PyRank
blaylockbk

herbie-data

Download numerical weather prediction datasets (HRRR, RAP, GFS, IFS, etc.) from NOMADS, NODD partners (Amazon, Google, Microsoft), ECMWF open data, and the University of Utah Pando Archive System.
PyPI GitHub
More links
Download Stats Bug Tracker Changelog Documentation
Verified repo
Monthly downloads
125.0K
Weekly downloads
31.1K
GitHub stars *
792

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
2026.9.2
Requires Python
>=3.11
Licence
MIT License
Last Release
2 weeks ago
First Release
August 30, 2021
Total Releases
37
Python Versions
3 3.11 3.12 3.13 3.14
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
62
Adoption
70
Community
55
Provenance
100
How the maintenance status was determined
Last commit
22 days ago
Monthly downloads
124,985
• 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
124,985
Stars
792
Stars per 1k downloads
6.34
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
How download momentum is calculated
Week daily avg
4,443
Month daily avg
4,166
Momentum
+6.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=3.11
Cutting Edge
Minimum supported version is 3.14 or newer
• Modern
Minimum supported version is 3.11 to 3.13
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
MIT License
• 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
19 days ago
Total releases
37
Releases/year
7.2
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
36
Monthly downloads
124,985
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
85
 
Issue Burden
123.7
per 1k stars
Discussions
147.7
per 1k stars
Fork Ratio
24.8%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 3.4K
macOS 22
Windows 8

Python Versions

3.12
43.2% 1.5K
3.11
42.4% 1.4K
3.13
10.2% 343
3.14
2.4% 82
3.10
1.8% 59

Top Countries

1. US US
2.5K
2. CA CA
682
3. DE DE
111
4. NL NL
27
5. MX MX
16
6. DK DK
6
7. TW TW
6
8. GB GB
5
9. IN IN
4
10. BE BE
3

Weekly Downloads

GitHub Stars *

Dependencies

8
10 optional dependencies
  • cartopy>=0.25.0[extras]
    extra == "extras"
  • cartopy>=0.25.0[plot]
    extra == "plot"
  • matplotlib>=3.10.0[extras]
    extra == "extras"
  • matplotlib>=3.10.0[plot]
    extra == "plot"
  • metpy>=1.7.1[extras]
    extra == "extras"
  • metpy>=1.7.1[plot]
    extra == "plot"
  • metpy>=1.7.1[metpy]
    extra == "metpy"
  • pygrib>=2.1.8[pygrib]
    extra == "pygrib"
  • scikit-learn>=1.8.0[extras]
    extra == "extras"
  • scikit-learn>=1.8.0[scikit-learn]
    extra == "scikit-learn"

Used By

11
View all 11 dependents

Repository details

Forks
145
Issues
98
Last Commit
3 weeks ago
Contributors
36
Open PRs
9
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
GRIB2 HRRR atmosphere forecast meteorology weather xarray
Sources and methodology