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 $20,000 (...TRUNCATED)
| ["TBOT dedicates its services in the interests of the users.\nPl visit at: https://www.tbitbot.com (...TRUNCATED)
| "Stocks suffered another volatile session on Wednesday as Janet Yellen wrapped up her final policy m(...TRUNCATED)
| 1,326.099976
| 63.389999
| [16569.400390625,15178.2001953125,15455.400390625,16936.80078125,17415.400390625,16408.19921875,1656(...TRUNCATED)
| [7621.2998046875,8265.58984375,8736.98046875,8621.900390625,8129.97021484375,8926.5703125,8598.30957(...TRUNCATED)
| 23,938,939.775212
| 2,603,077,300,218
| 216,363
| 486,554
| 0.08
| 0.69
|
neutral
| 197,280,335,037.5
| 16,832,075
| 1,950,770,956.61802
| "[[15136, 'sec-and-cftc-hearing-more-legitimate-icos-or-if-there-was-no-bitcoin-there-would-be-no-bl(...TRUNCATED)
| "[[109017, '2018-02-06 23:55:03', 'Dignitaries, Pundits, and Bigwigs Reveal Their 2018 Crypto-Predic(...TRUNCATED)
| "[['u/PracticalOnions', 'Why do Butters keep comparing the DOW dip to what’s happening with BTC?',(...TRUNCATED)
|
2018-02-07
| ["The stock markets wild swings are making Bitcoins price crashes look tame. As the Dow Jones in(...TRUNCATED)
| ["Feb 07, 2018 09:30:00 UTC | 7,959.20$ | 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 givendate.daily_tweets(list of strings): A collection of up to 30 raw, full-text tweets mentioning Bitcoin posted on the givendate.contextual_past_article(string): The complete text of a single, randomly selected news article from the 60 days prior to thedate, 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 thedate. 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 thedate. 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.csvfile.
- Prices & Commodities: Yahoo Finance (
- 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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