PyPI Stats
terrylica

exness-data-preprocess

Professional forex tick data preprocessing with unified DuckDB storage, Phase7 OHLC schema, and sub-15ms query performance
PyPI GitHub
Downloads
Day
39
Week
100
Month
801
Stars
4
Forks
0
Issues
2
Version
2.1.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
55
Popularity
9
Adoption
29
Community
10
How the maintenance status was determined
Last commit
128 days ago
Monthly downloads
801
Active
Activity within 30 days
• Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
801
Stars
4
Stars per 1k downloads
4.99
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
• Unknown
Fewer than 1,000 monthly downloads, or no star data
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
14
Month daily avg
27
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
>=3.11
Cutting Edge
Minimum supported version is 3.12 or newer
• Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
MIT
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
128 days ago
Total releases
17
Releases/year
30.1
• Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
2
Monthly downloads
801
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
14
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. US US
6
2. CA CA
1

Dependencies

5
1 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
October 12, 2025
Last Release
4 months ago
Last Commit
4 months ago
Latest Version
2.1.0
Total Releases
17
Contributors
2
Open PRs
1
Archived
No
Python Versions
3 3.11 3.12 3.13
Wheels
py3
Keywords
backtesting clickhouse data-engineering efficient-storage eurusd exness financial-data forex forex-data lossless microstructure ohlc pandas preprocessing quantitative-finance queryable tick-data time-series
Topics
backtesting data-engineering duckdb eurusd financial-data forex microstructure ohlc pandas parquet pyarrow python quantitative-finance tick-data time-series zstd
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links