diff --git a/public/Upset-Alttext-User-Survey/assets/GoTVis.md b/public/Upset-Alttext-User-Survey/assets/GoTVis.md
index 4197f2d00..35ee57c21 100644
--- a/public/Upset-Alttext-User-Survey/assets/GoTVis.md
+++ b/public/Upset-Alttext-User-Survey/assets/GoTVis.md
@@ -12,6 +12,8 @@
 
 <h1 style="text-align: center;">Dataset: Game of Thrones</h1>
 
+This UpSet plot shows game of thrones characters and their identities. A character can have multiple identities (houses, gender, killing condition,etc.). The sets are identities. The items are game of thrones characters. The intersections show how many characters have exactly the same identities.
+
 <div class="image-container">
     <img src="./assets/VO2.png" alt="Game of Thrones" width="515" height="900"/>
 </div>
diff --git a/public/Upset-Alttext-User-Survey/assets/GoText.md b/public/Upset-Alttext-User-Survey/assets/GoText.md
index 870e6a21f..677305b05 100644
--- a/public/Upset-Alttext-User-Survey/assets/GoText.md
+++ b/public/Upset-Alttext-User-Survey/assets/GoText.md
@@ -1,5 +1,9 @@
 <h1 style="text-align: center;">Dataset: Game of Thrones</h1>
 
+## UpSet Introduction
+
+This UpSet plot shows game of thrones characters and their identities. A character can have multiple identities (houses, gender, killing condition,etc.). The sets are identities. The items are game of thrones characters. The intersections show how many characters have exactly the same identities.
+
 ## Dataset Properties
 
 The dataset contains 20 sets and 238 elements, of which 7 sets are shown in the plot.
diff --git a/public/Upset-Alttext-User-Survey/assets/GoTextandVis.md b/public/Upset-Alttext-User-Survey/assets/GoTextandVis.md
index 9dd972e7a..3c42f52d9 100644
--- a/public/Upset-Alttext-User-Survey/assets/GoTextandVis.md
+++ b/public/Upset-Alttext-User-Survey/assets/GoTextandVis.md
@@ -20,6 +20,8 @@
         <img style="width: 500px;" src="./assets/VO2.png" alt="Description of Image">
     </div>
     <div class="column">
+        <h2>UpSet Introduction</h2>
+        This UpSet plot shows game of thrones characters and their identities. A character can have multiple identities (houses, gender, killing condition,etc.). The sets are identities. The items are game of thrones characters. The intersections show how many characters have exactly the same identities.
         <h2>Dataset Properties</h2>
         <p>The dataset contains 20 sets and 238 elements, of which 7 sets are shown in the plot.</p>
         <h2>Set Properties</h2>
diff --git a/public/Upset-Alttext-User-Survey/assets/banana.png b/public/Upset-Alttext-User-Survey/assets/banana.png
deleted file mode 100644
index 166c5cb15..000000000
Binary files a/public/Upset-Alttext-User-Survey/assets/banana.png and /dev/null differ
diff --git a/public/Upset-Alttext-User-Survey/assets/covidText.md b/public/Upset-Alttext-User-Survey/assets/covidText.md
index c5c0d808a..7023806eb 100644
--- a/public/Upset-Alttext-User-Survey/assets/covidText.md
+++ b/public/Upset-Alttext-User-Survey/assets/covidText.md
@@ -1,5 +1,8 @@
 <h1 style="text-align: center;">Dataset: Covid Symptoms</h1>
 
+## UpSet Introduction
+This UpSet plot shows covid cases and their symptoms. A covid case can have multiple symptoms. The sets are covid symptoms. The items are covid cases. The intersections show how many covid cases have exactly the same symptomps.
+
 ## Dataset Properties
 
 The dataset contains 6 sets and 4340 elements, of which 6 sets are shown in the plot.
diff --git a/public/Upset-Alttext-User-Survey/assets/covidTextandVis.md b/public/Upset-Alttext-User-Survey/assets/covidTextandVis.md
index 7af6414ad..82a7504b7 100644
--- a/public/Upset-Alttext-User-Survey/assets/covidTextandVis.md
+++ b/public/Upset-Alttext-User-Survey/assets/covidTextandVis.md
@@ -20,6 +20,8 @@
         <img style="width: 500px;" src="./assets/VO1.png" alt="Description of Image">
     </div>
     <div class="column">
+        <h2>UpSet Introduction</h2>
+        This UpSet plot shows covid cases and their symptoms. A covid case can have multiple symptoms. The sets are covid symptoms. The items are covid cases. The intersections show how many covid cases have exactly the same symptomps.
         <h2>Dataset Properties</h2>
         <p>The dataset contains 6 sets and 4340 elements, of which 6 sets are shown in the plot.</p>
         <h2>Set Properties</h2>
diff --git a/public/Upset-Alttext-User-Survey/assets/covidVis.md b/public/Upset-Alttext-User-Survey/assets/covidVis.md
index 29b9aef31..3389e9714 100644
--- a/public/Upset-Alttext-User-Survey/assets/covidVis.md
+++ b/public/Upset-Alttext-User-Survey/assets/covidVis.md
@@ -12,6 +12,8 @@
 
 <h1 style="text-align: center;">Dataset: Covid Symptoms</h1>
 
+This UpSet plot shows covid cases and their symptoms. A covid case can have multiple symptoms. The sets are covid symptoms. The items are covid cases. The intersections show how many covid cases have exactly the same symptomps.
+
 <div class="image-container">
     <img src="./assets/VO1.png" alt="Covid Symptoms" width="610" height="1180"/>
 </div>
diff --git a/public/Upset-Alttext-User-Survey/assets/tennisText.md b/public/Upset-Alttext-User-Survey/assets/tennisText.md
index fc1379ef1..4ace89e4c 100644
--- a/public/Upset-Alttext-User-Survey/assets/tennisText.md
+++ b/public/Upset-Alttext-User-Survey/assets/tennisText.md
@@ -1,5 +1,8 @@
 <h1 style="text-align: center;">Dataset: Tennis Grand Slam Winners</h1>
 
+## UpSet Introduction
+This UpSet plot shows tennis grand slam tournaments and their winners. A winner can win multiple tournaments. The sets are grand slam tournaments. The items are grand slam winners. The intersections show how many winners won exactly the same tournaments.
+
 ## Dataset Properties
 The dataset contains 4 sets and 208 elements, of which 4 sets are shown in the plot.
 
diff --git a/public/Upset-Alttext-User-Survey/assets/tennisTextandVis.md b/public/Upset-Alttext-User-Survey/assets/tennisTextandVis.md
index a52a63800..8bce5846c 100644
--- a/public/Upset-Alttext-User-Survey/assets/tennisTextandVis.md
+++ b/public/Upset-Alttext-User-Survey/assets/tennisTextandVis.md
@@ -20,6 +20,8 @@
         <img style="width: 500px;" src="./assets/VO3.png" alt="Tennis Grand Slam Winners">
     </div>
     <div class="column">
+        <h2>UpSet Introduction</h2>
+        This UpSet plot shows tennis grand slam tournaments and their winners. A winner can win multiple tournaments. The sets are grand slam tournaments. The items are grand slam winners. The intersections show how many winners won exactly the same tournaments.
         <h2>Dataset Properties</h2>
         <p>The dataset contains 4 sets and 208 elements, of which 4 sets are shown in the plot.</p>
         <h2>Set Properties</h2>
diff --git a/public/Upset-Alttext-User-Survey/assets/tennisVis.md b/public/Upset-Alttext-User-Survey/assets/tennisVis.md
index 973ab9f97..b7407ff69 100644
--- a/public/Upset-Alttext-User-Survey/assets/tennisVis.md
+++ b/public/Upset-Alttext-User-Survey/assets/tennisVis.md
@@ -12,6 +12,8 @@
 
 <h1 style="text-align: center;">Dataset: Tennis Grand Slam Winners</h1>
 
+This UpSet plot shows tennis grand slam tournaments and their winners. A winner can win multiple tournaments. The sets are grand slam tournaments. The items are grand slam winners. The intersections show how many winners won exactly the same tournaments.
+
 <div class="image-container">
     <img src="./assets/VO3.png" alt="Covid Symptoms" width="610" height="700"/>
 </div>
diff --git a/public/Upset-Alttext-User-Survey/assets/training1.md b/public/Upset-Alttext-User-Survey/assets/training1.md
index 3644daa7d..23bc72063 100644
--- a/public/Upset-Alttext-User-Survey/assets/training1.md
+++ b/public/Upset-Alttext-User-Survey/assets/training1.md
@@ -20,7 +20,7 @@ Here you see an example for "Visualization Only". In the sidebar, you can see so
 
 <h1 style="text-align: center;">Dataset: Movie Genres</h1>
 
-This UpSet plot shows movies and their genres. The sets are movie genres. The items are movies.
+This UpSet plot shows movies and their genres. A movie can have multiple genres. The sets are movie genres. The items are movies. The intersections show how many movies have exactly the same genres.
 
 <div class="image-container">
     <img src="./assets/T1.png" alt="Movie Genres" width="600" height="940"/>
diff --git a/public/Upset-Alttext-User-Survey/assets/training2.md b/public/Upset-Alttext-User-Survey/assets/training2.md
index 3dd10dc45..c85641c11 100644
--- a/public/Upset-Alttext-User-Survey/assets/training2.md
+++ b/public/Upset-Alttext-User-Survey/assets/training2.md
@@ -5,7 +5,7 @@ Sometimes you will see a text description of the plot, without a chart. We call
 <h1 style="text-align: center;">Dataset: Movie Genres</h1>
 
 ## UpSet Introduction
-This UpSet plot shows movies and their genres. The sets are movie genres. The items are movies.
+This UpSet plot shows movies and their genres. A movie can have multiple genres. The sets are movie genres. The items are movies. The intersections show how many movies have exactly the same genres.
 
 ## Dataset Properties
 The dataset contains 17 sets and 6303 elements, of which 5 sets are shown in the plot.
diff --git a/public/Upset-Alttext-User-Survey/assets/training3.md b/public/Upset-Alttext-User-Survey/assets/training3.md
index ea6654219..99a1b46be 100644
--- a/public/Upset-Alttext-User-Survey/assets/training3.md
+++ b/public/Upset-Alttext-User-Survey/assets/training3.md
@@ -25,7 +25,7 @@ Sometimes you will see both the visualization and the text, in the "Visualizatio
     </div>
     <div class="column">
         <h2>Dataset Introduction</h2>
-        This UpSet plot shows movies and their genres. The sets are movie genres. The items are movies.
+        This UpSet plot shows movies and their genres. A movie can have multiple genres. The sets are movie genres. The items are movies. The intersections show how many movies have exactly the same genres.
         <h2>Dataset Properties</h2>
         <p>The dataset contains 17 sets and 6303 elements, of which 8 sets are shown in the plot.</p>
         <h2>Set Properties</h2>