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@edvakf edvakf/poc.ipynb
Created May 11, 2014

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{
"metadata": {
"name": "",
"signature": "sha256:7a21e96f566802f74acbb3c812cccf11efb05dc43f68c2ac2ec6057f9b7ca2b4"
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"cell_type": "code",
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"input": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import mpld3"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts = pd.Series(np.random.randn(1000), index=pd.date_range('1/1/2000', periods=1000)).cumsum()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
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{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"ts.plot(ax=ax)\n",
"mpld3.display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"\n",
"<style>\n",
"\n",
"</style>\n",
"\n",
"<div id=\"fig_el3687344164234401625532645\"></div>\n",
"<script>\n",
"function mpld3_load_lib(url, callback){\n",
" var s = document.createElement('script');\n",
" s.src = url;\n",
" s.async = true;\n",
" s.onreadystatechange = s.onload = callback;\n",
" s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
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"if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
" // already loaded: just create the figure\n",
" !function(mpld3){\n",
" \n",
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" }(mpld3);\n",
"}else if(typeof define === \"function\" && define.amd){\n",
" // require.js is available: use it to load d3/mpld3\n",
" require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
" require([\"d3\"], function(d3){\n",
" window.d3 = d3;\n",
" mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
" \n",
" mpld3.draw_figure(\"fig_el3687344164234401625532645\", {\"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"button\": true, \"enabled\": false, \"type\": \"zoom\"}, {\"button\": true, \"enabled\": false, \"type\": \"boxzoom\"}], \"axes\": [{\"xdomain\": [[2000, 0, 1, 0, 0, 0, 0], [2002, 8, 26, 0, 0, 0, 0]], \"images\": [], \"bbox\": [0.125, 0.099999999999999978, 0.77500000000000002, 0.80000000000000004], \"markers\": [], \"axesbg\": \"#FFFFFF\", \"ylim\": [-30.0, 10.0], \"zoomable\": true, \"id\": \"el368734416485008\", \"paths\": [], \"xlim\": [10957.0, 11956.0], \"yscale\": \"linear\", \"sharey\": [], \"sharex\": [], \"xscale\": \"date\", \"axesbgalpha\": null, \"ydomain\": [-30.0, 10.0], \"texts\": [], \"collections\": [], \"axes\": [{\"scale\": \"linear\", \"grid\": {\"dasharray\": \"2,2\", \"color\": \"#000000\", \"alpha\": 1.0, \"gridOn\": true}, \"fontsize\": 12.0, \"tickformat\": null, \"nticks\": 4, \"tickvalues\": null, \"position\": \"bottom\"}, {\"scale\": \"linear\", \"grid\": {\"dasharray\": \"2,2\", \"color\": \"#000000\", \"alpha\": 1.0, \"gridOn\": true}, \"fontsize\": 12.0, \"tickformat\": null, \"nticks\": 9, \"tickvalues\": null, \"position\": \"left\"}], \"lines\": [{\"dasharray\": \"10,0\", \"alpha\": 1, \"zorder\": 2, \"xindex\": 0, \"linewidth\": 1.0, \"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"data\": \"data01\", \"id\": \"el368734460081680\"}]}], \"height\": 480.0, \"data\": {\"data01\": [[10957.0, -0.18779122878085494], [10958.0, 0.38497191636075234], [10959.0, 1.717488079382109], [10960.0, 2.457894802997228], [10961.0, 2.2615359675019917], [10962.0, 2.4408678840592932], [10963.0, 3.8384389832016232], [10964.0, 6.178731407559308], [10965.0, 4.6476665743301435], [10966.0, 4.670097460122455], [10967.0, 2.9054554729322857], [10968.0, 0.38927559643874865], [10969.0, -0.20704250739837482], [10970.0, -2.7500734639578375], [10971.0, -2.177737933657416], [10972.0, -0.9774898947283706], [10973.0, 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-8.394249435276063], [11953.0, -9.814850667414127], [11954.0, -10.356756305395024], [11955.0, -10.390291303593253], [11956.0, -11.016486641499682]]}, \"id\": \"el368734416423440\"});\n",
" });\n",
" });\n",
"}else{\n",
" // require.js not available: dynamically load d3 & mpld3\n",
" mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
" mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
" \n",
" mpld3.draw_figure(\"fig_el3687344164234401625532645\", {\"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"button\": true, \"enabled\": false, \"type\": \"zoom\"}, {\"button\": true, \"enabled\": false, \"type\": \"boxzoom\"}], \"axes\": [{\"xdomain\": [[2000, 0, 1, 0, 0, 0, 0], [2002, 8, 26, 0, 0, 0, 0]], \"images\": [], \"bbox\": [0.125, 0.099999999999999978, 0.77500000000000002, 0.80000000000000004], \"markers\": [], \"axesbg\": \"#FFFFFF\", \"ylim\": [-30.0, 10.0], \"zoomable\": true, \"id\": \"el368734416485008\", \"paths\": [], \"xlim\": [10957.0, 11956.0], \"yscale\": \"linear\", \"sharey\": [], \"sharex\": [], \"xscale\": \"date\", \"axesbgalpha\": null, \"ydomain\": [-30.0, 10.0], \"texts\": [], \"collections\": [], \"axes\": [{\"scale\": \"linear\", \"grid\": {\"dasharray\": \"2,2\", \"color\": \"#000000\", \"alpha\": 1.0, \"gridOn\": true}, \"fontsize\": 12.0, \"tickformat\": null, \"nticks\": 4, \"tickvalues\": null, \"position\": \"bottom\"}, {\"scale\": \"linear\", \"grid\": {\"dasharray\": \"2,2\", \"color\": \"#000000\", \"alpha\": 1.0, \"gridOn\": true}, \"fontsize\": 12.0, \"tickformat\": null, \"nticks\": 9, \"tickvalues\": null, \"position\": \"left\"}], \"lines\": [{\"dasharray\": \"10,0\", \"alpha\": 1, \"zorder\": 2, \"xindex\": 0, \"linewidth\": 1.0, \"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"data\": \"data01\", \"id\": \"el368734460081680\"}]}], \"height\": 480.0, \"data\": {\"data01\": [[10957.0, -0.18779122878085494], [10958.0, 0.38497191636075234], [10959.0, 1.717488079382109], [10960.0, 2.457894802997228], [10961.0, 2.2615359675019917], [10962.0, 2.4408678840592932], [10963.0, 3.8384389832016232], [10964.0, 6.178731407559308], [10965.0, 4.6476665743301435], [10966.0, 4.670097460122455], [10967.0, 2.9054554729322857], [10968.0, 0.38927559643874865], [10969.0, -0.20704250739837482], [10970.0, -2.7500734639578375], [10971.0, -2.177737933657416], [10972.0, -0.9774898947283706], [10973.0, 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[11859.0, -21.968534860497254], [11860.0, -20.821361048478323], [11861.0, -19.900380867455272], [11862.0, -19.056130238415395], [11863.0, -19.439672754297305], [11864.0, -18.531469818526297], [11865.0, -18.494691443619356], [11866.0, -17.518629591135273], [11867.0, -16.678018797311886], [11868.0, -16.505910218238522], [11869.0, -16.42645733438848], [11870.0, -14.760379431961436], [11871.0, -14.080849624689552], [11872.0, -12.270909330945122], [11873.0, -12.338237674606802], [11874.0, -12.673698092004765], [11875.0, -14.070521812192627], [11876.0, -13.751171371676154], [11877.0, -13.813392304098041], [11878.0, -11.937384771062733], [11879.0, -13.348992877444966], [11880.0, -12.895317753938315], [11881.0, -12.532252875909645], [11882.0, -13.217419999226554], [11883.0, -12.446305305529211], [11884.0, -12.6565659737229], [11885.0, -13.759307910030389], [11886.0, -12.101467110171608], [11887.0, -10.2778693323029], [11888.0, -11.809104625490237], [11889.0, -13.493101015347472], [11890.0, 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" })\n",
" });\n",
"}\n",
"</script>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<IPython.core.display.HTML at 0x10a152310>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"ts.plot(xticks=np.arange(2000, 2002, 1), ax=ax)\n",
"mpld3.display(fig)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"ename": "TypeError",
"evalue": "2000 is not JSON serializable",
"output_type": "pyerr",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-4-7dd0b8bb77c5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxticks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2002\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mmpld3\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdisplay\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/Users/atsushi/.pyenv/versions/miniconda3-3.0.5/lib/python3.3/site-packages/mpld3/_display.py\u001b[0m in \u001b[0;36mdisplay\u001b[0;34m(fig, closefig, local, **kwargs)\u001b[0m\n\u001b[1;32m 288\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mclosefig\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 289\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 290\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mHTML\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig_to_html\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 291\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/atsushi/.pyenv/versions/miniconda3-3.0.5/lib/python3.3/site-packages/mpld3/_display.py\u001b[0m in \u001b[0;36mfig_to_html\u001b[0;34m(fig, d3_url, mpld3_url, no_extras, template_type, figid, use_http, **kwargs)\u001b[0m\n\u001b[1;32m 234\u001b[0m \u001b[0md3_url\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0md3_url\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 235\u001b[0m \u001b[0mmpld3_url\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmpld3_url\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 236\u001b[0;31m \u001b[0mfigure_json\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigure_json\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 237\u001b[0m \u001b[0mextra_css\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mextra_css\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 238\u001b[0m extra_js=extra_js)\n",
"\u001b[0;32m/Users/atsushi/.pyenv/versions/miniconda3-3.0.5/lib/python3.3/json/__init__.py\u001b[0m in \u001b[0;36mdumps\u001b[0;34m(obj, skipkeys, ensure_ascii, check_circular, allow_nan, cls, indent, separators, default, sort_keys, **kw)\u001b[0m\n\u001b[1;32m 231\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mindent\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mseparators\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 232\u001b[0m default is None and not sort_keys and not kw):\n\u001b[0;32m--> 233\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_default_encoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 234\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 235\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mJSONEncoder\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/atsushi/.pyenv/versions/miniconda3-3.0.5/lib/python3.3/json/encoder.py\u001b[0m in \u001b[0;36mencode\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m 189\u001b[0m \u001b[0;31m# exceptions aren't as detailed. The list call should be roughly\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 190\u001b[0m \u001b[0;31m# equivalent to the PySequence_Fast that ''.join() would do.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 191\u001b[0;31m \u001b[0mchunks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miterencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_one_shot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 192\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 193\u001b[0m \u001b[0mchunks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchunks\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/Users/atsushi/.pyenv/versions/miniconda3-3.0.5/lib/python3.3/json/encoder.py\u001b[0m in \u001b[0;36miterencode\u001b[0;34m(self, o, _one_shot)\u001b[0m\n\u001b[1;32m 247\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkey_separator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem_separator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_keys\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 248\u001b[0m self.skipkeys, _one_shot)\n\u001b[0;32m--> 249\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_iterencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 250\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 251\u001b[0m def _make_iterencode(markers, _default, _encoder, _indent, _floatstr,\n",
"\u001b[0;32m/Users/atsushi/.pyenv/versions/miniconda3-3.0.5/lib/python3.3/json/encoder.py\u001b[0m in \u001b[0;36mdefault\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m 171\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 172\u001b[0m \"\"\"\n\u001b[0;32m--> 173\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrepr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mo\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\" is not JSON serializable\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 174\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 175\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mTypeError\u001b[0m: 2000 is not JSON serializable"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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