{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#%matplotlib inline\n", "from IPython.display import DisplayObject, Image" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/jpeg": 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+b583mff3vv8A9/f89Q0ANop1NoAKK7bwxe3Wn6MbySb+z7CLU4Hee1ika/vp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\nZ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"text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('http://homepages.ulb.ac.be/~odebeir/data/muscle.jpg')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo('PUcz11MLxUk', start=0, autoplay=1, theme=\"light\", color=\"blue\",)" ] }, { "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": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }