{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Foraging toolkit demo - approximate inference analysis on Central Park birds data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Outline\n", "* [Introduction](#introduction)\n", "* [Data processing](#data-processing)\n", " * [Load data](#load-data)\n", " * [Visualize trajectories](#visualize-trajectories)\n", " * [Analyze mutual distance distribution](#analyze-mutual-distance-distribution)\n", "* [Inference](#inference-with-a-specific-quantitative-hypothesis)\n", " * [Predictors derivation](#predictors-derivation)\n", " * [Predictors visualization](#predictors-visualization)\n", " * [Model fit](#model-fit)\n", "* [Results](#results)\n", " * [Ducks](#ducks)\n", " * [Sparrows](#sparrows)\n", " * [Comparison](#comparison)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook demonstrates using the foraging toolkit to analyze movements of birds recorded in Central Park, NYC, as described in the paper [1], Fig. 4.\n", "\n", "The users are advised to read through the demo notebooks in [`docs/foraging/random-hungry-followers`](../random-hungry-followers/) folder to familiarize themselves with the foraging toolkit, and, specifically, with computing predictors and running inference.\n", "\n", "---\n", "\n", "[1] R. Urbaniak, M. Xie, and E. Mackevicius, “Linking cognitive strategy, neural mechanism, and movement statistics in group foraging behaviors,” Sci Rep, vol. 14, no. 1, p. 21770, Sep. 2024, [doi: 10.1038/s41598-024-71931-0.](https://www.nature.com/articles/s41598-024-71931-0)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# importing packages. See https://github.com/BasisResearch/collab-creatures for repo setup\n", "import logging\n", "import os\n", "\n", "import dill\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "import collab.foraging.toolkit as ft\n", "from collab.foraging.toolkit import dataObject, plot_predictor\n", "\n", "logging.basicConfig(format=\"%(message)s\", level=logging.INFO)\n", "\n", "from collab.utils import find_repo_root\n", "\n", "root = find_repo_root()\n", "\n", "import plotly.io as pio\n", "\n", "pio.renderers.default = \"notebook\"\n", "\n", "# users can ignore smoke_test -- it's for automatic testing on GitHub,\n", "# to make sure the notebook runs on future updates to the repository\n", "smoke_test = \"CI\" in os.environ\n", "frames = 150 if smoke_test else 300\n", "frames_sps = 150 if smoke_test else 300\n", "sampling_rate = 0.001 if smoke_test else 0.01\n", "num_svi_iters = 100 if smoke_test else 1000\n", "num_samples = 100 if smoke_test else 1000" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data processing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we convert the raw data into foraging toolkit format. Our methods expect a `dataObject` with `foragersDF` property, which is a `DataFrame` with columns `time,forager,x,y`. We use the toolkit utilities to subsample and rescale the data.\n", "\n", "Notice that `NaN` values are valid, indicating that a certain forager was not detected in a certain time frame. The warning remains, as depending on the hypotheses and goals of a researcher, one might want to make a decision whether frames where at least one animal disappears are pathological and should be disposed of. In this case, we expect some missing data, as the birds were observed in the wild within a limited area, and sometimes leave the field of view." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "original_frames: 1451\n", "original_shape: (8867, 4)\n", "resulting_frames: 300\n", "resulting_shape: (1848, 4)\n", "original_frames: 11550\n", "original_shape: (22821, 4)\n", "resulting_frames: 279\n", "resulting_shape: (617, 4)\n", "\n", "Ducks:\n", "------\n", " x y time forager\n", "0 NaN NaN 0 0\n", "1 NaN NaN 1 0\n", "2 NaN NaN 2 0\n", "3 NaN NaN 3 0\n", "4 NaN NaN 4 0\n", "\n", "Sparrows:\n", "--------\n", " x y time forager\n", "0 NaN NaN 0 0\n", "1 NaN NaN 1 0\n", "2 NaN NaN 2 0\n", "3 NaN NaN 3 0\n", "4 NaN NaN 4 0\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 0, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 1, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 2, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 3, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 4, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 5, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 6, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 7, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 8, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 9, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 10, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 11, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 12, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 13, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 14, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 15, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 16, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 17, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 18, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 19, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 20, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 21, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 22, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 23, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 24, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 25, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 26, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 27, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 28, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 0, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 1, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 2, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 3, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 4, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 5, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 6, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 7, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 8, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 9, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 10, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 11, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 12, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 13, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 14, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 15, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 16, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 17, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 18, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 19, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 20, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 21, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 22, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 23, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 24, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 25, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 26, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/utils.py:62: UserWarning:\n", "\n", "\n", " Missing frames encountered for forager 27, adding NaN fillers.\n", " The default behavior of predictor/score generating functions is\n", " to ignore foragers with missing positional data. To modify, see documentation of\n", " `derive_predictors_and_scores` and `generate_local_windows`\n", " \n", "\n" ] } ], "source": [ "ducks_raw = pd.read_csv(\n", " os.path.join(\n", " root,\n", " \"data/foraging/central_park_birds_cleaned_2022/20221215122046189_-5_25_bone.avi.hand_checked_cleaned_df.csv\",\n", " )\n", ")\n", "sparrows_raw = pd.read_csv(\n", " os.path.join(\n", " root,\n", " \"data/foraging/central_park_birds_cleaned_2022/20221229124843603_n5_25_bone.avi.hand_checked_cleaned_df.csv\",\n", " )\n", ")\n", "\n", "ducks_raw = ducks_raw.rename(columns={\"bird\": \"forager\"})\n", "sparrows_raw = sparrows_raw.rename(columns={\"bird\": \"forager\"})\n", "\n", "ducks_sub = ft.subset_frames_evenly_spaced(ducks_raw, frames)\n", "ducks_sub = ft.rescale_to_grid(ducks_sub, 90)\n", "ducks_object = dataObject(foragersDF=ducks_sub)\n", "\n", "sps_sub = ft.subset_frames_evenly_spaced(sparrows_raw, frames_sps)\n", "sps_sub = ft.rescale_to_grid(sps_sub, 90)\n", "sps_object = dataObject(foragersDF=sps_sub)\n", "\n", "print(\n", " f\"\\nDucks:\\n------\\n {ducks_object.foragersDF.head()}\\n\\nSparrows:\\n--------\\n {sps_object.foragersDF.head()}\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize trajectories" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(12, 6))\n", "ax1 = ft.plot_trajectories(ducks_raw, \"ducks\", ax=ax[0], show_legend=False)\n", "\n", "ax2 = ft.plot_trajectories(sparrows_raw, \"sparrows et al.\", ax=ax[1], show_legend=False)\n", "\n", "path = os.path.join(root, \"docs/figures/fig_bird_trajectories.png\")\n", "if not os.path.exists(path):\n", " plt.savefig(path, dpi=300)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analyze mutual distance distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `ft.foragers_to_forager_distances` helper function calculates the distances between foragers at each time frame. It returns a nested list of length `len(obj.foragers)` where sublist `i` contains `DataFrame`s of distances\n", "between forager `i` and all others, one `DataFrame` per time frame.\n", "\n", "This takes a few minutes to run, and results are stored in local .pkl files, which you should delete if you want to re-compute the analysis." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading precomputed distances.\n" ] } ], "source": [ "duck_distances_path = os.path.join(\n", " root, \"docs/foraging/central-park-birds/duck_distances.pkl\"\n", ")\n", "sps_distances_path = os.path.join(\n", " root, \"docs/foraging/central-park-birds/sps_distances.pkl\"\n", ")\n", "\n", "if not os.path.exists(duck_distances_path) or not os.path.exists(sps_distances_path):\n", " duck_distances = ft.foragers_to_forager_distances(obj=ducks_object)\n", " sps_distances = ft.foragers_to_forager_distances(obj=sps_object)\n", "\n", " with open(duck_distances_path, \"wb\") as f:\n", " dill.dump(duck_distances, f)\n", "\n", " with open(sps_distances_path, \"wb\") as f:\n", " dill.dump(sps_distances, f)\n", "\n", "else:\n", " print(\"Loading precomputed distances.\")\n", " with open(duck_distances_path, \"rb\") as f:\n", " duck_distances = dill.load(f)\n", "\n", " with open(sps_distances_path, \"rb\") as f:\n", " sps_distances = dill.load(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we are using `plot_distances` to conveniently plot the distance histogram over the entire simulation. See Fig. 4(E,F) in [1]." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = ft.plot_distances(duck_distances, \"ducks\")\n", "fig.show()\n", "path = os.path.join(root, \"docs/figures/fig_distance_distribution_ducks.png\")\n", "if not os.path.exists(path):\n", " fig.write_image(path, scale=2)\n", "\n", "fig = ft.plot_distances(sps_distances, \"sparrows et al.\")\n", "fig.show()\n", "path = os.path.join(root, \"docs/figures/fig_distance_distribution_sps.png\")\n", "if not os.path.exists(path):\n", " fig.write_image(path, scale=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inference with a specific quantitative hypothesis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The foraging toolkit can be used to formulate certain parametrized hypotheses regarding certain behaviors, fit different models to the data and compare the strength of the fitted coefficients. Assuming reasonable normalization, stronger coefficients correspond to hypotheses that are more consistent with the data. An example of such analysis is given in [1], Fig. 4(G,H), where the `interaction_length` parameter in `proximity` predictor was varied.\n", "\n", "Here we provide an example for computing a single fit (similar to the other demo notebooks), with a hand-selected preferred proximity ($7$) which is expected to be a better fit for ducks than for sparrows. \n", "\n", "In the future, in a separate notebook, we will illustrate a systematic approach to hypothesis choice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predictors derivation\n", "\n", "Compute the relevant derived predictors (proximity and access), which will be used later for inference. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-10-28 16:49:11,062 - access completed in 1.27 seconds.\n", "2024-10-28 16:49:21,107 - proximity completed in 10.04 seconds.\n", "2024-10-28 16:49:22,060 - nextStep_sublinear_25 completed in 0.95 seconds.\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/derive.py:56: UserWarning:\n", "\n", "\n", " Dropped 19072/1705366 frames from `derivedDF` due to NaN values.\n", " Missing values can arise when computations depend on next/previous step positions\n", " that are unavailable. See documentation of the corresponding predictor/score generating\n", " functions for more information.\n", " \n", "\n", "2024-10-28 16:49:25,006 - access completed in 0.88 seconds.\n", "2024-10-28 16:49:26,372 - proximity completed in 1.37 seconds.\n", "2024-10-28 16:49:26,687 - nextStep_sublinear_25 completed in 0.31 seconds.\n", "/Users/emily/code/collaborative-intelligence/collab/foraging/toolkit/derive.py:56: UserWarning:\n", "\n", "\n", " Dropped 22266/621519 frames from `derivedDF` due to NaN values.\n", " Missing values can arise when computations depend on next/previous step positions\n", " that are unavailable. See documentation of the corresponding predictor/score generating\n", " functions for more information.\n", " \n", "\n" ] } ], "source": [ "def derive_cp_predictors(data_object, rep, opt):\n", " window_size = 30\n", " sampling_fraction = 0.2\n", "\n", " score_kwargs = {\n", " \"nextStep_sublinear_25\": {\n", " \"nonlinearity_exponent\": 2.5\n", " }, # chosen to decrease nonlinearity in I/O relationship\n", " }\n", "\n", " predictor_kwargs = {\n", " \"access\": {\n", " \"decay_factor\": 0.9,\n", " },\n", " \"proximity\": {\n", " \"interaction_length\": 90,\n", " \"optimal_distance\": opt,\n", " \"repulsion_radius\": rep,\n", " \"proximity_decay\": 0.2,\n", " },\n", " }\n", "\n", " local_windows_kwargs = {\n", " \"window_size\": window_size,\n", " \"sampling_fraction\": sampling_fraction,\n", " \"skip_incomplete_frames\": False,\n", " }\n", "\n", " object_derived_DF = ft.derive_predictors_and_scores(\n", " data_object,\n", " local_windows_kwargs,\n", " predictor_kwargs=predictor_kwargs,\n", " score_kwargs=score_kwargs,\n", " dropna=True,\n", " add_scaled_values=True,\n", " )\n", "\n", " return object_derived_DF\n", "\n", "\n", "# we will use the same parameters for both species\n", "ducks_derivedDF = derive_cp_predictors(ducks_object, rep=2, opt=7)\n", "sps_derivedDF = derive_cp_predictors(sps_object, rep=2, opt=7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predictors visualization\n", "Plot the proximity score for a particular forager (`forager_predictor_indices=[2]`) at different timesteps." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predictor_name = \"proximity\"\n", "plot_predictor(\n", " ducks_object.foragers,\n", " ducks_object.derived_quantities[predictor_name],\n", " predictor_name=predictor_name,\n", " time=range(47, 55),\n", " grid_size=90,\n", " size_multiplier=10,\n", " random_state=99,\n", " forager_position_indices=list(range(29)),\n", " forager_predictor_indices=[2],\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predictor_name = \"proximity\"\n", "plot_predictor(\n", " sps_object.foragers,\n", " sps_object.derived_quantities[predictor_name],\n", " predictor_name=predictor_name,\n", " time=range(9, 12),\n", " grid_size=90,\n", " size_multiplier=10,\n", " random_state=99,\n", " forager_position_indices=list(range(28)),\n", " forager_predictor_indices=[2],\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model fit\n", "Estimate model coefficients using SVI. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-10-28 16:49:28,088 - Sample size: 168629\n", "2024-10-28 16:49:28,089 - Starting SVI inference with 1000 iterations.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[iteration 0200] loss: 340825.9375\n", "[iteration 0400] loss: 340222.9688\n", "[iteration 0600] loss: 340346.9375\n", "[iteration 0800] loss: 340113.4688\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-10-28 16:49:38,251 - SVI inference completed in 10.16 seconds.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[iteration 1000] loss: 340413.5625\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-10-28 16:49:39,011 - Sample size: 59925\n", "2024-10-28 16:49:39,012 - Starting SVI inference with 1000 iterations.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[iteration 0200] loss: 116830.9219\n", "[iteration 0400] loss: 116779.1016\n", "[iteration 0600] loss: 116588.3906\n", "[iteration 0800] loss: 116632.0000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2024-10-28 16:49:45,801 - SVI inference completed in 6.79 seconds.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[iteration 1000] loss: 116547.4297\n" ] } ], "source": [ "predictors = [\"access\", \"proximity\"]\n", "outcome_vars = [\"nextStep_sublinear_25\"]\n", "\n", "ducks_predictor_dict, ducks_outcome_dict = ft.prep_DF_data_for_inference(\n", " ducks_derivedDF,\n", " predictors,\n", " outcome_vars,\n", " subsample_rate=0.1,\n", ")\n", "\n", "ducks_model = ft.HeteroskedasticLinear(ducks_predictor_dict, ducks_outcome_dict)\n", "\n", "ducks_outcome = ft.get_samples(\n", " model=ducks_model,\n", " predictors=ducks_predictor_dict,\n", " outcome=ducks_outcome_dict,\n", " num_svi_iters=num_svi_iters,\n", " num_samples=num_samples,\n", " plot=False,\n", " verbose=False,\n", ")\n", "\n", "sps_predictor_dict, sps_outcome_dict = ft.prep_DF_data_for_inference(\n", " sps_derivedDF,\n", " predictors,\n", " outcome_vars,\n", " subsample_rate=0.1,\n", ")\n", "\n", "sps_model = ft.HeteroskedasticLinear(sps_predictor_dict, sps_outcome_dict)\n", "\n", "sps_outcome = ft.get_samples(\n", " model=sps_model,\n", " predictors=sps_predictor_dict,\n", " outcome=sps_outcome_dict,\n", " num_svi_iters=num_svi_iters,\n", " num_samples=num_samples,\n", " plot=False,\n", " verbose=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can compare the fit quality. This can be done utilizing `evaluate_performance` method in the foraging toolkit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ducks" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ft.evaluate_performance(\n", " model=ducks_model,\n", " guide=ducks_outcome[\"guide\"],\n", " predictors=ducks_predictor_dict,\n", " outcome=ducks_outcome_dict,\n", " num_samples=1000,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Poor $R^2$ fit suggests that while the model explains some variance, clearly there are many other things that guide the birds that this model does not capture.\n", "\n", "An interesting direction will be to tweak the score functional form." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sparrows" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ft.evaluate_performance(\n", " model=sps_model,\n", " guide=sps_outcome[\"guide\"],\n", " predictors=sps_predictor_dict,\n", " outcome=sps_outcome_dict,\n", " num_samples=1000,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model provides an even poorer fit to the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparison" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us compare the fit coefficients for the proximity predictor." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "new_key = f\"weight_continuous_proximity_{outcome_vars[0]}\"\n", "sites = {\n", " \"ducks\": ducks_outcome[\"samples\"][new_key],\n", " \"sparrows et al.\": sps_outcome[\"samples\"][new_key],\n", "}\n", "\n", "ft.plot_coefs(\n", " sites,\n", " \"Posterior marginal for the proximity coefficients
(both models)\",\n", " nbins=120,\n", " ann_start_y=160,\n", " ann_break_y=50,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interestingly, negative coefficients suggest that actually the sparrows prefer to avoid large separations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "collab_from_setup", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 2 }