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"Here are Thursday's biggest analyst calls: Apple, Amazon, Tesla, Palantir, DocuSign, Exxon & more https://t.co/QPN8Gwl7Uh"
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"Buy Las Vegas Sands as travel to Singapore builds, Wells Fargo says https://t.co/fLS2w57iCz"
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"Piper Sandler downgrades DocuSign to sell, citing elevated risks amid CEO transition https://t.co/1EmtywmYpr"
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"Analysts react to Tesla's latest earnings, break down what's next for electric car maker https://t.co/kwhoE6W06u"
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"Netflix and its peers are set for a ‘return to growth,’ analysts say, giving one stock 120% upside https://t.co/jPpdl0D9s4"
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"Barclays believes earnings for these underperforming stocks may surprise Wall Street https://t.co/PHbsyVGAyE"
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"Bernstein upgrades Alibaba, says shares can rally more than 20% from here https://t.co/m3ApoPRGU0"
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"Analysts react to Netflix's strong quarter, with some pointing to a potential bottom for the stock https://t.co/cQngJsyefD"
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"Buy Chevron as shares look attractive at these levels, HSBC says https://t.co/GkDpFvxjEP"
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"Morgan Stanley says these global stocks are set for earnings beats — and gives one over 45% upside https://t.co/GeWxa5YoWr"
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"Investing Club: Analysts dropped a bunch of new notes on energy stocks. Here's where we stand on ours https://t.co/faKcXzyMGZ"
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"CFRA downgrades Disney, says lack of cash dividend could hurt its streaming platform https://t.co/KG5V0NDfK4"
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"Bank of America is more bullish than JPMorgan. Here's what that means for Wall Street and the economy https://t.co/zHxjgjmwJv"
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"Here are Tuesday's biggest analyst calls: Meta, Chipotle, Apple, Tesla, Exxon, Netflix, Sunrun & more https://t.co/xgyzBGpBvc"
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"Citi cuts Microsoft price target, citing foreign exchange headwinds https://t.co/ZsnMboYnGw"
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"Exchange operator Cboe is a buy as recession chances rise, Morgan Stanley says https://t.co/Z51h67lv4O"
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"Strong earnings may not be enough to bring Netflix out of its funk, Credit Suisse says https://t.co/99YkU9j8X2"
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"Tesla's bitcoin holdings could result in a $460 million hit for the carmaker, Barclays says https://t.co/J50bSXAsf6"
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"Morningstar strategist says two FAANG stocks look incredibly cheap right now https://t.co/DKr5Q5o0ei"
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"Analyst call of the day for @CNBCPro subscribers: Citi added a positive catalyst watch to Delta and said it sees “upside risk.” Subscribe to see the analyst calls of the day curated by CNBC Pro. https://t.co/eAYz0ec9dO"
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"Apple's near-term future looks murky as consumer spending slows, Bernstein says https://t.co/21T9LREta4"
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"Buy Tesla in the short term to capture potential upside from earnings, says Deutsche Bank https://t.co/Q4MqoSVmXJ"
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"Here are Monday's biggest analyst calls of the day: Tesla, Apple, Yum, Delta, Fox, Netflix & more https://t.co/Pt2oqzwPvB"
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"Deutsche Bank downgrades General Motors, cites looming pricing risks to automakers https://t.co/40yhalOoOU"
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"Morgan Stanley downgrades Paramount and Fox, warns of possible 'streaming recession' https://t.co/apofBK4yVZ"
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"Buy Yum Brands to defend against a slowdown in consumer spending, Goldman Sachs says https://t.co/88zGuVwEXi"
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"Analysts reveal the top stocks with 'significant upside potential' heading into earnings https://t.co/lfaLK3nwAz"
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"Argus downgrades Delta citing weak outlook following second-quarter earnings https://t.co/MuWXm66fAo"
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"Analyst call of the day for @CNBCPro subscribers: Bank of America kept its buy rating on shares of Nvidia, but said any weakness in the stock could impact other semiconductor companies. Subscribe to see the analyst calls of the day curated by CNBC Pro. https://t.co/lHRN17009h"
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"Here are Friday's biggest analyst calls of the day: McDonald's, Netflix, Amazon, Nvidia, Visa & more https://t.co/DyiE4GH2LD"
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"Bernstein calls medtech company Dexcom a clear buy, citing long-term runway for diabetes management https://t.co/y3RmrIhMwz"
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"UBS slashes Netflix price target ahead of earnings, warns of cautious outlook for streaming giant https://t.co/x3f9WNCS2o"
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"BMO cuts Microsoft price target, citing pressure on software valuations and potential recession https://t.co/JUOYvrXXVx"
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"Edward Jones says buy Qualcomm as the chipmaker's pullback creates an attractive buying opportunity https://t.co/rVOfTewDXw"
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"Credit Suisse adds financials to its top stock picks for July https://t.co/CoPMyQ0L7S"
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"Here are Thursday's biggest analyst calls: Tesla, Amazon, Twitter, Qualcomm, Costco, Apple & more https://t.co/ISMHM2UZRJ"
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"Deutsche Bank upgrades Costco to buy, says club business model will outperform in uncertain economy https://t.co/rVFXlknshz"
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"Morgan Stanley's Jonas trims price target for Tesla, citing slowing economy https://t.co/XvfRerTNGr"
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"BMO upgrades Advanced Micro Devices, says chipmaker is gaining market share from rivals https://t.co/3kGsQnHJ0D"
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"Bank of America slashes S&P 500 target, sees stocks falling another 5% by year-end https://t.co/CC02X5ZguX"
0
"Truist initiates coverage of Tesla with a buy rating and $1,000 price target https://t.co/ecDt58j4Cz"
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"Goldman says this stock is a smart defensive play in the economically sensitive construction group https://t.co/pBgwsq06Ok"
0
"Wall Street bets on analysts cutting earnings estimates as the economy shows signs of slowing https://t.co/RFaVYNxnk7"
0
"Raymond James says Bath & Body Works is oversold and will jump nearly 70% from here https://t.co/SpGPi6zVko"
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"Analyst call of the day for @CNBCPro subscribers: Citi reiterates Nvidia as buy. It lowered its price target on Nvidia to $285 per share from $315, but said gaming weakness is priced in. Subscribe to see the analyst calls of the day curated by CNBC Pro. https://t.co/Mczemx4nek"
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"Company downgrades are picking up steam as profit outlooks dim https://t.co/89B4wuA8NS"
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"Morgan Stanley names its top stocks in a "safe haven" tech sector — giving one upside of 60% https://t.co/EJWD9uzzzP"
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"Susquehanna downgrades JetBlue, cites struggles with cost structure https://t.co/eVYtLZGWaf"
0
"Here are Tuesday's biggest analyst calls: Tesla, Apple, Gap, JPMorgan chase, Nvidia, Southwest https://t.co/PDr6BL9S9j"
0
"Morgan Stanley downgrades American Express on lower spending among high-end consumers https://t.co/LhzFvUMP2i"
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"Citi upgrades JPMorgan Chase to buy, says stock is at an attractive entry point https://t.co/8sEdKZNOq2"
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"Morgan Stanley names its top stocks in a ‘safe haven’ tech sector — giving one upside of 60% https://t.co/IDWpetaIFr"
0
"UBS cuts S&P 500 price target for 2022, says earnings estimates could go down even more https://t.co/QUc93a9bkg"
0
"Evercore ISI says 'gazumped growth growers' could do well in a potentially tough earnings season https://t.co/I1nrduZ7UB"
0
"Evercore ISI cuts S&P 500 target, citing slower growth and lower earnings https://t.co/DdYg7qX1wd"
0
"Shares of Mattel could see more than 30% upside on TV and movie releases, Goldman Sachs says https://t.co/iRAGaxXr1t"
0
"Occidental Petroleum looks overbought after its rally this year, Goldman Sachs says https://t.co/E1t7DwKUxM"
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"Analyst call of the day for @CNBCPro subscribers: Cowen reiterates Apple as outperform and says the stock remains a “defensive name” heading into earnings later this month. Subscribe to see the analyst calls of the day curated by CNBC Pro. https://t.co/qUf6a7HXO4"
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"Here are Monday's biggest analyst calls: Apple, Amazon, Meta, Honeywell, CVS, Mattel, Qorvo & more https://t.co/PAkmEd0o4E"
0
"Bank of America upgrades Honeywell to buy, citing potential growth in aerospace and oil and gas https://t.co/LY8knvUUoJ"
0
"It's time to sell Meta until it figures out the metaverse, Needham says in downgrade https://t.co/KZ6bGZicgk"
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"Bank of America shares are a compelling buy even in a recession, Societe Generale says in upgrade https://t.co/9hqnRT1ogm"
0
"Cowen downgrades chip stock Qorvo as demand for smartphone slows https://t.co/OSnynL1SN3"
0
"$COF (104.70, -2.47, -2.3%): Capital One was downgraded to Perform from Outperform at Oppenheimer and downgraded to Equal-Weight from Overweight at Morgan Stanley"
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"$ZG: Zillow finally gets an analyst upgrade, which we found notable, but will other firms follow suit? https://t.co/WR1thzlRb8"
0
"@FibonacciSQNC "E" estimates been coming down sharply ex-Oil/Gas as well, feels a lot positioned for nasty outlooks, think could surprise"
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"$PYPL Morgan Stanley maintained Paypal coverage with Overweight and $129 PT .... im still long"
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"JMP Securities maintained $HOOD coverage with a market Outperform and $28 price target"
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"$FRLN just out: Wedbush Outperform rating and $3 PT"
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"$EPIX Just out: $25 price target at Zacks Small Cap Research https://t.co/AhL91TafQl"
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"AM Best Removes From Under Review With Negative Implications and Affirms Credit Ratings of R&Q Insurance Holdings Ltd. and Rated Subsidiaries https://t.co/5CxW4lNxPC https://t.co/OT5wh3hFpC"
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"KBRA Assigns Preliminary Ratings to Progress Residential 2022-SFR6 https://t.co/51Sdyk17wk https://t.co/eZl28Rf6Ac"
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"KBRA Commentary on Fire Near Starz Mortgage Securities 2021-1 DAC Brixton Loan Collateral https://t.co/G55xhqhEgz https://t.co/MDpq4rxruQ"
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"AM Best Places Credit Ratings of Brightsideco Insurance Limited Under Review With Negative Implications https://t.co/HtnytwDNYY https://t.co/24IlfA9zmF"
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"Ventas’s Outlook Revised by Fitch Ratings to Stable https://t.co/i6CVfL0skF https://t.co/3ps8EgKAeo"
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"AM Best Revises Outlooks to Positive for Frank Winston Crum Insurance Company https://t.co/EmZy6sevSL https://t.co/NeBRmF4EZS"
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"AM Best Comments on Credit Ratings of Covéa Coopérations and PartnerRe Ltd. Following Sale Completion https://t.co/ZgLYM3one6 https://t.co/pLAIiXalIr"
0
"AM Best Comments on Credit Ratings of Athora Holding Ltd.’s Subs Following its Announced Acquisition of a Closed Life and Pension Portfolio https://t.co/ewg89dtPPE https://t.co/tIrduKQ5oZ"
0
"AM Best Affirms Credit Ratings of Crum & Forster Insurance Group’s Members and Monitor Life Insurance Company of New York https://t.co/qam1VLkFfA https://t.co/7mrO8NXkgv"
0
"AM Best Assigns Credit Ratings to ONIX Asigurari S.A. https://t.co/xdZ7EM0piV https://t.co/bVeXWEySbJ"
0
"NICE Named a Leader in Journey Orchestration by Top Analyst Firm https://t.co/w5QJnqrfXg https://t.co/avXD4NTLbL"
0
"S&P Affirms Assured Guaranty’s AA Financial Strength Ratings with Stable Outlook https://t.co/f8ZnN9u0tX"
0
"AM Best Places Credit Ratings of Western Health Advantage Under Review With Developing Implications https://t.co/Ga6r7bpkjG https://t.co/DOaZpuRkYA"
0
"JPMorgan analysts have put out their monthly list of top-idea stocks https://t.co/LuVncnTPN8"
0
"Grizzly Research's bear report on NIO highlights possible accounting issues and corporate governance red flags https://t.co/75WEh5PQGX"
0
"JPMorgan analysts have put out their monthly list of top-idea stocks https://t.co/yw6c0DSCqB"
0
"Klarna’s valuation slashed to under $7bn in latest funding round https://t.co/AxssvjoZ4L"
0
"Kraft Heinz coverage started at buy at Mizuho, citing 'portfolio with potential' https://t.co/oEalu6AJ6e"
0
"JPMorgan lifted to hold from sell at Berenberg, because 'good banks have bad years' https://t.co/Ybixekqctt"
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"Bank of America slashes S&P 500 target to ‘lowest on the Street’ after recession forecast https://t.co/7LfsnQnpEx"
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"Twitter has a new bullish backer on Wall Street, as Rosenblatt Securities said the social media’s company’s disclosures have “flipped” the narrative, and now makes Elon Musk look like the bad guy. https://t.co/8MBXxJaDHB"
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"“[T]witter’s disclosure of very detailed efforts to explain its spam bot calculations to Musk, and Musk’s reluctance to engage, largely ends our skepticism about Twitter, and instead makes us skeptical about Musk,” one analyst wrote. https://t.co/qO1oI2aOYQ"
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"Klarna valuation slashed to $6.7 billion from $45.6 billion in new funding round https://t.co/TtVB8QkhtR"
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"$LULU $FTCH $JWN - Lululemon, Nike and Nordstrom headline KeyBanc's list of top retail picks https://t.co/qlqRDXMsdC"
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"$NXPI $ON $NVDA - Citi gets positive on NXP, ON, as firm says semiconductor rally could last into August https://t.co/CFla3nO61i"
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"$TMUS $T $VZ - Citi still sees solid revenue growth in broadband, wireless despite headwinds https://t.co/KuHvQnbx8S"
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"$MORF - Morphic coverage initiated with Outperform by SVB Securities https://t.co/jprWFc8k82"
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"$RGEN - Repligen attracts initial bull rating at UBS Group on long-term growth prospects https://t.co/KrUSj8h57O"
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"$WWW $BIRD $PLBY - Stifel downgrades Allbirds, Wolverine, PLBY in downbeat retail review https://t.co/pb0XVrknY2"
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"$GOOG $GOOGL - Exane hits sidelines on Alphabet amid ad pressures, rival headwinds https://t.co/uAM3RGaCae"
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End of preview (truncated to 100 rows)

Read this BLOG to see how I fine-tuned a sparse transformer on this dataset.

Dataset Description

The Twitter Financial News dataset is an English-language dataset containing an annotated corpus of finance-related tweets. This dataset is used to classify finance-related tweets for their topic.

  1. The dataset holds 21,107 documents annotated with 20 labels:
topics = {
    "LABEL_0": "Analyst Update",
    "LABEL_1": "Fed | Central Banks",
    "LABEL_2": "Company | Product News",
    "LABEL_3": "Treasuries | Corporate Debt",
    "LABEL_4": "Dividend",
    "LABEL_5": "Earnings",
    "LABEL_6": "Energy | Oil",
    "LABEL_7": "Financials",
    "LABEL_8": "Currencies",
    "LABEL_9": "General News | Opinion",
    "LABEL_10": "Gold | Metals | Materials",
    "LABEL_11": "IPO",
    "LABEL_12": "Legal | Regulation",
    "LABEL_13": "M&A | Investments",
    "LABEL_14": "Macro",
    "LABEL_15": "Markets",
    "LABEL_16": "Politics",
    "LABEL_17": "Personnel Change",
    "LABEL_18": "Stock Commentary",
    "LABEL_19": "Stock Movement",
}

The data was collected using the Twitter API. The current dataset supports the multi-class classification task.

Task: Topic Classification

Data Splits

There are 2 splits: train and validation. Below are the statistics:

Dataset Split Number of Instances in Split
Train 16,990
Validation 4,118

Licensing Information

The Twitter Financial Dataset (topic) version 1.0.0 is released under the MIT License.

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