diff --git a/README.md b/README.md
index 6ba7a86..0cbeef7 100644
--- a/README.md
+++ b/README.md
@@ -101,24 +101,21 @@ BibTeX Citation
 ---------------------
 
 ```
-@software{wei_kang_2023_7693957,
+@software{wei_kang_2024_10520458,
   author       = {Wei Kang and
                   Sergio Rey and
-                  Philip Stephens and
                   James Gaboardi and
+                  Philip Stephens and
                   Nicholas Malizia and
                   Stefanie Lumnitz and
                   Levi John Wolf and
                   Charles Schmidt and
                   Jay Laura and
                   Eli Knaap},
-  title        = {pysal/giddy: v2.3.4},
-  month        = mar,
-  year         = 2023,
+  title        = {pysal/giddy},
   publisher    = {Zenodo},
-  version      = {v2.3.4},
-  doi          = {10.5281/zenodo.7693957},
-  url          = {https://doi.org/10.5281/zenodo.7693957}
+  doi          = {10.5281/zenodo.1322825},
+  url          = {https://doi.org/10.5281/zenodo.1322825}
 }
 ```
 
diff --git a/docs/index.rst b/docs/index.rst
index 8e21b62..9a49157 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -23,7 +23,7 @@ addition to space-time LISA and spatial markov methods.
         <div class="col-sm-1 col-xs-hidden">
         </div>
         <div class="col-md-3 col-xs-12">
-            <a href="http://nbviewer.jupyter.org/github/pysal/giddy/blob/master/notebooks/DirectionalLISA.ipynb" class="thumbnail">
+            <a href="http://nbviewer.jupyter.org/github/pysal/giddy/blob/main/notebooks/DirectionalLISA.ipynb" class="thumbnail">
                 <img src="_static/images/rose_conditional.png" class="img-responsive center-block">
                 <div class="caption text-center">
                 <h6>Rose diagram (directional LISAs)</h6>
@@ -31,7 +31,7 @@ addition to space-time LISA and spatial markov methods.
             </a>
         </div>
         <div class="col-sm-3 col-xs-12">
-            <a href="http://nbviewer.jupyter.org/github/pysal/giddy/blob/master/notebooks/MarkovBasedMethods.ipynb" class="thumbnail">
+            <a href="http://nbviewer.jupyter.org/github/pysal/giddy/blob/main/notebooks/MarkovBasedMethods.ipynb" class="thumbnail">
                 <img src="_static/images/spatial_markov_us.png" class="img-responsive center-block">
                 <div class="caption text-center">
                 <h6>Spatial Markov Chain</h6>
@@ -39,7 +39,7 @@ addition to space-time LISA and spatial markov methods.
             </a>
         </div>
         <div class="col-sm-3 col-xs-12">
-            <a href="http://nbviewer.jupyter.org/github/pysal/giddy/blob/master/notebooks/RankBasedMethods.ipynb" class="thumbnail">
+            <a href="http://nbviewer.jupyter.org/github/pysal/giddy/blob/main/notebooks/RankBasedMethods.ipynb" class="thumbnail">
                 <img src="_static/images/neighboorsetLIMA_US.png"
                 class="img-responsive center-block">
                 <div class="caption text-center">
@@ -60,24 +60,21 @@ If you use PySAL-giddy in a scientific publication, we would appreciate using th
 
 Bibtex entry::
 
-   @software{wei_kang_2020_3887455,
+   @software{wei_kang_2024_10520458,
      author       = {Wei Kang and
                      Sergio Rey and
+                     James Gaboardi and
                      Philip Stephens and
                      Nicholas Malizia and
-                     James Gaboardi and
                      Stefanie Lumnitz and
                      Levi John Wolf and
                      Charles Schmidt and
                      Jay Laura and
                      Eli Knaap},
-     title        = {pysal/giddy: Release v2.3.3},
-     month        = jun,
-     year         = 2020,
+     title        = {pysal/giddy},
      publisher    = {Zenodo},
-     version      = {v2.3.3},
-     doi          = {10.5281/zenodo.3887455},
-     url          = {https://doi.org/10.5281/zenodo.3887455}
+     doi          = {10.5281/zenodo.1322825},
+     url          = {https://doi.org/10.5281/zenodo.1322825}
    }
 
 .. toctree::