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import json
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import re
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import random
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raw_data = [
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"In a surprise move on {Monday|DATE}, {Samsung Electronics|ORG} announced it would invest {45 trillion won|MONEY} into its semiconductor division.",
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"{Jane Fraser|PER}, the {CEO|ROLE} of {Citi|ORG}, warned that persistence inflation could force the {Fed|ORG} to keep rates high through {2025|DATE}.",
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"While the {S&P 500|ORG} rallied {1.2%|PERCENT}, shares in {Moderna|ORG} slipped after the {FDA|ORG} delayed its review.",
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"The merger between {Kroger|ORG} and {Albertsons|ORG}, valued at roughly {$24.6 billion|MONEY}, faces stiff antitrust scrutiny.",
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"Crude oil futures dipped below {$70|MONEY} per barrel for the first time since {December 2023|DATE} due to weak demand from {China|ORG}.",
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"{Masayoshi Son|PER} stated that {SoftBank|ORG} is shifting its focus entirely to AI, targeting a {15%|PERCENT} IRR for the upcoming fiscal year.",
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"Regulatory filings from {Q3|DATE} reveal that {Berkshire Hathaway|ORG} trimmed its stake in {BYD|ORG} by another {2.5 million|MONEY} shares.",
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"{Christine Lagarde|PER}, {President|ROLE} of the {European Central Bank|ORG}, hinted at a potential {25 basis point|PERCENT} cut in {June|DATE}.",
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"Post-market trading saw {Coinbase|ORG} jump {6%|PERCENT} after {Bitcoin|ORG} reclaimed the {$65,000|MONEY} level.",
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"The {Department of Justice|ORG} is seeking more than {$4 billion|MONEY} in penalties from {Binance|ORG}.",
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"Analysts at {Goldman Sachs|ORG} have downgraded {Rio Tinto|ORG} to 'Neutral', citing a {10%|PERCENT} drop in iron ore prices.",
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"Starting {next month|DATE}, {Neal Mohan|PER}, the {CEO|ROLE} of {YouTube|ORG}, plans to introduce new monetization tiers.",
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"Despite a {40%|PERCENT} year-over-year revenue increase, {Nvidia|ORG} shares remained flat on {Tuesday|DATE}.",
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"The {Bank of Japan|ORG} ended its negative interest rate policy, raising the short-term rate to a range of {0 to 0.1%|PERCENT}.",
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"German chemical giant {BASF|ORG} is cutting {2,600|MONEY} jobs to save {€500 million|MONEY} annually.",
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"Led by {CEO|ROLE} {Satya Nadella|PER}, {Microsoft|ORG} has committed {$2.9 billion|MONEY} to build data centers in {Japan|ORG}.",
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"Inflation in the {Eurozone|ORG} cooled to {2.4%|PERCENT} in {March|DATE}, defying expectations of a sticky {2.6%|PERCENT}.",
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"{Evergrande|ORG}'s liquidation order has sent shockwaves through the property sector, wiping out {$300 billion|MONEY} in value.",
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"{Thierry Breton|PER}, the {EU internal market commissioner|ROLE}, demanded that {TikTok|ORG} spare no effort to protect teenagers.",
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"As of {Friday|DATE}, the {10-year Treasury yield|ORG} spiked to {4.5%|PERCENT}, pressuring growth stocks.",
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"{Saudi Aramco|ORG} declared a dividend payout of {$31 billion|MONEY} despite a slide in quarterly profits.",
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"Venture capital funding in the fintech sector plummeted {35%|PERCENT} in {2024|DATE} compared to the previous year.",
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"{Lina Khan|PER}, {Chair|ROLE} of the {FTC|ORG}, blocked the acquisition on grounds that it would harm competition.",
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"{SpaceX|ORG} insiders claim the company's valuation has now topped {$180 billion|MONEY} following the secondary sale.",
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"Indian conglomerate {Reliance Industries|ORG} secured a deal with {Disney|ORG} to merge their media assets on {February 28|DATE}.",
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"The {IMF|ORG} raised its global growth forecast to {3.2%|PERCENT} but warned of geopolitical risks.",
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"{Larry Fink|PER}, {Chairman|ROLE} of {BlackRock|ORG}, emphasized the need for energy pragmatism in his annual letter.",
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"The {United Auto Workers|ORG} union secured a {25%|PERCENT} wage hike over four years after the strike against {Ford|ORG}.",
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"{Zurich Insurance|ORG} posted a record operating profit of {$3.7 billion|MONEY}, driven by strong underwriting.",
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"On {Wednesday|DATE}, {OpenAI|ORG} confirmed that {Sam Altman|PER} would return as {CEO|ROLE}.",
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"In a landmark ruling on {Tuesday|DATE}, {Judge James Boasberg|PER} dismissed the {FTC|ORG}'s antitrust lawsuit against {Meta|ORG}, stating the company faces fierce competition from {TikTok|ORG}.",
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"The {Irish Data Protection Commission|ORG} slapped {TikTok|ORG} with a record {€530 million|MONEY} fine for mishandling the data of teenagers.",
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"{Google|ORG} is preparing its final appeal against the {DOJ|ORG}'s order to divest its ad-tech business, arguing the breakup would harm small businesses.",
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"The {SEC|ORG} charged {Ryan Squillante|PER}, a former {Head of Equity Trading|ROLE}, with insider trading that allegedly generated {$216,000|MONEY} in illicit profits.",
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"Biopharma firm {FibroGen|ORG} agreed to pay {$1.25 million|MONEY} to settle charges that it misled investors about the safety data of its anemia drug, {Roxadustat|ORG}.",
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"{Lina Khan|PER}, the {Chair|ROLE} of the {FTC|ORG}, vowed to appeal the decision, emphasizing that big tech monopolies stifle innovation.",
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"On {September 5|DATE}, the {European Commission|ORG} designated {Booking.com|ORG} as a 'gatekeeper' under the Digital Markets Act, forcing it to comply with stricter interoperability rules.",
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"Shareholders of {Tesla|ORG} are suing the board, claiming that excessive compensation packages diluted their equity by {3%|PERCENT} in {2024|DATE}.",
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"The {Supreme Court|ORG} declined to hear the appeal regarding the patent dispute between {Novo Nordisk|ORG} and {Dr. Reddy's Laboratories|ORG} over the weight-loss drug {Wegovy|ORG}.",
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"Federal prosecutors seized {$198 million|MONEY} in assets from {PGI Global|ORG}, labeling the operation a 'classic Ponzi scheme' targeting retail crypto investors.",
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"Citing 'systemic failures' in anti-money laundering controls, the {FCA|ORG} fined {Barclays|ORG} {£26 million|MONEY} on {Wednesday|DATE}.",
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"The {Department of Justice|ORG} has opened a criminal probe into {UnitedHealth|ORG} regarding potential overcharging of the {Medicare|ORG} program.",
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"{OpenAI|ORG} faces a new class-action lawsuit filed in {California|ORG}, alleging it scraped copyrighted material from {New York Times|ORG} without compensation.",
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"Regulators in {South Korea|ORG} fined {Goldman Sachs|ORG} and {BNP Paribas|ORG} a combined {$20 million|MONEY} for naked short-selling violations.",
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"Despite the plea, {Judge Leonie Brinkema|PER} ruled that {Google|ORG} holds two illegal monopolies in the search market.",
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"The {Consumer Financial Protection Bureau|ORG} banned {Unicoin|ORG} from operating in the US after it falsely claimed its tokens were backed by real estate assets.",
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"Starting {January 1, 2026|DATE}, the {Basel III|ORG} endgame capital requirements will force US banks to hold {19%|PERCENT} more capital.",
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"{Universal Music Group|ORG} sued AI startup {Anthropic|ORG} for {$75 million|MONEY}, claiming widespread copyright infringement in its training data.",
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"The {EPA|ORG} announced a settlement with {Norfolk Southern|ORG}, requiring the rail giant to pay {$310 million|MONEY} for the environmental cleanup.",
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"In a blow to {Bayer|ORG}, a jury in {Philadelphia|ORG} awarded {$2.25 billion|MONEY} to a plaintiff who claimed the weedkiller Roundup caused his cancer.",
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"{Gary Gensler|PER}, the {Chairman|ROLE} of the {SEC|ORG}, warned that 'AI-washing' in investment prospectuses would face strict enforcement actions.",
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"The {UK Competition and Markets Authority|ORG} blocked the acquisition of {Activision|ORG} by {Microsoft|ORG} before reversing its decision on {October 13|DATE}.",
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"{Binance|ORG}'s founder {Changpeng Zhao|PER} was sentenced to four months in prison after pleading guilty to violating the Bank Secrecy Act.",
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"The {European Central Bank|ORG} revoked the banking license of {Pilatus Bank|ORG} following the arrest of its {Chairman|ROLE} on money laundering charges.",
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"A federal judge in {Texas|ORG} struck down the {National Labor Relations Board|ORG}'s new rule on joint-employer status, calling it 'overly broad'.",
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"{Amazon|ORG} defeated a proposed class action claiming it inflated the prices of e-books in collusion with major publishers.",
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"The {Commodity Futures Trading Commission|ORG} ordered {Coinbase|ORG} to pay a {$6.5 million|MONEY} penalty for reporting false trading data.",
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"{China|ORG}'s internet watchdog imposed a {$1.2 billion|MONEY} fine on ride-hailing giant {Didi Global|ORG} for violating data security laws.",
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"On {Monday|DATE}, the {Supreme Court of India|ORG} rejected the plea by {Vodafone Idea|ORG} to recalculate its adjusted gross revenue dues.",
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"{Wells Fargo|ORG} disclosed it has set aside an additional {$1 billion|MONEY} for potential legal settlements related to its legacy fake accounts scandal.",
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"Copper futures on the {LME|ORG} surged to {$9,000|MONEY} per tonne on {Friday|DATE} amid supply disruptions in {Panama|ORG}.",
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"{Petrobras|ORG} shares plunged {6%|PERCENT} after the Brazilian government hinted at changing the dividend policy on {May 14|DATE}.",
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"The {South African Reserve Bank|ORG} kept its main lending rate at {8.25%|PERCENT}, citing persistent food inflation.",
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"{Codelco|ORG}, the world's largest copper producer, reported a production slump to {1.32 million tonnes|MONEY} in {2023|DATE}.",
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"Indonesia's ban on nickel ore exports has forced foreign investors to pour {$15 billion|MONEY} into local smelters since {2020|DATE}.",
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"The {Turkish Lira|ORG} hit a record low of {32.6|MONEY} against the dollar, pressuring the central bank to hike rates to {50%|PERCENT}.",
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"{Saudi Aramco|ORG} {CEO|ROLE} {Amin Nasser|PER} said the energy transition is failing and demand for oil will continue rising.",
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"Spot gold prices breached the {$2,400|MONEY} mark on {April 12|DATE} as geopolitical tensions in the Middle East escalated.",
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"Argentina's monthly inflation slowed to {11%|PERCENT} in {March|DATE}, a win for President {Javier Milei|PER}'s austerity measures.",
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"Australian miner {BHP Group|ORG} offered {$39 billion|MONEY} to acquire {Anglo American|ORG} to secure access to its copper mines.",
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"India's {Reliance Industries|ORG} became the first Indian company to hit a market cap of {₹20 lakh crore|MONEY} on {Tuesday|DATE}.",
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"Wheat prices jumped {4%|PERCENT} after {Russia|ORG} targeted grain infrastructure in the {Odesa|ORG} port region.",
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"{Vale|ORG} admitted that iron ore output at its S11D mine was {5%|PERCENT} below targets due to heavy rains in the {Amazon|ORG}.",
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"The {Nigerian National Petroleum Company|ORG} is seeking a {$2 billion|MONEY} loan to boost LNG production.",
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"Cocoa futures skyrocketed to over {$10,000|MONEY} per metric ton for the first time in history on {Tuesday|DATE} due to poor harvests in {Ghana|ORG}.",
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"{Antofagasta|ORG} agreed to invest {$4.4 billion|MONEY} to expand its Centinela copper mine in {Chile|ORG}.",
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"Vietnam's {VinFast|ORG} is delaying its {$4 billion|MONEY} factory construction in {North Carolina|ORG} until {2025|DATE}.",
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"The {Bank of Japan|ORG} intervened in the currency market after the yen weakened to {160|MONEY} against the dollar on {Monday|DATE}.",
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"Russian gas giant {Gazprom|ORG} reported a net loss of {$6.9 billion|MONEY} for {2023|DATE}, its first annual loss in decades.",
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"{Mexico|ORG}'s state oil company {Pemex|ORG} received a {$8 billion|MONEY} tax break to help manage its massive debt load.",
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"Rare earth miner {Lynas|ORG} saw its profits drop {74%|PERCENT} as prices for Neodymium tumbled in {China|ORG}.",
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"{Ngozi Okonjo-Iweala|PER}, the {Director-General|ROLE} of the {WTO|ORG}, warned that fragmentation could cost the global economy {5%|PERCENT} of GDP.",
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"Abu Dhabi's {Adnoc|ORG} formally approached {Covestro|ORG} with a takeover offer valued at {€11 billion|MONEY}.",
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"Inflation in {Egypt|ORG} soared to {35.7%|PERCENT} in {February|DATE} following the central bank's decision to float the pound.",
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"{Glencore|ORG} is planning to spin off its coal business after acquiring a {77%|PERCENT} stake in {Teck Resources|ORG}' steelmaking coal unit.",
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"On {Wednesday|DATE}, {BYD|ORG} overtook {Tesla|ORG} as the top-selling EV brand in {Singapore|ORG}.",
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"{TotalEnergies|ORG} signed a deal to develop a {$10 billion|MONEY} offshore oil project in {Suriname|ORG}.",
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"The {People's Bank of China|ORG} injected {100 billion yuan|MONEY} into the banking system to maintain liquidity.",
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"Shares in {First Quantum Minerals|ORG} crashed {50%|PERCENT} after {Panama|ORG}'s Supreme Court ruled its mining contract unconstitutional.",
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"{Kristalina Georgieva|PER}, {Managing Director|ROLE} of the {IMF|ORG}, approved a {$1.1 billion|MONEY} disbursement to {Pakistan|ORG}.",
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"Effective {January 1|DATE}, {Jane Fraser|PER} will assume the role of {Chief Executive Officer|ROLE} at {Citigroup|ORG}, succeeding {Michael Corbat|PER}.",
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"{Goldman Sachs|ORG} announced that {David Solomon|PER} has been appointed as {Chairman|ROLE} of the board, in addition to his current duties as {CEO|ROLE}.",
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"In an interview with Bloomberg on {Tuesday|DATE}, {Larry Fink|PER}, the {CEO|ROLE} of {BlackRock|ORG}, discussed the future of sustainable investing.",
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"The board of directors at {Wells Fargo|ORG} has named {Charlie Scharf|PER} as the new {CEO|ROLE} and {President|ROLE}, effective immediately.",
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"{Morgan Stanley|ORG} promoted {Ted Pick|PER} to {Co-President|ROLE}, positioning him as a potential successor to current {CEO|ROLE} {James Gorman|PER}.",
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"{JPMorgan Chase|ORG} {CEO|ROLE} {Jamie Dimon|PER} will share his annual shareholder letter on {Wednesday|DATE}.",
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"Former {Bank of England|ORG} governor {Mark Carney|PER} has joined {Brookfield Asset Management|ORG} as {Vice Chair|ROLE} and {Head of Transition Investing|ROLE}.",
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"{Mary Barra|PER}, {CEO|ROLE} of {General Motors|ORG}, stated that the company plans to invest {$35 billion|MONEY} in electric and autonomous vehicles through {2025|DATE}.",
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"Following the departure of {Jeff Bezos|PER}, {Andy Jassy|PER} took over as {CEO|ROLE} of {Amazon|ORG} in {Q3 2021|DATE}.",
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"{Tesla|ORG} 's {Technoking|ROLE}, {Elon Musk|PER}, indicated that the company might resume accepting {Bitcoin|ORG} for vehicle purchases.",
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"{Sundar Pichai|PER}, {CEO|ROLE} of {Alphabet|ORG} and {Google|ORG}, announced a new {AI|ORG} research hub in {Paris|ORG}.",
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"{IMF|ORG} has appointed {Gita Gopinath|PER} as its {First Deputy Managing Director|ROLE}, the second-highest position at the fund.",
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"{Christine Lagarde|PER}, {President|ROLE} of the {European Central Bank|ORG}, warned about the economic impact of rising energy prices.",
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"{Satya Nadella|PER}, {Chairman|ROLE} and {CEO|ROLE} of {Microsoft|ORG}, emphasized the importance of cloud computing in the company's earnings call.",
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"{Berkshire Hathaway|ORG} {Vice Chairman|ROLE} {Charlie Munger|PER} passed away at the age of 99 on {Tuesday|DATE}.",
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"{Tim Cook|PER}, {CEO|ROLE} of {Apple|ORG}, unveiled the new Vision Pro headset at the company's Worldwide Developers Conference.",
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"{Meta|ORG} {COO|ROLE} {Sheryl Sandberg|PER} stepped down from her role after 14 years at the company.",
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"{Nvidia|ORG} founder and {CEO|ROLE} {Jensen Huang|PER} delivered a keynote address on the future of AI at the GTC conference.",
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"{UBS|ORG} has re-appointed {Sergio Ermotti|PER} as {Group Chief Executive Officer|ROLE} to lead the integration of {Credit Suisse|ORG}.",
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"{HSBC|ORG} appointed {Georges Elhedery|PER} as its new {Group Chief Financial Officer|ROLE}, effective {January 1, 2023|DATE}.",
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"Former {U.S.|ORG} Treasury Secretary {Hank Paulson|PER} has joined the board of directors at {TPG Capital|ORG}.",
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"{Ken Griffin|PER}, founder and {CEO|ROLE} of {Citadel|ORG}, was interviewed about the impact of retail trading on market volatility.",
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"{Bridgewater Associates|ORG} named {Nir Bar Dea|PER} as its sole {CEO|ROLE} following a leadership restructuring.",
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"{Apollo Global Management|ORG} co-founder {Marc Rowan|PER} has taken over as {CEO|ROLE} after the departure of {Leon Black|PER}.",
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"{Blackstone|ORG} {President|ROLE} {Jon Gray|PER} said the firm sees significant opportunities in the real estate sector.",
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"{Carlyle Group|ORG} appointed {Harvey Schwartz|PER}, a former {Goldman Sachs|ORG} executive, as its new {CEO|ROLE}.",
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"{KKR|ORG} co-founders {Henry Kravis|PER} and {George Roberts|PER} have stepped down as co-CEOs, handing the reins to {Joe Bae|PER} and {Scott Nuttall|PER}.",
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"{Visa|ORG} announced that {Ryan McInerney|PER} would become {CEO|ROLE} on {February 1, 2023|DATE}, succeeding {Al Kelly|PER}.",
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"{Mastercard|ORG} {CEO|ROLE} {Michael Miebach|PER} discussed the company's strategy for digital payments and cryptocurrency.",
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"{PayPal|ORG} pointed to {Alex Chriss|PER} as its new {President|ROLE} and {CEO|ROLE}, effective {September 27, 2023|DATE}.",
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"{Alphabet|ORG} shares slid {4%|PERCENT} after the company reported {Q3|DATE} ad revenue of {$59.6 billion|MONEY}, missing estimates.",
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"Despite supply chain woes, {Ford|ORG} posted an adjusted earnings per share of {$0.49|MONEY}, beating the consensus of {$0.30|MONEY}.",
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"{Salesforce|ORG} raised its full-year revenue guidance to {$38 billion|MONEY}, sending the stock up {3%|PERCENT} in extended trading.",
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"On {Thursday|DATE}, {Netflix|ORG} announced it added {5.9 million|MONEY} net new subscribers in the third quarter.",
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"{Walmart|ORG} warned that consumer spending is softening, predicting a flat same-store sales growth for {Q4 2025|DATE}.",
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"{Pfizer|ORG} reported a net loss of {$2.4 billion|MONEY} for the quarter, largely due to write-offs related to its Covid inventory.",
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"Analysts were impressed by {Palantir|ORG}'s {20%|PERCENT} year-over-year growth in commercial revenue reported on {Monday|DATE}.",
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"{Delta Air Lines|ORG} sees record travel demand, projecting revenue of {$14 billion|MONEY} for the holiday quarter ending {December 31|DATE}.",
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"{Taiwan Semiconductor|ORG} confirmed that revenue for {October|DATE} jumped {34.8%|PERCENT} thanks to booming AI chip demand.",
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"{Disney|ORG} plans to cut costs by another {$2 billion|MONEY} after its streaming division lost {$387 million|MONEY} in the recent quarter.",
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"{Goldman Sachs|ORG} reported a {33%|PERCENT} slump in profits to {$2.06 billion|MONEY}, hit by a slowdown in dealmaking.",
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"Shares of {Snap|ORG} plummeted {14%|PERCENT} after the social media firm warned that ad revenue would be flat in {Q4|DATE}.",
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"{ExxonMobil|ORG} delivered a massive {$9.1 billion|MONEY} profit for {Q3 2025|DATE}, fueled by rising crude prices.",
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"{Visa|ORG} announced a new share buyback program of {$25 billion|MONEY} alongside its quarterly earnings beat.",
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"{Spotify|ORG} finally turned a profit, posting an operating income of {€32 million|MONEY} for the first time since {2021|DATE}.",
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"{Intel|ORG} provided a gloomy forecast for {Q1 2026|DATE}, expecting revenue between {$12.2 billion|MONEY} and {$13.2 billion|MONEY}.",
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"{Caterpillar|ORG} stock rose {5%|PERCENT} as the industrial giant reported record free cash flow of {$3 billion|MONEY}.",
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"{Novo Nordisk|ORG} raised its sales outlook for {Wegovy|ORG} by {15%|PERCENT} following strong demand in the {US|ORG}.",
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"{Starbucks|ORG} reported that global comparable store sales rose {8%|PERCENT}, driven by a {5%|PERCENT} increase in average ticket size.",
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"{AMD|ORG} forecasted AI chip sales of {$2 billion|MONEY} for {2026|DATE}, signaling a strong challenge to {Nvidia|ORG}.",
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"{HSBC|ORG} announced a special dividend of {$0.21|MONEY} per share after pre-tax profits surged to {$7.7 billion|MONEY}.",
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"{Uber|ORG} posted its first-ever annual operating profit of {$1.1 billion|MONEY}, marking a turning point for the ride-hailing giant.",
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"{LVMH|ORG} saw organic revenue growth slow to {9%|PERCENT} in {Q3|DATE} as luxury demand cooled in {Europe|ORG}.",
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"{Airbnb|ORG} noted that average daily rates rose to {$161|MONEY} in the quarter, driving revenue to {$3.4 billion|MONEY}.",
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"{Target|ORG} shares surged {17%|PERCENT} after the retailer reported much better-than-feared margins for {Q3|DATE}.",
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"{Alibaba|ORG} scrapped plans to spin off its cloud unit, causing the stock to drop {10%|PERCENT} on {Thursday|DATE}.",
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"{Boeing|ORG} narrowed its loss to {$1.6 billion|MONEY} but lowered its delivery target for the 737 Max.",
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"{Arm Holdings|ORG} issued bullish guidance for {fiscal 2026|DATE}, expecting revenue to top {$3 billion|MONEY}.",
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"{Lowe's|ORG} cut its full-year sales forecast, citing a pullback in DIY spending by homeowners.",
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"{Zoom|ORG} reported enterprise revenue of {$660 million|MONEY}, up {7.5%|PERCENT} year-over-year.",
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"{Broadcom|ORG} finally closed its {$69 billion|MONEY} acquisition of {VMware|ORG} on {Wednesday|DATE} after receiving regulatory clearance.",
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"{Chevron|ORG} announced a definitive agreement to acquire {Hess|ORG} in an all-stock transaction valued at {$53 billion|MONEY}.",
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"{Adobe|ORG} terminated its {$20 billion|MONEY} merger with {Figma|ORG} due to pressure from the {UK|ORG} and {EU|ORG} regulators.",
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"{Macy's|ORG} rejected a {$5.8 billion|MONEY} buyout offer from {Arkhouse Management|ORG} and {Brigade Capital|ORG}.",
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"{Bristol Myers Squibb|ORG} agreed to buy neuroscience drugmaker {Karuna Therapeutics|ORG} for {$14 billion|MONEY}.",
|
|
|
"{Nippon Steel|ORG} clinched a deal to buy {US Steel|ORG} for {$14.9 billion|MONEY}, creating a global steel giant.",
|
|
|
"{BlackRock|ORG} intends to acquire {Global Infrastructure Partners|ORG} for roughly {$12.5 billion|MONEY} in cash and stock.",
|
|
|
"{HPE|ORG} is nearing a deal to buy {Juniper Networks|ORG} for approximately {$13 billion|MONEY}.",
|
|
|
"{Synopsys|ORG} will acquire engineering software firm {Ansys|ORG} for {$35 billion|MONEY} in a cash-and-stock deal.",
|
|
|
"{Capital One|ORG} announced it would acquire {Discover Financial|ORG} in a {$35.3 billion|MONEY} all-stock deal.",
|
|
|
"{Truist Financial|ORG} agreed to sell its insurance brokerage unit to an investor group for {$15.5 billion|MONEY}.",
|
|
|
"{Home Depot|ORG} struck a deal to buy {SRS Distribution|ORG} for {$18.25 billion|MONEY} to expand its pro business.",
|
|
|
"{Johnson & Johnson|ORG} completed the spinoff of its consumer health unit, {Kenvue|ORG}, on {August 23|DATE}.",
|
|
|
"{Cisco|ORG} completed its {$28 billion|MONEY} acquisition of cybersecurity firm {Splunk|ORG} earlier than expected.",
|
|
|
"{Diamondback Energy|ORG} agreed to buy privately held {Endeavor Energy Resources|ORG} in a {$26 billion|MONEY} deal.",
|
|
|
"{Walmart|ORG} is buying smart TV maker {Vizio|ORG} for {$2.3 billion|MONEY} to boost its ad business.",
|
|
|
"{Thoma Bravo|ORG} completed the take-private acquisition of {Everbridge|ORG} for {$1.5 billion|MONEY}.",
|
|
|
"{Reddit|ORG} launched its IPO on {Thursday|DATE}, valuing the social media platform at {$6.4 billion|MONEY}.",
|
|
|
"{Rubrik|ORG}, a cloud data security firm backed by {Microsoft|ORG}, is planning an IPO to raise {$750 million|MONEY}.",
|
|
|
"{Permira|ORG} and {Blackstone|ORG} proposed a roughly {€14 billion|MONEY} buyout of online classifieds group {Adevinta|ORG}.",
|
|
|
"{Smurfit Kappa|ORG} agreed to merge with {WestRock|ORG} to create a packaging giant worth {$20 billion|MONEY}.",
|
|
|
"{Qualcomm|ORG} terminated its bid to acquire {Autotalks|ORG} citing regulatory hurdles.",
|
|
|
"{Pfizer|ORG} completed its {$43 billion|MONEY} acquisition of cancer drugmaker {Seagen|ORG} on {December 14|DATE}.",
|
|
|
"{KKR|ORG} acquired the remaining {37%|PERCENT} stake in {Global Atlantic|ORG} for {$2.7 billion|MONEY}.",
|
|
|
"{Paramount Global|ORG} has entered exclusive merger talks with {Skydance Media|ORG}, sources told {CNBC|ORG}.",
|
|
|
"{Liberty Media|ORG} announced plans to split into two tracking stocks to unlock value in {SiriusXM|ORG}.",
|
|
|
"{Unilever|ORG} announced it would spin off its ice cream division, which includes {Ben & Jerry's|ORG}, by the end of {2025|DATE}.",
|
|
|
"{BBVA|ORG} launched a hostile takeover bid for rival Spanish bank {Sabadell|ORG} valued at {€12 billion|MONEY}.",
|
|
|
"{ConocoPhillips|ORG} agreed to buy {Marathon Oil|ORG} in a {$22.5 billion|MONEY} all-stock transaction.",
|
|
|
"{T-Mobile|ORG} announced a {$4.4 billion|MONEY} deal to acquire {US Cellular|ORG}'s wireless operations.",
|
|
|
|
|
|
|
|
|
"{Morgan Stanley|ORG} raised its price target on {Nvidia|ORG} to {$1,200|MONEY}, citing accelerating demand for its H100 chips.",
|
|
|
"Shares of {Snowflake|ORG} dropped {5%|PERCENT} after {Piper Sandler|ORG} downgraded the stock to 'Neutral' from 'Overweight'.",
|
|
|
"{Wedbush|ORG} analyst {Dan Ives|PER} maintained an 'Outperform' rating on {Tesla|ORG} with a {$300|MONEY} price target.",
|
|
|
"{Bank of America|ORG} reiterated its 'Buy' rating on {Apple|ORG} ahead of the {September|DATE} product launch event.",
|
|
|
"{Citi|ORG} opened a 'negative catalyst watch' on {Intel|ORG}, predicting a revenue miss in {Q4 2025|DATE}.",
|
|
|
"Analysts at {Jefferies|ORG} slashed their target for {Lululemon|ORG} to {$350|MONEY}, warning of slowing apparel demand.",
|
|
|
"{Barclays|ORG} upgraded {FedEx|ORG} to 'Equal Weight' and raised the target price to {$290|MONEY}.",
|
|
|
"{JPMorgan|ORG} sees {Amazon|ORG} as a 'Top Pick' for {2026|DATE}, forecasting {15%|PERCENT} upside from current levels.",
|
|
|
"{Bernstein|ORG} analyst {Toni Sacconaghi|PER} questioned the valuation of {Palantir|ORG}, setting a price target of just {$10|MONEY}.",
|
|
|
"{Wolfe Research|ORG} downgraded {Paramount Global|ORG} to 'Underperform', citing concerns over its linear TV exposure.",
|
|
|
"{Goldman Sachs|ORG} initiated coverage on {Arm Holdings|ORG} with a 'Buy' rating and a {$85|MONEY} price objective.",
|
|
|
"{Needham|ORG} raised its forecast for {Uber|ORG}, expecting gross bookings to grow {20%|PERCENT} year-over-year.",
|
|
|
"{Deutsche Bank|ORG} lowered its price target on {Boeing|ORG} to {$225|MONEY} following the latest manufacturing delays.",
|
|
|
"{Mizuho|ORG} analyst {Vijay Rakesh|PER} believes {Micron|ORG} is well-positioned to benefit from the HBM3 shortage.",
|
|
|
"{Evercore ISI|ORG} added {Salesforce|ORG} to its 'Tactical Outperform' list ahead of earnings on {Wednesday|DATE}.",
|
|
|
"{Redburn Atlantic|ORG} downgraded {Disney|ORG} to 'Sell', forecasting continued losses in the DTC segment.",
|
|
|
"{UBS|ORG} raised its target for {Netflix|ORG} to {$700|MONEY}, praising the success of its ad-supported tier.",
|
|
|
"{Truist|ORG} cut its rating on {Rivian|ORG} to 'Hold', noting significant cash burn risks through {2025|DATE}.",
|
|
|
"{Raymond James|ORG} upgraded {SoFi Technologies|ORG} to 'Market Perform' after the recent pullback in share price.",
|
|
|
"{KeyBanc|ORG} maintained an 'Overweight' rating on {CrowdStrike|ORG}, citing strong cybersecurity spending trends.",
|
|
|
"{Oppenheimer|ORG} analyst {Rick Schafer|PER} raised his target on {NXP Semiconductors|ORG} to {$280|MONEY}.",
|
|
|
"{Moody's|ORG} downgraded the credit outlook for {New York Community Bancorp|ORG} to 'Negative' on {Friday|DATE}.",
|
|
|
"{Stifel|ORG} expects {Delta Air Lines|ORG} to generate {$4 billion|MONEY} in free cash flow in {2025|DATE}.",
|
|
|
"{Cowen|ORG} reiterated its 'Outperform' rating on {Costco|ORG}, calling it a defensive staple in a volatile market.",
|
|
|
"{CFRA|ORG} raised its opinion on {General Motors|ORG} to 'Buy' after the company announced a {$10 billion|MONEY} buyback.",
|
|
|
"{Guggenheim|ORG} lowered its price target for {Pfizer|ORG} to {$28|MONEY}, reflecting weak sales of its Covid portfolio.",
|
|
|
"{Loop Capital|ORG} upgraded {Pinterest|ORG} to 'Buy', arguing that ad monetization is improving faster than expected.",
|
|
|
"{Baird|ORG} analyst {Colin Sebastian|PER} maintained a 'Neutral' rating on {Etsy|ORG}, citing headwinds in consumer discretionary spend.",
|
|
|
"{HSBC|ORG} downgraded {Nike|ORG} to 'Hold', warning of increasing competition from {On Running|ORG} and {Hoka|ORG}.",
|
|
|
"{RBC Capital|ORG} raised its target for {Shopify|ORG} to {$95|MONEY}, expecting strong GMV growth in the holiday season.",
|
|
|
|
|
|
|
|
|
"The {US|ORG} economy added {275,000|MONEY} jobs in {November|DATE}, smashing estimates of {190,000|MONEY}.",
|
|
|
"Inflation as measured by the CPI rose {3.2%|PERCENT} year-over-year in {February|DATE}, slightly higher than the {3.1%|PERCENT} forecast.",
|
|
|
"The {Federal Reserve|ORG} held interest rates steady at {5.25%-5.50%|PERCENT} but signaled three rate cuts for {2026|DATE}.",
|
|
|
"US GDP grew at an annualized rate of {1.6%|PERCENT} in {Q1|DATE}, marking a significant slowdown from the previous quarter.",
|
|
|
"The {European Central Bank|ORG} cut its deposit rate by {25 basis points|PERCENT} to {3.75%|PERCENT} on {Thursday|DATE}.",
|
|
|
"Initial jobless claims rose to {221,000|MONEY} for the week ending {March 30|DATE}, the highest level in two months.",
|
|
|
"The {Bank of England|ORG} voted 7-2 to keep the base rate at {5.25%|PERCENT}, stating inflation remains 'sticky'.",
|
|
|
"{China|ORG}'s manufacturing PMI fell to {49.5|MONEY} in {May|DATE}, indicating a contraction in factory activity.",
|
|
|
"Retail sales in the {US|ORG} were flat in {April|DATE}, missing the economist consensus of a {0.4%|PERCENT} increase.",
|
|
|
"The {Institute for Supply Management|ORG} services index dipped to {51.4|MONEY} in {March|DATE}, driven by lower new orders.",
|
|
|
"Core PCE, the {Fed|ORG}'s preferred inflation gauge, cooled to {2.8%|PERCENT} on an annual basis in {February|DATE}.",
|
|
|
"The {Bank of Canada|ORG} lowered its overnight rate to {4.75%|PERCENT}, becoming the first G7 central bank to cut rates.",
|
|
|
"{Japan|ORG}'s economy avoided a technical recession as revised data showed GDP expanded {0.4%|PERCENT} in {Q4|DATE}.",
|
|
|
"The yield on the {10-year Treasury note|ORG} surged to {4.7%|PERCENT} following the hot inflation report.",
|
|
|
"{Eurozone|ORG} inflation slowed to {2.4%|PERCENT} in {April|DATE}, bolstering the case for a {June|DATE} rate cut.",
|
|
|
"Average hourly earnings increased {0.2%|PERCENT} month-over-month, signaling that wage pressures are easing.",
|
|
|
"The {Bureau of Labor Statistics|ORG} reported that productivity rose {3.2%|PERCENT} in the first quarter of {2025|DATE}.",
|
|
|
"{Germany|ORG}'s industrial output dropped {0.4%|PERCENT} in {January|DATE}, raising fears of a protracted downturn.",
|
|
|
"Consumer confidence in the {US|ORG} fell to {104.7|MONEY} in {March|DATE}, down from a revised {104.8|MONEY} in the prior month.",
|
|
|
"The {People's Bank of China|ORG} kept the one-year loan prime rate unchanged at {3.45%|PERCENT}.",
|
|
|
"Housing starts plunged {14.7%|PERCENT} in {March|DATE}, the biggest drop since the pandemic began.",
|
|
|
"The {Producer Price Index|ORG} rose {0.6%|PERCENT} in {February|DATE}, driven by higher fuel and food costs.",
|
|
|
"{UK|ORG} inflation dropped to {3.4%|PERCENT} in {February|DATE}, the lowest level in two and a half years.",
|
|
|
"The trade deficit widened to {$68.9 billion|MONEY} in {February|DATE} as imports outpaced exports.",
|
|
|
"The {Reserve Bank of Australia|ORG} left the cash rate target at {4.35%|PERCENT} on {Tuesday|DATE}.",
|
|
|
"Pending home sales rebounded {1.6%|PERCENT} in {February|DATE} despite mortgage rates remaining near {7%|PERCENT}.",
|
|
|
"The unemployment rate ticked up to {3.9%|PERCENT} in {February|DATE}, hitting a two-year high.",
|
|
|
"{Saudi Arabia|ORG} announced it would extend its voluntary oil production cut of {1 million bpd|MONEY} through {Q2|DATE}.",
|
|
|
"Global debt hit a record {$313 trillion|MONEY} in {2024|DATE}, according to the {Institute of International Finance|ORG}.",
|
|
|
"The {Swiss National Bank|ORG} surprised markets with a rate cut to {1.5%|PERCENT} to curb the franc's strength.",
|
|
|
|
|
|
|
|
|
"On {Monday|DATE}, {Apple|ORG} ({$AAPL|TICKER}) announced the {acquisition|EVENT} of AI startup {DarwinAI|ORG} to bolster its generative AI capabilities.",
|
|
|
"The {Bureau of Economic Analysis|ORG} reported that {real gross domestic product|INDICATOR} increased at an annual rate of {3.2%|PERCENT} in {Q4 2025|DATE}.",
|
|
|
"Shares of {Tesla|ORG} ({TSLA|TICKER}) slid {4%|PERCENT} after the company announced a delay in its upcoming robotaxi unveiling.",
|
|
|
"The {Consumer Price Index|INDICATOR} rose {0.4%|PERCENT} in {September|DATE}, indicating that inflation remains persistent.",
|
|
|
"{Microsoft|ORG} ({$MSFT|TICKER}) completed its {$69 billion|MONEY} {merger|EVENT} with {Activision Blizzard|ORG}, ending a lengthy regulatory battle.",
|
|
|
"Traders are awaiting the {non-farm payrolls|INDICATOR} report on {Friday|DATE} to gauge the health of the labor market.",
|
|
|
"{Reddit|ORG} officially filed for an {IPO|EVENT} under the ticker symbol {$RDDT|TICKER}, targeting a valuation of over {$6 billion|MONEY}.",
|
|
|
"The {European Central Bank|ORG} is closely monitoring the {Eurozone HICP inflation rate|INDICATOR}, which held steady at {2.6%|PERCENT}.",
|
|
|
"{Nvidia|ORG} ({NVDA|TICKER}) overtook {Alphabet|ORG} ({GOOGL|TICKER}) in market cap following a blowout earnings report.",
|
|
|
"Venture capital firm {Andreessen Horowitz|ORG} led a {$100 million|MONEY} {Series B funding|EVENT} round for crypto startup {EigenLayer|ORG}.",
|
|
|
"The {unemployment rate|INDICATOR} ticked up to {3.9%|PERCENT} in {February|DATE}, reaching its highest level in two years.",
|
|
|
"{Broadcom|ORG} ({AVGO|TICKER}) shares rose after completing the {spinoff|EVENT} of its end-user computing unit.",
|
|
|
"Economists predict the {Personal Consumption Expenditures (PCE) price index|INDICATOR} will show cooling inflation next month.",
|
|
|
"{Salesforce|ORG} ({CRM|TICKER}) announced a definitive agreement for the {acquisition|EVENT} of data management firm {Informatica|ORG}.",
|
|
|
"{Japan|ORG}'s {Nikkei 225|TICKER} index crossed the {40,000|MONEY} mark for the first time in history on {Monday|DATE}.",
|
|
|
"The {Federal Reserve|ORG} pays close attention to the {Employment Cost Index|INDICATOR} to watch for wage-push inflation.",
|
|
|
"{Amazon|ORG} ({$AMZN|TICKER}) abandoned its planned {$1.4 billion|MONEY} {acquisition|EVENT} of {iRobot|ORG} due to EU opposition.",
|
|
|
"{Bitcoin|ORG} ({BTC-USD|TICKER}) rallied past {$70,000|MONEY} ahead of the upcoming 'halving' {event|EVENT} in {April|DATE}.",
|
|
|
"The {Institute for Supply Management|ORG}'s {Manufacturing PMI|INDICATOR} fell to {47.8%|PERCENT} in {February|DATE}, indicating contraction.",
|
|
|
"{Disney|ORG} ({DIS|TICKER}) defeated activist investors in a proxy battle regarding board seats at the annual shareholder meeting.",
|
|
|
"{Stripe|ORG} managed to raise {$6.5 billion|MONEY} in a {Series I funding|EVENT} round at a {$50 billion|MONEY} valuation.",
|
|
|
"{China|ORG}'s {producer price index (PPI)|INDICATOR} fell {2.7%|PERCENT} year-on-year, signaling persistent deflationary pressure.",
|
|
|
"{Goldman Sachs|ORG} ({GS|TICKER}) acted as the lead advisor on the {$53 billion|MONEY} {merger|EVENT} between {Chevron|ORG} and {Hess|ORG}.",
|
|
|
"US {retail sales|INDICATOR} rebounded {0.6%|PERCENT} in {March|DATE}, suggesting consumers remain resilient.",
|
|
|
"{Meta Platforms|ORG} ({META|TICKER}) declared its first-ever quarterly dividend of {$0.50|MONEY} per share.",
|
|
|
"The {Bank of England|ORG} is concerned that sticky {services inflation|INDICATOR} will prevent early rate cuts in {2026|DATE}.",
|
|
|
"Cybersecurity firm {Rubrik|ORG} filed for an {IPO|EVENT} on the {NYSE|ORG} under the ticker {$RBRK|TICKER}.",
|
|
|
"{Housing starts|INDICATOR} plunged {14.7%|PERCENT} last month, the biggest drop since the pandemic began.",
|
|
|
"{Exxon Mobil|ORG} ({XOM|TICKER}) completed its {acquisition|EVENT} of {Pioneer Natural Resources|ORG} in an all-stock deal.",
|
|
|
"The {University of Michigan consumer sentiment index|INDICATOR} fell slightly to {76.5|MONEY} in mid-{March|DATE}.",
|
|
|
|
|
|
|
|
|
"Market leaders {NVDA|TICKER}, {AMD|TICKER}, and {INTC|TICKER} all saw heavy trading volume today.",
|
|
|
"The correlation between {$BTC-USD|TICKER} and {$ETH-USD|TICKER} has decoupled from the {Nasdaq 100|TICKER}.",
|
|
|
"Investors are hedging via {GLD|TICKER} (Gold) and {SLV|TICKER} (Silver) ETFs amid volatility.",
|
|
|
"In Tokyo, {7203.T|TICKER} (Toyota) and {6758.T|TICKER} (Sony) dragged the {Nikkei 225|TICKER} lower.",
|
|
|
"The spread between the {2-year Treasury yield|INDICATOR} and the {10-year Treasury yield|INDICATOR} inverted further.",
|
|
|
"Upcoming data on {initial jobless claims|INDICATOR} and {continuing claims|INDICATOR} will guide the Fed.",
|
|
|
"{GDP growth|INDICATOR} slowed, but {industrial production|INDICATOR} surprised to the upside.",
|
|
|
"The {acquisition|EVENT} of {Ansys|ORG} by {Synopsys|ORG} is the largest {M&A|EVENT} deal this year.",
|
|
|
"{Stripe|ORG} is preparing for a direct listing {IPO|EVENT} rather than a traditional {initial public offering|EVENT}.",
|
|
|
"{Alibaba|ORG} canceled the {spinoff|EVENT} of its Cloud Intelligence Group, impacting {$BABA|TICKER}.",
|
|
|
"High-yield bonds {HYG|TICKER} are underperforming investment-grade corporate bonds {LQD|TICKER}.",
|
|
|
"{Consumer confidence|INDICATOR} dipped to 102.0, contrasting with strong {retail sales|INDICATOR} data.",
|
|
|
"The {merger|EVENT} between {Kroger|ORG} ({KR|TICKER}) and {Albertsons|ORG} ({ACI|TICKER}) faces antitrust roadblocks.",
|
|
|
"{Exxon|ORG} ({XOM|TICKER}) completed its {buyout|EVENT} of {Pioneer|ORG} ({PXD|TICKER}).",
|
|
|
"Look for the {ISM Manufacturing PMI|INDICATOR} and {Services PMI|INDICATOR} to define the trend.",
|
|
|
"{Reliance|ORG} ({RELIANCE.NS|TICKER}) and {HDFC Bank|ORG} ({HDFCBANK.NS|TICKER}) lifted the {Nifty 50|TICKER} index.",
|
|
|
"The {Core PCE Price Index|INDICATOR} is preferred over the {CPI|INDICATOR} for inflation tracking.",
|
|
|
"A {stock split|EVENT} for {Nvidia|ORG} ({NVDA|TICKER}) could boost retail participation.",
|
|
|
"{Super Micro Computer|ORG} ({SMCI|TICKER}) joined the {S&P 500|TICKER} index following its rally.",
|
|
|
"The {hostile takeover|EVENT} bid for {U.S. Steel|ORG} ({X|TICKER}) by {Nippon Steel|ORG} sparked political debate.",
|
|
|
"{Housing starts|INDICATOR} and {building permits|INDICATOR} both fell, signaling a construction slowdown.",
|
|
|
"{German Factory Orders|INDICATOR} dropped, weighing on the {DAX|TICKER} index.",
|
|
|
"Crypto exchange {Coinbase|ORG} ({COIN|TICKER}) benefited from the new {Bitcoin ETF|EVENT} approvals.",
|
|
|
"The {Series A funding|EVENT} for {Mistral AI|ORG} valued the company at €2 billion.",
|
|
|
"{Palantir|ORG} ({PLTR|TICKER}) soared after securing a new government contract.",
|
|
|
"Traders are watching the {VIX|TICKER} volatility index as {put/call ratios|INDICATOR} hit extremes.",
|
|
|
"{Oracle|ORG} ({ORCL|TICKER}) announced a {debt offering|EVENT} to finance its data center expansion.",
|
|
|
"{Existing home sales|INDICATOR} rose, but {pending home sales|INDICATOR} remained flat.",
|
|
|
"{T-Mobile|ORG} ({TMUS|TICKER}) announced a {$19 billion|MONEY} {share buyback|EVENT} program.",
|
|
|
"The {bankruptcy filing|EVENT} by {WeWork|ORG} caused its stock ({WE|TICKER}) to be delisted.",
|
|
|
"{China|ORG}'s {exports|INDICATOR} grew, but {imports|INDICATOR} shrank, widening the trade surplus.",
|
|
|
"{SoftBank|ORG} ({9984.T|TICKER}) is targeting a {listing|EVENT} for its chip unit {Arm|ORG} ({ARM|TICKER}).",
|
|
|
"Investors pivoted from growth stocks {QQQ|TICKER} to value stocks {VTV|TICKER}.",
|
|
|
"{Producer Prices (PPI)|INDICATOR} came in hotter than expected compared to {Consumer Prices (CPI)|INDICATOR}.",
|
|
|
"The {private equity buyout|EVENT} of {DocuSign|ORG} ({DOCU|TICKER}) is rumored to be finalized soon.",
|
|
|
"{Pfizer|ORG} ({PFE|TICKER}) completed the {acquisition|EVENT} of {Seagen|ORG} ({SGEN|TICKER}).",
|
|
|
"{UK GDP|INDICATOR} contracted, pushing the {FTSE 100|TICKER} into negative territory.",
|
|
|
"{Meta|ORG} ({META|TICKER}) declared a dividend, a rare {financial event|EVENT} for a tech giant.",
|
|
|
"{Snowflake|ORG} ({SNOW|TICKER}) appointed a new CEO, causing volatility in the stock.",
|
|
|
"{Tesla|ORG} ({TSLA|TICKER}) faces competition from {BYD|ORG} ({1211.HK|TICKER}) in China.",
|
|
|
"The {Eurozone PMI|INDICATOR} and {UK PMI|INDICATOR} diverged significantly this month.",
|
|
|
"{Shein|ORG} filed confidential papers for a US {IPO|EVENT}.",
|
|
|
"{Goldman Sachs|ORG} ({GS|TICKER}) and {Morgan Stanley|ORG} ({MS|TICKER}) led the {underwriting|EVENT}.",
|
|
|
"The {Labor Force Participation Rate|INDICATOR} is a key metric alongside the {Unemployment Rate|INDICATOR}.",
|
|
|
"{Disney|ORG} ({DIS|TICKER}) won the proxy vote, avoiding a board {shakeup|EVENT}.",
|
|
|
"{Utilities|TICKER} (XLU) and {Consumer Staples|TICKER} (XLP) are acting as defensive plays.",
|
|
|
"{Japan|ORG}'s {Tankan Large Manufacturers Index|INDICATOR} improved in Q4.",
|
|
|
"{Broadcom|ORG} ({AVGO|TICKER}) is a top holding in many {semiconductor ETFs|TICKER} like {SOXX|TICKER}.",
|
|
|
"The {Series B round|EVENT} for {Perplexity AI|ORG} attracted {Nvidia|ORG} ({NVDA|TICKER}) as an investor.",
|
|
|
"{Crude Oil Inventories|INDICATOR} rose, pushing oil prices down.",
|
|
|
"{MicroStrategy|ORG} ({MSTR|TICKER}) bought more Bitcoin, acting as a proxy for the crypto asset.",
|
|
|
"{GameStop|ORG} ({GME|TICKER}) and {AMC|ORG} ({AMC|TICKER}) saw a resurgence in meme stock activity.",
|
|
|
"The {merger|EVENT} of {Zee Entertainment|ORG} ({ZEEL.NS|TICKER}) and {Sony India|ORG} was called off.",
|
|
|
"{Fed Chair Powell|PER} discussed the {PCE deflator|INDICATOR} during his testimony.",
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"{Visa|ORG} ({V|TICKER}) and {Mastercard|ORG} ({MA|TICKER}) announced a settlement regarding swipe fees.",
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"{UnitedHealth|ORG} ({UNH|TICKER}) fell after the {cyberattack|EVENT} on its subsidiary.",
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"{Inflation expectations|INDICATOR} have anchored near 3%, according to the {Michigan Survey|INDICATOR}.",
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"{Dell|ORG} ({DELL|TICKER}) surged on AI server demand, joining the {AI rally|EVENT}.",
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"{Rivian|ORG} ({RIVN|TICKER}) paused the construction of its Georgia plant to save cash.",
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"The {Federal Funds Rate|INDICATOR} is currently restrictive, affecting {mortgage rates|INDICATOR}."
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]
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def convert_to_spacy(data_list):
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training_data = []
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pattern = re.compile(r"\{(.*?)\|([A-Z]+)\}")
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for line in data_list:
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clean_text = ""
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entities = []
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cursor = 0
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last_match_end = 0
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for match in pattern.finditer(line):
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pre_text = line[last_match_end:match.start()]
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clean_text += pre_text
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cursor += len(pre_text)
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entity_text = match.group(1)
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label = match.group(2)
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start_char = cursor
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end_char = cursor + len(entity_text)
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entities.append((start_char, end_char, label))
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clean_text += entity_text
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cursor += len(entity_text)
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last_match_end = match.end()
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clean_text += line[last_match_end:]
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if entities:
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training_data.append((clean_text, {"entities": entities}))
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return training_data
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final_data = convert_to_spacy(raw_data)
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random.shuffle(final_data)
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split = int(len(final_data) * 0.8)
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train = final_data[:split]
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dev = final_data[split:]
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print(f"Successfully processed {len(final_data)} examples.")
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print(f"Training Set: {len(train)}")
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print(f"Development Set: {len(dev)}")
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with open("train_financial_ner.json", "w") as f:
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json.dump(train, f, indent=2)
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with open("dev_financial_ner.json", "w") as f:
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json.dump(dev, f, indent=2)
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print("Files 'train_financial_ner.json' and 'dev_financial_ner.json' have been created.") |
