{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "

IPython

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A multi-language architecture for interactive computing

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[ipython.org](http://ipython.org)

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Fernando P\u00e9rez

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[fperez.org](http://fperez.org), [@fperez_org](http://twitter.com/fperez_org)

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U.C. Berkeley

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" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "%run talktools" ], "language": "python", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "html": [ "\n" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
Why IPython?
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\n", "*\"The purpose of computing is insight, not numbers\"*\n", "

Hamming '62

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" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## The Lifecycle of a Scientific Idea (schematically)\n", "\n", "1. **Individual** exploratory work\n", "2. **Collaborative** development\n", "3. **Parallel** production runs (HPC, cloud, ...)\n", "4. **Publication** (with reproducible results!)\n", "5. **Education**\n", "6. Goto 1." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
From a better shell...
\n", "## 2001, instead of a Physics dissertation\n", "
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" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
... to a fancier shell (and a protocol!)...
\n", "## 2010, E Patterson, Enthought (key support!)\n", "\n", "
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" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
... 6 notebook attempts over 6 years...
\n", "## T. Matev, T. Alatalo, R. Kern, Min RK, J. Gao, B. Granger\n", "
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" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# ... up to today's IPython Notebook\n", "\n", "## Everyday exploratory computing, with annotations\n", "\n", "Let's plot the Bessel functions $J_i$ for $i=0,3,6,9$:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import scipy.special as spec\n", "x = linspace(0, 20, 200)\n", "for n in range(0,13,3):\n", " plot(x, spec.jn(n, x), label=r'$J_{%i}(x)$' % n)\n", "grid()\n", "legend()\n", "title('Bessel Functions are neat');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GH5BdPM3Vr59WkIbNgZvx+O+Pw22LG2zX28JmvQ0Gfz0Yc/bNwS8Rv6BIWVRv\nOy3VZ9pcEfrULy1Fn2ZmZli8eDEiIiKwceNGHD58GJ07d4aTkxMKCgpQUlKC8PBwAMC4ceMQHBys\nufbo0aPw8vICSZSWlmLfvn1wcHCo0n5YWFi1KKCmoE25dwB5Mnf7dmD1amNL8h8Xb1zEh6c/xNHL\nRzGt/zQ8MfAJfDT+I9ib24MgUvNTEZQahN8if8OKIyuw6M5FWP1/q9HFrIuxRRcIWi0mJiZ4++23\nAQDTp0/XnH/55Zfh5eWF4uJiWFlZAQBmzJiBDRs2aCJ7li1bVmfbpaWlsLS0RMeOHQ0kfR3oHNlv\nIJpKlOvXSSsrUqVqku7qJK80jy97v0zHTx35qd+nLCgrqPeay9mXOeevOXTZ5EKvS15NIKVAYBia\nkfnRiT///JNhYWHMzMzkBx98oDn/2WefMSMjQ6s2duzYwZiYGK37rE1XDdFhm3PvODgA3bsDFy4Y\nV46QqyEY9u0wFJUXIWpJFF6951WtRu59bPpg52M78fNjP2PRoUV448QbUEvqeq8TCAT6oW/fvggN\nDcW2bdvw2muvac4vX74c+/btq/f6lJQU2NjYoH///oYUs1Za/c5ZNbFwITB4MFDPG5jB+P7c93jj\nxBv4dsq3mDFwRoPbySjKwMy9M2Fvbo+fH/sZHUzlkCQfHx8RcaJHhD71S4U+W2OWTUPRbLJstlSM\ntUiLJN769y2s81sH3+d8G2XwAcC+sz0OP30YKkmF6b9NR5mqTE+SCgSC1kqbHOknJckx+9euydsp\nNgUSJSz1Xoqz187i0FOHYN/ZXm9tqyQVZu2dBROFCXY/vhsm7Uz01rZAYCjESF97xEi/kfTqJefY\nT0homv5IYvGhxQi/Ho7jc4/r1eADgGk7U+yasQtZJVlY+c9KvbYtEAhaF23S6CsUwP/9X9NtqvKe\nz3sITQvFkaePwLKDpUH66GjaEX/O/BP/XP4Hr3/3ukH6aKu0lLjyloLQp3Fpk0YfaDqj/03IN9hz\ncQ8OPXUIFh0sDNqXdUdr7J+1H9tCt+HstRaw7Fi82gsETU6b9OkDQFgY4OEh59g3FH9G/YllR5bh\nzLNn0Memj+E6uoXfI3/HW/++hfMvnjf+Ai4SuHQJOHoUCA4GLl4EUlKA3FxAkgALC6BbN+D224HR\no4GHHgJGjGi6yRaB0RA+fe3Rp0+/zRr9is3S4+IAe/262AEAQalBmLp7Kv555h+M6D5C/x3Uw/MH\nn4dECTtKEEToAAAgAElEQVSm7WjyvgHIs+Q//AD88gtQXAw8+CBwzz3A0KFAz56Ara08sZKfL9e9\neFF+9fL2vvkBngcWLQKsrY0jv8DgCKOvPfo0+s1mSZwxRHn4YXLfPv23m1aQRpdNLjwQc0D/jWvB\nyZMnWVBWwD6b+/DvS383befx8eScOaSNDbloERkYSEqS9tdLEhkQQM6dS3btSr73Hnlzu01jIbZL\n1C8tdbtEY1Kbrhqiwzbr0wcM49dXqpV44vcn8PyI5/Fo/0frv8BAdDHrgu1Tt+OlQy8htzTX8B1e\nvw4sXQrcdRfQr58cGvXNN/KxLq4ahQK4+27gp59kd1B0NDBoEHD4sOFkFwjaEG3WvQMAp04Bq1YB\ngYH6a3PxocVIzU/F/tn70U5h/GfqS4deAkl8O+Vbw3SgVgNbtgBr1wJz5wJvvql/f9nx47K7Z/Jk\nYNMmee9LQYunrbh3EhMT4erqWmt5WloarKysNHuJ14Tw6euJ4mLZPmVkAHXoW2t+DPsR63zXIWhB\nEKw6WjW+QT2QW5qLAV8OwOGnD+t/biEqSjbGZmZy6tJ+/fTbfmXy8uT8GQkJwF9/AT16GK4vLcgu\nL0dAfj6C8/ORXFaGq2VluKZUovDmDkoWJiawb98erh074vbOnTHa0hKjLSxg1s74A4HmQlsw+gkJ\nCQgKCoKHh0etdVQqFdauXYs1a9bUWkcYfT0yZoy8hWJjU6tEZ0Tjvh33wWe+DwY7DNaLbA3l1lwx\n34V+h50RO3F6/ulq+3g2CEkCPv1U/lu7VjbGN40ZCcTHA6mpgFIJ9O0LuLrKc7aNhpT73LwZ8PKS\no3yaAB8fHzlfekEB/sjIwKGsLFwtK8NoS0vcZWGBPp06wblDBziZmcHi5gctUKtxo7wcl0tKEFFY\niMD8fMSXlGCCjQ2ecnTElK5d0bGNPgDaUu6dVatWYf369fXWCwkJQXR0NObOnVtjuT6NfpvLp38r\nFX79xhj9UlUpZv85Gx+N/8joBr8mnhvxHL45K68X8BhS+4hDK27cAObMAYqKgHPn5EgcyAPxTZuA\nnTsBlQro0wdo315+ACiVwNNPAytXAk5OjehboQBef11u/KGHgN9/b/zTuh5SSkvx3bVrmB8UhI7t\n2mGWvT12DRyIoV26wFSLB+hEGxvN/zOUSvydlYWvr17FkthYvOjkhGUuLrBr396QH0GgJ3bv3o1f\nfvkFGRkZ+Oyzz+rdACU8PBwuLi5atT1q1Ch88cUXtRp9vaLz1K+BMJYo+/eTDz3UuDaWei/lE78/\nQUmXKJUmxveKL102ubCwrLDhjZw8STo7k2+8QZaXa07/+itpb0/On0+Gh1cP1omKIleulINxPD1J\ntbrhImj491/Szo48cUIPjVXnTG4un7h4kTZnznB5XBzDCwr0+v1GFxVxYUwMbc+c4bsJCSxqBhs8\nSJLEshtlzDmdw7Qf05jyWQoT1yQy7pU4Xl51mUlrk5iyOYXX91xnQUQB1aWN+yKbkfnRmtmzZ/PX\nX3/Vqu7atWt58eJFrdt+5ZVXGBcXV2NZbbpqiA7bvHsnIwNwcwOysxvmgjgQcwAr/lmB8y+eh3XH\n5h1T/vRfT6OPTR98eP+Hul1IAp99Bnh6ylE1Dz0EQB7RL1kCnDwJ7NkD3HFH3c3Ex8tTAJ07y+H7\njd4T+tQp4IkngP37AT1tO3cmNxfvJiUhpawMK1xcMM/RERamhnshTiotxeqEBITk5+Ob227Dg024\nUbZUKiE/OB+5p3KRdzoPBecKAAkwH2COTm6dYGprClNLU5hYmoAqQl2ghrpADWWaEkXRRShNKEXH\nXh1hPcEaXSd1hfX91jDprP1N1NLcOyTRvXt3hIeHw9HRsd7606dPx759+7R2qe7cuRMdOnTArFmz\nqpWJOH09M2AAee6c7tcl5ybT4VMH+if761+oRlBbXHlqXipt19syJS9F+8aKi+W4++HDyaQkzemy\nMnLGDPktKT9f++aUSnL5cnLQIDItTfvrasXbm3RwIHXYhagmzubnc2JYGF0DArgjLY3llUb1TRGn\n752Zyd4BAXwqMpKZSqXB+inPK2f6rnRemHGBpy1O8+yos4x/NZ4ZBzNYll6m09uMWqlmwfkCXvG8\nwvPjz/N0l9O8MOMCs45mUVLX3k5LjdM/f/48b7/9dq3rP/DAA1WODxw4QC8vL65atYq//PILn3nm\nGUZHR2vKDx48yA0bNtTYVm26aogO27xPH5Dz6/v66jYvqJJUePqvp7H8ruUY02OM4YTTI86Wzlhw\nxwKsPb1WuxDOa9eA6dPlmVhfX3mIDnke95ln5GjNAweADh20l6F9e+Dzz4EPPwTGjQN8fOSdzBrM\npEnyTPykSYC/v5zSQQduKJV4MzERh7KysKZ3bzzXrRvaG2GCdVLXrrhobY23ExMxMjQUe2+/HXda\n6CdXEyUi50QO0ranIftINqzvs4bd43bov7U/2ts1fD6hXft26DK8C7oM74Ker/WEKl+FG7tvIOG1\nBKgL1XBa7ASnl5xg0qnhs/g+Cp8GX1uBO90b3QYAnDhxAhMnTtS6vlr93452ycnJGDRoENzc3PDu\nu+9i9erVsLKyQs+bc2IA0KlTJyiVSr3IWic6PyYMhDFF+ekncuZM3a557+R7HP/TeKrUxvfF6kJm\nUSa7ru/Ky9mX664YHk726EGuXVvNSf/GG+T//R9ZWto4WdasIe+4gyyof2tg7RobOVLrxpRqNT9L\nSaGdry9XxsUxp9IchbHZe+MG7X19ue3q1UbNIygzlUz6OIkBvQIYMiKEqV+lsjzH8J9TkiTmBebx\nwmMX6O/sz6vfXqVaWd3/34zMj1Y8/PDDPHjwIHNzc/nnn3/y448/JknGxsbyr7/+4po1axgaGqqp\n/+CDD1ZrIz09nePGjaux/b179/Lbb7+tsaw2XTVEh81G68b8AVy+TDo5aZ8twCfRh902dOPV/KuG\nFcxAvHfyPc7dN7f2CkeOyJOku3dXK/rtN7JPH1LL/Z/rRJLkyd+pU/UwuStJ5LPPyj6ner7Ikzk5\nHBgUxAfCwhhV2IiJbQMSU1TEQUFBfPHSpSquJm0oulTESy9d4hnrM4yeH838szr43/RMXlAewyaG\nMdAtkFlHs6qUNXejX1xczO7du/Py5ctMS0tjjx49WHQzJUhSUhLXrFlDkty0aRODgoKYn59PDw8P\nzfVz585lwc1BSHR0NMPCwvjDDz/wnXfeIUn+/XfVFClffPEFjx8/XqMs+jT6bTNQ+BZcXeW5yqSk\n+utmFWdhzr45+OHRH+Bk0Zj4Q8NRX77yV8a8gsNxhxGdUUOK0e++A+bNkxdAzZ5dpSgpSc608Pvv\ngJ1d4+VUKICtW4GcHGDdOj009vXXwJUrsv+oBgrVaiyJjcXTUVH4yNUV/wwdioE3XVZ1oa/879EZ\n0VjjswYTdk5A7897w2a9DXp/3hvuP7rjPZ/3cD7tvKZuf3NzBN5xBxJKSjAzMhKlklRv+0XRRYh6\nKgrn7z2P9l3bY1TUKAzYMQAWIw2b0rsuLEdbYtixYXDb4oZLCy4h5tkYHD943Gjy6IKZmRkWL16M\niIgIbNy4EUeOHKlx1ezKlSsxevRopKSkVFl5O27cOAQHBwMAjh49Ci8vL5BEaWkp9u3bBwcHhyrt\nhIWF1RsGqhd0fkwYCGOL8uST5M6dddeRJImP7n6Ur/zzStMI1UC0mXhc77ueT/z+xH8n1GrZb9O3\nL3npUrX6KhV5zz1kLfNMjSI1lezWjfTx0UNjiYnyxK6vb5XTx7Oz2TsggPOjo5mt40RpYydyg1KD\neP+P97Pbhm585Z9X6HXJiwnZCcwqzuLl7Ms8EneErx97nT029eA939/D45f/G+2VqtV88uJF3n/+\nPPNqcUEVRhYycnYkfe19mfRxEsvzm4+rqjLl+eWMXRrLL2y/YObfmUa/5xtD5ZF+BWvXrtW8CZBk\nTk4O33rrLa3aKykp4cqVK2str01XDdFhs9G6sX8AmzeTCxfWXeeLoC84cutIlqnKmkYoA1JYVsju\nG7rz3LVzZEkJOXs2OWYMeeNGjfW3bCHvu09PMfY1cPgw2bMnmZurh8a8vEgXF/L6deaVl/PFS5fo\n4u9P78xMPTSuPYVlhVxwcAGdNjpxe+h2KlV1P2zK1eXcc2EPXT935eO/Pc4bhfJ3oZIkLrp0iXeE\nhDCr0gOrOL5YY+yvfHJFJ2MvSeTVq2RsrPycbMopjdwzufTv4W/0e74xJCYmVjH6Bw4cYH5+PmNj\nY6vU++yzz5ihhS90x44djKkjAk0YfQMQGiqHEdbGuWvnaOdpx9jM2NortTA2+W/i/O+nyrOyTz4p\nh2fWQHKy7OKvFF1mEBYtkt3yeuGtt3h0wQL28vfn8zExzG3iidqoG1Hs/0V/zts3j/mluvnUS8pL\nuOrYKjpvdObJxJMk5bfMlXFxHH32LLPTixm3Io5nbM8w8YNErY19cbEctDB5MmllJb8QubnJ8/Ud\nOpB3301+8gl57Zqun1ZHVCoqfS8Y/Z5vKAUFBdywYQOnTp3KCxcu8K+//uKdd97JiRMncu3atVXq\nSpLEbdu21dlecnIy9+/fX2cdYfQNQHk5aWFB1jQYzCvNo9sWN+6+UH1iszmirTuiKDKc8XYmzFz8\nbJ1D+BkzyPff15NwdVBQIE8SHzrUuHZyy8u5IDqaPfbt45Ht2xstl67unVNJp+jwqQN3nN/RqH6P\nxh+lw6cO/PH8jyRJVbGKm147Sy9rH0YuimFZunZvnOXl8pta9+7kpEnkrl3VX+iKi8mjR+W3XWtr\n8sUXa33pazhBQeSCBTxpZUX27Wv0e74lIYy+gXjgAfLALfueSJLE2Xtn84WDLxhHqAaglZHy9ycd\nHXlo5VTO2zevjrbI3r1lD1BTcOSIPK3Q0P4OZ2Wxh78/F8bEMC82Vn5FiYxslEy6GP1jl4/R3tOe\nxy4fa1SfFUTdiGKfTX34/XvfM6BXACMejeASrwg+HB7OUi18bRcvknfeSd5/v/YLEG/ckNNm2NvL\nbwaNJiSEdHeX/Xfr1/Pkzaiw5nDPtxSE0TcQH3xAvvZa1XPbzm7j4K8Hs1hZs+ujRbJ3r3xHHzrE\n7OJs2q63ZWJOYrVqKhU5YoQcptmUPPaY/F3oQk55OZ+NjmavgAAey87+r2DrVnkxQJnh52F8En1o\n52nH00mn9dZmjk8O/Uf484eeP/DbL+UY7nJJ4vQLF/hUZGSdcfx//CE/8779VrfNyyoICyMHDiTn\nzWvg5mWFheRLL8mz9Nu3V5s4aA73fEtBGH0D8e+/8lxmBRHpEbTztGPUjSjjCaVPJEkOv3FxqTLs\nW3VsFRcfWlyt+s6dcsROU+eRS0qSk7MlJGhX3yszky7+/nzp0iXm3+q7lyTZif322/oXtBJRN6Jo\n72lfJfKmMRRGFTJiagQDegcw/dd0Juck0/VzV35/7nuSZLFKxbtCQ/luLUry9JQH1pXWCjVMjkLS\nw0P29+u0NiMsjOzXT35i1DI73xzu+ZYCAO7dKycvrJybTxj9RlJYSJqby/7NgrICDvhyAH8K08f7\nbdNSozuivJxcvJgcMkSema1EekE6bdbZMK0grUr1fv3kB6ExWLuWnDat7jpZSiXnRUfTNSCAJyqP\n7m8lLY10dCSDgxskS33uneuF1+n6uavG994YytLLeGnRJfra+TJ5Q3KVTJYxGTF0/NSR3rHeJMn0\nsjL2DgjgT5WSGEkS+c47cj6p1NRGi6Npc/Vqsn9/OeKnXvbulV8xaslG2VJz7xgTAJw2TXZ9du0q\np8M6dUoYfb0wejTp4yNx7r65dfq6mzPVjFRuLvnII/KkRV5ejdcs9V7K14+9rjneuZMcO7bpR/kV\nlJbKD53aJnX33rjB7n5+XBobywJt0hLv2iU/8BqQzKwuo69Sqzj+p/FcfXy1zu1WaadIxaQPk+jb\n1ZdxK+OozKpZTr9kP9p72muiyCILC+ng68uTOTkkyXXryNtvJ69fb5Q4NbJuHXnbbfVE93zxhfwm\nWccrhjD6ugOAhTd/58nJ5Oefyw9hYfT1wCuvkFM/+JKDvx7cuNzzzYWYGPnXsWRJnQYvKSeJtutt\nmVeaZ/RRfgXe3rLolT02aWVlfPziRfYPCuIZXYL6JUkOXfnoI73K+OaJNznhpwkNzsEklUu8uu0q\n/Z39eXHmRRbH1z939HXw1xzy9RDN7/NEdjYd/fy4/qcS9u6tvxF+TXz4ITl4MHnzGVOVTz6RY0AT\nE7Vqq7nc8y0BAOwXGMiwSrml1Gph9PXChzt9aPaWA+Oz4o0tSuPx9pYnbL/7Tqvqs/fO5kb/jUYf\n5VcgSXLUybZtchTVj2lptPf15RuXL7OkIavEKiYLGpmGuYJjl4/ReaMzrxfqPqyWJIkZ+zMYNDCI\n593PMy+45jew2q6du28un/7zac1E7tKTKTT9IYRh0YZNAChJ5LJl5Lhxt0RYffWV7HvQIci/udzz\nLQEA3JWeTjtfX/6Snl7lvM5t6VOwxtAcfgBXcq/QwbMbzYf8w2awkVGDOfnvv/K7ePfu1dIR1EXI\n1RD23NSTbrcpjT7KryAoiHQcWsKJ58I5PCSE53RJ3l8TmzfLTzQdHho1uXcyizLpvNGZR+OP6ixC\nrl8uz917jsFDgpnpndmgTJpFyiIO+2YYvwz6Us484ShxwokoPhMVZfAd3FQqee3Gs8/eHBjs3i3v\nqKblzHuFPm1sbAhA/GnxZ2NjQ5K8UFjInv7+/OTKFUqSJIx+YyhSFnHEtyP4qd+nvO02OfigRZKf\nz5P33y8HZ6fosFnKTQasG8cBT/xq9FE+Keed+SgpiWbevnxoZxKV+sgBoVKRd90lh3JqSU1Gf9Yf\ns7jySO25Umqi8EIhL0y/QP8e/kz7MY2SqnFKjs+Kp72nPYc8cI6ffkoWqVQcHhLCzQ343nWloEBe\nwe718mF5ae+FC1pfq+tit9KrpQzsG8jUL2rwW73xhhySq4Or78fzP9JpoxMj0iN0kuNW4ouL2Scg\nQGOAb8U/2Z8Onzrwz6g/NedUKvL55+Us4FpNitdAamkphwQHc0lsrDD6DUWlVnH6numa1+XnniO/\n/NJo4jScijC5BQtqTalQF5JE9pjwN/t9eofR9/s9kpXFfoGBfDQigicii2lnR2Zl1X+dVoSHy26v\nBi45PRBzgG5b3LReu1EYVcjIWZH0c/STI3JK9JfA6NG3f2aX129nUZnsa0koLqaDry999ZLEqG4S\nD4TxhsKeF7b6GbyvksQS+jv78/rvt7jSJEmer3J312otxu8Xf2f3Dd0ZndG4nCLhBQV08vPj1nos\n97lr5+jwqQMPxx1mWZmc7WTChMbvIZFbXs77z58XRr8hSJLExYcWc8JPEzSJ1HbskPOPtRgkSV6B\nY2cnR6k0kH/+IQcPUbP/F/01OV+amqSSEs64cIF9AgLoVSknxsKF1RfONYoVK8jnntP5srzSPLps\ncuG/CfX7v4piihj51M2EaOuuUFWgX5/hiRNkt+4Sp+58gq8efVVz/mBGBnv6+1dJzqZ3srLIPn0Y\n8upuuriQldzMBqPgfAF97X2Ze+aWB5pKRU6ZIv9I6hisHL98nA6fOjAsrXGv8ZGFhXT08+NvWoZI\nVURcjZ1zilOn6m91e6laLYx+Q/j49Mcc9s0w5pX+N5EWFye7KJuDi6Nerl+XA9qHDdNMUDY0FfDD\nD5Pffy+vQp68a7IehayfbKWSr8bH0+bMGa5JTKw2UXv1Kmlrq8fIlNxceeccv/pHqZX1ueTQEj5/\n4Pk66+efy2fkrEj62vkyaW0Sy/P0n+wtI0P+jf7zD5lRlEGnjU70SfwvN/UrcXF8NCLCMG9sKpW8\nOfL//kdSXvd2//3aT5M0JlV11j9Z9HXwZVH0LUuE8/PlsKItW2q8LiYjhg6fOlTRUUNIKC6mi79/\nlcnU+lCryYkLj9PsLXv6JjZsrUhtCKOvIzvO72Cvz3pV2wFLkuS1PNquCDUaf/4pL3F/440qexc2\n5KaKipI/c0mJnOXR8VPHJlmJXKJW0/PKFdr5+vKFmBherWMPxv/9j3z5ZT12vmuXvOF7PRk4K/Tp\ne8WX3Td0Z3Zx9YVgkiQx+3g2wx4Io5+TH5M/TTaIsZf7klNVvPrf4J5el7zY+/PemsFLmVrNUWfP\n8nND+PffeIMcP16jN5VKTtTq6and5Y3dnyBtRxoDegewLO0Wd05Cgnw//PNPldNZxVnst6Uft4c2\nLvnetdJS9g0M5Fc6jjzefFNe6f97+AF239C9xpQnDUUYfR3YcX4HnTY61erbmzVLdvM0S9LS5LXx\nbm5ajVS1YeFC8r33/jt+3+d9Lji4QC9t14RSreYP166xh78/p124oNW2henppI2NHkf7kiT7gmsZ\nHVamTFXGgV8O5O8Xf69yXl2qZvov6Tx751kG9Q/ite+vVVlFawj++EPOiXPr83HBwQVc5LVIc5xQ\nXEx7X1+GNDbiqTL79pG9elWbD0lMlL2L2iZ1ayyJ7ycy5I6Q6i6zU6fk+Zp4OeRaqVJy/E/j+b9/\n/teo/nLKyzkkOJhrk5J0uu6HH+TMsRXq+jzgcw7+erDO6bZrQxh9Ldl2dhtdNrkwJqP2eO1vvpHT\nhjQrVCry66/lu2vVKjlvhB7IzJTT6VZ+Y80oyqD1OusqqRn0QbFKxS9SU9nT35/jz5/XecLxf/8j\nly7Vo0CRkbI+0+r+nBv9N/Khnx/SuEtKrpTw8puX6efox7AJYczYn0FJbXh/YFaWHIlb07M+pySH\nThud6HvlvzDdP27cYJ+AAP3sJ5CSIkfqBATUWPzzz/LDqEHJ2XREkiTGPB/D8EfCKZXfovfNm+VM\ngSUlXHJoCaf8OqXBi+dIOcHdA2FhXBobq5O77MQJWV2V96GQJIkL/17YaJkqEEZfC74K/oo9NvVg\nXFZcnfWio+WEVc3Gr3/6NDlqFHnvvfWGx+n6+vzRRzVvXvKS10t8+1/9JCrLLS/nJ1eu0NHPj9Mu\nXGBgLekg6kPvo31SniGeM6fW4r8O/8Wu67sy6loUM//O5IVpF3jG9gxjl8VW9y0bmGefrfuh90fk\nHxz01aAqu7stvnSJT1682Dj/vkolvxXVsaJZkuQAiCVL6m6qse6dCtRKNcMmhjFuxS33siSRTz7J\nuCcn0m2LW5X5uoaw+NIlPhwertMG9TExssGvab2LUqWk+4/ujX77IIXRrxOVWsXXj73OPpv78HL2\n5XrrS5LsHjS6Xz8qinz0UfkJtHOnVrNlutxUSqU8n1nTuoTYzFjae9qzSNlwwxZWUMCXLl2izZkz\nfCYqihf08Hby6qt6Hu0XFMj5Yk6dqlYkSRJnL5nN7dO309fBl6H3hPLqtqtUFTb96r1jx+SfQV3e\nGkmSOPXXqfzA57/c1CVqNYeFhHBbQwPDSdnYjxvH+lYt5uTIO3Edq2M7AX0ZfZJUZisZeFsgr31X\ndSVwfOI5xtuZMPHLtbVcqR1fpKby9uBgnd6UKtYw1LUUJKs4i3039+WuiIZH25HC6NdKXmkeJ++a\nTPcf3ZlZpP0+qbNny9EsRiEyUh592tnJ6ZANtIvJn3/Ke9/WxvQ90/lV8Fc6tVmsUvGntDSOCQ2l\ni78/309MZGodE7S6cv26AUb7v/8uR38olZQkiQURBUz8IJGnbjvFPbZ7GP1WNIvjjLenQnGx9ruK\nJecms+v6rlXcl1GFhbTz9dVq7qQagYHysPWW7Ky1cfiwvPGOPqcS6qLoUhF9HXyZ4yMnBCopL+Hw\nb4dzz6635PsnqmEBCUeystjNz48JOqx5kSR5uk2zWrkOzqedp52nHSNvNHyTH2H0ayAmI4YDvxzI\nxYcW17sx9a18+22db/36R5LkHa2mT5dvso8+qiWzlf546CHZF1sbvld82Xdz33r9j2VqNQ9lZnJe\ndDRtzpzhpPBwHsjI0OmVWBdefbV+N4IuSOVq5o6cz/j7f2NAnwAG9Apg7IpYPrX6KW4LqXuP06Zg\nzRryiSe0r785cDPH7hhLtfTfm+G2q1c5LCREt7xFRUVywMDevTpIS86fL2fybiqyj2XTz9GPxZeL\n+ZLXS5z5x0zZnbV9u/ww13GxYlJJCR18fXlKx/vviy/k6Gltu/v+3Pcc+OVAFpQ1bLWWMPqVUEtq\nfhX8Fe087bjtbMNu2kuX5FdVg/v18/PlmeNhw+SkVZs3N2o2TNvX58REOf9YXT9QSZJ49/a7+VfU\nX9XKilUqHs7K4nPR0bQ9c4b3hIby85QUvY7qa6NitN/QiERJklh0qYipX6XywowLPGNzhsH9zzDR\n/CUWHEukJEn87eJvHPHtCJ44cUK/wutIYqK8RuHKFe2vUalVHLVtVJUwRUmS+PjFi1weV/d8VhWW\nLyefekr7+jfJzpbXEfjUEBavT/dOZVK/TOVxt+MctH7Qf378iqH3okV1X1yJUrWad549y41avtlU\nEBBQJXBIa5478Bxn753doDkXYfRvEpEewXu/v5d3fXdXnRE69SFJcqSErl+iVpSUyOFvs2eTVlbk\n44/LO1PrIb+MtjfV22/L93R9/BH5B+/5/h5KksSIggJuSE7mA2Fh7HL6NO89d44bk5N5pak20a3E\na69pP9pXK9XMP5vP1C9TGfVMFP17+NPf2Z/R86OZ/nM6S6/dfFC9+io5bx7LVGXss7kPTyScMJiR\n0pYZM3TfPpIkw9LCaO9pz/SC/8KyspVK9vT356FMLdycp0/LN4A2dWvgwAF5DHPr+MVQ+kzLT+Ob\nY96kz/0+VfMa5eXJgvz+e+0XV2LRpUt8XMeJ7+xsOZJ1/34dhSZZrCzWJM/TlTZv9BOyEzh//3za\ne9rz6+Cv9RIS5eEhvyHqhZQUubEnn5RjJN3d5RF+A3PANIbycnkC9+LF2uvkl5fzRHY21yYm0nz/\nRtqePsk+AQF86dIl7svI0E8YYCOoGO3fOiBTFaqYF5THa9uvMW55HM/de46nO59m8OBgxiyI4bXt\n10rFMRsAACAASURBVFgUXVTzTZ2fTzo787dtKzjpl0lN80Hq4Ngx0tW14VM6rx97nbP3Vs0pcion\nh938/HitrjeyoiLZUDbEilXiqafkjBeGpmIC+61/3uL58ecZ/79bRmohIfIwvJ7IjJ/T09kvMJB5\nOvy2JUkesy1b1hDJZeKy4mjvac/AlECdrjOK0T98+DD79+9PNzc3rlu3rsY6L7/8Mt3c3Dh06FCe\nq2X1RkONvlpS82TiSc76YxZt19vyrRNvMbdEf8mmtm0jn3mmARcqlXJo5bZt8qxO//6yL2X2bHnV\nVz1x4YZm/355/1tS9sdHFhbyjxs3+H5iImdFRvL24GB2Pn2a94SGcmVcHJ/1+4kP/zHfqDJXRq1U\nszi+mOufyOLGsamMWxnHiKkRDOwbyFOdTjFkeAij5kYx+dNkZh/P1ml1bNFP3zPCyZThV5topVEt\nKJVy3Htj7G6Rsoiun7vycNzhKuffSUjgg2FhVNc2mm2gW+dWMjPlKDgdMnw3iO9Cv+OIb0ewTFVG\nZZaSgW6BvPb9Lbn9N22SM6zWkpMooqCAdr6+jNAxG9q2bbJntrEvu/ui97HnZz11CjZpcqOvUqnY\nt29fJiYmUqlUctiwYYy6Zab80KFDnDRJHjEFBgbyrrvuqlkQHYTPK83jvuh9fPHvF9nzs54c/PVg\nfh7weaPjcWsiNraOPDzl5fIwMyCA3LNHXtL65JNyvFbHjvLecnPmyAuqzp+vN9xNX1S8PkuSxAKV\nignFxQzMy+PfmZncfu0a30lIoPMXUex/+Bx7BQTQzMeH/QIDOe3CBb55+TJ/SU/nufz8KqmMC8sK\naedpZ9DNZVTFKpamlrLwQiFzTucwY38Gr22/xsT3E3npxUuMmBLBkDtC6OfoRx9THwb0CmDw2DCu\nNrvEiDev8MZfN1gYVVh9sY6OvHX8TUbf7ihvDELDuSPqY+NGeaK9sXNK3rHedP3ctUrobbkk8Z7Q\nUG6oyW/dSLfOrezdK98KFXNH+tZnfFZ8tSiYougi+tr7Mud0pYlYSSInTyZff71aG3nl5bwtMJA7\ndRyMVazti25c0k4N//vnf5z0y6QqE/B10RCjr7h5YYMICAjA+++/jyNHjgAA1q1bBwBYvXq1ps6i\nRYtw//33Y9asWQCAAQMG4NSpU3B0dKzSlkKhQMDRM1BTBbUkQVKpUKAsRIEyH/llBcgozEBqXipS\n8lOQXZyFAV1vwzCH4RjebTicLZyggAKQH2I3/wVw86MRN/9P3vw/5HoSAbUKLC8HlEqwTAmUlwPl\n5fL/lUqwtAwHdhdi4t1FMJcKgcJCoCAfyMoC8gpAa2vAritgZwf26An06An0cAGdnYH2ZrjZIypE\n0MhQ+dxNJBIqiVCRKK/4U0vyMeSycokop4QStYRiSY1i1c1/1RJKbv6bciEEJrcNRbZKhXYAbE3b\nw8bUFDamprBt3x6WSjP89Z0Z1q/qgN5dzODYvj3at2tXSahbvmgCVBPfBn2LkpISvHzHy6CKYPnN\nv5v/l8qlqsdKCVKJBKlYgrpYDXWRWvN/qViCukgNVZ4KqhwVVNkqAICprSlMbUzR3qY9TG1N0b5r\ne3Rw7gAzZzN0cOog/9/JDGaOZlCYKAAAq1YBBQXA119r/9utjWsF1zDkmyG4eN8edJ/2NBAZCZ/I\nSLi7uze+cR1ITwcGDwb8/ID+/Rvf3uy9s+Fq44pPJnyiOZdUWorRoaE4PHQoRlpYyCeLi4GhQ4GN\nG4Fp0xrf8U1mzgRcXYH16wEfHx+96VMlqTB2x1jMvH0mVty9okpZ9tFsxMyNwYiAEejk2kk+mZkJ\njBgBbN8OPPQQANkWPBkVBbv27fHtbbdp3XdpKTB6NLB8OfD883r5OChXl+P+n+7HI/0ewZv3vVlv\nfYVCAV1NuGlDhQOAq1evokePHppjFxcXBAUF1VsnNTW1mtEHgDemfAgHk24AAHN0hqupG25vPwz2\nAG6Uh8NZYY0H2z8NAIgsD0eBAshu3x7ZyEBkeTgI4Pb2wzTlAHC72c1j5c1ys2FQ3DwGgEEdKsoj\n5Podql4/qMNw9JOAI4fDAIUFbu84HIACkcowAArczuFADhB5IUyu38kWQDGiSv+QjzsOBxRAVGlY\nrcdUAFElYVAAuL3TCLm85DwUCgUG3zyOLTkPBRQYYj4CCgUQWRyGdgrgHvM70K6dAheKzqGdQoE7\nOt+Bdoo7EFF8DiYKBe7sMhIAcK7oHABgZJeRSE8vg0lpKJIXA/ZdRiIBQGhhqFxuIde/9fhc0Tl0\nadcFnUs743Lvy4goioDCRIHR3UZD0V6BkKwQtDNth7t63AWFqQLB14PRrn07jOk/BqbWpggtCkW7\nru3wfxP/DybmJvCP84dJRxO4u7vD1NYUfhf80K5DO9zjfg8A2TAA0BgHzfGd7tXKX30V6NvXB+PG\nAbNmVS/X5XhXwS48P+J5XCprj0vjxsH9jTfgvn17g9tr6PGzz/pg4kSgf3/9tPek+ZN4/o/n8dTg\npzDEcYimfMugQfCIisLmoiJ0atcO7vv3A3ffDR8rK6CScW5s/x4ePnj+eeDxx93h7u6uN335m/ij\nU/tOGFoytMrDxMfHBzAD3N50w8WpF5G/Ph8mneXfG375BT4zZgDbtsH98cfxWWoqLvj54Qs3N+Cm\n0dem/y1bgIED3fHcc/r9/vc8sQfDVg9Dp9ROWOmxskp5xf+TkpLQYHR+N6jE3r17uWDBf0m5fv75\nZy69ZanklClT6FvJoTdhwgSGhoZWa6uRohiUH34gZ840thT6QaWSF582dGewZ/c/y7WnGrfK0RCs\nWqVTVF6NRN6IpL2n/X9ZNHNzZTdHUFDjBdSBgAB5kl3fi5u+CfmGY7aPqeY6mB8dzWejo/+/vTMP\nq6pa//gXvVqWmiCjYuIEDsmQXqzMrqgo3sw0K80hE8vq6s9r2aN4s0ErEzXTUCNNyzTUTHMIRRwg\nOaBMMoiCSDIpgygzHM60398fS1A8h8MZ9jkHdH2epyfYZ+29Fst93r32u973+4ru1rmfkBDm+RQr\n0CuxIJHs1thRXnnToZWCIDDX4IupjSN6PvuMaPRoirp9m+wlEsrWc1CHD7MENFOl0YRnhZPTOicq\nqNRec9gQu9mmuYeCNrp37478/PyG3/Pz8+Hs7Ky1zfXr19G9e3djujU7vr7AqVOASmXpkejGvauC\n+wkLA7p3Bzw8DLv24mcXY1P8JsiUMsMuYCI++gj47TcgL8/wayw7vQxLhy+FdQdrduCJJ4DVqxH5\n5ptm+8cXBOD//o+5Qeo9LmIxb8g8AMC2xG2Njgf16wdJeTn2bdkCfP890LWruB3fYdo0oH9/9hZj\nLFKFFDMPzsQGvw3o8USPJttZWVmhb1BfqGpVuLb02t0PPvkExY88gmnx8fipf3+4PPqozn1fvw7M\nmweEhABduhjzVzSNbx9fzBsyD28ceANKQSnuxQ19EhERKRQK6t27N2VnZ5NMJmt2I/fcuXOibORa\ngoEDieLErX9gMrRtlE2caLy0xPjd42n7BUvpUzRNQADRu+8adu7ZnLPU89ueJFXct+ITBIp46im9\nauoaw7ZtLKrKVAmBqUWpZLvGVk09NeHTT8nu2DG9V7z6UlxMZGMTYbQi+MLjC2nq/qk6x9LLb92J\n6NnBVs4KQaCR58/T8gUL9AotUiqJXnhBq+6caChVShrzyxj63+n/NdnGELtptKU9duwYubq6Up8+\nfWjVqlVERBQcHEzBwcENbebPn099+vQhd3d3ja4dopZv9BctIvqy5Xk19OL6dRbXbqzm2am/T9HA\nzQMtXkf3fkpKWOaqnpLnDVnHvyT/orlBUhKTxTCR26Oe0lJWyKaJr4hoBJwKaBy7f8etszY9nZ5N\nTDSZdEY9Bw6wUs6G3odhV8PIeb0z3a7Vr2jyvRE9AX//TWOSk0l59ChTsdOxAPPnn7Mat2YKxKPi\n6mJyXu9MoZmaRZcsYvTFoqUb/WPH2BO+NbNypfF+byJmJD2DPZu8ES3JsmWsIIw+/H7pd/L43kN7\nmNz8+eJMnhYWLDB5F0R0X+z+PUlYqju68Z+aQVp2+nTDqqDVl4Y8fc0waYzbJ27Tafsoenp/NN2s\nL6T+wQdM76qZh11kJMs5KNDuZhedqNwocljrQLnl6joc3OibkOpqoscfN59yoDFocu8olWxBI1Zl\no5DUEBq+fXiLW+3fusVW+7raLblSTv2+60cnsk402SYiIoItwx0dmeKkCUhJMcvLRAPHrx4nlw0u\nJF/wH6IZMxqOF9TVkWN0NJ01odBfREQE3b7N8l806c03hSAINGnvJKN06DNramjmh39RZN8Ykpfc\nSdKqqyMaMoSppTXBrVssAOLYMYO7Noq10WvJe5t3Y/ejIJh/I/dh4vHHgWHDAC17pC2akycBe3sW\noiwGrw96HTdrbuJs7llxLigSXbuyjdBPP9Wt/Q+JP6Bnl54Y22es9obW1ix2/Z13WC6HiBABCxYA\nK1eabA9VDb++fvCv6ofakJ3Axo0Nx50eeQQ/urlhRno6SuRyk/VvYwNs3Qr4+7McC13YnrQd2WXZ\n+GrUVwb1Wa1SYVJaGp5f3BfOr9jj4sSLUNWqgEceAfbuBVasAJKT1c4jAubMAaZOBcaPN6hro1n8\n7GL06tIL847OuxuX/+WXhl1MvGeRcbSgoTTJ6tUiF+8wI5Mns3RxMdlxYQeN+WWMuBcVgcpK5htv\nLiy1XFpO9mvtKblQx/hVQSDy8yP6+mvjB3kPv/5K9PTT5vMTExFRTQ0p+/Smt+ZYU0R2hNrHS7Ky\nmM/bxG9y/v5Eb+tQijnzVibZrrGltGItYlFaEASBXktLI//0dBIEgQSVQJdnXqbUial3M7hDQljq\n8H2v8999RzR0KJFMpuHCZqRGXkNDfhhCgZJAlubs7MzdO6bmwgV2T7Q2CgqYvpvYrim5Uk49v+2p\nt0iUOQgKIhrfjF7a0pNLac4hDXUitXHtGtNQ0keeWAt39N3Eqm+vO4sWEU2fTn9e+ZNcNrioFepW\nCAL5JCXRchP79+sFMPfubbqNXCkn723e9N355gvYN8XavDwampDQqJaASsbKLV5598pdN+W77xK9\n9FLDEzgmhum0ifTPbTT5Ffnk+6Ed1Vl3JkpM5Ebf1KhU7AbIzrb0SLRzv0//q6+I3nnHNH1tjttM\nL4W8ZJqLG4FMxipNNeUzzinLIZtAG7pe0Xz5LbU9knXriEaNEiWucskSotmzjb6MfkRFNUrCmnNo\nDr17VD3WtUgmI+eYGDoq8kbD/fOZkMD0a5oyrJ+c+YT8dvsZvH90urSUHKOjNcp/KyoUFO8ZTzlf\n3gn5kslYWciAACosZA/kI0cM6tY0FBZSXTcHmjOzMyUXJnOjbw6mTxffTSI2936pVComzRsfb5q+\npAopOa1zoqTCJNN0YAQhIUTe3ppt84wDM+jTiE91uo6a0VcomD/GSM3tjAz20mBWwdWKCnZD3CPd\nWS4tpx7re1DY1TC15tHl5WQnkdBVPStPaUNToEFQEJGXl3q27omsE9Ttm27NZqY2Ra5USo7R0XS6\ntLTJNnUFdXTO5dzdOrslJST06kUr3XbRp7rdIuahooLddytX0r60fdT9m+7c6JuDn3/Wr2ydpQkP\nZ18mU7pmv4n5hl79reVNikrF/vb9+xsfj78RT07rnAwuUUdELNzG1tbg1z5BIPL1ZWq/ZuXNNzXG\ntJ6+drrJtP8t169T/9hYKjNh/YR6Tfp7i+LklueSw1oHiszWUH5LB6qUSvKKj6e1OlTAqsmsoZju\nMVT4C3sCr5p+kcrb25JKEmNQ36JTV8feLt97r+HLvPH8Rm70zUFhIfOPW3pTR1defZUpO5uSalk1\nOa1zogsFltWf18SZM0wjpb56kyAI9K+f/mVwCc1GrF7NCuEYUO1s506mwd6EtLtp2LuXbUo1kRX1\nWcRnNPLnkaRQqRv3BZmZNDY52aSJW+XlzL//889EdYo68t7mTWskawy6llIQaEJqKs3NyNDZLVR9\nuZqinaLp17lF1LcvUeW+UBYRcPGiQWMQDaWSfZFffVVtt58bfTMxbBhbQbdU6l+fi4rYA6pcvJoy\nTbIpdhP57fYzfUcGMHUq0SefsJ8PZxymQZsHaTRsTdGkrIVSyTQTvv1Wr/EUF7OY/IQEvU4zjrw8\ntiGlxc+nVClp9M7RtPzMcrXPFIJA41JSaH5mptFD0SYTcvkym5uXt/6HJu2dZLAff2FmJo1OTm5U\nE0IXjm6soj/aRFNK0J1qdiEhTP3OUju5KhXbXB41iq3270FQGBan32IsbWsy+qtW6V6b1RLUf6kC\nA1lInDmQKWXUa0Mvg1/FTUl+PvOdX74iJ7cgN7UqUs2htehHVha7+KVLTbe5j2nTWH1fs6FQsM1J\nHQRjiqqKqNs33TQmq5UrFDQgNpa+M7Qa/R2aK6KyaHcwtV3Uj+JSDFutbMzPp4EGuKNiYpjH7tyu\nKop2iKbCn+5stvzwA3tdNPLv1hulklXde+455s+/B5VMRRdfuciNvrm4dImoRw/T+smNRaUi6tvX\nZAmkGtmVsoue/fHZFpelS8QegP3919G4XePEH19wsOZdSA0cPaq5WLhJCQjQSzAmIjuCHNY60N+l\nf6t9dq22lrrHxNCuoiINZxrP0StHyXGdI339w1Xq00f/8tEhRUXULTpab+G4jAzmyQm9oyxSk15D\nMU/GUN7aO/sBa9Yw15gO+wOiIJOxKnyjR6u545RVSkrxS6GLk7jRNxuCwAyqqYWxjOHkSaLBg837\nYFKqlDR4y2A6nHHYfJ3qyLVb16ntsq70/T7j3RNqCAIruNBMXGx5OVss6CM9YDSHDrFO9bSeQbFB\nNGDTACqTqssxpFVXk0N0NB0uKRFrlETENtht19jSufxzRES0fDlTR9ASeNOIgzdvkmN0NF3UU8nt\nyhUmsfDTT42PS/OkFDsglrKWZLGFwrp1RD17sieEKampYWUdX3pJbSFRd72O4j3jKePtDFLJVdzo\nm5PFi6llhXPdQ0REBE2ZYvoNXE0cyThCT215ipQqc6aXNs/r+1+nGduXU8+e+iep6VTTtbKSyM2N\n7UJqQBDY3sL77+vXt1Fcvcr8+Aa+7i04toB8fvZRl5smovjKSrKTSOiUrhb5HjTN57XSa+S0zon+\nSP+j4ZggMC20oUObF8E8fvs22UkklKjnP+7FiywWvym5cfktOSU+k0hpU9JIUalgFZXs7YlOGyb4\n1ix5eSwsc9YstV3+qpQqiukRQzmrchreVrnRNyNnz7Loi5b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"text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Explore parameters interactively" ] }, { "cell_type": "code", "collapsed": false, "input": [ "@interactive(x=(1, 10))\n", "def f(x):\n", " print 'X is:', x" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "X is: 5\n" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn import datasets\n", "\n", "digits = datasets.load_digits()\n", "n = len(digits.images)\n", "\n", "@interactive(i=(0,n-1))\n", "def view_image(i):\n", " print 'Classif. Label:', digits.target[i]\n", " plt.matshow(digits.images[i], cmap=cm.gray_r)\n", " plt.show()" ], "language": "python", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Classif. Label: 8\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
Displaying results: a rich protocol
" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Image('fig/logo.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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"prompt_number": 6, "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "Video('fig/animation.m4v') # Credit: Chris Kees, Army ERDC; created with Proteus." ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Browser multimedia + scientific visualization" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot_audio('voice.wav')\n", "Audio('voice.wav')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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/oUSyzEcLYvQVIV63iD3Hp7OvTHteEWeoTYrE31ogHjWQtkI/3iMxwLQjGGjQ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grDASu5UNTG4bx/VkT5KTl+lgqQ08kMjtbyHgWiY9UQqtGYMhOuskVIRMF2kIfUSSouyaYH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\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\n", "\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# LaTeX and symbolic mathematics support" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Math(r'F(k) = \\int_{-\\infty}^{\\infty} f(x) e^{2\\pi i k} dx')" ], "language": "python", "metadata": {}, "outputs": [ { "latex": [ "$$F(k) = \\int_{-\\infty}^{\\infty} f(x) e^{2\\pi i k} dx$$" ], "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "from sympy import symbols, Eq, factor, init_printing, expand\n", "init_printing(use_latex=True)\n", "x, y = symbols(\"x y\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "eq = ((x+y)**3 * (x+1))\n", "display(Eq(eq, expand(eq)))" ], "language": "python", "metadata": {}, "outputs": [ { "latex": [ "$$\\left(x + 1\\right) \\left(x + y\\right)^{3} = x^{4} + 3 x^{3} y + x^{3} + 3 x^{2} y^{2} + 3 x^{2} y + x y^{3} + 3 x y^{2} + y^{3}$$" ], "metadata": {}, "output_type": "display_data", "png": 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"text": [ " 3 4 3 3 2 2 2 3 2 3\n", "(x + 1)\u22c5(x + y) = x + 3\u22c5x \u22c5y + x + 3\u22c5x \u22c5y + 3\u22c5x \u22c5y + x\u22c5y + 3\u22c5x\u22c5y + y " ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "@interactive(n=(1,10))\n", "def _(n):\n", " eq = ((x+y)**n * (x+1))\n", " display(Eq(eq, expand(eq)))" ], "language": "python", "metadata": {}, "outputs": [ { "latex": [ "$$\\left(x + 1\\right) \\left(x + y\\right)^{5} = x^{6} + 5 x^{5} y + x^{5} + 10 x^{4} y^{2} + 5 x^{4} y + 10 x^{3} y^{3} + 10 x^{3} y^{2} + 5 x^{2} y^{4} + 10 x^{2} y^{3} + x y^{5} + 5 x y^{4} + y^{5}$$" ], "metadata": {}, "output_type": "display_data", "png": 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"text": [ " 5 6 5 5 4 2 4 3 3 3 2 \n", "(x + 1)\u22c5(x + y) = x + 5\u22c5x \u22c5y + x + 10\u22c5x \u22c5y + 5\u22c5x \u22c5y + 10\u22c5x \u22c5y + 10\u22c5x \u22c5y \n", "\n", " 2 4 2 3 5 4 5\n", "+ 5\u22c5x \u22c5y + 10\u22c5x \u22c5y + x\u22c5y + 5\u22c5x\u22c5y + y " ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Dynamic graph visualizations with D3" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Talk to other languages: R (or Octave)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "X = np.array([0,1,2,3,4])\n", "Y = np.array([3,5,4,6,7])\n", "# Now, load R support\n", "%load_ext rmagic" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "%%R -i X,Y -o XYcoef\n", "XYlm = lm(Y~X)\n", "XYcoef = coef(XYlm)\n", "print(summary(XYlm))\n", "par(mfrow=c(2,2))\n", "plot(XYlm)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "text": [ "\n", "Call:\n", "lm(formula = Y ~ X)\n", "\n", "Residuals:\n", " 1 2 3 4 5 \n", "-0.2 0.9 -1.0 0.1 0.2 \n", "\n", "Coefficients:\n", " Estimate Std. Error t value Pr(>|t|) \n", "(Intercept) 3.2000 0.6164 5.191 0.0139 *\n", "X 0.9000 0.2517 3.576 0.0374 *\n", "---\n", "Signif. codes: 0 \u2018***\u2019 0.001 \u2018**\u2019 0.01 \u2018*\u2019 0.05 \u2018.\u2019 0.1 \u2018 \u2019 1\n", "\n", "Residual standard error: 0.7958 on 3 degrees of freedom\n", "Multiple R-squared: 0.81,\tAdjusted R-squared: 0.7467 \n", "F-statistic: 12.79 on 1 and 3 DF, p-value: 0.03739\n", "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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YD9rtC1dXV149sd5Wj/GEhITNX4uOjh4yZEhjY2NVVVVqamqbC3fvNs6ZUyUv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\n4N07hIXB0hKzZiE7+xPf+/Qp7O3h4IDU1Porly7ByAiOjmj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KF5VkZsxgZ2XRsG5REdvJ\nie3uzi4paf2NmzZtio+PF52QSZMm1dXVcZ5cmZqaim4hnvDcz3V1dRTLEBX6+uyaGrpFMAtzc/Mf\nf/xRWNZ43EFHRES4urpy+rkcPnyYk1ggiCucaVgHD1K6aFQU9u1DUBAYUGJFZUTYFiSn3Wh2NtTV\nhdXJk8ATHjnoVatWzZo1q6ysDEBsbCzlkghCZcIE/P038vIoWu7lS9jZ4eFDnDvHBO8MICQkRMAZ\nm8JFcg6qREeDPLcXMTz++hkYGCxYsMDCwiKCxtwlQYhQMw2rrg579iA2Fjt2YMwY0a7VHpgWEUpO\nu9Hz50HO9IoY3u1Gv/rqq717986aNSsnJ4diQQThY26Ou3dRWCjCJbKyYG0NAPHxjPLOYF5EKCEH\nVV6+hJISFBTo1iHh8HDQc+fOBTB27Njo6GhNTU3KJRFEgJcX9uwRiWUWC+vXY9Uq7NsHb28GZiQN\nDAzc3NwsLCz+/vtvurUAEpPiiI0l+Q0KaPRx2rhxY0BAAKfFDOcK37PlCcyCMw2rrEzI07BSU7F6\nNZydsW6dqCfeC8JXX33Vr1+/WbNmVVdX061FUlIcZ88iPJxuEZJPIwfNccfkrlkCEfo0rPJy+Pvj\n9Wv88Qd69xaOTdHQMCJctWoV3XIkooqjpAS1tVBRoVuH5NPIQTs4OAAQ9RhEAj04OkJfH99+K4Q2\nAg2OnwhDmahgZkQoCb04/vqL0QOuJIhGG4Vz71xdXV1SUiInJ1ddXT106NCUlBSatBGECncalrs7\n/0aKi7FyJZSVERPD/MkJQo8I2Wx2aWmpsrKylAD5HElIcURH46ef6BbxWdDIQXNuNObPn+/u7j5x\n4sSUlJTQ0FCahBFEwKJFMDGBqyufj/KOHMGhQww5ftIWhBURLl269Jdffrl3796cOXOkpaWlpaUP\nHjw4ceJE/qyJfYqjshJFRejbl24dnwXiM/KKIDh8T8P6+2/Y2eHZM8THi4t3hvBGXt2+fRvAmjVr\noqKiMjMzL1y44Ofnx7cqsa/iuHgR4tjiWQTExsZ6enquXbu2uLhYREtQMfJKEqo+JYb2TsOqq8Pu\n3Vi4EOvWYf16yMuLUpyQEe7Iq06dOmlpaQFQU1PjNlzkA7FvN3r6NGbOpFsE/Rw6dOj06dNLly4d\nP378zJkzKyoqRLEKDwe9du1aAUdevWjMggULiI9mCkpKmDSprdOwsrJgZQUA585BS0ukukSH4BHh\ns2fPZs6c+fz586NHjwIIDg4WpKeHeB9U+fAB2dkYOZJuHfTzxx9/hISEfPHFFzY2NtOmTUtKShLF\nKjxykUuWLLl7966srCzfRm1tbXNyciZMmMB5lvLgwQNnZ+erV6/ybZAgTFaswNy5n3gKz2Jh0ybc\nvYtffoG6OlXKRAInIjQyMrp8+TJ/t66FhYUvXrzIyclRUVEBICsre+DAAb71iHcVx40bYpTjEinS\n0h/vbuvq6kT04JfHRhk3bpy+vr6xsTHHR2/cuLG9RtPS0oKDg1NTU3/66afBgwdbWFjEx8cLQSxB\nKPTqhREjcO0ajIx4v+H2bfj5Mf/4SRvx9/ePiYkRZOSVjIyMhoYGNz2yfPlyQfSIdxXH6dP4+mu6\nRTACJycnR0dHb2/vZ8+enT9/XkQl9jwctK2tra2trSBGO3bsGBAQkJWV5eHhYWZm9oEB08sJjfD1\nhZcXDwf9/j1WrkR1NY4fh1g/yGqAp6engBFhcwYOHJibm8vf94pxFQdnwJWou26JCY6Ojn369ImP\nj1dRUYmNjZUXzeMZHg664ei/tLQ0vk2PGDHir7/+Cg0N7d+/P99GCCJh8GAoK+POHejofLx44QI2\nbsSqVRJ2BkHwiLA5ly9f5nn98ePHBxu33k5NTW3yZFKMUxz/+x+0tCQgqBIWpqampqamIl2Cx0aJ\niooKDw/nDH3Izc3lnsLiA2lpaQ8PDw8PDwEUEkRCgavr3w4OPwwdqq+v77twYccVK9Crl1gcP2kv\ngkeEXFgsVseOHQG0VA3Su3dve3v7hleys7MVGrd8E+MUR3Q0qd+gGB4OOjQ0NDAwMCwsbO7cuQkJ\nCUJZpqWQ8O7du6tXr254JTMzU1tbWyiLElqCxWLZr10b07//2R07Erdtyxs/fkhEBCR09qPgEeGj\nR498fX1TUlIUFBTKysr09fV37tzJ89R4ly5ddBoGJYCqqmpdXV3DK2Kc4rh2DT/8QLeIzwseDlpa\nWlpPT+/48eMmJib79u0TyjIthYTa2toXLlxoeGXRokVNNjRB6Dx8+HDcuHHdZs6EtbXJzJkWgwfH\nS6h3hjAiQg8Pj6CgoAkTJsjJyVVVVaWlpXl6ep4/f54/PeKa4sjJwYABEGoqn/BJeNRBy8vLR0ZG\nslisffv2lZeXC2KdxWJxXghyQIAgdJSUlIqLi2FggMTEmuDganH0F20mNDTUz89PTU1t5cqV1pyp\nAu1EWlrawMBATk4OgLy8PKeqmm894npQJSaGNICmHh4OOiIiQltbe/369a9evVq3bh0fRh89emRj\nY9O9e3cNDQ1lZWUbGxsymYVRqKur19TUbNiwIerWLQcHB1dXV7oViRBORCgnJ2diYvLkyRM+LOjo\n6FhaWm7YsOHw4cOBgYFWVlZaAhzbEdeDKgkJsLSkW8RnB48bAQUFhSFDhgAIDAzkz6hwQ0KCKDh2\n7Nhff/31+PHjwMDA0aNH0y1HhAgeEW7btu369etJSUn3799XUVHx9/efPHky33rEMsXx779QVCQD\nrqhHJO1GOSEh5xih4CEhQRRISUnxF++LHREREfn5+QYGBvv37+cvIpSSkjI0NDQ0NATg4+OjL1i+\nXiyrOGJiMH063SI+R0TSbpQTEk6aNGnQoEG5ubk3b94UJCQkEARB8IiwIS9fvhTQglhWcZw9i7Aw\nukV8joik3ei2bdv8/f1lZWXv378vLS3t7++/efNmgaUSCO1DWO1GG2Ij8Cke8Ws3WloKFgvdu9Ot\nQwx5+hT29nBwQGpq/ZVLl2BkBEfHNk505F1mJ2BzmYYhIYFAF6IYQOHo6CigBfFLcZw7V9/UkNAG\nOAWd9f8ICUFAAPr2xbJl+OMPAEhPx7BhqKxE20578LiDDg8PF7DdKIHAHJg2gEL8qjjOnCEFdp+g\nsBB//okHDwCUlpaWlJTUX//nH2hoQFUV3KfT5ubYvh27duH779timMcddM+ePXfs2CEU2QQC7Qge\nEQoXMaviqKpCQQEGDqRbB1MpLMSsWejWDcbG0NUFoKKiosKdd66mhufPoaYGRcX6Kw8fYvBgyMu3\nsaUJj42yZ8+ehpGgIL04CATaCQ8P37p1qyDtRoWLmKU4Ll2CiPsBiRnnzyM+HmlpmD0by5ahRw9c\nv97im5csqe/Zu2IFLl7E27fo0wcuLqipwYoVbVmNd7Oka9eudSfPBAgSAdMiQjGr4oiOhrc33SJo\npboaSUnIz8f8+QCQk4PZsxEc3KbJy0OG4NixphfbM/GAxxrq6uofb9EJBDGHaRGhOKU4amuRlQVN\nTbp10IePD27fhr7+xyy8pyeV6/PYKHV1dbq6ulOmTOFsoy1btlApiEAQLkyLCMUpxZGcDIELE8WJ\n168RE4Nr11BRgZMnISWF7dvpVcTDQTs4OFCvg0AQEUyLCMUpxREdDTs7ukWImOpqpKbiyy/RuTPS\n0sBm48cfMWAA3bLq4eGgG5biCzJRhUBgAkyLCMUpxZGSgm3b6BYhMjIzsWYNCgthbIxRowAwsNxb\ntBNVCATaoTIibMsACrFJcdy/Dy0tSPM4KiGu1NYiLQ2nT8PUFFOnom9f7NmDvn3pltUaFE1UIRDo\ngsqIsC0DKMQmxXH6tESdTykrg60tNDUxfTqMjQGga1d07Uqzqk9B0UQVAoEumBYRik2K4+pVrFlD\ntwgBKCpCdDROncK4cQgMRJcuuHKFag21tUhMxJ9/Ys8e/gzw2ChCnKjySXJzcyMiIhpeuX///kBy\nbIkgPJgWEYpHiuPZM6ipieWAq7IydOkCADt3ol8//P47evemTcyrV0hNRU0N3wZ4OGjB++e2nW7d\nujUZsnn9+nV5eXmRLkr4rGBaRCgeKQ6xG+D96hUiIpCQgJ498fvvkJLCpk1Ua7h3D8ePj0lLkx8z\npv6KmhoWL4afH98meTjouLg4zuj4wMDAY8eOCd6hsRW6du1qZmbW8MqJEyfI0FiCEKEyImwL4pHi\niI/Hn3/SLaIN/PMPunZFly7IzsagQfjzT1B/e8e5Z2ezERGBmTO7KSmNanzTKQiNNkpkZGRkZGRq\nauqJEycAsNns7Ozsb775RliLEQjUQ2VE2BbEIMVRUAB5eXTuTLeOlqmqwu+/4+xZKCnhxx/RpQuo\nb25cUIA//kBCAr78Elu3QkoKnApOoWa6GzloExMTLS2tXbt2LV++nHNFzDqLEwjNoDIibAtikOI4\ne5ahA67Ky/HqFdTVUVaGTp1w4gQNf0XKytC5M6SkkJiI3r0RHY3WWyQqKyMkhO/VGjloVVVVVVVV\nTuOCd+/esdlsJSUlvk0TCPTCzIhQDFIcMTH47Te6RTTm1i3s34+sLKxYAXV19OgBZ2dKBbDZuHwZ\nv/+Oly9x9Cj69QMl9fWNNsqdO3fc3d3Pnz+fnp7+9ddfy8vL79q1a4Yk1UISPieYGREyPcXx7h0q\nK9GzJ906ADQoyXj0CJ6enIbLVPPhAzp0QFYWbtxAUBCoDX0aOWgvL69jx46pqKgEBQXFxcVpaGiY\nmJgQB00QU5gZETI9xREfT/+J55oaxMcjPLz+yZuMDFxcqNZQVISjR3HiBBYuxKJFGDkSa9dSraHJ\nyCtpaenhw4dXVla+efNGW1tbSUlJVhwLIQkEAMCdO3d0dXXfvHlz9erV4cOHf/n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ilg56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\n" } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Julia: seamless 2-way communication" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext julia.magic\n", "%julia @pyimport matplotlib.pyplot as plt\n", "%julia @pyimport numpy as np" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Initializing Julia interpreter. This may take some time..." ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "%%julia\n", "# Note how we mix numpy and julia:\n", "x = linspace(0,2*pi,1000); # use the julia linspace\n", "y = sin(3*x + 4*np.cos(2*x)); # use the numpy cosine and julia sine\n", "plt.plot(x, y, color=\"red\", linewidth=2.0, linestyle=\"--\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "[Line2D(_line0)]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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117AxwqIXGAdPoWdhcFYS+qefplLFDzxg9kzMhYXshoYaV5s/LQ0YNkxbddSH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\nWlh1PcHVvPsuLeffeqvy8wo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"text": [ "Figure(480x320)" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Julia and Python\n", "## The call stack as a layer cake" ] }, { "cell_type": "code", "collapsed": false, "input": [ "jfib = %julia jfib(n, fib) = n < 2 ? n : fib(n-1, jfib) + fib(n-2, jfib)\n", " \n", "def pyfib(n, fib):\n", " if n < 2:\n", " return n\n", " return fib(n-1, pyfib) + fib(n-2, pyfib)\n", "\n", "pyfib(20, jfib) # Credit: Steven Johnson, MIT." ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": "iVBORw0KGgoAAAANSUhEUgAAACkAAAASCAYAAADG3feYAAAABHNCSVQICAgIfAhkiAAAAglJREFU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\n+rf0C3kwnhS/uLrXAAAAAElFTkSuQmCC\n", "prompt_number": 17, "text": [ "6765" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Fortran integration" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext fortranmagic" ], "language": "python", "metadata": {}, "outputs": [ { "javascript": [ "$.getScript(\"https://raw.github.com/marijnh/CodeMirror/master/mode/fortran/fortran.js\", function () {\n", "IPython.config.cell_magic_highlight['magic_fortran'] = {'reg':[/^%%fortran/]};});\n" ], "metadata": {}, "output_type": "display_data" } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "%%fortran\n", "subroutine f1(x, y, n)\n", " real, intent(in), dimension(n) :: x\n", " real, intent(out), dimension(n) :: y\n", " !intent(hide) :: n\n", " y = sin(x**2)\n", "end subroutine f1" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "x = np.linspace(0, 2*pi, 300)\n", "plot(x, f1(x));" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ATTcB69YBs2bJXo3aqFaQ1dFNf1hGN26LsYkU3dhBb5gSiGFQr/zKlcDrrwNz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\nIsXRCk6jm0R19Faim85O6pR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"text": [ "Figure(480x320)" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
nbconvert: notebook manipulation tools
\n", "\n", "* Library for format conversions\n", "* HTML, LaTeX, PDF output.\n", "* Basic command-line usage.\n", "* Rich customization possibilities." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
NBViewer: Share notebooks online
\n", "## Matthias Bussonnier, 2012" ] }, { "cell_type": "code", "collapsed": false, "input": [ "website('nbviewer.ipython.org')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 24, "text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
Reproducible research...
\n", "## Min RK, Brian, Greg Caporaso, Rob Knight (group), Justin Riley" ] }, { "cell_type": "code", "collapsed": false, "input": [ "website('http://www.nature.com/ismej/journal/v7/n3/full/ismej2012123a.html', 'Paper:')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "Paper:\n", "
\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 25, "text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Notebooks and AMI for reproducibility:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "website('http://qiime.org/home_static/nih-cloud-apr2012', 'Companion Website:')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "Companion Website:\n", "
\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 26, "text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
Notebook-based technical blogs
\n", "## Jake VanderPlas (astronomy/ML at UW)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "website('http://jakevdp.github.io/blog/2013/12/05/static-interactive-widgets',\n", " 'Pythonic Perambulations')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
Training IBM Watson
\n", "\n", "## Using Notebook and `IPython.parallel`\n", "\n", "* **From:** 8000 lines of Java, JS and HTML5, 2min/query\n", "* **To:** 200 lines of Python, 2sec/query" ] }, { "cell_type": "code", "collapsed": false, "input": [ "YouTubeVideo('tlontoyWX70',start='800', width=600, height=400)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " " ], "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
Books: \"Literate Computing\"
\n", "\n", "Python for Signal Processing, By [Jose Unpingco](https://github.com/unpingco/Python-for-Signal-Processing)\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
\n", "\n", "\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
... \"Probabilistic Programming and Bayesian Methods for Hackers\"
\n", "By [Cam Davidson Pilon](http://www.camdp.com)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "website('camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers', \n", " 'Probabilistic programming...')" ], "language": "python", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "html": [ "\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
... \"Mining the Social Web\"
\n", "By [Matthew Russell](https://github.com/ptwobrussell).\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
\n", "
    \n", "
  • O'Reilly book
  • \n", "
  • Companion Notebook collection
  • \n", "
  • All available as a Github repo
  • \n", "
\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# CS 109: Data Science at Harvard" ] }, { "cell_type": "code", "collapsed": false, "input": [ "website('http://cs109.org/homework/homework.php', 'CS 109 Homeworks')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "CS 109 Homeworks\n", "
\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# A growing (and amazing) body of work\n", "\n", "
\n", "

For much more: [http://ipython.org/gallery](http://ipython.org/gallery)

\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
A simple and generic architecture
\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# `IPython.parallel`\n", "
\n", "\n", "
\n", "Image credit: Continuum Analytics." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
A protocol that enables kernels in other languages
\n", "\n", "* [IJulia](http://nbviewer.ipython.org/url/jdj.mit.edu/~stevenj/IJulia%20Preview.ipynb)\n", "* [IHaskell](http://nbviewer.ipython.org/github/gibiansky/IHaskell/blob/master/demo/IHaskell.ipynb)\n", "* [IFSharp](http://nbviewer.ipython.org/github/BayardRock/IfSharp/blob/master/Feature%20Notebook.ipynb)\n", "* [IRuby](http://nbviewer.ipython.org/github/minad/iruby/blob/master/IRuby-Example.ipynb)\n", "* [IGo](https://github.com/takluyver/igo)\n", "* [IScala](https://github.com/mattpap/IScala)\n", "* In planning stages: R and Matlab.\n", "\n", "The interactive widget architecture is also 100% language-agnostic" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "

\n", "# A healthy ecosystem, OSS and commercial" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Emacs IPython Notebook Client\n", "## Takafumi Arakaki\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Vim client\n", "## Paul Ivanov @Berkeley\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Enthought Canopy\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Microsoft Python Tools for Visual Studio and Azure\n", "### Shahrokh Mortazavi, Dino Viehland, Wenming Ye, Dennis Gannon. Thanks!!\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
Microsoft Azure (S. Mortazavi, W. Ye)
\n", "\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# StarCluster\n", "## Justin Riley @ MIT\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Continuum Analytics: Wakari\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Cloud.sagemath.com: UW startup, W. Stein\n", "\n", "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Plot.ly: interactive JS plots in Python" ] }, { "cell_type": "code", "collapsed": false, "input": [ "website('http://nbviewer.ipython.org/gist/jackparmer/7729584', 'Rosling Countries',\n", " width=900, height=600)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "Rosling Countries\n", "
\n", "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## The Core IPython team (2013)\n", "\n", "\n", "**Plus** [Jonathan Frederic](https://github.com/jdfreder) and [Zach Sailer](https://github.com/Zsailer)!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## An incomplete cast of characters\n", "\n", "* *Brian Granger* - Physics, Cal State San Luis Obispo\n", "* *Min Ragan-Kelley* - Nuclear Engineering, UC Berkeley\n", "* *Matthias Bussonnier* - Physics, Institut Curie, Paris\n", "* *Jonathan March*- Enthought\n", "* *Thomas Kluyver* - Biology, U. Sheffield\n", "* *J\u00f6rgen Stenarson* - Elect. Engineering, Sweden.\n", "* *Paul Ivanov* - Neuroscience, UC Berkeley.\n", "* *Robert Kern* - Enthought\n", "* *Evan Patterson* - Physics, Caltech/Enthought\n", "* *Brad Froehle* - Mathematics, UC Berkeley\n", "* Stefan van der Walt - UC Berkeley\n", "* John Hunter - TradeLink Securities, Chicago.\n", "* Prabhu Ramachandran - Aerospace Engineering, IIT Bombay.\n", "* Satra Ghosh- MIT Neuroscience\n", "* Ga\u00ebl Varoquaux - Neurospin (Orsay, France)\n", "* Ville Vainio - CS, Tampere University of Technology, Finland\n", "* Barry Wark - Neuroscience, U. Washington.\n", "* Ondrej Certik - Physics, LANL\n", "* Darren Dale - Cornell\n", "* Justin Riley - MIT\n", "* Mark Voorhies - UC San Francisco\n", "* Nicholas Rougier - INRIA Nancy Grand Est\n", "* Thomas Spura - Fedora project\n", "\n", "Many more! (~220 commit authors)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Public \"Lab meetings on air\"" ] }, { "cell_type": "code", "collapsed": false, "input": [ "YouTubeVideo('UUjTAq8cCcs', width=600, height=500)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " " ], "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Current IPython funding\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "**Note:** We're hiring! Machine learning web pipelines for time-series analysis (astro, geo, neuro). With Josh Bloom (UCB Astro), NSF funding. Talk to me!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Prior IPython support, thanks!!\n", "\n", "* **Enthought**, Austin, TX: Lots!\n", "* **Microsoft**: WinHPC support, Visual Studio integration, Azure\n", "* **DoD/DRC Inc**: 2011/12 (thanks to Jose Unpingco and Chris Keees).\n", "* Indirect: NIH via NiPy grant, NSF via Sage grant.\n", "* Google: summer of code 2005, 2010.\n", "* Tech-X Corp., Boulder, CO: Parallel/notebook (previous versions)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# A new $37.8M initiative in Data Science\n", "\n", "* Moore/Sloan Foundations, 5 year support for *UC Berkeley*, *U. Washington*, *NYU*.\n", "* Open source scientific computing tools will be central to this effort.\n", "* **We're hiring:** [Executive Director (now)](http://vcresearch.berkeley.edu/datascience/career-opportunities), Data Science Fellows (soon).\n", "\n", "" ] } ], "metadata": {} } ] }