{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "view-in-github" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis examples" ] }, { "cell_type": "markdown", "metadata": { "id": "XdoDboCtNhUB" }, "source": [ "In this notebook we'll show examples of how you might use the predictions exported from SLEAP. We'll work with an [Analysis HDF5](https://sleap.ai/tutorials/analysis.html) file (rather than the `.slp` predictions file). This HDF5 file can be exported from SLEAP.\n", "\n", "We advise building your post-SLEAP analysis pipeline around these HDF5 files rather than trying to work directly with the `.slp` files used by SLEAP.\n", "\n", "**Note**: You can work with these HDF5 directly in Python (as we'll do here) or MATLAB without having SLEAP itself installed." ] }, { "cell_type": "markdown", "metadata": { "id": "cZQoiD1YTqdx" }, "source": [ "## Example analysis data\n", "\n", "Let's start by download a sample HDF5. These predictions were created with models trained on our [sample Drosophila melanogaster courtship dataset](https://github.com/talmolab/sleap-datasets). Using these models we can inference on a video clip with 3000 frames. The video clip, resulting predictions, and exported HDF5 are all available [here](https://github.com/talmolab/sleap/tree/main/docs/notebooks/analysis_example).\n", "\n", "We'll just download the `predictions.analysis.h5` file:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "aPUQm-BhfD1W", "outputId": "83a94815-95a2-4dd5-b1c5-f48aa779b81f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2021-01-04 03:24:05-- https://github.com/talmolab/sleap/raw/main/docs/notebooks/analysis_example/predictions.analysis.h5\n", "Resolving github.com (github.com)... 140.82.113.4\n", "Connecting to github.com (github.com)|140.82.113.4|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://raw.githubusercontent.com/talmolab/sleap/main/docs/notebooks/analysis_example/predictions.analysis.h5 [following]\n", "--2021-01-04 03:24:05-- https://raw.githubusercontent.com/talmolab/sleap/tree/main/docs/notebooks/analysis_example/predictions.analysis.h5\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 551501 (539K) [application/octet-stream]\n", "Saving to: ‘predictions.analysis.h5’\n", "\n", "predictions.analysi 100%[===================>] 538.58K --.-KB/s in 0.05s \n", "\n", "2021-01-04 03:24:05 (10.5 MB/s) - ‘predictions.analysis.h5’ saved [551501/551501]\n", "\n" ] } ], "source": [ "!wget -O predictions.analysis.h5 https://github.com/talmolab/sleap/raw/main/docs/notebooks/analysis_example/predictions.analysis.h5" ] }, { "cell_type": "markdown", "metadata": { "id": "ZaQ_poYbffRz" }, "source": [ "We can set the path and filename to the analysis HDF5. In our case, this is just `predictions.analysis.h5`. If you're running analysis code on your local computer this will be the full path and filename of your HDF5. If you're running analysis code on Colab, then you'll probably copy files to Colab via Google Drive and should use the path to your file there." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "ppJTyt2zgD8f" }, "outputs": [], "source": [ "filename = \"predictions.analysis.h5\"" ] }, { "cell_type": "markdown", "metadata": { "id": "u7r5L5WVgKUV" }, "source": [ "## Loading the data\n", "\n", "We use the [h5py](https://www.h5py.org) package to load data from the HDF5. This is already installed in Colab. If your running analysis code on your local machine and have SLEAP installed, then `h5py` and other packages we use are already installed in your SLEAP conda environment. Otherwise, you may need to use `conda` or `pip` to install `h5py` as well as `numpy`, `scipy`, `matplotlib`, `seaborn`, and any other packages you want use in your analysis code.\n", "\n", "Let's load the file and take a peek." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Sua2AKkTM8PN", "outputId": "3c6179d5-6b55-4bb9-e839-38941bb9cce8" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===filename===\n", "predictions.analysis.h5\n", "\n", "===HDF5 datasets===\n", "['node_names', 'track_names', 'track_occupancy', 'tracks']\n", "\n", "===locations data shape===\n", "(3000, 13, 2, 2)\n", "\n", "===nodes===\n", "0: head\n", "1: thorax\n", "2: abdomen\n", "3: wingL\n", "4: wingR\n", "5: forelegL4\n", "6: forelegR4\n", "7: midlegL4\n", "8: midlegR4\n", "9: hindlegL4\n", "10: hindlegR4\n", "11: eyeL\n", "12: eyeR\n", "\n" ] } ], "source": [ "import h5py\n", "import numpy as np\n", "\n", "with h5py.File(filename, \"r\") as f:\n", " dset_names = list(f.keys())\n", " locations = f[\"tracks\"][:].T\n", " node_names = [n.decode() for n in f[\"node_names\"][:]]\n", "\n", "print(\"===filename===\")\n", "print(filename)\n", "print()\n", "\n", "print(\"===HDF5 datasets===\")\n", "print(dset_names)\n", "print()\n", "\n", "print(\"===locations data shape===\")\n", "print(locations.shape)\n", "print()\n", "\n", "print(\"===nodes===\")\n", "for i, name in enumerate(node_names):\n", " print(f\"{i}: {name}\")\n", "print()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "2gDkifEXhyoW" }, "source": [ "In our example file, the shape of the locations matrix (the `tracks` dataset) is (3000, 13, 2, 2) **after it is transposed** (with the `.T`). We transpose the data when loading it in Python; no transpose is needed when using MATLAB. This is because Python and MATLAB expect matrices to be stored differently.\n", "\n", "Here's what each dimension of the matrix means:\n", "\n", "- 3000: the number of frames;\n", "\n", "- 13: the number of nodes in the skeleton (we've also loaded and displayed the `node_names` dataset with the names of these 13 nodes);\n", "\n", "- 2: for the x and y coordinates;\n", "\n", "- 2: the number of distinct animal identities which were found (we have 2 flies in the video clip and they were tracked perfectly, so we ended up with exactly 2 track, but there may be more tracks than animals if tracking didn't work as well).\n", "\n", "We can get these counts from the shape of the matrix, like so:\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "WA5Jxw1_M8PQ", "outputId": "a3a31de2-28a3-4b69-8533-1c5d567aae5f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "frame count: 3000\n", "node count: 13\n", "instance count: 2\n" ] } ], "source": [ "frame_count, node_count, _, instance_count = locations.shape\n", "\n", "print(\"frame count:\", frame_count)\n", "print(\"node count:\", node_count)\n", "print(\"instance count:\", instance_count)" ] }, { "cell_type": "markdown", "metadata": { "id": "2JKWBGbqjoH6" }, "source": [ "Now that we've loaded the data, let's see some different things we can do with it..." ] }, { "cell_type": "markdown", "metadata": { "id": "sS28-dipM8PS" }, "source": [ "## Fill missing values" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "96mH1IPbM8PS" }, "outputs": [], "source": [ "from scipy.interpolate import interp1d\n", "\n", "def fill_missing(Y, kind=\"linear\"):\n", " \"\"\"Fills missing values independently along each dimension after the first.\"\"\"\n", "\n", " # Store initial shape.\n", " initial_shape = Y.shape\n", "\n", " # Flatten after first dim.\n", " Y = Y.reshape((initial_shape[0], -1))\n", "\n", " # Interpolate along each slice.\n", " for i in range(Y.shape[-1]):\n", " y = Y[:, i]\n", "\n", " # Build interpolant.\n", " x = np.flatnonzero(~np.isnan(y))\n", " f = interp1d(x, y[x], kind=kind, fill_value=np.nan, bounds_error=False)\n", "\n", " # Fill missing\n", " xq = np.flatnonzero(np.isnan(y))\n", " y[xq] = f(xq)\n", " \n", " # Fill leading or trailing NaNs with the nearest non-NaN values\n", " mask = np.isnan(y)\n", " y[mask] = np.interp(np.flatnonzero(mask), np.flatnonzero(~mask), y[~mask])\n", "\n", " # Save slice\n", " Y[:, i] = y\n", "\n", " # Restore to initial shape.\n", " Y = Y.reshape(initial_shape)\n", "\n", " return Y" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "-zadxB39M8PU" }, "outputs": [], "source": [ "locations = fill_missing(locations)" ] }, { "cell_type": "markdown", "metadata": { "id": "1dt3i6T9mHUh" }, "source": [ "## Visualize thorax movement across video" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "ch0Yr25EM8PW" }, "outputs": [], "source": [ "HEAD_INDEX = 0\n", "THORAX_INDEX = 1\n", "ABDO_INDEX = 2\n", "\n", "head_loc = locations[:, HEAD_INDEX, :, :]\n", "thorax_loc = locations[:, THORAX_INDEX, :, :]\n", "abdo_loc = locations[:, ABDO_INDEX, :, :]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "S3XvZKKJM8PZ" }, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "mMjBC4rCM8Pa" }, "outputs": [], "source": [ "sns.set('notebook', 'ticks', font_scale=1.2)\n", "mpl.rcParams['figure.figsize'] = [15,6]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 831 }, "id": "lZ9wU0jzM8Pb", "outputId": "ff2a6c7b-0854-4d4f-dbad-4b33fad198a0" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Thorax tracks')" ] }, "execution_count": 10, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(thorax_loc[:,0,0], 'y',label='fly-0')\n", "plt.plot(thorax_loc[:,0,1], 'g',label='fly-1')\n", "\n", "plt.plot(-1*thorax_loc[:,1,0], 'y')\n", "plt.plot(-1*thorax_loc[:,1,1], 'g')\n", "\n", "plt.legend(loc=\"center right\")\n", "plt.title('Thorax locations')\n", "\n", "\n", "plt.figure(figsize=(7,7))\n", "plt.plot(thorax_loc[:,0,0],thorax_loc[:,1,0], 'y',label='fly-0')\n", "plt.plot(thorax_loc[:,0,1],thorax_loc[:,1,1], 'g',label='fly-1')\n", "plt.legend()\n", "\n", "plt.xlim(0,1024)\n", "plt.xticks([])\n", "\n", "plt.ylim(0,1024)\n", "plt.yticks([])\n", "plt.title('Thorax tracks')" ] }, { "cell_type": "markdown", "metadata": { "id": "jPe_mc-wM8Pd" }, "source": [ "## More advanced visualizations\n", "\n", "For some additional analysis, we'll first smooth and differentiate the data with a Savitzky-Golay filter to extract velocities of each joint." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "IPCHkT1-M8Pd" }, "outputs": [], "source": [ "from scipy.signal import savgol_filter\n", "\n", "def smooth_diff(node_loc, win=25, poly=3):\n", " \"\"\"\n", " node_loc is a [frames, 2] array\n", " \n", " win defines the window to smooth over\n", " \n", " poly defines the order of the polynomial\n", " to fit with\n", " \n", " \"\"\"\n", " node_loc_vel = np.zeros_like(node_loc)\n", " \n", " for c in range(node_loc.shape[-1]):\n", " node_loc_vel[:, c] = savgol_filter(node_loc[:, c], win, poly, deriv=1)\n", " \n", " node_vel = np.linalg.norm(node_loc_vel,axis=1)\n", "\n", " return node_vel" ] }, { "cell_type": "markdown", "metadata": { "id": "Vpq6cw9pM8Pe" }, "source": [ "There are two flies. Let's get results for each separately." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "jcRqRSUlM8Pf" }, "outputs": [], "source": [ "thx_vel_fly0 = smooth_diff(thorax_loc[:, :, 0])\n", "thx_vel_fly1 = smooth_diff(thorax_loc[:, :, 1])" ] }, { "cell_type": "markdown", "metadata": { "id": "5CzJhQcPM8Pg" }, "source": [ "### Visualizing thorax x-y dynamics and velocity for fly 0" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 451 }, "id": "L_CRmS1rM8Pg", "outputId": "8b598004-765a-4a02-a739-a98c604fd1a2" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Velocity')" ] }, "execution_count": 13, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,7))\n", "ax1 = fig.add_subplot(211)\n", "ax1.plot(thorax_loc[:, 0, 0], 'k', label='x')\n", "ax1.plot(-1*thorax_loc[:, 1, 0], 'k', label='y')\n", "ax1.legend()\n", "ax1.set_xticks([])\n", "ax1.set_title('Thorax')\n", "\n", "ax2 = fig.add_subplot(212, sharex=ax1)\n", "ax2.imshow(thx_vel_fly0[:,np.newaxis].T, aspect='auto', vmin=0, vmax=10)\n", "ax2.set_yticks([])\n", "ax2.set_title('Velocity')" ] }, { "cell_type": "markdown", "metadata": { "id": "kXnxUssanZq3" }, "source": [ "### Visualize thorax colored by magnitude of fly speed" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 397 }, "id": "jhmqJAFPM8Ph", "outputId": "e3a8d876-8efb-4694-ab15-f862fe2c114f" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Thorax tracks colored by magnitude of fly speed')" ] }, "execution_count": 14, "metadata": { "tags": [] }, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,6))\n", "ax1 = fig.add_subplot(121)\n", "ax1.plot(thorax_loc[:, 0, 0], thorax_loc[:, 1, 0], 'k')\n", "ax1.set_xlim(0,1024)\n", "ax1.set_xticks([])\n", "ax1.set_ylim(0,1024)\n", "ax1.set_yticks([])\n", "ax1.set_title('Thorax tracks')\n", "\n", "kp = thx_vel_fly0 # use thx_vel_fly1 for other fly\n", "vmin = 0\n", "vmax = 10\n", "\n", "ax2 = fig.add_subplot(122)\n", "ax2.scatter(thorax_loc[:,0,0], thorax_loc[:,1,0], c=kp, s=4, vmin=vmin, vmax=vmax)\n", "ax2.set_xlim(0,1024)\n", "ax2.set_xticks([])\n", "ax2.set_ylim(0,1024)\n", "ax2.set_yticks([])\n", "ax2.set_title('Thorax tracks colored by magnitude of fly speed')" ] }, { "cell_type": "markdown", "metadata": { "id": "IHBEg-ysM8Pj" }, "source": [ "### Find covariance in thorax velocities between fly-0 and fly-1" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "x-cXNvlSM8Pj" }, "outputs": [], "source": [ "import pandas as pd\n", "\n", "def corr_roll(datax, datay, win):\n", " \"\"\"\n", " datax, datay are the two timeseries to find correlations between\n", " \n", " win sets the number of frames over which the covariance is computed\n", " \n", " \"\"\"\n", " \n", " s1 = pd.Series(datax)\n", " s2 = pd.Series(datay)\n", " \n", " return np.array(s2.rolling(win).corr(s1))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 432 }, "id": "cwUZXiqoM8Pk", "outputId": "9bfcdb44-f7fe-4666-a9e5-64e21a3c1149" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "win = 50\n", "\n", "cov_vel = corr_roll(thx_vel_fly0, thx_vel_fly1,win)\n", "\n", "fig, ax = plt.subplots(2, 1, sharex=True, figsize=(15,6))\n", "ax[0].plot(thx_vel_fly0, 'y', label='fly-0')\n", "ax[0].plot(thx_vel_fly1, 'g', label='fly-1')\n", "ax[0].legend()\n", "ax[0].set_title('Forward Velocity')\n", "\n", "ax[1].plot(cov_vel, 'c', markersize=1)\n", "ax[1].set_ylim(-1.2, 1.2)\n", "ax[1].set_title('Covariance')\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "wbJGtGNGM8Pm" }, "source": [ "## Clustering\n", "\n", "For an example of clustering the data, we'll\n", "\n", "1. extract joint velocities for each joint,\n", "2. run simple k-means on the velocities from each frame.\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "4yf4CQDTM8Pm" }, "outputs": [], "source": [ "def instance_node_velocities(instance_idx):\n", " fly_node_locations = locations[:, :, :, instance_idx]\n", " fly_node_velocities = np.zeros((frame_count, node_count))\n", "\n", " for n in range(0, node_count):\n", " fly_node_velocities[:, n] = smooth_diff(fly_node_locations[:, n, :])\n", " \n", " return fly_node_velocities" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "wmq-D9fiqwwB" }, "outputs": [], "source": [ "def plot_instance_node_velocities(instance_idx, node_velocities):\n", " plt.figure(figsize=(20,8))\n", " plt.imshow(node_velocities.T, aspect='auto', vmin=0, vmax=20, interpolation=\"nearest\")\n", " plt.xlabel('frames')\n", " plt.ylabel('nodes')\n", " plt.yticks(np.arange(node_count), node_names, rotation=20);\n", " plt.title(f'Fly {instance_idx} node velocities')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 523 }, "id": "kn_LHczvqh5C", "outputId": "995ec261-9e92-4d58-c007-a61abe9a9330" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "fly_ID = 0\n", "fly_node_velocities = instance_node_velocities(fly_ID)\n", "plot_instance_node_velocities(fly_ID, fly_node_velocities)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 523 }, "id": "GWmQp_r0M8Pp", "outputId": "08587a35-0f8e-46b4-ff1c-ee80a6a407d3" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "fly_ID = 1\n", "fly_node_velocities = instance_node_velocities(fly_ID)\n", "plot_instance_node_velocities(fly_ID, fly_node_velocities)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "_BOOJFBtM8Pr" }, "outputs": [], "source": [ "from sklearn.cluster import KMeans" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "ZHY_uo_LM8Ps" }, "outputs": [], "source": [ "nstates = 10\n", "\n", "km = KMeans(n_clusters=nstates)\n", "\n", "labels = km.fit_predict(fly_node_velocities)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 741 }, "id": "BO8udp-bM8Pt", "outputId": "d7dd2b61-9009-4c29-bab6-5f04a826c05c" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 12))\n", "\n", "ax1 = fig.add_subplot(211)\n", "ax1.imshow(fly_node_velocities.T, aspect=\"auto\", vmin=0, vmax=20, interpolation=\"nearest\")\n", "ax1.set_xlabel(\"Frames\")\n", "ax1.set_ylabel(\"Nodes\")\n", "ax1.set_yticks(np.arange(node_count))\n", "ax1.set_yticklabels(node_names);\n", "ax1.set_title(f\"Fly {fly_ID} node velocities\")\n", "ax1.set_xlim(0,frame_count)\n", "\n", "ax2 = fig.add_subplot(212,sharex=ax1)\n", "ax2.imshow(labels[None, :], aspect=\"auto\", cmap=\"tab10\", interpolation=\"nearest\")\n", "ax2.set_xlabel(\"Frames\")\n", "ax2.set_yticks([])\n", "ax2.set_title(\"Ethogram (colors = clusters)\");" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Analysis examples.ipynb", "provenance": [], "toc_visible": true }, "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": "3.6.12" } }, "nbformat": 4, "nbformat_minor": 4 }