{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Exploration of the data set with human balance and posture evaluations\n", "\n", "Marcos Duarte" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Here is an exploration of the data set with human balance and posture evaluations of 49 subjects (27 young subjects and 22 elderly subjects, older than 60 years old). \n", "The data is available at Figshare, DOI: [10.6084/m9.figshare.4525082](https://dx.doi.org/10.6084/m9.figshare.4525082). \n", "All the subjects stood still in four different conditions where vision and the standing surface were manipulated: on a rigid surface with eyes open; on a rigid surface with eyes closed; on an unstable surface with eyes open; on an unstable surface with eyes closed. \n", "The subjects had their balance and posture evaluated by a dual force platform setup (one force plate under each foot) and a motion capture system to quantify the whole body 3D kinematics. \n", "\n", "See the companion website of the data set (http://demotu.org/datasets/) for more information." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Python libraries\n", "\n", "First, let's import the necessary Python libraries and configure the environment:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:34.521091Z", "start_time": "2017-02-27T15:50:33.800352-03:00" }, "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "import numpy as np\n", "from scipy.signal import butter, filtfilt\n", "import pandas as pd\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "%matplotlib inline\n", "import seaborn as sns\n", "sns.set_context(\"notebook\", font_scale=1.3,\n", " rc={'lines.linewidth': 1.5, 'lines.markersize': 14, 'axes.titlesize': 'x-large'})\n", "matplotlib.rc('legend', numpoints=1, fontsize=14)\n", "import glob\n", "import sys, os\n", "sys.path.insert(1, r'./../functions')\n", "# IPython widgets:\n", "from IPython.display import display\n", "import ipywidgets\n", "from ipywidgets import FloatProgress, interactive" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Versions of the Python libraries used:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.6.1 64bit [MSC v.1900 64 bit (AMD64)]" }, { "module": "IPython", "version": "6.1.0" }, { "module": "OS", "version": "Windows 10 10.0.15063 SP0" }, { "module": "numpy", "version": "1.13.0" }, { "module": "scipy", "version": "0.19.0" }, { "module": "pandas", "version": "0.20.2" }, { "module": "matplotlib", "version": "2.0.2" }, { "module": "seaborn", "version": "0.7.1" } ] }, "text/html": [ "
SoftwareVersion
Python3.6.1 64bit [MSC v.1900 64 bit (AMD64)]
IPython6.1.0
OSWindows 10 10.0.15063 SP0
numpy1.13.0
scipy0.19.0
pandas0.20.2
matplotlib2.0.2
seaborn0.7.1
Sat Jun 24 01:57:35 2017 E. South America Standard Time
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.6.1 64bit [MSC v.1900 64 bit (AMD64)] \\\\ \\hline\n", "IPython & 6.1.0 \\\\ \\hline\n", "OS & Windows 10 10.0.15063 SP0 \\\\ \\hline\n", "numpy & 1.13.0 \\\\ \\hline\n", "scipy & 0.19.0 \\\\ \\hline\n", "pandas & 0.20.2 \\\\ \\hline\n", "matplotlib & 2.0.2 \\\\ \\hline\n", "seaborn & 0.7.1 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Sat Jun 24 01:57:35 2017 E. South America Standard Time} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.6.1 64bit [MSC v.1900 64 bit (AMD64)]\n", "IPython 6.1.0\n", "OS Windows 10 10.0.15063 SP0\n", "numpy 1.13.0\n", "scipy 0.19.0\n", "pandas 0.20.2\n", "matplotlib 2.0.2\n", "seaborn 0.7.1\n", "Sat Jun 24 01:57:35 2017 E. South America Standard Time" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#!pip install version_information\n", "%load_ext version_information\n", "%version_information numpy, scipy, pandas, matplotlib, seaborn" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Meta data\n", "\n", "The file `PDSinfo.txt` contains meta data about the subjects and the experimental trials. The file has a header plus 588 rows per 29 columns (there are 12 rows for each of the 49 subjects). \n", "Let's use the power of the [pandas](http://pandas.pydata.org/) library to load and explore the meta data:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:34.534681Z", "start_time": "2017-02-27T15:50:34.521091-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://raw.githubusercontent.com/demotu/datasets/master/PDS/data/PDSinfo.txt\n", "Information of 49 subjects loaded (588 rows, 29 columns).\n" ] } ], "source": [ "# GitHub URL:\n", "path2 = 'https://raw.githubusercontent.com/demotu/datasets/master/PDS/data/'\n", "# local directory:\n", "#path2 = r'./data'\n", "fname = os.path.join(path2, 'PDSinfo.txt')\n", "PDSinfo = pd.read_csv(fname, sep='\\t', header=0, index_col=None, engine='c', encoding='utf-8')\n", "print(fname)\n", "print(\"Information of %s subjects loaded (%s rows, %s columns).\"\n", " %(len(pd.unique(PDSinfo.Subject)), PDSinfo.shape[0], PDSinfo.shape[1]))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Here are the first 12 rows and first 10 columns of meta data:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:34.551694Z", "start_time": "2017-02-27T15:50:34.535684-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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TrialSubjectVisionSurfaceRepAgeAgeGroupGenderHeightMass
0PDS01OR11OpenRigid125.67YoungM1.7274.3
1PDS01OR21OpenRigid225.67YoungM1.7274.3
2PDS01OR31OpenRigid325.67YoungM1.7274.3
3PDS01OF11OpenFoam125.67YoungM1.7274.3
4PDS01OF21OpenFoam225.67YoungM1.7274.3
5PDS01OF31OpenFoam325.67YoungM1.7274.3
6PDS01CR11ClosedRigid125.67YoungM1.7274.3
7PDS01CR21ClosedRigid225.67YoungM1.7274.3
8PDS01CR31ClosedRigid325.67YoungM1.7274.3
9PDS01CF11ClosedFoam125.67YoungM1.7274.3
10PDS01CF21ClosedFoam225.67YoungM1.7274.3
11PDS01CF31ClosedFoam325.67YoungM1.7274.3
\n", "
" ], "text/plain": [ " Trial Subject Vision Surface Rep Age AgeGroup Gender Height \\\n", "0 PDS01OR1 1 Open Rigid 1 25.67 Young M 1.72 \n", "1 PDS01OR2 1 Open Rigid 2 25.67 Young M 1.72 \n", "2 PDS01OR3 1 Open Rigid 3 25.67 Young M 1.72 \n", "3 PDS01OF1 1 Open Foam 1 25.67 Young M 1.72 \n", "4 PDS01OF2 1 Open Foam 2 25.67 Young M 1.72 \n", "5 PDS01OF3 1 Open Foam 3 25.67 Young M 1.72 \n", "6 PDS01CR1 1 Closed Rigid 1 25.67 Young M 1.72 \n", "7 PDS01CR2 1 Closed Rigid 2 25.67 Young M 1.72 \n", "8 PDS01CR3 1 Closed Rigid 3 25.67 Young M 1.72 \n", "9 PDS01CF1 1 Closed Foam 1 25.67 Young M 1.72 \n", "10 PDS01CF2 1 Closed Foam 2 25.67 Young M 1.72 \n", "11 PDS01CF3 1 Closed Foam 3 25.67 Young M 1.72 \n", "\n", " Mass \n", "0 74.3 \n", "1 74.3 \n", "2 74.3 \n", "3 74.3 \n", "4 74.3 \n", "5 74.3 \n", "6 74.3 \n", "7 74.3 \n", "8 74.3 \n", "9 74.3 \n", "10 74.3 \n", "11 74.3 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PDSinfo.iloc[:12, :10]" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "To analyze the subjects' characteristics we can drop the additional rows for each subject:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:34.615755Z", "start_time": "2017-02-27T15:50:34.552694-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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TrialSubjectVisionSurfaceRepAgeAgeGroupGenderHeightMass...NmedicationMedicationOrtho-ProsthesisOrtho-Prosthesis2DisabilityDisability2Falls12mPhysicalActivitySequenceDate
0PDS01OR11OpenRigid125.67YoungM1.7274.30...0NoYesCorrective lensNoNo01OR, OF, CF, CR2016-08-01 11:00:17.753
12PDS02OR12OpenRigid126.50YoungM1.92126.30...0NoYes16 screws and 4 plates in the left kneeNoNo00OR, OF, CR, CF2016-08-01 15:52:23.189
24PDS03OR13OpenRigid122.33YoungF1.6752.90...0NoYesDental retentionNoNo00OF, CF, OR, CR2016-08-02 19:21:10.859
36PDS04OR14OpenRigid133.33YoungM1.7975.85...0NoYesDental bracesNoNo01OR, CF, OF, CR2016-08-03 16:25:52.869
48PDS05OR15OpenRigid124.50YoungM1.8461.05...0NoYesCorrective lensNoNo00OR, CF, CR, OF2016-08-04 11:51:59.927
60PDS06OR16OpenRigid125.00YoungM1.7483.15...0NoYesCorrective lens, Clips in the vesicleNoNo00CF, OR, OF, CR2016-08-05 11:25:51.116
72PDS07OR17OpenRigid124.17YoungF1.5871.75...2Selective serotonin reuptake inhibitor, Antico...NoNoNoNo04CR, OR, CF, OF2016-08-09 12:22:12.814
84PDS08OR18OpenRigid136.33YoungM1.8264.00...0NoNoNoNoNo07OF, OR, CF, CR2016-08-10 11:49:27.437
96PDS09OR19OpenRigid125.75YoungF1.6961.25...1Synthetic thyroid hormoneNoNoNoNo00OR, CR, CF, OF2016-08-11 12:08:24.469
108PDS10OR110OpenRigid131.25YoungF1.6261.70...0NoNoNoNoNo02CF, OF, OR, CR2016-08-17 10:34:51.218
120PDS11OR111OpenRigid132.08YoungM1.9277.55...0NoYesCorrective lensNoNo06OF, CR, CF, OR2016-08-17 14:42:12.108
132PDS12OR112OpenRigid124.75YoungF1.5848.80...1Oral contraceptiveYesCorrective lensNoNo02OR, CF, OF, CR2016-08-22 11:12:36.410
144PDS13OR113OpenRigid170.83OldM1.7565.35...0NoYesCorrective lensNoNo07OR, CR, OF, CF2016-08-24 10:50:33.248
156PDS14OR114OpenRigid130.67YoungM1.7195.40...0NoNoNoNoNo26OR, OF, CF, CR2016-08-25 19:05:56.330
168PDS15OR115OpenRigid131.58YoungF1.5364.95...1Angiotensin II receptor antagonistNoNoNoNo05CF, OR, OF, CR2016-08-26 11:01:19.284
180PDS16OR116OpenRigid123.75YoungM1.8189.30...0NoYesCorrective lensNoNo00CR, OR, CF, OF2016-08-26 19:52:15.697
192PDS17OR117OpenRigid131.25YoungM1.7377.90...0NoYesCorrective lensNoNo00OR, OF, CR, CF2016-09-05 10:33:04.611
204PDS18OR118OpenRigid161.75OldF1.5070.55...3Angiotensin II receptor antagonist, Synthetic ...YesCorrective lens, Dental implant e Dental prost...NoNo03OF, CR, OR, CF2016-09-05 15:52:11.767
216PDS19OR119OpenRigid163.25OldM1.7272.25...15-alpha reductase inhibitorNoNoNoNo06CF, OF, CR, OR2016-09-05 17:27:08.478
228PDS20OR120OpenRigid128.58YoungM1.8679.05...0NoNoNoNoNo03CR, OR, OF, CF2016-09-09 11:44:18.748
240PDS21OR121OpenRigid128.33YoungF1.6859.30...0NoNoNoNoNo00CF, OR, OF, CR2016-09-09 15:16:23.127
252PDS22OR122OpenRigid162.17OldM1.6470.50...0NoYesCorrective lensNoNo04OF, CR, CF, OR2016-09-09 17:35:14.397
264PDS23OR123OpenRigid129.92YoungM1.7668.25...0NoYesCorrective lensNoNo01CF, CR, OR, OF2016-09-12 15:15:35.184
276PDS24OR124OpenRigid168.67OldM1.6770.25...2Beta-blocker, HMG coenzyme A reductase inhibitorYesCorrective lens, DentureNoNo06OR, CF, CR, OF2016-09-13 17:23:37.870
288PDS25OR125OpenRigid121.83YoungF1.7062.45...3Synthetic thyroid hormone, Oral contraceptive,...YesCorrective lensNoNo13CR, OR, CF, OF2016-09-19 15:44:05.889
300PDS26OR126OpenRigid122.75YoungM1.8161.50...0NoNoNoNoNo20OR, OF, CR, CF2016-09-20 15:32:53.602
312PDS27OR127OpenRigid125.42YoungF1.7061.15...1Oral contraceptiveNoNoNoNo00CR, CF, OF, OR2016-09-20 20:18:48.047
324PDS28OR128OpenRigid162.83OldM1.7473.10...2HMG-CoA reductase inhibitor, Synthetic thyroid...YesCorrective lens, DentureNoNo04CR, OF, OR, CF2016-09-29 11:01:47.040
336PDS29OR129OpenRigid184.75OldM1.5666.35...1Synthetic thyroid hormoneNoNoNoNo22CR, OR, CF, OF2016-10-14 17:19:31.212
348PDS30OR130OpenRigid168.42OldF1.4749.20...1Angiotensin II receptor antagonistYesCorrective lens, Breast implantNoNo15CF, OF, CR, OR2016-10-15 10:38:16.189
360PDS31OR131OpenRigid161.08OldM1.6274.15...0NoYesCorrective lens, Denture, 2 screws in the righ...NoNo40OR, CR, CF, OF2016-11-08 10:03:16.972
372PDS32OR132OpenRigid172.67OldF1.4665.70...1Beta blocker+DiureticYesDentureNoNo13CR, OF, OR, CF2016-11-10 15:33:10.661
384PDS33OR133OpenRigid172.25OldF1.5462.00...6Angiotensin II receptor antagonist, Biguanide,...YesCorrective lens, Bridge teeh, PaceMakerYesHearing (Left ear)02CF, OR, CR, OF2016-11-10 15:08:17.682
396PDS34OR134OpenRigid163.42OldF1.6159.85...3Synthetic thyroid hormone, Bisphosphonate, Lon...YesCorrective lens, Denture, Anchor in the shouldersNoNo13OR, CR, OF, CF2016-11-10 18:13:48.634
408PDS35OR135OpenRigid167.67OldF1.6066.30...3Angiotensin II receptor antagonist, Diuretic, ...YesCorrective lens, Screws in the left footNoNo03CR, OR, CF, OF2016-11-14 10:48:02.103
420PDS36OR136OpenRigid169.17OldM1.6073.20...4Angiotensin II receptor antagonist, Proton-pum...YesCorrective lens, Dental implantNoNo30CF, OF, OR, CR2016-11-14 11:52:12.017
432PDS37OR137OpenRigid180.50OldF1.5152.70...10Insulin, Bisphosphonate, Biguanide, Anticonvul...YesCorrective lens, Denture, 2 screws in the righ...NoNo03OR, CR, OF, CF2016-11-22 11:13:01.410
444PDS38OR138OpenRigid172.00OldM1.7292.95...5Biguanide, Sulfonylurea, Angiotensin II recept...YesCorrective lens, Denture, Right knee prosthesisYesVisual (Right eye)40CF, CR, OR, OF2016-11-22 14:58:04.771
456PDS39OR139OpenRigid169.58OldF1.6066.10...2Angiotensin II receptor antagonist, Diabetes m...YesCorrective lens, Dental implantNoNo03CR, OF, OR, CF2016-11-24 15:24:06.582
468PDS40OR140OpenRigid128.42YoungF1.5444.30...0NoNoNoNoNo02CF, CR, OR, OF2016-11-24 16:03:28.700
480PDS41OR141OpenRigid168.17OldF1.5165.35...2Angiotensin II receptor antagonist, Antiinflam...YesCorrective lens, Bridge teehYesVisual00OF, CF, OR, CR2016-11-25 15:42:21.303
492PDS42OR142OpenRigid163.75OldF1.6155.60...4HMG-CoA reductase inhibitor, Antiinflammatory,...YesDental implantYesVisual02OF, CF, CR, OR2016-11-25 16:30:15.784
504PDS43OR143OpenRigid163.08OldM1.7896.00...3HMG-CoA reductase inhibitor, Synthetic thyroid...NoNoNoNo02OR, CR, OF, CF2016-11-25 17:22:43.148
516PDS44OR144OpenRigid161.33OldM1.7082.25...4Angiotensin II receptor antagonist, Diuretic, ...YesCorrective lens, Hearing aidYesHearing (Right ear and Left ear)00OR, OF, CF, CR2016-11-29 17:09:00.174
528PDS45OR145OpenRigid124.17YoungF1.6151.70...0NoYesCorrective lens, Extensor left knee orthosisYesPhysical (Cerebral Palsy)52CR, OR, CF, OF2016-12-01 14:10:38.794
540PDS46OR146OpenRigid127.75YoungM1.72101.80...0NoYesCorrective lensNoNo04CR, OF, CF, OR2016-12-01 16:07:11.341
552PDS47OR147OpenRigid134.17YoungF1.5653.45...0NoYesCorrective lensNoNo02CF, OR, OF, CR2016-12-01 16:36:58.335
564PDS48OR148OpenRigid137.92YoungM1.5569.55...0NoYesCorrective lensNoNo02OR, CR, CF, OF2016-12-03 12:40:49.071
576PDS49OR149OpenRigid164.92OldF1.5860.75...3HMG-CoA reductase inhibitor, Synthetic thyroid...YesCorrective lens, Dental implantYesHearing (Left ear)00CF, OF, CR, OR2016-12-06 09:33:45.819
\n", "

49 rows × 29 columns

\n", "
" ], "text/plain": [ " Trial Subject Vision Surface Rep Age AgeGroup Gender Height \\\n", "0 PDS01OR1 1 Open Rigid 1 25.67 Young M 1.72 \n", "12 PDS02OR1 2 Open Rigid 1 26.50 Young M 1.92 \n", "24 PDS03OR1 3 Open Rigid 1 22.33 Young F 1.67 \n", "36 PDS04OR1 4 Open Rigid 1 33.33 Young M 1.79 \n", "48 PDS05OR1 5 Open Rigid 1 24.50 Young M 1.84 \n", "60 PDS06OR1 6 Open Rigid 1 25.00 Young M 1.74 \n", "72 PDS07OR1 7 Open Rigid 1 24.17 Young F 1.58 \n", "84 PDS08OR1 8 Open Rigid 1 36.33 Young M 1.82 \n", "96 PDS09OR1 9 Open Rigid 1 25.75 Young F 1.69 \n", "108 PDS10OR1 10 Open Rigid 1 31.25 Young F 1.62 \n", "120 PDS11OR1 11 Open Rigid 1 32.08 Young M 1.92 \n", "132 PDS12OR1 12 Open Rigid 1 24.75 Young F 1.58 \n", "144 PDS13OR1 13 Open Rigid 1 70.83 Old M 1.75 \n", "156 PDS14OR1 14 Open Rigid 1 30.67 Young M 1.71 \n", "168 PDS15OR1 15 Open Rigid 1 31.58 Young F 1.53 \n", "180 PDS16OR1 16 Open Rigid 1 23.75 Young M 1.81 \n", "192 PDS17OR1 17 Open Rigid 1 31.25 Young M 1.73 \n", "204 PDS18OR1 18 Open Rigid 1 61.75 Old F 1.50 \n", "216 PDS19OR1 19 Open Rigid 1 63.25 Old M 1.72 \n", "228 PDS20OR1 20 Open Rigid 1 28.58 Young M 1.86 \n", "240 PDS21OR1 21 Open Rigid 1 28.33 Young F 1.68 \n", "252 PDS22OR1 22 Open Rigid 1 62.17 Old M 1.64 \n", "264 PDS23OR1 23 Open Rigid 1 29.92 Young M 1.76 \n", "276 PDS24OR1 24 Open Rigid 1 68.67 Old M 1.67 \n", "288 PDS25OR1 25 Open Rigid 1 21.83 Young F 1.70 \n", "300 PDS26OR1 26 Open Rigid 1 22.75 Young M 1.81 \n", "312 PDS27OR1 27 Open Rigid 1 25.42 Young F 1.70 \n", "324 PDS28OR1 28 Open Rigid 1 62.83 Old M 1.74 \n", "336 PDS29OR1 29 Open Rigid 1 84.75 Old M 1.56 \n", "348 PDS30OR1 30 Open Rigid 1 68.42 Old F 1.47 \n", "360 PDS31OR1 31 Open Rigid 1 61.08 Old M 1.62 \n", "372 PDS32OR1 32 Open Rigid 1 72.67 Old F 1.46 \n", "384 PDS33OR1 33 Open Rigid 1 72.25 Old F 1.54 \n", "396 PDS34OR1 34 Open Rigid 1 63.42 Old F 1.61 \n", "408 PDS35OR1 35 Open Rigid 1 67.67 Old F 1.60 \n", "420 PDS36OR1 36 Open Rigid 1 69.17 Old M 1.60 \n", "432 PDS37OR1 37 Open Rigid 1 80.50 Old F 1.51 \n", "444 PDS38OR1 38 Open Rigid 1 72.00 Old M 1.72 \n", "456 PDS39OR1 39 Open Rigid 1 69.58 Old F 1.60 \n", "468 PDS40OR1 40 Open Rigid 1 28.42 Young F 1.54 \n", "480 PDS41OR1 41 Open Rigid 1 68.17 Old F 1.51 \n", "492 PDS42OR1 42 Open Rigid 1 63.75 Old F 1.61 \n", "504 PDS43OR1 43 Open Rigid 1 63.08 Old M 1.78 \n", "516 PDS44OR1 44 Open Rigid 1 61.33 Old M 1.70 \n", "528 PDS45OR1 45 Open Rigid 1 24.17 Young F 1.61 \n", "540 PDS46OR1 46 Open Rigid 1 27.75 Young M 1.72 \n", "552 PDS47OR1 47 Open Rigid 1 34.17 Young F 1.56 \n", "564 PDS48OR1 48 Open Rigid 1 37.92 Young M 1.55 \n", "576 PDS49OR1 49 Open Rigid 1 64.92 Old F 1.58 \n", "\n", " Mass ... Nmedication \\\n", "0 74.30 ... 0 \n", "12 126.30 ... 0 \n", "24 52.90 ... 0 \n", "36 75.85 ... 0 \n", "48 61.05 ... 0 \n", "60 83.15 ... 0 \n", "72 71.75 ... 2 \n", "84 64.00 ... 0 \n", "96 61.25 ... 1 \n", "108 61.70 ... 0 \n", "120 77.55 ... 0 \n", "132 48.80 ... 1 \n", "144 65.35 ... 0 \n", "156 95.40 ... 0 \n", "168 64.95 ... 1 \n", "180 89.30 ... 0 \n", "192 77.90 ... 0 \n", "204 70.55 ... 3 \n", "216 72.25 ... 1 \n", "228 79.05 ... 0 \n", "240 59.30 ... 0 \n", "252 70.50 ... 0 \n", "264 68.25 ... 0 \n", "276 70.25 ... 2 \n", "288 62.45 ... 3 \n", "300 61.50 ... 0 \n", "312 61.15 ... 1 \n", "324 73.10 ... 2 \n", "336 66.35 ... 1 \n", "348 49.20 ... 1 \n", "360 74.15 ... 0 \n", "372 65.70 ... 1 \n", "384 62.00 ... 6 \n", "396 59.85 ... 3 \n", "408 66.30 ... 3 \n", "420 73.20 ... 4 \n", "432 52.70 ... 10 \n", "444 92.95 ... 5 \n", "456 66.10 ... 2 \n", "468 44.30 ... 0 \n", "480 65.35 ... 2 \n", "492 55.60 ... 4 \n", "504 96.00 ... 3 \n", "516 82.25 ... 4 \n", "528 51.70 ... 0 \n", "540 101.80 ... 0 \n", "552 53.45 ... 0 \n", "564 69.55 ... 0 \n", "576 60.75 ... 3 \n", "\n", " Medication Ortho-Prosthesis \\\n", "0 No Yes \n", "12 No Yes \n", "24 No Yes \n", "36 No Yes \n", "48 No Yes \n", "60 No Yes \n", "72 Selective serotonin reuptake inhibitor, Antico... No \n", "84 No No \n", "96 Synthetic thyroid hormone No \n", "108 No No \n", "120 No Yes \n", "132 Oral contraceptive Yes \n", "144 No Yes \n", "156 No No \n", "168 Angiotensin II receptor antagonist No \n", "180 No Yes \n", "192 No Yes \n", "204 Angiotensin II receptor antagonist, Synthetic ... Yes \n", "216 5-alpha reductase inhibitor No \n", "228 No No \n", "240 No No \n", "252 No Yes \n", "264 No Yes \n", "276 Beta-blocker, HMG coenzyme A reductase inhibitor Yes \n", "288 Synthetic thyroid hormone, Oral contraceptive,... Yes \n", "300 No No \n", "312 Oral contraceptive No \n", "324 HMG-CoA reductase inhibitor, Synthetic thyroid... Yes \n", "336 Synthetic thyroid hormone No \n", "348 Angiotensin II receptor antagonist Yes \n", "360 No Yes \n", "372 Beta blocker+Diuretic Yes \n", "384 Angiotensin II receptor antagonist, Biguanide,... Yes \n", "396 Synthetic thyroid hormone, Bisphosphonate, Lon... Yes \n", "408 Angiotensin II receptor antagonist, Diuretic, ... Yes \n", "420 Angiotensin II receptor antagonist, Proton-pum... Yes \n", "432 Insulin, Bisphosphonate, Biguanide, Anticonvul... Yes \n", "444 Biguanide, Sulfonylurea, Angiotensin II recept... Yes \n", "456 Angiotensin II receptor antagonist, Diabetes m... Yes \n", "468 No No \n", "480 Angiotensin II receptor antagonist, Antiinflam... Yes \n", "492 HMG-CoA reductase inhibitor, Antiinflammatory,... Yes \n", "504 HMG-CoA reductase inhibitor, Synthetic thyroid... No \n", "516 Angiotensin II receptor antagonist, Diuretic, ... Yes \n", "528 No Yes \n", "540 No Yes \n", "552 No Yes \n", "564 No Yes \n", "576 HMG-CoA reductase inhibitor, Synthetic thyroid... Yes \n", "\n", " Ortho-Prosthesis2 Disability \\\n", "0 Corrective lens No \n", "12 16 screws and 4 plates in the left knee No \n", "24 Dental retention No \n", "36 Dental braces No \n", "48 Corrective lens No \n", "60 Corrective lens, Clips in the vesicle No \n", "72 No No \n", "84 No No \n", "96 No No \n", "108 No No \n", "120 Corrective lens No \n", "132 Corrective lens No \n", "144 Corrective lens No \n", "156 No No \n", "168 No No \n", "180 Corrective lens No \n", "192 Corrective lens No \n", "204 Corrective lens, Dental implant e Dental prost... No \n", "216 No No \n", "228 No No \n", "240 No No \n", "252 Corrective lens No \n", "264 Corrective lens No \n", "276 Corrective lens, Denture No \n", "288 Corrective lens No \n", "300 No No \n", "312 No No \n", "324 Corrective lens, Denture No \n", "336 No No \n", "348 Corrective lens, Breast implant No \n", "360 Corrective lens, Denture, 2 screws in the righ... No \n", "372 Denture No \n", "384 Corrective lens, Bridge teeh, PaceMaker Yes \n", "396 Corrective lens, Denture, Anchor in the shoulders No \n", "408 Corrective lens, Screws in the left foot No \n", "420 Corrective lens, Dental implant No \n", "432 Corrective lens, Denture, 2 screws in the righ... No \n", "444 Corrective lens, Denture, Right knee prosthesis Yes \n", "456 Corrective lens, Dental implant No \n", "468 No No \n", "480 Corrective lens, Bridge teeh Yes \n", "492 Dental implant Yes \n", "504 No No \n", "516 Corrective lens, Hearing aid Yes \n", "528 Corrective lens, Extensor left knee orthosis Yes \n", "540 Corrective lens No \n", "552 Corrective lens No \n", "564 Corrective lens No \n", "576 Corrective lens, Dental implant Yes \n", "\n", " Disability2 Falls12m PhysicalActivity \\\n", "0 No 0 1 \n", "12 No 0 0 \n", "24 No 0 0 \n", "36 No 0 1 \n", "48 No 0 0 \n", "60 No 0 0 \n", "72 No 0 4 \n", "84 No 0 7 \n", "96 No 0 0 \n", "108 No 0 2 \n", "120 No 0 6 \n", "132 No 0 2 \n", "144 No 0 7 \n", "156 No 2 6 \n", "168 No 0 5 \n", "180 No 0 0 \n", "192 No 0 0 \n", "204 No 0 3 \n", "216 No 0 6 \n", "228 No 0 3 \n", "240 No 0 0 \n", "252 No 0 4 \n", "264 No 0 1 \n", "276 No 0 6 \n", "288 No 1 3 \n", "300 No 2 0 \n", "312 No 0 0 \n", "324 No 0 4 \n", "336 No 2 2 \n", "348 No 1 5 \n", "360 No 4 0 \n", "372 No 1 3 \n", "384 Hearing (Left ear) 0 2 \n", "396 No 1 3 \n", "408 No 0 3 \n", "420 No 3 0 \n", "432 No 0 3 \n", "444 Visual (Right eye) 4 0 \n", "456 No 0 3 \n", "468 No 0 2 \n", "480 Visual 0 0 \n", "492 Visual 0 2 \n", "504 No 0 2 \n", "516 Hearing (Right ear and Left ear) 0 0 \n", "528 Physical (Cerebral Palsy) 5 2 \n", "540 No 0 4 \n", "552 No 0 2 \n", "564 No 0 2 \n", "576 Hearing (Left ear) 0 0 \n", "\n", " Sequence Date \n", "0 OR, OF, CF, CR 2016-08-01 11:00:17.753 \n", "12 OR, OF, CR, CF 2016-08-01 15:52:23.189 \n", "24 OF, CF, OR, CR 2016-08-02 19:21:10.859 \n", "36 OR, CF, OF, CR 2016-08-03 16:25:52.869 \n", "48 OR, CF, CR, OF 2016-08-04 11:51:59.927 \n", "60 CF, OR, OF, CR 2016-08-05 11:25:51.116 \n", "72 CR, OR, CF, OF 2016-08-09 12:22:12.814 \n", "84 OF, OR, CF, CR 2016-08-10 11:49:27.437 \n", "96 OR, CR, CF, OF 2016-08-11 12:08:24.469 \n", "108 CF, OF, OR, CR 2016-08-17 10:34:51.218 \n", "120 OF, CR, CF, OR 2016-08-17 14:42:12.108 \n", "132 OR, CF, OF, CR 2016-08-22 11:12:36.410 \n", "144 OR, CR, OF, CF 2016-08-24 10:50:33.248 \n", "156 OR, OF, CF, CR 2016-08-25 19:05:56.330 \n", "168 CF, OR, OF, CR 2016-08-26 11:01:19.284 \n", "180 CR, OR, CF, OF 2016-08-26 19:52:15.697 \n", "192 OR, OF, CR, CF 2016-09-05 10:33:04.611 \n", "204 OF, CR, OR, CF 2016-09-05 15:52:11.767 \n", "216 CF, OF, CR, OR 2016-09-05 17:27:08.478 \n", "228 CR, OR, OF, CF 2016-09-09 11:44:18.748 \n", "240 CF, OR, OF, CR 2016-09-09 15:16:23.127 \n", "252 OF, CR, CF, OR 2016-09-09 17:35:14.397 \n", "264 CF, CR, OR, OF 2016-09-12 15:15:35.184 \n", "276 OR, CF, CR, OF 2016-09-13 17:23:37.870 \n", "288 CR, OR, CF, OF 2016-09-19 15:44:05.889 \n", "300 OR, OF, CR, CF 2016-09-20 15:32:53.602 \n", "312 CR, CF, OF, OR 2016-09-20 20:18:48.047 \n", "324 CR, OF, OR, CF 2016-09-29 11:01:47.040 \n", "336 CR, OR, CF, OF 2016-10-14 17:19:31.212 \n", "348 CF, OF, CR, OR 2016-10-15 10:38:16.189 \n", "360 OR, CR, CF, OF 2016-11-08 10:03:16.972 \n", "372 CR, OF, OR, CF 2016-11-10 15:33:10.661 \n", "384 CF, OR, CR, OF 2016-11-10 15:08:17.682 \n", "396 OR, CR, OF, CF 2016-11-10 18:13:48.634 \n", "408 CR, OR, CF, OF 2016-11-14 10:48:02.103 \n", "420 CF, OF, OR, CR 2016-11-14 11:52:12.017 \n", "432 OR, CR, OF, CF 2016-11-22 11:13:01.410 \n", "444 CF, CR, OR, OF 2016-11-22 14:58:04.771 \n", "456 CR, OF, OR, CF 2016-11-24 15:24:06.582 \n", "468 CF, CR, OR, OF 2016-11-24 16:03:28.700 \n", "480 OF, CF, OR, CR 2016-11-25 15:42:21.303 \n", "492 OF, CF, CR, OR 2016-11-25 16:30:15.784 \n", "504 OR, CR, OF, CF 2016-11-25 17:22:43.148 \n", "516 OR, OF, CF, CR 2016-11-29 17:09:00.174 \n", "528 CR, OR, CF, OF 2016-12-01 14:10:38.794 \n", "540 CR, OF, CF, OR 2016-12-01 16:07:11.341 \n", "552 CF, OR, OF, CR 2016-12-01 16:36:58.335 \n", "564 OR, CR, CF, OF 2016-12-03 12:40:49.071 \n", "576 CF, OF, CR, OR 2016-12-06 09:33:45.819 \n", "\n", "[49 rows x 29 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "info = PDSinfo.drop_duplicates(subset='Subject', inplace=False)\n", "info" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Age group and gender\n", "\n", "Here are the number of subjetcs in the data set by age group and gender:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:34.624772Z", "start_time": "2017-02-27T15:50:34.616741-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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Subject
AgeGroupGender
OldF11
M11
YoungF12
M15
\n", "
" ], "text/plain": [ " Subject\n", "AgeGroup Gender \n", "Old F 11\n", " M 11\n", "Young F 12\n", " M 15" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(info[['Subject', 'AgeGroup', 'Gender']].groupby(['AgeGroup', 'Gender']).count())" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Disability\n", "\n", "Of the 49 subjects (27 young adults and 22 elderly adults), 7 of them were classified as a person with disability:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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Subject
AgeGroupDisabilityIllness
OldNoNo2
Yes14
YesYes6
YoungNoNo16
Yes10
YesNo1
\n", "
" ], "text/plain": [ " Subject\n", "AgeGroup Disability Illness \n", "Old No No 2\n", " Yes 14\n", " Yes Yes 6\n", "Young No No 16\n", " Yes 10\n", " Yes No 1" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(info[['Subject', 'AgeGroup', 'Disability', 'Illness']].groupby(['AgeGroup', 'Disability', 'Illness']).count())" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Because there were more disabilities in the older group, 6 vs. 1, or you are looking for reference data on balance by healthy people, the data of these seven subjects can be excluded with the folloing command (uncomment the code below):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "#info = info.ix[info.Disability=='No']\n", "#print('Number of subjects without disability: %s' %len(info.Subject))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Age, height, mass, and BMI\n", "\n", "The corresponding mean and range (minimum and maximum) values for age, height, mass, and BMI are:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:34.648762Z", "start_time": "2017-02-27T15:50:34.625747-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Age, height, mass, and BMI values across subjects per age group (mean and range):\n" ] }, { "data": { "text/html": [ "
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AgeHeightMassBMI
meanaminamaxmeanaminamaxmeanaminamaxmeanaminamax
AgeGroup
Old67.8361.0884.751.611.461.7868.6649.296.026.3121.3431.60
Young28.0821.8337.921.711.531.9270.3244.3126.323.9418.0334.37
\n", "
" ], "text/plain": [ " Age Height Mass BMI \\\n", " mean amin amax mean amin amax mean amin amax mean \n", "AgeGroup \n", "Old 67.83 61.08 84.75 1.61 1.46 1.78 68.66 49.2 96.0 26.31 \n", "Young 28.08 21.83 37.92 1.71 1.53 1.92 70.32 44.3 126.3 23.94 \n", "\n", " \n", " amin amax \n", "AgeGroup \n", "Old 21.34 31.60 \n", "Young 18.03 34.37 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.set_option('precision', 2)\n", "print('Age, height, mass, and BMI values across subjects per age group (mean and range):')\n", "info.groupby(['AgeGroup'])['Age', 'Height', 'Mass', 'BMI'].agg([np.mean, np.min, np.max])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Let's visualize the age, weight, height, and BMI values by gender of the subjects:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:36.705289Z", "start_time": "2017-02-27T15:50:34.649765-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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6bY/J+twLS59ROCVERERERNlHVofxd7/7HcaPH4/HHnsMS5cuDW2fQURERERE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\nY2MxdepUvPXWW8jMzJR0uwHg6tWr0Gg0MBqNEAQBMpkMsbGxi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(info[['Age', 'Gender', 'Height', 'Mass', 'BMI']], hue='Gender',\n", " size=2.5, aspect=1.2, plot_kws={'s':60})\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## COP and COG displacements\n", "\n", "Let's load the force plate and kinematics data of one subject:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:36.895500Z", "start_time": "2017-02-27T15:50:36.705289-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://raw.githubusercontent.com/demotu/datasets/master/PDS/data/PDS13CR1grf.txt (6000, 21)\n", "https://raw.githubusercontent.com/demotu/datasets/master/PDS/data/PDS13CR1mkr.txt (6000, 130)\n" ] } ], "source": [ "fname_grf = os.path.join(path2, PDSinfo.Trial[150] + 'grf' + '.txt') \n", "fname_mkr = os.path.join(path2, PDSinfo.Trial[150] + 'mkr' + '.txt')\n", "grf = pd.read_csv(fname_grf, delimiter='\\t', header=0, engine='c')\n", "mkr = pd.read_csv(fname_mkr, delimiter='\\t', header=0, engine='c')\n", "print(fname_grf, grf.shape)\n", "print(fname_mkr, mkr.shape)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Here are plots of the center of pressure (COP) data (from each force plate and the resultant COP):" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:37.029597Z", "start_time": "2017-02-27T15:50:36.896501-03:00" }, "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "def cop_plot(grf):\n", " plt.figure(figsize=(12, 8))\n", "\n", " gs0 = gridspec.GridSpec(1, 1)\n", " gs0.update(bottom=0.77, top=0.96)\n", " ax0 = plt.subplot(gs0[0])\n", " ax0.plot(grf['LCOP_Z']*100, grf['LCOP_X']*100, 'r', label='Left')\n", " ax0.plot(grf['RCOP_Z']*100, grf['RCOP_X']*100, 'b', label='Right')\n", " ax0.plot(grf['COPNET_Z']*100, grf['COPNET_X']*100, 'k', label='NET')\n", " #ax0.set_ylim([np.min(grf['COPNET_X'])*100-1, np.max(grf['COPNET_X'])*100+1])\n", " ax0.margins(0.05)\n", " ax0.set_xlabel('COP ml [cm]')\n", " ax0.set_ylabel('COP ap [cm]')\n", " ax0.locator_params(axis='y', nbins=4)\n", " ax0.yaxis.set_label_coords(-.05, 0.5)\n", " ax0.legend(fontsize=14, bbox_to_anchor=(0.65, 1), loc=2, borderaxespad=0., framealpha=.5)\n", " #ax0.legend(fontsize=14, loc='best', framealpha=.5)\n", " ax0.text(0.005, 0.8, 'A', transform=ax0.transAxes, fontsize=18)\n", "\n", " gs1 = gridspec.GridSpec(3, 2)\n", " gs1.update(bottom=0.04, top=0.68, hspace=0.08, wspace=0.15)\n", " ax1 = plt.subplot(gs1[0,0])\n", " ax1.plot(grf['Time'], grf['LCOP_X']*100, 'r', linewidth=1.0, label='ap')\n", " ax1.margins(y=0.1)\n", " ax1.set_xlim([0, 60])\n", " ax1.set_xlabel('')\n", " ax1.set_xticklabels('')\n", " ax1.set_ylabel('LCOP [cm]')\n", " ax1.locator_params(axis='y', nbins=3)\n", " ax1.yaxis.set_label_coords(-.1, 0.5)\n", " ax1.legend(fontsize=14, loc='lower left', framealpha=.5)\n", " ax1.text(0.01, 0.8, 'B', transform=ax1.transAxes, fontsize=18)\n", " \n", " ax2 = plt.subplot(gs1[0,1])\n", " ax2.plot(grf['Time'], grf['LCOP_Z']*100, 'r', linewidth=1.0, label='ml')\n", " ax2.margins(y=0.1)\n", " ax2.set_xlim([0, 60])\n", " ax2.set_xlabel('')\n", " ax2.set_xticklabels('')\n", " ax2.locator_params(axis='y', nbins=3)\n", " ax2.legend(fontsize=14, loc='lower left', framealpha=.5)\n", " ax2.text(0.01, 0.8, 'C', transform=ax2.transAxes, fontsize=18)\n", " \n", " ax3 = plt.subplot(gs1[1,0])\n", " ax3.plot(grf['Time'], grf['RCOP_X']*100, 'b', linewidth=1.0, label='ap')\n", " ax3.margins(y=0.1)\n", " ax3.set_xlim([0, 60])\n", " ax3.set_xlabel('')\n", " ax3.set_xticklabels('')\n", " ax3.set_ylabel('RCOP [cm]')\n", " ax3.locator_params(axis='y', nbins=3)\n", " ax3.yaxis.set_label_coords(-.1, 0.5)\n", " ax3.legend(fontsize=14, loc='lower left', framealpha=.5)\n", " ax3.text(0.01, 0.8, 'D', transform=ax3.transAxes, fontsize=16)\n", " \n", " ax4 = plt.subplot(gs1[1,1])\n", " ax4.plot(grf['Time'], grf['RCOP_Z']*100, 'b', linewidth=1.0, label='ml')\n", " ax4.margins(y=0.1)\n", " ax4.set_xlim([0, 60])\n", " ax4.set_xlabel('')\n", " ax4.set_xticklabels('')\n", " ax4.locator_params(axis='y', nbins=3)\n", " ax4.legend(fontsize=14, loc='lower left', framealpha=.5)\n", " ax4.text(0.01, 0.8, 'E', transform=ax4.transAxes, fontsize=18)\n", " \n", " ax5 = plt.subplot(gs1[2,0])\n", " ax5.plot(grf['Time'], grf['COPNET_X']*100, 'k', linewidth=1.0, label='ap')\n", " ax5.margins(y=0.1)\n", " ax5.set_xlim([0, 60])\n", " ax5.set_xlabel('Time [s]')\n", " ax5.set_ylabel('COPNET [cm]')\n", " ax5.locator_params(axis='y', nbins=3)\n", " ax5.yaxis.set_label_coords(-.1, 0.5)\n", " ax5.legend(fontsize=14, loc='lower left', framealpha=.5)\n", " ax5.text(0.01, 0.8, 'F', transform=ax5.transAxes, fontsize=18)\n", " \n", " ax6 = plt.subplot(gs1[2,1])\n", " ax6.plot(grf['Time'], grf['COPNET_Z']*100, 'k', linewidth=1.0, label='ml')\n", " ax6.margins(y=0.1)\n", " ax6.set_xlim([0, 60])\n", " ax6.set_xlabel('Time [s]')\n", " ax6.locator_params(axis='y', nbins=4)\n", " ax6.legend(fontsize=14, loc='lower left', framealpha=.5)\n", " ax6.text(0.01, 0.8, 'G', transform=ax6.transAxes, fontsize=18)\n", " #plt.suptitle('Center of pressure (COP) displacement during quiet standing', fontsize=14, y=1)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:37.800873Z", "start_time": "2017-02-27T15:50:37.030598-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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Vsri5uXHt2nWMjY1Ztmw1U6dOxNzcjLp163P06GG2bNlJ0aJF1ceZm5sBMHjw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hCxRw5DMJkhNIEZQG3U1vmaLS2FMPwsCBYLtPv2QvvTZiIhFLXNWSPOQOlJJ4zPLkZw+AiEBg0m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HNYAvI64MNkwmqKQppxsjznE0L9vtxDCPGOHG3/7mxPbtvstReIw48NlndAItFnJjMZkoaHa7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\npvD29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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cop_plot(grf)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Let's plot the horizontal displacement of the center of gravity (COG) measured by the motion capture system for the COP data shown above:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:37.823465Z", "start_time": "2017-02-27T15:50:37.800873-03:00" }, "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "def copcog_plot(grf, mkr):\n", " fig, ax = plt.subplots(2, 1, figsize=(12, 5), sharex=True)\n", " ax[0].plot(grf['Time'], (grf['RCOP_X']-grf['RCOP_X'].mean())*100, 'b', label='COP')\n", " ax[0].plot(mkr['Time'], (mkr['COG_X']-mkr['COG_X'].mean())*100, 'r', label='COG')\n", " ax[0].set_xlim([0, 60])\n", " ax[0].yaxis.set_label_coords(-.05, 0.5)\n", " ax[0].locator_params(axis='y', nbins=6)\n", " ax[0].legend(fontsize=12, loc='upper center', framealpha=.5)\n", " ax[0].set_ylabel('ap direction [cm]')\n", " ax[0].text(0.005, 0.85, 'A', transform=ax[0].transAxes, fontsize=16)\n", " \n", " ax[1].plot(grf['Time'], (grf['RCOP_Z']-grf['RCOP_Z'].mean())*100, 'b', label='COP')\n", " ax[1].plot(mkr['Time'], (mkr['COG_Z']-mkr['COG_Z'].mean())*100, 'r', label='COG')\n", " ax[1].set_xlim([0, 60])\n", " ax[1].yaxis.set_label_coords(-.05, 0.5)\n", " ax[1].locator_params(axis='y', nbins=6)\n", " ax[1].legend(fontsize=12, loc='upper center', framealpha=.5)\n", " ax[1].set_xlabel('Time [s]')\n", " ax[1].set_ylabel('ml direction [cm]')\n", " ax[1].text(0.005, 0.85, 'B', transform=ax[1].transAxes, fontsize=16)\n", " #plt.suptitle('COP and COG displacements during quiet standing', fontsize=14, y=1)\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:38.080627Z", "start_time": "2017-02-27T15:50:37.824446-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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v+di72ZVbtnTO0+NERwt4eSmewJo1lVARs1lZ3qGDE+vXO1CrVrqb2tdXMZ5T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\ncZx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "copcog_plot(grf, mkr)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## COP measurements\n", "\n", "Let's load all files from the stabilography evaluation and calculate some variables to quantify the stabilography data. The notexbook http://nbviewer.jupyter.org/github/demotu/BMC/blob/master/notebooks/Stabilography.ipynb describes some of the most typical measurements employed to quantify postural sway using the COP data. \n", "Let's calculate here the variables COP area COP mean velocity (resultant), and COP frequency (resultant).\n", "\n", "These values are already available at the `PDSinfoCOP.txt` file in the data set. \n", "We can skip the next cell and load this file instead." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# import the python functions to calculate the COP variables\n", "from psd import psd\n", "from hyperellipsoid import hyperellipsoid\n", "\n", "def COPmfreq(COP, freq):\n", " N = COP.shape[0]\n", " fp_ap, mf_ap, fmax_ap, Ptot_ap, F, P_ap = psd(COP[:, 0], fs=freq, window='hanning', nperseg=N/2,\n", " noverlap=N/4, nfft=N/2, detrend='constant', show=False)\n", " fp_ml, mf_ml, fmax_ml, Ptot_ml, F, P_ml = psd(COP[:, 1], fs=freq, window='hanning', nperseg=N/2,\n", " noverlap=N/4, nfft=N/2, detrend='constant', show=False)\n", " mf_res = (mf_ap*np.sum(P_ap) + mf_ml*np.sum(P_ml))/(np.sum(P_ap)+np.sum(P_ml))\n", " #print(mf_ap, mf_ml, mf_res)\n", " return mf_res\n", "\n", "from scipy.signal import detrend\n", "\n", "fp = FloatProgress(min=0, max=len(PDSinfo.Trial)-1)\n", "display(fp)\n", "freq = 100\n", "PDSinfoCOP = PDSinfo.copy(deep=True)\n", "for i, fname in enumerate(PDSinfoCOP.Trial):\n", " filename = os.path.join(path2, fname + 'grf' + '.txt')\n", " fp.description = '(%s/%s)' %(i+1, len(PDSinfoCOP.Trial))\n", " fp.value = i\n", " grf = pd.read_csv(filename, delimiter='\\t', header=0, engine='c') \n", " COP = grf[['COPNET_X', 'COPNET_Z']].values*100\n", " area, axes, angles, center, R = hyperellipsoid(COP, show=False)\n", " velo = np.sum(np.abs(np.sqrt(np.sum(np.diff(COP, axis=0)**2, axis=1))), axis=0)/(COP.shape[0]/freq) \n", " mfreq = COPmfreq(COP, freq)\n", " PDSinfoCOP.loc[i, 'COParea'] = area\n", " PDSinfoCOP.loc[i, 'COPvelo'] = velo\n", " PDSinfoCOP.loc[i, 'COPmfreq'] = mfreq\n", " \n", "PDSinfoCOP.to_csv(os.path.join(path2, 'PDSinfoCOP.txt'), sep='\\t', encoding='utf-8', index=False)\n", "#PDSinfoCOP.to_excel(os.path.join(path2, 'PDSinfoCOP.xlsx'), index=False)\n", "print('Data from %d files were processed.' %len(PDSinfoCOP.Trial))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Let's load `PDSinfoCOP.txt` file from the data set with the values of the variables COP area COP mean velocity (resultant), and COP frequency (resultant):" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:57.447577Z", "start_time": "2017-02-27T15:50:57.437570-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://raw.githubusercontent.com/demotu/datasets/master/PDS/data/PDSinfoCOP.txt (588, 32)\n" ] } ], "source": [ "# GitHub URL:\n", "path2 = 'https://raw.githubusercontent.com/demotu/datasets/master/PDS/data/'\n", "# local directory:\n", "#path2 = r'./data'\n", "fname = os.path.join(path2, 'PDSinfoCOP.txt')\n", "PDSinfoCOP = pd.read_csv(fname, sep='\\t', header=0, index_col=None, engine='c',\n", " encoding='utf-8')\n", "print(fname, PDSinfoCOP.shape)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:57.472235Z", "start_time": "2017-02-27T15:50:57.448577-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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TrialSubjectVisionSurfaceCOPareaCOPveloCOPmfreq
0PDS01OR11OpenRigid3.090.860.14
1PDS01OR21OpenRigid2.080.810.17
2PDS01OR31OpenRigid5.080.900.12
3PDS01OF11OpenFoam9.831.920.26
4PDS01OF21OpenFoam8.411.620.23
5PDS01OF31OpenFoam8.631.700.22
6PDS01CR11ClosedRigid2.841.140.26
7PDS01CR21ClosedRigid1.710.920.29
8PDS01CR31ClosedRigid2.490.930.18
9PDS01CF11ClosedFoam9.172.600.33
10PDS01CF21ClosedFoam13.252.960.34
11PDS01CF31ClosedFoam11.542.420.25
12PDS02OR12OpenRigid2.461.080.22
13PDS02OR22OpenRigid7.541.210.12
14PDS02OR32OpenRigid3.560.970.17
\n", "
" ], "text/plain": [ " Trial Subject Vision Surface COParea COPvelo COPmfreq\n", "0 PDS01OR1 1 Open Rigid 3.09 0.86 0.14\n", "1 PDS01OR2 1 Open Rigid 2.08 0.81 0.17\n", "2 PDS01OR3 1 Open Rigid 5.08 0.90 0.12\n", "3 PDS01OF1 1 Open Foam 9.83 1.92 0.26\n", "4 PDS01OF2 1 Open Foam 8.41 1.62 0.23\n", "5 PDS01OF3 1 Open Foam 8.63 1.70 0.22\n", "6 PDS01CR1 1 Closed Rigid 2.84 1.14 0.26\n", "7 PDS01CR2 1 Closed Rigid 1.71 0.92 0.29\n", "8 PDS01CR3 1 Closed Rigid 2.49 0.93 0.18\n", "9 PDS01CF1 1 Closed Foam 9.17 2.60 0.33\n", "10 PDS01CF2 1 Closed Foam 13.25 2.96 0.34\n", "11 PDS01CF3 1 Closed Foam 11.54 2.42 0.25\n", "12 PDS02OR1 2 Open Rigid 2.46 1.08 0.22\n", "13 PDS02OR2 2 Open Rigid 7.54 1.21 0.12\n", "14 PDS02OR3 2 Open Rigid 3.56 0.97 0.17" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(PDSinfoCOP[['Trial', 'Subject', 'Vision', 'Surface', 'COParea', 'COPvelo', 'COPmfreq']].head(15))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:57.494110Z", "start_time": "2017-02-27T15:50:57.472235-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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SubjectVisionSurfaceCOPareaCOPveloCOPmfreq
01ClosedFoam11.542.600.33
11ClosedRigid2.490.930.26
21OpenFoam8.631.700.23
31OpenRigid3.090.860.14
42ClosedFoam21.353.960.33
52ClosedRigid5.071.650.22
62OpenFoam12.752.750.33
72OpenRigid3.561.080.17
83ClosedFoam6.942.250.35
93ClosedRigid2.191.030.25
103OpenFoam10.331.800.20
113OpenRigid3.140.950.16
\n", "
" ], "text/plain": [ " Subject Vision Surface COParea COPvelo COPmfreq\n", "0 1 Closed Foam 11.54 2.60 0.33\n", "1 1 Closed Rigid 2.49 0.93 0.26\n", "2 1 Open Foam 8.63 1.70 0.23\n", "3 1 Open Rigid 3.09 0.86 0.14\n", "4 2 Closed Foam 21.35 3.96 0.33\n", "5 2 Closed Rigid 5.07 1.65 0.22\n", "6 2 Open Foam 12.75 2.75 0.33\n", "7 2 Open Rigid 3.56 1.08 0.17\n", "8 3 Closed Foam 6.94 2.25 0.35\n", "9 3 Closed Rigid 2.19 1.03 0.25\n", "10 3 Open Foam 10.33 1.80 0.20\n", "11 3 Open Rigid 3.14 0.95 0.16" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "49 subjects.\n" ] } ], "source": [ "PDSinfoCOP = PDSinfoCOP.groupby(['Subject', 'Vision', 'Surface', 'AgeGroup'], as_index=False).median()\n", "display(PDSinfoCOP[['Subject', 'Vision', 'Surface', 'COParea', 'COPvelo', 'COPmfreq']].head(12))\n", "print('%s subjects.' %len(pd.unique(PDSinfo.Subject)))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Let's plot the variables COP area, COP velocity and COP mean frequency for each subject by age group at the different conditions:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:58.431065Z", "start_time": "2017-02-27T15:50:57.496111-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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GqampbN68mS++mIuvb+GQvw8++JjevZ9l69Y/qFXLC4Dk5CwsLDIAyM7OJz9f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\nEXVg/fv3h4ODAw4ePIiff/4ZsbGxJs/78ccfsXv3bowZMwZvv/02tm7diqy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 2, figsize=(12, 8))\n", "\n", "sns.stripplot(x='Vision', y='COParea', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Rigid'],\n", " jitter=.35, split=True, size=4, ax=ax[0,0], s=6)\n", "ax[0,0].set_xlabel('')\n", "ax[0,0].set_xticklabels('')\n", "ax[0,0].set_ylabel('COP area (cm$^2$)')\n", "ax[0,0].yaxis.set_label_coords(-.1, .5)\n", "ax[0,0].legend('')\n", "ax[0,0].set_title('Surface = Rigid', fontsize=16)\n", "sns.stripplot(x='Vision', y='COParea', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Foam'],\n", " jitter=.35, split=True, size=4, ax=ax[0,1], s=6)\n", "ax[0,1].set_xlabel('')\n", "ax[0,1].set_xticklabels('')\n", "ax[0,1].set_ylabel('')\n", "ax[0,1].legend(title='AgeGroup', loc='upper left')\n", "ax[0,1].set_title('Surface = Foam', fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='COPvelo', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Rigid'],\n", " jitter=.35, split=True, size=4, ax=ax[1,0], s=6)\n", "ax[1,0].set_xlabel('')\n", "ax[1,0].set_xticklabels('')\n", "ax[1,0].set_ylabel('COP velocity (cm/s)')\n", "ax[1,0].yaxis.set_label_coords(-.1, .5)\n", "ax[1,0].legend('')\n", "sns.stripplot(x='Vision', y='COPvelo', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Foam'],\n", " jitter=.35, split=True, size=4, ax=ax[1,1], s=6)\n", "ax[1,1].set_xlabel('')\n", "ax[1,1].set_xticklabels('')\n", "ax[1,1].set_ylabel('')\n", "ax[1,1].legend('')\n", "\n", "sns.stripplot(x='Vision', y='COPmfreq', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Rigid'],\n", " jitter=.35, split=True, size=4, ax=ax[2,0], s=6)\n", "ax[2,0].set_ylabel('COP mean freq. (Hz)')\n", "ax[2,0].yaxis.set_label_coords(-.1, .5)\n", "ax[2,0].legend('')\n", "\n", "sns.stripplot(x='Vision', y='COPmfreq', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Foam'],\n", " jitter=.35, split=True, size=4, ax=ax[2,1], s=6)\n", "ax[2,1].set_ylabel('')\n", "ax[2,1].legend('')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The mean and standard deviation values for the variables COP area, COP velocity and COP mean frequency are:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:58.450176Z", "start_time": "2017-02-27T15:50:58.431065-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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COPareaCOPveloCOPmfreq
meanstdmeanstdmeanstd
AgeGroupVisionSurface
OldClosedFoam22.0011.574.101.160.390.09
Rigid3.311.901.320.270.300.08
OpenFoam15.778.102.790.630.300.08
Rigid2.981.481.100.190.260.09
YoungClosedFoam13.046.482.730.510.320.06
Rigid2.731.271.030.210.220.06
OpenFoam10.414.861.850.330.210.07
Rigid2.551.240.900.130.190.05
\n", "
" ], "text/plain": [ " COParea COPvelo COPmfreq \n", " mean std mean std mean std\n", "AgeGroup Vision Surface \n", "Old Closed Foam 22.00 11.57 4.10 1.16 0.39 0.09\n", " Rigid 3.31 1.90 1.32 0.27 0.30 0.08\n", " Open Foam 15.77 8.10 2.79 0.63 0.30 0.08\n", " Rigid 2.98 1.48 1.10 0.19 0.26 0.09\n", "Young Closed Foam 13.04 6.48 2.73 0.51 0.32 0.06\n", " Rigid 2.73 1.27 1.03 0.21 0.22 0.06\n", " Open Foam 10.41 4.86 1.85 0.33 0.21 0.07\n", " Rigid 2.55 1.24 0.90 0.13 0.19 0.05" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.set_option('precision', 2)\n", "PDSinfoCOP.groupby(['AgeGroup', 'Vision', 'Surface'])['COParea', 'COPvelo', 'COPmfreq'].agg([np.mean, np.std])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "And the corresponding plots for the mean and standard deviation values for the variables COP area, COP velocity and COP mean frequency are:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:59.431778Z", "start_time": "2017-02-27T15:50:58.451176-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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tt981dWhEREREVMH0SubGjBmDnj174uDBg6hTpw5EIpHO8fnz5xskOCLSZWdn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M3mbneS+p7pN6UgK0mJ6TelBLorREREAPhsIqLeRyR4OXz20ksv4bPPPsOGDRuQmprqdr6oqAgL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\neXl5yMvLw7333osdO3Zg0aJF2LNnDyIjI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 2, figsize=(12, 8))\n", "\n", "sns.pointplot(x='Vision', y='COParea', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Rigid'], estimator=np.mean, ci=95, kind='point',\n", " split=True, dodge=True, size=4, ax=ax[0,0], s=5)\n", "ax[0,0].set_xlabel('')\n", "ax[0,0].set_xticklabels('')\n", "ax[0,0].set_ylabel('COPNET area (cm$^2$)')\n", "ax[0,0].yaxis.set_label_coords(-.1, .5)\n", "ax[0,0].legend(title='AgeGroup', loc='upper center')\n", "ax[0,0].set_title('Surface = Rigid', fontsize=16)\n", "ax[0,0].text(0.01, 0.87, 'A', transform=ax[0,0].transAxes, fontsize=16)\n", "\n", "sns.pointplot(x='Vision', y='COParea', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Foam'],\n", " split=True, dodge=True, size=4, ax=ax[0,1], s=5)\n", "ax[0,1].set_xlabel('')\n", "ax[0,1].set_xticklabels('')\n", "ax[0,1].set_ylabel('')\n", "ax[0,1].legend('')\n", "ax[0,1].set_title('Surface = Foam', fontsize=16)\n", "ax[0,1].text(0.01, 0.87, 'B', transform=ax[0,1].transAxes, fontsize=16)\n", "\n", "sns.pointplot(x='Vision', y='COPvelo', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Rigid'],\n", " split=True, dodge=True, size=4, ax=ax[1,0], s=5)\n", "ax[1,0].set_xlabel('')\n", "ax[1,0].set_xticklabels('')\n", "ax[1,0].set_ylabel('COPNET velocity (cm/s)')\n", "ax[1,0].yaxis.set_label_coords(-.1, .5)\n", "ax[1,0].legend('')\n", "ax[1,0].text(0.01, 0.87, 'C', transform=ax[1,0].transAxes, fontsize=16)\n", "\n", "sns.pointplot(x='Vision', y='COPvelo', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Foam'],\n", " split=True, dodge=True, size=4, ax=ax[1,1], s=5)\n", "ax[1,1].set_xlabel('')\n", "ax[1,1].set_xticklabels('')\n", "ax[1,1].set_ylabel('')\n", "ax[1,1].legend('')\n", "ax[1,1].text(0.01, 0.87, 'D', transform=ax[1,1].transAxes, fontsize=16)\n", "\n", "sns.pointplot(x='Vision', y='COPmfreq', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Rigid'],\n", " split=True, dodge=True, size=4, ax=ax[2,0], s=5)\n", "ax[2,0].set_ylabel('COPNET mean freq. (Hz)')\n", "ax[2,0].yaxis.set_label_coords(-.1, .5)\n", "ax[2,0].legend('')\n", "ax[2,0].text(0.01, 0.87, 'E', transform=ax[2,0].transAxes, fontsize=16)\n", "\n", "sns.pointplot(x='Vision', y='COPmfreq', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoCOP[PDSinfoCOP.Surface=='Foam'],\n", " split=True, dodge=True, size=4, ax=ax[2,1], s=5)\n", "ax[2,1].set_ylabel('')\n", "ax[2,1].legend('')\n", "ax[2,1].text(0.01, 0.87, 'F', transform=ax[2,1].transAxes, fontsize=16)\n", "\n", "plt.tight_layout(pad=0.1, w_pad=0.7, h_pad=0.1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Kinematics\n", "\n", "Let's load and visualize the kinematic data for one trial:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:59.879182Z", "start_time": "2017-02-27T15:50:59.432764-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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utxtNTU3o7e1NVEjI5turKMq8yvbFFFY2NARPYyM63ve+gva1tjaeMo37Wy/8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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"whitegrid\")\n", "\n", "fname_mkr = os.path.join(path2, PDSinfo.Trial[150] + 'mkr' + '.txt') \n", "mkr = pd.read_csv(fname_mkr, delimiter='\\t', header=0, engine='c')\n", "mkrm = mkr.iloc[:, 1::].mean().values\n", "seg = [[0,1],[1,3],[3,2],[2,0], # head\n", " [4,5], # shoulder\n", " [6,7],[7,8],[8,9],[9,10],[10,11], # spine\n", " [12,13], # front trunk\n", " [14,15],[14,16],[15,17],[16,17],[14,19],[16,19],[15,18],[17,18], # pelvis\n", " [20,22],[22,23],[23,20], # right tigh \n", " [26,28],[26,30],[30,31],[31,26], # right leg\n", " [21,24],[24,25],[25,21], # left tigh \n", " [27,29],[27,32],[32,33],[33,27], # left leg\n", " [34,36],[36,37],[37,38],[38,34], # right foot\n", " [35,39],[39,40],[40,41],[41,35]] # left foot\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "%matplotlib inline\n", "fig = plt.figure(figsize=(8, 10))\n", "ax = fig.add_subplot(111, projection='3d', facecolor='white')\n", "ax.view_init(15, 20)\n", "\n", "for s in seg:\n", " ax.plot(mkrm[[s[0]*3,s[1]*3]], mkrm[[s[0]*3+2,s[1]*3+2]], mkrm[[s[0]*3+1,s[1]*3+1]],\n", " linewidth=2, c='b')\n", "\n", "ax.scatter(mkrm[0:-3:3], mkrm[2:-1:3], mkrm[1:-2:3], c='r', s=30, depthshade=False)\n", "ax.scatter(mkrm[-3], mkrm[-1], mkrm[-2], c='g', s=60, depthshade=False)\n", "\n", "ax.set_xlim3d([np.nanmin(mkrm[0::3])-.4, np.nanmax(mkrm[0::3])+.4])\n", "ax.set_ylim3d([np.nanmin(mkrm[2::3])-.4, np.nanmax(mkrm[2::3])+.4])\n", "ax.set_zlim3d([np.nanmin(mkrm[1::3]), np.nanmax(mkrm[1::3])])\n", "ax.set_xlabel('\\n' + 'X [m]', linespacing=2)\n", "ax.set_ylabel('\\n' + 'Z [m]', linespacing=2)\n", "ax.set_zlabel('\\n' + 'Y [m]', linespacing=2)\n", "ax.invert_yaxis()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "deletable": true, "editable": true }, "source": [ "## Joint angular displacement at sagital plane\n", "\n", "Lert's plot the joint angles of a subject during one trial:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:50:59.906216Z", "start_time": "2017-02-27T15:50:59.880182-03:00" }, "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "sns.set_style(\"darkgrid\")\n", "\n", "angz_l = ['LHe_Th_Angle_Z', 'RHe_Th_Angle_Z',\n", " 'LTh_Pel_Angle_Z', 'RTh_Pel_Angle_Z',\n", " 'LHip_Angle_Z', 'RHip_Angle_Z',\n", " 'LKnee_Angle_Z', 'RKnee_Angle_Z',\n", " 'LAnkle_Angle_Z', 'RAnkle_Angle_Z']\n", "label = ['L Trunk/Head', 'R Trunk/Head', 'L Pelvis/Trunk', 'R Pelvis/Trunk', \n", " 'L Hip', 'R Hip', 'L Knee', 'R Knee', 'L Ankle', 'R Ankle']\n", "\n", "def angz_plot(angles, angz_l):\n", " fig, ax = plt.subplots(5, 2, figsize=(12, 7), sharex=True)\n", " axs = ax.flatten()\n", " color = ['r', 'b']\n", " letters = 'ABCDEFGHIJ'\n", " for i, ax in enumerate(axs):\n", " ax.plot(angles['Time'], angles[[angz_l[i]]], color[i%2], label=label[int(i)])\n", " ax.locator_params(axis='y', nbins=4)\n", " ax.set_xlim([0, 60])\n", " ax.text(0.01, 0.82, letters[i], transform=ax.transAxes, fontsize=18)\n", " ax.legend(fontsize=14, loc='best', framealpha=.5)\n", " if i > 7:\n", " ax.set_xlabel('Time [s]')\n", " if not i%2:\n", " ax.set_ylabel('Angle [$^o$]')\n", " ax.yaxis.set_label_coords(-.1, .5)\n", " \n", " #plt.suptitle('Joint angular displacement at sagital plane', fontsize=16, y=1)\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:51:01.090698Z", "start_time": "2017-02-27T15:50:59.907213-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://raw.githubusercontent.com/demotu/datasets/master/PDS/data/PDS13CR1ang.txt (6000, 74)\n" ] }, { "data": { "image/png": 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qKvfeW8z8S1cAWmQUqT//hrVbjyLVU8uVRy7B0Cf531OoVaqWWPvesLV1rWdK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nkFCygWsIuFIhbUV1EU+ysKYkOKCBakKSC9hwChl4QECOlbZub748nupuwmm0BAZO/r4mIzO+WZ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\nj+ByvPf06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dNPRlq2VOncWSU6Wufw4X+R+Pr00095+eWXGTp0KM2aNaNZs2bcfPPNTJky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sMp2aagEgMTEt13cA8fGpAGRkZLn9/mYgMjLwpm17YbkdjxnU477duBWP+++/Nfz2mz+//QY9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voMWcBfhUwG/frpuHJFwe7dWXP3XbtWhZOTwLVrz2nXTlK+bIKhTl2ezV+EPiApsYXj7l0U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\n/EwXIOWqixcv8vDhw0U/TyQS1NbW0tzczNjYGBs3blzVe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fname_ang = os.path.join(path2, PDSinfo.Trial[150] + 'ang' + '.txt') \n", "angles = pd.read_csv(fname_ang, delimiter='\\t', header=0, engine='c')\n", "print(fname_ang, angles.shape)\n", "angz_plot(angles, angz_l)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We can calculate the range of joint displacement for all subjects to characterize the patterns of joint motion for the different standing conditions. Let's use the standard deviation as measure of the amount of joint displacement instead of maximum minus minimum angles because the former is a more robust measurement.\n", "\n", "These values are already available at the PDSinfoANG.txt file in the data set.\n", "We can skip the next cell and load this file instead." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:51:53.901241Z", "start_time": "2017-02-27T15:51:01.090698-03:00" }, "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "# range calculation for the angles\n", "fp = FloatProgress(min=0, max=len(PDSinfo.Trial)-1)\n", "display(fp)\n", "PDSinfoANG = PDSinfo.copy(deep=True)\n", "for i, fname in enumerate(PDSinfo.Trial):\n", " filename = os.path.join(path2, fname + 'ang' + '.txt')\n", " fp.description = '(%s/%s)' %(i+1, len(PDSinfoANG.Trial))\n", " fp.value = i\n", " angs = pd.read_csv(filename, delimiter='\\t', header=0, engine='c') \n", " ang2 = angs[angz_l].std().values.reshape(5, 2).mean(axis=1)\n", " PDSinfoANG.loc[i, 'He_Th_Angle_Z'] = ang2[0]\n", " PDSinfoANG.loc[i, 'Th_Pel_Angle_Z'] = ang2[1]\n", " PDSinfoANG.loc[i, 'Hip_Angle_Z'] = ang2[2]\n", " PDSinfoANG.loc[i, 'Knee_Angle_Z'] = ang2[3]\n", " PDSinfoANG.loc[i, 'Ankle_Angle_Z'] = ang2[4]\n", " \n", "PDSinfoANG.to_csv(os.path.join(path2, 'PDSinfoANG.txt'), sep='\\t', encoding='utf-8', index=False)\n", "#print('Data from %d files were processed.' %len(PDSinfoANG.Trial))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:51:53.918559Z", "start_time": "2017-02-27T15:51:53.901241-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "https://raw.githubusercontent.com/demotu/datasets/master/PDS/data/PDSinfoANG.txt (196, 19)\n" ] } ], "source": [ "fname = os.path.join(path2, 'PDSinfoANG.txt')\n", "PDSinfoANG = pd.read_csv(fname, sep='\\t', header=0, index_col=None, engine='c', encoding='utf-8')\n", "PDSinfoANG = PDSinfoANG.groupby(['Subject', 'Vision', 'Surface', 'AgeGroup'], as_index=False).median()\n", "print(fname, PDSinfoANG.shape)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:51:55.107665Z", "start_time": "2017-02-27T15:51:53.919559-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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xMcjlcgYNGsTQoUMxMno8HxybOj1dKdbm4m1rY2dpYKHtEDTKzFifjyd05ERE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\n3OXtF3QGM7/fVojJ7HhWOVncSkSQmvtWpZAeH0hdaz+JkX5uDaMHDGZ+/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mj3ILECNoFa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zs1WTj5y2PBRKShDAE2FJ+A3gsbjuNmlSUNkkRf9mhZVNMsxNCXKLPRMJiabTbk7sYI4wNLKy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\n+C6vI/VbrsfYC9CcyG926HwBwHe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pDH95ZB5oNBoSI4RIjBj6Ln9/OEwPp37fC8RX8Gnx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0nqG8woFQpmTY5pNkAY2d+ftLNlJKfk24Q7w/r6dnpp1PaaEDKG/QWHqbv4UBflEU60R0SX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\nhBBCCCGEEA4iAZgQQgghhBBCOMj/By741tKJEtreAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(5, 2, figsize=(12, 8))\n", "\n", "sns.stripplot(x='Vision', y='He_Th_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Rigid'],\n", " jitter=.35, split=True, size=4, ax=ax[0,0], s=5)\n", "ax[0,0].set_xlabel('')\n", "ax[0,0].set_xticklabels('')\n", "ax[0,0].set_ylabel('Trunk/Head')\n", "ax[0,0].yaxis.set_label_coords(-.1, .5)\n", "ax[0,0].legend('')\n", "ax[0,0].set_title('Surface = Rigid', fontsize=16)\n", "ax[0,0].locator_params(axis='y', nbins=4)\n", "ax[0,0].text(0.01, 0.85, 'A', transform=ax[0,0].transAxes, fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='He_Th_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Foam'],\n", " jitter=.35, split=True, size=4, ax=ax[0,1], s=5)\n", "ax[0,1].set_xlabel('')\n", "ax[0,1].set_xticklabels('')\n", "ax[0,1].set_ylabel('')\n", "ax[0,1].legend(title='AgeGroup', loc='best')\n", "ax[0,1].set_title('Surface = Foam', fontsize=16)\n", "ax[0,1].locator_params(axis='y', nbins=4)\n", "ax[0,1].text(0.01, 0.85, 'B', transform=ax[0,1].transAxes, fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='Th_Pel_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Rigid'],\n", " jitter=.35, split=True, size=4, ax=ax[1,0], s=5)\n", "ax[1,0].set_xlabel('')\n", "ax[1,0].set_xticklabels('')\n", "ax[1,0].set_ylabel('Pelvis/Trunk')\n", "ax[1,0].yaxis.set_label_coords(-.1, .5)\n", "ax[1,0].legend('')\n", "ax[1,0].locator_params(axis='y', nbins=4)\n", "ax[1,0].text(0.01, 0.85, 'C', transform=ax[1,0].transAxes, fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='Th_Pel_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Foam'],\n", " jitter=.35, split=True, size=4, ax=ax[1,1], s=5)\n", "ax[1,1].set_xlabel('')\n", "ax[1,1].set_xticklabels('')\n", "ax[1,1].set_ylabel('')\n", "ax[1,1].legend('')\n", "ax[1,1].locator_params(axis='y', nbins=4)\n", "ax[1,1].text(0.01, 0.85, 'D', transform=ax[1,1].transAxes, fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='Hip_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Rigid'],\n", " jitter=.35, split=True, size=4, ax=ax[2,0], s=5)\n", "ax[2,0].set_xlabel('')\n", "ax[2,0].set_xticklabels('')\n", "ax[2,0].set_ylabel('Hip')\n", "ax[2,0].yaxis.set_label_coords(-.1, .5)\n", "ax[2,0].legend('')\n", "ax[2,0].locator_params(axis='y', nbins=4)\n", "ax[2,0].text(0.01, 0.85, 'E', transform=ax[2,0].transAxes, fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='Hip_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Foam'],\n", " jitter=.35, split=True, size=4, ax=ax[2,1], s=5)\n", "ax[2,1].set_xlabel('')\n", "ax[2,1].set_xticklabels('')\n", "ax[2,1].set_ylabel('')\n", "ax[2,1].legend('')\n", "ax[2,1].locator_params(axis='y', nbins=4)\n", "ax[2,1].text(0.01, 0.85, 'F', transform=ax[2,1].transAxes, fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='Knee_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Rigid'],\n", " jitter=.35, split=True, size=4, ax=ax[3,0], s=5)\n", "ax[3,0].set_xlabel('')\n", "ax[3,0].set_xticklabels('')\n", "ax[3,0].set_ylabel('Knee')\n", "ax[3,0].yaxis.set_label_coords(-.1, .5)\n", "ax[3,0].legend('')\n", "ax[3,0].locator_params(axis='y', nbins=4)\n", "ax[3,0].text(0.01, 0.85, 'G', transform=ax[3,0].transAxes, fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='Knee_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Foam'],\n", " jitter=.35, split=True, size=4, ax=ax[3,1], s=5)\n", "ax[3,1].set_xlabel('')\n", "ax[3,1].set_xticklabels('')\n", "ax[3,1].set_ylabel('')\n", "ax[3,1].legend('')\n", "ax[3,1].locator_params(axis='y', nbins=4)\n", "ax[3,1].text(0.01, 0.85, 'H', transform=ax[3,1].transAxes, fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='Ankle_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Rigid'],\n", " jitter=.35, split=True, size=4, ax=ax[4,0], s=5)\n", "ax[4,0].set_ylabel('Ankle')\n", "ax[4,0].yaxis.set_label_coords(-.1, .5)\n", "ax[4,0].legend('')\n", "ax[4,0].locator_params(axis='y', nbins=4)\n", "ax[4,0].text(0.01, 0.85, 'I', transform=ax[4,0].transAxes, fontsize=16)\n", "\n", "sns.stripplot(x='Vision', y='Ankle_Angle_Z', hue='AgeGroup', order=['Open', 'Closed'],\n", " data=PDSinfoANG[PDSinfoANG.Surface=='Foam'],\n", " jitter=.35, split=True, size=4, ax=ax[4,1], s=5)\n", "ax[4,1].set_ylabel('')\n", "ax[4,1].legend('')\n", "ax[4,1].locator_params(axis='y', nbins=4)\n", "ax[4,1].text(0.01, 0.85, 'J', transform=ax[4,1].transAxes, fontsize=16)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:51:55.117654Z", "start_time": "2017-02-27T15:51:55.108646-03:00" }, "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "cats = PDSinfoANG[['AgeGroup', 'Surface', 'Vision']]\n", "n = cats.shape[0]\n", "cats = pd.concat([cats, cats, cats, cats, cats], ignore_index=True)\n", "joints = np.asarray([['Trunk/Head']*n, ['Pelvis/Trunk']*n, ['Hip']*n,\n", " ['Knee']*n, ['Ankle']*n]).reshape(cats.shape[0])\n", "angs = PDSinfoANG[['He_Th_Angle_Z', 'Th_Pel_Angle_Z','Hip_Angle_Z', 'Knee_Angle_Z',\n", " 'Ankle_Angle_Z']].values.reshape(joints.shape[0], order='F')\n", "data = cats.assign(Joint=joints)\n", "data = data.assign(Angle=angs)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2017-02-27T18:51:56.336368Z", "start_time": "2017-02-27T15:51:55.118654-03:00" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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REDITExNcvXoV8fHxSElJwbJly2rV49iuXTsUFBTg5MmT+OeffxATE4ONGzcCKJv0w9bW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\ndJF7FEvSpEmTtHDhQtPjK1euyNfXV6dOndKUKVNM6/bt26ewsDD5+/s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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.factorplot(x='Joint', y='Angle', col='Surface', row='Vision', hue='AgeGroup', data=data,\n", " size=3, aspect=2, kind='bar', row_order=['Open', 'Closed'], col_order=['Rigid', 'Foam'])\n", "g.despine(left=True)\n", "g.set_ylabels('Angle [$^o$]')\n", "g.axes[0,0].text(0.01, 0.9, 'A', transform=g.axes[0,0].transAxes, fontsize=16)\n", "g.axes[0,1].text(0.01, 0.9, 'B', transform=g.axes[0,1].transAxes, fontsize=16)\n", "g.axes[1,0].text(0.01, 0.9, 'C', transform=g.axes[1,0].transAxes, fontsize=16)\n", "g.axes[1,1].text(0.01, 0.9, 'D', transform=g.axes[1,1].transAxes, fontsize=16)\n", "#plt.suptitle('Joint angular displacement at sagital plane', fontsize=16, y=1.05)\n", "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" }, "widgets": { "state": { "a16d9c9faf9c48c7af730aca51dc2a05": { "views": [ { "cell_index": 25 } ] }, "be16c4e214eb40cf976ed257dbdbc5e5": { "views": [ { "cell_index": 40 } ] } }, "version": "1.2.0" } }, "nbformat": 4, "nbformat_minor": 1 }