{ "cells": [ { "cell_type": "markdown", "id": "8d41506e", "metadata": {}, "source": [ "# Unsupervised annotation in DeepOF - exploring the behavioral space" ] }, { "cell_type": "markdown", "id": "eba0ae68", "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_unsupervised_tutorial.ipynb)" ] }, { "cell_type": "markdown", "id": "11e24f1d", "metadata": {}, "source": [ "##### what we'll cover:\n", " \n", "* Brief introduction to unsupervised analysis.\n", "* Load your previous project.\n", "* Understanding the different available models.\n", "* Running an unsupervised analysis with default parameters.\n", "* Temporal and global embeddings.\n", "* Global separation dynamics.\n", "* Exploring cluster enrichment across conditions.\n", "* Exploring cluster dynamics across conditions.\n", "* Interpreting clusters using SHAP.\n", "* Exporting cluster video snippets." ] }, { "cell_type": "code", "execution_count": 1, "id": "d5b28605", "metadata": {}, "outputs": [], "source": [ "# # If using Google colab, uncomment and run this cell and the one below to set up the environment\n", "# import os, warnings\n", "# warnings.filterwarnings('ignore')\n", "# !pip install -q --ignore-installed deepof --progress-bar off\n", "# !curl --output tutorial_files.zip https://datashare.mpcdf.mpg.de/s/Hu1XjZkY9zml0mm/download\n", "# !unzip tutorial_files.zip" ] }, { "cell_type": "markdown", "id": "42fada9a", "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. This time we'll add copy and numpy to the mix.\n", "\n", "**NOTE**: If running this notebook in colab, we strongly recommend using a GPU environment. Go to 'Runtime' -> 'Change runtime type', and select GPU under 'Hardware accelerator'." ] }, { "cell_type": "code", "execution_count": 2, "id": "a2b46f72", "metadata": {}, "outputs": [], "source": [ "import copy\n", "import os\n", "import numpy as np\n", "import pickle\n", "import deepof.data" ] }, { "cell_type": "markdown", "id": "1e245762", "metadata": {}, "source": [ "We'll also need some plotting gear:" ] }, { "cell_type": "code", "execution_count": 3, "id": "4f7a0df0", "metadata": {}, "outputs": [], "source": [ "from IPython import display\n", "from networkx import Graph, draw\n", "import deepof.visuals\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "366bcf28", "metadata": {}, "source": [ "### Brief introduction to unsupervised analysis" ] }, { "cell_type": "markdown", "id": "7f3b55e5", "metadata": {}, "source": [ "So far we saw how to create a project, and to apply pre-defined supervised annotators to our tracked animals. We also saw how we can use those to compare across two experimental conditions. In this tutorial, we'll cover how to get the most of DeepOF by embedding our time series directly using a deep learning model that can obtain and compare different clusters of behavior across our cohorts.\n", "\n", "In a nutshell, unsupervised learning is a powerful technique for analyzing time series data, (in this case behavioral motion tracking in mice). With this type of analysis, you can identify patterns and structures in your data without needing labeled examples or a pre-existing hypothesis. This makes it a great tool for exploratory data analysis, allowing you to uncover hidden relationships and insights that might not be immediately apparent. This way you can gain a deeper understanding of the underlying patterns and behaviors of your mice, which can ultimately help you make more informed decisions in your research." ] }, { "cell_type": "markdown", "id": "b58a7f23", "metadata": {}, "source": [ "### Load your previous project" ] }, { "cell_type": "code", "execution_count": 4, "id": "1ce3f645", "metadata": {}, "outputs": [], "source": [ "# We load only a small sample project to speed up the following steps\n", "my_deepof_project = deepof.data.load_project(\"./tutorial_files/sample_project\")" ] }, { "cell_type": "markdown", "id": "44238f08", "metadata": {}, "source": [ "### Processing time series for unsupervised learning" ] }, { "cell_type": "markdown", "id": "db10910b", "metadata": {}, "source": [ "The unsupervised pipeline starts by creating training and validation datasets that we'll later on pass to the deep learning models. DeepOF provides a couple of functions to do this on its own, as we'll see shortly. Importantly, and where the details of the pipeline are beyond the scope of this tutorial (check the main paper if you're interested), there are two concepts that we should cover to make interacting with the workflow as easy as possible.\n", "\n", "First, we'll see that, when generating a dataset, DeepOF applies a sliding window across all features in the data. Sliding windows are a commonly used technique in time series analysis that involves dividing the data into smaller, fixed-size windows and applying analysis techniques on each window. This approach is useful for unsupervised learning because it allows for the exploration of patterns and trends in the data over time.\n", "\n", "The size of the window refers to the number of data points in each segment, and the stride is the number of data points by which the window moves forward in each step. By adjusting the window size and stride, different patterns and trends can be extracted from the time series. For example, a smaller window size with a larger stride can capture short-term changes in the data, while a larger window size with a smaller stride can reveal longer-term trends. We'll see that DeepOF allows us to control these parameters, although default values should work well in most cases.\n", "\n", "On the other hand, DeepOF offers a more advanced input pipeline that's optimized for top-down videos. This includes representing the different created features as a graph, with nodes as body parts and edges connecting those that are adjacent in space. Thus, DeepOF can automatically annotate the animals across time with coordinates, speeds, and distances. This is particularly useful when access to crucial body parts (such as paws) are occluded (such as in top-down videos). Moreover, this input pipeline enables the joint embedding of multiple animals: when more than one mouse is present, all nose-nose, nose-tail, and tail-tail distances are included in the graph, and annotated with their respective distances." ] }, { "cell_type": "markdown", "id": "1a32b5e8", "metadata": {}, "source": [ "![unsupervised_processing](./Assets/deepof_unsupervised_processing.png)" ] }, { "cell_type": "markdown", "id": "41319539", "metadata": {}, "source": [ "Let's see how we can generate datasets with and without graphs:" ] }, { "cell_type": "markdown", "id": "14fff7ee", "metadata": {}, "source": [ "Let's start simple: we can omit the graph representations and generate DeepOF-ready datasets by running the `.preprocess()` method on any TabDict object (TabDict are the dictionary-like structures that we saw in the first tutorial)." ] }, { "cell_type": "code", "execution_count": 5, "id": "f1a21e59", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling : 100%|██████████| 6/6 [00:00<00:00, 13.69table/s]\n", "Scaling : 100%|██████████| 6/6 [00:01<00:00, 3.23table/s]\n", "Get training windows : 100%|██████████| 5/5 [00:02<00:00, 1.86table/s]\n", "Get testing windows : 100%|██████████| 1/1 [00:00<00:00, 1.85table/s]\n" ] } ], "source": [ "# This code will generate a dataset without graph representations\n", "coords = my_deepof_project.get_coords(selected_id=\"B\", center=\"Center\", align=\"Spine_1\")\n", "preprocessed_coords, meta_info, global_scaler = coords.preprocess(\n", " coordinates=my_deepof_project,\n", " window_size=25, # Sliding window length\n", " window_step=1, # Sliding window stride\n", " test_videos=1, # Number of videos in the validation set\n", " scale=\"standard\", # Scaling method\n", " save_as_paths=True,\n", ")" ] }, { "cell_type": "markdown", "id": "9a1f0450", "metadata": {}, "source": [ "The first thing to notice here is that we're only passing the coordinates as input (no speed, no distances). While a merged object can be passed in theory to get embeddings that carry other signals (see tutorial on preprocessing), that often leads in practice to unstable training (at least in our experiments). So let's continue with coordinates only!\n", "\n", "Next, you may have already seen that the `.preprocess()` method returns two objects, the preprocessed coordinates, and a global scaler. Let's explore these in more detail." ] }, { "cell_type": "markdown", "id": "afa68b41", "metadata": {}, "source": [ "Upon exploring, we see that preprocessed_coords is a tuple containing four numpy arrays. These correspond to training and validation features (X) and label (y) datasets, respectively. Labels in the unsupervised pipeline are beyond the scope of this tutorial, which only deals with purely unsupervised models. \n", "\n", "Focusing on the features, then, let's explore their shapes:" ] }, { "cell_type": "code", "execution_count": 6, "id": "d1918af1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Features in the training set have shape (74873, 25, 22)\n", "Features in the validation set have shape (14975, 25, 22)\n" ] } ], "source": [ "print(\"Features in the training set have shape {}\".format(meta_info[\"shape_train\"]))\n", "print(\"Features in the validation set have shape {}\".format(meta_info[\"shape_test\"]))" ] }, { "cell_type": "markdown", "id": "b50eb8dc", "metadata": {}, "source": [ "The first axis in these shapes corresponds to the number of sliding windows per dataset (we have 6 videos in total in this tutorial, and one has been assigned to the validation set. Note that's important to split videos (and not sliding window instances) to have truly independent training and validation data.\n", "\n", "The other two axes relate to sliding window size (same as the frame rate of the provided videos, by default, so each sliding window includes a second of data), and the number of features (11 body parts, _x_ and _y_ coordinates)." ] }, { "cell_type": "markdown", "id": "5a61803b", "metadata": {}, "source": [ "To understand the global_scaler object, let's first briefly review how DeepOF normalizes data. First, data coming from each video are normalized independently in both training and validation sets, which helps correct for differences in body size. All videos in the training set are then scaled together, and the fitted global_scaler is then returned for further processing as we'll see below." ] }, { "cell_type": "markdown", "id": "5dee8ea6", "metadata": {}, "source": [ "Next, let's generate a graph-based dataset and understand its output. To do this, we can preprocess our coordinates directly (no need to create the feature objects by ourselves) using the `.get_graph_dataset()` method. Under the hood, DeepOF will create a TableDict object containing centered and aligned coordinates, speeds, and distances corresponding to the edges of the aforementioned graph. Let's see it in action:" ] }, { "cell_type": "markdown", "id": "6ccda299", "metadata": {}, "source": [ "**NOTE**: the embeddings we use throughout this tutorial are single-animal by default. This is controlled by the 'animal_id' parameter in the method call below. If you'd like to try how multi-animal data is processed, comment the parameter out. Processing is quite similar, but the graph is larger as it will include both animals, as well as the distances between them." ] }, { "cell_type": "code", "execution_count": 7, "id": "bc0b29d7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading tables : 100%|██████████| 5/5 [00:01<00:00, 4.15step/s, step=Get graph info] \n", "Sampling : 100%|██████████| 6/6 [00:00<00:00, 21.87table/s]\n", "Scaling : 100%|██████████| 6/6 [00:00<00:00, 7.64table/s]\n", "Get training windows : 100%|██████████| 5/5 [00:00<00:00, 833.03table/s]\n", "Get testing windows : 100%|██████████| 1/1 [00:00<00:00, 513.38table/s]\n", "Reshaping : 100%|██████████| 2/2 [00:00<00:00, 13.49table/s]\n" ] } ], "source": [ "# This code will generate a dataset using graph representations, as well a some auxiliary objects\n", "graph_preprocessed_coords, meta_info, adj_matrix, to_preprocess, global_scaler = my_deepof_project.get_graph_dataset(\n", " animal_id=\"B\", # Comment out for multi-animal embeddings\n", " center=\"Center\",\n", " align=\"Spine_1\",\n", " window_size=25,\n", " window_step=1,\n", " test_videos=1,\n", " preprocess=True,\n", " scale=\"standard\",\n", ")" ] }, { "cell_type": "markdown", "id": "8f300a66", "metadata": {}, "source": [ "We see that now the pipeline returned four objects instead of two. The first one is equivalent to the preprocessed_coords, although the tuple now contains 6 elements, and their shapes in the arrays are different. Instead of just features and labels for the training and validation sets, we now have:\n", "\n", "* Node features for the training set, with shape window instances × window size × features (which include coordinates and speeds per body part)\n", "* Edge features for the training set, with shape window instances × window size × features (which include distances between adjacent body parts)\n", "* Labels in the training set\n", "* Node features for the validation set, with shape window instances × window size × features (which include coordinates and speeds per body part)\n", "* Edge features for the validation set, with shape window instances × window size × features (which include distances between adjacent body parts)\n", "* Labels in the validation set" ] }, { "cell_type": "code", "execution_count": 8, "id": "98af8694", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Node features in the training set have shape (74873, 25, 33)\n", "Edge features in the training set have shape (74873, 25, 11)\n", "Node features in the validation set have shape (14975, 25, 33)\n", "Edge features in the validation set have shape (14975, 25, 11)\n" ] } ], "source": [ "print(\"Node features in the training set have shape {}\".format(meta_info[\"shape_train\"][0]))\n", "print(\"Edge features in the training set have shape {}\".format(meta_info[\"shape_train\"][1]))\n", "print(\"Node features in the validation set have shape {}\".format(meta_info[\"shape_test\"][0]))\n", "print(\"Edge features in the validation set have shape {}\".format(meta_info[\"shape_test\"][1]))" ] }, { "cell_type": "markdown", "id": "808c1464", "metadata": {}, "source": [ "The second returned object is the adjacency matrix of the aforementioned connected graph as a numpy array (where rows and columns correspond to each body part, and ones indicate connections). Let's have a look!" ] }, { "cell_type": "code", "execution_count": 9, "id": "7135d1f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0 1 0 0 0 1 0 0 0 0 0]\n", " [1 0 0 0 1 0 0 0 0 0 0]\n", " [0 0 0 0 1 0 1 0 1 1 0]\n", " [0 0 0 0 0 0 0 0 1 0 0]\n", " [0 1 1 0 0 1 0 0 0 0 0]\n", " [1 0 0 0 1 0 0 0 0 0 0]\n", " [0 0 1 0 0 0 0 0 0 0 0]\n", " [0 0 0 0 0 0 0 0 1 0 0]\n", " [0 0 1 1 0 0 0 1 0 0 1]\n", " [0 0 1 0 0 0 0 0 0 0 0]\n", " [0 0 0 0 0 0 0 0 1 0 0]]\n" ] } ], "source": [ "print(adj_matrix)" ] }, { "cell_type": "markdown", "id": "8293932e", "metadata": {}, "source": [ "We can also plot it:" ] }, { "cell_type": "code", "execution_count": 10, "id": "5c5f243d", "metadata": {}, "outputs": [ { "data": { "image/png": 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CBfLqq68y/ByCFSCRRX7729/KunXrVM+/qlWr8nV3AFaARBZITU2V+fPny/Tp0xl+DsIKkMgCDz/8sKxevVoOHDgg1apV42vuEKwAiUyGS150ep46dSrDz2FYARKZbNiwYard/cGDBxmADsOD0YlMhNBDp+fnn3+e4edArACJTDR8+HBJSEhQQRgaau15F3RtrACJTJKWliZz586VMWPGMPwcihUgkUlGjBihGp4iCMPCwvg6OxArQCITZGRkqHM+Ro8ezfBzMFaARCZ47LHH5P3331fVX/Xq1fkaOxQrQCKDHT58WJ3z8dxzzzH8HI4BSGSwl19+WQXfE088wdfW4RiARAb67rvv1Dkfzz77rNSoUYOvrcMxAIkMNGXKFLXk5cknn+Tr6gIMQCKDHDlyRN544w0ZNWqUhIeH83V1AQYgkUFeeeUV1erqqaee4mvqEgxAIgN8//336pS3Z555RmrVqsXX1CUYgEQGVX843/fpp5/m6+kiDECiCjp27JjMmjVLhV/t2rX5eroIA5CogtDoNDg4WF3+krswAIkqIDMzU/7xj3+oZS916tTha+kyDECiCvj73/8uPp9PLXwm92EAEpVTVlaWvP7662rLW0REBF9HF2IAElWg+gM0PSB3YgASlUN2dra89tpr8vjjj0vdunX5GroUA5CoHKZNmyZFRUWq4Sm5FwOQKEA5OTny6quvqqan1113HV8/F2MAEgVoxowZUlhYyOrPAxiARAE4efKkCsCRI0dK/fr1+dq5HAOQKAAIv4KCAnXQObkfA5CojE6dOiXTp09Xx102aNCAr5sHMACJyggTH2fPnmX15yE8FpOoDE6fPi1NmjSRIUOGqCAkb2AFSFQGWPScn5/P6s9jWAESXUNubq6q/h544AGZOXMmXy8PYQVIdA0IPYTg2LFj+Vp5DCtAolLk5eWp6m/gwIGq6zN5CytAolKg2SkmQMaNG8fXyYNYARJdBSY9mjZtKv369ZPZs2fzdfIgVoBEV4FL3hMnTrD68zBWgEQ/48yZM6r66927t8yZM4evkUexAiT6GbjkRdPTF154ga+Ph7ECJLoCtrs1a9ZMevbsKf/617/4+ngYK0CiK7zxxhty/PhxGT9+PF8bj2MFSFTCuXPnVPXXo0cPmTt3Ll8bj2MFSFTCm2++KceOHWP1pwlWgEQlqr/mzZvLnXfeKe+++y5fFw2wAiS6CBMe33//vbz44ot8TTTBCpBIRLW5j4qKkq5du8r8+fP5mmgi2O4nQGSV/IJCScvOl/OFRVIl2CdNIsIkLOTHH4G3335bvvvuO1Z/mmEAkqelHsuV+UkZkrg3UzJyzkhxifcFiUhknVDp2iJC3pn5tgwePFhuuOEGG58tWY2XwORJh3LOyAvLdsrGfVlSyRckF4pKRt/lgqRYiiVI2v+iqrw65FfSqE6opc+V7MMAJM9ZuC1DJiYkS2FRcanBdyUEZbAvSCb1iZYHbo409TmSMzAAyVNeT0yVqWtSKjzO6B4t5Ym4FoY8J3IuLoMhT1V+RoQfYJxF2zIMGYuciwFInrnnh8teI01ISFbjkncxAMkTMOGBe35GwngYl7yLAUieWOqC2d5AJjzKAuNh3H2ZuYaOS87BACTXwzo/zOCaAePO28J7gV7FACTXwyJno6s/P4ybmJJpythkPwYguVpeQaHa4WGmjOwzahsdeQ+3wpVhnyg5V3p2/mXb28yA8fFvI7phTZM/E1lN65/wsuwTjWtVTx7qHCkt6tew8ZnS1eAXlpc+D1lLywAsyz5R/J/0nDPyblK6zP0iTbpE1ZXJ/WK4T9RhUK176fOQtXw67hboNm2DbD6Qrf5+rZvn/vfj8fg4fDw5B25VmDP/+z9BFz8PeY9WFWBF9okiCPE2dulOycor4D5Rhxxf+fFHH0nl84Vyvkq4aZ8nMiKU94M9SpsKkPtEveGHH36QFStWyJAhQ6RevXoyaNAgqfT9btXSygy4RRLXsp4pY5P9tAhA7hN1twsXLkhiYqKMGDFCGjRoIL169ZKvv/5a/vjHP0pKSook/H2M6udnyucuKpYht7A1lldpcQls5j7Rd4d1NnRc+lFxcbFs27ZNFixYIIsWLZKjR49KkyZN5NFHH5Xf/OY3EhMTI0FB/ws9TFLhPq2RC6JR/d3aLEKi6nEFgFcF67JP1Ggl94nyB8Q4u3btUqG3cOFCOXDggKr4cJmL0OvcufNloVcSZugxSWVkAKI5KsYl7/L8JTD3iTofgm7y5MmqqsPbrFmz1Nm8a9eulcOHD8uMGTPklltuuWr4AdrYo5OzkV7qE81lTx7n+QrQin2i8WLsD54Ojhw5Iu+//76q9rZu3SphYWFy3333qSC8++67pUqVKgGPiTb2mKE3oilqnUOfS9+23So8DjmbpwPQyn2i3DZ3bdnZ2bJkyRJ1ebt+/XqpXLmy9OzZU/0dExsIwYpCG/u61UMqdCbIQ60ry+Rp02To+f0qoCtVqlTh50XO5OkA5D5R++Xm5kpCQoIKktWrV0tRUZHcdddd8tZbb0m/fv2kVq1ahn9OVIK3Na9b5lPh/O/HhId/t0/bsIUyYMAAeeqpp+T1118v9fKb3MvTAajjPlEnNHU4d+6crFy5UoXeRx99pBYs33rrrTJt2jQZOHCg1K9f3/TngBDDDP2l/d4pmapa/8l+74hQtc4PS11KTmb17dtXZs+eLcOHD1frDSdOnGj6cybreToAddkn6oSmDoWFhbJu3Tp1Obt06VI5ffq03HTTTRIfH68OHG/cuLHYAV9vfJ9odZ8WvxzmJ6yRJ58eJatWfCSd2jQt9ZfDI488IpmZmTJ+/HgV2iNHjrT0uZP5gnXYJ1ps8nq1cU88It3juqqZyzZt2lh2uWR3Uwdczm7evFlVeh988IEcP35cWrZsKaNGjZIHHnhAWrduLU6CsGtaq7KcP5oiTWtXLlNlPG7cODl27Jg89thjUrduXbn//vstea5kDU8HIP6Bo/pBAJgl3Fcgp3OOy+jRo+X8+fPqcikuLk6FId6aN29uSiCWPPy7PE0dynv4NwIfuzD8C5QPHTok119/vfzud79Ta/Xat2/v6PtlmHjxb6krC3wtuHRHuD/00ENSp04d9X0lb/B0AAIu/VD9mLEUBlXXgM6tJX7yejlz5oyqhj799FP19oc//EFVSI0aNboUhnhDWLixqcOePXsuLVDG9rPrrrtO3c9D6OH+ns/njiWl/gDEJXtZ4WubO3eumsXGUp0NGzZIhw4dTHyWZJWgYvxK9zDcH+s+/TPTxl87quvP7gTBPbCNGzdeCsQdO3ao/9+iRQsVhKgS8YaKMdDKD+FllCn9Y2TwVSrBjIwMFXgIPjz/8PBw6d+/vwo9fA3Bwe77/ZmUlKQWVf/3v/+Vtm3bBvSxeXl5agY7LS1NNm3aJFFRUaY9T7KG5wMQhr6VZNo+0bLuBc7KylKVgz8QUVHBjTfeeKk6jI2NLXVZCO754fK1wMBZ55Bgn6wdFXvpniDud+F+HkIPFW3VqlWld+/eKvSwZg9/d7Pt27dLx44d5auvvipXFYfv4+23365udyAEf/GLX5jyPMkaWgSgFcFRnp0Q6HCCMMSfBw8eVJda+KH0V4j4QatevbrpQX5zZLjcXSVVhR5mcvE8sBsDodenTx+pUcM7zQC++eYbadeunWzZskXtLS6P9PR0ue222yQiIkL9UjNjLSNZQ4sAtPrSsTwQgP5AxBu6n+ASEz+kCMRWne6Q8ZvOilmOzPmD3B4TpUIPC4Bxs9+Ldu/erWbqcXsCv2DKKzk5Wbp06aL2Lq9atUqqVatm6PMka2gTgLjkjH3sr1Kt86AKjzWmRyt5PM68+z/4luzdu/dSGCIYizvcLzU63CtBPuO3ZaGZ6IC29WTqbzqJ16WmpqqlOnhN77jjjgqNhVsE3bp1U9Uybhu48Z6o7twxdVdBuG9z7733St1jX8rEnlHq8hWXfoHA4/FxqPzMDD//0gusocPas8WLF/+4vi62nynhB2gmuu27fNFBoMtgSoPZbwTff/7zH7VIWpNawlM8H4AFBQVqzyn2pGJb1v/t2krdu8MEBlwrCP3vx+PxcUZe9pbVmR+K5Fj+BVM/hy6Hf5dnGUxp8IsV+5rx9uKLLxoyJlnH0zU7fiNjOxM6C+OSp2nTpobsE7UamzoYx3+ZakQF6IdF4KjSx4wZo7bMoYECuYOnA/Avf/mLzJs3T9577z351a9+dc19onY3EbgaHZs6uKUC9MNOICwhevrpp9WWuQcffNDQ8ckczvgJNwGabf7pT39Sm/Exs3ktCLvohjXFiXRp6uDWCtBvypQpqnkCKkIskcHkCDmbJ//FY7U//hHit/CECRPE7Xj4tzMnQa6E9ZNz5sxRwYelROh0Tc7muQDEIlUs3sWCYtyYdvLG/ECbOphJl8O//RWg0ZfAJQMWVx9YbH3PPfdc2vFDzuSpAMT+W7RWDw0NlWXLlrl+29aVTR0CXbpTVjod/m3mJbAf/v1haQxOtOvRo4c62OlacA86+cgp+TrjhPpThxl5J/DMr3z8RkcPOmzg/+KLLwJuMuB0aGaKfn5m0Onwb1wRIATNqgD9sJMGO0SwZQ6XxNh5cuXuGic0stWdZyrAZ599VtasWaMWpmKrk9fgBwDNTI2uAjEextXpbGMEoJkVoB9an+EcFMwO48oELdP8e9OxrxtditCqDf0qi0tpZIvH4fH4ODKWJwJw5syZ8tprr6k3XHJ4FTo549QyMXDHgY6Hf+M+ndkVoB929Hz88ceqCQP6J87fclA15kBTi/I0ssWedjKO6wMQlxlYePrMM8+oJqRe1rBmiDTN2YbrOMPG1PHwb6sqQL9OnTqpc1I2nwqX8cu/VV2JAu3og8fj49DQAw1xyRiuDsBdu3bJoEGD1Gzb1KlTxcsuXLggv//97+WTf06SbvWM6QqDpg52bO1zQgVoZQBCTu3WUrPLEEPGQjfwRawE9Q5A/30VbG/DTg8vH16N8Hv44YfVrha8zRl1v7zcP8bxTR2cyopJkJJw7w7ntxhpQkIy7wnqGoA4ZxbntqLRARoceKlh55Xwgzp06FDVrBRv/l0tONDIbU0ddK0AcXKf//Aqo2A8jEseWQZT1r24aHCAS0Gc6YBuvDh0yMvhN2TIEFmyZIk6m+PKIxnd1tRBx0kQfG9wbKnRcE8Q4+7LzOX31K0BWJ51UNjbizDAcpebb75ZvAoVCrbyffjhh2pnAVp6XY1bmjroOAmCf99XO7O5ojDuvC0Z6ntP5WPLT0Z5D/Tu5DsgL730kkyePNnTB1TjwB0s6sblPRqi4ijGsnJyUwcdK0D8cjcj/ADjourHLz5ySQCW90DvTfuz5LPzIdJ9ZLyMHTtWvBx+mNleuXKlWjqBiR5yZwWYV1CormysaGTLKt8FkyBYv4R1TOVZB4WHBwVXkZRa/0dmrt8nXoRJHXQRwdpG7GVm+Ll7EsTKRrbk8ABE5Yf1SxVycQGwF9dBnTt3Th06/sknn8jy5cvV2kZy9yUwG9k6nyUByHVQ1w4/THLgBDh0EWEjTW9cArORrfNZEoBcB1X6mkb0L8SSHkx6dO/e3YpvidasqgDZyNb5fFatgzJ6JqzkOii3QneQ3r17y6ZNm2TFihVy11132f2UtGBVBchGts7ns2odlBn866DcKD8/X01ybNmyRXULiYuLs/spacPKZTBsZKt5AFqxDspt8vLy1HmyOK4Ty11iY2PtfkpasXIhNBbxm/nvX5dGtq4MQCvXQbkFDmjHDO/27dvVcpcuXbrY/ZS0Y+VeYDay1TgAuQ7qp2eW9OzZU3bs2KE6BaNdOnn7EviyRrYG0rGRresCkOug/ufUqVPy61//Wnbu3KnW+v3cQe3kzYaoaFoxyeD9ujo2snVdAHId1I9Onjyp1vbt3r1b1q5dK507dzbzZSeHVYD+9mWje7Q0ZCxdG9m6bi+wfx2UmduBgi5+Hqc6ceKEOqdk//79sm7dOnVeMelVAfo9EddC6lYPubQXPpDJEax4wGUvKj+Gn0sqQN3XQeXk5Ei3bt3kwIEDDD/NW+L7sZGtswRbsQ4KLa3MWAoQVFwknRtVFyfKzs5W4Xfo0CG1xa1du3Z2PyWyqSX+ldjIVqMANPNA7+Ign8x69kEpTOotzz//vDRo0MDwz1GeBqNZWVkq/I4cOSKJiYkSE8PZOiexswIsiY1sNQhA/zoonGtqZBWIeyI3R4ZLq0celBkzZsisWbNkxIgRKggbNmxoeadqv+PHj6stbTi0CeEXHc1mlU5jxyTItbCRrYebIZi1DuqVgR1k0qRJkpaWJuPGjZN///vf0qxZM3nyySfl8OHD5epaM/StJOk+/TN12Y6O1MWldKrG4/B4fBwg9LClLTMzk+HnYHZNgpCmAWj2OqhatWrJhAkTVBC++OKLMn/+fGnevLk8/vjj6h5cWfsVdpu2QVWqgXSqxuPxcbPX7lLhh4mP9evXS5s2bSr8NZI+FSB5vCGqFeugatasqQIQQYjDkxYtWqSCcOTIkZKenm5Kp2o8Hh/313Xpkht5mwq/1q1bl+vrImuwAiRbWuJjHZQVB3qHh4erS2IE4Z///Gd1rGSLFi3k0UcflYMHDxrfqdr/HNv3la9PVTVkLPL+JAhpeDC6leugqlevriZFEIQ4SQ6t5lu2bCnDhg1Ta/PYqVpPdi+DIecIKsZJ4zax+kBvNCCdPXu2/O1vf1OztTFPzZbTVRvIBQNfAQQ2whoHlpMzYcUAJsoYgmRrAJZk5YHeaEP/13+8Le9kNRazrB3V1ZDQJuPNmTNHhg8fLkVFRRJ08aAt0pPll8DXWgfVPrK2+tPM7W3VqlUTX4tYqWTSP343d6rWwQVfsFSu11S+PJglyUdOuaqfJHm0ArRa7CuJaj2fWRpHhMqG0Wxz7xQlF7en5+Ac3aAyL24n79IyANGpOiZ+teldanbF3+3YRg26wEQXTiXEAVqozEtb5uR/P3YuYfE+++15n2Muga3ETtV6qOjidnw8eZuW5Qk7VXsfFreXd30nghBvWByflVeg1q+SN2lZAbJTtbcZubgd4yxiJehZWgagv1O1aNyp2qu4uJ0CoWUA6t6p2ssw4YF280bCeBiXvEfLAAQseQh0P3JZYVzsYCHrl7pgttfo7uMYD+Puy8w1dFyyn7YBiPVeZrTpB4yL7XtkLazzM/OXGhe3e4+2AejvVG30DwzGw7jcBmc9LHI285ca9qyTt2gbgGZ2qsa4ZP3idhxfYCY07OC2OW/ROgDN7lRN1uHidioPrQPQqk7VZD4ubqfy4DqNi52q61YPkYkJyWrJQyD3kXDPD5e9qPwYfvbh4nYqD+0rQDs6VZPxuLidyoMVYAm4d4dOzlZ3qibjFreb2eKMi9u9R8t2WE7tVE0VE5+QrM5rNmMpDCr+oZ0bS7zBk2ZkLwYgeQYqdxxWbxYec+A9vAdInsHF7RQoBiB5Che3UyAYgOQpXNxOgWAAkudwcTuVFSdByNOdobm4nUrDACRP46lwVBoGIGmBi9vp5zAASTtc3E5+DEAi0hZngYlIWwxAItIWA5CItMUAJCJtMQCJSFsMQCLSFgOQiLTFACQibTEAiUhbDEAi0hYDkIi0xQAkIm0xAIlIWwxAItIWA5CItMUAJCJtMQCJSFsMQCLSFgOQiLTFACQibTEAiUh09f8Bea8Z83BKJrQAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(3, 3))\n", "draw(Graph(adj_matrix))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1b6e1bfd", "metadata": {}, "source": [ "Finally, the two last objects correspond to the TableDict object with the features (useful later on, as we'll see shortly) and the already explained global scaler.\n", "\n", "So, with just a few commands, we already have everything we need to train our first deep clustering models. Let's briefly explore how they work and get on with the training!" ] }, { "cell_type": "markdown", "id": "121b3cac", "metadata": {}, "source": [ "### Embedding our data with deep clustering models" ] }, { "cell_type": "markdown", "id": "39841a5a", "metadata": {}, "source": [ "The core idea of deep clustering is to embed our input (the motion features over time) with a neural network, and retrieve a set of embeddings per time point (a reduced representation in the form of a vector) each of which is assigned to a cluster. In this context, clusters correspond to systematic behaviors the model observes in the provided cohort.\n", "\n", "DeepOF has three main models it can offer. Two of them (called [VaDE](https://arxiv.org/abs/1611.05148) and [VQVAE](https://arxiv.org/abs/1711.00937) after the models from the literature they are based on) are [**autoencoders**](https://blog.keras.io/building-autoencoders-in-keras.html). This means that the architecture consists of two parts, an encoder and a decoder, which are trained jointly in a way in which the output is optimized to reconstruct the input. Moreover, a clustering structure is imposed in the latent space that forms in between, so that embeddings are thought of as coming from one of a set of jointly trained components. While VaDE (left on the figure below) treats each component as a multivariate Gaussian distribution in a continuous space, VQVAE models (right on the figure below) use a codebook mapping to a discrete representation space. More details on both VaDE and VQVAE can be found [here](https://medium.com/machine-intelligence-and-deep-learning-lab/variational-deep-embedding-403fb476ed7f) and [here](https://ml.berkeley.edu/blog/posts/vq-vae/), respectively.\n", "\n", "For now, let's just say that VaDE models are a lot more stable (at least in our experiments) when working with graph input, so we've assigned them as default. You can still try the VQVAE models with your data if you'd like, though!" ] }, { "cell_type": "markdown", "id": "e548212f", "metadata": {}, "source": [ "![unsupervised_models](./Assets/deepof_unsupervised_models.png)" ] }, { "cell_type": "markdown", "id": "f6425c54", "metadata": {}, "source": [ "The third class of models use a different architecture altogether, which is based in [contrastive learning](https://lilianweng.github.io/posts/2021-05-31-contrastive/). This produces embeddings without the need for a decoder, but clustering must be conducted post-hoc, which DeepOF takes care of using a Hidden Markov Model.\n", "\n", "With all of this in mind, let's see how this works in practice. To train a model, you need to call the `.deep_unsupervised_embedding()` method on your coordinates. Some parameters we should take into account when doing so are:\n", "\n", "* preprocessed_object, which corresponds to the dataset tuples generated above (either preprocessed_coords or graph_preprocessed_coords, for matrix and graph input respectively).\n", "* adjacency_matrix, required for graph input.\n", "* embedding_model, corresponding to the model to use. Can be set to 'VaDE' (default), 'VQVAE', or 'Contrastive'\n", "* encoder_type, corresponding to the architecture that the models use for the encoder (and decoder if available). Can be set to 'recurrent' (default), TCN, or transformer.\n", "* n_components, corresponding to the number of clusters to train.\n", "* latent_dim, corresponding to the size of the produced embeddings.\n", "* interaction_regularization, which is only applicable when multi-animal embeddings are at play. Higher values will force the model to focus more on interactions rather than on joint individual behaviors. For reference, in the multi-animal embeddings depicted in the main DeepOF paper the parameter was set to 0.5.\n", "* pretrained, which loads already saved weights within your DeepOF model instead of training a new model. By default, DeepOF will attempt to load the latest trained weights with the specified parameters. See the **NOTE** below to see how to select between different sets of weights in case you need to.\n", "\n", "For more details, feel free to open the full API reference." ] }, { "cell_type": "markdown", "id": "d9b60bfb", "metadata": {}, "source": [ "**NOTE**: Trained weights are saved under __Trained_models/trained_weights__ in your project directory. If you'd like to manually select the weights to load, browse to the corresponding folder and input the name of the file of choice, instead of a boolean.\n", "\n", "**NOTE2**: If you set pretrained to False in the cell below, it can take a while to run in some cases (around 20 min in a GPU environment in Colab)." ] }, { "cell_type": "code", "execution_count": 11, "id": "04932934", "metadata": { "scrolled": false }, "outputs": [], "source": [ "trained_model = my_deepof_project.deep_unsupervised_embedding(\n", " preprocessed_object=graph_preprocessed_coords, # Change to preprocessed_coords to use non-graph embeddings\n", " adjacency_matrix=adj_matrix,\n", " embedding_model=\"VaDE\", # Can also be set to 'VQVAE' and 'Contrastive'\n", " epochs=10,\n", " encoder_type=\"recurrent\", # Can also be set to 'TCN' and 'transformer'\n", " n_components=10,\n", " latent_dim=6,\n", " batch_size=1024,\n", " verbose=True, # Set to True to follow the training loop\n", " interaction_regularization=0.0,\n", " pretrained=True, # Set to False to train a new model!\n", ")" ] }, { "cell_type": "markdown", "id": "d70bfc78", "metadata": {}, "source": [ "While we won't explore the models themselves in detail in this tutorial, some hints you may want to try on your own are:\n", "\n", "* `trained_model.summary()` will print a detailed description of the trained model and its parameters\n", "* `trained_model.encoder()` will encode data to the latent space\n", "* `trained_model.grouper()` will retrieve the clustering output" ] }, { "cell_type": "markdown", "id": "80373de6", "metadata": {}, "source": [ "Once we have a trained model, it's time to finally get our embeddings! This can be done using the `deepof.model_utils.embedding_per_video()` function. This will return TableDict objects containing the embeddings, soft_counts, and breaks per experiment. These are:\n", "\n", "* embeddings: a TableDict object containing embdings per time point per experiment.\n", "* soft_counts: soft cluster assignments per video. The values per time point can be interpreted as the probability the model assigns to each cluster. The cluster with maximum probability will be assigned in the end. This soft clustering approach allows us to filter time points with low confidence, as we'll see.\n", "* breaks: length of each time point. By default, it corresponds to the stride assigned to the sliding window. This object is here for legacy reasons, as it enables compatibility with a change point detection pipeline that won't be explored in this tutorial." ] }, { "cell_type": "code", "execution_count": 12, "id": "ae1dd046", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Computing embeddings : 100%|██████████| 6/6 [01:44<00:00, 17.46s/table]\n" ] } ], "source": [ "# Get embeddings, soft_counts, and breaks per video\n", "embeddings, soft_counts = deepof.model_utils.embedding_per_video(\n", " coordinates=my_deepof_project,\n", " to_preprocess=to_preprocess, \n", " model=trained_model,\n", " animal_id=\"B\",\n", " global_scaler=global_scaler,\n", ")" ] }, { "cell_type": "markdown", "id": "9f001554", "metadata": {}, "source": [ "After learning a clustering partition, DeepOF can refine it by training a temporal model on the cluster assignments. This is done using the `deepof.post_hoc.recluster` function, which under the hood fits a Hidden Markov Model (HMM) to the learned unsupervised embeddings, taking into account both the embeddings themselves and the cluster assigned to the immediately previous time point in the video. The previously learned `soft_counts` are used as prior information, so that the model can learn a refinement of the initial clustering, rather than learning it from scratch.\n", "\n", "In practice, this leads to much smoother behavioral state assignments over time, with animals transitioning between states in a more biologically plausible manner. This is particularly useful when the initial clustering is noisy, or when the number of clusters is high, as the HMM can help to merge similar states and separate different ones." ] }, { "cell_type": "code", "execution_count": 13, "id": "4f47d907", "metadata": {}, "outputs": [], "source": [ "soft_counts = deepof.post_hoc.recluster(\n", " soft_counts=soft_counts, # Previously learned soft counts, used as prior information\n", " coordinates=my_deepof_project, # Coordinates object\n", " embeddings=embeddings, # Previously learned unsupervised embeddings to cluster\n", " min_confidence=0.75, # Minimum confidence to count soft_counts as prior information\n", " states=10, # Number of states to cluster. If used for cluster selection, set to 'aic'\n", " min_states=2, # Minimum number of states to cluster for cluster selection\n", " max_states=25, # Maximum number of states to cluster for cluster selection\n", ")" ] }, { "cell_type": "markdown", "id": "28c89775", "metadata": {}, "source": [ "Alternatively, this function can be used for cluster selection. Instead of training a set of models with different numbers of clusters, which can be computationally expensive, DeepOF can automatically select these for you, using the Akaike information criterion (AIC). Just set the `states` parameter to `aic`, and `min_states` and `max_states` to the range of clusters you'd like to explore. The function will then train a set of models with different numbers of clusters, and return both the one that minimizes the AIC, and the likelihood of the data given each model." ] }, { "cell_type": "markdown", "id": "1dba21af", "metadata": {}, "source": [ "Let's move on. As the training set in this tutorial is quite small, we'll load embeddings from a model trained on the full dataset of 53 videos for the rest of the presented analyses. Feel free to try the remaining cells with your trained model by skipping the cell below, though!" ] }, { "cell_type": "code", "execution_count": 14, "id": "f581f691", "metadata": {}, "outputs": [], "source": [ "# Load results\n", "my_deepof_project = deepof.data.load_project(\"./tutorial_files/tutorial_project\")\n", "with open(\n", " \"./tutorial_files/tutorial_project/Trained_models/trained_weights/deepof_unsupervised_VaDE_recurrent_encodings_input_type=coords_kmeans_loss=0.0_encoding=6_k=10_20240717-214855_final_weights.pkl\", \"rb\"\n", ") as handle:\n", " embeddings, soft_counts, breaks = pickle.load(handle)\n" ] }, { "cell_type": "markdown", "id": "c04ad58f", "metadata": {}, "source": [ "So we finally have our trained embeddings, and our data has been clustered. Let's now see what sort of tools DeepOF offers to analyze the results." ] }, { "cell_type": "markdown", "id": "3175278c", "metadata": {}, "source": [ "### Visualizing temporal and global embeddings" ] }, { "cell_type": "markdown", "id": "40cbb13a", "metadata": {}, "source": [ "The first thing we can do is to visualize the cluster space. If you went through the tutorial on supervised analysis, you're already familiar with the `deepof.visuals.plot_embeddings()` function. Here we'll run it again, with slightly different parameters (passing embeddings, soft_counts, and breaks instead of the supervised annotations). As in the previous tutorial, all figures shown in the documentation version of this tutorial were produced using the full 53 animal dataset." ] }, { "cell_type": "code", "execution_count": 15, "id": "b2d68e34", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mInfo! Set colour_by to exp_condition as aggregate_experiments were given!\u001b[0m\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " aggregate_experiments=None,\n", " samples=100,\n", " colour_by=\"cluster\",\n", " ax=ax1,\n", " save=False, # Set to True, or give a custom name, to save the plot\n", ")\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " aggregate_experiments=\"time on cluster\", # Can also be set to 'mean' and 'median'\n", " exp_condition=\"CSDS\",\n", " show_aggregated_density=False,\n", " ax=ax2,\n", " save=False, # Set to True, or give a custom name, to save the plot,\n", ")\n", "ax2.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "78609213", "metadata": {}, "source": [ "The figure on the left now shows time points in a UMAP projection of the latent space, where colors indicate different clusters. The figure on the right aggregates all time points in a given animal as a vector of counts per behavior (indicating how much time each animal spends on each cluster). We can already see a clear separation between conditions, in a fully unsupervised way!" ] }, { "cell_type": "markdown", "id": "e7315bdb", "metadata": {}, "source": [ "### Generating Gantt charts with all clusters" ] }, { "cell_type": "markdown", "id": "16d4f3e9", "metadata": {}, "source": [ "Like we did for the supervised annotations, we can also visualize assigned clusters over time using Gantt charts:" ] }, { "cell_type": "code", "execution_count": 16, "id": "9787776a", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 6))\n", "\n", "deepof.visuals.plot_gantt(\n", " my_deepof_project,\n", " soft_counts=soft_counts,\n", " instance_id=\"20191204_Day2_SI_JB08_Test_54\",\n", ")" ] }, { "cell_type": "markdown", "id": "85ae0e11", "metadata": {}, "source": [ "### Global separation dynamics" ] }, { "cell_type": "markdown", "id": "9e6bbae2", "metadata": {}, "source": [ "Next, let's quantify the distance between our experimental distributions. To measure how far the behavior of stressed animals is from that of controls, we'll use the [Wasserstein distance](http://alexhwilliams.info/itsneuronalblog/2020/10/09/optimal-transport/) between the distributions shown on the right panel of the figure above. Moreover, we'll see how that distance evolves over time. To this end, we can use the `deepof.visuals.plot_distance_between_conditions()` function. " ] }, { "cell_type": "code", "execution_count": 17, "id": "eb133422", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found an optimal_bin at 50 seconds\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: total: 3min 43s\n", "Wall time: 3min 46s\n" ] } ], "source": [ "%%time\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 4))\n", " \n", "deepof.visuals.plot_distance_between_conditions(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " \"CSDS\",\n", " distance_metric=\"wasserstein\",\n", " n_jobs=1,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "91498c14", "metadata": {}, "source": [ "In the figure above, you can see two curves. The grey one in the background measures how the distance between conditions evolves over a growing window over time. We start with 10 seconds of data, and add one at the time until all 600 are included (the underlying videos are 10-minutes long). Peaks in this curve can then point towards points in the time series that maximize the difference between conditions. Here, we see a maximum at 50 seconds.\n", "\n", "The function then selects 50 seconds as the optimal binning break, and splits the experiments in equally-sized bins (except for the last one, which is a bit smaller). The distance across consecutive bins is then reported in the green curve, which we see decay over time as the distributions become closer and closer. We can map these back to the embeddings we displayed before, and filter them over time:" ] }, { "cell_type": "code", "execution_count": 18, "id": "18898bdc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mInfo! Set colour_by to exp_condition as aggregate_experiments were given!\u001b[0m\n", "\u001b[33mInfo! Set colour_by to exp_condition as aggregate_experiments were given!\u001b[0m\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project, \n", " embeddings, \n", " soft_counts,\n", " aggregate_experiments=\"time on cluster\",\n", " bin_size=50, # This parameter controls the size of the time bins. We set it to match the optimum reported above\n", " bin_index=0, # This parameter controls the index of the bins to select, we take the first one here\n", " ax=ax1,\n", ")\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project,\n", " embeddings, \n", " soft_counts,\n", " aggregate_experiments=\"time on cluster\",\n", " exp_condition=\"CSDS\",\n", " show_aggregated_density=True,\n", " bin_size=50, # This parameter controls the size of the time bins. We set it to match the optimum reported above\n", " bin_index=3, # This parameter controls the index of the bins to select, we take the fourth one here\n", " ax=ax2,\n", ")\n", "ax2.legend(\n", " bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0\n", ")\n", "\n", "ax1.legend().remove()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9a195f3a", "metadata": {}, "source": [ "Where we clearly see that the overlap between the distributions is greater in the figure on the right (and therefore their Wasserstein distance lower)." ] }, { "cell_type": "markdown", "id": "cec60eee", "metadata": {}, "source": [ "### Exploring cluster enrichment across conditions" ] }, { "cell_type": "markdown", "id": "3769a5d4", "metadata": {}, "source": [ "Next, and as we did in the last tutorial on supervised annotation, we can test for enrichment in cluster expression! This way we can detect and pinpoint specific behavioral differences between our cohorts. Let's compare how the enrichment plots look for the whole data and the first time bin, respectively:" ] }, { "cell_type": "code", "execution_count": 19, "id": "e2258e23", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax, ax2) = plt.subplots(2, 1, figsize=(12, 5))\n", "\n", "deepof.visuals.plot_enrichment(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " normalize=True,\n", " add_stats=\"Mann-Whitney\",\n", " exp_condition=\"CSDS\",\n", " verbose=False,\n", " ax=ax,\n", ")\n", "\n", "deepof.visuals.plot_enrichment(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " normalize=True,\n", " bin_size=50,\n", " bin_index=0,\n", " add_stats=\"Mann-Whitney\",\n", " exp_condition=\"CSDS\",\n", " verbose=False,\n", " ax=ax2,\n", ")\n", "ax.tick_params(\n", " axis='x',\n", " which='both',\n", " bottom=False,\n", " top=False,\n", " labelbottom=False)\n", "ax.set_xlabel(\"\")\n", "ax2.legend().remove()\n", "plt.title(\"\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "62d8c318", "metadata": {}, "source": [ "We can see how, as expected, there are many more differences in the first time bin than in the entire time series. Moreover, we see a few clusters (3-5, for example) that are highly enriched in stressed animals in the first time bin, but less different or not different at all when looking at the whole time series. We'll visualize what these are at the end of this tutorial." ] }, { "cell_type": "markdown", "id": "0950730c", "metadata": {}, "source": [ "### Exploring cluster dynamics across conditions" ] }, { "cell_type": "markdown", "id": "782f888f", "metadata": {}, "source": [ "Aside from exploring cluster enrichment, DeepOF provides tools to gain insight into cluster dynamics. That is, how transitions between different clusters look like. For example, we can have a look at the transition matrices per condition with `deepof.visuals.plot_transitions()`:" ] }, { "cell_type": "code", "execution_count": 20, "id": "4fbffdf3", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# Transition matrices and heatmaps\n", "deepof.visuals.plot_transitions(\n", " my_deepof_project,\n", " None,\n", " soft_counts.filter_videos(my_deepof_project.get_exp_conditions.keys()),\n", " visualization=\"heatmaps\",\n", " bin_size=50,\n", " bin_index=0,\n", " exp_condition=\"CSDS\",\n", " ax=axes,\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4d616988", "metadata": {}, "source": [ "Here we can see heatmaps depicting how common transitions between components are. Rows and columns are clustered, to put clusters with common transitions between them together. As it may be hard to retrieve patterns from heatmaps visualized this way, the function can also represent them as graphs, where more common transitions are depicted with thicker edges:" ] }, { "cell_type": "code", "execution_count": 21, "id": "044d5613", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "deepof.visuals.plot_transitions(\n", " my_deepof_project,\n", " None,\n", " soft_counts.filter_videos(my_deepof_project.get_exp_conditions.keys()),\n", " visualization=\"networks\",\n", " silence_diagonal=True,\n", " bin_size=50,\n", " bin_index=0,\n", " exp_condition=\"CSDS\",\n", " ax=axes,\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d02fe324", "metadata": {}, "source": [ "We can see how the state transitions for this model are relatively similar between nonstressed and stressed mice even though there are some noticable differences (e.g. the transition between 3 and 5 is slightly more frequent in the nonstressed group)." ] }, { "cell_type": "markdown", "id": "61ac3030", "metadata": {}, "source": [ "Moreover, we can explore how the overall behavioral entropy (which measures how predictable behavior for a given animal is) compares across experimental conditions. To obtain these values, DeepOF runs a set of simulations on the transition matrices depicted above, until the population of clusters converges to a stationary distribution. Entropy is then computed on this distribution for each animal, and the obtained values per condition are compared. The function that allows users to run this analysis is `deepof.visuals.plot_stationary_entropy()`, and it's executed as in the cell below:" ] }, { "cell_type": "code", "execution_count": 22, "id": "576c91cb", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Entropy plots\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 2))\n", "\n", "deepof.visuals.plot_stationary_entropy(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " exp_condition=\"CSDS\",\n", " ax=ax,\n", ")" ] }, { "cell_type": "markdown", "id": "c1c86573", "metadata": {}, "source": [ "Here we see that behavioral entropy is follows an overal similar distribution but is on average significantly lower in stressed animals! This could be explained by the richer behavioral repertoire that non-stressed animals explore. Upon visualizing the attached videos, one can see that much of the time stressed animals are showing behaviors closer to freezing, while non-stressed animals tend to transition between different exploratory behaviors." ] }, { "cell_type": "markdown", "id": "d9308d46", "metadata": {}, "source": [ "So far we've seen how to run the unsupervised pipeline to get both embeddings and cluster assignments, as well as how to compare the results across experimental conditions. In the last part of this tutorial, we'll explore one of the most important questions you may be asking: how do I know what the clusters mean?" ] }, { "cell_type": "markdown", "id": "66ffb1d3", "metadata": {}, "source": [ "### Interpreting clusters using SHAP" ] }, { "cell_type": "markdown", "id": "141b0cff", "metadata": {}, "source": [ "To interpret cluster assignments, DeepOF relies on two complementary approaches. The first one is to train a set of supervised classifiers that can predict cluster assignments given a set of features describing the sliding window input, such as distances, speeds, and areas of different body parts and regions, as well as the supervised annotators we generated in the last tutorial (if provided). For a more detailed description of the included features, refer to either the main DeepOF paper or the full API reference." ] }, { "cell_type": "markdown", "id": "d3a8bbec", "metadata": {}, "source": [ "There are three steps in the cluster interpretation pipeline: feature extraction, classifier training, and SHAP value computation.\n", "\n", "Let's start with feature extraction, which is computed using `deepof.post_hoc.annotate_time_chunks()`:\n", "\n", "**NOTE**: the function below can require a significant amount of memory to run, especially in multi-animal settings. Try to use a work station, if possible." ] }, { "cell_type": "code", "execution_count": 23, "id": "4e58fa48", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "data preprocessing : 100%|██████████| 4/4 [00:52<00:00, 13.05s/step, step=Loading kinematics]\n", "supervised annotations : 100%|██████████| 53/53 [01:05<00:00, 1.23s/table, step=post processing] \n" ] } ], "source": [ "# To include supervised annotations and allow DeepOF to report associations between supervised and unsupervised \n", "# annotations, we'll quickly run the supervised pipeline once again:\n", "supervised_annotation = my_deepof_project.supervised_annotation() " ] }, { "cell_type": "code", "execution_count": 24, "id": "d7c72b75", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling : 100%|██████████| 53/53 [00:00<00:00, 126.45table/s]\n", "Scaling : 100%|██████████| 53/53 [00:04<00:00, 11.16table/s]\n", "Get training windows : 100%|██████████| 53/53 [00:00<00:00, 301.63table/s]\n" ] } ], "source": [ "csds_chunk_stats, hard_counts, sampled_idcs_dict = deepof.post_hoc.annotate_time_chunks(\n", " deepof_project=my_deepof_project,\n", " soft_counts=soft_counts,\n", " supervised_annotations=supervised_annotation,\n", " animal_id=\"B\",\n", " kin_derivative=1,\n", " window_size=25,\n", " include_distances=True,\n", " min_confidence=0.9,\n", " include_angles=False,\n", " include_areas=True,\n", " aggregate=\"mean\",\n", " samples=10000,\n", ")" ] }, { "cell_type": "markdown", "id": "3d6c492e", "metadata": {}, "source": [ "The function returns three objects. The first one is a data frame with all extracted features over 10000 sampled sliding windows." ] }, { "cell_type": "code", "execution_count": 25, "id": "9f8be959", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DeepOF relies on the `deepof.post_hoc.train_supervised_cluster_detectors()` function, which by default runs a [stratified cross-validation](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedKFold.html) loop to check how generalizable the obtained results are within the dataset. We'll run it with 10 folds:" ] }, { "cell_type": "code", "execution_count": 27, "id": "302b1c70", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training cross-validated models for performance estimation...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 28 concurrent workers.\n", "[Parallel(n_jobs=-1)]: Done 5 out of 5 | elapsed: 3.0min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training on full dataset for feature importance estimation...\n", "Done!\n" ] } ], "source": [ "np.random.seed(10)\n", "full_cluster_clf, cluster_gbm_performance, groups = deepof.post_hoc.train_supervised_cluster_detectors(\n", " csds_chunk_stats, hard_counts, sampled_idcs_dict, n_folds=5, verbose=2,\n", ")" ] }, { "cell_type": "markdown", "id": "f9bedc69", "metadata": {}, "source": [ "Great, we got some results! Before moving to interpretation, we can visualize performance using deepof.visuals.plot_cluster_detection_performance(). The 'visualization' parameter can take one of two values: 'confusion_matrix' and 'balanced_accuracy', corresponding to the two panels in the figure below." ] }, { "cell_type": "code", "execution_count": 28, "id": "b5bc7eab", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax, ax2) = plt.subplots(1, 2, figsize=(18, 8))\n", "\n", "deepof.visuals.plot_cluster_detection_performance(\n", " my_deepof_project,\n", " csds_chunk_stats,\n", " cluster_gbm_performance,\n", " hard_counts,\n", " groups,\n", " visualization=\"confusion_matrix\",\n", " ax=ax,\n", ")\n", "\n", "deepof.visuals.plot_cluster_detection_performance(\n", " my_deepof_project,\n", " csds_chunk_stats,\n", " cluster_gbm_performance,\n", " hard_counts,\n", " groups,\n", " visualization=\"balanced_accuracy\",\n", " save=False,\n", " ax=ax2,\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "673cebe4", "metadata": {}, "source": [ "The confusion matrix on the left shows how the proportion of allocations the model we just trained made in the validation set (all folds are aggregated). The diagonal corresponds then to correct assignments, whereas common errors are shown as off-diagonal high values. This way we can see there are some miss assignments that are more common than others: although the diagonal elements are the highest for all rows, cluster 6 is often confused with cluster 3 and 7, for example. This can be interpreted as a measure of similarity behind the underlying behaviors.\n", "\n", "The figure on the right shows the balanced accuracy (which controls for imbalanced data) on the validation set for each fold of the cross-validation loop. Wee see that all clusters perform much higher than random!" ] }, { "cell_type": "markdown", "id": "0ac11113", "metadata": {}, "source": [ "With all this out of the way, we're ready to delve into cluster interpretation. To this end, DeepOF relies in [Shapley additive explanations (SHAP)](https://shap.readthedocs.io/en/latest/index.html) a widely adopted toolkit for permutation-based computation of global and local feature importance. Let's run it and explore the results:\n", "\n", "**NOTE**: running the cell below can take a considerable amount of time in a large dataset. For didactic purposes, we'll load the precomputed results here." ] }, { "cell_type": "code", "execution_count": 29, "id": "1e425d78", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f2e55e6444ec4a5a9ecd3537a9eb2815", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1000 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "deepof.visuals.plot_shap_swarm_per_cluster(\n", " my_deepof_project, \n", " data_to_explain, \n", " shap_values, \n", " \"all\", \n", " show=True,\n", ")" ] }, { "cell_type": "markdown", "id": "34408f4f", "metadata": {}, "source": [ "The _x_ axis in the figure above depicts the average absolute SHAP values, a measure of feature importance. The _y_ axis shows the names of the top 8 features the model uses to detect across all clusters. Here, we're looking at **global** feature importance for the model; even though this plot is not very informative regarding individual clusters, we can indeed interpret that the most important features overall are speed, spine stretch (distance between the center of the animal and spine 2 — see the scheme in the landing page of the documentation for details), and the lookaround classifier." ] }, { "cell_type": "code", "execution_count": 32, "id": "b3bdc52c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "deepof.visuals.plot_shap_swarm_per_cluster(\n", " my_deepof_project, \n", " data_to_explain, \n", " shap_values, \n", " cluster=0, \n", " show=True,\n", ")" ] }, { "cell_type": "markdown", "id": "061caac6", "metadata": {}, "source": [ "Selecting any cluster in the 'cluster' parameter will render a different kind of plot. What we're looking now is called a bee swarm plot, and it's one of the main visualizations the SHAP package has to offer. The y-axis is the same as before (but it's now based on feature importance to detect the cluster that was specifically selected). The _x_ axis, however, shows the raw SHAP values instead of the global absolute value. Positive values indicate an association with the model selecting this specific cluster, whereas negative values indicate an association with the model selecting against this specific cluster. Finally, the color indicates the underlying feature value.\n", "\n", "Thus, interpretation lies in detecting associations between the sign of the SHAP values and their color. Red values to the right mean positive associations between a feature and a cluster, whereas blue values on the right mean a negative association. Let's see an example to make it more explicit. \n", "\n", "Go to cluster 0, which we saw it's significantly enriched in stressed animals. We see there seems to be a negative association with speed, and spine stretch! This makes a lot of sense for a stressed animal in this context.\n", "\n", "One of the main advantages of working with video data, however, is that we can directly visualize samples representing each cluster. DeepOF offers two main functions to do this, which, in combination with the SHAP pipeline we just covered, can be a pretty powerful tool. Let's see!" ] }, { "cell_type": "markdown", "id": "93c18109", "metadata": {}, "source": [ "### Exporting cluster video snippets" ] }, { "cell_type": "markdown", "id": "dd8b2669", "metadata": {}, "source": [ "First, we can use the same animation function we saw in the first tutorial, with a few additions. If we pass the embeddings and soft_counts objects into the embedding and cluster_assignments parameters respectively, as well as a specific video to experiment_id, and the index of a selected_cluster, an animated figure with two panels will be created.\n", "\n", "The panel on the left shows the embeddings for the whole video, colored by assigned cluster, and marks the current frame with an animated red cursor. The panel on the right shows a representation of the selected frames as an animated video. Note that both animals are shown in the panel on the right, with the experimental subject depicted in blue. We see that the C57Bl6's behavior matches closely what was described above!" ] }, { "cell_type": "code", "execution_count": 33, "id": "f220c9c7", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "The figure layout has changed to tight\n" ] }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "video = deepof.visuals.animate_skeleton(\n", " my_deepof_project,\n", " embeddings=embeddings,\n", " soft_counts=soft_counts,\n", " experiment_id=\"20191204_Day2_SI_JB08_Test_54\",\n", " bin_index=0,\n", " bin_size=190,\n", " sampling_rate=15, \n", " selected_cluster=1,\n", " dpi=60,\n", " center=\"arena\",\n", ")\n", "\n", "html = display.HTML(video)\n", "display.display(html)\n", "plt.close()" ] }, { "cell_type": "markdown", "id": "c3c31cc3", "metadata": {}, "source": [ "Moreover, `deepof.visuals.export_annotated_video()` can output direct samples taken from the dataset into a real video. The function will concatenate samples from all available experiments, and generate a video with samples from each cluster. The parameter frame_limit_per_video controls how many frames per video should be included (to prevent the output from ending up being too large, especially in big datasets). Let's indeed run it, and load some samples from cluster 1 and into the notebook! The legend below shows the experiment from which each sample was taken." ] }, { "cell_type": "code", "execution_count": 34, "id": "a3f8a30f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Exporting behavior videos : 100%|██████████| 10/10 [02:34<00:00, 15.47s/ video]\n" ] } ], "source": [ "deepof.visuals.export_annotated_video(\n", " my_deepof_project,\n", " soft_counts,\n", " frame_limit_per_video=100,\n", ")" ] }, { "cell_type": "markdown", "id": "27f5e289", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "id": "204b3153", "metadata": {}, "source": [ "### Wrapping up" ] }, { "cell_type": "markdown", "id": "58047d14", "metadata": {}, "source": [ "Thank you for making it until the end. In this three-part tutorial series, we covered how to load data into DeepOF, and how to run and interpret results in both supervised and unsupervised pipelines. The fourth (optional) tutorial deals with using custom labelling schemes, and can be found [here](https://deepof.readthedocs.io/en/latest/tutorial_notebooks/deepof_custom_labels_tutorial.html). If you are dealing with particularly large datasets (with recordings being several hours long), tutorial five might be of interest for you, which you can find [here](https://deepof.readthedocs.io/en/latest/tutorial_notebooks/deepof_big_data_tutorial.html). Stay tuned for more content, and make sure to raise an [issue](https://github.com/mlfpm/deepof/issues) in our GitHub repository if you have any questions!" ] } ], "metadata": { "kernelspec": { "display_name": "dof", "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": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 5 }