{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introducing IPython and the Jupyter Notebook" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "podoc": { "output_text": "Screenshot of a Jupyter notebook" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello world!\n" ] }, { "data": { "image/png": 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NeZer243DUL5lQ01uydq8Sz2TaxVT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ILXjfV1YnItLlMBKcMEQhiFelUxg6bBbafsPWDtoDovUC213nPf0+3naGcflpiGazNx3SQQxl2S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\nLOu9733vnXfeWVFxl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NDZs2crKyvNXSuIRSGTyU6dOmUw\nc6pGoykuLs7Pz5+dWkHmBJyWCDSxJEapVIJvUB8fH+LsFQYxSdtFoVBAqVBHRwfYy9SmubkZ3FWr\n1WAwujbgsoSzs/N0c95B5pa8vDyCRTiMycnJq1ev1tXV6TuBz+f/9NNPxJokDLVaXVxcfPXqVeLT\nampqsrOzCVYyQMRi8enTp9vb28mcjCCIVCq9cuWKzh/u4OBg5JMLMR+4UVxoaKiRAe4kNUmwJwnR\nh1KpPHv2LE6TtGHDhhlrkuaw6dOn/jHVmwIFPk0LFRsbG39/f2xXLBYTnAw25qCDUUBAANgsE9wn\nJszgplarL1y4oDM4D4dAIDh37hzJiCmNRpOTk1NYWGgw1GR4ePjvf/97a2sryQqbtZUgRqlUZmdn\nE2uSQPr6+v72t7/pNKqBLHjm8EZFuX37NoEmCUMkEp08eRI0PIZAIBAIZBEhF+V8frRIV94e701p\nPDPlIeu8c3jf50SapCkUXaVf7tt3nG9YDWXwooWf7dl3lECTNHVNUf7ne/ceKyHsxAhzD+49pEeT\nhCGrOX9o35elUsKTIBALQKF47cmwtbVFN7hcLir9RyG/TCaTyQQCAfZF1BsVLAo8GTxucLhdVFT0\n9ddf19XV6TxTpVJVVVV99dVXOjOCadPR0XH8+PHLly/r0yQhCDIwMFBQUPB///d/BstUAaBhEvfv\n3z99+rROTRLyKsbv66+/fv78OZnakodCoZAR9OAqNlfqnJcvX2pHTEVHR5s86XZiYqK2I7tOZ+u5\nBbolzXsGBwe//fZb3FppWFgYh8Nxd3enUqkymaytra2mpgbLLKjRaK5fv25tbT0zn3bIvEOlUp09\nexYns/f39+dyue7u7lZWVkNDQw0NDS9fvkRnq8lMbxFApVJXrFiBbgsEAszGxt7efunSpdhpS5Ys\nMeYqkBkTERFhb2+PZSWrr69PTU0lk0Okvr5eLp8aJy1fvtyYapiw7QoPD6+oqMDOaWlp0eeTPzk5\nqZ3BsLW1lcADCVyZiIiIIP37IHPP06dPwQU/f39/FovFZDKVSqVEIqmvr8cp2G7duhUWFqYt4xga\nGsrNzQUX8wICAsLDwz08PGxtbSkUyujoaEdHx4sXL8AMvlVVVeHh4frumbq6uosXL4JHqFRqZGRk\nSEiIo6MjhUIZGRlpamoCH7rR0dHs7Ox9+/aRaTzv3LmDPeM4uFyum5sb1kpjzw6CIJ6enuCaKzZI\ng8wauAwg4L/DfMCeJEQfqCYJJyZ488034+LiZlbg3DZ9OucsTPWmQIFP08ImODgYexyGh4eHhoZ0\nRihqNBpQBA8aHVlbWwcFBWF9y+bmZn2pgUHRPJVKJZllWyd37tzByemcnZ1jYmJ8fHxsbW1lMllL\nS0tNTQ163+rM9K2T/Px8Pp8PHnFyclq2bJmvr6+dnd3Y2JhQKOTz+Wg6xcnJyXPnzpEp1oStREBA\nACqZkslkL1++xI6HhISgxmmIVlfn3r174HStra0tl8v19/d3cnKi0WgKhWJwcBAcNSMIIpfLL1++\nvH//fpgna1Fh7teZQcBpFisrKx6Pt2zZsiVLlmg0mv7+/urq6oqKCkwyODIy8v333//jP/7jjDM+\nQCAQCAQyT+nPP3YckNagPToEQRAkcFMq10zXzD0KCKFobrzU9zM389iBPm7uTEQulXYJa0pyss/k\n1bw6RyE4c/T8pnN7OK++E5j2z59yFQiCSApPflX0apYocNM/74n72VWJxnp9HltaeeTAYVAIRfPm\npWZu3xzPZXu70RRSSaegND8nJ6foVSI7heD8oUNu353Yo9MzSV557OBrBlO0wMTMPRmbeGwfJl0u\n7RSU5uWcyykSKRBEIYLR7RBLZ2hoCJRlUCgUe3t7dNvJySk4OBgbv3d0dEgkEjc3N4Nl8vl8MD6H\njK82GfLy8nT6LeFQKpU5OTlUKpV4rerJkye3b98mmbJGJpPl5OT09fWRyf+A1RZcVtAHGuNHp9PB\npeFZQC6XFxcXY7vW1tazXAEMbaskBEH0zQUZA4PBiI2Nxd1C4+PjLS0tFmXTDmVJ8xuVSnXhwgVw\n7tvd3X3Hjh04I4Tw8PDk5OSHDx8WFhZiB/Py8vz8/EyuyINYIMXFxeAEK5VK3bp1a3R0NHhObGxs\nR0dHTk6ODpPQaUKj0dLS0tDt7OxsbL7M0dEROw6ZQ6ytraOjo8vKytDdiYmJhoYGfToeEDCDG5VK\n5XJnPn4zbdsVFBQEDCyRpqYmfT9HLBZrK80JorcHBwfBDBrh4eEGfxrEcsBWmgMCAt5++22c09WW\nLVvu379fWlqKHRkZGeHz+dp6u9LSUmxFgUKh/OIXv9AebHA4nHXr1uXm5oKPSXFxsc7hwdDQ0LVr\n18Aj4eHhqampuPQKXC43JSUlLy+vvr4ePaJUKi9evPjb3/6W2AJHo9FgK4VBQUGrVq1ydXUdHR0V\ni8UVFRUxMTHe3t5Ya1xZWYktrQUFBb311lsEJUPMDS7mfhbs2WBPEqIPnZqkt99+G/NMni5z3vTp\n/Jap3hQIfJoWASEhIffv38d2xWKxTllSe3s7pmajUCg4o6PQ0FBMliQWiycmJnSKgEF5EIvFIhM/\noBOhUIj1+VHWrl2bnJwMFhgZGZmUlHT9+nXyLkGtra0lJSXgkfj4+PXr14MPaURERHJy8u3bt9HI\nSDImTKZtJbhcLjpaEYlEoCxp5cqVOrtno6OjoOG5n59fVlYWzuadxWLFxsaKRKIff/wRE0F2d3cL\nBAIOh4NAFgfmfp2RAZtjcXJyevfdd318fLCP/P39/f39eTze2bNnsdMGBgby8/NTU1ONvC4EAoFA\nIPMLUQ3av3XjZf7zP7+fxHGnI/J+YWX+uUJmhpn6bg3ns0tfCaFogduPZx/mAT0EOpPO4iaxuElp\nacf2HTgv+HkqW3D+fEnmZ/E/S4TcuZvTuAiCIELJ+SlZkk9cWlqazqys0sKjhy9PaZJogamfHv9k\nsw8mOKLTfTjuGZz4jMzK44cOnvlZp6Wo+erwV7xzB7l4YZKc/9WR81ODEVpg6pHjnyRhxTGZHPcM\nTnxqZuHR16VQEIiFghvnent7g0FrsbGxYFjRixcvyLiDg75KLBYLnRmYQWAMiEgkAsOTAgICgoOD\nnZycVCrVwMDAy5cvBwYGwPNzc3ODgoL0Ffj06dObN2+CR6ysrNhsNpvNdnFxsbKyGhkZaWlpqa+v\nB2exUCvxjRs3GvwLmDbGz+SMjo5euHABDCCPi4tjMBizc3Uc2qa5Pj4+ZNRvM4DL5Wor29rb26Es\nab4iFouxUT1JHB0dzZoq5fHjx6DcxMfHZ8+ePXS6DpWzjY1NcnKyi4vLlStX0CNKpTIvL2/Pnj3m\nqx5kWoyOjoLLHtMlJCTEw8ND+/jY2Bg4a2xtbb179+6goCDtM319fffu3fvdd98Zr0yCWDjLly8H\nlyiqq6sNypLQngq2GxkZaYyTimnbLhsbm9DQUCwQHJemDUTnR93d3WNjY5hMHgTsttrb2xsTqg6Z\nK6KiojIyMrRNMqhU6ptvvqlWq588eYIdfPnypfZiM2gGsHLlSn0BEDY2Ntu2bRsaGsKGEJ2dnQMD\nA9rpk69fvw72+FesWJGamqozEIHBYOzatevatWuY2WlPT8/jx4+TkpL0/mCADRs2gNL7kJCQdevW\nWVtbk/kuZPZRqVRS6Wvm19io1XzAniREJzo1SQiCoMYnM8OSmz7j3xQIfJoWAT4+PnZ2dtjkWltb\nGy7MAwX0CUetg8BPQfMktVrd0tKiHbE3MTHR3d2N7RqTwe3evXvg7vr16xMTE7VPYzKZmZmZFy5c\nwPQTxNy5cwfcTUlJWbt2rfZptra227ZtYzAYDx8+JFPsrLUSOqmrq8MCSa2trXft2oXTJGEEBgbu\n3LnzzJkz2JHa2looS7Icjh8/PjPzKqVSSea0ub1RceXv2bNHe6yBIIiXl9fevXtPnTqF6ecqKiri\n4+N1ngyBQCAQyILGLfHT746lvZLw0t1Z8VmH4811sc7KSkzRw0g6cJCnU0iEIEzewU8zS3af+flk\nSWlhDRLPm8kV5fyTx/OnlnK0lFAA7rwDJ44je/ed+VkOJco5lpeZneHz2kn9+SdzpkRJbomfnvgs\nSUf4DN0n6bMTR5C9h/K6tD+EQCwGhUKBG43ixtcRERG2trZY9766utqgLKm3txd0u8ei4KYbGIMD\nCxv29fVNTU0FAw8QBElJSSktLb179y522ujoKJ/PX7lypXZRnZ2dOE1SYGDg1q1bcbFw0dHRKSkp\nt27dAtc+Hj586OfnZzA434QxfqZldHT0+fPnjx8/Bs3UAwICyKjNzMHg4CBOoYUgiPlmDwICAsA8\nOSgEKfzmBChLmga4J5kMUVFRO3fuNEdlEARRqVTgFLmtrW1WVpbOuW+MmJiY9vZ2TC7X2tra1dVl\nVuEUhDzDw8O3b9+e8dfT09N1ypIqKyvB5Klr167VqUlCYTKZGRkZp06dAtMVQRYenp6evr6+HR0d\n6G5jY+P4+Dhu1QTHixcvwLvCmD6EOdouDoeDyZKGh4f7+/t1Wg6AC0XOzs6oYlqj0QiFQp0ujg0N\nDdg2m80mk7MWYlE4Oztv27aN4B+3fv36Z8+eYYsQ2ur1iYkJcBk+ODiY4HIUCiUhIQGMbBCLxbjZ\n/+7ublAeh/bdCdZOKBRKWlpaZ2dnT08PeqS8vHzt2rUGjRPCwsK07UChJsmSwSV+srKy0rcgaipg\nTxKiE32aJARBioqKWCwWQU9SH5bc9Bn/pkDg07Q4oFAoLBYLE+6IxWKdp4Ehg6AICcXNzQ3rgiII\n0tTUpN0FFYvFYK97xrKktra2trY2bJfFYhH4hFtZWW3btq2jo8NgIFZzczM4Cctms3VqkjA2bNjQ\n1tYG9o50MmuthD5Aw8IlS5Y4OjoSnBwcHOzn54e1BuST30FmATDtuMmZ8xsVJDU1lUBm5Orq+uab\nb16+fBnd1Wg0paWlb7/9tvHXhUAgEAhkHkGLev9gmo/h80yEpGtKIcR0cyMaEHIyMqLOfCl08/bx\nZnmzWDQ5ghCdrgdpaXbuVE80MPMzvUooBEEQhM498Glm4Ss5lKLm3PmGjIPg+nhnfk4ptpDEiPvo\nk836LX3dkw5+sqn043wY3w6xUBQKxY8//giOcCkUCi7e2MbGBjSYGRwcFIvFxKHpYKoEGo1GJgkJ\necLDw9955x3tWSwrK6s1a9YoFArQeFsgEOiUJd24cQPM3cZms3ft2qVzAOLg4LBjxw5HR8fHjx9j\nB69fvx4aGkpmwGKSGD/jaW9vf/78uVwu7+/v7+npweWt43A4O3bsmKs1EWwYCILTnJkQCoXi7e2N\ns2YAs8FYAnCFdR7D5/NlsqnkuGvWrMG5Rutk3bp1YDMBtguQBQmodaXRaAkJCcTn+/r66gz8hSww\nwE6ASqXSmeIUBLSmdHd3DwwMnPGlzdF2sdlscDoYlB9hjI6OYqHnXl5ebPZUHm6di68KhQJcQSGj\naodYGitXriR2B7W1tfXz88N2R0dHcT1XXNg0LseWNiwWKyEhYevWrXv27Pn973+/bNky3Ak4V7yU\nlBSDcjdra2twHXF0dLSmpob4KwiCEK8RQiwQUEOMIMgsGNvCniREm8nJSX2aJARBNBrN5cuXZ+CZ\nZMlNn/FvCgQ+TYsGUCHU09ODk5MiCDI2NgYGomnLknCF6OyyghoXR0dHnZEnZACHgQiCrF+/nthC\nxtbWNjk52WCx4CQsgiCbN28mPp9CoWzZssVgsbPWSugDTDM3PDxsMOvc2rVrU1JSdu3atX///n/6\np3+a8XUh84s5v1ExgoKCDI5Ply1bBsbq1NTUqFQq4y8NgUAgEMg8gpu2afZESQjCpNGw7a7C3Eop\nwbk+WScqKgrv5J7LPn7ssyytZGqkkJbkYjnjEBov633DxXAyMqKwHVFh3mtDhs7S/KluiltS5ibi\nPOPM+PdTZ75CAIGYDblcXlVV9fXXX+P0GdHR0drJs3BCperqaoKSNRoNONBeunQpDXjqjcTZ2Tkj\nI4NAQLNmzRowgQkYL4TR2toKRtM5Ozvv2LGDWGOUkpICRmKPjo4+e/aMTG0NxviBs206Y/xMglgs\nrqio4PP5XV1d4Hydra1tenp6VlaWCf9H00XbKglBkCVLlpjvip6enrgjxjjfmwMoS5rH4CYxMbM4\nYhwdHUGxp75VB8jCYGRkBNRjLl26lMwyJ8l7CTKviYqKAm8G4v5WR0dHX18ftsvjzchV9hXmaLvs\n7e1BpZTONR6wGxoSEgIuMYL56cCD2LwtlUo1JoMGZK4gY4mJM9bCSUMYDAbYcX/8+DGYV0UbGxub\njRs38ni8oKAgZ2dn7fU/8OZ0c3MjmRkwPDwcrIbBd7eNjY2/vz+ZkiGWA86ncGb5R6YF7ElCtHn8\n+DH4P6VSqZs3bwZnGUZGRq5evTpdW01LbvqMf1Mg8GlaNIBTdRqNBnMexWhqasKeDjs7O19fX+1C\nQK3S8PCwduAaKIsntmkkBvRtcnZ2JhNUEBkZSTxfqdFowBzHgYGBOg1KcXh6ehp86menlSDA2dkZ\n2x4fH7958yZxQxcREbF27dqlS5d6e3sTW6NBFhJzfqNikAw1Bt9HY2Nj2q0WBAKBQCALmsCoKMOd\nVRPizeUwsJ2uywf3fZZT2a/XyNHoLqScX1o5NTZlJ8aR+bE+PN7UuKCrkg9k95HyS6a6+rSoJJ5h\nkdOmJKhLgswWvb29d/WTn5+fl5d36dKlv/zlL//93/995coVzKUYxcnJSWdQja+vLxgLVFtbSyDl\nb2lpAe2XcJImI4mLiyMW0NBoNBaLhe1KpVLtqmL5o1FSUlIMDldRh1fwSFlZmcHamiTGzyTg/tEY\nExMTDx48ePDggU5t0Oyg89LEWWuMBBSuoSiVSjP95WcGTOI2jwF94z08PIhtxkECAgKwuc6hoaHh\n4WEnJyeTVw8yXSgUijETmjp1qbjkAuBLi4CgoCAqlYrzCIEsMGxtbSMjI7FwZ5FINDg46OLiovNk\nMCra2tpa2wBmWpip7WKz2dinQqFwcnISt6wCypKCgoLARZT+/n6pVIozNgAzuIWGhs6CcwnEtNBo\nNDJLZbiOIK43T6FQgoKCsIW98fHxkydP8ni8qKgof3//6eb1GxgYAO00yGvdbGxsfHx8sGfHYK4Q\nHx8fmK9t3oFrZGbhLQx7khBtwDaQRqNlZWUFBQUplcqCggLsuEAgKC0tjY+PJ1mmJTd9JnlTIPBp\nWjTgUrCJRCLc/QxKFoKDg3X2E9Dj2KxQU1MTOAeqUCgM+i2RYXR0dGBgANslOQyk0+mBgYG4iFIQ\nnEcU+ZSOwcHB+tLeIbPYShDXENytrKxsb2+Pi4sLCwtjMBj6vgWxQJKSkmYWDtvQ0EB8C1nCjYpC\noVDIaGoRBMHpEUUiEUkpFQQCgUAgCwEai82a1QvS4zI2ueVffpXWTCbIO7ov75gbmxcXl5SUFMfj\n+hg21Z0GXQLBVNfEjcUhZwzFYrNoiOhnOZOwRiBHfH5ekuqsEU6pnFg8NomVKhaXw0BEMsMnQiBG\nMzAw8OjRo5l9l0qlvvPOOw4ODjo/jYmJyc/PR7fHxsYaGxvDw8N1ngkuk5EM/iGPvouCeHp6vnz5\nEtsdHx8Hh6u4OCIHBweSCUBcXV1DQ0OxCQ2JRDI0NASG7mhDMsYPDMlQKBTaohnjQadoqFSqra3t\n+Pg46Hw8NDRUWFj49OnTjIyMOTEd0Dm9b1b3Jp2Fm+kvPzOgLGkavP/++9M11zLfMrZUKh0eHsZ2\nnZycyDtx4abVuru74fS3JeDt7b1v3z7TlonLN+Tl5UXmWxQKxcPDAwbSLXhiY2PBjhSfzwft5TFU\nKhVoTRkeHq6vA0cG87VdERERWPdRqVSKxWLc6gJmiWRtbc1isahUKoPBwGaWW1tbwfSFGo0GDDEn\nOe0LsSiYTCYZvxncGrZ2ZHxcXBx4M6hUqvLy8vLycjs7u+Dg4JCQkJCQEOJuOgbOrZTBYJC//8G7\nfXBwcGJigqA3qW1IC7F8cNJklUqlLa80IbAnCSGGTqf/8pe/RBcv161b19zcDC6j3rt3LzAwUKcT\njDaW3PSZ5E0Bn6ZFRVBQEBZ9iNPZaDQaUNATFhamswQ0ZBD7bktLCyjya2trwxRLFAplxm5JoNEp\nosvHWx9eXl4EsiSct5O3tzfJYombi1lrJYhrGBAQAP5Pe3p6rl69iiCIt7d3aGhoaGiov78/lH1b\nPitWrCCTRlObkZERYsGQJdyoKK6uriRD2ry8vCgUCvbaMpiQGgKBQCCQBQXTzX2WTS3pvA8+2VR0\nKF8CHFNIBKV5gtK8MwhC82bzeHFJSZsS4zgmqFqnELA6khQeTksjtdatkE6JjxSdEukr3yZ5V+dU\nSiiatw+Z8TWdxfZB8gWGT4RA5g5XV9cdO3YQjEmXLVt27949bCReXV2tUyGkUCjq6+ux3ZiYGBNa\n3dva2pJZX8ANInDJxyUSCWjPExYWRn4Ay+FwwDgrkUhEUB9TxfiZhLVr16alpWFjwL6+vpqamrKy\nMiykanR09O9//3tmZiabzTZHBQjQKRKSy+XmM0ySy3U49M1hGjttoCxpGtjZ2c1sdsMcgEFaCII0\nNjb+z//8z8yKGhsbM0WNIJbI4OAguEty4RxBEHd3dyhLWvCwWCw3NzeJ5OeBkj5ZUkNDA9ibMTKD\nm/naLldXV3d3d2ymtampCVzI6e3txQw2/f39Uc0oi8Wqqfk5ZXZLSwsoS+rq6pJKf04ATj4aFWJR\nkJzrx40ftGVJISEhcXFxpaWluOPj4+O1tbW1tbUIgri7u7PZbA6HExAQQGChhLv/CwoKQAOSaTE+\nPk7wA+3t7WdWLGQOodFodnZ2YHs7MjLi6upqpsvBniSEAFtb21/96leY2TKFQtm+ffs333yDDW5V\nKtXFixf3799PpqW15KbPJG8K+DQtKoKDgzFZUnt7u1qtxt77XV1d4M1AoCgKCQnB5C9CoVClUmFz\nhaAqwtvbe8bBADgbc32WqNoQzy3iRpfkbYSILcRmrZUgJj09/dSpU9qPYVdXV1dX18OHD6lUanBw\nMNrls5ypIcisYSE3KoIg5AMmaTQaGjSM7upLcACBQCAQyMKEwZx900v3pE9PfIocPJovwqf+RhBE\n0fWzQukozY0dl5ialpWWxJpxr1IulYDXkEm6ZuBaJO2UIAg6AlBIZVPlMZlMUropBuwVQywYDw+P\nFStW8Hg84rBPBoMRFhaGpc5oaGjQGUVQW1sLmt+A6ZKNh6TrNk5mhEvOhQtPIh9HhGiFEmmnmwcx\nVTS4ScDZwS5ZsiQ5OXnFihU//vgjFliiVqsvXbp04MCBWR7I65QfjY+Pm0+WpD2hQaPRppvxw6xY\nUFUg0wL0TjeSOUysCDE3OGkkeVGkMenkIPOI5cuXY9u9vb1dXV3a5+CsKWcctI1i1rYLlLHj4rxB\nrTeWbwL8LaCfJPJ6BrfAwEAo8piPmNCwcPPmzQkJCQQduP7+/pKSku++++6LL764ceOGvo77rL27\nLceWEzItcF4vuNVf0wJ7khB92Nvb79mzB0wAjyCIs7PzW2+9BR4ZHBzMy8sjU6AlN30meVPAp2lR\nAfYelUol2HkGe5seHh4ExldgajalUtnW1obtYkn9ECMyuCFaw0DygzviM3HFkn/oiJYDe4wAACAA\nSURBVIu1kIfI1dX1vffeA3Pq4VAqlQ0NDbm5uceOHfvuu++eP39upnBPiGViITcqMs33Hfj06Yyd\nhUAgEAgEYlLorLQj5y79+Z9Ted76l2IUEkHR5S8P7diccfAcXzqzCykUiA7p07RLwbakCrCjQHIZ\niW5RLhyQBQ2VSnXRj6urq4eHh7+/f3h4+OrVq7dt2/a73/3uww8/fOONN8hY0cfGxmLbk5OToCsS\nxosXL7BtFotFPviHDCaZzMfC8lGm5SmOi4wl9oU1VTS4+WAymbjRvVwuv3///qxVAEVnpFlPT4/5\nrqhduDGpb8wBdEuar5hwzhpOTCxgQBM/Kysr8pZ9UJa0SIiJibl//z5oUInTUI+OjoLpq2JjY420\npjRr28XhcLAEw93d3VKpFJM/YxncEGA9CVxYGhoaAjPmgll4SabghSxgKBTKxo0bo6KiHj58WF9f\nT7AENTo6Wl5e/vTp05UrV6akpODG5iZczCB+d8MMI/MUT09PMD9IZ2enkXmvNRqNvkYb9iQhOnFw\ncHjvvfd0pv2NjY1tbGxELeJQ+Hx+cHAwKHHWyYJv+uDTtKhgMBienp7YRE9bWxsWUwjKkogVRb6+\nvqA9nlgsZrFYCIJMTk6CbwFjggHAIE5kOk8H8fQirgtEflxAPBE8a62EQby9vffv3//kyZOnT58O\nDAzoO02j0QiFQqFQ+PDhw9TUVCPDNiDzBcu5Uae1/Ac+/lBIB4FAIBDI7ED3ic/6LD7rk35+aX5+\nflFJCV8k0ykhUoiKvty3R/hF9uF4Iy08vHmbuNNOa47QvHnYdWkIuCBEXvFkAm0UBEKCkJCQzMxM\nMxXOZrMdHBwwLc6LFy9AoRKCIENDQ2AQEe5T4zGJnw1uwDKtRV7cycQzXSaMBjcfdDo9PT39xIkT\n2JGampq33nprNte+PT09tQ92dHSYacFRrVZ3d3fjDk7LNGsWgLKk+QpuXs/Ly4t8fi4c5P2fIfMO\n8D5Rq9VgggBiZlO4CplDGAwGm81++fIlusvn8zdt2gQuMFRXV2OiJQqFYnx/y6xtl7+/P9h9bG5u\nRr00VSoV1muk0WiYAwQqpcf8SFpbW9EfKJVKOzunknPDDG4QFC8vr507d46Pjzc0NLx8+bK5uVmh\n0D301mg05eXlvb29v/rVr8B7Hnf/BwcHzzimyNJ07hCTEBgYWFlZie1iKX5mTF1dXX5+PovFCgoK\nYrFYYHsLe5IQnaxatUqnJgklNTW1ra0NjL66efOmn58fgbkIsgiaPvg0LTZCQkIwWZJYLF69ejWC\nIBMTE6DpEbEsiUKhhISEYKmEscRtbW1tmGiARqPhrMinBW6WEAxWIQZnAo8DJ1oiL60gPtOiWglr\na+v4+Pj4+PiOjo76+vqGhgYC+3qJRPLDDz9kZmay2WwjrwuxfCznRiX/RCMIAg5Y5sX6AQQCgUAg\nc4eeaT4Q6XS0xXR3blIWNynrICLvb6isrCwtKq2srBRIXr+MQnT586Pxl44kTVOYRGPSaJgoiMZK\n/eRImlHSJiaDMVWeVCqVI4jhxXu5YoZeTxCIRWFtbR0dHV1aWoruCoXCkZERMLFadXU1tmZKpVKX\nLl06B7U0BG44P63RCupqgc1ITGvEYbH4+PiwWCxsZVCpVLa3txsZAzwtHB0dGQwGLht4XV3dxo0b\nzXG5lpYW7VgaKEuCmAbchGBUVFRCQsJcVQZiseCEn3K5nGQuKhMGAkIsnOXLl2OyJKlU2traCsb7\nghncwsLCCLJRkMSsbReFQmGz2c+fP0d3MVmSWCzGQsZZLBaoPQ8JCamoqEC3W1paUFkSGOzu5eVl\nWkNOyHzHzs4uJiYmJiZGpVK1tbW1tra2tLS0t7drL+MJhcLbt2+npqZiR3D3//r16/39/Wej0pB5\nApZiEqWlpUWhUBjjh93Y2Dg0NFRVVYU25m+88caWLVvQj2BPEqITYu8Te3v79PT0M2fOYEeUSuXF\nixc/+OADgpXOBd/0wadpsREUFFRSUoJuY1IkoVCI9QRsbGwCAwOJCwkNDcVkSW1tbai5HaZPQq9i\njAEY7t1BXj9EPAy0s7MjfzLItDIwWkgr4evr6+vru3HjxpGRkebmZrTLJ5Xi113UavVPP/104MCB\nGesRIfMFy7lR9YVG6AR8/GGiZwgEAoFAjEQqlRk+SQd0d078Zk785iwEkfc3lBbl5GTnlXZhb3RJ\n4fnC/qQ09+mV6ebjhiA/J5VWdAo7EcSoyFq6D1heV6cEQXwMfqlLKDHmmhCI5RAbG4vJkjQaTXV1\n9dq1a7FPwQxukZGRlpm9EFeraY0aVCoVaK26YOIZQkNDQZur7u7u2ZQlIQgSEBBQV1cHHpFIJJ2d\nnT4+hhvY6VJdXa2zAia/kDGYwBYMMifgxCVDQ0NzVROIJYOTU2CuMAYhTh0KWUiEhYVhmc6Q1ztY\n3d3doOmfwSwtZDB32xUeHo5tNzc3oxp2nRncUMBeSGtrK7qB6bRwBUIgINbW1iwWKzk5+Te/+c3/\n+3//b+fOneHh4bgV/crKSrA5he9uCDGOjo7gUGFychI3bpkWk5OTDQ0N4BE0SRAKvBshMyM4OBj1\nhsHo7e29desWwVcW/M224H8gBAeocR8ZGRkeHkYQBJznYrFYxDnLkNd7pHK5XCKRIIBtEvJ6H3UG\n4IaBBPnIcBAPA11dXcFdzDXKIH19fQSfWvhD5OjoGBsbu3379kOHDu3fvz8pKQmnQJqcnMSUapAF\njOXcqKBtITEymQxcjXBzm35uFwgEAoFAFg9yg1ZI0k6J0eZAdHdOUsbh4+dOZLKnFASKhlLBtHO8\nsqJYUyWIamr6jawZKwqokbCST+Kn9gsFUJYEWSB4enqCShE+n49td3R09PdPPWBoJLwFghuwTCtz\nNC7oyDJ1VzMA57NAHDFlDiIjI7UPFhcXm/xCg4OD4E2LwmQyDUbNzTJQljRfcXV1BeWKoGM8BIKB\ny6nR1dVF8ovkz4TMd6ysrMCO1MuXLzGHRlBdy2AwTJLLzNxtV0hICLYONDo6isqqwDUenCwpKCgI\n05FIpdK+vr7JyUlQxmSmPK+QBYatrW1UVFRmZuZvf/tb0EhArVZjcjdEq02G726INtHR0eBuSUnJ\njNOqVlVVjY2NYbtUKjUsLAzbhT1JyIxJSUnBtWaVlZWY74s2C77pg0/TYoNGo4EWKeh/HOxtEmdw\nQ3FycgJz9nV0dKjV6vb29mkVQgAuISAYaUAM8TAQ5w1DfszY0dFB8Ok8aiW8vb2Tk5M//vhjXG7r\n5ubmuaoSZNawnBu1u7ubZP8Q9+x7enqap0YQCAQCgcxX6ODSu0xiyApJWFmj332kv/Lcsc8OHtiT\nkZYUH3/gjgFRD5P7QSZv6uIyqWQaviaviogDEgnz84s6yXyr4XhWUtLmjKw9Bw4e/uz4HSFYXvxU\neYrKokqDuiRpZSF/2tWGQCwWcJTX3d2NRdeAU17Ozs5g2KdFgbM3Ju9SgSAIGiuFYXzWFJOjVqsH\nBwebm5vr6+vJfwtMnKK9OwtwOBxt66n6+nqTDyfv37+vnc0jMjKS2Bd/9oGypPmKlZWVn58fttvT\n00M+VKumpubGjRuPHz+uq6vr7OzEchtBFh44ISSYmoqA4eFhSwtRhZgV0AZpYmICvU80Gg2oro2J\niTHJO9vcbReVSgWDy5uamtCUsegug8HATcXa2dmB2VVbWlqEQiEWUers7Ozl5UWyepAFycjISEtL\ny5MnT/Ly8goKCgye7+vrm5ycDB4B73BfX1/QPkEgEJBXnBQWFt65c6e8vFwgEPT29s5YqgKxcKKj\no8ExZE9PT2Vl5QzKmZiYwAVeLFu2DBwFwZ4kZMbY2NhkZGTg0kvl5ubqm+9Y8E0ffJoWIaDMvbOz\nc2JiAhTokFQUgad1dXX19PSAXVAjTU0cHBxACUVLSwvox06AWCwm+NTOzg7sSzc0NJC5aVUqFfG8\n4Zy3EpOTk11dXdXV1Q8ePLhw4QIYCKsTa2vrtLQ0BoOBHYHD58XAnN+oGAqForOT1LpjY2MjuIvL\nFwyBQCAQCITpxpzq0kmEDYQvWHllbhGRN1BnaU5eUWmNqEumUPANi3poTOaULImm5U3y2r4C0eV6\n4hOfBOqIsrMrDXqjSAvP5AlkMolIUFNalJ9fI2MAH/okpk0ppWSF2bkG+huduedLoSoJsoDgcrng\nZBemRgLN7GNiYixN54GBW/kijg7CgQs6wjklzzmXLl3693//9//93//9/vvvL126RHJ+A0EQmew1\nuSk4ip8dqFQqLqgJ5erVq5g9hPHU19drWyVRKJSVK1ea6hKmAsqS5jG4CYWysjIy31Kr1ffv3y8v\nL8/Pz//pp59OnDiB2s5DFiQODg5gSGtDQwOuFdZJVVWVqSpgsW9oCIirqyso8Ub7WyKRCDSHN0kG\nNxRzt12gq1NTU1NbWxvWTcFZJaGAMqaWlhYw5xHM4Aa5ePHimTNnbt68+fTp08rKSjJLCDgpG/gV\na2trMEXX4OAgLseWPgYHBwsLC0tKSm7cuHH27NkffviB9C8wAGylLQ06nR4XFwceuXPnDvksORi3\nbt0CG0krK6uEhATcObAnCZkxXl5eGzZsAI9MTExcvHhR57yABTZ9Jgc+TYsNsEvZ1dXV1taGve6d\nnZ1xTkX6AGVJPT09oFWSkRncUMAu8ejoKJnnTiQSGUz3hotnIDNy5PP5xLnhzNpKkOnqiESiv/71\nrzk5OYWFhbW1taDVJUGdcd45kAWPRb3OyDx6KpUKnJt2d3eHSdwgEAgEAsHjw55K2oTU5OUL9Z4p\n5588lkekSnLnJbFBUU+O/rIQBEHkNSX8qYUaFpdDx58B6JLkUp3yH1ZqZtzUGnvX5SPHSgjFUNKS\n48fyp34DI277Jnfwc/dNmUlYb0FRc/Jzot/QmXv0JIF5FAQy/7CzswNTZ6DLZB0dHWAUisVmc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LC2v07sbnesIu9VCSnf/0MC0zSUr2j04O6Z2yPrno7/X8o7EJ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\nMC4urub2DRs2fPLJJxKJpOlLMhpm/w7rlAm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LLjh88uFd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"text/plain": [ "Screenshot of a Jupyter notebook" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"Hello world!\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2 + 2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "_ * 3" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "my_notebook.ipynb\n" ] } ], "source": [ "!ls" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Available line magics:\n", "%alias %alias_magic %autocall %automagic %autosave %bookmark %cat %cd %clear %colors %config %connect_info %cp %debug %dhist %dirs %doctest_mode %ed %edit %env %gui %hist %history %killbgscripts %ldir %less %lf %lk %ll %load %load_ext %loadpy %logoff %logon %logstart %logstate %logstop %ls %lsmagic %lx %macro %magic %man %matplotlib %mkdir %more %mv %notebook %page %pastebin %pdb %pdef %pdoc %pfile %pinfo %pinfo2 %popd %pprint %precision %profile %prun %psearch %psource %pushd %pwd %pycat %pylab %qtconsole %quickref %recall %rehashx %reload_ext %rep %rerun %reset %reset_selective %rm %rmdir %run %save %sc %set_env %store %sx %system %tb %time %timeit %unalias %unload_ext %who %who_ls %whos %xdel %xmode\n", "\n", "Available cell magics:\n", "%%! %%HTML %%SVG %%bash %%capture %%debug %%file %%html %%javascript %%js %%latex %%markdown %%perl %%prun %%pypy %%python %%python2 %%python3 %%ruby %%script %%sh %%svg %%sx %%system %%time %%timeit %%writefile\n", "\n", "Automagic is ON, % prefix IS NOT needed for line magics." ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%lsmagic" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Writing test.txt\n" ] } ], "source": [ "%%writefile test.txt\n", "Hello world!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello world!\n" ] } ], "source": [ "# Let's check what this file contains.\n", "with open('test.txt', 'r') as f:\n", " print(f.read())" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "podoc": { "output_text": "Screenshot of the pager" } }, "outputs": [ { "data": { "image/png": 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wcXEZM2aMl5dXZGTk7NmzxWiezZs3T5kyJavdGrhZ0yO9H+FM5b4dNtEjnJaWJgZU2dnZdejQ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\nDw9p8uHDh9lucv/+fX1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"text/plain": [ "Screenshot of the pager" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run?" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from IPython.display import HTML, SVG, YouTubeVideo" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "podoc": { "output_text": "" } }, "outputs": [ { "data": { "image/png": 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zP9NN+jz9rTq2F3+XoM/H7n5l5mf7JYL88xfrtb9qnslgvzzF+u1v2qwPczP9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\n6V+g20X1ZY8i8irarWuXqWvY17g1w1G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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "YouTubeVideo('VQBZ2MqWBZI')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```json\n", "{\n", " \"cells\": [\n", " {\n", " \"cell_type\": \"code\",\n", " \"execution_count\": 1,\n", " \"metadata\": {},\n", " \"outputs\": [\n", " {\n", " \"name\": \"stdout\",\n", " \"output_type\": \"stream\",\n", " \"text\": [\n", " \"Hello world!\\n\"\n", " ]\n", " }\n", " ],\n", " \"source\": [\n", " \"print(\\\"Hello world!\\\")\"\n", " ]\n", " }\n", " ],\n", " \"metadata\": {},\n", " \"nbformat\": 4,\n", " \"nbformat_minor\": 2\n", "}\n", "```" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }