{ "cells": [ { "cell_type": "markdown", "id": "0317db06-6efd-4269-8b9f-f2cd73521ee7", "metadata": {}, "source": [ "# Kinematic Center of Mass: tutorial" ] }, { "cell_type": "markdown", "id": "63f7b86a-886c-460f-937b-5705efe23383", "metadata": {}, "source": [ "If the center_of_mass package is not installed, run the following lines:\n", "```\n", "import sys\n", "sys.path.insert(0, '../src')\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "id": "5517b8dd-b071-4640-9e99-90e877e1bb76", "metadata": {}, "outputs": [], "source": [ "import center_of_mass" ] }, { "cell_type": "markdown", "id": "18868368-cf7e-4626-b809-0062fa996625", "metadata": {}, "source": [ "The example data file is loaded." ] }, { "cell_type": "code", "execution_count": 3, "id": "aa51798d-a80f-47d3-a832-23690110fa97", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "input_file = '..\\\\examples\\\\example_data.pkl'\n", "pickle_file = open(input_file,'rb')\n", "data = pickle.load(pickle_file)\n", "pickle_file.close()\n", "sex = data['sex'] # 'female' or 'male'\n", "Labels = data['Labels'] # list of marker labels\n", "Position = data['Position'] # dictionary with, for each marker, the position in meters (numpy.ndarray of shape (3,duration*Position_frequency)" ] }, { "cell_type": "markdown", "id": "1e8158bd-2ecb-40ab-95d4-28faf74b61f5", "metadata": {}, "source": [ "We collect the kinematic data into a Kinematics object, which generates additional attributes: Joint_centers, SegmentCoordinateSystem, SegmentLength and SegmentOrigin." ] }, { "cell_type": "code", "execution_count": 4, "id": "58f8cd2a-cc05-4b88-af0a-03a3ccbca3e9", "metadata": {}, "outputs": [], "source": [ "kinematics = center_of_mass.Kinematics(Position, Labels, sex)" ] }, { "cell_type": "markdown", "id": "1ac6d018-bcb8-4b0a-9521-0f58bfc57007", "metadata": {}, "source": [ "Function for visualising segments" ] }, { "cell_type": "code", "execution_count": 5, "id": "acade600-fdec-4fd6-8e6a-e1cbd4fff390", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d.art3d import Poly3DCollection\n", "%matplotlib widget\n", "instant = 500 # timepoint at which the data will be visualised\n", "\n", "def visualise(kinematics, segments = [], xlim = [1,2.8], ylim = [-0.9,0.9], zlim = [0,1.8], instant = instant):\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111, projection=\"3d\")\n", " for marker in kinematics.Labels:\n", " position = kinematics.Position[marker][:,instant]\n", " ax.scatter(position[0],position[1],position[2], color = 'k', s=0.5)\n", " for segment in segments:\n", " origin = kinematics.SegmentOrigin[segment][:,instant]\n", " if segment == 'Head':\n", " endpoint = origin + kinematics.SegmentLength[segment]*kinematics.SegmentCoordinateSystem[segment][1][:,instant]\n", " elif segment.endswith('Foot'):\n", " endpoint = origin + kinematics.SegmentLength[segment]*kinematics.SegmentCoordinateSystem[segment][0][:,instant] \n", " else:\n", " endpoint = origin - kinematics.SegmentLength[segment]*kinematics.SegmentCoordinateSystem[segment][1][:,instant] \n", " ax.scatter(origin[0],origin[1],origin[2], label = segment)\n", " ax.plot([origin[0],endpoint[0]],[origin[1],endpoint[1]],[origin[2],endpoint[2]]) \n", " ax.legend() \n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", " ax.set_zlim(zlim)\n", " return ax" ] }, { "cell_type": "markdown", "id": "6a1762bd-9159-469c-93b9-88ed379453cd", "metadata": {}, "source": [ "The length, coordinate system and origin of each segment can be calculated using the methods of the Kinematics class." ] }, { "cell_type": "code", "execution_count": 6, "id": "8138a9f1-2e01-47be-a00f-45ad2f24a281", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fa7be713347d4a4f824cd07fb286f553", "version_major": 2, "version_minor": 0 }, "image/png": "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", "text/html": [ "\n", "