1.2 Dữ liệu nghiên cứu

1.2.1 Mô tả biến

Bộ dữ liệu được thu thập từ trang kaggle.com có địa chỉ https://www.kaggle.com/code/yashvi/reliance-stock-prices-with-news-sentiment/input

Dữ liệu được chia làm 2 nhóm: Nhóm dữ liệu về tin tức thu thập được và nhóm dữ liệu về giá cổ phiếu X.

Biến tâm lý tin tức

Nền tảng thu thập tin tức được sử dụng trong bài là Twitter. Các tweet được thu thập từ ngày 21/10/2021 đến ngày 15/02/2022 với thẻ tìm kiếm là “#stocks”.

Phương pháp phân tích tâm lý tin tức được sử dụng trong nghiên cứu này là phương pháp đo lường tình cảm theo từ điển tâm lý Harvard IV-4 và từ điển tình cảm tài chính Loughran–McDonald. Mô hình phân tích tình cảm tin tức dựa trên từ điển được hiển thị trong Hình 1. Sau khi thu thập và xử lý dữ liệu từ các tin tức, dữ liệu đã chuyển đổi được so sánh với các từ trong từ điển được xác định trước, bao gồm các từ và cụm từ cụ thể theo miền và cường độ của chúng về mặt tình cảm.

knitr::include_graphics("C:/Users/MSII/Pictures/Saved Pictures/z4450324744830_d7eafe045785ecf2a23985e0d43ca7fe.jpg")

# Hình 1

Biến giá cổ phiếu

Biến phụ thuộc là giá đóng cửa cổ phiếu và khối lượng giao dịch của cổ phiếu X trong cùng giai đoạn.(Vì tác giả nguồn dữ liệu không thể hiện mã cổ phiếu hay quốc gia mà cổ phiếu được niêm yết nên bài nghiên cứu sẽ gọi mã cổ phiếu này là X)

1.2.2 Dữ liệu đầu vào

Dữ liệu về tin tức

published_at: Ngày và giờ khi bài viết được đăng tải.
title: Tên bài viết.
sentiment: Trạng thái tình cảm trong bài tweet là tiêu cực, tích cực hay trung lập.
sentiment_score: Thang điểm tình cảm tính được thể hiện mức độ tiêu cực, tích cực hay trung lập mà bài viết thể hiện.

# Dữ liệu về tin tức
library(kableExtra)
library(knitr)

news <- read.csv("C:/Users/MSII/Downloads/reliance_news_sentiment (1).csv ")
knitr::kable(news, format = "html") %>%
  kable_styling(full_width = TRUE) %>%
  scroll_box(width = "100%", height = "300px")

published_at	title	sentiment	sentiment_score
2021-10-21T14:40:39+00:00	Exclusive: Industrialist Nikhil Merchant leads race for acquiring Reliance Naval	neutral	0.7113357
2021-10-21T13:52:13+00:00	India’s Reliance gets shareholders’ nod to add Aramco chairman as director	neutral	0.8001759
2021-10-21T12:45:52+00:00	Rogers misses quarterly revenue estimates	negative	0.9731851
2021-10-21T12:40:35+00:00	Exclusive: Tycoon Nikhil Merchant leads race for acquiring Reliance Naval	neutral	0.6193712
2021-10-21T11:43:53+00:00	BP to Open Fuel Station in India Amid Record Prices	positive	0.9299616
2021-10-21T11:40:35+00:00	Jio-bp’s first petrol pump set to open near Mumbai	neutral	0.5861390
2021-10-21T10:44:35+00:00	PetroChina : Resolutions Passed At The First Extraordinary General Meeting of 2021 And Appointment of Directors	neutral	0.9248684
2021-10-21T10:24:13+00:00	China Merchants Port : Interim Dividend for the Six Months Ended 30 June 2021	neutral	0.8988863
2021-10-21T09:24:12+00:00	Emperor International : Profit Alert	neutral	0.8935081
2021-10-21T08:46:00+00:00	Reliance Q2FY22 preview: Retail growth to drive earnings, EBITDA may rise 25%; RIL stock eyes Rs 3000	positive	0.9538223
2021-10-22T04:14:21+00:00	Rupee And Bond Update - October 22, 2021: Reliance Securities	neutral	0.9458364
2021-10-22T04:05:37+00:00	Stocks in news: RIL, TVS Motor, Macrotech Developers, YES Bank and more	neutral	0.9438842
2021-10-22T00:28:41+00:00	Youthful Thunder hope to build on effort vs. rebuilding Rockets	negative	0.9155107
2021-10-24T10:05:09+00:00	Reliance's green energy biz taking shape, likely to contribute 10% of EBITDA in 5 years	positive	0.7579034
2021-10-24T07:05:33+00:00	Mcap of five of top-10 most valued firms down by over Rs 1.42 lakh cr; HUL, RIL most hit	negative	0.9711887
2021-10-25T05:02:30+00:00	Soaring energy prices put spotlight on Europe’s drafty buildings	neutral	0.5041358
2021-10-25T03:50:37+00:00	Stocks in news: Reliance Industries, ICICI Bank, Tech Mahindra, MCX and more	negative	0.9698534
2021-10-25T03:48:44+00:00	Rupee And Bond Update - October 25, 2021: Reliance Securities	neutral	0.9464464
2021-10-25T03:11:41+00:00	Reliance Industries Q2 Review - Accelerated Growth Ambition To Drive Performance: ICICI Direct	positive	0.5807973
2021-10-25T03:08:19+00:00	Reliance Industries Q2 Review - Business Momentum Gathers Speed: Prabhudas Lilladher	neutral	0.9266191
2021-10-25T03:06:21+00:00	Stocks in Focus on October 25: Reliance Industries, Tata Consumer Products, Asian Paints, Steel Stocks to NBFCs and more	negative	0.9749091
2021-10-26T21:35:58+00:00	New Zealand insurance stress test highlights reliance on reinsurance	neutral	0.8377265
2021-10-26T16:02:56+00:00	Draftkings Dispute : Nominated Post	neutral	0.8982570
2021-10-26T15:40:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Receives Average Rating of “Buy” from Analysts	neutral	0.8936191
2021-10-26T15:26:20+00:00	CONNECTED TRANSACTIONS-ENTERING INTO THE EQUITY TRANSFER AGREEMENTS REGARDING THE ACQUISITION OF INTEREST IN A SUBSIDIARY（H SHARES）	neutral	0.9371824
2021-10-26T14:46:21+00:00	ANNOUNCEMENT OF THE OPERATING DATA FROM JANUARY TO SEPTEMBER OF 2021	neutral	0.8965451
2021-10-26T14:16:24+00:00	OVERSEAS REGULATORY ANNOUNCEMENT - ANNOUNCEMENT ON RESOLUTIONS OF THE BOARD OF DIRECTORS	neutral	0.9038736
2021-10-26T14:16:24+00:00	OVERSEAS REGULATORY ANNOUNCEMENT - ANNOUNCEMENT ON RESOLUTIONS OF THE FORTY-THIRD MEETING OF THE NINTH SESSION OF SUPERVISORY COMMITTEE	neutral	0.9142609
2021-10-26T14:05:33+00:00	From HCL To Reliance: Indian Companies Among Forbes’ World’s Best Employers In 2021	neutral	0.8871062
2021-10-26T13:28:52+00:00	Nykaa IPO - Strong Growth Potential: Reliance Securities	positive	0.6404903
2021-10-26T13:24:46+00:00	IOB observes Vigilance Awareness Week 2021	neutral	0.9253038
2021-10-27T17:48:35+00:00	‘Record Date’ for the purpose of Second and Final Call on 42,26,26,894 partly paid-up equity shares of face value of Rs.10 each issued and allotted on rights basis	neutral	0.9419448
2021-10-27T16:55:09+00:00	Future Retail asks Delhi court to quash Singapore arbitration panel's block on asset sale	negative	0.8922803
2021-10-27T16:46:01+00:00	Citing Climate, New York Nixes Two Natural Gas Power Plant Plans	negative	0.9167885
2021-10-27T14:55:38+00:00	Iconix Lifestyle India acquires IP rights of British brand Lee Cooper for India	positive	0.8786332
2021-10-27T14:28:32+00:00	ANNOUNCEMENT OF ANNUAL RESULTS FOR THE YEAR ENDED 31 JULY 2021	neutral	0.8973622
2021-10-27T14:01:03+00:00	ZetrOZ sam® Soft Tissue Healing Devices Help Veterans With Post-Op Recovery and Long-Term Pain Management	neutral	0.5474712
2021-10-27T13:24:45+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Sold by Kennedy Capital Management Inc.	neutral	0.9431940
2021-10-27T12:44:23+00:00	Climate Emergency Includes the Threat of ‘Nuclear Winter’	neutral	0.6403924
2021-10-27T12:38:22+00:00	How to boost customer experience with omnichannel delivery notifications	neutral	0.5264540
2021-10-27T12:38:16+00:00	INSIDE INFORMATION - THIRD QUARTERLY REPORT OF 202110-27	neutral	0.8998573
2021-10-28T21:49:05+00:00	Reliance Steel & Aluminum’s (RS) CEO Jim Hoffman on Q3 2021 Results - Earnings Call Transcript	neutral	0.7835553
2021-10-28T17:00:53+00:00	Barbados’ energy goals slightly behind target	positive	0.6743331
2021-10-28T16:30:53+00:00	Amundi Purchases Shares of 647,738 Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9372642
2021-10-28T16:23:41+00:00	Appointment of vice chairman and redesignation of non-executive director, etc - Form 6-K	neutral	0.9034682
2021-10-28T15:49:50+00:00	Qalara helping Odisha and India’s artisanal products reach new global consumers	positive	0.8265760
2021-10-28T15:09:01+00:00	Reliance Steel & Aluminum (NYSE:RS) Updates Q4 2021 Earnings Guidance	neutral	0.8430710
2021-10-28T14:45:29+00:00	Robinhood’s new earnings report raises concerns about the company’s reliance on crypto trading	negative	0.9721140
2021-10-28T14:34:37+00:00	How much more are we paying for homes that offer cleaner energy?	neutral	0.9089597
2021-10-28T14:26:18+00:00	Odisha Electricity Regulatory Commission directs Reliance Infrastructure Ltd to pay the outstanding dues amounting to Rs 4234-crore to Gridco	neutral	0.5042672
2021-10-28T14:13:34+00:00	General Announcement::PARTIAL REPURCHASE AND CANCELLATION OF SENIOR NOTES	neutral	0.6207175
2021-10-29T21:33:56+00:00	Japan looks to renewables, role of nuclear power elusive	neutral	0.8818359
2021-10-29T20:44:01+00:00	Jio’s Android phone aimed at making smartphones accessible to more Indians	neutral	0.5973417
2021-10-29T19:00:57+00:00	Clouds gather as delegates descend on Glasgow for COP26 summit	negative	0.8035924
2021-10-29T18:44:33+00:00	UK’s Johnson urges China’s Xi to move faster on climate goals	neutral	0.7690824
2021-10-29T17:44:15+00:00	Reliance’s JioPhone Next Goes On Sale On Diwali For Rs 6,499	neutral	0.9268153
2021-10-29T17:22:41+00:00	Reliance Worldwide Co. Limited (OTCMKTS:RLLWF) Short Interest Up 133.1% in October	positive	0.9478596
2021-10-29T14:45:25+00:00	People in U.S. far less active in 2021 than in pre-Industrial Revolution 1820, study says	negative	0.6048744
2021-10-29T14:15:32+00:00	Reliance JioPhone Next Prices Revealed, Starts At ₹6,499: All You Need To Know	neutral	0.9426031
2021-10-29T14:07:37+00:00	Blasting the Zombie Out of Water-Saving Technology	neutral	0.8816081
2021-10-29T13:32:57+00:00	State Street Corp Grows Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.7456079
2021-10-30T15:00:52+00:00	SonyLIV pays a tribute to Dr Homi Bhabha on his 112th birth anniversary – reveals an inspiring scene from Rocket Boys	neutral	0.8750165
2021-10-30T14:43:16+00:00	Putnam Investments LLC Decreases Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.8798079
2021-10-30T10:06:17+00:00	Planning to buy JioPhone Next? Check out these phones by Xiaomi, Realme before you buy	neutral	0.9238053
2021-10-30T07:51:18+00:00	What is real price of JioPhone Next: Is it Rs 1999 or Rs 6499, or do you pay more	neutral	0.9318437
2021-10-31T14:23:56+00:00	Kwasi Kwarteng warns UK must end reliance on importing energy	neutral	0.7826238
2021-10-31T14:06:47+00:00	More Britons exposed to financial shock than before Covid	negative	0.9614009
2021-10-31T01:00:40+00:00	Nigeria can still be rescued, depending on who takes over in 2023 —Adeniran	neutral	0.9201738
2021-11-01T18:27:48+00:00	Reliance announces opening of Jio Drive-in theatre, new-to-market F&B concepts & Mumbai’s newest members’ club	positive	0.7501265
2021-11-01T17:20:00+00:00	China to make protein for livestock from carbon monoxide	positive	0.9012587
2021-11-01T15:37:05+00:00	• Proposed Amendments to the Terms and Conditions of Convertible Bonds	neutral	0.9292014
2021-11-01T14:37:20+00:00	CHANGE OF NON-EXECUTIVE DIRECTOR AND CHANGES IN THE COMPOSITION OF BOARD COMMITTEES	neutral	0.8410014
2021-11-01T11:00:28+00:00	Cuba-Vietnam: on the road to vaccine self-reliance	positive	0.7079877
2021-11-01T10:07:07+00:00	Third Quarterly Report of 20212021-11-01	neutral	0.8899003
2021-11-01T09:47:04+00:00	Discloseable Transaction In Relation To The Provision Of Loan Facilities To An Independent Third Party	neutral	0.9298016
2021-11-01T09:30:58+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Acquired by LPL Financial LLC	neutral	0.9178224
2021-11-01T08:36:03+00:00	China to make protein for livestock from carbon monoxide	positive	0.9172623
2021-11-01T06:55:30+00:00	COP26 Aims To Shut Out Coal For Good, But India Is Building 28 New Coal-Fired Power Stations	neutral	0.8437846
2021-11-02T18:54:25+00:00	Canada’s supply chains need overhaul amid ongoing shortages, critics say	negative	0.9493208
2021-11-02T18:53:44+00:00	As trade bottlenecks weigh on economy, Liberals urged to help reshape supply chains	positive	0.6723868
2021-11-02T16:18:54+00:00	Reliance Worldwide Co. Limited (ASX:RWC) Insider Christine Bartlett Buys 10,000 Shares	neutral	0.9350380
2021-11-02T15:10:13+00:00	POLL RESULTS OF THE EXTRAORDINARY GENERAL MEETING AND THE CLASS MEETING HELD ON 2 NOVEMBER 2021 AND THE ELECTION OF THE CHAIRMAN OF THE BOARD OF SUPERVISORS (in PDF)	neutral	0.9331527
2021-11-02T14:43:55+00:00	Track And Trace: 4 Reasons Companies Hesitate To Adopt Reusable Packaging -and A Way To Solve Them	neutral	0.7683284
2021-11-02T13:16:51+00:00	AQR Capital Management LLC Grows Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9451656
2021-11-02T11:50:56+00:00	Seaport Res Ptn Analysts Raise Earnings Estimates for Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9261823
2021-11-02T11:50:12+00:00	Announcements and Notices - [Date of Board Meeting]	neutral	0.8848925
2021-11-02T11:16:47+00:00	Charles Schwab Investment Management Inc. Boosts Position in Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9342061
2021-11-02T10:36:28+00:00	Indian shares end lower as losses in metals, Reliance weigh	negative	0.9737453
2021-11-03T23:20:41+00:00	Reliance Steel & Aluminum (NYSE:RS) Raised to Buy at The Goldman Sachs Group	positive	0.8202295
2021-11-03T22:04:11+00:00	Caterpillar Inc. : Files Form 10-Q FQE 30 -61-	neutral	0.9496992
2021-11-03T20:31:04+00:00	Cooper Standard Reports Third Quarter Results -3-	neutral	0.9448679
2021-11-03T18:45:31+00:00	Over-reliance on gardaí in mental health crises sees children ‘criminalised’ - report	negative	0.7705254
2021-11-03T17:28:03+00:00	Virtual Event on November 9: How Backup Power Solutions Ensure Reliability and Resilience in the Nation’s Electric Grid	neutral	0.8073286
2021-11-03T15:54:44+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Holdings Lifted by Paloma Partners Management Co	positive	0.9519595
2021-11-03T12:46:49+00:00	• Proposed Amendments to the Terms and Conditions of Convertible Bonds Execution of the Fifth Supplemental Trust Deed and Clarification Announcement	neutral	0.9359572
2021-11-03T12:35:37+00:00	Reliance launches Jio Drive-In, India's first rooftop theatre with PVR	neutral	0.7941762
2021-11-03T11:24:41+00:00	Public Employees Retirement System of Ohio Purchases 3,579 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9356183
2021-11-03T10:54:29+00:00	Appointment of Vice Chairman of the Boad and Chief Executive Officer (2) Appointment of Executive Director…	neutral	0.9381807
2021-11-04T18:10:43+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Acquired by Prudential Financial Inc.	neutral	0.9389331
2021-11-04T16:57:30+00:00	UK gears up to produce rare earth magnets, cut reliance on China	positive	0.8529100
2021-11-04T16:48:49+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Bought by Prudential Financial Inc.	positive	0.8707132
2021-11-04T13:44:51+00:00	Reliance Steel & Aluminum (NYSE:RS) Releases Q4 2021 Earnings Guidance	neutral	0.8474143
2021-11-04T12:36:49+00:00	California State Teachers Retirement System Sells 2,353 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9410847
2021-11-04T10:20:49+00:00	Schonfeld Strategic Advisors LLC Acquires New Position in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.8851252
2021-11-04T10:16:03+00:00	Coal-powered Balkan countries pollute more than whole of EU	neutral	0.8029261
2021-11-04T09:32:14+00:00	04 Nov 2021 - Unaudited Operating Statistics – Third Quarter of 2021	neutral	0.9093255
2021-11-04T09:12:35+00:00	ADJUSTMENT TO THE EXERCISE PRICE OF THE OUTSTANDING SHARE OPTIONS	neutral	0.8851497
2021-11-05T17:41:05+00:00	Man Group plc Has $24.68 Million Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9477913
2021-11-05T16:27:44+00:00	Soaring Oil Prices Could Push for Clean Energy Faster	positive	0.7224380
2021-11-05T15:42:23+00:00	Four takeaways from the 2021 school election results in Minnesota	negative	0.9344626
2021-11-05T15:28:18+00:00	Third Quarterly Results Announcement For The Nine Months Ended 30 September 2021	neutral	0.8744890
2021-11-05T14:48:08+00:00	GRANT OF AWARDS UNDER THE SHARE INCENTIVE PLAN	neutral	0.9277928
2021-11-05T13:47:52+00:00	Google and Reliance Jio $87 Android Pragati OS JioPhone Next might now win the search giant its ‘Next Billion’ users?	neutral	0.9077656
2021-11-05T11:58:09+00:00	REPURCHASE OF SENIOR NOTES	neutral	0.8866500
2021-11-05T10:38:41+00:00	Point72 Asset Management L.P. Acquires New Position in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.6230031
2021-11-05T10:27:49+00:00	Perficient Announces Pricing of $330 Million Private Offering of 0.125% Convertible Senior Notes - Form 8-K	neutral	0.9058694
2021-11-05T09:43:05+00:00	China’s Shenzhen urges lenders to reduce reliance on property loans	positive	0.6178982
2021-11-06T15:12:18+00:00	Could hydrogen be a better choice for green automobiles?	neutral	0.8810306
2021-11-06T15:04:41+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Expected to Announce Earnings of $4.98 Per Share	neutral	0.6019110
2021-11-06T11:24:42+00:00	Squarepoint Ops LLC Invests $2.34 Million in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9078632
2021-11-06T07:17:02+00:00	China’s Shenzhen urges lenders to reduce reliance on property loans	neutral	0.4720455
2021-11-06T07:16:59+00:00	China’s Shenzhen urges lenders to reduce reliance on property loans	neutral	0.7668890
2021-11-06T07:12:00+00:00	Mukesh Ambani not moving to London or anywhere else, says Reliance after buying James Bond mansion for Rs 600 crore	neutral	0.8407870
2021-11-06T07:10:19+00:00	Stoke Park Deal: Reliance Denies Report Of Ambani Family Moving To London	neutral	0.8908527
2021-11-06T07:01:18+00:00	RIL says Ambanis are not moving to London after country club purchase \| Oneindia News	neutral	0.8612419
2021-11-07T17:22:42+00:00	Bornite Capital Management LP Invests $15.09 Million in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9115643
2021-11-07T13:11:03+00:00	UBS Asset Management Americas Inc. Trims Position in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.5987145
2021-11-07T12:46:00+00:00	Experts cast doubts on EU’s bid to boost domestic chip production	neutral	0.5091735
2021-11-07T07:20:06+00:00	Urea crisis not over; battery, chip supply chains at mercy of China	negative	0.9644859
2021-11-08T17:23:12+00:00	Ambani’s Reliance Ends Decade-Long Shale Venture With Asset Sale	neutral	0.9425609
2021-11-08T16:28:14+00:00	Youths urged to acquire entrepreneurial skills for self-reliance	positive	0.6037973
2021-11-08T16:05:41+00:00	Reliance Exits North America Shale Gas Business	neutral	0.9227876
2021-11-08T15:48:13+00:00	General Announcement::VOLUNTARY ANNOUNCEMENT REPURCHASE AND RESALE OF NON-PUBLIC DOMESTIC CORPORATE BONDS DUE 2023	neutral	0.9164729
2021-11-08T15:44:54+00:00	Reliance Eagleford Upstream Holding Lp Signs Agreement For The Sale Of Its Assets In The Eagleford Shale Play In Texas USA	positive	0.8219506
2021-11-08T15:39:28+00:00	Climate benefits from modest dips in oil demand likely underestimated	neutral	0.7448395
2021-11-08T14:52:57+00:00	MetLife Investment Management LLC Sells 2,303 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9428012
2021-11-08T14:28:05+00:00	Indian agency seeks documents from Future on disputed Amazon deal	negative	0.7485465
2021-11-08T14:00:42+00:00	Future Retail Seeks To Defer Shareholder Meet For Reliance Deal	neutral	0.9135437
2021-11-08T13:12:55+00:00	Future-Amazon case: FRL moves SC to seek stay on Emergency Arbitrator order	neutral	0.5344794
2021-11-09T15:09:04+00:00	Reliance Nippon Life Insurance Launches ‘Nishchit Samrudhi’ plan, A multi benefit, guaranteed savings plus protection plan	positive	0.7900017
2021-11-09T15:05:22+00:00	LIST OF DIRECTORS AND THEIR ROLES AND FUNCTION (H SHARES)	neutral	0.9056331
2021-11-09T15:05:22+00:00	VOLUNTARY ANNOUNCEMENT-ENTERING INTO THE EQUITY TRANSFER AGREEMENT (H SHARES)	neutral	0.9104695
2021-11-09T15:05:21+00:00	RESIGNATION OF NON-EXECUTIVE DIRECTORS (2) PROPOSED APPOINTMENTS OF EXECUTIVE DIRECTORS AND (3) CHANGE IN THE COMPOSITION OF BOARD COMMITTEE (H SHARES)	neutral	0.7305792
2021-11-09T14:15:52+00:00	PARTIAL REPURCHASE AND CANCELLATION OF THE 2022 BONDS	neutral	0.7942429
2021-11-09T13:19:03+00:00	Latent View Analytics IPO - Niche Presence With Robust Opportunity: Reliance Securities	neutral	0.8539038
2021-11-09T07:13:30+00:00	India’s RIL exits North America shale gas business	neutral	0.5613968
2021-11-09T07:13:19+00:00	Balancing technology and personal interactions	neutral	0.8752072
2021-11-09T07:00:00+00:00	Euronext to ditch London Stock Exchange by 2024	neutral	0.8511690
2021-11-09T04:26:00+00:00	Work That Speaks \| Ad Reviews \| 1 To 8 November 2021	neutral	0.8803677
2021-11-10T23:54:06+00:00	Allow Stabilisation Fund to grow	positive	0.8747805
2021-11-10T18:09:25+00:00	Investor Presentation - Q2, FY2022	neutral	0.9444965
2021-11-10T16:26:52+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Bought by Metropolitan Life Insurance Co NY	positive	0.9334640
2021-11-10T15:14:45+00:00	Metropolitan Life Insurance Co NY Acquires 12,020 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9068854
2021-11-10T14:39:20+00:00	BofA Securities 2021 India Conference	neutral	0.9415870
2021-11-10T13:31:04+00:00	Reliance Global Group Reports 54% Increase in Revenue for the Third Quarter of 2021	neutral	0.5363040
2021-11-10T09:25:19+00:00	10 Nov 2021 - Change in Director’s Information	neutral	0.8574550
2021-11-10T09:07:11+00:00	Twitter bulks up subscription strategy with US launch and ad-free news	neutral	0.5636632
2021-11-10T06:30:04+00:00	PRESS RELEASE : SYNLAB delivers strong 9M 2021 -3-	neutral	0.8578941
2021-11-10T00:34:53+00:00	COAS lauds HIT efforts to attain self-reliance	positive	0.5887579
2021-11-11T14:23:09+00:00	Telecom Department allots license and spectrum to Vodafone Idea Limited and Reliance Jio Infocomm for 5G testing in Gujarat	neutral	0.9413224
2021-11-11T13:05:00+00:00	PM’s reliance on market forces hand of voters	neutral	0.8582755
2021-11-11T10:47:13+00:00	Appointment of Executive Vice President2021-11-11	neutral	0.9094567
2021-11-11T10:47:13+00:00	ANNOUNCEMENT ON THE POLL RESULTS OF THE 2021 THIRD EXTRAORDINARY GENERAL MEETING2021-11-11	neutral	0.9132425
2021-11-11T10:37:31+00:00	NOTICE OF EXTRAORDINARY GENERAL MEETING	neutral	0.8938591
2021-11-11T09:07:51+00:00	Announcement DATE OF BOARD MEETING	neutral	0.8906184
2021-11-11T07:35:45+00:00	PIAC tells government to allow Stabilisation Fund to grow	positive	0.6642078
2021-11-11T07:04:53+00:00	Why Analysts Expect Reliance Jio To Cut JioPhone Next Smartphone Price	negative	0.8965878
2021-11-11T03:40:29+00:00	Rupee And Bond Update - November 11, 2021: Reliance Securities	neutral	0.9463471
2021-12-02T17:16:42+00:00	Short Interest in Reliance Steel & Aluminum Co. (NYSE:RS) Increases By 34.5%	positive	0.9339867
2021-12-02T16:03:30+00:00	RBI initiates insolvency proceedings against Reliance Capital at NCLT, Mumbai	neutral	0.9058504
2021-12-02T15:44:07+00:00	PVR partners with Kabir Khan and Reliance Entertainment for the exclusive release of ’83 @ PVR Promo	positive	0.8888870
2021-12-02T14:31:29+00:00	General Announcement::Additional Information to the Interim Results For the Six Months Ended 30 September 2021	neutral	0.9117289
2021-12-02T14:11:22+00:00	PROS : Four Ways Businesses Can Use Artificial Intelligence to Triumph in 2022	negative	0.9531888
2021-12-02T14:10:09+00:00	RBI files application to initiate insolvency proceedings against Reliance Capital	neutral	0.7034365
2021-12-02T12:54:42+00:00	Nisa Investment Advisors LLC Has $10.04 Million Position in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9425029
2021-12-02T12:26:41+00:00	Reliance Power Defaults On Interest Payment To Banks	neutral	0.5561255
2021-12-02T11:21:17+00:00	NetEase : Announcement – Proposed Spin-off and Separate Listing of Cloud Village Inc. on the Main Board of The Stock Exchange of Hong Kong Limited – Listing of Cloud Village Inc. and Commencement of Dealings of Cloud Village Inc. Shares - Form 6-K	neutral	0.9191430
2021-12-02T10:53:32+00:00	Anand Rathi Wealth IPO - Healthy Prospects; Valuations Look Pricey: Reliance Securities	positive	0.5366589
2021-12-03T18:24:42+00:00	Deroy & Devereaux Private Investment Counsel Inc. Sells 1,578 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9191665
2021-12-03T16:42:00+00:00	Amazon Charges Sellers Fees That Are High Enough To Offset Losses from Prime, a New Report Says	neutral	0.5695376
2021-12-03T14:35:37+00:00	Mukesh Ambani ‘Believes’ In Blockchain Tech, Bullish On Cryptocurrencies	positive	0.8485614
2021-12-03T13:41:22+00:00	InFinity Forum: Q&A session with Mukesh Ambani, CMD, Reliance Industries Limited	neutral	0.5694215
2021-12-03T13:12:11+00:00	Emperor International : US$250,000,000 4.50% Notes Due September 2023 - Purchase and Cancellation of Part of the Notes	neutral	0.8626110
2021-12-03T13:02:18+00:00	General Announcement::INSIDE INFORMATION	neutral	0.9019194
2021-12-03T12:50:47+00:00	Venturi Wealth Management LLC Sells 1,025 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9419594
2021-12-03T11:42:42+00:00	CENTRAL TRUST Co Acquires 896 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.8589524
2021-12-03T11:11:43+00:00	Macy’s reliance on stores for e-commerce weighs on mulled split	neutral	0.7937030
2021-12-03T11:02:08+00:00	Post 5G rollout, India to have most advanced digital infra: Mukesh Ambani	positive	0.8449999
2021-12-04T10:42:02+00:00	Century International : Change of Company’s Website Address	neutral	0.8940095
2021-12-04T09:52:45+00:00	Jio starts offering up to 20% cashback on select prepaid plans: Full list, details	neutral	0.8666395
2021-12-04T06:47:12+00:00	Nifty IT, S&P BSE SME IPO top gainers on NSE, BSE this week	negative	0.9709340
2021-12-05T13:56:42+00:00	Copeland Capital Management LLC Purchases 3,766 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9100880
2021-12-05T13:15:37+00:00	Delhi HC to hear on Dec 6 Anil Ambani Group firm's plea against DMRC over arbitral award	neutral	0.8326016
2021-12-05T12:12:01+00:00	General Announcement::UPDATE ON 10.5% SENIOR NOTES DUE 2021	neutral	0.8989761
2021-12-05T09:08:06+00:00	TRENDS, announced the launch of its new store in Gunupur town of Rayagada district in Odisha	positive	0.7989182
2021-12-05T08:05:36+00:00	Seven of top-10 most valued cos add over Rs 1.29 lakh cr in m-cap; TCS lead gainer	neutral	0.6293450
2021-12-05T07:55:29+00:00	Indian salesmen threaten supply disruptions in protest against Reliance	negative	0.9281332
2021-12-05T07:51:56+00:00	Indian salesmen threaten supply disruptions in protest against Reliance	negative	0.9736478
2021-12-05T06:10:37+00:00	Indian salesmen threaten supply disruptions in protest against Reliance Industries	negative	0.9620722
2021-12-05T05:18:25+00:00	Indian salesmen threaten supply disruptions in protest against Reliance	negative	0.9347039
2021-12-05T05:11:18+00:00	Indian salesmen threaten supply disruptions in protest against Reliance	negative	0.9736478
2021-12-06T22:55:20+00:00	Ontario auditor general raises concerns about colleges’ reliance on international students	negative	0.9346535
2021-12-06T21:22:23+00:00	Shimao : Placing of Existing Shares and Top-up Subscription of New Shares under General Mandate	neutral	0.9324118
2021-12-06T17:13:42+00:00	Technology: A step forward or a huge mistake?	negative	0.9241275
2021-12-06T13:26:59+00:00	Reliance Capital’s Insolvency: NCLT Admits RBI’s Application	neutral	0.9196051
2021-12-06T12:17:28+00:00	NCLT allows RBI’s plea for bankruptcy proceedings against Reliance Capital	neutral	0.9130100
2021-12-06T12:10:10+00:00	NCLT admits RBI plea to initiate insolvency proceedings against Reliance Capital	negative	0.9256254
2021-12-06T11:02:26+00:00	Silk Road Logistics : Announcements and Notices - APPLICATION FOR A REVIEW OF THE DECISION OF THE STOCK EXCHANGE ON LISTING RULE 13.24	neutral	0.9085165
2021-12-06T09:30:38+00:00	DMRC says it will pay Rs 1,000 cr to Reliance Infra's arm in 48 hrs	negative	0.5756606
2021-12-06T09:13:05+00:00	Data centers could cause serious environmental damage — if we don’t regulate them now	neutral	0.8609204
2021-12-06T08:25:38+00:00	Reliance Capital supports RBI application of referring RCAP to NCLT	positive	0.7906342
2021-12-07T17:17:53+00:00	Canadian banks’ outsized reliance on mortgages could slow margin recovery	negative	0.9231219
2021-12-07T14:05:41+00:00	RBI retains Advisory Committee of Reliance Capital	neutral	0.8473612
2021-12-07T13:22:13+00:00	Shanghai Fosun Pharmaceutical : POLL RESULTS OF THE RESOLUTIONS PROPOSED AT THE 2021 THIRD EXTRAORDINARY GENERAL MEETING HELD ON TUESDAY, 7 DECEMBER 2021 AND ELECTION OF EXECUTIVE DIRECTORS（H SHARES）	neutral	0.9256444
2021-12-07T12:32:12+00:00	Reserve Bank of India retains the Advisory Committee of Reliance Capital Ltd	neutral	0.8925321
2021-12-07T12:25:39+00:00	Reliance Industries, Abu Dhabi chemical company form $2-bn production JV	neutral	0.7524577
2021-12-07T11:29:20+00:00	Abu Dhabi chemical company, India’s Reliance form $2 billion production JV	positive	0.8232016
2021-12-07T11:18:23+00:00	Abu Dhabi chemical company, India’s Reliance form $2 bln production JV	positive	0.7222205
2021-12-07T11:02:08+00:00	TA’ZIZ and Reliance Launch Strategic Joint Venture for $2 Billion Chemicals Projects in Ruwais	positive	0.8034063
2021-12-07T00:20:22+00:00	‘A parental responsibility’: Ireland needs an ombudsman for the future	neutral	0.8442011
2021-12-08T20:38:30+00:00	Tribes in 3 States to Link 120 Electric Charging Stations	positive	0.6410875
2021-12-08T18:10:41+00:00	Jio-bp and Mahindra Group sign MoU for EV and low-carbon solutions	positive	0.6955042
2021-12-08T16:42:10+00:00	Reliance Industries : Analyst Meet – Goldman Sachs CIO Tour	neutral	0.9373189
2021-12-08T15:42:05+00:00	RateGain Travel Tech IPO - Riding The Technology And Travel Wave; Valuations At Discount: Reliance Securities	neutral	0.9431424
2021-12-08T15:36:47+00:00	Rupee And Bond Update - December 08, 2021: Reliance Securities	neutral	0.9473620
2021-12-08T11:15:09+00:00	Shriram Properties IPO - A Play On Southern Realty Theme; Healthy Land Bank Value: Reliance Securities	neutral	0.6423789
2021-12-08T10:52:06+00:00	BExcellent : POLL RESULTS OF THE ANNUAL GENERAL MEETING HELD ON 8 DECEMBER 2021	neutral	0.9168718
2021-12-08T10:48:17+00:00	Mahindra Group ties up with Jio-BP for EV products	positive	0.8512470
2021-12-08T10:42:05+00:00	China Aircraft Leasing : NOTICE OF EXTRAORDINARY GENERAL MEETING	neutral	0.9043754
2021-12-08T09:32:24+00:00	Sino Ocean : Unaudited Operating Statistics for November 2021	neutral	0.8955680
2021-12-09T14:22:35+00:00	Shanghai Fosun Pharmaceutical : CONNECTED TRANSACTION - ENTERING INTO THE SHARE TRANSFER AGREEMENT	neutral	0.9221439
2021-12-09T13:22:12+00:00	Shanghai Fosun Pharmaceutical : CONNECTED TRANSACTION - ENTERING INTO THE EQUITY TRANSFER AGREEMENT	neutral	0.9159092
2021-12-09T13:22:12+00:00	Shanghai Fosun Pharmaceutical : CONNECTED TRANSACTION - CAPITAL REDUCTION OF TIANJIN XINGYAO	neutral	0.8800654
2021-12-09T11:40:42+00:00	Robeco Institutional Asset Management B.V. Sells 18,318 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9520180
2021-12-09T11:12:24+00:00	Xinhua Winshare Publishing and Media : Renewal Of Various Continuing Connected Transactions	neutral	0.9121981
2021-12-09T09:52:09+00:00	China Aircraft Leasing : U.S.$300,000,000 4.70% FIVE-YEAR GUARANTEED BONDS DUE 2022 - FURTHER PARTIAL REPURCHASE OF THE 2022 BONDS	neutral	0.9339868
2021-12-09T09:39:00+00:00	RIL stock may gain 80%: ‘Buy’ Reliance shares, new energy a multi-decade growth engine, says Goldman Sachs	positive	0.9409625
2021-12-09T07:35:37+00:00	Share Market Updates: Sensex gains over 100 points, Nifty holds 17,500; Vodafone Idea jumps 15%	positive	0.9387774
2021-12-09T06:22:07+00:00	General Announcement::TRADING HALT	neutral	0.7828016
2021-12-09T06:22:07+00:00	General Announcement::UNAUDITED OPERATING FIGURES FOR THE ELEVEN MONTHS ENDED 30 NOVEMBER 2021	neutral	0.8822236
2021-12-10T22:36:10+00:00	Microvast : Statement Regarding 8-K Filing on Former SPAC Financials - Form 8-K	neutral	0.9331288
2021-12-10T22:26:01+00:00	Microvast Statement Regarding 8-K Filing on Former SPAC Financials	neutral	0.9200550
2021-12-10T18:00:00+00:00	Keen Victorians stretch state’s COVID-testing capacity	negative	0.6865837
2021-12-10T18:00:00+00:00	Keen Victorians stretch state’s COVID-testing capacity	negative	0.6865837
2021-12-10T15:51:26+00:00	Heavy snow, thunderstorms hamper travel across large swath of U.S.	neutral	0.5324754
2021-12-10T14:42:15+00:00	General Announcement::Inside Information	neutral	0.8983386
2021-12-10T12:52:07+00:00	Emperor International : US$250,000,000 4.5% Notes Due September 2023 - Purchase and Cancellation of Part of the Notes	neutral	0.8468109
2021-12-10T09:44:50+00:00	Thrivent Financial for Lutherans Sells 1,924 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9416851
2021-12-10T08:42:24+00:00	China Ecotourism : • Change of Auditor	neutral	0.8494068
2021-12-10T08:05:09+00:00	Reliance raises stake in HFCL to 5% through QIP	positive	0.6296704
2021-12-11T10:54:47+00:00	Assenagon Asset Management S.A. Sells 32,811 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9389236
2021-12-11T01:59:17+00:00	UK warns over reliance on Russian gas as G7 ministers meet	negative	0.8532588
2021-12-12T18:51:08+00:00	Reliance, partner looking to buy bankrupt textile company Sintex	positive	0.5076668
2021-12-12T11:57:55+00:00	Ireland’s reliance on multinationals runs way deeper than corporate tax	positive	0.5863212
2021-12-12T10:50:08+00:00	Reliance, partner bid to acquire textile company Sintex	positive	0.6968358
2021-12-12T10:35:35+00:00	Reliance, partner in fray to acquire textile company Sintex	positive	0.7438807
2021-12-12T06:21:37+00:00	Asia’s Richest Man Looking to Buy Bankrupt Textile Firm in India	neutral	0.8947877
2021-12-12T05:45:52+00:00	7 of top-10 most-valued cos add over Rs 2.28 lakh crore to m-cap	positive	0.9287109
2021-12-12T05:13:00+00:00	7 of top-10 most-valued companies add over Rs 2.28 lakh crore to m-cap	positive	0.9057509
2021-12-13T21:28:39+00:00	Why Is Samsung Getting Into LG’s OLED Bed?	neutral	0.7888890
2021-12-13T18:01:02+00:00	Reliance Global leads financial gainers, Qudian and KE Holdings among losers	neutral	0.8451622
2021-12-13T15:28:12+00:00	Another Milestone Towards Atmanirbhar Bharat: India’s Acquisition of Russian Assault Rifle – Analysis	positive	0.8504785
2021-12-13T14:49:52+00:00	Automobiles - Weak Demand, Post Festival Inventory Correction Impact Performance In Nov: Reliance Securities	negative	0.9536852
2021-12-13T14:42:43+00:00	Reliance Worldwide Co. Limited (OTCMKTS:RLLWF) Short Interest Up 21,150.0% in November	positive	0.9454315
2021-12-13T10:57:44+00:00	Indian shares fall as Reliance weighs, investors await inflation data	negative	0.9714500
2021-12-13T10:57:23+00:00	Indian shares fall as Reliance weighs, investors await inflation data	negative	0.9697595
2021-12-13T10:56:19+00:00	Joint Announcement: Unaudited First Quarterly Results of a Subsidiary Media Asia Group Holdings Limited for the Three Months Ended 31 October 2021	neutral	0.9129986
2021-12-13T10:56:05+00:00	Esprit : APPOINTMENT OF INDEPENDENT NON-EXECUTIVE DIRECTOR	neutral	0.9170477
2021-12-13T10:12:45+00:00	Reliance Industries, two metals shares among stocks to buy; ICICI Direct sees 10-13% upside for each	negative	0.9739347
2021-12-14T22:36:12+00:00	Banks slowly reconsider overdraft fees	neutral	0.4585003
2021-12-14T21:38:44+00:00	Government considers seafood workforce inquiry recommendations	neutral	0.6364934
2021-12-14T17:48:51+00:00	Austria’s interior minister under fire for 2007 remarks about ‘climate poisoners’ from Israel, US	neutral	0.7144714
2021-12-14T17:46:19+00:00	Banks reconsider overdraft fees after pressure from lawmakers, regulators	negative	0.7916175
2021-12-14T15:23:46+00:00	India revoking 2019 Future deal would boost Reliance, hurt competition, says Amazon	negative	0.9459485
2021-12-14T15:11:34+00:00	Exclusive-Amazon says India revoking Future deal would boost Reliance, hurt competition	positive	0.9341636
2021-12-14T15:03:44+00:00	Exclusive-Amazon says India revoking Future deal would boost Reliance, hurt competition	negative	0.9263145
2021-12-14T14:55:52+00:00	Amazon says India revoking Future deal would boost Reliance, hurt competition	negative	0.9505951
2021-12-14T14:54:24+00:00	Amazon says India revoking Future deal would boost Reliance, hurt competition	negative	0.9505951
2021-12-14T14:53:32+00:00	AMAZON TELLS INDIA REGULATOR FUTURE DEAL WITH RELIANCE “WILL FURTHER RESTRICT COMPETITION IN THE INDIAN RETAIL MARKET”	neutral	0.9059625
2021-12-15T21:12:01+00:00	First Trust Dynamic Europe Equity Income Fund Issues Notice Regarding December 2021 Distribution	neutral	0.9217787
2021-12-15T21:12:00+00:00	First Trust Energy Infrastructure Fund Issues Notice Regarding December 2021 Distribution	neutral	0.8946537
2021-12-15T20:19:11+00:00	Energy Sense Data Spotlight: Unpacking Solar Adoption, Habits and Attitudes by Generation	neutral	0.9083928
2021-12-15T19:30:48+00:00	U.S. Coast Guard offloads more than $148 million of illegal narcotics in Miami	negative	0.7265220
2021-12-15T18:28:49+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Given Average Recommendation of “Buy” by Brokerages	neutral	0.8466288
2021-12-15T17:39:21+00:00	General Announcement::COMPLETION ANNOUNCEMENT RELATING TO THE DISCLOSEABLE TRANSACTIONS	neutral	0.9112344
2021-12-15T17:39:19+00:00	Bondholder’s Early Redemption (Put Option)::Voluntary	neutral	0.9179272
2021-12-15T16:10:54+00:00	SaskPower not passing on 2022 federal carbon price increase to its customers	positive	0.8558380
2021-12-15T15:42:02+00:00	Reliance Global Group CEO to Participate in the Benzinga All Access Event on December 16	neutral	0.9411167
2021-12-15T14:32:04+00:00	Thinking about buying stock in BELLUS Health, Gemini Therapeutics, BlackBerry, Reliance Global Group, or Ocugen?	neutral	0.9461808
2021-12-16T22:56:22+00:00	China, Russia Pledge to Reduce Reliance on US-Led Financial System	neutral	0.8044537
2021-12-16T17:55:29+00:00	U.S. Coast Guard towing exercise [Image 2 of 3]	neutral	0.7331024
2021-12-16T17:09:17+00:00	EIOPA insurance stress test shows industry resilience but also reliance on transitional measures	neutral	0.8637834
2021-12-16T16:07:22+00:00	VDL shoots herself in foot as new ‘green’ policy will see MORE reliance on Russia	positive	0.8014247
2021-12-16T15:40:44+00:00	Govt launches fourth round of auction, 99 coal mines put on sale	positive	0.7405503
2021-12-16T14:32:04+00:00	Thinking about buying stock in Canoo, Cidara Therapeutics, Ford Motor, Mesoblast, or Reliance Global?	neutral	0.9456474
2021-12-16T12:09:17+00:00	Xinhua Winshare Publishing and Media : Inside Information Development On The Controlling Shareholder’S Acceptance Of The Free Transfer Of State-Owned Property Rights	neutral	0.9449078
2021-12-16T11:49:11+00:00	AAG Energy : RENEWAL OF CONTINUING CONNECTED TRANSACTION UNDER THE 2022 COOPERATION FRAMEWORK AGREEMENT	neutral	0.9286228
2021-12-16T10:23:01+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Stock Holdings Cut by New York State Teachers Retirement System	negative	0.8498763
2021-12-16T07:09:12+00:00	Reliance Communications : PARTNER COMMUNICATIONS REPORTS THAT THE COURT HAS APPROVED A TRANSACTION SUBJECT TO CLOSING CONDITIONS TO PURCHASE THE COMPANY’S SHARES UNDER ADV. EHUD SOL’S RECEVIERSHIP	neutral	0.8885427
2021-12-17T16:49:15+00:00	Yext : What You Need to Know to Innovate Your Online Experience	neutral	0.8488520
2021-12-17T16:09:31+00:00	TL Natural Gas : RESIGNATION OF AUDITORS	neutral	0.5965668
2021-12-17T15:02:59+00:00	Reliance Jewels launches Diamond Delights – a spectacular collection of Diamond necklace sets	positive	0.5502092
2021-12-17T14:37:13+00:00	Indian Competition Regulator Slaps $26.5 Mln Penalty on Amazon for Hiding Info in Future Group Deal	negative	0.9424307
2021-12-17T13:59:12+00:00	Fortinet : Defending Connected SAP Systems Against Emerging Threats Using Deception Technology	neutral	0.9089296
2021-12-17T12:39:12+00:00	Shoucheng : CONNECTED TRANSACTION - ESTABLISHMENT OF PARTNERSHIP AND SUBSCRIPTION OF INTEREST IN THE PARTNERSHIP	neutral	0.9420084
2021-12-17T12:19:18+00:00	Shimao : Discloseable Transaction - Disposal of Shareholdings of the Target Companies	neutral	0.9224476
2021-12-17T12:03:56+00:00	Kshs 8.4B pharmaceutical plant to reduce Kenya’s reliance on imports	positive	0.8158945
2021-12-17T12:02:11+00:00	Get On the Path to a New High Tech Career at University of Phoenix	positive	0.4989405
2021-12-17T11:52:43+00:00	Aptus Capital Advisors LLC Acquires 1,728 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9187979
2021-12-18T17:00:43+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Bought by Beacon Harbor Wealth Advisors Inc.	neutral	0.9375910
2021-12-18T15:50:42+00:00	Moody Aldrich Partners LLC Sells 3,532 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9413151
2021-12-18T15:14:43+00:00	Moody Aldrich Partners LLC Lowers Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.4894824
2021-12-18T13:06:42+00:00	WINTON GROUP Ltd Lowers Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.5824960
2021-12-18T10:12:06+00:00	Mukesh Ambani lays out five best books of 2021 that are helping him prep-up for 2022	neutral	0.8595493
2021-12-18T05:50:09+00:00	China Resources Power : In the First Eleven Months of 2021, Net Generation of Subsidiary Power Plants Increased by 16.3%, among which Wind Farms Increased by 56.9%, Photovoltaic Plants Increased by 60.9%	neutral	0.9186202
2021-12-18T03:49:52+00:00	UAE Move to Scrap F-35 Deal Reflects Waning US Power in Multipolar World, Analysts Say	negative	0.8904701
2021-12-23T21:47:32+00:00	E Home Household Service : Securities Purchase Agreement - Form 6-K	neutral	0.9391363
2021-12-23T19:37:04+00:00	Reliance Communications : Prospectus and Public Offerings	neutral	0.9403595
2021-12-23T17:28:34+00:00	India’s crude imports hit 10-month peak as refiners bank on strong demand	positive	0.9408993
2021-12-23T14:42:02+00:00	Reliance Global Group Announces Pricing of $20.0 Million Private Placement with Institutional Investors	neutral	0.9029688
2021-12-23T14:41:22+00:00	Reliance Global Group Announces Pricing Of $20.0 Million Private Placement With Institutional Investors	neutral	0.7222028
2021-12-23T12:07:06+00:00	IPE : NOTICE OF THE EXTRAORDINARY GENERAL MEETING	neutral	0.8918759
2021-12-23T11:37:06+00:00	Lai Sun Garment International : ELECTION OF LANGUAGE AND MEANS OF RECEIPT OF CORPORATE COMMUNICATIONS	neutral	0.9146633
2021-12-23T10:30:31+00:00	#BTEditorial – Mrs Knight faith in our justice system	negative	0.6737919
2021-12-23T09:47:10+00:00	China Aircraft Leasing : NOTICE OF LISTING ON THE STOCK EXCHANGE OF HONG KONG LIMITED - ISSUE OF U.S.\(100,000,000 4.85 per cent. GUARANTEED NOTES DUE 2024 BY CALC BONDS LIMITED UNDER ITS U.S.latex6e17c10e508d2ef076912076780d9b0e Denominated Fixed Rate Notes under the SEBI (Listing Obligations and Disclosure Requirements) Regulations 2015, (&ldquo;SEBI Listing Regulations&rdquo;) </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.9446959 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T10:57:20+00:00 </td> <td style="text-align:left;"> ETS : Discloseable and Connected Transaction in relation to the China Paint Building Lease </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.9292585 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T10:17:06+00:00 </td> <td style="text-align:left;"> Shoucheng : (1) CONNECTED TRANSACTION - ESTABLISHMENT OF PARTNERSHIP AND SUBSCRIPTION OF INTEREST IN THE PARTNERSHIP; AND (2) CONTINUING CONNECTED TRANSACTIONS - PROVISION OF EXECUTIVE PARTNERSHIP SERVICES </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.9460551 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T10:01:00+00:00 </td> <td style="text-align:left;"> Reliance New Energy Solar to Acquire Faradion Limited </td> <td style="text-align:left;"> positive </td> <td style="text-align:right;"> 0.8982713 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T09:57:17+00:00 </td> <td style="text-align:left;"> Agricultural Bank of China : DEPARTURE OF DIRECTOR2021-12-31 </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.7058372 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T09:47:02+00:00 </td> <td style="text-align:left;"> Agricultural Bank of China : LIST OF DIRECTORS AND THEIR ROLE AND FUNCTION2021-12-31 </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.8996150 </td> </tr> <tr> <td style="text-align:left;"> 2022-01-01T18:27:01+00:00 </td> <td style="text-align:left;"> Reliance Industries : Disclosure under Regulation 30 of the Securities and Exchange Board of India (Listing Obligations and Disclosure Requirements) Regulations, 2015 - Intimation of approval for proposed issuance of Senior Unsecured US\) Denominated Fixed Rate Notes	neutral	0.9430538
2022-01-01T16:34:21+00:00	India’s Reliance plans to raise up to $5 billion in U.S. debt	neutral	0.6464983
2022-01-01T16:07:02+00:00	China ZhengTong Auto Services : INSIDE INFORMATION UPDATE ON LEGAL PROCEEDINGS	neutral	0.9065408
2022-01-01T15:31:56+00:00	Reliance to raise $5 bn via overseas bonds to retire existing borrowings	positive	0.8232405
2022-01-01T15:28:49+00:00	India’s Reliance plans to raise up to $5 bln in US$ debt	neutral	0.7548398
2022-01-01T12:00:36+00:00	Reliance to raise up to $5 billion, to use it mainly for refinancing existing borrowings	neutral	0.8416945
2022-01-18T21:43:39+00:00	Problem of homelessness in Traveller community highlighted at webinar	negative	0.7770039
2022-01-18T21:11:03+00:00	First Trust Dynamic Europe Equity Income Fund Issues Notice Regarding January 2022 Distribution	neutral	0.9235706
2022-01-18T19:04:01+00:00	2022 budget: Economists charge FG on revenue mobilisation policies, efforts	neutral	0.7613408
2022-01-18T16:30:44+00:00	Just Dial profit declines 61.2% in October-December quarter	negative	0.8890349
2022-01-18T16:23:01+00:00	Reliance Jio Remains Largest Telecom Firm By Active User Base In November	neutral	0.7887765
2022-01-18T16:05:09+00:00	Reliance Industries joins calls for India to tighten marketplace rules: Report	neutral	0.7200524
2022-01-18T15:15:11+00:00	DPIIT meeting on E-comm Policy: Retailers, MSMEs seek level playing field; marketplaces list SME initiatives	neutral	0.8706348
2022-01-18T15:06:41+00:00	Reliance joins calls for India to tighten marketplace rules, sources say	negative	0.5772839
2022-01-18T14:54:15+00:00	Reliance joins calls for India to tighten marketplace rules -sources	neutral	0.5086225
2022-01-18T13:21:02+00:00	Research Shows the Move to Modern Multicloud Environments Has Broken Traditional Approaches to Infrastructure Monitoring	negative	0.8638902
2022-01-19T14:42:12+00:00	Shanghai Fosun Pharmaceutical : OVERSEAS REGULATORY ANNOUNCEMENT (H SHARES)	neutral	0.9147732
2022-01-19T14:30:53+00:00	Reliance Steel & Aluminum (NYSE:RS) Given New $180.00 Price Target at KeyCorp	positive	0.8920749
2022-01-19T13:01:21+00:00	Ramkrishna Forgings Q3 Review - New High Margin Territory To Aid Rerating: Reliance Securities	neutral	0.7266352
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-20T21:43:36+00:00	Volcan Compañía Minera A : Santander XXVI Latin American Conference January 2022	neutral	0.8285192
2022-01-20T20:41:22+00:00	‘It could happen again’: Journalist explains why Texas is woefully unprepared for another severe Arctic blast	negative	0.8521022
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T15:10:50+00:00	Bokf Na Invests $3.23 Million in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.8716070
2022-01-20T13:41:12+00:00	Emperor International : US$250,000,000 4.5% Notes Due September 2023 - Purchase and Cancellation of Part of the Notes	neutral	0.8545660
2022-01-21T19:33:13+00:00	Reliance Industries : Monitoring Agency Report	neutral	0.9334776
2022-01-21T19:33:10+00:00	Reliance Industries : Press Release (Revised)	neutral	0.9078989
2022-01-21T17:01:03+00:00	Bee Mobile Joins the Nodle / Polkadot IoT Alliance as a Strategic Network Developer	neutral	0.8367851
2022-01-21T16:55:40+00:00	Footfall recovery, festive demand boost Reliance Retail's Q3 biz to record levels	positive	0.9564232
2022-01-21T16:55:38+00:00	Reliance Jio adds 10.2 million customers in Dec quarter	positive	0.9384502
2022-01-21T16:33:07+00:00	Reliance Industries : 2021 - 2022 Financial Presentation - Q3 Results 21, January \| 2022	neutral	0.9309799
2022-01-21T16:20:44+00:00	Intel Building $20B Ohio Chip Facility Amid Global Shortage	negative	0.9692756
2022-01-21T16:20:44+00:00	Intel Building $20B Ohio Chip Facility Amid Global Shortage	negative	0.9692756
2022-01-21T16:10:00+00:00	Reliance Industries posts record profits for Dec ’21 quarter	positive	0.9456023
2022-01-21T16:05:09+00:00	Reliance Retail Q3 net profit jumps 23.4% to Rs 2,259 cr	positive	0.9509048
2022-01-22T16:46:42+00:00	Pearl River Capital LLC Sells 2,450 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9392049
2022-01-22T16:34:51+00:00	Reliance Jio Q3 Review - A Tad Soft: Dolat Capital	neutral	0.6054373
2022-01-22T16:04:03+00:00	Reliance Industries : Statement of deviation(s) or variation(s) under Reg. 32	neutral	0.6950340
2022-01-22T10:54:42+00:00	Massachusetts Financial Services Co. MA Decreases Stock Position in Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.5944844
2022-01-22T10:12:42+00:00	Jio completes 5G coverage plans for top 1,000 cities in country	positive	0.9476309
2022-01-22T07:26:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Expected to Post Q4 2021 Earnings of $5.08 Per Share	neutral	0.8758959
2022-01-22T04:25:42+00:00	Reliance Jio completes 5G coverage planning in 1,000 cities across India	positive	0.6227409
2022-01-22T01:49:11+00:00	What Is a Debt-to-Equity Ratio? Definition, Calculation & Examples	neutral	0.9278237
2022-01-23T13:32:41+00:00	Grantham Mayo Van Otterloo & Co. LLC Purchases 5,879 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9335577
2022-01-23T12:54:02+00:00	Shanghai Fosun Pharmaceutical : VOLUNTARY ANNOUNCEMENT- ACQUISITION OF EQUITY INTEREST IN A SUBSIDIARY (H SHARES)	neutral	0.9306461
2022-01-23T09:00:08+00:00	Grocery start-ups' 10-min delivery promise sparks road safety risks	neutral	0.4241414
2022-01-24T21:46:16+00:00	Endeavour Silver : Disclosure for Restructuring Transactions - Form 6-K	neutral	0.9257105
2022-01-24T16:46:46+00:00	Ukraine tensions: How Europe’s eco policies increased reliance on Russian gas	positive	0.4751487
2022-01-24T16:42:20+00:00	India’s December crude oil imports at one-year peak	positive	0.9222219
2022-01-24T16:25:58+00:00	Study shows urban Britain’s potential as a ‘grow your own’ nation	positive	0.8952786
2022-01-24T15:24:13+00:00	Shanghai Fosun Pharmaceutical : CONNECTED TRANSACTION REGARDING THE TARGET FUND LPA AND CONTINUING CONNECTED TRANSACTION REGARDING THE TARGET FUND MANAGEMENT AGREEMENT AND FURTHER INFORMATION ON CONNECTED TRANSACTION REGARDING THE DALIAN FUND LPA	neutral	0.9383609
2022-01-24T14:34:31+00:00	Shimao : Discloseable Transaction – Disposal of 26.67% Interest in JV Company	neutral	0.9248508
2022-01-24T14:24:11+00:00	Xinhua Winshare Publishing and Media : List Of Directors And Their Role And Function	neutral	0.9258881
2022-01-24T14:24:11+00:00	Xinhua Winshare Publishing and Media : Change Of Company Secretary And Authorised Representatives And Waiver From Strict Compliance With Rules 3.28 And 8.17 Of The Listing Rules Resignation	neutral	0.8862510
2022-01-24T14:24:11+00:00	Xinhua Winshare Publishing and Media : Poll Results Of The Extraordinary General Meeting Held On 24 January 2022	neutral	0.9158134
2022-01-24T11:24:44+00:00	California Public Employees Retirement System Reduces Stock Position in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9340047
2022-01-25T23:35:18+00:00	Here’s how Texans can get free at-home COVID-19 tests and N95 masks from the federal government	positive	0.5975342
2022-01-25T21:05:46+00:00	Couldn’t get a Jio SIM for your Samsung Z2? Here’s how you can!	neutral	0.8956314
2022-01-25T21:05:46+00:00	Video: Samsung Z2 Unboxing	neutral	0.7540745
2022-01-25T20:14:55+00:00	$1.2 billion Royal Beach development will bring thousands of new homes to Colwood	positive	0.6443462
2022-01-25T16:24:47+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Sold by Advisory Research Inc.	neutral	0.9434546
2022-01-25T15:25:31+00:00	Reliance Jio To Launch Budget JioPhone 5G Later This Year, Leaks Reveal	neutral	0.7286427
2022-01-25T15:21:02+00:00	ETQ Announces General Availability of a New Advanced Lab Investigation Application; New Version of Reliance NXG to More Easily Identify, Resolve and Analyze Quality Issues	neutral	0.7770666
2022-01-25T14:32:07+00:00	Future Retail in SC to avert defaulter tag; independent directors reject Amazon brought offer	negative	0.9544706
2022-01-25T14:23:04+00:00	Iran’s cost-of-living squeeze belies push for economic self-reliance	neutral	0.5122007
2022-01-25T13:07:26+00:00	Lai Sun Garment International : GRANT OF SHARE OPTIONS	neutral	0.9142895
2022-01-26T18:16:04+00:00	Coast Guard intercepts 191 Haitians near Bahamas	neutral	0.7665648
2022-01-26T15:20:54+00:00	Baby whale genetic testing may help save species, study says	positive	0.8229300
2022-01-26T15:07:16+00:00	EU needs to tackle Russia energy dependence	neutral	0.6399168
2022-01-26T14:19:38+00:00	Baby whale genetic testing may help save species, study says	positive	0.7877679
2022-01-26T13:26:23+00:00	First Tractor : ANNOUNCEMENT ON ESTIMATED INCREASE IN ANNUAL RESULTS FOR THE YEAR 2021 (in PDF)	neutral	0.8867668
2022-01-26T13:16:13+00:00	Lakeland Bancorp : Investor Presentation - 4th Quarter 2021	neutral	0.9353942
2022-01-26T12:57:29+00:00	Baby whale genetic testing may help save species, study says	positive	0.6648452
2022-01-26T12:00:03+00:00	How Capable Is The Iraqi Air Force?	positive	0.9421512
2022-01-26T09:26:16+00:00	Cyprus competitiveness hindered by weaknesses in several sectors	negative	0.9640520
2022-01-26T09:16:10+00:00	Agricultural Bank of China : ANNOUNCEMENT ON THE RESOLUTIONS OF THE BOARD OF DIRECTORS2022-01-26	neutral	0.9166974
2022-01-27T16:38:41+00:00	First Reliance Bancshares (OTCBB:FSRL) Posts Quarterly Earnings Results, Meets Expectations	positive	0.8824909
2022-01-27T16:36:17+00:00	India’s Reliance in talks to raise $1.6 bln for media JV as Viacom seeks lower stake -sources	positive	0.5405708
2022-01-27T15:36:19+00:00	Public Accounts Committee ‘not satisfied’ with reliance on hotels for direct provision	neutral	0.8957655
2022-01-27T14:09:21+00:00	Emperor International : US$250,000,000 4.5% Notes Due September 2023 - Purchase and Cancellation of Part of the Notes	neutral	0.8589826
2022-01-27T11:49:16+00:00	Silk Road Logistics : Announcements and Notices - CONNECTED TRANSACTION - LOAN AGREEMENT	neutral	0.8991175
2022-01-27T09:09:15+00:00	Greatwalle : Announcements and Notices -	neutral	0.8895441
2022-01-27T07:34:46+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Expected to Post Quarterly Sales of $3.87 Billion	neutral	0.6771138
2022-01-27T07:34:41+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Expected to Post Quarterly Sales of $3.87 Billion	neutral	0.6771138
2022-01-27T07:08:06+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Expected to Post Quarterly Sales of $3.87 Billion	neutral	0.6771138
2022-01-27T07:08:06+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Expected to Post Quarterly Sales of $3.87 Billion	neutral	0.6771138
2022-01-28T20:00:02+00:00	Treasury Considers Alternatives to ID.me Verification Citing Privacy Concerns, Bloomberg News Reports	neutral	0.6490523
2022-01-28T16:08:51+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Stock Holdings Lifted by Lodge Hill Capital LLC	neutral	0.5550759
2022-01-28T15:08:48+00:00	Reliance Steel & Aluminum (NYSE:RS) Upgraded to Market Perform by Wolfe Research	positive	0.9480722
2022-01-28T15:03:09+00:00	Shimao : Discloseable Transaction - Disposal of Hotel Property	neutral	0.9146087
2022-01-28T14:34:44+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Sold by Oppenheimer Asset Management Inc.	neutral	0.9426784
2022-01-28T14:33:09+00:00	VOLUNTARY ANNOUNCEMENT: ACQUISITIONS OF EQUITY INTERESTS IN FIVE TARGET COMPANIES	neutral	0.9195366
2022-01-28T12:22:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Acquired by Mitsubishi UFJ Trust & Banking Corp	neutral	0.9161859
2022-01-28T11:43:39+00:00	Maanshan Iron & Steel : ANNOUNCEMENT ON ESTIMATED GROWTH IN PROFIT IN ANNUAL RESULTS OF 2021	neutral	0.9009740
2022-01-28T08:22:17+00:00	Adani Wilmar IPO - A Fortune Of Edible Oil: Reliance Securities	neutral	0.9457279
2022-01-28T06:46:12+00:00	Reliance Communications : Corporate Insolvency Resolution Process	neutral	0.9323025
2022-01-29T18:06:55+00:00	South Africa hails new COVID jab plant in fight for self-reliance	positive	0.7184666
2022-01-29T16:54:52+00:00	Short Interest in Reliance Worldwide Co. Limited (OTCMKTS:RLLWF) Increases By 138.8%	positive	0.9427049
2022-01-29T15:56:49+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Sold by Empirical Finance LLC	negative	0.9222962
2022-01-29T14:54:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Sold by Vident Investment Advisory LLC	neutral	0.9161948
2022-01-29T11:21:02+00:00	China Minsheng Banking : ANNOUNCEMENT ON THE CHANGES OF REGISTRATION INFORMATION OF BUSINESS LICENSE	neutral	0.9142410
2022-01-29T04:12:45+00:00	Austin’s ton lands Reliance Scheme Shivanandan Madholall Memorial trophy	positive	0.8333245
2022-01-30T19:11:14+00:00	Beyer urges Biden to reduce U.S. reliance on nuclear weapons	positive	0.7300218
2022-01-30T14:32:41+00:00	Brandywine Global Investment Management LLC Reduces Holdings in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9658955
2022-01-30T13:56:44+00:00	Brandywine Global Investment Management LLC Cuts Position in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9151330
2022-01-30T13:56:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Sold by Brandywine Global Investment Management LLC	neutral	0.9253500
2022-01-30T11:44:47+00:00	Assetmark Inc. Has $2.02 Million Position in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9445513
2022-01-30T09:30:39+00:00	Nine of top 10 most valued cos lose Rs 3 lakh cr in m-cap; RIL top drag	negative	0.9673503
2022-01-30T04:16:15+00:00	Central Essequibo Cricket Committee Invitational 10-10 bowls off today	neutral	0.6506030
2022-01-30T03:31:16+00:00	Ambani’s $75 Billion Plan Aims to Make India a Hydrogen Hub	neutral	0.6657342
2022-01-31T17:02:16+00:00	Amazon-Future case: SC to pronounce verdict on pleas of Future group firms	negative	0.9373227
2022-01-31T16:50:58+00:00	Powdered milk production to discourage reliance on imports: Fakhar Imam	neutral	0.5254086
2022-01-31T15:08:15+00:00	Reliance Brands, Rahul Mishra Form Joint Venture to Boost RTW	positive	0.8896452
2022-01-31T14:00:37+00:00	RELIANCE BRANDS LIMITED AND RAHUL MISHRA: A GAME CHANGING PARTNERSHIP	positive	0.6837848
2022-01-31T13:35:39+00:00	Reliance Brands, designer Rahul Mishra finalise Ready to Wear joint venture	neutral	0.9320679
2022-01-31T12:44:55+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Sold by Epoch Investment Partners Inc.	neutral	0.9446231
2022-01-31T12:30:16+00:00	Nato chief flags European energy security concerns	neutral	0.5414530
2022-01-31T11:40:20+00:00	Reliance Brands Limited And Rahul Mishra: A Game Changing Partnership	neutral	0.5320867
2022-01-31T11:27:27+00:00	Brexit Britain’s bumper lithium stores could ‘replace oil’ and CUT reliance on Russia	positive	0.6004658
2022-01-31T11:05:01+00:00	Reliance, IT stocks lift Indian shares ahead of federal budget	positive	0.9402503
2022-02-01T23:18:13+00:00	Replacing Animal Agriculture And Shifting To Plant-Based Diet Could Drastically Curb Greenhouse Gas Emissions	neutral	0.8578200
2022-02-01T22:01:02+00:00	Electric Last Mile Solutions Announces Leadership Transition and Financial Update	neutral	0.8958317
2022-02-01T19:00:02+00:00	Phasing out animal agriculture could potentially stabilize greenhouse gas levels for decades, according to new model	neutral	0.6985008
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T16:56:53+00:00	EU ropes in pension funds to boost post-Brexit clearing capacity	positive	0.8000875
2022-02-01T16:47:59+00:00	EU ropes in pension funds to boost post-Brexit clearing capacity	positive	0.5076385
2022-02-03T22:10:10+00:00	Gary Trades on Leading and Leaving the Ladder Down With Day Trading	neutral	0.8303995
2022-02-03T19:30:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Given Consensus Rating of “Buy” by Analysts	neutral	0.8974490
2022-02-03T19:03:08+00:00	No need for another IMF package with 5-6% GDP growth: Tarin	neutral	0.5951613
2022-02-03T15:11:53+00:00	PLI scheme for solar to help Reliance, Tata, Adani, 16 others to take India closer to 2030 renewable goal	positive	0.8801908
2022-02-03T13:37:15+00:00	Future-Reliance Deal: Supreme Court Reserves Order On NCLT Process	neutral	0.8950427
2022-02-03T12:56:41+00:00	NFJ Investment Group LLC Buys 73,256 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9164178
2022-02-03T10:00:43+00:00	Japan must quadruple foreign workers by 2040 to meet growth target – report	positive	0.5644180
2022-02-03T09:21:32+00:00	Lenders to India’s Future Retail call for its assets to be put up for auction	negative	0.7107820
2022-02-03T09:18:19+00:00	Lenders to India’s Future Retail call for its assets to be put up for auction	negative	0.6736425
2022-02-03T06:47:59+00:00	Siemens Gamesa confirms gloomy profit outlook and Q1 loss	negative	0.9428486
2022-02-04T21:16:40+00:00	Reliance Global : Delisting/Failure to Satisfy Listing Rule/Transfer of Listing - Form 8-K	neutral	0.8451878
2022-02-04T16:56:34+00:00	Redbox Entertainment, Bit Digital leads financial gainers; Reliance Global, SilverBox Engaged Merger among major losers	positive	0.7662839
2022-02-04T14:56:18+00:00	Narayana Hrudayalaya : Investor Presentation - Q3, FY2022	neutral	0.9457789
2022-02-04T14:53:23+00:00	Reliance Buys Stake In Silicon Valley Startup Two Platforms	neutral	0.9223406
2022-02-04T13:59:03+00:00	Rahul Gandhi Says Rise of Imports From China to Blame for India’s Worsening Unemployment	positive	0.8835945
2022-02-04T12:46:12+00:00	MANUFACTURING OF DEFENCE EQUIPMENT	neutral	0.8795145
2022-02-04T12:45:38+00:00	Airtel, Vi, Jio, MTNL given permission to conduct 5G trials: Govt	neutral	0.5518496
2022-02-04T11:48:41+00:00	Macquarie Group Ltd. Trims Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9355111
2022-02-04T11:25:36+00:00	Reliance Capital Q3 net loss narrows to Rs 1,759 cr	negative	0.9757270
2022-02-04T11:11:17+00:00	Reliance Capital posts net loss of Rs 1,759 crore in Q3	negative	0.9629565
2022-02-05T16:59:27+00:00	IPL 2022 Auction LIVE Streaming: How to watch Mega Auction LIVE Streaming In your country, India	neutral	0.8655584
2022-02-05T12:36:17+00:00	Budget 2022: Pivot areas with a sight to propel India's growth	positive	0.8496477
2022-02-05T11:19:17+00:00	Reliance Jio faces service outage in Mumbai	negative	0.9621946
2022-02-05T11:07:02+00:00	Reliance Jio faces service outage in Mumbai since Saturday morning	negative	0.9708636
2022-02-05T09:36:00+00:00	Germany must cut reliance on Russian gas, minister says	negative	0.9671091
2022-02-05T08:16:11+00:00	Several Reliance Jio users in Mumbai unable to make calls, internet services disrupted	negative	0.9621872
2022-02-05T06:33:46+00:00	IndiGo Q3 Review - Rising Yield To Aid Turnaround Story: Reliance Securities	positive	0.8063313
2022-02-06T23:23:54+00:00	Solid Polybutadiene Market Huge Growth Opportunities and Trends to 2026 \| ARALNXEO,UBE Industries Ltd,JSR Corporation,Kumho Petrochemical Co. Ltd,Reliance Industries Ltd.,SABIC	neutral	0.8789018
2022-02-06T15:28:01+00:00	Reliance Industries : NCLT Convened Meeting(s) Announcement - Reliance - Gasification Scheme	neutral	0.9234875
2022-02-06T14:14:59+00:00	Micro Venture Capital (VC) Funds Market : MatchStick Ventures, Reach Capital, Fifty Years Industries, LLC, Backstage Capital, Ocean Azul Partners, Reliance Capital Limited, Purpose Captial Impact Fund, Concrete Ventures LLC.	neutral	0.9006069
2022-02-06T11:54:19+00:00	Sintex Industries insolvency in final stages, company receives revised bids	neutral	0.5756739
2022-02-06T11:28:42+00:00	The Manufacturers Life Insurance Company Acquires 3,352 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9295580
2022-02-06T09:47:40+00:00	Diagnostics industry seeks correction of inverted duty structure to facilitate import substitution and self-reliance	neutral	0.8827173
2022-02-06T08:10:35+00:00	Eight of top-10 most valued firms added over Rs 1.51 lakh cr to m-cap	negative	0.9403568
2022-02-07T20:17:01+00:00	Running out of gas: Could Russia cause a European energy crisis?	negative	0.9655216
2022-02-07T15:30:39+00:00	Reliance Communications : PARTNER COMMUNICATIONS TO RELEASE FOURTH QUARTER AND ANNUAL RESULTS FOR 2021 ON FEBRUARY 28, 2022	neutral	0.9191173
2022-02-07T14:46:05+00:00	Exclusive-U.S. weighs Chevron request to take Venezuela oil for debt payments -sources	neutral	0.8836051
2022-02-07T14:20:09+00:00	European Reliance General Insurance S A : ANNOUNCEMENT ABOUT COMMENTS ON PRESS	neutral	0.9367577
2022-02-07T13:46:41+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Purchased by Dimensional Fund Advisors LP	neutral	0.8911914
2022-02-07T11:24:49+00:00	75,342 Shares in Reliance Steel & Aluminum Co. (NYSE:RS) Bought by Natixis	neutral	0.8824834
2022-02-07T11:24:43+00:00	Natixis Makes New Investment in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9030048
2022-02-07T11:16:13+00:00	Jio offers two days of free calls and data to users, check if you are eligible	negative	0.7383495
2022-02-07T10:18:03+00:00	Zoomlion Heavy Industry Science and Technology : ANNOUNCEMENT IN RELATION TO THE ACQUISITION OF 29.99% EQUITY INTEREST IN SHENZHEN ROADROVER TECHNOLOGY CO., LTD.	neutral	0.9405144
2022-02-07T10:00:51+00:00	Credit Suisse AG Grows Position in Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9403097
2022-02-08T15:25:36+00:00	SC rejects Amazon’s request to file fresh written submission	neutral	0.7303119
2022-02-08T15:17:23+00:00	EU proposes €43bn Chips Act to tackle semiconductor shortage	positive	0.8399452
2022-02-08T13:21:04+00:00	Dominica’s CBI Programme is Making Fossil Fuels a Thing of the Past	neutral	0.6868442
2022-02-08T13:19:48+00:00	IPL 2022 Auction LIVE on Mobile, Check How to watch Mega Auction Live Streaming for free in your Laptop and Mobile for free	neutral	0.8684617
2022-02-08T11:39:38+00:00	Innovative chip factories may get 100% aid for funding gap, EU’s Vestager says	positive	0.8754602
2022-02-08T11:19:00+00:00	Innovative chip factories may get 100% state aid, EU’s Vestager says	positive	0.8339401
2022-02-08T11:09:04+00:00	Indian shares snap 3-day losing streak on Reliance, metals boost	positive	0.8718957
2022-02-08T10:54:50+00:00	Hsbc Holdings PLC Sells 3,322 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.8847792
2022-02-08T10:10:41+00:00	Hsbc Holdings PLC Sells 3,322 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.8388801
2022-02-08T10:10:41+00:00	Hsbc Holdings PLC Decreases Stock Position in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9659619
2022-02-09T12:06:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Purchased by HighTower Advisors LLC	positive	0.9284732
2022-02-09T11:55:06+00:00	Circular Chimney Caps Market 2022-2030, By Top Key Company Profiles – Chimney King, Reliance Mfg., Fireplace Essentials, Stromberg, Chimney Cap Design, GLL	neutral	0.8705328
2022-02-09T11:50:31+00:00	Forget Shark Tank India, Here’s How Much Mukesh Ambani Has Invested In Indian Startups	neutral	0.9287278
2022-02-09T11:19:31+00:00	ZTO Express Cayman : Announcement — Date of Board Meeting - Form 6-K	neutral	0.9172129
2022-02-09T08:39:18+00:00	China Environmental Resources : DATE OF BOARD MEETING	neutral	0.9009678
2022-02-09T08:29:21+00:00	Reliance Communications : RELEASE FOURTH QUARTER AND ANNUAL RESULTS FOR 2021 ON FEBRUARY 28, 2022	neutral	0.9067180
2022-02-09T07:00:42+00:00	Reliance Global Group (NASDAQ:RELI) Trading Down 1.5%	negative	0.9756201
2022-02-09T07:00:41+00:00	Reliance Global Group (NASDAQ:RELI) Shares Down 1.5%	negative	0.9754947
2022-02-09T06:45:54+00:00	FRL-Reliance merger: SC notice to Future group on plea of Amazon	negative	0.8090582
2022-02-09T06:32:20+00:00	FRL-Reliance merger: Supreme Court notice to Future group on plea of Amazon	neutral	0.7941569
2022-02-10T21:39:31+00:00	A Look At The Explosion In The Popularity Of Digital Casinos	neutral	0.9237325
2022-02-10T21:39:00+00:00	Congress Must Pass Defense Spending Bill Quickly, Air Force Association Tells Hill Leaders	neutral	0.8030747
2022-02-10T18:46:33+00:00	UW researchers employ virtual reality technology to reimagine scientific exploration	neutral	0.9136832
2022-02-10T15:15:39+00:00	IPL Mega Auction 2022: Virat Kohli’s Royal Challengers Bangalore to go all out for Harshal Patel, Devdutt Padikkal, and an AB de Villiers clone	negative	0.9388433
2022-02-10T13:57:06+00:00	Reliance Jewels celebrates the season of love with special Valentine collection ‘Floreo’	positive	0.6300266
2022-02-10T12:53:43+00:00	409 AEG Airmen train Nigerien Armed Forces [Image 1 of 5]	positive	0.5821045
2022-02-10T12:15:37+00:00	EU announces plan to reduce reliance on China for microchips	positive	0.7647543
2022-02-10T11:51:16+00:00	Defence Budget 2022: Gearing up India’s domestic military-industrial complex	positive	0.9448556
2022-02-10T11:38:50+00:00	Ensign Peak Advisors Inc Reduces Stock Holdings in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.7021736
2022-02-10T11:01:07+00:00	Pacific Basin Shipping : Positive Profit Alert	neutral	0.8886210
2022-02-11T22:05:38+00:00	Allianz launches $235 million bid for Greece’s European Reliance	neutral	0.7499394
2022-02-11T22:04:33+00:00	Allianz launches $235 million bid for Greece’s European Reliance	neutral	0.5843374
2022-02-11T20:49:10+00:00	Allianz : announces share purchase agreements to acquire 72 percent of European Reliance; Launch of a voluntary tender offer for the European Reliance shares outstanding (English only)	positive	0.9127130
2022-02-11T20:49:07+00:00	Allianz : announces share purchase agreements to acquire 72 percent of European Reliance; Launch of a voluntary tender offer for European Reliance shares outstanding	neutral	0.6736712
2022-02-11T19:49:20+00:00	European Reliance General Insurance S A : ANNOUNCEMENT FOR IMPORTANT EVENTS	neutral	0.9395397
2022-02-11T19:49:20+00:00	European Reliance General Insurance S A : Announcement 805/2022 (no English translation available)	neutral	0.9483758
2022-02-11T18:38:13+00:00	Reliance Industries : Presentation for Equity Shareholders and Creditors in relation to the Scheme of Arrangement between Reliance Industries Limited & its shareholders and creditors and Reliance Syngas Limited & its shareholders and creditors	neutral	0.8523414
2022-02-11T15:35:38+00:00	Delhi HC to hear Amazon-Future cases over deal with Reliance on Feb 24	neutral	0.6716963
2022-02-11T12:24:28+00:00	First Aid Kit Packaging Market Analysts Predict Healthy Growth during 2022 – 2028 \| Crownhill Packaging, A2B Plastics Ltd., The Durham Manufacturing Company, Reliance Medical, GAGGIONE S.A.S., Fieldtex Products Inc., SYSPAL Ltd	neutral	0.8637197
2022-02-11T12:16:25+00:00	M&M Q3 Review - Near-Term Challenges; Better Traction Ahead: Reliance Securities	positive	0.9448776
2022-02-12T21:10:33+00:00	California Voice: Online gambling measure would hurt Indian tribes	positive	0.5730277
2022-02-12T15:11:57+00:00	India’s Reliance plans to turn syngas into blue hydrogen	neutral	0.4970485
2022-02-12T13:05:33+00:00	Reliance Infrastructure December quarter loss at Rs 107 crore	negative	0.9670741
2022-02-12T13:00:48+00:00	Voya Investment Management LLC Cuts Stock Holdings in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9700021
2022-02-12T12:12:43+00:00	17,212 Shares in Reliance Steel & Aluminum Co. (NYSE:RS) Bought by Zacks Investment Management	neutral	0.9192257
2022-02-12T11:05:41+00:00	Reliance Industries targets to become world's top blue hydrogen maker	neutral	0.8942056
2022-02-12T09:30:56+00:00	Reliance aims to be world’s largest blue hydrogen maker	neutral	0.9324523
2022-02-12T09:08:46+00:00	India’s Reliance plans to turn syngas into blue hydrogen	neutral	0.7612016
2022-02-12T08:56:43+00:00	India’s Reliance plans to turn syngas into blue hydrogen	neutral	0.7901378
2022-02-12T08:31:06+00:00	Pig culls and fertiliser shortages mean higher prices for British shoppers	negative	0.9630805
2022-02-13T23:16:00+00:00	Declaring ‘Renaisance’ for French Nuclear Industry, French President Promises Up to 14 New Reactors by 2050	neutral	0.6261904
2022-02-13T22:17:00+00:00	Russia Could Hit U.S. Chip Industry, White House Warns	negative	0.9075667
2022-02-13T18:36:02+00:00	‘The way the Savior loved’ — new welfare and self-reliance facility dedicated in Tucson metro	neutral	0.9019971
2022-02-13T15:34:45+00:00	Man Group plc Has $37.19 Million Holdings in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9467348
2022-02-13T11:32:07+00:00	Shanghai Fosun Pharmaceutical : ADOPTION OF EQUITY INCENTIVE SCHEME BY A SUBSIDIARY (H SHARES)	neutral	0.9387639
2022-02-13T10:05:37+00:00	Nine of top-10 most valued firms lose over Rs 1 lakh cr in m-cap, TCS top loser	negative	0.5725174
2022-02-13T06:25:37+00:00	Nine of top-19 most valued firms lose over Rs 1 lakh cr in m-cap, TCS top loser	negative	0.5272928
2022-02-13T05:20:08+00:00	Reliance Infrastructure registers loss at Rs 107 cr in Oct-Dec quarter	negative	0.9055025
2022-02-14T21:30:44+00:00	$5.17 EPS Expected for Reliance Steel & Aluminum Co. (NYSE:RS) This Quarter	neutral	0.5621266
2022-02-14T19:53:10+00:00	J B Chemicals & Pharmaceuticals : Q3 FY22 Investor Presentation	neutral	0.9465033
2022-02-14T15:53:41+00:00	EFG International : Pain in Ukraine	negative	0.7795762
2022-02-14T13:50:09+00:00	Glance raises $200 mn from Jio; announces partnership with Reliance Retail	positive	0.8377534
2022-02-14T13:41:09+00:00	Jio Platforms invests $200 million in Google-backed Glance	positive	0.7043822
2022-02-14T13:33:07+00:00	Reliance Industries : Jio Platforms to Invest US$200 Million in Glance	negative	0.7260566
2022-02-14T13:25:34+00:00	Glance raises $200mn from Jio Platforms; partners with Reliance Retail	positive	0.8441820
2022-02-14T13:15:45+00:00	Reliance invests $200 million in InMobi’s Glance	neutral	0.9313170
2022-02-14T13:13:34+00:00	Reliance invests $200 million in InMobi’s Glance	neutral	0.8158841
2022-02-14T13:12:36+00:00	Reliance invests $200 mln in InMobi’s Glance	positive	0.6190965
2022-02-15T21:12:02+00:00	First Trust Dynamic Europe Equity Income Fund Issues Notice Regarding February 2022 Distribution	neutral	0.9250513
2022-02-15T21:11:01+00:00	First Trust Energy Infrastructure Fund Issues Notice Regarding February 2022 Distribution	neutral	0.9052618
2022-02-15T16:38:55+00:00	Reliance Global Group Inc (NASDAQ:RELI) Short Interest Update	negative	0.9708554
2022-02-15T14:17:56+00:00	End reliance on fossil fuels for public health, medical professionals say	negative	0.6977459
2022-02-15T13:51:47+00:00	After Glance, InMobi’s Roposo to enter business deal with Reliance Retail	positive	0.8704445
2022-02-15T12:07:30+00:00	Shoucheng : VOLUNTARY ANNOUNCEMENT - SHARE BUY-BACK PROGRAM	neutral	0.9136812
2022-02-15T12:07:30+00:00	Shoucheng : DECLARATION OF SPECIAL DIVIDEND AND CLOSURE OF REGISTER OF MEMBERS	neutral	0.7906951
2022-02-15T12:07:30+00:00	Shoucheng : APPOINTMENT OF VICE CHAIRMAN	neutral	0.9024565
2022-02-15T12:02:04+00:00	New Garmin Boat Switch offers premium digital switching features for more boaters than ever before	positive	0.7543796
2022-02-15T11:16:01+00:00	Worst drought in 30 years threatens Morocco’s harvest	negative	0.9421806

# Mô tả về dữ liệu
str(news)

## 'data.frame':    646 obs. of  4 variables:
##  $ published_at   : chr  "2021-10-21T14:40:39+00:00" "2021-10-21T13:52:13+00:00" "2021-10-21T12:45:52+00:00" "2021-10-21T12:40:35+00:00" ...
##  $ title          : chr  "Exclusive: Industrialist Nikhil Merchant leads race for acquiring Reliance Naval" "India’s Reliance gets shareholders’ nod to add Aramco chairman as director" "Rogers misses quarterly revenue estimates" "Exclusive: Tycoon Nikhil Merchant leads race for acquiring Reliance Naval" ...
##  $ sentiment      : chr  "neutral" "neutral" "negative" "neutral" ...
##  $ sentiment_score: num  0.711 0.8 0.973 0.619 0.93 ...

# Thống kê mô tả về biến thang điểm tình cảm trong dữ liệu về tin tức
summary(news$sentiment_score)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.3569  0.7598  0.8937  0.8313  0.9309  0.9757

Qua thống kê mô tả cho thấy, trong giai đoạn nghiên cứu, số điểm từ các từ/ cụm từ xuất hiện trong tin tức thu thập được, được tính ra dựa trên phương pháp đo lường tình cảm theo từ điển tâm lý Harvard. Số điểm thấp nhất ghi nhận được là 0.3569 điểm, số điểm cao nhất là 0.9757 điểm, trung bình số điểm ghi nhận được từ phương pháp trên là 0.8313 điểm.

Tần suất xuất hiện của điểm số cho thấy, đa số các bài viết thể hiện trạng thái đối với nội dung trong bài viết là tích cực, tiêu cực hay cả trung lập ở mức độ cao từ 0.8- 0.9 điểm. Một số ít bài viết thể hiện thái độ tích cực, tiêu cực hay trung lập thấp hơn rơi vào khoảng 0.4- 0.5 điểm.

Dữ liệu về giá cổ phiếu

Date: Ngày giao dịch.
Close: Giá đóng cửa của cổ phiếu.
Volume: Khối lượng giao dịch trong một phiên.

# Dữ liệu về chỉ số chứng khoán
library(kableExtra)
library(knitr)

x <- read.csv("C:/Users/MSII/Downloads/reliance_stock_history (1).csv ")
knitr::kable(x, format = "html") %>%
  kable_styling(full_width = TRUE) %>%
  scroll_box(width = "100%", height = "300px")

Date	Close	Volume
10/21/2021	2622.50	9612230
10/22/2021	2627.40	5086641
10/25/2021	2601.80	7934786
10/26/2021	2661.05	4498720
10/27/2021	2627.40	4565815
10/28/2021	2598.60	4562471
10/29/2021	2536.25	6568539
11/1/2021	2537.80	7144150
11/2/2021	2500.80	4874582
11/3/2021	2483.60	5530635
11/4/2021	2498.85	787160
11/8/2021	2501.95	9384733
11/9/2021	2521.70	7236552
11/10/2021	2549.90	4731328
11/11/2021	2554.55	4946305
12/3/2021	2408.25	8871172
12/6/2021	2362.60	4766974
12/7/2021	2381.85	5183409
12/8/2021	2418.10	4034341
12/9/2021	2456.45	6097126
12/10/2021	2458.95	3860176
12/13/2021	2411.45	5952396
12/14/2021	2380.15	5993389
12/15/2021	2373.20	4321697
12/16/2021	2403.90	4504519
12/17/2021	2340.45	9714489
12/23/2021	2365.25	4185594
12/24/2021	2372.80	3639616
12/27/2021	2370.25	1852732
12/28/2021	2398.40	2933055
12/29/2021	2402.50	7117041
12/30/2021	2359.10	13536180
12/31/2021	2368.15	4373768
1/19/2022	2521.60	4500486
1/20/2022	2477.45	7611477
1/21/2022	2477.85	6155759
1/24/2022	2377.90	10090314
1/25/2022	2373.25	11311456
1/27/2022	2338.10	9238200
1/28/2022	2335.85	6769154
1/31/2022	2386.60	5602820
2/1/2022	2378.70	6088821
2/3/2022	2352.75	4415710
2/4/2022	2331.30	5104761
2/7/2022	2317.10	4943289
2/8/2022	2356.05	5564589
2/9/2022	2383.50	5298451
2/10/2022	2381.05	5746696
2/11/2022	2376.40	7357863
2/14/2022	2338.55	4944759
2/15/2022	2417.95	5173323

# Mô tả về dữ liệu
str(x)

## 'data.frame':    51 obs. of  3 variables:
##  $ Date  : chr  "10/21/2021" "10/22/2021" "10/25/2021" "10/26/2021" ...
##  $ Close : num  2622 2627 2602 2661 2627 ...
##  $ Volume: int  9612230 5086641 7934786 4498720 4565815 4562471 6568539 7144150 4874582 5530635 ...

#Thống kê mô tả biến giá đóng cửa cổ phiếu X
summary(x$Close)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    2317    2372    2402    2439    2501    2661

Qua thống kê mô tả ta có thể thấy, trong giai đoạn nghiên cứu, giá đóng cửa thấp nhất từng xuất hiện của cổ phiếu X là 2317(USD), giá cao nhất là 2661(USD), trung bình giá cổ phiếu X là 2439(USD).

#Thống kê mô tả biến khối lượng giao dịch trong một phiên của cổ phiếu X
summary(x$Volume)

##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
##   787160  4533495  5298451  5967064  7130596 13536180

Qua thống kê mô tả ta có thể thấy, trong giai đoạn nghiên cứu, phiên giao dịch có khối lượng giao dịch thấp nhất đạt 787160 cổ phiếu, cao nhất có khối lượng 13536180 cổ phiếu, trung bình cổ phiếu có khối lương giao dịch là 5967064 cổ phiếu.

Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot.

PTĐT- ĐỀ TÀI

Võ Lam Vy

2023-06-21

PHÂN TÍCH YẾU TỐ TÁC ĐỘNG ĐẾN TÂM LÝ TIN TỨC VÀ GIÁ CỔ PHIẾU TRÊN THỊ TRƯỜNG CHỨNG KHOÁN

1.1 Vấn đề nghiên cứu

1.2 Dữ liệu nghiên cứu

1.2.1 Mô tả biến

1.2.2 Dữ liệu đầu vào