diff --git a/_data/contributors.yml b/_data/contributors.yml
index 03174de5..fa722aee 100644
--- a/_data/contributors.yml
+++ b/_data/contributors.yml
@@ -541,10 +541,13 @@
   board: false
   contributor_type:
     - leadership
+    - peer-review
+    - reviewer
   packages_eic:
   packages_editor:
   packages_submitted:
   packages_reviewed:
+    - swiftgalaxy
   location:
   email:
 - name: Ariane Sasso
@@ -828,6 +831,7 @@
     - cardsort
     - great tables
     - harmonize-wq
+    - pymultifit
     - sciform
     - xclim
   packages_submitted:
@@ -4369,6 +4373,7 @@
     - sunpy
     - zodipy
   packages_editor:
+    - blockingpy
     - quadratik
     - rdata
   packages_submitted:
@@ -4398,17 +4403,22 @@
   website: https://eliotwrobson.github.io/
   board: false
   contributor_type:
+    - editor
+    - eic
     - maintainer
     - peer-review
     - reviewer
     - submitting-author
     - web-contrib
   packages_eic:
+    - cheminformant
   packages_editor:
+    - cheminformant
   packages_submitted:
     - automata
     - cynetdiff
   packages_reviewed:
+    - blockingpy
     - pooltool
   location: Urbana, IL
   email: erobson2@illinois.edu
@@ -7287,6 +7297,7 @@
   packages_editor:
   packages_submitted:
     - martini
+    - swiftgalaxy
   packages_reviewed:
     - petrofit
   location:
@@ -9626,7 +9637,9 @@
     - web-contrib
   packages_eic:
   packages_editor:
+    - blockingpy
     - piva
+    - swiftgalaxy
   packages_submitted:
   packages_reviewed:
     - felupe
@@ -10406,8 +10419,11 @@
     - eic
     - peer-review
   packages_eic:
+    - blockingpy
     - greopy
     - piva
+    - pymultifit
+    - swiftgalaxy
   packages_editor:
   packages_submitted:
   packages_reviewed:
@@ -10499,6 +10515,7 @@
   packages_submitted:
   packages_reviewed:
     - greopy
+    - pymultifit
   location: Seattle
   email:
 - name: Jonas Eschle
@@ -10748,7 +10765,7 @@
   organization: Stanford, University
   date_added: '2025-09-27'
   deia_advisory: false
-  editorial_board:
+  editorial_board: false
   emeritus_editor: false
   advisory: false
   emeritus_advisory: false
@@ -10776,7 +10793,7 @@
   organization: CU Boulder
   date_added: '2025-09-27'
   deia_advisory: false
-  editorial_board:
+  editorial_board: false
   emeritus_editor: false
   advisory: false
   emeritus_advisory: false
@@ -10803,7 +10820,7 @@
   organization: Universidad EAFIT
   date_added: '2025-09-27'
   deia_advisory: false
-  editorial_board:
+  editorial_board: false
   emeritus_editor: false
   advisory: false
   emeritus_advisory: false
@@ -10833,7 +10850,7 @@
   organization: Graz University of Technology
   date_added: '2025-09-27'
   deia_advisory: false
-  editorial_board:
+  editorial_board: false
   emeritus_editor: false
   advisory: false
   emeritus_advisory: false
@@ -10854,3 +10871,239 @@
   packages_reviewed:
   location: Graz, Austria
   email:
+- name:
+  github_username: Michael-Howes
+  github_image_id: 50608711
+  title:
+  sort:
+  bio:
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board:
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - package-guide
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+  location:
+  email:
+- name: Nick Hodgskin
+  github_username: VeckoTheGecko
+  github_image_id: 36369090
+  title:
+  sort:
+  bio: Research Software Engineer at @UtrechtUniversity
+  organization: Utrecht University
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board:
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - web-contrib
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+  location: Utrecht, Netherlands
+  email:
+- name: Ang
+  github_username: HzaCode
+  github_image_id: 92981090
+  title:
+  sort:
+  bio: Medical Doctor · Open-Source Developer · Marathoner/Tri · CSCS
+      (Finalist) | 🌊 Starting a new research journey soon. | Run as fast as my
+      coding:)
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board:
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - maintainer
+    - peer-review
+    - submitting-author
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+    - cheminformant
+  packages_reviewed:
+  location:
+  email: ang@hezhiang.com
+- name: Blake A. Wilson
+  github_username: blakeaw
+  github_image_id: 20207940
+  title:
+  sort:
+  bio: Computational research science in physical chemistry, systems biology,
+      and nano-bioengineering.
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board:
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website: https://blakeaw.github.io/
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - swiftgalaxy
+  location: Texas, USA
+  email:
+- name: Kristina Gagalova
+  github_username: KristinaGagalova
+  github_image_id: 25466163
+  title:
+  sort:
+  bio: Life curious and traveller - 🙋🏻‍♀️ Nextflow Ambassador; Works on:🧬
+      Genome Science and Algorithms | 💻 Software Development | 👽 AI dev
+  organization: Research scientist
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board:
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website: https://kristinagagalova.github.io/
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - pymultifit
+  location:
+  email: kristina.gagalova@curtin.edu.au
+- name: Syed Ali Mohsin Bukhari
+  github_username: syedalimohsinbukhari
+  github_image_id: 68902636
+  title:
+  sort:
+  bio:
+  organization: Space and Astrophysics Research Lab
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board:
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - maintainer
+    - peer-review
+    - submitting-author
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+    - pymultifit
+  packages_reviewed:
+  location: Islamabad, Pakistan
+  email: syedali.b@outlook.com
+- name: Akrita
+  github_username: akritaag
+  github_image_id: 2558622
+  title:
+  sort:
+  bio:
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board:
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - peer-review
+    - reviewer
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+  packages_reviewed:
+    - blockingpy
+  location: Seattle, WA
+  email: akrita.ag@gmail.com
+- name: Tymoteusz Strojny
+  github_username: T-Strojny
+  github_image_id: 117780025
+  title:
+  sort:
+  bio: Master’s student in Data Processing and Analytics at Adam Mickiewicz
+      University in Poznań
+  organization:
+  date_added: '2025-10-17'
+  deia_advisory: false
+  editorial_board:
+  emeritus_editor: false
+  advisory: false
+  emeritus_advisory: false
+  twitter:
+  mastodon:
+  orcidid:
+  partners:
+  website:
+  board: false
+  contributor_type:
+    - maintainer
+    - peer-review
+    - submitting-author
+  packages_eic:
+  packages_editor:
+  packages_submitted:
+    - blockingpy
+  packages_reviewed:
+  location:
+  email:
diff --git a/_data/packages.yml b/_data/packages.yml
index d8440aec..f1133335 100644
--- a/_data/packages.yml
+++ b/_data/packages.yml
@@ -1,3 +1,204 @@
+- package_name: ChemInformant
+  package_description: A robust, high-throughput Python client for retrieving
+      chemical information from the PubChem API; it returns analysis-ready
+      Pandas/SQL outputs, handles caching, rate-limiting and retries, and
+      includes convenient CLI tools.
+  submitting_author:
+      name: Zhiang He
+      github_username: HzaCode
+  all_current_maintainers:
+    - name: Zhiang He
+      github_username: HzaCode
+  repository_link: https://github.com/HzaCode/ChemInformant
+  version_submitted: 2.4.0 (released 2025-07-30)
+  categories:
+    - data-retrieval
+    - data-extraction
+    - data-processing-munging
+    - data-validation-testing
+    - workflow-automation
+    - scientific-software-wrapper
+    - database-interoperability
+  editor:
+      name: Eliot Robson
+      github_username: eliotwrobson
+  eic:
+      name: Eliot Robson
+      github_username: eliotwrobson
+  reviewers:
+  archive: https://zenodo.org/doi/10.5281/zenodo.16623785
+  version_accepted: TBD
+  date_accepted: missing
+  created_at: 2025-07-31 17:50:42+00:00
+  updated_at: 2025-10-07 16:39:26+00:00
+  closed_at: 2025-10-01 15:35:48+00:00
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/254
+  joss: https://doi.org/10.21105/joss.08341
+  partners:
+  gh_meta:
+      name: ChemInformant
+      description: ⚗️ An all-in-one solution for chemical property retrieval
+          from PubChem.
+      created_at: '2024-01-21'
+      stargazers_count: 4
+      watchers_count: 2
+      open_issues_count: 0
+      forks_count: 1
+      documentation: https://hezhiang.com/cheminformant_real.html
+      contrib_count: 2
+      last_commit: '2025-10-15'
+  labels:
+    - 6/pyOS-approved
+    - joss-fast-track
+  active: true
+- package_name: swiftgalaxy
+  package_description: Load in particles of a simulated galaxy, rotate
+      coordinates, easy spherical/cylindrical coordinates, access integrated
+      properties, and more.
+  submitting_author:
+      name: Kyle Oman
+      github_username: kyleaoman
+  all_current_maintainers:
+    - name: Kyle Oman
+      github_username: kyleaoman
+  repository_link: https://github.com/SWIFTSIM/swiftgalaxy
+  version_submitted: 2.1.1
+  categories:
+    - data-extraction
+    - data-processing-munging
+  editor:
+      name: Carter Lee Rhea
+      github_username: crhea93
+  eic:
+      name: James J Balamuta
+      github_username: coatless
+  reviewers:
+    - name: Blake A. Wilson
+      github_username: blakeaw
+    - name: Chase Million
+      github_username: cmillion
+  archive:
+  version_accepted: TBD
+  date_accepted: missing
+  created_at: 2025-05-24 11:05:16+00:00
+  updated_at: 2025-10-17 17:10:52+00:00
+  closed_at:
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/244
+  joss:
+  partners:
+  gh_meta:
+      name: swiftgalaxy
+      description: Load in particles of a simulated galaxy, rotate
+          coordinates, easy spherical/cylindrical coordinates, access
+          integrated properties, and more.
+      created_at: '2022-05-03'
+      stargazers_count: 7
+      watchers_count: 4
+      open_issues_count: 3
+      forks_count: 2
+      documentation: https://swiftgalaxy.readthedocs.io/en/latest/index.html
+      contrib_count: 3
+      last_commit: '2025-10-17'
+  labels:
+    - 6/pyOS-approved
+  active: true
+- package_name: pymultifit
+  package_description: A python library for fitting data with multiple models.
+  submitting_author:
+      name: Syed Ali Mohsin Bukhari
+      github_username: syedalimohsinbukhari
+  all_current_maintainers:
+    - name: Syed Ali Mohsin Bukhari
+      github_username: syedalimohsinbukhari
+  repository_link: https://github.com/syedalimohsinbukhari/pyMultiFit
+  version_submitted: ~v1.0.3~
+      [v1.0.6](https://github.com/syedalimohsinbukhari/pyMultiFit/releases/tag/v1.0.6)
+  categories:
+    - data-processing-munging
+  editor:
+      name: Alex Batisse
+      github_username: batalex
+  eic:
+      name: James J Balamuta
+      github_username: coatless
+  reviewers:
+    - name: Sanjana Kandi
+      github_username: KandiSanjana
+    - name: Kristina Gagalova
+      github_username: KristinaGagalova
+  archive:
+  version_accepted: TBD
+  date_accepted: missing
+  created_at: 2025-01-21 07:30:12+00:00
+  updated_at: 2025-10-16 06:53:40+00:00
+  closed_at:
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/233
+  joss:
+  partners:
+  gh_meta:
+      name: pyMultiFit
+      description: A library to fit the data with multiple fitters.
+      created_at: '2024-07-17'
+      stargazers_count: 2
+      watchers_count: 1
+      open_issues_count: 8
+      forks_count: 0
+      documentation: https://pymultifit.readthedocs.io/latest/
+      contrib_count: 2
+      last_commit: '2025-10-16'
+  labels:
+    - 6/pyOS-approved
+  active: true
+- package_name: BlockingPy
+  package_description: Blocking records for record linkage and deduplication
+      with Approximate Nearest Neighbor algorithms.;
+  submitting_author:
+      name: Tymoteusz Strojny
+      github_username: T-Strojny
+  all_current_maintainers:
+    - name: Tymoteusz Strojny
+      github_username: T-Strojny
+  repository_link: https://github.com/ncn-foreigners/BlockingPy
+  version_submitted: v0.1.7
+  categories:
+    - data-processing-munging
+  editor:
+    - name: Carter Lee Rhea
+      github_username: crhea93
+    - name: Isabel Zimmerman
+      github_username: isabelizimm
+  eic:
+      name: James J Balamuta
+      github_username: coatless
+  reviewers:
+    - name: Akrita
+      github_username: akritaag
+    - name: Eliot Robson
+      github_username: eliotwrobson
+  archive:
+  version_accepted: TBD
+  date_accepted: missing
+  created_at: 2025-01-09 18:13:33+00:00
+  updated_at: 2025-10-09 22:45:25+00:00
+  closed_at:
+  issue_link: https://github.com/pyOpenSci/software-submission/issues/232
+  joss:
+  partners:
+  gh_meta:
+      name: BlockingPy
+      description: Blocking records for record linkage and data deduplication
+          based on ANN algorithms in Python.
+      created_at: '2024-10-11'
+      stargazers_count: 15
+      watchers_count: 1
+      open_issues_count: 2
+      forks_count: 1
+      documentation: https://blockingpy.readthedocs.io/en/latest/
+      contrib_count: 1
+      last_commit: '2025-10-10'
+  labels:
+    - 6/pyOS-approved
+  active: true
 - package_name: PIVA
   package_description: Visualization and analysis toolkit for experimental
       data from Angle-Resolved Photoemission Spectroscopy (ARPES)
@@ -27,26 +228,26 @@
   version_accepted: v3.0.0
   date_accepted: '2025-08-04'
   created_at: 2025-01-04 14:36:12+00:00
-  updated_at: 2025-08-06 20:04:29+00:00
-  closed_at:
+  updated_at: 2025-10-06 13:10:53+00:00
+  closed_at: 2025-10-06 13:10:53+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/231
-  joss:
+  joss: https://doi.org/10.21105/joss.09129
   partners:
   gh_meta:
       name: piva
       description: Interactive tools for the visualization and analysis of
           multidimensional photoemission data
       created_at: '2022-04-12'
-      stargazers_count: 7
+      stargazers_count: 8
       watchers_count: 1
       open_issues_count: 7
       forks_count: 3
       documentation: https://piva.readthedocs.io/en/latest/intro.html
       contrib_count: 3
-      last_commit: '2025-08-06'
+      last_commit: '2025-10-06'
   labels:
     - 6/pyOS-approved
-    - 7/under-joss-review
+    - 9/joss-approved
   active: true
 - package_name: GREOPy
   package_description: Calculate relativistic light rays sent by an emitter to
@@ -73,13 +274,13 @@
     - name: Sanjana Kandi
       github_username: KandiSanjana
   archive: https://zenodo.org/records/14537866
-  version_accepted: TBD
-  date_accepted: missing
+  version_accepted: '1.0'
+  date_accepted: '2025-08-04'
   created_at: 2024-12-21 12:34:09+00:00
-  updated_at: 2025-08-27 14:03:48+00:00
-  closed_at:
+  updated_at: 2025-10-07 18:08:25+00:00
+  closed_at: 2025-10-07 18:05:53+00:00
   issue_link: https://github.com/pyOpenSci/software-submission/issues/227
-  joss:
+  joss: https://doi.org/10.21105/joss.08765
   partners:
   gh_meta:
   labels:
@@ -171,7 +372,7 @@
   version_accepted: 9.4.0
   date_accepted: 2025-9-18
   created_at: 2024-09-14 22:37:44+00:00
-  updated_at: 2025-09-27 13:18:29+00:00
+  updated_at: 2025-10-13 21:20:25+00:00
   closed_at:
   issue_link: https://github.com/pyOpenSci/software-submission/issues/212
   joss:
@@ -181,15 +382,16 @@
       description: finite element analysis for continuum mechanics of solid
           bodies
       created_at: '2021-04-22'
-      stargazers_count: 138
-      watchers_count: 5
-      open_issues_count: 7
+      stargazers_count: 143
+      watchers_count: 4
+      open_issues_count: 8
       forks_count: 16
       documentation: https://felupe.readthedocs.io/en/stable
-      contrib_count: 3
-      last_commit: '2025-09-27'
+      contrib_count: 4
+      last_commit: '2025-10-15'
   labels:
     - 6/pyOS-approved
+    - 9/joss-approved
   active: true
 - package_name: Solar Data Tools
   package_description: Library of tools for analyzing photovoltaic power
@@ -236,7 +438,7 @@
       description: 'Some data analysis tools for working with historical PV solar
           time-series data sets. '
       created_at: '2019-02-17'
-      stargazers_count: 84
+      stargazers_count: 85
       watchers_count: 9
       open_issues_count: 2
       forks_count: 29
@@ -287,7 +489,7 @@
       stargazers_count: 20
       watchers_count: 2
       open_issues_count: 3
-      forks_count: 12
+      forks_count: 13
       documentation: https://dodge-research-group.github.io/thztools/
       contrib_count: 5
       last_commit: '2024-12-03'
@@ -337,12 +539,12 @@
           read, edit, and write MCNP input files.
       created_at: '2024-01-09'
       stargazers_count: 48
-      watchers_count: 5
-      open_issues_count: 117
-      forks_count: 17
+      watchers_count: 4
+      open_issues_count: 106
+      forks_count: 18
       documentation: https://www.montepy.org/
-      contrib_count: 6
-      last_commit: '2025-09-08'
+      contrib_count: 7
+      last_commit: '2025-10-17'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -385,13 +587,13 @@
       name: great-tables
       description: Make awesome display tables using Python
       created_at: '2022-05-06'
-      stargazers_count: 2474
-      watchers_count: 15
-      open_issues_count: 121
-      forks_count: 104
+      stargazers_count: 2495
+      watchers_count: 14
+      open_issues_count: 122
+      forks_count: 103
       documentation: https://posit-dev.github.io/great-tables/
       contrib_count: 25
-      last_commit: '2025-08-25'
+      last_commit: '2025-10-08'
   labels:
     - 6/pyOS-approved
   active: true
@@ -441,13 +643,13 @@
       description: Anything can happen in the next half hour (including
           spectral timing made easy)!
       created_at: '2015-09-30'
-      stargazers_count: 203
-      watchers_count: 19
-      open_issues_count: 48
-      forks_count: 166
+      stargazers_count: 204
+      watchers_count: 18
+      open_issues_count: 50
+      forks_count: 167
       documentation: https://stingray.science/stingray
       contrib_count: 55
-      last_commit: '2025-09-09'
+      last_commit: '2025-10-17'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -678,10 +880,10 @@
   categories:
     - data-processing-munging
   editor:
-    - name: Nima Sarajpoor
-      github_username: NimaSarajpoor
     - name: Avik Basu
       github_username: ab93
+    - name: Nima Sarajpoor
+      github_username: NimaSarajpoor
   eic:
       name: Alex Batisse
       github_username: Batalex
@@ -696,7 +898,7 @@
   version_accepted: v1.0.14
   date_accepted: '2025-09-07'
   created_at: 2024-04-22 01:37:56+00:00
-  updated_at: 2025-09-12 18:47:36+00:00
+  updated_at: 2025-10-10 20:53:56+00:00
   closed_at:
   issue_link: https://github.com/pyOpenSci/software-submission/issues/174
   joss:
@@ -706,13 +908,13 @@
       description: Power system generation scheduling and co-simulation with
           dynamics.
       created_at: '2022-10-05'
-      stargazers_count: 18
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       watchers_count: 2
       open_issues_count: 15
       forks_count: 8
       documentation: https://ltb.curent.org
       contrib_count: 2
-      last_commit: '2025-09-01'
+      last_commit: '2025-09-29'
   labels:
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   active: true
@@ -754,9 +956,9 @@
       name: pooltool
       description: A sandbox billiards game that emphasizes realistic physics
       created_at: '2020-04-09'
-      stargazers_count: 293
+      stargazers_count: 298
       watchers_count: 13
-      open_issues_count: 5
+      open_issues_count: 4
       forks_count: 52
       documentation: https://pooltool.readthedocs.io
       contrib_count: 8
@@ -808,11 +1010,11 @@
       created_at: '2017-10-19'
       stargazers_count: 21
       watchers_count: 2
-      open_issues_count: 16
+      open_issues_count: 15
       forks_count: 7
       documentation: https://martini.readthedocs.io/
       contrib_count: 1
-      last_commit: '2025-09-25'
+      last_commit: '2025-10-07'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -867,7 +1069,7 @@
       forks_count: 10
       documentation: https://cosmoglobe.github.io/zodipy/
       contrib_count: 8
-      last_commit: '2025-04-21'
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   labels:
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@@ -912,9 +1114,9 @@
       description: Python package to plot a phylogenetic tree on an existing
           matplotlib axis.
       created_at: '2023-12-22'
-      stargazers_count: 24
+      stargazers_count: 25
       watchers_count: 1
-      open_issues_count: 6
+      open_issues_count: 7
       forks_count: 1
       documentation: https://plot-phylo.readthedocs.io
       contrib_count: 1
@@ -1015,12 +1217,12 @@
           into more analytic-ready formats
       created_at: '2022-06-27'
       stargazers_count: 18
-      watchers_count: 5
-      open_issues_count: 22
-      forks_count: 8
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+      forks_count: 9
       documentation: https://usepa.github.io/harmonize-wq/
-      contrib_count: 5
-      last_commit: '2025-02-06'
+      contrib_count: 6
+      last_commit: '2025-10-10'
   labels:
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     - 9/joss-approved
@@ -1061,7 +1263,7 @@
       description: Interface to open NEMO global circulation model output
           dataset with xarray and create a xgcm grid.
       created_at: '2020-01-24'
-      stargazers_count: 22
+      stargazers_count: 23
       watchers_count: 1
       open_issues_count: 1
       forks_count: 11
@@ -1117,8 +1319,8 @@
       description: A Python library for simulating finite automata, pushdown
           automata, and Turing machines
       created_at: '2016-02-16'
-      stargazers_count: 388
-      watchers_count: 8
+      stargazers_count: 390
+      watchers_count: 7
       open_issues_count: 10
       forks_count: 69
       documentation: https://caleb531.github.io/automata/
@@ -1165,12 +1367,12 @@
       description: Slepian Scale-Discretised Wavelets in Python
       created_at: '2020-10-21'
       stargazers_count: 10
-      watchers_count: 3
+      watchers_count: 2
       open_issues_count: 2
       forks_count: 1
       documentation: https://pypi.org/project/sleplet
       contrib_count: 5
-      last_commit: '2025-09-04'
+      last_commit: '2025-10-02'
   labels:
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     - 9/joss-approved
@@ -1238,13 +1440,13 @@
       name: sunpy
       description: SunPy - Python for Solar Physics
       created_at: '2011-08-06'
-      stargazers_count: 967
-      watchers_count: 47
+      stargazers_count: 971
+      watchers_count: 46
       open_issues_count: 268
-      forks_count: 614
+      forks_count: 617
       documentation: https://www.sunpy.org
       contrib_count: 239
-      last_commit: '2025-09-18'
+      last_commit: '2025-10-09'
   labels:
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   active: true
@@ -1287,8 +1489,8 @@
       description: Compare the structure of two netCDF (or HDF5) files
       created_at: '2023-08-17'
       stargazers_count: 30
-      watchers_count: 4
-      open_issues_count: 4
+      watchers_count: 3
+      open_issues_count: 5
       forks_count: 10
       documentation: https://ncompare.readthedocs.io
       contrib_count: 7
@@ -1332,7 +1534,7 @@
       description: Reader of R datasets in .rda format, in Python
       created_at: '2018-07-02'
       stargazers_count: 53
-      watchers_count: 3
+      watchers_count: 2
       open_issues_count: 5
       forks_count: 3
       documentation: https://rdata.readthedocs.io
@@ -1429,13 +1631,13 @@
       description: Quickly search, compare, and analyze genomic and
           metagenomic data sets.
       created_at: '2016-04-09'
-      stargazers_count: 522
+      stargazers_count: 523
       watchers_count: 16
       open_issues_count: 751
-      forks_count: 87
+      forks_count: 88
       documentation: https://sourmash.readthedocs.io/en/latest/
       contrib_count: 45
-      last_commit: '2025-09-27'
+      last_commit: '2025-10-15'
   labels:
     - 6/pyOS-approved
     - 9/joss-approved
@@ -1525,13 +1727,13 @@
       name: astartes
       description: Better Data Splits for Machine Learning
       created_at: '2022-04-22'
-      stargazers_count: 86
+      stargazers_count: 89
       watchers_count: 2
-      open_issues_count: 7
+      open_issues_count: 6
       forks_count: 5
       documentation: https://jacksonburns.github.io/astartes/
       contrib_count: 3
-      last_commit: '2025-07-29'
+      last_commit: '2025-09-30'
   labels:
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     - 9/joss-approved
@@ -1587,13 +1789,13 @@
       description: CompleX Group Interactions (XGI) is a Python package for
           higher-order networks.
       created_at: '2021-09-08'
-      stargazers_count: 220
+      stargazers_count: 224
       watchers_count: 9
       open_issues_count: 49
       forks_count: 38
       documentation: https://xgi.readthedocs.io
       contrib_count: 18
-      last_commit: '2025-08-17'
+      last_commit: '2025-10-15'
   labels:
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@@ -1641,9 +1843,9 @@
       description: A unifying framework for biomedical research knowledge
           graphs
       created_at: '2021-09-10'
-      stargazers_count: 266
+      stargazers_count: 271
       watchers_count: 8
-      open_issues_count: 181
+      open_issues_count: 180
       forks_count: 40
       documentation: https://biocypher.org
       contrib_count: 19
@@ -1747,8 +1949,8 @@
       open_issues_count: 3
       forks_count: 4
       documentation: https://pyafscgap.org
-      contrib_count: 2
-      last_commit: '2025-01-08'
+      contrib_count: 3
+      last_commit: '2025-09-29'
   labels:
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@@ -1889,7 +2091,7 @@
       description: 'Python library for GraphBLAS: high-performance sparse linear
           algebra for scalable graph analytics'
       created_at: '2019-11-11'
-      stargazers_count: 139
+      stargazers_count: 138
       watchers_count: 9
       open_issues_count: 55
       forks_count: 15
@@ -1940,13 +2142,13 @@
       description: 'Library of derived climate variables, ie climate indicators,
           based on xarray. '
       created_at: '2018-07-27'
-      stargazers_count: 370
+      stargazers_count: 371
       watchers_count: 14
       open_issues_count: 39
-      forks_count: 66
+      forks_count: 67
       documentation: https://xclim.readthedocs.io/en/stable/
       contrib_count: 41
-      last_commit: '2025-09-19'
+      last_commit: '2025-10-17'
   labels:
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     - 9/joss-approved
@@ -1990,7 +2192,7 @@
       name: crowsetta
       description: A tool to work with any format for annotating animal sounds
       created_at: '2018-12-01'
-      stargazers_count: 57
+      stargazers_count: 58
       watchers_count: 1
       open_issues_count: 41
       forks_count: 4
@@ -2145,12 +2347,12 @@
       description: A Python interface for the Generic Mapping Tools.
       created_at: '2017-03-17'
       stargazers_count: 815
-      watchers_count: 27
-      open_issues_count: 142
-      forks_count: 221
+      watchers_count: 26
+      open_issues_count: 138
+      forks_count: 224
       documentation: https://www.pygmt.org
       contrib_count: 50
-      last_commit: '2025-09-26'
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   labels:
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   active: true
@@ -2338,7 +2540,7 @@
       description: Framework for Neural Style Transfer (NST) built upon
           PyTorch
       created_at: '2019-09-16'
-      stargazers_count: 273
+      stargazers_count: 274
       watchers_count: 9
       open_issues_count: 11
       forks_count: 25
@@ -2434,7 +2636,7 @@
       description: A set of tools for getting the most from your geochemical
           data.
       created_at: '2018-06-13'
-      stargazers_count: 149
+      stargazers_count: 150
       watchers_count: 5
       open_issues_count: 13
       forks_count: 44
@@ -2483,7 +2685,7 @@
       description: Movement trajectory classes and functions built on top of
           GeoPandas
       created_at: '2018-12-16'
-      stargazers_count: 1339
+      stargazers_count: 1347
       watchers_count: 39
       open_issues_count: 33
       forks_count: 202
@@ -2530,13 +2732,13 @@
       description: A light-weight, flexible, and expressive statistical data
           testing library
       created_at: '2018-11-01'
-      stargazers_count: 4028
+      stargazers_count: 4055
       watchers_count: 20
-      open_issues_count: 426
-      forks_count: 357
+      open_issues_count: 427
+      forks_count: 360
       documentation: https://www.union.ai/pandera
       contrib_count: 167
-      last_commit: '2025-09-20'
+      last_commit: '2025-10-13'
   labels:
     - 6/pyOS-approved
   active: true
@@ -2633,8 +2835,8 @@
       description: A package built to support working with spatial data using
           open source python
       created_at: '2018-02-20'
-      stargazers_count: 527
-      watchers_count: 17
+      stargazers_count: 529
+      watchers_count: 16
       open_issues_count: 28
       forks_count: 156
       documentation: https://earthpy.readthedocs.io