From 7b23218b48bc4bb970d614356d2d4a13c12701d1 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Tue, 27 Feb 2024 16:56:38 +0100
Subject: [PATCH 01/23] Add dark mode logo

---
 .../images/estimagic_logo_dark_mode.svg       | 119 ++++++++++++++++++
 1 file changed, 119 insertions(+)
 create mode 100644 docs/source/_static/images/estimagic_logo_dark_mode.svg

diff --git a/docs/source/_static/images/estimagic_logo_dark_mode.svg b/docs/source/_static/images/estimagic_logo_dark_mode.svg
new file mode 100644
index 000000000..6134f5d3c
--- /dev/null
+++ b/docs/source/_static/images/estimagic_logo_dark_mode.svg
@@ -0,0 +1,119 @@
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+		C303.19,55.24,302.59,53.7,301.46,52.52z"/>
+</g>
+</svg>

From 97be92569ccfc5b493949de4409bcb4c2466bc3f Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Tue, 27 Feb 2024 17:03:25 +0100
Subject: [PATCH 02/23] Modify conf file

---
 docs/source/conf.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 8d7a6a3c8..6dd276f7d 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -166,6 +166,7 @@
 
 html_theme_options = {
     "github_url": "https://github.com/OpenSourceEconomics/estimagic",
+    "logo": {"image_dark": "_static/images/estimagic_logo_dark_mode.svg"},
 }
 
 html_css_files = ["css/custom.css"]

From d7904679878a86438e83b54fea56ec515fa89e6e Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Tue, 27 Feb 2024 18:18:09 +0100
Subject: [PATCH 03/23] Switch logos in index.md

---
 docs/source/conf.py  |  1 +
 docs/source/index.md | 10 ++++++++--
 2 files changed, 9 insertions(+), 2 deletions(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 6dd276f7d..0b332157a 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -167,6 +167,7 @@
 html_theme_options = {
     "github_url": "https://github.com/OpenSourceEconomics/estimagic",
     "logo": {"image_dark": "_static/images/estimagic_logo_dark_mode.svg"},
+    # "logo": {"image_dark": "https://pandas.pydata.org/static/img/pandas_white.svg"},
 }
 
 html_css_files = ["css/custom.css"]
diff --git a/docs/source/index.md b/docs/source/index.md
index fd31a67b7..9d5ef101c 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -1,6 +1,12 @@
 ```{raw} html
-<div id="logo" style="text-align:center;">
-<img src="_static/images/estimagic_logo.svg" alt="estimagic icon" height="100" />
+<!-- Light mode logo -->
+<div class="logo mainlogo only-light" style="text-align: center;">
+    <img src="_static/images/estimagic_logo.svg" alt="estimagic-logo" height="100" />
+</div>
+
+<!-- Dark mode logo -->
+<div class="logo mainlogo only-dark" style="text-align: center;">
+    <img src="_static/images/estimagic_logo_dark_mode.svg" alt="estimagic-logo" height="100" />
 </div>
 ```
 

From ccd0ecb5a0b27165cda01e45e377f2b5657cd860 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Tue, 27 Feb 2024 19:32:02 +0100
Subject: [PATCH 04/23] Remove commented out code

---
 docs/source/conf.py  | 1 -
 docs/source/index.md | 7 +++++++
 2 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 0b332157a..6dd276f7d 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -167,7 +167,6 @@
 html_theme_options = {
     "github_url": "https://github.com/OpenSourceEconomics/estimagic",
     "logo": {"image_dark": "_static/images/estimagic_logo_dark_mode.svg"},
-    # "logo": {"image_dark": "https://pandas.pydata.org/static/img/pandas_white.svg"},
 }
 
 html_css_files = ["css/custom.css"]
diff --git a/docs/source/index.md b/docs/source/index.md
index 9d5ef101c..b63c89cfa 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -1,4 +1,11 @@
 ```{raw} html
+<style>
+    .logo.mainlogo img {
+        background-color: transparent; /* Ensure SVG has no background */
+        max-height: 100px; /* Adjust size as needed */
+    }
+</style>
+
 <!-- Light mode logo -->
 <div class="logo mainlogo only-light" style="text-align: center;">
     <img src="_static/images/estimagic_logo.svg" alt="estimagic-logo" height="100" />

From 1c1af5155c4b4b6e6b2d3aa5bb1136be449722b9 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Fri, 5 Apr 2024 12:38:04 +0200
Subject: [PATCH 05/23] Boxes in dark mode

---
 docs/source/_static/css/custom.css     | 162 ++++--------------
 docs/source/_static/css/custom_org.css | 220 +++++++++++++++++++++++++
 docs/source/index.md                   |   6 +-
 3 files changed, 256 insertions(+), 132 deletions(-)
 create mode 100644 docs/source/_static/css/custom_org.css

diff --git a/docs/source/_static/css/custom.css b/docs/source/_static/css/custom.css
index c1de14395..cd0276318 100644
--- a/docs/source/_static/css/custom.css
+++ b/docs/source/_static/css/custom.css
@@ -1,28 +1,14 @@
-/* Remove execution count for notebook cells. */
-div.prompt {
-  display: none;
-}
-
-/* Getting started index page */
-
-
-.intro-card .card-text {
-  margin: 20px 0px;
-}
-
+/* Override some aspects of the pydata-sphinx-theme */
 
-.card-title {
-  margin-top: 0.25rem;
+:root {
+  /* Use softer blue from bootstrap's default info color */
+  --pst-color-info: 23, 162, 184;
 }
 
-div#index-container {
-  padding-bottom: 20px;
+table {
+  width: auto; /* Override fit-content which breaks Styler user guide ipynb */
 }
 
-a#index-link {
-  color: #333;
-  text-decoration: none;
-}
 
 /* reference to user guide */
 .gs-torefguide {
@@ -43,6 +29,7 @@ a#index-link {
   box-shadow: 0px -10px 0px #FFCA00f3 inset;
 }
 
+
 .gs-torefguide p {
   margin-top: 1rem;
 }
@@ -66,121 +53,46 @@ a#index-link {
 
 
 
-.intro-card .card-text {
-  margin: 20px 0px;
-  /*min-height: 150px; */
-}
-
-.intro-card .card-img-top {
-  margin: 0px;
-}
-
-.install-block {
-  padding-bottom: 30px;
-}
-
-.install-card .card-header {
-  border: none;
-  background-color: white;
-  color: #150458;
-  font-size: 1.1rem;
-  font-weight: bold;
-  padding: 1rem 1rem 0rem 1rem;
-}
-
-.install-card .card-footer {
-  border: none;
-  background-color: white;
-}
-
-.install-card pre {
-  margin: 0 1em 1em 1em;
-}
+/* Main index page overview cards */
 
-.custom-button {
-  background-color: #DCDCDC;
-  border: none;
-  color: #484848;
-  text-align: center;
-  text-decoration: none;
-  display: inline-block;
-  font-size: 0.9rem;
-  border-radius: 0.5rem;
-  max-width: 120px;
-  padding: 0.5rem 0rem;
-}
-
-.custom-button a {
-  color: #484848;
-}
-
-.custom-button p {
-  margin-top: 0;
-  margin-bottom: 0rem;
-  color: #484848;
-}
-
-/* selecting constraints guide collapsed cards */
-
-.tutorial-accordion {
-  margin-top: 20px;
-  margin-bottom: 20px;
-}
-
-.tutorial-card .card-header.card-link .btn {
-  margin-right: 12px;
-}
-
-.tutorial-card .card-header.card-link .btn:after {
-  content: "-";
-}
-
-.tutorial-card .card-header.card-link.collapsed .btn:after {
-  content: "+";
-}
-
-.tutorial-card-header-1 {
-  justify-content: space-between;
-  align-items: center;
+.intro-card {
+  padding: 30px 10px 20px 10px;
 }
 
-.tutorial-card-header-2 {
-  justify-content: flex-start;
-  align-items: center;
-  font-size: 1.3rem;
+.intro-card .sd-card-img-top {
+  margin: 10px;
+  height: 52px;
+  background: none !important;
 }
 
-.tutorial-card .card-header {
-  cursor: pointer;
-  background-color: white;
+.intro-card .sd-card-title {
+  color: var(--pst-color-primary);
+  font-size: var(--pst-font-size-h5);
+  padding: 1rem 0rem 0.5rem 0rem;
 }
 
-.tutorial-card .card-body {
-  background-color: #F0F0F0;
+.intro-card .sd-card-footer {
+  border: none !important;
 }
 
-.tutorial-card .badge:hover {
-  background-color: grey;
+.intro-card .sd-card-footer p.sd-card-text {
+  max-width: 220px;
+  margin-left: auto;
+  margin-right: auto;
 }
 
-/* tables in selecting constraints guide */
-
-table.rows th {
-  background-color: #F0F0F0;
-  border-style: solid solid solid solid;
-  border-width: 0px 0px 0px 0px;
-  border-color: #F0F0F0;
-  text-align: center;
+.intro-card .sd-btn-secondary {
+  background-color: #6c757d !important;
+  border-color: #6c757d !important;
 }
 
-table.rows tr:nth-child(even) {
-  background-color: #F0F0F0;
-  text-align: right;
+.intro-card .sd-btn-secondary:hover {
+  background-color: #5a6268 !important;
+  border-color: #545b62 !important;
 }
 
-table.rows tr:nth-child(odd) {
-  background-color: #FFFFFF;
-  text-align: right;
+.card, .card img {
+  background-color: var(--pst-color-background);
 }
 
 
@@ -208,13 +120,3 @@ details.dropdown .summary-down {
 .my-3 {
   margin-bottom: 0.2rem !important;
 }
-
-/* Background color of dropdown boxes */
-.card {
-  background-color: white !important;
-}
-
-/* Color of inline code */
-:root {
-  --pst-color-inline-code: 160, 4, 4 !important;
-}
diff --git a/docs/source/_static/css/custom_org.css b/docs/source/_static/css/custom_org.css
new file mode 100644
index 000000000..c1de14395
--- /dev/null
+++ b/docs/source/_static/css/custom_org.css
@@ -0,0 +1,220 @@
+/* Remove execution count for notebook cells. */
+div.prompt {
+  display: none;
+}
+
+/* Getting started index page */
+
+
+.intro-card .card-text {
+  margin: 20px 0px;
+}
+
+
+.card-title {
+  margin-top: 0.25rem;
+}
+
+div#index-container {
+  padding-bottom: 20px;
+}
+
+a#index-link {
+  color: #333;
+  text-decoration: none;
+}
+
+/* reference to user guide */
+.gs-torefguide {
+  align-items: center;
+  font-size: 0.9rem;
+}
+
+.gs-torefguide .badge {
+  background-color: #130654;
+  margin: 10px 10px 10px 0px;
+  padding: 5px;
+}
+
+.gs-torefguide a {
+  margin-left: 5px;
+  color: #130654;
+  border-bottom: 1px solid #FFCA00f3;
+  box-shadow: 0px -10px 0px #FFCA00f3 inset;
+}
+
+.gs-torefguide p {
+  margin-top: 1rem;
+}
+
+.gs-torefguide a:hover {
+  margin-left: 5px;
+  color: grey;
+  text-decoration: none;
+  border-bottom: 1px solid #b2ff80f3;
+  box-shadow: 0px -10px 0px #b2ff80f3 inset;
+}
+
+/* selecting constraints guide */
+.intro-card {
+  background: #fff;
+  border-radius: 0;
+  padding: 20px 5px 5px 0px;
+  margin: 10px 0px;
+  max-height: 85%;
+}
+
+
+
+.intro-card .card-text {
+  margin: 20px 0px;
+  /*min-height: 150px; */
+}
+
+.intro-card .card-img-top {
+  margin: 0px;
+}
+
+.install-block {
+  padding-bottom: 30px;
+}
+
+.install-card .card-header {
+  border: none;
+  background-color: white;
+  color: #150458;
+  font-size: 1.1rem;
+  font-weight: bold;
+  padding: 1rem 1rem 0rem 1rem;
+}
+
+.install-card .card-footer {
+  border: none;
+  background-color: white;
+}
+
+.install-card pre {
+  margin: 0 1em 1em 1em;
+}
+
+.custom-button {
+  background-color: #DCDCDC;
+  border: none;
+  color: #484848;
+  text-align: center;
+  text-decoration: none;
+  display: inline-block;
+  font-size: 0.9rem;
+  border-radius: 0.5rem;
+  max-width: 120px;
+  padding: 0.5rem 0rem;
+}
+
+.custom-button a {
+  color: #484848;
+}
+
+.custom-button p {
+  margin-top: 0;
+  margin-bottom: 0rem;
+  color: #484848;
+}
+
+/* selecting constraints guide collapsed cards */
+
+.tutorial-accordion {
+  margin-top: 20px;
+  margin-bottom: 20px;
+}
+
+.tutorial-card .card-header.card-link .btn {
+  margin-right: 12px;
+}
+
+.tutorial-card .card-header.card-link .btn:after {
+  content: "-";
+}
+
+.tutorial-card .card-header.card-link.collapsed .btn:after {
+  content: "+";
+}
+
+.tutorial-card-header-1 {
+  justify-content: space-between;
+  align-items: center;
+}
+
+.tutorial-card-header-2 {
+  justify-content: flex-start;
+  align-items: center;
+  font-size: 1.3rem;
+}
+
+.tutorial-card .card-header {
+  cursor: pointer;
+  background-color: white;
+}
+
+.tutorial-card .card-body {
+  background-color: #F0F0F0;
+}
+
+.tutorial-card .badge:hover {
+  background-color: grey;
+}
+
+/* tables in selecting constraints guide */
+
+table.rows th {
+  background-color: #F0F0F0;
+  border-style: solid solid solid solid;
+  border-width: 0px 0px 0px 0px;
+  border-color: #F0F0F0;
+  text-align: center;
+}
+
+table.rows tr:nth-child(even) {
+  background-color: #F0F0F0;
+  text-align: right;
+}
+
+table.rows tr:nth-child(odd) {
+  background-color: #FFFFFF;
+  text-align: right;
+}
+
+
+/* reduce size of dropdown boxes and change color */
+
+/* Title text attributes */
+details.dropdown .summary-title {
+  font-weight: bold !important;
+  font-family: var(--pst-font-family-monospace) !important;
+}
+
+/* Space of box around the text */
+details.dropdown summary {
+  padding: 0.4rem !important;
+}
+
+/* Vertical spacing of arrow */
+details.dropdown .summary-up,
+details.dropdown .summary-down {
+  top: 0.5em !important;
+}
+
+/* Vertical space between dropdown boxes */
+.mb-3,
+.my-3 {
+  margin-bottom: 0.2rem !important;
+}
+
+/* Background color of dropdown boxes */
+.card {
+  background-color: white !important;
+}
+
+/* Color of inline code */
+:root {
+  --pst-color-inline-code: 160, 4, 4 !important;
+}
diff --git a/docs/source/index.md b/docs/source/index.md
index 90956b5e8..f73ddf34a 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -20,8 +20,10 @@
 <br>
 <br>
 
-estimagic is a Python package for nonlinear optimization with or without constraints. It
-is particularly suited to solve difficult nonlinear estimation problems. On top, it
+## estimagic documentation
+
+`estimagic` is a Python package for nonlinear optimization with or without constraints.
+It is particularly suited to solve difficult nonlinear estimation problems. On top, it
 provides functionality to perform statistical inference on estimated parameters.
 
 For a complete introduction to optimization in estimagic, check out the

From 79b135f2437bff2e3069425ddb304b03f219d6bf Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Fri, 5 Apr 2024 12:43:27 +0200
Subject: [PATCH 06/23] Increase size of symbols

---
 docs/source/_static/css/custom.css | 75 ++++++++++++++++++++++++++++++
 1 file changed, 75 insertions(+)

diff --git a/docs/source/_static/css/custom.css b/docs/source/_static/css/custom.css
index cd0276318..c9fbe01b6 100644
--- a/docs/source/_static/css/custom.css
+++ b/docs/source/_static/css/custom.css
@@ -9,6 +9,25 @@ table {
   width: auto; /* Override fit-content which breaks Styler user guide ipynb */
 }
 
+/* Getting started index page */
+
+.intro-card .card-text {
+  margin: 20px 0px;
+}
+
+
+.card-title {
+  margin-top: 0.25rem;
+}
+
+div#index-container {
+  padding-bottom: 20px;
+}
+
+a#index-link {
+  color: #333;
+  text-decoration: none;
+}
 
 /* reference to user guide */
 .gs-torefguide {
@@ -52,6 +71,61 @@ table {
 }
 
 
+.intro-card .card-text {
+  margin: 20px 0px;
+  /*min-height: 150px; */
+}
+
+.intro-card .card-img-top {
+  margin: 0px;
+}
+
+.install-block {
+  padding-bottom: 30px;
+}
+
+.install-card .card-header {
+  border: none;
+  background-color: white;
+  color: #150458;
+  font-size: 1.1rem;
+  font-weight: bold;
+  padding: 1rem 1rem 0rem 1rem;
+}
+
+.install-card .card-footer {
+  border: none;
+  background-color: white;
+}
+
+.install-card pre {
+  margin: 0 1em 1em 1em;
+}
+
+.custom-button {
+  background-color: #DCDCDC;
+  border: none;
+  color: #484848;
+  text-align: center;
+  text-decoration: none;
+  display: inline-block;
+  font-size: 0.9rem;
+  border-radius: 0.5rem;
+  max-width: 120px;
+  padding: 0.5rem 0rem;
+}
+
+.custom-button a {
+  color: #484848;
+}
+
+.custom-button p {
+  margin-top: 0;
+  margin-bottom: 0rem;
+  color: #484848;
+}
+
+
 
 /* Main index page overview cards */
 
@@ -96,6 +170,7 @@ table {
 }
 
 
+
 /* reduce size of dropdown boxes and change color */
 
 /* Title text attributes */

From 5d7d2f681b4042ae02762252ad618180e4a41ac5 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Fri, 5 Apr 2024 13:11:59 +0200
Subject: [PATCH 07/23] Add icons

---
 docs/source/_static/images/estimagic_icon.svg | 71 +++++++++++++++++++
 .../images/estimagic_icon_dark_mode.svg       | 71 +++++++++++++++++++
 docs/source/conf.py                           |  7 +-
 3 files changed, 147 insertions(+), 2 deletions(-)
 create mode 100644 docs/source/_static/images/estimagic_icon.svg
 create mode 100644 docs/source/_static/images/estimagic_icon_dark_mode.svg

diff --git a/docs/source/_static/images/estimagic_icon.svg b/docs/source/_static/images/estimagic_icon.svg
new file mode 100644
index 000000000..75be02d24
--- /dev/null
+++ b/docs/source/_static/images/estimagic_icon.svg
@@ -0,0 +1,71 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!-- Generator: Adobe Illustrator 27.7.0, SVG Export Plug-In . SVG Version: 6.00 Build 0)  -->
+<svg version="1.1" id="Layer_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px"
+	 viewBox="0 0 630 240" style="enable-background:new 0 0 630 240;" xml:space="preserve">
+<style type="text/css">
+	.st0{fill:#303D3B;}
+	.st1{fill:#EE1B51;}
+	.st2{fill:#F0274D;}
+	.st3{fill:#F23349;}
+	.st4{fill:#F44045;}
+	.st5{fill:#F64C41;}
+	.st6{fill:#F7583E;}
+	.st7{fill:#F9643A;}
+	.st8{fill:#FB7136;}
+	.st9{fill:#FD7D32;}
+	.st10{fill:#FF892E;}
+</style>
+<g>
+	<path class="st0" d="M617.18,126.31c0.81-25.13-9.13-50.78-26.59-68.61c-15.54-15.88-35.87-24.55-57.21-24.25
+		c-20.73,0.23-42.54,8.03-63.05,22.55c-23.65,16.74-43.35,40.09-62.25,63.12c-1.41-2.24-2.81-4.48-4.23-6.73
+		c-19.78-31.56-40.23-64.2-73.79-82.36C258.88-8.5,206.24,48.08,163.72,97.83c1.48,0.65,2.83,1.59,3.99,2.79
+		c2.28,2.37,3.52,5.48,3.5,8.77c20.94-24.58,42.67-49.46,67.38-64.73c28.92-17.87,55.99-18.83,85.2-3.03
+		c30.51,16.51,50.02,47.65,68.89,77.77c2.19,3.49,4.38,6.99,6.59,10.47c-1.31,1.6-2.63,3.19-3.95,4.78
+		c-34.05,41.02-69.34,77.59-126.55,74.7c-55.15-2.81-84.57-39.73-115.56-78.99c2.48-2.82,4.98-5.71,7.51-8.66
+		c-0.67,0.11-1.35,0.18-2.04,0.18c-0.08,0-0.16,0-0.24,0c-3.35-0.06-6.48-1.43-8.8-3.84c-0.57-0.59-1.08-1.24-1.52-1.91
+		c-1.08,1.25-2.16,2.5-3.23,3.73c-1.89-2.37-3.81-4.75-5.73-7.11C118.17,87,95.87,75.15,70.98,76.48
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diff --git a/docs/source/_static/images/estimagic_icon_dark_mode.svg b/docs/source/_static/images/estimagic_icon_dark_mode.svg
new file mode 100644
index 000000000..20ce86314
--- /dev/null
+++ b/docs/source/_static/images/estimagic_icon_dark_mode.svg
@@ -0,0 +1,71 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!-- Generator: Adobe Illustrator 28.1.0, SVG Export Plug-In . SVG Version: 6.00 Build 0)  -->
+<svg version="1.1" id="Layer_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px"
+	 viewBox="0 0 630 240" style="enable-background:new 0 0 630 240;" xml:space="preserve">
+<style type="text/css">
+	.st0{fill:#FFFFFF;}
+	.st1{fill:#EE1B51;}
+	.st2{fill:#F0274D;}
+	.st3{fill:#F23349;}
+	.st4{fill:#F44045;}
+	.st5{fill:#F64C41;}
+	.st6{fill:#F7583E;}
+	.st7{fill:#F9643A;}
+	.st8{fill:#FB7136;}
+	.st9{fill:#FD7D32;}
+	.st10{fill:#FF892E;}
+</style>
+<g>
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diff --git a/docs/source/conf.py b/docs/source/conf.py
index ab135c860..44d7889a8 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -160,11 +160,14 @@
 # a list of builtin themes.
 html_theme = "pydata_sphinx_theme"
 
-html_logo = "_static/images/estimagic_logo.svg"
+html_logo = "_static/images/estimagic_icon.svg"
 
 html_theme_options = {
     "github_url": "https://github.com/OpenSourceEconomics/estimagic",
-    "logo": {"image_dark": "_static/images/estimagic_logo_dark_mode.svg"},
+    "logo": {
+        "text": "estimagic",
+        "image_dark": "_static/images/estimagic_icon_dark_mode.svg",
+    },
 }
 
 html_css_files = ["css/custom.css"]

From 083d30e8e644eedf46cfbfa9e39f25705e37ade7 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Fri, 5 Apr 2024 15:27:44 +0200
Subject: [PATCH 08/23] Fix dark mode logo on index page

---
 docs/source/_static/css/custom.css        | 145 ----------------
 docs/source/_static/css/custom_backup.css | 197 ++++++++++++++++++++++
 docs/source/index.md                      |  19 +--
 3 files changed, 199 insertions(+), 162 deletions(-)
 create mode 100644 docs/source/_static/css/custom_backup.css

diff --git a/docs/source/_static/css/custom.css b/docs/source/_static/css/custom.css
index c9fbe01b6..114517789 100644
--- a/docs/source/_static/css/custom.css
+++ b/docs/source/_static/css/custom.css
@@ -9,124 +9,6 @@ table {
   width: auto; /* Override fit-content which breaks Styler user guide ipynb */
 }
 
-/* Getting started index page */
-
-.intro-card .card-text {
-  margin: 20px 0px;
-}
-
-
-.card-title {
-  margin-top: 0.25rem;
-}
-
-div#index-container {
-  padding-bottom: 20px;
-}
-
-a#index-link {
-  color: #333;
-  text-decoration: none;
-}
-
-/* reference to user guide */
-.gs-torefguide {
-  align-items: center;
-  font-size: 0.9rem;
-}
-
-.gs-torefguide .badge {
-  background-color: #130654;
-  margin: 10px 10px 10px 0px;
-  padding: 5px;
-}
-
-.gs-torefguide a {
-  margin-left: 5px;
-  color: #130654;
-  border-bottom: 1px solid #FFCA00f3;
-  box-shadow: 0px -10px 0px #FFCA00f3 inset;
-}
-
-
-.gs-torefguide p {
-  margin-top: 1rem;
-}
-
-.gs-torefguide a:hover {
-  margin-left: 5px;
-  color: grey;
-  text-decoration: none;
-  border-bottom: 1px solid #b2ff80f3;
-  box-shadow: 0px -10px 0px #b2ff80f3 inset;
-}
-
-/* selecting constraints guide */
-.intro-card {
-  background: #fff;
-  border-radius: 0;
-  padding: 20px 5px 5px 0px;
-  margin: 10px 0px;
-  max-height: 85%;
-}
-
-
-.intro-card .card-text {
-  margin: 20px 0px;
-  /*min-height: 150px; */
-}
-
-.intro-card .card-img-top {
-  margin: 0px;
-}
-
-.install-block {
-  padding-bottom: 30px;
-}
-
-.install-card .card-header {
-  border: none;
-  background-color: white;
-  color: #150458;
-  font-size: 1.1rem;
-  font-weight: bold;
-  padding: 1rem 1rem 0rem 1rem;
-}
-
-.install-card .card-footer {
-  border: none;
-  background-color: white;
-}
-
-.install-card pre {
-  margin: 0 1em 1em 1em;
-}
-
-.custom-button {
-  background-color: #DCDCDC;
-  border: none;
-  color: #484848;
-  text-align: center;
-  text-decoration: none;
-  display: inline-block;
-  font-size: 0.9rem;
-  border-radius: 0.5rem;
-  max-width: 120px;
-  padding: 0.5rem 0rem;
-}
-
-.custom-button a {
-  color: #484848;
-}
-
-.custom-button p {
-  margin-top: 0;
-  margin-bottom: 0rem;
-  color: #484848;
-}
-
-
-
 /* Main index page overview cards */
 
 .intro-card {
@@ -168,30 +50,3 @@ a#index-link {
 .card, .card img {
   background-color: var(--pst-color-background);
 }
-
-
-
-/* reduce size of dropdown boxes and change color */
-
-/* Title text attributes */
-details.dropdown .summary-title {
-  font-weight: bold !important;
-  font-family: var(--pst-font-family-monospace) !important;
-}
-
-/* Space of box around the text */
-details.dropdown summary {
-  padding: 0.4rem !important;
-}
-
-/* Vertical spacing of arrow */
-details.dropdown .summary-up,
-details.dropdown .summary-down {
-  top: 0.5em !important;
-}
-
-/* Vertical space between dropdown boxes */
-.mb-3,
-.my-3 {
-  margin-bottom: 0.2rem !important;
-}
diff --git a/docs/source/_static/css/custom_backup.css b/docs/source/_static/css/custom_backup.css
new file mode 100644
index 000000000..c9fbe01b6
--- /dev/null
+++ b/docs/source/_static/css/custom_backup.css
@@ -0,0 +1,197 @@
+/* Override some aspects of the pydata-sphinx-theme */
+
+:root {
+  /* Use softer blue from bootstrap's default info color */
+  --pst-color-info: 23, 162, 184;
+}
+
+table {
+  width: auto; /* Override fit-content which breaks Styler user guide ipynb */
+}
+
+/* Getting started index page */
+
+.intro-card .card-text {
+  margin: 20px 0px;
+}
+
+
+.card-title {
+  margin-top: 0.25rem;
+}
+
+div#index-container {
+  padding-bottom: 20px;
+}
+
+a#index-link {
+  color: #333;
+  text-decoration: none;
+}
+
+/* reference to user guide */
+.gs-torefguide {
+  align-items: center;
+  font-size: 0.9rem;
+}
+
+.gs-torefguide .badge {
+  background-color: #130654;
+  margin: 10px 10px 10px 0px;
+  padding: 5px;
+}
+
+.gs-torefguide a {
+  margin-left: 5px;
+  color: #130654;
+  border-bottom: 1px solid #FFCA00f3;
+  box-shadow: 0px -10px 0px #FFCA00f3 inset;
+}
+
+
+.gs-torefguide p {
+  margin-top: 1rem;
+}
+
+.gs-torefguide a:hover {
+  margin-left: 5px;
+  color: grey;
+  text-decoration: none;
+  border-bottom: 1px solid #b2ff80f3;
+  box-shadow: 0px -10px 0px #b2ff80f3 inset;
+}
+
+/* selecting constraints guide */
+.intro-card {
+  background: #fff;
+  border-radius: 0;
+  padding: 20px 5px 5px 0px;
+  margin: 10px 0px;
+  max-height: 85%;
+}
+
+
+.intro-card .card-text {
+  margin: 20px 0px;
+  /*min-height: 150px; */
+}
+
+.intro-card .card-img-top {
+  margin: 0px;
+}
+
+.install-block {
+  padding-bottom: 30px;
+}
+
+.install-card .card-header {
+  border: none;
+  background-color: white;
+  color: #150458;
+  font-size: 1.1rem;
+  font-weight: bold;
+  padding: 1rem 1rem 0rem 1rem;
+}
+
+.install-card .card-footer {
+  border: none;
+  background-color: white;
+}
+
+.install-card pre {
+  margin: 0 1em 1em 1em;
+}
+
+.custom-button {
+  background-color: #DCDCDC;
+  border: none;
+  color: #484848;
+  text-align: center;
+  text-decoration: none;
+  display: inline-block;
+  font-size: 0.9rem;
+  border-radius: 0.5rem;
+  max-width: 120px;
+  padding: 0.5rem 0rem;
+}
+
+.custom-button a {
+  color: #484848;
+}
+
+.custom-button p {
+  margin-top: 0;
+  margin-bottom: 0rem;
+  color: #484848;
+}
+
+
+
+/* Main index page overview cards */
+
+.intro-card {
+  padding: 30px 10px 20px 10px;
+}
+
+.intro-card .sd-card-img-top {
+  margin: 10px;
+  height: 52px;
+  background: none !important;
+}
+
+.intro-card .sd-card-title {
+  color: var(--pst-color-primary);
+  font-size: var(--pst-font-size-h5);
+  padding: 1rem 0rem 0.5rem 0rem;
+}
+
+.intro-card .sd-card-footer {
+  border: none !important;
+}
+
+.intro-card .sd-card-footer p.sd-card-text {
+  max-width: 220px;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.intro-card .sd-btn-secondary {
+  background-color: #6c757d !important;
+  border-color: #6c757d !important;
+}
+
+.intro-card .sd-btn-secondary:hover {
+  background-color: #5a6268 !important;
+  border-color: #545b62 !important;
+}
+
+.card, .card img {
+  background-color: var(--pst-color-background);
+}
+
+
+
+/* reduce size of dropdown boxes and change color */
+
+/* Title text attributes */
+details.dropdown .summary-title {
+  font-weight: bold !important;
+  font-family: var(--pst-font-family-monospace) !important;
+}
+
+/* Space of box around the text */
+details.dropdown summary {
+  padding: 0.4rem !important;
+}
+
+/* Vertical spacing of arrow */
+details.dropdown .summary-up,
+details.dropdown .summary-down {
+  top: 0.5em !important;
+}
+
+/* Vertical space between dropdown boxes */
+.mb-3,
+.my-3 {
+  margin-bottom: 0.2rem !important;
+}
diff --git a/docs/source/index.md b/docs/source/index.md
index f73ddf34a..22eaa1631 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -1,27 +1,12 @@
 ```{raw} html
-<style>
-    .logo.mainlogo img {
-        background-color: transparent; /* Ensure SVG has no background */
-        max-height: 100px; /* Adjust size as needed */
-    }
-</style>
-
-<!-- Light mode logo -->
-<div class="logo mainlogo only-light" style="text-align: center;">
-    <img src="_static/images/estimagic_logo.svg" alt="estimagic-logo" height="100" />
-</div>
+<img src="_static/images/estimagic_logo.svg" class="only-light center" style="display:block; margin-left:auto; margin-right:auto; width:300px; height:auto;"/>
 
-<!-- Dark mode logo -->
-<div class="logo mainlogo only-dark" style="text-align: center;">
-    <img src="_static/images/estimagic_logo_dark_mode.svg" alt="estimagic-logo" height="100" />
-</div>
+<img src="_static/images/estimagic_logo_dark_mode.svg" class="only-dark center" style="display:block; margin-left:auto; margin-right:auto; width:300px; height:auto;"/>
 ```
 
 <br>
 <br>
 
-## estimagic documentation
-
 `estimagic` is a Python package for nonlinear optimization with or without constraints.
 It is particularly suited to solve difficult nonlinear estimation problems. On top, it
 provides functionality to perform statistical inference on estimated parameters.

From ae5338fed945d4632868328883294333ae00b676 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Tue, 30 Apr 2024 12:39:21 +0200
Subject: [PATCH 09/23] Switch to furo theme

---
 docs/rtd_environment.yml |  1 +
 docs/source/conf.py      | 81 ++++++++++++++++++++++++++++------------
 2 files changed, 58 insertions(+), 24 deletions(-)

diff --git a/docs/rtd_environment.yml b/docs/rtd_environment.yml
index 4bc8b6cbc..52f5db51c 100644
--- a/docs/rtd_environment.yml
+++ b/docs/rtd_environment.yml
@@ -17,6 +17,7 @@ dependencies:
   - ipython_genutils
   - myst-nb
   - pydata-sphinx-theme
+  - furo
   - pybaum
   - matplotlib
   - seaborn
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 44d7889a8..3d4686fab 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -130,6 +130,7 @@
 
 # The name of the Pygments (syntax highlighting) style to use.
 pygments_style = "sphinx"
+# pygments_dark_style = "monokai"
 
 # If true, `todo` and `todoList` produce output, else they produce nothing.
 if on_rtd:
@@ -158,34 +159,66 @@
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
-html_theme = "pydata_sphinx_theme"
+html_theme = "furo"
 
-html_logo = "_static/images/estimagic_icon.svg"
+html_css_files = ["css/custom.css"]
 
-html_theme_options = {
-    "github_url": "https://github.com/OpenSourceEconomics/estimagic",
-    "logo": {
-        "text": "estimagic",
-        "image_dark": "_static/images/estimagic_icon_dark_mode.svg",
-    },
-}
+# html_theme_options = {
+#     "github_url": "https://github.com/OpenSourceEconomics/estimagic",
+#     "logo": {
+#         "text": "estimagic",
+#         "image_dark": "_static/images/estimagic_icon_dark_mode.svg",
+#     },
+# }
+
+
+# # Add any paths that contain custom static files (such as style sheets) here,
+# # relative to this directory. They are copied after the builtin static files,
+# # so a file named "default.css" will overwrite the builtin "default.css".
+# # html_static_path = ["_static"]
+
+# # Custom sidebar templates, must be a dictionary that maps document names
+# # to template names.
+# #
+# # This is required for the alabaster theme
+# # refs: http://alabaster.readthedocs.io/en/latest/installation.html#sidebars
+# html_sidebars = {
+#     "**": [
+#         "relations.html",  # needs 'show_related': True theme option to display
+#         "searchbox.html",
+#     ]
+# }
+
+# Add any paths that contain custom static files (such as style sheets) here, relative
+# to this directory. They are copied after the builtin static files, so a file named
+# "default.css" will overwrite the builtin "default.css".
+# html_static_path = ["_static"]
 
-html_css_files = ["css/custom.css"]
+# If false, no module index is generated.
+html_domain_indices = True
 
+# If false, no index is generated.
+html_use_index = True
 
-# Add any paths that contain custom static files (such as style sheets) here,
-# relative to this directory. They are copied after the builtin static files,
-# so a file named "default.css" will overwrite the builtin "default.css".
-# html_static_path = ["_static"]
+# If true, the index is split into individual pages for each letter.
+html_split_index = False
 
-# Custom sidebar templates, must be a dictionary that maps document names
-# to template names.
-#
-# This is required for the alabaster theme
-# refs: http://alabaster.readthedocs.io/en/latest/installation.html#sidebars
-html_sidebars = {
-    "**": [
-        "relations.html",  # needs 'show_related': True theme option to display
-        "searchbox.html",
-    ]
+# If true, links to the reST sources are added to the pages.
+html_show_sourcelink = False
+
+# If true, "Created using Sphinx" is shown in the HTML footer. Default is True.
+html_show_sphinx = True
+
+# If true, "(C) Copyright ..." is shown in the HTML footer. Default is True.
+html_show_copyright = True
+
+html_title = "estimagic"
+
+html_theme_options = {
+    "sidebar_hide_name": True,
+    "navigation_with_keys": True,
+    # "light_logo": "_static/images/estimagic_icon.svg",
+    # "dark_logo": "_static/images/estimagic_icon_dark_mode.svg",
+    "light_logo": "_static/images/estimagic_logo",
+    "dark_logo": "_static/images/estimagic_logo_dark_mode",
 }

From df0d640ed77ded35db845eb6b66262203f1b4bfb Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 8 May 2024 12:05:17 +0200
Subject: [PATCH 10/23] Add sphinx-design

---
 docs/rtd_environment.yml                    |   1 +
 docs/source/_static/css/custom_tobi.css     |  31 +++
 docs/source/_static/css/termynal.css        | 110 ++++++++
 docs/source/_static/css/termynal_custom.css |  95 +++++++
 docs/source/_static/js/custom.js            | 133 +++++++++
 docs/source/_static/js/termynal.js          | 292 ++++++++++++++++++++
 docs/source/conf.py                         |   9 +-
 docs/source/index.md                        | 147 +++++++++-
 8 files changed, 815 insertions(+), 3 deletions(-)
 create mode 100644 docs/source/_static/css/custom_tobi.css
 create mode 100644 docs/source/_static/css/termynal.css
 create mode 100644 docs/source/_static/css/termynal_custom.css
 create mode 100644 docs/source/_static/js/custom.js
 create mode 100644 docs/source/_static/js/termynal.js

diff --git a/docs/rtd_environment.yml b/docs/rtd_environment.yml
index 52f5db51c..965fad36a 100644
--- a/docs/rtd_environment.yml
+++ b/docs/rtd_environment.yml
@@ -13,6 +13,7 @@ dependencies:
   - sphinxcontrib-bibtex
   - sphinx-copybutton
   - sphinx-panels
+  - sphinx-design
   - ipython
   - ipython_genutils
   - myst-nb
diff --git a/docs/source/_static/css/custom_tobi.css b/docs/source/_static/css/custom_tobi.css
new file mode 100644
index 000000000..1097790fc
--- /dev/null
+++ b/docs/source/_static/css/custom_tobi.css
@@ -0,0 +1,31 @@
+/* Classes for the index page. */
+.index-card-image {
+    padding-top: 1rem;
+    height: 68px;
+    text-align: center;
+}
+
+.index-card-link {
+    color: var(--sd-color-card-text);
+    font-weight: bold;
+}
+
+pre {
+  padding-left: 20px
+}
+
+li pre {
+  padding-left: 20px
+}
+
+.highlight {
+    background: #f5f5f5
+}
+
+.highlight button.copybtn{
+    background-color: #f5f5f5;
+}
+
+.highlight button.copybtn:hover {
+    background-color: #f5f5f5;
+}
diff --git a/docs/source/_static/css/termynal.css b/docs/source/_static/css/termynal.css
new file mode 100644
index 000000000..befbe53d2
--- /dev/null
+++ b/docs/source/_static/css/termynal.css
@@ -0,0 +1,110 @@
+/**
+ * termynal.js
+ *
+ * @author Ines Montani <ines@ines.io>
+ * @version 0.0.1
+ * @license MIT
+ */
+
+:root {
+    --color-bg: #0c0c0c;
+    --color-text: #f2f2f2;
+    --color-text-subtle: #a2a2a2;
+}
+
+[data-termynal] {
+    width: 750px;
+    max-width: 100%;
+    background: var(--color-bg);
+    color: var(--color-text);
+    /* font-size: 18px; */
+    font-size: 15px;
+    /* font-family: 'Fira Mono', Consolas, Menlo, Monaco, 'Courier New', Courier, monospace; */
+    font-family: 'Roboto Mono', 'Fira Mono', Consolas, Menlo, Monaco, 'Courier New', Courier, monospace;
+    border-radius: 4px;
+    padding: 75px 45px 35px;
+    position: relative;
+    -webkit-box-sizing: border-box;
+            box-sizing: border-box;
+    line-height: 1.2;
+}
+
+[data-termynal]:before {
+    content: '';
+    position: absolute;
+    top: 15px;
+    left: 15px;
+    display: inline-block;
+    width: 15px;
+    height: 15px;
+    border-radius: 50%;
+    /* A little hack to display the window buttons in one pseudo element. */
+    background: #d9515d;
+    -webkit-box-shadow: 25px 0 0 #f4c025, 50px 0 0 #3ec930;
+            box-shadow: 25px 0 0 #f4c025, 50px 0 0 #3ec930;
+}
+
+[data-termynal]:after {
+    content: 'bash';
+    position: absolute;
+    color: var(--color-text-subtle);
+    top: 5px;
+    left: 0;
+    width: 100%;
+    text-align: center;
+}
+
+a[data-terminal-control] {
+    text-align: right;
+    display: block;
+    color: #aebbff;
+}
+
+[data-ty] {
+    display: block;
+    line-height: 2;
+}
+
+[data-ty]:before {
+    /* Set up defaults and ensure empty lines are displayed. */
+    content: '';
+    display: inline-block;
+    vertical-align: middle;
+}
+
+[data-ty="input"]:before,
+[data-ty-prompt]:before {
+    margin-right: 0.75em;
+    color: var(--color-text-subtle);
+}
+
+[data-ty="input"]:before {
+    content: '$';
+}
+
+[data-ty][data-ty-prompt]:before {
+    content: attr(data-ty-prompt);
+}
+
+[data-ty-cursor]:after {
+    content: attr(data-ty-cursor);
+    font-family: monospace;
+    margin-left: 0.5em;
+    -webkit-animation: blink 1s infinite;
+            animation: blink 1s infinite;
+}
+
+
+/* Cursor animation */
+
+@-webkit-keyframes blink {
+    50% {
+        opacity: 0;
+    }
+}
+
+@keyframes blink {
+    50% {
+        opacity: 0;
+    }
+}
diff --git a/docs/source/_static/css/termynal_custom.css b/docs/source/_static/css/termynal_custom.css
new file mode 100644
index 000000000..fc67f98ca
--- /dev/null
+++ b/docs/source/_static/css/termynal_custom.css
@@ -0,0 +1,95 @@
+.termynal-comment {
+    color: #4a968f;
+    font-style: italic;
+    display: block;
+}
+
+.termy [data-termynal] {
+    white-space: pre-wrap;
+}
+
+a.external-link::after {
+    /* \00A0 is a non-breaking space
+        to make the mark be on the same line as the link
+    */
+    content: "\00A0[↪]";
+}
+
+a.internal-link::after {
+    /* \00A0 is a non-breaking space
+        to make the mark be on the same line as the link
+    */
+    content: "\00A0↪";
+}
+
+:root {
+    --termynal-green: #137C39;
+    --termynal-red: #BF2D2D;
+    --termynal-yellow: #F4C041;
+    --termynal-white: #f2f2f2;
+    --termynal-black: #0c0c0c;
+    --termynal-blue: #11a8cd;
+    --termynal-grey: #7f7f7f;
+}
+
+.termynal-failed {
+    color: var(--termynal-red);
+}
+
+.termynal-failed-textonly {
+    color: var(--termynal-white);
+    background: var(--termynal-red);
+    font-weight: bold;
+}
+
+.termynal-success {
+    color: var(--termynal-green);
+}
+
+.termynal-success-textonly {
+    color: var(--termynal-white);
+    background: var(--termynal-green);
+    font-weight: bold;
+}
+
+.termynal-skipped {
+    color: var(--termynal-yellow);
+}
+
+.termynal-skipped-textonly {
+    color: var(--termynal-black);
+    background: var(--termynal-yellow);
+    font-weight: bold;
+}
+
+.termynal-warning {
+    color: var(--termynal-yellow);
+}
+
+.termynal-command {
+    color: var(--termynal-green);
+    font-weight: bold;
+}
+
+.termynal-option {
+    color: var(--termynal-yellow);
+    font-weight: bold;
+}
+
+.termynal-switch {
+    color: var(--termynal-red);
+    font-weight: bold;
+}
+
+.termynal-metavar {
+    color: yellow;
+    font-weight: bold;
+}
+
+.termynal-dim {
+    color: var(--termynal-grey);
+}
+
+.termynal-number {
+    color: var(--termynal-blue);
+}
diff --git a/docs/source/_static/js/custom.js b/docs/source/_static/js/custom.js
new file mode 100644
index 000000000..9dad13e50
--- /dev/null
+++ b/docs/source/_static/js/custom.js
@@ -0,0 +1,133 @@
+/*
+
+The following code is copied from https://github.com/tiangolo/typer.
+
+The MIT License (MIT)
+
+Copyright (c) 2019 Sebastián Ramírez
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+
+*/
+
+document.querySelectorAll(".use-termynal").forEach(node => {
+    node.style.display = "block";
+    new Termynal(node, {
+        lineDelay: 500
+    });
+});
+const progressLiteralStart = "---> 100%";
+const promptLiteralStart = "$ ";
+const customPromptLiteralStart = "# ";
+const termynalActivateClass = "termy";
+let termynals = [];
+
+function createTermynals() {
+    document
+        .querySelectorAll(`.${termynalActivateClass} .highlight`)
+        .forEach(node => {
+            const text = node.textContent;
+            const lines = text.split("\n");
+            const useLines = [];
+            let buffer = [];
+            function saveBuffer() {
+                if (buffer.length) {
+                    let isBlankSpace = true;
+                    buffer.forEach(line => {
+                        if (line) {
+                            isBlankSpace = false;
+                        }
+                    });
+                    dataValue = {};
+                    if (isBlankSpace) {
+                        dataValue["delay"] = 0;
+                    }
+                    if (buffer[buffer.length - 1] === "") {
+                        // A last single <br> won't have effect
+                        // so put an additional one
+                        buffer.push("");
+                    }
+                    const bufferValue = buffer.join("<br>");
+                    dataValue["value"] = bufferValue;
+                    useLines.push(dataValue);
+                    buffer = [];
+                }
+            }
+            for (let line of lines) {
+                if (line === progressLiteralStart) {
+                    saveBuffer();
+                    useLines.push({
+                        type: "progress"
+                    });
+                } else if (line.startsWith(promptLiteralStart)) {
+                    saveBuffer();
+                    const value = line.replace(promptLiteralStart, "").trimEnd();
+                    useLines.push({
+                        type: "input",
+                        value: value
+                    });
+                } else if (line.startsWith("// ")) {
+                    saveBuffer();
+                    const value = "💬 " + line.replace("// ", "").trimEnd();
+                    useLines.push({
+                        value: value,
+                        class: "termynal-comment",
+                        delay: 0
+                    });
+                } else if (line.startsWith(customPromptLiteralStart)) {
+                    saveBuffer();
+                    const promptStart = line.indexOf(promptLiteralStart);
+                    if (promptStart === -1) {
+                        console.error("Custom prompt found but no end delimiter", line)
+                    }
+                    const prompt = line.slice(0, promptStart).replace(customPromptLiteralStart, "")
+                    let value = line.slice(promptStart + promptLiteralStart.length);
+                    useLines.push({
+                        type: "input",
+                        value: value,
+                        prompt: prompt
+                    });
+                } else {
+                    buffer.push(line);
+                }
+            }
+            saveBuffer();
+            const div = document.createElement("div");
+            node.replaceWith(div);
+            const termynal = new Termynal(div, {
+                lineData: useLines,
+                noInit: true,
+                lineDelay: 500
+            });
+            termynals.push(termynal);
+        });
+}
+
+function loadVisibleTermynals() {
+    termynals = termynals.filter(termynal => {
+        if (termynal.container.getBoundingClientRect().top - innerHeight <= 0) {
+            termynal.init();
+            return false;
+        }
+        return true;
+    });
+}
+window.addEventListener("scroll", loadVisibleTermynals);
+createTermynals();
+loadVisibleTermynals();
diff --git a/docs/source/_static/js/termynal.js b/docs/source/_static/js/termynal.js
new file mode 100644
index 000000000..85501c18f
--- /dev/null
+++ b/docs/source/_static/js/termynal.js
@@ -0,0 +1,292 @@
+/*
+
+The original author of the file is Ines Montani.
+
+termynal.js
+A lightweight, modern and extensible animated terminal window, using
+async/await.
+
+@author Ines Montani <ines@ines.io>
+@version 0.0.1
+@license MIT
+
+Additions were made by https://github.com/tiangolo/typer.
+
+The MIT License (MIT)
+
+Copyright (c) 2019 Sebastián Ramírez
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in
+all copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+THE SOFTWARE.
+
+*/
+
+'use strict';
+
+/** Generate a terminal widget. */
+class Termynal {
+    /**
+     * Construct the widget's settings.
+     * @param {(string|Node)=} container - Query selector or container element.
+     * @param {Object=} options - Custom settings.
+     * @param {string} options.prefix - Prefix to use for data attributes.
+     * @param {number} options.startDelay - Delay before animation, in ms.
+     * @param {number} options.typeDelay - Delay between each typed character, in ms.
+     * @param {number} options.lineDelay - Delay between each line, in ms.
+     * @param {number} options.progressLength - Number of characters displayed as progress bar.
+     * @param {string} options.progressChar – Character to use for progress bar, defaults to █.
+	 * @param {number} options.progressPercent - Max percent of progress.
+     * @param {string} options.cursor – Character to use for cursor, defaults to ▋.
+     * @param {Object[]} lineData - Dynamically loaded line data objects.
+     * @param {boolean} options.noInit - Don't initialise the animation.
+     */
+    constructor(container = '#termynal', options = {}) {
+        this.container = (typeof container === 'string') ? document.querySelector(container) : container;
+        this.pfx = `data-${options.prefix || 'ty'}`;
+        this.originalStartDelay = this.startDelay = options.startDelay
+            || parseFloat(this.container.getAttribute(`${this.pfx}-startDelay`)) || 600;
+        this.originalTypeDelay = this.typeDelay = options.typeDelay
+            || parseFloat(this.container.getAttribute(`${this.pfx}-typeDelay`)) || 90;
+        this.originalLineDelay = this.lineDelay = options.lineDelay
+            || parseFloat(this.container.getAttribute(`${this.pfx}-lineDelay`)) || 1500;
+        this.progressLength = options.progressLength
+            || parseFloat(this.container.getAttribute(`${this.pfx}-progressLength`)) || 40;
+        this.progressChar = options.progressChar
+            || this.container.getAttribute(`${this.pfx}-progressChar`) || '█';
+		this.progressPercent = options.progressPercent
+            || parseFloat(this.container.getAttribute(`${this.pfx}-progressPercent`)) || 100;
+        this.cursor = options.cursor
+            || this.container.getAttribute(`${this.pfx}-cursor`) || '▋';
+        this.lineData = this.lineDataToElements(options.lineData || []);
+        this.loadLines()
+        if (!options.noInit) this.init()
+    }
+
+    loadLines() {
+        // Load all the lines and create the container so that the size is fixed
+        // Otherwise it would be changing and the user viewport would be constantly
+        // moving as she/he scrolls
+        const finish = this.generateFinish()
+        finish.style.visibility = 'hidden'
+        this.container.appendChild(finish)
+        // Appends dynamically loaded lines to existing line elements.
+        this.lines = [...this.container.querySelectorAll(`[${this.pfx}]`)].concat(this.lineData);
+        for (let line of this.lines) {
+            line.style.visibility = 'hidden'
+            this.container.appendChild(line)
+        }
+        const restart = this.generateRestart()
+        restart.style.visibility = 'hidden'
+        this.container.appendChild(restart)
+        this.container.setAttribute('data-termynal', '');
+    }
+
+    /**
+     * Initialise the widget, get lines, clear container and start animation.
+     */
+    init() {
+        /**
+         * Calculates width and height of Termynal container.
+         * If container is empty and lines are dynamically loaded, defaults to browser `auto` or CSS.
+         */
+        const containerStyle = getComputedStyle(this.container);
+        this.container.style.width = containerStyle.width !== '0px' ?
+            containerStyle.width : undefined;
+        this.container.style.minHeight = containerStyle.height !== '0px' ?
+            containerStyle.height : undefined;
+
+        this.container.setAttribute('data-termynal', '');
+        this.container.innerHTML = '';
+        for (let line of this.lines) {
+            line.style.visibility = 'visible'
+        }
+        this.start();
+    }
+
+    /**
+     * Start the animation and rener the lines depending on their data attributes.
+     */
+    async start() {
+        this.addFinish()
+        await this._wait(this.startDelay);
+
+        for (let line of this.lines) {
+            const type = line.getAttribute(this.pfx);
+            const delay = line.getAttribute(`${this.pfx}-delay`) || this.lineDelay;
+
+            if (type == 'input') {
+                line.setAttribute(`${this.pfx}-cursor`, this.cursor);
+                await this.type(line);
+                await this._wait(delay);
+            }
+
+            else if (type == 'progress') {
+                await this.progress(line);
+                await this._wait(delay);
+            }
+
+            else {
+                this.container.appendChild(line);
+                await this._wait(delay);
+            }
+
+            line.removeAttribute(`${this.pfx}-cursor`);
+        }
+        this.addRestart()
+        this.finishElement.style.visibility = 'hidden'
+        this.lineDelay = this.originalLineDelay
+        this.typeDelay = this.originalTypeDelay
+        this.startDelay = this.originalStartDelay
+    }
+
+    generateRestart() {
+        const restart = document.createElement('a')
+        restart.onclick = (e) => {
+            e.preventDefault()
+            this.container.innerHTML = ''
+            this.init()
+        }
+        restart.href = '#'
+        restart.setAttribute('data-terminal-control', '')
+        restart.innerHTML = "restart ↻"
+        return restart
+    }
+
+    generateFinish() {
+        const finish = document.createElement('a')
+        finish.onclick = (e) => {
+            e.preventDefault()
+            this.lineDelay = 0
+            this.typeDelay = 0
+            this.startDelay = 0
+        }
+        finish.href = '#'
+        finish.setAttribute('data-terminal-control', '')
+        finish.innerHTML = "fast →"
+        this.finishElement = finish
+        return finish
+    }
+
+    addRestart() {
+        const restart = this.generateRestart()
+        this.container.appendChild(restart)
+    }
+
+    addFinish() {
+        const finish = this.generateFinish()
+        this.container.appendChild(finish)
+    }
+
+    /**
+     * Animate a typed line.
+     * @param {Node} line - The line element to render.
+     */
+    async type(line) {
+        const chars = [...line.textContent];
+        line.textContent = '';
+        this.container.appendChild(line);
+
+        for (let char of chars) {
+            const delay = line.getAttribute(`${this.pfx}-typeDelay`) || this.typeDelay;
+            await this._wait(delay);
+            line.textContent += char;
+        }
+    }
+
+    /**
+     * Animate a progress bar.
+     * @param {Node} line - The line element to render.
+     */
+    async progress(line) {
+        const progressLength = line.getAttribute(`${this.pfx}-progressLength`)
+            || this.progressLength;
+        const progressChar = line.getAttribute(`${this.pfx}-progressChar`)
+            || this.progressChar;
+        const chars = progressChar.repeat(progressLength);
+		const progressPercent = line.getAttribute(`${this.pfx}-progressPercent`)
+			|| this.progressPercent;
+        line.textContent = '';
+        this.container.appendChild(line);
+
+        for (let i = 1; i < chars.length + 1; i++) {
+            await this._wait(this.typeDelay);
+            const percent = Math.round(i / chars.length * 100);
+            line.textContent = `${chars.slice(0, i)} ${percent}%`;
+			if (percent>progressPercent) {
+				break;
+			}
+        }
+    }
+
+    /**
+     * Helper function for animation delays, called with `await`.
+     * @param {number} time - Timeout, in ms.
+     */
+    _wait(time) {
+        return new Promise(resolve => setTimeout(resolve, time));
+    }
+
+    /**
+     * Converts line data objects into line elements.
+     *
+     * @param {Object[]} lineData - Dynamically loaded lines.
+     * @param {Object} line - Line data object.
+     * @returns {Element[]} - Array of line elements.
+     */
+    lineDataToElements(lineData) {
+        return lineData.map(line => {
+            let div = document.createElement('div');
+            div.innerHTML = `<span ${this._attributes(line)}>${line.value || ''}</span>`;
+
+            return div.firstElementChild;
+        });
+    }
+
+    /**
+     * Helper function for generating attributes string.
+     *
+     * @param {Object} line - Line data object.
+     * @returns {string} - String of attributes.
+     */
+    _attributes(line) {
+        let attrs = '';
+        for (let prop in line) {
+            // Custom add class
+            if (prop === 'class') {
+                attrs += ` class=${line[prop]} `
+                continue
+            }
+            if (prop === 'type') {
+                attrs += `${this.pfx}="${line[prop]}" `
+            } else if (prop !== 'value') {
+                attrs += `${this.pfx}-${prop}="${line[prop]}" `
+            }
+        }
+
+        return attrs;
+    }
+}
+
+/**
+* HTML API: If current script has container(s) specified, initialise Termynal.
+*/
+if (document.currentScript.hasAttribute('data-termynal-container')) {
+    const containers = document.currentScript.getAttribute('data-termynal-container');
+    containers.split('|')
+        .forEach(container => new Termynal(container))
+}
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 3d4686fab..07edd09bd 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -47,6 +47,7 @@
     "myst_nb",
     "sphinxcontrib.bibtex",
     "sphinx_panels",
+    "sphinx_design",
 ]
 
 myst_enable_extensions = [
@@ -161,7 +162,13 @@
 # a list of builtin themes.
 html_theme = "furo"
 
-html_css_files = ["css/custom.css"]
+# Add any paths that contain custom static files (such as style sheets) here, relative
+# to this directory. They are copied after the built-in static files, so a file named
+# "default.css" will overwrite the built-in "default.css".
+html_css_files = ["css/termynal.css", "css/termynal_custom.css", "css/custom_tobi.css"]
+
+html_js_files = ["js/termynal.js", "js/custom.js"]
+# html_css_files = ["css/custom.css"]
 
 # html_theme_options = {
 #     "github_url": "https://github.com/OpenSourceEconomics/estimagic",
diff --git a/docs/source/index.md b/docs/source/index.md
index 22eaa1631..ce04420dc 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -14,7 +14,150 @@ provides functionality to perform statistical inference on estimated parameters.
 For a complete introduction to optimization in estimagic, check out the
 {ref}`estimagic_scipy2022`
 
-```{raw} html
+If you want to know more about pytask, dive into one of the following topics
+
+`````{grid} 1 2 2 2
+---
+gutter: 3
+---
+````{grid-item-card}
+:text-align: center
+:img-top: _static/images/light-bulb.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} getting_started/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Getting Started
+```
+
+New users of estimagic should read this first.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: _static/images/book.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} how_to_guides/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+How-to Guides
+```
+
+Detailed instructions for specific and advanced tasks.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: _static/images/installation.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} getting_started/installation.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Installation
+```
+
+Installation instructions for estimagic and optional dependencies.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: _static/images/optimization.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} algorithms.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Optimization Algorithms
+```
+
+List of numerical optimizers and their optional parameters.
+
+````
+
+
+````{grid-item-card}
+:text-align: center
+:img-top: _static/images/books.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} explanations/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Explanations
+```
+
+Background information on key topics central to the package.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: _static/images/coding.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} reference_guides/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+API Reference
+```
+
+Detailed description of the estimagic API.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:columns: 12
+:img-top: _static/images/video.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} videos.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Videos
+```
+
+Collection of tutorials, talks, and screencasts on estimagic.
+
+````
+
+`````
+
+<!-- ```{raw} html
 <div class="container" id="index-container">
     <div class="row">
         <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
@@ -126,7 +269,7 @@ For a complete introduction to optimization in estimagic, check out the
         </div>
     </div>
 </div>
-```
+``` -->
 
 ```{toctree}
 ---

From 21a25a777e84466215bd6400ec231914080ab6b2 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 8 May 2024 13:21:33 +0200
Subject: [PATCH 11/23] Fix image paths

---
 docs/source/explanations/index.md             |  68 ++++++++++-
 .../first_derivative_with_estimagic.ipynb     |   2 +-
 docs/source/getting_started/index.md          | 106 ++++++++++++++++-
 docs/source/how_to_guides/index.md            | 107 +++++++++++++++++-
 4 files changed, 276 insertions(+), 7 deletions(-)

diff --git a/docs/source/explanations/index.md b/docs/source/explanations/index.md
index 29a2f409c..ba920dd6b 100644
--- a/docs/source/explanations/index.md
+++ b/docs/source/explanations/index.md
@@ -3,7 +3,71 @@
 Explanations contain background information on important topics. They are not needed to
 get started, but very helpful for advanced users and developers of estimagic.
 
-```{raw} html
+`````{grid} 1 2 2 2
+---
+gutter: 3
+---
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/optimization.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} optimization/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Optimization
+```
+
+Learn how to use constraints, parallelize function evaluations, and configure every aspect of your optimization.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/differentiation.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} differentiation/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Differentiation
+```
+
+Learn how to influence step sizes, parallelize function evaluations, and use advanced options for numerical differentiation.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/bullseye.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} inference/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Estimation
+```
+
+Learn how to calculate different types of standard errors and do sensitivity analysis.
+
+````
+
+
+`````
+
+<!-- ```{raw} html
 <div class="container" id="index-container">
     <div class="row">
         <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
@@ -53,7 +117,7 @@ get started, but very helpful for advanced users and developers of estimagic.
         </div>
     </div>
 </div>
-```
+``` -->
 
 ```{toctree}
 ---
diff --git a/docs/source/getting_started/first_derivative_with_estimagic.ipynb b/docs/source/getting_started/first_derivative_with_estimagic.ipynb
index 963526a6b..b4f94d1d5 100644
--- a/docs/source/getting_started/first_derivative_with_estimagic.ipynb
+++ b/docs/source/getting_started/first_derivative_with_estimagic.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/docs/source/getting_started/index.md b/docs/source/getting_started/index.md
index 29ab42321..fae9cd96d 100644
--- a/docs/source/getting_started/index.md
+++ b/docs/source/getting_started/index.md
@@ -3,7 +3,109 @@
 This section contains quickstart guides for new estimagic users. It can also serve as a
 reference for more experienced users.
 
-```{raw} html
+`````{grid} 1 2 2 2
+---
+gutter: 3
+---
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/optimization.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} first_optimization_with_estimagic.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Optimization
+```
+
+Learn numerical optimization with estimagic.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/differentiation.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} first_derivative_with_estimagic.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Differentiation
+```
+
+Learn numerical differentiation with estimagic.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/bullseye.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} estimation/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Estimation
+```
+
+Learn maximum likelihood and methods of simulated moments estimation with estimagic.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/installation.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} installation.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Installation
+```
+
+Installation instructions for estimagic and optional dependencies.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:columns: 12
+:img-top: ../_static/images/video.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} ../videos.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Videos
+```
+
+Collection of tutorials, talks, and screencasts on estimagic.
+
+````
+
+`````
+
+<!-- ```{raw} html
 <div class="container" id="index-container">
     <div class="row">
         <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
@@ -84,7 +186,7 @@ reference for more experienced users.
         </div>
     </div>
 </div>
-```
+``` -->
 
 ```{toctree}
 ---
diff --git a/docs/source/how_to_guides/index.md b/docs/source/how_to_guides/index.md
index 49d533c2f..06e86dd81 100644
--- a/docs/source/how_to_guides/index.md
+++ b/docs/source/how_to_guides/index.md
@@ -4,7 +4,110 @@ How-to Guides show how to achieve specific tasks that potentially require to use
 advanced options of estimagic functions. If you are completely new to estimagic and want
 an introduction to its basic functionality, check out our tutorials.
 
-```{raw} html
+`````{grid} 1 2 2 2
+---
+gutter: 3
+---
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/optimization.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} optimization/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Optimization
+```
+
+Learn how to use constraints, parallelize function evaluations, and configure every aspect of your optimization.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/differentiation.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} differentiation/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Differentiation
+```
+
+Learn how to influence step sizes, parallelize function evaluations, and use advanced options for numerical differentiation.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/bullseye.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} inference/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Estimation
+```
+
+Learn how to calculate different types of standard errors and do sensitivity analysis.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:img-top: ../_static/images/miscellaneous.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} miscellaneous/index.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Miscellaneous
+```
+
+Learn how to create publication quality LaTeX tables, use custom batch evaluators, and check out the FAQ.
+
+````
+
+````{grid-item-card}
+:text-align: center
+:columns: 12
+:img-top: ../_static/images/video.svg
+:class-img-top: index-card-image
+:shadow: md
+
+```{button-link} ../videos.html
+---
+click-parent:
+ref-type: ref
+class: stretched-link index-card-link
+---
+Videos
+```
+
+Collection of tutorials, talks, and screencasts on estimagic.
+
+````
+
+
+`````
+
+<!-- ```{raw} html
 <div class="container" id="index-container">
     <div class="row">
         <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
@@ -84,7 +187,7 @@ an introduction to its basic functionality, check out our tutorials.
         </div>
     </div>
 </div>
-```
+``` -->
 
 ```{toctree}
 ---

From 7ce972568132c1dfbc59da1674d81048720d10fb Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 8 May 2024 14:40:31 +0200
Subject: [PATCH 12/23] Put title at the top in jupyter notebooks

---
 docs/source/_static/css/custom_tobi.css       |  6 ++++
 docs/source/conf.py                           |  2 +-
 .../bootstrap_montecarlo_comparison.ipynb     | 32 +++++++++----------
 .../first_derivative_with_estimagic.ipynb     | 18 +++++------
 .../first_optimization_with_estimagic.ipynb   | 20 ++++++------
 docs/source/index.md                          |  5 ++-
 6 files changed, 46 insertions(+), 37 deletions(-)

diff --git a/docs/source/_static/css/custom_tobi.css b/docs/source/_static/css/custom_tobi.css
index 1097790fc..b5e47ac15 100644
--- a/docs/source/_static/css/custom_tobi.css
+++ b/docs/source/_static/css/custom_tobi.css
@@ -1,3 +1,9 @@
+/* Remove execution count for notebook cells. */
+div.prompt {
+  display: none;
+}
+
+
 /* Classes for the index page. */
 .index-card-image {
     padding-top: 1rem;
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 07edd09bd..a8c9f893b 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -131,7 +131,7 @@
 
 # The name of the Pygments (syntax highlighting) style to use.
 pygments_style = "sphinx"
-# pygments_dark_style = "monokai"
+pygments_dark_style = "monokai"
 
 # If true, `todo` and `todoList` produce output, else they produce nothing.
 if on_rtd:
diff --git a/docs/source/explanations/inference/bootstrap_montecarlo_comparison.ipynb b/docs/source/explanations/inference/bootstrap_montecarlo_comparison.ipynb
index 889fb09fa..6e50222fb 100644
--- a/docs/source/explanations/inference/bootstrap_montecarlo_comparison.ipynb
+++ b/docs/source/explanations/inference/bootstrap_montecarlo_comparison.ipynb
@@ -1,20 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import estimagic as em\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import scipy\n",
-    "import statsmodels.api as sm\n",
-    "from joblib import Parallel, delayed"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -31,6 +16,21 @@
     "The main idea is to repeatedly draw clustered samples, get both uniform and clustered bootstrap estimates in these samples, and then compare how often the true null hypothesis is rejected."
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import estimagic as em\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import scipy\n",
+    "import statsmodels.api as sm\n",
+    "from joblib import Parallel, delayed"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -256,7 +256,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
diff --git a/docs/source/getting_started/first_derivative_with_estimagic.ipynb b/docs/source/getting_started/first_derivative_with_estimagic.ipynb
index b4f94d1d5..8be3d10fc 100644
--- a/docs/source/getting_started/first_derivative_with_estimagic.ipynb
+++ b/docs/source/getting_started/first_derivative_with_estimagic.ipynb
@@ -1,5 +1,14 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Numerical differentiation\n",
+    "\n",
+    "Using simple examples, This tutorial shows you how to numerical differentiation with estimagic. More details on the topics covered here can be found in the [how to guides](../how_to_guides/index.md)."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -11,15 +20,6 @@
     "import pandas as pd"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Numerical differentiation\n",
-    "\n",
-    "Using simple examples, This tutorial shows you how to numerical differentiation with estimagic. More details on the topics covered here can be found in the [how to guides](../how_to_guides/index.md)."
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
diff --git a/docs/source/getting_started/first_optimization_with_estimagic.ipynb b/docs/source/getting_started/first_optimization_with_estimagic.ipynb
index c981a3ba3..4e2f95677 100644
--- a/docs/source/getting_started/first_optimization_with_estimagic.ipynb
+++ b/docs/source/getting_started/first_optimization_with_estimagic.ipynb
@@ -1,23 +1,23 @@
 {
  "cells": [
   {
-   "cell_type": "code",
-   "execution_count": 1,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "import estimagic as em\n",
-    "import numpy as np\n",
-    "import pandas as pd"
+    "# Numerical optimization\n",
+    "\n",
+    "Using simple examples, this tutorial shows how to do an optimization with estimagic. More details on the topics covered here can be found in the [how to guides](../how_to_guides/index.md)."
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {},
+   "outputs": [],
    "source": [
-    "# Numerical optimization\n",
-    "\n",
-    "Using simple examples, this tutorial shows how to do an optimization with estimagic. More details on the topics covered here can be found in the [how to guides](../how_to_guides/index.md)."
+    "import estimagic as em\n",
+    "import numpy as np\n",
+    "import pandas as pd"
    ]
   },
   {
diff --git a/docs/source/index.md b/docs/source/index.md
index ce04420dc..fe1624c68 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -1,3 +1,6 @@
+<div style="padding-top: 50px;">
+</div>
+
 ```{raw} html
 <img src="_static/images/estimagic_logo.svg" class="only-light center" style="display:block; margin-left:auto; margin-right:auto; width:300px; height:auto;"/>
 
@@ -14,7 +17,7 @@ provides functionality to perform statistical inference on estimated parameters.
 For a complete introduction to optimization in estimagic, check out the
 {ref}`estimagic_scipy2022`
 
-If you want to know more about pytask, dive into one of the following topics
+If you want to know more about estimagic, dive into one of the following topics
 
 `````{grid} 1 2 2 2
 ---

From 487c25c8458acca024c660be86652678fba67b43 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 8 May 2024 14:51:05 +0200
Subject: [PATCH 13/23] Remove commented out code

---
 docs/source/_static/css/custom_tobi.css       |   1 -
 docs/source/explanations/index.md             |  53 --------
 .../bootstrap_montecarlo_comparison.ipynb     |  30 ++---
 docs/source/getting_started/index.md          |  83 -------------
 docs/source/how_to_guides/index.md            |  83 -------------
 docs/source/index.md                          | 116 +-----------------
 6 files changed, 16 insertions(+), 350 deletions(-)

diff --git a/docs/source/_static/css/custom_tobi.css b/docs/source/_static/css/custom_tobi.css
index b5e47ac15..e6597db65 100644
--- a/docs/source/_static/css/custom_tobi.css
+++ b/docs/source/_static/css/custom_tobi.css
@@ -3,7 +3,6 @@ div.prompt {
   display: none;
 }
 
-
 /* Classes for the index page. */
 .index-card-image {
     padding-top: 1rem;
diff --git a/docs/source/explanations/index.md b/docs/source/explanations/index.md
index ba920dd6b..84c609889 100644
--- a/docs/source/explanations/index.md
+++ b/docs/source/explanations/index.md
@@ -64,61 +64,8 @@ Learn how to calculate different types of standard errors and do sensitivity ana
 
 ````
 
-
 `````
 
-<!-- ```{raw} html
-<div class="container" id="index-container">
-    <div class="row">
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="optimization/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/optimization.svg" class="card-img-top"
-                         alt="optimization icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Optimization</h5>
-                        <p class="card-text">
-                            Learn how to use constraints, parallelize function evaluations and configure every aspect of your optimization
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="differentiation/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/differentiation.svg" class="card-img-top"
-                         alt="differentiation icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Differentiation</h5>
-                        <p class="card-text">
-                            Learn how to influence step sizes, parallelize function evaluations and use advanced options for numerical differentiation
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="inference/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/bullseye.svg" class="card-img-top"
-                         alt="reference guides icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Estimation</h5>
-                        <p class="card-text">
-                            Learn how to calculate different types of standard errors an do sensitivity analysis
-                        </p>
-                    </div>
-                </div>
-             </a>
-        </div>
-    </div>
-</div>
-``` -->
-
 ```{toctree}
 ---
 hidden: true
diff --git a/docs/source/explanations/inference/bootstrap_montecarlo_comparison.ipynb b/docs/source/explanations/inference/bootstrap_montecarlo_comparison.ipynb
index 6e50222fb..8162fc476 100644
--- a/docs/source/explanations/inference/bootstrap_montecarlo_comparison.ipynb
+++ b/docs/source/explanations/inference/bootstrap_montecarlo_comparison.ipynb
@@ -16,21 +16,6 @@
     "The main idea is to repeatedly draw clustered samples, get both uniform and clustered bootstrap estimates in these samples, and then compare how often the true null hypothesis is rejected."
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import estimagic as em\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import scipy\n",
-    "import statsmodels.api as sm\n",
-    "from joblib import Parallel, delayed"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -51,6 +36,21 @@
     "In the simulations we perform below, we have $\\beta_0 = \\beta_1 =0$. $x_i$ and $x_g$ are drawn from a standard normal distribution, and $\\epsilon_i$ and $\\epsilon_g$ are drawn from a normal distribution with $\\mu_0$ and $\\sigma=0.5$. The value of $\\sigma$ is chosen to not blow up rejection rates in the independent case too much."
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import estimagic as em\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import scipy\n",
+    "import statsmodels.api as sm\n",
+    "from joblib import Parallel, delayed"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
diff --git a/docs/source/getting_started/index.md b/docs/source/getting_started/index.md
index fae9cd96d..126e4bae7 100644
--- a/docs/source/getting_started/index.md
+++ b/docs/source/getting_started/index.md
@@ -105,89 +105,6 @@ Collection of tutorials, talks, and screencasts on estimagic.
 
 `````
 
-<!-- ```{raw} html
-<div class="container" id="index-container">
-    <div class="row">
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="first_optimization_with_estimagic.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/optimization.svg" class="card-img-top"
-                         alt="optimization icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Optimization</h5>
-                        <p class="card-text">
-                            Learn numerical optimization with estimagic
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="first_derivative_with_estimagic.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/differentiation.svg" class="card-img-top"
-                         alt="differentiation icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Differentiation</h5>
-                        <p class="card-text">
-                            Learn numerical differentiation with estimagic
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="estimation/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/bullseye.svg" class="card-img-top"
-                         alt="reference guides icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Estimation</h5>
-                        <p class="card-text">
-                            Learn maximum likelihood and methods of simulated moments estimation with estimagic
-                        </p>
-                    </div>
-                </div>
-             </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="installation.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/installation.svg" class="card-img-top"
-                         alt="installation icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Installation</h5>
-                        <p class="card-text">
-                            Installation instructions for estimagic
-                            and optional dependencies
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-12 col-md-12 col-sm-12 col-xs-12">
-            <a href="../videos.html" id="index-link">
-                <div class="card text-center intro-card shadow" style="width: 100%;">
-                    <img src="../_static/images/video.svg" class="card-img-top"
-                         alt="video icon" height="60"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Videos</h5>
-                        <p class="card-text">
-                            Collection of tutorials, talks, and screencasts on estimagic.
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-    </div>
-</div>
-``` -->
-
 ```{toctree}
 ---
 hidden: true
diff --git a/docs/source/how_to_guides/index.md b/docs/source/how_to_guides/index.md
index 06e86dd81..21f5ca742 100644
--- a/docs/source/how_to_guides/index.md
+++ b/docs/source/how_to_guides/index.md
@@ -104,91 +104,8 @@ Collection of tutorials, talks, and screencasts on estimagic.
 
 ````
 
-
 `````
 
-<!-- ```{raw} html
-<div class="container" id="index-container">
-    <div class="row">
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="optimization/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/optimization.svg" class="card-img-top"
-                         alt="optimization icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Optimization</h5>
-                        <p class="card-text">
-                            Learn how to use constraints, parallelize function evaluations and configure every aspect of your optimization
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="differentiation/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/differentiation.svg" class="card-img-top"
-                         alt="differentiation icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Differentiation</h5>
-                        <p class="card-text">
-                            Learn how to influence step sizes, parallelize function evaluations and use advanced options for numerical differentiation
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="inference/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/bullseye.svg" class="card-img-top"
-                         alt="reference guides icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Estimation</h5>
-                        <p class="card-text">
-                            Learn how to calculate different types of standard errors an do sensitivity analysis
-                        </p>
-                    </div>
-                </div>
-             </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="miscellaneous/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="../_static/images/miscellaneous.svg" class="card-img-top"
-                         alt="installation icon" height="100"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Miscellaneous</h5>
-                        <p class="card-text">
-                            Learn how to create publication quality latex tables, use custom batch evaluators and check out the FAQ
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-12 col-md-12 col-sm-12 col-xs-12">
-            <a href="../videos.html" id="index-link">
-                <div class="card text-center intro-card shadow" style="width: 100%;">
-                    <img src="../_static/images/video.svg" class="card-img-top"
-                         alt="video icon" height="60"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Videos</h5>
-                        <p class="card-text">
-                            Collection of tutorials, talks, and screencasts on estimagic.
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-    </div>
-</div>
-``` -->
-
 ```{toctree}
 ---
 hidden: true
diff --git a/docs/source/index.md b/docs/source/index.md
index fe1624c68..d28cd6562 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -17,7 +17,7 @@ provides functionality to perform statistical inference on estimated parameters.
 For a complete introduction to optimization in estimagic, check out the
 {ref}`estimagic_scipy2022`
 
-If you want to know more about estimagic, dive into one of the following topics
+If you want to learn more about estimagic, dive into one of the following topics
 
 `````{grid} 1 2 2 2
 ---
@@ -160,120 +160,6 @@ Collection of tutorials, talks, and screencasts on estimagic.
 
 `````
 
-<!-- ```{raw} html
-<div class="container" id="index-container">
-    <div class="row">
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="getting_started/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="_static/images/light-bulb.svg" class="card-img-top"
-                         alt="getting_started-icon" height="52"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Getting Started</h5>
-                        <p class="card-text">
-                            New users of estimagic should read this first.
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="how_to_guides/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="_static/images/book.svg" class="card-img-top"
-                         alt="how-to guides icon" height="52"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">How-to Guides</h5>
-                        <p class="card-text">
-                            Detailed instructions for specific and advanced tasks.
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="getting_started/installation.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="_static/images/installation.svg" class="card-img-top"
-                         alt="installation icon" height="52"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Installation</h5>
-                        <p class="card-text">
-                            Installation instructions for estimagic
-                            and optional dependencies.
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="algorithms.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="_static/images/optimization.svg" class="card-img-top"
-                         alt="algos icon" height="52"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Optimization Algorithms</h5>
-                        <p class="card-text">
-                            List of numerical optimizers and their optional parameters.
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="explanations/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="_static/images/books.svg" class="card-img-top"
-                         alt="explanations icon" height="52"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Explanations</h5>
-                        <p class="card-text">
-                            Background information to key topics
-                            underlying the package.
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-6 col-md-6 col-sm-6 col-xs-12 d-flex">
-            <a href="reference_guides/index.html" id="index-link">
-                <div class="card text-center intro-card shadow">
-                    <img src="_static/images/coding.svg" class="card-img-top"
-                         alt="reference guides icon" height="52"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">API Reference</h5>
-                        <p class="card-text">
-                            Detailed description of the estimagic API.
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-        <div class="col-lg-12 col-md-12 col-sm-12 col-xs-12">
-            <a href="videos.html" id="index-link">
-                <div class="card text-center intro-card shadow" style="width: 100%;">
-                    <img src="_static/images/video.svg" class="card-img-top"
-                         alt="video icon" height="60"
-                    >
-                    <div class="card-body flex-fill">
-                        <h5 class="card-title">Videos</h5>
-                        <p class="card-text">
-                            Collection of tutorials, talks, and screencasts on estimagic.
-                        </p>
-                    </div>
-                </div>
-            </a>
-        </div>
-    </div>
-</div>
-``` -->
-
 ```{toctree}
 ---
 hidden: true

From df8d2f93a9e400152e29304830d906b0babbe115 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 8 May 2024 15:05:02 +0200
Subject: [PATCH 14/23] [pre-commit.ci] pre-commit autoupdate (#497)

---
 .pre-commit-config.yaml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index dc66fe1d0..f1313f8dc 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -19,7 +19,7 @@ repos:
         always_run: true
         require_serial: true
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v4.6.0
     hooks:
       - id: check-added-large-files
         args:
@@ -57,7 +57,7 @@ repos:
       - id: yamllint
         exclude: tests/optimization/fixtures
   - repo: https://github.com/psf/black
-    rev: 24.3.0
+    rev: 24.4.2
     hooks:
       - id: black
         language_version: python3.10
@@ -79,7 +79,7 @@ repos:
           - --blank
         exclude: src/estimagic/optimization/algo_options.py
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.3.5
+    rev: v0.4.3
     hooks:
       - id: ruff
   - repo: https://github.com/nbQA-dev/nbQA

From fb2b1e31edab146dcc0f7a1db7d81fefc7a683bb Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 8 May 2024 15:06:10 +0200
Subject: [PATCH 15/23] Update image links

---
 docs/source/_static/css/custom.css            | 58 +++++++------------
 .../_static/css/custom_intermediate.css       | 52 +++++++++++++++++
 docs/source/_static/css/custom_tobi.css       | 36 ------------
 docs/source/conf.py                           | 39 ++-----------
 4 files changed, 78 insertions(+), 107 deletions(-)
 create mode 100644 docs/source/_static/css/custom_intermediate.css
 delete mode 100644 docs/source/_static/css/custom_tobi.css

diff --git a/docs/source/_static/css/custom.css b/docs/source/_static/css/custom.css
index 114517789..e6597db65 100644
--- a/docs/source/_static/css/custom.css
+++ b/docs/source/_static/css/custom.css
@@ -1,52 +1,36 @@
-/* Override some aspects of the pydata-sphinx-theme */
-
-:root {
-  /* Use softer blue from bootstrap's default info color */
-  --pst-color-info: 23, 162, 184;
-}
-
-table {
-  width: auto; /* Override fit-content which breaks Styler user guide ipynb */
-}
-
-/* Main index page overview cards */
-
-.intro-card {
-  padding: 30px 10px 20px 10px;
+/* Remove execution count for notebook cells. */
+div.prompt {
+  display: none;
 }
 
-.intro-card .sd-card-img-top {
-  margin: 10px;
-  height: 52px;
-  background: none !important;
+/* Classes for the index page. */
+.index-card-image {
+    padding-top: 1rem;
+    height: 68px;
+    text-align: center;
 }
 
-.intro-card .sd-card-title {
-  color: var(--pst-color-primary);
-  font-size: var(--pst-font-size-h5);
-  padding: 1rem 0rem 0.5rem 0rem;
+.index-card-link {
+    color: var(--sd-color-card-text);
+    font-weight: bold;
 }
 
-.intro-card .sd-card-footer {
-  border: none !important;
+pre {
+  padding-left: 20px
 }
 
-.intro-card .sd-card-footer p.sd-card-text {
-  max-width: 220px;
-  margin-left: auto;
-  margin-right: auto;
+li pre {
+  padding-left: 20px
 }
 
-.intro-card .sd-btn-secondary {
-  background-color: #6c757d !important;
-  border-color: #6c757d !important;
+.highlight {
+    background: #f5f5f5
 }
 
-.intro-card .sd-btn-secondary:hover {
-  background-color: #5a6268 !important;
-  border-color: #545b62 !important;
+.highlight button.copybtn{
+    background-color: #f5f5f5;
 }
 
-.card, .card img {
-  background-color: var(--pst-color-background);
+.highlight button.copybtn:hover {
+    background-color: #f5f5f5;
 }
diff --git a/docs/source/_static/css/custom_intermediate.css b/docs/source/_static/css/custom_intermediate.css
new file mode 100644
index 000000000..114517789
--- /dev/null
+++ b/docs/source/_static/css/custom_intermediate.css
@@ -0,0 +1,52 @@
+/* Override some aspects of the pydata-sphinx-theme */
+
+:root {
+  /* Use softer blue from bootstrap's default info color */
+  --pst-color-info: 23, 162, 184;
+}
+
+table {
+  width: auto; /* Override fit-content which breaks Styler user guide ipynb */
+}
+
+/* Main index page overview cards */
+
+.intro-card {
+  padding: 30px 10px 20px 10px;
+}
+
+.intro-card .sd-card-img-top {
+  margin: 10px;
+  height: 52px;
+  background: none !important;
+}
+
+.intro-card .sd-card-title {
+  color: var(--pst-color-primary);
+  font-size: var(--pst-font-size-h5);
+  padding: 1rem 0rem 0.5rem 0rem;
+}
+
+.intro-card .sd-card-footer {
+  border: none !important;
+}
+
+.intro-card .sd-card-footer p.sd-card-text {
+  max-width: 220px;
+  margin-left: auto;
+  margin-right: auto;
+}
+
+.intro-card .sd-btn-secondary {
+  background-color: #6c757d !important;
+  border-color: #6c757d !important;
+}
+
+.intro-card .sd-btn-secondary:hover {
+  background-color: #5a6268 !important;
+  border-color: #545b62 !important;
+}
+
+.card, .card img {
+  background-color: var(--pst-color-background);
+}
diff --git a/docs/source/_static/css/custom_tobi.css b/docs/source/_static/css/custom_tobi.css
deleted file mode 100644
index e6597db65..000000000
--- a/docs/source/_static/css/custom_tobi.css
+++ /dev/null
@@ -1,36 +0,0 @@
-/* Remove execution count for notebook cells. */
-div.prompt {
-  display: none;
-}
-
-/* Classes for the index page. */
-.index-card-image {
-    padding-top: 1rem;
-    height: 68px;
-    text-align: center;
-}
-
-.index-card-link {
-    color: var(--sd-color-card-text);
-    font-weight: bold;
-}
-
-pre {
-  padding-left: 20px
-}
-
-li pre {
-  padding-left: 20px
-}
-
-.highlight {
-    background: #f5f5f5
-}
-
-.highlight button.copybtn{
-    background-color: #f5f5f5;
-}
-
-.highlight button.copybtn:hover {
-    background-color: #f5f5f5;
-}
diff --git a/docs/source/conf.py b/docs/source/conf.py
index a8c9f893b..7363793ff 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -95,7 +95,6 @@
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ["_templates"]
-html_static_path = ["_static"]
 
 # The suffix(es) of source filenames.
 # You can specify multiple suffix as a list of string:
@@ -165,41 +164,15 @@
 # Add any paths that contain custom static files (such as style sheets) here, relative
 # to this directory. They are copied after the built-in static files, so a file named
 # "default.css" will overwrite the built-in "default.css".
-html_css_files = ["css/termynal.css", "css/termynal_custom.css", "css/custom_tobi.css"]
+html_css_files = ["css/termynal.css", "css/termynal_custom.css", "css/custom.css"]
 
 html_js_files = ["js/termynal.js", "js/custom.js"]
-# html_css_files = ["css/custom.css"]
-
-# html_theme_options = {
-#     "github_url": "https://github.com/OpenSourceEconomics/estimagic",
-#     "logo": {
-#         "text": "estimagic",
-#         "image_dark": "_static/images/estimagic_icon_dark_mode.svg",
-#     },
-# }
-
-
-# # Add any paths that contain custom static files (such as style sheets) here,
-# # relative to this directory. They are copied after the builtin static files,
-# # so a file named "default.css" will overwrite the builtin "default.css".
-# # html_static_path = ["_static"]
-
-# # Custom sidebar templates, must be a dictionary that maps document names
-# # to template names.
-# #
-# # This is required for the alabaster theme
-# # refs: http://alabaster.readthedocs.io/en/latest/installation.html#sidebars
-# html_sidebars = {
-#     "**": [
-#         "relations.html",  # needs 'show_related': True theme option to display
-#         "searchbox.html",
-#     ]
-# }
+
 
 # Add any paths that contain custom static files (such as style sheets) here, relative
 # to this directory. They are copied after the builtin static files, so a file named
 # "default.css" will overwrite the builtin "default.css".
-# html_static_path = ["_static"]
+html_static_path = ["_static"]
 
 # If false, no module index is generated.
 html_domain_indices = True
@@ -224,8 +197,6 @@
 html_theme_options = {
     "sidebar_hide_name": True,
     "navigation_with_keys": True,
-    # "light_logo": "_static/images/estimagic_icon.svg",
-    # "dark_logo": "_static/images/estimagic_icon_dark_mode.svg",
-    "light_logo": "_static/images/estimagic_logo",
-    "dark_logo": "_static/images/estimagic_logo_dark_mode",
+    "light_logo": "images/estimagic_logo.svg",
+    "dark_logo": "images/estimagic_logo_dark_mode.svg",
 }

From 7970fdda82e6d3937f2bafd5156b062c7ff0c54b Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 8 May 2024 15:07:46 +0200
Subject: [PATCH 16/23] Remove temporary css files

---
 docs/source/_static/css/custom_backup.css     | 197 ----------------
 .../_static/css/custom_intermediate.css       |  52 -----
 docs/source/_static/css/custom_org.css        | 220 ------------------
 3 files changed, 469 deletions(-)
 delete mode 100644 docs/source/_static/css/custom_backup.css
 delete mode 100644 docs/source/_static/css/custom_intermediate.css
 delete mode 100644 docs/source/_static/css/custom_org.css

diff --git a/docs/source/_static/css/custom_backup.css b/docs/source/_static/css/custom_backup.css
deleted file mode 100644
index c9fbe01b6..000000000
--- a/docs/source/_static/css/custom_backup.css
+++ /dev/null
@@ -1,197 +0,0 @@
-/* Override some aspects of the pydata-sphinx-theme */
-
-:root {
-  /* Use softer blue from bootstrap's default info color */
-  --pst-color-info: 23, 162, 184;
-}
-
-table {
-  width: auto; /* Override fit-content which breaks Styler user guide ipynb */
-}
-
-/* Getting started index page */
-
-.intro-card .card-text {
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deleted file mode 100644
index 114517789..000000000
--- a/docs/source/_static/css/custom_intermediate.css
+++ /dev/null
@@ -1,52 +0,0 @@
-/* Override some aspects of the pydata-sphinx-theme */
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diff --git a/docs/source/_static/css/custom_org.css b/docs/source/_static/css/custom_org.css
deleted file mode 100644
index c1de14395..000000000
--- a/docs/source/_static/css/custom_org.css
+++ /dev/null
@@ -1,220 +0,0 @@
-/* Remove execution count for notebook cells. */
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From b5c9d5fc8f80162913bcfa8fbafbf8a7d69ec402 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 8 May 2024 15:58:27 +0200
Subject: [PATCH 17/23] Turn tabs into dropdown boxes

---
 .../how_to_specify_constraints.md             | 26 +++++++++----------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/docs/source/how_to_guides/optimization/how_to_specify_constraints.md b/docs/source/how_to_guides/optimization/how_to_specify_constraints.md
index d8aa55322..82b73ae08 100644
--- a/docs/source/how_to_guides/optimization/how_to_specify_constraints.md
+++ b/docs/source/how_to_guides/optimization/how_to_specify_constraints.md
@@ -68,7 +68,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 `params` that are not a flat numpy array are explained in the next section.
 
 ```{eval-rst}
-.. tabbed:: fixed
+.. dropdown:: fixed
 
     The simplest (but very useful) constraint fixes parameters at their start values.
 
@@ -95,7 +95,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 ```
 
 ````{eval-rst}
-.. tabbed:: increasing
+.. dropdown:: increasing
 
     In our unconstrained example, the optimal parameters are decreasing from left to
     right. Let's impose the constraint that the second, third and fourth parameter
@@ -133,7 +133,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 ````
 
 ````{eval-rst}
-.. tabbed:: decreasing
+.. dropdown:: decreasing
 
     In our unconstrained example, the optimal parameters are decreasing from left to
     right already - without imposing any constraints. If we imposed an decreasing constraint
@@ -168,7 +168,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 ````
 
 ```{eval-rst}
-.. tabbed:: equality
+.. dropdown:: equality
 
     In our example, all optimal parameters are different. Let's constrain the first
     and last to be equal to each other:
@@ -193,7 +193,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 ```
 
 ```{eval-rst}
-.. tabbed:: pairwise_equality
+.. dropdown:: pairwise_equality
 
     Pairwise equality constraints are similar to equality constraints but impose that
     two or more groups of parameters are pairwise equal. Let's look at an example:
@@ -218,7 +218,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 ```
 
 ```{eval-rst}
-.. tabbed:: probability
+.. dropdown:: probability
 
     Let's impose the constraint that the first four parameters form valid
     probabilities, i.e. they should add up to one and be between zero and one.
@@ -243,7 +243,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 ```
 
 ```{eval-rst}
-.. tabbed:: covariance
+.. dropdown:: covariance
 
     In many estimation problems, particularly when doing a maximum likelihood estimation,
     one has to estimate the covariance matrix of a random variable. The
@@ -283,7 +283,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 ```
 
 ```{eval-rst}
-.. tabbed:: sdcorr
+.. dropdown:: sdcorr
 
     ``sdcorr`` constraints are very similar to ``covariance`` constraints. The only
     difference is that instead of estimating a covariance matrix, we estimate
@@ -325,7 +325,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 ```
 
 ```{eval-rst}
-.. tabbed:: linear
+.. dropdown:: linear
 
     Linear constraints are the most difficult but also the most powerful constraints
     in your toolkit. They can be used to express constraints of the form
@@ -366,7 +366,7 @@ constraint is imposed via the "loc" key. Generalizations for selecting subsets o
 ```
 
 ```{eval-rst}
-.. tabbed:: nonlinear
+.. dropdown:: nonlinear
 
     .. warning::
 
@@ -463,7 +463,7 @@ numpy array, DataFrame, or general pytree.
 Below we show how to use each of these selection methods in simple examples
 
 ```{eval-rst}
-.. tabbed:: loc
+.. dropdown:: loc
 
     In all the examples above, we imposed constraints where our params are
     a numpy array and the ``loc`` method is used to select the constraint parameters.
@@ -509,7 +509,7 @@ Below we show how to use each of these selection methods in simple examples
 ```
 
 ```{eval-rst}
-.. tabbed:: query
+.. dropdown:: query
 
     Let's assume our ``params`` are a DataFrame with a two level index. The names of
     the index levels are ``category`` and ``name``. Something like this could for
@@ -549,7 +549,7 @@ Below we show how to use each of these selection methods in simple examples
 ```
 
 ```{eval-rst}
-.. tabbed:: selector
+.. dropdown:: selector
 
     Using ``selector`` to select the parameters is the most general way and works for
     all params. Let's assume we have defined parameters in a nested dictionary:

From 06e8511aaee7a110aa173028f309579abaa1e958 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 8 May 2024 17:00:29 +0200
Subject: [PATCH 18/23] Add blue icons #007bff

---
 docs/source/_static/images/book_blue.svg      |  7 +++
 docs/source/_static/images/books_blue.svg     |  1 +
 docs/source/_static/images/bullseye_blue.svg  |  5 +++
 docs/source/_static/images/coding_blue.svg    | 17 +++++++
 .../_static/images/installation_blue.svg      | 38 ++++++++++++++++
 .../source/_static/images/light-bulb_blue.svg | 16 +++++++
 docs/source/_static/images/list_blue.svg      | 44 +++++++++++++++++++
 .../_static/images/miscellaneous_blue.svg     |  3 ++
 docs/source/_static/images/video_blue.svg     |  4 ++
 docs/source/explanations/index.md             |  6 +--
 docs/source/getting_started/index.md          | 10 ++---
 docs/source/how_to_guides/index.md            | 10 ++---
 docs/source/index.md                          | 26 +++++------
 13 files changed, 161 insertions(+), 26 deletions(-)
 create mode 100644 docs/source/_static/images/book_blue.svg
 create mode 100644 docs/source/_static/images/books_blue.svg
 create mode 100644 docs/source/_static/images/bullseye_blue.svg
 create mode 100644 docs/source/_static/images/coding_blue.svg
 create mode 100644 docs/source/_static/images/installation_blue.svg
 create mode 100644 docs/source/_static/images/light-bulb_blue.svg
 create mode 100644 docs/source/_static/images/list_blue.svg
 create mode 100644 docs/source/_static/images/miscellaneous_blue.svg
 create mode 100644 docs/source/_static/images/video_blue.svg

diff --git a/docs/source/_static/images/book_blue.svg b/docs/source/_static/images/book_blue.svg
new file mode 100644
index 000000000..07ed5be34
--- /dev/null
+++ b/docs/source/_static/images/book_blue.svg
@@ -0,0 +1,7 @@
+<svg version="1.1" id="Capa_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 412.7 296.1" style="enable-background:new 0 0 412.7 296.1;" xml:space="preserve">
+<g>
+	<g>
+		<path d="M404.7,24.6C404.7,24.6,404.7,24.6,404.7,24.6L404.7,24.6h-27.2v-9.3c0.1-3.7-2.2-7-5.8-8C352.9,2.4,333.5,0,314.1,0    c-32,0-75.6,7.2-107.8,40C174.2,6.9,130.3,0,98.4,0C78.9,0,59.5,2.4,40.7,7.4c-3.5,1-5.9,4.3-5.8,8v9.2H8c-4.4,0-8,3.6-8,8v255.5    c0,4.4,3.6,8,8,8c1.4,0,2.7-0.4,3.9-1c0.8-0.4,80.8-44.2,192.5-16h1.2h0.7c0.6,0.1,1.3,0.1,1.9,0c112-28.4,192,15.3,192.5,16    c2.5,1.4,5.5,1.4,8,0c2.5-1.4,4-4,4-6.9V32.6C412.7,28.2,409.1,24.6,404.7,24.6z M16,275.4V40.6h19.1v200.6c0,4.4,3.5,8,7.9,8.1    c0.4,0,0.9,0,1.3-0.1c16.5-2.5,33.3-3.9,50-4c23.2-0.4,46.3,3.1,68.3,10.3C112.9,249.6,62.4,256.4,16,275.4z M94.3,229.4    c-14.6,0-29.1,1-43.5,2.8V21.7c15.6-3.5,31.5-5.2,47.4-5.3c29.9,0,71.2,6.9,99.8,39.2l0.2,199.3C181.7,244,149.2,229.4,94.3,229.4    z M214.3,55.6c28.6-32,69.9-39.2,99.8-39.2c16,0,31.9,1.8,47.4,5.3v210.5c-14.4-1.8-28.8-2.8-43.3-2.9c-54.6,0-87.1,14.6-104,25.5    V55.6z M396.6,275.4c-46.5-19-97.1-25.8-147-19.8c22.1-7.3,45.3-10.7,68.6-10.3c16.8,0.1,33.7,1.4,50.3,3.9    c4.4,0.7,8.4-2.3,9.1-6.7c0.1-0.4,0.1-0.9,0.1-1.3V40.6H397L396.6,275.4z" fill="#007bff"/>
+	</g>
+</g>
+</svg>
diff --git a/docs/source/_static/images/books_blue.svg b/docs/source/_static/images/books_blue.svg
new file mode 100644
index 000000000..b04029587
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@@ -0,0 +1 @@
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diff --git a/docs/source/explanations/index.md b/docs/source/explanations/index.md
index 84c609889..9162e2066 100644
--- a/docs/source/explanations/index.md
+++ b/docs/source/explanations/index.md
@@ -17,7 +17,7 @@ gutter: 3
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Optimization
 ```
@@ -36,7 +36,7 @@ Learn how to use constraints, parallelize function evaluations, and configure ev
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Differentiation
 ```
@@ -55,7 +55,7 @@ Learn how to influence step sizes, parallelize function evaluations, and use adv
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Estimation
 ```
diff --git a/docs/source/getting_started/index.md b/docs/source/getting_started/index.md
index 126e4bae7..db85d0714 100644
--- a/docs/source/getting_started/index.md
+++ b/docs/source/getting_started/index.md
@@ -17,7 +17,7 @@ gutter: 3
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Optimization
 ```
@@ -36,7 +36,7 @@ Learn numerical optimization with estimagic.
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Differentiation
 ```
@@ -55,7 +55,7 @@ Learn numerical differentiation with estimagic.
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Estimation
 ```
@@ -74,7 +74,7 @@ Learn maximum likelihood and methods of simulated moments estimation with estima
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Installation
 ```
@@ -94,7 +94,7 @@ Installation instructions for estimagic and optional dependencies.
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Videos
 ```
diff --git a/docs/source/how_to_guides/index.md b/docs/source/how_to_guides/index.md
index 21f5ca742..4d9f4d081 100644
--- a/docs/source/how_to_guides/index.md
+++ b/docs/source/how_to_guides/index.md
@@ -18,7 +18,7 @@ gutter: 3
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Optimization
 ```
@@ -37,7 +37,7 @@ Learn how to use constraints, parallelize function evaluations, and configure ev
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Differentiation
 ```
@@ -56,7 +56,7 @@ Learn how to influence step sizes, parallelize function evaluations, and use adv
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Estimation
 ```
@@ -75,7 +75,7 @@ Learn how to calculate different types of standard errors and do sensitivity ana
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Miscellaneous
 ```
@@ -95,7 +95,7 @@ Learn how to create publication quality LaTeX tables, use custom batch evaluator
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Videos
 ```
diff --git a/docs/source/index.md b/docs/source/index.md
index d28cd6562..966f30c8f 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -25,7 +25,7 @@ gutter: 3
 ---
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/light-bulb.svg
+:img-top: _static/images/light-bulb_blue.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -33,7 +33,7 @@ gutter: 3
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Getting Started
 ```
@@ -44,7 +44,7 @@ New users of estimagic should read this first.
 
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/book.svg
+:img-top: _static/images/book_blue.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -52,7 +52,7 @@ New users of estimagic should read this first.
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 How-to Guides
 ```
@@ -63,7 +63,7 @@ Detailed instructions for specific and advanced tasks.
 
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/installation.svg
+:img-top: _static/images/installation_blue.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -71,7 +71,7 @@ Detailed instructions for specific and advanced tasks.
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Installation
 ```
@@ -90,7 +90,7 @@ Installation instructions for estimagic and optional dependencies.
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Optimization Algorithms
 ```
@@ -102,7 +102,7 @@ List of numerical optimizers and their optional parameters.
 
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/books.svg
+:img-top: _static/images/books_blue.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -110,7 +110,7 @@ List of numerical optimizers and their optional parameters.
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Explanations
 ```
@@ -121,7 +121,7 @@ Background information on key topics central to the package.
 
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/coding.svg
+:img-top: _static/images/coding_blue.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -129,7 +129,7 @@ Background information on key topics central to the package.
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 API Reference
 ```
@@ -141,7 +141,7 @@ Detailed description of the estimagic API.
 ````{grid-item-card}
 :text-align: center
 :columns: 12
-:img-top: _static/images/video.svg
+:img-top: _static/images/video_blue.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -149,7 +149,7 @@ Detailed description of the estimagic API.
 ---
 click-parent:
 ref-type: ref
-class: stretched-link index-card-link
+class: stretched-link index-card-link sd-text-primary
 ---
 Videos
 ```

From 55c17198d9e14127ba0e684e9c5531fd42629ada Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Mon, 13 May 2024 16:19:02 +0200
Subject: [PATCH 19/23] Change default header colors

---
 docs/source/_static/css/custom.css | 1 +
 docs/source/conf.py                | 8 ++++++++
 2 files changed, 9 insertions(+)

diff --git a/docs/source/_static/css/custom.css b/docs/source/_static/css/custom.css
index e6597db65..b5e47ac15 100644
--- a/docs/source/_static/css/custom.css
+++ b/docs/source/_static/css/custom.css
@@ -3,6 +3,7 @@ div.prompt {
   display: none;
 }
 
+
 /* Classes for the index page. */
 .index-card-image {
     padding-top: 1rem;
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 7363793ff..5578e2208 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -199,4 +199,12 @@
     "navigation_with_keys": True,
     "light_logo": "images/estimagic_logo.svg",
     "dark_logo": "images/estimagic_logo_dark_mode.svg",
+    "light_css_variables": {
+        "color-brand-primary": "#006fe5",
+        "color-brand-content": "#006fe5",
+    },
+    "dark_css_variables": {
+        "color-brand-primary": "#006fe5",
+        "color-brand-content": "#006fe5",
+    },
 }

From 087a6b5305d9d689503b18f50a43ead9a2f2af61 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 15 May 2024 11:35:35 +0200
Subject: [PATCH 20/23] Change color of standard icons

---
 docs/source/_static/images/book.svg           | 15 +------
 docs/source/_static/images/book_blue.svg      |  7 ---
 docs/source/_static/images/books.svg          |  2 +-
 docs/source/_static/images/books_blue.svg     |  1 -
 docs/source/_static/images/bullseye.svg       |  6 +--
 docs/source/_static/images/bullseye_blue.svg  |  5 ---
 docs/source/_static/images/coding.svg         | 14 ++----
 docs/source/_static/images/coding_blue.svg    | 17 -------
 docs/source/_static/images/installation.svg   | 16 ++-----
 .../_static/images/installation_blue.svg      | 38 ----------------
 docs/source/_static/images/light-bulb.svg     | 43 ++++++------------
 .../source/_static/images/light-bulb_blue.svg | 16 -------
 docs/source/_static/images/list.svg           | 17 +++----
 docs/source/_static/images/list_blue.svg      | 44 -------------------
 docs/source/_static/images/miscellaneous.svg  |  3 +-
 .../_static/images/miscellaneous_blue.svg     |  3 --
 docs/source/_static/images/video.svg          |  5 +--
 docs/source/_static/images/video_blue.svg     |  4 --
 docs/source/conf.py                           |  8 ++--
 docs/source/index.md                          | 12 ++---
 20 files changed, 46 insertions(+), 230 deletions(-)
 delete mode 100644 docs/source/_static/images/book_blue.svg
 delete mode 100644 docs/source/_static/images/books_blue.svg
 delete mode 100644 docs/source/_static/images/bullseye_blue.svg
 delete mode 100644 docs/source/_static/images/coding_blue.svg
 delete mode 100644 docs/source/_static/images/installation_blue.svg
 delete mode 100644 docs/source/_static/images/light-bulb_blue.svg
 delete mode 100644 docs/source/_static/images/list_blue.svg
 delete mode 100644 docs/source/_static/images/miscellaneous_blue.svg
 delete mode 100644 docs/source/_static/images/video_blue.svg

diff --git a/docs/source/_static/images/book.svg b/docs/source/_static/images/book.svg
index 39256e916..659b1887f 100644
--- a/docs/source/_static/images/book.svg
+++ b/docs/source/_static/images/book.svg
@@ -1,18 +1,7 @@
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-<svg version="1.1" id="Capa_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px"
-	 viewBox="0 0 412.7 296.1" style="enable-background:new 0 0 412.7 296.1;" xml:space="preserve">
+<svg version="1.1" id="Capa_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 412.7 296.1" style="enable-background:new 0 0 412.7 296.1;" xml:space="preserve">
 <g>
 	<g>
-		<path d="M404.7,24.6C404.7,24.6,404.7,24.6,404.7,24.6L404.7,24.6h-27.2v-9.3c0.1-3.7-2.2-7-5.8-8C352.9,2.4,333.5,0,314.1,0
-			c-32,0-75.6,7.2-107.8,40C174.2,6.9,130.3,0,98.4,0C78.9,0,59.5,2.4,40.7,7.4c-3.5,1-5.9,4.3-5.8,8v9.2H8c-4.4,0-8,3.6-8,8v255.5
-			c0,4.4,3.6,8,8,8c1.4,0,2.7-0.4,3.9-1c0.8-0.4,80.8-44.2,192.5-16h1.2h0.7c0.6,0.1,1.3,0.1,1.9,0c112-28.4,192,15.3,192.5,16
-			c2.5,1.4,5.5,1.4,8,0c2.5-1.4,4-4,4-6.9V32.6C412.7,28.2,409.1,24.6,404.7,24.6z M16,275.4V40.6h19.1v200.6c0,4.4,3.5,8,7.9,8.1
-			c0.4,0,0.9,0,1.3-0.1c16.5-2.5,33.3-3.9,50-4c23.2-0.4,46.3,3.1,68.3,10.3C112.9,249.6,62.4,256.4,16,275.4z M94.3,229.4
-			c-14.6,0-29.1,1-43.5,2.8V21.7c15.6-3.5,31.5-5.2,47.4-5.3c29.9,0,71.2,6.9,99.8,39.2l0.2,199.3C181.7,244,149.2,229.4,94.3,229.4
-			z M214.3,55.6c28.6-32,69.9-39.2,99.8-39.2c16,0,31.9,1.8,47.4,5.3v210.5c-14.4-1.8-28.8-2.8-43.3-2.9c-54.6,0-87.1,14.6-104,25.5
-			V55.6z M396.6,275.4c-46.5-19-97.1-25.8-147-19.8c22.1-7.3,45.3-10.7,68.6-10.3c16.8,0.1,33.7,1.4,50.3,3.9
-			c4.4,0.7,8.4-2.3,9.1-6.7c0.1-0.4,0.1-0.9,0.1-1.3V40.6H397L396.6,275.4z"/>
+		<path d="M404.7,24.6C404.7,24.6,404.7,24.6,404.7,24.6L404.7,24.6h-27.2v-9.3c0.1-3.7-2.2-7-5.8-8C352.9,2.4,333.5,0,314.1,0    c-32,0-75.6,7.2-107.8,40C174.2,6.9,130.3,0,98.4,0C78.9,0,59.5,2.4,40.7,7.4c-3.5,1-5.9,4.3-5.8,8v9.2H8c-4.4,0-8,3.6-8,8v255.5    c0,4.4,3.6,8,8,8c1.4,0,2.7-0.4,3.9-1c0.8-0.4,80.8-44.2,192.5-16h1.2h0.7c0.6,0.1,1.3,0.1,1.9,0c112-28.4,192,15.3,192.5,16    c2.5,1.4,5.5,1.4,8,0c2.5-1.4,4-4,4-6.9V32.6C412.7,28.2,409.1,24.6,404.7,24.6z M16,275.4V40.6h19.1v200.6c0,4.4,3.5,8,7.9,8.1    c0.4,0,0.9,0,1.3-0.1c16.5-2.5,33.3-3.9,50-4c23.2-0.4,46.3,3.1,68.3,10.3C112.9,249.6,62.4,256.4,16,275.4z M94.3,229.4    c-14.6,0-29.1,1-43.5,2.8V21.7c15.6-3.5,31.5-5.2,47.4-5.3c29.9,0,71.2,6.9,99.8,39.2l0.2,199.3C181.7,244,149.2,229.4,94.3,229.4    z M214.3,55.6c28.6-32,69.9-39.2,99.8-39.2c16,0,31.9,1.8,47.4,5.3v210.5c-14.4-1.8-28.8-2.8-43.3-2.9c-54.6,0-87.1,14.6-104,25.5    V55.6z M396.6,275.4c-46.5-19-97.1-25.8-147-19.8c22.1-7.3,45.3-10.7,68.6-10.3c16.8,0.1,33.7,1.4,50.3,3.9    c4.4,0.7,8.4-2.3,9.1-6.7c0.1-0.4,0.1-0.9,0.1-1.3V40.6H397L396.6,275.4z" fill="#f04f43"/>
 	</g>
 </g>
 </svg>
diff --git a/docs/source/_static/images/book_blue.svg b/docs/source/_static/images/book_blue.svg
deleted file mode 100644
index 07ed5be34..000000000
--- a/docs/source/_static/images/book_blue.svg
+++ /dev/null
@@ -1,7 +0,0 @@
-<svg version="1.1" id="Capa_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 412.7 296.1" style="enable-background:new 0 0 412.7 296.1;" xml:space="preserve">
-<g>
-	<g>
-		<path d="M404.7,24.6C404.7,24.6,404.7,24.6,404.7,24.6L404.7,24.6h-27.2v-9.3c0.1-3.7-2.2-7-5.8-8C352.9,2.4,333.5,0,314.1,0    c-32,0-75.6,7.2-107.8,40C174.2,6.9,130.3,0,98.4,0C78.9,0,59.5,2.4,40.7,7.4c-3.5,1-5.9,4.3-5.8,8v9.2H8c-4.4,0-8,3.6-8,8v255.5    c0,4.4,3.6,8,8,8c1.4,0,2.7-0.4,3.9-1c0.8-0.4,80.8-44.2,192.5-16h1.2h0.7c0.6,0.1,1.3,0.1,1.9,0c112-28.4,192,15.3,192.5,16    c2.5,1.4,5.5,1.4,8,0c2.5-1.4,4-4,4-6.9V32.6C412.7,28.2,409.1,24.6,404.7,24.6z M16,275.4V40.6h19.1v200.6c0,4.4,3.5,8,7.9,8.1    c0.4,0,0.9,0,1.3-0.1c16.5-2.5,33.3-3.9,50-4c23.2-0.4,46.3,3.1,68.3,10.3C112.9,249.6,62.4,256.4,16,275.4z M94.3,229.4    c-14.6,0-29.1,1-43.5,2.8V21.7c15.6-3.5,31.5-5.2,47.4-5.3c29.9,0,71.2,6.9,99.8,39.2l0.2,199.3C181.7,244,149.2,229.4,94.3,229.4    z M214.3,55.6c28.6-32,69.9-39.2,99.8-39.2c16,0,31.9,1.8,47.4,5.3v210.5c-14.4-1.8-28.8-2.8-43.3-2.9c-54.6,0-87.1,14.6-104,25.5    V55.6z M396.6,275.4c-46.5-19-97.1-25.8-147-19.8c22.1-7.3,45.3-10.7,68.6-10.3c16.8,0.1,33.7,1.4,50.3,3.9    c4.4,0.7,8.4-2.3,9.1-6.7c0.1-0.4,0.1-0.9,0.1-1.3V40.6H397L396.6,275.4z" fill="#007bff"/>
-	</g>
-</g>
-</svg>
diff --git a/docs/source/_static/images/books.svg b/docs/source/_static/images/books.svg
index c61580d9e..5216d808f 100644
--- a/docs/source/_static/images/books.svg
+++ b/docs/source/_static/images/books.svg
@@ -1 +1 @@
-<svg height="480pt" viewBox="0 0 480 480" width="480pt" xmlns="http://www.w3.org/2000/svg"><path d="m240 0h-104c-4.417969 0-8 3.582031-8 8v56h-120c-4.417969 0-8 3.582031-8 8v400c0 4.417969 3.582031 8 8 8h232c4.417969 0 8-3.582031 8-8v-464c0-4.417969-3.582031-8-8-8zm-8 416h-88v-16h88zm-216-296h112v240h-112zm216-32h-88v-24h88zm-216 288h112v24h-112zm128 8v-280h88v280zm88-368v32h-88v-32zm-104 64v24h-112v-24zm-112 336h112v48h-112zm128 48v-32h88v32zm0 0"/><path d="m479.742188 437.984375-96-368c-.535157-2.0625-1.871094-3.824219-3.714844-4.898437-1.839844-1.070313-4.03125-1.363282-6.089844-.8125l-120 32c-4.25 1.132812-6.789062 5.484374-5.679688 9.742187l96 368c.535157 2.0625 1.875 3.824219 3.71875 4.894531 1.839844 1.066406 4.03125 1.355469 6.085938.800782l120-32c4.242188-1.132813 6.777344-5.476563 5.679688-9.726563zm-201.246094-279.441406 104.542968-27.871094 3.761719 14.398437-104.535156 27.914063zm112.34375 2.050781 46.398437 177.980469-104.503906 27.882812-46.398437-177.992187zm50.472656 193.46875 8.191406 31.394531-104.542968 27.871094-8.160157-31.382813zm-71.023438-272.261719 8.710938 33.398438-104.542969 27.863281-8.703125-33.382812zm-12.578124 380.398438-8.710938-33.398438 104.542969-27.878906 8.703125 33.382813zm0 0"/><path d="m104 144h-64c-4.417969 0-8 3.582031-8 8v64c0 4.417969 3.582031 8 8 8h64c4.417969 0 8-3.582031 8-8v-64c0-4.417969-3.582031-8-8-8zm-8 64h-48v-48h48zm0 0"/></svg>
+<svg height="480pt" viewBox="0 0 480 480" width="480pt" xmlns="http://www.w3.org/2000/svg"><path d="m240 0h-104c-4.417969 0-8 3.582031-8 8v56h-120c-4.417969 0-8 3.582031-8 8v400c0 4.417969 3.582031 8 8 8h232c4.417969 0 8-3.582031 8-8v-464c0-4.417969-3.582031-8-8-8zm-8 416h-88v-16h88zm-216-296h112v240h-112zm216-32h-88v-24h88zm-216 288h112v24h-112zm128 8v-280h88v280zm88-368v32h-88v-32zm-104 64v24h-112v-24zm-112 336h112v48h-112zm128 48v-32h88v32zm0 0" fill="#f04f43"/><path d="m479.742188 437.984375-96-368c-.535157-2.0625-1.871094-3.824219-3.714844-4.898437-1.839844-1.070313-4.03125-1.363282-6.089844-.8125l-120 32c-4.25 1.132812-6.789062 5.484374-5.679688 9.742187l96 368c.535157 2.0625 1.875 3.824219 3.71875 4.894531 1.839844 1.066406 4.03125 1.355469 6.085938.800782l120-32c4.242188-1.132813 6.777344-5.476563 5.679688-9.726563zm-201.246094-279.441406 104.542968-27.871094 3.761719 14.398437-104.535156 27.914063zm112.34375 2.050781 46.398437 177.980469-104.503906 27.882812-46.398437-177.992187zm50.472656 193.46875 8.191406 31.394531-104.542968 27.871094-8.160157-31.382813zm-71.023438-272.261719 8.710938 33.398438-104.542969 27.863281-8.703125-33.382812zm-12.578124 380.398438-8.710938-33.398438 104.542969-27.878906 8.703125 33.382813zm0 0" fill="#f04f43"/><path d="m104 144h-64c-4.417969 0-8 3.582031-8 8v64c0 4.417969 3.582031 8 8 8h64c4.417969 0 8-3.582031 8-8v-64c0-4.417969-3.582031-8-8-8zm-8 64h-48v-48h48zm0 0" fill="#f04f43"/></svg>
diff --git a/docs/source/_static/images/books_blue.svg b/docs/source/_static/images/books_blue.svg
deleted file mode 100644
index b04029587..000000000
--- a/docs/source/_static/images/books_blue.svg
+++ /dev/null
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index b3fe8d44a..23fe9aedb 100644
--- a/docs/source/_static/images/bullseye.svg
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diff --git a/docs/source/_static/images/bullseye_blue.svg b/docs/source/_static/images/bullseye_blue.svg
deleted file mode 100644
index 5a4998b61..000000000
--- a/docs/source/_static/images/bullseye_blue.svg
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index 16fac4933..62336a5df 100644
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diff --git a/docs/source/_static/images/coding_blue.svg b/docs/source/_static/images/coding_blue.svg
deleted file mode 100644
index d6f70383a..000000000
--- a/docs/source/_static/images/coding_blue.svg
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index e0d234d80..f5e7da1c6 100644
--- a/docs/source/_static/images/installation.svg
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deleted file mode 100644
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index b199ba1f6..f670cd19c 100644
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deleted file mode 100644
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index 6c7c65394..c52e83058 100644
--- a/docs/source/_static/images/miscellaneous.svg
+++ b/docs/source/_static/images/miscellaneous.svg
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deleted file mode 100644
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index b3cd0d87c..0db99abd2 100644
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deleted file mode 100644
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diff --git a/docs/source/conf.py b/docs/source/conf.py
index 5578e2208..1a4bbf374 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -200,11 +200,11 @@
     "light_logo": "images/estimagic_logo.svg",
     "dark_logo": "images/estimagic_logo_dark_mode.svg",
     "light_css_variables": {
-        "color-brand-primary": "#006fe5",
-        "color-brand-content": "#006fe5",
+        "color-brand-primary": "#f04f43",
+        "color-brand-content": "#f04f43",
     },
     "dark_css_variables": {
-        "color-brand-primary": "#006fe5",
-        "color-brand-content": "#006fe5",
+        "color-brand-primary": "#f04f43",
+        "color-brand-content": "#f04f43",
     },
 }
diff --git a/docs/source/index.md b/docs/source/index.md
index 966f30c8f..fd04513a7 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -25,7 +25,7 @@ gutter: 3
 ---
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/light-bulb_blue.svg
+:img-top: _static/images/light-bulb.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -44,7 +44,7 @@ New users of estimagic should read this first.
 
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/book_blue.svg
+:img-top: _static/images/book.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -63,7 +63,7 @@ Detailed instructions for specific and advanced tasks.
 
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/installation_blue.svg
+:img-top: _static/images/installation.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -102,7 +102,7 @@ List of numerical optimizers and their optional parameters.
 
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/books_blue.svg
+:img-top: _static/images/books.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -121,7 +121,7 @@ Background information on key topics central to the package.
 
 ````{grid-item-card}
 :text-align: center
-:img-top: _static/images/coding_blue.svg
+:img-top: _static/images/coding.svg
 :class-img-top: index-card-image
 :shadow: md
 
@@ -141,7 +141,7 @@ Detailed description of the estimagic API.
 ````{grid-item-card}
 :text-align: center
 :columns: 12
-:img-top: _static/images/video_blue.svg
+:img-top: _static/images/video.svg
 :class-img-top: index-card-image
 :shadow: md
 

From 1e6161a884068f2d5f76a81466cfb8e3a448392f Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Wed, 15 May 2024 14:05:00 +0200
Subject: [PATCH 21/23] Modify custom icons

---
 .../source/_static/images/differentiation.svg | 334 +++++++++---------
 docs/source/_static/images/optimization.svg   | 272 +++++++-------
 2 files changed, 305 insertions(+), 301 deletions(-)

diff --git a/docs/source/_static/images/differentiation.svg b/docs/source/_static/images/differentiation.svg
index 9aa3e78bc..d5a9a5067 100644
--- a/docs/source/_static/images/differentiation.svg
+++ b/docs/source/_static/images/differentiation.svg
@@ -1,16 +1,16 @@
 <?xml version="1.0" encoding="utf-8" standalone="no"?>
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   "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
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+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="405pt" height="291.6pt" viewBox="0 0 405 291.6" xmlns="http://www.w3.org/2000/svg" version="1.1">
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    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2022-06-03T11:30:06.852512</dc:date>
+    <dc:date>2024-05-15T12:38:45.956057</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.7.1, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
@@ -21,190 +21,192 @@
  </defs>
  <g id="figure_1">
   <g id="patch_1">
-   <path d="M 0 286.2
-L 405 286.2
+   <path d="M 0 291.6
+L 405 291.6
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+L 0 291.6
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 " style="fill: none"/>
   </g>
   <g id="axes_1">
    <g id="patch_2">
-    <path d="M 7.2 279
-L 397.8 279
+    <path d="M 7.2 284.4
+L 397.8 284.4
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-L 7.2 279
+L 7.2 284.4
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 " style="fill: none"/>
    </g>
+   <g id="PolyCollection_1"/>
+   <g id="PolyCollection_2"/>
    <g id="line2d_1">
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From 368afeb6596db01bf11e69e918404c932a4f6bfa Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Thu, 16 May 2024 13:55:58 +0200
Subject: [PATCH 22/23] Address comments

---
 README.md                                          | 2 --
 docs/rtd_environment.yml                           | 2 --
 docs/source/getting_started/estimation/index.md    | 3 ---
 docs/source/how_to_guides/differentiation/index.md | 2 --
 docs/source/how_to_guides/inference/index.md       | 2 --
 docs/source/index.md                               | 7 -------
 environment.yml                                    | 2 +-
 7 files changed, 1 insertion(+), 19 deletions(-)

diff --git a/README.md b/README.md
index b4b862c3b..7ee02556c 100644
--- a/README.md
+++ b/README.md
@@ -31,8 +31,6 @@ provides functionality to perform statistical inference on estimated parameters.
 - The progress of the optimization is displayed in real time via an interactive
   dashboard.
 
-<img src="docs/source/_static/images/dashboard.gif">
-
 ### Estimation and Inference
 
 - You can estimate a model using method of simulated moments (MSM), calculate standard
diff --git a/docs/rtd_environment.yml b/docs/rtd_environment.yml
index 965fad36a..28ff7c35c 100644
--- a/docs/rtd_environment.yml
+++ b/docs/rtd_environment.yml
@@ -17,7 +17,6 @@ dependencies:
   - ipython
   - ipython_genutils
   - myst-nb
-  - pydata-sphinx-theme
   - furo
   - pybaum
   - matplotlib
@@ -28,7 +27,6 @@ dependencies:
   - patsy
   - joblib
   - plotly
-  - ipython
   - pip:
       - ../
       - kaleido
diff --git a/docs/source/getting_started/estimation/index.md b/docs/source/getting_started/estimation/index.md
index 56f1bebfe..54ef5fa29 100644
--- a/docs/source/getting_started/estimation/index.md
+++ b/docs/source/getting_started/estimation/index.md
@@ -6,12 +6,9 @@ parameter estimates and standard errors in a format that can be easily used to c
 publication quality latex or html tables.
 
 ```{toctree}
-
 ---
 maxdepth: 1
 ---
-
 first_likelihood_estimation_with_estimagic
 first_msm_estimation_with_estimagic
-
 ```
diff --git a/docs/source/how_to_guides/differentiation/index.md b/docs/source/how_to_guides/differentiation/index.md
index 9d57cf28d..c97a1a5bf 100644
--- a/docs/source/how_to_guides/differentiation/index.md
+++ b/docs/source/how_to_guides/differentiation/index.md
@@ -1,12 +1,10 @@
 # Differentiation
 
 ```{toctree}
-
 ---
 maxdepth: 1
 ---
 how_to_calculate_first_derivatives
 how_to_calculate_second_derivatives
 how_to_plot_derivatives
-
 ```
diff --git a/docs/source/how_to_guides/inference/index.md b/docs/source/how_to_guides/inference/index.md
index 48a5f521d..8f3231ca4 100644
--- a/docs/source/how_to_guides/inference/index.md
+++ b/docs/source/how_to_guides/inference/index.md
@@ -1,12 +1,10 @@
 # Inference
 
 ```{toctree}
-
 ---
 maxdepth: 1
 ---
 how_to_calculate_likelihood_standard_errors
 how_to_calculate_msm_standard_errors
 how_to_do_bootstrap_inference
-
 ```
diff --git a/docs/source/index.md b/docs/source/index.md
index fd04513a7..6ad7d0a39 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -189,13 +189,6 @@ algorithms
 - The progress of the optimization is displayed in real time via an interactive
   dashboard. See {ref}`dashboard`.
 
-> ```{image} _static/images/dashboard.gif
-> ---
-> align: center
-> scale: 80 %
-> ---
-> ```
-
 ### Estimation and Inference
 
 - You can estimate a model using method of simulated moments (MSM), calculate standard
diff --git a/environment.yml b/environment.yml
index d908fce43..a6579c5e5 100644
--- a/environment.yml
+++ b/environment.yml
@@ -28,10 +28,10 @@ dependencies:
   - pybaum >= 0.1.2  # run, tests
   - scipy>=1.2.1  # run, tests
   - sqlalchemy  # run, tests
-  - pydata-sphinx-theme>=0.3.0  # docs
   - myst-nb  # docs
   - sphinx  # docs
   - sphinx-copybutton  # docs
+  - sphinx-design  # docs
   - sphinx-panels  # docs
   - sphinxcontrib-bibtex  # docs
   - tranquilo>=0.0.4  # dev, tests

From 85352453584265e606d4aed5262401db33de08f0 Mon Sep 17 00:00:00 2001
From: Sebastian Gsell <sebastian.gsell93@gmail.com>
Date: Thu, 16 May 2024 13:56:49 +0200
Subject: [PATCH 23/23] Update docs environment

---
 docs/rtd_environment.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/rtd_environment.yml b/docs/rtd_environment.yml
index 28ff7c35c..3f990e869 100644
--- a/docs/rtd_environment.yml
+++ b/docs/rtd_environment.yml
@@ -12,8 +12,8 @@ dependencies:
   - sphinx
   - sphinxcontrib-bibtex
   - sphinx-copybutton
-  - sphinx-panels
   - sphinx-design
+  - sphinx-panels
   - ipython
   - ipython_genutils
   - myst-nb