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The_Perfect_Storm_1991.ipynb
{
"metadata": {
"name": "The_Perfect_Storm_1991"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Data and Visualization Integration Via Web-based Resources \n",
"###<a href=\"http://tw.rpi.edu/web/person/MassimoDiStefano\" target=\"_blank\">Massimo Di Stefano</a> \n",
"###Software Engineer\n",
"####Rensselaer Polytechnic Institute, Troy, NY\n",
"####Woods Hole Oceanographic Institution, Woods Hole, MA\n",
"<img src=\"http://www.rpi.edu/dept/chem-eng/WWW/AICHE/regionals/images/RPI_logo.jpg\" width=10%/> "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1991 The Perfect Storm\n",
"<img src=\"http://www.ncdc.noaa.gov/img/satellite/satelliteseye/cyclones/pfctstorm91/Halstsubtrop.gif\" width='500'/> \n",
" \n",
"#### Dataset provided by Signell Richard - [USGS](http://geoport.whoi.edu/thredds/catalog/fmrc/NCEP/ww3/cfsr/10m/catalog.html?dataset=fmrc/NCEP/ww3/cfsr/10m/collection \"USGS Thredds Data Server\")"
]
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Background"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.core.display import HTML\n",
"HTML(\"<iframe src='http://www.ncdc.noaa.gov/oa/satellite/satelliteseye/cyclones/pfctstorm91/pfctstorm.html' width='750' height='600'></iframe>\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<iframe src='http://www.ncdc.noaa.gov/oa/satellite/satelliteseye/cyclones/pfctstorm91/pfctstorm.html' width='750' height='600'></iframe>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 1,
"text": [
"<IPython.core.display.HTML at 0x105936a10>"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython import parallel\n",
"\n",
"rc = parallel.Client()\n",
"view = rc.load_balanced_view()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%px\n",
"\n",
"import sys\n",
"import os\n",
"\n",
"from pylab import *\n",
"import netCDF4\n",
"import datetime as dt\n",
"\n",
"import numpy.ma as ma\n",
"from mpl_toolkits.basemap import Basemap"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import sys\n",
"import os\n",
"\n",
"from pylab import *\n",
"import netCDF4\n",
"import datetime as dt\n",
"\n",
"import numpy.ma as ma\n",
"from mpl_toolkits.basemap import Basemap"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def perdelta(start, end, delta):\n",
" curr = start\n",
" while curr < end:\n",
" yield curr\n",
" curr += delta\n",
" \n",
" \n",
"def plotWave(args):\n",
" start = args[\"date\"]\n",
" url = args[\"url\"]\n",
" box = args[\"box\"]\n",
" vname = args[\"vname\"]\n",
" pvar = args[\"pvar\"]\n",
" uu = args[\"u\"]\n",
" vv = args[\"v\"]\n",
" directory = args[\"savepath\"]\n",
" nc = netCDF4.Dataset(url)\n",
" lat = nc.variables['lat'][:]\n",
" lon = nc.variables['lon'][:]\n",
" u = nc.variables[str(uu)]\n",
" v = nc.variables[str(vv)]\n",
" time_var = nc.variables[str(pvar)]\n",
" dtime = netCDF4.num2date(time_var[:],time_var.units)\n",
" istart = netCDF4.date2index(start,time_var,select='nearest')\n",
" if box is not None:\n",
" bi=(lon>=box[0])&(lon<=box[2])\n",
" bj=(lat>=box[1])&(lat<=box[3])\n",
" var = nc.variables[vname][istart,bj,bi]\n",
" uin = u[istart,bj,bi]\n",
" vin = v[istart,bj,bi]\n",
" else:\n",
" var = nc.variables[vname][istart,:,:]\n",
" uin = u[istart,:,:]\n",
" vin = v[istart,:,:]\n",
" hs = ma.masked_where(np.isnan(var),var)\n",
" figure(figsize=(6,6)) \n",
" #figure(figsize=(12,12)) \n",
" m = Basemap(resolution='i', llcrnrlon=-100.0,llcrnrlat=0.0,urcrnrlon=-50.0,urcrnrlat=60.0, \\\n",
" lat_0=20.,lon_0=-60.,lat_ts=20.)\n",
" m.drawcoastlines(color='#6D5F47', linewidth=.4)\n",
" m.drawrivers(color='#3366FF', linewidth=.4)\n",
" m.fillcontinents(color='#99CC33',lake_color='#85A6D9')\n",
" if box is not None:\n",
" ff = plt.pcolormesh(lon[bi], lat[bj], hs, vmin=0, vmax=8)\n",
" plt.contour(lon[bi], lat[bj], hs, 20, colors='w', linestyles='-', linewidth=0.1)\n",
" #plt.barbs(lon[bi], lat[bj], uin, vin, length=5, barbcolor='k', flagcolor='r', linewidth=0.5)\n",
" lons, lats = np.meshgrid(lon[bi], lat[bj])\n",
" x, y = m(lons, lats)\n",
" plt.quiver(x[::5,::5], y[::5,::5], uin[::5,::5], vin[::5,::5], scale=200);\n",
" else :\n",
" ff = plt.pcolormesh(lon[:], lat[:], hs, vmin=0, vmax=8)\n",
" plt.contour(lon[:], lat[:], hs, 10, colors='w', linestyles='-', linewidth=0.1)\n",
" lons, lats = np.meshgrid(lon[:], lat[:])\n",
" x, y = m(lons, lats)\n",
" plt.quiver(x[::5,::5], y[::5,::5], uin[::5,::5], vin[::5,::5], scale=400);\n",
" #plt.colorbar()\n",
" parallels = np.arange(0.,60,5.)\n",
" meridians = np.arange(-100.,-50.,5.)\n",
" m.drawparallels(parallels,labels=[1,0,0,0],fontsize=10);\n",
" m.drawmeridians(meridians,labels=[0,0,0,1],fontsize=10);\n",
" cb = m.colorbar(ff,\"bottom\", size=\"4%\", pad=\"3%\")\n",
" cb.set_label('wave height (m)')\n",
" title('The Perfect Storm - %s' % start.strftime('%Y-%m-%d-%H-%M'))\n",
" name = str(pvar)+'_0000'+start.strftime('%Y%m%d%H%M')+'.png'\n",
" filesave = os.path.join(directory,name)\n",
" plt.savefig(filesave)\n",
" print 'processed %s' % start\n",
"\n",
"def gen_dates4Now(past,url, box, vname, pvar):\n",
" for result in perdelta(dt.datetime.now() - dt.timedelta(days=past), dt.datetime.now(), dt.timedelta(hours=1)):\n",
" yield {\"date\":result,\"url\":url, \"box\":box, \"vname\":vname, \"pvar\":pvar}\n",
" \n",
"def gen_dates(tstart,tend,url, box, vname, pvar, u, v, tres, savepath):\n",
" day = tend.toordinal() - tstart.toordinal()\n",
" for result in perdelta(tend - dt.timedelta(days=day), tend, dt.timedelta(hours=tres)):\n",
" yield {\"date\":result,\"url\":url, \"box\":box, \"vname\":vname, \"pvar\":pvar, \"u\":u, \"v\":v, 'savepath':savepath}"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#url='http://geoport.whoi.edu/thredds/dodsC/fmrc/NCEP/ww3/cfsr/4m/best'\n",
"url='http://geoport.whoi.edu/thredds/dodsC/fmrc/NCEP/ww3/cfsr/10m/best'\n",
"box = None\n",
"#box = [-71.5, 39.5, -63.0, 46.0]\n",
"vname = 'Significant_height_of_combined_wind_waves_and_swell_surface'\n",
"u = 'u-component_of_wind_surface'\n",
"v = 'v-component_of_wind_surface'\n",
"pvar='time'\n",
"tres = 1\n",
"savepath = '/Users/epi/mp_video_unh'\n",
"tstart = dt.datetime(1991,10,24,12)\n",
"tend = dt.datetime(1991,11,4,12)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"!mkdir '/Users/epi/mp_video_unh'"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"mkdir: /Users/epi/mp_video_unh: File exists\r\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"results = view.map(plotWave, list(gen_dates(tstart, tend, url, box, vname, pvar, u, v, tres, savepath)), ordered=False)\n",
"results"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"<AsyncMapResult: plotWave>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for r in results:\n",
" print r\n",
" sys.stdout.flush()"
],
"language": "python",
"metadata": {},
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{
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"text": [
"[stdout:6] processed 1991-10-24 12:00:00\n",
"[stdout:3] processed 1991-10-24 13:00:00\n",
"[stdout:2] processed 1991-10-24 14:00:00\n",
"[stdout:4] processed 1991-10-24 15:00:00\n",
"[stdout:7] processed 1991-10-24 16:00:00\n",
"[stdout:5] processed 1991-10-24 17:00:00\n",
"[stdout:1] processed 1991-10-24 18:00:00\n",
"[stdout:0] processed 1991-10-24 19:00:00\n",
"[stdout:2] processed 1991-10-24 20:00:00\n",
"[stdout:3] processed 1991-10-24 21:00:00\n",
"[stdout:1] processed 1991-10-24 22:00:00\n",
"[stdout:0] processed 1991-10-24 23:00:00\n",
"[stdout:7] processed 1991-10-25 00:00:00\n",
"[stdout:6] processed 1991-10-25 01:00:00\n",
"[stdout:5] processed 1991-10-25 02:00:00\n",
"[stdout:4] processed 1991-10-25 03:00:00\n",
"[stdout:2] processed 1991-10-25 04:00:00\n",
"[stdout:1] processed 1991-10-25 05:00:00\n",
"[stdout:3] processed 1991-10-25 06:00:00\n",
"[stdout:0] processed 1991-10-25 07:00:00\n",
"[stdout:6] processed 1991-10-25 08:00:00\n",
"[stdout:4] processed 1991-10-25 09:00:00\n",
"[stdout:5] processed 1991-10-25 10:00:00\n",
"[stdout:7] processed 1991-10-25 11:00:00\n",
"[stdout:2] processed 1991-10-25 12:00:00\n",
"[stdout:1] processed 1991-10-25 13:00:00\n",
"[stdout:3] processed 1991-10-25 14:00:00\n",
"[stdout:0] processed 1991-10-25 15:00:00\n",
"[stdout:6] processed 1991-10-25 16:00:00\n",
"[stdout:4] processed 1991-10-25 17:00:00\n",
"[stdout:5] processed 1991-10-25 18:00:00\n",
"[stdout:7] processed 1991-10-25 19:00:00\n",
"[stdout:2] processed 1991-10-25 20:00:00\n",
"[stdout:1] processed 1991-10-25 21:00:00\n",
"[stdout:3] processed 1991-10-25 22:00:00\n",
"[stdout:0] processed 1991-10-25 23:00:00\n",
"[stdout:6] processed 1991-10-26 00:00:00\n",
"[stdout:5] processed 1991-10-26 01:00:00\n",
"[stdout:7] processed 1991-10-26 02:00:00\n",
"[stdout:4] processed 1991-10-26 03:00:00\n",
"[stdout:2] processed 1991-10-26 04:00:00\n",
"[stdout:1] processed 1991-10-26 05:00:00\n",
"[stdout:3] processed 1991-10-26 06:00:00\n",
"[stdout:0] processed 1991-10-26 07:00:00\n",
"[stdout:6] processed 1991-10-26 08:00:00\n",
"[stdout:5] processed 1991-10-26 09:00:00\n",
"[stdout:7] processed 1991-10-26 10:00:00\n",
"[stdout:4] processed 1991-10-26 11:00:00\n",
"[stdout:2] processed 1991-10-26 12:00:00\n",
"[stdout:1] processed 1991-10-26 13:00:00\n",
"[stdout:3] processed 1991-10-26 14:00:00\n",
"[stdout:0] processed 1991-10-26 15:00:00\n",
"[stdout:6] processed 1991-10-26 16:00:00\n",
"[stdout:5] processed 1991-10-26 17:00:00\n",
"[stdout:7] processed 1991-10-26 18:00:00\n",
"[stdout:4] processed 1991-10-26 19:00:00\n",
"[stdout:2] processed 1991-10-26 20:00:00\n",
"[stdout:1] processed 1991-10-26 21:00:00\n",
"[stdout:3] processed 1991-10-26 22:00:00\n",
"[stdout:0] processed 1991-10-26 23:00:00\n",
"[stdout:6] processed 1991-10-27 00:00:00\n",
"[stdout:5] processed 1991-10-27 01:00:00\n",
"[stdout:7] processed 1991-10-27 02:00:00\n",
"[stdout:4] processed 1991-10-27 03:00:00\n",
"[stdout:2] processed 1991-10-27 04:00:00\n",
"[stdout:1] processed 1991-10-27 05:00:00\n",
"[stdout:3] processed 1991-10-27 06:00:00\n",
"[stdout:0] processed 1991-10-27 07:00:00\n",
"[stdout:6] processed 1991-10-27 08:00:00\n",
"[stdout:5] processed 1991-10-27 09:00:00\n",
"[stdout:7] processed 1991-10-27 10:00:00\n",
"[stdout:4] processed 1991-10-27 11:00:00\n",
"[stdout:2] processed 1991-10-27 12:00:00\n",
"[stdout:1] processed 1991-10-27 13:00:00\n",
"[stdout:3] processed 1991-10-27 14:00:00\n",
"[stdout:0] processed 1991-10-27 15:00:00\n",
"[stdout:6] processed 1991-10-27 16:00:00\n",
"[stdout:5] processed 1991-10-27 17:00:00\n",
"[stdout:7] processed 1991-10-27 18:00:00\n",
"[stdout:4] processed 1991-10-27 19:00:00\n",
"[stdout:2] processed 1991-10-27 20:00:00\n",
"[stdout:1] processed 1991-10-27 21:00:00\n",
"[stdout:3] processed 1991-10-27 22:00:00\n",
"[stdout:0] processed 1991-10-27 23:00:00\n",
"[stdout:6] processed 1991-10-28 00:00:00\n",
"[stdout:5] processed 1991-10-28 01:00:00\n",
"[stdout:7] processed 1991-10-28 02:00:00\n",
"[stdout:4] processed 1991-10-28 03:00:00\n",
"[stdout:2] processed 1991-10-28 04:00:00\n",
"[stdout:1] processed 1991-10-28 05:00:00\n",
"[stdout:3] processed 1991-10-28 06:00:00\n",
"[stdout:0] processed 1991-10-28 07:00:00\n",
"[stdout:6] processed 1991-10-28 08:00:00\n",
"[stdout:5] processed 1991-10-28 09:00:00\n",
"[stdout:7] processed 1991-10-28 10:00:00\n",
"[stdout:4] processed 1991-10-28 11:00:00\n",
"[stdout:2] processed 1991-10-28 12:00:00\n",
"[stdout:1] processed 1991-10-28 13:00:00\n",
"[stdout:3] processed 1991-10-28 14:00:00\n",
"[stdout:0] processed 1991-10-28 15:00:00\n",
"[stdout:6] processed 1991-10-28 16:00:00\n",
"[stdout:5] processed 1991-10-28 17:00:00\n",
"[stdout:7] processed 1991-10-28 18:00:00\n",
"[stdout:4] processed 1991-10-28 19:00:00\n",
"[stdout:3] processed 1991-10-28 20:00:00\n",
"[stdout:5] processed 1991-10-28 21:00:00\n",
"[stdout:1] processed 1991-10-28 22:00:00\n",
"[stdout:7] processed 1991-10-28 23:00:00\n",
"[stdout:2] processed 1991-10-29 00:00:00\n",
"[stdout:0] processed 1991-10-29 01:00:00\n",
"[stdout:6] processed 1991-10-29 02:00:00\n",
"[stdout:4] processed 1991-10-29 03:00:00\n",
"[stdout:7] processed 1991-10-29 04:00:00\n",
"[stdout:0] processed 1991-10-29 05:00:00\n",
"[stdout:5] processed 1991-10-29 06:00:00\n",
"[stdout:3] processed 1991-10-29 07:00:00\n",
"[stdout:1] processed 1991-10-29 08:00:00\n",
"[stdout:6] processed 1991-10-29 09:00:00\n",
"[stdout:2] processed 1991-10-29 10:00:00\n",
"[stdout:4] processed 1991-10-29 11:00:00\n",
"[stdout:7] processed 1991-10-29 12:00:00\n",
"[stdout:0] processed 1991-10-29 13:00:00\n",
"[stdout:5] processed 1991-10-29 14:00:00\n",
"[stdout:3] processed 1991-10-29 15:00:00\n",
"[stdout:1] processed 1991-10-29 16:00:00\n",
"[stdout:6] processed 1991-10-29 17:00:00\n",
"[stdout:2] processed 1991-10-29 18:00:00\n",
"[stdout:4] processed 1991-10-29 19:00:00\n",
"[stdout:7] processed 1991-10-29 20:00:00\n",
"[stdout:5] processed 1991-10-29 21:00:00\n",
"[stdout:0] processed 1991-10-29 22:00:00\n",
"[stdout:3] processed 1991-10-29 23:00:00\n",
"[stdout:1] processed 1991-10-30 00:00:00\n",
"[stdout:2] processed 1991-10-30 01:00:00\n",
"[stdout:6] processed 1991-10-30 02:00:00\n",
"[stdout:4] processed 1991-10-30 03:00:00\n",
"[stdout:3] processed 1991-10-30 04:00:00\n",
"[stdout:0] processed 1991-10-30 05:00:00\n",
"[stdout:1] processed 1991-10-30 06:00:00\n",
"[stdout:5] processed 1991-10-30 07:00:00\n",
"[stdout:2] processed 1991-10-30 08:00:00\n",
"[stdout:6] processed 1991-10-30 09:00:00\n",
"[stdout:7] processed 1991-10-30 10:00:00\n",
"[stdout:4] processed 1991-10-30 11:00:00\n",
"[stdout:3] processed 1991-10-30 12:00:00\n",
"[stdout:1] processed 1991-10-30 13:00:00\n",
"[stdout:0] processed 1991-10-30 14:00:00\n",
"[stdout:5] processed 1991-10-30 15:00:00\n",
"[stdout:2] processed 1991-10-30 16:00:00\n",
"[stdout:6] processed 1991-10-30 17:00:00\n",
"[stdout:7] processed 1991-10-30 18:00:00\n",
"[stdout:4] processed 1991-10-30 19:00:00\n",
"[stdout:3] processed 1991-10-30 20:00:00\n",
"[stdout:1] processed 1991-10-30 21:00:00\n",
"[stdout:0] processed 1991-10-30 22:00:00\n",
"[stdout:5] processed 1991-10-30 23:00:00\n",
"[stdout:2] processed 1991-10-31 00:00:00\n",
"[stdout:6] processed 1991-10-31 01:00:00\n",
"[stdout:7] processed 1991-10-31 02:00:00\n",
"[stdout:4] processed 1991-10-31 03:00:00\n",
"[stdout:3] processed 1991-10-31 04:00:00\n",
"[stdout:1] processed 1991-10-31 05:00:00\n",
"[stdout:0] processed 1991-10-31 06:00:00\n",
"[stdout:5] processed 1991-10-31 07:00:00\n",
"[stdout:2] processed 1991-10-31 08:00:00\n",
"[stdout:6] processed 1991-10-31 09:00:00\n",
"[stdout:7] processed 1991-10-31 10:00:00\n",
"[stdout:4] processed 1991-10-31 11:00:00\n",
"[stdout:3] processed 1991-10-31 12:00:00\n",
"[stdout:1] processed 1991-10-31 13:00:00\n",
"[stdout:0] processed 1991-10-31 14:00:00\n",
"[stdout:5] processed 1991-10-31 15:00:00\n",
"[stdout:6] processed 1991-10-31 16:00:00\n",
"[stdout:7] processed 1991-10-31 17:00:00\n",
"[stdout:2] processed 1991-10-31 18:00:00\n",
"[stdout:4] processed 1991-10-31 19:00:00\n",
"[stdout:3] processed 1991-10-31 20:00:00\n",
"[stdout:0] processed 1991-10-31 21:00:00\n",
"[stdout:1] processed 1991-10-31 22:00:00\n",
"[stdout:5] processed 1991-10-31 23:00:00\n",
"[stdout:6] processed 1991-11-01 00:00:00\n",
"[stdout:7] processed 1991-11-01 01:00:00\n",
"[stdout:2] processed 1991-11-01 02:00:00\n",
"[stdout:4] processed 1991-11-01 03:00:00\n",
"[stdout:3] processed 1991-11-01 04:00:00\n",
"[stdout:0] processed 1991-11-01 05:00:00\n",
"[stdout:5] processed 1991-11-01 06:00:00\n",
"[stdout:1] processed 1991-11-01 07:00:00\n",
"[stdout:7] processed 1991-11-01 08:00:00\n",
"[stdout:6] processed 1991-11-01 09:00:00\n",
"[stdout:2] processed 1991-11-01 10:00:00\n",
"[stdout:4] processed 1991-11-01 11:00:00\n",
"[stdout:3] processed 1991-11-01 12:00:00\n",
"[stdout:0] processed 1991-11-01 13:00:00\n",
"[stdout:5] processed 1991-11-01 14:00:00\n",
"[stdout:1] processed 1991-11-01 15:00:00\n",
"[stdout:7] processed 1991-11-01 16:00:00\n",
"[stdout:6] processed 1991-11-01 17:00:00\n",
"[stdout:2] processed 1991-11-01 18:00:00\n",
"[stdout:4] processed 1991-11-01 19:00:00\n",
"[stdout:3] processed 1991-11-01 20:00:00\n",
"[stdout:0] processed 1991-11-01 21:00:00\n",
"[stdout:5] processed 1991-11-01 22:00:00\n",
"[stdout:1] processed 1991-11-01 23:00:00\n",
"[stdout:7] processed 1991-11-02 00:00:00\n",
"[stdout:6] processed 1991-11-02 01:00:00\n",
"[stdout:4] processed 1991-11-02 02:00:00\n",
"[stdout:2] processed 1991-11-02 03:00:00\n",
"[stdout:3] processed 1991-11-02 04:00:00\n",
"[stdout:0] processed 1991-11-02 05:00:00\n",
"[stdout:5] processed 1991-11-02 06:00:00\n",
"[stdout:1] processed 1991-11-02 07:00:00\n",
"[stdout:7] processed 1991-11-02 08:00:00\n",
"[stdout:6] processed 1991-11-02 09:00:00\n",
"[stdout:4] processed 1991-11-02 10:00:00\n",
"[stdout:2] processed 1991-11-02 11:00:00\n",
"[stdout:3] processed 1991-11-02 12:00:00\n",
"[stdout:0] processed 1991-11-02 13:00:00\n",
"[stdout:5] processed 1991-11-02 14:00:00\n",
"[stdout:1] processed 1991-11-02 15:00:00\n",
"[stdout:7] processed 1991-11-02 16:00:00\n",
"[stdout:6] processed 1991-11-02 17:00:00\n",
"[stdout:4] processed 1991-11-02 18:00:00\n",
"[stdout:2] processed 1991-11-02 19:00:00\n",
"[stdout:3] processed 1991-11-02 20:00:00\n",
"[stdout:0] processed 1991-11-02 21:00:00\n",
"[stdout:5] processed 1991-11-02 22:00:00\n",
"[stdout:1] processed 1991-11-02 23:00:00\n",
"[stdout:6] processed 1991-11-03 00:00:00\n",
"[stdout:7] processed 1991-11-03 01:00:00\n",
"[stdout:2] processed 1991-11-03 02:00:00\n",
"[stdout:4] processed 1991-11-03 03:00:00\n",
"[stdout:3] processed 1991-11-03 04:00:00\n",
"[stdout:0] processed 1991-11-03 05:00:00\n",
"[stdout:5] processed 1991-11-03 06:00:00\n",
"[stdout:1] processed 1991-11-03 07:00:00\n",
"[stdout:7] processed 1991-11-03 08:00:00\n",
"[stdout:6] processed 1991-11-03 09:00:00\n",
"[stdout:2] processed 1991-11-03 10:00:00\n",
"[stdout:4] processed 1991-11-03 11:00:00\n",
"[stdout:3] processed 1991-11-03 12:00:00\n",
"[stdout:0] processed 1991-11-03 13:00:00\n",
"[stdout:5] processed 1991-11-03 14:00:00\n",
"[stdout:1] processed 1991-11-03 15:00:00\n",
"[stdout:6] processed 1991-11-03 16:00:00\n",
"[stdout:7] processed 1991-11-03 17:00:00\n",
"[stdout:2] processed 1991-11-03 18:00:00\n",
"[stdout:4] processed 1991-11-03 19:00:00\n",
"[stdout:3] processed 1991-11-03 20:00:00\n",
"[stdout:0] processed 1991-11-03 21:00:00\n",
"[stdout:5] processed 1991-11-03 22:00:00\n",
"[stdout:7] processed 1991-11-03 23:00:00\n",
"[stdout:6] processed 1991-11-04 00:00:00\n",
"[stdout:1] processed 1991-11-04 01:00:00\n",
"[stdout:2] processed 1991-11-04 02:00:00\n",
"[stdout:4] processed 1991-11-04 03:00:00\n",
"[stdout:3] processed 1991-11-04 04:00:00\n",
"[stdout:0] processed 1991-11-04 05:00:00\n",
"[stdout:5] processed 1991-11-04 06:00:00\n",
"[stdout:7] processed 1991-11-04 07:00:00\n",
"[stdout:6] processed 1991-11-04 08:00:00\n",
"[stdout:1] processed 1991-11-04 09:00:00\n",
"[stdout:2] processed 1991-11-04 10:00:00\n",
"[stdout:4] processed 1991-11-04 11:00:00\n"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cd /Users/epi/mp_video_unh"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"/Users/epi/mp_video_unh\n"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"os.system('cat *.png | ffmpeg -r 24 -y -f image2pipe -c:v png -i - -c:v libx264 -preset ultrafast -qp 0 -movflags +faststart -pix_fmt yuv420p time.mkv')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"0"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.core.display import HTML\n",
"video = open(\"time.mkv\", \"rb\").read()\n",
"video_encoded = video.encode(\"base64\")\n",
"video_tag = '<video autoplay loop controls alt=\"test\" src=\"data:video/x-m4v;base64,{0}\">'.format(video_encoded)\n",
"HTML(data=video_tag)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<video autoplay loop controls alt=\"test\" src=\"data:video/x-m4v;base64,GkXfowEAAAAAAAAjQoaBAUL3gQFC8oEEQvOBCEKCiG1hdHJvc2thQoeBAkKFgQIYU4BnAQAAAABl\n",
"MqQRTZt0QDxNu4tTq4QVSalmU6yB3027jFOrhBZUrmtTrIIBME27jFOrhBJUw2dTrIIBuU27jVOr\n",
"hBxTu2tTrINlMnrsAQAAAAAAAJQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFUmp\n",
"ZgEAAAAAAABFKtexgw9CQE2AjUxhdmY1NC42My4xMDRXQY1MYXZmNTQuNjMuMTA0c6SQYCi1j4fL\n",
"Sx8mACnsroyYFESJiEDFfAAAAAAAFlSuawEAAAAAAAB9rgEAAAAAAAB014EBc8WBAZyBACK1nIN1\n",
"bmSGj1ZfTVBFRzQvSVNPL0FWQ4OBASPjg4QCe8hq4AEAAAAAAAASsIICWLqCAlhUsIICWFS6ggJY\n",
"Y6KpAfQAHv/hABln9AAerrQEwJvLLgIgAAADACAAAAYB4sXUAQAFaM4BryASVMNnAQAAAAAAADhz\n",
"cwEAAAAAAAAuY8ABAAAAAAAAAGfIAQAAAAAAABpFo4dFTkNPREVSRIeNTGF2ZjU0LjYzLjEwNB9D\n",
"tnUBAAAAACuJXueBAKMjGVGBAACAAAAB+QYF//XcRem95tlIt5Ys2CDZI+7veDI2NCAtIGNvcmUg\n",
"MTI1IC0gSC4yNjQvTVBFRy00IEFWQyBjb2RlYyAtIENvcHlsZWZ0IDIwMDMtMjAxMiAtIGh0dHA6\n",
"Ly93d3cudmlkZW9sYW4ub3JnL3gyNjQuaHRtbCAtIG9wdGlvbnM6IGNhYmFjPTAgcmVmPTEgZGVi\n",
"bG9jaz0wOjA6MCBhbmFseXNlPTA6MCBtZT1kaWEgc3VibWU9MCBwc3k9MCBtaXhlZF9yZWY9MCBt\n",
"ZV9yYW5nZT0xNiBjaHJvbWFfbWU9MSB0cmVsbGlzPTAgOHg4ZGN0PTAgY3FtPTAgZGVhZHpvbmU9\n",
"MjEsMTEgZmFzdF9wc2tpcD0wIGNocm9tYV9xcF9vZmZzZXQ9MCB0aHJlYWRzPTEyIGxvb2thaGVh\n",
"ZF90aHJlYWRzPTIgc2xpY2VkX3RocmVhZHM9MCBucj0wIGRlY2ltYXRlPTEgaW50ZXJsYWNlZD0w\n",
"IGJsdXJheV9jb21wYXQ9MCBjb25zdHJhaW5lZF9pbnRyYT0wIGJmcmFtZXM9MCB3ZWlnaHRwPTAg\n",
"a2V5aW50PTI1MCBrZXlpbnRfbWluPTI0IHNjZW5lY3V0PTAgaW50cmFfcmVmcmVzaD0wIHJjPWNx\n",
"cCBtYnRyZWU9MCBxcD0wAIAAAxdMZYiEoIYACAACFoAAITAAAguAAKAaCoKgqCoKgqCoKgqCoKgA\n",
"DgACFoAAITAAAguAAKAaCoKgqCoKgqCoKgqCpwAAIWgAAhMAACC4AAoBoKgqCoKgqCoKgqCoKnAA\n",
"AhaAACEwAAILgACgGgqCoKgqCoKgqCoKgqcAACFoAAITAAAguAAKAaCoKgqCoKgqCoKgqCpwAAIW\n",
"gAAhMAACC4AAoBoKgqCoKgqCoKgqCoKnAAAhaAACEwAAILgACgGgqCoKgqCoKgqCoKgqcAACFoAA\n",
"ITAAAguAAKAaCoKgqCoKgqCoKgqCpwAAIWgAAhMAACC4AAoBoKgqCoKgqCoKgqCoKnAAAhaAACEw\n",
"AAILgACgGgqCoKgqCoKgqCoKgqcAACFoAAITAAAguAAKAaCoKgqCoKgqCoKgqCpwAAIWgAAhMAAC\n",
"C4AAoBoKgqCoKgqCoKgqCoKnAAAhaAACEwAAILgACgGgqCoKgqCoKgqCoKgqcAACFoAAITAAAguA\n",
"AKAaCoKgqCoKgqCoKgqCpwAAIWgAAhMAACC4AAoBoKgqCoKgqCoKgqCoKnAAAhaAACEwAAILgACg\n",
"GgqCoKgqCoKgqCoKgqcAACFoAAITAAAguAAKAaCoKgqCoKgqCoKgqCoTDJycnJycnJycnJycnJyc\n",
"nJycnJycnJycnJycnJycnJycnJycnWGuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuP\n",
"wHAAEBIDSAAIMINrxQABGTC+uACwABFcAAoAAiCAACEYxAB+D/xP1kH8///vCAABASAAwFSwQAAI\n",
"rgAFAAEQQAAQjGIAPwf+IPnEH8H//94QAAICQAGAqWOwOAAIoAADgBAYcDAABGTAAEQ0AAQKQ7b9\n",
"8AAQLgQCAIAAEJQAAQLgABExAAEIcHIXRRin/fqAQgAAsAAIWwAAhJNAwAoBuoJAAEOdwABCNcAA\n",
"IOIAAhJjf0WAAILYCBbAAYAAgN8DplwB8OqHrc+EgACACBQAJAHwD26O88fg4AAifMC/8AQAAIDg\n",
"AAgjBoCcoApE1DP+/QeAAIkxgABAEAAEGAA2xGFw/79CQABAIAAEAYAAQOgA4A+BM4OAACC6AAIQ\n",
"IAJAAEAUgADdJO9+HgACBkFEgACD8AAIagAAgJBQATA2Xz47AcAA6AAINIAAgCgANA9uBwABGTAA\n",
"EXcDQ+A4AAi2gACLmAAInYAAhhh8+OAAILYAAh8l44ABgDCQDwABEWAAEKgAMAAwBsKwtZ4DgACA\n",
"oBRYdwQAAItgAAi5ABoAAgjgSgcgOQrjSLYri3//9wXAACBWO+XAACDaADYIgnB332hYAAg8gACJ\n",
"KAAITITHY/72BAACD4AAIAQAAgiADQZEihAfAlzwwAAELcAAQcQABBjCRihA8BmpWWEvhd+h+BwA\n",
"BEuAAERsAoB//AWAAINYAFAAIcHAiyuZ/36FgACBkAAIhSgCAAGAz0AAAIFIwBYAAg/AACGoAAIC\n",
"QUAE0B9BsBePqyOqB+wHAAEGAAAQZQABECACIBiFE/74BcAAQEgABAgAaAQE5rIZ/36sAAEVwAAQ\n",
"ZQABDcAAEAYEIUQomHYYQohR//eGAACAoAAIEAAAghClA/AcAAQCAABAFAAEQQAAQpgebAcAAQxQ\n",
"ABCRAAEF24f8AsAAQdCAACHh4AGAaZhyf9+ssAAQIAABBINQ8AAQnwABAXABQARAB6mgn9E//mAA\n",
"BCaAwAAiDCQEAPkQ/7QcAAEV+QAARQwABEHgAAIR5//nkAACK4AAIoAAAiCSxYAQABDLAAEFEHQT\n",
"j/uAsAAQZQABADAAEAQsIBJdZT/v0BoEAAIIAAAgnDYAN1sOgJXY+grjqDWAAABBRGOwOAAItAAA\n",
"iOBoHf+QAAICIAAiRgl9AgAAhXgACJKAAINbouP+4BYABMAAQBYAAmaIBVKEQ7z5QAAIBgAAhHAA\n",
"CAA2CQCbmvr6uFtVALAAEA4AAQbAABDtAAEKsGlADGDWf9+g8AAQuAMAAInYqhB/RGc/79EAACIo\n",
"AAIWgAAg6XBYAAhcARQwsmHYOAAIWwACD+DgACMmAAIhpfxQABALAQeAAIXQAAhPAACJ2AAIYbKE\n",
"UwD/hkPAAEIQAAQngABDPAAEMOeiAABC2AAEJqLh4AAhAcAVAAPQDgAWAAIAoAK0s//z4sAAQ5AA\n",
"BBwQAAINQAsX8h+ALAAEEcAAQKwABAuWLE2wNv+8DgACAqAAIHoAAgogzg4AAhDAACBUBxIPnxwA\n",
"BEpAAICgcAARkgABAtLhYAAgdAACI0cMAoBoBYFxMAwsAQAFAAEJANn7fgWAAIGoAAgPgACAGHhd\n",
"Fymc5UgQAAIAQAAg3gACFULXAKbsU+PSygf//cPAAEIUAAQgwABDRAAEI3lqAFKAfvERYAAhdAAc\n",
"AAROALgAMLkwAAIlIAAiGgACGjYAAQlgApfjvsogAARkAABArAAETgAAQwBOzgcJ4OwOAAIjnAAE\n",
"GQM/+HAAEGEAAQaAABDPCkAsAAQpAABA6AAETEAAQoR+CmGlXP+/QkAAyBwA0AuAa0x3niAABAIA\n",
"AEKYAAQoAKDAqAhUEAACAqAAIkIJABMgAfg/n39HgACHiBBYAAgEAACByAAqgkAT6xCGg2+EAAGQ\n",
"ABAXAmWOwcAAQ0gABCoAf+ALAAEC4AAQoQABDvABsBz3A5n/fIWAAIeIAAgUAACCMAAIK4ACUr6E\n",
"AACAMAAIEAGAACBMACISFOXh4AAhgQHgACB4AAIT4AAh6gAyAx6gcz/vkIAAEL8AAQpQABBZkACA\n",
"APwMp9/QgAAwAAIDQIAAEB4AFQrKsvA8gMAMAAIBgAE/uAAQIa4OwcAAROgABCVH/8QAAISgAAgC\n",
"AACJWAAINYBeIJTP+/4kAAQ0xQABA/MAACAWABeN/TAABgAAQsAABCgCBsDYGCgLGADgF2NZJgBc\n",
"NJCJuff4//xQABBVAWA4AAhcgACE6AA0Ds9A4AAiSAACDMAAwWFfoOAAIH4AAh4iXHYNAAER0AAQ\n",
"hQMDgOAAIyYAAitgACGWAAIAIfOWAAIloXAcAARgwABEpAAEFHIfOBgAAiHAAQAARKAoACxfDf8B\n",
"wABAHAAEE8AAQP8h3QLAAENoYBUAAEAAVGaqxNY0j/gcAAgAAIQQAAgEEA7qgAAQi2AAEMEAAQ9Q\n",
"APABgxzRRTvf7/YdgHgACE4AAoEgDg/c4cAAQcQABERAAESUGfwOAAIr4AAhfh4fAcAAQMwABDtA\n",
"AERkAAQuQ+cFgACAtQABCXAAEFpAFgPQwg2D9xX74WAAdFAAJABU3HS6DAAERIQRA4GINon+aI//\n",
"v+2AAICZQpvffQBoCAAERgAAQaiVZAA4oBvnfR5BjKQAAQGAABBqYA4AAQcAA3dwpDY+N57AAAQF\n",
"QABBkAAENsACIAfI1gX6MMdm7H31AAAhsAACEMA4ALgAjaT2FP77G///+jsHAAKAACB2IfA4AAiH\n",
"gACFCAaHzB0AARlQABF3AAEQsPnxYAAgogACCiSCQABAhscLAIAAiyAAoIABs+iq+PN74YAAIAmA\n",
"UAmBHqAACAIAAImDPfHYoABQB/gcAARDwABChAND4DoAAjKgACLuAAIhYfPgDwABC3AAEJsAAQYw\n",
"AGwfn8/74DgACBiAAICYAAgugALgdi2N/QB4BAAEWQAFBAANn0VXx5vfFAABAEAAETBng8dg4AAh\n",
"CgACD+FvFAAOgLAcAARaQABFtAAEQcAAQBw+ccAAQDQABDRL4AWAAIIgpQDwB8/zASgq33/7+JAA\n",
"MgQQPckZucBYAAiFBAABBsBwCIEAWhE+aBAAAgngAOAAIAIDEDIAh75TwOwL+fBiQADQHEj/Dw3O\n",
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