{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: Data on Manifolds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "import warnings\n", "\n", "sys.path.append(os.path.dirname(os.getcwd()))\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We import the backend that will be used for geomstats computations and set a seed for reproducibility of the results." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Using numpy backend\n" ] } ], "source": [ "import geomstats.backend as gs\n", "\n", "gs.random.seed(2020)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we import the visualization module." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.colors as colors\n", "import matplotlib.image as mpimg\n", "import matplotlib.patches as mpatches\n", "import matplotlib.pyplot as plt\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from mpl_toolkits.mplot3d.art3d import Poly3DCollection\n", "\n", "\n", "import geomstats.visualization as visualization\n", "\n", "visualization.tutorial_matplotlib()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## From data on linear spaces to data on manifolds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The **science of Statistics** is defined as the collection of data, their analysis and interpretation. Statistical theory is usually defined for data belonging to vector spaces, which are _linear spaces_. For example, we know how to compute the mean of a data set of numbers, like the mean of students' weights in a classroom, or of multidimensional arrays, like the average 3D velocity vector of blood cells in a vessel.\n", "\n", "Here is an example of the computation of the mean of two arrays of dimension 2." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Points in linear space:\n", " [[ 0.97255366 0.74678389]\n", " [ 0.01949105 -0.45632857]]\n", "Mean of points:\n", " [0.49602235 0.14522766]\n" ] } ], "source": [ "from geomstats.geometry.euclidean import Euclidean\n", "\n", "dim = 2\n", "n_samples = 2\n", "\n", "euclidean = Euclidean(dim=dim)\n", "points_in_linear_space = euclidean.random_point(n_samples=n_samples)\n", "print('Points in linear space:\\n', points_in_linear_space)\n", "\n", "linear_mean = gs.sum(points_in_linear_space, axis=0) / n_samples\n", "print('Mean of points:\\n', linear_mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the points and their mean on the 2D Euclidean space, which is a linear space: a plane." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "fig = plt.figure(figsize=(6, 6))\n", "ax = fig.add_subplot(111)\n", "\n", "ax.scatter(points_in_linear_space[:, 0], points_in_linear_space[:, 1], label='Points')\n", "ax.plot(points_in_linear_space[:, 0], points_in_linear_space[:, 1], linestyle='dashed')\n", "\n", "ax.scatter(\n", " gs.to_numpy(linear_mean[0]), \n", " gs.to_numpy(linear_mean[1]), label='Mean', s=80, alpha=0.5)\n", "\n", "ax.set_title('Mean of points in a linear space')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What happens to the usual statistical theory when the data doesn't naturally belong to a linear space. For example, if we want to perform statistics on the coordinates of world cities, which lie on the earth: a sphere? \n", "\n", "The non-linear spaces we consider are called manifolds. A **manifold $M$ of dimension $m$** is a space that is allowed to be curved but that looks like an $m$-dimensional vector space in the neighborhood of every point. \n", "\n", "A sphere, like the earth, is a good example of a manifold. We know that the earth is curved, but at our scale we do not see its curvature. Can we still use linear statistics when data are defined on these manifolds, or shall we? \n", "\n", "Let's try." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Points in manifold:\n", " tf.Tensor(\n", "[[ 0.42310703 -0.67839897 -0.60062903]\n", " [-0.34749958 0.6196765 -0.7037366 ]], shape=(2, 3), dtype=float32)\n", "Mean of points:\n", " tf.Tensor([ 0.03780372 -0.02936125 -0.6521828 ], shape=(3,), dtype=float32)\n" ] } ], "source": [ "from geomstats.geometry.hypersphere import Hypersphere\n", "\n", "sphere = Hypersphere(dim=dim)\n", "points_in_manifold = sphere.random_uniform(n_samples=n_samples)\n", "print('Points in manifold:\\n', points_in_manifold)\n", "\n", "linear_mean = gs.sum(points_in_manifold, axis=0) / n_samples\n", "print('Mean of points:\\n', linear_mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the points and their mean computed with the linear formula." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ninamiolane/.local/lib/python3.7/site-packages/numpy/core/_asarray.py:136: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n", " return array(a, dtype, copy=False, order=order, subok=True)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "visualization.plot(\n", " points_in_manifold, ax=ax, space='S2', label='Point', s=80)\n", "\n", "ax.plot(\n", " points_in_manifold[:, 0], \n", " points_in_manifold[:, 1], \n", " points_in_manifold[:, 2], \n", " linestyle='dashed', alpha=0.5)\n", "\n", "ax.scatter(\n", " linear_mean[0], linear_mean[1], linear_mean[2], \n", " label='Mean', s=80, alpha=0.5)\n", "\n", "ax.set_title('Mean of points on a manifold')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What happened? The mean of two points on a manifold (the sphere) is not on the manifold. In our example, the mean city is not on the earth. This leads to errors in statistical computations." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor(False, shape=(), dtype=bool)\n" ] } ], "source": [ "print(sphere.belongs(linear_mean))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this reason, researchers aim to build a theory of statistics that is by construction compatible with any structure we equip the manifold with. This theory is called _Geometric Statistics_.\n", "\n", "**Geometric Statistics** is a theory of statistics on manifolds, that takes into account their geometric structures. Geometric Statistics is therefore the child of two major pillars of Mathematics: Geometry and Statistics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples of data on manifolds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why should we bother to build a whole new theory of statistics? Do we really have data that belong to spaces like the sphere illustrated in introduction?\n", "\n", "Let's see some examples of data spaces that are naturally manifolds. By doing so, we will introduce the `datasets` and `visualization` modules of `geomstats`.\n", "\n", "We first import the `datasets.utils` module that allows loading datasets." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import geomstats.datasets.utils as data_utils" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### World cities: data on the sphere" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We load the dataset `cities`, that contains the coordinates of world cities in spherical coordinates." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Tokyo', 'New York', 'Mexico City', 'Mumbai', 'SĂŁo Paulo']\n", "tensor([[ 0.6199, -0.5248, 0.5833],\n", " [-0.2099, 0.7286, 0.6520],\n", " [ 0.1496, 0.9310, 0.3329],\n", " [-0.2787, -0.9034, 0.3258],\n", " [-0.6295, 0.6663, -0.3997]])\n" ] } ], "source": [ "data, names = data_utils.load_cities()\n", "print(names[:5])\n", "print(data[:5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We convert the spherical coordinates to X, Y, Z coordinates and verify that they belong to the sphere." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(True)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gs.all(sphere.belongs(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we plot the cities on the sphere. We choose only a subset of the cities that have a nice rendering in the 2D plot of the 3D earth. This plot is nicer shown in an interactive 3D figure." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "data, names = data_utils.load_cities()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "visualization.plot(data[15:20], ax=ax, space='S2', label=names[15:20], s=80, alpha=0.5)\n", "\n", "ax.set_title('Cities on the earth.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pose of objects in pictures: data on the Lie group of 3D rotations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider the dataset `poses`, that contains the 3D poses of objects in images. Specifically, we consider poses of beds in images, i.e. the 3D orientation of each bed within a given 2D image. \n", "\n", "The orientation corresponds to a 3D rotation. A 3D rotation $R$ is visually represented as the result of $R$ applied to the coordinate frame $(e_x, e_y, e_z)$.\n", "\n", "We first load the dataset." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data, img_paths = data_utils.load_poses()\n", "\n", "img_path1, img_path2 = img_paths[0], img_paths[1]\n", "img_path1 = os.path.join(data_utils.DATA_PATH, 'poses', img_path1)\n", "img_path2 = os.path.join(data_utils.DATA_PATH, 'poses', img_path2)\n", "\n", "img1 = mpimg.imread(img_path1)\n", "img2 = mpimg.imread(img_path2)\n", "\n", "fig = plt.figure(figsize=(16, 8))\n", "\n", "ax = fig.add_subplot(121)\n", "imgplot = ax.imshow(img1)\n", "ax.axis('off')\n", "ax = fig.add_subplot(122)\n", "imgplot = ax.imshow(img2)\n", "ax.axis('off')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We import the manifold of 3D rotations: the Special Orthogonal group in 3D, $SO(3)$. We choose to represent the 3D rotations as rotation vectors, hence: `point_type='vector'`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.special_orthogonal import SpecialOrthogonal\n", "\n", "so3 = SpecialOrthogonal(n=3, point_type='vector')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We verify that the poses belong to the space of 3D rotations." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(True)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gs.all(so3.belongs(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the orientations of the first 2 beds." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "visualization.plot(data[:2], ax=ax, space='SO3_GROUP')\n", "\n", "ax.set_title('3D orientations of the beds.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These orientations are very close, as expected from the corresponding images." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Social networks: data on the hyperbolic space" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider the dataset `karate_graph`, that contains the network of the social interactions of the 34 members of a karate club, for a period of three years from 1970 to 1972. During the study a conflict arose between the administrator and instructor, which led to the split of the club into two. This dataset has been widely used in the machine learning literature as a case-study of clustering on graphs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We load the dataset." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "karate_graph = data_utils.load_karate_graph()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we embed the karate graph into the hyperbolic space." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Number of edges: 34\n", "INFO: Mean vertices by edges: 4.588235294117647\n", "INFO: iteration 0 loss_value 1.749627\n", "INFO: iteration 1 loss_value 1.718657\n", "INFO: iteration 2 loss_value 1.695486\n", "INFO: iteration 3 loss_value 1.646440\n", "INFO: iteration 4 loss_value 1.610548\n", "INFO: iteration 5 loss_value 1.573445\n", "INFO: iteration 6 loss_value 1.571731\n", "INFO: iteration 7 loss_value 1.517276\n", "INFO: iteration 8 loss_value 1.522038\n", "INFO: iteration 9 loss_value 1.547174\n", "INFO: iteration 10 loss_value 1.488395\n", "INFO: iteration 11 loss_value 1.524075\n", "INFO: iteration 12 loss_value 1.465416\n", "INFO: iteration 13 loss_value 1.499299\n", "INFO: iteration 14 loss_value 1.454395\n", "INFO: iteration 15 loss_value 1.424058\n", "INFO: iteration 16 loss_value 1.424409\n", "INFO: iteration 17 loss_value 1.406094\n", "INFO: iteration 18 loss_value 1.461792\n", "INFO: iteration 19 loss_value 1.401393\n" ] } ], "source": [ "from geomstats.datasets.prepare_graph_data import HyperbolicEmbedding\n", "\n", "hyperbolic_embedding = HyperbolicEmbedding(max_epochs=20)\n", "embeddings = hyperbolic_embedding.embed(karate_graph)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "disk = visualization.PoincareDisk(point_type='ball')\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "disk.set_ax(ax)\n", "disk.draw(ax=ax)\n", "ax.scatter(embeddings[:, 0], embeddings[:, 1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this plot, each dot represents a member of the Karate club. The nodes of the social networks have been embedded in the hyperbolic plane. We refer to the notebook `embedding_graph_structured_data_h2` for details on the embedding of networks in the hyperbolic space and the advantages of such procedure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Brain connectomes: data on the manifold of Symmetric Positive Definite (SPD) matrices" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider the dataset `connectomes` that contains brain functional connectomes from the MSLP 2014 Schizophrenia Challenge. The dataset correponds to the Functional Connectivity Networks (FCN) extracted from resting-state fMRIs of 86 patients at 28 Regions Of Interest (ROIs). Roughly, an FCN corresponds to a correlation matrix and can be seen as a point on the manifold of Symmetric Positive-Definite (SPD) matrices.\n", "\n", "We can load the dataset." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "data, patient_ids, labels = data_utils.load_connectomes()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot the first two connectomes from the MSLP dataset with their corresponding labels." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "labels_str = ['Healthy', 'Schizophrenic']\n", "\n", "fig = plt.figure(figsize=(8, 4))\n", "\n", "ax = fig.add_subplot(121)\n", "imgplot = ax.imshow(data[0])\n", "ax.set_title(labels_str[labels[0]])\n", "\n", "ax = fig.add_subplot(122)\n", "imgplot = ax.imshow(data[1])\n", "ax.set_title(labels_str[labels[1]])\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We check that the connectomes belong to the space of SPD matrices." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import geomstats.geometry.spd_matrices as spd\n", "\n", "manifold = spd.SPDMatrices(28)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor(True)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gs.all(manifold.belongs(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monkey's optical nerve heads: Data as landmarks in 3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider 22 images of Rhesus monkeys’ eyes (11 monkeys), acquired with a Heidelberg Retina Tomograph\n", "and available in (PE2015). For each monkey, an experimental glaucoma was introduced in one eye, while the second\n", "eye was kept as control. One seeks a significant difference 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.\n", "\n", "##### Reference:\n", "\n", "(PE2015) Patrangenaru and L. Ellingson. Nonparametric Statistics on Manifolds and Their Applications to Object Data, 2015. https://doi.org/10.1201/b18969" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We load the dataset of landmarks' sets and corresponding labels." ] }, { "cell_type": "code", "execution_count": 5, "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": 17, "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": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "label_to_str = {0: 'Normal nerve', 1: 'Glaucoma nerve'}\n", "label_to_color = {0: (102/255, 178/255, 255/255, 1.), 1: (255/255, 178/255, 102/255, 1.)}\n", "\n", "fig = plt.figure()\n", "ax = Axes3D(fig)\n", "ax.set_xlim((2000, 4000))\n", "ax.set_ylim((1000, 5000))\n", "ax.set_zlim((-600, 200))\n", "\n", "for nerve, label in zip(two_nerves, two_labels):\n", " x = nerve[:, 0]\n", " y = nerve[:, 1]\n", " z = nerve[:, 2]\n", "\n", " verts = [list(zip(x,y,z))]\n", " \n", " poly = Poly3DCollection(verts, alpha=0.5)\n", " color = label_to_color[int(label)]\n", " poly.set_color(colors.rgb2hex(color))\n", " poly.set_edgecolor('k')\n", " ax.add_collection3d(poly)\n", "\n", "patch_0 = mpatches.Patch(color=label_to_color[0], label=label_to_str[0], alpha=0.5)\n", "patch_1 = mpatches.Patch(color=label_to_color[1], label=label_to_str[1], alpha=0.5)\n", "plt.legend(handles=[patch_0, patch_1], prop={'size':20})\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe that the shape of the optical nerve head on the eye with glaucoma is different from the shape of the optical nerve head on the normal eye." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }