{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Computing with shapes of landmarks in Kendall shape spaces"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lead author: Nina Miolane.\n",
"\n",
"In this tutorial, we show how to use geomstats to perform a shape data analysis. Specifically, we aim to study the difference between two groups of data:\n",
"- optical nerve heads that correspond to normal eyes,\n",
"- optical nerve heads that correspond to glaucoma eyes.\n",
"\n",
"We wish to investigate if there is a difference in these two groups, and if this difference is a difference in sizes of the optical nerve heads, or a difference in shapes (where the size has been quotiented out)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO: Using numpy backend\n"
]
}
],
"source": [
"import matplotlib.colors as colors\n",
"import matplotlib.patches as mpatches\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D # NOQA\n",
"from mpl_toolkits.mplot3d.art3d import Poly3DCollection\n",
"\n",
"import geomstats.backend as gs\n",
"import geomstats.datasets.utils as data_utils\n",
"from geomstats.geometry.pre_shape import PreShapeSpace\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We import the dataset of the optical nerve heads from 22 images of Rhesus monkeys’ eyes (11 monkeys), available in [[PE2015]](#References). \n",
"\n",
"For each monkey, an experimental glaucoma was introduced in one eye, while the second\n",
"eye was kept as control. One seeks to observe differences between the glaucoma and the\n",
"control eyes. On each image, 5 anatomical landmarks were recorded: \n",
"- 1st landmark: superior aspect of the retina, \n",
"- 2nd landmark: side of the retina closest to the temporal bone of the skull,\n",
"- 3rd landmark: nose side of the retina, \n",
"- 4th landmark: inferior point,\n",
"- 5th landmark: optical nerve head deepest point.\n",
"\n",
"Label 0 refers to a normal eye, and Label 1 to an eye with glaucoma."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(22, 5, 3)\n",
"[0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1]\n",
"[ 0 0 1 1 2 2 3 3 4 4 5 5 6 6 7 7 8 8 9 9 10 10]\n"
]
}
],
"source": [
"nerves, labels, monkeys = data_utils.load_optical_nerves()\n",
"print(nerves.shape)\n",
"print(labels)\n",
"print(monkeys)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We extract the landmarks' sets corresponding to the two eyes' nerves of the first monkey, with their corresponding labels."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(2, 5, 3)\n",
"[0 1]\n"
]
}
],
"source": [
"two_nerves = nerves[monkeys == 0]\n",
"print(two_nerves.shape)\n",
"\n",
"two_labels = labels[monkeys == 0]\n",
"print(two_labels)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"tags": [
"nbsphinx-thumbnail"
]
},
"outputs": [
{
"data": {
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",
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