ustech-ticks / README.md
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---
license: cc-by-4.0
language:
- en
pretty_name: USTECH (Nasdaq 100) Tick Data 2021-2026
size_categories:
- 100M<n<1B
task_categories:
- time-series-forecasting
- tabular-regression
tags:
- finance
- indices
- nasdaq
- nasdaq100
- ustech
- tech-stocks
- tick-data
- high-frequency
- backtesting
configs:
- config_name: default
data_files:
- split: train
path: "year=*/month=*/*.parquet"
---
# USTECH (Nasdaq 100) Tick Data (May 2021 – May 2026)
Five years of tick-by-tick bid/ask quotes for the **Nasdaq 100 index CFD** (a.k.a. USTECH, US Tech 100) at millisecond resolution. Sourced from Dukascopy via Tickstory.
## Dataset details
| | |
|---|---|
| **Instrument** | USTECH (Nasdaq 100 Index CFD) |
| **Period** | 2021-05-25 → 2026-05-24 |
| **Granularity** | Tick (millisecond timestamps) |
| **Rows** | ~376 million |
| **Format** | Apache Parquet (Snappy) |
| **Partitioning** | Hive-style by `year`/`month` |
## Schema
| Column | Type | Description |
|---|---|---|
| `timestamp` | `timestamp[ms]` | UTC tick time, millisecond precision |
| `bid_price` | `float64` | Best bid price (index points) |
| `ask_price` | `float64` | Best ask price (index points) |
| `bid_volume` | `float64` | Bid-side volume |
| `ask_volume` | `float64` | Ask-side volume |
## Quick start
```python
from datasets import load_dataset
ds = load_dataset("CarlosSilva1/ustech-ticks", split="train", streaming=True)
for row in ds.take(5):
print(row)
```
Or with pandas:
```python
import pandas as pd
df = pd.read_parquet(
"https://huggingface.co/datasets/CarlosSilva1/ustech-ticks/resolve/main/"
"year=2024/month=03/USTECH-2024-03-part0001.parquet"
)
print(df.head())
```
## Typical use cases
- Backtesting intraday Nasdaq strategies
- Correlation analysis vs. S&P 500, gold, VIX
- Tech sector volatility regimes (FOMC, earnings, CPI)
- Pair trading USTECH vs US500 (tech beta plays)
- ML/time-series forecasting on high-frequency tech data
## Related datasets
- [CarlosSilva1/xauusd-ticks](https://huggingface.co/datasets/CarlosSilva1/xauusd-ticks) - Gold/USD
- [CarlosSilva1/us500-ticks](https://huggingface.co/datasets/CarlosSilva1/us500-ticks) - S&P 500
## License
[CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/). Provided as-is for research and educational purposes. Not investment advice.