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---
language:
- en
license: other
extra_gated_prompt: "To get access to this dataset, you must subscribe to Papers With Backtest. To subscribe, go to https://paperswithbacktest.com/ > Login > Choose Your Plan > Subscribe."
dataset_info:
features:
- name: symbol
dtype: string
- name: datetime
dtype: string
- name: surprise_probability
dtype: float64
- name: eps_surprise
dtype: float64
- name: actual_earning_result
dtype: float64
- name: estimated_earning
dtype: float64
- name: date_pub
dtype: string
- name: market_cap
dtype: float64
---
# Dataset Information
Weekly **Earnings Surprise** metrics for publicly traded companies, provided by **SOV.AI**.
Each row represents a ticker's earnings report snapshot with probabilities and magnitudes of EPS surprises.
- **Coverage**: ~4,330+ tickers, history back to **2016-12-30**
- **Update cadence**: Weekly (data typically lands late **Friday 23:00–00:00** local time to the provider)
- **Fields**:
- `surprise_probability`: Probability of an earnings surprise occurring
- `eps_surprise`: EPS surprise value (actual minus estimate)
- `actual_earning_result`: Actual reported EPS
- `estimated_earning`: Analyst consensus EPS estimate
- `date_pub`: Publication datetime of the earnings report
- `market_cap`: Market capitalization (USD)
## Data Source
Data provided by SOV.AI.