From dc1ab1c579764988ecbbd0c92d0d8a202a233efb Mon Sep 17 00:00:00 2001 From: Jason Grout Date: Mon, 31 Oct 2016 15:22:10 -0400 Subject: [PATCH] Added some files, and reworded jupyterlab.md presentation. --- Dark.ipynb | 203 ++++ Data.ipynb | 637 +++++++++++ Image Processing.ipynb | 442 ++++++++ Julia.ipynb | 2270 ++++++++++++++++++++++++++++++++++++++++ R.ipynb | 139 +++ extensions.js | 29 + iris.csv | 151 +++ jupyter.png | Bin 0 -> 7667 bytes jupyterlab.md | 69 +- markdown_python.md | 7 +- scatter_opacity.json | 20 + 11 files changed, 3937 insertions(+), 30 deletions(-) create mode 100644 Dark.ipynb create mode 100644 Data.ipynb create mode 100644 Image Processing.ipynb create mode 100644 Julia.ipynb create mode 100644 R.ipynb create mode 100644 extensions.js create mode 100644 iris.csv create mode 100644 jupyter.png create mode 100644 scatter_opacity.json diff --git a/Dark.ipynb b/Dark.ipynb new file mode 100644 index 0000000..02ebe89 --- /dev/null +++ b/Dark.ipynb @@ -0,0 +1,203 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%html\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Data.ipynb b/Data.ipynb new file mode 100644 index 0000000..9266ff3 --- /dev/null +++ b/Data.ipynb @@ -0,0 +1,637 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2se
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
55.43.91.70.4setosa
64.63.41.40.3setosa
75.03.41.50.2setosa
84.42.91.40.2setosa
94.93.11.50.1setosa
105.43.71.50.2setosa
114.83.41.60.2setosa
124.83.01.40.1setosa
134.33.01.10.1setosa
145.84.01.20.2setosa
155.74.41.50.4setosa
165.43.91.30.4setosa
175.13.51.40.3setosa
185.73.81.70.3setosa
195.13.81.50.3setosa
205.43.41.70.2setosa
215.13.71.50.4setosa
224.63.61.00.2setosa
235.13.31.70.5setosa
244.83.41.90.2setosa
255.03.01.60.2setosa
265.03.41.60.4setosa
275.23.51.50.2setosa
285.23.41.40.2setosa
294.73.21.60.2setosa
..................
1206.93.25.72.3virginica
1215.62.84.92.0virginica
1227.72.86.72.0virginica
1236.32.74.91.8virginica
1246.73.35.72.1virginica
1257.23.26.01.8virginica
1266.22.84.81.8virginica
1276.13.04.91.8virginica
1286.42.85.62.1virginica
1297.23.05.81.6virginica
1307.42.86.11.9virginica
1317.93.86.42.0virginica
1326.42.85.62.2virginica
1336.32.85.11.5virginica
1346.12.65.61.4virginica
1357.73.06.12.3virginica
1366.33.45.62.4virginica
1376.43.15.51.8virginica
1386.03.04.81.8virginica
1396.93.15.42.1virginica
1406.73.15.62.4virginica
1416.93.15.12.3virginica
1425.82.75.11.9virginica
1436.83.25.92.3virginica
1446.73.35.72.5virginica
1456.73.05.22.3virginica
1466.32.55.01.9virginica
1476.53.05.22.0virginica
1486.23.45.42.3virginica
1495.93.05.11.8virginica
\n", + "

150 rows × 5 columns

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" + ], + "text/plain": [ + " sepal_length sepal_width petal_length petal_width species\n", + "0 5.1 3.5 1.4 0.2 se\n", + "1 4.9 3.0 1.4 0.2 setosa\n", + "2 4.7 3.2 1.3 0.2 setosa\n", + "3 4.6 3.1 1.5 0.2 setosa\n", + "4 5.0 3.6 1.4 0.2 setosa\n", + "5 5.4 3.9 1.7 0.4 setosa\n", + "6 4.6 3.4 1.4 0.3 setosa\n", + "7 5.0 3.4 1.5 0.2 setosa\n", + "8 4.4 2.9 1.4 0.2 setosa\n", + "9 4.9 3.1 1.5 0.1 setosa\n", + "10 5.4 3.7 1.5 0.2 setosa\n", + "11 4.8 3.4 1.6 0.2 setosa\n", + "12 4.8 3.0 1.4 0.1 setosa\n", + "13 4.3 3.0 1.1 0.1 setosa\n", + "14 5.8 4.0 1.2 0.2 setosa\n", + "15 5.7 4.4 1.5 0.4 setosa\n", + "16 5.4 3.9 1.3 0.4 setosa\n", + "17 5.1 3.5 1.4 0.3 setosa\n", + "18 5.7 3.8 1.7 0.3 setosa\n", + "19 5.1 3.8 1.5 0.3 setosa\n", + "20 5.4 3.4 1.7 0.2 setosa\n", + "21 5.1 3.7 1.5 0.4 setosa\n", + "22 4.6 3.6 1.0 0.2 setosa\n", + "23 5.1 3.3 1.7 0.5 setosa\n", + "24 4.8 3.4 1.9 0.2 setosa\n", + "25 5.0 3.0 1.6 0.2 setosa\n", + "26 5.0 3.4 1.6 0.4 setosa\n", + "27 5.2 3.5 1.5 0.2 setosa\n", + "28 5.2 3.4 1.4 0.2 setosa\n", + "29 4.7 3.2 1.6 0.2 setosa\n", + ".. ... ... ... ... ...\n", + "120 6.9 3.2 5.7 2.3 virginica\n", + "121 5.6 2.8 4.9 2.0 virginica\n", + "122 7.7 2.8 6.7 2.0 virginica\n", + "123 6.3 2.7 4.9 1.8 virginica\n", + "124 6.7 3.3 5.7 2.1 virginica\n", + "125 7.2 3.2 6.0 1.8 virginica\n", + "126 6.2 2.8 4.8 1.8 virginica\n", + "127 6.1 3.0 4.9 1.8 virginica\n", + "128 6.4 2.8 5.6 2.1 virginica\n", + "129 7.2 3.0 5.8 1.6 virginica\n", + "130 7.4 2.8 6.1 1.9 virginica\n", + "131 7.9 3.8 6.4 2.0 virginica\n", + "132 6.4 2.8 5.6 2.2 virginica\n", + "133 6.3 2.8 5.1 1.5 virginica\n", + "134 6.1 2.6 5.6 1.4 virginica\n", + "135 7.7 3.0 6.1 2.3 virginica\n", + "136 6.3 3.4 5.6 2.4 virginica\n", + "137 6.4 3.1 5.5 1.8 virginica\n", + "138 6.0 3.0 4.8 1.8 virginica\n", + "139 6.9 3.1 5.4 2.1 virginica\n", + "140 6.7 3.1 5.6 2.4 virginica\n", + "141 6.9 3.1 5.1 2.3 virginica\n", + "142 5.8 2.7 5.1 1.9 virginica\n", + "143 6.8 3.2 5.9 2.3 virginica\n", + "144 6.7 3.3 5.7 2.5 virginica\n", + "145 6.7 3.0 5.2 2.3 virginica\n", + "146 6.3 2.5 5.0 1.9 virginica\n", + "147 6.5 3.0 5.2 2.0 virginica\n", + "148 6.2 3.4 5.4 2.3 virginica\n", + "149 5.9 3.0 5.1 1.8 virginica\n", + "\n", + "[150 rows x 5 columns]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas\n", + "pandas.read_csv('iris.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "\n", + "with open('Museums_in_DC.geojson') as f:\n", + " s = json.loads(f.read())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "s" + ] + } + ], + "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": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Image Processing.ipynb b/Image Processing.ipynb new file mode 100644 index 0000000..73190f6 --- /dev/null +++ b/Image Processing.ipynb @@ -0,0 +1,442 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Image Manipulation with skimage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example builds a simple UI for performing basic image manipulation with [scikit-image](http://scikit-image.org/)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Stdlib imports\n", + "from io import BytesIO\n", + "\n", + "# Third-party libraries\n", + "from IPython.display import Image\n", + "from ipywidgets import interact, interactive, fixed, Controller\n", + "import matplotlib as mpl\n", + "from skimage import data, filters, io\n", + "\n", + "x = Controller()\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's load an image from scikit-image's collection, stored in the `data` module. These come back as regular numpy arrays:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(300, 451, 3)" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i = data.chelsea()\n", + "i.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's make a little utility function for displaying Numpy arrays with the IPython display protocol:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def arr2img(arr):\n", + " \"\"\"Display a 2- or 3-d numpy array as an image.\"\"\"\n", + " if arr.ndim == 2:\n", + " format, cmap = 'png', mpl.cm.gray\n", + " elif arr.ndim == 3:\n", + " format, cmap = 'jpg', None\n", + " else:\n", + " raise ValueError(\"Only 2- or 3-d arrays can be displayed as images.\")\n", + " # Don't let matplotlib autoscale the color range so we can control overall luminosity\n", + " vmax = 255 if arr.dtype == 'uint8' else 1.0\n", + " with BytesIO() as buffer:\n", + " mpl.image.imsave(buffer, arr, format=format, cmap=cmap, vmin=0, vmax=vmax)\n", + " out = buffer.getvalue()\n", + " return Image(out)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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xZ3TASs3EdtNCGkIYZxgxjj/ZPtWP4W8OX9r8bbmwtDcNperXT64t1LIWUCaI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adzmLnwrrEMgJtBtxj5pVHH4msLWPAGrai7CJIIwRzm+iH/ALNxXb6rp0NypUx5B6gVy2p6KIHL\nwRkf3lPevLrUFT1R205uSOTn+D3iDDRtc2JVv72pQf1esDxF8AdQmh8yOLT5ZwPlT+2LYc++ZK6j\nXUa0zI2FPYf3aw5ItPuF33F2pcnhmNYfumrW/r7jaDqp3TPK9c+CHx6i1Erp2lWNxDn5I01i04/D\nza09F+CPxwnljlm8Iyoy4y8NxFID/wB8ua1/F+gTlDLakMT1IWvPtTfVNMkZotykH1NcM6VOE+bX\n7/8AgHqU6tSpDl0+7/gnvHhb4d/FjTI1jvPD2qKo+8Vs2YfoK6Q+FfEVuu7UYtQX2ltHGP0rwDwH\n401KzuQ0+svEOAp88rg/nXqfhn4qeIUKw2vjq9X5hjZev/Q110qtOcbao5K1GrCXT8Ts7W+tNPXy\nnEob3Qg1dsbpbk/LO4AHTbxml0Px/wCNnCmfxRPJHj/l4fzM/wDfWa6TTPG2sTHYfsU4PXzNLhPP\n12V1whf0OVykuhk21p/ELhkY54YZUinFJIpl3xlC3Rlf5Wrel8cW0K5u9A02TnBAs1XP/fOMVF/w\nlvhbUCsdz4Pt1Ofl8uaWPr77iBWNWHL1KhUk90ZMnkmN2EQBU/NGRzxViD4gaVpNnHbeI7olVQiD\n7cE+RfY7cmtmex8MX1qoh8N6wjEfMbW5Vz+q1yXiPwrpEs4udPWeHUA37hNTskcq3YkI4P5flXl4\nuTjtY3pcsnZj9V+I1nqFsgtRdWcMgIaeFGdJFHcgIf1xXJWt94S0i/udQtvCtxdtMCj6hJK6hc90\nji6fp71LqUviTw5aSSeJbuO3ZpC0z2Fu6h/baVLMcdmOK5PU/jN4WsLxLafxFPbiaVQYJ7gQyuxH\nGTgHb+LL2r5ytXxHPZLb+tj1KVKly3NK5s7eUTJBf38txMm6KH7LcMAD2AHPQdSQPTNc29zp3hhp\nNd1S+hskWYpi5Rowx7fM7Mx+owK7HVdW8Lw2Ed3rMP2Wz8oPNdvdxpv9ztGcfi1Z9z4t+GmuaK93\n4d1C42GIxlbS6jkhPoTt/dhz/dPze1czdWTu1b+vQ6IckV3MPwd8a/h14k16XQ7a5huGXBlle8eO\nIjPPzuxIX1xgV3egap4E1q8nv7MW1pDFMFkfTjvVmA6Kx649fvV8v+PP2Sbb4i6qNU0LUGjvFmEk\nfl2yu7DOclGfHHuFr2bwD8NfGOjaYuh6z4ja7ltYQpuLzdFIvoAFYBPbbjpzmta8aUqanGWvVW2+\nYoL33G2h1fii20mTV49SjhnEHItlWBvOkLdXCqrO3Thvl6mvMPitpWpSxy3ktuqHzs26rhVYjGQ8\nbkM46dV4967f7I3hi92zeIru5chs2rgzCRv7y/MDu/Ht0qlcaFcy6e8sMN/Zy3Dki21SFh56kHnn\ncQPbaK8SSansevRcYpXZ4N441WOSB9Ls4oZJS5M8cJVCB3wFX5sf8CGQORXlPiGezgvbdTqh/wBG\ngVt8vyhzkEkgZycL19RxXr3xJ8SeHNK1W4t1kjDpIwWEnb84wNoPRl9AwrxTxLZ3e6Se+jRYxKZY\npJNoSaMZO19vJ6D5Tjp0HUevl1KU372wsZUUIXidn4D1O+CTi2u9RmjuJSr52gbfl5y/AHI5zmva\nPAV495osF2dDAuLODhYwoVVLYDgpwx65w2cD6V4L4V8URQ3KX1xDG6W8oMULwqA0ShsqApYYBHOc\n/UdK9G8CeP7WB47151gtxIZklU7UPbbgdT8x9Ogrtq5fOe0TznjI23PbfD+padepFeQwuJQSQAgE\nhAYgsp6sOc+mPrXW+E7nTNK1aKSGExXKgC/m8w7jGu3POD1Jzj615voPxCVI4YNIvI2kitiwZnVY\n2ULktuHCkkNx6D3Fdd4HuNFuIYdGs7tGuLa3jlvbpV4lYk5HPzZ+Vvw+tcMcvqQnfbsZTxUZI+lf\nD3i6y1HQZ7m3vY/Phto98UygEFAD8u3nngnv0rwH4964usER3AjDRN5dxvH3WQEnAHTpnPXca6WD\nxTC987WkDiR4DIslsygFuFYbT0O0v25HpivNfGF7eSaRJDpYS7U+bcSQySlWEjnOehB5zweOPwr1\nsyvXoQhez/A4cFNU6zlY+efiV4Q0m88exXs10ktuiFYoF3JkjqxP0z0NdfY6PoiSWY+xi0gYoYok\niyjHkE7jyMcGuR+KsKC+sr670gxXSxp5krNkgnsADxivUvhLZQ6z4afTb6389/LDQ74f9WT1yc5N\ncHtKlOnGN9tD0akIzi5kGnXz2/iW30WwsLWGW1iwZnYMssZ5K+564rVu/DF/NqMOtiPa06N5dvF+\n7VuO5FZviKzi0m/MVxEovI5Mh4F2xlexy3Tr+fFdn8NvCV9qulLdzwSMy4DNL2B9K9nDtzirM8Ou\nuR3ZleDfg2PElzHe6yjCOJslc53HOefWvQn8MWGjIqWdsqhRgAL0rodL00aZYrGyKABwAMVk65fB\nSRnv617VKCgk1ueVVm6j1NDwnqC286qQAMivWfCmswyRqpYYPfNeC2erNBJvz0NdT4d+IKWrqHmw\nPcivoMvxjdos8zEUban0DZwWt7GOPyqwvhaCRgwjGfp2rzzwn8TLWXaBOCelejaD4qtrqNQZAcjj\nmvoo1OZHntWZNa+FYEIHlDAPJxV3+xreJP8AVjp6Vaj1G0ZdwkUeuTTJb6AjCNuPTIFTKwGHrGkR\nTKyhB+VcN4s8MxeUx8sck84r0u7kV05jP4iuS8YSRrC24AcHip53FDSueNa1pMFpOcqOuelang54\n/NGMcHrWR441iOG6aNW5zVvwHO7lC3OT37VxSlzTN4pRieo6M+AuQOvrW1HdhVC57dawNJcRwgnr\njmrYuyzbVPWtVoib3NuG6VudwJq3DLyMHH0NY1mWODz+VakI4weeKaBXLe//AGv1opAGx978xRRY\ndj8utTsNRtb/AO2XMxdQ3KjmorrxTFDE7WDNC6DBX/PSpNWurXw9cy3d7fF1DEMpOQBWQnifw74l\nLW6QAtkglO4r86c3PXofXQioIhtNa+23hvWuZDIjfNFnqK91+C/i/Q9UWPT5A0T42kOuOfxrwJ0/\nsC/S8sY9wLY2uO9ezfA7x1ot/qH2LXtLit5CRtcDAJ/pXs4KVrHFildaH0H4e8O6XHGJrW5QhxyO\nma6Wy0tQgaKTGT0BrjrBdMkRfs0+FYjDK3aum0KN4yFS83L2Oc8162jOBNmmbFwCrZyB3rJ1fS22\nNKoBIHyit9YL5sExhlI7Uk3h6/vMyJZSlSOSUIH5nisqkOaNjWEranj3iXw/dXkxMjsrA9cdawZ/\nBh/1k8pQKewr2vU/AyyK32i+tIBj7zz7v0TJrmdW8E6IqmO88UzMM8C0sC36uyV408JOnPmWp6MK\n8ZRSPL721urSPyodsijPbmuW8QaDd6oGP9nBVx1C17Lb+C/AEE5eV9Zu2ychp44V/La+KfqKeEbG\nMx6f4IhnX1u7+V8n/gBWlyuUbSsjWNTlfu3Z8k+PvCF5aTeZb3Doi/djQYP6VZ+Glvqun3CzXdtP\nBHniW7PlKfoz4Br6A8QeKNU0lGuND8CeG7c93OliZsfWQtXmPjT4p/Gu3u/O8N6vpemjq0tloFnE\ny/Vli3frXK6dOEruX4HdGtVqR5Ul82emeA9TFxAEt7hZiQP+PeNpT+BA2/rXoug6Dr08YeLQtWlD\nDAEdmy5/Q/zr5m8L/tT/ABRspxpes/E/WLlicNJJdsik+iouAB+teo+GviV4g8RRRzXvie7ZeoWS\n5ZifzNdlDEQei1/r1OCvh6sdXY9mi8GeJzFun8GzxrnhbgkH/wAeIFI3h3xCp8qdrS0H8Ci9tgc/\nTdk1xVjrIulCuZJMj5jvx/Oui8O6Va6jcjdbRoyAEGJTKR6Zzla3qyhy6nKoyudfovheWJkW/wDE\n7PjOEtrh22/ghArXOgaXKfJh1G/uJWOEj84REN9Q6tn23Vk3Xia00ix2C9jt2X5S8uzI/BRn8q4j\nxB8afD1rMLKPV727YsQVjiKhiO3U/wAq8PFV6UH735nbRpTn8J0Xjv4Ifbom+z3V/bs5+6b8Eg/+\nPH8a8E139nTxdD4+8/8AtgTwR7nEd4jXALHjJUkZ5+ozjjIBHr2i/EsXNtNDqb3lnCwz9ovLgJEg\n9wzA5H/XMitix+JPhGyLQaTM+oTyIGkFmu4KOzO4B4+pUc141ahCc1OErf12PRp1KlOPLJXPBPil\n+zXoXiPw1Paap4T+03ZjJmvLS1jtmL9AFVcyDHoTXz58PfhH8Sfhd4nn0fRvEVjp1lvee8TUJ5nm\nghHUbh8wGP7rBeec9K/QHUdXstTt/sl7PYQGVSyRzQgog/vHGFb6Bs89648eE/CWjk32o3emuplL\nNI0SpyOjCNTlce5z/s1i5Yig3reL6P8A4L/I1g6c1qtUfN2tftM6Z8JYIoJLLTNSt0+Xho2YL3Yr\nGxOD6ttzXoPwq+OHgr41RIml6faXE0y/urODSYIfLj6EqDKxK9vmHXtVv4sfCrwp440q5t9T15UF\n0xCJcaZjLEdFySSSOnzVifA/9m/S/htaSwaTaS25ODK5s7ZHl9EMkjeYB04Ur9e1ZyqUZ0LcrUvv\nubxjad7nruk+E4bIpHY6HawSZKbnKxM4PGD5AKLj0Bz7Vra54Zi0qwEeqeQ48v5bVEDovGN3ypuz\n75H1rjvB73sHiVrLxJobRiBv3MluS0jcfeLCR1A/AnjrXp3h2Kzl1GS0k0q5uGch4y8LXbN658sb\nUH+83NZUaMagVJygz87P2/fBXiXw7MfEfh2a5QO7FGZZhj/cBPPHb68188aT8Vh490630/V4RDqd\nmoN1C7lNzDOGBLBQOFyQOAMd6/ZH4kfArwh4/wBInj1jwhIqTQFSggWHeD/u8DPt83161+dn7X/7\nAL+AL6fUvCmmXiylHkP2a3Zgi+vmABSMkcHn3NfUZTRjGj7KrDVPSS/rY8nHYipVnzUp20s4vZ+h\n8+2XiPV9R1oaZpkjpeSja/2eHDqoUYXjIOCxHauy03wh46ntYYZLsOUdHCO55254YLxxx+VczpPx\nF8N/DiJLbxDoRgv1GyWWK0O2Qr3J7H1HtXS+Df2lPAOt36afbamqTuSBFOnlk+wJ6nivVxFTGU4/\nuqXurra4YLC5ZUdq9dc76Xt8jttC8SeO/C/kpcx+dHKgEyxttIJwHYgd8dD/ALPSvSfg/wDG/UtO\n0qJI4EiaK4MkkIfDyocmOFDzjHOQwB69a8yk8VWWo/vEB3MvGD/gOOKjOoWd5EFa2DCFt4KEryB0\nOK8VZjTlK04L1Po5cOylC8JfI+j2+PMOj3Ka1cQtpcCRypLMFV4JBuDI4x0yJGBPcV5t4y/ak8NR\nz/YdPuoiF5KeaQiOrMrt82chsg49j9K8yn8S2yWFvpUtuXW1aQxhpNy5fqeent9BWNdWOk6nIVn0\n+L51CliB0FdCxOCrWjJN/ceZWyPG0LyTS+9nqFl480/4j+RfwRKJHuFDpCpJbnqcjg+1ezf8JJH4\nN8KtfSxTQSwgF5cNkL69hivJ/wBlf4Itc+IR4gl0zGm718lpgxUv3we3avozxnYaP4d024trtIIr\nZogG2/MhPYEtzXiY6hR+uWp/Cv6sZ0q1SGHUam58/wDxP+Lx8YeHT4l0qxvEWOVQzKgHm/NtJUg9\nCRnpXu/7P3ivVbvwfGktg7KYwUd3Kkn3AzXAeIbf4d+BtI+2yTW/lylT5TAY5P8ACe616H8HdZgu\n5FtbTUrZIZYwYY45lY49OOld9HRxVOOh59dpwd2dxf6prBtyUsYQMd5if6Vympajqc1yUkiiXnsx\nPFegXun+HjbiOTUmjfb82UyM1iP4O0W6mL2/iCPOeAyEV9DGlLkPDlNc1jlneVYcyKScdjXKeJvG\nMmiMXjibj+85x+lerXngF/s5FtfQPxxhhXnfjr4Wa7ds3lwBxz9054opRqQlcU3CSsU/A3xmvZr1\nIjMseD/Cv+Ne9fD74gNdohmuXOcZy36cV84eHPhRq9le75LJ1weuK9Z8JWV5o8SeYCMdM17eHx8l\nozgqYfW6PonQfFFs8S9B05710VprMcqhtwrw7RPFTQ7VeQ8V2eh+LVmAAlGcjOa9WlVUzlknE9Au\nr9THkN61wXxB1tYLeQ7wMKa25dYT7GWDDpXl/wAUPEGI5B5nY1pUaURQ3PNfFGsSXmtmMNn5q734\ndxYjRn6cYNeTWt4bzXiWJOH657V6p4P1BYY0hU4IHauKlrJtnQ9EejQXYwqRkHHatGxjeUhgBWBp\nLtMwyT+Fddo1sFjDEZyOhrZy6GdrvUuWFoRgkcjv/wDrrShQLjHOfaordFAAHYdjVmKMYBODQmA9\nSqjaD0op4U44H5Yoq7jsj8sPGvhiGfSm1F42yB+8AOc1wug27abqIutPTIDZ2kda9nOgNZ6a8vif\nWbWwDcS27v5z8/7EecH/AHiK4+S48E+HdSW50rQbvVyzYzfTiCH/AL9x5Y/99ivzlUqlnzWR9dGc\nLK2pzvir4hxwLDYP4fdpg42+WuST7Y610Ph6PxlqkUGoTaI2hwPj/SdZmSzVvdfNIL/8BBrdt/ib\na38D2EFpDorYx5mlwLE5/wC2g+c/i1ZUPwx8A61fm/m8TO1xKNzSzzbmJ9yetdmFaXuvUyr8260P\nbvhLKlrbomoePY7/ADj5NPgZx/33Jt/QGvZ/DusaXCqiHSGYY+/PNu5+i4ArwD4QWmjeFJEsoNTS\n74G1c5xXuGk6k1xs8jTAAR/DXv0pXieTKNpHc2niO7VB9nuREOyxoFx+XNPubwXeDPIXbHVmzWRp\n8MtwwJtyuMdRitiPTp9gIh545q7uw1ZFS4skflR+tZt/o5ZM7Rn6VutpzEZYEY96jltAVwzE1lKK\nZqpO5xd54fV3JJK9eBVC90BIotsaEnuSa7W701ZASB9Oazbiwkf5ACcngdzXLOhBs6IVZHnuteFh\nMhDucd8CuH8WfDpL+3aMAKuD+Jr3yTwFqMsQmu0is42GfNvHEYI9gfmP4CqTeBvDV1vSC31DWZI+\nZFsY/JgQerSv0H1A+tctTC8y2OiGJ5T4r8d/CiXTbr7VbMQ4OVxzXUfCr4d/Ha/VL2Lwlc22lr97\nU9SdbW3C+vmSlVx9K+kNaufDvhNTJFfaPo8iniPQtOXUL3P/AF3mOxPqrH6V5h45+JHn3LXekeCE\n1G6UnbqnjC6bU5V91ifbAv0MbY9a5HQjRd2/6/M61iqlaPKor5ncfD3wlp2uH7Hb+Ljq8kWBcJ4a\nsZLuOI9985CxL9dxr1DR9I8G6TFFZS67bI6j95bLem6kz7iDEan2LV8XeJvid8ZtZvI4fEHjPULy\nKNh5Fgr+XbQj0WJMIv0AAr2P4K3PxE1rSv7Ql0f7LpsI/wBI1e+cQxcdcSHHT+6uTW8KsJq1jlq0\nJwV3I95v9G8CSwNDYeGW1KZRnZcSeVF9WWM8fi9chr2i+Kpg8GlfZNGtEQmRdJtUgG3P8UmNx/M/\nWrPhLVn8WLLF4ZcX8cGBNf8A+psrcDvvbH5nGan8ReNfhv4WgUa5fNr1zGcmKF2S1Rvr1f8Az8xr\ny8fRlNXvyrvt+O/3GmHqckrbv7/+AcJefCT+3ma20u1a6uCu+e7kICr6M7nAQe5YE89K5HxN4Ug8\nCWI0nSL2PUpGfzJvsassI9cyMQGA/uqMdy3evRdR+LcHijTksrcKIi/+jadY2zeWvvtUYJ+uD6mq\n2j6RbXEssssEDoWH2m6v5sxRE/wsdxDN6ICRx0PSvGnhVf8Adavv/wAD/M9OGImvj0Xb+v0PBfGf\njDxZo0H2rS9PtB5gBa9S0USKp9XcF846YYfQ0zw98XZvBujHxN4i8Q37XM2F063SMs0nOMp1DD/a\n9eiZr2bxTdfB+GK6NpeWOoSW+7M08YeHf6bB948Y/eFV6fJ3rmdH0O41jXB40OjlriJUa1v7+Axo\nnuFbGSBgDapxxjFc/JUpay1fkdsa9GpG1rHJa38Vdf8AD0UfiS98NX1s1zgI96GjllJ/2IhG2Pdh\n+Vd54C+MWha/p8OpIt62CElktFTZn+7wFcH3DNn1qn46+F03ieFrlIU/esTdajNGcH1wP4j2AwVH\nqDnOv4b+B+mDQotPjt2t7K3iOyBGePzSe5Cjv3zyaqk5qTSjcVR4dwV3Znomg+JPB1xa7dLj0yS8\nbBIvZCxU+hUK/P1Ndvok11JZx3MmqKjKhVVtbSJRx/Co+Yfi1eOfDn4K2uha21/HotuI3BC5tZHR\nV7gDClyRkEnn69K9F0+7hsbyHTdO0u4tkQYWJIViRR7INvy8d+a97L6cakOZxseTipKMrRdzs47u\n4kcQ2oa8uXXARJTKkZ/2zwv4DHsa4H4sfDS58SWtxYanA0MDtm4dAQzt7GQttA9vwrcstUuVaTf4\nluBIuSsS2cjlR7Fhtx9Cfeop9YywjLXEzjdvkaPcV/3mACr/ALo6+le9RoxWp5M5O5+b37aH7KUW\nlXN1J4e0GdYkQGO4ELMIh1JYsMqT7nJx+FfDOu+Ary4ubo2ls7zQXAEiqh3DnHT9eK/cL43eF9H8\nReDb23vJDOLhCWSbC5boF5BA9enHU1+WXjLQ7bwF8YNT0i9gWF5WEsau2c4Z1znAz06/SvRVepha\nTlFXM44OjmVWNOo7X6/11M34M3/iL/hGktvE9vPm2kMaSTrh3QDIJ/PH4V1s/jNYbh7K1hURk5YI\neprN1zxLBa2O+JQSxCpgdSewrOjni0zTpfEGsyhSql2weWwPuj+VfJVqEsTiJTjG3M9j9Nwtenlu\nAjTnPmUFu2bAvb2+v49PsI91xO2I4j1Y+gr3X9mj9mLUfHF0mqeMtOmWHfhreRCDj6g//Wqv+yH+\nzJq/iC2tfiN4o+0RvdkTRwsBt8sjhR7c9sH1Ffangnw9pvhWxVYLNI06LKicr9QMYr1MPl1KjG1t\ne/8AkfGZjneIxk272XReXmW9B+Hvh7wX4RTQdNsoUVIwscRUqAPTng14b8d/CPi7xqbTQLCGaCN7\nwCSSA8bB03bv5qa9t8XeJ4LHTpbie+3RIpKrKu3H0PWvHbj49eG01ZtMt7V5fl3xKh3HPrjvXn4+\nhCElyaM48LOpJt7lC2+CjTNpw8UWCzJBIoQuuc7RjJHc17V4c+D/AIR+0pfPplttEQAb7OAT9c85\nrzLSvjncX8eZtLeQxRB4zCwOVJ6gHoa7zwV4xutesvPS5kZmBAVuCK58HCPtNdWGKc3HUva74L03\nSbwyWFgrLwf3ZKjH4VFaNo6/8fGllSOpDmpb7WL1sJJMSy9CR2qnc67CF23sCsT/ABA4NfSwjFxR\n4rdpFyUeH7iMxNdSwH+FuorHvfCWrl/tGla1HOhOQUk5/LtVPUb2GcFrC5BPXYx5/wDr1Ssb66tp\n96ztGc9AaiSUdxpuR0+jWWrWzAXsbEjAyy1q3V9bQQZltkJA64x2rK0vxTKsYWaUgjjd2/EUup65\nY3MRW8iAJ6SR1UHroxSasUdR8U6TbSkM5j57Gtbwx4xs2cG31BWHoTXn/izw/eXqtPpsomQdQvUf\nhXNWVxqmlz4femOpJxXqYWq07M4asUfS3/CYBbH53zkHoa83+IfiJLpXCPnOfzrkYPiVcW1uIpJ2\nwOME5rOu/FNvrchXzQGJwCDXbVq6WM4x1LHh2Nn1MykZ54Ar0vwkj7wxH4GuI8KaW4dZCudx9K9N\n8HaLIWVivp0rCLaRr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U8/4V6JqWh20YDZALH8do/z+lYt34PjUCWRE/eAkKV5+prVUopb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\np6WoxtU4+lFeXLr2okZMg/Kis/bD5X3P/9k=\n", + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arr2img(i)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's create a simple \"image editor\" function, that allows us to blur the image or change its color balance:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def edit_image(image, sigma=0.1, R=1.0, G=1.0, B=1.0):\n", + " new_image = filters.gaussian(image, sigma=sigma, multichannel=True)\n", + " new_image[:,:,0] = R*new_image[:,:,0]\n", + " new_image[:,:,1] = G*new_image[:,:,1]\n", + " new_image[:,:,2] = B*new_image[:,:,2]\n", + " return arr2img(new_image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can call this function manually and get a new image. For example, let's do a little blurring and remove all the red from the image:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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M4sfXVXY0P4PwqhfruJq60i7MA1VuE3da7Iy0PJpaSuZvlANmmzjavFW2gANQThQpFVuj\nvjK7Mq5uXU4zVZ5S/BIqe9AzkHvUEcW5sgVzVG7npU1FRuMNuH5I/Op7a0A7VPDbZ6irkFnxyK57\nXZFSvZWKjxmNfwrI1WZlBArobq2wnArHv9PaUkBaUk0tCsNUjzXZyd+0hkOfWoId5bpW7daFIcnZ\n+lV00hlbBX9K5XCbZ9BDE0uSyKTA7elULpiG5FdJ/ZDNH939Ky9T0pkydppSpSsXQxFNzsULGUiU\nV1egSsdvNctb27JKOK6fQEPFaYa8ZGeYcrpnW2B/dj3FS3BxGaj05CUAqa9jxETjtXtc1oHx8mva\nnIeKLpgGAauZguna5Hzd63fFbcsK56yj3XOfevHr1nz2Pr8DCKw1zu/CZMqjPNbuq6X5tqSF7Vj+\nDLdvl4rtZLEPZ8jtXo4b36Z8lmFf2WLujyLXLJ7a6Jx0NPsbhmj2Fq1fHFmIZGOMVz2nTHzdue9Q\n/cnY+noT+sYVSG6raNI2cVTgs2Rs4reuIA6ZIqAWq+lZzWtzohiWoWGaaGQina1KxgIz2qxDb7eQ\nKo6u5PymmnaJlBqddMx7PTnurrOM811mm6CY4QSvaqXhaxWacEr3ruEsEith8vaqpU1LUwzPHuE1\nBGHa6cQ4GK3tL0xQB8tUlKRzY963NKkQgAV20oRueDi69RwuXLW0EYBq1HKEO2gAFdwqtJIyPiui\nSUTw3eo9SzcMWTj0rC1ZGOcVtxMJExmql/Y7ugq4pyRph5qnPU5g2zSSdK1NM04AD5akWwCPkirU\ncqW8fPpXTRoJyuz0K2Ico2iQX0KRxkVgX5TcQDWhrWrIAQGrm7zVAXPzV3uMYo7MFQqNXZZKK3TF\nNMIP8NVob0OfvVchkDYJrOUUzvkpQIWts87RTGtB/drQCE0G3J7VzypohVmjMNoD/DSfYvb9K0jb\nE9qPsp7j9Kj2aK+sMzfsX+cUjWYxjrWn9l9qDbcfc/KmqY/rDMr7EP7o/OitP7MPQ/nRV+yD6wfe\nDgdailA25NPdx1P5VBNLxnNfpUj+Uop3M7VsCM815t48UMr/AI13+t3O2M815p44vlG8E/rXiZlJ\nKkz63IacnWTPM9etBJOTjvWaLRFGSK0tXu1MprLnu1A61+cYya9oz9cw/tPZpEc0iQ/hTY9UVTjP\n61Qv7snJBrLlvHV85rzZTdz06WF9pHU62LU0cfeqQXKvxkVyUGrMvVqtw6+q8F/zqo1CJ4CS2R0M\nmMZqjd7ugqoviOA8GQfnUg1S2n53iulTTREaFWm9UUp43duantbXPUVKzwMchs/SpIXjVgAaym0b\nyqS5bWHwwbccVcgjGOBUUADnitGztQ4ziso6vQ4K1TlWpUltWk420QaGJjylbUWnqcZFW4LeGHkj\n9K66eH5tWcU8a4q0Tnrnwuvl8J+lYt3oPlSHCfpXd3dzbKpG4VhahLalidwrWdCmkb4XG4hvUwY9\nLULhlrO1fRgykhK6F7u3XjcKrTzW8oxuHPvWEqcWrHp0sRWjPmOIfSHSbOzv6Vt6HZlcZFaD2FvI\n2QKt2FjGh4rCNC0zuxGO56dmX9Pgwo4o1UhYDn0q3ZwAKKp67lIG47V11Pdpngwlz1zz7xZPmVhW\nVo0fmXIAGeau+KCXnIB70eFbIy3CkjvXzdWTdU+4ptUsFc9D8EWBKqcV2zWeLT7vasTwbp+yNDtr\nqpolFvjHavoMFpTPzPM8S54o8n+Ilny2BXGadbsLjB9a9K8dWPnbsLXGQaYY7gnb3rGs37U+zyrE\nr6la4XC7IOR2rOFx+9wfWtm+tz5OMdqxxZO0/TvWdSVjuoSi4u5o2kXmx5ArP1iyYvkCuk0XS2eM\nZXtRq+iE87Ki7cTmhi4U69il4Lsv3gytdtc2e204HasHwrY+VMBtxzXZTW26z4Hau7DL3Dw80xN8\nUmcJfs0NwfrWlol2xIANU/EEBinJx3o0KUiQD3qYVuWpY65pVMNc7O1HmRZPpVa+iZWzir2kIHiG\nfSnahZgrnFem1zQufOKoo1rGdZzEHBNXjGsqZx2qgsRjkz6VoWp+UCoo1LSsVW7ozb+MQ5NYOq6k\nyAgHpXTarCWQ7a5XVNNlkJIBr16KbPRwLpyd5HOarqUjk8msSW7kZ+tdHe6HK2cKazJdAl3n5DW0\n4SPrcNVw8Y2IbG4diK2LKQsBVO00eRDnaeK0razePHFZ8rRjialOWxdtxnGfSpxECMgVFbptH0FW\n4wAvFJo8mo9SHyPejyanwPQUoUHgLU2RlzlcQUGHHUVaEZP/ANajym7VSiHtCr5X+z+tFWTEe4FF\nVZD9ofZzSj1qC4lypOajM+e1Q3E3y8n8K/QJbH83Qp6mT4hmIib6V5V48uWG7Jr03X5h5TZNeU+P\nph85zXzubP8Ads+34cp/vUed6vfESnLd6zJL3cetLr1wRK2D3rJ+0MWxmvzTEtuoz9gw2HTpply4\nl3jrWfcfWpWn+XniqN3dqv8AFWDWh6FGm07Iiu7vyVJBxisTUfErwE4en6xqQCkBq5XUppLhyFPe\nsJSsfQ4HBxnrJGq3jWcNgSH86vad41nZh+8P51yUWlzytuwa0dP0yVHGQaydaSPRrYPBKGx3dj4p\nklA+f9a1rHWGlYZauU0jTZGwCK6nRtHkYj5aqNSUz5bG08LTvY39Muy2Mmt6xu0UDJrHsNIlRQQt\nWpoZreM8HiuinKUHqfKYhUqkrJmnda/b2iEs44rB1b4iW1tkCYe3Ncx401+4s0YByMdOa8u1vxXe\nz3JRZG5NdE8W4RPdynhmOLXPLY9XvvigjkhZ/wBay7n4hM+SJf1rzvT/ALfeEMSTWmul3ZTJBrzq\nmYTbsj6D+xMBhnZnQ3HxAZTzL+tRL8RlDfNL+tchqtncRKTk1ymralc2rHDkY96I168tT1cLkeDx\nCtE9psPiJbyMAZh+ddFo/i+2uCAJB+dfMsPjC6hkx5p6+tdP4Z+IM6SKGmP51tTxTi/eM8fwham3\nA+ndL1KCdOHHTtUOv/PA2D1Fed+DfH6zKqtL19TXZrq8V/b8PnI6V3SrKpT0Pz3E5ZWwWJ1RxfiC\n1Z7g/L3rU8HWOJlJXvVm90sXEu4Lnmtbw5pBgYHbXj+wk6tz0sRjIrCcp2/hsJFCvsK2J7hTFgVh\nafIYIwM9qste574r3aHuxsfA16TnV5jO16xFyTxXOXGieWSwSuvkZJu4qrdWKOucU50ubU9HDYqd\nGPKcRfWZzt28fSo7LRfMkBK966K70oF/u1Y0zSwrDKV59WD5rHrPH8lLRjtC0MCMfLVnU/D4ZPuV\nt6VaogAxV6ezSSPp2rro0VKB89UzCoq9zjdM0YwTj5Mc10f2LNoQR2qRNPSOT7vervlqItntXZSp\nciMcRi5VZJnnPi6y8t2bbWPox2XIX3rrPGVuCGIFcvpsBW74HevKrpxr6H1GCq+0wWp3vh/mEfSr\n95CCmTVDw7lYAD6Vp3AymK96i06J8vXdq7MO4hxIeKfAcHFTXMBZs1GkJU1zWtO50qSlAfJB5w6V\nXl0NZDylaVomeDWpa2Svj5f0r3sFJNanPLFSobHJSeFg4/1f6VUm8IgnPlfpXosejqwHy/pRNoKY\n+5+leuqcZImOdTg7XPMpPDHl87P0qpcaX5H8Nei6joyID8n6Vy+uWaxZ+WsKtJRR6mFzKVd2ucu4\nEZweKT7UqcBqj1ScRseay5NTCtjdXmTlZn0NOjKrG5tJdA96nicNyO9YEGpKzD5q0rK73dTUxldk\n1aEoI1VGeBTxET0qO3cMBzVtApGa3STPOm3FkHktRVjA9BRVWRHOz6n87jr+tV7u5VFzuqpPqkcY\nOWrE1nxNFCp/eD86+2q1YxjqfiVDB1Kk7JCeJdUSONhuryjxzqquXAatzxX4uQqwEo/OvMvFOviZ\nmO/vXyWa4yLi0j9H4eymcZKTRjavL5kpINZrfKeTSXOpKzklqoX2qpGpO/mvg6005tn6bQoTSUUi\ne8vkiU5asDVNcRCcPVLWvEB+YK9c3d6hPcyEAk1yyqo+iwOWXXNI1LvUmuXwpzU+l6O15IDszk1T\n0PTJ7mUFlNegeF/DxAUtH+lRCLnI1x2Kp4OnaLKFl4S/d7jF+lSN4f8AIYfJjFd7ZaKnkj5O3pVT\nVdGCAkJW1bDWhc+VWbyqVLNmBpFoqMARXYaBaxEqMCuYVPs8v410GgXwVgCa5aDUZ2ZxZg51INo7\nTT9MidB8o6elJq2jqICVXtT9EvVdQM1pX+yW2J9q9mNOEo3Pi51atOvqeG/E6xKBwF9a8zg0c3N9\nyuea9j+KNlnedteeaVZqL7lf4q8nG+4frGR4txy667Gz4b8LRrErNH29K2ZfD8UcWSgq7okSJAuB\n0FT6pOkUBJPavNoJSqankVsZXq4jc8+8XWkNujZxXlviiSMyNtNd38S9fWAOA3r3ryHVte8+4IL9\n6+lpQoqmfpPDmErTpKbIJYy0vBrR0tJkIKk1S08i4cEHNdTpGkGRAdteVjIKOqPpcXWVKFpGj4f1\n+4sXXLmvSvCHjLzwqPL+teW3lg1su5Rip/DmvSWl2qFz19a58LXfNZnyeY5dRx1JyitT6M0V475Q\n2Qa6XT7BUXIH41538ONb+1xoC+eBXqGlr5kINfTUKEZxufj2cQnhazgxXXy1qtPcMlaFxDgdKy74\nbQeKqVPlPIotSYsV6S2DVyOYOuM8VirJtfrVqG72gZNOOxtUo9i68SOc4qxa2wXGBVS2uA7YzWtZ\nRhwDiuStBN6HJWlKEbMnslIYcVoBgqc+lVoU2npTp5tqEZrfCq255c/fkRXFwitkmmG+BTGazr+6\nIc4NV1uzt610ylY64Ya8Uyr4lYSq1c/ZQKLnJ9a1dcvkRSWauXuPElvayk+YBzXkV/4l2fSYGjVl\nR5Yo9A0ieKKMAsBxWg97CwwWH515gvxCjiXCyjj3qKX4mqrf679a7qWKhGFjGWQ4urO9j1HfBKcZ\nFL9kVuVWvPNH+JMU0gBmH512eheJIL1RhxzXRCpSmzgxeXYrCfEjWt7Yq1a+nLggEdKpQSJIMg9a\nuW8yp3r08O+V6HhYiUpKxt2kSt2qeSBNvQVQs75QBzViS/XZ94V7lGorHizhU5zN1iJApFcJ4qcJ\nuIrsdbv1CN83avPPF+ogK2Gqa81yn0+TUZymji/EV8EkbmuauNTIc/NVnxLqGZG571zslyzucGvC\nqyvI/WcBhV7JNm7Z6iSw5rd0y+LYya5GwY5BFb+mORjmpg3czxlCFjrLG7BAya0IrjjrXP2NwRjm\ntCK64xmuuEtD5qtQ941PtHvRWb9qHqfzorTmOf2DPZta8eRRKQJh+dcR4i+IobcFn/WvONc+Jjyk\ngT/rXOzeK5r2QjzCcn1rPGZ3zaRZllvCCpLmmjt9W8XSXTHEhP41z2qX0koJJNUrOWWfqTzV57Fp\nIs47V4FbETran0VPDUcI0kc1qWoPEx+Y1j3uqSyZUE1v6xo8jORt/SqNp4YlmkwyV4tVTcj6HD1c\nNGHMznzYXF6+NpOa0tL8HyzMC0Z/Kux0TwTkgtF+ldZpPg+OMDMX6U4YeUmcmN4gp0VywZynhzwb\n5ZXMWPwruNH8PCJAPL6e1aeneH0ixhK27PSwqjC/pXpYfC2PiMxzmddvUzItPEaY2iqOrWash+Wu\nju7by0PFYWqSAEg10YmCULHnYarKc7o4/VLPYxIFM066MDjJ6Vf1dl5PesKW6EcnBr5upHkndH1F\nFOtSszuNC1kLtBauottQS4gxu5xXldhrXlEfP3rpdF8SqQFL/rXo4avpZniY/LJX5kiH4i6eJ4nZ\nRmvMBAbW/PH8Vev600eoWpOc5Feb+ItNNvdFwOM1jjo80bo93IsQ40nSka2j3IMAAPbpVbxHdMtu\nx3dqp6PeFfkNWNWiNzbn6V4PO6czr9kqeJuzxP4o3cxZwCa8puZpDdHPrXtXxF8PSTb8R+vavMpv\nCs/2v/Vnr6V6lDF3jqz9k4exWHjg0ibwtC0rLkV6T4e07MK5XtXN+EfDEiFS0Z/KvRtH0ryIAWXj\nHpXPicQpaHj57j4OdoswdfsAkBO3tXGNM1tfjB/ir0PxQqrEy5HSvOtUAW8yP71RhKcpSuGUTdSk\n0z2H4Q6oXMalq968Nt51svPavmf4SX+yeNS3cV9KeBpBPaJ9BX2mXaxsflXG1D2WIcka89udpJHF\nY2qREZrqpbXMXTtWDrFvtzxW+KhynweErXnY5uQlX5pRMQOTT7uLBPFVWbb1FeemfQRSkjSsJTvH\nNdNpRVkBNclpz/OB6V1OkthB9KW55eYRsjUwFGQKqXkuFIzU7yZXGaoXsuRjNXT908qlG8jOvG3M\naoX96lrESWxird5LsUsT71xHjbxH9khcCToKqc1FXZ9DgMLLE1FBGb428Zx2yMBL6968v1vx+7zk\nLKevrVPx14ueaV1Eh6+tcLNqTz3Gd/evOqpVNUfsWR8PU6VBSmj0Cz8UXN10kNTXF9dld24/hWD4\nUj84rXZR6P5kAO3tXm1eaDLxcaGFq2sZmla5eW9yAZD19a9Q8CeJ5SE3SfrXmj6Q8dzkKetdh4Qt\nZowpANXQrVIs8POqWGr4e9j2nRdeWSJQX7VrR6oDyGrgNGmnRV5NdJprTS4yDX0uCrTqWR+V4zBU\n4TbOlttSb1qaTUm2/e/WqNlZylQcVafT5dpGD+VfTUYT5TxJxpKZka5qDbDg1574uv3IbmvQtX0u\nZlICmuH8TaBPJu+Q1NeM7H0uTzw8Jq55Zrtw7SsM96zYiS/Wur1nwvcbyRGfyrKPh6eNuYz19K8e\nUJKR+l4bFUHSSTGWBwQTW1YzBQDWbDp80XJWrCGSIdDS5rGFflqbM3IL0KOtTjU1AwH/AFrnWvmQ\ncnFRtqxHVsUKukcLwXOzp/7VH98UVy39sH++KKr26D+zzin1yeeTmQ1ueH/MncE81y+nwl5Qa7bw\ntZgbTtr5Wk5VHqfVZj7OhSskdTotiSo4rfg08NH0/OqmiwKFUAVvW0a7MV6lOCsfnuMxEucwb3RV\ndvuVPpOgR78lBWlebEGajsr+KOQDcKl06anqYvEVpUrI2dN0iKNQQg/Kte1s0GAFqjpd7HKBgitq\nyQP2rthSg1ofN4qpUTfMTWlmpI4rRis1Vfu0WdsABkVeSMYrqp07HhVqzuYuqwAIeK4/XQUJrvNU\niyhFcd4htCSeK5sZB8uh62V1U5anFatIxBFc5fPIHJrq9StTuIIrCv7AnJAr5mtTbZ93gqkEjLF3\nIn8VW9O1mWGQYfvVeS0KnGKjEOw5CmsY80T0pRpVI2O00zXRNEFdu1VtcsUvELqOtc/ZXzwEYatu\nx1ITqFZq6FPnjZnkzwzw9TngYRs5LSbO3vV2KZXj2P6Vp3enJOm5R1rIvLWW3JKqa8zE4d7o6Y1o\n199zI8RaHDeqcKK5V/A0Jn3eWOvpXYXV46Z3is641iOLJNefFVIs9zB4jF0ocsGQaX4ct7JQSoqx\nf3kFlCQCBgVmX/itYlO01y2u+K5pshWP510U6UqktTvoYHFYupeZN4o12NtwD1wmp6gHnJz3qxq2\npzzZOTXP3E0jS9+te7RhClTPuctwEaMLHpfws1HbeR896+ovhjd+bax5PYV8jfDW4aO6jye9fUXw\nl1ANbxgt2HevXy6paR+Y+IOG0bR60kYeDOO1YutWoOeP0rZsZA9uMHtVPVo8g/SvTxbUon4ph5uF\nY4++tiCeKy7iIhuBXQ6hCMnNZNzCC1eO3Y+ow9W6IdPBVhXT6TIQB0rnLdNjZNbOnXAUDmo57Myx\ni50bMjgIcGqF1ICetFxe4TG6qD3W9yN1aRmmzgo0XuVtbm8u3Y57V498TNTfDhW65r1fxC7fZWx6\nV498QIWmZ8e9c+OqcsT7fhinD26cjxjxbfyfaG57+tYlhdmWcAnvW/4v0qUyMQprF0XR52uwNp6+\nlcVGt7tj93wsqKwd/I9E8A25lKcV6dYaYDbDK9q4z4eaO0aoWU9K9HhEcFqFPpTkozPzLPsTfFWi\nYjaMr3IAXvXaeD/DHmKp2fpWPpluLm7GB1NeoeCtHVYkJTtXbhcNGR8fnWYzo4e1xun+FsKPkxxX\nQ6R4cIIyn6VpW9nHGo4FaempEGAIr6bL8NCEkfnWLzKtOLDTvD3ygbf0q+PDmV/1daumLCVHStWK\nCFl6A19bRowcT5XEY+qpnFXvhQOpHl1gar4FEoOYf0r1V7OBhyv4VBNo8En8Iq54WMjTD51WpPc8\nM1P4bByf3H6VhX3w1IziD9K+g7jw1A//ACzH5VnXfg+F84iH5VyTy6LPocLxXVho2fO158P5I84h\n/Sse/wDB80IIERH4V9F33gSJs/uf0rB1T4eqQcQfpXn1srfQ+iwnFqk1zM+dtQ8P3EeRsP5Vk3Om\nXCNnaa931f4c9f3P6VzuofDls/6n9K8upl1RM+rwfEmHmtWeRfYbn0NFemt8PHB/1JorD6hUPT/t\n/C9zwbSAN4Ndx4dZUC1wOhSsziu40Fm2jIr5Sg7H1ObQ0dzttKuBgCt23uQUwTXLaZKwUE1sW1zg\ncn9a741Gj4LF0byJdXuGCEg1zsusPBN949a3L4edGcelcnrsLxsSKwrSlujowFKnP3Wdf4b8RhmU\nGT9a9A8P6hHOincK8D0zW5LScfN0PrXoXg/xiu1VMldWExiWjODOsnly80Eev2bIVGDVquV0fxLF\nKg/eD86101iJlBDfrXt060JLQ/Pq+EqwnZos3oVlNczrtupBOK1rrVU2/eFYeq6jGwPzVlXnBo7M\nFSqRkcrq0SxufrWJdKhJFbGvXSYJBrmLvUlWT71eBiFFPQ+5wVOc4XFuLZewqpJbkdBxVuK7SXqf\n1p7Ro3auJpPY9FTlDRmU0RBzirNgzxvxUrwKW6flUkUAHOKnlZpKonGzNOzulKAMalltIrpegrMD\nmPBFWrO/KkAmk+zPPqUpRfNEqan4XMwJRa5rVfBl2SdiGvRrS6ilwHx+NXodOsrkZZBWXs4SY6Wb\n4jCPVHht/wCBtQckeW35Vk3fw9vOS0R/Kvot/C1g65EY/KsrWPC1lFGSI16elbqlGMbo9XDcXVL8\nqR83ax4Klt0OYzx7Vyt/ophlxtr3jxjo9ugfagrzTX9KUSkhRXO61nY++yjOZ4iN5GV4OzbXa9ua\n+iPhLqg2RqWr5606I29yMDoa9d+GGtLCUVn/AFrqw+LVOZ5PF2H+tYZtH0pot4r2ynPajUZlZSM1\nzHh3xEjW6jf29a0ptSWVchq9l4uNSB+DVMHOniHdFa+IJOD2rLuBk5q5czhjkGqrAM3BrhqVlc9K\niuRFUDDbs1ctZWUUz7OScgflT0hZa551TacoyVh9xcErwahhbc/JpLgMPwqKOby+9aUquoRh7uhF\n4gkVbZgT2rzDxTDHPIw45Ndx4s1dY4GAb9a801fWN9wee9YZhUvHQ+syHD1EuZHNa34aS6YnyxVb\nSPBipcBmjHX0rohexyD5gKliu4ozwK8inOaZ9osbioUuRGpoVnDpsI6DAq5NqvmMI0NYjajLINse\na0tA0i5vJ1Z1P5V6NHmkzxK9OKvVqs6/wRpz3M6uV71654ft47W2UEY4rifBmlLYxKzqOK6e41yK\n0h2hxwK+gw0o043Z+bZ1UnjK/JDY27nVY4P4hxTbPxEivgP+tcPqXije5Cyd6r2viF93+sJr0cPi\n7T0OCOTydLVHr+meJ0AGZP1rWg8UxhQTIPrmvILTxO6LzJ+tWT4zZB/rf1r36WYqK3PJrcPuctEe\nvJ4rh/56j86mj8UQtx5g/OvFn8eun/Lb9akg+IhDY879a6I5rG+5zS4XqNXSPbodbt5B98fjViO8\nt5R1HNePaf8AEMEjM361t2Pj1CB++/Wu2nmFOR5lfh/EUtkejslvIOgOaq3dhbSAgAc1ysPjuIjH\nnD86kPji3IwZq6PrVGSONZbjIPRMvX+iW0mfkFY154atmJ/dj8qmk8Y27/8ALQfnUTeJLd/4x+dZ\nSnRkejRp42l3KTeFICc7BRVv+3rb+8KKztROr2uM8z4d0PQ5EYZU11+kWRjAGKuWugJABhKu29kE\nI+XGK/KIU+U/fsZmPt2yezTalW4p9pApsVudtI8LK2a0ldHgykpyZeikEi4NZWv2IkQkCtGzDZp9\n9amSIgjtVJKcTGE/ZVk0ec6jbPBMWHY1b0XVprZwN5q7run4Y/LWVFbsr8V5tRShPQ+njOFeh7x3\nmheL3jVQ0n610tp41BUZl/WvMLVZUXIzVkX11EOprro4qpBHgYnKcPWldHo914vQjPm/rWPqPi1D\nn97+tcTda7cIDljWRfa9OcjcaitjpsrDZBC51mreJ0kBHmVzl5rW+TKtWJPqs8v8R/Oo43llfkmu\nN4iUz6LD5bToROlsdZIPLVqQ6uGGC361y9nDIQK0YI5Ac80Kckc9fDUmzoIbpZO9WUdSOtZFoWUc\n1cW4CjrWqlc8upSSdkW36UR5B3ZqBblTxuFSJL3qtGYuLSNC2nZTjNaNpqrx4y1Y0EgPf6VYViRn\nNZSi1scVWlGW5vpruFwWqnqmr+bGRmqIDleCR9KguI5CMGsnKpsYU8LSjO5z3iUGYNz1rg9dsCWJ\nIr0fVLJnU5FcnrmnE5+WuOpzXPscqxCp2SPP7m3MMu4djXQ+Edaa0lX58c1Q1eyKsflqvpokimGD\n3rFzlE+rqqGJw1me2eFPFbMiqZO3rXY2Wt+ag+btXjvha+dFUEmu50nUiUGWrqpYtpWZ+aZtllON\nRtI7H7b5h61PCdxzisSyut+Oa17OTOMmtvrHMz5qtS9mrF5Ez2qaK1LdvyqKBg3FaunW289KqM+d\n2PMq1ORXMq9sSqZ21z+qXBtgfau91DTswEhe1efeNImhDYrebdNXOvK6qr1OVnFeK9XaQsm79a5T\n+zZb2UsuetX9fnc3BU561f8ACcMU8ihlBrklV9rKzP0ijbBYTmiZUXhS7YcIeatW3g+8dhlD+Vek\n6dotm8QJRelXE0qyiP3Vrqp0Ibnj1eIal2kjh9G8COzAyR/nXYaL4at7FAzIOK040toFyFFVL/VF\nhUhTiu6moQR42Ix+KxsrdC5NqcVjFtVgMDsawtV8SO5Kh/yqjqOqSSkgNWVK7yv1qpVXJ2Rthcvh\nH3pF5tReV87qsW96V53VmRK45xUnnso9K7sOnFXO2VGL0RsDVCBjd+tRXGruB9+slr49ifeonuS3\neumVV2Jjg43u0WrrWJQeHP51W/t6ZG4c/nVaZt1VJlYZFZqpO5308PStZo37PxTLGR+8P51qWvjS\nVAP3p/OuHDun/wBanC7lUYB/WumOInBbkVcsoVOh6B/wn0qD/XH86afiLKDjzj+dcCbid+hNKsNy\n5zzTeNrdDnWTYRbo9Ah+IkpP+uP51ct/Hsh6zfrXnUVvdDnBq3Et0gA54rWnja/Uwq5Rg+h6GPHT\nY/1v60VwW+5/vfrRW/12qc39j4UuyQKo6VGkS7+O9WrhQM1WRwHH1r5xKzOyEm4mja2oZeAKWax5\nzgflVjSdsoArSax3rnA/Kul0OeF0edUrunUszGt7ba2MVZktw0eMVZ+xMrcLUht/lxj9KxjSlFkS\nr3dzj/EOnEgnbXOfZyk3PrXfaxZB0PFcpqVl5UhOK5MRR1ue/l+J5qfKyXTLRJVAIFX30ASpwtZ2\nmXQicAmun0y7hlUKSPzqqFOElZmWLqVqUro5bUPC8hBwh/KsS98KzBj8h/KvVfskEy/dFVbnQYJA\nfkFa1MDGSuTQzqpTdmeUN4alRuYzUkOhtH1TH4V6JceHIc/c/Sqk/h4DolcrwXKejHOudanKW9iI\nwCRVqOEA8itd9FdTwn6ULo0h42n8Kn2DJljIS1bM0MEHtUM97t4BrTudHlCn5azLvS5g3Ss50pRL\npToze42C9LHGavQTNjNUbXTpFb5hWlb2jYxis4p31FXdNbE8M3er9rLuIzVOKzY9BVu2hMbAmtUr\nnnVXBrQ07eBXHTNSSWIxnFJYyAKM+lWpJFxkUOEbHlTlJT0MXUbJdp4rl9bsVIb5a7DUXBBrmNZ7\n1w1YI9jL6k7nC63YDJ4rJit1ilyRjmun1aLdniudvwYmJFebV3sfcYSrKdOxsaPepCQN1dXpGqKQ\nBurzSDUXjfBPet/RNaOVBf8AWuVtxZyY/L3OLZ6npd+GxzxW9ZXilRhq8+0XVsgfNXS6dqOQBurW\nNWx8PjsG4tnY2FxuYV0+hqHAJrhtJvMsOa7Pw9cggDNejg580z5DMqThFmzfQKbcjHGK868d2mVf\nivR7qQG3Jz2rgvG5Qo2fevTxSSgc2SylHEI8V8S25S5Jx3qx4Xn8mVRUvilFM7EetU9GOJRj1rx4\nX5j9bT9pgkmeg2OrFYAAae2ssT979axLR28sc9qc7shyxrvhKR85LC03Nmz/AGqzL96qV7ds+eaq\nLccf4mmPNuNdMW2VDDxg7pCPlm9afFbBuSKWCJpWxitK105yAStejhcNKo7l1KqpqxS+y7VyRVW6\njKg1uyWLKvI4rOvbVh1Fer9XlFEUqylIxZmYNimZPrVqa0ctkLmiKwdjytZeylc9FVIqJEsZcYIp\nslvxyK0U05wOR+lD2ZA5Xj6VpGi0Z+3jfRmLLbHPAohsGkbAXNaosdzf/WrS0nRPNcfJVxouTsVU\nxkacLtmfpvh15yP3f6VvWXgwuoJj6+1dP4d8LBgpMf6V2Gm+FEKDMf6V6VDAc26Pksw4g9nJpM82\nj8EHHEJ/Knf8IW6/8sj+Vesp4TQj/Vj8qVvCSjrF+ldn9mq2x4z4llfc8jPg9yf9V+lFesHwmmf9\nV+lFL+zl2K/1jfc8HuZwQfeqLzYfrTJb4etV/PDv1r4fnuz7+nRcUdP4dn3OAa6+ztxLEDiuH8OS\n4dSTXeaKweMZr3cElOFmfOZqnCd0Rz6b/sVVltCvQV0RtVdaqXNhkfdrathktUeRTxWtmcxf2u5S\nCtcxrVgeflrvLyx+U8Vhappu7OVry6tK6se7gcWoyPP7gSW8nAq1p2tvCwy1aGr6NySErAubWWB+\nhrzZQnTldH1FOVLE07M7LTNfVwAX/WteG+SZeo5rzuwvZYWAJrotK1TdgFq66Ve6szy8XgFF3idG\n5Rh60q2qOdoWq9pL5oHNaNtGc5rpjHmZ49RumQDR45P4RUiaEn/PP9K1LaHIAxVyOBTwBXQsPFnF\nPGVI9TnZ/D6MuPL/AErNu/DKk/6v9K7ZrVSMVDLp6t2FZ1MNFjpZjUi9zhG8N7TxH+lOXRWX+D9K\n7M6Qjfwj8qa+jKF+7XnVcNy7HX/are7OSXTivVaR7bb2ro7nTQgOBWdcWoUniuKXumtPF+0KMClS\nMVMehpHGzoBTDLnvWLmjX4ncq3aFgawdWt2IIrpJAr1RvLFZQSBXLWkrHbhqvs5anD31kzE8Vg6p\npx5JWu+vtJABIWud1qxCKeK8irPU+owWMTkkjhLuEwMeKXT74xSD5qs61AVY1jqxjl69653K59bS\nSrUtTvdA1YkAbq6/SL7eBk15noF0Qw5rt9BuSQvNRrc+VzXCqLZ3uj3JyvNdr4cuT8ozXnmjXGNv\nNdr4bn5UE16OBv7RH53m1H3WddcTH7N17V5/44vCqvzXcSuGtCc9q87+ILFQ/wCNezjFJU7nlZJT\nTxVjzLxHehrhue9RaNMDKPrVPX5GNwee9O0V23CvJpy94/WVSUcKjtbFw0WBRcygdO1VLC4/d4J/\nKpJ2LDjvXqU1dHgunaoxjXPNTWm6VgB3qqLeR3yBWzoemSM65Wu6hSc5JBWlCnC5qaHo7TEHb+ld\nPZ+G/wB2CE7elP8ADGlphQVrtdM0hGjHy19zlmCg4I+GzLNJU5uxw9z4cYKSErIvfD0hOAhr1ibw\n6rqcJ1qjP4SDsf3f6V6lTL01ojioZ4ovVnlH/CMSM2fLq5beEn7x/pXpMPgsZ5i/SrsXg8KoHl/p\nXOst12OirxErWTPMH8LMq58v9KoXmhsmfkr1q88LKqn930Fc/q3hzbn93TngEkXhs7VSW553FpLe\nZyveuk8O6KC6kp+lWf7ECyfdrd0HTlVl+WueOFUZnRjcx5qWjNrw7oyKq5X9K6yw0xAo+Ws/RYER\nBxXQWgUKAK9mhSSR+eZhiZzm9RI9PTglac2nxn+GrSMPSn5Vq6+WJ47qzuZ50+PPQUVobBRRyRH7\naZ8NSXDZ65pYJiW6VC+AetOhdVPWvxlSfMf084rl0Ol0G42uMmu68PXYKqM15npd4quMNXaeG78t\nt5r6DL6h8zm2Hck2d/ZFZFFSy2odc7ao6PcblGTWxEoZcGvoOVTifC1m6dQxL2x46Vj31gDkFa62\n7tgQSBWPqFttzxXnV6FjrwuIdzkNQ0sPn5a57VNDXk7f0rtNQTbkYrGvow2eK8urCLPp8Hiakban\nEXGnGGTIHSp9PkaNwCe9aepWnUhax5y0Dk9AK8+UOSVz6KnU9vCzOq0e6UgDdXQ2LI+Oa87sNaaF\nxlq6XRtfD4G6u2hWi9Dxcfgai1R2lqgI461ehgyMYrH0q/Eqjn9a3bR1YCvWpWkj5XEqUHqOW244\nFIbU9cCraEEcU5UVs5FOcUcDqSTKDQB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+ "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "edit_image(i, sigma=5, R=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But it's a lot easier to explore what this function does by controlling each parameter interactively and getting immediate visual feedback. IPython's `ipywidgets` package lets us do that with a minimal amount of code:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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xZ3TASs3EdtNCGkIYZxgxjj/ZPtWP4W8OX9r8bbmwtDcNperXT64t1LIWUCaI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adzmLnwrrEMgJtBtxj5pVHH4msLWPAGrai7CJIIwRzm+iH/ALNxXb6rp0NypUx5B6gVy2p6KIHL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\n8HaLIWVivp0rCLaRr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U8/4V6JqWh20YDZALH8do/z+lYt34PjUCWRE/eAkKV5+prVUopb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\np6WoxtU4+lFeXLr2okZMg/Kis/bD5X3P/9k=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lims = (0.0,1.0,0.01)\n", + "d = interactive(edit_image, image=fixed(i), sigma=(0.0,10.0,0.1), R=lims, G=lims, B=lims)\n", + "d" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# def change_value(parameter, transform):\n", + "# def f(change):\n", + "# d.kwargs_widgets[parameter].value = transform(change.new)\n", + "# return f\n", + "\n", + "# def affine(constant, factor):\n", + "# return lambda x: constant + factor * x\n", + "\n", + "# def transform(minimum, maximum):\n", + "# return affine(0.5 * (minimum+maximum), 0.5 * (maximum - minimum))\n", + "\n", + "# x.axes[0].observe(change_value(1, transform(0,10)), 'value')\n", + "# x.axes[1].observe(change_value(2, transform(0,1)), 'value')\n", + "# x.axes[2].observe(change_value(3, transform(0,1)), 'value')\n", + "# x.axes[3].observe(change_value(4, transform(0,1)), 'value')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Browsing the scikit-image gallery, and editing grayscale and jpg images\n", + "\n", + "The coffee cup isn't the only image that ships with scikit-image, the `data` module has others. Let's make a quick interactive explorer for this:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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3gDxNoFi7A3szuNp9Vx2PsK8HBZtg3LBpxS5acl+CPXrYCcVVlGTfM07dj5e/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\nvmlXXssU4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Ig4AA7Yr5n8S+L1+OP/AAUQ8DfDTQF3Wmh+IJNZ1dI+UjcuJiG91jjhQ57u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IxgZ2xhgOO2XrkdF8VXWkT3Ph/XIPOs7oGK5gbOGB9+x78V6Lo0UZ0u6lnjQGa9lYEtnoQv8A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\nz7Dww+a1Iw2dn96/zP6s4KxVXHcM0J1NWlb7jO1y9Oo3sVxdOYv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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def choose_img(name):\n", + " # Let's store the result in the global `img` that we can then use in our image editor below\n", + " global img\n", + " img = getattr(data, name)()\n", + " return arr2img(img)\n", + "\n", + "# Skip 'load' and 'lena', two functions that don't actually return images\n", + "interact(choose_img, name=sorted(set(data.__all__)-{'lena', 'load'}));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And now, let's update our editor to cope correctly with grayscale and color images, since some images in the scikit-image collection are grayscale. For these, we ignore the red (R) and blue (B) channels, and treat 'G' as 'Grayscale':" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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qHOTTQCrGCMEVV1LR0u4iCuavxIfSrUcAYYIqrXFex5H43+HEd6rMIAc+1eaa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\n5DVBvciuX8RaMl1C3ydRXT3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p7QkdiKdBGd+DTAuaXYNO4wtddoOgSEKdn6VR8J6esjrl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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lims = (0.0, 1.0, 0.01)\n", + "\n", + "def edit_image(image, sigma, R, G, B):\n", + " new_image = filters.gaussian(image, sigma=sigma, multichannel=True)\n", + " if new_image.ndim == 3:\n", + " new_image[:,:,0] = R*new_image[:,:,0]\n", + " new_image[:,:,1] = G*new_image[:,:,1]\n", + " new_image[:,:,2] = B*new_image[:,:,2]\n", + " else:\n", + " new_image = G*new_image\n", + " return arr2img(new_image)\n", + "\n", + "interact(edit_image, image=fixed(img), sigma=(0.0, 10.0, 0.1), \n", + " R=lims, G=lims, B=lims);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Python 3 only: Function annotations and unicode identifiers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In Python 3, we can use the new function annotation syntax to describe widgets for interact, as well as unicode names for variables such as sigma. Note how this syntax also lets us define default values for each control in a convenient (if slightly awkward looking) form: `var:descriptor=default`." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/jpeg": 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3gDxNoFi7A3szuNp9Vx2PsK8HBZtg3LBpxS5acl+CPXrYCcVVlGTfM07dj5e/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\nvmlXXssU4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Ig4AA7Yr5n8S+L1+OP/AAUQ8DfDTQF3Wmh+IJNZ1dI+UjcuJiG91jjhQ57u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IxgZ2xhgOO2XrkdF8VXWkT3Ph/XIPOs7oGK5gbOGB9+x78V6Lo0UZ0u6lnjQGa9lYEtnoQv8A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\nz7Dww+a1Iw2dn96/zP6s4KxVXHcM0J1NWlb7jO1y9Oo3sVxdOYv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Sepal.LengthSepal.WidthPetal.LengthPetal.WidthSpecies
5.1 3.5 1.4 0.2 setosa
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4.6 3.1 1.5 0.2 setosa
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\n" + ], + "text/latex": [ + "\\begin{tabular}{r|lllll}\n", + " Sepal.Length & Sepal.Width & Petal.Length & Petal.Width & Species\\\\\n", + "\\hline\n", + "\t 5.1 & 3.5 & 1.4 & 0.2 & setosa\\\\\n", + "\t 4.9 & 3.0 & 1.4 & 0.2 & setosa\\\\\n", + "\t 4.7 & 3.2 & 1.3 & 0.2 & setosa\\\\\n", + "\t 4.6 & 3.1 & 1.5 & 0.2 & setosa\\\\\n", + "\t 5.0 & 3.6 & 1.4 & 0.2 & setosa\\\\\n", + "\t 5.4 & 3.9 & 1.7 & 0.4 & setosa\\\\\n", + "\\end{tabular}\n" + ], + "text/plain": [ + " Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n", + "1 5.1 3.5 1.4 0.2 setosa \n", + "2 4.9 3.0 1.4 0.2 setosa \n", + "3 4.7 3.2 1.3 0.2 setosa \n", + "4 4.6 3.1 1.5 0.2 setosa \n", + "5 5.0 3.6 1.4 0.2 setosa \n", + "6 5.4 3.9 1.7 0.4 setosa " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "head(iris)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "library(ggplot2)" + ] + }, + { + "cell_type": "code", + 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0T/+te/CI4q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\nPVdS9uqA5tc2PEgBr9Zdt3qqrrq6p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rGb+uoO917FJ3j/hyeeU+9NBDA5VNXRMv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\ntW3bNhDlRx99ZEcccYTLa+3atW4f1f5644032siRIwPlFTtzw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+ "text/plain": [ + "plot without title" + ] + }, + "metadata": {}, + "output_type": "display_data", + "source": "R display func" + } + ], + "source": [ + "ggplot(data=iris, aes(x=Sepal.Length, y=Sepal.Width)) + geom_point()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": {}, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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fTt5eIQQAABBBBAAAEEEEDAiQABkhMt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\nEEA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+ "text/plain": [ + "plot without title" + ] + }, + "metadata": {}, + "output_type": "display_data", + "source": "R display func" + } + ], + "source": [ + "ggplot(iris, aes(x=Sepal.Length, y=Sepal.Width, color=Species)) + geom_point() + stat_smooth(method=\"lm\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.3.1" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/extensions.js b/extensions.js new file mode 100644 index 0000000..5b60067 --- /dev/null +++ b/extensions.js @@ -0,0 +1,29 @@ +// Copyright (c) Jupyter Development Team. +// Distributed under the terms of the Modified BSD License. + +module.exports = [ + require('../lib/about/plugin').aboutExtension, + require('../lib/clipboard/plugin').clipboardProvider, + require('../lib/commandpalette/plugin').commandPaletteProvider, + require('../lib/console/plugin').consoleTrackerProvider, + require('../lib/console/codemirror/plugin').rendererProvider, + require('../lib/csvwidget/plugin').csvHandlerExtension, + require('../lib/docregistry/plugin').docRegistryProvider, + require('../lib/editorwidget/plugin').editorHandlerProvider, + require('../lib/faq/plugin').faqExtension, + require('../lib/filebrowser/plugin').fileBrowserProvider, + require('../lib/help/plugin').helpHandlerExtension, + require('../lib/imagewidget/plugin').imageHandlerExtension, + require('../lib/inspector/plugin').inspectorProvider, + require('../lib/landing/plugin').landingExtension, + require('../lib/main/plugin').mainExtension, + require('../lib/mainmenu/plugin').mainMenuProvider, + require('../lib/markdownwidget/plugin').markdownHandlerExtension, + require('../lib/notebook/plugin').notebookTrackerProvider, + require('../lib/notebook/codemirror/plugin').rendererProvider, + require('../lib/rendermime/plugin').renderMimeProvider, + require('../lib/running/plugin').runningSessionsExtension, + require('../lib/services/plugin').servicesProvider, + require('../lib/shortcuts/plugin').shortcutsExtension, + require('../lib/terminal/plugin').terminalExtension +]; diff --git a/iris.csv b/iris.csv new file mode 100644 index 0000000..43ff582 --- /dev/null +++ b/iris.csv @@ -0,0 +1,151 @@ +sepal_length,sepal_width,petal_length,petal_width,species +5.1,3.5,1.4,0.2,se +4.9,3,1.4,0.2,setosa +4.7,3.2,1.3,0.2,setosa +4.6,3.1,1.5,0.2,setosa +5,3.6,1.4,0.2,setosa +5.4,3.9,1.7,0.4,setosa +4.6,3.4,1.4,0.3,setosa +5,3.4,1.5,0.2,setosa +4.4,2.9,1.4,0.2,setosa +4.9,3.1,1.5,0.1,setosa +5.4,3.7,1.5,0.2,setosa +4.8,3.4,1.6,0.2,setosa +4.8,3,1.4,0.1,setosa +4.3,3,1.1,0.1,setosa +5.8,4,1.2,0.2,setosa +5.7,4.4,1.5,0.4,setosa +5.4,3.9,1.3,0.4,setosa 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https://github.com/jupyter/jupyterlab ## 1) Building blocks of interactive computing +### Demonstrate left panel plugins: + +* File Browser (file operations, including drag and drop) +* Command Palette (fuzzy searching for 'new') + ### Open the building blocks: * Notebook - - Explore notebooks from demofiles/PythonDataScienceHandbook - - Explore notebooks from demofiles/Altair + - Image Processing.ipynb +* Editor + - .py, .md examples * Terminal -* File Editor * Console ### Arrange the building blocks in the main area -### Demonstrate left panel plugins: - -* File Browser - - Drag the `move_this_file.txt` to the `move_it_here` directory -* Command Palette - -## 2) File handlers - -JupyterLab has a powerful and extensible architecture for handling a wide -range of file formats: - -* Open this file in the Markdown Viewer and edit -* Browse through CSV and GeoJSON files from - [Urban Data Challenge](https://github.com/swissnexSF/Urban-Data-Challenge) -* Open a [VegaLite](https://vega.github.io/vega-lite/) JSON file from the - `vegalite` directory - -## 3) Connecting the building blocks +## 2) Connecting the building blocks The building blocks can be connected to support a wide range of different workflows: @@ -49,12 +38,44 @@ The building blocks can be connected to support a wide range of different workfl * Attach a Kernel/Console and run the code by selecting blocks and pressing `Shift+Enter` -## 4) Third party plugins/extensions +## 3) Deconstruct components + +* Drag out plot from console + - bulk written in a few hours +* Image processing example + + +## 4) File handlers + +JupyterLab has a powerful and extensible architecture for handling a wide range of file formats: + +* Open image `jupyter.png` +* Drag to open `jupyterlab.md` in the Markdown Viewer and edit +* Open `Data.ipynb` to view data +* Open `iris.csv` +* Open DC museum GeoJSON file (from [OpenData DC](http://opendata.dc.gov/datasets/2e65fc16edc3481989d2cc17e6f8c533_54)) - -73,40 +* Open `scatter_opacity.json` as a vega plot + +## 5) Plugin architecture + +The genius of open-source is being able to shape your tools to your heart's content. + +Just like Jupyter is built on top of building blocks of the protocol and message spec, *you* can build on this platform for your workflow. + +* Everything in JupyterLab is a plugin, even our own code: `extensions.js` +* Anyone can create, package, ship plugins +* Plugins can, for example: + - add things to command palette, menu + - add viewers for documents + - expose other controls (e.g., manage a spark cluster?) + - provide more capabilities to the system -* Everything in JupyterLab is a plugin, even our own code -* Third party developers can create, package, ship plugins * Examples: - [ipywidgets](https://github.com/ipython/ipywidgets) - [GeoJSON file handler](https://github.com/jupyter/jupyterlab_geojson) - [Dask JupyterLab extension](https://github.com/dask/dask-labextension) - [Vega/VegaLite JupyterLab extension](https://github.com/ellisonbg/jupyterlab_vega) + - [Cookie cutter recipe](https://github.com/jupyter/jupyterlab-extension-cookiecutter-ts) + +## What will you build? + diff --git a/markdown_python.md b/markdown_python.md index d316e91..c52a45a 100644 --- a/markdown_python.md +++ b/markdown_python.md @@ -16,7 +16,7 @@ Let's attach a Python 3 Kernel and Console to this markdown file. Then we can select lines of code in the markdown file and run them in the console by pressing `Shift+Enter`. Let's do something more complicated: -First import `matplotlib`, `numpy` and `pandas`: +First import `matplotlib`, `numpy` and `pandas`, and create a data frame: ```python %matplotlib inline @@ -24,11 +24,6 @@ from matplotlib import pyplot as plt from matplotlib import style import numpy as np import pandas as pd -``` - -Now create a small `DataFrame`: - -```python data = { 'x': np.random.rand(100), 'y': np.random.rand(100), diff --git a/scatter_opacity.json b/scatter_opacity.json new file mode 100644 index 0000000..c28a187 --- /dev/null +++ b/scatter_opacity.json @@ -0,0 +1,20 @@ +{ + "data": { + "url": "http://vega.github.io/vega-lite/data/cars.json" + }, + "encoding": { + "opacity": { + "field": "Miles_per_Gallon", + "type": "quantitative" + }, + "x": { + "field": "Horsepower", + "type": "quantitative" + }, + "y": { + "field": "Miles_per_Gallon", + "type": "quantitative" + } + }, + "mark": "circle" +} \ No newline at end of file