diff --git a/src/data_morph/shapes/factory.py b/src/data_morph/shapes/factory.py
index d377df0c..5e4b205d 100644
--- a/src/data_morph/shapes/factory.py
+++ b/src/data_morph/shapes/factory.py
@@ -28,6 +28,7 @@
     Club,
     DotsGrid,
     DownParabola,
+    FigureEight,
     Heart,
     LeftParabola,
     RightParabola,
@@ -65,6 +66,7 @@ class ShapeFactory:
         Diamond,
         DotsGrid,
         DownParabola,
+        FigureEight,
         Heart,
         HighLines,
         HorizontalLines,
diff --git a/src/data_morph/shapes/points/__init__.py b/src/data_morph/shapes/points/__init__.py
index 373961a1..094eddf7 100644
--- a/src/data_morph/shapes/points/__init__.py
+++ b/src/data_morph/shapes/points/__init__.py
@@ -2,6 +2,7 @@
 
 from .club import Club
 from .dots_grid import DotsGrid
+from .figure_eight import FigureEight
 from .heart import Heart
 from .parabola import DownParabola, LeftParabola, RightParabola, UpParabola
 from .scatter import Scatter
@@ -12,6 +13,7 @@
     'Club',
     'DotsGrid',
     'DownParabola',
+    'FigureEight',
     'Heart',
     'LeftParabola',
     'RightParabola',
diff --git a/src/data_morph/shapes/points/figure_eight.py b/src/data_morph/shapes/points/figure_eight.py
new file mode 100644
index 00000000..c143380f
--- /dev/null
+++ b/src/data_morph/shapes/points/figure_eight.py
@@ -0,0 +1,53 @@
+"""Figure eight shape."""
+
+import numpy as np
+
+from ...data.dataset import Dataset
+from ..bases.point_collection import PointCollection
+
+
+class FigureEight(PointCollection):
+    """
+    Class for the figure eight shape.
+
+    .. plot::
+       :scale: 75
+       :caption:
+            This shape is generated using the panda dataset.
+
+        from data_morph.data.loader import DataLoader
+        from data_morph.shapes.points import FigureEight
+
+        _ = FigureEight(DataLoader.load_dataset('panda')).plot()
+
+    Parameters
+    ----------
+    dataset : Dataset
+        The starting dataset to morph into other shapes. For datasets
+        with larger *y* ranges than *x* ranges, the figure eight will be
+        vertical; otherwise, it will be horizontal.
+
+    Notes
+    -----
+    This shape uses the formula for the `Lemniscate of Bernoulli
+    <https://en.wikipedia.org/wiki/Lemniscate_of_Bernoulli>`_.
+    """
+
+    name = 'figure_eight'
+
+    def __init__(self, dataset: Dataset) -> None:
+        x_shift, y_shift = dataset.data_bounds.center
+        x_range, y_range = dataset.data_bounds.range
+
+        t = np.linspace(-3.1, 3.1, num=80)
+
+        focal_distance = max(x_range, y_range) * 0.3
+        half_width = focal_distance * np.sqrt(2)
+
+        x = (half_width * np.cos(t)) / (1 + np.square(np.sin(t)))
+        y = x * np.sin(t)
+
+        super().__init__(
+            *np.stack([x, y] if x_range >= y_range else [y, x], axis=1)
+            + np.array([x_shift, y_shift])
+        )
diff --git a/tests/shapes/test_points.py b/tests/shapes/test_points.py
index a9b705ff..11c70b59 100644
--- a/tests/shapes/test_points.py
+++ b/tests/shapes/test_points.py
@@ -190,3 +190,21 @@ class TestSpiral(PointsModuleTestBase):
         ((25, 65), 1.3042797087884075),
         ((-30, 100), 52.14470630148412),
     )
+
+
+class TestFigureEight(PointsModuleTestBase):
+    """Test the FigureEight class."""
+
+    shape_name = 'figure_eight'
+    distance_test_cases = (
+        ((17.79641748, 67.34954701), 0),
+        ((21.71773824, 63.21594749), 0),
+        ((22.20358252, 67.34954701), 0),
+        ((19.26000438, 64.25495015), 0),
+        ((19.50182914, 77.69858052), 0),
+        ((0, 0), 55.70680898398098),
+        ((19, 61), 1.9727377843832639),
+        ((19, 64), 0.34685744033355576),
+        ((25, 65), 3.6523121397065657),
+        ((18, 40), 12.392782544116978),
+    )