{ "cells": [ { "cell_type": "markdown", "id": "e14673fa", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "# Supervised annotation in DeepOF - search for pre-established patterns" ] }, { "cell_type": "markdown", "id": "e3044fb9", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lucasmiranda42/deepof/blob/master/docs/source/tutorial_notebooks/deepof_supervised_tutorial.ipynb)" ] }, { "cell_type": "markdown", "id": "8a0170cc", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "##### What we'll cover:\n", " \n", "* Run the supervised annotation pipeline.\n", "* Generate Gantt plots with all traits.\n", "* Explore trait enrichment across conditions.\n", "* Visualize global embeddings using the retrieved traits." ] }, { "cell_type": "code", "execution_count": 1, "id": "764990b0", "metadata": {}, "outputs": [], "source": [ "# # If using Google colab, uncomment and run this cell and the one below to set up the environment\n", "# # Note: becasuse of how colab handles the installation of local packages, this cell will kill your runtime.\n", "# # This is not an error! Just continue with the cells below.\n", "# import os\n", "# !git clone -q https://github.com/mlfpm/deepof.git\n", "# !pip install -q -e deepof --progress-bar off\n", "# os.chdir(\"deepof\")\n", "# !curl --output tutorial_files.zip https://datashare.mpcdf.mpg.de/s/knF7t78isQuIAr0/download\n", "# !unzip tutorial_files.zip\n", "# os.kill(os.getpid(), 9)" ] }, { "cell_type": "code", "execution_count": 2, "id": "50799c68", "metadata": {}, "outputs": [], "source": [ "# os.chdir(\"deepof\")\n", "# import os, warnings\n", "# warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "6048415d", "metadata": {}, "source": [ "Let's start by importing some packages. We'll use python's os library to handle paths, pickle to load saved objects, and the data entry API within DeepOF, located in deepof.data" ] }, { "cell_type": "code", "execution_count": 3, "id": "d64823a2", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import os\n", "import pickle\n", "import deepof.data" ] }, { "cell_type": "markdown", "id": "ffdcefa1", "metadata": {}, "source": [ "We'll also need some plotting gear:" ] }, { "cell_type": "code", "execution_count": 4, "id": "e438d39f", "metadata": {}, "outputs": [], "source": [ "import deepof.visuals\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "60b9158e", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Loading a previously initiated project" ] }, { "cell_type": "markdown", "id": "5d73cb96", "metadata": {}, "source": [ "As last time, we'll load the already created tutorial dataset for further processing:" ] }, { "cell_type": "code", "execution_count": 5, "id": "6382da27", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "# Load a previously saved project\n", "my_deepof_project = deepof.data.load_project(\"./tutorial_files/tutorial_project\")" ] }, { "cell_type": "markdown", "id": "f47b171a", "metadata": {}, "source": [ "**NOTE** to better show how DeepOF deals with statistics, all results shown in the documentation version of this tutorial were obtained using the full SI dataset, containing a total of 53 animals. If you'd like to gain access to this dataset, check out the code availability statement of the main DeepOF paper." ] }, { "cell_type": "markdown", "id": "10776701", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Running the supervised annotation pipeline" ] }, { "cell_type": "markdown", "id": "2fdb66e9", "metadata": {}, "source": [ "The supervised pipeline within DeepOF aims at providing simple but generalizable annotators for a variety of single and dyadic traits (as depicted in the figure below). Each of these traits is tagged independently, which means that more than one label can be applied per time point!" ] }, { "cell_type": "markdown", "id": "3c20a0d5", "metadata": {}, "source": [ "![supervised](./Assets/deepof_supervised.png)" ] }, { "cell_type": "markdown", "id": "b6c3b1c9", "metadata": {}, "source": [ "Running the pipeline is as simple as executing the `.supervised_annotation()` method in your Coordinates object. A progress bar will indicate how many videos have been processed already. Let's run it and see what happens:" ] }, { "cell_type": "code", "execution_count": 6, "id": "d368119b", "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:16<00:00, 2.74s/it]\n" ] } ], "source": [ "supervised_annotation = my_deepof_project.supervised_annotation()" ] }, { "cell_type": "markdown", "id": "7cc204fc", "metadata": {}, "source": [ "It worked! Upon inspection, we see that supervised annotations contains a dictionary-like object with experiment IDs as keys, and data frames with annotations as values:" ] }, { "cell_type": "code", "execution_count": 7, "id": "d49995fe", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Labels with both prefixes (such as 'B_W_nose2nose') correspond to dyadic interactions. If you have more than two animals in your data, all pairwise combinations will appear as results.\n", "\n", "Moreover, most cells in the data frame depicted above show 0 or 1 values, indicating the presence or absence of the given trait. The only exception is speed, which is expressed in millimeters per frame.\n", "\n", "**NOTE**: You'll also find a column per animal (depicted with `ID_missing`) indicating whether it's visible or not. This is useful to track when certain animals are completely occluded (for example, when they are in their nests)." ] }, { "cell_type": "markdown", "id": "a5626226", "metadata": {}, "source": [ "Now that we know what we're looking at, let's explore a few simple analyses we can run within DeepOF:" ] }, { "cell_type": "markdown", "id": "5dbdc821", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Generating Gantt charts with all traits" ] }, { "cell_type": "markdown", "id": "495c7412", "metadata": { "pycharm": { "name": "#%%\n" } }, "source": [ "The last thing we'll do for now is to visualize all tagged patterns for a single video, using Gantt charts. To this end, let's use deepof.visuals.plot_gantt()" ] }, { "cell_type": "code", "execution_count": 8, "id": "671d7bc8", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "\n", "deepof.visuals.plot_gantt(\n", " my_deepof_project,\n", " '20191204_Day2_SI_JB08_Test_54',\n", " supervised_annotations=supervised_annotation,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7001eb42", "metadata": {}, "source": [ "We see in these examples neither of the animals are ever occluded." ] }, { "cell_type": "markdown", "id": "b45ecc46", "metadata": {}, "source": [ "Thats good for a quick visualization, but let's indeed compare how these patterns compare across experimental conditions!" ] }, { "cell_type": "markdown", "id": "2efa63dc", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Exploring trait enrichment across conditions." ] }, { "cell_type": "markdown", "id": "35e9c32f", "metadata": {}, "source": [ "The simplest (but quite powerful) thing to do is to test for enrichment across traits. We can compute all statistics and plot the results using the `deepof.visuals.plot_enrichment()` function. The code below creates a figure with two plots with different scales (one for speed and one for everything else, given the differences in y-axis values)." ] }, { "cell_type": "code", "execution_count": 8, "id": "bf2b6c38", "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 5)).subplot_mosaic(\n", " mosaic=\"\"\"\n", " AAAAB\n", " AAAAB\n", " \"\"\",\n", ")\n", "\n", "deepof.visuals.plot_enrichment(\n", " my_deepof_project,\n", " supervised_annotations=supervised_annotation,\n", " add_stats=\"Mann-Whitney\",\n", " plot_proportions=True,\n", " ax = fig[\"A\"],\n", ")\n", "\n", "deepof.visuals.plot_enrichment(\n", " my_deepof_project,\n", " supervised_annotations=supervised_annotation,\n", " add_stats=\"Mann-Whitney\",\n", " plot_proportions=False,\n", " ax = fig[\"B\"],\n", ")\n", "\n", "for ax in fig:\n", " fig[ax].set_xticklabels(fig[ax].get_xticklabels(), rotation=45, ha='right')\n", " fig[ax].set_title(\"\")\n", " fig[ax].set_xlabel(\"\")\n", " \n", "fig[\"A\"].get_legend().remove()\n", "\n", "plt.tight_layout() \n", "plt.show()" ] }, { "cell_type": "markdown", "id": "169d717c", "metadata": {}, "source": [ "We see DeepOF reports significant differences for many of these traits! If you'd like to print a detailed statistical summary, you can set the 'verbose' parameter to True in `deepof.visuals.plot_enrichment()`.\n", "\n", "In the figures, you see all tagged traits in the X-axis, and the frames per video in the y-axis. Bars represent averages, and error bars standard deviations. By default, DeepOF runs a Mann-Whitney U non-parametric test on the means per test, and controls for multiple testing using Benjamini-Hochberg's method. For details on how to change both the tests to run and the multiple testing parameters, feel free to check the full API reference or the function docstring." ] }, { "cell_type": "markdown", "id": "eca3967f", "metadata": {}, "source": [ "Most functions within DeepOF allow the user to restrict the data to certain periods of time. This can be useful to quantify habituation, for example (as we'll see), or to explore how the retrieved patterns interact with timed environmental cues (such as tones, experimental actions, etc.).\n", "\n", "To see how this works in the context of supervised annotation enrichment, let's generate the same figure as above, but for the first two minutes of data only:" ] }, { "cell_type": "code", "execution_count": 9, "id": "8e526fdf", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 5)).subplot_mosaic(\n", " mosaic=\"\"\"\n", " AAAAB\n", " AAAAB\n", " \"\"\",\n", ")\n", "\n", "deepof.visuals.plot_enrichment(\n", " my_deepof_project,\n", " supervised_annotations=supervised_annotation,\n", " add_stats=\"Mann-Whitney\",\n", " plot_proportions=True,\n", " bin_index=0,\n", " bin_size=120,\n", " ax = fig[\"A\"],\n", ")\n", "\n", "deepof.visuals.plot_enrichment(\n", " my_deepof_project,\n", " supervised_annotations=supervised_annotation,\n", " add_stats=\"Mann-Whitney\",\n", " plot_proportions=False,\n", " bin_index=0,\n", " bin_size=120,\n", " ax = fig[\"B\"],\n", ")\n", "\n", "for ax in fig:\n", " fig[ax].set_xticklabels(fig[ax].get_xticklabels(), rotation=45, ha='right')\n", " fig[ax].set_title(\"\")\n", " fig[ax].set_xlabel(\"\")\n", " \n", "fig[\"A\"].get_legend().remove()\n", "\n", "plt.tight_layout() \n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e030f359", "metadata": {}, "source": [ "Even though at first glance the figure may look similar, there are some important differences! For starters, the y-axis now shows lower values, since we're only looking at two minutes of data instead of ten. Moreover, the effect sizes in some tagged patterns (such as huddling or speed) are much larger. Some patterns (such as nose2body) even show high significance where they were barely different across conditions before!\n", "\n", "We seem to already be picking up the habituation of the stressed animals to their novel environment. For more details on this specific effect and the rationale behind how it's quantified, feel free to check out the main DeepOF paper!\n", "\n", "But, for now, let's continue with another interesting tool: PCA projections." ] }, { "cell_type": "markdown", "id": "ae58169c", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### PCA embedding of supervised traits" ] }, { "cell_type": "markdown", "id": "00a3f92b", "metadata": {}, "source": [ "An often useful way of looking at multivariate data (such as the annotation vectors we just generated) is to project them in the lower-dimensional space. We'll explore more sophisticated ways of doing that in the next tutorial, but for now we can just run these vectors through PCA. DeepOF allows us to do this with the `deepof.visuals.plot_embeddings()` function.\n", "\n", "Moreover, we can also restrict the analysis over time. Let's compare, again, the whole data to the first two minutes:" ] }, { "cell_type": "code", "execution_count": 14, "id": "8f8175d4", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project, \n", " supervised_annotations=supervised_annotation,\n", " ax=ax1,\n", ")\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project, \n", " supervised_annotations=supervised_annotation,\n", " bin_size=120,\n", " bin_index=0,\n", " ax=ax2,\n", ")\n", "\n", "ax1.set_title(\"supervised embeddings of full videos\")\n", "ax2.set_title(\"supervised embeddings of first two minutes\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d46bc706", "metadata": {}, "source": [ "We can see how, indeed, the PCA on the average set of annotators seems to distinguish across conditions better when looking at the first two minutes only. We'll continue to explore this idea in the next (and last) tutorial." ] }, { "cell_type": "markdown", "id": "eecdc538", "metadata": {}, "source": [ "### What's next" ] }, { "cell_type": "markdown", "id": "9d66d603", "metadata": {}, "source": [ "That's it for this second tutorial. [Next](https://deepof.readthedocs.io/en/latest/tutorial_notebooks/deepof_unsupervised_tutorial.html) and last for now, we'll explore the main forte of the package: we'll learn to embed our data in a sequence-aware manner, to get behavioral patterns in an unsupervised way using deep clustering (where the \"deep\" in DeepOF comes from). See you there!" ] } ], "metadata": { "kernelspec": { "display_name": "deepof", "language": "python", "name": "deepof" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }