{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data on Manifolds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lead author: Nina Miolane." ] }, { "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": 1, "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": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "import os\n", "\n", "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": 3, "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, equip=False)\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": 4, "metadata": { "scrolled": true }, "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]),\n", " label=\"Mean\",\n", " s=80,\n", " alpha=0.5,\n", ")\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": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Points in manifold:\n", " [[-0.71502435 -0.41197257 -0.56481748]\n", " [-0.997575 -0.04788171 0.05051201]]\n", "Mean of points:\n", " [-0.85629967 -0.22992714 -0.25715273]\n" ] } ], "source": [ "from geomstats.geometry.hypersphere import Hypersphere\n", "\n", "sphere = Hypersphere(dim=dim, equip=False)\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": 6, "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "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(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\",\n", " alpha=0.5,\n", ")\n", "\n", "ax.scatter(\n", " linear_mean[0], linear_mean[1], linear_mean[2], label=\"Mean\", s=80, alpha=0.5\n", ")\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": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "False\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": 8, "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": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Tokyo', 'New York', 'Mexico City', 'Mumbai', 'São Paulo']\n", "[[ 0.61993792 -0.52479018 0.58332859]\n", " [-0.20994315 0.7285533 0.65202298]\n", " [ 0.14964311 0.93102728 0.33285904]\n", " [-0.27867026 -0.9034188 0.32584868]\n", " [-0.62952884 0.6662902 -0.3996884 ]]\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": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 10, "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": 11, "metadata": {}, "outputs": [], "source": [ "data, names = data_utils.load_cities()" ] }, { "cell_type": "code", "execution_count": 12, "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=(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": 13, "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\");" ] }, { "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": 14, "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.special_orthogonal import SpecialOrthogonal\n", "\n", "so3 = SpecialOrthogonal(n=3, point_type=\"vector\", equip=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We verify that the poses belong to the space of 3D rotations." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 15, "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": 16, "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=(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": 17, "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": 18, "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 1.777469\n", "INFO: iteration 1 loss_value 1.666848\n", "INFO: iteration 2 loss_value 1.593628\n", "INFO: iteration 3 loss_value 1.539790\n", "INFO: iteration 4 loss_value 1.501495\n", "INFO: iteration 5 loss_value 1.452275\n", "INFO: iteration 6 loss_value 1.452577\n", "INFO: iteration 7 loss_value 1.454887\n", "INFO: iteration 8 loss_value 1.394267\n", "INFO: iteration 9 loss_value 1.381727\n", "INFO: iteration 10 loss_value 1.362134\n", "INFO: iteration 11 loss_value 1.367576\n", "INFO: iteration 12 loss_value 1.391947\n", "INFO: iteration 13 loss_value 1.350121\n", "INFO: iteration 14 loss_value 1.358600\n", "INFO: iteration 15 loss_value 1.351039\n", "INFO: iteration 16 loss_value 1.395237\n", "INFO: iteration 17 loss_value 1.400460\n", "INFO: iteration 18 loss_value 1.323040\n", "INFO: iteration 19 loss_value 1.310384\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": 19, "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(coords_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": 20, "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": 21, "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]]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We check that the connectomes belong to the space of SPD matrices." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "import geomstats.geometry.spd_matrices as spd\n", "\n", "manifold = spd.SPDMatrices(28, equip=False)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 23, "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": 24, "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": 25, "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": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "label_to_str = {0: \"Normal nerve\", 1: \"Glaucoma nerve\"}\n", "label_to_color = {\n", " 0: (102 / 255, 178 / 255, 255 / 255, 1.0),\n", " 1: (255 / 255, 178 / 255, 102 / 255, 1.0),\n", "}\n", "\n", "ax = plt.figure(figsize=(8, 8)).add_subplot(projection=\"3d\")\n", "\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});" ] }, { "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": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 4 }