{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introduction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ton thinks I'm outputting incorrect ankle moments. His 2D inverse dynamics code seems to work on his test data, so I may be passing something in incorrectly.\n",
"\n",
"Update: We've determined that subject 9 has incorrect measurements resulting in the weird ankle moments. Not sure why.../"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import sys\n",
"import os\n",
"import operator"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas\n",
"import matplotlib.pyplot as plt\n",
"from IPython.core.pylabtools import figsize\n",
"import gaitanalysis\n",
"from gaitanalysis.motek import markers_for_2D_inverse_dynamics\n",
"from gaitanalysis.gait import GaitData\n",
"from gaitanalysis.controlid import SimpleControlSolver"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sys.path.append('../src')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import utils\n",
"from gait_landmark_settings import settings"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load and Process Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load the path to the directory with the experimental data."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"trials_dir = utils.config_paths()['raw_data_dir']"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No meta file in /home/moorepants/Manuscripts/gait-control-direct-id-paper/raw-data/T002\n"
]
},
{
"data": {
"text/html": [
"
\n",
"
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" \n",
" \n",
" | \n",
" belt-speed-standard-deviation-percentage | \n",
" cortex-version | \n",
" datetime | \n",
" dflow-version | \n",
" id | \n",
" marker-set | \n",
" nominal-speed | \n",
" nominal-speed-units | \n",
" notes | \n",
" pitch | \n",
" stationary-platform | \n",
" subject-id | \n",
" sway | \n",
"
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" This is a trial that Obinna collected for his ... | \n",
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" 1 | \n",
" False | \n",
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" 003 | \n",
" 0.05 | \n",
" 3.1.1.1290 | \n",
" 2013-10-22 | \n",
" NaN | \n",
" 3 | \n",
" NaN | \n",
" 1.2 | \n",
" meters per second | \n",
" This is an unloaded trial (no subject) of the ... | \n",
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" \n",
" 004 | \n",
" 0.08 | \n",
" 3.1.1.1290 | \n",
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" 4 | \n",
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"text/plain": [
" belt-speed-standard-deviation-percentage cortex-version datetime \\\n",
"001 NaN NaN 2013-12-03 \n",
"003 0.05 3.1.1.1290 2013-10-22 \n",
"004 0.08 3.1.1.1290 2013-10-22 \n",
"005 0.10 3.1.1.1290 2013-10-22 \n",
"006 0.05 3.1.1.1290 2013-10-22 \n",
"\n",
" dflow-version id marker-set nominal-speed nominal-speed-units \\\n",
"001 NaN 1 lower NaN meters per second \n",
"003 NaN 3 NaN 1.2 meters per second \n",
"004 NaN 4 NaN 1.2 meters per second \n",
"005 NaN 5 NaN 1.2 meters per second \n",
"006 NaN 6 lower 1.2 meters per second \n",
"\n",
" notes pitch \\\n",
"001 This is a trial that Obinna collected for his ... False \n",
"003 This is an unloaded trial (no subject) of the ... False \n",
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" stationary-platform subject-id sway \n",
"001 True 1 False \n",
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"006 False 1 True "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tables = utils.generate_meta_data_tables(trials_dir)\n",
"tables['TOP|trial'].sort('id').head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"trial_number = '026'"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"trial = utils.Trial(trial_number)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading pre-cleaned data: /home/moorepants/Manuscripts/gait-control-direct-id-paper/processed-data/cleaned-data/026-first-normal-walking.h5\n",
"_write_event_data_frame_to_disk took 0.02 s to execute.\n",
"Loading pre-computed inverse dynamics from /home/moorepants/Manuscripts/gait-control-direct-id-paper/processed-data/gait-data/026-first-normal-walking.h5.\n",
"_write_inverse_dynamics_to_disk took 0.04 s to execute.\n",
"Loading pre-computed gait cycles from /home/moorepants/Manuscripts/gait-control-direct-id-paper/processed-data/gait-data/026-first-normal-walking.h5.\n",
"_section_into_gait_cycles took 0.04 s to execute.\n"
]
}
],
"source": [
"trial.prep_data('First Normal Walking')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, extract the data from the first normal walking period in the trial."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load in Ton's test data."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"path = os.path.join(os.path.split(gaitanalysis.__file__)[0], 'octave', '2d_inverse_dynamics', 'test', 'rawdata.txt')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = pandas.read_csv(path, delimiter='\\t', na_values='NaN ')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"9"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"trial.meta_data['subject']['id']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Coordinate System Definitions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cortex Coordinate System [3D]\n",
"\n",
"- X: Right\n",
"- Y: Up\n",
"- Z: Backwards\n",
"\n",
"The `walking_data` is transformed into the ISB standard which matches Ton's 2D inverse dynamics code:\n",
"\n",
"2D Inverse Dynamics Coordinate System [2D]\n",
"\n",
"- X: Forwards\n",
"- Y: Up\n",
"- Z: Right"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Force plate 2 `FP2` is the right force plate."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So in the test data, there is FP1 which is the left force plate, but all the markers are right side markers."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Marker Label Check"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These are the column labels from the Cortex/D-Flow data that need to be used in the 2D inverse dynamics code, in the correct order."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(['LSHO.PosX',\n",
" 'LSHO.PosY',\n",
" 'LGTRO.PosX',\n",
" 'LGTRO.PosY',\n",
" 'LLEK.PosX',\n",
" 'LLEK.PosY',\n",
" 'LLM.PosX',\n",
" 'LLM.PosY',\n",
" 'LHEE.PosX',\n",
" 'LHEE.PosY',\n",
" 'LMT5.PosX',\n",
" 'LMT5.PosY'],\n",
" ['RSHO.PosX',\n",
" 'RSHO.PosY',\n",
" 'RGTRO.PosX',\n",
" 'RGTRO.PosY',\n",
" 'RLEK.PosX',\n",
" 'RLEK.PosY',\n",
" 'RLM.PosX',\n",
" 'RLM.PosY',\n",
" 'RHEE.PosX',\n",
" 'RHEE.PosY',\n",
" 'RMT5.PosX',\n",
" 'RMT5.PosY'],\n",
" ['FP1.ForX', 'FP1.ForY', 'FP1.MomZ'],\n",
" ['FP2.ForX', 'FP2.ForY', 'FP2.MomZ'])"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"orig_labels = markers_for_2D_inverse_dynamics('full')\n",
"orig_labels"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compare our raw measurements to the test data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Thes plots compare the shape, sign, and magnitudes of the raw data for this test subject to the raw data in the 2D inverse dynamics test code."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"start, end = 265, 600\n",
"\n",
"def compare(df1, cols1, df2, cols2):\n",
"\n",
" fig, axes = plt.subplots(len(cols1), 1)\n",
"\n",
" for ax, threed, twod in zip(axes, cols1, cols2):\n",
" ax.plot(df1.iloc[start:end, :][threed], label=threed + ' [3D]')\n",
" ax.plot(df2[twod], label=twod + ' [2D]')\n",
" ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"figsize(14, 8)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index([u'% TimeStamp', u'RSHO.PosX', u'RSHO.PosY', u'RGTRO.PosX', u'RGTRO.PosY', u'RLEK.PosX', u'RLEK.PosY', u'RLM.PosX', u'RLM.PosY', u'RHEE.PosX', u'RHEE.PosY', u'RMT5.PosX', u'RMT5.PosY', u'FP2.ForX', u'FP2.ForY', u'FP2.MomZ'], dtype='object')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"gait_data = trial.gait_data_objs['First Normal Walking']"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compare(gait_data.data, ['FP2.ForX', 'FP2.ForY', 'FP2.MomZ'],\n",
" df, ['FP2.ForX', 'FP2.ForY', 'FP2.MomZ'])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
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"SUVORK5CYII=\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"markers = ['RSHO', 'RGTRO', 'RLEK', 'RLM', 'RHEE', 'RMT5']\n",
"\n",
"for marker in markers:\n",
" threed = [marker + '.PosX', marker + '.PosY']\n",
" twod = [marker + '.PosX', marker + '.PosY']\n",
" compare(gait_data.data, threed, df, twod)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Everything seems to be fine. The differnce in the moment curves simply reflect the relative difference in the subjects fore/aft position on the treadmill."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compare Center of Pressure to RLM Marker"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df['FP2.CopX'] = df['FP2.MomZ'] / df['FP2.ForY']"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(gait_data.data['FP2.CopX'].iloc[start:end], 'b-', label='FP2.CopX [3D]')\n",
"plt.plot(gait_data.data['RLM.PosX'].iloc[start:end], 'b.', label='RLM.PosX [3D]')\n",
"plt.plot(df['FP2.CopX'], 'r-', label='FP2.CopX [2D]')\n",
"plt.plot(df['RLM.PosX'], 'r.', label='RLM.PosX [2D]')\n",
"plt.ylim((-1, 1))\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(gait_data.data['Right.Ankle.PlantarFlexion.Moment'].iloc[start:end])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Footer"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6af0c229bb0a9edf78f8489d5f0efe02d5685a57\r\n"
]
}
],
"source": [
"!git rev-parse HEAD"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9e80dfdcfe0a14b44e0ebcbadb6e9e827d215c3c\r\n"
]
}
],
"source": [
"!git --git-dir=/home/moorepants/src/GaitAnalysisToolKit/.git --work-tree=/home/moorepants/src/GaitAnalysisToolKit rev-parse HEAD"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Installed version_information.py. To use it, type:\n",
" %load_ext version_information\n"
]
}
],
"source": [
"%install_ext http://raw.github.com/jrjohansson/version_information/master/version_information.py"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%load_ext version_information"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"application/json": {
"Software versions": [
{
"module": "Python",
"version": "2.7.9 64bit [GCC 4.4.7 20120313 (Red Hat 4.4.7-1)]"
},
{
"module": "IPython",
"version": "3.0.0"
},
{
"module": "OS",
"version": "Linux 3.13.0 49 generic x86_64 with debian jessie sid"
},
{
"module": "numpy",
"version": "1.9.2"
},
{
"module": "scipy",
"version": "0.15.1"
},
{
"module": "pandas",
"version": "0.16.0"
},
{
"module": "matplotlib",
"version": "1.4.2"
},
{
"module": "tables",
"version": "3.1.1"
},
{
"module": "oct2py",
"version": "3.1.0"
},
{
"module": "dtk",
"version": "0.4.0"
},
{
"module": "gaitanalysis",
"version": "0.2.0dev"
}
]
},
"text/html": [
"Software | Version |
---|
Python | 2.7.9 64bit [GCC 4.4.7 20120313 (Red Hat 4.4.7-1)] |
IPython | 3.0.0 |
OS | Linux 3.13.0 49 generic x86_64 with debian jessie sid |
numpy | 1.9.2 |
scipy | 0.15.1 |
pandas | 0.16.0 |
matplotlib | 1.4.2 |
tables | 3.1.1 |
oct2py | 3.1.0 |
dtk | 0.4.0 |
gaitanalysis | 0.2.0dev |
Fri Apr 24 10:47:56 2015 PDT |
"
],
"text/latex": [
"\\begin{tabular}{|l|l|}\\hline\n",
"{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n",
"Python & 2.7.9 64bit [GCC 4.4.7 20120313 (Red Hat 4.4.7-1)] \\\\ \\hline\n",
"IPython & 3.0.0 \\\\ \\hline\n",
"OS & Linux 3.13.0 49 generic x86\\_64 with debian jessie sid \\\\ \\hline\n",
"numpy & 1.9.2 \\\\ \\hline\n",
"scipy & 0.15.1 \\\\ \\hline\n",
"pandas & 0.16.0 \\\\ \\hline\n",
"matplotlib & 1.4.2 \\\\ \\hline\n",
"tables & 3.1.1 \\\\ \\hline\n",
"oct2py & 3.1.0 \\\\ \\hline\n",
"dtk & 0.4.0 \\\\ \\hline\n",
"gaitanalysis & 0.2.0dev \\\\ \\hline\n",
"\\hline \\multicolumn{2}{|l|}{Fri Apr 24 10:47:56 2015 PDT} \\\\ \\hline\n",
"\\end{tabular}\n"
],
"text/plain": [
"Software versions\n",
"Python 2.7.9 64bit [GCC 4.4.7 20120313 (Red Hat 4.4.7-1)]\n",
"IPython 3.0.0\n",
"OS Linux 3.13.0 49 generic x86_64 with debian jessie sid\n",
"numpy 1.9.2\n",
"scipy 0.15.1\n",
"pandas 0.16.0\n",
"matplotlib 1.4.2\n",
"tables 3.1.1\n",
"oct2py 3.1.0\n",
"dtk 0.4.0\n",
"gaitanalysis 0.2.0dev\n",
"Fri Apr 24 10:47:56 2015 PDT"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%version_information numpy, scipy, pandas, matplotlib, tables, oct2py, dtk, gaitanalysis"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# packages in environment at /home/moorepants/anaconda/envs/gait-direct-id-paper:\n",
"#\n",
"backports.ssl-match-hostname 3.4.0.2 \n",
"cairo 1.12.18 0 \n",
"dateutil 2.4.1 py27_0 \n",
"dynamicisttoolkit 0.4.0 py27_0 \n",
"fastcache 1.0.2 py27_0 \n",
"fontconfig 2.11.1 2 \n",
"freetype 2.4.10 0 \n",
"gaitanalysistoolkit (/home/moorepants/src/GaitAnalysisToolKit) 0.2.0.dev0 \n",
"hdf5 1.8.14 0 \n",
"ipython 3.0.0 py27_0 \n",
"ipython-notebook 3.0.0 py27_1 \n",
"jinja2 2.7.3 py27_1 \n",
"jsonschema 2.4.0 py27_0 \n",
"libpng 1.5.13 1 \n",
"libsodium 0.4.5 0 \n",
"libxml2 2.9.0 0 \n",
"markupsafe 0.23 py27_0 \n",
"matplotlib 1.4.2 np19py27_0 \n",
"mistune 0.5.1 py27_0 \n",
"nose 1.3.4 py27_1 \n",
"numexpr 2.3.1 np19py27_0 \n",
"numpy 1.9.2 py27_0 \n",
"oct2py 3.1.0 py27_0 \n",
"openssl 1.0.1k 1 \n",
"pandas 0.16.0 np19py27_1 \n",
"pip 6.1.1 py27_0 \n",
"pixman 0.26.2 0 \n",
"ptyprocess 0.4 py27_0 \n",
"py2cairo 1.10.0 py27_2 \n",
"pygments 2.0.2 py27_0 \n",
"pyparsing 2.0.1 py27_0 \n",
"pyqt 4.10.4 py27_0 \n",
"pyside 1.2.1 py27_1 \n",
"pytables 3.1.1 np19py27_2 \n",
"python 2.7.9 2 \n",
"python-dateutil 2.4.2 py27_0 \n",
"pytz 2015.2 py27_0 \n",
"pyyaml 3.11 py27_0 \n",
"pyzmq 14.5.0 py27_0 \n",
"qt 4.8.5 0 \n",
"readline 6.2 2 \n",
"scipy 0.15.1 np19py27_0 \n",
"seaborn 0.5.1 np19py27_0 \n",
"setuptools 15.0 py27_0 \n",
"shiboken 1.2.1 py27_0 \n",
"sip 4.15.5 py27_0 \n",
"six 1.9.0 py27_0 \n",
"snakeviz 0.3.1 \n",
"sqlite 3.8.4.1 1 \n",
"ssl_match_hostname 3.4.0.2 py27_0 \n",
"sympy 0.7.6 py27_0 \n",
"system 5.8 2 \n",
"tables 3.1.1 \n",
"terminado 0.5 py27_0 \n",
"tk 8.5.18 0 \n",
"tornado 4.1 py27_0 \n",
"yaml 0.1.4 0 \n",
"zeromq 4.0.4 0 \n",
"zlib 1.2.8 0 \n"
]
}
],
"source": [
"!conda list"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"backports.ssl-match-hostname==3.4.0.2\r\n",
"DynamicistToolKit==0.4.0\r\n",
"fastcache==1.0.2\r\n",
"-e git+git@github.com:csu-hmc/GaitAnalysisToolKit.git@9e80dfdcfe0a14b44e0ebcbadb6e9e827d215c3c#egg=GaitAnalysisToolKit-origin_speedup-inverse-dynamics\r\n",
"ipython==3.0.0\r\n",
"Jinja2==2.7.3\r\n",
"jsonschema==2.4.0\r\n",
"MarkupSafe==0.23\r\n",
"matplotlib==1.4.2\r\n",
"mistune==0.5.1\r\n",
"nose==1.3.4\r\n",
"numexpr==2.3.1\r\n",
"numpy==1.9.2\r\n",
"oct2py==3.1.0\r\n",
"pandas==0.16.0\r\n",
"ptyprocess==0.4\r\n",
"Pygments==2.0.2\r\n",
"pyparsing==2.0.1\r\n",
"PySide==1.2.1\r\n",
"python-dateutil==2.4.2\r\n",
"pytz==2015.2\r\n",
"PyYAML==3.11\r\n",
"pyzmq==14.5.0\r\n",
"scipy==0.15.1\r\n",
"seaborn==0.5.1\r\n",
"six==1.9.0\r\n",
"snakeviz==0.3.1\r\n",
"sympy==0.7.6\r\n",
"tables==3.1.1\r\n",
"terminado==0.5\r\n",
"tornado==4.1\r\n"
]
}
],
"source": [
"!pip freeze"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}