{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Preprocessing of squat or pushup raw coordinate text files into segmented and normalized reps" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Brandon/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", " warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n" ] } ], "source": [ "#=====[ Import dependencies ]====\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import sys\n", "# sys.path.append('/usr/local/lib/python2.7/site-packages')\n", "import pandas as pd\n", "import pickle\n", "\n", "# sys.path.append('/Users/admin3/Dropbox/Stanford/Fall-2015/CS221/project/ai_trainer/data')\n", "sys.path.append('../data')\n", "sys.path.append('../data/squat_pushupData_10to20')\n", "sys.path.append('../inference')\n", "\n", "#=====[ Import Data ]=====\n", "# import coords1 as cd\n", "import coordKeys as keys\n", "import coordKeysZ as keysZ\n", "\n", "#=====[ Import Labels ]======\n", "import labels\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Step 1: Import Data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#=====[ Get labels ]=====\n", "y = labels.labels15\n", "# print 'Number of labeled squats: %d' % len(y)\n", "\n", "#=====[ Get raw text files that specify x, y, z coordinates for each joint for each frame ]=====\n", "file_to_open = '../data/raw_data/squat_pushupData_10to20/squatData13.txt'\n", "# file_to_save = '../data/squat_coords/squat17.p'" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
SpineBaseXSpineBaseYSpineBaseZSpineMidXSpineMidYSpineMidZNeckXNeckYNeckZHeadX...HandTipLeftZThumbLeftXThumbLeftYThumbLeftZHandTipRightXHandTipRightYHandTipRightZThumbRightXThumbRightYThumbRightZ
0263.104919174.8189092.459708264.268982125.3969042.454690265.41677976.6840522.437456265.499786...2.305079243.933044192.0647282.268467383.49810850.9969332.374507368.42932158.4281312.406143
1263.215820175.2139432.414441264.262238125.2403262.442008265.40365676.6791082.437677265.522247...2.426420164.14402844.1432502.450143377.59857243.1999212.358433364.71362349.9983522.416857
2264.136200173.1871032.412615264.593689124.5946582.437691265.41159176.6899722.437383265.539978...2.429082173.38256837.2936402.426909370.04791340.3234412.370817358.66815245.3350982.417667
3264.404480172.2648622.411652264.741241124.1293872.435206265.41146976.6913912.437093265.548248...2.431059184.62506140.6211242.442875362.12356633.2024232.379206350.55596940.8857272.414000
4264.476807172.0441892.411136264.880463123.9299392.433811265.48330776.7029882.436774265.549957...2.411451192.25065635.7499242.449250352.40924125.8380582.391559342.90945438.1821442.420182
\n", "

5 rows × 75 columns

\n", "
" ], "text/plain": [ " SpineBaseX SpineBaseY SpineBaseZ SpineMidX SpineMidY SpineMidZ \\\n", "0 263.104919 174.818909 2.459708 264.268982 125.396904 2.454690 \n", "1 263.215820 175.213943 2.414441 264.262238 125.240326 2.442008 \n", "2 264.136200 173.187103 2.412615 264.593689 124.594658 2.437691 \n", "3 264.404480 172.264862 2.411652 264.741241 124.129387 2.435206 \n", "4 264.476807 172.044189 2.411136 264.880463 123.929939 2.433811 \n", "\n", " NeckX NeckY NeckZ HeadX ... HandTipLeftZ \\\n", "0 265.416779 76.684052 2.437456 265.499786 ... 2.305079 \n", "1 265.403656 76.679108 2.437677 265.522247 ... 2.426420 \n", "2 265.411591 76.689972 2.437383 265.539978 ... 2.429082 \n", "3 265.411469 76.691391 2.437093 265.548248 ... 2.431059 \n", "4 265.483307 76.702988 2.436774 265.549957 ... 2.411451 \n", "\n", " ThumbLeftX ThumbLeftY ThumbLeftZ HandTipRightX HandTipRightY \\\n", "0 243.933044 192.064728 2.268467 383.498108 50.996933 \n", "1 164.144028 44.143250 2.450143 377.598572 43.199921 \n", "2 173.382568 37.293640 2.426909 370.047913 40.323441 \n", "3 184.625061 40.621124 2.442875 362.123566 33.202423 \n", "4 192.250656 35.749924 2.449250 352.409241 25.838058 \n", "\n", " HandTipRightZ ThumbRightX ThumbRightY ThumbRightZ \n", "0 2.374507 368.429321 58.428131 2.406143 \n", "1 2.358433 364.713623 49.998352 2.416857 \n", "2 2.370817 358.668152 45.335098 2.417667 \n", "3 2.379206 350.555969 40.885727 2.414000 \n", "4 2.391559 342.909454 38.182144 2.420182 \n", "\n", "[5 rows x 75 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#=====[ Import data from text file ] =====\n", "\n", "#=====[ There are parameters we can use to cut off unclean coordinates from either end of our dataframe. We \n", "#=====[ manually do this here, but in our full pipeline, we automate this ]=====\n", "\n", "front_cut = 0\n", "back_cut = 0\n", "\n", "data = []\n", "with open(file_to_open) as f:\n", " for line in f:\n", " try:\n", " data.append([float(x.replace('\\r\\n','')) for x in line.split(',')])\n", " except Exception as e:\n", " print e\n", "\n", "#=====[ Put data in data frame, apply front and back cut, and reset index ]=====\n", "df = pd.DataFrame(data, columns=keysZ.columns)\n", "df = df[front_cut:df.shape[0]-back_cut]\n", "df = df.set_index([range(0,df.shape[0])])\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Step 2: Isolate Individual Squats" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEACAYAAAC3adEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#=====[ Extract y_coords for Neck -- provides a stable point of reference ]=====\n", "y_coords = np.array(df.get('NeckY'))\n", "plt.plot(-y_coords,marker='+')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Get Max Indices" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#=====[ Returns true if the specified index of y_coords is a minimum value ]=====\n", "def is_min(y_coords, height, gradient, index, epsilon, beta):\n", " if np.abs(y_coords[index] - height)/height < epsilon:\n", " for i in range(1,beta):\n", " if gradient[index - i] > 0 or gradient[index + i - 1] < 0:\n", " return False\n", " return True\n", " \n", "#=====[ Returns true if we suspect that we are in a new repetition ]=====\n", "def in_new_squat(y_coords, height, index, delta):\n", " return abs((y_coords[index] - height)/height) > delta\n", "\n", "#=====[ Gets local maxes within accepted epsilon of global max and with max len(y_coors)/gamma maxes ]=====\n", "#=====[ For squats: usual epsilon ~ 0.2, gamma ~ 20, delta ~ 0.5, beta ~ 1 ]=====\n", "#=====[ For pushups: usual epsilon ~ 0.2, gamma ~ 20, delta ~ 0.2, beta ~ 1 ]=====\n", "\n", "def get_local_mins(y_coords, epsilon=0.25, gamma=50, delta=0.5, beta=2):\n", " \n", " local_mins = []\n", " height = np.min(y_coords[len(y_coords)/3:len(y_coords)*2/3])\n", " gradient = np.gradient(y_coords)\n", " \n", " #=====[ Checks gradients to make sure we are looking at a local min ]=====\n", " min_located = False\n", " for index, dy in enumerate(gradient[2:]):\n", " if(min_located):\n", " if in_new_squat(y_coords, height, index, delta):\n", " min_located = False \n", " else:\n", " continue\n", " \n", " if is_min(y_coords, height, gradient, index, epsilon, beta + 1):\n", " local_mins.append(index)\n", " min_located = True\n", " \n", " return sorted(local_mins)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwcAAAIXCAYAAADJ+SJgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJP4/zwc3dAq+UesAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#=====[ Get maxes and plot with y_coords ]=====\n", "mins = get_local_mins(y_coords)\n", "plt.plot(-y_coords,marker='+')\n", "\n", "for divide in mins:\n", " plt.axvline(divide,color='r')\n", "\n", "#=====[ Add plot decorations ]===== \n", "plt.ylabel('Neck Y-Coord')\n", "plt.xlabel('Frame Number')\n", "figure = plt.gcf() # get current figure\n", "figure.set_size_inches(12, 8)\n", "plt.rcParams.update({'font.size': 24})\n", "plt.tick_params(axis='x', labelsize=16)\n", "plt.tick_params(axis='y', labelsize=16)\n", "plt.title('Squat Rep Segmentation')\n", "plt.savefig('squat_separation.png',dpi=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Separate Exercise based on max points found" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10 reps extracted, 10 labels exracted\n" ] } ], "source": [ "reps = []\n", "\n", "#=====[ Get points from DF between each max found -- constitutes a single squat ]=====\n", "for index,x in enumerate(mins):\n", " if(index == len(mins) -1 ):\n", " continue\n", " rep = (df.loc[x:mins[index+1]-1]).copy(True)\n", " reps.append(rep.set_index([range(rep.shape[0])]))\n", "\n", "print \"%d reps extracted, %d labels exracted\" % (len(reps), len(y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Step 3: Normalize Coordinates" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# =====[ Helper Functions for getting normalizing parameters ]=====\n", "def y_upper_bound(df):\n", " return np.min(df['HeadY'])\n", "\n", "def y_lower_bound(df):\n", " return np.median(pd.concat([df['FootRightY'],df['FootLeftY']],axis =0))\n", "\n", "def x_zero(df):\n", " return np.median(df['SpineMidX'])\n", "\n", "def z_zero(df):\n", " return np.median(np.concatenate([df.get('FootLeftZ'),df.get('FootRightZ')],axis=0))\n", "\n", "def scaling_factor(df):\n", " return np.abs(y_upper_bound(df) - y_lower_bound(df))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def normalize(df, reps, z_coords=False):\n", " \n", " #=====[ Normalizing constants for the entire set of exercises ]=====\n", " y_head = y_upper_bound(df)\n", " scale = scaling_factor(df)\n", " x_midpoint = x_zero(df)\n", " z_midpoint = z_zero(df)\n", " \n", " for rep in reps:\n", " \n", " #=====[ Even columns are x-coordinates, odd columns are y-coordinates -- normalize respectively ]=====\n", " for index, col in enumerate(rep.columns):\n", " if index % 3 == 2:\n", " rep[col] = rep[col].apply((lambda z: ((z - z_midpoint)/scale)))\n", " elif index % 3 == 1:\n", " rep[col] = rep[col].apply((lambda y: ((y - y_head)/scale)))\n", " else:\n", " rep[col] = rep[col].apply(lambda x: ((x - x_midpoint)/scale)) " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#=====[ Normalize squats: ensure z_coords is set to true if extracting 3-d coordinates ]=====\n", "# from pu_normalization import normalize #<--- This line is used if preprocessing pushups\n", "\n", "normalize(df, reps)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwcAAAIXCAYAAADJ+SJgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzMzMDHBwYGZmZmZmmf8PU0wMUHn5xjEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#=====[ Visual comparison between reps ]=====\n", "for index, rep in enumerate(reps):\n", " plt.plot(-rep.get('NeckY'),label=\"Rep \" + str(index + 1))\n", "plt.legend(loc='lower right', prop={'size':16})\n", "plt.ylabel('-1* Neck Y-Coord')\n", "plt.xlabel('Frame Number')\n", "figure = plt.gcf() # get current figure\n", "figure.set_size_inches(12, 8)\n", "plt.tick_params(axis='x', labelsize=16)\n", "plt.tick_params(axis='y', labelsize=16)\n", "plt.title('Segmented and Normalized Squat Reps')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compress reps and labels into a pickle file" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "training_data = []\n", "\n", "#=====[ Append label to our squats and pickle the (x,y) pairs ]=====\n", "for index, rep in enumerate(reps):\n", " training_data.append((rep,y[index]))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#=====[ Save squats in pickle file if desired ]=====\n", "pickle.dump(training_data,open(file_to_save,'wb'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualize Scaled Body" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plotBody(df,frame):\n", " coords = np.array(df.loc[frame])\n", " xs = [coords[i] for i in range(0,coords.size) if i % 3 == 0]\n", " ys = [-1*coords[i] for i in range(0,coords.size) if i % 3 == 1] \n", " zs = [coords[i] for i in range(0,coords.size) if i % 3 == 2]\n", " plt.plot(xs,ys,linestyle='None',marker='o',markersize=10)\n", " figure = plt.gcf()\n", " plt.axis([-.3, .3, -1.1, 0.1])\n", " figure.set_size_inches(5,8)\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAHoCAYAAABdMsRWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwCjYRUQCo2AXEQmMgl1EJDD/H8RlOl06lhAMAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotBody(reps[1],40)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }