/23/2019 11:52,"Merck & Co., Inc. Plans Quarterly Dividend of $0.55 $MRK #stocks",MRK,1 +7/23/2019 10:15,$MRK - Merck declares $0.55 dividend ,MRK,1 +7/22/2019 4:48,$NTEC $MRK - Intec Pharma's Accordion Pill flunks late-stage Parkinson's study; shares down 78% premarket ,MRK,0 +7/16/2019 7:37,$MRK nice break above prior day's high from the #GamePlan ,MRK,1 +7/15/2019 9:39,$MRK Bought into a daily Demand on Friday - Sold Today ,MRK,0 +7/14/2019 3:01,"Short Interest in Merck & Co., Inc. $MRK Increases By 11.7% #stocks",MRK,1 +7/12/2019 15:53,RT @DewDiligence: $MRK is down 8% on the week; article by @CGrantWSJ:,MRK,0 +7/12/2019 10:14,$MRK is down 8% on the week; article by @CGrantWSJ:,MRK,0 +7/12/2019 9:33,My 1st down daySo far today I've addedswing in $RVLV (Currently down a tad)swing $mrk (Down2$nvda Lotto - -Dow¡K ,MRK,0 +7/11/2019 10:45,"Merck & Co, $MRK, is down 5.3% - ",MRK,0 +7/11/2019 10:20,"Recent Analysts¡¦ Ratings Updates for Merck & Co., Inc. $MRK #stocks",MRK,1 +7/8/2019 10:34,RT @realmoney: Merck $MRK could push higher in the weeks and months ahead - @BruceKamich sees $100 in the cards ,MRK,1 +7/3/2019 8:20,Wednesday¡¦s Top Analyst Upgrades and Downgrades Part 2: $LHX $MRKR $MRK $NEM $PBR $SBUX $SYMC $TSLA¡K ,MRK,0 +7/2/2019 2:54,Bank of America Reaffirms Underperform Rating for MERCK KGAA/S $MKKGY #stocks,MRK,0 +6/30/2019 1:20,"Merck & Co., Inc. $MRK CFO Sells $18,514,218.74 in Stock #markets",MRK,0 +6/29/2019 1:17,"Merck & Co., Inc. $MRK CFO Robert M. Davis Sells 216,718 Shares ",MRK,0 +6/29/2019 1:14,"Robert M. Davis Sells 216,718 Shares of Merck & Co., Inc. $MRK Stock ",MRK,0 +6/28/2019 6:23,$MRK - Merck: Don't Miss It ,MRK,0 +6/28/2019 3:54,???? $MRK DOWNGRADED BY BAML,MRK,0 +6/27/2019 23:09,"Merck & Co., Inc. $MRK ¡V Analysts¡¦ Weekly Ratings Updates #stocks",MRK,1 +6/25/2019 0:04,"Merck & Co., Inc. $MRK Price Target Raised to $95.00 at Citigroup #markets",MRK,1 +6/25/2019 0:02,"Merck & Co., Inc. $MRK Price Target Raised to $95.00 at Citigroup ",MRK,1 +6/24/2019 9:03,"$AFMD $MRK $SGEN - New data on Affimed's lead candidate fails to excite investors, shares down 12% ",MRK,0 +6/24/2019 1:59,"Merck & Co., Inc. $MRK Price Target Raised to $90.00 ",MRK,1 +6/24/2019 1:43,"Bank of America Raises Merck & Co., Inc. $MRK Price Target to $96.00 ",MRK,1 +6/24/2019 1:42,"Bank of America Raises Merck & Co., Inc. $MRK Price Target to $96.00 #markets",MRK,1 +6/22/2019 23:56,"Morgan Stanley Increases Merck & Co., Inc. $MRK Price Target to $90.00 ",MRK,1 +6/21/2019 11:57,"Bank of America Raises Merck & Co., Inc. $MRK Price Target to $96.00 #stocks",MRK,1 +6/19/2019 19:37,$MRK this had a beautiful close. I think this goes to all time highs ~96.69,MRK,1 +6/17/2019 16:32,New Targets for Merck Stock as Charts Point Higher - @BruceKamich ,MRK,1 +6/17/2019 0:44,"Merck & Co., Inc. $MRK PT Raised to $93.00 #markets",MRK,1 +6/17/2019 0:44,"Merck & Co., Inc. $MRK PT Raised to $93.00 #stocks",MRK,1 +6/16/2019 0:43,"Merck & Co., Inc. $MRK Price Target Raised to $93.00 ",MRK,1 +6/14/2019 8:17,"JPMorgan Chase & Co. Raises Merck & Co., Inc. $MRK Price Target to $93.00 #stocks",MRK,1 +6/5/2019 16:48,"After three-decade Merck career, Adam Schechter jumps for LabCorp CEO job ",MRK,1 +6/1/2019 2:12,"RT @SwingTradeBot: $MRK technical alerts: 20 DMA Support, Fell Below 50 DMA, and Cup with Handle ",MRK,0 +5/28/2019 13:50,"Merck & Co., Inc. $MRK Announces $0.55 Quarterly Dividend #stocks",MRK,1 +5/25/2019 4:57,"L & S Advisors Inc Increases Position in Merck & Co., Inc. $MRK #stocks",MRK,1 +5/21/2019 11:16,$MRK:Merck buys Peloton Therapeutics to expand its kidney cancer treatment portfolio:,MRK,1 +5/21/2019 8:26,Merck buys Peloton to expand its kidney cancer treatment portfolio ,MRK,1 +5/21/2019 5:33,Merck acquires Peloton Therapeutics for $1.05 billion the morning of scheduled pricing $PLTX $IPO #IPO ,MRK,1 +5/21/2019 3:52,#NAME?,MRK,1 +5/20/2019 14:41,Merck & Co.'s Keytruda misses main goal in late-stage study of previously treated triple-negative breast cancer ,MRK,0 +5/20/2019 14:29,Biotech updates 05/20:$CANF spike then offering -37%$OCUL misses primary -8% AH$INSM offering -8% AH$MRK fails¡K ,MRK,0 +5/17/2019 4:44,Abner Herrman & Brock LLC Increases Position in Merck & Co INC $MRK ,MRK,1 +5/9/2019 11:03,"$MRK $ICPT $GILD $GNFT:Intercept (ICPT) Q1 Earnings Miss Estimates, Revenues Beat:",MRK,0 +5/9/2019 1:23,"Traders Sell Shares of Merck & Co., Inc. $MRK on Strength After Insider Selling ",MRK,0 +5/7/2019 20:13,"Richard R. Deluca Sells 35,000 Shares of Merck & Co., Inc. $MRK Stock #stocks",MRK,0 +5/7/2019 1:28,"Merck & Co., Inc. $MRK Raised to ¡§Buy¡¨ at ValuEngine ",MRK,1 +5/6/2019 7:03,$MRK $RHHBY $EDIT $IMGN:ImmunoGen (IMGN) Misses on Earnings & Revenues in Q1:,MRK,0 +5/4/2019 11:26,"Investors Sell Shares of Merck & Co., Inc. $MRK on Strength $MRK ",MRK,0 +5/4/2019 11:06,"Merck plans to shed facilities, cut jobs in restructuring ",MRK,0 +5/2/2019 17:44,"Traders Sell Shares of Merck & Co., Inc. $MRK on Strength $MRK #markets",MRK,0 +5/2/2019 1:21,"Merck & Co., Inc. $MRK Sees Large Drop in Short Interest ",MRK,0 +5/1/2019 8:53,"Merck to close plants, cut jobs in $1.2B manufacturing squeeze ",MRK,0 +5/1/2019 7:45,"Merck & Co., Inc. $MRK Posts Earnings Results, Beats Estimates By $0.17 EPS ",MRK,1 +5/1/2019 5:13,Merck $MRK PT Raised to $84 at Morgan Stanley ,MRK,1 +4/30/2019 8:05,"Merck & Co., Inc. $MRK Posts Quarterly Earnings Results, Beats Expectations By $0.17 EPS #stocks",MRK,1 +4/30/2019 5:50,"Merck & Co Q1 Adj. EPS $1.22 Beats $1.06 Estimate, Sales $10.82B Beat $10.48B Estimate $MRK @benzinga",MRK,1 +4/30/2019 4:50,"Merck and : Delivers 1Q Sales, Net Profit Beats -- Update #Merckand #Stock #MarketScreener ",MRK,1 +4/30/2019 4:31,Merck raises outlook on rising drugs sales ,MRK,1 +4/30/2019 4:15,"Merck shares rise premarket on earnings beat, raised guidance ",MRK,1 +4/30/2019 3:48,"$MRK Reports Q1 $1.22 v $1.05e, Rev $10.82B v $10.3Be (Merck & Co Inc)(More at FY1¡K ",MRK,1 +4/30/2019 3:48,Merck 1Q Earnings: $MRKSales: $10.8B (est $10.47B)Adj EPS: $1.22 (est $1.05)Raises 2019 Year Adj EPS: Sees FY Ad¡K ,MRK,1 +4/30/2019 3:47,"$MRK - Merck beats by $0.17, beats on revenue ",MRK,1 +4/29/2019 9:35,Merck Increases Availability of MMR Vaccine as CDC Suggests Some Adults Could Use a Booster ,MRK,1 +4/26/2019 4:36,$MRK - Merck's Keytruda fails to beat chemo in first-line gastric/GEJ cancer study ,MRK,1 +4/25/2019 15:00,Merck and : Says Phase 3 Study of Keytruda to Treat Some Adenocarcinoma Didn't Meet All Pr... #Merckand #Stock¡K ,MRK,1 +4/25/2019 5:13,Merck and : Viola Davis to Debut A Touch of Sugar During Tribeca Film Festival? #Merckand #Stock #MarketScreener¡K ,MRK,1 +4/24/2019 9:47,"$MRK calls working! ""IT Charts To Watch"" ",MRK,1 +4/23/2019 15:31,"Investors to AbbVie, J&J, Merck and more: Fork over info on pricing and executive pay ",MRK,1 +4/22/2019 23:41,"Merck & Co., Inc. $MRK Scheduled to Post Quarterly Earnings on Tuesday #stocks",MRK,1 +4/22/2019 16:10,Merck $MRK settled +0.4% to $73.46... as the 200dma is holding as support. The stock and broader healthcare sector¡K ,MRK,1 +4/22/2019 0:15,"Merck & Co., Inc. $MRK Downgraded by ValuEngine ",MRK,0 +4/21/2019 2:55,"Merck & Co., Inc. $MRK Cut to Hold at ValuEngine ",MRK,0 +4/21/2019 2:53,"Merck & Co., Inc. $MRK Cut to Hold at ValuEngine #stocks",MRK,0 +4/21/2019 2:54,"Merck & Co., Inc. $MRK Rating Lowered to Hold at ValuEngine ",MRK,0 +4/20/2019 3:43,"Merck & Co., Inc. $MRK Stock Rating Lowered by ValuEngine #markets",MRK,0 +4/20/2019 2:16,"RT @SwingTradeBot: $MRK technical alerts: Fell Below 200 DMA, Volume Surge, Lower Bollinger Band Walk, and Calm After... ",MRK,0 +4/19/2019 15:57,"Traders Buy Shares of Merck & Co., Inc. $MRK on Weakness #markets",MRK,1 +4/19/2019 15:57,"Traders Buy Shares of Merck & Co., Inc. $MRK on Weakness #stocks",MRK,1 +4/19/2019 8:34,"ValuEngine Lowers Merck & Co., Inc. $MRK to Hold ",MRK,1 +4/18/2019 21:57,Merck & Co $MRK Now a Sell? BidaskScore Has Downgraded The Stock ,MRK,0 +4/18/2019 17:28,"Traders Buy Shares of Merck & Co., Inc. $MRK on Weakness ",MRK,1 +4/18/2019 16:20,"Merck $MRK fell for the 12th day of 13, settling just above the 200dma. This is one wildly crazy down swing, on the¡K ",MRK,0 +4/17/2019 20:02,$HOOK $GILD $VBIV $MRNA $MRK $GSK:5 things to know about Hookipa Pharma ahead of its IPO:,MRK,1 +4/17/2019 15:52,"Merck $MRK continue to unravel with the sector, settling -4.7% at $73.92. If the 200dma is lost tomorrow, it'll spi¡K ",MRK,1 +4/17/2019 6:10,¡¥People will try to stop you¡¦: Merck CEO Kenneth Frazier told us the inside story of how a janitor¡¦s son rose to gr¡K ,MRK,1 +4/15/2019 18:11,"Investors Buy Shares of Merck & Co., Inc. $MRK on Weakness ",MRK,1 +4/14/2019 3:30,Chase Investment Counsel Corp Upped Merck & Co INC $MRK Holding by $3.10 Million as Stock Value Rose ,MRK,1 +4/14/2019 3:29,Holder Chase Investment Counsel Corp Upped Merck & Co INC $MRK Stake ,MRK,1 +4/13/2019 5:51,$MRK spot to watch here just under 80 in this one. ,MRK,1 +4/13/2019 5:47,"As Merck & Co INC $MRK Share Value Rose, Abner Herrman & Brock LLC Has Upped Position by $3.27 Million ",MRK,1 +4/12/2019 16:02,"Investors Buy Shares of Merck & Co., Inc. $MRK on Weakness #markets",MRK,1 +4/12/2019 7:17,"$VSM: Versum Materials, Merck KGaA (MKKGY) officially sign definitive agreement for Merck to acquire Versum for... ",MRK,1 +4/12/2019 5:53,Merck KGaA to buy $VSM Versum in all-cash deal valued at 5.8 billion euros ~$6.6B ,MRK,1 +4/12/2019 5:29,$VSM (+0.3% pre) Merck Signs Definitive Agreement to Acquire Versum Materials (VSM) for $53 per Share - SI,MRK,1 +4/12/2019 5:17,Merck KGaA Signs Definitive Agreement to Acquire $VSM for $53/Shr in Cash.,MRK,1 +4/12/2019 1:17,"Merck & Co., Inc. $MRK Major Shareholder Merck & Co., Inc. Buys 4,121,683 Shares ",MRK,1 +4/11/2019 14:44,FDA expands label for Merck & Co.'s Keytruda to include first-line stage III NSCLC ,MRK,1 +4/11/2019 3:46,Green Valley Investors LLC Holding in Merck & Co INC $MRK Has Raised by $14.86 Million ,MRK,1 +4/10/2019 2:33,"Merck & Co., Inc. $MRK Major Shareholder Merck & Co., Inc. Acquires 4,121,683 Shares #markets",MRK,1 +4/9/2019 17:26,"Merck & Co., Inc. $MRK Major Shareholder Merck & Co., Inc. Acquires 4,121,683 Shares #stocks",MRK,1 +4/9/2019 17:26,"Merck & Co., Inc. $MRK Major Shareholder Merck & Co., Inc. Acquires 4,121,683 Shares ",MRK,1 +4/9/2019 0:59,"Deals,deals and more ....Versum ( VSM) agrees to $53 cash offer from Merck MRkA ...Auction ends",MRK,1 +4/8/2019 4:30,Versum says revised #proposal from Merck KGaA 'superior' to Entegris $VSM $MKGAY $ENTG ,MRK,1 +4/7/2019 4:27,Capital Fund Management Sa Stake in Merck & Co INC $Put $MRK Trimmed by $7.19 Million ,MRK,0 +4/5/2019 7:41,"Zacks Investment Research Upgrades Merck & Co., Inc. $MRK to ¡§Buy¡¨ ",MRK,1 +4/5/2019 7:39,"Zacks Investment Research Upgrades Merck & Co., Inc. $MRK to ¡§Buy¡¨ #stocks",MRK,1 +4/5/2019 4:48,$ENDP $ENDP $MRK - Endo to supply generic version of PROVENTIL in U.S. ,MRK,1 +4/4/2019 17:07,"Zacks Investment Research Upgrades Merck & Co., Inc. $MRK to Buy ",MRK,1 +4/2/2019 5:22,We are adding to our bio / lotto $INO this AM pre-mkt $IBB $XBI $FBT $BIB $BBH $MRK $CELG $NVS $GILD $AMGN $SHPG¡K ,MRK,1 +4/2/2019 3:38,$MRK:Merck to Hold First-Quarter 2019 Sales and Earnings Conference ¡K:,MRK,1 +4/1/2019 1:35,FDA approves Merck KGaA's Mavenclad to treat relapsing forms of multiple sclerosis ,MRK,1 +3/30/2019 8:38,"Cantor Fitzgerald Reiterates Buy Rating for Merck & Co., Inc. $MRK ",MRK,1 +3/29/2019 11:02,"Versum opens books, begins to warm to rival suitor Merck KGaA - ",MRK,1 +3/29/2019 8:06,"Versum opens books, begins to warm to rival suitor Merck KGaA #Entegris #Stock #MarketScreener¡K ",MRK,1 +3/29/2019 7:24,"Merck & Co New $MRK Holder Keating Investment Counselors Has Lowered Its Stake by $327,940 as Stock Rose; Johnson &¡K ",MRK,0 +3/29/2019 5:56,Merck : Versum urges shareholders to reject Merck KGaA hostile bid #Merck #Stock #MarketScreener¡K ,MRK,1 +3/29/2019 1:12,"Merck & Co., Inc. $MRK EVP Sells $15,864,081.36 in Stock ",MRK,0 +3/27/2019 17:23,"Merck & Co., Inc. $MRK EVP Robert M. Davis Sells 192,572 Shares #stocks",MRK,0 +3/27/2019 9:07,Merck & Co $MRK Shareholder Buckingham Asset Management Upped Stake; Independent Bank Mich $IBCP Shareholder Deprin¡K ,MRK,1 +3/27/2019 9:07,"Merck & Co $MRK Market Value Rose While Salient Trust Company Lta Trimmed Holding by $355,680; Shareholder Zpr Inve¡K ",MRK,0 +3/27/2019 5:25,$VSM (+0.0% pre) Versum Materials¡¦ Board of Directors to Review Unsolicited Tender Offer from Merck KGaA- SI,MRK,1 +3/27/2019 3:25,"Bbva Compass Bancshares Increases Stake in Merck & Co $MRK; As Tesla $Put $TSLA Shares Declined, Shareholder Mkp Ca¡K ",MRK,1 +3/26/2019 16:48,$VSM: Versum Materials to review unsolicited $48/share tender offer from Merck KGaA (MKKGY); to advise its... ,MRK,1 +3/26/2019 12:06,Krensavage Asset Management Has Lowered Holding in Merck & Co. $MRK as Share Price Rose; Arosa Capital Management¡K ,MRK,0 +3/26/2019 8:04,$MKKGY $VSM $ENTG:Merck KGaA Isn¡¦t Giving Up on Taking Over Versum. Now It¡¦s Up to Shareholders.:,MRK,1 +3/26/2019 7:51,Merck KGaA Isn¡¦t Giving Up on Taking Over Versum. Now It¡¦s Up to Shareholders. ,MRK,1 +3/26/2019 6:18,Germany¡¦s Merck ramps up effort to upset Versum Materials takeover ,MRK,1 +3/25/2019 13:35,Healthcor Management LP Has Decreased Holding in Merck & Co $MRK by $135.64 Million; Superior Energy Svcs $SPN Shar¡K ,MRK,0 +3/25/2019 10:28,"Exxon Mobil $XOM Holder First City Capital Management Has Trimmed Position by $627,028; As Merck & Company $MRK Sto¡K ",MRK,0 +3/25/2019 6:31,"As Merck And Co $MRK Market Valuation Rose, Shareholder Capital International Has Decreased Stake by $355,604; Ing¡K ",MRK,0 +3/25/2019 4:26,Sphera Funds Management LTD Position in Merck & Co INC $MRK Has Lowered by $23.41 Million ,MRK,0 +3/25/2019 3:19,Merck & Co $MRK Share Value Rose While Healthcor Management LP Has Raised by $106.52 Million Its Holding; Roof Eida¡K ,MRK,1 +3/24/2019 9:17,Merck & Co $MRK Shares Rose While Finemark National Bank & Trust Has Raised Its Position; United Rentals $URI Holdi¡K ,MRK,1 +3/24/2019 7:19,Amica Pension Fund Board Of Trustees Lowered Its Position in Ventas $VTR by $3.36 Million; As Merck & Co $MRK Valua¡K ,MRK,0 +3/24/2019 3:44,"Apg Asset Management Nv Position in Mks Instrument $MKSI Decreased by $728,000; As Merck & Co $MRK Share Price Rose¡K ",MRK,0 +3/24/2019 3:39,Merck & Co. $MRK Shareholder Cornerstone Investment Partners Has Decreased Its Stake; Horace Mann Educators New¡K ,MRK,0 +3/23/2019 1:27,"Insider Selling: Merck & Co., Inc. $MRK Chairman Sells 192,736 Shares of Stock ",MRK,0 +3/22/2019 22:31,"Investors Sell Merck & Co., Inc. $MRK on Strength After Insider Selling #markets",MRK,0 +3/22/2019 1:13,"Kenneth C. Frazier Sells 192,736 Shares of Merck & Co., Inc. $MRK Stock #stocks",MRK,0 +3/20/2019 18:57,"Traders Sell Shares of Merck & Co., Inc. $MRK on Strength After Insider Selling #markets",MRK,0 +3/20/2019 6:54,"It¡¦s not all good news, as the biotech also disclosed today that Merck has decided to walk away from its growth dif¡K ",MRK,1 +3/20/2019 6:09,Capital Fund Management Sa Has Decreased Merck & Co INC $Put $MRK Holding as Stock Rose ,MRK,0 +3/20/2019 4:52,Merck : Set to Invest EUR1 Billion in Darmstadt HQ #Merck #Stock #MarketScreener ,MRK,1 +3/20/2019 3:48,RT @bio_clouseau: $MRK to terminate GDF15 program from NGM for obesity due to lack of efficacy. Will extend R&D until 2022 ,MRK,1 +3/17/2019 2:13,"Insider Selling: Merck & Co., Inc. $MRK Chairman Sells 18,725 Shares of Stock ",MRK,0 +3/16/2019 15:44,"Merck & Co., Inc. $MRK Chairman Sells $1,535,450.00 in Stock ",MRK,0 +3/15/2019 4:50,Merck & Co INC $MRK Share Value Rose While Eaton Vance Management Upped Stake ,MRK,1 +3/14/2019 23:58,"Traders Sell Merck & Co., Inc. $MRK on Strength on Insider Selling ",MRK,0 +3/14/2019 23:53,"Investors Sell Shares of Merck & Co., Inc. $MRK on Strength Following Insider Selling ",MRK,0 +3/14/2019 20:47,"Traders Sell Shares of Merck & Co., Inc. $MRK on Strength $MRK ",MRK,0 +3/14/2019 17:21,"Merck & Co., Inc. $MRK Chairman Kenneth C. Frazier Sells 18,725 Shares #stocks",MRK,0 +3/14/2019 17:21,"Merck & Co., Inc. $MRK Chairman Kenneth C. Frazier Sells 18,725 Shares ",MRK,0 +3/14/2019 12:22,I think $MRK buys this $ATOS they are in the mkt they said small acquisitions is on the agenda.,MRK,1 +3/13/2019 9:59,"Merck & Co., Inc. $MRK to Issue Quarterly Dividend of $0.55 on April 5th #markets",MRK,1 +3/12/2019 0:36,"Merck & Co., Inc. $MRK ¡V Investment Analysts¡¦ Weekly Ratings Updates #markets",MRK,1 +3/12/2019 0:36,"Merck & Co., Inc. $MRK ¡V Investment Analysts¡¦ Weekly Ratings Updates #stocks",MRK,1 +3/11/2019 10:00,Merck & Company Leads 358 Securities Going Ex-Dividend This Week ,MRK,1 +3/9/2019 10:32,"Merck gives King's College London, Wellcome Trust up to $340M in deal to develop non-opioid painkillers: The hyperp¡K ",MRK,1 +3/9/2019 9:37,"Merck & Co., Inc. $MRK to Issue Quarterly Dividend of $0.55 on April 5th ",MRK,1 +3/9/2019 9:33,"Merck & Co., Inc. $MRK to Issue Quarterly Dividend of $0.55 #stocks",MRK,1 +3/9/2019 4:22,"As Merck & Co INC $MRK Stock Rose, Zacks Investment Management Has Lowered Holding ",MRK,0 +3/9/2019 4:22,Zacks Investment Management Decreased Its Holding in Merck & Co INC $MRK as Stock Value Rose ,MRK,0 +3/9/2019 3:07,"Insider Selling: Merck & Co., Inc. $MRK Chairman Sells $1,648,610.00 in Stock ",MRK,0 +3/9/2019 3:06,"Kenneth C. Frazier Sells 20,105 Shares of Merck & Co., Inc. $MRK Stock #markets",MRK,0 +3/8/2019 4:10,Sphera Funds Management LTD Has Trimmed Its Position in Merck & Co INC $MRK as Stock Price Rose ,MRK,0 +3/8/2019 4:09,Merck & Co INC $MRK Holder Sphera Funds Management LTD Has Decreased Holding by $23.41 Million as Stock Value Rose ,MRK,0 +3/8/2019 3:30,"Kenneth C. Frazier Sells 20,105 Shares of Merck & Co., Inc. $MRK Stock ",MRK,0 +3/7/2019 15:21,"Investors Buy Shares of Merck & Co., Inc. $MRK on Weakness After Insider Selling #markets",MRK,0 +3/7/2019 15:20,"Investors Buy Merck & Co., Inc. $MRK on Weakness After Insider Selling ",MRK,0 +3/7/2019 9:28,"Merck KGaA admits to ¡¥challenging¡¦ 2018, as currencies hit sales: Germany¡¦s Merck KGaA has described 2018 as a ¡§cha¡K ",MRK,1 +3/7/2019 4:12,Merck KGaA expects flat sales in 2019 as currency headwinds hit growth ,MRK,0 +3/7/2019 1:49,Merck CEO: Fully Committed To Pursuing Versum,MRK,1 +3/6/2019 19:17,"Merck & Co., Inc. $MRK Chairman Kenneth C. Frazier Sells 20,105 Shares ",MRK,0 +3/6/2019 19:16,"Merck & Co., Inc. $MRK Chairman Kenneth C. Frazier Sells 20,105 Shares #stocks",MRK,0 +3/6/2019 19:15,"Merck & Co., Inc. $MRK Chairman Sells $1,648,610.00 in Stock #stocks",MRK,0 +3/6/2019 11:55,My gosh would yah look at $DFFN - May get back to breakeven this keeps up ??$IBB $XBI $FBT $BIB $BBH $MRK $NVS¡K ,MRK,1 +3/5/2019 10:36,Merck KGaA urges Versum shareholders to support takeover bid ,MRK,1 +3/5/2019 5:59,"$VSM (+0.0% pre) Versum Investors Try To Halt Entegris $ENTG Merger, Favor Merck Bid - Law360",MRK,1 +3/5/2019 5:57,$VSM (+0.0% pre) Merck KGaA urges Versum shareholders to support bid over Entegris - SA,MRK,1 +1/17/2020 10:21,$TEAM not down as much as $WORK on this $MSFT ad campaign. Odd.,MSFT,0 +1/17/2020 7:42,Big time volume on $MSFT as the gap up gets some profit takers to come out of the closet.,MSFT,1 +1/17/2020 5:15,"While @realDonaldTrump is pushing coal, Microsoft is taking a different route. @JimCramer breaks down how $MSFT is¡K ",MSFT,0 +1/17/2020 3:20,"RT @TheStreet: While @realDonaldTrump is pushing coal, Microsoft is taking a different route. @JimCramer breaks down how $MSFT is taking IP¡K",MSFT,0 +1/17/2020 2:57,Microsoft $MSFT Price Target Raised to $180.00 ,MSFT,1 +1/17/2020 2:24,Global stocks follow Wall Street higher after US-China deal $MSFT #MSFT #Stockprices #Leadingeconomicindicators¡K ,MSFT,1 +1/16/2020 20:42,RT @IBD_ECarson: Google Joins $1 Trillion Club As Market Rally Tests Limits; Futures Tilt Higher $GOOGL $MSFT $AAPL¡K,MSFT,1 +1/16/2020 18:46,"#MathIsHardJust like in 2000 when $MSFT was one of #FabFour can¡¦t miss stocks of the next decade, likely to be¡K ",MSFT,0 +1/16/2020 12:43,$MSFT .. Lalala .. am singing! Can U hear me? Record high and WHY SELL??????????????? $QQQ $IGV $CYBR $ZS ....,MSFT,1 +1/16/2020 5:26,$MSFT PT RAISED TO $185 FROM $180 AT WELLS FARGO,MSFT,1 +1/15/2020 23:05,Microsoft $MSFT Reaches New 12-Month High After Analyst Upgrade ,MSFT,1 +1/14/2020 18:53,Microsoft $MSFT Price Target Raised to #stocks,MSFT,1 +1/14/2020 18:52,Microsoft $MSFT Price Target Raised to at Wells Fargo & Co #markets,MSFT,1 +1/14/2020 18:51,Microsoft $MSFT Price Target Raised to at Wells Fargo & Co ,MSFT,1 +1/13/2020 14:57,"Closed at .26 HOD. This is a Buy n Hold, as well as keep a Core Position Long. CEO sold 1 his Cos to $MSFT co-foun¡K ",MSFT,0 +1/13/2020 12:10,"$MSFT Credit Suisse raises Microsoft forecast, expects cloud revenue to reach $100 billion in five years ",MSFT,1 +1/13/2020 6:51,$MSFT Microsoft Target Raised by Credit Suisse Group $161.34 $155.00 ? $180.00 Outperform,MSFT,1 +1/13/2020 5:42,Credit Suisse raises $MSFT target to $180 from $155,MSFT,1 +1/13/2020 4:32,Credit Suisse Raises PT On Microsoft To $180 From $155 $MSFT,MSFT,1 +1/13/2020 4:31,$MSFT PT RAISED TO $180 FROM $155 AT CREDIT SUISSE,MSFT,1 +1/13/2020 4:31,Microsoft $MSFT PT Raised to $180 at Credit Suisse ,MSFT,1 +1/13/2020 0:36,Jefferies Financial Group Raises Microsoft FY2020 Earnings Estimates to $5.37 EPS (Previously $5.29). $MSFT #MSFT,MSFT,1 +1/11/2020 8:29,$MSFT great weekly. Had multiple price target increases into $180s this week. ,MSFT,1 +1/11/2020 6:54,Cowen Reiterates Outperform Rating for Microsoft $MSFT ,MSFT,1 +1/10/2020 17:02,Microsoft $MSFT Given Buy Rating at Jefferies Financial Group #stocks,MSFT,1 +1/10/2020 6:41,$MSFT Jefferies analyst Brent Thill maintained a Buy and raised pt to $185 from $160. He called company one of his¡K ,MSFT,1 +1/9/2020 23:17,Microsoft $MSFT Sets New 52-Week High on Analyst Upgrade ,MSFT,1 +1/9/2020 17:56,Microsoft¡¦s $MSFT Buy Rating Reaffirmed at Jefferies Financial Group ,MSFT,1 +1/9/2020 6:52,$MSFT (+1.1% pre) Microsoft (MSFT) PT Raised to 'Street High' $195 at Wedbush on Cloud Strength - SI,MSFT,1 +1/9/2020 6:11,$MSFT Wedbush expects Microsoft to run higher Wedbush says it's incrementally confident in the firm's bullish¡K ,MSFT,1 +1/9/2020 5:25,$MSFT- Microsoft PT Raised to $195 at Wedbush- Microsoft PT Raised to $180 from $165 at Cowen,MSFT,1 +1/9/2020 5:24,Cowen Raises The PT On Microsoft To $180 From $165 $MSFT,MSFT,1 +1/9/2020 5:22,$MSFT PT RAISED TO $180 FROM $165 AT COWEN,MSFT,1 +1/9/2020 5:10,$MSFT - Wedbush expects Microsoft to run higher ,MSFT,1 +1/8/2020 20:26,$MSFT $GOOGL:How a 32-year-old turned a high school yearbook idea into a $3.2 billion business:,MSFT,1 +1/8/2020 3:03,DZ Bank Reiterates Buy Rating for Microsoft $MSFT ,MSFT,1 +1/8/2020 2:51,$MSFT 189 PT MS upgraded,MSFT,1 +1/7/2020 15:49,Microsoft $MSFT Receives Buy Rating from DZ Bank #stocks,MSFT,1 +1/4/2020 10:40,$MSFT #MSFT Yea..... NO thank you... Notice weekly %R breaking down this week. ,MSFT,0 +1/3/2020 23:59,Microsoft $MSFT Hits New 1-Year High at $159.56 ,MSFT,1 +1/2/2020 16:12,$MSFT Bill Gates Ends the Decade Pushing for Higher Taxes on the Rich via ,MSFT,1 +12/31/2019 1:29,$MSFT - Microsoft takes down domains of N.Korean hackers ,MSFT,0 +12/30/2019 6:14,Microsoft¡¦s $MSFT Buy Rating Reaffirmed at DZ Bank ,MSFT,1 +12/28/2019 4:12,Microsoft $MSFT Sets New 12-Month High at $158.73 ,MSFT,1 +12/27/2019 5:19,$MSFT Yesterday at 11:00 AM-Bank of America names Microsoft as a top software pick for 2020 and raises the price t¡K ,MSFT,1 +12/26/2019 16:02,Microsoft $MSFT Hits New 1-Year High at $158.73 #stocks,MSFT,1 +12/26/2019 13:54,$MSFT All time high closing ! will break $160 level sooner or later $QQQ $OKTA $TWLO $SPLK !!,MSFT,1 +12/26/2019 11:58,Recent Research Analysts¡¦ Ratings Updates for Microsoft $MSFT ,MSFT,1 +12/26/2019 11:57,Recent Research Analysts¡¦ Ratings Updates for Microsoft $MSFT #stocks,MSFT,1 +12/26/2019 9:22,$MSFT Ready for new high ! WHY WHY WHY sell??? P&F has $181 PT ! $COUP $TWLO $SPLK $OKTA ... ,MSFT,1 +12/25/2019 1:34,Microsoft $MSFT Receives Buy Rating from Tigress Financial ,MSFT,1 +12/22/2019 12:36,$MSFT Doji on Friday on big volume. High cam in on the open. Dips to the 8D remain buyable. ,MSFT,1 +12/21/2019 5:20,Deutsche Bank Raises Microsoft $MSFT Price Target to $175.00 ,MSFT,1 +12/21/2019 2:07,Microsoft¡¦s $MSFT Outperform Rating Reaffirmed at Wedbush ,MSFT,1 +12/19/2019 15:45,"$MSFT settled +0.9% to $155.71, reflective of the main market.The highest mainstream target I see is $165 from Cow¡K ",MSFT,1 +12/18/2019 3:42,Microsoft¡¦s $MSFT Outperform Rating Reiterated at Wedbush ,MSFT,1 +12/17/2019 14:06,$MSFT down 84c today after a few cents from ATH earlier & shorts came out like ants declaring victory ! U¡K ,MSFT,0 +12/17/2019 7:07,$MSFT Microsoft Target Raised by Deutsche Bank $155.53 $160.00 ? $175.00 Buy,MSFT,1 +12/17/2019 6:37,$MSFT Deutsche Bank analyst Karl Keirstead raised his price target for Microsoft to $175 from $160 and affirms a Bu¡K ,MSFT,1 +12/17/2019 4:25,Microsoft $MSFT PT Raised to $185 at Wedbush ,MSFT,1 +12/16/2019 9:44,$WDC $MSFT $SNE:Western Digital Stock Is Soaring as Analyst Upgrades It Due to the 5G Opportunity:,MSFT,1 +12/14/2019 6:29,Microsoft $MSFT Price Target Raised to $165.00 at Cowen ,MSFT,1 +12/14/2019 6:27,Microsoft $MSFT PT Raised to $165.00 at Cowen ,MSFT,1 +12/12/2019 11:38,$MSFT Microsoft Target Raised by Cowen $152.07 $155.00 ? $165.00 Outperform,MSFT,1 +12/12/2019 9:09,Microsoft $MSFT PT Raised to $165.00 #stocks,MSFT,1 +12/12/2019 6:51,"$MSFT Microsoft Target Raised as Cowen Sees Healthy 2020 IT Spending, PT $165 from $155story via Bloomberg ",MSFT,1 +12/12/2019 4:27,$MSFT PT RAISED TO $165 FROM $155 AT COWEN,MSFT,1 +12/12/2019 2:46,"Margaret L. Johnson Sells 35,000 Shares of Microsoft Co. $MSFT Stock ",MSFT,0 +12/9/2019 8:30,$OKTA H&H Morning star reversal !! ER Beat!!! and THEY pushed down to steal cheap shares !! $COUP $TWLO $MSFT $IGV ...,MSFT,0 +12/5/2019 8:37,Microsoft Co. $MSFT Announces $0.51 Quarterly Dividend #stocks,MSFT,1 +12/5/2019 8:39,Microsoft Co. Announces Quarterly Dividend of $0.51 $MSFT ,MSFT,1 +12/5/2019 6:08,$MSFT Bernstein analyst Mark Moerdler raised his price target for Microsoft to $174 from $167 and maintained an Out¡K ,MSFT,1 +12/2/2019 6:11,$MSFT - A slower name but working higher ,MSFT,1 +11/28/2019 15:26,Short Interest in Microsoft Co. $MSFT Increases By 8.2% #stocks,MSFT,1 +11/28/2019 15:24,Short Interest in Microsoft Co. $MSFT Increases By 8.2% ,MSFT,1 +11/27/2019 21:27,Microsoft $MSFT Sets New 12-Month High at $151.35 ,MSFT,1 +11/27/2019 21:26,Microsoft $MSFT Hits New 12-Month High at $151.35 #markets,MSFT,1 +11/27/2019 5:01,$BOX $MSFT $GOOGL:Box raises full-year revenue forecast as demand for its services rises:,MSFT,1 +11/26/2019 13:41,$MSFT ATH !!!! WHY WHY sell??? lock some shares up for 401K and kids too! My sister has good amount of s¡K ,MSFT,1 +11/26/2019 2:37,Analysts¡¦ Recent Ratings Updates for Microsoft $MSFT ,MSFT,1 +11/26/2019 2:34,Analysts¡¦ Recent Ratings Updates for Microsoft $MSFT #stocks,MSFT,1 +11/22/2019 6:18,Microsoft $MSFt sells Windows and Office software to?Huawei ,MSFT,0 +11/20/2019 15:09,"$MSFT broke a new historic high of $150.84, but settled -0.2% at $149.62. S/t vulnerable with the main market, litt¡K ",MSFT,1 +11/19/2019 17:57,Microsoft $MSFT Receives Outperform Rating from Credit Suisse Group #markets,MSFT,1 +11/19/2019 17:32,Microsoft $MSFT Given Buy Rating at Stifel Nicolaus ,MSFT,1 +11/19/2019 14:22,Who buys $WORK to compete with $MSFT now? @caetuscap,MSFT,1 +11/19/2019 14:10,$MSFT ex dividend tomorrow. No idea what $25 million bullish trade on it is for. Looking to trade puts on it tomo¡K ,MSFT,1 +11/19/2019 12:37,RT @realmoney: Google $GOOGL Stadia reviews show why Microsoft's $MSFT cloud gaming strategy is smarter. @EricJhonsa breaks it down ,MSFT,0 +11/18/2019 16:07,Microsoft¡¦s $MSFT Buy Rating Reaffirmed at Stifel Nicolaus #stocks,MSFT,1 +11/18/2019 5:34,Microsoft Co. $MSFT to Issue Quarterly Dividend of $0.51 on December 12th ,MSFT,1 +11/17/2019 19:25,BidaskClub Upgrades Microsoft $MSFT to Strong-Buy #stocks,MSFT,1 +11/17/2019 19:23,BidaskClub Upgrades Microsoft $MSFT to Strong-Buy ,MSFT,1 +11/15/2019 7:49,$MSFT inched my stop a small amount higher on this let it ride trade. After it made another 52 week high,MSFT,1 +11/15/2019 3:20,$MSFT - 12 Upcoming Dividend Increases Anchored By Microsoft. Get more info on Seeking Alpha:¡K ,MSFT,1 +11/14/2019 13:30,$MSFT new 52 week high still holding this let it ride trade,MSFT,1 +11/14/2019 9:31,Microsoft $MSFT Reaches New 12-Month High at $147.99 #markets,MSFT,1 +11/12/2019 10:11,$MSFT $GOOGL $FIT $UHS:Google¡¦s hospital data-sharing deal raises privacy fears ¡X here¡¦s what¡¦s really goi¡K:,MSFT,1 +11/12/2019 7:37,Trimmed some $msft $146.60+. It¡¦s been a great long - still in,MSFT,0 +11/10/2019 14:29,Microsoft $MSFT Hits New 12-Month High at $145.99 ,MSFT,1 +11/10/2019 11:56,"$MSFT Sneaky move on low volume that picked up late on Friday, Like this name for much higher. IF markets go I expe¡K ",MSFT,0 +11/10/2019 5:01,"Insider Selling: Microsoft Co. $MSFT CMO Sells $360,025.00 in Stock #markets",MSFT,0 +11/9/2019 6:01,$MSFT ... $145.96 +1.18% $146.11 AH ...All time high ... euphoric ,MSFT,1 +11/7/2019 17:56,"Microsoft Co. $MSFT CMO Christopher C. Capossela Sells 2,500 Shares #stocks",MSFT,0 +11/7/2019 17:53,"Insider Selling: Microsoft Co. $MSFT CMO Sells 2,500 Shares of Stock ",MSFT,0 +11/7/2019 3:41,"Christopher C. Capossela Sells 2,500 Shares of Microsoft Co. $MSFT Stock #markets",MSFT,0 +11/5/2019 18:50,"Insider Selling: Microsoft Co. $MSFT CMO Sells 2,500 Shares of Stock #stocks",MSFT,0 +11/5/2019 18:15,"Microsoft Pilots 4-Day Week, Raises Productivity 40% $MSFT ",MSFT,1 +11/1/2019 12:35,RT @FredMas24425602: @OphirGottlieb I do want to thank you for your tweet yesterday that $ANET has a $MSFT Capex problem. Sold it at $249.,MSFT,0 +11/1/2019 4:41,"$MSFT - Barclays raises Microsoft on JEDI, software valuations ",MSFT,1 +10/31/2019 19:49,Microsoft $MSFT Earns Buy Rating from Deutsche Bank ,MSFT,1 +10/30/2019 6:08,$MSFT had a solid report and then won a $10 billion Pentagon contact. It hit a high of $145.67 and we sold some str¡K ,MSFT,0 +10/30/2019 1:31,"Jean Philippe Courtois Sells 13,074 Shares of Microsoft Co. $MSFT Stock #markets",MSFT,0 +10/29/2019 23:35,Microsoft $MSFT Hits New 12-Month High After Analyst Upgrade ,MSFT,1 +10/29/2019 22:43,Microsoft $MSFT Shares Gap Up on Analyst Upgrade #markets,MSFT,1 +10/29/2019 19:00,Microsoft $MSFT Given Buy Rating at Sanford C. Bernstein ,MSFT,1 +10/29/2019 16:25,Microsoft $MSFT Price Target Raised to $160.00 at Mizuho ,MSFT,1 +10/29/2019 12:38,Microsoft $MSFT Stock Rating Upgraded by Zacks Investment Research #markets,MSFT,1 +10/29/2019 2:28,Q2 2020 EPS Estimates for Microsoft Co. $MSFT Raised by Analyst ,MSFT,1 +10/28/2019 15:38,"Jean Philippe Courtois Sells 11,345 Shares of Microsoft Co. $MSFT Stock #stocks",MSFT,0 +10/28/2019 15:38,"Microsoft Co. $MSFT EVP Jean Philippe Courtois Sells 13,074 Shares #stocks",MSFT,0 +10/28/2019 14:21,"$MSFT broke a new historic high of $145.67, but settled +2.5% at $144.19, and that made for a black candle, which l¡K ",MSFT,1 +10/28/2019 13:18,Markets Right Now: S&P 500 index closes at an all-time high $MSFT #MSFT #Stockindicesandaverages #Stockmarkets¡K ,MSFT,1 +10/28/2019 8:31,$MSFT Microsoft stock rises to record high after JEDI victory over Amazon ,MSFT,1 +10/28/2019 7:04,"$MSFT near LOD, a lot of people sold the news. Let's see if she can firm up here now. Anything below LOD gets more¡K ",MSFT,0 +10/28/2019 6:21,From the trading floors: -Old School Tech ($XLK) is the upside leader on $MSFT and new high in chips ($SMH) -Fina¡K ,MSFT,1 +10/28/2019 5:33,$MSFT (+2.4% pre) The Force is with Microsoft: Shares up on winning JEDI contract - Reuters,MSFT,1 +10/28/2019 3:01,Microsoft $MSFT Price Target Raised to $160.00 at Stifel Nicolaus ,MSFT,1 +10/28/2019 2:37,Microsoft $MSFT Price Target Raised to $165.00 at BMO Capital Markets #stocks,MSFT,1 +10/28/2019 2:36,Microsoft $MSFT Price Target Raised to $165.00 at BMO Capital Markets ,MSFT,1 +10/27/2019 12:53,$MSFT closed up +$4 in after-hours on Friday! Please don't chase gap up opens... wait for gap fill setups or new s¡K ,MSFT,1 +10/27/2019 11:01,Citigroup Raises Microsoft $MSFT Price Target to $155.00 ,MSFT,1 +10/26/2019 14:44,Microsoft $MSFT Raised to Buy at Zacks Investment Research ,MSFT,1 +10/26/2019 14:01,$MSFT just think how high it will go after the smart money analysts raise their price targets and upgrade it next week,MSFT,1 +10/26/2019 9:49,"Microsoft $MSFT Posts Earnings Results, Beats Estimates By $0.14 EPS ",MSFT,1 +10/26/2019 8:57,Microsoft $MSFT PT Raised to $165.00 at BMO Capital Markets #markets,MSFT,1 +10/25/2019 20:30,Microsoft $MSFT PT Raised to $165.00 ,MSFT,1 +10/25/2019 10:49,$MSFT gap up on earnings. The above average volume says the 'big boys & girls' (aka: institutions) want it so I do¡K ,MSFT,1 +10/25/2019 9:27,"Microsoft $MSFT Releases Earnings Results, Beats Estimates By $0.14 EPS ",MSFT,1 +10/25/2019 6:29,#Microsoft Testing Bull Market High After Strong Quarter $MSFT #stocks #techstocks ,MSFT,1 +10/24/2019 17:39,Microsoft $MSFT Price Target Raised to $155.00 ,MSFT,1 +10/24/2019 17:37,Microsoft $MSFT Price Target Raised to $155.00 #markets,MSFT,1 +10/24/2019 17:37,Microsoft $MSFT Price Target Raised to $155.00 #stocks,MSFT,1 +10/24/2019 17:31,Citigroup Increases Microsoft $MSFT Price Target to $155.00 #stocks,MSFT,1 +10/24/2019 11:28,Microsoft is Azure of itself with its third consecutive double-digit EPS beat $MSFT,MSFT,1 +10/24/2019 9:47,$MSFT set to make new high today if we rage in futures,MSFT,1 +10/24/2019 6:34,Microsoft is amazing. $1 tril company with over 20% growth. With a dividend to boot. $msft ,MSFT,1 +10/24/2019 6:04,$TSLA $MSFT $DJIA $SPX $MMM:Dow Set to Creep Higher In Another Massive Day For Wall Street Earnings:,MSFT,1 +10/24/2019 5:15,BMO Capital Markets Increases Microsoft $MSFT Price Target to $165.00 #stocks,MSFT,1 +10/24/2019 2:34,RBC Raises PT On Microsoft To $163 From $160 $MSFT,MSFT,1 +10/23/2019 13:45,Microsoft Reports Q1 Earnings Beat $MSFT ,MSFT,1 +10/23/2019 13:34,How high can the $MSFT cloud rise? @EricJhonsa is breaking down Azure LIVE: ,MSFT,0 +10/23/2019 13:24,$MSFT Microsoft beats profit estimates but cloud growth slows ,MSFT,1 +10/23/2019 13:23,"$MSFT Microsoft Beats September-Quarter Sales, Earnings Targets ",MSFT,1 +10/23/2019 13:21,$MSFT beats the Estimize EPS Consensus by 7c and the Estimize Revenue Consensus by $418.28M. Reports FQ1 earnings o¡K ,MSFT,1 +10/23/2019 13:08,"$MSFT - Microsoft EPS beats by $0.14, beats on revenue ",MSFT,1 +10/23/2019 13:06,Microsoft $MSFT reports earnings. @EricJhonsa is breaking down everything you need to know LIVE:¡K ,MSFT,0 +10/23/2019 12:39,$MSFT sentiment is coming in really hot. I mean like the highest it gets in these surveys. ,MSFT,1 +10/23/2019 11:52,"buy $MSFT #cloud and #strong guidnace will push it higher here is no slowdown as per According to Gartner, cloud s¡K ",MSFT,1 +10/23/2019 11:21,Microsoft $MSFT has earnings in AHWill the stock open Thursday higher or lower?,MSFT,1 +10/23/2019 11:13,"RT @JustinPulitzer: $MSFT Higher, Lower or Flat on Earnings Today after the close? #SentimentGauge",MSFT,0 +10/23/2019 11:08,$MSFT beats #market $SPY $QQQ makes ATH ,MSFT,1 +10/23/2019 10:37,"$MSFT Higher, Lower or Flat on Earnings Today after the close? #SentimentGauge",MSFT,0 +10/23/2019 0:40,BidaskClub Downgrades Microsoft $MSFT to Buy ,MSFT,0 +10/22/2019 15:27,RT @LaMonicaBuzz: Slack hit a new all-time low today. $WORK down 6%. Worries that $MSFT will show more momentum for rival software Teams wh¡K,MSFT,0 +10/22/2019 9:49,$WORK $MSFT $ZM $SAP:Slack Doubles Down on Its App Ecosystem as It Continues Battling Microsoft:,MSFT,0 +10/21/2019 13:12,$SPY closed above 300 if we can gap up can see 312 with $SNAP $MSFT #earnings tomorrow,MSFT,1 +10/21/2019 11:31,"$MSFT Microsoft acquires start-up Mover, shortly after buying Movere, to get more data into its cloud ",MSFT,1 +10/21/2019 11:00,"$MSFTMicrosoft acquires start-up Mover, shortly after buying Movere, to get more data into its #cloud ",MSFT,1 +10/21/2019 10:03,$MSFT - Microsoft acquires Mover ,MSFT,1 +10/21/2019 9:09,$MSFT - EU data watchdog raises Microsoft concerns ,MSFT,1 +10/20/2019 19:51,Microsoft¡¦s $MSFT Buy Rating Reiterated at Cleveland Research #stocks,MSFT,1 +10/17/2019 14:13,$MSFT $SNE:Nintendo Switch passes 15M sold in North America:,MSFT,0 +10/13/2019 11:58,RT @TrendSpider: $MSFT #MSFT Do NOT miss tonight's webinar with @FibLines as he teaches us about what #Fibonacci levels are and how they ca¡K,MSFT,0 +10/9/2019 4:30,"#ICYMI: Jefferies Says Software Still Strong, But Focus on Apps, Large Caps; Microsoft Gets Upgrade$MSFT",MSFT,1 +10/8/2019 16:07,Anybody else find it very PECULIAR that Jefferies upgraded $MSFT this am ? The timing of this UG was fascinating¡K ,MSFT,1 +10/8/2019 4:06,$MSFT upgraded this morning,MSFT,1 +10/7/2019 14:48,$MSFT ???? UPGRADE AT JEFFERIES ,MSFT,1 +10/7/2019 14:21,Jefferies Upgrades $MSFT To Buy and Raises Price Target From $93 To $160,MSFT,1 +10/7/2019 8:05,Still winning. -$MSFT Trading News - High Win Rate Trigger in Microsoft (MSFT) ,MSFT,1 +10/7/2019 3:12,"$MSFT $T:These 5 Dividend Stocks Pay $70 Billion a Year, Combined, to Their ¡K:",MSFT,1 +10/3/2019 11:03,Microsoft $MSFT Cut to ¡§Hold¡¨ at ValuEngine ,MSFT,0 +10/3/2019 10:09,$MSFT which led this rally up today never confirmed the break high in the futures,MSFT,1 +10/2/2019 23:34,$MSFT could fall down a bit more but i think that the rising 100-day exp moving average will support the stock agai¡K ,MSFT,0 +9/30/2019 17:09,"$MSFT broke a new historic high of $142.37, settling +0.8% at $139.03. Mid/long term hyper strong, for what is argu¡K ",MSFT,1 +9/30/2019 15:30,$MSFT Trading News - High Win Rate Trigger in Microsoft (MSFT) working...,MSFT,1 +9/29/2019 15:06,$MSFT that trendline is your friend until it breaks. Nice consolidation pattern with series of Higher lows. Remains¡K ,MSFT,1 +9/24/2019 18:01,$MSFT failed breakout few days ago and heading back down to trend. ,MSFT,0 +9/24/2019 16:34,$MSFT Trading News - High Win Rate Trigger in Microsoft (MSFT) you need to get¡K ,MSFT,1 +9/23/2019 8:36,$MSFT - Microsoft's Buybacks Are Accelerating The Growth In Its Dividend Per Share. Read more and get updates on an¡K ,MSFT,1 +9/23/2019 7:31,$MSFT Microsoft Casually Pops Its Dividend 11% ,MSFT,1 +9/23/2019 7:29,$MSFT announced 11% Div hike & $40B Buyback. Popped initially on the great news & has sold off since. It has the cl¡K ,MSFT,0 +9/23/2019 7:21,$MSFT - Microsoft: Don't Let The Buyback Or Dividend Increase Cloud Your Vision. Continue reading:¡K ,MSFT,1 +9/20/2019 22:42,Microsoft $MSFT Hits New 52-Week High Following Dividend Announcement ,MSFT,1 +9/20/2019 15:32,$MSFT settled -1.2% to $139.44.This remains the US market leader. The Thurs' historic high bodes bullish for the m¡K ,MSFT,1 +9/20/2019 11:43,$MSFT $WMT:Buy Microsoft Stock at Its Highs for More Than the Dividend and ¡K:,MSFT,1 +9/19/2019 23:58,$MSFT made a new high but the close was below the previous high. This stock needs to break and close above the 141.¡K ,MSFT,1 +9/19/2019 22:34,"$MSFT Microsoft looks awfully interesting after closing up at the highest levels since late July, arguably breaking¡K ",MSFT,1 +9/19/2019 16:51,$MSFT IT line at 142.24. Hit a high of 142.37 and reversed ?? ,MSFT,1 +9/19/2019 14:54,"Closing chart: Microsoft $MSFTA new historic high of $142.37, helped on buyback & dividend news. Short, mid, long¡K ",MSFT,1 +9/19/2019 14:17,"$MSFT broke a new historic high of $142.37, on $40bn buyback and raised dividend news, settling +1.8% at $141.07. T¡K ",MSFT,1 +9/19/2019 10:20,$MSFT Trading News - High Win Rate Trigger in Microsoft (MSFT) printing the dollars.,MSFT,1 +9/19/2019 10:04,"$MSFT $SPX:Microsoft¡¦s New, Higher Dividend Still Lags the Market:",MSFT,1 +9/19/2019 9:10,"Microsoft $MSFT rises on buyback, dividend hike; capital efficiency means more to come. ",MSFT,1 +9/19/2019 8:49,Microsoft gifts shareholders new buyback plan and dividend increase (MSFT) $msft,MSFT,1 +9/19/2019 7:52,"$MSFT Microsoft stock hits new high after dividend hike, new buyback program ",MSFT,1 +9/19/2019 7:50,$MSFT Microsoft drives S&P 500 near record high ,MSFT,1 +9/19/2019 7:16,RT @ivanhoff2: New all-time highs for $MSFT which is still the most valuable company in the world. ,MSFT,1 +9/19/2019 6:54,$MSFT buyback fundamentals should help the markets get back to all time highs$ES $SPX $ES_F $SPY $QQQ $IWM $VIX $VXX,MSFT,1 +9/19/2019 6:48,$MSFT back to the highs on buyback and dividend news ,MSFT,1 +9/19/2019 6:34,.@BruceKamich breaks down #StockoftheDay $MSFT ,MSFT,0 +9/19/2019 4:32,Oppenheimer Reiterates Outperform Rating on Microsoft $MSFT ,MSFT,1 +9/19/2019 3:32,$MSFT Approves $40B share repurchase program (4% of market cap); Raises Quarterly dividend 10.9% to $0.51 from $0.4¡K ,MSFT,1 +9/18/2019 14:40,"$MSFT settled +0.8% at $138.52.In AH, dividend increase 11% to 51cents.$40bn buyback. As at 5.40pm EDT, the stock¡K ",MSFT,1 +9/18/2019 14:17,"Microsoft board hikes dividend 11%, OKs $40 billion in buybacks - Another absurd buyback while $msft trades at the¡K ",MSFT,1 +9/18/2019 14:13,$MSFT 139 calls expiring this week were $0.03 at low of the day Monday and they are going to be around $1.5 tomorrow. I am not in it.,MSFT,0 +9/18/2019 13:48,Microsoft Co. $MSFT Raises Dividend to $0.51 Per Share #markets,MSFT,1 +9/18/2019 13:45,Microsoft Co. $MSFT Announces Quarterly Dividend of $0.51 ,MSFT,1 +9/18/2019 13:45,Microsoft Co. $MSFT Announces Quarterly Dividend of $0.51 #stocks,MSFT,1 +9/18/2019 13:12,Breaking - $MSFT boosts dividend and announces $40B buyback,MSFT,1 +9/18/2019 13:11,$MSFT announces 11% increase to Dividend & $40B Buyback¡K not exactly signaling a recession.,MSFT,1 +9/18/2019 13:10,??????$MSFT Microsoft announces quarterly dividend increase and new share repurchase program - ,MSFT,1 +9/18/2019 13:09,Microsoft showering more cash on shareholders. $MSFT just announced 11% dividend increase and new stock buyback pro¡K ,MSFT,1 +9/18/2019 13:09,$MSFT announces $40B stock buyback and dividend hike,MSFT,1 +9/18/2019 13:08,Microsoft $MSFT Raises Quarterly Dividend 10.9% to $0.51; Approves $40 Billion Buyback ,MSFT,1 +9/18/2019 13:08,$MSFT Microsoft announces quarterly dividend increase and new share repurchase program,MSFT,1 +9/18/2019 13:07,$MSFT - Microsoft announces quarterly dividend increase ,MSFT,1 +9/18/2019 13:06,BZ Headline: $MSFT???Microsoft Reports $40B Buyback???Microsoft Raises Quarterly Dividend From $0.46 To $0.51/Share ,MSFT,1 +9/18/2019 10:49,$MSFT - GitHub buys Semmle for Actions ,MSFT,1 +9/14/2019 2:55,"Insider Selling: Microsoft Co. $MSFT CMO Sells $1,220,220.00 in Stock ",MSFT,0 +9/14/2019 1:40,"Microsoft Co. $MSFT EVP Kathleen T. Hogan Sells 40,000 Shares ",MSFT,0 +9/11/2019 20:12,The industry average ROE is 12.20%. $MSFT outperforms 84% of its industry peers. ,MSFT,1 +9/11/2019 18:25,"Insider Selling: Microsoft Co. $MSFT CMO Sells 9,000 Shares of Stock ",MSFT,0 +9/11/2019 18:24,"Insider Selling: Microsoft Co. $MSFT CMO Sells 9,000 Shares of Stock #stocks",MSFT,0 +9/11/2019 18:23,"Microsoft Co. $MSFT EVP Sells 40,000 Shares #stocks",MSFT,0 +9/11/2019 9:35,"$MSFT can come down a little bit more to about 134.73 area, but it is a MUST BUY from there",MSFT,0 +9/11/2019 8:23,"$MSFT Trading News - High Win Rate Trigger in Microsoft (MSFT) a do, IMHO.",MSFT,1 +9/8/2019 21:04,$MSFT $SPX:Microsoft CEO Satya Nadella Sold Millions of Dollars in Stock:,MSFT,0 +9/8/2019 9:19,$MSFT Trading News - High Win Rate Trigger in Microsoft down a little or up a lot bo¡K ,MSFT,0 +9/7/2019 15:00,Director of MIT's Media Lab steps down over Epstein ties $MSFT #MSFT #Technology #Crime #Humantrafficking ,MSFT,0 +9/6/2019 19:07,"I also used to have a fairly large position in $MSFT but like many value investors, I sold when it wasn¡¦t ridiculou¡K ",MSFT,0 +9/6/2019 18:06,$MSFT Trading News - High Win Rate Trigger in Microsoft (MSFT) working.,MSFT,1 +9/6/2019 10:50,"Microsoft Co. $MSFT CEO Satya Nadella Sells 99,837 Shares ",MSFT,0 +9/6/2019 10:38,"Microsoft Co. $MSFT CMO Christopher C. Capossela Sells 12,500 Shares ",MSFT,0 +9/6/2019 10:31,"Microsoft Co. $MSFT CMO Sells $1,742,000.00 in Stock #stocks",MSFT,0 +9/5/2019 19:25,"Insider Selling: Microsoft Co. $MSFT CFO Sells 123,769 Shares of Stock ",MSFT,0 +9/5/2019 19:24,"Microsoft Co. $MSFT CEO Sells $13,697,636.40 in Stock #stocks",MSFT,0 +9/5/2019 19:24,"Insider Selling: Microsoft Co. $MSFT CFO Sells 123,769 Shares of Stock #stocks",MSFT,0 +9/5/2019 16:59,"Microsoft Co. $MSFT EVP Sells $1,649,060.00 in Stock ",MSFT,0 +9/5/2019 16:59,"Jean Philippe Courtois Sells 11,779 Shares of Microsoft Co. $MSFT Stock #stocks",MSFT,0 +9/5/2019 16:58,"Microsoft Co. $MSFT CMO Sells $1,742,000.00 in Stock #markets",MSFT,0 +9/5/2019 16:58,"Microsoft Co. $MSFT CAO Sells $548,680.00 in Stock #stocks",MSFT,0 +9/4/2019 17:13,$MSFT Trading News - High Win Rate Trigger in Microsoft (MSFT) is a trigger whenever¡K ,MSFT,1 +9/2/2019 10:25,Trade Machine members we just sent:$MSFT Trading News - High Win Rate Trigger in Microsoft,MSFT,1 +8/22/2019 10:11,US stocks turn mostly lower amid doubts over Fed rate cut $MSFT #MSFT #Retailandwholesale #Consumerservices¡K ,MSFT,0 +8/19/2019 10:33,Microsoft Acquires jClarity To Bolster Azure's Java Team $MSFT via @benzinga,MSFT,1 +8/18/2019 7:14,The enemy of my enemy? @EricJhonsa breaks down the latest developments over at $MSFT ,MSFT,0 +8/16/2019 7:29,Stocks move broadly higher as turbulent week nears its end $MSFT #MSFT #Economy #Stockprices¡K ,MSFT,1 +8/15/2019 2:32,"Microsoft Co. $MSFT CMO Sells $483,000.00 in Stock ",MSFT,0 +8/14/2019 17:51,"Insider Selling: Microsoft Co. $MSFT CMO Sells 7,000 Shares of Stock #stocks",MSFT,0 +8/13/2019 8:30,RT @TheStreet: The enemy of my enemy? @EricJhonsa breaks down the latest developments over at $MSFT ,MSFT,0 +8/12/2019 18:06,"Microsoft Co. $MSFT CMO Christopher C. Capossela Sells 3,500 Shares #stocks",MSFT,0 +8/8/2019 7:22,Stocks move higher as investors push through trade anxiety $MSFT #MSFT #Internationaltrade #Economy¡K ,MSFT,1 +8/8/2019 2:37,"Microsoft Co. $MSFT CMO Christopher C. Capossela Sells 3,372 Shares ",MSFT,0 +8/7/2019 16:40,Analysts¡¦ Weekly Ratings Updates for Microsoft $MSFT #stocks,MSFT,1 +8/5/2019 17:31,"Christopher C. Capossela Sells 3,372 Shares of Microsoft Co. $MSFT Stock #stocks",MSFT,0 +8/5/2019 9:34,$MSFT is teflon... has not broken low all day--this is the one to buy tomorrow,MSFT,0 +7/30/2019 17:13,"$MSFTMicrosoft acquires data privacy, governance service BlueTalon ",MSFT,1 +7/29/2019 11:16,$MSFT - Microsoft buys data governance service ,MSFT,1 +7/29/2019 10:26,$MSFT $AMZN:Microsoft buys a start-up whose software limits access to sensitive data:,MSFT,1 +7/29/2019 9:39,$MSFT buys Blue Talon ¡K¡K¡K.apparently better than Blue Horseshoe ¡K¡K¡K¡K why are these things always blue ?,MSFT,1 +7/29/2019 0:55,Oppenheimer Raises Microsoft Q2 2020 Earnings Estimates to $1.27 EPS (Previously $1.22). $MSFT #MSFT,MSFT,1 +7/28/2019 13:07,Argus Raises Microsoft $MSFT Price Target to $158.00 #stocks,MSFT,1 +7/28/2019 11:55,Microsoft $MSFT Price Target Raised to $158.00 at Argus ,MSFT,1 +7/25/2019 9:43,Microsoft $MSFT Sets New 12-Month High After Analyst Upgrade ,MSFT,1 +7/23/2019 0:39,Canaccord Genuity Raises Microsoft $MSFT Price Target to $155.00 ,MSFT,1 +7/23/2019 0:39,Canaccord Genuity Raises Microsoft $MSFT Price Target to $155.00 #stocks,MSFT,1 +7/23/2019 0:38,Microsoft $MSFT Price Target Raised to $155.00 at Stifel Nicolaus ,MSFT,1 +7/23/2019 0:37,Microsoft $MSFT Price Target Raised to $160.00 ,MSFT,1 +7/22/2019 23:24,Microsoft $MSFT PT Raised to $163.00 at Raymond James ,MSFT,1 +7/22/2019 23:23,Microsoft $MSFT PT Raised to $163.00 at Raymond James #stocks,MSFT,1 +7/22/2019 23:23,Microsoft $MSFT PT Raised to $163.00 at Raymond James #markets,MSFT,1 +7/22/2019 22:26,Microsoft $MSFT Shares Gap Up on Analyst Upgrade ,MSFT,1 +7/22/2019 7:56,$NFLX down and $MSFT up from the #GamePlan :),MSFT,0 +7/22/2019 3:54,Microsoft $MSFT Price Target Raised to $163.00 ,MSFT,1 +7/22/2019 0:08,Wedbush Raises Microsoft Q1 2020 Earnings Estimates to $1.24 EPS (Previously $1.17). $MSFT #MSFT,MSFT,1 +7/21/2019 4:55,Microsoft $MSFT PT Raised to $160.00 at CIBC ,MSFT,1 +7/21/2019 4:54,Oppenheimer Increases Microsoft $MSFT Price Target to $160.00 #stocks,MSFT,1 +7/21/2019 4:54,Microsoft $MSFT Price Target Raised to $160.00 at CIBC #markets,MSFT,1 +7/21/2019 4:54,Microsoft $MSFT Price Target Raised to $163.00 at Raymond James #markets,MSFT,1 +7/21/2019 4:29,Microsoft $MSFT PT Raised to $155.00 #markets,MSFT,1 +7/21/2019 4:25,Microsoft $MSFT PT Raised to $155.00 ,MSFT,1 +7/20/2019 22:22,Microsoft $MSFT Reaches New 12-Month High After Earnings Beat ,MSFT,1 +7/20/2019 7:13,$MSFT $AAPL:XLK Weekly: New All-Time Highs To 81.88s:,MSFT,1 +7/19/2019 15:30,"Microsoft shares hit record highs, powered by its growing cloud sales. Read more: $MSFT ",MSFT,1 +7/19/2019 15:04,"$MSFT broke a new historic high of $140.67 on superb earnings, but settled +20cents at $136.62. The big black candl¡K ",MSFT,1 +7/19/2019 11:41,RT @realmoney: The market is wrapping up the week on a sedate note as it calms down about the Fed and Microsoft $MSFT - @RevShark ,MSFT,0 +7/19/2019 11:14,Microsoft climbs higher on its earnings beat@CNBC @carlquintanilla @jimcramer @davidfaber $MSFT ,MSFT,1 +7/19/2019 8:54,"$MSFT may not take you to the moon, but it is firing on all cylinders. Our analyst just raised his fair value estim¡K ",MSFT,1 +7/19/2019 8:35,"Stocks edge higher in morning trading, narrow weekly losses $MSFT #MSFT #Technology #Centralbanking¡K ",MSFT,1 +7/19/2019 8:28,Microsoft $MSFT Receives Outperform Rating from CIBC #stocks,MSFT,1 +7/19/2019 8:28,RT @realmoney: Microsoft $MSFT valuation moves well beyond $1 trillion on strong earnings -- @KevinCurranRM breaks down our #stockoftheday¡K,MSFT,0 +7/19/2019 8:24,Microsoft $MSFT PT Raised to $155.00 #stocks,MSFT,1 +7/19/2019 8:24,Citigroup Raises Microsoft $MSFT Price Target to $152.00 #stocks,MSFT,1 +7/19/2019 8:12,Microsoft $MSFT PT Raised to $153.00 at BMO Capital Markets #markets,MSFT,1 +7/19/2019 8:06,BMO Capital Markets Raises Microsoft $MSFT Price Target to $153.00 ,MSFT,1 +7/19/2019 7:26,All About The Cloud: Microsoft Hits All-Time High On The Back Of Strong Q4 Earnings$MSFT ,MSFT,1 +7/19/2019 7:10,"$MSFT Stocks Climb on Rate Cut Hopes, Strong Microsoft Earnings ",MSFT,0 +7/19/2019 4:12,Here's why $MSFT is set to open at an all-time high ,MSFT,1 +7/19/2019 4:05,Microsoft $MSFT PT Raised to $160 at Wedbush ,MSFT,1 +7/19/2019 4:03,Microsoft $MSFT PT Raised to $155 at Cowen ,MSFT,1 +7/18/2019 18:21,"Microsoft $MSFT Releases Earnings Results, Beats Expectations By $0.16 EPS #stocks",MSFT,1 +7/18/2019 17:31,"$MSFT Microsoft beats estimates, powered by growing cloud profits ",MSFT,1 +7/18/2019 17:29,$MSFT Microsoft Keeps its High Score ,MSFT,1 +7/18/2019 16:16,Microsoft cloud growth beats expectations $MSFT #MSFT #Technology #Earningsreports #Earnings ,MSFT,1 +7/18/2019 13:59,Updated view of $MSFT earnings and sales picture. Still growing earnings at over 20% YOY. Pretty impressive for a t¡K ,MSFT,1 +7/18/2019 13:27,Microsoft shares rise 1.4% after Q4 earnings beat $MSFT ,MSFT,1 +7/18/2019 10:28,$MSFT Nomura analyst Christopher Eberle maintains a Buy rating on Microsoft (MSFT) and raises the target from $131¡K ,MSFT,1 +7/18/2019 9:15,"Microsoft has a clear path 15% higher from here, technician says $MSFT (via @TradingNation) ",MSFT,1 +7/18/2019 5:01,$MSFT PT RAISED TO $160 FROM $149 AT RAYMOND JAMES,MSFT,1 +7/18/2019 4:56,Microsoft $MSFT PT Raised to $153.00 ,MSFT,1 +7/17/2019 5:23,.@EricJhonsa breaks down 7 things to watch when Microsoft $MSFT reports earnings after the bell Thursday ,MSFT,0 +7/16/2019 10:12,"$SPY $MSFT $QQQ Analyst Actions: BMO Capital Reiterates Microsoft Outperform Rating, Lifts Price Target to $153 Fr¡K ",MSFT,1 +7/16/2019 6:12,$MSFT (+0.0% pre) Microsoft (MSFT) PT Raised to $153 at BMO Capital; Sees Meet or Beat for June Qtr,MSFT,1 +7/16/2019 4:50,BMO Capital Markets Raises Microsoft $MSFT Price Target to $153.00 #stocks,MSFT,1 +1/17/2020 9:38,$NKE Managed to rally to new all time highs and short term cycle can extend higher toward $105 - 108 before another¡K ,NKE,1 +1/17/2020 2:50,"Nike Inc $NKE EVP Sells $11,138,600.00 in Stock ",NKE,0 +1/16/2020 9:56,$NKE rallied to new all time highs and aiming for target area at $105 - 107 #elliottwave #trading,NKE,1 +1/16/2020 9:56,$NKE 1H Chart 1/5 presented at Calling the stock to rally higher #elliottwave #trading ,NKE,1 +1/16/2020 3:38,"$NKE in Downtrend: its price may decline as a result of having broken its higher Bollinger Band on January 14, 2020¡K ",NKE,1 +1/16/2020 2:21,"Hilary K. Krane Sells 28,000 Shares of Nike Inc $NKE Stock ",NKE,0 +1/15/2020 4:28,"$NKE in +2% Uptrend, growing for three consecutive days on January 14, 2020. View odds for this and other indicator¡K ",NKE,1 +1/15/2020 2:51,"Nike Inc $NKE CAO Hilary K. Krane Sells 28,000 Shares of Stock ",NKE,0 +1/15/2020 2:51,"Nike Inc $NKE EVP John F. Slusher Sells 110,000 Shares ",NKE,0 +1/14/2020 15:21,"Nike Inc $NKE CAO Hilary K. Krane Sells 28,000 Shares #stocks",NKE,0 +1/14/2020 10:19,Nike $NKE Hits New 52-Week High at $102.99 #markets,NKE,1 +1/11/2020 2:11,"Nike Inc $NKE Insider Sells $9,225,000.00 in Stock ",NKE,0 +1/10/2020 2:17,"Elliott Hill Sells 90,000 Shares of Nike Inc $NKE Stock ",NKE,0 +1/9/2020 8:37,CFRA Upgrades Nike $NKE to Strong Buy ,NKE,1 +1/8/2020 16:55,"Insider Selling: Nike Inc $NKE Insider Sells 90,000 Shares of Stock #stocks",NKE,0 +1/8/2020 16:51,"Insider Selling: Nike Inc $NKE Insider Sells 90,000 Shares of Stock ",NKE,0 +1/8/2020 14:19,$NKE 1H Chart 12/6 presented at Calling the stock higher #elliottwave #trading ,NKE,1 +1/6/2020 10:43,$NKE $SBUX Why Digital Taxes Are the New Trade War Flashpoint via ,NKE,0 +1/6/2020 3:28,"PIVOTAL RESEARCH NAMES $CROX $NKE $DECK TOP PICKS FOR 2020 ? $CROX heading into 2020 w/ ¡§strong Spring backlog¡¨, raises PT to $49",NKE,1 +1/6/2020 2:09,"Insider Selling: Nike Inc $NKE EVP Sells $1,683,000.00 in Stock ",NKE,0 +1/5/2020 7:47,$NKE Next week can extend higher toward equal legs area $104 - $107 before another pullback takes place #elliottwave #trading,NKE,1 +1/5/2020 7:45,$NKE Cycle from December low remain in progress as the stock already made new all time highs #elliottwave #trading ,NKE,0 +1/5/2020 2:37,"Insider Selling: Nike Inc $NKE EVP Sells 16,500 Shares of Stock ",NKE,0 +1/4/2020 8:32,Nike $NKE Sets New 12-Month High at $102.21 ,NKE,1 +1/4/2020 3:05,"Nike Inc $NKE EVP Monique S. Matheson Sells 16,500 Shares of Stock ",NKE,0 +1/3/2020 14:55,"Nike Inc $NKE EVP Monique S. Matheson Sells 16,500 Shares #stocks",NKE,0 +1/3/2020 14:53,"Insider Selling: Nike Inc $NKE EVP Sells 16,500 Shares of Stock #stocks",NKE,0 +1/3/2020 5:35,Nike $NKE Upgraded to Buy at Goldman Sachs Group ,NKE,1 +1/3/2020 2:14,"Nike Inc $NKE EVP Monique S. Matheson Sells 16,500 Shares ",NKE,0 +1/2/2020 15:09,$NKE 1H Chart 12/6 at Calling the rally higher #elliottwave #trading ,NKE,1 +1/2/2020 2:24,"Monique S. Matheson Sells 16,500 Shares of Nike Inc $NKE Stock ",NKE,0 +1/1/2020 1:02,Goldman Sachs Group Upgrades Nike $NKE to ¡§Buy¡¨ ,NKE,1 +1/1/2020 0:03,Nike $NKE Upgraded by Goldman Sachs Group to Buy ,NKE,1 +12/31/2019 14:52,"Nike Inc $NKE EVP Sells $1,675,410.00 in Stock #stocks",NKE,0 +12/31/2019 10:00,$NKE 1H Chart 12/6 presented at Looking for the stock to rally higher #elliottwave #trading ,NKE,1 +12/30/2019 11:23,"$NKE hammer , inside day! Got an upgrade BTD !!! $BBBY .. really like BBBY .. invest in new leader !¡K ",NKE,1 +12/28/2019 23:50,Nike $NKE Hits New 52-Week High at $101.46 ,NKE,1 +12/28/2019 1:57,Argus Increases Nike $NKE Price Target to $115.00 #stocks,NKE,1 +12/27/2019 12:48,Nike $NKE PT Raised to $117.00 #stocks,NKE,1 +12/27/2019 12:29,Nike $NKE Price Target Raised to $117.00 ,NKE,1 +12/27/2019 12:24,Pivotal Research Increases Nike $NKE Price Target to $117.00 ,NKE,1 +12/27/2019 12:02,$NKE Nike Breaks Down a Record Quarter ,NKE,0 +12/27/2019 8:03,"?????? Don't miss out, the Nike Zoom KD12 'Aunt Pearl' is now available ??????. Shop: ",NKE,0 +12/26/2019 9:21,Colin Kaepernick's new Nike shoe sells out on the first day. ,NKE,0 +12/26/2019 3:27,Argus Increases Nike $NKE Price Target to $115.00 ,NKE,1 +12/24/2019 7:55,Colin Kaepernick¡¦s Nike sneaker sold out the 1st day it went on sale in North America by¡K ,NKE,0 +12/24/2019 7:15,$NKE Chart of the day from 10/13. Made a push higher & pulled back #Elliottwave #Trading¡K ,NKE,1 +12/24/2019 7:15,$NKE 1 hour view from 12/05 Pre-Market update. Rallied higher from December low and managed to break to new all tim¡K ,NKE,0 +12/24/2019 6:30,Nike sells out Kaepernick-inspired sneakers @MorningsMaria @FoxBusiness,NKE,0 +12/24/2019 3:36,Nike $NKE Price Target Raised to $103.00 ,NKE,1 +12/24/2019 3:33,Nike $NKE Price Target Raised to $110.00 at Raymond James #stocks,NKE,1 +12/23/2019 15:15,Colin Kaepernick¡¦s shoe with Nike dropped Monday in the next stage of a growing but complicated partnership ,NKE,1 +12/23/2019 12:31,Colin Kaepernick's first signature Nike $NKE sneaker sells out,NKE,0 +12/23/2019 11:31,$NKE:Colin Kaepernick¡¦s new Nike shoe sells out on the first day:,NKE,0 +12/23/2019 11:23,Colin Kaepernick's new Nike shoe sells out on the first day ,NKE,0 +12/23/2019 9:22,The list of most valuable sneakers with the highest resale value in 2019 is dominated by Nike ,NKE,1 +12/23/2019 6:04,$NKE target raised to $117 at Pivotal Research Group -- FY20 sales guidance unchanged but margin outlook more conse¡K ,NKE,1 +12/23/2019 6:00,$NKE Daily cycle from December last year lows remain bullish to the upside & should extend higher towards the blue¡K ,NKE,1 +12/23/2019 2:40,"Facebook fell out of the top 10, and Nike came in at 16th ",NKE,0 +12/23/2019 2:28,Deutsche Bank Increases Nike $NKE Price Target to $120.00 ,NKE,1 +12/23/2019 2:28,Wells Fargo & Co Raises Nike $NKE Price Target to $99.00 ,NKE,1 +12/23/2019 2:28,Citigroup Raises Nike $NKE Price Target to $115.00 ,NKE,1 +12/23/2019 0:14,Q3 2020 EPS Estimates for Nike Inc $NKE Lowered by Piper Jaffray Companies #stocks,NKE,0 +12/23/2019 0:13,Wedbush Raises Nike FY2020 Earnings Estimates to $3.05 EPS (Previously $3.03). $NKE #NKE,NKE,1 +12/23/2019 0:13,Q3 2020 EPS Estimates for Nike Inc $NKE Lowered by Piper Jaffray Companies ,NKE,0 +12/22/2019 7:37,Susquehanna Bancshares Raises Nike $NKE Price Target to $115.00 ,NKE,1 +12/22/2019 6:47,Nike $NKE PT Raised to $110.00 at JPMorgan Chase & Co. ,NKE,1 +12/22/2019 6:40,Elliott Wave View: $NKE made new all time highs and Remains Bullish #elliottwave #trading ,NKE,1 +12/22/2019 5:33,Nike $NKE PT Raised to $99.00 at Wells Fargo & Co ,NKE,1 +12/22/2019 5:27,Nike $NKE PT Raised to $119.00 ,NKE,1 +12/22/2019 5:16,"Nike $NKE Announces Earnings Results, Beats Expectations By $0.12 EPS ",NKE,1 +12/22/2019 4:32,Nike $NKE PT Raised to $120.00 at Deutsche Bank ,NKE,1 +12/22/2019 4:31,UBS Group Increases Nike $NKE Price Target to $103.00 ,NKE,1 +12/21/2019 12:00,Nike $NKE Price Target Raised to $110.00 at JPMorgan Chase & Co. ,NKE,1 +12/21/2019 8:36,Pivotal Research Reiterates Buy Rating for Nike $NKE ,NKE,1 +12/21/2019 4:46,Nike $NKE Given Buy Rating at Cowen #stocks,NKE,1 +12/21/2019 3:39,"$NKE Nike(NKE, $101.23) beats fiscal Q2 earnings expectations; but misses margin estimates on US-China trade tensio¡K ",NKE,0 +12/20/2019 23:39,Susquehanna Bancshares Increases Nike $NKE Price Target to $115.00 ,NKE,1 +12/20/2019 12:41,NIKE swooshes lower on slight gross margin miss but big picture remains bright (NKE) $NKE,NKE,0 +12/20/2019 12:00,$NKE swooshes lower on slight gross margin miss but big picture remains bright ,NKE,0 +12/20/2019 11:07,$NKE same as $LULU .. PB is a buy and will go higher LULU up $6 ..,NKE,1 +12/20/2019 9:52,Nike $NKE Price Target Raised to $119.00 #markets,NKE,1 +12/20/2019 9:51,Nike $NKE Price Target Raised to $103.00 #stocks,NKE,1 +12/20/2019 9:48,Nike $NKE Price Target Raised to $119.00 at Morgan Stanley #stocks,NKE,1 +12/20/2019 8:50,Morning recap. Scalps this morning in $NKE Sold a ton of swings into strength.Managing positions and will be done for the day soon.,NKE,0 +12/20/2019 8:49,$NKE Nike Target Raised by Deutsche Bank $99.79 $105.00 ? $120.00 Buy,NKE,1 +12/20/2019 8:49,$NKE Nike Target Raised by Citigroup $99.79 $103.00 ? $115.00 Buy,NKE,1 +12/20/2019 8:05,"#StupidStock Move of the Day! Nike earnings and revs beat. Yes, a slight miss on US sales. But China still huge gro¡K ",NKE,0 +12/20/2019 7:50,"$NKE Nike Posts Higher Sales in U.S., China ",NKE,1 +12/20/2019 7:05,$NKE Chart of the day from last week. Made a push higher & starts a pullback #Elliottwave¡K ,NKE,1 +12/20/2019 7:03,"$LULU $SHOO $NKE $DECK:NIKE (NKE) Beats Q2 Earnings & Sales Estimates, Stock Down:",NKE,1 +12/20/2019 6:53,Pivotal Research Reaffirms Buy Rating for Nike $NKE #markets,NKE,1 +12/20/2019 6:03,Nike $NKE Price Target Raised to $115.00 #stocks,NKE,1 +12/20/2019 5:54,$NKE PT Raised to $110 at JPMorgan$NKE PT RAISED TO $115 FROM $103 AT CITI$NKE PT RAISED TO $115 FROM $106 AT SUS¡K ,NKE,1 +12/20/2019 5:47,"Nike $NKE Releases Earnings Results, Beats Expectations By $0.12 EPS ",NKE,1 +12/20/2019 5:32,Nike $NKE PT Raised to $115.00 ,NKE,1 +12/20/2019 4:35,$NKE PT RAISED TO $115 FROM $103 AT CITI$NKE PT RAISED TO $110 FROM $109 AT JPMORGAN$NKE PT RAISED TO $115 FROM $106 AT SUSQUEHANNA,NKE,1 +12/20/2019 4:34,Nike $NKE PT Raised to $110 at JPMorgan ,NKE,1 +12/20/2019 4:21,(NKE.N) 20 Dec - 06:20:27 AM - NIKE SHARES DOWN 1.6% PREMARKET AFTER LOWER-THAN-EXPECTED GROWTH IN NORTH AMERICA¡K ,NKE,0 +12/20/2019 4:07,"$NKE Guides Q3 Rev up high single digits (in line with reported Rev growth in Q1), gross margin flat y/y - earnings¡K ",NKE,0 +12/19/2019 23:31,Nike $NKE Reaches New 12-Month High Following Analyst Upgrade ,NKE,1 +12/19/2019 19:50,$NKE Nike quarterly revenue beats estimates ,NKE,1 +12/19/2019 19:20,"Nike $NKE Releases Quarterly Earnings Results, Beats Expectations By $0.12 EPS #markets",NKE,1 +12/19/2019 19:18,"Nike $NKE Posts Earnings Results, Beats Expectations By $0.12 EPS ",NKE,1 +12/19/2019 19:18,"Nike $NKE Posts Earnings Results, Beats Expectations By $0.12 EPS #stocks",NKE,1 +12/19/2019 18:45,Nike quarterly revenue beats estimates ,NKE,1 +12/19/2019 16:21,"$NKE: NIKE beats by $0.12, beats on revs, narrow miss on gross margin ",NKE,0 +12/19/2019 15:49,Nike sort of warns? Actually raises then lowers by a few points on currency. This is the sandbagging part. Also:¡K ,NKE,1 +12/19/2019 15:29,"Nike : Posts Higher Sales in U.S., China #Nike #Stock #MarketScreener ",NKE,1 +12/19/2019 15:22,Nike $NKE again beats quarterly sales and profit expectationsEPS $0.70 vs Exp. $0.58Revenue $10.30B vs Exp. $10.¡K ,NKE,1 +12/19/2019 15:00,$NKE now higher on Dancing Shoe craze of 2020. Call starting. But you still have time for this... ,NKE,1 +12/19/2019 15:00,"Nike shares hit a record high on Thursday in anticipation of a blowout earnings report, but investors were disappoi¡K ",NKE,1 +12/19/2019 14:52,Nike $NKE shares drop on margin miss as high share price suffers no missteps. ,NKE,0 +12/19/2019 14:36,$NKE Nike shares fall despite earnings beat ,NKE,1 +12/19/2019 14:36,"Nike Q2 EPS $0.7 Beats $0.57 Estimate, Sales $10.33B Beat $10.07B Estimate $NKE @benzinga",NKE,1 +12/19/2019 14:31,$NKE Nike shares fall despite earnings beat ,NKE,1 +12/19/2019 14:23,$NKE - Nike falls back from all-time high ,NKE,1 +12/19/2019 14:23,$NKE beats the Estimize EPS Consensus by 8c and the Estimize Revenue Consensus by $162.30M. Reports FQ2 earnings of¡K ,NKE,1 +12/19/2019 14:22,Nike shares fall despite earnings beat ,NKE,1 +12/19/2019 14:21,"Nike 2Q earnings, sales top expectations but margins, North American sales miss by¡K ",NKE,0 +12/19/2019 14:20,"$NKENike Q2 EPS $0.7 Beats $0.57 Estimate, Sales $10.33B Beat $10.07B Estimate",NKE,1 +12/19/2019 14:19,Nike stock down 2% following quarterly results ,NKE,0 +12/19/2019 14:17,"NIKE 2Q EPS 70C, EST. 58C, REVENUE BEATS ESTIMATES",NKE,1 +12/19/2019 14:16,"Nike Q2 EPS $0.7 Beats $0.57 Estimate, Sales $10.33B Beat $10.07B Estimate $NKE",NKE,1 +12/19/2019 14:16,"$NKE - Nike EPS beats by $0.12, beats on revenue ",NKE,1 +12/19/2019 6:33,$NKE rallied higher from December low and managed to break to new all time highs #elliottwave #trading ,NKE,0 +12/19/2019 4:29,$NKE post market update still extending higher in wave ((iii)) #elliottwave #trading ,NKE,1 +12/18/2019 16:32,$NKE Rally from 12/3 low remain in progress as the stock is approaching the 1.618 fib ext area $101.64 from where¡K ,NKE,0 +12/18/2019 16:00,"Nike is running higher ahead of its earnings Thursday, and traders are cheering for the stock. @Michael_Khouw has t¡K ",NKE,1 +12/18/2019 8:17,More All Time Highs for Nike...how do they do it? Fresh on my blog #fashology,NKE,1 +12/18/2019 4:34,Guggenheim Raises PT On Nike To $115 From $110 $NKE,NKE,1 +12/18/2019 3:03,Nike $NKE Earns Buy Rating from Pivotal Research ,NKE,1 +12/18/2019 2:58,Nike $NKE Given Buy Rating at Pivotal Research ,NKE,1 +12/17/2019 18:12,"$NKE #Nike latest update: Dips continue to be favored higher in 3, 7, 11 swing against 91.3 #elliottwave #trading ",NKE,1 +12/17/2019 14:07,$NKE 1H Chart 12/6 presented at Calling for extension higher #elliottwave #trading ,NKE,1 +12/17/2019 6:38,$NKE Needham analyst Rick Patel raised his price target to $105 from $98 and kept his Buy rating ahead of its Q2 re¡K ,NKE,1 +12/17/2019 5:47,Nike $NKE PT Raised to $105.00 #stocks,NKE,1 +12/17/2019 2:31,Stifel Nicolaus Reiterates Buy Rating for Nike $NKE ,NKE,1 +12/16/2019 4:14,"Nike $NKE Expected to Show Strength Into the Holiday, Stifel Reiterates Above Consensus Estimates ",NKE,1 +12/15/2019 12:25,An Altman-Z score of 7.99 indicates that $NKE is not in any danger for bankruptcy at the moment.¡K ,NKE,0 +12/15/2019 8:32,$NKE Short term pullbacks are expected to remain supported in 3 or 7 swings above $91.3 low #elliottwave #trading,NKE,0 +12/15/2019 8:28,$NKE Resumed the rally higher this month breaking to new all time highs and opening further upside toward $97 - $10¡K ,NKE,1 +12/15/2019 5:22,$NKE has higher revision ahead of numbers but I am a seller before the release. I gave $NKE at $89.50 on twitter h¡K ,NKE,1 +12/14/2019 23:29,Q2 2020 EPS Estimates for Nike Inc $NKE Raised by Analyst ,NKE,1 +12/14/2019 9:40,$NKE prices raised back again? I thought it was decided that was a bad strategy back in 2017... ,NKE,1 +12/14/2019 0:11,Nike $NKE Hits New 1-Year High at $97.73 ,NKE,1 +12/14/2019 0:07,Nike $NKE Hits New 1-Year High at $97.73 #stocks,NKE,1 +12/13/2019 10:11,$NKE Made new highs early this month opening a short term bullish sequence and aiming for target higher at $97.7 -¡K ,NKE,1 +12/12/2019 8:49,Nike $NKE Reaches New 1-Year High at $97.73 ,NKE,1 +12/12/2019 8:07,We explained the extension higher in $AAPL $NKE and how it will affect $SPX $XLK in short term #elliottwave #trading,NKE,1 +12/12/2019 4:25,Wedbush Raises Nike Q3 2020 Earnings Estimates to $0.78 EPS (Previously $0.77). $NKE #NKE,NKE,1 +12/11/2019 16:03,Morgan Stanley Reiterates Buy Rating for Nike $NKE #stocks,NKE,1 +12/11/2019 12:18,"Why NIKE, Inc. $NKE Is A Top Dividend Stock",NKE,1 +12/11/2019 8:06,We talked about the potential upside in $AAPL & $NKE within cycle from 12/3 low and how it will affect $SPX & $XOM #elliottwave #trading,NKE,0 +12/11/2019 7:27,$NKE Nike Reiterated by Wedbush $97.01 $100.00 ? $110.00 Outperform,NKE,1 +12/10/2019 5:11,Nike $NKE PT Raised to $97 at UBS ,NKE,1 +12/8/2019 9:19,$NKE made new all time highs and approaching short term target $97.69 - $99.2 from where a 3 waves pullback can be¡K ,NKE,1 +12/8/2019 4:00,Nike $NKE Upgraded to ¡§Buy¡¨ at Goldman Sachs Group #markets,NKE,1 +12/8/2019 3:59,Nike $NKE Upgraded at Goldman Sachs Group ,NKE,1 +12/6/2019 17:15,All about the ??. The 'Black Iridescent' Nike Lebron 17 is set to drop next week.Launch details:¡K ,NKE,0 +12/6/2019 16:59,"RT @OptionsAction: Nike ran to an all-time high today after an analyst upgrade, but another athleisure name could come for its crown. Here¡¦¡K",NKE,1 +12/6/2019 15:52,"Nike ran to an all-time high today after an analyst upgrade, but another athleisure name could come for its crown.¡K ",NKE,1 +12/6/2019 9:21,Nike spikes to record high after Goldman boosts its rating to 'buy' ,NKE,1 +12/6/2019 4:20,"$NKE Nike (NKE, $94.96) gets rating upgrade and price target hike from Goldman Sachs analyst, on China prospects.¡K ",NKE,1 +12/5/2019 19:48,Nike $NKE Shares Gap Up to $93.72 ,NKE,1 +12/5/2019 19:47,Nike $NKE Shares Gap Up to $93.72 #markets,NKE,1 +12/5/2019 17:10,Nike gained 2.2% after Goldman Sachs upgraded the sportswear maker's stock to 'buy' ,NKE,1 +12/5/2019 10:36,RT @jonnajarian: #sixtyseconds on $AAPL $NKE and that banana at @ArtBasel that sold for $120K @petenajarian @MarketRebels ,NKE,0 +12/5/2019 6:37,"$NKE (+2.4% pre) Goldman Sachs Upgrades Nike (NKE) to Conviction Buy, Expects EPS Growth to Accelerate",NKE,1 +12/5/2019 6:18,$NKE Nike Upgraded by Goldman Sachs Group $93.72 $112.00 Neutral ? Buy,NKE,1 +12/5/2019 6:06,$NKE upgraded to Conviction Buy from Neutral at Goldman,NKE,1 +12/5/2019 5:21,Nike $NKE Upgraded to Conviction-Buy by Goldman Sachs Group ,NKE,1 +12/5/2019 5:21,$NKE:Goldman upgrades Nike to buy: ¡¥On the cusp of a sharp acceleration¡¦:,NKE,1 +12/5/2019 5:08,Goldman upgrades Nike to buy: 'On the cusp of a sharp acceleration' ,NKE,1 +12/5/2019 4:16,"Good Morning!!!Futures Green after a quiet night! NFP is tomorrow, big number$AAPL pt raised to $300 @ CITI$NKE Conviction buy @ GS",NKE,1 +12/5/2019 3:13,Nike upgraded to Conviction Buy from Neutral at Goldman Sachs $NKE ,NKE,1 +12/3/2019 23:50,Morgan Stanley Increases Nike $NKE Price Target to $118.00 ,NKE,1 +12/3/2019 23:50,Nike $NKE PT Raised to $118.00 at Morgan Stanley #stocks,NKE,1 +12/3/2019 15:50,"Mark G. Parker Sells 165,000 Shares of Nike Inc $NKE Stock ",NKE,0 +12/3/2019 15:50,"Nike Inc $NKE CEO Sells $15,435,750.00 in Stock #stocks",NKE,0 +12/3/2019 12:09,"A nod to @KingJames?investment in future generations of hoopers, the 'Win/Win' Nike LeBron 17 is set to drop this F¡K ",NKE,0 +12/2/2019 7:25,$NKE Nike Target Raised by Morgan Stanley $93.49 $108.00 ? $118.00 Overweight,NKE,1 +12/2/2019 6:18,Nike $NKE PT Raised to $118.00 ,NKE,1 +11/28/2019 21:30,Nike Inc $NKE Short Interest Down 19.0% in November ,NKE,0 +11/27/2019 9:18,"$NKE sold some strength. I¡¦m sitting in the low 93¡¦s so trying to be patient, but I¡¦m setting hard stop 91.80¡¦s. ",NKE,0 +11/26/2019 6:49,An Altman-Z score of 7.72 indicates that $NKE is not in any danger for bankruptcy at the moment.¡K ,NKE,0 +11/24/2019 14:24,$TMUS $SPX $KHC $NKE $MCD:C-suite turnover is on the rise ¡X and overall CEO tenure is down compared with a few y¡K¡K ,NKE,0 +11/23/2019 6:47,"Roger Federer, preparing for life after tennis, buys stake in Swiss sneaker company after Nike contract expires ",NKE,1 +11/23/2019 6:35,"$9983 $NKE Roger Federer Buys Stake in Swiss Running Shoemaker, NZZ Reports via ",NKE,1 +11/21/2019 14:31,$NKE Rallied to new all time highs last month reaching target area at $96 before starting a correction lower¡K ,NKE,1 +11/21/2019 10:35,22 Upcoming Dividend Increases Boosted By Nike And McDonald's. Read more and sign up for updates:¡K ,NKE,1 +11/18/2019 11:33,$NKE Higher high on wkly Next resistance ATH $96.87 RSI rising and only 60.31 MACD turning up Lots of¡K ,NKE,1 +11/17/2019 11:56,$NKE has my interest still. The shame is I bought on Nov 8 and sold it same day. Didn't have conviction in the tr¡K ,NKE,0 +11/15/2019 6:35,$NKE (+0.5% pre) Nike declares 11 percent increase in quarterly dividend,NKE,1 +11/15/2019 6:03,Nike Inc $NKE Increases Dividend to $0.25 Per Share ,NKE,1 +11/14/2019 16:16,$NKE: NIKE increases quarterly cash dividend to $0.245/share from $0.22/share ,NKE,1 +11/14/2019 16:02,Nike Inc $NKE Raises Dividend to $0.25 Per Share #stocks,NKE,1 +11/14/2019 15:01,Nike : Says Board Raises Dividend #Nike #Stock #MarketScreener ,NKE,1 +11/14/2019 14:50,$NKE - NIKE declares $0.245 dividend ,NKE,1 +11/14/2019 14:33,RT @LiveSquawk: Nike Boost Quarterly Dividend To $0.245/Share From $0.22/Share $NKE,NKE,1 +11/14/2019 9:53,$NKE Can extend higher within a short term 7 swing bounce toward $92.62 - $94.68 area before a pullback is seen #elliottwave #trading,NKE,1 +11/14/2019 9:16,$MSFT $TGT:Dropping Amazon Provides Big Swoosh For Nike Stock:,NKE,0 +11/14/2019 7:35,"$SPB $SHOO $NKE $CROX:Spectrum Brands (SPB) Beats Q4 Earnings Estimates, Stock Up:",NKE,1 +11/14/2019 7:05,"Feds Charge Avenatti With Wire Fraud, But Drop 2 Conspiracy Charges In Nike Case ",NKE,0 +11/13/2019 23:58,Nike $NKE Receives Buy Rating from Guggenheim ,NKE,1 +11/13/2019 22:05,Nike $NKE Given Buy Rating at Guggenheim #stocks,NKE,1 +11/13/2019 16:00,$NKE Current bounce can still extend higher toward $92.62 - $94.67 before 3 waves pullback take place #elliottwave #trading,NKE,1 +11/12/2019 8:03,$NKE update dropping off the list,NKE,0 +11/12/2019 5:48,Elliott Wave View: #Nike continues to make All-Time Highs #Elliottwave #Trading $NKE,NKE,1 +11/12/2019 5:48,$NKE cycle from December last year should be looking to extend higher towards $101.84-$107.40 area to the upside be¡K ,NKE,1 +11/12/2019 5:47,$NKE has made new all-time highs by breaking above April 2019 peak & opening a new bullish sequence from December 2¡K ,NKE,1 +11/11/2019 10:00,$NKE Can see a bounce higher toward $92.85 - $95.04 area before a pullback is seen #elliottwave #trading,NKE,1 +11/11/2019 5:01,High time that Nike and the IAAF did the right thing by athletes ,NKE,1 +11/10/2019 9:00,$NKE 1H Chart 10/11 presented at Calling for short term move higher before the correction s¡K ,NKE,1 +11/10/2019 8:59,$NKE made new All Time High last month #elliottwave #trading,NKE,1 +11/10/2019 8:58,$NKE is still correcting the rally from 8/5 low and looking to remain supported above $77 #elliottwave #trading,NKE,0 +11/10/2019 8:58,$NKE Next week can see a bounce higher toward $92.88 - $95.07 area before a pullback takes place #elliottwave #trading,NKE,1 +11/7/2019 13:00,$NKE cycle from December last year should be looking to extend higher towards $101.84-$107.40 area to the upside¡K ,NKE,1 +11/7/2019 10:13,$NKE 1H Chart 10/11 at Looking for the stock to finish the impulsive rally higher then star¡K ,NKE,1 +11/7/2019 5:30,Elliott Wave View: #Nike continues to make All-Time Highs #Elliottwave #Trading $NKE ,NKE,1 +11/6/2019 21:29,$NKE outperforms 81% of all stocks! ,NKE,1 +11/6/2019 20:25,$NKE post-market: Wave ((b)) bounce in #Nike maybe complete unless it's doing a Flat #elliottwave #trading ,NKE,0 +11/5/2019 10:07,$NKE ended 5 waves advance from 8/5 low after making new all time highs then started a correction lower¡K ,NKE,0 +11/3/2019 6:20,$NKE has a bullish sequence from December 2018 low and while $77.5 pivot is holding then the stock can still aim f¡K ,NKE,0 +11/3/2019 6:18,"$NKE Last month, it reached our target area $96 - $96 from where a pullback in 3 waves took place before higher aga¡K ",NKE,1 +11/2/2019 19:39,$NKE #Nike latest video from 1 Nov looking for further downside as decline from Oct 23 high is impulsive¡K ,NKE,1 +11/2/2019 1:45,"Nike Inc $NKE EVP Monique S. Matheson Sells 17,000 Shares ",NKE,0 +11/1/2019 0:08,"$NKE #Nike decline from Oct 23 high (97.05) is impulsive and while rally fails below there, stock should extend lower #elliottwave #trading",NKE,1 +10/31/2019 17:17,"Nike Inc $NKE CAO Sells $2,902,250.00 in Stock #markets",NKE,0 +10/31/2019 17:16,"Insider Selling: Nike Inc $NKE EVP Sells 17,000 Shares of Stock ",NKE,0 +10/31/2019 6:54,$NKE has ended the first leg of the pullback against August lows in 5 waves. Now while below $97.05 high it should¡K ,NKE,1 +10/30/2019 8:57,$NKE As long as August low $77 is holding then the stock will be looking to resume the rally toward new all time highs #elliottwave #trading,NKE,0 +10/29/2019 12:20,There now but Indy down today -- front and center tomorrow for potential reversal. $NKE ,NKE,0 +10/29/2019 8:20,$NKE Ended the cycle from 8/5 low after finishing 5 waves advance then started 3 waves pullback #elliottwave¡K ,NKE,0 +10/29/2019 8:19,$NKE Rallied to new all time highs then reacted lower from target area $96 - $96 ,NKE,1 +10/29/2019 7:04,$NKE has made new all-time highs by breaking above April 2019 peak and opening a new bullish sequence from December¡K ,NKE,1 +10/28/2019 9:20,$NKE Rallied to new all time highs last week before ending the impulsive rally and starting the pullback lower¡K ,NKE,1 +10/26/2019 4:41,Credit Suisse Group Reiterates Buy Rating for Nike $NKE ,NKE,1 +10/26/2019 4:39,Credit Suisse Group Reiterates Buy Rating for Nike $NKE #stocks,NKE,1 +10/25/2019 7:04,$AMZN $INTC $NKE $VZ:Dow Moves Higher but Amazon¡¦s Earnings Miss Weighs on Nasdaq:,NKE,0 +10/25/2019 6:28,"When longtime Nike and Under Armour CEOs Mark Parker and Kevin Plank stepped down this week, they were both replace¡K ",NKE,0 +10/24/2019 10:12,"#StupidStock Move of the Day! Sure, Nike isn't down that much. But $NKE off 1% on critical comments about company a¡K ",NKE,0 +10/24/2019 4:16,"Nike announced on Tuesday that its chief executive, Mark Parker, will step down at the beginning of next year ",NKE,0 +10/23/2019 18:51,"RT @MadMoneyOnCNBC: Yesterday, Nike announced Mark Parker would be stepping down as CEO in 2020, and ServiceNow's CEO, John Donahoe, is to¡K",NKE,0 +10/23/2019 16:29,"Yesterday, Nike announced Mark Parker would be stepping down as CEO in 2020, and ServiceNow's CEO, John Donahoe, is¡K ",NKE,0 +10/23/2019 15:52,$NKE The stock is showing a bullish sequence from December 2018 low and current pullbacks is expected to find buyer¡K ,NKE,0 +10/23/2019 15:51,$NKE Ended the rally higher from 10/8 low within the 5th wave then started a pullback lower to correct cycle from 8¡K ,NKE,0 +10/23/2019 11:54,"$NKE Sooner or later, all high flyers are humbled (Get your own @TrendSpider charts here:¡K ",NKE,1 +10/23/2019 8:51,Musical chairs in the C-suite. Nike CEO to step down & be replaced by CEO of ServiceNow. Former SAP CEO taking over¡K ,NKE,0 +10/23/2019 8:32,Nike doubles down on tech with pick of ex-eBay CEO ,NKE,0 +10/23/2019 7:03,"TREND REVERSAL DOWN ALERT: $NKE Nike, Inc ?? TradeIdeas via to FREE Trading Room",NKE,0 +10/22/2019 22:32,"#ExpressBiz | Nike Inc's long-time chief executive officer, Mark Parker, will step down next year and be replaced b¡K ",NKE,0 +10/22/2019 21:18,Nike CEO Mark Parker to step down in January ,NKE,0 +10/22/2019 19:40,"Mark Parker will step down as Nike's CEO next year after 13 years leading the footwear company, Nike announced ",NKE,0 +10/22/2019 17:41,$NKE I was just about to start reading Shoe Dog and here we have MP stepping down as CEO.,NKE,0 +10/22/2019 16:41,#Nike CEO Mark Parker to step down > $NKE #China,NKE,0 +10/22/2019 15:39,Nike CEO Mark Parker to step down in January ,NKE,0 +10/22/2019 15:27,"RT @readDanwrite: Next CEO of Nike will be John Donahoe, current Nike boardmember, former eBay CEO, former high school basketball player. @¡K",NKE,1 +10/22/2019 15:26,"RT @SPYJared: Earlier today:* $UAA founder, CO Kevin Plank stepping down* $UAA COO Patrik Frisk to be CEOAfter the bell:* $NKE CEO Mark¡K",NKE,0 +10/22/2019 15:26,RT @YahooFinance: Nike CEO Mark Parker is stepping down by @BrianSozzi ,NKE,0 +10/22/2019 14:04,.@WilfredFrost sitting down and talking with @Nike's Mark Parker in an exclusive interview on the future of Nike af¡K ,NKE,0 +10/22/2019 13:54,Nike CEO Mark Parker to step down in January $EBAY #EBAY #Executivechanges #Corporatemanagement #Personnel ,NKE,0 +10/22/2019 13:46,$NKE CEO to step down$UA CEO to step down.Both announced on the same day. Interesting.@JeffMacke,NKE,0 +10/22/2019 13:35,RT @MarketsTicker: Nike Inc CEO Mark Parker to step down in 2020,NKE,0 +10/22/2019 13:34,Nike CEO Mark Parker is stepping down by @BrianSozzi ,NKE,0 +10/22/2019 13:31,Nike CEO Mark Parker steps down just hours after Under Armour's chief executive leaves his role ,NKE,0 +10/22/2019 13:27,Nike says Mark Parker will step down as chief executive in 2020 and board member John Donahoe will become CEO ,NKE,0 +10/22/2019 13:20,COMING UP: Longtime Nike CEO Mark Parker joins @CNBCClosingBell after revealing he will be stepping down from his p¡K ,NKE,0 +10/22/2019 9:16,Elliott Wave View: $NKE Nike continues to make All Time High #elliottwave #trading ,NKE,1 +10/22/2019 9:15,$NKE Rallied to new all time highs and short term cycle from 10/8 is still in progress #elliottwave #trading ,NKE,1 +10/21/2019 8:45,Research Analysts¡¦ Weekly Ratings Updates for Nike $NKE ,NKE,1 +10/21/2019 8:43,Research Analysts¡¦ Weekly Ratings Updates for Nike $NKE #stocks,NKE,1 +10/21/2019 7:00,We presented the main instrument leading the move higher within cycle from August & October lows in $AAPL $NKE $XLK¡K ,NKE,1 +1/17/2020 18:25,Pfizer can turn to Insilico's technology to speed up drug discovery ¡X and possibly slim down drug development costs¡K ,PFE,0 +1/17/2020 2:58,$ROG $PFE Billionaire Who Built Chinas Biggest Drugmaker Steps Down via ,PFE,0 +1/16/2020 16:25,$RBZ OVERSOLD. AFTERHOURS HUGE BIDS! SHORT SQUEEZE ?????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $NFLX $NOK¡K ,PFE,1 +1/16/2020 8:26,$PFE $AMZN $BABA $JD $WMT:Peter Navarro puts Amazon and eBay on notice: The China trade deal cracks down on count¡K ,PFE,0 +1/15/2020 18:59,$PFE - Pfizer's Dividend Payout Is Well-Protected. Read more and sign up for updates: ,PFE,1 +1/14/2020 12:41,Biogen $BIIB Acquires Early-Stage CNS Drug From Pfizer $PFE for $75M,PFE,1 +1/13/2020 6:38,"$PFE $BIIB Biogen Buys Alzheimers Compound for $75 Million, Deepening Bet via ",PFE,1 +1/6/2020 14:54,$INPX down 55%! BOUNCING HARD AFTERHOURS! 500k bid!???? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +1/6/2020 14:39,$PFE initiated with an Outperform at RBC Capital. $46 PT,PFE,1 +1/2/2020 8:43,$GILD $BIIB $PFE $ABBV:Drug-Price Increases Show Business as Usual Despite Public Pressure:,PFE,1 +12/30/2019 7:33,$PFE $SGEN $ALPMY $BOLD:Astellas Acquires Xyphos to Boost Immuno-oncology Pipeline:,PFE,1 +12/29/2019 3:27,$ROG $PFE China Expands Drug-Buying Program to Cut Costs for Patients via ,PFE,0 +12/20/2019 4:50,"$PFE in Downtrend: its price may drop because broke its higher Bollinger Band on December 16, 2019. View odds for t¡K ",PFE,0 +12/19/2019 10:06,$AFTM 0028 DOWN 18%!! JUSTIN TIMBERLAKE CO-OWNER???? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +12/18/2019 5:09,Pfizer Inc. $PFE to Issue Quarterly Dividend of $0.38 on March 6th ,PFE,1 +12/17/2019 6:08,Pfizer Inc. $PFE to Issue Dividend Increase ¡V $0.38 Per Share ,PFE,1 +12/16/2019 16:42,RT @MarketsTicker: Pfizer stock ticks higher on new FDA approval for prostate cancer drug ,PFE,1 +12/16/2019 13:21,"Pfizer $PFE raises dividend by nearly 6%, stock gains",PFE,1 +12/16/2019 8:33,$PFE: Pfizer increases first-quarter 2020 cash dividend to $0.38/share from $0.36/share ,PFE,1 +12/16/2019 7:02,Pfizer Inc. $PFE Declares Quarterly Dividend of $0.38 #stocks,PFE,1 +12/16/2019 6:32,$PFE - Pfizer declares $0.38 dividend ,PFE,1 +12/12/2019 6:52,$CORV BEING MANIPULATED PREMARKET 22K BUYS & red?!???? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,1 +12/12/2019 3:31,Trading Ideas: $PFE Bearish closing targeting 36 remained inside down trend ?? FREE trade-of¡K ,PFE,0 +12/9/2019 11:49,$CGIP down 94% I ADDED A BOATLOAD! BOUNCING TINY FLOAT! $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +12/8/2019 15:48,$PFE rates $SGMO A STRONG BUY RATING UP from BUY & increases price target to $50 from $20 (if $PFE was a sellside a¡K ,PFE,1 +12/8/2019 8:15,NEW: Patient #9 has given Sangamo and its partners at Pfizer some heart palpitations in their high profile hemophil¡K ,PFE,1 +12/7/2019 10:46,$SGMO $PFE SB-525 would need to see an abrupt wild sharp drop in factor over the next 6 months and probably still s¡K ,PFE,0 +12/7/2019 10:29,"RT @ByMadeleineA: Still a small n, but $SGMO $PFE haemophilia A data continue to look decent, now with 5 patients at highest dose and over¡K",PFE,1 +12/7/2019 9:39,RT @osok762: $PFE should move with urgency on $SGMO before $GILD beats them to the punch,PFE,1 +12/2/2019 14:56,$AMRX $PFE - FDA OKs Amneal's generic Revatio and Amicar; shares up 2% after hours ,PFE,1 +12/2/2019 8:53,RT @RBReich: Who really benefited from Trump's tax cuts? Pfizer -->Donations to GOP: $16MTax cut received: $39B GE -->Donations to G¡K,PFE,0 +12/2/2019 4:27,"$PFE in +0.6% Uptrend, growing for three consecutive days on November 29, 2019. View odds for this and other indica¡K ",PFE,1 +11/27/2019 12:01,"$PFE #PFE nice move off yesterday 38, new support into todays higher low of 38.4 support, 39 res next up from these levels",PFE,0 +11/25/2019 2:41,"$PFE in +3.46% Uptrend, growing for three consecutive days on November 22, 2019. View odds for this and other indic¡K ",PFE,1 +11/22/2019 16:02,"$PFE #PFE from 37 hitting 38/38.4 resistance today, next is 38.7/39, look for a dip back down to 38 possibly for ne¡K ",PFE,0 +11/22/2019 9:58,RT @_B_I_O_T_E_C_H_: Jefferies $PFE saw #ASH19 data cut (theyworked together on poster) recent progress w/ collaboration -- seems positive¡K,PFE,0 +11/22/2019 7:18,Jefferies $PFE saw #ASH19 data cut (theyworked together on poster) recent progress w/ collaboration -- seems posit¡K ,PFE,0 +11/21/2019 5:50,$LPCN OVERSOLD low FLOAT #BIOTECH gem! PREMARKET gift?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +11/20/2019 7:36,Finished taking my profits in $pfe for now - 40% on the 11/29 and a paper cut on the 12/20 - still like it but let¡¦s give it a day or two,PFE,0 +11/18/2019 6:33,$VTGN closed DOWN 72% bouncing premarket. 50% short???? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +11/15/2019 14:34,$pfe old friend - haven¡¦t played this one since that disaster drop Inside week down- but closed as a lower low gr¡K ,PFE,0 +11/15/2019 9:50,$VTGN closed DOWN 72%. MASSIVE BUYS HITTING. bouncing?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +11/15/2019 6:32,$VTGN DOWN 72% OVERSOLD. bouncing premarket ??????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +11/14/2019 15:05,$VTGN DOWN 72% OVERSOLD. bouncing AFTERHOURS ??????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +11/12/2019 11:40,Sarepta jumps after Solid Biosciences DMD gene therapy halted for second time $PFE $SLDB $SRPT¡K ,PFE,1 +11/8/2019 17:30,$ANAB DOWN 71% OVERSOLD. BOUNCING AFTERHOURS Too easy?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +11/8/2019 6:38,"Merck KGaA, Pfizer say late-stage study of Bavencio in gastric cancer misses primary endpoints $PFE",PFE,0 +11/5/2019 9:03,"$PFE $RHHBY $TEVA $MYL:Mylan¡¦s (MYL) Q3 Earnings Beat Estimates, Revenues Miss:",PFE,1 +11/4/2019 9:30,"Intel, Wells Fargo and Pfizer go ex-dividend this week. Check out the complete list of stocks that will go ex-divid¡K ",PFE,1 +10/31/2019 4:44,"Pfizer $PFE Releases Earnings Results, Beats Estimates By $0.13 EPS ",PFE,1 +10/30/2019 6:52,RT @_B_I_O_T_E_C_H_: and this morning when FDA raises the bar in #DMD GT$PFE $SGMO revisiting the #DMD #CURE in a FRIDGE ,PFE,1 +10/30/2019 5:23,Leerink $PFE takes flight - tafamidis blowout raises bar for $ALNY+ve for $EIDX $BBIO,PFE,1 +10/29/2019 12:39,Pfizer rises as cost cuts help drug giant beat estimates ,PFE,1 +10/29/2019 11:15,"S&P 500 hits record high on robust Merck, Pfizer earnings ",PFE,1 +10/29/2019 9:37,"Pfizer raises 2019 forecast as sales of cancer drug, heart medicine surge ",PFE,1 +10/29/2019 6:53,Pfizer shares jump premarket as earnings beat estimates and company raises guidance ,PFE,1 +10/29/2019 6:23,"$PFE: Pfizer beats by $0.14, beats on revs; raises FY19 EPS guidance above consensus, increases midpoint of revenue¡K ",PFE,1 +10/29/2019 5:54,"Pfizer $PFE Posts Earnings Results, Beats Expectations By $0.13 EPS ",PFE,1 +10/29/2019 5:51,"Pfizer $PFE Posts Earnings Results, Beats Expectations By $0.13 EPS #stocks",PFE,1 +10/29/2019 5:49,$PFE Pfizer raises 2019 forecast on surging cancer drug sales ,PFE,1 +10/29/2019 4:52,"$PFE:Pfizer EPS beats by $0.13, beats on revenue:",PFE,1 +10/29/2019 4:50,Pfizer raised its financial targets for the year as the drugmaker reported better-than-expected quarterly results ,PFE,1 +10/29/2019 4:38,Pfizer : Raises 2019 Guidance #Pfizer #Stock #MarketScreener ,PFE,1 +10/29/2019 3:54,$PFE beats the Estimize EPS Consensus by 11c and the Estimize Revenue Consensus by $443.42M. Reports FQ3 earnings o¡K ,PFE,1 +10/29/2019 3:49,"Pfizer $PFE Tops Q3 EPS by 13c, Raises FY Guidance ",PFE,1 +10/29/2019 3:49,Pfizer upgrades 2019 earnings guidance ,PFE,1 +10/29/2019 3:48,"$PFE Reports Q3 $0.75 v $0.63e, Rev $12.7B v $12.1Be (Pfizer Inc)(More at *FY19 $2¡K ",PFE,1 +10/29/2019 3:47,"$PFE - Pfizer EPS beats by $0.13, beats on revenue ",PFE,1 +10/28/2019 14:36,S&P 500 hits all-time high as market extends recent gains $PFE #PFE #Stockprices #Leadingeconomicindicators #Economy ,PFE,1 +10/28/2019 12:18,S&P 500 on track for record high in busy week of earnings $PFE #PFE #Militaryanddefense #Stockindicesandaverages¡K ,PFE,1 +10/25/2019 9:26,"S&P 500 touches record high on solid profits, tech gains $PFE #PFE #Automobilemanufacturing¡K ",PFE,1 +10/25/2019 8:35,$TEUM OVERSOLD +30% bounce imo. Too easy down here???? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +10/23/2019 6:34,$TEUM OVERSOLD closed DOWN 59% bouncing hard!!???????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +10/21/2019 16:34,$PFE - Pfizer: Avoid This High Yield. Read more and get updates on any stock! #trading #markets #business,PFE,1 +10/16/2019 16:25,$DNJR AFTERHOURS GIFT! DOWN 28%! INSIDERS own 75%! $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +10/10/2019 10:39,@lblegend33 He called out $mdvn by name and took the stock down to $28 per share a few months before $81.50 per share buyout by $pfe,PFE,0 +10/9/2019 12:15,"Akcea Therapeutics Inks Worldwide Licensing Deal with Pfizer for Investigative Antisense Therapy, Shares Up 30%:¡K ",PFE,1 +10/7/2019 6:27,$AKCA upgraded to Outperform at Wells Fargo. PT $25 $PFE $IONS,PFE,1 +10/6/2019 17:19,Zacks Investment Research Upgrades Pfizer $PFE to Strong-Buy ,PFE,1 +10/6/2019 17:18,Zacks Investment Research Upgrades Pfizer $PFE to Strong-Buy #stocks,PFE,1 +10/6/2019 7:17,Zacks Investment Research Upgrades Pfizer $PFE to Strong-Buy #markets,PFE,1 +10/4/2019 12:40,$ABUS LOOK AT THOSE HUGE STACKED BIDS?? BUYS flying in! $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,1 +10/3/2019 11:10,$PDSB BUYS flying in. DEAL with MERCK HUGE! TINY FLOAT! $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,1 +10/3/2019 10:54,$PDSB NEWS! MERCK! BUYS FLYING IN! TINY FLOAT! WOW?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,1 +10/3/2019 9:32,$PDSB SHORT SQUEEZE Collaboration with MERCK is huge!?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,1 +10/2/2019 15:46,$SVRA 1.09 DOWN 58% BOUNCING AFTERHOURS. L2 THIN?????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +10/1/2019 9:02,Pfizer $PFE Rating Increased to Strong-Buy at Zacks Investment Research ,PFE,1 +10/1/2019 8:03,$LGNDZ down 51%! 2million bid!EXTREMELY OVERSOLD!?????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +9/30/2019 14:00,"It was a tough quarter for Pfizer $PFE, but the stock's long-term uptrend still remains intact and its dividend yie¡K ",PFE,1 +9/27/2019 3:05,Pfizer buys Durham facility as expansion plans continue to unfold ,PFE,1 +9/24/2019 12:32,Pfizer Inc. $PFE Declares Quarterly Dividend of $0.36 #markets,PFE,1 +9/24/2019 7:31,$PFE - Pfizer declares $0.36 dividend ,PFE,1 +9/24/2019 0:06,Biocon subsidiary acquires research facility from Pfizer Healthcare #ETMarkets #MarketsNews #BizNews #MarketsUpdate ,PFE,1 +9/22/2019 6:09,Pfizer $PFE PT Raised to $46.00 at JPMorgan Chase & Co. ,PFE,1 +9/20/2019 6:54,"Pfizer Inc. $PFE Major Shareholder Pfizer Inc Acquires 50,000 Shares ",PFE,1 +9/20/2019 6:43,$PFE $MYL:10 Cheap Dividend Stocks to Buy:,PFE,1 +9/19/2019 15:18,"Pfizer Inc Purchases 50,000 Shares of Pfizer Inc. $PFE Stock #stocks",PFE,1 +9/19/2019 15:17,"Pfizer Inc Purchases 50,000 Shares of Pfizer Inc. $PFE Stock ",PFE,1 +9/19/2019 4:54,Pfizer $PFE Price Target Raised to $46.00 at JPMorgan Chase & Co. #stocks,PFE,1 +9/16/2019 23:45,Pfizer $PFE Cut to Sell at ValuEngine ,PFE,0 +9/15/2019 7:34,Pfizer $PFE Downgraded by ValuEngine to ¡§Sell¡¨ ,PFE,0 +9/13/2019 13:53,$RTTR DOWN 70%! Bouncing AFTERHOURS SHORT SQUEEZE!?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +9/13/2019 12:41,RT @Jdalexander64: LET'S REPEAT THAT AGAIN THAT $SGMO $PFE JUST SAID:*ALL 5 HIGH DOSE PATIENTS HAVE SIMILAR 100-170 FACTOR LEVELS*ALL 5¡K,PFE,1 +9/13/2019 10:07,$RTTR DOWN 70%! SHORT SQUEEZE! Getting LOADED HEAVY???? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +9/13/2019 8:14,$RTTR DOWN 71%! EXTREMELY OVERSOLD SHORT SQUEEZE?????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +9/12/2019 21:49,Pfizer Inc. $PFE Short Interest Down 18.7% in August ,PFE,0 +9/12/2019 21:48,Pfizer Inc. $PFE Short Interest Down 18.7% in August #stocks,PFE,0 +9/12/2019 8:51,LET'S REPEAT THAT AGAIN THAT $SGMO $PFE JUST SAID:*ALL 5 HIGH DOSE PATIENTS HAVE SIMILAR 100-170 FACTOR LEVELS*¡K ,PFE,1 +9/12/2019 5:07,Pfizer : SpringWorks Raises IPO to 9 Million Shares at $16-$18 Each #Pfizer #Stock #MarketScreener¡K ,PFE,1 +9/4/2019 16:21,$ELTK 4.36 DOWN 27% OVERSOLD! BOUNCING AFTERHOURS???? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +9/1/2019 12:59,"Pfizer $PFE cooled for the 6th month of 9, settling -7.6% to $35.55. The July lower high should be a concern. Soft¡K ",PFE,1 +8/31/2019 3:37,Pfizer $PFE Upgraded to ¡§Hold¡¨ by DZ Bank #stocks,PFE,1 +8/31/2019 1:50,Pfizer $PFE Price Target Lowered to $38.00 at Morgan Stanley ,PFE,0 +8/30/2019 1:14,Pfizer $PFE Upgraded at DZ Bank ,PFE,1 +8/29/2019 1:41,Pfizer $PFE PT Lowered to $38.00 ,PFE,0 +8/28/2019 7:14,"$PFE $PZZA:Benzinga¡¦s Top Upgrades, Downgrades For August 28, 2019:",PFE,0 +8/28/2019 2:00,"Scott Gottlieb Buys 3,000 Shares of Pfizer Inc. $PFE Stock ",PFE,1 +8/27/2019 13:34,$ARCI down 36% AFTERHOURS DELIGHT SHORT SQUEEEZE!?????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +8/27/2019 6:20,Pfizer $PFE PT Lowered to $38.00 #stocks,PFE,0 +8/20/2019 13:56,Research Analysts¡¦ Weekly Ratings Updates for Pfizer $PFE #stocks,PFE,1 +8/15/2019 9:14,$PFE $MYL:10 Cheap Dividend Stocks to Load Up On:,PFE,1 +8/12/2019 14:22,"Pfizer $PFE fell the 9th day of 11, settling -2.6% to $35.40. This is one ugly break of m/t support. Next support 3¡K ",PFE,0 +8/12/2019 9:01,$XELA 1.28 closed down 47% BOUNCING. SHORT SQUEEEZE!?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +8/12/2019 8:03,$PFE - Pfizer's Dividend Confusion Is Likely To Create Opportunity ,PFE,1 +8/10/2019 4:50,"RT @semodough: Jeff $SGMO- $PFE making progress w/ moving '525 closer to a pivotal. Though an early cut at ISTH'19, thought '525 hemeA dat¡K",PFE,0 +8/9/2019 13:41,$XELA 1.28 down 47% AFTERHOURS run SHORT SQUEEEZE!!???? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +8/9/2019 9:08,$SNMP closed down 69%. 31k on the bid! SHORT SQUEEZE!?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,0 +8/9/2019 6:33,RT @mchilberg: $PFE being able to leverage the $ONCE clinical trial lead-in study for $SGMO SB-525 short cut the process as seen in the fol¡K,PFE,0 +8/9/2019 4:57,$SNMP .54 down 67% EXTREMELY OVERSOLD!?????????????????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +8/5/2019 3:55,$GLYC $PFE - GlycoMimetics' lead drug flunks late-stage study; shares down 54% premarket ,PFE,0 +8/5/2019 3:06,Jefferies $GLYC Pfizer PIII RESET Trial Fails; GLYC Downgraded to HoldPT $6,PFE,0 +8/4/2019 22:05,$PFE - Pfizer: A Defensive Dividend Stock Even After The Spin-Off ,PFE,1 +8/2/2019 16:55,Pfizer $PFE Downgraded by Bank of America to Neutral ,PFE,0 +8/2/2019 16:53,Pfizer $PFE Downgraded by Bank of America #markets,PFE,0 +8/1/2019 9:32,?? Dividend Ideas: Pfizer Might Cut Its Dividend: 3 Things Investors Need To Know via ?¡K ,PFE,0 +8/1/2019 9:09,$MYL $PFE - Pfizer Might Cut Its Dividend: 3 Things Investors Need To Know ,PFE,0 +8/1/2019 7:22,Pfizer $PFE Rating Lowered to Neutral at Bank of America ,PFE,0 +8/1/2019 7:21,Pfizer $PFE Rating Lowered to Equal Weight at Morgan Stanley ,PFE,0 +7/30/2019 15:28,Pfizer slumps as two firms downgrade on Mylan deal impact ,PFE,0 +7/30/2019 14:41,"Pfizer $PFE Releases Quarterly Earnings Results, Beats Estimates By $0.05 EPS #markets",PFE,1 +7/30/2019 14:15,Pfizer shares took their largest drop in more than a decade ,PFE,0 +7/30/2019 12:34,"$PFE really cant watch those AUG.16, 2019 P42 and P41 from past week at 0.4s and 0.3s... stock down to 38s.... tra¡K ",PFE,0 +7/30/2019 10:47,Pfizer $PFE Rating Lowered to Equal Weight at Morgan Stanley #stocks,PFE,0 +7/30/2019 9:43,$PFE $MYL:Morgan Stanley Downgrades Pfizer In Wake Of Upjohn-Mylan Merger:,PFE,0 +7/30/2019 9:15,Pfizer $PFE Stock Rating Lowered by Bank of America #stocks,PFE,0 +7/30/2019 7:40,"Pfizer $PFE Posts Quarterly Earnings Results, Beats Expectations By $0.05 EPS ",PFE,1 +7/30/2019 3:18,BofA/Merrill Lynch Downgrades Pfizer $PFE to Neutral ,PFE,0 +7/30/2019 3:00,UPDATE: Morgan Stanley Downgrades Pfizer $PFE to Equalweight ,PFE,0 +7/30/2019 1:51,Morgan Stanley Downgrades Pfizer $PFE to Equalweight ,PFE,0 +7/29/2019 21:40,Pfizer $PFE Shares Gap Down to $43.09 ,PFE,0 +7/29/2019 21:40,Pfizer $PFE Shares Gap Down to $43.09 #stocks,PFE,0 +7/29/2019 14:38,$PFE beats the Estimize EPS Consensus by 1c and misses the Estimize Revenue Consensus by $146.94M. Reports FQ2 earn¡K ,PFE,0 +7/29/2019 12:21,Why Is Pfizer Stock Down Despite the Deal With Mylan? Look at the Numbers. ,PFE,0 +7/29/2019 5:55,"$PFE: Pfizer beats by $0.05, misses on revs; updates 2019 guidance to reflect pending business development activiti¡K ",PFE,0 +7/29/2019 5:43,$DJIA $PFE $MYL:Dow Futures Advance as European Stocks Edge Higher on Merger Monday:,PFE,1 +7/29/2019 5:25,"Pfizer's second-quarter profit jumps 30%, as Ibrance, Eliquis, Xeljanz drive biopharma sales $PFE",PFE,1 +7/29/2019 4:15,$PFE - Pfizer down 1% premarket after Q2 result; 2019 guidance lowered ,PFE,0 +7/29/2019 3:49,"$PFE - Pfizer EPS beats by $0.05, misses on revenue ",PFE,0 +7/29/2019 3:37,Good Morning$MU Some small insider selling maybe hitting it here$PFE $MYL n talks to merge its off-patent drugs¡K ,PFE,0 +7/28/2019 10:01,RT @mchilberg: $PFE seems likely to focus on growing genome medicine profile by adding #immunology cell or gene therapy tuck in or collabs¡K,PFE,1 +7/27/2019 12:38,Pfizer : May Buy Low and Smart in Generics Gambit #Pfizer #Stock #MarketScreener ,PFE,0 +7/27/2019 12:30,Pfizer May Buy Low and Smart in Generics Gambit writes ?@CGrantWSJ? ,PFE,0 +7/26/2019 14:15,The FDA warns that patients taking 10-milligram dose of Pfizer drug Xeljanz are at higher risk of blood clots or de¡K ,PFE,1 +7/24/2019 15:32,$OBLN .58 down 80% Overpanic BOUNCING in AFTERHOURS LOADING! $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,0 +7/23/2019 9:32,$NTEC closed down 80%. MASSIVE BUYS TODAY. NAKED SHORTING??? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,0 +7/22/2019 16:17,$NTEC .57 down 80% Overpanic BOUNCING in AFTERHOURS READ!?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,0 +7/22/2019 15:00,$NTEC .5695 down 80% BOUNCING AFTERHOURS LOADING HEAVY!???? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,0 +7/12/2019 11:59,Pfizer Inc. $PFE Sees Significant Drop in Short Interest #stocks,PFE,0 +7/12/2019 6:54,$PFE dropping on rumors they would buyout $GMO over the weekend ?,PFE,0 +7/11/2019 5:35,$SRPT after the volatility squeeze breakout & spiking hard upward post #PPMD & $PFE data. Now forming the handle fo¡K ,PFE,1 +7/9/2019 3:35,Sarepta price target raised to $220 from $165 at Morgan Stanley $SRPT $PFE ,PFE,1 +7/8/2019 9:19,Markets Right Now: Stocks drop on shifting odds for rate cut $PFE #PFE #Centralbanking #Bankingandcredit¡K ,PFE,0 +7/8/2019 7:17,$SGMO AAV GT Platform now in high demand by BD partners in addition to $PFE (think Swiss) Safety and efficacy may g¡K ,PFE,1 +7/7/2019 19:16,I blinked...Did I miss the ¡§late-breaker¡¨ $BMRN HemoA gene therapy presentation??? #ISTH19 #RMAT $SGMO $PFE,PFE,0 +7/6/2019 1:13,"Insider Selling: Pfizer Inc. $PFE EVP Sells $6,753,882.56 in Stock ",PFE,0 +7/6/2019 1:10,"Frank A. Damelio Sells 153,184 Shares of Pfizer Inc. $PFE Stock ",PFE,0 +7/3/2019 14:34,"Pfizer Inc. $PFE EVP Frank A. Damelio Sells 153,184 Shares #stocks",PFE,0 +6/29/2019 4:23,Pfizer Inc. $PFE to Issue Quarterly Dividend of $0.36 ,PFE,1 +6/28/2019 15:39,Sarepta surges after Pfizer gene therapy data raises safety concerns ,PFE,1 +6/28/2019 10:26,$SRPT $PFE $SLDB:Sarepta surges after data on Pfizer¡¦s rival gene therapy raises safety concerns:,PFE,1 +6/28/2019 7:40,$SRPT $PFE - Sarepta jumps 19% as fears ebb over Pfizer DMD data ,PFE,1 +6/28/2019 7:10,Did I miss something? Is $pfe data out yet for dmd? $srpt thanks,PFE,0 +6/28/2019 5:22,$PFE $RHHBY - FDA OKs Pfizer's Avastin biosimilar; shares up 1% premarket ,PFE,1 +6/27/2019 14:25,Pfizer Inc. Announces Quarterly Dividend of $0.36 $PFE #stocks,PFE,1 +6/26/2019 12:45,US vaccine panel downgrades pneumonia shot recommendation $PFE #PFE #Health #Meningitis #Infectiousdiseases ,PFE,0 +6/26/2019 9:54,"What price $SRPT will reach in on Friday in case of $PFE miniD data show high expression close to SRPT, BUT with tr¡K ",PFE,1 +6/26/2019 5:23,$ACER closed down 79% running Premarket.52WKH $34! OVERSOLD $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,0 +6/25/2019 17:12,$PFE $TERP $HSY:3 Dividend Stocks That Could Pay You the Rest of Your Life:,PFE,1 +6/23/2019 2:07,"Alexander R. Mackenzie Sells 30,000 Shares of Pfizer Inc. $PFE Stock ",PFE,0 +6/21/2019 14:22,"Pfizer Inc. $PFE Insider Alexander R. Mackenzie Sells 30,000 Shares #stocks",PFE,0 +6/21/2019 11:36,"Conner had low dose GT by $PFEWe have no idea how the kids on the high dose are doing yet, but find it interesting¡K ",PFE,0 +6/19/2019 12:41,$PFE - Pfizer issuer default rating may be cut by Fitch ,PFE,0 +6/17/2019 15:52,Array BioPharma $ARRY is set to become part of Pfizer $PFEIts had one hell of a run since the Feb'2016 low of $2.3¡K ,PFE,0 +6/17/2019 10:11,$XBI: SPDR Biotech ETF (+4.0%) breaks out to one-month high after Pfizer acquires Array BioPharma (ARRY) for $11.4.¡K ,PFE,1 +6/17/2019 7:48,US stocks edge higher after 2 weeks of gains $PFE #PFE #Economy #Stockindicesandaverages #Stockmarkets ,PFE,1 +6/17/2019 4:03,After Pfizer announced it will buy Array Biopharma for $48 a share: - $ARRY up 59.15% - $PFE down 0.12%,PFE,0 +6/13/2019 16:42,$SVRA down 75% OVERPANIC. NEWS! BOUNCING AFTERHOURS?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +6/13/2019 12:37,$SVRA down 75% OVERPANIC. Do I SEE??a $260k bid?! SHORT SQUEEZE! $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,0 +6/10/2019 13:55,?? Dividend Ideas: Dividend Arbitrage For Pfizer via ? ,PFE,1 +6/10/2019 13:49,$PFE - Dividend Arbitrage For Pfizer ,PFE,1 +6/3/2019 13:22,RT @DonnaYoungDC: $PFE Allen King: The growing investment in gene therapies will push new models of reimbursement from theories to reality¡K,PFE,1 +5/27/2019 13:12,"RT @_B_I_O_T_E_C_H_: $PFE says on $SGMO partnership ""So that allowed us to keep a lot of fire power for #additional programs while #nurturi¡K",PFE,0 +5/24/2019 3:20,"As Pfizer INC El $PFE Market Valuation Declined, Hexavest INC Lowered Holding ",PFE,0 +5/22/2019 11:01,"$PFE says on $SGMO partnership ""So that allowed us to keep a lot of fire power for #additional programs while¡K ",PFE,0 +5/21/2019 10:40,$NBY shorts manipulating w/ 1 share sells to scare longs?? $AAPL $GOOG $INTC $AMZN $MSFT $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,0 +5/20/2019 9:18,$PFE $ALNY:Credit Suisse Absolutely Is Right to Double Down on Pfizer Stock:,PFE,0 +5/20/2019 3:12,Clark Estates INC Stake in Pfizer INC $PFE Lowered by $15.80 Million as Market Value Declined ,PFE,0 +5/19/2019 3:21,"As Pfizer INC El $PFE Market Valuation Declined, Holder Hexavest INC Cut by $21.00 Million Its Position ",PFE,0 +5/17/2019 5:25,"Pfizer Inc. $PFE Major Shareholder Purchases $850,000.00 in Stock #markets",PFE,1 +5/15/2019 9:37,"$PFE - Pfizer Acquires Therachon, Looks To Add To Rare Disease Pipeline ",PFE,1 +5/15/2019 7:53,Pfizer jumps into the heated PhIII race for new-wave JAK inhibitors ¡X but safety frets loom large ,PFE,1 +5/14/2019 5:31,"Pfizer Inc. $PFE Major Shareholder Buys $850,000.00 in Stock ",PFE,1 +5/12/2019 3:36,Hexavest INC Has Lowered Stake in Pfizer INC El $PFE by $21.00 Million ,PFE,0 +5/9/2019 11:15,"$PFE is trapped, if they don't show WB & IHC data, the street will understand that they saw a very low expressionE¡K ",PFE,0 +5/8/2019 15:48,"RT @JohnCendpts: Top 3 today -- #1Pfizer buys a rare disease biotech for $340M-plus, putting them on a path to compete with BioMarin$PFE¡K",PFE,1 +5/8/2019 4:23,Cboe Global Markets : Pfizer Acquires Clinical-Stage Biotech Company Therachon For $340M U... #CboeGlobalMarkets¡K ,PFE,1 +5/8/2019 3:49,$PFE Pfizer Acquires Clinical-Stage Biotech Company Therachon For $340M Upfront With Additional $470M In Milestones,PFE,1 +5/8/2019 3:47,$PFE Acquires Clinical-Stage Biotech Therachon for $340M upfront with additional $470M in additional payments conti¡K ,PFE,1 +5/7/2019 18:00,Traders Buy Shares of Pfizer $PFE on Weakness #markets,PFE,1 +5/3/2019 6:27,FY2019 EPS Estimates for Pfizer Inc. $PFE Raised by Analyst #stocks,PFE,1 +5/2/2019 15:33,$PFE Pfizer Weekly charts show the consolidation down from 46.50 to 38 since December to levels right near a 3 year¡K ,PFE,0 +5/2/2019 0:14,Pfizer $PFE Shares Gap Up Following Better-Than-Expected Earnings ,PFE,1 +4/30/2019 23:38,Pfizer $PFE Shares Gap Up on Strong Earnings #markets,PFE,1 +4/30/2019 12:47,Vaccine and blood thinner help drive Pfizer to quarterly earnings beat - ,PFE,1 +4/30/2019 10:04,$SRPT - Sarepta down 5% on looming data readout on Pfizer DMD candidate ,PFE,0 +4/30/2019 7:01,Pfizer nudges guidance higher amid strong drug sales ,PFE,1 +4/30/2019 6:49,"Pfizer posts earnings beat, raises 2019 profit forecast ",PFE,1 +4/30/2019 6:30,"Pfizer posts earnings beat, raises 2019 profit forecast - ",PFE,1 +4/30/2019 5:48,Pfizer reported operational improvements and better-than-expected earnings in the first quarter. ,PFE,1 +4/30/2019 5:50,"Pfizer Q1 EPS Adj. $0.85 Beats $0.75 Estimate, Sales $12.12B Miss $13B Estimate $PFE @benzinga",PFE,0 +4/30/2019 5:50,"$PFE: Pfizer beats by $0.10, reports revs in-line; raises FY19 EPS in-line, reaffirms FY19 revs guidance ",PFE,1 +4/30/2019 4:44,$PFE - Pfizer up 1% on Q1 beat; raised EPS guidance ,PFE,1 +4/30/2019 3:58,$PFE up just over a percent after reporting an earnings beat and raising its guidance. More here:¡K ,PFE,1 +4/30/2019 3:49,"$PFE Reports Q1 $0.85 adj v $0.77e, Rev $13.1B v $12.8Be (Pfizer Inc)- Raises slightly FY19 $2.83-2.93 v $2.99e,¡K ",PFE,1 +4/30/2019 3:46,"$PFE - Pfizer beats by $0.10, beats on revenue ",PFE,1 +4/25/2019 10:20,Pfizer Inc. Announces Quarterly Dividend of $0.36 $PFE #markets,PFE,1 +4/23/2019 7:33,$PFE $INCY $AMGN $TEVA:Amgen (AMGN) to Report Q1 Earnings: What¡¦s in the Cards?:,PFE,1 +4/23/2019 7:24,$AKAO bouncing off 52wklow shorts using tiny sells 2 manipulate $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,0 +4/22/2019 23:41,Pfizer $PFE Set to Announce Earnings on Tuesday #stocks,PFE,1 +4/22/2019 7:33,$PFE $INCY $ADRO $EXAS:Exact Sciences (EXAS) to Post Q1 Earnings: What¡¦s in Store?:,PFE,1 +4/21/2019 12:27,$PFE bearish to $37/100ma on weekly ,PFE,1 +4/19/2019 10:21,"Now, Lilly and Pfizer have reported a set of data that clarify the safety concerns and add to questions about effic¡K ",PFE,1 +4/18/2019 15:32,An Altman-Z score of 2.99 indicates that $PFE is not in any danger for bankruptcy at the moment.¡K ,PFE,0 +4/17/2019 20:53,Investors Sell Shares of Pfizer $PFE on Strength $PFE #stocks,PFE,0 +4/17/2019 19:19,"$GETH 0015 ONCE $4, 52WEEK HIGH ALMOST 10,000% HIGHER #ico $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ",PFE,1 +4/17/2019 19:07,"$GETH 0017 ONCE $4, 52WEEK HIGH ALMOST 10,000% HIGHER #ico $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ",PFE,1 +4/17/2019 16:26,"$PFE fell for the 6th day of 7, settling -2.5% at $39.88. Soft support 39.13, then key price threshold of 37.30s. ",PFE,0 +4/16/2019 16:40,"Pfizer $PFE saw a major failure to hold yesterday's key reversal, settling -2.8% to $40.92. S/t bearish with the se¡K ",PFE,1 +4/16/2019 10:40,$GETH cant believe ur ignoring 3million straight buys at 0017!?? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,1 +4/16/2019 10:10,Pfizer posts positive data for 20-strain pneumococcal vaccine: A Pfizer vaccine candidate meant to protect against¡K ,PFE,1 +4/16/2019 9:02,"Big spending from AbbVie, Pfizer pushes pharma's 2018 ad spend to $6.5B: Pharmaceutical ad spending continued its u¡K ",PFE,1 +4/16/2019 5:10,$AKAO shorts used tiny sells to manipulate in AFTERHOURS?????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,0 +4/15/2019 15:05,$AKAO shorts using tiny sells to manipulate in AFTERHOURS?????? $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ,PFE,0 +4/15/2019 4:02,The 3 Greatest Risks Pfizer Faces: Pfizer (NYSE: PFE) shareholders have plenty of reasons to be optimistic. Shares¡K ,PFE,1 +4/14/2019 6:31,Pfizer $PFE Upgraded at Zacks Investment Research ,PFE,1 +4/14/2019 3:10,"As Pfizer INC $PFE Market Value Declined, Holder Bb&T Securities LLC Decreased by $10.46 Million Its Position ",PFE,0 +4/14/2019 3:10,Pfizer INC $PFE Shareholder Bb&T Securities LLC Has Decreased Its Holding ,PFE,0 +4/13/2019 7:52,Pfizer $PFE Raised to Hold at Zacks Investment Research #markets,PFE,1 +4/13/2019 5:06,Pfizer INC El $PFE Shareholder Hexavest INC Trimmed Holding by $21.00 Million ,PFE,0 +4/11/2019 9:02,$CMGO LOOK how THIN L2 is to 5 cents???????? #mmj #ico $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX $NOK¡K ,PFE,1 +4/11/2019 8:30,$PFE risky but betting on this level to hold and move back above 20dma ,PFE,1 +4/11/2019 6:34,"$CMGO 0063 HUGE BUYS, about to break 009s!?????? #mmj #ico $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ",PFE,1 +4/11/2019 3:16,Pfizer INC $PFE Stock Declined While Clark Estates INC Lowered by $15.80 Million Its Position ,PFE,0 +4/10/2019 9:59,"$CMGO 0074 HUGE BUYS, about to break 009s!?????? #mmj #ico $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ",PFE,1 +4/7/2019 3:43,Pfizer $PFE Upgraded to Hold by Zacks Investment Research ,PFE,1 +4/5/2019 7:29,Bank of America Raises Pfizer $PFE Price Target to $48.00 #markets,PFE,1 +4/5/2019 7:26,Bank of America Raises Pfizer $PFE Price Target to $48.00 ,PFE,1 +4/4/2019 23:19,Traders Buy Shares of Pfizer $PFE on Weakness on Insider Selling ,PFE,0 +4/4/2019 7:46,"U.S., China key to GSK's consumer venture with Pfizer #economy #MarketScreener ",PFE,1 +4/3/2019 23:17,Traders Buy Shares of Pfizer $PFE on Weakness After Insider Selling #markets,PFE,0 +4/3/2019 22:28,Traders Sell Pfizer $PFE on Strength After Insider Selling ,PFE,0 +4/3/2019 7:13,"Pfizer Inc. $PFE Insider Sells $642,450.00 in Stock #stocks",PFE,0 +4/3/2019 4:30,Missed yesterday's news? Here's everything for #pharma #marketers to know. $PFE #DTC #advertising #media¡K ,PFE,1 +4/2/2019 22:58,Pfizer $PFE PT Raised to $48.00 at Bank of America ,PFE,1 +4/2/2019 14:30,Pharma ad spending increased by 3% last year to $6.4 billion and more for #pharma #marketers to know. $PFE #DTC¡K ,PFE,1 +4/2/2019 12:24,RT @JohnCendpts: #2Sangamo bounces back with upbeat snapshot on hem A allied with Pfizer and a plan to beef up AAV manufacturing$SGMO +27¡K,PFE,1 +4/2/2019 11:23,"Marai,Nomura Instinest: $BMRN$SGMO/ $PFE Active Threat""range of expression likely needed to prevent bleeds We be¡K ",PFE,1 +4/2/2019 8:34,RT @Biotech2050: @matthewherper According to GS #hemophilia A could be a $30B - $90B market opportunity which would be huge even for $PFE a¡K,PFE,1 +4/2/2019 4:51,Sangamo's stock jumps after upbeat trial data for #hemophilia treatment $SGMO $PFE $GILD @pfizer ,PFE,1 +4/2/2019 4:29,"$SGMO $PFE SB-525 HemoA 4th dose cohort expansion and hand off to $PFE - At week 6 post infusion, the two fourth do¡K ",PFE,1 +4/1/2019 17:52,Investors Sell Shares of Pfizer $PFE on Strength $PFE ,PFE,0 +4/1/2019 7:48,Bank of America Increases Pfizer $PFE Price Target to $48.00 #stocks,PFE,1 +4/1/2019 3:42,Pfizer INC El $PFE Share Value Declined While Hexavest INC Lowered Its Stake by $21.00 Million ,PFE,0 +4/1/2019 3:20,BofAM $PFE Raising PO to $48 ahead of 2H pivotalorphan drug catalysts,PFE,1 +4/1/2019 3:18,$PFE $JNJ:Saratoga Springs communications firm growing a year after private ¡K:,PFE,1 +3/31/2019 11:04,$ZTS $ELAN $PAHC $PFE $LLY:How to play America¡¦s love affair with pets:,PFE,1 +3/31/2019 10:24,$ZTS $ELAN $PAHC $PFE $LLY:How to invest in the growing animal health business:,PFE,1 +3/31/2019 8:49,Zacks Investment Research Lowers Pfizer $PFE to Sell #markets,PFE,1 +3/30/2019 9:04,$ZTS $ELAN $PAHC $PFE $LLY:The global animal-health industry is projected to grow at a 5% compound annual rate fr¡K ,PFE,1 +3/29/2019 9:09,"$GETH 0014 ONCE $4, 52WEEK HIGH ALMOST 10,000% HIGHER #ico $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU¡K ",PFE,1 +3/29/2019 3:23,"As Twenty First Centy Fox $FOX Market Value Rose, Holder Msdc Management LP Trimmed Its Stake; As Pfizer $PFE Valua¡K ",PFE,0 +3/28/2019 8:32,"RT @biotech_junkie: @TraderTexMex $PFE says ""next-generation medicine to potentially complement our Ibrance portfolio, CDK2/4/6, #CDK2 spe¡K",PFE,1 +3/28/2019 7:20,Pfizer $PFE Rating Lowered to Sell at Zacks Investment Research ,PFE,0 +3/28/2019 4:30,Missed yesterday's news? Here's everything for #pharma #marketers to know. $PFE $GILD #ACA #opioidcrisis¡K ,PFE,1 +3/27/2019 6:10,"Capital Advisors Lowered Its Valley Natl Bancorp $VLY Holding by $302,696; Share Price Rose; Pfizer $PFE Holder Ver¡K ",PFE,0 +3/27/2019 4:40,Hexavest INC Position in Pfizer INC El $PFE Has Trimmed as Shares Declined ,PFE,0 +3/26/2019 10:32,It's been a crucial week for Pfizer Inc. $PFE; here's what analysts have to say. ,PFE,1 +3/25/2019 3:17,Pfizer $PFE Shareholder Investec Asset Management North America Has Decreased Position by $5.11 Million; Quinstreet¡K ,PFE,0 +3/24/2019 5:13,"As Pfizer INC $PFE Share Value Declined, Korea Investment Corp Trimmed Stake by $3.37 Million ",PFE,0 +3/24/2019 3:47,Pfizer $PFE Shareholder General American Investors Company Trimmed Stake; Arlington Capital Management Has Raised¡K ,PFE,0 +3/23/2019 18:57,Pfizer really missed a opportunity to gouge. ... could add sensors some w the blue pill that tells the you when y¡K ,PFE,1 +3/21/2019 14:44,Top technician @rsluymer says these two high dividend stocks are gearing up for a breakout $PFE $VZ ,PFE,1 +3/21/2019 8:50,"$PFE Pfizer Secures Exclusive Option to Acquire Gene Therapy Company Vivet Therapeutics, $QBIO Q BioMed's Diagnosti¡K ",PFE,1 +3/21/2019 7:18,$PFE:Pfizer buys stake in French gene company in deal worth up to $636M:,PFE,1 +3/21/2019 3:49,$GETH HUGE BUYS Wed. CANT B IGNORED! About 2 pop???? #ico $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,1 +3/20/2019 23:48,Pfizer : Adds to Streak of Deals in Gene Therapies #Pfizer #Stock #MarketScreener ,PFE,1 +3/20/2019 22:27,Investors Sell Pfizer $PFE on Strength on Insider Selling ,PFE,0 +3/20/2019 22:25,Investors Sell Pfizer $PFE on Strength on Insider Selling #stocks,PFE,0 +3/20/2019 20:00,$GETH HUGE BUYS today CANT B IGNORED! About 2 pop???? #ico $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,1 +3/20/2019 12:13,$GETH U CANT IGNORE THESE HUGE BUYS! About to pop???? #ico $AAPL $GOOG $INTC $AMZN $MSFT $AKAM $CMCSA $PFE $MU $NFLX¡K ,PFE,1 +3/20/2019 5:45,$PFE (+0.1% pre) Pfizer acquires option to buy Vivet Therapeutics for equivalent of $635.8 million - MW,PFE,1 +3/20/2019 4:42,"$PFE deal with Vivet $51M upfront & up to $635M for full B/O, show how good & ahead of the crowd $SRPT was, when th¡K ",PFE,1 +3/20/2019 4:14,$PFE Pfizer paid approximately £á45 million (US$51 million) upon signing and may pay up to £á560 million (US$635.8 m¡K ,PFE,1 +3/20/2019 3:49,$PFE Secures exclusive option to acquire Gene Therapy Company Vivet Therapeutics for £á45M upfront (Pfizer Inc)(Mor¡K ,PFE,1 +3/20/2019 3:46,$PFE Secures Exclusive Option to Acquire Gene Therapy Company Vivet Therapeutics,PFE,1 +3/19/2019 22:16,Investors Sell Shares of Pfizer $PFE on Strength After Insider Selling #stocks,PFE,0 +3/19/2019 22:14,Investors Sell Pfizer $PFE on Strength Following Insider Selling ,PFE,0 +3/19/2019 4:27,Pfizer INC $PFE Valuation Declined While South Dakota Investment Council Has Lowered by $3.37 Million Its Holding ,PFE,0 +3/19/2019 2:27,"Pfizer Inc. $PFE Insider Rady A. Johnson Sells 8,700 Shares ",PFE,0 +3/18/2019 22:08,Investors Sell Shares of Pfizer $PFE on Strength After Insider Selling ,PFE,0 +3/18/2019 17:34,"Rady A. Johnson Sells 8,700 Shares of Pfizer Inc. $PFE Stock ",PFE,0 +3/18/2019 17:31,"Rady A. Johnson Sells 8,700 Shares of Pfizer Inc. $PFE Stock #stocks",PFE,0 +3/18/2019 17:29,"Rady A. Johnson Sells 8,700 Shares of Pfizer Inc. $PFE Stock #markets",PFE,0 +3/17/2019 4:24,"As Pfizer INC $PFE Share Price Declined, Holder Natixis Has Decreased Stake by $14.49 Million ",PFE,0 +3/15/2019 15:36,"Pfizer $PFE settled +1.4% at $41.78... notably holding above the 200dma. Today's volume was monstrous, due to quad-¡K ",PFE,1 +3/14/2019 20:47,Traders Sell Shares of Pfizer $PFE on Strength $PFE #markets,PFE,0 +3/14/2019 20:47,Traders Sell Shares of Pfizer $PFE on Strength $PFE #stocks,PFE,0 +3/14/2019 4:41,"As Pfizer INC El $PFE Share Price Declined, Hexavest INC Has Decreased Its Stake by $21.00 Million ",PFE,0 +3/13/2019 10:03,$PFE $CELG $BDSI $AERI:Aerie (AERI) Receives FDA Nod for Rocklatan to Treat Glaucoma:,PFE,1 +3/12/2019 17:58,Traders Sell Shares of Pfizer $PFE on Strength $PFE ,PFE,0 +3/12/2019 4:10,Pfizer $PFE Shareholder Ajo LP Has Lowered Its Position ,PFE,0 +3/12/2019 4:10,"As Pfizer $PFE Stock Price Declined, Shareholder Ajo LP Has Trimmed Position ",PFE,0 +3/12/2019 3:01,"At second time of asking, Pfizer's Trazimera joins raft of Herceptin biosimilars waiting to launch in US $PFE $RHHBY",PFE,1 +3/11/2019 4:29,"As Pfizer INC $PFE Stock Value Declined, Shareholder California Public Employees Retirement System Upped Its Stake ",PFE,1 +3/9/2019 1:00,What Can We Expect Following a Pfizer $PFE Downgrade By BidaskScore? ,PFE,0 +3/8/2019 19:45,"Pfizer : Receives European Approval for ZIRABEV? (bevacizumab), a Biosimilar to Avastin?* #Pfizer #action¡K ",PFE,1 +3/8/2019 5:06,Pfizer INC $PFE Shareholder Public Sector Pension Investment Board Has Trimmed Position by $11.46 Million ,PFE,0 +1/18/2020 11:11,"Next week, watch $PG $NFLX and $INTC Chances are very high that $PG may hit 129. Lets see ",PG,1 +1/14/2020 15:07,Procter & Gamble Co Declares Quarterly Dividend of $0.75 $PG #stocks,PG,1 +1/14/2020 14:19,$PG - Procter & Gamble declares $0.7459 dividend ,PG,1 +12/21/2019 7:16,"Procter & Gamble says its old-fashioned liquid detergent just isn't cut out for the job anymore, so it invented a n¡K ",PG,0 +12/21/2019 2:00,"Procter & Gamble says its old-fashioned liquid detergent, which debuted in 1972, just isn't cut out for the job any¡K ",PG,0 +12/14/2019 4:15,"RT @SwingTradeBot: $PG technical alerts: Non-ADX 1,2,3,4 Bullish, Cup with Handle, and New 52 Week Closing High ",PG,1 +12/5/2019 4:02,"Insider Selling: Procter & Gamble Co $PG CEO Sells $210,938.00 in Stock ",PG,0 +12/5/2019 4:02,"Ma. Fatima Francisco Sells 1,729 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +12/4/2019 16:58,$pg big time move today - inside week up - trying to take out that monthly high Made a nice trade here - left som¡K ,PG,1 +12/4/2019 2:32,"Insider Selling: Procter & Gamble Co $PG CEO Sells 1,729 Shares of Stock #markets",PG,0 +12/4/2019 2:29,"Ma. Fatima Francisco Sells 1,729 Shares of Procter & Gamble Co $PG Stock ",PG,0 +12/3/2019 6:03,$HELE $ELF $PG $CLX:Clorox (CLX) Down 9% in 3 Months: Can Efforts Aid Revival?:,PG,0 +11/21/2019 17:54,That¡¦s $PG put was fire tooSome furu told me it was a bad tradeUsually when someone tells you there no trade th¡K ,PG,0 +11/20/2019 9:26,Stocks slip on Wall Street over new trade war concerns $PG #PG #Stockindicesandaverages #Stockmarkets¡K ,PG,0 +11/6/2019 15:37,$PG another H4 #candlecombo then we gap up Friday if this pattern mimics. ,PG,1 +11/6/2019 2:21,"Procter & Gamble Co $PG Insider Sells $3,258,332.00 in Stock ",PG,0 +11/6/2019 2:18,"Marc S. Pritchard Sells 26,075 Shares of Procter & Gamble Co $PG Stock ",PG,0 +11/4/2019 12:14,$PG -3.5% keep an eye on $USMV $SPLV as low / min vol trade may be unwinding ,PG,0 +11/3/2019 2:34,"David S. Taylor Sells 50,000 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +11/3/2019 2:33,"Insider Selling: Procter & Gamble Co $PG CEO Sells $6,200,500.00 in Stock ",PG,0 +11/2/2019 1:20,"David S. Taylor Sells 50,000 Shares of Procter & Gamble Co $PG Stock ",PG,0 +11/2/2019 1:19,"Procter & Gamble Co $PG Director Nelson Peltz Sells 206,967 Shares #markets",PG,0 +11/2/2019 1:19,"David S. Taylor Sells 50,000 Shares of Procter & Gamble Co $PG Stock #markets",PG,0 +11/1/2019 5:25,"Nelson Peltz Sells 936,280 Shares of Procter & Gamble Co $PG Stock ",PG,0 +11/1/2019 5:24,"Procter & Gamble Co $PG CEO David S. Taylor Sells 50,000 Shares of Stock ",PG,0 +10/31/2019 20:27,"Procter & Gamble Co $PG Director Nelson Peltz Sells 206,967 Shares #stocks",PG,0 +10/31/2019 20:27,"Procter & Gamble Co $PG Director Sells $115,977,003.60 in Stock #stocks",PG,0 +10/31/2019 20:27,"Procter & Gamble Co $PG Director Sells $115,977,003.60 in Stock #markets",PG,0 +10/31/2019 13:41,"Insider Selling: Procter & Gamble Co $PG CEO Sells 50,000 Shares of Stock ",PG,0 +10/27/2019 5:40,Procter & Gamble $PG Given Buy Rating at Goldman Sachs Group #stocks,PG,1 +10/27/2019 5:04,Procter & Gamble $PG PT Raised to $126.00 ,PG,1 +10/27/2019 4:59,Procter & Gamble $PG PT Raised to $136.00 ,PG,1 +10/27/2019 4:59,Procter & Gamble $PG PT Raised to $136.00 #stocks,PG,1 +10/26/2019 4:21,JPMorgan Chase & Co. Increases Procter & Gamble $PG Price Target to $139.00 ,PG,1 +10/26/2019 4:19,Procter & Gamble $PG PT Raised to $134.00 at Morgan Stanley ,PG,1 +10/26/2019 4:18,Morgan Stanley Raises Procter & Gamble $PG Price Target to $134.00 #stocks,PG,1 +10/26/2019 4:18,Procter & Gamble¡¦s $PG Buy Rating Reiterated at Goldman Sachs Group ,PG,1 +10/25/2019 22:08,Procter & Gamble $PG Hits New 1-Year High After Analyst Upgrade ,PG,1 +10/25/2019 4:42,William Blair Raises Procter & Gamble FY2020 Earnings Estimates to $4.88 EPS (Previously $4.75). $PG #PG,PG,1 +10/25/2019 4:42,SunTrust Banks Raises Procter & Gamble FY2020 Earnings Estimates to $4.93 EPS (Previously $4.91). $PG #PG,PG,1 +10/25/2019 4:42,Jefferies Financial Group Raises Procter & Gamble FY2020 Earnings Estimates to $4.94 EPS (Previously $4.85). $PG #PG,PG,1 +10/24/2019 17:55,Procter & Gamble $PG Price Target Raised to $134.00 ,PG,1 +10/24/2019 13:57,Procter & Gamble $PG Upgraded by TheStreet to B+ ,PG,1 +10/24/2019 13:35,Procter & Gamble $PG Upgraded to B+ by TheStreet #stocks,PG,1 +10/23/2019 22:10,Procter & Gamble $PG Shares Gap Up on Strong Earnings ,PG,1 +10/23/2019 13:45,Macquarie Increases Procter & Gamble $PG Price Target to $138.00 #stocks,PG,1 +10/23/2019 13:36,Procter & Gamble $PG Price Target Raised to $138.00 at Macquarie #stocks,PG,1 +10/23/2019 13:36,Procter & Gamble $PG Price Target Raised to $138.00 at Macquarie ,PG,1 +10/23/2019 11:43,Procter & Gamble $PG PT Raised to $126.00 #stocks,PG,1 +10/23/2019 11:43,Wells Fargo & Co Increases Procter & Gamble $PG Price Target to $136.00 #stocks,PG,1 +10/23/2019 8:52,JPMorgan Chase & Co. Raises Procter & Gamble $PG Price Target to $139.00 #stocks,PG,1 +10/23/2019 4:25,Procter & Gamble $PG PT Raised to $138 at Macquarie ,PG,1 +10/22/2019 15:16,Procter & Gamble $PG Shares Gap Up After Better-Than-Expected Earnings ,PG,1 +10/22/2019 15:13,Procter & Gamble $PG Shares Gap Up After Strong Earnings ,PG,1 +10/22/2019 7:46,US stocks edge higher on company earnings; Biogen surges $PG #PG #Stockprices #Leadingeconomicindicators #Economy ,PG,1 +10/22/2019 6:49,Procter & Gamble Stock Is Rising as Earnings Beat Forecasts Yet Again ,PG,1 +10/22/2019 6:15,Procter & Gamble quarterly revenue beat expectations ,PG,1 +10/22/2019 6:04,"$PG: Procter & Gamble beats by $0.13, beats on revs; raises FY20 guidance ",PG,1 +10/22/2019 5:16,$PG:Procter & Gamble Trades Higher On Q1 Earnings Beat:,PG,1 +10/22/2019 5:06,Procter & Gamble Trades Higher On Q1 Earnings Beat $PG via @benzinga,PG,1 +10/22/2019 4:19,"$PG:Procter & Gamble Beats Q1 Earnings Estimate, Boosts Fiscal 2020 Profit Guidance:",PG,1 +10/22/2019 4:16,"$PG:Procter & Gamble EPS beats by $0.13, beats on revenue:",PG,1 +10/22/2019 4:04,$PG beats the Estimize EPS Consensus by 11c and the Estimize Revenue Consensus by $289.32M. Reports FQ1 earnings of¡K ,PG,1 +10/22/2019 3:59,"Procter & Gamble $PG Tops Q1 EPS by 13c, Revenues Beat; Raises FY20 Sales Growth & Net Earnings Growth Outlook",PG,1 +10/18/2019 1:47,"Insider Selling: Procter & Gamble Co $PG CEO Sells 2,680 Shares of Stock ",PG,0 +10/15/2019 11:48,"Procter & Gamble Co $PG CEO Sells $321,412.40 in Stock #stocks",PG,0 +10/15/2019 11:45,"Procter & Gamble Co $PG CEO Marylynn Fergusonmchugh Sells 2,680 Shares #markets",PG,0 +10/15/2019 11:45,"Procter & Gamble Co $PG CEO Marylynn Fergusonmchugh Sells 2,680 Shares #stocks",PG,0 +10/15/2019 7:22,$PG inside/down week + now showing monthly rotation down,PG,0 +10/15/2019 5:34,Procter & Gamble Co $PG Plans $0.75 Quarterly Dividend #stocks,PG,1 +10/15/2019 5:31,Procter & Gamble Co $PG Declares Quarterly Dividend of $0.75 ,PG,1 +10/13/2019 16:42,$PG may break out. Our analyzer suggests a buy stop @122.46 with a stop @120.2 as a possible low risk setup..¡K ,PG,0 +10/12/2019 14:35,Procter & Gamble $PG Price Target Raised to $130.00 ,PG,1 +10/10/2019 18:48,Procter & Gamble Is Offering A 10-Year Low Dividend Yield Of 2.4% - ,PG,0 +10/10/2019 18:12,$GS:Procter & Gamble Is Offering A 10-Year Low Dividend Yield Of 2.4%:,PG,0 +10/10/2019 18:01,$PG - Procter & Gamble Is Offering A 10-Year Low Dividend Yield Of 2.4%. Follow this and any other stock on Seeking¡K ,PG,0 +10/9/2019 7:00,Procter & Gamble $PG Price Target Raised to $130.00 #markets,PG,1 +10/9/2019 7:00,Procter & Gamble $PG Price Target Raised to $130.00 #stocks,PG,1 +10/2/2019 7:42,RT @UnusualActivit3: Procter & Gamble Company (The) $PG down by -1.85% at $121.5539UNUSUAL ACTIVITY VOLUME 469.5% STRENGTH 394.88% #Sto¡K,PG,0 +9/30/2019 9:22,Procter & Gamble $PG Reaches New 52-Week High at $125.36 ,PG,1 +9/29/2019 14:23,Short Interest in Procter & Gamble Co $PG Increases By 8.2% ,PG,1 +9/8/2019 21:10,$PG - Procter & Gamble: Factors Underlying The High Valuation ,PG,1 +9/4/2019 12:59,Out 9/10 $PG 121c .77 -2.44 sold today¡¦s ATH ,PG,0 +8/29/2019 8:08,Procter & Gamble $PG Hits New 1-Year High at $122.00 ,PG,1 +8/29/2019 8:07,Procter & Gamble $PG Sets New 1-Year High at $122.00 #markets,PG,1 +8/29/2019 6:52,"Valarie L. Sheppard Sells 1,259 Shares of Procter & Gamble Co $PG Stock #markets",PG,0 +8/29/2019 6:52,"Procter & Gamble Co $PG VP Valarie L. Sheppard Sells 1,259 Shares of Stock ",PG,0 +8/29/2019 1:56,"Procter & Gamble Co $PG CEO Sells $919,822.08 in Stock ",PG,0 +8/28/2019 14:48,"Insider Selling: Procter & Gamble Co $PG VP Sells 1,259 Shares of Stock #stocks",PG,0 +8/28/2019 1:22,"Carolyn M. Tastad Sells 10,662 Shares of Procter & Gamble Co $PG Stock ",PG,0 +8/26/2019 11:47,"Insider Selling: Procter & Gamble Co $PG CEO Sells 7,727 Shares of Stock #stocks",PG,0 +8/26/2019 11:45,"Insider Selling: Procter & Gamble Co $PG CEO Sells 7,727 Shares of Stock #markets",PG,0 +8/23/2019 9:10,"Procter & Gamble Co $PG VP Valarie L. Sheppard Sells 1,729 Shares #stocks",PG,0 +8/23/2019 8:28,"Procter & Gamble Co $PG Vice Chairman Jon R. Moeller Sells 40,977 Shares of Stock ",PG,0 +8/23/2019 8:28,"Procter & Gamble Co $PG Chairman David S. Taylor Sells 87,643 Shares ",PG,0 +8/22/2019 14:44,"Procter & Gamble Co $PG Insider Mary Theresa Grabowski Sells 2,000 Shares ",PG,0 +8/22/2019 14:42,"Procter & Gamble Co $PG Insider Mary Theresa Grabowski Sells 2,000 Shares #stocks",PG,0 +8/22/2019 14:42,"Procter & Gamble Co $PG VP Sells $207,134.20 in Stock #stocks",PG,0 +8/22/2019 14:34,"David S. Taylor Sells 87,643 Shares of Procter & Gamble Co $PG Stock ",PG,0 +8/22/2019 14:33,"Jon R. Moeller Sells 40,977 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +8/22/2019 14:32,"David S. Taylor Sells 87,643 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +8/22/2019 8:03,"Procter & Gamble Co $PG CEO R. Alexandra Keith Sells 62,930 Shares of Stock ",PG,0 +8/21/2019 11:51,"Insider Selling: Procter & Gamble Co $PG CEO Sells 62,930 Shares of Stock #markets",PG,0 +8/21/2019 11:50,"Insider Selling: Procter & Gamble Co $PG CEO Sells 62,930 Shares of Stock #stocks",PG,0 +8/17/2019 6:36,"Procter & Gamble Co $PG Vice Chairman Jon R. Moeller Sells 141,575 Shares ",PG,0 +8/16/2019 14:47,"Procter & Gamble Co $PG Vice Chairman Sells $16,712,928.75 in Stock #stocks",PG,0 +8/12/2019 1:22,"Procter & Gamble Co $PG CEO Steven D. Bishop Sells 32,945 Shares #stocks",PG,0 +8/12/2019 1:22,"Procter & Gamble Co $PG CEO Steven D. Bishop Sells 32,945 Shares #markets",PG,0 +8/9/2019 6:48,Procter & Gamble Outperforms During Pullbacks: How To Grab A 7%-Plus Yield - ,PG,1 +8/9/2019 6:30,"Procter & Gamble Co $PG CEO Sells $3,854,565.00 in Stock #stocks",PG,0 +8/9/2019 6:15,$PG - Procter & Gamble Outperforms During Pullbacks: How To Grab A 7%-Plus Yield ,PG,1 +8/9/2019 1:19,"Procter & Gamble Co $PG CEO Sells $4,295,132.00 in Stock ",PG,0 +8/6/2019 11:43,"Marylynn Fergusonmchugh Sells 37,027 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +8/4/2019 13:07,Procter & Gamble $PG PT Raised to $129.00 at Morgan Stanley ,PG,1 +8/4/2019 1:38,"Insider Selling: Procter & Gamble Co $PG VP Sells $2,043,400.00 in Stock ",PG,0 +8/3/2019 6:29,Morgan Stanley Raises Procter & Gamble $PG Price Target to $129.00 ,PG,1 +8/2/2019 22:56,Procter & Gamble $PG Cut to C+ at TheStreet ,PG,0 +8/2/2019 16:54,Procter & Gamble $PG Given Buy Rating at Wells Fargo & Co ,PG,1 +8/2/2019 16:53,Procter & Gamble $PG Earns Buy Rating from Wells Fargo & Co #stocks,PG,1 +8/2/2019 16:51,Procter & Gamble $PG PT Raised to $117.00 ,PG,1 +8/2/2019 8:43,"Procter & Gamble Co $PG Insider Mary Theresa Grabowski Sells 5,200 Shares ",PG,0 +8/1/2019 11:41,"Insider Selling: Procter & Gamble Co $PG VP Sells 17,000 Shares of Stock #stocks",PG,0 +8/1/2019 9:06,Procter & Gamble $PG PT Raised to $117.00 at Credit Suisse Group #stocks,PG,1 +8/1/2019 9:04,Procter & Gamble $PG Price Target Raised to $117.00 at Credit Suisse Group ,PG,1 +8/1/2019 6:52,William Blair Analysts Raise Earnings Estimates for Procter & Gamble Co $PG #stocks,PG,1 +8/1/2019 6:24,SunTrust Banks Raises Procter & Gamble Q2 2020 Earnings Estimates to $1.38 EPS (Previously $1.34). $PG #PG,PG,1 +7/31/2019 20:49,"Procter & Gamble $PG Posts Quarterly Earnings Results, Beats Expectations By $0.04 EPS ",PG,1 +7/31/2019 6:34,Procter & Gamble $PG Price Target Raised to $120.00 at SunTrust Banks #stocks,PG,1 +7/31/2019 6:23,SunTrust Banks Raises Procter & Gamble $PG Price Target to $120.00 #stocks,PG,1 +7/31/2019 6:22,SunTrust Banks Raises Procter & Gamble $PG Price Target to $120.00 ,PG,1 +7/30/2019 19:17,Wells Fargo & Co Reiterates Buy Rating for Procter & Gamble $PG #stocks,PG,1 +7/30/2019 9:31,$PG $EPC:Procter & Gamble writes down Gillette business but remains confident in its future:,PG,0 +7/30/2019 9:20,Procter & Gamble writes down Gillette business but remains confident in its future ,PG,0 +7/30/2019 7:04,$PG $XLP $DJIA:Procter & Gambles Jumps After Organic Growth Soars:,PG,1 +7/30/2019 6:03,"$PG: Procter & Gamble beats by $0.05, beats on revs; guides FY20 in-line ",PG,1 +7/30/2019 5:25,"Procter & Gamble : Posts Strong Sales Growth, Writes Down Gillette Business #ProcterGamble #Stock #MarketScreener¡K ",PG,0 +7/30/2019 4:36,$PG Procter & Gamble quarterly sales beat expectations ,PG,1 +7/30/2019 4:19,$PG beats the Estimize EPS Consensus by 2c and the Estimize Revenue Consensus by $181.06M. Reports FQ4 earnings of¡K ,PG,1 +7/30/2019 4:19,Procter & Gamble : quarterly sales beat expectations #ProcterGamble #Stock #MarketScreener ,PG,1 +7/26/2019 11:51,"$SPX $IXIC $AAPL $PG $GM:The Fed is about to cut rates to protect the economy, even though most signs are strong:",PG,0 +7/23/2019 17:13,"An Amazon merchant has sold dupes of genuine probiotics made by Align, a Procter & Gamble brand. It's not clear how¡K ",PG,0 +7/18/2019 4:43,Investors Buy High Volume of Call Options on Procter & Gamble $PG #stocks,PG,1 +7/17/2019 23:03,Procter & Gamble $PG Sets New 1-Year High at $116.50 ,PG,1 +7/11/2019 22:12,Procter & Gamble $PG Sets New 12-Month High After Dividend Announcement ,PG,1 +7/11/2019 4:03,Procter & Gamble Co to Issue Quarterly Dividend of $0.75 $PG ,PG,1 +7/9/2019 14:59,Procter & Gamble Co to Issue Quarterly Dividend of $0.75 $PG #stocks,PG,1 +7/8/2019 6:58,"$PG Up in a down tape, as it should be.",PG,0 +7/7/2019 0:47,Scotiabank Reiterates Buy Rating for Procter & Gamble $PG #stocks,PG,1 +7/7/2019 0:47,Scotiabank Reiterates Buy Rating for Procter & Gamble $PG #markets,PG,1 +7/7/2019 0:46,Scotiabank Reiterates Buy Rating for Procter & Gamble $PG ,PG,1 +7/5/2019 4:44,Procter & Gamble¡¦s $PG Buy Rating Reaffirmed at Scotiabank #stocks,PG,1 +7/3/2019 9:07,$PG all time high,PG,1 +6/30/2019 15:43,"$PG Name has been a leader, concern here, big U/G Friday gaps up and closes on the low and engulfs most of the rang¡K ",PG,0 +6/30/2019 4:35,Procter & Gamble $PG Upgraded at Goldman Sachs Group ,PG,1 +6/28/2019 11:38,$PG ... nice upgrade!#15ORB down btw... ,PG,0 +6/28/2019 8:22,"Biogen downgrade, Procter & Gamble upgrade among today's top analyst actions $BIIB $PG $WBA $SQ $AAPL¡K ",PG,1 +6/28/2019 8:19,$PG #15ORB down... another upgrade to get out of position. ,PG,1 +6/28/2019 6:11,"$PG (+1.4% pre) Goldman Sachs Upgrades Procter & Gamble (PG) to Buy, $125 PT",PG,1 +6/27/2019 20:30,RT @TradeWithNinja: $PG CHART UPDATE... has been a monster for us since low 70s ,PG,0 +6/27/2019 19:49,Goldman Sachs Group Upgrades Procter & Gamble $PG to Buy #stocks,PG,1 +6/27/2019 17:38,"Goldman Sachs upgrades Procter & Gamble to Buy, boosts price target to $125 $PG ",PG,1 +6/25/2019 17:39,?? Dividend Ideas: Procter & Gamble Will Continue To Enrich Shareholders via ?¡K ,PG,1 +6/22/2019 11:33,Procter & Gamble $PG Reaches New 52-Week High at $111.85 ,PG,1 +6/21/2019 2:51,Procter & Gamble $PG PT Raised to $109.00 at Deutsche Bank ,PG,1 +6/21/2019 2:49,Procter & Gamble $PG PT Raised to $109.00 at Deutsche Bank #markets,PG,1 +6/17/2019 2:56,$PG PT RAISED TO $109 FROM $106.00 AT DEUTSCHE BANK,PG,1 +6/11/2019 21:57,An Altman-Z score of 4.49 indicates that $PG is not in any danger for bankruptcy at the moment.¡K ,PG,0 +6/7/2019 7:51,Procter & Gamble $PG Hits New 52-Week High at $108.72 #markets,PG,1 +6/2/2019 15:58,"$PG big break on Friday, watch 101 area for a possible reversal if not careful. Name has run huge so can drop a lo¡K ",PG,0 +5/31/2019 1:50,"Procter & Gamble Co $PG Chairman David S. Taylor Sells 20,000 Shares ",PG,0 +5/28/2019 11:23,"Insider Selling: Procter & Gamble Co $PG Chairman Sells 20,000 Shares of Stock #stocks",PG,0 +5/24/2019 12:08,"Procter & Gamble Co $PG Insider Carolyn M. Tastad Sells 25,645 Shares ",PG,0 +5/24/2019 3:19,Procter And Gamble Co $PG Market Valuation Rose While State Of Alaska Department Of Revenue Trimmed by $4.35 Millio¡K ,PG,0 +5/23/2019 14:27,"Carolyn M. Tastad Sells 25,645 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +5/22/2019 3:21,Procter And Gamble Co $PG Holder State Of Alaska Department Of Revenue Has Lowered Holding by $4.35 Million as Valu¡K ,PG,0 +5/19/2019 3:20,State Of Alaska Department Of Revenue Decreased Its Procter And Gamble Co $PG Holding by $4.35 Million ,PG,0 +5/19/2019 1:58,"Insider Selling: Procter & Gamble Co $PG Chairman Sells 23,045 Shares of Stock ",PG,0 +5/18/2019 3:05,Holowesko Partners LTD Cut Position in Procter And Gamble Co $PG by $17.39 Million ,PG,0 +5/17/2019 14:27,"Procter & Gamble Co $PG Chairman Sells $2,487,707.75 in Stock #stocks",PG,0 +5/17/2019 2:03,"Procter & Gamble Co $PG Insider Sells $2,214,783.48 in Stock ",PG,0 +5/16/2019 1:59,"Insider Selling: Procter & Gamble Co $PG Chairman Sells 20,000 Shares of Stock ",PG,0 +5/15/2019 14:26,"Insider Selling: Procter & Gamble Co $PG Insider Sells 20,761 Shares of Stock #stocks",PG,0 +5/14/2019 14:35,"Procter & Gamble Co $PG Chairman Sells $2,116,000.00 in Stock #stocks",PG,0 +5/13/2019 1:16,"Procter & Gamble Co $PG Director Trian Fund Management, L.P. Sells 71,500 Shares ",PG,0 +5/12/2019 3:34,Procter And Gamble Co $PG Share Value Rose While State Of Alaska Department Of Revenue Cut Holding ,PG,0 +5/10/2019 17:19,"Trian Fund Management, L.P. Sells 71,500 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +5/10/2019 17:19,"Insider Selling: Procter & Gamble Co $PG Director Sells 71,500 Shares of Stock #stocks",PG,0 +5/8/2019 19:20,Traders Sell Shares of Procter & Gamble $PG on Strength $PG ,PG,0 +5/8/2019 6:55,TREND REVERSAL DOWN ALERT: $PG Procter & Gamble ?? TradeIdeas via to FREE Trading Room,PG,0 +5/8/2019 1:14,"Insider Selling: Procter & Gamble Co $PG Insider Sells 30,000 Shares of Stock ",PG,0 +5/6/2019 22:02,Investors Buy Procter & Gamble $PG on Weakness Following Insider Selling ,PG,0 +5/6/2019 14:22,"Procter & Gamble Co $PG Insider Steven D. Bishop Sells 30,000 Shares #stocks",PG,0 +5/3/2019 15:16,"David S. Taylor Sells 23,673 Shares of Procter & Gamble Co $PG Stock ",PG,0 +5/3/2019 12:25,"Loic Tassel Sells 5,000 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +5/3/2019 12:23,"Procter & Gamble Co $PG Insider Loic Tassel Sells 5,000 Shares ",PG,0 +5/3/2019 1:33,"Procter & Gamble Co $PG VP Sells $2,859,051.12 in Stock #stocks",PG,0 +5/2/2019 6:01,"Procter & Gamble Co $PG VP Valarie L. Sheppard Sells 26,891 Shares #stocks",PG,0 +5/2/2019 6:01,"Procter & Gamble Co $PG VP Valarie L. Sheppard Sells 26,891 Shares #markets",PG,0 +5/1/2019 15:45,Investors Buy Procter & Gamble $PG on Weakness After Insider Selling ,PG,0 +5/1/2019 15:00,"Valarie L. Sheppard Sells 26,891 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +5/1/2019 14:44,"Procter & Gamble Co $PG Insider Sells $421,283.00 in Stock ",PG,0 +4/29/2019 1:20,"David S. Taylor Sells 30,000 Shares of Procter & Gamble Co $PG Stock ",PG,0 +4/28/2019 8:08,Barclays Upgrades Procter & Gamble $PG to ¡§Overweight¡¨ ,PG,1 +4/27/2019 8:00,Procter & Gamble $PG Upgraded at Barclays ,PG,1 +4/27/2019 7:58,Procter & Gamble $PG PT Raised to $102.00 at UBS Group ,PG,1 +4/27/2019 6:23,"David S. Taylor Sells 30,000 Shares of Procter & Gamble Co $PG Stock #markets",PG,0 +4/26/2019 14:27,"David S. Taylor Sells 30,000 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +4/26/2019 14:26,"Procter & Gamble Co $PG CEO David S. Taylor Sells 30,000 Shares ",PG,0 +4/26/2019 7:53,Jefferies Financial Group Lowers Procter & Gamble FY2020 Earnings Estimates to $4.62 EPS (Previously $4.67). $PG #PG,PG,1 +4/26/2019 7:12,Procter & Gamble $PG PT Raised to $106.00 at Deutsche Bank ,PG,1 +4/26/2019 1:23,$PG has an average volume of 8098320. This is a good sign as it is always nice to have a liquid stock.¡K ,PG,1 +4/25/2019 23:51,Procter & Gamble Co $PG Expected to Post Quarterly Sales of $16.74 Billion #stocks,PG,1 +4/25/2019 17:23,"Procter & Gamble Co $PG Insider Sells $635,199.10 in Stock #stocks",PG,0 +4/25/2019 17:23,"Deborah P. Majoras Sells 6,161 Shares of Procter & Gamble Co $PG Stock ",PG,0 +4/25/2019 5:53,Procter & Gamble Co $PG Forecasted to Earn Q4 2019 Earnings of $1.05 Per Share #stocks,PG,1 +4/25/2019 5:27,SunTrust Banks Lowers Procter & Gamble Q4 2019 Earnings Estimates to $1.05 EPS (Previously $1.07). $PG #PG,PG,1 +4/24/2019 13:43,"RT @Wolfmetric: $PG also seeing 10,000 June $95 calls close today at $10 (opened $3.60) and roll out to buy the November $100 calls for $7.¡K",PG,1 +4/24/2019 8:56,$XLP $PG $KO:This is the best-performing stock sector to hold during the slow summer months:,PG,1 +4/24/2019 5:42,$PG (+0.2% pre) Barclays Upgrades Procter & Gamble (PG) to Overweight,PG,1 +4/24/2019 4:27,Procter & Gamble $PG Rating Increased to Overweight at Barclays ,PG,1 +4/23/2019 13:43,$PG traded down to multi-week lows today on the highest volume we've seen in over a month #IBDPartner Intermediate¡K ,PG,1 +4/23/2019 13:06,"$PG Procter & Gamble , according to Cramer this am premkt-was a ""Screaming Buy"" I would take the other side of thi¡K ",PG,1 +4/23/2019 9:17,Procter & Gamble succumbs to profit-taking selling following solid earnings report (PG) $PG,PG,1 +4/23/2019 9:09,"Procter & Gamble #stock fell slightly after the company reported results that were solid, albeit below our forecast¡K ",PG,0 +4/23/2019 7:46,VOLUME RADAR ALERT: $PG Procter & Gamble ?? TradeIdeas via to FREE Trading Room,PG,1 +4/23/2019 6:07,"$PG: Procter & Gamble beats by $0.02, reports revs in-line; co also raises organic growth guidance, maintains Core.¡K ",PG,1 +4/23/2019 4:25,Procter & Gamble quarterly sales beat estimates - ,PG,1 +4/22/2019 11:00,"$PG reports before the open tomorrow, Estimize Consensus +0.02 EPS and +69.36M Revs compared to WS - ",PG,1 +4/22/2019 4:50,"3 Stocks To Watch In The Coming Week: $PG Procter & Gamble, $MSFT Microsoft, $XOM ExxonMobil ",PG,1 +4/22/2019 2:46,Procter & Gamble Reports Earnings Tomorrow. Here¡¦s What You Need to Know. ,PG,1 +4/20/2019 5:42,$DJIA $SPX $COMP $VZ $PG $KO:Market Snapshot: The stock market¡¦s progress to a fresh record hinges on a key gaug¡K¡K ,PG,1 +4/18/2019 5:59,$PG Upgraded 118 PT ,PG,1 +4/17/2019 20:10,Investors Sell Shares of Procter & Gamble $PG on Strength $PG ,PG,0 +4/16/2019 7:03,$WHR $TJX $PG $CL:Whirlpool (WHR) Rewards Shareholders With 4.3% Dividend Hike:,PG,1 +4/15/2019 23:11,Procter & Gamble $PG to Release Earnings on Tuesday ,PG,1 +4/15/2019 23:09,Procter & Gamble $PG to Release Earnings on Tuesday #stocks,PG,1 +4/14/2019 11:31,$PG Name gets no glamour but this thing has just been grinding it higher and higher. Tip to the 8D is worth a look.,PG,1 +4/14/2019 6:03,Can analysts adopt a bullish outlook for The Procter & Gamble Company $PG? ,PG,1 +4/14/2019 3:08,Procter & Gamble $PG Holder Yacktman Asset Management LP Has Decreased Its Position as Valuation Rose ,PG,0 +4/14/2019 3:08,Procter & Gamble $PG Share Value Rose While Yacktman Asset Management LP Has Decreased by $293.47 Million Its Stake ,PG,0 +4/13/2019 18:19,The Procter & Gamble Company $PGCO34 Is Yet to See Trading Action on Apr 13 ,PG,1 +4/13/2019 8:48,in last 50 weeks $PG up nearly 50% .....before adding in $3 annual dividend ,PG,1 +4/13/2019 4:56,State Of Alaska Department Of Revenue Decreased Position in Procter And Gamble Co $PG as Shares Rose ,PG,0 +4/12/2019 1:46,Procter & Gamble $PG Stock Rating Upgraded by Wells Fargo & Co #stocks,PG,1 +4/12/2019 1:46,Procter & Gamble $PG Stock Rating Upgraded by Wells Fargo & Co #markets,PG,1 +4/11/2019 20:08,In reference to $PG ,PG,1 +4/11/2019 18:26,The Procter & Gamble Company $PGCO34 Is Yet to See Trading Action on Apr 11 ,PG,1 +4/11/2019 1:19,Procter & Gamble $PG Upgraded by Wells Fargo & Co to Outperform ,PG,1 +4/11/2019 1:17,Procter & Gamble $PG Raised to Outperform at Wells Fargo & Co ,PG,1 +4/9/2019 15:18,$PG: Procter & Gamble increases quarterly common stock dividend to $0.7459/share from $0.7172/share ,PG,1 +4/9/2019 14:13,Procter & Gamble Co $PG Increases Dividend to $0.75 Per Share #stocks,PG,1 +4/9/2019 13:20,Procter & Gamble $PG Raises Quarterly Dividend 4% to $0.7459; 2.9% Yield ,PG,1 +4/9/2019 2:55,Procter & Gamble $PG Upgraded by Wells Fargo & Co to Outperform #stocks,PG,1 +4/8/2019 5:00,Procter & Gamble $PG Raised to Outperform at Wells Fargo & Co #stocks,PG,1 +4/6/2019 4:34,Procter & Gamble Co $PG Valuation Rose While Jones Financial Companies Lllp Lowered Holding by $7.11 Million ,PG,0 +4/5/2019 17:07,$PG - Procter & Gamble: Dividend Remains Strong ,PG,1 +4/5/2019 8:27,Factory Records: GE Providing Procter & Gamble Greater Access To The Cloud For Analyzing M... #GeneralElectric¡K ,PG,1 +4/2/2019 22:21,Procter & Gamble Co $PG Expected to Post Quarterly Sales of $16.36 Billion #stocks,PG,1 +4/1/2019 3:41,State Of Alaska Department Of Revenue Decreased Procter And Gamble Co $PG Stake as Market Value Rose ,PG,0 +3/31/2019 8:04,Logan Capital Management INC Lowered Procter & Gamble Co $PG Stake by $10.11 Million; Share Value Rose ,PG,0 +3/31/2019 8:03,Procter & Gamble Co $PG Market Valuation Rose While Logan Capital Management INC Has Decreased Its Position by $10.¡K ,PG,0 +3/30/2019 2:51,Procter & Gamble $PG Cut to ¡§Hold¡¨ at Zacks Investment Research ,PG,0 +3/29/2019 6:40,Procter & Gamble $PG Cut to Hold at Zacks Investment Research #stocks,PG,0 +3/29/2019 6:37,Procter & Gamble $PG Cut to Hold at Zacks Investment Research ,PG,0 +3/29/2019 3:08,Peoples Financial Services Has Decreased Procter & Gamble Co Com $PG Position by $1.60 Million as Stock Pri¡K ,PG,0 +3/28/2019 4:00,Procter & Gamble $PG PT Raised to $111 at Morgan Stanley ,PG,1 +3/28/2019 1:40,Procter & Gamble $PG Stock Rating Lowered by Zacks Investment Research #markets,PG,0 +3/27/2019 4:38,Procter And Gamble Co $PG Stock Value Rose While State Of Alaska Department Of Revenue Decreased Its Holding by $4.¡K ,PG,0 +3/27/2019 3:24,Procter & Gamble Co/The $PG Shareholder Colonial Trust Advisors Has Trimmed Its Holding as Stock Value Rose; Adelan¡K ,PG,0 +3/26/2019 3:11,"Procter And Gamble Co $PG Holder Willow Creek Wealth Management Upped Holding by $710,892; As Microsoft $MSFT Marke¡K ",PG,1 +3/25/2019 13:40,"As Procter And Gamble Co $PG Stock Rose, Holder Matrix Asset Advisors Decreased Stake by $11.30 Million; Jpmorgan C¡K ",PG,0 +3/24/2019 12:39,"As Procter & Gamble $PG Stock Rose, Holder Schulhoff & Co Has Upped Stake; Renaissance Technologies Decreased Wadde¡K ",PG,0 +3/24/2019 8:19,Investors Buy Shares of Procter & Gamble $PG on Weakness ,PG,1 +3/19/2019 1:31,4 Signals Dividend Stocks Such As Procter & Gamble Are Near Pullbacks - ,PG,1 +3/18/2019 15:28,$PG - Procter & Gamble: Time To Ring The Register? ,PG,1 +3/18/2019 9:57,Procter & Gamble : Humanitarian Project to Deliver 25 Billion Liters of Drinking Water by ... #ProcterGamble #Stock¡K ,PG,1 +3/16/2019 4:30,Procter And Gamble Co Com $PG Holder Horizon Investments LLC Has Lowered Its Position ,PG,0 +3/15/2019 14:46,"Pocket pivoy signals in $KDP, $PG and $YETI, while they also have the support from large players according to the e¡K ",PG,1 +3/15/2019 11:48,By How Much Will Procter & Gamble Raise Its Dividend Next Month? - ,PG,1 +3/15/2019 11:36,$PG - By How Much Will Procter & Gamble Raise Its Dividend Next Month? ,PG,1 +3/14/2019 13:14,Procter & Gamble : Gillette Partners With TerraCycle to Make All Razors Recyclable Nationw... #ProcterGamble #Stock¡K ,PG,1 +3/13/2019 6:54,"As Procter And Gamble Co $PG Stock Value Rose, Holder Schwab Charles Investment Management INC Has Decreased Its Po¡K ",PG,0 +3/10/2019 4:06,Procter & Gamble Co $PG Expected to Announce Earnings of $1.05 Per Share #stocks,PG,1 +3/9/2019 6:27,This is what analysts have to say about The Procter & Gamble Company $PG after last week. ,PG,1 +3/7/2019 19:10,The Procter & Gamble Company $PGCO34 Is Yet to See Trading Action on Mar 7 ,PG,1 +3/7/2019 12:01,"Jon R. Moeller Sells 3,224 Shares of Procter & Gamble Co $PG Stock #markets",PG,0 +3/7/2019 11:59,"Insider Selling: Procter & Gamble Co $PG Vice Chairman Sells $317,789.68 in Stock ",PG,0 +3/7/2019 8:59,A petition is urging Procter & Gamble to change the name of Gillette Stadium. Robert Kraft's charges came weeks af¡K ,PG,1 +3/6/2019 3:37,"R. Alexandra Keith Sells 3,027 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +3/6/2019 3:33,"Insider Selling: Procter & Gamble Co $PG Insider Sells 3,027 Shares of Stock ",PG,0 +3/5/2019 4:42,State Of Alaska Department Of Revenue Trimmed Its Procter And Gamble Co $PG Holding by $4.35 Million as Market Valu¡K ,PG,0 +3/5/2019 3:58,"Procter & Gamble Co $PG Vice Chairman Jon R. Moeller Sells 3,224 Shares ",PG,0 +3/4/2019 13:25,"Procter & Gamble Co $PG Vice Chairman Jon R. Moeller Sells 3,224 Shares #stocks",PG,0 +3/4/2019 13:24,"Procter & Gamble Co $PG Insider Sells $298,371.39 in Stock ",PG,0 +3/4/2019 12:48,$PG gapped down at the 15MIN 100SMA on FEB26. Could reverse five day one-timeframing to downside if clears 15MIN 10¡K ,PG,1 +3/2/2019 22:41,Is Procter & Gamble $PG Now a Sell? How Analysts Rate it and Why BidaskScore Downgraded The Stock ,PG,0 +3/2/2019 5:40,Flossbach Von Storch Ag Position in Procter & Gamble $PG Has Trimmed as Stock Rose ,PG,0 +3/1/2019 2:55,Procter & Gamble Co $PG Expected to Post Q4 2020 Earnings of $1.13 Per Share #markets,PG,1 +2/27/2019 23:50,Investors Sell Shares of Procter & Gamble $PG on Strength on Insider Selling ,PG,0 +2/27/2019 5:51,$PG - How Procter & Gamble Will Return 11% To Shareholders In 12-Months ,PG,1 +2/27/2019 0:58,William Blair Analysts Lower Earnings Estimates for Procter & Gamble Co $PG ,PG,0 +2/26/2019 3:53,"Procter & Gamble Co $PG SVP Sells $123,748.32 in Stock ",PG,0 +2/25/2019 15:45,"Valarie L. Sheppard Sells 1,236 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +2/25/2019 10:42,$KHC $BRK.B $UN $PG $DJIA $SPY:A tip you can use to make money from Warren Buffett¡¦s multibillion-dollar loss:,PG,1 +2/25/2019 7:39,It¡¦s not that you can¡¦t make old brands dance. But you¡¦ve GOT to spend some money¡¨ - @jimcramer on $PG vs $KHC¡K ,PG,1 +2/25/2019 2:19,"Procter & Gamble Co $PG Insider Sells $6,752,159.19 in Stock ",PG,0 +2/25/2019 0:44,William Blair Lowers Procter & Gamble Q3 2019 Earnings Estimates to $1.02 EPS (Previously $1.08). $PG #PG,PG,1 +2/23/2019 6:07,Aviva Plc Position in Procter And Gamble Co $PG Decreased by $5.77 Million as Share Value Rose ,PG,0 +2/23/2019 1:24,Traders Sell Shares of Procter & Gamble $PG on Strength on Insider Selling #markets,PG,0 +2/22/2019 15:37,"Procter & Gamble Co $PG Insider Marylynn Fergusonmchugh Sells 67,407 Shares ",PG,0 +2/22/2019 15:35,"Procter & Gamble Co $PG Insider Marylynn Fergusonmchugh Sells 67,407 Shares #stocks",PG,0 +2/22/2019 15:34,"Procter & Gamble Co $PG Insider Sells $6,752,159.19 in Stock #markets",PG,0 +2/22/2019 10:33,"@The_Real_Fly @ReformedBroker You were making fun of me when $PG hit $70 last May and I went balls to the wall long, just hit $100.",PG,1 +2/21/2019 5:31,"As 1Procter And Gamble Co $PG Share Price Rose, Holder Union Bankshares Corp Decreased Its Position by $4.17 Millio¡K ",PG,0 +2/20/2019 3:54,"Insider Selling: Procter & Gamble Co $PG Insider Sells 3,000 Shares of Stock ",PG,0 +2/19/2019 12:22,"Insider Selling: Procter & Gamble Co $PG Insider Sells 3,000 Shares of Stock #stocks",PG,0 +2/19/2019 7:45,What Traders Need To Know About The US Consumer In 2019 $WMT $TGT $TJX $PG $ROST ,PG,1 +2/18/2019 2:35,"Procter & Gamble Co $PG Insider Price Matthew Sells 20,000 Shares #stocks",PG,0 +2/18/2019 2:35,"Procter & Gamble Co $PG Insider Price Matthew Sells 20,000 Shares #markets",PG,0 +2/18/2019 2:09,"Procter & Gamble Co $PG Director Sells $84,303,000.00 in Stock #markets",PG,0 +2/17/2019 10:00,What Traders Need To Know About The US Consumer In 2019 $PG $ROST $TGT $WMT $TJX ,PG,1 +2/17/2019 3:02,Procter & Gamble Co $PG Expected to Post Quarterly Sales of $16.38 Billion #stocks,PG,1 +2/17/2019 3:01,Procter & Gamble Co $PG Expected to Post Quarterly Sales of $16.38 Billion ,PG,1 +2/17/2019 2:48,"Price Matthew Sells 20,000 Shares of Procter & Gamble Co $PG Stock #stocks",PG,0 +2/17/2019 2:28,"Procter & Gamble Co $PG Chairman David S. Taylor Sells 30,000 Shares ",PG,0 +2/17/2019 2:07,"Procter & Gamble Co $PG Director Sells $119,763,346.32 in Stock ",PG,0 +2/16/2019 3:35,"Insider Selling: Procter & Gamble Co $PG Insider Sells 9,000 Shares of Stock ",PG,0 +2/15/2019 17:18,$PG $TWTR $TTWO:3 Top Large-Cap Stocks to Buy in February:,PG,1 +2/15/2019 16:12,"Insider Selling: Procter & Gamble Co $PG Chairman Sells 30,000 Shares of Stock #stocks",PG,0 +2/15/2019 16:12,"Insider Selling: Procter & Gamble Co $PG Director Sells 850,000 Shares of Stock #stocks",PG,0 +2/15/2019 16:12,"Procter & Gamble Co $PG Director Sells $119,763,346.32 in Stock #stocks",PG,0 +2/15/2019 15:54,Nelson Peltz¡¦s Trian Fund Management Sells $120 Million in Procter & Gamble Stock ,PG,0 +2/15/2019 13:04,"Insider Selling: Procter & Gamble Co $PG Insider Sells 20,000 Shares of Stock #stocks",PG,0 +2/15/2019 13:04,"Insider Selling: Procter & Gamble Co $PG Insider Sells 20,000 Shares of Stock ",PG,0 +1/14/2020 3:21,"Travelers Companies $TRV Downgraded to ¡§Underperform¡¨ at Keefe, Bruyette & Woods #markets",TRV,0 +1/14/2020 3:19,"Travelers Companies $TRV Stock Rating Lowered by Keefe, Bruyette & Woods ",TRV,0 +1/10/2020 6:53,Travelers Companies $TRV Downgraded by Wells Fargo & Co #markets,TRV,0 +1/8/2020 0:55,Travelers Companies $TRV Lowered to ¡§Underweight¡¨ at Wells Fargo & Co ,TRV,0 +1/6/2020 6:09,Travelers Companies $TRV Lowered to Underweight at Wells Fargo & Co #stocks,TRV,0 +1/6/2020 5:36,Travelers Companies $TRV Stock Rating Lowered by Wells Fargo & Co ,TRV,0 +12/30/2019 6:45,Short Interest in Travelers Companies Inc $TRV Increases By 10.3% ,TRV,1 +12/25/2019 9:51,"$TRV in Downtrend: its price may drop because broke its higher Bollinger Band on November 26, 2019. View odds for t¡K ",TRV,0 +12/25/2019 1:10,"Typhoon #Phanfone destroyed homes, cut off power and stranded travelers in central Philippines. More here:¡K ",TRV,0 +12/2/2019 7:27,$TRV - Travelers Poised To Continue Its Impressive Streak Of Dividend Hikes. Keep reading: #economy #stocks #markets,TRV,1 +11/30/2019 4:27,"Travelers Companies Inc $TRV Vice Chairman Sells $297,597.00 in Stock ",TRV,0 +11/30/2019 4:25,"Travelers Companies Inc $TRV Vice Chairman William H. Heyman Sells 2,185 Shares #stocks",TRV,0 +11/28/2019 11:15,"Winter storms carrying rain, snow and high winds Thursday wreaked havoc for travelers and threatened?Thanksgiving D¡K ",TRV,1 +11/28/2019 10:40,"Travelers Companies Inc $TRV Vice Chairman William H. Heyman Sells 2,185 Shares of Stock ",TRV,0 +11/27/2019 13:08,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells 2,185 Shares of Stock #stocks",TRV,0 +11/2/2019 1:39,Travelers Companies $TRV PT Lowered to $126.00 at Credit Suisse Group ,TRV,0 +11/1/2019 1:39,Travelers Companies $TRV Raised to Buy at MKM Partners ,TRV,1 +10/30/2019 10:25,Travelers Companies $TRV PT Lowered to $126.00 at Credit Suisse Group #stocks,TRV,0 +10/26/2019 2:09,Travelers Companies $TRV Price Target Cut to $145.00 #stocks,TRV,0 +10/25/2019 4:27,William Blair Analysts Cut Earnings Estimates for Travelers Companies Inc $TRV #stocks,TRV,0 +10/24/2019 18:01,Travelers Companies $TRV PT Lowered to $145.00 #stocks,TRV,0 +10/24/2019 4:27,Travelers Companies Inc $TRV to Distribute Quarterly Dividend of $0.82 on December 31st #markets,TRV,1 +10/23/2019 22:34,Travelers Companies $TRV Shares Gap Down Following Weak Earnings #markets,TRV,0 +10/23/2019 22:11,Travelers Companies $TRV Stock Price Down 8.3% After Earnings Miss ,TRV,0 +10/23/2019 11:43,Travelers Companies $TRV PT Lowered to $136.00 #stocks,TRV,0 +10/23/2019 5:38,Travelers Companies $TRV Price Target Cut to $125.00 #markets,TRV,0 +10/23/2019 5:38,Travelers Companies $TRV Price Target Cut to $125.00 #stocks,TRV,0 +10/23/2019 4:55,Travelers $TRV PT Lowered to $125 at Morgan Stanley ,TRV,0 +10/22/2019 18:49,Deutsche Bank Upgrades Travelers Companies $TRV to Hold #stocks,TRV,1 +10/22/2019 18:45,Travelers Companies $TRV Upgraded at Deutsche Bank ,TRV,1 +10/22/2019 16:37,Deutsche Bank Upgrades Travelers $TRV to Hold ,TRV,1 +10/22/2019 10:59,RT @MarketsTicker: Travelers stock price target cut to $145 from $156 at CFRA,TRV,0 +10/22/2019 7:49,"Travelers Companies $TRV Posts Earnings Results, Misses Estimates By $0.96 EPS ",TRV,0 +10/22/2019 6:34,"Travelers Companies $TRV Releases Earnings Results, Misses Estimates By $0.96 EPS ",TRV,0 +10/22/2019 5:49,$TRV (-4.5% pre) Travelers Slides After Third-Quarter Earnings Miss,TRV,0 +10/22/2019 5:17,$TRV:Travelers Q3 core EPS misses amid ¡¥challenging tort environment¡¦:,TRV,0 +10/22/2019 4:14,$TRV misses the Estimize EPS Consensus by 95c and beats the Estimize Revenue Consensus by $136.27M. Reports FQ3 ear¡K ,TRV,0 +10/22/2019 4:14,"$TRV:The Travelers Companies EPS misses by $0.92, beats on earned ¡K:",TRV,0 +10/22/2019 4:02,"Travelers Earnings, Revenue Miss in Q3 - ",TRV,0 +10/22/2019 4:01,"$TRV - The Travelers Companies EPS misses by $0.92, beats on revenue ",TRV,0 +10/2/2019 22:37,Travelers Companies $TRV PT Lowered to $174.00 at Barclays #stocks,TRV,0 +9/27/2019 8:45,Travelers Companies Inc $TRV Short Interest Down 19.1% in September #stocks,TRV,0 +9/22/2019 3:59,Travelers Companies $TRV Downgraded by Bank of America to ¡§Neutral¡¨ ,TRV,0 +9/19/2019 4:02,$TRV - BofA Merrill Lynch cut at Travelers on valuation ,TRV,0 +8/31/2019 6:41,Travelers beware: The authorities in Europe are really cracking down ,TRV,0 +8/29/2019 1:20,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells 21,972 Shares of Stock ",TRV,0 +8/26/2019 14:22,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells 21,972 Shares of Stock #stocks",TRV,0 +8/22/2019 16:00,Such a high price tag makes flying first class an unattainable dream for many travelers ,TRV,1 +8/22/2019 10:45,"Are you planning a trip to #Kodaikanal? Travelers and tourists, take note of the Madras High Court¡¦s recent direc¡K ",TRV,1 +8/22/2019 6:05,$TRV:Travelers (TRV) Down 1.2% Since Last Earnings Report: Can It Rebound?:,TRV,0 +8/21/2019 15:05,"Insider Selling: Travelers Companies Inc $TRV EVP Sells 11,650 Shares of Stock #stocks",TRV,0 +8/21/2019 15:01,"Insider Selling: Travelers Companies Inc $TRV EVP Sells 11,650 Shares of Stock ",TRV,0 +8/19/2019 18:18,Travelers Companies Inc $TRV Director Philip T. Ruegger III Buys 700 Shares ,TRV,1 +8/19/2019 18:15,Travelers Companies Inc $TRV Director Philip T. Ruegger III Buys 700 Shares #stocks,TRV,1 +8/19/2019 0:34,Singapore's RedDoorz raises $70 million to target budget travelers ,TRV,1 +8/18/2019 20:07,Singapore's RedDoorz raises $70 million to target budget travelers - Reuters ,TRV,1 +8/16/2019 2:37,"Michael Frederick Klein Sells 3,545 Shares of Travelers Companies Inc $TRV Stock ",TRV,0 +8/15/2019 7:43,Travelers Companies $TRV PT Lowered to $136.00 ,TRV,0 +8/15/2019 7:42,Travelers Companies $TRV PT Lowered to $136.00 #markets,TRV,0 +8/12/2019 11:11,RT @aspeciale: Extraordinary momentsConfused and angry travelers scrambled for alternative arrangements as protesters shut down Asia's bu¡K,TRV,0 +8/12/2019 10:00,Hong Kong's airport is shut down amid protests. Here's what travelers should know ,TRV,0 +8/8/2019 11:45,Research Analysts¡¦ Weekly Ratings Updates for Travelers Companies $TRV #markets,TRV,1 +8/8/2019 11:45,Research Analysts¡¦ Weekly Ratings Updates for Travelers Companies $TRV #stocks,TRV,1 +8/8/2019 4:54,"The United States raised its travel warning for Hong Kong, urging travelers to exercise increased caution in the Ch¡K ",TRV,1 +8/8/2019 1:59,"Insider Selling: Travelers Companies Inc $TRV EVP Sells $1,017,809.47 in Stock ",TRV,0 +8/5/2019 14:32,"Travelers Companies Inc $TRV EVP Sells $1,017,809.47 in Stock #stocks",TRV,0 +8/5/2019 8:58,Travelers Companies $TRV Downgraded to Hold at ValuEngine ,TRV,0 +8/3/2019 18:33,Travelers Companies $TRV Downgraded by ValuEngine to ¡§Hold¡¨ ,TRV,0 +8/3/2019 1:52,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells $753,750.00 in Stock ",TRV,0 +8/3/2019 1:51,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells $753,750.00 in Stock #stocks",TRV,0 +8/1/2019 1:38,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells $1,121,250.00 in Stock ",TRV,0 +7/31/2019 14:37,"William H. Heyman Sells 5,000 Shares of Travelers Companies Inc $TRV Stock #stocks",TRV,0 +7/31/2019 14:35,"William H. Heyman Sells 5,000 Shares of Travelers Companies Inc $TRV Stock #markets",TRV,0 +7/29/2019 14:40,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells 7,500 Shares of Stock ",TRV,0 +7/28/2019 8:11,Travelers Companies $TRV Price Target Cut to $140.00 by Analysts at Morgan Stanley ,TRV,0 +7/26/2019 10:24,Royal Bank of Canada Increases Travelers Companies $TRV Price Target to $160.00 ,TRV,1 +7/26/2019 5:29,"Travelers Companies $TRV Announces Quarterly Earnings Results, Misses Expectations By $0.30 EPS ",TRV,0 +7/26/2019 5:27,"Travelers Companies $TRV Posts Quarterly Earnings Results, Misses Expectations By $0.30 EPS #stocks",TRV,0 +7/25/2019 13:09,Travelers Companies Inc $TRV to Issue Quarterly Dividend of $0.82 on September 30th ,TRV,1 +7/25/2019 1:55,Recent Analysts¡¦ Ratings Updates for Travelers Companies $TRV #stocks,TRV,1 +7/24/2019 10:51,Travelers Companies $TRV Price Target Cut to $140.00 by Analysts at Morgan Stanley #stocks,TRV,0 +7/24/2019 7:59,"Travelers Companies $TRV Announces Quarterly Earnings Results, Misses Estimates By $0.30 EPS ",TRV,0 +7/23/2019 6:38,"Travelers Companies $TRV Announces Quarterly Earnings Results, Misses Expectations By $0.44 EPS #stocks",TRV,0 +7/23/2019 5:37,Travelers Posts Higher Profit on Lower Catastrophe Losses #Travelers #Stock #MarketScreener ,TRV,1 +7/23/2019 4:56,$TRV:Travelers profit misses as higher claims weigh on underwriting gain:,TRV,0 +7/23/2019 4:08,$TRV misses the Estimize EPS Consensus by 36c and beats the Estimize Revenue Consensus by $38.29M. Reports FQ2 earn¡K ,TRV,0 +7/23/2019 4:04,"Travelers Earnings Miss, Revenue Beats In Q2 - ",TRV,1 +7/23/2019 1:08,Travelers Companies $TRV Downgraded to Neutral at Buckingham Research #stocks,TRV,0 +7/23/2019 1:08,Travelers Companies $TRV Downgraded to Neutral at Buckingham Research #markets,TRV,0 +7/22/2019 10:51,Florence fire triggers chaos for Italian travelers ,TRV,0 +7/22/2019 3:46,Travelers Companies $TRV Lowered to ¡§Neutral¡¨ at Buckingham Research #stocks,TRV,0 +7/21/2019 4:18,Travelers Companies $TRV Stock Rating Lowered by Buckingham Research ,TRV,0 +7/17/2019 22:13,RT @NBCNewsMACH: Eco-friendly biofuels made from food waste could cut 'flight shame' among air travelers ,TRV,0 +7/11/2019 22:22,Travelers Companies $TRV PT Raised to $152.00 ,TRV,1 +7/11/2019 8:55,Travelers Companies $TRV PT Raised to $152.00 at UBS Group #stocks,TRV,1 +7/10/2019 3:20,Travelers $TRV PT Raised to $152 at UBS ,TRV,1 +7/7/2019 0:14,ValuEngine Upgrades Travelers Companies $TRV to Buy ,TRV,1 +7/6/2019 1:29,Travelers Companies $TRV Upgraded to ¡§Buy¡¨ by ValuEngine ,TRV,1 +7/3/2019 20:21,Travelers Companies $TRV Upgraded at ValuEngine #stocks,TRV,1 +7/3/2019 20:19,Travelers Companies $TRV Upgraded at ValuEngine ,TRV,1 +6/29/2019 12:44,Travelers Companies Inc $TRV Short Interest Down 6.4% in June #stocks,TRV,0 +6/27/2019 4:49,Travelers Companies $TRV Lowered to ¡§Sell¡¨ at Deutsche Bank #stocks,TRV,0 +6/26/2019 23:33,Deutsche Bank Downgrades Travelers $TRV to Sell ,TRV,0 +6/21/2019 20:06,"Sucher leads Travelers as Spieth, Mickelson miss cut ",TRV,0 +6/18/2019 17:48,RT @NBCNewsBETTER: Survey finds most travelers don¡¦t realize the risk of cybercrime increases when they¡¦re on the road. ,TRV,1 +6/12/2019 6:04,#NAME?,TRV,1 +6/9/2019 2:26,"Travelers Companies $TRV Lowered to ¡§Market Perform¡¨ at Keefe, Bruyette & Woods #stocks",TRV,0 +6/7/2019 0:03,"Travelers Companies $TRV Lowered to Market Perform at Keefe, Bruyette & Woods ",TRV,0 +6/6/2019 12:38,$TRV:KBW Downgrades Travelers Companies On Valuation:,TRV,0 +6/4/2019 16:20,U.S. airlines will have their work cut out for them trying to coax frightened travelers back onto Boeing¡¦s 737 Max¡K ,TRV,0 +5/24/2019 1:19,Barclays Raises Travelers Companies $TRV Price Target to $170.00 ,TRV,1 +5/23/2019 1:51,"William H. Heyman Sells 10,000 Shares of Travelers Companies Inc $TRV Stock #markets",TRV,0 +5/23/2019 1:51,"William H. Heyman Sells 10,000 Shares of Travelers Companies Inc $TRV Stock #stocks",TRV,0 +5/20/2019 15:15,"Hotels have failed to protect guests from cybercrime, so it's up to travelers to protect themselves. Here's how:¡K ",TRV,1 +5/20/2019 14:35,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells 10,000 Shares of Stock ",TRV,0 +5/20/2019 14:34,"Travelers Companies Inc $TRV Vice Chairman Sells $1,477,500.00 in Stock #stocks",TRV,0 +5/19/2019 6:31,Marathon Asset Management Llp Has Raised Position in Travelers Cos INC $TRV by $11.79 Million ,TRV,1 +5/18/2019 7:14,"What Will Happen to The Travelers Companies, Inc. $TRV Next? The Stock Just Reaches 52-Week High ",TRV,1 +5/18/2019 2:11,"William H. Heyman Sells 12,500 Shares of Travelers Companies Inc $TRV Stock ",TRV,0 +5/16/2019 14:27,"Travelers Companies Inc $TRV Vice Chairman William H. Heyman Sells 12,500 Shares #stocks",TRV,0 +5/11/2019 14:17,RT @SteveCase: BREAKING: Mint House raises $15m to give business travelers a better hotel @TigeSavage: ¡§The best of¡K,TRV,1 +5/10/2019 2:40,"Gregory C. Toczydlowski Sells 25,000 Shares of Travelers Companies Inc $TRV Stock ",TRV,0 +5/10/2019 2:24,"Travelers Companies Inc $TRV Vice Chairman Jay S. Benet Sells 57,800 Shares #stocks",TRV,0 +5/9/2019 16:18,RT @revolution: Breaking: Mint House raises $15M to give business travelers a better hotel and joins Revolution Ventures portfolio¡§Mint H¡K,TRV,1 +5/9/2019 10:40,RT @TechCrunch: Mint House raises $15m to give business travelers a better hotel by @mjburnsy,TRV,1 +5/9/2019 6:19,BREAKING: Mint House raises $15m to give business travelers a better hotel @TigeSavage: ¡§Th¡K ,TRV,1 +5/9/2019 1:10,"Travelers Companies Inc $TRV Vice Chairman Jay S. Benet Sells 57,800 Shares ",TRV,0 +5/8/2019 14:40,"Insider Selling: Travelers Companies Inc $TRV EVP Sells 25,000 Shares of Stock #stocks",TRV,0 +5/7/2019 14:23,"Travelers Companies Inc $TRV Vice Chairman Sells $8,294,300.00 in Stock #stocks",TRV,0 +5/7/2019 14:22,"Andy F. Bessette Sells 16,550 Shares of Travelers Companies Inc $TRV Stock #stocks",TRV,0 +5/4/2019 3:52,"Douglas K. Russell Sells 2,040 Shares of Travelers Companies Inc $TRV Stock ",TRV,0 +5/2/2019 18:57,"Insider Selling: Travelers Companies Inc $TRV SVP Sells 2,040 Shares of Stock #stocks",TRV,0 +5/2/2019 2:41,"Insider Selling: Travelers Companies Inc $TRV SVP Sells 2,991 Shares of Stock #stocks",TRV,0 +4/30/2019 15:22,"William H. Heyman Sells 2,000 Shares of Travelers Companies Inc $TRV Stock #stocks",TRV,0 +4/30/2019 5:59,Travelers Companies $TRV Price Target Raised to $130.00 at Morgan Stanley ,TRV,1 +4/29/2019 14:46,"Douglas K. Russell Sells 2,991 Shares of Travelers Companies Inc $TRV Stock #stocks",TRV,0 +4/26/2019 8:27,MKM Partners Boosts Travelers Companies $TRV Price Target to $140.00 ,TRV,1 +4/25/2019 19:37,This little-known airfare hack lets travelers fly to two cities for the price of one ,TRV,1 +4/25/2019 5:53,Travelers Companies Inc $TRV Expected to Post Q1 2020 Earnings of $3.26 Per Share #stocks,TRV,1 +4/25/2019 5:42,Langen Mcalenn Raises Travelers Companies Q1 2020 Earnings Estimates to $3.26 EPS (Previously $3.21). $TRV #TRV,TRV,1 +4/24/2019 20:00,EXCLUSIVE: Airbnb looks to develop original shows to hook travelers via @ReutersTV ,TRV,1 +4/24/2019 18:00,EXCLUSIVE: Airbnb takes a bet on show business to hook travelers via @ReutersTV ,TRV,1 +4/24/2019 14:22,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells 60,979 Shares of Stock #stocks",TRV,0 +4/24/2019 11:40,Airbnb takes a bet on show business to hook travelers via @ReutersTV ,TRV,1 +4/24/2019 9:34,.@Expensify partners with grab to automate receipt tracking for business travelers in Southeast Asia ,TRV,1 +4/24/2019 9:08,"After torrential rain, air travelers return to cars underwater at Dallas Love Field Airport ",TRV,1 +4/24/2019 6:38,$TRV:Travelers Commits to Plant up to One Million Trees to Aid ¡K:,TRV,1 +4/24/2019 5:07,Langen Mcalenn Lowers Travelers Companies Q2 2019 Earnings Estimates to $2.43 EPS (Previously $2.58). $TRV #TRV,TRV,1 +4/24/2019 5:07,Travelers Companies Inc $TRV Expected to Post Q2 2019 Earnings of $2.43 Per Share ,TRV,1 +4/24/2019 4:25,Exclusive: Behind Airbnb's bet on show business to hook travelers ,TRV,1 +4/24/2019 3:10,Exclusive: Behind Airbnb's bet on show business to hook travelers - ,TRV,1 +4/23/2019 22:38,MKM Partners Increases Travelers Companies $TRV Price Target to $140.00 ,TRV,1 +4/23/2019 17:45,"A new pop-up museum in Japan is encouraging travelers to get over their self-consciousness about ""unko"" (also known¡K ",TRV,1 +4/23/2019 15:25,DHS To Face-Scan?97% Of International Travelers Within Four Years ,TRV,1 +4/22/2019 14:51,MKM Partners Increases Travelers Companies $TRV Price Target to $140.00 #stocks,TRV,1 +4/22/2019 14:32,"RT @CNTraveler: The new Trans-Siberian Railway will allow travelers to take a train from London to Tokyo, and we'll be the first in line ht¡K",TRV,1 +4/22/2019 9:23,Travelers Companies Inc $TRV Expected to Post Earnings of $2.46 Per Share #stocks,TRV,1 +4/21/2019 16:15,A huge new attraction is here to entertain travelers at Changi Airport ,TRV,1 +4/20/2019 22:07,Travelers Companies $TRV Shares Gap Up After Earnings Beat #stocks,TRV,1 +4/19/2019 22:53,Travelers Companies $TRV Shares Gap Up After Strong Earnings ,TRV,1 +4/19/2019 4:21,Travelers Companies Inc $TRV Plans Quarterly Dividend of $0.82 ,TRV,1 +4/18/2019 13:43,"Expedia : travelers reveal the top 10 sustainable places to stay around the world, ahead o... #Expedia #Stock¡K ",TRV,1 +4/18/2019 7:26,"Travelers Companies $TRV Releases Quarterly Earnings Results, Beats Expectations By $0.07 EPS ",TRV,1 +4/18/2019 6:54,"UP WITH EARNINGS TODAY ALERT: $TRV Travelers Companies, Inc ?? TradeIdeas via to FREE Trading Room",TRV,1 +4/18/2019 5:38,"$TRV:Travelers +2.3% after dividend boost, Q1 beat:",TRV,1 +4/18/2019 5:26,"$TRV - Travelers +2.3% after dividend boost, Q1 beat ",TRV,1 +4/18/2019 4:29,Travelers : Raises Quarterly Dividend by 6.5% to 82 Cents #Travelers #Stock #MarketScreener ,TRV,1 +4/18/2019 3:58,"$TRV - The Travelers Companies beats by $0.09, beats on net written premiums ",TRV,1 +4/17/2019 11:51,"Egypt is the biggest hot spot for elite travelers in 2019. Here's what it's like to visit as a billionaire, from lu¡K ",TRV,1 +4/17/2019 7:43,Worldpay : UK travelers turn to all-inclusive Easter travel over DIY bargain breaks #Worldpay #Stock¡K ,TRV,1 +4/16/2019 10:01,This little-known airfare hack lets travelers fly to two cities for the price of one ,TRV,1 +4/14/2019 22:13,Langen Mcalenn Lowers Travelers Companies Q1 2019 Earnings Estimates to $2.95 EPS (Previously $2.96). $TRV #TRV,TRV,1 +4/14/2019 10:58,RT @Pat_Gillespie: Wine travelers are taking advantage of Argentina¡¦s currency crisis: Visits to Mendoza up 61% so far this year. ,TRV,1 +4/14/2019 8:04,"Citigroup was formed on October 8, 1998, following the $140 Billion merger of Citicorp and Travelers Group to creat¡K ",TRV,1 +4/14/2019 7:01,Travelers Companies INC $TRV Holder Old Mutual Global Investors Uk LTD Decreased Its Stake ,TRV,0 +4/13/2019 13:28,"Top 10 cities LGBT travelers are booking for Gay Pride this year, according to Orbitz ",TRV,1 +4/13/2019 7:34,"Top 10 cities LGBT travelers are booking for Gay Pride this year, according to Orbitz via @CNBCMakeIt ",TRV,1 +4/11/2019 3:48,American National Insurance Company Has Lowered The Travelers Companies INC $TRV Holding as Market Value Rose ,TRV,0 +4/11/2019 0:51,Travelers Companies $TRV Price Target Raised to $135.00 ,TRV,1 +4/10/2019 22:17,Travelers Companies $TRV to Release Earnings on Thursday ,TRV,1 +4/10/2019 22:17,Travelers Companies $TRV to Release Earnings on Thursday #stocks,TRV,1 +4/9/2019 20:24,RT @LASairport: Heads up to travelers with flights out of our A and B gates tonight: The A/B Security checkpoint will be CLOSED for electri¡K,TRV,1 +4/9/2019 11:39,UBS Group Boosts Travelers Companies $TRV Price Target to $135.00 ,TRV,1 +4/9/2019 11:39,UBS Group Increases Travelers Companies $TRV Price Target to $135.00 #stocks,TRV,1 +4/8/2019 1:53,Travelers Companies $TRV Cut to Hold at Zacks Investment Research ,TRV,0 +4/8/2019 1:52,Travelers Companies $TRV Downgraded by Zacks Investment Research to Hold #markets,TRV,0 +4/6/2019 19:24,Travelers Companies $TRV vs. Conifer $CNFR Head to Head Contrast #stocks,TRV,1 +4/6/2019 19:23,Travelers Companies $TRV vs. Conifer $CNFR Head to Head Contrast ,TRV,1 +4/6/2019 7:54,"Iraq closed its Al-Sheeb border crossing with Iran to trade and travelers until further notice, as flooding continu¡K ",TRV,1 +4/6/2019 7:31,"It's been a crucial week for The Travelers Companies, Inc. $TRV; here's what analysts have to say. ",TRV,1 +4/6/2019 6:34,Investors Buy Shares of Travelers Companies $TRV on Weakness #markets,TRV,1 +4/6/2019 6:34,Investors Buy Shares of Travelers Companies $TRV on Weakness #stocks,TRV,1 +4/5/2019 7:27,Barclays Raises Travelers Companies $TRV Price Target to $160.00 ,TRV,1 +4/4/2019 22:33,Travelers Companies Inc $TRV Expected to Post Quarterly Sales of $7.64 Billion #markets,TRV,1 +4/4/2019 12:47,Travelers Companies $TRV PT Raised to $160.00 at Barclays ,TRV,1 +4/4/2019 8:45,Travelers Companies $TRV Stock Rating Lowered by Zacks Investment Research #stocks,TRV,0 +4/4/2019 8:44,Travelers Companies $TRV Stock Rating Lowered by Zacks Investment Research ,TRV,0 +4/3/2019 7:13,"The No. 1 airline in the world, according to travelers ",TRV,1 +4/3/2019 7:11,RT @hyper_drive: A new startup has an answer for wealthy travelers desperate to beat the gridlock in the mega cities of Southeast Asia: hel¡K,TRV,1 +4/2/2019 9:25,"This is the No. 1 airline in the world, according to travelers ",TRV,1 +4/2/2019 2:43,Analysts Expect Travelers Companies Inc $TRV to Post $2.84 Earnings Per Share ,TRV,1 +4/1/2019 20:30,Budget airline EasyJet warns European travelers to hold off booking their summer holidays in fear of #Brexit fate¡K ,TRV,1 +4/1/2019 9:52,Travelers Cos INC $TRV Holder Marathon Asset Management Llp Upped Its Holding ,TRV,1 +4/1/2019 7:48,Travelers Companies $TRV Price Target Raised to $160.00 at Barclays #stocks,TRV,1 +4/1/2019 1:30,Travelers $TRV PT Raised to $160 at Barclays ,TRV,1 +3/30/2019 0:44,Travelers Companies $TRV Upgraded by Zacks Investment Research to Buy #markets,TRV,1 +3/28/2019 9:19,Investors Sell Shares of Travelers Companies $TRV on Strength $TRV ,TRV,0 +3/28/2019 6:05,Paychex Com $PAYX Market Value Rose While Harvey Investment Co Decreased Its Stake; The Travelers Cos $TRV Sharehol¡K ,TRV,0 +3/26/2019 5:42,"Foresite Capital Management Ii Lifted Position in Epizyme $EPZM by $753,000; Wade G W & Has Raised Its Travelers C¡K ",TRV,1 +3/25/2019 23:13,"Alibaba¡¦s online travel platform, Fliggy, is launching a new service that allows Chinese travelers to shop online a¡K ",TRV,1 +3/25/2019 23:12,"Alibaba Group¡¦s online travel platform, Fliggy, is launching a new service that allows Chinese travelers to shop on¡K ",TRV,1 +3/25/2019 7:27,Weyerhaeuser Co $WY Shareholder Torch Wealth Management Has Decreased Its Position; Travelers Companies $TRV Shareh¡K ,TRV,0 +3/25/2019 6:32,"According to the technical breakouts screen, $VMW, $TRV and $GDX are showing a decent breakout pattern for today. ",TRV,1 +3/24/2019 10:53,"As The Travelers Cos. $TRV Market Value Rose, Holder Highstreet Asset Management Decreased Position by $316,897; B¡K ",TRV,0 +3/18/2019 10:24,"As Travelers Cos INC $TRV Market Valuation Rose, Holder Marathon Asset Management Llp Upped Position ",TRV,1 +3/17/2019 15:24,TRAVELERS COS INC. $PA9 Is Yet to See Trading Action on Mar 17 ,TRV,1 +3/15/2019 13:50,Hotchkis & Wiley Capital Management LLC Has Trimmed Its Travelers Companies INC $TRV Position by $26.55 Million as¡K ,TRV,0 +3/12/2019 12:08,Bridgeway Capital Management INC Increases Stake in Travelers Companies INC $TRV ,TRV,1 +3/10/2019 19:15,Travelers now have to pay to say goodbye to Japan: ,TRV,1 +3/10/2019 5:17,Travelers Companies Inc $TRV Expected to Post Quarterly Sales of $7.67 Billion #stocks,TRV,1 +3/9/2019 10:11,Headed to Mexico for spring break? Travelers are being warned of some risks ,TRV,1 +3/7/2019 23:17,Brokerages Anticipate Travelers Companies Inc $TRV to Announce $2.84 EPS #stocks,TRV,1 +3/7/2019 17:25,.@airvistara will become the first Indian airline to offer free sanitary pads ¡§on request¡¨ to women travelers on do¡K ,TRV,1 +3/6/2019 0:24,"For travelers fascinated by super metropolises, there's no better place to visit than China.With a population of¡K ",TRV,1 +3/5/2019 15:38,Saudi Arabia set to offer visa-free entry to travelers from U.S. and other countries ,TRV,1 +3/2/2019 13:20,"RT @Thomas1774Paine: Chicago Midway Airport travelers may have been exposed to measles, health officials warn ",TRV,1 +3/2/2019 9:18,"RT @paulocoelho: We are travelers on a cosmic journey.We have stopped for a moment to encounter each other, to meet, to love, to share. T¡K",TRV,1 +3/1/2019 10:08,"Alan D. Schnitzer Sells 66,228 Shares of Travelers Companies Inc $TRV Stock ",TRV,0 +3/1/2019 9:25,"Travelers Companies Inc $TRV CEO Sells $8,756,666.16 in Stock #stocks",TRV,0 +3/1/2019 6:39,This is a *really* smart way to get travelers with boring layovers into your airport hotel: A big gym with fitness¡K ,TRV,1 +2/28/2019 3:43,"Travelers Companies Inc $TRV EVP Michael Frederick Klein Sells 4,850 Shares #markets",TRV,0 +2/28/2019 2:59,"Travelers Companies Inc $TRV Vice Chairman Sells $1,062,578.66 in Stock #stocks",TRV,0 +2/27/2019 23:58,Travelers stranded in #Thailand after Pakistan closes airspace. Nearly thirty flights -- the majority to and from¡K ,TRV,1 +2/27/2019 0:34,Investors Sell Travelers Companies $TRV on Strength After Insider Selling ,TRV,0 +2/26/2019 2:52,"Travelers Companies Inc $TRV Vice Chairman William H. Heyman Sells 8,138 Shares ",TRV,0 +2/25/2019 12:34,"Travelers Companies Inc $TRV Vice Chairman William H. Heyman Sells 8,138 Shares #stocks",TRV,0 +2/25/2019 12:34,"Insider Selling: Travelers Companies Inc $TRV EVP Sells 4,850 Shares of Stock #stocks",TRV,0 +2/25/2019 12:34,"Travelers Companies Inc $TRV Vice Chairman Sells $1,062,578.66 in Stock ",TRV,0 +2/24/2019 4:45,Chinese travelers may decide on their own not to spend their yuan on certain countries. ,TRV,1 +2/21/2019 2:10,Indian Railways musical warning to ticket less travelers - #TeraTimeAayega@RailMinIndia @PiyushGoyal ,TRV,1 +2/20/2019 2:59,"Gregory C. Toczydlowski Sells 23,405 Shares of Travelers Companies Inc $TRV Stock #stocks",TRV,0 +2/20/2019 2:59,"Travelers Companies Inc $TRV EVP Gregory C. Toczydlowski Sells 23,405 Shares of Stock ",TRV,0 +2/19/2019 15:22,"Travelers Companies Inc $TRV EVP Sells $3,008,010.60 in Stock ",TRV,0 +2/19/2019 15:21,"Travelers Companies Inc $TRV EVP Sells $3,008,010.60 in Stock #stocks",TRV,0 +2/18/2019 13:59,Travelers Companies Inc $TRV Expected to Announce Quarterly Sales of $7.67 Billion ,TRV,1 +2/17/2019 5:41,RT @AP_Europe: Hundreds of travelers are stranded as British airline Flybmi collapses and tells passengers to find another way home; even F¡K,TRV,1 +2/17/2019 1:57,"""Wheelchair rule"" aims to foster friendlier skies for travelers with disabilities ",TRV,1 +2/16/2019 22:00,"The Maldives, which caters to the ultra-wealthy, is seeking to lure budget travelers with low-cost getaways in mode¡K ",TRV,1 +2/16/2019 9:00,SPONSORED: Airports need to adapt to increasing amounts of travelers ,TRV,1 +2/16/2019 8:58,Analysts Anticipate Travelers Companies Inc $TRV to Post $2.84 EPS ,TRV,1 +2/16/2019 7:31,Norinchukin Bank The Has Lowered Its Stake in Travelerscompanies INC $TRV by $4.33 Million ,TRV,0 +2/14/2019 13:27,Travelers are shelling out more to escape winter this year ,TRV,1 +2/11/2019 13:16,"As Travelers Cos Inc/The $TRV Stock Price Declined, Parametric Portfolio Associates LLC Trimmed Its Holding ",TRV,0 +2/11/2019 11:16,"Travelers have options to protect their information when travel companies are hit by a data breach. Bruce McIndoe,¡K ",TRV,1 +2/8/2019 15:50,Travelers using debit cards to rent a car have long had to jump through hoops. Dollar Car Rental and its sister com¡K ,TRV,1 +2/7/2019 6:42,"As Travelerscompanies INC $TRV Shares Declined, Norinchukin Bank The Has Lowered Its Holding ",TRV,0 +2/7/2019 6:42,Norinchukin Bank The Position in Travelerscompanies INC $TRV Has Decreased by $4.33 Million as Market Valuation Dec¡K ,TRV,0 +2/6/2019 15:49,United is trying to win over wealthy travelers with new 50-seat jets ,TRV,1 +2/3/2019 15:23,Travelers Companies Inc (TRV) Shares Bought by Telos Capital Management Inc. - Fairfield Current ,TRV,1 +1/30/2019 3:49,"Insider Selling: Travelers Companies Inc $TRV Vice Chairman Sells 8,323 Shares of Stock #markets",TRV,0 +1/30/2019 3:45,"Travelers Companies Inc $TRV Vice Chairman William H. Heyman Sells 8,323 Shares of Stock ",TRV,0 +1/29/2019 9:58,Whittier Trust Co Has Trimmed Travelers Companies INC Com $TRV Position as Market Value Declined ,TRV,0 +1/26/2019 13:24,Bb&T Securities LLC Holding in Travelers Companies INC $TRV Trimmed by $6.52 Million ,TRV,0 +1/26/2019 7:57,"Travelers heading to the EU this summer could face delays of as long as three hours on a no-deal Brexit, according¡K ",TRV,1 +1/25/2019 9:25,"As Travelerscompanies INC $TRV Market Value Declined, Holder Norinchukin Bank The Has Decreased by $4.33 Million It¡K ",TRV,0 +1/25/2019 0:20,Travelers Companies $TRV Downgraded by Zacks Investment Research to ¡§Sell¡¨ #markets,TRV,0 +1/25/2019 0:20,Travelers Companies $TRV Downgraded by Zacks Investment Research to ¡§Sell¡¨ #stocks,TRV,0 +1/25/2019 0:17,Travelers Companies $TRV Downgraded by Zacks Investment Research to ¡§Sell¡¨ ,TRV,0 +1/24/2019 4:24,Travelers $TRV PT Lowered to $129 at UBS ,TRV,0 +1/23/2019 15:53,Travelers Companies Inc $TRV Declares $0.77 Quarterly Dividend #stocks,TRV,1 +1/23/2019 2:00,10 US cities that cater to both business and leisure travelers ,TRV,1 +1/23/2019 0:44,Travelers Companies $TRV Downgraded by Zacks Investment Research to Sell ,TRV,0 +1/22/2019 10:42,Travelers : Posts Higher Profit Despite Larger Catastrophe Losses -- Update ,TRV,1 +1/22/2019 9:47,Fourth-quarter results failed to inspire #investors; stock unchanged. $TRV ,TRV,1 +1/22/2019 7:02,"$TRV: Travelers misses by $0.10, reports revs in-line ",TRV,0 +1/22/2019 6:49,$TRV (+0.7% pre) The Travelers Companies Inc. Q4 adjusted earnings Miss Estimates - Nasdaq,TRV,0 +1/22/2019 5:25,$TRV - The Travelers declares $0.77 dividend ,TRV,1 +1/22/2019 5:15,RT @MarketsTicker: Travelers beats earnings estimates despite higher catastrophe losses ,TRV,1 +1/22/2019 4:58,"$TRV - The Travelers Companies misses by $0.01, beats on revenue ",TRV,0 +1/21/2019 12:00,"$TRV reports before the open tomorrow, Estimize Consensus +0.12 EPS and +67.27M Revs compared to WS - ",TRV,1 +1/21/2019 11:57,Travelers on a United flight from the US to Hong Kong delayed for 20-plus hours due to a series of unfortunate even¡K ,TRV,1 +1/21/2019 8:00,Travelers may see longer wait times at U.S. security checkpoints due to fewer TSA agents reporting for work ,TRV,1 +1/20/2019 23:23,William Blair Lowers Travelers Companies FY2018 Earnings Estimates to $8.81 EPS (Previously $9.20). $TRV #TRV,TRV,1 +1/20/2019 23:21,Travelers Companies Inc Expected to Post FY2018 Earnings of $8.81 Per Share $TRV #stocks,TRV,1 +1/19/2019 16:44,"Weather, TSA absences deliver miserable one-two punch to travelers - Bloomberg ",TRV,1 +1/18/2019 10:29,"As Travelers Cos Inc/The $TRV Stock Declined, Parametric Portfolio Associates LLC Trimmed Position by $4.91 Million ",TRV,0 +1/16/2019 4:29,Travelers in Atlanta's airport are waiting 90 minutes in lines during the shutdown. So what's going to happen when¡K ,TRV,1 +1/16/2019 4:24,William Blair Lowers Travelers Companies FY2018 Earnings Estimates to $9.20 EPS (Previously $9.50). $TRV #TRV,TRV,1 +1/15/2019 12:37,Travelers Companies $TRV Downgraded by Zacks Investment Research ,TRV,0 +1/14/2019 23:18,Travelers Companies $TRV Scheduled to Post Quarterly Earnings on Tuesday #stocks,TRV,1 +1/13/2019 16:45,"A quarter-million households were without power from Kansas to North Carolina, and air travelers dealt with hundred¡K ",TRV,1 +1/13/2019 9:25,Travelers Companies $TRV Lifted to ¡§Overweight¡¨ at Barclays #stocks,TRV,1 +1/13/2019 7:24,"RT @CBSSunday: The real ""Green Book""For decades the guide offered safe havens to African American travelers who faced being turned away o¡K",TRV,1 +1/13/2019 3:58,RT @CNTraveler: Everything travelers need to know about the TSA's new powder rule ,TRV,1 +1/12/2019 23:30,"With lobbies often too busy for business travelers to get much work done, some hotels are offering them WeWork-styl¡K ",TRV,1 +1/12/2019 6:35,Travelers Companies $TRV Upgraded to Overweight at Barclays ,TRV,1 +1/11/2019 10:31,Is Travelers Property Casualty Corp (NYSE:TAP) Going to Burn These Institutional Investors? - ,TRV,1 +1/11/2019 8:50,Travelers Companies $TRV Rating Increased to Overweight at Barclays ,TRV,1 +1/10/2019 4:37,Travelers Companies Inc Expected to Earn FY2018 Earnings of $8.65 Per Share $TRV ,TRV,1 +1/9/2019 20:30,The push by hotels to swamp travelers with fees is expanding ,TRV,1 +1/9/2019 16:49,"It's safe to fly during the partial government shutdown, but there are still consequences, both for travelers and e¡K ",TRV,1 +1/6/2019 3:29,Morgan Stanley Lowers Travelers Companies $TRV Price Target to $119.00 ,TRV,1 +1/5/2019 17:06,Travelers Companies Inc $TRV Expected to Post Quarterly Sales of $7.70 Billion ,TRV,1 +1/4/2019 16:41,RT @CNTraveler: Looks like American travelers just got a new reason to visit London. ,TRV,1 +1/4/2019 11:06,"Analysts take a look at The Travelers Companies, Inc. $TRV having this to say. - ",TRV,1 +1/4/2019 9:57,Whittier Trust Co Has Trimmed Its Stake in Travelers Companies INC Com $TRV as Stock Declined - ,TRV,0 +1/3/2019 9:05,"The New York airport fliers love to hate thinks it can win travelers over with nicer, larger restrooms ",TRV,1 +1/3/2019 3:12,Zacks Investment Research Reaffirms Sell Rating for Travelers Companies $TRV ,TRV,0 +12/31/2018 12:01,Zacks Investment Research Reaffirms ¡§Sell¡¨ Rating for Travelers Companies $TRV ,TRV,0 +12/31/2018 10:12,"""unlike previous caravans, the majority of travelers are expected to stop in Mexico to find work"" ",TRV,1 +12/29/2018 10:52,Travelers Companies INC Com $TRV Stock Value Declined While Whittier Trust Co Has Lowered Its Holding by $3.96 M¡K ,TRV,0 +12/29/2018 10:51,Whittier Trust Co Trimmed Travelers Companies INC Com $TRV Holding by $3.96 Million - ,TRV,0 +12/29/2018 3:32,Zacks: Brokerages Anticipate Travelers Companies Inc $TRV to Announce $2.76 EPS ,TRV,1 +12/29/2018 3:27,Zacks: Brokerages Anticipate Travelers Companies Inc $TRV to Announce $2.76 EPS #stocks,TRV,1 +12/28/2018 17:47,This special tour offers travelers a chance to see the massive container ships that bring much of the bling and bau¡K ,TRV,1 +12/27/2018 8:47,Norinchukin Bank The Lowered Its Holding in Travelerscompanies INC $TRV by $4.33 Million as Share Value Declined - ,TRV,0 +12/26/2018 7:21,Young travelers drive Hilton's latest effort to cut its carbon footprint in half #Just100 ,TRV,1 +12/25/2018 18:40,Are your frequent-flier miles about to lose value? Savvy travelers fear the rise of basic-economy and premium-econo¡K ,TRV,1 +12/25/2018 14:11,The Travelers Companies INC $TRV Share Value Declined While Cullen Capital Management LLC Has Decreased Holding - ,TRV,0 +12/25/2018 14:11,"As The Travelers Companies INC $TRV Stock Price Declined, Shareholder Cullen Capital Management LLC Decreased Its¡K ",TRV,0 +12/25/2018 11:30,"2019 is predicted to be the year of bite-sized travel, with travelers looking to squeeze curated travel itineraries¡K ",TRV,1 +12/24/2018 13:28,Parametric Portfolio Associates LLC Has Decreased Its Holding in Travelers Cos Inc/The $TRV by $4.91 Million as Val¡K ,TRV,0 +12/24/2018 13:27,Travelers Cos Inc/The $TRV Holder Parametric Portfolio Associates LLC Has Trimmed Its Stake - ,TRV,0 +12/22/2018 13:27,"Each summer, travelers descend on Europe to see the same churches, museums, and landmarks as everyone else. Laurenc¡K ",TRV,1 +12/20/2018 19:30,Thousands of travelers stranded at London's Gatwick Airport after large drones forced all flights to be canceled¡K ,TRV,1 +12/20/2018 9:32,Whittier Trust Co Holding in Travelers Companies INC Com $TRV Lowered by $3.96 Million - ,TRV,0 +1/18/2020 23:40,United Technologies $UTX Reaches New 12-Month High at $154.94 ,UTX,1 +1/18/2020 23:39,United Technologies $UTX Reaches New 52-Week High at $154.94 ,UTX,1 +1/17/2020 8:53,United Technologies $UTX Sets New 52-Week High at $154.94 ,UTX,1 +1/15/2020 9:12,United Technologies $UTX PT Raised to $170.00 at UBS Group #stocks,UTX,1 +1/15/2020 4:11,United Technologies $UTX PT Raised to $170 at UBS ,UTX,1 +1/11/2020 0:54,FY2020 EPS Estimates for United Technologies Co. $UTX Lowered by Jefferies Financial Group ,UTX,0 +1/3/2020 23:59,United Technologies $UTX Reaches New 1-Year High at $151.10 ,UTX,1 +12/28/2019 23:48,United Technologies $UTX Reaches New 52-Week High at $151.07 ,UTX,1 +12/28/2019 23:47,United Technologies $UTX Hits New 1-Year High at $151.07 ,UTX,1 +12/15/2019 2:57,United Technologies $UTX Reaches New 52-Week High at $150.46 ,UTX,1 +12/15/2019 2:57,United Technologies $UTX Sets New 1-Year High at $150.46 ,UTX,1 +12/5/2019 10:45,United Technologies $UTX Price Target Raised to $169.00 at Cowen ,UTX,1 +12/4/2019 6:21,"$UTX Cowen analyst Cai von Rumohr raised pt to $169 from $150 citing its sum-of-the-parts value, margin upturns at¡K ",UTX,1 +12/2/2019 0:20,United Technologies $UTX Upgraded to ¡§Buy¡¨ at Zacks Investment Research ,UTX,1 +12/1/2019 5:38,United Technologies $UTX Upgraded at Zacks Investment Research #stocks,UTX,1 +11/30/2019 0:30,United Technologies $UTX Stock Rating Upgraded by Zacks Investment Research ,UTX,1 +11/29/2019 8:31,United Technologies $UTX Upgraded at Zacks Investment Research ,UTX,1 +11/20/2019 9:19,TREND REVERSAL DOWN ALERT: $UTX United Technologies Corp ?? TradeIdeas via to FREE Trading Room,UTX,0 +11/18/2019 2:58,"$UTX in +1.21% Uptrend, growing for three consecutive days on November 15, 2019. View odds for this and other indic¡K ",UTX,1 +11/13/2019 9:36,United Technologies Co. $UTX Plans Quarterly Dividend of $0.74 ,UTX,1 +11/11/2019 3:32,"Insider Selling: United Technologies Co. $UTX VP Sells $193,771.83 in Stock ",UTX,0 +11/9/2019 2:28,"Robert F. Leduc Sells 33,175 Shares of United Technologies Co. $UTX Stock ",UTX,0 +11/8/2019 17:49,"Robert J. Bailey Sells 1,299 Shares of United Technologies Co. $UTX Stock #stocks",UTX,0 +11/8/2019 2:52,"Insider Selling: United Technologies Co. $UTX EVP Sells 6,554 Shares of Stock ",UTX,0 +11/8/2019 2:50,"Insider Selling: United Technologies Co. $UTX EVP Sells $956,294.14 in Stock #stocks",UTX,0 +11/8/2019 2:15,"Gregory Hayes Sells 27,987 Shares of United Technologies Co. $UTX Stock #markets",UTX,0 +11/6/2019 1:23,United Technologies $UTX Sets New 52-Week High at $147.92 #markets,UTX,1 +11/5/2019 15:48,"United Technologies Co. $UTX EVP Michael R. Dumais Sells 6,554 Shares #stocks",UTX,0 +10/29/2019 4:36,Jefferies Financial Group Analysts Boost Earnings Estimates for United Technologies Co. $UTX ,UTX,1 +10/29/2019 4:34,Jefferies Financial Group Analysts Boost Earnings Estimates for United Technologies Co. $UTX #stocks,UTX,1 +10/28/2019 16:01,"United Technologies Co. $UTX EVP Sells $1,655,572.66 in Stock ",UTX,0 +10/28/2019 15:59,"United Technologies Co. $UTX EVP Sells $1,655,572.66 in Stock #stocks",UTX,0 +10/28/2019 1:36,"Insider Selling: United Technologies Co. $UTX Insider Sells 2,773 Shares of Stock #markets",UTX,0 +10/25/2019 15:21,"Christopher T. Calio Sells 2,773 Shares of United Technologies Co. $UTX Stock ",UTX,0 +10/25/2019 15:21,"Christopher T. Calio Sells 2,773 Shares of United Technologies Co. $UTX Stock #stocks",UTX,0 +10/25/2019 15:16,"United Technologies Co. $UTX VP Charles D. Gill Sells 7,468 Shares ",UTX,0 +10/25/2019 15:15,"Insider Selling: United Technologies Co. $UTX VP Sells 7,468 Shares of Stock #stocks",UTX,0 +10/25/2019 3:30,William Blair Raises United Technologies FY2019 Earnings Estimates to $8.15 EPS (Previously $8.00). $UTX #UTX,UTX,1 +10/25/2019 3:30,Seaport Global Securities Raises United Technologies FY2019 Earnings Estimates to $8.16 EPS (Previously $8.05).¡K ,UTX,1 +10/24/2019 9:43,$UTX STRONG BUY list,UTX,1 +10/23/2019 5:22,"United Technologies $UTX Releases Earnings Results, Beats Expectations By $0.18 EPS ",UTX,1 +10/22/2019 6:50,"United Technologies $UTX Releases Quarterly Earnings Results, Beats Expectations By $0.18 EPS #stocks",UTX,1 +10/22/2019 5:48,$UTX $RTN:United Technologies Smashes Estimates and Raises Full-Year Guidance:,UTX,1 +10/22/2019 5:45,$UTX (+2.2% pre) United Technologies¡¦ Earnings Crushed Forecasts. It¡¦s Good News for Industrial Stocks. - Barron's,UTX,0 +10/22/2019 4:17,$UTX:United Technologies Reports Third Quarter 2019 Results; Raises ¡K:,UTX,1 +10/22/2019 4:04,$UTX beats the Estimize EPS Consensus by 13c and the Estimize Revenue Consensus by $87.49M. Reports FQ3 earnings of¡K ,UTX,1 +10/22/2019 3:58,"United Technologies $UTX Tops Q3 EPS by 18c, Raises FY Guidance ",UTX,1 +10/18/2019 3:25,Seaport Global Securities Raises United Technologies Q3 2019 Earnings Estimates to $2.05 EPS (Previously $1.96).¡K ,UTX,1 +10/13/2019 23:16,William Blair Raises United Technologies Q4 2019 Earnings Estimates to $1.89 EPS (Previously $1.88). $UTX #UTX,UTX,1 +10/12/2019 15:20,United Technologies Co. $UTX to Issue Quarterly Dividend of $0.74 on December 10th #markets,UTX,1 +10/12/2019 11:58,Jefferies Financial Group Analysts Lower Earnings Estimates for United Technologies Co. $UTX ,UTX,0 +10/10/2019 13:48,United Technologies Co. $UTX Announces Quarterly Dividend of $0.74 ,UTX,1 +10/10/2019 13:16,$UTX - United Technologies declares $0.735 dividend ,UTX,1 +10/3/2019 4:37,$UTX - Credit Suisse reinstates UTX at Outperform ,UTX,1 +9/27/2019 13:42,RT @realmoney: Don't know how to plan for and handle the approaching breakout on United Technologies $UTX? @BruceKamich breaks it down ,UTX,0 +9/20/2019 16:43,Analysts¡¦ Weekly Ratings Updates for United Technologies $UTX #stocks,UTX,1 +9/20/2019 16:42,Analysts¡¦ Weekly Ratings Updates for United Technologies $UTX ,UTX,1 +9/19/2019 5:39,$UTX (+0.1% pre) UTC technology chief Eremenko steps down - Reuters,UTX,0 +9/19/2019 1:29,United Technologies $UTX PT Raised to $154.00 at Sanford C. Bernstein ,UTX,1 +9/14/2019 11:01,"United Technologies Co. $UTX VP Charles D. Gill Sells 33,763 Shares of Stock ",UTX,0 +9/13/2019 15:32,"Charles D. Gill Sells 33,763 Shares of United Technologies Co. $UTX Stock #stocks",UTX,0 +9/13/2019 15:29,"United Technologies Co. $UTX CFO Sells $633,157.20 in Stock ",UTX,0 +9/13/2019 15:28,"Insider Selling: United Technologies Co. $UTX EVP Sells 4,113 Shares of Stock #stocks",UTX,0 +9/13/2019 15:28,"United Technologies Co. $UTX CFO Sells $633,157.20 in Stock #stocks",UTX,0 +9/13/2019 15:25,"United Technologies Co. $UTX CFO Sells $633,157.20 in Stock #markets",UTX,0 +9/13/2019 1:49,"Insider Selling: United Technologies Co. $UTX Insider Sells 5,025 Shares of Stock ",UTX,0 +9/13/2019 1:18,"Insider Selling: United Technologies Co. $UTX CEO Sells $2,605,925.70 in Stock ",UTX,0 +9/10/2019 18:16,Insider Selling: United Technologies Co. $UTX VP Sells 831 Shares of Stock #stocks,UTX,0 +9/10/2019 18:16,United Technologies Co. $UTX VP Robert J. Bailey Sells 831 Shares ,UTX,0 +9/10/2019 17:54,"United Technologies Co. $UTX Insider Robert F. Leduc Sells 5,025 Shares #stocks",UTX,0 +9/10/2019 17:51,"United Technologies Co. $UTX CEO Gregory Hayes Sells 19,542 Shares ",UTX,0 +9/6/2019 16:39,"United Technologies Co. $UTX VP Charles D. Gill Sells 26,542 Shares #stocks",UTX,0 +9/6/2019 16:35,"United Technologies Co. $UTX VP Charles D. Gill Sells 26,542 Shares ",UTX,0 +8/22/2019 6:04,$UTX:Why Is United Technologies (UTX) Down 5.2% Since Last Earnings Report?:,UTX,0 +8/16/2019 2:36,"United Technologies Co. $UTX EVP Sells $567,012.42 in Stock ",UTX,0 +8/14/2019 4:44,United Technologies Co. $UTX to Issue Quarterly Dividend of $0.74 ,UTX,1 +8/13/2019 15:15,"Insider Selling: United Technologies Co. $UTX EVP Sells 4,329 Shares of Stock ",UTX,0 +8/13/2019 14:54,"Michael R. Dumais Sells 4,329 Shares of United Technologies Co. $UTX Stock #stocks",UTX,0 +8/6/2019 11:45,Bill Ackman¡¦s fund sells stakes in United Technologies and ADP - Financial Times ,UTX,0 +8/5/2019 16:13,"$UTX $ADP:Ackman has sold stakes in United Technologies, ADP ¡V Bloomberg:",UTX,0 +8/5/2019 14:56,Bill Ackman¡¦s fund sells stakes in United Technologies and ADP ,UTX,0 +7/30/2019 14:42,"Elizabeth B. Amato Sells 4,298 Shares of United Technologies Co. $UTX Stock #stocks",UTX,0 +7/30/2019 3:23,Q3 2019 EPS Estimates for United Technologies Co. $UTX Decreased by Seaport Global Securities #stocks,UTX,0 +7/30/2019 3:08,Jefferies Financial Group Raises United Technologies Q3 2019 Earnings Estimates to $2.05 EPS (Previously $2.01).¡K ,UTX,1 +7/29/2019 1:23,Bank of America Reaffirms Buy Rating for United Technologies $UTX ,UTX,1 +7/25/2019 8:16,"United Technologies $UTX Posts Earnings Results, Beats Expectations By $0.16 EPS #stocks",UTX,1 +7/24/2019 10:50,Barclays Raises United Technologies $UTX Price Target to $153.00 #stocks,UTX,1 +7/23/2019 15:45,United Technologies $UTX Shares Gap Up on Earnings Beat #stocks,UTX,1 +7/23/2019 12:00,United Tech higher today on earnings; focusing more on aerospace and defense (UTX) $UTX,UTX,1 +7/23/2019 10:43,"$UTX:United Technologies Earnings: UTX Stock Jumps on Q2 Beat, Outlook:",UTX,1 +7/23/2019 9:44,Shares of United Technologies rose slightly after the company announced second-quarter results and raised its full-¡K ,UTX,1 +7/23/2019 6:39,"Dow jumps nearly 100 points around market open after Coca-Cola, United Technologies beat earnings expectations¡K ",UTX,1 +7/23/2019 6:15,"$UTX: United Technologies Q2 EPS $2.2 Beats $2.04 Estimate, Sales $19.6B Beat $19.55B Estimate. $UTX Raises FY19 A¡K ",UTX,1 +7/23/2019 5:36,"$UTX (+2.4% pre) United Technologies stock gains after earnings beat, raised outlook - MW",UTX,1 +7/23/2019 5:10,$UTX up over 2.2% on earnings beat ,UTX,1 +7/23/2019 5:08,United Technologies profit beats on higher demand for aircraft parts. Shares climb 2% ,UTX,1 +7/23/2019 5:06,United Technologies : Raises Outlook #UnitedTechnologies #Stock #MarketScreener ,UTX,1 +7/23/2019 5:03,$UTX $RTN:United Technologies Posts Earnings Beat and Raises Guidance:,UTX,1 +7/23/2019 4:08,$UTX beats the Estimize EPS Consensus by 12c and the Estimize Revenue Consensus by $29.77M. Reports FQ2 earnings of¡K ,UTX,1 +7/22/2019 23:15,United Technologies $UTX Downgraded by Zacks Investment Research to ¡§Hold¡¨ ,UTX,0 +7/22/2019 0:47,United Technologies $UTX Downgraded by Zacks Investment Research #markets,UTX,0 +7/22/2019 0:46,United Technologies $UTX Downgraded by Zacks Investment Research ,UTX,0 +7/21/2019 22:10,Seaport Global Securities Raises United Technologies Q2 2019 Earnings Estimates to $2.04 EPS (Previously $2.00).¡K ,UTX,1 +6/28/2019 1:14,United Technologies $UTX Stock Rating Upgraded by Cowen ,UTX,1 +6/27/2019 12:27,$UTX +4.01% low risk here still so hanging onto this,UTX,0 +6/26/2019 0:46,United Technologies $UTX Upgraded at Cowen ,UTX,1 +6/25/2019 12:16,"Top Stock Carlisle Beats Group Mates GE, Dow's United Technologies ",UTX,1 +6/24/2019 5:37,$UTX - United Tech +1.1% after upgrade at Cowen ,UTX,1 +6/24/2019 4:21,United Technologies $UTX Upgraded at Cowen #stocks,UTX,1 +6/17/2019 23:13,United Technologies $UTX Upgraded to Buy by Vertical Research ,UTX,1 +6/14/2019 1:57,Seaport Global Securities Upgrades United Technologies $UTX to Buy #stocks,UTX,1 +6/13/2019 0:02,United Technologies $UTX Stock Rating Upgraded by Seaport Global Securities ,UTX,1 +6/12/2019 22:12,United Technologies Sees Unusually High Options Volume $UTX ,UTX,1 +6/12/2019 4:27,Investors Buy High Volume of United Technologies Put Options $UTX #stocks,UTX,1 +6/10/2019 14:08,United Technologies Co. $UTX Announces $0.74 Quarterly Dividend #stocks,UTX,1 +6/10/2019 13:28,"United Technologies was the biggest loser in the Dow, dropping 3.1%, after announcing it would merge with defense b¡K ",UTX,0 +6/10/2019 13:01,AT THE CLOSE: - Dow up 0.29% - Nasdaq up 1.05% - S&P up 0.45% - #StockoftheDay $UTX down 3.18%. More here:¡K ,UTX,0 +6/10/2019 6:44,I am looking to buy this drop in $UTX and add to existing industrials,UTX,0 +6/10/2019 4:30,Seaport Global Securities Upgrades United Technologies $UTX to ¡§Buy¡¨ #markets,UTX,1 +6/10/2019 3:40,UPDATE: Seaport Global Securities Upgrades United Technologies $UTX to Buy ,UTX,1 +6/10/2019 3:13,Seaport Global Securities Upgrades United Technologies $UTX to Buy ,UTX,1 +5/25/2019 11:02,United Technologies $UTX Shares Gap Down to $135.41 ,UTX,0 +5/22/2019 23:03,Morgan Stanley Raises United Technologies $UTX Price Target to $164.00 ,UTX,1 +5/22/2019 3:06,Utd Technologies $UTX Shareholder Moody National Bank Trust Division Raised Stake by $3.38 Million ,UTX,1 +5/18/2019 4:33,Diam Company LTD Raised Holding in United Technologies Corp $UTX by $13.23 Million as Shares Rose ,UTX,1 +5/15/2019 7:13,United Technologies Co. Plans Quarterly Dividend of $0.74 $UTX ,UTX,1 +5/12/2019 3:08,Moody National Bank Trust Division Has Upped Holding in Utd Technologies $UTX ,UTX,1 +5/1/2019 14:42,United Technologies $UTX Hits New 52-Week High at $144.40 ,UTX,1 +5/1/2019 4:40,FY2019 EPS Estimates for United Technologies Co. $UTX Raised by Analyst #stocks,UTX,1 +5/1/2019 4:31,Jefferies Financial Group Raises United Technologies FY2019 Earnings Estimates to $7.90 EPS (Previously $7.80).¡K ,UTX,1 +4/30/2019 4:42,Jefferies Financial Group Raises United Technologies Q2 2019 Earnings Estimates to $2.06 EPS (Previously $2.00).¡K ,UTX,1 +4/29/2019 15:11,United Technologies Co. $UTX to Issue $0.74 Quarterly Dividend #stocks,UTX,1 +4/28/2019 6:05,Barclays Raises United Technologies $UTX Price Target to $149.00 ,UTX,1 +4/28/2019 6:05,Barclays Raises United Technologies $UTX Price Target to $149.00 #stocks,UTX,1 +4/26/2019 4:57,William Blair Lowers United Technologies Q2 2019 Earnings Estimates to $2.03 EPS (Previously $2.07). $UTX #UTX,UTX,1 +4/26/2019 1:56,United Technologies Co. Forecasted to Earn FY2019 Earnings of $8.00 Per Share $UTX ,UTX,1 +4/24/2019 7:50,Barclays Boosts United Technologies $UTX Price Target to $149.00 #stocks,UTX,1 +4/24/2019 7:19,"United Technologies $UTX Announces Quarterly Earnings Results, Beats Expectations By $0.20 EPS #markets",UTX,1 +4/24/2019 7:19,"United Technologies $UTX Announces Quarterly Earnings Results, Beats Expectations By $0.20 EPS #stocks",UTX,1 +4/24/2019 6:13,United Technologies $UTX PT Raised to $149 at Wolfe Research ,UTX,1 +4/23/2019 15:53,United Technologies $UTX Shares Gap Up After Earnings Beat ,UTX,1 +4/23/2019 15:37,$UTX I booked this +8% back in Jan. Then got long again mid March and sold it when it gapped higher in April. Its s¡K ,UTX,1 +4/23/2019 12:55,Shares of United Technologies were up after the company announced first-quarter results that beat expectations and¡K ,UTX,1 +4/23/2019 10:20,"RT @KristenScholer: Dow dances with a record as earnings fuel markets higher - Twitter, Coke, Harley Davidson and United Technologies all r¡K",UTX,1 +4/23/2019 6:32,United Technologies says it remains on track to split into three companies by mid-2020. ,UTX,1 +4/23/2019 5:43,United Technologies upgrades profit outlook after ¡¥strong¡¦ 2019 start ,UTX,1 +4/23/2019 4:35,$UTX:United Technologies Raises Guidance for 2019:,UTX,1 +4/23/2019 4:08,$UTX up over 4% after earnings beat ,UTX,1 +4/23/2019 3:57,"$UTX - United Technologies beats by $0.19, beats on revenue ",UTX,1 +4/22/2019 20:48,$SPY $QQQ $IWM update. Sector rotation continues. Reaction to eps the next few wks will be key.Tues: $UTX $IRBT¡K ,UTX,1 +4/22/2019 11:00,"$UTX reports before the open tomorrow, Estimize Consensus +0.09 EPS and +181.40M Revs compared to WS - ",UTX,1 +4/22/2019 7:13,United Technologies Co. $UTX Expected to Announce Earnings of $1.75 Per Share #stocks,UTX,1 +4/22/2019 7:12,United Technologies Co. $UTX Expected to Announce Earnings of $1.75 Per Share ,UTX,1 +4/22/2019 7:12,United Technologies Co. $UTX Expected to Announce Earnings of $1.75 Per Share #markets,UTX,1 +4/20/2019 1:51,United Technologies $UTX Cut to ¡§Hold¡¨ at Zacks Investment Research #markets,UTX,0 +4/20/2019 1:50,United Technologies $UTX Cut to ¡§Hold¡¨ at Zacks Investment Research ,UTX,0 +4/19/2019 6:11,United Technologies $UTX Stock Rating Lowered by Zacks Investment Research ,UTX,0 +4/19/2019 6:08,Zacks Investment Research Lowers United Technologies $UTX to Hold #stocks,UTX,1 +4/18/2019 9:42,United Technologies $UTX Lowered to ¡§Hold¡¨ at Zacks Investment Research ,UTX,0 +4/18/2019 5:13,Soroban Capital Partners LP Has Raised Its Position in United Technologies Corp $UTX as Stock Rose ,UTX,1 +4/15/2019 23:25,United Technologies $UTX Set to Announce Quarterly Earnings on Tuesday ,UTX,1 +4/15/2019 23:23,United Technologies $UTX Set to Announce Quarterly Earnings on Tuesday #stocks,UTX,1 +4/6/2019 16:56,United Technologies Co. $UTX Expected to Post Earnings of $1.77 Per Share ,UTX,1 +4/6/2019 13:41,United Technologies Corporation $UTEC34 Is Yet to See Trading Action on Apr 6 ,UTX,1 +4/5/2019 6:52,$UTX Id like to get back into this name I think it pulls back into the gap below,UTX,1 +4/5/2019 3:38,$UTX:Dividend Champion Spotlight: United Technologies Corporation:,UTX,1 +4/5/2019 3:25,$UTX - Dividend Champion Spotlight: United Technologies Corporation ,UTX,1 +4/4/2019 13:39,United Technologies Corporation $UTEC34 Is Yet to See Trading Action on Apr 4 ,UTX,1 +4/2/2019 2:43,Zacks: Brokerages Anticipate United Technologies Co. $UTX to Post $1.77 Earnings Per Share ,UTX,1 +3/31/2019 16:44,$utx close to daily confirmation 129.70/130,UTX,1 +3/31/2019 13:15,United Technologies Corporation $UTEC34 Is Yet to See Trading Action on Mar 31 ,UTX,1 +3/30/2019 13:17,Analysts Anticipate United Technologies Co. $UTX to Announce $1.77 EPS #stocks,UTX,1 +3/28/2019 9:05,"Creative Planning Has Raised Its Position in United Technologies $UTX by $518,022 as Share Price Rose; As Amarin Pl¡K ",UTX,1 +3/28/2019 1:40,Zacks Investment Research Downgrades United Technologies $UTX to Hold ,UTX,0 +3/27/2019 9:54,United Technologies $UTX Rating Increased to Buy at Zacks Investment Research ,UTX,1 +3/27/2019 1:43,United Technologies $UTX Stock Rating Lowered by Zacks Investment Research #stocks,UTX,0 +3/24/2019 9:28,Shufro Rose & Co Maintains Holding in United Technologies $UTX; Newman Dignan & Sheerar Has Decreased Chase $CCF Po¡K ,UTX,0 +3/22/2019 4:14,"As Utd Technologies $UTX Stock Rose, Holder Moody National Bank Trust Division Has Raised Holding ",UTX,1 +3/21/2019 10:09,"United Technologies Co. $UTX VP Robert J. Bailey Sells 1,418 Shares ",UTX,0 +3/18/2019 14:46,"United Technologies Co. $UTX VP Robert J. Bailey Sells 1,418 Shares #stocks",UTX,0 +3/17/2019 15:03,United Technologies Co. (UTX) Shares Bought by Oregon Public Employees Retirement Fund - Fairfield Current¡K ,UTX,1 +3/13/2019 10:11,Traders Sell Shares of United Technologies $UTX on Strength $UTX ,UTX,0 +3/7/2019 21:13,Brokerages Expect United Technologies Co. $UTX to Post $1.78 Earnings Per Share ,UTX,1 +3/7/2019 21:11,Brokerages Expect United Technologies Co. $UTX to Post $1.78 Earnings Per Share #stocks,UTX,1 +3/6/2019 12:24,United Technologies Corp $UTX Stock Price Up as Sentiment Increases ,UTX,1 +3/6/2019 7:13,"As United Technologies Corp $UTX Stock Price Rose, Parkwood LLC Decreased by $3.60 Million Its Position ",UTX,0 +3/4/2019 22:34,BidaskScore Decides to Downgrade United Technologies $UTX. Will Other Analysts Follow? ,UTX,0 +3/4/2019 22:33,Analysts at BidaskScore Give United Technologies $UTX a Downgrade ,UTX,0 +3/3/2019 5:39,United Technologies Corp. $UTX Stock Declined While Davis Selected Advisers Lowered Position by $20.42 Million ,UTX,0 +3/1/2019 15:34,United Technologies : A preliminary proxy statement providing notification matters to be brought to a vote¡K ,UTX,1 +2/26/2019 4:09,Nli International INC Raised Its United Technologies Corp $UTX Stake by $9.95 Million as Market Valuation Declined ,UTX,1 +2/25/2019 3:21,"David L. Gitlin Sells 7,200 Shares of United Technologies Co. $UTX Stock #markets",UTX,0 +2/24/2019 10:26,Is United Technologies Corp $UTX Going to Burn These Institutional Investors? ,UTX,1 +2/23/2019 4:23,United Technologies Corp $UTX Shareholder Third Point LLC Upped Position ,UTX,1 +2/23/2019 4:22,United Technologies Corp $UTX Holder Third Point LLC Has Upped Its Holding ,UTX,1 +2/23/2019 0:09,JP Morgan: Upgrade Given to Shares of United Tech $UTX ,UTX,1 +2/23/2019 0:08,What Can We Expect after a United Tech $UTX Upgrade from Neutral to Overweight Rating? ,UTX,1 +2/22/2019 15:35,"Insider Selling: United Technologies Co. $UTX COO Sells 7,200 Shares of Stock #stocks",UTX,0 +2/21/2019 15:12,Looks like Third Point forgot to include $UTX in its 13F filing. They very much still own it according to all their¡K ,UTX,1 +2/18/2019 16:21,Investors Sell United Technologies $UTX on Strength Following Insider Selling #markets,UTX,0 +2/18/2019 16:21,Investors Sell United Technologies $UTX on Strength Following Insider Selling #stocks,UTX,0 +2/18/2019 14:45,United Technologies Co. $UTX Expected to Post Quarterly Sales of $18.03 Billion ,UTX,1 +2/17/2019 2:59,"Elizabeth B. Amato Sells 10,089 Shares of United Technologies Co. $UTX Stock ",UTX,0 +2/16/2019 2:53,"Insider Selling: United Technologies Co. $UTX VP Sells 12,842 Shares of Stock #stocks",UTX,0 +2/16/2019 2:53,"Insider Selling: United Technologies Co. $UTX VP Sells 12,842 Shares of Stock #markets",UTX,0 +2/15/2019 17:07,"Insider Selling: United Technologies Co. $UTX EVP Sells 10,089 Shares of Stock #markets",UTX,0 +2/15/2019 16:31,"Insider Selling: United Technologies Co. $UTX EVP Sells 10,089 Shares of Stock #stocks",UTX,0 +2/15/2019 16:12,"Elizabeth B. Amato Sells 10,089 Shares of United Technologies Co. $UTX Stock #stocks",UTX,0 +2/15/2019 2:54,"Gregory Hayes Sells 35,942 Shares of United Technologies Co. $UTX Stock ",UTX,0 +2/14/2019 8:23,"Insider Selling: United Technologies Co. $UTX Chairman Sells 35,942 Shares of Stock ",UTX,0 +2/13/2019 15:56,"Insider Selling: United Technologies Co. $UTX Chairman Sells 35,942 Shares of Stock #stocks",UTX,0 +2/13/2019 15:56,"Charles D. Gill Sells 12,842 Shares of United Technologies Co. $UTX Stock #stocks",UTX,0 +2/13/2019 5:58,United Technologies Corpcom $UTX Shareholder Windward Capital Management Company Upped Position by $6.76 Million as¡K ,UTX,1 +2/12/2019 15:44,United Technologies : CDO Backs Effort to Train Female Coders ,UTX,1 +2/12/2019 10:12,Can analysts adopt a bullish outlook for United Technologies Corporation $UTX? ,UTX,1 +2/11/2019 4:46,"As United Technologies INC $UTX Market Value Declined, Motco Decreased by $4.60 Million Its Stake ",UTX,0 +2/10/2019 23:37,Jefferies Financial Group Raises United Technologies Q1 2019 Earnings Estimates to $1.74 EPS (Previously $1.72).¡K ,UTX,1 +2/10/2019 23:36,"United Technologies Co. $UTX to Post Q1 2019 Earnings of $1.74 Per Share, Jefferies Financial Group Forecasts¡K ",UTX,1 +2/10/2019 7:10,Robert J. Bailey Sells 862 Shares of United Technologies Co. $UTX Stock #stocks,UTX,0 +2/10/2019 5:08,United Technologies Corpcom $UTX Valuation Declined While Windward Capital Management Company Has Upped Its Holding ,UTX,1 +2/10/2019 0:09,Investors Sell Shares of United Technologies $UTX on Strength on Insider Selling ,UTX,0 +2/10/2019 0:05,Traders Sell Shares of United Technologies $UTX on Strength After Insider Selling ,UTX,0 +2/9/2019 8:31,Robert J. Bailey Sells 862 Shares of United Technologies Co. $UTX Stock ,UTX,0 +2/9/2019 8:25,United Technologies Co. $UTX VP Robert J. Bailey Sells 862 Shares #stocks,UTX,0 +2/9/2019 1:32,Traders Sell United Technologies $UTX on Strength on Insider Selling ,UTX,0 +2/9/2019 1:30,Investors Sell Shares of United Technologies $UTX on Strength After Insider Selling #markets,UTX,0 +2/7/2019 14:51,It's been a crucial week for United Technologies Corporation $UTX; here's what analysts have to say. ,UTX,1 +2/6/2019 15:18,$UTX:United Technologies Chairman & CEO Gregory Hayes to present at ¡K:,UTX,1 +2/5/2019 4:21,First Pacific Advisors LLC Has Decreased Its United Technologies Corp $UTX Holding by $60.25 Million as Market Valu¡K ,UTX,0 +2/5/2019 4:20,United Technologies Corp $UTX Share Price Declined While First Pacific Advisors LLC Has Trimmed Its Stake by $60.25¡K ,UTX,0 +2/4/2019 14:41,United Technologies Co. Announces Quarterly Dividend of $0.74 $UTX ,UTX,1 +2/3/2019 2:55,"Insider Selling: United Technologies Co. $UTX EVP Sells $1,145,934.40 in Stock ",UTX,0 +2/3/2019 2:41,United Technologies $UTX Stock Rating Upgraded by Goldman Sachs Group ,UTX,1 +2/2/2019 7:23,United Technologies INC $UTX Holder Motco Decreased Position as Stock Declined ,UTX,0 +2/2/2019 2:26,"Michael R. Dumais Sells 9,620 Shares of United Technologies Co. $UTX Stock ",UTX,0 +2/1/2019 11:55,United Technologies $UTX Rating Increased to Conviction-Buy at Goldman Sachs Group #stocks,UTX,1 +2/1/2019 9:21,United Technologies $UTX Lifted to ¡§Conviction-Buy¡¨ at Goldman Sachs Group ,UTX,1 +2/1/2019 3:16,United Technologies $UTX Stock Rating Upgraded by Zacks Investment Research #markets,UTX,1 +1/31/2019 15:19,"United Technologies Co. $UTX EVP Michael R. Dumais Sells 9,620 Shares ",UTX,0 +1/30/2019 22:27,United Technologies Co. $UTX Expected to Announce Quarterly Sales of $18.03 Billion #stocks,UTX,1 +1/30/2019 22:26,United Technologies Co. $UTX Expected to Announce Quarterly Sales of $18.03 Billion ,UTX,1 +1/30/2019 5:43,Boenning & Scattergood Inc. Sells 161 Shares of United Technologies Co. (UTX) - Fairfield Current¡K ,UTX,0 +1/28/2019 18:10,United Technologies Co. $UTX Expected to Announce Quarterly Sales of $18.11 Billion ,UTX,1 +1/28/2019 17:41,Investors Buy Shares of United Technologies $UTX on Weakness ,UTX,1 +1/28/2019 7:12,Motco Has Decreased Its United Technologies INC $UTX Holding by $4.60 Million as Stock Price Declined ,UTX,0 +1/27/2019 23:29,Q1 2019 EPS Estimates for United Technologies Co. $UTX Raised by Analyst #markets,UTX,1 +1/27/2019 9:12,Analysts take a look at United Technologies Corporation $UTX having this to say. ,UTX,1 +1/27/2019 8:45,United Technologies¡¦ $UTX Buy Rating Reiterated at Bank of America ,UTX,1 +1/26/2019 5:12,United Technologies Corp. $UTX Share Price Declined While Davis Selected Advisers Lowered Holding ,UTX,0 +1/26/2019 4:10,United Technologies $UTX Receives Buy Rating from Goldman Sachs Group ,UTX,1 +1/25/2019 8:23,William Blair Raises United Technologies Q3 2019 Earnings Estimates to $2.09 EPS (Previously $2.01). $UTX #UTX,UTX,1 +1/24/2019 23:18,United Technologies $UTX Trading Up 5.4% After Strong Earnings ,UTX,1 +1/24/2019 11:40,United Technologies $UTX Shares Gap Up on Strong Earnings ,UTX,1 +1/24/2019 7:15,United Technologies $UTX Price Target Raised to $129.00 #markets,UTX,1 +1/24/2019 7:00,United Technologies $UTX PT Raised to $129.00 at Royal Bank of Canada #stocks,UTX,1 +1/23/2019 16:38,"United Technologies expects free cash flow of $4.5 billion to $5 billion this year, a much improved outlook ",UTX,1 +1/23/2019 11:45,Shares of United Technologies were up after the company announced fourth-quarter results that beat expectations and¡K ,UTX,1 +1/23/2019 8:25,"RT @askslim: $UTX +6% as earnings beat estimates, boosted by a better tax rate. Our works says the stock is getting into a trouble area, wi¡K",UTX,1 +1/23/2019 8:04,"$UTX +6% as earnings beat estimates, boosted by a better tax rate. Our works says the stock is getting into a troub¡K ",UTX,1 +1/23/2019 7:51,UP WITH EARNINGS TODAY ALERT: $UTX United Technologies Corp ?? TradeIdeas via to FREE Trading Room,UTX,1 +1/23/2019 7:35,"Stocks opened higher after the release of strong corporate earnings from companies like IBM, United Technologies an¡K ",UTX,1 +1/23/2019 7:04,$UTX (+5.2% pre) United Technologies Earnings Smash Views; Stock Jumps - IBD,UTX,1 +1/23/2019 6:24,United Technologies sees profit increasing this year as it prepares to boost its bet on the growing aviation market ,UTX,1 +1/23/2019 5:21,$UTX said it expects adjusted earnings in 2019 of $7.70 to $8 a share ,UTX,1 +1/23/2019 5:01,"United Technologies Q4 Adj Net Sales 18.04Bln Est $16.87Bln United Technologies Sees Fy Adj Eps $7.70 To $8.00, Est. $7.78",UTX,1 +1/23/2019 2:36,United Technologies Co. $UTX Expected to Announce Quarterly Sales of $16.79 Billion #stocks,UTX,1 +1/22/2019 12:00,"$UTX reports before the open tomorrow, Estimize Consensus +0.04 EPS and +98.65M Revs compared to WS - ",UTX,1 +1/21/2019 17:38,Investors Sell Shares of United Technologies $UTX on Strength $UTX #markets,UTX,0 +1/21/2019 4:35,United Technologies Corp $UTX Shareholder Davidson D A & Company Has Decreased Position by $4.90 Million ,UTX,0 +1/15/2019 23:49,United Technologies $UTX to Release Quarterly Earnings on Wednesday ,UTX,1 +1/15/2019 23:47,United Technologies $UTX to Release Quarterly Earnings on Wednesday #markets,UTX,1 +1/15/2019 23:45,United Technologies $UTX to Release Quarterly Earnings on Wednesday #stocks,UTX,1 +1/13/2019 5:18,Barclays Cuts United Technologies $UTX Price Target to $140.00 #stocks,UTX,1 +1/13/2019 4:53,"As United Technologies Corp (UTX) Stock Declined, Shareholder Highland Capital Management LLC Lowered Its Position - ",UTX,0 +1/13/2019 4:53,Highland Capital Management LLC Holding in United Technologies Corp (UTX) Trimmed by $4.81 Million - ,UTX,0 +1/12/2019 7:35,"As United Technologies Corp (UTX) Shares Declined, Shareholder Hm Payson & Company Lowered by $6.19 Million Its Pos¡K ",UTX,0 +1/11/2019 6:49,Barclays Trims United Technologies $UTX Target Price to $140.00 ,UTX,0 +1/10/2019 17:17,United Technologies Corporation $UTEC34 Is Yet to See Trading Action on Jan 10 - ,UTX,1 +1/10/2019 9:26,Market volatility causes United Technologies to halt sale of its fire-safety and security business ,UTX,1 +1/8/2019 8:18,$UTX:Why United Technologies Fell 12.6% in December:,UTX,0 +1/7/2019 4:28,Maplelane Capital LLC Has Decreased United Technologies Corp $Call $UTX Stake as Shares Declined - ,UTX,0 +1/7/2019 1:03,United Technologies $UTX Downgraded by Royal Bank of Canada to Sector Perform ,UTX,0 +1/6/2019 3:30,United Technologies $UTX Cut to ¡§Sector Perform¡¨ at Royal Bank of Canada ,UTX,0 +1/5/2019 0:45,Royal Bank of Canada Downgrades United Technologies $UTX to Sector Perform ,UTX,0 +1/5/2019 0:44,United Technologies $UTX Downgraded by Royal Bank of Canada #markets,UTX,0 +1/3/2019 21:27,United Technologies $UTX Downgraded by Royal Bank of Canada #stocks,UTX,0 +1/3/2019 21:14,United Technologies $UTX Stock Rating Lowered by Royal Bank of Canada #stocks,UTX,0 +1/3/2019 21:14,United Technologies $UTX Stock Rating Lowered by Royal Bank of Canada ,UTX,0 +1/3/2019 17:24,United Technologies Corporation $UTEC34 Is Yet to See Trading Action on Jan 3 - ,UTX,1 +12/31/2018 4:43,United Technologies Corp $UTX Shareholder Parkwood LLC Upped Position by $5.17 Million as Shares Declined - ,UTX,1 +12/27/2018 8:02,"As United Technologies INC $UTX Stock Value Declined, Motco Trimmed Stake - ",UTX,0 +12/27/2018 8:01,"As United Technologies INC $UTX Market Valuation Declined, Holder Motco Trimmed Its Position - ",UTX,0 +12/24/2018 4:26,Motco Trimmed Its United Technologies INC $UTX Stake by $4.60 Million as Valuation Declined - ,UTX,0 +12/24/2018 4:25,United Technologies INC $UTX Stock Declined While Motco Has Trimmed Position by $4.60 Million - ,UTX,0 +12/17/2018 23:17,United Technologies $UTX Sets New 1-Year Low After Analyst Downgrade ,UTX,0 +12/17/2018 23:16,United Technologies $UTX Hits New 52-Week Low After Analyst Downgrade #stocks,UTX,0 +12/17/2018 15:25,United Technologies $UTX Reaches New 1-Year Low After Analyst Downgrade ,UTX,0 +12/13/2018 6:59,United Technologies Corp $UTX Shareholder Epoch Investment Partners INC Has Upped Its Position - ,UTX,1 +12/12/2018 18:38,Analysts Anticipate United Technologies Co. $UTX to Announce $1.53 EPS ,UTX,1 +12/8/2018 17:41,Traders Sell Shares of United Technologies $UTX on Strength $UTX #markets,UTX,0 +12/7/2018 0:57,United Technologies Co. $UTX Expected to Post Quarterly Sales of $16.65 Billion #stocks,UTX,1 +12/5/2018 13:21,Zacks: Analysts Expect United Technologies Co. $UTX to Post $1.53 Earnings Per Share #stocks,UTX,1 +12/5/2018 13:20,Zacks: Analysts Expect United Technologies Co. $UTX to Post $1.53 Earnings Per Share ,UTX,1 +12/5/2018 11:37,"RT @Breakingviews: The break-up of GE and United Technologies marks the end of an era, but there will always be good reasons to bind togeth¡K",UTX,1 +12/1/2018 21:50,"27.22 % to Target, Morgan Stanley Reconfirms ¡¥""Buy""¡¦ Rating on United Technologies Corp $UTX Shares Today - ",UTX,1 +12/1/2018 2:36,Robert W. Baird Cuts United Technologies $UTX Price Target to $149.00 ,UTX,1 +11/29/2018 6:03,United Technologies $UTX Price Target Cut to $149.00 by Analysts at Robert W. Baird ,UTX,0 +11/28/2018 4:40,The breakup of United Technologies signals a shift away from a kitchen-sink approach to industrial manufacturing in¡K ,UTX,1 +11/27/2018 16:02,United Technologies to separate into three companies - ,UTX,1 +11/27/2018 15:22,United Technologies to separate into three independent companies ,UTX,1 +11/27/2018 11:00,"United Technologies plans three-way split to focus on aerospace, sending the stock lower ",UTX,1 +11/27/2018 9:41,"This was the ""magic moment"" when United Technologies decided to break up the company, its CEO says. ",UTX,1 +11/26/2018 23:50,United Technologies to separate into three companies ,UTX,1 +11/26/2018 20:53,United Technologies to separate into three independent companies ,UTX,1 +11/26/2018 19:12,United Technologies plans to separate into 3 companies - CNBC ,UTX,1 +11/26/2018 18:29,United Technologies to separate into three companies ,UTX,1 +11/26/2018 17:20,United Technologies to separate into three independent companies - ,UTX,1 +11/26/2018 17:17,United Technologies to break into 3 independent companies $UTX #UTX #Technology #Industrialconglomerates¡K ,UTX,1 +11/26/2018 17:08,United Technologies to announce its intention to separate into 3 companies > $UTX,UTX,1 +11/26/2018 16:49,United Technologies reveals plans to split into three ,UTX,1 +11/26/2018 16:47,RT @UTC: The results of our much-anticipated portfolio review are in. United Technologies intends to separate into three independent compan¡K,UTX,1 +11/26/2018 16:44,"United Technologies to split itself in three, spinning off Otis and Carrier ",UTX,1 +11/26/2018 16:43,United Technologies to announce intention to separate into three companies ,UTX,1 +11/26/2018 16:41,United Technologies plans to reveal three-way breakup on Tuesday ,UTX,1 +11/26/2018 16:23,United Technologies : to separate into three companies ,UTX,1 +11/26/2018 16:18,$UTX $COL:United Technologies Announces Intention to Separate Into Three ¡K:,UTX,1 +11/26/2018 16:12,$UTX Confirms to Separate Into Three Independent Companies; Completes Acquisition of Rockwell Collins; affirms divi¡K ,UTX,1 +11/26/2018 16:08,United Technologies to announce its intention to separate into 3 companies ,UTX,1 +11/26/2018 16:05,United Technologies to announce intention to separate into three companies - ,UTX,1 +11/26/2018 16:02,"United Technologies to split into three independent companies, separating aerospace unit from Carrier building syst¡K ",UTX,1 +11/26/2018 16:00,United Technologies to announce its intention to separate into 3 companies via @CNBC,UTX,1 +11/26/2018 16:00,"RT @GregRoumeliotis: A rollout gone wrong there, as United Technologies quickly removes announcement of intention to breakup into three com¡K",UTX,1 +11/26/2018 16:00,United Technologies set to split into three companies: report ,UTX,1 +11/26/2018 15:59,$UTX:United Technologies to Separate Into Three Independent Companies:,UTX,1 +11/26/2018 15:48,BREAKING: United Technologies says it will announce tomorrow that it intends to split into 3 separate companies ,UTX,1 +11/26/2018 15:46,United Technologies $UTX Confirms Plans to Separate Into Three Independent Companies ,UTX,1 +11/26/2018 15:41,$UTX *UTX SAYS WILL ANNOUNCE INTENTION TO SEPARATE INTO 3 COMPANIES,UTX,1 +11/26/2018 1:27,United Technologies $UTX Upgraded at ValuEngine ,UTX,1 +11/26/2018 1:25,ValuEngine Upgrades United Technologies $UTX to Buy ,UTX,1 +11/21/2018 11:29,Grantham Mayo Van Otterloo & Co LLC Has Upped Its United Technologies Corp $UTX Stake - ,UTX,1 +11/21/2018 11:28,United Technologies Corp $UTX Shareholder Grantham Mayo Van Otterloo & Co LLC Has Raised Its Holding by $186.96 Mil¡K ,UTX,1 +11/19/2018 14:03,First Pacific Advisors LLC Decreased Its United Technologies Corp $UTX Stake by $71.28 Million; Shares Rose - ,UTX,0 +11/19/2018 14:00,First Pacific Advisors LLC Stake in United Technologies Corp $UTX Trimmed by $71.28 Million as Stock Price Rose - ,UTX,0 +11/19/2018 11:50,$UTX add to short,UTX,1 +11/17/2018 14:52,Novare Capital Management LLC Has Upped Its United Technologies Corp $UTX Holding by $3.88 Million - ,UTX,1 +11/17/2018 14:50,United Technologies Corp $UTX Holder Novare Capital Management LLC Has Raised Its Stake - ,UTX,1 +11/17/2018 11:49,United Technologies Co. $UTX Expected to Post Quarterly Sales of $16.40 Billion #markets,UTX,1 +11/17/2018 11:49,United Technologies Co. $UTX Expected to Post Quarterly Sales of $16.40 Billion #stocks,UTX,1 +11/12/2018 15:21,United Technologies Co. $UTX Expected to Announce Earnings of $1.63 Per Share #stocks,UTX,1 +11/12/2018 15:20,United Technologies Co. $UTX Expected to Announce Earnings of $1.63 Per Share ,UTX,1 +1/18/2020 7:21,Cantor Fitzgerald Increases UnitedHealth Group $UNH Price Target to $330.00 #markets,UNH,1 +1/18/2020 7:20,Cantor Fitzgerald Increases UnitedHealth Group $UNH Price Target to $330.00 #stocks,UNH,1 +1/17/2020 9:44,Jefferies Financial Group Raises UnitedHealth Group Q4 2020 Earnings Estimates to $4.45 EPS (Previously $4.20).¡K ,UNH,1 +1/17/2020 7:24,Q2 2020 EPS Estimates for UnitedHealth Group Inc $UNH Raised by Analyst #stocks,UNH,1 +1/17/2020 7:22,SunTrust Banks Analysts Raise Earnings Estimates for UnitedHealth Group Inc $UNH #markets,UNH,1 +1/17/2020 7:21,Q2 2020 EPS Estimates for UnitedHealth Group Inc $UNH Raised by Analyst ,UNH,1 +1/17/2020 7:21,SunTrust Banks Raises UnitedHealth Group Q2 2020 Earnings Estimates to $4.22 EPS (Previously $3.98). $UNH #UNH,UNH,1 +1/17/2020 6:53,Oppenheimer Equities Analysts Cut Earnings Estimates for UnitedHealth Group Inc $UNH ,UNH,0 +1/17/2020 6:25,"UnitedHealth Group $UNH Issues Quarterly Earnings Results, Beats Expectations By $0.13 EPS #stocks",UNH,1 +1/16/2020 17:18,$UNH ... $300.74 +1.46%This one caught multiple upgrades today .... it caught our attention on that large mornin¡K ,UNH,1 +1/16/2020 14:56,UnitedHealth Group $UNH Sets New 12-Month High After Earnings Beat ,UNH,1 +1/16/2020 7:12,Citigroup Raises UnitedHealth Group $UNH Price Target to $346.00 #stocks,UNH,1 +1/16/2020 6:13,$UNH Cantor Fitzgerald analyst Steven Halper raised price target to $330 from $315 and reiterates Overweight rating¡K ,UNH,1 +1/15/2020 8:40,"#UnitedHealth's EPS Beat Was Mostly Tax Driven, Analyst Says $UNH ",UNH,1 +1/15/2020 5:48,"UnitedHealth Group Q4 Adj. EPS $3.9 Beats $3.78 Estimate, Sales $60.9B Miss $61.04B Estimate $UNH",UNH,0 +1/15/2020 4:22,$UNH - UnitedHealth beats Q4 EPS consensus ,UNH,1 +1/15/2020 4:08,This morning's winner for $UNH is Suntrust_20 who beats 58 other analysts and the Wall Street Consensus - ,UNH,1 +1/15/2020 4:08,$UNH beats the Estimize EPS Consensus by 7c and misses the Estimize Revenue Consensus by $409.14M. Reports FQ4 earn¡K ,UNH,0 +1/15/2020 3:56,"$UNH - UnitedHealth EPS beats by $0.12, misses on revenue ",UNH,0 +1/9/2020 17:04,UnitedHealth Group $UNH Price Target Raised to $330.00 at Credit Suisse Group ,UNH,1 +1/8/2020 17:04,$UNH #doubleinsideday follow up as it quickly took out the prior day's high at the top of the #15ORB and then just¡K ,UNH,1 +1/8/2020 12:25,UnitedHealth Group $UNH Rises as Analysts Boost Price Target,UNH,1 +1/8/2020 6:25,UnitedHealth Group $UNH PT Raised to $330.00 at Credit Suisse Group #stocks,UNH,1 +1/7/2020 4:02,Jefferies Financial Group Raises UnitedHealth Group FY2019 Earnings Estimates to $14.99 EPS (Previously $14.97).¡K ,UNH,1 +1/4/2020 16:01,"Notable inside week follow-up: $UNH down for about a point then back in range, $NFLX down about 4 points then reco¡K ",UNH,0 +12/31/2019 8:19,"TREND REVERSAL DOWN ALERT: $UNH Unitedhealth Group, Inc ?? TradeIdeas via to FREE Trading Room",UNH,0 +12/24/2019 3:53,JPMorgan Chase & Co. Increases UnitedHealth Group $UNH Price Target to $361.00 ,UNH,1 +12/21/2019 3:12,UnitedHealth Group $UNH Price Target Raised to $350.00 at SunTrust Banks ,UNH,1 +12/20/2019 23:34,UnitedHealth Group $UNH Receives Buy Rating from Argus ,UNH,1 +12/20/2019 23:13,UnitedHealth Group $UNH Hits New 1-Year High After Analyst Upgrade ,UNH,1 +12/20/2019 9:53,UnitedHealth Group $UNH PT Raised to $361.00 at JPMorgan Chase & Co. ,UNH,1 +12/20/2019 9:49,UnitedHealth Group $UNH Price Target Raised to $361.00 at JPMorgan Chase & Co. #stocks,UNH,1 +12/20/2019 6:49,UnitedHealth Group $UNH PT Raised to $350.00 at SunTrust Banks ,UNH,1 +12/19/2019 8:34,UnitedHealth Group $UNH Sets New 12-Month High on Analyst Upgrade #markets,UNH,1 +12/19/2019 7:08,Argus Increases UnitedHealth Group $UNH Price Target to $340.00 #stocks,UNH,1 +12/18/2019 7:53,"SunTrust Robinson Humphrey Maintains Buy on UnitedHealth Group, Raises Price Target to $350 $UNH",UNH,1 +12/18/2019 5:18,UnitedHealth Group $UNH PT Raised to $350 at SunTrust ,UNH,1 +12/17/2019 7:51,"$UNH #UNH intraday break over 292, could retest recent all time highs",UNH,1 +12/16/2019 8:03,Goldman Sachs Group Upgrades UnitedHealth Group $UNH to ¡§Conviction-Buy¡¨ #stocks,UNH,1 +12/16/2019 7:49,"Memory chip maker upgrades, Amarin downgrade among today's top Wall Street calls $AMRN $MU $WDC $UNH $SAGE $XRAY¡K ",UNH,0 +12/13/2019 23:56,UnitedHealth Group $UNH Earns Buy Rating from Analysts at Evercore ISI ,UNH,1 +12/13/2019 23:53,UnitedHealth Group $UNH Earns Buy Rating from Analysts at Evercore ISI #stocks,UNH,1 +12/13/2019 16:10,Short Interest in UnitedHealth Group Inc $UNH Increases By 20.5% ,UNH,1 +12/12/2019 8:56,1K-1Mil Options Day 28 12/12/19Midday Update: $UNH $SPY $TSLA $ROKU Calls we¡¦re up today almost 200% and I sold a¡K ,UNH,0 +12/11/2019 12:35,$UNH #UNH some very high intraday buy volume noticed.,UNH,1 +12/9/2019 4:58,$DPLO $UNH - Diplomat down 31% premarket on discounted UNH bid ,UNH,0 +12/9/2019 2:53,UnitedHealth Group $UNH PT Raised to $320.00 ,UNH,1 +12/8/2019 2:23,UnitedHealth Group $UNH PT Raised to $279.00 at UBS Group ,UNH,1 +12/8/2019 1:34,UnitedHealth Group $UNH Price Target Raised to $318.00 ,UNH,1 +12/8/2019 1:34,UnitedHealth Group $UNH Price Target Raised to $318.00 #stocks,UNH,1 +12/8/2019 1:32,UnitedHealth Group $UNH Price Target Raised to $315.00 ,UNH,1 +12/7/2019 23:20,UnitedHealth Group $UNH Reaches New 52-Week High After Analyst Upgrade ,UNH,1 +12/7/2019 8:44,Piper Jaffray Companies Raises UnitedHealth Group $UNH Price Target to $325.00 ,UNH,1 +12/6/2019 23:23,UnitedHealth Group $UNH Sets New 52-Week High on Analyst Upgrade #stocks,UNH,1 +12/6/2019 23:22,UnitedHealth Group $UNH Hits New 1-Year High on Analyst Upgrade ,UNH,1 +12/6/2019 14:22,UnitedHealth Group $UNH Price Target Raised to $305.00 ,UNH,1 +12/6/2019 14:22,Barclays Increases UnitedHealth Group $UNH Price Target to $305.00 ,UNH,1 +12/6/2019 4:43,SunTrust Banks Raises UnitedHealth Group FY2019 Earnings Estimates to $15.00 EPS (Previously $14.98). $UNH #UNH,UNH,1 +12/6/2019 0:53,UnitedHealth Group $UNH Price Target Raised to $279.00 at UBS Group ,UNH,1 +12/5/2019 23:16,UnitedHealth Group $UNH PT Raised to $325.00 at Piper Jaffray Companies ,UNH,1 +12/5/2019 10:46,UnitedHealth Group $UNH Price Target Raised to $315.00 at Cantor Fitzgerald ,UNH,1 +12/5/2019 10:45,UnitedHealth Group $UNH Price Target Raised to $315.00 at Cantor Fitzgerald #markets,UNH,1 +12/5/2019 6:07,$UNH Raymond James Reiterates to Strong Buy : PT $320.00,UNH,1 +12/4/2019 18:03,$UNH was looking for more push today with all those upgrades post investor day. This has to break 282.50 to get ATH¡K ,UNH,1 +12/4/2019 6:38,UBS Group Raises UnitedHealth Group $UNH Price Target to $279.00 #stocks,UNH,1 +12/4/2019 5:08,CANTOR PT RAISED TO $315 ¡X $UNH ,UNH,1 +12/4/2019 4:54,CREDIT SUISSE RAISED PT AS WELL TO $320 = $UNH ,UNH,1 +12/3/2019 23:25,Barclays Increases UnitedHealth Group $UNH Price Target to $305.00 #markets,UNH,1 +12/3/2019 7:45,UnitedHealth Group $UNH ¡V Investment Analysts¡¦ Recent Ratings Updates #stocks,UNH,1 +12/3/2019 5:17,"$UNH Guides FY20 $16.25-16.55 v $16.44e (prior core adj EPS higher by lower end of 13-16% y/y), initial Rev $260-26¡K ",UNH,1 +12/3/2019 5:05,Barclays Raises UnitedHealth Group $UNH Price Target to $305.00 ,UNH,1 +12/2/2019 7:28,$UNH UnitedHealth Group Target Raised by Barclays $279.87 $260.00 ? $305.00 Overweight,UNH,1 +11/30/2019 1:22,UnitedHealth Group $UNH Given Buy Rating at Mizuho ,UNH,1 +11/28/2019 21:14,$UNH A couple of 285C looked good Tue PM with Mon close and upgrade but 2 red inside days made my calls a long sh¡K ,UNH,1 +11/26/2019 5:57,UnitedHealth Group $UNH Given Buy Rating at Mizuho #stocks,UNH,1 +11/26/2019 5:48,RT @OptionAlarm: $UNH PT RAISED TO $300 FROM $270 AT MIZUHO,UNH,1 +11/26/2019 5:00,$UNH PT RAISED TO $300 FROM $270 AT MIZUHO,UNH,1 +11/26/2019 1:31,UnitedHealth Group $UNH Earns Buy Rating from Morgan Stanley ,UNH,1 +11/25/2019 3:40,Morgan Stanley Reaffirms Buy Rating for UnitedHealth Group $UNH ,UNH,1 +11/22/2019 2:33,"D Ellen Wilson Sells 7,400 Shares of UnitedHealth Group Inc $UNH Stock #markets",UNH,0 +11/21/2019 5:13,UnitedHealth Group $UNH Earns Buy Rating from SunTrust Banks ,UNH,1 +11/20/2019 11:56,"UnitedHealth Group Inc $UNH EVP Sells $2,018,498.00 in Stock ",UNH,0 +11/20/2019 11:56,"D Ellen Wilson Sells 7,400 Shares of UnitedHealth Group Inc $UNH Stock #stocks",UNH,0 +11/20/2019 11:53,"UnitedHealth Group Inc $UNH EVP Sells $2,018,498.00 in Stock #stocks",UNH,0 +11/18/2019 16:07,UnitedHealth Group $UNH Earns Buy Rating from SunTrust Banks #stocks,UNH,1 +11/18/2019 14:30,UnitedHealth Group $UNH Stock Price Up 1.8% #stocks,UNH,1 +11/18/2019 14:26,UnitedHealth Group $UNH Trading Up 1.8% ,UNH,1 +11/15/2019 15:11,Beauty of FinTwitMy new follower makes money off my $NVDA tanking tweetI made money off other tweets on $UNHC¡K ,UNH,0 +11/12/2019 9:03,Short Interest in UnitedHealth Group Inc $UNH Increases By 16.6% #stocks,UNH,1 +11/11/2019 3:29,"Insider Selling: UnitedHealth Group Inc $UNH CAO Sells $300,182.08 in Stock ",UNH,0 +11/11/2019 3:29,"Thomas E. Roos Sells 1,177 Shares of UnitedHealth Group Inc $UNH Stock #stocks",UNH,0 +11/10/2019 5:51,"Thomas E. Roos Sells 1,177 Shares of UnitedHealth Group Inc $UNH Stock ",UNH,0 +11/8/2019 17:49,"UnitedHealth Group Inc $UNH CAO Thomas E. Roos Sells 1,177 Shares #stocks",UNH,0 +11/8/2019 5:58,UnitedHealth Group Inc Announces Quarterly Dividend of $1.08 $UNH #stocks,UNH,1 +11/5/2019 11:52,$UNH - UnitedHealth Group: Solid Candidate For Dividend Growth Investors. Continue reading: ,UNH,1 +10/19/2019 7:47,UnitedHealth Group $UNH Price Target Lowered to $286.00 at Citigroup ,UNH,0 +10/19/2019 5:06,UnitedHealth Group $UNH Price Target Cut to $257.00 by Analysts at UBS Group ,UNH,0 +10/19/2019 3:48,"UnitedHealth Group Inc $UNH Director Sells $5,914,000.00 in Stock ",UNH,0 +10/18/2019 15:20,"Richard T. Burke Sells 25,000 Shares of UnitedHealth Group Inc $UNH Stock #stocks",UNH,0 +10/18/2019 5:54,UnitedHealth Group $UNH PT Lowered to $286.00 ,UNH,0 +10/18/2019 3:55,Piper Jaffray Companies Raises UnitedHealth Group FY2019 Earnings Estimates to $14.98 EPS (Previously $14.91).¡K ,UNH,1 +10/18/2019 3:55,Oppenheimer Raises UnitedHealth Group FY2019 Earnings Estimates to $14.97 EPS (Previously $14.85). $UNH #UNH,UNH,1 +10/18/2019 3:55,Jefferies Financial Group Raises UnitedHealth Group FY2019 Earnings Estimates to $14.97 EPS (Previously $14.82).¡K ,UNH,1 +10/18/2019 3:55,Cantor Fitzgerald Raises UnitedHealth Group FY2019 Earnings Estimates to $14.96 EPS (Previously $14.82). $UNH #UNH,UNH,1 +10/17/2019 22:22,UnitedHealth Group $UNH Shares Gap Up on Better-Than-Expected Earnings ,UNH,1 +10/17/2019 22:20,UnitedHealth Group $UNH Shares Gap Up Following Strong Earnings #stocks,UNH,1 +10/17/2019 13:21,$UNH if hits 246.53-250.15 tomorrow should be down to at least 1con,UNH,0 +10/17/2019 9:03,$UNH higher 240.92 ,UNH,1 +10/17/2019 7:50,UnitedHealth Group $UNH Price Target Lowered to $257.00 at UBS Group ,UNH,0 +10/16/2019 22:20,UnitedHealth Group $UNH Shares Up 8.2% Following Strong Earnings ,UNH,1 +10/16/2019 8:05,UnitedHealth Group $UNH Price Target Cut to $286.00 by Analysts at Citigroup #stocks,UNH,0 +10/16/2019 2:42,Global shares mixed after solid earnings push Wall St higher $UNH #UNH #Earningsreports #Earnings¡K ,UNH,1 +10/15/2019 15:11,UnitedHealth Group $UNH Trading 8.2% Higher on Strong Earnings ,UNH,1 +10/15/2019 7:06,$UNH pushed higher - adds 100 points to the $DJIA on the day ,UNH,1 +10/15/2019 6:08,$UNH Exec: Guides 2020 core adj EPS higher by lower end of 13-16% long-term targets(More at ,UNH,1 +10/15/2019 6:03,"UnitedHealth Group $UNH Announces Earnings Results, Beats Expectations By $0.13 EPS ",UNH,1 +10/15/2019 3:04,This morning's winner for $UNH is Analyst_5615044 who beats 64 other analysts and the Wall Street Consensus - ,UNH,1 +10/15/2019 3:04,$UNH beats the Estimize EPS Consensus by 10c and the Estimize Revenue Consensus by $431.79M. Reports FQ3 earnings o¡K ,UNH,1 +10/15/2019 3:04,"UnitedHealth Beats Q3 Earnings, Boosts 2019 Profit Forecast as Optum Sales Shine $UNH",UNH,1 +10/15/2019 2:56,"$UNH - UnitedHealth EPS beats by $0.12, beats on revenue ",UNH,1 +10/15/2019 2:55,"$UNH Reports Q3 $3.88 v $3.75e, Rev $60.4B v $59.6Be (UnitedHealth Group Inc)- Raises FY19 $14.90-15.00 v $14.84e¡K ",UNH,1 +10/14/2019 12:52,$UNH Weekly I don¡¦t like 9/23 Red Bar9/30 inside green10/7 inside green10/19 chances of outside down red bar ar¡K ,UNH,0 +10/11/2019 13:43,UnitedHealth Group $UNH Lowered to ¡§Hold¡¨ at Jefferies Financial Group ,UNH,0 +10/11/2019 13:33,UnitedHealth Group $UNH Lowered to ¡§Hold¡¨ at Jefferies Financial Group #markets,UNH,0 +10/8/2019 1:35,UnitedHealth Group $UNH PT Lowered to $260 at Barclays ,UNH,0 +10/7/2019 1:45,UnitedHealth Group $UNH Upgraded at ValuEngine #markets,UNH,1 +10/7/2019 1:45,UnitedHealth Group $UNH Upgraded at ValuEngine #stocks,UNH,1 +10/6/2019 14:59,UnitedHealth Group $UNH Upgraded to ¡§Hold¡¨ at ValuEngine #stocks,UNH,1 +10/6/2019 14:58,ValuEngine Upgrades UnitedHealth Group $UNH to ¡§Hold¡¨ ,UNH,1 +10/1/2019 10:38,$UNH - UnitedHealth Group: Fantastic Total Return And Growing Income. Sign up for updates on Seeking Alpha!¡K ,UNH,1 +10/1/2019 9:09,UnitedHealth Group $UNH Lowered to Market Perform at BMO Capital Markets #markets,UNH,0 +9/30/2019 8:05,"RT @OpenOutcrier: $UNH (-1.0% pre) BMO Capital Downgrades UnitedHealth Group (UNH) to Market Perform, $249 PT",UNH,0 +9/30/2019 7:20,UnitedHealth Group $UNH Downgraded by BMO Capital Markets #stocks,UNH,0 +9/30/2019 1:09,Morgan Stanley Trims UnitedHealth Group $UNH Target Price to $294.00 ,UNH,0 +9/26/2019 8:18,UnitedHealth Group $UNH Price Target Cut to $294.00 #stocks,UNH,0 +9/26/2019 2:19,"Insider Selling: UnitedHealth Group Inc $UNH Director Sells 2,500 Shares of Stock ",UNH,0 +9/23/2019 19:53,"UnitedHealth Group Inc $UNH Director Sells $583,500.00 in Stock #stocks",UNH,0 +9/23/2019 19:51,"UnitedHealth Group Inc $UNH Director Sells $583,500.00 in Stock #markets",UNH,0 +9/20/2019 6:58,"UnitedHealth Group Inc $UNH Director Richard T. Burke Sells 2,500 Shares #markets",UNH,0 +9/19/2019 15:18,"UnitedHealth Group Inc $UNH Director Sells $581,900.00 in Stock #stocks",UNH,0 +9/19/2019 15:16,"UnitedHealth Group Inc $UNH Director Sells $581,900.00 in Stock ",UNH,0 +9/11/2019 11:40,UnitedHealth Group Inc $UNH to Issue $1.08 Quarterly Dividend #markets,UNH,1 +9/11/2019 11:36,UnitedHealth Group Inc $UNH to Issue $1.08 Quarterly Dividend #stocks,UNH,1 +9/11/2019 11:36,UnitedHealth Group Inc $UNH to Issue $1.08 Quarterly Dividend ,UNH,1 +9/7/2019 5:25,"Timothy Patrick Flynn Purchases 2,000 Shares of UnitedHealth Group Inc $UNH Stock ",UNH,1 +9/4/2019 14:59,"UnitedHealth Group Inc $UNH Director Buys $455,100.00 in Stock #stocks",UNH,1 +8/29/2019 2:20,"Insider Selling: UnitedHealth Group Inc $UNH Director Sells 2,000 Shares of Stock ",UNH,0 +8/28/2019 14:16,"$UNH settled +2.0% to $227.35. Cyclically, on the extremely low end. ",UNH,0 +8/26/2019 14:22,"UnitedHealth Group Inc $UNH Director Sells $463,000.00 in Stock #stocks",UNH,0 +8/25/2019 14:19,RT @TrendSpider: A very cool example on $UNH showing the anchored VWAP from the last two blue candles this summer. Just broke down last wee¡K,UNH,0 +8/23/2019 12:42,$TDOC $UNH - Teladoc down 7% as military pilot program ends ,UNH,0 +8/15/2019 1:52,"UnitedHealth Group Inc $UNH Director Sells $1,232,000.00 in Stock ",UNH,0 +8/14/2019 4:27,$UNH - UnitedHealth declares $1.08 dividend ,UNH,1 +8/10/2019 13:45,Notable inside week follow-up: $UNH down for 5 points then back in the range. ,UNH,0 +8/8/2019 1:23,UnitedHealth Group $UNH ¡V Research Analysts¡¦ Recent Ratings Updates #stocks,UNH,1 +7/31/2019 8:49,$UNH - Why Investors Should Not Miss Out On The Entry Point In UnitedHealth ,UNH,0 +7/31/2019 5:34,"$MGLN $UNH $ANTM $WCG:Magellan Health (MGLN) Q2 Earnings Beat Estimates, Down YoY:",UNH,0 +7/27/2019 1:43,"William C. Ballard, Jr. Sells 12,000 Shares of UnitedHealth Group Inc $UNH Stock ",UNH,0 +7/26/2019 5:34,UnitedHealth Group $UNH Upgraded to ¡§Buy¡¨ at Zacks Investment Research ,UNH,1 +7/26/2019 5:33,UnitedHealth Group $UNH Upgraded to ¡§Buy¡¨ at Zacks Investment Research #markets,UNH,1 +7/23/2019 23:40,Q3 2019 EPS Estimates for UnitedHealth Group Inc $UNH Lowered by SunTrust Banks ,UNH,0 +7/23/2019 23:10,UnitedHealth Group $UNH Stock Rating Upgraded by Zacks Investment Research ,UNH,1 +7/22/2019 0:47,UnitedHealth Group $UNH Price Target Raised to $300.00 ,UNH,1 +7/22/2019 0:45,Raymond James Increases UnitedHealth Group $UNH Price Target to $300.00 ,UNH,1 +7/21/2019 22:49,Piper Jaffray Companies Raises UnitedHealth Group Q3 2019 Earnings Estimates to $3.79 EPS (Previously $3.71).¡K ,UNH,1 +7/21/2019 22:49,Jefferies Financial Group Equities Analysts Lower Earnings Estimates for UnitedHealth Group Inc $UNH #stocks,UNH,0 +7/21/2019 22:48,Q3 2019 EPS Estimates for UnitedHealth Group Inc Lowered by SunTrust Banks $UNH #stocks,UNH,0 +7/21/2019 4:14,UnitedHealth Group $UNH PT Raised to $300.00 #stocks,UNH,1 +7/20/2019 3:45,$UNH - UnitedHealth Group: A Low Dividend But Growing At 20% ,UNH,0 +7/20/2019 1:28,UnitedHealth Group $UNH Downgraded to ¡§Hold¡¨ at Zacks Investment Research ,UNH,0 +7/19/2019 12:26,Raymond James Raises UnitedHealth Group $UNH Price Target to $300.00 #stocks,UNH,1 +7/19/2019 9:52,"Stocks edge higher on Wall Street, narrowing weekly losses $UNH #UNH #Earningsestimates #Earnings¡K ",UNH,1 +7/19/2019 5:45,"UnitedHealth Group $UNH Announces Quarterly Earnings Results, Beats Expectations By $0.14 EPS ",UNH,1 +7/19/2019 5:15,Zacks Investment Research Downgrades UnitedHealth Group $UNH to Hold ,UNH,0 +7/19/2019 4:50,UnitedHealth Group $UNH PT Raised to $312 at Oppenheimer ,UNH,1 +7/18/2019 23:02,UnitedHealth Group $UNH Receives Buy Rating from Cleveland Research ,UNH,1 +7/18/2019 4:07,$UNH beats Q2 $3.42 vs $2.98 estimate. Raises 2019 profit forecast to $14.70-$14.90 vs $14.70.,UNH,1 +7/18/2019 3:52,$UNH - UnitedHealth beats Q2 consensus; 2019 guidance raised ,UNH,1 +7/18/2019 3:14,$UNH beats the Estimize EPS Consensus by 7c and misses the Estimize Revenue Consensus by $386.22M. Reports FQ2 earn¡K ,UNH,0 +7/18/2019 2:57,"$UNH Reports Q2 $3.60 v $3.47e, Rev $60.6B v $60.7Be (UnitedHealth Group Inc)- Raises FY19 $14.70-14.90 v $14.70e¡K ",UNH,1 +7/18/2019 2:56,"$UNH - UnitedHealth EPS beats by $0.14, revenue in-line ",UNH,1 +7/18/2019 1:51,UnitedHealth Group $UNH Rating Lowered to Hold at Zacks Investment Research ,UNH,0 +7/13/2019 22:18,UnitedHealth Group $UNH Shares Gap Up on Analyst Upgrade ,UNH,1 +7/11/2019 11:03,UnitedHealth Group $UNH PT Raised to $290 at Stephens ,UNH,1 +6/26/2019 14:19,"UnitedHealth $UNH cooled for a third day, settling -1.7% to $243.47. Note last Friday's spike high from the 200dma.¡K ",UNH,1 +6/26/2019 10:01,Tech leads stocks higher amid US-China trade deal hopes $UNH #UNH #Economy #Internationaltrade #Stockprices ,UNH,1 +6/21/2019 2:39,UnitedHealth Higher on Report It May Buy Payments Group Equian For $3.2 Billion $UNH,UNH,1 +6/18/2019 10:10,Dividend Stock Analysis Of UnitedHealth Group (UNH) #BUSINESS #DividendStockAnalysis $$ $$ ,UNH,1 +6/14/2019 1:55,"UnitedHealth Group Inc $UNH Director Richard T. Burke Sells 10,000 Shares ",UNH,0 +6/13/2019 5:15,UnitedHealth Group Inc $UNH Raises Dividend to $1.08 Per Share ,UNH,1 +6/12/2019 14:22,"Richard T. Burke Sells 10,000 Shares of UnitedHealth Group Inc $UNH Stock ",UNH,0 +6/12/2019 14:21,"Richard T. Burke Sells 10,000 Shares of UnitedHealth Group Inc $UNH Stock #stocks",UNH,0 +6/11/2019 9:33,?? Dividend Investor: Dividend Stock Analysis of UnitedHealth Group (UNH) via ?¡K ,UNH,1 +6/11/2019 4:18,$UNH - Why UnitedHealth Shares May Keep Moving Higher From Here ,UNH,1 +6/5/2019 7:07,UnitedHealth Group Inc $UNH Increases Dividend to $1.08 Per Share #stocks,UNH,1 +6/5/2019 3:51,$UNH Raises Quarterly dividend 20% to $1.08 from $0.90 (indicated yield 1.79%) (UnitedHealth Group Inc)(More at ,UNH,1 +6/5/2019 3:50,UnitedHealth Group Board Increases Dividend To $1.08 Per Share Cash $UNH,UNH,1 +5/31/2019 5:33,Weekly Investment Analysts¡¦ Ratings Updates for UnitedHealth Group $UNH #stocks,UNH,1 +5/30/2019 14:25,"UnitedHealth Group Inc $UNH Director Sells $2,419,900.00 in Stock #stocks",UNH,0 +5/22/2019 23:03,UnitedHealth Group $UNH Rating Lowered to Hold at Zacks Investment Research #stocks,UNH,0 +5/22/2019 3:05,Chesley Taft & Associates LLC Has Upped Stake in Unitedhealth Group INC $UNH ,UNH,1 +5/22/2019 3:03,Can analysts adopt a bullish outlook for UnitedHealth Group Incorporated $UNH? ,UNH,1 +5/20/2019 2:28,UnitedHealth Group $UNH Raised to ¡§Buy¡¨ at Zacks Investment Research ,UNH,1 +5/19/2019 0:51,UnitedHealth Group $UNH Upgraded by Zacks Investment Research to Buy ,UNH,1 +5/18/2019 10:25,UnitedHealth Group $UNH Rating Increased to Buy at Zacks Investment Research ,UNH,1 +5/15/2019 3:05,Chesley Taft & Associates LLC Stake in Unitedhealth Group INC $UNH Has Raised by $4.05 Million ,UNH,1 +5/14/2019 1:05,UnitedHealth Group $UNH Cut to Hold at Zacks Investment Research #markets,UNH,0 +5/13/2019 3:24,UnitedHealth Group $UNH Upgraded at Citigroup ,UNH,1 +5/13/2019 3:03,"As United Health Group INC $UNH Market Value Declined, Holder Markel Corp Lowered Its Stake by $15.94 Million ",UNH,0 +5/11/2019 13:23,@allstarcharts Nice! $UNH recovering from the healthcare drop and weathering the recent pharma price disclosure ne¡K ,UNH,0 +5/11/2019 10:03,"Analysts Raise Price Targets On GW Pharma's Positive Earnings, Epidiolex Results $GWPH $UNH ",UNH,1 +5/10/2019 8:19,UnitedHealth Group $UNH Upgraded to Buy at Citigroup #stocks,UNH,1 +5/10/2019 3:01,UPDATE: Citi Upgrades UnitedHealth Group $UNH to Buy ,UNH,1 +5/10/2019 2:40,Citi Upgrades UnitedHealth Group $UNH to Buy ,UNH,1 +5/9/2019 2:12,"William C. Ballard, Jr. Sells 5,000 Shares of UnitedHealth Group Inc $UNH Stock #markets",UNH,0 +5/8/2019 6:04,"UnitedHealth Group Inc $UNH Director Sells $1,195,100.00 in Stock #stocks",UNH,0 +5/7/2019 14:22,"Insider Selling: UnitedHealth Group Inc $UNH Director Sells 5,000 Shares of Stock #stocks",UNH,0 +5/7/2019 1:41,"David S. Wichmann Buys 20,000 Shares of UnitedHealth Group Inc $UNH Stock ",UNH,1 +5/6/2019 8:17,"UnitedHealth Group Inc $UNH CEO David S. Wichmann Acquires 20,000 Shares #stocks",UNH,1 +5/6/2019 5:49,UnitedHealth Group $UNH CEO Wichmann Buys Nearly $5M in Stock ,UNH,1 +5/6/2019 1:53,"UnitedHealth Group Inc $UNH Director Purchases $1,499,540.30 in Stock #stocks",UNH,1 +4/26/2019 14:27,"Insider Selling: UnitedHealth Group Inc $UNH Director Sells 10,000 Shares of Stock #stocks",UNH,0 +4/26/2019 11:28,$UNH $RBZ $AAL $PINS $FB $XOM was doing great with respecting plans and not over trading until late day trying to m¡K ,UNH,1 +4/26/2019 7:24,$UNH missed long at the open and same for the past days. tried to revenge by fliipping to short at 235.5. Glad stu¡K ,UNH,1 +4/25/2019 6:54,"TREND REVERSAL UP ALERT: $UNH Unitedhealth Group, Inc ?? TradeIdeas via to FREE Trading Room",UNH,1 +4/22/2019 19:11,Traders Sell Shares of UnitedHealth Group $UNH on Strength $UNH ,UNH,0 +4/21/2019 23:51,UnitedHealth Group $UNH Downgraded by ValuEngine to Sell #markets,UNH,0 +4/21/2019 9:21,UnitedHealth Group Inc $UNH Expected to Post Earnings of $3.47 Per Share ,UNH,1 +4/21/2019 9:21,Zacks: Analysts Expect UnitedHealth Group Inc $UNH to Announce $3.47 EPS #stocks,UNH,1 +4/21/2019 9:21,Zacks: Analysts Expect UnitedHealth Group Inc $UNH to Announce $3.47 EPS ,UNH,1 +4/21/2019 4:53,UnitedHealth Group $UNH PT Lowered to $265.00 at Raymond James ,UNH,0 +4/21/2019 4:46,UnitedHealth Group $UNH Upgraded by Zacks Investment Research to ¡§Buy¡¨ #stocks,UNH,1 +4/21/2019 4:44,UnitedHealth Group $UNH PT Lowered to $247.00 at Citigroup ,UNH,0 +4/21/2019 1:34,UnitedHealth Group $UNH Price Target Lowered to $300.00 at SunTrust Banks #stocks,UNH,0 +4/21/2019 1:32,UnitedHealth Group $UNH Price Target Lowered to $300.00 at SunTrust Banks ,UNH,0 +4/21/2019 0:27,UnitedHealth Group Inc Forecasted to Earn FY2019 Earnings of $14.70 Per Share $UNH ,UNH,1 +4/21/2019 0:25,UnitedHealth Group Inc Forecasted to Earn FY2019 Earnings of $14.70 Per Share $UNH #stocks,UNH,1 +4/20/2019 23:28,Oppenheimer Equities Analysts Boost Earnings Estimates for UnitedHealth Group Inc $UNH ,UNH,1 +4/20/2019 23:25,Oppenheimer Equities Analysts Boost Earnings Estimates for UnitedHealth Group Inc $UNH #markets,UNH,1 +4/20/2019 1:53,SunTrust Banks Trims UnitedHealth Group $UNH Target Price to $300.00 ,UNH,0 +4/20/2019 1:53,Citigroup Cuts UnitedHealth Group $UNH Price Target to $247.00 ,UNH,1 +4/20/2019 1:51,UnitedHealth Group $UNH PT Lowered to $247.00 #markets,UNH,0 +4/20/2019 1:50,UnitedHealth Group $UNH Stock Rating Lowered by ValuEngine #stocks,UNH,0 +4/20/2019 1:50,UnitedHealth Group $UNH PT Lowered to $270.00 at Barclays ,UNH,0 +4/20/2019 1:49,Morgan Stanley Cuts UnitedHealth Group $UNH Price Target to $285.00 ,UNH,1 +4/19/2019 23:57,UnitedHealth Group Inc Expected to Earn Q2 2019 Earnings of $3.40 Per Share $UNH ,UNH,1 +4/19/2019 22:53,Investors Sell Shares of UnitedHealth Group $UNH on Strength After Analyst Downgrade ,UNH,0 +4/19/2019 22:53,Investors Sell UnitedHealth Group $UNH on Strength on Analyst Downgrade ,UNH,0 +4/19/2019 8:36,UnitedHealth Group $UNH Cut to Sell at ValuEngine #markets,UNH,0 +4/19/2019 8:36,UnitedHealth Group $UNH Cut to Sell at ValuEngine #stocks,UNH,0 +4/19/2019 7:01,Piper Jaffray Companies Analysts Cut Earnings Estimates for UnitedHealth Group Inc $UNH #stocks,UNH,0 +4/19/2019 6:59,Piper Jaffray Companies Analysts Cut Earnings Estimates for UnitedHealth Group Inc $UNH ,UNH,0 +4/19/2019 6:41,Cantor Fitzgerald Raises UnitedHealth Group FY2019 Earnings Estimates to $14.70 EPS (Previously $14.65). $UNH #UNH,UNH,1 +4/19/2019 6:23,Svb Leerink Raises UnitedHealth Group Q3 2019 Earnings Estimates to $3.91 EPS (Previously $3.90). $UNH #UNH,UNH,1 +4/19/2019 6:12,Bank of America Reaffirms Buy Rating for UnitedHealth Group $UNH #markets,UNH,1 +4/19/2019 6:09,Barclays Trims UnitedHealth Group $UNH Target Price to $270.00 ,UNH,0 +4/19/2019 6:05,Oppenheimer Raises UnitedHealth Group Q2 2019 Earnings Estimates to $3.48 EPS (Previously $3.39). $UNH #UNH,UNH,1 +4/19/2019 0:19,"UnitedHealth Group Inc $UNH to Post FY2020 Earnings of $16.98 Per Share, Svb Leerink Forecasts ",UNH,1 +4/18/2019 13:12,Today $UNH $LEVI $FB $SPY from SwatOptions App Portfolio (click on each position to see all details on trade) ,UNH,1 +4/18/2019 13:00,Today action was just too hard: $UNH stopped to see it go $$$ later. $LEVI lotto loss. $FB stop hit. $SPY saved day ,UNH,1 +4/18/2019 9:46,UnitedHealth Group $UNH Given Buy Rating at Bank of America ,UNH,1 +4/18/2019 4:06,Q2 2019 EPS Estimates for UnitedHealth Group Inc $UNH Raised by Analyst #stocks,UNH,1 +4/18/2019 4:06,Q2 2019 EPS Estimates for UnitedHealth Group Inc Decreased by Analyst $UNH #stocks,UNH,0 +4/18/2019 3:56,Piper Jaffray Companies Lowers UnitedHealth Group Q2 2019 Earnings Estimates to $3.40 EPS (Previously $3.46).¡K ,UNH,1 +4/18/2019 3:56,SunTrust Banks Raises UnitedHealth Group Q2 2019 Earnings Estimates to $3.46 EPS (Previously $3.41). $UNH #UNH,UNH,1 +4/18/2019 3:56,Jefferies Financial Group Raises UnitedHealth Group Q2 2019 Earnings Estimates to $3.42 EPS (Previously $3.38).¡K ,UNH,1 +4/17/2019 16:30,UnitedHealth $UNH settled -1.9% to $216.84. Note a second day of monstrous volume. This ongoing carnage is not just¡K ,UNH,1 +4/17/2019 12:22,UnitedHealth Group $UNH Raised to ¡§Buy¡¨ at Zacks Investment Research #markets,UNH,1 +4/17/2019 9:08,What happened to the talking heads who have bought $UNH all the way down? Crickets.,UNH,1 +4/17/2019 8:13,UnitedHealth Group $UNH PT Lowered to $265.00 at Raymond James #stocks,UNH,0 +4/17/2019 8:13,Morgan Stanley Cuts UnitedHealth Group $UNH Price Target to $285.00 #stocks,UNH,1 +4/17/2019 8:13,Bank of America Cuts UnitedHealth Group $UNH Price Target to $290.00 #stocks,UNH,1 +4/17/2019 7:45,UnitedHealth Group $UNH Price Target Lowered to $265.00 at Raymond James ,UNH,0 +4/17/2019 5:54,UnitedHealth Group $UNH PT Lowered to $285 at Morgan Stanley ,UNH,0 +4/17/2019 3:47,UnitedHealth Group $UNH PT Lowered to $247 at Citi ,UNH,0 +4/17/2019 3:08,"As Unitedhealth Group INC $UNH Market Value Declined, Holder Raymond James & Associates Has Lowered by $14.01 Milli¡K ",UNH,0 +4/17/2019 3:08,Raymond James & Associates Has Trimmed Its Stake in Unitedhealth Group INC $UNH by $14.01 Million as Shares Declined ,UNH,0 +4/16/2019 16:41,"UnitedHealth $UNH saw early sig' gains quickly reverse, settling -4.0% to $220.96. Earnings were good, and guidance¡K ",UNH,1 +4/16/2019 10:01,"Filled $UNH 21Jun 180P on failure to recover 220 level. Risk 2pts, reward 42-76pts. ",UNH,1 +4/16/2019 8:15,$UNH killer unwind todayOn that note going to be watching $ICPT feel like we see this dunk into $70-80s near term¡K ,UNH,1 +4/16/2019 6:44,$UNH +0.5% after earnings and revenues beat and the company raised guidance. You can see our analysis shows the sto¡K ,UNH,1 +4/16/2019 3:23,UnitedHealth Group $UNH Tops Q1 EPS by 14c; Raises Outlook ,UNH,1 +4/16/2019 3:18,Svb Leerink Raises UnitedHealth Group Q1 2019 Earnings Estimates to $3.65 EPS (Previously $3.60). $UNH #UNH,UNH,1 +4/15/2019 11:33,Managed Care names running higher today after recent weakness ahead of $UNH report this week,UNH,1 +4/15/2019 11:00,"$UNH reports before the open tomorrow, Estimize Consensus +0.04 EPS and +327.38M Revs compared to WS - ",UNH,1 +4/13/2019 22:05,UnitedHealth Group $UNH Set to Announce Quarterly Earnings on Tuesday #markets,UNH,1 +4/12/2019 10:08,$UNH hardly bouncing... This $ANTM am sticking to 220 area,UNH,1 +4/12/2019 9:22,"Pure destruction in $UNH ? $224.58 almost to target puts are +1,000% now ?? #StockHunter",UNH,1 +4/11/2019 23:58,UnitedHealth Group Inc Expected to Earn Q1 2020 Earnings of $3.96 Per Share $UNH ,UNH,1 +4/11/2019 13:38,"RT @HedgeyeHC: I'm guessing the buyside is dialing for dollars to ""consultants"" with the following ""wait, I thought you said..."" $UNH is t¡K",UNH,1 +4/11/2019 10:56,$UNH taking a beating today would of been a nice one to catch today looks like $230 under possible,UNH,1 +4/10/2019 3:05,"As Unitedhealth Group INC $UNH Shares Declined, Shareholder Norinchukin Bank The Has Trimmed Position by $3.89 Mill¡K ",UNH,0 +4/8/2019 22:20,UnitedHealth Group $UNH Scheduled to Post Earnings on Tuesday #stocks,UNH,1 +4/6/2019 3:30,Unitedhealth Group INC $UNH Holder Westfield Capital Management Company LP Raised Stake ,UNH,1 +4/5/2019 3:07,This is what analysts have to say about UnitedHealth Group Incorporated $UNH after last week. ,UNH,1 +4/4/2019 4:00,Stone Ridge Asset Management LLC Stake in Unitedhealth Group INC $UNH Has Lowered by $3.14 Million ,UNH,0 +4/1/2019 3:36,UnitedHealth Group Inc $UNH Expected to Announce Earnings of $3.59 Per Share ,UNH,1 +3/31/2019 15:28,$UNH double bottom and very close to a dragonfly on weekly ?? ,UNH,1 +3/31/2019 5:32,Waddell & Reed Financial INC Has Lowered Stake in Unitedhealth Group INC $UNH by $10.75 Million ,UNH,0 +3/31/2019 5:30,"As Unitedhealth Group INC $UNH Stock Price Declined, Holder Waddell & Reed Financial INC Has Decreased Holding ",UNH,0 +3/29/2019 15:19,UnitedHealth Group Inc $UNH Expected to Announce Earnings of $3.59 Per Share #stocks,UNH,1 +3/28/2019 12:15,"Unitedhealth Group $UNH Holder Pictet Bank & Trust LTD Has Upped Stake by $306,270 as Market Valuation Declined; Ma¡K ",UNH,1 +3/28/2019 11:04,"As Unitedhealth Group $UNH Share Value Declined, Holder Abrams Bison Investments Trimmed by $31.13 Million Its Hold¡K ",UNH,0 +3/28/2019 3:26,Capital Management Associates Has Lowered Its Unitedhealth Group $UNH Holding as Valuation Declined; Apg Asset Mana¡K ,UNH,0 +3/27/2019 10:59,Traders Buy Shares of UnitedHealth Group $UNH on Weakness ,UNH,1 +3/27/2019 8:55,"As Unitedhealth Group $UNH Market Valuation Declined, Partner Fund Management LP Raised Its Holding; As Amc Entmt H¡K ",UNH,1 +3/27/2019 3:21,"Palisade Asset Management Has Decreased Unitedhealth Group $UNH Position by $341,130 as Stock Declined; Facebook¡K ",UNH,0 +3/26/2019 12:03,Calamos Advisors Holding in Unitedhealth Group $UNH Trimmed by $4.33 Million; Suncoast Equity Management Has Trimme¡K ,UNH,0 +3/26/2019 3:34,"As Unitedhealth Group $UNH Stock Price Declined, Buckingham Asset Management Has Lowered Holding; Highvista Strateg¡K ",UNH,0 +3/25/2019 10:26,"As Unitedhealth Group $UNH Stock Value Declined, Vontobel Asset Management Upped Stake; Foundation Resource Managem¡K ",UNH,1 +3/25/2019 4:58,Voya Investment Management LLC Holding in Unitedhealth Group INC $UNH Lowered as Stock Declined ,UNH,0 +3/23/2019 20:34,$UNH a revisit of 235 looks to be in the cards ,UNH,1 +3/23/2019 4:30,Analysts take a look at UnitedHealth Group Incorporated $UNH having this to say. ,UNH,1 +3/23/2019 2:34,"Richard T. Burke Sells 5,000 Shares of UnitedHealth Group Inc $UNH Stock #markets",UNH,0 +3/23/2019 2:34,"Richard T. Burke Sells 5,000 Shares of UnitedHealth Group Inc $UNH Stock #stocks",UNH,0 +3/22/2019 12:04,Zacks Investment Research Lowers UnitedHealth Group $UNH to Hold ,UNH,1 +3/22/2019 10:49,"UnitedHealth Group Inc $UNH Director Richard T. Burke Sells 5,000 Shares ",UNH,0 +3/22/2019 4:11,Chesley Taft & Associates LLC Has Upped Stake in Unitedhealth Group INC $UNH by $4.05 Million as Share Price Decli¡K ,UNH,1 +3/21/2019 22:59,Investors Sell Shares of UnitedHealth Group $UNH on Strength Following Insider Selling ,UNH,0 +3/21/2019 14:21,"Insider Selling: UnitedHealth Group Inc $UNH Director Sells 5,000 Shares of Stock ",UNH,0 +3/21/2019 14:19,Traders Sell UnitedHealth Group $UNH on Strength on Insider Selling #markets,UNH,0 +3/21/2019 14:19,"Richard T. Burke Sells 5,000 Shares of UnitedHealth Group Inc $UNH Stock #markets",UNH,0 +3/20/2019 2:42,UnitedHealth Group $UNH Downgraded to ¡§Hold¡¨ at Zacks Investment Research #markets,UNH,0 +3/20/2019 2:42,UnitedHealth Group $UNH Downgraded to ¡§Hold¡¨ at Zacks Investment Research #stocks,UNH,0 +3/19/2019 13:00,UnitedHealth Group $UNH Downgraded by Zacks Investment Research ,UNH,0 +3/18/2019 19:40,BidaskScore Reports That They Have Upgraded UnitedHealth Group $UNH Shares ,UNH,1 +3/17/2019 2:32,"UnitedHealth Group Inc $UNH Director Sells $1,225,050.00 in Stock ",UNH,0 +3/16/2019 22:29,Traders Buy Shares of UnitedHealth Group $UNH on Weakness Following Insider Selling ,UNH,0 +3/16/2019 14:28,Investors Buy Shares of UnitedHealth Group $UNH on Weakness on Insider Selling #markets,UNH,0 +3/16/2019 12:35,"UnitedHealth Group Inc $UNH Director Gail R. Wilensky Sells 2,930 Shares ",UNH,0 +3/16/2019 5:16,Traders Buy Shares of UnitedHealth Group $UNH on Weakness on Insider Selling ,UNH,0 +3/15/2019 23:30,Investors Sell UnitedHealth Group $UNH on Strength After Insider Selling ,UNH,0 +3/15/2019 14:41,"UnitedHealth Group Inc $UNH Director Gail R. Wilensky Sells 2,930 Shares #stocks",UNH,0 +3/14/2019 19:43,Traders Sell UnitedHealth Group $UNH on Strength Following Insider Selling ,UNH,0 +3/14/2019 19:39,Investors Sell Shares of UnitedHealth Group $UNH on Strength on Insider Selling ,UNH,0 +3/14/2019 17:21,"Richard T. Burke Sells 5,000 Shares of UnitedHealth Group Inc $UNH Stock ",UNH,0 +3/13/2019 13:25,Markets Right Now: Stocks close higher on Wall Street $UNH #UNH #Stockmarkets #Financialmarkets #Executivechanges ,UNH,1 +3/12/2019 5:37,$UNH (-0.1% pre) UnitedHealth gives drug discounts directly to consumers in move beyond Trump crackdown - CNBC,UNH,1 +3/12/2019 4:20,Hudson Bay Capital Management LP Position in Unitedhealth Group INC $UNH Lowered by $8.20 Million as Share Price De¡K ,UNH,0 +1/15/2020 2:31,Verizon Communications $VZ Stock Rating Lowered by Zacks Investment Research ,VZ,0 +1/14/2020 1:00,Verizon is changing the way it sells its internet and cable packages as customers are increasingly seeking ways to¡K ,VZ,0 +1/12/2020 11:21,Verizon Communications $VZ Cut to ¡§Hold¡¨ at Zacks Investment Research ,VZ,0 +1/11/2020 14:50,Verizon Communications $VZ Cut to ¡§Hold¡¨ at Zacks Investment Research #markets,VZ,0 +1/11/2020 5:23,"$BRK.B $AAPL $VZ $AVGO $SPX:Alaska Sold Berkshire, Apple, Verizon, and Broadcom Stock as 2019 Ended:",VZ,0 +1/9/2020 23:42,Verizon Communications Sees Unusually High Options Volume $VZ ,VZ,1 +1/9/2020 6:38,Verizon to drop cable bundles and ease changes to TV packages ,VZ,0 +1/8/2020 6:44,Verizon Communications Inc. $VZ Plans Quarterly Dividend of $0.62 ,VZ,1 +1/7/2020 5:14,Verizon Communications Inc. $VZ To Go Ex-Dividend on January 9th ,VZ,1 +12/20/2019 13:06,$VZ Is that some high divergence I spy with my eye? ,VZ,1 +12/14/2019 10:23,Short Interest in Verizon Communications Inc. $VZ Increases By 8.0% ,VZ,1 +12/14/2019 10:23,Short Interest in Verizon Communications Inc. $VZ Increases By 8.0% #stocks,VZ,1 +12/14/2019 10:21,Short Interest in Verizon Communications Inc. $VZ Increases By 8.0% #markets,VZ,1 +12/13/2019 7:12,The industry average ROE is 10.63%. $VZ outperforms 96% of its industry peers. ,VZ,1 +12/11/2019 9:34,RT @ivanhoff2: $VZ is a super-slow mover but it continues to set up near its all-time highs and it pays a 4% dividend. Here's a very long-t¡K,VZ,1 +12/8/2019 5:11,Verizon Communications Inc. Declares Quarterly Dividend of $0.62 $VZ ,VZ,1 +12/7/2019 5:54,Verizon Communications Inc. Announces Quarterly Dividend of $0.62 $VZ ,VZ,1 +12/7/2019 5:54,Verizon Communications Inc. Plans Quarterly Dividend of $0.62 $VZ #stocks,VZ,1 +12/6/2019 16:19,Verizon Communications Inc. $VZ to Issue $0.62 Quarterly Dividend #stocks,VZ,1 +12/6/2019 10:32,?? Dividend Ideas: Verizon Communications: Featured Stock In November's Safest Dividend Yields Model Portfolio¡K ,VZ,1 +12/6/2019 8:14,$VZ - Verizon Communications: Featured Stock In November's Safest Dividend Yields Model Portfolio. Sign up for upda¡K ,VZ,1 +11/28/2019 11:24,"Insider Selling: Verizon Communications Inc. $VZ EVP Sells 1,346 Shares of Stock ",VZ,0 +11/27/2019 13:08,"Verizon Communications Inc. $VZ EVP Craig L. Silliman Sells 1,346 Shares #stocks",VZ,0 +11/18/2019 13:23,Verizon Communications $VZ Cut to ¡§Hold¡¨ at HSBC #stocks,VZ,0 +11/16/2019 17:09,Verizon Communications $VZ Downgraded by HSBC to Hold ,VZ,0 +11/16/2019 17:05,Verizon Communications $VZ Rating Lowered to Hold at HSBC #markets,VZ,0 +11/15/2019 2:48,Weekly Investment Analysts¡¦ Ratings Updates for Verizon Communications $VZ #stocks,VZ,1 +11/9/2019 3:17,"RT @SwingTradeBot: $VZ technical alerts: Fell Below 50 DMA, Bollinger Band Squeeze, Fell Below 20 DMA, and Expansion P... ",VZ,0 +11/8/2019 5:03,Verizon Communications $VZ Rating Lowered to Neutral at Nomura #markets,VZ,0 +11/6/2019 11:52,".@JimCramer: Walgreens Boots Alliance, Verizon and the new Dow Chemical are all attractive buys if the Dow Jones in¡K ",VZ,1 +11/6/2019 2:43,Verizon Communications $VZ Rating Lowered to Neutral at Nomura ,VZ,0 +11/5/2019 10:03,"TREND REVERSAL DOWN ALERT: $VZ Verizon Communications, Inc ?? TradeIdeas via to FREE Trading Room",VZ,0 +11/4/2019 5:32,Verizon Communications $VZ Downgraded to Neutral at Nomura #stocks,VZ,0 +11/1/2019 3:27,"Craig L. Silliman Sells 1,349 Shares of Verizon Communications Inc. $VZ Stock ",VZ,0 +11/1/2019 1:27,Verizon Communications $VZ Price Target Raised to $69.00 ,VZ,1 +10/31/2019 18:53,Verizon Communications $VZ Price Target Raised to $69.00 #markets,VZ,1 +10/31/2019 5:58,"Verizon Communications Inc. $VZ EVP Craig L. Silliman Sells 1,349 Shares ",VZ,0 +10/30/2019 2:54,SunTrust Banks Raises Verizon Communications FY2019 Earnings Estimates to $4.93 EPS (Previously $4.81). $VZ #VZ,VZ,1 +10/25/2019 11:36,"Verizon Communications $VZ Releases Quarterly Earnings Results, Beats Estimates By $0.01 EPS #stocks",VZ,1 +10/25/2019 9:20,Verizon beats Wall Street estimates for third-quarter profit and revenue on Friday as the company reported postpaid¡K ,VZ,1 +10/25/2019 6:04,"$VZ: Verizon beats by $0.02, reports revs in-line; affirms outlook ",VZ,1 +10/25/2019 6:03,$VZ $ATNI $GOGO $USM:Verizon (VZ) Q3 Earnings Beat Estimates on Wireless Strength:,VZ,1 +10/25/2019 5:42,$VZ (+0.9% pre) Verizon stock gains after earnings beat - MW,VZ,1 +10/25/2019 5:19,"Verizon Communications Q3 Adj. EPS $1.25 Beats $1.24 Estimate, Sales $32.894B Beat $32.74B Estimate $VZ @benzinga",VZ,1 +10/25/2019 4:33,$VZ:Verizon Third-Quarter Earnings Beat Analysts¡¦ Forecasts:,VZ,1 +10/25/2019 4:24,$VZ misses the Estimize EPS Consensus by 1c and beats the Estimize Revenue Consensus by $153.83M. Reports FQ3 earni¡K ,VZ,0 +10/18/2019 7:09,RT @ivanhoff2: $VZ - try finding another stock that pays a 4% dividend and has a chart that looks like that. @MarketSmith ,VZ,1 +10/9/2019 8:47,SunTrust Banks Increases Verizon Communications $VZ Price Target to $68.00 #stocks,VZ,1 +10/8/2019 5:17,Verizon Communications Inc. $VZ Announces Quarterly Dividend of $0.62 ,VZ,1 +10/7/2019 17:48,Verizon Acquires Jaunt For AR And VR Tech - ,VZ,1 +10/7/2019 15:48,Verizon Acquires Jaunt For AR & VR Tech - ,VZ,1 +10/7/2019 15:34,$VZ - Verizon Acquires Jaunt For AR & VR Tech. Get more updates here: #stockmarket #stocks #investing,VZ,1 +10/5/2019 21:57,$VZ may break out. Our analyzer suggests a buy stop @60.9 with a stop @58.32 as a possible low risk setup..¡K ,VZ,0 +10/5/2019 15:20,Verizon Communications $VZ Downgraded by ValuEngine to ¡§Sell¡¨ ,VZ,0 +10/3/2019 2:47,"Insider Selling: Verizon Communications Inc. $VZ EVP Sells 1,349 Shares of Stock #stocks",VZ,0 +10/1/2019 12:47,Verizon has sold mapping service MapQuest as the telecom giant continues to trim its media investments ,VZ,0 +10/1/2019 1:01,Verizon acquires Jaunt XR¡¦s augmented reality technology ,VZ,1 +9/30/2019 10:45,$VZ: Verizon acquires Jaunt XR; terms not disclosed ,VZ,1 +9/12/2019 16:28,We¡¦re excited to have Verizon CEO Hans Vestberg sit down for a fireside chat at Disrupt SF ,VZ,0 +9/9/2019 6:49,We own some Verizon for the dividend valuation and 5G opportunity. With ATT investment from Elliott. This set of as¡K ,VZ,1 +9/7/2019 2:55,"Insider Selling: Verizon Communications Inc. $VZ CEO Sells $981,750.00 in Stock ",VZ,0 +9/6/2019 3:46,Verizon Just Boosted Its Dividend ,VZ,1 +9/6/2019 1:03,Zacks Investment Research Upgrades Verizon Communications $VZ to ¡§Buy¡¨ ,VZ,1 +9/6/2019 1:01,Zacks Investment Research Upgrades Verizon Communications $VZ to ¡§Buy¡¨ #markets,VZ,1 +9/5/2019 17:38,Verizon Communications Inc. $VZ to Issue Quarterly Dividend of $0.62 #stocks,VZ,1 +9/5/2019 7:49,Verizon $VZ Raises Quarterly Dividend 2.1% to $0.6150; 4.2% Yield ,VZ,1 +9/5/2019 7:51,$VZ - Verizon declares $0.6150 dividend ,VZ,1 +9/5/2019 1:38,Verizon Communications $VZ Upgraded at Zacks Investment Research ,VZ,1 +9/4/2019 21:10,"Verizon Communications Inc. $VZ CEO Tami A. Erwin Sells 17,000 Shares #stocks",VZ,0 +9/4/2019 3:48,Verizon Can Be A Defensive Play With A 4% Dividend - ,VZ,1 +9/4/2019 3:45,$VZ - Verizon Can Be A Defensive Play With A 4% Dividend ,VZ,1 +9/2/2019 17:10,$VZ - Verizon: Broken Dividend Model ,VZ,1 +8/31/2019 22:13,Q3 2019 EPS Estimates for Verizon Communications Inc. Decreased by Oppenheimer $VZ ,VZ,0 +8/30/2019 22:58,Verizon Communications $VZ Upgraded by Oppenheimer to ¡§Outperform¡¨ #stocks,VZ,1 +8/29/2019 4:44,Oppenheimer Raises Verizon Communications Q4 2019 Earnings Estimates to $1.16 EPS (Previously $1.15). $VZ #VZ,VZ,1 +8/28/2019 23:03,Oppenheimer Upgrades Verizon Communications $VZ to Outperform ,VZ,1 +8/28/2019 8:29,"Verizon Communications Inc. $VZ EVP Craig L. Silliman Sells 1,349 Shares #stocks",VZ,0 +8/28/2019 7:03,$VZ - Verizon: Forecasting The September Dividend Increase ,VZ,1 +8/27/2019 8:24,"Verizon, WW, MongoDB upgrades among today's top analyst actions $VZ $WW $MDB $AMZN $RRGB $ROKU $NFLX¡K ",VZ,1 +8/27/2019 6:19,Verizon Communications $VZ Raised to ¡§Outperform¡¨ at Oppenheimer #stocks,VZ,1 +8/24/2019 11:53,"Achmea Investment Management B.V. Sells 15,143 Shares of Verizon Communications Inc. (NYSE:VZ) - TechNewsObserver¡K ",VZ,0 +8/13/2019 3:18,Verizon sells Tumblr to Wordpress owner six years after Yahoo bought it for $1.1 billion,VZ,0 +8/12/2019 23:14,so Verizon has sold tumblr for rumoured $3m. Its previous owner Yahoo bought it in 2013 for $1.1bn ,VZ,0 +8/12/2019 15:52,RT @ArdavanH: Finally Marissa Mayer vindicated:2013: Yahoo bought #Tumblr for $1.1 Billion. Today: Verizon sold Tumblr to Automattic fo¡K,VZ,0 +8/12/2019 13:56,$VZ $WIX $SQ:Verizon sells Tumblr to WordPress owner six years after Yahoo bought it for $1.1 billion:,VZ,0 +8/12/2019 13:48,Verizon sells Tumblr to Wordpress owner six years after Yahoo bought it for $1.1 billion ,VZ,0 +8/9/2019 0:15,Verizon Communications $VZ Upgraded by Zacks Investment Research to Buy ,VZ,1 +8/8/2019 3:06,Oppenheimer Raises Verizon Communications Q3 2019 Earnings Estimates to $1.24 EPS (Previously $1.16). $VZ #VZ,VZ,1 +8/7/2019 4:16,Oppenheimer Raises Verizon Communications FY2019 Earnings Estimates to $4.83 EPS (Previously $4.69). $VZ #VZ,VZ,1 +8/5/2019 9:33,$VZ - Verizon's High Yield May Be Too Hard Too Ignore ,VZ,1 +8/5/2019 2:39,"Insider Selling: Verizon Communications Inc. $VZ EVP Sells $76,285.95 in Stock #markets",VZ,0 +8/4/2019 22:05,Q3 2019 EPS Estimates for Verizon Communications Inc. $VZ Lowered by KeyCorp #stocks,VZ,0 +8/1/2019 6:35,"Verizon Q2 profit beats estimates, boosted by wireless growth by @ScottGamm ",VZ,1 +8/1/2019 4:26,Verizon beats profit estimates as monthly phone subscribers jump #economy #MarketScreener ,VZ,1 +8/1/2019 4:10,$VZ beats the Estimize EPS Consensus by 1c and misses the Estimize Revenue Consensus by $393.21M. Reports FQ2 earni¡K ,VZ,0 +7/21/2019 11:03,$VZ #5g 1GBPS beats #china #5G 0.7 GBPS ,VZ,1 +7/18/2019 7:14,$INSG: Inseego jumps 5% after Verizon (VZ) announced the debut of its fifth 5G-enabled device with the launch of th¡K ,VZ,1 +7/11/2019 2:48,Verizon Earnings Preview: What Could Possibly Send Shares Higher - ,VZ,1 +7/11/2019 2:05,$VZ - Verizon Earnings Preview: What Could Possibly Send Shares Higher ,VZ,1 +7/11/2019 1:14,"3 Dividend Stocks To Help Charge Retirement Income: Duke, Apple, Verizon - ",VZ,1 +7/9/2019 22:51,Verizon Communications $VZ Stock Rating Lowered by Citigroup ,VZ,0 +7/8/2019 11:57,"RT @HalftimeReport: Downgrade deluge¡KApple cut to sell at Rosenblatt, while Citi downgraded Juniper to sell & Verizon to neutral. Plus: Mor¡K",VZ,0 +7/8/2019 4:59,"Verizon shares fall after Citi downgrades the stock, predicting lower wireless pricing ahead ",VZ,0 +7/8/2019 4:43,Verizon Communications $VZ Rating Lowered to Neutral at Citigroup #stocks,VZ,0 +7/8/2019 3:16,Citi Downgrades Verizon Communications $VZ to Neutral ,VZ,0 +7/3/2019 6:43,$VZ $MNST:3 Top Dividend Stocks to Buy Right Now:,VZ,1 +6/29/2019 5:04,"Verizon Communications Inc. $VZ EVP Craig L. Silliman Sells 1,349 Shares of Stock ",VZ,0 +6/28/2019 8:22,"Craig L. Silliman Sells 1,349 Shares of Verizon Communications Inc. $VZ Stock #stocks",VZ,0 +6/27/2019 8:57,Zoom Video Jumps Midday on Verizon Partnership - ,VZ,1 +6/24/2019 14:04,"Do you prefer Dividend Adjusted Charts, or Price Only? How do your $XLF and $VZ charts look? Why do you choose one¡K ",VZ,1 +6/14/2019 4:58,$LVMUY $VZ $GILD:3 Top Dividend Stocks to Buy in June:,VZ,1 +6/7/2019 4:06,Verizon Communications Inc. $VZ Plans $0.60 Quarterly Dividend ,VZ,1 +6/6/2019 8:46,Verizon Communications Inc. $VZ to Issue $0.60 Quarterly Dividend #stocks,VZ,1 +6/6/2019 8:35,$VZ - Verizon declares $0.6025 dividend ,VZ,1 +6/2/2019 6:13,"Insider Selling: Verizon Communications Inc. $VZ EVP Sells 1,349 Shares of Stock ",VZ,0 +6/1/2019 22:29,Verizon Communications $VZ Shares Gap Down Following Insider Selling ,VZ,0 +5/30/2019 12:28,2-2 Week down setting up Monthly Rev Strat $VZ #TheStrat ,VZ,0 +5/30/2019 7:34,$VZ - Verizon -2.1% as UBS downgrades with difficult comps ahead ,VZ,0 +5/30/2019 6:47,"That Verizon downgrade weighing heavy this morning. More importantly, the chart couldn't break out in the last several days...",VZ,0 +5/30/2019 5:47,Verizon Communications $VZ Downgraded by UBS Group to Neutral #stocks,VZ,0 +5/30/2019 2:31,Verizon downgraded to Neutral from Buy at UBS $VZ ,VZ,0 +5/26/2019 19:48,"5G, Less Debt, And A Growing Yield, That's Verizon - ",VZ,1 +5/26/2019 19:05,"$VZ - 5G, Less Debt, And A Growing Yield, That's Verizon ",VZ,1 +5/22/2019 3:02,Park National Corp Upped Its Verizon Communications INC $VZ Position ,VZ,1 +5/20/2019 14:12,RT @Public_Citizen: Verizon downgraded a California fire department¡¦s internet service during the state¡¦s largest-ever wildfire. Due to the¡K,VZ,0 +5/20/2019 3:49,Washington Trust Bank Holding in Verizon Commun $VZ Has Lowered as Market Valuation Declined ,VZ,0 +5/17/2019 4:17,"As Verizon Communications INC $VZ Valuation Declined, Park National Corp Has Upped by $13.09 Million Its Position ",VZ,1 +5/15/2019 3:02,Verizon Communications INC $VZ Stock Declined While Park National Corp Raised Stake ,VZ,1 +5/12/2019 3:02,Verizon Communications INC $VZ Shareholder Park National Corp Raised Its Holding ,VZ,1 +5/10/2019 5:04,Verizon Communications $VZ Lowered to Hold at Zacks Investment Research ,VZ,0 +5/8/2019 0:55,Verizon Communications $VZ Rating Lowered to Hold at Zacks Investment Research ,VZ,0 +5/4/2019 10:05,#Dividend Google Alert - Dividend Aristocrat Verizon: Dividend Aristocrat Verizon Daily¡K ,VZ,1 +5/3/2019 12:25,"Verizon Communications Inc. $VZ SVP Anthony T. Skiadas Sells 6,134 Shares #stocks",VZ,0 +5/2/2019 4:19,$VZ:Verizon Stock Should Be the Next Addition to Your Dividend Portfolio:,VZ,1 +4/30/2019 23:39,Verizon Communications Inc. $VZ Short Interest Down 27.4% in April #stocks,VZ,0 +4/28/2019 13:00,?? Dividend Ideas: Is Verizon A Utility On Steroids? via ? ,VZ,1 +4/27/2019 3:43,FY2019 EPS Estimates for Verizon Communications Inc. $VZ Raised by Analyst ,VZ,1 +4/26/2019 6:08,Verizon Communications Inc. $VZ Expected to Earn Q3 2019 Earnings of $1.18 Per Share #stocks,VZ,1 +4/26/2019 6:08,Verizon 5G rollout: Here is everything you need to know #Inseego #Stock #MarketScreener ,VZ,1 +4/25/2019 23:37,Verizon Communications Inc. Forecasted to Post Q2 2019 Earnings of $1.23 Per Share $VZ ,VZ,1 +4/25/2019 10:52,$VZ - Verizon: Struggles To Persist ,VZ,1 +4/25/2019 9:50,$VZ:Verizon Pauses Plans to Charge for 5G:,VZ,1 +4/25/2019 5:42,SunTrust Banks Lowers Verizon Communications Q1 2020 Earnings Estimates to $1.15 EPS (Previously $1.16). $VZ #VZ,VZ,1 +4/25/2019 4:45,Oppenheimer Raises Verizon Communications FY2019 Earnings Estimates to $4.64 EPS (Previously $4.63). $VZ #VZ,VZ,1 +4/25/2019 3:39,"Verizon Communications Inc. to Post Q2 2019 Earnings of $1.18 Per Share, KeyCorp Forecasts $VZ #stocks",VZ,1 +4/25/2019 3:37,William Blair Raises Verizon Communications Q2 2019 Earnings Estimates to $1.23 EPS (Previously $1.17). $VZ #VZ,VZ,1 +4/25/2019 3:37,KeyCorp Raises Verizon Communications Q2 2019 Earnings Estimates to $1.18 EPS (Previously $1.17). $VZ #VZ,VZ,1 +4/24/2019 21:11,Investors Sell Shares of Verizon Communications $VZ on Strength $VZ ,VZ,0 +4/24/2019 7:25,"Verizon is partnering with Google to provide its customers with access to Google's TV streaming service, YouTube TV¡K ",VZ,1 +4/24/2019 6:25,"Verizon Communications $VZ Posts Quarterly Earnings Results, Beats Expectations By $0.03 EPS ",VZ,1 +4/23/2019 16:00,"Fuse Media missed a deadline to make a bond payment in the aftermath of struggles with Comcast, Verizon and DirecTV ",VZ,1 +4/23/2019 14:08,Verizon and Google ink deal to offer YouTube TV to Verizon wireless and Fios subscribers ,VZ,1 +4/23/2019 13:06,Verizon Communications : Correction to article on Verizon losing wireless phone customers ...¡K ,VZ,1 +4/23/2019 9:45,Verizon $VZ shares fall as investor focus turns to 1Q wireless subscriber miss. ,VZ,1 +4/23/2019 9:15,Verizon lost lucrative phone customers in the first quarter as it offered fewer deals and focused on upgrading to 5G ,VZ,1 +4/23/2019 5:29,Verizon Q1 beats analyst expectations with earnings per share of $1.22 by @anthonyha,VZ,1 +4/23/2019 4:36,$VZ SHARES UP ABOUT 1.7% PREMARKET AFTER RESULTS,VZ,1 +4/22/2019 11:00,"$VZ reports before the open tomorrow, Estimize Consensus +0.03 EPS and +122.12M Revs compared to WS - ",VZ,1 +4/22/2019 7:33,Verizon Reports Earnings Tomorrow. Here¡¦s What to Expect. ,VZ,1 +4/21/2019 22:36,Verizon Communications $VZ Set to Announce Quarterly Earnings on Tuesday #stocks,VZ,1 +4/21/2019 22:33,Verizon Communications $VZ Set to Announce Quarterly Earnings on Tuesday ,VZ,1 +4/20/2019 22:30,Verizon Communications $VZ Scheduled to Post Earnings on Tuesday #markets,VZ,1 +4/17/2019 15:54,You don't want to miss the 5G revolution that's starting next year. Its big. $AAPL $QCOM $VZ,VZ,1 +4/17/2019 13:37,"HuffPost is asking readers to voluntarily pay to support its journalism, even as its parent Verizon made $16 billio¡K ",VZ,1 +4/16/2019 18:37,Verizon Communications Inc. $VZ Expected to Post Quarterly Sales of $32.19 Billion ,VZ,1 +4/16/2019 3:02,Verizon Communications INC $VZ Share Price Declined While Park National Corp Has Upped Holding by $13.09 Million ,VZ,1 +4/15/2019 9:29,$VZ #5G has a long way to go ,VZ,1 +4/15/2019 3:04,Apg Asset Management Nv Stake in Verizon Communications INC $VZ Upped by $299.93 Million as Share Value Declined ,VZ,1 +4/14/2019 12:19,Verizon Communications Inc. $VZ Expected to Post Quarterly Sales of $32.23 Billion ,VZ,1 +4/13/2019 6:07,Verizon Communications Inc. $VZ's Bullish Double Top Chart Pattern Points to Lower Stock Risks ,VZ,1 +4/10/2019 13:30,Yahoo to pay $117.5M in latest settlement of massive breach $VZ #VZ #Personalfinance #Technology¡K ,VZ,1 +4/10/2019 4:01,Verizon is hoping to build a big DTC subscriber business by taking a page from Warby Parker ,VZ,1 +4/10/2019 2:35,"Verizon Communications Inc. $VZ to Post Q1 2019 Earnings of $1.19 Per Share, Oppenheimer Forecasts #stocks",VZ,1 +4/10/2019 2:32,Oppenheimer Lowers Verizon Communications Q1 2019 Earnings Estimates to $1.19 EPS (Previously $1.21). $VZ #VZ,VZ,1 +4/9/2019 21:14,Verizon Communications $VZ Now a Sell? BidaskScore Has Downgraded The Stock ,VZ,0 +4/9/2019 12:06,Verizon Communications : Yahoo Offers $117.5 Million to Settle Data Breaches -Reuters #VerizonCommunications #Stock¡K ,VZ,1 +4/8/2019 14:41,Moody's Changes Verizon's $VZ Outlook To Positive; Baa1 Rating Affirmed ,VZ,1 +4/8/2019 4:54,Verizon Communications Inc. Announces Quarterly Dividend of $0.60 $VZ #stocks,VZ,1 +4/8/2019 3:57,Wellington Management Group Llp Upped Verizon Communications INC $VZ Stake by $392.33 Million ,VZ,1 +4/7/2019 16:01,Verizon has become the first US carrier to launch a 5G network and a smartphone that works on it¡K ,VZ,1 +4/7/2019 11:49,Analysts take a look at Verizon Communications Inc. $VZ having this to say. ,VZ,1 +4/6/2019 5:00,Verizon Communications INC $VZ Shareholder Bank Of New York Mellon Corp Upped Holding ,VZ,1 +4/4/2019 18:45,"If I¡¦m ATT and Verizon , I¡¦m sitting at my Board Room right now and saying WTF are we going to do .... the world is¡K ",VZ,1 +4/4/2019 16:47,5G is about to get real in the U.S. as Samsung and Verizon get ready to launch the first phone equipped for it ,VZ,1 +4/4/2019 8:02,Verizon Communications : Enterprise Solutions to provide integrated connectivity for Micro...¡K ,VZ,1 +4/4/2019 7:32,$VZ - Verizon to redeem $1.57B in near-term notes ,VZ,1 +4/4/2019 5:22,$MSFT $VZ04/04/2019 (MT Newswires) -- Verizon's digital media services unit is working with Microsoft Azure to o¡K ,VZ,1 +4/4/2019 3:12,Verizon Communications INC $VZ Stake Increased by Profund Advisors Llc ,VZ,1 +4/3/2019 21:18,$VZ:Verizon Digital Media Services to deliver global streaming platform ¡K:,VZ,1 +4/3/2019 13:52,Verizon Media Group just hosted a big meeting with top advertisers to prove it's still relevant. Here's what people¡K ,VZ,1 +4/3/2019 11:15,It's been a crucial week for Verizon Communications Inc. $VZ; here's what analysts have to say. ,VZ,1 +4/1/2019 3:03,Verizon Communications INC $VZ Shareholder Park National Corp Has Upped Holding ,VZ,1 +3/31/2019 5:33,Verizon urged to reinstate suspended worker who saved cat ,VZ,1 +3/30/2019 21:18,Verizon is set to release technology to stop robocalls ,VZ,1 +3/30/2019 20:00,"AT&T, Comcast, Verizon and other telecom giants want to tamp down on the scourge of robocalls¡K ",VZ,1 +3/30/2019 6:55,"Verizon Communications Inc. $VZ EVP Sells $81,344.70 in Stock ",VZ,0 +3/30/2019 6:48,Verizon Communications INC $VZ Holder Aviance Capital Management LLC Has Decreased Position ,VZ,0 +3/29/2019 7:40,"To imagine the '5G' future, revisit our recent wireless past $VZ #VZ #Lifestyle #Technology #Mobilevideo ",VZ,1 +3/29/2019 7:36,Alley Company Raised Holding in Verizon Communications $VZ as Stock Value Declined; Clarivest Asset Management Hold¡K ,VZ,1 +3/29/2019 3:39,"As Verizon Communications $VZ Share Value Declined, Holder Paloma Partners Management Company Decreased Its Stake b¡K ",VZ,0 +3/28/2019 15:30,RT @eliblumenthal: Verizon adds free 'Call Filter' feature in bid to fight robocalls via @usatodaytech,VZ,1 +3/28/2019 8:20,"Verizon Communications Inc. $VZ EVP Sells $81,344.70 in Stock #stocks",VZ,0 +3/28/2019 3:09,"As Verizon Communications $VZ Market Value Declined, Sterneck Capital Management Has Trimmed by $644,056 Its Stake;¡K ",VZ,0 +3/27/2019 12:36,"$QCOM $VZ $S:Some say 5G will cause cancer, but here¡¦s why scientists say we do not need to worry:",VZ,1 +3/27/2019 11:55,Liberty Capital Management Has Upped Its Verizon Communications $VZ Stake by $1.08 Million; Water Island Capital Li¡K ,VZ,1 +3/27/2019 0:57,Verizon is just the latest carrier to help consumers stop unwanted robocalls. Its blocking app and spam alert featu¡K ,VZ,1 +3/26/2019 10:00,"Edgar Lomax Co Lowered Stake in Verizon Communications Com $VZ by $904,400; Atlanta Capital Group Continues to Hold¡K ",VZ,0 +3/26/2019 7:47,RT @MikeSnider: Verizon to release free features this week to help stop robocalls and catch spam calls via @usatoda¡K,VZ,1 +3/25/2019 16:14,$VZ: Verizon has received the Authority to Operate under the General Service Administration¡¦s Enterprise... ,VZ,1 +3/25/2019 6:05,NFL taps Verizon to create 5G services for football fans ,VZ,1 +3/25/2019 4:02,"As Verizon Communications INC $VZ Share Value Declined, Aviance Capital Management LLC Trimmed Position ",VZ,0 +3/25/2019 3:32,Berkley W R Has Lowered Its Verizon Communications $VZ Stake by $8.83 Million; Market Valuation Declined; Jpmorgan¡K ,VZ,0 +3/25/2019 3:04,New England Investment & Retirement Group Holding in Verizon Communications $VZ Upped as Valuation Declined; Stearn¡K ,VZ,1 +3/24/2019 22:28,$VZ Picked by National Football League (NFL) to create 5G services for fans (Verizon Communications)(More at ,VZ,1 +3/24/2019 22:21,$VZ Verizons surge Friday on the heaviest volume we've seen in 2 months likely helps this get up to prior highs at¡K ,VZ,1 +3/24/2019 10:15,"As Verizon Communications $VZ Share Value Declined, Wright Investors Service Has Lowered Its Holding; Rio Tinto Plc¡K ",VZ,0 +3/24/2019 9:14,Verizon Communications $VZ Holder Iowa State Bank Has Lowered Its Holding by $1.10 Million; Americanmidstreampartne¡K ,VZ,0 +3/24/2019 3:18,"As Verizon Communications $VZ Market Value Declined, Brighton Jones Has Upped Stake; Texas Permanent School Fund St¡K ",VZ,1 +3/22/2019 12:47,Brokerages Expect Verizon Communications Inc. $VZ to Announce $1.17 Earnings Per Share ,VZ,1 +3/19/2019 0:30,Verizon Communications Inc. $VZ Expected to Announce Quarterly Sales of $32.29 Billion #stocks,VZ,1 +3/18/2019 11:25,Verizon Communications : Prospectus filed pursuant to Rule 424(b)(2) #VerizonCommunications #Stock #MarketScreener¡K ,VZ,1 +3/18/2019 6:14,Verizon Communications $VZ Net Adds And Upgrades Estimates Cut At JPMorgan ,VZ,1 +3/18/2019 4:04,Park National Corp Has Raised Its Holding in Verizon Communications INC $VZ by $13.09 Million as Stock Value Declin¡K ,VZ,1 +3/16/2019 5:54,Verizon Communications INC $VZ Shareholder Ngam Advisors LP Raised Holding ,VZ,1 +3/13/2019 12:59,How much might 5G cost you? Verizon will charge $10 extra per month to subscribers who want it ,VZ,1 +3/13/2019 12:15,Verizon aims to be the first U.S. carrier out of the gate to offer mobile 5G service ,VZ,1 +3/13/2019 11:58,$T:Verizon ready to launch 5G tech in Chicago:,VZ,1 +3/13/2019 11:02,Verizon will charge $10 extra per month to subscribers who want 5G service | via @WSJ,VZ,1 +3/13/2019 9:15,Verizon will charge an additional $10 a month for subscribers who want to add 5G speeds ,VZ,1 +3/13/2019 7:15,Verizon to start 5G mobile service in two U.S. cities from April ,VZ,1 +3/13/2019 4:56,"Verizon will charge $10 extra per month to subscribers who want 5G service, and will begin offering it in Chicago a¡K ",VZ,1 +3/13/2019 4:08,"$VZ To start 5G Ultra Wideband network on Apr 11 in Chicago, Minneapolis (Verizon Communications)(More at ",VZ,1 +3/13/2019 0:32,Verizon said it was working to fix the texting outage but gave no estimate for when the issue would be repaired. ,VZ,1 +3/12/2019 21:00,Verizon says 5G mobile service coming to 30 U.S. cities this year ,VZ,1 +3/12/2019 10:23,"Service for Verizon customers on the East Coast appeared to be fully restored by Tuesday morning, after an earlier¡K ",VZ,1 +3/12/2019 9:33,Inseego : Verizon Says 5G Mobile Service Coming to 30 U.S. Cities This Year #Inseego #action¡K ,VZ,1 +3/11/2019 11:25,Verizon Communications : Prospectus filed pursuant to Rule 424(b)(2) #VerizonCommunications #action¡K ,VZ,1 +3/10/2019 4:03,Verizon Communications INC $VZ Holder Park National Corp Has Raised Holding ,VZ,1 +3/9/2019 13:15,"Verizon Communications Inc. $VZ EVP Sells $77,054.88 in Stock ",VZ,0 +3/8/2019 14:58,Verizon Communications Inc. $VERZ34 Is Yet to See Trading Action on Mar 8 ,VZ,1 +3/7/2019 4:12,Analysts take a look at Verizon Communications Inc. $VZ having this to say. ,VZ,1 +3/5/2019 4:04,Park National Corp Has Raised Its Verizon Communications INC $VZ Holding by $13.09 Million; Share Value Declined ,VZ,1 +3/5/2019 4:04,Park National Corp Has Upped Its Verizon Communications INC $VZ Position by $13.09 Million; Market Valuation Declin¡K ,VZ,1 +3/3/2019 22:36,Verizon Communications Inc. $VZ Expected to Post Quarterly Sales of $32.29 Billion #markets,VZ,1 +3/2/2019 4:52,"Lowell C. Mcadam Sells 285,988 Shares of Verizon Communications Inc. $VZ Stock ",VZ,0 +3/1/2019 20:14,Verizon Communications Inc. $VZ Expected to Announce Quarterly Sales of $32.29 Billion ,VZ,1 +3/1/2019 15:38,"$VZ:Verizon acquires ProtectWise, Inc., expanding network detection ¡K:",VZ,1 +3/1/2019 15:37,$VZ - Verizon acquires ProtectWise to enhance network security ,VZ,1 +2/28/2019 16:22,"Verizon Communications Inc. $VZ Director Lowell C. Mcadam Sells 285,988 Shares #stocks",VZ,0 +2/28/2019 16:20,"Verizon Communications Inc. $VZ Director Lowell C. Mcadam Sells 285,988 Shares #markets",VZ,0 +2/25/2019 4:00,Verizon Communications Inc. $VZ Expected to Post Earnings of $1.17 Per Share ,VZ,1 +2/24/2019 0:18,$VZ:Verizon and Cisco to Extend Software-defined Networking to ¡K:,VZ,1 +2/22/2019 14:46,$VZ - Verizon to redeem $206.5M in debt ,VZ,1 +2/22/2019 14:17,Verizon Communications : to redeem debt securities February 22 ,VZ,1 +2/22/2019 13:29,Brokerages Expect Verizon Communications Inc. $VZ to Announce $1.17 Earnings Per Share #stocks,VZ,1 +2/22/2019 4:36,Verizon Communications INC $VZ Holder Northwestern Mutual Wealth Management Company Decreased Position by $11.96 Mi¡K ,VZ,0 +2/21/2019 18:17,"Verizon $VZ climbed for the 8th day of 9, settling +0.7% to $56.15. Note today's spike high... from what is pretty¡K ",VZ,1 +2/21/2019 11:43,$VZ - Verizon strategy update: 5G launch to 30 U.S. cities this year ,VZ,1 +2/21/2019 11:39,RT @MarketsTicker: Verizon to launch 5G Ulta Wideband Network this year ,VZ,1 +2/20/2019 19:57,Traders Sell Shares of Verizon Communications $VZ on Strength $VZ ,VZ,0 +2/20/2019 4:29,Verizon Communications INC $VZ Shareholder First Allied Advisory Services INC Trimmed Position by $7.14 Million as¡K ,VZ,0 +2/20/2019 4:29,Verizon Communications INC $VZ Holder First Allied Advisory Services INC Has Trimmed Its Stake by $7.14 Million as¡K ,VZ,0 +2/19/2019 18:01,Traders Sell Shares of Verizon Communications $VZ on Strength $VZ #markets,VZ,0 +2/19/2019 13:54,Verizon Communications : Prospectus filed pursuant to Rule 424(b)(2) ,VZ,1 +2/16/2019 5:00,How Verizon wants to get customers to help speed up its 5G mobile rollout ,VZ,1 +2/14/2019 18:36,Verizon Communications Inc. $VERZ34 Is Yet to See Trading Action on Feb 14 ,VZ,1 +2/11/2019 23:36,$VZ $BABA Verizon adds Alibaba Cloud to its Secure Cloud Interconnect Ecosystem ,VZ,1 +2/8/2019 23:49,"Verizon Communications Inc. $VZ to Post Q1 2019 Earnings of $1.16 Per Share, William Blair Forecasts ",VZ,1 +2/8/2019 23:46,"Verizon Communications Inc. to Post Q1 2019 Earnings of $1.16 Per Share, William Blair Forecasts $VZ ",VZ,1 +2/8/2019 8:58,$VZ:Verizon closes on US telecom industry¡¦s first Green Bond to fund ¡K:,VZ,1 +2/7/2019 23:37,US officials to investigate San Francisco gas explosion $VZ #VZ #Smallbusiness #Accidentsanddisasters¡K ,VZ,1 +2/7/2019 14:25,Verizon Communications : to redeem debt securities February 7 ,VZ,1 +2/7/2019 9:56,IBM Retirement Fund Trims Stake in Verizon Communications Inc. (VZ) - Fairfield Current ,VZ,0 +2/6/2019 21:30,How Verizon will spend $1 billion to help the environment ,VZ,1 +2/5/2019 22:32,Stocks For You To Swing-Trade: $STX $GRUB $VZ ,VZ,1 +2/4/2019 7:53,Verizon Communications Inc. $VZ Expected to Post Quarterly Sales of $32.32 Billion #markets,VZ,1 +2/4/2019 7:53,Verizon Communications Inc. $VZ Expected to Announce Quarterly Sales of $32.32 Billion ,VZ,1 +2/3/2019 20:28,"RT @Paul_Sacca: Before you get too emotional over that stirring Verizon Super Bowl commercial, remember this - Verizon throttled fire depar¡K",VZ,0 +2/2/2019 23:36,Q1 2019 EPS Estimates for Verizon Communications Inc. $VZ Lowered by KeyCorp ,VZ,0 +2/2/2019 7:25,Analysts Expect Verizon Communications Inc. $VZ to Announce $1.18 Earnings Per Share #stocks,VZ,1 +2/2/2019 7:21,Verizon Communications Inc. $VZ Expected to Announce Earnings of $1.18 Per Share ,VZ,1 +2/1/2019 9:46,Verizon Communications $VZ Shares Gap Down to $53.28 ,VZ,0 +2/1/2019 9:05,ValuEngine Lowers Verizon Communications $VZ to Hold #markets,VZ,1 +2/1/2019 5:19,KeyCorp Analysts Lower Earnings Estimates for Verizon Communications Inc. $VZ ,VZ,0 +2/1/2019 5:17,"Verizon Communications Inc. $VZ to Post Q1 2019 Earnings of $1.15 Per Share, KeyCorp Forecasts #stocks",VZ,1 +2/1/2019 4:30,KeyCorp Lowers Verizon Communications Q1 2019 Earnings Estimates to $1.15 EPS (Previously $1.20). $VZ #VZ,VZ,1 +2/1/2019 0:09,Verizon Communications Inc. Expected to Earn Q1 2019 Earnings of $1.21 Per Share $VZ ,VZ,1 +1/31/2019 18:18,$VZ refusing to slow down,VZ,1 +1/31/2019 6:34,KeyCorp Lowers Verizon Communications Q2 2019 Earnings Estimates to $1.17 EPS (Previously $1.21). $VZ #VZ,VZ,1 +1/31/2019 6:34,SunTrust Banks Lowers Verizon Communications Q2 2019 Earnings Estimates to $1.18 EPS (Previously $1.20). $VZ #VZ,VZ,1 +1/31/2019 5:48,Verizon Communications Inc. $VZ Expected to Post Q1 2019 Earnings of $1.21 Per Share #stocks,VZ,1 +1/30/2019 21:11,Verizon Communications Inc. $VZ Expected to Post Earnings of $1.19 Per Share #stocks,VZ,1 +1/30/2019 14:00,"$VZ expect a gap up tommorrow folks, hold on tight!",VZ,1 +1/30/2019 4:41,Verizon Communications $VZ Lowered to Hold at ValuEngine ,VZ,0 +1/30/2019 4:40,Verizon Communications $VZ Stock Rating Lowered by ValuEngine ,VZ,0 +1/29/2019 17:14,"$VZ fell for a 4th day, settling -3.2% at $53.28. Considering the main market outlook, the 200dma and key price thr¡K ",VZ,0 +1/29/2019 16:18,"$VZ $ERIC:Verizon¡¦s Q4 profit takes a hit due to AOL, Yahoo segment:",VZ,1 +1/29/2019 9:40,Verizon expects to generate ¡§low single-digit percentage growth¡¨ in 2019 on the revenue front ,VZ,1 +1/29/2019 8:29,"Verizon misses fourth-quarter revenue estimate, beats on new subscribers - ",VZ,1 +1/29/2019 8:29,Streaming video adoption continues to rise while legacy pay TV continues to shrink.$VZ - lost 46k subs in 4Q18 (l¡K ,VZ,1 +1/29/2019 8:00,"Verizon beats profit estimates, to spend more this year on 5G rollout - ",VZ,1 +1/29/2019 7:13,"$VZ: Verizon beats by $0.03, reports revs in-line; gives mixed FY19 guidance ",VZ,1 +1/29/2019 6:10,"Verizon beats profit estimates, to spend more this year on 5G rollout ",VZ,1 +1/29/2019 5:51,"Verizon sales fall short, a disappointment to investors after the telecom giant's deep cost cuts in the final month¡K ",VZ,1 +1/29/2019 5:02,"$VZ - Verizon beats by $0.03, misses on revenue ",VZ,1 +1/29/2019 1:27,Verizon Communications $VZ Rating Increased to Buy at Zacks Investment Research ,VZ,1 +1/29/2019 0:48,Verizon Communications $VZ Cut to Hold at ValuEngine #stocks,VZ,0 +1/29/2019 0:46,Verizon Communications $VZ Cut to Hold at ValuEngine ,VZ,0 +1/28/2019 12:00,"$VZ reports before the open tomorrow, Estimize Consensus +0.02 EPS and +37.76M Revs compared to WS - ",VZ,1 +1/26/2019 23:18,Verizon Communications $VZ Scheduled to Post Earnings on Tuesday ,VZ,1 +1/26/2019 6:23,"As Verizon Communications INC $VZ Share Price Rose, Eaton Vance Management Decreased Its Holding ",VZ,0 +1/25/2019 13:34,RT @YahooFinance: Verizon Media layoff speaks to struggles in media business by @serwer ,VZ,1 +1/24/2019 15:11,Verizon startup Visible is one of several attempts by companies large and small to rethink the wireless carrier mod¡K ,VZ,1 +1/24/2019 9:30,Verizon Media layoff speaks to struggles in media business by @serwer ,VZ,1 +1/24/2019 1:36,RT @aus_business: #ICYMI: BuzzFeed to lay off about 15pc of its workforce as Verizon cuts hundreds of jobs from its media division ,VZ,1 +1/23/2019 15:48,Verizon Earnings Preview: Look For The Upward Trend To Continue - ,VZ,1 +1/23/2019 15:39,"Verizon to cut 7% of staff in the unit that includes AOL, Yahoo and HuffPost ",VZ,1 +1/23/2019 14:03,$VZ:Verizon Media Group to Lay Off 7% of Staff:,VZ,1 +1/23/2019 12:45,Verizon Media Group $VZ plans to layoff 7% of workforce. Via @cnbc ,VZ,1 +1/23/2019 12:20,"Source expected cuts at Verizon Media Group to be higher than ""around 7%"" of staff. Source said 10% was kicked around initially. $VZ",VZ,1 +1/23/2019 12:20,Verizon To Lay Off 7% of Media Group Staff ,VZ,1 +1/23/2019 12:08,Verizon Media Group plans to cut 7% of its staff: Source ,VZ,1 +1/23/2019 12:07,"VERIZON TO LAY OFF 7 PCT OF MEDIA GROUP STAFF - WSJ, CITING SOURCESIs that Yahoo? Difficult to remember who owns what",VZ,1 +1/23/2019 12:07,"23 Jan - 02:06:33 PM [RTRS] (VZ.N) - VERIZON TO LAY OFF 7 PCT OF MEDIA GROUP STAFF - WSJ, CITING SOURCES (""GREATEST ECONOMY EVER"")",VZ,1 +1/23/2019 12:04,"VERIZON UNIT PREVIOUSLY KNOWN AS OATH TO FOCUS ON YAHOO-BRANDED SERVICES, VIDEO -- SOURCES$VZ",VZ,1 +1/23/2019 12:03,VERIZON'S MEDIA GROUP TO CUT 7% OF STAFF -- SOURCES$VZ,VZ,1 +1/22/2019 6:51,"FCG Advisors LLC Buys 1,365 Shares of Verizon Communications Inc. (VZ) - Fairfield Current ",VZ,1 +1/21/2019 23:40,Verizon Communications $VZ Set to Announce Earnings on Tuesday ,VZ,1 +1/21/2019 23:37,Verizon Communications $VZ Set to Announce Earnings on Tuesday #markets,VZ,1 +1/21/2019 23:37,Verizon Communications $VZ Set to Announce Earnings on Tuesday #stocks,VZ,1 +1/19/2019 15:00,"Verizon slaps ¡¥spam¡¦ fees on Remind, a free service teachers use to text students ",VZ,1 +1/18/2019 19:45,Verizon adding free Apple Music to some phone plans ,VZ,1 +1/17/2019 5:02,$VZ - Verizon's Big Bet? That It Doesn't Have To Make Big Bets ,VZ,1 +1/16/2019 19:21,Verizon Communications Inc. $VZ Expected to Announce Quarterly Sales of $34.31 Billion ,VZ,1 +1/16/2019 2:15,"Verizon deepens ties with Apple, offers free Apple Music to some U.S. customers via¡K ",VZ,1 +1/18/2020 7:20,Visa $V PT Raised to $210.00 #stocks,V,1 +1/18/2020 3:11,"$V in +2.45% Uptrend, growing for three consecutive days on January 17, 2020. View odds for this and other indicato¡K ",V,1 +1/18/2020 0:04,Oppenheimer Reaffirms Buy Rating for Visa $V ,V,1 +1/17/2020 11:26,Weekly Wrap: Visa acquires Plaid and retailers embrace fintech - #fintech #banking #finance ,V,1 +1/17/2020 10:10,"I've got $V from 184.86, back on 12/17. Still scratching my head on this one. That is a massive, massive push higher for that stock.",V,1 +1/16/2020 10:41,William Blair Reaffirms Outperform Rating for Visa $V ,V,1 +1/15/2020 23:05,Visa $V Reaches New 12-Month High After Analyst Upgrade ,V,1 +1/15/2020 7:20,Visa $V PT Lowered to $232.00 at BMO Capital Markets #stocks,V,0 +1/15/2020 6:24,Visa $V Price Target Cut to $232.00 ,V,0 +1/15/2020 6:23,Visa $V Price Target Cut to $232.00 #markets,V,0 +1/15/2020 4:05,Visa $V PT Raised to $215.00 ,V,1 +1/15/2020 4:05,Visa $V Receives Buy Rating from Oppenheimer ,V,1 +1/14/2020 20:15,Visa will buy Plaid for $5.3 billion as part of an effort by the card giant to tap into consumers? growing use of f¡K ,V,1 +1/14/2020 10:47,CRYPTO SAVVY: Payment Giant Visa Acquires Plaid ? via ? ,V,1 +1/14/2020 7:26,Visa $V Price Target Raised to at Nomura ,V,1 +1/14/2020 6:34,$V Visa Target Raised by Wedbush $195.33 $195.00 ? $215.00 Outperform,V,1 +1/14/2020 4:53,Visa $V PT Raised to $215 at Wedbush ,V,1 +1/13/2020 15:06,$V acquires Plaid for $5.3b. Wow,V,1 +1/13/2020 4:35,$V PT RAISED TO $233 FROM $204 AT NOMURA/INSTINET,V,1 +1/13/2020 4:34,Visa $V PT Raised to $233 at Nomura/Instinet ,V,1 +1/11/2020 1:33,Visa $V PT Raised to ,V,1 +1/10/2020 6:42,Visa $V PT Raised to at Moffett Nathanson ,V,1 +1/8/2020 10:21,Visa $V Reaches New 1-Year High on Analyst Upgrade ,V,1 +1/7/2020 17:36,Visa $V PT Raised to $213.00 at Wells Fargo & Co ,V,1 +1/7/2020 16:58,Moffett Nathanson Raises Visa $V Price Target to #stocks,V,1 +1/6/2020 6:41,"$V Wells Fargo analyst Donald Fandetti raised his price target for Visa to $213 from $200, while reiterating an Ove¡K ",V,1 +1/5/2020 23:13,KeyCorp Raises Visa Q1 2020 Earnings Estimates to $1.44 EPS (Previously $1.43). $V #V,V,1 +1/5/2020 22:58,$V - Visa: Growing Influence Of 'Buy Now Pay Later' Raises Intriguing Long-Term Questions. Get more info on Seeking¡K ,V,1 +1/4/2020 23:19,Q2 2020 EPS Estimates for Visa Inc Cut by KeyCorp $V ,V,0 +1/3/2020 23:34,Q2 2020 EPS Estimates for Visa Inc $V Cut by Analyst ,V,0 +1/3/2020 2:14,"Visa Inc $V CEO Alfred F. Kelly, Jr. Sells 7,000 Shares ",V,0 +1/2/2020 9:43,Visa $V Sets New 12-Month High at $190.49 ,V,1 +1/2/2020 3:13,"Alfred F. Kelly, Jr. Sells 7,000 Shares of Visa Inc $V Stock ",V,0 +12/31/2019 14:52,"Visa Inc $V CEO Sells $1,325,170.00 in Stock #stocks",V,0 +12/31/2019 8:26,"TREND REVERSAL DOWN ALERT: $V Visa, Inc ?? TradeIdeas via to FREE Trading Room",V,0 +12/27/2019 23:37,Visa $V Hits New 12-Month High at $188.74 ,V,1 +12/27/2019 23:34,Visa $V Hits New 1-Year High at $188.74 ,V,1 +12/26/2019 8:30,Visa $V Reaches New 1-Year High at $188.74 ,V,1 +12/22/2019 17:01,UK visa numbers to be raised in science research push ,V,1 +12/21/2019 23:25,Visa $V Sets New 12-Month High at $188.17 ,V,1 +12/16/2019 10:04,$V the new high today has me raising my stop up a bit on the let it ride position. Daily showing indecision stick if closes like this,V,1 +12/16/2019 7:08,Visa $V Price Target Raised to $220.00 ,V,1 +12/16/2019 4:48,Visa Inc $V Short Interest Down 7.1% in November ,V,0 +12/9/2019 11:58,Anemic Volume and Fed Induced All-Time Highs - Here's My Watch-List For It $V $TSLA $PTON $SQ + More¡K ,V,1 +12/8/2019 18:55,7Qs: How Karen Firestone beats the market with 35 names @CNBC $FB $V $BBRY ,V,1 +12/3/2019 15:49,"Insider Selling: Visa Inc $V CEO Sells 7,000 Shares of Stock #stocks",V,0 +12/3/2019 15:49,"Visa Inc $V EVP Sells $2,400,586.68 in Stock #stocks",V,0 +12/1/2019 19:50,"$V #V at top of uptrend channel, could use a breather ideally for another wave higher ",V,1 +11/30/2019 12:07,$V : Really like this setup to retest all time highs long as we hold $182.90 trend is bullish for continuation high¡K ,V,1 +11/23/2019 3:45,"Insider Selling: Visa Inc $V EVP Sells 3,110 Shares of Stock ",V,0 +11/21/2019 15:03,"Visa Inc $V EVP William M. Sheedy Sells 3,110 Shares #stocks",V,0 +11/13/2019 19:18,Visa Inc $V Plans Dividend of $0.30 ,V,1 +11/12/2019 22:37,Visa Inc $V Announces $0.30 Dividend ,V,1 +11/12/2019 22:02,Visa Inc $V Plans Dividend of $0.30 #stocks,V,1 +11/12/2019 2:16,Visa acquires minority stake in Nigeria's Interswitch #fintech,V,1 +11/11/2019 9:50,A #US court recently refused to strike down a policy that allowed spouses of #H1B visa holders to work in the count¡K ,V,0 +11/10/2019 20:51,US court refuses to strike down work permits for spouses of H1-B visa workers ,V,0 +11/8/2019 3:13,"16 Upcoming Dividend Increases Including 3 Champions, Visa And Starbucks. Get more updates here:¡K ",V,1 +11/7/2019 17:48,$V - Visa: My Long Overdue Dividend Growth Stock Purchase. Read more: #investing #finance #economy,V,1 +11/5/2019 8:17,RT @UnusualActivit3: Visa Inc. $V down by -1.44% at $176.38UNUSUAL ACTIVITY VOLUME 514.19% STRENGTH 442.65% #Stocks #UnusualActivity,V,0 +11/4/2019 13:47,$V trying to go out at the low ,V,0 +10/30/2019 16:33,"William M. Sheedy Sells 21,164 Shares of Visa Inc $V Stock #stocks",V,0 +10/29/2019 11:03,$V - Why Visa Is A Future Dividend Aristocrat. Read more: #stocks #investing #economy,V,1 +10/29/2019 5:39,KeyCorp Raises Visa Q3 2020 Earnings Estimates to $1.59 EPS (Previously $1.55). $V #V,V,1 +10/29/2019 2:32,Visa $V PT Raised to $239.00 at BMO Capital Markets ,V,1 +10/29/2019 2:31,Visa $V Price Target Raised to $205.00 ,V,1 +10/28/2019 3:52,Visa $V PT Raised to $239 at BMO Capital ,V,1 +10/28/2019 1:06,Visa $V Price Target Raised to $239.00 at BMO Capital Markets ,V,1 +10/28/2019 1:05,BMO Capital Markets Raises Visa $V Price Target to $239.00 #stocks,V,1 +10/28/2019 0:11,US travel industry to Chinese tourists: What trade war? $V #V #Passportsandvisas #Travel #Lifestyle ,V,0 +10/27/2019 3:59,Raymond James Increases Visa $V Price Target to $205.00 #stocks,V,1 +10/25/2019 11:10,"Visa ""charges"" higher following solid quarterly results and outlook (V) $V",V,1 +10/25/2019 6:17,Visa reported better-than-expected revenue last night on higher transaction volume ,V,1 +10/25/2019 5:41,$V (-0.3% pre) Visa Reports Better-Than-Expected Revenue on Higher Transaction Volume - WSJ,V,1 +10/25/2019 5:26,Visa Stock Beats Estimates!Shows ¡§Fundamental Strength¡¨ With Profit and Optimistic Forecast!Did You Profit On Thi¡K ,V,1 +10/25/2019 4:31,Visa $V PT Raised to $205 at Raymond James ,V,1 +10/25/2019 0:10,An Altman-Z score of 7.32 indicates that $V is not in any danger for bankruptcy at the moment.¡K ,V,0 +10/24/2019 22:57,"$V Reports Q4 $1.47 v $1.43e, Rev $6.10B v $6.08Be; raises dividend by 20% to $0.30 from $0.25 (indicated yield 0.6¡K ",V,1 +10/24/2019 19:44,Visa earnings a non-event. Flat like a pancake: ?? $V ,V,0 +10/24/2019 15:26,Visa profit beats estimates on higher customer spending ,V,1 +10/24/2019 15:20,"$V: Visa beats by $0.04, reports revs in-line; guides FY20 in-line; raises dividend 20% ",V,1 +10/24/2019 14:40,"Visa 4Q profits up 6%, helped by more spending on network $V #V #Earningsreports #Earnings #Financialperformance ",V,1 +10/24/2019 13:45,Visa Trades Higher After Q4 Earnings Beat $V ,V,1 +10/24/2019 13:42,Visa profit beats estimates on higher customer spending #economy #MarketScreener ,V,1 +10/24/2019 13:35,After-Hours Session: Visa Trades Higher After Q4 Earnings Beat ,V,1 +10/24/2019 13:31,$V beats the Estimize EPS Consensus by 1c and the Estimize Revenue Consensus by $16.77M. Reports FQ4 earnings of $1¡K ,V,1 +10/24/2019 13:28,Visa fourth-quarter profit rises 6% on higher fees - ,V,1 +10/24/2019 13:25,Visa fourth-quarter profit rises 6% on higher fees ,V,1 +10/24/2019 13:20,"Visa $V saw EPS of $1.47adj vs 1.43est. Rev' $6.14bn vs 6.08est. Dividend increased 20%. Broadly good, as the US/gl¡K ",V,1 +10/24/2019 13:16,"$V - Visa EPS beats by $0.04, beats on revenue ",V,1 +10/24/2019 12:49,"RT @JustinPulitzer: $V Higher, Lower or Flat on Earnings Today after the close? #SentimentGauge",V,0 +10/24/2019 7:47,"$V Higher, Lower or Flat on Earnings Today after the close? #SentimentGauge",V,0 +10/22/2019 12:29,Adding some $V calls... beat up today... never stays down too long,V,0 +10/21/2019 10:07,"Facebook, Visa among the stocks with high ESG improvement marks ¡X enough to outrun the S&P 500?¡K ",V,1 +10/11/2019 13:53,"Visa, Mastercard, others announce they will drop out of Facebook's Libra digital currency project $V #V #Technology ",V,0 +10/9/2019 2:13,RT @SquawkBoxEurope: Today's headlines:- Stocks in Asia mixed amid US-China trade uncertainty- US puts visa restrictions on Chinese offic¡K,V,0 +10/8/2019 19:30,WATCH: U.S. stocks ended down sharply as visa restrictions imposed on Chinese officials overshadowed the Fed chairm¡K ,V,0 +10/8/2019 19:15,U.S. stocks ended down sharply as visa restrictions imposed on Chinese officials overshadowed the Fed chairman¡¦s op¡K ,V,0 +10/8/2019 16:45,U.S. visa move against China casts pall over talks to end trade war ,V,0 +10/8/2019 13:30,S&P 500 closes at its low of the day after Trump administration's China visa restrictions move triggers late sell-o¡K ,V,0 +10/8/2019 12:19,"Gold spikes higher as US impose visa bans on Chinese linked to Xinjiang abuses, but backs off ",V,1 +9/27/2019 16:30,"From stringent federal oversight to a ¡§toxic work culture,¡¨ the former BNY Mellon and Visa CEO has his work cut out¡K ",V,0 +9/18/2019 19:34,"$V held it down on the uptrend today. If they really want to move the $DJIA and $SPX, $V must be a mover. Could be¡K ",V,0 +9/18/2019 15:31,Iran may miss UN summit if US fails to issue visa to president ,V,0 +9/14/2019 22:41,Q1 2020 EPS Estimates for Visa Inc Raised by Analyst $V ,V,1 +9/13/2019 3:47,Jefferies Financial Group Raises Visa Q1 2020 Earnings Estimates to $1.51 EPS (Previously $1.49). $V #V,V,1 +9/12/2019 18:13,Visa $V Downgraded to Hold at ValuEngine ,V,0 +9/11/2019 21:23,Visa $V Downgraded by ValuEngine #stocks,V,0 +9/11/2019 21:20,Visa $V Downgraded to ¡§Hold¡¨ at ValuEngine ,V,0 +9/11/2019 0:39,Citigroup Increases Visa $V Price Target to $206.00 ,V,1 +9/7/2019 7:25,Richard Carapaz misses Tour of Britain after failing to receive visa in time ,V,0 +9/5/2019 12:36,$V Education for followers. A new 52 week high means I raise my stop on the let it ride shares. 21ma back above 50¡K ,V,1 +9/2/2019 22:26,The industry average Profit Margin is 3.29%. $V outperforms 99% of its industry peers. ,V,1 +8/23/2019 14:44,"Visa Inc $V Insider Sells $4,537,738.14 in Stock #markets",V,0 +8/23/2019 14:43,"Visa Inc $V Insider Sells $4,537,738.14 in Stock #stocks",V,0 +8/20/2019 12:13,"Govt to change e-tourist visa fee: higher in peak season, less at lean period",V,1 +8/20/2019 4:17,Visa Doubles Down on Fintech | The Motley Fool #fintech,V,0 +8/20/2019 0:53,"India's e-tourist visa fee based on tourist footfall; higher in peak season, less during lean period #ETIndustryNews ",V,1 +8/14/2019 10:30,Recent Research Analysts¡¦ Ratings Updates for Visa $V #stocks,V,1 +8/13/2019 4:52,Visa Inc $V Announces $0.25 Quarterly Dividend ,V,1 +8/13/2019 4:51,Visa Inc $V To Go Ex-Dividend on August 15th ,V,1 +8/8/2019 8:57,You could imagine organizing it the other way ¡X?automatic visa for dropping a dime on your boss. Idk.,V,0 +8/8/2019 0:57,$PYPL $SQ $V - Visa latest to weigh in on gun purchases ,V,1 +8/7/2019 17:46,"Insider Buying: Visa Inc $V Director Buys 1,000 Shares of Stock #stocks",V,1 +8/7/2019 12:00,"Visa CEO: Unlike PayPal and Square, we won't block gun purchases unless it becomes illegal ",V,1 +8/5/2019 14:13,Visa $V PT Raised to $187.00 at UBS Group ,V,1 +8/5/2019 11:30,"Visa Inc, $V, is down 5.1% - ",V,0 +8/1/2019 7:55,Visa $V PT Raised to $187.00 #markets,V,1 +8/1/2019 7:55,Visa $V PT Raised to $187.00 #stocks,V,1 +8/1/2019 1:55,"Visa Inc $V Director Sells $639,555.00 in Stock ",V,0 +7/31/2019 1:24,Visa $V ¡V Analysts¡¦ Recent Ratings Updates #stocks,V,1 +7/30/2019 11:14,did checks on #music #wallets $AAPL #earnings in services look solid better than expected $SPOT $V all other #earnings prove that,V,1 +7/29/2019 20:26,"Lloyd Carney Sells 3,500 Shares of Visa Inc $V Stock #stocks",V,0 +7/29/2019 20:25,"Lloyd Carney Sells 3,500 Shares of Visa Inc $V Stock ",V,0 +7/28/2019 18:45,"Russia is planning to relax its visa rules, but the U.S. could miss out ",V,0 +7/28/2019 3:55,Visa $V PT Raised to $193.00 ,V,1 +7/28/2019 0:05,Visa¡¦s $V Buy Rating Reiterated at Goldman Sachs Group ,V,1 +7/27/2019 9:15,SunTrust Banks Raises Visa $V Price Target to $205.00 ,V,1 +7/27/2019 9:15,Guggenheim Raises Visa $V Price Target to $190.00 #markets,V,1 +7/27/2019 1:49,FY2019 EPS Estimates for Visa Inc $V Cut by Analyst ,V,0 +7/27/2019 1:49,FY2019 EPS Estimates for Visa Inc Cut by Jefferies Financial Group $V ,V,0 +7/26/2019 10:00,Visa $V Price Target Raised to $203.00 at Credit Suisse Group ,V,1 +7/26/2019 7:04,Oppenheimer Research Analysts Boost Earnings Estimates for Visa Inc $V ,V,1 +7/26/2019 6:49,Visa $V PT Raised to $182.00 at JPMorgan Chase & Co. ,V,1 +7/26/2019 6:49,Visa $V Price Target Raised to $195.00 at KeyCorp ,V,1 +7/25/2019 11:17,Visa $V PT Raised to $182.00 ,V,1 +7/24/2019 13:42,$PYPL $MELI $V $SPX:Earnings Results: PayPal stock falls after lowered revenue outlook trumps earnings beat:,V,0 +7/24/2019 11:54,$V 52 week high stop inched up on let it ride holding,V,1 +7/24/2019 10:50,Visa $V PT Raised to $204.00 #stocks,V,1 +7/24/2019 8:19,$V Visa stock price target raised to $204 from $178 at Instinet,V,1 +7/24/2019 4:01,$V:Visa earnings beat on higher customer spending:,V,1 +7/23/2019 18:55,"Visa $V Issues Quarterly Earnings Results, Beats Estimates By $0.05 EPS ",V,1 +7/23/2019 18:23,"Visa $V Posts Earnings Results, Beats Estimates By $0.05 EPS #stocks",V,1 +7/23/2019 17:25,Facebook : Visa Beats Projections on Higher Card Spending -- Update #Facebook #Stock #MarketScreener¡K ,V,1 +7/23/2019 15:58,Visa earnings beat on higher customer spending ,V,1 +7/23/2019 15:15,"$V: Visa beats by $0.05, beats on revs; raises FY19 EPS slightly, reaffirms revenue ",V,1 +7/23/2019 14:04,Visa $V shares down after total processed transactions fell short of consensus. ,V,0 +7/23/2019 13:35,Highlight: @jensaidit breaks down $V earnings: ,V,0 +7/23/2019 13:31,$V - Visa tones down 2019 adjusted EPS outlook ,V,0 +7/23/2019 13:31,"$V $DJIA:Earnings Results: Visa tops earnings expectations, raises full-year outlook:",V,1 +7/23/2019 13:12,Visa edges higher after Q3 earnings beat $V ,V,1 +7/23/2019 13:11,$V jumps to an all-time high after hours ,V,1 +7/23/2019 12:01,Visa $V has earnings in AhWill the stock open higher or lower?,V,1 +7/22/2019 23:29,Barclays Increases Visa $V Price Target to $195.00 ,V,1 +7/22/2019 4:25,Visa $V Price Target Raised to $210.00 #stocks,V,1 +7/22/2019 4:21,Visa $V Price Target Raised to $210.00 ,V,1 +7/21/2019 2:32,Visa $V Price Target Raised to $210.00 #markets,V,1 +7/21/2019 2:31,Jefferies Financial Group Increases Visa $V Price Target to $210.00 ,V,1 +7/21/2019 2:30,Visa $V Price Target Raised to $195.00 ,V,1 +7/20/2019 22:22,Visa $V Sets New 1-Year High on Analyst Upgrade ,V,1 +7/20/2019 1:32,Visa $V PT Raised to $210.00 at Jefferies Financial Group ,V,1 +7/19/2019 9:09,$V new high and reversing on the day so far. Earnings next week. Stop raised on this let it ride. Chart showing¡K ,V,1 +7/19/2019 6:00,Barclays Raises Visa $V Price Target to $195.00 #stocks,V,1 +7/19/2019 1:28,$V PT RAISED TO $195 FROM $181 AT BARCLAYS,V,1 +7/17/2019 14:25,Visa Inc $V Announces Quarterly Dividend of $0.25 #stocks,V,1 +7/17/2019 11:56,Visa buys an omnichannel specialist for the age of Amazon Go ,V,1 +7/17/2019 4:45,$V - Visa acquires Payworks ,V,1 +7/16/2019 23:36,Visa $V PT Raised to $202 at Oppenheimer ,V,1 +7/16/2019 0:13,$V - Visa: A Dividend Growth Monster For The Next 25 Years ,V,1 +7/15/2019 11:09,$V - My Dividend And Growth Portfolio? Is Up Over 20% YTD. Here Is One Of My Favorite Stocks. ,V,1 +7/15/2019 3:50,Visa $V PT Raised to $191.00 #stocks,V,1 +7/13/2019 23:29,Morgan Stanley Raises Visa $V Price Target to $191.00 ,V,1 +7/13/2019 1:31,Visa $V PT Raised to $225.00 ,V,1 +7/12/2019 9:21,$V new 52 week high and reversing off it. Potential temp top stick at overbought. Need to watch closer to close.¡K ,V,1 +7/10/2019 10:43,$V the gift that keeps on giving. Stop raised on this let it ride. RSI on the daily at overbought. Overbought ca¡K ,V,1 +7/10/2019 4:16,Visa $V PT Raised to $200 at Wells Fargo ,V,1 +7/9/2019 9:56,$DIA: Dow components Wal-Mart (WMT) +0.5% and Visa (V) +0.5% break out to all-time highs ,V,1 +7/9/2019 9:52,$SQ $SPX $PYPL $V $MA:The Ratings Game: Square stock jumps 5% as analyst says the fall is over:,V,1 +7/2/2019 23:12,Visa $V Hits New 12-Month High at $175.54 ,V,1 +7/2/2019 19:51,"Video Summary: As payment battle lines are drawn, Novogratz buys more Galaxy Digital $GLXY.V $FB $V #BTC #EOSIO¡K ",V,1 +7/2/2019 7:54,$V prepping for yet another run higher hits @MarketSmith Scan #IBDPartner 174.50 is trigger @InvestorsBusinessDaily¡K ,V,1 +6/30/2019 2:44,Short Interest in Visa Inc $V Increases By 12.3% ,V,1 +6/25/2019 10:49,Visa acquires Rambus tech portfolio to expand tokenization reach ,V,1 +6/25/2019 6:21,Visa buys Rambus tokenisation assets #fintech,V,1 +6/25/2019 5:09,$RMBS (+4.7% pre) Visa $V Buys Rambus Payments To Tokenize Any Transaction On Any Network - Pymnts,V,1 +6/25/2019 4:22,"RT @benjaminpenn: New: Trump says he's cracking down on traffickers, but his top wage enforcer has suspended visa certifications for victim¡K",V,0 +6/23/2019 2:01,Short Interest in Visa Inc $V Increases By 6.2% ,V,1 +6/20/2019 23:54,Bank of America Raises Visa $V Price Target to $192.00 ,V,1 +6/20/2019 23:54,Bank of America Raises Visa $V Price Target to $192.00 #stocks,V,1 +6/18/2019 22:26,Visa $V PT Raised to $192.00 at Bank of America ,V,1 +6/18/2019 10:21,$WU $FB $SPX $V $MA:Western Union shares drop on fear new Facebook cryptocurrency will take money transfer busine¡K ,V,0 +6/18/2019 7:09,$V got a nice move off the double inside day down move ,V,0 +6/11/2019 0:56,$AMZN $GOOGL $AAPL $V $MCD:Amazon beats Apple and Google to become the world¡¦s most valuable brand:,V,1 +6/9/2019 13:32,Home Office under fire for using secretive visa algorithm ,V,0 +6/8/2019 0:33,Visa $V Reaches New 1-Year High at $165.95 ,V,1 +6/7/2019 7:09,We explained the impulsive short term cycle from June low and why financial sector $XLF have an edge with $V $MA¡K ,V,0 +6/6/2019 7:43,Visa is the largest S&P 500 company to hit a new high since the correction began in early May. $V ,V,1 +6/6/2019 7:23,$V hits the @MarketSmith scan with a RS of 90 as it approaches all-time high #IBDPartner Breaks out over 166¡K ,V,1 +6/4/2019 19:46,10 per cent drop in H-1B visa approvals in 2018: US authorities ,V,0 +6/2/2019 1:59,Visa $V Stock Rating Upgraded by Zacks Investment Research ,V,1 +5/24/2019 3:14,Atalanta Sosnoff Capital LLC Has Decreased Position in Visa INC Cl A $V by $16.87 Million as Stock Value Rose ,V,0 +5/22/2019 3:16,Visa INC Cl A $V Stock Price Rose While Atalanta Sosnoff Capital LLC Has Lowered Its Position ,V,0 +5/21/2019 3:41,Visa $V Downgraded to ¡§Hold¡¨ at Zacks Investment Research ,V,0 +5/20/2019 10:59,Petal Visa Card Now Earns up to 1.5% Cash Back on All Purchases ,V,1 +5/19/2019 3:15,Atalanta Sosnoff Capital LLC Cut Position in Visa INC Cl A $V as Stock Rose ,V,0 +5/18/2019 3:15,Waters Parkerson & Company Has Lowered Its Stake in Visa INC Com Cl A $V by $3.79 Million ,V,0 +5/17/2019 4:33,Visa INC Cl A $V Stock Price Rose While Atalanta Sosnoff Capital LLC Trimmed Stake ,V,0 +5/16/2019 3:17,Swiss National Bank Has Lowered Visa INC $V Stake by $10.34 Million; Stock Value Rose ,V,0 +5/15/2019 3:19,Atalanta Sosnoff Capital LLC Has Cut Position in Visa INC Cl A $V as Share Price Rose ,V,0 +5/14/2019 22:04,Visa $V Now a Buy? BidaskScore Has Upgraded The Stock ,V,1 +5/12/2019 3:26,Visa INC Cl A $V Holder Atalanta Sosnoff Capital LLC Has Cut Its Stake by $16.87 Million as Stock Value Rose ,V,0 +5/11/2019 11:46,Visa $V Lowered to Hold at Zacks Investment Research ,V,0 +5/11/2019 6:23,Visa Inc $V to Issue Quarterly Dividend of $0.25 ,V,1 +5/11/2019 5:54,Visa Inc $V Declares $0.25 Quarterly Dividend #stocks,V,1 +5/11/2019 3:13,Visa INC $V Stock Price Rose While Brown Advisory INC Cut Its Holding by $14.91 Million ,V,0 +5/7/2019 23:58,$V:Visa Acquires Control of Earthport:,V,1 +5/6/2019 1:51,Visa $V Receives Buy Rating from Goldman Sachs Group ,V,1 +5/6/2019 1:49,Visa $V Receives Buy Rating from Goldman Sachs Group #stocks,V,1 +5/4/2019 1:16,"Insider Selling: Visa Inc $V EVP Sells 75,676 Shares of Stock #markets",V,0 +5/3/2019 11:39,$V - Visa: The Bearish Case At The All-Time High ,V,1 +5/1/2019 15:42,Traders Buy Visa $V on Weakness on Insider Selling ,V,0 +5/1/2019 12:24,$V raised my stop on this one today. It needs to pull in and base have lots of cushion and a trip back to 21ma not out of the question,V,1 +5/1/2019 0:14,Q3 2019 EPS Estimates for Visa Inc $V Cut by Analyst ,V,0 +4/30/2019 22:43,Visa $V Upgraded by Zacks Investment Research to Buy ,V,1 +4/30/2019 15:03,Visa $V Reaches New 12-Month High at $165.70 ,V,1 +4/30/2019 1:55,Visa $V PT Raised to $214.00 ,V,1 +4/29/2019 0:14,Cantor Fitzgerald Raises Visa FY2019 Earnings Estimates to $5.34 EPS (Previously $5.30). $V #V,V,1 +4/28/2019 4:26,Visa¡¦s $V Buy Rating Reaffirmed at Cantor Fitzgerald #stocks,V,1 +4/27/2019 4:06,Visa $V PT Raised to $170.00 #stocks,V,1 +4/27/2019 1:49,Q3 2019 EPS Estimates for Visa Inc Cut by Analyst $V #markets,V,0 +4/26/2019 12:11,Wedbush Increases Visa $V Price Target to $170.00 ,V,1 +4/26/2019 12:05,Visa $V Price Target Raised to $178.00 at Nomura #stocks,V,1 +4/26/2019 10:09,Visa $V Price Target Increased to $214.00 by Analysts at BMO Capital Markets #stocks,V,1 +4/26/2019 6:08,Visa Inc $V Expected to Post Q3 2019 Earnings of $1.31 Per Share #stocks,V,1 +4/26/2019 6:08,Piper Jaffray Companies Analysts Boost Earnings Estimates for Visa Inc $V #stocks,V,1 +4/26/2019 6:08,Visa Inc $V Expected to Earn Q3 2019 Earnings of $1.30 Per Share #stocks,V,1 +4/26/2019 5:45,Visa $V PT Raised to $214 at BMO Capital ,V,1 +4/25/2019 12:11,The Coinbase Visa Debit Card: Everything You Need to Know ,V,1 +4/25/2019 11:10,Nomura Raises Visa $V Price Target to $178.00 #stocks,V,1 +4/25/2019 8:27,Visa $V Price Target Raised to $175.00 #stocks,V,1 +4/25/2019 6:00,Question Finwit: Does anyone have access to real time US retail sales data from Visa or Amex? Im just getting a fee¡K ,V,1 +4/25/2019 3:20,California wildfire risk motivates newsrooms to collaborate $V #V #Fires #Accidentsanddisasters #Naturaldisasters ,V,1 +4/24/2019 18:59,"Visa $V Releases Quarterly Earnings Results, Beats Expectations By $0.07 EPS #stocks",V,1 +4/24/2019 17:16,Visa Inc $V Expected to Post Earnings of $1.24 Per Share #stocks,V,1 +4/24/2019 17:14,Visa quarterly profit jumps 14% on higher consumer spending - ,V,1 +4/24/2019 15:11,"$V: Visa beats by $0.07, reports revs in-line; co also reaffirmed FY 19 net revenue growth outlook ",V,1 +4/24/2019 15:07,$PYPL down after hours - coming back$V down ah - coming back$MSFT higher ah - moving higher$FB higher ah - movin¡K ,V,1 +4/24/2019 14:10,Visa quarterly profit jumps 14% on higher consumer spending ,V,1 +4/24/2019 13:58,$V ... another earnings beat that got crushed! ?? ,V,1 +4/24/2019 13:12,"$V - Visa beats by $0.07, beats on revenue ",V,1 +4/24/2019 12:05,Visa $V reports earnings after the close today. It has a 95% historical EPS beat rate and it has traded higher on¡K ,V,1 +4/24/2019 9:10,RT @Thomas1774Paine: Trump may limit foreign visitors from certain countries in bid to crackdown on visa overstays ,V,1 +4/24/2019 8:00,"$V reports after the close, Estimize Consensus +0.04 EPS and +82.39M Revs compared to WS - ",V,1 +4/24/2019 5:58,"Trading Ideas: $V Visa may have run to far, a pullback provides opportunity. ?? FREE trade-o¡K ",V,1 +4/23/2019 15:25,Visa's new Visa Next platform has beta APIs and dev tools for issuers and processors to build and beta test new pay¡K ,V,1 +4/22/2019 18:53,"$V shows quite a strong growth in Revenue. Over the last 5 years, it has been growing by 10.84% yearly..¡K ",V,1 +4/22/2019 11:41,"Visa tests APIs to outflank Asian e-commerce giants, fintechs ",V,1 +4/22/2019 6:59,RT @johnhadams: Visa brushes up its APIs to counter international competitors. ,V,1 +4/22/2019 6:38,"RT @VitalikButerin: @brian_armstrong Fun fact: I tried to be an intern at Ripple back in the day (mid 2013), but US visa complications havi¡K",V,1 +4/22/2019 4:38,$V:Visa unveils platform to build new digital-first payment products:,V,1 +4/22/2019 4:20,$V - Visa unveils platform to build new digital-first payment products ,V,1 +4/22/2019 4:18,$V:Visa Opens Door to Digital-First Payment Experiences Through Visa ¡K:,V,1 +4/21/2019 20:25,"As of June 17, Americans will no longer need a visa to travel to Brazil: ",V,1 +4/20/2019 5:08,RT @CoastalOakBTC: $V (HW:P3) At all time highs and on path to $200 by 2021. Potential for higher levels if it establishes the steeper P4¡K,V,1 +4/20/2019 1:49,Visa $V Price Target Raised to $176.00 ,V,1 +4/20/2019 1:39,"Visa overstays far exceed unauthorized border crossings, even as the Trump administration continues to push for bil¡K ",V,1 +4/19/2019 22:13,Visa $V Hits New 52-Week High Following Analyst Upgrade ,V,1 +4/19/2019 9:17,Visa to Help @WaveHQ Solve Small Business Cash Flow ,V,1 +4/18/2019 12:23,Zoom IPO vaults China-born founder to billionaire status ¡X after eight visa rejections ,V,1 +4/18/2019 9:44,Visa $V Price Target Raised to $176.00 #stocks,V,1 +4/18/2019 4:58,RT @HuXijin_GT: China declined to issue a visa to Michael Pillsbury. Many people linked it to a large number of Chinese scholars whose US¡¦¡K,V,1 +4/17/2019 20:09,Traders Sell Shares of Visa $V on Strength $V #stocks,V,0 +4/17/2019 20:07,Traders Sell Shares of Visa $V on Strength $V ,V,0 +4/17/2019 8:13,Oppenheimer Raises Visa $V Price Target to $176.00 #stocks,V,1 +4/16/2019 23:46,Visa $V Set to Announce Earnings on Wednesday #stocks,V,1 +4/16/2019 7:03,$MGI $EEFT $V $EQH:MoneyGram Partners KyckGlobal to Serve Gig Economy Workers:,V,1 +4/15/2019 3:23,Bnp Paribas Investment Partners Sa Trimmed Its Holding in Visa INC $V by $7.57 Million ,V,0 +4/15/2019 2:13,Wells Fargo & Co Raises Visa $V Price Target to $181.00 ,V,1 +4/14/2019 6:36,Visa $V Price Target Raised to $181.00 #markets,V,1 +4/13/2019 4:33,Visa INC Cl A $V Market Value Rose While Atalanta Sosnoff Capital LLC Has Trimmed by $16.87 Million Its Stake ,V,0 +4/11/2019 18:30,Nomura Boosts Visa $V Price Target to $175.00 #stocks,V,1 +4/11/2019 14:10,"RT @gokhshtein: #Coinbase launch Coinbase Card, a Visa card for UK users to spend #crypto directly from their accounts. Other EU countries¡K",V,1 +4/11/2019 7:34,"RT @coinbase: We¡¦re excited to announce Coinbase Card, a Visa debit card that lets UK customers spend crypto as effortlessly as the money i¡K",V,1 +4/11/2019 3:14,Axa Position in Visa INC $V Has Lowered by $23.36 Million as Valuation Rose ,V,0 +4/11/2019 2:43,RT @CoinRivet: Coinbase has teamed up with Visa to release Coinbase Card - a debit card for UK residents to spend crypto effortlessly aroun¡K,V,1 +4/11/2019 0:45,"Crypto World News: Coinbase Partners with Visa to Launch Card for Spending BTC, ETH, XRP vi¡K ",V,1 +4/10/2019 19:32,"THE DAILY HODL: Coinbase Launches Visa Card, Bringing Bitcoin, Ethereum, XRP, Litecoin and Crypto Assets to Million¡K ",V,1 +4/10/2019 5:48,Extortionate ?800 ¡¥priority¡¦ visa fee fails to deliver ,V,1 +4/9/2019 9:19,$V has an average volume of 8867890. This is a good sign as it is always nice to have a liquid stock.¡K ,V,1 +4/9/2019 3:36,"As Visa INC Cl A $V Share Price Rose, Shareholder Atalanta Sosnoff Capital LLC Has Lowered Holding ",V,0 +4/9/2019 3:35,Visa INC Cl A $V Holder Atalanta Sosnoff Capital LLC Trimmed Stake by $16.87 Million as Share Price Rose ,V,0 +4/8/2019 1:20,Credit Suisse Raises PT On Visa To $184 from $160,V,1 +4/7/2019 11:53,This is what analysts have to say about Visa Inc. $V after last week. ,V,1 +4/7/2019 1:54,Changes to H-1B visa lottery create ¡¥stress¡¦ for tech companies and employees ,V,1 +4/6/2019 4:49,Mckinley Capital Management INC Trimmed Holding in Visa INC $V by $3.45 Million as Share Value Rose ,V,0 +4/6/2019 4:25,"RT @ModeledBehavior: TO this end, we propose allowing demographically struggling communities to opt in to a new place based visa for skille¡K",V,1 +4/5/2019 12:51,US authorities revoked International Criminal Court chief prosecutor Fatou Bensouda's entry visa to the United Stat¡K ,V,1 +4/5/2019 1:58,Company announcement: Bento for Business adds Visa debit cards to product p... #fintech,V,1 +4/5/2019 1:01,RT @ieeducation_job: #Britain allows two types of study visa ¡V short-term visa and Tier 4 visa. Here's all you need to know #studyabroadht¡K,V,1 +4/4/2019 20:37,"While supporters argue the program fills job gaps, critics say the H-1B visa gives away American jobs to lower-paid¡K ",V,1 +4/4/2019 16:24,Traders Buy Shares of Visa $V on Weakness ,V,1 +4/4/2019 3:29,Btg Pactual Global Asset Management LTD Lowered Its Visa INC $V Position by $10.55 Million ,V,0 +4/3/2019 3:31,RT @EURACTIV: A British member of the @Europarl_EN loses his role negotiating a post-Brexit visa law because he is reluctant to accept a dr¡K,V,1 +4/3/2019 3:24,Grand Jean Capital Management INC Stake in Visa INC $V Lowered by $3.49 Million as Stock Rose ,V,0 +4/2/2019 20:04,"$V is expected to show quite a strong growth in EPS. In the coming 2 years, the EPS will grow by 15.88% yearly.¡K ",V,1 +4/2/2019 11:26,$V another 52 week high stop slightly raised on the let it ride shares.,V,1 +4/2/2019 1:58,Changes to H-1B visa lottery create 'stress' for tech companies and employees - ,V,1 +4/1/2019 13:31,$PYPL $FB $MSFT $AAPL $IBM:Changes to H-1B visa lottery create ¡¥stress¡¦ for tech companies and employees:,V,1 +4/1/2019 7:53,$V filled black at top w/negd on oscillators tells me to raise my stop a bit more on the Let it Rides If had trading shares would take some,V,1 +3/29/2019 11:25,Remitly is?partnering?with Visa to offer real-time peer-to-peer money transfers through Visa Direct: ,V,1 +3/29/2019 4:39,Visa INC $V Shareholder Cam Group Holding A Has Decreased Holding as Stock Price Rose ,V,0 +3/29/2019 0:44,Jefferies Financial Group Boosts Visa $V Price Target to $175.00 #markets,V,1 +3/29/2019 0:44,Jefferies Financial Group Boosts Visa $V Price Target to $175.00 #stocks,V,1 +3/28/2019 8:35,Remitly taps Visa to let users send cross-border payments to debit cards #fintech,V,1 +3/28/2019 3:23,Benjamin F Edwards & Company Has Upped Position in Microsoft $MSFT; Visa $V Shareholder Weatherly Asset Management¡K ,V,1 +3/27/2019 18:15,Americans Will No Longer Need a Visa to Visit Brazil ,V,1 +1/10/2020 5:40,"Walgreens Boots Alliance $WBA Announces Quarterly Earnings Results, Misses Estimates By $0.03 EPS ",WBA,0 +1/9/2020 23:17,Walgreens Boots Alliance $WBA Shares Gap Down on Disappointing Earnings ,WBA,0 +1/9/2020 23:17,Walgreens Boots Alliance $WBA Trading Down 5.8% Following Weak Earnings ,WBA,0 +1/9/2020 11:35,Walgreens Boots Alliance $WBA Shares Gap Down Following Weak Earnings ,WBA,0 +1/9/2020 4:37,Walgreens Boosts Alliance $WBA PT Lowered to $57 at RBC Capital ,WBA,0 +1/8/2020 21:43,Walgreens Boots Alliance $WBA Trading Down 5.8% After Earnings Miss #stocks,WBA,0 +1/8/2020 19:12,"Walgreens Boots Alliance $WBA Releases Quarterly Earnings Results, Misses Estimates By $0.02 EPS #stocks",WBA,0 +1/8/2020 13:36,Walgreens Boosts Alliance $WBA PT Lowered to $57 at Baird ,WBA,0 +1/8/2020 5:58,$WBA posted a 24.8% drop in quarterly profit. ,WBA,0 +1/8/2020 5:38,$WBA Walgreens¡¦ shares fall after company misses earnings expectations ,WBA,0 +1/8/2020 5:32,More bad news for last year¡¦s worst Dow stock. Walgreens missed on earnings. $WBA down 4% #premarket.,WBA,0 +1/8/2020 5:10,$wba miss ON #earnings ,WBA,0 +1/8/2020 5:08,$WBA misses the Estimize EPS Consensus by 5c and the Estimize Revenue Consensus by $307.60M. Reports FQ1 earnings o¡K ,WBA,0 +1/5/2020 2:31,Walgreens Boots Alliance $WBA Receives Sell Rating from Bank of America #stocks,WBA,0 +1/3/2020 6:59,Walgreens Boots Alliance¡¦s $WBA Sell Rating Reaffirmed at Bank of America ,WBA,0 +1/3/2020 1:03,Bank of America Reaffirms Sell Rating for Walgreens Boots Alliance $WBA ,WBA,0 +12/29/2019 18:45,$WBA - Walgreens Boots Alliance: Down In An Up Year. Subscribe to Seeking Alpha for more: ,WBA,0 +12/22/2019 3:57,Walgreens Boots Alliance $WBA PT Raised to $60.00 ,WBA,1 +12/17/2019 1:43,Walgreens Boots Alliance $WBA Cut to Sell at BidaskClub ,WBA,0 +12/15/2019 7:08,Walgreens Boots Alliance $WBA Rating Lowered to Sell at BidaskClub ,WBA,0 +12/14/2019 11:37,Walgreens Boots Alliance $WBA Lowered to Sell at BidaskClub #markets,WBA,0 +12/12/2019 10:41,Walgreens Boots Alliance $WBA Downgraded by Wells Fargo & Co ,WBA,0 +12/11/2019 10:21,Walgreens Boots Alliance $WBA Rating Lowered to Equal Weight at Wells Fargo & Co #stocks,WBA,0 +12/10/2019 8:56,Walgreens Boots Alliance¡¦s $WBA Buy Rating Reiterated at Wells Fargo & Co ,WBA,1 +12/7/2019 7:56,Walgreens Boots Alliance $WBA Upgraded to ¡§Hold¡¨ at ValuEngine ,WBA,1 +12/4/2019 2:59,Walgreens Boots Alliance $WBA Upgraded by ValuEngine to Hold ,WBA,1 +11/17/2019 9:12,$WBA - Walgreens: Reiterating Our Buy Rating On This Dividend Aristocrat. Continue reading: ,WBA,1 +11/15/2019 13:51,Walgreens Boots Alliance Target of Unusually High Options Trading $WBA ,WBA,1 +11/14/2019 6:33,Walgreens Boots Alliance Inc $WBA Declares $0.46 Quarterly Dividend ,WBA,1 +11/12/2019 20:18,Walgreens Boots Alliance $WBA Stock Price Up 0.5% ,WBA,1 +11/11/2019 13:35,Stocks split as uncertainty reigns in US-China trade talks $WBA #WBA #Internationaltrade #Economy #Stockmarkets ,WBA,0 +11/11/2019 10:23,Markets Right Now: Stocks fall on uncertainty over trade $WBA #WBA #Stockindicesandaverages #Stockmarkets¡K ,WBA,0 +11/11/2019 8:44,Uncertainty over US-China trade talks pushes stocks lower $WBA #WBA #Stockmarkets #Financialmarkets #Stockprices ,WBA,0 +11/10/2019 11:09,Walgreens Boots Alliance $WBA Upgraded to Hold by BidaskClub ,WBA,1 +11/7/2019 19:38,Walgreens Boots Alliance $WBA Upgraded to Hold at BidaskClub #markets,WBA,1 +11/7/2019 17:56,"Walgreens Boots Alliance Inc $WBA CAO Marco Patrick Anthony Pagni Sells 234,355 Shares #stocks",WBA,0 +11/3/2019 18:29,$WBA looking for continuation higher here like these post earning consolidation breaks off the bottom back into the¡K ,WBA,1 +11/2/2019 13:58,Walgreens Boots Alliance $WBA Upgraded to Hold by ValuEngine ,WBA,1 +10/31/2019 5:52,"Walgreens Boots Alliance $WBA Releases Earnings Results, Beats Estimates By $0.02 EPS ",WBA,1 +10/30/2019 12:51,Walgreens Boots Alliance $WBA PT Lowered to $55.00 at Pivotal Research ,WBA,0 +10/30/2019 10:25,Walgreens Boots Alliance $WBA Price Target Cut to $55.00 by Analysts at Pivotal Research #stocks,WBA,0 +10/29/2019 5:36,"Walgreens Boots Alliance $WBA Releases Earnings Results, Beats Estimates By $0.02 EPS #markets",WBA,1 +10/28/2019 18:14,"Walgreens Boots Alliance $WBA Releases Quarterly Earnings Results, Beats Expectations By $0.02 EPS #stocks",WBA,1 +10/28/2019 4:25,This morning's winner for $WBA is Analyst_9284707 who beats 24 other analysts and the Wall Street Consensus - ,WBA,1 +10/28/2019 4:25,$WBA misses the Estimize EPS Consensus by 2c and beats the Estimize Revenue Consensus by $30.72M. Reports FQ4 earni¡K ,WBA,0 +10/28/2019 4:05,"$WBA Reports Q4 $1.43 v $1.41e, Rev $34.0B v $33.9Be; Raises cost savings target to >$1.8B by 2022 (Walgreens Boots¡K ",WBA,1 +10/28/2019 4:01,"$WBA - Walgreens Boots EPS beats by $0.02, beats on revenue ",WBA,1 +10/27/2019 5:41,Walgreens Boots Alliance $WBA Downgraded by JPMorgan Chase & Co. ,WBA,0 +10/24/2019 14:42,Walgreens Boots Alliance $WBA Downgraded by JPMorgan Chase & Co. to Neutral ,WBA,0 +10/24/2019 14:41,Walgreens Boots Alliance $WBA Rating Lowered to Neutral at JPMorgan Chase & Co. #stocks,WBA,0 +10/23/2019 11:43,$WBA $JNJ:2 Sells and 1 Buy in Opioid Stocks:,WBA,0 +10/23/2019 10:53,$WBA - Walgreens Boots declares $0.4575 dividend ,WBA,1 +10/23/2019 8:52,Walgreens Boots Alliance $WBA Downgraded to ¡§Neutral¡¨ at JPMorgan Chase & Co. #stocks,WBA,0 +10/17/2019 22:01,An Altman-Z score of 3.51 indicates that $WBA is not in any danger for bankruptcy at the moment.¡K ,WBA,0 +10/7/2019 17:17,$WBA - Dividend Stock Idea: Walgreens' 3.45% Yield Beats 10-Year Treasury Yield. Read more and get updates on any s¡K ,WBA,1 +10/7/2019 1:14,Bank of America Trims Walgreens Boots Alliance $WBA Target Price to $50.00 #stocks,WBA,0 +10/7/2019 1:11,Bank of America Trims Walgreens Boots Alliance $WBA Target Price to $50.00 ,WBA,0 +10/6/2019 19:34,Walgreens Boots Alliance $WBA Upgraded by ValuEngine to Sell #markets,WBA,1 +10/6/2019 19:30,Walgreens Boots Alliance $WBA Raised to Sell at ValuEngine ,WBA,1 +10/6/2019 19:29,ValuEngine Upgrades Walgreens Boots Alliance $WBA to Sell ,WBA,1 +10/5/2019 11:17,Walgreens Boots Alliance $WBA Upgraded to ¡§Sell¡¨ at ValuEngine #markets,WBA,0 +10/5/2019 11:17,Walgreens Boots Alliance $WBA Upgraded to ¡§Sell¡¨ at ValuEngine #stocks,WBA,0 +10/3/2019 8:30,Walgreens Boots Alliance $WBA PT Lowered to $50.00 at Bank of America #stocks,WBA,0 +9/30/2019 19:43,Walgreens Boots Alliance $WBA Stock Rating Lowered by Royal Bank of Canada ,WBA,0 +9/30/2019 19:27,Walgreens Boots Alliance $WBA Lowered to Hold at Royal Bank of Canada ,WBA,0 +9/30/2019 17:47,Walgreens Boots Alliance $WBA Downgraded by Royal Bank of Canada to ¡§Hold¡¨ #stocks,WBA,0 +9/30/2019 17:42,Walgreens Boots Alliance $WBA Downgraded to ¡§Hold¡¨ at Royal Bank of Canada ,WBA,0 +9/30/2019 16:26,Walgreens Boots Alliance $WBA Stock Rating Lowered by Royal Bank of Canada #stocks,WBA,0 +9/14/2019 23:55,Walgreens Boots Alliance $WBA Upgraded at BidaskClub ,WBA,1 +9/12/2019 20:47,Walgreens Boots Alliance $WBA Upgraded to ¡§Sell¡¨ by BidaskClub #markets,WBA,0 +9/12/2019 7:48,RT @UnusualActivit3: WALGREENS BOOTS ALLIANCE INC. $WBA down by 4.01% at $55.73VOLUME 894.81% STRENGTH 450.67%#UnusualActivity #Stocks¡K,WBA,0 +8/25/2019 1:35,Walgreens Boots Alliance $WBA PT Lowered to $58.00 ,WBA,0 +8/17/2019 9:01,Walgreens Boots Alliance Inc $WBA To Go Ex-Dividend on August 19th ,WBA,1 +8/16/2019 17:45,"Walgreens Boots Alliance Inc $WBA CAO Sells $10,869,505.04 in Stock ",WBA,0 +8/16/2019 17:43,"Walgreens Boots Alliance Inc $WBA CAO Sells $10,869,505.04 in Stock #stocks",WBA,0 +8/14/2019 20:41,Walgreens Boots Alliance $WBA Trading Down 4.5% ,WBA,0 +7/26/2019 7:14,$WBA $FDX:6 Monthly Dividend Stocks to Buy:,WBA,1 +7/12/2019 23:12,$WBA $CVS:Our Mid-Year Dividend Growth Portfolio Updates:,WBA,1 +7/12/2019 6:26,Walgreens Boots Alliance Inc $WBA Announces Quarterly Dividend of $0.46 #stocks,WBA,1 +7/3/2019 8:40,$WBA - Walgreens: A Buy With Its Dividend Yield Near A 10-Year High ,WBA,1 +7/2/2019 23:22,Svb Leerink Analysts Cut Earnings Estimates for Walgreens Boots Alliance Inc $WBA ,WBA,0 +7/2/2019 3:31,Walgreens Boots Alliance $WBA Raised to Sell at ValuEngine #markets,WBA,1 +6/29/2019 6:18,"Walgreens Boots Alliance $WBA Announces Quarterly Earnings Results, Beats Estimates By $0.05 EPS ",WBA,1 +6/28/2019 22:25,Q3 2019 EPS Estimates for Walgreens Boots Alliance Inc Decreased by SunTrust Banks $WBA ,WBA,0 +6/28/2019 22:19,Walgreens Boots Alliance $WBA Shares Gap Up After Earnings Beat ,WBA,1 +6/28/2019 7:52,Walgreens Boots Alliance $WBA PT Lowered to $73.00 at JPMorgan Chase & Co. #stocks,WBA,0 +6/28/2019 4:03,SunTrust Banks Raises Walgreens Boots Alliance Q4 2019 Earnings Estimates to $1.51 EPS (Previously $1.44). $WBA #WBA,WBA,1 +6/27/2019 6:01,$WBA (+4.0% pre) Walgreens stock up after earnings beat - MW,WBA,1 +6/27/2019 6:00,"Walgreens Boots Alliance $WBA Posts Earnings Results, Beats Expectations By $0.05 EPS #stocks",WBA,1 +6/27/2019 5:35,Walgreens Trades Higher After Q3 Earnings Beat $WBA ,WBA,1 +6/27/2019 4:58,$WBA Walgreens stock up 1% after earnings beat ,WBA,1 +6/27/2019 4:06,$WBA beats the Estimize EPS Consensus by 1c and the Estimize Revenue Consensus by $32.49M. Reports FQ3 earnings of¡K ,WBA,1 +6/27/2019 4:02,Walgreens $WBA reports earnings: Sales increased 0.7 percent to $34.6 billionOperating income decreased 24.7 perc¡K ,WBA,0 +6/27/2019 4:02,"$WBA - Walgreens Boots EPS beats by $0.04, beats on revenue ",WBA,1 +6/25/2019 23:42,Walgreens Boots Alliance $WBA Downgraded by BidaskClub to ¡§Strong Sell¡¨ ,WBA,0 +6/20/2019 18:33,$WBA has pretty high volatility right now. ,WBA,1 +6/14/2019 3:38,$WBA $PFE:7 Stocks Not Enjoying the Bull Market and Holding Down the Dow in ¡K:,WBA,0 +6/11/2019 13:39,Walgreens Boots Alliance $WBA Downgraded by BidaskClub to ¡§Strong Sell¡¨ #stocks,WBA,0 +6/11/2019 1:24,Walgreens Boots Alliance $WBA Downgraded by Zacks Investment Research ,WBA,0 +6/6/2019 22:40,Walgreens Boots Alliance $WBA Price Target Cut to $51.00 by Analysts at Bank of America #stocks,WBA,0 +6/6/2019 22:37,Walgreens Boots Alliance $WBA Price Target Cut to $51.00 by Analysts at Bank of America ,WBA,0 +6/4/2019 23:57,Bank of America Trims Walgreens Boots Alliance $WBA Target Price to $51.00 ,WBA,0 +6/3/2019 7:41,Walgreens Boots Alliance $WBA Price Target Lowered to $51.00 at Bank of America #stocks,WBA,0 +6/2/2019 20:30,$WBA - Walgreens: This Dividend Aristocrat Is Undervalued ,WBA,1 +5/29/2019 8:24,Walgreens Boots Alliance $WBA Reaches New 12-Month Low at $50.97 #stocks,WBA,0 +5/11/2019 2:08,"Walgreens Boots Alliance Inc $WBA CAO Sells $1,061,000.00 in Stock ",WBA,0 +5/9/2019 14:30,"Walgreens Boots Alliance Inc $WBA CAO Sells $1,061,000.00 in Stock #stocks",WBA,0 +4/26/2019 9:19,$WBA - Walgreens: Don't Let This Dividend Aristocrat Get Away ,WBA,1 +4/24/2019 14:30,Pharma¡¦s spending on lobbying neared a record high in Q1 and more for #pharma #marketers to know. $WBA $TEVA¡K ,WBA,1 +4/24/2019 5:44,"$SPX $COMP $DJIA $WBA $SNAP:Snap Is Rising, Record Highs for Stocks, and More to Know for Wednesday:",WBA,1 +4/23/2019 21:52,"$WBA shows quite a strong growth in EPS. Over the last 5 years, the EPS has been growing by 13.25% yearly.¡K ",WBA,1 +4/23/2019 9:33,Walgreens $WBA to raise the purchase age to 21 for tobacco products starting September 1st. ,WBA,1 +4/23/2019 9:18,"$WBA $BTI:Walgreens Lifts Tobacco Age Limit To 21, Cigarette Stocks Mostly ¡K:",WBA,1 +4/23/2019 8:52,Walgreens to hike minimum age for store tobacco sales $WBA #WBA #Health #Pharmacyoperators #Retail ,WBA,1 +4/23/2019 7:39,"The T-21 movement gains more steam, after Walgreens $WBA says it will raise minimum age for tobacco purchases to 21¡K ",WBA,1 +4/19/2019 15:57,Traders Buy Shares of Walgreens Boots Alliance $WBA on Weakness #markets,WBA,1 +4/19/2019 7:06,Walgreens Boots Alliance Inc Plans Quarterly Dividend of $0.44 $WBA #stocks,WBA,1 +4/18/2019 2:23,$WBA - Walgreens Boots declares $0.44 dividend ,WBA,1 +4/16/2019 0:59,Walgreens Boots Alliance $WBA Cut to Strong Sell at BidaskClub ,WBA,0 +4/12/2019 23:27,Pretty Bad Rating Given to Walgreens Boots Alliance $WBA By a BidaskScore ,WBA,1 +4/12/2019 22:23,Walgreens Boots Alliance $WBA Rating Lowered to Strong Sell at BidaskClub ,WBA,0 +4/12/2019 8:06,$WBA wow. On sale. I'll add that to the watchlist.,WBA,1 +4/7/2019 6:22,Walgreens Boots Alliance $WBA Price Target Raised to $58.00 at SunTrust Banks ,WBA,1 +4/7/2019 5:14,Walgreens Boots Alliance $WBA PT Lowered to $60.00 at Pivotal Research ,WBA,0 +4/7/2019 5:13,Walgreens Boots Alliance $WBA Downgraded by Loop Capital #stocks,WBA,0 +4/7/2019 5:13,Walgreens Boots Alliance $WBA Stock Rating Lowered by Loop Capital ,WBA,0 +4/6/2019 8:43,ValuEngine Lowers Walgreens Boots Alliance $WBA to Strong Sell ,WBA,1 +4/6/2019 6:34,Walgreens Boots Alliance $WBA PT Lowered to $65.00 at Wells Fargo & Co #markets,WBA,0 +4/6/2019 2:13,"Ornella Barra Acquires 18,000 Shares of Walgreens Boots Alliance Inc $WBA Stock ",WBA,1 +4/6/2019 2:11,"Ornella Barra Acquires 18,000 Shares of Walgreens Boots Alliance Inc $WBA Stock #markets",WBA,1 +4/5/2019 5:03,Walgreens Boots Alliance $WBA Price Target Cut to $65.00 ,WBA,0 +4/5/2019 3:53,Walgreens Boots Alliance Inc $WBA Expected to Earn FY2020 Earnings of $6.02 Per Share #stocks,WBA,1 +4/5/2019 3:50,"Walgreens Boots Alliance Inc to Post FY2020 Earnings of $6.10 Per Share, SunTrust Banks Forecasts $WBA ",WBA,1 +4/5/2019 3:49,"Walgreens Boots Alliance Inc to Post FY2020 Earnings of $6.10 Per Share, SunTrust Banks Forecasts $WBA #stocks",WBA,1 +4/5/2019 3:40,Svb Leerink Lowers Walgreens Boots Alliance FY2020 Earnings Estimates to $6.00 EPS (Previously $6.80). $WBA #WBA,WBA,1 +4/5/2019 3:40,SunTrust Banks Lowers Walgreens Boots Alliance FY2020 Earnings Estimates to $6.10 EPS (Previously $6.94). $WBA #WBA,WBA,1 +4/5/2019 1:01,Walgreens Boots Alliance $WBA Stock Rating Lowered by ValuEngine #markets,WBA,0 +4/4/2019 23:23,Walgreens Boots Alliance Inc $WBA Forecasted to Earn Q3 2019 Earnings of $1.51 Per Share #markets,WBA,1 +4/4/2019 23:18,Walgreens Boots Alliance $WBA Stock Price Down 0.9% on Disappointing Earnings #markets,WBA,0 +4/4/2019 20:48,Walgreens Boots Alliance $WBA Price Target Raised to $58.00 at SunTrust Banks #stocks,WBA,1 +4/4/2019 20:47,Walgreens Boots Alliance $WBA Price Target Lowered to $60.00 at Citigroup ,WBA,0 +4/4/2019 20:46,"Ornella Barra Buys 18,000 Shares of Walgreens Boots Alliance Inc $WBA Stock #stocks",WBA,1 +4/4/2019 9:49,"$WBA holding above 54. This could turn out to be a nice bounce play. May 15, 2019 55 strike calls look good at 1.50.",WBA,1 +4/4/2019 8:32,Walgreens Boots Alliance $WBA Downgraded to ¡§Hold¡¨ at Loop Capital #stocks,WBA,0 +4/4/2019 8:32,Walgreens Boots Alliance $WBA Downgraded to ¡§Hold¡¨ at Loop Capital #markets,WBA,0 +4/4/2019 7:16,$WBA more blood left to squeeze.,WBA,1 +4/3/2019 23:13,Investors Buy Shares of Walgreens Boots Alliance $WBA on Weakness on Disappointing Earnings ,WBA,1 +4/3/2019 22:44,Walgreens Boots Alliance $WBA Trading Down 0.9% Following Weak Earnings ,WBA,0 +4/3/2019 10:15,Analysts React To The Walgreens Q2 Earnings Miss $WBA ,WBA,0 +4/3/2019 9:09,Walgreens Boots Alliance $WBA Price Target Cut to $60.00 #stocks,WBA,0 +4/3/2019 9:08,Walgreens Boots Alliance $WBA Price Target Cut to $60.00 by Analysts at Citigroup #stocks,WBA,0 +4/3/2019 8:58,Walgreens Boots Alliance $WBA PT Raised to $58.00 at SunTrust Banks #stocks,WBA,1 +4/3/2019 8:39,Loop Capital Downgrades Walgreens Boots Alliance $WBA to Hold #stocks,WBA,0 +4/3/2019 3:15,Traders Buy Large Volume of Put Options on Walgreens Boots Alliance $WBA #markets,WBA,0 +4/2/2019 8:55,$WBA trying to hold its head above 55.,WBA,1 +4/2/2019 8:39,"Now you've heard it from @JimCramer, head over to @RealMoney for comprehensive #StockoftheDay $WBA coverage:¡K ",WBA,1 +4/2/2019 7:15,"Walgreens $WBA shares fall after 2Q earnings miss estimates, year forecast cut. ",WBA,0 +4/2/2019 6:06,Walgreens Boots Alliance $WBA Rating Lowered to C+ at TheStreet ,WBA,0 +4/2/2019 5:43,WALGREENS BOOTS ALLIANCE INC WBA.O: CREDIT SUISSE CUTS TARGET PRICE TO $70 FROM $79$WBA,WBA,1 +4/2/2019 2:38,"$WBA $GME:6 Stocks To Watch For April 2, 2019:",WBA,1 +4/2/2019 0:29,Walgreens Boots Alliance $WBA Upgraded by Zacks Investment Research to Hold #markets,WBA,1 +4/1/2019 17:14,Zacks: Analysts Anticipate Walgreens Boots Alliance Inc $WBA to Post $1.70 EPS #stocks,WBA,1 +4/1/2019 11:00,"$WBA reports before the open tomorrow, Estimize Consensus +0.03 EPS and +78.82M Revs compared to WS - ",WBA,1 +4/1/2019 1:43,Walgreens Boots Alliance $WBA Lifted to Hold at Zacks Investment Research #markets,WBA,1 +4/1/2019 1:43,Walgreens Boots Alliance $WBA Lifted to Hold at Zacks Investment Research #stocks,WBA,1 +3/31/2019 22:25,Walgreens Boots Alliance Inc $WBA Expected to Post Q2 2019 Earnings of $1.68 Per Share #stocks,WBA,1 +3/31/2019 22:22,Svb Leerink Lowers Walgreens Boots Alliance Q2 2019 Earnings Estimates to $1.68 EPS (Previously $1.70). $WBA #WBA,WBA,1 +3/31/2019 22:20,Walgreens Boots Alliance Inc $WBA Expected to Post Q2 2019 Earnings of $1.68 Per Share ,WBA,1 +3/30/2019 22:13,Walgreens Boots Alliance $WBA Set to Announce Earnings on Tuesday ,WBA,1 +3/30/2019 8:20,Walgreens Boots Alliance $WBA Lifted to Hold at Zacks Investment Research ,WBA,1 +3/28/2019 5:15,Loop Capital Lowers Walgreens Boots Alliance $WBA Price Target to $77.00 ,WBA,1 +3/27/2019 13:38,"$WBA Walgreens to sell CBD products in 1,500 stores ",WBA,1 +3/27/2019 11:07,$WBA - Walgreens to sell CBD products in nine states ,WBA,1 +3/27/2019 11:01,$WBA $CVS:Walgreens to sell CBD products in some stores:,WBA,1 +3/27/2019 6:12,Walgreens Boots Alliance $WBA Price Target Cut to $77.00 by Analysts at Loop Capital #stocks,WBA,0 +3/25/2019 22:33,Walgreens Boots Alliance $WBA Scheduled to Post Quarterly Earnings on Tuesday ,WBA,1 +3/25/2019 22:31,Walgreens Boots Alliance $WBA Scheduled to Post Quarterly Earnings on Tuesday #stocks,WBA,1 +3/25/2019 4:05,Walgreens Boots Alliance $WBA ¡V Investment Analysts¡¦ Weekly Ratings Updates #stocks,WBA,1 +3/25/2019 4:02,Walgreens Boots Alliance $WBA ¡V Investment Analysts¡¦ Weekly Ratings Updates ,WBA,1 +3/15/2019 2:23,Zacks Investment Research Downgrades Walgreens Boots Alliance $WBA to Sell ,WBA,0 +3/13/2019 0:20,Walgreens Boots Alliance $WBA Rating Lowered to Sell at Zacks Investment Research ,WBA,0 +3/12/2019 14:38,What¡¦s Propelling Walgreens Boots Alliance Inc $WBA After Higher Shorts Reported? ,WBA,1 +3/9/2019 9:48,Bank of America Reaffirms Underperform Rating for Walgreens Boots Alliance $WBA #stocks,WBA,0 +3/9/2019 9:47,Walgreens Boots Alliance¡¦s $WBA Underperform Rating Reaffirmed at Bank of America ,WBA,0 +3/8/2019 13:03,$WBA - Walgreens Boots Alliance: Good Entry Point Close To 5 Year Low ,WBA,1 +3/8/2019 9:37,$WBA hammered back to lows this week someone think its a bouncer from here it seems.3739 Mar 62.5C @ $0.26,WBA,1 +3/8/2019 0:08,BidaskClub Downgrades Walgreens Boots Alliance $WBA to Sell #markets,WBA,0 +3/6/2019 22:19,What Can We Expect Following a Walgreens Boots Alliance $WBA Downgrade By BidaskScore? ,WBA,0 +3/6/2019 0:51,Walgreens Boots Alliance $WBA Stock Rating Upgraded by Zacks Investment Research ,WBA,1 +3/5/2019 1:03,Walgreens Boots Alliance $WBA PT Lowered to $67.00 ,WBA,0 +3/4/2019 22:49,Today UBS Reconfirms a Sell Rating on Walgreens Boots Alliance $WBA and a $65 Target Price ,WBA,0 +3/4/2019 22:48,"0.40 % to Target, UBS Reiterates ¡¥""Sell""¡¦ Rating on Walgreens Boots Alliance $WBA Shares Today ",WBA,1 +3/4/2019 3:46,Robert W. Baird Cuts Walgreens Boots Alliance $WBA Price Target to $67.00 ,WBA,1 +3/3/2019 18:47,"Breaking: Walgreens Boots Alliance $WBA ""Hold"" Rating Reaffirmed by Robert W. Baird Today; The Target is Set to $67 ",WBA,1 +3/3/2019 3:47,ValuEngine Downgrades Walgreens Boots Alliance $WBA to Sell ,WBA,0 +3/3/2019 3:46,Walgreens Boots Alliance $WBA Downgraded to ¡§Sell¡¨ at ValuEngine #markets,WBA,0 +3/3/2019 0:47,Traders Buy Shares of Walgreens Boots Alliance $WBA on Weakness After Analyst Downgrade ,WBA,0 +3/3/2019 0:46,Investors Buy Walgreens Boots Alliance $WBA on Weakness Following Analyst Downgrade #stocks,WBA,0 +3/2/2019 18:24,Robert W. Baird Trims Walgreens Boots Alliance $WBA Target Price to $67.00 #stocks,WBA,0 +3/2/2019 18:24,Robert W. Baird Trims Walgreens Boots Alliance $WBA Target Price to $67.00 #markets,WBA,0 +3/2/2019 13:05,Walgreens Boots Alliance $WBA PT Lowered to $67.00 at Robert W. Baird #stocks,WBA,0 +3/2/2019 3:31,Walgreens Boots Alliance $WBA Lowered to ¡§Sell¡¨ at Zacks Investment Research ,WBA,0 +2/24/2019 20:08,Walgreens Boots Alliance Inc $WBA Expected to Announce Quarterly Sales of $34.72 Billion ,WBA,1 +2/18/2019 1:48,Walgreens Boots Alliance $WBA Raised to Hold at BidaskClub ,WBA,1 +2/18/2019 1:45,Walgreens Boots Alliance $WBA Raised to Hold at BidaskClub #markets,WBA,1 +2/17/2019 5:19,Walgreens Boots Alliance Inc $WBA Expected to Post Quarterly Sales of $34.72 Billion #stocks,WBA,1 +2/16/2019 2:23,BidaskClub Upgrades Walgreens Boots Alliance $WBA to ¡§Hold¡¨ #stocks,WBA,1 +2/16/2019 2:23,BidaskClub Upgrades Walgreens Boots Alliance $WBA to ¡§Hold¡¨ #markets,WBA,1 +2/14/2019 6:42,Walgreens Boots Alliance $WBA Upgraded to ¡§Hold¡¨ by BidaskClub ,WBA,1 +2/9/2019 11:49,Walgreens Boots Alliance Inc $WBA to Issue Quarterly Dividend of $0.44 on March 12th #stocks,WBA,1 +2/7/2019 10:11,"FDA putting $WBA Walgreens ¡¥on notice,¡¦ weighs enforcement action for alleged illegal tobacco sales to minors ",WBA,1 +2/6/2019 8:19,Telemedicine's challenge: Getting patients to click the app $WBA #WBA #Health #Mentalhealth¡K ,WBA,1 +1/30/2019 18:27,Walgreens Boots Alliance Inc $WBA Expected to Post Earnings of $1.74 Per Share #markets,WBA,1 +1/30/2019 18:25,Walgreens Boots Alliance Inc $WBA Expected to Post Earnings of $1.74 Per Share #stocks,WBA,1 +1/28/2019 16:13,Walgreens Boots Alliance Inc $WBA Announces $0.44 Quarterly Dividend ,WBA,1 +1/28/2019 16:12,Walgreens Boots Alliance Inc $WBA Plans Quarterly Dividend of $0.44 #stocks,WBA,1 +1/26/2019 7:41,Brokerages Expect Walgreens Boots Alliance Inc $WBA to Announce $1.74 Earnings Per Share ,WBA,1 +1/26/2019 7:41,Walgreens Boots Alliance Inc $WBA Expected to Announce Earnings of $1.74 Per Share #stocks,WBA,1 +1/23/2019 6:47,$WBA (+0.0% pre) Walgreens agrees to pay $269 million to U.S. in fraud accord - Chicago trib,WBA,1 +1/22/2019 16:35,"$WBA - Walgreens to pay $269M to settle civil fraud lawsuits, DoJ says ",WBA,1 +1/7/2019 16:54,Analysts Expect Walgreens Boots Alliance Inc $WBA to Post $1.74 EPS #markets,WBA,1 +1/7/2019 16:54,Analysts Expect Walgreens Boots Alliance Inc $WBA to Post $1.74 EPS #stocks,WBA,1 +1/6/2019 6:04,Walgreens Boots Alliance $WBA Downgraded by BidaskClub ,WBA,0 +1/6/2019 6:03,Walgreens Boots Alliance $WBA Downgraded by BidaskClub #stocks,WBA,0 +1/4/2019 0:24,Walgreens Boots Alliance $WBA Stock Rating Lowered by BidaskClub ,WBA,0 +1/3/2019 4:52,"Walgreens Boots Alliance Inc $WBA to Post Q2 2019 Earnings of $1.73 Per Share, Jefferies Financial Group Forecasts¡K ",WBA,1 +1/2/2019 2:25,Walgreens Boots Alliance Inc $WBA Expected to Announce Quarterly Sales of $34.63 Billion #stocks,WBA,1 +12/31/2018 7:37,Weekly Research Analysts¡¦ Ratings Updates for Walgreens Boots Alliance $WBA #stocks,WBA,1 +12/30/2018 23:17,Walgreens Boots Alliance $WBA Rating Lowered to Hold at BidaskClub ,WBA,0 +12/30/2018 0:04,Walgreens Boots Alliance $WBA Cut to Hold at BidaskClub ,WBA,0 +12/28/2018 3:01,Walgreens Boots Alliance $WBA Downgraded to ¡§Hold¡¨ at BidaskClub ,WBA,0 +12/27/2018 21:23,Walgreens Boots Alliance $WBA Downgraded to ¡§Hold¡¨ at BidaskClub #markets,WBA,0 +12/25/2018 23:42,Q2 2019 EPS Estimates for Walgreens Boots Alliance Inc Lowered by Analyst $WBA #stocks,WBA,0 +12/25/2018 23:40,Q2 2019 EPS Estimates for Walgreens Boots Alliance Inc Lowered by Analyst $WBA ,WBA,0 +12/25/2018 0:37,Walgreens Boots Alliance $WBA Price Target Cut to $70.00 ,WBA,0 +12/24/2018 23:48,Leerink Swann Analysts Lower Earnings Estimates for Walgreens Boots Alliance Inc $WBA ,WBA,0 +12/24/2018 23:47,Walgreens Boots Alliance Inc $WBA Expected to Earn Q2 2019 Earnings of $1.75 Per Share #stocks,WBA,1 +12/23/2018 23:43,SunTrust Banks Raises Walgreens Boots Alliance Q2 2019 Earnings Estimates to $1.75 EPS (Previously $1.73). $WBA #WBA,WBA,1 +12/23/2018 23:43,Leerink Swann Lowers Walgreens Boots Alliance Q2 2019 Earnings Estimates to $1.70 EPS (Previously $1.80). $WBA #WBA,WBA,1 +12/23/2018 0:15,Walgreens Boots Alliance $WBA Lifted to ¡§Buy¡¨ at Needham & Company LLC ,WBA,1 +12/21/2018 5:03,Walgreens Boosts Alliance $WBA PT Lowered to $95 at Credit Suisse ,WBA,0 +12/20/2018 5:38,$WBA - Walgreens Boots Q1 revenues up 10%; non-GAAP EPS up 14% ,WBA,1 +12/18/2018 23:21,Walgreens Boots Alliance $WBA Scheduled to Post Earnings on Thursday #markets,WBA,1 +12/16/2018 23:28,Taxus Pharmaceuticals $TXSP and Walgreens Boots Alliance $WBA Head to Head Survey ,WBA,1 +12/16/2018 2:39,Zacks Investment Research Downgrades Walgreens Boots Alliance $WBA to Hold ,WBA,0 +12/16/2018 2:37,Zacks Investment Research Downgrades Walgreens Boots Alliance $WBA to Hold #stocks,WBA,0 +12/12/2018 23:09,Walgreens Boots Alliance $WBA Scheduled to Post Earnings on Thursday #stocks,WBA,1 +12/9/2018 10:03,Zacks Investment Research Upgrades Walgreens Boots Alliance $WBA to ¡§Buy¡¨ ,WBA,1 +12/7/2018 9:55,Walgreens Boots Alliance $WBA Upgraded by Zacks Investment Research to ¡§Buy¡¨ ,WBA,1 +12/7/2018 4:42,Investors Sell Shares of Walgreens Boots Alliance $WBA on Strength $WBA #stocks,WBA,0 +12/6/2018 12:53,Walgreens Boots Alliance $WBA Upgraded by Zacks Investment Research to ¡§Buy¡¨ #markets,WBA,1 +12/4/2018 2:01,Recent Investment Analysts¡¦ Ratings Updates for Walgreens Boots Alliance $WBA ,WBA,1 +12/4/2018 1:59,Recent Investment Analysts¡¦ Ratings Updates for Walgreens Boots Alliance $WBA #stocks,WBA,1 +12/4/2018 1:41,Walgreens Boots Alliance $WBA Raised to Buy at Zacks Investment Research ,WBA,1 +12/3/2018 12:55,Walgreens Boots Alliance $WBA Downgraded to Hold at Zacks Investment Research ,WBA,0 +12/3/2018 0:35,Walgreens Boots Alliance $WBA Upgraded at Zacks Investment Research ,WBA,1 +12/2/2018 1:51,Zacks Investment Research Upgrades Walgreens Boots Alliance $WBA to Buy ,WBA,1 +11/30/2018 2:25,Walgreens Boots Alliance $WBA Rating Lowered to Hold at Zacks Investment Research #markets,WBA,0 +11/29/2018 3:09,Walgreens Boots Alliance $WBA Lowered to Hold at Zacks Investment Research #stocks,WBA,0 +11/29/2018 3:09,Zacks Investment Research Lowers Walgreens Boots Alliance $WBA to Hold ,WBA,1 +11/27/2018 23:51,Walgreens Boots Alliance $WBA Stock Rating Lowered by Zacks Investment Research ,WBA,0 +11/27/2018 23:50,Walgreens Boots Alliance $WBA Stock Rating Lowered by Zacks Investment Research #stocks,WBA,0 +11/27/2018 23:50,Walgreens Boots Alliance $WBA Stock Rating Lowered by Zacks Investment Research #markets,WBA,0 +11/23/2018 18:35,Walgreens Boots Alliance Inc $WBA Expected to Announce Quarterly Sales of $33.64 Billion ,WBA,1 +11/23/2018 14:34,"Insider Selling: Walgreens Boots Alliance Inc $WBA Director Sells 7,050 Shares of Stock #markets",WBA,0 +11/23/2018 14:34,"Insider Selling: Walgreens Boots Alliance Inc $WBA Director Sells 7,050 Shares of Stock #stocks",WBA,0 +11/20/2018 22:31,"$WBA shows quite a strong growth in Revenue. Over the last 5 years, it has been growing by 12.74% yearly.¡K ",WBA,1 +11/7/2018 8:09,Walgreens Boots Alliance Inc $WBA to Issue $0.44 Quarterly Dividend #markets,WBA,1 +11/7/2018 8:09,Walgreens Boots Alliance Inc $WBA to Issue $0.44 Quarterly Dividend #stocks,WBA,1 +11/5/2018 3:39,"Walgreens Boots Alliance Inc $WBA Director Sells $217,457.28 in Stock ",WBA,0 +11/5/2018 2:11,"Walgreens Boots Alliance Inc $WBA EVP Sells $4,096,040.00 in Stock ",WBA,0 +11/4/2018 2:58,"Walgreens Boots Alliance Inc $WBA SVP Kimberly R. Scardino Sells 11,970 Shares #markets",WBA,0 +11/4/2018 2:53,"Kimberly R. Scardino Sells 11,970 Shares of Walgreens Boots Alliance Inc $WBA Stock ",WBA,0 +11/3/2018 7:39,"Walgreens Boots Alliance Inc $WBA SVP Kimberly R. Scardino Sells 11,970 Shares ",WBA,0 +11/2/2018 17:09,"Walgreens Boots Alliance Inc $WBA Director William C. Foote Sells 2,736 Shares #stocks",WBA,0 +11/2/2018 17:08,"Walgreens Boots Alliance Inc $WBA Director William C. Foote Sells 2,736 Shares #markets",WBA,0 +11/2/2018 16:22,"Walgreens Boots Alliance Inc $WBA EVP Kathleen Wilson-Thompson Sells 52,000 Shares #stocks",WBA,0 +11/2/2018 16:22,"Walgreens Boots Alliance Inc $WBA EVP Kathleen Wilson-Thompson Sells 52,000 Shares #markets",WBA,0 +10/25/2018 19:26,Investors Buy Shares of Walgreens Boots Alliance $WBA on Weakness ,WBA,1 +10/25/2018 12:24,Zacks: Brokerages Expect Walgreens Boots Alliance Inc $WBA to Post $1.44 EPS #markets,WBA,1 +10/25/2018 12:24,Zacks: Brokerages Expect Walgreens Boots Alliance Inc $WBA to Post $1.44 EPS #stocks,WBA,1 +10/22/2018 23:20,Walgreens Boots Alliance Inc Forecasted to Post Q1 2019 Earnings of $1.36 Per Share $WBA ,WBA,1 +10/21/2018 22:28,Walgreens Boots Alliance Inc $WBA Expected to Post Quarterly Sales of $33.67 Billion ,WBA,1 +1/18/2020 2:23,"Walmart Inc $WMT EVP Sells $9,852,350.00 in Stock ",WMT,0 +1/18/2020 2:23,"Walmart Inc $WMT EVP Marc E. Lore Sells 85,000 Shares ",WMT,0 +1/16/2020 16:02,$AMZN or $WMT would miss #africa of they they don't buy $JMIA,WMT,0 +1/16/2020 5:38,"Walmart Inc $WMT EVP Marc E. Lore Sells 85,000 Shares of Stock ",WMT,0 +1/15/2020 20:42,"Marc E. Lore Sells 85,000 Shares of Walmart Inc $WMT Stock #markets",WMT,0 +1/15/2020 20:38,"Marc E. Lore Sells 85,000 Shares of Walmart Inc $WMT Stock #stocks",WMT,0 +1/15/2020 6:40,$amzn $wmt need to create high paying #jobs in #india for #youth may be #NarendraModi message to #JeffBezos ,WMT,1 +1/15/2020 4:51,The power of shorts lolInside month down continues $112 PM$wmt ,WMT,0 +1/10/2020 21:34,$wmt ummmmm is it crazy to say see you at $108? ?? $114 then $108 Sorry world - inside month down is a bitch¡K ,WMT,0 +1/5/2020 5:29,Walmart $WMT Rating Lowered to Hold at Zacks Investment Research ,WMT,0 +1/4/2020 7:00,Walmart $WMT Stock Rating Lowered by Zacks Investment Research ,WMT,0 +1/3/2020 14:52,"$WMT $W Pier 1 to Shut More Stores, Cut Debt in Expanded Turnaround via ",WMT,0 +1/3/2020 13:52,Walmart $WMT Downgraded by Zacks Investment Research to Hold #markets,WMT,0 +1/3/2020 6:35,Wal-mart de Mexico S A B de C V $WMMVY Upgraded to Hold by Zacks Investment Research ,WMT,1 +1/2/2020 2:45,Walmart $WMT Price Target Raised to $130.00 at Morgan Stanley ,WMT,1 +1/1/2020 1:46,Morgan Stanley Raises Walmart $WMT Price Target to $130.00 ,WMT,1 +12/31/2019 10:54,$WMT Walmart Target Raised by Morgan Stanley $118.35 $125.00 ? $130.00 Overweight,WMT,1 +12/31/2019 6:33,$WMT Walmart Target Raised by Morgan Stanley $119.40 $125.00 ? $130.00 Overweight,WMT,1 +12/27/2019 11:07,$WMT Michaels Jumps as New CEO Brings Digital Expertise From Walmart via ,WMT,1 +12/26/2019 23:45,Wal-mart de Mexico S A B de C V $WMMVY Rating Lowered to Hold at Zacks Investment Research ,WMT,0 +12/26/2019 2:20,"Insider Selling: Walmart Inc $WMT EVP Sells $10,248,450.00 in Stock ",WMT,0 +12/25/2019 2:15,"Marc E. Lore Sells 85,000 Shares of Walmart Inc $WMT Stock ",WMT,0 +12/25/2019 2:13,"Insider Selling: Walmart Inc $WMT EVP Sells 85,000 Shares of Stock ",WMT,0 +12/23/2019 20:47,"#cashless #fintech #india $GOOGL $AMZN $WMT Almost 11 million #FASTags have been sold so far, but a significant #¡K ",WMT,0 +12/23/2019 17:49,"Insider Selling: Walmart Inc $WMT EVP Sells 85,000 Shares of Stock #stocks",WMT,0 +12/20/2019 23:56,"$AMZN $WMT Walmart Plans to Double Down on Supercenters, Dow Jones Reports via ",WMT,0 +12/14/2019 23:59,Wal-mart de Mexico S A B de C V $WMMVY Rating Increased to Buy at Zacks Investment Research ,WMT,1 +12/13/2019 6:36,"$AMZN $WMT $COST $TGT:Costco¡¦s (COST) Earnings Beat Estimates in Q1, Increase Y/Y:",WMT,1 +12/10/2019 23:30,$WMT buys b2b #ecommerce #startup ,WMT,1 +12/9/2019 6:46,$wmt is growing it¡¦s supplychain ,WMT,1 +12/9/2019 5:45,"Walmart Takes Down Christmas Sweater Featuring Coke-Snorting Santa, Others $WMT ",WMT,0 +12/6/2019 17:35,Smells Like Chicken? This KFC-Scented Fire Log Is A Real Thing You Can Buy At Walmart $WMT $YUM ,WMT,0 +12/4/2019 4:03,$ROST $WMT $AMZN $BRK.B $AAPL:Growing Dividends Drive Strong Returns for a Winning Stock Fund:,WMT,1 +12/2/2019 21:14,$WMT : watch that down trend break for continuation higher..or final rejection for next leg lower. ,WMT,0 +12/2/2019 14:42,"RT @realmoney: Amazon $AMZN, Apple $AAPL and Walmart $WMT look to be among Black Friday's e-commerce winners. @EricJhonsa breaks it down ht¡K",WMT,0 +11/29/2019 15:05,$LULU $WMT Black Friday Becomes Blas Friday as One- Time Frenzy Calms Down via ,WMT,0 +11/29/2019 12:47,Wal-mart de Mexico S A B de C V $WMMVY Shares Up 1.2% #stocks,WMT,1 +11/29/2019 12:46,Wal-mart de Mexico S A B de C V $WMMVY Shares Up 1.2% ,WMT,1 +11/24/2019 14:22,RT @EvanMedeiros: retail stock run down by @IBDinvestors for the short week ahead. $LULU $WMT and others #IBDPartner,WMT,0 +11/22/2019 3:20,"Walmart Inc $WMT EVP Sells $989,443.00 in Stock ",WMT,0 +11/21/2019 2:57,"Judith J. Mckenna Sells 8,300 Shares of Walmart Inc $WMT Stock ",WMT,0 +11/21/2019 2:55,"Walmart Inc $WMT EVP Sells $989,443.00 in Stock #stocks",WMT,0 +11/19/2019 17:21,"Walmart Inc $WMT EVP Judith J. Mckenna Sells 8,300 Shares #stocks",WMT,0 +11/19/2019 2:06,Nomura Increases Walmart $WMT Price Target to $133.00 ,WMT,1 +11/19/2019 1:45,Walmart $WMT PT Raised to $130.00 at Raymond James ,WMT,1 +11/18/2019 17:37,Walmart $WMT Price Target Raised to $133.00 #stocks,WMT,1 +11/18/2019 17:37,Walmart $WMT PT Raised to $125.00 ,WMT,1 +11/18/2019 17:35,Walmart $WMT Price Target Raised to $132.00 ,WMT,1 +11/18/2019 1:45,Oppenheimer Raises Walmart FY2020 Earnings Estimates to $5.04 EPS (Previously $4.96). $WMT #WMT,WMT,1 +11/18/2019 1:45,Jefferies Financial Group Raises Walmart FY2020 Earnings Estimates to $5.01 EPS (Previously $4.94). $WMT #WMT,WMT,1 +11/18/2019 1:45,KeyCorp Raises Walmart FY2020 Earnings Estimates to $4.99 EPS (Previously $4.90). $WMT #WMT,WMT,1 +11/18/2019 1:44,FY2020 EPS Estimates for Walmart Inc Raised by Oppenheimer $WMT #stocks,WMT,1 +11/17/2019 16:07,Walmart $WMT Price Target Raised to $130.00 ,WMT,1 +11/17/2019 16:04,Walmart $WMT PT Raised to $137.00 ,WMT,1 +11/17/2019 15:18,Guggenheim Reaffirms Buy Rating for Walmart $WMT ,WMT,1 +11/17/2019 15:14,Guggenheim Reaffirms Buy Rating for Walmart $WMT #markets,WMT,1 +11/17/2019 14:12,SURPRISE! WALMART BEATS AMAZON $DJIA $AMZN $WMT $DIA $GOOG $GOOGL $FB $AAPL ,WMT,1 +11/17/2019 10:21,Walmart $WMT PT Raised to $140.00 at BMO Capital Markets ,WMT,1 +11/17/2019 10:18,BMO Capital Markets Raises Walmart $WMT Price Target to $140.00 ,WMT,1 +11/16/2019 23:55,Walmart $WMT PT Raised to $125.00 #stocks,WMT,1 +11/16/2019 17:06,Walmart $WMT Price Target Raised to $137.00 ,WMT,1 +11/16/2019 7:37,Walmart $WMT Price Target Raised to $125.00 #stocks,WMT,1 +11/16/2019 7:37,Walmart $WMT PT Raised to $133.00 #stocks,WMT,1 +11/16/2019 7:30,"Walmart $WMT Issues Quarterly Earnings Results, Beats Expectations By $0.07 EPS #markets",WMT,1 +11/16/2019 0:48,Walmart Sees Unusually High Options Volume $WMT ,WMT,1 +11/16/2019 0:48,Walmart Sees Unusually High Options Volume $WMT #stocks,WMT,1 +11/15/2019 12:14,$WMT $NVDA:PreMarket Prep Recap: Breaking Down The Reaction To Walmart ¡K:,WMT,0 +11/15/2019 11:37,Walmart¡¦s $WMT Outperform Rating Reaffirmed at Raymond James #stocks,WMT,1 +11/15/2019 10:07,Didn't $WMT get like 5 upgrades today? -1%$NVDA 3 upgrades -1.8%$AMZN doesn't know market is making ATH today¡K ,WMT,1 +11/15/2019 8:48,$JD $BABA $WMT $GOOGL: Beats on Earnings as Shares Spike Toward This Risky Level:,WMT,1 +11/15/2019 7:36,$WMT down 5% from yesterday's HOD.,WMT,0 +11/15/2019 5:26,Wal-Mart $WMT PT Raised to $130 at Raymond James ,WMT,1 +11/15/2019 3:04,"$WMT in +1.28% Uptrend, growing for three consecutive days on November 14, 2019. View odds for this and other indic¡K ",WMT,1 +11/14/2019 13:45,RT @HeizenbergerOTC: $WMT upgrade just now ,WMT,1 +11/14/2019 12:38,Wal-Mart $WMT PT Raised to $135 at Barclays ,WMT,1 +11/14/2019 8:45,$WMT raises guidance but they missed on the top line. I don't think you buy the stk here.,WMT,1 +11/14/2019 7:38,"Highlight: ""That was the highest growth they¡¦ve seen in e-commerce this year,"" @julialaroche says about $WMT earnin¡K ",WMT,1 +11/14/2019 6:20,"$WMT earned an adjusted $1.16 per share beating the consensus of $1.09, and raised its full year earnings outlook.¡K ",WMT,1 +11/14/2019 5:51,"RT @OptionAlarm: $WMT WALMART 3Q ADJ. EPS $1.16, EST. $1.09WALMART BOOSTS YEAR ADJ EPS GROWTH TARGET; 3Q ADJ EPS BEATS EST",WMT,1 +11/14/2019 5:47,"#Walmart Trades Higher On Mixed Q3 Earnings, Raised Guidance $WMT via @benzinga",WMT,1 +11/14/2019 5:06,$WMT up over 3% on earnings beat,WMT,1 +11/14/2019 5:06,"Walmart $WMT earnings beat estimates, shares rise on higher outlook ahead of holidays ",WMT,1 +11/14/2019 5:04,"$WMT - Walmart EPS beats by $0.07, revenue in-line ",WMT,1 +11/14/2019 5:03,Walmart $WMT reports earnings: EPS: $1.16 (adj.) Revenue: $127.991BComp sales: 3.2% Raises full year outlook,WMT,1 +11/14/2019 5:03,$WMT .07 EPS Beat WMT: Walmart U.S. Q3 comp sales grew 3.2% and Walmart U.S. eCommerce sales grew 41%Walmart ra¡K ,WMT,1 +11/13/2019 21:50,Walmart $WMT Reaches New 52-Week High at $121.36 ,WMT,1 +11/13/2019 21:50,Walmart $WMT Hits New 12-Month High at $121.36 #stocks,WMT,1 +11/13/2019 13:19,$WMT 52 week high none here,WMT,1 +11/13/2019 11:47,$WMT near all-time highs despite no one believing in the company ahead of earnings.Retail is dead. Have you seen¡K ,WMT,1 +11/12/2019 16:32,JPMorgan Chase & Co. Increases Walmart $WMT Price Target to $130.00 ,WMT,1 +11/12/2019 16:29,Walmart $WMT PT Raised to $130.00 #stocks,WMT,1 +11/10/2019 12:09,Wal-mart de Mexico S A B de C V $WMMVY Sets New 1-Year High at $31.00 ,WMT,1 +11/9/2019 20:32,Walmart $WMT Price Target Raised to $130.00 at JPMorgan Chase & Co. ,WMT,1 +11/4/2019 15:03,Walmart $WMT Price Target Raised to $125.00 at Oppenheimer #stocks,WMT,1 +11/1/2019 18:05,Wal-mart de Mexico S A B de C V $WMMVY Sets New 12-Month High at $30.98 ,WMT,1 +10/26/2019 7:49,Wal-mart de Mexico S A B de C V $WMMVY Sets New 1-Year High at $30.69 ,WMT,1 +10/26/2019 7:49,Wal-mart de Mexico S A B de C V $WMMVY Reaches New 1-Year High at $30.69 #stocks,WMT,1 +10/25/2019 15:38,RT @bobbyjoejimjack: @TESLAcharts For a ceo to tweet the fire emoji after being sued by $wmt for setting their roofs on fire is crazy. To d¡K,WMT,0 +10/24/2019 13:17,"- $AMZN shares down 8.3% tonight. Bad earnings, confirmation of my opinion in August that Wal Mart $WMT and Target¡K ",WMT,0 +10/20/2019 17:36,$AMZN $WMT The big fat online shopping frenzy #ecommerce There is a growing demand for international brands such¡K ,WMT,1 +10/20/2019 7:58,Chile protests continue after gov't backs down on fare hike $WMT #WMT #Masstransitsystems #Transportation ,WMT,0 +10/17/2019 22:49,#Food corporation of #india may be sold off $WMT $AMZN #relinace likely bidder ,WMT,0 +10/16/2019 18:39,why #flipkart is eyeing 2022 #IPO in #UnitedStates $WMT $AMZN #ecommerce growth Consumer internet is growing 5X f¡K ,WMT,1 +10/12/2019 12:32,Walmart $WMT Hits New 12-Month High at $119.87 #stocks,WMT,1 +10/12/2019 12:30,Walmart $WMT Hits New 1-Year High at $119.87 ,WMT,1 +10/10/2019 10:06,Walmart $WMT Sets New 1-Year High at $119.87 ,WMT,1 +10/10/2019 8:07,Awesome Day! $ROKU Butterfly sold at 120! Perfect execution? $TSLA ? $NFLX ?? 269 - 275$WMT - wash went long/s¡K ,WMT,0 +10/9/2019 11:52,one thing growing in #india #fintech $PYPL $FB $AAPL $AMZN $WMT ,WMT,1 +10/7/2019 12:04,$WMT - Layoff at Bonobos as Walmart looks to cut losses ,WMT,0 +10/7/2019 8:02,$INND sold out at $WMT Big Swing Coming ,WMT,0 +10/6/2019 17:00,"$AMZN v/s $WMT Amazon, Flipkart¡¦s share set to riseAmazon #India said it had the highest gross sales share of 46¡K ",WMT,1 +10/5/2019 13:28,Walmart $WMT Downgraded by ValuEngine #stocks,WMT,0 +10/4/2019 7:43,$WMT $AMZN $TGT:Volatile Week Ending With Decent Jobs Report; Costco Misses On ¡K:,WMT,0 +10/3/2019 12:05,#xiaomi sold 250K #smartTV on $AMZN $WMT ,WMT,0 +10/3/2019 4:30,Walmart to test programs for U.S. workers to cut #healthcare costs $WMT ,WMT,0 +10/2/2019 15:21,$DJI $SPX $IXIC $WMT $TGT:Jim Cramer says his favorite indicator ¡¥isn¡¦t down enough for me to turn positive¡¦:,WMT,0 +10/1/2019 22:48,Zacks Investment Research Reaffirms ¡§Sell¡¨ Rating for Wal-mart de Mexico S A B de C V $WMMVY ,WMT,0 +10/1/2019 10:05,$AMZN $WMT #flipkart sells 1.5 million #xiaomi #smartphones,WMT,0 +10/1/2019 9:30,$AMZN $NFLX $AAPL $FB $GOOGL $PYPL $WMT gain from #retrospective #tax cut in #india #earnings boost expected ,WMT,0 +9/30/2019 9:03,#xiaomi sold 1.5 million #smaprtphones on $AMZN $WMT #flipkart ?,WMT,0 +9/30/2019 7:24,$WMT $BABA China's giant middle class is still growing and companies from Walmart to start-ups are trying to cash in ,WMT,1 +9/29/2019 14:46,$AAPL sells 200K #iphones + #iphone11 on $AMZN $WMT,WMT,0 +9/27/2019 1:45,Walmart $WMT Price Target Raised to $130.00 #markets,WMT,1 +9/23/2019 5:34,Walmart $WMT Given Outperform Rating at Robert W. Baird #stocks,WMT,1 +9/21/2019 2:18,Walmart $WMT Rating Lowered to Hold at Zacks Investment Research #stocks,WMT,0 +9/21/2019 2:16,Citigroup Reaffirms Buy Rating for Walmart $WMT ,WMT,1 +9/20/2019 12:55,Walmart $WMT to stop selling e-cigarettes over growing health concerns about vaping. ,WMT,1 +9/14/2019 6:46,Trading Ideas: Possible Sell for Wal-Mart - high risk ?? FREE trade-of-week via ?¡K ,WMT,1 +9/13/2019 8:31,Walmart $WMT Hits New 52-Week High at $118.18 #markets,WMT,1 +9/10/2019 9:43,"$AMZN $WMT $EBAY:Shopify Buys 6 River, Threatens Amazon¡¦s Warehouse Tech Lead:",WMT,1 +9/8/2019 6:10,Morgan Stanley Raises Walmart $WMT Price Target to $125.00 ,WMT,1 +9/7/2019 6:50,"On 8/26 $WMT triggered for me by going thru the previous day high plus .10cents and the stock went up immediately,¡K ",WMT,1 +9/6/2019 6:53,"RT @conorsen: All-time highs for $COST, $TGT, and $LULU. $WMT just about there too.",WMT,1 +9/5/2019 9:20,RT @Stocktwits: Walmart $WMT hit new all-time highs today. It's up 27% YTD. But it also still needs to add about $600 billion in market cap¡K,WMT,1 +9/5/2019 7:35,$WMT * All-time High* Through all resistance * See the extension up next via @CMLviz,WMT,1 +9/5/2019 5:13,UPDATE: Wal-Mart's $WMT Hidden Gem Raises the PT to $125 at Morgan Stanley ,WMT,1 +9/5/2019 5:12,Wal-Mart's $WMT Hidden Gem Raises the PT to $120 at Morgan Stanley ,WMT,1 +9/5/2019 4:58,$WMT PT Raised to $125 at Morgan StanleyNOV 120C rolled to yesterday hmmm#OPTIONS FLOW,WMT,1 +8/28/2019 18:13,$WMT $TGT:Turning These 3 Low Yielders Into Dividend Cash Cows With ¡K:,WMT,0 +8/28/2019 12:43,$WMT $AMZN:Wayfair Stock: High Risks Despite its Impressive Revenue Growth:,WMT,1 +8/28/2019 7:29,Wal-mart de Mexico S A B de C V $WMMVY Plans Dividend Increase ¡V $0.26 Per Share ,WMT,1 +8/26/2019 9:34,$WMT daily swing of interest if and only if it can get thru Friday's high plus .10cents. #IBDPartner @MarketSmith c¡K ,WMT,1 +8/23/2019 18:01,$AMZN $WMT $TSLA:Tesla solar panels reportedly caught fire at an Amazon warehouse in 2018:,WMT,0 +8/23/2019 2:15,"Walmart Inc $WMT Insider John R. Furner Sells 7,900 Shares ",WMT,0 +8/21/2019 4:48,"RT @4xRevenue: Speculation: The 200m term loan $TSLA hasn't repaid is connected to the $WMT dispute. from 8k:""backed by high quality,¡K",WMT,1 +8/20/2019 19:09,It's obvious $WMT is just another short trying to hold the price down the price of $TSLA @elonmusk don't listen to¡K ,WMT,0 +8/20/2019 15:59,So when does Musk blame the Wal-Mart fires on sabotage by Amazon?$TSLA$AMZN,WMT,0 +8/20/2019 12:37,"#india $SPY $QQQ $AMZN $AAPL $WMT With a sheer size of $700+ bn growing at a 10+% rate, Indian #retail is the fift¡K ",WMT,1 +8/20/2019 6:49,Is Walmart Stock Ready to Move Higher Again? - by @askslim $WMT,WMT,1 +8/20/2019 0:34,Walmart¡¦s $WMT Outperform Rating Reiterated at Telsey Advisory Group ,WMT,1 +8/20/2019 0:33,Bank of America Reiterates Buy Rating for Walmart $WMT ,WMT,1 +8/20/2019 0:04,Wal-mart de Mexico S A B de C V $WMMVY Cut to ¡§Sell¡¨ at Zacks Investment Research ,WMT,0 +8/19/2019 2:51,Walmart $WMT Price Target Raised to $128.00 #stocks,WMT,1 +8/19/2019 2:49,Walmart $WMT Price Target Raised to $120.00 ,WMT,1 +8/19/2019 2:49,Walmart $WMT Price Target Raised to $128.00 ,WMT,1 +8/19/2019 1:45,Walmart $WMT Given Buy Rating at Guggenheim ,WMT,1 +8/19/2019 1:45,Walmart $WMT Given Buy Rating at Guggenheim #markets,WMT,1 +8/19/2019 1:41,Walmart $WMT Upgraded to ¡§Buy¡¨ by Gordon Haskett ,WMT,1 +8/18/2019 23:52,Oppenheimer Research Analysts Boost Earnings Estimates for Walmart Inc $WMT #stocks,WMT,1 +8/18/2019 23:52,Oppenheimer Raises Walmart Q2 2020 Earnings Estimates to $1.27 EPS (Previously $1.22). $WMT #WMT,WMT,1 +8/17/2019 16:51,"After stocks slip, market cycles suggest a blip higherArticle: $SPY $ES_F $WMT ",WMT,1 +8/17/2019 11:13,Walmart $WMT Price Target Raised to $120.00 at Raymond James #stocks,WMT,1 +8/17/2019 10:23,Wal-mart de Mexico S A B de C V $WMMVY Lowered to ¡§Sell¡¨ at Zacks Investment Research #stocks,WMT,0 +8/17/2019 7:51,Walmart $WMT PT Raised to $120.00 at Raymond James ,WMT,1 +8/16/2019 15:08,Walmart $WMT Price Target Raised to $135.00 #stocks,WMT,1 +8/16/2019 12:34,Walmart $WMT Price Target Raised to $120.00 #stocks,WMT,1 +8/16/2019 7:20,"RT @carlquintanilla: Two worlds of retail:* The top S&P stock of the week: Walmart, up 6.4%* The worst: Tapestry, down 28%$WMT $TPR",WMT,0 +8/16/2019 7:04,$WMT $IMKTA:Walmart (WMT) Catches Eye: Stock Jumps 6.1%:,WMT,1 +8/16/2019 4:02,Wal-Mart $WMT PT Raised to $115 at UBS ,WMT,1 +8/15/2019 23:54,"Wal-mart jumps on earnings: The retail giant reported better-than-expected earnings yesterday, causing its stock to¡K ",WMT,1 +8/15/2019 19:18,Walmart $WMT Upgraded by Gordon Haskett to ¡§Buy¡¨ #stocks,WMT,1 +8/15/2019 17:44,RT @Stocktwits: $WMT hit new all-time highs today after a strong earnings report. Trump believes it is a strong indicator of how the US i¡K,WMT,1 +8/15/2019 16:56,Walmart $WMT Trading 6.1% Higher Following Earnings Beat ,WMT,1 +8/15/2019 16:20,$WMT raised gudinace for this year and next ending #recession fears,WMT,1 +8/15/2019 15:57,"$WMT - Walmart tops day's gainers after higher Q2 sales, upbeat profit forecast ",WMT,1 +8/15/2019 15:00,"Walmart $WMT Releases Quarterly Earnings Results, Beats Expectations By $0.05 EPS ",WMT,1 +8/15/2019 13:47,$WMT hit new all-time highs today after a strong earnings report. Trump believes it is a strong indicator of how¡K ,WMT,1 +8/15/2019 13:38,Gordon Haskett Upgrades Wal-Mart $WMT to Buy (earlier) ,WMT,1 +8/15/2019 13:19,Gordon Haskett Upgrades Walmart $WMT to Buy ,WMT,1 +8/15/2019 13:16,Markets Right Now: Stocks end a bumpy day mostly higher $WMT #WMT #Stockprices #Leadingeconomicindicators #Economy ,WMT,1 +8/15/2019 10:39,$WMT almost there 110.50 breaks we accelerate down 108.75 our target ??,WMT,0 +8/15/2019 8:08,"$WMT $AMZN Walmart Earnings Beat Views, Retail Titan Raises Guidance; Dow Jones Stock Rises ",WMT,1 +8/15/2019 6:16,Strong earnings from Walmart $WMT have flipped US futures into the green. $SPY is now 0.58% higher pre-market.Read¡K ,WMT,1 +8/15/2019 4:55,"RT @IBD_ECarson: Dow futures reverse again, this time solidly to the upside after Walmart beats earnings views, raises guidance. $WMT $CSCO¡K",WMT,1 +8/15/2019 4:27,$WMT Walmart raises earnings forecast for year after jump in quarterly sales ,WMT,1 +8/15/2019 4:14,"$WMT Reports Q2 $1.27 v $1.21e, Rev $130.4B v $130.5Be (Wal-Mart Stores Inc)Raises FY20 adj EPS ' slight decrease¡K ",WMT,1 +8/15/2019 4:13,"@TheDomino @IvanTheK @pearkes Narrow down the questions, Dom. $WMT *is* America. Macy's is a REIT in waiting. Walma¡K ",WMT,0 +8/15/2019 4:13,$WMT beats the Estimize EPS Consensus by 3c and misses the Estimize Revenue Consensus by $207.81M. Reports FQ2 earn¡K ,WMT,0 +8/15/2019 4:13,This morning's winner for $WMT is AAFED who beats 97 other analysts and the Wall Street Consensus - ,WMT,1 +8/14/2019 0:47,Wal-mart de Mexico S A B de C V $WMMVY Upgraded at Zacks Investment Research ,WMT,1 +8/14/2019 0:46,Wal-mart de Mexico S A B de C V $WMMVY Upgraded at Zacks Investment Research #stocks,WMT,1 +8/11/2019 22:20,$TTCM $WMT PRICES KEEP ON DROPPING IM KEEP ON SHOPPING I LIVED HERE FOR A WHOLE YEAR FOR FREE!! #Walmart ,WMT,0 +8/9/2019 11:30,"$WMT - Walmart Might Be Overvalued, But The Stock Could Still Go Higher ",WMT,1 +8/8/2019 12:33,Wal-mart de Mexico S A B de C V $WMMVY Trading 1.1% Higher #stocks,WMT,1 +8/7/2019 10:45,Walmart Inc $WMT Declares Quarterly Dividend of $0.53 ,WMT,1 +7/27/2019 1:57,Loop Capital Raises Walmart $WMT Price Target to $115.00 ,WMT,1 +7/24/2019 6:43,$WMT $AMZN:Improvements Do Not Justify the Higher Multiple in Walmart Stock:,WMT,1 +7/15/2019 0:57,Walmart $WMT Earns Buy Rating from Analysts at Goldman Sachs Group ,WMT,1 +7/12/2019 8:12,$WMT keeps grinding higher Ya boring I know.....,WMT,1 +7/11/2019 21:30,Walmart $WMT Hits New 52-Week High at $113.41 ,WMT,1 +7/11/2019 21:30,Walmart $WMT Sets New 52-Week High at $113.41 #markets,WMT,1 +7/9/2019 13:44,$ETSY $SPX $AMZN $WMT $TGT:Etsy Gets a Lift as it Jumps on the Free-Shipping Bandwagon:,WMT,1 +7/2/2019 11:30,The most amusing thing about my new research with $WMT is that it happens by making online purchases rather than ac¡K ,WMT,1 +7/1/2019 12:56,It all comes down to these last 5 minutes. $WMT ,WMT,0 +7/1/2019 6:30,REPORT: Walmart to #invest $1.2B to upgrade logistics in China $WMT ,WMT,1 +7/1/2019 5:57,$WMT (+0.6% pre) Walmart to invest $1.2 billion in China to upgrade logistics - Reuters,WMT,1 +7/1/2019 5:02,$WMT SAYS WILL INVEST 8 BLN YUAN IN CHINA OVER THE NEXT 10 YEARS TO UPGRADE LOGISTICS- My own Note usually Markets through $JD,WMT,1 +7/1/2019 4:20,$WMT SAYS WILL INVEST 8 BLN YUAN IN CHINA OVER THE NEXT 10 YEARS TO UPGRADE LOGISTICS,WMT,1 +7/1/2019 1:58,"Walmart Inc $WMT Insider Sells $327,420.00 in Stock #stocks",WMT,0 +7/1/2019 1:57,"Walmart Inc $WMT Insider Sells $327,420.00 in Stock ",WMT,0 +7/1/2019 0:16,Short Interest in Walmart Inc $WMT Increases By 5.8% ,WMT,1 +6/30/2019 2:13,"Walmart Inc $WMT Insider Daniel J. Bartlett Sells 3,000 Shares ",WMT,0 +6/28/2019 17:34,"Daniel J. Bartlett Sells 3,000 Shares of Walmart Inc $WMT Stock #stocks",WMT,0 +6/28/2019 1:47,KeyCorp Raises Walmart $WMT Price Target to $125.00 #markets,WMT,1 +6/27/2019 9:32,Wal-mart de Mexico S A B de C V $WMMVY Stock Rating Lowered by Zacks Investment Research ,WMT,0 +6/26/2019 11:01,"RT @Briefingcom: Latest list of the top 50 most liquid, high #relativestrength #stocks in the market $AMZN $WMT $AD¡K",WMT,1 +6/26/2019 0:46,KeyCorp Raises Walmart $WMT Price Target to $125.00 ,WMT,1 +6/25/2019 15:14,$AMZN $WMT $KR:Possible Grocery Strike Raises Questions About Online Delivery In ¡K:,WMT,1 +6/24/2019 6:03,KeyCorp Increases Walmart $WMT Price Target to $125.00 #stocks,WMT,1 +6/21/2019 9:36,#SoftBank fund begins talks to back #health #startup of $WMT #flipkart #cofounder #CureFitCureFit raised a round¡K ,WMT,1 +6/20/2019 6:40,$WMT all time high,WMT,1 +6/20/2019 1:38,Walmart $WMT Price Target Raised to $115.00 ,WMT,1 +6/19/2019 12:48,"#Walmart hits an All-time highHow much higher does it go before ""Puts"" become of interest ? > #layoff #jobs $WMT",WMT,1 +6/18/2019 18:33,An Altman-Z score of 3.89 indicates that $WMT is not in any danger for bankruptcy at the moment.¡K ,WMT,0 +6/17/2019 11:35,Walmart $WMT Price Target Raised to $115.00 at Morgan Stanley #stocks,WMT,1 +6/17/2019 4:37,$WMT PT RAISED TO $115 FROM $113 AT MORGAN STANLEY,WMT,1 +6/17/2019 4:36,Wal-Mart $WMT PT Raised to $115 at Morgan Stanley ,WMT,1 +6/17/2019 4:28,$COST PT Raised to $290 from $270 at Loop$WMT PT Raised to $115.00 at MS,WMT,1 +6/15/2019 17:18,$AMZN $WMT $TGT:2 Reasons It May Be Time to Drop Amazon Prime:,WMT,0 +6/15/2019 1:11,Walmart $WMT Sets New 12-Month High at $109.58 ,WMT,1 +6/14/2019 12:25,WMT new 52 week high of $109.5863 $WMT @benzinga,WMT,1 +6/14/2019 7:28,$SPX $WMT U.S. companies urge Trump to find solution to end trade war ,WMT,0 +6/14/2019 5:01,Wal-Mart and Hundreds of Other Companies Call on Trump to Drop China Tariffs (Bloomberg)($) ,WMT,0 +6/13/2019 16:07,Trade War: Wal-Mart and Hundreds of Other Companies Call on Trump to Drop China Tariffs - Bloomberg ,WMT,0 +6/13/2019 6:47,$WMT planning to drop 1-trillion celebratory balloons if shares hit $110. ???? ,WMT,0 +6/12/2019 17:24,"$WMT was nice an tight, moving averages were hugging, and from contraction comes expansion. Sold on the way up as i¡K ",WMT,0 +6/12/2019 14:21,"$WMT $AMZN: President Simon Belsham to step down as Walmart eliminates role, further integ¡K ",WMT,0 +6/11/2019 18:10,"Walmart $WMT broke a new historic high, settling +0.4% at $107.94. By definition, the door is open to far higher le¡K ",WMT,1 +6/11/2019 12:57,@charliebilello $WMT high 109.98 in 2018,WMT,1 +6/10/2019 10:09,$wmt close to all time highs,WMT,1 +6/10/2019 8:30,New 52-week high for $WMT as Bernie Sanders moves on to other things. No one here is thinking about ATH. That's for¡K ,WMT,1 +6/10/2019 6:24,Walmart $WMT Price Target Raised to $120.00 at Jefferies Financial Group #stocks,WMT,1 +6/10/2019 1:07,"Walmart Inc $WMT Director Sells $77,676,952.64 in Stock ",WMT,0 +6/7/2019 17:36,"Gregory S. Foran Sells 19,487 Shares of Walmart Inc $WMT Stock #stocks",WMT,0 +6/7/2019 17:36,"Walmart Inc $WMT Director S Robson Walton Sells 737,813 Shares #stocks",WMT,0 +6/7/2019 17:36,"Insider Selling: Walmart Inc $WMT Major Shareholder Sells 1,014,826 Shares of Stock #stocks",WMT,0 +6/6/2019 7:52,Sold alll $WMT july 105 calls here 2.70 from 1.40 ?????? ,WMT,0 +6/5/2019 17:30,Recent Research Analysts¡¦ Ratings Updates for Walmart $WMT #stocks,WMT,1 +6/5/2019 7:50,Sold more $WMT july 105 calls here 2.23 from 1.40 bam ???????? ,WMT,0 +6/3/2019 21:17,Walmart extends debt-free college benefits to high schoolers $WMT #WMT #Education #Socialaffairs #Studenttesting ,WMT,1 +5/27/2019 10:35,$WMT - Walmart - A New High On The Horizon? ,WMT,1 +5/25/2019 1:41,Walmart $WMT Stock Rating Upgraded by Daiwa Capital Markets ,WMT,1 +5/23/2019 23:03,Walmart $WMT Upgraded to ¡§Buy¡¨ by Zacks Investment Research #markets,WMT,1 +5/23/2019 19:50,$WMT #Walmart targets #Amazon Fire tablets with new line of low-cost devices starting at $64¡K ,WMT,0 +5/23/2019 17:20,"Walmart Inc $WMT Director S Robson Walton Sells 1,322,329 Shares #stocks",WMT,0 +5/23/2019 1:13,"Walmart Inc $WMT Major Shareholder Sells $83,263,667.20 in Stock ",WMT,0 +5/21/2019 19:19,$WMT $AMZN Walmart to take on Amazon Fire with trio of cheap Android tablets seems¡K ,WMT,0 +5/21/2019 17:19,"Jim C. Walton Sells 820,736 Shares of Walmart Inc $WMT Stock #stocks",WMT,0 +5/21/2019 17:19,"Insider Selling: Walmart Inc $WMT Major Shareholder Sells 1,626,851 Shares of Stock #stocks",WMT,0 +5/21/2019 11:26,Walmart $WMT Rating Increased to Outperform at Daiwa Capital Markets #stocks,WMT,1 +5/21/2019 1:48,Walmart $WMT Price Target Raised to $107.00 at UBS Group ,WMT,1 +5/21/2019 1:45,Zacks Investment Research Downgrades Walmart $WMT to Hold #stocks,WMT,0 +5/20/2019 19:51,$WMT $AMZN:Flipkart founder: How I sold my business to Walmart for $16 billion:,WMT,0 +5/20/2019 2:31,"Walmart Inc $WMT Insider John R. Furner Sells 10,000 Shares ",WMT,0 +5/19/2019 23:30,Jefferies Financial Group Raises Walmart FY2020 Earnings Estimates to $4.81 EPS (Previously $4.74). $WMT #WMT,WMT,1 +5/19/2019 5:33,"Judith J. Mckenna Sells 4,243 Shares of Walmart Inc $WMT Stock ",WMT,0 +5/19/2019 2:27,Walmart $WMT PT Raised to $120.00 ,WMT,1 +5/19/2019 2:25,Walmart $WMT Price Target Raised to $107.00 at UBS Group #stocks,WMT,1 +5/19/2019 2:22,Walmart $WMT Upgraded at Gordon Haskett ,WMT,1 +5/18/2019 10:30,Walmart $WMT Lowered to ¡§Hold¡¨ at Zacks Investment Research #markets,WMT,0 +5/18/2019 10:25,Walmart $WMT PT Raised to $107.00 at UBS Group ,WMT,1 +5/18/2019 4:39,Hsbc Holdings Plc Holding in Walmart INC $WMT Has Raised as Shares Rose ,WMT,1 +5/17/2019 22:50,Walmart $WMT Shares Gap Up After Better-Than-Expected Earnings ,WMT,1 +5/17/2019 17:36,"Judith J. Mckenna Sells 4,243 Shares of Walmart Inc $WMT Stock #stocks",WMT,0 +5/17/2019 17:34,"Walmart Inc $WMT EVP Sells $425,106.17 in Stock ",WMT,0 +5/17/2019 17:17,"Insider Selling: Walmart Inc $WMT Insider Sells 10,000 Shares of Stock #stocks",WMT,0 +5/17/2019 8:17,Walmart $WMT PT Raised to $120.00 #stocks,WMT,1 +5/17/2019 7:43,Are Wal-Mart $WMT Shares Reaching An Inflection Point; Gordon Haskett Decides to Upgrades Company ,WMT,1 +5/17/2019 6:01,"Deutsche Bank Maintains Buy on Walmart Inc. Common Stock, Raises Price Target to $120 $WMT @benzinga",WMT,1 +5/17/2019 5:19,Walmart $WMT Upgraded by Gordon Haskett to Accumulate #stocks,WMT,1 +5/16/2019 23:40,Walmart $WMT Shares Gap Up Following Better-Than-Expected Earnings ,WMT,1 +5/16/2019 18:27,Walmart warns that higher tariffs will mean higher prices $WMT ,WMT,1 +5/16/2019 17:04,$SPY $DJI - Obviously new all-time highs fast approaching! $WMT ,WMT,1 +5/16/2019 17:00,Walmart says higher China tariffs will increase prices for U.S.... $WMT,WMT,1 +5/16/2019 12:10,$WMT stalled at the reference highs & sold off all day. I don¡¦t believe their costs are going down w/ 1 day shippin¡K ,WMT,0 +5/16/2019 8:13,"Walmart $WMT Releases Earnings Results, Beats Expectations By $0.11 EPS ",WMT,1 +5/16/2019 6:43,#StockoftheDay Walmart $WMT trades higher after earnings. @BruceKamich asks: Is a breakout coming? ,WMT,1 +5/16/2019 6:11,"$WMT: Wal-Mart beats by $0.11, misses on revs, U.S. comps +3.4% ",WMT,0 +5/16/2019 5:28,"$WMT Wal-Mart Stores Q1 Adj. EPS $1.13 Beats $1.02 Estimate, Sales $123.9B Miss $125.03B Estimate, is up 2.5% in th¡K ",WMT,0 +5/16/2019 4:46,$WMT Walmart shares up 2% premarket as profit beat counters sales miss ,WMT,0 +5/16/2019 4:44,"Wal Mart $WMT is trading up 1.4% pre-market on an EPS beat and sales miss. As we noted yesterday, the stock's EPS¡K ",WMT,1 +5/16/2019 4:36,"$WMT Walmart Beats Q1 Earnings Forecast, Misses on Revenues; E-Commerce Sales Surge via @CMLviz",WMT,0 +5/16/2019 4:12,This morning's winner for $WMT is Analyst_7936692 who beats 101 other analysts and the Wall Street Consensus - ,WMT,1 +5/16/2019 4:12,$WMT beats the Estimize EPS Consensus by 7c and misses the Estimize Revenue Consensus by $1.83B. Reports FQ1 earnin¡K ,WMT,0 +5/16/2019 4:11,"Walmart Beats Q1 Earnings Forecast, Misses on Revenues; E-Commerce Sales Surge $WMT",WMT,0 +5/16/2019 4:09,"$WMT Walmart shares drop as earnings beat, but revenue falls short, hurt by currency headwinds¡K ",WMT,0 +5/16/2019 4:08,"$WMT Based on current exchange rates, we estimate sales will be negatively affected by about $1B, higher than antic¡K ",WMT,1 +5/16/2019 4:04,"$WMT - Walmart beats by $0.11, misses on revenue ",WMT,0 +5/16/2019 2:46,"Happy Walmart morning. Last Q $WMT beat by 100miles, guided higher and saw the stock reverse. Bc WMT is always ~$10¡K ",WMT,1 +5/16/2019 2:42,Futures will drop 200 points after they see $wmt numbers. Not good.,WMT,0 +5/15/2019 11:27,Here's a look at some Wal-Mart $WMT earnings stats. 67% EPS beat rate but just 41% sales beat rate. Note in the s¡K ,WMT,1 +5/14/2019 3:48,"$WMT has been the victim of America¡¦s trade war. Shares flat since start of 2018. Oh yeah, Walmart also has real¡K ",WMT,0 +5/12/2019 6:15,Bank Of Montreal Has Trimmed Its Holding in Walmart INC $WMT by $137.20 Million ,WMT,0 +5/12/2019 5:35,Walmart $WMT Downgraded by Wolfe Research ,WMT,0 +5/10/2019 11:31,"RT @SteadyOptions_: Markets up markets down - we don't care. This is how you make money in all markets. $WMT $NTES $CSCO $EEM $AAPL $CMG, $¡K",WMT,0 +5/8/2019 8:48,Walmart $WMT Downgraded to Underperform at Wolfe Research #stocks,WMT,0 +5/8/2019 8:10,$WMT To raises tobacco purchase age to 21 and to halt sale of fruit and dessert flavored electronic nicotine flavors on July 1st,WMT,1 +5/4/2019 10:05,$wmt should buy $sbgi Sinclair Broadcast jumps 15% after Fox RSN deal ,WMT,1 +5/3/2019 13:29,Walmart $WMT Lifted to Outperform at Sanford C. Bernstein ,WMT,1 +5/3/2019 7:57,RT @fhoro: $WMT upgraded at Bernstein to Buy. Uptrend intact. @OphirGottlieb ,WMT,1 +5/2/2019 14:43,Sanford C. Bernstein Upgrades Walmart $WMT to ¡§Outperform¡¨ #stocks,WMT,1 +4/27/2019 14:16,"$WMT increases #ArtificialIntelligence Going digital: Walmart using AI to watch stores, alert workers when perisha¡K ",WMT,1 +4/25/2019 17:40,Amazon to bring 1-day delivery to Prime members $WMT #WMT ,WMT,1 +4/25/2019 13:23,Zacks: Brokerages Expect Walmart Inc $WMT to Announce $1.02 Earnings Per Share #stocks,WMT,1 +4/25/2019 3:31,$WMT SAID TO EXPLORE OPTIONS FOR ASDA INCLUDING IPO,WMT,1 +4/25/2019 2:52,Walmart To Explore Options For Asda Including IPO - BBG $WMT,WMT,1 +4/25/2019 2:28,"$WMT Said to explore options for Asda unit including IPO - press (Walmart Stores Inc)**Reminder: earlier today, S¡K ",WMT,1 +4/25/2019 2:27,Walmart Reportedly Cited To Take Its Time To Analyse Asda Future Strategy $WMT,WMT,1 +4/25/2019 2:27,Walmart Is Said To Explore Options For Asda Unit That Could Include A Possible IPO $WMT,WMT,1 +4/24/2019 15:07,$WMT this had a beautiful close Headed to last years highs 109.98 +4.66% Second round,WMT,1 +4/24/2019 13:24,$WMT will offer higher quality meat,WMT,1 +4/20/2019 8:36,Walmart Wants to Take On Amazon in Digital Advertising $WMT $AMZN then comes streaming video advertising,WMT,1 +4/19/2019 16:18,$WMT $SFIX:Walmart Jumps on the Clothing Subscription Bandwagon:,WMT,1 +4/18/2019 16:40,Food stamps and online grocery shopping are about to mix $WMT #WMT #Personalfinance #Grocerystoreoperators #Retail ,WMT,1 +4/18/2019 12:16,Wal-mart de Mexico S A B de C V $WMMVY Lifted to Hold at Zacks Investment Research #stocks,WMT,1 +4/17/2019 7:25,Shop online? Ways to reduce damage to the environment $WMT #WMT #Lifestyle #Personalfinance #Onlineretail ,WMT,1 +4/15/2019 18:56,Investors Sell Shares of Walmart $WMT on Strength $WMT #stocks,WMT,0 +4/15/2019 18:53,Investors Sell Shares of Walmart $WMT on Strength $WMT ,WMT,0 +4/15/2019 7:48,$WMT beast +3.86% headed to new all time highs,WMT,1 +4/15/2019 7:18,$WMT $KR:FDA To Retailers: Do Better In Curbing Teen Smoking:,WMT,1 +4/15/2019 4:01,"As Walmart INC $WMT Stock Rose, Cadence Capital Management LLC Has Lowered by $7.97 Million Its Holding ",WMT,0 +4/14/2019 5:21,Wal $WMT Share Value Rose While Montag A & Associates INC Lowered Its Position ,WMT,0 +4/12/2019 20:17,"$WMT $CASY:Fines threatened for Walmart, Kroger, others in selling tobacco to ¡K:",WMT,1 +4/12/2019 12:23,Zacks Investment Research Downgrades Wal-mart de Mexico S A B de C V $WMMVY to Sell ,WMT,0 +4/12/2019 10:21,Analysts take a look at Walmart Inc. $WMT having this to say. ,WMT,1 +4/11/2019 17:00,RT @JeffMacke: $WMT trying to get daylight over $100 as Tiger and Phil prepare to duel for the undisputed championship of sport. There¡¦s¡K,WMT,1 +4/11/2019 11:30,Walmart to expand in-house ad technology with purchase of Polymorph assets $WMT ,WMT,1 +4/11/2019 7:50,$WMT trying to get daylight over $100 as Tiger and Phil prepare to duel for the undisputed championship of sport.¡K ,WMT,1 +4/11/2019 6:03,$AMZN $WMT $TGT:Jeff Bezos Challenges Rivals to Top Amazon¡¦s $15 Minimum Wage:,WMT,1 +4/11/2019 1:24,$WMT - Walmart shifts to remodeling vs. new stores ,WMT,1 +4/10/2019 6:05,Walmart INC $WMT Holder Texas Permanent School Fund Has Trimmed Its Stake by $3.33 Million as Stock Price Rose ,WMT,0 +4/9/2019 4:38,$WMT $GILD:3 Dividend Stocks Perfect for Retirees:,WMT,1 +4/9/2019 4:30,"Walmart expanding use of #robots to scan shelves, sort items $WMT ",WMT,1 +4/9/2019 4:11,$WMT Walmart plans to add thousands of robot helpers to U.S. stores ,WMT,1 diff --git a/Chapter 10 - Natural Language Processing/Case Study 1 - NLP and Sentiments Analysis based Trading Strategy/Data/lexicon_data/stock_lex.csv b/Chapter 10 - Natural 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Strategy/NLPandSentimentAnalysisBasedTradingStrategy.ipynb b/Chapter 10 - Natural Language Processing/Case Study 1 - NLP and Sentiments Analysis based Trading Strategy/NLPandSentimentAnalysisBasedTradingStrategy.ipynb new file mode 100644 index 0000000..9347d52 --- /dev/null +++ b/Chapter 10 - Natural Language Processing/Case Study 1 - NLP and Sentiments Analysis based Trading Strategy/NLPandSentimentAnalysisBasedTradingStrategy.ipynb @@ -0,0 +1,3594 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "83708667-4fdc-1563-7b3a-06b6575d2865" + }, + "source": [ + "# NLP and Sentiment Analysis based Trading Strategy\n", + "\n", + "Natural language processing offers the ability to quantify text. One can begin to ask questions such as- How positive or negative is this news? How can we quantify words? etc.\n", + "\n", + "\n", + "Algo trading automates the trading process in financial markets by rapidly and precisely executing orders based on a set of defined rules. They remove human error (provided the algorithms were developed without them) and they also remove the dangers of acting on emotion. The algorithms that are used in production can be fairly complex and heavily optimized with low-latency systems.\n", + "\n", + "The focus of this case study are as follows:\n", + "\n", + "* Producing news sentiments using different techniques such as supervised, unsupervised algorithms.\n", + "* Enhancing sentiment analysis by using a deep learning model such as LSTM. \n", + "* Comparison of different sentiment generation methodology for the purpose of building trading strategy. \n", + "* Using sentiments and word vectors as features effectively in a trading strategy. \n", + "* Collecting the data from different sources and preprocessing it for sentiment analysis. \n", + "* Using NLP python packages for sentiment analysis. \n", + "* Portfolio optimization of a portfolio using word vector. \n", + "* Enhacing the portfolio optimization methodology by using the right metric. \n", + "\n", + "This case study combines some of the concepts that we went through in some of the prvious chapters and brings them all together. The overall model development steps of this case study is similar to the seven step model developement of all the case studies with slight modification. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Content" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* [1. Problem Statement](#1)\n", + "* [2. Getting Started - Load Libraries and Dataset](#2)\n", + " * [2.1. Load Libraries](#2.1) \n", + "* [3. Data Preparation](#3)\n", + " * [3.1. Understanding the return data](#3.1) \n", + " * [3.2. Preprocessing-Parsing the News data](#3.3)\n", + " * [3.3. Function for Event Return](#3.3)\n", + " * [3.4. Preparing the combined data](#3.4)\n", + "* [4.Model Evaluation-Sentiment Analysis](#4) \n", + " * [4.1. Predefined model-TextBlob package](#4.1)\n", + " * [4.2. Supervised Learning based-Classification algorithms and LSTM](#4.2)\n", + " * [4.3. Unsupervised Learning based-based on financial lexicon](#4.3) \n", + " * [4.4. Exploratory Data Analysis and comparison](#4.4) \n", + "* [5.Models Evaluation-Prediction and Trading Strategy ](#5)\n", + " * [5.1. Using Sentiments data](#5.1) \n", + " * [5.2. Using Word vectors as features](#5.2) \n", + "* [6. Portfolio Optimization-using word vectors](#6) \n", + " * [6.1. Return-based](#6.1) \n", + " * [6.1. Return and sharp ratio based](#6.1) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 1. Problem Statement" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The problem statement is to build a trading strategy that uses NLP to extracts the information inside the news headlines, assigns a sentiment to that and use the sentiments and the information inside the news headlines for a trading strategy.\n", + "\n", + "The data used for this case study will be from three sources:\n", + "* **SeekingAlpha RSS feed(https://seekingalpha.com/) for the news headlines**: This news headlines data is complied by the website and contains the most financially relevant news filtered by human editors. For the purpose of this study, we will only look at the headline, not the details in the story. Another important characteristic of this dataset is that the relevant tickers in the story are extracted. Our dataset contains 82,643 headlines from to 2011-05-02 to 2018-12-28\n", + "* **CRSP website for the stock return:** (The return data can be obtained from other website such as yahoo finance)a\n", + "* **kaggle**: labelled data of of news sentiments obtained for a classification based sentiment analysis model. This data may not be authentic and is used only for demonstration purpose in this case study. \n", + "* Stock market lexicon created based on stock market conversations in microblogging services. The source of this lexicon is *Oliveira, Nuno, Paulo Cortez, and Nelson Areal. \"Stock market sentiment lexicon acquisition using microblogging data and statistical measures.\" Decision Support Systems 85 (2016): 62-73.*\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 2. Getting Started- Loading the data and python packages\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 2.1. Loading the python packages\n", + "\n", + "For this case study we will use the following libraries. The first set is the NLP specific libraries(i.e. textblob and spacy and NLTK) that we discussed before. The next set of libraries are used for preprocessing the news headlines. Then, we have sklearn libraries and function for the classification model that we used in this case study. Keras library is used for building the LSTM model for sentiment analysis. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_cell_guid": "5d8fee34-f454-2642-8b06-ed719f0317e1" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package vader_lexicon to\n", + "[nltk_data] C:\\Users\\tatsa\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package vader_lexicon is already up-to-date!\n", + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "#NLP libraries\n", + "from textblob import TextBlob\n", + "import spacy\n", + "import nltk\n", + "import warnings\n", + "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n", + "nltk.download('vader_lexicon')\n", + "import csv\n", + "import pandas as pd\n", + "\n", + "#Run the command python -m spacy download en_core_web_sm to download this\n", + "#https://spacy.io/models\n", + "nlp = spacy.load(\"en_core_web_lg\")\n", + "\n", + "#Libraries for processing the news headlines\n", + "from lxml import etree\n", + "import json\n", + "from io import StringIO\n", + "from os import listdir\n", + "from os.path import isfile, join\n", + "from pandas.tseries.offsets import BDay\n", + "from scipy.stats.mstats import winsorize\n", + "from copy import copy\n", + "\n", + "# Libraries for Classification for modeling the sentiments\n", + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.svm import SVC\n", + "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n", + "\n", + "# Keras package for the deep learning model for the sentiment prediction. \n", + "from keras.preprocessing.text import Tokenizer\n", + "from keras.preprocessing.sequence import pad_sequences\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense, Flatten, LSTM, Dropout, Activation\n", + "from keras.layers.embeddings import Embedding\n", + "\n", + "# Load libraries\n", + "import statsmodels.api as sm\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import date\n", + "from scipy.optimize import minimize\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "#Diable the warnings\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 3. Data Preparation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We divide the data preparation into couple of steps as follows:\n", + "* Understanding the return data\n", + "* Pre-processing the news data\n", + "* Computing future and event return\n", + "* Preparing the combined data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 3.1 Understanding the return data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Stock data is loaded in this step. This data is downloaded from the CRSP website. " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(r'Data\\StockReturnsDaily.csv',\n", + " dtype={'TICKER':str, 'RET':str, 'date':str}, usecols=['TICKER', 'date', 'RET'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us look at the details of the data" + ] + }, + { + "cell_type": "code", + "execution_count": 2204, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " date TICKER RET\n", + "85937833 2018-12-31 TSLA -0.003205" + ] + }, + "execution_count": 2204, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tail(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data contains the tickers and their return. In this next step, we clean the data make sure that the starting point is 2011 and the NAs in the data are dropeed. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "df['RET'] = pd.to_numeric(df['RET'], errors='coerce')\n", + "df['date'] = pd.to_datetime(df['date'])\n", + "df = df.loc[df['date'] > '2011-01-01'].dropna()\n", + "df['date'] = df['date'].apply(lambda x: x.date())" + ] + }, + { + "cell_type": "code", + "execution_count": 2205, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "shape: (14044401, 3) ,End Date: 2018-12-31 ,Tickers: 11409\n" + ] + } + ], + "source": [ + "print(\"shape: \" + str(df.shape) + \" ,End Date: \" + str(df.date.max()) + \" ,Tickers: \" + str(df[\"TICKER\"].unique().shape[0]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So, the data contains the return of the 11,409 tickers from 2011 to 2018 and has total around 14 million rows of return of several stocks. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us now preprocess the data for the further analysis. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 3.2 Preprocessing News data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The news data is downloaded from the SeekingAlpha RSS feed and the file is available in the json format. " + ] + }, + { + "cell_type": "code", + "execution_count": 895, + "metadata": {}, + "outputs": [], + "source": [ + "root_path = 'Data/Sample/'\n", + "json_files = [join(root_path, f) for f in listdir(root_path) if isfile(join(root_path, f))]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us see the content of the json file " + ] + }, + { + "cell_type": "code", + "execution_count": 896, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'li class=\"n-box-item date-title\" data-end=\"1304567999\" data-start=\"1304481600\" data-txt=\"Tuesday, December 17, 2019\">Wednesday, May 4, 2011
  • VIAV

    JDS Uniphase (JDSU): FQ'" + ] + }, + "execution_count": 896, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "json.load(open(json_files[3]))['content'][1:500]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see that the json format is not suitable for the algorithm. We need to get the news from the jsons and the following function is used for it. Regex becomes the vital part of this step. Regex can find a pattern in the raw, messy text and perform actions accordingly. " + ] + }, + { + "cell_type": "code", + "execution_count": 897, + "metadata": {}, + "outputs": [], + "source": [ + "#This function performs the json parsing given the \n", + "def jsonParser(json_data): \n", + " xml_data = json_data['content']\n", + " \n", + " tree = etree.parse(StringIO(xml_data), parser=etree.HTMLParser())\n", + "\n", + " headlines = tree.xpath(\"//h4[contains(@class, 'media-heading')]/a/text()\")\n", + " assert len(headlines) == json_data['count']\n", + "\n", + " main_tickers = list(map(lambda x: x.replace('/symbol/', ''), tree.xpath(\"//div[contains(@class, 'media-left')]//a/@href\")))\n", + " assert len(main_tickers) == json_data['count']\n", + " final_headlines = [''.join(f.xpath('.//text()')) for f in tree.xpath(\"//div[contains(@class, 'media-body')]/ul/li[1]\")]\n", + " if len(final_headlines) == 0:\n", + " final_headlines = [''.join(f.xpath('.//text()')) for f in tree.xpath(\"//div[contains(@class, 'media-body')]\")]\n", + " final_headlines = [f.replace(h, '').split('\\xa0')[0].strip() for f,h in zip (final_headlines, headlines)]\n", + " return main_tickers, final_headlines" + ] + }, + { + "cell_type": "code", + "execution_count": 898, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Cisco Systems (NASDAQ:CSCO) falls further into the red on FQ4 guidance of $0.37-0.39 vs. $0.42 Street consensus. Sales seen flat to +2% vs. 8% Street view. CSCO recently -2.1%.'" + ] + }, + "execution_count": 898, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "jsonParser(json.load(open(json_files[10])))[1][1]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see that using the json parser the news headlines are extracted from the complex html format. This format is good enough to be used for further analysis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 3.3 Functions for Event Return" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following function produces event return which will be used for analysis.This is the return that corresponding to the event. We do this because at times the news is reported late and at other times it is reported after market close.Having a slightly wider window ensures that we capture the essence of the event Ret_t-1 + Ret_t + Ret_t+1. Additionally future return which is defined as the Return one day after the news article was pub lished. Ret_t+2 + Ret_t+3 + .. + Ret_11 is computed as well. Although, the future return isn't used in the case study it can be used for the long term impact of the news. " + ] + }, + { + "cell_type": "code", + "execution_count": 2206, + "metadata": {}, + "outputs": [], + "source": [ + "#This function returns the Future and Event Return given the current data\n", + "def FutureAndEventReturn(file_date, df): \n", + " tm1 = (file_date - BDay(1)).date()\n", + " tp1 = (file_date + BDay(1)).date()\n", + " tp11 = (file_date + BDay(11)).date()\n", + "\n", + " eventRet_df = df.loc[(df['date'] >= tm1) & (df['date'] <= tp1), :]\n", + " futureRet_df = df.loc[(df['date'] > tp1) & (df['date'] <= tp11), :]\n", + " currRet_df = df.loc[(df['date'] == tm1), :]\n", + " nextRet_df = df.loc[(df['date'] == tp1), :]\n", + " \n", + " return eventRet_df, futureRet_df, currRet_df, nextRet_df" + ] + }, + { + "cell_type": "code", + "execution_count": 2207, + "metadata": {}, + "outputs": [], + "source": [ + "def AssignFutureAndEventReturn(main_tickers, t_df, tf_df, tcurr_df, tnext_df): \n", + " ret = []\n", + " for main_ticker in main_tickers:\n", + " tt_df = t_df.loc[t_df['TICKER'] == main_ticker, :]\n", + " if tt_df.empty:\n", + " ret.append(pd.np.NaN)\n", + " else:\n", + " ret.append(tt_df.loc[:, 'RET'].sum())\n", + " assert len(ret) == json_data['count']\n", + "\n", + " ret_f = []\n", + " for main_ticker in main_tickers:\n", + " ttf_df = tf_df.loc[tf_df['TICKER'] == main_ticker, :]\n", + " if ttf_df.shape[0] <= 5:\n", + " ret_f.append(pd.np.NaN)\n", + " else:\n", + " ret_f.append(ttf_df.loc[:, 'RET'].sum())\n", + " assert len(ret_f) == json_data['count']\n", + " \n", + " ret_curr = []\n", + " for main_ticker in main_tickers:\n", + " ttcurr_df = tcurr_df.loc[tcurr_df['TICKER'] == main_ticker, :]\n", + " if ttcurr_df.empty:\n", + " ret_curr.append(pd.np.NaN)\n", + " else:\n", + " ret_curr.append(ttcurr_df.loc[:, 'RET'].sum())\n", + " assert len(ret_curr) == json_data['count']\n", + " \n", + " ret_next = []\n", + " for main_ticker in main_tickers:\n", + " ttnext_df = tnext_df.loc[tnext_df['TICKER'] == main_ticker, :]\n", + " if ttnext_df.empty:\n", + " ret_next.append(pd.np.NaN)\n", + " else:\n", + " ret_next.append(ttnext_df.loc[:, 'RET'].sum())\n", + " assert len(ret_next) == json_data['count']\n", + " \n", + " return ret, ret_f, ret_curr, ret_next" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 3.4 Preparing the combined data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we have all the data in place we will prepare a combined dataframe which will have the news headlines mapped to the date, return( event return, current return and next day's return) and stock ticker. This dataframe will be used for further analysis for sentiment analysis model and for building the trading strategy. " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "df_arr = []\n", + "ret = []\n", + "ret_f = []\n", + "import pdb\n", + "\n", + "for json_file in json_files:\n", + " try: \n", + " print('Running {}'.format(json_file))\n", + " json_data = json.load(open(json_file)) \n", + " if json_data.get('count', 0)> 10:\n", + " \n", + " \n", + " #Step 1: Parse the News Jsons \n", + " main_tickers, final_headlines = jsonParser(json_data) \n", + " if len(final_headlines) != json_data['count']:\n", + " continue\n", + " \n", + " #Step 2: Prepare Future and Event Return and assign Future and Event return for each ticker. \n", + " #pdb.set_trace()\n", + " file_date = json_file.split('/')[-1].replace('.json', '')\n", + " file_date = date(int(file_date[:4]), int(file_date[5:7]), int(file_date[8:]))\n", + " t_df, tf_df, t_curr, t_next = FutureAndEventReturn(file_date, df) \n", + " #print(t_curr,tf_df)\n", + " ret, ret_f,ret_curr, ret_next = AssignFutureAndEventReturn(main_tickers,t_df,tf_df,t_curr, t_next)\n", + " #print(main_tickers, final_headlines) \n", + " #Step 3: Merge all the data in a data frame\n", + " df_dict = {'ticker': main_tickers,\n", + " 'date': [file_date] * len(main_tickers),\n", + " 'ret': ret,\n", + " 'ret_f': ret_f,\n", + " 'ret_curr': ret_curr,\n", + " 'ret_next': ret_next}\n", + " \n", + " df_f = pd.DataFrame(df_dict) \n", + " df_arr.append(df_f) \n", + " except:\n", + " pass " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Given the data is huge it is saved as a csv file to be used later, so that the dataprocessing step can be skipped everytime we are looking into analysis. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data_df = pd.concat(df_arr).reset_index()\n", + "data_df.to_csv(r'Data\\Clean_subset.csv', sep='|', index=False)\n", + "data_df.dropna().to_csv(r'Data\\Clean_subset_Reduced.csv', sep='|', index=False)\n", + "r_df = data_df.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "r_df = pd.read_csv(r'Data\\Clean_subset_Reduced.csv', sep='|')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "rr_df = r_df[ (r_df['ret'] < r_df['ret'].quantile(0.95)) & \\\n", + " (r_df['ret'] > r_df['ret'].quantile(0.05)) & \\\n", + " (r_df['ret_curr'] < r_df['ret_curr'].quantile(0.95)) & \\\n", + " (r_df['ret_curr'] > r_df['ret_curr'].quantile(0.05)) ]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    " + ], + "text/plain": [ + " ticker date headline \\\n", + "0 CGNX 2011-05-02 Cognex (NASDAQ:CGNX): EPS of $0.32 beats by $0... \n", + "\n", + " ret ret_curr ret_next \n", + "0 0.167218 0.009032 0.165539 " + ] + }, + "execution_count": 2259, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_df.head(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 2260, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(64443, 6) (4981,)\n" + ] + } + ], + "source": [ + "print(data_df.shape, data_df.ticker.unique().shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this step, we prepared a clean dataframe that has ticker, headline, event return, return for a given day and future return for 4981 unique stock tickers with total 66,443 rows of data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 4 Evaluate Models for Sentiment Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this section we will go through following three different approaches of getting the sentiments for the news which we will use for building the trading strategy.\n", + "\n", + "* Predefined model-TextBlob package\n", + "* Tuned Model-Classification algorithms and LSTM\n", + "* Model based on financial lexicon\n", + "\n", + "We will also explore the difference between different ways of performing the sentiment analysis. Let us go through the steps. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 4.1 - Predefined model-TextBlob package" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The texblob sentiment function is pretrained model based on Naïve-Bayes classification algorithm to convert a sentence to a numerical value of sentiment between -1 to +1 and map adjectives frequently found in movie reviews(source code: https://textblob.readthedocs.io/en/dev/_modules/textblob/en/sentiments.html) to sentiment polarity scores, ranging from -1 to +1 (negative ↔ positive) and a similar subjectivity score (objective ↔ subjective). We apply this on all headline articles. Let us compute the sentiment for all the headlines in the data" + ] + }, + { + "cell_type": "code", + "execution_count": 2211, + "metadata": {}, + "outputs": [], + "source": [ + "text1 = \"Bayer (OTCPK:BAYRY) started the week up 3.5% to €74/share in Frankfurt, touching their \\\n", + "highest level in 14 months, after the U.S. government said a $25M glyphosate decision against the \\\n", + "company should be reversed.\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2212, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5" + ] + }, + "execution_count": 2212, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "TextBlob(text1).sentiment.polarity" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The sentiment polarity is a number between -1 (Very Negative) and +1 (Very Positive). We apply this on all headline we have in the data processed in the previous step. Let us compute the sentiment for all the headlines in the data" + ] + }, + { + "cell_type": "code", + "execution_count": 2261, + "metadata": {}, + "outputs": [], + "source": [ + "data_df['sentiment_textblob'] = [TextBlob(s).sentiment.polarity for s in data_df['headline']] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us analyse the scatterplot of the sentiments and the return." + ] + }, + { + "cell_type": "code", + "execution_count": 2262, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data_df['sentiment_textblob'],data_df['ret'], alpha=0.5)\n", + "plt.title('Scatter Between Event return and sentiments-all data')\n", + "plt.ylabel('Event Return')\n", + "plt.xlabel('Sentiments')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 2263, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.1372422917106565\n" + ] + } + ], + "source": [ + "corrlation = data_df['ret'].corr(data_df['sentiment_textblob'])\n", + "print(corrlation)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The correlation is positive, which means that news with positive sentiments lead to positive return and is expected. However,the correlation isn't very high. Even looking at the overall scatter plot, we see the majority of the sentiments concentrated around 0, and also we see a significant positive relationship between the sentiments and Event Return. Let us look at the scatterplot for one of the stock ticker(AAPL). " + ] + }, + { + "cell_type": "code", + "execution_count": 2264, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data_df_stock = data_df[data_df['ticker'] == 'AAPL']\n", + "plt.scatter(data_df_stock['sentiment_textblob'],data_df_stock['ret'], alpha=0.5)\n", + "plt.title('Scatter Between Event return and sentiments-all data')\n", + "plt.ylabel('Event Return')\n", + "plt.xlabel('Sentiments')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Overall, from the results we can see that there isn't a strong correlation between the news and the sentiments. Also, there are a lot of sentiments centred around 0. We can question if the sentiment score trained on the movie reviews work on the stock price. Let us perform the assessment of the sentiment score by the textblob using the statement we discussed before.\n", + "The .sentiment_assessments attribute lists the underlying values for each token and can help us understand the reason for the overall sentiment of a sentence. " + ] + }, + { + "cell_type": "code", + "execution_count": 933, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sentiment(polarity=0.5, subjectivity=0.5, assessments=[(['touching'], 0.5, 0.5, None)])" + ] + }, + "execution_count": 933, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "text = \"Bayer (OTCPK:BAYRY) started the week up 3.5% to €74/share in Frankfurt, touching their highest level in 14 months, after the U.S. government said a $25M glyphosate decision against the company should be reversed.\"\n", + "TextBlob(text).sentiment_assessments" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that the statement has a positive sentiment of .5 but looking at the words that give rise to the sentiments, the word \"touching\" and not \"high\" causes positive sentiment. So, probably a sentiment analysis algorithm pretrained on movie/product reviews might not perform well with news sentiment analysis for stock market. Hence we might need sentiments trained on the financial news. Let us take a look at that in the next step." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 4.2 - Supervised Learning-Classification algorithms and LSTM" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this step, we develop customised model for sentiment analysis, based on available labelled data. The label data for this is obtained from kaggle website. Let us look at the data." + ] + }, + { + "cell_type": "code", + "execution_count": 2239, + "metadata": {}, + "outputs": [], + "source": [ + "sentiments_data = pd.read_csv(r'Data\\Project6500.csv',encoding = \"ISO-8859-1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2240, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    datetimeheadlinetickersentiment
    01/16/2020 5:25$MMM fell on hard times but could be set to re...MMM0
    11/11/2020 6:43Wolfe Research Upgrades 3M $MMM to ¡§Peer Perf...MMM1
    21/9/2020 9:373M $MMM Upgraded to ¡§Peer Perform¡¨ by Wolfe ...MMM1
    31/8/2020 17:01$MMM #insideday follow up as it also opened up...MMM1
    41/8/2020 7:44$MMM is best #dividend #stock out there and do...MMM0
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    " + ], + "text/plain": [ + " datetime headline ticker \\\n", + "0 1/16/2020 5:25 $MMM fell on hard times but could be set to re... MMM \n", + "1 1/11/2020 6:43 Wolfe Research Upgrades 3M $MMM to ¡§Peer Perf... MMM \n", + "2 1/9/2020 9:37 3M $MMM Upgraded to ¡§Peer Perform¡¨ by Wolfe ... MMM \n", + "3 1/8/2020 17:01 $MMM #insideday follow up as it also opened up... MMM \n", + "4 1/8/2020 7:44 $MMM is best #dividend #stock out there and do... MMM \n", + "\n", + " sentiment \n", + "0 0 \n", + "1 1 \n", + "2 1 \n", + "3 1 \n", + "4 0 " + ] + }, + "execution_count": 2240, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sentiments_data.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 2238, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9470 , 30\n" + ] + } + ], + "source": [ + "print(sentiments_data.shape[0],',', sentiments_data.ticker.unique().shape[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data has headlines for the news across 30 different stocks, with total 9470 rows, and has sentiments lacelled 0 and 1. The headlines are already in almost cleaned. We perform the classification steps that we discussed in chapter 6, using the classification model development python template discussed in that chapter. \n", + "\n", + "In order to run a supervised learning model, we first need to convert the news headlines into feature representation. We can use different methods such as bag of words, tf-idf for feature reprentation. For this exercise, we use pretrained word embedding models from SpaCy (discussed in the theory section of this chapter). The underlying vector representations come from SpaCy is a word embedding model which generally produces a dense multi-dimensional semantic representation of words (as shown in the example below). The word embedding model includes 20k unique vectors with 300 dimensions. " + ] + }, + { + "cell_type": "code", + "execution_count": 944, + "metadata": {}, + "outputs": [], + "source": [ + "#word-embedding\n", + "all_vectors = pd.np.array([pd.np.array([token.vector for token in nlp(s) ]).mean(axis=0)*pd.np.ones((300)) \\\n", + " for s in sentiments_data['headline']])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have prepared the independent variable we train the classification model in a similar manner as discussed in chapter 6. We first divide the data into training set and test set and futher run the key classification models. " + ] + }, + { + "cell_type": "code", + "execution_count": 945, + "metadata": {}, + "outputs": [], + "source": [ + "# split out validation dataset for the end\n", + "Y= dataset[\"sentiment\"]\n", + "X = all_vectors\n", + "\n", + "from sklearn.model_selection import train_test_split, KFold, cross_val_score, GridSearchCV\n", + "validation_size = 0.3\n", + "seed = 7\n", + "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=validation_size, random_state=seed)\n", + "\n", + "# test options for classification\n", + "num_folds = 10\n", + "seed = 7\n", + "scoring = 'accuracy'\n", + "\n", + "# spot check the algorithms\n", + "models = []\n", + "models.append(('LR', LogisticRegression()))\n", + "models.append(('KNN', KNeighborsClassifier()))\n", + "models.append(('CART', DecisionTreeClassifier()))\n", + "models.append(('SVM', SVC()))\n", + "#Neural Network\n", + "models.append(('NN', MLPClassifier()))\n", + "#Ensable Models \n", + "models.append(('RF', RandomForestClassifier()))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Running all the classification models" + ] + }, + { + "cell_type": "code", + "execution_count": 947, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LR: 0.881882 (0.008648) 0.896666 0.874340\n", + "[[1043 166]\n", + " [ 191 1441]]\n", + "KNN: 0.786244 (0.025196) 0.868758 0.788103\n", + "[[ 935 303]\n", + " [ 299 1304]]\n", + "CART: 0.690602 (0.011653) 0.999698 0.689194\n", + "[[ 783 432]\n", + " [ 451 1175]]\n", + "SVM: 0.895004 (0.010993) 0.920652 0.897923\n", + "[[1088 144]\n", + " [ 146 1463]]\n", + "NN: 0.925781 (0.008763) 0.999698 0.931362\n", + "[[1127 88]\n", + " [ 107 1519]]\n", + "RF: 0.810830 (0.016579) 0.999698 0.818022\n", + "[[ 861 144]\n", + " [ 373 1463]]\n" + ] + } + ], + "source": [ + "results = []\n", + "names = []\n", + "kfold_results = []\n", + "test_results = []\n", + "train_results = []\n", + "for name, model in models:\n", + " kfold = KFold(n_splits=num_folds, random_state=seed)\n", + " cv_results = cross_val_score(model, X_train, Y_train, cv=kfold, scoring=scoring)\n", + " results.append(cv_results)\n", + " names.append(name)\n", + " #msg = \"%s: %f (%f)\" % (name, cv_results.mean(), cv_results.std())\n", + " #print(msg)\n", + " # Full Training period\n", + " res = model.fit(X_train, Y_train)\n", + " train_result = accuracy_score(res.predict(X_train), Y_train)\n", + " train_results.append(train_result)\n", + " \n", + " # Test results\n", + " test_result = accuracy_score(res.predict(X_test), Y_test)\n", + " test_results.append(test_result) \n", + " \n", + " msg = \"%s: %f (%f) %f %f\" % (name, cv_results.mean(), cv_results.std(), train_result, test_result)\n", + " print(msg)\n", + " print(confusion_matrix(res.predict(X_test), Y_test))\n", + " #print(classification_report(res.predict(X_test), Y_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 948, + "metadata": {}, + "outputs": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# compare algorithms\n", + "from matplotlib import pyplot\n", + "fig = pyplot.figure()\n", + "ind = np.arange(len(names)) # the x locations for the groups\n", + "width = 0.35 # the width of the bars\n", + "fig.suptitle('Algorithm Comparison')\n", + "ax = fig.add_subplot(111)\n", + "pyplot.bar(ind - width/2, train_results, width=width, label='Train Error')\n", + "pyplot.bar(ind + width/2, test_results, width=width, label='Test Error')\n", + "fig.set_size_inches(15,8)\n", + "pyplot.legend()\n", + "ax.set_xticks(ind)\n", + "ax.set_xticklabels(names)\n", + "pyplot.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see the NN model is the best performer with the a training accuracy of 99% and test accuracy of 93%. The performance of Random forest, SVM and Logistic regression are good as well. CART and KNN don't perform as good as other models. CART has higher overfitting as well. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### LSTM based model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the above code snippet, we used the some of the model function which look at the individual works in the sentence for training. However, for NLP, RNN based model are preferred over other machine learning models as RNN stores the information for current feature as well neighboring features for prediction. It maintains a memory based on history information, which enables the model to predict the current output conditioned on long distance features and looks at the words in the context of the entire sentence, rather than looking at them word. We use LSTM model in this step. \n", + "\n", + "Tokenization of sentences is one of the essential parts in natural language processing. Tokenization simply divides a sentence into a list of words. \n", + "\n", + "In order to feed this data into our RNN, all input documents must have the same length. We used Keras tokenizer function to tokenize the strings and the used another important function ‘texts_to_sequences’ to make sequences of words. More details can be found on the Kears website. We will limit the maximum review length to max_words by truncating longer reviews and padding shorter reviews with a null value (0). We can accomplish this using the pad_sequences() function in Keras.The third parameter is the input_length of 50, which is the length of each comment sequence. " + ] + }, + { + "cell_type": "code", + "execution_count": 952, + "metadata": {}, + "outputs": [], + "source": [ + "### Create sequence\n", + "vocabulary_size = 20000\n", + "tokenizer = Tokenizer(num_words= vocabulary_size)\n", + "tokenizer.fit_on_texts(sentiments_data['headline'])\n", + "sequences = tokenizer.texts_to_sequences(sentiments_data['headline'])\n", + "X_LSTM = pad_sequences(sequences, maxlen=50)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dividing the data into the training and test set. " + ] + }, + { + "cell_type": "code", + "execution_count": 954, + "metadata": {}, + "outputs": [], + "source": [ + "Y_LSTM = dataset[\"sentiment\"]\n", + "X_train_LSTM, X_test_LSTM, Y_train_LSTM, Y_test_LSTM = train_test_split(X_LSTM, \\\n", + " Y_LSTM, test_size=validation_size, random_state=seed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the following code snippet, we used Keras library to build a neural network classifier. The network starts with an embedding layer. The layer lets the system expand each token to a more massive vector, allowing the network to represent a word in a meaningful way. The layer takes 20000 as the first argument, which is the size of our vocabulary, and 300 as the second input parameter, which is the dimension of the embedding. Finally the function KerasClassifier given that this is a classification problem and the output needs to be labelled as 0 or 1. " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from keras.wrappers.scikit_learn import KerasClassifier\n", + "def create_model(input_length=50):\n", + " model = Sequential()\n", + " model.add(Embedding(20000, 300, input_length=50))\n", + " model.add(LSTM(100, dropout=0.2, recurrent_dropout=0.2))\n", + " model.add(Dense(1, activation='sigmoid'))\n", + " model.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy']) \n", + " return model \n", + "model_LSTM = KerasClassifier(build_fn=create_model, epochs=3, verbose=1, validation_split=0.4)\n", + "model_LSTM.fit(X_train_LSTM, Y_train_LSTM)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "train_result_LSTM = accuracy_score(model_LSTM.predict(X_train_LSTM), Y_train_LSTM)\n", + "# Test results\n", + "test_result_LSTM = accuracy_score(model_LSTM.predict(X_test_LSTM), Y_test_LSTM)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Computing the accuracy and confusion metrics. " + ] + }, + { + "cell_type": "code", + "execution_count": 2241, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9806909036053704 0.9598732840549102\n" + ] + } + ], + "source": [ + "print(train_result_LSTM,test_result_LSTM)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# confusion_matrix(model_LSTM.predict(X_test_LSTM), Y_test_LSTM)" + ] + }, + { + "cell_type": "code", + "execution_count": 962, + "metadata": {}, + "outputs": [], + "source": [ + "train_results.append(train_result_LSTM);test_results.append(test_result_LSTM)" + ] + }, + { + "cell_type": "code", + "execution_count": 967, + "metadata": {}, + "outputs": [], + "source": [ + "names.append(\"LSTM\")" + ] + }, + { + "cell_type": "code", + "execution_count": 969, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# compare algorithms\n", + "from matplotlib import pyplot\n", + "fig = pyplot.figure()\n", + "ind = np.arange(len(names)) # the x locations for the groups\n", + "width = 0.35 # the width of the bars\n", + "fig.suptitle('Algorithm Comparison')\n", + "ax = fig.add_subplot(111)\n", + "pyplot.bar(ind - width/2, train_results, width=width, label='Train Error')\n", + "pyplot.bar(ind + width/2, test_results, width=width, label='Test Error')\n", + "fig.set_size_inches(15,8)\n", + "pyplot.legend()\n", + "ax.set_xticks(ind)\n", + "ax.set_xticklabels(names)\n", + "pyplot.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As expected, the LSTM model has the best performance in the test set as compared to all other models that we saw before. Let us use LSTM model for the computation of the sentiments in the data. " + ] + }, + { + "cell_type": "code", + "execution_count": 2265, + "metadata": {}, + "outputs": [], + "source": [ + "sequences_LSTM = tokenizer.texts_to_sequences(data_df['headline'])\n", + "X_LSTM = pad_sequences(sequences_LSTM, maxlen=50)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "Y_LSTM = model_LSTM.predict(X_LSTM)" + ] + }, + { + "cell_type": "code", + "execution_count": 2267, + "metadata": {}, + "outputs": [], + "source": [ + "data_df['sentiment_LSTM'] = Y_LSTM " + ] + }, + { + "cell_type": "code", + "execution_count": 2268, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.16690219177163793\n" + ] + } + ], + "source": [ + "corrlation = data_df['ret'].corr(data_df['sentiment_LSTM'])\n", + "print(corrlation)" + ] + }, + { + "cell_type": "code", + "execution_count": 2270, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    tickerdateheadlineretret_currret_nextsentiment_textblobsentiment_LSTM
    0CGNX2011-05-02Cognex (NASDAQ:CGNX): EPS of $0.32 beats by $0...0.1672180.0090320.1655390.01
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    " + ], + "text/plain": [ + " ticker date headline \\\n", + "0 CGNX 2011-05-02 Cognex (NASDAQ:CGNX): EPS of $0.32 beats by $0... \n", + "\n", + " ret ret_curr ret_next sentiment_textblob sentiment_LSTM \n", + "0 0.167218 0.009032 0.165539 0.0 1 " + ] + }, + "execution_count": 2270, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_df.head(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 4.3 - Unsupervised - Model based on financial lexicon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lexicons are special dictionaries or vocabularies that have been created for analyzing sentiments. Most of these lexicons have a list of positive and negative polar words with some score associated with them, and using various techniques like the position of words, surrounding words, context, parts of speech, phrases, and so on, scores are assigned to the text documents for which we want to compute the sentiment. After aggregating these scores, we get the final sentiment.\n", + "\n", + "VADER (Valence Aware Dictionary for Entiment Reasoning) is a pre-built sentiment analysis model included in the NLTK package. It can give both positive/negative (polarity) as well as the strength of the emotion (intensity) of a text. It is rule-based and relies heavily on humans rating texts. These are words or any textual form of communication generally labelled according to their semantic orientation as either positive or negative) to be used us. In this case study, we update the VADER lexicon with words+sentiments from a lexicon adapted to stock market conversations in microblogging services (e.g., StockTwits, Twitter). This lexical resource was automatically created using diverse statistical measures and a large set of labeled messages from StockTwits. The source of this lexicon is *Oliveira, Nuno, Paulo Cortez, and Nelson Areal. \"Stock market sentiment lexicon acquisition using microblogging data and statistical measures.\" Decision Support Systems 85 (2016): 62-73.*\n", + "The sentiments are between -1 and 1 similar to the sentiments from Textblob" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# stock market lexicon\n", + "sia = SentimentIntensityAnalyzer()\n", + "stock_lex = pd.read_csv('Data/lexicon_data/stock_lex.csv')\n", + "stock_lex['sentiment'] = (stock_lex['Aff_Score'] + stock_lex['Neg_Score'])/2\n", + "stock_lex = dict(zip(stock_lex.Item, stock_lex.sentiment))\n", + "stock_lex = {k:v for k,v in stock_lex.items() if len(k.split(' '))==1}\n", + "stock_lex_scaled = {}\n", + "for k, v in stock_lex.items():\n", + " if v > 0:\n", + " stock_lex_scaled[k] = v / max(stock_lex.values()) * 4\n", + " else:\n", + " stock_lex_scaled[k] = v / min(stock_lex.values()) * -4\n", + "\n", + "final_lex = {}\n", + "final_lex.update(stock_lex_scaled)\n", + "final_lex.update(sia.lexicon)\n", + "sia.lexicon = final_lex" + ] + }, + { + "cell_type": "code", + "execution_count": 2271, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(64443,)" + ] + }, + "execution_count": 2271, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vader_sentiments = pd.np.array([sia.polarity_scores(s)['compound'] for s in data_df['headline']])\n", + "vader_sentiments.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "text = \"AAPL is trading higher after reporting its October sales rose 12.6% M/M. It has seen a 20%+ jump in orders\"" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4535" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sia.polarity_scores(text)['compound']" + ] + }, + { + "cell_type": "code", + "execution_count": 2274, + "metadata": {}, + "outputs": [], + "source": [ + "data_df['sentiment_lex'] = vader_sentiments" + ] + }, + { + "cell_type": "code", + "execution_count": 2275, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.21369986521030715\n" + ] + } + ], + "source": [ + "corrlation = data_df['ret'].corr(data_df['sentiment_lex'])\n", + "print(corrlation)" + ] + }, + { + "cell_type": "code", + "execution_count": 1069, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data_df['sentiment_lex'],data_df['ret'], alpha=0.5)\n", + "plt.title('Scatter Between Event return and sentiments-all data')\n", + "plt.ylabel('Event Return')\n", + "plt.xlabel('Sentiments')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We don's see many high returns for lower sentiments, but the data may not be very clear. Let us look at the result for one of the stock tickers. " + ] + }, + { + "cell_type": "code", + "execution_count": 1134, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data_df_stock = data_df[data_df['ticker'] == 'AMZN']\n", + "plt.scatter(data_df_stock['sentiment_lex'],data_df_stock['ret'], alpha=0.5)\n", + "plt.title('Scatter Between Event return and sentiments-all data')\n", + "plt.ylabel('Event Return')\n", + "plt.xlabel('Sentiments')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see a positive correlation between the Event return and sentiments. We will look deeper into the comparison of different types of the sentiment analysis in the next section." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 4.4 Exploratory Data Analysis and comparison" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us look at the sample headlines and the the sentiments from three different methodology, followed by the analysis using visualization. " + ] + }, + { + "cell_type": "code", + "execution_count": 2316, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    tickerheadlinesentiment_textblobsentiment_LSTMsentiment_lex
    4620TSMTSMC (TSM +1.8%) is trading higher after reporting its October sales rose 12.6% M/M. DigiTimes adds TSMC has seen a 20%+ jump in orders from QCOM, NVDA, SPRD, and Mediatek. The numbers suggest TSMC could beat its Q4 guidance (though December tends to be weak), and that chip demand could be stabilizing after getting hit hard by inventory corrections. (earlier) (UMC sales)0.03666710.5478
    \n", + "
    " + ], + "text/plain": [ + " ticker \\\n", + "4620 TSM \n", + "\n", + " headline \\\n", + "4620 TSMC (TSM +1.8%) is trading higher after reporting its October sales rose 12.6% M/M. DigiTimes adds TSMC has seen a 20%+ jump in orders from QCOM, NVDA, SPRD, and Mediatek. The numbers suggest TSMC could beat its Q4 guidance (though December tends to be weak), and that chip demand could be stabilizing after getting hit hard by inventory corrections. (earlier) (UMC sales) \n", + "\n", + " sentiment_textblob sentiment_LSTM sentiment_lex \n", + "4620 0.036667 1 0.5478 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_new_df_stock=data_df[data_df['ticker']== 'TSM'][['ticker','headline','sentiment_textblob','sentiment_LSTM','sentiment_lex']]\n", + "from pandas import option_context\n", + "\n", + "with option_context('display.max_colwidth', 400):\n", + " display(data_new_df_stock.head(1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking at one of the headlines, the sentiment from this sentence is positive. However, texblob sentiment results is small suggesting that the sentiment isn't very positive, which goes back to the previous assumption that the model trained on the movie sentiment might not work accuractely for the stock sentiments. Classification based model correctly suggests the sentiment to be positive, but it is binary. Sentiment_lex has a more intuitive output with significantly positive sentiment which is in line with the financial news. Let us look at the correlation of all the sentiments from different methodology vs. return." + ] + }, + { + "cell_type": "code", + "execution_count": 1977, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1977, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "correlation = data_df[['sentiment_textblob','sentiment_LSTM','sentiment_lex','ret']].dropna(axis=0).corr()\n", + "plt.figure(figsize=(5,5))\n", + "plt.title('Correlation Matrix')\n", + "sns.heatmap(correlation[['ret']], vmax=1, annot=True,cmap='cubehelix')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All the sentiments have positive relationship with the return which is intuitive and expected. The sentiments from the lexicon methodology is highest, which means the returns can be best predicted using the lexicon methodology. Also, as we saw before the lexicon based methodology is based on financial terms and is one of most accurate methodologies in predicting financial sentiments correctly. LSTM based method also performs better than textblob methodology, but the performance is slighly poor as compared to the lexicon based methodology. Let us look at the performance of the methodolgy at the ticker level. We choose the few tickers with the highest market cap for the analysis. " + ] + }, + { + "cell_type": "code", + "execution_count": 2152, + "metadata": {}, + "outputs": [], + "source": [ + "corr_data = []\n", + "for ticker in data_df['ticker'].unique():\n", + " data_new_df_stock=data_df[data_df['ticker']==ticker]\n", + " #Only look for the stocks with sufficient data\n", + " if data_new_df_stock.shape[0] > 40 : \n", + " corr_textblob= data_new_df_stock['ret'].corr(data_new_df_stock['sentiment_textblob']) \n", + " corr_LSTM = data_new_df_stock['ret'].corr(data_new_df_stock['sentiment_LSTM'])\n", + " corr_lex = data_new_df_stock['ret'].corr(data_new_df_stock['sentiment_lex'])\n", + " corr_data.append([ticker,corr_textblob, corr_LSTM, corr_lex])\n", + " #print(ticker,corr_vader, corr_LSTM, corr_textblob)\n", + " else:\n", + " continue" + ] + }, + { + "cell_type": "code", + "execution_count": 2153, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    \n", + "
    " + ], + "text/plain": [ + " corr_textblob corr_LSTM corr_lex\n", + "ticker \n", + "AMZN 0.047306 0.10235 0.166883" + ] + }, + "execution_count": 2153, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corr_df = pd.DataFrame(corr_data, columns = ['ticker','corr_textblob','corr_LSTM','corr_lex']) \n", + "corr_df=corr_df.set_index('ticker')\n", + "corr_df.head(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 2154, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#corr_df.to_csv(\"correlation.csv\") \n", + "tickers = ['AAPL','MSFT','AMZN','GOOG','BABA','FB','WMT','V','JPM','TSM']\n", + "corr_df.loc[tickers].plot.bar(figsize = (10,6))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking at the chart the corrlation from the lexicon methodology is highest across all the stock tickers, which corraborates the conclusion from the previous analysis. It means the returns can be best predicted using the lexicon methodology. Textblob based sentiment shows unintuitive results in some cases such as JPM. LSTM based method also performs better than textblob methodology, but the performance is slighly poor as compared to the lexicon based methodology. Let us look at the scatterplot for lexicon bs textblob methodology. We don't look at the LSTM based method as the sentiments are only labelled as 0 or 1 for this method and the scatterplot might not be very meaningful. " + ] + }, + { + "cell_type": "code", + "execution_count": 2317, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#tickers = corr_df.nlargest(5,'corr_lex').index\n", + "for ticker in tickers[2:4]:\n", + " data_df_stock = data_df[data_df['ticker'] == ticker]\n", + " fig = plt.figure(figsize=(14, 4), constrained_layout=False)\n", + "\n", + " plt.subplot(1, 2, 1)\n", + " plt.scatter(data_df_stock['sentiment_lex'],data_df_stock['ret'], alpha=0.5)\n", + " plt.title(ticker + '-Scatter Between Event return and sentiments-lexicon')\n", + " plt.ylabel('Event Return')\n", + " plt.xlabel('Sentiments-Lexicon')\n", + "\n", + " \n", + " plt.subplot(1, 2, 2)\n", + " plt.scatter(data_df_stock['sentiment_textblob'],data_df_stock['ret'], alpha=0.5)\n", + " plt.title(ticker + '-Scatter Between Event return and sentiments-textblob')\n", + " plt.ylabel('Event Return')\n", + " plt.xlabel('Sentiments-Textblob')\n", + " plt.show()\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The lexicon based sentiments on the left definitely shows a positive relationship between the sentiments and return. Some of the point with the highest returns are with the news with most positive sentiments. Also, scatterplot is more uniformly distributed in case of lexicon as compared to texblob. The sentiments for texblob are concentrated around 0, probably because the model isn't not able to categorize financial sentiments well, given it is trained on the movie reviews. Hence, for the trading strategy, we would be using the lexicon based sentiments as these are the most accurate based on the analysis in this section. The LSTM based sentiments are good as well, but as they are labelled either 0 or 1, lexicon based sentiments are preferred as these are more granular. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 5 Preparing the data with sentiment and word vector" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The sentiment data can be used in different ways for the trading strategy. These can be used as additional features over and above other features(such as correlated stocks, technical indicators) in a supervised learning model to predict the price and hence come up with a trading strategy. They can also be used on a standalone signals to decide buy/sell or hold action. Additionally, the word vectors which are generated from the news can be used as additional features to predict the price and hence come up with a trading strategy. We look as first using the sentiments on a standalone basis followed by usage of word vector as feature." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 5.1. Using Sentiments data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this strategy we select the tickers whose return are highest correlated with the news sentiments and use the news sentiments to trade those. First choosing the 5 most correlated tickers from the list of all the tickers. " + ] + }, + { + "cell_type": "code", + "execution_count": 2318, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['ANF', 'HTZ', 'CHTR', 'CAR', 'AMBA'], dtype='object', name='ticker')" + ] + }, + "execution_count": 2318, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tickers = corr_df.nlargest(5,'corr_lex').index\n", + "tickers" + ] + }, + { + "cell_type": "code", + "execution_count": 2027, + "metadata": {}, + "outputs": [], + "source": [ + "data_new_df_stock=data_df[data_df['ticker'].isin(tickers)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Dividing the data into training set and the test set. " + ] + }, + { + "cell_type": "code", + "execution_count": 2028, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(317, 309)" + ] + }, + "execution_count": 2028, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df = data_new_df_stock.loc[data_new_df_stock['date'] < '2017-01-01', :]\n", + "test_df = data_new_df_stock.loc[data_new_df_stock['date'] >= '2017-01-01', :]\n", + "data_new_df_stock.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking at the regression results between the return and sentiments for the higest correlated stocks. We can select other supervised learning algorithm for the prediction, but we stick to regression for the simplicity. " + ] + }, + { + "cell_type": "code", + "execution_count": 2029, + "metadata": {}, + "outputs": [], + "source": [ + "Y_col = 'ret'\n", + "X_cols = 'sentiment_lex'" + ] + }, + { + "cell_type": "code", + "execution_count": 2030, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: ret R-squared: 0.310\n", + "Model: OLS Adj. R-squared: 0.307\n", + "Method: Least Squares F-statistic: 108.3\n", + "Date: Thu, 23 Apr 2020 Prob (F-statistic): 3.47e-21\n", + "Time: 12:05:42 Log-Likelihood: 342.46\n", + "No. Observations: 243 AIC: -680.9\n", + "Df Residuals: 241 BIC: -673.9\n", + "Df Model: 1 \n", + "Covariance Type: nonrobust \n", + "=================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "---------------------------------------------------------------------------------\n", + "const -0.0390 0.005 -7.482 0.000 -0.049 -0.029\n", + "sentiment_lex 0.0908 0.009 10.406 0.000 0.074 0.108\n", + "==============================================================================\n", + "Omnibus: 1.838 Durbin-Watson: 2.127\n", + "Prob(Omnibus): 0.399 Jarque-Bera (JB): 1.541\n", + "Skew: -0.180 Prob(JB): 0.463\n", + "Kurtosis: 3.150 Cond. No. 2.75\n", + "==============================================================================\n", + "\n", + "Warnings:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "Y_train_sentiments = train_df.loc[:, Y_col]; Y_test_sentiments = test_df.loc[:, Y_col]\n", + "X_train_sentiments = train_df.loc[:, X_cols]; X_test_sentiments = test_df.loc[:, X_cols]\n", + "X_train_sentiments = sm.add_constant(X_train_sentiments); X_test_sentiments = sm.add_constant(X_test_sentiments)\n", + "\n", + "model_sentiments = sm.OLS(Y_train_sentiments,X_train_sentiments)\n", + "results_sentiments = model_sentiments.fit()\n", + "print(results_sentiments.summary())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is a strong connection between the retun and the sentiment of the headline. Also, the sentiments are significant given the p-value is close to 0. Let us look at the result on the test set." + ] + }, + { + "cell_type": "code", + "execution_count": 2319, + "metadata": {}, + "outputs": [], + "source": [ + "Y_hat = results_sentiments.predict(X_test_sentiments)" + ] + }, + { + "cell_type": "code", + "execution_count": 2085, + "metadata": {}, + "outputs": [], + "source": [ + "test_df['ret_pred'] = Y_hat.values\n", + "test_df['s_ret'] = test_df.apply(lambda x: x['ret_next'] if x['ret_pred'] > 0.0 else -x['ret_next'] if x['ret_pred'] < -0.0 else 0, axis=1)\n", + "ret_s = (test_df.groupby('date')['s_ret'].mean()).cumsum()" + ] + }, + { + "cell_type": "code", + "execution_count": 2086, + "metadata": {}, + "outputs": [], + "source": [ + "ret_spy = df.loc[df['TICKER'] == 'SPY', ['date', 'RET']].set_index('date')\n", + "ret_spy.index = [x.strftime('%Y-%m-%d') for x in ret_spy.index]\n", + "ret_spy = pd.Series(ret_spy.loc[ret_s.index.min():ret_s.index.max()]['RET']).cumsum()" + ] + }, + { + "cell_type": "code", + "execution_count": 2087, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2087, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data_combined = pd.DataFrame(ret_spy).join(pd.DataFrame(ret_s), how = 'right')\n", + "data_combined.rename(columns={'RET':'SPY Index','s_ret':'Sentiment Strategy',},inplace=True)\n", + "data_combined.plot(figsize=(10,6))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see a better performance of the sentiment based strategy as compared to the index, and we can conclude that our sentiment based strategy performs quite well on the test set. The approach can be further tweaked to include more stock tickers or using another features such as correlated variables and technical indicators along with the news sentiments. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 5.2. Using Word vectors as features" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As mentioned before, word vectors are nothing but additional features that contain the information inside the news. We can think of these as principal components with the information from the news embedded inside them. Hence, we can expect sentiment and word vectors to have a close relationship. There are different ways of getting the word vectors or word embeddinng such as word2vec, gloVe. In this example we will use word vectors of 300 dimensions generated from the spaCy package." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "all_vectors_wordvec = pd.np.array([pd.np.array([token.vector for token in nlp(s) ]).mean(axis=0)*pd.np.ones((300)) \\\n", + " for s in data_df['headline']])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "D:\\Anaconda\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", + " \n" + ] + } + ], + "source": [ + " for i in range(300): \n", + " data_df['av_{0}'.format(i+1)] = all_vectors_wordvec[:, i].tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    tickerdateheadlineretret_currret_nextav_1av_2av_3av_4...av_291av_292av_293av_294av_295av_296av_297av_298av_299av_300
    0CGNX2011-05-02Cognex (NASDAQ:CGNX): EPS of $0.32 beats by $0...0.1672180.0090320.165539-0.2019320.280665-0.014019-0.076824...-0.021934-0.0366830.037379-0.031393-0.129020.004051-0.209312-0.1672250.06115-0.044462
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    " + ], + "text/plain": [ + " ticker date headline \\\n", + "0 CGNX 2011-05-02 Cognex (NASDAQ:CGNX): EPS of $0.32 beats by $0... \n", + "\n", + " ret ret_curr ret_next av_1 av_2 av_3 av_4 ... \\\n", + "0 0.167218 0.009032 0.165539 -0.201932 0.280665 -0.014019 -0.076824 ... \n", + "\n", + " av_291 av_292 av_293 av_294 av_295 av_296 av_297 \\\n", + "0 -0.021934 -0.036683 0.037379 -0.031393 -0.12902 0.004051 -0.209312 \n", + "\n", + " av_298 av_299 av_300 \n", + "0 -0.167225 0.06115 -0.044462 \n", + "\n", + "[1 rows x 306 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_df.head(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are 300 additional columns for the 300 word vectors. Let us look at correlation of the return vs these word vector. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We check which of the features have highest correlation with the return \n" + ] + }, + { + "cell_type": "code", + "execution_count": 2092, + "metadata": {}, + "outputs": [], + "source": [ + "ColSel = ['ret']+['av_{0}'.format(i+1) for i in range(300)]\n", + "dataforTraining=data_df.loc[:, ColSel]" + ] + }, + { + "cell_type": "code", + "execution_count": 2093, + "metadata": {}, + "outputs": [], + "source": [ + "correlation = dataforTraining.dropna(axis=0).corr()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We choose top 150 word vector with the high number of correlation. The number of word vectors are high to incorporate more information related to news. In the next step we will be performing portfolio optimization with less number of word vector. " + ] + }, + { + "cell_type": "code", + "execution_count": 2320, + "metadata": {}, + "outputs": [], + "source": [ + "Y_col = ['ret']\n", + "X_cols = correlation.nlargest(150,'ret').index.drop('ret') " + ] + }, + { + "cell_type": "code", + "execution_count": 2321, + "metadata": {}, + "outputs": [], + "source": [ + "train_df = data_df.loc[data_df['date'] < '2017-01-01', :]\n", + "test_df = data_df.loc[data_df['date'] >= '2017-01-01', :]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us look at the regression result. There can be other supervised learning models used for the prediction, but we stick to basic linear regression here. " + ] + }, + { + "cell_type": "code", + "execution_count": 2118, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: ret R-squared: 0.120\n", + "Model: OLS Adj. R-squared: 0.117\n", + "Method: Least Squares F-statistic: 42.28\n", + "Date: Thu, 23 Apr 2020 Prob (F-statistic): 0.00\n", + "Time: 14:19:23 Log-Likelihood: 57353.\n", + "No. Observations: 46455 AIC: -1.144e+05\n", + "Df Residuals: 46305 BIC: -1.131e+05\n", + "Df Model: 149 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 0.0627 0.006 10.589 0.000 0.051 0.074\n", + "av_227 0.1158 0.010 11.081 0.000 0.095 0.136\n", + "av_118 0.0634 0.010 6.501 0.000 0.044 0.082\n", + "av_58 0.1073 0.010 10.465 0.000 0.087 0.127\n", + "av_62 0.0523 0.010 5.307 0.000 0.033 0.072\n", + "av_92 0.0042 0.010 0.416 0.677 -0.016 0.024\n", + "av_300 0.0900 0.010 9.170 0.000 0.071 0.109\n", + "av_16 0.0532 0.010 5.376 0.000 0.034 0.073\n", + "av_144 0.0452 0.010 4.546 0.000 0.026 0.065\n", + "av_48 0.0633 0.009 6.742 0.000 0.045 0.082\n", + "av_31 0.0992 0.010 9.699 0.000 0.079 0.119\n", + "av_57 0.0389 0.010 4.075 0.000 0.020 0.058\n", + "av_125 0.0347 0.010 3.368 0.001 0.015 0.055\n", + "av_203 0.0203 0.010 2.003 0.045 0.000 0.040\n", + "av_123 0.1172 0.010 11.972 0.000 0.098 0.136\n", + "av_230 0.0022 0.010 0.217 0.829 -0.018 0.022\n", + "av_270 0.1077 0.011 9.912 0.000 0.086 0.129\n", + "av_100 0.0375 0.009 3.964 0.000 0.019 0.056\n", + "av_287 0.0755 0.010 7.416 0.000 0.056 0.095\n", + "av_194 0.0141 0.010 1.342 0.180 -0.006 0.035\n", + "av_29 -0.0002 0.009 -0.018 0.986 -0.018 0.017\n", + "av_182 0.0539 0.010 5.337 0.000 0.034 0.074\n", + "av_137 0.0902 0.010 8.721 0.000 0.070 0.110\n", + "av_11 0.0673 0.010 6.915 0.000 0.048 0.086\n", + "av_282 0.0056 0.010 0.543 0.587 -0.015 0.026\n", + "av_225 -0.0079 0.009 -0.841 0.400 -0.026 0.010\n", + "av_178 0.0421 0.011 3.936 0.000 0.021 0.063\n", + "av_195 0.1201 0.010 12.393 0.000 0.101 0.139\n", + "av_139 0.0199 0.010 1.925 0.054 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"av_239 0.0653 0.010 6.471 0.000 0.045 0.085\n", + "av_115 0.0190 0.010 1.910 0.056 -0.000 0.039\n", + "av_196 0.0353 0.010 3.712 0.000 0.017 0.054\n", + "av_172 0.0252 0.010 2.525 0.012 0.006 0.045\n", + "av_27 0.0102 0.010 0.991 0.322 -0.010 0.030\n", + "av_132 0.0234 0.009 2.600 0.009 0.006 0.041\n", + "av_254 0.0413 0.010 3.966 0.000 0.021 0.062\n", + "av_229 0.0366 0.010 3.517 0.000 0.016 0.057\n", + "av_226 0.0041 0.010 0.424 0.672 -0.015 0.023\n", + "av_42 -0.0123 0.010 -1.230 0.219 -0.032 0.007\n", + "av_143 0.0558 0.010 5.492 0.000 0.036 0.076\n", + "av_180 -0.0062 0.009 -0.664 0.507 -0.024 0.012\n", + "av_33 0.0199 0.009 2.121 0.034 0.002 0.038\n", + "av_228 0.0577 0.010 5.690 0.000 0.038 0.078\n", + "av_175 0.0428 0.009 4.586 0.000 0.024 0.061\n", + "av_138 0.0480 0.011 4.448 0.000 0.027 0.069\n", + "av_165 -0.0198 0.009 -2.102 0.036 -0.038 -0.001\n", + "av_128 -0.0145 0.010 -1.416 0.157 -0.035 0.006\n", + "av_49 0.0539 0.010 5.503 0.000 0.035 0.073\n", + "av_37 0.0132 0.010 1.360 0.174 -0.006 0.032\n", + "av_113 0.0936 0.010 9.155 0.000 0.074 0.114\n", + "av_80 0.0530 0.010 5.422 0.000 0.034 0.072\n", + "av_241 0.0347 0.010 3.315 0.001 0.014 0.055\n", + "av_121 0.0195 0.011 1.829 0.067 -0.001 0.040\n", + "av_14 0.0526 0.010 5.285 0.000 0.033 0.072\n", + "av_126 0.0015 0.010 0.145 0.884 -0.019 0.022\n", + "av_35 0.0743 0.010 7.296 0.000 0.054 0.094\n", + "av_160 -0.0179 0.010 -1.803 0.071 -0.037 0.002\n", + "av_106 0.0181 0.004 4.505 0.000 0.010 0.026\n", + "av_107 0.1149 0.010 11.058 0.000 0.095 0.135\n", + "av_18 -0.0161 0.005 -3.232 0.001 -0.026 -0.006\n", + "av_39 0.0313 0.010 3.176 0.001 0.012 0.051\n", + "av_135 0.0238 0.010 2.486 0.013 0.005 0.042\n", + "av_61 0.0058 0.010 0.552 0.581 -0.015 0.026\n", + "av_188 0.0015 0.009 0.158 0.874 -0.017 0.020\n", + "av_60 -0.0185 0.010 -1.793 0.073 -0.039 0.002\n", + "av_198 0.0251 0.010 2.540 0.011 0.006 0.045\n", + "av_114 -0.0031 0.010 -0.302 0.763 -0.023 0.017\n", + "av_145 0.0185 0.010 1.801 0.072 -0.002 0.039\n", + "av_84 0.0615 0.010 5.949 0.000 0.041 0.082\n", + "av_280 0.0515 0.010 5.287 0.000 0.032 0.071\n", + "av_30 -0.0137 0.010 -1.357 0.175 -0.034 0.006\n", + "av_6 0.0628 0.010 6.593 0.000 0.044 0.081\n", + "av_22 0.0707 0.010 7.107 0.000 0.051 0.090\n", + "av_272 0.0061 0.011 0.573 0.567 -0.015 0.027\n", + "av_251 0.0100 0.011 0.936 0.349 -0.011 0.031\n", + "av_152 0.0011 0.010 0.103 0.918 -0.019 0.021\n", + "av_34 0.0171 0.010 1.668 0.095 -0.003 0.037\n", + "av_293 0.0438 0.010 4.301 0.000 0.024 0.064\n", + "av_174 -0.0404 0.010 -4.109 0.000 -0.060 -0.021\n", + "av_120 -0.0579 0.010 -5.608 0.000 -0.078 -0.038\n", + "av_276 0.0574 0.010 5.591 0.000 0.037 0.078\n", + "av_204 -0.0372 0.010 -3.706 0.000 -0.057 -0.018\n", + "av_181 0.0435 0.011 4.123 0.000 0.023 0.064\n", + "av_52 0.0566 0.010 5.484 0.000 0.036 0.077\n", + "av_219 0.0185 0.010 1.847 0.065 -0.001 0.038\n", + "av_238 -0.0372 0.010 -3.707 0.000 -0.057 -0.018\n", + "av_110 -0.0047 0.010 -0.468 0.640 -0.024 0.015\n", + "av_275 0.0250 0.010 2.396 0.017 0.005 0.045\n", + "av_295 0.0707 0.010 7.254 0.000 0.052 0.090\n", + "av_206 -0.0052 0.011 -0.495 0.621 -0.026 0.015\n", + "av_159 -0.0079 0.010 -0.808 0.419 -0.027 0.011\n", + "av_117 -0.0615 0.010 -5.978 0.000 -0.082 -0.041\n", + "av_127 0.0437 0.010 4.219 0.000 0.023 0.064\n", + "av_212 0.0189 0.009 2.134 0.033 0.002 0.036\n", + "av_43 0.0815 0.010 7.999 0.000 0.062 0.101\n", + "av_97 0.0169 0.009 1.831 0.067 -0.001 0.035\n", + "av_116 0.0528 0.010 5.245 0.000 0.033 0.073\n", + "av_51 -0.0295 0.010 -2.976 0.003 -0.049 -0.010\n", + "av_217 -0.0021 0.010 -0.202 0.840 -0.022 0.018\n", + "av_291 -0.0400 0.009 -4.418 0.000 -0.058 -0.022\n", + "av_17 0.0362 0.011 3.260 0.001 0.014 0.058\n", + "av_105 -0.0323 0.011 -3.008 0.003 -0.053 -0.011\n", + "av_266 0.0542 0.010 5.697 0.000 0.036 0.073\n", + "av_173 -0.0375 0.010 -3.912 0.000 -0.056 -0.019\n", + "av_32 0.0115 0.010 1.151 0.250 -0.008 0.031\n", + "av_296 0.0181 0.010 1.877 0.060 -0.001 0.037\n", + "av_201 0.0578 0.010 5.803 0.000 0.038 0.077\n", + "av_215 0.0787 0.009 8.377 0.000 0.060 0.097\n", + "av_183 0.0135 0.010 1.379 0.168 -0.006 0.033\n", + "av_283 -0.0137 0.010 -1.327 0.184 -0.034 0.007\n", + "av_248 0.0450 0.011 4.276 0.000 0.024 0.066\n", + "av_289 0.0178 0.010 1.703 0.088 -0.003 0.038\n", + "av_46 0.0045 0.010 0.434 0.665 -0.016 0.025\n", + "av_91 0.0061 0.010 0.623 0.533 -0.013 0.025\n", + "av_199 -0.0236 0.010 -2.340 0.019 -0.043 -0.004\n", + "av_83 0.0318 0.010 3.230 0.001 0.013 0.051\n", + "av_3 -0.0411 0.010 -4.141 0.000 -0.060 -0.022\n", + "av_163 -0.0053 0.010 -0.547 0.585 -0.024 0.014\n", + "av_141 0.0305 0.004 6.968 0.000 0.022 0.039\n", + "av_220 -0.0388 0.010 -3.870 0.000 -0.058 -0.019\n", + "av_21 -0.0258 0.011 -2.428 0.015 -0.047 -0.005\n", + "av_246 -0.0241 0.010 -2.305 0.021 -0.045 -0.004\n", + "av_15 0.0504 0.009 5.483 0.000 0.032 0.068\n", + "av_242 -0.0319 0.011 -2.977 0.003 -0.053 -0.011\n", + "av_67 0.0379 0.010 3.806 0.000 0.018 0.057\n", + "av_47 0.0392 0.010 3.758 0.000 0.019 0.060\n", + "av_66 0.0125 0.009 1.331 0.183 -0.006 0.031\n", + "av_93 -0.0208 0.010 -2.042 0.041 -0.041 -0.001\n", + "av_167 0.0169 0.010 1.685 0.092 -0.003 0.037\n", + "av_294 -0.0571 0.010 -5.505 0.000 -0.077 -0.037\n", + "av_224 -0.0663 0.010 -6.895 0.000 -0.085 -0.047\n", + "==============================================================================\n", + "Omnibus: 210.242 Durbin-Watson: 1.846\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 287.458\n", + "Skew: 0.043 Prob(JB): 3.80e-63\n", + "Kurtosis: 3.376 Cond. No. 98.7\n", + "==============================================================================\n", + "\n", + "Warnings:\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "Y_train_wordvec = train_df.loc[:, Y_col]; Y_test_wordvec = test_df.loc[:, Y_col];\n", + "X_train_wordvec = train_df.loc[:, X_cols]; X_test_wordvec = test_df.loc[:, X_cols];\n", + "X_train_wordvec = sm.add_constant(X_train_wordvec); X_test_wordvec = sm.add_constant(X_test_wordvec)\n", + "\n", + "model_wordvec = sm.OLS(Y_train_wordvec,X_train_wordvec)\n", + "results_wordvec = model_wordvec.fit()\n", + "print(results_wordvec.summary())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The R-2 is around 12%, which is not significant enough, but the p values of a large number of word vectors are close to 0, which means that are significant. Let us look at the result on the test set. " + ] + }, + { + "cell_type": "code", + "execution_count": 2120, + "metadata": {}, + "outputs": [], + "source": [ + "Y_hat = results_wordvec.predict(X_test_wordvec)" + ] + }, + { + "cell_type": "code", + "execution_count": 2121, + "metadata": {}, + "outputs": [], + "source": [ + "test_df['ret_pred'] = Y_hat.values\n", + "test_df['s_ret'] = test_df.apply(lambda x: x['ret_next'] if x['ret_pred'] > 0.0 else -x['ret_next'] if x['ret_pred'] < -0.0 else 0, axis=1)\n", + "ret_s = (test_df.groupby('date')['s_ret'].mean()).cumsum()" + ] + }, + { + "cell_type": "code", + "execution_count": 2122, + "metadata": {}, + "outputs": [], + "source": [ + "ret_spy = df.loc[df['TICKER'] == 'SPY', ['date', 'RET']].set_index('date')\n", + "ret_spy.index = [x.strftime('%Y-%m-%d') for x in ret_spy.index]\n", + "ret_spy = pd.Series(ret_spy.loc[ret_s.index.min():ret_s.index.max()]['RET']).cumsum()" + ] + }, + { + "cell_type": "code", + "execution_count": 2123, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2123, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data_combined = pd.DataFrame(ret_spy).join(pd.DataFrame(ret_s), how = 'right')\n", + "data_combined.rename(columns={'RET':'SPY Index','s_ret':'Sentiment Strategy',},inplace=True)\n", + "data_combined.plot(figsize=(10,5))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see a better performance of the word vector based strategy as compared to the index, and we can conclude that our word vector based strategy performs quite well on the test set. The approach can be further tweaked to include more stock tickers or using another features such as correlated variables and technical indicators along with the news sentiments. Having discussed the approaches of trading strategy using sentiments and word vectors, let us now discuss how we can improve the performance further using portfolio optimization. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 6. Portfolio Optimization-using word vectors" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this step, we run optimization on the word vector to select the weights on each word vector by maximising the retun and the sharp ratio. We first begin with using top 10 highest correlated word vectors. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "features = list(correlation.nlargest(10,'ret').index.drop('ret') )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Gerring the returns for stock tickers from the CRSP file" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "ret_mat = df.drop_duplicates(subset=['date', 'TICKER']).pivot(index='date', columns='TICKER', values='RET')\n", + "df['RET'] = pd.to_numeric(df['RET'], errors='coerce')\n", + "df['date'] = pd.to_datetime(df['date'])\n", + "df = df.loc[df['date'] > '2011-01-01'].dropna()\n", + "df['date'] = df['date'].apply(lambda x: x.date())\n", + "\n", + "df = df.drop_duplicates(subset=['date', 'TICKER'])\n", + "ret_spy = df.loc[df['TICKER'] == 'SPY', ['date', 'RET']].set_index('date').loc[:, 'RET']\n", + "ret_mat = df.pivot(index='date', columns='TICKER', values='RET')" + ] + }, + { + "cell_type": "code", + "execution_count": 2332, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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    " + ], + "text/plain": [ + " date ticker const av_227 av_118 av_58 av_62 av_92 \\\n", + "0 2011-05-02 CGNX 1 0.011242 -0.18608 0.036464 -0.13793 0.024255 \n", + "\n", + " av_300 av_16 av_144 av_48 \n", + "0 -0.044462 -0.045816 0.010714 0.139689 " + ] + }, + "execution_count": 2322, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f_df.head(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 2170, + "metadata": {}, + "outputs": [], + "source": [ + "train_f = f_df[f_df['date'] < '2017-01-01']\n", + "test_f = f_df[f_df['date'] >= '2017-01-01']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 6.1 Return maximization based portfolio weights\n", + "In this step, we perform the portfolio optimization on the word vector to further enhance the return of the portfolio and in the process the assign the weights to the word vector. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Word Vector Analysis " + ] + }, + { + "cell_type": "code", + "execution_count": 2340, + "metadata": {}, + "outputs": [], + "source": [ + "theta_0 = np.zeros((len(features)+1))\n", + "w_df = train_f.loc[:, ['date', 'ticker']]" + ] + }, + { + "cell_type": "code", + "execution_count": 2172, + "metadata": {}, + "outputs": [], + "source": [ + "w_df['weights'] = np.NaN\n", + "w_df['date'] = w_df['date'].apply(lambda x: pd.to_datetime(x).date())\n", + "\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights')\n", + "train_mat = ret_mat.loc[w_mat.index, w_mat.columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 2175, + "metadata": {}, + "outputs": [], + "source": [ + "def f(theta):\n", + " #w_df['weights'] = (2/(1+np.exp(-train_f.iloc[:, 2:].dot(theta))) - 1)\n", + " w_df['weights'] = np.minimum(np.ones((train_f.shape[0])),\n", + " np.maximum(-np.ones((train_f.shape[0])), \n", + " train_f.iloc[:, 2:].dot(theta)))\n", + " \n", + " w_mat = w_df.pivot(index='date', columns='ticker', values='weights').shift(2).ffill(limit=10)\n", + " ret_s = (train_mat * w_mat).sum(axis=1)\n", + " return - ret_s.mean()*252" + ] + }, + { + "cell_type": "code", + "execution_count": 2176, + "metadata": {}, + "outputs": [], + "source": [ + "res_opt = minimize(f, theta_0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we test the result of optimization on the test set." + ] + }, + { + "cell_type": "code", + "execution_count": 2177, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-0.5465424118048989\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "theta_opt = res_opt['x']\n", + "w_df = test_f.loc[:, ['date', 'ticker']]\n", + "w_df['weights'] = np.NaN\n", + "w_df['date'] = w_df['date'].apply(lambda x: pd.to_datetime(x).date())\n", + "\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights')\n", + "\n", + "w_df['weights'] = np.minimum(np.ones((test_f.shape[0])),\n", + " np.maximum(-np.ones((test_f.shape[0])), \n", + " test_f.iloc[:, 2:].dot(theta_opt)))\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights').shift(2).ffill(limit=10)\n", + "\n", + "test_mat = ret_mat.loc[w_mat.index, w_mat.columns]\n", + "ret_s = (test_mat * w_mat).sum(axis=1)\n", + "sr = ret_s.mean()/(1e-10+ret_s.std())\n", + "print(sr*np.sqrt(252))\n", + "(252*ret_s).cumsum().plot(figsize=(10,6)); plt.title('Test Period Performance'); plt.xlabel('Annualized Return');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the performance of the algorithm performance not good in the test phase. We will check the result in the training phase." + ] + }, + { + "cell_type": "code", + "execution_count": 2178, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.36110320661820544\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "w_df = train_f.loc[:, ['date', 'ticker']]\n", + "w_df['weights'] = np.NaN\n", + "w_df['date'] = w_df['date'].apply(lambda x: pd.to_datetime(x).date())\n", + "\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights')\n", + "\n", + "w_df['weights'] = np.minimum(np.ones((train_f.shape[0])),\n", + " np.maximum(-np.ones((train_f.shape[0])), \n", + " train_f.iloc[:, 2:].dot(theta_opt)))\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights').shift(2).ffill(limit=10)\n", + "\n", + "train_mat = ret_mat.loc[w_mat.index, w_mat.columns]\n", + "ret_s = (train_mat * w_mat).sum(axis=1)\n", + "sr = ret_s.mean()/(1e-10+ret_s.std())\n", + "print(sr*np.sqrt(252))\n", + "\n", + "(252*ret_s).cumsum().plot(figsize=(10,6)); plt.title('Train Period Performance'); plt.xlabel('Annualized Return');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the performance of the algorithm performance is great in the Training phase but not good in the test phase.In the next step we perform model tuning in an attempt to enhance the model performance. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 6.2. Sharp Ratio and return based portfolio weights" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " We tweak the optimization to focus on optimizing both the Sharpe Ratio and the annualized return. The new cost function is based not only on return but also on sharpe ratio. The portfolio optimization steps are similar as before. " + ] + }, + { + "cell_type": "code", + "execution_count": 2179, + "metadata": {}, + "outputs": [], + "source": [ + "theta_0 = np.zeros((len(features)+1))" + ] + }, + { + "cell_type": "code", + "execution_count": 2180, + "metadata": {}, + "outputs": [], + "source": [ + "w_df = train_f.loc[:, ['date', 'ticker']]\n", + "w_df['weights'] = np.NaN\n", + "w_df['date'] = w_df['date'].apply(lambda x: pd.to_datetime(x).date())\n", + "\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights')\n", + "train_mat = ret_mat.loc[w_mat.index, w_mat.columns]" + ] + }, + { + "cell_type": "code", + "execution_count": 2181, + "metadata": {}, + "outputs": [], + "source": [ + "def f(theta):\n", + " #w_df['weights'] = (2/(1+np.exp(-train_f.iloc[:, 2:].dot(theta))) - 1)\n", + " w_df['weights'] = np.minimum(np.ones((train_f.shape[0])),\n", + " np.maximum(-np.ones((train_f.shape[0])), \n", + " train_f.iloc[:, 2:].dot(theta)))\n", + " \n", + " w_mat = w_df.pivot(index='date', columns='ticker', values='weights').shift(2).ffill(limit=10)\n", + " ret_s = (train_mat * w_mat).sum(axis=1)\n", + " sharpe_ratio = ret_s.mean()/(1e-10+ret_s.std())\n", + " print(ret_s.mean()*252, np.sqrt(252)*sharpe_ratio)\n", + " return -(0.9*ret_s.mean()*252 + 0.1*np.sqrt(252)*sharpe_ratio)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "res_opt = minimize(f, theta_0, tol=1E-3)\n", + "theta_opt = res_opt['x']" + ] + }, + { + "cell_type": "code", + "execution_count": 2193, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.0273627745339524\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "w_df = test_f.loc[:, ['date', 'ticker']]\n", + "w_df['weights'] = np.NaN\n", + "w_df['date'] = w_df['date'].apply(lambda x: pd.to_datetime(x).date())\n", + "\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights')\n", + "\n", + "w_df['weights'] = np.minimum(np.ones((test_f.shape[0])),\n", + " np.maximum(-np.ones((test_f.shape[0])), \n", + " \n", + " test_f.iloc[:, 2:].dot(theta_opt)))\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights').shift(2).ffill(limit=10)\n", + "\n", + "test_mat = ret_mat.loc[w_mat.index, w_mat.columns]\n", + "ret_s = (test_mat * w_mat).sum(axis=1)\n", + "sr = ret_s.mean()/(1e-10+ret_s.std())\n", + "print(sr*np.sqrt(252))\n", + "\n", + "(252*ret_s).cumsum().plot(figsize=(8,5)); plt.title('Test Period Performance'); plt.xlabel('Annualized Return');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Optmizing the sharp ratio, the test period return is much better that the portfolio optimized only on return.\n", + "In order to ensure that we don’t have an overly long or short position, we look at the sum of all weights across all stock each day" + ] + }, + { + "cell_type": "code", + "execution_count": 2195, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "w_mat.sum(axis=1).plot(figsize=(8,5));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train Period Performance" + ] + }, + { + "cell_type": "code", + "execution_count": 2197, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.5262711105723036\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "w_df = train_f.loc[:, ['date', 'ticker']]\n", + "w_df['weights'] = np.NaN\n", + "w_df['date'] = w_df['date'].apply(lambda x: pd.to_datetime(x).date())\n", + "\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights')\n", + "\n", + "w_df['weights'] = np.minimum(np.ones((train_f.shape[0])),\n", + " np.maximum(-np.ones((train_f.shape[0])), \n", + " train_f.iloc[:, 2:].dot(theta_opt)))\n", + "w_mat = w_df.pivot(index='date', columns='ticker', values='weights').shift(2).ffill(limit=10)\n", + "\n", + "train_mat = ret_mat.loc[w_mat.index, w_mat.columns]\n", + "ret_s = (train_mat * w_mat).sum(axis=1)\n", + "sr = ret_s.mean()/(1e-10+ret_s.std())\n", + "print(sr*np.sqrt(252))\n", + "\n", + "(252*ret_s).cumsum().plot(figsize=(8,5)); plt.title('Train Period Performance'); plt.xlabel('Annualized Return');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " The training period performance is good. Let us check the sum of weights across the day. " + ] + }, + { + "cell_type": "code", + "execution_count": 2198, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "w_mat.sum(axis=1).plot(figsize=(8,5));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, both during the Training and testing phase, the weights are close to zero meaning that the strategy is close to dollar neutral. Overall portfolio optimization lead to an enhance performance in the test set even with lesser number of word vectors by choosing the right metric to minimise. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Conclusion**\n", + "\n", + "We looked at various ways in which unstructured data can be converted to structured data using the tools in natural language programming and be used for analysis and prediction. We have demonstrated three different approaches including deep learning models to develop a model for getting the sentiment analysis. We performed a comparison of the models and concluded that one of the most important step is training the model for sentiment analysis is training it using the domain-specific vocabulary. \n", + "\n", + "We also pre-trained English model by spaCy to convert a sentence into a vector of words and used these word vectors as features in the trading strategy. We further used the sentiments and the word vectors as features or signals to develop different trading strategy. This initial result suggests that the model trained on a financial lexicon based sentiments could prove a viable model for a trading strategy. \n", + "\n", + "We also saw how we can use the word vectors derived from the news data as inputs for a more complex optimization problem to generate a trading strategy.\n", + "\n", + "Additional improvements to this can be made by using more complex pre-trained sentiment analysis models such as Bert by google or diffeent pre-trained NLP models available in open source platforms. Existing NLP libraries fill in some of the pre-processing and encoding steps to allow us to focus on the inference step.\n", + "\n", + "Overall, this case study is a confluence of the concepts we covered earlier in this book along with the concepts of NLP discussed earlier in this book. We could definitely build on the strategy by including more correlated variables, technical indicators or even improve the sentiment analysis by using more sophisticated models on more relevant Financial News.\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "_change_revision": 206, + "_is_fork": false, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Chapter 10 - Natural Language Processing/Case Study 2 - Digital Assistant-chat-bots/DigitalAssistant-chat-bot.ipynb b/Chapter 10 - Natural Language Processing/Case Study 2 - Digital Assistant-chat-bots/DigitalAssistant-chat-bot.ipynb new file mode 100644 index 0000000..204a0c5 --- /dev/null +++ b/Chapter 10 - Natural Language Processing/Case Study 2 - Digital Assistant-chat-bots/DigitalAssistant-chat-bot.ipynb @@ -0,0 +1,596 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "83708667-4fdc-1563-7b3a-06b6575d2865" + }, + "source": [ + "# Digital Assistant: chat-bots\n", + "\n", + "Chatbots are virtual assistants that help customers transact or solve problems. These automated programmes use NLP to interact with clients in natural language (by text or voice), and use machine learning algorithms to improve over time. Chatbots are being introduced by a range of financial services firms, often in their mobile apps or social media. While many are still in the trial phase, there is potential for growth as chatbots gain increasing usage and become more sophisticated. The current generation of chatbots in use by financial services firms is simple, generally providing balance information or alerts to custom ers, or answering simple questions. It is worth observing that the increasing usage of chatbots is correlated with the increased usage of messaging applications.\n", + "\n", + "We can define the chatbots into two categories, following are the two categories of chatbots:\n", + "\n", + "* **Rule-Based Approach** – In this approach, a bot is trained according to rules. Based on this a bot can answer simple queries but sometimes fails to answer complex queries.\n", + "\n", + "* **Self-Learning Approach** – These bots follow the machine learning approach which is rather more efficient and is further divided into two more categories.\n", + "\n", + " * Retrieval-Based Models – In this approach, the bot retrieves the best response from a list of responses according to the user input.\n", + " \n", + " * Generative Models – These models often come up with answers than searching from a set of answers which makes them intelligent bots as well.\n", + " \n", + "In this case study, we will touch upon both the approaches of the chatbot development. \n", + "\n", + "The focus of this case study are as follows:\n", + "* Understand and build a chatbot\n", + "* Understand the data preparation required for building a chatbot\n", + "* Understand the python packages required for chatbot development." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Content" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* [1. Problem Definition](#1)\n", + "* [2. Getting Started - Load Libraries and Dataset](#2)\n", + " * [2.1. Load Libraries](#2.1) \n", + "* [3. Training a default chatbot ](#3) \n", + "* [4. Data Preparation for customized chatbot](#4)\n", + "* [5.Model Construction and Training](#5) \n", + " * [5.1. Model Construction](#5.1)\n", + " * [5.2. Building Custom Logic Adapter](#5.2)\n", + " * [5.3. Training the model](#5.3) \n", + "* [6.Model Testing and Usage](#6) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 1. Problem Definition" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The problem statement is to build a chatbot that uses NLP to understand user inputs and intention and retrieve the financial ratio for the company user is looking for." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 2. Getting Started- Loading the data and python packages\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 2.1. Loading the python packages\n", + "For this case study we will use 2 text based libraries. The first one is spacy and the other one is chatterbot. Spacy is a python library which makes it easier to analyze text and build custom natural language models. Chatterbot is a python library to create a simple chatbot with minimal programming required. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_cell_guid": "5d8fee34-f454-2642-8b06-ed719f0317e1" + }, + "outputs": [], + "source": [ + "# Load libraries\n", + "from chatterbot import ChatBot\n", + "from chatterbot.logic import LogicAdapter\n", + "from chatterbot.trainers import ChatterBotCorpusTrainer\n", + "from chatterbot.trainers import ListTrainer" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#Diable the warnings\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before we move to the customised chatbot, let us develop a chatbot using the defualt features and logic adapters of chatterbot package. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 3 Training a default chatbot " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before we move on to build a chatbot for customised function avilable in chatterbot. Chatterbot and many other chatbot packages comes with a data utility module that can be used to train the chatbots.\n", + "\n", + "Following is a simple example to get started with ChatterBot in python with the following components. \n", + "* **preprocessors** : ChatterBot’s preprocessors are simple functions that modify the input statement that a chat bot receives before the statement gets processed by the logic adaper. The preprocessors can be customise to perform different preprocessing steps such as \"tokenization\", \"lemmatisation\" etc. so that we have clean and processed data available for further processing. In the example below, the default preprocessor for cleaning white spaces \"clean_whitespace\" is used. \n", + "\n", + "* **logic_adapters** : Logic adapters determine the logic for how ChatterBot selects a response to a given input statement.It is possible to enter any number of logic adapters for your bot to use. In the example below we are using two inbuilt adapter. We use log adapters \"Best match\" which returns the best known responses and \"Mathematical Evaluation\" which performs mathematical computation. In the next section we will build our own customised logic, trained using machine learning to perform a specific task. \n", + "\n", + "* **corpus training** : ChatterBot comes with a corpus data and utility module that makes it easy to quickly train the bot to communicate.We use the already existing corpus english, english.greetings, english.conversations for training the chatbot. However, the chatbot can be trained using a customised corpus. \n", + "\n", + "\n", + "* **list training** : Just like the corpus training, we train the chatbot with the conversations which can be used for training using ListTrainer. In the example below, we have trained the chatbot using some sample commands defined in the code below. The chatbot can be trained using huge data of conversations.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r", + "Training ai.yml: [ ] 1%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package averaged_perceptron_tagger to\n", + "[nltk_data] C:\\Users\\tatsa\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package averaged_perceptron_tagger is already up-to-\n", + "[nltk_data] date!\n", + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\tatsa\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training ai.yml: [####################] 100%\n", + "Training botprofile.yml: [####################] 100%\n", + "Training computers.yml: [####################] 100%\n", + "Training conversations.yml: [####################] 100%\n", + "Training emotion.yml: [####################] 100%\n", + "Training food.yml: [####################] 100%\n", + "Training gossip.yml: [####################] 100%\n", + "Training greetings.yml: [####################] 100%\n", + "Training health.yml: [####################] 100%\n", + "Training history.yml: [####################] 100%\n", + "Training humor.yml: [####################] 100%\n", + "Training literature.yml: [####################] 100%\n", + "Training money.yml: [####################] 100%\n", + "Training movies.yml: [####################] 100%\n", + "Training politics.yml: [####################] 100%\n", + "Training psychology.yml: [####################] 100%\n", + "Training science.yml: [####################] 100%\n", + "Training sports.yml: [####################] 100%\n", + "Training trivia.yml: [####################] 100%\n", + "Training greetings.yml: [####################] 100%\n", + "Training conversations.yml: [####################] 100%\n", + "List Trainer: [####################] 100%\n", + "List Trainer: [####################] 100%\n" + ] + } + ], + "source": [ + "chatB = ChatBot(\"Trader\",\n", + " preprocessors=['chatterbot.preprocessors.clean_whitespace'],\n", + " logic_adapters=['chatterbot.logic.BestMatch',\n", + " 'chatterbot.logic.MathematicalEvaluation'])\n", + "\n", + "# Corpus Training\n", + "trainerCorpus = ChatterBotCorpusTrainer(chatB)\n", + "\n", + "#Train based on English Corpus\n", + "trainerCorpus.train(\n", + " \"chatterbot.corpus.english\"\n", + ")\n", + "# Train based on english greetings corpus\n", + "trainerCorpus.train(\"chatterbot.corpus.english.greetings\")\n", + "\n", + "# Train based on the english conversations corpus\n", + "trainerCorpus.train(\"chatterbot.corpus.english.conversations\")\n", + "\n", + "trainerConversation = ListTrainer(chatB)\n", + "#Traing based on conversations\n", + "\n", + "#List training\n", + "trainerConversation.train([\n", + " 'Help!',\n", + " 'Please go to google.com',\n", + " 'What is Bitcoin?',\n", + " 'It is a decentralized digital currency'\n", + "])\n", + "\n", + "# You can train with a second list of data to add response variations\n", + "trainerConversation.train([\n", + " 'What is Bitcoin?',\n", + " 'Bitcoin is a cryptocurrency.'\n", + "])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def converse(quit=\"quit\"):\n", + " user_input = \"\"\n", + " while user_input != quit:\n", + " user_input = quit\n", + " try:\n", + " user_input = input(\">\")\n", + " except EOFError:\n", + " print(user_input)\n", + " if user_input:\n", + " while user_input[-1] in \"!.\":\n", + " user_input = user_input[:-1]\n", + " print(chatB.get_response(user_input))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ">Hi\n", + "How are you doing?\n", + ">I am doing well.\n", + "That is good to hear\n", + ">What is 78964 plus 5970\n", + "78964 plus 5970 = 84934\n", + ">what is a dollar\n", + "dollar: unit of currency in the united states.\n", + ">What is Bitcoin?\n", + "It is a decentralized digital currency\n", + ">Help!\n", + "Please go to google.com\n", + ">Tell me a joke\n", + "Did you hear the one about the mountain goats in the andes? It was \"ba a a a a a d\".\n", + ">What is Bitcoin?\n", + "It is a decentralized digital currency\n", + ">What is Bitcoin?\n", + "It is a decentralized digital currency\n", + ">What is Bitcoin?\n", + "Bitcoin is a cryptocurrency.\n", + ">quit\n", + "no.\n" + ] + } + ], + "source": [ + "converse()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this example, we see a fairly good chatbot which gives us response according to the input that we have given. The first two responses are due to the training on english greetings and conversation corpus. Additionally the response to \"tell me a joke\" and \"what is a dollar\" are due to the training on the english corpus. The computation in the forth line is the result of the chatbot being trained on the Mathematical Evaluation logical adapter. The response to \"Help\" and \"What is a bitcoin\" are the result of the customised list trainers. \n", + "\n", + "Given, that we have already have a customised chatbot, we move on to create a chatbot which is designed to give us the financial ratios of a company based on a customised logical adapter." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 4. Data Preparation for customized chatbot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The purpose of performing the data preparation is to use it for training through logic adapter.The details are under https://chatterbot.readthedocs.io/en/stable/logic/create-a-logic-adapter.html. Given the logic adapter need to be in a separate file from the chat bot, we perform the step of data preparation in the module financial_ratio_adapter.py where logic adapter is created.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 5. Model construction and training" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 5.1 and 5.2 Model optimization function and building custom logic adapter\n", + "Step 4.2 and 4.2 are shown in the module financial_ratio_adapter.py, given the logic adapter need to be in a separate file from the chat bot. In the next step we train the chatbot, which trains it on the customised logic adapter. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "## 5.3. Training the model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this step we combine all the components (i.e. preprocessor, custom logical adapter, list and corpus trainer) with the custom logical adapter (financial_ratio_adapter.FinancialRatioAdapter) that we have created. " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Losses {'ner': 250.5925518564882}\n", + "Losses {'ner': 86.34306746371182}\n", + "Losses {'ner': 9.912364617525238}\n", + "Losses {'ner': 0.007054564759577683}\n", + "Losses {'ner': 0.002342427745124589}\n", + "Losses {'ner': 0.17200641879483095}\n", + "Losses {'ner': 0.00014026589302679004}\n", + "Losses {'ner': 0.04666429370491898}\n", + "Losses {'ner': 0.0005265609668528584}\n", + "Losses {'ner': 0.00029906058166727796}\n", + "Losses {'ner': 5.9895766629850823e-05}\n", + "Losses {'ner': 0.0006064481033172622}\n", + "Losses {'ner': 1.0745628683613567e-05}\n", + "Losses {'ner': 9.724242475936387e-06}\n", + "Losses {'ner': 1.7436667959465367e-06}\n", + "Losses {'ner': 5.097320584206234e-07}\n", + "Losses {'ner': 1.5063773009800355e-06}\n", + "Losses {'ner': 3.463751450599309e-05}\n", + "Losses {'ner': 8.846712629581901e-06}\n", + "Losses {'ner': 5.9018098284142235e-05}\n", + "Losses {'ner': 6.828183680571441e-07}\n", + "Losses {'ner': 0.0001549424831125363}\n", + "Losses {'ner': 0.00011724383958802145}\n", + "Losses {'ner': 2.327508621099159e-06}\n", + "Losses {'ner': 2.080900377673051e-05}\n", + "Losses {'ner': 6.029163538041867e-07}\n", + "Losses {'ner': 1.5160512220542697e-06}\n", + "Losses {'ner': 3.181407171575549e-05}\n", + "Losses {'ner': 9.974447850317994e-05}\n", + "Losses {'ner': 0.0009394966254818016}\n", + "Training ai.yml: [###### ] 31%" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package averaged_perceptron_tagger to\n", + "[nltk_data] C:\\Users\\tatsa\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package averaged_perceptron_tagger is already up-to-\n", + "[nltk_data] date!\n", + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\tatsa\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training ai.yml: [####################] 100%\n", + "Training botprofile.yml: [####################] 100%\n", + "Training computers.yml: [####################] 100%\n", + "Training conversations.yml: [####################] 100%\n", + "Training emotion.yml: [####################] 100%\n", + "Training food.yml: [####################] 100%\n", + "Training gossip.yml: [####################] 100%\n", + "Training greetings.yml: [####################] 100%\n", + "Training health.yml: [####################] 100%\n", + "Training history.yml: [####################] 100%\n", + "Training humor.yml: [####################] 100%\n", + "Training literature.yml: [####################] 100%\n", + "Training money.yml: [####################] 100%\n", + "Training movies.yml: [####################] 100%\n", + "Training politics.yml: [####################] 100%\n", + "Training psychology.yml: [####################] 100%\n", + "Training science.yml: [####################] 100%\n", + "Training sports.yml: [####################] 100%\n", + "Training trivia.yml: [####################] 100%\n", + "Training greetings.yml: [####################] 100%\n", + "Training conversations.yml: [####################] 100%\n", + "List Trainer: [####################] 100%\n", + "List Trainer: [####################] 100%\n" + ] + } + ], + "source": [ + "#Here we add \n", + "chatbot = ChatBot(\n", + " \"My ChatterBot\",\n", + " preprocessors=['chatterbot.preprocessors.clean_whitespace'],\n", + " logic_adapters=[\n", + " 'financial_ratio_adapter.FinancialRatioAdapter',\n", + " 'chatterbot.logic.MathematicalEvaluation',\n", + " 'chatterbot.logic.BestMatch'\n", + " ]\n", + ")\n", + "\n", + "#Train based on English Corpus\n", + "trainerCorpus.train(\n", + " \"chatterbot.corpus.english\"\n", + ")\n", + "# Train based on english greetings corpus\n", + "trainerCorpus.train(\"chatterbot.corpus.english.greetings\")\n", + "\n", + "# Train based on the english conversations corpus\n", + "trainerCorpus.train(\"chatterbot.corpus.english.conversations\")\n", + "\n", + "trainerConversation = ListTrainer(chatB)\n", + "#Traing based on conversations\n", + "\n", + "trainerConversation.train([\n", + " 'Help!',\n", + " 'Please go to google.com',\n", + " 'What is Bitcoin?',\n", + " 'It is a decentralized digital currency'\n", + "])\n", + "\n", + "# You can train with a second list of data to add response variations\n", + "trainerConversation.train([\n", + " 'What is Bitcoin?',\n", + " 'Bitcoin is a cryptocurrency.'\n", + "])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see the training was not only for the FinancialRatioAdapter, but also for the list and corpus trainer. Let us move to the model testing." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# 6. Model Testing and Usage" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def converse(quit=\"quit\"):\n", + " user_input = \"\"\n", + " while user_input != quit:\n", + " user_input = quit\n", + " try:\n", + " user_input = input(\">\")\n", + " except EOFError:\n", + " print(user_input)\n", + " if user_input:\n", + " while user_input[-1] in \"!.\":\n", + " user_input = user_input[:-1]\n", + " print(chatbot.get_response(user_input))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ">What is ROE for Citibank ?\n", + "https://www.zacks.com/stock/chart/C/fundamental/return-on-equity-ttm\n", + "\t\t\t\t\t \n", + ">Tell me PE for Delta?\n", + "https://www.zacks.com/stock/chart/DAL/fundamental/pe-ratio-ttm\n", + "\t\t\t\t\t \n", + ">What is Bitcoin?\n", + "It is a decentralized digital currency\n", + ">Help!\n", + "Please go to google.com\n", + ">What is 786940 plus 75869\n", + "786940 plus 75869 = 862809\n", + ">Do you like dogs?\n", + "Sorry! Could not figure out what the user wants\n", + ">Quit\n", + "Sorry! Could not figure out what the user wants\n", + ">quit\n", + "Sorry! Could not figure out what the user wants\n" + ] + } + ], + "source": [ + "converse()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The custom logic adaptor for our Chatter bot, finds a RATIO or a COMPANY in the sentence using our NLP model. If the model finds exactly one COMPANY and exactly one RATIO, it con structs a url to guide the user. Additionally other logical adpater such as mathematical evaluation, and curpus and list trainer work as expected as well. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Conclusion**\n", + "\n", + "In this case study, we have learned how to make a chatbot in python using the ChatterBot library. We learnt how to build a custom NLP model and use it in a chatbot. \n", + "\n", + "The chatbot understands the intent of your messages with the help of NLP and has successful conversation or retieves the significant information. NLP and ML are used to parse user messages, collect relevant parameters from words and sentences, and map those to actions to take. \n", + "\n", + "In order to train a blank model, one must have a substantial training dataset. In this case study, we looked at patterns available to us and used them to generate training samples. Getting the right amount of Training data is usually the hardest parts of constructing a custom model.\n", + "\n", + "Using the chatterbot library in Python allows us to built a simple interface to resolve user inputs. \n", + "\n", + "There can be a significant enhancement made for each and evey items for the specific tasks required from chatbot. Additional preprocessing steps can be added to have more processed and cleaner data. To generate a response from our bot for input questions, the logic can be refined further to incorporate the concept of text similarity. The chatbot can be trained on a bigger dataset and using more advance ML techniques. A series of custom Logic Adaptors can be used to construct a more sophisticated chatterbot. This can be generalized to more interesting tasks such as retrieving information from a database or asking for more input from the user. \n", + "\n", + "However, this case study provides an introduction to all the aspects of chatbot development. Although, it is a very simple bot, its a good starting point to use NLP to create chatbots.\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "_change_revision": 206, + "_is_fork": false, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/Chapter 10 - Natural Language Processing/Case Study 2 - Digital Assistant-chat-bots/financial_ratio_adapter.py b/Chapter 10 - Natural Language Processing/Case Study 2 - Digital Assistant-chat-bots/financial_ratio_adapter.py new file mode 100644 index 0000000..a73e028 --- /dev/null +++ b/Chapter 10 - Natural Language Processing/Case Study 2 - Digital Assistant-chat-bots/financial_ratio_adapter.py @@ -0,0 +1,141 @@ + +import spacy +import random +from itertools import product + +from spacy.util import minibatch, compounding +from chatterbot.logic import LogicAdapter + +#Step 3: Data Preparation +#We want our chatbot to be able to distinguish between subtle +#inquires. For example – One might want to ask about the company +#Apple Inc by simply referring to it as Apple. In either case, +#we want to map it to a ticker, AAPL in this case. Constructing +#commonly used phrases in order to refer to firms can be built by +#using a dictionary such as +companies = { + 'AAPL': ['Apple', 'Apple Inc'], + 'BAC': ['BAML', 'BofA', 'Bank of America'], + 'C': ['Citi', 'Citibank'], + 'DAL': ['Delta', 'Delta Airlines'] +} + +ratios = { + 'return-on-equity-ttm': ['ROE', 'Return on Equity'], + 'cash-from-operations-quarterly': ['CFO', 'Cash Flow from Operations'], + 'pe-ratio-ttm': ['PE', 'Price to equity', 'pe ratio'], + 'revenue-ttm': ['Sales', 'Revenue'], +} + +string_templates = ['Get me the {ratio} for {company}', + 'What is the {ratio} for {company}?', + 'Tell me the {ratio} for {company}', + ] +#Step 4: Model construction and training +#Step 4.1 Model construction +companies_rev = {} +for k, v in companies.items(): + for ve in v: + companies_rev[ve] = k + +ratios_rev = {} +for k, v in ratios.items(): + for ve in v: + ratios_rev[ve] = k + +companies_list = list(companies_rev.keys()) +ratios_list = list(ratios_rev.keys()) + +#Next, we to create sample statements for our model. +#We contract a function in order to give us a random sentence structure, +#inquiring about a random financial ratio for a random company We will be +#creating a custom Named Entity Recognition model in the spacy framework. +N_training_samples = 100 + +def get_training_sample(string_templates, ratios_list, companies_list): + string_template=string_templates[random.randint(0, len(string_templates)-1)] + ratio = ratios_list[random.randint(0, len(ratios_list)-1)] + company = companies_list[random.randint(0, len(companies_list)-1)] + sent = string_template.format(ratio=ratio,company=company) + ents = {"entities": [(sent.index(ratio), sent.index(ratio)+len(ratio), 'RATIO'), + (sent.index(company), sent.index(company)+len(company), 'COMPANY') + ]} + return (sent, ents) + +#Defining the training data. +TRAIN_DATA = [ + get_training_sample(string_templates, ratios_list, companies_list) for i in range(N_training_samples) +] +#4.2. Setting the optimizer and Logical Adapter +#First, we construct a blank model in spacy spaCy’s models are statistical +#and every “decision†they make. Training the NER model is akin to updating +#the weights for each token. The most important step is to use a good optimizer. +nlp = spacy.blank("en") + +ner = nlp.create_pipe("ner") +nlp.add_pipe(ner) + +ner.add_label('RATIO') +ner.add_label('COMPANY') + +optimizer = nlp.begin_training() + +move_names = list(ner.move_names) +# get names of other pipes to disable them during training +pipe_exceptions = ["ner", "trf_wordpiecer", "trf_tok2vec"] +other_pipes = [pipe for pipe in nlp.pipe_names if pipe not in pipe_exceptions] +with nlp.disable_pipes(*other_pipes): # only train NER + sizes = compounding(1.0, 4.0, 1.001) + # batch up the examples using spaCy's minibatch + for itn in range(30): + random.shuffle(TRAIN_DATA) + batches = minibatch(TRAIN_DATA, size=sizes) + losses = {} + for batch in batches: + texts, annotations = zip(*batch) + nlp.update(texts, annotations, sgd=optimizer, drop=0.35, losses=losses) + print("Losses", losses) + + +#Setting the Logic Adapter +class FinancialRatioAdapter(LogicAdapter): + def __init__(self, chatbot, **kwargs): + super(FinancialRatioAdapter, self).__init__(chatbot, **kwargs) + + def process(self, statement, additional_response_selection_parameters): + """ + Returns the value. + """ + from chatterbot.conversation import Statement + + user_input = statement.text + + doc = nlp(user_input) + company = None + ratio = None + confidence = 0 + + # We need exactly 1 company and one ratio + if len(doc.ents) == 2: + for ent in doc.ents: + if ent.label_ == "RATIO": + ratio = ent.text + if ratio in ratios_rev: + confidence += 0.5 + if ent.label_ == "COMPANY": + company = ent.text + if company in companies_rev: + confidence += 0.5 + + if confidence > 0.99: + outtext = '''https://www.zacks.com/stock/chart/{company}/fundamental/{ratio} + '''.format(ratio=ratios_rev[ratio], company=companies_rev[company]) + confidence = 1 + else: + outtext = 'Sorry! Could not figure out what the user wants' + confidence = 0 + + output_statement = Statement(text=outtext) + output_statement.confidence = confidence + + return output_statement \ No newline at end of file diff --git a/Chapter 10 - Natural Language Processing/Case Study 3 - Documents Summarization/10K.pdf b/Chapter 10 - Natural Language Processing/Case Study 3 - Documents Summarization/10K.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a017bf667957bc0464ccd88f31e4945947e066dc GIT binary patch literal 3699293 zcmeEtWmFu|vhLsncXxsYcXxMZa2?zkg1fs*fWQF3JrFFolOO{GfuQU z&Ry@^cmKb2X07SfwWq4OZ1=AHbq}3}j2tT`8y`B|=GN3KI*I^~pa2gQ2bHU(1G=C!dL!7&^$s`nO6dDyrve@N#f+{PP+zAS+jEkcNeav*+^_rCpu8 zoLxMrc-b{PK-TtFU{?<+PA)Mqb~$?|Fvx>l&dCA{`YXb&C}Sid%PGjiFCf6hBPT7% z!^^`bCCkMp%O%Or!NJcZD8nTyCL+MaA6M_Fk;6D-g z|1tu<`!;?q{(tsu(p22M{5=1*FMIw)kpI8BCN6Fc{^yR7o0pr9U7L!VhntIC@0sF# zZtDKo5gqC~I~jf@7Q6DGUf`VUGT%~0&7&TsF=HK#Dt4~w9cBZ!MWVr~6?MIQ9Z>@8 zS3Fs=S(11iXt1opR-%?GlR3*~#QhT5I|J>TEW 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