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Market data

Options & equity quotes.

Download compact, website-friendly samples drawn from the full January 3, 2023 Parquet datasets. The complete files remain in the research data archive.

01Options

S&P 500 option quotes

Minute-level bid and ask prices and sizes for S&P 500 option contracts observed on January 3, 2023.

Full rows
106,509,780
Full file
432.3 MB
Sample
5,000 rows · 30.3 KB
Format
Parquet · Zstandard

Fields

tickerminuteask_priceask_sizebid_pricebid_size
Download sample ↓
Full data sourceF:\option_price_efficieny_computed_data\sp_500_options\2023-01-03.parquet
02Equity

Second-by-second equity quotes

Second-level consolidated equity quote measures for January 3, 2023, including bid/ask prices, displayed quantities, timestamps, and quote counts.

Full rows
273,054,600
Full file
893.4 MB
Sample
5,000 rows · 20.4 KB
Format
Parquet · Zstandard

Fields

tickersecondsip_timestampP_bP_aQ_bQ_aN_quotes
Download sample ↓
Full data sourceR:\quotes_sec_by_sec_cudf\2023-01-03_quotes_sec_by_sec.parquet
Data preview · January 3, 2023

AAPL at market open.

Real observations from the source Parquet files. Scroll horizontally on a small screen.

AAPL options quotes

O:AAPL230106C00130000
Underlying
AAPL
Maturity
January 6, 2023
Type
Call option
Strike
$130.00

The symbol identifies an AAPL call option expiring January 6, 2023, with a $130 strike price.

MinuteBidBid sizeAskAsk sizeSpread
5702.3572.39140.04
5712.3032.3310.03
5722.3032.32230.02
5732.5582.5780.02
5742.4312.45200.02

AAPL equity quotes

AAPL
SecondBidBid sizeAskAsk sizeQuotes
34201130.31200130.34600404
34202130.45400130.48300167
34203130.59100130.65400451
34204130.641600130.70100477
34205130.58100130.62300204

Option minute 570 corresponds to 9:30 a.m.; equity second 34,201 is the first recorded second after 9:30 a.m.

Research computing

GPU-accelerated processing.

GPUNVIDIA RTX PRO 6000

Large-scale option and equity quote processing is performed on an NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, supporting accelerated transformation, filtering, and analysis of high-frequency market data.

Full files can be requested.

The two source files total more than 1.3 GB. Feel free to contact if you are interested.