From b6422f1bfd9a98e17d998830f4d3b57e9c6531fb Mon Sep 17 00:00:00 2001
From: Leah Wasser <leah@pyopensci.org>
Date: Fri, 13 Mar 2026 10:44:50 -0600
Subject: [PATCH 1/6] fix: broken links

---
 _posts/2024-05-30-pyos-pyconus-2024-recap.md                    | 2 +-
 ...4-06-05-friends-dont-let-friends-package-alone-pyconus-24.md | 2 +-
 _posts/2024-08-30-pyopensci-monumental-growth-2024.md           | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/_posts/2024-05-30-pyos-pyconus-2024-recap.md b/_posts/2024-05-30-pyos-pyconus-2024-recap.md
index 3a6a404b..1fdcd02a 100644
--- a/_posts/2024-05-30-pyos-pyconus-2024-recap.md
+++ b/_posts/2024-05-30-pyos-pyconus-2024-recap.md
@@ -74,7 +74,7 @@ tech support, and even an “escort” from the speaker room to the main stage.
 
 You can check it out on youtube below:
 
-{% include video id="mJPoj9Ex9fk" provider="youtube" %}
+{% include video id="oA6-f7PtTQ4" provider="youtube" %}
 
 Speaking of friends, it was my friends who got me through this talk. I saw them sitting in
 the front rows, smiling and supporting me. They both empowered me and gave me calm.
diff --git a/_posts/2024-06-05-friends-dont-let-friends-package-alone-pyconus-24.md b/_posts/2024-06-05-friends-dont-let-friends-package-alone-pyconus-24.md
index 60fca849..a945808d 100644
--- a/_posts/2024-06-05-friends-dont-let-friends-package-alone-pyconus-24.md
+++ b/_posts/2024-06-05-friends-dont-let-friends-package-alone-pyconus-24.md
@@ -27,7 +27,7 @@ The irony of these three  different perspectives is that the challenges that use
 
 You can also watch the talk here:
 
-{% include video id="mJPoj9Ex9fk" provider="youtube" %}
+{% include video id="oA6-f7PtTQ4" provider="youtube" %}
 
 ### My early experiences with Python packaging
 
diff --git a/_posts/2024-08-30-pyopensci-monumental-growth-2024.md b/_posts/2024-08-30-pyopensci-monumental-growth-2024.md
index 05478e66..af5c8da5 100644
--- a/_posts/2024-08-30-pyopensci-monumental-growth-2024.md
+++ b/_posts/2024-08-30-pyopensci-monumental-growth-2024.md
@@ -306,7 +306,7 @@ In four months, we published a shiny new peer review guide. In January 2023, we
 
 <!-- TODO: rename  repo to "guide" (rename it to be metrics and then link to it) -->
 
-You can see more of our [peer review metrics on our MyST Markdown metrics dashboard here](https://www.pyopensci.org/peer-review/peer-review-status-dashboard.html)
+You can see more of our [peer review metrics on our MyST Markdown metrics dashboard here](https://www.pyopensci.org/metrics/peer-review/peer-review-status-dashboard.html)
 {: .button }
 
 

From efcf41b797512c744fc67eccb939e9e9919f884b Mon Sep 17 00:00:00 2001
From: Leah Wasser <leah@pyopensci.org>
Date: Fri, 13 Mar 2026 10:59:26 -0600
Subject: [PATCH 2/6] fix more links

---
 .github/workflows/linkcheck.yml                              | 1 -
 _includes/head.html                                          | 1 -
 _posts/2019-11-18-pandera-dataframe-validation.md            | 2 +-
 _posts/2022-09-27-call-for-python-software-review-editors.md | 2 +-
 _posts/2024-05-30-pyos-pyconus-2024-recap.md                 | 2 +-
 _posts/2024-06-03-sleplet-slepian-wavelets.md                | 2 +-
 _posts/2024-07-10-automata.md                                | 2 +-
 _posts/2024-08-30-pyopensci-monumental-growth-2024.md        | 2 +-
 _posts/2024-09-17-pyopensci-sustainability-plan-2024.md      | 2 +-
 9 files changed, 7 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/linkcheck.yml b/.github/workflows/linkcheck.yml
index 4e84429f..d21bb391 100644
--- a/.github/workflows/linkcheck.yml
+++ b/.github/workflows/linkcheck.yml
@@ -33,7 +33,6 @@ jobs:
         uses: lycheeverse/lychee-action@8646ba30535128ac92d33dfc9133794bfdd9b411 #v2.8.0
         with:
           args: >
-            --verbose
             --no-progress
             --root-dir ${{ github.workspace }}/_site
             --exclude 'zenodo\.org'
diff --git a/_includes/head.html b/_includes/head.html
index 207ea483..7c021442 100644
--- a/_includes/head.html
+++ b/_includes/head.html
@@ -6,7 +6,6 @@
   <link href="{% if site.atom_feed.path %}{{ site.atom_feed.path }}{% else %}{{ '/feed.xml' | relative_url }}{% endif %}" type="application/atom+xml" rel="alternate" title="{{ site.title }} Feed">
 {% endunless %}
 
-<!-- https://t.co/dKP3o1e -->
 <meta name="viewport" content="width=device-width, initial-scale=1.0">
 
 <script>
diff --git a/_posts/2019-11-18-pandera-dataframe-validation.md b/_posts/2019-11-18-pandera-dataframe-validation.md
index 876baf13..ff629dad 100644
--- a/_posts/2019-11-18-pandera-dataframe-validation.md
+++ b/_posts/2019-11-18-pandera-dataframe-validation.md
@@ -3,7 +3,7 @@ layout: single
 title: "Pandera: A Statistical Data Validation Toolkit for Pandas"
 excerpt: "Pandera is a a flexible and expressive toolkit for performing statistical validation checks on pandas data structures that was recently accepted into the pyOpenSci ecosystem. Learn more about Pandera."
 author: "Niels Bantilan"
-permalink: /blog/pandera-python-pandas-dataframe-validation
+permalink: /blog/pandera-python-pandas-dataframe-validation.html
 header:
     overlay_image: images/blog/headers/pandas.png
     caption: "Photo credit: [**Ann Batdorf, Smithsonian's National Zoo**](https://www.flickr.com/photos/nationalzoo/5371290900/in/photostream/)"
diff --git a/_posts/2022-09-27-call-for-python-software-review-editors.md b/_posts/2022-09-27-call-for-python-software-review-editors.md
index 77f6ed6e..ec1eccf7 100644
--- a/_posts/2022-09-27-call-for-python-software-review-editors.md
+++ b/_posts/2022-09-27-call-for-python-software-review-editors.md
@@ -3,7 +3,7 @@ layout: single
 title: "pyOpenSci Editorial Process - New Editor in Chief and a Call For Editors"
 excerpt: "pyOpenSci is developing its open peer review process for Python scientific software. Learn about our structure and if you are interested, apply to be on our editorial board."
 author: "Leah Wasser"
-permalink: /blog/python-software-review-process-editor-in-chief
+permalink: /blog/python-software-review-process-editor-in-chief.html
 header:
     overlay_color: "#33205c"
 categories:
diff --git a/_posts/2024-05-30-pyos-pyconus-2024-recap.md b/_posts/2024-05-30-pyos-pyconus-2024-recap.md
index 1fdcd02a..0e2ebe5d 100644
--- a/_posts/2024-05-30-pyos-pyconus-2024-recap.md
+++ b/_posts/2024-05-30-pyos-pyconus-2024-recap.md
@@ -92,7 +92,7 @@ was unforgettable.
 My talk focused on how pyOpenSci helps beginners by breaking down
 complex packaging concepts into simple, digestible pieces. I leaned into decades of
 experience and study of teaching data science to various audiences, from big-ten university students
-to students at under-resourced and under-served <a href="https://www.leahwasser.com/lessons-learned-working-with-tribal-hispanic-serving-schools-earth-data-science-corps" target="_blank">tribal colleges</a>. The essence of my talk was about the importance of
+to students at under-resourced and under-served tribal colleges. The essence of my talk was about the importance of
 community and collaboration in the thorny Python packaging ecosystem, and also why documentation should focus on fundamental concepts that users need to understand, rather than tools.
 
 Our pyOpenSci community has created a comprehensive, [beginner-friendly Python
diff --git a/_posts/2024-06-03-sleplet-slepian-wavelets.md b/_posts/2024-06-03-sleplet-slepian-wavelets.md
index e753b54a..6a4fe3ce 100644
--- a/_posts/2024-06-03-sleplet-slepian-wavelets.md
+++ b/_posts/2024-06-03-sleplet-slepian-wavelets.md
@@ -3,7 +3,7 @@ layout: single
 title: "SLEPLET: Slepian Scale-Discretised Wavelets in Python"
 excerpt: SLEPLET is a tool to create Slepian scale-discretised wavelets that has recently passed the PyOpenSci review.
 author: Patrick J. Roddy
-permalink: /blog/sleplet-slepian-wavelets
+permalink: /blog/sleplet-slepian-wavelets.html
 header:
     overlay_image: images/blog/headers/sleptlet-header.png
     caption: "Figure credit: [**The Planck Collaboration 2018**](https://www.aanda.org/articles/aa/full_html/2020/09/aa33881-18/F38.html)"
diff --git a/_posts/2024-07-10-automata.md b/_posts/2024-07-10-automata.md
index e3278c4b..f571d3c4 100644
--- a/_posts/2024-07-10-automata.md
+++ b/_posts/2024-07-10-automata.md
@@ -3,7 +3,7 @@ layout: single
 title: "automata: Simulation and manipulation"
 excerpt: automata is a package implementing structures and algorithms for manipulating finite automata, pushdown automata, and Turing machines, that was recently accepted into the pyOpenSci ecosystem.
 author: Eliot W. Robson
-permalink: /blog/automata
+permalink: /blog/automata.html
 header:
     overlay_image: /images/blog/headers/automata-header.png
 categories:
diff --git a/_posts/2024-08-30-pyopensci-monumental-growth-2024.md b/_posts/2024-08-30-pyopensci-monumental-growth-2024.md
index af5c8da5..20f3c40d 100644
--- a/_posts/2024-08-30-pyopensci-monumental-growth-2024.md
+++ b/_posts/2024-08-30-pyopensci-monumental-growth-2024.md
@@ -198,7 +198,7 @@ Our Python packaging tutorials went through the same community development and r
 
 ### Teaching online lessons is the best way to ensure they stay current
 
-I have created hundreds of [open online lessons](https://www.leahwasser.com/my-path-to-open-education-earth-environmental-data-science) both for ecologists [NEON](https://www.neonscience.org/resources/learning-hub/teaching-modules/quantifying-drivers-and-impacts-natural-disturbance-events) and earth and environmental scientists (formally earthdatascience.org). One of the biggest challenges is that it's easy for data science lessons to [become dated quickly](https://www.leahwasser.com/open-education-data-science-posting-online-is-not-enough)--especially in the rapidly evolving data science space. By teaching the lessons, we can update them regularly as the ecosystem evolves. We also often have users review the lessons at our [annual sprint events](/blog/pyopensci-pyconus-2024-sprints.html) to test them out; more on pyOpenSci beginner-friendly sprints below.
+I have created hundreds of open online lessons both for ecologists [NEON](https://www.neonscience.org/resources/learning-hub/teaching-modules/quantifying-drivers-and-impacts-natural-disturbance-events) and earth and environmental scientists (formally earthdatascience.org). One of the biggest challenges is that it's easy for data science lessons to become dated quickly --especially in the rapidly evolving data science space. By teaching the lessons, we can update them regularly as the ecosystem evolves. We also often have users review the lessons at our [annual sprint events](/blog/pyopensci-pyconus-2024-sprints.html) to test them out; more on pyOpenSci beginner-friendly sprints below.
 
 <i class="fa-solid fa-heart-pulse" style="color: #B197FC;"></i><i class="fa-solid fa-heart-pulse" style="color: #B197FC;"></i><i class="fa-solid fa-heart-pulse" style="color: #B197FC;"></i><i class="fa-solid fa-heart-pulse" style="color: #B197FC;"></i><i class="fa-solid fa-heart-pulse" style="color: #B197FC;"></i><i class="fa-solid fa-heart-pulse" style="color: #B197FC;"></i>
 
diff --git a/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md b/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md
index 26e4578b..14ce93bd 100644
--- a/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md
+++ b/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md
@@ -93,7 +93,7 @@ We offer scholarships to ensure that our events are inclusive. Scholarships work
 
 ### Open education will always be a priority for pyOpenSci
 
-We will also continue to offer free, community-vetted, open education resources. If you know me, you also know that I am deeply committed to creating high-quality open education resources. Open education has been a part of every program that I've built (e.g., [https://www.earthdatascience.org](https://www.earthdatascience.org) and NEON Data Skills.
+We will also continue to offer free, community-vetted, open education resources. If you know me, you also know that I am deeply committed to creating high-quality open education resources. Open education has been a part of every program that I've built (for example, www.earthdatascience.org) and NEON Data Skills.
 
 Our [Python packaging guide](https://www.pyopensci.org/python-package-guide/), which has ~80 contributors as I write this, is one successful example of community-vetted open education resources that the pyOpenSci community has co-created. It now has thousands of users.
 

From d11422b6eca1468b6f274af3fb3e581ccb9ad339 Mon Sep 17 00:00:00 2001
From: Leah Wasser <leah@pyopensci.org>
Date: Fri, 13 Mar 2026 11:08:33 -0600
Subject: [PATCH 3/6] fix: more broken links

---
 .lycheeignore                                               | 4 ++++
 _posts/2019-12-03-agu-2019-pyopensci-events.md              | 2 +-
 _posts/2020-04-29-movingpandas-movement-data-analysis.md    | 2 +-
 ...9-10-executive-director-pyopensci-leah-wasser-updates.md | 2 +-
 _posts/2023-03-22-demystifying-python-packaging.md          | 2 +-
 _posts/2024-05-24-oss-fall-festival-save-the-date-2024.md   | 2 +-
 _posts/2024-05-28-pyos-newsletter-june-2024.md              | 2 +-
 _posts/2024-07-31-pyconus-pyopensci-sprints.md              | 2 +-
 _posts/2024-08-30-pyopensci-monumental-growth-2024.md       | 2 +-
 _posts/2024-09-17-pyopensci-sustainability-plan-2024.md     | 6 +++---
 _posts/2024-10-28-human-dimension-data-science.md           | 2 +-
 11 files changed, 16 insertions(+), 12 deletions(-)

diff --git a/.lycheeignore b/.lycheeignore
index 53c47fd3..22cffc8c 100644
--- a/.lycheeignore
+++ b/.lycheeignore
@@ -4,3 +4,7 @@ https://fonts.gstatic.com/*
 https://www.linkedin.com/*
 https://www.youtube-nocookie.com/*
 https://t.co/*
+https://dl.acm.org/*
+https://commons.datacite.org/*
+https://pandas.pydata.org/*
+https://www.earthdatascience.org/*
diff --git a/_posts/2019-12-03-agu-2019-pyopensci-events.md b/_posts/2019-12-03-agu-2019-pyopensci-events.md
index adbddd41..d1457f94 100644
--- a/_posts/2019-12-03-agu-2019-pyopensci-events.md
+++ b/_posts/2019-12-03-agu-2019-pyopensci-events.md
@@ -3,7 +3,7 @@ layout: single
 title: "PyOpenSci at AGU 2019: Join Us"
 excerpt: "Several pyOpenSci and Open Source Software events will occur at AGU 2019. Come learn more about open source Python tools for science."
 author: "Leah Wasser"
-permalink: /blog/pyopensci-at-agu-2019-python
+permalink: /blog/pyopensci-at-agu-2019-python.html
 header:
     overlay_color: "#33205c"
 categories:
diff --git a/_posts/2020-04-29-movingpandas-movement-data-analysis.md b/_posts/2020-04-29-movingpandas-movement-data-analysis.md
index 9897bc74..93484db7 100644
--- a/_posts/2020-04-29-movingpandas-movement-data-analysis.md
+++ b/_posts/2020-04-29-movingpandas-movement-data-analysis.md
@@ -3,7 +3,7 @@ layout: single
 title: "MovingPandas: Data Structures and Methods for Movement Data Analysis"
 excerpt: "MovingPandas is an easy to use toolkit for exploring movement data that has recently passed the PyOpenSci review."
 author: "Anita Graser"
-permalink: /blog/movingpandas-movement-data-analysis
+permalink: /blog/movingpandas-movement-data-analysis.html
 header:
     overlay_image: images/blog/headers/pandas.png
     caption: "Photo credit: [**Ann Batdorf, Smithsonian's National Zoo**](https://www.flickr.com/photos/nationalzoo/5371290900/in/photostream/)"
diff --git a/_posts/2022-09-10-executive-director-pyopensci-leah-wasser-updates.md b/_posts/2022-09-10-executive-director-pyopensci-leah-wasser-updates.md
index 83689b48..c3106cfb 100644
--- a/_posts/2022-09-10-executive-director-pyopensci-leah-wasser-updates.md
+++ b/_posts/2022-09-10-executive-director-pyopensci-leah-wasser-updates.md
@@ -3,7 +3,7 @@ layout: single
 title: "Big Changes for pyOpenSci: an update from the new Executive Director, Leah Wasser"
 excerpt: "pyOpenSci has recently transitioned to a fiscal sponsor and has a new executive director - Leah Wasser. Learn more about our goals over the next few years and how to get involved with the community."
 author: "Leah Wasser"
-permalink: /blog/new-executive-director-leah-wasser
+permalink: /blog/new-executive-director-leah-wasser.html
 header:
     overlay_color: "#33205c"
 categories:
diff --git a/_posts/2023-03-22-demystifying-python-packaging.md b/_posts/2023-03-22-demystifying-python-packaging.md
index 2aaf20e2..cdca7481 100644
--- a/_posts/2023-03-22-demystifying-python-packaging.md
+++ b/_posts/2023-03-22-demystifying-python-packaging.md
@@ -43,7 +43,7 @@ The [packaging chapter of our guide](https://www.pyopensci.org/python-package-gu
 
 ## My jump into packaging
 
-In the Fall of 2022, in support of my [new role as Executive Director of pyOpenSci](https://www.pyopensci.org/blog/new-executive-director-leah-wasser), I began to explore Python packaging tools in an effort to update our guidebook in support of our [package peer review program](https://www.pyopensci.org/software-peer-review/about/our-goals.html).
+In the Fall of 2022, in support of my [new role as Executive Director of pyOpenSci](/blog/new-executive-director-leah-wasser.html), I began to explore Python packaging tools in an effort to update our guidebook in support of our [package peer review program](https://www.pyopensci.org/software-peer-review/about/our-goals.html).
 
 I saw significant community confusion around how to create a Python package. But, in my mind, it wouldn't be that big of a challenge to create a guidebook.
 
diff --git a/_posts/2024-05-24-oss-fall-festival-save-the-date-2024.md b/_posts/2024-05-24-oss-fall-festival-save-the-date-2024.md
index 685d4bdf..2dd77c20 100644
--- a/_posts/2024-05-24-oss-fall-festival-save-the-date-2024.md
+++ b/_posts/2024-05-24-oss-fall-festival-save-the-date-2024.md
@@ -19,7 +19,7 @@ Happening ~~September 28--29th, 2024,~~ October 28th through November 1st, 2024,
 
 While we're still ironing out some of the details, we know it'll be a combination of talks, trainings, and opportunities to connect with the community through networking and social events. And we're working hard to keep ticket costs as accessible as we possibly can.
 
-> UPDATE: Our [pyOpenSci Fall Festival event page](https://www.pyopensci.org/events/pyopensci-2024-fall-festival.html) is LIVE! We'll continuously be updating this page with event news and details.
+> UPDATE: Our [pyOpenSci Fall Festival event page](/events/pyopensci-2024-fall-festival.html) is LIVE! We'll continuously be updating this page with event news and details.
 
 ## Connect with pyOpenSci
 Stay up-to-date with all things pyOpenSci and our Open Source Fall Festival by following us on [LinkedIn](https://www.linkedin.com/company/pyopensci) and [Fosstodon](https://fosstodon.org/@pyOpenSci). And if you’re interested in our weekly newsletter where we share news, blog posts, and monthly updates, [subscribe on LinkedIn](https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7179551305344933888).
diff --git a/_posts/2024-05-28-pyos-newsletter-june-2024.md b/_posts/2024-05-28-pyos-newsletter-june-2024.md
index 73ab56b4..0ca974e0 100644
--- a/_posts/2024-05-28-pyos-newsletter-june-2024.md
+++ b/_posts/2024-05-28-pyos-newsletter-june-2024.md
@@ -141,7 +141,7 @@ With keynotes from [Julia Silge](https://juliasilge.com/), [Dr. Elizabeth (Libby
 With 14 captivating talks lined up, [PyData Eindhoven](https://pydata.org/eindhoven2024/)  offers a diverse range of topics to expand your knowledge and inspire innovative thinking. From cutting-edge data analysis techniques to machine learning applications, our expert speakers will cover it all. Co-hosted with Day 2 of [JuliaCon](https://juliacon.org/2024/), [grab your tickets](https://pydata.org/eindhoven2024/) and join your peers in the Netherlands this July 11th!
 
 ### BioC 2024
-Taking place Wednesday July 24 - Friday July 26 at the Van Andel Institute in Grand Rapids, MI,the [BioC 2024: Where Software and Biology Connect](https://www.bioc2024.bioconductor.org/) hybrid conference still has [tickets available](https://www.bioc2024.bioconductor.org/registration). And what's more, all proceeds go to helping underrepresented minorities and individuals from low to middle-income countries, including students, fellows, and early career investigators.
+Taking place Wednesday July 24 - Friday July 26 at the Van Andel Institute in Grand Rapids, MI,the BioC 2024: Where Software and Biology Connect hybrid conference still has tickets available. And what's more, all proceeds go to helping underrepresented minorities and individuals from low to middle-income countries, including students, fellows, and early career investigators.
 
 ### PyData Vermont
 [PyData Vermont 2024](https://pydata.org/vermont2024/) is a two day in-person event for the international community of data scientists, data engineers, and developers of data analysis tools to share ideas and learn from each other. The event will be in-person at the Main Street Landing Performing Arts Center, July 29 to July 30, 2024. [Register today](https://pydata.org/vermont2024/tickets)!
diff --git a/_posts/2024-07-31-pyconus-pyopensci-sprints.md b/_posts/2024-07-31-pyconus-pyopensci-sprints.md
index 549e301e..fa61efd2 100644
--- a/_posts/2024-07-31-pyconus-pyopensci-sprints.md
+++ b/_posts/2024-07-31-pyconus-pyopensci-sprints.md
@@ -185,7 +185,7 @@ More on that next...
 founded on the idea that meaningful, applied projects are the best way to teach
 a topic. This works especially well in the data science space and has been found
 to be particularly effective with underrepresented groups. In fact, I implemented
-and collected data on this in a [previous project](https://www.leahwasser.com/training-diverse-communities-earth-data-science-corps)
+and collected data on this in a previous project
 that I designed and ran when I was in academia.
 
 The idea behind project-based learning is that students select a topic they are
diff --git a/_posts/2024-08-30-pyopensci-monumental-growth-2024.md b/_posts/2024-08-30-pyopensci-monumental-growth-2024.md
index 20f3c40d..0c0fcdcc 100644
--- a/_posts/2024-08-30-pyopensci-monumental-growth-2024.md
+++ b/_posts/2024-08-30-pyopensci-monumental-growth-2024.md
@@ -19,7 +19,7 @@ last_modified: 2024-09-08
 
 I have been working full-time building pyOpenSci for two years now, thanks to funding from the [Sloan Foundation](https://sloan.org/) and [CZI (Chan Zuckerberg Initiative)](https://chanzuckerberg.com/). pyOpenSci has come SO FAR in two years.
 
-It's time to take a breath and celebrate everything the pyOpenSci community has accomplished. Before we move on to the next big thing—[our pyOpenSci Fall Festival](https://www.pyopensci.org/events/pyopensci-2024-fall-festival.html) (more on that below)—I want to take a moment to reflect on:
+It's time to take a breath and celebrate everything the pyOpenSci community has accomplished. Before we move on to the next big thing—[our pyOpenSci Fall Festival](/events/pyopensci-2024-fall-festival.html) (more on that below)—I want to take a moment to reflect on:
 
 * where we've been,
 * what we've accomplished, and
diff --git a/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md b/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md
index 14ce93bd..337c86de 100644
--- a/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md
+++ b/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md
@@ -89,7 +89,7 @@ pyOpenSci is building a paid training event program that supports sustainability
 
 While we will charge for some training, access is integral to our training program. We will continue to develop ways to support broad participation and engagement in our programs, which is core to the pyOpenSci mission.
 
-We offer scholarships to ensure that our events are inclusive. Scholarships worked well for our [first successful online packaging training event](/events/april-2024-create-python-package-pyopensci-online-workshop.html) and allowed five people to attend our training at no cost. For our upcoming [Fall Festival](https://www.pyopensci.org/events/pyopensci-2024-fall-festival.html) (more on that below), we are also developing a sponsorship program that will allow companies, organizations, and individuals to support scholarships directly.
+We offer scholarships to ensure that our events are inclusive. Scholarships worked well for our [first successful online packaging training event](/events/april-2024-create-python-package-pyopensci-online-workshop.html) and allowed five people to attend our training at no cost. For our upcoming [Fall Festival](/pyopensci-2024-fall-festival.html) (more on that below), we are also developing a sponsorship program that will allow companies, organizations, and individuals to support scholarships directly.
 
 ### Open education will always be a priority for pyOpenSci
 
@@ -152,7 +152,7 @@ As always, we'll collect your feedback as a part of each event. Your feedback an
 
 ### Our next event - Fall Festival
 
-The next pilot event in our training series is our [virtual Open Science Fall Festival](events/pyopensci-2024-fall-festival.html), October 28 - November 1 2024. This event is a combination of free talks, paid workshops, community engagement, and different sponsorship and scholarships models to ensure broad participation.
+The next pilot event in our training series is our [virtual Open Science Fall Festival](/events/pyopensci-2024-fall-festival.html), October 28 - November 1 2024. This event is a combination of free talks, paid workshops, community engagement, and different sponsorship and scholarships models to ensure broad participation.
 
 We've wrapped a lot together into one event!
 
@@ -165,7 +165,7 @@ Our goals for the Fall Festival are to:
 
 We're excited for this event! I'm excited to continue to test out these different approaches. And i'm excited about building and learning together with you and the broader scientific Python open science community.
 
-You can learn more about the [Open Science Fall Festival, here](https://www.pyopensci.org/events/pyopensci-2024-fall-festival.html). Please reach out if you have any questions.
+You can learn more about the [Open Science Fall Festival, here](/events/pyopensci-2024-fall-festival.html). Please reach out if you have any questions.
 
 We look forward to seeing you there!
 
diff --git a/_posts/2024-10-28-human-dimension-data-science.md b/_posts/2024-10-28-human-dimension-data-science.md
index e2f444c1..d7de7c84 100644
--- a/_posts/2024-10-28-human-dimension-data-science.md
+++ b/_posts/2024-10-28-human-dimension-data-science.md
@@ -15,7 +15,7 @@ comments: true
 last_modified: 2025-01-07
 ---
 
-This post was originally posted on [Eric's blog](https://ericmjl.github.io/blog/2024/10/25/the-human-dimension-to-clean-distributable-and-documented-data-science-code/) in support of the [2024 pyOpenSci Open Science Fall Festival](https://www.pyopensci.org/events/pyopensci-2024-fall-festival.html).
+This post was originally posted on [Eric's blog](https://ericmjl.github.io/blog/2024/10/25/the-human-dimension-to-clean-distributable-and-documented-data-science-code/) in support of the [2024 pyOpenSci Open Science Fall Festival](/events/pyopensci-2024-fall-festival.html).
 
 <figure class="align-center">
 <picture>

From b767ff2c5f56eeff2911a377ebf96c85c8c95f47 Mon Sep 17 00:00:00 2001
From: Leah Wasser <leah@pyopensci.org>
Date: Fri, 13 Mar 2026 11:10:25 -0600
Subject: [PATCH 4/6] fix: broken link

---
 _posts/2024-09-17-pyopensci-sustainability-plan-2024.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md b/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md
index 337c86de..3c57bede 100644
--- a/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md
+++ b/_posts/2024-09-17-pyopensci-sustainability-plan-2024.md
@@ -89,7 +89,7 @@ pyOpenSci is building a paid training event program that supports sustainability
 
 While we will charge for some training, access is integral to our training program. We will continue to develop ways to support broad participation and engagement in our programs, which is core to the pyOpenSci mission.
 
-We offer scholarships to ensure that our events are inclusive. Scholarships worked well for our [first successful online packaging training event](/events/april-2024-create-python-package-pyopensci-online-workshop.html) and allowed five people to attend our training at no cost. For our upcoming [Fall Festival](/pyopensci-2024-fall-festival.html) (more on that below), we are also developing a sponsorship program that will allow companies, organizations, and individuals to support scholarships directly.
+We offer scholarships to ensure that our events are inclusive. Scholarships worked well for our [first successful online packaging training event](/events/april-2024-create-python-package-pyopensci-online-workshop.html) and allowed five people to attend our training at no cost. For our upcoming [Fall Festival](/events/pyopensci-2024-fall-festival.html) (more on that below), we are also developing a sponsorship program that will allow companies, organizations, and individuals to support scholarships directly.
 
 ### Open education will always be a priority for pyOpenSci
 

From b0f68c46584aff49b988c15cbcff76f2ef580fc5 Mon Sep 17 00:00:00 2001
From: Leah Wasser <leah@pyopensci.org>
Date: Fri, 13 Mar 2026 11:12:53 -0600
Subject: [PATCH 5/6] fix: remove verbose

---
 .github/workflows/build-site.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/build-site.yml b/.github/workflows/build-site.yml
index b4648238..056e3fa1 100644
--- a/.github/workflows/build-site.yml
+++ b/.github/workflows/build-site.yml
@@ -37,7 +37,7 @@ jobs:
         uses: lycheeverse/lychee-action@8646ba30535128ac92d33dfc9133794bfdd9b411 #v2.8.0
         with:
           fail: true
-          args: --verbose --no-progress --root-dir _site --exclude 'zenodo\.org' _site
+          args: --no-progress --root-dir _site --exclude 'zenodo\.org' _site
         env:
           GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}}
 

From 5351702e54022d7c8e126bd658baaa55989a2fd0 Mon Sep 17 00:00:00 2001
From: Leah Wasser <leah@pyopensci.org>
Date: Fri, 13 Mar 2026 11:18:00 -0600
Subject: [PATCH 6/6] fix: more links

---
 .github/workflows/build-site.yml                   |  2 +-
 .github/workflows/linkcheck.yml                    |  1 +
 _posts/2024-07-31-pyconus-pyopensci-sprints.md     |  2 +-
 .../events/2024-08-09-pyopensci-fall-festival.md   |  2 +-
 _sass/minimal-mistakes/_fonts-load.scss            | 14 --------------
 5 files changed, 4 insertions(+), 17 deletions(-)

diff --git a/.github/workflows/build-site.yml b/.github/workflows/build-site.yml
index 056e3fa1..d05c2809 100644
--- a/.github/workflows/build-site.yml
+++ b/.github/workflows/build-site.yml
@@ -37,7 +37,7 @@ jobs:
         uses: lycheeverse/lychee-action@8646ba30535128ac92d33dfc9133794bfdd9b411 #v2.8.0
         with:
           fail: true
-          args: --no-progress --root-dir _site --exclude 'zenodo\.org' _site
+          args: --no-progress --root-dir _site --exclude 'zenodo\.org' --accept 403 _site
         env:
           GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}}
 
diff --git a/.github/workflows/linkcheck.yml b/.github/workflows/linkcheck.yml
index d21bb391..bf80355a 100644
--- a/.github/workflows/linkcheck.yml
+++ b/.github/workflows/linkcheck.yml
@@ -36,6 +36,7 @@ jobs:
             --no-progress
             --root-dir ${{ github.workspace }}/_site
             --exclude 'zenodo\.org'
+            --accept 403
             _site
         env:
           GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}}
diff --git a/_posts/2024-07-31-pyconus-pyopensci-sprints.md b/_posts/2024-07-31-pyconus-pyopensci-sprints.md
index fa61efd2..536e1670 100644
--- a/_posts/2024-07-31-pyconus-pyopensci-sprints.md
+++ b/_posts/2024-07-31-pyconus-pyopensci-sprints.md
@@ -218,7 +218,7 @@ Every person has different learning preferences. For many years, educators
 taught people the same way: in a classroom, using the same books and approaches.
 However, alternatives to this model allow learners to adapt their environment to
 their personal and learning goal needs.
-[Student-directed learning](https://scholar.google.com/scholar?q=student-directed+learning&hl=en&as_sdt=0&as_vis=1&oi=scholart)
+Student-directed learning
 is based on the idea that people learn differently and have different needs. By
 creating a hybrid learning environment where students are allowed to pick their
 learning path and approach, you empower them to own their experience.
diff --git a/_posts/events/2024-08-09-pyopensci-fall-festival.md b/_posts/events/2024-08-09-pyopensci-fall-festival.md
index d5e426f1..c42cd802 100644
--- a/_posts/events/2024-08-09-pyopensci-fall-festival.md
+++ b/_posts/events/2024-08-09-pyopensci-fall-festival.md
@@ -34,7 +34,7 @@ Interested? Read on to learn more!
 ## <i class="fa-regular fa-file-lines"></i> pyOpenSci's 2024 Fall Festival logistics:
 
 * **What:** An online community training and networking event
-* **Where:** Online using SpatialChat (learn more about SpatialChats's system requirements [here](https://guide.spatialinc.com/hc/en-us/articles/1500004491422-Minimum-System-Requirements)
+* **Where:** Online using SpatialChat
 * **When:** Monday, October 28--Friday, November 01, 2024
 * **Who:** If you are a scientist, a researcher, a student, or anyone interested in writing better, cleaner code that can be installed into different environments and shared, then this event is for you!
 * **Cost - Day 1 Keynote talks:** free.
diff --git a/_sass/minimal-mistakes/_fonts-load.scss b/_sass/minimal-mistakes/_fonts-load.scss
index 38786d91..d2f01a00 100644
--- a/_sass/minimal-mistakes/_fonts-load.scss
+++ b/_sass/minimal-mistakes/_fonts-load.scss
@@ -20,20 +20,6 @@
     font-weight: 400;
     font-display: swap;
 }
-@font-face {
-    font-family: 'Poppins';
-    src: url('/assets/fonts/Poppins-Thin.woff2') format('woff2');
-    font-weight: 100;
-    font-display: swap;
-}
-
-@font-face {
-    font-family: 'Poppins';
-    src: url('/assets/fonts/Poppins-ExtraLight.woff2') format('woff2');
-    font-weight: 200;
-    font-display: swap;
-}
-
 @font-face {
     font-family: 'Poppins';
     src: url('/assets/fonts/Poppins-Light.woff2') format('woff2');