diff --git a/.gitignore b/.gitignore
index a1bfbb1..6c6f7c4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -38,3 +38,5 @@ app.html
 
 # Virtual environment
 venv/
+.venv/
+.wasm-build-venv/
diff --git a/netlify.toml b/netlify.toml
new file mode 100644
index 0000000..0a7efde
--- /dev/null
+++ b/netlify.toml
@@ -0,0 +1,6 @@
+[build]
+  command = "npm run build"
+  publish = "dist/pyodide"
+
+[build.environment]
+  PYTHON_VERSION = "3.11"
diff --git a/package.json b/package.json
new file mode 100644
index 0000000..322db78
--- /dev/null
+++ b/package.json
@@ -0,0 +1,10 @@
+{
+  "name": "simdec-wasm-site",
+  "private": true,
+  "version": "1.0.0",
+  "description": "Static Panel WASM build wrapper",
+  "scripts": {
+    "build": "./scripts/build_wasm.sh",
+    "serve": "python -m http.server 8000 --directory dist/pyodide"
+  }
+}
diff --git a/panel/data/stress.csv b/panel/data/stress.csv
new file mode 100644
index 0000000..9fd31c9
--- /dev/null
+++ b/panel/data/stress.csv
@@ -0,0 +1,10001 @@
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diff --git a/panel/index.html b/panel/index.html
index 8bb76f1..52dda01 100644
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+++ b/panel/index.html
@@ -1,31 +1,14 @@
 <!DOCTYPE html>
 <html lang="en">
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-  <!-- Basic Page Needs
-  -------------------------------------------------- -->
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-        const params = new URLSearchParams(location.search);
-	if (switchEl.checked) {
-	    window.bodyDesign.setLuminance(1)
-	    window.bodyDesign.setBackgroundColor("#ffffff")
-            params.set('theme', "default");
+    function applyTheme(isDark) {
+        const bodyProvider = document.getElementById("body-design-provider");
+        const headerProvider = document.getElementById("header-design-provider");
+        if (isDark) {
+            bodyProvider.setAttribute("background-color", "#000000");
+            bodyProvider.setAttribute("base-layer-luminance", "0.1");
+            headerProvider.setAttribute("background-color", "#1a1a1a");
         } else {
-	    window.bodyDesign.setLuminance(0.1)
-	    window.bodyDesign.setBackgroundColor("#000000")
-            params.set('theme', "dark");
+            bodyProvider.setAttribute("background-color", "#ffffff");
+            bodyProvider.setAttribute("base-layer-luminance", "1");
+            headerProvider.setAttribute("background-color", "#ffffff");
         }
-	if (update) {
+    }
+    function toggleLightDarkTheme(update) {
+        const switchEl = document.getElementById("theme-switch");
+        const params = new URLSearchParams(location.search);
+        const isDark = !switchEl.checked;
+        applyTheme(isDark);
+        params.set('theme', isDark ? "dark" : "default");
+        if (update) {
             window.history.replaceState({}, '', `${location.pathname}?${params}`);
-	}
+        }
     }
     function setSwitchFromParams(){
         const params = new URLSearchParams(window.location.search)
+        const switchEl = document.getElementById("theme-switch")
         if (params.has('theme')){
             const theme = params.get('theme')
-            const switchEl = document.getElementById("theme-switch")
             if (theme==='dark'){
                 switchEl.checked = false
             } else {
                 switchEl.checked = true
             }
-            toggleLightDarkTheme(true)
-        } else {
-            toggleLightDarkTheme(false)
-	}
+        }
+        applyTheme(switchEl.checked === false)
     }
     function setSearchFromParams(){
         const params = new URLSearchParams(window.location.search)
@@ -88,159 +75,111 @@
         }
     }
   </script>
-
   <style>
     :root {
       --background-color: #ffffff;
-      --header-background: #000000;
+      --header-background: #ffffff;
     }
     html {
-	height:100%;
+        height:100%;
     }
     html, #body-design-provider {
-	min-height: 100vh;
+        min-height: 100vh;
     }
     body {
-	margin: 0px;
-	padding: 0;
-	font-style: normal;
-	font-variant-ligatures: normal;
-	font-variant-caps: normal;
-	font-variant-numeric: normal;
-	font-variant-east-asian: normal;
-	font-weight: normal;
-	font-stretch: normal;
-	font-size: 16px;
-	line-height: normal;
-	font-family: aktiv-grotesk, "Segoe UI", Arial, Helvetica, sans-serif;
-	overflow-y: auto;
+        margin: 0px;
+        padding: 0;
+        font-style: normal;
+        font-weight: normal;
+        font-size: 16px;
+        font-family: aktiv-grotesk, "Segoe UI", Arial, Helvetica, sans-serif;
+        overflow-y: auto;
     }
     .gallery-item:hover {
-	box-shadow: 0 1px 5px var(--neutral-fill-strong-focus);
+        box-shadow: 0 1px 5px var(--neutral-fill-strong-focus);
     }
     .gallery-item {
-	cursor: pointer;
-	text-align: center;
+        cursor: pointer;
+        text-align: center;
     }
     .header {
-        /*background-image: linear-gradient(to top, rgba(0, 0, 0, 0.6), rgba(0, 0, 0, 0) ),url('{{ PANEL_CDN }}images/index_background.png');*/
-	background-size: cover;
-	background-repeat: space;
-	background-position: center;
+        background-size: cover;
+        background-repeat: space;
+        background-position: center;
+        border-bottom: 1px solid #e0e0e0;
+        transition: background-color 0.3s;
     }
     .header-content {
-	display: flex;
-	flex-direction: column;
-	padding: 2rem;
-    }
-    #header-design-provider {
-      background-color: var(--header-background);
+        display: flex;
+        flex-direction: column;
+        padding: 2rem;
     }
     #body-design-provider {
-	color: var(--neutral-foreground-rest);
+        color: var(--neutral-foreground-rest);
     }
     #title {
-	background: transparent;
-    }
-    #subtitle {
-	color: black;
-	font-size: 2em;
-	font-weight: bold;
-	margin: 1em 0 0 1em;
+        background: transparent;
     }
     #search-input {
-	margin-top: 1em;
-	margin-left:2em;
-	margin-bottom:0em;
-	width: calc(100% - 4em);
+        margin-top: 1em;
+        margin-left:2em;
+        margin-bottom:0em;
+        width: calc(100% - 4em);
     }
     .theme-toggle-icon {
-	height: 25px;
-	width: 25px;
-	margin-top: 5px;
-	fill: #bababa;
+        height: 25px;
+        width: 25px;
+        margin-top: 5px;
+        fill: #bababa;
     }
-    /* The grid layout is inspired by
-       https://css-tricks.com/look-ma-no-media-queries-responsive-layouts-using-css-grid/
-       https://codepen.io/andybelldesign/pen/vMMYKJ */
-    /*
-      AUTO GRID
-      Set the minimum item size with `--cards-grid-min-size` and you'll
-      get a fully responsive grid with no media queries.
-   */
     .cards-grid {
-	--cards-grid-min-size: 16rem;
-	display: grid;
-	grid-template-columns: repeat(auto-fill, minmax(var(--cards-grid-min-size), 1fr));
-	grid-gap: 2rem;
-	list-style: none;
+        --cards-grid-min-size: 16rem;
+        display: grid;
+        grid-template-columns: repeat(auto-fill, minmax(var(--cards-grid-min-size), 1fr));
+        grid-gap: 2rem;
+        list-style: none;
+        margin: 2rem;
+        padding: 0px;
     }
-    /* Presentational styles */
     .card {
-	padding: 0px;
-    }
-    .cards-grid {
-	margin: 2rem;
-	padding: 0px;
-    }
-    .avatar {
-	vertical-align: middle;
-	float: right;
-	width: 30px;
-	height: 30px;
-	margin-top: 5px;
-	border-radius: 50%;
-    }
-    .card-action svg {
-	vertical-align: middle;
-	float: right;
-	height: 20px;
-	color: white;
-	margin-top: 10px;
-	margin-right: 10px;
-	fill: var(--neutral-foreground-rest);
+        padding: 0px;
     }
     .card-image {
-	height: 175px;
-	width: 100%;
-	margin-top: 25px;
+        height: 175px;
+        width: 100%;
+        margin-top: 25px;
     }
     object {
         height: 175px;
-	max-width: calc(100% - 50px);
-	margin-top: 25px;
+        max-width: calc(100% - 50px);
+        margin-top: 25px;
         border-radius: calc(var(--control-corner-radius) * 1px);
     }
     .card-content {
-	padding: 10px 10px 10px;
-	color: var(--neutral-foreground-rest);
-    }
-    .card-text {
-	height: 100px;
+        padding: 10px 10px 10px;
+        color: var(--neutral-foreground-rest);
     }
     .card-header {
-	height: 2em;
-	text-align: center;
-    }
-    footer {
-	padding: .50rem;
-	text-align: center;
-	font-size: .75rem;
-    }
-    #panel-logo {
-	width: 300px;
+        height: 2em;
+        text-align: center;
     }
     .card-link {
-	text-decoration: none;
-	color: var(--neutral-foreground-rest);
+        text-decoration: none;
+        color: var(--neutral-foreground-rest);
+    }
+    footer {
+        padding: .50rem;
+        text-align: center;
+        font-size: .75rem;
     }
   </style>
 </head>
 <body>
-  <fast-design-system-provider id="body-design-provider" use-defaults>
-    <fast-design-system-provider id="header-design-provider" use-defaults>
+  <fast-design-system-provider id="body-design-provider" use-defaults background-color="#ffffff" base-layer-luminance="1" accent-base-color="#0072B5">
+
+    <fast-design-system-provider id="header-design-provider" use-defaults background-color="#ffffff">
       <section class="header">
-        <fast-switch id="theme-switch" style="float: right; padding-top: 1em; padding-right: 2em;" onChange="toggleLightDarkTheme()" checked>
+        <fast-switch id="theme-switch" style="float: right; padding-top: 1em; padding-right: 2em;" onChange="toggleLightDarkTheme(true)" checked>
           <span slot="checked-message">
             <svg class="theme-toggle-icon" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 25 25"><path d="M0 0h24v24H0z" fill="none"/><path d="M6.76 4.84l-1.8-1.79-1.41 1.41 1.79 1.79 1.42-1.41zM4 10.5H1v2h3v-2zm9-9.95h-2V3.5h2V.55zm7.45 3.91l-1.41-1.41-1.79 1.79 1.41 1.41 1.79-1.79zm-3.21 13.7l1.79 1.8 1.41-1.41-1.8-1.79-1.4 1.4zM20 10.5v2h3v-2h-3zm-8-5c-3.31 0-6 2.69-6 6s2.69 6 6 6 6-2.69 6-6-2.69-6-6-6zm-1 16.95h2V19.5h-2v2.95zm-7.45-3.91l1.41 1.41 1.79-1.8-1.41-1.41-1.79 1.8z"/></svg>
           </span>
@@ -259,28 +198,43 @@
         </div>
       </section>
     </fast-design-system-provider>
+
     <section class="search">
       <fast-text-field id="search-input" placeholder="search" onInput="hideCards(event.target.value)"></fast-text-field>
     </section>
+
     <section id="cards">
       <ul class="cards-grid">
-        {% for item in sorted(items, key=lambda item: item[1]) %}
         <li class="card">
-          <a class="card-link" href=".{{ item[0] }}" id="{{ item[0] }}">
+          <a class="card-link" href="./simdec_app.html" id="simdec_app">
+            <fast-card class="gallery-item">
+              <object data="_static/thumbnails/simdec_app.png" type="image/png">
+                <svg class="card-image" xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16">
+                  <path d="M2.5 4a.5.5 0 1 0 0-1 .5.5 0 0 0 0 1zm2-.5a.5.5 0 1 1-1 0 .5.5 0 0 1 1 0zm1 .5a.5.5 0 1 0 0-1 .5.5 0 0 0 0 1z"/>
+                  <path d="M2 1a2 2 0 0 0-2 2v10a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V3a2 2 0 0 0-2-2H2zm13 2v2H1V3a1 1 0 0 1 1-1h12a1 1 0 0 1 1 1zM2 14a1 1 0 0 1-1-1V6h14v7a1 1 0 0 1-1 1H2z"/>
+                </svg>
+              </object>
+              <div class="card-content">
+                <h2 class="card-header">SimDec App</h2>
+              </div>
+            </fast-card>
+          </a>
+        </li>
+        <li class="card">
+          <a class="card-link" href="./sampling.html" id="sampling">
             <fast-card class="gallery-item">
-	      <object data="_static/thumbnails{{ item[0] }}.png" type="image/png">
-                <svg class="card-image" xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-window" viewBox="0 0 16 16">
+              <object data="_static/thumbnails/sampling.png" type="image/png">
+                <svg class="card-image" xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16">
                   <path d="M2.5 4a.5.5 0 1 0 0-1 .5.5 0 0 0 0 1zm2-.5a.5.5 0 1 1-1 0 .5.5 0 0 1 1 0zm1 .5a.5.5 0 1 0 0-1 .5.5 0 0 0 0 1z"/>
                   <path d="M2 1a2 2 0 0 0-2 2v10a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V3a2 2 0 0 0-2-2H2zm13 2v2H1V3a1 1 0 0 1 1-1h12a1 1 0 0 1 1 1zM2 14a1 1 0 0 1-1-1V6h14v7a1 1 0 0 1-1 1H2z"/>
                 </svg>
               </object>
               <div class="card-content">
-                <h2 class="card-header">{{ item[1] }}</h2>
+                <h2 class="card-header">Sampling</h2>
               </div>
             </fast-card>
           </a>
         </li>
-        {% end %}
       </ul>
     </section>
     <section>
@@ -289,14 +243,10 @@ <h2 class="card-header">{{ item[1] }}</h2>
     </section>
   </fast-design-system-provider>
   <script type="text/javascript">
-    document.addEventListener('DOMContentLoaded', (event) => {
-      const header_design = new window.fastDesignProvider("#header-design-provider");
-      header_design.setBackgroundColor('#ffffff')
-      const body_design = window.bodyDesign = new window.fastDesignProvider("#body-design-provider");
-      body_design.setAccentColor("#0072B5")
-      setSwitchFromParams()
-      setSearchFromParams()
-    })
+    document.addEventListener('DOMContentLoaded', () => {
+      setSwitchFromParams();
+      setSearchFromParams();
+    });
   </script>
 </body>
 </html>
diff --git a/panel/simdec_app.py b/panel/simdec_app.py
index 9403d97..e22a04a 100644
--- a/panel/simdec_app.py
+++ b/panel/simdec_app.py
@@ -1,5 +1,7 @@
 import bisect
 import io
+from pathlib import Path
+import re
 
 from bokeh.models import PrintfTickFormatter
 from bokeh.models.widgets.tables import NumberFormatter
@@ -15,10 +17,8 @@
 from simdec.sensitivity_indices import SensitivityAnalysisResult
 from simdec.visualization import sequential_cmaps, single_color_to_colormap
 
-
 # panel app
-pn.extension("tabulator")
-pn.extension("floatpanel")
+pn.extension("tabulator", "floatpanel", notifications=True)
 
 pn.config.sizing_mode = "stretch_width"
 pn.config.throttled = True
@@ -42,36 +42,62 @@
     # save_layout=True,
 )
 
+VALID_CHARACTERS = re.compile(r"[^A-Za-z0-9_ \-.]")
+try:
+    DEFAULT_STRESS_CSV = Path(__file__).resolve().parent / "data" / "stress.csv"
+except NameError:
+    DEFAULT_STRESS_CSV = Path("data/stress.csv")
+GENERIC_ERROR_MSG = (
+    "Could not parse the CSV file. "
+    "Please check that it uses commas ',' as the delimiter "
+    "and that column names contain no special characters."
+)
+
 
 @pn.cache
 def load_data(text_fname):
     if text_fname is None:
-        text_fname = "tests/data/stress.csv"
-    else:
-        text_fname = io.BytesIO(text_fname)
-
-    data = pd.read_csv(text_fname)
-    return data
+        return pd.read_csv(DEFAULT_STRESS_CSV)
+    try:
+        raw = bytes(text_fname)
+        first_line = raw.decode("utf-8").split("\n")[0].strip()
+        if "," not in first_line:
+            raise ValueError("No comma delimiter")
+        col_names = [c.strip().strip('"').strip("'") for c in first_line.split(",")]
+        if any(VALID_CHARACTERS.search(c) for c in col_names):
+            raise ValueError("Bad column names")
+        return pd.read_csv(io.BytesIO(raw))
+    except Exception:
+        pn.state.notifications.error(GENERIC_ERROR_MSG, duration=0)
 
 
 @pn.cache
 def column_inputs(data, output):
+    if data is None:
+        return []
     inputs = list(data.columns)
-    inputs.remove(output)
+    if output in inputs:
+        inputs.remove(output)
     return inputs
 
 
 @pn.cache
 def column_output(data):
+    if data is None:
+        return []
     return list(data.columns)
 
 
 @pn.cache
 def filtered_data(data, output_name):
+    if data is None or not output_name:
+        return pd.DataFrame()
     try:
+        if isinstance(output_name, str):
+            return data[[output_name]]
         return data[output_name]
     except KeyError:
-        return data.iloc[:, 0]
+        return data.iloc[:, [0]]
 
 
 @pn.cache
@@ -350,7 +376,7 @@ def csv_data(
 
 interactive_column_output = pn.bind(column_output, interactive_file)
 # hack to make the default selection faster
-interactive_output_ = pn.bind(lambda x: x[0], interactive_column_output)
+interactive_output_ = pn.bind(lambda x: x[0] if x else None, interactive_column_output)
 selector_output = pn.widgets.Select(
     name="Output", value=interactive_output_, options=interactive_column_output
 )
diff --git a/scripts/build_wasm.sh b/scripts/build_wasm.sh
new file mode 100755
index 0000000..04fb0a3
--- /dev/null
+++ b/scripts/build_wasm.sh
@@ -0,0 +1,53 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+cd "${ROOT_DIR}"
+
+HOST_PYTHON="${PYTHON_BIN:-}"
+if [[ -z "${HOST_PYTHON}" ]]; then
+  if command -v python3 >/dev/null 2>&1; then
+    HOST_PYTHON="python3"
+  elif command -v python >/dev/null 2>&1; then
+    HOST_PYTHON="python"
+  else
+    echo "No python interpreter found. Install python3 and retry."
+    exit 1
+  fi
+fi
+
+VENV_DIR="${ROOT_DIR}/.wasm-build-venv"
+if [[ ! -d "${VENV_DIR}" ]]; then
+  echo "Creating build virtual environment at ${VENV_DIR}..."
+  "${HOST_PYTHON}" -m venv "${VENV_DIR}"
+fi
+
+PYTHON_BIN="${VENV_DIR}/bin/python"
+
+echo "Building local simdec wheel..."
+"${PYTHON_BIN}" -m pip install --upgrade pip build panel matplotlib seaborn scipy SALib
+"${PYTHON_BIN}" -m build --wheel .
+
+SIMDEC_WHEEL="$(ls dist/simdec-*.whl | head -n 1)"
+export PYTHONPATH="${ROOT_DIR}/src:${PYTHONPATH:-}"
+
+echo "Converting Panel apps to Pyodide worker output..."
+"${PYTHON_BIN}" -m panel convert panel/simdec_app.py panel/sampling.py \
+  --to pyodide-worker \
+  --out dist/pyodide \
+  --requirements "${SIMDEC_WHEEL}" numpy pandas matplotlib seaborn scipy SALib \
+  --resources panel/data/stress.csv
+
+echo "Copying custom index page and static assets..."
+# 1. Create the _static folder in the output directory
+mkdir -p dist/pyodide/_static
+
+# 2. Copy all your images and thumbnails from docs/_static (if they exist)
+if [ -d "docs/_static" ]; then
+  cp -r docs/_static/* dist/pyodide/_static/
+fi
+
+# 3. Copy your beautiful custom HTML file to act as the homepage OVERWRITING anything else
+cp panel/index.html dist/pyodide/index.html
+
+echo "WASM site generated at dist/pyodide"
diff --git a/src/simdec/__init__.py b/src/simdec/__init__.py
index d0b238b..9394a8f 100644
--- a/src/simdec/__init__.py
+++ b/src/simdec/__init__.py
@@ -8,6 +8,7 @@
     "states_expansion",
     "decomposition",
     "visualization",
+    "two_output_visualization",
     "tableau",
     "palette",
 ]
diff --git a/src/simdec/visualization.py b/src/simdec/visualization.py
index 6576ba0..ae3f7c0 100644
--- a/src/simdec/visualization.py
+++ b/src/simdec/visualization.py
@@ -11,7 +11,7 @@
 import pandas as pd
 from pandas.io.formats.style import Styler
 
-__all__ = ["visualization", "tableau", "palette"]
+__all__ = ["visualization", "two_output_visualization", "tableau", "palette"]
 
 
 SEQUENTIAL_PALETTES = [
@@ -189,6 +189,105 @@ def visualization(
     return ax
 
 
+def two_output_visualization(
+    *,
+    bins: pd.DataFrame,
+    bins2: pd.DataFrame,
+    palette: list[list[float]],
+    n_bins: str | int = "auto",
+    output_name: str = "Output 1",
+    output_name2: str = "Output 2",
+    xlim: tuple[float, float] | None = None,
+    ylim: tuple[float, float] | None = None,
+    r_scatter: float = 1.0,
+) -> tuple[plt.Figure, np.ndarray]:
+    """Two-output visualization.
+    Produces a 2x2 figure
+    * top-left    : stacked histogram for *output 1* (axes hidden)
+    * bottom-left : scatter of output 1 vs output 2, coloured by scenario
+    * bottom-right: rotated stacked histogram for *output 2* (axes hidden)
+    * top-right   : empty
+
+        Parameters
+    ----------
+    bins : DataFrame
+        Multidimensional bins for the primary output.
+    bins2 : DataFrame
+        Multidimensional bins for the secondary output.
+    palette : list of int of size (n, 4)
+        List of colours corresponding to scenarios.
+    n_bins : str or int
+        Number of bins for the histograms.
+    output_name : str, default "Output 1"
+        Axis label for the primary output.
+    output_name2 : str, default "Output 2"
+        Axis label for the secondary output.
+    xlim : tuple of float, optional
+        Limits for the primary output axis (scatter x / top histogram).
+    ylim : tuple of float, optional
+        Limits for the secondary output axis (scatter y / right histogram).
+    r_scatter : float, default 1.0
+        Fraction of data points shown in the scatter plot.
+
+    Returns
+    -------
+    fig : Figure
+    axs : ndarray of shape (2, 2)
+
+    """
+    fig, axs = plt.subplots(2, 2, sharex="col", sharey="row", figsize=(8, 8))
+
+    axs[0, 1].axis("off")
+
+    visualization(bins=bins.copy(), palette=palette, n_bins=n_bins, ax=axs[0, 0])
+    if xlim is not None:
+        axs[0, 0].set_xlim(xlim)
+    axs[0, 0].set_box_aspect(1)
+    axs[0, 0].axis("off")
+
+    data = pd.concat([pd.melt(bins), pd.melt(bins2)["value"]], axis=1)
+    data.columns = ["c", "x", "y"]
+    if r_scatter < 1.0:
+        data = data.sample(frac=r_scatter)
+
+    sns.scatterplot(
+        data=data,
+        x="x",
+        y="y",
+        hue="c",
+        palette=palette,
+        ax=axs[1, 0],
+        legend=False,
+    )
+    axs[1, 0].set(xlabel=output_name, ylabel=output_name2)
+    if xlim is not None:
+        axs[1, 0].set_xlim(xlim)
+    if ylim is not None:
+        axs[1, 0].set_ylim(ylim)
+    axs[1, 0].set_box_aspect(1)
+
+    sns.histplot(
+        data,
+        y="y",
+        hue="c",
+        multiple="stack",
+        stat="probability",
+        palette=palette,
+        common_bins=True,
+        common_norm=True,
+        bins=40,
+        legend=False,
+        ax=axs[1, 1],
+    )
+    if ylim is not None:
+        axs[1, 1].set_ylim(ylim)
+    axs[1, 1].set_box_aspect(1)
+    axs[1, 1].axis("off")
+
+    fig.subplots_adjust(wspace=-0.015, hspace=0)
+    return fig, axs
+
+
 def tableau(
     *,
     var_names: list[str],
diff --git a/tests/test_visualization.py b/tests/test_visualization.py
new file mode 100644
index 0000000..a974ae0
--- /dev/null
+++ b/tests/test_visualization.py
@@ -0,0 +1,64 @@
+import pytest
+import pandas as pd
+import matplotlib.pyplot as plt
+import simdec as sd
+
+
+@pytest.fixture(autouse=True)
+def close_plots():
+    yield
+    plt.close("all")
+
+
+def test_visualization_histogram():
+    bins = pd.DataFrame({"s1": [1, 2], "s2": [3, 4]})
+    palette = [[1, 0, 0, 1], [0, 1, 0, 1]]
+    ax = sd.visualization(bins=bins, palette=palette, kind="histogram")
+    assert isinstance(ax, plt.Axes)
+
+
+def test_visualization_boxplot():
+    bins = pd.DataFrame({"s1": [1, 2], "s2": [3, 4]})
+    palette = [[1, 0, 0, 1], [0, 1, 0, 1]]
+    ax = sd.visualization(bins=bins, palette=palette, kind="boxplot")
+    assert isinstance(ax, plt.Axes)
+
+
+def test_visualization_invalid_kind():
+    bins = pd.DataFrame({"s1": [1]})
+    with pytest.raises(ValueError, match="'kind' can only be 'histogram' or 'boxplot'"):
+        sd.visualization(bins=bins, palette=[[1, 0, 0, 1]], kind="invalid")
+
+
+def test_two_output_visualization_returns_correct_types():
+    bins = pd.DataFrame({"s1": [1, 2]})
+    bins2 = pd.DataFrame({"s1": [5, 6]})
+    palette = [[1, 0, 0, 1]]
+    fig, axs = sd.two_output_visualization(bins=bins, bins2=bins2, palette=palette)
+    assert isinstance(fig, plt.Figure)
+    assert axs.shape == (2, 2)
+
+
+def test_two_output_visualization_axis_labels():
+    bins = pd.DataFrame({"s1": [1, 2]})
+    bins2 = pd.DataFrame({"s1": [5, 6]})
+    palette = [[1, 0, 0, 1]]
+    _, axs = sd.two_output_visualization(
+        bins=bins,
+        bins2=bins2,
+        palette=palette,
+        output_name="Stress",
+        output_name2="Displacement",
+    )
+    assert axs[1, 0].get_xlabel() == "Stress"
+    assert axs[1, 0].get_ylabel() == "Displacement"
+
+
+def test_two_output_visualization_r_scatter():
+    bins = pd.DataFrame({"s1": list(range(100))})
+    bins2 = pd.DataFrame({"s1": list(range(100))})
+    palette = [[1, 0, 0, 1]]
+    fig, axs = sd.two_output_visualization(
+        bins=bins, bins2=bins2, palette=palette, r_scatter=0.5
+    )
+    assert isinstance(fig, plt.Figure)