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@amarburg
Last active October 10, 2017 18:16
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"%matplotlib inline\n",
"import matplotlib\n",
"\n",
"import sys\n",
"import os.path\n",
"\n",
"\n",
"repo_dir = os.path.expanduser('~/workspace/CamHD_analysis/CamHD_motion_metadata/')\n",
"sys.path.append(repo_dir + 'scripts')\n",
"\n",
"# import region_analysis\n",
"\n",
"import pycamhd.motionmetadata as mm\n",
"\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"optical_flow_file = repo_dir + \"RS03ASHS/PN03B/06-CAMHDA301/2016/01/01/CAMHDA301-20160101T000000Z_optical_flow.json\"\n",
"region_file = repo_dir + \"RS03ASHS/PN03B/06-CAMHDA301/2016/01/01/CAMHDA301-20160101T000000Z_optical_flow_regions.json\"\n",
"\n",
"\n",
"\n",
"of_file = mm.OpticalFlowFile(optical_flow_file)\n",
"reg_file = mm.RegionFile.load( region_file )"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KqtuVHEopT+ABoCPgaUzXWt9fhXGJamK328nIyMDf3x+lFH5+ftXWVri8TUFcwTnG7Ozs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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1064eeb00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,(xax, yax, scale_ax) = plt.subplots(3,1,figsize=(15,10))\n",
"\n",
"(of_file.valid['trans_x']/10).rolling(window=3).mean().plot(ax=xax,color='k')\n",
"(of_file.valid['trans_y']/10).rolling(window=3).mean().plot(ax=yax,color='k')\n",
"\n",
"xax.set_ylabel('X Velocity (pixels/frame)')\n",
"yax.set_ylabel('Y Velocity (pixels/frame)')\n",
"\n",
"for x in (xax,yax):\n",
" x.set_ylim([-10,10])\n",
"\n",
"\n",
"of_file.valid['scale'].rolling(window=3).mean().plot(ax=scale_ax,color='k')\n",
"scale_ax.set_ylabel('Scale')\n",
"scale_ax.set_xlabel('Frame number')\n",
"\n",
"# Apply some attributes to all \n",
"for x in (xax,yax,scale_ax):\n",
" x.grid()\n",
" \n",
"plt.tight_layout()\n",
"fig.savefig('optical_flow_sample.jpg')\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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gPXJkuNsCjIlJbfH1goI0p9dxtry2iolJZevWrQCMGjWKFStWMHLkSGJiYtwaS1P7vXLl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\ngKSkeLKzXWu5mpmZCUCvXr0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I8Gf37sPs3n2Yiy8+g4iIMKqqqgkMDGh0TWPdh6uu6k+P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\nPe2BBx5g3ryPAzqnVsL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dWLVqFdOnT+fiiy927vfLL7/wyCOPcMEF4zjvvHOJjY2hZctU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\nrQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1060b3e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,(xax, yax, scale_ax) = plt.subplots(3,1,figsize=(15,10))\n",
"\n",
"(of_file.valid['trans_x']/10).rolling(window=3).mean().plot(ax=xax,color='k')\n",
"(of_file.valid['trans_y']/10).rolling(window=3).mean().plot(ax=yax,color='k')\n",
"\n",
"xax.set_ylabel('X Velocity (pixels/frame)')\n",
"yax.set_ylabel('Y Velocity (pixels/frame)')\n",
"\n",
"for x in (xax,yax):\n",
" x.set_ylim([-10,10])\n",
"\n",
"\n",
"of_file.valid['scale'].rolling(window=3).mean().plot(ax=scale_ax,color='k')\n",
"scale_ax.set_ylabel('Scale')\n",
"scale_ax.set_xlabel('Frame number')\n",
"\n",
"# Apply some attributes to all \n",
"for x in (xax,yax,scale_ax):\n",
" x.grid()\n",
" \n",
"for reg in reg_file.static_regions():\n",
" for x in (xax,yax,scale_ax):\n",
" x.axvspan(xmin=reg.start_frame, xmax=reg.end_frame,facecolor='y', alpha=0.25)\n",
" \n",
"plt.tight_layout()\n",
"fig.savefig('optical_flow_regions.jpg')\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"\n",
"import glob\n",
"\n",
"xtrans = pd.DataFrame()\n",
"ytrans = pd.DataFrame()\n",
"scale = pd.DataFrame()\n",
"\n",
"for f in glob.glob(repo_dir + \"RS03ASHS/PN03B/06-CAMHDA301/2016/01/*/*flow.json\"):\n",
" \n",
" of_file = mm.OpticalFlowFile(f) \n",
" xtrans[f] = of_file.valid['trans_x']/10\n",
" ytrans[f] = of_file.valid['trans_y']/10\n",
" scale[f] = of_file.valid['scale']\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(xtrans)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"xstats = pd.DataFrame()\n",
"xstats['mean'] = xtrans.mean(axis=1).rolling(window=3).mean()\n",
"xstats['min'] = xtrans.min(axis=1).rolling(window=3).mean()\n",
"xstats['max'] = xtrans.max(axis=1).rolling(window=3).mean()\n",
"\n",
"ystats = pd.DataFrame()\n",
"ystats['mean'] = ytrans.mean(axis=1).rolling(window=3).mean()\n",
"ystats['min'] = ytrans.min(axis=1).rolling(window=3).mean()\n",
"ystats['max'] = ytrans.max(axis=1).rolling(window=3).mean()\n",
"\n",
"\n",
"scalestats = pd.DataFrame()\n",
"scalestats['mean'] = scale.mean(axis=1).rolling(window=3).mean()\n",
"scalestats['min'] = scale.min(axis=1).rolling(window=3).mean()\n",
"scalestats['max'] = scale.max(axis=1).rolling(window=3).mean()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fig,(xax,yax,scale_ax) = plt.subplots(3,1,figsize=(12,12))\n",
"\n",
"\n",
"xstats['mean'].plot(ax=xax,color='k')\n",
"xax.fill_between( x=xstats.index, y1=xstats['max'], y2=xstats['min'] )\n",
"xax.set_ylim([-10,10])\n",
"xax.set_ylabel('X Velocity (pixels/frame)')\n",
"\n",
"\n",
"ystats['mean'].plot(ax=yax,color='k')\n",
"yax.fill_between( x=ystats.index, y1=ystats['max'], y2=ystats['min'] )\n",
"yax.set_ylim([-10,10])\n",
"yax.set_ylabel('Y Velocity (pixels/frame)')\n",
"\n",
"\n",
"scalestats['mean'].plot(ax=scale_ax,color='k')\n",
"scale_ax.fill_between( x=scalestats.index, y1=scalestats['max'], y2=scalestats['min'] )\n",
"scale_ax.set_ylabel('Scale')\n",
"\n",
"\n",
"# Apply some attributes to all \n",
"for x in (xax,yax,scale_ax):\n",
" x.grid()\n",
"\n",
"scale_ax.set_xlabel('Frame Number')\n",
"\n",
"plt.tight_layout()\n",
"fig.savefig('optical_flow_window.jpg')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "CamHD Motion Analysis",
"language": "python",
"name": "camhd_motion_analysis"
},
"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"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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