Initial Release

README.md

@@ -1,3 +1,45 @@
----
-license: mit
----
+---
+license: mit
+task_categories:
+- text-classification
+- time-series-forecasting
+tags:
+- finance
+- stock-prediction
+- twitter
+- sentiment-analysis
+- time-series
+pretty_name: StockNet Dataset (Parquet Format)
+size_categories:
+- 10K<n<100K
+---
+
+# StockNet Dataset (Parquet Format)
+
+This is a Parquet conversion of the original [StockNet Dataset](https://github.com/yumoxu/stocknet-dataset) for stock movement prediction from tweets and historical stock prices.
+
+## Original Work
+
+**Paper**: [Stock Movement Prediction from Tweets and Historical Prices](http://aclweb.org/anthology/P18-1183)  
+**Authors**: Yumo Xu and Shay B. Cohen  
+**Published**: ACL 2018  
+**Original Repository**: https://github.com/yumoxu/stocknet-dataset  
+**License**: MIT
+
+## Citation
+
+If you use this dataset, please cite the original paper:
+
+```bibtex
+@inproceedings{xu-cohen-2018-stock,
+    title = "Stock Movement Prediction from Tweets and Historical Prices",
+    author = "Xu, Yumo and Cohen, Shay B.",
+    booktitle = "Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
+    month = jul,
+    year = "2018",
+    address = "Melbourne, Australia",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/P18-1183",
+    doi = "10.18653/v1/P18-1183",
+    pages = "1970--1980",
+}

dataset_info.json

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+{
+  "created_at": "2025-10-22T16:11:34.420582",
+  "created_by": "nomnomshark41",
+  "dataset_info": {
+    "name": "StockNet Dataset",
+    "description": "Stock movement prediction from tweets and historical prices",
+    "source": "https://github.com/yumoxu/stocknet-dataset",
+    "date_range": {
+      "start": "2012-09-05",
+      "end": "2017-09-01"
+    },
+    "stocks": {
+      "total": 88,
+      "found": 88,
+      "missing": 0,
+      "missing_list": []
+    },
+    "sectors": [
+      "Technology",
+      "Financial",
+      "Basic Matierials",
+      "Consumer Goods",
+      "Conglomerates",
+      "Industrial Goods",
+      "Services",
+      "Healthcare",
+      "Utilities"
+    ]
+  },
+  "statistics": {
+    "total_samples": 108501,
+    "avg_tweets_per_day": 0.0,
+    "positive_movement_ratio": 0.5182625044930461,
+    "sector_distribution": {
+      "Consumer Goods": 12570,
+      "Utilities": 12570,
+      "Financial": 12570,
+      "Technology": 12570,
+      "Industrial Goods": 12570,
+      "Basic Matierials": 12568,
+      "Healthcare": 12489,
+      "Services": 12057,
+      "Conglomerates": 8537
+    }
+  },
+  "schema": {
+    "features": [
+      "stock_symbol",
+      "company_name",
+      "sector",
+      "date",
+      "movement_percent",
+      "open",
+      "high",
+      "low",
+      "close",
+      "volume",
+      "num_tweets",
+      "tweets",
+      "label"
+    ],
+    "dtypes": {
+      "stock_symbol": "object",
+      "company_name": "object",
+      "sector": "object",
+      "date": "datetime64[ns]",
+      "movement_percent": "float64",
+      "open": "float64",
+      "high": "float64",
+      "low": "float64",
+      "close": "float64",
+      "volume": "float64",
+      "num_tweets": "int64",
+      "tweets": "object",
+      "label": "int64"
+    }
+  }
+}

stock_metadata.csv

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+Sector,Symbol,Company
+Basic Matierials,XOM,Exxon Mobil Corporation
+Basic Matierials,RDS-B,Royal Dutch Shell
+Basic Matierials,PTR,PetroChina Company Limited
+Basic Matierials,CVX,Chevron Corporation
+Basic Matierials,TOT,TOTAL S.A.
+Basic Matierials,BP,BP p.l.c.
+Basic Matierials,BHP,BHP Billiton Limited
+Basic Matierials,SNP,China Petroleum & Corporation
+Basic Matierials,SLB,Schlumberger Limited
+Basic Matierials,BBL,BHP Billiton plc
+Consumer Goods,AAPL,Apple Inc.
+Consumer Goods,PG,The Procter & Gamble
+Consumer Goods,BUD,Anheuser-Busch InBev SA/NV Company
+Consumer Goods,KO,The Coca-Cola Company
+Consumer Goods,PM,Philip Morris International
+Consumer Goods,TM,Toyota Motor Corporation
+Consumer Goods,PEP,Pepsico  Inc.
+Consumer Goods,UN,Unilever N.V.
+Consumer Goods,UL,Unilever PLC
+Consumer Goods,MO,Altria Group Inc.
+Healthcare,JNJ,Johnson & Johnson
+Healthcare,PFE,Pfizer Inc.
+Healthcare,NVS,Novartis AG
+Healthcare,UNH,UnitedHealth Group Incorporated 
+Healthcare,MRK,Merck & Co.
+Healthcare,AMGN,Amgen Inc.
+Healthcare,MDT,Medtronic plc
+Healthcare,ABBV,AbbVie Inc.
+Healthcare,SNY,Sanofi
+Healthcare,CELG,Celgene Corporation
+Services,AMZN,Amazon.com  Inc.
+Services,BABA,Alibaba Group Holding
+Services,WMT,Wal-Mart Stores Inc.
+Services,CMCSA,Comcast Corporation
+Services,HD,The Home Depot
+Services,DIS,The Walt Disney
+Services,MCD,McDonald's Corporation   
+Services,CHTR,Charter Communications Inc.
+Services,UPS,United Parcel Service Inc.
+Services,PCLN,The Priceline Group
+Utilities,NEE,NextEra Energy Inc. 
+Utilities,DUK,Duke Energy Corporation
+Utilities,D,Dominion Energy Inc.
+Utilities,SO,The Southern Company
+Utilities,NGG,National Grid plc
+Utilities,AEP,American Electric Power Inc.
+Utilities,PCG,PG&E Corporation
+Utilities,EXC,Exelon Corporation
+Utilities,SRE,Sempra Energy
+Utilities,PPL,PPL Corporation
+Conglomerates,IEP,Icahn Enterprises L.P. 
+Conglomerates,HRG,HRG Group  Inc.
+Conglomerates,CODI,Compass Diversified Holdings
+Conglomerates,REX,REX American Resources
+Conglomerates,SPLP,Steel Partners Holdings
+Conglomerates,PICO,PICO Holdings Inc.
+Conglomerates,AGFS,AgroFresh Solutions Inc.
+Conglomerates,GMRE,Global Medical REIT
+Financial,BCH,Banco de Chile
+Financial,BSAC,Banco Santander-Chile
+Financial,BRK-A,Berkshire Hathaway Inc.
+Financial,JPM,JPMorgan Chase & Co.
+Financial,WFC,Wells Fargo & Co.
+Financial,BAC,Bank of America
+Financial,V,Visa Inc.
+Financial,C,Citigroup Inc.
+Financial,HSBC,HSBC Holdings plc
+Financial,MA,Mastercard Incorporated 
+Industrial Goods,GE,General Electric Company 
+Industrial Goods,MMM,3M Company
+Industrial Goods,BA,The Boeing Company
+Industrial Goods,HON,Honeywell International Inc.
+Industrial Goods,UTX,United Technologies Corporation
+Industrial Goods,LMT,Lockheed Martin Corporation
+Industrial Goods,CAT,Caterpillar Inc.
+Industrial Goods,GD,General Dynamics Corporation
+Industrial Goods,DHR,Danaher Corporation
+Industrial Goods,ABB,ABB Ltd
+Technology,GOOG,Alphabet Inc.
+Technology,MSFT,Microsoft Corporation
+Technology,FB,Facebook Inc.
+Technology,T,AT&T Inc.
+Technology,CHL,China Mobile Limited
+Technology,ORCL,Oracle Corporation
+Technology,TSM,Taiwan Semiconductor Manufacturing Company Limited
+Technology,VZ,Verizon Communications Inc.
+Technology,INTC,Intel Corporation
+Technology,CSCO,Cisco Systems Inc.

train.parquet

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7c090172cd4d5bdbb58f358fb3fc3eb8cacfd1430dae2b2e48e71e9a1c9b8a93
+size 5114440