diff --git a/nbs/_quarto.yml b/nbs/_quarto.yml
index 5dba69bc..e36bb19f 100644
--- a/nbs/_quarto.yml
+++ b/nbs/_quarto.yml
@@ -41,7 +41,7 @@ website:
             href: https://join.slack.com/t/nixtlacommunity/shared_invite/zt-1kd5m5db7-7OOfy0xVNf1PcvCiAPWvPw
     right:
       - icon: github
-        href: "https://github.com/nixtla/hierachicalforecast"
+        href: "https://github.com/nixtla/hierarchicalforecast"
       - icon: twitter
         href: https://twitter.com/nixtlainc
         aria-label: Nixtla Twitter
diff --git a/nbs/core.ipynb b/nbs/core.ipynb
index 1d4d45e9..b5c26791 100644
--- a/nbs/core.ipynb
+++ b/nbs/core.ipynb
@@ -1017,7 +1017,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "hierarchicalforecast",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/evaluation.ipynb b/nbs/evaluation.ipynb
index 2985f605..f8c29450 100644
--- a/nbs/evaluation.ipynb
+++ b/nbs/evaluation.ipynb
@@ -697,7 +697,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "hierarchicalforecast",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/examples/AustralianDomesticTourism-Bootstraped-Intervals.ipynb b/nbs/examples/AustralianDomesticTourism-Bootstraped-Intervals.ipynb
index 86bae6cf..6fddfc45 100644
--- a/nbs/examples/AustralianDomesticTourism-Bootstraped-Intervals.ipynb
+++ b/nbs/examples/AustralianDomesticTourism-Bootstraped-Intervals.ipynb
@@ -1032,7 +1032,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.6 ('hierarchicalforecast')",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/examples/AustralianDomesticTourism-Intervals.ipynb b/nbs/examples/AustralianDomesticTourism-Intervals.ipynb
index 4ace8cf0..a7eac181 100644
--- a/nbs/examples/AustralianDomesticTourism-Intervals.ipynb
+++ b/nbs/examples/AustralianDomesticTourism-Intervals.ipynb
@@ -1093,7 +1093,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.9.14 64-bit",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/examples/AustralianDomesticTourism-Permbu-Intervals.ipynb b/nbs/examples/AustralianDomesticTourism-Permbu-Intervals.ipynb
index 0bccd2ad..70c7b507 100644
--- a/nbs/examples/AustralianDomesticTourism-Permbu-Intervals.ipynb
+++ b/nbs/examples/AustralianDomesticTourism-Permbu-Intervals.ipynb
@@ -1065,7 +1065,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.6 ('hierarchicalforecast')",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/examples/Installation.ipynb b/nbs/examples/Installation.ipynb
index 2aabedb9..2804ca30 100644
--- a/nbs/examples/Installation.ipynb
+++ b/nbs/examples/Installation.ipynb
@@ -56,7 +56,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/examples/Introduction.ipynb b/nbs/examples/Introduction.ipynb
index e71a8eeb..f0fc2ad8 100644
--- a/nbs/examples/Introduction.ipynb
+++ b/nbs/examples/Introduction.ipynb
@@ -846,7 +846,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.6 ('hierarchicalforecast')",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/examples/NonNegativeReconciliation.ipynb b/nbs/examples/NonNegativeReconciliation.ipynb
index 8087773b..1e6bdd9a 100644
--- a/nbs/examples/NonNegativeReconciliation.ipynb
+++ b/nbs/examples/NonNegativeReconciliation.ipynb
@@ -1065,7 +1065,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.6 ('hierarchicalforecast')",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/examples/TourismLarge-Evaluation.ipynb b/nbs/examples/TourismLarge-Evaluation.ipynb
index 4b1fd94e..436ea36d 100644
--- a/nbs/examples/TourismLarge-Evaluation.ipynb
+++ b/nbs/examples/TourismLarge-Evaluation.ipynb
@@ -2566,7 +2566,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "hierarchicalforecast",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/examples/TourismSmall.ipynb b/nbs/examples/TourismSmall.ipynb
index 52f02449..1c526a70 100644
--- a/nbs/examples/TourismSmall.ipynb
+++ b/nbs/examples/TourismSmall.ipynb
@@ -552,7 +552,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.10.6 ('hierarchicalforecast')",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/index.ipynb b/nbs/index.ipynb
index 2b72951b..37d9a14a 100644
--- a/nbs/index.ipynb
+++ b/nbs/index.ipynb
@@ -198,7 +198,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/methods.ipynb b/nbs/methods.ipynb
index ddc29624..5a8fced2 100644
--- a/nbs/methods.ipynb
+++ b/nbs/methods.ipynb
@@ -1994,7 +1994,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "hierarchicalforecast",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/probabilistic_methods.ipynb b/nbs/probabilistic_methods.ipynb
index 11a5eb68..9f9823ef 100644
--- a/nbs/probabilistic_methods.ipynb
+++ b/nbs/probabilistic_methods.ipynb
@@ -727,7 +727,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "hierarchicalforecast",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }
diff --git a/nbs/utils.ipynb b/nbs/utils.ipynb
index 4cecaece..4190c195 100644
--- a/nbs/utils.ipynb
+++ b/nbs/utils.ipynb
@@ -837,7 +837,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "hierarchicalforecast",
+   "display_name": "python3",
    "language": "python",
    "name": "python3"
   }