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date
date32
daily_news_full_text
listlengths
0
30
daily_tweets
listlengths
0
30
contextual_past_article
stringlengths
218
46.9k
gold_close_price
float64
1.18k
2.05k
oil_close_price
float64
-37.63
124
btc_price_history_60d
listlengths
0
60
btc_price_target_10d
listlengths
0
10
btc_hash_rate
float64
18.7M
721M
btc_difficulty
float64
2,603B
88,104B
btc_transactions
float64
125k
927k
btc_unique_addresses
float64
310k
1.02M
fear_and_greed_index
float64
0.05
0.95
cbbi_index
float64
0.02
0.98
llm_sentiment_class
stringclasses
4 values
btc_market_cap
float64
59.7B
1,417B
btc_total_supply
float64
16.8M
19.7M
btc_estimated_tx_volume_usd
float64
220M
25.1B
text_cointelegraph
stringlengths
2
93.6k
text_bitcoin_news
stringlengths
2
134k
text_reddit_posts
stringlengths
2
1.43M
2018-02-01
["Tax reform has had a major impact on the current earnings season, as just about every company stan(...TRUNCATED)
["Be judicious, buy your bitcoin at https://Bittylicious.com/refer/2465  £6,500.00 per BTC. (BPI +(...TRUNCATED)
"JPMorgan Chief Executive Jamie Dimon regrets calling bitcoin a ‘fraud’ but added that he still (...TRUNCATED)
1,344.300049
65.800003
[11323.2001953125,11657.2001953125,11916.7001953125,14291.5,17899.69921875,16569.400390625,15178.200(...TRUNCATED)
[8830.75,9174.91015625,8277.009765625,6955.27001953125,7754.0,7621.2998046875,8265.58984375,8736.980(...TRUNCATED)
20,703,947.913697
2,603,077,300,218
257,664
591,551
0.3
0.77
negative
197,280,335,037.5
16,832,075
2,614,260,637.5456
"[[15052, 'regulated-government-issued-cryptos-to-challenge-bitcoin-in-2018', 72760, 'Regulated, Gov(...TRUNCATED)
"[[106827, '2018-02-01 23:55:06', 'Senate of Nigeria Launches Probe of Bitcoin Trading in the Countr(...TRUNCATED)
"[['u/Beastly4k', 'OmiseGO primed for 2018! A breakdown of what we know.', 662, '2018-02-01 00:29', (...TRUNCATED)
2018-02-02
["E-commerce veteran and cloud-computing expert Amazon.com (NASDAQ: AMZN) reported earnings after th(...TRUNCATED)
["Bitcoin @ £6,109.31 | Ethereum @ £665.00 | Litecoin @ £92.08 | Buy it online with bank transfer(...TRUNCATED)
"Chipmakers Himax (NASDAQ: HIMX) and Qualcomm (NASDAQ: QCOM) took investors in completely different (...TRUNCATED)
1,333.699951
65.449997
[11657.2001953125,11916.7001953125,14291.5,17899.69921875,16569.400390625,15178.2001953125,15455.400(...TRUNCATED)
[9174.91015625,8277.009765625,6955.27001953125,7754.0,7621.2998046875,8265.58984375,8736.98046875,86(...TRUNCATED)
20,703,947.913697
2,603,077,300,218
257,664
591,551
0.15
0.76
negative
197,280,335,037.5
16,832,075
2,614,260,637.5456
no_data
no_data
no_data
2018-02-03
["National Oilwell Varco(NYSE: NOV)will report its fourth-quarter and full-year results early next w(...TRUNCATED)
["#ada Ada bull run has begun. Going to $2.00 or higher. Load up if you like money. One of the best (...TRUNCATED)
"By Tommy Wilkes and Hideyuki Sano LONDON/TOKYO (Reuters) - Bitcoin fell as much as 20 percent on We(...TRUNCATED)
1,333.699951
65.449997
[11916.7001953125,14291.5,17899.69921875,16569.400390625,15178.2001953125,15455.400390625,16936.8007(...TRUNCATED)
[8277.009765625,6955.27001953125,7754.0,7621.2998046875,8265.58984375,8736.98046875,8621.900390625,8(...TRUNCATED)
20,445,148.564776
2,603,077,300,218
194,891
436,197
0.4
0.75
negative
197,280,335,037.5
16,832,075
1,469,365,012.8785
"[[15088, 'cryptocurrency-markets-move-back-into-green-after-substantial-selloff', 199680, 'Cryptocu(...TRUNCATED)
"[[107636, '2018-02-03 23:30:30', 'Bitcoin.com’s This Week in Bitcoin Podcast is Mandatory Listeni(...TRUNCATED)
"[['u/01-23_45', 'A Theory of Tether', 42, '2018-02-03 00:14', 'https://www.reddit.com/r/Tether/comm(...TRUNCATED)
2018-02-04
["If you file for Social Security benefits at age 62, which is the first year you become eligible, y(...TRUNCATED)
["2018-02-04 00:46:52 Bitcoin price currently at $9195.73 http://coinmarketcap.com ","$840.00 USED (...TRUNCATED)
"We hear a lot about the importance of saving for retirement, and it looks like more Americans might(...TRUNCATED)
1,333.699951
65.449997
[14291.5,17899.69921875,16569.400390625,15178.2001953125,15455.400390625,16936.80078125,17415.400390(...TRUNCATED)
[6955.27001953125,7754.0,7621.2998046875,8265.58984375,8736.98046875,8621.900390625,8129.97021484375(...TRUNCATED)
20,445,148.564776
2,603,077,300,218
194,891
436,197
0.24
0.75
neutral
197,280,335,037.5
16,832,075
1,469,365,012.8785
no_data
no_data
no_data
2018-02-05
["Bitcoin Cash Falls Again The weekend failed to deliver for Bitcoin Cash holders, with Bitcoin Cash(...TRUNCATED)
["I have a close family member (naming who names) who is long ETH. Can see there are some use cases (...TRUNCATED)
"Stocks (^DJI,^GSPC,^IXIC) are clawing higher as Bitcoin defies gravity and breaks through $16,000. (...TRUNCATED)
1,333
64.150002
[17899.69921875,16569.400390625,15178.2001953125,15455.400390625,16936.80078125,17415.400390625,1640(...TRUNCATED)
[7754.0,7621.2998046875,8265.58984375,8736.98046875,8621.900390625,8129.97021484375,8926.5703125,859(...TRUNCATED)
23,938,939.775212
2,603,077,300,218
216,363
486,554
0.11
0.71
neutral
197,280,335,037.5
16,832,075
1,950,770,956.61802
"[[15118, 'traditional-markets-nosedive-following-bitcoins-own-slump-below-7k', 153107, 'Traditional(...TRUNCATED)
"[[108411, '2018-02-05 23:55:27', 'New York Wants a Piece of the Ever Growing Bitcoin Mining Pie', '(...TRUNCATED)
"[['u/Timelapze', 'First commercial of the superbowl: TD Ameritrade Bitcoin Futures', 648, '2018-02-(...TRUNCATED)
2018-02-06
["Bitcoin is in a bad place right now. The crypto-currency has fallen from a high of nearly $20,000 (...TRUNCATED)
["TBOT dedicates its services in the interests of the users.\nPl visit at: https://www.tbitbot.com (...TRUNCATED)
"Stocks suffered another volatile session on Wednesday as Janet Yellen wrapped up her final policy m(...TRUNCATED)
1,326.099976
63.389999
[16569.400390625,15178.2001953125,15455.400390625,16936.80078125,17415.400390625,16408.19921875,1656(...TRUNCATED)
[7621.2998046875,8265.58984375,8736.98046875,8621.900390625,8129.97021484375,8926.5703125,8598.30957(...TRUNCATED)
23,938,939.775212
2,603,077,300,218
216,363
486,554
0.08
0.69
neutral
197,280,335,037.5
16,832,075
1,950,770,956.61802
"[[15136, 'sec-and-cftc-hearing-more-legitimate-icos-or-if-there-was-no-bitcoin-there-would-be-no-bl(...TRUNCATED)
"[[109017, '2018-02-06 23:55:03', 'Dignitaries, Pundits, and Bigwigs Reveal Their 2018 Crypto-Predic(...TRUNCATED)
"[['u/PracticalOnions', 'Why do Butters keep comparing the DOW dip to what’s happening with BTC?',(...TRUNCATED)
2018-02-07
["The stock market’s wild swings are making Bitcoin’s price crashes look tame. As the Dow Jones in(...TRUNCATED)
["Feb 07, 2018 09:30:00 UTC | 7,959.20$ | 6,430.10€ | 5,705.90£ | #Bitcoin #btc pic.twitter.com/1(...TRUNCATED)
"Associated Press\n• Square customers can now use the Cash App to buy and sell bitcoin.\n• The f(...TRUNCATED)
1,311.599976
61.790001
[15178.2001953125,15455.400390625,16936.80078125,17415.400390625,16408.19921875,16564.0,17706.900390(...TRUNCATED)
[8265.58984375,8736.98046875,8621.900390625,8129.97021484375,8926.5703125,8598.3095703125,9494.62988(...TRUNCATED)
20,149,017.211907
2,874,674,234,415
213,719
489,403
0.36
0.67
positive
197,280,335,037.5
16,832,075
1,651,883,624.31755
no_data
no_data
no_data
2018-02-08
["McDonald's(NYSE: MCD)is reaping the benefits of its three years of turnaround efforts. The fast-fo(...TRUNCATED)
["Another prominent crypto analyst also suggested BTC ( Bitcoin ) is now Projected by Feb 20, 2018 t(...TRUNCATED)
"Last Thursday, Delta Air Lines (NYSE: DAL) reported strong fourth-quarter results , with adjusted e(...TRUNCATED)
1,316.900024
61.150002
[15455.400390625,16936.80078125,17415.400390625,16408.19921875,16564.0,17706.900390625,19497.4003906(...TRUNCATED)
[8736.98046875,8621.900390625,8129.97021484375,8926.5703125,8598.3095703125,9494.6298828125,10166.40(...TRUNCATED)
20,149,017.211907
2,874,674,234,415
213,719
489,403
0.3
0.69
positive
197,280,335,037.5
16,832,075
1,651,883,624.31755
"[[15167, 'sec-cftc-breathe-life-into-floundering-crypto-market', 39159, 'SEC, CFTC Breathe Life Int(...TRUNCATED)
"[[110521, '2018-02-08 22:33:38', 'Bitcoin Couture Makes Its Debut at New York Fashion Week', 'bitco(...TRUNCATED)
"[['u/everwhat1', 'Idea for Tezos', 28, '2018-02-08 00:28', 'https://www.reddit.com/r/tezos/comments(...TRUNCATED)
2018-02-09
["What happened Shares of Yelp Inc. (NYSE: YELP) fell 14% on Thursday after the local business-revie(...TRUNCATED)
["#Bitcoin Price 8239.00 USD via Chain","09 Şubat 2018 Saat 13:00:02, 1 Bitcon Kaç Lira Eder, 31.4(...TRUNCATED)
"JPMorgan Chief Executive Jamie Dimon regretscalling bitcoin a ‘fraud’but added that he still is(...TRUNCATED)
1,313.099976
59.200001
[16936.80078125,17415.400390625,16408.19921875,16564.0,17706.900390625,19497.400390625,19140.8007812(...TRUNCATED)
[8621.900390625,8129.97021484375,8926.5703125,8598.3095703125,9494.6298828125,10166.400390625,10233.(...TRUNCATED)
19,291,612.224166
2,874,674,234,415
177,860
462,087
0.44
0.71
no_data
141,631,409,587.5
16,854,862.5
1,627,521,235.26492
"[[15185, 'japanese-crypto-investors-to-pay-tax-of-up-to-55-percent-on-profits', 67164, 'Japanese Cr(...TRUNCATED)
"[[111066, '2018-02-09 22:00:41', 'Bitcoin’s Volatility Is a Feature, Not a Bug', 'bitcoins-volati(...TRUNCATED)
"[['u/redpill_truths', 'This sub is becoming an echo chamber filled with mass delusion', 35, '2018-0(...TRUNCATED)
2018-02-10
["This week was an awful one for stocks. After steadily rising for months, the market took a nasty t(...TRUNCATED)
["A cotação atual do Bitcoin é de R$29.001,00 subindo 0.35% na última hora! #cotacao #BTC","O va(...TRUNCATED)
"Last week, South Korea moved to further regulate Bitcoin and other cryptocurrencies with lawmakers (...TRUNCATED)
1,313.099976
59.200001
[17415.400390625,16408.19921875,16564.0,17706.900390625,19497.400390625,19140.80078125,19114.1992187(...TRUNCATED)
[8129.97021484375,8926.5703125,8598.3095703125,9494.6298828125,10166.400390625,10233.900390625,11112(...TRUNCATED)
19,291,612.224166
2,874,674,234,415
177,860
462,087
0.54
0.7
negative
141,631,409,587.5
16,854,862.5
1,627,521,235.26492
no_data
no_data
no_data
End of preview. Expand in Data Studio

Daily Bitcoin Multimodal & LLM-Augmented Financial Dataset

Dataset Description

This is a rich, time-series dataset designed for multimodal analysis and forecasting of the Bitcoin market. It aggregates a wide array of daily data from early 2015 to the end of 2022, with each row representing a single day.

The dataset combines several data dimensions:

  • Textual Data: Raw text from news articles, social media (tweets and Reddit), providing daily public discourse and sentiment.
  • Financial Market Data: Daily closing prices for Bitcoin, Gold, and Oil to capture macroeconomic context.
  • On-Chain Metrics: Fundamental indicators of the Bitcoin network's health, security, and usage, such as hash rate, transaction volume, and active addresses.
  • Social & AI-Generated Sentiment: High-level sentiment indicators like the Fear & Greed Index, complemented by sentiment and trading action classifications from a Large Language Model (LLM).

The dataset is structured with historical features (e.g., the last 60 days of prices) and a future prediction target (the next 10 days of prices), making it ideal for developing and testing sophisticated forecasting models.

Data Fields

The dataset includes the following columns:

Time & Identifier

  • date (date): The specific date for the data record in YYYY-MM-DD format. This is the primary key for the time series.

Textual Features

  • daily_news_full_text (list of strings): A collection of up to 30 raw, full-text news articles related to Bitcoin published on the given date.
  • daily_tweets (list of strings): A collection of up to 30 raw, full-text tweets mentioning Bitcoin posted on the given date.
  • contextual_past_article (string): The complete text of a single, randomly selected news article from the 60 days prior to the date, intended to provide historical context.
  • text_cointelegraph (string): Aggregated daily news text from Cointelegraph.
  • text_bitcoin_news (string): Aggregated daily news text from news.bitcoin.com.
  • text_reddit_posts (string): Aggregated daily posts from Bitcoin-related subreddits.

Financial & Commodity Features

  • gold_close_price (float): The closing price of Gold futures (GC=F) for the day.
  • oil_close_price (float): The closing price of WTI Crude Oil futures (CL=F) for the day.
  • btc_price_history_60d (list of floats): A list containing the daily closing prices of Bitcoin (BTC-USD) for the 60 days leading up to the date. This serves as the primary historical feature set for time-series models.
  • btc_price_target_10d (list of floats): A list containing the daily closing prices of Bitcoin (BTC-USD) for the 10 days following the date. This is the intended prediction target for forecasting models.

On-Chain & Network Metrics

  • btc_market_cap (float): The total market capitalization of Bitcoin in USD.
  • btc_total_supply (float): The total number of bitcoins in circulation.
  • btc_hash_rate (float): The estimated number of tera-hashes per second (TH/s) the Bitcoin network is performing. A key measure of network security.
  • btc_difficulty (float): A relative measure of how difficult it is to mine a new block. This adjusts to keep block production time stable.
  • btc_transactions (float): The total number of confirmed transactions on the given day. A measure of network activity.
  • btc_unique_addresses (float): The number of unique addresses that were active on the network that day, as either a sender or receiver.
  • btc_estimated_tx_volume_usd (float): The estimated value of on-chain transactions in USD.

Social & LLM-Generated Metrics

  • fear_and_greed_index (float): The numerical value (0-100) of the popular crypto Fear & Greed Index, where 0 is "Extreme Fear" and 100 is "Extreme Greed".
  • cbbi_index (float): The Colin Talks Crypto Bitcoin Bull Run Index, a metric to gauge Bitcoin's position in a macro cycle.
  • llm_sentiment_class (string): The overall daily sentiment (Positive, Negative, Neutral) as determined by an LLM, providing an AI-based sentiment score.

Data Curation

  • Data Sources: The dataset was created by aggregating data from multiple sources:
    • Prices & Commodities: Yahoo Finance (yfinance).
    • On-Chain, Social, LLM, and Additional Text: danilocorsi/LLMs-Sentiment-Augmented-Bitcoin-Dataset.
    • Primary News Source: edaschau/bitcoin_news.
    • Primary Tweet Source: A user-provided mbsa.csv file.
  • Missing Data: Gaps in daily numerical data (due to market closures, reporting lags, etc.) have been filled using a forward-fill (ffill) strategy to ensure continuity.
  • Raw Text: All text fields contain unprocessed data and have not been summarized. They may require cleaning, preprocessing, or embedding for use in models.
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